3years_total_average.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import mapclassify as mc\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading the datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>region</th>\n",
       "      <th>month</th>\n",
       "      <th>accidents including damages</th>\n",
       "      <th>accidents including injuries</th>\n",
       "      <th>accidents including mortalities</th>\n",
       "      <th>total number of accidents</th>\n",
       "      <th>injuries</th>\n",
       "      <th>mortalities</th>\n",
       "      <th>intact</th>\n",
       "      <th>total number of people involved in RTA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>Moharram</td>\n",
       "      <td>314.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>821.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>Safar</td>\n",
       "      <td>462.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>538.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>1172.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>Rabeea Awal</td>\n",
       "      <td>360.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>881.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>Rabeea Thany</td>\n",
       "      <td>304.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>630.0</td>\n",
       "      <td>713.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>Jamad Awal</td>\n",
       "      <td>375.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>870.0</td>\n",
       "      <td>1005.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    region         month  accidents including damages  \\\n",
       "0  Al-Baha      Moharram                        314.0   \n",
       "1  Al-Baha         Safar                        462.0   \n",
       "2  Al-Baha   Rabeea Awal                        360.0   \n",
       "3  Al-Baha  Rabeea Thany                        304.0   \n",
       "4  Al-Baha    Jamad Awal                        375.0   \n",
       "\n",
       "   accidents including injuries  accidents including mortalities  \\\n",
       "0                          55.0                              4.0   \n",
       "1                          65.0                             11.0   \n",
       "2                          48.0                             11.0   \n",
       "3                          32.0                              8.0   \n",
       "4                          50.0                             15.0   \n",
       "\n",
       "   total number of accidents  injuries  mortalities  intact  \\\n",
       "0                      373.0     104.0          5.0   712.0   \n",
       "1                      538.0     136.0         15.0  1021.0   \n",
       "2                      419.0     107.0         15.0   759.0   \n",
       "3                      344.0      74.0          9.0   630.0   \n",
       "4                      440.0     118.0         17.0   870.0   \n",
       "\n",
       "   total number of people involved in RTA  \n",
       "0                                   821.0  \n",
       "1                                  1172.0  \n",
       "2                                   881.0  \n",
       "3                                   713.0  \n",
       "4                                  1005.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y1 = pd.read_csv('./datasets_2/1437.csv')\n",
    "y2 = pd.read_csv('./datasets_2/1438.csv')\n",
    "y3 = pd.read_csv('./datasets_2/1439.csv')\n",
    "\n",
    "y1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "y1.dropna(inplace=True)\n",
    "y2.dropna(inplace=True)\n",
    "y3.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Injuries Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# monthly injuries datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>month</th>\n",
       "      <th>region</th>\n",
       "      <th>Moharram</th>\n",
       "      <th>Safar</th>\n",
       "      <th>Rabeea Awal</th>\n",
       "      <th>Rabeea Thany</th>\n",
       "      <th>Jamad Awal</th>\n",
       "      <th>Jamad Thany</th>\n",
       "      <th>Ragab</th>\n",
       "      <th>Shaaban</th>\n",
       "      <th>Ramadan</th>\n",
       "      <th>Shawwal</th>\n",
       "      <th>Zy Aqeaada</th>\n",
       "      <th>Zy Alhegga</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>104.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Al-Jouf</td>\n",
       "      <td>40.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Al-Qurayyat</td>\n",
       "      <td>29.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ar Riyad</td>\n",
       "      <td>310.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>469.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>368.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Aseer</td>\n",
       "      <td>236.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>228.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ash Sharqiyah</td>\n",
       "      <td>430.0</td>\n",
       "      <td>549.0</td>\n",
       "      <td>458.0</td>\n",
       "      <td>497.0</td>\n",
       "      <td>423.0</td>\n",
       "      <td>391.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>398.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>At-Taif</td>\n",
       "      <td>437.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>439.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>394.0</td>\n",
       "      <td>371.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hail</td>\n",
       "      <td>97.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jazan</td>\n",
       "      <td>203.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>182.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Jiddah</td>\n",
       "      <td>319.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>303.0</td>\n",
       "      <td>282.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Madinah</td>\n",
       "      <td>341.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>324.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Makkah</td>\n",
       "      <td>237.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>262.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Najran</td>\n",
       "      <td>25.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Northern Region</td>\n",
       "      <td>52.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Qaseem</td>\n",
       "      <td>118.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>127.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Tabouk</td>\n",
       "      <td>214.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "month           region  Moharram  Safar  Rabeea Awal  Rabeea Thany  \\\n",
       "0              Al-Baha     104.0  136.0        107.0          74.0   \n",
       "1              Al-Jouf      40.0   64.0         30.0          37.0   \n",
       "2          Al-Qurayyat      29.0   54.0         25.0          16.0   \n",
       "3             Ar Riyad     310.0  338.0        333.0         339.0   \n",
       "4                Aseer     236.0  191.0        220.0         224.0   \n",
       "5        Ash Sharqiyah     430.0  549.0        458.0         497.0   \n",
       "6              At-Taif     437.0  435.0        439.0         477.0   \n",
       "7                 Hail      97.0   85.0         87.0          91.0   \n",
       "8                Jazan     203.0  184.0        210.0         184.0   \n",
       "9               Jiddah     319.0  365.0        331.0         324.0   \n",
       "10             Madinah     341.0  378.0        357.0         334.0   \n",
       "11              Makkah     237.0  295.0        256.0         314.0   \n",
       "12              Najran      25.0   57.0         58.0          33.0   \n",
       "13     Northern Region      52.0   47.0         62.0          79.0   \n",
       "14              Qaseem     118.0  165.0        118.0         122.0   \n",
       "15              Tabouk     214.0  157.0        170.0         118.0   \n",
       "\n",
       "month  Jamad Awal  Jamad Thany  Ragab   Shaaban   Ramadan   Shawwal  \\\n",
       "0           118.0         91.0  119.0     103.0      70.0      96.0   \n",
       "1            43.0         35.0   53.0      57.0      69.0      48.0   \n",
       "2            21.0         20.0   43.0      40.0      33.0      21.0   \n",
       "3           323.0        343.0  377.0     382.0     469.0     349.0   \n",
       "4           185.0        180.0  191.0     223.0     205.0     236.0   \n",
       "5           423.0        391.0  369.0     379.0     290.0     335.0   \n",
       "6           516.0        533.0  575.0     390.0     616.0     371.0   \n",
       "7            80.0         66.0   82.0      85.0      71.0      75.0   \n",
       "8           199.0        176.0  195.0     239.0     170.0     162.0   \n",
       "9           310.0        324.0  244.0     308.0     297.0     308.0   \n",
       "10          337.0        403.0  369.0     347.0     355.0     324.0   \n",
       "11          191.0        243.0  238.0     242.0     351.0     291.0   \n",
       "12           36.0         48.0   58.0      73.0      94.0      63.0   \n",
       "13           78.0         44.0   49.0      37.0      50.0      44.0   \n",
       "14          114.0        119.0   99.0     119.0     120.0     163.0   \n",
       "15          148.0        121.0  123.0     159.0     129.0     118.0   \n",
       "\n",
       "month  Zy Aqeaada  Zy Alhegga  \n",
       "0           123.0        86.0  \n",
       "1            46.0        52.0  \n",
       "2            13.0        31.0  \n",
       "3           276.0       368.0  \n",
       "4           222.0       228.0  \n",
       "5           374.0       398.0  \n",
       "6           394.0       371.0  \n",
       "7            56.0        57.0  \n",
       "8           155.0       182.0  \n",
       "9           303.0       282.0  \n",
       "10          315.0       324.0  \n",
       "11          194.0       262.0  \n",
       "12           75.0        86.0  \n",
       "13           38.0        51.0  \n",
       "14          129.0       127.0  \n",
       "15          143.0       124.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inj_y1 = y1.pivot_table(index = 'region', columns = 'month', values = 'injuries')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()\n",
    "inj_y1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "inj_y2 = y2.pivot_table(index = 'region', columns = 'month', values = 'injuries')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()\n",
    "inj_y3 = y3.pivot_table(index = 'region', columns = 'month', values = 'injuries')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding geometry to the datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NAME</th>\n",
       "      <th>TOTPOP_CY</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>Total injuries</th>\n",
       "      <th>Total mortalities</th>\n",
       "      <th>Number of traffic accidents</th>\n",
       "      <th>Number of people involved in traffic accidents</th>\n",
       "      <th>Number of Accidents including damages</th>\n",
       "      <th>Number of Accidents including injuries</th>\n",
       "      <th>Number of Accidents including mortalities</th>\n",
       "      <th>Percentage of Accidents including damages</th>\n",
       "      <th>Percentage of Accidents including injuries</th>\n",
       "      <th>Percentage of Accidents including mortalities</th>\n",
       "      <th>Accidents per 1000 population</th>\n",
       "      <th>Involvment in traffic accidents per 1000 population</th>\n",
       "      <th>Injuries 1000 population</th>\n",
       "      <th>Mortalities per 1000 population</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Makkah</td>\n",
       "      <td>3261577</td>\n",
       "      <td>-398222.616706</td>\n",
       "      <td>2.366203e+06</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>44915.0</td>\n",
       "      <td>88472.0</td>\n",
       "      <td>43146.0</td>\n",
       "      <td>1311.0</td>\n",
       "      <td>458.0</td>\n",
       "      <td>96.061449</td>\n",
       "      <td>2.918847</td>\n",
       "      <td>1.019704</td>\n",
       "      <td>13.770946</td>\n",
       "      <td>27.125529</td>\n",
       "      <td>1.042441</td>\n",
       "      <td>0.186719</td>\n",
       "      <td>MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aseer</td>\n",
       "      <td>2264096</td>\n",
       "      <td>-352045.193083</td>\n",
       "      <td>2.127645e+06</td>\n",
       "      <td>2192.0</td>\n",
       "      <td>696.0</td>\n",
       "      <td>25964.0</td>\n",
       "      <td>50085.0</td>\n",
       "      <td>24608.0</td>\n",
       "      <td>771.0</td>\n",
       "      <td>585.0</td>\n",
       "      <td>94.777384</td>\n",
       "      <td>2.969496</td>\n",
       "      <td>2.253120</td>\n",
       "      <td>11.467712</td>\n",
       "      <td>22.121412</td>\n",
       "      <td>0.968157</td>\n",
       "      <td>0.307407</td>\n",
       "      <td>MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tabouk</td>\n",
       "      <td>962936</td>\n",
       "      <td>-698604.846811</td>\n",
       "      <td>3.091249e+06</td>\n",
       "      <td>977.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>10034.0</td>\n",
       "      <td>9905.0</td>\n",
       "      <td>9247.0</td>\n",
       "      <td>573.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>92.156667</td>\n",
       "      <td>5.710584</td>\n",
       "      <td>2.132749</td>\n",
       "      <td>10.420215</td>\n",
       "      <td>10.286250</td>\n",
       "      <td>1.014605</td>\n",
       "      <td>0.304278</td>\n",
       "      <td>MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jazan</td>\n",
       "      <td>1643752</td>\n",
       "      <td>-377562.520722</td>\n",
       "      <td>1.923485e+06</td>\n",
       "      <td>2112.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>19572.0</td>\n",
       "      <td>33268.0</td>\n",
       "      <td>18046.0</td>\n",
       "      <td>1098.0</td>\n",
       "      <td>428.0</td>\n",
       "      <td>92.203147</td>\n",
       "      <td>5.610055</td>\n",
       "      <td>2.186797</td>\n",
       "      <td>11.906906</td>\n",
       "      <td>20.239063</td>\n",
       "      <td>1.284865</td>\n",
       "      <td>0.342509</td>\n",
       "      <td>MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>500452</td>\n",
       "      <td>-509430.926111</td>\n",
       "      <td>2.256117e+06</td>\n",
       "      <td>935.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>1764.0</td>\n",
       "      <td>3918.0</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>67.630385</td>\n",
       "      <td>27.777778</td>\n",
       "      <td>4.591837</td>\n",
       "      <td>3.524814</td>\n",
       "      <td>7.828923</td>\n",
       "      <td>1.868311</td>\n",
       "      <td>0.221799</td>\n",
       "      <td>POLYGON Z ((-497258.929 2331363.256 0.000, -49...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      NAME  TOTPOP_CY              x             y  Total injuries  \\\n",
       "0   Makkah    3261577 -398222.616706  2.366203e+06          3400.0   \n",
       "1    Aseer    2264096 -352045.193083  2.127645e+06          2192.0   \n",
       "2   Tabouk     962936 -698604.846811  3.091249e+06           977.0   \n",
       "3    Jazan    1643752 -377562.520722  1.923485e+06          2112.0   \n",
       "4  Al-Baha     500452 -509430.926111  2.256117e+06           935.0   \n",
       "\n",
       "   Total mortalities  Number of traffic accidents  \\\n",
       "0              609.0                      44915.0   \n",
       "1              696.0                      25964.0   \n",
       "2              293.0                      10034.0   \n",
       "3              563.0                      19572.0   \n",
       "4              111.0                       1764.0   \n",
       "\n",
       "   Number of people involved in traffic accidents  \\\n",
       "0                                         88472.0   \n",
       "1                                         50085.0   \n",
       "2                                          9905.0   \n",
       "3                                         33268.0   \n",
       "4                                          3918.0   \n",
       "\n",
       "   Number of Accidents including damages  \\\n",
       "0                                43146.0   \n",
       "1                                24608.0   \n",
       "2                                 9247.0   \n",
       "3                                18046.0   \n",
       "4                                 1193.0   \n",
       "\n",
       "   Number of Accidents including injuries  \\\n",
       "0                                  1311.0   \n",
       "1                                   771.0   \n",
       "2                                   573.0   \n",
       "3                                  1098.0   \n",
       "4                                   490.0   \n",
       "\n",
       "   Number of Accidents including mortalities  \\\n",
       "0                                      458.0   \n",
       "1                                      585.0   \n",
       "2                                      214.0   \n",
       "3                                      428.0   \n",
       "4                                       81.0   \n",
       "\n",
       "   Percentage of Accidents including damages  \\\n",
       "0                                  96.061449   \n",
       "1                                  94.777384   \n",
       "2                                  92.156667   \n",
       "3                                  92.203147   \n",
       "4                                  67.630385   \n",
       "\n",
       "   Percentage of Accidents including injuries  \\\n",
       "0                                    2.918847   \n",
       "1                                    2.969496   \n",
       "2                                    5.710584   \n",
       "3                                    5.610055   \n",
       "4                                   27.777778   \n",
       "\n",
       "   Percentage of Accidents including mortalities  \\\n",
       "0                                       1.019704   \n",
       "1                                       2.253120   \n",
       "2                                       2.132749   \n",
       "3                                       2.186797   \n",
       "4                                       4.591837   \n",
       "\n",
       "   Accidents per 1000 population  \\\n",
       "0                      13.770946   \n",
       "1                      11.467712   \n",
       "2                      10.420215   \n",
       "3                      11.906906   \n",
       "4                       3.524814   \n",
       "\n",
       "   Involvment in traffic accidents per 1000 population  \\\n",
       "0                                          27.125529     \n",
       "1                                          22.121412     \n",
       "2                                          10.286250     \n",
       "3                                          20.239063     \n",
       "4                                           7.828923     \n",
       "\n",
       "   Injuries 1000 population  Mortalities per 1000 population  \\\n",
       "0                  1.042441                         0.186719   \n",
       "1                  0.968157                         0.307407   \n",
       "2                  1.014605                         0.304278   \n",
       "3                  1.284865                         0.342509   \n",
       "4                  1.868311                         0.221799   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...  \n",
       "1  MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...  \n",
       "2  MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...  \n",
       "3  MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...  \n",
       "4  POLYGON Z ((-497258.929 2331363.256 0.000, -49...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "overview = gpd.read_file('./overview.geojson')\n",
    "overview.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "inj_y1 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],inj_y1,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')\n",
    "inj_y2 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],inj_y2,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')\n",
    "inj_y3 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],inj_y3,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding the sum and mean columns\n",
    "for i in [inj_y1, inj_y2,inj_y3]:\n",
    "    i['sum']=i.iloc[:,3:].sum(axis=1)\n",
    "    i['mean']= np.round(i.iloc[:,3:-1].mean(axis=1))\n",
    "    \n",
    "all_inj = inj_y1['sum'] + inj_y2['sum'] + inj_y3['sum']\n",
    "mean_inj = np.mean([inj_y1['mean'],inj_y2['mean'],inj_y3['mean']],axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preparing the final dataframe\n",
    "injuries = inj_y1[['NAME','geometry']].copy()\n",
    "injuries['all']= all_inj\n",
    "injuries['average'] = mean_inj\n",
    "injuries['all_pc'] = (all_inj/ (overview.TOTPOP_CY))*100000\n",
    "injuries['average_pc'] = (mean_inj/ (overview.TOTPOP_CY))*100000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>NAME</th>\n",
       "      <th>geometry</th>\n",
       "      <th>all</th>\n",
       "      <th>average</th>\n",
       "      <th>all_pc</th>\n",
       "      <th>average_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Makkah</td>\n",
       "      <td>MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...</td>\n",
       "      <td>9772.0</td>\n",
       "      <td>271.666667</td>\n",
       "      <td>299.609667</td>\n",
       "      <td>8.329304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aseer</td>\n",
       "      <td>MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...</td>\n",
       "      <td>7101.0</td>\n",
       "      <td>197.333333</td>\n",
       "      <td>313.635111</td>\n",
       "      <td>8.715767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tabouk</td>\n",
       "      <td>MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...</td>\n",
       "      <td>3944.0</td>\n",
       "      <td>109.666667</td>\n",
       "      <td>409.580699</td>\n",
       "      <td>11.388780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jazan</td>\n",
       "      <td>MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...</td>\n",
       "      <td>6578.0</td>\n",
       "      <td>182.666667</td>\n",
       "      <td>400.182023</td>\n",
       "      <td>11.112787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>POLYGON Z ((-497258.929 2331363.256 0.000, -49...</td>\n",
       "      <td>3169.0</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>633.227562</td>\n",
       "      <td>17.584104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-Jouf</td>\n",
       "      <td>MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...</td>\n",
       "      <td>1368.0</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>382.148524</td>\n",
       "      <td>10.615237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Madinah</td>\n",
       "      <td>MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...</td>\n",
       "      <td>9767.0</td>\n",
       "      <td>271.333333</td>\n",
       "      <td>445.301786</td>\n",
       "      <td>12.370761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Qaseem</td>\n",
       "      <td>POLYGON Z ((-477698.887 2859824.348 0.000, -47...</td>\n",
       "      <td>4228.0</td>\n",
       "      <td>117.333333</td>\n",
       "      <td>283.559517</td>\n",
       "      <td>7.869201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ash Sharqiyah</td>\n",
       "      <td>POLYGON Z ((483440.905 2736363.772 0.000, 4839...</td>\n",
       "      <td>11935.0</td>\n",
       "      <td>331.333333</td>\n",
       "      <td>265.574728</td>\n",
       "      <td>7.372749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hail</td>\n",
       "      <td>POLYGON Z ((-670450.843 3184778.644 0.000, -67...</td>\n",
       "      <td>2617.0</td>\n",
       "      <td>72.666667</td>\n",
       "      <td>359.461234</td>\n",
       "      <td>9.981219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Northern Region</td>\n",
       "      <td>POLYGON Z ((-746595.037 3534224.961 0.000, -74...</td>\n",
       "      <td>1433.0</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>367.558417</td>\n",
       "      <td>10.259830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ar Riyad</td>\n",
       "      <td>POLYGON Z ((-452748.225 2654946.247 0.000, -45...</td>\n",
       "      <td>13301.0</td>\n",
       "      <td>369.666667</td>\n",
       "      <td>157.761464</td>\n",
       "      <td>4.384569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Najran</td>\n",
       "      <td>POLYGON Z ((-287152.222 1968299.206 0.000, -28...</td>\n",
       "      <td>2126.0</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>344.083655</td>\n",
       "      <td>9.548888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jiddah</td>\n",
       "      <td>MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...</td>\n",
       "      <td>9666.0</td>\n",
       "      <td>268.666667</td>\n",
       "      <td>221.548871</td>\n",
       "      <td>6.157955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>At-Taif</td>\n",
       "      <td>POLYGON Z ((-553743.968 2542543.061 0.000, -51...</td>\n",
       "      <td>13499.0</td>\n",
       "      <td>375.000000</td>\n",
       "      <td>1250.642739</td>\n",
       "      <td>34.742650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Al-Qurayyat</td>\n",
       "      <td>POLYGON Z ((-739486.687 3525089.816 0.000, -73...</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>28.666667</td>\n",
       "      <td>573.872136</td>\n",
       "      <td>15.940893</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               NAME                                           geometry  \\\n",
       "0            Makkah  MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...   \n",
       "1             Aseer  MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...   \n",
       "2            Tabouk  MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...   \n",
       "3             Jazan  MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...   \n",
       "4           Al-Baha  POLYGON Z ((-497258.929 2331363.256 0.000, -49...   \n",
       "5           Al-Jouf  MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...   \n",
       "6           Madinah  MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...   \n",
       "7            Qaseem  POLYGON Z ((-477698.887 2859824.348 0.000, -47...   \n",
       "8     Ash Sharqiyah  POLYGON Z ((483440.905 2736363.772 0.000, 4839...   \n",
       "9              Hail  POLYGON Z ((-670450.843 3184778.644 0.000, -67...   \n",
       "10  Northern Region  POLYGON Z ((-746595.037 3534224.961 0.000, -74...   \n",
       "11         Ar Riyad  POLYGON Z ((-452748.225 2654946.247 0.000, -45...   \n",
       "12           Najran  POLYGON Z ((-287152.222 1968299.206 0.000, -28...   \n",
       "13           Jiddah  MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...   \n",
       "14          At-Taif  POLYGON Z ((-553743.968 2542543.061 0.000, -51...   \n",
       "15      Al-Qurayyat  POLYGON Z ((-739486.687 3525089.816 0.000, -73...   \n",
       "\n",
       "        all     average       all_pc  average_pc  \n",
       "0    9772.0  271.666667   299.609667    8.329304  \n",
       "1    7101.0  197.333333   313.635111    8.715767  \n",
       "2    3944.0  109.666667   409.580699   11.388780  \n",
       "3    6578.0  182.666667   400.182023   11.112787  \n",
       "4    3169.0   88.000000   633.227562   17.584104  \n",
       "5    1368.0   38.000000   382.148524   10.615237  \n",
       "6    9767.0  271.333333   445.301786   12.370761  \n",
       "7    4228.0  117.333333   283.559517    7.869201  \n",
       "8   11935.0  331.333333   265.574728    7.372749  \n",
       "9    2617.0   72.666667   359.461234    9.981219  \n",
       "10   1433.0   40.000000   367.558417   10.259830  \n",
       "11  13301.0  369.666667   157.761464    4.384569  \n",
       "12   2126.0   59.000000   344.083655    9.548888  \n",
       "13   9666.0  268.666667   221.548871    6.157955  \n",
       "14  13499.0  375.000000  1250.642739   34.742650  \n",
       "15   1032.0   28.666667   573.872136   15.940893  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "injuries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UPus1+Yw3s/w+BwryXpTXNgDltZfT5M/AHI7fRH383oQygF2fme9j5nHMPEH9u+GuiSwl8f1ZuIkMMAtRfIyEkm9uF4CZOdyuAehORNUzXTcbyh+tkWrOpSFQNrfIvNwTUHZ+BYCOboy5lvpzUTbnOmdzLCNPVVsiyu79KbtcTp6I2x2OQfnGuAkRZbfk5zb15+5CtpOxDNXj3/qqy4a/hbIkty+UD7+JAObmdl0Ri1F/Vs7mXE47GhdEoZ53zHyBlbxlPQCcANBBXQothBDC/aQPJX2o7Egf6malpQ/1n9cPEdWAcr/PqukxCh1nEfgHymaI7YnIL/MJ9T3gDvXX9ZlOZaQ16Jm1MvUxqAPgHNQB3lvIqPeOrO85ajzt1fj+yXQqx/ahzPC3AtjCzGl5vKZXljJ5ld1zIABKqqFUKJvYAf9/X+2SQz0Zx7N7L8prG4Dy2iuXQ37kvL72ykAZjN7CzDfNLiYiX/w/tUVmBXkPLMxjIko4GWAWovjI2HxmLDM/nN0N6k7buHmjmgtQ/ui2gbKcsiyAnzLlGMwotxNKPrMBRJR5g4t/EVFDIgrNR8xn1Z9dstTTFMArWQursW6A8qHq0SzX9MR/cwcCwBIApwA8TkR35hB3WyKy5iPuQmPmdCgfGnwBvJUlnpoAnoKSw3FOIZvK2NikSiHryauvoXRGpkGZZfATZ7OZhIYylpk+oH6TD+DfzY/ecFcj+X29EFFZImqdTTEbAD8oszXS3RWfEEKIm0gfSvpQ2ZE+1M1KSx/qaSKqmqktHYAPoIyNfJ+pnFe+PjIwcyKU14ANyuZxmT0BoBqUnPOZB4v/gjKw2YmI7so4qD4G76m/fsXMN83AzrTaI3P7pwCsVtt5PEv7b6pxzVZnIWdYCOVLusFE9O/AKRH5AJik/volbpaRo/y1zF84EVFGu2m4+f8tL+5X30szmwgl/cPPmQa4/4byhVcHIhqUubD6eycos6c3F6INQHntGQDctMqFiEZBGajPiygoX8w1VweUM+owQkmbUSaba2KgzLbPz3tgYR4TUcJJDmYhigEi6gJlN9YDt8jTNhPAa1A6hhNY2T0aUJZydgfwTqbfszMUygepmWoOp21QciVVAtAISt7BtlD+gOXFbCib03xKRLdBmWVQG0AfKEsF78vmmseh/OGarnbm9kPZ2GYglI5eP2TaQZqVjVsGAPgDwAoi2gJlw4RkKDMRWqrXl1ePFaWXocx6eIKIWkL5pr8MgHuhdIif4DzuuJ2L9VAejylE1ADq7BNmnpTrVQXEzOeJaAWUvIGAdy3tBDNvI2UjnU4AthPROihL1PpCeY5kNyunoPLzeqkI4B8iOgLlG/0LUPLM9YGyxOxzL/uQKYQQJYL0oaQPlQvpQ2VSivpQf0PZLHA+lGX8PaDkpt0F4P2MQkX9+iCiMlA2HM2QMSA4M9Pg7rvMfDRTmVehfAn1HBE1gTJQWQ/Kaz0KWQZ+WdlU8wEoj/1CUnJYnwfQDcpM2b8BfJIlroyN97Ju3gkAYwFsAfA5EXWDMnjdGsoqg+NQ3lMztx9PRKOhDDRvIKJ5UHLL3wXlfXohsqQAYiUf/scAngOwX43ZBOU9MBjAk8x8NpvYcrMKwN9EtABKzuAO6u0slPeejLaZiEZCyWc8n4iWADiqxtofQAKAEZz9xqp5akM1Fcrg8pfq43gBynOyHYDlUJ7ruWJmFxF9rtZ9QI3VBOX/IhjK+91tWa5JJKJtADoS0Vwo/2dOAEuZeX8O7RTmMRElHTPLTW5y8/IblFkcDOCpPJRdrZa9O9MxK5QOFEP5gJXb9X5QOiu7oCzdSwFwBspy0EcA2DKVHaXWOSqX+iIALIXSyUlS630YyrfdDGBWNtfUhfLhKVa9ZiuA3gBeUK/pn801oQDeBXAQSicvEcqHsYVQ8rMZ8vDY5RiTep4BbMjh3Fkoy+qyHg+EMiPgBJRv2GOh/EG+I5uyXdQ2JuazjeFQOrwp6vWc6dws9Vi1vLaXUzuZzvdTr9tRgOdyto+xO+NUH/Nv1OdcmvqceKQgbd/q/wV5fL2oMb0BpUN/SY0rEspssyEAKL+PpdzkJje5ye3WN0gfSvpQubchfaj/PuYlsg+VKdYaAJ6HMiiWqtb5KQD/HK7L8+sDygxVBtClEP+/ud3+Uy+UwcPPoKS2SFcfm+8AVMqlrQgAv0CZTZwGZWDxTQCWbMo2Vtv+MYe6KkOZQRyptn9OjSc4l/bbA1gJ5UudFAAHADwLQJ/LNSOhbHyaBGUQ8y8AffL5GP/7/wPlPXiv2v419T6Uz+G6cCizxSOhrJ6IBPAjgHA3ttEBwEb1ORYP5XXQKKfnFLJ5T4UygfQ5AIfVNq+ocVdFDq9VKKtelkFZ0eFCpr9LyP31W6DHJJfn/azsHhe5Fa8bqf+pQgjh9dRvVocCqMvMx25VXngGEU0EMAHAw8w8U8M4rgCIY+ZwrWIQQgghigPpQ3kH6UNph4hmQRmkrM75n/FaaqkzzD8F0JCZD2kcTqFkev3dxswbimsbQngrycEshPAqRKQjov/sSqsuF7oPwGH5YKQdUjbtGANlOdvPGsYRDGXp4EWtYhBCCCG8ifShvJv0oUQx1RlKyoRiPbgshPA8ycEshPA2JgAXiGg9lKVrDgD1AdwOZdlV1k0kRBEgot5Qdh/uCyUf3wvMXNT5GDN2X34BSr48PZTliUIIIYSQPpRXkj6UKM6YeaDWMQghigcZYBZCeBs7lN2Cu0LZJMIKJT/YL1A2ttijYWyl2T1QlhVeBTAFWTYAKUJBAF6BkqPvFXjZBjlCCCGEhqQP5Z2kDyWEEKLEkxzMQgghhBBCCCGEEEIIIQpEcjALIYQQQgghhBBCCCGEKBAZYBZCCCGEEEIIIYQQQghRIDLALIQQQgghhBBCCCGEEKJAZIBZCCGEEEIIIYQQQgghRIHIALMQQgghhBBCCCGEEEKIApEBZiGEEEIIIYQQQgghhBAFIgPMQgghhBBCCCGEEEIIIQpEBpiFEEIIIYQQQgghhBBCFIgMMAshhBBCCCGEEEIIIYQoEBlgFkIIIYQQQgghhBBCCFEgMsAshBBCCCGEEEIIIYQQokBkgFkIIYQQQgghhBBCCCFEgcgAsxBCCCGEEEIIIYQQQogCkQFmIYQQQgghhBBCCCGEEAUiA8xCCCGEEEIIIYQQQgghCkQGmIUQQgghPCE5LgDJcQ8hOW68+jNA65BuhYi6EBHncBuXqdyHRHSUiBKJKI6IthBRby1jF0IIIYQQpVAx7HNnIKJORLRO7VMnEtEOIqqpdVwFQcysdQxCCCGEECVLctxrAF4BYMt0NAnAFFgDJmsTFEBEBgChzHw5h/MmAMFZDg8B8CGAGsx8Ti33AIDzAM4CMAIYBeAFAK2ZeZdHghdCCCGEECKzYtrnVsv0BLAIwHsAfgOQDKAegJ3MHFkUcbqTDDALIYQQQriT0tGdlEuJ8UXd4SWi1gCGA7gPwBfM/GY+rv0bQCwz5zpDmYhiAExk5s8KFawQQgghhBC3Uoz73ESkA3ASwHxmfqUIQ/QYSZEhhBBCCOEuypK8W3USX0FynL+nQyGiWkQ0gYhOAPgLQAUAjwF4Nx91NATQDsCMXMoYiOh+AL4ANhUuaiGEEEIIIW6h+Pe5mwGoDuAiEW0koigi+oeI7vZ0vJ4iA8xCCCGEEO4zCDcv0cuOTS3ndkQUQkSPE9FWAEcBdAIwBUA5Zh7IzIuYOS0fVT4K4BKAFdm01YeIEgGkAfgcwN3MvLvw90IIIYQQQohcFfc+d0ae5bcBzAZwB4DlABYR0e2eiNnTDFoHIIQQQghRgpR3c7n8ehLABAC7ATRk5iMFrYiIrFCW+H3KzM5siqwH0ARAEIB7AMwmou4yyCyEEEIIITysuPe59erPb5n5W/Xfe4mojVr3n+4Js+jIDGYhhBBCCPfJ64Ycntq4YwaAVwGYAewhokVENJCIfApQ1xAoaS++ze4kMycx80lm3sHMLwLYAeDFggYuhBBCCCFEHhX3PnfG5n+Hsxw/BKCqm2IsUjLALIQQQgjhPguh7FydmyS1nNsxcyQzT2HmBgDaAjgLJX3FVSL6nohuJyJ9rpX836MAVjDzxTyW10HpZAshhBBCCOFJxb3PvRNACoDwLMfD1bqKHRlgFkIIIYRwF2tAHJT8a7mZAmtAvKdDYeY9zPw8gMpQ8s/pACyCMtsiV0TUFEBLZLO5HxGVI6I3iag1EVUlosZE9C6AblByyAkhhBBCCOE5xbzPzcyJAKYCeJyIBhNRTSJ6BkBfAJ95OmZPIGbWOgYhhBBCiJIlOe41KDtbZ958JAlKR3eyNkEBRGSBsvnI2VuU+wpALwDVmdmV5VwQgFlQBqDLAIgGcADAR8z8uwfCFkIIIYQQ4r+KcZ9bneE8AcCDAIIBHAHwFjMvKZIg3UwGmIUQQgghPCE5zh/KLIbyUPK/LSyKWRRCCCGEEEKUGtLn9goywCyEEEIIIYQQQgghhBCiQCQHsxAqNadkmNZxCCGEEEII4W2IqJHWMQghhBDCO8kAsxAA9Hp9b6vFcmzfP5tXzPxy2tchwcEbdDrdQ0QUqnVsQgghhBBCaIWILH4mwzdNyvivTn/szgXtwoJW+pkM3xBRNyIyah2fEEIIIbQnKTJEqUZEBl+b7Uur1Tp04dwfrB3bt0N8fDyWr/oD8xf9mvTn2vWGB0YMH7dn777vt27fUY6ZT2kdsxBCCCGEEEWBiOr6GvWrulcqU+6b2xpZAs1GHIlJxJLTV1w/n7iceDUlLfnM/V1b+3/zhx7ANWZO1DpmIYQQQhQ9GWAWpRYR+drjrrf87Isvf31o5P2BgYGB/ymTlpYGIsK+Awdjbu/T3wdAVGpa6k9paelf57YbqBBCCCGEEMUVEdG9tcoHPNekxjtHohPGDKtTkYjoP+US0h3wMxnw1KZDV2YevhBkM+r/iU2zz2Hge2Z2aRC6EEIIITQgA8yi1CEiMpvNz9is1gkXTx7xt/j4/Le3nA2n04ltO3Zi4W9L7Hd067Y5wN/v1zv63t04MSlpAYC/mDndw6ELIYQQQgjhUURUzt9omD+4doXwLzo3yPP+JLFpdqw6F4UNl6PjZnRpOLP/yp3Jv5+/Fu9k/o2ZT3gyZiGEEEJoSwaYRYlGRHoA1QA0eOOVl1Zu27Fz2NZt29+uWqVy0K8//2irVbNGgeu+fv0Gvv5+luunBQsTT506bWjUsMGz23bs/JqI/Jg5wV33QQghhBBCCE8gIl8AdQHo7Y/deajO3A0zrySl9n6yUXXTxJa1jUZ9wbfs2XIlBt8fuZC6+PQVBhD1VuvwJk9vOmQHkCKzm4UQQoiSRQaYRYlARCYAtQBEmIzGoLTYaxs7dO/55rYdOwcEBgSk14+o61z00xyTw+7wuXDpEpo2bgS9Xu+29iMjr8BgMCAxKelwvaYta9lstp0xsbFzWJmxccVtDQkhhBBCCJFPRBQMoB6AiPrBvic23t0urdrsdUtSnc6gSr6W5KG1KzgntqoTtPd6PILNRlTxs7itbRczDkcnokGIX8qzmw+d/e7IxfJ6wpIEu3MegLXMbHdbY0IIIYTQhAwwi2JFnZFcD0CEXq+v36xJ49TtG9edqhre4BOH0+HfICLC1alDe9trLz6vv3btOiwWH/j6+hZpjAkJCfj9z7WYv/DXpIh6dbe++NzT7wdXrNbEbrevAHCE5UUnhBBCCCE8gIgCADQCUM9m0Df9qH3EWiI0e2rToedr+FtTGof4G0fXr2ztVCEE5xNSUNHmA70uT9ni3OZ4bCKWnrnKC09diV/cq/l7z/995PgvpyJNAFYxc2yRBiOEEEIIt5ABZuG1iCgUwB1mk6mhr69vi1H3D9356rjnHY1bd3iyfr263KxJI9/ut3XRde3SGS6XCzpdwZfweVJCQgJeHD8hbeHi35xp6enxPmaf16KuXfuOiEgGm4UQQgghREEQUUsAbfyM+mY+Bn39cyO6fv/m9hMDl5+72qJRiL+xSRl/65DaFVDOagYp5bUOOVsbL9/ApJ0nE7ZciTHbDPq9LvDdsWmOSOknCyGEEMWHDDALTRGRmZnTiKitj495kM1qa5luTw9fumDeYhe76n467cvmzZs2sdWvV5fat2mN8uXzvM+I12Fm7Nm7D3q93l67Vs115WuEtyCidXHx8fMArGbmRK1jFEII4T7ONbMDAAwCUB5AJICF+u4j4jzZJhGdBVA1m1OHmbm+WqYHgIkAagPwBXAJwM8A3nLHhrVE9AiA+wA0BRAEoCMzb85S5m4Aj6hlygG4n5l/zO99EaIkI2VE2MTMaTqix/1MhjYGoiblrGbX/sGdtry09UjPmFR7WKMy/j4RQb7oXCGkyGcju1Oi3YE1F66jd7XQy+/sOnls6v6zVVKdrnlpTtevAPbIgLMQQojsaNHnBgAiKgPgbQD9AIQAuAzgPWb+yg11NwTwLoDWAMwA1gJ4hpnPFrZuT5EBZlEk1A6yEcDTOp1uqI/ZbE1LT6/jcjnhiI9evnTFquYHDx8Ji6hbh+rXq4eaNarDYDBoHbZHnTt/HstW/o6fFiyMD/D3P7jqt4Vj9X7BVV0u1w5mjtQ6PiGEEAXnXDP7NQCvALBlOpwEYIq++4jJnmqXiMoCyLzJgA3AAQBTmPlttUxbKAO3BwEkQBnk/RrAXGZ+1g0xPKO2ewXAt8h+gPl+KHsn7AXwK7IfYL7lfRGiJMhY1UZEdQE8byBqryeEOlwcMrhOhd2zujVJmbD9eLMwq9lSL8gXEUG+CLWatQ7boxwuF/65EovFZ67YfzkZmTa5TfiULZExS789cqECgL+YOU3rGIUQQmhPwz63L4DtUCZqTAJwDsoAt5GZNxay7jAo/fRVAKZAGUubBCVdbENmTilM/Z4iA8zCrdS8b0kAOuuIpruY61it1pQWzZqmBgb4W1atXuNTpXIlNIiol16jenXT2NEPoVbNGlqHrTlmBjNj8MgHk1b8/ofBaDTujouLH8TMl7WOTQghRP6oHd1JuRQZ78kOb2ZENBrAdABVc/ubQkSfAOjCzE3d2HY1AGeQzQBzlnKMbAaYsymXp/sihLdSJ1wEQvli5z0CHiHA7KfToYPVGn0wJbXcDZcTlfQG1DYaXVHkcm0e2bVkz7jIg4zPq9ujYl2PbTiYeDwuyaQD3klxuibJrGYhhCi9tOxzE9GbAEYCCHf3l55E9DCATwAEZ2yEq27WewPAg8z8vTvbcxcZYBYFon5bUwNAjNFomGq3O/r5+PjAz9fGQ+69x37x0iXT0WPH0aRRQ27etAmNHDYUgYEBICLodDosWb4Cb055z7H7742lvtOcVXp6OqZ8+LHj6PETs39esPAhreMRQgiRd+oSvUu4eRZFVkkAKui7j4j3dDxEtBPAeWYekEuZugB+A7CSmZ9zY9vV4N4B5lveFyG8gTqQXBGARQ8Eu4DVAPwtRKhiMNjbmy261SnJ+mCdDvWMJlcTk1nX1ccKBzMMap7kx6KjHMNaVDc82VgmYmR1LiEFD6/bH3dn1bLdxm05skvreIQQQhQ9rfvcRHQQykq8eAB3A4gDsAzABGZOLmTdTwB4C0BIxhepRGSF8gX1bGZ+oDD1e4oM7olcqQPJ9QFUCgkJ1t24Eb3AZrXC398flStWTH/x2ad4/cbNJoNez00aN6SIuuHUpVNHU6ZNRLJNBPf1d7PsI4YMMRbV/ShOTCYTJrz6sgHAgx+/OznstTff3pCamvahzNAQQohiYRBy7+hCPT8IwHeeDISIWgBoDuC1HM5fBFAWgAlKioxxnoynMG51X4TQQqaB5GY6QmqgyXB3XJpjjI0IDHB3H2taS7MPL0tOtNQzmlDTYEQDo9lYyWDAo74BGdX8u0t1xuDyDacTh+zp+gcjqhT5fSoOqvpZ8Ge/1gEu5t8jgv3+ORKTOJ6Z92kdlxBCiCKldZ+7JpR0b/MB9AVQAcA09eewQta9BsDHAN4ioslQxm4/gNJnqFDIuj1GBpgFAICI/AA0A9DR12ZD+fJhEZFXrg7x9/NDckoKRg4bkjTumacw68e5XLNGDYqoG4564eGmoKBAjBg2JF9tpaWlYe2GjcZP3pvikftSkgzo1/fOWXN/7nLu3PnbiWgQM3t8tpsQQohCKe/mcoXxKJQZxKtzON8RgBVKDub3oORMnpBdQSIaBmBG5rqZea77Qr2lW90XITxGHUiuBKA9gKbV/S1xUYmpz/sSBTsAOJjxQWCZeB1gOmRIRw2jEdUMRqqsN/gYidDDx5qv9rakpSDUx8Q2o6H47thXBHREZV5qVrPP438d7GrU6x63O12ztI5JCCFEkdG6z60DcB3AQ8zsAAAiMgH4hYieZOborBcQ0asAXs10qBczb8pajpmPqn3vT9TyLgA/AtgFwOn2e+ImMsAsoNfrJxsMhlcBoFxoqPObLz5Lad6kiWX12nWIqBuO8Dq1YbPZbAAw5a2JhW4vLi4etWrWQJ3atQpdV0lXrWpV7Ny03jrm6ec6rf9r40IAd2gdkxBCiFzldZNWj27mSkT+AIYAyDFHKTOfUf95iIicAH4koveZOSmb4ksBbMv0+1W3BpyLvNwXITzJDCS6ACsBaGgyp73nE+w6Y7BbElwuVDcYEabXQ688T9HWbCl0e3qQq1X5IN2tS4phdSqiaRl/653Lt38REex39XB0wiqtYxJCCFEktO5zRwI4mzG4rDqk/qwK4D8DzAC+ArAg0++XcqqcmX+BMlgdCiCNmeOI6CqArYUL23NkgFnA5XJN//XnHyN63dG9v8lk0gPwBYDhQ+7zSHuhoWVRuVJFRg7pM8TNTCYTvvtymjkxKanrsX07X4po1nq70+lcr3VcQgghsrUQwGe4dT64hR6OYziU1Bd53QREp96yTV/FzAlQ8r5pIb/3RQi3qmEw9n83MOTnML0hhIjMANDYZPZYexEmk91aLtBzDZQwEcF+ODSks9Vi0H/Wr0ZY2aVnri7PbuaYEEKIEkXrPvcmAF2ISM/MGbOKw9WfZ7O7QP3blK+/T8wcBQBE1B1AKIBfCxRtEZBvxgWY+dKk9z54a/QTTycUxcSgOT/NQ2CAv8fbKWl8bTZ9UmLSu35+vissFssLlCnRtRBCCO+g7z4iDsCtckBNKYIN/h4F8Bsz/2emMRE9T0S9iag2EdUiosEA3gewlJljC9swEYURURMAEeqhWkTUhIjCMpUJVo81UQ9VUX/PLulsjvdFiKJw2J7+55T42CWb01KLpL1J8dHmVuUCi6StksJmNEBHVLtuoO/XNoP+IBHV1zomIYQQnuMFfe4PoQz4TiOicCK6TT02m5ljCls5ET1ORC3UvvooAL8A+JGZvXayoQwwCwDAzt17Di1esuzajz/P93hbvy1f4XI6XR5vpyRq1rQJ9v2z2VKlcqU3A/z952gdjxBCiP/Sdx8xGcB4KLMmMksCMF497zFE1AZAI9ycMzkzI5SNQvYC2AMl1i+gpKFwhzFqvSvU379Xfx+Tqcxd6rE96u+T1X+/lbmiPNwXIYrEP+mps9+Mi06Od3m2DxvvcuGY3Y6yFpNH2ympJrcJN0/tVD/MatBt0+uoq9bxCCGE8Bwt+9zq5rJ3AmgBYB+U/u5iAI+5qYnmAFYBOAwlD/N7AEa5qW6PIEllJzIQUTM/X9/NR/fusFQo75k86CkpKQiuVB2D7u7nmvPtDPmCo4CSkpKwYdPm67179riTbIFH1aXLQgghvIhzzWx/KDtXl4eSp21hEcxcFkJ4iE2n+7qD2TJ8UmBI4RMt52BpciI+S4zDX4PaoWGIrPgrqO1XYxFkNi75/siFRz7Ye/o6M8vsFiGEKKGkz+0dJAez+Bcz7w4MCHjx2vUbL1YoX76yJ9o4dfoMQoKCeMPGzZLeoRBsNht69+xR5tDhI5ttVmsSEfVh5i1axyWEEOL/1I7td1rHIYRwj2TmZ684HX5O5sF6D2UqO+90pKWBzWsv3pAB5kJQU4z0i06zt/UzGvYQ0T0yIUMIIUom6XN7B5lBKm4SGxc3zWAwPPLP9h0eqb9B/QgsWzT/enx8vAwwu0H9iHqm+XO+D/L19V3j42N211IMIYQQQgiRBTMn7UtPG7IzPW1FnMt56wsK4JmyZQ62LheEmNR0j9Rf2nzWMSJ0QI2wLr5G/QEiqq11PEIIIURJJQPM4j8atGgTeXvfu1MuR0a6ve5ffv0NC35dHLhmxZIot1deSvXu2QO7Nm+w9Ly9++uHd28Pu/UVQgghhBCioF6KvX7hvfiYFE/U/fTVK+Fvt6p9+KGI7Pa7FPll1uvxbddG5vfa1q08pn6VNx1je8skFyGEEMIDJAezyJbNan2nbZtWT/+57DcruXEJ4MCh97v2HTiIE/t369xZr1BcvxF9sX7z1oejrl0bxczu/4ZACCGEEKKUIyKbhejE2wEh5Tv5uC8dc5zLiTujLmN+z2ZX+lYPk0kDHvDx3tObJm4//meK0zWJ5YOwEEII4TYyg1lkKzklZeKOnbsv7t67z211Xr9+Ayv/+FPXqkVzyOCyZwQHBVYa8/CDt1mtloNE1EbreIQQQgghShpmTkphHvx5Qux1d45RLk1OYgMRKvpaZHDZQ+6rVaFjrQDby35GwzIi8tU6HiGEEKKkkAFmkS1mTo9PSGjYvGmTz10u92y6/NfmzU6z2Yyh9w7K9nkXGXkFvy5ZCofD4Zb2SiOdToc3x79i/HnWzODAwIDVjRo2KKN1TEIIIYQQJQ0zb3zRP6g+K7vVu8WmtFTS6QnNygZke35HVCy2XIlxV3OlUkVfH2wZ2M56V/Vy3Wr4W+dpHY8QQghRUkiKDJGrShUr9Klfr96835cssrlh1nH8sAdGm48cO2bavWXjv5WdOn0Gbbp0t0fHxBitFgvOHzuEoKDAwrZV6iUlJcFms62tEdF47plz5+Yys+wWI4QQQgjhRpUMhr+e9Qvq5I5UGTeIz4y6ern6590bY0DN8v8en7TzhP3DPad1SQ6nfmCNMMzr0azQbZV2zIwUh8t5Mj7pjZa/bN7hdPGfWsckhBBCFGcyg1nk6tLlyNVbt22PnPXjT+74JsJ/8sTx5vMXLtDUL2cAAJYsX5H+7EuvOJ8e+6gx6uxJDOjXN8lkMrqhKWGz2WC327vVqV1rmp+f3zYikuWWQgghhBBudMnpfP3NuOjkOJez0HWFMFUfYfPHw2v2cbLdgUS7AxO3H8eWKzGuDf3b6A8M7oh2YUEOmSBUeEQEq1Gvt7t4sr/RsMRq1I8nyeEnhBBCFJgMMItcMXN6QmLiPU89/2LqxUuXCl1ftapVMWPqp3jng48cf6xZi4FDR5g6tG2rH//yiwgJCYbVarX6hlZEvWatpOfsBkajESsX/2J99omx9a1WyyEiqqV1TEIIIYQQJQUzb3SA57wbH5PijvoGWX1RQ29wTdx+3Dn49108eddJrOzTytykbADqBNjw+f6zbPpqFZafveqO5kq95mUDsOe+jpaa/raXA0yGhVrHI4QQQhRXMsAsbomZ9/r6+g719/M/7Y76BvS7C21atkzv2W8gnE4n5i9a7Lp0+TIA4MvPPqbJE1/H0WPHi2wGgcvlwo5du4uquSKXkZd55a+/BCdfj3y8Tu1aMpNZCCGEEMJNUpifD9Lp33dHXUSECQEh+k/2n9X/cfEG6QD8cjISaU4ndDodjgztbCzrY8KiU1fc0VyeXElOw9n45CJrr6hV8rVg68B2tkU9m3d1jO3dhYjKah2TEEIIUdxIDmaRZ++9/eaIuuF1ZvXrc2ehB39TUlKwc/ce1KxRHRcvXU77+ZeFhupVq+qfGPMIXnrtDUfX27o4et3R3ccdcd/KpcuRaZVq1zNP/eh9fmLMIyV+aVzrzt2iDx89ujwxMekRZk7TOh4hhCipHGN7BwAYBKA8lI3AFhqmr4jTNiohhKc86BuwdYjNt02gTl/ous467LAQ4ZLTAV/SJb+XFGfcNLyT8XJSKl7552jatE4NzWFWsxuivrW+y3fg9wvXcPb+rqjoWyTdc80ci0l0tlr4d3Kq03mf08WrtI5HCCHErUmf2zvIDGaRZy+/MXHf8IceSc2YbVwYFosFHdu3Q4Xy5RFRN9z895Z/nN/NmWuvWrdBeuTVqCIbXAaAjz6fagCAJ59/kbZu215UzWrmz2WLgzu1b3+Pn5/vTiKqpHU8QghREjnG9n4NwCUA3wJ4W/15ST3uMUTUiYiWENE5ImIiGp9NmfpE9AsRnSAiFxF9m02ZWer1WW8uIgp1Q5x3E9EqIrqi1js8mzI2InqXiE4TUSoRHSCiQVnKbMghzqTCxihEfs1PTtjzbpx7UmVUMxhRTm9AM5MPUpitR9JSDS1/2ZzWZuEW5+stauuLanA5xeHE7xeuAQB6L9/udLhcRdKuVsKDfPUr+7T0CzAZF1mN+reJSD4vCyGEF9Owz33Lfmoh63+NiDYRUbzat62U5XwgEX1KRIeIKEntUy8iorruiiG/5A+myDNm3ud0Oj++/+FHk905833BosXYd/CQad/+A8YnHn3E9PmH7xXp1IgnxjzK5UJDcc/d/fHjvAU3irJtLfj7+2P5ovmWV154ru63X3z+sNbxCCFESaN2aCcBsGU5ZQMwycMdXl8AhwG8CCCnNfRWAOcBvAVgXw5lnoYyCyTzbRuA9cwc5aY4twN4LJcyXwO4B8CjAOqrv88joh6ZygzIEmMFABcBzHNDjELkSzLzC1vTU2M2pLo3ncSU+BinnoguJKaaV/ZtpW8U4m9wawO5sBj0eLdN3WR/o4HDrOaUfTcSiqppzbQvH4x993W0DKtd8dGzI7rK/iVCCOGlNO5z56WfWhhmAEsBTM7hfHkA1QG8AaAZgD5Q+tfriCjITTHki6TIEPlCRMZyoWU37Ni8oW3lihXdkk4iKuoannnplbQvPv7AHBRU9K+DFb+vdj097iXnyQN7jLN/mnd5xNDBFYo8CA0NHvHgviXLV/yWmpY2RVJmCCFE4ahL9C7hvx3dzJIAVDBMXxHvyViI6CyAb5l5Ui5lNgA4ycy5fuFIRHUAHANwLzP/4uY4GcD9zPxjpmM+ABLU4/MyHV8CIJCZO+dQ1+0AVgNoxcw73BmnEHlBRB06mH1mfhxUto676tyUmoIz/obE93o28TXpi35+UJuFf6c+3qCqT/PQAIT4mGLKWc2afHDVQny6I67uTxsuXktJH8PMm7WORwghhELLPndB+6kFbKsLgPUAKjPzxVuUDQFwHcBdzLzMXTHklcxgFvnCzPYrV6Paly1T5vOYmFi31Hn0+HH8tXGzuW7TVq6w6nVc835ZdGrXnr0X2t52O4995nksX/U7HA6HW9rK6tTpMxj+4Ghdj+7dDADw8dQvQnfu3uORtrzV+5PfbNyxQ7txvjbbWb1ef5fW8QghRDE3CLl3dKGed9sSuiLyKIAoAL8VUXtGAHoAqVmOpwBoQ0TGHK4bA2CPDC4LrTDz5o+DyraOdjrdtgvfutRkfH/hqm/179c4I75fmx5zKW7Pc+sPJPZZvh1Tdp3E0RjPzSr+bP8ZPhid4NOxQjBOxSXjgXX7/D3WmBfyNxkCpnWsX7+Mj/GPALNxqaSXE0IIr6Fln7ug/VRPC1B/XteicRlgFgVSrmqtkwOGDndLqgwfHx88PmY0vvniM9382d/p+vTqUTOsXGjlXnd0x5lz55wPPfYkj378qWin03mw94B7XYt+WwqXm/K/Pffya86GDerzF598SABQoXyYbsLkKU63VF5MVKlcGauXLrb++vOPYeNfGvc+kuMaElFFreMSQohiqryby2mOiMwARgL4jpntRdEmMycA+BvAa0RUjYh0RNQLQD8AJgBlsokzDMBdAGYURYxC5KTVlQtx91yPTFzvplQZ4UYTnvELxHjfIP0EW6Dp7PbzTWteTfENuJHq+mn3GWer+ZuxY8/5Xd/tOX39kXX7cSbePe1Gp6Zj0s4TtOCOZqjmb0WPymXxz5UY3dqLmnxu1cyAmuVxanhX61MNq/Va1afVKw9FVKlARL5axyWEEKWcZn3ugvRTPY2I9ACmA9gBJa1dkSuy/F2iZIlPSJixa/feJ7+b/WPth0beX6hUGa1aNEerFs1vOubr64s3XnmJoHwrBGYOTklJCa5Zo7rrsaefxahHx/JLzz5N418eV5im8dqLz6cuXbnKDPW1MOur6bpqEY341OkzqFmjeqHqLm5u73Ybbu92W3hMbOzeAH//VH9/v18SEhLHMfM1rWMTQohiJNLN5bzBIADBAL7JrRARdQSwKtOhd5j5nUK0OxzATACnAbigpOj4FsATALL7MvghKDNJfipEm0IUGjMzET0wKS56dVOT2RKo0xeqvsE2v/8ca2e2oJ3ZolPbA52Na25IT8ORxHhn/WMX9SFmo3PzPe31Vf2sBW7X32TA0w2rJYcH2awAYDLocF/tCvTm9uP2bpXKaDU7SxNWox4TWtUxABh7Kj5p6LwTejbo6FknYw4zl+ydD4UQwjtp3efObz8VRPQqgFczHerFzJsKG4g6uDwbQB0AnbT6uyQzmEWBMLM9ITFx0DMvvpx640a0x9sjIlitVnz+4Xu6q2dPYumCn6hBg4iT5y9cuDFx8hSkp6fnu864uDgMGDJcP+7pJ2/6ouWVF569tO/AAbfFXtwEBQbqzhzebx0xdMgQi8VyJiQkuJPWMQkhRDGyEEq+t9wkqeWKizEAVjPz6VuU2wmgSabbV4VplJnPMXN3KBuWVGHm+lCWHsYjy9I/ItIBGA1grjqrRAhNMfNmB/D9x/Gx7t3xLxtEylyPhiYzPg8uq19briJGmX059ULsjp+PXXItO1OwbB0zDp3HlZT09JoB/1+BPKZ+FViN+kS3BF5MPVq/auDvfVsF1Qvy+yLQZNipvv8IIYQoWpr2ufPTT83kK9zcV95Z2DiIyARgAYDWALrcKk+zJ8kfQ1FgzHygRrVqbUJCgk8UZbtEhNs6d0L/Pr1rnT57LuD7OXO5e+9++f6G5vs5c5GUnGwOCFDS1KxdvwGde/R2Pvfk4+Xu6n2n2+MuToKCAjHt4w9Mu//+y3buyMFvJ014/Vm9Xt+HMj7BCCGEyJZh+oo4AFNuUWyKpzf4cxciigDQAXlIO8HMKcx8MtPNLd9AM3MyM19WO9CDAPyWzcyMngCq5iVOIYpKCvO47j7Wx4q6XR/SYYDV15B87EbL1dtOOYb+sQcrzkblqw6ni/HOrpOwGfSBGcee3nQIH+457fqtV4tSs8lfTtqGBWHXvR1sq+9q3dT+2J2zawXYXpT8zEIIUXS8pc+dx35qRtnoLH3llMK0TURWAEsBRECZuXy+MPUVlgwwi0LZd+Dg/rsHD5/9w9yfC5+MuQC6dOxg2P7XOtq9d59u4uT/vrcwMzLniXY4HEhOViaSJCUlc3JyCgHA9evX0feeweh5R3e90Wg0GgySPQYA6obXga+vrXbnDu0+rlihwjx/f79N6mCDEEKIHBimr5gMYDz+O6siCcB49bxHEJEvETUhoiZQcsCFqb/XylTGlKmML4Bg9ffs3t8fhbK00K07URNRcKYYAKCK+nuVTGVuJ6LeRFSDiDoD+BOABTcvLcwc5w5mLl079QqvxszJL8Re//Gp6GsnYl3abPHxlF+QaZxfIN/7+y7Ept684i+jj5z5Z5LdAYfLBSIgKuX/5cf/cwxzjl3EqHqVdT6GwqX8KCl0RGhaNgDMPOyeWuUnWfS64xaD/i31A78QQggP07jPnZ9+akHqr6L2kzP68BFqXzlYPe8H4A8A4QDuA+AiojD1ZnFHDPmO2R2btInSjYga+tps2w7v3mapXEmbL+5n/Tg3Ske60BHDhgAADh85inuGj3JFXbumCwkOSn7skYdjf5r/S4Udu3ZDp9PBZrU6liz4+fLb774ftnblUtOQkQ+lnDpzxrTtr7V6maSbPbvdji9mfOuaNuPrqI2rVzaoWKteNMsbiBBC5Mgxtrc/lJkM5aEM0i709CwKIuoCYH02p/5i5i5qmWoAzmRT5hwzV8tUlwXAZQDTmPl1N8c5CsD32Zz6gZlHqWUGAngXQBUAiVA60a8w87ksdVUEcA7Ao8w8051xCuEOVp1uWhuTz4PvBZXR5AOfkxlvOxMT5t/dys9HnUTx+f4zzvHbjulr+FsdEUF+UTX8LWU/2nvGyAAYjD5Vy13rXCHYZtLrrANqhKH23A2uLzs30A2tI/tA5+RsfDKe+/twssPFi5b2bjnS+OVKSF9ZCCE8T6M+d576qYWofxaUTbazeoCZZ+XS5/+3jDviyA8ZYBZuYbNa32zZotkL61cttxb1AC0z48NPp+HQkSOIjom2P3D/cMe2nbt0hw4fMXW/rTNVqlgBA/rdBafTCZ1OmbR/NSoKep0eDqcDFcqXx/q/NsWVCQl2Hjl2InBg/746vV5mZuREnRUeXbNBk+uXI698mZ6e/gUz27WOSwghhBDCGxGRxUJ0YmJAcMXbfIp+cmuyy4UFfsAZezoHmAyON1rWufHA2r1lhtapaLiQmIonGlZFRV8L0h0umAw62J1ORKc5EJtmRw1/K1KdLqw4F3Wsqp9PFYNOZ2kZGljk96E4YWasvXhj/32rd3N8umM0M+/QOiYhhBDC02SAWbgFERnrhdeZtX3T+iG+NluRjjBHRV1DzYZNnATSBQYG0FNjxzifeHS03sfHJ891MDNW/r4awx4czV9P+4zuHXg3ACA+Ph7Xb0SjerWqICLM/GE2wmvXRod2bT11d4qNg4cOY+wzzyft2X8gOjEx8X5m/kvrmIQQQgghvBERtRvt6//eaN+ADkXd9szEOKzTOZxnE1P0A2qE4YG6lR1dKoYY9Lq8d9mvJqfhvd0n8cPRS7jyQHcY9TowM84npiLQZECA2Ygbqen4ZO8ZvN6yFsylfLKG08WYfewiXtxyJMXFWB5vdzzCzLFaxyWEEEJ4igwwC7favWXj1+VCy46uWKFCkbW5c/ce9B002BF5+lihEye/9ubb+HTqdIx79qm0ju3aJT409omQa9euw263o1atmkl6vd528NBhpMdeg9FodEf4xRozY+Ufq2F3OP6pFx7+aN0mLdKY+ZjWcQkhhBBCeJsd5asE7klPO97UZC5blO1OjL3hqFqzjOHzTg0KXVetOeucRr2Ov+7SMGnRqSt+3x65oGNmEIgfjKh8/cuD58o+27g6v9+unuScA5CQ7sAXB8/an2hYbXL7RVt+PRyTeIKZU7WOSwghhHA3GWAWbmW1Wse3atHsldxSZRw6fATfzf7R1bplC7p34N2F7nwuXroMz7z4ivPc0YNumSpx+MhRbN+5C/cM6A+bzQaXy4Woa9dgNplx+swZjHxkbPqTjz2if/ShB/5tz263l/oB55279zg797gzJTk55U5m3qR1PEIIIYQQ3oSITBai0xMCgit2zSFVBjPjj9Rk7E9Pd43w9dOF6Qu/8fTDN64672pURT+hVZ1C1+VyufDbmauo7GdBRJAvbEYD4tPtsDsZPnodvjx0DlN2n3KcHn6bIcCs9I2ZGQ4Xw6gv3fvLP/bXgYT5JyIPJdgdtzNzotbxCCGEEO5Uuv/KC7dLSUl5b/fefRe+nTU7x28uNm3ZmvrHmrW6R558mkc98liq01m4XbXLlimDOrVruwpVSSYR9epi1P3DYLPZAAA6nQ5h5cohKCgQzZs1xYpf55sqV6p4MiYmho8cPYZ+9w5x1GvWKunr72ZdOXzkqLvCKHZaNGuqX7pgnq/NZv1dr9ffoXU8QgghhBDehJnTU5jvnRQXnRLjyr7/6wQwPyXRdcDENPzGVcem1JRCt1vJYHC1LBdY6HoApV88oGZ5tAwNhM2oDH77m4wIsZhgMxnwQtOa+KNvK76cnHY1MikVi09fQY0f19vf3nni7M/HL6Ul2h1uiaM4mtaxgV+/6uWa+Bn1fxNRoNbxCCGEEO4kA8zCrZjZnpCQeM+rE9+KS09Pz7ZMWLly8etXLce5Iwd07dq0dr7+1uTURq3aoUyVGmjatqO96519E8+dP399x67daVevRt2yzVYtW9jv6HpbkU0frlqlCqpVqRLerusdzladuiI2Ll63c9N6W2JiYliLDl0wZORDrtjY2KIKx6t0u60z/ljyq3XwPQPfRHKcLI0UQgghhMiEmbc4gW/nJCZku7s9AxhYPSz24NDOtKp/G0NMOevVj+JjXB2uXEDfqMs8OjoqZVZyQtQZpz1xb1qqy5WH1ajNzD7OtmFB7r4rOWoRGmhcceZqSP2fN+KxDQdcjzeoapzQsna1j/ad1lectQa/nIwssli8iV5HmNm1kc/DEVXCX25Ws5/W8QghhBDuJCkyhEe89NwzwVPemrCFiMIzp8pISEhAWI06zsSoy/rMx2NjY7F3/0FcuHgRwcFBCC1bFuPfnOTYun2H4Y8li9C2dasc2+oz8L64dya+HtCoYeHzyhXW5chIdL3zLmeNatUcKxf/Ys6t7JmzZ5GWlo664YVfruiNFvy6eMnQUQ/PdzgcP2sdixBCCCGEtyAi81/lKnb1Aa3MmlJublI8HFUC0j/t1MCUcczlcuFcYip2X4sDM1DVz4ILiSl4dN1+V1XSY3pwqM6YQ2q6sw47PncmRa8f3DHYs/cqb74+dB6vbD3qnHt7E33PqqG5lt10ORpNy/rD11j4NCHexsWc1Gnx1p+3XY2dwMyXtY5HCCGEKCwZYBYeUz+i3g9Pjx1z/yMPjvq3x3v8xEm063q78/qFM3nKl/zY08/hcuSVtCULfsp2sDY1NRUB5avwmcP7qEL58u4KvVBSUlLw69JlJ+vUqlV+5+49Po+Nfuim++pyubBk+crYGd/NMq//a6OlSaOGju63dXZOnvhGrgPSxc3BQ4fRqcedKQkJiWPtdvssreMRQgghhPAWRORbUa8/811IuTJBuv93FT+Kj3GaKgXov+vW+JZ1pDtcqPHDWscEW6Chhdkn2zK/JSdild6etn1wJ6/pZ+65FofrqeknziWkVO1YPtgUHuR70/kjMYnYFRV7acL242Gx6Q59kxD/tHfa1jW3dlOaD2/xzq6Tjvd3n7qa5HC2ZuZLWscjhBBCFIakyBAec/jI0Q+ee/m11PMXLvx77Nz5CzCZ8t6/vfuuPggM8M8xWdv+g4dgsfjAWwaXAcBisaB3jztqrV6z1vb8K6/pT50+8++56OgYdOje0/Xia29YVi3+xbJg9vdo1aK5wdfXN33Oz/MSh456yHni5CkNo3efBvUjsGXtaou/n990H7P5fq3jEUIIIYTwFsycGO1y/fxOXMxNSZbPOxzwN+Vtxq7JoEOrEP84XS5JyXampzkrB9i8ZnAZAJqWDUA5q7n2p/vOGF/eetSVecLT0jNX0WXxVld8uqP8sWFd9E82rIqIYF/zoRvxF2ccPGcf/8+xPKUFKQ5ebV7L8FqLWmE2g34HEZXTOh4hhBCiMGSAWXgMMx90uZzvDn/okeSMjqPF4oOaNarneUO+ZStWJc36+ktbTuddLheqVq7sdbuFBAYG4rWXxqFPzx7cpG1Hfmn8hPORV67E3darj+vK1atYvXSxmYjQr29vTP3ofbzywnN+/n7+vrv27NU3a9cJU7+cgZxyWBcndcPrYOv6Py0b/lgx5NCuf4osT7YQQgghhLdLYX5pe3rqjbWpyf8eC9TrXHnNl3w9JR2NUtna1Jjz+LGFyNkuLLCwobpdoxB/bOjflrZciaEac9anb78ac2T1+aj0YX/uwf3hFXVj6lfRGXQ6TGwVjqmdGmBYeMVKJ+OSjdMPnqXOi7c6N1+O1vouuMW4pjX1c29vUjZudI82lDVfihBCCFGMlLyEVsKrpKSkvmOz2nQu5tf1RLr6EfWSh947yJrX69dv2mxJTU2FxWLJ9nybVi1xe9fbvHYaw4Iff6BTp8+AiKr88edadL+tC95+4zVYrf99CPr1uRP9+tyJL77+Fnv37U/6+59tUefOX6hUtkyI0eLjg7PnzuPBkfdjw8ZN+HXpcld6WhriEhLsn7z3Ttqly5HmpStWmdu3aY3bOneE0eg9Y7l1atcCgF73jXjg8JJlKz5JTUubrnVMQghRFHaUrxIAYBCA8gAiASxsGXk+TtuohBDegplTiKi/L+leA3A3ANQwmrhvtbxNZv328HlctTt0ZM55XLKLxeq87Ra5jrVSxmLChRHd6GB0vMnHoK+39OxVfNu1Ee6rVeE/Zc16PT5oXw8TWtam17Ydo6MxiWd0hLKrzl+zDaxZnk7GJaG81Yz25YPx/u5TfDExhaPT7M4WoQHOhyOqpP9yMtIWm27X31WtHGoG5Dh3RRO9q5UzxKTZfwnxMZ4loh7MfObWVwkhhMggfW7vIDmYhccRkfmhkff/8eb4Vzr3HTQ4/s9lv/mHhORtnxFzYFmcPXIA5cuHZXt+wODhMW+OfyWoYYP67gzZK1y8dAlvvP0Oflu2gk0mEw/sf1fqsHvv4enfzvSJiYnVm4xGVK9WFQ8/MAILFi7Gn+s3YP+Bg1w+LMy+cfVKU1iYd620O33mLNredntyQkLC+OSUlE+0jkcIITxpR/kqrwF4BUDmkYwkAFNaRp6f7Kl2iagTgOcBNAFQBcDrzDwpSxkDgOcAPASgKoALAD5l5i8ylZkFYGQ2TTCAMGaOKkSMBgBvAegFoBaANAC7ALzBzNsylTurxpfVYWaur5Z5AMAIAA0A+AA4DuBjZp5b0PiEKGqNTeZWXXwsf9Q0GAP3BRlvzOjRNCQv1z2z6RC2Hr/i/Co4NNu9TY7b07HQYL86/+7W5XQlbHIsM+PPC9fw0tZjrvOJKVTNz5I+vkVt+7n4ZNPai9dNBr0ORiIMrBmGMhYzZh+9iN3X4pwn45L1TzSsmvJB+4jsZ69o6IsDZ12v/nMsOtnhbMvMJ7WORwghigMv73N7tJ9KRI8AuA9AUwBBADoy8+YsZawAJgMYCKAsgMsAfgTwFjM73RHHv23JALPwFCIKNJtMT+v1+mfr1Q03zv7mK2ujVu2QFnsNev2t9/iz2+3wDa3IV88cp8DAwP+cP3zkKDp07+m4dv6UIS/1lQaJiYn4fc1aXLlyNfKJMY94T2Jq1dlz59Cua49kp9PR/2rUtT+1jkcIITxB7ehOyqXIeE91eInoTgAdAewF8CmAL7Lp7E4G8Ih62wegLYCvATzDzN+oZQIAZB2A+Q1AEjN3K2SMNgDLAcwEsAcAAXgZQD8ATZj5lFquLIDMf+BtAA4AmMLMb6tlfoQyOL0ZQAyUWaDvARjCzPMLE6cQnkZEzX2J3kxl7jHS5u/yIRhPBpgcy+9qlaelaBO2H8Pmg5fsHwaVzbb8+3HRjuBqwfRFl4bSUVadiUvC4ZjEZB2Be1Ut511TmQF8c+i867Vtxy7FpNmru/uDvxBClDTFoM/t0X4qET0DpX98BcC3yH6A+QsA/QE8AGWAuwWA7wG8w8xTChvDTW3JALNwNyKqfd/AAbZXxj03+MPPpj710rNPWxrUj8DLr0/kxUuXu47t25mnTq7L5ULFWnXTDu3cZg4OvjkX3e49e9H3nsEcUbeu68/lv0mnOYvKdeo7f571rb5Du7Zah/If0dExCAwMWNO+W48ntm7bfkzreIQQwp3UJXqXcPMsiqySAFRoGXk+3pOxqDOAv82ms3sRwDRmfjfTsc8A9GPmajnUVQfAMQD3MvMvHohVD+AGlNkfU3MoMxrAdABVmflyLnUtA5DOzAPdHacQhaU+1ztvD6uc9E1i3DRf0jW/y2IjABhwPZLfal+PxjTIbuL+fy0+fQXT/zoS935gmYCs575OiHPOTorXr7yrNTpXzNOE6FJj9fkoPLP5MO8f3IkMOu/bkig6NZ19jYaHbV//voaZz2sdjxBCeKPi0OfOoazb+6lEVA3AGWQ/wLwXwFpmfj7TsUUAdMx8t7tiACQHs3ATdVOK9/39/Lr5+frWvWdAP33jhg1Mc76dAUAZLF6+6g/++YeZeR4M1ul0+OaLqfpjJ06k7N67z9K5Q3ukpqUhOSXl+rQvZ1ifHvuY9cXnnpbB5Wz4+/vR6rXr4Y0DzMHBQWDm7omJiTt8fW1fJSUlv8TyTZcQouQYhNw7ulDPDwLwnefDyZYPgNQsx1IAVCWiqsx8LptrHgUQBWUWsydYABgBXM+lzKMAluU2uKwKAHDEXYEJ4Q5EVJ2AGVaiRuX1Bmuiy+U32vf/48J709PSqgbYDGMaVM1z37ZP1VBsCLno2pqUku4ATLWNRhyxp7uSwcnXgs3mv3u11zcp+5+x51Kva6UyOBGXTFEp6ahg89E6nP8I9jHRzqjYmVaDLp6IbmPm3VrHJIQQXqg49LmzU9T91M0AehHRNGY+Q0RNAHQA8Jq7G5IBZlEoROQHYEW7Nq07Xrt2Dc88MZZHDR9KVqsVzIzde/dh4eLfnFWrVLny+svjKjRr0jhf9fe6o7vhh7k/Gz774ivn+Dcn6XR6neObaZ+HzJv9Pem8cMaBt+jT8w7d7n37HPDS1zgRYd3KZX4dbu/5+OXISAsRPSWDzEKIEiKv6Ym0TGO0CsBTRLQWwEEArQA8qJ6rAOCmAWYiMkPJx/wNM9s9FNOnAK4BWJbdSSJqAaA5btEZJqLhANoAeMa94QlRMETU1wwsbWkyQwfgYd8ANDKaQERIcbnwd3oqdqenJQb4mZ1rerfJ12iwUa/DuK71g97cfpxXnL7qTHY6dXUDfdN+69PSN8wLB069hUGnQ5jV7DgSk2jwxgFmAGgRGogfujXxH7F2719E1D1zfnohhBAAikef+yYa9VOfBfAZgNNE5ICSfm4CM3/r7oa8cvBJFA9EVMZqtZwZ2K+f7+xvv/r3MACcO38ed9w1gCOvXMHwwfdx186dKtapXSvfbej1ejw4YjgeHDE8YzZHnnLSlXZNGze+0PP27pW1jiM3ZcuWwdZ1f1rvuX/k8Pr16n0B4KjWMQkhhBtEurmcJzwN4CsoOeMYymYfM6HkQc4u5+cgAMEAvsmtUiLqCGXwOsM7zPzOrYIhoneh5IbrysyJORR7FMrSv9W51NNPjfEhmfEnvIGRaKwZ9MXnwWXQ1HTzQObi5ETnJwmx+lAfk+PFFrV8H6hXGSZ9/idPVPK14JuujQld/81X7nWb13kbh8uFvtXKXelUPriS1rHkpn+NMMzTN/P9bN+Zj6DMNhNCCPF/xaHP/a+89lOJaBiAGZkOPVrITQHHAugJZZO/E1AmbHxCRFeZ+etC1PsfMsAsCszPz/fD4YPvM07/9KN/jy1eugwpqWnX/1y7zm/AXX3Nb7/xGgwGgzzPitjBw0dCBt+jpPQ5e+4cfpg7j8uFlqU9+/Y7p338gX7v/gNYsnwlwsqVcz0xZrRmU8GDg4OwdsXSwLT09AWVK1Wae/HSpQ9lQxMhRDG3EMosgVvlg1tYNOH8FzNHA7iXiEwAQqEMMI9RT5/J5pIxAFYz8+lbVL0Tyk7aGaJzK6ym1/oMwBAA3Zh5fw7l/NUyk3Ja7UJEgwHMAjCamefcIk4hPI6IQnxA734bEoo6RhMAIJVdmJkY72hqscTtt5Hv8i6t9J0rhkg/uYitOncNLzat4WdUB/R/PxeF7VGxbNTpqKLNxzE8vKLh28MXcPBGPI9tWI3qBvlqFuudVUNxZ9XQ9ovvbPHloN93LXK6eI1mwQghhHfx+j53hnz2U5cCyLxq5Woh2vUB8D6AEcz8q3r4ABFVBvAGlE2+3UY6NKJAiCiwYoUK/d6Z+LoZAJxOJ2b9OBfPvzze+duCn8rMmPopTCaT1mGWWjN/mO0z5J6BqFy58rWnnn/Z//jJE4aU1FTc2eMO/W/LVlyb8e13/vsPHTYHBgbwE2NGY+++/WjUsAG0SjvisNsbVqlc6Y24+Li2RHSPB5dgCyGER7WMPB+3o3yVKch9R+spnt5sJC+YOR3ARQAgoiEANjLztcxliCgCysy5AXmoLwXAyby0rW509i2UGRVdmPlQLsWHAzBB2fE6u7pGA5gKYKQ7duQWwh1CdfqhHcw+pozB5WinExPibjjNwVaedEeDkMe9NDVDaXA5KRVTdp/0/XtAO/x54fq1l/85Guhi1hPI+XbrcH5p69H4NReuWQ7HJBqbhwYi1GJCfLoD1fytmsUcZDaOsRr0I/RE9zmZl2sWiBBCeIni0ufObz+VmRMAJLipeaN6c2U57oSafcCdSNKeivwiIkqPvdZcp9dv1+t0BAD97h3q3PLPP/T5h+/phtx7j9YhlnqtO3dzOhwOnY/ZHPf3utWB2ZU5dvwEpn45Iz4srJxr5qw5/tWqVsGMqZ/qCpLKxB1SUlLQd9Dg5O27dm9OSEjozcwOTQIRQgg32FG+ymsAXsHNsyqSoHR0J3uqXSLyBZDxRr4SwK9QBnITmfmkWqYlgGoAdkOZwfw8gB4AOjDzviz1fQbgHgBV3PW+TEQGAD8D6AolNcaJTKcTs6bJIKJ9AI4x873Z1PUsgA8APA5gSaZT6epMbSGKHBHR9rDKX7mYH9ERIc7pdPS7HmmoFWhzru3fRh/oI5MwtBSVnIpaczegUbC/c2zDqs6hdSpm+x/y4Z5T6RVtPnHLz161LTsbZX2jZW0e26AaWY3a7DG+/Wosei7bnpLicN5vd7kWaRKEEEJ4GS/vc3u0n0pEYQDCoOyhsgLAA1BS4F1h5itqmbUAKqsxZKTI+BrAT8z8ZGFjuCkeGWAW+WUwGEbeP+S+d7+fMT0sMTERO3bvjjp0+Gjo2Ece1mwGrLjZ+QsX8Piz4/D8U4+jS6eOtyyfnJyM2/v0d+47eIiee/Lx62+9/mpoEYT5H+np6fhh7s83Rgwd3NYcFHri1lcIIYT32lG+ij+U/MXloeR/W+jpWRRE1AXA+mxO/cXMXdQyHaDkYK4JIB3ARgCvMvOBLHVZoKTPmMbMr7sxxmrIPhUHALzJzBMzlW0DYCuA7sy8Npu6zgKomk09/95fIYoSEZEf0ZYvgkNb1zWa6ILDjuWclvDC7Q396miYakHcbObh89gUGY3PO9aHv+nWW7wsO3MFj2885LS7XM41d7Wx1w/xy21Jtsfsux6Pi4mpy3pXC73bMH2FpJUTQgh4dZ/7LDzYTyWiiQAmZHPq3/40EZUFMBlALwBlAVwCsADAW+rqQ7eRAWaRL0Tkb7VYzq1btSywdcsWGPrAw2nBQYGuaR9/KBuKlAA7du3GF19/mzZrxnSzlnHsP3joeucedx6KjY3rqy4REUIIIYTwejqiYVX1hhk/lwmzxbhcGHzjin39wHbGRmX8tQ5NuMHodfudj9SvnNayXJB2+TIAPLxu/6F5Jy5/kep0fqllHEIIIUQGmW4q8sVms026+64+Pq1btsDeffvx27IV5ilvTpDB5RLg6+9moVf/gS6jF2zKWL9e3TJ39+3T2s/P9x8iKqN1PEIIIYQQt0JEfmbQ1PEBwTY9Eb5OjHPVC/HTyeBy8ZfqcODulTt5walIPRFpOrgMAK80r1k/yMf4odWgf13dMFUIIYTQlOYDSaJ4efaJsbWfeHS0DzNj6IOjeei9g+Dn5yedmhLghVfGOz+cMkn/8KgRWocCvV6PmV9O8ykXGlr7+zlzfwfQQuuYhBBCCCFyM8jqG1zDYNQ1MplxxJ6OP1KTdXvu7qR1WMINfjx+GYdjEl2bB7TVNwzR/guDmgE2bBvU3tp1yT8vpzlc5wDM1jomIYQQpZukyBB5QkR0V+9eDy6e/9NXOmVzHtz/0COpP3zzlY/kXS4ZXn594umJr71cw8fHu3Y1j46JsYMxLKRy9X+Y+YLW8QghhBBCZEVE1b8ODn21icn8MADEOZ2pm6tazeNb1pGJGCXAkZhE7I6KvT4svJJXrayLT7fDatDvfXDd/od/PnF5LzNLXmYhhBCakJFBkSc6na7f/gOHPnM6HAaXy4UXXh0fO+S+e0wyuFxyJCQmhm7bsdPlcrm0DuUmwUFBxm07d86zWq17iaiu1vEIIYQQQmRGRORLNOuAPe1BADhlT8c8Xfq1MQ2qyeByCZLmdPkejUnUOoyb+JuMMOh0TWLS7Ov8jPr5pE4EEkIIIYqajA6KHBGRjojKEVE1i8Xy1bfTp9qSkpLwzgcf8e+r1/jc0fU2ef6UICOHDfEdMOR+1Gvaij/+fBqioq5pHdK/et1xu276px8FWa2WrUTUWOt4hBBCCCGIyExE1QkYYCNdiwEWX901pxMvx91wNKtTrlIZi0nrEIWb1AvyxY6oOFOrXzbjoXX7nD8fv6R1SDeZf0cz/2ZlA3r5GfVLiUieeEIIIYqcDBCWMkRUlohaElEvIrqfiPyqhIY0CPS1zikT4LcmJMBv3wM9O32avnrWGINenwrgis1mOxkcFOi/cvVqe5XwBvhk6nSe/ulHPl6wF5xwo1YtmuPa+VO6KlUqu+Yv+jX17Pnz9ohmrZyLly7TOjQAwMhhQ2jWjC8D776rz1taxyKEEEKIkomIwomoIxHdTUQ9HGN7U4iPaWywj+nXMhbT38E+pmPRD/cY9WSjanP1hGQD0en6gbZvOlosrvHx0Y67r11GiL+FHo6oLLOXS5gvuzTU7bmvI9ZcuI7ziSlpH+877Wo6f5Mrye7QOjRYjXqs6NPS2qtqaKenGlXrrHU8QgghSh/JwVyCENEgAupWKBN04tzPn+6oMey5jxNSUiPsDmeQzcdkv7Rg6pwnPv+h29rdh2qVDfRHuaAA/aePD3cxs/+Kf/aiTIAfQgJ8Ua9KBZQLCoDd4cBP67bi9R+Xuw7u2Krz8/ODDCqXLu9//Bk+mTadTx/aSxaLRetw/vX59K++fnrcyz8y8yatYxFCCCGE9yOiMgCG6YlCn2pU7ScGasw5evFNJ3NIussVOLBm+S3fdW18ou5PG4ZbDXpdqMVE7cKC8EbLOubfz0WZr6ako6zFhGCzES1DA8Fg6InQeP5G56Aa5fUvN68Jk16v9d0URaz2j+udQ2pXoLdah3vNxC0nc2Sz+ZvmHI5JfIuZk7SORwghROkgA8wlhNGgf6hMgN/nI+7o4NOpUV1dz5aNsOXQCRj0OpQJ8EPZAD/4WfM/QJicmoq7JkxNrVijVtyPP8wq54HQhZer36K1Iygg0LVy8S8mf3/td80GgD/Xrkf/wcOSU1NT73I6nWu1jkcIIYQQ3ouIjH5Gw7YO5YPqtwwNND1SvwrMeh32XItDiMWEMj4mlPUxwajP/xjh7+eiMGLtPvvCns1jOlUIDvVA+MKLbYmMQZ8V212T24TTY16Sc9vpYjy4bl/qsrNRRxLsji7MHK91TEIIIUo+GWAuIZ67p9eKB3p2ujOiakWP1L9uz2FsjnY5hg2+z1Cndi2PtCG8k8PhwI/zFkQOH3xveW+awf7Xps3oM/C+5OSUlP5Op/NPreMRQgghhHd6u3V45US7c+/bresE68j9Y4BOF+PJTQdSmpcNNIyqW9mo13nFOKMoIkdjEnEpMeVot8plvWYzahczxv51MG3BycsnE+zOtsycoHVMQgghSjYZYC7miCjooV6dX5zx3IMve7qtHi99wPFk4i3rVuu8aaBReN7a9Rswa+7Pzhmff6K3Wq1ah/Ovf7bvAAOz/vhzzYMTJ78rb2ZCCK8yhvwDAAwCUB5AJICFX3F8nLZRCVG6mPS6Hnvu7fh8eJDv7Z5sJzbNjupz1vHUjg1oeLhnJnwI78TMGLJ6T3qvqqH6kXUreU2eFGbGvBOXU/rXCLvd/5s/trB88BdClFDS5/YOXpMrSuQfEen8rZZffUzG54qivUUTnqSrly5y8/ad0nbs2l0UTQov0e22Lti6bTseGPO4y+VyaR3Ov9q0aom2rVqO2rptx2GTyTRM63iEECLDGPJ/DcAlAN8CeFv9eUk97jFENI6IthJRDBHFEtFmIuqZpcwGIuJsbkmZyvQjopVEdIWIkonoEBE9TeSe6Z9E9AIRHSCieCJKJKI9RDQyS5mzOcR5KFOZUTmU6e6OOEXxRkQRRp3u1ySH06ODywAQaDbi84716YmNB10Pr9uX6vCi/pLwLCLCs02qm57cdFC/7uJ1rcP5FxFhSJ2Klpg0++pgs3E/EVXQOiYhhHA3DfvcnYhoCRGdU/ue43MoN5aIDqv96Ugi+oGI3JJ+log+JKKjal86joi2EFHvLGVm5dBXdvusURlgLsasZtNbdSqFtfpwzBBTUbTna/XB8Vnv6l8f0M28dP7PN06fOetyOp1F0bTwApvX/K5f/9cmjH3meYfDof1u2Zl9/O7kun6+vt/4+JjHaB2LEEKoHdpJAGxZTtkATPJwh7crgO8A3AagNYB/ACwnovaZygyAMsMj41YBwEUA8zKV6QJgq1q2AYCPALwL4EU3xXlWrasFgCYA5gCYSUT9M5VpmSXOWgBSssQJAM4s5coD2OimOEUxRUT+NoP+j8871rc0KxtQJG3eH14JR4Z21t1ZNdS09MzVtFNxsr9aadG6XBAmtw7HwN938abL0VqHc5MKNh/rM42r17UZ9DuJqJrW8QghhLto3Of2BXAYSn/2SnYFiOgeAJ8B+BhABIB7ADQHMNtNMRwC8DiAxlD6/RsBLCGi5lnKbUKWvjIzu31QR1JkFFPNalcz+Fp8Tv08fmyVsODAIm//7JVr6PTCe65HHn4IE159Wb6oKCWuX7+BL7+ZGf34Y48gODAwWOt4Mjt56jQ6dO+ZzMw9r0ZFbdI6HiFE6aQu0buE/3Z0M0sCUOErji+SjZeI6ACA1cz8fA7nbwewGkArZt6RSz1TAbRj5qydVnfFuQfABmZ+NofzowFMB1CVmS+rx0YB+JaZJXeXuEmvqqEDagXY5n7SIcJHi/ZnHj6PJzcdwrFhXVDZN/8bbYvi6Y/zUbieYj8yLLxiPa1jyWragbOut3ecOBedZq/FzDLFXghRrHlTn5uIzkLpj07KcvxTAB0z952J6EkAbzFzkIdiiQEwkZk/U3+fBaASM3t8dZ8MDBZDRFTl+xcfGbf+41c1GVwGgGphZWHQ6bhKpUryHCpFypQJwcsvPBvc5+57/PcfOKh1ODepVbMGju7Zbo08fWx8syaNG7hrGbcQQuTTIOTe0YV6flARxAIi0gHwA5Dbuu0xAPbkNrisCrhFPQVCRDo1jUc4gPW5FH0UwLKMweVM9ER0Wl12uIGI+rg7RlG8VPa1tFlyZ4tXtRpcBpQZrQYihJiLZKGh8BI9qoQC4HqPrN/vXcv9ADzRsJru6NAuVRNG9xhFRDW0jkcIIQrJq/rcOdgMoB4RdSFFmBrPCnc3REQGIrofyszqrBPuWqlp784Q0SIiqu/u9gEZYC52iMjia/FZs+XQibe1jCMpJQ2R12/oevfsoWUYoggcPHgY38/+EdHR0Xj5jYlctV5D19nzF/TBwR75wq1QAgMDQUR32B2OLTar9VMZZBZCaKC8m8sV1qsAAqGkoPgPtaN7F4AZuVVCRF0ADAEwzV2BEVFDIkoEkA5gMYCnmHlpDmVbQFlSmDXOYwBGQknlMQDAXgDLiOghd8Upihciui3B7lh3IzXdIzPt8+qvyzfQpWJIqtXoNXu+CQ9wuVz44egFbI6Mxu5rcbh75U7nE5sOQeelfdAgH6PuQHTCTKtBt5eIWmkdjxBCFIK39bn/g5kXAngKwCoo/d1IAPEA3NZPJaI+an86DcDnAO5m5sybpv0OYDiA7gBGQ5l4soOIGrgrhgwywFyMEBH5WXxm9WjRsNLo3l007a1afUyYOHpYdGhoWS3DEB429csZaNHpNsQlJKQmJCZGgcEfTHpLd2L/LqpU0Tt3SCci/PX7Cr/q1ao+5GuzfaPO3hNCiKIS6eZyBUZEY6EMMA9i5os5FHsIQCqAn3Kppw2A36Ast1uWS7mO6iYjGbdXbxHiMSj5l1sCmAjgYyLqlUPZRwGcgZLK41/MvJWZZzPzXvXfz0AZTH/pFm2LEoiIKlsN+sW/9GhmKWsxaxrL7ZXLYEDNsCJJgyO04XK50GTBJuer/xxji16XGJmUmtCufJB+ee+W+KpLQ6/9ZqFlaCB+vqOZn9WgX0dEnbSORwghCshr+tw5IaKOACYDeAHKRIk7AVSHsl9KTtcMy9KfHnaLZtZD6U+3AfANgNlE1CzjJDPPY+alzHyQmdcA6APgMpSBb7cqdTmYicjEzOlax1EQYcEBDUP8/f7eOnWCn03jTrPL5ULbcR/b/9m03mgwSNrDkmjW3J/4iWdewOJ5c+n2brdpHU6+xcfH4/6HH42tX69eh3c++OiQ1vEIIUoHb8kHR0QvAHgTQD+1M5ldGR2A0wB+Z+ZsN0lVZy4vAzCFmd+5RZsWAJm/fYxm5jzvdkVEMwA0ZuY2WY77Q+kIT2Lmd/NQzxgAnzOz5CbIJyLSAwAzF8tdnOsG+c4aEV5p+IvNamo+uPfDkQu4kJRqH9+itlHrWIT7JduduHP59rTYdLtx84B2Ol9j8fs8tO7idXxx4NyWRb2adzBMX1G6BgWEEMWet/S5gVxzMG8EcIiZH8t0rCOUzfhqM/PJbOryA1Au06GrzJyQj1j+ABDDzINzKTMPQDAz35HXevOi1MzsIyKjc83sR8oHB14M9vfdptPRY0Sk2VT5/CKi4EsLpj6wZ8YkzQeXAeDyjVjsO3zEqNdr3n8XHuB0OuFyOo9s37iuWA4uA4C/vz+WLPg58PVXXlxcuVKlyUQkAw1CCI/7iuPjAEy5RbEpHh5cfgvABAB35jS4rOoJoCpySI9BRL0BrIQycznXwWUAYOYUZj6Z6ZbnwWWVDkB2nZzhAEwAvs9jPU0BXMhn26Xe17c18p17e5OlFr0uJsBknENEPYvT386JrerU2je4023jmtbwis7pr2eu4EpymlfEItzvRmoahtSukLhtUPtiObgMAF0rlcGiXs3bLT595Uc90V1axyOEEPnhDX3uPLAByLqpasaX+NmmUmLmhCz96TwPLqty6k8rjSqTCRrBA33lUjPADOC7J6fOfvforPfLfv3sg60GdGj5YefGddc618zubDYZ+3rzRgd6na6v1Ww6vf/0+Wf1eu/4L/O1mMHMSEpK0joU4QZ2ux1nzp7DnJ/m4cyZc/jo82kIDAioEVGvrtahFRoBtSPqhj/j7+f3BxFZtY5HCFHyfcXxkwGMhzJrIrMkAOPV8x6h7lY9DsD9AI4RUZh6C8im+KMAdjDznmzquQdKXuQPAczNVI9bcmMR0cdqSo1qRFSfiMYBGAVgdg5x/sbMV7OpZyIR3UlEtdR6JgB4GMDH7oiztCCi4Mf/Oni5TqDvnXsHd/J7rUWtYY1C/OZPbh3+2U93NG1ARAOI6FYb6WiCiHx9jYYvFp6K3KkDqnhL6tsKVh++lpIus0JLiCS7A2svXscf56JwIjYRj288ZH+kfpUQcwmYbFPFzzLU12SYZ9Lr7tc6FiGEyA+N+9y+RNSEiJpAmQgRpv5eK1Ox3wA8QEQjiai6Ont5KoD9AE4Vsv1yRPQmEbUmoqpE1JiI3gXQDWp/Wo3xYyJqr/a5WwGYB6AGgC8K0362MZWGFBlEFAggZsmkZ9G7dZP/nH92+tzkH/7YRESITLM7pqWkpX9S1DFmh4h8/a2WBX5Wn87fv/iItWvTCK1D+tfcNX9jzvZjyX8uXyIDdsVcamoq7rp3SNr4l8ZFfvz5tLJLlq+0lS0Tgg+nTOIRQ4d4x6e0QrLb7Rj24OjU3/9ccyghIbFdcU2TI4QoXsaQvz+UnaLLQ8n/trAIlujl1LH7gZlHZSpXEcA5AI8y88xs6tkAoHM29Zxj5mpuiHMegLYAwgAkQMnH/AUz/5SlXBsAWwF0Z+a12dTzMYC71XpSABwF8BEzLypsjKUJEY2r4muZsuOe9vpgn5snLZ+ITcJD6/fH774WZ7Ya9Jti0uwvZdk8RjMGHXXy0esX9akWavukQ4TmeZcza7vw76TxLWrZelcrd+vCwqstPXMFC05G8oP1Kp8cuXZfjaiUNH14oK9rff82uhCfYjPJP1eHoxPQdck/KUl25zMpDufXWscjhBD5oVGfuwuU/MdZ/cXMXdQyeij7gowEUAVAjHrNK8x8vpDtBwGYBWUvkzIAogEcgNIP/l0tY4EyYaQJgGAA1wDsgrI60e19udIywGwAkH5l4TQqE+CXbRmn04Uth0/gQlR0ytBubRc3e3R88PGLVw6mptvnA9jFRfhAEZGubIBfnfPzPuszc9Vfk0f16GDyMXlX52Xq0rX2hj0H8sFDh01Vq1RGsyaNUblSJRAR7HY7Hn3yGdfBw0ewZvlvOn9/f63DFTlwuVwY9uBobNuxi0/s30V6vR5OpxMlMfWJy+XC0hWrEvv37d2NbIE7mTnrUhUhhBCiVCKix3pWKfv+st4tfXMqE52ajhXnotC4jP/pNIdrZe8VO5rFptlnsTK7/FoRx1t+7u1NQir5Wr5IcTg7datUpiibvyUXM97ZeTK6qp8lyMFMtQJsaFLGH34mJZXCnmtxGL3hgGtQjTB+uXmtktfpKkGiklPRcN4mHt+iFp5sVJ1czCAom0qXNGfik3E5KXWTn9HQs9mCTclaxyOEEKJ4KZ4Jo/KpbUStV356bez2MgF+rXMqo9fr0LFhOABYAAz95vmHsGDDtm4/rds6Rq/TnXWumd3ecPtIG5QE2x4bmCKiCH+rZW6jGpWrGw36gDF9u3qqqUK5s0UD47ezv8aqHQecccmpuBGXoB/31NgbT45+8Ex4647NyeVC+4iacJzcu+/rPaeq1qpZI7Brl+wmQgktOJ1OHDx0GIuXLccff67l9ya96dKro8olcXAZAHQ6Hfr37e179NjxdQH+/ueI6DZmjtI6LiGEEEJLRFTr5WY1I15rXivXcsE+JtwfXgkAaiTbnU980akBfj5xqfGfF65PvbNq6DsjwitNGvLnnjBmvuzBWMlA9LDFoPvYqNMZ2oUF+XiqrcLQEaFpWf/gmYcv4GhsoiMmzaFLczp1x4d12TfzyIVyb+84GdaufKAuKiUt4UZq+v7pB861e7xhVco6e1xoJybNjtg0Ozov3uqo5mfR9a1WTgco/7clVXV/K6r7Wzs+/tfBQz8aDT8lO5zji3KSlRBCiOKtxM9g1ut0vV3Myy8vmIrQoPzPpGVmXI9LQNlA//ReL39w/e+Dx606nW5RYkrqXGbObjp8gQX62h52OJ2fT3n4XvOYvl11Op135FvOC5fLhXS7A3anExv2HUHv1k2g0+nAzBg86Qus2nEQkye+jjt73IE6tXP/ACM853JkJNp36+GMi4vXz5/zfULUtesJ9euGV2jSuJHWoRUZZsbrb022f/bFl5GJSUltPflBWAghhPB2OqLrvkZ9cPTDPQo0cpbicMLhYlxPTb/SZP6mIJOeTiWkO2c5mecxs9s2kCEifYDJsLmSr0/D2d2b2BqFFK8Vcil2JyxGPbZeiUEZHyNqByqTxbdfjcG9f+zmclYzj21QTTcivGKJnB1bXLyz8ySmHTjrigj2pe+6Nr4w88iFMm+0qG3V60rP/0lUcho6/7Y1KTIp7Zskh/M5GWQWQgiRFyV+gNliNu19ZmDPxpMeHOSW+o5diMSvm3a6dh0/c2XhxKferv/gy85jFyIvAlhb0LyuRNRm46fjQ8v4+061+pirVCob7JZYvclXS9di+vL1zrvv7Hll0vsfVNQ6ntJq9k/z8PDYJ7Fu5VJ0aNdW63A09c4HHzmmffX1gcuRV5ppHYsQQgihBSIKAxB5aWQ3hFoLn7843enC+ks3MP/k5dSGwX6bR9Wt/EmlH9Y0SXfxr8x8tIAxGoPMxtujHry9zd+R0a+2KRekL2mDfekOF4b8uZuPxCS61vRrc6yCzcd7Nl4pZZrM2+gM9jHpl/ZuAV9jqVjsm63o1HTc9ts/yckO59gz8ck/aB2PEEII71eiB5iJiF4c3Hvjc4N6dcgp93JhzV69iT9d9EfC8QtXDBYf05KYhKRhef2Wl4j8fC0+H+p1uvtXvPO8pU1EyZ/Z+8bcFTGVm7YJHPPwgyXrk0ExkZiYiGdefCX9gfuHpbVv28YzL4piJD4hwZ6YmDiyYq16W5n5rNbxCCGEEEXp6cbVw2sH2HaPaVDVI5s2x6bZ8do/x9J+ORXpdDLf0BONi05Nn5/X64mohZ9R/1PTsgEV/ujbymYoRqv7CsLFjK6//ZM0r0czW5gbBvxF/m28fAM/Hrt0+aP2ERUycmaXVol2Byx6/f6hf+559NfTV3Yws1PrmIQQQnivEj3AXKlscIsTcz7caDIYLJ5u6/L1GOw6cRZ92zbd0f2Fd+17T52Li01MngNgBTP/Z/fKquXKmGMSk872bdss8NOxw3yC/XPcU6VEWbF1L4a8OwP7/tmMWjVraB1OqXTviFEpc76ZYTGb5YMLAKxa/adr0NARcckpKZ2Y+aDW8QghhBBFgYiM33Vt9Or94ZUmerotFzO2XY2Fr1GfUsHms6ru3A0t0128KNnhnA9ge3b7m1T3t94XnWb//rMO9S3D6lQoNWkj2i/62xVoNmJFn1YlezTdS62/eB2RyWnJQ+tU9MiXLsVR3xU7Ev6OjF6fYHcOYma71vEIIYTwTiV2gJmIbFaz6czyd54v26lR3SJt+1psPJb/sxdz125J2HvynOvcz592LnP3Y8l2hzMWAIVXLj/y0Hfvdj4fdaN3ldCQIo3NG9Qc8aLzzYkT9COHD9U6lFLH4XDAElIO0RfPws+v1E9g/tfc+b/wI48/lZCcktKVmXdpHY8QQgjhaUQ0oLKvz+zT93e1FWW7zIw91+Ox+PQV50/HLyfXDrSu+71v6weNX66sBWA3gNs+aFe38eiIKs8nO5xhZS2l6wvxU3FJqP/zRqQ82rPUDKp7k0fX70dUarpzca8WJXPX6wJIdTjRf9XO5O1XY7cm2J19mDlV65iEEEJ4nxK77sdsNIxr36COX4cGdYq87bKB/nigZyc80LOTn93hgNFg2Pvq0LtuvDdvuR8zu3q3aaJjZlNpHFwGgLCwMHv7tm2k06YBg8EAk8mMa9dvyABzJsPuu4dsVov/wt+Wvg6gv9bxCCGEEJ5ERDqLQffN5x3rF+ngsto2mpUNQLOyAfq3W4f72Z2ufmlOZ1S9IN+kU3FJpkCz0dW8bKDVZjTAVgpz4B64kYB7a4WlEVHpGln3EqFWMw5GJ2gdhlfxMeix9M6W1rF/HWxT0denE4DVWsckhBDC+5TYGcxWH/MnI+7o8PgXT400ah1LhpS0dEQnJKJimZK3iV9epbgQG12laVKVKlVkoz+NVKxVN33h3Nmmtq1baR2KV/ro82k/vvjaGz84nc41WscihBBCeAIRmUw6it11b0dL3SDvSdN2OSkVgSYjrMbSOw9h//X4fXUDbQ1NBr2kyNDAH+ej8NSmw/Zjw7p4zWdIb+Jw8bVmCzYtOBKT+Bozx2kdjxBCCO9RYjsuO6a/OfPTscO9avTcYjaV6sFlAHjm0+8CI1q0qRgVdU3rUEqtl59/9nSjBvW1DsNrtWrebLjVYlmi1+v7ah2LEEII4QnMnH5+ZLdp4YFFPoE5VxVsPqV6cJmZ0W3JPw0f23iwxH5G83Z1Am34sF3dG1rH4a10hLLtywc97GfU/0NEpXM5rhBCiGyVyM4LEVV4f/6K2UaD3qR1LOJmo3p2QkpyCpasWKl1KKXW4SPHal66HImkpCStQ/FKHdu3w7pVy6w2m22+0Wjsp3U8QgghhLvZjIZhe6/HPy85fr0LEaFLxRDd7GOXkOZ0ah1OqXTgRiJMOl3A5aRUlNSVvoWhI8L0Tg3MD0dUqeFr1O8gogCtYxJCCOEdSuQAs83H/CwY9bSOQ/xX24haaNWsSVr/Pr1zLZeYmHi9aduOzmPHTxRRZKXHoiVL9eFNWiCieeuUNes3yNK2bLRs3gyb/1xl2b3lr+EL5sySJZJCCCFKDDW371Q/o6FEfg4o7npXK4dnG1dPM+tzn8n94Z5TV5/ceNBpd7qKKLLSwWbQo8/KnZaqs9dhxNp917WOxxsREd5rW9f0Y/cmFVIe7dmGiOS9RAghRMkbYCYiS1Jq2guP9+/uo3UsIntb/li2u2zZMjmeP3rsOM5vWx9ZP9Rf17JTV+zes7fogisFxj3zlO7BEcP51XHPW0Y//pS/1vF4q0YNG6Bh/fqDZv3403GLj8+TWscjhBBCuAMBA3yNelurcoFahyKyMapupbj329XLcRUmM2PT5Rtx/aqV819y5irdtXKnK8Uhs53dpX35QPSoXIYX9myOvdfigqbuP6t1SF6JiNC7WjnzjVT70kCT4RQR1dQ6JiGEENoqcQPMABwNqlda5HTJt/ne5rfNu9DthSkY+MCYJjmVWbNuA1p2vA0rV6xs+MNLj9Donh3QrfddSEhIjD595iySk5OLMOKSadyzT2Hml9Po6LHjqFWjhrxQbuGLTz6oFhQU9K7VYnlF61iEEEKIwmLgZIfywRe0jkPcLNXhwFs7jqPWj+ttf5y/lm3uEqeLMXr9fueAVbv8Q61my9GhnXUn45L4wXX7UgHYD0UnSFqHQvIxGLC8TyvqV70c4tIdqB1g1Tokr1bOajZNah1exWrQbyeiCK3jEUIIoZ2SOMDs3DH9rb2t6sqXqN7mnrem4p+jZzDu2acsGceuX7+Bt999H2fPncOhw0fQf/BQTLz/Ljw7qCcA4P1HBmPfV2/BenBdwCvPPxsXXKk6fl2yVLP7UJJEXr0Cg0EvA8y3UL1aNWzfuNZatmyZ8TVrVO+udTxCCCFEYYxtUHXf/B7NSu9Oel5qyq5TeHvnSUQE+eo6V/j/puBrLlzD9INnwcx4Y/sx1/KzUbTnvo4UYDbCajTg2NDO+g/b1fNxMcd3WbzVVfvHDZxslxnN7pDuckGG62/t0QZVddM61Q8q62P6XdJlCCFE6VUS/wDc3ebxieO0DkL81zfPP4hTe7bubdu61b/Hfpw3H+99+AkuHN63f9Z3My+O6NaWnxnY86brKpYJApj1P70wKqBu5TDX6TPnijr0Emnm9GmoXbPmZadsInNLlSpWxOFd26ynDu59q23rVu1JdkUSQghRTM05dmndnGMXq2kdh7jZhJa1Mbl1eNLS3i11Pob/j/+PXn+A5x67lO5wuf7+4/y19NX9Wusq+f47VwM6nQ4VfS3QEYVEPtBddykplRws8wfcYf4dzfQJ6Y6rWsdRHNwfXolODO9SOX50j2dkJrMQQpROJW6A2WQwfPPcPT0lr6yXcblceGvucueJ85fDMx+vVLEifHzMrlY2e6N3B3SsNPXJEbkO3PlYbfbGDRt4NthSwmazISysXNmUlBStQykWbDYbmLmtw+H43dfXNktmaAghhChuiKiXw+VqPbBGea1DEVn8cvoKZh+7aHS6bp4zW9nXxxUe5Gsy6vXtd97b0adRSM4fcy4lpqJ2oM3lb5L9id2hc8UQHI1NDHRJ2pE8sRkNOBKT+JGaLqOL1vEIIYQoWiVqgISI2vqYjdbBt7XVOhSRxZnIa7gaHaPv2K6tJfPxu+/qg8H3DEpJSEt35KWeLT9O33d7t9s8E2QpdPTYCWv/+4bJFOY8IiKsW7nUN6Ju3UF+vr4LiMigdUxCCCFEXvkbDSMfb1iNrEbJkOFtfjhyEd0rlzHqdTfPtfi0Y319Bas5Tzmzq/pbsX9wpz0eCbCUmn7wnHHVuSitwyg2mpUNwNI7W9hsBv0KPdGdWscjhBCi6JSoAeaFE55K2zH9LdLrS9TdKhF0Oh2cThd0upv/b5YsXwG9TucM8vdPy0s9nR56PiI9Pd0jMZZGH787CVu2bdcvWLRY61CKDT8/P6xftczav2/v2z95b0ojreMRQggh8mpJ7xbXX2leU0aXvZQzy1TZFIcT0w+cc7YIDUzKy/VfHzqHj/acru2Z6Eqne2qW173w9xE+nyAr/vKqc8UQ/N63lXVInQoTHGN7ywdzIYQoJUrMGz4R9bx8I+armhVCTVrHIv5ry+ETGDJoQErm1LUxMbEY9uBohJvS/OF02G5Vx+XrMdixd7+v0SjL/tylTJky+PzDd/HUCy+lnTt/Xutwig2r1YrZ387wH/3gyCVVq1T+gogst75KCCGE0E5VP8vU6n7WUZI+wTvZXWy/t1aFmz6bfXPoPK86H0VNyvjXzUsdK89F4UxCsq9nIiydPukQgQYhfq6H1+9P1jqW4qRNWBBmdWvS6tfTV5aY9LrhWscjhBDC80rMALNBr2vy96ETDbWOQ2RvWLd2qBdeJ/nXJUuxY9duMDMW/rYEYcFBzkf7ds1THUfOX0ZgYADL/mru1blDByxfOD+yYoUKWodS7JhNpkqtW7Z40N/P7y8i8tM6HiGEECIn0Wn2e84mJN/yC32hjZldG17eciWa/zh/DZcSUwEAMw6d56cbVdNV87fmqY6olHRXFV9Lifl85w0MOh3urVk+eU63xjKZoADqBtr6+JsMM3z0+se0jkUIIYRnlZgOiMPp2nX8QmSe0iwIbegiTwY+8/w45+29+3FE89Z89erVhPFD++T5OWg06CH7qrnfxs1bsHTlyvIGg6QTzi+DwYCfZ830GdCvbyM/P9+/iUhWUAghhPBKJp1u7zlZ5u+1Kvtaqiw9c9X5yIb9zro/bcAb247FVvQ1J42oWynPdehApJeJGG4349B50400uzywBRAR7Ie/B7SzBpoNH9qMhie0jkcIIYTnlKQRJWOQn0zK8GYv3NNL/8I9veBwOLBq+wH0blPbT6cLz/P1YcGBmDn51SMAIjwXZemzdds2XL8RXZLeC4qUXq/Hd199YR48aGCNHrd3a0FE25hZNk4UQgjhVYw6MlgNkn7ZWxER/T2wvQEADt9IAIMD32qd934yADwUUZmG16l4BEA9T8RYWh2JTTReS5E9YAqqZoANWwe1t0Ylpw3+6+62s7r89k8S8835xoUQQhR/JWY6KDOvXP3+S/FaxyFuzWAwoG+7pv/Z8O9WXpu5AH8fO1/DQ2GVWhH16mLz1n90Fy5e1DqUYouI0OP2brbDR4/+6e/nd4yIymsdkxBCCJHZxVHdP+xfI0zrMEQeRIT4oX6If76ve2XrUdf11PQ6HgipVLMZ9Dzn2CWZPFAIlX0taB4a2P7HY5cOWw36j0hyHgohRIlTYgaYiaj19CVrXFrHITzHbDTi7PnzsjNNIVy9GoXjJ0/FDxn1UMpjTz2LqV/OQOWKFdH3zp4Jf65dr3V4xV5E3brWcc8+VdVms+0koipaxyOEEEJkaL9oS7cjMYlahyE8iAGcT0yVaeqFsP9GPH46fun6yDV7ne/vPonP9p3B263D9TuvxSanOmSMubAmtQmvXNXP8qjNqP+KJPehEEKUKCXiTZ2IzGaj4ae4pJSKWsciPGfHsTP45dfFenakH/jl19/SnU7p5OXHx59Pw+BRDznLh5Uzdu7Q3nLk+AnnjJmzXNt27kr/YPLbjgdGyAbP7jD+pXGGt15/tVylihWWah2LEEIIAQBE1G5nVOzzFn2J6PqLHESn2XWrz1+7Hp/uOPPH+Wtah1PsNF+wybEzKja9admAMlX9LLqfTlx2fX/0gsus1yXvvKeDwUdSzBRaiI8JG+9ua60dYBteJ8A2Uut4hBBCuA+VhPRHflbLrGa1q963csoLPj4m2WOrpDp05iL2nT6Pod3aofYDLzs6de5ieO/tN1GuXKjWoRULNeo3cT735Fj9E2Me0TqUUiE5JcV57dr1R6vVa7iZmY9pHY8QQojSiYhCfPS609M7N/C7P7ySLEsvwWYduYAO5YOQ4nSh/aIt+KpLQwypXQGSjeDWTsQmoumCzbg4shsCzbJg0tNSHU6Y9LqjQ1fveWLR6SsbmdmudUxCCCEKp0Rs7PV4v+6Vnrz7dhlcLuHqV6+E+tWVnbQ/fWSw4f73v+bDR4/x9o3rZDpOHiQmJqJxwwZah1FqWC0W/dHjJ76xWiwJRHQbM+/WOiYhhBClT99qocG9qoaSDC6XfKPqVf733z2qlHWNXr9fZ9AR7q1VQcOoiod9N+IRajG5As1G+VxRBNTZ4HXtLv7Nz6jfSkR9mTlN67iEEEIUXLH/A9oivMaTz9/Tq2VYcKDWoYgi1LttE5ye8wH1aVzTfub0mYuyQV3uoqKuISgoMLV1yxZah1Kq9OjelX787mt/q8XyFxG10zoeIYQQpQsR1excIeTl0RFV/LSORRStX3o21319WyNU9bMc3hEVi5KwatWTEtIdaYNqlndoHUdp8/MdTX07Vwzp4GfUryEiq9bxCCGEKLhiPcBMRC2Onr/8gV6vy/82y6LYC/S14bUhfcwDBw4Mm/PzfK3D8Vqpqal46oWXkg/v3m42ySz/Inf3XX2x6Kc5vo88OOplJMfJ7DEhhBBFxmbQv3EkJlE2WSilhtWpiNblgiI6/boV0WmSgSAnK89FoayPOeG9tnWlo1zETHodfunRzDKsTsVm77at20nreIQQQhRcsU6RYTEZZ74ytK85wCZfdpZm/haTITU1VeswCiw+Ph4OhxNmswk2m83t9S9dsQr7Dx606HU6GdzUSM87uqPnHd37vv/JZ7+999Gn1qTk5P1paWnHAPwG4AYAMLPsWimEEMJtiKgOgBGT24RrHYrQmEmvQ4qjeHYzXC4XbqTaYdLrYNHrYTK4f37U+H+OOZ9vWqOM5KrWhkGnw9RODax2l+unBiF+2y8lpsbFpzsOuIADzLyEiIySo1kIIbxfsR1gJqKQ8MrlKz3Z/w6tQxEaqxAShFNnzjoBFKutnU+dPoPHnn4u5fjJU4Zxzzypmzt/gX7vvgOoU7tWstFgoAYREc40e5rxxMnTxratW+o6tW8HHx8fRNStC6vVgtCyZaHT3bqT3aVjBxw/eZLS09MhM5i1de+A/ndVrVwZp86c6X746LHkcc889fC1a9cv9+w/sHdAgP81o9F42tdm++LsufM/E1FXAJEAzjBz8f0GRQghhCbCA2197qpezh7iY5Idy0o5i17nupyUpqvka9E6lHz55WQknv/7cFr78kH69mFBNG7LUX2A2eCsHWBL8TMaqEaAFSdjk8wJDqf+gbqVyGrQo36wHwJNBgT5GOGfx6d+dX+rfu2F685hdSoWq88SJY2BKGhqxwY9jsUm4mRc8sBUpzPWMbb36F5Vylb2MehrWQ36SwCOhQfaHvjnaqwRQC0ApwFEMrNL2+iFEEJQcczHRUQ+lxZ8fkdooP8S+aZZLNu6G0ddflEvj3shVOtY8uLEyVOYMHmKa/GSZboXnnnK+dqLz+t9fHzAzIi8cgUnTp5CcvL/2Lvv6Ciqtw/g3zszW7PpIR1CDb333osgvUhHFBTFAqIoYAEFQRAVAUFBBUV67713QggdklASSO+bbJ+Z+/6B+qo/kGI2s5vczzmeI5vNzHdD2L3zzL3PtaBdm1a4czcBm7Zux72kJEf8rdv2Xt27cRzHcW+/+74GBDQ8LMxaNiKCVomsRKOiL6h9fLyFUS8OJ5mZWahVozruJiYiMKAUhr78irh783qhbp3aSr985iEsFgvu3E1A/O3bKBcRgerVqma179aDj42L59MzMvQVy1e4cP3C2fHlqtWqn5B4T00pjQdwC8AVNqBmGIZh/slPq/ZMHdnhFwL0YmNl5tXDlywT6pTXRfoYlI7yWKIsY++9TIw/flXKt0vc2s71SPMQXxBC4JBk3MgtQJrZBl+tGvVLeWN1XDLuGM24nJVvNtpF8latsvjhaqJme0Ia56UWRF+NWqwX4CVreI5cys5XdwoP4OuU8oZdklDWU4+EAgvu5ZuxKi7FcXlQa3YzxgVRSpFldSA+z4RbRjMGVAiRDiVlpb9/6oY+scCiNjskYUyNMnNGVCm9ueXGk4OsknwDD8bJVymlqUrnZxiGKSncssDMEZIHQrwce5cpHYVxEbRa82OCT0BLpXM8jCzL2LR1Ow4cPuJYt3EzPv1wMlo0bwqr1apqWL/eMx/XaDTibkIifHy8UaZ0aaxetwGHjh6TEhLvWcuXK0uGDByAH5f9otq2c5dKFEWMe2OslJGZmXzufHSp776Zq61ft07hvUjGaURRRF6eEf7+fti4ZSuOHDvhuHL9hiXx3j35ZkzU92PeGl9q45ZtDWRZjjUajVckWf4RgC+AJEppttL5GYZhmKJFCFEDsP3aoQ4GVgpVOg7jImRZppyLtkvLttqx/MZ97EzMMOfbHfzCVjWkNItd3yLE94lnIf+TTCmSTFakW+yo7mtAts2BdfEpOHA/06riiNS5TCmupp+XPOxAjD7DYkNpgw6zm1VNe/vYVe+2Yf6q+a2qCxqeTWh2BwUOERwIRCpj0ZUEXMsuMN/ILXDUCfC+9X2bmusjVxzqbXSINqskXzM5pLMANgEoBeAupdSmcHyGYZhiw+0KzIQQFQD76g/Hol/rRkrHYVxEqf5v0diL0SQgwF/pKH+6desO1m7aLG3dsVOOu3VL9eKQweKoF4cLlSMroahnE9ntdthsNkiShI8+m4Gly37FyyOGOebNmcXfjI3jwkJDoFKpoNc/vp/5L7+twqmz58TvvpkrsFlRysvMzMKVa9dw+85dxN++Lffo1jV5zNvvhF+5dNnuD+5cb3h8vhIFz5lA82UgDsBNSulJpXMzDMMwzkEI6Q1go+mVLlDzbr2fN1NIpp+LQ1RGnri5awOXaY9IKcWB+1nYdCvFuvlumjbMQyuNrVmW71kuCD6aop9IXGB3QMVzSMy3oMPWM7KK48h3rao72oYFqK9k56OKrwECIVA95t9UhsWGL6JvyU2DfeW+FUJc5uddkl3LzsetPDNuG82wSrKlso/B2H/P+SCe46SvXx8y3aDTXh733Yqe+SbLFQrEAzhHKb2ndG6GYRh343YF5ibVKvaMDA9e9NN7o0NYcYv5Q7lh70mfTv2Ef3HYEEVzyLKM5b+twm+r11pOnT2nOXFgj6N61SoaQRCKvKj8b3bt3Yeo6AsILFVKPHripHH9ps2+kiSTurVrScf27ZLvJyWrTCYTAkuVQqlSARAEAampafjosxni6nUb+B7Pd8Wkd9/Jq1o50odnsztcSk5OLoLKVqQvihpCQcCD4A4cyIJMcyCb7aAF3aDfvBvmCimQIgkQLwKXJeAzAA4AfgDuU0rFJz0nIUR4muczDMMwzkEI8Wge7Pv1hDrlR3cvF6R0HMZFnE/PQ9vNp5D2UkfoBGXHbZkWO+ZcuIU18Sm28l56ur9nY7UkU+5xhduiVGAXsfR6IuwSRSVvfd67J69r7hdYtTqBxwf1Ktjer1dBfSotlwRoVQjUaeCtflBHPpqcjVcOX6YcARoGelu+a11Tb1CxGrOrmR0dT49LamnT9HcEAoLs/AKsP3oOcfdTHVfv3rd0blgrdlzfzocC+4wdwXEkg1LcyLdYdjlE6UdCSASAfAA59AkLKeTBRSDPxsoMwxR3blVg1qhV39sd4isTB3bD5y8PUDoO40KGzVwM6h8qTZsyib9+8yYopWjVvDn8/HyL5PxJycnYuGUbNm7dZr9+46bqgwnj8erLI4lO5x6bqciyjNzcXOzcuw9p6Rm0oMCUuXTZcu/s7By1QxSxd9sm88HDR9PuJiaGffLB++ry5ctiytTPclasWmPo2L4t98GE8XylihWUfhnM77yDwh1dC2SV97/se2kHhRHyn/9VgzotGWL6YVgr2AGNAGSVgTC7ETQrVsE0BA962cUDuE0ptRBCggH01gAveYAz9IfHog0wNTFC5uzAeQDXAex40sE3wzAM898QQgQ8uFEI+5jnXOrGNqO84J/2yeufq8/ZJBkmhwQvtYDWoX5F9ntyNDkL2+6m2bfeSVOF6LXy9MaV+RahfkVy7sIgyzIuZuUjKj0PIXq1aUb0LcTnmnQmUeLql/KWv29TM/u9k9e5tmH+fu/ULgeHTFFt1RFLgFatGlm1tDCiSrjixX3mgS13UvH1nRzTkQVTPR71HEopkrNyEJ+Ujtsp6dCpVdLAdk1vDZg2X7vz7MVgWabUoNPcu/3bV72qjfzAJzkrpyoejJNvAUj6/TAN9Rr1II7jBk4e3P1w1yZ1jrSfMHOY2WqLstgdlwGcoJReK4KXzDAMUyTcosBMCOH7tWo4ePKQHu/9uPNIzXsZ2fj2jWFSeCk/9inNAAC+27Ifl3LFrFvx8dr4uwlam8NBwkuXwfkTR5wyHSIlJRUHDh/F6vUbYLVabWfPR/O//fSD2LVzJy3HccXqoi45JQXnL8SgQd26CAkJ/vNxWZaxc89efPHVPPnq9etc1LHDFp1Wq/Pz84VGo1EwMTPmrfHitl9Wke4O1TO9R0qgKACFGoAAgjOw2XMgW/MgEx9w8c9Dv3g1Cj7xB+9TEYI+HAJUIMiAhAxIyIFsz4Ns6gr9jkOw+N2FWJMA1+xAFAUWAsjEg5kc1kJ94QzDMCUUIaTm+QEt2sXmmmbPu3hHPbBSKH29RsQfM+cYBp23njEPqhSaNOXMzQoanqPZVge/sHUNDIkMK/RzSTLF5ex8bIhPwbGUbGqXZXOOzSFcfKEVzxEIAuc6s5X/K1mWEZ1pRKbFjs5lSv3tGiDLasfSa4lYfCVRquZnIFu6NpSTTFYhwtM9JqAUVyaHiPDlB+nqqW+TLo1qPdMxcvJNSEzPQu0KZXAo5hr9cecRy417yY67qZmqr18fstxktRV8sWr7a0M7NNf1bdWQr12hDKx2B/ZHX8X1hGRcup1orlEuPOGDQd0PlH7h7e42h2iUZOmS0Ww9KMvyT4QQAwATm6jBMIw7cZcC81AAvy59d5Qcey9Fnr1mh1A+JPDW5y/3r9CzeT3cSk5HprEAzapVBFeMBizMsxNFERct6guNOnevW5jHnL/4B/nrbxc6Ro0cwVeqUN5x4PARTZNGDbnOHdqhdHh4YZ3K7ZjNZqzftAWnzp7LWLl2nd/wwYNI3Vo1uZHDhxarYru7SEpOxqefzxLNP28QPOCc90QKCoLH/906QJEHGbmQkQNZrgrVrSzISXtgaSkAGRxwgweZY6LyTkJIHQBxlFKTU0IzDMMUUyqOyxIp9TvRpxlGHrxojc01qbpGBObNb1ndTy/wuGU0I0inRlmvx++1wJQMN3MKEOqhifNUqyoV1jET8y2YfPqG5Vp2Afm8aWUcS87meEJUjYJ8SIfwAGhL8Aze2JwCxOeZTaMPX1L5a9X8S1VL8w0DvdE8xH1mcRcnB+9nSr9mO+zLpo5zSrWfUvrE10Cp2bm4npiCG4nJcIiS5a0+nWKenzzX78CFq2UNOm0CKL1SNrjU0AvxCZ4APAHcoZTKzsjNMAzzX7hLgbkGAU7Oe2MYJi1dq7Y7xE8dkjQDAMoE+hckpmcZAGDRuBcxultbOEQRmXkFaPDax3TTp2+TRlXY0v2S6LuD0YkDRo8tExQU+J+PlZeXhzZdnpclWZZ+mP+NqmH9emC9hx/uwOEj+HTmbJqXlyc1adTQ5ufrmxEVfSGkdHiYalD/flyHdm2Ujlgi5ObmOurXboj2mWYV56Qi838h/d6iIwcyfMFRL3B31sIUkA+qF4BcA7iNA+Ax4XvkNwVgAXCNUpqtdG6GYRhX5K1RTQLwZu/ywSHb76QdMjpEH5mirvSPcb5xdGfoBB65Ngd2JaRjTsxtKXpASzagKYFSzVbsuJt+/+VqZQplhsTR5Cz03BlFx9aIkF+vWZYP9dAWxmGLHYckY8b5OGy9ky6FeGgc3SICs3ckpBtkCn29Ul7C+NrlEaBTKx2zRFh0NdGeU7aSesqwXkpHeajcAhOuJ6Yg9l4KhnVqYf5lz7HU95esCTKaLGqDTnPvucZ1xsfEJxy9lpDUAcANALGUUrvSuRmGKblcusBMCFEBkCilskGnfcFkta3+/Utn1ALf2C5KIAT44yXMf3P41SMXr1facjKaFzjeaLHbfcMCfOO3fDbeq2qZ0ECNuuh3JGaUEz54grxy+U9c29atnvkYoihi9lff4H5Kij07K4df8NUcPiDAvxBTFn/Xb9zE4ePHsWnLdty6c4feuHCOqFTs36Kz2e121G7c3BEcm6iqDPe5UJFBkQ8KGRS+4HEKVuM9SNQIWacCyRgBQ/vF1HhT6ZwMwzCugBCioZTaAKCan+fh23nm1jZZhkAQL1JU5H8fJ8sAWoX4pTUM8sbxlBzPM2m5ehVH8hwy9b40sNU3NkkeVyfAS+FXwxSlnQnpGHP4Mk0c0f4/LTWLyczD4ssJFk+1oCqlU5OJ9SqyGxZPQZRl7L2XieMp2Vgfn0KHRIaJnzSKZAPlInA8JRu991wQ7675VjDo3OeGSL7Zghv3UlApLAg5+Wb7a9/8bL2WkEzSc/L0XRrVWrH5s/Gv8R2GW5TOyTBMyeOyBWZCSACAjNHd2v6anV/w4oaj5zoC2P3H19WC8KpdFPMAlALwM4AQAD4AWgPYRym9pFWr7suU3uAIaWBziN5rPnoDfVs1VODVMEoIHzxBXr70B65Th3bP9P0XL1/GkJGjrTWqVaWrf/mZNUsrBAsX/2B/5eWRRMUqzEVi646deO3lMdbu+dR9Rs2PQEFhe/C/2Rtg+imfyu8pm4hhGEZZKo57H8D0MTUiXpx/6c5vnmrhWIFDagEABDBSoDmAQQA2AzDhweZTfQB4A1gFoCyAGBXBSgoMbh9ein7Tshqp6P3Ifa+YYmR3QjpGHryIlJEdn/kYi6/cpZNPx0rru9RDu/AAoRDjlUgmu4jvryVmvFOnfCmls5QUnbaeMT/XraP+nf7PKR3lP7PZHbCLIjYeizr88pdLZ1BK9yudiWGYksX11k3/vzoAsGTHoWHnbtwOoJTuoZQSAAEA2tkcjh8opWsopQsopSZKaTylNIpSOpdSegkABJ4/rFOrTRwhmQAmD5+1OC8j13hclGRRuZfFFJV8k5krG1Hmmb534fdL0KxtJ7z84nD1quU/seJyIdmyY5c088uvXPbGVnHTpWMHmAi0mZCUjvKfERBoQSAAflbQNwghZZXOxDAMoySR0lkipcKquKTnACDfLrb8fazcmAI1KaVXKKVTKKXnKKXXKKU2SukqSuliSmkegAw1R27JFM1lipX772csefHAxXgAtyWZfU4Xd+fSc1HaoHumPq6SLKPxuuPSFxdu02N9mgqsuFw40q12fH3xjtelLKPSUUqMF6uE6xdv2F0sagMatQqeeh14jmvjY9BPVToPwzAlj8sWegghrQAcaVOnam7/Vo1ujv12+SsAbnEcGSHL9CqAY0/S3J4QEgaAo5TeI4QM12nUoy02e4vU9QsQ4O3p7JfBKESWZXx7+va9dya8U/pRGyyIoojYuHjExsWjwGRC2TJl8P1PP9uN+QVS3dq1VC2aNhFYv+DClZScjOoNmtCvZ31ORg4fqnQcl3fl6jWEh4XCx8fnmY9x7doN07iGbTzKo/hMGj8Hm+My7GcdQCu2yQnDMCWVQSVsNIlS788aRSZdzc7ftDo+ZTKAMhzQXQaWUEqznuQ4hJBaAOIBcAT4RstzHZoG+wbv6dFY49QXwCjqTFqOjQBcoyDfRw4QjDYHruYU4LbRBA9BAAXFwssJlnJeelT28RBerlZG5aspPuMLVzDzfDy+jLmNO8Pawou1d/xXMqU4m5aLhoE+4Lln6/TikGRMOhvrmDvnk2LzwzZbbag8YqI5Pdc4UpSktUrnYRim5HDlGczHA7wNA/Z8MfHW/uirjQFcBLBZlunCiKCAnVqVau6THIRSmvR7cbmah0a9sFfz+vX3zfmAFZeLubikNPTv318mhCAtLR3nzkcjKTkZsizjzLlzGDTiJZtfeFlpz/6DdmNBgWXqjFnywBdfcgQFBpIlC+bppk75gBWXnSAsNBSfT/2IvP/RJ8jOzkGlWvUsS5f9wgqE/zDjiy8d1ctUsnfr2tMRUr6yPPjFl615eXnPdKzbCXfVacVgBvNf1YdaVQp8dQ6oqHQWhmEYpZhEadxHDSqO6V8xJGh1fMobOoGLBnDFW6OaCiCTEPJEu1xTSi9RSs0eAj9P4MjIGU2qlPmpXW1WXC7mChxicu0AL5VMKeLzTDiRkg1RkmF2iPj5eiIarz9ubrrxpF2UqXnfvUzH+OPX6NSzcZZXq0folrStpXu3bgVWXHaCSfUrIkSvkT49Fyeti0s2V/j1oD3DYlM6lkvJtNjRZ9d5eUxcrqPHrvO09C8H7b/cuP9Ms+ZUPIe4nHyhwFx8WhbrtRps/PRtfZUyIROUzsIwTMnissuZfp+Vtk7a/8vWE1div9OpVSaO44wOSbIkpGV299JrO/z1+YSQGgAuAwillKY87JAmm90g8NyKPWcv9apSOsQQ4u9TBK+EUcLnK7di1ajJEd5eXjTPaCQRZUrb+vTorkpKTqFbd+7iBw/ox185d4ovU7o0DwDDBw8EXPuGS7Hx+iujoRLU0ryFi2xvvz5GP3HKxwgJDkLXzp3wqNnmJUleXh6mfzGH720TOC9wsEGF41t38wOys6U9Wzc99cY523bsQnGr4HMg6A69jwTakBByj1JafK4KGIZhnhClNBHA923C/K95qYXXbZJ8TsNz/X3UAnJsjiYAWuFB32UAgIdK+N4hyx3tklz+YceTKbVV9/PMuZCRd9RLLfQeGhn2zLMCGdfXY0dUuUCdhmZa7YQnRGoU5G1vGuSr2XY3jWRaHfiyeVV9t4hAeKgEdctQvz++jbWNKwIn+zbjJ5+6YfHVqtQqjiOvHbkiz25WlSvvpVc6mktYGZeEfIOXuOmDMeolAKJu3lF3nThLCjVopQ7hAU+1s7UkU+y7lwmbQ4TBSXmV0LByeVxc8nn4wrdfDB47b1mq0nkYhikZXLZFxqMQQsIJ0I8CaymlyX953B9AZ0rpyr88pgfQjlK6/fc/UwAwaDU3BYEvl75hoZrjWE2xuNl2Kho/nbzh+HLWDC41LY2vU6smvLwe7Iz+x+87K2S6jgmTPsSGzVukV156URr3xutUr9OV6FlTK9esw0dvv2vumC//7SoiFg5EvviCo2PH9kLfXj2e+Be4ftNW5pBLcfpw172f+MzOwlZwAfbJlNL5SmdhGIZxFTwhPWVABWALpdTxx+OEkBYACiilMX95rB4AI6U0nhDSDsABANDwXNJ7dcoHfdIosvh9eDAYuT9G6hIRSIP0GqG0QYsITx2E36+JZErBsXGyy7hfYEGfXeclL5VAP20caawf6O2n4Z96vkGx0mzjScv7Y4brerWo/+dj6TlGTP9xtTU4J5MfUSVMFerxZPtb38gpQOdd0bbE9QuL3fWHLMsI7Ds2L7fAHEYpNSmdh2GY4s/tqquU0vsypd/8tbj8++NZfy0u/64RgG3k/6uJLQHAZLNPFyU5++yN20WQmClK205GY9gXS+mQQS8IkZUq8q1aNP+zuAw8KCyz4rJrmTtzOu5ev8z37NZV3ahl22KxycZ/ceT4CVnKL/ifKSqRUCFh2RrViFGv0u9//PmJJiXn5OTiyo0b+gD3e6t/InoQg+r3DWEZhmGYByRKt1BK1/+1uAwAlNLjfy0uA4CKI8u8VELf3/94iCfYzhNywibJH66KS7a620QU5t9ZRAnD9l1wHE7O5tqF+wttwvxRwdvjz+IyAFZcdjHhBh3O9m/B7+/VRFh/K1X70/X7SkdSFKUUF9LzdM2qV/rb44G+Xvj23Ve0JyQV32zjSfGu0fxEx9uVkE59vQzF8kYax3Hw9tARsJZyDMMUkeJZdfh/RwAE0N9Hx78PrIksyytESXrf38twRuF8TCGau24XRs37xbF9wxryQr8+bHTsZj6ePlMuUzq82M0eeFJ2ux2Hjx5Di6ZNaOQjZhtHQIXuFo6b+MEUad+BQ489psHgIVXz8rFqi+lbvRYEHBCsdA6GYRh35ZBpC6ND/BoAKKVUlGl3UZZbAPjNQ8V/DxSzJv4lmCzL6LDljN3oEKWoAS1IqZK9YMztiLKMX2/e11YowW0yEvMtiMk0Op4vHywH+no99Dk7Zr3HvT2oB/fc9nMOs+Pxb1+lvfT2T0e9UGynhPt7eVIA/krnYBimZCieVYff/V5Ylh+2ycnPE19Zsff8lQm/7D1e4mdMFhc/7DwilQooJTSsX0/pKMxTkmUZh44cJWNGvVQsZxD8G4vFgm+/W0zDK1ax9+8/WFwzehxfDo/eNMcbHKqZRdXWHTv/9b3L4XBg9Otv0QqZ+U+2RtANqUEoBU4rnYNhGMZdUUqNACoRQrT/eNwxqV7FiXNibm+KzS1QKB1TmOLzzDibnqvuXS5Y4699qja1jAtYcTMJFOA6lSmldJQiF5tbgBEHYqy11x6TPr6Txy34/IN/rWGM6/cc5xvgR+6bLNZ/e97p1Bz8cjeT9mxWfK8dw0v5ZQAo2dPeGYYpMsW6wAwAGpUwz6DTfPDXxwgh/KDpC6W3F/x6fNSXS3mLza5UPKYQnVvwMS9ZCuQqdRpSUZKK275mxZrVakXtWjXx/HNdnur7LBYLsrNzqDE/P/ezWbORlpbupISFz2w2Q5IkedjLr0ozpk6XWmRZ1X0LIIRDBYJ/n4BfGxpEL/2Nm7/oe/ujli//tnotdm3dJgcUw97LfygDocBG6WdK52AYhnFXhBCBAGcB1P3r4xwhkwbtuyB9ciZW/iwqnm2kWgxE+hqwulNdjDt+jXx85ia7+HEzsXkmfNeqhu1pvy/VbINVlBwnUrJNy27cc0Y0pzE7JKRbbJa2m09TTbnyqtur5vHbZ73HB/v5/Ov3cRyHw99+IkyJScCJlOyHPodSijePXbXVqVer2E7EAICN097eQimNVToHwzAlQ7EvMNsc4hsFFtsovVazT6dRTwMASqkE4AcC2GRKCes1Vjx4eehxdekM/suXehPp8vHYKVM/zUtITFQ6FvME9Ho9nuvUwTHpk2kJ23ftfqLvsVqtaNnxOfm5Xn3F02fP+fyycjUd/cZbkii69qKErKxsTJn6mRhUthJtXLmWHVv28b1NRAjE063OqyoRbvLH01RR0Rf+52uyLGPSx9PsTQvkYj1F6S4cehUhbyidg2EYxl1RSkUKTCDAIZ3ARRNCIgCAAr8AsFFQPevDXHz0rRCCa4Nao02ov3Ar13R6RlS8JLO/X7cwpX5FJOZb8nvtjDJmW5/s/sDJ1BxUXXkYn0XFCZlWu8crhy5jb2KGk5P+d6dTc9Bl21lrzTVH5d9U/pobq+aRJe+O5v28DE98DI1ahbqN62tHHbosPew9bP/9TBRwAp06ou9Dvrv4eH7K3OcJIaWVzsEwTMlQ7AvMlFKjTq1eZHc4Stkcjo//8virMqVaLw/dkZ92HzkNgM14LQY4jkPfVg3Bm3KqXD15xLN24xZYv2mL0rGYJzBx/NtqFS9EdO83EJ9M/1w05uc7fv5lBQoKHr40d8bsuXJ6RgZOHNyr6tS+HTavXkmOHD/BNWzZlqalp5sdDsdDv09JBw4fcZSuXB1b5n8vPmeipEGKUfusM4wFcKhppfTz2XP/Z2bZ1WvXYTGbVUHF/C1eA8IDmE4IqaV0FoZhGDe2QeDICZtE6/LAWACglCZRSrUSxaRdiRn5MqXXlA7JFI5QgxbtSgdwAJosvHyXtN50Sr5fwCapuzoPlYAJdcsHRKXnegT9vB+nU3Ns17LzseNu2kOfL8oy+u06T9+pXQ4zmlQhPcsF4+WqpWnvXVGYERVnFyXZIcqud/k7dF+M2GN3tNSzVxfNxRVfc+8M6MZ5eTxb3+lJg7rDIQiOI8n/O4t5dVyyWKdKBS3PF++xsreHvrRBp11ICCnWk04YhnENxfsd9Xdmm+11SaavCzz/P1MjjSZL2zfn/9q2x4dfbb96l7UnKi4IIdgw9S1uzqh+GPnqa3TD5q1s5OwGqlSORFhoiKxRa4RpM2ZlvfTaG5g+ey7958wDSil+W7PWuvbXZZwgPCjQVq9WBXkp98jmNb+RS5evqEtXrm6r0aCJ+MNPy5CZmaXEywEA3Ll7Fy+/9oY47KXR0uTBL9POFqCFlWj9nnLG8sNUljlu97792oyMzD8fo5QiLi7e3qhAJI9rteHuQiCgGTTeamCN0lkYhmHcFaU0wy7J7QWObCKEHP7H164Y7WLZphtOtBy0N9p9+lAxj1XBxwO3h7XhPAQejdefgCzLbENHF0cIQe0AL9T085QK7KJQe80x9Np1HnG5pv957unUXIR4aKwfNYz887FFbWqSvNGd0S48QL3gyt08v6V75YF7oqXDSVlQqthMKcX2u2novO2MNOr4DWu9Ni2FhLXf8q/37Eg89br/dGyO4zCgfXPtNxfv/G15I6UUdkElLho38j8d3x0snfCyvmqZkPaEYITSWRiGKf4IW/b2gI/BY9trPdp1nv5S/0fvrsW4peTMHBTYRdNV2ftevYYNq5QvV1bpSMwT2rpjF0a8MobOmz1L1Gi0aeFhIeEpqWkIDwsruBEbq3tx6OBHVmkdDgdmzP4Sy39bJYUEBXHfzfsqP6J0aS9fX59/PWd2dg5sNhtUKhUEgYe3tzcopaCUguefvCicl5eHV954W9q+czctL3Go6oBQGEXlfzrvKdh+O7aXent5a3Pz8jB67Fti5qVrtFWBXCLey2RQnIQtLgR8lX3U4npTcRiGYYoBQkiwmuPuXh7USlPe69lmEzKu62RKNhoE+lxZci2x7Os1IgyEtQ90C3ZRxrD9F2higRUzm1bOPJueZ+hfIUQXm1sgXczMz+lUOiCgTinvR37/jZwCTDp1g55KzaEjqoTjvbrlCzzVgpfmX8a7lFIkm2wQOAKBI9DxPPQqHqIsgycET/O7czgpC68duSIKer1j6HOtdRP6PQeVqnD3DknJysW70+ba5jeNVFEK7khyNt49eZ2u/vw90qhKhUI9l6s6EH0Vhy9e/+jz37ZOVzoLwzDFW4ktMP++TEQA0ArAHgDV/Dw9zqZtWKhng6riqfEb02jX3n3Jpx9NUToK8xQopbh1+w5OnjmDEaNfg06nw5KF8zB4QP8nHsSKooiLl6/I7br2kN94dbTQomkTPNe5IwDg4OEjmPvtAtFms5P+vXtJx0+dzty6c2eQ3e7gqSzj9VdGSf7+fokffTqjHCgFx3N4ccgQeemi+Q9dARJ9IQa37ybYDh06zO1ctpJvJgmcpxMXi8igiNIS8Tq1CxpesJcTgfp2qIWSsUDlT7fhWLUP1oWU0hNKZ2EYhikOfh8rRwJwUEpvGlTCogl1y4/+qEGlwr9byijOKorw/3EfYoe0RZihWO97VuxYRQnxeSa8eeyq43hKjqqKj4e8uWsDroK3xxMfI9fmwOzoW8btCenaoZFh6iGRYQgzaCHKMqaejZOi0nPRNNiXlvbUpU05fbOUWZRUEqWkoreeDosMN2+6k2o/k5brSwBoeA5Heje11yvl/T9tGeySjJVxSfDXaqw/3M5A4yb1tB8O6flUhemndSclA/0mzXZcT8lURYaWMk8dNUDfq3kDp53PFUmybG41bvo3Z67f+oxSalU6D8MwxVNJLjBTQmCiFB4AGgM4F+rve//2b3NDhaeYpci4h+sJSWg2bgbdsnYVadu6ldJxmGc0YvQYDH6hPzp3aP9M3//b6rX4ev538s34eLLy56W29MyMnPcmfVTquc4dBT9fX4wcOhj16tZ55PeLogiLxYLTZ6NgMluMvbp39frja9eu38Dr4yZYos9HCyE2WWghq4iqmLeocCVRsOE87NAAG0Ig/FwRQtxRWCdTQAIgqkDODINh3U/IHyUBIRRwUCCPUjqbENIcD242ynjw/N8AOAC8AKAAwG+UUtfePZJhGKYQEUK6ANjFE7KfEIQ6JLk6IWTk9MaV575fr4Kv0vmYwjfu2FVsuZNGbw1ryzZAd1OXsoz49FwcVnSoDa3w9DOBKaUYvO8CvZhppBwhZF+PxvkD916geTaHrmPpALVBLeCd2uXhqX74sWVZhl2WYRFlrIpLTugSERjx1xUPS68l0qnn4h1+Pl746MV+6v5tGjm1sMz8P0opNJ1HQiXwN730ulMp6xd81Pj1T1rHJ6d1kCmVKKVi02qVFmhUgmXf+SuvyzJ1SFQWARySJPkAebCptgEPxslplNJfCCGtAVQHcIFSekrJ18cwjGsoyQXmdgAOAFBTSh0AkLV5cXsvvXY/x5WsmX/Fgd0uIjYpFWWDAzB23nJIsgybwwGDwcO+bNbUSx3e/Lh240YNuZmffsLuHjCwWq3YtXcfalavjlIB/vD2fvTywYe5dv0G2nfr4Ui+dVP1x8C4Vcfn5IyTUVwLaMCzwnKRM0FGEiTIAMLAQwuCWDhAAVAAPuBQGgJi4UABZFAAPAjqQI0kiPI9SJSCUhmgNaG2EECOhl2bBknOh7xVBF6llBqVfZUMwzBFgxDCccBtg1qINtrFFyilDkKI4Hit6y8ypYNYAdL9xOUWIFivxcnUHHx/NQFeagGpZhterlI6rYynLnPwvgvV1napT+r/S0sFpuS4lWtCXJ4Jkb4GlPPUPXUheMzhy/aynjrVB/UrEgC4X2BBvXXH6dZZ75Om1Ss5JTPz7w5fvI7EtCyoBR4D2zXF+dg7OHP9FmRKIckyBrRuDJ7j8POeo5AkGZIso3mNSLSrW02etWobcvJNVJJlOdDHS5448HnLiv0nhMMx14V1R87KJqttMKV0i9KvkWEYZZXYAjMAEEKqA7j2xw5iXnqdb77Fmn1qwSdoWLm8wumYp7HzTAwGfLaQNmvSRIy5dFlVu2YNWqF8Oblm9Wr8W6+PAaWU3SFnCo0sy/AKCkfM6eOoWKE8klNSbH2btKG1M81sTWkxYwfFGdhMVaHqtZ6a9iudh2EYpqgQQrQAwiml8X88FuGpn5lhsX1gfKWLgsmYZ9F640l6y2iWa/h7cmfScknXiEApTK8lPcsHcc1D/NhYmSlUn56Lxc6EDOl0v+a82SFh7a0Ue2SP7urmNSIf/82MWzly8QaOXLp+7eNhvWvyHYaz/VAYpgQr0VN1KaVX6V8q7EazJQcANh2PUi4U80y6Nq6DI19NIqU1VFW2lI/cpl6N1HFD+0V9+Ol0GlS2Ii1TuTod9dobViqJsZ/O/MKxaes2yArtlsy4P47jEBYaKu07eAjrNm5GnUbNVdUyTay4XAypQdAUGo8o2MYTduXNMEwJQim1/rW4DACJBZY9FkmGXWJjKHdzoFcTMq1RJK/mOFLGoHPMaVo1Os8hpvXZdR7hy/bTyN8Oy/vvZSRdy85PnXYult7MKVA6MuPGRlUtg8tZRt7kENF1x1lxj0PFs+Jy8dS6dhV0rFejSmj/N/sonYVhGGWV6BnMDxMRFLBh2fuv9GlVq4rSUZj/SJJk3EhMRmpOHvLNVpTy9kTzmpEY++1yrDt2Xq5QoQK2rVvNBQUFKh2VcUNz581H5chI65AXX+bbFkiqYBTurteM67CD4mcUAMBmAH0o++BkGKaEIoSENQj0PrG/R+MIDxX73HN3eTYHrucUIN8hIstiR9vwAFhECYP2XZCvZudzk+tXlD+oV7FET0hinl3fXVGWpsG+mjWp+bYTCz/VadQqpSMxTrJo6wG8Of8XAHieUrpD6TwMwyiDFZj/oUezevO/GTv0jYigAKWjME5kt4vo+P5suceAQdaJE8bpH/8dDPP/8vPzceXadbz82huifCuRtBFVrLd3MXcGNsTADgBlKKX3lM7DMAyjBEJI0Af1Kuz7rHHlmkpnYZzrTFoOBu65IJ3s2wwhHlo2zmGeyo2cApxNzZHGHL3CX1w6E5GlQ5SOxDiRKEnQdnkJnnrtMaPJ0krpPAzDKIPdkf6HY5dvRm47dYFV3Ys5tVrA4a8mcW+1rJq1b/9BoyiKSkdi3ER6egbqNWtNZ382rQDmfFhEOyjYW0ZxFwTeUQFCXVZcZhimpJt38U5khsWmdAzGyRoH+eLmkDa8QSWcOpmao3Qcxo1sup2KxutPQFW3Xr6gEuid1EylIzFORkAweUiPs/lma1ulszAMoxxWYP6H3ALzu+99v0q8fIfVEIo7Qgh4u7n0mLFj9U3adJAT77G/c+bfpaSkonHr9jTYoKZrPxhlOPbtR0K2iidXYJeUzsY4VxRs5lsQSymdg2EYRkmU0jRC8HP/3dFWtgqy+FPzHGIyjS2e23YG06PiZElmf+fMv1sTl4wXD1zEDxNfweCu7Xy+eGUQeeGzBcgysp7exVns/VR8u3FvWUopuyZimBKMFZj/gVJ6mee4t09djbcrnYVxPo7jcG3JdMGfl1CrUXNcunxF6UiMC6KUwm634+ixY6mVgrzp4bmTOI7j4GPwwKlF07h8vVqUwa66irNg8FoB6KZ0DoZhGKWZRfmdXLsjJslkVToKUwRahvphf4/GWHj5Lp7fcU5mNxaYh7FLMiggLolLsSyf8joGtm0CAHi9R3tMG9GbRsfdtbEN1ouviCB/EMCLEMJ2cmSYEowVmB/Canf8UDY4IFmU2A24kkAQBOyc+S73wYAuyE6Mv5qRkclGzszf/PDTMvTq2SuvX7g6eNfn7/7tfbNqRBjWLvxIs9tA8lPBWq0UVzWh1hBgJCGE7VDDMEyJRim1TKlf6WuTKDmUzsIUjYZBvrg1tC0X5qERRUqvZFrYPBzm7+qtPSafLVMl+8DS2breLRr87Wtv9+1CUjJz0eLtzyxWO/vdKY70Wg1e7d6OC/X3Ha90FoZhlMM2+XsEQgid/+ZwvNajvdJRmCLWdPwsc1i58po1v/zMq9VqpeMwLuDg4SPo0X8QYhZ/inIhD++SsP3UBbzw8TzaB3rixe7dFUv5kGEAWfgjCr4QWS9mhmFKMEJIIwBnMl7qCB8Nu+9WkqRbbI4qvx0Wvm9TE/0rhhKl8zCuod/u89J9ToMziz976IaQsiyj7YTP7UG+3vyaj97gCWG/OsWNze5AVn5B3u2UjKFtxs84TCllfVEYpoRhVZBH4Ajp897iVVLc/VSlozBFbMe0N/SnT50i3y76nt19YQAA7dq0xuAB/aTnpsx95LKG55vWRbfm9bADZiqzTf+KJU9wyIU8lgJxhJCySudhGIZRCqX0rI7nTr56+LIks8kqJUqgTqNa0KoGefngJcI2e2T+8H2bmvyt+yn8txv3PvTrHMdh49S31YdjrpOv1+9my4SLIY1ahVB/X+/f9p9Y56HVLCfsLgLDlDiswPwIkixvskviTQp6xmx1zcFTboEJk5aswaXbiQAe3Bk+dOGawqncn5+XAe/268wt+/U3dsXE/Onr2TP5wQP6p/9b/7i1U98iL/fuKCdz1GoB6zNXHPmChwxoCLBV6SwMwzBKskjysENJWbfy7WKOqxaZjyZnYcrpG3/++X6BBdey8hVMVDwMjgxDqIdG2pWQoXQUxkX4a9XY/Fx9qbSXNueRz/H2xIn5H3Mnr8Y57qVnmR0iay1XHI3p3l5rstr6AOiqdBaGYYoWa5HxGHqt5jkCbPptyuua7k3rKh3nT/czslF28HgQAJXDguVhnVtwX/y6maolmbwxtCd9oW0TMnvNDozo3BJzFq2yjB3Wg+vUpK5G6dzuwm4XsS0u/Vb/UWMqsJuvTPSFGIwdP8FydPobWo7jHvsLcSD6Cu016Suxk6xRBeOhKwUZN3YF9tUnYJtBKWW7gjIMU+IF6NS7Sht0rfd0b6Tz07pOa7E3j17B4qsPJmFMbVgJ0Rl52HMvExGeOnlJ25pcotGCC5lGtAj2xdpbKQULW9UweLF2H0/sSFIWavp73vDVqKqwsXLJRinFlNM3ZT40LH36+FHBj3u+yWLDhMW/5d9OyVBtmjZO66Fjl6jFicliQ+M3Pnn/RmLKPEqpa87UYxjGKdgM5scwW227zDb7lFe/+slltspOzc5Fn4mzba+XKX1vR6lQhGcbzftX7rCO13uRHaVCEbzrZFaz0VPse/edlNuMn4Edsbd1eg/9Iz+5KaU4cvEGJInNuPyDWi2gT7WQCk1btzfdu39f6TiMgvbuP4jWnbuhVfkg3ZMUlwGgfb0aZOGEkartMIO1yyheJFCIoHkA0pXOwjAM4wqyrI7nL2UZTWvjU5SO8qcPT99Ejs2Rvfm5+knrO9eTDydlFYToteK5/i1wdVBr7oer99Knn4+3fnvpLvrsiUZURp5G4B59WZRmtuEKm/n8N63D/HEpy+g/eN8FttljCSbKMl4+dElacuM+GdLnuccWlwHAQ6fB/DeHe6Zm56k+WLqGtcsoZnIKTDCarNcAtvs5w5Q0gtIB3MR8hyi9k5qdGxrs56NIANkhOibP+8X89Z4j3hwheE6rF1709isNnsfn3v6Gvz63Hq8O2BMQAgBIl0Q8n5GCqNg7aFGzMgDgTkoGzl6Lk09ciZN9vA3C7uPnxedzLdwHOj5P8DYYrty+Lwxq10T6+q0RgkZdcmdyEEKQl5mm3bB5K8a98brScRgFZGfnoPegoZj1Ul+83rPDU31vv1YN8dKcpWBzeoqfM7C/SgAjgIlKZ2EYhlEapVQihLx5JDlr3pgaEYEKRsmvseqI9rbRrFJxHPZ0b+TXJNgXANCzfPDfxsrL2tcOBACHJGNmdDy+vHBbZRYl6FU8KKWIysjDzoR0KdVkIwE6NXcyJcfRp0JQbp/dUZ4ciNYmydKStjX5DqUfvvFvSVHN11Bq65005Nkc8Gazv0ukORdu2/em5AqXfp5NQgN8n/j7VIKAahFhvNXmYAXmYmbB5n1IzsrZBqAsgASF4zAMU4RYi4wntPqjN7g+LRtEcYTULYplYGeux2PpjsNY8NYIXIhPwGcfzst7X+fpbaIyCmQZ5QUVnjTH9/l5OGpQSw0rlxd5tUqTeOKCNMrD03rUavHYZzXLtVQaOt7Th8+VZfxiMoocwA/w8LTdea6J/Gq/LvpRc39EjYgwevTkhdy3hvfy7d6snpNfvet449vluJRRIB/bt5vj/mVmC1O8pKdnYPO27cZh9colHzx6rEqXhrWe+hhZefno2f9dsTZVsRt5xcxBWCyJEOdZKZ2kdBaGYRhXQAgh5le7NOIJOc0VUbuEj87cRFVfAwZHhuG1w5cdfSsECxW8PQgBoBN4BD168d7fZFrs6LHjHPXXqaWqvh7c0aRs7sOGlWxGu6g+npIt77+Xyc1qWoV0KxuIw0nZWHw1QepbPoTPtzsszUP8dPF5JhxNzka4QZu/Oi5ZdaBnY623xnVahThb+LL98tctqnP9K4YoHYUpQnsTM+Dp6x0j1qxbqUbFsh5+XobHf9M/TF+xBa91by/5extYP7liJMtYgApDJ1gKLNbKlNJ7SudhGKbosALzU6hSJnTv/DeHd2xXt5pTz/Pp8o34dMUWAMDBTm3PTLp6rdaZpDTd6oBglBeefnYApZRukew5G/JyvEUKrrVGJ43x9P7XohelFMNzMszZGkFHTRay3D/YfMVh00815tA1n75Nujau80yvzd0kZ+ag8ycLxF1bNgoRZcooHYdxMkop1m3cjDcnTKRVw0rJB+a8/8wD3uTMHIwY9UlapEkOKsyMjPJsD9pkxK6A6RMAaymlrL8QwzAlHiEkpKqv4eqlga2efBrjM6q68rAYn2cWynnpxB/a1IzttPVstco+HvTyoNbPVN2+lGm0/RabZN+dmOEhU0rWdalPqvj+e8HsYqYRHbacdlgkWTWuVllxXO1yjtGHLqsuZxm5K4NacVqhZNxf/jwqDvF5ZvtP7WuXnKp6CZZltePz8/Hyj9fvcYvfHY1B7Zo+87F+3HFYblW7Clcp/Ik6azBuJPZ+Kiw2+8f1x3x0klJ6QOk8DMMUjZIx8vkPCCF+AOwAPASeb5yc+ciNcQtN6ZuJV6qpVDXGefrC42Jc4542EVaVWlaDPNMUWkII6SVo/Hr5//nh/di/d0II5nj76beYCzAkIAQGjtO35fVIFkW8MvN76f7mRSXiTnNogC8u/jT7nqpMmXJKZ2EK35lzUcjPL4CHhx41q1fDr6vW2CZ/PFU9vk9HMmVIz//0O56db8IFq8krErrCisu4CA0INCCRAFapgc/VhJx0AHsBrGDFZoZhShpCSDiAFJ7gues5Bb6U0ideZfeMcusGeGl7lA0SPmxQSShwiNUm1q1AU8xWCc94bVMrwEtTK8BL80Wzqk/8PbUDvPBD21oqs0OkQyqHCwCElZ3qot7aY/SzqHjMaFLlWaK4nUn1K4IQchpAK6WzMIVLkim23k1DoE4Ng0pALX9PtN18WiYeBnrwmw9RP7L8fzp+dHyCaLLZ1azAXPxEhgfjx51HJgPQBnh7njGaLWccorSIUnpD6WwMwzgPm8H8GCpB2CpKUne1wH/ZrHql8Ts+f5d3dl/ipMxs9PvoG/nmrXvc7sBQCC60M7NRljHXmu/YtmF+iWm0FvnSFNuZ40c0AQH+Skdh/oMNm7fgyPGT8qkzZ2leXp58Y+fqM/3Hvltn4/6jBgC4svq7OyrRFuSlEfSlfLz+8/l+3Xccb85eKg+GB0dYJ+ZiyQGKLEjYAssfD0VSSuOUzMQwDFOUCCGlAKRzQJ6a57gf2tT0HBQZ5vTz/nT9HiaduiGPqlYaM5pUcakeZjGZedKm22n8tEaRSkcpEkuvJeJwUlb+io51PZXOwjy7DIsNv8Um43RajhSdYSTdq5ZNebdXh7R6n/1QJ9Ns5aoH+9tiFnycEpWcVbZh1QqFcs66r0wRh3dqKYzv16VQjse4nnvpWdgTdRljvv4ZHCF5kiz7KJ2JYRjnYQXmxyCEvA3gmwBvz4+Oz/vo/YphQU/fYOoZ5BaYUKr36zgSFAbts01cdopE0YFzDavkz3hnZIkYRMYlpaLuqx/DmHYfKlWJqakXG0ajEVu27zQPblknusWAlxp5aXh18+qV0L1pXdQq/6DlybW7SSgT6A+DXlu45zaZUbrfm3JTUeAqgP3uFGe7YdmVAPE+pfQVpbMwDMMUNUIIBYDPm1Se+26d8hOKYq8SABi4Jxo8IdJvneq61Kq6lbH3U8I8dCGtw0rGxITnt59FWS+9vKBVDde5YGGe2Jm0XMiCcDPNP1jz2c7jpWtWKsu3q1sNPZrWha+nAbIs43zsXTSs8t9mKz/Mkh2HMfH7VcjctAg8z359iqu0nDxbmYHj7kqy3I9SekXpPAzDOA9rkfF4P7aqVbl6dFzC6E+Wbbi/4K0RVXw9PZx+Ui+9Dr0jy+eKuTYfV5r8GG234WJymksN5J3pfOxdhAQHySqVio163MyefQcw9OVXUNrfWz0o4uMWx+e+/9DnVSvrnJlWXh56TBj0PHf7131WAIVbvWZcSgT4jskQLxBCBEqpqHQehmGYosQTUr+Gn2Hdt5fucgUOyTqtUWSRfOYNrBSKbKs9TZTlUMGFNmKefeG295ynaLXh7u6brFLXsoEl5tqguLCIEj48fVNaev0eP330C5Xf6tMZvft0+5/ncRznlOIyAIzu1gYHY65aOY6wcXIxFuTrralRNjzoyt17TQGwAjPDFGOuMxpzUZTSgqOXbr4tSpJpx+mYE0NnLjIXxaxvjuPwy5TX84dmpclm2XVaekoA4pLSnmxb7mLA4RBRoXw51/kLYJ7IshW/2foNGY7xvdrh3MJPhKKaTfVPA9s1wX0dn0fBVooUZ5FQCV7gagBwEEJKxpQ1hmGY34myHA1gVp7Nof/64m3LjrtpRXLeXuWDYZOoY8zhyy41TrOKsjY+16R0jCKj5jhaxsD2m3A3rTedkrem5OHM4s/wVp/OiuVoVq0Szt287VL/hpnC9/XYIT6STH8w6LRrlM7CMIzzsALzE6CUWiw2e7UCq+21E1di83acuVgk59WGlioteBvovPxcqUhO+ARqqNRIzsopMbMUejSvh7VffXZO6RzM48myjNXrNmDvrl1XG3vYLdeWzsD7A59XNFOlsGBEy1bfHLBxc3HGg6Av9LqKEO40hJrdTWAYpsSJyTQuMYvSGIsoDxx79Kop3140izlqB3hFrL2Vwl3IyCuS8z2JVqF+2HQntcR8FqzuVI/rFhHI9h9wAxkWGz6PinfYK1U+/tWksVz8qm/4qhHO75n+b8oGl9KOnbfcxtp2Fm+talXBwbmT0L91o3SlszAM4zyswPwUKKWOAottyNkbt84W1Tm3znqX32Yx8bstJpcoMlcSVOii1cNosjz+ycWAp06LUeM/qLN2wyalozCPQCnFnn0HULVuQzp23Dty1oVj1SOD/HxCA3yVjgZCCDo1rMVthwU5ePQ/YTtkWFkR2q1RAP7gyvEgVzSEbFY6D8MwjEL2mURxhdEumoviZM1CfNE+zJ/23X2eZlrsRXHKx5raKJIL0mlsSucoKgWiyNVfezxcZgVCl5VvFzHtbKxcccVhbMo0cbbykS1a1qqidCwAQKtalZGQlqkZNnOx5BAffmPKbheRnmOE7EKrepmnF+zngwqhgWO7NKp1QcXz/ZTOwzBM4WMF5qdEKT3Uv3WjQUt2HLI96kOwMNUoVxqbZryD9iN6xuXJyteYb4h2RNarmu7lUTKWwvWdtkC+fC9N26p5M6WjMI+QnJKC9yZPcTxftxJJXfMNN6BNY6Uj/c3qT94UhjzXip4ljof+A94Ek/QzTFgNE7WzVhpuKwEizsCO07CF2IGehJASs9KDYRjmD5RSmmN1jDmanPXjydScIjnnhi71ycS65Ym3WjiVY3MUyTn/zf57mTlDKoeViJ6yVlFE202nabeygRpOoXZkzONtuJViWZuUS7fOeg9RP3zOe3nolY70J28PPa78OIs7dS0exy7HWv/59TspGQjo9wZCB7yJQTMWsQqzG+v43izHRz9vINGxd2vwPNde6TwMwxQ+wpajPD1CSClPnXZb3UoRNQ7Onez8Hf8AiKKI0OdfkT/x8uUaqrUQFBrEzc/PlWij6vKyya+pAODYpRt4fe5PEs8R7P96Ch/g46VILmcJHzxB/vWnpVyHdm2UjsL8C+n66YvISautdI5/c/DCNXyzcFVaQkKKbwOo1TmQIQPSAVhJH+g5DWCTgasCSD3elXb2ZJ6IETJW4UHPTR64LQEVKfuAZRimhOIJ6abmudU/t69t6FchpEjOOf/SHeuquGT16k71uDKeyk2E8F+6V9zSrYHQIsQPMqWYfPomNtxKkbqXDeS+alG9WH3A70xIxyuHLtH7L3YoVq+r2OG4O6RX/3JKx/g3oiRh6vJNtqSM7Ly+rRsFVggpBQ+dBqO/+dVcpV5DzaxPP+GtFksiuXTYx0enLl4XnCXEoq0Hbr85/5fyAEAIXpFlukTpTAzDFC42g/kZUEoz8i3W5qev36Kbj0cVyTkFQcCQ7m3Jh8Yc2iLtPraYTYosveui1fObj5wV7qVn4dPvVxufnzhbbJZnJh3zrPSr1duKpuFeEapXqawYGVmR3S13YZevXEW9IW9WVjrH47SrWw3Lvno/KLhWBfoLTDgNmxwELr4v9JwBHFTgNLthrXYJrrHEl3k6F2H/c0cnT3B3AaiUS8MwDKMsidIdVkl+efLpG+ZUc9EMWV+uWlqb7xBp9VVHEL5sP1VqNvOAiiHcnOhbOJuei4brjpt2JqTbJ9evyFslWbprLJLOIUWmQSkvNAj0/p9Zp4xrmXj8augnyzYoHeNfCTyP6S/107zYpVXg0M+/k2qOmoyTZn3G8pWrpHlzZvEGgwEFZnOZCkPe8bDa2VjZ3djsDvxRXAaAIF/vAiXzMAzjHKzA/IwopZLdIbbNyMvfW1Tn/HrsMJK960dyceZ7CT31HooUPUN4AaCUfDpmmtjsyEXNdv9g4VVPH26Qh6dgP3Mt/ZOf1ks376UoEc0ptk57Uy3GxVx5+7337azvl2vSarVISEnVKJ3jSfh5GbBn7iTNaz07wKoWsBLmyqq/zFauDJX2Kh7eSoNxXQ5QXIPDAwAIkJsLuSullF39MAxT0q2zSfJMHc8VSa8MvUrA5YGt+bvD2uL64DbHfTXK3OdrEuzLXczKh0OSrVu6NvC4+EJL9ciqpfFls6rSFxduZf564z7EYjKmDNRrsblrQ/6rmNvxexMzlI7DPIIoU1V0XILSMZ5I69pVELPkc75JtUryK2+9U+qLr77R8fyDrmNlIyIQFhZKPv9tm8Ipmae1bM+xP//fx6D/MCUrd5WCcRiGcRJWYP5vLr32zbJOQscRRXbCLSej0enDr0sDUGTtn4HjsKlUCF7UGQQ/ntd4cP//K9TcKoZe3HxQqv/yJGw8dk6JeE7h7TDWWrFytbDk5+VsubsLKhXgD4vV6lZLM799YxiydyzhFr73Muq2qHP8j8fDwcMMynr3uhkeQHWoKABQwAeAQdFADMMwLoBSSjmQqICf9vl+ei62yM7bdcc5afmNey2K7IT/MKJKOI73aYrmIX7acIMO5Pe2dlqB17QN8w/4Mua2WHHFYam4FJkBqD0EvuLAvRfgKhstMn8X6qHhMnJy3eYXrmxQAI7P+5BLXDkXDQM0ZofNeuOPr/Xp2YPbfe6y27wW5oEm1SqiWkQoBYB8s7U/IcRb6UwMwxQ+VmD+DyildrXAHy7Kcx6/dBOleV7RQqc3x0PH/e+vToSgwsfefupXPbzoR4tXuV27jGxjARq/MU0aMet7+telVz4GD8wdPYCb9PE0YrWyVYCuxtvbGz7ePjCa3G/Z6cA2TfHBqVNN8/FgnEwABINXfoci5qlwIGgBLekMHdSAFUCa0pkYhmFcwX2TNR4ANDxfZKtzUk02VPT2UPTGc7jhf+eBcIRgQMVQnB/QQtDwhFt+474Cyf6blbFJqPLbYXnz7dS/Pf5qjQiUNmilL2NuscKfCyrrpYdkd78Vcj4GD9y5l+TVsUffsn88ZvDQ2155vg2rYbiZ2hXK4Pi8j8mCt4ZDkuXaAPornYlhmMLH3pz/I5tDbCvuW/5KUe3lFODtiVxZdunZmi94eJIOVgmp2blKR3kqi7cfkoPLVSQXU3JoQJ83qMXgH/PH14Z1aoHw4EBHbFy8ggmZhyGEICHq2AlPvXIb+jyrOet2QC1R4vn7W7EOBN2hExSOxTwjDxDYAS0AXiBkqoFwEUpnYhiGURKlNN7xWlfuvbrlLxTVOdU8B6X6Lz8JgeNwaWArGp2RZ5Zk91oc983FO7YWIX7cyIMX0XNHVLZM6b0/vjajSWX+anYBKzC7oH4VQnD88/GJSud4Fj/uOS4NGThA+8efx7809NzLz7VWMhLzjLw8dIiOu/vHniVLCCFdzn43jV33MEwxwgrMhcC7+ysvfLupaFoxt6sZaauh1rj07GCBEPTT6EnTVz60WmzusVTu+LVb5rc+m31z+4a13OVzp7i0u3Hk1a+XVV97+Myfz4n+ac7dWjVrKJiSeZS2/QbXXbbnqNIxntqijfukmlD9+T58CXZ5NUySHez6zB399c6fBHxSBaoLbYjuLE/IIMVCMQzDKEy1aKdas3hXA3MRTaDsEB6Q56dVF8m5npWG57mqfp72iaeuu8VA2S7J2HE3/ebpfs2lpe1qIfvlTpjSoKJf+y2ngxzSgzHL82WDsKVrg1MKR2Ue4lRqDhpNnFPG3TbHu3Q7Eek5efzAfn3+fKxK8w6N3lrwq3vdmWH+VD4k8K+b++0K9PHKaVil/E5CSIBioRiGKTSswFwITFbbbws377NIkvOLQoEZudcqCiq10cX7tnnwPF/BKnLVhr0rn7txW+k4jzVi1veajdt2Vv3jz15eXrhy7Tr/zvdr5P7T5lO7XUSv96aHz5j9pZIxmUeQJOg3HjuvdIynIkoS9Ga7WAH/vwlRTag5DuBPw70uAJgHAsBjKDwAADwg1oPatxS4hhzwk5qQpYSQygpHZBiGKXKUUpunir+y5FpikQxe24f75/IEkItodeGz6lUuyOfn6/eEwXsvULvo2uP6+FwT+u6OqkwAPfBg9ZiG53A+PU9dd+0xaenVRMTlFqDiikNN7hVYlI7L/EN5Lz2uJqWrMvMKHv9kFxIVe1ee9uEkh6en55+PbVj5i3rxtoNEFF16vhXzCB8M6h604K3hAIB1n7xZUDrQ39CseqX2Bp32rEoQ3iWEuPbdQYZh/hUrMBeOdbdTMnSi5PyZGY7IMnXXClTqmZGM8zbX7gf8qY+fuo1NRt9xM+jg0R+aomPvKB3pkcqHBNBJn3xKf125+s/HDu3azi2Y9xVH/ENsuZRLPHDuou7DadPB2mS4nkED+tLbaVlu1VvOZLZKnWRNnuYv8175By0WoINLd8Fh/oUHOLwKT4yCp8CBwB88ekOvrQX1S+Hgfx5DvGroCbdHQ8hdgZD5hBC2LIJhmGIv3yH9Fp2RVyR3T6/nFJQftPcCbb/ltGy0u26rjHCDDkd6N+US8s30+R1nxfHHr5klF51A4qNRQS/wtOfOKPl6zoMiZe0ALxzv2wyvVo/gY7KMyYn5Fse9Aqtq4J5o167sl0BBeg3CDVq6+9wlpaM8MUop+vftc37i+LdVf308z2iEVqOBILDOCu5qTPf2EPctR+8WDQwA8MXoF9S/fvBquda1q0yb8VL/1we0adzP38tw2dtDf5UQ8jIhxPNxx2QYxjWQouodXJwRQkjrWlU+m/XKC/0ISOUGlcs5/ZzDZi7GlWPn5R/9g1z+JoFIKTJkCV/7ao37F071UjrPX0XH3kWe2YxWNatg7rqd2H853rZr/aqztzLzmlStXPnPAQ2lVFyzfiM8PQ1C186d/twRnHENd+4mWAcOGkxOzp2oUTrLk5BlGT7dRstdRTXnD/5vX0uAmK0D/ALBBs7FVSJE8ADuQLSLoBtuUMdgpTMxDMM4EyGk4fou9V7OtYmDB1cK9VTxzh2+FthFlF9xkC5pW4v0LBfs1HMVBlGWMTv6Vk4ZT73v0MphSsf5m19u3Eev8kHIt0sYe/QybRXqlzy8cniuRFE9SP//wy6zQzT9cDVR3yUikFTxNSiYmHmYeZcTcu4EhPjOGztM6ShPZP6mvVhyMMpx9fyZvxWY8/Pz8cWM6ZnTejRjLRWKqXvpWYhPTse99CzsOB2T7+9teO77bQdPKJ2LYZjHYxWMQkAfVOk/5DjuVsPK5eadnP+J0++yzX9zGA7Vqpxt2XI8OTvfVCvMhe/iCoQgzuFAYpZV+/hnF52lOw9j/KJVmD/3i5ysiPrJM1aNrU4I0ZSq3qBF3969pJ8WLfjzuYQQYWD/vgqmZR6GUoofl/9K71y/krblozFus6Haom0HwIkS8XvIIhJ/cLo8yFY82CyOKYbK/P7RGwZBDaC1N+GmGkF/pH/ZLIlhGKY4oZSeI4REe6mEJlqeq/1CpVCnns+gFvBzu9qkZajfmQsZeVXqBHh5u/LkAIHjcDApS9+ptOtklGUZLTedku4YLVzPcoGx8y/fCd53L9P7eEpO6GdR8aF7ujfGXwvMepXgMa5OeQUTMw+TY3PgzaNXHB+OHZFfpkJ5X6XzPKmF2w5Jr40d+z8XuJ6enqhfr15KcmZOQGiA27wc5imUDvRH6UB/AMDwTi08byenj/TQadqaLLbpCkdjGOYx2AzmQkQICdCohHvbP39X27ZO1cd/QyEY9NkCKp67Rid5+7n0TOardhteyk7H3NeG4K0+nZSOgxX7T+D1b3/FuhXL0bXLgzxWqxWpaWmw2eyIrFSRzVJ2cTabDV169qXnL8Tg14mjyPNN6yod6YlVG/6e5JuSy9WB5n9+yZIhYi8s8nB4cBzrYlQs5UJGEkSxDISC47D6JEICASbJlM5SOhvDMIwzaQV+Qt0Ar882dKmvC9QXzaKjoJ/2yft7NuZq+rvUIrr/MergRXnD7VSSM6qzSwxAG687LjkoJft7NOb8tGpQSpFrF5FmtsFPo0JR/f0xzy4m04im60+gRtkw6dA3H/Keep3SkZ5IboEJoS+MQ1LcdQQE+P/P13sPHOLQmrJVKyaNUSAdUxSW7Tkm1ywXnnf6WrzvnLU76f2MbALAj1Kao3Q2hmEejVUvChGlNNMhSgM+WLLmgizLRdIPdlinFmS7xcQdsphd+k5BdbUG3XUetG7FMkpHAQBcTM7JWbX8xz+LywCg1WpRNiIClSMrseKyi6OU5vQaMMh6K+4mjft5plsVlwHAjxNMERAe+ksWDB5qELILVirDNXsxMs9GAsVKFFjXwITjsAmrYSpIxIOPCgq8pXA8hmEYp7NJ8oLLWfmrtiekxxXVOav4Gmj/3dE0x+a6/ZgBYH6rGlxVX4NL7Fxmsouo7GuwH+zZhPPTPthzixACX40KVXwNrLjsBvIkGt928ym82KUVon6Y4TbFZQBIzsrF8EEvWB5WXAaACW+9odp6OgZrDp0u4mSMs+2Pvgqh4wiM+nIp1+zNT7VvL1yB34vLAFBR0XAMwzwWKzAXMkmWt52PvbNb3Xkkb7U7fy+Tro3rwEejkTNlyaULzAAw1OCVP/jTBbK+04so13estP7IWfSYPLdQK2iUUjxus0Wb3YEpkydf79Gta2GemilC4977QNezRhntnV+/5AJ8XHtG0sOMa1Q/xvcfvZf/wIGgK/TEBkovw+ESF5pM4bCBogBUAwAESJeB8N+/1B1AY+WSMQzDFA1Kqa3AIb786uHLlTpsOV0kd1EHVgrhKQCTi3+k6gQeTYJ88nyX7qH673dhyqkbGLg3Wl52vXC7J4myjMeuYCWQFrepKfhoVP/+PMYlxeYWoPeeC0HXfpmLxe+8pHScp1YtIgw/zP/m/qO+3qJZU8z/cjZmbT4sZxkLijIa42SXb9+TOY5QANCohc0A4KHVLAfQA0CUgtEYhnkCrMDsHIsBICr2rtNPZLbasKtb+zP9PTxd/u8yUxS9NCar9K1vAD4QdNKs5RttO89d4lqM+eh/ppRk5eWj7RvTLMOmL3zi6SaSJOPzpevM4X3G2i/dTnzocxZu2YegAW/TMZM+afAfXgqjgOSUFBgz086dOHXa9u2i77WD2jZVOtIzuZ6YjFFbdjb7t+f4gENv6LlqUF09DZscBRvsbDaz29ODwyvwJKNhQCOoPQEgENxaAIdZ/2WGYUqYA0eSs4tk7NqjbDBuDG59N9zg+jM4U812w5s1y8p7ezRGls1u23ArlXvz2FX8cDXhf5679U4q6q45al1/K/mJj389pwDD91/M6rUzyirLDx9XNFt/Qgz5eT9/MiWbVZfdTFyeyWxRac7POB+PdIekd9cexYNnfEdnz5tf4d+e89KIYYg5c4Lcp7oLw2ctxs4zMUWUjnGm8f26cPY9y0jiqm8QHuDXBwAGt2/6DYDtlPV2ZRiX57o7w7kxSmlixbCgt6qVCZ0OwKnTKztP/AKBd1MbTPH2c+ZpCkUDjRZrNcF/DFbV+zOzbVMCghGXbSY7T16QujSpzff96Bs5JS7BUR+8XFcU8XPsXdW0Xzbik+F9HnrMe+lZ2B99Fedu3sbhE9GOuSoPMohTq7pOmCXd3/Td/0wR/Xrjfumzj6fwb499Te3M18oULkop+g0eLtcINDQ4cjlOBgCD3j33wNt//grUMn3sRTUBgQ20th2yeA8yYmDnAsFbu0CXkQBH6XxQ3IYocYDcATqrFzinby7KFA4OBNWh1p2BHSIgAcgnhEyhlH6udDaGYZgiMmRc7XKzAQx39omqrTpMD/ZqWq5+KW9nn+o/W9mp7p+DmwCNii9j0Nn7VwxVf33xtjmpwKJPt9gxdN8FqXGQj6NlqH9eu/CAoDGHr9Da/l6kko/hf44nU4rzGXnYnZCO02m58FQJ4vL2tf1qrD5KPz4bh+lNKv/t+XG5BYjJMgqJw9sjQMeGyu7kRk4BGq8/of9p0pj6K2OT0aBShMtPPnqU6Fv3pG6Dgx5bp+A4jsSZSW3qFyoOn/OTwHGEThjWL3tEmwZk9Z4jfkmZOVh5+Kzcv1sn4zfDnvMpguhMIQkN8MXYnh00E39YbTpy8cZyADUIIWXZhAyGcW2swOwk8Ulp82e/MrDFi11aDfD3+t8BX2GJS0yRsx0Ot/x7nOTtpwGACEElTPjiB+NQ0eHhJ1Numre/pqpKDWiA6ioNlq/dI92/dd/RpmV97ZLN+x0JqRmcn1Yj1dDr7XHZufYCi03vTzhVP7VWCNLwqv4eBqzOSOVe+/pn+u2bw4hK+P8fj0iBns93ZT2W3cz6TVtw/cYNsu+Tr4hWreYzc41KR3pmZ2/chh+4J7oDbwCHVtAJAGCEDApoKVA6HqLNCioEg0cdqFU5kNJSIHpUhtptLyZKmjRIUAH2ntD3WwMTzKAzALACM8MwJQKlNO2FSqHvr41P7jqgYmiAs85zM6cAZlEmSQVWuEOB+a+q+HkKk/0e3Dv+sH5FXc3Vx0S7LAuvVi/DfdSgktZbo9JSSiFTKk88eV3uWS6Y3jaahfW3UmSHTEkNP0974yAf45Jrid5lPHV8eS89N752eUEj8PimRTUybH8M7Vs+mNQN/P+fy9Y7aehSppQYoFO75bVFSUUpxSuHL8udGtcm/Vo1IsZttSDLcNuLnZwCM1elcuQTPfeFvr25F/r25kRRxJlzUaRBvbr+u/bulzbExItqtZrMmvEZP2hAP5+xb4y9N61Pm9IB3mw+hrs4cOGarV+rRunz3hhaK6D36wAwGsDHCsdiGOZfELbSwHl8PT1OfvXakKbDO7VwyvHvpmag5vD3sMo/GKGCe48DRUpxV3QgXBCgJf9bI5MoxZfGHFsFlVpjIASBPI96ai0opQ8tFieLIjKpbL1evWzBuNcHB4T4+2DR1oNyt5dev1QusnKdInhJTCFxOBwIrVAFU17ogjd7d3r8N7i4Tu/OFOWLd4XKKJyVpzIoNsEs+4Aj7aFz24uJkkgEhQACCopYiIGHqCVD6UwMwzBFhRBSzlPFX707vJ3OS+2cbgwjD8TQ20YLPdK7qdvfgM202JFtsyPyITOVAeBIUpZ9d2IGX8XXwKs5gtZh/gjRax45qeJ6doF0IiXLoeJ5bnjlMLXJIeGbS7czPqhXkRc4zvWXRjJ/2nE3DSMOXaZJGxYSrdq9Z55TSlFlzDR6/vhh4u1dODeFYi5eQrP2nRCz6FNUCAsqlGMyzucQRRBCIPA8rHbHGkO3UUMppa7dTJ9hSjhWYHYiQsgL7etVX7Lni4lOuVW6++wl3Nx2OLbl3fQnu8VbAn2fnyfuESg1GPR8bEoGt+CrOWjbsoVZplQDgK9WtYrSEZl/EXPxEmpWrXx96ecflR7VqbnzlgIUoRsXbl6bP3F+tcI6Xgxs8nnYuRHwgMDa6rulVEg4B9uiJCq+rnQWhmGYouSvVZ/7uX3tBl0jAp1y/AnHr8lTG0fGeaqEyo9/dslT4BBRZ80xm0HgVbeNJq6UTkNXdqwLg1qwZVrs2joBXvBmG/25LFGWcT27QCpVNiLqvGepxs83rat0pEIhV2t+QuUT0LwwjkUpRWiFKmhSsTTWT32zMA7JKGDmym3ZH/28viul9IzSWRiGeTRWYHYiQkhpD60mNmXdfK1eqyn044/6cinW7D2ODQEhCOD/p90wgwczo3dbzUgSRewhsiwCjg6EV51R8XKS1SqYMp58YxSmaKWkpKJizbq4vOQzRASVUjpOoanxwjhjk2yHl6aQVi7eh4g7cDgaQptPAL/COi5TdG7AgSOwAsAMADGU0vUKR2IYhikSOoGfPrxy+LsLW9co/IEyAP+le+nQymHyvJbV2UD5EW4bzdhyJxVH7mfR0+m5Ug0/T7FRkLd64eUE7vUaZenMplXYwMJFzblwiy6/myVe/XVusbkLsO7IGZw3kpw5M2cUyg6FlFK8N/kjyVMgOW+2qhbgqdOC49iEDHcTMWicIz3HuMchSQ4Ar1FK05TOxDDM/3LvvgoujlJ6b+qIPr31Ws0uZxz/u7dexPU79+U+cXe57/0CUVXl3kuinEEgBM/rPAAArwIcAA0A5EkS110yyQCb8umKsrNz0LlnH9ogspwcEVSq2FwUZuYacTM7x6slCm8ydjgEhENQZUNSb4ZZLgeBawANPNmvttsoBwFHHvzvlKbQnAXwZ4F5DPEi3yO/PoC7lNJMZRIyDMM4h1WSv5pYr3wgHvTWLHS7uzcknbed5S5mGuVDvZpwbA+O/1XeS4/xtctjfO3yBA+uDQUAUBEO+Q5JArtedEm7E9IxPSqerJ76VrEpLgPAmkNn4F+xmldhHY8Qgi9nTucBBLz21riczVu2es8c2Zfr36YR3L2dSEnSu0UD1YLN+54HgMTV36wHsPKPr1WLCFNdT0xuBeAgZbMnGUZRrALhZLH3U3xv3ktxyrHVagEnFk7lJo/oA+1zzW7ZOLBdVZ+QHRT+Pj4OpXMwD0iShIOHj2DB4h8olcTYka+8atbKdnn/7PdcvricbSzA6WvxWHXwFJIzc3AjMRn9pn6LVm9/hq7vz5HNVuufzz1w4RoM4CjnhFnGfuAN3aHnciHLq2HCUVgcFGyM5Q7UAAJ+3/gxGrZqhJDhhBBvT8LtuAp7JoBzAEYoGpJhGMY5Cn69mVRadlJNoGGQLxKHtycRnlqJAkesouSU8xRHap6Dr0bFissuIsNiw6rYJOy/l2E1EuHiiIMX6ZyxQ9G1cR2lo/0rURRxJyUDe6MuY+PRcwCA+Rv3otukL9HkzU/luev+Pg/rVkqmVLtmDaeM/xd8Pdf33XfGk0m/bKUVXpwsH710wxmnYZxgfL8uf/5/23c+70kI6UoIafjK8+3O5JutaQD2A2A7ODKMwliLDCfjee612uXLzDm36FMPZ57nfOxttHzjU+wtFQo9W/bzWPEOO/Tzv7T27Nldq3SWku76jZt4rlc/mp+fT2tEhND9syfyAFx++VpWalZqrzc+05zOy/FVg0ADIjfReCRFOIhwQrYE6kH4JEhyh5b1jD9//IYPALy7eCU2bNgvdYXeqYVzC2RQ0Cs8SA0Nu4/oFhyg+AkFf/45HPyE+5C+BP68G1GaUnpfkXAMwzBOQgghBhV/fX7LGpWHVg5z6rn67IqCiuPENZ3rsaLpE3j3xDX77GZV1Ryb9a24r2Juy1PPxXJB3p7SmN6duXdf6EZkWXb5sbLJwz+m8Yvv1ElITIS3txf19/MTzx87eOvQsROl9x44pPP19eHmLVwsR3/3iRTm76MCgLLDJko/L/me79CujdNyUUqRnp4B8/VzV0J5Ww2BtZp0C7NWbcOHP/1/F7kf3x018OUvl64GAG8PfVRugamhYuEYhgHAljw5nSzTn64mJH11PyMb4aWctyHzzJXbUZ4XqI6t/XsimZKEq/v28z17dlc6Som3ddu2jDbVygYseeclztUHyn/VaOwnnq2MskdNGEAe1AA52FAaoGiJB/ct6oJy9Nh1oWK/Ny1TxwzUjevdWSrYcMLpd/V04JAHucZqmKR6UPN14JTWlkwhUoGgMdRSKISb0bBXagHN7DsQxTRIjtbQ3laBJCmdkWEYprBRSikhZPaK2KRvh1YOc+pkjKPJ2fSr5tXYtc8Tis01cRczjahbylvpKCWaKFPr6oRMsufLSZpm1SP/rIS6+ph51cFTOJSUX+7q+dN/ZCUAVACqdOnUEV06dQQAvPv2m9yd27duV+jZp3z0oqncrmULL1dt1rKOM7MRQhAUFIjxXx2P2Lh+g3Rg9kS+XEjx2e+luBrcvhlC/X2NaTl5jvRco75vq4arVx86bR7RuaWuf+tGy5XOxzAMa5HhdJRSm8Bxi7/duNf6+Gc/u14t6iNVlgirLz+ZKLsNp85F8ffu30dBQcHjv4EpdNEXYjDx/Q+S3m1eqdSP744irj5Q/iujyYxEY76HFuSP4vJDcSDgQQyBeVbdqC9+wHPvzZLMoEVycesNDh2h4y/Aju0wszXBbqAONHwg+GpdoFMZwPE1oVZ1gE7PAzXWw3SaEFJO6YwMwzBOsPp0ao4tPs/k1JME6zU01Wxz6jmKk0tZRhKVkYfbRrPSUUokSilmRMWJF4IjEs8tn6tpVj1S6UhPZevJaIiiZHjc+F6n06F8hYoVDT5+pNzQ9+i8X9cF80U0o3j29E89n+vWDbXHfIT1R88WyTmZZ1cm0B/DO7Xweu+Fbv5zXh2kM+i02DXrPf3Atk1I1M3bn/p5GZawYgjDKMt9KjpuzGyzvz9r9AtbnHmO1nqPq+96+rB+J09oqMEAW+J9sWadho4XBw01ORwOUelMJQGlFBOnfCzVa9ZKbtauE2h6onPXwzrJ8Sux0II8cS/lutCgB/S4npKuFouwL3JpCHgBHhAA3IGd3UlxUxwIqkDVQACOEkLqKZ2HYRimMFFKzas7161e0dvDqTdDZzapfKd7uSBnnqJYea9uBf6j0zcdXbedtSy9lsjGyUUkLteE/rvPS6HLDuDbK4mcV5kI96os/+5WaoZcvWrVJ6oUa7VaXDp7kowYNpQePXM+2NnZ/qBSqbD426/5nxYtxOoLtx02O9uex13VLFfaNzzAd7BaEH4ghLBlFwyjEFZgLgKUUnvn97848NW6XU4bnE3+dbN/bbWGSL/31L4vimD9tR/NhxPwq95Lvc87QFU56qLH62+/w35YRYAQAt6YmdO9Vnkuac03mDX6BaUjPZMrd+/DH9xTXQiXAo9X4QlfFG2fNz04dIGe9wefuxNmSyrYNaI7qgE11wCaEAHYz2ZnMAxT3HTfEZXWfsvpS3edNFv2WHI2rmYX+FT1NUCSKeySjIR8i1POVVyMrVkWqS91VN0Y0ka3/MZ9+XhKttKRSoRgT/0tIbw09/0HY5C6eTFXpUyo0pGeidkuS5UjKz7x8zmOw7dffsHdvBjlxFQP90K/Pti0ZpVq0dlbN0d88QO129lY2d3otRrsnPmevlXtykP1GvVUpfMwTEnFCsxF5FDM9UMTf1gtJGU6Z3B2h0Pg4MxUdMtIhrZBtePTJIt5mSnfKecqbjwIwb6Dh1hPPifLz8/Hq2PfzP6ob7uAj4f3ho/Bqa0WnerFTq3QFXq3WjOqBxdeCpxmByw4j4cvERYhQ4ZcxMmYJ1Ubar4O1NFakNZKZ2EYhilMlFJ6Ji335Jgjl50yizlYr8bsC7f8yv96EH12RZmsonSi5qojcFZBu7gpcIh8TKZR6RjF3v57GViWJwurP36T9Gxe3+X7LP+b9d/OvNHz+W5Kx3gqz/fqU/lmtplWeHGifOXOvYc+x2q3F3Eq5kmF+Ptg5+fvaiuGBWkJIW65SpZh3J37fmq5GUppvFrg049cvOGU4x+d/zHXrVVD2rxBDelA6YAWl3Ny9RvNbEX8k6iqUiMvN4/1qHUiu92Ojt17y8cPH/ZWCe6/U/OK3cfMmZC8lM7xNAQQNISW6wIdrsFBr8H+t0pyFiT6E0zYCgurMLswf/DtraCHOEJGK52FYRimMNkk+ZcD97N4Z6zAq+RjwKm+zYmnSpCHVA7z6LP7fBOLJGPb3fRCP1dx1DLEj8+0sMKaM51Ny0Xf3dHgS5WKUDrLfyWKIuYsX+Mvy+41pKwcWQknDuzhBr7wAvrNXCpnG/9+LT3++zVmQ7fROHrJOdfzzH/HcRw4jntJr1FvI4TUVDoPw5Q0hLVRKDreHvrnt38+YWWz6pU8nXmeTTN+iLkdc6NOI7UWHm5857uoiJSitynXfvrsCXXZCLcf07kcSilGvvq6vG/vXsQvm82p1e4/WTyo5xipgRl8Wbjna5FBYQe9UABa0w9EiIHDUR2quEtwVLsCO30BHkTP7j+6rBSI2A+rRQZetlB5ldJ5GIZhCgMhhHQpU2rlus71BmqdfDN60+2U3LKeep86AV5gXYceb+udNHxz8Y7pYK8m7rv8zIXdMZrRfONJDOvWDrNfHaR0nP8s6uZtdJr0FfJSHz4L2B3Y7HbHnRP7L3mZM+un5+ThbEp+cpteA7z6Dh6mj/DSkC2fjWdvHC7Karfj6/V7MGvVtmyT1RZKKWW7uzJMEWEVhCKUZzJvD/L1vu/s8+zJyg48abPKVnbz4IkIhGCuxkO9a/de1nDLCSiVU7MS79hOzvuwWBSXAaDAYuW8nnCDP1fEgSAdct3NMPM/w4R7EHk1SLV6UCMSKvkOHI4tMMkxj2ilwSgrBAL6QK97AR7v1iHqKYSQlwkhGqVzMQzD/BeUUjq1UeQPFsm5sx6tokh/uJqoOZuWywbKT6hHuSA0DPJWFzhENjBwgmzC3+jaogEtDsVlADhxNQ5lSoe71/Tlf9Co1aq3v15aq8qLH9DGb34Gr3KVAyMrVTSsWvYjZ9V6yUcv3UDdVz+WbyWlKR2V+QetWo1Jg7vj9IKpfvY9P39ZLrjUF4SQBkrnYpiSgBWYixAhpHqj1z8ubzQ5d1ORwS/2Ck0I8sWwrDRa4GZLk5QSqVLjmzlf4dvvFlM2q7/wDBj2orj/x3nC5o9f04WX8lM6TqGw20XYKSVebv72GQYeLaAhvaFHD+g5AgIeBM2h5QPAZ6VD5qJhx26YZQns34Sr8QAHLUi9shCmlwL3LQ/c9yDcF2OIl0HpbAzDMM+qy9Yzg6adi3Vq2zKtIJBmwb66KWduYsqZm6xF2hPqWTZI1XDdcXV8nknpKMXGXaMZLTefNtcbNrTKjxNfdd+ZC/8QE5+AKpUj3X7wOH/ubNWCb+aSjIR4DOzXVwCAGtWrYf+OrfyS41fTk3KNXP2xU+nmE+eVjso8RNWIUFCKN0Y/3/Zdg1Zz3EuvO9OseqUu0v5fiseMJ4ZxQaxFRhEihBC9Rr2vcdUKLTdMfVvt5aFz6vn8nnuJzvcOIFVVaqeep7g4abXgY5tJ/uarOdzI4UOVjuP2zl+IQZvO3XB3xRy33tDvn0wWK4YPmXw/ON8ernQWZ7FAhh2AACAPsskb3D0j5CohbtoSpLijoLgPCQWQEQkVXQfTDSPodJnSlUpnYxiGeRqEkPIEiPupXW1uaGXn7tE058ItrIxNkqMHtORYm4wnM2hvtLwzIZ2kjuxIdMVgTw2lvXTgopSg1nMHv/6wWP0CHoi5IdboPZwPDQkpVq/rr6IvxKBa1So4ceoMAn294s2XjoeF+XrpQvx9lI7GPESWsQA7z8SgXEggbA5H4oBpC1LyTOYBlNJEpbMxTHHi3lPw3AyllJpt9l7nbt7ZsPrw6dipyzdi97lLcNYGCDe/nBzHistPrplWBz+12lY6vNjWDYvUmXNRCPH3EYtTcRkA8kwW6CVarLed14GDNzh4gEMoBI980Mq7YaGrUSClgnWScTUEBKUhoCrU4EFIO+iqEmAZIaSC0tkYhmGeBqX0NgWafHTm5sWTqTnG909ex70C56z8m1C7HI71bnqaFZef3Nu1ynF+GrVdw7NLyP+KUoqTqTlkQNumxe4XUONhSNdqtMXudf1Vvbp1oNVq0b5ta9SsU7firzGJiBz5AV7+cin+uTkgozx/LwOGdWyBFjUi0aZW1TKD2jVp6KnTLiPsA4BhChUbHRQxSmlBvtkyuHGVCnVnrtxm7D7lK7H80Amm6wnJhX6uQxlZkZNzs9iWz09IohTtunQmTRs3VDqKW0u8dw+U0qyjR47k92hSu9hNb5m9ZgdOmI3llc5RlILBk6EwkHAI2A4LrsLm3D4/zH8SCB6NoeFVwB5CCJt2zjCMW6GUnrtXYKnzxtErb3118Q6q/HbEOmx/jKmwV11yHIfB+2Jqbr3Deqg+qdhcExa1qeHgWE3mmcmU4n6BBWbCXbNS0B7N6ikdqdANnvZN0IWLl5SOUaQWfDVHd2zfLlxIypZbvD9Xzsg1Kh2JeQSe5zD7lYFcWCnfxjqN+h2l8zBMccIKzAqp9+qHZlGSvCml6tTs3BaVS4esLuxz+Bo8cMhqVi/Kz0OaxGYdPs5Fuw1NWzSFh0fxmnFb2E6dOYtPpn9OY+Pi/3zsZmwcPpw2nVau3UCuXKch4jf/5LHi9b6eX4x+odhdgfh5esAGWuxe1+OoQNACWn4kDKgGtX03zOl7YKYmyLgCu9UBCvkhvZr3wUKvg93nKkoSKOLgwEB4qF+FZxml8zAMwzyLS5nG5ZRSYpflUnqB70oIKfSKjUSp/qWDF7HlTiqsImvH/DiHkrJsTYJ8Wa//x5gdfUtecTMJBY7/v/7adDsVQ/ZdkAJ+3Ie+R65bDX0GVLu74Ts+NMBXwaTOoeJ5aswveQXW+nXr4OKZE9zlc6c5a5VmN6qNmmJbuvMwDsdcx5m4RNPD9mG6npCEtu98TjNZQbpI7Y++inZ1q6szN31XVdr/S4m7rmMYZ2EFZoVRSqkoyVc6vjerskMs3CJwxwY1sGn6eOzmJGmvihT+FOliJspuw4+//KZSOoerE0Ux79sFC0ndpi1RtW4jyZqddmL+3NmZ+7Ztpq91asxlbpiP8kEB2uK64ijE3xf2Elhg/gMPAgLi3QTaQDtAV8CEXMjcNdiTlqNAXo0C8TcUiKdgtcbARhMgkhOwIYu11igyMiBnQuauwxF+CJajKkJWsCWADMO4K0ppwU/X75HvLt8t9PexHc834vuWD8bYI1dkmyTfLuzjFzdHk7P4g/czlY7h8k5kGq0Tz8bJIT/vx+SzsdmO4LBjn15KdMgh4fyWWe/h7I9faAGguH40a1UCcnJylY6hGLVajYhy5atMnjxZ8+EvW9H5gzkw1G8rNJ7whTVi6LtS5ZcmibVfm+Y4fiVOfv6jeWLM3STScsJMdoerCH2//eCt77bsF64lJL8c3G9skloQOimdiWGKA7Z01jU0vxCfUI0jhV/v79q4Du5t/I43Wayhg4e8lztZ7+WjKqaDmf+qoVqD1VevcQUFBTAY2OSMh5n2+SzrkNplTJkbv/O22u34cecRXrx4tPm8Ec8DI55XOl6RqFepLCqptCY44Kl0FiX5gEN36Lk8yBAAtQe4sCAIyIXEqUEQAZ5mgSb2gyoiHaKUCNHkD8FL6dwlQQYkCcA+G2jVfFBOBIYAaAvAuTtmMQzDOImXWhiXWGDVOuPY37etBQDcxlsp/nl2URpZtXSxa+9VWCp6e3AHk7KkPhVC2M/oIdLMNnx19X7KlkUzQwghuJ6QhMu37/upmzVuGdOshdLxikz7+tXlRg3qKx1DUYQQjBg6GEMGDsDZqPOoWb26JvrkMezYvRcOhwPVqlRGrZrVk2b5lvPq2rmj59QZM6X0HCMf6MuGykWhQkhgik6jpll5+drMvIJwPGgr9xyldLfS2RjGnbEZzC6AAE0Gtm1CeCdumKHTqHHcYva+5mBL1R+lrkaLVmqN/c0JE21KZ3FFi5b8SOd8861WNOeHAoBWrcbYXh2h05SsjSTrR5ZF7woVYpTO4Sr+2AwQAILBowrUKA8VeHCqQPARPuAQCTUfCZVxL8yWPTDjDKwKpy7eciGrAHS+CceMFEhNAEwFEKoipPg1emQYptgjhBCZ0qZDIkOdusos1y56fxYVx66N/sXSdrW49fEpclR6rtJRXI7JIaLHzij5aK6l1B8zk6tGhGFA28YKJyt63742WF21ahU2IxeAIAho1qQxCCEwGAx4oV8fDB30AurVrQNBUIUN7N/X08vLC199MVO95U7u9WEzF6PTxC9w8mqs0tGLtVWHTjex2OwVPfW6agAa/f7wLiUzMUxxwAZRLqB2xYhuA9s1cWqVjuM4BPr7yDdZgflfjVfpNCpZVjqGyzl6/AReHzeBbP7kTVQKC1Y6jqKsNjum3Ljckj6k3zDzaFpw4VpwKg5EvgoHYmFPiIXjntK5iqNqUIMAsh3YRylNopRO04MM6AIdu9hjGMbtlDFow6v6GrRVndz6d2DFENwrsBK7xMaBj1LaoMOMppVVWp4zK53F1XTceobeMdnI8fmflPgVwuMWrsCrb4xj/5CeUrPWbaumioKk8g/GmMXr6fEcxJy7yTr3OMPcMYMFHw/9mWZvTsunlJ4D4NG1ce3xSudiGHfHCswKIoSUWTx+5Liz302r26pWFaefr3OTOvw+m4UVGP6FN8/j3tXr9NiJk0pHcSkeWs2tUV3b0LZ1qykdRXHa32dss47CT4cHQStohY7QcS/AA+WgijgGa3gG+0k6RQ/ofgEwmyckmRBCTFRet42aLyqdi2EY5mn4alTPXxvcZtaJPs28Bc65ly16lYBAnVrelZjOZmP8i5bBfph36a6abYr4d7UjwnL2zZ1MBKHE15dhF0VkZmWyOsNTqlWzBg7u2sbv2rwBW9etJskmR50hM39gA2UnGNi2CZrXiFxCCJEqhQV/QCk17zgd843SuRjG3bE3foXoNOof1Srh/GvfLPv6yp17RdLwt1XtKhjn45daFOdyZ6Hxt7VDXhpNbTbWKeMPsXFx5MzNO/L1hCSlo7gEHgQ2NoP5mXmAgwoEFaGS98Aim8EmuRS2LbC8CKAfB4QonYVhGOZpEUL8CCHU5JB+bLXpZL+i2AxNlmW8ViMipX2Yv8XpJ3Njkb4G7L2Xwc27dIcNhH5HKUVyvpn7au1O9jMBEOjjhcysLKVjuC1CCCqUL4duXTohM79AGLfgV6UjFTt5JjN2nIlZCoDr1aJ+yWmQzjBOxgrMChE47gYonaUS+INt3/nc6VMArt1NwvDPFoKKEtvk6TFGeXjBkZ0j/fzrb0pHcRl+AYHlbyQm87kmds0FAD4qFZtNUAiaQcOXgoADsLCmzIVsBAxpPDBKBMwAggGAENKKENJN4WgMwzBPgtfw3CYKdIrOMKp/vXnf6SccefAS1sanhOgEwdvpJ3Nzs5tW5T48E0tsEpvFDDwoCHIWs/fJSzfYHXMAFUKDUCY8nP0s/iMvLy/s3rwBB2/eo2sOn2X/2ApRgLcn9n/5wWK1Sti0eNvBPx8nhLxHCAlQMBrDuDVWYFZIgdX2pV2UvnaIUsePhvXacz8j26nn6/7+bMmP41BdVbI2ZHtWXr4+9g5t2ygdwyVQSvHmhPfo0HZNaNNqFZWO4xKOzJ2camBvn/+ZCgSdoOW6QV9wE/asXLCxc2ExQg5SgYwDYCBAC56Q8QT4EcB2haMxDMM8FqU0wybJ/RyyfHFU1dKVdAKf58yWDHG5BVgZl4zXakRwPOf82dLuj6JH2UCThueVDuISzqTlOg4mZZFtX0xkPxAAL7RpjJ/nfHpa6RzFQdPGjXAl6jTpNGx01Dcb9kgy2yuoUBBCsON0zAAAZ/LNlucFnv+BEFIdwGyOIzuUzscw7opVSBSi06i/0mvU8yil8nuLV+19fd4ym9lqw9aT0aC08FdXffXWcL5MUIBFIiRNdMLxi5N7soTZc77gKlYor3QURWVkZOKjT2dYpduXTy18tT9Z8u4odsX1u/PJKeFnwHqoFAYCAg4kIAuyzzZYJPn3dhkya0Hyn/iBgxW0BoA0Cqz1B9ecAhUBgBDCPvsZhnFphBCdiiOXCSGtFrWpeevVw5eNh5OycCnLiCtZ+YV+vgpeegysFAqbKN1jm/w9XnSG0b7huQYeSudQ2sH7mVgen5pQvkf3jCPzP0bVCLZQFADUKgF9R7xSI+biJaWjFAuEEIgqXeN524+QyUvXAgAk9j71n9WpUMbP7hBnqVXCLUmWRwOwAYAs00YKR2MYt8UuMouYtP8XHQBYbPZ9Zpt9JCGEUGDZnnOXiH/v12ifT+Zh4GcLC/0To2fz+ji27AvdrZ6tyPu5mXKezGYKPsoRqxlnz0eX2H8blFL8/MsKVKhZF3u2blI57sc1bcc29/sbCiAeDrYcoBA1hoYXAG47LLIN8tVVMNl2wIw1KJB2wGy9DnvsDbB9l56UAII20FIV4EsABIA/9sfXKKXsqoRhGJckvt5NBwCUUgsB7qk58rzw3Q6abxendN8Zhfprj6Pu2mM4l55bqOflOA6/dqiDt2uXK91nV1TehlspcLACziMdScrC1ezCL/S7i0yLHYP3XpD67I5GVtlKEYFhoaF1K5ZVOpZLSbh3z+vI8RNKxyg2goODsPyHRdx32w/jp91H6c9Rt65VGzVZ7PvJPEQMfVdacT3j/qjv1qYkpmUqHdVtDOnQHM83qeNwiFL5RlXK5wEY/fuXeiuZi2HcWYktohU1QkgtrVqV0Wb8jPd+fyiXI+SOwHMTARglmfb19tDtb1K14vFbyWkXnHFXkhCClq0bBB6zWbmO6cmYWZBrkik15skS2Kzm/7ePypKvn1+JLR7+tmZt/ruTpsgLxw7GqW8/4tUqthv2P/Vp2QBmUGJls2wLDQ+CHtATAYSqgCrtodN4gZMrQEUaQaP1Bhd5AjaIbEPAJ1YZKvISPIXB8EACxJm/PzxG0VAMwzAPQQghap57z//HvfcJIREAIFPcB+CpE/gOFFgBYEHDAK+r3mph282cgttOyoEQD433wL0X4PfjXpxNy0mQKUW6mS1a+oNdlHEhy6gO99AqHUUx3XdGSbehws0VczFhQFel47ikplXK83sPHGQzmgpR29at8O3c2TTdI9gxcuxb1ca/M0Hwq1BVmj5tKt+tZ+/wfJkPfHnuT2yg/BQ2fzZeJe5bjhc7t/IAMPH3h7cqmYlh3BlxRjsG5u8IIaUBJP7+xxqU0qu/Px6k06jnWGz2bwGc4whZLcnyoC/HDNKqVaqbr3VvV4bjCv8eQG6BCRl5+cgxmrBu9Y6kr0+eDwvgeCzyK4UIQVXo53M3H1gLbP2mfqh5bfTLSkcpcna7HdbrZ2NUOWl11GpWWP43wT1elVpYOD4IrN1eUVmBAtoMGlIe7H3qWZyDDdEPZoHrKKVsY0WGYVyGh0p43yxKswCAUvpnSy4vtfASIcRmEaW+Dpn2EoCODkoPrOpUt6enStjcJSKw0LPIsgyjXcSJ1By0DPG311t3jEvItwgjKodJi9vU5AUnjM3diSzL0Hy/G9ZXn0NJ7Fdtk2mipVO30r5eniXvxT+FQxeuYewPG+jNi1Hs51REjh4/gX6Dh8kpq78u2W9Sz0iWZag7jwQh74m5mQABAABJREFUJEaW5bpK52EYd8TefIpG5dKl/MwAoNeoP/zjQUppmtlqGw7gIseRDJnSkwDw3vervd5e8GuZKi++L15LSCr0MD4GD1QKC0ajqhUw86PXw1Z/NBZNG9akv5jz2fQMAA0oUW/bvtOsdA4ldO3dT1qy/DdWXH4C+76eIgeCZ/9milApcHIiRHZX9BnVx4OFGQRoonAUhmGYv1HzpE2LEF8AACGkzh+PG+3iT3k2x28Ome4BQETgEAAM23+xSvedUZh48joVC3nTK47j4KNVo1vZIHhpBPXm5+oL27o2wN57meR8hrFQz+WOOI5D2zB/868375e4z+PEfAvKLD8Q7qnXs6LpY7SpUxUbF37BmjAXoWpVqkCSKZeew96nngXHcVg28RVQSusonYVh3BUrMBeNQwVW2xoAMNvsA7Vq9V5CCE8IURNCIiilDlmmNQAsIIR4ARgIoMydlPT1by34NcuZwQRBQL9WjbB+2tvkxymvX6dsSjuSvL1s61b+UuKmpcZcvISTp8/yQzs0UzqKW/DQaVRRgligdI6SpCN0fDWoryudw11xIKgClVkA2iidhWEY5q9ybeL4K1n5fzQPvUAI6QAAhJAwQogOwFIApSilMiGkpURpFIDOi64k3Np+N92p2Wr4e6FLRCBuD2vLNQ7yOVnSh8rpZhvqBnipXqxaukQVWSml+CL6lhwREkgFocRdJjw1Qgj27d4VeujIUaWjlBgBAf5IuHnFJLOtNp5Z27pV4e9lMBJCSimdhWHcESswFwFKqZSTb3q5ZrnSb/IcN8/mcHQc3a3NKJ1GvUetEhYSQgRKafrvxd0IlcC/zRGcLBcSqLufkZ1WFBl5nsP2nNw6L2Wnl/heWbvz8zR5RqNG6RxF6fDRY9nN2nXC8I7N5AAfL6XjuAWVICBGtPhLrA9zkeFAcAl233zWh/mZ3YFDL7IZzAzDuBhK6Q1CSNMqvoa3AIgBWvUPIR7a2RqOrAEwlFIqUUozAcBD4J/XC9ysEL2mmwfPecXlFcQURUaB49B0/Yn6v94s/NWF7mTx1QTczDWVqOIyAHHQvhj7ujtpWDB+JKsuP6H9p6JKrVq3gQ3aitCtW7c9vtp8kE1hfka+Bg9kGQu8AHgrnYVh3BErMBcRSim9dDtxAQWtDMB6KOZ6NYvN3sbuELsBcBBCQgHAoNP2D/D23M7zvPp2SnrP+KS0avM37XX6B3N6jhHvzP+FOigt8b8TXja7vHTZryWiakgpxeIflqZUzr/rd+mH6Vj41ogS//f/pEoH+kPD8TQDJf6eTJGygwaeAetM8qzsAKXAbqVzMAzD/FO21R5/PTt/PgAhz+5Ykmq2vWeTaXMAP2h47mfyQLCKJ40cMv0wxWx7K8suBn50OrZGisn5beU/OxeLS1klawLCwwyoGII9iRlCchH8zF3BpSwjjqm8rk5+73V1ysbvuMZVKyodyW10b1oXew8cZHs+FaHgoCB8t3G31710py6CLrZibv2xbRZuKZmDYdwVKyYVMVmmM4L9vBNTsnK7G3Tab/7ypSRCSI8Ci/WjyPDg5xyiFAgAWpVqy/jvfuPOx95xSp5f9x7Hiv0ncPPSzTRqd5Af/AJL9O8EpRS8SrDXq1OrRMzMuHT5Ct6Z/GFIKR9PlAthK4GeVrcW9XAZDlZhLkJ1oOYTIVKZzWJ+Jl2giwGwROkcDMMwj6IX+PkGlfABgE+BB8uE7DJ9EUCOmiMf5NrENq1D/dr/8XwCHK+44pBTsthFGa8fvowcq0M8k5Zb8EbNshheJdwp53IXBQ4JflqVPVCnVjpKkVh0OUGeeuhCrdoVykAQ2B4lT2N4hxYw5hnp2ajzSkcpMYKCAvFc507Sa/OWs6r+M6gYGoSFb4+YxNqGMsyzKdHFRCVQSo+brfaOof4+0QUW6wceWs1NT502ScXz0KpV41QC/+3RSze+JsDXpbw9M6wOR0+dWhV3NzXz8Qd/SqnZuRg5ZwmOfrc2T7dkc9BP/oHQl/CdsS867GjRpZP9uU4dlY7idLIsY/TYt+Qu9WtQQkpEPb3Q/fL+GPLxS33vKp2jJAkBDx0I0liB+V+lQcIZ2KR/tnBxgHoDCFQmFcMwzOOZHOJb9Ut5z/VWCzcAdNDwXL6W53K1PNHaZWpWESzcfz9rn4oj2WU9tZkqnrNSOGc50fADMVgRm4QMiy1jYeuahk8bRzrjNG5lxc0ky9fNqwlCCbhmuJxlxG9xSdw3bwxlA+VnoFYLODj7Pa5G+dJnlM5Skox5eSR/JzOPTYD5F5RSfLF6u7jt1IW/PW7QaXAxPrGqQrEYxu0V/5GBCzKaLca4pLS+AOqbrLZ6+RZrqChJaaIktXGI0luU4iIFJmXnm2wAEF7K72rVMqGF/iHxwtT5ciO1Rh7j4enNEYLSgqqwT+F2rJSifft2uvT0DKWjFKqTJ47fffWNt6WExESIoghJkvDLbyuz7969g98mvcYGzc9IrRbQq2e7Cut5i83GejEXCQKCvtDnerOPr0eioDgIiyUGdsc1OOx/PJ4AMWE/rOUBBCkYj2EY5rEO3s8U8+ziSgCHbJLc3yrJPnqB1wCYJAH9ARxzyHTk3XxrgEWSu+zp3mhDbG7h7rtrtDuwIyEdazvXQ6SvISTCUwcNz9rvWiWJBntoitsEP9OkM7H5P12/B7skwyZJAFAw+tBlaUjHlrRW+TJK53NbNcuXxs9ffVH9zQkTRaWzlBQd27fFz/PmxCmdw5WduhaPKT+uE0bO/iEvI/dBy2q7KBoHz/jOsurQqZYKx2MYt8Wu0BVAKc39/X9nU0rNAHhCyAhRkgkAaFTCQgC+kiyHA0BielanxmM/Lpi/cU+h5gjz8XKMNniz34G/aKzW4LO33lFNn/1lsZkeKUkSRo19OyT65HFSuXYD6PyDsWTm1OROvrLfzZ9mcmo1W+73Xxj0WvgH+gmnYWUzBYqAAxQXYFdbWEH/kewAOJCLADyrQ7XrwWMUu2GJAJAFgM0kYhjGpcnAtt//N5hSugcA55DpAYGQPJkiEMBgDhj1x/O7bD3bpvqqoyjsXsyNAn2sncqwFmJ/9X69Cvrnd5zjb+SalI5SaI4kZXlsScnz+CT6tuS1ZA/K/HJIFrv0kFZ+OYVf/M5LbCLGf9ShTmXDT8t/FaIvxCgdpUSIi7+Fb5f87FPMbgIVqrScPBvHkTcSV31T1c/TQAFg/ZFzqdtPx+jyzdZRj/t+hmEejhUXFcJxJIbnuHLAgw0AJVneM6hdk09KeXs6REmuxRNyWKMSZALA5hD1oixbxy9aiQvxCYWWYeWnb2vK1692KkF0FNox3R0hBJGEEI26+PSV43keeQUm9QcDu3E5mxYhbvlsjG7XIDTIzxteHnql4xUL22a+y8dD5NmGf863Exb5Ohw6wgrMj6QBSQoD34n+H3t3HWZV1bYB/F5779PTTXd3K42CUmKAKCE2Ngb6mqiI3d1BKSogIggqIN3d3RNMx+kda31/AO/nq0jNmdnnzDy/7/qu15k5Z+97mDNz1n72Ws8SQp8FX/4KBIL7oEEGNgNIrmjTzgghFdKeU//bFDg5VnZrxhUdUmIL7BIz7DJ72ypJjZVTLb4MIJ4BWs9Zq0NWYY6xWrDomkvwZ3pejsHpz+ZpdWJcsMuyoVSg9mqMAcUlbqTP/FjO/ukj7JrylmRxOmLrVaUFP6HQoFoaru/WTowafQ/nvMLM4QlLBw8dRsuOnZGdfiyZWiD+uz7tmr/Nufgk5qrR3gajHs3btP8Invrqx2oARggh/jQ7HyGRigrMJuFcdDI47/rXz/2weO06v6rp79w7QjKEaBTUdMlutRxJiHaBCRg1khOWevyhnZkxLiP9kqleN73T/0WezeZv3rRJRP9uGIaBGbNmg3MuZv0yx+t2e9iy7XtgtSqokZJodrwKp161VNxzTW8RlFmB2VkqOheYSICEBNDM+3+zA2rqTmgljDElD/zJ3dDYYei6AUyj4jIhJBIIITQANfC/Ky7EzkLPjkbx0VrfmimFAc4b6EIgSpHgUCSLDMyItSlFocxhcG6/et6GlO0F7lAeNqId9/jh1w1WK9phdpRSSff4sTKrAALwf7HruF7oD0oAEBflQlJcjNnxKpzPHr6VxVhlLRAI0DikDMXHxUGWZTw3chANlM8i4eq7n7RZlB+FECWZ+YVvPvzxt4ETBUV2APPMzkZIJIvoIlokE0KoQojDAMAYu4oxlmRw/pvHHxjy1FfT1S7NGqwF0N2vas2qJyd0Vg1e9XhuQY9uLRqFNMehY1miqqzQ6+AUD+foMPgaXH/dNWZHuSAHDx3G15OmAADy8vLx48xZuP2e+4R32SxdPrDJ9cywAXh+1LUmp6zY3rnvJvbiSw/knYBBN2zK0CWwyamQ3YJmMP8rK9jpiwomhMhhQF4mDAXABjNzEULIhRBCpAshPIyxeMbYNQBQourXHizxLs70BtNqRTs+AVDVo/MWVV32J3VgWPPEmMxQZtiS54bKBaq5bKE8bESbvj8LP/Vrp1rlyLp8mH4gC1vzSsCFQK4/iBt+38zfTPcE2bVDHc26Xqp8/+wDZkes0BRFwfI3HrNtXrNyc25u6DevJyclJMTjlxnf64fy3UVmZwlnNVIS/JpuZAKAbvDFK3fss1tkueQvrUwJIRchskYGFZQiS+9aLUo/ABBCzLPI0ncxLsebjLE0qyIP33rw2GoAdZx226xf124J6bnfGjNKmuR1I8cwaGoGgK1qED169EB0dLTZUc7bshUr0bZzdyz7ZbphbF16oOvlV+jDb70Dd/fvzpxWxTLgktYYO7Q/tcMoB8U2ueE8+CQ/qMZcVqIgoQWsliPQK07zxxCL+f+39m0AYADdr4bzPgBLzMpECCGlUJUB3+Fkix/Doxn3HPf415So+mMyYw8AEHsLPa8y4PolGfnJWgjv87ZLiUWPqgnG9b9ton5yp2zOKw50r5pgNzvH+TK4wJhlO4zRS7YL7dJu7p9ZzJHak//Extwiaeq4B2yMMTw5fBCu7tLO7KiVwjPPPt/yof88QT3lytDlPXsoyU3bHj+QkW12lLA1qHO7fC7EA4yxfgA23n9Nn6sXvvnkILNzERLpGK2WDV9Ou22JIkmHSnz+2wBAkeXrE2Jck7OmfxjSQd1TH38bGLJ2bwE4rxrK40aiN4oLkN+xnbFo3i8RsU34osVLxaDrb2RPDx+Ix28c+N/PF3m8iItymZis8mp/1zOG+1AWesMREa+hSHQCOv5AwBiFKPo3/heT4Znvh+jnBGvtg0gRQiwwOxMhhIQSY6yVzNhSQ4g+Qoj1jDEWbZFXjm1dt8PT7RuEbHn4isx8HHX7949oVL1BqI4ZyWpMWmR83rOF3K9WitlRzsvQ3zcZK3NL2MqPXpDqVDm5YSPnHB5/gCZfmCAjrwBNb38av82eia6dLzU7ToU19KZbtChfvuWLsbRf3ZkYBv/D1vfWKy5r0/SHPzfv+gnACiFESFfAEFIZ0QzmMOYLBHueLi4DgMH5DI8/6F+ydXfIzhFQVbwx6w/7cTVY6YvLANDGakNGRma53XVRVRWBQABZWScu6Hmcc2RmZfmS1cKd08fd+z/FZQBUXDbR3FcelY/BkItpFnOZ0QEICNq55Cw6wXbFzYhCfzhWS8Bcxlh9szMRQkgoCSG26pzHCSHWn/pYuDXj5Sl7M4JBI3QTJL/cfRwf7ThaN2QHjHA1ouw8wxvaPWHOJmgYyPEF4dMu7Gd6wheEIVu29b6iZ+DAd+/8t7gMAJIkUXHZJNWSEnBH3654+PGnaKBchjwerwTQUPnfaIZ+xQcPjOJ/vP74DQ8N7jsx1uWYYXYmQioCKjCHKcZYI8bY/2xdLIQQ/qA68lh2/rpQneeZr2aguqyIqjLtAwAAeyGMPr0vK5cC84kT2Zjw6uuIq1ITVes3RrfLr/Sd74qCBx97whg4cJDcLJo1v7JDyzJOSi5EWkIc5r/5OFJjorebnaWiygeHi96+zqoRLLIdDImQHRywSkB/szMRQkiosJO6Mcb+XkGZpwvxZVFQD1kFdFF6Hh/ZqBqtmDllf5GXdamSUC7nOlLiQ9efVqPapEWI/fJ3TNx9PHg+z3OrOlr9sAw/RVdtetfgfi6nPWI6elQKb9w1DOOGX5UrhNDNzlJRbdm2TRrUuY3ZMcKW3WrFPYMulwCgW4uGjmKv/1LGWJLZuQiJdHSFHqYsivypVVH+MeNMCDHv8rZNR27cdyQkb8gHj2ZotRWFy/8Yn1dOxXVr+2+7aYSlrM+ze89eNG3TQVs3e27gQZsTK1OqocauvbY/FixUl61Yedbncs4x+dtp8lt3DqEdZ8JUz1ZNoPRoVm0rgjQ7owzUgYLaUPLNzhEp2sE6ngMbzc5BCCEhVF9h7B0A/1M5FELwIyW+h/IC6sdH3f5Sn6RE1QAw1jguqtTHqgg25RRhRMNqgUZxZb9S7sUN+7WbF20taZkQra247lIcHXUZZh48wTbmFAWPe87+s12Unge71WoMvewSmkEThiRJQr8WdVIv6dYzcDw93ew4FdJnH7wbTExIoD2WzsOAS1rnOG3WhwCoZmchJNJRgTlMqZreK6hpZ6w01hr2MOv5yEvun5avL/V5vht3H38+NpFmZQDYo6qIbdLQ0aZ1qzI9z29/LET3Pv3EbZCVF4u89iGuaFgkCQ87o+XVt4y2Drh2iBhw3VD+4KOPazk5uf94/qYtWyExJrq3bFymOUnpXNmtfcIGqJKbWmWEXAwktIUl/id4i9fjvCYzVVoCAgXgnQGErrcSIYSYTAixX+O8vRDijJXGrj+tyrl05kq/RyvdfIwYqwVLr7lkfa9qiaU6TkXxwfYj/P4WtWWpDCemGFzggWU7jHe3Hpa+v6JNzFeXt7J0So1HVZcd31/Zxjph/X6lxbRleHD5TvHhtiNn7Jvx8+ETRofmDen6JoxJkgQ715x3j3mYNvwrA1f172dnDduXtLxrnLr3eJbZccLa0ez8+LgoV5QQosTsLIREOiowRyAhxD5/UB0y9IUPsWrn/lIda9PhdNvDRXk6bfZ48pdh+qxf5GPHj5fpeX6a/YvW0utnNzij/jE6H+CIwhRnHDNWrTU8k6dZ7hx4je/mO+4yRt52p7F85SoEAgHouq4FVJWdKCgq05ykdC5r0xTtGtXl6xGkgXMZkCApl8IWu4UmG5wVA4MAukrAPWZnIYSQ8uJW9deCBv+9/Y8rAqUd4z61dm/TiXtoliUAFAQ0jFm+01qW58j2B/HbsVx5waBOchXX/7a2cFkU/Dygg/xa5yYIGFzPD6js3qXb1ct+Xm28vOEAP1LiAwBYJEmWJVnQ9U14m/nc/dLS5SvlDZs2mx2lQrr0kkuqtenQyTLqtc9ptstZRDlslgK3ZxxjrIrZWQiJdFRgjlBCiD9ddtsDHn8grzTHaVO/Jg4aurxerdyzAINCYA5XVZfTaURHRV/0cQzDEJf3u8q4494HDE3T/vF1XdfRuWMH3B4V86/HqKYomOCKsdwdHYtn8kucPX9fLB+ZPVcaNuTGYFRyVfHxsFGiGRhvf/ezvMRb+uWfpOw0TEsJ1oRMf2fLSCG4UAC6ejyHVrA6OPAiYyzF7CyEEFJeSlT9OovEVgeM0tVW2iXHRj23bp/glbxYuS2/BAdLfGq9WGep/iGWZOQFW36/jP96JPuMX09xWNG1SryvTXLsvx7jrmY18VnPFpbnOjaU3uvazHpt3TR55qEs0fqH5Ua3n1Z5O6bGYfGmHXjiix/+ORgnYSPG6cClHdtrtWrUMDtKhWQYBnbu3iPqpCXRtchZpMbH4urObbnVokw0OwshkY76UkUwbyD4We205K4AbrjYYzjtdtzYpwt7+o8VeC8uSW1qtZXprIRwtU9TIfXuJcdt3iLd/8ijRv16dTHuif/IiqKguLgYObl5qF2rJiyWf2/PXFJSguUrVnpTN2yOWrBps95q9ZrAnJk/2uNiYwNvvPu+zeGwszlz5wXqZGbz/1is593nubnVhnesNgbAVmSPQhxkK+KSsAM84FLkDAD1QvBPQEJM03Vc5ohetwbWHmZnqahcYMHLYOcAaCv4s0iDjHpQ/HkwOgKYa3YeQggpD0II0Sk1brRdlvaiFJNqHmtTD29tOSQGzF3P51/VsdK2Xfhq57Fgj6oJ9oXpefzhFTuNvjVT5CtrJgM4uRmfTZbw9xnHf7erwI2p+zKUG+tXlW5auNW4uXE1483OTSzzj+WqW/NKbHkBVf/p4Aljap/W5/2+bpElPNCyDh5oWUfWOYdXM1yxNguurZPKcmKi9wohmp1hM0gSBjRDxx9zZmUwSa5tdpaKKBAI4PLuXf0vDWhf9k3TI9zzN1/n2HroWFOzcxAS6RgtHYpcjLEq1ZMTth/57p1SN4b79JdFaLxow6aYAnfbUGSLNIYQ+EgLGE0NLs8P+JBrsQTvff4ZOS421njoP0/aoKq6X9fZptXL1MaNGjnOdIyk6nX02oZhvG2PttkZw9ygX2xz2gO1SjyOFWoQusTE1VY76+Nwws5CcyP5KZvw3TZykHNoz04hOR45P4VuL5w2K2xnuU/wyMdTMefnJYErBG1dXlbyYWA7VHdVKNENUeZ7c0a83VDnLEPwFwBf0bphQkhloEjS+Le6NHnqvha1SzWpJs+vYuKe44FH29SzopKuAF2XXYQFx3J1i8yUDTnFWJJZoO0a1l16ZOVuMfNglmJXZL1rWrzv5/7to89U0J1/NAeD5m3Axz2a8Tub1pLy/CqeXL0naJGZFGVRLKtPFCLNaROPtK7LLk2LD0nmLE8Ao7ZmGjPGj5HjoqjGVp6yC4qRmvDvs9ABoM6o/+hTvvlK6dGtazmlqlw45/juh+n45KOPSha9/GCMRaG5hWejajq/9IHxH249eOxrIcRWs/MQEonor0wEi3LY73HarKUuXnHO8fyXPxrvOmNbxFgq5QRmyIxhjNUhA0BvhwsZumb76ouv/TUyTjiGAbg5OkE5qmmY99sf1saNGmHHzl3oO+i64F233aKPuf8eJTY21jb4mkFs/o8zFYd08rrjKruTXcXhQFQMRp48TchnT1xS6HXe++5E9O3QEjGuM9a9SYjtPZTufnjMa4Flmifp4Rv6s/G3DIYk/fNac/L8ZUZ7IVNxuYxoEPgZPqRCjqqDSjuh7LxwCCxD8IgXvH802OVuCC+AaWbnIoSQssQYi3Mp8giZsVJf7yzKyMPkPRnyo23qVcriMgB0TI1Dx9S4//5bfrXrmPLE6j2BhrEux9wBHdCjWqLy9Jo9MT7dMFwWRX5xw37t853HxJTereXuVRPk9imxiLdZ4FYNCQCSHFZ8cVlL299OE9KxcpUoO7IzMzHum5nGBw+MosFCOcgvdkNOq71+2PuftT1x/Ci+euRW+dJmDf7xuEWbdqLI7VU6X0KTZMrKxCnf4pHHnxJP3tiPisvnsD/9RN4tr39uaVm3xgN7j2fdwhhLEUJU7h6ihFyESjtIqggUWRr29r0jSn07ftTLnwinqkv1lLP0f6hkqikWPFvsc9waFYObT/VLdjKGJ5+fIP80+xeMf/k1HpOfbzvw3oeuOk1b2cY8+rjxzBOPyVWaNJK9vPz2URjkjEISF8a9702kjeTKwV1vfSU63z3OUTvIk3tyG/tw2q8i5ep7jL9vuLhq5z54AkG5Ft3DKzPZMKAAfCCczEJvZWclgeEQtKrpMGQ3hFMBrjQ7EyGElIN6LotcZXSzmqU+0P1Ld4jRzWpSgfIvbm9ak315WSvHMx0aoFf1JEiM4XCJHwPnrpeWZxbghfX7LY+3rWd9aMVO1J78p1iRVYhv+7TG/KM55bo77w+Xt5In/b5cXrFjX3metlLyBQJoedezfPKKra3nzPhevm7oUHblk29h+Muf/qMX9oSpv/BRI4bxs7UfJKUz4+fZxpCubdmjQweYHSXseQPBpLW7D8ZOWbCSBVQtBkBzszMREonoqjwCMMZkxtg/CsnNa1d/8pIm9Uu9y9u6Hfv4SFc0k6k92VklKwpa2uz60/c/FJjx82zpuNWKu1yx+Ei2YfnUabxT115qraSkoOsMs1nL0vuuOPnEkYxi3aAac1nZvP8Iuo2ZICb/toxdIewKA0MtKLgRLtYuAPmTse+vHvnse975606uplqz44DeCTZdCf2kdXJKGiTeAlZ60Z+n3nD8d3lKHKQ2lzJq3UIIqTgYYwpj7O99e/c+3rbet1Ipx7d5fhVuTWd3N69J103n8FT7+jji9vM7F28LCAAzDmQZm2/oLt/XohZ7YvWe4Fe7jgevqJFcrnffmyREY1ybOth96FhWeZ63snnzx3loeMsTvGmzZhhz792WmJgYvDL+OenA9s24+f6HgllRVdePfOVTXlDiAQAkVK3mv/fO2+l3qgzdc9uovDHXXWF2jIjQsm4NDO7eIXD641v7dh9tZh5CIhX1YI4Az998Xffxk2ctBdBRCLH+r197657hv9x8Rber4qMvfiLzs19PR8KfGzO6M6VaabNWFl8ILZjevKnlqR37JNupC5cFaoAHDEO6ylH+Pd58DEbj9x4rTIqPTSr3k1cQhmFAMwy89vXMok9+WxY9sGs7efO+I0a/urX3523az1YX5tdvDIuc9C/tGHZD5asRlGpXSTHu7tBm975fVtGd7zJ0CNqJ6lDSrFTEP2+HoSELxuLt0HrJwCRdiFvMzkQIIaHQp0byn6tPFMZ5deMSIcR/Z8j+p2296m2TYrcPqV8l7mKPzTlH/7nr/dP7thXRVgttKnse8v1B3Llkm9YoLpq/cmljGwAYXGDM8h38+Q4NpWTn3ztjlL19UQk7a/Xs0cxurZztAEPBFwjCabeJy556L+AtKbY2rpEqHzxREFw667s1X/+6uE0gGIy5/eabEB0d/Y/n+v1+XDfsJmP5qlXyoE6tMPH76Zutrqg2JnwblUJeXj6Wzp217ZqGyS3NzhIpfIEgXv/hV3w5b8mMEwXFQwCkCSGyzc5FSCShAnMEuKlP10FTF66cHe2wL3L7A48osnSJphufM8ZsAPwFP3/KStt/V/UHgzcPfzQ43O6KqUY9ms6LJgQsYTLrO88wcL07Hxs/nYD61VLNjhNRVFXHkPHvi9/WbWVtrK7sdipL3Qcd+6EZqZClRrCwmPNc7BGAwAYEeQE4HwQn/SKVEQMCX8ODkXDBQQtxLsgMeL354C4GHOJC1DM7DyGEhELThOifdxd6rgZwpcxYY0OI34QQ+xhjdw+olfLWz/3bl7owvC67cO9vR3PrP92+gSxL4TH+C2c655AYQ2lnkIfKqIVbRLYrVvz22n+kM+2dQf7dkq27ce8HU4x9RzPkvOMHMwOBYNW33v+Q7913QNww+Fr5xusHw3qehfvVa9fhtrvv4+OfeYoNHXxteLw4KqAvJ07GR++9q2346DnqQXIBthw4im4Pvej2B9VoAIOEEHPMzkRIJKECc4RgjDUEYAXQpEpiXPes/KIxsS7H791aNOry84SHSz1o9voDiB90F651uPjjsQk06opAz5UUiE02Ges/foFVTQrN7tuVwaCn3uSr1+9kPWBnKZDAaEZs2OMQmAqvaAsLa47ynwUVyYrBMQteNQg8JIT4xOw8hBASCowxBqAPgJXRFmWGXzce1YUwHLK0fnrfdlFX1kwu9TmeX7cPL208gE1Du6JFYkypj0fKV0FARbMfV/LBvS4RH465WWZhUvgOdyVeH+rc9B8x+vZb2aMPPoCUlNL/LpGy99sfC3HjzbeKrGnvMquV5rxciM/nLhb3vjeRAXAIIQLnfAIh5L+okBghhBD7LLI8SZJYUmZe4QMAalRLim/7w7j7Q7JUzx9UwQGMdMXQayJCjY9JYHUDuhg24SN6IzxPQgic2HHY2xcOlgqZissRQgJDZ9jYRqicg26SXohYSLgMDmt1yCPimDTS7DyEEBIK4uSMmeMMyHZr+iiN853VXPbB/2lbzxGK4jIAHCz2oUNKrKDicmRKsFux5ppO0vTFa9jslZvKdaPBSLbtWJb/sUce1F57cTwVlyPIlX0uR6MGDcUdb31FA+ULNHpgLzaoc1vf0J6dxlktSn2z8xASSWgGcwRhjNUDcEwIoTHGpH2T3vi8btWU20N1/GGPvOJ+IMcdbWdUY45UQgh47daSRq88UOxwOmr8vXVKoduL3ccy0bB6GpJi/9kfraKZuXwdPp+zBDEuO3q3bY7RA3vh818XwyLLSIyJwrqNu7IK56xJZaAXfaQREMiDURQNOcoORlMzLlAuDPwMn48D7QBcCWCSEKLI5FiEEHLRGGMygLoADgghxNV10mpP79t2i8RYbCiO/+uRbOT41WO3NqlRMxTHI+YoDmqw16mzsaRRi9bJcdH/mMm862gGAqqGVnVrQpYr9vCQc4573p2IjLxCxLoceOHWwWCMYfbKTaiSGIeCEg8uGTh4Q4duPdubnZVcuJycXKxd9ufB/lXt1BLtAgkhcMebX6o/LF47I6Bp7zPG6nLOp5mdi5BwRwXmCMIYaxwX5ZzqD6rTFFnuN6RHxxZfPXpHSqiO7/MH8cKoJwqG2JwJ4dIvjVycMb4ibaPPZ2lQNZX3btccDwy6LHPMx9+lLdm6R3FaZF4rJSmw7vMXK/RGNfnFbjS4foyoIWRwgEcxyd/R4sperLprZMJQghAsBbJxJewKzVyOTAYEFsGf0wv2FAstyLkgAgKrENR3QDtdnH9ACPGhqaEIIaSUYm2WxySGq4uC+lc2WXp33ZAu9qYJ0SHb1W1heu5hp6LU6ZxGrcgi2bESPzrOXitUg7MOjesaQ3t2kmsnxmXe9cGUKnnFJUyRJPH2vSOKbr6ye4X+Qb/w7S/BH1Zts/a7orcoLCwSd9wyKrdalTR+3fBRaSUlJXB7PNKn77+D664eZHZUcpEWL1vuXT1zivXxGwZQL+YLlJFXgC5jJvjTcwtOz9iKFUKUmBqKkDBHBeYIwhgbabdaJgVUTQKAgp8/RWk39/urxVt2oc9jr+GJmHhcWrPqFvVEfutaCr0XRaoCQ8d8vw+7DE08kprm3lBQFFNLsaCx1QpdCBwb0HmfUiO1wTVd21e46qoQAr9Mnb/6t8m/XipR8bhCmw2vIYNJA+GkH/QF4hD4Df6SdBj2JrB8sAvaFCHEVrNzEULIxYq1WbY0inM1Wp9TbL+mTiqm920X0uN3mblSrMspZvMGdMiqEeUQNaLtVV0WWkQTqdacKMS0/ZmId9oDI+qnWZZnFsg31q8CqyxBt1gLfrQmKZe1ax5TIyXR7Kghp2o6WPsrdljszuayLJsdh5SRAwcPoUHLttj02QS0rEuLLy7U8u17cctrnx3OKSypPqRHxy5TFqw8JoTINjsXIeGKCswRhDHmAOADgNppScaBKW+FfDTw2vdz8exX09G9VROs3bYHi1OqgTbBqJhWBHwY53fjjbuHidEDL4vYH/K2Q8dQNTH+f1p+7D2ehTa3P8lvFVE0rbWCW4IAjkDjtyCaftYX6TO4AQBWIMCBr3RgjBCCmxyLEEIuGGPsVgBfA8Ciqzuhe9XQFwabfrfEyPQGpepRdmNg7RTp1Uub0PtPBSSEwJDfN/EVeR5p+1evIDU+JJ1WTLF4y270at3kfz53wwsfomGnbuLl8c9G7DUAObeioiLEV6uNB6+7Em/dM9zsOBFpw95DxiX3j5drpiTq2YXFalDT+wghVpmdi5BwRAOiCCKE8ANokBQbve7qzm1DtjkF5xxtbnwo2PGucfzXVZux9pMXcGXHlnAySVBxueLqanfiIZsLL0z+GZF2o4lzjn6Pv867jXrixBP3vFJw+UMv6X/9+oH0bMiCpi5XBk5ArwcLvZeVQmfYUBWyOgxRdifYbQBuMTsTIYRcDCHENwCGuhTZn+qwhey4yzIKPNUmLuQD5q5Dm6RYqeD2PixocJZst9H7TwXFGMPMvu2kFKtsTP59eWQNlAFs2ncETW5/Sl/hc2x5cfYydeqCFf/z9UMncnlcbCyNlSu44pIStG3dCmOv72d2lIjVrmEduVGNNOPNu4cp058b41RkaTFjrEK3miTkYtGgKMIIIQ5ouuHs1qJRqXpj/LZuG+pc/4BR55p7tIV3Tdg5ntltTU4UwHYoQ9zx1Fve3QePqfUUhWawVXBX2Z1wChE8lpNvdpQLMmzCR2LNpl2sVlZJWhUuJexLz1KufOw1vvtoBnIKS3DHm1+IOqDXb2VQA8qJhqDlyaXRAlZcBafVDoY2sNlawXLM7EyEEFIKOxiDVD/WVaqD3LJwC685aZExcsHmvG5V44MfdW8uVY+y8w25xfjp0InDbk1nzRKiQhSZhKuxLWvJK7fvdZud40IUlHjQ96m3+aBrrpU7dunW+sbrh1ge/GSaeHbiTARUFRN/X45dRzOl/lf2MTsqKWPJSUl4YMTg3VEhvOFW2TDGsPPr1+TrunVA/06tcFu/HukAgmbnIiQcUYuMCOSy2/6UJKnHps8mSHWr/HOPv8/m/onxX83g6z5/UaqenHDGYzz04RR8OHshnoqJR1+HE3b2//caPJxDYazouKZFN7BaqSlXRSdLRquvniuSZTkiGsx989sy3PfWVxgMF2JO3SMrgIHNUA2H1VLUldt8e3R/9VqwMBtNYq7wNiEo1kNlI+GCi+6ZhkQejNdnwveKEKLI7CyEEHKhGGPVARx/sm09/bkODRVZ+udY4NKZK/QqDrv0U//2//rGUW3iQm6TJenn/u3RMjHmv58P6AYkxnCg2OtOddqiE+0h20OQhCmtVt211nYdOpmd43wIIdDmnuf0ek2asVnffyszxsA5x7QfZ+Ct9z8wPnrztYNVq1evum7Dpqjrr7vG7LikjOm6jrrNWnHF0KT9k98wO06Fcc24d7vNWb1pxbkfSUjlQgXmCMQYs9ssysML3niiXedmDQb/9WtCCFS76i5D1zQ5Li5G3/fDe8qK7fvw45I1uKlPV3RoXPe/j338s2niqh1HtziLPG3K/ZsgYSPP0PGoUxKrP3iOucL87vbxnHzM/PSn9ZuWb+4QTcVEAsCAwHfwQgaM4YiiG2IhsAR+/z7oz3MhXjc7CyGEXAzGWMMm8VH3bbi+60CrLNX969d+PZqDob9thEWS8EKnhhjZoBp+PZaDHfluPNehAZynNu3L9ATw3rbDJa91bsIARJ/pPKRyuGfZTp7Yojl/6fahYb1kyusPwm+Ikuy0pp769etVdTppFT8B1m3YiE49LscnD92KOwf0NDtOxPMFgkgZfF8goGo1hBB5ZuchJJxQhSYCCSECAVV7pd8Tb9zV57HXPOm5Bac/j+L0ExnfxCaW/JJcFTfqLLjp1ueO3P34G8aiect4rzEv4OZn3/MKITD242/FRzN/Z3kFxWkmfzvEZEmygoK8Av7zyg1mR/lXuUUlaHHL40bLkY/qe5dvoeIy+S8JQFdYCxPpNREySZAdFqCt2TkIIeRiCSH27SpwP3jjH5umPLVmD/ipCTWqwdGvZvKyo6Mux++DOqFLWnz6jgJ3zhOr94hfj+aIWpP/FOuyi9w+TUev2WuMxRn5VgDUB6OSu7lhVenDnxcqATVkW+CE3PeL16DmyLHii83H5JYtW1BxmQA4WR/o0K5tsHfP7lpyLN0nCwWn3Ya0hFgNQD2zsxASbmgGcwRjjCUDyGlTvxZf/8kL0vhJP2HRzAX+d2MTz9if+aiuQRMCSRbLiStOpKc9FROPa5w0ZibA28WFOFgzma/+8PmwqdIFgiosioIZy9bhtlc/E9W4xLvDLlPbC3LafmjYBbVwIBzxMhWYQ2YR/P5D0F8yhHjJ7CyEEFIaMmNPc+DFVYM7o0NKHBp/u0T/tGcL9KyW+I+ZqAYXWJyRh06pceLB5bt8U/ZluIruuAIuS1hPWiXlpMa3S413xtwsX98jPDplcM7hD2pwOWy46pl3+LId+6VP33sbI24cCtqknQCA2+3GTXfcpQ1s1SDnpm6tqikyLfQLhRKvH1WHPhAMqFotIUS22XkICSc0YopgQohcxtgVjw7t//Kolz9p99OSteyNuKR/3fyvlmI5/by0+6NiRXOLlUYfBABwR3Qs7s4vVv1B1e6wmdtL8Prn3+e/rNwocQC3V6+1uTi3KLUbt1atBwuNiggAQIXACgSMI9ClXrBTcTnE6kHxZsOYaHYOQggpLQ680Tg+Ss3zq683/naJwYWQL02LO+P4V5YYetdIBgD2XMeGrupRduFUZBorEwDAnQ2ryJv2HSm+vkenWDNz5BSWoM29z/GCohKpds0awb1rl2289qaitp/2vsxes0YNM6ORMLJm3XrcMOpW4ZAgTbxzEBWXQ4gx4PEbB/7y/KSfqLhMyN/QDOYK4KqmDabu2X902POxCVJDC200Qi6O5LIXt/rkaQdjzLQX0c8rNmDk+A8xCA7EQQKj2crkDHZCDW6HqvSHU46h4nKZOAJ9/u/wjxNCbDQ7CyGElIZ+7wDW7sflJb2qJTqe69BQjrbS/BpycXxNW650NW7SxcwM3ca+qtVq2ET+4qP3pagoWolKzqz1JV2NHg2qym/eNQySRGPlUDM41wc+9dYHCzbuGCuooEbIf1GBuQKYn1It4biu7WhttVWhJVHkYm0OBvBhrI1v+HSCJMvlPxAp9vrw0yc/rVjz++quOgAbQAVmckYnoO9MhtSMZi6XneUIqLugPSmEeNvsLIQQUlpZt/S+6YjHP7lDSpzZUUgEG/jbJu2y3j2UsUP7mzJAzXV7/a5LBpyAJNURQiAmJsaMGCTM5eTkwrNzzY5aNt7c7CwVlRACjn63GbrB44QQHrPzEBIu6Oq8Auifm1k4tiiveLrPw83OQiJXG5sdR7Jz2Z7jmaac/+PZC3HP7wu6ToIHP8ALHazAlCAk7K2D2nAZgmbHqNAOQBMAtpqdgxBCQqHqpEVbev28Rs/103sHuXiXpcVZpixYYdrsrDajn7HWbdG2Tkqt+rj5zrvoxUzOKKgG0WDQzc3zikrMjlJhzV29GRZFyQPgNTsLIeGECswVgBBCeIR48013kcRpRjophXhJNjbuO2LKuZ8cPgiPDb8KTepUR6OaVQIWq5JvShAS9lQIao1RxpIgqwCSzc5BCCEhslcIcejhFbtooEwu2vX10rAvPVvSDcOU82/5ZLzcvHoKGlRNEXWS43NpaT45E5/PD6fDgaQ4muFeVto0qA2Dc/oHJuRv6Aq9AmCMyQrwtgTAT+MMUgqXcEnJyi9SzTr/72u26ocPZ4j4YwV2Q9UamJWDhK/j0FEMLjWDxewoFdoVcFitwAjGWG2zsxBCSAiMkRmrvaPATUuZyUWrEe1E7cSYQGZ+kSnnV3UD6/YdQeM27fiwW++ozqg3IvkbIQTGPvkMb1qrqjl3QSqJ6skJeOOuYeuinfY36feQkP9Hu1xUDPV1IAYAsg39WF3JWtPsQCQyPRobj+b9euwE0MaM8xd7fKwDrLwhLLTVMTmjJEh6Z9gK7ZBodm0ZOgbdpgID0yAvB/C62XkIIaQ0bBJrEzS4dWeBh+5OklLZOapPHktJrG7GuTVDh9VqxaTPP5EdDocZEUgEGH3rTd6Wek602Tkquoc/ntqdc9GjdmrSqwByzc5DSDigGcwVw4nT/7FLU9PMDEIim58buOzZd1ppul7u51ZVHT3bNZXrVE3dVe4nJxHDAUmxg2nfwaPtg2mT7Su8apDRBBZxGezXyYzVMTsPIYSURpCLKRwnZ9ac8FHrWnLxnlq4vvqHsxaU/0AZQKHbhz5tm6p2u532KSFnxBjDVQMGRD846decVqPHGR5fwOxIFdZ3T93L3rl3BP/m8dE3MMacZuchJBwwat1UMVgZe/1aZ9SDj8bEW83OQiJXgHP0ycuCVZa5IkviiauvyIh3OPiTP8ypAZwctHRuXNfzwg1XZR8J+BsO7By6ic73vz8Jn875E81hQRfYQ3ZcUvEYENgPDSsRxI1wwUX3SsvMCRiYC5/PAC4VQmwzOw8hhFwsqyz5tt7Q3dEgzmV2FBLB7vxzG2ZmFiPaaTeiHQ5j54+f7L/tpQ9q/Llus4sBkCVJTBw3JkNTVVfLaolJiTGhm0iaNPh+UVTiZovnz0HP7t1CdlxS8WRmZWHk7aN5IC9bLH/3aVoZWoZue+ML/0/LN2z0+APdqS86qeyowFxBMMaSH4mO63CjK/pLAFXMzkMi01yfB1NKSoymsMoCQDwkuMBwDCfbeAkADjBYAMyVgqJ4/pdMkkJT3Fu1cx+enzQLgaDK01wun7R+vz0RMrXxIf/qB3h5EyhSS9jMjlKhbUTQ2Ap1hSpET7OzEELIxbIrcofiO6/sIzP2ktlZSOTquWCnOuTOu6xNGzeGEAJX9rkcR48dw45duyGEAOccndq3x7gJL+n5B3bJPz57f8j6sz7z9XSs2nkAqYnxuhKbmD91yuTUUI3DScWzddt29Ow7QOTN+IB6BJchTddRd+RYf3ZB8XCD85/NzkOImajAXIEwxmzJkrzvk4TkmjUVajFHLszqgB/bPIGtso6WDGffrEBA4Dt4xUv3j2D3Xd0npDky8wpRZ9hDuAEuRNPMVHIWbhhGMXhedVhSzc5SkfnBMQVejQtBK2QIIRFNZuyaQXVSJ03v2y7G7Cwk8nxypLBwyHtfBqtUq3bOloRLl6/A1UOHidzp74dsMsZpt77+OdKDkvHn/Dk0M5X8K8Mw8NvvC4p6ONxxDhsN4crShCk/47Xv537gD6pjzM5CiJmoelOBCCGCfsHXf+op5huCAahCYGBOpr5TDRa/Ulywf3HAZ3ZEEsa+8pQE9+laq3MVlwGAgaEFLHj92zkh36H4kY+/FVUhG1RcJucSDVkuhPDkgjbKLksOSBiN6BlpTL6BMZZodh5CCLlYHFg0+3B29Je7jiHd48eMg1m4ZMbKoGrw7Z1mrPB6NVNa65II4NcMjJm/Oj4lLe289rvp3rUL4mLj8P6sP0Kag3OOueu2iyfGPkzFZXJWsiyjR/eucY9N+iWbJhWWrXE3XQPPr18ujY92jTA7CyFmogpOBeMR4sHVwcDcKV73tAJuIIcbyu0FOVfN9nsnvVpSqG1SA+D0BkP+5pCmYpuu2i6kqNsIVlZLtmaFMocQAn+s3sxbw0qDZnJejkOvvRea2TEqg2GJkCcpwOtmByGEkIslhHArEhvx1Jq9iw8U+5ZM3pOOjbnFNudn81vuyHcHn1m7z9hb6DE7JglDty3dLqJcLsjy+Q1RGWN45/WX0bhendxQ5vh+8RokJSWhz+W9QnlYUkGpqoYvZ81PpQJz2Quo6oyAqn3DGGtldhZCzEIF5gpGCJHh4fzq9xKSR3zmLh5iA1vHgVUceFkTYuprJYVrqRRD/i5JVpDIJK5DnPfLwwaGFvkB18yl60I63WeELf5AFVB9mZwfNwSLAbWWKw9VIdsAdGOM0S8oISRiqQafVhBQL+tZLfH6nQWer6It8n8AQOWi06Q9x/cvSM9baXZGEn56pMWzalXThNfrPe/nXDvoKlatbZcThzKzQ5bj6st7pO/evB7s3AsOCcHx9HREOZ2CenWXPbvVilZ1awYZQ1ezsxBiFvpLU0F1yDom5vq9MwOCdxJCGEII4eb8NjvYoDXBwHEuBFS6k0lOiZEkfJyYIlWHUnQhzysSPH7kSx8rqnp+Neb8Yg8e/ngqGo54xBj1yqc4lp3336+t2rkPDYc9HCzw+hoxKhiS82BAwAMuVaMbEuWiNhTYwFIBtDA7CyGElJby8a95R92+O0pU/Q0AEEIcKFH1Jh5Nn7Kn0IOgYYBm/ZHT7m5eCy/165bucrku6Hlf/DCr6d3vTuLn+/ilW3ej7xNviDZ3P2e8O+M3GMb/P3XMB1Mw6u2JLlmWaaBMzsvmrdsQG+U879cfKZ0HB18ZlRwXc5PZOQgxC23yV8kwxqKdjK33CdGotcVqfJ6YSpUZAgBYFPDhpyK3ty1sFzRyng4vv3v4QOmFWwf/62MmTP0Z7apXzZnz/R/Fcw8eqlsbipwJ3WheNe3wbdf3tbyzaHmtNTv2oS2svDWsEhWYyfkQEDgILaseLFXoNVNufv1UlAw0OwQhhJQViyQN1IWYAwALBnVCz2rUep6cdN3qI/lvfDMpsVHDBuf9nK3btqPL5Vcie/p7sFvPvNHa0excvP/TAvH6Uw9vGfv5jIYBNWivVbOW9OPMn/Q/v3p3w0eff9l64vylNl2S2ewfvmNt27QO0XdEKrpgMIjZH71ZNPiS5nFmZ6lErpZ7j/rF7BCEmIEKzJUQY8zeyWp76JGY+Bc0ISyLA37vTk215HNDnpyYKsu05KpS+tPvxQvFhWIEXEy6gGLdPmjY5mRG9uxPz3izYuO+Q+h833j0gwPVoPzj6wEIrELAaA6rnEIzUckF2gV1X11YGtqpwFwutkNVVyFojQbbWh3Km7uEOtXsTIQQEmqMsfrjOzb88KZG1a70aAaeWL3Hs6vA7XikdV3pnua16A2nkur48zp9yF33yE89NvaCXgOtL+nK+zarLb10+/Vn/PplY1+B7owRv/08k0VHR//j6z/P+ZUvWb5cvPjsM3JUVNTFhSeVUnZ2DuZN/uzoqC4ta5mdpbKIGXhnUNV1z5DuHRfPXLb+GVXX95qdiZDyQgXmSqyV1fbiAV27wydE6unPvRibiCscTjNjEZNwztEnJ5O3hIU1h+28B846BPbakNmrSYOcN7dsacUZg0WWRJPqVXwznrwn95pXPq5+4EiGMhxRdEFGQm4yPPxy2KUz3bwgoXcUOn6DH1fBgYUI+PwQ1wsh5pmdixBCQm3OgA7Wu5ZsX1cQ1BoGDe44/Xntnv5mxiImmnP4BEYt34tDO7ciOTnpvJ+3fOUqaEV5m37548/aX02bnmC1WITVoog3x9yaWa9KsqXPmOdSXn7hefbAPXeVYXpSGS1avBS3jb5LPzTpNRool5P2d48zHDaruHNAL2XMh1MyPP5AQyGEz+xchJQHKjATMMZqxzFpahOLtdMb8UmKlWYwV0qcc9yVnxtQDaF0h/2iBiE+cAQhoJ76OBUy0qGDA6hJBUBSBqbBw1vBKjXFmZedkrKTCR3z4S/WgTZCiMNm5yGEkLLAGHPIjLW0y9KSt7s2td/WpIbZkYhJdhR4xEOZBiaMe5p169L5gp8fDAZxIjsbRUXFKCouRr26dZCWmoqPP/8S1w4aiBrVq5dBalKZrd+4CX0HXStypr9PF/gmGPbiR/7f1m+b7/YFhggqvJFKgArMBADAGEt0Mvb7AIerxaPRcVbambjy2aMG1VEFOdYhcCKRWlWQCPEdPLw9bFJDWMyOUintgMq3Q/2tWPABZmchhJCyxBjr7VTk2Quv7uTskBJndhxigr5/7nYXOWOdG1YsoYEyiQhr1q3HwMFDefYP70pmZ6mM/EEVXR+c4HX7/AMOZuYsNTsPIWWN/tAQAIAQIt8nRJ8//L5tnbLT0fHEcQQEbThbmfiFsALAJqj0gycRIwVSsOYZbojoEAiCbqCWteawSjfA1WIki7JfzPMlxg7HMunRKCZd1PMJIaS8CCEWqgYfOfT3TemWT+bhnqXbzY5Eypm7uChq4+Yt8tLlK8yOQsh5qVundkH/ji31M33tREFROaepfBw2K9Z+9Lxr3+Q3e7OLmMHHGOvOGNN/fPaB+owxqt2RsEcvUvJfQojCIm50sACvSkDR+mAw2+xMpPy0sdkxITYB8WBUYCYRwQ2OBrD47X95K9PBsQFBfA+vcRR6ThHo5VzWDKDGTPgOMcYSLuR5jLF6AqhtA3vdC+G3MPbVxQy+CSGkvGicz0r3BDoxYNeCY3l7fZphdiRSjuYPaM8G1k5B/fr1zI5CyHlZunhx3viRg/6nj9ze41kY8NRb4uZPZhofrdi5Tzfo71hZUmQZ3y9e81iM0zHxQp9rUeSrAcg3v/bZHgAGY6xHyAMSEkJUYCb/oArxpCFE/G4t2KHjieMwqI1KpdHL5kAj2brb7ByEnA83OH5DIGEWvPohaEeXIXDsK3hxEDrvCJusQqQshP+MszZI6FjAUAtKvAWYzhiLO9/nNYTyTidYtQ6nNhXVgdvKLCQhhISIECKTC9HsiNvXeNC89R/1nr2GBsqVRIzVgrc6N0EwEFTP/WhCzPf9z3PqtrzzaQx4/qNgri1hY8J19xlt7n4WMdXr8vfeeE1+f/KPdacuWGl2zArvyvYtbIAYalGU2853MoWxcHKV1vVq3rz9y1fQql5NAECNlMTLyzQoIaVEBWbyr770uqvJAMYW5vny6M5mpRCAwA+Gt7nZOQg5HzIYrABqQ5HrQKnVDbaaoxGFG+CSGsKCVMhwg1OfxHLQDTZ7A1i6OMBW3M1izjhwZoz1Uxh7187YBhtjOT1hv6IGFMs8+MGAhVUg22kDFEJIJFmZVVh7aWYB+3D7EYPTn69K4cvdx/HW+x/QahsSEVKTk1mt2rXFM8+Pt6W169auKOu4HCjIxo9TJ8rNmjZB186Xsrlrtpgds8KLj3Zh+Xvj7NWT499vXLPKfWd6DGMsRmLs/rgo1w/xUa7Do9/66o/VHz6f+Nr3c9W1uw/KiiwPOJ6TP768sxNyIWiTP3JWjLFoK/DWja7oPvdHx9U2Ow8pW2uDfvynMF+MQhQNnEnEMyDwDTwYDCfiaePKchGEgBXY8h28tiDEZglo5oIkrodrx0YE+zAgJQkyS4IEJyQYEPge3uEeiN+FEAVm5yeEkAtxqidmm0S75Yul11zatFF8lM3sTKRsXTprDR9y7xjp8bEPmR2FkFKb/O00PPv8eOPgpNdooFwOvP4gZFlS563dsnj021+nAjgshGj/xLCr1tzSt3v8E1/80LVT43r2Ng1qoUWd6pCYhLxi9881hz30NYC5NBGDhDsqMJPzsr5KTWlsYe6ndsZGTohNdEjUJrNCeru4EMv8fuMqOGmQQSqEfVD90WCOKrCYHaVSKYSBdBiIh4QkyLDjf98zOAQ2QsUuaIcDEPVowEwIiXRTereu8sbmQ6uf79iw1qA6qWbHIWWk5g+rjM8//1Qe2K+v2VEIKbX0jAy8+dbb7jcHd4umbTDKj6brmLN6M4o8PrRtUBtNa1WD1aL8z2P2p5/A8Jc+DhZ6vOMOZ+W+YVJUQi4IFZjJv2KMyRZguAYUCCF+ZYxFuxhb91RMQuM+DqfZ8UiIuTnHPTnZwQaw2KpDOfcTCIkQu6AerA2lnpO6QoUFAwK/wu/Lg7FLA24TQmw3OxMhhFwMxlh7myw1DBp8hRDiGGOsZ7RF/i3r1t42m0z36iuaWcfy9cVVmuKNl19UXC6X2XEICYm83LyMOZ+8mTSq96W0AiNMrNtzEFc+/ro/oGofabrxpBCC9pQhEYGutisxG2PvMsZan+UhwsJYRwBzZcZGCCHcPiEemVBS4MvUddrcogLhQuCt4sKibrCBisukosmAUXsh/HQ3NUwUg8MHMU0DLqHiMiEkXDHGqttkaeo5HqYGDf4tgKOMMbsQYonE2G9Xz9uQXx4ZSflZl12E443aHfz4vXeouEwqFIPzave+N9G2etcBs6OQU5Zu3XPU6w8OUTX9MSouk0hCBeZKjANtZGCMzFj3M31dCMG9nD8AoC8D9jLGZC7E/IAQLVJl+aqA4OWcmJSVWT4Plgf9UTIY3bkmFU4H2ORccJYJGp+Fg3hIBTfCdacQgnaPJYSEM0Pl4jqFsW8YY2ecjiyE2AZAZsBYAGCMsWJVv3Z5ZkFHg4vpQdoku8K4e9VenaVUa2R2DkJCLTU1BffffScf+epnhq7TWNlsQgg8dsOAaQbn88zOQsiFogJzJaYJ0YMD1wJIOdvjhBC/G0AxAJ0xJgshDl2anX7iprxst0otViqEDWoQHgjlGHS6a0AqnDhI6AirWIGAZnaWys4Hjs/hSfgM7k5mZyGEkLMRQmQB6CeAQQD+dcArhOBciLctEptol6VJQggRNPih2lP+9H228xioHWHFcLjYJ385cbLw+/1mRyEk5J5/6gmpWq067LUffjU7SqX38ndzuNLn5ifMzkHIxaACcyUngEc5MJ0xVvUcD82wALcDOF2A3J3Pje29czLUgxrVbCLdc7EJeDImHszKPAI0q5BUPC1gY91hp7V/Jsv971sIdjHGGtoZWzCCRfVUGLudMdbBzGyEEHIGKwAcUSS2/jwe+6lFYm+e/uCEL/jZU2v2uvvNXe/jVGSOeJuu68Tacw9b8esvB83OQkiouVwurFz0u3RVl/YBs7NUdh/+vMAA8D0AOGzWuzs1qf/x54/c1o0xNoYxFmtyPELOigrM5BsZ+AZA3tkeJITwqUJ8LU5NwxBCaG7Ou2hCjP4t4D1eLklJmbFLEgSAVWrACoB2pSEVjh8cG6Em6/8+CY2UAxlAEqS5NmCqAsxvCmvvKLDF9WH5DMA6xlgXszMSQshpQgiDA7crjP1wrseqBl9Sourb/vLc1UGDJ+4scC/ZWeAu26CkzNWJcWJ/wAjuPJFf2+wshJSFKdO+NxZv3Uv7LJmsf6dW/qqJcfnRTvskiyK/89GDN9/TuVnDZQ6r5V2rouxgjNnNzkjIv2G0bIuU1voqNX8BcJXZOcjFWxv04+HCPHSBTTSGlZmdh5BQKwHHdHhxK1yQ6N6qaQQEOODfDc1hBUMDKGA4+SdnO1RsRHBPEOgOoJUQYqG5aQkhpPT0ewekAcgyOwcpnWt+32ysLgzIB7ZvRnx8nNlxCAm5R598hq9bvJAtfvtJuhY0kRCCbz+czhdv2aV0b9kYberXAgAYBkfT2x5Xc4vc95b4/EcBbBFCnHWSICHljQrM5KIojL1sAO8BsAE4Oje5ClJkxexY5CINz80yog0mdYSdBhSkwvoCbgyFC7FUYA5bAYgSFWLrNHi7AagnhDhkdiZCCLlQjLE6FomNUA3+ok2Wl6qcd9fu6W92LHKRSoIaqk9bjj2b16NmjRpmxyGkTHz7/Y945tlnjQMTX6PVrGGqyONFjMu56/73J7mmLVqdV+Lztzc7EyF/RVfZ5IJJjN0vAWMAVAVwHAA0uk8R0WoJpbgdbFRcJhVaAiR+EBptZBnG7GAxMZC6ucDcOHkDkxBCIo7M8IfBxe0AoHI+I8VhpQ1LIlhBUMOvP07zUHGZVGRNGzeCbLWzrPwis6OQfxEX5YLEWNMbel5Sy2pRLGbnIeTvqMBMLpgAtgJ4RQixWQgh7Ixt36QGMszORS5Ohq5DhyiUQfVlUrFdC6fUAJZNZucg543+KBFCIhJjbA4HTk9Znhc0eOHBYq+pmcjFW5vvDbpiYhxm5yCkLLVp3Qo7Nq7V4+LjiszOQs6OnRwh0ziZhB0qMJMLJoRYrgrx0umPA0LcNaGksNr4onzDzFzkwqmc49b8E4afizpmZyGkrElgWAx/w1zQn6pw1xrWHaCepYSQCKUZ/BEhxG4AEEIcLFb17MbfLQVt9hd5ph/IxN3LdlqrVkmjtgGkwtuzZ6914NNvU40ozDWsnoaru7Q95+azhJQ3+uNBLhpjLJoxVh3AWhvY2v26Rq+nMOfhHB+7i7DC78OYnGx335xMbhOMtYKVfnakUpDAXPtBK5XDXTNYqsZB6mp2DkIIKQ3GWD3GmAXASADI9AZMTkTOZcHxXLy68QB+KhE5PZYeUO9cuReff/Q+q16tmtnRCClzVdLSsGb7nhjOqaNcOEtLiMMj1/evwhhrZnYWQv6KikrkrBhjDRTG2pzh83EM+E4CfhFC8CDEY4Wc+3/3e7FfU82ISs5gn6bisP7/xbRpPjcme92YXuzxNefW6E6wSf3glCRaYUMqCRsYfKCm8eFOA2qpEN9LjA03OwshhJyNzNg1jLF/9IxnjNUFcABAfSHEthirMmvOkRxM3ZsBr6aXf1ByRrMOnYBq/H8x7a5V+4wfPDKvf+8TsV9OmWKdM+MHDBs6xMSEhJSf6OgoqKqKgErX8+Fuz9GM+1x225+MsQSzsxByGhWYybkMMID/9iw9VXAerQCTBLDeEKLtqS8V5nLDOa64AB+5i2nUbKJ9qoo78rLFowW5xtSCkqMTCvP/O12mr90JDqA5LE4ZDPVhgY2Ky6SSEBAoApdagvbECHdWMPSDwykDX9DsDEJIOOPALABLTn9skaVbGGNXAtgNwH66VYbGec4nO47i1j+3YkNOsTlhCQDg5Q0H0GnWGv7snpy8LU27eKbt+/+tZJq4LHK7Nq1F29atbE0aN0KvHt1NTEpI+dq0ZSsa16mpO+12s6OQc7ima3vc3q9HXIzTMYsxRnU9EhbohUjO5WsJ+PgvH/eQgK4C8EgnN/s7LccGdlwCtldVlAPlHZL8v3sKcnhA5/CpXNaEqLXD0OxdThzHjblZ/j99vuLusKk0Y5lURjqE3gm2YylQzI5CzkMSZHSF3ZEAaYLZWQgh5N/IjA2zStLLpz8WAjcBkNnJ2cvO059nYCtskpTvVOQ1AqDpgSb541gOXt+ZjsF33yel9R+SdCK/0DF62U6kTF3O392d6a/b7TLfPXfeTv2WSaWjaRpaNGl8eOLYW2mgHCFev+tGa+v6Nds2qJ52idlZCAEAJgQtFSYXjjEWBUATQgT/8jkJgJiYmFqnpqwcjJL+//5FUAjYTm13qgkBGYDEqMgZKgHBsUfTUFex4IqcDLSF1WgHmwwAGgQCECgER00qrJFK7Dt41KvgsEaDrhsjiYAo3Ay1/3qoawUNWgghEYIxliCEKPjb5yQhBN87oucbtaOdj8rSybGwzjmEACzyybFzQDdgV+i9KpSOuf3I8AawOqsAj6/Zi4M7tqBundoQQiAnJxcFhYXw+nxo3/YfnQEJqRQWLFqMlyeMdy98+eFos7OQ8yeEAGNsWlT/Ox7zq2rGuZ9BSNmhGczkogghPKeLy4wxRWbsSQCJQghxS372Na+XFP63LcNBTcP1uVk4rKneZ4rySrpkp+O1kkLaOaAUDusa3isp1F4uLgh4ONf75WTi0cI83jcnA60Vq5ELg+2BagCABQzRkKi4TCo9DcJaTP2XIw4Diz8O43cFeMrsLIQQcr7+WlxmjLWzytKNOHXt1X76ipEbc4tPPw5PrtmLu5Zsx8KMvOJWPyz3RX/xO7bmlZgTvALQOcfPh07g2vkbfAuO5+L9bYfV5tOW4qr5G42XNh3EwGb1tZdef5Pv3rMXjDGkpqagSeNGVFwmlZoQAnuPpjvP/UgSThhjOJiZPUyS2G7GWD2z85DKjQrMJBRkBlwjA0dOfez5LeCz5xoGPnYXGbfmZ4tUSeLphuG6wu6MkQBc7XTRa+8iPVGYZ4zKy0YuN1gUY/xrTwn/LD4FC1OrSZ8kJOPO6Fi5sc0qbYMmMqCDU0GNEACAAxLPg2F2DHIRLoc9RgKelhi73OwshBByEWrIjH0mMzwDAB7NSLvtz61YmVWAXrPXBCbuzRBV2rSGt+0lsQ0aN3A2iY/iTeOjzM4ckQ6V+FB90iLct3I3b9m5k/NXv+RRWrWxZMz8CPu/fVue89rjuO+may3z5s03Pvt6Ij9y9KjZkQkJC1WrpMHjC0ic0zywSFOvaipevmOoK8ph/40xRjcJiGmoRQYJCcZYDQD1ABwF0NHB2DetLFalhmIRI5xR1qrK/2+q9XZJof5ITDxNp71Afs6RaejGl54S/enYBNtfW5D8XUBwzPR6xJeeEp4MGZfDbhSDWxMggVH/ZVJJ7YLKD0PXB8BpNTsLuXAZ0LEA/qwgUEMIQXcKCCER5dTGf1sYY12tDF0bxEU91KNts6KGjerHjh7Yi1mUk0PjHxavQZsju/wNYl0OcxNHnm35JcjwBoJZDVvYbu/f86yP3XU0A+Mm/hRcsHGn7ftJX/vbtmlltygWlpKSXD5hCQkzuq6j/7XXG/f3aiUPuIRm80caIQSGvfhxYOWOfW9l5hc+Y3YeUjlRgZmEFGPsOQXobGMsaWx0fNuBTtc/HjPD6+aLg37fS3GJUQoYzlYoJf9voqdEHNBV/wPRcc5U+fzr88c1DXP8Hv6jzyssgNoIFnt9WFg0JAgIGABkAByADAY/OEogkEp9akkFlA89MxFKVbNzkIujQagy0PULeLYIITSz8xBCyIWSJekgF+J5AJP1BZP+8XVV03HH+HdLmkJ13d2spuyyyFBorHxOQgjUnrokOGboAHnsjQMVdp57vei6gUWbd+HtWQu11Tv2yj27dQ3edvNIx8B+fWGz2aDrOjjnUBQFnHMIIbBv/wFER0ehZo0aZfxdEVK+PMVFu0uW/9IkNSHW7CjkIviDKmRZWv70l9P7vj1jvs/sPKTyoQIzCSnGmAWA6gI79Fp8Ut2ONvs/HiOEwFvuouB0n8emAJiVXAUpF1AwrYy8nGNoXpbxZEyC3NV+cRNahBDYrAXxenGhoRoC1SDLG6BC4GQPjRgw1hE2bRWCig8C18DJkqnITCqQY9CxHapnAJy07jiCbUKwaAvUn1UhbjU7CyGEXCjG2GMAxqUmxErp37/nOlMh9HhOPnqMGR88nl9s61cr2ZjdvwMNyM5hzuFs3LNyt358xkeKdJEF+RKvHx/8/Ac+m7/cGHXTTfLhw0fEjJ9nMwBCkiQ28obrefVq1fjb738o1a5VM7hj41qaZU4qDCEEho68xTukeXXXkB4dzY5DLpJhcNS7aWxuem7BICHEGrPzkMqFCswk5BhjJQCiRzqj1TExcf+6FN3HOcYV5QceiI5FmqLYSzinQvO/mO/34gN3kTE3qYp8sYPmvzKEgJ9z6EwgTlJwQtcRL0lINwzUVBTcmJulNeAWSwNYzn0wQiLEdHh5LShSR9jMjkJKQYXAdHh9Xoj7uRDfmJ2HEEIuBGPMBcAT5bDlL3776cQ29Wud8XG6rmPT/qP45KOv+Ze9WiDTG5CS7FbYFao1n0m7H1fwKy7rIr06+saQHM/rD8LgBmRJgt1qQXpeAeKiXMgtciPaaUedkWMRKMjB+c6UJiTc7di5C5f26oNj376FGOrQE9HmrNqEES9/ku8Lqk2FEDlm5yGVB623ImVhIgMw1ec+a59TpyThtfgk+xvuIq17dgauy83CLi1YThEjSyuLDW0sVj0UxWUAkBlDlCwjTjpZ0E9TFNgkCfUsFlgYQ1OLVY4F00NyMkLCiB90VzXSWcHQHw6nDHzIGKtvdh5CCLkQQggvY0z1+IOJ6/cc+tfHKYqCjk3qYfitN0q1pi7R605ZjB4/r+E6bcB1RiMaVVP7tG8RsuO5HDbEuJxwOeyQZRm1UpMR63KifrVUJMdGo0Ob1oau01CZVByccxjcQKHHY3YUUkpXdW6L+6/pExMX5fzR7CykcqECMwkpxtjlAF48VcHh/By1HIUxjItNiJ6WmIbL7E6RoevUU/MMjhhaoK5iLbfp3UNd0ZIKoZbX+QgpD91gkwLgtDlcBRAPGdfB6bwTUc3MzkIIIeeLMRbDGOsihFgMAJn5hf9eYT6lT7sWmPbCw9acmR8DkiRO+Ggyxt9leQPQAL1xzSrlcj5JktC6RoqmqjRUJhVHyxbNccN11+nHcwrMjkJCYMKtQyxL33m6prFwcozZWUjlQQVmElIyMBZAAoAMGRDLg/5zPidNVlDPYsH1zii2XVWDuQbVf/6qhHM8Wphn6+dwltuayOqyggUIOLZDFUHQhE9SMaRBQS84sszOQUIjHjIKwKfaGZvDGKPxDCEkEtSyyPJ/ALwgSyz45o/zahjGuWckd2vRCPExLvTq1EabfyzXW/YxI8vUfRnYxBz2akkJ5XZOoQbsTdp21JetWAlqOUkqio/efGXfpU0bmB2DhIAsS2hWu3qd0W99tU6WpMFm5yGVA12QkZDShegvhNgDYKwByI8V5eMDdxGM8xh4tbDakC8Myx8BGjf/VRRjaGax8vHFBeU2eo2XZUxKTGVrEGTrcXKmjKBCM4lwh6BhEfzld/VJylw8pKgYSL0UYILZWQgh5FyEENtVXb9aCLHK4MIWUDVL7KDRWLv74Hk9/4lbhtgfXrHbUaLSgr+/urJmMuas3qycreVIqL3/wCg8MLA7elw5AHv27oMQApzal5AId/XwUbXnrd1idgwSQqMHXtbIbrVMYow1NjsLqfiowEzKyiwFOJoAtneK142f/d5zViezdB1rggFrokSbl/yVxBiKOWctLLZy3UWknsWKl2IToEsIrpIC/t/hp6nlJKKVgMMHQbuWVCAyGPrC4ZKBhxlj/c3OQwghF+Bmu0Xx2iyWki5jXkCh+9wTLN6ZMR8WCcwh01j5rwwuYJNl1KuaUq7nfWRwX+Xa7h34hPHPe3te0U+f+fMv5Xp+QkJt246dDpuVNnmvSNo3qoO37x3hjHLYfmOMRZmdh1Rs5dbTlVQuQgiVMTagEGIlgK8P6tpIAGfd9G+DGkCSJONKu7N8QkaQ7lY7vzMqptxvCF3ucOFyh8u2NujH+MICHwD64ZCIVQBuxILuYFU0TkjoD6dDg+gAYJ7ZeQgh5HwIISZLErtekiSLLEk9M/IKbfHRrrM+56ela413uzaVLDLNEfqrVkkx4vYru2oJMVFnvdYoC9PH3S8BcF3z/Ac+r9dL19YkYum6jvz8AtaZWmRUOHf078linI747i0bJQKgXRxJmaHRCSlLuTKgykDHtlbbOZsxD7A7cbXDJT52F/sOaLRpxmm6EMgR3G2TzPt1zdIN2MCoMEcimgB4GuhlXBGlQEYq5GfimfwdY4xmqRNCIoJVUeZphnFlcmz0/urJ8ed8/JxXH5NXcnvw6z3pJdT39/9tyi1mSQnn/vcrS8dyC1hSUqKpGQgpjby8fNSuWcOIctrNjkLKwNCenWJ2Hc381Wm33Wt2FlJxUYGZlBkhRI4OVLEDuzpYbTvP9XhJkjA8KkaSGexvu4s0GjiftE/X8FvAF/96sXk7+naw2ZEPbtOoDzOJYG1g3dsAtOyvopIBJR7SNRZgImOsXFsKEULIxQio2ieablxWp0rykrios89eBoA6aSn4/On77E+vP+D4+XB2OSSMDJ/sOCq+/mOF9YfFa0zL0Lhqsn3e73/opgUgpJTS0lLx4UO3Fpqdg5SdulWSm1lk+U3GWHezs5CKiQrMpKzV8AJD3yourHe+T7jWGSXt01S5Z04GNgUDZx2onTB0LA34cVCruJudnDBO/hNsUoMwTNo8xM4YOsCqW0A1GxKZ0qFjF7RkG72GKywGhl6wOxxgAyTgbrPzEELIebp7x+H0GxZtOudcDAAAYwxPjBgkjViwGW1/XC4Mfvab/wuP52J5ZgFy/cFQZA1L+QFNFBUWYev+w6btF9Kibk3x9qsv00wMErHuvG+MN8GCJLNzkLJTOy0Z0565z+G0WWczxqqanYdUPFRgJmVKAmYDQG+7M/V8n5MqK5ibXFV6Iy4Rn3qKDQ83/rXIvCjgx2NFeXikMNd4rihPnePz+AHAxzlWB/2oCLOgL7M7cbsruuChmDjIJrXJ2KIGkQcj8v8xSaWVDQN5MM777xCJTBYw9IfT1QyWwWZnIYSQc2GMyQCGCoj4jo3rnvfzHhrST947+U3cMmQAu2v5zsDZHnvzom36wHnrxYg/t2u3Ldke2F14sv3m1rwS7C8698aCkeDTni2kK5rUKXjh9qGm9cFasn2/vmHTZlomRSLWT7PnuPxBalNZ0V3ZoQVev+tG1/hbBnc0OwupeKjATMoUBwbagbzoC9zt2i5JyOUcWzTVtl1T/7thRr5hYF0wgHzj5ASFOElCH5vDOzulqtzKYlMmlBQ6pnvdxnY1GPzYXewdkZ+tblID0CO80PyT3xt1yMRZ2u1tNhyELvlgzgxqQkorD4YRQ295lUIsJHSG/fIWzPoaYyzZ7DyEEPJvhBAGgLsToqOCLrvtgp5bMzUJk/9YoU/adcz+11nMa7OLsDa7CKc/VyvGGZzxwsNswVdvWGYfybW2/H4Z1mUXBSYfOOG/5KdV+v3LdujpnnNulRLWtuaV4M+DGTF5xW7TMlzWsoH1pdff9JkWgJBSKC4uhtvjRsu6NcyOQsrB3VddbnnwuiveqZGSeKfZWUjFQlfbpEwJIY4DbOzrxQWH7s/P0U/8+2Tkf+hvd6KP3YFXiwvFXk31vVxcUHRHQTYfW5iL54vzsTDgwzSvWyiMuU4YOq5xuKTWFivm+L0AYPsyIcXVWLFYHivME++UFBoigqcz3+CMkj/xlGCa15yBc6wko43Fpu2BRhVmEpGKIVg90ObulYkC9rAF+IUxRj94Qkg4+9xmsSytM+KRko9mLzR8gfNvZTH/tceVRKedj1+/X512IMt39bwN/u4/rcLQPzbzyXvTccPvm4xkm+L64se5QQCYOf5BqW5qopgUtNrue2i0Y8MXLyuLC/ys7Y8rsC3fHbFV5lZJMajntEhtbn+SH881Z8+S2/p2x4qVq23pGRmmnJ+Q0th34CCqpCQbMS6n2VFIOdENozbn/F1FlkeYnYVUHCyCa24kzDHGqlqA+zTgGQC3AvhKBtSbXTHi7ujY856msSbgB2eADQyr1IBxuytGnuQt0b7xui2X2RzwC6E/HhOvVFXOXEPI0HV85CkSV9id3p52Z1SIvr1ytzEYwKKAT7spKsZSRS7/esksrwdfuouN6+AybfkhIRerAMaxGEg1FerBXGlwCMyB35cH41NNiLFm5yGEkL9z2qwjuEBuUNMWShLbwbloEu2wB1d98JytSa3za49ZUOLBwk07UKdKCtbuOsATol1seO8urNaQ+9TEuBikJMZZ2tatob981/B/bd/ww+LV+HLmb545PRpF2S5w1WG40AyO6QezjEWaRf/qmfttZuz12nL0OH3cc88pN15PXZpI5Fk47ZuDvWolnPe+SSTybT14DN0enODzBdVLhBDbzc5DIh8VmEmZYYzVdjDWx8f5F4yx1GjGNrmFGLsurcZIAANKc2w/58gwdNS3WM/52C/cxfjCW4Jpiamodx6PD1dezvFmSaEuM/BnYhPL/RtJ13V8mlcYrAPLha3hJCQM7IFaGA85PhWReeFMLo4fHAsQyHCD13MLXnF3uCKERKQoh/1Gg/Nd/qC6rUnNqs8fzy246Y27bhw4euBlu0p77F1HM1A9KQExLsc5H1tt8H1GidcnF9xxBRST9vsIhXXZRXhw1e7Aiw/fYe/dtnm5n//pb2Yar34xmQYaJOIYhoFbbr45Y+K911czOwspX1MXrhTf/7nm0/nrtt5rdhYS+SJ3BEHCnhDiiI/zL0596AkI4QQw7bLs9G77tdJtIOCQpPMqLgPA7a5oJEuSkW6YtrH0eck3DBzT/7/P8rKAH/1yMtQlAZ/n5eIC/fKcDBzSNX57VKwpVfIEiWEnNKsBuilFIk82jJitoPpiZeOAhEFwVhsI5+OMsfPfQYsQQsqBxx/43h9UtwHAvvQT67yBYN1735u064YXPigwjNJ1JWtaq9p5FZcB4ONHbpPjbOG9P53BBXbku1EcPDlW1gyO2//cFuz+y7qSTE8gmPr1AvT8eTWGXnWFpUfLxqZk1DVN/mbKVPM2TSHkIkmShGm/zK9W5KkYG3+S8zeydxc29+Wxw4ZffulVjDGqD5JSoRcQKRdCCK8OvAwAHiFiHivM85XXxnuSJOEaR5RoY7WddZdtM33mLjauyc0SdxbkBNM1zf+D1y2eLMrD87EJVghENVIsyltxSfgqIcVqRnsMAHBKMqIUSZ0Bn38Z/EY2wrtgT8hf2cAk2he78sqG8bwF+JMxFrFtkgghFZvB+bzT/z1n9Zboj2YvKLc7+oM6t8WVddK0cJ29nB9Q0fKHZaLPvA3aLUt2FJ/wBfSB89ZjWb5H/nLCozHzEmvaXrt/FNZ/OgGPDO0vW/6lbV5ZG3RpWzw49j9S7wFX+58ZP0H4/RHb1ppUMowx2G02ZBeWmB2FmEAIEbf3+IlpDpv1abOzkMhGLTJIuWGMxUUxtreRYj2wUQt2np1cBeVVLD2kaXi1pMD9eWJqdLmc8ALsVIP6mMJc+bOEFGYFw6KgX/wZ8BptLHb5kdj4sGoYawiBrVoQ33vcKDK43zC4dTd0KQaSPwpMaQ2rtQptpEbC0CYEcQw6roHL7CjEBAICixEIHIH+hwZcE8mbvhJCKi6LotxcLSnurSKPr7Bh9SpVVn/4XLm9aY378kcj8fhBPNiqbti1eBixYLNxXHFg6Xvj5F/XbsX8pasDi3cftn3x6B2sa4tGZsf7H7lFJfhx6VrMXL6RN2zRMpiZW2Bfu36D0aBePbVd2za2F599Wo6LizM7JiH/kFSjDmY9ey86N2todhRigvTcArQe/bS/xOu/2uB8gdl5SGSiAjMpV+ur1FSO6NrCDWqwx5By3G9vkqcE69SA76OElLDbGvet4gLtFleMJdGk2RaloXOOHG4gj3PM93uwy68a3eEIuwsTQlQI7IUqWsAWVjdtSPnRITALPk8QopdH8A1m5yGEkDMxFk5u9cPiNWsa1qhib1O/Vrmck3OOlrf8J/Bq65r2AbVTy+Wc5yugG9rYox7x8WOjI3IjlSKPF7lFbuw+lokJ384xJk2dorVo1sxudi5C/u7b76bldYsKJFVLSjA7CjHJkq27cfsbX+45mp3XlCZjkIsReRUtEtE6ZB3T+8py4MHouHI5nxAC44sLxIKAj42LTTi/RnTlaJ+m4veAX4yNjcw3ckWSUFWSUBVAS6sNDwSzAxoXLguohkfCSw6M/AawJpqdg5hHAcNgOKMksFsZY4eEEAVmZyKEkL9T+tycEeN0iIwf3y+X82UXFqP9nU9xuzBsHVLiyuWcF2Lc2r1w1msYnr07zkNclAtxUS40qJ6GFnWqy78tX2m0aNbM7FiE/A+fzwdF9WVWS0pKMjsLMU/PVk2wd9Ib9fYcy+zOGFsjhKANbMgFidg3axK5Cjl/77niAkz3urWXigvK9I/W4qAfTSwWY4QrGh2sdtOqntmGjk/cRfjR68ZONYjTNwQ/dhdrg51RETkj40wyYViOQTc7BiH/sBD++GKUbsMkEvkkMBSB36sABxhjVczOQwghfyeEyAtq2pHogXdi5Muf+Jdv31um53vs9c98Dzatzp/r0JClOG1leq6zmXM4G+PX7cOkPenI85/cNSHHF8Rnu44rjw+/qkJMihJC4PFxz4X3boqkUlq6fCWeeuWtJmbnIOZTZMnyxa+L50Q77J+bnYVEHiowk3LHhZgPAG+4iywlnJfpa5ALYKbPq/7i9/LBeVnYoQbLdWfnbzwl2sclRb73SooCa4IB8UfApz9elB+c5/cWrw/6xXo1YLncHnYTqy+KEALHuWFNA3XIIOElCAENkBJpZj0BEAcJrWCNtgC/MsboQp8QEnaCmn4rAHy/eI0j1lW240TZ5cSXB3O0WxdtRd8568p1B+egYWDYgi3ux1fvMV7dnaH+6RdicrY30Hn2Wp9H1dUxK3YaVeJjeHJcTHnGKjNLtu5Bp/btaOc/EnZ27NqNWIeNakMEAPDibUOiE2JcQ2wW5Q6zs5DIUiHuBpPIwhjrBODD651R/R6Ijq1Xlufq7XCit8PpVDnH/IAPv/m9fFnA796na5agENY0WebPxiYojIW+8KQLgVk+D38hNsHZ2vbfVmuKwbnyR8BnWxLw6a/HJSn1LRVjArPv1Kzs/dB4a9AAhYQPDzgUQCiQqMJMAADtYFVOwGiUB/4YgJfNzkMIIaeduvHVNjEmas43/7mzf8u6Ncv0zv03z9zvBIC9x7Pw27qt8k0r1/lidE3aV+xlXk23jO/YEH1qJJfJuG5VViG2lASUaR+/LDPGTn+f9hP5RXhv3p+8SvNm+OyWwRVmTJlf4sHiZSucx44fR80aNcyOQ8h/7Tuw36iVkkCzhAgAINrpwNyXHnV2fmD8u4yxX4QQOWZnIpGBCsykXDHGogGsAQAXYw8Vcv5uFbnsx41WScLVJzcVtM3zeSwJssR2aBor4VwUcu5PkOWQTw9ZHvQjKISllfV/lxvKkoR+zij0Q1SF+v1zSRIG2BzBpKBsKwbHfmiiESwsmhZKEJNFQ0J1yEEAtKkOAQAwMFwBh1MCurRnNnmDCJbrrD1CCDmLTwDc7g0ERx7Lzk8CcGl5nLRRjSpoVKMKfAN6OZ+f9JPRNz5G3rT/CL7ZnxXsUyO5THpnjF+/37isQyvH3yd6pCXG4ZmbrqtwA8hHh/bHCVsiUlNSMHHqd1yRZWno4GthtVaMySYkcnXrfKnfXiMmyuwcJHw0qVUV+6e86UqKje7CGJsthKBeg+ScGG0OScoTY4wxYLgAvo9ibOrtUbE3jnBFm5Znvs+Ld9xF2kCHU4yJiQ/p6O4Td7FxWFfl1+OTQ3nYsDbb4xZfekq4G8JIkCTZwiGugLNCFdJJ5DEg4IU4FAOprtlZSHjhEPgO3kwvxJVCiB1m5yGEEMZYDUli9TgXqyTG/LmzPpZiXU7T8lz12CvedXsP2X4d0EFplxwbsuMKIVB90iKs/fJV1EipPHvwDpzwWeB4boGcfvw4i3a52Ddffmb0vqwXVZiJqbIyMvZady5tFBflMjsKCTN/bNjuu3HCR+tLfP7LhRA0IYOcFRWYiWkYY10BLH8gKlbcFBVjytJ1TQgc0FTcXZgrno9NYL3soRvAFxiGb5UacA50VK436uUBH6rICupbrPjZ68ZCt09tAxsNnIlp0qFjBQLBGxFl3u5FJGzthSZWIJCpA82EEMVm5yGEkNOsFmW7phvN0394D2kJcaZkyC4sxivfzsa035fh2KjLYQ3hysNn1+3jE14dV+FmKp9NkceL39dvR592zZEQE4WrX/4y8PS4cfZLO3U0OxqpxK4ackPw0qoxtsdvHGh2FBJmdMNA94de9O04kv6+1x980uw8JLxVqjd0Yi7GmENhbBpjzAoAQogVQxxRXfo7XEGzMlkYQxOrDV2sdublPGTLPoJC4D13UbCmXPlaWXWzO3G6r/RlDhc2QVUCoBtZxDwF4JDBaCY9OaNGsLD6sCRZgW/NzkIIqdxkSbrGZbfdffpjTTfaTnny7o9S40M3c/hCpcbH4p37bkKqy84LQrhX9pKMfGTK9qKQHTBCxEW5cEOvS5BwqhtByypx9tfefjdgcixSyW3eus3aoFqq2TFIGFJkGT+Nf9DpsFrHyJLU2+w8JLxRgZmUp4Yc6A5AP/2JGX7P7nfcRVkmZoIQAnncMBYH/YZ+HjP6uRDYo6koOUs9elHAh3Rds7ewVO4JkzGShKqSEigEraYh5smFYcRBqnx3e8h56wqbrT+c9e5mMSHvx08IIedLkqQHAHhOfyyE0N6aPn/djGXrTEwF/LxiI1omxhhzj2Tr5340UBTUsCm3GPws4+rHVu0O9LuiR0LIQkaoId07Yuu27WbHIJWYz+dDTm4e696ikdlRSJhKS4jDn2896Tz2/Xttzc5CwhsVmEm5EUJs5UJU+1uD+Frb1GCSaaEAMMbQxeaQlwcDlnOVl7kQGJOfK17PL8BVORn4sKTojJXT2V4Pduma49XiAhihmxgdkQKCW900g5mYqBYUJgOq2TlI+JLBkAq58RL4VzLGLjc7DyGkctJ0/XJvIDj1r587mJHdMyvf3O49fTu2xCavrmzOLT7noHZ3gVu0nLQYN85ci7pT/sSGnKJ/PCbbF8ShPLf9rje/5L+t21YWkSNGXJQDGVkn7CFcSEnIBbHZbBh89VVGel6h2VFIGGtWuzosivxS9eSEhYwx8zYGIGGNCszEbC3qWyym9F/+q1k+j3G3K0ZY2D+jcCFQaOi4Pz/H6J2doR3SNVwCG2pA4T/43KyIn6wx+zhHuq5jXdBvqDrnA+HEkkCA987J5Ie1ylvbGux0KVFgAY2KzMQk9WGRusBWZHYOEv4awNJGBmZbGPuIMdYLABhjLRhjVRhjNGYihJQ7RZE7NK1dzdQM6XkFOJiZw55p3+CMe2oYXOCPYzloPW2Z3vaHFahvyLyNsMLr1cTza/d5gZMrBg+V+FAQUPHI8p28D5z+xgHBrnn6LVzx6Ct6Zd0XqFZqMi7v3DEQDAY1n89ndhxSCcmyjG8+fGdLk5pVzI5CwlxCtEu5tGmDLi67baVFkV9kjMUzxuIYY80YYzFm5yPmo03+SLlijDUDsPv0LGbG2PDOVvun7yYkR5uZ6+78HPXhmDgUcMPawmKDizEEITDP78P7JYWIgQQvBHrCjiqQwXCyEP0dPKiqKEITAscNnekALAB6wc5rwyIJCOyFjmaydR23oWk3hyOqgaVy7XcnhMAPXrf4xFMiHGCBaDA5EbLUDlY5G4bEASRAgoPud5EysgsqDkAPDoKzcvesIeclEzpywZEAyVsDyuGf4K1SBO7SAUs02LZhiHpkOrwdi8ATOXAEwDEAC3Cy/ZMQNLAihFwkxlgUgGQhxOHTn0uMid787dP3tO7TrrlpufYez8LDz79lvNixocwBtE6MgcSAo24/nl+3l/+2P1sKQKAqZOMS2GTnqTHdCRj4XQqgZVK0cbDIJ7tVDSqAZEgYACdsYPCB4zAM7+jr+uzY52Cdnhl5NRSlcm2bkF1YjDvfmxJcunmnpU2rlv601FTb3Xfcynv16G6d9uMMNG3cCE2bNIbNRsMYUjaatOkQfOHGvrbrurU3OwoJc/6gih+XrMXR7Dzx4OArT6zcsb/gnne/qZlbVOJgjGkjenf56M27hk2vPfzhe90+/z4BHAewTQixlTEm/W01O6lgqMBMys2pu1rFAC4VQqwBgDujYtkdUTHFEmOmFph9nGN8cX7gqK6LI4bukAAwQCRA8l8Jh9N2qqR8urB82kFoiALj8ZC0dBi2ZMiIAvvH4wBgN1R9JYJKJ6tNvByXxJxS5SqoBjnHXl3DumAA+dxAkiRjVTCguTnXMrhuj4OEq+CULGf4tyOkNBbBb2gQUl846cVFLpoOARUCTkhIh44cGCgG95dAqP3hWLwFqmML1J4KkMvA0pMhTQhALM4DvwEni9DHARwXQtBmToSQM2KMTQUwTAjx330D1N8nDpMk9h07wyq78vTr2i345se5JauPZNqzS7xWG2NggNZEWIyOsNk5BKS/jeFUCOyAipawaG4IqQRCrg4Z8hnGegICs+DnPoXhjftGSqMH9iqvby1snCgowqb9R/HLqk1IiYuGanC+cPNu3e0PGFl5hfbnnn6C/+fhB2lPCRJSHo8HSTXrYddXL6FWarLZcUiEEkKgwO2FVZFhVRR8/dsyHM3OMw5mZvvrVknJfm30jSsb3fxYz6z8olib1ZJtkeXdmdM/GKX0ubk+gLo4OU4+BiCbitCRiwrMpFwxxjoBWH/6j0Zji/Xtt+OTH/7GW6LfExWrRIdB0XWJ34sXigtxHZwhn1VbBI5lCHCVCX1eSlWr2RcL4SLAOV4oLuA1grJmBaPpGSSkpsIjOsLGGsJidhRSwQUh4AGHFwKJkCCDacsRCJaAG14IOQXSrr5wTpwGz41BCN0A9uvAZiHEZ4yxmji5CCaDitCEVE6MsVQALiHEoVMf13ti2MCve7Vu2vVwVq64Y0BP04uLnHN0uPtZLh0+IbWH7R9F5dIQENgPHasQxBPDBrrH3TbE1Ako4WTjvkN4588t6rTJkyrXUkhS5patWInBw0byEz+8a/6FOKnQDIPjRGERjuUUoNDtRf9OrTBz2XrfV/OX6kez80RmfqF16pP3fJFdWJzz5Jc/Xi+EOOzxB/apujFTCLGOMdYKQDaAHCpChycqMBNTRUvSAo8QvQFgamIqGoZB+4gibmBGnnsX42haVufwgMMFtnue5K//WGy85VKbo6xOFdZUzvGT3wOFMUz1uLVe3MaiIFeudZGkzP0MLwbAAQu1YSFhIg8GSsDhgQAH1NawHlmDoLQXWloQwiEBgb5wPJAOQ90Nta8GHDi1xHCxEOIwYywOQDG14yCkYmOM1QBwzKrIRq20ZN/ub14Li4Lrsg07PN8/+amDAWVS8NYgYADenESXR62RkPzDcw9IcVGusjhV2Nu07whW7NiHEwVF2Fmk8rk/TafBDAmptes34Jn/PKb+9tJD5l+IEwKgxOvHxv1HcDwnH8dz89GlWcPC7q0aH2l+2xN1svKLbL6gam1cs8q6rV+8/FyLO568/OiJvChfUD0MIB3AdAB2AIYQImjud1L5UIGZmEphbLABzKgmy8HpSVVsSpjM6H0mPy89TmPV48tm3AwA4BDYBlVshMpqygr/MjFVigqDGdzlaWxBrtiiBkVVKGoSJFtTWFgoZ8IQAgDFMLbGQm5ldg5CzoeAQADiVG9SgWPQ4YHgbnB/PViOVIW8dzI8AwUAGSiIgfTbELgmfAX35Tpgw8nB9XEhxEaTvxVCSAgwxgQAvHn3MO2hwX3DYinO0RO5GHz7s7mdVLlM19O7T678M7IZl8feMAAv3n59WZ4uLCVce5/o3rWLVqNGddwycri1Y/t2ZkciFYwQwr3/py9d9aqkVK4LURKxgqoGTyCIxJgoLNy0E9sOHsPR7Dw1I68wMOP5MevGfTPD9fr3cztZFcVns1pybrmy27j4aNfm8ZNmDeFCpOPkWHmXECLD7O+loqECMzGVzNhnHBj9cmwC2lvteKgwl7ew2qSxMfGmZZrt8+D1kkIMRxTsZVzsFBDwghd/D1/MR/HJrK3NXqbnCzeT3EXC7TWCDsiV6xsn5SYDOrZAdQ+AMyxmfRESKurJ9w8wMMRBwm6oyAEPlICrGoR6HVwzF8Ff9wj0djKQDbDjKZAey4KRqQO9AWSc/n+a4UFI+DpdYNYXTMIHs/7At4tW89fuHCr1aNXEtExNRj1msKwC9IKjzFt2CAhsVIz8ggRn3P5v3za9RUh5u+PLuYFvvv6CxsmkzAy/+XbPwIYpUTf0usTsKISEDOccOUUlSM8tRIPqqQioGt776Xd+KDPXfzQ7T7+8bbODL942ZEnq4PtG6oahKbKcZbMoa459/95Ypc/NHQAk4mQhOgMnW3JQ4fQ8UIGZmMbBpEcDEG8AwLcJKXpNxaJ95/M4PvEU45uEFDSzmtOKd3BuplHdUOSWKLtVQgICe6GJTVDxXEyCt7vTGVVmJwtjAcExPOeE2khYrPWpPy4pA3uhYSOC+nBEUesVUukYEPCdKkR7IVAdCvzgvjUIGm4I7oNQ6kBZ3R32WZPguR9APoc4rAFLuRBfMcaaAmA4OcAuOd/BdTdmH7cOQSMoxMtl+f0RUpExxmSJsSVciK6JCQnIPXZQXb5ytTRuwovKgX37jWPfvmlKsTWgqogacCduQRRsZTgRww+OlQgaAavMD87+xKIola62DAD4Y8N2vPjzMj5v1nQpNjbW7DikAmrZsTMf0bmF9OjQ/mZHIaTcFXt9yMgrRHpuAYQAruzQAh/NXuj+afl6np5bwLILS6zbv3z5jc/m/un6fO7iKwEc86vaQX9Q/QzAHgCdcLIInSmEUM/nnMbCyY7+T7753R8btj8lhNhdht9euaMCMzEFY0wGoLe2WPlzsYlSNeX/az9Dc7P4MGe0dK3LnJrrtTmZWnNutdRG2dSjCmFgEQLcD4HHY+Olfo7K2VPutBUBP54uyteuhtMSSz1ySYgthZ97IaT+cJodhZCwJSCQd6oI7QWHBcxoCEvGcgTko9BjAhA2AYhbEHXHSgSqHYHeTQcOGcBRnOx1lwWgNoA8O9i8vnB0+BU+VQO6CyE2mPrNERKhGGNNAOx66flxBU+MfThBOtVGbeu27ejVb6DInf6+KT3FjmTlotWox8RIRJXZ+XdCFWsRZM3q1jB+eWmsXDXJvJWN4eCGlz4JsrhU/DDlG5tUydrpkbIVDAYRm1YDu75+GbVSy7TjDSERrdDtxfbDx5GZV4j0vEL069jSmxIXk97nsdfSsgqKlCKP19G5WcOli99+6v1GNz92Q36JBx5/4JBu8P1CiImnNvGVATTq2brJZ9d1a1//ma9m7Cjx+dsIIQyzv79QoRldpNwxxiwAVCuQrgmkVVOU/xkpBYXQGlss5kxfBnCbK9o46tV2gSOkPVs1COgQvqo2y+7LJdb2oeg4ptAgEV3tDoxyRSvTvR7jergq5/QUUmaKIdC6DFcjEFIRMDAkQ8ZfLi1lADW7wY5upz6hQcACNqUtbKgG5XQxWm0My30SkDUH/pYBCHsaZDUFktwNdsdyBH5kjDWhFhyEXBjG2NMSY7dzIdCmZcuEvxYVi0tKUC0pIQDAlB2iU+Jj8MSQ/rkHZiyNtoOFNIMXHLEO+97mXVolPtilTdK1XdvTuBDAN2Nvs7W861lt0tTvcOuokWbHIRXIsePpqFElVa+Vmkx1IULOIj7ahe4tG//1Uy4AjbZ88RKAky05AqrWC0CvTx66FYeycpCZVygCmuYzFk4eM/b6fvYvfl1S26+qlkeH9leuaNcc3y5YVXfroWNjAbxe/t9R2aA/JMQMEoC1GtDp44R/3iltarH692marbHFCmbCpn9NrTb7BHdRqy6wQYdAa9iwBcGABljbwirJF7kcMBcG5sDvHMgcbZ+JTmA0A+H/9bA52EKvj5ZTkJDrAOu+KlAan/uRhJCzsZx674uBhJj/X21iBVAHQJ1RiIKAAACFgaE+FGTDklAIXgcnlxASQs4TY1jFhZjwwN2jjX5X9vmfIqvL5UKrpo09BzOzHfWqppZ7NqfdhnUZmSnL4UNTWBAHCamQsRgBrTkslmqluLxcgQA/7vc2mt2rE/p2bBnC1JHNabfh0ib15KpVqpgdhVQwdevUdn/3xJ2VslUjIaEkSRKc9pNzJC9r0xSXtWkKnGwz5wLQ5rXRN+K10TdCCPHfGtfkJ+9yPfbZ94NQgQrMVOEi5U4IEYxirOSBqFg4zlBkfTI2IW6lGsBxQzchHVBNVtDeYhWZsmEEFPC2cfas2+JixVGmiynw4Ht4RLSd7fSAX9Bxq0LBYDixIhDAVblZekBc2PMrMpcsoQZksQ8aViGgZ6PCrBIhJjoGHUegVzU7ByGVBTv1f6f/uyvssX3gGMMYq2NyNEIiihDYEeVyGROeffofM3jbtWmN64ePTHzwi5nn1euxLAy//FLUrVeD51eNNVL6tDWe/+ypIzcO62v5HQFMhUcssupBuVriRgMXNnfgCjikTrCKa55+C0998SMNBv+ibpUUUaN6Nf7RZ1/gof88oauqaT9+UoHcfMddGje4Ke12CKmM/jqBsl7VVPw0/sFO42665lrGWIWozVIPZmKK0ztir02t/o9Zyn8GfHi+qADL0qqbku3fcM6xLBhAvCzhnoJcdIANF7MRIIfAYeh6D5tjbarL0qW1SZsZhhMhBG7Nz9ZkMENmsGVqurgWrgrxR5aYZztU7IRq3IgoWmJLiEkOQMMyBA5oQLPz3fyEkMqOMZYCIPv1F8fzxx5+8B/joW69+/IowyfNfWmsCen+3YmCIizduge7j2XixamzL3ojQDc4/DLL7HdTP33E9VfWtFlpI+g1u/bjpje+0rs3b6jPXrXJ+sXHH0pDrr3a7FgkggkhUKdpS/Gfay9jdw28zOw4hFRaXca84Nm8/+i4oKa9a3aW0qICDil3jLF2//Y1P+dYEwyoMrvA6cHlQJIk9HQ40Uw5WVRejSAAceyCjwOGerAoy4P+Lq8UF5gzTTvMMMYwMSnN8lVSqv3luERWDbLwht9LgESYXdB4fViouEyIiepBQTLkqjIwzuwshEQKp9P5KQC4PZ5/XKtt2LQZ6RkZhiIrYTdQSkuIww29LkH9aidbd2yIt5RczHGiISHFYFWfm/hTtR+WrA1pxkh1SdMG2P/Nq8pXY2+zP3zdFaxtq5bBzKwss2ORCLZ123bk5eWz2/t2NzsKIZXaxP+MjlJk6SXGWD2zs5QWFZhJuWGMMZmxqwA8DwATYhP432cvf+guQrQk8VnJVcL2talIEn5JqoL7omIxDd40foHL/05zQcIJwwjb79MsPiHQ2uWQZ8Jn5FKrDFIKDkBEXWTPdEJIaDAw9ILdKQGPnJqVSQj5F4yxZIvF0sfn810LAHfeevP/fH3j5i145eVXPM/f2M8ya/yYsB1DjuzdBdOeuReNmteLWYfgRW/y6QLD7+u3hTJahdCoRhp76K7brJf1H0QDZXLRJElCanKSoSi0LRchZmpQPQ3PjbrWlhwX/YHZWUorbAcmpEJ6mwM/WoCBVSQ5eIXd+T+vvxLOMS/gQ4ok2eOk8J50mKQoaGKxQIWwShdZwEqAhCCEVMRpEvNpBzUVI/JOiPleT6AhFCOB/kSRUugNx4E02suWENNFQcJwRDnuQnR9s7MQEq7YyVkXK3Vd/x0Avvrkw+wa1f+3XdzGzVvE4lVrXIM6tzFlI+wLcX2PTjiSlctlXEQ/uVOqQJbX7zxARdRTOOe4/4PJGP3uZPCYZN8bL70Q3hdMJKy1bNEcbzx633GzcxBCgIcG95V3fPVqFWPh5Ii+eKXqDSkXD8XE2V+PS7wMgF0DMCEu0fb3gXGMJOG+6DjM9Hk1U0JeoLYWG3QA+Rc5y1YBQ3XInlw97FY4muKIruHV/AJjOFz8arjsl8BulWn2KblIO6HyHVDj4+htjpCwYAdjO6HOtDD2tNlZCAlHP//w7cDevXrWBsDSUlNw26iRqX9/zJ233sySk5P5pD9WlH/Ai9D/0tbSIegXveFPKmTEWizuUGaKZM9O+SU4/P5HAhkHdmPuzB9dV/XvZ3YkEqF0XUevKwf4mkaxmmZnIYQAsiwhPsrZusXtT+5gjNU2O8/FoitvUi7ecxc/9KmnuLkM8GRJgnqGzSW5EJjucwdGuKIj4q6NIklob7HzfBgXXSHuB6eWLNOvIQDIAHZBk3LBaTYGKbWd0GAHLccnJJzUhJIG4GnGWDOzsxASbobdcvuk9MxM2WazGQnx8Wd8zJp165Gfl8eHX965nNNdnMeG9odgjPkvcl+NRMgYnlZ9h6rRaj8AyMkvtI6+/+GIuE4i4W3P3n3YtHWbo361FLoQJSRMSJKEkb271I9xOqaxcF+m9C/oDwopL8FDui5NiE3AxMRU0c5q+8cDJMbQ3eYIDnK4IuaX6Zno+CMNYb3o36NcGPF35+eqocwUqWooFjwfmyB+h597aIM/UgpBCJSAS9VA9yoICSfRkHApbHYL8CNjjIokhPyFYfCAw26Xdm9ax5b+Pu+Mj2nXprXx7E1XWxJjoso53cVx2u0Y26TZakcpLjknbt7W8av5S0OYKnJ9NOYmVjveaQwZPuqi+1oTAgArVq9BfLTzH/shEULMNXZoP7lGSkILiyLfZXaWi0EFZlJeClMk2d/b4ZKSZeWMN2RyDB0HNO0frTPC1W5Vxc0F2VXERW7yBwAKgHSuW0KXKrL1cbikmrIiDkKjfnvkouVBD8SBGYnUf5mQsNMEFtYG1sRWsEZGhYyQciJJUskdt4xCndq1pKSkxDM+Zs68+ZoajJx5CaNe/oT/umtv61IdRAhlzqpNFz/YrkAsioKvx95uW71uvS03N8/sOCSCzfpljvH0jQNoJgYhYUaRZXz39L2uZ0ZcfYnZWS4GFZhJeZnyS3KVOWd7wCK/Txw3tIgotq4K+HFXQY6oAdnKStEnOA4SDIAd1iPnYqGs3R0VK1eHQv8g5KIUgyMG0pFr4aJBMyFhiIGhDWypaZDfYow1MjsPIeFi29qVl987+o5/nZkqhMAjTzxtc9gues+8csM5xy2vfiamL14j1YDsLM2x0iBLW/cdoaVtp6TEx2DIFT18yclJZkchEUgIgW3bth3++JYB8m39epgdhxByBs1qV8cTw6+6sWerJmMirVUGFZhJuRBCGGMKc/duVv99Rde3Pg8f5owO+6LQQp9Xe7woD+1gQUfYSpWXgSEJsnpQi4h9DctFO6sNyxCwa6WYGU4qJy84foKX+yEa0waRhIQ3L/itFmAGYyzs3/cJKQ8NW7XLv27YyEPiDPuUAMCSZcvhdbvF6IG9yjnZhet021OBuYvW4Bo4EV/KdlUpkBEIqlRg/os4yXC++tY7dPFALtiHn37OrxlyQ7VaqXSDgpBwJoSw5RSXvKzI0h1mZ7kQVGAm5WaTGix4sbjA7+NnHiPGSZIaLUlhXVX0co4THm3LSEShOWysNLOXTxsEh7jcXqrJHRVKlCyDSSxYQH2YyQXaCpVHQxIp1BqDkLDXFBaWAKmODDxqdhZCwoEQIvDHwj9db7z7/hl3tIuPi4MsS7rHHyjvaBfkyJHM/LYZbvl6OFlCCPZCiAbDk42arg5BtAqjb4cW+HrSFGonRy6Iz+fDuBdekt6443prhE2KJKTSOd0qw6Io7zDGapid53xRgZmUGx14L58bO37wuc9YOXwvPtmxXQ2q/zZzIxzcnJetr+LBtkoIZ0cegs6meEtCdryKoKosixIqMJML4AHHLmhS91KuKiCElA8GhsvgcNnBHmaMhf+af0LKgdfn6/v8i68YR44e/cfXWrdqidXLFvM3Z/4RtjNXtxw4isajn0oIQlikEI6VP9u5s7NKq/3+q22D2jienmEN52smEn7efO8DHudy8Gu6tjM7CiHkPLSoUwP/uWGArX7V1IfNznK+qMBMyo0QQviEGLo44J8fEP8sHsZKEg7pelhfZMoMzB/i1g27oMk+GiD+D0PAXkwFZnIBXGBoA4ufZi8TEjliIGEEXEm3IqoVtcogBBBC7OZCjFu4eOm6M309JyfXvvt4VtgOGuOjnYAQLBjCsbIPAse5plgtEbFNS7mIi3KBMSadOJFtdhQSQXr36Hpi6hN3Uv2HkAjy9IhByq6Jr3Ua3L2D3ews54P+wJByJYQ4skfXjDEFuf+YhlDCObZpwbDuYz4+NlHeDU3OgO4L1THd4FI9hQbNf9Xf4WQNoARPwIBKvZjJeciAUdwQVofZOQghF4aByasQmC8BETM7g5CyFAgE3rjzvjEdv/3+x398beHiJcjOyw/byRi1UpPRu31zvgABISBC0sLBDQG7otCsg78Z3P8Kn6pr2L1nLwyDumWQs9M0DZvWrC6+tGkDs6MQQi6AJEnw+gOd/9y86zhjrLrZec6FCszEDI/v1TXu/lsvZrfgsDIWtgPIie5ifOMt5pMTUtHT5dxrhKjw6YdAU4stJMeqKPo5XFAckryMBbSp8BgHoFKVmfwrDQIL4I/x0qx3QiJSG9gSJeAFxhhd+RICwOVyfrRk+Yp/7Iydl59v1ExONCPSeenx4AQ+6opu0tSXH2KuhNgtoTimBxxJsdFUQf2bB/u0d95600i115X91HrNWwcLCgrNjkTC2IxZs/HGx1/UNzsHIeTCRTsduP+aPnExTseUsJ6NCSowExMIIfYAWPK9z/0/g8VkSYZPCObnHEIIZOga9miqSSn/1+vFBeITbwkyg7o4GtC2ve0var0A/lIPdgUE7rRGb64q08rgv3JIEsbExiu/p1azPBubIK+EykJV0CcVz0YEuQ2Mp1F7DEIiUiwkdITNZgF+ZIzR2JRUel6v7/kvJ062pmdk/M/n69WpIwsmBQAgoKpYv/cQcgrDYx+PKtfdx1fuOiDNfOf7/avWbC98pyCjXRbOuF/hBakOBbMmPFz6A1UwberXwoKXH7FmTHvHGq0w5Z0PP6a77OSMvF4vHnzscTww6DJaMktIhHpq+CAlNT62gyxJN5ud5WxoEE9M4RfiSQdjx/76OackYajTVfxccT6/IidTe9ddXPCj1w0/N2+89HpxgfjKXew/puu8DhT0hEM+6lNbci7EURhyPkpXY2Zg2KoF/4+9+w6somjXAP7M7p6eXknondBBBQFpggoI2HuvKIqKFXvBCvYCKiCiKAIqIGAFlN577+m957RtM/cP+LyotECSTXl/94/7ebJn9zkhyZnz7sw7TVTqwXxCXewOtIWNZq6Q49IhsAu6dBGcdJeGkBqsPWzShXCGjkAo3SkidZ4QIr9Lp47jvV7fPx4fNvgSb9cWjZyd73tBj73yQb7Gay97acYvQYtiwusPos+oV/Q9qRm8qMwrXQ03YgJGy90/rYwEgL9w9tEYhPj6jxX0Hn8Sw3t2xTVXXU5FeHJcM7//EW6bYo6+epDVUQghZ8huU/Djyw97/nz3mUZWZzkZKjATq9g+LCtp+u8Hs0wevlXXpM+i42w3eUKjlqsB4ZKs+zFdGPCLDJ9m76zbRD8c6avOwHAZPNL18CCqAn6Fdgk9Yl7Ae9bnqa1CmIRicBGkGczkOGxgOA/23FiavUxIjcbA0AS25isRnM0Yo2W8pM7bun3H4I8/m/SPx0JDwzzjvv8d5/XqLWcn75dWrFnrLi4qsGzjnzkrNmDrnkPKh3e9zm+Bx4zGkTpwHGTciRAMh/usr1EKwSbMW0QzL08iMSpcXrT4Lxook+O6bOjgzM8fuY1u0hBSwyU1TkSbRgljmifGj6+urTKowEyscsgGCPGvmbt3h4Sx72LqoZliw1ZNRaKsWDZYSjV0qBBSBGSZgSk2/PN3OBwSGM7+9zoRMmb6vDQoPAEXY8hjpvBTgZkcx2HoZj0oEVbnIIRUjADExQCGWJ2DEKtxztcpsvyPZXwhIR42d+Y3mPzJh1JYWBiWrVgl3X5Jb6si4tf12xAGiTMwxQ7pHwUsGxg8FfBRMwYSgpyzH5evP+tz1Vb1oyMwaeqX1bLYQKwlhMCbb43TendobXUUQkgFsCuKKzk771EA1XJzeyowE6twhv/2l2hlsyNSkmEKgWVqQLvQ6bbsZ3RR0I/mUIyKGByfTFc4pELOxRY1SL3TjiPDNKAJsBj6c0WOYzt07IVmtzoHIaRiZME0ACy1Ogch1UA+Y+wfd9cdDgcu6NkDkiRh567dKCgsZN1aN7MqH9Zs3q11gb1SZ0YyMPSGQ4x8e4rGLWybV50t275XXDF8GC3lIv+RmZWF9z/7oolf/c+eoYSQGmjdnkMI97j3CiH8Vmc5HqrYEKv4r3CHLDnRzH4dQouXZPMad0gVx/p/Q5wevTecOZV5jVQY2AudXw13cie7g34fj2OrrsEBSBUxW5zUPl1hl/fCwDrQwJmQms4LDg3CALDN6iyEVANzrrnyct+Jvrhm/Xrzs9G3IyLUU5WZ/uH5SwceqI/Kqy9zCKxFUERAYuMuHrBRsrBtXnX228ZdvEH9RPrmkP+on5iIoYMvMZPuepbvSs449RMIIdXan5t36X5V/dHqHCdCb0TEKtpMv/fibtlp2K1r//mik0n2LG46Xiwp4FbMVhiQnc6vzM9StkBNqKxrCAj8jgAOMgNbZC2xmrbRsVSpaSKMSWgChb455LgaQMFQuBEEN4phlgpqpUJIjRUCCQPhOu8//bMIqZtu7DXgkjDmiTjuF/v2voA/Mel7sWD15qpNBWDh6i2wXXQb7v92TlJltjA7CAO7JRN/KQZ3JDXsUWkXqqE45ziQkYPOzerLlw8b+t8PVIQA+OHbr+X7R9wrpm44WEJvr4TUbC/dduXvqm68ZnWOE2H0R4ZY5dhlf+vqNfzP17NMAyMLc0WSYtdfj4ypsiXwJdzERbmZuAZuhEOCXIkzZ+fA7x8fFe1Osjsq7Ro11T5dw80FOYiEJK6CW5PB6JtETiodRsZ6qHFxkG0+CDSEjCQc+dPBwWEAkI92Ttcg4KR7rIRUKzugZayEeq4QItvqLIRYjTEWByAHAPJSDiImJvo/x3w5/Rvx4OgnMP+Vh1mfTm2qLNvw597FurXbxRC4mKsS30tzGS/akxDi3j5tHI0Bj+PBj77WP/1pkW3cay+rTzzyMH2PyCldfuXVObGyHl/mDyI8xIV7Lr0QXVo0BgD4g0HYFQVcACbnEILD7bRsD1FCyL/kFJXg5WlzvvlswZKbrc5yIvTpmlgp7mRfTJAVTI+uxw4Zur7vOLOcK1IJN3Ho6DVMIdAXjrwoyJVaXPaCI16WlBzzP62oCYBmig297E4dgKDiMjkd9SDXj4Qk5cLkNsBsANm3CeqBqSjjU+DDl/BhHVT/HwgUTYMP6TCsjkwIOcqEwBqosQB0q7MQUh0IIXL/978DwcBxj7n95pvYtEkT2UszFpZWdp4dh9NQ7D3SsaNfpyQMhEuvzOIyAJQoEJ1aN3Wk5ORV6nVqqgeGD7BFR4Sb0ZFRNE4mp+X555+L35JdytXQGLPJub3N9lffdbDzA2O9EZePRNQVD6DJ7U/j11wzJXToPQgbNsLquISQY/yyditmL10XaXWOk6HNAIiV8gGgqXziH0NDCLOdzc4Spcrr7/Z1WQkm+EohAfzTsLjNH/qLO9sU5kw1DNGoElszGAB8ppCfLCnAZ5KELg66Q3wshTGMj4i23ZWbQxV4cloUMPSD69g/Fp4OkFo0gw1OMDgArITqyITpGggnGtBbICHVRjZMKMBBQ4gCq7MQUo1sA9AxPCzsuF/0+Xxo0axZcHj3TpVWYOSco/3tT5mHsnLl1hGR+ZPG3Gu8NWN+fLtIV5azKNjYUYmTMUzdiPjtz3Vi0bptPHvuxErdTLAmSmqciOdvHCr36tHdB8C6ZtykxjinS2esX/7nsXeGmv+68Cfouo568fHQNA0tOnRt3KlFE/7bG4/RZERCqpGfVm/2Fvv8P1id42TojwaxUjMAOGwaOF6rlgV+r7g6P1u6KyTMHSJXzpjS4BwTfKUYDBfuQIi0ttR/zlZDkzcYaqgfolL7/kZAwkVwyR1g41O9pTRj6zgUSQIYdC9o13ByZmxHC8sboOpl4GsBEbgeHtYcNqujEUKOkQpD14FqPWgmpKoxxkwAeO6VV//zNVVVcdGwK/io++9THr58QKUVmJ+dMhs5WfnSrQhBr2I95rUxH4UWlPnYiqL8xpV1zf9pA7t0JdyszBeQNu07XNmXq5G6JzXH93Pm0R1zcsbqJyYiLT0Dz7/yasHhrRu2PXrFAHPjxJelmIjj39gihFQ90+RYvGmnTQjxm9VZToYKzMRKJoCS//2P/zlk6BhdmOcfV1qMF8OjWKJSuYWg9pLNVx+Kj+HI/41AKEYgFG2qqAB1DhzSJZJrLfVDPz4mM5YBmsRMzkwqDMyAD3kwmQNS9wvgCqnsJb2EkPLrAsdiDrxndQ5CqhMhxAQA+Gji5/94/INPJupde/bRslJT8NtrjyqVuVF0s8Q4XBwRnWo7Ok5uANkzAqG4B6GozNnL/6OA4Sq4eePI8PxKv1gN1DwxDi+//laV7VVDahdN03DnfQ+YQ664GtG+3Oj2clnHJ64dQqsFCKlmZFnC10/fd78QIsPqLCdDn7KJJRTG2gM4HCNJ3jfCo03lmIFxnml6uzkc7m+i49kFTlfl5pAk3BgW5jkEvbBSL3QSDjBsUNVOb5UWUYX5OFrZ7EytxB3KSe2lgpuLERDdYccV8ChV8UGYEFJ+AXDshHZYCGHZezEh1Q1jbC2ASZcOvqQ0de+Of3zt0O4dZS9cPdC+Y9Krkt1euZNX77m0Pxztm4QHLFxNFgpJ7nnb06GHs6gX879FhoYADPD7/VZHITXQ+59M1H7/7Te2Y9JreOK6S62OQwg5gaVb9xjv//DrWqtznAoVmIklFGAVAMyPSUgc4HL/fZd0u6biW2+ZcoMnDA1tVTODeJumYjv0xCq52AkwIPSXgJ+qqMeRbuh2nQrM5DRpEEiGge1Q1SD4vivgZu1Ae98QUp2lwMQ2aJW+3J6QmoIx1hhANwBY8P3MsIYNGvz9tWdeeFntnhAWdXXfbnA6qmbi6sIN20OzLV5NZuqG8twXsy3NUB0xxqAoCisr81odhdQQ+/YfwNSvpuPnn3/e39mhGvunviU1iI2yOhYh5CQe/vhr/7JtexOsznEqVGAmlmBgts+i4iBL0j+mFC4I+LgkoUp3u8s0TXjBpVwLB84BCNBapONzMSnYiDZjI6dBQOAH+MRyBM10mJILclIE/WYRUu0lQ/dp1H+ZkGP1aNSwgSl8xf940DAMvP3hx46e7VpWaZiArkvJMIRm4Q1/PziLCgux7PrVlW4YuHjAhSIiItzqKKQGWLl6Dbr06I1XX3vdSFn5R9MBnVu7K3sVBCHk7BSUerEvPdsBYIXVWU6FCszEEjrEpjl+7382tkuy2dleXdPLeNUtw3s5PAp9nC7dBx6ssov+SxoMdYjbQ7+Px6Hq3AilP1XkNAQhYALiJrjlwXDb7NQSg5Bqj0MgA6YCoFpvWkJIFZufl18g1q7f8I8HZVlGUutW5sfzFlfp5tC/jn+KhcRGlFnVssyEQCET7I27rrXk+tXZoaw8DBs8SHM4aLUWObUNGzdrw87vhH1T31DuvbQfVZYJqQEWb9oJj8uxVgihWp3lVKhqQyxhAlft0TWb+a+N7S53h7ChLo/40e+tsl8epyQhSbKl2MCqdOb0sS5hrp33hdDMg+Ox2yT3T/BrpRb2/iM1gwwcvBQuSaK3NkJqlC6wP1vdNy0hpCoJIXyqqi5YuXqNcezjjDH8/tMceeXBTP+hzNwqy9OjbUsoXtXrtOjGrQyGmXfduDnEbdlQvdpqEh+DMc+9YHv2pbGGrlfpfQdSw6iqiou6tNk19Yl7rI5CCCmH/p2Tsr3+4L1W5zgd9CmcWEIIkR0pydGF3Nz776+NDI2wezmvsjuqOYaBif7SFisRtGzdX7YwWz9XlG9tc7tq6u2IaOmGkFD5e/j4SgTpe0SO6yB0LEAgPpJaYhBSoxSCGyXg1FiVkH/hnN9od9hvNox/1JgRHx+HRx9+qEprve9//yvWBcoS98O6AuYLX/6Y9PPaLZZdv7py2G3YNOElaeWi3/SGrdrxZStWWh2JVEOcc1w87Ap967JF7e02mrhMSE0hhMAfG3du0U1zn9VZTgcVmIllNutqvSvyslr8+/EVQb/Yq2tVNmx+ojjfDAXDALgsW0/vh/Cs0lW5mBunPriOkSQJt4eEydNj4qVEh4K1CGpboOpW9gEk1YsKgaUIoh1s1JyRkBpmCYL+fTCqtqEsITWAECLwyBNP3/jkcy/+5+b65GlfKZn5RVWSI7uwGM9NnoVzYEcLVM0G3P8mIOA1NNcjH35FEw2OIzEmEovHPeF6/rpB0sfvjg+899En2oxZ31sdi1Qjk6ZOE7t27ZKHdu9I1WVCapDth9PwwAdfdhFC1IjiBxWYiZWUCEn2//vBb/xe4frX5n+VaZjTU3YZ3CzGopmPeTDxGwLoZXeICIne80+kqWLHq5Ex8tuxsXavIthyBANWZyLVw0HocIKZrWG3OgohpByCECgBrxGblhBiBbfLldewfuI/BqiHk5OxfNUaOTYirEoyuOw23Nig0aFz4YBVexushmrkyBAv3HEVLVM6ifuGD8CMx+9w1fdl2R969HF95eo1Vkci1cTb73+IMdcNltxOajNDSE3y2/rtQgALrM5xuqjATKy0t4ibtgLzn5MRdmgaHg+LqLIRbCObErEbenZVXe/fWtvtK18Pj8J7UXG0I9lpCJNlXOh0Kz6awUyOioIUbAqFPnQSUsOkw4ANWFMTNi0hxAplXu/KRX/+5Tv2sTXrNqBryybB1g0TqiRDeIgH0R2aheTCmsnDgqF45F1XZu2c9ha7eWAvSzLUNFf1OQ8J0ZE8Ny/P6iikmujUsYO4/ZLeVscghJTTnBUbyryB4Dyrc5wuKjATywgh1CaK7Y2AEGXHPIYwiWlRUtXUigblZJijivIhAfFVcsFjCAjMgU90DHX06ufyVPXlaywuBL7zlRltYHNZnYVUDxGQdpwH2j2dkJomBnKuBjxmdQ5CqrEFsTExy499QFEUdG7RuEqqvSu274Vy0W2Y9MtfsS4LZi+nwcDiMMl1z/VDGjaOj63y69dUy7fvRaEvaL/owv5WRyHVQCAQwKTH794SEUKfNwmpaa7u220BgD+tznG6qMBMLLVP1155s7Rw8tfeUhM4sjv27Z4wW5ngVXJ9F2M4D3bRBvYzGjWvQlCU4cyyZsNEKQSa22hZf3nM9Jby/sKhtwS1EyFH+i9Ph68rzWcnpGYREFAhVghgk9VZCKmuhBB5076ZcdlVN96y79DhZADANVdeDkOpmpuqDeOiIAG4Am4WegYfG4vBsRZBIc5w1dke6GaXTq3oDnI5BFUNn/21JZCydwdCQmhrCgJMmjoNtz75cjurcxBCyie7sBg927b8QgjhtTrL6aICM7HcOk39/BNvCbZqR1bIFnFuLA78pzVzpXg4JKI4FjILnEGRWIXAdujsTwTPqMJ8AIbZzmajulg5+DjHRF8ZQiG7mEV9AEn1sg863GDCRj8PhNQoheBYCH+vmrJpCSFWEUJoC3/5bd7gK65WOecoKyvD+r2HqqTo2jg+FsNi6qUXgeNMisTJMLAFOkuGUe4nmxBIhSE/ed3Qcl+3Lnv2i+8RGhWjyLJMAyMCIQTe+2iCuKBdC7pRQ0gN8/JXc9W+o187x+oc5UEFZmI5IcQeAHO+9JYGAKBUcNsyNVgl1/Zxrv2MANZDK3eR2AuOFrLi6+twlgSY2LEYAV0rx+C7CDxwmyeMfgfLYZUaQARYUKFiIjlqN3TuBpPOdHYUIcQaaUcKTjVm0xJCrKRq2jP79h9wLFryFzweD3bu3qsczMipkmvvgR4xHwEUncFkjCBD2U0DeqJDh5a7dtl41i5op93aoxgcjWOigl1bNSn3deuydftT/Rf262uzOgepHrbv2ImUtDTWuUVjq6MQQspp/upNusn5r1bnKA8qbpFqgQPzE2XZBIB2NrtUys0q2fDn0pCQhAvsTpjlLE4FIWADAtNi6smPRkZF3hob3r6IcXlrOQrVr4VG7z7fSW2ETxfnHONKi8wOsLutzkKqj/5wSr3hDBTA3LAaQdoojJAa4hCMMh2Ya3UOQmoCIYTRvm2bdaZpQpIkJLVupa/be6hKrr1zxrshTiaJ8jZ9LoSJIc2a7Js2ZgTeevfxdk+8cG/CKqjy6baWi2ZKwe7p79Csy3L47s812JuW5bzysmFWRyHVRPt2bTHnu+mi89V3pD4ybWHqjsPpVkcihJyGAxk5KPUFDADbrc5SHlRgJtXFyjhZRqFpIk6SwQGjqi58geTYVQ/yaY2bTQhsgyq+hRf7FMOmAE4ACJMkjI2IlrZBk4IQOAQdJxtAb4VqztbKatRyB6st1QKIFbJoSr2XyTFiISMasrsU4txDMKpmd1BCyFmrB3kpgL+szkFITZGTm7fX7XbpANC0aROtqrrL6Jqu93GE5p/u2rEycPwKvzmXBdDx+gF/j3WHnN8Z57VpxtdBNXUI7IJ2wnOYEPhR+KJS8k77sgTAN0s3BT9+721mt9P+LuQISZJw2dBLWXy9hEYb9h2uP2/VRqsjEUJOg9NuQ9OE2CdrWis5KjCTakEIcfALX9m8B4vyTA0C59kdJx51VhDOOZ4szDPXBdX4JNhPuZRMQOAH+LVdzOCvh8dgYky8wtj/j3vPdTjRzmY3gkwc/ANB7IN+wvNshS5d4HTR7185LPUHAgPgUqj3MjkeHwTsYPTDQUgNoEGgGxxv1KRNSwixWl5+wX2DL7/afOjxJ/HME4+yqmgNtSs5A51ue0pLCJqxMTj1PdxsmMFZ8IvGHVqwtFkf4pp+3f/x9a+fGSkFXXZe5rEfWA4VxgleQxZM+BUmmtaLq5DXUReU+vw4v19/2w3XXk1jIXJcGZmZUlKjRKtjEEJOg9th37njcPokq3OUFxW4SLUREGJkumFMGF2Uz9dpqqeyrze+rBjrNVWuBzn6ZJv8lYFjJYJGE4999+SYOPvvcYlyX9fxW1tMio5XHo2LbH6B3QE/xHFP6oOADsEGOKg9Rnms0IK2ApR3gSapK9QjbWtoBjMhNcAaqOoX8Pa0OgchNYkQwh8IBi/+4qvpv/YeONhtGGe0x3S5XPDgS9yWX+piAPSTFLQPQMc2Gy/7ZNrLpXunv82WvPuMFBMR9p/jmibE4vC8CbYZc99r4WCSONFqvwwYonPrpvQ5tRx+Xb8d38/9qUbNdCNVq8zrZQnRkVbHIIScgqrpaHTDIy0ZY+FWZykveuMm1YYQojQg+EMA8hkqvw9CqmlAASAYdn4DHz5DGWbBBwDwH90tOwMGfkOAC4UpfT2upIaKDewUkyQZY2hnc0A+QZsPLwTiJFmVJPr1K4+mik3LowIzOYFzYEcb2KqstQ4h5MylwNAF8IfVOQipaYQQy30+/6igqqJnu5aVfr0yVZPiIIldMc6sL+DFZyhDKnRuQECFgA8cB6BjKYIY8ehNofUS4+Iax8ec9Jz/G0fHh4UYJxrV+RiCA7q2q+BXU7v1aNsCqalpKC4utjoKqaZ+/HpqRoMYKjATUt2t2LEPLrv9gBCixOos5UUVLlLtcGDI5Oj4F3brGvbqldcp46WwKDRTbNrI2Ih2M2PqoZVsE6NDwg8mw8Bc+NHUaV+xS9L9xeDSxKhY2MpREL7BE4r+kmvH8b5WDzK+joovrqjXUVc8FBbuXgVV7C7HDuSk7kiDmZ8IhRp0E1LNlYBDg6hxm5YQUo0c6tqySb/m9eO3fb90HUp8/kq70JPXX4p+113kXTXjnYSnbxgqrup9rmjfIGHDLwjwHZH20nOG9tr0J4Lo36Utv3lgr3Kd+9dxTwZO1Hbjyuh6O5+/5fIKeAV1R8O4aFzavRNv3fk8kZeXb3UcUs1omoYt69aUNYyLtjoKIeQUflm3VfcF1R+tznEmWA3rGU3qCMZYCIAyAFgWXx9OVjX3Qvpkp/MghHRvSBjuDjnzFQmmELg6J6usD5yhLjDYjukbfAi6Wd+tyCPD6A5yee3TNYwrKgx24XbJCYl2MCF/mwe/3gSKrRPox4KQ6qwYHD/D/0Sp4G9bnYWQmsztdEwLqNqtw3p0Mea88kiV3GD9dvEq3PrmZ7AxhoKfPoXb6Tzjc838cw3efn2K1g42uwsM0tGxsoDAH5JqrP/+AyUitNI75tU6n8z9A0aD1vrIe++xOc/i34fULukZGWjbpRsvmjuBJhgSUs2Nn7lwy9OTZ90qhKhxkzHoDwyploQQXhkoBoAcs+omrD4YGi69Eh51VsVlAJAZQ5AJ9/fwYSq82Ay1REhi/SIEtBVQpVCJWsWeiVY2O96LiXPOhV9OPn4HElJH+cFl6mpOSPUXBradisuEnL2Aqo0HAEWWyzS9asZEF5/THo9fMxhbprxxVsVlANB0A7slw/YdfPgKXjjqx+zY4WZpq6AiQ5gyFZfPzAOXXwRn1n5biw5deCAQsDoOqSayc3LhcNAkDEKqO9PkePSawZNrYnEZoBnMpBpjjD0N4HUnmL6sXgOb1XnOFOccOgADAlflZZv1ZAVfxsRThfksLAv48UpJoXoNPA4FtFk2Ab5AGYbAhXqV376dEHKGTAhMg9enA/FCCJ/VeQip6RhjAgC+fXZk/rX9up+8+XE1pusGmMTw3ZI1uPftyeKLMSPY9f3PtzpWjTbk2fcCfYcMcz3zxGNWRyHVwLwFC/Hgw6PN5K/H02dQQqqxqb8uw7NTZk/PKSq5xeosZ4JmMJPq7FMA8Ehs/zZNtTrLGZMkCQ5JgkeS8Wt8fZmKy2fvAqcLUbIsLUeQ+jETAEALKFo0vaURUq1lwYQEpFBxmZCKocjSvQDw6fzFpabJrY5zxmw2BYos4+aLesH/21QqLleAt++51vX6uHfEmnXrrY5CqoHu556LAed01K3OQQg5uXkrN3pzi0uXWJ3jTNGncVJtCSGKAEgFnLf9pKyk5o6ayyEoOGb6ynB1WUFwUGk+X+D3Wh2pWpIYwyeRsTYBUIGZwIRARzi22OgtjZBqLRWGrgM/WJ2DkNpCN8xJjLE7lm3b22xPWqbVcarExn2HMfLdL4zoS+822tw42gwEK29D8JqsbZP6eO6Gocxb5g1anYVYz2az4e27rqIeGYRUY4ZpYsnmXTYAv1md5UzRp3FSrQkhhIux565ye7KtzlLZSk0T70S7guc+dKP/wzEjnE/cOEyaYAQ553Witl5usYqCG0JD7UsRMHRQq5+6TAD4Cf5zliJIPwiEVG8HOBWYCalQQojZjeKiVzaIjbI6SqVbsGoTvn7mA0NZvlmaEBqlsKIyNnrCdKtjVVtPXH8p3nvnbUyeOo0mZNRxK1avRvNbn8COw2lWRyGEnEBhqQ/NE+N/E0LU2DvGVGAm1Z6f89f6Ot0vBEXtLrRO9ZUi4HLarunX3T30/M4YffUgxMVEsqu8hTQoPIEhLjd0GeZe0IqvukwBwzC45APQ2T76WSCk2uoJ54dCiK1W5yCkNhFC+FJy8i9gYLW+F8J9b31utpYU5faQcKmlzY7HwiKkr39dhue+mG11tGrrmSsvdD785Bjk5eVbHYVY6LKhl2LkiLtx0Zh3eFCjWf+EVEdxkWHq5s9fvcHqHGeDCsykRhiWm9nouvzs4DZNRW3dmLKQc7iO2d1XkWVs+HQs020Kn9e6fuo7CWG+y8oKzLnUNuNvkiThibBIxyZoVbN9Oqm2IiGjP5xYD5UHULtvRhFSE+2BhunwtrA6ByG1EWPM3vD6hxs88dkMPT2v0Oo4lUbVDWY7Zm/nrnYnXgmPwtQ5fwSffuDV/F43PRbseNuTRm5RqXUhq5nz27ZA/05J4tMpX9TOD1DktL364vNSUtu2uG38ZPrcREg11HPUy17lotsaWp3jbChWByDkdBQL/hLn0uD7CnO7fhoVJ3e0O6yOVOEGOl2YmV8UBOD532N2m4K9X423SUxqJEkM3y5ehYc/mY4edifilZr767syGMDz3iLRISqE7y7ySa1kmzHc4bY1UxS0sJWvPVgLmx0cQjEhIIOd+gmk1moGGxpB1oJADodoLNHPAyHVxgEYXh/EJqtzEFIbCSE0xti1U35e+tOC1Zvtu78c5zn1s2qeLi0bB/IyCv/x2vo73ehoczijS4POblzBJwUlfOAjr5rbpo2r0ZtqD3v2XfPPLbvkc1s11felZ8u3X9JHnN+2udy/UxJCPa5ynSsqxKUUFBYZoM/+dZosy1i8cJ6Uk5lxsGj3ypaRobXyzwQhNVJ2YTG2Hkx1AzhodZazQW8ypEYQQohQScrwMKmrWktnMK+yscCFXdr+px1GqPv/B5F3DemH5dv3Br/euJs/KLvdTnb8RQhezpFpGmhVzmJtVUgzdLzmK9Y+7NPOfkWzevLeYh9WZBbafk/N862SuCtWNtSlOYW2MA484g5XWio2OKQTL7YIkyS0hS0gg5VvtE1qJQWScy0CMQEIcyjcNfrDJSG1hQmBbJh2AL9bnYWQWixZMwxHRIjHzjmHdJKxU010KCsXKPaKBvJ/P75Gy0fe7hsrNjwTHildnZOjr965X+7RruUJz7flQApaJMYjxO2stMxnasK8RdiZnG5u+uxVOSrUY9u0Pxm/rtumv/jlD+bPSc3l/JIydf3ew46r+5zHHr/2Uik+Muyk/963X9Ib7q4XaqDP/nWeoihwh4a3bHbHGHPyI7fLl19wjtWRCCEAflu/HS6HfWlQ02v0CgNWW9sNkNqHMRYLIHeoy+1/ITzabXWeivRbwIdtnVuIGc89cMopl/6girTcguLnx09xjClWXUIIMPb/TysyDbxoF9r6rFz71IhYtLFXryLzQ8Ei9cqkBsrozs1OWPxbllmAdTnF4uNtyWqkw+YY1CiWrz6Qw1/yRNjCpf8+7Z78HC3WkGzNYaMpqwQBcMyCD61hw/mofh8cCalrSsGxAP7fSwW/xOoshNRmsiSN4kJ8mDLjPdSPqV2b/vV98GXz7jyv2c7uOOXANs3QkSuxYsctQ8JvuaQ3O3acLITA/FWbMGrsJ3BEhpv7ZrxXrW5Gr9tzEC9M/SH41r3XOzs1b3TcY3KLSrFu7yF8t2R1cN6qTfYrep0jybKkNoiJdIy985r/HF9U5sXwt74UC76fxaKiIiv7JZAa4KtvZogHH30cWz99hTWKj7E6DiF13juzfs5/atLMB4QQs6zOcjaowExqFDtjTQDsGu4KcTwVHllrpmb0LcjCvcMu5O/cf9NpvSbOOZrcOBqdTQQjOrdW1m3fJxR/UGokyTy0ZaP8L8Y+EtXnkVeV1pmF8uPh1WcgOcdfhq7nN9Uub55Qrqq3yQWu/nWjuSazUIwNiVTOcfyzaLjA78VnpSW+y+GhtV4EAJALE/PhxzC4EEcTdgixmg9A9KeiVLU6CCG1GWOMJURF3JdVWDxh19S30KpBPasjVYivf1+BO8ZPwg8x9dBQsZ3Wc/4M+vF20Mc7xkZ5bWV+x3ZTV9q0aCLn5xcGbtZR3NAQCTfnZyP4x7RKTn/6gpqG2976PDjtqRGS016+ZYibD6Rg8Jjxom+nNtrEh293RIWF/OPr/R5/K/DA6Mdc119zVYVmJjXXvQ8+zJcuWcJ3fP6KUttWPBBSA30sD7x1lNUhzhb9JSE1iiZEsgFM/yHglWpLqwxVCOgmF2/de/1p/z5KkoTxI27Az8XFzq5tmimfPX2f7dKh/VjHS/tI45+4OwECjoNpWeLukLDKjF4um9Qg3veVonmEp9xTqmWJ4cfB58ifDuioPOsvNh7zFmoL/D4sCwZQbJpoodjggzi9TxykToiDjBvgEQxsn0Dt+FtBSE01H/7Sz1AWbXUOQmo7IYTIKiz+HAC+/mOF1XEqTJHXh2Euj3q6xWUA6O1wIdHkWJyWGfaQze0YKTllZfdh87JS1dVLyAlr1SBuHdizWt30Gvbsu2ZmfrHdYVPKPVbu0qIx9k4bx+IiwljbO8cYY7+ey7/8bTm2HEiBYZpoEhdlS0vPqIzYpIb6+N3x0pwfZpX6NCNodRZC6rK1uw+i64jnGlidoyLQtC5S4wjg8URZ7u0XvI2DVatVbWdkn65i6HkdSxVZDi/P867rfz7aNqmPxOhIRIeFoG+nNn8XqE2TY9HbY0qfGvNOZJlhssayAsWmaOcrNltL2cbqHad/XWXiQmBK0Bt8uFNTW4fosDP6R2OM4bKm9dC/frQiM8bXZBf7b128xVVYoiPJbjNcqAU/DKRCuSGxLOiJyxHUL4fLJtE9VUKqXBk4cmCGAMi2OgshdYEQwpQk6RZfUB0vhKh3bHuImupwapba2+Es1w7fCmP4OCpO2qdriJFlXORy4yLX/+/N0MfhwtpdKf7rXv7IHtR1ltSoPhpEhgUiIsJcN1zYA7JctWOGvWlZ2LgvWWz49BX5TP/Nwj1ufDTqVvsLt1wOj9OhPfn5d3h0wjc2VddFXHQ0u/SmOyo4NanJ7HY72iYlRfV+4KGSIe2bOp+8/lKrIxFSJ81fvcncl5693+ocFYFaZJAa6ZGwCOc3vrL8r6LreWLkml1XfFTzah+8Nlp0atG4XAPn0/H0pJm6N6gq/qBqdmzWSHY77Xzu1/PNsTZ3pTdmzjUNZJoGlgYDKIbQs9yyufzKnk57BQ/Yc/wqzpu5HEOCNq6A1neRfzIh8AP8IgRMDIGbfj4IqWK7oGEt1DmqEFdanYWQuuS2S3rflpqTP2nR20/X6BVea3cfxMNPvCUmRMZVeKVc5dx4oriA1ZdlBsbMAQ6X7Ue/F0+8MgoDurar6Mv9A+cc6flFmLFkNRKiwvH6t/PVx68dYr97SL8Kf53jvlsg8hxRbNwbr0FRaH4Z+aflK1dh0GVX4aexD6NfpySr4xBS5yTd/mTp/oycoUKI5VZnOVtUYCY1lluSxsdJ8gNTo+NdITW0rvhcaSFfburS/q/Go15URKVeK6eoBM1uehTjQiLQw+Gq1Gvt0FTcWZgLABjeJI7f0DJRDG0SLzuVyrkZMHdfpvrAku0IEUxpA5vckBZnkGN4wTEbPpwDOzqiwu/jEEJOYhWC+duh1/hNSwipaRhjES67bc+Lt10Z8/i1Q2rkbIwSrx+Nrh0l+sh2/nJEdKW/hq+8pXwm15D2w8dSZRdiR7z7hTHll6WKxBhuGtgT4+69Xo2NCKuUQQrnHCMnzwnuSM6Uu3TuJL387NNybCxt7Eb+33sfTxCvvPYmDn81joV6KvdzIiHk//mDKlrd9kR6dmFJUyGEYXWes0UFZlJjMcaYi7Ev2trsV06Miqs+zYZPQ1BwjFd9+vziYtv0p+/D9Rf2qPRrFpR6EX/VA5gSFYcO9sorsh3UNfwRreiPdm0uF6i61CM+ApW9PNOvm1iYkosZ+zPwa3IubkIIHKj5S0JJxSmEiVyY6W1grxX9rQipQd75VJQ+bnUIQuoixlgTj9Ox5qun74u+rGfXGnX3/a8tu/Dcx9MD21IznYvi6jOlClp9TCorEYtdsrFvxvuVOut7/MyFZlLjRLN+TJQ9xOlAyyrYjDElJx9Tfl6K6YtXiz79+/Ovp3xeI286kMohhMBfy5YHQzN3+7s0rhdldR5C6phW8sBba0WLjBo10CDkWEIIwRi7SwH70BDi/tVq8K7eTleNmMpcwjmcHVqyPXddgxb146vkmtFhIejVqmlRYpEaWRHnWx4M4IWyQjR02vVmLqextcwvNZMVsVlTHUv6ny+1jgypsn8Lt03GNS0ScE2LBIzfdAA7N2ZlOwzUjq3TSYWwgyEf3LQ6ByF1STZMrIUa8qnVQQipo4QQyYyxc5MaJbZet+fgJ7HhYa2bJsRaHeu0zF6ymncv9Nnei6vP5CrqI93V7mB6y4bFAM76m1Ti82Pk+1+KOSs2sssv6GoWlHrVjPwiJERFuNLzCqXdX46r0gJv4/gYvHLHVXj82sHs3gmzNNM0IcsyTVUlAI7sdXPw0GGlOffTDB1CqtDTk2cVjp+50CXErVZHqRA0g5lUW3bGPtWBqUKItSc6RmHsUROYBMDlYmzHo6ERsV3sDtgZQ1VvZFcefwR8eEv3I/nb9xFWhcuQsvKLvFPveyVkkMtzVufJNQ1cVZDNP+7Tnl3bMkEIAWl/iR+rs4sAAPe1a1Tps5ZPZvrudN8Lf+1U2sPuiIdMs5kJViBo5sPE5fDQjB1CqsgqBPWd0N80hXjB6iyE1DaMsQ52RXlEM4wRJ1pWyxhr5bAp5wQ1fYbLYb89IsT9yeqPXnSn5hbg3FZN4bBX3/bMne54iicVesWTYZFV+r49SfWpH81426Gc5R4vL0/7Ufyybpv52aN3Ku2a1OeZBcVSam4BFm/aKYZ078TOa92sghKXnxACQ16aUDBo2PDobueeg149zrd03E6s5/P5kNC8Nea8+CD1YSakihimiajL7lP9qtZMCJFpdZ6KUH0rcKTOM4DLFaAFgIEnOkYGEkxAEULkMsb6vlNW/FdQiDgA+C0uMUcBi8/nJnJMEy0UG6p6Q8Cg4BhamMtLdV3qGBGuj7d7bJGSjJ+0oPnQVZfIVVVcLvb6MOuvdVi+fa+7TA3ibAvMBSbHkEZx2u1JDZ3Akept55gwdI6pHp1KLm0a53l4xU6+SmhcmJwNh7vUAync6lzEGgFw7IEuXwaaqENIVToMI8iBBVbnIKSW8muGcSeANwAcOMExDT1OhwQAAVX70u10xLW5/cnXVN1QEqMjilO/+yBif3o2VN1AdlEJ+ndKglzBmzGfyoLVm3H5C+/DyRjG3DjcfO72K2XTNLEvI4eNj0mosjC7dA3bNRW/+r0OwzBxtgXm5Jx8PvbOq+VOzRsBgNQoLhqN4qJxQftWlldyGWM4t0l89Jvj3+GqbrDbb7nRGPfaWN1ht7utzkas8fnUaSIqxMP7dUqiiRiEVJE1uw/CrigZvqBaK4rLABWYSTUmgEQDOGklVBXiib+PF2I3Y6xFCGMPR0ryjTfmZy+WgZtzOQ9xAym3hIStuCsk/BKg6lonSGBwKbLx6ZP32JMaJ7JPn3iX95QVKUNmRlRoSJW8gRumiXZ3jBEuJni7SI/ItsMAYD+bc7a22eASerVd/hDptKPgnkskALjl983mhtRCra9+Vi+Z1GCZMM1wSIhFJe0ySQj5jyAENAgVwAarsxBSGwkhDjLGwgD4TnLM4mP/2x9UxzHGFrdumDAiPa/wihte/eSD2UvXPeywKaUelyMl7bsPt8iydEulhz9GsdePWEXR3g+Ptm9dsExkDO2Hz3/4PWgK4XRX0azaJUG//lJJoa1zi8ZGkidBWbZ9Ly4+t8NZnfPeoRfKRWVeFaieuwuPveNqjL3jaulwVh4GP/suhg0eFBh4YX8qMNdR3343W7x862U0TiakCm3cd9gI6vr3VueoSNQig9RKjDEWwlioV4gSBYABQAaWt1RsyqsR0T0aKZW/JDDbMDDdDOoNB55ve2f2L3DaFPPekDC+L9xtTB3/lD0ixC3bKnmH6h+WrfP9umg5ro52eC5uGItfUnIxesn24IyIOOeZnO87XxnWmZrfhGA7dc35/aBzWP8G1XcX6lJNR8yUP3AjPAhBjWjPTSpBCfg2BtExDDRuJqQqqRBNp4qyZKtzEEL+q2vLJsrmAylXAfjumIdvv7Zvt3e+eXZkdFW0TFi4ZjM+/uBrLaO4zL7L0NAiMtz/2G1XuPd8MdcY4nQrkVLlvm8XcxOLuVEQOK9t6Oibh9sbxkVj8JjxwSHdOzlHXXFx+c/n9eGZybON5Jy8YG5RqaPY67cdmP5OJSSvODe/PhHFSoi54IeZslzFKz1J9TH7o/E5V57Tqmo2BiKE/M9vykW3DRFCcKuDVBSawUxqJXHkzkkpY6xlCJMecDMWmcnN2w4YeulDhXmBWbEJLnslD5xfLC2E3DTR1iU81OzcopH8cGFQHhMow1W9u9hiI8IqfQS3Pz0bI96eYt9/Q29bhONIQf2c2HBkaJrd4ByK9P8F112ailLBEc0kNFZssEv/LcYuC/rR/tyGWlswt11iMAXQO7F6bzJs8CM30DzUg7nO2gqVA2jSqXpOICKk1toINWcDNDbV6iCEkOPatD/ZADDTblMaJjVKFDsOp7/GhfhyzooN/ve+/5U/es3gSr8zf9Xz7+OpsEjlT0kSLcND+bjRt7uve+FDTIuOr/TiMgB85SvT5O7tQ6Y8esffy9x6tW/lXLPrgDnqiov/DhDUNCzatBORIR40jo9Bg9j/jn8Nw8CjE78JXtv3fDmgaiGl/gBaNUyo9NdwtgKqhkZNGzAqLtdNpmmie5/+vnlP30XFZUKqUHZhMR748CujNhWXASowk1pOCHEAwGgAkBj70wC+zOQmnizKO/RuZOyhbbrWr7PdUeG/B6mGjnTBzd6x0Xjiukvl2y/pbQx88GUttyjofvSawRV9ueP68rflEBDK/4rLABDrsgOMSaOCxdqdsssewmS85ivWMkzDPr5HUqBQcOmRtfuk8WHRtra2/28pkWJoeCNQKlJanmt31KABaJTTjjhIggOs5qQmFcWAwEZoUj84q0dzcELqCBMCm6FFAiizOgsh5OQ03XgbABhjExRZ2q6bvPnTk2eJ81o3mx8dHpIUHRbSIj6yYrexEELg28WrYABoqCjS+1Gx+FMNqDeNneBsa7eL5jZbpQ/bdCHwo99rv/pfPafbNEzAa9PnyY98Ml29Z0g/x86UDNzzzhTRtF6s+HT0HYER736hhIe4xZTH73a6HP8/Vr7z7clw2GzKoG4da9Tn664tmyCqXVsd1bSVB6lc38+Zh9TUNFdcBA2VCalKv63fjmVbd9e6JdY16g2QkLPBhZjGGPtNAtYFuDjcKyf9fBNQ1tVrWGHXMDjHXDUgxIXn+kdHhTtHXz1IBoDosBDljVG3KvVjItGkXmyFXe9kNu1PFlc2jv3H1F3GGA7e3B92WbL/eDBLfXLtPum+jo2lp7o0h02WXAAQ43bgniXb+FOecOkSlwdZpoGHSwu125MayI4aOL3hmoTYQ3qWv7nVOUjV2wNN2MF4M1T+B1VCyP/LggkFOGgIkW91FkLI6RFCBAC0YIxdExXqeWr48+8OUzUd7468CfcNG1Bh10nLLcAzb08JOA9maJOj4sI72o/UNdsrdvdYTzg62Ktmz4xUQ0e022Ve1bvbP8YIV/U5D52aN0JsRKi4//0vg/vSsvnCNx53H92czzPrhVG48fUJatcRz5vL339WjokIw9d/rBQLVm8RS955usZ9th7cvRNaXXZNDoBGVmchVUsIgWdfekXcd2lfSTrO6lVCSOWZs2KDt8jrn211jopGPZhJncQY68SA5wRw9ZfRcWhrO/ub9qWc4/qyAn7tRb3MD0fdWvlNnk+UwxfA+JkL9eTDKcZXXRq4zuQcPxzMwvNr94ouULTlWpA90rmZPLpTU7kq+vFVtITJvwcu1Z0uJ7XJqHP+QsCoB1lpc3Z7WhJCymktVH0btDdNIV6wOgshpPzYkQHfExJwS+OE2OZ7vxznqogC1Kc/LcbjH3+Nb6PraQ0UxbI357VqEBngpU1uGRZ697D+5R4gqpqO68Z+bBaW+cxQl1PsTctic8eOtrdv2qAy4laq+as2YfbOjNJvpk6mKax1TFFRMXr07W9sn/CCQgVmQqoO5xwxV4z0l/oDLYQQWVbnqUg17i4rIRVBCLEVwDU2xgaGMXlctml0qSef+a9DvmlihK9IvaBrO+X9B262rLgshMDd70w20/YfxIyBnc6ouAwAVzVPwPAm8cwmSw7VNFGT2mL8m9cwnX5wOGmDtzpFg0Bn2NMiIDe1Ogshdc15sP+yBdqbVucghJyZo3uZjGOMvdMsIW6Mqhtji71+lhAdccbnnLFopXjqk+nitfBoycricoZh4KmSAv7avdd7bh/S54xmHzjsNvz48sMyAJkxBk034LBbNvw/Kym5Bdi2Y2eI1TlI1RJCQJj63vkvjmxNxWVCqpYkSdgw8ZWbW976eK0qLgMA/TUhdZouxKIGitLrroLcfY8U5vnWqsEzOs9mTUWPc9obs18cJVv5Jn3/+1P5wjVb5G8GdLI1DnWf1blsR3vS1eTiMgC4ZImXgVZq1CUcArPhM1QIKi4TUsV84FgBtUgI4bc6CyHk7AghzEUbd7w24t0vBrS/a0zgkU+ma3nFpWd0rs9+/D0wPiJa7+084/kPZ62Uc1yfn42OrZqwUVddIitnMcaVJAmSJIExVmOLywDQvmkDZGRmUk2gjlm2YiW69e7XuFlCnNVRCKlz5q3cqA9//r1Uq3NUBnozIXXeeVmpgTxuXrBKC45+ojg/72tfaVF5z9HSpiC3tMxjdQsJh80mbbyqJ5qGnV1xuTap53KYNbtETsorGQZ0CCmW3uIIqXIpMHAQesXuCEYIsdQ3i1f9WeIL9P3il6VftLzl8UBOUUm5d72PiAp3e7mwdPVsCGPo3aaptuKjF6lv2lHtGzdAXGzV7A9Dqo9nXxpr9kpq5rQ6ByF10ZhJMwN7UjNrZcGGPn0TAkAIkSeEmBQUonFzxXbNQV33m+XoT55pmNiTmmXpNFndMFCWk1PYOpJWuR3rqfNayImQVatzkKohILAeKk+CTZLoLY6QKncIRpkG1LpNSwip64QQ631B9X5vUG0ZHRby/s7k9HI9PzOvkKeZuqX3/Pebum9Q3260McMxosND8PCdN2dbnYNUnQ2bNmPLtu3yhyNvtjoKIXVOdmExUnMLbABWW52lMtCnb1JnuCVpgY2x0ac4zPNIUf66EYW5a+4oyPEXc/O0zt1asaGwzAvDPL3jK8OC1VuweNehUMsCVFP96sfIS2TVZ3UOUjUEACeYcR5t7EdIlTMhkA3TAeB3q7MQQsqHMdbapshpjLFTrZm3hwy5e9L5D77sHT9zIT/dDeO7t2spZRiGfvZJz9y7pcVSsS9gZYRqhzEGkZfumfrVdOonV0dwzn03DzhfhLhpAjMhVe239dvhdtj/EkIYVmepDFRgJnWGJkRDA3iXnaSPhQ0Y72FsVKngF6WaxqRhuVnqX8FTt5GMVhQ0czqDizbtrNDM5bEjOR1Bk1M3iH9J9DhwyNSjDOrDXCdkw0y+FC47zV4mpOrJYLgQztuEEPlWZyGElFueYfIGksTePtEBjDEnY2yzwXlxQNU6vP7tT/s63fOsr6js1Pfx7x12IZYamuDlWCFYkQwhkGrozvTcQkuuX53tOpQSuvC3362bJUOqTFp6OiLU4h3vj7yJ2sQQYoHr+59/sMjrv8PqHJWFPoGTOsMEzgPQXZxkqoUOjPAJ8b4Qgvs4f0SF6NzaZp9yOud/0u5x7TiYatmdqI37DosBiZFWXb7aEkJQabmOyIaB3xFoKIHGzIRYIQ1GcCO0dVbnIISUnxCiEEBLzsWTJzkmKIRoDCBHCJFc5g+2NTm/PDzEfcqqbYemDXHboN6ikHNLphCXca6bjOHBKy6y4vLVmtd/Zpuck5rn8WeeN979eMK5NsXSduiE1EmGaWLczIWHAORanaWyUIGZ1BlCCE0IcdIPvkePOXbKculcv6/e6Zy/kWLD+z/+rmTml3uPwLP206pNSDSC/m8Gdqbf6X9J8wXhooJjnbAeGm8IRaICMyHWWIagXggebXUOQsiZEUIcEEKctB+vEKLkf5M1hBAiu7DEve1g6mmdn9sUx9tlRY7TbatRkaarPt9rD9zMOrdoXOXXru78qibqxcfT4KmWS05JwU8Lf1GevHYwrXglxAJrdx/EBz/81vxkEx5rOipGEXJyDab6Si99qbjglLMtDMEhgipve8dTfFdKRlVk+9uPyzdo9ZnpqdKL1hB2ScIguydfoaJjrVYAE7kwpV5w0D80IRYoA0fgyHqRjVZnIYRUHSHERefe/0LUsm17TnlsbEQY1ugae7g4v0qnzJpC4OvSkohr+3avysvWGH06tREfjH+TW52DVK7Xx71jdm7ekDeOj7U6CiF10s9rt5pBXf/B6hyViQrMhJzE0RnPUb8H/UoZP/m4K0pWMD88VhpqdxkzF68uq5qER2QVFis7Cr1VeckaI8HjRLtWseouaLX2TiEBQsCKOsDGnfS2Rogl0mBABhYJIahIQUgdUuLzj5Il6dGP5/xxykbMT90wDFlzJrIstwPZhl5l4zLf0cliDjtN3Dyeuwf3ka669vqitPR0q6OQStS6WdOSSY/eSQNlQizy4/L1vqCmz7c6R2WiPzCEnARjLMEGXHWzJ3SWeZqdfEe7Quw712xV8opLuWGa0I3KbctsmKa55UCKdEWz+Eq9Tk12ffuG9VdBZT5Q3aM2KgHHYZiZ3eCk9zRCLNIEyl4NeMzqHISQquVxOq4BxObbB/Uu8QfVUx/vcmDh22OcizTV8HKOYBXck1qrBbVot5M77fZKv1ZNZFMUuDRvzH0PPUob/dVS3876Xr2sRaSS1CjR6iiE1FnP3XzZZwDWWJ2jMtGHcUJOTpLAmo4MjbjjvsLcrV96S1HCTezSVZxoF2zGGC4uDrgSrhkleYbcjRtfnVBpywD/2robz376je+bvm1xTQsaMJxI68gQxDrt5jZoVGGuhTZCNVOht7E6ByF1lQmBNJhbhBCHrc5CCKlybqfdLs9YsmZAu7ueVlft3I+sgmLsSz9xK+c2jRKxrl64dGFuBvrkZGCTVjlDZSEEZvjKAksiXNgz/V1Jkuij74mMunygtOSvpfK+/QesjkIqWFFRMe55YJRDDQTCrM5CSF21OyUT6flF84UQutVZKhO9yxJyEkKIDA1i2yW5GTdlGGbxBG8JLsrNFA8W5qX+qQYmn+h55zqcuMDlEh1cLv7O/TdWWk/YJz+boe7ZvD1sQIOYyrpErTFz0DlyKgxJQFTulHJSpbzgOARD7g4nrXslxCJZMLEKwU5W5yCEVD1fUJ1mmOZtM5as9qXlFjj6PPIqmt/yWOCiJ95cxoXYdqLnvXnfjXLPpBZiWHi42s7mqJRs6aaB98qKXVNee9QeGUpblZxM96QW6N8liS/89VcaJ9cyH078lDeIiTLb0OxlQizz9OSZ3menzG5pdY7KRgVmQk5BAMuKON+oQjwsA2lRkvRmGeeN3yotenVkYW7+iZb2RTAJlwztZzaKj6mcUTOATftTHAtTcivr9LVKz4RILLqmJ/ZJBn3DapG90M0oSGY4vZ0RYolicKyCahjAXKuzEEKsoerGZAC5siw9KzHmZ0Cb9LzCvgMff2PO+JkLjztb69zWTZGSmsnvtrmZg1XOXIwEWQEArNlzsFLOX9vMHztashVm5G7fsdPqKKSCcM4xcdIUafw919JEDEIswDnHD8vWY8GaLSEAfrE6T2WjT+SEnIIQIksIsZ0BwxWgtJDzuQBQzHnqNk31LQz4j/u81eCiVcMEW2Xl0nQDt1zUCxc1jEF+QKusy9QqH25LFqncoGbVtUg9SIcH0uxlQqqUCoG90CEg/toMdXIp+IccGG91LkKINYQQy4QQKgTuAzBJ1Y0yAFi2be/0pyfPshnmf1v7LlizBfm+gBwpS5XWGLmYc0RLEpy2ShuO1zovfDo9vrikxOoYpIIwxviYmy8vvvT8zlZHIaRO2XIgBYs27fQB+OzRid/8whi7XgiRZXWuykYFZkJOkwDeMQANwIGnw6PCnMCjBjBxr64dd0eTu2WH9NCH04zP5i8JVHSWgKrh2lc+1nZs3639kZaPtzYdpN7Cp+G+do1YKgy5lDb7qxW2QtU5WFwYqL5MSFXIhYnfEPB/Da+6CsEFn8N72V6h32MI8ZgQotDqfIQQa5mcPxvqdtqEEEXd2jS/EEDTUJczZ2dyxn+OvbxnV/Rq31K9vjA3WGAap7eTdjls01TcVpSrdujYml/+wvs4mJlT0ZeolTo3a8jGv/8R55zGyjWdqqoYduXVRfcM6BZhdRZC6gIhBD6e+4doc/uTZX1Hv5Z/9UsfjLFdfPt96XmFQzjnM63OVxUUqwMQUt0xxiQA5wNYbQjR1cbYs+NLizpIwHUcGNJAVtIBNP/3867yhOICp0v56oc/tEiPW42JDHNc2KVtua+vGwamL1qFCXP/CJaU+cQbI26wPfX5d7LL1OV2oa5AqizbOsWEBgBQc7lTOC8+Em2jQ5FRoBlhsNPfvxpMg8AGaLYhcNG0JEIqUTE49kM3usA+aw/0rSkwfAL41hCiyOpshJDqgTEWDyBMCPE1Y2y2TVHeEII/AUCuFxXxscthf/Dfz1EUBb++87Tj9407MOmtyXp7yKK3w2kPl8p/0zjHNDDNW2YuN1S9jc2ObrLN8aG3hD12w1D7R3P/EJ2bN9ZddjuNF07DtKfulc4Z9SoKCgoRG0t7vNRkX8+YiS1bt0U47bdaHYWQWsswTfy6fjtyCkty7hrS9+PxMxdGZOQX/QLgTyFO0Eu1FmNCVPgNY0JqFcbYhQAWH/3PRg7gaRXYLANvmsCoNfEN3pWODKyP6+gO1vhcD+CFW68Ql/c6h7Wof/pdGp78bIYxbeFf0l02p9TL7sRYI2hsKilRJvdulxO1Oz82TlKk9sPaprhsSuOzfKm1Xqmm47J564qa5huSG1K41XnImdsMVeyBzm9ACE1fJqQSZMLAKqhlxeCCAV8ZwHNCCFo3TQj5D1mSNnEhutgUeZFumDc67bZ3ZUlyaYaR9PtbT73Vu2PraSd7fonPj4tHv25mpmZKj4dGsnPsDril01toa3BuXJafLTdp2kB8+sRdUkGpD9c/+47wRIRhxnMP7EuMiWwdFxG21SbLnWSZFu+eyowlq8V+3Zn58ssv1bc6CzlzhmGgUat24smrBrJRV1xsdRxCaqXnvpitT/xpicEYDpb4Aq9xzr+zOpPVqMBMyGlgjPWQgTEm8JgQ4gAAKIx9KYDb2tvs5uTo+FMWuZYFA5jDtWChx2msnPhKSJjHdVrX7n3T49obsNuPHWj/EfChmHNc4wnFfUW5Rt82iWJczySamXEK2wtK0XXWCvSBQyTBXjk7ypAqMQ8+3hF2qSnox56QiiAgkAkTu6H7z4fjs43Qlu2BzgH8IoQ47iZdhBACAIwxBcDTTrstMqBqjx59TFIkqdDgPHzL56+hfdMGpzzPyPem8k079wdaFZTxR0LCQ0/n2lsNzX9w4LnuV++69u/HNM3A819+jzsG9UGIy4n2dz3NN0x8RSrPBI+66vIX3hd7ckvw06wZLKlNa6vjkDO0/8BBXDRkqLn/i9dl6TRv1hBCTq7Y68PMP9fiQGbO4fEjbngl/qoHpIJS7yohxB6rs1UXVGAm5AwwxqIBlLgZW/xhZGyjRorSJOI0lvTN8Zch9obB+kNXDzqtqliJz4/4Kx8QkyNjWVvbf/dA8XKOS/IzcfiWCxHvdpT7ddRFU3alYtTSHRgMFxKoS1CNxMFFJsy8BrDFWZ2FkNogFYb+F4KaCZGrAx8JYLIQoszqXISQmokxJgMIBdCoab3YH1Z//GJcRIg7TJFPPlY2DAM3PPOuemdGEY+X5NOaiTHTV4b5Ljmw65t3j3v8rW9+iqIynzn/tcdoxdNpKPX5ccNrE8TurCKk7N1BkzFqICEEvCVFO/bP/6Z9p+aNrI5DSK1wzztTvDOWrLY57bbFxV7/+0KIP6zOVB1RdYWQcmKMMQD5APr5OO8bKclJQYjNI0LCHD0dLjRV/ls7LuYmvvSWYo6hYlnn059pfPubn5n1bTY0V2zHHRT/EfAj3G5DnKvSNuCude5q2wjfbk/1RRZy6lldA5kQmAW/NhwuKi4TcoY0CByCgV3QyrrD8dZe6PMDELIQYrPV2QghtcLNjLEJnHMPgJaN42Mm14sKv+nxa4c4+3VKQlRYyH+esHHfYYx4ezIvTM22Px2bcFqFzXzTxMfeErxw7dUnLEZv2HvYvHlgLyoun6Ywjxufjb6TfbE9ywDVCmqkhb/+hgnvvdtg/ksPWB2FkBprd0omvvxtmb7jcHrqwjcev/ebRStNzTC3B1SNNrU+CXrTIKSchBBCYex+E1gLAEXc3M0YG/S5t/SRT8tKB8yJTXDHHNPkba+uYXSgVDMlZuvXuS3r0LQBDNPEqWZxAIDb6RD9FLviYMcfZ3dzOLHZDR9jjIql5dA9Iiy5pLC4ndU5SPkdgAEdsHlAnxUJKQ+BIyvWDsMoWIJgiAys0IBPFiCwUAihWRyPEFK7/KxI0r3/+4/U3IIHsgqL99799pSbu7RoHLP4nacTjz34uc9mqJ/8+LusAMrIkHCYQoABkE4w/v0fCUAIk8RT1w894YE3XNhDblk/vhBA1Nm9pLpDNwxcPXxoCo6ziTmp3oQQeOalV3j/Vg0irM5CSE3DOYckSbj0mbdzl2/bawfwpV/VJssDb92p6rRZ5umghjyEnAFDiE+FEEGJsUGMsTYADupCNFMhknK5+YF6TOsZBcCV/c+31wvxmKu27RGNr3tYu2jkSyXn3f8Cth9O+8+5v/x1GZrcMFp0ufdZfUi3TqK73XnCHEtUP28U6i6iVjen78eDWRh/KL1dndvStRbgEFgPVXSEjd67CDlNxeBYC9X4Cj7/Nugj1kFtZQINVSEGCiHmUHGZEFLRhBB5mmF8wxiTJYk9AEDnXHjsNmVuz3Yt++5Kydh37PFFRaXsUodb8YR4zHe8JWJIQbb2mO5VnynOBz/OGPfughxxbX6WOTPgVS+Ijjzp37BVO/cH6sdEBSv2FdZud70z1Xz+1Tdp8/AaaNmKlUhJTmVv3nWd1VEIqRF0w8CCNVtw2fPv+ZLueCoZQLPf1m/v4Ve1WF9QHS2E2Gl1xpqEZjATchYEMANABADJAMYCyH6oMK/Hc+GR6Od0AwCa2+yIX78PdzKHwsNisN807HvzS+0TTA0NYqLQ7s4xIsTp4L5AUBt8boeg2+0Kzykoks71a0re5z+y3o4TF5gNAWnSgYwGFzWPx+XN6lXFS67xYlx22MHEFmj8HDhoGmwNogNwAEZH2GhnP0JOQoWADcABGLuWI9gAwFcGMGm1CG6zOhshpE6RhMDHAA6YnE/JLylr8saM+frH8/5oVDTvs78P+vipe+0lPj8iQjxyTmEJSvwB+xVPv22eEzTESjXI3iwtEg0VRU8XXIwNizLzTNPtjI2U2142UBrcvdNJpzmn5xXahzzzdmLW7I/gclBLudPROC6K/bDkT/ngocNo3qyp1XFIOaSlZwRvGdjDabdTmYeQk8kvKUNMeGhZn0deK9qfkV1a4vN/JARmyQNvLRaCZiufKfrLQ8jZ+dLNWDe/EIoQYjZjzOkT/JxO9n9uuBdydPdeiTEkSXZ4OUdpWQn2p2UFE70BuW2R39bCZnM5lm522ZmElfENAOCU/efuCAnDLl3D+M0H+eXN6tGszlMQQqBXvShcWD/aSM0ooY1LahABAQ1856Vwt5No8Q0h/8EhkA4Tu6H702DIzaBctx/GLzjS2Um3Oh8hpO4RQuhHti5BlBAiDUAaY+y+Ph3bmMcexxhDRMiRbm/xUeGIjwpHk3oxhlqSatvODePmKwbaGsXH2M9r3QxpeQXY3LktYsJDgdMYK2+f8oYcedkI8dOqTey6/udX/IusZTjnePHWy6Xt2cVmdk6OTAXmmiM/vwAXJTXcdlXi9d2szkJIdZRXXIoZS1aLifOXeEt9geyMWR92Xr/3EIQQfquz1RaMltYTcuYYY04AuQCuFEIsYoy1CWPSpkXx9U+683WaoeOLoE/vLdts/Z1usFP0mDuZLEPH7gaezFHdWiZqnCPERveNjufNjfvxyvoDoqXDkddDtSmKoF58NUkaDCxHUL0RIY5TH01I3VEIEyGQfIdhrFqFYAMd+EQAM4QQtAkJIcRyjLGrAMwGIAshhMOmfPD0jcMfev6Wy0/6vIlz/jAKysrYdRf2lFs2OLtVehPm/aH37ZSUnxgdmRARcnbj7trKMAx0vf8lc29qhvzdpE92XnntdW0lSaJvVA0y5Iqr9T6NopQnrruU/t0IOUrTDexMyUCXFo339Rz1sm9vWtbhEl9gIoA/hRDmKU9AyoUqUYScBSFEkDHWGMAaxlgvACUjQ8O3AzjpneOGig0vhkRUyDJ/EwwvbDuUMGbLQTQOcYkDt/SnQcW/rMkuwqvrD4gLhIO1DCpx9A2qedZB5Q2hUHGZEBxpgbEfOnZCL/OCmx6wy0oglguaNUAIqWaEED8wxka67LZPAYzo1qb58qv6nPcgTrEX0P1XXFRhn1NzikrlLvc+l8CFwHsjb8KoKy6uqFPXGo9M+BbZpV45+/B+xMRE00bYNcyu3Xvw1/KVtqlfjbM6CiHVwtaDqZj881/a9D9WcqfdtvG+4QN6r9tzCDRWrly0zpiQsySEKJKB3QB6CSGywpg0dbUaqLLrN1AUvBcew96OiEFSpIf2rjuOHw9kmY2EzJtBAfvXasoCmCgC3byszrJhoASc9QD1TiR1lwmBZBjwgidnwJiwHupPxeDXGEBMseDLaMBMCKnGfg9qem/GGFu+fe/3izbt3F7s9VXZxZ+9abj01dP34ao+54m2jetX3SC9htB0A0v3pvBJn3xoREf/c4Ef5xxz5y+AqqoWpSOn4+XX3zR7tW3OYyLCrI5CiGWyC4vxw7L1HMAvj3/67ewvflk6viwQbJdbXHrBK1/NETRWrnzUIoOQCsAYEwwo4kJEMcaG2oDZz4VHOQa7PFU2WXZJwIfvgz7+6sCOGQMaxTasquvWBEIIrM4qVC+ftx7nwe6QwRAPGVuhFW+GFtEIsjkYbtrwr5rKh1F6AEbo+XDS5HNS5/jAsQWathe6yYADOnAbF2Kz1bkIIeR0HW0pFwDQRQixJTLUM8emyIN2TnnTGRUWUmU5rhv7sWjdMCH31osuiG9RP77KrlsTcM5x5/tfF0Y1bRV58YD+LDIiAi2bN0efiwb59+w/4P7zl/no16e31THJCdxxz4jg80POczaOj7U6CiFV7tf12/D2zJ+9q3cdkJ12ZU6JL3AzFZOtQTOYCakYz9uBXYwxSQixQAdGvldabFbl37UVahAbVFVanFFAI+Z/YYyhR0KUo3NChLLFbhprFM3cH8F831zX3fb9JV1RAC4J0HtQdVQCDgF2oDscVFwmdYYPHFuhiRyYK4rAH9wN/T0d6KwK0ZGKy4SQmkYIEXTalbWyxLoDQFGZ7wp/UMuZ9vuKKs2xYPVm9u7sX+Jzikqq9Lo1gSRJGDGoV9QvC+bz+x4YZY64b6Q+9b1xhSvGPeo+t3VzvnnrdlolWU39vmiJ990bBnIqLpO6QgiBVTv34+Wv5vgBfPju7F9eXLptzwOqrscVe/03UXHZOjSDmZAKwBjr5GbsVb8QVwghDMZYfJJiu3VaTL3XUUW9zl/wF6m2SLfy45BzaSZuOQ2atcq3N2jKqswUuySLllHRmlRUxnMCPns+4zIYQ9PYWC1Gtqv78nNtpRAOg0FqkpCgt2rUSF2zcZNUqmsOXQhbVGQkv7hfX2Pnpi2lmw7sjzK4KQ/VFMRSy/sz8iv8Rggk6QI46YYoqfVKwfEXgmW5MBUJmKcDLwkh9lqdixBCzlZEiPttibHthWW+aQAgS9LQX958YviAru3uqYrr5xaVYtCYceK1u65hg7t1qopL1hrbDqZhwrLtpUuXLnXphslaN25odGnfzvBCkg8eTlZSU1OlEJeDd23ZXAuNilFXb97iPJyc4uCc4+K2LYMJDRK989ZtCc3Ny3fqpsl6NojVuzVt4Ptw1fYQVdOUxHrxfP+enfT55QxkZ+egefvOYv+Xb7H4qHCr4xBS6ab+usx4fur3qi+oFgU1faJumG8KIegGWDVBBWZCKgljLPGh0PA1N3vCqqRdRZFpoPWgNrx+iIsKceX05e40LAhpqN520w0Ou92OSwddgtVr12HDps2w2Wyw2RRcOXw4TNPEspUrYbfbYVNsaN2qBZo0boyNm7dAYgx2ux2hoSFo1LAhiouLoesG+l4yhMfuTZGSqH9wuRWD43v4cCM8cNOCG1ILCQhkwcQe6IFEyAvCIb3/EwJNAcwRQvitzkcIIZXp9kt6j7z14t6f9O3Upkqut3l/8sa2jeuf47BXyD7bdUrPEc96b0wMC0lwO5AUFYqkyBBM2ZWGoGnCLktIdDtwaZN4rM8tRqYvCLskwSYx9E2MRqlu4HCpH3ZZgk2SUN/jQKhNQU5Aw4FiH675YwvPy8umgd4ZeHTMM3zJLz+LjRNfpgI9qZVKfH58v3Qdfli+oWDe2Eee7zbypdTth9NyAWygmcrVDxWYCakkDsamXOkOuf3RsMizGjAtCwaQaeoY5HIjQjrxLNh7C3PEwLYN8EaPNtRKoJx+TclF1OixgZ49e7gq+tx79+3zPtSlT0hT0IeZ8voTAbMMnA2Hhz50kFpFQKAEQpsHv2FC5BnABAFME0LkWJ2NEEKqAmNMAaDtmvoWa9Wg3hmfp7DUi28Wr0LD2GgM79kFknT8IUNabgHa3jlGbJ/8OmtSj1oJlNe9L7/v/6xDgruizyuEwFPrD+rvLltHA+Vy8vl8iGvSAr++/ih6tmtldRxCKowQAowxvP7NT0WvfTPP7XLY/yr2+icCWCCEMK3OR06MPrQTUkEYY//+fdJlnF2td5+u4ZnSAvwiG/zS/GwsDZd2r3aKrP269p9jDwsTnWLCqLh8BnTOcd8jj7lmzPoem7dsrdBzHzyUTHfxzlAs5IJ+oBn5pHYIQmAXNMyGr3QF1CkB8PpBiAt0oCkXYhwVlwkhtd2/xspMliRTkc/ubf66sR+Ld2b/gvvfn4q4qx4wDdNc9erXc4Oc/3PF9G8btgNCsMbxMWd1vbpqf2GZ876/tmPuoWzk+tUKOy9jDF7FUWSaVDMqL5fLpY+84pIAFZdJbSCEwJYDKXjkk+la4xseKckpKhnw1ncLuqm6Ub+ozDdICDGPisvVHzUFJaQCMMbOA7COMdbmf/0yNWD2Pl0dDiDhTM/bQlbwbvtmh0f0at3UqxsAkLQ4vYDftmgzPguPRSvbkbYLS4M+LsCkRqEVPgG3TtC5QEl2pvnas88YitNlbtq2xS2xiqnVL1u5ylMIjqYVcra6Yye0QAMonjC6D0pqMBMCHIAXPOUH+OvJwCINmFgI/vtOoekA8q3OSAghVUFibBIDbgLgBgAhhB4Z6lmwLz17aLOEuDP+TDru3utZfGR4ar2o8EZ5JWWyIss9l2zZxeet2mSsn/jK3+f9aeUmLSE60sZYBQ3w6pjo8BDx884sc6chqYsyCqWPe7d1VtS5Z23dGzU2vwDx8XEVdcpaz+fz4dlnn818+7bLG1udhZCzUeLzI9zj5g9+OO3w9EWrwjnnkwOaPjXxmlH7vNeMsjoeKScqMBNSMeLsQEADDh/zWGGqae7foAbj29rskvsES/ZOZquuY6NPOAAgxHbk1/WypvHS0Cbx/LXkfGlaTD2kGTp6d260YUW9sG5JkSEV8mLqmiubJ+DK5gnyx9uS5dVxLXlFFZcBID4uVkqzS+Y5Gv7RG01AIA0GNtlhGm4n69u1a0DLzvftzkhzlwrTyQTQJCZaj1UcwUNZ2XavMO2arkthYAg3ITlMzgrBUSRB2IRg8UJCCCSUgSMPJhiAepARCgkqBPJhwgQQDgkRkCAAlIHDDwEHGKIgwQEGPwRKwMEAxECCExIMCBTjyEygUEhwAxBgCEDAgIAdgAcyZAjoADQISAA8kCADEAB0AAyAHYAMgIFBHD1O+lcROQCO1VBd14DayZGaR0AgDxx7oWv7ofN6kMfFQX7JBMIMIUqszkcIIVZwOeytORdLj30soGo5u1Myl4a5XQO6t2kO+QxmM38453fjmRuHx0qShPjII5uc/fDSw1KD6x6SFq7egkt7dMaGfYdLx4+4oSgy1EPFuDP0/SujZQDodu+z9ls6NKrQWYQhsiSvXb8Bw4cO+cfjgUAAL7/+Fr796iszMcRldm5cXy91han7UlJd+QWFNo/LKfp2aKvFN22qbd13wLH3wCGH2xPCenQ/T3To2EHOzs3D6jVrUVJahtatWqBzx47QNB2Hk5ORnJqK+Lg4dO3cCQnx8Th4OBk7d++GLMvo1eN81E9IQGFRETZt2QoBoHXL5mjZvDl8fj9SUtNQXFKC2JgYtGjWFGFhYcjKzkFGZibsdjs6tGuLEI8HQVXFocPJUGQZDRs2QHRkJEzOUVBYCNM0ER4ehqiISNhsNgTVIHRNg81uR3hYGGRZBmMMjDEoivKf1i+fTflS/Pr7ovrvXNu/Iv8pCKkSvoCKeas2YtLCv7wb9x3GDy8/3PGzBX8WAPDShn01GxWYCakYf3FgIY7U0f5nWw43X360KP/LIETDwU63/+WI6HL1LvvOX4bwiLD4fz/+RJfmUv+UXK5zLs3ye7F1y/6u22/oe7avoc77Yl8m79binAqd2RIXGwthtwkc7WpSChOpkhCsaYOCfSVFYffcebtt8MUDWa8e53tSUlM9O3ftgaZr0HUDvXv2UDwet2vegp+haRqKS0rQuWMHXNivLz6c8CkyMrNEWFgoi4yIwMh778b8n381l61YCVVTmabpeOrRh/Wi4hLjowmfSQ113WaaBi4bOsQc0K+vNurRJ5nD77fphqE0b9bEHP3gSO2LadPVlWvWuhRdd5ic47k3Xw/s3rPH9/Hnk0N0w3CapsmG3nKT1qV9e9/I0Y+7dNO0m9yUu3bqZF574/XGR5986tu5b1+YybnNbreJ1154Tl+zcnXhjLnzYkzBFc4F7rn9Vh4fHlH00jvvRgnOGRcCPbp3w0X9+5qTJn2h5pUUuxiTWExkLBKvvcbcu2Fz1pLNmxIEYzIDcPVlw7QIE5lf/fxzosmEHWCia4f2Rs+ktgXT5swNC5iGgwNSbGSkecF556ppO/aUbM/KiDEgFAAY0OP8gKPYW/jXnl3RAQgnA5DUpImWFBFd+MeWzWF+cAcHpJiwMKNdYoNAVkqamer3hqjgsixJ6NiwUdBV4vPvKMoPKRPcDgBNoqK0RswW3J2f5yyAaRdCsEiH02zi9GhFJaVSDtdsASEkG2OigcPNIzTDTNZVWzFMCUKwepJdJHDGs01NzoLBGBjCwdAQCkqP3hzQjt4IiIWMcEjIhIEyiKM3EiREQ0bBMTcXIiChHmSUQaDg6M0FFxhiIMMGIB8mAkcL/LFQEAqGYvC/by5EHL0REYBAITgAATcYIiBDACgFh44jNwvCIcEBwAeB4NFMIZDgAoMOAd/R69jB4IYEEwIaBMTR5zuO3ogwjs72ZQBsR////0h////qO6O97Mj3ztAh/lwAf3sOTDGBL1OFcfDoIVRcJoTUWapufB7mcbF/PTb2hanf3xDQ9AEhLof27bMP2Id073Ta5+ScY/7qzfIdg/ooLY/p4xwZ6sFtl/TmXy9aEWjTKMFz46ufeJ66fmjYXUP6Vdjrqas2HU5XbOc0rtAaQozLzg8lJ8vAkX/TZStWYtXixYH3P5sstwyxi7GdGjp61ouUm4a57SuzCj3FTUKhNQqBXWK4tKFi25y1w9NIL8OA+m74dB23GakoW3MIU3anic4Acyky+nsPo9vBIvHSun1cMUw0MjlrXJLGb3bkm1/PSzd25BTLmilsXAhxIbK0XUVebdauVJtqmA5DCHRt01CPi4sIjFq6w66Zpl3nXD4nLsLs2raR9uH2VHVbXrFHN027XWLind7t1d/zy0qn7UwOU3XDxYXAqE7NtPoRYSVPLtsWrhmmzeRc6ls/2hzePMEYvzVFSysu9Rgml6KddjzSuRlf7zUKfti+P4ZzwQSAke0aISI2Lm/88k0xEIIBYBckRMmT35uY8/zSrZE+TbMJIViixyUua5GoZQi58I/dh2N1w1TAIG5MaqQ2bJCY8+nKrfHeQNABxtCjfrQ2tHNS3vsrtkSVeAMOk3PWKDzEvKh1I1+aauprD6SG+4KqYpMkMaRNk2Czpg2KZ67ZFplTVOpgAHo0SVQHntOuZNb6naGHs3KdXAg0jYkwLu7YOnCgqEzacjDNWeL3yx67Q/Ru3URLatFYnb92mzslN19hjLFerZpq/bu20/7YusexaX+yjTGGlolxfEi3jsbOtGx566E0ucTnZ9GhITi3dRO0adwAizbukA5m5UKSJPTu0Abnt22ONbv2Y/2ew5AkhrZN6qN/57bYk5qJzftTENA01IsMR/ek5ghzu7Bm90FkFhTBrijo2a4lWjWohy0HU7EzOR2yJKFDswbo3LwxUnMLsGl/CjjnqB8Tic4tGkM3TexJzURxmR8upx3tmzRA/ZgI7E3LRlpeISRJQlLDBDSMi0ZBSRn2pmdDlhjqRUWgeWIcfEEVmQXFUDUdHpcTDWOjEOJyIKeoBGX+ICSJoX50JELdTviCGkp8fsiShDCPC+FuNwxuwq9qYGBw2BR4nA5IEoNp8iM3ImQJkiShui7SME2O9XsP4fy2LbLue3/q4V/XbRVFXv8EAHMHPTXOL54aZ3VEUgFokz9CKghj7Bw3Y318nL93nK9FN5KVlTNi6rW2leOP/kUFmeLDPu3Zja3q/+drKaW+3Gt+2RS1tahM6ZsYbf4+vDtN9zxLnWcux87CMjw/5kntleefsVfEOXNz83Dtldf6+eZd7l0em6lCyLs3rwuGhoQ4Q0NDT7gZTV3yv40cVFWFaZrgnEMIgdDQUPh8PgQCQQghwDlHdHQUDMNAXn4+OOfgnCMyIgIRERHYf+Dg3893u11o0rgxklNSUFRUDH70+V07d0JhYRH2Hzz49/PbtGqFyMgILFux6u9r14uPQ8cO7bFy9RoUFBaCcw5ZljFsyGDs2bsPW7fv+PvYgf37wW63Ye78hUfOKQQ6tGuL7uedi+kzZqKktBScc4SHheHWm27An0uXYePmrX9ff8Rdd6C4pBjTv5v192MXDbgQPbt34y+Mff3v70vTJo3FPXfcxqd/N9PYtHmbYpiGxE0Tb459Sd+xa7c29etv7Lph2LhpittuusHo1KGDf9RjTzrMIzcC2DmdO/O7b781OP79D83de/a6DNNU7HY73n/r9eBfS5d7v5k1O0w3TQfnHI+OGqkmxMYVPfbs8xG6YTg552xAv776zddeU/bks88rGTk5Hs65HBsTI14Y86T688JfCn/67fdYk3M7FxzPPfm4JulGzkvj34k3OLcLIdjwIYONywddnH/vI49FBFTVwYVgzZs2ESPuvF3/Yeb3RSs3b44VQkhcCLz49JM8Nzkt7ZNvvmkkOGdCCFx5+WXo1aF95uOvvp6Io7N62rZpLa4YPDjw/fc/qAcyMiLiIYshuq3Kfql0CByAjl3Qy4rAJQ/YAyWCT2OMMdrZmhBC/sntdDwDYJ4/qO489vGjbStueenWK9557pbLT7tJ8rTfl+OBD6ah+KfPoMj/HAb7Aiq2Hko9MOzZd1uU+gP48aWHMKxn1wp5HXVVel4hmtw4Gk5F5puuuUBqGeGpkPP+kpoX2NtzuGvjpk3il4UL0Tshkn9/cVeU6oYc6aC9//43nBAANJPDFAKmEHDIEhyyjMKgBi4ALgQUiSHKaUdBUINPN4+MfwE0CXXBqxvI8qlHpg0IgfoeJ0JsCrYXloGLIzf+Ix02NAtzY0dBGUo0HUIAYMAFCVFIKQvgYInvyDkFcG5cOGyShKWZBX9fv3m4Gx2iw/BzSi7KNANcCITaFQxtEo91OcXYVVQGIQAugGta1EOpZmB+cu7f57wgIRJdYsPx4bbD0E0BDoGGIS5c3zIRPx7Mwq4i79/HjunaXOwqLDNnH8xipgDjQuDaFom8TaRHf37tPlnnXOYC6BQTxm9uXV//eFsy31vstRscsl1m4q0eSdrSzMLgrAOZLp1zmxDAQ52aaHFup/fp1Xvcmmk6uQAGNIgxbmxd3zdm9R45oyzgNriQY9128XK31sGf0/JL5x7MjDRMbucC7KXurYNMlgteWL07WjVMpxACVzRP0K9t3bDotj82hfo03WlyIbWI8PBHOjVTf0jJK1l0ODvG4NzGhcC4Xm21QsGy3ly9K1E3uU1A4MZW9c1LWjTIuvXndQkm5zIXAh1jwsTtbRsHpu7L1LZkFURwIWCXJTzRpRmKZUf6hHW7GhxZb8pwfatE3qN5w4wn/tiQaJqmPP+NJzCga7sq+/ndm5aFKT8v1b/8bZnOuchoUi/m3C0HU8tonFw7UYGZkArCGIsB0EoIsep4X1+f0OhpAK+f6jxTvaWYGijDdbGRWfuDavjzFyS5BzY8/m7Xh0v9SPQ4YJMkVGRbh7po/uEcXPnrRoSHh2HD8r/QonmzCjv3tTfcWnYoJUUeOeJu99VXXIawsLAKOzchdYkQ4h83IRhjsNvt8Pv9mPr1Nxj7/MvG5T5WqauzTAikwYQbLNMN9s338HVQgc8A/CyE+O8OrIQQQgAAjLHuAJKPt6mpuegrBuAQgCYnO4emGeh633NmZkExm/XCg/tHT/im5fYpb5zwxuL+9Gw0S4g7o/Yb5J8ufHhscNmuA85+iVGYPegcRFRQ8derGWqH71ehb3w4u7ttQ3uvepHVdhYmIdXdkQK8+Lvob5MkMAb4dBPdv1/JH7/zOumuIZW78jm7sBjzVm4S9wztv3jEO1MOzvxrrc+val8IIXae+tmkJqMCMyFVQGbs/Zs8oXePCj3xrX5NCNxTkmekm4Yy/aIuaBrmBvVUrjpjNiYHIwdf6WyX1Ma4fNjQCi1Qcc5ppjIhlWzf/gO49pLhwfNzyips46FjqRBYB1XbD50z4IABPGIKsbgyrkUIIXUJY0xy2JSiLZ+/FnZsq4t/+239Ntz02kTRrmkD8cEDN0uN4qIRFUZj5apQVOZD//uf9b55bouQluHuYLNwT4W+13IhaLIMIZVs3OaDwbZDBjmH9aic1Rx/bd2Nl6fN8a7bc1Bx2G3zS32Bu4QQZZVyMVItUQ9mQioZY8wG4OEMwzjpccXcxNjz26QeVNVmnaLDUD+kUmok5DgOFPvg6jvI9swTj4Gxip/9SMVlQipfyxbN0To03I8KLDCXgWMfdDME0vrGUD7YC721CUwXQhw89bMJIYScprtV3QhrHH/y7hiyLHknjL6dmSb3dGreiGa5VqEJP/2BXwZ1keu5nQBQ4R9SqLhMSOW7okX9ItEgIaGizmeaHH9u3Y1vF6/yf/DALZ9/8cvS7cu37w0CmBfUdF9FXYfUHFRgJqTydenncG14OSL63JMdFCcr4LsLml2dk44cv4q3eiZVVb467bt9Gbh7+W78+tMTnDFGfawJqaFmzPoe23OyHH0q4FxBCCyEv6wInEnATB14Xwix48sKODchhJB/ighxN/hs9J2FdpsSdbLjBnZtH/L8F9+LN2bMx0XntEdMeGhVRazTeo58wSjMzZPH3NDXZXUWQsiZu+2PzWFvdO6G1g3Pvsb83Z9r1FEffmVyIdK9geCnX/2+4jMhhP+bCshJai6aVkdIJRNCrOtgt489ncqlxBi6Ohx80q5UBA2z0rMRoEjT0bZNa71f7wtoFxFCajBJklACfkabc5oQOAwdP8PvW4bgQhvQIh/8WhOI1oS4Wwixo6LzEkIIOaLY63+xXlT476dz7EXntmeRIR7x0rQfaaBcRQKBIH/+3JaMZhkTUrNxwe27UjLO6LnpeYUYN3MhT7rjqdLth9LufW/2L92KvL5zi72+1oZpvieE8FdwXFID0QxmQqrAp2UlfVMNw3w2POqUdeZPI+Ok2ZrPlxfQkOhxemSJBnOVqV/9GLx9cL8JgArMhNRgsixDB077D6aAgAnAAAq+hdfDgF0aMAEwf9gltOJJALXBIISQKnLxk28NX/reczi3ddOTHtenYxts/vxVtmrnvrSM/MIm9WNOOumZVIA+XduxnLxMq2MQQs6SBCaV+gKnfbw/qMLtdODtWT+nvPTlj7E2mzynzB/8vMuI51YIIXglRiU1FM1gJqQKMMCzIOAL3l2QE8wzTz3h4hq7x3P7/PXGhB3J9Ie7ktkk4KERd5/+Oy0hpFqqn5iAcI/7lH8zi2BiLVTja/h8vyAw1QmWoANNVSHOEUJMEUIUV0FcQggh/48ZppnT++Gxxtiv5+qn2oS+QWwUBnXrlNB1xPNmdmFx1SSsw+LDwjCsabzVMQghZ6lzTJgZ4jp5C3VNNzB/9WZc+eIHvrirHlCn/ba815hJMzsHdT261Be4WQixjIrL5ESowExIFTCBn0xgyA5dG/eD33taSwC7mHL42A0HpFMNssmZUQ0T+QENh0r8SGrb1mF1HkLI2el5fne0TWwQPN7X/OAoAxcB8L/mwF+wA9qnAYjemTDv+lSU6kKI7KrOSwgh5P8JgYm6aQ76ZN6iMQvXbCk+1fFhbpfD43SwyQv/okJHJckpLIFhmjhwKFmv56ahMiE13eguzYLH678shMD6vYfAhSh6evKsFXeM+3zb/NWbHg9qev07x09aJYQoFkIcd4xNyLGoRQYhVcAQ4mcAYIzpcwLex+8LDT/lcy51u/FBbgkyfSrqh1T4Zs111qvr92OFpgTbnt9Tnjv/R85M3Wbf/YxzyJDBVkcjhJyF9Rs3oSQnT/vfsNmEwEEY2A29LA+mEgL2QrHgb3/FGBN0544QQqqNo7PhxgOA2+m4a2dKRsTQHl1O+byuLZtIizbvFM/dcnklJ6w7MvOLcMdbn/IGXFN13TD3qkLZlpzh7q60xb3tGlkdjxByFr7Yna5d3q333/+dnJ2Hqb8uM6f8sjToC6rFTevF9th2KC2dxsnkTFGBmZAq5GJs9BCn57SmAERICs61OzB586G0F3u3bVjZ2WqzD3ak8jahTml+ah7/PrNM+uaLSc6LB16Iyy8bjp2796B+4tnvpEsIsVZ+fgEOeEtC3TCgADkxkL9aDbVjEOJLAD8VC+4HABo0E0JI9cQYi7LJ8tVXXnDuaR3/4YO3oPuDLyG3uCQzLiI8sZLj1VqZ+UX4fMFiPqBre+mmVz4yO4W72BsXdnTZJAm/p+XhQIwLgxvHWh2TEHKWNucWh4Ru3omN+w6Lu4b0Xfrp/CXbJ/60WPYF1S8AbNp6MJXGyOSsMPqcRUjVCZOkjIlRcYmtbPbTOn5gXoa4OakhPujdjnb6O0Of70zF+sad4JCkovTsbMd74950t2zR3OpYhJCzJIRAekYG3C43ZEXm3fsOMDOzsmya17dTB8ZwIRZYnZEQQsjpY4z1bt+0wc9bPn8t5HSOn796E6544QPkfP+xiA4PpbHyGcgtKsWtb0wUD9Rz8xfW71Mvaxxnf+acFopNpk6ahNR0mslxsNSPpMgQzD2U7b/h981uQwiEe1w/lPgC9wsh8qzOSGoXmsFMSBX6PjZhdwSTTnuGxdVOD1ucns8B0KD5DEzdnYpH1+7H+OG3mKPuHxFpdR5CyJlRVRW7du9BUpvW2LFrt+/+hx81du3Z6wRE8JKBA1998ZmnJuzbf+AyALuFEFuszksIIaT8jD+mpRZ7fadVXAaAYT26on5MpDl35Ub5riH9KjFZ7SSEQL+HXzGlgF9q2focedM1F7itzkQIOTN5ARV5AQ1to0Lxyvr9RdP3pstp3qA7xCZnbLmuz0U3/rFZMYRoC+D3Yq+/zOq8pHaiAjMhVeil4sLkS10eXOw6+fjN4Bz7TR3XukOxUitBwDDhUuQqSlk7rMouwoMr94hZ06exy4ZeSt88QmqInJxc7D94EBf07IEvvvo6b+yb4x3pGZluj8eddc/tt9365fRvd+UXFHQGsFUIkfO/5wkhZliXmhBCyNnqOeqVHLsiZ8955ZF6kaGekx6bW1SKjPxC3D2kr5ySU6ABOL3lgeRvd4//3NB9Pqy/uhcLd9isjkMIOQ0G59hX7IMiMbSKCFGHL1zvX51d5PAbnDUIcS7Ze1O/W8Zu2N8KgAFgZ5GqBwFA+woAsNvC6KQOoBYZhFQhxtiwCCbN+j2+/t+79q0MBrAkGMDj0VGln/rL5GV+n6PAMBWXIotPerVNvbJVYoLMGA2ay0k1TfxwMBs72/cxLrl4oHJhv75WRyKEHEPXdezdtx9lXi96dO8WGDHqkZKZ3/8YHlRVERoasnPD8r8ubpLUIRpABICdtHs1IYTUfi6Hfc0bd1/bfdQVF//92KMTv0Gbhgn8wi7tiu8Y/3nIwYwcpcjrl5rEx2g7vngzS5akxhZGrrEOZ+dh7KTv1La6V7orqaEtgorMhFQrRaqO7QWlaBHugcSQM2DeWtfhUr/LKcsFzcJckzZc2/sV28SfewBIA5BC+4wQq9EMZkIqAWMsEUAzIcSKf31pd7HgziJuIlI6Mqn2VX8xH9wkjrXu1TrsDYNjTU4RusVHoGGIiwGgAfMZsksS8lXTHPfBR8riZcvFhhV/UZsRQixSVFSMrdu3IzIiAp06dsjofH5v1649e8LcLlduRET4guTd20d+/sWXbQCUAkgPBoMCAIQQxZYGJ4QQUikYYz1xpCCScezjmm5IM5asNkZdcbECAPNWbsTUX5fh7RE3sBb146Neuf1qCCHQo20LuBx2O2isfMacNht0JrExq/fYEtwO3NiqvtWRCKmTuBA4VOrHtvxSDGkcZ/yZUZBy55Kt9Uo0Qwm1KQebhrnHbMwr+RlANwDbNVP3/u+5YgKWW5eckH+iGcyEVIIQSdrmE6IDAI8Qwn/s1yIk+fkSwV+51h2CK10e3FyYi/y7LoLHRvd7KtJbW5L5vsbtvBf27x926aBLEBMTbXUkQmo9zjkOHU7G1u3bcW7XroZpmvu79x3QqKS0VAkNCTkQGhryUXJK6meMsXYAkoUQPqszE0IIqVqMsQ4AtoV73N8Xe33X/OtrLS9o3+qtFTv2XTF37GjM+nMNVMMwZz7/ILU7q0ClvgAeee2jsrCgzz24Uax8UcMYMEZzMQipbD7dwI5CL9K8AVzdPKHwxXX7Ct7ZcqixTWJlDkna0TjMddumvNISADEADgkhuNWZCTldVNEipBII4DcPY5G+49zAKRH8HQCvzPJ74ed8yi2tEm/12BRak1ZBDM5x6YL16I1wWjgAAEbySURBVHb9LWLaKy+FWZ2HkNqqoKAQ23fuxLYdO3Hvnbdnz/5xbubdDzzUwW63lTjsjp02m+3p7JycdQCaAjhUUFj49wBZCLHTuuSEEEIslgwADWOjfvv3F4QQ+xljGwFc8cgnX69uEBuV+MyNw2mWcgVatXMfbn/1E3P+RR3trSIaU+GekEpg8iOzkncUlkFi4Jc1rbdn4Lw1ISuzihJCbHIaY2zNrsKym1/feCAOgB40ROG/TlFsQWxCzgrNYCakEjDGJAY8LIApQojSkx276qpeq2Jd9h5Nw2jj5rMlhMAdf+0wf84pk3+b9yPOO6er1ZEIqbE455AkCWvWrceBg4eQnpGJQDAQfPm5Z3bccte9tlk/zm0d4vEc0A19Q1mZ9zEAGgBZCFFidXZCCCHVG2OsPWNoz7n47mTH7f/67Q6Hs/I29O7Q2m6n1X5nLS23AOeNeM7sERMifXNRF0abiBNyZoQQEADKNAMrsgqR4VOR7g2I8+tF5g9qFLs5esrvFwDwOyRpp980Z/t18xPGWByAQiGEYXF8QioFFZgJqQSMsWEAfgLQQwix5mTHhtttd5lCfLLvpn6OOLejagLWUuneAFp8u1Qc2rmVNWrY0Oo4hFRbJSUlOHQ4GZnZ2cjMykbf3heImOionMuvvdGVnpHJcvJyHV07d9q6/I9fP2rV8ZxrCwoLmd/v3x9U1T1CiM8ZY24AAdpMhBBCyJmwKXK6afJYLsRJB7+MMSXU5VxxaY/OHaY/fT/NxjhLr349F8sXLzN+GdZNoZYYhJxYcqkfGb4gMn0qSjQdd7dtFPh6b3rJh9uSXVm+oFwQ1F0T+7V/z8ak5MdW7brJ4OJQmW4c4AI/CyHWMcY81AqO1DVUYCakEsgS2+ZW5M1lmnHbqY5lR0Z3fP6l5/FBjWKlKohXa722JdlsfNuDxm033+CgQTOpi/x+PzKzspGRmQldNzDwwn746psZgdlz5hopaek8OztHXrn4tykzZv9gf+/jTwbLspxlGmaKJEnvFxYVbQQwCEA6gAwA+VRAJoQQUtEYYyEAygA0+Pcmfyc4fjSAd40/plV6ttruplHP6bc0r2e7pFGs1VEIqXJCCBQE9aOF4yBaRnjQNNQt7v1rWzC5LKCne4NoGubK/HVY92+6zlo+KN0bjJKAdI3zA4V3X/KAbeLPLQA0wNGx8r/3WiKkrqMCMyGVgDHWCkCmEMJ7Gscyu8Seybpj4J1hdluzKohXa809lI0bFm/DX78uQK8e51sdh5AKo6oqsnNykJWdg1YtWoBzjnc+/Jgnp6QEUtLSjd49eyS/9erLS+ObtLwuEAhIdrst2+lwbk4/sPtB5onoAiARR4rGGQBShBCmta+IEEJIXXV0ckUnIcSW0zy+ww0Xnn/D10/f/3TlJqvdDNNEn/ueMw5n5yuZdwy0Og4hFUYIgRLNQJZfRalmoHt8BP5Iy8OC5FztcKlfTfcG+VcDOy9ak1OkjV6x6zKHLBUojGW2iPB8suLKnt/ZJv58G4AcHBknpwoh8i1+SYTUSFRgJqSK2GXpWZ2LVwGECSHKjv0aY6w9gO2l91wC6oV2ZjbnlaDb9yvRpFFDvvjn+VKzpk2sjkTIKf1vxrFpmmjdqiV+nPcTVq9bb6akpgWzsrL1pb///OezL4+NGPfuB33cLleJ3W7Lv+7qK19Jat163SNPjrmec5EBIBPALiFEqtWvhxBCCDlTjDEhS9LnhmmO+PfXQlzO785t1fTqxe88TQPlM/TExG/4ez/+Lt3Sur75xYWd6PtIqr3/zTjO9AfRwOOEXZbw8bZkpHmDaqo3oHWJCct+pXvrdS2m/zkgyxeMcClyoccm70+5dcC9Tb9a0jrdF2yJI+PkTADrhRABi18SIbUaFZgJqSKMscYAugKY++9l5/8rMGffMRDRTrsl+Wq6+1buNe+fMNk8p0sX+gaSakHXdSiKgqzsbHw783tkZGUZKalpweGXDk679cbrt0cmNh7q8/vtbrerqEH9+qt3bVz7bIOWSX0ys7IjhBBZALIA/AFAAmAKIbi1r4gQQgipPEf3MNklhDj47685bLbFPdu1vGDR22NonHcGsgqK8eqr7xr3t2uktIsKtToOIQAA3eSwyRL+SMvD2pxipHmDwbSygDZ7UNd1k3alKWNW7+mtSEx1yVLBVc0Txt/Uqv6iwQvW3a2aPA1Hxsk7hBA7GWN2IYRm9eshpK6jAjMh1QBjLMElS8kl91xip97B5XfdH1v4ylJd+v2nOWjdqiUcDtoskVhHVVVM/fob8eJrbwRG3nPXU7pu7Hr3o0+uCAQCqQCyAawRQuxnjIUDKKU+x4QQQsjJ2RTl5VFXXPT0+BE32KzOUtMYhoGo4SNwT1ID8XCnpqxhiMvqSKSOO1zqx2sbDwQXp+fn77up35VdZi7vebDEH28c6cmeDWABAAYAQoigpWEJIaeNCsyEVBN7b+r3UPNwzwdW56iJblu0Fd/uz0CDqIjgjbfczN96/VXaZZxYYu/+A6LXhRcHTNPcVFxS8pQQYpXVmQghhJCajjHm9v08ZZnDppxjdZaaRjcMxF1xP7yqhlC73Th4Y18zwmmj2RjEEm9tOuh9dcN+SWLsE79hjqN+x4TUHpLVAQghR1w4b83SiTtS6A5tOX2w9TD2h8UDAMo03XHNVVdSTzlSpQKBAD6Y8Kn4dPIXf4WHhXYoKCzsU1Rc3JuKy4QQQkjFEEL4b3/rs5370rOtjlLjdL7rad6/XgSEAFqFuWSPTaKxMqlS+4t9uO+v7f7cgPrkzAOZvYImb+DTjSepuExI7UIzmAmpJhhjNwL45rXurc0nuzangd9pOn/uWrNd/4ukVWvWiocfuF+67+47oSiK1bFIHWAYBj6c8Bkf+9Y4FQIri0tKHhdCbLU6FyGEEFIbOWy2DM0wErNmf4TYiDCr49QIhaVeNLnuITzSsQlmHMgU84ecx1pHhlgdi9QRh0r9eHbN3sDC5BxTAO8FTf6WEMJndS5CSOWgKgwh1YQQ4luHLF2zOb9kuNVZaool6fnYW+zH5yPvY9MmfUrNq0mV8Hq92Lv/gNGlU8cv3/nwI7O4uORTIcQWq3MRQgghtZlmGB0B5B/OzqMC82l67JOvg83C3dLL3VvbX+7emsbKpErsKChDvNuesSqrcNqC5Bw1aPL3hRClVucihFQuKjATUo3cmdTwr893pl52oMSHFuEeq+NUa0IIzC6TS376YWZ41y6drY5D6oDS0lJ89Okkc9y772tOp+PbnNy8ezIys6yORQghhNQJQoiCpMb1lz7yyfRuqz56kXaqO4XNB5LhyMsJLL38/Eirs5C6YUt+KV5ct8//Z0a+4ZTlWwqD2p+3Wx2KEFJlqEUGIdUMY0z0TojSllx+vt3qLNVZmWbgBaWxeO2l51lYGM1iIZXHMAwoiqJeMHBQ6o6du3aUlJY+K4TYbXUuQgghpK5hjPUGsGzZ+8+hZ7uWVsep1t6b/QvOy01WeyVE0YZ+pFIZnCM3oB1uN2NpuGby1zUuPqVWGITUPbTJHyHVT8++iVHfZXhpv79/U00T0/ak45eUXIzdsB8TJ3/BVFWzOhappfLzCzDmhZf0xOati1evXdd65eo1ScUlJVdScZkQQgixzApFlh+RJJZCE6X+63BWHiYv/BMrd+zDu7N/Fh9sO0wrlkmlWZVdhAHz1vgGzFu7INHjbOXVzTjV5O9QcZmQuolmMBNSzTDGBIDlVzerd+6MS7rS8r9j3L1yn97n/odtU6ZO82VkZtk/eGec7bKhl1odi9RC386cHbz7gYegyPKsMq/3RSFEstWZCCGEkLqOMdYAQFqY23l4weuPN6VZzP/P6w9i2H1jMLRJvDZpd7pZz2W3z7y4ixznpgnMpGIJITB4wbrSNdnFasA0X+ACU4UQqtW5CCHWojuahFQ/HZwSG7c+t5ju/vxLW49ie+ixJzF35gzPwAv7WR2H1DIZmZl485331TtvvXni/J9//SIQCBQLIdKszkUIIYSQI4QQ6YyxYQFN/2ZfWha1yTiG064gGBohPt6ebNt7Yz+7TabFyqTiCCGwOD0fv6XlZ43vmTRyRVZRpmryzeL/2rvv8CrK7A/g33fm9vSEQAi9d+lNQEBdECxYsSCCfRFdddW1rGvXdde1ravrumtviBURpYr03jskhJaQQvrtd2bO7w/AnwUhhBtuAt/P8/j43Lkz7znDo+HNmXfOKxKJdW5EVDvwbx2iWkZENgYtua8wEMKmkspYp1OrdE9PQjAYxNz5C6xY50Knjvz8Atx02x2hNl16BN55/8P/9TjzrGc+/vSzDSwuExER1T4i8o3dpr/x7syF/ljnUptYAozs3SWy1xtU+/1cTErRM3tvEXpMXugdPWP13pfX5dxne23aV0HDXM7iMhH9FFcwE9VCIrJpQMPUQbm+4L0Bw7y0V/3k0/7dtvXFFdjc/8LIjFsesg8a0J8Px+iE7czZBQDFZeXlr0/69HNXIBj8m4gUxTgtIiIiOgZ/MPxQg5Sk0oLS8gt9wVC/lg3rxzqlmHvsjY+DV9gD1oVXDHQ0TWCXPToxlggW5JVgcKO0Ba9v2rNkU0nlSgG+EBEz1rkRUe3EHsxEtZhSqhGAfW8OPUOua99YVfW6STvycO+izdaoFvX95SHTqTTYL26RgbMb10OK016DGdeca2auQe/rJ5j33f0HPda5UN22fUcWHnvm2cBXX39jxcXH3VJUdOCjWOdEREREx8/jdDxtiTyY/cHzKiM1uUrXWJaF4ff+NeItKZXe7VsaO0or3f06tVVnd++IgZ3bQqkqT7lrldaX32bNubCPxuIynQjTEnyZk4+Hl27zFgXC+ysiRh8RKYt1XkRU+3EVIFEtJiK5Csj+Ia/4uFpCfLQ9139jx6baq4PPiJ94RnN7httl3b1ws3n+N8uNmsq1Jm0orsC0vDL06tGNxWWqtnA4jGAwuLffkHOLvvr6m+cCwWBjFpeJiIjqrkA48nooYqj8kvIqX1Nc4cX8jTtsHw7p5Hi5bZrnfA/U3hUrw0P/+Azen7WwBrOtOeP++roFy1KZcaf9S49UTYZlwRLBaxt3rb31hw2bsiv8V1VEjHYsLhNRVbFFBlEtp2sq5azM1EoAyVW9pnmCx3MgEDYB6P0zUtA/I0U7r2l6aMH+4jo565yUlW+NHzsGQwefxYdidNyKig5g3K0T/Hv37tu4YcWSQaVlZYaIsI83ERFR3dcUADo0zazyBenJiUj1uEy/YdoAYGKX5hARR2XEwKUDe9VQmjVr6uJV1g8X9bHZNE6V6fh9u7sQt/6wwXdu43r3fLA9978ARPiqOxEdJ/4NRFTLiWDtzXM3JO8o81X5mni7jrMbpf1sUjC0cZpzrzcYjHqCJ8F5TdK0+slJ3ljnQXVPJBLBhVdc6Z87b8F7GzdvGQpPUpjFZSIiolPGagAY++zr4eO5qEu9RCvJ8f9rrZRSGNO2UWDplp1RTu/kuHpIn3CC3VYn5/kUWysLy3D1zDX+fH9o1Pvb9v1HRCwWl4moOlhgJqrlDMs6x6lpb/19TXZpVa8pD4d9l7Vu+LM3FBbtL8X0PUWO6GdY8z7Yvl969upVJ3On2Fq+clXltu1ZC4LB4O0iwt3miYiITiEiEgCQ+e3Sdb4NOXur1AqutNKLEY1S9cbxP+9V/N7WXPukuUtqIs0ata+oBOs2Z9kzPa66udEKxdTf1+zMDhrmWBGZE+tciKhuY4GZqA4IWdatcTa9X2XYWOKNHH3uHDEtTM7Od68oLPvZcVMEdk2LFPjr1uKGNzfvwaf7SlTbtm1csc6F6pYd2TtlQP9+o8vKy0dwx2siIqJTk4jsD0YinTo0zbywsKzimA+Tv1y4Gv/ZtPtXO/kJJJLgcta5+cKwe/9qZdqg65riXiVUZWHTQlaZb9trZ3XuZop8Eet8iKjuYw9mojpARAwA2xMctr3xdlvfrGuHaE79yHPIf6zdaZyRlmj0Sk/6WUF2cGYqLm+VofWYvNBadOmZWvNEz8lI/YSYloVXN+2Rrl26WG3btOakmaps2YqVOHvkhX6/P7CWr/kRERGd2kRkv1KqEoDnhQlj8IdLhx3xvIhh4Ml3Pgs917fdr/YleWlgR/fQrxaZ2XkF5ldP/VHX6kA/4/3FpdieV6g9+rtu0LVf1cyJftOdCzeFvsjO31IcDLMNIRFFheLv3USxpZQaBGC1iByzybJT1+4IW/LPe7q1KH66b/s0TR3sGXfY6sIyDJ2yTJZfPkC1S4n/1fUigv2+kPm3NVlmA7fT8WDP1j+7vjYJmxZGb62M9Bk40D92zNVJLZo3j3VKVEfk5xegc+/+gdKysqtM0/w61vkQERFR9SilPAB6icj8Kpyr7Lq+O2KaTXI+ejGSmZps1/WfF4mveOxlKcjOMeZd0v+I7SRKgmHs94eCf95SgCcmjHWd0apJrZ0rf7N0LRZ88XUkzWmTP3Zt6WCBmarq7S175e6Fm/f5DLOLiJTHOh8iOjXU/seyRKcwpZSmK/U4gF+tojiSkGm9AsCVYLd1fG3jrmcdr3+HnHIfigMhZJf58PzanMDk4d2tIxWXD8VDZrxLv7d7K8dTq7LQ8v25BgB8vTMf6w5UINcbRMSsHfuffZa9H/NWrbVfc9WVLC7TcXnsmWcPBAKBl1hcJiIiqvMGux32UVU5UUQkbBhNAaQ1SU/tnjn6jpJeEx6xAqEwyr1+TJ67FF0jPuPtc7r+Zq/iVJcDnVITXEPjdXvPCX/Bx98vgdcfxKtfzkQgGMbewuKo3diJuudf71mrC8ts93VvxeIyVZkvYuCBJVuLfYY5jMVlIoomrmAmqqOUUrpDU9vaJMU121TqtSXabdg1dmg4wWmv0mZ4m0oqcdYXS8z948/Vm74/ByOa1jc/2J6rJztsplPX1KCGqZFRLRs4r2ydecSVGzP3FOKszFS4bDXTaWdebjHO/XoZAsX5cLnYfpmqprSsrMTn8/dr0rZjtojUjqclREREdNIppXoDWN6qfmp4Z2GJ4/JWDc2PhnWvcsu1ifM2moFGTXSX3Q7fju3ICkSCy/cVudLjXFZ9j8vq2rxR5Ik/XO9unpH+q2vLvD6s2bEbQ7t3jOYt/czgO5+0MkM+fDSsOxeNUZVUhCOIt9s+7vjRvPFZ5b5wrPMholMLezAT1VEiYiql+uZU+r88r2l6t6nn904AUKXiMgC0TvIg3e3QJszfANMS66o2mfoz/drhQDCsFwcj6Jme5Lxs+qrw73/YqLdM9KAkFFZ/6dVG21zixdRdBeGKsOEY266R8dyAjjXyc8RnmPC4XWZxSYneKDOzJkLQKea/b78rDz/+1O6CwsIdfHhKRER0ehORFUqps3IKS36Ye3G/4ICGqce1YmF064b6pdOXYeLlIzArv9ScdVFfl9umI6fCrzl0TdMVVL9b/xxxOhyWKGXv0DRTzuvbTf9+1Ybg4s1ZjlZxTu2TFx5Bi4a/LkBHQ714dzAUqFQA3DUSgE4pYdPCuVOW+XZVBr4tCYZZXCaiqGOBmagOE5FipdTvzm1cr/XqovIPU5z2ri2quHmfU9ex6LIz1cfb86zv9hRZlojWMM6FhnH/P/eecWEfxz5fEB9sy8UFzevDrWu+qbsKbbd1ae7sXT8Jf1udZaCGfo58W2YGSvP2uB2OKtfM6TS2dPkK3PWnB/x+f+CaWOdCREREtYOILFBKZfaun3zWnH0H3jszI8XltlVtEfPgRmnYcNVZkctmLlJew5TmiR4dABp4fuxsp++5dqg+N7cY64srcGunJpGvsreEE8pLbH/r01ZrnugOf75ghePe0SOjfl+llT70QMj1J65epiq6Y8GmUFa5f2llxPgo1rkQ0amJLTKIThHJTvvd5WHjhdu7NAu+OLBTlVdobCv1yidZedYDPVrrDr3qc9RNJZXoNXmhjGyWjrUHKmTT1YM1VxUn7FVx86JtEXefweq1l1/ggzA6KsMw0Kx9l8r8goIxpmlOjXU+REREVLsopbR4u77NsKT5jIv62s7MSKnyta9v3G22SY7Tz2lc77hi3jF/o7nOcmjllZVWp5ZN1Md/uSNqxWBfIIRBN9xrvjGki94zPSlaw9IpaubeIuvKGav3eSNmFxGpiHU+RHRq4hNPolNEWSjyIoCUd7fuK52clVflDRvapcSrR3q3Pa7iMgC0S47Dvd1bGnF2m/XywE7aP9bsjOrTqqA/YC+vqOSOJXRUpmlC07S1Pbt368ziMhERER2JiFjeiNk2ZFrXXTNzTYUvYphVvfb3nZsdd3EZACZ2aa43CHnDtzRP0+IL87XdBQeOe4zfEud2ItcXUqbFxWJ0dKYlOKdxvT95I2ZPFpeJqCaxwEx0ChGRssqIee60XYW3XTd7rS9i1tweZzZNw5N929nfO7eb7jNMPLlqhxo3e20wWuO7HHajU8f2/BlFR3XTbXeEOvbs++nX077dE+tciIiIqPYSERHgk1xf8PI7Fmz65qud+TUar31KPD4d3sM5sUtztc8XDLW97l58uWBlVMa2LAt+w0TLKrbGo9NTni+I1h/OLa/35sy3RSR6TziIiI6AxRuiU4yIbP5oR97n3+wqWHvv4i2hkxFzdOuGePecbvhmV6Hz2GdXzWfZ+7Wvp32nvF5vtIakU8zr/3vL+uyrKfnbtu94Jda5EBERUe0nIpaIzHp/W+4T181Z619dVOWX/k7Ih7/r7hzeuJ715nfzojLeyu05CEQMbc2Bk5M/1T0h08RF01b4SoLhlyvDRkms8yGiUx8LzESnIBEJVUbMB77KyTfyfFFbVPyblFI4r2k6zm1STx5cssVatL8EhnViq6fbJLq1des3YM/efSelSE51y9p163HPg3/2eb2+c0WkMtb5EBERUd0hIqt1pb6dvqcIpaFIjcdLcdoxpm0jFSzIN6YsWoXNu3NPaDyHzYZ4p0PuXbQlShnSqebeRVsCORWB+X7DeizWuRDR6YGb/BGdopRS6U3iXc+XBCMXvzSoo2d8+ybR24HvKHp8ssDaUFKpuXQNFzWv7xfA3jE1wf5wrzbHPda83GK4J/7lQMPGjevVT09HXFxcDWRMdVEkEnnfU6/hs5FIZHOscyEiIqK6x2XTb26W4B7ui5gjF1za390k3l3jMXdXBszWH8zVAaB5Upx5XsvM8NL8UtvsV5+wJycc/zz3oZfe9N7XwBmf6wuiU2pC1POlOst8b+u+a2+cu/4bEeHroER0UrDATHSKU0p1dOna4uvaNfa8OrizvabjZZX7YInAY9OR5nLg06z9+GB7rm/mRX1/nDWLCCwB1hVX4M3Ne0Nd6yU6Lm+VoVJdjp+NFTRMtP5kUbigwut48N678czjj9Z0+lTLBQIBDB91WXllZWXvNevW74h1PkRERFR3KaWUW9ceNkQe++Hi/lqfBsk1HnNebjF6pCfhQDCM5glu9P18ceAvt493X3Rmjx/PMU0Luq7hre/mYeGG7cEbRg529e/QGvovNuX+csFKXPHEwU5hOWOHovFJKJJT7TYvtxgPLt26eHlB2YBY50JEpxcWmIlOA0qptk3iXZ/+rX+HM65o3fCkxd3vC6LTx/Pw/ICO5r/W56hd3qCqCBsqw+0MN090T26bHLd20o68NIeuXZnmcriWXz4g85dF5rJQGOcs2Wu+++Z/9W5dzzhpuVPtIyIYPXZ8YMasOdMrvd7LhH+BERERURS4bfr9vesn3/PliJ7pSc4aX4/xo3+uz5GnVu+0XrvnJv2pV9/FplIvHJpCYkK894UJ19x2z78/6lHm82s2TRt3ywVnVzw/4Zomvxzj5S9mYPHM740Pz+1u0zV10nKn2mdXhR89P10Y8EaMC01L5sQ6HyI6vbDATHSa0JQaLcAnrw/ughs7/mpuWiO+2pmPR1dsNzPcDv373J/tLXEPgH+JSPjwAaWUNvfifs98vCPvzpcGdHTZD63Q2FbqRcmYu4oGnX12+klJmmqtf7z8ivnEM3/LqvR6u4tIINb5EBER0alDV8pnAZ7w70dAqZNTqB03Z51RnJhqm7Fyw4/HbEqJIdJDRNb+9NyCz19t+K+vZk3v1a7lGRf06/bj8Rc//jp0p8PvUCcraaqVgoaJ7pMX+PZ6g48EDfOFWOdDRKcfbvJHdJqwRCa7dG31Xm/gqZJg+NgXRMHFLTOw7sqz9KvaNDJ+cjhBRF74aXEZOLir99Cvlr77wbZ9G0dOW+E/vElgPbcDF1w1NmXFqtUnJWeqvTIzMh6v9HqHsbhMRERE0WYB58TZ9C2FgfDXYfPENquuqnfP6Wqb2qsx2iXHGQCgK/V1xLK0XxaXAaDBZRP3P/XBlFevfurViklzl/64SswTH+/s//liK3KScqbayaFruXE22y0h03ox1rkQ0emJBWai00jAMHs+vSpr758Wbz2pBbrr2jW2jWrRIJhot311tI0mRGSL37D6ryosX/nnpduCwMFdt3slu2yPPPkMZ82nqeydObh49DXrrrn+pidFZE+s8yEiIqJTj4gs9UaMjmdMmt9pY0nlSYurlMLn5/W0JdhtQVPk5aOdKyJvBELhgbc8/2Zg8+5cAMCIvl2xpcynfZ9bfFLypdrnpXU5xk1z1z+z9kD5R2whR0SxwgIz0WnGY9O71fc4Tl5zOQAFgRBaJnrmVESMMcc6V0SMyogxqk+D5NtERJYVlCEvPhXhcDjqkyXTNGFZrFvXZpWVlRh20SX+72bN/l+scyEiIqJTm1IqLmCYDVJPYh9mAMip9FuDGqbcICLfH+tcEdkQNox+bRplfCkieP2z74IeXamAYUY9L8OywHpl7TZ9dyEeXb698v1tuV/HOhciOr3ZYp0AEZ08SilHvF2/9OIWGSf1/327prCisKwTgEQA/mOdLyJlAN7ukZ40/tp2jc4a2rf3gef+8Vy9Y1339bRvkZiQgCFnDQIAfPn1VJSWlvluGDe2dOLd97qXLl9hKyktVcFgUPbv3P7yuFsm9P5o0uQRus1mJCclhWZO/dLs3LFDIgB8/8N8zJ2/wLhuzNVbHHa7dtefHmwSF+fR4uLi9AtHDMclF11o++drr9uDwRDcbhcaZmTg8ktGYfWatdi5azccDjtcThcGDeiPSCSCwqIDaN2q5Qn9OZ5uLMvCVeNuDBQVHfgiHA6/Gut8iIiI6JR3VqN4lzRP9JzUoAcCYVUQCA9WSk2qygrUiGFuOKdHp7uLyirPvvvic1xP92tvXdwy46iLx0qCYczcewC96yehVVIc/BETz63NNke3aljssunm+DnrPOXhCIqDEW1oo7RN753bbWrjd+f8sSQYSXXoWqRfg+SK2aP6pQUNU4UtC59k7cc+b7D88T5ts19Zn9NgXl5JYpxN1+Lsuv5En3ZSHo64JmftVy6bBpeu46zMVHRKTcDn2fuhKQWXriHD40T39CTsqvAjyWlHykku7Nd128u8uHrWmoDfMC8UkX2xzoeITm/c5I/oNKKUSjwjLWHqBc0b9Hy8T9u4kxVXRPD4ih2Rf6zdadmUesVnmH/+ZQ/mI1FKdXbr2sLUhDi3V5StRbNmlQ/e90f/6EsvafjLc2fNmYthF12C5KSkVTs2rL5v3oJFs68Zf6MVjkSuF5EPlFJ9AHgAlAIoFJH9h2IoAG4ATcZfe02u3W6/4633PnjS6XSWimW9FwgGXwTgBTD80HkeAGtFZLHNZrvPbrc3sttt8Qnx8eW5WVv/02vgkNG79uwZDMAFgWvSe289O3/h4lb/ePmVP589eJDt3y+/4GnSuHHU/mxPZaZlBQadO/yFJctWPCkioVjnQ0RERKe2hnGufmku+9f/G3pGeq/6ySct7n5fECO+We7fXRko8UbMsSLyQ1Wu87icT3gcjvu8fr+zeYI76NS10KrRg9wAnL88d9S3KwPf7i50N/Q4/zDtgt4D39m6b/R/Nu3JCZnWOQDyAJwDoAxAMYA8EakEAKWUDUAcgIzIhJGlnT+eNz273N8l3q6vKQ8b/7FE3lRKdQfQAf8/V37XrqkGAG50aFqCrqm4XulJM2Zc1HdNw7dnvSAH83M39Lhy1lw56L3eny6cuKPMd+4Tfds6b+vcTLNpfNG6KraVehf1+nThSwHD/CzWuRARscBMdJpRSg1skxT37eZrBiec7Nh5viBunrve1zE14cYX1+78pCrXKKVaARgAwAFgx6MP3X/gzL59P/thwcJ2AKR+ej1t3JhrMHj4+cWbtmwZa5rmd0qpZvHxcT+YpvWq3+//x/HmqZRKBlAezR5mSimX2+1+WNO0u3M2r7On16vHJRpHsXzlKsz5Yd7fH3zk8ftjnQsRERGdPlKc9i+e6tfukls7NTupcUUE3+4uxHNrdu55fkDHVn0/W2gc+ypAKTUcQBsAOQBKg7eOaPTy+pz3S0IRhwagd/1k1SLRg7O+XLynMmK2F5FAgsN2t4L6fWXEuFhEthxPnocKzu7DBehoUUp1SHTY3h6Smdb88xE9G0Rz7FPRK+t3VZgi3e5dtDkn1rkQEQFskUF0OooAOOlPljYWV+KuhZsiAcOyEu22LgCqVGAWkWwA2T89ppR6CEAnAJIQH99q4Jn9Z73wt6cXnXv+qD2HrtkNoEV1cz3UoiOqRCQI4GGl1Avp9eql/+WJp6ecPXhQu6GDz4p2qFPCs8+/6P962nd5Dz7yeKxTISIiotOIAGEFdXJjiuCJFTuwoaTS5zdMT8/6SQ0B7K3itTMAzDj8WSnlAfA4AF0B9g4p8Z51V501rzJizj40H0Vl2HgRwIvVzNUAEPVdEEVki1Kq//e5B1J2Vfgvf2Fdzkt/6dXane7+1WLs015RIIQHl251hEyr/N5YJ0NEdAhXMBOdZpRS5wzJTPts1qi+yScrZkkwvK3Ju3NaKKU+D5nWFADfiIjvZMWvjXRdH+V2uf43oH8/99VXXBY3fuwY7N+fj+TkJLjd7linF1MFBYVo3rFLMBgMNayJYj8RERHRb2kY55r6z0GdLrikZcbJCmk+unz75r+vzm5liPwJwDoRWXiygtdGSqn4eLv+dwWMH9O2kf77zs0cHVLisc8bRON4FzR1ch8A1DbPrcm2nl2d/Wl5KHJVrHMhIjqMBWai04xSSu267uxpTk0bUc/tqPF4hmXhzoWbH35j054XReSYG/ydTpRScQBGpyQnS0nurtWde/V7aev2HYNSU1JCHdq3M77/dqrKys5OzNu/H+3btkVGRgOo02BC/a/X37D+/PiTn5SXV1wT61yIiIjo9FJxy3mZeb5gbosED3St5uddeyoD+9p+OPcqU7BERKwaD1iHKKU6K2DYxS0zll3btlH62Nlr34lYlqdJvDswoXOz4F1dW6TN2luk13M50DY5DnH20+MF7TYfzC3fVRkYLiLLYp0LEdFhLDATnYaUUgIAkQkjLQA1uovG4vxSDP5yCQDUF5Gimox1KjjU1645gGbiK/u+S+/+1+fl598ZCARaiMA5a+qXKxplZjZ+98OPm7Zr01q1bdMa7dq0Rnx8fIwzjx7Lsj7XE1Kvj3ZvPyIiIqJjUUplANj/RJ+2ux/s2bpGGzGLCM6butxcVlA20xsxRtZkrFOFUioRQFsA/siEkVlN3p3zQdAw+3gjZqPOaQlFK64YuOuTHXmd8/2hhLbJcWiTHIeWiZ5TatXzhuKKi3tMXvh1NPeLISI6USwwE52GPHZ9ZcCwel7dJvOt27s0v6FPg+QaibOmqBwDvlgcMSwZa4lUqecy/TalVBoO9rxr4HDYJybEx3c1LavdlZdduvq1l54vG/S7EZe2a9Pa3bljB1fvnj0waMCZ8Pv9cLlc0Kq4G7dhGNi7bx9cThcaNszAC//8F7btyApu3rotUi8t1fvlpA8b1uQ9Llm2HK/8+42nP5r86cM1GYeIiIjoSJRSSQDKnLq28NZOTRs/P6Bj85qKdfv8jYH3tu3LDxhWPxEprKk4pwOllA4gVUSKlFIXxdv1i5y61jlkWq2yrh365je7CgZM2rH/jC5pCZ72KfG2EU3T0cDjRNCw4LHrVY5TEY5gd2UAHVLikV3ux4fbc2Vnhd+/ucRrPdCzVcXo1pmNau4ugWdXZZX8fc3OHhXhyO6ajENEdLxYYCY6Ddk07WlT5CEA2DfuHDTw1MzmGRuKK3Df4i3/mL33wH01EoB+pJTSAJwDoG18XNwZbVq38q9ePH9+h+59ntiRndUxMSExmJHRILx51bId06bPaDp33oK05OQk2959ucE7J07YVVnpLRx24cW9vT6f0+N2lw3o3++D6VM+/3d8euZVPr+/BEAugE2lebsfU8CVSUlJNXIfF11xtW/a9BkPmKb5rxoJQERERHQMh9/2OzMjxTfvkv5xNRXnpXU5Bfct3vI7EdlQUzHoIKVUQwADNaBdktPe9a6uLab3TE9KHPXtyr/bNCUpTnvounaN9z/dr13okWXbWuhKxZkiYohUPtOv/cZb5q5P/mhHXhtLRNw2vejts7ve8mnW/uDk7LyzLMFeAPveGNIld3jT9EWZca7EmriHAn8IrT+YGwyaVoaIlNdEDCKi6mKBmeg0pJT6lwJu8tj0nKvaZDZ/fUgXV03EWbi/ZNuzq7PHT99duLQmxqeqUUo5AdTHwVUd65RS3ZVSw202W3IkEskD8CmAYgBpAIoO7Q5+RKkpKX899+whd05+/52o70TIzf2IiIioNjhUYH49zqZf9835vT0DM1OjHqMsFMGUnII3bpq7/kERKYl6AKoSdXCDk0QADQAERGSvUuo6XanWArEswVYRmXToTUITQPlvtaZQStnj7XreVyN61RvcKC3quf59dbb1t9XZk8vDkaujPjgR0Qmq0d6rRBR9Nk0NirPri5RS1Z5Y6Eot0JUK+Qyzz9zc4i2WCHZVRH//vUu/W9Vqxp6iJS6b/oZSKj3qAahKRCQkIntFZN2hz2ssy3o2HA4/ICL/FJH9IhI+9O/fLC4DQGlZ2ZPfzZhV8tmXU6Ke53czZ5kOu+MLFpeJiIioOpRSyq5pzyQ4bFOVUm2qO06cTd8JYJvPMCeuLCrfUeAPwR8xo5gpsLsygJvmrr/Foam9Sqlrozo4VZkcVC4i20Vk76Fj7xmW9YhpyWMiMunQsWIRKTta32MRifgj5vhrZq3xV4QjUc/1w+25pRUR46WoD0xEFAUsMBPFgDoo5XiuMW47X7VOintMU+opv2GdCeAju6at71U/uddferexH89Ylki6IZIoIpXZ5b4eAcPs1vHjeaGX1uVEdSa0a+zZtj3XnY3buzS/MjPOGf3H+HTSiYjf6/NddvPEP/h9Pl9Uxx4/dswXFZWV46M6KBEREdU5SimXUspzPNc8279DmkNTywyRB70R8wIA23WlHnrrnK7ph1qJVZnPMFsq4EIReeeuri163D5/45PN3p8Tyi6P3tyna71ElN00DJ+e19Mzrl3jsVEbmGLKFJkWMMzPHl62Peqrd+Ze3G8MgOXRHpeIKBpYYCaKAQXcBqAk3q4fsGvaDUc8R6kWSQ77XF2piwCg88fz+paGIo8qQAEY1Kd+8n9bJXk6rSoqX/H0yqygUqrKRWYB5mgKQw5/TvrvjHURSy64b/EW+0fbc0/w7v6fx67jw+25Rc+v3ZloWPJm1AammBKRZT26de0WFxe3I1pjzp03HyMuvnyPiER/uQcRERHVKXaFbAC+ei77MqXUEftTuG3675Oc9umHv9/rDfwzbElvABcp4Lpe6Ul5/TJSHr7x+/WFLl07rnmoAq4W4DIAsL02zfvlzvxHLAtftv9oHkJm9FYy7/eHyj7Ylut/d9u+YbqmRkRtYIqpyog58fr2jY/4O151/WnxlpKW78/debQV1EREscQCM1EMCLDIpWumKZJsiPxqp2GlVIJT19Zc2irjLAuY4tL1mdvKfB6fYZaGLXkUwMod5b5WQxqlaUMbpQXi7foyAEdtbfCz+CJbTEvm/eLY7KvbZD7aND56rXUX5pXgqZVZAQWUFAbC0X2vkGJqzg/zdgw974Iv3njrnROe5O7IysbEu+8LzJg9Z0s0ciMiIqK6zRB857FpqAgb7XFwccXP2DTtWo9NfzHD4/wdgGKl1JiPtueqRLttJYC5AmxcWVSe+Xiftu54ux4yRaYfT3xLZNIvW3ZVRIzrr2vXaLNT10/k1n7m2dXZoc937t8PABqULWoDU0yJiLfPZ4s+H/D54t0F/tCJjoUPt+fitY27XT7D3B+lFImIoo4FZqLY2GaKVOpK+QE8Ud/tHKWUUmPbNe7t1LWHAGiaAi5pmaEpAJrCEE1heNAwUxvHu+4EEBjUMLXfde0al64qLF9YGTGHRuNp9nlN080e6UknOsyPZu07AL9h1hegnoicFbWBqVb4YcHCd+++/6Fg9s6cao+xYPESf9d+A/07d+16UkTejWJ6REREVEcpYIrfsAAgzq1rG5RScQDQLjn+j0qpfkrB1irJE76weX1TA6ABb5WFjScrIsYwXalip64tmzSsO/67ec9WX8QcHzatT6KQlvuuri3CURjnR+9v29dABO+KiIpY1tRojk2xJSLGppLKz274fp3/RH5NGzt7bfEd8zduD5nWOSLijWKKRERRxaekRDEgIgGlVKpDU28rYFxRMPwVAHyzq6AsbEkygFdcut5kZLP66QLE2zQ1K2DiT0opZ8mNwxbbNTXKZdM9AELDm6av/HZ34VKlVC8RqfIqYV1TIyxBSES+Bw72hdYU7t/TO4AHeraOyn1meJyVAiQAiAdQGZVBqdYQkS0ul+svV1w77vEVC+bG6VVc0WNZFj74+BMYpjF78MCBNwQCgYiI5NdwukRERFRHmCJTlVL1lFIbA6bVEIDXoWu74nStUbLDtqcsbLQZ177xXF/EtAB0s4CvAWwGMOTAjb/b49S01nZdwyUtMzYuzCu5M95uy/RGjBeqGl8p5VLArQJ8JCJFhw636DF5YbeKm4fDbYvKKmZJtNtMATpEYzCqfXyG+ecl+aWj3tm6r9X1HZr8aiX+bykKhPDs6uzA/T1a3fdDbvGUyoi5/3h+zyMiigUWmIli5NCK4/Eeu74nZFr3pDjstrJQRHPrGmyaWl0airS3vTZtp7wGJDnsnwC4Y3Bm6oQpOfmTPtyeF/zm/N4uXVMpHrv+oM8wAWCcUmpyVZ9su3X97wHTbAvAeehQJ0uQ0Kt+dFYwF/pD6+5euPk5AHNFhMXlU1QoFHoxEonUD4XDd3rcbuexzl++chVunvgH367de3ZXVFY+KCJ72UqOiIiIfklEipVSLTVgb32Pc29pKNKtLGJCU2hl19S4ifM2vgMA9ytVqgFhC3C8MaTLW5d8t6ri5o5NMLp1JrLKfZd7DRN+w2yvlFopIvOrGL6ZAC8BcAN4FgBcuvZ7AHBo0XkJ+Lk12S+XhY2vACyOyoBU64hISCl1aUkw8jiAS451fsS08NrG3dZjK7aHRPDOP9fveperlomormCLDKIYCxjWDEvgKQ5FbjOBSwKmhaBptQbQBQCUUkMqIkYWAJzTuJ5dV+q62fsOuD44uBlf6JtdBXMODfUmgEq3TX9eKZV8rLg+wzzPEoz8yaHNdk39uYHHuWi/L3jC9/V9bnFXp649fcIDUa0mItaGTZvv/3b6zJfXrd/wm+dZlgXLsgrHXH/z2k1btt5eUVnZRURWnsRUiYiIqI4RkYBd1zaVhyOukGl1THbY3hIBbEo9BgBKKSeAazRNvQMAXdISWv6QW9xtzKy1qAwbsCntm4qwAQGSAcyLt9tW2TRtbBXibgMwGMDHh48FTeuvzRLc/ywKhAzTOvGH41/szL/RbdNGcYPjU5uIbDizYco1b27es/to/91YIliUX7rsyZU7FnsjZk9vxLiNxWUiqksUV44RxZZNUw84NO2vlsiakCW/w8GNTNoDWCwiVpzdttNvmC3aJ8dN2O8P3TWxS/O2z6zKUm5d820dM0RVhg1P0LRQGTZ2vrQ+p3ll2IgsKyib5I0Y448VWynVEIBHRLIPH5t8Xs9OV85YvfFP3VuGn+rbzqFUld/m+hnTElw2fVV42u5CR6rT3rU4GF5frYGoTrDZbGPS66X979Ybr3e1atECY6+5CjNmzUHO7t3Yn59vvf3+Rwe++/LT9p169SuNda5ERERUd3hselbYklamyDgA3wGoDyAkIllKqZ4AVgLAkMzUi1YfqPjknEZp7i9zCnB2o7SCGRf1bTBtVwGGNqqHPy3Zkp/ksGW8vH5XJGRavUVk3bFiK6V6A1gvIiEAMG47X3X7ZP7nW0q9F8+/5EzVt0Fyte9rT2UArT6Yi3oux4KiQIh7lZzClFJaot22ZEijtF7d0xO1S1pmoE1SHP67eQ8cuoavdub7DUu+mHFR3+tsr01jgYaI6iQWmIliTCnVH8Bih6Z+ryt1ecSyKuPttvzSUOS2Q9+fAaAPgLcAjB7UMPW/paGIyvUF/7d9zJBH09+aVfbSwI6Y2KU5AKDAH8LqovKLL5y2Ysqh63sBWHek1REOXftfxJIbAbgOT5wPXXOOS9c+eahn67QHT6Afc8AwsbygDF3SEu5q8PbsWSKyudqDUa2nlLpeKdXc7Xbl+Yr2f9S4TYfxXp+vj2mYQa/P949Dq4GIiIiIqizObvvGb5jnA7jcoan7AcSFLblJRJaogyshxgHYJCIr0lyOVb/v3KzHS+tyvPXdjhG96ic1+iw7f1LB9eci1eUAAKw9UJHT+9OFbUXEUEolAWj0W3NUpZTYNPXviGnd9pNj8Qq4223TH1l2+QBb+5T4at/bXm8AZaGIcdu8jV2XFpTlikh5tQejWu3Qwp4bNAV38wTPlId7td5754LNT+sKrqBprQ+a1ssicuKvkRIRxQgLzES1gFLKISJhpVSiU1PD7bpWURk2ZiilMgDsd+maoQCfTVMjXLr+wsLLzuye5w06u6cnepP/NzP+/Gb1ra9G9vqx5c3krLw1E+dtXFsWNt4EsBDAX0XkoSPE7Y+Dfd86/XJirZQ6Y/ZFfa8b3CjtnhO9v/UHKsp7frowCUALEdl1ouMRERER0elBKaXj4Bt+JoAUp679MXSwGFdk17QHDJG/2pQyUlz2hSWB8ItXtsl85IYOTXp2Sk3An5dtLXxry776iy49E30OrTYWEfT/fPHyVUXlf3Zq6uaQJaMBZIhIwS9ju2z6YgXUDxhm61/kpGxKnV9+8/BXHLrW/ETvcdjXyyqXFZRt8UWMvic6FhERUSywBzNRLSAiYQCITBgZ7lk/ebk3Ym499NWBLqkJN5bfPHxRA48zqTJiLi4Khq9vmegZesPcdRXFwUh8ZMJIfDWyl+aNGNhWerBN15DMtO5lYeN6AAsVsC/JYav3G3GXAEg/0qoNEVn/j7U7f3h2ddYJP4UqDUUO7xwYOuqJREREREQ/ISKmiBgiIpEJI03TkkkA/ABgiHz75tln3Dbvkv6hokB4iAlMuaB5g/4/5BW/dvv8jf7XB3epH5kwEn0aJGN3ZQAHAmEopXBLp6a9Acxy6Ho9AAaAVkeKHTKts4Om1f0IOUnEsr65bvbanLUHKk74HsOm5fH/oohNRERUl3AFM1Et0jop7uPsCv9Vhz52BbARwEAAZR6bNsNvWBmHvhvgselD67kcD30+oqenabzr2zM/X9x5nzeY1jjeJR8O6x5fGgzjvW25BR/vyGsrItWa+SqlhgOYvnPsUDSJd1frnubnFeOm79fnt0uJ/276nqJ3jmP3biIiIiIiAIBSqoFT03aFLMvl1rWtfsPsoJSqD6CNS1MjdU3d7jOsRIemLQlb1qh4u7702raNGj/Rt13RtF0FO+5YsOmMsGkljGqREXnv3K6euxZujiQ77B88uzrrhurm5NC17526NrT0puHVvq8xs9aYBwLhr7eX+Sr3+YLXi4hV7cGIiIhihCuYiWqR7Ar/eADDbEp9CiAfQEcA85y69oAINh0+b/Kw7v38hrki3x98aNiUpZun7yl6d0zbRlNClnVBSShy28rCMjPF5cDHO/IaAPCcQEqzAGBqToF5vBcalgURwUvrciI5lYGM73YX3sDiMhERERFVh4gUhCyrmQY8AuB9AHDq2mMAFgYt2ScCLwCxKfS8qWOTBt6IOeHjHXnfdJ00b/mVbTI/bRzvmhK2JCPXF1yx3x9CyLTw8vqcjKOEPKaIJa97Iyaqs2jLsCz4IgYmZ+3X5+YWL9zrDYxjcZmIiOoqFpiJahERCYnIrIhljQZQLCIbAWSGTOudgGkNA9AMQMvRM9csAjBDV6pdadj417g56z55YuWOOxLs+sgUp/35kGmpFKcdLl2rBNC4R3qSrZr5WAAmP7Zihzqe69YUlcP9n+k4b+ry8Lj2je1JDluZUoo/b4iIiIio2kSk0BR5MmBaf1VK6SHTuhNAXwBz/KbVFkB9v2m1/3Bb7v0AZpSHjSfKw0YLz3+mv7q11Hd9iwT3ewC6FwbCqOdy2EKmtUop1eeR3m2Oa677k3wmA8CUnF+1bz6qOxdsirj/Mx3vbN0no1o0QKM4l16d+ERERLUFCz5EtZBSqjsAQyl1A4B+AGYAOFdE9ohIjogsA3BxwLS+APCaQ1MRAKiMmA/vrPBf8ciy7XuX5Zci3e1QDk3dveZARcSmaXdWJxebUtlXtc48rtUUnVMTsGb0oNeWFpS9dM3MNYGp5/f+I1dkEBEREVE0eGz6FI9NywPgcGnqdZeuzRYRn4gcEJGcgGn9AcANNoWr/IbV7dBlT+RUBsYtLSh9dPjXy4JnZqSoOLt+Q5xNf/3JlVmWUqr58eahlLI5NOXvlJpwXNf9tV97+yUtM0Y/unz7gn3e4PZllw9493hjExER1SYsMBPVTh6Prpl2hTcV8LlTU9lODY8qpe5USikAEJEpAOYCGBe2pFM9l2MVDm6itzVgmLfPyS3+ZvuYoVeFLRnvsenfx9v1s443CaWUcurajaNbNzyuFdAHgmHcPn9jd1/EuD9sSfxZXy5553hjExEREREdmTgskfoAvLqmdbZEvnPZ9PVKqXYAICKlIvK2IXgTwDWJDr0DgEecujbJtOQlTamZ7VPi/zNlZK+ePsO8WFMIAGhXjUSGNIxzSeuk4+tI9+2eQizMK0ksC0UGryoq75D5zuzCasQmIiKqNbjJH1EtpJSyAbhKB4ZBob4peNOpay9HTKuhBXwoItf+8poxbRvt+WhHXhMArUUkO0p5aF+P7PWP4U3T79ZU1d8cnDBvg/Xe1txVIdPsE408iIiIiIgOU0o10YCbBOioKVUKkd0Om/ZA0LDiBWgmInt+er5x2/kt7f/+NhsARKRa7TB+I4/03dedvSozztWkqtdYInC+/h0AXCEin0UrFyIioliqVl9WIqpZImIA+ODQPwCAVJdjZIUloyDy4JGuWVVUPjPBbiurCEeiUlw+lId1RlrizrBlYVSL394DxR8xETBNuHQNcXYbVhWW+8OW9Z9o5UFEREREdJiI7AXw6OHPSqlmEVPucera2wHD3PPL83tNXlie4rRvKg1Fxkc5lfLrZq89MPX83k3ctiO3URYRlIUNWCJIctiw1xs8/NXnUc6FiIgoZlhgJqojSoLh6wEg2Wn/INXliC8Jhi/+6fdbS7031UTcjSWVqY8s2x7p1yDF3sDj/Nl3IoLb5m8MvrNln13XVKiB27F3+5ihjwZM60oA39REPkREREREPyUiuwGkKqXquW16Xti0bjFFfpyLrj1QXgygcw3EDTt1rdXL63Pk/u6tDney+9GWUi9Gz1jtzSrzOXVNRUa3bvje7V2ab0h12nsVB8N8lZiIiE4ZbJFBVMckOGwPJDvtXfN9ofURy/rrsc5XSvUFUCwiWdWJp5SKs2nqv11SE0Ytv2LgLxvM5Xf46Idbssr9S0TkQHXGJyIiIiKKBqVUUrxdf9+laeUHQpHHjzX/VUp5AAwGMFdEgkc79yhjdHdo6vu3zu6afGWbzJ99VxGO/Cv9zVkzLWAaN7wmIqJTGTf5I6pj3Da9c7rLMcIQeebQpPg3KaVcAJbe36PV28Zt5x/5vb1jEBGfYcmEa9s1Wv3L7x5YsvVAVrl/PovLRERERFQLJGZ4nE0OhCLXunXtf1U4/wabUtPWXTno0uoGFJE1zRLcV3RJS/jZ8W2lXvz+h40BU2Qqi8tERHSqY4GZqI4pCoRfWXOg4lm3TZsEIHC0c0UkGGfXX3tuTXY/+7+/feKnBWmlVJJSqko/A/o1SE6It9v67fX+PNzUXQVNAXSvxm0QEREREUVbXla5/yW3rr0J4I0qnD/Npqnt/T5b9IpSavDhg0opTSmVWNWgE7s0P3dTiRcR8//ryF7DxPQ9hdf+qm8GERHRKYgtMohOA0qpPwB4GcBtAPYByAOwUldYoSv1t5BpHXWTEaVU9xSn/emgYQ49r1l9x6Rh3Xf8e+Pu4F0LN3e1aerJiGk9chJug4iIiIgoqpRSSgfyoRBnCq4GsC3Orj/mi5hX2xW+jAgmiEjB0cZIdNgfUApjXbrW5rkzO4Suadtoa+9PFzZee6AiA0ALEdl1Um6GiIgoRlhgJqqjlFKeoht+d2vL97/fVBE2Zh7h+zMUcK4Ai+Ns+ks+w3zOqfCMqVRbw5J0m1L/NESuTnLY/l4WitxfxZh9NWCYBfwNgAcHf4aURvveiIiIiIhOxOxR/drtqQyMuHHu+q9+WeBVB5cVj1MHF12c4bbpl/kM82Gbwmy7rr0fMq03bUp9ErakAYCeIvKrVnG/pJRSmsJES7BbRKYqpRoBKBSRSM3cIRERUe3BAjNRHaUr9cgZ9RIfXXugQgPQUkRyDn+nlNIcmipvmejRsyv8Wpe0hF2bir3LBzZMObdZgvuVN7fsPebmgEREREREdVWCw1aY4rSnFQcjK30Ro+9Pv1NKXZrstH3ssemVdqXiAqY12xcxOjzbv711x4LNl4vI+ljlTUREVBexwExURymlGiU6bDMUsKY8bFwnP/mfWSmlEh22qVe0aujMKvftmD2q3z2u178tT3M57KYlvuJQ5FYR+TCW+RMRERER1RS3TR9v09TTfsO8wbRkxk+/U0q1devasuvbN/5uQGbqZ2NmrXW6dO0D7eAq5N3eiNlRRI661wkRERH9PxaYiU5RhzYUcYpI8NDnvgAeAnARgKtE5JNY5kdEREREFCtKKddP5slOAFfblHrZEEkEoIuIdfQRiIiI6DAt1gkQUc2Qg4I/+bwMwKVOTa1w6VrTGKZGRERERBRTv5gnh0TkHUPkSqemtgNoFsPUiIiI6hwWmIlOLw2cNr2zAI/EOhEiIiIiotrErqm2hqCtTalbYp0LERFRXcICM9FpQNfULR67vnhgRkq3irDh9tj0v8U6JyIiIiKiWFNKJXns+g8uXZvYIz2pB4CgIfJprPMiIiKqS9iDmeg04NC1Qk2pcrtSYa9hdgTQUETyY50XEREREVEsKaUGAZjv0rVngqb1ULLDNrc0FDk71nkRERHVJSwwE50GlFJKREQp1VoBv/PYtD4C1coXMc6KdW5ERERERLF0eK6sKTVaAMOlay8ETet+bopNRERUNWyRQXQakENPkkQkyxL5t13TPAJZF+u8iIiIiIhi7fBc2RKZDGArgDCAbTFNioiIqA7hCmYiIiIiIiIiIiIiqhauYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiamGBmYiIiIiIiIiIiIiqhQVmIiIiIiIiIiIiIqoWFpiJiIiIiIiIiIiIqFpYYCYiIiIiIiIiIiKiavk/d1mU58gMb/kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define the attribute and retrive the dataset\n",
    "attribute = 'injuries'\n",
    "df = (locals()[attribute]).copy()\n",
    "np.random.seed(1992)\n",
    "\n",
    "# create the figure, axes objects\n",
    "fig, ax = plt.subplots(nrows = 1, ncols=2, figsize = (20,20), frameon=False, facecolor='None')\n",
    "\n",
    "for column, variable in zip([0,1,],['average','average_pc']):\n",
    "\n",
    "    # make the legend labels\n",
    "    nb = mc.NaturalBreaks(df[variable], k = 5)\n",
    "    leg_labels = []\n",
    "    for i in np.arange(len(nb.bins)):\n",
    "        if i== 0:\n",
    "            leg_labels.append('< ' + str(int(np.round(nb.bins)[i])) )\n",
    "        else:\n",
    "            leg_labels.append(str(int(np.round(nb.bins)[i-1])) + ' - '+ str(int(np.round(nb.bins)[i])) )\n",
    "\n",
    "    # plot the maps\n",
    "    df.plot(column = variable, ax = ax[column], cmap = 'Reds',\n",
    "            scheme = 'NaturalBreaks', k = 5, legend = True ,\n",
    "            legend_kwds={'labels':leg_labels, 'frameon':False,\n",
    "                         'edgecolor':'None', 'facecolor':'None','fontsize':'x-large'},\n",
    "            edgecolor = 'k', linewidth = 1, linestyle = '--')\n",
    "    \n",
    "    # remove unnecessary axes\n",
    "    ax[column].axis('off')\n",
    "    ax[column].set_facecolor('None')\n",
    "\n",
    "# add titles\n",
    "ax[0].set_title('Average '+ 'monthly ' + attribute , size = 20)\n",
    "ax[1].set_title('Average '+ 'monthly ' + attribute + ' per 100,000 population' , size = 20)    \n",
    "\n",
    "# remove excess white spaces\n",
    "plt.tight_layout()\n",
    "# save the plot\n",
    "plt.savefig('./output/heatmaps/'+attribute+'.jpg', dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Monthly mortalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creaing the datasets\n",
    "mort_y1 = y1.pivot_table(index = 'region', columns = 'month', values = 'mortalities')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()\n",
    "mort_y2 = y2.pivot_table(index = 'region', columns = 'month', values = 'mortalities')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()\n",
    "mort_y3 = y3.pivot_table(index = 'region', columns = 'month', values = 'mortalities')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding goemetry to the datasets\n",
    "overview = gpd.read_file('./overview.geojson')\n",
    "mort_y1 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],mort_y1,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')\n",
    "mort_y2 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],mort_y2,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')\n",
    "mort_y3 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],mort_y3,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding the sum and mean columns\n",
    "for i in [mort_y1, mort_y2,mort_y3]:\n",
    "    i['sum']=i.iloc[:,3:].sum(axis=1)\n",
    "    i['mean']= np.round(i.iloc[:,3:-1].mean(axis=1))\n",
    "    \n",
    "all_mort = mort_y1['sum'] + mort_y2['sum'] + mort_y3['sum']\n",
    "mean_mort = np.mean([mort_y1['mean'],mort_y2['mean'],mort_y3['mean']],axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preparing the final dataframe\n",
    "mortalities = mort_y1[['NAME','geometry']].copy()\n",
    "mortalities['all']= all_mort\n",
    "mortalities['average'] = mean_mort\n",
    "mortalities['all_pc'] = (all_mort/ (overview.TOTPOP_CY))*100000\n",
    "mortalities['average_pc'] = (mean_mort/ (overview.TOTPOP_CY))*100000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define the attribute and retrive the dataset\n",
    "attribute = 'mortalities'\n",
    "df = (locals()[attribute]).copy()\n",
    "np.random.seed(1992)\n",
    "\n",
    "# create the figure, axes objects\n",
    "fig, ax = plt.subplots(nrows = 1, ncols=2, figsize = (20,20), frameon=False, facecolor='None')\n",
    "\n",
    "for column, variable in zip([0,1,],['average','average_pc']):\n",
    "\n",
    "    # make the legend labels\n",
    "    nb = mc.NaturalBreaks(df[variable], k = 5)\n",
    "    leg_labels = []\n",
    "    for i in np.arange(len(nb.bins)):\n",
    "        if i== 0:\n",
    "            leg_labels.append('< ' + str(int(np.round(nb.bins)[i])) )\n",
    "        else:\n",
    "            leg_labels.append(str(int(np.round(nb.bins)[i-1])) + ' - '+ str(int(np.round(nb.bins)[i])) )\n",
    "\n",
    "    # plot the maps\n",
    "    df.plot(column = variable, ax = ax[column], cmap = 'Reds',\n",
    "            scheme = 'NaturalBreaks', k = 5, legend = True ,\n",
    "            legend_kwds={'labels':leg_labels, 'frameon':False,\n",
    "                         'edgecolor':'None', 'facecolor':'None','fontsize':'x-large'},\n",
    "            edgecolor = 'k', linewidth = 1, linestyle = '--')\n",
    "    \n",
    "    # remove unnecessary axes\n",
    "    ax[column].axis('off')\n",
    "    ax[column].set_facecolor('None')\n",
    "\n",
    "# add titles\n",
    "ax[0].set_title('Average '+ 'monthly ' + attribute , size = 20)\n",
    "ax[1].set_title('Average '+ 'monthly ' + attribute + ' per 100,000 population' , size = 20)    \n",
    "\n",
    "# remove excess white spaces\n",
    "plt.tight_layout()\n",
    "# save the plot\n",
    "plt.savefig('./output/heatmaps/'+attribute+'.jpg', dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Monthly involvment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating the ddatasets\n",
    "inv_y1 = y1.pivot_table(index = 'region', columns = 'month', values = 'total number of people involved in RTA')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()\n",
    "inv_y2 = y2.pivot_table(index = 'region', columns = 'month', values = 'total number of people involved in RTA')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()\n",
    "inv_y3 = y3.pivot_table(index = 'region', columns = 'month', values = 'total number of people involved in RTA')[['Moharram', 'Safar', 'Rabeea Awal', 'Rabeea Thany', 'Jamad Awal',\n",
    "       'Jamad Thany', 'Ragab', ' Shaaban', ' Ramadan', ' Shawwal',\n",
    "       'Zy Aqeaada', 'Zy Alhegga']].reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding geometry to the datasets\n",
    "overview = gpd.read_file('./overview.geojson')\n",
    "inv_y1 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],inv_y1,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')\n",
    "inv_y2 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],inv_y2,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')\n",
    "inv_y3 = pd.merge(overview[['NAME','TOTPOP_CY','geometry']],inv_y3,\n",
    "         left_on= 'NAME', right_on='region', right_index=False).drop(columns = 'region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding the sum and mean columns\n",
    "for i in [inv_y1, inv_y2,inv_y3]:\n",
    "    i['sum']=i.iloc[:,3:].sum(axis=1)\n",
    "    i['mean']= np.round(i.iloc[:,3:-1].mean(axis=1))\n",
    "    \n",
    "all_inv = inv_y1['sum'] + inv_y2['sum'] + inv_y3['sum']\n",
    "mean_inv = np.mean([inv_y1['mean'],inv_y2['mean'],inv_y3['mean']],axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preparing the final dataframe\n",
    "involvment = inv_y1[['NAME','geometry']].copy()\n",
    "involvment['all']= all_inv\n",
    "involvment['average'] = mean_inv\n",
    "involvment['all_pc'] = (all_inv/ (overview.TOTPOP_CY))*100000\n",
    "involvment['average_pc'] = (mean_inv/ (overview.TOTPOP_CY))*100000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define the attribute and retrive the dataset\n",
    "attribute = 'involvment'\n",
    "df = (locals()[attribute]).copy()\n",
    "np.random.seed(1992)\n",
    "\n",
    "# create the figure, axes objects\n",
    "fig, ax = plt.subplots(nrows = 1, ncols=2, figsize = (20,20), frameon=False, facecolor='None')\n",
    "\n",
    "for column, variable in zip([0,1,],['average','average_pc']):\n",
    "\n",
    "    # make the legend labels\n",
    "    nb = mc.NaturalBreaks(df[variable], k = 5)\n",
    "    leg_labels = []\n",
    "    for i in np.arange(len(nb.bins)):\n",
    "        if i== 0:\n",
    "            leg_labels.append('< ' + str(int(np.round(nb.bins)[i])) )\n",
    "        else:\n",
    "            leg_labels.append(str(int(np.round(nb.bins)[i-1])) + ' - '+ str(int(np.round(nb.bins)[i])) )\n",
    "\n",
    "    # plot the maps\n",
    "    df.plot(column = variable, ax = ax[column], cmap = 'Reds',\n",
    "            scheme = 'NaturalBreaks', k = 5, legend = True ,\n",
    "            legend_kwds={'labels':leg_labels, 'frameon':False,\n",
    "                         'edgecolor':'None', 'facecolor':'None','fontsize':'x-large'},\n",
    "            edgecolor = 'k', linewidth = 1, linestyle = '--')\n",
    "    \n",
    "    # remove unnecessary axes\n",
    "    ax[column].axis('off')\n",
    "    ax[column].set_facecolor('None')\n",
    "\n",
    "# add titles\n",
    "ax[0].set_title('Average '+ 'monthly ' + attribute , size = 20)\n",
    "ax[1].set_title('Average '+ 'monthly ' + attribute + ' per 100,000 population' , size = 20)    \n",
    "\n",
    "# remove excess white spaces\n",
    "plt.tight_layout()\n",
    "# save the plot\n",
    "plt.savefig('./output/heatmaps/'+attribute+'.jpg', dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compiling the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NAME</th>\n",
       "      <th>geometry</th>\n",
       "      <th>all</th>\n",
       "      <th>average</th>\n",
       "      <th>all_pc</th>\n",
       "      <th>average_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Makkah</td>\n",
       "      <td>MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...</td>\n",
       "      <td>9772.0</td>\n",
       "      <td>271.666667</td>\n",
       "      <td>299.609667</td>\n",
       "      <td>8.329304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aseer</td>\n",
       "      <td>MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...</td>\n",
       "      <td>7101.0</td>\n",
       "      <td>197.333333</td>\n",
       "      <td>313.635111</td>\n",
       "      <td>8.715767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tabouk</td>\n",
       "      <td>MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...</td>\n",
       "      <td>3944.0</td>\n",
       "      <td>109.666667</td>\n",
       "      <td>409.580699</td>\n",
       "      <td>11.388780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jazan</td>\n",
       "      <td>MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...</td>\n",
       "      <td>6578.0</td>\n",
       "      <td>182.666667</td>\n",
       "      <td>400.182023</td>\n",
       "      <td>11.112787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>POLYGON Z ((-497258.929 2331363.256 0.000, -49...</td>\n",
       "      <td>3169.0</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>633.227562</td>\n",
       "      <td>17.584104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-Jouf</td>\n",
       "      <td>MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...</td>\n",
       "      <td>1368.0</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>382.148524</td>\n",
       "      <td>10.615237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Madinah</td>\n",
       "      <td>MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...</td>\n",
       "      <td>9767.0</td>\n",
       "      <td>271.333333</td>\n",
       "      <td>445.301786</td>\n",
       "      <td>12.370761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Qaseem</td>\n",
       "      <td>POLYGON Z ((-477698.887 2859824.348 0.000, -47...</td>\n",
       "      <td>4228.0</td>\n",
       "      <td>117.333333</td>\n",
       "      <td>283.559517</td>\n",
       "      <td>7.869201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ash Sharqiyah</td>\n",
       "      <td>POLYGON Z ((483440.905 2736363.772 0.000, 4839...</td>\n",
       "      <td>11935.0</td>\n",
       "      <td>331.333333</td>\n",
       "      <td>265.574728</td>\n",
       "      <td>7.372749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hail</td>\n",
       "      <td>POLYGON Z ((-670450.843 3184778.644 0.000, -67...</td>\n",
       "      <td>2617.0</td>\n",
       "      <td>72.666667</td>\n",
       "      <td>359.461234</td>\n",
       "      <td>9.981219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Northern Region</td>\n",
       "      <td>POLYGON Z ((-746595.037 3534224.961 0.000, -74...</td>\n",
       "      <td>1433.0</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>367.558417</td>\n",
       "      <td>10.259830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ar Riyad</td>\n",
       "      <td>POLYGON Z ((-452748.225 2654946.247 0.000, -45...</td>\n",
       "      <td>13301.0</td>\n",
       "      <td>369.666667</td>\n",
       "      <td>157.761464</td>\n",
       "      <td>4.384569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Najran</td>\n",
       "      <td>POLYGON Z ((-287152.222 1968299.206 0.000, -28...</td>\n",
       "      <td>2126.0</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>344.083655</td>\n",
       "      <td>9.548888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jiddah</td>\n",
       "      <td>MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...</td>\n",
       "      <td>9666.0</td>\n",
       "      <td>268.666667</td>\n",
       "      <td>221.548871</td>\n",
       "      <td>6.157955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>At-Taif</td>\n",
       "      <td>POLYGON Z ((-553743.968 2542543.061 0.000, -51...</td>\n",
       "      <td>13499.0</td>\n",
       "      <td>375.000000</td>\n",
       "      <td>1250.642739</td>\n",
       "      <td>34.742650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Al-Qurayyat</td>\n",
       "      <td>POLYGON Z ((-739486.687 3525089.816 0.000, -73...</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>28.666667</td>\n",
       "      <td>573.872136</td>\n",
       "      <td>15.940893</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "               NAME                                           geometry  \\\n",
       "0            Makkah  MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...   \n",
       "1             Aseer  MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...   \n",
       "2            Tabouk  MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...   \n",
       "3             Jazan  MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...   \n",
       "4           Al-Baha  POLYGON Z ((-497258.929 2331363.256 0.000, -49...   \n",
       "5           Al-Jouf  MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...   \n",
       "6           Madinah  MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...   \n",
       "7            Qaseem  POLYGON Z ((-477698.887 2859824.348 0.000, -47...   \n",
       "8     Ash Sharqiyah  POLYGON Z ((483440.905 2736363.772 0.000, 4839...   \n",
       "9              Hail  POLYGON Z ((-670450.843 3184778.644 0.000, -67...   \n",
       "10  Northern Region  POLYGON Z ((-746595.037 3534224.961 0.000, -74...   \n",
       "11         Ar Riyad  POLYGON Z ((-452748.225 2654946.247 0.000, -45...   \n",
       "12           Najran  POLYGON Z ((-287152.222 1968299.206 0.000, -28...   \n",
       "13           Jiddah  MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...   \n",
       "14          At-Taif  POLYGON Z ((-553743.968 2542543.061 0.000, -51...   \n",
       "15      Al-Qurayyat  POLYGON Z ((-739486.687 3525089.816 0.000, -73...   \n",
       "\n",
       "        all     average       all_pc  average_pc  \n",
       "0    9772.0  271.666667   299.609667    8.329304  \n",
       "1    7101.0  197.333333   313.635111    8.715767  \n",
       "2    3944.0  109.666667   409.580699   11.388780  \n",
       "3    6578.0  182.666667   400.182023   11.112787  \n",
       "4    3169.0   88.000000   633.227562   17.584104  \n",
       "5    1368.0   38.000000   382.148524   10.615237  \n",
       "6    9767.0  271.333333   445.301786   12.370761  \n",
       "7    4228.0  117.333333   283.559517    7.869201  \n",
       "8   11935.0  331.333333   265.574728    7.372749  \n",
       "9    2617.0   72.666667   359.461234    9.981219  \n",
       "10   1433.0   40.000000   367.558417   10.259830  \n",
       "11  13301.0  369.666667   157.761464    4.384569  \n",
       "12   2126.0   59.000000   344.083655    9.548888  \n",
       "13   9666.0  268.666667   221.548871    6.157955  \n",
       "14  13499.0  375.000000  1250.642739   34.742650  \n",
       "15   1032.0   28.666667   573.872136   15.940893  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "injuries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
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       "      <th>geometry</th>\n",
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       "      <th>average_pc</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Makkah</td>\n",
       "      <td>MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>63.666667</td>\n",
       "      <td>70.150114</td>\n",
       "      <td>1.952021</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aseer</td>\n",
       "      <td>MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...</td>\n",
       "      <td>2507.0</td>\n",
       "      <td>69.666667</td>\n",
       "      <td>110.728520</td>\n",
       "      <td>3.077019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tabouk</td>\n",
       "      <td>MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>29.666667</td>\n",
       "      <td>111.637741</td>\n",
       "      <td>3.080855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jazan</td>\n",
       "      <td>MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...</td>\n",
       "      <td>1543.0</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>93.870608</td>\n",
       "      <td>2.615966</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>POLYGON Z ((-497258.929 2331363.256 0.000, -49...</td>\n",
       "      <td>430.0</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>85.922326</td>\n",
       "      <td>2.331226</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-Jouf</td>\n",
       "      <td>MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...</td>\n",
       "      <td>441.0</td>\n",
       "      <td>12.333333</td>\n",
       "      <td>123.192616</td>\n",
       "      <td>3.445296</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Madinah</td>\n",
       "      <td>MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...</td>\n",
       "      <td>1885.0</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>85.941831</td>\n",
       "      <td>2.370809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Qaseem</td>\n",
       "      <td>POLYGON Z ((-477698.887 2859824.348 0.000, -47...</td>\n",
       "      <td>941.0</td>\n",
       "      <td>26.333333</td>\n",
       "      <td>63.110101</td>\n",
       "      <td>1.766099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ash Sharqiyah</td>\n",
       "      <td>POLYGON Z ((483440.905 2736363.772 0.000, 4839...</td>\n",
       "      <td>2737.0</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>60.903061</td>\n",
       "      <td>1.691134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hail</td>\n",
       "      <td>POLYGON Z ((-670450.843 3184778.644 0.000, -67...</td>\n",
       "      <td>757.0</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>103.978660</td>\n",
       "      <td>2.884481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Northern Region</td>\n",
       "      <td>POLYGON Z ((-746595.037 3534224.961 0.000, -74...</td>\n",
       "      <td>380.0</td>\n",
       "      <td>10.333333</td>\n",
       "      <td>97.468387</td>\n",
       "      <td>2.650456</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ar Riyad</td>\n",
       "      <td>POLYGON Z ((-452748.225 2654946.247 0.000, -45...</td>\n",
       "      <td>3920.0</td>\n",
       "      <td>109.000000</td>\n",
       "      <td>46.494620</td>\n",
       "      <td>1.292835</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Najran</td>\n",
       "      <td>POLYGON Z ((-287152.222 1968299.206 0.000, -28...</td>\n",
       "      <td>543.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>87.882138</td>\n",
       "      <td>2.427683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jiddah</td>\n",
       "      <td>MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...</td>\n",
       "      <td>1391.0</td>\n",
       "      <td>38.333333</td>\n",
       "      <td>31.882317</td>\n",
       "      <td>0.878616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>At-Taif</td>\n",
       "      <td>POLYGON Z ((-553743.968 2542543.061 0.000, -51...</td>\n",
       "      <td>1506.0</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>139.526481</td>\n",
       "      <td>3.891177</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Al-Qurayyat</td>\n",
       "      <td>POLYGON Z ((-739486.687 3525089.816 0.000, -73...</td>\n",
       "      <td>201.0</td>\n",
       "      <td>5.666667</td>\n",
       "      <td>111.771608</td>\n",
       "      <td>3.151107</td>\n",
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       "               NAME                                           geometry  \\\n",
       "0            Makkah  MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...   \n",
       "1             Aseer  MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...   \n",
       "2            Tabouk  MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...   \n",
       "3             Jazan  MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...   \n",
       "4           Al-Baha  POLYGON Z ((-497258.929 2331363.256 0.000, -49...   \n",
       "5           Al-Jouf  MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...   \n",
       "6           Madinah  MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...   \n",
       "7            Qaseem  POLYGON Z ((-477698.887 2859824.348 0.000, -47...   \n",
       "8     Ash Sharqiyah  POLYGON Z ((483440.905 2736363.772 0.000, 4839...   \n",
       "9              Hail  POLYGON Z ((-670450.843 3184778.644 0.000, -67...   \n",
       "10  Northern Region  POLYGON Z ((-746595.037 3534224.961 0.000, -74...   \n",
       "11         Ar Riyad  POLYGON Z ((-452748.225 2654946.247 0.000, -45...   \n",
       "12           Najran  POLYGON Z ((-287152.222 1968299.206 0.000, -28...   \n",
       "13           Jiddah  MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...   \n",
       "14          At-Taif  POLYGON Z ((-553743.968 2542543.061 0.000, -51...   \n",
       "15      Al-Qurayyat  POLYGON Z ((-739486.687 3525089.816 0.000, -73...   \n",
       "\n",
       "       all     average      all_pc  average_pc  \n",
       "0   2288.0   63.666667   70.150114    1.952021  \n",
       "1   2507.0   69.666667  110.728520    3.077019  \n",
       "2   1075.0   29.666667  111.637741    3.080855  \n",
       "3   1543.0   43.000000   93.870608    2.615966  \n",
       "4    430.0   11.666667   85.922326    2.331226  \n",
       "5    441.0   12.333333  123.192616    3.445296  \n",
       "6   1885.0   52.000000   85.941831    2.370809  \n",
       "7    941.0   26.333333   63.110101    1.766099  \n",
       "8   2737.0   76.000000   60.903061    1.691134  \n",
       "9    757.0   21.000000  103.978660    2.884481  \n",
       "10   380.0   10.333333   97.468387    2.650456  \n",
       "11  3920.0  109.000000   46.494620    1.292835  \n",
       "12   543.0   15.000000   87.882138    2.427683  \n",
       "13  1391.0   38.333333   31.882317    0.878616  \n",
       "14  1506.0   42.000000  139.526481    3.891177  \n",
       "15   201.0    5.666667  111.771608    3.151107  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mortalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
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       "      <td>Makkah</td>\n",
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       "      <th>1</th>\n",
       "      <td>Aseer</td>\n",
       "      <td>MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...</td>\n",
       "      <td>156135.0</td>\n",
       "      <td>4337.000000</td>\n",
       "      <td>6896.129846</td>\n",
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       "      <th>2</th>\n",
       "      <td>Tabouk</td>\n",
       "      <td>MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...</td>\n",
       "      <td>63965.0</td>\n",
       "      <td>1776.666667</td>\n",
       "      <td>6642.705227</td>\n",
       "      <td>184.505166</td>\n",
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       "      <th>3</th>\n",
       "      <td>Jazan</td>\n",
       "      <td>MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...</td>\n",
       "      <td>120533.0</td>\n",
       "      <td>3348.000000</td>\n",
       "      <td>7332.797162</td>\n",
       "      <td>203.680361</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Al-Baha</td>\n",
       "      <td>POLYGON Z ((-497258.929 2331363.256 0.000, -49...</td>\n",
       "      <td>15284.0</td>\n",
       "      <td>424.333333</td>\n",
       "      <td>3054.039149</td>\n",
       "      <td>84.790016</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-Jouf</td>\n",
       "      <td>MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...</td>\n",
       "      <td>30176.0</td>\n",
       "      <td>838.000000</td>\n",
       "      <td>8429.615393</td>\n",
       "      <td>234.093906</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Madinah</td>\n",
       "      <td>MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...</td>\n",
       "      <td>33306.0</td>\n",
       "      <td>925.000000</td>\n",
       "      <td>1518.503253</td>\n",
       "      <td>42.173047</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Qaseem</td>\n",
       "      <td>POLYGON Z ((-477698.887 2859824.348 0.000, -47...</td>\n",
       "      <td>116644.0</td>\n",
       "      <td>3240.000000</td>\n",
       "      <td>7822.969796</td>\n",
       "      <td>217.297265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ash Sharqiyah</td>\n",
       "      <td>POLYGON Z ((483440.905 2736363.772 0.000, 4839...</td>\n",
       "      <td>408424.0</td>\n",
       "      <td>11345.000000</td>\n",
       "      <td>9088.151896</td>\n",
       "      <td>252.446191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hail</td>\n",
       "      <td>POLYGON Z ((-670450.843 3184778.644 0.000, -67...</td>\n",
       "      <td>39757.0</td>\n",
       "      <td>1104.333333</td>\n",
       "      <td>5460.871333</td>\n",
       "      <td>151.687055</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Northern Region</td>\n",
       "      <td>POLYGON Z ((-746595.037 3534224.961 0.000, -74...</td>\n",
       "      <td>66210.0</td>\n",
       "      <td>1839.333333</td>\n",
       "      <td>16982.583938</td>\n",
       "      <td>471.781192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ar Riyad</td>\n",
       "      <td>POLYGON Z ((-452748.225 2654946.247 0.000, -45...</td>\n",
       "      <td>596388.0</td>\n",
       "      <td>16566.666667</td>\n",
       "      <td>7073.681993</td>\n",
       "      <td>196.495120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Najran</td>\n",
       "      <td>POLYGON Z ((-287152.222 1968299.206 0.000, -28...</td>\n",
       "      <td>11245.0</td>\n",
       "      <td>312.333333</td>\n",
       "      <td>1819.953291</td>\n",
       "      <td>50.549762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jiddah</td>\n",
       "      <td>MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...</td>\n",
       "      <td>314177.0</td>\n",
       "      <td>8727.000000</td>\n",
       "      <td>7201.071759</td>\n",
       "      <td>200.026588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>At-Taif</td>\n",
       "      <td>POLYGON Z ((-553743.968 2542543.061 0.000, -51...</td>\n",
       "      <td>81047.0</td>\n",
       "      <td>2251.333333</td>\n",
       "      <td>7508.766729</td>\n",
       "      <td>208.579427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Al-Qurayyat</td>\n",
       "      <td>POLYGON Z ((-739486.687 3525089.816 0.000, -73...</td>\n",
       "      <td>24965.0</td>\n",
       "      <td>693.333333</td>\n",
       "      <td>13882.478549</td>\n",
       "      <td>385.547171</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               NAME                                           geometry  \\\n",
       "0            Makkah  MULTIPOLYGON Z (((-456710.530 2650896.255 0.00...   \n",
       "1             Aseer  MULTIPOLYGON Z (((-308858.199 2319738.780 0.00...   \n",
       "2            Tabouk  MULTIPOLYGON Z (((-789203.443 3344744.803 0.00...   \n",
       "3             Jazan  MULTIPOLYGON Z (((-419719.167 1993300.107 0.00...   \n",
       "4           Al-Baha  POLYGON Z ((-497258.929 2331363.256 0.000, -49...   \n",
       "5           Al-Jouf  MULTIPOLYGON Z (((-674276.585 3486918.942 0.00...   \n",
       "6           Madinah  MULTIPOLYGON Z (((-889704.041 3115476.411 0.00...   \n",
       "7            Qaseem  POLYGON Z ((-477698.887 2859824.348 0.000, -47...   \n",
       "8     Ash Sharqiyah  POLYGON Z ((483440.905 2736363.772 0.000, 4839...   \n",
       "9              Hail  POLYGON Z ((-670450.843 3184778.644 0.000, -67...   \n",
       "10  Northern Region  POLYGON Z ((-746595.037 3534224.961 0.000, -74...   \n",
       "11         Ar Riyad  POLYGON Z ((-452748.225 2654946.247 0.000, -45...   \n",
       "12           Najran  POLYGON Z ((-287152.222 1968299.206 0.000, -28...   \n",
       "13           Jiddah  MULTIPOLYGON Z (((-733725.507 2409861.329 0.00...   \n",
       "14          At-Taif  POLYGON Z ((-553743.968 2542543.061 0.000, -51...   \n",
       "15      Al-Qurayyat  POLYGON Z ((-739486.687 3525089.816 0.000, -73...   \n",
       "\n",
       "         all       average        all_pc  average_pc  \n",
       "0   346858.0   9635.000000  10634.671510  295.409245  \n",
       "1   156135.0   4337.000000   6896.129846  191.555482  \n",
       "2    63965.0   1776.666667   6642.705227  184.505166  \n",
       "3   120533.0   3348.000000   7332.797162  203.680361  \n",
       "4    15284.0    424.333333   3054.039149   84.790016  \n",
       "5    30176.0    838.000000   8429.615393  234.093906  \n",
       "6    33306.0    925.000000   1518.503253   42.173047  \n",
       "7   116644.0   3240.000000   7822.969796  217.297265  \n",
       "8   408424.0  11345.000000   9088.151896  252.446191  \n",
       "9    39757.0   1104.333333   5460.871333  151.687055  \n",
       "10   66210.0   1839.333333  16982.583938  471.781192  \n",
       "11  596388.0  16566.666667   7073.681993  196.495120  \n",
       "12   11245.0    312.333333   1819.953291   50.549762  \n",
       "13  314177.0   8727.000000   7201.071759  200.026588  \n",
       "14   81047.0   2251.333333   7508.766729  208.579427  \n",
       "15   24965.0    693.333333  13882.478549  385.547171  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "involvment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     -8.846154\n",
       "1     13.679245\n",
       "2     43.750000\n",
       "3      6.382979\n",
       "4     23.529412\n",
       "5     45.833333\n",
       "6     36.389685\n",
       "7     15.873016\n",
       "8     39.460784\n",
       "9      2.564103\n",
       "10    32.075472\n",
       "11    -8.262108\n",
       "12     8.474576\n",
       "13    20.322581\n",
       "14    35.853132\n",
       "15    13.793103\n",
       "Name: mean, dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(( inj_y1['mean'] - inj_y3['mean'])/ inj_y1['mean'])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20.05457239831216"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((( inj_y1['mean'] - inj_y3['mean'])/ inj_y1['mean'])*100).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     37.037037\n",
       "1     29.268293\n",
       "2     33.333333\n",
       "3     -9.302326\n",
       "4     40.000000\n",
       "5     46.666667\n",
       "6     41.176471\n",
       "7     42.424242\n",
       "8     40.860215\n",
       "9     36.000000\n",
       "10    62.500000\n",
       "11    23.529412\n",
       "12    -7.142857\n",
       "13    46.153846\n",
       "14    44.444444\n",
       "15    16.666667\n",
       "Name: mean, dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(( mort_y1['mean'] - mort_y3['mean'])/ mort_y1['mean'])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32.72596525572598"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((( mort_y1['mean'] - mort_y3['mean'])/ mort_y1['mean'])*100).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29.67698028492579"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((( inv_y1['mean'] - inv_y3['mean'])/ inv_y1['mean'])*100).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['NAME', 'TOTPOP_CY', 'geometry', 'Moharram', 'Safar', 'Rabeea Awal',\n",
       "       'Rabeea Thany', 'Jamad Awal', 'Jamad Thany', 'Ragab', ' Shaaban',\n",
       "       ' Ramadan', ' Shawwal', 'Zy Aqeaada', 'Zy Alhegga', 'sum', 'mean'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inj_y1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9076.0"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((inj_y1[' Ramadan']+inj_y2[' Ramadan']+\n",
    "  inj_y3[' Ramadan']).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8182.0"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " ((inj_y1['Zy Alhegga']+ inj_y2['Zy Alhegga']+inj_y3['Zy Alhegga']).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2217.0"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(mort_y1[' Ramadan']+mort_y2[' Ramadan']+mort_y3[' Ramadan']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1883.0"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " ((mort_y1['Zy Alhegga']+ mort_y2['Zy Alhegga']+mort_y3['Zy Alhegga']).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "101536.0"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "injuries['all'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22545.0"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mortalities['all'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "inj_months = (inj_y1.transpose().iloc[3:,\n",
    "            :].sum(axis=1))+(inj_y2.transpose().iloc[3:,\n",
    "            :].sum(axis=1))+(inj_y3.transpose().iloc[3:,:].sum(axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "mort_months = (mort_y1.transpose().iloc[3:,\n",
    "            :].sum(axis=1))+(mort_y2.transpose().iloc[3:,\n",
    "            :].sum(axis=1))+(mort_y3.transpose().iloc[3:,:].sum(axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "inv_months = (inv_y1.transpose().iloc[3:,\n",
    "            :].sum(axis=1))+(inv_y2.transpose().iloc[3:,\n",
    "            :].sum(axis=1))+(inv_y3.transpose().iloc[3:,:].sum(axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "fatality = np.round((((inj_months.values+mort_months.values)/(inv_months.values))*100),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Injuries</th>\n",
       "      <th>Mortalities</th>\n",
       "      <th>Involvment</th>\n",
       "      <th>Fatality rate %</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Moharram</td>\n",
       "      <td>8297.0</td>\n",
       "      <td>1921.0</td>\n",
       "      <td>224650.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Safar</td>\n",
       "      <td>8896.0</td>\n",
       "      <td>1933.0</td>\n",
       "      <td>214185.0</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Rabeea Awal</td>\n",
       "      <td>9056.0</td>\n",
       "      <td>1907.0</td>\n",
       "      <td>222143.0</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Rabeea Thany</td>\n",
       "      <td>8731.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>216322.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jamad Awal</td>\n",
       "      <td>8439.0</td>\n",
       "      <td>1763.0</td>\n",
       "      <td>214535.0</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Jamad Thany</td>\n",
       "      <td>8367.0</td>\n",
       "      <td>1750.0</td>\n",
       "      <td>220940.0</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ragab</td>\n",
       "      <td>8545.0</td>\n",
       "      <td>1789.0</td>\n",
       "      <td>203406.0</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Shaaban</td>\n",
       "      <td>8536.0</td>\n",
       "      <td>1729.0</td>\n",
       "      <td>213619.0</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ramadan</td>\n",
       "      <td>9076.0</td>\n",
       "      <td>2217.0</td>\n",
       "      <td>189524.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Shawwal</td>\n",
       "      <td>8153.0</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>176489.0</td>\n",
       "      <td>5.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Zy Aqeaada</td>\n",
       "      <td>7258.0</td>\n",
       "      <td>1686.0</td>\n",
       "      <td>168255.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Zy Alhegga</td>\n",
       "      <td>8182.0</td>\n",
       "      <td>1883.0</td>\n",
       "      <td>161046.0</td>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>sum</td>\n",
       "      <td>101536.0</td>\n",
       "      <td>22545.0</td>\n",
       "      <td>2425114.0</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Month  Injuries  Mortalities  Involvment  Fatality rate %\n",
       "0       Moharram    8297.0       1921.0    224650.0              4.5\n",
       "1          Safar    8896.0       1933.0    214185.0              5.1\n",
       "2    Rabeea Awal    9056.0       1907.0    222143.0              4.9\n",
       "3   Rabeea Thany    8731.0       2014.0    216322.0              5.0\n",
       "4     Jamad Awal    8439.0       1763.0    214535.0              4.8\n",
       "5    Jamad Thany    8367.0       1750.0    220940.0              4.6\n",
       "6          Ragab    8545.0       1789.0    203406.0              5.1\n",
       "7        Shaaban    8536.0       1729.0    213619.0              4.8\n",
       "8        Ramadan    9076.0       2217.0    189524.0              6.0\n",
       "9        Shawwal    8153.0       1953.0    176489.0              5.7\n",
       "10    Zy Aqeaada    7258.0       1686.0    168255.0              5.3\n",
       "11    Zy Alhegga    8182.0       1883.0    161046.0              6.2\n",
       "12           sum  101536.0      22545.0   2425114.0              5.1"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly_casualties = pd.DataFrame({'Month':inv_months.index, 'Injuries' :inj_months.values , \n",
    "              'Mortalities' :mort_months.values , 'Involvment' :inv_months.values,\n",
    "             'Fatality rate %': fatality }).drop([13],axis = 0)\n",
    "monthly_casualties.to_csv('monthly casualties 3 years.csv')\n",
    "monthly_casualties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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