rhone_timeseries.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cebb903b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "import seaborn as sns\n",
    "from d2d import *\n",
    "\n",
    "\n",
    "\n",
    "filename = \"/data/fast0/datasets/Rhone_data_continuous.h5\"\n",
    "f = h5py.File(filename, 'r')\n",
    "print(\"Keys: %s\" % f.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c34767c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>2487</th>\n",
       "      <th>2488</th>\n",
       "      <th>2489</th>\n",
       "      <th>2490</th>\n",
       "      <th>2491</th>\n",
       "      <th>2492</th>\n",
       "      <th>2493</th>\n",
       "      <th>2494</th>\n",
       "      <th>2495</th>\n",
       "      <th>Discharge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1737.318436</td>\n",
       "      <td>1932.321258</td>\n",
       "      <td>1788.269101</td>\n",
       "      <td>3706.977556</td>\n",
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       "      <td>1908.850695</td>\n",
       "      <td>3690.341997</td>\n",
       "      <td>1804.145150</td>\n",
       "      <td>2437.436803</td>\n",
       "      <td>...</td>\n",
       "      <td>3603.932847</td>\n",
       "      <td>2066.070800</td>\n",
       "      <td>2215.669390</td>\n",
       "      <td>1881.772352</td>\n",
       "      <td>3990.883595</td>\n",
       "      <td>1584.965970</td>\n",
       "      <td>1787.281257</td>\n",
       "      <td>1862.912440</td>\n",
       "      <td>4160.545583</td>\n",
       "      <td>9.947179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8161.349279</td>\n",
       "      <td>8245.783723</td>\n",
       "      <td>8118.189935</td>\n",
       "      <td>528.834231</td>\n",
       "      <td>468.890511</td>\n",
       "      <td>714.714310</td>\n",
       "      <td>728.051775</td>\n",
       "      <td>158.440806</td>\n",
       "      <td>82.719811</td>\n",
       "      <td>116.949415</td>\n",
       "      <td>...</td>\n",
       "      <td>8238.452283</td>\n",
       "      <td>8204.901437</td>\n",
       "      <td>8194.671705</td>\n",
       "      <td>8228.769841</td>\n",
       "      <td>8211.066134</td>\n",
       "      <td>8229.370787</td>\n",
       "      <td>8218.436955</td>\n",
       "      <td>8210.143402</td>\n",
       "      <td>8178.032001</td>\n",
       "      <td>9.934657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8242.942236</td>\n",
       "      <td>8205.640252</td>\n",
       "      <td>8093.980026</td>\n",
       "      <td>510.832905</td>\n",
       "      <td>451.884623</td>\n",
       "      <td>709.510655</td>\n",
       "      <td>709.932307</td>\n",
       "      <td>153.715844</td>\n",
       "      <td>83.404382</td>\n",
       "      <td>116.112236</td>\n",
       "      <td>...</td>\n",
       "      <td>8184.500407</td>\n",
       "      <td>8221.490571</td>\n",
       "      <td>8202.429647</td>\n",
       "      <td>8194.927561</td>\n",
       "      <td>8197.675324</td>\n",
       "      <td>8188.718827</td>\n",
       "      <td>8189.658071</td>\n",
       "      <td>8225.017259</td>\n",
       "      <td>8163.918322</td>\n",
       "      <td>9.929290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8159.780047</td>\n",
       "      <td>8196.654224</td>\n",
       "      <td>8113.873839</td>\n",
       "      <td>489.734947</td>\n",
       "      <td>438.657688</td>\n",
       "      <td>690.418208</td>\n",
       "      <td>701.896139</td>\n",
       "      <td>158.058233</td>\n",
       "      <td>83.003254</td>\n",
       "      <td>112.787627</td>\n",
       "      <td>...</td>\n",
       "      <td>8173.860868</td>\n",
       "      <td>8156.187127</td>\n",
       "      <td>8151.113841</td>\n",
       "      <td>8235.843141</td>\n",
       "      <td>8145.360321</td>\n",
       "      <td>8192.392266</td>\n",
       "      <td>8169.275389</td>\n",
       "      <td>8129.926491</td>\n",
       "      <td>8161.652382</td>\n",
       "      <td>9.923923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8198.498465</td>\n",
       "      <td>8161.470921</td>\n",
       "      <td>8120.452338</td>\n",
       "      <td>521.425978</td>\n",
       "      <td>444.272741</td>\n",
       "      <td>689.710217</td>\n",
       "      <td>695.164917</td>\n",
       "      <td>160.246640</td>\n",
       "      <td>84.054029</td>\n",
       "      <td>111.125592</td>\n",
       "      <td>...</td>\n",
       "      <td>8198.827286</td>\n",
       "      <td>8234.815465</td>\n",
       "      <td>8219.987333</td>\n",
       "      <td>8140.961605</td>\n",
       "      <td>8193.517740</td>\n",
       "      <td>8157.154485</td>\n",
       "      <td>8241.648596</td>\n",
       "      <td>8229.194191</td>\n",
       "      <td>8234.212679</td>\n",
       "      <td>9.918557</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 2497 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0            1            2            3            4  \\\n",
       "0  1737.318436  1932.321258  1788.269101  3706.977556  1831.756626   \n",
       "1  8161.349279  8245.783723  8118.189935   528.834231   468.890511   \n",
       "2  8242.942236  8205.640252  8093.980026   510.832905   451.884623   \n",
       "3  8159.780047  8196.654224  8113.873839   489.734947   438.657688   \n",
       "4  8198.498465  8161.470921  8120.452338   521.425978   444.272741   \n",
       "\n",
       "             5            6            7            8            9  ...  \\\n",
       "0  1768.674227  1908.850695  3690.341997  1804.145150  2437.436803  ...   \n",
       "1   714.714310   728.051775   158.440806    82.719811   116.949415  ...   \n",
       "2   709.510655   709.932307   153.715844    83.404382   116.112236  ...   \n",
       "3   690.418208   701.896139   158.058233    83.003254   112.787627  ...   \n",
       "4   689.710217   695.164917   160.246640    84.054029   111.125592  ...   \n",
       "\n",
       "          2487         2488         2489         2490         2491  \\\n",
       "0  3603.932847  2066.070800  2215.669390  1881.772352  3990.883595   \n",
       "1  8238.452283  8204.901437  8194.671705  8228.769841  8211.066134   \n",
       "2  8184.500407  8221.490571  8202.429647  8194.927561  8197.675324   \n",
       "3  8173.860868  8156.187127  8151.113841  8235.843141  8145.360321   \n",
       "4  8198.827286  8234.815465  8219.987333  8140.961605  8193.517740   \n",
       "\n",
       "          2492         2493         2494         2495  Discharge  \n",
       "0  1584.965970  1787.281257  1862.912440  4160.545583   9.947179  \n",
       "1  8229.370787  8218.436955  8210.143402  8178.032001   9.934657  \n",
       "2  8188.718827  8189.658071  8225.017259  8163.918322   9.929290  \n",
       "3  8192.392266  8169.275389  8129.926491  8161.652382   9.923923  \n",
       "4  8157.154485  8241.648596  8229.194191  8234.212679   9.918557  \n",
       "\n",
       "[5 rows x 2497 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "das_data_all = f['DAS Data'][:]\n",
    "discharge = f['Discharge'][:]\n",
    "\n",
    "df_all_chan = pd.DataFrame(das_data_all)\n",
    "df_all_chan['Discharge'] = discharge\n",
    "df_all_chan.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ea2802f",
   "metadata": {},
   "source": [
    "## Examine the linear model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "18a93465",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    },
    {
     "data": {
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oe+3raVeDENLIodlJmZHUYDl9yfpkCjIwBcWlhmY0aQoyXDrs98+xc9G3U0ucsPfOkddB2+HSmFJ7tYXaIshwWW8r2LzCOKtzxkMTAAALR43IbmNmWBtlavM989vwjs+EEBIWar7LjHIbLE2K7aqcbvPf3v4Kv3z6s1jK1HW41DUZSLOtFItDnwCNvlUkMQnSYd2WHRg3Z0XKtYiHe96di6P+8l7a1SCEpACF7zIj7cEyLkwZLS1RqRjmNL5tvj32s15T8kl21DbfQtNZlMRL9jmkbB598ZNTcP7jk8oyEdJf3/oKC1dvSbsahJAUoNlJmVH2QktK0ndhevnkb7S+8K2XICVNUwvhEO0ka6+ecEMu+/fGJ2k7XM79biNmL9+I+Ss3AQBqG+gkSQgpH6j5LkE2ba/D71+aho3bCrVBaQlUUkrcMWYWZi+PyaYyZeGoGIQzu/B959tf4aoXp6VUm3B4aeeTut0MNehOWs3+uLs+wG+e/Tzt154QQmJBS/gWQvxJZxtJhsc//BovTF6Chz5YUPBbWkLiui21ePCDBTjLcGaLGnNSEYesVN8gMWnhGtd9CpLspBFq0CYp3j12Ll6asqRgP90433lmJyk1nIJiUzI7KYbJlYqZ365XPuO4KRabfLNdco5ECCkndDXfxym2nRBlRYg+bsNhWmNlcprK6Ifhu8fOxQ8f+MRVAI/q+sIIuRXaoQYzeAlO1l+fnrgIO+rSWNp3inZSpNJwwoy4+8NUVzfSnpSYxYd5779ZvRkn/XM81m3ZEU2lCCEkJK7CtxDil0KIGQB2E0JMt/z7GsD0ZKpI7LgNiOUqtMQpBMxdkYn5/N0G5wQ+uqEGvQhzHZWaU+UKzVjZ1onAp1+vwX3j5gWtWmDsdaQZSHGQnQSlLX0bhGkW97w7D18s3YC3Zn4XWX0IISQMXsP5MwC+B+BV46/57wAp5bkx1414oBqQimSsjJycBiz6c+uFm0v/xlZWaErfAU0G1m5OXzOYfRYp3e6GBol/ffQ1ttXWp1OBIiHrtJtyPaLoz7I+vZzYEVL2XPD4p/jzG7PTroYnrqO5lHK9lHKhlPIsAEsA1CLTH7cUQvRIooLEH2nbaMZF2rafBZpvxX3eoHCALThPiDrYbb6dqAgoOKXRcgpMvlOSvc0Vo9emf4ubXvsSd739VcI1KC50TZfiJvveh3jxzXPoxskPwkn/HI8fPfhJbOcnhOjx3pyVuG/c/LSr4YlWqEEhxK8B3ATgOwCmYagEsE881SJuuJmWlKnsndVexWHzbeJuzuPOzG/XY8TdH2qUIRF0CqGfXt5alltd3L8ngVOZSdXF3p42b89ovNdvLb+40r7Irp6kW40oim/ICt8RnMyBL5aWd+bMg+8Yiz13aY1Hzjsw7aoQUhboxvm+DMBuUsrVMdaF+KURGcjGasuuoW31ElRnLduoVVSQq6isEAXxsN0ImqgmDX8Bs8wddQ2orhQWzXdK0VcQXtMalhlL1kNCYp9ubdOrhEHqNt/SrEfoUzSm7jJylq3fhmXrnX1iCCH+0I12shjA+jgrQoKxYsM2XPPfGdnvaY+VsRFjhks9i+9iuLF6ddA1OylIHJSS5nt7XT36X/c6/vzmHEuSneTrkk96ktr37vkQJ9/zUWrlA7mrv+iJyXh64jep1gXwN2n97+dLsHLj9tyxxsFxmp3ooMrLoENDg8TH81alPxEihESGV7STK4QQVwBYAGCcEOJqc5uxnaTMDa/MxDMTF2W/p22jGRc5s5N0yvcTOSTMeaJAV/MdVQSXMEhkYsQDwIuTlxTt8y1Gvvx2Q+wC2ezlG3Htf7+ItQw3zKvTvc4VG7fh8uen4aInJ2e3NWTtxtMVvo/8y7hAxz014Ruc/chEvDlzebQVIo2Ov7w5G4NufTvtahB4a75bGf8WAXgbQI1lW6t4q0Z0KEx7Xp6krXmOSsYJcx36dTA136Vg8y2xcVsdAKB105wVXGJx4wvqk1DBIRkzYxlOvHs8Xpu+LJbzpy2omvgxtwKAuvrM/issYUNzmu/IqhWINQGjCX29ajMA4Nt1NPuIg/oGiRUbG8e9vfe9+Vi1Kf2oVsTD5ltK+cekKkKiIW5N2IdzV2FI7/aJl5sbg6MfQbNh1VyuIaoMl0GOyyWe0dw/oLPcs58uwvC9uuDI/h0995VSYu6KTejfOfwc3FyOb2kVvtPKuGn8LRLZ05E5yzM+BvNWbNLa/8O5q/D16s348UG7au1fLNdfb7QD3dag2i+r+S7xWIMlMi8sOf785mw8+P4CTLr2WHRs1STt6pBGgm56+deEEK/a/j0lhLhUCNE07kqSfMJE5QjD5IVrcO6jE/G3twrDsMU9MMQpjEUxJBeLphCwXI+PDJcmz1pMmNx4YfJiDLvrA3zw1Url7z1HjsZvnv3cuWyLI92m7RnNd6umVa73cXtdcrG3i+dpqjHfB93wk+c+OhHXv1xoPvLUhG+wetP2gu1OZ+05cjRu/d+X2vUMi3mdYV7/qKOdNDTIROPAF1HXUpaMnbUCALCWGVBJgug6XC4AsAnAw8a/DQA2AuhvfCcpoE6yE5+QutpYNp2/slDbFrddpXlZSQ1EUkrc+r8vMfe7jXnlZ39PIzKIZpHaDpeKE+reXzO0mrkkruK1ad+6lG38hcyG92tWXeWq5b/5tQSEvhKxOzFXNcIIlPNWbMT1L3+hnCS5vcePfPh18EI1WLJ2S/azaXYS5n3TCVP61szlmLFEL6bAyP9Mx+7XvxG4PqS4SDuHBGmc6Arfh0gpz5ZSvmb8OxfAgVLKSwDsH2P9iE/ilB1Moa5BZc8Qs8ySFb7jLSbL8g3b8MiHX+Mnj32aKT+iCwzyfPwekjU78bA7CXNFYUPymcdLCdTWZ1IHNKmqyJ1PUbkvlyUXSzmpSd7SdVsDafSz2twQ0veOusw5gtoi587TgD+8NB3L1m8NdR6Tw/70XvZz0Djj5l1Zv7UWb3+ZSSvv9kwvfmoKvnePd5x+AHhh8pK873X1DQ57RgujneT4/r0fod+1YyI9J1cYSJLoCt95GS2Nzy2Nr4F7biHEcCHEHCHEPCHESMXvTYQQzxu/TxRC9DS29xRCbBVCTDX+PRC0DsXEMxMX4fi7PvDczzUedXTVKaDSaC2qiCr2LRMXrMZTE6ILUZaEptl6WXePnZu3LSrnxFAOlxGHGgxD2MmQ9b6awnd1Ze5sqmuNQ/YIGhM9CnbUNeDQUe/iqhen+z62Xoab/HihOq2T8+MHX63E85MXO0ZFkVKGFxw1D7eXY9WiRx1q0CyrLuZMRFZb9b+/8xUuePzTWMsrRlZt2p73bKcuXofa+ogUIpGchRQrf3trDl7+fGna1ShAV/i+EsCHQoj3hBDjAIwHcJUQogWAJ4IULISoBHAvgBMADABwlhBigG23CwGslVL2BXAXgD9ZfpsvpdzP+PeLIHUoFqYvWYdT7/sI1/x3BuZ8l0vWsnl7He55d67joCdEoRNRnKEGzWVbpeLbtu2MhyYobUyDEmeoQfOcL09dim/XZbR3z366GIBFQ+tw7L+nLMF7c1YkYpPutwhPmUDxu+79zTkmBnsg0vI3J3xXBL7WoNirn72uBNZYtu7IaLzHzVnh+1jz/ujafCvP4VPsqGtw1/A61eTW0bPQ6+oxod4RpyMP+9O7OOeRCS51ytUq6mgnQWRuv9Fb7Pz9nbl4b47azyIM94+bnzWxKzYmLFiNQbe+E1+oxQid+V+YvBizl5d3ttNS48XJS/Dx/FVpV6MALeFbSjkGQD9kMl1eiky2y9FSys1Syr8HLHswgHlSygVSyh0AngNwim2fU5AT7l8CcIwoJs+2iLj+5S/w+aJ1Bdv/8uYc/PWtr/C/6c62s3YSMTtRar71Cv580dqs0OGHnF1efI9/3JyVOPMh9UBuFxzMb1e+OA0XPD5Ju4wkhMqs5tvT4TKEMBR2MmQpeoehwaquqrBEnik8JIk3P0rfgitemIqLLfGm7WwzzE2aVFX6PrcpxEWhzVV1qarT1vnUNE75Zi0Wrd6CRw0b8VBZKh2OXbJ2Kz6a55x42XodUWu+s/boPq5r1OuzIq1DFNQ3SPzpjdk45d50Ezs5MdoIp7lkbTRmTXZyioTw5/r9S9Mx/O/jw5+IRIaELMpIR15Jdo42/p4GYASAPsa/E41tYeiKTOZMkyXGNuU+Uso6ZLJs7mT81ksI8bkQ4n0hxOEu13CxEGKyEGLyypXRawyiYKuD5/xmIwrE9lq1xmn1ph1YbFlWBeIV7irdhG+Hcv/wUm5JfeXG7Tj1vo9x1YvTMHHBavzg/o+xo07PXtLpstwc/nSxvpbfbVDHe43qtoazs9YjaJIdwM/kJtxkKGfzLVFrtIEaq+bbx7m+XrU5tNYuDrOm/3y2FG8Z9sYqzPe6abW6G75tdKGD6ftfrcT2uvpIbL5N1JO0wvN6Cd/2X39w/8c44i/vOf4eJ+aEIk/gjlzz7d8ZdMyM4kuUYz7/LT6VIs99ugg/euATAJnkRj1HjsYLkxZ7HOUf8z43qXafpD4/aRF6jhyNtQF9GIpPPCtPNm2vy64wq/j+vR/hqU8WRlJWXX0DvtuwvSjt+b0030caf7+n+HdSjPXyYhmAHlLKgQCuAPCMEKK1akcp5UNSykFSykEdO3rHL04DJ+Hbi6cmfIOZ3+YvccVpG22O86rVZ6dSn5+c64y37MhMJmYsXY+R/5mBKd+szbPJdCOr+ba8RC9/vhRD/zrOMdxdEOzX4WzzHew+h1p61zxW1c+MnfUd7ny7MERkUMw24NWpHfO3ccrBMBftBNhhsfnOTRz079PQv47DcRq+Eirs6eyTdGrbUW9qvtXd8MPjv877/vmitTjvsU8x6vXZsSeOUT3XWuOhB3ayDWV2EuzYODXfWeG7xI2Gg1Z/5H9m4NOFawAAC1dl+vEXp0QvfHsxY8l69Bw5Gn/49wwA8WnISTScfM+HOGTUu46/T128Dte/MjOSsm4dnVlpWrmxMJxq2rgK31LKG42/Fyj+/TRk2UsBdLd872ZsU+4jhKgC0AbAainldinlaqNuUwDMRybsYUliN8PwdFBy+S2OgWDT9jps3VGf1SbVKzXf+gVnloEyWE0gt9XWO9pEqhz8phuhwb4KqfXUsWQqpUgDWQHWMqxe+MTkrBOpifKKtG2+Tc23O/NXbsbY2YU2zdLyIav5rqrQr4ALo6cvw/d9LqHb70XUMu3H81eh58jReRr6bbVmlBc9s5N1WzLJiL5etdkSuzomsxPFfqbmu8pB4neqSa49Bkf39bPvZ63ThAXO5ilByIVBLG1KqGtTMna28+qSDjnFTrLq0RUbtqU2rvS5JtpIMX5YsDL8arUuH83L2Hqv21qbWJm66CbZ6SyEeFQI8brxfYAQ4sKQZU8C0E8I0UsIUQPgTACv2vZ5FcB5xufTAbwrpZRCiI6GwyaEEL2RsUdfELI+qWEXvk/654fod+3r2e9+tD5xvMt73fgmDh41FpUVzqEGdcq1mijk+rncgbtf/wZ++X9TlMeqTq+6L7OXb8C/PvpasXcwpO2vW338nC9O3Bxj8+qiNDvRw49ttNsAIyGzDpeVFRWRCGqXPPMZpi5e529CGPMgaNqtWgVAM8RgEwezEyvW+klptfmOspbu5J6TulCvOxjK5ltjn5nfrscKm4bL2j7vHzc/eAUU53R6v8bMWIapi9eFKmPLjjpMM84Rt0yYRs4CL6797wzsfv3r+RsdGlBYe96szXeos/hj0eotGHz7WNwXUZv0S1jH31KhGM1NTFzTy1v4F4DHAVxrfP8KwPMAHg1asJSyTgjxawBvAqgE8JiUcqYQ4mYAk6WUrxrnf0oIMQ/AGmQEdAA4AsDNQohaAA0AfiGlXBO0LmmzwxYn1jQlCdJw4upI122pzZmdRCCoVDgIiE42sm5JfKzbTGeX8w/tFbqOVjztpyM6TxQkET4v56QU0ObbsmS/w2JLHGW0Eyn9R28Je10qHv3wayxbX+hLsL02F9/cCymRvTkSliQ7MUnfqss3B2x7hBX9exyvydWIu1VxuqO/PwLGM2iQGD93JaZ8szbv9189/RkAYOGoEYHL+O2zU/HOrO8w7YZhIWqqh9utfXriN672uXHxtGamXSD8BNR+/as3bUeDRKyp5r81YuK/P2clLhnaN7ZyAOCCxz/Flh31eP7nB+dtl1IWVWbmoGzcVouVG7ejd8eWBb8lnR/ED7rCdwcp5QtCiKuBrOAcOr+uEUVljG3bDZbP2wD8UHHcvwH8O2z5pYrbMBRrtJMK0+wkWLlWodAtcoqKuK5r2fqt+K9GDNCCaCcpqL51yzQ1QV731o8wdOfbX6FpdQV+dVTfvHPrdGrqVYvc32yq7rz6hn/gb335HY7ZoxOqK52FW/tEJY52dotDOvbtlhCLXlhkbwC51aeo7ZjdMEMN2jXffkxC6hskpnyzFoN7tY+6ekriCU0qACnRICV+/Gg8MbenLVkHAHkJmNKwUHCK3W4nEfMJxcNcsHIT/mbzZfHzzJev31aQMOyAW98BEG7y5EVldiwtvG9TvlmDptWV2HOXNpGU5RSa8slPvsF5h/T0fb6LnpiMk/bZGd8faI+PkQ7nPjIR05asd31exTjH0I3zvVkIsROMEVEIcRAykUdIBPhZNlu1aTv++e48x9/jjPNtarxUHa0vYcyikfQIHQwAmPvdxqzWzeqQ9/hHCzVKc+ey56a6/i5lZonQKxJAEu+2rrCs09HMW7EJExcULhY5aULuHjsXf35jjrUyrvvn4TJZkxJYtyXnkGkVht/58jucfv/HBcfo8ov/m1Jg5+6rkjHw3QaLWYSPe5hvdiKz71uYON9uqPokM6lJlcZkwYl73p2HHz34CSb6tL/2++yXrtuKjdtqY5mcmHMPleAUB1FdwY66Bpzwj/H4eF58MY+TDun2wPvBzTbe/vI7HHTHWCxek9FChzZf8dEessK3Ma5t2l6H9YZPxw/u/8RhFSdabnw1mFPjO7O+w2XPT/V93OszlmHfP74VqEw3phm+X6r7X4xCt4lXqMHLhBCDAfwewCsAegshPgLwJIDfJlC/xoFHA7G2qb+9Ncd5R8QrQuRsHfNLaWjwv6CcjefsceRX323EcXd9gL+/ky9EWT3aw2hd7CY/Ko74y3u44F/2WN56Za7etB09R462HFV4XJC4525UWCYoThx75/t4dZp+/Hg7fuwk3Z6xhMw6w2S0u7kz/uqZzzDZtqTvF93IB9boK3Fyz3u5ibPf1QOrkB5Fhku318Ytzrdd861tdiKBeSs3AQCWO4T0jJIbX50Ziyhoj5ATJ1EWsXjtFsxatgHX2pKflbLDpVf4y189PQXPT1KbsMxYGq3+0M99NCfNpvB94K3vYN+bgwum4+euRM+Ro7FsffFGerl19Cys93B8DDOWu2WaLbk438hEIPk7gDeMfd9GJhnOIVLKafFWrfHgZLMWpMHE2ZGa9bHKq4vXbEHva8ZomW5YyQmImRBqVgHVimkrO+WbjJbWHOi9UjqnHZ3kpH9mbM/tccjt1fpi6XrsccMbeOML7/i//s1O9PZXsXVHvWumNvP+Tlq4Bis2+heksmYnEli7pbBDlih8L8xnv622Hp8t0hPKtR1I7ccl0Fdbn2dDg8Qt//sSSx3sa9/4YnneteRCDUYQ7URzW9bsJHBWU5n33vs6NkBbXrxmS6wZcb2c1nbUNWjnMSgoQ7HNbRLb0CBxydOfYfJCZ9ennD+FzYSuCB0uTc577FN8PN95lcRrHBgzY3k2BKGdmspgk0gnVKvOdfUNWLWpMMydXfMdNNywyf9N+AYAMFWRrM9al6AsWLkpUD9vRc85P/j5Ve9aMQrdJl6hBq+SUh4CoAuAqwBMBHAUgOlCCLUhI/FNtA3EvfU+++miwIlprIlRTL5clhHQRmtk4VTF3G2QEm/O9A4VlU0vr7BnVi3bR2eTrT6R1/m/WLpBOQGQyAgFpvBo2na+7xCr/K63v/IcYOwEFXCA3AB96XOfY/jfx2cTPdkxT/3cpMU45R73sH5mPfJMQEyHSwDbDM2/1RzJ6hdg58ZXZuK0+z7G4jXqGPGBHJWzZjD+b9q22vpATmnWkqYuWYdHP/walz33uXLf3zybvz2XZMd3sa71MLG/U09+shCn3vexYk9vrE60fn09wlBTVRHL4KsrfA+8+S0MVGgzt/kQtHSdhtdvrcXoGctw4RPOGVWdzJsicW5WbNtWW++p6fTi/a9W5sYrRUVVz0D3emo0HJ39oGoO178yE4NufadgdTPq90An+pTKTOqn/5qEB96fj4/nr8KnXztP3I7+2/sYfNvYwPVbv6VWaxUyzP1wnegWoQyu2/qaAWiNTJztNgC+RUYQJxEQpXbGbTzYvL0OV/9nBs57TN9JyOrJb74X1hckqOOXV7iu7H7Zsm3aGsvXNZu3Y4/r38DnFm2o7ksc5zvppM04/M/v4TRNQeYfFoFVu1/SNOlxwzT3sAsKZsIca11UkTxUWJP8ZA+XMm9QsMYot7cpc7evVmRiZTtlI83D4wE7tS8BgcVrtmDE3eOxxiNj3k//Nck1aYQT1sRR5rW6DSDWiUk22onHezdxwerAGf+s3GBJehG0XWVMZzKf/a7KBCkzLq2XrtnJ5h312GwTupau24rdr38DY2flFA5RrNJVGVpcM5GZGwtX27Iihy7dguWWn3j3+FhsfK3UKZyGdPt+u6Oz/TDVu1jfIPOcYF+YvDgbVlJV7utfZEKM2vtRu+Y7CLOWbcB94zJmbJYe1HF/1W15d/YKjHp9Ns5+eCJ+9OAngetiZ/zclTjtvo+y2vafPK4nc4RZrV29uXCFoZRtvh8ybLyfB3AwgI8B/NDIGHlBEhVsDHi1Dz/t0a3fMe3B/AxkP7i/UEi0dhhZjbSPRm4NcaQ78Nhn9tbjPpm/Gltr6/Hw+Fyo96jCmDpVz75ZtdumbXUF9yVM1BTrrm4ClVXT6Bezvk6Dw2NGDHW3U9tNJ1T72k0uMvtJh1jw+bRskgnStMlBKx+kv1WZnTzw/nzM/HaD56qO27K4G9Zbayau0V3laMg6IDtfbUODxBkPTcC5j+b0JPNWbMTH8/Md7oLcr9Pv/xg3vqIXCcNESqlcudI71tfuADLPMA6TCjeHS92lfWtW3g3b6nDB459iucMk1s+117rYQDs957DCv5PJXBLJVFQ2325ta9P2umz7LxC+bW3lnncLnbV/8thE7HbdG9nvv39puu+EXms278Dxf89k5A3itHvHmFl4ZepSnHzPh1kneB3Nd9yLTeu31OKhD+ZDSonLn5+GzxatyyouZhgrvF6E0Xwfe2ewLMdp4aX57gGgCYDlyGSbXAJgXcx1anQ4DaCqzV5t060jNRNQdGwZLH6peeZ8rWdG0NLRfFuvMxcz3H2AtDt5ZgVLRb3GzMgNAkksa3uhEg6dauV3hn5+gQNo4bmCDKpmNUxhsNZBGLTfXzMBy8fzVuFQDS1wNjW3/VwaZictajLC9+bt3sv3utpP+6169MOvI0n4oyKnncy1aT+aMOv74p7AKINpGgZkBqizHw6/aDn5m7V44pNv8kx/vNqbhJ4zsNOxfgkbw3hHXQP2u/ktnPiP8Xla0FwSq8Ja/evjhb7r9urUpXhvzkrcbRH2VFlq3dDZy+l2hG3fv3BIjObG/JWb8PTEb0KWrJ6suvX9lz03FWc/PBGjpy/zNDuxJ2wCgI/mOU+03cq1/vKuJeOvKmGdFw9+sACXPjc1O9HKvEv546Pf+kXBtS/PwO1jZuOT+athzmvMyYWqL7f3AdOXrMtb6QUyKwZOfjC/ffZzvDB5sVbdilEB7mXzPRzAgQD+amy6EsAkIcRbQog/xl25xkJSFt/mCp1ThjrPcxsvi3W2fuvoWQD8D3QVVs23Rp9g3yVt4VqneJVwaD/Ofpr7x813tMm3dlbWNOV2ssvi3lV0xFzGrnfSpNk2/8SIdzxHUS/VvcrZWOfak5T5kysnh8uWTU3h20HzbWmLQmSySv7pjdnq67CZ6FjrOmd55lqsg2UUDLjhTWzeXpdXlo7m20+UjcVrtmC14egVZgXEC13HV7Me2Sy5MjPRWBFR1BOVEFMhnK99zvKNjj4DJqs2bce6LbX4ctmGrEMbYA2TWnjytVv8m/hsNwT7GosmVmcFyEoR6Bp88b1/fqgdQ9wN1WTVafFhW2093jHMfS555rO8+w1430Mv8y03OdppvIoiXKWUVs13zvxovc2RPe4mYtr31zXIgmguqjbc55oxePKThdnvP7j/44IstJc8/RkOHfVuduy7/uUvsqY2r077Fr9/abrW+1GM5ieeNt8ywxfIJMN5HcBHAPoAuDTmupUN22rr8dynixxnuV4Nw8/7qSOUWnexzyy37KhDz5Gjcc4jExyPV3V4fkL/SuSELLcOq75BZl9Ge4ZLq6mf6pK97sP6rbWYvmRdwaTBrmkK02F5hTGcv3ITrjfCfglklu3+9MZsnP2w+t5b6+LWZEI5XBr3o8rw5LPbVOaE4/yTf2LEba7yObGTUipjvUtZaPP9ueHJ37ymEoCefasAcOZDExxTi1tNdNZs3oHbxswq2GfcnJWRR8/ZuK0uL5tmhYbmO+92WJ7x/JWbcPr9H+ettBz+5/cw5I7gDlK6XGqJk299l5T3S+Zrje8YMwuDbx/raVPveD4LKiFGwPn9Pf7vH+DwP7/nWa6J1X/Dre8KYmdu9hMqTWyUzc6pbmkI7l55E1Rc/8pM/M9mAqay+Va9Q9+s3ozdr38jb1uh2Uk+z01ajJ4jR2cn+Ve+OC1XrqJvV4055qaVG7cr27BOngsgs8LsFG0kL/iA8fe4Oz8oCF0YhcLKbrKmOr8QuYR85vWp2l6DBG5+LRO3o75BKk2mxhqKD/MdeWrCN/n5JqAXfakYo5542Xz/VgjxnBBiEYD3AZwEYDaA0wAkk6KsDPjDv6dj5H9mOGqJojQ7gcwkJ1EJJlntnmXbL/9vSp6ZwN1jM7NK1fKaeZyqDlpmJ5bjTYc+t0H1f9O/zdrT5qKdmHWxLL0rjvVazbvoiUk4+Z6PClJD66K3HCwVmu7chpdt4RlrjZ5qu0Z4MreVBqd47H7I2rU63EjVqUfcPb7AwQxQ3yvTFEJaypCwa63V15ibGDhMZpVb3ZESePTDBXnbrB12HAKK9Zzm+6MSJlTH5QRAib+8MQeTv1mL8baIOd4mas6/BbEdzU8EpPgdMs/h0hxYdbTFXrdf1U6jTJ1tvTZh0+qFxTRpqa4srK+1BNfnqVEVx9tRQlrzf9kSq6mjnRRue+LjQhMX+/12GouufCEjdFvb6TF3vl9Yrsure8I/xmeTwllLXbpuK4bc/o7zgQYH3/GuY7QRicJHqDLV+Nub7jlCAODEf4x3/d3NZM3suiqEKMjg6fUq3j/OOXEgAGzbETxMYrHipa/sCeBFAEOklH2klD+WUt4vpZwmpVtTI1amGxmYnMw9olwS+XLZBlz05GTc+Eph9ipV32KmnjW18m5hsMzjVUKdn0uwJtjI2HyrsWpHsh2jQqvrlnHTiagTLKhQjs2WbWZmruz+XpFjLMe63e9cAqMMTo5cbpgCrpNTmer2zvx2A8bPVYdMdEJKteZGSuf3whw03ZzLsufTbJgSsiC6wderc+Y/OhOZ2xVaczesfgymCYSb7K2ceAYUnKxZMv32P/YiVcerQoFm7Phz5VuftXd93X9XPZ+M2Uk0kmWeW0IEk1vrPTPbXWVFBeYbSYhy5cpIJxEqijnOtx37GKqagKv6rJWKWNu69/Urw5TOuvc39ogxUuKUe92zUn7g0DfmZb0NQIOUeZGTnHjiE28be6t/iBfvzs4PEWy2I2v0pmxIVKcwl8bf+R7OuW5x0N1M9WYvdzbPTBsvm+8rpJT/llIuS6pC5YxTE/HTtXp1lKs2ZWbn3yoyXbkd6SdjnlLjYxzoeyCXEg99kK9x3LKjDvePm5/3UhVokD3Gi9tHz8Jvnv0cC1ZuUoaka1pdqV0/9fb876rLdlh5z/KBTVNpPgMtEx6X+2wXDg7yYX5gntYc5L7bkL9cunTdNvS99nW8MVMd4UC1vOf2rKSlnnaB28mCxbRHd4osETTOt134XmlxuNpaW69My22d2NjbsWeZxl8hgJ8Y4T9dNd+qiaevEi3HuUx6vbDf98c+XFiwj6qL2LyjDm9/mRmwGxqkv47Po7ZOmu8g1zhvxUb88bWZOPmenDBlPU/UMZrNdvfo+AU45m/vY/byDXlhJXXQEaCt52pw6Vs3bqvFnW/NCZWUxQ3re+Z3clRl01arbb4Lt6ns+wuTDanRiUBU3yALQjjaMWseZi6lsju3vstJ2jY/ZRPmreFPswEVXGy+/RA2CVFJ2nyT8OQ0PA7L5B4tw49mwoxB+tG81bj3PfVSjqoe9V5aV6MmgHpg1TH19VAEZ7nzra/wpzdm49WpObMMuzbDOvCpbutzkxbjtWnf4ui/vY8htxcKn800hW9dVNfx1IRvfM28zWfgZMNmbQeumu+slKZddAHmIHfeY5/iCUsEh69XbXI4wig7wOTLOlhatbtObdHUytsjsZhZIq0acS/tuDWiiZuN/oVPTMbZj0wssLu843V/2m4r0jLpMPFryhBUsytDHLutNv8+faiYlKgE06v/MyOr5cuXvb3rMXZWzun1sQ+/Rs+Ro/MSl6jmLEHH2ytfmIbHP1qYVWQAdhOhzN8wZifWSaoZKcg02bImbNKdaGmtHljOkNd/2va74/XZuPvdeXhNI3Gan/JN+l/3uv7ONqpsWaVUoQZ//tQU3PvevHwhX3Euext1uoac06Bzi9JZhYsiG+3AW94u2JbncBmRbfPbX37nmSDJ3g+Y/YnK7CTstduTFOmwYVuu/hS+GzlOfbWz4BrAecfS4fzFZuOVHewVx+WEb+dzmy+4atDWebl0zUNMxzHrbNdmdZJ33NwV3gLuMttKgK7w7dSl6gw2r037Fte9nO/R73Zc1mbO4SHkL31r3G/PPZyxOk5+MNfZyUYHr3qY70XGJjjnqOPUpqodNN/zV27Cox9+nbftvza7esc6Sulqa29mf7NHsImiT99ocZTU0bJJh89+yJidBDvWmmTECdV7bV2ql7A6X3qXecfruWg1Zjx/qw2u0uFSBDPLaWHEkbeSfz3O9Q6iDbdP+qwCVIPFPCcs1vpaP9v7ZdPB8PLnp/kuY8HKTZ5RZKzYb9fazTtcE03ZHbpV93t7XQP+8uacbE4CIONwaWdHgcCsfnY6k6xaDV+NoAKgUz4DE2mdVkXQWJau24qfPTkZlz8/1XU/uzY6p/m2rA6ZDpcpaL4vefqzcIXGDIXvBHHul/Va5rL1W/HFUnebLLeOy3yJVfW44ZWZeGvmci2hzimygBcPK5blXU0SFL+pYuzaZ+Aqvvw2/77pm51o7aaN0yqGELn7qhMxxNUhLhs2L0DljfPaNUzah/vsZaVUh2z7ZMFqx/iuVZVqh8swj0rCIz2xgY7gqYvZhq0hwRxDO1qRlvts2f3yF6a6poi2nQKqO7ZhW61n+nMdYdlLMPVr8+1dnqpPCjbit2tRU7At3+HSuUzdCY31NXGb9OneGp39rNfgpvkOo9FftWlHQRSZmd+uxyPj1SZZ9pIG3vI2LnnGWWjyEyZ3pqXPX7elUIur874DehNilQYesPfTwUwzz3rIOfIYYPhNWfxHrAQZA8zJl9ckyt5PWCOS6dp867K9rj7PDFCHud/lVmmLMdpJ4RSfxIaTVsSrXT7w/nztmKhOS+evTF2aDQumqsW/P1uCf3+2BD8a1M3x3OZxKmFpsiVqyMZt6uUqlcOH6p6MmZFxMVAK38Zfv+aIHWyJhZrV6AnfTs8sqJOSU9Y3AYF6Q03gqPnO29+bMEKNVfa2luXViSp/damIhCW9vMUU4aUpSzzrWGtrBLqDqUNFCs6nYrvGRE+7SOOyF6/NDXKuA7115cP4a5+E/uSxiZh9ywmeZWectAq373PTW+jXqaXn8Trnt2M3r/GbSKbgfNbyVHG+K+x7BTixYlP23mtG2lBhfU8KhF2R/3wfNJQW7ooK73LzNd/O+wfR3r/1pdoHBABG3J2xnb/o8N6u5zCvwfQLUGG3+XZjh8dE2T6Rdrpse4I3FTr28UHlT6/gAPZIPNaIJS9P1Vv5s2JOJLwmOlbhe/P2umwo2ApRmDQsrOZbSuCy5z/3dUwxmppYoeY7QRyFb4/jFq9RawBVOAkH71ud+1w61xcmOws95mFeioC9b3rLfQfFOa1s2GZo6F2OCxvmyy02aN5A5lJMEHvfcx5xDtVkCl5acUtt+/zlzdnoOXI0pEWoCnKLTA2BVfPtpxPz2+EtWrMlL9SgzqzCvD67tumkf7pHG3A9pyLaiQq7ltL+HJwSJCnLNKpvjerj1q6t5jnZc2iXVli2U1FzV2wKrSlSxcKyXluDtCba0jvnnW9/lSfwzrZEZlCbnQjfE9BVm7Zj9IzC+AL5Nt/59qxWdAXXlz7znlzay1Xx8AcLMF0zdbe1teSbneTvFaRvfdwWAlAXa1+rE2K1MuCKnAr7++501Ws270DPkaNdE0rZlV6mMK7yFYiajOY781kgP2LJrGX+o32Yz3/h6s0477FPHaNlbdlRn7UL//1L07PbK6x5CzwmLrqTVSmBr75z9zeyU+SyN4XvJHFqZ07NL8jMzdFpLIKlXZOo4tsCHil5Hew4vY5Tnkt3P5n/nBw13xJ48H1/0S288NI45Nl8234z62KNs63SKN7yvy9dTSfM+5vvRBdSEHP57f8mLNIadFXoxMT2wmr6oLO8vK223rX9D/3rOO2yVWdx0wJPX7ous4+L4OTntYg6cZAVq2Cq0tIHCZd499i5eUqEC5+YnCtPFe1Es65W/vuZWlOY5+zsEolEt2u0mkHoarSXWFZIpJRYtHoLbhszC1e9OE3T7CT3+eN5q7IaZnubiynICQBgnS2mu7Vkr6RkgP8kXm74XSmzP9uvLNl87YqAO9/+quB4nQmtKhOv5yXL3DO0ywxB7pb57m6rbcD7X63ErOVqU9cVG7dj3z++hYWrNuf5XaminYQ1O2mQ0jGjsRPfWiYNxagFp/CdBC6dtdv2IKiWzve7+S38R9PxzA1zIIgytbvfU5kdWJxRIdzsIeOkzqOjUgkAJm2bZ+xU1zhEaDB59MOvXVc3VFjL8urEnH52yu5qRVsLYtyHHXXJt8PfPPs5+lwzxnWfU+/7SCv7pt/3yJ7ZDSgUnHTP2CCjj+5sPZ/q2lZYbDYbGmQ2EpDKGc4JpwnShq2F91sn1OBbM5fjxcmLs9+d7opS860Z5i4IpuBgPdvTExfl1ceMXf3Vd5swcYG3rb+1ahc/NQU/e9KYvEj7fs7XsGbzDhz9t3GYt8KfFtLkBlv+CWtR5qqtWx9jF77DDEX2lYvT7/8Y1708Q/v44X//IPvZrghQRbkSIpMLYLaLNlqVidfL/8b6vPzaRauod8hq7MRRNoVDbUND1gRFJ1KMCvuEQyJapV8xQJvvBFBpfqxEqYFSaRHtziaBl6rNvz5P8PWqzejVoYXyt6C2h6olXzfse7uJHtZfnIo5//FJ7gUEwOz09JyK8vdp36IaqzZtxz/fnYtdd2qeqVKA9iYUv4u8zx4234pOVkrgn++6ZzDTPb95PiAazXf2nB6/V1YI1DdIz/BbAPD5onWYvNB5idqtUJ1mLeGufdUhY3ai1pZFgdfE4tVpuTB2v3z6M7x75ZHo3dHb1typqifeXZiZr0Ij2snFT03xLBNQa7RVfVAUfbn1Gp19TvJ/s4YDdcJxYmH77ibkvPPld1iwcjMefL9QSNTBaVK6fmtt1lyiuqLCUQtut/kOowiyH7phWx3+b8Ii9c4KrLfJrgjI5S7Ibd+0vc53LgDAe0Xgl09PyY4ZV7xgi1AT4N22F/eAxrO23ssnLW0xqM23fRxpkDJSpV8xQM13grh1pFGh4zQ2fcn6gpBsOpxpeF37FXyH/nWc46DkdzKbNTvxrfnW26+uQeIzi/Oo0zNbpciYFhYzVqyTg02e2YmtMzOjt7xocVR0umQvLUQYBYPqOX+zegvueqdwGbbwWO/zP/RBbiCIsi/+18fu74NjdlqH/b0GCpkfICyLVqhBt5UZzXsifeyri6sToY1v1+XbkS5XJMKKsj5hUUU7UbX1ILfU7Rg3J0CrqYPOhH2Jg++QvQy3tms6Vr6o4RCtwl5P8x34wf0f4zwj0ZTbtdh/U9VVNyKK3zHEjQ22IAPmqa3xv+PKVDphwRrHdhLEd8Ou1Jigsaoy17ISsskSjnW+4QPj9UjsPxfsLsONS8UIhe8EcWo7QR0x1efS2++W/30Z4OxmGf7fAqfB2E1T5OZg4X8JKrf/1h31roP9GZbQTkm970LkX5PXwO7WNnIOl8HaVYHmO1/17Yoq4pY13m5YHh7/dbZ+r03/VksT7YY5IH40b7Xrfn5NTb3ajd23ICjXv/xFXrZRXWOSuM1ODr7jXdd97QP82Q87OyJb8SO/VAjhO5KKl1+O1eZ/zvLC/imKpXGrkObcb+a/3zpRQC56cnLBNikLJ4Gumm9LsqMg2E0ozEuwmrG4XUvB8Yp9dFcfohTmzrSFAzTrYPWvCWKu7hX2M1eeensQeT/8gmKuMtcbeS68bL7t1bfv3yBlqHcrrolPGGh2kiCO2t8oHRht51qjSEeri25q9XzUjdzpEn2L0DKzdLl2i7/rstb5nEcmaEeQidMpzY511UJK947T/puqmk5Vd+sIhSh8Vn60J2HastWcwu385nVJCVz14jT3AyLCbzPwajfnPjIRR/TvGKwucIseoHeOxz9ciP13bRuo/CgI2kx8jaEaZie6vDt7BV6cvBhrLSZ8Kue4qLVz/3IwJ5HIF0aqK4Pp0VRminHa1upopd2cKguOV1S1wdI/uOF3BdcPExeswbba+tDtYffr39DaL8qpdFhzPtVt9S36aoxvIU5XFFD4ThCnNh1lH2DvOPdXpKPVJco+2EkLG0SLftif3vM9qTBLeWvmcnxmOINoHadZvQc+CGYDaSKQ/+zqpUSFSw/kJhD/zfC0d3p+z01yt2u0d+RWgccriUvcTjH1No2tPXOpG1JKPDXhG8ffo9SOeI1fC1ZtxgIfYQmtzFy6IevQZEf37t/1zlfo7eCHAcQfHSDopNbPRDCKdN4mug6GQa7Lfoz1u1O8eynzhcegUUC21zb4MjsJg5RSS/h2e2726wwjQMepWNlR36AtOEeBo3lSgP44bB+uOtpv32rfu9zsvQGanSSKX7OTIJTauYLYfAfR5ksJfL5orbaDVfY4zf2ckuf4wXovnDrAG175Aj1Hjg4lHE1forYpBzLe8tMW5/++zCHOq4pwg6HG+S2ab8CfgCVlYbQFHxY1ahwOinOw0AnJpkNQ4d8vKjt2VfPWSVTi5yFlnIf194+CIM89SBWlzBesgmq+VZ4HUUygV2ws7DOkVGVg9HfeKB0uy0mgc7qSBwM4eIYWvm339b5x8+A3PHvByq5HGX7PVwxQ+E4AVUp0IJNWev3WWkcBNJC9VsrCt5MjYhCbb/X+vquULSeIfXCSHbS1LGWGQABPGllCrT9f//IXDuHa/Nf9vTkr8aMHP8nbNnXxOu3jw5pQeduj52vmw2qr4+qU/U7yokJKqW0nasft2UV9n1Tvfd9rX8cUi7Ozisc+/Fp7MihEtMvxOkSx8KNzigYp8yY1Thrlr1dtRu+rR2P+SrXmPuN7kDvPK1OX+loZdOLiJwvbv+q6lq7bglnLNnjuZ2JPshOmey4rB74YV8/9Yj/6z2/McV2xWrxmS0GiKLtSpXB1SH2usbPU2VGLUPam2UmS2BvQvjdnMkE2q9ZLda5DlMv+UcqdSZjcuHHvuPlo17za93FJKkesZakeo1UIXrc1p/13MqXYUSexfks4h0S/6ETrcEJHULLbI/pZbffSnuRlgfXgpSlLcPoB3fQLTwgJfTtRO3HawNpxaiYf5yV3KmT8XPffrQQxOwl7BwJNPm2H6CgkJIAJC3JOwlaN8ObtdWjRJDO0v/z5UjRI4JWp39pPAQD485uz8auj+ma/X/rcVP16u6DyyZFSFkzkj73zg4L93BQeUcb5jtLXSoc4X69obb7Dar4Lt7m9iof/+b3C/T3OuWCVejJpTbxV7FDznSBOL9++3dv42t+NKPuTKAX57fVqbVxSmuUPvlrpOAAVC9ZB97bRs/Du7PxZ/H8s2fe21Xov0f/7syXZCV5SxP08t9U2ZLX/gF+zk+DCtv2qrnpxGqSUec+kGAhz+4shiUXYgd9KkPTyYdnmkj1WF506N0iZl9J9u6U/eMwII7tlRx2WrM34RDjZhD/76WJM/sY7lJxfvlm9pWDb9KXrtUyd7HkprOiEGtQliElGGPzW9NT7PoqlHl5sDbhyZqJ6Jn4nwoXRTvJ/V03aSg1qvhMgl2TH6ffoFkW+9mHH6TXYRilIXfL0Zw5lRFZESbNlR302Yx0APPvpIjz7qX7Ch2KhVhVrUBOvCC8mVpt/P2+OXbDzyhxnRfWuzPxWnXa51AiaNVbF1MXr8JYl9KFfouxz0rDz3LojGeHbvs/oGctyvxl/z3p4IqYZmmY3R8c408lbWRFDLHe39lJsQ8sMm2mFF05O1Som6ST10uT2MbMiO5eJ07vo+IwKbL5DmjMWodE3he8EueSZzzBinxEF23Uzj0WNV0KeKAVjp84hyVB+xcyLU5YETlxRTOyIQPPnBz8aFXtYtdbNqrQnvirBdHvC1xo3UZidfP/ecNq6KLXvaQy3YbWGgGa/77KTed3TLCYebtFQkgrXuSPExNxE1/bX67c0WJuwCWBQ3FYedJim8BHy+y4WRjsJWptg5ScBzU4SRuWQ6BS+Le7OQxXjNb/8+HuvYusgSTi82lTU+FFo7Kiz24sL7Wx4DqWHOLb4qLdm47P9FkQbG6gOEXcISfcvWzXMwezYlS86/a7fFYJw7Twafvvs56HP0SCR51zOldPiY8O2uoJtfjXPFRUiP5NvGQoKFL4TZtCt7xRsc+5A4m1wW3YUviRWkujYknTyIvFjF3D94tcEy4/mWxWiTyczoHPZgQ8tSqzvYlDzoaDxprN1iEA7asXvcvVHHg6fXmwLYHYyZka+mY6Ob4rbValeibDPpVgYM2MZjvzLOMsWtzvBsaVUEciXP8pRTKDwnQBBzY3ibnBenXwSzpBasX0tzPluY0w1IVEQJgZ1EO1GGM03EE4oKUY7wjBYoz8sXaefvMhEiPAa1ign/EFO5SeaiooozE6s9ttOlKLmOwpmL8/v/0vJ7KQx47f1rd1Si8ufn5r9Ht7mO9ThsUDhu4iJW/j1ytqWRCimKKMbkPTZHmDZ3eTVad/6Xgnxpfm2Cd9SAlUBk5Nkyg58aFEhBLB+ay1Ou//jUOeRMryGNco+LxPDOrLTaZGUH4DbdalWLSrKpbHaKCWHS+KPV6fllIMhM96jGE0EKXynwPL125ROCXbiHji8BrqoMum58cfXvoy9DJIcYYSPtVtqHdNpO+FHo2HPuichUR3C7CSslrRYkBJ4bdq32bB0oc4V8nh7HPewJC2AhYn24we3VaJ/jJ1bsC2KDLzFiJvuphzthMsN3UdUjk+S0U5S4LA/vaul8XXKFhkVXprtw/5UGPyeEDeSXsjwo/n+8aOf5n2XsjBjnh/+8uacwMcWG9e9/EUk5wmaXdNkcoQh09IYsv2a0QVlxUZ/Y8OjRuzvcsNNgcRF1eIh7KMIvyJWfI2Bmu8U0DW1eG+OfhKQILBzIqVOWFu+cnFEC8Om7e6O134I26dEWRd76vQkSMqM7qR/fphIOcXORkVkDVJ8hH0P/eQvKRUofCdAlEl0osRqU0VIKRLmzZIoTkecpFnlU4vqhJ+MoU7UVEU3JEmZhtlJsqE2iTPULRUPYeek94+bH01FiggK34SQkiVMn16M6eHTYGOE2uawlLqZblI238Qb2nwXD0lETnOn+LQsFL4JISVLWM03KS7C2oxbeevL5VhYhsvVOrw3e0XaVSAkS/rCd/FB4TsBGJuakOKD40HxEWWG1LVbanHFC8mkTi82LvjXpLSrkDp8v4uHiIMYBaD4GgOF75iZS8GbFAG0bVZRfB1yY2d7hJpv0rgJm5iFRAdNgAqh8B0zqzfvSLsKhPgKyVcOdG7dxHOfpycsSqAmxA9Rar4JIcUBI6sVkqrwLYQYLoSYI4SYJ4QYqfi9iRDieeP3iUKInpbfrja2zxFCHJ9oxX2wuYicmUjjpbFF1Ptug3cEj/98TmfLYoMZb0lUUNkanKjHC7+ZixsDqQnfQohKAPcCOAHAAABnCSEG2Ha7EMBaKWVfAHcB+JNx7AAAZwLYE8BwAPcZ5ys6ooxbSwjJRzQyjT4hRA/Ke8GpjFj6ptlJIWlqvgcDmCelXCCl3AHgOQCn2PY5BcATxueXABwjMqPtKQCek1Jul1J+DWCecb6iY9Umd7OTZtVFOWcgZQZDoBFCGhO0+Q5O1ONFPVe0CkhT+O4KYLHl+xJjm3IfKWUdgPUAdtI8FgAghLhYCDFZCDF55cp4M0aq8Ap1xaQMhATnXYZUI4QooLI1PppW+xMdKXsXUvYOl1LKh6SUg6SUgzp27Jh4+UN6t3f9nTaOhJBi4rgBndOuAiGhWbuFwQ7ioqnPFXvG+S4kTeF7KYDulu/djG3KfYQQVQDaAFiteWxRcNI+u6RdBUII0aa6knb0pPT56rtNaVehbGla5U/4puxdSJrC9yQA/YQQvYQQNcg4UL5q2+dVAOcZn08H8K7MWO6/CuBMIxpKLwD9AHyaUL0Dowp/dvoB3VKoSeOkS+umuOEku08vIXqcMai7905lQFVF2S+IEkJC0KyGmu+wpNbLGjbcvwbwJoBZAF6QUs4UQtwshDjZ2O1RADsJIeYBuALASOPYmQBeAPAlgDcAXCKlLPrsDPbB+8+n70OHywSZcM0xOHtIj7SrQRIgDu1t2xbVkZ+zGKmi5psQ4sLy9dt87Z+08L1/j7aJlheEqjQLl1KOATDGtu0Gy+dtAH7ocOxtAG6LtYIRU2EL31MpROQhfYg7jS3ZTGNFQCDqDJaNpe3UVFLzTdJHiNIwV2jfogZrGlkyva0+M9EmnV6+FFbvir+GZUSlbfCuqIg+niZxh7e7kRDDcy6lpnPW4OArPNR8lwaXDO2TdhVipRQEbwAY1ggdlP2ayyat+S4FuYrCd4pUOGi+G4mCLRUai/ay0RNDX99YsrSVgtaIAL87fve0q0BQfIm+jt8z/slAn44tfe2fdN9ZZI9ECXvZBLE3wAohKAwmjN30h5QmHVrWYL/ubRMts6GkwoIGr2sV35GShcNJ8kRhpTVin53Dn8RAJLBGp9tH3HfO/gCSX8UohRDOFL4TxJ7lqU/HlvhkweqC/Xp1aJFUlUgjofwGZQ9/CR/Xq+uc2ViyhFbR5rtk+edZAwu2/WE4NeRxYjcnDUKUSrjKBMzGdJVYTarS6UvsslYxLlqyl00Qq7Aw4epjMGCX1lixodBr+LmLD0qyWqQRUG6ytxDRDHoAcM6QXbX2k8XYgzsQpqo1tPkuK355VB8csGu7tKtRtkRhdhLlYtMJe3WJ7mQO6HYRaa0015VA5nAK3wnw5x/sg8fOH4QmRmD6ptUV6NKmKQD18kinVk0Trd8fT94T39uXyYDKmWKzSwyLQLTa/PMP6em5jx95thQcfpyg5rt0cZp02TWBJDqieNej1HxXV1ZgcC/3zNph0b3mtMxq7XJVMQ5/7GUT4EcHdsfRu3dGjbEEc+aBuUgExTBDq6gQzGpHSgohohVwO7YqTIBlx482OW276TCab0Y7KT9aNMkofn6wP5O6RU0Ur3qUQmoSb6+uRttrdTJKW3crpTDZpPCdIKbwvcMicBeLHSkdP0kpIeDurOynNeuak0gfum9rrOxj9yitUGTVJRTt5FdHlXe4Pb84vRJ3/Wg//O743fDXH+6TbIVC8rcf7pt2FTzxGjt/P3w3z3NEOVlPYpVT1+TPqyuJy5Sva9tmsZw3Skqnly0DOhnatfbNa7Lb6pKOPq9AIL741/smHJGCqCm3qZUQ0doT6owlvjTfFu3xIX12ClCjcPiZKAyy2QOH0XwnrfHvpLFi0ZhwaqOdWjfFJUP7lpz52TF7dEq7Cp543dNu7Zp7nqO6KmLNd0iZ9hdHuk9qdZV1bvt1atVEK/nOUbt11CrLym2n7p33vRjddSh8J8iwAZ1x1xn74jfH9M1uO6i3emBu1TS55KMS8Wm+6xOYXJTKeHLZsf1SK7tU7pEf3OQ8P32thF54Lj/ntNpNF/u9f/pnQ/K+h7H5TtrWvdSEyTDcc3ZhJJNypxSer9froqMlro7QzyKKW3bGgd09CtE7j1d/YE++o6p7kMtpmaD8FBQK3wkihMCpA7tlHS8B4JZT9lLuu3ObZJ0u4+rj6orErKYYaFpd6b0T0ULKwkGtTbNqvHLJoYHOF3X7L6XIKAICd5yW0xSF0V5HKUToUAKyWWToKEisre7+c/bH8yUeOasU/Ja9novOK1ET4XsThblzVCtYXqex11W1e5AJWAk0GwrfaeMkkFUmaHeZiRwRl+abma1MvDQgb19+BEaeEE9M3hKSBbVRtVlzkz+bb739/dzDzdvrc3XyUZc4cVpNEyI/HX2YcTdpYSkpzeio0/b23ilmdO/tvt3boqpC4IS9d8YQxcrqtBuG4eGfDIq4dvFQCr5IXm1Q5xqinLQ2SImdWtZ47+hCVPXxuna7kkK1f5AWUALNhsJ32jgty5gzT7vDye5dWkVS7h47t877HtegedXxu+GTq4+OdfCyVj2q2M9x4FW1fp1b4ScH68Wc9kuUsneHkB17FEhIpUYpiexuOmyttQjfRdwmgcIBL8w9TPpakyrtpCIIxapzbwWAl391CObedoLjPm2aV6NNs+oIaxYfRf7qAPAec3RMsaIUvqWUGPWDcI61Xn4futl+/ZqdKIXvAG3A3ocVYzui8J0yTm3TbPxxmSrozDij4Pg9u2DnNs3QYydvp5MoKOb4yjp1i+s52Du5MFjNptJCysJ7JaUM1MmePaSH5nH69/Cnh/byX5EIUT1up6Vk+1b7vUjS/8QvSWlGi6Fb0VqdQUZI99bGRlKl2CkFzbfXvdRxDI/S4VJKhJ5ceUU80l3Qdo1IJRRmJ8rdA5id2A4pxpVfCt8p4/RimgOlPRpKVJ2RvTEWfxeXzzG7q73g4xS+w557xN7eMU1LYbCpSSllsBUJ90FN9zbe9L0B2GPn1noOlz468OtP2iNrylEsj7R9ixrc+aN9cd2IPfK22+sXpg0mb3aS+du0ugIDbKt5fnELCVkMKyqRxoJO/3K0KIV6egnXWg6XEZqZRmLz7aX51uwM3cPBCq3z+O1TqitFabSbtCvQ2HF6MauMl7FgWSaiJ2bvMOJeLo568Np1pxbK7XEKr2GdUDq19naijWvyEOXMX8c5qEf78Csd1580wPE3leY7o/HzV4Z5W6IONSiEyJrFRPlEB/dqjwW3n+i5n1NVT9u/Gy48LF8rb3/3w7xCSZudmK/LoX06YMylh4c8m/MDjvKydFYSWtQUri7p9P36jr4lIJ2gNJQR3g6XGuZCEV5mFKucXsK3bjvzuvYCJaBidz/35qph/THud0OLYrLsBYXvlLG/uE9flAn79Zuj+6KqQmDPXdrk/V4VkfTdvkX+slTcndze3dq4/n7LKXv6Ol+DlNmB1zrgx3kVUWh8vW5zKSwH68SBfi6CKAte4a5U98pvp+tnnPITOzsuqipE6PjmUTiIOZ478JHO78YZg7pj4agRDuWFf2H+cnrGPjappen//uoQ5fYP/zDU9bgoBYoSkGkBlIbw7aWUSdoUMgrh20vBohtIwevS7X1q2DY+pPdO6Nq2WUm0bwrfKWOXpQ/t2wEAcEjfDph3+4lo2zxfSL791GgcF9s1z3eai7t/aNmkytFUBADatdBz4vulkdFOSok3LjsikrrpEoVTTFMPe+lid84DktPkuA9qUtlN+52b+hmoisFuUHcgD1PXcJrvEMdq7veMNS55dgIevNwmhl9NUo+3bye107zVwlDZD0TYNTgJtU2rkxUJjhvgnv3V2tzvKIKIMyq83knr75cMjT8jaxTCt9c4pG3z7eVwqZEGxI9Abo7RpTBpo/CdMlazkzt/VJhK19rwzjywOzq3zs/odtbg7oEioFx8RO/8coqsrb7usIRcbbzMDRLYRZVCNsbrqA6R+c8k6cEtDnTugleHqWPC4zbZkVItLAXVnMQ56YlSqEtiUCm4F74uIITW3OHa7MLEIX06ZD9HcT+aGitabkvpSfSP9ZbyVcVFWQWnc913zv4RluJNR48MpdY2cdbgHo4rIGlS7bEiam2jXsqX3TqHj2aWRNLsKGy+VecJ+56ZY7T9NMUm3wAUvlPH2jhP279bwe/2RmMfoO44bR/fy1rTbxqGfbq1dT1v2thDIZqY9ZQOms84ryISzXc5JNrRCXkWwYNwa9dOnb9vm2/jNDqHFYHiO5ElbD8l2CdRYZ6706XVuwnFwYvLYr7Xbs/XbVJ3eL8OmHjNMaHr4bWUr+qje3dU+754YS+pVZOMHXqS+SXKheqIzE4+u/44vPLrYEnCrEQV2aqrSrnlswwvZ1OdwA9+zP3Md5nRTognXssyBTO4CMpMS8yOUiBrkPnnO3aPTkYZ8V1dmCxk7Q2zmvaa5jVRUFNZgUG7tov8vLry3+H9OhQ495mEfUyqvlRK9YTMDXMQidrh0opunV655FDPJEvaZieKO6RbfT/aZPu+YeYGTu+um1BqyopRDK5SZtqsCq9b0rl1U+waMpxqnkCjaXXyVkDTu9p6tXo08Wg1AMZeeSSeunBwsgX7oGOrJjjPJf+Cp9mJpfHs1dXZ96l9ixpX5UzHVk1wtMJ00/RZMIlK0HTzQdA1O/ESnAs13+EaYE74Li5logoK30VOlJEInM4J6AfNTxuzo5O2JdrzD8kIeXG+czqOhk48cl4mo1ySmeW+uu0EnLp/18jPq2d2Ajx14RDHiCUCAqcNDF63dVtqC7bZJ2Q6NPjQfAfF+mYtuP1ER9Ojfbu3xVkH9lD+ZpJEEik/AljBylwMd9Kta4qkPOMUEsD95x7gtosrd4T0x+nQ0t0EwzrRMc0TqgIqBGrrnITvZIUWIYA+HVvi8H4dEy3XLaykndtP3Rt/PGWvvG3792ibjejktSJqXUwYunsnjP/90MDJ8uxPZ3DP9ujbqWXetqg0324CrHVCfKaLY7yXWFEgfCv22e7QVlVEYRqaFBS+i5xCzXf4xqVe2kmOh36sHuB0MPuDhob8e+FnOf5fFxzou9zD+3VA/xD2eGYfs0vbZjiod/vA5ykGtLQKGrvcecZ+oesCAL07ZJbed9Q1ZAvWfU90ljQvPqI3Tj+gm+9oJ6o6CKHeng3N6FHtSt3BJcALfdrArujbqaWvCUxhuEf9Y7+/X37WSKdD3RQDYWTFaTcMw7Qbh2WvQUqJZiHMwsJGoWnfoiZrvqIK1Wlea9e2zfDabw4LVdYOm+Y7rv4/7GpAXIQNG2u9X15KmcoKgfvO2T8bLKB7++aBNbP2w2qqKgqTjbkcH1XyL6vya9QP9sETP1WvXHiFJCx4tRW3ZfP2Ou16WVend2njHdo3TSh8FzlJKCIymaaSEL9Ne+1CdIvPDpTIz2ZodoBSApce06/gOKtwftRuzlFXnLj5lL1CLmXlLjDKVMJpUGy6hWZGTOQd9Q2+3xfTrtHt2V5z4h746w/3jUxCURVlhp/zqn+cmu87z9gP71xxpK92Xqj51uevP8x3MHcq1s3sJMw7aaZZN88gpXP9dcoJY49/cO+dAGTMVx449wClMGOevXlNZeiwpzs8tIlhTOys7NHFPfFREGXS4xcciHvPVjuGumlh88r1s7qj2GYdrzxDDQqBE/feGX8YnjMp07m9LZt4x4NXJZRRjeXWZFR++PAPQ/HY+YWrtfpmJx6/awz8m7bX6xWG/JWgiw7vbdlebKMWhe+ip6BzisTsJP+7lGrh9x9n7he+MJdyg2D2c/aX3xz4KoR66SmsLWNYoSeKuY2p4QWAa07c3ZcW43v77oLbTt0rEm96naXpOMwPhjmEJbNqK/2WevK+Ge2rls23z3OrEEJ9Z3YyTA68quFHY3fW4B75A7jmBdhLaO2SqlqV6EgX+75O7cpNMWAeEVV4RKfzuJ3evI6gJhunDuyKZy1x8Yfv1UVtgmKcPgqn2wLNt+n7YHzvElJr2L9zS++doP/cjuifM0sZulsnDN+rS8E+C0eNwKgf7FOwXYVOf9yvk941BEmyo9NW7JHNVKg036qVooqAbbRbu+Y4qn+hskpXWadKc2+a3GSUfvm/qWrnR/NtvdfWS70tohDNUULhu9ixy96K1ulXC6Ia/lUz0MG92mPEPt4p0f0SRhA1O48GadN8Gy9ddWWF0g4yrC1jZWU4cdJ6yUf292/f2LFVE+zUMuesefERffCzIwqFb7stoVnrlk0qcc6QXfHMz4aEjxWvY3XitU+AQffWU/dS7tPMkg3Q73M2BSedo/SzBwbHMwGOD8HrjtP2xh88HDiVZVjq8NCPD0BzRbZFE53aONnXFprUqXEb6HMmIxoV8SCzmqauhU6zCmrK0ESz/zbf5Sjssg/v1xEDLBGlsrcvIgG/WY231laXqTcch0dsvjI69btuxB6hym1hTFy9mpafON8mN37PO6ncA+cegHOG2H1A8s+lWkVVaaXNKgR5rBUVAmcNzq+Hjo/YXWfsq5xE3muEsxTQc7hUOZk64WTz7eVPkQYUvoscnWVdv3aKheELnV7YaLWXUZzNnGhU2Wa4ZubP6soK5SAY1sYvyuMvPKwXJl93LE6x2by6IaUsEDDs2vgXf3EwnvmZe2bJnVo2wZG7hXNuSnIB74cHZMJvjthnZ3Rq1RTd2uXCX1mX4bPbglbOODCJTtrtvYpK8x1GFjUdxPp1aolhe3ZxD8Fnq44qUt2pDo61XmFUTdzNTlwqp4mOAB+n2YmOeQFgEaBcRm3dSUibZtUY45BLASi8Fr/3WXd3637nH9JTuU/b5jWBzGyau0wAooy25DUhVr3vB2hEoerQsglu/f5e+PmRvR33UWq+lWYnIu+vV3IjO/ZLdAv/aXLqwMLQyUD+My/QfCtu5XUj9nANe2ilSVXwVdCkofBd5BRohxSt0xS+f6CIE/68Zppv5QurdWSO7u31XpAwnLj3zrjosF645sQ98jT4pk1XdaVAH8VyoV9nKLtTZFhN0H7d22Y/CyHQoWUT/O2H++KLPx6vdbyU3lqCA3u21wplGNaEJiJ/S38Yl66y57cOsoGT7OhXwTcFr5ZLYV731nTaClK47mM376F5pHvyGZuQZrm4E/cuNA1wP1ZNvaL48w/piYE92vrW5O1reQ/t5Qb1ezE1116+HAf1bo//KFLLt2yqJ3yHNW9xw8x4bJ7bPsnzSg5jR7utWXa86eQ9tUwtgtThk6uPDn4e1UZLW/HqT4OOHRVCQAiBCw4pXOE0Ua2aqFZWc5rvYHWxr37ZhWa3PsJu6mh95vbjVLWrqqzIjmu/O343fG9ftdKqprLCZnZS3OI3he8ix9qAnNpSU+PFOEqh0RxiOPK40b55jTpboM/G26uDno2cSozRHfaqKytw3UkD0LZ5vpBpvsNVlRUYulsnvHJJfrICt6VzO78e2hedWuXbPIYXWBXa+MoKba1Xg5SOdu5+CZtHQ8vmO6KOzzyNW6SRZlFovjWO9yubZevu40C3ycNpA7ti152CJVXJ1Efv5vipt70JWovwLcs6VE+1xH3TyXviv7861PkgB25XmC717pjpt5w09F6Yac97dnCP7HFonw7Yv0ehxlO3DxAOAtSlx/RDCx/9m4rnLj4Id5y2d1aRY+9bnBz1nJrUYX3V8dK9iNJXxHqmnds0Q2vNSY5fgth8a2EclnsfC3eprqzIThoH7NwaC0eNyLZnVR2D9o8tm+TbbvuZqL7wi4PxzhW5ePT5mm+9ON9nG+Y3Zw3ugXbNnX1QSgkK30XA38/YD/9zCB1lbYpO3vhmh7m1Vs8r2N6+h+/VRTnQVgjg7MHucYdNpt80LM8hUKfcIOQN7haBzEwaYWqfrBquS4b2wbMe5hhW7JFUAB8h3gLwwLn7Y+yVR7ru0yALJyhOEwKvgS9NzbfpQ6BbAzPqgj35xA/275btqFVmV76XyV0GuKDkIvPYytKoh/pH/bKd3mcd7AOg2y0pcLhUns+7zCP6d8Q/zxqo/M3d5tv73Hl1UdSwS5um+PqOE3GGR4x1J0xTpSZVlXhcM4zpuKuOyiYGU4UVdMMuzF1+XH8c69OMwE739s3z7Hrtz7VrO/WqpurdWzhqRJ49edKcZPQx9muYcv1xgYIIKKNzWT57KTOCKivMTUKxzaTGIny71SMrfJvngXsGSzutbBMXKYEnfzrYUW6x0qZZNfp2ymm/rdfgZjp+9O6dsHDUCAAZoXvhqBFo36JG20dir67ptUEd4pkKEl9830XjorLPNjFNI0zNSZ1qfVYDIYTyWCEEDu3bAecf0hP/+nhhdnubZtVYvzU/yUnrpsnPRmsqK3D8np1x7kG7os54i2sUQvLlx/YPnIzCJM7kE8P38nZqbZCyQKBy6myf/OngggHDeqiXJmanFjVYvXlH9ntNZUVedASVANOqaRW21daj1qMNXn5sf4yevsx1HyAnVB2zR2dcekw/18gu1jBSQR+T/ZqaVFUUJHfQfbt+e3TfvO+Fdo1BTWNCTpo0jzfvfc7sxOWcIaKdWHnyp4OxzUF5EGWoQcdoJhG930M1w5j27NACD5x7AD6Yu1L7GHMFIKkslK9ccih67tQC1VUCv3nmc3yBDQX7NK+pxJYd+qHgvPAbS79TqyZYsXF73ra7zxyIu87YDy9/vjRve3VlRWRhXq3vhJttORBc8y0KPhRSXVWRfT/sSpUHf3wAfv7UlLxTmOaXfiUFe3SchgaZ5wzvB2s/5JZkx2lFqImmCdQBuxZ3Pg1qvosca0MVIv/74+dnYsFeflx/nHfwrjhNM5uhahCuU4YnUh/vpInSHb/CaBfztQACD/54UNZz/5jdO+GO0wpDTUURmqtSFMZTTRJVOEin66qoENnfVHX2sn+3h+uy26Wrzjl8zy55QpKzkOP+O5DRyEy85lgAmWu8/Lj+aGMsNaqaTlUEdn7Ww5752RC8e9VRBfvoLrVeMWw3AFZHPvvSql49/PxmR21GpndsdqJpnMTd5tv2Xa8I93INTA2XTqhBHVrUVCb6Ds+77QTX36sqK3D07p2126zp5OamCPArvLqZ4+3bvS3aNK9G85qqvAnuaft3RZfWGbM8t3ToOoR5HuN/PxRvX164YlhRIVBdWeGrL3jXtvL4m6P7Zu2MVWex3ud2zauzcfpVBF1pFLb3ECh8FzOa78xne7+eZ2tt/GSOCw0NMqu82U/hB2Fnz13ytch2h0s/rc7NNE0IZOWYW05RR7fS1XwXO+VxFWWM/b2ta8jMQFs2qcraurZpVo0/nrKXdkeo6gtUwrdj5+Xwpnlph+2OXFFSU1WBR88/EAN2KVxqUl3HoX29beGBjKf1Iz8ZlGdXnAYNUhYMrEG18V7H2WXzmqqK7PIfoL6fEvkaXi8tq9vvvTu2QMdWDo5X0qxDblCssiwBBB3Lrccd0qeDryVZx3M6mLK4W5bEJx3qthf7Xm7v61C7n4nLwOpZrq1g05xDN6GH9/lFrPfXTtjVNjvm/VRNuoNe1XtXHYVXf31owXb7s7Beyx9P3hPvGZPT3w/3H8oyr5wQz6N7++bZSbmK3h0LzSCd2qR17Dy8XwdcOWw315rZzzNQYctvEtTHRin028qtqbKYnRSsQhWey1RU1DXI7P53aWQaPrxf7j0fvmcX/Oqo/NW9oIO6KsLNnT/aDwtHjXB8tic5OFyWGhS+SwgpM0L3WYO746kL1elcdVC91PUNhRnPfMrent2ouzOb3tsb1fLw0xc524Bbq9KhZZPQ9pR+eeHnBxc836uG7YbjB+RHjwgqfHtpYrxOq/pZVyusU2O9JD45rJrvOM2DvAaYDi1r8hx9c+Yb7k5Flx3bz/Kb8/n9XJn5OKwl+41A4WV28tcf7otbv58fM151/3Xrbd+vXYvM4OtmdmKaBpma2TcvO8JxX4HkTDbiwEnIAoIrNDq3bop9urXNfjdPbRfwq22rS81qKrFw1Ihskio7pmPwkN7+lv6jnBypnFut3GZxvrXe0/vOyc+eGXbuVxVQ+s7WyTqhte1TU1mhZY5kvtOm2U29Rfj2m7/ggR8f4Kwc0cDafM87pGc2u6u1nm708vAtKxUofBc5qgxyd5y2j+tMOwgqW12/GeeCmJ2c5JLE5w8KrUoSY2fQyUVUDO7VPk/TsHDUCPz0sF648PBeefvFFe1EQOAnB+/qfLx6HdZ+EvW5NRqJ3+uqjMLmO4KH+9PDeuU5+uYSQjkf07FVE1x2bP9cPVzOH7aO2prvrMY+U3EnU4Zd2jQtiL8cpdlJ8+qMzaeb8L1s/VYAmWgWALBbF/cMrmmajgVl7m0nYMZNw7L3Ic5r2GuXNvj5Eb0LnF8rfa4uDdilNT4aebRj7O7suWJ+Hp9ffxw+GpkLM2gt75whu6KtoV21bm+l4b8kZS4LqJcduVN/6zRxUdU1V27+u1BdKbL9i1vfav5kTlLrGhosITZdqxE5rvXUPMfk647Frjv5c1QuNih8Fzl5S0c+OqrfHb+bo8OCqvHX1Rdqvk0ZyLetqAOqn91eRN8xjSMkgWSGvrHfX6uM+qNB6oQGKnRsEG92sLcDnM1O8vdxONazZHcNTp4gaA4oVq2cy3nPP6SnYxQGHY1bd4+oFAXnML66ORXZn4X7wKTfAURh863jcBm0DJ1jzRCqKpM4E9O0YKhOFjyR/U+b39icZ9OgurICrZpWZ9tRlGYndioqBK4+cQ90a5ff1q3xt3Wfcde2zTwn23HPhdq1qNEyIQuy4nT/Ofvj72fsh108zu/U39591sDs5ET3PthfhUP6dshmdbSH4LP2F+Y7XV2R03znftZ7wT+5+mhMvu5YzZrq49dPAcisSHcKoX0vBhjtpMgJ2jldMrQvLhmqHjhU51TafDuU7jgYJ6BVilJT0r9zS3z13aboTpgw1oHt9AO6q/cx/vqJdmIedNmx/bBo9RbHc1rRNxvK/6vex/lHmdXyIDtm5C3rFq7UZmnbvBo7tXRIQqTRrq44rj8G92qHnz81xTOqC+CcOdF6eQVxso2/PXdqjoW2ex+27euabGXNZWT+XztKAd9yI/0Oqvb6tWySEb5rFYoBk6N374yJ1xyDzq2bOu6Tq5vePezQsgarNmWi/Vw5bDdcaTjQpoHVGc68DW6T57iUBpce2w/3jZsPIF6/hCDssXPrbFvxwn5/zO8VQmC3zq0w57uNeudBJluwW6Qyk8DRTgoOy3+j+nRsgf6dW0FKietG7IHTD3BWwJinMjXftfUyr38avmcXvDFzOZ6+aAi+27BNeQ5zdUmFn3fdbaw480D1OFaOUPNd5ERh49zXlvFR6XCpDDVo/DVeXdPD3fQC79/Zdl7NTtnrRZ3iMruOsuN/S+Epny3HpZg7f7Qv/v3LgyOrhy5BmkLOYd4aicT9RGanfNmx/XGnwhlHdXgzW7gtpxJ0np/OWKXKbmrfvnfXNgCAiw7r5Vm2zq2tqcpEp9AVcHJCrLNNjv1ZVFQIPHPREDz/c/f29c4Vzm03vwT3bcpjbTua9bebIvVU2F5WVym0sgFfWTOEm5vwDUBL8M7WRWOfydcdp32+OPn8+uPwnCVDsan5VseEjlcg1g3v5sYVx/Uv2FYQLSfAZbx+6eF48RfO0UZ0EABe+uXBGP/7oVr7+0qcFTTaidFa8ya0srAfF0LgosN7FySey69D5m9Vns13ZluDzGjhJ117LA7t2wGnKTJlR8Hrlx6O//7qEIsCpfC+XK5oIzr8/IjeyuyxxQyF7yInii71f785DDNuGua6T52Lw6X596LDe2HhqBHZgPu/Oz7fJttboap3NTu1LIXlpOS1P0lpnJxK+eTqozH+90MLOs2rhvXHNSfmtwWnAUdnHHK7TqnYLz+lcO73ly85FHNvOyEbyUCIaDSDTumN7Zj1K4zznfussgc9pG8HdFS8A9bj7BNqO9efNABA/vVa38+3Lz8C//7lwXlRbHLlmGYnps13hlP22wXd22e0X29edkTBcv7Pj+yN+885wLVefjDN5nbUuQvfugghIhFSLzu2H9o0iz+vQbsWNXlROEzBS9XP+nWaC0NgvwrluZLtR50mlhVCoFXTak/TMj+cOrAr9u3WxnWfbkbyIpUDo0pxkve7R/n512qanWT+Wh0uG6RETVVFKCfKDhpj9h47t3b1VRvSq33g9jDyhN2xV1f3e11sUPgucqLom5pWV+Y5kZgN/I8n74n7Dc9uN4dLlemCdXuUdfUiiTKK0d4bcL/2KAdfp3J2btMM3ds3x4E98zvQXx/dr8BJKcxj0hLQLfs42XxXGvF+zcErY6ni5CysX+M/n14YS37/Hm3xQ5vdvd18Q1XHEx0SLKljsevXUT2Y547v17mVYxIKx1ULy/F2R0sAuPqEPZTCS9CmaYb39NJ86yJE+GgnPdo3x2XH9s9rc7qEfUOzZidFFrLl02uOwYd/0NMYe3HOkFyWzb1jEKac2mIc48r3B3bFK792zwB5waG98PBPBikDDxT6UIk8/xE/dVZpvk1Hb78ZVlXs060tXvj5wThrcHCzkUstUZ90sD7LpCdxUUCb7yInzkZ1nsUT/aeH9cJvn/08v2yP4+1V84wfHaOjkIrxvx+al6lRFx0BLal33XrLkupevDQgPzu8N4YN6IKj/joub/uY3x6OE+8e73qsInqW4z665CeiEnl/gXw7ccfBN7e3Z3nVlRkt0UpLZr3//EoVKzmnWVLx1IWDcUifDp7l5c6nvasSXZnNbqtutYvNLYXHTwtD+I5M841woSg/veYYNDe08f07t8InC1Z7HtOnYwvMX7k5cJlWcmnEkzc7yS8r/3snH2Y/Beeyfb9kaF/86qi+qG1oCJycRqvcrFbZrIe/sqLSdVRWCBznEMpWVSNruboZHLu2bZZd2bZGOxm+VxflyldQBvdqj1emLvXeMSKKVEemDTXfBEAm7JH9RTQHqvMO6Yn+nVvilIH5y+0F9noeZdxw0gCcPaQHhtniVcdF9/bNtbJ3FSvvXnlkNtMj4D7ARtkR7d5FHRHEWg+Vva81wZFjtJOQA6pVkFadSmVnnR1ghQgdJtNER/MpFHWxbm/foiYyLebTFw3JizGurI+mgFEgfKPQ3MHtfj37s4PwrwsO1NrXjRam2UlEmu9u7Zrn+Qf4pVPrpllTmAd+rGdeE2XcebMvc3OsS2LVLqz5W5OqilwYWfsYIgQqKgSaVFVGnqTIlRjk/LCnVDpcGs/3hpMG4I8n7+mjLqbZiSXaSQyUukCcJKkI30KI9kKIt4UQc42/SkMgIcR5xj5zhRDnWbaPE0LMEUJMNf5pxJkqXbxipcbBZ9cfl9WwdG/fHG9dfiQ6tcrXcBSGVnPvbjq2aoLbT91buWTthjV2ctTKEFUWNB2SGOR6d2yZp4UOc+m69T3KnrEwIE4DtM41uE8y3HVVqq1amm+fN1cvEZBpO63e7he3ow7t2yHvPVEer1lsoV1s5q+uIHlwn51w1G7hu+TmEWm+Tz+gG+4+ayAev+DAyLSpujbf9jTcYejevjkWjhqBoYp7m+Sie5hb+NblR2B8RCYqYcg+loCPJ0h4PL9kV/EUEYR279LK1ziaMzvJfNCJ1pQUI/bOmNyYiZkaC2lpvkcCGCul7AdgrPE9DyFEewA3AhgCYDCAG21C+jlSyv2MfyuSqHRa9O/snjgiDrQGF1snfFAvf9nMdJh07bF47mfO2SjD8vqlh2PWzcN9HZOWTbi7zbfDMT6G5fm3n4jHzjvQe8cQ5Jx4Mx/6KCY/fsd2c0BqUVOpPNg6UHrF5NXlFxox6HPRBNSab79CePhQg/72MzX2STgXqjCjnYRV0v31h/vi5H13QYeWTRK3l86zS42znBjPHSX9O7dCp1ZNLX4YxWGr6/fd0hkD4rCacYsUolO+GRM8Ns13gNOee9CumHXzcK147OVEWsL3KQCeMD4/AeD7in2OB/C2lHKNlHItgLcB+JOSyoQkZtl+cHrxD+nbwfdAnRvo1b93bNUk63gFRN9ZN6mqzDt/pjI6Ryb/TOK266ysEA6Ofv7xqqr582u/OawgcYNOnG97GS/8/GC8c+WRBcJ95iCzTIFbv78Xrhuxh6I+/q77xwft6mkvad7Lgmgn5t8Qtu26WE1etDNc2soxQ/n59Z8IO0mtqapAm2bVuOl7A8KdyELSwneDwvyp1PF7B81md4YlhnNevP4UsNt8R8meu7ib7fnFbLItm1RZTOj8ncPcvbXhGH/a/t7xyZNCCFE4BmuQZISfOEhL+O4spVxmfF4OQOVx0BXAYsv3JcY2k8cNk5PrRSm6ugYiQaeagPs09/kSmefQnWAUy5O2v/dnDe6h3jFm/N5vk8fPj0fD7SbbfHrtMQWCXfOaqoIwVXqmKTnPfSEEBvdqj53bNFM7KVnq1qJJlTKtc5ztqjDJjl5hlwyNNsOr7jWa4Q/Nal91/G5o36IG+wSOPhHs5lZVCEy7cRjOP7RXwHILiWpyqYuTj0HUJGt24q+0r+8YgYWjRoRyzIwb1RWZ/ZLZxz7x08FaJqDtXOJtB2Gnlk1w3Yg98NSFQyyKBG/M+v9qaJ/sM2taXYnZtwzHVbEljkpOIC5t0TtG4VsI8Y4Q4gvFv1Os+8nM9MXvfTxHSrk3gMONfz92qcfFQojJQojJK1eu9H0dxUW45jYkYrOQcp3zON1l4fL7HaftnYpzpxmOy+/qSI+dootna8WtTXRq1TS0kGu9yj8cvzvOP6QnTtlvF+XvJg0NZnKScGX7Jee4GMzJ8/g98x2Tw0c78af5Nqu9X/e2+Oz649CuRbRChYo/nrwnHvzxATjzwO44on80/gdWgoQIDMNPDuqZaHlJEOUdTHsEqXZxwL3x5AH40w/2xsF9dgIAHNm/YzYUoltve/xemfe2Z4Q2zBcd3hvd2zd3TbRkp2l1JRaOGoFzhuya13c0ra5MfBJKCokt1KCU0jFNoRDiOyHEzlLKZUKInQGobLaXAjjK8r0bgHHGuZcafzcKIZ5Bxib8SYd6PATgIQAYNGhQSU6WojK1ePyCA7Fqo97SsVasZcW2uBU9SXUZvziyDyYuWOMoABRLQ4oy4UUUeJlUiIIPhbjeW3PwAdCmeTVucvD4d3XGVPwYx0TSavN9ZP+OeP+rlUZZesfb3/uwNfSdXl6zlTevqcSWHfVBq5WHGf7UPvEAgLvO2De0VjHK6CP792irXEWx8rMjemPDtlr88915kZXrRhL9UhS3UMp0JsR2nv/5wfjf9GUFeQqAzKrcGQfmr2g6RTCycu6QHvjB/l2zPgtRYl3F84Ow9EVxkqQlyHkH98Tni6YmV2DEpBXn+1UA5wEYZfx9RbHPmwButzhZDgNwtRCiCkBbKeUqIUQ1gJMAvJNAnVMjKpvv5jVV6LGT3iMP6tBRbPbpQdlj59aYcM0xaVdDH4/bXhBxw/LwHjh3/9BObbnzeu2QUDkW7HaSqslsHDKA1Z/hkfMGYVttvWc9VMfnvuvV8vg91XGDdQfsbIZLlzZh/W3CNcegVhGRJOqe4NSB4dNeR6n5VsV2V5GIQJKgEOuWvbbYzXD7d85khj2qfyfjeytccVw0AQ2mG1mkhRCxCN5A8EmLfTUrLobv1QXPTVrsvWMEfH9gV1z2/NREyoqDtITvUQBeEEJcCOAbAD8CACHEIAC/kFJeJKVcI4S4BcAk45ibjW0tALxpCN6VyAjeDyd/CWlQHEtFWe2mS1i32MpOQFXiqNWw+vAVySATRdi64Q5ZFgOdVwhY49EWlqsxqYugHtbizxrcHc99uggnGCGtkkuQlHO4rK6sQLVpo24mqvFySg1Qz+k3DUMza0py6/k0z+FWruq31gqtoe75kiaN7JC1tgQn5cqHfzga367bqrVv1uEy4TGtX+dWmH7TMM8264whxCp+CX7OfIbu1hHvzVGbyObK9Xff4nQwtaITYnSXts1w8r674GeH9465NsVNKsK3lHI1gAK1opRyMoCLLN8fA/CYbZ/NAPQyHJQdxSHxmQ5ZUQ6qusJssQxfKgE9zafjVHZ7w0535za2GO0x3cizDuyOJz75xlHDGLpc4wRO5gPmdmvUnb6dWmGmJZyk0iQlhvvhlOEyqNmJDm4CgK7JRdZW3XfpwWifgC25SRp+Kmac8pokk8akQNe2zbTDxQWN2hEFYYTkbH1jfDke+PEB2LStTvmbuUIZNNpJMUQIqawQuPusgWlXI3XKuzcgsWAOzkqbb5/nKienzVtO2ROdWxemZrdH84gSr9t3zB6dcO/Z++O3x/TLPy6macyN39sTs24e7pidTtj+2mnfogYXH+GsEfnhAd1w9pAeuOK4/srfWzapwh9P3hPP+owNH8eybFgLnEKzkzC18SP0R88Bu7bL+/7Z9ccBAMZeeSTeueLIGEosHkzhu4nP5GLFxrF7qM2ZSLQ0qarETk5jhtFB+fVdMDXSrVOK2U8KScvshATC+4V75CeDlKm/I61Fzmg1cZKQ1b0EMCnVlu37dGuLl35xCA7/83vZbU9dOBh77hI0RJs3B/XeCR/PX40ubdRhvIQQGLFPoVlJXPexosI9ZqvXZMsUypxoWl2J20/d23Wf8zzCganqEPR+vHX5EViwcpNDOZm/BenlNcssEL5tL9y1J+6B28bM0q2qD4fL6Cci//7lIZi1bANO+Md4VFeKrLa7T8eW0RVSpGQ13wkI33FqNu89ZyDWbamN5FxFoIANRVrVz64Y+DzuuhF74GdH9I5VEUT8QeG7zDh2QPzaCatFwZ9+sDeWrd+W/R6mU51w9THYWuseNSEJTXnb5t7aAfM6m1VX4g/DnWOm9u3UMtZl9V8P7YtTB3ZF9/bxhA6MmmJY51BHQglG/86tHDPQWm2+88rSbMOF8cHzv//siN6+hO+TFJMwFblywokYXvVvLOyoNzXfwWLy65CE7XSTqkp0bh3NNeQyXJYWaZtvBE1OVFVZ0egySBY7FL5LiuJQF+TMTkRBKCa/dTxnSA/89/OlOKj3To7a2yS5alh/XHyEfnKTfbq1cU0CEvegWFEhAgneaWeWS9PcyCxaZZYeZbUc08srPqmIcnw/96AeOGU/vax2Xllng1IsqcSTZnttcprvUqG3seLRp1NprXyY5iBRRN4JQjbOdyN9l8oJCt/ENxVZAarwt7vPHIh/vjsPnyxYrXWuQT3be6bpTpJzD9rVcZDUitRRIn1ilPGO/VAMy83mc6y22KU7CZxmaLJgBTk4Lga89UEOM6+nqkJf8IvK4dKpicXd9p6/+CA0ra7EKfd+FGs5TrxzxZFYvGZL9rup+S53h0s/fG+fnbFr++bYp1t8Jnlx0KZZNWbfMjw1+/2gmu9ypWvbZliqGWGn2KDwXVIUxxvnprU8pG8HHNK3A3qOHJ1gjaJDV6OQXTaNIVxcEqQRcs1KmvfFfHb5k6zCCs277YRQGvpsshpHzbe7eGv3LAhSleP36oJRb8zGWYPtK1TOxPVscisO8T78Ib13Cn2O3bu0wuzlGwMd27dTS/S1aHSzDpfVFL5NhBDYN4WMwFHQtDo+8yEv0owSU4yMufRwbNgajR9C0lD4LgG6tM6YY/SMKSW4X5yW08sC3U5NM05tsfaRaQnfxdBiausztbBqr1SDmVPEFl0Gds9E+BjqEPvW27E3/3uQiUDXts3w1a0n+Dom53BZWMGmPuyWna4v7YmfDq/8+lDU1UfTWk/Yuws+nLcqEefSYni/SHzs07UNZi3bEFlM8VKnTbPqvLCypQSF7xLgmD064/8uHIJD+oTX6ERBHNEQSglfl12kckZlyqqTNEs3o7F8z5IaPI76DNilNebedkKeeQuQE6KL9fVxS8jxyHmD8O/PlmBXDUXAOQf1wDuzvsO+3dpmzmtsLwHZG02qKtEkotHx7ME9cPoB3eJ1uCyBe0rC88dT9sTZQ3oUtYP9h38YWhIT7LSh8F0iHNavQ9pVyJKL4lCs4kNwdAcxp+W/UrkllWWebc+Nlk2q8Pn1x+XFvDVNUKJ2BLUL3oA1YoK/cyX1xNxWc7q3b47LjlXHWLczdLdOSn+OtAfmf541MFHhRQgRq+BNGg9NqyuL3lynW7vinRgUExS+iW9E1uwk3XrEgbbViabjS7F6pael+XYK0XXOkB5KQTUu2tnCP7Zrbn6Pv1EHvvUJPbKcrXq0503K5tsL64pHufCH4bujQUqcXIbXRkg5QuGb+Car+S5D6dtN8xkktXCxLgenrX203+fbPBLnxI0pfCexcpHNpulT0E9qIidcbL5Dnjnv/CQ6OrZqgjt/tF/a1SCEaEL3a+IbU3ArS7MTzf1ySSJKU5BIS/g2IwUcHEFEiihp2yJjgjKwR9vYy9KNo51Wkpqs5jum8zPiHiGksUPNN/GNKQOUoeJb3+bbweykQGAKX6VYSMvspEWTKrxzxZHo1q64sq21blqNf//yEOzWRZ2tMg48hW8N8XfUaXvj69WbI6pRBuHmcRnqvJm/aZudEEIaB786qg8WWWLuFxMUvolv4luWTh83TXYQkaFYl9grUjQ76VukWe0O2LVdouX5Nzsp5Ewf8bu1y4m5aVD4JoQkwe+H7552FRzhAiDxTS7Od7r1iAO/0U48zxe4JqRcyU1e3ffLOYGax8VVIzXxWHyn729ACCFpQ+Gb+MYtCUdjoTFfOwmHrujZvX1zvH7p4fjt0X2N4xJyuIzpvOYbQ+GbENLYofBNfFNhtJrGqvm2mgvYzUqiSAlOyhtdh0sA2GPn1qEzbQYl6gmmbnhOQggpdyh8E9+YAmd5RjvRkwycrrzQ4ZKSBskn58+o9/4kLbRmV7YiPq/ZX9DmmxDS2KHDJfGNTobLnx3eCwN2aZ1UlSJDVy4Y2L0tmlZX4JKj+nicMHydSHnhd0KWC2uZDH40834w+4u0Iu0QQkixQOGb+KYy63DpPDpfO2JAQrWJFjexwCoztG1eg9m3nFCwT/mtBZCoCSzcJiS0mqnQrzkx2kgB9YadWlKy99grj8Tm7XXJFEYIIT6g8E3yuPF7A/Dsp4tc98lluAxezge/G4qttfXBT5AC3x/YFS9MXoLBvfQTxFDJR+z4TZSatHVXZYXAwlEjIj+v2V8k5XDZp2NxhrQkhBAK3ySPCw7thQsO7eW6z2n7d8N/Pl8aKi5yj52aBz42Ttzich/Sp4OnUNKySf4rRdmb2GnZNNNGdM0vTNm71NtS1uyE0U4IIY0cCt/EN4f18xZCS5WwYkHHVk3w+qWH44R/jM+cj6pv/OX0fbCjPsQySZlx1xn74cXJS7BXV38+EaXelOqlaXZS4hdCCCEhofBNiIUo5II9di49R9M4+eGg7mlXoajo1KopLhnaV/8AU2gtcd23zDpcplwRQghJGQrfhFiIWitXzHLGA+fuj86tm6ZdDeJB5zaZZ9SlTZOUaxIOc/GDoQYJIY0dCt+ExEgxyxnD99o57SoQDc46sAc6tmyC4wZ0TrsqoejarhkAYPheXVKuCSGEpAuFb1ISvPiLgzFh/uq0q0FI4lRUCAzbs/QF1q5tm2H6TcPQqgmHHUJI44a9ICkJDuzZHgf2bJ92NXwTtZ3uA+cegC5taCpCSpPWTavTrgIhhKQOhW9CYiRqsxMu2RNCCCGlTUXaFSCEEEIIIaSxQOGbEEIIIYSQhKDwTUiMFHO0E0IIIYQkD22+CYmRUk+M4sbj5x+ICqYKJ4QQQnxB4ZuQGBAik5iwnDXfQ3fvlHYVCCGEkJKDZieExEAZy9yEEEIICQGFb0JihEI4IYQQQqxQ+CYEwG+O7osozZerKjOvlozulIQQQggpA2jzTQiAK4fthiuH7RbZ+f77q0PwxhfLUV3J+S0hhBBCclD4JiQG9tylDfbcpU3a1SCEEEJIkUG1HCGEEEIIIQlB4ZsQQgghhJCEoPBNCCGEEEJIQlD4JoQQQgghJCFSEb6FEO2FEG8LIeYaf9s57PeGEGKdEOJ/tu29hBAThRDzhBDPCyFqkqk5IYQQQgghwUlL8z0SwFgpZT8AY43vKv4C4MeK7X8CcJeUsi+AtQAujKWWhBBCCCGEREhawvcpAJ4wPj8B4PuqnaSUYwFstG4TQggARwN4yet4QgghhBBCiom0hO/OUsplxuflADr7OHYnAOuklHXG9yUAukZZOUIIIYQQQuIgtiQ7Qoh3AHRR/HSt9YuUUgohYsvCLYS4GMDFANCjR4+4iiGEEEIIIcST2IRvKeWxTr8JIb4TQuwspVwmhNgZwAofp14NoK0QosrQfncDsNSlHg8BeAgABg0aFJuQTwghhBBCiBdpmZ28CuA84/N5AF7RPVBKKQG8B+D0IMcTQgghhBCSFmkJ36MAHCeEmAvgWOM7hBCDhBCPmDsJIcYDeBHAMUKIJUKI442f/gDgCiHEPGRswB9NtPaEEEIIIYQEIDazEzeklKsBHKPYPhnARZbvhzscvwDA4NgqSAghhBBCSAyIjBVH40AIsRLANykU3QHAqhTKJcUJ2wOxwvZArLA9ECtsD6XLrlLKjqofGpXwnRZCiMlSykFp14MUB2wPxArbA7HC9kCssD2UJ2nZfBNCCCGEENLooPBNCCGEEEJIQlD4ToaH0q4AKSrYHogVtgdihe2BWGF7KENo800IIYQQQkhCUPNNCCGEEEJIQlD4jhkhxHAhxBwhxDwhxMi060PiRwixUAgxQwgxVQgx2djWXgjxthBirvG3nbFdCCHuNtrHdCHE/unWnkSBEOIxIcQKIcQXlm2+24AQ4jxj/7lCiPNUZZHixqEt3CSEWGr0EVOFECdafrvaaAtzLInlOJaUCUKI7kKI94QQXwohZgohLjW2s39oRFD4jhEhRCWAewGcAGAAgLOEEAPSrRVJiKFSyv0sIaJGAhgrpewHYKzxHci0jX7Gv4sB3J94TUkc/AvAcNs2X21ACNEewI0AhiCTVOxGc0AmJcW/UNgWAOAuo4/YT0o5BgCM8eFMAHsax9wnhKjkWFJW1AG4Uko5AMBBAC4xniX7h0YEhe94GQxgnpRygZRyB4DnAJyScp1IOpwC4Anj8xMAvm/Z/qTMMAFAWyHEzinUj0SIlPIDAGtsm/22geMBvC2lXCOlXAvgbaiFOFLEOLQFJ04B8JyUcruU8msA85AZRziWlAlSymVSys+MzxsBzALQFewfGhUUvuOlK4DFlu9LjG2kvJEA3hJCTBFCXGxs6yylXGZ8Xg6gs/GZbaTx4LcNsG2UN782zAges2gs2RYaEUKIngAGApgI9g+NCgrfhETPYVLK/ZFZLrxECHGE9UeZCTHEMEONGLaBRs/9APoA2A/AMgB/S7U2JHGEEC0B/BvAZVLKDdbf2D+UPxS+42UpgO6W792MbaSMkVIuNf6uAPBfZJaMvzPNSYy/K4zd2UYaD37bANtGmSKl/E5KWS+lbADwMDJ9BMC20CgQQlQjI3g/LaX8j7GZ/UMjgsJ3vEwC0E8I0UsIUYOMI82rKdeJxIgQooUQopX5GcAwAF8g89xNb/TzALxifH4VwE8Mj/aDAKy3LD2S8sJvG3gTwDAhRDvDLGGYsY2UODa/jlOR6SOATFs4UwjRRAjRCxknu0/BsaRsEEIIAI8CmCWlvNPyE/uHRkRV2hUoZ6SUdUKIXyPzQlQCeExKOTPlapF46Qzgv5n+FVUAnpFSviGEmATgBSHEhQC+AfAjY/8xAE5ExrFqC4ALkq8yiRohxLMAjgLQQQixBJmoBKPgow1IKdcIIW5BRvACgJullLqOe6RIcGgLRwkh9kPGtGAhgJ8DgJRyphDiBQBfIhMV4xIpZb1xHo4l5cGhAH4MYIYQYqqx7Rqwf2hUMMMlIYQQQgghCUGzE0IIIYQQQhKCwjchhBBCCCEJQeGbEEIIIYSQhKDwTQghhBBCSEJQ+CaEEEIIISQhKHwTQkiZIYToIoR4TggxXwgxRQgxRghxsRDifynWaZwQYlBa5RNCSLFA4ZsQQsoII4nHfwGMk1L2kVIeAOBqZGLQE0IISRkK34QQUl4MBVArpXzA3CClnAZgPICWQoiXhBCzhRBPG4I6hBA3CCEmCSG+EEI8ZNk+TgjxJyHEp0KIr4QQhxvbzxdC/EcI8YYQYq4Q4s9mWUKIYUKIT4QQnwkhXhRCtEz06gkhpMih8E0IIeXFXgCmOPw2EMBlAAYA6I1Mtj0AuEdKeaCUci8AzQCcZDmmSko52DjuRsv2/QCcAWBvAGcIIboLIToAuA7AsVLK/QFMBnBFBNdECCFlA9PLE0JI4+FTKeUSADBSW/cE8CGAoUKI3wNoDqA9gJkAXjOO+Y/xd4qxv8lYKeV641xfAtgVQFtkBPuPDOV5DYBP4roYQggpRSh8E0JIeTETwOkOv223fK4HUCWEaArgPgCDpJSLhRA3AWiqOKYe+WNGwbkACABvSynPCl59Qggpb2h2Qggh5cW7AJoIIS42Nwgh9gFwuMP+pqC9yrDPdhLcdZgA4FAhRF+j3BZCiP4hzkcIIWUHhW9CCCkjpJQSwKkAjjVCDc4EcAeA5Q77rwPwMIAvALwJYFKIslcCOB/As0KI6ciYnOwe9HyEEFKOiEw/TQghhBBCCIkbar4JIYQQQghJCArfhBBCCCGEJASFb0IIIYQQQhKCwjchhBBCCCEJQeGbEEIIIYSQhKDwTQghhBBCSEJQ+CaEEEIIISQhKHwTQgghhBCSEP8P5JweaBveucwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weights = linear.layers[0].kernel[:,0].numpy()\n",
    "\n",
    "plt.subplots(figsize=(12,6))\n",
    "plt.plot(weights)\n",
    "plt.xlabel('Channel')\n",
    "plt.ylabel('Weight')\n",
    "\n",
    "plt.subplots(figsize=(12,6))\n",
    "plt.hist(weights,20)\n",
    "# plt.yscale('log')\n",
    "\n",
    "print(np.sum(weights>0.1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46ad75db",
   "metadata": {},
   "source": [
    "# Multistep Model Runs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b761b2d",
   "metadata": {},
   "source": [
    "# Retraining same model on different partitions of training, val, and test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d87cffc1",
   "metadata": {},
   "source": [
    "### Can I create a for loop to do this?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6c71a5fa",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-8d0651bbd4f4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mcross_val_training\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0mlinear_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeras\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"./saved_models/\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"linear_model_h5.h5\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/notebooks/das-to-discharge/cross_val_training.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     65\u001b[0m     \u001b[0;31m#Linear model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m     \u001b[0mhistory\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'linear_fold'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompile_and_fit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlinear\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmulti_step_window\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[0mval_performance\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Multistep_Linear_fold'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlinear\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmulti_step_window\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/notebooks/das-to-discharge/compile_fit.py\u001b[0m in \u001b[0;36mcompile_and_fit\u001b[0;34m(model, window, patience)\u001b[0m\n\u001b[1;32m     14\u001b[0m                 metrics=[tf.metrics.MeanAbsoluteError()])\n\u001b[1;32m     15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m     history = model.fit(window.train, epochs=MAX_EPOCHS,\n\u001b[0m\u001b[1;32m     17\u001b[0m                       \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwindow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m                       callbacks=[early_stopping])\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m   1169\u001b[0m           self._maybe_load_initial_epoch_from_ckpt(initial_epoch))\n\u001b[1;32m   1170\u001b[0m       \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1171\u001b[0;31m       \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterator\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menumerate_epochs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1172\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_metrics\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1173\u001b[0m         \u001b[0mcallbacks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_epoch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mepoch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/keras/engine/data_adapter.py\u001b[0m in \u001b[0;36menumerate_epochs\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1197\u001b[0m     \u001b[0;34m\"\"\"Yields `(epoch, tf.data.Iterator)`.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1198\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_truncate_execution_to_epoch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1199\u001b[0;31m       \u001b[0mdata_iterator\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1200\u001b[0m       \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_initial_epoch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_epochs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1201\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_insufficient_data\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# Set by `catch_stop_iteration`.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/dataset_ops.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    484\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecuting_eagerly\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minside_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    485\u001b[0m       \u001b[0;32mwith\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolocate_with\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_variant_tensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 486\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0miterator_ops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOwnedIterator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    487\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    488\u001b[0m       raise RuntimeError(\"__iter__() is only supported inside of tf.function \"\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/iterator_ops.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, dataset, components, element_spec)\u001b[0m\n\u001b[1;32m    694\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mcomponents\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0melement_spec\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    695\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merror_message\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 696\u001b[0;31m       \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_create_iterator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    697\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    698\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_create_iterator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/iterator_ops.py\u001b[0m in \u001b[0;36m_create_iterator\u001b[0;34m(self, dataset)\u001b[0m\n\u001b[1;32m    698\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_create_iterator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    699\u001b[0m     \u001b[0;31m# pylint: disable=protected-access\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 700\u001b[0;31m     \u001b[0mdataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_options\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    701\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    702\u001b[0m     \u001b[0;31m# Store dataset reference to ensure that dataset is alive when this iterator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/dataset_ops.py\u001b[0m in \u001b[0;36m_apply_options\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    459\u001b[0m           (options.experimental_optimization.apply_default_optimizations  # pylint: disable=g-bool-id-comparison\n\u001b[1;32m    460\u001b[0m            is not False)):\n\u001b[0;32m--> 461\u001b[0;31m       dataset = _OptimizeDataset(dataset, graph_rewrites.enabled,\n\u001b[0m\u001b[1;32m    462\u001b[0m                                  \u001b[0mgraph_rewrites\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisabled\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    463\u001b[0m                                  graph_rewrites.default, graph_rewrite_configs)\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/dataset_ops.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, input_dataset, optimizations_enabled, optimizations_disabled, optimizations_default, optimization_configs)\u001b[0m\n\u001b[1;32m   4888\u001b[0m         argument_dtype=dtypes.string)\n\u001b[1;32m   4889\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4890\u001b[0;31m     variant_tensor = gen_dataset_ops.optimize_dataset_v2(\n\u001b[0m\u001b[1;32m   4891\u001b[0m         \u001b[0minput_dataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_variant_tensor\u001b[0m\u001b[0;34m,\u001b[0m  \u001b[0;31m# pylint: disable=protected-access\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4892\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_optimizations_enabled\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/ops/gen_dataset_ops.py\u001b[0m in \u001b[0;36moptimize_dataset_v2\u001b[0;34m(input_dataset, optimizations_enabled, optimizations_disabled, optimizations_default, output_types, output_shapes, optimization_configs, name)\u001b[0m\n\u001b[1;32m   4168\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0mtld\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_eager\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4169\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4170\u001b[0;31m       _result = pywrap_tfe.TFE_Py_FastPathExecute(\n\u001b[0m\u001b[1;32m   4171\u001b[0m         \u001b[0m_ctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"OptimizeDatasetV2\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput_dataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptimizations_enabled\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4172\u001b[0m         \u001b[0moptimizations_disabled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptimizations_default\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"output_types\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x1008 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "import seaborn as sns\n",
    "import os\n",
    "\n",
    "linear_model = tf.keras.models.load_model(os.path.join(\"./saved_models/\",\"linear_model_h5.h5\"))\n",
    "lstm_model = tf.keras.models.load_model(os.path.join(\"./saved_models/\",\"lstm_model_h5.h5\"))\n",
    "dnn_model = tf.keras.models.load_model(os.path.join(\"./saved_models/\",\"dnn_model_h5.h5\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "577cd68e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Multistep_Linear_fold1_loss': [0.2469482421875, 0.1284521222114563, 0.1327584981918335], 'Multistep_Linear_fold1_val_loss': [0.46358636021614075, 0.3980445861816406, 0.4501346945762634], 'DNN_fold1_loss': [0.07536131888628006, 0.0269432682543993, 0.024700790643692017], 'DNN_fold1_val_loss': [0.591347336769104, 0.3530156910419464, 0.3357813060283661], 'LSTM_fold1_loss': [0.04532399773597717, 0.01811307482421398, 0.009123037569224834], 'LSTM_fold1_val_loss': [0.3099527359008789, 0.430936723947525, 0.4823187291622162]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "losses = pickle.load( open( \"history_losses/history_losses_02_11_2021_13_22.pkl\", \"rb\" ) )\n",
    "print(losses)\n",
    "plt.plot(losses['Multistep_Linear_fold1_loss'])\n",
    "plt.plot(losses['Multistep_Linear_fold1_val_loss'])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b273c333",
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "\n",
    "losses = pickle.load( open( \"history_losses/history_losses_02_11_2021_20_11.pkl\", \"rb\" ) )\n",
    "\n",
    "now = datetime.now()\n",
    "dt_string = now.strftime(\"%d_%m_%Y_%H_%M\")\n",
    "\n",
    "fig = plt.figure(figsize=(12, 28), facecolor='w', edgecolor='k')\n",
    "a = 1\n",
    "\n",
    "\n",
    "for k in range(1,8):\n",
    "\n",
    "    #Linear model\n",
    "    \n",
    "    plt.subplot(7, 3, a)\n",
    "    plt.clf\n",
    "    plt.plot(losses['Multistep_Linear_fold'+str(k)+'_loss'], label='loss')\n",
    "    plt.plot(losses['Multistep_Linear_fold'+str(k)+'_val_loss'], label='val_loss')\n",
    "    plt.ylim([0, 1])\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Error')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.title(\"Loss Curve Linear, fold: \"+str(k))\n",
    "    a += 1\n",
    "    \n",
    "    #DNN model\n",
    "    \n",
    "    plt.subplot(7, 3, a)\n",
    "    plt.clf\n",
    "    plt.plot(losses['DNN_fold'+str(k)+'_loss'], label='loss')\n",
    "    plt.plot(losses['DNN_fold'+str(k)+'_val_loss'], label='val_loss')\n",
    "    plt.ylim([0, 1])\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Error')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.title(\"Loss Curve DNN, fold: \"+str(k))\n",
    "    a += 1\n",
    "                \n",
    "    #LSTM model\n",
    "    \n",
    "    plt.subplot(7, 3, a)\n",
    "    plt.clf\n",
    "    plt.plot(losses['LSTM_fold'+str(k)+'_loss'], label='loss')\n",
    "    plt.plot(losses['LSTM_fold'+str(k)+'_val_loss'], label='val_loss')\n",
    "    plt.ylim([0, 1])\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Error')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.title(\"Loss Curve LSTM, fold: \"+str(k))\n",
    "    a += 1\n",
    "    \n",
    "    k+=1\n",
    "    \n",
    "    if k == 8: break\n",
    "plt.tight_layout()\n",
    "#plt.savefig(\"loss_curves/loss_curves_02_11_2021_20_11.png\", dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52794f85",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0099841",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "bda27b17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm (LSTM)                  (None, 200, 32)           299648    \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 200, 1)            33        \n",
      "=================================================================\n",
      "Total params: 299,681\n",
      "Trainable params: 299,681\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "import seaborn as sns\n",
    "import os\n",
    "from d2d import *\n",
    "\n",
    "lstm_model = tf.keras.models.load_model(os.path.join(\"./saved_models/\",\"lstm_model_h5_02_11_2021_20_11.h5\"))\n",
    "lstm_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "58821d6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>2487</th>\n",
       "      <th>2488</th>\n",
       "      <th>2489</th>\n",
       "      <th>2490</th>\n",
       "      <th>2491</th>\n",
       "      <th>2492</th>\n",
       "      <th>2493</th>\n",
       "      <th>2494</th>\n",
       "      <th>2495</th>\n",
       "      <th>Discharge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1737.318436</td>\n",
       "      <td>1932.321258</td>\n",
       "      <td>1788.269101</td>\n",
       "      <td>3706.977556</td>\n",
       "      <td>1831.756626</td>\n",
       "      <td>1768.674227</td>\n",
       "      <td>1908.850695</td>\n",
       "      <td>3690.341997</td>\n",
       "      <td>1804.145150</td>\n",
       "      <td>2437.436803</td>\n",
       "      <td>...</td>\n",
       "      <td>3603.932847</td>\n",
       "      <td>2066.070800</td>\n",
       "      <td>2215.669390</td>\n",
       "      <td>1881.772352</td>\n",
       "      <td>3990.883595</td>\n",
       "      <td>1584.965970</td>\n",
       "      <td>1787.281257</td>\n",
       "      <td>1862.912440</td>\n",
       "      <td>4160.545583</td>\n",
       "      <td>9.947179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8161.349279</td>\n",
       "      <td>8245.783723</td>\n",
       "      <td>8118.189935</td>\n",
       "      <td>528.834231</td>\n",
       "      <td>468.890511</td>\n",
       "      <td>714.714310</td>\n",
       "      <td>728.051775</td>\n",
       "      <td>158.440806</td>\n",
       "      <td>82.719811</td>\n",
       "      <td>116.949415</td>\n",
       "      <td>...</td>\n",
       "      <td>8238.452283</td>\n",
       "      <td>8204.901437</td>\n",
       "      <td>8194.671705</td>\n",
       "      <td>8228.769841</td>\n",
       "      <td>8211.066134</td>\n",
       "      <td>8229.370787</td>\n",
       "      <td>8218.436955</td>\n",
       "      <td>8210.143402</td>\n",
       "      <td>8178.032001</td>\n",
       "      <td>9.934657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8242.942236</td>\n",
       "      <td>8205.640252</td>\n",
       "      <td>8093.980026</td>\n",
       "      <td>510.832905</td>\n",
       "      <td>451.884623</td>\n",
       "      <td>709.510655</td>\n",
       "      <td>709.932307</td>\n",
       "      <td>153.715844</td>\n",
       "      <td>83.404382</td>\n",
       "      <td>116.112236</td>\n",
       "      <td>...</td>\n",
       "      <td>8184.500407</td>\n",
       "      <td>8221.490571</td>\n",
       "      <td>8202.429647</td>\n",
       "      <td>8194.927561</td>\n",
       "      <td>8197.675324</td>\n",
       "      <td>8188.718827</td>\n",
       "      <td>8189.658071</td>\n",
       "      <td>8225.017259</td>\n",
       "      <td>8163.918322</td>\n",
       "      <td>9.929290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8159.780047</td>\n",
       "      <td>8196.654224</td>\n",
       "      <td>8113.873839</td>\n",
       "      <td>489.734947</td>\n",
       "      <td>438.657688</td>\n",
       "      <td>690.418208</td>\n",
       "      <td>701.896139</td>\n",
       "      <td>158.058233</td>\n",
       "      <td>83.003254</td>\n",
       "      <td>112.787627</td>\n",
       "      <td>...</td>\n",
       "      <td>8173.860868</td>\n",
       "      <td>8156.187127</td>\n",
       "      <td>8151.113841</td>\n",
       "      <td>8235.843141</td>\n",
       "      <td>8145.360321</td>\n",
       "      <td>8192.392266</td>\n",
       "      <td>8169.275389</td>\n",
       "      <td>8129.926491</td>\n",
       "      <td>8161.652382</td>\n",
       "      <td>9.923923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8198.498465</td>\n",
       "      <td>8161.470921</td>\n",
       "      <td>8120.452338</td>\n",
       "      <td>521.425978</td>\n",
       "      <td>444.272741</td>\n",
       "      <td>689.710217</td>\n",
       "      <td>695.164917</td>\n",
       "      <td>160.246640</td>\n",
       "      <td>84.054029</td>\n",
       "      <td>111.125592</td>\n",
       "      <td>...</td>\n",
       "      <td>8198.827286</td>\n",
       "      <td>8234.815465</td>\n",
       "      <td>8219.987333</td>\n",
       "      <td>8140.961605</td>\n",
       "      <td>8193.517740</td>\n",
       "      <td>8157.154485</td>\n",
       "      <td>8241.648596</td>\n",
       "      <td>8229.194191</td>\n",
       "      <td>8234.212679</td>\n",
       "      <td>9.918557</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 2497 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0            1            2            3            4  \\\n",
       "0  1737.318436  1932.321258  1788.269101  3706.977556  1831.756626   \n",
       "1  8161.349279  8245.783723  8118.189935   528.834231   468.890511   \n",
       "2  8242.942236  8205.640252  8093.980026   510.832905   451.884623   \n",
       "3  8159.780047  8196.654224  8113.873839   489.734947   438.657688   \n",
       "4  8198.498465  8161.470921  8120.452338   521.425978   444.272741   \n",
       "\n",
       "             5            6            7            8            9  ...  \\\n",
       "0  1768.674227  1908.850695  3690.341997  1804.145150  2437.436803  ...   \n",
       "1   714.714310   728.051775   158.440806    82.719811   116.949415  ...   \n",
       "2   709.510655   709.932307   153.715844    83.404382   116.112236  ...   \n",
       "3   690.418208   701.896139   158.058233    83.003254   112.787627  ...   \n",
       "4   689.710217   695.164917   160.246640    84.054029   111.125592  ...   \n",
       "\n",
       "          2487         2488         2489         2490         2491  \\\n",
       "0  3603.932847  2066.070800  2215.669390  1881.772352  3990.883595   \n",
       "1  8238.452283  8204.901437  8194.671705  8228.769841  8211.066134   \n",
       "2  8184.500407  8221.490571  8202.429647  8194.927561  8197.675324   \n",
       "3  8173.860868  8156.187127  8151.113841  8235.843141  8145.360321   \n",
       "4  8198.827286  8234.815465  8219.987333  8140.961605  8193.517740   \n",
       "\n",
       "          2492         2493         2494         2495  Discharge  \n",
       "0  1584.965970  1787.281257  1862.912440  4160.545583   9.947179  \n",
       "1  8229.370787  8218.436955  8210.143402  8178.032001   9.934657  \n",
       "2  8188.718827  8189.658071  8225.017259  8163.918322   9.929290  \n",
       "3  8192.392266  8169.275389  8129.926491  8161.652382   9.923923  \n",
       "4  8157.154485  8241.648596  8229.194191  8234.212679   9.918557  \n",
       "\n",
       "[5 rows x 2497 columns]"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filename = \"/data/fast0/datasets/Rhone_data_continuous.h5\"\n",
    "f = h5py.File(filename, 'r')\n",
    "\n",
    "das_data_all = f['DAS Data'][:]\n",
    "discharge = f['Discharge'][:]\n",
    "\n",
    "df_all_chan = pd.DataFrame(das_data_all)\n",
    "df_all_chan['Discharge'] = discharge\n",
    "df_all_chan.head()\n",
    "\n",
    "# n = 10000  #chunk row size\n",
    "# list_df = [df_all_chan[i:i+n] for i in range(0,df_all_chan.shape[0],n)]\n",
    "# input_columns = [0,2307]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "f0b13e85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              0            1            2            3            4     \\\n",
      "0      1737.318436  1932.321258  1788.269101  3706.977556  1831.756626   \n",
      "1      8161.349279  8245.783723  8118.189935   528.834231   468.890511   \n",
      "2      8242.942236  8205.640252  8093.980026   510.832905   451.884623   \n",
      "3      8159.780047  8196.654224  8113.873839   489.734947   438.657688   \n",
      "4      8198.498465  8161.470921  8120.452338   521.425978   444.272741   \n",
      "...            ...          ...          ...          ...          ...   \n",
      "62740  8250.132344  8239.956853  8120.606117   709.708516   524.745767   \n",
      "62741  8305.046581  8215.717055  8123.947165   713.983575   522.460494   \n",
      "62742  8233.246034  8212.890322  8126.486773   712.414299   520.468924   \n",
      "62743  8230.088927  8237.590610  8188.620285   705.487651   523.552127   \n",
      "62744  8239.219826  8239.446778  8196.757919   708.246663   517.864826   \n",
      "\n",
      "              5            6            7            8            9     ...  \\\n",
      "0      1768.674227  1908.850695  3690.341997  1804.145150  2437.436803  ...   \n",
      "1       714.714310   728.051775   158.440806    82.719811   116.949415  ...   \n",
      "2       709.510655   709.932307   153.715844    83.404382   116.112236  ...   \n",
      "3       690.418208   701.896139   158.058233    83.003254   112.787627  ...   \n",
      "4       689.710217   695.164917   160.246640    84.054029   111.125592  ...   \n",
      "...            ...          ...          ...          ...          ...  ...   \n",
      "62740   837.184738   489.648388    74.456188    99.460249    91.911794  ...   \n",
      "62741   877.141941   504.369225    73.276914    98.030764    95.958327  ...   \n",
      "62742   892.210041   495.762205    72.542053    97.112611    98.886336  ...   \n",
      "62743   904.283215   506.508453    72.315307    96.342666   101.163440  ...   \n",
      "62744  1360.027903   722.912429    78.441467   101.056366   108.332819  ...   \n",
      "\n",
      "              2298         2299         2300         2301         2302  \\\n",
      "0      2162.967668  3847.828158  1249.942346  1628.142365  1388.361508   \n",
      "1       131.665091   142.532323   150.834571   123.250453   135.899355   \n",
      "2       115.878930   132.689906   134.420139   119.565518   145.262645   \n",
      "3       198.126789   136.327591   125.950056   128.911605   111.423758   \n",
      "4       121.381210   114.031966   152.695216   104.865114   101.965182   \n",
      "...            ...          ...          ...          ...          ...   \n",
      "62740   132.198235   139.360873   150.860021   130.409133   121.074380   \n",
      "62741   131.999479   133.306667   153.287040   129.804365   118.864036   \n",
      "62742   128.390784   140.498110   149.963778   130.766772   121.350905   \n",
      "62743   134.976780   133.932212   155.348367   129.026248   123.304451   \n",
      "62744   138.765864   140.001215   156.562000   128.471761   124.297214   \n",
      "\n",
      "              2303         2304         2305         2306         2307  \n",
      "0      3962.355439  1707.658962  1670.610768  1627.522353  4613.184529  \n",
      "1       191.455892   160.672213   826.957593   702.557430   939.140337  \n",
      "2       159.343161   139.579193   813.377880   678.125122   914.316314  \n",
      "3       174.320220   158.124585   846.814195   679.725450   896.440767  \n",
      "4       154.163829   139.467247   951.896995   662.910856   887.748358  \n",
      "...            ...          ...          ...          ...          ...  \n",
      "62740   152.365327   112.145697   352.350124   683.130617   792.592854  \n",
      "62741   155.669559   110.800377   358.242600   674.725619   799.040331  \n",
      "62742   157.899110    99.809476   350.228821   672.694259   801.766226  \n",
      "62743   160.374851   101.251426   300.382900   667.080239   827.023908  \n",
      "62744   174.042650   103.971356   316.833623   696.607172   809.480864  \n",
      "\n",
      "[62745 rows x 2308 columns]\n"
     ]
    }
   ],
   "source": [
    "das_input = df_all_chan.loc[0:62999, 0:2307]\n",
    "print(das_input)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "8340e21c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[-0.12126747]\n",
      "  [-0.66449094]\n",
      "  [-0.6566214 ]\n",
      "  ...\n",
      "  [ 0.6623517 ]\n",
      "  [ 0.27706033]\n",
      "  [ 0.51188487]]]\n"
     ]
    }
   ],
   "source": [
    "pred_mean = das_input.mean()\n",
    "pred_std = das_input.std()\n",
    "\n",
    "das_pred_input = (das_input - pred_mean) / pred_std\n",
    "x = np.expand_dims(np.array(das_pred_input), axis=0)\n",
    "pred = lstm_model.predict(x)\n",
    "print(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "6ce6be53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.19986219 -0.20382871 -0.20552865 ... -0.41655544 -0.41675342\n",
      " -0.41695139]\n"
     ]
    }
   ],
   "source": [
    "dis_true = discharge[0:62999]\n",
    "dis_mean = discharge.mean()\n",
    "dis_std = discharge.std()\n",
    "dis_norm_true = (dis_true - dis_mean)/dis_std\n",
    "print(dis_norm_true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "fdacdd34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10.195301  8.480357  8.505201 ... 12.669168 11.452812 12.194148]\n",
      "[9.94717889 9.93465667 9.92929    ... 9.26308333 9.26245833 9.26183333]\n"
     ]
    }
   ],
   "source": [
    "pred_true = np.squeeze(( pred * dis_std ) + dis_mean)\n",
    "print(pred_true)\n",
    "print(dis_true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "42e8d578",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time Steps')"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iXI+ULjXwk8+PrM0UWW+kyJuqQoIF8nsdMY+tgGY2tTdnP2aZjA3dEo1tZjVbIMVa0RqnBgPz5OZOjtc6gliDBYYaBqd9/mdWQMPupMnyOcrnzJeK7fO4bpy+PfYtA4Ka+rS8xW7L28/FZt0nWIqA41R/5PwrTwHCaRYULJDxkKgV4zFzx9uDBbZlO3fZXWPI4TkLgGCcZQEAAKTQ2iKCBbR18fdvu/WxxN8PAAAgNdqb0kf/OPz5p26X/vCl0oMfim+bAAAAAETTsxWG706apzpMklQ/bH7KrAkmWSy8CwsW2F/U5XK0T5UCAicabne/uOe0MbAPAAAgLaxNwBEnuk4r0W8ZmynWKPpPlXLAhF2VaBwfJ6SZLf3BAvbrTKbFG9Uapoc3Itbe+bw0hAeEW+yumeGiqrXJ+tLPfT+PwYsDewM4k+UzJuL57Z66s3/WjbKeT/V8Saztxy8k5GldKQwW6NuDBUaPU7UyLZWLsB3QNL+IPookWe9D7cj+PWp623G86vqqyf5zAyC/+BQEAABIoUUk7R11FPwBAICCuvvtUn/O861uU/rLfxN0owoAAADAHHq2Quk8T5o3qwU0kKexYHBOIUWwnTw3fBibM6RLRX1v+vgjcW8NAADAYvSM9wjK0Yr8p00sbnrbNMGS80GhWEhGNaQBo8z16DghzWzpDxawN3UTLGBUtV271l1XpZBAkKxiH5xfxfY5PTyJOJ/BAiGTwGlNyhTjPh/HeWlFtsCK0enyiEfTOOVcktZdCu8TGI9TA+80GDlOuSwmJ2eQNWRPklZlP7dJkxXj9u8E3MtsBfwsr80IEwdQLJy9AwAApIz3XqvGpL22t19QHnVb5ucAAADkwm1viud1Nu6XPvE38bwWAAAAgGh6tqIXggWGBEymPzSjYDCLZXfWIti2r8gfKDiMc4uWLCBYoOF2fw5vvPdM3FsDAACwGNYGzIgTXacNvt4OaKZoUPS/dIMLzaLWCbuSpBJNu+Oc92v2J+2cj39D4kRTd/Jq9v2mUI1TAftghzWz/aq20JOVofWlXAYLeFsDuESwQOZEPL/dE0ewgPV8qjdjn3rZ86+eZ3MKy6ukTW875q2nMYDYGCwwa39CcnYULahv2KrL9nncijHgesfbv0chgQ1rxv4UAPnGJyMAAEAKWS/cHvbHze9xRAQLAACAAhoMpDveHN/r3fnW+F4LAAAAwGzGyaIUSQ+pHzI/JY+NTHXjpJjch1PU7IETe80ZpVwlLAAAgEIxXleoHK3I309JFgiaJuja+tMP3j/1dZGsu0/t1tZUZZ/crFLOryUCbcnWyCZJaqc8WGBgb7bs+uSnMOfqki0gFC9K/V1ujq7WzzVJHcIt9jM2Wa+4S+tL/Tx+Tg8IFsi9iu3c1Dp9e+xbyrZf9TX9s/I51xydY2uKzXo+9oSV+YMlYmc8/xrdnw6t8Dm4KF4lbRsb51djOOYsk/WYGRK+0PQhawz5u+cHIBxn7wAAACm05myL/Y/4E+b3OOqa5ucAAABk3sMfkZon43u9U7fF91oAAAAAZuvb1k7bnkaOiwIayBtu+iSiLA5ks07XGhcskKfejJDmjL3AiVx9HwAAQLEYryuiNhtOOz/e9vZpgqtq60f/+hZ98+9+UNsde4Mf5vfO209Jsk/YlSSVkm8cz6Jt1dX3xquJ9mYyGxOXfkCwAE3dNtWAYIEiNU717c137IMjKrYm2+GGwUEWF8hmMQYLDLyTn9CalKuQkzyp2hpS68bp2+OUjcEC0ybMr1RL+uKnXz7vJhXWlrcd8xqafp9gKYzHqe5IsMBXX/+EOLcGM2wbG+etAxrTZhEB1yHhhXkMEwcQjmABAACAFLIm1W1qVZvGhZ5jSvlNNwAAgCTc/qZ4X695Kt7XAwAAADCdcQJb7qfNW5TKUnXN9JRDMwoGsziRzVoE2w6YFJMpIVMfL4QjOyrDAQBAVvWMDZjlaOeEfsrs65bswQJrF4r+33XHKf3iWwg6XoY/+eD9kqSKCwh2KBW3affFz3zclK8685Tc9AcL0NSduJptPUOK1pCWwWWN8QL2wQ5hnPsZm6xrQ8GVWVwfm2nQMz18WgM4UqpiDBYwhrWOfUtjUNPohPlhP/ZVz9Q1x+2fDdhlPRdb862EtmQOxuPU6P7E0vZiWZvgV4wDGtOkpIHqzrZ/7gTchwpaY8jw9xVA/DiDBwAASBmvSzeHo2qprg1vmzZ11DVNjwcAAMiF2+IOFjiZo4oTAAAAIAN6trXTDsEC+9UPmR6ex+kl1iLY9phC+1w11Nds9xakS/tFKUffBgAAUDB9YzF9JVrB/rSBxfMW/f/ue+7RLQ+eM78G5jO4cA+oYpywK0kqF/d69LlXH5369U0ZGwHb58M3ZhH69mbLzgKCBXJ1CzMkFC+HaxoTGYM4JalNuMV+FVuT7Yq7FOaw07U1S2eCsWF3MKUtKU/LaLmyhGCBsvF8qjclWOBfvfC6eTen0KyD7FIZLGA8/yIAZbl2vK1xPkpAVFrVjcMlJalt/P5IUsvbjuNSwc6PAczEJyMAAEAKrRoT4Vq+rg3ZbqAc0Zbp8QAAAJl37kHp0Vvifc3ejtThvAoAAABYGGOhdJtggf2MTeTrbnvq17PYpGAtgs19OMUczRklKsMBAEBW9YyF/uVooQB+yglySNH/6lAzhffSu+48aX4NzGfvnzQoWKBU3Kbdb/6cJ+pxhyb/3Fib2dTenHOLEhYQLNClqdumGnDtGqH+LoPLGuOxD86vapykPNQ0+J47T8W9NcvnbWEJ0xrAkVIRg7P27DbKznfUrDjbftWf0u5WIvF0Lk3j9Pg1Tb9PsBTGAJQen3tLZQ3aWw1ozk+LlYBt35E9WMD6cyxJjQwHNgCIH8ECAAAAKWRN2ttRXRveVhB61NEABwAACub2NyXzuk0K+QAAAICFsQYLjJk2X2j1Q6aHr88sGMxeCb51WkzuwynKNXW9rfi74XaDBcgVAAAAmdU3FtNXZhf5f+Lhc/qm3/ngxK9bGykkqTEyTfCWB8+ZXwPzGVxIFiBYwObIWlU/99LrJ14zbClvwQL25qGe8TosRLuXoynqtTXzU1aL1Dhl/VxTAYIUrYzT24ebBj91LofTf40NuwPakrKnYvssLjuvasj50PBrGJ+/iM/Kotoyhjyt+VZCWzKHgW1/mhZUgeRtW4MFjAMa08Qabi2FBQtYv6dStr+vAOLHJyMAAEDaeG9O2muprnMyBguoaXo8AABA5t3+5mRet5nDCQQAAABAWvVshboUSY8wBgvsNZBPMmUga2rVna2oK/fBAs6Zm9zWLjS4lUgWAAAAWWUMLFN58vlStz/QL//d7frqX3u37jk1uQ4jJFhgtOj/jR9/xPwamA/BAuH+0TOv0F9+5+eM/dqmNzaJ75yPYYsSFBAssIhp8R+453Ti77EwNVtdnHQwnCXXrJ9rkjq+2MeoA4KCBTK4MBaVsWG3R1tS9lTs56bWwNYDb2k8n6IRPDnWkKeGnxVAvAQD2zo/QRXLte2NwQIZDohacfZj5U5ASHrT+D2VCnZ+DGAmzrQAAABSpjzoqORsi84tX9eGb5iec8RtmR4PAACQaZ2mdPc7knnt5slkXhcAAADAQcZi/dw3hVsZC/HXNb1gMJPBAsZpMe0xBV1566dvylY839hrcMvZ9wEAABSItQGzMnl64K++9Xb92tvumPkS1kYKSVrLcDNF3gQFC5S5Hn3+dcd11dGDjWvWZja10x4sYJ9K2llAsMAnP5Xy75tF1RhGIWktwkRWn8WFjXEC9sFFhFtkStU+vT3osyErBj3Tw2kAzyBjmIYUNoV7WFkD0+N7ohE8KZvGc7FV7ZgDRxJnPE4d3J9Y3F6kbU2+ph4ny9fCKwHHyh3j90eSWsb7OtKl0GgAkAgWAAAASJ3awJ7suK26NmQrCD3stlWRbWEFAAAgs+5+h9RP6KYDwQIAAADA4vRsRS8EC4yoHzI9vOGmf799BiezmYMFAgq6sqblbQVoe8VnpbwlLAAAgOKw3i8ojw8FuPnBDf36DXdFeomWCBbIIneh4SioebRE064krVQPlqpveWuwwGZMW5MQ48RciaZus5o9WCDKpNvtTsqaJEMF3AfvsGa2X0CT9cqc09tTzVsny9MAnjkV+7npvMEC1vMp9qvkmM/FpPSdjxlDdQiqWK5t4/XwvMebZQo5PwgJFmirqr633aOJErwFoDgIFgAAAEiZ6sCeBretus56W7CAJB1R0/wcAACATLr9jcm9NsECAAAAwOIYJ4t2xkybL7S6bR15XdODcLM42K9mDhY4uA+5nE0zsja57TW4DQYZ3AEAAAAkqWcs9K+ML/L/sxsfiPwSIY0CqxT9p0bFESwQJ+uUXLU3030B2rc3D9HcZlRtmJ8yKyxRkm57JGVNkqGM62WS1CbcYr+qvck2ZCJxZhgnk3NMy6CQMA03X5hGWQPT43u0uyVmS/bAntQFCxiPU332p4W5bP3gtW/beK+u7rL7GRtyrAwLSXdqKiw0GgAkggUAAABSpxYQLNDydZ2TPVjgqNsyPwcAACBzBgPp9rck9/rNU8m9NgAAAID9jIXSYcU4OVYLCRaY3LyR4raOiawFaUXYh1rW4rMLzRmvv+VTSWwOAABA8qyTncvjg5huefBc5JfwKqnlbYFODYr+U8M6YVcSwQIXbLV7B/5u0xub2QZdqZfinwfjxFxJ6tKEa1OuTDwWT7Kq2cf6nV7Az3YaBe2DHKP2CZjePm+TdaoNDh67pz58ysTkvAV05kbVHiww7wRx6/lUn8/KxGx5e5hK+oIFbMcpzr0W6eBx33qfpa79n7GPnEvxtcCIFdnPD3a8PYhQst/bYY0BwDCuCAEAAFKmMpg+AWqcbdXV8vaFviNqmp8DAACQOZ/6mLT1SHKv3zyZ3GsDAAAA2I9ggfnUD5seXnED1dVVe8J01TQPjJzEWgA7bpKOy1k9dNN4f4HiMwAAkHk9Y6H/hGbDWx6KHiwgSU3VtRah0XVPlKZYJGvv3N86YXf3SVyPStKj5w/ux1sKbGYLmCi+EH3bMaXry/ILmA2Yu2be2pq0Hf24GOV4m5vvkTUwR1LHMDn4M689an79zKnYjy+jTY+5YpwE3pvSsOszGU1aAJXFBwuUjcECPeboJmYz9FwsTQa2/ZGgikU6eNzfmXCPaZKVkePNi37ubZKkb/28J+k/vvhpOrKa3mutkPMD6/dnT8vXx+U4TLTqWGMAcAlnWgAAAClTCwgWaKmuDd8wP++o2zI/BwAAIHNuf3Oyr0+wAAAAALA4xgmFBAuMqK+bn7Iu+5p1mpmDBQqwD7Vkm8q3NhQsMBhQHA4AADLI2oBZDivyH7XtjeddFP2nRlW2iaiSpBKz3yYJDhZIK+O0+EVNis9dM2/Ntqax5mavIXX6AaEhaWQNzJHUMeyHX/2cK82vnzkB09tDJhJnhnES+GBKW1JuAjzyZkJw1jTzBgtUnO2YSyN4crZ8Ds7FYgxAQbzGBVJb77PUXVfjAgp+9z336Mt/5R16z52nArcueSHnB8HBAiI0GkA4ggUWyDl32Dl3jXPuGc655zvnvsA596XOuRc65653zj3ZOXeFc45/FwAACqw6sF+0bfu6NmQvCD0qggUAAEAB3P7GZF+/md6bFQAAAECu9HuStxWLWaavFUL9kPkp625ysEAWmxTswQIHC7ryVg7d9Mbis6EGt0fOU4gGAAAyZjAwN8uFNF6NYy36jzJtG4tRVkDzMcECE20GNbOdj39D4mIOFqCxLUh1zfTwqMdQP677LWv69gY2S8BF3tZBxqrYj0vzNlmnmnENdlrDrivEDpRBFXuYRt3NF6ZRlnG/8rRVJSUs5Cll52LGa7qe5/xrUcadWbUD7tVN+px99Hxb3/mHH9bDG+kMxd4NRbAZdx8qiqZ1jYHwQgBDWLWKmXOuLOl6SZ8t6dmSnijpugu/Dkd8mb5z7iFJ90q6T9Kdkj4s6UbvPZXqAADkXC0kWEB1nfP2YIFjjmABAACQc+cflj51U7Lv0TyZ7OsDAAAA2GWdKqpiTJs3MU73k6T1aRNMMld7781FXUXYh657wuWS4dJ2jak2AAAgywKuK1QOK/IftS1bQMEq512pUTU2wkkiWGCKTdkaxCVJOylrZhtmbOq2NHRjSK1henjUiawPnt3WNccD9sk0SXjN7OpjAQ2oWVO1N1mvuE4G18YiMk4CHzDvNHsCggVCpnDve0tjUFOfIJ7EbAYFC2zGvyHzMAY79TlOLcy40KaQ+yx1dSc23G+2e/ovf3OLfu/fvMD8ukkLOVbu+LA1h21vW2Pg3g6AYaxMzMk5V5f0JZK+QtILJX2GdGD115qzVtFuEMG1Y97vAUk3SnqHpDd67+8yvjYAAEi5at9+0dZSXRuyF4QeIVgAAADk3e1vTv49Wqd3b6yXuKkJAAAAJKpHsMDc6iHBApOnvmStdjpkklzIJJ2sOXH8uDFYoC2ngTzFmAAAIIsCritUsRXrT9KyFv0zTXDp9op/rRN2d5+U/2uJUFs+B81sw4yNbQQLBDIGC6xGPIbe8tC57AcL9OwNbJb98Auedrn59TOnYj8uzdtknWrGYIEea0TZExAsELK2Osx6PtWbECzwhCP2bcd+uTgXG/RMD+f8a3F6/XHBAvbG+bo6kiaf/91w20lt7nR1aCVd111BwQKB9zKbxvDCNbHGAOASzuADOOeuds59t3Pu9ZLOSHq9pO/VbrDAinbXEod/Sbs1FdZfo6/jtBs28FJJr5B0u3PudufcK5xzX+6c498TAIAcqA0mF2lO0vJ1dVXRlrctmB1V0/xeAAAAmRISLHDF9bbH+4HUOmN/HwAAAAA2AQ1AnQjFOM4aE59l9cPmpzTclGCBMZNn0iwoWGDMPpS3faZsDJwoOX+xOC5v3wsAAFAAxsnikoIar8ZpUfSfWVUXECxQonlpkq08TMkdZjyudP1iwsqdeS5eyhmDBRoRj6H/5x05mPFn3Ad7vmSaML9aK0DAfkCIUL6DBWwNu0yWz6CAfb7u5gsWqGhgevykCfMve/7Vc20HpGYezsWMASiT9ifErzs4+LMeEgIe5ZjziYfPm183aSsB96F2AoIXJKll7BtpOPvwSwD5xSdjRM65NefcNzvn3irpXkm/Juklkla1v/F/UkiAND4oYNyvPVECB54q6T9IeqOkh51zv+yc+8zYvwEAAGBhqgP7RdvOhZvPG7IV/x11W+b3AgAAyIzutnT3223PcWXpuf/c/l5Nw2hHAAAAAGF69rXTIkybN6nZ1pAlaV35KTSKK1ggb7advZA0aoMGAABA6gQElqkcVuQ/qiVb0f9ajs7Fs848YdeXSOGaYjMPU3KHDWzXmkzMDWQMFliNeAy96cFzIVuTLsZggShBnIVTtR+Xch0s4ONr2OXTMKUCgrNC1laHWc+nJu1XL/70K+baDuyei+xY752k7VzMeP7VGwlA4VQ9Od3+wUDqtrdfU0c55vzOu+8xv27SVpzt/KDv3YH9MyrCCwHMg2CBGZxzn+2c+wNJj0r6PUlfot3v26QgAWl2YMDMt53xGpOCBh4n6T9KutE5d4tz7vucc4fs/9cAAGCZagHBAnsXhue87QbKUREsAAAAcuy+90i9yZM1x7r2RdJlT7e/F8ECAAAAQPICGoCiNIX7gzVO+WWcTC9J627ydVXWvnUhU7XG7UMuZ1WH7ZK9kHjtwmSbQv38AACAfDA2X0oKmug6TsvbXmfVUfS/bHvn/hVzIxyTm6fZ1Jr9Se0UN3/3CRZYiKptv2kU6RhqXDPrsA8eFNJkPef09lSLcRI4S0cpFXB+O2+wAOdT6bIpY6BKO2WT4Qc908NDG7dh1x+MCRYICDWKEuBzbjt9n8XW4KEd1RQawxMWXsgnM4BdBAuM4XZ9vXPu3ZLeL+lfSmpofJiANDtAYDQIIOqvsZs35r3GhQw8S9IvSXrQOffLzrknGr8NAABgSarGYIGOKvJud8Fjw9uKQo+4punxAAAAmfLwx+zPefpLpMZl9ucRLAAAAAAkr2cPZaVQekTdnkvf0JRggYzVH9UDJsmFTNLJmqNHjpmf07gw+fG+0624NwcAACBZAYFlKsdzTrjNNMHMsjbCdWlcmmpHNfW8sYQ9bVNyhxkDSxa1f/i8NQ3VbHVxa7KvI2WWeR9kveyAqrHBVvbGwUwxNuz2rcd0LN8S9vmyBqbH92h3S9SWtwYLpOxcjGCB1PqcJ5848He7zfM284aZJGVzZ/p2Wbc75Huzp+ltwQIVN0jt9xXA4nGmNcQ5V3POfY+kOyX9haTPUbQwgT2zAgJGQwEm/Zr1epNeUzq4jYck/UdJdzjnXuWce57hWwIAAJagNrBN1d3Wir7xs66RJG2oYXruMaVsoQcAACBO5x+2P+fpL5Eal9uf1zxlfw4AAAAAm4DJou05CnJyqWYPFlh3kwvxs9aiEFIwNW6STtjsmPS69gmPMz9nr0HjdTcHXHsDAAAsUz+gWT9gous4LWOwwKo6yt5Zdz7ZJ+xSnj2d05Z5Sm6Ka5xo6l6M2prp4bvhLAU5hhr3wZCpwblXsTXmSdJKnhvzBrbPvWkNu3lbR8uNsv38tu7m2+etwQJ9GsETlflzsT4BKGn1L1547YG/Czn3mPeYk5SPPbAx9evW7Z4nWMAaXihJqwQYAriAlQlJzrmSpG+V9BOSrtbB5v6LD53w95rwmD0DSY9JelhSU9L20K+epNWRX5dJuurC78cZDRfYe99p212W9FJJX+ec+ytJ/9V7f+uE1wcAAEtUHdgu2HZUk3O7pwHnvC2Z+ahrmh4PAACQKS1js/+hJ0iXPS1oCqqaJ+3PAQAAAGATcK5OofSIcmW3UNrwvVzX5DBc77NVoB9XsEDeVFZs9xYkqeF2JC/d+dhWAlsEAACQoF7ApNWAxqtxWt72OiXntaKOdgKaBRCPvaJca7AAjeOzbWlVR2WoW9o5n9zGzKtvu9Zc1P7h8tbOW7MN3CnUMbRnqzfseI5RB4QEC7j5prenmnES+IBAnewplaRyzRRMMu+U67IzBlZ4ggWStOVtgT2pCxYwHqe6BFUszPVXHTnwd20fECygbH7OWrc75Huzpyn7+UtDO9qQPYQcQP4U/qrQOfdyST8t6Sm6tAYYNUxgdMXlYUk3X/h1k6R7JD0k6WHvve0seHfbjmk3YOBqSc+S9JwLv54p7YukGQ0aGA4ZGP7a3t9/g6SXOuf+UNJPe+/vs24bAABITm0wuUhznB2t6EKugM7KVvx32LVUVp9kTwAAkE9Na7DA4yXnpOrq7hTPjuGmGMECAAAAQPKMRdJStEJpl7M6+5nqh0zBAo0pwQKPP2wvWlqmkAk3Y4MFcrbPOGNzhsRUGwAAkGH9gPOYSvgEwWEh0wQb2ilGU2zKWYMF+jRYzrTp12zXVmlrZhtmDRagUTJMzR6Kt6Z2MY6hhsZgifCTsYKarLPZ8BiJsfWlx+deNlVWFrrPVzQwPZ7zqWRtTZyDO0HazsWMwQLUyS/OdSfW9CWfdrluuO1SLd2O7NfUK3OGmSyLNYRl3D2oFzzxuD5475mZz215+z26NdeePGobQKEU9kzLOfdC59yNkv5I0lO1uzw1rgnfT/h7aTc84Fcl/VNJl3nvr/bef5X3/j977//Ue/9+7/0DIaECkuS9P+u9/7j3/k3e+1/y3n+L9/55khqSnifpByS9VtK5oe0a3eZxIQNOUlnSt0i61Tn3M84541khAABISnVgm7q1rfrFD/sNb7+BctiS/g0AAJAl1mCBtcsu/b5x2eTHxfFeAAAAAOwCggXaAcVKuWcsxF93k9esn3S5vSF9mUKmas0zLSYzApozGtrdL3KWsQAAAIqgF9AQVY6nKTVkmuCqI9ApDSrO1gjnygW4jpjTZtab2YbR1L0YVeNkZUlrU9Y0csW4D3bYB8er2I5L805vT7WBrf1lUNy2pGyr2M5x593ny8agph6N4InK/LnYwLY/sj8tjnNOP/fS5+z7u7EBzjNkNcAnjmCBb/qc6/SBH/tH+rynnpj63FZAgNaaCnJ+DGCmwp3BO+cud879rqT3SPpMzQ4UGP67LUl/Kull2g0SeJ73/ge896/z3s+OgomJ977vvb/Je/+r3vuvlXRC0vMl/aR2ww7GhQzs/X9I+wMG6pJ+VLsBAy9d1P8DAACYrDaYPP1pnB3VL07U2pC9+O+o2w0WeMsnHjE/FwAAINVaxmb/xuXjfx9F8+TsxwAAAACYT89e7LITUKyUe/VDpoeva/Katc/YVJOQQrRx4RQub+30NXtAxNqFBjeXs28FAAAogH5Ao37l4DnhRst+brntQ4r+CRZYprtP7dbUVGSbiFqpcC06y5bPeDPbsL6teYhggUAB166NojROGcM4O6yXjVe1BQCtZLThMRJjsMDUhl0Wj9LLGqbh5tvnK8ZggX7x2t0WKvPnYnEepxC7xx/Z/5kaEuBcd9kM8LFu97h7UM+/7piuOLyiP/q3L9Qvvuy5etGTj499bkh44RrhhQAuKNTKhHPueyX9lKQj2t9kL01uwt+U9DeS/krSm733qbsC9N57SR+98OtnnHNPkfT1kr5B0mftPUzT/1+vkfQq59xbJf177/1dC9p8AAAwojqwXbBtu/rFIsZz3n4D5ai2JEnf8Ycf1r3/46vNzwcAAEilQV9qGXMgG0MpvwQLAAAAAOljLJKWok1gy1pz/NyMwQINNyVYYN5tWbCQqVrtIpRVzNGckbuQBQAAkH8B1xUqHwwEeO9dp80vEzZNkKL/NKhoYHp8vW5v8CiaTRmnz7fPJbMhcWBa/GKEhOIV5RhKuEU8KsZggTmbrFNtYAvUoQE8oyq2c9OQtdVhZeP5FI3gydqSNVjg/O7NlLSEhZiPU+xPyzSueX6WrAb4WLd7NHThisN1XXl09+fTOadveP7V+obnXy1J8t7LOacn/ufXS5JaQeGFBQneAjBT0c7gf1WXQgX2GuvHBQw4SR+U9G2SnuC9/9fe+9elMVRgHO/9Xd77X/Dev0DScyW9UtJ5Xfp/Gw1PGP5evFjSv1zsFgMAgGG1weQizXF2tHJxnWbDr5vf76jbuvh7X7gKWgAAkFvbZ2VucVm77NLvG5dNftw4zVO2xwMAAACwC5gs2vb2YqXcq9nWkdc1ec16p2ObCrRsIRNu2mOm+KWldjI2VWNDj6Q1dyFYIG/fCwAAkH/GBmBJY5uuun1bY5QktQKmCa4yTTAVrBN2q1Wmgc+S+Sm5wwbpbOrO3fVaSLCAK0jjlHHNrOMJFhjLGiyQ0YbHSDyT5QvBuM/PGyxgPZ+iETxZ5nMxeanTTGRbghhDdXocp5ZqZ8x9llnmPeYkZVbYsnW7R+9Bfe5TJtcsupET/JA1hkZRgrcAzFTUT0Y/5vdO0o52m/A/w3v/Iu/973rvWwvfuhh572/x3n+3pCslfaukD+lgwAAAAEiR2sB2Q2Nb9YuXqBsKCBbQpWCBu05uTXkkAABAhjRP2p8zHCaw/jjbczubUtcWEAUAAADAKGCy6Lim8FG5K7SfpX7I9PD1KdNLPnTfmXm3ZqFCCtEKEU5RKpsn2zREsAAAAMiogOsKlQ+eE5YCToS2mSaYKb2h8IiysRHOl2janWXTPCV3c3dKbhpZG9s8jZJBQkLxitI41TNOxg1o7iuEKsECF8U4CZyloxQbE541zbxNvmXZgrkmNYLPaupFNOZzMSk9QU/emwNQeiPHKfaixWrLfp8lrcECs9TmDBb40a98RuTnWu/rSAUK3gIwU1GDBYY5Seck/Yyk67z33+29v3nJ2xQ77/229/7/ee9fIOkrJN2gSwEDAAAgRaoDW0PajqtfTKA76wOCBdylMIGNVjYvwgEAAA5onrI/Z20oWKBx+WLeEwAAAEB0PXuxS2dBUwAzpW5bR264yWvWNz94bt6tWaigYIExxfZ5vMnelK0AjQY3AACQWf2AJsAxTVe//957zS/TMp5zSUwTXKbhFvYqwQKxM0/JHfSC1gUWwnhc6S5orSKtOQzBava6uMJcu6Z0H8yciu24tJLRhsdIBsbJ8p62pEyqGvd5N0+YhlfVGferCYEVnvmqsTCfi0npCRYwHqMkgp2WrauyBt52Z6Xu0vk5O+sYZN3u0XtQjzscPeioKVsoklSg4C0AMxX5DN5JelTSD0u61nv/k977QlR/e+//znv/jyS9SNJrLvy1kzjDBgAgDWoD2wXbztCN5/NqmN/vqGuanwMAAJB6rYBlnuEwgcZlkx83SfOk/TkAAAAAojNOX5OkDhPYDjIW4q9rcrDAp85lq0A/rmCBPGp5WwFaw+3eyzi3nc7iPgAAgIl6AUX05f3TFe86uaUP3XfW/DKtgKL/VUfR/7IMt72UjcECIlhgpk3Zp89r53z8GxIHY1M3IYiBava6uEZRjqF92/8n++AEVdvndH2oyXqna29yTTVj0+6kyfJIuTHhWdPMMz28FNCq1COwIlFbynKwgH1fnBRUgUVx2lFt9sOGrGieMJPlqRu3u+3D70FtB4QXFiZ4C8BMRTzTcpI2Jf24pKd473/Re7814zm55L3/oPf+6yS9UNLblc/BCgAAZMtgoJq3XbBta0Xuwqd4WzW1vO0i8YgKeSqEOfjcRZoDAHKpGRIscGLo95dPftzE9yRYAAAAAEiUcTJh15cpFhunftj08Jrrq5aTCWz1gKlaRQmnsBag7RUSf/yhlDb2AAAATGJsvpR0oOnq1//+zqC3ttZzSBT9L5Nzl0pqrRN2vaNpd5ZMT8kd1e+ZHs60+EA1exjFalGOocYwzs4cDWy5VjFObx9aL/vAPWfi3prlGtiOa4NCtiXlQMUYpjHHGnHFGtKkyY3gjranWAQFC3RSci5mPEZJUpd7RUtnDXGOcsxpdez7QtKsx8q2MXBh/3Or5hCWhivI+TGAmYp2Bt+R9KvaDRT47977yaMVCsR7/yHv/ZdK+hpJH1/29gAAUGg9++nJtur7Fso2ZEtnPuoIFgAAADkUEiywdtml3xMsAAAAAKSPcbJo1OlrhcvRrK+bn9JQPm6tWwu6Or48tjD6oY18fD+G2Yv6sjktCAAAwNp8KUkq7w8E+NiDG0Fv3QqYJriq/ddB7V7OJiKn2PDQhbK1Ga5E4/gsYVNyUxps1rcdV3oLamxzeeu7rNpq4iSpoYAwmSwy7oOEW0xgnt5+6fv+yLmcrRV52+fetONa7o5FeTLHPm9lPpeS1Ctcu9tibWY55CkgWKDP/rR0SQQL3P7o4nsgZoWbLDJYQHJqyRYSM7rGAKC4ivbJ+Azv/Q94708ve0PSyHv/BkmfIen3lrwpAAAUV9e+wLyj+r7F13PeVhR6VE3ze6LYCldoDQDIppYxWKCyItWGilEIFgAAAADSxzhZ1FqkVBj1Q+anrLt8FEfHVdD1upsejmNzUsX687Iyx4QyAACApTJeV6hUkUqXSm3P73R198mwOosd1TTwtu66Nbd/e7c7BAssQ9XYDOcJFphpMy/BAt5LA2OIHU3dYSo1qWS7dh09huaWMViAfXCCqu24tOIufd9zV083sH3uTZosL+Xwe5MnFVszat2FrwdWNDA/Z9p+hfmFhTylJFigbw8WWFSwEyZre+M9CJe9cGOngerOtn/Oey/TGmDY0M5c7wcgPwoVLOC9v3fZ25B2ftcDy94OAAAKq2O/+bzj9l8QbliDBVxKFnoAAADi1DQGC6xdtj8qf/WY5IxLZ9b3BAAAAGDTsxW7RJ3yUbipWTXbGrIkreeg0Mh7HxAsML6ga5DDgugdb5uKU89gUR8AAIAkqWc8jynvr8k4vz1PwJLTtnEa4RrTBFPBOmWXYIHZNv2a/UlpaWYb1rcfE7qe/SPYcFB8BGs5WM+IpEcYZyyMTdYrc0xvTz1zsECh2pLyY4H7vPVcSqIRPGlbWT4XGxAskEU7xmvhSPdzUnavpib7vmkNXBjV9LZj+ZoryPkxgJk4gwcAAEiTbsv8lB2t7Et1PStjsIDCkvQBAABSrXXa9vjGZfv/XCpLaydsr9E8aXs8AAAAABtjkXSHQv3x6ofMT1nXdgIbslhnmh3zVK0iFdpb/1+tIQ0AAACp0Tc26ldszQ+zWKcJjjbFOhUtGS0dKtZmOIIFZsr0lNxhxknxktRlWnw4Y1hiowiNU96b98MO++B4VdtxKddrI8am3WnBAoULdc0SY7DAPPt8RQPzcybtV0+8LKAhHgdsBp2LnY9/Q0IQLJBJ9nsQ2QvwCdnmee9D2dcYCC8EsItgAQAAgDTp2IMFtl1dfihyb8PbkpmPui3ze6LYUhbwCADAeM1TtsePBgtIUuNy43sSLAAAAAAkiulr8QgIFmi47AcL9L03F3XNOykmS+YJFthq2ws5AQAAlsZ4XaHy/iJ9P+cN85Z5muD+7fXcsV8KczNcqTjXEqG2fE6CBQb2JkuCBeZQszWTrhahcWrQk7Waq0sY53gLnN6eejEGC8x77oQEVWzNqPMEC5StIU0a3wj+9CvWdWiF86w4tFVV1xub7dNyLhZw/tX3tE8uWxHCjUO2ef5ggfnWGAAUF5+MAAAAadK1BwvsqK7B4NLq6znZkpkPq6VSQBooAABAqlmb/NfGBQuM+bs43xMAAACADcEC8TBO95OkdeVgwp+3F3UVaR+ap6jvEw+di3tzAAAAkmOdLl6pxfr21mmChWiKTanhPsiKbA2WvsRE1FmCpuTupGRK7rB+SLAA+0ewmm3gTiMP6xmzWANzJHUKtN5hUrUdlypucPHzIVe9895L3tYE3p9yXHtoI/uBpbllDNOouEFQQIAkVQKeNy6w4kVPPhH0/hjHqWlsSE5PsEBIUAWhOsu2423X1isuewE+dbeEYAFvW2MoxPkxgEgIFgAAAEiToGCBFfWHYl03vK0otOS8Dsn+viguT4wwACDtBgNp+4ztOeNCBBqX216jecr2eAAAAAA2PVuxS1vxNgDlRj0gWMBNLgB+zcce0p2Pbak/SPe6oRfBAtO0vTFYYKhA7nffc0/cmwMAAJAcawNm2VakP8u2MVhgjWCBVKgYB3b4UnGuJULtqBYwJTeNwQL2hqcujW3hqrZggdUiTGQN2Ac77IPjGae3S9KKstf0OJO3D6maNgn85GYBfg6zqmpsKlf4BPGys+9XvTHnCd//4qcHvT/G27IGPaUlWCAg2Kk30j7pXFwbg6jmCTfOipBtbhsDFyTp6Nql76U1IITwQgB7uCoEAABIk07T/JQdregJRy4t7mzIXhR61G3pnDGQAAAAILW2z9pvdscSLHByN72fu08AAABAMowNQB3P7fCx6ofNT2locrDAf/yzj0mSTjRq+ql/8ix9zXOeIJfC6yLv7dNiihROYf1/rQ8Vzvf66Q6VAAAA2MfagBnQZDiNdZrgWhGaYjOg4oxTUUtMpJ/NaUurOqat6E9JSzPbsJBgAdYrwtVswQKFmMhKuEV8KsYGW0kr6lqOYtkQNAmceaeZVLEHC6yoo5Z1yr2kiuz7VV8Hz6eONYqzXrsIm35Vsizlp+VcbNAzP2Xc/oTFKkKwwEpIsMCcAdfbxjWGhivA+TGASDiDBwAASJNuy/yUbVdXpXRpZWfD226gSLLdpEPhUSIKAEi91in7c9bGBQuM+btpBj1pZ8P+3gAAAACi6dsaaoo0bd6kZg+ZXY9QiH+62dH3/OlH9cN/ebO8T98q4sB71YxFXW1fnH3I+vMSUiAHAACQCsbAMpX3Ny/Nm6G1zTTBTDI3w5WKcy0xjy2f0Sm5w/r2xjaauudgDBZYK0KwgPVzTayZTRQ0vd0e7JB6AQ27A9qSsikgQCu00bcs43AQEVixCFvK6LlYwHGqS7DA0lnDjVdc9j5jQ84L5j0vaxrXGGadH6fx/h6AZHCmBQAAkCbdyVOfJtnR/sW9DX/I/BpHHcECAAAgR5oBwQLjQgQaly/mvQEAAABEYyyULtK0eZNK7UBz1CzrLvra9as+/KBe87GHrVuVuE9+6ry58LVIhfbWn5e662ovhva2R1NSUAoAABCFdbJzQMPVNC0ZpwkWoSk2pYb7KazBAr5E41IU9ma288lsyDyCpsUvZv+YMwclnWprpoevuQKEs/TtTb4dT7jFWBXjMUmXmh5z1YPn7ZPlezTsZlMlIEwjsNHXHNIkJswvgj3kKSXnYgHBAuxPy7djDHIODTJZpt37JjYh96GOrl56TsscLNDWtBGD//b3P6Rz29n73gOwI1gAAAAgTTpN81PabmVfIv6GbMnMknREBAsgulzdCAEA5FPzpP05a+OCBR63mPcGAAAAEE3P1lDTYQLgZHVbQG1DtlDc//raT6jTs0+hStLDG9sEC0zRNhb1SZcK+x48aw9NBgAAWBrrZGdjKNcsTW8LFlgdaYrlfv1ylK3NcKXiXEvM47xsTeKpmZI7LChYgPWKYLV108N3G6dyrm//f2QfnKBqb7JeyWDT40xBDbu0JWVSQIBWaKOv+VxK7FeLYA95Ssm5WMBxqsf+tHBf+xlX7vuzOdw4yvFmCUlabsp71mW/Ngi5N/OvP/eJF3/fMq4xVNxg6vf27299TP/tdf9g3iYA2cMnIwAAQJp0W+an7IxcaG942w0USTrq7IEGAAAAqdU6ZX9O48SYv7vc/joECwAAAADJ6dkKckKKcQrDWIi/7myhDue2u7o9bVPsnSNYYIqQ/9csTgwCAAAwN2CONFzN29i/HTRNEMtWNTbDecdE1CjMU3J3ziWzIfMImBa/qKbuXOaQVG1hFGvaUU6/E5dYA3MkdQq03mESMr39QgNhP0/JPwN7WCgN4BlVMX4OK3w9sCL7fkUjePI2rediWQ4W8ITqLNpzrj6678/WexCRjjcp+/gNOUZaAxck6dOvPHLx9y3jGoO0d4482V995EG943ZqIIG840wrA5xzT3bO/Tvn3B85597mnLvJOXerc+4Dzrk/dc79J+fcpy17OwEAQAw6tgb/tq9qMHIzckMBwQLaMj8HxeXTthIDAMCo5mn7c8aFCDQuC3hvFtUBAAAW6fRWWzfc9pj+zzvu0utuelj3nmrK56mIE/v1bM3tRWoKN6sfNj18XfaJ9O+9KyD0LWF1ZwwWKFA4BcECAACgMIyBZSrbi/ynack2TXDNteWGGrGmTUdEcqxTdn2pONcS8zgvW5O4ts8msyHz6NunknaYFh+u1jA9vOx8/q9dA8It2AcnCAgWWHG7x4D33pm+dbBgAQ27fRGok0kV23mpJK0ETOOW7OdSEvvVImxZz8XSEiwQ8NlHUMXiff3zr973Z2sDfd11910Lj5O2evaQ886dgHsza7VLx8dmULDA7GCqt3ziEfPrAsgWrgpTzDn3WZJ+RtKXjX5p6PdmVbUAAAEAAElEQVSfJekbJf2Cc+5dkn7ce//uBW0iAACIW9dWnDnuhnNbNe34qlYMBZJHHcECAAAgR1rGm/bl+vhpnePCBmbZIlgAAABgEXa6ff3qW+/Qb73zLg1Gaka+8OmX63+89HpdedQ+bQcpZ5zAFnX6WiH7cuq2gNqGs4U6SNKv33CXvuMLn2J+XlKcLk2Ri6pIE/yeec3jJGOdWN11UzcRCAAAYKa+cbJzQMPVNNs+rIFr+0KzAFl6y+BVc8ZmuBLl2VGc9YdsT2ie2v0hSFPCxsDePNT1i2mUTNF3KT7j7unO0NBO0CTYzLB+rknq0kIyXtW+nrzXZH3zg+fi3prlCQoWoGE3kwLCNELXA8szmoPH6REskLgtbzzu9Tu792livkYyGxBUkQVHVvffXwkJcq6pN/U8zqXsjNcabi3ZAxdGhawxrLn2zGP5xx/K0bkNgLG4KgzknPsOTf7+/Zn3/sycr//Tkn58749jHuIv/P3w175Q0jucc78p6fu89zmPWAQAIIe6LdPDW6rL6eCN4w2t6/GKntJNsAAsKFQAAKRe09jc37hsfAFSrSFVVqWeIfzJ+t4AAAAwa3V6+vpXvk+f/NT5sV9/5+0n9RW/8k796Xe8SM++6siCtw6JMhZKR53AXsjlLmMh/iHZQnHTyDmpYpyMVaRC+yecOGIPFgicUAYAALBUPeM5TDnepplxAyRmWVP7UrBArFuDafamX5YCvuueYIFIzliDBQbd3Um5K4eT2aAQQRNz2T+C1YyTlbXbOHUmzwdP6+eawhr7CiGkyfrCZOKHNrK/dnaRD2nYJVggkwKaw0OmcUtS2dmDBfqe/SppWwoI6G5vpiBYwB6A0iVYYOmi3rMbVlcnUwFRIcfIec/LmgFrDA3NDhO/KU+hSQDG4kwrgHPusyX9pqT/NebX98cQKvD72g0V2AsO8GN+acLfOUnfKemNzjn76gkAAFiuTtP08Ekpc2e9rSj0qHaDBb79Dz6krbZ9wQUAACBVmqdsj187Mf7vnZMalxvfm2ABAACApP3Cm26bGCqwZ7Pd03/6i5vU7tmLIJFSg8HuNByDkCKlwqjbmjcaOQgWkOzBAkWaivXCp11pfs5KYCExAADAUlknO1fibWIIChZws4v+kZyq7HU03hXnWmIeZ2UMFpCk1un4N2QexrUKqVghdrGrNcxPWYvQOJVpAftgh31wvKq9wXYlj6GLAQ27NIBn1BxhGua3Mq7LSsVam12WzaBggen35xZiYN8P++xPSxcWLDD939qnLHovJIx53nuZLdmP5avOuC4CIJc4gw/zjRf+60Z+SdIr5nlh59xPSPom7Q8UGH2fSb+GH/8lkv58nm0BAABL0LUVZ25fSOEbvSw+J2OwgNsNNDjb6urn3vBJ03MBAABSx1pQ1Lgs7GvjWEMNAAAAYHLPqab+33vvjfTY2x7d1J/f+ECyG4TFsTb/SOowfW2yum0NuRHQyOTc7Mcs0pHVKsECUzQa9oaekCI5AACApbNOdi7HO42z5e1F/2u6dD3kfboaJ4qgLPuEXV/ienRPozb5uuqMDwkWmGv2W/xo6l6sakiwQM4bpwLWzAi3mCBgAveKy+HayMD+uVekNbRcqdrPS0PDNMoBwQJ92t0St+VDggU2498Qq4AAlO7IccopZTcwCmBH9tC+WZ+zy/h3nHZJHhK+Mhws8HXPu8r8/NaEIZXTNPIevAUgEs60wnyDLjXx7/2SpHOSfjf0RZ1zz5H0EzoYKDBq9H0vvoQuBQw4SV/lnPvB0O0BAABL0G2ZHj4pZW7D24pCj2jr4u//+AP36/13pyzdGwAAwMLa3N+4POxrY9/7pO3xAAAAMPno/WdNj//wfbbHI8V69iLpead85FrN1rxxSLZQXGl6cdUyXHtsRWVn26ieL1BRdEDxfN2FTSgDAABYKmsDZsXe/DBNS/bzrn3BAnFuDCKpyN64pFKBriVm+JJnPG7i184qJFggZTVN/fkb25Li0pb4F4daQLBAQFhiplgDcyR1WDMbr2JvsA1tsk61gIZdJoFnVMUeLBC6HlgJCGoisCJ5W8pqsABBFVnUDggDn9Wo71N2hRxyjBy+l/nMJ9ivj5oTekmmWSNYAIAIFjBzzj1Z0nV7fxz6r5f0t957Wzfgfr8oXYwAHF3NmRQmMO3vnaSfdM5dOcc2AQCAReo0TQ/fvpAyN1qgueFtN1GOuq19f37rPzxqej6KJW0FwQAA7DMY2AuK1i6b/DWCBQAAAFLldTc9bHr8az5mezxSjGCBeNVtxUl11w1rpkkRF8MUo1wLKSQOmL4DAACwVN7bry3K9iCAabYDggVW3VCwAPfrF6bb3/1mhzTCDUpcj+55+hWTrz/P+DwEC9ibintMiw8XECyQ+4msAftgx7MPjhU0vT2HayOeht3CCFoPDAvTKCtkvyrQ2uySbPmMBgv07cdegiqW45rjl/axkHt2abwHMS3MwLq9u2ELl9pHV6r2/bTlA4IFnP2eK4D84Qze7kVTvvba0Bd1zr1I0ot1KRBg2N6njrvwqyvpEUmdob8bfdyehnYDCwAAQBZ0bRlFLdXHpktvaN30OkfUlBu6EXrLQ+dMzwcAAEiNnQ37je7GiSlfmxI6MOn9A6ZCAAAAIJobbiPIqbB69iLwqEVKOZzfN1vdtoYs5aAQn2lr01XsDW7DRXL9AR1uAAAgAwY9HZzhNEPAedI0LW9/vTUNBQukbCJjnt3x6G7TVCWgEc67Al1LzDAtDONsQYMFFtXU7fOYRBIQLLCqnDdO9e3/fx3CLcar2Bts6y6HtQFBa2i0JWXSnOuBprcKCGrqsV8lblMZDRYIOE71POfny+CG7sDtqGZ+/sqMMBOXsjt85mCBGALSWwHhhZm/3wcgFpxp2X3O0O+HV1y6kt40x+t+75i/8yPv8fuSXuC9X/HeX+W9X5X0HEm/OWGb9kIKvtE5d80c2wYAABalu216+PaFi+zRG8fnvK0otOy8DulSqMEH7jljej6KhUIFAECqNU/Zn7M2JTygcbn99dJW0AQAAADkQUCh/u6kD4xVswcLHHK29eu0cQOmGE0VNKHs0veUwGIAAJAJvYDm0rK9+WGalgKmCQ4HC3C7fmFe+fa7JAUGC5Ro2t0zrcbkrHFwiqT03YcLmJjbLdK1ZtwCggUaLueNUwGh950YmthyqVQyf+6vpHCS8twIFiiOOdcDLcoB51OFCn1dki0fEixwPv4NsSJEOJPa3n5tXXfTjzlpq2evzwhCGDUaLBByvR+2xpDz82MAkXAGb/f8kT877Tbw3+i93wp5QefcUUlfp4OhAHuv35f0L733/8Z7/6Hh53rvP+69//eS/rF08Sx9L1BgeBv/Zci2AQCABes0TQ/fvpBkP3ohuSH7TZSjzvbeAAAAqdQKCBaYFh4QEizQZIouAAAAELuevcgl6qSPdJUdLUjdPhWyoWwHC2hgL14tVrBAwISyoal8j5yjEA0AAGRAQGDZ6HnSO++Y7x7AdsA0wbWhpliCBRbnvtO7Azoqzn4tIYIFIumpovN+zfaktAULBITYdZkWH65q3F+0P5xlnMMrGf/3CPhs67APTmZstLY2EGbCwD5ZnobdjCqVpZItaGTFhe3zIUFNPdrdErelkGCBzfg3xCogWID9afmi3rMbFhpmsiyzghBGhXxPRnVUUdfbPofXXEDoIoDc4ZPR7kkaX1tyyxyv+U+li6vFo4EAXtLPe+//bNoLeO/fIOn7Rp4//DrfNMf2AQCARem2TA/fS5n7nKec2Pf3Z729KPSogjKSAAAA0qUZEixwWdjXJm4DwQIAAABA7AImizJ9bYqgYIFsN467gGaPYgULzDehzI2rVAAAAEibgOuK4cnFg4HXf/mbj8+1CS0fECww1BQ7IFlgYfbOcUMa4TzBAhdVStMvFk5ba5zSFiwQ0NS9qGABl8cLtdq6+SmzJrLWKhlvp0jxPphJxvWRlVwGC4RMAs/4z1GRmcM0wpp8yy4gsMLYKItoTjQuXd80AyadZzdYgM++ZUsiWMCNbaFM1vntyfuf9RjZ9vu/Jz7oet+ZAwxnnR8DKAbO4A2ccyuSrtj748iXb57jpb925M/DnwQbkn4uyot4739T0k26FEiw919JeoZz7klzbCMAAEjaoG+eurV3IXj9VUdUH7rJcU4N89sfdQQLIBrqFAAAqdYKCBZYOzH5a43L7a8XEm4AAAAAYLqABqA4Jn3kVkCwwCG3ncCGLI4bhEzFKlDxajUkWOBS8TzrxgAAIBOMNRmSpMpuXUanN9CX/+o7596EkOad1aFgAU67Fi8oWMDRuLTna55z5dSvn1XWgwXsDZYLCxZYyLssWKVmnq7dmDGRNfPXs8Y1s4F3xVrvsDKuj4ROb081b//cI1ggwyq2ZtTQYIGQ8ymOVcn4vhc/7eLvvUra9Ku2F8hssADHqWXbUW32g0bMCvDxS7hCvuWhcxO/Zg4WCPiejGNdZ5h1fgygGPhktLluytduCXlB51xF0pfq4HrvXijA73rvLaOLf2nK1z7TuHkAAGCRuvaizG2/e0FZLZf0mdceu/j3G96eznxUTfNzAAAAUiekqb9x2ZSvhQQLnLQ/BwAAAMB0AQ1Ao5M+Jsllof0sARP+Gsp6sEBAsWGRpmIZp5NJ4YXEAAAASxMw1Vnl3WarX7/hTt352PwDG9qqauBtVyFr7tL10GCQ9Q7Y7Nib9h4ULFAiWGDPdSfWpn79jM96sIDtuNL3ToMFle/n9mhRm75PjVqdMZE1898n4z7YUUUFXQ2LpmJrsM3l2kjAGlrf05aUWcY1wboL2+fLGpifQ2BFMq6/+ui+P28pg8ECAcFOfYIqli7qPbths445ywiI+n/vvWfi12YFIYwaDUiP+r9zeGX/81reFhIz6/wYQDFwpmVzxZSvhVaMP1+6GLc57ir9D42v9zpJe1dzo58pzzO+FgAAWKSuJUtoV0uXLgR//GueefH3IcEChx3BAgAAIAeswQKlqlQ/PPnr00IHJm4DwQIAAABp8vEpkyOQIcbpa5LUkb1IqTDq9jXkdZftYAF5phhNVbZPxhku6nP0JAAAgCwIuK5QpaZ7TzX16zfcGdNGuH21HlGsiWmCy7B3ikuwwHzcjIuFswULFuiKfWNuxrDE3E9kDQoWwERVW5O1tYEwEwZMli8U4z5fD9znQ86n2K+Scf1VR/b9ectnMFgg4DjVHdmfWM9eDD/U1jjaRB/FrGPOMv4dd7qTg1Ks4Ssh3xNJuub4/p9b6xpDgzUGACJYwGpaxOH5wNf8/JE/D4cB3OO9v9nyYt77c5I+pvEhBc+1bRoAAFiojr2xf3voQvBZVx7Rp12xe7PNnCApaZWLRESU+aRuAEC+tYzBAo3Lp99lKFel1WO217SGGwAAACBR776T87Nc6NvXL0MLcgphWsDaBOvGCSZ+GaNipnAB09Z6RSq2d05dZwsXyOVUPgAAkG/G5ktJUrmuD9xzWr1BfOe323MECwxSdp6dZ6ULFdYECyTrjGzBAn77bFAzWWL6tmtNmrpjUJ1Wzn/Q2oz1jLStX5gZQ3MI4pyhYqu7JFhgF5PlM6xiDdMIWw8sB5xPsV8lo1xyetGTj1/8s7nePBXBArbzr4F38uxPS7cje7jxrM/ZtJ3GWe+ZtH3YedloeFtLtmP5mrPd7wOQT3wy2kxbiQgddfJ5Y/7Oabdf6w2Br/nJCa95ZeDrAQCARei2zE9p+ZV9fXD/9gueJCmZi28AAIBMsDb1N05EeMzlxm04aXs8AAAAInl4I2xa+kfuOxvzlmApAiaLEiwwhXG6nyQ1FPYzmBZuYC96LdpULGeeUEawAAAAyJiA6wpVarrx3nivK1veGCwwVPSftsaJPHMX5nsFBQs4msejOuttwQLOD6Sd0JLtBBgDS4p2nZmIWsP08LUZw3Yyf1jt267NCbeYoWL7jF5xOay59DSAF4pxn581PXzi22jyhO9J+MxMzlMuv3R/YNNnMVjA9tnX4xi1NG5oZnLIPbus3YOwbm9Iv8c4TW8MFmAYJQARLGA1LVggNK7lczR5TeKtga9598if917/SODrAQCARejaizK3Ry4o9y6/uyqr76dM3h0jl4vcAACgeKzBAmuXzX6MOVjgMdvjAQAAEMldJ7eCnveWf3g05i3BUvTst2M7ESd9ZL6APESlLhknaK472xr26MSUZfPGKUbS5ILDo2v5DK0oV21FpMOFxOn61wYAAJigH1A8X67rLz/8YKyb0ZKtgWt1qOh/QLLAwpWdvRFuUKIRLqozsgULSJK33g9MkjFYoEtT9/yMYYmzJrJm/rBq/GzrevbBqYxrI6HT21MtYA2tTwN4dlWMQaMubJ8vBwQ1sV8txpayGCxgO071OP9aGj90B64X0Nsw65iTsttQ5vCV0bCF0PNS6xrDWnALLIA8IVjAZtpHji3+UJJz7imSrhh67eGPAC/pHdbXvGDSmdrhwNcDAACL0Gman7I98ULQmVPscrnIjUT4zN9RAwDkWstYSNSIEiwQ4THD0lTMBAAAkCPvuoPzrEILmCwaMv2kMJyT6rbmjfWMFxo54xQjaXLB4ZMvM5cHZIKrWqfyXfqe9gesGwMAgAzoBQxcME5xjaKl8GmCnHUtzl6TSlX2Bks5mpeiOuvtwQKnTn4qgS0JZJwWT7BADGrT5gQeNGsia69vDw9JFeOaWYf1sumsTdaB09tTLShYgLakzDKe64ZOD6/Ifqxlynxyhpuxt3wWgwVsQRXsS2nh1Db2Nsw65nT76bpCtoavtEcC0kP/b1redv7SmBG8BaAY+HS0OT/la7ZVil1fNObv9k7RPum9PxfwmpI0aVyLffUNAAAsTrdlfkrLT17UswcL5HCRGwAAFIv3Uuu07TlrUYIFLre9ZvNkDkZbAAAApA/BAgWXYLBAygaaLE7Ndvu44bZNj09bQKkzFhtKkwsOXdrG4MRljuL52x+dVKYAAACQIsapzpKksq32IopptR7jrLmhYIGUnWcXQTmgEc6XaB6P6kxAsMBHPnlnAlsSyBhi12Fa/PxqtrC/WRNZm52+ulkOF+jbav46hFtMV7U12IZOb0+1gDU0ggUyrGLc5wODBcrOtl8NvJNnv1qILWUwWMAY7NRXOaENgdWOMeAoa70N1mNkXAHpTWN44eqM4C0AxcCZls20Rv+rA17viyf8vZf07oDX2zPp3zWn1Q0AAORESLCAVjSpfnFb1slCXCQCAICM29mwp+c3EggW6O1IHRoqAAAAgFgFBAswgW2Guq15Y122YIG0cQHT1noTGj7+xQuunXdz0skcLHCpSO5X3np73FsDAAAQv15AU4JximsU1nqO4aL/AbkCC7NXjlOV/VrCOxp3ozqjw+bntM89lsCWBDI2dfdobJtf1RYsEGUi6199+MHQrVk+4z7YJVhgOuPaSNYaHiMhWKBYjOe69cB9viImzKeJG2ot27QGC3SbQceJWBnX+jn/So+2cWhiaJjJstiDBfZ/P0KDBK1rDA3taLd1FUCRcbZlc37K154W8Hov1uQj8TsDXm/PpDO7FERDAQCAibr2osztKRfYbZ/vVD8sD0sJAIDUap62PydSsECExxzYlpP25wAAACAxW217EwBSpje7CHzYwDt1KRabrr5uevh6hEL8YakbpOoDggUmlFS88MnH592adJojWAAAACAT+gEDFxIIFmhZi/6HzsVTd56dZxcmfZRln2Q+KNG4O+wpl09uBD/jbaF3krTa3Zhja2JmnJhLU3cMarZggSgTWX/97Xeq17f/rKeCMTQnrsm4uUWwgOTtDcM07WaYdT3Qha0HWs+nmDCfrJ3upZ/zLW8MFpCk9pJb0wgWyCxrb0PoMWdZ7MEC8ZyXNb3tWF52nvs7AAgWMHpgytc+0/JCzrkXSXr83h/HPOQdltcbMWmMHqPyAABIM2N6sCR1Ri6wP+3xl2627RhT/Va4QAQAAFkX0sy/FiVYYNJSy7RtOWV/DgAAeeT98qdWAJJ+/YY7l70JmJexAWi3GGfcbVhcVLMFCzRkC8fdTFmghzMWG0qTCw6vOhpQbJkF1gllI0V9G60cFtMDAIB86QUEC5QTCBbwttccboodkCywMIdXdhvAq8YJu5LkHc3jw778WY+f+LXzWlPf267f1/rn5t2k+KR4WnxuV0WMwQJRJrI+cGZbtz6S0fl9xjWzjuf4NFWVYAFrw64kDTxtSZllXQ8MrDOuGM+n+rS6Jeq1Nz188fdbE+faTpGxYAH2p/SwNtJn6XO2rL6qznasswYtTGINL5SkNdnCxAHkD5+OBt77k5I+tffHoS85SV9pfLmXjb780O/v8t4/rHBXjvx5b23o/ByvCQAAkta3L8iOTtx69pVHLv7eHiyQnYtvAACAsVoBzfyNpIIFAkIOAADIC++lm18l/dHXS7/wJOm/Xym98vOkN/2o1Dqz7K1DQb3y7XctexMwL2MDkKU46Xgj/kahTKjbpkKuG4MF0ibOYAHnctqeYZ1QNlJI/KoPPRjn1gAAAMQvYOCDtdkqim3ZzrvWhoIFyBVYnM95yglJuw0iVr5E4+6wL33G4yZ+zauks7Jdn671Nubcohj1bQ2WnQUGC+RWbc308KgTWd9zZ0aD4xMOt3ja42zBlJlXsTXYVtxAFaUrXHNuAWHRTAPPsKptnw8NFihrYHo8jeDJavcu/Xts+fwHC3Q9x6hlGb1+tfY2hB5zlqEWsK3WoIVJWsY1BklquIDgRQC5wtmW3Ud1qVHf6VIgwLOcc8+L8gLOubqkb9HB+MO91/v7Obfx6WP+zku6f87XBQAASQq4gd1TRW4oX7pUuvT7bW+7+F7lAhERUagAAEitZkCxxxrBAgAAxKp1Rvrjl0l//W3SnW+Vts9KvR3p0Y9L7/8N6deeJ932pmVvJQrq9BbrX5nWs03O6BiKcX7sq55h3Zp8qNsKw9ddtqeXxBkskFtzTih78yceiXNrAAAA4mcMLJMklW21F1E0jdMEV11H7kIz1oAb9guzVt29HqgYp05Kki8V7Fpihs9+4vGpXz/rrcEC5+bZnHgZgwW6C5wWn9ujRc3e6B5lIutH798I2JgU6NlqDi1rZpL05c+6wvT4zKvaG/Oy1PQYScAaGk3gGWZcDwwdYFYxBjUVbl12iTaVwWAB4/lXf8z+lNPo4NSzNtJn6TM2ZFtjCxbw9kDEKOfHAPKNM3i7G6d87b9FfI3vlLS3SjbufOStpi066NM1fj2IUSwAAKTZwH5B2Z2yeGZN9VvJ0MU3AADAWK2AYIFGlGCBCI8ZRbAAAKCIvJde+z3SnX83+TE7G9Jffqv0yMcXtlnIj1sfOT/X81/6yvfGtCVYCmORdNtHL8a5/qoj1q3Jh5qtcWNd2wltyGKcPt80P6dwBawVW/H8aCHxh+47G+fWAAAAxC9g4IO12SqKbW9vWlwNbOJCuL0iXGsjnCQNXDwNIkVxRtZggY1kNiSE8bhSuOvMJFTXzE/J9UTWvu3/rSNbuMULn3TC9PjMq9gbbEMbrVPL2ybLSwQLZJpxPbDq+ioHnBtZnzOuERzJ2PIZDBYwBqBw/rU8bqRj0nLvTpLqLjufsWHBAvEEGbaM4YWStKYcnx8DiIQzeLs/H/mz0+76oZP0Vc65H5z2ZOfc0yX9tPY3/g//fkvS60M3zjn3TEmHh7Zt2J2hrwsAABbAmKAoSd0pC/3WYIF63ha4AQBA8TRP2x5fqkorERqIVo5KJeP0kGZAyAEAAFl3y6ukW/929uO6zd0AAsBo3qGM951u6d13cJ6WWT3b5IyoUz6e8fhDevLl9kl3uVC3NW6suk5Q0WgaDAZef/6Be8zPK1zBobGQuO4ILAYAABnTsxbOO/v9gQjmKfofzHtxDLOQYAHvCnYtMaez3hoscC6hLQlgrPeyNnXPI7eTeGsN81NW89w4ZdwHp9UbjvMFTwsI4c+ygECh3AULGBt2JZrAMy1gn68FNM+Wx85NnaxHq9vCNBUSLDBfEPjcBrbz88Kt86fI6OVrnocmhtwvGQ1aCL3cb8keXrjmbPddAeQPZ1tG3vtbJd2oS4EC0v5wgZ93zr3SOXfF6HOdcy+R9DaNb/zfe41Xee/nGfXwBVO+dsccrwsAAJIWECwwLenVmmK3kqFUPywZdQoAgBQaDLw2Tj1se9LaiYPRyOM4JzUut71286Tt8QAA5MEnXh39sQ9/RDpjb/AE5vWuOzlPyyxjA1AnQrBApeT0S9/4XJVLuS21n65uD1RoKHqh0Uo1PeUIb/mHR+W8vSi65wtWcFg1BgvkrXAeAADkn3Gqsyr1aPcRjIKCBS4U/ZMrsHghwQIq2SZxFt0Zb7s+TVewgO26yNrUjTECggUs6xmZY1wza/vo+2Cl5OQS+BxMtaq9wTZ3dZdBwQLpWQeEkTFoVAqbyl1xtvOpftHWZZdoMyhYYDP+DbEY2PZBgirSI2oo+J4o9yB8Si6SQ46N1u/HsJ/4mk+/+Pumtx/Lc31+DCASPh3D/M6YvxsOF/gOSQ84597rnPsz59xfOufukPR6SVcNPW6c35pz214y5WsfnPO1AQBAkowLHbuL/G7iPewdb031y9kCNwAAKIz7T7f08v/7ft1y+122JzYM0xUIFgAAYLrBQLrnnbbn3PGWZLYFmOLGe84sexMQytgANKsY5/BKRb/yzz5Dz7ryyDxblW01e7DAuubJyF+ejz5wNqgZqHCTjIyFxCGFcgAAAEvVM9ZFlO0BAFFs+4BggQvTtgcpaZookpBrCV8q2LXEnM7qkOnxq4OtoAEuiTDWey00WCCv/eABwQKrzhgskyXGNbMoYZx7Tqzb6g9zIaDJOkvTlCMxTgKXCBbItAUFC5SN51M0gi/Ols9isIAtAKVftHX+FDMHC7jZx5uHz6WjQT6kD2P0++ENk//+7ec/6eLvQ8ILV5Xj82MAkXC2Fea3Jd104ffDR+3hcIGKpBdKepmkr5P0lKGvD/NDf/86731w879zbkXSlw29x/B73eG9Pxv62gAAYAGMN7xmFTRuy7awv0qwAAAAyKCPP3ROL3nFO/WBe87ohDPeuEo0WOCU7fEAAGTd9hmpY/wstgYRADH4yP0by94EhLJOXxtTnFRy0tMet66Xv+AavfUHvkj/+LlXxrV12VQ/bH5Kw0Uv0BoMzC+fmD96330EC0RRsRWfESwAAAAyx9h8qUpNvX78J7YhRf9rF6YJDsgVWLiK7PvAwIVPniyiM94WLCBJaqUkPDLmeq9Y5fV4ERAsEGUiq6WRK1WM++BCwy2yqGpvsI0yTTlTCBYolpAwDWff563nUzSCL05TWQwWsAZVsD+lRdsbgwUifMbe8uBG4NbEK+R8YGek18OaI/jOH/oSSVLL24/llvt9APKJK8MA3vuBc+67JL1n7690KddxODxgOOtxNIBg9O+6kv7znJv2TyQ1tD+sYO+/753ztQEAQNJiXuQfvdicZTcpb/i0BhgvszfSAAC50+kN9IOvukmtzu4No+PuvO0F1pIMFjhpezwAAFkX8tl369/Gvx0onCPa0teV363nlu7Sle607htcoZv9k/Wq/hepPWF9zHsv51gDy5yercCl4/evn775+75Q151Y00qVArKL6uvmp6xrO/JjOwk0YIVqdvqqlAkWmMlYSFxxA5XVp9AXAABkR89Y6F+u647HtmLfjJbsRf+rrn2h4pT79YtWkW0iqiT5EufIFme8PfhOrVPSoSvi3xirvu24MrpegQBVe7DAWoRggcwyhnF2aB+ZLmR6u+vm6+PZEyxQKMagUSksbLRsDH0t3LrsEnVV0Y6vaiXCZPiLlh0sYA128uxPaTHp3u0kUY43v/a2O/WSZz8hdJNiU7f8DF1gDVoYde2JNZVLTs2B/fwl1+fHACLhDD6Q9/79kn5K40MChv/Oa3/QwGiV0l7j/w9472+dc7O+ecrX3jPlawAAIA2MN5q6MxbOdrzt4rvkvGoBN0MBAACW5a8/8qBufWTvZpXXcRmDBRqWYAHDYyWpdTooyR8AgMwiVAdL8BWlD+qt9R/ST1X/QF9Xfo9eWLpV31h5h36m+nv6u9oP6QtKN4993vf/+cfkrSMfsHzGBqDR4iTnRKjAqLp9IuS6ix4skDYVY/GqVMAC1gUVEgMAACxN39Z8qUpNj20anxNBy9vPu9a0ux0DLmcXruLsoWneFexaYk5nZb8+vef++xPYkgDmeq8FNnXnNVezFhAs4GYfy10Wv2GDvrkJvDNnA1vuVe2Tu1cCJhSn2sBWQ9r3Tp62pOwKCdMIWA+syHY+RVjFYm3KeOxrG+uz4mY9TrE/pUYSwQKPbaajQT7k2NjW/vOyI6v287RjazVtK3yNAUBx8ek4B+/9/yfpf+pgkIB0KURg+JfGPE6S/pf3/jfm2Rbn3BMlvUST8+7ePM/rAwCABRgYExQv3GiadEtjx3jxLeVwkRsAAOTaR+/fuPj7w2qp5oxNImuWYIHLba/tB1LrjO05AABk2dZjYc8zTpQA9nxx6aP6P7Vf1eXu3NivX1s6qf9b/SVd7+4+8LVXf+xhveZjDye9iYhbz1YYNFqMgzFq6+anNDI8wcRavCoVMVjAXkjMfQUAAJApxqnOKtfVqMV/TtgKKPpfvVD0T07e4uzV41SMQzp6viSfxQblJTrj7cECf3LDR9Xp2a/zYte37R+LDBY4vJLTtZGAYIEo6xnNTgYH8hiDLaQFh1tkUUDoYu7WRowDFGjYzbhqSLCAfZ8vG0NfC7cuu2Rb3hossDn7MUkyBgvw2bc8o9ev1nt3ddeTC7i3swxhwQL7ez2+/FmPD3rvjirqettxsxEheAtAvnEWPyfv/Y9I+leSNnQwYGDSL114bFfSf/Def18Mm/IftP/fc/jj9xbv/YMxvAcAAEiSsZB+1gUgwQJICoUKAIC0+PMPPXDx98ddQBp244ThscZgAYnJzQCAYmmeCnveuQdmPwYYcVzn9YvV/zPzcSuuq9+s/YqqYxoAfup1n1CfMY/ZYmwAalMoNlvd3rhxyLUS2JDFsDYDSQUsYA0ong8plgMAAFgaawNmpaZyKf4G8W1vP+9quN2m2AE37BeubGxkKdx1RAzOyH59un3uMX3sgY34N8bKeFzpLnD/+LynGu6FZklAsMBqhImsn3h4ydOXQ1gDc8Sa2UwVY3OtclhzaZ4EzudepgUEjdadfT2wYgwWILBisbaU72AB9qf02PH23oas3IMICxbYH7RwvGH//uxy5gDDtQwHiQOIB5+OMfDe/4mkp0j6GUkPazc0YNqvpqRXSnqa9/435n1/59wxSd+u/WECFzdP0t/O+x4AAGABrMECMxb5g4IFXM4WuQEAQGEcV8BNK0tYQFCwQODkZgAAsij0c+/MwWnywCxfXv6QLosYLHWVO63PLX3iwN9vtLq6++RW3JuGJPWNwQI+p1P54hQQLBBlwl9aVZyteFUqYMFhQPF8nfsKAAAgS6wNmGV7AEAU1oJ/SVq70BRLrsDi7H2rq0zYTdxZb78+PaZN3fzgRvwbY+F9QLDA4pq6V6o53RfLNalk+z6uu9nrGfHHyCyANTBHUscwKdhl87syn4Dp7bmruRzQAF4oAUGjIWEaBDWl25Zfsz0hY8EC4/Yn5wr4GbcEo9/m0Ub6KGY37Kfj3zIkdCXOe5kt2c5h1pw9oApAvhA5FxPv/Yakn5T0k86550p6gaQnSzp24SGnJZ2U9EFJH/Te28chTPYdkgaSJlVQvTbG9wIAAEkZxBwsEJDql7v0XCSCOgUAQBqdiNhYts/aZdEf2wiY6LHsG2kAACxS82TY887cE+92oBA+v3SL6fFfUbpR7xg898Df//2tj+lpV9gL17EkPVtDe3skeDUdZUUpU1s3PyXTwQLGZqCuL6twe05AIfFoUd/mTleHVgj2AAAAKWVtwAw4P4rCWvAvXZq27UkWWLhyQLAA/0o2Ta2o7Suqu+il1cfdpn769Z/Ut33BkxPcshkGfVmraLqe0v25OSdVG1L7XOSn5HYia0CwwCLDLTIpJHQxI5OUI/MECxRKxX5eGrLPW0Nf+55ggSS94EnH9cF7zlz885aMx75l10PFECyAxRi9fE0mWCAd6gE9GCHfj0lavm66pZXb82MAkXFlmADv/U2Sblrg+/28pJ9f1PsBAICE9G0XvrMWOnZEsAAAACiOoGCBhiFYoBbQcNZlAR4AUCDNU2HPO3N3vNuBQni6e9D0+GeXxgdY/PVHHtK/+6KnxLFJWATjZNEOt8Jnq65KriT56NOiDrntBDcoWdZggUIWG8ZQSHzLQ+f0uU8xXG8DAAAskvG6QmV73UUUbVU1UEklw+TWvWmCNKwvXjUkWIAACCOnszqkx+ts5GcccykI+E55U3euo/Lq66ZggYabfd82k5OLrZ9rkjqEW0xXta+N5K7m0tiwS7BAxi0oWKBsOO+VpB77VaK+/8VP18v/7/sv/nkza8ECMdfbY3FCGulXXCcTF8Ihx8Y4gwWaxgDDLAeJA4gHZ1sAAABpYVzo2LvRNOmmBsECAACgSI4rIFhg7UT0xwYUEKiX3YYbAADMth4Lex7BAgjw9NJDpsc/Z0KwADLEe6lnK3CJsxgnt5yT6rYQtYaye51TMRevFrDYMGAi72ix3O++m2MuAABIMWsTcMD5UTRO7ZLtvsOqdptHBzSsL8xeNU45IFigXMpgg/KSnfW269PjSkGwwMDePNQp4rVmEmrrpodHaZzK5I9tQLhFhzWz6QKarFfc7r9DbkJlBsbJ8hzXsi0kWMDZP/+soa/sV8n6nKfsr5fa8hkLFrAepzytk2mx4+29DbMa9tOSDRUWLBBfmOG2bOsXq84eUAUgX4icAwAASAvjQn93xsLZdsDF92pGUv2wXLm5CQIAyJUT1qkkriytHI3++ICbqeqS7IsRrTPSP7xauvfdu1NhK6vSFZ8uXfFs6fHPkRqGsAsASJvmybDnESwAI2dsDN6zorZ2jAUVSBFjKKsktQPWRwupdkjaiXfCX1pVZJu2VsxggcBC4qEl4/M7tu8zAADAQlknO5eTu67ourpW1Yr8+L0mBW7XL87et7rq7I1wz3zC4fg3KOfOGIMFjlnvDSYhYL2iR+l+POrWYIHZQYlpaUozCQgW6LIPTlcqS6WqKThk5cJn9H2nW3riZY2ktmxxBra1nT6zTrMtJEwjYICZPaiJ/WqRtmQNFji/e2GyrA9P43FqVr09FickFLyekaGJ1tCVgXcx7Zu7V65NbzueRwneApBvXBkCAACkhXGho+enX0zuBKTYhSz4IX12urZFWAAA8uC4O297QuMyqWS4ERkSLNDL7iRPJODmv5Be+z3TJ+0eeoL0+Ot3gwae/MXSdZ8nlVnCBZARocECZ+/dnSpRoqAD0RxRM+h517rHdLu/Zt/fdfphIQVYgmnnUBN0uBUeTd3WuHEoQiF+WlWMwSSFLF4NmMg7el9hMKDTDQAApFjfGCwQcH4UVd/ZrlmqF4KyBiQLLJy1Ea5UrqpaLuD1xJzOyHZ9ejwVwQI0dS9NzRYssB4hKNEpg8kCPfs+2GYfnK26KrWjNwfuNTyebnbyESzgrWto3N/JtIDz3ZCp3Na12f6Y/eqHvuLTzO+LaLa8MVhAXuo0zUE/sTGEv0jj9ycsR1iwgP2YswzW7dz9XsR3/tmSrbZxjWABoPAKu3LlnPsnzrmAinAAAICEGG82zbrRFBIskJVUP0z30EZ2i3sBAAh1QrZggU79uN72yUf1yU+dVzdKQ1nVehNN9slHyK/3/Yb0198+uyFu81PSHW+R3v3L0h/8E+kVz5Xu+LvFbCMAzKPTlLrRJ+zt0+9I5x+Kd3uQa6FF49e6xw783T2nwkIKsAQB59ajxUmZnDq3CAlM+EurinkqVgEL7QNC9UaL5fo0ugEAgDSzNmCW7XUXUfWcraGi6naDBTjdWpy9y0jrtcRKPbn9Js/OeGOwgLIaLLC4xrZv/OxrZj8oq4zBAlHWM0pZXDuyBuZI6gQ09BWOcX3kUs1lTj6kjQOy+r6wLUn5EMN6YBTWoKZxoa/XX3XE/L6IZlMBNVGdrfg3JCrrID+CBVJjxwcMTXTZ6G2w9mCEhCyMt3sS2/K2oJg1R10jUHQFvBN+0asltZxzb5P0Gkmv894HjtMBAACIQd+22LZ3o2nSPY12QLBAVi6+sVw5uQUCAMiZE84WLHDjYyX929//kCSpXinpX7zwWv3QV3ya1moTlsvKVcmVJW+42dnNbsMNYnT2XultPx323PMPSn/8DdLX/qb0GS+PdbMAIFbNOW+vnLlbOnptPNuC3DtuDJTac517NOYtwUIFFEmHrI8WkrUQP8KEv7SqOGOxoS9gsWE1pJB4/32FzR3b9xkAAGChrNcWARNco+o7W/luVReCBbhjvzB732nrhN2j62vxb0wBnJUtWGDVdbSiJTfD9O3XPx2/uNL9p19h+55mijUoMcJ6hstiKmVIuMUC98HMMq6PrLhsTFKObGBrAO8Xd9ZpPpQr5lqYekCdcdl4PjVuwvyTLmuY3xfRbPmAYIH2pnTo8fFvTBTG4xTBAukR0kwfEmayDNbtjC9YYPfKtSnb+cvasq+lACxd0c/i1yR9jaT/K+lTzrn3OOd+xDn3jCVvFwAAKCJjgmJ3RkbUdkCq36oxLQ8AACAtrJNrzwwVJ7V7A/3ee+7VV77iXXrgzJRpy1XjjbRZ0+lRDO/7jfn3hdf+B+nBD8ezPQCQhK0YggWAiE4Yz/v2XOMeG/v3zTYNsJnQC5i+RpF0NHVbk8F6hAl/aWVtBho3FSv3QiaUjRTP3/nYEidVAQAAzNIz1kSU69poJdPE0DPOBatdmPI6sJ3WIgYV2dYOXJnr0RBnvL0J/rjC1oliE9DUbf3Zn0e1nOPrWmNQYpT1jCzmCpg/1yR1DPvgmWZBawmN6yMreau5NNaxjmsAR8YYa2FCmnwrmr8RPJPH6YzYUkiwQFgQeCyMg/w4TqVHSCh4VoIFrMMd2z6uYIFdLdmCERva0SJGDXZ6A93y4Dm9/uZP6fZHN9UfEJYIpEXRV6+8Lg35dZJedOHXf3fO3SnptZJeI+k93nuOXAAAIFnGm02zEhR3Ai6+c7fIDQAACsKbJ9ee8kcO/N19p1v64b+8WX/8bS9UqTTmjmSlLnUMDRLd7DbcIEYP3jj/awx60qu/S/p37wyaIAoAiWsSLIDFOe7CCpWuc4+O/ft33n5SX3n9E+bZJCxCQFBTfJM+cs4aLOBs1zmDgR9/fbUE1magRTZ7pEZIsEBGivoAAAAkSX1jaFmlppsfPJfMpjjbNUv1wvkshayLZw0pU4nr0RBnA4IFjgUGUMYmZFr8ghrbrj4W0CCYJXVbsMDuRNbhtoGDMtmwav1ck9QxrJl1+gVNsyFYwPTwfhHDOfPGWAsTss+Xne140vfsV4sUFiywxPMw8yA/ggXSIuTeXVY+Z633SkL6PKZpedv5S8l51dUNCnuIYqfb1y+++Tb9wfvu23dO2aiV9X0vfrq+9fOfpHJK7h8CRcXZ1u4qwd4vN/TraZJ+QNI7JD3qnPs959zXOefWlralAAAg34wJirPSgwkWQFKI3AIApM26tlV3tptGk6aevO/u03rNTQ+Nf1LFeCNt3in1yIeTt8XzOqduk97+c/G8FgDErTl+EnxkZ+6JZztQCMcCJ9Fd68bvpw9tEAaVCT17kTTBAhElMOFvWD9Fi4nWZqBeEcspKraJNhLBAgAAIEMGA3MDisp1veP2Odc9Jug5W5DVXrDAmz7+SBKbgymsIWUqFTCkLIJnPuHw1K+fkT1Y4Ljb1FLnxhlrvSTbtPh5XHU058ECNdv+UnX9mdevbkroQGqleB/MNOP09tzVXHpjA3gR19DyxhimEbIeWFHf9PhZg9cQr02foWAB7yVv2584TqXHjrf3NtTdrHO4dLAeG+O6j3lsbfd72pL9/k5DydQ2Pnp+R1/1infpt999z4Ggqmanr599wyf1z3/rfdrp2n6WAcSLT8dLQQLS/pCB4aCByyR9s6S/lHTKOfe3zrlvd849fgnbCwAA8sq40N/zFxb5J1wR91VW19sW11bcpUVuLtayKy2LJAAALMqJgKm1ZzS5eOm9d54e/wXrpHiCBeC91G3G93rv/TXpgRvjez0AiEvz5HzPP3N3PNuBQjgROInuandSpTFNxfedbs27SViEgGCBg9PXWDUbq24rxG+4tpyhQb+bosl2FK9GUCZYAAAA5FjAVGdVavrI/Ruxb4okNdYapsdXLwQsv/kTBAssyt5VZMU4YVdlgu7Guf6q6cECZyeEgk9zTJt68OwSQyP79mbiLk3d8ajbghKl2Y1TmRyYGrRmxj44k7XJekbDY+YYg5ho2M0BY9hoyD5fNq7Nsl8t1pYyFCxgDYuT1DPW0iM5Ic30s+5B9AfpCLi2BwvYQxbG+f4ve7okqSljXaOkNRd/baP3Xj/217fo7lPT6+VuvPesvv/PPxb7+wOIjrOtSyEC0qUggXFBA3t/vyLpKyX9pqQHnXPvd879qHPuWQvdagAAkD8DY7BAhKLGHeNF53B67nvvOmV6LgAAwLKckD1Y4LSfXLz0zjsmNEdWjDfSugQLFF5AMc9UfiC9+rukLpOVAaRMc841hDP37E4NBCI4HhAqJUl119PjdebA3//h++/TJx4+N+9mIWkBoV1tTyNHJAkU4g+787Et8+snxRos0C9ksEDFPF11OLAYAAAg1ULWawOCl6I6dsgWLFDTbgPNVtveSIP5WK8lVCrgtUQE//Qzrpr69TMBwQLH3aY+cv/Z0E2an7HWS5K6nqbuWNRsx1BJarjp99fKWUwWCAjN6bBmNlvVVhcwXHOZCwPW0ArHWAsTEjRaMYTVSgQLLNqWX7M/KUvBAhynUiMsWGD65+zpZjo+h62hK3Hdx7z+qiOSpG1vX79YU8x1bZLe9snH9LZbH4v02Dd+/BH9yQfuj30bAERT5LOt35H0mCYHCWjK1/b+viTpsyX9jKSbnXN3Oud+2Tn3Rc65In9vAQBACGOKdZT04HmCBU5tpeNCG+njlY50RwAA9hwPmFo7rTjp0fMTFs2rxmTfHs3fhddNYALy6TukG342/tcFgHlsRbsxPFFvW9pi2h6iCQmV2nNtafy++oOvulmdHuEWqRYwATCkOKmQavZggXVFv9ZJS0GXZG8G6ha12NA6lW9MIfEgJROCAAAA9gm4rrBOb7Wo123nXVURKLBoh1d3ryvtwQJcj47zeU+9bOrXz8oeLHDMberXb7gzdJPm17c3VtLYFpOg9YzpQYkll8VgAfs+GKXmsPCMn//5CxawnXP0Ct2SlBPGfT4kWKBM6Guqbco4aEWS2uH36+ZCsECmPP+6Y/v+bO1rkKSVgGPOMswKQBgV133Mq4+t6jlXH1FTxrpG2YLEo3rf3adNj/+xv7lFrQ7rHcAyFPYs3nv/7ZKulPS5kv6HpFt1KTBgNExAE/7ejzznyZL+o6S/l/SYc+4PnHPf4Jyzr14AAIDi6VsXZGcvdOx4Y7DA8GQh6v4yi386AEDRhEytPa3D07++NSZcwNhcoW78i+/ImIDJupG8939L938gmdcGgBDNk/O/xpm7538NFMKxgFCpPde6R8f+/Sc/dV6vvenh4NfFAgScV3UIFoimPv3aaJyGi/7vUSunpySh4ihejcQcLHCwWO57/+yj8p6VagAAkDK9gEl8ZXvTQ/TXtl2zECyweEeCgwVo2g3RVk1N45TNEzqvpeaaBQSWLKqp+7u++CkLeZ+lqduDKBozghIzGSwQ8NnWJVhgNuv09gsTinOzFOJtIbyD4rYk5YdxPXBfnXHUt5Btv6IRPHlXHb10rGurqq43fs/b4ffr5hIQqtPnOLU0L3/Btfv+3FdZPW/796gHHHOWwRq6ElewgHNOv/iy56pTsgeErBnu90X1tk+Ovx8/ze+8657YtwPAbIX+dPS73u+9/zHv/bMkPU3SD0p6p6SB7CEDw0EDxyX9S0l/Lumkc+6NzrnvdM5dmfz/GQAAyKSB7YJyb5F/2i0Na7Jf7tJzC+rBs0xHBgAUywnZb1ad9tObZ17+f9+vdm+kUMwaLNDjM7nwukntA1569XdJnVZCrw8ARgQLYIGOzxEscN2EYAFJuumBjeDXxQIEFEnHVZCTe/WQCX/Rz3NrlfSUJFibgcyFlHlhDhY4eG/jb2/+FIEtAAAgfQIagK3TW02MoQUECyzeXoOodcKuNTSiSGb1bZ+Zcf9u1DG3qV7f1qgYq4DjyqKaup9z9dGFvM/S1ALWM2Y0Tj3+iH3K69L17WtmhHFGUDU2Weet5tI4DbxX1DW0PDGe81qbZyX7+RSN4Mn7Z599zdCfnLZkbEpeVrDAwHhuLkJ1lunZVx08v7fevws55izDsoIFJOnpVxzSv/+y55ift6aAAMYZ7j1tr2X70H1nY98OALNxtjXEe3+X9/6XvfdfLOkKSd8i6a8ltTQ7ZGBc0MDe39clfbmkX5f0gHPuRufcjzvn7EdtAACQT96bbzZ1JyRyftvnP+ni73eMF525W+QuqDfc/Klk3yAv6coAgNw4amwu63unc2pMfcztj27pFW+9Y/9fGgsIgqYfIV8CJutGduYu6e9/JrnXBwALggWwMF4ndD742de6xyZ+7Q/ff1/w62IBQoIF/P610SwOnVuIgAl/6y56sECaJrVZgwUKOxXLWkjsxhfL/dwbbpVP0w4AAAAQsmZvbP5P8rVrjmCBZalagwVKBb2WiMEZ2a5Rj2srqHElNn37z+UiGtuuv+qIjjcSPH6lQUBQ4pqm37f7rOuOhW7N8gRMbe7QXDlbxdZcm5WGx8iMwQI0gOdADEGjs5RlCwIq7NrsAo02fG/5rAQL2M+/OE4tz6GVqq46un/fym2wwIR7JZO0fbzn65/76deZnzPr/HhR3nF7DPUmAMz4dJzAe3/Ge/+H3vtvkHRC0ldL+i1Jj2h/mMBwkIA0O2TASXq+pJ+W9FHn3D3OuVc4577UOcfZLwAARRWSoOjHL/Jff/WRi7/flq0AcCUjF9+Yrk+xJgCgYI6qaXr8htblIyyL/fa771F3eMqJsYAguWn1yIyk94H3/4Z0//uTfQ8AmKXfk1pn5n8dggUQwaraWjEWZQybFiyAlAsIbGor5wX0cQmZ8GcoNBqkaK2SYIGIYiokfuT8jh49T+AeAABIkYCpztbQJRPjVPuaCBZYFuuEXZWYBh7qrLcFCxwzho/HzjhERpo8SCYulZLT//j66xN9j1QIWM9ouOnrGeVyBlMpjaE5HV/WpTYHTGQcOJC7YU7GWtZZDbuXrbNOm3rGfb5u3ue9Ks4WLEAjePJG1263lJVgAft9wsKu9afEj3zlM/b9ecd4/y4rn7PWAARrwMJMtelDlsZZc9zDAYqMs60IvPcd7/0bvfff6b2/StILJf2spI9rf2CAFC1kYPhr10n6D5L+TtJJ59wfO+e+0TlnHw0BAACyK+BG06SFjhc+6YRWqruneTvGNLvVoQtEz1h6AACQEUecLVjgnI+2kN7pDXT7o0M3wow3UxOdVo9sSDxcwktv+fF0jYEFUDyt01IcawgEC2CGwcDrxJzF4gQLZFjAZFGmr0VUt9+Wbij6eS7BAhlkbJ6bViz39ts47gIAgBTpBTQjlJMMFrDVc1QJFliaqrMGC3A9GuqMbNeox7MYLDBhkEwcapWS/r+vfbaedeWR2Q/OuoD1jHXDekZmGPfBTtwNbHllHDhQdX17CE2aGaeBz2oAf/ZVBTgmZZ01aNQYAF2WLVRAknq+oGuzC3THo1v7/ryZmWAB+3UR+9NyNWr7v/9tbzsfsR5zlmXpwQLVNfNT1gxB4gDyh2CBAN77G733P+G9f46kJ0v6fklvl9TX7JABp/0hA37o749K+ueS/lS7IQNvds59t3PumgX8bwEAgGUKSFDcS7B2bn+K8OOPrOiHv2I33c86lcueJIoiSk8pMAAAu47IFixwXtETev/qww9d+oPxZqq6LL4X3iLCJR68UTp1R/LvAwCTNE/G8zpn7iEoBVMNvNdxnZ/rNY65LR02njsiJQImi8ZekJNXIYX4zlCIn6JDuzVYoF/YYAHjVD43+b7Cu+44Ne/WAAAAxCfgukKVBCfsEiyQGeZmuDLBApPMWv47623XqMe0qaVeePZD6r3i3z9qlZI+/6mX6Q3f+/l6+Quujf31UylgImtjRuNUJpenzcECHJ8iMYYuStmZphyJt06Wn76G9oQjxjoLLJ45aNS2v1vXZaXx+9VorTTmMxoKvOWtwQLz3bML1rdfFxV2rT+l7L0NWQgW8OZj4+h9zHplzhbf2rr5KQ0FrJMAyA2CBebkvb/Xe/8K7/2XSnqcpG+S9CpJWxofMjAcJDDtazVJL5b0a5Ludc59xDn3X51zz1vI/xgAAFismG80/evPfaIkacdYPJurBW4AAFAYR5ytOeycj15o8vGHzl36gzVYoJfDqRew6S5oH3jg/Yt5HwAYpxnTJOLOVnwhBcit427+IqVrHNOzM6k3f7AAJYcTBBQarRsmmAyWXJR/ptnR9/zpRyXZC1i7RS02NBcST76/USrxkwcAAFKkF1APUbY3FkZ/bVs9x3CwQKtDyMAiVayhDiUad0OdMQYLVF1fh5Y5hT5okEy8+8cbvvcL9Imf/gr90be9UE99nD08MLMqK5KzXbevuxyGwhvXzJIItsilqrG5VjmruzROA+/TkpR9xloYa5OvOaRJUo/9auG2ZA0W2ExmQ2YxHqOk8fsTORWLM/q9zmNvQ0V9lZ3thljb7/8+fMY1R+fciJpUsn1v1xzBAkCRcbYVI+/9hvf+j733/0zSZZJeIumVkh7S/jCB4SABKVoAwWdI+klJH3LO3eec+9/OuS9zznGFDwBAHgQEC/SmLPTvFevteFuq34rLQqofAADAfoeNwQIbsjfOSLIXEPQ70sB+gxQ5sqhggc1HF/M+ADBOM8ZJxGfuju+1kDte0nHNX6R0neNzM5N6tsLvtq+IKIGIag1Zv1frLvp5rl/i5MiHNrb15b/yDr3upoclSWUX77S13DJe+04NFuDHEAAApEk/oGC+Yqu5MCnbXrvm+torOX3fXacT2CBMUrE2wxmbOYrk+1/89KlfPyt7Y/wxt6SmNsk8LV6KP8TumU84pGq5gO0Azkl12z3fxowQCu+XnI4YwrgPdjzHp0isAweUjabHyAa2cE6CBXIg4WABa+CrNH5tNpPH6RQb/X5u+TwHCxR0rT8l3Mg9qLZs18L1DPQ2WI+L0sGA9J/8x58+/4bU1kwPXzMEiQPIH87iE+K973rv3+K9/27v/bWSPkvSf5N0k/YHBkjRQgaGv3aNpO+S9CZJp5xzf+ace7lz7kjC/1sAACApQQnWsxc6tmVLz18VyXOYjfVZAEDaHNWW6fHnfCPyY/c1wQQUEFgboJAzvYBggc/6Vvtzui37cwAgLs2T8b0WwQKYwnvpeAyF4te5x2LYGiyccfraaDEOpnBOqtsaN2YV4g8bLGkt0XuvH/nLm3Vq61JRd9U4ZbTrC1psWLHdV6hPKZwvMfYJAACkifG6QpJUtp0b2V7bHlpQvdCUtd21N2chnLkZrsS8sEk+76knpn79jLcHC8QRRBksYJAME+NjVDOuZ7gc3re1Bguw/0VjHTigbDQ9RmZs2p3dsMv6UOpZgwVcT84QvFQOCBYYN2Ee8Rpdut9UVoIFQgb5FXStP6XaxqCjkKb9RQsLFti/JvDMxx+ef0NqxuCtPJ4fA4iMs60F8d5/xHv/U97750l6oqTvlfQ2ST3NDhlw2h8y4If+/rCkl0n6I0mPOefe6pz7XufcdYv4/wIAADEJudHkdxf6py277hhT/XKVnFtgLMUDAIqkop7WjYvc5xQ9WGBfE0xAAQHBAgXXDfj3/6IfCXgfggUALNFWjE3aBAtghhPu/NyvcY17NIYtwcIRLJAsY6GR5RpsWVOkbrjtMb37zlP7/q5snDJa2GJDcyHx5PsbrFUDAIBUCZgsbg1dMinbr1usYVmYz97VjDlYoEzj7iSffuVhHVqZ/P05GxIsEMN6UbCA40rc15quyIFudWPj1IyJrJkctNIjWCARAQMHclV36W2fewNakrIv4JzX0kRbMa7LSlK/qGuzC/R5T71s35+3vLEmqt8JC2+b18AeVMH+lC7We3hZCBYIOQ8Y7fEolWI4r69Fr4mUGEgJFB1n8Uvgvb/fe/+/vfdfJulySf9C0p9JOq/xIQPDQQLTvlaV9CWSfkXS3c65m5xz/8059/yF/I8BAIBwCSVY7xgvvldcVwdzKJE1/AsCAIrksOwN1ee8bRH9opACwm7AxHrkRy/g379+yD6pqtO0vw8AxKV5avZjoiJYAFN4+Vgm0F3nYgzDwOIYi9M6BAvY1G2NG+uKfp67rKL8D9939sDfWZuwihssYLv2nVbUV+gGFwAAkD4hTS/WtdqEX3vvnDaTza8ZZg4WKNG4O8laraKf+JpPn/j10woJFljStFzJHCzQ9hURwRYj60TWGesZmTy09lkzS0RgsEAm96FxjE27PT9rDS0335n8CtjnLY2+Zeu5lMavzbLWGK+nXL7/c7SpgGEr7SWchw3sYWvdoq71p8XIj27bODSxnoHwnmkBzJO0fQLnZdU108NnBW8ByDeCBZbMe3/ee/9n3vt/od2QgS+T9L8lPaD9YQLDQQJStACC6yX9F0kfdM494Jz7DefcS5xzrAoAAJA2CSVY73j7jei9BT9uRGMSz2I/ACBFjjh7Q/U5RQ8W2DddsxJwE63HAnyhhQRLVFalw1cm/z4AEJdmjE3aBAtgCu/jKRS/lmCBbDKeV48rxqHocArzhD9DsMCS1hL//MYHDvydtRmouMECtkLiaUXEcQzYAQAAiE1AXUZQ4HDk17bXc9T2ggXi3hZM4VV11mABSnSnednzr9ZLP/OqsV876+3BAsdiCKIM1rc1tkUZIgMD43rGusvhfVvjZ1uHfTCaakCTtevmp97S2LTbJzAl+wLOeS3BAhU3ML9+n1a3xI2u3W4GBQucj2djLAIG+fVnBqAgSaOfEm1j0FFI0/6iWY6Je6zfh0iMwVtreTw/BhAZZ1sp4r3vee/f5r3/Xu/9EyU9T9JPSfqI9gcGSNFCBoa/dpWkfyfp9ZJOOede5Zz7V865Y4n+TwEAgGgG9gvKKAmKO7Iv+K1kINkPAABgz1FtmZ9zzkcPFtgnoICAhu+Cs/77l2tSqSRVjftot2V7PADEqXkyvtc6fTdJh5jquJu/QOlKd8o8tRwpYJ0AyPQ1G2OhkaUQf2CvGY3Fqa2D+0xFto3pFzZYwHZfYdq0oAEf6wAAIE16tqnOknbXbJMS8Np717Oe9ZOFKRuvIyRJJRp3p3HO6Zde9lz9r5c/T5et7/852JDt+lSKJ4gymHG9orABdkkxrmfMmsiayUNrz7YPdj3Hp0gCBg6sqKN7T9uHIqTSwBaoU9g1tDyp2vf5uot+/CkbA18lqUcj+MJt+ZBggSWchxnDTySpR+tkqowLB59m2j2ItAjZxmSCBWz1ZmsKWCcBkBt8OqaY9/4m7/1/895/lqRrJH23pLdI6mp2yIDT/pABP/T3hyS9VNLvS3rUOXeDc+77FvH/BAAAJghIUIySYr0j+43oVS4SMUOfalAAQIoccfab8+d89CKTfZ96AQUEQYWKyA/jZN2L+5j1xn0nJ0UqALKpeSq+12qfk7bPxvd6yJ3jmj9YoOy8rnIxBmJgMYznVR2CBWzqtomQ64oeoJWmlcSKMVQkSrhvLlVsoXp115Ob0Gz1Vx95MI4tAgAAiId1vVYKmt4aWUiwgNsLFoh7YzBJJaARTmUad2dxzukfP/dKffDHXqy3/+AXX/z7vsraMAaEH1N2ggWi1HrBwBos4KavZ/hUrWJE1Lfdi2bNLKKAgQN1dXXzgxvxb8syGJt2mSyfAwHnvJbp3CHnU+xXi7elrAQLBARVFHWtP6WsDfUrhuPNsliOiXuGvw//5LlXxrMhtTXTw9dmBG8ByDfOtjLCe/+Q9/6V3vuXSLpM0j+T9MeSNjQ+ZGA0aGD0a3t/X5H0RZJ+Kfn/CwAAMFFAsMDeQodzkx+zY0z1k6QVQ5Ioiumlv/Fe3fHoEm/MAgAw5LACggVknAa/J6CAQD3jxHrkS9f4778XKGC80WN+HwCIi/fS1mPxvuaZu+N9PeSG9/FNoLvWxbzfInnGwK5EpnzkmTFYoOGiFxoNUtLx5DRQ2dm2pbDFq8ZgAUmqTQltaLbtE6QAAAASYWwAliSVkwwWsF+3VC+cd6XlPLsIgoIFSjSPR1UqOT3xsv337c542zVqXOtFQYz1Xh2CBeJVtwULrOexcYp9MBkBAwdW1NEfvf/+BDZmCfz4AMlJ+jTsZl/AeuCKYTp3eUIo6TQ0gifPjRSfb/msBAuE19tjOUb3NevQxLrheLMsdRcQLDDU43HdCWOd2CQ1W01kwzEwCSiygt4Jzzbv/Zb3/lXe+2+S9DhJ/0jSKyTdq0uBAaNhAprw96wwAwCQBgELHR0/e6HfevEtXUr24yQhu6ZkTcTisc22vvp/vVvvvJ3pfgCA5Tvi7MEClkkn+2rzAm6mqpvDAhVEZw4WuLCPVY3hF92W7fEAEJf2pnki0kwEC2AC3+/oiIvnM49ggQyyBgsEBK4WmnXCn6Kf56al36kSULzajbAGn0sB177TCvs+8fD5ebYGAAAgPsbrCpUqUinBEtuyvZ5jL9ApLefZRVAOChbgmnQeZ2ULFji2zGABY71XYa8zk2Jcz9idyDr5AJrJY6vxs41ggYgCprfnapjTwBYS2ZvRkpTJn62iCdjnLdO5Q4KaChv6ukSbykqwgD3IlgCU5RqtabeGg9dcX6WAezyLZDkm7mkP9XhUyzEd84znx6siWAAoMs62Ms573/fe3+C9/37v/VMkPUfST0i68cJDooQMAACAZTOmB0vREhTDggVytMhdUKe2kr/Q7/QG+uG/vFnntu37LgAAcToie7DAORmCBYb/EBIs0GOSfKH1jMESe9MvqsYbth37zwEAxKKZQOAcwQKYZPt0bC9FsEAGGc+rOmOKkrgxOkXd1rSxPqMQf5hPSeVwSDPQpOLVxx1KcGptGsRcSPz6mx+eZ2sAAADi0zfWQpQTPu8LCBao7gULxL0tmKgaFCxA4+48znjbNepxLTFYwHhcYVpuzOq2xqmKG0y9fs3ksdUY/DtuzQxjWO/VKmc1lwPbZ9+AlqTsCwkaNUznLgc0BPOZmbzReyZbPiRYYAmhsgHBAt0x+5PjrtHStH1IyF46atU7vfHHs7BggUvnZVcdDfj5G6e6Znp4w3C/D0D+cBafM977j3vvf9Z7/0JJV0v6TklvlNTR5JABAACwbAHBAt0ICcLbst/oXnWkz2XZ6a22brgtgcaOMR45v6PffhcNHwCA5TrqtkyP7/iy7RxpuAkmoIBAXWNjOfKlawyWqF64YV+z3ehRN57pzQBgRrAAFqkZX7DAde7R2F4LC2KcvmaddlJ4xkL8kvNaizjFJC03pEOagcYVG0rS1z3vqnk3J91iLiR+9ccIFgAAAClhvK5Qxd7sYFK2X7fULgQLDAZpOdPON+99UCOcygQLzOOsMVjgmFtmsICt3itKrRcMarZ9RZLWlbNQeOM+2PHsg5EErI3kK1jA1rRLA3gOVOy1MJYm2kpQ6Cv71aJtKSRYYAnnYX17sMCkEGEsx07APby0fM7++g13jv37esD2Dd/LPLEe0/pDLfqwJWn3fl9avrcAFo9Pxxzz3n/Ke/9b3vuvlnSZpG+Q9IeSzmh/yAAAAFg2azK+Zt9suvb4mtrefvEdcnGL9PjJ135ioe/34fvOLvT9AAAYdUS2Se3n1FDwkkhAAYF5Yj3yxRwscCFQoGq70WN+HwCIC8ECWCDXii9Y4FqCBbLHOH2NYAGjBAvxBz4dDU8V2YsNexPW4D/ricfn3Zx0q9gDi6cVEjuqEgAAQFoYrytUtp8X2V7f3jhQdbvntT41EV75Vw24llCJxt15nJHtGvWomubp2rEx1nt1CBaIl7FxSpIabsq925SsYZgYQ3MIt4goYOBAyKTiVPJe8rZj6oCWpOyLeT1wVDkgWKDHfpW40XXbpgJqotq2YTCxMIafSASgLNvovtaW/Vo4DZ+ztz5yfnKwwJTw5UmGezxe9OQTwdu1T80WJC4pcpA4gPzhbKsgvPdN7/1fe++/RdIVkr5Y0i9LumupGwYAAHbNsdBx7+nx00mvv+qIdgIuvldScPGNMJ/81Hm9/uZPLfQ933tXfEX9AACEOOJswQLnvb3A5KKAAgKCBQquZ2z43wuvqK3ZntdpZrPYCUD2bT0W/2sSLIBJWqdie6lr3WNKzxx1RGIsku4EBK4WWj0gWMBFDRYwv3QiKgFTRsdNMfqCp12mFz/zcXFsUnrFPJWPXAEAAJAaPeOQhUpMEwMnCQgWqF1ocmc5eHHKzn4toRLXpPM4623XqCXnpe0lDcUwBgvQ1B2zur1xalpQYiYPreZwC45PkZTK6nhbE+qKy8kwJ2//3Ot5WpIyL+b1wAMvH3A+1acRfOG8Str0xrqo9mYyGzNNSL298ZiOZAUNTQxo3I/bG295RL0JN71Cgg/2QtIff3hFK9WY9lFrvZmktWnBWwByjbP4AvLeD7z37/Te/6D3/umSni3pvyx7uwAAKDTjIr906WZTpzd+0e0fPfNxgcECu9vywJnxgQVIr5se2Fj2JgAAsHDWYIEN2QpM9t0OCLiZyiT5gusab77shVdUjTd6fD/omgIA5taMr9H7otZpaXsj/tdF5rlWfOGGDdfWZTof2+thAYyBXW2KpG0CCvEbivZv4lPS8VQJmIo12vDx+MMr+vmvf47c6HidvAm49p1WNJf77xcAAMiOvnEKX8g9AYuy/bqleiFYIC0BXkWw9z03KdE8Po8zsoff3ffA/QlsSQR92/7R9ewbsarZ95Wo6xmZYQ4WYB+MyjpN2dJknWoBDbvjwjmRMZW6+SmWJt9ywNosgRXJc2MiYbeUhWABewM3QRXLNbqvhdzDS8Pn7McfOjfxa2HBArvnGt/8udcFb9MBNfvApdydHwOIjLMtyHv/D977/7Hs7QAAoND69gvK7owExetONLTjA4IFLqTn3vzg5AtgpNP/+vs7l70JAAAs3GHZggXOefsC+kUhRYTGBijkTM8YLLG3j1mDBSSpSzAYgCVoPpbM6569J5nXRaa5VrxBFte6R2N9PSTMOFl0XFESvc1T1O2F+Osu2rluWgJsy85evDpcFP2y51+tN3//F+rKo8bCyiyqBgQLTCkkLvGzBwAA0sJ4XaGyvcHK9vr2eo69JnefzbnamVSWfcKuyjTuzuOMt1+j3nbPvfFvSBTGpu4uTW3xCglKnLKe8Z47EwjSTZL3BAskaMfY9FhPQcNjLAYha2jTj20pyR3FNFX7mqdln68EnE8NxrS6scyYvC1vDRZYQoh3wHGqR+vkUo3enwsZmhjSuB+3t906uTYiLFhg91zjZc+/JnibDqjZz4/XZAxhBJAbfDoCAACkQUDS6+i0pFHOSdsBF9+rFy4Q3521myXQQxtMRAYAFM9RZwwW0BzBAuWq5IzLaV0+nwvN+u+/d8O+FhAs0ElHwxaAgmmeTOZ1z9ydzOsi21pnYn25a11CwRhIhjGwiyJpo4AJf+uKdq77gXvi/dkNVQ2YitX1Zf3IS56hD/34i/U/X/ZcHVm1T9HJpIBQvemFxJT8AgCAlOgbi+Ur9noLkzmCBQYDOvQWJeRaQiWuSa2efPml+3dnA4IFXvPeW+LcnOjMwQLsG7EKaJxqTGmc+sj9Gzq9laHGKuP+J0kdX5C1jRi0jXWXK4bp7akWUMfapyUp+yr2QC1LE2054HyqNyawgjPgeLW6B3/et2QNFtiMaWsMAo5TPc7BUmVcOPgsaQ/wqTvjdYEvzwzmCRJyfycv5zAAzDiLBwAASIOAhf5xC2fDKiUXlOq3MrTg9+H7zmi7E3CTFAAAYEGOyBgs4OcIFnBOqhhvovUyVHyC+HVtDXAXgwWqAcECXYIFACxBM6FQQoIFMIZrnY719QgWyJB+T/K2Ncq2T7gBKG9CJvwp2rnu++6K92c3VEjxal9lfdHTL9dl6wlPqk2b2AuJKfkFAAAp0TPWZZQTPg8s25spau5CsACnWAsTci2hEo27Vp9xzdGLvz8je7DAocESpuVKUt/WhEOwQMxC1jPc9KDEn33DJ0O3ZvFCggXYByPbMa4vrqS84TEy4zqsNDtYYHRSNVIoKGg0+mdgJXBtFsna3DnYoL/pMxAsYDz/kqQerZOp0g4IOkp787vlmCjtD1eI9XMy4P5OzbjtAPKDT0cAAIA0CFjomLXQXw4NFhhKzfv6V75Pz/qvb9K/+b0P6qENpu2mWac3WPYmAACwcFX1tOZsjfvnZC8w2f+mxhuqPc6hCs367793w55gAQBZsZVQY/aZe5J5XWRaqRVvkMV1pUdjfT0kyDpVVGHTTgot4PxzJeL0lV5KOp5Cpox2VS5m4XPMhcSntnJSWA8AALLPem1RSTiwrGx//b3z2mqZ0t9FCWmEU4nGXatrjl26Lj3j7cECx7WEpjZJGliDBWiSjFXNvq+szwhKvOHWx+R9OtYyZrIG5ohwCwtr3aW1oTC1BvFMlh+WlR+pQitVJGc7v4y6PixJZdlrW2kET15pzNr3lqzBAksIdxocDESYhaCKdAkbmjj9mPMDf/4xnWst77PYGjA0fB8z1s/J2IOjAeQZZ1sAAABpEJSgOH2ho1IqyauktrfdEKiPXNwOvHTDbSf1Fb/yTt1wG5Pc0mpzhwt7AEDxHFHT/JxzvmF6/IHF+4rxJpp1Yj3yY9C3TwqpXti/agHBAh2CBQAsQfNkMq975u5kXheZ5rbjnXp+rSNYIDN69mABpq8ZhQQLZGwKW8iU0cIWG4YUnqV8WhAAAIAk+7VFefe86Is/7fIENkaBwQK7TTRXHrWHQcHOKzBYoMw16Tw2taaet5W3H3NLChYw3geiqTtmNdt9X0lqaHoo+NlWNzvDdwLCODuEcUZmbXrM2lrZRAHBAgNakrLPOXPYqKURNeR8alZ9NOJwMFmg6Y3XGe2tmLbFIOA4RbjTco3uaSHh4LOOOX/90Yf0Nf/7XUurpbc25ycWkF6239+pyR7WASAfOIsHAABIA2OCtTR74ax8IU7Susi9qvE3HbbaPf3gX9yk01v2mxIAAABJOOLsN6iswQIHWBssrBPrkR/dgH/7vWCBgMYude1BGwAwl15H2tlI5rXP3pfM6yLTXCvuYAECNDOjZw/rao9ZE3VjiuRwQdXelLSasWLpamDxqivibmMsIpZyVDwPAADyzRoEW9m9rnj84YSa+OcIFiiPGy+KRFRcQLBAieZxq+FrL6+Szmrd9PzjSwsWsNV7dY3DYTBDpW7+eWu42etMb/r4I6FbtFjWzzURxmnR9raGv73p7R++72wSm7M4AZPAaQDPiQSDBcoaWLdGfVrdEjfukmJLxmErnWUEC9jOvwbeyY/Znwq59r8sI9/rJIIFJOmBM9v672/4pPm142ANXx4+z/AanXo0h5DgaO7vAIXF2VbKOOcuc8691Dn3c86533HOvdo592bn3F9f+POPOee+zjl32bK3FQAAxMi40N/xZY1LixxWCQwWWJly8X262dEvvuU20+thMWJcVgAAIDOOyN5IfU5zBgtUjTfRuvYmKOREQAOcKvMECxBiAWDBWqeSe+2dc8m9NrJpMJDbPhPrS17hNrQyIWATKWOdKip74W/hVYzXOZJWXLZ+fkKmYhV2ilFQ4dlypgABAACYWK8tAib92V7fHiywN0nQUyCwMCHXEipxTWo1uk+f9YdMzz+u8zFujYGx3quw15lJcU6q2UIo1jX7flpmjrG9gGABwi2iMwZx7oUu/tCrbtJON+CzIy0CggUGBLrmQ8qCBcYFVrCnxcuN6axvyhiq1tmSBvZ/37kYj1Ocf6VP29uvhfcCfGb50w8+oAfOtMyvPy/rPZJxAemxCLi/U3P2z34A+cDVYUQXGvmvlNSQ1JJ0StIj3vu5r/zc7hnZSyX9gKQXGZ73UUm/L+kPvPdU2QEAkGXGBOtehNO4vYT6HV8zrajNuvh+713xTodDPO54dAnJnwAALNkRFxAs4OcMFrBObgxpLkc+hDT67xWo1AL2087ib4wBKLjmyeReu5+tZlUswM6G3Py35A64xp3UHf7q2F8XMQsJFgiYdlJopdJu05Th+Ju1CfUhU0b7KssVsVw1IGiCYAEAAJAJ1snOAQX5JmX7dUt1L1gg7m3BRGHBApRmz+usbMECx9xmQlsyQ9/a2Ma+Ebv6IWlnI/LDG272vdvMTDAOWEfvsGYW2dHDh6WN6I/fWyu7+1RTr/nYQ/pnn31tMhuWtIB1+J6f3rQb6yRmJMd47hu1yVeSyiFrszP2K8xv3Mdd09vXhtVt7n4eL4oxWKBPsMDSjd5n2Qk4H7Hcg7jpwQ1dczxgoMsc7MECCZ2TBQQkcn8HKK7SsjcgrZxzK865b3HO/ZVz7qSkRyV9VNK7JX1E0v2Szjnn3uqc+0/OuaOB7/MCSf8g6S+0GyrgDL8+U9KvSrrHOfejzjmu9gEAyKoEEhQr5QvBAsZUu1kFofedbun0FgX+adLrD/SDr7pp2ZsBAMDCHZE9WGBDtqkVB1SNN9EIFiiukH/7vQYe634m7d6sBYBF2kowWGDQMxflIudaZxJ52evco4m8LmIWcF7VoVDfzngOumoIFrj/9PJDsEKagbq+nJ1mgjiVq7LO/6obCokBAACWxhpaVk5oguCeUllytiaX6oVJgls7rJssSlCwQJlrUqvRa6/T/rDp+ce1qW5/wdNyJXNgCesVCajZ7v02lKN7t9bAHLEPWqw1bPtW3V1qyrvpwQzPixyEhHPSkpQLxiEblkbUiuyf0T32q8SNW/veknHYiqRXf+A2eb/AABHjPWT2pfRpG/saJNsx508/eL/59eeVmmCBgIDEGsECQGHxCTnCOVd1zv2wpIcl/a6kr5V0QuMb+9ckfYmkX5D0gHPu551zkY/Czrkf125QwdOHXtMbfunCc45K+hlJH3TOfXrY/zkAAFgq40J/lATrcimZYAFJuvmhDC9+59DbbzuphzYCJuICAJBxR5y9kfqct02CP7c9snhuvJkaNLUe+dANaJ7aa+aqBiRnd5bfrAWgYJoJBgtIQdOWkGOtU4m8LMECGWFt/lFYUVLhGYMFoqwj73nJK96pG257zLpFsSoHNAMVdpKRc4kWEgMAACyNtQHzQkF+oj0yxvCCqnabaL77Tz6iR87lqDk2xYKCBUo07s7rrLdNvT3mtnT/mSXcJzEeV3pFvc5MUr3AwQI9e7BAlJpDXGBeG7n07/EnH1h8Q2NsgoIFOLblgrEZtW5YH45rbXaBreuF1fT2YIFfe+NH9Qtvvi2BrZnAOMiP86/0CWmqt9yDeM+dp82vPy9r+HLbpylYgOBCoKgIFhjinHuGpBsl/Zx2m/WjNPvvPaYh6QclfcQ59+wI7/U/Jf20dPEKffT1ovwa3Y7nSnqvc+5Lg78JAABgOfq2orsoi/yV0u6pnjlYIMrFLSt0qULQAwCgqI5qy/ycc7IFC7Q6Izc4rQvwIVPrkQ/dgH/7vWaumm0/3X0/QiwALFgz4QbRgEZi5FgzmWCBa9xyG50RUUDQSGKTPvLMGCyw6qL/u7Q6ff3Qq27SmebyptpXA4pXuyprzNCmYjAXEhMsAAAAMsC61mBs+g9ifI/hgv///Nc3L3YyaEGFTNhViWtSKzdy9XVGtmCBQ2578UGlg77kbdeaNHUnoGYMFnA5up8WsM93kmpiy6F+ybY2spKXtRFjw64k9WlJygfj+rBlPTAkqIkp88vRlG0/kHZDe1759rv09kWFCxuPU4SfLJ8budHSV1ldb/t3idTbsETWeySJ3ccMWMewhiIAyA/Oti5wzn2epPdIul4Hm/al8Y390sHm/mdKertz7rlT3uu/SvpPQ+8z/PqmzR6zHYclvd4594XG1wIAAMtkDBboRbigLpd2TxN2vDFYwJAkinT4tbfdsexNAABgKY64punxbV8NmFw6UpRnvJlKs3eB9QL+7fcmX5RrkjMu3XZtPw8AMLfmyWRfn3AeDGslEyxwnXs0kddFzAKCRjr+YKG+Jy11uuqa6eHWYulTWx39yt/dbnpOnMoBzUCFLjg0T+XLSfE8AADIL+/tDZgBk/7MyrZmguFggbffdlJv/SSBeUmrhExvLBX4WiImZ70tWECSKttnEtiSKYy1XtL49QrMyRjWva7Z685utPstrUL2QcItIuuagwVyUnNpDEyRZgcLXHvctu6IJbEGjbrox6C41mYzcnTOjHEZZVuyrQtL0vqF0J5//Xs3qt2zH0PMBsZ6+yKv86fEuJ9da2N92u9BzBUsEOftS+eksu14Xgu55gWQCwQLSHLOPUfSGyQdu/BX48IExj5V45v7j0v6O+fcVWPe63Ml/YQOhhYM8xF+jduOvefWJb3aOffUCdsNAADSxrjQ0Y2w0FHZCxYwNs/lZpEbAADknjVYYEP2KfAHbqQZmyuYtlxg3YCG2L3gCuekqnF/7bTs7wcA80hogvxFBAtgWOt0Ii97raMBIxMCjgfjAsUY5DmD8VpnRfZrnQ/ck8zPchT/P3v/HSfZeZYJ/9dTqeOMRpIl2VZwlnO2MTa2ARsbjMHksLDAEtYLuyxx34WXJb27sCws4UdmF8yS0xJsbIxzwMbGUbIky5KsnKWZ0Uz3TFVXfn5/dLemuvpUuO7znHx9Px+BNeqqOtKcqXPO89z3dTcNhVED1A9N0qkMspA479OCRERERCzNl2wxvgk5TXD6vvZjt6fcSF0x3gN1xzfCsYERAlx2/sFg71Oem0IPALX+2VCHsxyy1gsABmrqDm+FC6HYcCVad7aEceocXNr95NZr041QN0xlzx1yEjiwuGm3VqvqAlvB0OvDy68HNgx/NtQMno22J4etANiYCO3584/cGfJwoo2582mZQX6SPj5YIN97EHywADsYiaDgaBFZUuWDBZxzxwC8GcARHA4UiLJMcz8APALAH0x9VgvAH+Hcf/fp10yHDcz6a/pnJ49h/58dA/CnzjndBYmIiBTBiHvgXWajqZ5gsICme4mIiEgeHAUXLLDl+WCB8XT3UZPcRLNMrZdyGBga/SfPrxY5ucHyeSIicZxNuCFb4TwyqZ1MM/Jl7jhqhkk5kjLD90GXLEgS0M86lkbymx44izPdbAqULFOxKl28qsIzERERKZuRYZ2hsVtrkWh9BNmA3nQHm/3e/un7Qx6NRGhamkRratxlvfKpFx/4+7Pgm9qOn0w5zM4QWFLp58yktLgQig0s3rsdjwtSF2e4tvW1Zra0412+zaYU6yNjfg1trJakciCDRpnz3bI2O9J5lbioq91ZkMNWcPDa+tNvvh4+6ZRn8h5sqHMpl9hggVWX72vsCnl8PX/u33+lGfgZocH1jZTi/kVETHSFBH4DwOU42NA/yWN2mEDUr7uJv3+Fc+5bJv7ZtwB4/N4/jwoU2A8O2ALwfwH8AoAfBvBvAfwAgF8C8C4AOzgYIjBp8n1fAOAHISIiIvk34pJel9loauwFC+x47gFxTZOFREREpCDWyQmZ2+CDBQ4hmytMU+ulHCyTtifPr6aCBUQk59rHk31/y/eolFfnRCJvu+KGuBinEnlvCSjQ9LWClIRnhwwWWDNOh7njZDb3rdMNWMsYoY7Z8whKrhk2WOC333dLnKMRERERiW9ouH+tc81VjNc+81F7n8HVczRx8L42q/vrKjFNn66pcZd1bL2FKy44ty9iCRb403/6dMhDWowcIgMsN0hGSCtssEAXpVklMoRbRK2ZSbRRjb8PYCa459aYX0NT025JNLhrL9OI2jDcTylYIHlRAQBtz9+DbbiDezh3PpTwMwr5PTWaUW9f0ZX/TDh3+L92l+xtWMn5NZY9vv1ghSsuWMd5a4GfH8m1jJZh/0xEyqHSd1vOuZcA+CbMDxXY//X9vzoA7gcwnPr16YCB/aCAH9v7LAfgPyE6nGD/M/4FwKsBXOy9/wbv/Y9673/Fe/8G7/2vee//H+/9qwFcDOA7AdyCg0EG0+/rAPwX59wFS/znEBERkSyNuYX+ZTaa6nvBAl1wD9+lWOAWERGRSmAbQ/qeL5Q4tOjCBguMeqZUfymBweKJJ4dMNnOxwQJ9FZCKSMoSDxYwTBKU8monEywAAOe7s4m9twRiCBrpRRQkJT4lp+joYAHb93RE/VgqLMWrA1/P7HgzRz77Liqa+/m33YB7TxuekURERERCMUx1Zqf8MV7zzEfu/g8yWKAFFfynrWkKFtBUeotv/7zHPvy/O55v6N3ePo2dvuH3y8oQLKCm7gS0uGCBuvMLa+N8UYIHDGvoA8N+eVVddP5R+jWT59Z4XJDzaJohWGC8oCXJqX23GBrctZeZzl133PV55B18tVvdUvGYCw8PZ2mDrIkCsIGD67433n/GfExLIb+nBksM8pP07TfWL4sJM8kCe3z7vR3PvPS88AfDfp+rb0Sksqp+t/UzE/978ollPyRgP0jgt7Db8H/Ee3/Ee3+p934FwKMBfAeAd0683k+915XOudcB+DwAT574rMnP6AP4Tu/9S7z37/Lez73T8d53vPf/B8DTAfwiDocLTH7+UQDfO+/9REREJAfIzaZlFjr2E/7YYAE9IIqIiEhRsAV0likgh3qPyKmNADRxuaosv++TzTstMlhgoGABEUmR9ykEC+j6KRM6JxN7a2tztKTIUKgfVZBU0FLe9LATqYjC0Tyogw98mzXJqBISKCT+wl98n/FgRERERAKwBBjuTfkLnVFWc8BzLj+29xlcM0VTwQKpq1uCBcjfV9n1bS9+LF70uN05amdhmJaLLj5971bow5rNMC1eTd0JWDlCv2QT89ee33X9g9ajSZcp3ELfT8uqs3u1AFbdud+T6+/bDnk46fH8dW/o56+hFSaso+oCB40eeGtybXZY5XXZFF2wcbi23BIssOkOXlfv20p4j5cMFqj0On+OlStYwGOV3DPb//f/ty9/fPjDIfd3FGAoUl2VDRZwzj0bwBfgcBDA/t87AP8A4Gne++/da/hvT76H9/5+7/0feO+/GMBXAnhg4j0mfR2A10x9BvY+ow3gdXtBARTv/cB7/58BfA8OhwtM/rt8j3NOq1EiIiJ5NiKb4oiNph4bLOCGqC1YyNPQXREREckDduKkJYX60FRTstkGgBojq8rS6N9cj/7fSX2eiIhV97Rpag3FUvAv5ZVgsMC607mWe4b76agJgKGbgUqnyT3rWEM5ai6bCWWWBqwB6tWdp0YXEi8umusNx4efsUVERETSYmi+ZIvxl/X6lz8Bl52/t/5b5+o5FCyQvqYlWKCmcl2LWs3hf3/rCwAAbW9patvBn33kztCHNZshWECNkgloHZ62vMiG25n7zz96+0PWo0mXKVhA30/LGtb4+4DViUbr7W6eGyDnMOz9jKrbklQu5L3vKtHkywY1qRE8OyPUseO5Z5QNHLyu3nr8bMhDOoz8nhrqOyqX2N6GyfCevLE05vf8brDAw6GDIbHB0bkObRCRJFX5CvltEb+234jvAfwZdhv+71rmzbz3fw/gFQCiYgpfC+B1U7+2/znf4r1/57IHPeOz/xeAX8DBcIHJGoeLAXxxnM8QERGRhJEL/cxGU5dc5AEWp4nedUpNSyIiIpI9toBuYCiUONTy0OQLmRQsUFED9vfdHdzcYYMF+rpHF5EUnT2e/Gfo+imT2icSe+v1BRPKJAcMQSOavmZA3n+uEhOpJmWUK4A6ORULqHhRdEKFZ3efmt+8ISIiIpIYS4Ah2fS/jGdffgw/8EVPMn9G0xma3CUWthEOAFDTM6nVeWtNfNOLrkAbfND3BroYpRlmpqbufGht0i/ZXGI98IHtAqwZmtbMdA4u6xHnn0e/ZnK97Nbj7Tk/mWOGiVOVXkMrEzZo1A0QUVET/dbk2qwawdPzDS+4/NCvnQV3LmxMXVevvnsr1jEtRAcL6NqXtah9of3G+mXlufndsl/WS3Ifs87t77Ry/N9WRJJV5Tuur8HBO9nJUIGPYLfhn1ph8t7fAOAbcLCp3wE4BuBpU7/mAfyl9/6N7IHP8FMAbt0/lIh//jWBPkdERESSMOYeypimuB0y1Q8A1hY85L7p6nvp95TyGo81ZUpERLLRIIu5TFNAPOC9P3e9a/CFTBiocaKS2IbYxurB3bQWGSwwULCAiKSonUawgKbIy55+Bxgmdz+1bpy6Likivw8Gvj5jopHWsOYiQ9R215CL89/UMmV0gAZcVkkIWSMLiZctnHv3Zx6wHI2IiIhIfIYGYDZsaRl//d0vxmpz4nmlzjUTWCYhSjwNS5hDTVN243ju5cfQJhvagMVT6IMb8Q04lhB0WWCFDxaYnqwc5U//5Q7L0aTLFG6h4JNlPfXyi+nX7DZa77rqztMBjyZFZMMuYKzDkPwxDNlYttGXDWqKXt+XJPz4lz310K+1PVcXtTl1D/apu07HOaTFRtz3lMJP8qlH9jbkOVjAcmzsvz+lwb13y2mdQaSqKnmFdM49CcB+tNJ+k/++EYDvZkMF9nnv/wnAH0W87/Tf9wF8v+UzZnxuD8AP4GCoAXAuMOHVoT5LREREEkBuNjEbTV3Dw+eiIkBNFSqmNXTxyton8OW1D+HltU/hKMIkI996oqAJyyIiUnhsAZ2lWOdMb4jH/b9vxeN/7K346t/6Z7zp0yfp99DE5YpiAyWmN+rJibEKFhCRVLUfTP4zdP2UfZ0Tib79ulOwQO6RwQKzJq+lObSwkJpcsWDNeVNTkzu0nR1ed3C4UNUyZbTSBYdkE91k4fw8lQ1qEBERkexZAgzru7UWIR8lmvWpe0zyvqupYIGUeTrk2rtG9EhOWdrrnvNojFHDjufqnTbQS+GJc4KhqVvBAgloHaFfsuEWrz3/2ntuthxNushzcOhrGFd5rYO0urZBv2Zloubyb6+6O+ThpMfza2iLzqs01gMlADJoFFi+mZYfGqLvqrQcWW3iz77rRQd+jQ142kDKe7pkAMrQK6gij3pk2NHKkuHGWVh2f2QS++9PIb/P8/zfVkSSVdUVipdG/Np+4/8bvffXxHz//wngWyf+Pipg4O+890FH+njv3+Kcux3AY3AuUGD/sx/lnHuc9/62kJ8pIiIigZDBAsumvF56bA3dbUOwgOsXadiULLCBHfxU44/wFfUPHVjAOOtX8VejL8CvDL8WZ0A2rk34+0/dix961ZUhDlVERITSJBNzBz7eUtgn7zyN82sP4SvY26uBGiMriQ4WWJ//94v0FSwgIilqJ9voDcBW8C/llPD5tp52wZPwyKCRWcU4Wu5coMEFCwDAKnr0pLs0+mve/ZnDAThNw5TRIerVLXsmz4dli4jVXyUiIiKZGRnWGcimf5M6dz+tYIF03fXQDh8sUKvwc0QgK43dmqizWMUa0eSyzBT6oMZ8A5GCBRKwskm/JPUGyKSQa+g6/0iGJuvVifWRwoackg27wPK1rJJzhnvfZdcE6xhT7zvSOZWqlzzxEXjLf3wpvuzXPwjAECywRGBPUGywgM6nzEU9H7FDEy3N+2mxNOb3fBNf/PRLEjgaPBySuCxLiLiIlENVo5yeMeef/XHcN/fefxrA1TjX2O9w+Fr4u3E/Z4Y/jfisfS+a8esiIiKSNXKzadbUrWkXHVmhH74BYHXhQ25RV76r51E4ib9v/Ti+vvH+Qwsrm66L72i8DX/c+jkcRdv8GW+55t64hykiImJyBFwjdTdA2q/l3grDlAuZJB/Y3/fp4pQWGSwwaBe4QkVECqcdNDc5GtlILCXWOZno269DIRa5RzYA9Wbcs+tWaYEmHyzANHjsS6PB5pp7Th/6tQZZGDXwdQCuuo3wZCHxskXEIiIiIpkZGibw1dMIFuD2HBQskK63XHsfGmQjnK8lOHmyYtqee07dTLupjZwWD+w/a0pQLUOwQNrnSlLIc3DZekPZY1grW1xzWQBjPpxzvGDFz6vWtBgMYRorbrlzng1qmtUIXtm12hQ849Lz8BNf9jQAQNtz58JmzsOdFCyQTz3PPTfleQ/Ccmw9NPHyKy9K4GhAf5/n+b+tiCSrqsECT5n435NPKj0Abw30GW+f+vvJzxkA+GCgz5n2V3P+2VMT+kwRERGJa0QudCy50eRha34rxSK3APD4783fwxNq9839qefUbsEvNX/b/Cm3n7CHEoiIiJiNBthwXIPRFjZif2zXW4IFSlKcIpwB+fs+XZzSJM9XPzYVsYmImJw9PAl6Lmco2CCnLUmJJR0sUJZC4jIjvw/6XkXSJpZi6SULR9P2v95/66Ff46diVbWUYg9deNbHMoHEqv0VERGRzJCBZQCAxu5+QKIhZewkQadggTRdd88WHVKGmhqXQqGn5abd1EbWegGaGJ+IlSP0S5ZtgGz3cv6dSwcLKPiEYmiyzutaGcUQLKCm3ZKwBAss2Yxad+TarK/42mxGvv0lj8UrnnIx2uD2CjaQ8j4b+T1V+bX+nOqR9yV5bn63Bgu89pmPSuBoQAdHt1x+/9uKSLKqeoW8dOrv9/evr/Pe809D0a6O+LX9z7nWe5/UN++ngYfvzKaXtJ+c0GeKiIhIXGywwLKLsd7bggXKsMgt+PzaNfjC+qeW+tlX1T+Jp7g7TZ/jFAUrIiJZ6G7TL9n2AYIFDPdWdIO5lMOQLGA7FCzAN3ahr8AnEUlJ+zj38+dNb8ssQcECsq99ItG3X4fOtdwjg7pmFSNpMtYChvvPNUNAbVZLiU1yKtZ+s4erais8WUhcd365yWNaSxYREZGsDA01EHWuGN+kzjVTNNkmd4llNPZokCFlvqbG3VDYYIF1MpA8NkPYs4IFEtDi93+XbYD8ww/fTr93qshrW1/nH8ewVjbdWDgccdeQXBjz9xqLmnYru75WNJYwjSWbaZdaN5ww65xKNPBLUKs5/O63vgBPupxrdt5wKYc7kd9Tgxn19lqqzhZbf5fngYkrhsb8Hlqo1xI6CclggTyHNohIsqoaLHAJDjfde0SHAVhdN+PXPYBPBvycg2/u/Xjvs6OuMIbKPREREUkFnSC83EK/h22qbp4fwGV5L6nNuiWN9k31dyd0JCIiIgnonqZfsoX4wQJsYjIAuhFKSmJAbp5Ob9S31g2f2eFfIyJiwQYLbFzMFyTp+in7OskGC2w4nWu5RxZJzwwWUNHhfA2+WNq2jpxNtV49UPFqZZCFZ8ByxWeq1RQREZHMjAwNxw1D0DCrzn2GggXSxzbCeaepzaG0PbeeuImddCMFySEygBq7E9FYAchAj2UbIN/8qfssR5Qe8trW9zr/KKYm64NrZZ+6eyvU0aTHMKNz5HXtKwXDOb+y5Powvzarcyor9ZrDk6/gggU2IwJ77j2dYNgAeQ+m8yl7USEOPU+G7LkR/V2SFktjfs830agltA9FhiS2tM4gUllV3Q3fnPHr9wf8jJNz/lmyFVDANVN/77G7R39Jwp8rIiIiVmSC4pBY6LBM1V1UEHrirIIHiuCZ7jbq519Wm76NXI5XVbaIiGTBECyw7Q2N2tMfa7i3ohvMpRzY3/fpqRdNQxCGzjURSQsdLHARP+VvqCnysqed7LbaGnSu5R4ZNNJXsICNYQrbmmEa5M+99TM420u/SKlJFpztTzGq7NSiAMXzUfTHUERERDJjWWdg1zIWePIlRyI+g9tzUMF/+hqODBYgG5xltja459QNdHH7iXZCRxPBECzA1HsJYWVWW0C0qAbIKJ+5b9tyNOmhBxnp+4kSYG3k1uNnQx1Nesg6VkABnaVhCRpdckp3A2PqfYc6p7LV4q6ra65/qOH7+nsTvIYmWG8v6bEM9mkZGvjTsGzIyqQemmjUE9qAIkMS8/rfVUSSV9U7rllPeiHvXua91+mAnxNlVoXV+Ql/roiIiFiRC/0DIsG6a3j4tk2akrw5z3Ebpo+rPYDLHNkcIiIikpUun+6/DUOj9pSeNwQLaOJyNbG/79PFKS1DEEY/xYI5Eak2ttF78yK+IEnXT9nXeSjRt99YspBYMkQ2AM2acuLV0jxfk7//tBRLvfuGB/HFv/JP+Pjtyf7ZnqapWCRLIfESxWc7fTXCiYiISEbImgwAD98ThXqWuOS8iLLVOjmlUcECqdkfsNBgp2LWKv4sEdBZzzX1briddKeDG75XBpoYn4xWRHDLHBuuJEHdw+TqDQVAvYGB577TV93B35P/569tQ34yNeanQStYoCQMYRrLrg+HWputbAhs2sjAHuDwXluiuzHk99SQ/C6XdFiCBZbZg8iC5bh6aKJRSypYgPs+X3FDODIARkTKoap38bO+8YIFC3jvO3P+8elQnzPDmRm/zt/ti4iISDrIFOvBkkWN3gM7ni8AXHOLF/zec8MD9PtKup5eu4N+zUtr1yZwJCIiIgnYOU2/ZNvHDxboQsECsqQB+fs+3chlmBiLwbwlSRGRQAZdoEdup2xcxBckWSYJSjl1yCALkmXiuqSMvJ+2FCMJgCa/lbxmDKi95/QO/t0ffwInz6b3569JThmt/BQjw/PIMhPKxsr3EBERkaxY1hnqhv2AOSJbBsjPWHFDJNymI3s+eedpAHwjnK/pmTSUDlnyvIGU13gswQJq7E4G2QCZ+rmSlBH379HX+UdjawOihjk9eKZgtQKGYIFF62ivfOrF1qORNBnWh5dtpm2QDavDyra55UQrfrBAovXlY67eXudTHhx+GrbU3+V1aOIyeyPTumjBJZWWYljLaCnEUKSSqnqFnFVhy3fd2fBPXJxZFX1p/fuJiIgIYzwCu/HLJFgn9fD9TzclW9Qt2VCwgIiIFEaXnziyBcME+OmPtQQLsA3mUg5sk//0Rn3TEIShYAERSUP7OP+ajYv5yccK5pF97WTXoKaLnSSHyEL9/oxgAa/em/mmg66WEKeI62S7j//vzdebX89im4H2pxhVdgoWe91GfqcFiYiIiAAwNQBb7onmiby3NBT8NxIvPxUAuPbu0wCAJh0sUPGQsoDOksEC666HWpqTNsd8840auxNCNkBuYCehA0kZOcho1pqZzNYl/5tFrY1cdw9f15Apz99njOe0JG2uNPDEi/gmZckAGxCO5deH2bXZUdVDX7O2coR+yYY7eG394M0J7u2R92A6n/Kp5/n7EksDfxoseyOWf/+lGb7Ptb8jUk1VDRZoz/j1o6keRXJmVUCpXEZERCSPDBvYwyU3mjy8qfltZYkFv2v2NlElv856fnHg82qfTnejVURExMoQLLDt4wcLDFDH2JOdJcOSFKcIh22IbUxNBG0Zzte+ggVEJAXtB/nXbDyC38C2TBKUcuqcTPTt18oyoazMyPuqnoqkbQyFRmsu3nSYd1x/P4ajdNYi2earRZPWSs9UeJbPaUEiIiIiAAzrDA6ohW0AfvIjIxp06vzzS1OTBFPxW++7BQDfCIeanklDafu1xT80JdUASUO910DBAslYIYMFXEmCRslrW58YZCS7emTd5UrEWtmffeSuUIeTDkNoyrxp4C9+woWo1aqa3FkwlgnXbrnzpU7Wo1Z+bTZrZGAPAGxO3YPd9VCCdVLk95TOp3xir7FAfpvfTccVOMgw7nu3tM4gUkkKFjioLMECs66ws/69RUREJEtkejCw29C2DO9thbSrSxSEfvLO0/T7SrrG4Bflz3dn8Qx3G/UapVeJiEgmuqepHx97hzOIHywAOD64aVCS4hThDMiN0uZU445hYiwGChYQkRRYpsdvXMRvYLMBLVJOowF938cqTSFxmZFF0rOmfHgtYs3X5Bs24gZzdAdj3Hz8bKz3WBY7ZXR/Dd5FjpWtAEPh2TLFc2P9QRQREZGsjMh718YKsH8vGOgW5qufe9nhXzQ0cClYIB0Pntk9Z9hnCe/UuBRKG3zgWaqT6E2DZHR+JKK1Qf34ZprnSZLIa1tfwRY0dppw1PT2d33mgVCHkw5DsMB4RkvSRquOn/ryp8U9IklLghOu644LFhj56HNKS4spIQN7AGDDpXkPpmCBMuhaehtyGm5sCRZ41IXHwh/IPktQTE5DG0QkWVUNFrgfiOyyekTaB5KQWVXH6VRliIiICMcULMAs9DvseO4hcS2nD9/CsaYzvrR2LfXzFS2tFRGRrHW3qB8/izX4QEth9ObGsCTFKbK80QDw5BSj6SABBQuISF71zvCv2biIL0iiJwlKKXUeSvwj4jZGSwrY6Wsz7te94jHnMwQLhJhQ/5cfS2dqGztldFT1YkNLIbFbvB6t4l8RERHJzJC8d62Hnx74hIsiGl9NBf/k2rPEwj5L+BrfICPRznr+OTXVAMkEB8kIqXWE+nHmPHnFL74P//HPr8JffPROjMY5e6glz8FZa2YyGztwYLUMTXljrgEcmN20+/Nf+yxcdn6I4Q+SikZy08Mb5P2UGsEz1uKDBTaR4j0YGYBS+bX+HIjKb+6xQ31gr4lP2jLDHKcNkrwvS2h/R0TKp6rBAnfO+PUnJ/R5aa8kXDzj19upHoWIiIgsxSeYYL1fpMcvcitYoOhqGGPF2SYVvKx2XeCjERERSQAZLLDluUkVcz+a3dxQY2T1WBr8pzd2WoYii76CBUQkBQNDYE5rg598PNQUeQHQOUG/5D5/AfXzG+gi/a08oZD30z0VSdsYCo3WDMVS0+45lU4QGztldH8N3le1E569bkP7CiIiIpJz5FRnS2PVwresR5Tr1vnnlyZsdQBi03RkkENNjUuhdMA/l2yk2dRG1nsNfD1YCLpMIScrM+fJrSfaePOn7sWP/u21+Ib/9WHcdiJHpfh0GCczyEiAitZckg27ADCa8d32Zc96dNyjkTQZ1odbS96X8qGv0edUVHOyJGCFC+wBgA2kOHCF/J5SsFM+9Tz/LJzX5nc28KDnG/AuwecCw3pGK6ehDSKSrKquUEyPPfDYHbR6ZUKf55DuINdHRny+B3B/iscgIiIiS7r7xDb9Gnahv5KL3BUX5yH/+bUbsUZsolW0tFZERLK2c5r68W2ES8LvenIB3tKAKcU2MBSuTU+IbRrOWUuggYgIy9Lw31zjC5IUzCMA0DlJv+Ru/wjq5+vOP1zwUdkG4rwjv3cULGDkHNDgpkGGWEd+x/UPxH6PZbDFq5WfimWZaKPCMxEREcmzIXnvWj/X0Jzok2Kdb5xuGgcMiE0d3ORmX9MzaQhf9NSLcRbcMyrATaKPjZwWP0igqfspj+Qb/0qJnKxsDRr9+B2n8K2//xG0ezn5HqbDLRQswGLrAiwTi3f6I9xxso3ROCdr055sAPdpt8lIYgz3pcvWqDbI+6nKr81mjbyuAineg3nPf0/NDKrQd1eWLHt5KzntbWCPK/F9TO3viMiSqvqEeOfE/95vugeAC51zx7z3pwN9zicRvfJwPND7z/KkGb9+W8KfKyIiIgbv/vQ9+Dfka4Z+uYWz/RuRrm9S67eWRW7JlzgP+S03wotqn8H7xs8NeEQiIiKBdbeoH9/2G8E+ml7g18Tl6hkawiSmN3bqLcDVuU1RBQuISBosgTmNFX7ysa6fAgDtE/RL7vYX4YW4iXrNOrrooYW7HtrBFReGC6SSAMZjYExO+phxv67ciCU016h72TUUJwSGnTJa+eLVhArPHnthuGdzEREREcqIvHc1TPgzqfMNBc0lJ8NKGA3yv7evVfxZIpBnXXYM776Bfy7ZxA689+k0ipHBAkk8Zz7rsvOCv2chrXANkDXnsYYedsCfY3c9tIOff9sN+K9f8Qz6tcGRwQJ9hXHS2GFOy9brjccef/qRO/An/3InPvvgGYw9sN6q49mXHcN//pIn47lXnG853DDISeCVX0Mrk1oNqDWoc2DZ6eFs6OtI51W2yOsqAGwSg8xiIb+jgOXr7SU5UXfm7DUWAFYzbH4fzwkAYuv1e2jisvP5ELWl1fn/tnGGGYpIcUVH75TfZ+b8s+eF+hDv/Qu89y+M+OvNoT5jhicjOtBAwQIiIiI51DdMM2VTrNkH8CwfviWMuNPCXla7bumfVW6niIhkggwW2ELIYAFyAd7SgCnFZrjHR3Nq08g5oEWet30FC4hICiwN/401vkFxWJxmVUlQ5yT9krv9RfRr1veao//xuvvo10rC2OYfAH0/I1gg7rFUQZML1lhdsnA0D9gpo0O/W0pR2UAKS7DAEufD0bWqzr4QERGRzLHrDIaJrSamgn8FC6SJnbCLmhp3Q3jZkx6Bs+CbbdbRTe85jm7qDv889JXPuTT4exZS6wj9kjgNkH/18bswHJHfDUkYZn8Olh07cGCZer1T7T6++fc+gp9406dx4wO7oQIA0OmP8OFbT+JrfvtD+KV33Gg53DDGXAP4uLLtSCVFrgku24jK3k8NdV5lq8nXV224lOqiLMECCqrIJXqoD4CVmHXxcdx6oj3zny0bsrKvhxa+46WPi3tIsyW0vyMi5VPVO65r5/yzl6V2FAlwzj0RwH4E5XSPl4IFREREcqhhWOgYkAsdXXCb3qsFmjQl0eI+5L+0Nu+W+aCq1taKiEjGuqepH9/24SbP0qnJmrhcPQNDg/90sMCsX5v7ubM3skREgmEDc1xtd/pegyzI1/VTAKB9gn7JXZZgAbe7Fvax20/Rr5WEGb4LZhUj+cp2iBOaXLFRkdaR2Smjw6oX27PXbSxX1Kc/hiIiIpIZsgEYDb7h38QQLNBUsECqGuSEXe/UuBTCo85bQ8fzDTGbrotRWg8eI64uhx0is8g3v+gKvOSJjwj6noXFBnUjXgNkdzDGzcfPml8fDBnIqWABHj3MyS2+3/ipv/80Pnzr7EDdsQd+/T034y3X3Et9djBksIAadkuGvDdddkp3nbyfGum8ylatBrQ2qZdsxAjsoZD3X4C+p/KqNyMkfJ4sm9//7qq7Z/6zZb8L9/V8E8+49LzFP2hl2N9RgKFINVUyWMB7/xCA/ZEj0ytIhQ4WAPCSOf9s+bGzIiIikpqa5xbNgOUXOvaLZbs+/CK35NsyCcjzPLl2Ny6GiulFRCSnvAe6W9RLthEwWIC8t1JjZAWZpnlHFMiRE2PRNwQaiIiw2O+4xhrgHJ+Mz04SlHLqzC6wjLLjWzjpj9Ifs55WwZPwyMlrwOxggSc/kp9eVzlksNVahtNhWOxULDbct3QsE22WKJ5TroCIiIhkhl1nqJ8rxE80pKzON1MoWCBddLBAjf89lcMuObqCNvjnkg3sYJxWsMCYDBbw4Z4zv/4Fl+G/vPapwd6v8Fa45kcgfgPkX398dnNZasjQnL5hMnDVdcmmx0Whi++54QH8/aeWCwz4iTdeh62dDBooyVrW8aE5mFJo5Jrgso2o7P3UsJptbvmS12ABwyC/kc6nXJq1lzdP3Lr4OO47PfscZ4MFVlbXcHQ1wfsyQ4Bhi/x3EJFyqPIV8hrgwJOM3/v7Fznnivzf5csn/vfk6tgOdv+dRUREJGcahocxNsW6Sz6AZ/nwLWGwCxVRXla7NsCRiIiIJGDYpQsltjw/qWIWdjIBBmpUqxx2mjcQ3cTFTlixfK6ICIv9rtmffs0m4yuYRwCgc4L68YdwBB1D0fm6U5BFbhm+C6KKkZ58yRGstzSVbaEGFyxQpHVktnh1fypWWv0ouWOYaLNUsEBl/4OKiIhI5sg9Bcv9kIml4N8pWCBN7LMEahUPKQvEOWcLFnBd3HMqpb0S8nuFrfWK8uqnXYI/+PYX4he+9tla55hENj8CwGbMBsh7tzLekxsNAc+FKPa9zhlWj6wLWF2wNvLO6x9c+r1OdQa46s4MhgKRTbuaBF4yDe6cX1lygFndcd9Xo4BhPGJE1qpsuJSui2N+kF+IezCJx7nDITR07R3C1MUnYVGw0LRLLjiWzIHsSyg4WkTKp8gN9HF9bOJ/T16l1gF8XsrHEoRzbh3Al+JgoIDb+/urvCdXEERERCQVNc9v+i670LFfo8c+gC9a5Jb8C1HU+9L6csECqgUVEZHU7ZymX7KNkMECZGrwUM3elWNpho0KFiAnxmLQ5j9XRITFfsftN6myG9jjATDWtkbltclgAX8EHc83f6ynNUlFeOxUUQC9iElin/fER4Q4mvIj7z/XChTKwU51rXxRdK0OkJNWV5csJBYRERHJBLueYWj4NzF8DntvK/E0HNe85Mn7aJlthDp2PPdnZBNdfPBmbj3JbMTVVsVpanv+Y87H7f/jtfjf3/oCfMGTLza/T2mtHKFfkloDZFJG/JqMGit5bM3losbC6+7Zot6P/fkgyGCBcaXbkUqI3MtrLXlfygY1DXVeZW+FC+2JG9iztDFf2z7S+ZRLfbb2Dvltfl9x3HE1V8haMBYZEgPw/w4iUg5VvkL+85x/9pVpHURgXwZg/wozHenz0ZSPRURERJZUNyx0DMhEzh1wBdVFKgiVaCEe8l9auw4HM6tERERyostvoG/79WAf3yOLmDBQo1rlsNO8gejpsE3yvO13+M8VEWGx33HNvSIky6Q/Q3GklEznIerHH/JH0TFMs1vH7rn2rs88gHdd/wC2OiqeyA3D90BvqhjpUeet4gde9aRQR1RuZLBAkQJq6+DCavaLV32V10fJQuJlivoq/F9TREREsjYkQ5Am1jFC3MN884uuiP4Hdb6ZYtkGLgmDbYTztYqHlAXWJtd51tHFf33z9QkdzZQR970yiBFgd3jGqxzQ4pofgfgNkGe6GX8Xk+cfYGvgq7rpdcZFWm6E2pw1qGvJoIBffMdN1M8HQU4Dr3w4Z9mQoVfLNvmya7MjnVfZa3GhPRsurWAB/vqr76nsRd3LjlCneyGybH7f7s7+bDrwwFI3Qb0/v1ee19AGEUlWlYMFPgw8fIfqJ/6/A/AVmRxRfN8w55+9P7WjEBEREUrdWxY6lksQftXTLgEAdCOmdM2zKD1X8i/E7+FFbgtPcXcFOBoREZHADMECW9gI9/Fs0cWw4BMvhGcJFmhGbOy0yPPW8rkiIix2wt9+cIphA5v+LCmfDjdh7iSOouP5Yoz1iZDN7/qjj+Pzf/G9eNPV98B7tcBmbsgHC0wWSZ+/3sSvfMNzcHRVhdNLoYMFihMAw04ZXXYNvtTI4ralCs/0tSoiIiJZYUPLyKaqRZ556XnBPqepYIFU1clgAdT0/BlS23NriptuB8NxSg8edLCAnjMTQ05VBoD1mA2QH/gst24ZHBuYA6Cvc5DWZQcOAFgtet0lGSygSeAlQ64HtpZsRGWDmtQIngPktXUDKdWqjPjm5yHZvC7p6YK7zmZ5je0NZwek8MEC3F4czbDOoABDkWqq7J28934bwKexGyQw+RcAPM4594ysjs3COXclgNfhYEjCvj6Ad6V+UCIiIrKUmiFYYNnNpi95xiMBAD364VvJc0UX6vfwpbVrg7yPiIhIUN3T9Eu2PTn5fd7Hk/dWlmYoKThLI2zUxlGTPG8Hbf5zRURYbIjJfnBKw1CQr2totXkPdE5SLznlj6ADQ7DA1ISy050Bvv8vrsYvvzODiVBykOG+anKS2Dt+8PPxuY+/MOQRlRt5/7nqilMoTRev+t1Sikrni5BBE8tMC/JKFhAREZGssA2YgScI7tduHKJggdxrks8S3qlxKaQ2uOeSjZhT6Ckj7s9inGABFzXmVc5p8cECqTVAJoUNzIGCBSzougCUIFjAk8ECvrLtSOVEhoS33HLXwjpmN+RGUWBFDpDX1s207sHI8BMAGCmoIrd65GAfuoE/JcuGrDws8HpDiPen/x1EpBSq/oT4kwBmBQgU7b/NTwKo43DGvwfwQe99J/1DEhERkWXUDZu+gyUXOq685AiAYqX6SRgrgX4PX167Br83em2Q9xIREQmmu0W/ZBvk5Pd5H08HC3R3u1FU9VMdbNMtEN20QzbyoK8lQBFJAdvku1+ERBYjmT5LyqV7Ghhz62Yn/RF0wJ9r6zOmrv/me2/GK596CZ5z+TH6PSUQQ8BIz+8WIn3fK56Ii44kXJxTNuR39VqB1pE1FcuALD5bZk260kENIiIiki22AdPQ8D/PsfUZ71fnp9sv28AlYbCNcL7G/57KbGfJdZ6NmFPoKSPumXgQY1qunqUWMAQLpNYAmRQ2MAdA3+v7iVXJYAFyTV5raCVD3gMvW6Maam3WQTU3qVnhrq0bLqXAHvI7Cphdb6+zKXt0sMAS4cZZoI/LUjfBqPN7o3kNbRCRZBWteT4o7/2bALwp6+OIyzn3FADfuP+3ET/yjykejoiIiJDqhoWOZRdkW43d5M6u5xb8mm6EBoYYVvt2sdBWAy2gfE7tBqygj55ho0RERCQxO6fpl2z5cMECPfLeCsBuYyTbJC7FFSpYoEWet5bPFRFhsc3++99vpmABvqFYSqR3hn7JKRxBD02MvEPdLV9xvT6j6HzsgV98+434k+96EX0sEojhe6C/X4ikYC8e+cyyNiOUI4+sxauV7t0gr90qPBMREZFcY58tJkKWEm3oNQQYNA3DK8SO/u9dU4NlSG1PBguk2SzOBguoBis5jdbu9ynxe5JqCEUSyPMPAPo6B2lszSWw11xY5AUlchr4WJPly4VeD1zuPqlOrs2OdF5ljwztSe0ebMyvQet8yq+eb1IJD1mG98xbF6AHAZKhzrR6A0PU0CBC8lo5DW0QkWTpCbEcRgC+Zs4//+e0DkRERER4dc9v+rIL/TvG9Nyzul0sLHqhYoZVN8DzazfhQ+NnBHk/ERGRILpb9Eu2sR7s49nEZAC7Dd8KFqiOIdng7+rRk6ma5Hk7aO/uZqmJTkSSNCALQ/aLkCwb5GyIgZRLv0O/pO3XADi0sYqjWP56vD6nOfpTd5+G9x5O19dsGL4HTPfrsot8Zll1AziM4QtQmGcOFqjyWEjy2r1MsECV/3OKiIhIxtgGzKQnCO5TsEDu1YlmDADwNT2ThtQGGyyQYgDziGu+iRMsoGWpJbQ2gZ2Hlv7xzTTPlSSM+LBHhVvwusaay0Ijh2QNC7AuKIQGd863lgwaZZpbgdmD13yhUzsKZuUI9+NuiCaGyV9rEhzkJ8mZdS/LDrzLMtx43vcPfVwprDf4+gowWv5+V8HRItWkJ8QS8N5/FsBnsz4OERERsakZggWGnlvosC1yD3CWfpXkxWrAh/yX1a5VsICIiORL9zT14wNfxw7Cpf1a7q3UGFkxbNPtrAYuNljAj3cnbzVTKnoVkWpiw1P2v+MsG+SGSeVSIoM2/ZLO3j3fDlaCBQuc6Q5x/X3bePqjz6OPRwIwTF/bDxZQzb2BIQxtBQN0Az5vJaVJBwuolIK9dq+6xX9eVforIiIimWHXGAwN/yZRgbMLKFggTR5Nxz1LoKbGpZB2QySXt5nmFHpyYm6cafEKaVvCChcssJHmuZKEIb9m1lcYJ80SYFr8YAHuujdWsEC5kOuBK0tMuHYYo+a4C9nY67zKXGuTfskGdnAaXCABjfyOAhQskGfsdTbUwL3Q6Gu/ZSADyTW4YIGW1hlEKkl3XCIiIiIZa3i+AZxNdTQFCyxRBCj5tRLw9+9ltWuDvZeIiEgQZLDAFjYQsq2o6xUsIAtYm26ntchgAQAY8NOdRUQobHjKfhGSZYNc189q6/PXtP1ggbYnp9ktKCS+/YSur5kxfA/0vYqkzRp8sEBRiqXrdLDAbilFpXs3yGv3MhNtvLphREREJAvjEeDJBpSJe6FE72AMAQYt8t5W7OrkdF0A8DU9k4bUBrnGg911hFSePcgwRDW1JazFNTJuEKGkuWQI44wTblFVlay5JO+Z9N1WMuS96TLrgQ3D/ZTOqxxY4YMFUgl4GvH19jqfsudm1OzRwQJLhJmkrYYxWmwYnWUgA6ne4vb7WgGHGYpIcShYQERERCRjNc+nvA3IhQ5L81tek/1kOcss2i7rGbXbcQG2g72fiIhIbN0t6se3vaE5e97HGwoI6CZMKbYBWYw0q4GrqWABEckhtsn34WABwwY5O01QyoW9nuLcGtgOOT19DTrXcsvwPbBfiOTCZYtVx6zAqznWCrGO7NFwXAHrfrHharPCRYfshLJlggWsxyIiIiISh2V9wdDwb2IIYmxqkmBqGoYQB19T425IZ8lggXXXQw1j3HqindARTSAb2wbefm5ojWMJZAPkRtHXA0f88fdjnINV1TMEmE7XXBbuz++Yu88Yqx2pXMj1wGUaUdnAVwAYzTivZjUnSwJafLBAKqE95HcUAIx8hdf4c47tbciyr2FWbpmpId8ykIHk2KCYHIY2iEjydCcvIiIikrG6KVhg+YX+73vFE9EzNL+poLrYQk8K+7zadUHfT0REJBY2WAAbYT+eTEwGwE+wl2JjGyGbMzboLcEChunOIiIU63ecZYPcMKlcSmTAF4B39orN6Wl2aUxRERvD98B+sMDdp3QPTjMECxRhCpulGWi4V2z46POSnxyTWwkUEouIiIhkwtB8GbLQ/5tfdMXsf1irA44r4206BQukxfIsAQULBNXx/DPZOrpo91L4c0JOjGdqvcSAbIDccAVfNxry6zF9yx53xVkGDqxOrY/MakTMrTF37RuqHalcGmyT7+L1QNParCbMZ2/lCP2SDRzcz/FJfAEaggXYQX6Snh55bxJy4B5r1ulsOibLQAb6M7g1De3viFST7uRFREREMlbz/MPYkNhsesFjL8COaZE7/wWhMlvoBZRX1j8Z9P1ERERi2TlN/fi2NzRnz2EJbcJAzWqVYp3mPa1lOHcNTZgiIksbj4Ax+bzZ2GtStWyQWyYKSnkYwnI62C2S2PFcsYQCNnMsRpH026+7P/TRlJ8hWKAIf37iFK+6wo2VC4i8di8z0aZwxfQiIiJSDobnCpDT/eb5nMddEPSzmlCwQFoszxLeqXk8pLPgn1M30E3n2YMMFugrWCBZLS5ofrr5sXDI8w/QOWhhCRbIcppyEGSwwEgNu+VSZxtRhwDmX3TrGNOHMVKbW/bIwB4A2JwK7RmN8xEsoPMpv4oULDCLLVggXJBhqM/I439bEUmerpAiIiIiGasnnKD47MuOwZkmTekhschWAk8Ke2XtKiUSiohIfnS3qB/fBldIsvDjvWGaw7DgUy+EQ0/znhEgMOvXQ362iAjD8h3T3GtKtGyQGyaVS4kM+GCBHb9b6LkfMLCsRYXEI3XCZsdQJL2/dnomjemEZWO4/wwRUHv8TLLhBNZggZVGxcsp6MKzZc4FfZ+KiIhIBkaG+82Je6E4kzZb9Rpe8NiwwQItBQukxhQsUFfjbkhtz4eVbrqddJ48RtyfxYGaupNFTlaebn4sHNOamc5BVs9QF1D4mktPBgv4iq+flQ0ZNFpzfuH9UpzQV8nQCh8sML3X1h3yoRILGertdT7lFzvYZzVwXTzDz3jCMNXqWwYysExBMSJSNbqTFxEREclYjXwYG/g6gOWnJJ233sS/esmTyaMKUxAq2QmdHnjE7eCltWuDvqeIiIgZGSyw5QMHCxgmE2CgxshKoYMFZmwaWYIFDNOdRUSWZmn0b+yFHVo2yBUsUG2WYIG9QIEOuPNtzc1vMqnwvPLsjbk1rj65dipTDN/VIQq5rr7rdOz3mMdavPrqpz8ygaMpEPJ8WGZNWjktIiIikomh4Z6VLMKf5fu/6Em49NiCQRB1rmmxqYL/1FieJeDUuBtSm1zjAYB19NAdGH7vWGRjt5raEkZOVl4UNJp7Qz40p09OBRZbXUDhay7Jpl1NAi+ZBn/OL1oTrINvLh/NuGY6Lf2nh7yuAodDez5z33aoozlHwQKFNOvPLjvYJ3RdfAimY7IMZKA/g9zfKXowkoiY6E5eREREJGN1cqHDssjxxc95DP2awi9yV1wSCyivqX00+HuKiIjQxmM6WGAbhubsOUzBAmqMrBb297sxo7C0ZTh3B23+NSIiy2KDU4Bz4SmWDXJDcaSUiCEsZz9QoOO5863whcRlNuLWuCYnry1s3pHDDMFWa4j/Xf0jf3NN7PeYp2EoXh2ijq9+3qUJHE2BkNfuZfYUlCsgIiIimRgZ7lkNTVXTvuipl+Dfvfzxi3+wzn2WggXSYwoWqClYICRLsMCm28FHb3sogaOZ4D0fhhhjWvwTLz5ifm1lkJOVN10XzrBekBtksAUA9Ly+n1jVDBbgrn0KFigZQ/BsK4FggeGM8+riIyk048quFf7eY3qv7S8+eleoozmH3DMC5tTcK6gicz3yOptlsMCs0GRbsIBhIAP9GcX5bysi2dGdvIiIiEjGat5eHLssZykIXTCpTfItiU2KV9U/gYaKFEREJGv9M2BbEbb9RtBDULCALMQ23jZnbBo1DeeupelXRGRZluvZfniKZYNc189qI8Nyer6J8d7WJ1t0vqgxWo2wGSKLpCfXTp99+Xmhj6b8Zt2XzrEaoNjobC/ZNUfLmuYQdTz/MecncDQFQl67W26EWpGbMkRERKS8LMGF9XNNS5Znwv/5tc/C737r89GoL1GiW+emNDad9uzT0nB8sIBXsEBQbc+HBm6gi3+45r4EjmaCoaltEKOp+xtfeLn5tZVhmKy8VuQGcEOwgKXmsOqqGSyQ/JAsyTEy8ApY3IxaN9xPjXz0eeVmjT2X8AzX1elggWvvOR3oYCaQ4SeAAlDyrAfuWTiPze+5DRaoc0EsLfUGiFSSrpAiIiIiGevscEXyA8tibJPfaMvjA7gsb8WF//075tp4ce364O8rIiJC6W7RL9lC2GCBnuc2NgCo2btq2EbYWUFgLT4gDH2uCVNEhGK5nu03qZKb1wBshf9SHuT5tjNR5LnjufNtxQ3nNh77WWMoJHkxggW+7vkquqcZ1pGLEFBraQYaoo4jKxUvuG/w1+5FE8r0dSoiIiKZMDRfstP9Jj3+og183QsuX77xiWzgWlHBf2oaULBA1s6S4ZEAsIEd3PjAmQSOZsLYECxgbOpu1Bye/Eh+anDlmCYrF3j/1rB23ieb9wQYoY7BjAbnWZKo2UsV2bQ7VjtSuRiaXVsLQq8s91NDnVfZa64Bjvt92HQHr6vjJNaCyfATABgqWCe3up57Fm66EeqG75Qkma77hpBvGrm/s1L0YCQRMdEdl4iIiEjGttvcJoVpo8mw4Ff49NyKS+r37zW1jybyviIiIkvbOU2/ZNsbmrPn6BkmE2jicsUMOtzPz7pfNzR20Z8tIsKwXM8ae99ltRo/6UTBAtXW565pHZwrkGgbis7XMft80xScDJETACdDWa9U0T2vwd9/FmEd2VS8ShaNl1ICgcWnOvk/X0RERKSELOsLloDEPfQTJLle0pwKFjh5VusnSbE8S0DBAkG1Pf9csulS2JMzBJZYp3p/84uuwGpTz6gLtfig+VTOlaSQa2YA0FdjpQk7TbkIa2Vzee7apwbwkjGEay1aD6xjTL/nyHjNlICcA1qb1Es2cPC6Ok4iZdYQ7jT0+p7K2mXnR9/Ts9dYILuhibPOZlNDvqGng/8Mbk2jpQBDkUrSFVJEREQkY3XPPeSaNpoMBYCFX+SuuKQWT15d/zhqhsVeERGRYLpb9Eu2ETZYoGsJFhgUuDBFeOzv96z79SZfBGWaJi4isixLsMBk4j67Sa5ggWobtKkf3/HnCiR2wDeArEP3a7nEBgv4cwXSjZoCIWgZrSMn/Ttlm4pVV6gIWXgGLF6X/vE3XodOXwVqIiIikjJDA7DlXsiszjVTTAcLPP9n3hXyaGRCw1Ab4RUsEFQ7r2s8KTZ1/8hrnmJ6XeWQzY8AsIEC76mN+LVza7hF1bG1AYWvuSSngY/VjlQuhnCt1oL1QOvarOQAGyzgUriukt9RgIIq8uDYevS11BYskK/rrKlWP431BvIzVlw2gQ0iki2tYKXIObcJ4CIA5wFYAdBC8nUSD/Pe/1NanyUiIiLLO9oCmKC3gWVSUr2FsXeoueUTIFddvh6+hZPUJsUj3DY+p3YD/mX8tETeX0REZCFDsMCWNzRnz9FHg763MjViSjF5DwzJDdNZjbaN1u50I2ZztM81YYqIUCxBOZPTrxsrmDMU/jBdP6uNDMuZDBNoe37Sw7rrzR43IdkhG4AGE9vfFx9JsRGoLJp8KFuIdcik/+hZmoFUvArT1JwV11/4G/oLb7sRP/26pxsPSkRERMTAElxYn2h8SPqGtc41LE4HCwDAJ+88heddcX6oI5I9dUMjHJzKskNqgw/AS2UKvSGwZGAs2V9v6ZxaygofLLDpusVdDySvbT3fRIotC6VxbL2J7oi7Tq8UveZyzF37tIZWMpb1wIXBAvza7EiBFfmwsgmcWf7HN9MIdyK/owBgoO+pXFhp1NAbHvw+sAQLrCY0dG+hGfeMtmAB/ruWRgbFLAqJEZFy0mpDQpxzFwP4YgAvAfAcAE/GbqBAVjz0+y0iIpJLF63XgM7yP2/aaHIOO2hhg6jeX8tZqp9wkkwP/JLaRxUsICIi2emepl+yjbDBAoBDFy2sM52RaoysDkuR6rzJsM11oLe9/HsNiIcLEREWG5wCAM2JjXF2k9zynSrl0eeuaZ2JYIEdwzS7NSr1QtLiR32q5Hly7bTy0+Yt6k3A1QC/fLHnmgvwZyfhIv4Gk+y7R0XRME3NWaaI7g8+dDt+4IueNHNKkYiIiEhwhqnOcSYI0s8iZLBAyx2+v/2jD92uYIEEWCbs+prKdEP5ty97HH73A7eh65tYJWpgUplCP+JrcgZe50aiWkfol6RyriSFPAd7aiEwec0zHone1U0qkyGpYUCpIZt2NQm8ZBr8et2KG8xd37UENWltNidaXGjP+nSwQBLr/oZ7MH1P5cMPvepK/Nw/3nDg17re8p2zONw4TaZa/RjrDUl9RsuwjyYixacop4Ccc03n3Dc7594P4B4AfwDg9QA+B8Ax7D5WZvmXiIiI5FDLsSmvtoX+LrgH8MIvclecKQVxSa+pfxTOkCQrIiISRHeLfsm256duLkKnJpMTd6XALI39i4IFkv58EZFlDQxBOY2J7ziyUF7BPBU3aFM/vuPPFUi0wU962EhjkorwyCKxvoqk43GOvv8sQkCtZSrWUKUUpqk5y+4rXHM3/2wvIiIiYjY03LOyaxhx1Ln9hmZEwf+19+j+KgkKFsjWMy7dneV2FnP2UCLsr/GMxwl2HFmCBdTUlqwVrvkRKPh6IBmaYxpkJLjykiN0zWWSNXup8GSwgNcaWqkY1gMXNaNa7qdGWpvNB/LauukOXlcTuRMbW0KEdT7lwSPPO/z9QtfeIbvrrJ9xRpuOx/Bdy38GFyywUoC9PhEJT1fIQJxz3wTgJgB/BOClAOo42NTvM/xLREREcqw2ZotjbRtNdLCA00NikSUZDHGJO43nupsTe38REZF52lsn6ddsYyP4cbD3VmqMrBDL7/W8TaMWGSxATncWEaEMDUE5k5vW7Cb5UBPkK428pnVw7lzreH7Sw3qIqesS3ohb49qfZPQ33/PiJI6mGsjv6hDrkLMKskJpGCatWAN+S8UwNWfZIrr/+4m76fcWERERMSObLwEcuBdK+n6VDTGICha45Xgb/aGGA4TWIAeFAADqepYI5cVPuBBHVhpoe+45dWOvqe3OhxLcLyHXKwA1dieOnKoMnDtXCokMzekbGvcEaNRr1RvmRDbtqgG8ZAzhWo9YnX+vXDeFviqMJxdaR6gf30AKA1dMwQK6B8urIgULzGK67hv2Xmh17jPqzqNuCIIRkWLTnXxMzrljzrm/B/DHAB6D2UECwMGggbT+EhERkZyreW6hw7rI0aPTcwu+yF1pPvHFky+tfyTR9xcREZnlznvvpX6+41cSKdTpenJzY5DCBprkg+X3ujln2g45MRYDBQuISIIGhkLLye84dpNcwTzVRl5TdyaDBcBPelifM6HMe+V4Z4acALh/7//sy44lcDAVQd5/hgioTfqPWMOpeNXEMDVnxS33Z/Zd1z9Av7eIiIiIGdl8CYAuwp9EF23SwQLRxf5jPbsGZ5mwC6fGpVAuPrKKH/+yp9LrPPtT6D90Cx9WvjQFC+QPOVUZOHeuFBJ5Dva9zj+rHlkXsLrk2khuKVig2gzrgT/1pU/EN7/oCjzp4k04B2y06njao46ee0tDUNPIa202F8hr63RgTyJ7a6ZgAX1P5RU91Af5C/Ax1eobvmv5z0guODop3YGCDUTSpqfEGJxzVwB4O4ArcS5M4MCPpH5QIiIiUjg1cqFjYFzoP3rkKHD2vqV/fi1nD9+yvBaGqLlkiwa+pP4x/MzwX0O3vCIikrZh5zT181vYSOQ46M0NTVyuDksTbMhggX6b/3wRkWUNDeEpkxvj7Ca5rp/VNuCuaTt+MliAL5ZYdzrf8siP+tTq036RdKOuQjGzJvddHaKIa5RwA5SlGWjodQ6hMec5ZYZlC892VCAmIiIiaRoZnvcafIODGR0sEF1j4rR1H5zlWcLXVJYd0te/4HJc/7YNML8Vm253DfOP/+UOfNOLrkjmwMggREDBAolr8cEC++dKIZHXNp1/Ng58XUDeGh5pY+7ap3DOkjHcAx9tjPCzX/VMAECnP8Rqo47+aIyn/MTbAAB1WEJftTabC+S1dRMpXFfJevuxd/Azzien2ufMseE9wF64cY4y9VYs4dvkGoCJIVighYEpvD+Unf4Iq03dV4ikSXdcRs65CwG8E8CTcTBUwE38tc9n+JeIiIjkXM2zU7dsD00ra1xTXeEXuSssjdTAy9wJPMvdmvjniIiITFsdnqF+ftuTTdlL6tHBAgUuTBEOOV0ZwPyGnRZ5Dls+X0RkWYOY4SnsBrYlrEVKw/c71M9Phgl0PF/0sF7kCWUltnWWOw9UJB3AvNCrCGuIH8qR9GDVxozGq3mGOpcKOdFGREREJJIluLDO3wuZkU0FrVnBAmqMCU7BAtlzzuExj76Ees3+FPrP3LedxCHtGvPPPn09Zyar3qS/uzeKvB5Ihlv0wTfuyW4jhoIFFvy42pHKxTJFe+Jee73VQK128J7Ucj81UmBFPqxwwQK719Vzi/2JLPuzg/x0LuUaXXuH7PYgZu1j0cfTWE0nFVD7OyKyBN3J270BwJNwroF/XpgAcDBwIO2/REREJMdq5EKHNeV1Y4Nb5Fm1pOhJ6nzEakVaGxSvqX80lc8RERGZtDoigwWQVLAAWXxhacSUYrI09s+bCttkgwW45jsREQoblFNrArWJdQy2IMlS+C+lcOpsF44833Ymik8mQwaWtR6gOVrCO32mTf28ggUCIKfUrxag0KihqVg2hkLiFWJtuj/kf19ERERETEbxJggmHYSFOrff0HQzggVUKRqcpREOChYIzpPTclMJjzR8rwy9GtsSRzdAFjismzwH+2qsNLnignU+WCCi5jKqvi+3PHft0xpayVjCtRbs5dUN91M6r3KidYT68YYbH2hMTuSrjwzWUUhFfkSdD3TtHTIMFpjx63ywQEohhobv85bL/36fiISlFSwD59xXAHgdDoYGTJr+9XsAXAXgegA3AzgD4CyANhIKYhIREZHiqHnuQcxaHFsjJ00VPj23Iu7dOrwhumJ4uP/H0QvxmvrHqNd8Se2j+Hl8I5RlJSIiaVoZnqV+fstvJHIcXU+mJrONmFJcluna85q32GCBPtd8JxU27O8m+reSCWCRkmKDcqbXItiNcst3qpTCz77pk/hF8jU7/lwD7I5hwsW60/mWR+Nhn4rK1/SZAMh15DWX/1AOSzPQUKUUtok2xNr0TQ+cwTMuPY/+DBEREREaG1xYawI1ezMT3eBf555hm+CGV4idJaTMK1gguPXNo9TPb6axxkM2tQEKQ0xFaxPonFz6x1M5V5JCDjJSY6XN5z7+AvyN55oeoxoM79vq4tHHuDW3zJDn1lgN4OXS4PdWMJp/r225n9J3Vk6QgT0AsImdh6fQ33UqgaEYY4WflAkb3gPkr7eBDxbgA51NDPs7La01iFSOVilsfnrif08uA08GCnQB/A6Av/Dea5SriIiIzFTz3IOYuTh23hTUCHl7+JZo1959+tCvMVOh9r17/Dx8Xu06HHXLNz0+rvYAnuruxGf8Y+jPExERsVodnaF+fhsJBQuwmxtsI6YU18AQIjGveYtt+rZ8vlRHvwN84JeAG/4BOPnZ3Vj4i58GXPlq4GX/SSEDshgblDO9Mc5ulLOF/1IK77/pON577e0Aebp0cK5AwqOGjl/BOtHwvA6db3nENsyoSD8AMtjKshaZNkuwgKupeNVS4MbsK7z7Mw8qWECkivbXyMh9SxGRWNjJ4mlNENwXKFigSMOQi6JhaKxQsEB49VUuWCCVKfTs9wq0ZpGKFW6y8gYKvH874r6fhmrSNVlp1B9ukF36NRFrI2+55l68/uVPCHVYyaKbdnVulYql4XU4/5pYN4W+6rzKhRYfLLDhujjpd9d8E3k+IcNPdC7lW48M7wFsg/eSRB9PWusNhs9ZjQhJ8N7D0emJIlIUWqUgOeeeB+DZ2A0RmA4V2P/7NwP4Xu/9XSkfnoiIiBRQfcw9VJo3msiC0FWX/4JQAX713Tcf+rWoh/tFzvh1vHv8PHxV/Z+p1z2/dhM+M1KwgIiIpGd1SAYL+GSaZOlgAU1cro7QwQLkfTwGCaS+SzncexXwl98KbN158NcfuHb3r0//HfC1vw88+rnZHJ8UAxuUM90sxG5g6/pZSe+78UHTBPTJYAEAaGOFCgtYL3IhcYk1HVd0OPDa/o6NbPRcK2mwwFClFKbCM2Y6z60nztLvLyIF5T1w9Z8BV/0JcM/HdxvxVs8DnvylwIu/F3jkM7I+QhEpOza4cKrRP/GG/TrXTKEpgumpO37CLhQsEB7Z1LbhenAYwyc5oXbE1+X09ZyZPPpcKfB6IFtv6NVYacUGC0SFLm7vFOTa7T3guXW0kaaBl0utgd2WKOIGeMFeXgP8/ZTOq5xY4YMFNpMOeCKvfyMFC+RaD4ZggYz2pPyMhQH6eBpz6sNCqvP7O62I/Z0Htnt45HkKiBUpK91x8V4b8Wv7oQIewBsAfJVCBURERGRZNU8mKFoX+sk0UWaykGTnnlOHG8csCyc9NPGPo8+hX3elu5t+jYiIiNlogNaY24TawkYih9L1ChaQGdhp3sD8e3U2WKDf1mgqOazzEPCX33I4VGDSQ7fu/kx3K73jkuJhv+OmN8bZSSds4b+UwnX3bJkalafvz3Y8VzCxbggzkOTNmsQ5y0BFYvHNC72KYAkCmXbBBvl8RWqQARUA8KXPviyBIykYw4QyJlhgtaE/ryKV0DsD/PFXAW/698CdHzo33be7BXzqz4HfeSnwsTdke4wiUn4j8p41rQmC++rc/TD7nCR2TUNIma/xzTGygKGpjQmbNDEEC2hibgrIc2Uj6ebHJJHnoAIU7bpk02PLjVAzNFLngjc0gHu1I5WKc/yaYMS99uRw67rhfkrBAjnROkK/ZGMqxLs74H//5xqT9fa6/8o1eqgPbIP3QphVhcXsiQBIb73BEhztDv+7XH3XqRBHIyI5pTsu3oun/n4/VAAArgbweu8NT1UiIiJSWY5c6BhYF/rJglAFCxRX1MP9Il208P7xs9Emi+7Pc236s0RERMy62/RLtj3ZlL0kOjXZMsVeiomd5g3Mv1dvseewVyOuHPbOnwC2lsjC3boLeOdPJX88Ulzsd9z01Gt2A1vBPJX0sdtPYR38730HK1N/zxW/bSRdcC4m7CRO89qpnENOSynCOnLDULz6tMsvTOBICqbeBBxXUsKsTTfqbvEPiUixeQ+86XuBW98774eAf/gh4Jq/Su2wRKSChuQ9K9noP82BvM8hP6/uvKlBS3im/85Oz6XBkVPogcNNbcGN+GdhrVmkoMUFzid+niSJbqxUy4jVhcfOo19ThPWySOR5BWgaeCk12CEb8/dWLKGvOq9ywhDutOEO1kbt9EMHC3DvZx7kJ8E9/zHnH/q1Plt7B2DFZXONnTXfhQ8W4AOdTQzBAq2If5fffv+tIY5GRHJKT4m8JyE6bMYD+I/eaxyYiIiIcOqee6g0T90iH0Z3F7h1a1NEK4bNiZ5voocW7vQXU68rdHq3iIgUT/c0/ZJtcAUky6JTk9UYWR3sNG9gfrBA03AODzr8a6S8xmPgxn9c/udveMvsXVER9no23ZxqmXKi87GS1g0T0KeDBKaDBhZZm1NIrNMwO+wkzr6K9OMrYUCtJVjgvI1kQuoKxTChjCmic8oVECm/z74DuP6Ny/3sO34C6J1N9HBEpMIipqjOldYEwX11vpmCfVYSm6bhWcLX9FwanCFYYHOvqe2G+/nQ8qUYggX6XudG4sjJypsu3v5tpi0DdLCAzj+ri84/Rr9munbPF6UG0xQsoHak0mH38hYEC9TBz2wdep1XuWC5B5vaawv+7Tfi6u0VrJMfl52/hkdsHnzWHqOGPhn+QDfyBzLrXKYHAaa13mAKFtA6g0jV6CrJm+y0mrw23OW9/1DaByMiIiLF59Ja6G9yhZB15/WQWABRixWWhZP9qcttcIXDcTfZREREKJZgAZ9UsABZ6DfsqiOtKgaGYIF5U2HJxi4AQL/Nv0bK64HrgM7J5X++fRw4eUtyxyPFxgYLNKeKjywb5YYiXSk+S6Pyjj94fnU8d75tGMIMJHlsQ/hQk4ziI+8/V9wQNUNx6KSkC/EtwQJjp3MJAH3ttoTeikiJXfvXy//s2fuBW96T3LGISLUNyXuU+sF7oMSbAetkkDFU8J+WuoIF8sEyLXevqe11v/HPoY9mF9nUBsQYJCPLI8+VuMNUMt36pRsrdf5ZvfjKR9OvWc2o6TE2chI4oKbdUqqTe3kLggUsa7MjfWflg+UeLOl6YrLeXudSfjjn8OInXHjo13vkYJ+sggVm3fjRx8OGt1ix3+WY8e+iWkeRUtOdPG+6I89ht5/r7Rkci4iIiJRA3XMPlQNzsAD/MFqEaVNymOX3bX/qcttz50ncTTYRERFKd4t+yfahpZwwup4v9Fu0oSolwQYL1FtAbc4ybcsQjmEJN5Dyuu39/Gvuvyb8cUg5DMhikOngFMtGORtmIKWwDv6+aWeq8KQD7nxbM3ymJGw8RtNxRYcDNPCvP/eKhA6oIgzBVnHXkZMuS7IUr6oZaA957c6sqE9E8umWd3M/f+8nkzkOEZER+bzXMKz/T3COfIEhWKAZESxQmGnIBdI0PEtAzxLhWablut19kv5wjOEoXhhepLElWEDnRuLIc2XD9eBihiVmhjwHFWxhd97Ro/RrVl1Bay7Jhl1gd9q0lAx7Lxxxr+1w7oa4bvieVWBFTrSO0C/ZnKonZh+NFiK/p+Zd/+jnNontx770KTiyevCemB3sk1Vfw6ynbT5YwDCIwcLwOa2M93f0Z1Ikfbrj4s0a93V3qkchIiIipeECLnTMZSje13Sh/It6jl5x/MN9z+8uzpwli+73U95FRERSsXOafsm2NzRlL4FNTAYADNXsXQn0NO8FjVtNQzjGYNYSplTSyZv512xpuVtmYK9l0yGHlo1yBfNU0rphokkHK3P/fhGtceSQoUi/7xt44WMvSOBgKsRw/xm3kGs8TrYByhQs4NTwAYC+djOF8xp0I1JyZ48DnZPca7bvTeZYRESG5P2qYbJfLHWukQKIDhaQ8OoKKcuHFb6pbX1ineeW4wnsmYz452AFC6TAMlk5xppgpo+15GR5TWyOwVBzWdhhTt7SAK5zq3TYcz5iH28y8MqyNqvvrJwwDMFIfK+NrLfXuZQvjzpvDT//Nc868Gts/Z2lPj6EWfsZdJ+FZRCDhaEuI+q/rbZxRMpNwQK8WaPxjqd6FCIiIlIO4xFqZCLnwBs3miyTpoqanltxls2J7t7iTNtz58mmodBfRETErDtrWWa2LSQTLNC1BAuwU56lmAZk0+30NO9phvt49Dv8a6S8LOeD5byTamCvZdMb45aNcjawRUphDXygxI4/eH51PHe+rTmFWOSOsUj/kqMpFeWUleG72vJnNik+orrLUrw6VjPQLvJ8YKbz/MXH7mKPRkSK5PgN/Guu+5vwxyEiAkROUZ2LndIaV53/vKZTsEAaGo5/loBT81JwMZva3nT1PSGPZteIb2hSsEAKWnywwHqMNY2oNYjUkOfgwOu7ycxSc1nUYAGyYRdQ024psfemUcECE1+PlqAmBVbkRGMFINfJN1zCA1fI76mhWiZz50uf+Sj86Gue8vDf7w/FWxazBxGSn9FiTwcdpBUsYAhMbGX031ZEsqNVCt49AC7H4eAVPhJTJBDnXB3AkwA8HcAz9v56DIBjE395AF3shmPcA+AOANcA+ASAD3rvNcpORCQLho0m86KZKT1XD4l5F7VUYVk46WF3caYN7jxZ1zQ/ERFJkyFYYJsMzVnW/rWTwk55lmJigwWmp3lPMxTM0ccg5TYwBAsYpqRJRbDXsiDBAvlpVpX0rBkKL3emgp864AomEp+iIjwV6WejuU6/ZNX1czO25IHtw9cNSzOQdzqXANBTbZi16dHY41S7j/M3Um7cE5F0WIIFDE0sIiJLYdcWpgrwE+8bNQQLtKDvzDSwIWUDXwecS+hoKszQLD45JKM/5CdwL0SGIY68w1iNbckznSs7eNCfn8DBJGzMrZupSTcGw77GihscWCvLMoOCMrZMltd3W+mw5/yCa2KDHLwG6LzKDed2r63d00u/ZHNqry341x+5bzTUnlEuPe4R5+qgeuRgn5WMwntmXcvpMCFyz8XM8DlaZxCpHl0leVcD+NyIX78k5eOQgJxzjwXwgom/no/dZvyZvPeZrgA7554O4BUAXgng87HgePe0ABzFbjjG5wL4hr1f7zvn3g/gjwD8jfde1eciImkhF/kBoG+9hTMUhOZp0pQsz5J6vL84wwcL9OAMi78iIiImZLDA2DucAX8PtNSheEPjAzvlWYqJnazdWBB+YbiPx0D5kTLBEiyg7yuZhT03pif5WCb+sd+rUgrrjl+T2pkKEmDXONZcHzWMI4u8Z02hkIQZQ1kLU6ibV4uCryLEncIW8rfsmrtPH/o1thlo6GtqBtq36HllCht6e9Vdp/CKp6jUQqSULMECRy8LfxxSTWePAw9cC5y6Hdi4CLjixcDGI7I+KskS2QBsWr+Iw/B5TcPkV+HRzxKo61EiCSt8s/gGzpXA1msJ/Kaw0+JVrp8O07liX3/OdAlqxE5sVrCAmWmY08F7j9G4IAuWhrA3NYCXEHtvumAfr2aoLdV3Vo6sHKGCBTZcwm1IZACKvqPyjx3sYxm8F8KsvUf6eCyDGCwMwQJZ/bcVkexopYL3MQDfHfHrj035OMTIOXcZDocI5H73yDnnALwUwNcD+GoAjw749i0Ar9r76xedc78M4Ne896rYFBFJmrE41iSDglDJxorjzquRdxjsnVcdz50nNed1noiISHqIzSoAOIM1+IQ2ibpkYjIANUZWxYDcKJ1uuj30zw3BAn1DI7mUF3tOArYwAik/74EheT5Nb4xbNsrZqYJSCmzYZdc3DwUC7Hi+YGINPbTBNdFKgtjmH+yGsioIIqZF96cR4gbUhgyD+J3333Lo19ipWCPUoV6gPWTxGbs2ffVdWwoWECmr4zfyrzFcg0QO6G4BH/hl4CO/c3gt9mlfCbz2lxQwUFXs2kI9pQmCD3+eJVhAkwTTwD5LqAkuIYYp9Bvu3HXAJZH2oGCBfDKcK5tux5wQkGm4JdkAru+nGAw1l9PTlG964Eyoo0mW54OLRl5Nu6XD7uUtuNduOMN5pWbw/CCvrXECe5ZCXv8GXte/vKODBcg9iKTxwQIprTcY1hlaEf9tFeYuUm5aqeC9GcAQePgJ2wNwAF7hnKt7b3iiksQ45y4B8EIcDBIoVGWCc+5yAD8M4GsBXJrCR14C4OcBvN459++89+9O4TNFRKorzWABcrIQAKy6fsbxymLBLlT00AL2SmXPktP8AGAjZuGwiIjI0rpb1I9v+42EDkTBAjIH+/u8qGi+ZQgWGLT510h59c/yr1GwgEQZDQBPThWZ/o6zbJTr+llJbJNyB4fPrbZhjWNdwQL5YggWGPgGLthIebpo2ZjWkQe5WUc+1Tm8Ntogm64GqOP5jzk/1CEVG1lIPF04v8ivvfuz+KFXXUm9RkQK4vgN/Gssz68i+/pt4I++Arj3quh/fv0bgTv+GfiOtwMXPiHVQ5McYJ8tptYvEr/VrXONFEB0sIAK/sNjnyXUuJuQenM38GO0/HrRZFNbLYnkOPJ7ZaBzIx0rR+iXJN4AmZQxVxum76cYLGtlU+sj773xeKijSRY5CRzYDeiUkmGbUSOCBSYzfepsUJOvAYp9zY8VLlhgM/FgAXLomr6jcmny2bXnyWCBjAbhRT1u1zFCw5H1E5ZBDBbO0c9QdEiCiBSeopxI3vsTAN6Dw3er52F3mrzky9uxGwbxUwBei4KFCuz5PADfj3RCBSY9AcA7nHM/7RKJbBUREQDmqVsmhvRcTaIvJvb3rTuR+NixFN27gm6yiYhI8bDBAjA0ZC+pS25sALBNDZfiYRuyF20aNS3BAjrXZELnIf41fQULSISh4btl+jvOslGuYIFKWndcsMBORLBA1K8tsjbjc9WckRFDKOsADVx5MV9ELhMM06LZMJBpPuAfsqhdzQa4ouixa2BjRTMaANChQCo8ExEAQPsk0DY0zvQULCAxvOl7Z4cK7GsfB/7u3wEjTXqvnAVTVA8xTPabRJfamSYJ6jxOQ4NthFNJdnLIprYNnFvLvOd0AnsmdLCAnjFTQU5VBg6eKyyfZcoiuW6mcIsYLDWXOZumvDRyEjigyfKlxO7lRTStrjTOfeewa7NqBM8Z8tq64Q5eV4M3IZHfUwrWyafJ4C92sM9qRnsQUftYpv0QyyAGqwD7O5ne74pI4nQnb/NzM379R1I9CpHk1bAbyvAG55zuqkVEkkCmJwLA0Bu/kg0NSQoWKCZ2saI3sTDT9vxmyGaMTTYREREKGyzgNxI6kIPXz6WpMbIaBuTv86LGLUuwgJrCZZ/3QPsE/zo2IEOqgf1+Aw5/x1k2ytnifykFtkl5xx8+tyxrHIWdUFZWhlDWARqoJTKKsEIMwQJx15FDliVF/e6zxav1hiFIrqzIQmLtKYgIAOD4DbbX9c8AY3LKlwgAnLoD+PTfLvezd38MuP6NiR6O5BD7bJFmoT9gChZoQsECaWCfJYZqHk8O2dS2OTEg42O3GcJ3FyGb2hQskBIygAIANsiA00mZhZGOR2BXU0bWekMBGmHWyrY6BQgbGHPXPUChOqXUIO9NF+zj1RXUVGx0uNPBfbbgl0rye0rBAvn0uU+48OH/3QO3H7OSoz0I07FYBjFYKThaRBbQSoWB9/79zrl3AngVdu91PHZrFL7YOfcl3vu3ZXqAUnUewE0ArgNwO4AHALSx++f9QgAXA3gxgGdh+RCwbwfQA/A9gY9VRESMU7dMDA+jqy4/D+CyPPb3bXLicgf8ebKuonsREUkLGywAQ0P2ktjEZACaIl8V7ETvRY1bjRZQa3BFaoM2dwxSXv2zkVMiFlKwgERhv9+Aw2sRlo1yBfNU0joZLNDB4cKInYhfWyTu1HUJzBDKqulrAViCBWKuI4csxK9FTIdlm4HWVlNuJMsztvCsqBP5RCQsa7AAsLumsXIk3LFINVz319zP3/ZPwDO/NpljkXxiQwsNjf6x1Plgq6hggU5/hNWmnolCajh2wq4a4RJD3h9M1rHcu5XA+iIZWNL3KtdPBRlAAQAbRRymYpgqrzWzGJr8vkZUo+HH70gg5CQ0w7k11rWvfOrk2uiCe212bXak76t8aXH3YBsu4X1dsuZeQRX5dHS1icdeuI7bT3bQ82SwQEZ7EFH7WKZGfMN9hRn5fd5yCjAUqRqtVNi9HsDVAI7u/f1+uMDvOude4r2/K6sDk0q6A8CbAfwjgA9677cXvcA5dwGAbwXwQwAuX+Izvts5d433/rdjHamIiByUZrBABpOmJBvsYsXkxOV2xIS/ReKkd4uIiFB2TlM/vu2TDBYwTLBUY2Q1sBO9l2mybW4APSJYQyEWsq99wva6vsIpJAL7/QYcXouwTPxji/+lFNbItYaoEIG25wszNlw3gfEpYmZYO738EeclcCAV0+Sfo+KuI/uAf/AicgXQcNxUrJqhsau0yFAgTbQREQDxggV6ZxUsILy7Psb9/N0fT+Y4JJ+854M3p9YvEp9IbQgyiAoW+OV33oif+cpnhjgi2cM2wg00ETw5rQ3qxzcTb2rjnoM1LTclhmCBxM+VJBjWzHQOxmAZ5hSxPvI3n7w7xNEky3PXPUDnVimx5/yCfbw6eT+lRvCcWeGurRtTQ8p6Q/57ZS4yAGVeUMWyE1olGV/4lIvxf/75dvTI+rus+hqi9rFMIQeWQQxWZG1GS/s7IpWjuy4j7/0d2A0XOPDLAC4F8E7n3EXpH5UEcjuAd2R9EEvYAfAGAC8H8Djv/X/03r91mVABAPDeP+S9//8BeAKA/wZgmYqa/+mce5z1gEVEJEKaU7dMi9wKFigiPljg3MJMG3wAxToKuMkmIiKF5LtEYzWAbXBFRoyuN0wsUrBANbBN/csEgLEhYX1Nm5c9nZO21ymcQqIMDefF9FqEZaNc189KWgMZLBARlNiJCBtYZJ38XEkYWaQPAEPl6sdn+K5m/8ymrRHRdDVXTefRw8jpOQoWEBEA8YIF+mfDHYdUx03/yP38g59O5jgknwzNl/SU1il0g4ohWKAVcY/73huO0+8j87GNcJqwmyCyYTzxKfTkd4t5iIxw6g16XSPOuZJ48MwshnpDrZnFUG9i7Ljv91VX0JrLMd8APFI7Uvk0yHvTBSFejaVaVCbeTvdT+ULfg3UxmeD9Bx+6PezxkMEC5np7SdwPv/rJuPTYGrrgvnPS2oPY6gzwwc+ewO994Fa8+VP34vYTh+uwTMdiGcRgRX5W1vs7TnEfIqnTU2IM3vv/uxcg8Bs4d/fjAVwJ4Grn3Hd679+W2QHKMu4C8HEAn9j7/x/33p90zj0WwG1ZHtgc9wH4ZQBv8N6fivtm3vsBgJ90zn0AwBsBzBtDsgHgvwP4V3E/V0RE9pgShI23cGwzEqLTcyX/2M2JyYWZNozT/ERERJI26MKRU4W2fHLBAj1yYwOAbdKzFA/beLtMgVOLnBo70LR52dM2FhMPFE4hERZMHIk03YxoChbId7OqJINt8I8KEegY1jhmhSdmViRcdZZgAaft79gM68hrMQNqQ/4Zi3ovtnhVwQITyGv3buGZh+Y9iVTc8Rvtr+2dCXccUg1ac5VFyH0FAHwzVVx1bkIjEB0scM/pHWx3Bzi6yr+fRGuSwQID1A0xh7KUmNNygyPXLBQskKLWJhVWm/i5koQRGaAITQCPa1hbQWu0/N5ZYYc5KVhAAH4vbzzcPXdq0Q3cbFDTUI3g+ULeg9Wcxzp6D+/Rffz22O1OB5HBAiOv8ymvNlca+I1vei6u+cM1MF8TSTe/D0Zj/NZ7b8Gvv+ezGI7nb17ZggUM9RJWZIhhK+LfZ0xur4lIsehOPibv/W8B+B4cvJR5AI8C8A/OuT90zj07k4OTafcC+HsAPwngtQAu9t5f4b3/au/9z3rv3+69N47wSsW9AP4DgMd5738xRKjAJO/9OwF8Ixbfln29c+5JIT9bRKTSDMEC5gTFepMuiFxzKt4vInaxojaRStjxhmCBIm6yiYhI8XS36Jdsz83Oi6cHQ2GeZdKzFMt4xDfANZc4T5tkSIamzcu+9gnb6/oKp5AIlu+WxlRzqiWBnygClfJg16R2ooIFPH++rWstLF9MoaxqoInNsI4cdwrbpcf4MINZosq8GmTxqqWxq7TIa3fNebr5SkRKpvMQcPYB++v7Z8Mdi1TDQ7fYXmdoyJOCGhruVevT90AJp82Rxf4A0HTR5/DHbnso7tHIBLYRThN2E9Q6Qv349ICM7/+Lq3DVnQFLbsk1i76CBdJDNkBuOvuemk/6+jAL2VQJxBhkJACAUY1bHylusAB/bunaV0KGe9N5IeENx3WlKqwiZ8h7MADYwLlr6yfuyDZYQME6+fbcK87HN7yYa01ruDH9nLas/nCMb/hfH8avvOumhaECALBiud5b6iWsTMHRB33m/u1QRyMiOaSrZADe+/8F4JUAHsS56P39GP5/DeCTzrkPOOf+k3Pu85xzCiVNz68D+HIAj/LeX+q9/wrv/X/z3r/Ve28c15W6bQA/DuBJ3vvf8t4nVtXmvX8zgJ9d8GM1AN+W1DGIiFSOYerWwMdY6J8u6F+gsIvcFcf+vq2tn9tUaxvy8xUsICIiqbAEC/hkgwXGnpzAqOlZ5Wdpfp2e5h2lRZ7LagqXfR1jsIDCKSRKiO+4Q4X5y3yuGr2raA1ksIA/XOi2Pw2Fsa41jnyxBAto0nwYy4RfTYi7jvzFz3hkrNdP8v5wsRddZKbz6BzD9BxTMZ2IlMfxG+O9vncmzHFIdVjPuZ4KoyvDsp7RMDRTTXDk1oEpWADRDTURt8MSAxuapcalBJHN4tN1LG+6+l581W99CD/1puswHAUYu0muWQw1LTc9bAhFjPXAzL5zxykOMhIAwKhONua5ZKcpJ8YSLOB17SsdyzTt0ew9HXZtVtfMnCHvwQBg0yW410YHC2itP+9W18hBK0iut+HX3/NZfPLO00v/vOl6b/mOtSLXNloRAYZaYxApN10lA/Hef8A59ywAvwzgm7EbLLAfLgAAL9n7CwBGzrmTAE7t/ZVGVZz33r8yhc/JFe/9G7I+hri8928F8NYUP/IXAHwXgEfP+ZmvxG7YgYiIxGVKEI6xcNZcBfrLF+SoALAAIh7aWxGpgfMMaucWD3awgrF3qLnlVwPWk1wIFBER2dc9Tb9kG/zmw/Icemhijblf0sTl8gsxzTtKk5zgOujwxyHl1LYGC+gckgghvuPqjd1mTWY9RNfPSlont86iQgQ6hvBE9nMlYYZQVhWJBdJYpZrt4hZxXXwkXC5/1Kom2wykYIEJhiK3VQygeeMiFXb8hniv7+kbREgnbrK9rrsFrF8Q9lgkn+Y0Oc1kCUaMo96kX9KaESwgYdGNcHomTU6L2/PbdF04jOGnwh7+8MN34ES7j9/8pufFOx5yzWKgcyM9bAhFjJqnzPqsLGGcatSNZVTjGvMKW3Pp+QnQmi5fQpaQrTkh4Q3yfkrnVM60+GCBDSQ4xGDEPQfpfCoAU7jxAG2QdVQLPLDdxW+97xb6OGiNFNcbyP+2bO+BiBSfVioC8t4fd859G4ATAL4f58IFgHMBA8Duf/dL9v5KY13BpfQ5UgLe+7Zz7rcB/Lc5P/Z059xF3vvjaR2XiEhpGYpj+3Fu4ZZpWpqwWtT03Ipbddx5NXSTi8EObaziCLG4Fye9W0REZGndLfol256c8k7qoqVgATnI0nQ7Pc078mfIkAxNm5d9nZO21ylYQKKYJvxFbIw3VoE+0Sw0LGgBnpjVMKbXpHYiQgRGqKPnm9S0CIUn5oylSNrxDTkSgQy2WnM5CuWI2BVvsE1Xhsau0jIUuRW2eF5EwogbLEAEpIsAsJ9zhvVmKSjLukKahf4AUOebt5oKFkhF06kRLjcMTW3r6EU2HP3DNffhu1++hWdedp79eMg1i1i1XsIhz5VC1jyNLc3fChaIY1jj7g2iQjgHowK0cpjOLV37SscSshURLPCURx7BDfefQR1j7q30fZUvZGAPsBvwlFj3GjnMT+dTAZj2IML3Nlx912mMxtyJawsW4IMUzMi1hiT+u4pIvulOPhDnXN059/0AbgHwfdi9FXITf/kZf7mE/xKxeMsSP/OMxI9CRKQKLMWxcRY62IJQTWkrJPbhfuAOLsywE/00zU9ERFJhaGYMnU48rQuy2G9QwMIU4ViabptLBGC0yJCMfps/Dimn9gnb6/oKFpAIpvCUiGsxWxygYJ7KsUw+3/HR92Wh1jgKUPJZToZQVk2HDGSZe9QJqzkqNor689pwXPEqajqPHmaZFqTAYpFqixss0CNCyEQA4PhNttf1tsMeh+TXyLCXPVV875N+KFSwQG6xjXADTQRPzsoR+iXzGsa//Dc+GOdogDFZl6P1ivS0uLDuOFOVfeIXiBnI8w8ABmqsjGVU59ZHota433n9A6EOJzmGYAE17ZaQpek1IljghY+9YPftwAY16ZzKlZblHizBQRgKFigfw3cOO3xvGf947X30a3IfLEDWZbRytNcnIulQsEAAzrmXArgGwC8DeAyim/pnNfvPChwI9ZcIzXt/NYBFMfCPT+FQRETKj1zkAGJuNi0zDXWCpZBbUhYRJcUuVgzdwUKFtufOkw2nibgiIpJP44QzF3uenGI51DWz9CxNt8tsGpEBYZo2Lw/rGIMFRj1T8ZCUnKXBP+o7jt0sjyhGknKzBBjOChCggwWcgixyxRAsMHAq1A+CXEeOG1CbdB0+W7yqYIEJlmABcn36Lz56Z3bNGCIS3vEb472+r2ABIYxHwMmbba/tKligMoaGmgfDxMRJjt2aMNx/Np2CBdLQIAMc1AiXIHIKPQBsJLnOQ65ZqKktReRk5c0Y50lmT7JpDzISDGvcvcFqUUMXDbWsuvaVUIMPvYoK83rGpUcB8EFNwxktbkdWtWabCfK6CswPd4qNDNfR9a8AUtiDWMYbr76Xfo0p4CDmegP3Wdx/W4VGi1SPggVics59N4B3A3gKdtu6lmnodyn+JWJ1/4J/fiyNgxARKT1LcWychY4G15CUp0lTMkPEnScbCDGY2vzogAwWQBfdgZqORESkerogN1QHalQrvVDTvA/9DDddRdPm5WHtk/bXKqBCpoX6jmM3yy2BBlJoa4Zi3p1ZwQJkeOKsUANtuGXEUCQ91gTAMJrr1I8nMR3GKqpBXcECMaRQ1Pejf3stfvO9xqZQEcmXndPAGX661wE9BQsI4dTttmn0ANDdCnookmOWc6RuaKaKwzmgzk4SjL7HpUMNZK4G2QinieAJIqfQA4un5Z7pxqiJItcsYg2REQ45WTnR5sekmAYZ6fspjhEZLLBS1GFOnq//G6kdqXws07TnhISza7Ozwipe9qRHUO8jgRjuweKE9sw1HgOeuz+f9x2lZ6ecMO1B5OM6awo4sHzHWpFrGy0yWE9Eik938jE4534QwG8CaOJcqAAwu77IZ/CXiNXxBf+cHJUnIiKRLAnCPsZmEzlpKk8FobKcOkZoOm4xduAOLh60yWCBddfDn/zLHdRrREREyqCLJveCoaEhU4rF8nu8zKZRi2vswqCT/NhXKYbOCftrFVAh0ywN/lHfcexmuYIFKmdWc/88swIEOjMCB2aZVUisq2pGyMkzADB0KtQPgvyuXo+5jhzyz1jUe9HBAnXyWa/MDNNzLMV0v/ruz+L6ezU5WqTwjt8Y/z16Z+K/h1THiZvsr+3pulMZc5qcZpq6H07lmZAs+G+q4D8VlkY4pw6lZBim5S5qavvIrQ9Zj4YeJNOPU+slHPJcWXc91MgQkX2ZbcVpqnzqRmQAUGGHOY0VLCCwhWzNueeu0/dT0efU0x99HvU+EkiLvwdbFO5kZgg/GegeLP9S2oNIgingwPDva0bu9eXlv6uIpEd38kbOudcB+J84Fyjg9/735KrgvCZ/l+JfIhaLKtZVzSkiEgK50QTETLFucLkw7OR7yZ7lwX5QO7gY3PF80f1Hb4ux4SoiIlJQPZAbqpYCRimWgWG5ZJlpsFETv+fyasQVoN/eDZmwGrTDHYuUw4AsAmmsRo96YAuSdP2snDXDetTOjPuyWYEDMz/bRZ9vURPQJQWGtdOhJgCGQd5/XtjiC/qSMo7488oWr6Km8+hhlmlBhqCJwcjj9z54K/06EcmZ4zfEf4++ggWEECfMorsV7jgk3wzPFWgYmqkmOEvJJhlupWCBdLDBApoIniByCj2wuKkt6vlxaeR3S6xaL+GYGiCNe2pZLRlaBhnp+ymWUY0NFihozaWCBQSwTdMezd7La7gwE+Y3V3QtzcQKfw+2KNzJzHD903dUAdD1UPkZmmhqxLd8x1qRaxutrIMF1P0qkjrdXRk4544C+B3sBjPsLwtMBwpgxq/fB+AMgLMA2tCQE8mvyxf881OpHIWISNkZEoRjbUSSD+Crhglxkq7e8ODCqyUBcVw/uFDRBneerKOLd1z/AP25IiIiRdf1ZHEh25ApxTM0/B43l9g0am7w79vvmDbgpETaJ+K9Xt9ZMo0NLJm1Kc5ulisopXJmNffPs4Pows7OjF+fZUNrYfliKpLW9ncQ5H3kxWseRwYNnOlm39w0jqhTbSpYwM4wPcdaPH/N3WrwFCm8EMECvbPx30Oq48RN9td2t8Mdh+SbJbCQnEocBBnEqGCBdLDBApoIniByCj2Q8DrPiPszqGCBFBnOlXV0cWbhLLYcGRuGznh9P8UxJO8N8tLwSDPUsuraV0KWkK0599xs6OtwxvdVVJa5pKDe3H0+mhMeMW1RuJOZ4TtKwToFYNiDMDX0J2DFkcfh6nSoYCxkXcaKG+LczG0RqQKtVNj8OIBHIvobczJooAfgXQD+DsAnAdzovVc1puSec+4KABcu+LFb0jgWEZHSM6Tjx9psYoMFFjz0dvpDrLd0S5ml/uhgpeyqYcFkdXUNFx1ZwfEzu4t/bXKaX2IJoyIiIjnXA7nYr8bI8rM0Yi+zkdMyFDMNOli8vCOl1okZLNDvhDkOKY8BeR2btQbBFgdYGgCk0NYNE8I6PkywwNqMzx6NlROeCXLttO/rqi4MhVxHboy6+NVvfA6+4w8+bvo4H2dK5BLvxTYDpVrYlXeG6TnWor6bHzyL7mCE1aaKPUUKK0SwQF/BAkI4fqP9tV0F2lSGIbCMbfIPgvzMllOwQBoajmyEU+NSclp8APOGm79nE+tJlFyziDVERjgtPlhg0+3gAcMJ4bOaLUgGWwAK44yrQe7VWgYD5YIlWMBrGnjpWKZpz9nLayAiCXYOTZjPoZVNoMMECyRUG6VggXJKcQ8iNPo4LN+vcRjWNlYwQA8ZrImISCZ010Vyzq0A+E4cXlPyE782BPCrAB7tvf9y7/3ve++vVqiAFMhrl/iZTyd+FCIiVWCauhVjoYN8KF00WeiDn43ZqCLBrRgSjx/q1/GsS897+O/ZontLwb+IiAgtYKNJKF12IV3Tv8vP8nu8TNNW0xosIJXWPhnv9TqHZNqQ/I6btQbBbpgrmKdy1gxFlzsz1jI6ZHjihosujPrsg2pwywS5djpEQ7kCoTS4YAEMu3jFUy7BR3/slckcDyEqB4RtBkJNxfYPs0wLYqf0TOgNuUJjEcmZOE3e+3q675IleR/vnOspWKAyDMMepqe0hgzCmokMt2pCwQJpYEPKZk3YlQAMzeKLmtpOtY2Nv94bggX0nJmaBM6VWTLbvjY1VqplJBZ2mFNRgwU8uYYGnVulVOfXA+cFC9TZ+yk1gucPeW3dXBDuZKZggXIy7EGsGurkk8AHC6TcsG/4b9vSWoNIpehOnvc6AOfv/e/90hQ/8fenAHye9/4Hvfen0j44kUC+acE/v957fzyVIxERKTvDQkesFOvAi9ynd/KR+ifnWJIYP3nvDr7hhZc//PdtcEX36+jBkcmyIiIiafBItquo68kFfzVGlp/l9zipYIF+m3+NlEsnZhCcggVk2pyioEizvt/YDWz2c6Xw1mY0988zKySRDU9cQ/Rnv+GDt9HHJAGQwQKa/hcQuY68f99w8dFVXPPTr07ggJY3jqjqZ5uBFCwwgT0XEHNaUP4yBUVkWd0tYPue+O/TPxP/PaQaztwX73zpboc7Fsm3seHepMY1+U8zBZ6RkwQVLJAONcLlyMoR+iWLmtoGUcl0yxiPwD68DLyeM1OzYggWcAXbwzVc24YKt4hlVOOu0y03Qq2ItXRjPlhgrHak8rE0vo4O7624vXqdBvlnYaT7qfwh78OsgT0LGertR/qOyj826Box9yACooOEDP+usbADH5Cf/7Yikg5dJXkvm/r7yVCBLoAv8N5/PN1DEgnHOfd8AC9d8GN/n8axiIhUAplgPfQ1+Di3cORD4prrY95mmAaA5Y8l8fhkr4ZXP/2RD/89O82v5nxxk5ZFRERi6ELBAjJlYEheX2bjqGUIFrAci5RLO2awgMIpZBr7vTJrDYLdwNb1s3LWZzT3z7PjwwQL7BY7Ra+FfeKOh9jDkrjItdO+CqTDYYOtxkM6CCIpUX0hbDOQggUmGCbaqPBMpKKO3xTmfXoKFpAlHb8x3uu7W2GOQ/LPcp9KNvkHUefCDGYFC5hCDWSmJh0soJLsxNSb9ARlyxrTUgxN3QOtWaSnZQihgG1PLbNsPMO1TYGc8YxNjXkFrKUzBAsoVKeEDOd7VEi43/uW5IOaou+ndJuboRYX2pNYYI8hWEDfUQVQ4D2IFUceh+HfNRbD2kYrJ/9tRSQdWsXifU7Erznsrg/8gvf+upSPRyS0/77Ez/xp4kchIlIV5EJ/7EWOtKcLSeosv189HCxSOAt+cXgjqQ1ZERGRHKODBQZqjCw9upnfLbdx1NwwHIumzVdeJ2awgMIpZBrb4D9rDYLdMI8oRpJysxR9zwoQaBvCE2etrfzme2+hj0tiItdOVaQfUNNQPLp375B9gefhsn62GYht6iq1lCfa+OzaMkQkruM3hHmf3tkw7yPldyJmmEVvO8xxSP6ZggUOPlukcodCFvy3ZgQLSFh1csKuJoInjJxEb20WX4gMQgTU1J0q8jwB7JOVvc/oGVaNlakb1/j1kUIO6dE0cAFsIVtz9vIa5NrsaMb3lVYNM5SbezD+2W7odf3LvZT3IEKij8PQwxGL4b9tiw1LEJFC050871Kcuy+dvD8dAPil9A9HJBzn3JcBePWCH3unAjRERAIiFzpiT90yPJTOW+R2irvPnVXHb0r0/MFC2Y4lWMCp6UhERKpnOpxnoeEOkFWBiaSDbbptrC43QsqyuaRp89I+Ge/1CqeQaWzYxKyNanYDm/1ulcJbdXywwKzAp50ZgQPzrM8oJL7m7q3sioUrarvN3c8MvBo4gmmu86+JEUoU8o/WOOK92GYg1HQuPYycCAoAK4Y16n36mhUpsFDBAuOBwsVkOcdvjPf67laY45D8MzQAoxYvaMpURcEGC7joxj/dT4XVJAMchqjlIGytxFpcCHNi03ItTW1q6k4POVUZADaLVvNkav7WORjH2LA+spqTpkeKJ8M5oWCBUjI0os7by+ODmnRO5Q55bbUG9iw0tnxH6fqXe4bvHEudfBLoECF2AENcDT4oJi+hDSKSDu2I886f+nuH3YCBf/Len8ngeESCcM6dB+B3lvjR/5b0scTlnPsPAP59Ch/1hBQ+Q0TKbsw9gMXeaLI8gKMPlVUUh+Whfrr4np3mB+wuBp4428MjNlNe+BAREclQ1xuT2i3TP6UY2GaqZQMDyGI507FI+XROxHu9wilkmiU8JfLXyedGNRVVzjq43/Md34KfUWjWNoUn9nAqohHjxNke7npoB1dcaGi4FpOTW2dxlPj5Iepq4AjFVDy6e/+ZdRjtOKKTim0GUrDAhFptt8mNaMgrZOG8iMQXKlgAAHpn0y+0leI5cVO813e3dzuwFaRffmRNBgDblNa46lyYAX2PKyZ8I5walxLVOkL9+EaOpuUOVK6fHnKqMjA7aHSRzLJcLOegJjbHMqobmx6LFvij0AoBbPfCEWuHZ3u7TeDs/ZTOqRwir62JDSkzPNsN5pxPTjtK+WDYg1hhG/oTQtfrW/be4jAEI7W01iBSKVqp4M1awb0q1aMQCe83AVy64Gf+r/f+A2kcTEwXAXha1gchIrIUMh0/9kaTYdLpvEVuLavkjyVYoDcVLNAxFN2vo4vX/9HH8Xvf9kKsNmtYb+lRQ0REyq87c5lojuGOggXKjG26Xfb+3DQxVk3hldeOGSygcAqZRoenzAoWIK+Dw66aPSqGDRboYHZRxI7nCybW5nz+yXZPwQIp2u5w3zt9bX2HY1hHzsu9w3h8eDGbLV5VsMCUxmpqRX1Fq7cXkQlxp8dP6p8BNi4M935STnHPufFg9/6lpfv70jM0X7JN/kGQDVyzggW0fBKSR9NxU1EVLJAwtqmNXGNamqHxVudGipp8WPeGMwYLZPUQq3MwdWNDY16oib8Ptfu4YCOl0CPTNHBNly8dQ5NvVEj4v9x6EgBQZ++nZgSh6DY3Q2S406YxsGchU/iJvqMKoblGfeewe8lJWXHkXkjawQKG4Na8hDaISDq0I87bBnBBxK8/mPaBiITinHs9gG9e8GNnAPxwCocjIlItI26hI4tggTU9JBbKKrtQgcNNkW1D0f2G6+H9d57G8/7bO1FzwOMv2sSrn3YJvu+VT8JqU5tTIiISQv7aC6bDeZaiqcvlNuhwP7/sppGlsatPHouUT/t4vNez57OUHxue0pjx3UVvmPvdJoBGBtMCJROrjrtf2pkTLNA2hCduzCl4ynoSe9Wc3DoLpuZZ0/8CSjlYwAd83jtc1M83A2XSSJZnjRUwdXpxCufHmXVliEgsvTPA1l1h309knp1TQDtAqV5vW8ECVcAGC9Qah7rzU7lFCRQsIOHQAWWY3QgngbSKOy1X50aK6o3dtenh8r//1gbIG+7fxkVHLjK9NhZDaI6CBeKxBAusBqq5PNVRsIBkoL4SO1jgqjtPAwAa5D2VzqkcIsOd1lwfdYwwCn3tUbBOeTU3gO7W0j8+LyQ+TavsXkgBggVabphZiaa24UXSp7su3qkZv64qSykk59wLAPzqEj/6g977gDvBIiICgN5sGsTdaJpV1D/HvEVuPcTlj6Vos+cPbj60wZ8n6xObbGMP3PzgWfzW+27Bl/7aB3DD/dv0+4mIiISQ9Dp31xIskJMpnpKQAVl4tGzDVoufrqKmcEHnZLzX6xySaew1rDljY9ywgU2HGkihsVMmduYEJM4LHZhljQw2kOSwjTIKFggoRrBA1kvG08+BDfAF0agpWOAAcl9hxdmDBZQrIFJQx28K+369s2HfT8on1DnX1R5mJTANUUCYe0FLIQUZbtVSsEDiLM8SwZun5CByr2ReeCQA+wMIOUQGAAY6N9JFNkBuwLZ/u980mzo1VqZuVDfUXBqGA2WOPLdG3iH71UBJBBv2PTq8r1Lf61Srk/dUM7+vVKycHTLcCUhoorzhHkzXv4Ig96Tyspe7woYIWeok4jAEGbRiBEeLSPEoWIB3I6KfgC5O+0BE4nLOPRrAm4CFI3ve7L1/QwqHJCJSPeQm9jBuceysov45CrnIXWGWtOMeDhYpWKb5bc5Ier/1eBv//k8+ie7AUMArIiKScz1vKDBUY2S5EdNPACy/OVZv8gWtagqvtkEX6MdsxOjrHJIp7DVs1ka1JYmfbQKQQmOLjTpzwgPanj/fFhadS2pajg8W2NpRwUsQTcPkXvZeOCHTE+8tU0ZRU7HhAWSxmyX8dp/PahSOiMRz/Iaw7xf3eVbKL9Q5R0zDkwJjmy/rKU0Ejvm5bBCb8CzBAmoeT9jKEerHZ9WxPMzaoEgOkQHsTW1HVxWiaEI2QG4623rgX34so1ltKZ6Dsmtc5xsBLTV8mfOBGsABfP0LLot7NJIldi9vGBEssHedZe+pRmpxyx8ysAewh/bMpWCd8mpxe1JrObnG0iHLllDvOAzrG3H2d0SkeHTXxbtuxq9fkupRiMTknFvHbqjAoxf86O0Avi3xAxIRqSoyQTH2Igc5WQgo6CJ3hVke6qenLXcMRffziv5vPdHGr777s/R7ioiI5N30NXQp7LRnKZZBoKbbKGxzl5rCq61zIv57DNrx30PKw3s+WGDWxrgliV/BPJXCTpnYmRMsMC90YJZ5axyah5MutlFm4Ou45biuX0FYQmBiPOuEnFI/HSxgargip8WWHnk+xAoWUK6ASDGFDhbonQn7flI+J24K8z49BQtUAhtWWD/cxJvKLQo5FbbpFOyfNEuwwEiNS8kim8UTC48cpdfU/T++5lmm11Ue2QBpbX6853RG+76Gic2DuMOMKm5U59fK6CnGOXDLA9z98bzr3gsec0Hcw5Essc2oEcECbi9YgA1+nXnN1MJhdlpcuBMAbBhDe+YyBAuMvO7PC4Gsh2JD6pNCX+stdRJxGD5vJWaI4Xis72qRItFTIu+dAH5k6tccgBdmcCwiJs65BoC/AvCCBT/aBfB13vtTyR9VUMcBXJ/C5zwBMFQliohMIjex+3Fv35r8Ive8YAFreLckZ8XxmxLT51XbcHlbtCH79k/fjx/5kqfQ7ysiIpJnpmABNUaW24Bs5mfSqFvrXLEzeyxSLu0QwQIKQpEJluvXrCZES7NqREGSlNcaWQyy42ffk5nCE5ModhITtolDBdIBsaFWwMP3DlmvGU/Xl7KFqwCAms6lA8jisziF86oPFimo0MEC/bNh30/K5/iNYd6nq2CBSmAbgA0T/aaZbonJz50VoOUUiReMJVhgoGCBZJHN4uvowWEMH3oG35g/N6zBAs+67DzT6yqPbIBMpPkxSYbGyrGuD7GM65bGvOJN/P3MPafwBOLnZ02Wf9Zl5+Grn3dpmIOSbLB7eRH7iLW904O9p1JQUw6R92AAsGkM7ZlrzH+v6v68IMg9KTakPin0td5SJxGHJVjA0IMw6R+uvS/W60UkXdoR5/0TgNMA9ldrPHbXgp/rnHuU917fgpJrbjf+7fcAvHbBj44BfIv3/uPJH1VY3vvfBPCbSX+Oc+7TAJ6W9OeISMmRCx3WjaaHGQpC5wULSP6wCxU93zy0ibqDFYy9Q80tX8W5qOj+thNtnOkOcGRV075ERKQ8unOa2GZSsEC5sb+/zKYRey+vYIFq6wQIFujrHJIJlqCJWeEpliR+XT8rhZ0y0ZkTkDjvn4X6fEkOO2lewQIBGQJq8xJKNJyahtI0NAMpWGAKWey24uyF8z6decAiElroYIGeggVkgROhggW2w7yP5BvbfFnLaD+bDBZoxZwiKItZggVGqGcetlZqrQ3qx2vOYw19dBC4gcfQ1Gap93rhY8/HpceIgGo5h2yAXDRMJXfIc3B3zUxfTnGMDfsaqzEb8/Zde/cWnnAR39TLGo09Trd3qFNlVrDAL37ds9GoBw51kXQ1yFqYiAFr+4FXbPDrMHQgkMTX4r+DNlwXwZd6DeFOs76nJGfYYIGc7OXmPljAEIwUd63hI7edjPV6EUmXrpIk7/0Qu03Z049NDsA3pn9EIrRfAfBtS/zc93jv/zrpgxERqTwyHT92cazhoTTUIrekgw4WQFRhhEOb3FhdtMnmPfDhW7RgICIi+fBFT70Yf/n6z439Pl0YggUGBStMEQ77+8tsjrHBAmoKr7Z2gHvvQTv+e0h5WBr7Z61BWDbMFSxQKeyUiZ05axg7pmABnW95wRavKFggIENAbZxggZD1haOpYIG6ggXiI4vnV2KEFY+VKyBSPP02cPrOsO/ZOxP2/aRc+h3g9F1h3qu7FeZ9JN8impzmqmcVLMB9LhvEJjxLsIAmoiaMnEIPABvzpuV64wMIWesF2NYsfvObnwenpAobMoSicMEC5Dmo6d/xjeuGmstAw5x+4C+vxk7fsL5Fuv7ebYxH7GT5w61Ia806rryE/76WnGH38iL28XYvYR5Nx55X0d9ZuiZmyBAssDlxDzYOtejLhsYhwDA/SUereMECNYyx4shzMu1gAUMwEh2WMOXNn9KsbpEiUbCAza8AB1abPHaDBf6Lc+78bA5JZDHn3E8D+P4lfvRHvPf/O+HDERERgA8W8DEXOWZNC5xj3iK3U5px7rCbEpMNkS94zLlbWXai3zKbbNNFvSIiIhRrcc+Mt3rR4y+M/T6mYIFhPqZ4SkLY319mEiy5kYaBggUqrXMi/nvkZOqw5ITlfJi1BmHYwMYw++IASc8aubbR8bPPqR6aGHpuO3SdDDaQ5LCNMn0FC4RjCoHZvVZY1oz/8drkCo3YwlUA2TWT5RV5PsQpPPMBn/1FJCUnbwn/nn0FC8gcJz+LYLFEve0w7yP5xjYAR9wLpnKPUuf2G2Y9L/ngY0Grq2F4lhiRaxBCIqfQA8Cmm13Lcvdp4xo4OS0eAIZkvdc7fvDluPhIyo1HZUI2QG64gu2HkI2VQ62ZxdZc5UM4QwULAMDfXnV3sPeaZbs7oEN1ohrALzpi2AOS/CHvTTE8fL7XnEPNcG86a09HuQIZMtyDTdYT33oi0EADQ7iTggUKggy7ZkPqk9Cy7INY6iTiMHye6d9rwtZOvNeLSLq0imXgvb8PwE8Bh6oizgfw8+kfkchizrkfwu55u8jPeu9/IenjERGRPeRmU+xFDkNB6NxgAS3W5c6K486pnj9XGDG5jNv23LmyPmczVkREJCs+4RCkHgzNJuxEeykWtvG2QQR/sVNjFSxQbe0AwQJ9nUMywdLYP2sNwhQsoOtnlayTUyZ25oY9OTo8cX1OeKLWwtLFNoSzRfoyhyGgNk4o0afuDjMtOGryUd0wZRQ1BQscwASiIW6wgPmlIpKVzsnw79k7G/49pTyO3xTuvboKFqiEAMECLNOzI9m81XBj1DA2fJAsi22uBNS8mzjDtNx56zxvtYbcjZKdlvt73/oCTfuOa4X777e5xDCVXCGDBUZO7SJxPf/xj6ZfsxqzMW/SJ+44Fey9ZnEA6uS9xUitSOXF1hmPDu/rONjup6ICK3bfTxs0mTHcg21M1BO/8ap7whwHef0D5t+Dac8vR9hggYDhPVamfRDL3lscdUuwAP/nTESKS3fzdr8M4H04Fy7g9/73dzrnfjyrgxKJ4px7PYBfWuJHf917r/NXRCRN5Cb2IO4mpOGhdM1l/wAuy2PTjmc1RHbALQ5vFG2TTUREKi3U5lDXkyntAD/RXoqFbaZiGnTYYAE1hVdb+3j89xgEmhwg5WC5fs1agzAFC2Q/dUBSMh7RoYk7C4ID2DUONthAktMgi1dir53KObU6P5Vq7144y2K8Ox86fA9sKV5FTSEVB5CFxOz3+CQFC4gUUD+BEIAk3lPK48SN4d6rGybcSHKOnSyeVciUIdCgqYL/RNmCBVSSnajWBv2SeQ3jpzvGZxf2ewXAgAgWqNfV5RYb2QC55vq2YMKskPWGCj2Jb21tlW6iXwlYc/m3nwzUlDuPA+pOwQKyh93Li9rHc7bQ11n3U2oCz9AKHyxwBOf2lm89EWidZ2w5n7TWXwgtrh5qdy83280EtlYfgK1OIo56A3Dcn4GQ9y8ikn+6mzfy3o8BfBWAz+BwuMD/55z7aecU8SfZc879awC/vcSP/j6A70/4cEREZBodLBBzkcNQELqSg2Q/WR6bgtidmOr3uY+/4OH/3WaL7p2K7kVEpEjC7Dh2ZwT0zDVQGE9pjQaAJzcymbAAciNNTeEVF2JiZIypw1JCluvXrCZEdsoJAAx1/ayMPn/96vgFwQIL/vm0dTf7fDvZ1jpZmtipGH0VSYfFhtTm4N5hOD5cSNa0NAYEmFJbKmSxm2lSz56xkgVEisdw/7ZQT8ECMsfxG8K9V2873HtJfo3I5zg2YCsUw+dGBQtokms4DXJqM6DGpcSRU+gBYMPNflY1/2kxTMudNX1ZEmJogCzUQBXyHNT5F8aoxq2PrMZYH8mCg6ObwEderTKlxd6bRgQLONjup2Z9Z+kuN0NkYA8APKN268P/+1Q70PehIdxJ18CCIPejas7H2ocIwRSwbKmTiIvc32H3ZkPS97xI+nQ3H4P3fgvAFwL4BA6HC/wEgA86567M6PBE4Jz7GgB/gMV/1v8CwL/1XpUaIiKpIzexg0zdanAP4KZUPckMGwTRm2iIvPjIuUWLtucWMAq1wSYiIpX3hIv4iSZRejAUGKoxsrwsjVTMphETQgDkorFLMtQ+Ef89hl1T6r+U1NDwnTKrAMAULKAwu8owXL92sCBYgA1PxOzz7X+8NWATkyzENoQHWTuVc9j7T8u1IgWmiYM1nUsHkNfuOAV92qwWKaDemfDv2VewgMxx/KZw79XdCvdekl8jsig+q5ApQ7BAlgX/VdAw/PdVsEDCDE1tm0nUspBDZABukIwaagIwnCvrRap7Is/BodbMgmiucmtlRau5dA6ok03guu6VGLuXFxUs4PiwCmD2eeV0gcxOrQ6sXbD45ya8vHbtw0FoH741wFAEwBTuNFQASjE0+Tq+tTn7uWkw7YMUIFgg68AGEUmXrpIxee8fBPD5AP4Sh8MFPhfAp51zb3TOfZFzup2V9DjnXgvgz4GFT+1vBPAt3ns+Ek5EROIjFzqCLPQ3uQfToi1yV90qmYLY9ecKFJ548bmNNbbofgP5LBwWERGJct56mMLAyYCepSlYoLwsjfxM6naL3Ejrd7ifl3LpBAgWABRQIecMDNevWZvU5OY1AF0/q2TAT7xdHCzAnXMbbvb5duMDCTTOyUxR0zfnYYr0ZQlsgVNO7xvYgAoAQC2jZrK8Iq/dcfYUxsrBFymePn//tpCmyMssowHw0C3B3s4rWKAayGEPIYIFTEWihs9ln5mEwzZXAmqwTJxhCv36nHWe7a7xz5ClqU3nRrpWjtAvmbcmmDvkOThSu0gQjh3m5IpVc+nAB3RGnVtesZHl0CBDr0bRDb4Nw/2UvrNy6uKnUT9+xO3ghbVzYd1B5p+a7sEUrlMITO3UnrWMextM+yBZBAvUuf2dloIFRCpFV0kD59zLI375twFsA/i32A0W2A8XqAP48r2/2s65jwL4FwB3ATi191cqUTne+39K43Mke865VwL4a2Bhh8PbAHyD9167DCIiWSE3sfs+wEYT+WC6VrBF7qpbIRcrJhsin/aoo3AO8B5oezJYwGl6pIiIFIcLNuvDoeubXLBPTpttJADLhFbm3pzdSBt0dm/slHVaTe1Aqf+DjqlYU0rI0tg/q8jOsmEeMelESsoQjNPx0QUR+2scHXKNY9GEiwe2u7jkaAaFH1XjPZqOK2RVgVhgTW4KW16fdSxTsVBTw8cB5LW76UaoY4SRoXFGuQIiBdQ/G/49ewm8p5TDQ7eZGglmvt1DJ+DP9vCITUMAnhTHmCyKjwiZSuUepU42bwFouiHUu5ccS0jZEPWAe1ByiGEKfSJDMshp8YDWLFLHhnUD2CzSQBXy2jZ0Ov+CIIc5sTV8eVAnbyzUAF5i7F5exD6eJawCmH1e6R4rY4//AuCOD1IveUXtKnxo/AwAwN2ndnD5BeSew7SRJVhA31OFYLh3W3fdTJ+HTdd5ywCGuMjPbDm1FopUiZ4Ubd6H+Zeg/btWP/X3mwC+cO+vtHno97sSnHMvBfD3wMIxw+8D8NXe++KtXIiIlAm52RRko4ksCJ2XqufUpJQ7q2Ra4GSwwPkbLXzL5z4Gf/ThO+hpfusoUHK3iIgUVLjdgJC3MF20uOuvJi6Xl2WaNxMWwDZ2we+eb4Zkbym4YR/oBZq4l8TkSSkmS7PorCI7y4a5rp/VYTjXFq1hsGscGwvWOP7ppuP4uhdcTr2nGBiK9PteW6FBkcXSeQ0WYAMqAASZUlsqhmt3CwPsmCZyqjNOpHCSeG5MIqxAyuHEjUHfrjk4g+/8k0/gL1//YtRq2vcuLfbZIuJe8IM3n6Deoj/iJ7NaggVaUMF/kuqGZ4lhiGEhMpshWGAziVoWNrAEwEDnRrosIRQZN6dRyMbKoen5XA6ZFaY8g2mScYacc3QTuCVUUgqCvTeNCBbYbV6yBTVF0iNbtq78YuC9P0O95BW1q/Az+BYAwD9cex+++/OfEO8YDEGD+p4qCENd06Kg+KStMEOI9mVRv0Xu7xQxGElE7BS/E4+L+Gv6nwO798X7f0W9Jq2/pOSccy8C8FYAiyrNPwzgy733+azwERGpEnKhI8hCP1kQOjdYIO6xSHDsQ30XBxeBf/jVTwYAtBdmFB20jh4c5hdIFGX/TUREyi/kPcz0tXQhS/O5FMPQ0nRLbBoZErotU5+lBDonw71XThsEJQOWxv5ZRXbslBMgsiBJSmrAN6Z1ZwQH1PbSpDrkGseam3++KWgzJSO+cGWgArGw2GCrvfuGvP0RsUzFQk0hFQeQhfMAsEIG4O4baxFZpHh6ZxJ4TwULyAzHwwYLbKKLj99+Ev/nQ7cHfV/JmZjBAt7zNyifuc/w3WgIt2pGBAt47coH0wzZCCdhNFp0o+OGm7+uudUxPLuMLdOXlz83tPYUwIolhKJA+yFkuMVIcwnDoBvzbGsjWXEOqC+o/Zs2a7K8lAC7lzfqARH3zXXHB26NvM6rXHrkM3Gfv4B6yeNr9+Nx7j4AQH9oCF+bZggW0L5RQdCDVoC1jBvgTQFClgEMcdW5z1SAoUi16K4rHh/x17Tpxv6o1yT9l1SAc+65AN4G4MiCH/0kgNd477UTKyKSB2SBbD/EQj+bnuuUPlckq2QKYs8fLFA4b2337zueWxyuOV+4pGURESk/PyNCIGQ9TtezSe0KFigtSwM2syFvSa42NGdKCXS4CWpzDRROIXss33Gzgg1rDcCR21O6flaHIRSn46MLItyCfz7L+oIJF0PL5EnhmYIFVCQdFFs8agnammBp2FqGpRkINb6pq9QMxW7W4vmETgMRSVI/gbWHQRsY655LIpy4Kejb1ZzHEezgTz9yR9D3lZxhny2mmpY/fAsf4jmypCWxU2ExI1hA91PBWELKFCyQAnIS/Qbmrys+1DHUubCBJVBTW+pai8qoD1u0JpgrZGOlmr8DIfdqi1Zz6cBPl9e5VWIN/t406r6bPacA3U/llnN4z+i59MteUftkuGMgg3UALtxJMmQIFlhfEBSfNNMeiGUAQ1wlD0YSkXh0Nx+Pi/iL/fmk/5IKcM49HcA7ABxb8KPXAni1934r8YMSEZHlkJtNQRbNZhX2z7CiZvFCYX+/Zk1ZPktO8wN2p3qIiIgUgQu4ZDLrWjqTGiPLy9R0SxSgNDf49zc0Z0oJtAMGCyTRICLFZLl+zQo2dM7QrFqgok6JxxBo0sH8gogOucaxvmB946YHlNucClORvoIFgmKDrSz3wxOOn0nmu95SvIq6zqUDDMVuK2QA7r6xOuFEiqef0L1RUu8rxXb8xuBveQQd3HaijbM9TWQrLXaq5VTI1CfvPBXwYOYgpwgC0ZMEdTsVjiWkTI1LKSAn0W+4BKbQG5ra1CSZsha/p7aZxLmSlBF3bRs6rXMEQa6PFG1Aj3NAHVzAW1SwgO5FSsJwbxq1l8eeU4Dup/LsPePn0K95Ze2qcAcwtgRVqGWyEFp8sMBqxqFQpQ0WMO7tiEgx6SopUnDOuScBeBeARyz40RsAfJH3no9RFhGRZIzHgOcWOgY+wEI/mey3NmeRO+S0XwmDXazoIXr6Flt0DwDrbn7hvU4XEREpo1nX0pliNttIjlmabplmLcNGmqbNV1TIYAF9Z8k+9lxwNaA+5xrJTj5WME91GK5d3RnBAo86tru20fHc+dZyo8ipj/v+/lP3UO8nRuxUUShYIDg6WGD3u9oa5PZdf/Rx0+sWsUwZRU3n0gHsdRv2qTYqPhcpoKQC6XpnknlfKbaTtwR/y6OuA++B9994PPh7S06wzxZTIVN//tG7Ah7MvM8l9xoQ3fiuoKZwViDFBgABAABJREFULM8SmkqfghYZLLAgQNJb/swYwhAVLJAyMoACWBw2mitkuIXOv0DIYU6rBZz4W3dssIDOrdKyNL9GBAtYQl9nNYIfXeXvlyWsfx4/A13P/T68sHYjjqCD0TjAcwoZGjfyDn5Oy6TqmXOE7GsAgPWMgwVWnSFAqAjBAgW8fxEROwULxOML8JeUmHPusQDeA+CRC370VgCv9N4/mPhBiYjI8gwJ1kE2IQOm54ac9isheKySaYFdtPDURx098Gv1mkPb8wsYizZkRURE8mI/HOnoavxmkS5a3AvUGFlelgbsWdO8o7CNXYCCBaqqEzJYIKEGESke9vrVWJufRshumkcUI0lJ9flr16zggB945ZUAgPaM4IF51uascZw4W6xJU4VlWTv1KmQNig4WiHfvec3dWzhxNu73/eHtccuU0ekptZVnKHazTuVTI5xIASUVANA/m8z7SnENe0A//Pl2BLv3MA91dJ9fWmwDcP3gmv89p1MK3qyTew0Amu5wY43upsKxNMJFTW6WwMhggc0k6ljIpjaAC0NUJVYA5HkCABsLhqnkCnltU/N3IMy+LuxrI1liQ3VG/vB1T4OqSqLB35tidHBt99HH1kxBTbO+s172pEUzOCVpXazgQ+OnU69puhFeVrsGt50IUHdAXv8UrFMghmCBNUtjf0CmBvwsggXqZAD/nPB9ESkfrWLZuQL9JSXknLsUwLsBXLbgR+8C8Arv/b3JH5WIiFCymrrFpudm/PAty7MsVPR8E6966sUHfu0lT7gQHfALGIvSu1XEICIiefGsy44BAF751Etiv1ePTOPW9O8Ss/zeMvfmzQ3+/Q3NmVIC7ZDBAvrOkj3subDo+42dfKxggeowBJp0ZgQHPOuy8wAAO6Y1Dp1zmTNM/wuydirnsIVce9eKOMXDb/lU+O1MS/EqajqXDmCv2wBWClg8LyJG/YQC6XoKFpApCQW2HnG762cqsCsx9tkiq5ApS7BARMG/cprCsQQL6Lk0BeQk+vUkmsUNwQJjXWnSVavTTeCJhFAkhZ3YrO+mMMiayxVyOFD2HOoYU6+ICtTRvUhJWJpfp/byfvhVV6JBnlMAMJzR4raxou+yPHjP+Ln0a15ZvypM7TB9/VOwQGEYBq3MC4lPgylYgLyXCILc32lZ/r1EpLB0d2XzhVkfgFSbc+5i7IYKPH7Bj96H3VCBO5I/KhERoRmKY4MkKFYgPbeqLMWaPTRxxbGD58QLHnMBPnAzXyy64XpKDxARkeQE3IF+7hXHAACPe4ShUXtKF2Sxnxojy8tS3Mw0a7X4hO64U2OloDoBgwUUTiH72OvXorUHtiApoQYSySHD986s+7HLzt+9dra9ZY2jqzWOrBlCWfva+g6L/q7eif3cds09W7FeH6XpDMECdZ1LBxgKiVfcwPQ9Olb1uUjx9BMKAEhgMr0UXELrqkehtY/SG5N1GfWsggX4z42eJKj7qVAahmeJka9pUnPSyEn0m0ggPJes9+r7OhRhk4GVzd21iiUtGqaSK2Rj5UCNlWGQ6yNFq7l0DnSwgKaBl5gh9Gr6me0pjzpiCn1VM3i+vWf0XKD5f6jXfEHtarzfG9bpp/n44SeSUy2+fm8t4+us6Tpf5/esYyODBUyBCSJSWNoRN/Devz/rY5Dqcs5dAOBdAJ684EePA3il9/7m5I9KRERMDAnWQdLNyYfE5pzFPW2I5ovlgb6H1qHfx0edt4o2+ATIjSQ2ZEVERAI7tt5Es767eVSvxb+Z4YMFdL0sLctkd6YAhZ0YCyhYoKraAYMFDJPDpaTY69eitH128rGCeaqDvJ52/ApmFWbvr3fsgC/SWIPOucwZggU0GTIw9v7Tj3d/35y9EetvP3kPfvnrn2N+fRS2IBoAUNO5dIBhio61+Ey5AiIF1E/oubGXUGCBFFdCz4VHnNbPSs17/tkis2ABvnmrGREsoPupcCwTdvVcmgIyWGDDzW8WN/2RIeu9hjovstHaBNrHl/7xTVegPVwy3ELN34GQwQKWAUFZcuDX0dS0W2KGoNHpkPCVRt20Nhv1nfX9r3wSfzySiHvxCHxmfAWeWrtz6ddc6M7gMd0bALwguQOLoEejAqm3AFejwiPWXbZ7uSuO3AOpNbIJtSbXGlrsv5eIFJru5kUKxDl3FMDbADxzwY8+BOCLvPefSf6oRETELKviWHIjvBGZcr9LuQL5sur4c6qHiPPBAW3wi8OLNmRFRETSFrVJ9GNf+tRz/zxAhV3Pk0WGA10vS8syTbtJhDlZggWSKu6XfOucDPdelsAMKSf2+tVY8P1GT8HW9bMyyECTzhKhAaY1DgULZI8skAZUJB2coZkcg53cNTJFNVstVMuomSyvDIXE1mCBW0+okVikUMZjoJ/Qn9vemWTeV4oroWCBo9gNFlCgfkmNDVMxLdNZQzAEGkQGC4Q4FgEwv1ZmFjVYpmCFDBZIYgp9wk3duiYFwoZQJHGuJGXMnYNjpzWzIJh9XQArboiaJfByhm95w0fwVx+/K0iNQxTnHD1dPmqy/MuvvCjUIUmWGoZ74oh66N/6pmfzb+MP30+9/uWP549HEvOe8XPo1zzj7IfDH4iUh3NAc4N6SdYh8fQeyKL6iaTQwUgKFhCpEq1iiRSEc24dwFsAvHDBj24BeLX3/prkj0pERGKxFMf6AAv9ZFFky42g7edisDzQd/3hRWAHoOP5YtH1BQs12vsUEZE8eO7lx4K+Xxfkhio78VmKY0BON3N1rli0ZQgWUFN4NbVPhHsvhVPIPvb6tagZtUFOkE+ogURyqM9dT3f87HNpvwh73s/MsqbwxOwZ1k41GTIwslgawG6wQM7Wki1TsVDTuXRAisECH7/9lOl1IpIRdi2EkVRggRRXQoFzR1yC57FkzzDsIbN7QUOgQdNFBAvk63a80BqGZ4mBAu+SZ2oWn/0HY3vH8OxCNnXrvMgIG0JRpPVAMjhHYZyBmNZHDPciM3zgsyfwn//6GnzLGz6KB7fDn68O/LVvFFEN+DXPuzTQEUmmDOd71F7eI9b4drXp76zve8UTsbGi9do8effoefRrntFWsIAsQO5JZR0ssMpe49n6iFDIz21ZwrpFpLAULCBSAM65FoC/A/CyBT96FsBrvPefSP6oREQktqyKYw1J9w0yjVayYSnW7KEJF7HI315i4t+0RendqmEQEZE8CD3lgw4WYCc+S3Gwv7dNMiiA/Xkg2QJ/ya9OwGABnUOyj/2OW1RwVGeDBXT9rAzye2dnzr3Y/npHG3wB3EbGxSgCUwNQ36u4MCjL9JThDpq17EoQopqoLFNGUde5dICh4G3F2YIF3vype02vE5GMJNn83zuT3HtLMSUUOHcUu88gUfulUgJk8y8AU4N/EIbPjSr4z1vQV5FZniWiJjdLYGSzeM35uU1H1927zR/DmDs3dF5kpMVNvV1U85QrZM3hUGGcYRhCOJOY+vvBm0/gh/7qUxiPw17znQNqdLDA4e+3pz7qaKhDkiyx+3hA9DMbGYQCAKOJFrdWo4Z//4VP5I9FEnW1fyIe8tw92aW9W4CtuxM6IikFctjKmgsX3mNB74FYAltCoIMFwt+7iEh+KVhAJOeccw0Afwng1Qt+dAfAl3nvFeclIlIUhk3sICnWAYMFQjfmSTx0AiKAXkQBvnMOO1jB2HO/wetFSu8WEZEKC3sDQwcLDLsaGVRWoad5T6s3gRp5L69p89UzGgI7Aae8DsjzWsqL/Y5btDHONigm1EAiOUQGC3TmBCPur1vN+5lZtMaRA1mFsso5hmJpDHZQq+Vr0bhpCc1l77vLzlDwZlmrBoDtrqbhiBRKkusOSYYWSDElFDh3xO0+g3T6ugaV0sgSMpXRvaDhcyODBbT9EAw7tRnQVPBUtI7QL9mc0zD+Zx+5kz8G8ruFrfVS2E0gLa7hcQMF2g8haw713RSIIXjRuj6yyAdvPoE//5jh+2sOB0cPnxpFtCKtt7RGWwoNQ9jWKCpYgL8f3//Oqjngr/7di7Ha1HdY3oxRw3vHz+FfeNPbgx+LlAg5bGU945B4+hrP1oiFQgbFNNwYdQ2jFKkM3blL6TnnXg7gSvJlFy7xvt9lOJz3e+8/S77mVwB85RI/9yYAT3LOPYk+Kpsz3vu/TOmzRETKyTB1K0hxrKEosoUhuoYibEmXZQpU10cEC+z93zZWcYTYOCtUereIiAh2w3TiirqWzud37wMNhQeSc/Q0b0OjVmsd6G4t//NqCq+enYfCvp/CKWQf+x23aGOcbVBMqIFEcqjPBQvs+NnnklviZ2bJuhhFkN3aqZxDFnEB4K8XKagbmoFQ07l0gOH5dSWhwnkRyZnemQTfW8ECMiWh58Kj2H0G+c333ozvetnjE/kMyZDhuSK7YAG+easZESzw8dsfwpc/+9Ehjqjy2OZKQM27qSCn0APAhtvBcX8s8p995r5t/hjYpm6v8yITK2SwgCvQeiDZqBs1VV4MDHu7q64PJBT685ZP3YdvftFjgr2fc0DdcetoOrdKzDJZOyok3BAsMEIdFx9Zwc999TPxnMuP8cchqXjP6Hn4mvoHqdd87J1/jpv9q/CNL7w8SL2WlAy5J7Wa8V7uCsh6fcv3agiGoJgWBtjRNV6kErQjLlXwHQC+LYH3/V3Da74dABss8Mwlf+4b9/5Kyx0AFCwgIhKHIR0/yCakYSPcsmEq6bOkHPfQPDS4eXKin4IFREQkP8LsuE/uTb32mY/C/3z7jbHerwdDkeFgR8ECZUROWDalUTc3yGAB8pik+NrHw76fwilk35A8FxYV2NHBAgUq6pR4BlygSWeJIMy2ISxTwQI5YAoWUJFLUJb71RzefzadYUqtggUOMhS80UV1IlJMSYbR9RUsIFMSei486nbvX051dO0qJbL5F8CBQQ1vuvqegAezQKBggT/88B3491/4RFxyNKOmhRKpO75OJmpyswRGNosDCdSyjDQtvhBaZLAAUR+VObLmUOdgIIa1stUE10euvWcLo7FHvRauOZcN6Bx6XfdKy3BvGipY4Jte/Di87otejmPrhmOQ1Hxg/EwMfQ0NIpDkmb2r8S1/+3G89dr78Kvf+FxcsJHx77HCDfKlyQX4rGccCkWHK2dVJ2jc39mB1hREqkB38yIiIiJZMWxiBymODRosoIWVPLEUa3Yxe3GuTU70W3cKFhARkWJ5zIWGCZxT5l1LZ9LU5XJif1/JTTHTazRtvnraJ8K+Xw6bAyUj7ATqRQV27Ma5rp3VQQaa7My5F9ufdmK5X9MaRw4YCg4HytQPi5wOAyCXoURsQTRcDaipjOKAehNw3N7EilNzpkglJNn83zNMD5ZyS+i58AjOrX30hgrbLx2y+RfAw01U92918eNvvC7wAc37XL6OY1aI1o/97bVxj0YANMkBHANfh2poUkA2iwMJBAuQaxZar8gIGyzgenDsGkJWyJrDoc7BMBYFKkewDAla1tneELedCLcX7By/jjZWK1J5WSZrRz2zjflnrG99yRMVKlAA29jAx8ZPoV6z6gZ4Se3T+MBnT+DH36hnFpnS2qB+fC3Ba+wy6D0Qw31EEIagmFZEiKGIlJPu5kVERESyYpm65QMs9Nf4DemWZaqTpM4SLBA1ZXk/iLNDJg4u2ox9wwdvww/8xVX4f//2GvzpR+7AXQ+pSUlERJLlIwq4Jn/FBUifjrqWLpTDZhsJgP19tWwatcjmLjWFV08ncLCAwilkH9vAseg7ji1ISmgypeRQn7t27fjZIRX7d3oeNbTn/FyUdeicy1xWa6dyjql4NNtnHR/xa2wzkGX9vBLI88GyVi0iBZRosECC7y3FZLg/XMZRd+4ZJGRjluSEKVhg97niN977WZzpplgn4Rx9Lzqr2P/dNzyI051smyzKoE4+S2gieEpWjtAv2QgdIEl+t7DnhobnBrLCh1AUZk0w4XNQZlgUqBxh1SV7PQ4ZjOXgdO2TcyyTtaOe2QwBwqjpvCqKd4+fS7/mC2tXAwDeeu39eNt19wU+Iik0Mux6LXR4GGmFDTawfK+GYNjrayk4WqQyFCwgIiIikpURv2gWZDHWkHTfUPpcIVg2I7q+dajl0u39SpsMFlh38zfYPnHHKbzx6nvx5x+9C//l767Dq37l/fj9D96G8Tiq5FdERCQZIcIEJnW9ISldzZHlxDbdGopP0OQSuhViUUHtk2HfT+eQ7GPPhUXfcezGeUKTKSWHBlwjTwdzggXccj8XZT3jYhSBLVhA09fCIou4AOTy3oEtiEZN51Ek8tqtYAGRikiy+T/J0AIppoSeC4/gXLDAL779xkQ+QzJkCaTYm+Z31Z2nwx4L8dnLas6p47junu24R1N5bEiZmitTQk4yBYBNBH5WJZskhyrVz0aLDxZYNFAlF8ZjREcrzjZ0+n4KwtCYl/T6yHgc9v3q4N5wNPX99pzLjwU8GsmUpQE26pnNFCyg9dmieI8hWOBZtVsf/t9vu+7+kIcjRccGCyQc3rMIfY23hHmHYPg+z2p/J3RNp4gsptUKERERkawYNrH7IYpjTcEC4dJtJTmWh/l5U5bbnlvIYDdju4Mx/utbrsd/fcv11OtERETypAtLsED+mm0kALaJatE07yhN8jWaNl89nRNh32/ATQ6XkhqPgDG7Mb7g+4rdOPcjU0CjFBB5Pd2ZGyxwrvigQ65xLApPlBQYJosGWTuVcyxBWDkMFqDXtus6jyKR124FC4hURJLrDkmGFkgxJRTWuuoGaO1dt971mQdx63Gde6XCrmcAQK2J3nCET9+bQWN+I1ywwP/+wK0z/5ksR1Obc8rSLO4CN4uT3y1DrVdkIw/nShIM17ah1/dTEIaGwFV2mjFp5MMN83EufrDAt73kMcGORzJWtwQLRJzvChYotVv9o3Db+BLqNZe6c/UM196zxX1gwO88yaEWFyywjmz3culrvGXPLYQCBQuISPoULCAiIiKSFctCf4jNphofLNCasSGtcLh8sWxGRAUL7P++dkAW3RuTu//gQ7fjw7cEnqwqIiIyQ+jbl3khPTMNClCUIjx6mrchWICdxKOm8OppBw4WUDiFALYm0UUb46EmnUi5jIZ0EOeOX+5c6swJIIhiXeOQgAyhrGriCIycDgMg82CBM93D69h0sIBh/bwSyGv3asbTgkQkJf0EG7CTfG8ppgSfCY/g3BraJ+44ldjnSAYMgWWoN9HpZTR4oR4uWOCBLT3XxtWkgwVUjp2KlSP0S4JPoScDULVekZEVQ7AAOVAlE4Zrm87BQAx7uysJBwuMAwcLsOto08ECz7rsWLDjkYzVG4Aj721GEU2+ChYoOYcPjJ9FveJ8nIHbCzG55XjStQgqcC8U8jq7mnGwwIpjBzNkFCxgCIpRsIBIdWglS0rPe/9vvPcuJ3/9geH4vyAHxx3112PD/26JiFSMYaF/EGKhn9yMBgzFl5IJy8N8Fy20GtGPBW1ymt9GjGl+v/Hez5pfKyIikqWu5++tMCxAUYrw2OJmS7AA29ylYIHq6QQOFsjh1GHJgKV5o7HgO86ycZ7QdErJkQFfQLRsYAAfnqjzLXOmtVMVHAZl+q7O9t7hQzcfvhfigwV0HkUizwcVnolURJLN/70zyb23FFOCz4RH3Lk1tP/nr69J7HMkA8ZggcyQtRwtN/teV0Mi4mOnNmsqfUosU+hDBwuQg2QG5LR4/fENhA3rBrDpChDKYhhkNHL6fgrCsFaWdPBiyO8LB4caee0bTdSyfs5jL8ATLuK/oyXH2HM+6pltbKg7rikMpUju8xdSP193HkehOhaJ0OTu3VpuhMacsL2k0XsglsELITT4usZZwyhFpHwqFSzgnHtc1seQd27XFVkfh4iISCVkVRxb599DwQLFwG5GDH0NI9TxBVdefODXP+dxFwBId5rfNXdvwQdMURYREZkldDFdF4ZggUEBilKExzZgWxq12DCCvjZkK6d9Muz7DXeAMVdEJCVkCRZoLviOs2ycJzidUnLCcN3aWTZYwHPn3EYRiojLLqtQVjnHcr+acSjRp+7eOvRrzTnNVpGybCTLM/LanfREPhHJiV7CwQLaN5JJCT4TTjc1HD+joLHSGBnuSQyDGoIh70WbKvZPVMNx/32npzZLQhotoMb9WdlwgZ9VyTULTYvPSOsI/ZI4dU+pMTTp6hwMxBAav1qg9RHn+BrRyWvfT37500IfkmSNvS+ODBYw3K8q+LVQHgJ/vb3AKUxSIhius2sZXmfpa/yiwQxJMez1rSQcjCQi+VG1lazPOOd+xTnHxSJVhHPutQCuAfBvMj4UERGRajAkCA/JFOtI5AYbALTIDVPJBpuAuN8Ied76wXPiUeftLmC0DdP8HJlcvO9Md4jr79s2vVZERCoiUCGxCzznwxQsoMbIcmKbqAybYvR0lYGCBSqnc3hKb2w6j8QSiLNoY9zSrDpSY0fpGb5vdhYEBjzqvN1zrUOucaxB51vmyAagga/DV27rO2G1Gl/olHGwwLs+88ChX6uzobmaiBWNvHbT03pEpJj67eTe24+0hiYHRTWpBHLEHXwWeenPvyexz5KUmRqZMgyaIpu3FCyQrAZZ+8BOpZcYVriJ2Juhm8XJxm41dWeEPE+ABM6VJBjCOIPUG4opMLlQ6yPeo+64mozJYIFj6wrrLB12Ly/qGd50P67vrCI55fnr7fk4FyzQH2rIgexprdMvyXI/l77GWwYvhGAIT2xprUGkMqpWXdEC8H0AbnbO/ahzzlC5Vj7OuRc6594L4O8BKC5OREQkLYZ0/AECpHEaHhLZNFrJBjsFqof5C/ptzxUO15yPlQD5oKZ/iIhIASlYQADsBl8MUwgWaJIbaYOOpvtVTft4+PfMuEFQcoD9fgOA5oLtF8vGeYJNJJIThmCBDuafS+etNZf6uWnrChbIHhssEGLdVA5b9H0+LYf3DU06WEBF0JHIc2HFFahwXkTs+meTff9ewu8vxZLgmupRHHwW6amxoTwMNRmoZ/hsUefuRRUskKwG+d93tNc87sLmW0sUchL9ugsdLMA97yhYICNsWDeADZe/dY1DLIOMdA6GYZg0TE8zzpAnQ1MAhVaUXoOshYm69zYFC2itv0ge8tx9GQBc4M4FC/zkm64LeThSZGw9FIA1l81+bh0jNBy5dmSpEQvBMPChlVEwkld9m0jqqhYssO88AD+L3YCBH3DO8VegEnDOvcg590YA/wLg5UDgkX0iIiIy34hfNBuEWOgnN6MBfsNUsrFKFmvOCxa49Nga2mTRPQBsFCG9W0REKi10QVfPG5pOcthsIzFZml0t07otG00636pjPAI6D4V/30GCEyilGAaG57xFBXaW70AF85Rfnw8W2FmwduH2bv46njvnghecC4+cvqYC6YTQwVb5u/es08ECKlyNRF6740zkG4zUzClSGEkHC/TPLP4ZqY4Ew+aOuMPPIifOKmysFAxTnS2DGoIhP1tTBJPVAHdfGqSeR5ZDTqIPPoU+6TULVXKH0eInKK8XoebJcG0bOq11BFFvAo5rvVl1xQkWcJ4PFhhXthWpIti9vKh9PENghdZni+UU+GCB8yeCBf7iY3fh/TclMDxhCbrlyhlDsEBWQfGm4CDL4IUQDJ8bZ39HRIqlqnfzHrv3AY8G8EsA7nTO/ZRz7oJsDysdzrkvds69F8CHAHw5dv9b6L5IREQkbYZ0/CCTtwwLb9qQLoYVcrGi62cXJrzsSY9AB3yjR6zCe4UNiohIAXVhKDJUY2T5WH5PLU21hukqlunPUlA7p5DITXUOGwQlZUPDObBog9qycZ5gE4nkhOGatePnn0u1vd2vDhmemFUhikwgp6/1Q6ybymF08Wj+7hsabLBAlhNq84y8dscpPPud991ifq2IpKyXcLBA0u8vxZJksAAOP4t89LYEwhslfZZggZohTDgUMligqTqORLHPEiMFC6SHbBjfQOBnVXLNIkitl/AMwQLBQyiSYGjSHfmqtosE5tziUOUpq0VqzDOcW8PKtiJVRJ3cyxtG1K6ODferZICHZOshzwcLXICDQZK/+0+3hjocKTJDsMBaRvu5pv0PS41YCIbwxJbTWoNIVVT5rsvjXMDABQB+EsAdzrlfdc49PdMjS4Bzbt05953OuU8CeCuAl+NcoMD+fwsRERFJE7nRBASavGV4SKSLLyUT7GZED7OLIl737EejTU7zA4CNImyyiYiIBGQKFlCTbvlYClQtTbWGjTQFC1RI+0Qy72uYIC4lMzA85zUXFNdZNs4VzFN+hmvWsoEBbHjimuujRk4mlMDIUFYV6SeEvf/M4bMOvbatiVjRyGu3aWLPnl97z2dxulOciX4ildZvJ/z+ChaQCQk+Ex51h59F+kM9D5SCoSYD9SyDBbjPnlfs75zmTMXFPksEqeeR5ZAhzBtxBmREGXGNNkOvcyMTjRZdIxf8XEmCpd7Qaa0jmGZ66yNpc4YG8FGlW5EqgK1niHpmY8+rWmM3xEMKYwubGHvu9+x8dzBY4Np7tuC92tkqr2UIFnAKFkjic9khhyJSXLqbPxgwsAHgewFc45z7Z+fctzrnMvr2DsM591zn3G8DuBfA/wbwHBwOFNi/k9PdmIiISJoMzUdBCmQNG+FKus+nmx44uMDGPsz35jRCXn7BOl10DwDrMYIFvG5HRUQkBaH3ouYF9cykicvlMzL8nhoCv9hiOQBqCq+STkLBAoOEG0Uk/yzTpxdtUJuCBXT9LD3DNWvpYAHPB/pkNeVC9pBrpwMV6SeDLJYuR7BAho1keUYWEq84+0S+wcjj2nu2zK8XkRQl3fjfO7P4Z6Q6EnwmPIrDzyLatywJMrAMQMbBAtyaseo4kqVggRxb4SbRb2L+s+pHbj3JfT7ZJKmJ3hlqcedKIYapGOoN9f0UUGNBqPKUOOsjaXOGwVMjnVvlxgYLRN17W4IFpFDGqOE0uDqWC3BwvWdrZ4CbH1S4ZOUtGlwQYT2jvdxVZ1hryCxYgK9Na2W01qCARJH0VW214j8AOI1zjfTAwab6/SZ7B+BzAfwfAPc6537POfca54oR2eece6Jz7kedc58A8HEArwdwFNH/rsDBf+9/BPCH6R6xiIhIRZEL/SPvMA5x+2ZYfGs6fuFYkuW9x6t/5Z8O/Bq7GTGvEbJeczjr+YWMzSKkd4uISKWFLwh16Hqy0NDSoCn5ZilsZjfiAdNGmprCK6SdVLCAvrMqb2B4zlv0fWXYwE5yOqXkhOGatbMgMGA/VKqdcniiBEA2AAUJZJXD2PvPHN430GvbWTaS5RlZ9BZ3os1br70v1utFJCUKFpA0JfhMeNRFBAsoV6AcyKniAIB6K7shqWSwwLxi/05foQNxNchnCTXupqh1hPrx9QWTTP/z31yD8Zj44icnxg/JNQsHNdQEwwYLuPytaxximSrvq9YukiByf3e1QBN/3dgSLHDu3NL9cwmxgxKiaibY80rBAoV0ynP3Zue7w+s9WzvFCWKRhDT5QStrGV1nV2A4Xy01YiEYAg1aln8/ESmkSj0peu9/G8CVAH5/8pf3/v+sgIFjAL4dwFsAHHfO/bFz7qucc8fSOOZluF3Pd879pHPuUwBuBPCzAJ6Lc/8eHtGBAtj7+9sAfIX3/su893ek+i8gIiJSVQlvNM1kmIw6K4ldW1nZ+Q9/9slDv8YWa3b97HOhXnPoqOheRERkKfPCeiJZGjQl39KafGUJFtCE7+roJBQs0Fc4ReVZAnEWbVBbEvn1fVZ+hobkHcxf5/pXL7pi9+cWBBBEWVR0LgkjQ1kVLJCQ5jr38zkMUauz09ZqagaKRBa9mQrrJvz5R++K9XoRSUkv4WCBpIMLpFgSfCY8AgULlJZl3bbWyO73n1wzbs4JFrjj5OHzWjiz6mRmGapxNz0r7BT6+c+qd5zs4PaTxDo4GVqi0IkM0edKAfZwDcECw2LMVSwGcq82bvBimrwpWEDfb6XG7uVFBguQ31lamy2kh8AFC1wQESwgYqmHWstoL9d0fbfUe4Vg6BlhhxyKSHFV7knRe38SwHc5534XwG8CeB7ONdwDh5vuJ3/tPADftPeXd85dA+B9e399yHufUOXmQc65BoBnA/h8AF8I4KUAjk4d677pf4/pf9cugF8A8HPee1VIiYiIpIksju0HCxbgG5hmbUirniI7b732/kO/xhZrzmuCdM42zW/DFWCTTUREKsNHxCAlURDYRQvnRRSfzpTDZhuJyRQsYEijbliCBXR/Vhntk8m870BFyJVnCcRZtDFuSeTX91n5GYJMFoUiPvfyYwCMaxxFKCQuMzpYQAWHiWCLRw0BIUlr0sEChgCwKiCfRVbdAAdnHohI6Qz7dIg6LengAimWBJ8Jj7rDax8jJQuUg+V7qt4CxuEPZenPJswLFpD42JCyYMNCZLEWN810d41n/vPJtfds4fEXLdmETn63aM0iQ60SBguQa2aAzsGgyLWy1QIFCzjPBwsMJ2acOi0BlU+DbEYdhQgW0P1UEZ3yXLDA+TgcLLDcE7ie00uNvMcHgDVk0wK5aglWttRHhODcbn1a1Hf0DCtaaxCpjMreeXnvP+KceyF2QwJ+GsATMDtgICpkwAF4DnYb/L8fAJxzDwC4BsC1e///NgD3ALjHe08/GTrnLgZwKYDLATwNwDMBPAvAlTj4e7coTGD638MBGAL4AwD/1Xt/N3tsIv9/9v47XLbsKg+931lxh5O7Wy2pu5UlhKRWQoAQiHBBBGMTDTZcsMGED64xxtj4sz+DI7bBATA238UYY4MxOfmSkwUSIAkJCanVkrrVanWOp0/sHSrO+8fedU7t2quq1jvWnCu+v+c5j9Tn7Kpd3XudFeYc4x0iIhIAudC/LMH65c8+lfj7SxkW3+jiS4lqOk1eIGM3I1YGC8Bh1/NF91sFLdSIiIiktXgV/aQX3IC33ZutGXff97heCUuDppTb2FAUYtk0srxGx1tz7F2M874lbBCUnFkCcdYV17GNqkDU6ZRSEmSQydS7lWsbAHB68+DP98BfQ4sqRpFDZHDTqLnb3nF1t7ivL+F9A9sMpOLVJQzPIn2MMAA/DUdEKmKYQ9N/Ht9DqiPiM+HJhNDYTkudUbVAThUHcDCoYVRQwwobLOBU7B8TWycz31wpkZHN4m3nsYkB9lYET37Pb34IX/jqW9K9YaB6L8kBG0JRhWEqhtCcsddaRzDktOENV51gAUz5+tDp3LVPuVw1xO7lJYXBKVigES6QwQLn3PFggRh0WqoY8hoLFFev3rdc3y31EaF02GCBCt2/iEgmjb7z8t57AP/TOfczAL4OwHcCuBXJAQNAcsjA/J8/E8DNAN60+L2ccxcAPArgaQB7c78mADYAbM79uhHAs4DEaqikXYvFe57Fzzz/+x7ATwP4J977exLeS0RERPISqDj2S157K/d9yc1oAOgsSZ9TOUUx7nkyuZCq77jNo32//Fjw8NgxFN1nSe/WBoOIiOTBL1xwbr/1dPZgAbZRQhOX64fYgLnGcF9ua8TV8dYYZENuaoYJ4lIzloCSdRv/lqAUnc/qj2xI3kMP61anZrd+u96wxuH2VXVUJLJIX8ECkXTJ+88SBgt02GCB9urAksYyFPVtYKhgAZE6y6Ppf5BPoblUhGX9LaWkYIFbz5IBS1JOZE0GAKDVgSP33YMh70W7miIYVRtT6uvHh8+lTiOb4+tzzWsAsL0mWCB1vYr3ADnVe0yuWegQCqjPhVBkqXnKjSE054kdXS+CIfdq2SFBRWoZ7ivGXsEptcbWMyQNYyCvmQoWqKaL4O7NzrgdtDHBZC58Sbc/go5hD8IVFCwAw5pBkcEC5Pm8p7UGkcbQnRcA7/0EwI84534cwDcB+DYAz5398dyXrgoZSPqaeTcc/lq3/JTmnijN91383GMAvwDgX3vv70jxPURERCQ2Mo1ztCTB+uOee5b7vobCSDaJXeLaHSb/PNjNiHVT/fbQx9Q7tFz6KvptV77iYRERkXmLV7XPfcUz8SNvuTfTeypYQEwT00zBApZGXE1bboxY55YSNghKzsbkMdDqAq01xWQKSpEkZJDJbopARH9497e7onB8mc2CplzIIbIBaKjJa3F0yYa6Et43dMhmoLXXsKYyBgtcjvBRRKQkBgoWkJxFXOM65Y4HC0yViF4P7FTnVrfYjt42t/6rYv+42OCG8dzUZomsxzWLAwe1LOf96ezfm528DGDsdWwUpsc1Om47fg16NJmi287xZ2w4BpfVHIoBuVdrajwsypRcQwMw1bWv3ti9vKR9vCkbLKDzVRVd8Hzo0xk8jacQ4N5M6qPVOggXIGoTtgrayzUFBxUZLEB+b3bIoYhUl+7m53jvB977/wDghQC+AsA7cNCUP1st9nO/XMKvxa9Z/IUlr2PeY9n7LPt8VwD8ewAv9N5/pUIFRERESoQsjh0lFMd+4aufjVffdob7vi1DsIBL3pRQOUUxWktqGdjNiFVNkO7wdnKHLLwvaqFGRETqz0cq5Hztc8iQpgR0sIBl8rOUGzlRFwDQsQQLqBFXVojVyDfiGn2lhtjrVprGQ0u4ioJS6m90vJlnlT2fIljg8BYyTQjBokpMKKszcu10rALpOOji0T1izGOye58M26jaYZutDOvnjWCaFlSdqXwiYkCGQtm+Rw7hBVIdEde4TmIXizvfk6l2wmuBXbc9XK8oLFeCHBKhARFxtcmQMj2X5qi3Tb/kxJp1Hp+2AsqwHzTWDMDikMfKNvh9lrsfzzkMiw3NgY7BoMjgRVPjYUGcNwSnqBWp3tihB0lr+mwYSkvnqzJbVqt+EXywwFlXfJhkkZlyskSPC7veLOg6a2q8twySCYWsT+tVKRhJRDLR3XwC7/3Ue/+z3vtPAvApAH4GwD6WN/HPZA0MYN8v6XPM/vwOAN8G4Dbv/Xd47x80/ccQERGReMjNpsVNyOec28I//Usv579vqwU4bkOzs2RDWusqxWgtWdFigwUGWF6Y0O8ePCqwhfdZiu41+ENERFZ5/GqYZsKk681zbyCncC4YeLLxhJ38LOU3MRyf5PQpAMZgATXiNkasAvsh1+grNcQeW2nOVc6FmXQi9UKeb3ZThCHObv12PH8N3XK6hhaKXDsdqUA6DsOUeoz3ccsZw+sO/YNfCpuT3yGbgVS8ukSXP48WVdQnIjkZ5lAAPlCwgMyJuMbVdv7YHudYwQL1QAcLFHwvSAYxdtkQLaF0HBfcMFGwQH76J+iXWBrGExmautlp8btD/d0OhjxWDu4HuHuAX/yzh6mvz8wQbsEeg7ICua+xUaWJvxM+sGiiVqR6Y0PCk/bxFCxQK6+89XTi71/wfLDAORxdV9IzuAAAumSwQEF7uWytPgDbflso5P1LT2sNIo2hu/k1vPd/4r3/SgDPBPD1AP7w8I9WBQYkWRUSsC484MhHSvhes69/AsD3A3iN9/5V3vsf9N5rl01ERKSsyEWz+UX+N774Rvzm334jzm4bJvwBhqR7PSSWXQdjdBxXJDvwy4+fUxsHxwhbeL/l1OghIiJxPHElVDP+8aWbzW62YooByHsydvKzlN/Y0DBjSaO2vEaNuM0xihRaEut9pTrY80jaxkP2nKaglPobccEC+ynuwfxhqtQeGZwIAFsZwhMlALJQf6hggTgshU6jPXzZ6241f8s//egFXN4LV3TNNgMV3kxWVh3+WKjSVD4RMRju8K9hzyVDlTzJnMhrXCdx9Hnk7fc+FfX7SU6Spqauctg8VdjkSjZYwE3g2CAtSY2tkxl7Ne7mpsc3rwWrZZlYJnqzwQJ8c68s0eOCBdrO08+y55/Oed16qubvQpFrZbHXRlzImxZvObZ07as1NiDcT49fJxUsUCtvetnNib9/0RIs4I4GC/zVH3k7vuJH3o73P3zZ9NmkJthgARRTP2C6vlvqvUIh1xr62tsRaQw9Kabkvb/qvf8x7/1nAHgegL8N4LcADHA8DGCx+X9V4EDit1vzHvPf724APwDgswHc4r3/u97795r+JUVERCRf5Cb2/NStf/YFL8d2P8MiGp10r02rMknaE7AkIO5jfcBEmul/8xaneYiIiITilmYwLucTXuMjhFynuaYeMVaTbu1MDJtVZNgXAH7zHlAjbpPEKrAfGZpFpF7YcIm0zULsOU1BKfVHBgvs+vUFGN32wVboriVYoKApF3Iow9qpBGQMFviE55/L9G1DFg922NDcluE+vQnSBgfN2XAqPhOptYGh6f/kM8nvcXX910gzTMZ8QwrppDv67Pt//8FHon4/yQk7Wbzoe0HDmrFqOeLpkP9tNRE8R+QUegA4EaqWhT2vgA8WiLGX2VhksADAHyutvMNoTMeg1s2CIfc1qtSY5wz32wqtqLmOYejZYt0EG4bS0v1Umb3xxTcl/v4FZA8WAIC33fsUvuiH/hg//Id6Hm8sck9qq6BgAUu9vqneKxQy1KCnYZQijaG7eQPv/YPe+//ovf8LAM4B+DwA3w/gbQD2cbTxP03gwLIAgqT3+SiAnwPwNwG8wHv/sd77b/fe/573XvGzIiIiVTLhHiznN5oy7yGRyZ7shqnE9Yd3P3ns9ywJiGmmK++wwQKhUt5FREQiiVGLs+/JDVU1etcPO/kKANqGNOp2B3DkZroacZtjFOlnPeQafaWG2PNI2sZDNpVf18/6I883acICbj17UIAyQRsDzzVoFFWMIofItdORV4F0FOR0GADAaA+ve262YIH/9scfpV9zeTf5mOmwE1w1FSsZO2Uc8afyiUjBhgoWkBxZQj1Jp3A8WNGrs7P6yOcKUxhsSOSACADoquA/Gja0QYF3Oept0y9ZV8uS+pRvaLxlgwUkIEMIxRZZ99QKOTE+DfbaBmDkdQwGwwYLuDEcuzZVEMvnVLBAzYUYesBeN7U2W0kXPR8scBbJaz7jqcf3/OaH8NYPH6+RlgYg7/OLCjfuu3oHC5j+/QLIO69LRKCVrKy89/sAfvvwF5xzLQAvB/DxAF4G4HmHv54L4IaUbzsA8CCA+wDcD+AeAO8G8C7v/cVgH15ERESKxRbHzt26Za5hIDfEl21Gb/d1O5m3B57axb/5rbuO/b4lAXE/TbCAJ4MFQqW8i4iILMi7JoOR5pp6BDv5WcpvbNisYhtqr71ug5sgr0bc5hhHOrfonCXsMZB2U5zdPNf5rP6Y6xuAvRTBAm7uJnIHfWr9ZEtrHMUig5tUpB+JqXh0D+2M4/r2RnzQ7XCSXPxMh+YW3UxWVmmDg+ZUaSqfiBjkESxg+R5STzk8D550u8dSaX/x3Q/jL3/crdG/t0SkYAHJgH2W0HNpjnp881qwWhZDU7eOjQIZQihOgFsP3x3mPKxH4RbFMq2PjLCfYi3bImQQltOxJYsM96YKFmimK9jC2LfQcekDSs651WGS/99feB/e/B2fjn5H55lG6XIBx0Xt5dJ7H+1+sYWP5OCbnqEfQUSqSXdegXnvpwDuOPx1hHNuE8BpANsAtg7/tw1gD8AOgF0AO977C7l9YBERESnOlJ26dX2BJPPzJbno13XJmyBlbvCro8u7I3zqv31z4p9ZkhfTTOrbBbchkmWhRjM/RERklVC3HTGGTA1AFhtqgnz9WKamWTbigYOCFSpYQMdbY4wi/azJRl+pIfY8kjpYgCykU7BA/ZEhFnueO4Z2sYFzSN+ctuV0zBWKDBYYats7ju4W/5rRHjLmCgSd9kcHC7RUqJiowxX0AcCGggVE6m1oeFY8QQYLDBQsIIdyeB48hd1jv/c/33G/ggWqjnyuMK/ZhmIINlCwQDwd8r/trLlSZTQ5MDSLB2s6MjTestPiVTsTUA4hFL/zgcfo75GJmr+LZVwfiRUsEJTnQzKmaEX4IFIaptDZhXOoggUawuEiTuImXE79irNrggUeubyPux67ilfeeibjZ5NKIfekNgvag6AHAVrOpyGRdRm9gtYZ9Bwkkj/deeXIe78HkFGGIiIiUl/kJvYo5K0buQDHbphKHP/sV+9c+mf0QgXSNUHueG5BY1tF9yIiUnKnN8NPHNoHWWw42jtIOFBKU32MDZtV1iJVTfiWZcaRlp6HxwvrpWHY0Iq0kwTo85mCUmqPPN/sksWYu75PVfdvQdfQQk249ciga6dynWEKG0Z7cCV61uGDBQqeUltWhmNhw2WbajOderSyplSISDxs0393G+iTjV3jvYN7grau842Xw/PgKXf8eeTOh69gPJmi01bDVGVVrZHJsGbcd2NV38fgPXpLBnAsM1Ljbn46fcC1qSbYYAGSE/45Z0yuWYScQN54/RP0S7bdPnVeneb94zIdgzo/BWNZH4nY9Bh0DW7KBwuMve6Ta40NCAeO10Szx1XR9+NidsGfxE0ufbDAOawOFgCAOx6+fDRYQPdI9UcGiG0WVK/eZ6/tlr22kMjzOf3vJyKVpbt5ERERkaKQxbHsRtNKZNK9Uu6Ld/fjV/FL73l46Z9bggXSNEGyRfrBUt5FREQieebp8Iv1+54t9vP8pCQpN8vP0zB9CoBhwrdyThuDbf5O/b46hhqPPY+kDQxQUIosGnFTb/fYYAGtcVRLkaGsch05HQZAYfcOyXXUHl2yGUjFq0sYjoWshfMfePRKpteLSGRDMligf8LU2EV/H6mnHJ4HT+F4sMBwMsUdD6dvjJASYtdtrWGwoRi+/6pajos72ocwMzVX6lkiN84BPe6+Yt06z+W9lDU3UzV1VwrZnAYA22VfE9QxWKxOymDlORuuItdjIqxlZqpWpHqz3BsvhsLRQV86X1XVRXBhkmfd+mCB7/yV91s/DgDAM2njUg5pBxgc2iwoJJ4OVbYEtYRE1mX0nK1nRAFpItWju3kRERGRopAL/UHTzclFvy471UmC+/MHLq38c8smxADrm9l2wC0obGEAhyn9WQDgnfddwH/9o4/iH/+v9+PH/+Q+vPuBi1poEBGRa5wr7zUhTVjPMZq6XC8TcrOq3V/W+bSeGnEliffxQiTIRl+pITa0Iu2GPx2UomtnrU1GdIHZnk93DH3FJ9wGANj15BpHQVMuBAfXNXrtVA0cUbD3nkCQe5JQ09balnVKawBY3RmOhazBAo9cUsCVSKmxDf+9bboB0PR9pJ5yeB486Y4HCwDA0wMF8FcaO9W56HtBw/dfFSzw137sT7N8mmZT4275kQ3j65rFB+OUz49sgySAsUr1i2O4/9x2/LPodJrjPjY5yAjQullQhonDlmFBRXCWUB1d++rNtDa8sB5IBwvofFV2nVby2v0FzwULnMP6YAGVDjcQGXC8VVCwQJ/d+7CcT0Mie0as9y7Dia13QESKozsvERERkaJkmLqVuaySXIDrLAsW0MJNbn7mnQ+s/HPLg3ya6co7nkuAbDmPTQyxSwYSAMCPvOXeY7/3qS+5Cd/zJbfj2Wf4xGcREZG0tyr9brYNb1OwwGgf2Did6ftKiSxukK+TJY1ajbiSZDIEfKRNuoKmDkuJsA2iaTfGFZQi84Z8iMku0l0TX3HLaQAPpv76maKKUQR88w+AkVcRaxTkdBgA1+4dvuS1t+CX3v2w6duGmiO0dF17FRWvJjMcC5sZA1q0/SBScuz9W+8E0OeKzAEAg/WF5tIAOTwPnkRysIBUHPtsUfS9oGEq7KpggTsevpzl0zSb5blUzZX5IoMFtlygvRJDU/dYpfrFMdx/rguhSHLfUzt4wU2GEC0LQ7jFVBObwykgeDEvzvPH1kTBKfXWCTBgQ8ECtbNszfYiGSxw1hW/3qPgghIigwU23AgOU/icr0d0vX7RwQJknVmvIqFIIpKd7uZFREREikJuNgVNeCWT7ldtRks+3v3ApZV/btmEGGD9cbBDFt0Dtk22Zd5y95P4nB94Cx68oGIeEZGmcxELHv7WZ7wo0+vTXFOPiTVZXIoxIYubs0y+UiOuJInZ/D/aBaZKFm+0EfmMl7bxkC2WV1BKvY345/69lGsWb3rZzQBAhyBuLVnfuO2cwg+jIwNZAU1ei4Ys4gJw7b7kk15wQ+APs1pSEaCCBQJqtYEW9xyzkbH4TIWdIiU3eJr7enOwAPl9pJ5yeB485ZKfSWKuS0sO2Knzhsb+oAzfv7emlmOS5xTtOjFNpVewQK7IYIHtFAGS4zQTNtnzCvjQCT0LBUQeJ4Ct5uk33/8Y/Roz8hgc+jbCRTiKLVigGs15zvPraBNd++rN0gi7WDcxJY8rp2Oqqi6AW/M54fb5qe9Sfz1+T2qzgOOIrtevWLBAXz0jIo2hYAERERGRopAFskMfsKCR3JDuOkMBpuSKTkBEuunKbNE9EDDp/dDV/TG+4xfei6mKHkREGi1mucPtt57O9PqBNxQbsk2aUm5jctOozYc3XUNu+KgRtyFi/5wVhtJc3vM//7Qb4wpKkXlDPlhg1y+/Jr7mOWeu/f9nnNxY+/VJtpZM2m47FeJGZyrSVzN4FF1DsdNhsECvYy9FsPw18wmzkkzBAllCwOoubXjQoayFoV7dNCLlNiQb/vsnDsIF6O9T/AQ7KYEcngdPIvmZJOkeQyqEDS0r+l7Q8P3XDYnYGaohwGSi59LSIxvG09SxXNlP8ffFcGyMPRksoGtPOJ0Nukl121Dz9K77LtCvMSOPwbHOTWGRayMAsOEq0jjLNoADGM+1Ip3dLjigScKzhG4t1k2wYU0tBQuU3bI124ueD5M8A4VJygJD2PVmigCx0PqOfCZg67xCI2vUDv799Ewi0gQKFhAREREpClkgGzTdnJy6tG4zWorXN2xCpJmuvOP54mFLevc6b7/3At56z/ng7ysiIgIAN5/awO232MMF9lNcU49Rk269sAWqnQyFFXQjroIFGmEU+ZwS+/2lvCYjwKeY1DUvbWGdglJk3ogPFtjD8mPoeTccLS7/7JfdTIcnbkVY35CUDEX6QxVJx2Eo4prdN0wzNIU/dJG/90j6dqZgAXLtvFHIZxF6as8Cla2JlBwbLNDbPggXYA1UZC44PvUyhSuea/o65fhnEqmACVnnUHSwgKHZoOtUyxGFIfAuaE2PrEcGCwSrY2EbJMEfG07T5cNxjr4HjVHzFBR5DI7VKhKWYeJw1vWR3BiCBaZzx9eJvtbUascyYXtxL48OFtBxVHZveOGNib9/wRAscM4pTFIWWIIFlgTFx0QPAjQEEwVlWGvoqW9EpBH0tCgiIiJSFLJAdj7d3GWdjEZuiC8rwFRhX3nQCxUABn79ccAW3QPxCu/f++ClKO8rIiIVEbmG5nu/9JXotm3fZB+WpHZNXa4VtriZTIM+gm7E1bHWCLEbroc7cd9fystybKUtNKKDUnQ+q7XAwQKLE1OcA/bIe7aDgs/jq19aD8sBG9oETYaMpt0D/TB2GKI2JXNp5t3zBN9EOhwf/4YKFgisSwYLVGUin4jYsM+JvRNAjy8ypwMMpJ4Mz4NP+jPU15+EggVqiX22aBUcLGCYCqshEZEYnktnzeNZy3kkJTJYINgkU0OwgNYsCtYjgwVcyYOW6WABhZ4EZWgM7FckWMD5+MEpUjGWCduL91AKFqidv/6G5yX+/kXwaz5nCw4WeHqgZ6nSMVxnNwu4ztKhQZbzaUiG72/pSchKj9Ii+VOwgIiIiEhR6GCB6wuxt57NmF5Hbkh3LQWYkivLJsQgRUH9054PFjjh4jQ1/Ze33hvlfUVEpBpiT+d42bNP4Xu+5JXY6i3f/H7BTclFSvveECyg6d/1MibvxQwFotfQjbgln6wiYcQ+pxgafqUmLOeQtBv+dFCKzme1ZjjP7Pr0x5D3/D1bx021JlYUS7CAVxFrFM7xE2IO70umPt8Yjj9PCCVVsEBgHW5fIutEvpwPIRFhDciG/94Jelqs6ftIPRmeB8/jNPX1p5zWPmqJnTp/uG5b2LRwckAEoCmC0Uz4/65Dr2eJXJHBAtuh6ljIWi8AmJCl+gqnCIwNFggVQhELeQyOFWwRlqUxz+XfmGdx7xNX6NdM1YpUb5ZG2MVntym5Pqu12dK7/ZbkZ+2nPB8scA7FBgu8+a4nCv3+koC8xwfiDcJbhW66Z+u8QjMMv+kVECwgIvnT3byIiIhIUchN7PmE1247420cuQCnlPvy2zA8xA+wvjBhF/yCRqyFmqv7Og5FRJotfkfBl37crfitv/2p+JyX34wzW9evk885t4Vv/vQX4je+9Y2Jr0tzTT1GzZH1MiGLjDp5BguUvABKwoh9TlGwQHNZQivSnqfY89l0xBcgSXUYjrX9FYGJLqECe9XXL5PUFKtG1xwYivRVJB0ROaV+9vc5778qP/vOB4/9XscZrhuGZq7GII+FrMECeYdTiAhhOgVGO9xr+ifopi4AwIBvbpEasgQL+FPU15+E1j5qiW0Obxf8XGEIpFUgXiRsKAU0tTl35H3FVopm8Yu7KZ5hDMfGSGsWxSLDrbZR8nB4cvr3SOemsMjQRSD7+khePvDwBfo1Y69WpFozNKIeG8hAnrPQ0jmr7J55egNnt46voV80BAucdcUGCzx5RbU0pZN2gMGcTZf/dXaD/Z5FBwtYgpEULCDSCFqtEBERESmC94aF/oC3buSGdEfBAqXXNyyOpGmC3DEECwRLehcRESnAc27Ywn/+6tfBe4+HL+3hZL+L0wmbYvMsTWrRp4tLvtjmN8sm/AwdLKB7s0aIfU4Zqri+sSznkLQb/qZJJwOgR07OlmownMd2wR1D1mCBq9AxlztDsMBQ297xdLcAPJX+62fBAjk3hf/RPeeP/V7H0mSlqVjLdbnzoSUMd55iBURKjA0VAA4mjvW2AThQf8OHT/PfS+rHEJz5pD9Dff22G6CNCSYLzXeFTa6XMCbkHvphHYUv6k7EFCygWo4oTIF3aoTLFTnNdBv7OLgHWX5ef/OHnsALb1rThM4GloA/NpICMyUD8lg5Yah5urSXY+MVeX6aqPE7LDaAE9UJFnjsIv/sNdGM03qzDEtY3FekgwW0NlsF/+PrPhF/8T/+0ZHfuwA+WOAcig0WkBLqcvdtALCZIkAsNLrpvoLBAj030iaNSAPobl5ERESkCIZNyJEPGSzATV3qLpnspIFB5cEWae77LlZtmM7sen5BI03Su4iISB58hqJP5xxuPbu1NlQAMAYLqNm7XtjiZssm/LXXkhs+Ix1rjRD7nKIwlOay/OzTboxbNtB1/awvw7E2IO/BLPdsSUGOhTWYNAnb/ANNX4uKDrY6+Ps8LcFfFQULBEYeC/TUngV5h1OICGFoCRY4ATgH9MlC84GCBQSmZ8Hz/jT9mpM4Hqx4zxNqdKg0drJ4i6ujCI6s4wCArlOwQBRsExw0lT53ZLN4y/m1zb27wxTPkOx5BVqzKFyPu//cAn/f8d4HL9GvMStykJEAHX6SclWCBYYj/tq3GMolNWPZx5ss1E0oWKCWbjhxfL9tD/3DmuT0zjo9b8uCtAMM5hRRr84HC2QYPhOCJVhgLsTw+37nLvzcux7EBx+9on0bkZrRnZeIiIhIEYoujiUX4JRyX359chNigHSLeDvk9D9glvQuIiLSHPtewQKNt7hBvo5h8tQ17Ab+ZHCQCKYJN/UWu/HfMo1S6sFyvUodLGDYQDdMqZSKMJzHmHswT379TFWKPmvHEsqqbe942EKu0SxYoPjiIlOwgKGZqzHIY2FDAbQi9WVp9u+duP6/gyvpXzdUsIDA9Cz4FE7RrznpdnHJH20+/Ke/+gF81eufi05b85sqiX22KPpe0LBu3FMtRxyG51J2Kr1kZJhmuo197K+ogZmkScizHBtex0ahyBCKbceviecarkiGW+jcFFi7C7gW4KepX5I1eDEvlnW0iWac1pulpmHx2W1KHlcKFqgElzjkxeECTuLZuJD6fc7RwQLF7zlIZL0t+iWbLnnNaDr1aLVi1El5bLLXdkNgQlBtvi5jPjzhB//3Pdf+/6e86EZ8z5fejlvP8j8rESkf3c2LiIiIFMGQYD0OWRxLLvqZCjAlV2wCYtopfXvoY+q5xZVtp2mmIiISXpknw1qm32qKfM2MyU2jTMECasSVBLHDSobHJ/ZJQ1hCK7ppgwUMk04UzFNfY/5Y2yPvwSz3bEnBAiXola4/UyirCg6j6ZLFQdeCBSJ8FpJpXVvFq8uR1+6s4Sw634qUmKXZv3/i6P+mNdD0OgH9LDjwHVz2fMPpKSSvf/yPt99Pv5eUhDFYILlRJgeGdWMNiYjEVNOj5t1ckc3iALC1pmE8VUAeO3kZ/ERvxUQHRt5/nkDJa54m3DGoc1NgztHrI/RUY0LI80UL6cMSZhQsUHPO8c2ox4IFyOtmS+esKlg20+LiQlDfOmcRd83H666qetj9KACbSwKO778Qp8bFFO5nqfMKyfD9e0vuX/7onvP43B94Kz74KBEcKyKlpbt5ERERkSIYEqyHQYMFuKT9roIFSo9NNx74tMeAww64DZEtTaISEZGS6nfiLIUNYJhiZGiekxJjm9+ybBqpEVeSWJq/qfdXsEBjWc4fnZSJ+5ZzoaHZWCrCcB5jgwIswQKbGZtixcgSLKDpf/GkDYyZmf19LkFXuIIFAiOn6my4bIXzZQ4YFGk8S7DArPmvp2ABMSBDPQfo4goMwQIuef3jp//0Afq9pAS855vDswTChkDWcQAKFojGUNOj59KcWYIF1tSyTNIk5BmCBUZq7C4Wef+5hZLvqZHXNgULRJBz8GJeOoZgAR1fDcDu5S2u7dPBAlqbrYJl7foXyGCBc05rPrIgYLDAL7/n4ayfJpEpMMhS5xWSoS6jv2J/5+nBGH/v59+L0eTovUNhIY0iYqZgAREREZEiGDYhgy7EkgtwyzajVdhXHuxixayY/sXPWL+BtgtuUWG77JtsIiJSSSEWn7/rL74swCc5zhQsMNL1slbY5jc22X+epRF3cTKA1E/s8AgFCzSXJbQibQOqglJkHnmsDX175bS3q/tH17K8B/Y93yCSFORYgl7p+jMV6avgMBq2kOvw73OqhozILAXRKl5dIefCeZ1vRUpsuMO/pndYXN7nisxNIQZSP+Sz4ABdXPVcIA4AnETy+sfdj+s4rCTDcwVaB2v9hdVBGIINTNMSZT3D8TM+fC5VM0VO2LAirK9lSfUYm0O917IpwGJEHis9N1k6obUUyPOTGr8jyDl4MQ+7wzHahnW06WErUretE1dtsbUJi89uUzL4VWuzlXYR3JrP2aKDBXTqKh9DsMCWS66HeuxynOEcpn2PooMFDDVq6+6H73zkSvDwBm0JieRPwQIiIiIiRWCT8RF4oZ/ckDZNdpJcsYsVswbIr3r9c9d+7Y7nFjW2nBo9REQkggAdBa95zpnsnyOBRwsDT4YLjCNPF5d8sY37hslT16gRV5LEDisZKligsSznj7TnKdP5TEEpdbW7yxUPzQITl7nzkcvHfm9vzWuSVGWaVO2woU1QsEBU7Pn68FlnODE09Wfw1QnrnB1naLLKcq9ed2zhvM6hIvU1MBR+z6YKs8ECAzV0C+hnwQF6uAq+GP2U0/pHrRieKwq/F2zx37+35p73/FWtpZgYmsc1lT5ns3sLwrKmI4qh3ktrFgXrW0IoSryPO1GwQOFyDl5cJVQD3p2PXEHbUB86O75e99xzgT6JlA7bjDqeO969B7yCBWppSUP+Bc+t+ZzDVaiVWI5od+j+hmXX2VjBxX1LYFDRwQKGATb9FCGG73ng0pF/1rBKkepRsICIiIhIEQybkEMfcNGM3BDvugm0gFNufTIte1aA/+rbzqz92l1wixrrUt5FRESK8tJnnor23vtggwVUzFcrE/Lnadi0uf5aNeJKgthhJSMV1jcWOUUeQPqmQ8u5UEEpteS9x5/d8yj1mn2sPn4evXz8WFkXRpBETbEFMTQADVWkHw87Iebw2vGa55yN8GGWO715/JmsY5i0puLVFchnkU03RJZ9hViFfyISwHCHf82soYudLjxUsICAfhYc+C6ueL7h9CS0/lErhpqMWR1FYRPnWy36frS7ptj/fQ8dD96TFIoeFiLrGYIF1tWypGqEIZu6Af7YKOwcVFfs/SeA7RAhFLGQ56eR17kpODJ4sR9xjfniTpj3/ql3PIC249fRpofnq5Y6kuqrQ+6rzD+7TQ3DzLQ2WwnL7lUuksECG26ETRR4zdX6czmR19mtJcdQrB+v6bpeyWCB9fecP/2nD1g+zVJ6ChLJn27jRURERIpg2MQOuglpSLrvGlJpJT8bjlusGPguTm508KoVwQJ/7ZMOpnztsMECTo0eIiISA7/k7xeWnNuteEvQdKOapVFTyou9vycTto9QI64kGUX+GStYoLks54+0G+MKSpFDD1zYxVOXLlGv2ff82pYpWIBcb5FATJMhVXAYTZc8Xx8+69x+y+kIH2a5pAaQToqJKseoeHU59lgAH4grIhVhafafNXSxE2MHChYQ0M+CQ3RxFVwhOgCcUrBAvZiCBTKs24ZCfoZ1wQI/8pZ7s3ya5sqheVwyMjSLb60bkpFmK3LKHxsTleoXyxRCwe/j7g4NaxAW5DE40bkpPHKvNubayJ8/eCnI+1zcHaJNBnSOfQuzFkAFotQYu5c3HxpsuGaipXNWFbglf+UvgAsWAIBzuJrx09gpV6Ckuty9W97hFBuW67phbyUoQ51Zz2lvR6QJtFohIiIiUgTD1K2gxbFtvvg6qQhTE4PKg92EGKCHf/GFr1j5NbPi3x1PBgus24zNwOugExGRkhqwzW1q9K4XttHVEg5w7bVqxJUE48hhJQpDaS7Lzz7tFAEFpcihOx6+TBdh7IE/fgbeECyQMHVCaxM5MKydjjV9LR5yOszs2rHRbeOFN/HF+1ZJfzU7ZEE0AAULrNLdol+SZSqfzrYiJTbc4V8za/5jmwCHV7UhKfSz4ABdDNCj12xPOgUL1Iph4nwp7gXJWo51wQIfeuxKlk/TXIbjR4F3OevxzyfrhmSMpynuOUzT4rmG22XNemLU55scLXVPf/tn/px+jQkZnDNSsEB4HW6tLGZ47S+/5+Eg7/P+h6+gQw6dmg9N0XmrxtjgrflnN1OwgO6nquyi56+5Z11xwQJSUuSe1KbLtx7KtOdhqfMKqc3vqys0WqQZFCwgIiIiUgTDolnQhX5DsECXXDyWfLEP8fvo4oYTqxd+P/+Vz8LJfge74BY11qa8Z3BlP6eEbxERKaFy70bTE3DVpFsf0wngyXvlLJOvLEnWasStv1Hkn7GlaUTqwXL+SLsxrqAUOfSf//BeepoEfe9lfE1SsIDkwDBZdKgGjnjYZvLJAJgeNPT/g8/72AgfKFlS+wdbEA3AtHbeGIZrt2l6zyEFuYiU2IAs+m51gc7hvVifDBbwU2CkZu/GI58FBzi4nl8BV4x+CjrWasUQWDZbt/VFRhyRa8e9NcECafqkJYFlWIjXc2muDFPo19Wy/NGHz69/E3LNYqym7uKxwVZYH0KR5Hc/8Hiw6fErkTWHY62ZhUfu1cZcY37gQpj71/NPD9AiAzonOr81A7seOP/spmCB2lpWvXUBfLDAOQULyCIyQGwz573cvjPseWQZPhOC4fv3FCwg0ggKFhAREREpgmUTMuRCf8sSLKCG7jJj040HKYrpt3od/NsveyV2PLdAvB0zAVKFDyIiUlJ0o5oavevD0uSaJVhAjbiSZBw5rERNHM3FXq86G+lH01g20HX9rKU7Hr5Mr2vwIQFewQJVYggW0GTIiEz3nwf3Jm988Y3mb3txh/v7N01oQu9Y1rQNa+eNQU4KAvKfFiQiOWHD5+bDBPqn+O83eJp/jdQL+Sw48AfX86ueK0Y/6bT+USsTw71gGUKmyEmCquOIxPBcqgbynHUNwQJrnk/uejxFYxvZJGkZIlPuqPUKMoRQbBsHqrz17idNr6Mo3KJ45FpZVdaYO3SwgNqQGqHD1sHMBwsYQl8VLFAJbsle8EXPBwucRXHBArrnKiky7HqLDK/Pqm+5rnf4vZWgTMECWmsQaQLd0YuIiIgUwbIJGTLd3LAhbpruJLnpk+mA+z7dMfC6553DLrhFhXUp7yIiInVEN6rFni4u+bFMvsqSRm1qxI3cdC7Fi31OGekYaiz22GIK6hQsIHPY4sp9z4cEjNDG2HNbo0mBB8o8zEHRoaxyFFnEBSDIvcOf3X+Re0HCX062IBoA0FLB/VKGkIksxfM634qU2JBs9J+fEmuYGEt/P6mfCVckPsDBPugVkMECULBArVjWbcvQyETWcnSdiv2jMEzYtTSQSwbtDv2MEqTpKIembj0LBdbnmxytwQL//nfvNr2OQp6fxmoVCY8MXqxKsEArQ7BAK23gtFQPux44/+xmuJ/S2my1XTAEC5xzq4MFplPdGTUOuSe1LNw4IYs6CLZWH0C2GrEQyABDwPjvKSKVo6dFERERkSJMLVO3Ai6aGYIFkjaktWRTHmwK4gA9uBSZm94DO+AWiE+4fThL0a6IiMhK5b7zoJvb1BhZH5YC1TbfDHmNaWKspoTWXuzwCHYapdQHe2wxBXWmYAGdz+qKLa7cI0MQDzg6DGpDRRPFULBAuXQN958BggV++87HqK9PemLsOENYbhmm1JYVWTgPZCyeL/cygEizsc+I82ECfUOwwKC46XVSEuSz4CxY4KrnitFPOQUL1IqhJiPTum0o5GfoaopgHJZhIYc1PeqtzBE5id7aLH4E3dSt9YrCGYKttl2Jw5Z1DBaP3KvdcNVYY2aHTlmCU6SC2Pvj8dxaoClYQOesKlh2u3sJ/DX37JpggY88ORc2GatTXMqFDRYIER5GsAULGPbZQmp3AMddt3sVuX8RkWwULCAiIiJSBMMmZNDiWMOGeJdcPJZ8sYsVA3ThU1Zm7ni+YHQzVtqyNuFFRMTosz72GVHff1asmpbX9O/6sDS5ZgoW0IRvSRD7nDJSYX1jsec4ZlPcFJSi81ldsUUf++S91/XXscEC1ZgmVTumtVMVskZDFnEBuHZvkqWh5uf/7CHq631CUSFbEA1AxaurGK7dWQJa0q5fi0gB2Eb/+aY/Q2MXhk+v/xqpN/JZcLZWewXcfcxJaP2jVgzPFaUImSLXjnuq44jDNCxEzxK5I4MFtlwRwQIq0y8ceZwAwIkQIRSxkNe3kdeaWXDk+gg7LKgobXKI0HTu/KYVnBpj1wPnn90ULFBby9b9B+jhac8dM+eweo1pMLYPONO5qaJ6YYIFYu0vbDjDdd0S4B0aWWtmClAQkcrRioWIiIhIETKkmwdhWIAzFWFKLhym6DtuIXaAHh66mK75aMcwBTBI0ruIiMgcSz/K/BbBK289E+iTJBuQTWqXr2rSWm0YJuqawgGuvVaNuJJAwQISC3v+YM5RbUtQSr4TByQ/7NSmPW+7ltLBAk7HXCHIBo6xb8Fr2zse0/1n/kFqScOKbMECJWgmK6suH0BrKrI7pAFUIiU23OG+vj8XJtA/yX+/gYIFGo98Fhz4g+v5Vc8Vo59yWv+olcoGC3CfoQtDw5asN+H/u2pycwG6XMN4kDoW8twyNjR1a95GYN0tsP9Vg4RQxMKum+ncFB7ZHJgldDFPbLDAfHCKzls1xtY1zNdOKFigttyKv/UXPbfuc9atrp3SGnEDkWHXmznv5Zoa7i37bKGR5/NeRe5fRCQbVViIiIiIFMHQfDQMmW5u2BDvJWxIJ02BkvDW/Xe2LFQMfBfnr65fUPHw2AW/qFHqTTYREammDLvRN57o46tf/9xwnyUB26Q2HqhItTYswQLk1KkjLKEEasStv9jhEUOdsxqLPX8w56hWiz8fKiiltjaWTJNYhr33mpk1GKW1UZFpUrVD3l9pKmRkZBEXgGuhR6sKDENLWkG1BQuo4H4pQ/FblvOodh9ESmxINvr3TiT//7QGCuhsPPJZcBYCewVcw+lJ7EJXoBqxrNsehkwVWgZBrpUoWCASsnEXACYqx84fOYl+K0SwAHlsaM2iBFot+ljJEkIRvZaObNRVsEAEHS54se9GcGTTfhE6jltHm+q61wxZ9vGmWpttogvgggXOQWGSsoANFsh5L9cWLJBh+Ewo5NAH07+niFSO7uhFREREimBI4wy60G9oZOpoQ7owD15YPeHL8gC/j17qspgdzxeMBkl6T+AUcSwi0lgn+vbCm3/5xa/A2e0Mjdwp7JNNau3JAJOpilRrwdK0n2XTyDQxVo24tTeK/DMeKVigsUbkxGn2HMV+vYJSaottPF0XLNBuJS8gsIEEVZkmVTvk9D8V6UdGTmEDcD1YIMe1vGlC4b4pWKAMU2rLqssVzgNAP0uwgB6ZRcpruMN9/XyYQJ8rMD/4fgoWaDzyWXCAg+v5Vc9du3puonCxOjE0hmcKhA2FvB/tOtVxREE+lw59G5rXXAC2WTzENFPy2LDUeulRKAIy3OoEyHXxOdGfZScKFiicYa2s7M15Jzc6aJHhB2N//dj6rJfdHPojSVnQ+3hzz1OGGmm0tNZfCStuey96bt3nrFu95uN1Z9Q8PS5YYAsD5HkHbVo3IkOJouhw6x09w1pD1rBx9QeI5E/BAiIiIiJFMKTjj3zARTPDApypCFOC+PATqxfPLAsVA3RTb2btojzBAiIiIqyf+cbX43Ne/szo34dtUuthiIcuqlG3FiyTr7IUqJIp0gDUiNsEY3uRWyqjXXV2NRV7/mCDU9ivV1BKLbUxQY+chrTvV19LP3fJ/d8euGNOTUUFIe+vhgoWiMvQTH4tWCDwR1kl6ValbVnTbilYYCnDsbDhMgQLqGhUpLwGZKP/fNNfn2vqOvh+ml7XaN7Tz4Kz+8Or4IrRAeAktGZbG2TzLwCgXYJnC3LtuKcBEXHQE8FLcOw0EdksvokAeyXk9GU1dZcEeQ+65ezr0EnBh0GRwTk6BiMwNAeWfZ356v6Yrg2dzLUhveGFN4T+SFIWZCPqkWc3U7CAzllVsKr59wK4YIFz64IFtETcPOQ+RMv55ACfSMdO37FrDa4cgdZkUEyv5KFIIhKGggVEREREimDYxB6FXOg3PKRa0uckjHUpfPxCxUEBftrCzKe9IVggwybbKlooFBER1utfkM8mNj/9dqgLW11YmvazBAu0Wvzr1Yhbf6Mcfsbs5HqpB/b8wU4uoSedKCiljixFlXtr7r0+5pnJhUv7nlsTS2qI1S1cDshgARVIR9blG/IwKkdDXtcULKCGoKUMhfObGQrnpzrfipTXcIf7+vlGrh5XYH7w/RQs0GiGUM/BYRDZFc/fx5xy5biPkQBMwQIZ1m1DIT9DN0WwwOU9NQTQcphKLwHMhxelEGRARg5N3RrUGQF5rJzIcKxEf5TV+al4bGAykNzwWDItTKmvnw8WOLVRgoZJiYPdx5uOgOnhsWQKFtDabBWsule56Ll1n7O4ijynzUsFdLn7NiBQgFhK9DW9u7m+CSAP5BCbKty7iEh2ChYQERERKYJh0SzoQr9hQzwplVbLOflwa7YNLQX4A3RTFcLfuN3HLvhgga0QG7IiIiIVMiCb1NrOw1sKG6V8DMXNloKTo69XI64sGJNN/+SmIQAFCzQVe/7ossEC5LGooJRasjSdrgt16nWSt0DZMKgsDbGSwYRbOx15FRtGxd57AtfO1y7HYimfsNjZcWSwgGsdBHlJMvY6j2wT+e4/TzYui0g+xgO6oe7INOF2h7+2DBQs0GiGda0BDtZqr8IQLAAFC9QGe64CgFYJmuLIIRG9FMECdzx02fppmos8foIOCpH0yGbxLFPor1FTdzWR4VZZhqlMY6aSTqdgq/XGXsdgcOQkZSA5wLZsOnSwgI6tRrAEb83qJ6YKfW2iC2SwQNdNcBLL6xBUo95Ahutsnvu59J5H1vqwUMjPYQkWSDvsUETKQ7viIiIiIkUwNB+NEHDRzLAhnhQsIDlZU39reYCfFdSs02o5nDx5mn7/LJtsK2ndQUSkuUo+GpZtUgMAp+bIerAEC2SdfEUHC+hYq7XJmA+v27qB/z4jNXY1Env+YM9P9Pms/MV3wrMUVe5hdfHDsqUU9p6tr2CBYpD3V8OQ66ZyXJdvyJsFEuU5gyXpiZFe01bh6modQ+F8hvPonY9cMb9WRCIaGp4N54MFkv557fe8yn9PqY8MwQJXPD/l7qRTsEBtWIJ9D5v6C92NINeOuymCBb7+J95p/TTNlaF5vASzKJuDDBbYDjEgg1yLV7BASfS5+88sx0rULW1DaI6CTyIwhHBmWR/JS4sOFlAbUiNkCJ21DF9DS+esqrsILlgAAM665es+SYHCoZS7Cq3ByHt8IDlALNbPl67Xt5xHY2CDBVz+w5JKXhoqUku6oxcREREpgmETO2iwQJt/rzRJ9xJHa81kL0uR+z56qRdOPu4lt9Hvv4U4U3GVaCgiIgyfY/mWJVigpWbvejAUN+cfLBDn3kxKYrw8wX8pS7DAUIX1jcSeP9jEffbrde2sJcu6xsDbrqUD8p6tCpOkaokMFgi6birHGabUz4IF8pRUcMQHC5RgQm2ZtTt0+EKW8+gdD2uyrkgpDQxN/osFwWRjl+l7Sn0YngNnwQJXwYfinILWP2ojQ7BAodhgAbe+jmN/xDUKCujjR8+lBSGbjjbcCO2sQ1XYY0PT4suBDqHIf10jFcO1TeEWERgmKccMFphOw9TSsetoY7UhNYNl0vZsfd8ULKB7qipYdda54PlggXPQuo/MKdl1dlGf3fMoS7AAudagnhGRZtAdvYiIiEgRCg8W4Iuv6SJMCWZdS+SGIRlw4Lup0zy/4lM+ln7/0m6yiYiIRGIJFnATNXvXAtn4BsC2AZ/l9QU0dkmORoZG662zhu+jwvpGYoMr2I1xBaUIgE1DOOGe4d4LAPbIQIIqTJKqJbqBQwXSUXW3+Ncc3n+uyUsNapqw1skHC6hwda0OV9SX5Tya5/EjIoThDv+axSCBPllkPnia/55SH4bnwIE/aA6/Av4+5qTT+kdtWNZtswbChkCGG6jYPxJyKriaxwtimWaadUgGeWyMFTpRDj0u2GrL2Y+TpPWJYMjjDwAmWjcLz9AguMFONybcfyHM/WsbXBDRVG1IzWC5P56FwylYoLb8itPFRUOwwFm3PFgg5hgyLT+XlGFPKtYgvCT0Nb0swQLk5+hFvHcRkfLQHb2IiIhIEciF/ql3YRdjDZOXOkkb0hoen4vWmgpKy2Q/pvmx09/G1HPLaNsuzhTJmPtvIiJSbmW/BFim5jpNXa6HIgpU1Ygr89jGbwDYuoF/jYIFmok9f7DBJ+zX69pZS5amU0uok+V1ChYoCHl/pSL9yNpdwJFF6ONZsEB+pXlJz4x0sEBbx9JaXe5ZxLJ2PaO1YJGSGhqa/BcbuXpkkbnle0p9GJ4DB4f3/Vc8X4x+Clr/qA1TIxNfRxEcuXbcVbBAHGTgnZ5LC2IKFsi4vkieWzTRuyTIYKsTGYapRH2WnfJDgRTIGYGhQZCebkz4lfc8HOR92GCBsY6tZrA0xI4Pj3fDOUvBAtXgV1RwXQAfLHAOy4MFHgwUniIVYggW2MwQCsWi9zyyDp4JpcOtNfQVLCDSCFqxEBERESkCPXUr8IKZoUCy57QhXZR19beWVOMB0hdFuJbDDrhF4lgJkKolFRGRsmKurTPO0gws5WNp2s+6caRGXJk3Mvx8LcECQ23aN473/PmDLTBSUIoA2DQUVe4ZQp0Aa7CAViNyRxbpD+fWTs9tl2DCaB2xhVyj/J91kgr322ywgApX1+tsUl++4ezFZ08PtCchUkohggX63MRYDBQs0GiG58DZWu3T4IvRTzqtf9SGKRBWwQJyiG4eV3NlIcgp9EC2SfQAgAl7bOg5sxTIEIoNN+LXFA5NYyYLkPWGgI7BKMjQRSBugO19T+0EeZ+O4475oEOypLzIRlQA1/cWTUFfuqeqgnZreUHzRc8HC5x1y4MF3nL3+bl/CnuN1e5fSfUMwQIJ9eo+0j0Z3XDf5fZUoiHrMnoKFhBpBN3Ri4iIiBSBDhYIvGBmmJBKT3eSYNbN9bJMfRqgm3ozy8FhF1zz2nbWlPclYi32iIiIZGWZmusmavauBVOBasaGNzXiyjxLSIklWGCkwvrGsZzf6GABBaWIrajScu8FAPtkIEHbefQWmjRWTWKRQMjzz8hfXzu98YSCBaJgC58KuW84/nezSwcLlKCRrOzI4vmYhfMiUhBLk/9iIxfbBDhcXmAuDWB4DpwFT03Rwo7nnjuXhaf/1R95G/05pGCG5stSBAuQzVsKFoik6JoeSYdsFgeAray1LFPu2LCETqwbPiIGhhAKa91T1JVD8vgDdH6KggxdBGxDg/LWwpT6+rFXG1IjsPt+ADA5fKYyBQsoDKUKTm4sf266BP7+7AZ3ZemftTOcavzaymspJTboGsBmwj5ErHuyDTYwP+vgmVDIOrV+htBoEakO3XnlzDl3C4DbAdwK4BYApwBsAujjes+Y995/XTGfUERERHKRw0bTSoYCSQULlJflAX7f9xKneCVpOeBpv7E+4WDOllOzh4iINAvbpAZAzZF1YWnazxwsoEZcmTMy/HwVLCBpWM4ddLCAglIkudhjnb01AYiLBdizNRBLIMEGhhiiBM0lTcIGC2jLOz52Epvl/iSjpLVOdtIa2jqW1iJDJrIGC1zeG+H0ps7BIqUyNAQL9Bem1fXJxq6BggUazfBsOvDXrx276GN7SVhAkqQpdwDw9nsv4It+6I/xK3/zk+nPIwUxBQscPDMWGnZPrh333AQHLRNqmgmq6JoeSccQLJB5SIZCJ6qJvf/EwbFyxdAc+djlfZxa0XCZieHaNlHzd3jsOhmAPtuESAh129IhgwWmc/NNFYhSY5a6hrGCBZrgM1/6DPz+h5449vtjdHDJb+OM20n9XmexfN2n3dJ1rHEMwQJbLr8agj4bFmQJaImB/ByLwfsiUk+684rMOXcDgC8B8NkAPg3AuopNh4OVXgULiIiI1FnRxbGGAsmkh0RNaMvHuv/KluLMAbrpf3oO2AW3qHAi62bsEjriREQarMhCvhT2Dc1mTs2R9WApUM2aSK1GXJk33uNfs3mOf42CBZrHcu5gz28KShHYiioHhoAAwBYs0McQMBQRSwZ0kf71tU6nZpo42EKuAu4bpgnPjHRYrgpX1yOn8lnCY+b97w89ji9+za2Z3kNEAhumLwy/ZrHpr3+Ke/3AEGYg9UHuqwNHnxd2/QawYvrhou0V4el//uAl/MlHzuMNL7yR/kxSAHqqswNaJWgAbvN7DV1MFLgW2oRrotB//4IYptBvuf1shSdkk+TY8+eVkm+JVpPhWNl2e6Zj5afe8QD+6Re8nH9hGlN+KNBY56fwyLURIHvwYh5aZLCAQnUawtIQq2CBRvjyj78tMVgAAC74k1SwwDm3PFjgE55/lv5sUnFkuDEAbEaqV09S3WABri6D/vcMQEFFIvlTfE8kzrnXO+d+HsDDAH4YB+ECN+IgOGDVL8v3+kvOuQeW/PoPIf59REREJDB6EzLwQqwhSZQuwpTcWB7gmQJ8B4cdMlhga0XRTRbaQBUREU5+K86WJrXWRM2RtTBhG29d9g1xNeLKPMtE4C1DsMBQwQKNMzKEVrAb4232fKaglDpaNhF0lT2fX7DARsRpUrIEHcp6fe30C1797NCfRgBDsFX+959J64Z8sECkiYJ1Qk7le86pbM/lj13WtV+kdAbLi72XWmzkYhu7JgNbsKPUg+G+YjAXArsL7rlz3fPJV/6Xd9CfRwrChlJYprHGYPgcXU0SDI8MpjjSPK5miPwYppluG9ahjmCDBdR4Ww6WYAFjg9p7Hrhoel0qdGhOhJpDMQXIVyFYgF1Hm+jYagbLwITZfbghDEXBAtXxOS9/Jr7gVcn7MRdxknqvsyuCBc5sluQ5TfKzGFCaQtaAYwa9b1yWYAFyraFn6EtQ+LtI9ShYIDDn3Iucc78B4I9xECbQw/XQAJ/il8VvABgBuDXh19c65/jVMxEREYmLLY71gRfMDAWS2owur57hZzNAN3WTfssBO55b3LBusImIiFTVfLFqWk7N3vXANrm2e9ljlunGLjXj1NrY0PxtCRYoYPKwFMxy7mDPTwpKEdiKKtcFBCxb89g3BBJsFDCRofHIxsH5yZCf9pKbQn8aAfhmDUs4TUZJf+075KQ1Fa6mQE7lO9HOtq+gCTUiJTRMP3HumsXrSJ9v7DIFGkg9GJ5N59dq98hgga0UDaeTqZLQK4Ec9oB2SUKmFCxQDuRzqZrHC2JoOso8JCOHY0PPQREYjpVt47Hy3ocum16XiiFsS+enCAyTlGNO/Q11zmiR62gTtSE1gyVYYLaX5y3BAjpnVcl3f/Er8CWvveXY71/wXLDAOWjNR+a0e4DjrjFbLr+aKPqabjmPxkDWcXTcFG0NpBSpPd3RB+Sc+zsA3gvgc5AcJoC530/6ZeK9nwD4/tk/Lny/bRwEHIiIiEiZsOnmoRf5DZviXacHxLLqOe54mniHCdrwKZMFnHPYBbeosBUpWMCbs7hERETisjSpKVigJtjJVyE2jcgpoWrErbmR4efbP8UHzilYoHks5w72HMcGEUwGyzvGpbIsUyTWBQuEfN26iaUSARssMBfKeutZvrBXUmDvP4sIFki4PHTYBqu2ggXWIo+F7bbCWURqZ/g09/W9E0Crdfz3Yn9fqQ/Ds+nAX1/z2PVksECKYvR33neB/kxSAHbdNmDI1LNOZ5hIaKjlSDOI4Nff96jl0zQXWdOjieAFyXEK/TVT7jlTTd0lYQi2OoH81zbWMkz/znoM3nJGa23HtGczJ9OjpxsTQm2ZsAGdY7UhNUPbEixweLyT10wACn6tmFMbXXzfl78aP/Y1rzvy+xfJYIGzTsECMsc5oMuFQiXt5cbK6qKDBQyBRFF0+D3ynsL3RWpPd/QBOOf6zrmfBvDvAGziaKAAkBweMP/nIfx3AMt20b4m4PcRERGREDJM3QrCOXoRLqkIU7X8+ViXLMwuVAzJicoOwI4nC0ZjJUDqmBMRkYIta1SyNKkpWKAm2AJVw8SpY9hGXMvUcamOsaG4rbPBTx4eKligcSznDvb8ZJp0onNa3bBFlUPfxmRNQeyytRTLPduGIfhAMiLvr+bXTl20UqGGY+8biggWSFg4bJMF0SpcTaHDFcF1Jtmu2/obLVJCdLBAQiFwnyswBwAMFCzQWIZnwMHcXmiM8PSfe9eD9GeSApCN4fPrtlm3pL/yE55jf7Fh/bibIljg7//Ce/HQRa3vpTZhm8f1LFEIwxT6rawBkkXXe4lNj7//zHKsTKeRipvYaxuyBwu0W3oyP8Y5ukmwCmvMLXIdbTrXhqSjpMYMjajXwuEULNAY/8dLbz7yzxfAXXfPYIc+B4Wgc1eJkdfZPEPi++w1PcTwmRDYOg6kCzEUkWpTsEBGzrkNAP8PgC/H0UCB+TABn/ArKO/90wB+FsfDCxyAT3fO3Rj6e4qIiEgG9EZThARrcjplF3zqsYRxenP1z4pNBZwV06S9KXUO2AW3uLEdKblbuQIiIlK0b3/TSxJ/3xQsMFGwQC2MC9g0Yt/D0ngu1TEynEu6m0CPbRBU4XHjWAJw2InWhg1s0+eS0vLe00WV++QaxZHXen7y42LwgYI2c0AGCwzni/RVCRYHHWxVwP1nwt9Nek2bXDNvJPZaX0DIhIhExjb4J00SNkwXxkDT6xrL8Aw4PBIswD0/pGkivOOhy/RnkgKQNRloh7sXfPktp+wvtgQLuPXF/jvDCf75r37A8omaiWze1VT6gnRnc+DS23IZ1xZ1bFSTIYTihLM/z374iUihWOy1DToGoyHXyqoQLNAh19F0bDWEZR9vFjQ6NdQbK1igFi56Llig5TxOL5mx+wO//2H8/gcfx9MDNTg3ClnLskmG2Fs5TNFP8fx9hOU8GoNhrYEdeigi1aNggex+BsCbDv//rFzBzf3z/O/N/9oDcGXhdVn95Nz/dwv//zMDfQ8REREJgd5oirBgRj4kpkm5lzgG49VpnOzD+6yYxqeshHfOYYec5rHtBnAFpIiKiIjEdvstpxN/f34KVlp+qAaLWmAncIYoUGU3nqZjesKSVIil4b+zYZg8rGCBxjFMhaTPT5awFcvnktJ64MKuIVjAMCEnw2urUPRZO2SR9HwRq1OwQBzkdJgimsmnCWudbccGC6ggeq0OeSwoEEikfoY73NcnNXH1+YmxGCpYoLEMz4Dza7W7nnvu3HTrv1+0ZkEJq8BggRP9DO9l+Bxpazn+5CNPxZuiXTdZAu8kP87RgUXbyPCM4j09fTnKIBnh9flgqyzHyjvvu2B+7UpkvSEAjLyOwSjItbINV/7GvLbj6vymc21I/a6Os9oyNKJee4Yjr5kAtD5bExfAr/ucc8nrPu998BK+7sffhTd93x/i4Uth9x30ZFRiZC1LmpDIEHqWPoqyBAsY6jJ6Fbh/EZFsFCyQgXPuuwB8AY6HB2Dh9/YB/BSAbwTwUgCb3vsTAP5e4I/0FgBPLHz/mc8K/L1EREQkC3ITO8omZJt7TzaVVsL5of99z8o/75EJiAM/CxZI9/XOATueLBgFsBmh8F5TAUVEmittIE5sL7zpBF733LPHft+jhYHn7q+evKjJVrXAFje37VOWr7E04rIBCFIdlmYtS7DAUMECjWOZNs2enywb6WpQrJX3PXQ5VePOvD1vDxbYI6eVAsCGpjHkjyySHqmBIz46kKgcIWpddk07YDNZbZlCJsrxPC8igQzJhuqkEAHDxNiyXFukAOQz4MS7I8FTu2x4epaGUykXsjEcrXD3gpn2M0xTBNPVCzw9GOMjTyoYIxUyqHesxt3ikNNMMzUdGSYvT3RslAMZQAEAW85+T/Ddv/4B82tXshyDCreIg9wL6VcgvLZNDhAa+4M2pOffuI0Tfa3P1pZpHy9LsICOpTq46PlggbNYHSj56OV9/P4Hn1j5NVIj5J7URsI9vouQRG4Koy9NsAD/Odihh157QSKVo2ABI+fcKwB8F44GCODwn/3hP+8A+G4Az/Xef5X3/ke993d776NU8fqDFenfmvsss8/jAHxmjO8pIiIiRuzUrRgbTeTGeFLKfUn6+2rv9z+0ekGsRz68z4IqtnrpjquDG1u+8D5G4Y0WHkREhBHjXqXVcvi3X/aqxD8bkBNwn7qkYIFaYCdfdezNkNffI8MGvtQP21zR7gOtFl1wiZGCBRrHct5gz086nzXe9/7Wh+jG/X3yngsATm0erIOx92sA0HflL/qsFe8zTYYMXyYkAIAueb4uoPkz6fGvw06PCdhMVlvssQBvm+JzKELtn4hkxQYLJIUIsIE1gIIFmox8Bjy4579+Adkl9zg33RCObKqSkmIbmSzTWJd48GKGc5bhcyTVcizzux98nH7/RiID78Zq3C0OGVi0naFZ3DItXsdGSbTaQIcLyjuRoeZpfxTpXoLdkwQwyngMqk5rCfJ4qkJ4LTt0ahZa8YpbTsf4OFIWloEHChZovAuGYIFzbnWwAAA4XZOagww43iJD7K3YRnsAtvNoDKYQw/Lfv4hINgoWsPuPwLUqlflQgdk/3wHgdd77f+y9P5/j5/q9uf8/v83+XOfcbTl+DhEREVmFLI6NMnWLfEjsOj71WLLbH63/784+vA9xUCD7ua94Vqqvd87R0zyAbOndIiIiZfb8G5OLlNgmt/ZUjZG1MCF/ju0Am0amDXzdm9UW+7OdNYPR02YVLNA4lvMGe37S+azxplOPTXJS3J4hHOCrXv9cAMC+51/Lfj7JyFBsOPJzwQLqQo6DbQCdjq5N+DyzZW/Wn07TFwomBct12KZAFa6uRxbOA8nTgkSkwgZssEDCdFj2eRRQsECT0cECR+899jy/x7lZgYmykgJZk4H29XvBrKHFl3YzHENt/v6ZCRaQlMjm3fnGXafIu3yRwQJbWQZkFNDULQH1E+5LV8h0rMRiCrfQWkcUZPBivwL3ly1yHW1y2Ib09Z/y/BgfR8qi1ebXTCcKFmi6i+CDBc46cr0pBa/78uoi7/HzWsfZsITRW9ZBYzAMfMgSGm3RbavFWSRv+ltn4Jz7ZACfhoMggflQgdn/fzOAT/Te313Ax3vbij97eW6fQkRERFYjF/qjbDS1uUU4NpVWwnj/w+snGbPBArOCmlvOpFuwaDlgx1B0kyW9e5kYk6dFRERC2fdcwV9nWv4CAklhTP4cQ6RRmyZ8l7AASsIYkT/bWTNYl9uMxVDBAo1jChYgz0+W8xnbGCCl5sEXYQxSBAssFvG/7Fmn0HLAPvgGjY0KFH3WiuHv+Hwo60ZH299RmO4/DxpA/95nf4z5206JxcCkr6TXtMk180YiC+eBbFP51JQlUkLDHe7rkwqBFSwgDPLZdDFYYAf8Wtx2GRsJhcc2ABum90Vh+Bxdl77Y/7//8X2485H1NQiNRzbCqXG3QEkhRitsrxmQ4Vc9hxoaJMemei89B0VBHisnXAnvPw3hFmO1isRBBi+aGhFTClVKx66jzYIFXnXbmUCfQEqLHZwwq5+YGuqNnQJ56uCC54MFzuFqhE8ilUWuHW7mtI7D1uoDCFMjFkKHX2sw/ftmoGABkfzpb53Ntyz88yxUwAP4EIAv8d4XssPgvf8IgEtzn2veS/P9NCIiIrLUhN2EjLBg1uIKqZNS7tXjHV+aoVx9ZwsWSLsX6eCwC75gNEZ6t445EREps31yem5nqqmNtTAhf46GiVPHmCZ863irrTFZ3DZrBuuRk4dHChZoHMt5gw4WsJzP1OBRN2zj/p5ff9y85jlnjvzzZq+Nz/zYm+n7NSBbQ6wYGIIF5tdOOyo6iaNL3jcA1xpAX3nrafO3nWRMGW2zwQKaiLUeWTgPxC2eF5ECDMkJcv2EYnJLsAD77Cv1QT6bDhbCX/cMwQKbTutotcA2AJP1E6tkuo01BAswUwSfuDrA5//gH+E7f+UO7AzynT5YKWTzrqbSF4icZrqujmVljY4hWGBkCp1QZUwUbAhFGYOGDE26UWoOhQ5erEJ4bYs890zUhtQcbDPqbB+PvW66FtDScVUHV7CFieeCks66/IMFVgZKSbHIIRmbOe1B9C3Xc0twdwyGz9FL0Ztw75PkWrGIlIruvEjOuW0AfwnXV27m7yY8gK/03hcd6XoXktvEFCwgIiJSFmSBrG2jaQ1yQ7qbUIT52JUSbqI0EFMoABwvqFnHOeBpzy8qrEt6t9BinoiIlNniNKx1ul4FqrXANr+xif5JTBNjde9eWyPyZztrBmMbORQs0DyW8wYdLKDzWdN5zxdVrgsH6HdaeHXClKTv/qJXYHtzEyPPFdMuNsRqZSIyMpAVAIaaDBmfYUr9LFjgY591yvxtp9P0X5u0bpi0pr1SwGay2jIcC1mK550GdYqUy3TCPxsmNfsZQkpm1xVpIPIZcHGNdtewx7kFrdvWAr1uW5J7QUOwQNKQiHV+8u0P4K/+yNsxmhA33U0y5YIF1LhbIDpYIMM53jAtXo23JdIngwUi1DxlRp6bAGCsdbM4yL2NmBN/Qy2ddMh1NF37GoTdy5sNZqCDvnS+qguPFi4iIWhyhXMFBAtIiZFDMvJaxzHtdZQlWMAUYrj+/uW9D10yfBgRKQutWPA+FcDsKuXm/tcD+Fnv/XsL+VRH3bPk91+c66cQERGR5ciF/ijp5m1uIa6TsBn93b/2gVCfRpZIUzjJbj5Yiq0tE/1iboqIiIiUEXu97E1VoFoLY3LjiE30T3wPy4RvHW+1xU5tnDWDkSnvGCpYoHHY0AqAPz/pfCYANslij70191yvvu1M4tT6m09t4Ie/6uMwdNy1uArTpGqFbf7B9VDWT/+Ym0J/GpnpckVcAK41gLYzdIZPiZDRpK9sOzZYQMWraxmagXUeFamR4Q7/mqTJsK0WH7yosLvmIp8Bh4vBAuCfO9dNs5aKYBuAGxYsAAB3PHwZ//cffMT02lqbTgHPBS6oubJA5BT6Lbf6uvLE1RXXAFNTt46N0iCPle0y3g8Ywi3YkFVJiWwSvKEfL8gnVBBumwwWmKoNqTnY+9OxMVjA6XxVJxc9FyxwFvkHCzil2pYXOSRjI6dggb4z1MSXJVjAUJeRpgfg5975kOXTiEhJ6I6e9ykr/uzf5fYpVns04fccgBvy/iAiIiKyBLnQP/IRChrJ6UtJm9GD8VQT5CNL8583TSrgvMWCmnVazhmDBcIXjOpwExFpsvJfBPY9d73sejVG1sKE/DmyhfNJLJP9NOG7vtjm79nxQ6a8Y7SrG/KmYc8b7T4/Vtiyka7zWe1skEUYq+652i2H7/z8ly3980964Q3Y3OKKiNUQmzNLsMDh2um5rQABTpLMcr4+bADNUps3Ye49Er60SxZEs2G8jdTljwWdR0VqxBQssCTUjiwQNgWfST2Qz4CDxWABz1+71jWdSkXQwQIleZ7IMVgAAP7Tm+/BYEzeN9edoXk8Sk2PpEMG4a1rFn/7vU8t/8MJ/3fNdmyoyS2KZfelS2yDDHXOA9ukC2CicIs4yPWRG/pTfMMbn59pnSy2NthQHbUhNQa7NnwtWEChr012AVywwDlXQLBA7t9RUiOHZPTcJHF4YmimYXulCRbgP0cvxX/Tt616fhKR0tMdPe/2uf8/X57wuPf+PXl/mCWeXPjn2ec8lfcHERERkSXITewoCdbkhnR3yXSn+5/ShJCiscECs4KatJsVzh0vwknDlM64xmAcL8FZREQkKzaIp+vVXFELY/LnGKJA1dSIq4Lo2hqTxW2zYie2iQNeDd1Nw543LOcmQzK+zmf14uHpKRKr7rm+/U0vwe23nl75+hY75cLpni1XlslrUMFhdPR9A4LcN0yn2UKN2ElrbBhvIxlCznQeFamR4dP8a/pLCsnpYIESNnZJPshnwIFfCBYA/9y5VcYJxcJjm8PnGpl8kUHHbf6etOfsDRTD8RR3P2Y4v9eZ4blUU+kLRDaLH5zjl/8dX1kDZQid0LFRIn0ubHS7jEFDhmCBkY7BOMj1ETfewz/6/Jfhl775DZE+UFYebcfd/0zVhtQcHbK+4VqwAHnOaul8VScXPRcscBb5BwtIiRn2pDYXAo5jBEeYQpQNYc1RGGrVYvQAiEi56I6e9wIcXVVyh//8v4v5OImWrWxxd2ciIiISD7kRGaU4lpy+1FlShPkHdz0R4tPIEmma/9mH96HnihEcgAE5gRkwpjOu8c77LgR/TxERqS+fc770gAwW6EzVXFEL7FRdduM98T0MjbgqwK8vdmrjbIITmfIOABgqWK5R2IZQy7nJFJSiBo+6YYswlgUL/Pjf+AT8zc940fo3IAs4NGk7Z+y9FeYKpDVeJh5yAiQAYJT9voHJFUhq/lq2pr2UpmKtZyjo03lUpEYswQLLmv3oYAE9jzbWhAwWQPZggU0y/ExKin22CBEIG4Lhc3TZ+94Fv/yehzO9vnbUPF4tPa5ZvOOmK2tZ3nL34ly3OaYwRB0bpUEeK6dbJVyHVvBJebBNgod7ea95ztkIHya7NvhBP2PfxhtffGOETyOlw+7lTazBAlqbrZMLnrvunnP5BwsUGCcn6/T4Pak81nJMNfGWeogYDJ+DHXooItWjYAHezUt+/8FcP8Vqy1bFFSwgIiJSFuRGZJxgAXKiLuwp9xJXj/zZLBbUrOOco18DxCkYfeiiCsdERKS82Otl16tAtRbI4ma0DY23i0yNuDreamtMhkbMjh/DZqwaORqGPW9Y0vYtYQQ6n9VKazpBz3ENEHv++HHzY1/zOnzaS25K9wbkdVQNsTkzBQuo4DA6yzmeDT9KMCGSBXzCl9INVmQYbyOZggVUfCZSGwNLsMCSQnJywqcCxhqMfAZcDH/d9fx9TCknFAtvQtY3tPn98GWSQq/Sfw5LsEC2Wo4/+cj5TK+vHfbYwdHm8TTDIySgZSFGK2xh+X3Fex+6vPyFhmnxEzV1lwcZLND3+3CGZuuoCgg+SVpvEdgaraclO57m0OGcODi/felrb43waaR02PqGsYIFBLhItq6dcrvoqEZdZgxh15s5rOWwQwAB2OohYjAMwYkxXFBEykXBArxlq1ArYipzt2z1Q0uWIiIiZUEmCEdJD26RjW8ZU+4lHvbhfUgWW7fc8mmAq8RYVGhrF15EpLkqULSw78ngJgUL1MOYbH4zbNYcfw9LI64K8GuLbdqbNQYWNHlYKoQ9b1hCT3Q+a7y+oWl/PyHMqdcm1s7I85+CBXJmKNJXsEAOTPcNZPhRgku76f/+JRW6t9k1bRWvrme43m9kKOhzWg8WKZfhDv+aZQ1cbFCJnkebi3wGXAx/3QX/3Lm5ouFUKoQNLQsYLJCJ4XNoSERgCryrFkOwwKoAmZUBd4Y1C02LL5E+FywAAFs5TL6lGIJPdAxGYtkPYcPqc9QyhGhM4PDKW09H+DRSOuxe3rVgAa3NNtkFz8/EPQtDoKXUk2FPKo/7NtOeMRuuGothCE5PwQIitadgAd6yldsy7WCdW/L72as3REREJDvv6QThKJuQ5PQlbUaXF/vwzk5Tds5hiA6mnivi3HARCu9VSCoiIiXGBvH0puUtHhACWwRimDh1jKVYRRO+62tMLvvONi4VLCDrsOcNS0iAYQNb57N66RuKPPYSGoOo5QJy8nqU9Q1ZztDAMQvRdMpYj8d0/5l9a/qtH84yOdWj59ji1ZI0k5UZ2wgMBbSI1MrQUOC9rIGLDhZQo3djkc+AA3/0ep70/LBO6ZoIxYad6lyWe0HD+nFPtRxhFTARXDIwBAtsWs/z5BAZABjp2CiPZYFXK/zjN90W4YNkYAi3mKhVJA7D+kiIEM4kkykfCjDvo+d30DEFC7TxjFOGNUOpHnb/b7bGz56zWrpm1slFS7CAu7ryz10VJtJIGIZalsV7/P1x+GGKpmF7lhqKGAyfo++01iBSd3pa5C2rnLwh10+x2tklv68IJxERkTKwTN3yERbNyA3pzpLpTlqqiWtdOXQbE3Qct7g/PCyo4UqtHR1IYFpEWaOl+nARESmxpOm5q3T9MHmsplTHdAJ4stDC0kS7SBO+ZR7bXDFrqLUUPQ0VLNAodGiFoYCs3eEnkOh8Vit9Q7MpG+Z0DDkZYnPhM+r2LTLLZMgYa6dylCmQ6OA6kmXi/N2Pry4knOcXVqpblpVrTcVaz3C9zxIsoOVgkZKxBAssa/ajgwX0PNpY5DPg4n7mEB36fnHVJGupELYBeL5+osjnvjYfcJB1SESWe/ZaMkwEH3k9SxTG0Cy+DeP6oiV0QsdGeRiOlTfcZt/Tu7wXYcIreQwOfRt6so7EFMIZZ2/j/NVsgY6/ccejaJmCBVo6upqCDb6aHet0sICumXVyAXywwLk1wQLSID1DsMDCWs69T+6E+jTX2IIFShLC4xzGrvgeABEpFwUL8JZdXc7l+ilWe+7CP8+e2x7N+4OIiIhIAktxLCIsmpGJ+x12upPkomd4cB+STY8zbLBAjElUL33mqeDvKSIiVVH+Dq59z22otjA1hU5JiVimZncyNkMCxmIVFUTX0nQKTNip8ofNG4ZJTmrkaBj2vGHdFGdfp/NZrWwYJsQNyHuuY7rcMWcJP5AMDNP/xjHWTuUo8u8NgCBT2Jj+psXQD1NzVVvH0lqGcKqNDMVn9z8VvvhPRDIYWIIFljRw0cECcaZ7SgWQz4DH90Ed9sA1BW5aG06lXOhggXD3gpkC6VptwHFhGF1NEQzL0jyuqfTFMTQdbTnjed4SOqFjozz6fLCAG9mfSd/50Qvm1y5FXtu0ZhaRJby7pM80dzx0eenAqVXGaKOlcKJmoPfxDvdUFCzQaBc9HyxwFmGDBdY9lnkliZeX4Tq7GBQ/jfDz3XDknnGrU6p9p3GL22O39CeISLUoWID3MJLj+56f9wdZ4Q04fh/kATxQwGcRERGRRabi2AgbTeTDai9jyr3EYfm5sAEB1tfFSCt81umSpDeKiIgkMF1jS1pAICmxDd0A0LZPN7n+Hl3QE0Y04bueLD/XWWOgafKwggUahT2+OsbzG/s6nc9qZXeHb07bQ8ZggQ5XjEIXiUg2GUJZVccaEfn3BkCQZ51OK305w+LmeNswaU3Fqym0u3SjW5bz6I+/7X5MpirwFCmNoaGxammwAPlMqueA5iJ/9klrtLtksMCWIQBNSoh9tmAnscZEfhbVcgRmqOlR83iBDAG629YAGUNYuEInSmTZfekK7ZEhWCsm8hgcB2gT+asff1vm96gly35IrGeajGuiv3XnY6Z1tClaWo9tCnZwwuxYn5KBFVqbrZUL4IMFzrmwwQJSYV3+Hn9xLSdGbgRdE28dzBDJxHHnc/bfV1kdItWjYAHeRxf+2ePgkexTCvgsxzjnXgHg7OwfF/74rpw/joiIiCQxbEIOYyQIk5vRnSWb0VofLpaled96PLFTmFV4LyIiRfM536nsW5rcVBRdbWPD/U7bFvJ0hHOGyQA61mrJ8nOdNQZaggWGChZoFHIqpHljnD6fqcGjThanR6RhuueaR05e3zB8RsmgLGunclS7wzdaBQgkevmzT5lfu2w9e6VWgHv1JiCnBWU9j/7k2+/P9HoRCWhIFni3e8sbENjnAAXdNdN0QjfQDfzx6/mO5463TafnzsqbTgHPNjKFuxfM3GRH3nt3FSwQ1rQkw0IkHUOz+JY5WIA/NiY6Nspj4zT9ktbgivnbff1PvAv/4Bffh8u7AYey0MEC2Y+/z3jpMzK/Ry1ZQjhj7dUGaOKz3EuM0FawQFOwz++z4QxsIE9L18w6uej5YIHTKFmgjxSH3IMAgI2FtZwYPe59dq/DOpghkgm57tGLMFxQRMpFwQK8O+f+//zj0A3OuZfl/WESfO6KP3tnbp9CRERElivLJiT5gNhB8sa7AuaK1XP88TSb1OHI1X12CrMl9GAdHW8iIs3lS3YV+Buf/Pxjv2dqcgswxVMKZJioG2zjiJ7wrYLoWrKcQ2YNtT1DsMDIMJ1SqostcjMHC7DnMwWl1IkllHCPDD48hgxW2VDRRL40GbK82ILpAOfrZ51J/z0XJ6F0l6xnrxQiBKwJyGt+1mCBN9/1RKbXi0hAQ/KZcNUEYTbsTmtozWRYz0raz9wD99yZZpL1eMJPdZUcGWoy0A4XWDbNup1B3pf2FCwQ1sQylV6Bd4VZdb+xxLY1QEZrFtVmCBZoDy5n+pY/884H8dk/8If4s/svZHqfa8hjMMS56SU3842hjUCG1wIARuXd2+g4fh1t7NtwGknVDGzg7NgaLKD7qTrZwQamnjtHbOUc8sfWT0uODPf4Wzh6/EwXN40C2GDr9S1BRBGNHXc+7zmtNYjUnYIFeH+84s++NrdPkcA51wbwLVjeb/W2HD+OiIiILGPYaIoSLEBujGszuhjr1q4szftJkzrSYJsl6XRGERGRCnnNc84c+719S5ObmiOrzRIs0A4ULMAmdOtYqyfLz3W2eck2cQBq5GgatoHDHCxAvk5BKbWyCf7naQpzmmdqiC1XyFWtGe6vRv5gnVMlYJGx958BJktzhV9Hv7YNQ7OfpmKlQ95HvviGbEXBdzx0GT5CEaCIGAzIyXG9FU1IbCPOaO94iozUn2HdIylYYJcMFkjTzJC5cVziMtRk0A1TMZGfxTJlWFYwBFPMN4/r2TRnpqYj434J2yAJW72Xetwi2ThDv6Q1uJL52z5+ZYC/9VPvwdX9AOGl5DEYItii21arSSJLo+A40h5bgHOG5V5ihA5aOl81g2Ufz3sFCzScR4t+Fk8T8icNwe5H4XiwQIytXbomPtTgmUAmLbYHQOH7InWnpz3e24BrVxw/978OwDc6504V8qkOfBmA5xz+f4frnwsA3u29f6yQTyUiIiJHGTaxhz7Cohm5Gd2xTHiS6CwP7sOEgpo0kgpxVokx0U8FpCIiUhaf/KIbj/3ewNLkpmbvarM0t3YCFajSE77ViFtLlkb/WfOGJVhgmL1BUCqEPb6sG+P0+UzXzjqxrB2w00aPIZvYWs6rcCJPlmABTYbMB90AGuB8nWEp0NRc1bKtmzYOeSzc2M820fmpnSEGY02FFimF4Q739asa/egCYa+1jSYy/MyT1mj3PPcMkSYAzSt8rNwsgbBz94JZf7qZt7Tb3H1pN+MUwd2hggmOsAwL8QopK0w3+zTT1AzHRojGbglkgy/v371yIci3fuTyPv7979yd/Y3IJt2JV5tINOw6GRBmrSySrqEudIS2pn03Bb3/5w+umVPyuFKwQO3sgjtXmu/RpH4MAT4bCyGRMVZt6P1i62CGSMZksEBP++MitacnRpL3fgfAb+J6w/78E9EJAP849w8F4DDQ4LuRfP3zAH4p308kIiIiSxnSzccximPJIsmOm8JZpjxJVD1DgSwbEDDDTmHuO0PBhoiISEW0EzbJTdNzS1xAIClMDBuboSZf0ZMBNGm+lizBArNN2E6PL9AIMHlYKoRt4LBujFsmnUhtLBZ5pGEKc5pnKEY5OoFCDURRqUi/vNhQIst9ygKmYW+xeavtDGvZKl5Nh7x2P2NT+woitTG8yn19/8TyP7OE3Wlto3kMwXIDf3wfdIdsZkgzJVFZ6CVnmCrONvOvkjl4gmzeMoVqzbn/Ka35HZHTVHoJpNOj65+2nHFvznJsGAbJ6BoTSbvLB1EMLgf79m++64nsb0KumymMMyLDGnOZQ5MtA6fGaKOlXIFmsNQ3TAaGYAHdT9XNDhnyt229R5P6abXoa20ewRQbIGviLUFEEU0c99yk4H2R+lOwgM1PJvyex0HIwLc55z4v588DAD8G4AWH/9/haFXTGMB/z/sDiYiIyBKmqVsRFs3a/OZBUjqtNrSKZXlwHxo3jthAAsvUQRERkcpI2CQ3hfeoILraxoYgpXbGKcsz9IRvNeLWkuUcMr95STcIqsi4UdgiN3piifF1Op/VCl2AAWCPDD48xlDEoTWOHBlCWWdF0hqQFVkBwVZToh99cZna1FwVsJms1sgp49tuhC997a2RPoyI5Gq4w319b0XjliWYLEBojVSM4fkvaY12D9xz56YhAE1KxlCTUap7QbJ5yzKMYNE3/sS78K77wkzmrjxT4J2adwu16p4jQZoAmUSmQTIq0y+VjdPUl9/YCXf/ef9Tu7i0m3FAC3kMKvQkIst+SImDBSzraCN04LQg2wyW5/fxkA/kUehr7eySIX9b1ns0qaceV8uyadhzZvUd+TxgHcwQybjF3b/02H9fEakcrVjY/AqAew7//yxQYPb/WwB+wjn32rw+jHPuHwH4koXPAlwPGPgl7/2jeX0eERERWWNiW4gNzpAkakmnlbgsD+6zSR3s0j7bLNmPsFCjHAsRkQYrWZpR0h75vqXJbaSNsUqzFKh2MjZDXnsftrFLx1otWc4h88nubLDAUMECjTEZA55cAyCbDK/R+azRLEUe+zh+LaXWOAzTcTdc/GIUOWQKZVXBYS4KuG9gngL9wjNjG0QqwYymYqVjuHZ/06e9YP3XiUj5DZ7mvr53YvmfGe7JFCzQQIbnv6SA9V1ySmIeU+4kMkNjuGkS6xKZtzPIkANTqNaC3/nA4/iy//w2/Itf+wDGE8O9dJ2Ymsf1LFGoVfccCbas03AN9V6WY0N9uhGRwQLd0dWg3/5tH3kq2xuQx6DOTRFZ9kNK/DyTNGxqHa3JNoilvmG8r2ABwQ4ZLLBtvUczWtxTkJIh1w7zCImkBwFaBzNEMnFsD4CCBUTqTndfBt77qXPuXwH4MVyvZ5g18XsANwD4A+fcl3vvfyvW53DOtQF8L4C/g6N1FfP/fwzgn8b6DCIiImJQluLYFp+430nYkNaGVmyr/wP3DA/uQ8s0ZSQX7q9CpzOKiEg5jfaB9/4U8NgdwOWHgXPPB57zeuBjPj9cg3QkeW8BsddKAEGmeEqBJoaNqXagjSNN+BbAdg6Zn9RNprxjpGCBxrA071s3xnU+a7SNQMEC1H2fYTqE5XOKUYbJkI6O0RQKWzAd4FknS2GfpSDasmbeSOyxMNpHu5Xt76dqPEVKYrjDff3KYIF6NeJIJIbnv0HC8wLbzJBmSqKuTSXHNjEB5boXJEMOQgQLAAfH9X/9o4/ippN9fNOnvTDIe1aS4bk0KdREctTbpr582xogYwqd0LFRKmSwQGv/cqQPYkRe3xQsEJFpgnt5Q5M7zhCc4nV8NYbleJ8MFCwg2PHhn8WlQdhggYV7/Bg7hvSwvY5xMEMk4xa31tALtNYgIuWluy8j7/1/d859A4DX46BeyeFouMAJAL/mnPvvAP6R9/7xkN/fOfdJAH4QwGvnvu/8tW/2e//Ze39XyO8tIiIiGZUl3ZxMuQeAnqUYUzJaXZViSQS0BgsMPJtWqKJ7EZHK++CvAb/xHcDVR47+/jt+GHjGy4Ev+iHg2a8p5rMVLGkDYt9yjVVzZLWNDfc7hvvwRJrwLcBB+AtrfvOSnRCpYIHmsFyfLIVFltfpfFYrm467lg59G5Os62SGJrbFYhSJiAxlnXiHKVqRPowcQTeTBwgWyPC1bctadqh79bqjr917mYMFRKQkhuTE1r6CBSQjQ6jnIGGNds9zgXY9N0EH45XNoD73WFuhGIY9zN8LFh4cwQYLuLB1HN/3u3fjTS+7GS+8iZsCXxuGYAE17xaMDBYwN62ZwhB1bJQKGSyAQdhggcyXF7LmUOemiEzPM+Xd27AEdEYZlCXlRN6bAjjYZ5ySx1VL56y64UP+Vq8BaIW5Ychr7brjJwS6Xt86mCGSiWODBTRcUKTuVGWRzTcAmFVSzp733dw/twB8LYC7nXP/yTn3xizfzDl32jn3lc65NwP4IySHCvi5//0IgH+Y5XuKiIhIBJaNphgJr4YiyU5C+lzhm+oNZ0kETCqoSfc6blHBEnqwjo43EZEcffj3gJ//68dDBWaeuBP4sc8DnixvnuEbXnhDtPd27viW1b43bKiqILraDMXNwTaONOFbANsk4O7cBj4bLMBOp5Tqshxb1vObzmeNxoYS7iP5eKGKiQwhGBsqnMgP2QCkAtYc0YFEAYIFiMXAxS/tWIIFVLyaDh0ysY/bzpLHzwI1b4qUgPf8M+GqJj9TI47C7hrH8PyXFJS+u+Q5YpV1Benasyw5Q01GyJCp6TTjAUJ+ltBTBIfjKX7nzqBztKrFMixEU5uLRQYLbDtjcy/bIAk1dpcOGSzg9sMGC2Q24c73Ov4iavdAt7ha9l1SCNFo2zXcSyg4pUEsweLjATAlj6uW1vrrZtdzx475Hm2p1WfIpLovKRHyHn+DDLOf8d7jl9/zUKqv7Ts2WMA4mCGScYscLsj++4pI5ejuKwPv/Qecc98A4Kdw0Mg/a/B3C/98EsA3A/hm59wTAN4D4AMAnrnsvZ1zfwPABoBnAHgegFcBeDlw7SlsPkhgMVTAAdgH8JXee1V6ioiIlI0pwTrCbRv5gAgAHTcJEJ8snNWLV5YH96E/OJ7YdTE2WGCDbA4QEZES2b8C/PzXrN/oG+8BP/+1wP/nD0s52fGlzzoV7b2TLqOm8B5NXa42U4FqqGABTfgW2KabdOaaN3r5NwhKRVia960b4zqfNdomOT1in1ybSGRoYttwQ62J5YUskB7OrZuqBiwy9r4hQCAR07C3+KWWSWuWNfNGoq/de2i19BdUpPIsTQG9k8v/rGMIFtCzQPMYfuZJa7S75JRE4OBZ5QqWF7GPJlP6PSVHpnXbAM+bh26/lZyIvYj8LJZmwHXe/3DJmmnzlLGmRw1KBeidoL7cPM3UEjqhxttyIYMFEDhYIHMwEXkMKvQkIucO1keYsIAShyZbAjp1fmsQS7C4ggUEwA75LL4FrfvIHHI/99jxk+Kx7PLeCH/3596L3/tgumA9uia+W7JgAcedz3sK3hepPd19ZeS9/xnn3HMAfA+WhwsA1y9LNwP4nMNfWPiz+f/9LwvfavGytvi+8/88AfB/eu/fxf77iIiISA7KstFk2BgPnXQv2Vke3NmAgJl9slmy5yZoYYopWqbvl0xV/CIiubjj54Hh1XRf+8SdwANvB57/xrifyeBlMYMFEjYgTI1uatKtNlPjbaACVU34FsA23WR+85KePKzpkI1hadixFBZZXqfzWa2w0yP2fIDrqCEEY75QRJNJI5twx0SUQFZJRt83ZH/WyfLXre0swQI6nlKhj4XsBaE694qUgCUwZtVkMUPYk55JG8jw/JcYLOD559Vtt7/yZuQn3nY/vvUzX0y/r+TEUJMR8l7wlbeeyfYGZJBzjGCBX7/jUfxQ8HetCLYJDmquLBwZhLeuaW00maLbTqhzIUMnxr6FMLPEJRg2WGD4NNqYYFKWv+Pk+Unnpsi6ZLBApLqAEEsmloBOrcs2iGX/b6JgAQF2wR0729jH0bm70mjkPsTmQtN/mqPon//qB1KHCgBAn63Xtw5miGRChmvT/74iUjkhO3way3v/bwD8w/nfOvzfWcDA7PcWgwdWXatcwtclvcfi9xsD+Drv/S8b/3VEREQkNrI4Fjg6eSuYNv+elnRayWY4Xj3twvLgbj2eBobi/T6b0CgiIuXw/l/ivv6e343zOeZYNsRjDoVxCcs6pmABTVqrtomhuTXU5Ct2sp+OtXqyNGnNHzsKFpBlTMECxo3xNhsssK/uwhpZLPJYx3S/tYg990HrG7lSsEB5sQ2g4z1gmm2S75Q43/uFr7UURLMNXI3FTtkZ72W+duvKL1ICaUNI5/VXTA82BQtobaNxDM+mSQHrbDMDAGyumWb9fb97N/2ekiNDTUawdVsA7VbGzQnys8QIFmg0snkcUPNu4VaFGSXYcquvL++870LyH7DT4nVclA8bLADgJMLti/isT7fk+WmkYzCukuzVLq6JWVjuJXR8NQi7jwcchMRNyfVZBQvUzo7n1pHbzquRWa5jgwUcV7/1B3c9gV9890PUa5oXLKC1BpG6U7BAIN777wXwVwDM4uRmAQDA6oCApW+Z8Gv+vea/bvb7TwP4Iu/9T5j/RURERCS+SbZ08+/6iy8L8znIB0RAG9JF+P41RSk9w0Ja0qSOdZ55agP7htdpoU9EpIKmE+CR93CveeJDcT7LPMN+eN4Z1h4tDDy52alm72obF1igqgnfAnCTUICD58D5kDm2kWOoYIHGsJwzrBvj9Ou8qcBbymmDbNjfCxIswB+rG07BArlhp//NrZvGDBYT2BpAMz7vZKmLbluCBVoqiE6FLZz3U1tzn4iUy3CHf82qJj9TsICeSRvHEizgj+9n7hmCBbbWBAtIyRlqMuZDprI2fmZ+NiHXkHtOdRxBkc3jgJorC9dbEWaUYHvNOf49D1xK/gPy3GINQ9TyRkSbZ+iXnHLluQcdjrhn67ECOeNi15lH5J5ejjqOX0cbs3URUl0dy4CNATAl71G1Nls7u+D347aRXw1ViGAWiahHBguQ6zi/9f7HqK9vY4Iue70sWbDA2HHrY303AlOweXFX+0AiVaNggYC8978A4OMAvB3HQwRmHI4HDSRZ/LqkQIH5UIE/BfAa7/1vZPu3EBERkegMBXSjuYXYV97KpycnMjQ0maY8idn+aII/XZaEfqhvKBIYGjaONrqtxAkfa18XeKKf1vJERHJw/sPAiCwUvv9P4nyWjHzE0ptlhYH09VKT1qrN0hzDBgIsfR92SqgmfNcSew5ZbNwgJzmpiaNBLI2g5mABy6QTXT/rgm3Yt6xNHMM2xALYDLy+ISuQ91dDFbDmh5wOAyBzwTRz97p4q2tayzaE8TaSIaClzMXzIpLS4Gn+Nb2Ty//MFCygc0njGELvBgn7oOyURADYXjPNWkrOsm7bLtG9IPlZehoQEZZpWIieTQtFrnNvuQFamC7983/723cl/wEZOjFW4ET5bPA1d6dgCNhaYndgq7ubTj1+4m334aHzV6jXjdUmEhe7zhxpXyPE9q9l2JTOcQ1i2f+bKFhAgB1DsMBWjs/iqp4pOXJPig2IvOPhy9TXm4bshaoPC2Ts+HUPZr3hXfddpN9fRIqlJ8bAvPd3AfgUAN8I4EFcDwTwC7/ot054vQNwAcDfAvDJ3vuPZPrwIiIikg9TuvnBJuQtZzYDBgvwG5sdbUjn6gOPrt8QYhcrhr4Nb3wMSJrwsc5BYqGIiFTKI+/hXzO8Gv5zVNQA5PWSnTYu5WIqUC0oWMBPNeG7jthzyOJxwzYIDneA6fKCS6kRS/CNdWPcUpBkaC6RcmIDCfd8gOuooSE2dHCirECunVqn/4lBAZOls0wMapuCBXQ8pWK6dmcrCNX0KJESGBqCBforpgdbAmu0jtY8hutHUhjZHvjnCHbSnZSMoSajVCFT5JAISzOgrGCq6VEjXKHYAF0Yz/Nkg6S16VZPPxFZggVcuMDlt9/7lOl1P/G2+/CP/9edaHlurUON35GxeyKRgtJCnDMs9xKWwUZSUYYBZhhbggV0TNXNriXkDwr5k0Pk2uGGG8HNhYe5ZRODDt35CBfY1LfsFVv21SIaOv583iN6FN5PhjWISPEULBCBP/CjAF4M4OsBvAPXAwZmV6fFoIB1v7DwHvcB+A4AL/Te/5D35GqBiIiIFMeUbn6w0P/vvuxV6HcCLfobNsa7Trccefrldz+89muYh3bgaDENU4vpAewbpgKq8F5EpIIswQJA4yahL9t/2Pfk9dLSuCnlQTe2unBJ+5rwLQB/Dllspt04RX5DDwy0GdgIlvOFpckQ0Pms4dgi7qVrE6trQ45iJ0lB6xu5IoOQjgYLMAeC0Lp8o0b2YAHiaxfKqDuWYIEyTaktswKmjDdrxUGkpCzBAqua/No90NfuSI04UmJj/j48qcFp1xAswE66k5KxBKxaGqaWyPxkomCBYpHHz9i3oOfRgvVWhBktsWVpWiPrvdTUXUKWYAGECxZgJ+MCwP1P7eB7f+suAECHrNsbq/E7LnZ9JFJgcogwRss6ms5xDWINCJ+Sx5WCBWpnx/AsrmABuabHh5Juzu3nhg4r3iBr9QHYBzNEYglrZ4Yf/ue33Eu/v4gUS3dfEXnvRwB+DMCPOedeAuAvAvhcAB8PgF2dmAC4E8DvAfhlAH/iFcsvIiJSDcMd4AP/C/jQrwMX7wcev4N+i9nD3Ktu4zc4ljJsjCdtSOuGJJ533ndh7dcwD+1AtrRgegIz+M+3jo43EZEcPPJu2+v2LwObZ4J+lDJzS4rE6CAeTVqrtglZANLpL0+lYGnCtwD8OWSxmXbjDP899y4Bm2f510m1WM4X1o1xnc8ajW3Y31t2r8UsGLQ7BwVqxLScDadggdxMuP/WliIYMTI1k2cMFiD+ci/unJuCBVS8mo7p2q2CUJHKG+7wr1nV5OfcweSxEfG+CuhsHvL6MfAd+IQ5SzuGKYlbTsdbpZmCBUp0L0gGXilYILApGSygxsrirQozWmLLDfgCFPbY8LZjQzEVEVmCBZzhPniJDz/Bh3X97DsfxN7oYI2DPd+PjMegpMSuj0SqCwhRS9dVsICsYgoIH1B7MADCDWiQ0tg1PItvu/3cioTVjVdyXUuwwAC7ODjuXKjarEN9y16xdTBDJEPH9430tN4gUmslWg2tN+/93QC+7/AXnHMvAPBSALcBeDaAkwA2AXQBDADsAngKwAMA7gXwPu99uNhDERERyceTdwE/+9XA+bsyvc0oxkKsYWPcVIwpUfXIxv35cABmXcx7Q6MkwgcLiIhIZJMR8BgfggQA2DkfOVigXDs6y/Yf9tkgHjVGVhtboNoOmEatCd8C8E0V3YWNS0MRHfb5iTpSQZbzhXVjXOezRtskizD2faAJkt0tYHAl9ZfPByCU6660hsj7qyjrppKsiCn1xF+4Y8EC5BQ/AAoWSKuAY0FESmDAN0GtnR7c3SCDBVQ21Tjk2umykPQ9w5TELWjdttLIwDIApsEMy2RuYCA/S9+NcfC0qnbkIMip9IuBd/opFMDQdGSahqs1i+ozhC2fQrH3oHc8fH1Phq3bmyQELklA7PpIpKC0EI2xlpAiBb42iGUfb2IJFtAxVTc7MIT8We7RjJhgYymAJVhgLjws9HOZqRa+ZMECI8NwwZ4baXNcpMZ091UQ7/29OAgMEBERkbq69CDwo59FFSkvM1uI7bQCLvi3+AfEpEVkbYoWq+e4Bdih53/uMwPDazfcMOiiglJCRUQie/JD9ka9nSeBG18U9vNkVcCNCh3Eo+aKamODITrhilM14VsA8OfszkKRkyUQZv8S/xqpHsv5wtJkCOh81nB9kMECy+612Pu+zoY5WEAiIxuARv76dnfg4SOyyFDElbUBdJphLdAyaY2dDNtYpmt3toJQrQuLlMDQECzQXxcssIWDmSspaR2tecjrx7JggV1LM4PTc2elkVPFARypnyj83sMQUNvBBGOVA4dBHj9qHi+BdWFGCUxNa+SxoWneJdQ/Rb/klCOCsCJ464fPX/v/bLCAGr8jY9dHxuV9nmEDOifeYargiuawDE8YK1hAbM/iq8KfnLqbm8VQe7AZcT/XtFdcsmCBoeHeUMMFRepNd/QiIiIiMXgP/MZ3BAkVAK4nCPc6AW/fDIn7pmJMMWulqIZmH9otCwMzdKMktKggIlI5j7zH/tqdJ8N9jiSFV/IdtewqTQfxaOJytbGTrwJOvdKEbwHAN1V0FzYuDdN5sHeJf41Uj+V8YTkvWV+n81ltsAUey9Ym6DDOxfPhGhtOwQK5oaf/qdgwNwVMqffEc+DidKG2ZS1bxavpmEImyls8LyIpDQ0NVYvhdovYa0uJG3EkEjJUbrDkeWGKFvbJddtNKFig0sjnCgDlCpkyfBbLpGFZglz3V6BDCfS26ZdsWwJkptxzpvXYOLsdcC9Jjmp36CCKU8gWmhgSGyygcIvI2GbB0cG+xo0njHspS4SoomBrQnXtaxjLffJoD/TRqbXZ2tnxCvmTDAz3+PPhYaGrDE218Nb6iUiGhh6AnnoARGpNd18iIiIiMVx+ELj7N4O81cB3EGXcrmHBL2mDolwtfvWSZsoa+9C+bFLHOl/9+ufi53/zLvp1mugnIlIxZQ4WMIk3stQtuVCzQTyXr17Ff/jVD2A8neLFN5/EJ73gHF70jJMhPqLkgZ2YHTRYQBO+BXxz9WJTx+YZ/nvuX+JfI9Vjady3TCwBbOezic5ntTAZoUtOQtrzx4+zbtvhVbed5r73uia3BVrfyJGCBcqrgGZyZu15MYPAFJKr4tV0yHAWANlDgbQRIVK8EdlQ1d0G1oU/0Y04ChZoHPL6sSr0dRd9bBD7qqumJEoFFBwskHlnwjQkYgydJQOZcCENIzXuFi9j01Fq5LllbJz995rbzpheJyltnAaGT6f+8lOuuGCByfTow7CCBUqGXR85vLdNUw/IYII5l+mQAUVZBhtJBTl38PzOPJ9ZwglbOmfVzS74veOQz+I+Ys2Y5MAQdr3phtf2EkJcH+f1nWGdwRLYHdHQ0D+g4YIi9aa7ehEREZEYHv6zYG81W+T/xk99QbD3BGAqkuw6pdznKc1GAvvQPr8wwCycvPElN+J//CZfwBB6UWFvZCgIFhGR9B5+t/21O+fDfY4KWHaZZoMFzl+8jB/7449e++eWA772k5+Pv/Oml+BEX0t3pUdOLgqaRq0J3wLwTRWLRU4bZ/jvuX+Zf41UD3u+aHUOpj1ZmM5nChaoBUNj2H5CwcNLbj6JfocsOCOLPhUskCPy/mo4VyCtErHIeoZgAUsB6Rxm/XLxK9sKFoiHDGcBcHjOtxfReSULiBSPaL4CkO66wYbWKFigechnv1UNTrvYwDmkP443NSWx2th1WwBohQsWyMwQctCz3P9KsinZPO7VBFc4Q7DAtjPsl7DHhrGpu9O2BRJIShungSsPp/7yU8i2tpHFR88fvXfhp8rr/BQVG5QWaZ92MYDCoksGC+jYaqBOnwwWINcQAK3N1tAu+IDaLcs9mtRTl7/H30S8tRzTXnHIGrEAPvbWm4AHuddszIU1iEj9aPVBREREJIan7gn2VrOF2NvOBk6uM6XcazM6Ty5FOXSPTEFcNaljlRfddML02g0XtvD+A49cCfp+IiIyZzwAHr/T/vqdJ8N9lgRlW6NeFgA0IIMFFq+VUw/81z/6KL7uv78zSBGARMYWqBruwZeyJFsrWKB+2J/pYhPYBjnhGwD2LvGvkephG/fZArqsr9X5rB4MP8e9hOkmf+H2Z/Hfm2xiYyabSkbk/dVYOfr5YZs/gcwNoPujqfm17BQ/AEGn1NYaO5EPyHws/Nr7Hs30ehEJYEhOak1z3WDPJwoWaB7ymWGwYvLanueKubciFqNLDqaGgQlluhc01XJoSEQw9FR6NVcWrneCfsmWZRruhPt7NtKaRTmR+yKnHHkfHNAvvft6AILDFC3H7R0r+CQydq92vA8Enp4MHNQXZKXQClmLXRseXOW/h4IFameKFvY892yzbblHk3oy1ETNBwuEvuKahuxlqaGI4Pbn30y/RuH7IvWmYAERERGRGAJOzls1WSETw8Z4R5vRuVrWsDivR/5MhisKalbptFsri3GWMS2mrPDbdz4W9P1ERGTO43fSkzaOiBwsYBFzYqlbcqHeJzfFll0r3/HRC/ihN4cLq5JI2Pv+kMECmvAtADBiGzsWNi5bbaB/inuP/Uvc10s10aEVGdL2dT5rLG+YZL6/EOLUaTl846e+gP/mZCFH6OBEWYFs4FCRfo4swVbsvcqCDz5KhIwuVIl1YAglUPFqOothVWlkDAX6rfdrXVikcOw5Pc3kYLYxQcECzUOGTq0Kfd1JCClbxdRwKuXBBsK61sE62aGsDQhp9vlXsgQLONVyBEMGU+i5tAR6fBCeKUCG3EdVU3dJscECKC5YYDC+vrZhGQY0UvN3XCUJTabWz5ZgAzqH6OAFN/KTpKXC2ONdwQJyaAfcsZPns3iErBcJyXKP7+LVEJj2iksWLHDuND94JHQPgIiUi4IFRERERGK4eF+wt4o2dcsQLKCU+3ylqTdgH9qzBFUsFu+nETqt8M8fvBT0/UREZM4j78n2+p3zYT5HxbFBPKuulf/lrfdiEmLEgMTDFqhmabw99l6WYhUV4NfOiG3+TmgC2zjDvcfeJe7rpZrYxn1Lg+G115aj+E7y9/iFS/RrFkOc/tNXvhbdtmG7k2yQ3pifcKFKo7jIIv3hXJF+5uYdWc1yvs7YAPqOj15I/bV+of2rQzdWuSPNZLICO2EcyHws/NE9WnMQKRwbCpUqWICd8Kl1jcYhn/0Gfvna7J4nmxkiFqNLDsjAsqCBsCGolqNY5PGjqc0lwIYVAdhyhvVFMnRCx0ZJscECjg9HjYFt/AZ0DEZnCuEs5zMNG1A09m1825teEunTSCmxx/vwaf57KFiglnY9VyOzrWdxmTHc4x+pwQu8nWtqsC9ZsIDl84TuARCRclGwgIiIiEgMm+eCvdUoVoJ1y7IZzW9SSAYpqqF75GLFfLMju27CNkoCQN8prVBEpDIyBws8GeZzVBwbxLNqAf7q/jjIhAGJiA0WCFmgqgnf4j3fVJHUBEYW0WH/Mvf1Uk1s436W4BRTsIDOZ3Xwvvv46dOL91rPu5EvKgFAH3cqmsgReX+lyZA5ci73ydIfPZ++eH8x84NeyzY0bzWWJVBIoUAi1TciJ7WmuWaw55OSNuFIRGywwIq9zF1wz62mSdZSHmTzr6V2IirDOnJPwQLhsFPpFxp3FXpXgFabfl7dtpznFTpRD2ywAMj74IDm1zoswQITHYNxlWivNmsYLruONkYbr7yFn3osFcYGCwwswQI6Z9XRDsiQP+S3jqwY8ZKzhIfNHT+hf762YIGAw2dCMIQibagHQKTWFCwgIiIiEsMk3CLwteLY0LuPhkJJyyaF2KX5ibON+0NDOMCMRwsDzxVrmxZTRESkGCUPFnAV2dJZnKK7TsdN0VlR8Pcr73k460eSmOiJ3gE3jTThWyzFR0lNG5tnuPfYv8R/X6meERsskCFt31R8p/NZHbQn/M9xb6EZyKVaPUlAFk6oaCJHZJH+fLCA+XiQ9NiiI7YJNaA2ptwLNBErvXYXcGSpSYBm4HueuJr5PUQkgyF5Tu9tr/+aCl1XpCDk2kfYYAE9d1YaHQgbNlgg87OJIVhA+/IB0c+laoIrhTT3HnNM53kytETBAiVFBguccPtol6BezlKzp/NTZKbgxThhaY9eznbvyh5fI3TwvBu5865UHHu8Dy3BAlqfraMdcMfOtp7FZcYQLLA5FxSfNXRnkSmE3tDIH5WhpkPh+yL1pmABERERkRjG4R6kok3dMizEdZ1S7vOUJkuiRxYIDPz1oojtHncMvOgZJ1YW5CTpa1FBRKQahrvAEx/M9h57F4BJye4VChgLs28I8Vm1CP8Hd8cNbJCMiixQ1YRvsRQfdROOG7KIDnuX+O8r1cM27huDU9581xP4xp++k3+hzme1cPHyFfo1+z7QtZS8jqpoIkfk/dU41tqpJOuSBcM5NoDe8+TRYtUuO7G1bFNqy8w5vpg4QCjQ+x66nPk9RCSD0Q739WmKf+lgARWXNw55/VgZLODJKYlOz52VRjaGhw4WyMywzqJggYDY5nFyOINEQgYLbDvDfYVCJ+qB3RMBcBLFB1xZggW0bhZZ0p7bOpGeafZGtvCL/cPXsetormz3ThIf+/w+MASEKliglnY9GfJnuUezqsZ8m+Zqd+jQvc2IaznsEEAAQDvg8JkQFCwgIgsULCAiIiISwyTcw2m0BGvn6GLJbsImRehUP7kuTStkn1zYnxXUfMLzzqHd4potv/r1z8UA3EKNggVERCri8fcDPsCkhd2nsr/HElW55dgnr5XA6oI/3WuVHNvYGnLTSBO+xVJ8lLRRuHmGe4/9S/z3lephz2/kJvTucIy/9/Pvxdf+t3fidz50HmNPblfpfFYL9z/K3zvuLUwZNedIkUVwKprIifd0sMBQRfr5ynmy9EufeTLV13nvcWn36HNVG1Pum7V0LFHoYyH7RL4ff9v9md9DRDIYkuf0XoRggckAmBY/LVZyRD6bDlYEke2CW0vbhIIFKo0OFuDX9aMyTDWM2UDROGoer6beCerLtyzTcKfcsRGt3kuyMQQLnHLFBwvQAYoAxmoTiYsNXQSA8R5eeQt/DK5jXSa/54mDoE72+Nqd6NhqHDZIY/j0+q9ZpGCBWtoBd+xs61lc5pHPxltzx8/prbDP+XSYX7sHtEp2vTQEC5gCFUSkMnT3RXLO9QA8s+jPsYIHMAawD2Dfe599h15ERER4ASfnRd1oanepjS9L+rHYuRTV8exixfDwEeD1LzhHf57XPe/sykkfSTa0qCAiUg2PvCfM++w8AZy8Ocx7BZDmWhoaG8IDqFGt0tgCVeNE70SWkAJN+K6XsWHpN2njdeMM9x77lw8aPws4x0qO2MZ98vz2vb/5IfzCnz107Z+H6KLDFIrofFYL9z/+FNhbJ0uIUyKyEGXTDXGwBadzX1SGRsHR3GRIXZpykHMz+StvTVdo/cjl49etDltwr0lrHPZYCBAK9N4HL2V+DxHJYLjDfX03xdRgQ+MsRntAn2sclAojrx/DFfuYbLDANvahZ4AKI5t/F5uYsgb+Zn42MZwfFfgfkJrHq6mX4t5jjqlpbcI9Z2pafEkZggVOg7wXDsTPjVJuOzJAEcDY6/wUFdtoDQCjffz1N7wEv/+hJ8J/HoPW4U0LWxOqUJ0GYoM0pnwYioJf62mXDBbYcgqXlznd7YP6lJTmQyJDr+bQz9yWAKLYWq2DWjNieKbWGkTqTasWvDcC+J2iP0Razrl9AI8DeBjABwHcCeDtAN7lfYhRhCIiIpIoYIH7MOYtW7sLpi89KZ22pYrdaNb/l/V0GuAAXTz3hi1806e/kP48L3/2aTyxsQVmf1WLCiIiFREsWODJMO9TYfsrpmIts+GGQLY6RSkKsdkCIOzkq3bnoOCV2ZTXhO96GRl+nkkJ5GywwHR80FCiRo56Y9c1iIL3P/3ohWMThwfoHpkgsJbOZ7WwYZimuO8DXUstExkwMoVICWHCryONtN2dr26K6dPzMgYLfOixq6m+7o6HLh37vQ7IgntNxOKw59FR8dMdRSQD7/m/x70U1wzThM99PY82Cflsuiogfddz166W83oGqDL22SLkum0IhvOjAowDIpvH9VxaEuTz6qalaY1skhz7kk0olQOGYIFTbifYXq73PnU4/nzODTtRHsgebvHCm7jAjsaxPM+MdnH7LfwxGMtskHLXkdc+r2tf41iCAVlan62lHfJZ/CDkbxkVVjUOee454eLNZeaDBQIOngmpu0HVummtQaTetGph4yr0axPA8wC8AcDXAfg+AH8C4KJz7hedc3/ZOVeylXEREZEaYBuMVpilB0dp329xjW9JmxTKFYhn3X/bnmHTaOi7+L4vfxW2eraF2BvOcJsbG0xyhYiIFOfhd4d5n53zYd6nwixTdHW9rLBxwQWqbDOPJnzXy9iwKZq08bp5hn+f/Uv8a6Ra2MZ9YmP8V9/7yLHfW9X8kUjBArVgKUSw3GslMhTBzT6vypYiUrBA+bF/dzI2k7/voXSTaH7w9+859nsdR2bsq3CVw07ls4RiiUh5jPZA3wWlae6zNCYoqKQ5vA8aLLAHvqB7a2VDg5Qa2RiONh8YHJVhAvIGOZBAViCfTTW1uSR6XAP09pqQ06v7CX+nptzfs7GOjXKyBAsg3D3oZGpbXWQnygPZz0/f+6WvzPT62iPPOwCA4Q7ObvfwJa+9JehHSRtWcex1hxWpXfL40vmtgRQsIEa74J5tQj6Hr7vieu34ld/GKerLb3BXIn0Q0EMALSH3uSCDkRQsIFJvChaw8xX7tRg4cALAFwH4WQD3O+f+gXNO0YIiIiKhsA1GK0QtjiU3yJMWkZUrEI9b81+3Z2hCHKCLj3vuOetHQpssYqBTGkVEJH+Dq8D5u8O8186TYd6nwiwTrHS9rDA2UKxTdLCAiqFrxdKclVT0sXGGf5+9S/xrpFroYIH056P3PXy8SXTg2WABBaXUwabhHmixGci8LmUo5lDhRA4m/FrXfIG01ilzQAcLxJsOM+/808evC3TBfdmaycqOncpnCcUSkfKwNPP3Tqz/GnKy8MFn0dpGY0xGYAMtBn752tsO2cwAAFtrmk6lxNjQsrLdCxomIG9GOF695/4O1oaax6spzb3HnC23+p7i/qcS7n/I0BKFIZaUJVjAhQsW2B9PTa+zBAtMMraJ3H4r/9+qUSzBAofPVv/kL7486EexrovO8gjY40uhOg2UR4OsggVqacdzIX89N0kcgCcNdeJm6stvwqU4nwOGfWJDYGAuiIERALDhtD8uUmcKFshmsVm/jL9mVoUN3AzgXwL4kHPui0P9xxEREWk0tsFohagLseQGeccdX7CxJt5Kdn1DsMCQnQK5iFwkplMaRUQkf4++D8HmrkYNFqhGAZtliq6ulxVGF6jyk9FWooMFVAxdK5bmrKSiZEMRHfbTTQ+WCqODBdKf39774KVjv7dqqmQiBaXUgqVR33KvlcgwXUeFEzlg762gIv3csQXTw+KmStMF9ypc5bBFcWoEFqm24Q7/ml6K0ABLga0l5ECqyfDct+rZco9sZgCALae1tMoiG8PRKlmwgOWZNUIY3q+979Hg71kJZPP4WM+l5UA+r26vmYbb6ySU1yt0oh4MYcunYLgfXuKux2yTdC3BAlnWzf7yx92KfkfH8EqWoLTDZ6vTW+W492iZgwV07Wscy/HOaumcU0e7ppA/rSXLoe2bqC+/0V2/z1pVZfjEVf4Yo+v1yQb+3JDrDRuGPgURqQ4FC9TfqsCBxZCBWwD8gnPuPzrndGcuIiKSxTjcpm3UhVhyg7ybsIisXIHi9AzJnMOsxxPZvKZpfiIiFfDIe8K9V9RggWqgJy5D18vKmowBT04VCb1xxL6fGnHrxdKcldS0sXmGf5/9S/xrpFrYIJKMk0r4YAE1d9TBJtmoP/AdTENtbZakSUMWsM0/UBFr7ti/Ozk1fz5x9fh1IWkte6WyNZOVHTtF1xKKJSLlYTmfp2k6MNyTYaTzSWMYnvtWPVvuwhAssKaZYTSxTRyWHEzIZ4v20RA7X3TOcUnC8H7mnQ8Ef89KIJ9NR/5oqa0zz42WTMhggXXn+MSfInluUbBASfVP0S855cKtb/z+B58wvc4SLJDlGPyuz3+Z+bWNkSZMbdFcaNtLn3ky4IexOjjbsdPBdX5roDwmbyv4tZZ2DMEC6wKgQin8uU/WO3Ez9eUn3R42sH496coeX3vPBwvkcN60YIcLan9cpNYULJCNT/hlfd2qXyHfc2ZZyIAD8H8B+GXnnO7ORURErAI27ERdiG2zwQLHH6a1JVqcnmG6saXZ8QhykZheTBERkfwFDRY4H+69gsj/TsUyRVdNahU1MTS1kvffa7EbUZoSWi+W586kBjDDdB7sXeJfI9XCHl8Zg1MG7PVTQSm1wBYiLB4nvU4Lz7uRnJ4+wzbEAtjUPVt8bPMPgKG/vp3plIAaHzuZqsDmzzYdLKCCaApbTKxnEZFqGxoaqdI091kmHiqopDkMz33BgwXc6vW/ux+/Sr+n5IQOFghbJpn50aTVpoOvYkwRfP/DV+Cb2G2j5vFq6p3gvtxN6EZaTLmvH+nYKKd2B+hxDd2nsLP+i1L6H2+73/S6rss3WOD0lgIY1+oa1qbnQttObRb/33h2z8KeDxX22kCW53eWggVqadfzzdVbTmvJcujEM+iX3Ogur/2afodvpaXD/MoaLEAGGcZYaxCR8lCwgJ1b8itJUnP/stcnvV+aoAHLey2+dvbnDsDnA/jJpf/2IiIistokXKHxbMJ8lLpYsrEpMf1YBbuFsTTtD9kpkIvIxQ41SoqIVMAj7w73XjtPhnuvilKwQINYpmW3szXeHsM28qoRt14sjXpJDWCbZ/j32b/Ev0aqYzrl1zUMTdrz6BA8yzlYSmczxcSIeXsL91kve9YpdNvGrU7DdJ0Y0x9lgWFNVUWsOWMnp452o4/9ubiTfNzQk/xCh4DVHXvt17OISLWNDI1UaZoOLAW2BYbWSM4Mz32rni2HLf65dd0067d95Cn6PSUn7LNFm1/Xj468944xRfDy3ggfPR+umbYyyOZxBQuURJpQowWrzvPHSqGmE6SfE3dg4nVslNbGaerLTzlD0NYSU2KdZDydXvv/9DoHgLGOwbjaHX7vdxjnumot32wdvrBDBleMvNZkGyePBlmnc1Yd7RhC/k6seRYPpYERatVjCBZ4Bi4BWD2KqGcIFqDr9csaLMD2AGh/XKTWdFfPuxPA1yb8fhvAtwJ4Ja435y827888DuDPAdwN4MrcrymA04e/TgF4MYBXA3jm3GuTQgE8gPcB+MHD9wCADQBnAZw5/N9XHb5XL+F93ML/zj7/lznn/th7/x8T/n1FRERklYAF7lEXYsmU+65hk0Ls/Jqlq54hWGDVpI5UyEWFvlNaoYhIqe1dBC7cG+79FCyAfW8IFtAifDUZJuqiE7hAld2IUiNuvVias5IawMgCOgDA/vqUd6mwieFcwQadLKCfVXU+qwX2HmjxPuvTXnKT/ZsbwjAUBpUDQ7CAGjhyxgYLwEc/Z7/3oUuJv08X3GsiFocOmdjDl7/uVvzcux6K83lEJC5L80ua5j7LxEMFCzSHYd1jVcD6zTecBcjljK01YWjf/esfxNe/8QXcm0o+yMZwtm4iF91NYHAl9Zez4X1p7Y+m67+obsi1fwXelUSPv6/YwgCXcSLdFxv2hEZasyivjdPAlfTPp6cQMlgg/dd+4JHr1wFTsICOwfh6W8AecQ0ehTuWQpg1jnShUB1Zg14XNtD6bC3tgm+u3nL76vqXA9t8sMCN7jLgVx9CLUMiDx8sEHjwTCjk+Vz74yL1prsvkvf+MQA/Pv97zrmXAvgfAG7H8VABB2AE4LcPv+YPvfdPMN/TOXcTgE8D8FUAPg9Ad+79Z9/vlQD+LwBf5b2/a8n79AC8BsD/CeCvAziJ6wEDi1fG2e99j3Puf3nvH2A+s4iISONZivCXiLoJSU5hSlpE/sAjVzCaTO0T4sSMXqjA6oKaVNi0Qi0qiIiU26PvDft+O+fDvl8F7RuutZZrupSA5Z6fnVqxDrsRpSmh9WJppkia0N3pHzTYjon327vEf2+pDlNoRbbEfQULNNMmuWawtzDV5Js//YX2b550PlwjxvRHWWAq0td2d666/ATI2AXTP/rWjyb+PjtpTYWrJLaYeLyPN7zwRgULiFSVJVggTWiA4Z5MwQINYnjuW/VsOXB8I8ym07NnZbGhZe2w94Ju5WzElDRFsDhT7tlUzZUl0UsZEDCHalojjwtAx0apkYHLp1y4KfNTn75TcjC+Hu5iCRZQuEUOutsHwxzSGs6tkwVsmrXee8waK9lhUzq2GiiXYAEdV1X2lZ/4HPzUO463nO14fu1nG6prkUMnbqZfcqNLH9DHoGvh8zhvWpB1ZtofF6k3dX9l5Jz7LAB/AuC1uN6cP2vKHwH4VwCe7b3/Au/9z7OhAgDgvX/Se/8L3vsvAvAsAP8SwDDh+30cgLcdfqak9xl679/hvf9WALcA+PvAtaja+cfT+afLDQD/mv3MIiIijTcO9yAVdaOpzU1MTSrG/Ok/fQAv/8e/jW/4iXfh0csq5glpb7R60b7nyEkLAIZZi63pRQU1SoqIlNoj7wn7fqNdW6FxGhVJox6An0ivIJ6Kstzzk/ffa7GNvGrErRdT8/eSzcvNM9z77F/iv7dUx8hybGULTuGDBVRQUgfsPdB8gNMtZzax0c2wZmaYjjv7vETtr7AMwQKZ17qEYymEKmgSG11wr2ABDvssMtrFxz7zZJzPIiLxWc7laaYGG+7JFCzQIIZQz1XPlnuGYAE1M1QY+2wRet02BHqKoPblg/AemHJ1GGquLIkeH4S3+jy/0KRrWLMYa82ivNhgAYRb22CWFufXIS3BAjoGc5DmuWfe8OkoH8MwePnI69jjS8EpDZQxYDwVrc9W2mufczbx93fAHztbOT2LB4iDk9hO3ES/5CZcCv85APQd+TyQsX4immU1Q0soxFCk3hQskMFhA/+vAziDg/uK2SO8A/B7AF7hvf9O7/1Tob6n9/6C9/67ALwCwO/iaLgADj/Lry0LF5h7n6e99/8OwCcCuGvh81/7ssPf/3Ln3HPC/BuIiIg0gPdBC9yjFseSi3FdJG+gDidT/O4HHsdnf/9b8OYP0TlKssRHnljdmGlp2h94foryEWwBgxuhMp2gIiJNFDpYAAB2ngz/ngAs1xPrBnoW+5ZgAS3CV5OhuBmd0MEC5EaUGnHrhW2mcC2gveR5YOMM9157l7ivl2oxhVZkKygaePL8qKCUWmDvgfZx/br3sc86le2bG47ZDbZgRHjsVFEAI69iw1yVsAF02aQ/uuB+2X2SJGNDJvwU/RbfBCEiJTG0BAukmBpsCawZK1igMQzPpqv2Qfcdvy63CT17VhbbANwq4b0g+dwaK8C4iH2WQpGhAgAw9mquLAVLsIAjrjVTTYuvFTZYwAUMFjCmli6r2VtlrDaR+NhzT0EBnMvMrvPs8TVSaEXz5DF5W8EClfZFr342br/l+PV11/P7cdsun2dxVTVXQP8U/Wx8o7sMIHxwBF2vn0cgi0WX+1xp/713h/y9qogUT0+MRs65lwP4RQBdHNxTzJrwAeAHAXyO9/6eWN/fe/8RAJ8L4AdwNFzAA+gB+MXDz7jufe4A8HoAH5p7D+DodbQF4Buzf2oREZGGmI4RcslhthDrYuQjksn76xaRr+6P8e0/9+d48qqKLELYH6/emDQFC7BTIBcZUhQtn1NERHLycIxggfPh37NCpmhhSBaRaZJQRRka39AOnEjNbkSpEbde2AL7zubySuDNM9x77V/ivl6qxXKuyJi4Tz+rKiilFtimh/25AIrMjQ2GIjg1FeXAMP1vvoi1cQ0vRbAUkGYsmF5XcP8nH0nO+O9gyn2jMjaTlZmhKM7p+i1SXaPVQdiJ0oTRkBOyDj6LggUaw/BsOlgR+jpAH2xZ+VZOzQwSwZR8tggcMhXk2YS8997U8RqGptJXV5pQowWrpuEe+3vMnlcATBQsUF5ssAAM98NLTI0lhW12nQOaKp+LLhksYAlti8gdnuy6ZECnglMaSMECskan3cK///JX4eTG0Z/jDvg95GX3aKG3gKxhP5Ij54DtZ1AvuekwWCD0T5cO8ytrsAC5Hpv23/sHfz9a+6yIRKRgAQPnXBvAjwM4iaON+B7Af/Xef5vP4S7DH/h2AP8FR++T/OFn+4nDz7rufa4A+AIAl+ZeP/9eDsBfDvGZRUREGiFws46LmYtIbpCnmfJ0cXeEf/UbH7R+IpnTXlNx0CskWIBfJFawgIhISe1fAS4/EP59d54M/55mxXQW7a8oYE3SjzRJSCIbG35uHX4y2ur3Izdh1chTL2wzxarkcbKIDvuXua+XarGcK1IWFD18Kfm45YMFVCxfB2yj/vw9Vua7PEMxR6zpjzLHENykItacpWkSXZSxAfS+p5YXXL/7gYtL/6zDTvJr6ViiGIqJWxM9j4hUFt384tKdJ9odPtilZBM+JSLDs+mqZ0vnWvRE2S2Fi1UX+2wROFggCPJ+S/sMgRiax4eLz6UKvSsGOzUcwDZznjeFIeo5s7TIPZFtN+DXGZaYEMkC81/Zdfz3V/BJDnrkWtlcaNunvPjGYB/D2rXiALQwRctxbzD2OrYaxxIMyNL6bOW95OaT+N2/82n4jI+56drv7YHfj9teEf7E8GtuzBUrUBEnblr/NXNudOtrWTz90/d8HXxZgwVW1Q0lONgfX//f6w/uesL4gUSkSAoWsPmbAF6Lo6ECAHAngG8p4PP8LQB3JPz+qwF8a5o38N7fA+A7cHRZc/7/v9g59yLrBxQREWkUy+TSopApn2nTad/64SeV5hjAdM1/w76zbGpnDRbgE0RVxCAiUlJPPx7nfUsVLBDXx9x8MvH3V03GSqJrZUVNDIXF7cDBAmwzjxpx64UtsF9V8LFxhnuvvUvc10u1WM4VKZ4Vp1OPb/uZ9yT+GR8soMbEOmAb9ffm7rG2+xkLFw0NsRtO92zRmYIFrh8LTt0b8VkmU2VsAP29Dyx/dv3hP/jI0j9LE5J7RBmbycrMUBTX0vVbpLrYc3l3K/24bja0ZqRzSWMYnk3XPluSx9uqSdZSchOy+TL0um0I9BRBhf0HYWgeV+NuSRiC8Lbc8vP8cLwwHX5qaOr2apAsLTZsGcBJFBtwRa9zABjpGIyPPfcMrwcLfP0bnx/4w9h0DaEZI137mseyLswia5mlnJ55egM/9jUfj9/79k/Df/irr8a3vullmJKhkqvu0aSBTtxMfflN1+Yth9PFhA7hKW2wALnW0HZ+be/I/miCDz/xdJZPJSIFUbAAyTnXAfD3cDxyxQP4O9773KuKDr/nt+NoEIA//Oe/e/iZ0/gJALNRhUlXvU8yf0gREZEmCdysc9EnN6wFQW6Qp11IPv/0EI9c1uJOVutCqnuGhf2Bz1gga1gktgQgiIhIDmJNm25QsMDttyYXnex77h5rQ9fKahoblgHbfEjTSmzokxp56oVu7Fixcbl5hnuv/Uvc10u1WM4VKTbG/8fb78c770ueLE0/q/oJ3yQgpbNJNurP32N1WhkbyFttejqumjRyYCjSVxFrztgpbAAw2gv/OQ6976Hlz7V0wb0KVzmGdWI30fOISGXNNb+kwlwvyClZWQNrpEIMz6bDFc+WHp6+l9lyCumsLDa0LPC9YJDIM9MUQcnMFCygxt1S6J2gX7KF5ef59z+88LypY6NeDMECp1z1ggUmOgbjY889w+vH0VYv3P0HP3n5OluwgI6txlGwgBCcc3jRM07gC199C/7WZ74YrT53rtxWyJ/M276J+vIbXfh6SNPzNrvmmRfDcMF1//7vf/gyJusaHkSklBQswPtCALfO/fNsHfj93vvfL+DzAAAOv/f7cHxd+lkAvjjle4wBfH/Ce8y81vwBRUREmiRws85T/lTQ9zuCnMLUcek3Kd5yd3OaCovSMxS0D7MWWxtSFFXEICJSUrGaQnfOR3nbMi4/f9bHJqcis1OXda2sKMNEXXQCT75i780mA8CX8W+TmLBTGlclj2+c4d5rvK8pkXUWKVjgN+54dOmfsddOAApLqYE+eQ+0j+vX0bQDcFcip0mxn1cMDPdXChbImWECJIa7uO1c+MLTxy7v47Ery68FzFo2ADpspPEM68STgZqBRSqLDRZgrhdsc0LEwBopGUOY/9pny+429X6bKxpOpeSm5D76wkCGUiyhklMENxWEEQZ77EDNlaXR487xALC1omnt1xfXMhWGWC+WYAFUL1jAen460dexmxobwrkQlPaVn/icIB8jy72L5dhScEoD5TF5W8EC9UWGsCjkT444kVybt8y2Gxzc5wd8sO9bwufzOG9aGIJiVNcoUl8KFuB9YcLveQA/n/cHSfBzS34/6TMv8+sr/uwlxPuIiIg0l6XBaIX3+RcACFQwvYhcjOsaFpIlHstixdDSrDHPsNhhWlQREZH49sMn9AIAdsoTLuTCzAVa6nNenrx5Md/0loYW4CtqYtjMbPPJzysZkqTViFsjY7KZYlUiuqGILtp1RIpnChZYfT6aTj3ufOTK0j83PasamkykXDYzBAsEQU6KmDUV+VJ0mNSUYV116K+vb0ZZP5WjLJOpRru4/RbDvcYal/ZWHy8dTLk3bKkgmmI4Fq4+/XSEDyIiuRiRTVRMYx/ZOKt1jQYx/KxXBQt8y2e8iG461ZTEippOAE/eC5IDGXJB3m9pnyEQy1R6r2eJUuj0Acf9LLbd8vP8wxcX1t8NoRMTleiXlyVYwJFhWwHMr0Pm2fz92ueeNb2ukdgQzuHOkUbHf/XFtwf5GFlWrC31oApOaSDLujBLwQL1RQYL5PUsru2+ijjxDPolN7qwtSym8HlLPVceLD0ATj0AInWlVQveZyP5+euteX+QBH+08M8egAPwWWnfwHt/D4DH5l4/4wDcmunTiYiINEXAwvaPTJ+Fe/2zgr3fMW2uILsLPoFb4ukZGvZNUyDnGRYVVMQgIlJS+8ub+zKJFixQvh0dt6RzScECDTE2/NzI+++1LAnXKsCvjxH5s1x1vGye4b///iX+NVINlnWNNeejBy/u4unB8jUF07OqzmfVNhmhS04T3/OhA3q46+iG0z1bdIYGDk2GzBlbLA0Aoz18xsfwhV8z3vgs2GHXssvYTFZmhmLiFhuMJSLlMSSbqJjrBXs+YUMOpLoMa2+rni0/5cU30RNlNSWxogzPFaHvBZftHVDIMLyNSGH/jQtwM0ylH6u5shyc46fhrmha+/ATC8FoE/7Y0JpFiVmCBZD/feh8w6Ol+dsaLPC1n/w80+saiQyugp8c24P54D//XJzoZ7uWWMNwPWz1oDq/NVC7G7/xX8Gv9UWeK1fdo0kDGYIFbsKloB/BtEfMhqnmxbC3YwpWEJFKULAAwTl3I4DZVWlxyfSunD9Okrvn/v/857vJOXcT8T5/vPD62dNm8hg+EREROcowWWuZ7xz/DfiYt2zkBrkl/VjiYVMAp96ZN42uMaQoKq1QRKSkYk2a3jkf530rZN9z91i6VlbUxNJ4GzpYwNBgqQnf9cE2Zq3aINw4w3//vUv8a6QaLA37a85H0zU1bQPy2glAwQJVN+KbS/fnmoTcsW06A3r6o+7ZojOsq6qBI2eWyVSjXXzpa2/FG154Q9CPsq5eugNySq0mYnEMIWftqa7dIpXFNvMzBeNsaA0bsifVRT7zTdbsg57od4Au18ywCa2jVZJhqjhaJQyZIpsQ+m4Ex94Dy3EKvKs2smltmwmQMZxbtGZRYpZgAZd/sMB0bvGjnWOwwO238P99GosNFgCOPV9t9tp4/z/7HPzoX3ud+WNkGdHQIQOAAaDfK+kUZokrdpOs1mfri75H09qPzNnmgwVudJeDpuT1LXvElnquPEQYLli+UVEikpaCBTgvXfFnF3L7FMut+gyrPvuiR5b8vmEEhYiISAMFaNQZ+Tb+yeiv423Tlwf4QCuQi3E9IqG2acH1RWB+HsBsSkfGn4yheFhTmEVESipasMCTcd7XoqAbkn1wzeO6VlaUJVCsXeykZQBqxK0Ttpli1fGyeYb//vuX+NdINVjWNdYUE627JA/IaycABaVUneF6tIdir6O6Z8uBoYFjOFekr/XIHFiKR0d7aLUc/u2XvSr851mBDslV4SrHsE7c0rVbpLqGMYMFyLUNNuRAqot8Zjh4rky+I/wPf/XVB/9HzQzNYHiuQDtwIGwI7PkRxmYHOcrUPK5ggdKIOQ3XcG7RsVFilmAB7ET4IKvNBwtYmr8nxjaRG0+UtBGujNigNAAYJh9Ln/Wym/E1b3ie6WPsDLgawnldsv4QACauhKFMEp8ldJah9dn66p2gvnxLIX8y7wQfLHCTC1sTaQsWMNRz5SFCsICIVJeCBTjnVvyZ/YksnFWfYdVnX7QsoKCkVzYREZGSydCoM/AdvHnyKvyV4XfhxyefE/BDLUFukHeIWx4l0MXXIxcrhiHS0A0piipgEBEpqWjBAueBabOn4gzAbaRrAb6ixoafWydwgaopWECbsLXBPnuuKvYwFNFFu45I8SzrGmueFdcNBGCvnQAUlFJ1hoYwNrxpLbIIbsPpni0602RIFRvmqtXiwwUO/77fciZs4alfswDNrGUDANoqiKYYnkVaE127RSprRDZRMc01bGPCaI/7eqkucg1r1XPlF776loP/0+MavzbVzFBNpmCBo88VPmO1Q5DQM0Ool47ZACZ8GfBooXk84GBMYZHn+W0mWMAQOjHyChYorf4p+iWnXP4BV9O5y1GXDFAc+jYUw5kDMtAEwMq18Te88AbTx3jL3fbhD+yxBSg4pbEMwVcUBQvUFxvyx9yjSf1ZgwXWbSIRTHvEsc+ZVobPpT1ykfrS3Rdn1UrCaQAX8/ogS6z6fCeJ91kWLNDsrgAREZG0DJNLv2n4bfiIfzYe9efwNAxJtlZksWTbebQwxVT5VKXANuwPLY0aiwwFDAoWEBEpqVgNoX5yMMV6i8k4TPO+Yd8uJrbpre90raykiaFIM/TkK0Pokxpxa4RtpljV/LVxhv/+e5f410g1jCzBAqs3oFtrKqptwQIqlq80w3G2769fR09tBtjiZIMFFAYVH7muOvFO65RF6G4CY+I+pKDJ0h12a1uFqxzDhDKnYAGR6hqS53KmqY/dd2KuQVJt5BpWqufKLjvJWs+dlWSo1wi+bhuC4X5rQ/vy2Rmax8cqwy4PchrupiPO89N8Gm8/5mam1FvM2h2gdxIYXk39klMgw7YCmM41xHXI5u+JGr/zwYSqzQyXH0ufZAwW+MiTtuPTe8+Hc+J4qI40hKFulNLScVVbZLDAltM6sszpncDAbaDv0x8XN2JNTSRZg2iqgbcMismD4VyuPXKR+lKlRTgvKPoDINxnWLb6UEzVh4iISNUYCtvv88/Eh/2tK0MFomQIG4oluykXk5V5HF+PbEI0NWosMjSvKa1QRKSkYk6a3rEn4odU1FSYgeeKELUAX1FjS4GqIQhgFctGlBpx64MNiVhV3LR5hv/++5f410g10AEkLvOU54G3BAuoqKTSDI3G8+FNX/a627J/BrJwQvdsOSAbgEYLzRuaCpkTtmA642Tpi7t8wVYLU7QcWRnWCrB22iSGZ5G2rt0i1bWi8SUR07zNNs5mvK5IhZBrWEOfYt+bbGbYdEO0NIenegyN4Yv3gk/tlOD5zxIsoH357CaWYAE1wZVGzGm4OR0br7z1NP0aMdrg/lufcvmX0E+m9mABNX7nhDzvAFj5fHVyw7Y+lWVZtEseW8DxdVlpCMP9aWqdDS3w11nMezSpP+dwuXWGeslN7lLQj2ALFghcHxZKl9/b0XBBkfpSsABnVTThJ+b2KZb7hBV/9jTxPmeW/L6CBURERNIwJOAPi1psNSTvsxsVEg/7sG5q1FhkWCDWooKISEk1IFigKPNNb2noWllR7H2/ax1MQAnJshGlZp76YJspVm0Qdrf4Zrq9S9zXS3Ww54kUxT7raoFMQXgKSqk0b2gI28P1694Lb+Im0CUiCydmwQJkq7IwyCJ9FbAWhG4AzbbFfMdD/LOraQ1bE7E4hnXi1kTPIiKV5D1/Lu8RITR0YI3OJY1BPpsO0qzJMsfmoU3o2bNyDM2/i4GJv/uBxzN9hCA9UYYgJwXiBWAIphh5PUuUBjsNl2laMxwblmCB591oaFIWGzJY4DRsE+Gz8HMLkexah0JPcmIJFsi4VhZa2iFT83R8NVTMYAHL3yWpjh63p7fhRmgnXPecduga63LnHPX1N7rL2B+FC4rsW561yYD73ERYa/D6qylSWQoW4Dy64s/+Um6fYrlVn+ER4n3OLvl9JpxARESkuQyF7cMQk+QtDBMFFSxQHn1yYT/IcWZoXlMBg4hISQ2uxHtvBQtQX69rZUVNyPv+doQ0astGlBpx62EyAjz5bLbqeHGOLqKLGlAjxWLPEymeE92aivpUDSCL2POwlMqffvhh+jX7c4GJ7VaALg3yOqrJjzkgg5sWJ6+tO9dIIDlPlv6je87TrzGtYRvWyhut3QM7D0/BAiIVNdoDHa3EhAWwU7JGu6pWbQry3jBVYF2Xb1bZWhMs8KHHIq6zi02AYIFHLmW7hw3C0LgVIwjDZZqBXEETvrlSoXclwk7Ddav/zgzGc8+WhmNDjbclR+6JnHL5N4NP5+57O2SN2FjnpnywQWkAMMw/pGKVjuPX0RSq01BRgwUChElLeRmCI9Y9i6fhm/YsU2NXWstaHJPdhMu46/FVc6U5fWdYZ7AMismD4Vy+Yfn3F5FKULAA50MJv+dxsGP+Jufci3L+PNc4514I4HOwfDfvLuLtbl58+8P3ZcIJREREmsswAXTgC1rMNxRL9lJuVKiONz42BXEQYtPIkFaoKcwiIiUVsyF0h2/8WK86BcMDz91jdd0kMW1bSm5MNhe2DU2z61g2ogzPK1JClga9dc0am2e499u/xH8GqQb2PJFi83ldD3iqBpBFCkqptHfdw2857SFwAQbZxKYwqByQ0//UvFEQerJ0/k1ZpmCBlo4ninP0seB07RapJss0TaZgnL2u+ImtaViqh3w2XfZc+UkvuOH6P/T4xq/NNU2n/+iX30+/p0RGhlIAiLN2m5Wh2N/U7CBHGY4fNY+XCNmUuIXV15rRZG5vklyzAGzrFi0VW+WHDRZA/s3g88ECXXKtY6wWkXwY7i9Nz1iReM8fW8DxwFdpiJjTtxUsUG+mYAHVtch1V9pnqK+/0V0G4OEDhZOaauANtfa5MHwu7ZGL1JeeGgne+yu43qA/CxSYcQD+Te4f6rp/g+s/z1kQwMyHvfdMt8BrkFytf5/to4mIiDSMYaMxyCR5ixb/fdMWZWpYSHw9x6VRBznO2l3AcZsDmugnIlJSUYMFngz/noabi6LSp/cNU5e1CF9B7KTsToxgAcNG1EgbsLVgCYhYV+yxcYZ7v71L/GeQamCb/lKEnKybbseG8gBQUErFPfHURfo1lnuslcgmDd2v5YBsElSwQEHYgulIxdJ+RficLVigoDX6KiMDWlrjEkz+FRGeZZomFSxgaEzQ+aQZyGfT4ZLnyttvnWsaNDQzbK9pZviz+/lnG4lsyk8VD30v6EI0Bhsat/TcGkBOzeMSCXme38IADtOlf37kb7Lh3DI2TPT+/NufRb9GjNhgAZd/M/h0bumj7ZYfq0ksx58YWJqhLc9Y62S49eimHDI1T9e+hiLXAil9BQvUmuFcue20DyzXXW6fo75+0w1xAnt46GKYNUTTs3bMc2YWChYQkTkKFuD9Do4HCsxCBr7QOfd1eX8g59zfAPDFSA478Dj4zGnfaxPAS5f88Uetn1FERKRRDFN30kzmixJK3TYEC5DN7BJPj0xBNDVqJCEXFkxpjSIiEtd4GDcJP0awgEFRMz0ULNAQ7HS8duApy0CqZt5j1IhbD5bJv+s2LjfPcO+3f4n/DFINbJNOimfEdWsaadZFjtHU48r68ONXsbfHF0/u+8DBAmSTxoYbrSw2lwDIwNahP1rAqpl+OWEnSw/zL7xvW4IF2iqIppHn0dZEzyIilWRZQ2SuFabQRAULNAL5c95f8lz5rNNzx1iXDxbYhJ49K8cwCGKxbqIUQxQMTQjaZwhgYmge19Tm8iCfV1vOr/x7Mz8tnt4Tgu3YuO1cxGnQchQbLIACggXmkgXY5m81fueEXScDogQLrAt3XsUS0DnyOr4ayRIMmJYhBE4qJELInzTL5fZZ+jU3usv4f977SJDvb6qBt6x55sHwufoaLihSWwoW4P3kkt+fNfX//51zX5TXh3HOfSGAHz78/sv8T+ItXwtcW81afMq8m3gfERGR5jJsVAeZJG/R5guye4aUWomDXawIdpyRRQx9FTCIiJTP4Erc9y9JsEBRFCzQEPRE78DNkIBtI0rBAvVg+Tmua/wii+iwf5n/DFIN9Pkte3CKLVhA57Mq+l9//jDe9P1vwabh3sdyj7WSoUlD4YmRkeuqat4oCFtAGjPUbomuJVigpYJoGnkebU/VmClSSZaAGKZg3NKIU8C1RQpAPvOlel7o8cfbltP1q3IMzb+WgQzRkSFOgPYZgpjyx89o4dlUoXcFMkzD3VoRIDOdz5ec5hM64aJMnZFEZNjylhuYJrtnMd8YwDZ/a90sJzV4nrEc1yO1IDWT4f40NcM1XCrEEizgtA8s1023nkG/5iZcxoWdMM/IfGO9M/Vn5KLVogfjaH9cpL50V0/y3r8TwLtn/3j4v27un7sAft459/9zzkV7KnfOtZ1z/xDALwDXYgXnP4c7/N93e+/fQbz1F634s7ezn1NERKSRyAL8sW9hWtRtmaFYMu1Ghfa64mNDHkyNGknIBrYNp0UFEZHSid0MunM+7vuX3L7nr7l9XS+rZ0IWFcfYNLI082rCdz1YpjOua/zaOMO9394l/jNINbAN+wHS9geWhnEFC1TOhx+/ir//C+8DYGt22EP2EIsj1KRRPmQDkCavFYQOFsh/qnTHWYIFSthMVnbkefRUW6HFIpU0MkzTZJprDGFPGOlZoBHIZ75l+6BHtqw1JbEZLMECC/eCqyY85cZwftzUFMHsLFPpvZp3S8Nwnt9a0bQ29XNnA8uxocbucmPDlgGcRL4N4ZPp9WOQDRaY6PjLR6vFrzNbwtvWeN4NhoCDQ+yxBQBDrcs2k+X5PS0FC9SbKfxJz+Jy3ete/hL6NTe6cLWRG2xjfWej3E0U5Plc++Mi9aVgAZt/iOPBog7Xm/nbAP4FgPc65z4j9Dd3zn06gD8H8N2H32sWJJDkH5Fv/+W4vjY+v0b+mPf+fvK9REREmols1Ak2Rd7CkLxvWUyWOPrkw3qwRX2yaYT9nCIikoP9S3Hf/+kn4r5/iXzjp77g2O9ZmiO1CF9BY/JnFiVYwLB5r0bcerD8HNcVNpHTeTC8CkzUHFZLbABJipATv6Yif4Q2pp7cXFdQSuX8g1+6A4Pxwai3TcPUz1QTSBmGIrgNDEvSYVJTWYMFSlyjUyvsJLZIwQKrri2mNWxDCG/jkedRN9GziEglDQ3BAkxTn2nCZ/6hNVIAMkBi36d4XujyDaebKyZZz4wm07VfIzkyTJy31E1EZzg/ap8hANNUej1LlIYpQGb5eX4y/+BpOLeM1NhdboZggVPOcG+cwXy4BbvWoeMvRz12rWz1cfTNn/5C+iO8+jln6NfMdJ2ufZKS5fk9rb6CBWpNIX+S0TOe/Vz6NTe5S0v/jN3qpWvgLUNi8kSGImmtQaS+FCxg4L3/XQC/gOtBAse+5PDPXgbg95xz73TOfatz7hnW7+mcu+nwPf4UwO8DePmS7+/nfv+Xvfe/Q3yPTwZw2+wf5/7XA/gT62cXERFpHHJyadpm76cHERr6Dc1NPahxpCx65ML+0DA9ORHZwEanNYqISHz74VJ5E+2cj/v+JfKKW44XnewbgqO0CF9BkxJsHFneU4249WBpoljX+LVxhn/P2NcTKQYbXGGY+n6cWzpdcikFpVTK5d0R3v3AxWv/zK4VDHwH09DbmoZjd0PTH+Mi7680GasgXfLvzmh3fcJMYKZggbaOJxq5TuzUCCxSTZZgAabZgL2uAMBY55NGIJ/5Uj1Tsk1fALZShKLtjxTMXyrsui1wLFjA53z/msgQKhtjn6HMQxajMEylV/NuiQSehjs9EiygxtvasQQLIPyk+VWmU3uwwFjnpvywDbNrnrE+9cU30R+h3bJfsLuGdbSx1/HVSJahB2kZGs+lQgw/3zTP4tIg2/y18UYXrpaFroG3rHfmiaw1W7c/Pi3DGoqImGjVwu4bAXwCDhrxZ838wPVG/NnvOQAfB+C1AP69c+4uAH9++OvDAC4DuALg6uFrTs39ejGAVwN4DYCPwUEQxPyT3+zs6xb+GQAeBPAN5L/Tt6z4s18n30tERKS5yEadtIXzT+9HaOg3TGEyFWVKFD22CN/Q5JiInERFpzWKiEh8+1fivv/g8sE9UcBG6rIuQX/ai2/CTSf7ePLq9XvAgWGabt+NyvsvKcnYAtV2hGAB5w7elwk3UyNuPVh+jusaaA1FdNi/BGzfwL9Oyo0NIElxvfcpLnIDdLHJPD8qKKVS3v3gxSN9xRsppn7Os9xfrWUo6lB4YmRkA8fIH13bdGhax0tB2Em/fnLws+1E+Hu8hGkN27BW3njseVTPIiLVNDI0TzHN25agMgWVNAN53dhP88xgaGbYTDElcap13XKZGOoqDAMZlvn4550N80aGxq2+wvCyM0ylV/NuiRjO8yfc3tL9uel07h8M55axZv+VmyVYwO3mup87/626Lp9ggSwN6o3FrpUNVz9jmUJ9MhyXlnU0Bb42FBMiyDKEA0mFGH6+2ymexaU5fHcbT/sNnHDpj4sbcRmhogXoZ+0Yg2dCIvd21u2PT7QwJlJZuqs38t5fcs59HoC3AjiL4+ECwNHGfwegDeBlAD4WwFcQ327xEXExUGDx9y4C+Ave+4tIyTn3IgBfNvc+82f2MYBfSfteIiIijcdO1ko5RT5NET6tzTead9xETW8l0SeL2YehggXIIoa+U9G9iEjp5DFheuc8cPqW+N9nlRxG6Zze6uJff/Ht+PqfeNe139v3fBFijElCEhndeBupkaqzQQYLqBG3FixNFOsCwjbP8O+5f4l/jZQfe3wFmlBCP7OqObFSfvSt9x75Z/beZ68kwQKbZCCCkMh1VTVvFMQyaWW0U4FggUBrp03C3gPo2i1STWuaXhIxjTWm60q+k2KlAN7T141UAets0xeA7RTPAKWYbi/XsYGwwLGQqSw/0VffdibDq+e0WnSoLBXYKMnIwDtAz6alYgkWwPK10Mn8+Z0MnZh4B69ggXKzBAtg9aT50Oanv7JrHdaJ8v/w815qel2jMcFqwME62Qp5Rjt4D3TBB6eMvM5vjUQOo6IoWKDeDPdoWwoWkDnOAef9aSpY4CZ3GR8J9P3ZWv1Q9RPRsD0Aa9Ya3vvQpQwfRkSKpLv6DLz3HwTw2QCemP0Wjq4rzwIF/MKfOfIXFt5j/vdnfzZ73ycBfI73/gPkv87fx8HxkPS9/7f3/hL5fiIiIs1FNuqkTXCNUo9gSN7vGRaTJQ72Z5GqoCYNMk1x3aKCiIgUIJdggSfjf4+S+KyX3Yzv+ZLbr/1zqulYC5ZtQjxxRc1rpcU08wNBp14dwW7gq5mnHizBAus2BzfO8O+5d4l/jZQfHZyy/hkxzZrGIGXw4jUKSqmUncHRwtdNcrKDJbhpLUNRx4amP8ZFNnBoMlZBTA2g+U6WtgUL6HiisVPKNGFcpJrWNL0kYgrGLRMPR1rbqD3D896yZwY3Hz7b6dHX/C23/rNoMFvJGCbOh1q7vWG7h2/6tBcGeS8AhimCembNbGportSzaXlYJ9AvMZ0/wZNrFmMdF+UX+HiJYTq9/v/pYAFj6EmwgJwmYZ9pLOFtEXUN62g6xzVUx7AunFZfwQK11ukDjrsubSc0kOcZvCLl8yS4e7ebXLjaSPpZu+zBAvRaw+pnoQeeKte9jYikp2CBjLz37wbwyQDej6MhAPOWBQQwvxbfB3PvN/uzOwG8wXv/LvD+GYDnL/n1FYb3ExERaS46WCBd4XyUSQeGYslOymZ2p2WcqFqYouu4hf1gxdbkIvG6RQURESlALsEC5+N/jxL5Kx9/27X/bwnzWbYJcXWgUKfSYicXxQoWIEOf1IhbE2NDU9a6zcHNM/x77l/iXyPlxwaQBNoYp6+fCkqplMVVLbYAYw/k9S4NQ3O0whMjIxuAFps3nJYj82FqAA3fUL5qudwULNBWQTSNDTlTsIBINdFNL467z7JMPBypWLX2DM97qZ8pyUmJmymmJEbZxxc7w8R5tMME9P/LL74dN5wI+PyqYIH8kcfP1DtMVYZdHoEn0M9Pi2dDJ0bGpm7JUeDjJYbh5HqyALvWYT0GFSxgwE5aH4Y/jrLcjaatBZ2nUJ2GsgTOpmWYaC8V4hx9rtxK8Sy+jp7U6+W85+7dbgwYLLBsWNBSZQ8WID+fgvdF6kt39QF47+91zn08gH8D4FtwENgwfx/iFv4387dceO8pgB8C8Pe996Y7KO/9wyE+mIiIiICeXDpIeUv2yOUIBfOGDXJLSq2E1zM06w9CTfcjm9dUdC8iUkK5BAs8Gf97lMj85CvLRF0twldQhIneJuyGlBpx68EynXHdsWIoosvleiL5i3B+S1O4wQcLKCilUhYabTbB/fz2DcFNaxmKOhSeGNmEuydWAWtBLAWkERpAf/HdDy39s7abLv2zpVoRzjN1RwbQOj2LiFQTew7vbnFpPyUJrJGSMQULpFyT7W5T6xnbbv2zy1TdCuUSIljA+DP93Fc80/bCZVTsn7+MgXdSsP4p+iWrJtAfOb+TwQLWafGSo8DHS2xssIBlovz/+pufjE5bYSm0HvlMM1odLOByTk/tOu78NvUOE4XqNFPUYAEyoEOqp38CGIR9FpdmedKfob7+JlxenVBN6Ds2WCBSfVgo7FqDegBEakt39YF474fe+28D8DoAb8ZBw//syc7P/TJ/i4X3mL3/HwD4eO/9t1pDBURERCSwMfcAlbbI4bfvfMzyaVYzTE3tGlJqJTxLsMAw1KY2uUhML6qIiEh8bCNoy3ANCR0sUKHizP20RaxztAhfQWTjG9qxggXI91UzTz2MDU0U6+7jN87w77l3iX+NlJv3/HkiUCERHyyg81mVsWsF+4hwHTUcuxsYVum2tHrIBiA1cBTEMj0qQgPo76xYLzetYVuee5uOnTKuRmCRamKnabJNNZYJXpZnYqkWU7BAymdK8hjdTDEl0espoVzIxnAAx0Km7nyED9N80TMiNEORz63aZwhgoqn0ldbuAL2T1EtOYnmj+GQ+WYBes9CxUXqtNh0ucGrF8RIbu9YxNrSIvOq2M/RrBHxY2rC442iRh6eHTOn81mAxJ3ArWKD+yH2FrRTP4tIs5z03KKPvRuhPng7yveln7ZhBLCGQezsaLihSXwoWCMx7/+fe+88E8IkAfgbAPpaHDDC/MPc++wB+FsAnee//D+/9e+L/m4mIiEhqEy4pcejTFSxe3Y/Q0G8olmQTkCWOviFYgG7SWIZsXlMBg4hICbHBAudewH+P0MECBg75pvl/wvPPAVCwQGOwk7IXp16Fwm7gqxG3HkaGn+O6Y6V/CmDPm/uX+M8h5TYZgU7zSfGM6FNMAxh48vrJnoelUItHwCa4n98+e3ykYQkW0PTHuMjgppE/WsSa791/g1kKothp1yk8cnn5/ZBpDbutYAFahzwW/AQdBReLVA8bLMA21VgaExRUUn+GdY/UzwzkMbpFPrtICbCBsMCxgQz3PcXfv0Z5HinBFMHGPWeRx4+m0pfQBtdwtGoC/ZE1TTK0ZKJjoxro44W8N15iOuVDidqYUl+v81OO2BDOCOtkWQYys+toY7RDDYCWqmGf9xmWMFupFvJnvK1gAVlwHtx9GwCcGF8I8r3pen12QEzeyL0d7Y+L1JeCBSLx3r/Te/+VAJ4B4CsA/BiAj+J6OAD76z4A/w3AVwK42Xv/Fd77d+T4ryQiIiJpkYXtw1DN3haG5qauU+FfGfQNP4dwwQLcooIlBEFERCIbXOG+fusGYPMc95qd89zXr1X+3el+52CpzXLN1fWygtgC1VgbR3SwgIqha4ENiOhsAG5NGXCrRRfRYe8S9/VSfpbJn4EmlNDXTwWlVBrb7LBnCG5ai22IBR+IICQ2WABqBC+EJVgg8CS2yZoCfFOwgCGEt/HIqTaAQvVEKoltemGbAVot/r5MwQL1Z3jeS/1MSU7C3HLrnwGeuKLnhFIhJ84DCBIKu27pzYRs3lKxfwBk87imNpfQRrgJ9A9enPsz8tyipu6KYIMFVhwvjHvP8wEFHcc2f2udIzfsM9BwZ2USQJR7ihW6ZAjkCB34CtRuSASGtcDU+txzmlQQ/SyufWA56knPBwtsj55K/H02IIcPFoh4vgyBPJ+rplGkvvTUGJn3fgfAzx7+gnPuJICXA3gBgGfjIHhgC/8ve/8dZll2lgff9zq5ck3P9AR1T1BAKAsjgZBA2BYZGTAYHLBxAl4b+zNOGIyxseF9/dkfxvi1scE2NgZjwEQTLaFgEAglJCTNSKM0owma0Ux3dajuOlV18vr+qK7pCifs+zlr7XTu33X1habnJKZ27bP3Ws9zP8BhZXEXwB6AiwCeAvBJAB/23pMV/yIiIpIZOlggw0uyKl+UXbcUZUpwTUMBZs8HOtbIpriDYlGPBZxnICKSX51r3ONbG8DKWWCfSPLd3eLeI4aUd93djfcbooq+r6JOFHio4K+A2GABw7V3ImxggRpxy4Ftoki6cdnaADrbyV+X/T6R/LOEjyQ4vpJszvPBAvruLLIlcl2jEyNYwNQQq8KJqMgifQULZMQymSrwJDY/44vFFiyQYQBwURkCWlroox3ho4hIRD2y6cnyPVFvcSFnChYoP8P61aR7hlNLxA3uGF1OMCXxjR96Gi85xxe4SyTsum2lFmQvoRJjP4K8b1WIUwB08/jp+1KXdkeoHBdwAv17HrmK173gjoN/YEMnvIIFCoE+XsKsb/zK+5/Ed3zZZ059THdwfG2Dbf4eeM2eTA19D+QP7mnI69JY2FrQPqp0Q6aURMxGWbLpXAqIDGFZUdC3nHDJECywd+WpIO9N1/TlPViA3NuZtdagW2CR4lK1Rcq89zsA3nXjj4iIiJTRkA0WyLBg0VAsaSrKlOAa5IYRAHRDFeGTU8mqzqOGodKwRUTyxBoscOljyZ+Th2CBlB1dJ++ggTqSFzmr4K9gvOebb9kAgMSvS25IWZqGJX/YAvuk1/BLm8D2Y8lflwkhkGKwhI8EOr/xwQIKSikytgBj30cIFrA0xCoMKi6yAehksIAKV1JCrg0CCN4Aut+fvkZdw4h/0YrWLmmWgBbXg4baiRQMGw5jaY6pLwP7V5M/XsEC5We43+smvWcgG7+WEzQzfPCJbeo1JTKy+TfXAVPk2q/2GQIgj5+BmsfzJ+AE+t9/6NLNfxiSx4bqY4qBPl7I0K0Jhgm6sn/4rQ8d++cqudYxgM5PqSGbZQEc3GcFDBbwxsUW7/la0AFq+PpXnDe9nxScJUgwKQULlB95rkwS8ieLZQub9HMuPvV4kPdussHzeQ8WMIUYTh4u+H8+enH+zyQimVAcnYiIiEho5MS8pFPkv/RFd1g+zXRVfpM8cQKyCnmjahgm5PVCbVwamkZUxCAikjOmYIHbuOfsXpr9mJI5ul3fIZsjm1O+Kx+5FKZIRQIaDUB3w1QjNEQC/LWZGnHLgW2iSNoA2NrkXnd/m3u85J8lfCTQxnjXs8ECCkopkpO1suw6QbCwxKMqFfr7edo1m8zJezpYoKcC6WxYCkgDN4C+8+HLU/99zRDKiqqaPmiGgBadR0UKqEcGC9QNTTVsaM1AwQKl1+fXrxKvx5INK0tu9r3n731i8dbCc41s/g21bhtlSj15flyKcK21cAFu5PHT131p/gScQP/Ak0f2U0ds462OjUIIeLyE9NDFNn70bQ8f+7vE9Xo3nAzklIgsa2W9yfv/aX/11hx5bPkq/sTLnhXp00iuGUJGE3EVW5itFAsZLLDiVNciNzkAW567bgOAW0HWR07ABwtEGjwTClnfUXUe9SlBRBeuq25DpKh010hyzp0HcGbCv97z3j804d+JiIjIohhyN0hJJ/K94K51y6eZzhQswG2WSRz0QgWAHjv9cRJD00gTfbTDvLuIiMxrOAB65Fm5tXG6G2yW3a2D5wSqOrOm7Kfpyas3i0nY5reWm/zd/t5Hr+DZtxmKsiUeSzNrtGAB8tpMjbjlwAZEJG36WtrkXrezzT1e8s8SPhIqWIC9Z1VQSqGxwQL7iFSAUV+imtkVnBjRaAg2uGlwIrDVKek0HaZggbCF9++YESxQddwUPwBARaUTNEPBr86jIgXUJwMvLdM62aCSwIE1kkOG+73E67HkZNgVTUksHjpYIMx1YJS7EfJ6q+XCX2sNRvnfmwlqxE6lV/N47sSaQE8fG5r7Vwj08ZJOsMA7H76E4YnzLz9VXuen1FjugQKvlc2jYQitePG5CHWskn+WdeEkGqsLmGa1gMiQv2Xdi8sJXTRw3S9h3SVfF7wtQLCAwwjNKTV9Y+U9LMVQ39FCT8FVIiWklQvefwbw/gl//kKGn0tERETyYsBO1kpWON+qR7h0q/CN5qZpTxJcg0wLBgzTHycxLiqIiEhOdK/zz2ltACtnuecMu0B3h3+vgNLeenx462bxUceHm377Wx++YP5MEgk5TRdAvERq9nXViFsObBNF0gkSZBEdOmES3iVHLOEjCe4Rk+QT0RPpFZRSKEdDomoYoO64Qlj22ioxsoktxvRHucFwfaUCloxYCqICN4De/8T21H9vCsc1rJUvPMOUsiXo+1ukcHpkwwvZtA2A/27JUROORGJYv+okDasjm2H03VVA7L1FoEDYKL1Q5D3rtH0Gq4cvkgEzRTfk6jAGui/NH3KNe8V1UU1yD0mGlujYKAjyeFl2XdRTqJt732NXT/0dGywwVLBAeizBAr2w36/sjIijLKEV6y2toy2kagNRqnAsv0NSPOTPecV14WAIEJZSu+S5a7ezbv56FjaAB0C8+rBQFBotIjcoWID3XBxcEZ/8MwLwHzL8XCIiIpIXQ664IGmwwDwLwBNVqmAX++qGhnYJz1IU0Au1cWkIFqATG0VEJB7LdOnmOrByG/+83S3+OSXBTl1uYfJ35Vs+omCB3LEECwQqUD2FneqnRtxyYAvskx4nrU3udTvXgJE29EvFEj6SYGPcJ5hCzn53KiiluCyFB/ts8ERSZFNsy/XgoyzSCTv5DwB6KpDORqUKVMmiKHba9Qx/+Pj21H9vCsetqiCaxt6LAGhpnVikeNgm/rqhIYANKunrXqD0DPd73QlhZKd2wskpiQ03TKWBUAIakT+vQAFTUYIF2HvWCIX+v/C+TwV/zVwj7037ui/NHzY8F8Bakin05LlFx0ZBxDpe5vQrH/j0qb9jm791DKbIMsV9SrBAmoPbPSzHloJTFpZzcaZwk/doUlCGAAmFfctJW9ikHn9bgGABU4CfocY+VeoBEJEbdGXPux0YWwH3B977xa2WFxERkQOjEd1k1E14SRalaNm5g4JJ4jObpj1JcJYURHr64ySGSVTNKc2SIiKSMst06dYG4Az5lLuXgFufyz9vnII1cHXI710l+xaMpTk/WrAA2dSlRtxyYKf+Jr2GX9rkXtePgN6OqfhOcsrSoBNoY7zryUL+UR8YDW+EJkreHb2UsxQCsddWiZFNsbpmi4ic/AecLmJNs+h24dWXuIBd9tplTjXLJCN9n/AM68Q6j4oUjPf8JM2GoamGbcRJ+XtFMmC4N+0kDaszHKNL6KAPNbsUBhsKGyhgysWY3kreszbcEFUMg06p3t5bsH1+eiq97iNyp7lOP2Xd7WHbr01/EHtseB0bhWDY29hwu7ji+ePsqHaHq/lyGKHquL1yHYMpskxbZwPcImJrEPXdt+DqS+GPX8vvkBSPIUBiBR3s4eYatEsQZC/ldom8Bjvrtp/5393BEG//xCU88OQ1/MGjVxK/xrRBQRPlPVjAEBJjClgQkdxTsADv5BWNw0HQwPsz+CwiIiKSN4bJpb2EhfPDWEMgK1ywAJtSK3FYGvV7oS7/DYseKhgVEcmRznX+Oa0N26L3brYZjD7DzqLOhAlZk7ScvisLxXDdTwcAJH5d8ndzNACGA6CqpeFCYwMikh4nrU36o2B/W8ECZWIJH0lwfkuSD9RN2gRy1KBra1ySTDUN1z3RggVyMP1RbjBcX2k6Vobqy0BnO/njUw8WMEwVDjSpdqGQjW6AzqMihdPfx/jZK1NYpnWyxawDBQuUnuHeNHHAuuEYXUYX1xUsUBxsaFmoYIEY2xGGYv8WethFuEmyC9e6Q06lV3NlDhnWqtcxOUhpOPKoVpyOjbIKfLwkdXmXCzC3DAHq6xhMj+UeiA1wm2Ge72u2FlTH1oIzrAfO1JwR7iPlYAiQWHH72PKb5rf0McLfJFPs8XAbrgHe44Enr+M7fuGD+NiFHfo9LfvauQ8WUA+AiNxgGDW38CbtXDyS6qcQERGRfGKmNN2QtHD+c559C/3aiZAb5fWERZlakomr4SzBAoGKYw2LCk3D5xURkUg61/jntDaAlbP88zIOFsgS2/ymBfiCsQQLVGNNWjYEFlgahyVf2Oa8pEXIS5v0R6GaCiX/TMECYTbGbcECOp8V0ZLhuocNbUqMLIJTGFREhusrFelniG1wSnkKWw2GlN6KgipoZDgLoPOoSOFYzt+WSYNsY0LKgTWSAVOwQMJ7SsMxuuz4GgDJEBssEChgKkp9hDFYIKgkaZFlQh4/Pa/7iNyxNIq7ydc8/cMpMCPu2NCaRUEEPl6Sqla49g3LEKChjsH0WO6BpgYLpFd16b1HzZHBAvruW2yG9cCZLL9DUjyWYAHoXlyOu+S5a7eGG+J9H3sEf/JHft8UKgDYhgBGGzwTioIFROQGBQvw2hP+3vYtIyIiIuUy4G+ckk6Rf/4dkZI56WABfrNCwmsYpm51fXbBAlpUEBHJEXOwwG3883Yv8c8piQ7ZHGnaiJDsDAwbmLE2jiwNvZbPL/nCFtgnPU4MRXSm7xXJL8v5IUERUZIS9MTTJY/S+ayQLGsE+4j0PUo2aTS1vhEP2/yD0w0cCjpNUYOcxJZyA6il4D7UpNqFYphQpnVikYKxTNG0TOvMeWCNZIBc9+j7avLmOUuwwMQ5RDeNRgvWfJ1nZPNvqOtA5yLckWhfPn1qHi8+0wT6ydcWe70b95dDrkZHx0ZBBD5ekqqSXxmWdQ4dgymyNEXn6J6GrUHUsbXgDMFXMzVWw7+m5E+ke3FZLJfAX7v92199O4ZzrNmY7rFjnCtDUmi0iNygYAHepIp4/bcUERERYMgXtCedIn/baqQCajKBP+lmhUon4rIUsncThljMZFhUULOkiEiOmIIFNg8KK9jJPbtb/HsFlGVjUYdsjtQCfMEYJupGa1SyBBZownfx9cmfYdKNy9Yt/GfZ3+afI/llOT9YAk7GMIXh6XxWSJYCDPbaKjGysGNJDRrxGIIF+qHWuoTHNo2mXCxdc3woK5y2+2mmdWKdR0UKxXL+tjTV0DnPF1YAAQAASURBVMECug8oPfJnPPV+4WSztyH8YjnBlMRPXjIEcUgc7NptsGCBIC9znKEZIfRew8JlZpD3pgPdl+aPoVF8bcoE+u/8xfsP/gcZOtFX420xWIIF3Pzf+RXyS8MSLKBjMEWWcDVLiNsU3tu/sGtksIDWZBecIWh0Jss6ghSPIUBixWn9R47b8vy1W//a03O9p6n2PdbgmVAUGi0iN2h3nPdxjK9LN4xyEhERkdIxTMo7OVkrdeRGed1SlCnBNclFfcA4/XEcQ9OICkZFRHLEFCywflAVt3KWe17GwQJZYpsj9V1ZMJYJ2dVIG0eWhl414hbfgJz6m/Q4WdqkPwo62/xzJL8s57cEG+NJitp6lmI0y+eVTBw9BJYc/3Pb95GCBcjvURVNRGQIbjpVxBqlk0fGYhuceukGC7CT1lBt6vixMBWfKYBWpFAs5+80ggUG+8BoxL+PFAe5dtVNGOQPwDYlMcE9zBseeIp+XYmEnCqOapj7zShXk4a139D3rX7RRkqQwQLjGnd1Z5Gx1ib9lHVMbvB9y0cuHPwPhU6Uk+l4SX/SvCVYQMdgiupLoM/+U0Lc0l6iYo+vgUIrFluMKdzNtfCvKfljuReH6lrkuEuGYIHbYKiTPKLpLMECYQYzRKPhgiJyg4IFeB+Z8PfPSfVTiIiISD5ZggWYQocY2GCBhEWZ2iyNy7JYYWrSGMeQpmhaXBERkTjYYIH68s3rhZXbuOcucrAAGeij5oqCMUzUjZZIbXldNeIW22jIN18mLfIwFNFhf5t/juQXG1oBBNsYpxpBDikopZAsTQ5TJ5DOgyycaLneorVUpMdwfaXpWBliJ7H1Dd8vc6ALnPJe5JVXtSbYnYDQE3RFJLK+YYqmZVqnpTFB9wLlRv58qfsFQzPDEmavpf3+w5fo15VI2HWzSpj7ipVmhPsTwzk1eLDAot0Ek1Pp1VyZQ611+inrLkGj+EiNt6XUXAd7X7vu5p803x9xJ9ektXpHDdQikh7n+GvM3vzHUQgefECn1mQXXIxgAUtAoRSP4ee84rT2IzfcuFzb8pv0U8+6+YIFTPfYhlDmVOUgxFBE8kF3jbzfHvN3DsAr0/4gIiIikkNDvkEnSeH8fbcainCSqrDBAnwKsoTXIItj+74KH+ry37DoobRCEZEcYYMFWkfSflfOcs/dDVdM6QrWwsU2v2kBvmAM1/2hJl+dYmmCUvF9sVl+fkmPE0PRJf29IvlmCR6pzg44SfItzobyAFBQSoEcPQZyFSxArnHomi0itvkH4ydDSkrYAtIpU9hi4IMFIoWAlZ1z9LGQpDFTRHLE0uxiaQiwFNtqbaPcyJ9v1xP73YZG7STNDGR/oMRENoaHWrf906+8O8jrHGOYIhg6yOnDn76OP/2f3okfeONHcW1/Afb8h2xzpe5Lc6dap8/1iSbQk+eWvtexUQiVyo1wgeQSHS8z/M5HL1KPr7oR/R4DHYPpYq8xAwcLzHMpWiNrQfXdt+BiBLQ2VsO/puSP4ee8rLVkOeEy+HqW2+YMFjDVvud9z8kQEtPScEGRUlKwAO/3gGOrAof3Yi91zt2ZwecRERGRPBnwm7S9BMECr7j3jOXTJFPlggVqhhRkCY9NCzZNfpzEsOihwnsRkRxJNVhgi3v8FEWry+x4rhix7oaoKsCpOEyNt7EaIg0bUmrELba+oXki6cZgtc5v6ne26Y8jOcY251QbB8WXAZjuW9VMVEiWJgf22ioxskmjpeDEeCzBAv74dCxuvpzMhQ4W2I/zOSZosgVOeS/yyjOymPj2VtHu7kUWnKXZxdC0bZp4mHJojaSMXPugguoM4RdJgnG2drTelhtkYzhbLzHJ826P0BBlCF6JsS//nkeu4Ed+52H88R/8Hbzt4+H2fXKJbB4feE1tzqWje5sJJJpAP+SOjaEab4uDPl7mvw7d6Q4wIlKJ6oZavYGmyqerQd4HTbmfSXuNs+a4GgWFViw4yz3/LJaAQikew895BdoHluO6aOCa585DtyGLYIEIISwhGT6fegBEyknBAiTvfQ/A/8Tp+7YKgG9K/xOJiIhIrhgml/YSLOS/6tn5CRaoq+EtFdc70xcjmuRNepLjLDFDgZdpcUVEROLoXucefyxY4DbuuXuXgVF21w7OZbf0ZZmqq+/LAjE0vkVrVrJsSKkRt9gszRPMcdLa5F57f5t7vOQbGzyS8NjyCWokqQmThxSUUkhLhsKDfUT6HiWL4Jqujwr4CWGSwIgvkO6rQDo7dbIIMGCwwKeuzL4Wou+tFCxgR64VL1V03ytSKJb7T7ahBrA1JlhC96Q4yLUrKqjO0MyQZEqiT3LjK+lg124DBQvUKhHaAMkwPMB2z53Uld0e/tKPvwcPXWxHe4/Mkc3jAzWP5xPbKJ5kAj0ZOqGJ3gVCHy9hJs3/wvs+lfix7ER5QMdg6ti1sl5+gtLYWlCtyS44w/XpTM218K8p+VNbAhudsuy09iOnXfLctdtZtz3X+1kC86OcK0NSsICI3KBgAZt/d+KfPQ6ucv6ec06RWSIiIovMUNCepHD+ubdHvMQgJ6daUpCFc7ndxVf8v7839TEN8udATeqYpdoAu8hnWlwREZE4OmQS77FggbPkm3lg7wr5nHKwTF3WInyBWIIFyOvuxCwbUmrELTZLMATT8LW0yb12Z5t7vOQbe3wFTNu3fHcqKKWYLNc8ltCmRAzHMBv2KAkZrq+CBmkKhw0eDThV+rc+/PTMxzToYIGcF3nlGfnfrul1DhUpFEuzC9tQA9jWNgJ+t0gOkfd6HT/5fuHUjqYhyCJJM4NiBXKEbP5FJUywgIsxXtgQ+J/GvvwX/9DbqEnbhaLm8XKIMYF+yNXoKHSiQGIcLwm89SMXEz/WEiwwVItIutjwqn6YgIpnGL+WvedrQfXdt+Bq/PXpTIbwNymgSoX+Wa9A+8By2hY2qcff5sg6yRNMQ4Lyvudk2R9XD4BIKemu0cB7fz+An8bpvYfbAfzr9D+RiIiI5IahQSdZAWyMXegbKlwBbs1lN3V4EXjv8Y9/5UN4cnv6FK+m4xYrej5gobVzfMGoJjCLiOTHPMECq7fz77e7xT+nBCzNbwoWKBBLY36sKaiWDSk14habZeIvc5yQRXT094rkG3t+S3xsza5qMwULWIJeJBNHp3cuOf57NFqwgKFJQ8ECkRh+n09Ox4rSyCPjsQ15oz49+XOS9zwyO7yOXouMda2+CMjzaFPFoCLFYml2afBN25ZGb9O9sRQHGyzA3E9WqvR62jIU0lko7HVnsEDYCDckhsattPYZ3vHw5VTeJ3VqHi8HegJ9gkbxEXtsKAyxMGIcLwm86cELiR9rCRbQVPmUsfdBvcn3Wi7lRU72+FpbjtBYLsVh2FOZqbEa/jUln8if9cl7cadIPwFwyXPXbmfnDhYw3GPnfc+pUgGq3GdUD4BIOSlYwO7vAzi6OupxsDr8rc65b8vmI4mIiEjmhnxRQZJJ8lHXi6tc4X494WJy2ovcZfG+x67iDR8KP3WrZ2nQmIZc+FCjpIhIjswTLLByln+/QMECg2GxNoimTcmaJI1JQhKIpZGVvO5OzBQsoGLoQrMEQzBFHq1N7rX3t7nHS76xzTkBN8WTrI+coqCUQmqRaxpdX8Mo1pam4XtUaxyRGJrOTzZwbO+pqCU1lgLSQJOlkxTes6GsbAGVHEE2A7e8vrtFCqVnOHdbphea1jYULFBqfe77gr6fJKckKligYOhggRw3XtYNUwRTumf96//jfam8T+pG3PGj5vGcIhvF15JMoCePDU30LhA2WMCFmzT/T37lQ9jtzg6tsAQLKPgkZXVy4rrlXiuSOrjglLtuXY/0SaQQDNenMylYYHGQ9+Irbr61ZD8j/O1vve55c72+ZGOLDBa4FdfhMDK/H7uvDcC2Ppo28nyu/XGRclKwgJH3/iKAPwUcu5s6DBf49865787kg4mIiEi2BvyNUy/BRmPUFn0ygZ9dTBbOex+7muhxDfLnYJr8OA1Z5KW0QhGRnBgNge517jnNIxvDK7fx7xkoWODCdX7DaDCybwzMyzJVV4vwBWJpzI/VrGRp6lXxfbFZpjIy1+9Lm9xrd7a5x0u+see3hMeWT5AP1PWG+1YFCxTG1b2b1zktsinHFDqRlKE5uul1zRaFIbjp5Lrq734izL2HJGAKFpj/GvRDTyYLyqPXIvM+PSbPmmvUw5d9fgrnRSQBNhSmvnIw8YpFhpQACPK9IjlG3ut12H1QsvFrOUEzQ5L7XkkJe29B1ktMEmXugqEZwdT0YNBO0AhbSGQwhZrHc4qeQD+jUXw0Ajy35zhUeX5x0MdLuPvan3rXY/i2n/5D+BkXEnUXP1hgpaHz2Vwa5D1NP1xABQD4OaZ4s7Wgt66TIQpSLjGaZZsKFlgYdMhf3H3gl5zjrgEkH9hggbobYhNt8/s12SFBrprvAMNDZA+AahpFykkrF3Pw3v8ugG8Cjq3GHoYL/D/OuXc6516cyYcTERGRbAz5BqOepXA+pAp3A2tJQZbk/uUbPproceykgSQBFhQ2rVATmEVE8oENFQCOF1OsnOWfv3uJf84Y7388WfjOUR95yvD/byB0MSsUxFMohom60ZqVTFP9NGWt0CyN1EzzX2uTe+39bVXPlwl7fAU8t5kC8XQ+K4z+8OZ5gi082M9bsIAKJ+IwXF/1/fH1rtFI30epIQsAAfDNqWO8/aFk95cNOlggwqStRaFgAZFy65HNLmwzzaGMAmskx8h7064n7xnIY3WZDEeTjI3IhvdKmHqNKMMiak36lZ+9EXVsxTH7vZLVjoyGANmYefK+VHKiyU3TXnf7qEybYjqaf81CcowMFlhyPX7dYYrf/fgWfv69n5r6GEut3sBzQQHPv5O7v5cT2LWy3uT1kfS+yQH4IaqO++4buYxrXSVblvv3WSxrzVJMDS5EYiVByN887jljXMeSTG1hk37Obc5eP8gHWRdkv4kNFlAPgEgpKVhgTt77nwfwJwBcw817ucNwgVcB+EPn3M87577SuSi5tCIiIpInhoL2JA3fUS8jqtxiL5tSK3E0HPdzoAtqZiEXFdQoKSKSE51k0x2POVpMsXwb//zdi/xzxtje479L9jIsarNM1tUifIGwgWKuClQiTfqwNPVqwnexWZonmOt3sogOo74aOsqEXddIeGwlKUuzBQvofFZES+Q1Tyf0msZRhuk6SwoWiMMSLHBiXbWirdj0GBtAV5u2xorDhqUPPL6d6PF8oVekELBFQE4UW/K6bhQpFDZYoG4NFjAU3Oo+tNzIn++0kNexl4jksbqkYIFiGZL3bGS9RKqco6+9v+wzN/BZd2/G+Twn7HRKVgNguC9lJ4JLStg1bgCr06bQ69goN8PxsjbteDH4z7/7yWf+9/be6e8xU7AAeQxqXW1OdTZYgLzXisUQnOIDhTJJQUUJFuDWF6XAyBCJZcTdB9ZXX3G4I7E7lzx/7XbWbZvfmw3MN61zZoE8n7fUAyBSSgoWCMB7/xYALwbwBhwPFwCAOoA/BeDXAXzaOfdLzrnvcc59hXPuxc658845Lh5TRERE8ssULDB7sTXq+kWVK85WsEA+sMWxSQIsKHSwgIruRURyoWNI4D1aTFFv0VM+sLvFv2cw2e0CdT2/oa7vywJhr/vJa26KJe1aE76LzdJIzRTML23yr9/Z5p8j+cQeXwE3xm3BAjqfFYX3N+Ml2AKMfURs+DUcw7pmi4Rt/sHpYAEVgaXI0jja38fGkq3w+LErB8XWb/zw04ker2CBFJFrBMsKFhAplj7ZMGWdMmj6XgnbzCU5Q97r0SGvbDOD071nYXjPNwAHChaINiyCXP9dqw7wS9/2mjif5YQRN+A4/0z3pWoezyVDo/i6m3JtYWi8VbBAgYQ+Xgw+eWkX7e5BPd6ldphgAfb8VNG62nwa5D3NYB8YjYK9vTd+JztDcMqoErgGUYpFwQIyDzpYQPficpolWOA2GAYx3cDvNxUkWID8nHTAgogUgq7sDZxzs+7QT4YLHP7zHQD+5I0/J18zxEebxnvv9fMWERGJjZ1cimSF89f2Iya9kSmytZmXQpKGBrlYYWrQmIZeVFBaoYhILnQMC+UniylWbgO6REDB7iX+PQPJsrGowxazQt+XhcIWGNYiBgtUaoCrAJ4oPtGE72KzTGVkGmdbm/zr728D68/inyf5wzbqJ7w3TFbU5tD1dTQd8X2o81lhHD0E2Gmf06aPzq3GF8GpcCKSAA0cKey3yiFLAWmKDaDUdwmgYIF5kIW/LXRRxRBDNdmIFAM7RdMSEADYvld0L1Be3h80WhHoewaymWEl8pRECWg0xPE70AQChcJGuxupLwHMr0S/g2rF4Xm3r+Khi+1YnwoAMLR2MebViB+yMa55XLemOWBoFN/AHp6Y9C9H8Zu6JUOWYAGEnTbvPfC7H9/CV770rrH/3hIswN53a11tTtawtObpdZU0fxTOEJzindpRFpphT2X667WAqo6phUGuJa843YvLaVuGYIGzbtv8fqXdbyLXY+mABREphErWH6Cg3JQ/Jx8HHKxWH/6Z9tzYf0RERCS2AV8Am2SS/NZOxORFcmGubtiskPAa4Da1e6GL8MmJfk2nonsRkVwwBQtsHv/nlbPc83e3+PcMJMuaNluwgL4vC4NtfKtG3Dhyjk+81oTvYrM0TzBFHkub/Ot3tvnnSD6RzRuhN8bpUDydzwqJLcDoIOL3KLm+AQBNXbPFYZiO1T+xrqrJaimyFEv30gsWYENZCzNBJo+aa/RTVqjOOBHJFBsKw07pPGRpTLCE7kkxGAKnup5ciyWvZZKEo3m2mV3iMDTHIe9Td9lr1RQDvS5eL1mjT4D7UskJQ6P42pQJ9Dt7/O+VwtQKxBIsMOV4sfr09uTrW0uwABtu0ayppWQulonrKX5nTzTkQ3VG5BArKRnDnspUZOibFBz5816OHPLn1GJXSJdhCRYgBiidQNfyhQ5giYUdLqgeAJFS0l2gnZ/w56STjf2Tnhfzj4iIiKRlyBW0d30NSfJ/qjGrYskE/nrChnYtucTFFuF3Q29os4sKAdMKfdkmH4iIpMkULHBiQb5AwQJZ6rDFrDCkHEt22ECx2InU7Otrql+xWZonmCIPQxGd6ftF8olt1E94b/jRp5Nt1vPBAjqfFcXRW/kkTTlHWa6rEjMUd6hwIhKyAWjkHYYntrqf2tY5ITWWydIpFkvTk1OKMkEmj8ZM1ptlVVOfRYqDDYWpGxsCqnXAkc13eWjCkTgM6x4d9l6SbWZwCYIFtH2ZD4ZgCrZeYpJo04XZUK8U10q+/zceTO29UmEIphioeTyfToamJzBtAv2HPnWZfj22qVsyZAkWQLrXopZgAfb89Bc+7176PeQIS8hab/J5h2W9FnWG7z6f91AmicsSODuNJZRDiou8F19BB2qHk5P6qOGq584dZ922+f1Ku99E9wBof1ykjBQsMB835g/7+Nh/REREJE1kAX7SKfLRNqEBgEyRtWxWSHjsYkXXB04LJhcVNM1PRCQnggQL3MY9f/cS/54lQDdGQovwhUIGiqEaeXID2xSpRtxis/z8mGPEUHSJ/W3+OZJP7PGVcGP8Dx69kuhxfLAAeT6WzBwNCWSvefYRMVjA0BzdIoMRJCGyAehgKuTxRdOdLj9hS4wsBaSpTZb2fKFXtSCFXnnUXKefsuo0ZVykMPpko4ulmQY42Ahlr8v6WtsoLcN9Xpe9Z8jZlEQJyDB1N9TabbRpl+xU2NSuu4H3P75drqEAQwULlEbgCfS//eEn6dcbeB0bhWE6XsI1hB9yzxQHnj6v1h3//TYgB9B8zn1n6PeQIyxrZROCBVKdoG0KFoi87y35RtaMzqRggcVC3otXnWGtn+AVWlBYlzx3/XYb7IMy6CFBoc+TsZBrDeoBECknBQuIiIiIhEQHCyRbxK/ETBaochsJdQUL5AK7YJY0xCIxNlgg4ATmMtUmiIikzhQscKJJYOUs9/xem59uVgIdQwOcggUKhC1wjt2oxCZeqxG32Nji4GoDqBBbAUub3OsDQGebf47kE3t+SHhv+JYHLyZ6HB2Kp6CUwjh6K79EXvNYrqsSMwQLqHAiErKBI+m6qkRiChZI576wjiEqjlxALEqhVx411+inrELBAiKFwa7pkQXix9DBAou33rgwBvz3xLSQurGNWeS1zDK60JTEgiADywAAeZ+6y16rprxW8sTVEl3bjfjG3b6ax/Pp5N5mAtMm0L/1wU/Tr8c2dUuGLMECU46XGCxDgAaeaxHZXFKz+Fws90I5uKdxhlCmUd6vnSQuw57KVE0FCywUQ5DEioL+ZIwtNljA2YMF6Fo+NhwwK+QAm5bT/rhIGSlYYD6+AH9EREQkTeRGddJJfDFzBVDlirPr0OSvPGiQwQKWqclTkc1rKroXEckJNlig1jp9zmeDBQBg7xL/nBOcYZkj6jXUDAoWKDl2clEtYkMkkPviUgmMnihPFni0NrnHA8D+Nv8cySf6+Ep2/nn6erLXpUPxFJRSSGzhwb6P+D1qaCbWNVsk5LqqpkJmzFJAOufk1MFwlOhxpnVINqhLbjIUg666EjWfiZQd2+hSTzFYQGsb5WW4z+uy9wxk41clwZREBaPnhGHqLlsvMUm0/Qg6eOXgWsundFD+7weeSuV9UsGu+0PN47nVNAQLTJlAb2nq7mvdojia6wA5IX7a8WJ1+Am2dk6va1SRbE3kKJ2fUmYJ4eyFO47M3/qGaydfUQjFQgsdLDBPQKEUj+HnvaK1ZBnjErhggbNzBAuwQwALE2RNBiBof1yknBQsYOcK9EdERETSQhY69BJO4qvG7IojF3srzqNi2LCQkDxajp3iFnhRn1wkbrGLKyIiEgcbLDBuQsPKbfz77m7xzwnAZ7gsMkSVnlSjdN8CGZIFztXIjUpsI1RfxfeFxjblsYno9RZ/zLLfL5JPwwE/mS3wxjgdiqdmosLY6dw8ttjCg64hsCkxwzGs8MRIyGCBvoqjs5VBsMDDW8mKrRuWYNyiFHrlUXONfsoqVAwqUgje840uDUMzzSE2FC8H0z0lEsM1Q4e9l7Q0M2hKYjEYGsNRzXlzHHutOud190IzNFcq9C6n6i36d2faBHpLsMBQ5fnFUanQYRQbCB8scOgn3vHIqb+zDAFiwy2yDOwvBUtz9IR7mjR/Fs4SLOByfu0kcbH37rMYQkulwEz34jdrc/RdJYe2/Cb1+DO4bu57oPeFixJkTZ7P6YAFESkEVVzYfF/WH0BERERyimww6iW8HHMxV0Sq/CVhHYO4Rd0yVd2wadnzgS/9ycWPkEX3GvghIjKH7nXu8WODBc7y77t7iX/OybdtVsGu8a80sy3o6qCBOtEwoUX4AhmQ1zaBpl5NxBaXqhG32CJNlD9maRNoX0j++M42/x6SP5ZzQ+CNcT5YgJ9kKdljgwX2EbEAo1LBwDVQ88k/kyYyRDLkCqSTrqtKJNX6QWAtU3zcn6/o/qff/Viix5nuq2pa6zZr8sW/K073IyKF0N8HvSNjmdL5zHNtE7mlhAz3efS+teFYXXZdXJnyK6EGh5woY7AAe7xq7deOvC8FNJU+11obQDv578PalGABS42OAhELprUBdJMHKK+78CFXh9cSv/Ox04H9lnALBZ+kzBIswAa5RWAJFhhVdH5baJbA2WkULLBYDD/vZYX8yRiX/Jh6xilqboRbsIPL4J4HAE1yCGDwAJZYyAElB/vjHpp9LVIuurI38N4rWEBERETGIwsdkk6Rj1qIYGhyShIsoOKJeBqG4li6OWMWcvGj4YaoYISRUtlFRLLFTpQOFixwugCC9dLzm8Dj3HNe/Zxb537feXRRxxoRLKAmtQIhA8WiNyqxjb1qxC02tnnCUuDR2uSCBfa3+feQ/LGcGwJPeO56NlhAxSRFU8MAdccVwnZ83O/RfqWJ2lDBApkjfgYA0Pcqjs5cfZkqup+3AfS/vzNhsIAz/I4G/j5bKORURwDUfbKIZGjC9MypLM00h9jG2b7uBUprwH9P0PcMhmN1CdPvmZ+4qu+3XCDvKwAcBGYFEK0+giz2P7zufvGzNvDwVvYNi4ViaK5U426OtTaoNe5pjeI1w7R4HRsF09oAiCWO9SlBFPPqDk4n7VvCLXQMpswSshYwWMB745ieEX9+GwW6dpKCCr2OaggtlQIz3IuvuE60SWRODdKFcfJ+e8sQEHDWXcNlMpAAMIRZBx7MEA15Pq86jzqGClATKRl19YiIiIiERAcLJLvBqsTs0jcs9lqSkCUcy9StpCEWiRkWP5qBCu/NmyEiIsJPlM5RsMBtK3xD2XIj28XsDjkpy9QAI9lgC1SrkTeO2A18NeIWG/vzsxR4LG1yj2e/XySfLOeGwBvj9JRJBaUUjqUpf589LkiDimUigwTHBguocCV7DbYBNF7R/VGWtdPCFHrlkWHK1IqCBUSKwdLkYmmmeea5bONsOt8rkgHDfd60gPWx2+yGZgZNSSwIQ2O4ZRDDOC5WTQc77fDG+s6ff9U9ET5MyQ3540f3pjk2bo9zimmN4mxIJqCm7sJhjxeXbnBLNYVggWjfY4vCErKWg3saZ/ju807ffQutUglb+zBPQKEUj+7FJZBLhoCA885Wu0jvC1sGf2TBUEekPXKR8lGwgIiIiEhIZAFs0mbvSsy1+yrfcF5PkMat3u94Gobi2GkFNSaGxQ9TUe8YQx1cIiJ2HWLUAjC+iGLpFsCRS0rti9zjxyhiMQM7dVkL8AUyIH9WtbgNkXQjlBpxi42dymjZuCSL6OjvF8knU7DA+A3nwXCE3pjJSrPQ964KSimcJcP1DhvWxBpUuO/RUMGJcgJZxDpQ80b22GuMvr2ZnFkObBgmSQaftLVIak06vHjVKVhApBAsTS7zNASwoQRzfK9Izhl+tvQ9gyEEY9lpPa0QDM1xqIa5t4i2g2EJXvEeLz63MT5YQyYzBFP0vZrHcytgo3gV/Dqnjo2CCRhEEUPNEG4xVItIuiz3Qr3sgwUs330+0LWTFFjIpllDaKkUmCmkVnvBctpT/gz9nPvc06b3ouveixJkbTiXq65RpHx0ZS8iIiISEtmgk7TZrBJzx9cULMBvWEg4Tccv6vfIxsaZDIsfoRYVHr64ixc9az3Ia4mILBy28bM55nxbqQLLtwG7RFhAgGABi6yL5tiC1lagEB5JwZAsJA409WoithFKjbjFNiAL7C2Ncq1N7vH72/x7SP5YQkeOFLf3hyP817c/gjd9+Gk8+NR1DEcez7t9DZ//3FsTvxwfLKDN66JpuvwFC/TJYAEVTURCB7aqQD9zKTaAfsW//b3EjzWFf8S+Xi8z54DmKrB/NfFTVo3FoHeuKwBCJFWWJhdDs/Yz6LUNBQuUluHelL6X1JTE8jIFC+T8WpA9t/oRMOxjtdnAn/2cu/Gz7/lUnM9VRobjR6F3OTZuj3OKaY3iNUOAnY6NglnapB6+7sI3hE/b1mbr9Hq+OuMVJbhqA3BVwBM/q1472NtbR/S4EX9+82TApJRQfQnobId5LQULLBbLvbhC/mSMx/3t9HMswQJVDFFnA56KEmRt+JxN17dfdIhILimOTkRERCQkugA24UJrzLV+w2JvkiTkrBv5yswydasXetOyxqcVWgIRxvmN+z8d5HVERBbOaAR0rnPPmTSdYfUO7nWYEIKJircyzTbBafptgbCNrNXIidRs6JOleVjyo08WslumRpBFdMGKRyRbltCRGxvOj17axdf9yDvwL9/wUfzh49vo9EfoDz0+8tR1/Je3P5L45ZIGMD5DQSmFs2S43un4uE0eAzJYQNdskZDTsfoq0M8ee41hmXxtYFqDLEqhV14116iHrzpbM/CLFTYrkq7+5Km9E1mmdB6iv1cULFBahtAI+p7BFCyg9bRCMEzdtdRLjBOtPsJyrXrj9+gffeULA3+YkjMEC/THhN45NfPmAzuB3k2+9rEMXxmoPL9Y2OMFhmvlOdTIY3CoQM70OcdfY05YK0uz5tKRta4AMHIKFlh4IddSmwoWWCiGe/EVhfzJGPto4Wl/C/Wce90F+n2algFBRdlvMtQRaY9cpHxUcSEiIiISElnQ3k14OVaJuWJc5Rd764bGdgmnYVisoCd1zMI2ryHcRL93PHw5yOuIiCyc3g7o5vyJwQJnAWa9vR0iWMAi2+IttjmyFSiER1LAFlnUIk+9oqf6afO10NimPMvGZWuTe3x/7yBwI/axLnGZggWa6A1G+Laf/kN85CkywGgM+t5VQSmFY1kb2EfcgB42WKDlVDQRBdnA0ffa5s4cW3RkmXxtUOpCr7wiJ4GuwtYMvNLU771Iqizn7bmCBciJ3GzonhSH4T6PvpdkjzdwUxK393r4w8ev4oEnrsM54KXnNvDZ99yCjWU1YUVnaAxHNcx6VrRmcktoaL8DtDaw1qrj2bet4JFL8RpgixcJPYUhmGKg5t38IhvF17APhxH8mEAAtqkbAAYqzy8W8nhpuT6a6KFLhsxP46bUBrLH4LjQE0lBfRnoEvskKa2VTWX47vMVnd8WnuF+aqJ51hGkeCwhf07rPzLeY/4O3OmuJn78sytP0+9haqQvyn5Thj0AIpIfurIXERERCYmcXNoL3extYQoW4DfNJBxLcWzwY82w+GEq6h2jVMUJIiJp6vDNfh+8DFz6yAW89NwGbl8/cu5fvYN7oTaf+lsGHbKYRAvwBcIGC1TjNkSizgYLqBG30Njmb0vxMVlEBwDoXDsInpHiMgULtPAf3/ZwkFABAHwhpoJSCmfJMOWTvaZi9clggSVds8VBXl/1tc2dPboBNJ3J0g1LKK6hgEqOaHCTxVadpoyLFEKvzT9nnuYCdm2DDd2T4jBcM9D3DJZmhgRTEr33+IX3PoH/+zcexE73+DXJxlId/+yrX4Q/+VnnpjYOypxMwQI5v7ewNCUMbv4endtcihosUCpD/l5CwQI5Rq5xV5zHCjpo4/T1jKVGSo3dBWPYE1nDftBggWnYYAGdmzLCXmP2w30/e2MxnRvx332+koN6V8kWe/8+TWMt3GtJ/lWqB2tHxJrOSoJ7cSvdmhfbI6M78arKRxM//lm4jAb6VC29Lci6IPtNNb6OSHWNIuWT81VRERERkYIZcsXRvTxM1jIs9tYSFGdq0SWepmGaMT2pYxbDAnGoYAHzboiIyKLrXKOf8l/ecxm//q73AgBece8t+IGvfxmee3YVWL2de6H9qweNzEVZPA9EwQIlxjbmG8K8KGxx6aBzcE2li/ZiYgvsLcXHS5v8czrbChYoOkvoSK2J37j/08E+An3vOuzqfFYwLcdf7+z7uAW6AzJYwDSdQmajgwVUIJ05OlggnQZQ2wSZxbpXDa7JFQCvQsECIoVgOW835gkWIJ876h80gOa9IVh4hnvTafeSY+8WDcECSULSvvdXP4yfetdjY//dtf0+/u7PfRAPfvo6vuf1L6LfXxJiA2EBoBrmnjPa0oQlNDSlUC9gwu9YURmmNiv0LscMjeLr2BsbLFA1BAuosbtgLMeL28UlbwhpnmDa90iSOr2jBjo3ZYO9H+qNv+dyKX67uhF/7TRyOr4WnqEZdSLDvZkUXGOFWnNKEvIni+kxfyf1+IrzuNtdxMP+XOLnWPa1TffwWTD0ALRcT5MBRUqmkvUHEBERESkVstAheLO3hWGjPMnUJ/V+x2Np0O/6wMeaoTnJtMgiIiLhGIIFruPmJt77HruKr/i3v4ff+vDTwOod/PvvbvHPKTg6WEDflcXgPR0oFr1RiX59b5veJfnATmi3bFy2Nvnn7G/zz5F8YY8tAPu+jo9fMEwyncB072oJRJDMLBkafunpoyQ2WEBhUJGQ1yZq3sgBOlggneYmSyirggXm1FylHm6dMqUtB5GUTWhymao+R0PAnBO5pUTIn2vfVzFkmzdrLbDt0Ctu9vfXpFCBo37s9x7BOx++TL23EAxTdy2DGMaJ1gKY82CBUjGsmQ+8msdzy9QoPv76p+YMwQI6NorFGESRljoZbjFQe0g22Puh3m6cz0FwhmsnX9G67MIL2TRLritKCZBhEitO+8Ay3iNksAAA3Oeeph5vGqZXlP0mQ0iM9shFykd3jiIiIiIhkQn4vVwEC/CLvbUEGxYKFoinYVis6IUutjYUeJkWWUREJBxLsIA/3ijSG4zwXb90P65Vb+Hfv32Rf85RBby26JDNkfquLAhLcWo1drCAiu8Xhvd887fl+Fja5J/T2eafI/liaNB/cCvs5rEpgNEQiCDZsUwSjx0s0CeDBUzT0GU2BQsUD1tAapl8bWAr9DJcL8lNzTXq4atO9yIihdA3NLmwEzqPYgNrADXOllUaQf7O0c0MywjXzPAv3/CRYK8lJ5D1GgCAag5qNqYxrf3eXCuZNgFbThjx9xJ9TaXPL0N47jrGX/+wTd0AMNCxUSymIIr0msKrbkQ9XsEWGWHvhyz3XBMZiymGlmCBnF87SXyGKdcTkfdlUgINLkxi+UhIrSti4ZgEMe629jHPD0VKJ1igIPtNhnO56hpFykfBAiIiIiIhkcXswZu9LQyLvUnSuLVBHU8D/KJ+N3QRvmHxI1RaoZYHRUSMLMECOL35vb3Xx89/xFBEOW+wgIHL+IKE/f5Vk1pBWCZj1+I2RNqKS5XsXkiWBmpLcYehiM7yPSM5Yzi+umSIzszXMwUL6HxWJEvOECzg436PDshgAU1jiETBAsVDBwuk0/xpCWUtzASZvGqQwQJQI7BIIfQMgTCGSVfPME3kTm9KrKSIvGYwB5GRYRZLAYMFHnzqOroDvklVEjBMnA8WLBBrO8J0frz5exR7IESp9u4NzZVqHs+x1jr9lHU3/tqiZqjR0bFRMJZgAaR3LVonj0Gtm2WEbZCecM+VZomDM4Tq+LyHMkl8lmDASch1RSkB8ly5AnvAvPfTT6ganldsj5qCBS5QjzftCRclWCDDHgARyQ8FC4iIiIiEMhwAnksI7gUuwDep8sUWlsZ2CceS+hc8xEJphSIixWMJFvDjNwTfccFQDNPmFudPK96ODhssoAX4gjBNvYodLGBohNKE72KyNORZijsM05ywf5V/juSLoUHfB94YtwUL6HxWJJbrnX0c/56799aARWsABhXuONY1WyTkNVbPq0A6c+w1xrCLio/fQGdag6wqWGAuTa4AuOX6dFOEiGSAbdqvLwOVOcrQTI2zuhcoJfLe1HQfCdDNDMsuXLBAf+jxnkeuBHs9OcIULBBm7dbFShawrL0cDRYo4N5KZgzNlQM17+aXqVF8/PTwOvh72b6CBYrFcLxsuJDT5qfn09TIY3Co9pBs1MlggYBBadbmWEuwwMjpu2/hhdwbZAM5pPjoe3Gt/ch4+2jhgt+knnOfe5p6fNNZgqxLHCxg+e8hIrmmO0cRERGRUIZ8MUHPWugQUpVf7GU3LCSshuHmPPQUSduiQpjCeyWFiogYWYIFMH5D5w+vGJou2hf558wrzTj/MTrktV7DDVEBF1QlGbBMxo4eLGDYmNKE72KyNFBbjo+lTf45nW3+OZIvhuAKFzpYwDKZXuezQrFM+Tw5gfQvvfq+QJ/mABss0HADYKS1seDIYAFN/ssBQwNoGsEctkIvBQvMhQwWAIAV8NcdXgvDIunqkY1S8zYDmIIF0psSKykacN8RnRn3kROXiNlmhjmmJI7zoSevB309ucHQHIdKzpvjLKGhKYYwZrsLE5ghmELN4zlmCRZw468tLDVSCp0oGFMQRfhr0U5//LHGHoM6/jLSIL+ze+04n4NhuHbyeb92kvgs9+/juEq415LiIO/FVwz7ikllXFImATzq76Qef5/jhiKZgqyLst+U0z0+EUmXruxFREREQjEUspsnKIRU4T+DggWyZVmsCB5iYWgeMS2yiIhIOGSwQNfXJl6rXMMKRpU6KsxGc5tbnC+DWUWt47TQwx4Kkl68qMimNwD0xtFo5PGuRy7j/ieu4eGLbdx32wpecm4Dn//cW1GrjsmKtWxMacJ3MRkav00FGY1VwFUBZqrw/jb/PpIvhnUNH3hj3LROovNZoVhCB08GC7z87s1An+ZAv2I4jvv7QHM16OdYeGQDR1/b3NkzNJA20QUQt6iKXoOsNlVBOC/D+XDVdbDt+UACEUkRGyxgaXw99nzDvavuBcqJvDc174GSx+xyxGYGCciydhsoFDbaJWXdsF9gWUMUYDSgn6J70xwzNIqvTWgUr5qCBRQ6USiNtYMGV588AH7DBW4Kdw4feWp88BBbp6fQk4yw90S98eecNJep3JD/7vNO330LL1QYQGNV67KLqMGtJS87rf3IZI+O7sSrKh9N/PhnuUtooJ94LcnUSF+UwBTLcEEFC4iUjq7sU+accwDuAHArgCUcVE6kcQe/471/fwrvIyIisrgMm9S9hJdjUZfPDBvlDcxeVNbwoHgahgb94CEWGS4qeOjgEhEx6XLBAtexjMlXIQ47tTPY6BFhAbsXqfcvg5NNcEk0FSyQf6bi1OTNU49d3sV3/uL9ePcjV079u5ee28APfsPL8Zl3nmjAsUwM14TvYrI0TViOD+cOCi/3Tx+HE5EBNpJD7PHlqnCBJ9N0LdtWOp8VCrs20PU1jHAzVOeLX3gHPvuezaCfaWAJFhh0FCwQGnmNlXRdVSKyTDPxOQwWsFwryXFNPiBgFWp2E8m9PjmB1RA4c0zNUHTLfkYpBrIh2rIGC4A+Zped7j0LwdAch2qYffRoNR2W8+ORNZ5mLW5paql27snAOwAYYkwQsORDrXVQD0WsN6y78dcWdQULlF+lArQ2qT2RDZBBXDM4AD/05o+P/XdssICOv4yQzbIYdoHREKjM//Oyfh87ZpAEgJ6vHoRwyGKzXJ+Ow/7OSDmQ9+IrULCATPaov5N6fNV53O0u4mF/LtHjTcP0Ag9miMYyXNAwQEBE8k0VFxE55xoAXgPgdQD+CICXADgPZLKa+D4An5vB+4qIiCwOQyF78GZviyp/SVhLECwg8SQJdjjJPK1jEtOigmGRZQyFVoiIGJENn9f99M2cRzsreDmzwtFWsEASLcumhKTL0sCasDj1k1ttfNUPvx27vfEFQg88eQ1f9cNvxy9922vw0vNHpu1YNqY01a+Y+oafmzURfWmTDBbYtr2P5Ad7fqsvBa+a71oaQnQ+KxQ2WODo9dRtqw38f7/2JXCBJ9iYggU0/TE8sohVUyFzwBIskMKkXz5YoCBFXnnW4IMFVhQsIJJ/PbJRip3Oeer5lmABnUtKibw3Ne+3s8ECamYoBksobODQxODqhiCsI+fH59+xhv/z0cXbnzGxNFfGHRMi8zgMz93dSvyUdYwPFqg5rql75N2xoMykvviFt9PPkYDIPZFN1w7+Ed776NWxf18nj0EFC2SkYbgn6u0CrfVjf+VS/G5hgwUGWpMVwHZ9Os68AYVSTLoXl4Ae9XfQz7nXXUgeLGCpeS9KmHWlcjAkZ5h8Hc4UtCAiuabIsAicc690zv0YgIsA3grgewB8JYB7ARyuJqb9R0RERGIzNBj1fA4WW6t80T67aSZhWRYr+qE3jSoV+tjRooKISMbIYIEdTN/43vIbU//9Ke0L3ONLoOv5otaW0n3zj9hUeUaCZqXhyOMf/OL9E0MFDvWGI3zHL3wQ3cGRx1k2ptSIW0wDQ9OEdeOytck9fn/b9j6SH+x5odYMXuBm+e40Bb5IZpbmCBZ4w9/+Qty+Hr4YwxQsoO/RsEZDwI+op/TzsK666AwNpM00ggXYtVMFC8yvyQcLrDk1A4vkXn98Y91Eliaao0zBAromKyVy7aPjDQF1AH0ts+x071kIZHMcKvWD5uMAQofgPcMS3HIkWKCqCuHkhmGaK2MdCmLQ4vYy1934YKU6OS3eWp/zknPk3quEtXQL9fBNkEFcc6iSx+DAK1ggE5bvbDbQLbQRN9woeP2hFNO8wYKHmqthXkeKpcH93BtuiLoG4ckEjxmCBZ7tnk78WDYwH0BxggUAOijG9N9DRHJNy4YBOede4Jz73wDeDeCvAljH8eZ+n+EfERERic3QYBR8irxFhf8MDS3UZKpBNuh3fB1RsqbIBZBmoEUFr6tbEREbMljgup8VLLDJvX87/Yk4WddudQxTl7UIXwBkcSGARIFMb/v4RbzvsfGTSE762IUd/Ob9T938C1OwgIqhC8nSNGFpzgAOpvMwOtu295H8YM8LETbFTZMm1eBdKGyI0r4/aPj9gufdhrNrcZp/TcECmo4blmGqqCav5YDhGmPJpxAswIabKlhgfoYi4BXDpCktC4ukrEcGC9TnnDRoChYgP6MUA3lvarqPBOgpiUspBCRJAOzabTUH9RqzVOuAI+9/LOGkRlnvwwRFBwvovjT3muuzH3PEOsZfW9TIGinLsVFxwBe9gG+MkoDIYIGNCUEUMbDhFjo/ZcQyfT3QPY21ls6R67L9CaE6smBC7Q+SDeZSEoZz5Qq0JyfjPervpJ9zr0s+GMk0TK9IwQLkZ1VNo0j5KFggEOfcdwJ4P4Avw+QggWcentIfnPjfIiIiEtOAv2EyFzqEZNgsr5EbFhIWu1gRLcAio2ABERExYoMFMCNYAOTUjF4b6La55xxVwGQZBQuUlKUhP0Gz0gc/xf2O3v/EkcebggXUiFtIlqJg68Zla5N7/D53DEsOscdXrRl8ApuCBcqPbcaxXE+xBhXDeVLBAmEZggV6Y4pYN5ZysNa6SAwNpK0UGvLYUNZCFXnlVXONfsqq03lUJPf6ZKNUY86JhXNO5JYSIX+us+4Z3KSyObKZwRKKIxkoY7AAwIevWMJJjYq3czPFiDt+NLW5AFrcXub6hEbxKkbU61iaur/1tc/BS8+Te68SFrknsuHm2PcewznATzirsnV6Oj9lxHJP0zt93gm97zKNG/HBKWl+Pskpa6j9SQoWWEymYIE49zcVnc8Kbw8tXCQHI93nnk782CYZmA+gWHtObLCA5b+HiOSaggXm5JyrOuf+B4B/AaCJ44ECwOSGfxERESmbIV8UGa3hm2HYLK+TadwSFlscGy3Agl5UMKQ3jlGq4gQRkTSxwQJ+RrAAuTAPANi9yD9nLtkuw5iCBbQIn3+GxjdUZx8LP/q2h6mX/Il3PHrzHyxTVi0BCZI9S1GwtbiDLLpkv2ckh9jzQoRNcVuwgM5nRcKGKKURLNCvWL5H1cQWFNv8g/HTsb7w+WdDfBpJynCN0UwhWICeIGO5lpbjyCmgALA6YRKoiORIj/w9tTTRHGUKTdQ1WSmR93hdb9wHJY/ZluujQjaWSgbYtdtKuH30qLsR7DnyyPlxYriGnEbem2oieAGQa9xrE6bhsjVSlonef/dLnk8/RwJbuoV6+F319K5F2WCBoc5P2bA0SfezXR9xbKiO589vUkLBggX4BnMpAcO5ctnF2VdwSkopjGk/q0f8ndRrMcECLXa/qdoAKgVq0yXP5/R/DxHJvQKdsXLrJwF8I44HChwNEfAT/kwy6fGznjfuuUCy54mIiEgIhkL2Xh4WWw2b5XVyw0LCapIN+tGCBepcAUNTE5hFRLLjPdC5Tj3lOqZv4l3yhqkZ7S3+OQVmKWqlm2AkfZYG1gTBAr3BHIXJluJ7TfUrJkvThLX5e2mTe3z3GjDSvWKhDcjgilozeGl61xuayA1Bj5IdNkQpjWCBgSVYIMXpjwshULDAvWfmbGgUjqGAtJVGsAAbblpVsMDcDMWgq5r6LJJ/bIPLvJMGLY0JWtsoJ3Ltw3zPYGhiWUrhWkbmRDbHJVm3zQX2HHnk/KheGQI5tdnSPC4pI4MF1t3pyeGApambL81v1dUInjlyT6Qy2MNv/93X4AV3rgV5eweHTn/8XiF7DPYVLJCNhmFtsjf+vMPyxlYROlhAx5YA4YLHm3OuI0gxGe7FVyKtJVd1s1QKj43uoB5/zl1KHBxG17xHGMwQFTtcUD0AIqWjYIE5OOf+AQ5CBY427x+9ujj6dyf/THzZKX8OX3PS3d+s54qIiEhMlmCBhA3fUTeQqnzDW5INCyUbxdMk09CjBViQ07yUVigikqHeLuC5goPrfvrG95YpWOAC/5wC6xqKWhXEUwDs1Csg/hRUy+trwncxWRpZrVMjWpv8czrXbO8l+cCeF2qt4JMcTMF4Op8VCltwsH8jbCJUge44pmABTccNy3B9Na6ItaId0XQZJlMv+/i/O3RYW+xr9UVQa9ABDavOcCxo00EkPd7zDS6WJpqjKlU+7EXBAuVE3uOZA9YNzQzLChbIPza0rFqQxvB5ggUCf5RSI4+fgVdzZe6xwQLYw7gbj7pjm7oLcm6R45ZuoZ/y7JU+/ve3vzbChzmODRYYqPk7G4a1snH3XWl+d4/Y7z4dWwLYjvVx5g0olGKy3Iu7wxqJsAvEFQULlMKj/k7q8VXncbe7mOixpd9vItcaNCxJpHy0emHknHsxgP8HswMFPID3AHgDgMcAPA3gdQC+48a/cyf+7+tu/O8NALcAOAPgOQA+H8BLcTMM4uRVkQMwAPAvAbx1zEfe4f+/FBEREYphQl4v4eXYZ929Sb92YpUq4CqATz4hte64xnYJq0HenJsLamYh0wpDNUp6rwpSERGaodHzOqZv5mxhk/8cCxYs0DF8ByvdtwAswQKxJ19ZUq/ZyeSSD5ZGVmsqOjmdBwDQ2QaWz9jeT7LHnhdqreBT72zBAjqfFckSea1zOH30T73ifIyPA8AYLKAmtrDY5h8A/VhBmpJckw/8WEH83x127bRwE2TyqrkK7CXfI0njWBCROfT3QRdrh2gsqLe4/VZdk5WP9/TPtWMIdwVgC0lyHQXd5B0dLBB53TYU9po1xbWSUrXikFOb1VxZAGSwQM2NsIwu9nD8d45u6iZDJ77gebdRj5dIDMEC2L+KyurtQd5+2sT5GhluMVB7SDYMzbLo74X/HITdvX0wR/4AtXJ994tNPdB6qoIFFpPhXLkC2/3NrNt35QqUw6P+Dvo597mn8Un/rJmPazqyPqxmHPqRFXa4IPvfQ0RyT3eOdj8AoI6boQCHjoYK/BKA7/DeP3b0ic65c5Ne1Hv/tkn/zjm3CuD1AL4dwKtPvJ/Hwc/zHwFYvfG+ybsDRUREZH4D/oYpacF8o1aZ/aB5VOpUoU49waaZ1lziYVP/ejkJFmg5pRWKiGTGEizgpxdWbvlN/nO0kyX+jlPEes2O54sS9X1ZAJbJ2NGDBSyTljVhrZD6hk1zdqLZodYm/5z9bdt7ST5YggUCfwTT/avOZ4XChijt4+A77jNuj1dg1qsamuC67fAfZJEZgps0/S8HGit0YO2Kj18sXfoJMnnVXAP2Lid++JpTM7BIrlmaWyxNNCfVl7l1TAULlM+wD3YleOYa7KQb14YhWAC6/8w9sjEclXD76FGbUtj1vaPnx8jdMkXcu5loyA3Y6CtYIP/IYAEAWMfuqWCBauRp8a9/2V3U4yWSjPdEHrs8+Rq8Du78NPCR6wxlPMs9UW83yFtbZ/RsXdsFE+nbQxWXd9VUuPBCNc6GWEeQ4jEESiwbgwVmqVRU5V4Gj/o76efc55INRjrDzncu2n4TeT7XsCSR8tGdo4Fz7uUAvgLHQwX8kX8eAvhG7/03nAwVmIf3vu29/znv/ecD+FwA78HpUIMKgL8N4FedcwWLuxERESk4ZoLGDdEmybOq3OeoJdiwKNUGckqGo2T/1RrkhlG044wMFmhqUUFEJDuWYAFML6zcQwu7nlwQbydbmA8l63Rpy7QsLcIXgKHxLfrmUaXKF8FqwncxDcimCVel7/eeYZrOc8X2XpIPbHBFhHPbCBX0yIleOp8VS8tx62cdf3AOq1XjbWn2qobitS5/fS1TmIIFxpwrsr4BWDTOHTSTE1agYIHSarDHgr6/RXLN0tximP5+Cj2RW8ECpWP4mZr3QQ3NDEsKFsi/IXktaF03Sxt7fkwxeGUwLNHsKzKYgm0elwxYggXc6fvWJMNXjmJDJ15xr2EtXsIz7YlcDfb2b/zQ0xP/XRXcuVbnp4xY7onGhLqlucS5u8et1Q1QwxUFC4g11P6kZrxAackxQ6DECrm3mNQtywW5H5SpHvN30M+5z02+7jrqvLvEvfDKbfRnyVRdPQAii07BAjbfduKfDzvAHIARgD/nvf+fMT+A9/69AD4fwPcBx1atDsMNvhLArzvntDogIiKSFsOEvJ7PycIEuWGeJAnZW6NwF9ivfuDJRI9rOu7mvOcjTXCjFxXCTGDWoSUiYmAJFvCzN3MuebIgZ3eL/hyHXAFjiyzBAipOLQBLsEB18rHgvU98HTgVXXyvY62Q2KLgeQo7TEV02/b3k+yx54VaK0qBW5f9/tT5rFBa5NpAB0187rPPRPo0BwaVFj/Fq0tOqJDpRlyIJgD0cHq9S7ECGWiuUw9//mb8+7qmU7BAJsiQiVXHN7v5Aq4LiBTWmOaWmUJMGmQbcVJsnJWUsIF3sK3BAjA1fq04BePkXlmDBdjjNcUQxv/0tk+m9l7RkcdPf8x9qeSMJVgApwOWamSwwJBo6v6Lr74Xz7+Du5+SSCx7Ip3tYG//+JXJ1+BJ6vSO0vkpI5Z7IkuoW0B1x53fFFohAMIFCxjC3qQEDOfK5QghtS+6ax3LDX1flsEulrBF1i8mCxbwOMcGC2zczT0+azXufN4iexdEJP8ULEByzjkAX4vTQ3jdjb/7Me/9L6XxWbz3Q+/99wH4auDY1dJhuMAfB/CjaXwWERERgS1YIC8L+eR0UzaNW5L5ez//wUSPa5AbRj3rpI5ZyOY1TWAWEcmQIVhgB7ML1bawyb1o+wL9OYpsH3yDiopTC8DSwDqhWempa/v4S//tD/C3/+cH5vtMU95jIk34Lia2aYINnDgq4+k8kgH2vFBrIkYbLz1tUuezQmFDlDpooFmLvJ3pHNogC+EULBCWIbhJBdI5QQYL3L3Mh0iw6Ikp81wvyU3khLE1qBlYJNd6hmABy3TOU69BXpMpWKB8DPd39D3koQZ/zIZsZkhzEu1CYe8tpgTCslzMqDMy8P/o+TH2obbTHaDdjX+dnwoy9E73pQVgCBZYGxOCxjZ1J228feFd6/iuL38B9doS0dIm/5yU9kTYcAs1f2ekWqdrMEMFC1ijGNljK9pwIykWBQvIPAw/95UIwQKvuNdQCyG59Yi/k3p8kmCBM9jBsiPrwzbv4R6fNXKtQT0AIuWjYAHeKwCcvfG/D8MEDl0G8J1pfyDv/RsBfOOJz3IYLvDNzrk/kfZnEhERWUhDS7DA7MXk173gdsun4ZBJ/EkWlZ2qISiX28mPnwY53c9cUDMLWXRLTwubQJOpREQMDMEC132CYAEy8Rfti/TnmEvGlyMjVND23PflGgyF25IuQ+PbuALV7mCIv/Tj78HvfnwrwIcCv4GvCd/FxBbYz1PYsWyYEK5ggWJjzwu1VpRGCD5YQOezoqhhgJobUc/Z9+GaPKZRsEDGDNdXgzFFrFqOzAA5pX5cg0ZobCgrHdAl45HHwoqCBUTyrW9objE0aZ+iYAGxBAtY7xka/HTo1YDNDF7bnXGQjeGoFKQ5jpwiePR3KY37pAc/fT3+m6RhyNUzDLwad3PPECywjtPXQWzjbT9BU/ff/OPPxa/8zddgpVmQ89AiaG3yz8lpsMBQwQLZYSdx98fVBqS3yBkrOEVKjr02ncQwuV5KoFoHqtya/HLgAS23LNfx7V/0GUFfU7L12OgO6vHn3KWZ34Hn3CX+g2zezT8nS+T5vEn2LohI/ilYgPd5Y/7uMGDgp7z3mVQSee9/FcAP4fjd5GG4wL93zqVTeSUiIrLIBnwBbJJi+Zee4ze6aGSwQN3NXlT2qoag3P9k8oZP9uY8SYCFCRksoLRCEZEMWYIFkCRYYJN70faFhauY3Enw3/GoNBptZE5sA6urApXTRRb/7q2fwMcvtAN9KPANUZrwXUxs08Q8E3jry/zUtr0r9veT7NHBFa0o5W1dzwYL6HxWFEuGdYEO0tne2vEKFsiUISAkSZG+pKC1Tj28Ev13x/OFTWQRo0xABgus6t5XJN96huDLEJMG6WABBXSWjiVYYMY+6MT7VvK7C9D3VyGwoWXs2ldWyCmCR9cQXQrNib/2wSejv0cqyONHzZUFYAkWcKevL6pkUOa4MMST/sGXvQDNmo6hXKm3+GbZ/e0oH+WkGOEWEgnbKG259wqoTh5b+u4TAEC1FiagqxlgHUGKiTxXrgQM+atVHP7F170UZ9e0L1Amj/g7qcdXncd5N30IzKx/P9bmPfxzskTWmR30ACxW3adI2SlYgPdHpvy7H0/tU4z3TwB8eszf3w3gG1P+LCIiIotnyBXADr2bmRC8VK/ia//IuXk+VTIVMliAXFSW2f7T2x5O/NhGgmCHo+imjKTIAoZQaYUL1o8qIhJGlwsW6Psq9jF78XjLkwU5wx7Q2eaec0NRT/9tskltVVMb848tTh2zEeO9x/941+OBPtDh+5DFpZrwXUyGxm8z54ClW7jnpDSdRyLwnl7XmCu4YookIYzH6HxWGJbAwSTXpCG0oWCBTPX4qch7iHMOEhLbkNe9jpffvRnlowAH69YVR949Rvo+WzhkQ3HIYlARiaBnCEKsc+Ga41/DPpFbSqLP/0zNYWSGJpYVrd3mHzlxnh3AMFXM/n220fVIsIBPYXflV98/rmS1gEbc8aPG3QKwBAvgdJMvO9Fbx0aB5XBPxGGEKrnWMfA6BjPD3hf1+XXRcawDoNjQih4CNJNLOYRYAwgRUCjFRP7sl124veBf/1tfgC9/yV3BXk/SMet2+zEyWAAA7nNPT/3359wl+jWxUbBgAXIttuq8+kdESkbBArznHPnfR+/CLnvvPzzvizvnzD8T730XwA/h9PemA/C35vlcIiIikgBZyJ5kivw//IoX4L7byCRbCzKJP8misnPxk+8XVZMsxI+2qE8W3bZcHyHaQovaWCoikqkOFyxwHctIUgW3hU3+s7QNib5GaUzimYVtUlsbU7AkORNg6tUTV/dxbT9M6NIzyCRpDFQIXUh98ufGFh2flMMiOonE0pBTa0a592eDBbyaiQqjZSj86aKeSsAgGwaF7vU4H2RRsd9vAPbGhE7k4fp/4TTXucd3r6MS8cfErpsC4K+jZTzyWGi6ARpkEK0CZ0VS1DesTzUCNBXM0TgrJWG4v6PD6Q7VlwGyTG/NhTvmtJUeSZbBAjHRwSv7z1w8jUbxL6JKc5k25JrHB2quzL/6Mj1Red2dbvJlG2+HKs0vrhzuiViatxRukSH2vmhM4KrlOvHdj1zhnwQ+OGWgY0sOhQhrVbDA4mpwNfEhQ2pfeBe5pyGF8GiEYIHzzlDfuHGef06WDOdyyyABEckvrV7wzuP4Wqi78c/vC/T6895x/Xfg2CrC4Wf9LOfc3XO+toiIiExDBwtM37z6x69/Ib7p8+6d5xMlV+U20pIsKluTcGW2BrmonyTEwsRQdNski0VFRCQQNljAJ9vwvuT5SR9oX+CfU2A7ZJPaasDiVImEnYw9Jljgtz48fYPKhN3w0YTvYmIL7Nmi45OWznCPV7BAcZmCBVpRWnjZe9huR6E8RdEyrAns+2YqDTdsGBS6O3E+yKIyNC/u+9PXWGrOykBzjXt8dydqdzi7bgogTBGsaOqzSNn0DNfY9QBB6ew9rCUAQfLNcG/aGXNdmIhz9LVMyGYGbaVHQk6cR6UowQKGa9Yb67/9FIIFSoM8ftRcWQDO0SFo62MCwNnGboVOFNjSJvf4zjYA4AV3kusjBDbYAgCGOj9lh22Uttx7jfEz734c//RXP4TeYEQ9r+b485tqQgWA7fr0JLK5XEqE/NkvB7wXl3J61N9BP2dWsMA5d4l7wdU7wpwb02SoJ1KwgEi5KFiAN6mS8sPEa0y7o5orwtt7fwnA+zF+rOCXzvPaIiIiMsOQDRaYvkn9La99DioxxzcdRW6Ys2m1Mhuz5s5OcjJP6pjFMP1UwQIiIhlhgwWQbBNnK8VgAVfQDeodskltVY0V+TckN0nGhDE9fiVC4Tsb+qQJ38XUTztYIH/TeSQSS9hIpAnPXc/dw+7vnZ7oI/m0BP4466CBe84EmH47hXN8GJSCBQIzNAV2oCnzudAip/uMBqj7eAFXprXHmrEZUY5jQyagYD2RXOsbrrHZyZzj0MECWtsoHcN61Vz7oA3u+0vfXQXArt2OCYXNJcO+PAYHx+uXvIhvsGC1uyWpHxly9xOaCF4QLW4vc82dXqNgG7t1bBSYcU/kL0QcHGQJFlDwSYbq5H2R5d5rgp9852P497/9EPUctga053VsyQ3ssT4OG8Qh5UEGC6y4g7UCZUvLJLtYomsY73PT6xfPuy3uQ2zewz0+DwzB202nYAGRMlGwAG/SKu028RrTViBDRG+9d8LfvzLAa4uIiMgkA+5mKVqztwW5YW7ZtJDpesNkicEOIzTItGB22mNihiaSZoC0QiUfi4gYkMECSRurtvwm/1naF/nnFFjbcxuq4wqWJGfY5tsx19rstIhE2A0fSxOxZG9AFrDPO4GXLqK7Mt/7SXYsYSO1VpTp4Ox6ydXravAuCssEgw4aqKQwhr7N5n53rmvEaEh9vkFrH6evsVRUlgFy8iMALPt49zymgqZ5r5fkgKEQeE3BeiL5ZZmaaWl6PYkOFtjTNVnZGMIiOmOuCxMjg3FCfnelcJuzmIZkg3s13FTxqD9Ty9TDG/dZL7qLv2ZfWCPu+BmoubIYyGCBdYwLFiCPDTV1F9fSJvf4G8ECn3U3+TyCpUZP4RYZYgPXxtx7zXNJ8R9++yF8+NPJa0PYYIEBanC6kBVg/jXVWivotbgUDLmWvGwILgcAr12jhfKo50L17nNPT/m3HufcJe4DbNzNPT4PDINKNFxQpFwULMCbVNHGVOhPq2i4lXidSR6d8PefGeC1RUREZJIht3jBTuCLilykq7uSJM7nyLW9ZDfbDXJBH4h4rFkWFZwWFUREMkEGC1xPmHt4CVwxDgCgPT3xN6Q8bBLtTMyoHE+NFQXATr0aE8b0IaKgY573mcrSRCzZYwvsDdfsx1iK6EYRgjMkPkvYSK0FF+G7lg0WGPV0PiuKlqHhd9+nMz0yabDWM0Z9hfSE1OMmc/V8FQOcXs9UTWsGDFPql0cRgwUsBU2G8FQZwxAysQLuO1y9wyIp6pPn6voyUAlQgkbfw3p+nUbyzbBeNWsfdGrjE3ktsxJw7Vbfa5Gw5wRyAMM0y/WITZyWibA3ggWatXRKhPsJBynk2pC7n1DjbkGwwQLu9BpFDdzxrWOjwFqb3OP3twHv8Rl3xJu6bQkWGOoYzE6dnC9JrovOMhx5vOGBaY2Sx7HH1wBVDQSSA/PuQRtCSqVEGty5kl1HlsX06OhO6vHn3dbEgJ117GLdkWtAm/dwj88Dw/6YZZCAiOSXggV47Ql/z5wdp90Fct9m410/8c8eBwF2zw7w2iIiIjLJgLtZ6o0pfj302s+4bd5Pw6lwRft1w6aFzJCw8LlpuCnvTjnW5mJIng2xqKDtCRERAzZYwCcrUuuhjm1Pbo63L3KPL7g2GSzQcn16MoCkLEBx6oeePLl8FwB7baZmyGIakJuX806LWLqFe7wfAT1Njy8kS9hIpAnPXXLapFLxi2PJsCYw1/RRAnvNBgDo6nwXTJ/7ftvH+EKXL3ohN41EAjA0ky+NwhZMH2UJZY31fbZwDCETq2xhnoikh21usTS8jlMzXJOxIQiSb4Z707nuGZpcM4u+uwpgRK4RkHUS09SqEUtxLdesKQfL3v/EdqrvFwV5/IwLvJMcYoMFcPraoubIxluvY6Ow6D2RYfQ1Qsu+scItMkQ2y6Iffp3sgSeT14awNaA91BSQJQfmDhYgf1ekXMif/7JTsIDM9qjnWjGrzuO82xr77867S/wH2Lybf07WDGuxChYQKRcFC/AmrQAwq0/TvmXuJV5nkkkrAnxlh4iIiCRHbsz2pkzge9l5w/TfeZBJ/Ek2LSoaEcZJuOjeNGwYsU0ZiRkKGNTwISKSAe+BDtfEfB3JN3EuefK6ZdcWLFCE/en/6wufc+rv6Om3AFbHFC1JjrAN+QGnXk3FJkmr8L6Y+uSm+bxFHctn+OfsX53vPSUb7LEFxAsWmDFt8qSm031mUVjCEjtopDKF3hIs8Nv3Pxzhkywo8rpkXLDAcqOK59/BNzbLnAzN5Ms+XrCA5TyT2vV62ZGNmQCwGnDqs4gExq4ZNAIFC1juYcmAIsk5QyN0d8qe+0zktYy+uwqAnDiParhggahM58eD3yeXUt3G73xsfENGoQy5WoyBGneLgQ0WcGOCBcg6naFK84traZN/Tmc79Kc4pupG9HMGXuenzLD3Rr3T55x5v7vf9vHk38k1MlhA333yDEsw4FGGdWUpETJYYAUKFpDZHvN8+Pi97umxfz8pcGCqzRCtoCmrG4YLOgULiJSJVi94kyrxN4nXuDDl330G8TqTTIpMVLSXiIhITOTk0t6U9PI/88p75v00nCqXlp1kUbmiK80oGobG/GnH2lwMTSRB0gqL0FkqIpIn/X16ysp1n3zDe8tvcp+nPW1ZJKy0c45eeu50cdIO+MJqTb7KOfK6n274t2KnA1qaiCVb3gMD8vwwb+M3O50HAPauzPeekg3LFLtI5ze2KcRynyzZWDIUGnR8Og2/O8T176H//OYPYK9nmI4up7HBAmOOi1c/51ZUKwo6TV2Lz7X/7DvjTW40hc1ECspZOIZiYN37iuRYjwyBafDhImMpWEAM61WdeQLW2WCBgFMSldEfSVmDBSzXrOw64pw+8hQXcJ1L5F5atDoMCYsNFsAuThalsBO9NS2+wCx7IvtX4RDviz3J8J+TBjo/ZadOtmqM+sAgowY971F3ChYQo3nD7cnGcikZch2p5fqoktdjsnge8XfSz3n2hGCBc27aLOkJNu7mn5M1Q0hMkB4AEckNtXvxngbGrgAwq0+PA8/c6Z9si/ojlg91wrMn/L2upkRERGIiJ5f2pkzgu+fWQJM9kqpwG+aJggVUDcFJ+J/LUhw77Vibi6GJJMQkSeUKiIiQOtfop1wnmuG3qCURAO2L5KcpjtvXTn83tj2/CL+myVf5xgYLpDUBld287+8dNKpLcQz7gCcn08xb1GEsopMCItc0AAC1FnyEOzQ2WKCpYIHCsBQajJtMH0Mb/PnSd3fw4U+XoHEiD8iGwH2cbqr5p1/14lCfRhhNPljgs87GK1EwfScoWCAMQ1MxO2kqxnWHiEzABguwYYcTX0fBAguPDL0b+AqG8zQ3NchggYDrtlqWi8B7ujH8ZJ2E9x6/8v4nA36oQApwfnzLR0qw90MGU6i5siDIYIGGG55aw+Inequpu7ByuCfCHn8AMFB7SHYahnujPnn/FQobyASg73V+kxsMU66PCRVQKMVkCJZg15KlXJK0Izzm76Bf9143fjjSeUuwwGYBgwUM5/KWajNESkV3jryPTvj7xGOFvfdDAI+c/GsctJN9nnNu3ruu12B8v9XlOV9XREREphlyRfhsoXxUZLNTI0EasoIF4kjy3/6kaMeaoYBBaYUiIhmwBAv45Js4W36Te/HdLWC0ONmHliY1BQvkHDs1ItJE71PoIn5vaySW7FimjM3bKJfDIjqJhGzeABDt/GYKFlBHRiEsgf/e6aARcd7XAQdnCoNaxT4+8Ph2+A+0iMjmxf0xU2nvPjNnmI7YGIIF7l2Ndz9oWTtN7Xq97MiJzwCw5nTvK5Jb/T3u8ZbmmXEsAQUKFigX8t60M+a68KSp9xPk99ey62pKYp6NDNeCR+okLre7+JaffC/+zs99INxnCqUAwQKFNxoBPszUZpXK5AwZLAAAazh+LcQ2dvcVOlFcrU3+OfvboT/FMTWQgdNQ8EmmLPc0vePnnNS+RthAJhyc37QbIwBMU66PMTSWS4kYfv7LChaQGdpYxpbn9qzumxAscI4NFli+tZjnNUM9UVM9ACKlomAB3slggcNAgJeTr/M+3Lz3O3oPuALgdbaPBjjnXgTgM0+87uH/VbCAiIhITGSDUS9XwQJcrlHNzd40a9Z0qRmD5aa8FysN3VB0G2KSpFfDiIgIxxIsgOQb3lueLMjxI2DPsERRgPO/G1MtZmpSc2TxtqSLDBRDNaXrflPxvY61QukbNsstRcdHKVhgcViCRupL6A74osZZup4LP6w4b5qsI+lrOX5No4MGXvWcWyN8muN2DGFQq9jHP//fH4nwaRYQ2fCy59UInhuGZvJKdyfCBzlgKmhSsEAY1TpdhBZy6rOIBNYj1wvqgQpnLeF4lhA+yS8yWGDucHXDtUyoKYlqPI5gaLgWvFEn4b3Hd/7i/XjrRy8G/lCBWBq3LCGSi8zSXKmpzcVgCBZYd/MFC6ipu8CMeyIxv9drhhDFfqw6MZnNMoU9q/1aw7XTQMeWHJp3D9pwLyYlYjhXrjjd38hsj/k7qcff554e+/fn3Rb3xpuJ51Tni2EttuVUlyFSJur24h0NFji6FHDOOcesKLxryr/7Vu4jHfN3Jvy9B/D4HK8rIiIis5Abs9GavS0qXNFFkk2LlWaO/v8rEcvUrW6CaR0mhgKGEMECIiJCMgQL7PjkDcqXwBfkoJ1WcV721ZlMSMMhNVfkHNt8W02pUck0tUrBAoViaZawNGUctXSGf07k6TwSiaXYvNaMMq3d1BiiYvlCaJENv11fwwgVfMFn3BbpE91kCYNaUxhUOOQ1SQdqBM+NeuvYlNdEutfjfBYATUtBk4IFwiELgld07yuSX/1d7vENQ9jhOKbQRJ1LSoUMVezMuwfa5JsZtHabY5bQwRvXsr/ygSfzGyoAHFx3s3R+5BiOHzWPF4QhWGADR6+FPGqOC1cd6tgorhyGLbPBFoDOT5my3Bv1yPuvUIaW0AodW3LDvMECRZzsLeEYfv7LMITky8J5lAwWOO+2xvZDnHOXuDfeuJt7fF4YzuXsfr+I5JuCBXjvBXC4SnRyVN7Lidd5w5i/8zioeP9a59wfZT/Yjef81TGf69Db2NcUERERApni2pt3gkJIZPGnpbldwmgYimN7sZLyDUW3lumEJ+V/XrWISM4YggWYZvgtv0m/PtoX+OcUlK1JTQV/ucYWGNYihTydpOL78iOL6wGEKeogg+iwf2W+95RsmIIFWnjgSf46YxZbsICKSYqALTQ4bBJab8VfQ9sxhEGtqaEoHDJYYE/BAvnCTpfqXkezFqdMwRRqOm8Qk9xEHgur5L2v18KwSHp6ZICSZU1i7OtYQhN1TVYq5L1p1895r9Bcp5/Cfn9Nou+1CEaGGoYb616/+oFPB/4wgRkC/3V+JI0ULFBahmCB9SNhknVDU3ff69gorOY66OD6znaMT/KMulOwQKGY9muP33+5tGYnGL77+nkapCXZmndN1TCxXkrEECyw4hQyL7M9OrqDenzNjXDebR37uxXs4xbX5t548x7u8XlhOJcrWECkXBQsQPLebwP4AMavHHwZ8TqfAPDg4T8eeT2Pg5/LzznnEn+7OOdeBuDncPNnOu7z/XbS1xMREREDsog9WrO3RZUrukiShqxiCE7SPQFLcWy0EAtDgZepuFdEROZjKGa47pNv4mx5viAH7RxP/gmsDUOwgJrU8m1INq9WU2p8MxXfa9JyoQwM54Z5izqc4yf0RJ7OI5GYggWa+LUPhi+8twULqJikCJaMwQJp2EMTI89VbIZqKBLQDS/7/vSx4VKruJVT2Ia87g4qkX5eDVOwgIIqgiELgleh72+R3GLXC0JNGlSwgLDBAvPeM7ABSQBWtXabX+QgCABAtQ7vPT4UITgxKMv50bKWuMg0tbm8LMECuHktNG6C6Sxq6i6wSgVY2uSes3+VjSKgVA3hFgOFW2THcm/U2w3/ORLY2+evFQaoqiZUDswbMBhqHUGKyRAssay1ZEngUX8n/Zz73PHhSOfcJf6NFyhYoBlguKCI5IeCBWxONugfBgN8Dfk6/xXHe8iOhgvcDuD9zrk/M+0FnHMV59xfB/C2G885GVJw6DHv/fvJzyciIiIMcqPaVCgfS4ULOUgSLCCcpGvuDcOmZbRjzVB0GyKtUBsUIiIkw0b0DtEMv+U36ddH+8LsxwSQh9aiXbQMTWqni7d7g1GojyTzGpDXM9XTBc5rzQghY6YJGCouLZS+YbO8HmACr4IFFoMpWCDOhGfTxEky7FGy0SILDfZ9ms2+jg6EUkNRQORU5H2oETxX2Ia8zvU4nwPGUNO0gsAWARkyoYAWkZzynl9PnLeh4JnXUWjiwqODBebcAzU0M4T6/lIuVgRDy7VgHVd2e7jUznlhvOn8qMYbimFq80BTm4vBEizgbl4L1cDvzyl0ouDoPZHtKB/jUN0SLKBjMDsFChb4zQ98in5OX6EVcmjePWhDyJuUiOFcuYIOXOIqa1lUj/o76Oc82z117J/Puy3+jYsaLFCp0HtkGi4oUi4KFrA5GixwdJn/M51zn0m8zn8DcBh3e3iVczQU4BYAP+Oce8w596+dc9/snHu9c+7LnXN/0Tn3wwA+CeA/ANjA+H40d+Pvf5D4XCIiImJBFrHnKlhgTLPTNE03wKxW+JG6v6NoGhrze7E2tGt8AUOIRQWvBUIREY6huHYPyTcBL2MdQ7JxHu2L5CcqLo8K2sR/TwBYG9Ok9kDeJyYtkiHZvFobEyzQinB91rAEC6j4vlAsU8YM1+ynLJ/hHq9ggWKiG/MdvZaQlGnipCUYQVK3BO4468w7fZTEhGsBaogNxnv6mkTBAjnDNml0d+J8DgBNZ1h7NISnygRNrjlzRQEtIvnU30fyOOwbQk0atISX6V6gXMhG6CT3DFMb+A3NLAoYyzFTsEADw1EB9p4rVaBC1pdY1hIXmeH4UfN4QZABaACwjpvrFDXD8A+FThRca5N7fOQ9EcvwH52fMmQKgj++NupSGp/w8aeu0M/p6/wmh+YNGAy1jiDFZPj5Lzs+ZN7nYhyNpOkxfyf9nNdUPnzsn8+5S/wbb9zNPycvyPXYEMMFRSQ/FCxg838AtG/875Mry1+f9EW899sAfgCnB+gdDRdwAO4G8HcA/GcAvwbgN3EQSvA3ANyDm+EBJ5976AKA/5L0c4mIiIiB93SDUbRmb4sqH3JQnZHK/cilbNJ0CythvULD8ZuWpqaMJKo1wHGbUex0QhERCYBMuO/6OkbEktEIFVwBWYC5uzjBAgD46bdjmtQKUdy4CLwHhuT1zJh0ZxdjJJlpapWKSwvF8vOad1oEYJjOo2CBQmKbcWqtaOMVTUGMdDCCZIEtNEg7WKDtue/SwzAoXafNadgDPFcgve/TPTZkBrYhr3s92oReOtS02tS44JDIY2FNAS0i+WQJIQzVEBCgCUcKjrw37fo5g/wNwQIrLkyYxdaO7mODM0ycR6VWnEh7dv33SFDHc8+qcWumkaF5XFObi6GxCjiuVH7NHQ0W4Ju6hyrNLzZ6T2Q7zr7fDbZjUOenzFjujch6jlDe8bGnZj/ohIGOLTlkCQY8qsEFlErJWO7FoWBJmW0Hy7jkuWCx11YewNKR4+u82+LfeLPAwQJkTZGCBUTKRasXBt77DoBfxfFAgMMQgL/pnGN2Lf4VgPuPvMahowEBh6897o/H5FABB2AE4K9473X2FhERiYltLgLQm7fQISRDsMCsjQtN1eUkLVigi2MBdH3EEAtykdjy+UVEZE5kce2eYfrnJb/JPaF9gX4PelJajux4rih6TVOv8ssy9aqWUuObpfi+p+L7QrEEC9QMgRMnsUV0e/yEE8kBtjE/4nRnW7CAikmKgA0bTCtY4LDulw6DunHN9ultXbvNxdAMaLlnkYjY6Y/dnTifA4a1x3kLYOU4siCYnfhc3FUBkYKxNLXMO6nwUK2J07NZZlBoYrmQ93Zz3zMYmhlCrd2++UHLGrlMZajZQLVAoWV0sMDNe63lRo6GXuSVYe1fzZUFUanQ963ruPn7UzdNi9fvXKEtbXKP72zH+BTPsAQL9HV+yo5pvzZ8sID3s1dRauBDdXR+k2dYhh4cpWCBxWYIYVlWsIAk9JHRPdTjW66PL6w88Mw/n3OXuDdsbRz8KSpyn0zDBUXKRcECdv9zwt/fAeAvJH0R7/0AwJ8BcDjG6WS4wMmAgZN/Tj7u6HM9gO/33v9W0s8jIiIiRobJeL08LbRW+KL9xozF5V983xPWT7OQuv1kG0GWxvyepSkjqQzSChPsfYiIyFFkca2lSWfLkwvk7Yv0e5jkZPIk26R2dBLKoSSb/5KCoWGSWFrFqZbNe031KxZL4zR5vT4WPZ3nqi7ai4g9viI2YpomTipYoBDYNYG0p9K3PRksMOaaTQwMzYAdBQvkC9uQ17nOtowmxgcLFKiRrAjIY+FgypSuG0Vyx7JWYJnKOY5zc03klhIg7+1MwXRHGYIF2GCcSR6/ovuJ4IZ8c5xlAENm2LWYI79Pq80c1abk1Yivw1BzZYGQjT7r7maTb83xTd0Dr6buQrPsiURkCRZQ8EmGLPdGJ+7BQpQ4JLnWtIVW6LtPbpg3WKCpYIGFVm0AFe58suK0/iPJ/P7oJfRzvrT63mf+93m3xT15kwsyyB3yfN7ScEGRUlGwgN1vAXgIwMUjfy7c+L+JgwUAwHv/MQB/AsD24V9hfMDApD+Y8Lz/4r3/fuaziIiIiJEh/b6b0tS1RAwb5pbUWpns09eSLXzNCnQYZ+6immnIAoam06KCiEjqyIT7jqGBawub3BPaizWNiW5SC1ScKhEMLFOvUmp8s0zA0FS/YrH8vGpzFnUA/HQeP4w6iVgiYZtxavHObaZwPEPgo6RviQwWmHv6KGmHDIPSNVsgPb6hKu3QCZmhxU1+RG8HDqMoH4Vee4wYlLOQyObMuhuagnRFJDLDd7NpTWLia9kncksJkPemlrXsY2pNOhR0xek+ILcMNRuFChagz483j9Vv/cJnB/4wJTS0BAuocbcw2GAB3Ly+qJsmeuvYKDQ2WKDXhjOcQ5KqO/4YHKj5OzuVKr/eRNZzJPG/3v/kzMfULcEpOr/JoXn3oEMFFEoxOUcfA8tQsIAk86bRK+nnvK7yflRvBO6cc5e4J28UPFiAvG4JMVxQRPJDwQJG3vuB9/753vu7xvz5IsPrvQvA5wP4EG6GBXicDgs49dQTj3EABgC+w3v/19jPISIiIkaGAvZenhbxTcEC/OKyzK/p+JtyU1NGUmywQIBFBQ0/FREhkcW1e4bpn1t+k3vC/tWFagDcAVdcrSa1HLMUp6Y1BdUyFUDF98VimcheD9Ast3SGf07kCT0SAXt8RWzENIXjWX4/JHVsocF+ylPpdzx3zbamhqIwDNcje1AzeK4YJv2uRCoCpJvUIwblLKQMpz6LSEB9Q1NLI2SwAPlauhcoF/LnmeT+cebE1wY3KXNN3135ZZg4j0qBggXYtZgjv08vOcc1VS+kkRp3S40NFnA31yqqhmA8Nd4WXGuTf05nO/SneIalPm/g1R6SKfaeJsJ+7fbe7OsiU3CKr8JPbWuRhTHvHjR5HyYlRB4DK25xasxkPp/0z8JDo2dRz7nFtfE5lY+hhS7OuuvcG24WPFiArDVTWLRIuejOMUe89x8F8EoA3wngMg5CAsaFDIwLEzh83G8AeJn3/odS+tgiIiICmIpWej5Hm9SGDfOGYXFZ5sf+d+/7KkYxL/vptEItKoiIpI6ccG1p0tny5IRKANjd4p/DmlU0mpIdzy3Cr7nTxQNuZgWspGJo2Kysnm5W8jGSkixTAcjzg2SMnSgPhJkayU7nAYD9K/O/r6SLDfyJ2IhpCxZQMUkRtMiin07Ka2dtkNdsNxqKdJk2J0PhbAcpBTdJMk3+fjBWMAcfLKCQiqAswQLEsaDAWZGU9AxNLfWAkwbZc7NCE8uF3HMPcl1Ifn8x312SMksobLVA9xZssOyRtd/b11r4rLs3w36esjFMG580ld7lZXNKbmKDBXAzaKluaepWsECxmfZE4oUt28ItFHySKXYSe88Q7kYYDEf4yFPX8a5PXsb1zs3vO1Nohc5vcsgy9OAoBQsIea5cjhRWLOX05tEr6Od8aeW9OOcu8W9W9GABsu6jZRiOKCL5pTvHnPHe9wH8oHPu3wH4mht/vgDApG+bLoD3A3gTgJ/x3n88lQ8qIiIixxk2qXt5uhSr8oXaNTeEAmjTxxbHRj/OyPTZJjmdUEREAiA3ojueL6Tb8pv0c9C+CGyc559XQGyT2riJjVEa0YU3yHFxaqVyEC4wIIqbVXxfLMzPFgDgwhx/OSuik0jYwMSIjZhdSzO5ppQWAhs22EG6k8TbZBhU0/XRUIDi/AzXI3teU+ZzxRAssIo9AJvBPwr9OxkxKGchGQqCV1UQKpI/vTb/nEaAULtDczTOSsF5T9/bmYLpTiKvZVb03ZVfQ8NghGqOajZmmfP8+K++/mV4/b97O3pDvkF1IRhqfgZezZWFQQYLHA3DqxmGrqjxtuAMeyKuE29PxDRVXsdgtnISLPDE1T18/Y++E09fP379+sK71vH9X/Ni47FVU4COHLAMPTiK/T2R8iGPgRV0wqwByEJ40/CV+Lbar1PP+ZLK+/C20cv5N9u8m39OnpDn85Z6AERKpUAro4vFe98D8As3/sA5t4KDcIE1AA0A+wC2ADzhvddqr4iISNYMk/F6eVrkMAQLWBaXZX5scWz044xsJmm6+Qvu1VgpIkIiG3X2DA1cW5aGkPZF/jkFteO54uqmG6CBfr6uF+XA0DARu3a6sfvT1yIVINcVLFBqffK4qS+FGaOtYIHFwK5rkCFzDFNRiGFdRtJ110YLSx3u55T2VHo2DAoAVrAPF+Jcu8gMzYD7KYdOyAyWKfVjwtRCoNceqzqWgsrRsSAic7CsFYRsCFCwwOIa9gGyBM4SkntKkwvGWXU65nLL0BieWihsCGzz1omgjs+4Yw0/+Kdfjm//2fcH/FAlMlLzeKmRwQLruNnkq4neC2hpk3/O/nboT/EMyzE4RCXCJ5HE6mTwWoT92p94x6P4iXc8OvbffeSp6/iG//hOvL7CH1t91OA1iUqA+fYJXYW/95fyIUNql10HVzy//iyL6QP+ubjoN3G72078nLsrW/jiyvv4N9ucNEO6IDRcUGSh6c6xILz3u977j3jv3+O9f7v3/n3e+8cVKiAiIpIThk3qXKUnVizBAvzissyvQQY6RD/O2GABLSqIiKSPLK41BQt4riAHANC+wD2+AMEyw9H4z2hpUluDGr5zyVScmmKzEl2ookLoQmFCI4BwE+WXz/DPUbBA8ZBTIYMdX2N0Lc3kluAXSdWr7l1HzXFbWvshmoQSOIwF2DFcs626fc1nmlePv+7dTzl0QmZocVN+gYjBAmQoK2oKFgjKEizgdO8rkjuG72bUFSwgAbD3pQi0D0p+f60pFCe/RoaAe0OdRGbY5q0x58evfvmzcM8Zcg15UQz546evuW7FQQYLtFz/mdqWurM13kqB5Sxs2VKfp2MwY2zw2ol7sLRybGuGoVIKTpFnsHUJRzVW0zvQJb/Ic+UKtBcsyXlU8JbhZ9PP+6baW/g327ibf06ekCGGLaceAJEyUbCAiIiISAiGyXi5Chao8p/Fkogs82uSN+U9H3mziGwmabHFvSIiMr/e7uzHHNHxlmCBTfo5aF/kn0NLdzPSTwg/sDapSQ4NDBsktRQb3+jiezXxFEqfLLAPNekhZ0V0EgkdLBCvEdO0XmJYl5F03dLgixQ7KTePt70lDErXbHMzXI/sG+5ZJCLTlPo416F8sEC8oJyFZDgWVsBcg+Q/cFCkFPrcWiIAoBGwSVWhiYvLECwQ5J6B/P5a0T1Afhkawy11Epkhi/0nnR/v3NA18FiGYAo1VxYIGSwA3FzzqRpqowZex0ahtTbpp7jOtfCf4wbTMajzU7boexrDPVgACk6RuVQbMNfjkJPqpaTIYIFldOC0PiyEN41eGf9NGmu2epo8IUMMWxouKFIqChYQERERCcEwGS96wzfDsGFeN6TWyvwa5H9306RHBtlM0gywqKDlQREREtmoswe+SecaVtBji2TaF+j3ybtJ31E7ni+ujjXBU+ZkmYhdzXOwgI6zQhmQP69QjXKNVaBC3r/uKVigcOhggXhF6ENUMfDk9pWhAUXSVTN8h+4brkvn0baEQemabX6WYIGUjw2ZoblOPyVWsECDDhbQsRSUoSh4TaF6IvnTM5yj2WbXqa/FTuRWaGJpGO7rkgTTuVnNLuT3lwJhc6zswQLs2u+ktURtto9nOH76atwtDkOwwLo7aPS1TItXU3fBLW3yz4kYtlwzNH8P1R6SLTZ4jRwUEYql9rOv4BQ55BwfonGIbCiXkiKPgxXHrxno1mexvWP0YrR95GC9zbsPzodFRq7r0gHfIpJrunMUERERCcEwGa9nmcAXS8USLMBvXMj82JvyXuykYLKAoem0qCAikqrRiC7ItAQLAA6XQBbl7F40vA9nZtFoYMPR+G0pS5PaulNRdC4NDCFJ1RSbldhNeAULFEuf3Cxni40ncY5PWY9YRCeRsOsakRsxkzSHHGNYl5F01UdxmoRCantDsIDbL3y9SOYMzYC2exaJxjClfjXS/Q5d0KRggbAMx4KmPovkEPvdXF8GKgHLzwrShCMRsOseADo+QKAn+f2lcLEcGxrWbit1+KJ0m5BTBCf9Tnm114w34psr1TxeIJZggRuBeDUFCyye+hIfnBVxT4Stzzto/NaCZabY/doT4W4upQVnnd9kbuz16aEmH04qJUSG/C1DIfOLzFL/10MdvzN6eYRPc8TmPXFfPw3kPlkLPSi2Q6Q8cjQmV0RERKTATMECOboUMyTx19wg0b2h9x5vevAC/vCxq3jwqeu4daWBl5zbwJe/5E6cv8WYWrrA2Klb0QMsTIsK8ylMcYeISB5Ypn96W2PFlt/Es9yV5E9oxw8WSNvzbh+/8WVqUlOBaj5ZilNrAQqck2IbyTXVr1gmTRmbJORE+aVbgN2t5I9XsEDxsJMhQx5fY3RRxwqItRbDZEtJV93za2fW61KrHfDrVGuRpq4vFEPQUdqhEzJDc51+yqqPc79Dh5oqWCAsU8iE7n1Fcodt1LdOKJykQZ5Lujth31+yY7ivC3JdSF7LNN0ADfTzNURADhgaw1FtwDCsNxtsk+uwexA+fSL8JeZe+7f85B/gttUmXnJuA1/6ojtw+3rk6ZAhDfkBCYM81fzIdJZgAbcLeDXeLqylTWCHuF/tbMf6JPQxqOMvB+psEHw2a8yWoVJ91FS3Jzex16eHyIZyKSkyhGXFdVFRM7OQ3jx8Bf5E9d3x3mDj7nivnRayzqzqPOoYoq/7YZFS0G+yiIiISAiGBqNcFcBW+WaneoId9k9d2cN3/dL9eMfDl4/9/a984NP4N2/+OL77K1+IP/+qe1JL2i2DhuMqG6IfZ+QCMT01TERE5mMJFjBO/9zyZFFO+4LpffLsWZvjvxd3oGCB0hgaJmJXU2xWYov5e2qGLBR2ch8bNDHN0hnu8QoWKB42MDF6sAC5TqFggdxrjAzTR9njYE47hjCoNTXEzo+8Htn3DXgEnIos86vWDq5DifvP5rAd5aM02VDTyN9nC6dSpY+FVWLSlArXRVLCric2AgcLsCElg31gODj4PpJiMwULBLhnMEzLXMG+ggXyyBIKW60VJ1jAMhF20Dl1no55SfWWj9wIlP6DT+EH3vhR/LOvfjG+9o+cK0Y9yIivYziYCi6FYAjEW7uxT5ekNuqkvhq7i2/pFmDnqeSPj7gnwgYL6PjLAfYeqbd7sOiR8velzm8yN+tetIIFBKCDBQBgiQmll1LxxjvZ3x59Fvq+irrjw3QS2bwnzuumybBP1kJPwQIiJaGqCxEREZEQ2AJ8AD2fo2KDCn+DlyS19ut+9B2nQgUO7faG+Me/8iH8yO88TL/3ImOLY3s+8s07OdWrhR7mLVewLhKJiCwkdsIYgD1zsMAm94T2RdP7FNGON0y/dceLuPXtlxMDS3Fqitf97OZ9RhMwxGhANq+GbJRbuoV7vIIFisV7voEjdrAAu2bCBm9I6mojfu1sP+VggbYxDEqNrnMir0es9ysSGdmkEStIrcEWRJNrm5IA2RCsUD2RHGLXE9lpnLOwwQIA0NsJ+xkkG33+OyFIGJnhmFtVwFg+GSbOWwYwZMYyEXbM79VXv/xZAT7MbNc7A/y9n/8gfvz3H03l/eY2tDRXqpGiMFpkODqAdXdwTVTFiH6uJsaXQI72RNhgAR1/OcDeI/nhsdrTtOIF2GMLAAb67pOjLMFXgKmhXErIEDCxQoTUigDAdaziXaMXxnuDzbvjvXZaDCExLTbkW0RyS8ECIiIiIiEY0u9zNcXAsGGeZHF5a2d20fj/+5aP42NPq+AnqSZZHBtkUsc05KJC1XnTxsRRKtgXESEYijH3vTFYAGRRTq9NFioX4wvgttXT373WJjXJoaEhAT3NZiU6WEDHWaGwjdPWYo5x6CK6K+HeW+Ib9gFPFsjGDhZg10wMky0lXXVDsEDHp9TgcWMS1C7441oNRQGQwQL7ChbIJ7Ihby3K745HE2QzWVXHU3BkQShzHr3/yWvspxERCzZYIHRDgCVYoKt9xlIwBPknCaWbOfjVEiygZoZ8sgQLVHJUszGLZSLsmKDSP/r8swE+THI/8MaP4pNb7VTf02TEHz9q3i0QS7AADtYr6o4PnVDjbQm0NrnH72/H+BQAgBpZJzbUuSl7lnukDMLgLee3vo4vOcoSfAUATb6hXErIcK5cdroXF96bR6+I9+Kb98R77bQY6j6aTsECImWhYAERERGREAwF7L08bSQZpqjW2elPE/SHHj/+9keCvNYiaJDFsd3Yx5mhUU5phSIiKTJsQFsnw17yfFEO2hdN75XYzKrR8O699fTm1x6aGHrus5xstNnthrn2kjmZpl6lGSywzD1ewQLFMqYQeCprMcc4luk8SgQrDktTfuTQFHrqpIIFcs8ULJByA7lHBTueO3euYr8g8Vc5xgYLGIPQJLLWOvXwVYQvlq5jiIojfyMjB+UsJLI5kwnVSxJkLCIBsOuJDXItYhYFCywudt0DhnvHcRqWYAGtqeUS3RjugEqBmuMswQJjgkrvvTXweXuG7mCE/1qEehDD2r+aKwukuQ52Bvi6OwhbMk309irNLzzLnkgkNXChwDo35YDlHokNeAuAPb/1fRXsuVRKznJ9Cpgm1UsJGYIFVqD1YeG9efjKeC++saDBAmzIdwIZlHiKCBQsICIiIhKGZYICO30vpgrffF6fc+r8UQ9o0lBiTccGC0Q+zgzNSvMuKqhgX0SEYNiA3jNMagWALb/JPyl2sEBuOLTBfWeunWi0+e2PLcp/q5wzXPejltK0ZcAQLLCn5u8iGVMIPFU9YKPcMllENxoAvQJMIpMDpnNb3EZMujmE/f2Q1NVG/M+ok8HaGX3N5vbh9V06nx4ZLBCieUzCI5tATwapBfkIljDTyEE5C4kNFiCPBZ1zRVJAfjejbpjGOU2TC6sBoGCBsshqv90QZsF+f0lK2Mbwar1YleuWtZgxgR3OObz4WYZz7Rw+VIR6EDqYYvJU+iIdVgujUqGvMc7g4PrCFCyQp0EzYrO0yT1+/ypiVTPVHHcMDryCBTJnuUc6EvCW1vcIO1RqcCO0Qisz8gwFC8g8DMECy077wcJ7CrfigdF94V+4tgSs3Bb+ddNmqCuKMVxQt9Ei2VCwgIiIiEgIQ/4mqZenjaQqX5DLblxM8+BT14O9Vtk1yEX9no8dLMAX38ZYVBARkQkM08itE0C3/Ab/pPYF03sllafirR1wDd8ni1MfeFLXS7kwNDTfGq61zdhgAT80TWKSjLAT2Q0hYBOx03mAqBN6JDD22AKAWjNqY1+XvZe1/P8gqaqP+O/QLCbTtz137lzFvjJ65kXes+xDjeC5RDZoxJjyy66bAogelLOQyObMFXDf4Y9fIRueRYTXJ4NKLdM4p2kaGgy6CrYrBcNadscHWHezBAtEuJaRAOhggYKFllkatyb8Xv3UN79qzg/D+eATBQgWMKyTayp4wZDhuc9ylwHYhq7o2CgBNljAD+n726TY5u9+nuoRF5XlHskwMGJe7Pnt8NyWoxIMyZo5WCBwQKEUkyFgItZ3rZTfm4avDP+im3fnqzDRylBXpB4AkfLQ3WNkzrkKgOcBeAGAuwHcDmADQBNAA+ndX3nv/Ten9F4iIiKLh5yg0PNV+DxlPFX55nN240LCYCdvRQ+wMBTfNl1/rvhiFeyLiBDYQmDYJ4BuYZN/UuRggTzZ8UvUKtDJ4tQPfmo77AcSm4Fhc6SaYvObqbh0F6gVrIh2UbEF9oZk8YkswQJ7V4DNe8J9BonHMBUS9SX81oefDv9Zbuiy1yMKFsi9uud/Rp0MJtO3wQcLyJz6XJNwFoETkgAZLLDuwjeHN2EIzNJ1cHhkcyY78Xlrp4t7b1XxsUhUPfIczYYczmJo8kZXgZylYLg37SJAwLohzIL9/pKUsBPnKwUrnQ0YLHBmRdfBp5DBAgNfgVorC2b9PHD10cQPPwwWqBqCBQYKFig+w57IJtrYJdcWk6iRx+AwT/WIi8rSNJ1BsAB7bCm0Qk6xhtxbAgWlfAznSgULiNWbRq/E38cvhn3RstTCGOqKWq43Vw/AOK4MIQ0iBaQr/Aicc/cB+HoAXwbgVQCy3tl2ODhtK1hAREQkliHb7B15ijzLsGkeOljAe68bwwTYyVt0MwbLsKhgKvIVEREbthAYwJ5xAuiW3+Sf1L5oeq8iYpvU1lScmk/kdT8qNaCSYgGPtbjU0jQu6RoO+OJoazHHOJZjZP9quPeXuCxN+bUm3v3wlfCf5YYOu25imGwp6aoN+SYha+DVPHY8GSzg9hWAOC82WCCD40ISaHHBAjFCOZrOEAJmCE2VGchJUwpoEckh8rs5+KRBU7DATtjPINkY8N8JQcLIDMecvr9yil27rR4cPz50NXwslrU+BTEmR669qnG8gDbOUw8/5y4B8PREb0DHRym0NumnbLhdPOnPBv8oNYyoxw/UGpK9uuEe6ch9mEspuIat/Tw8txXkyknSYA25N0yqlxIyHAd1x1+XiQDAx/zdeHx0FvdUtsK96Mbd4V4rS4a1hhY5IDEJdY+IZEOxdAE55/6oc+4NAB4G8P8D8DoAqzg4x2X5R0RERGIjN2SjT5FnVfmiCza1VkLwdFN+9GPNUHw7/6KCtihERBIzNNnte9vm3x5a2GOnh7YvmN6riNpkk9qailPziS5OTXmirmVKoJpxi8FQXG8u5hhHwQLlZgoWaOE3738q/Ge5gQ7JU6F87j30ab5Qo4MG7tpIt+l3hw2Dwl5xmlDyirwWsQahSWRkQ96S66EWOLjWFGZa0/EUHHksHDRm6jwqkhve85MyLWsR0zS5sBoAChYoiwEfRtYNEebfMAQLON2D5tKQvL6s5mwYxCyWtT6t/SZHHj+a2lxAm1zjz7LrYhNtU22UggVKwLAnct9y+AYrAPT6SV/HX/YahnukXjv855iBbdDVd5+cYl0PULCAALZgSVlY84fuOLxp9Mogn+UZm/eEfb2sGNYaWhouKFIaChYIwDl3u3PulwH8HwBfiuNN/T4Hf0RERCS2Abc50AtR5BCSYdOcTa2V+dUwRMVxl3ddH/lYMwQLNN18iwqaBCgiQuiThcCYbwLolt/gnrBLNJgV/AtgB9ym6irI6XCSDrbAOe3i1LphahU7iVCy0bc0fhuOh0mWzvDPUbBAcZiCBZq4uMM3fSTVYe9lFSyQa795/1NokiGDXV+HRwX3nAncqDbG0VKUtufeb82pSWNuZPNihw0zk3QYmkBDT/ptWNarDWubMkOTKwyuOk8F0RZ7ZUCkAPqGsA9L08zU1zM0GChYoBzIBuiBr4SZyFut0Wsooa9jJBA6FDZnNRuzWNb6tF6S3IirYVDjeAFtnKefcs5dRs3x95pDleYXnyFY4LPOxrljZcMtdH7KAcs9Ted6+M8xAx1a4XVsyQnWtdXGStjPIcWUQsCE14xeOeJNQwULjGXpAZh7uOBpTr+uIpnQ6sWcnHOvAfBBAF+D8WECwPGggbT/iIiISBqGXDF9z+cswbViCRbgU7mnKXivYCosU7eih1gYFhWYQtFxLu/GSfkWESmlHt8wvD/HBNAtbHJPaF9I/NDaiCuAG3kHVNK/5vqC59029u/bnpx+qya1fCKv+1OfgGrZhNfUqmIYGH5OlilmkxiK6BQsUCCmYIG4jZgdNujIEr4hqRiNPP7pr30IS+C+Qzs31jPSKCIYjEbP/O82+IYirWnNibwWmScITSIyTBdac2EDrkyFTFUdT8EZQibW1Jwpkh+W8MHQheC1BlAl11MULFAOZKBnN+QeKHkto2CBnCIbwy01EpmyrPUpVDa5oYIFSs8ULLBF10b1fBUq3S6BpU36KcvDONek7FR5nZ9yoEUOYwCA7s1ggbQa69ihUkFCvaRcrHvRZDCplFStmUlNlxSTDxA5/B7/Ajw4ujfAp7lhgYMFWnMOFxzH6R5KJBMKFpiDc+6PAXgTgDtwPFBgVnO/T/GPiIiIpIEudMhZwWKlAjhuY6FGblzI/BqmYIHIi2+GBWJLQIKIiBiRRWMdX8dojuWiLU9ukrcvJn5ofdDmXhotwKW/9PX6l9019u93DE1qWtrJIbK4kC6En1fdMLVKxaXFYGmargecGtlco+8ZFSxQIOSaBoDowSl0g8hgX4mFOfXJS7u41O6hRa4FHIZdrTbjFxV94sLN60w2WGDJ9eDZ6wO5aTSiw3P25ghCk4ha2TeTNy2FTJGDchaSocF4lQjWU2mZSGS9Xf45Ie89D7GBNT0FC5QCeV1IB9JNQza2rCgUNp/otduc1WzMYjnfKogxuRE5tVmNu8WzcTf9lGe5y4Zp8WqQKwVD2HKsYIEqewxqqnz2DAGc6FwL/zlmYINTFFohp1jXA1KYVC8F4JyOBUmZww8Nvj7cyxnuL3LJUGc273BBEckPBQsYOeeeC+CXACzjdKDAUWr2FxERWQRD7iYperO3RZUr2mdTa2fRRdJsDcN/8+ghFobiW9P0sBO6AwVbiIgkQjYMz9uks+U3uSe0LyRuAqwPuMLmNpYyaTh47tnVsQ1wO57bVK27ocJ48ohtvq2lXJxqCRboKVigEMjiegBhG+Wc4wvpFCxQHANDkXnNcL4hdDx5/vQjugBc0vGOhy8BAJYc9x16eAz81S94dvDPdNKbHrzwzP/e8fyx7dTIZmf4fut4BQvkkqFgOniwgOX+ScEC4RmOhRXiWNA+gkhklvDBxkr4z8GeS7q6HisFOsg/4LR58pgLfR0jgdDBAjms2ZjGcu1qWVNcVOTxo8bdAto4Tz/FFiygY6MUmhtgo+1WRtdnP8hAzd8FVKkCDfKephPn+JmGPb89U++qkGc5ZF1bVTO5HLIEsYjM4S2jV+DXhq+e/4WqDWD1jvlfJw8M5/IowQJKlRbJRMFWR3PlvwK4BTf3rscFCmDCv+sD2AHQhva+RUREyoEswu9NKXT4c597z7yfxqZSB5D8/w9240LmZ5m6FT3EwjCl0jQ97ISPP93GS8+TU7FFRBYR2TC8P2ewwCVPnpuHPaCznahZtT5oz3zMUW2/lMks02rF4e9+yfPxf//Gg8c/Dzn9FgDWsYet2CFBwiEDxSZNvTqz0sCV3QgbLaapVQoWKATLdDFL0MQ0y2eAvUvJH69ggeJgQ1MA070gwzR5sr9PhyZKfD/1zscA8AUG+zeOgZecS/fe33LN5nrcdaoc0eebXOYNQ5NImuv0U1bdXtCdcksoa+zvs4VETnwGgDW3r6oJkbywhA9aJxROo2CBxUReGyYNpHMuQWUyeS2z6tSsnUuB1m5zy9K4ZVlTXFQjroahr9Lr4mmsAEtngP0riZ9yzm3hiue+I/pq6i6HSgVobRzsYye0NIyzRsg2f+sYzInWBsAE0nZvBguk1VfHDpVSaIWcYt2LjhFQKMWkkAnJwPf2/zJeXXkQZ901+4tsnD+4XiwDy3BBF77e7fOec2vw1xSR2bS6ZeCc+zoAX4jZoQIOwCUAvwjgXQDuB/BR771WbEVERMpmwN0kTWv2fllWzdJk8T27uCzzaximbnV95KYKw5TKEGmFP/Oex/Evzr907tcRESk9smF4f87pn1swXMe0t+IEC2AJWS05/5XX3Ic3P/g03vXJm8VJlia1VbePLb8Z8JPJ3Njm2wnFqXffshQpWMCweW9o6JMMWKaLhZ7Am+BcfYyCBYrDch6IPOHZNHly0AHAN7ZKOti1gC4a+ILn3Yb1VrphEW1vCBZQI5tdb5d+yrxhaBKJIVgg9KTfpmXNUcEC4RmOhRUi8FhEIuvz381oxAgWIM8luh4rB3LdzXTfOAnZzKDvrpwakfULlYKFE1YqQLUJDInfFYXKJjdUsMBC2DhPBgtcxnXPNT8O1XhbHku3UMECK6M4E+fZYAEdgznRWgeYQ6JzpLkxpWSBuuOOrWeCBZIEd8liMAcLqJlcbjCE1IrMaxtr+Ef9b8aPNX7I/iKbGQ2QjMGw1hCiB+Ckv/yae4O/pojMVpKIlNR955H/ffTuyN/44wB8EsCfAnCX9/5veO//u/f+AwoVEBERKSlm8xbTm72/8qV3zftpbMhggVrgYAHvF3sk0ZmV2RMRmoZggV7IoppxDMW3lv8/RETEiCwam3f6p6kJvn0h0cPqA66w2dIUFkql4vATf+Vz8W1/7LnP/N2O54usVwM32kgA5HV/6o1KlimBChYoBst0MWsxxyRssMBe8gJNyRgbmgJEP791YJgaOND2Sx4d1hi2yMkF+76Jf/F16QcKWsKgKn01spkZrkPGhaE9ayNu2IkkwE6WRvhJv01nWHNUsEB4lmOBuPdV6bpIZD1DA2o9wqRB9lyiYIFyIEMVu5b7xknIYy70dYwEMiQL28n6iFxg1/u0VpIcGUwxbWqzrllzjGwAepa7TDfealp8iSxtUg9fGca5JmWDBXQM5kSLHMjQiRNMMQ17bPX8jVCdBa/xlCMMA6kAAFUFNMkNCpmQjLx59Er88vAL7C+wcXe4D5MH5FCJGD0ALz23Gfw1RWQ2BQuQnHPPA/C5uBkgcOjwnx2AHwbwYu/9//Lec3ddIiIiUkwDdura5E3qjaWMNrDJRP46ubgs073gztkFK5ab8W7spHxDs5KCBUREUkQWA887/XPLkxvkQOJggcagTb3sjqEpLKRWvYrv+vIXPPPPls+z5jRNKHfYAvvQjd0z388SLKDjrBDI4noA4SfKs8EC+1fDvr/EYykyD318ndDxhgYRSwCHROdubKUtgQuw6KCOu89EmH47w3VDGFRFjWx2huuQ/TENZH/58+8L8GFkLi1+Sv06wl6HmtYcI3+fLSRDMSjTnKnSdaP2ReCdPwL89J8GfvgVwE99LfDG7wauPZH1J5O86XPBngCARoRrNnZiXZdbN5ScIkPvpu2308hggbXA1zESCDlxfiGCBaaslRwNRk5D7gdNkMfPtGABybGN89TDb3fbWAa35jjwOjZKg9wTWR7FuSZlm791fsqJJrlW1r0ZLOBSiqipk0OldGzJKWnXQkj5sOs/IgF9X/8v4qJlgBJAB5blXp3bK2uBDHac4daVBs6uKQhcJAsKFuB9+Zi/OwwV8AB+yHv/t733Yc+UIiIikm/k5NJe7GZvC3LjvO64xeVZLuwYJiSWSLUye1OgYfhvHnRaxzjVBjy5ocFOKRzHKeZfRCQZshh43PRPxpZlwb19MdHD6gPu/5e2oSksprY3BAsQUxslJexUXUuj/zwsm/eGScGSAUvDdOhiDkuwQN4LhuUA2bwBIHojpqlBxBLAIdEd3r+3yIZfF6NBLYG2IQzK9RQsYGYKFjh9z/Ly85sBPozMpb4Cdi5n6Em/DVOwgAqVgmOnjANY1b1vXI/+PvAfvwD4re8GPvFbwOWHgIf/D/CuHwH+/ecAv/dDum6Xm3qGYIEYax/suaSb/nRPiYBcozIF0k1CNjOsoAPF3eQQGyxADl7IBXY9ZspayUvPGYKi5/DY5ZwHcoy440cTwQuKDBYAgLtdsn3MQ2q8LRFyT2RlGOeatOa4YIGhjsF8YEM4O9ee+Z9p1cSxQ6UGeax3lWwpWEDm1eDXkmUxxQjduYZVfHf/m21PvuXZYT9M1si1hhA9AEd971e9KOjriUhyChbgvfrEPx+GCgDA/QD+QbofR0RERHKBnO7XCzlBIRQyWIBNRJ7lgSeuzX7QgrNM3er5yIv6zsFXuQJc0/SwE1TnKCKSEFmMuTemSYdxGfyUSrQvJHoYHSxgaAqLaQd8kbWaK3KIbX5LO1igUgXIazPTNEJJn6VhOnTj99IZ7vGjvq0pRdJHrmmg2gAqcbeXTCF5loAESc2SY6ePRg5KnMASBrV3/WqET7IgDAFHe2PC0D732eR3lIRXqdCT2EJP+jWtObLXzjJbg58yFTpkQo740C8DP/lVk9de+nvAW78PeNePpvu5JL96hnOz4fd+JjpYYEcbR2VA3tMlDaRLVHpOHnM1Nwo+nU0CIBvDD+sjCnX6YJu3poSVvu4Ft+M5Z1fm/EDJvenBp1N7LxMymGIQuw5D4ti4m37KvWSwQF+Nt+XR2qQevjxqR/kY7FT5vlewQC60yACfTvphaTXy2OoptEJOihxCLguADPkTCe2to1fgF4dfyD/x3GeH/zBZItca2IECs6y3cthTI7IgFCzAe/6Ev/cAvsP7Qi01i4iISCgDrnCg53N4E1TlCrbZ1NpZfuIdjwR9vaJJchVpmbplmvJIcnUyrVCFNiIi6SGLgffnbODqooFrnmyk3t2a/ZhhH7UR1/TYxhJcWnH+CVia1NZczif4LCK2+S2LlH66uFRNPIUwpQh4otDH39Im/5x9NdsWAtuQn0KhUMdyTaLzWa41ybWArsum2dcSTvXRxz4d4ZMsBm8IoBl3fsjTdf9CIxvyQjeTN52hkKmmYIHgKhW6yfhg6nMy+m0nPPZO4H/9NcAn2Mt50z8GLn4k/meS/LOEDzYihCqywQJ+qPuBMiBDFZPeN1aSXCuSAUkAsKZQ2PwZknvQ5OCFXKDXfifvMbTqVfzgN7wclZQusH7vE5fSeSMrMligr+bKYjIEC6yTe3VDleWXx9It3MP9Ht2onUQVI+rxA52f8oG9vuxeB0YHP+u01j7YoVIDBafISWkPWZDyiRFWKUL6/v434WlPXPfd/mLg1ufG+0BZIOs/1AMgUh5aweDdg4MQARz5vwBwyXv/1gw+j4iIiOTBkCvC7+VxobXCfSY2EXmWd33yStDXKyPL1K1eKsECXAGDaXrYyfdUBamISDJkMfD+mOmfrC2/yT1h0tS8o7o79OfYMTTyx7RjaFJbVXFq/tDBAhlsprPvqcL7YiCL6wGEb/4mi+gAAPu6zysE9vhKoQmzawlkHBgCOCS6w4bvJTZYYM7AKytLsMC1bZ3rrK5c3aafswc1gudWiyuYXkPYIDV6zbHa1CJjLGRB6BoRMqEpDwld+gTwP/9c8gZLPwTu//m4n0mKgQwpBQDUIqzBGZq8LeuHkjNk6F3S+8ZEX/eGZoaVwCFJEsCQrF8gBy/kAnvOnbFW8tn33IKf+dbPwz1n4q9jd/phB1cEN+LuJ9S4W1Ab56O/hUInSsSwJ7IBQ1DXDGx9Xt9Qk/iiuwzX3zIduU4GeKB3cE+TVohqw3HH1uF3n9Zm5BnkMCqRU5pxgwX8iaiWP/+qe6K+nxTTdazgH/a/FSOf8Pv3tX8v7gfKAtkD0HIKFhApCwUL8E5evTgc3CO9KYPPIiIiInkxYIujc5h+Tybys6m1Mp1PsOzeMAULpBBiQTaVaFFBRCRFZMPwHubf+MtLsIClKSymDhroe66YKPQETwmAndwXemJ8jPecMrVKcqRvaJjORbDA1bCfQeIgmzeCH1tjJJ08eYyCBXLpoATD05MLui6b5vERKtglw7a6u9txPswC+NBjCe4FTggRhiaRkNOlmWbyRG/Prp2m8H22sMhjYUWhemG1t4Cf/nr+Wvyjvxnn80ixsGsE9WWgEqH0zDKxTsECxUeuZSe9b0w0jZ387gIUCptLSQN1DpGDF3KBbd5K8Hv1ec+5FW/8O6/FP//al+DPfg4/zT2pP3g05+uEZDCFggUKauXsQchcRJroXSJLm/RTNlz4YAG2Pm9oaA15zXNvpZ8jM7Q2+Od0rgMA0orBZI8tttZBFkCMoEFZLA3+Xnwer/2Ms6m+n4STpL5+Hr8z+iz848Ffnf3Az/kW4KVfH/WzZILsAQgxXFBE8kHBArxJuxKPpvkhREREJGeGXBF+GlPkaWQif13BAkG1u7P/e7JJwQDQ9SlMWiCLcEMsKnzwU9tzv4aISOmNhnSD3X6AybBbIDfJ2xdnP8YSLODztonp6LCD9cATPGVOwz4wIq/H6uMnPUXd8mqQ06XIom3JCDtRvtoM39yxfIZ/joIFioFtyCc3li1MwQKWAA5JRR1D1NyIek43wHWpFXvNpoYiuyvb/PfEyXuWelUT53ODnC69Fvh3hw8WKOCE2qIgmzN1Hg2otwf87J8Frj7KP/fyQ3SItpRQjw1UjDTh2tDkfTjdUwqMDL1LHuSf4HrRcMyFDkmSAMiJ82x9RC6w4VgJ13yWGzX8+Vfdi3/5p15m+FAlQR4/mkpfUJUKsHEu6lsodKJEDGHLn7nO13XNwjZ/W8ItnrWZt331EiDXyQAAnWvhP8cUdLCAglPkpCyGLEi5NA3BkkYrjSpe8zwF6chkPzP8IvzN3rfjk6M7T//L1gbwNf8B+MofTP+DpYEMimEHCohIfukKn7cDjK2QT1AFLyIiIqU0GtINRqlMkWeRifx1Q5O7TJakUd7SkJ/KsUYHC8y/qPDhT1/Hv33LJ/C3v/gz5n4tEZHSMkwhDzH985IngwV2tw6upypTCm0swQJkQ1ga2n4Jt7h24sevqjg1Xwy/U5lsprNF/Zb/vyR9bMM0O70sCUMRnYIFCoJs3khjwnPXGwIZ2QAOSYVztuKCnstuKn3bL+EOt5348bpms2uMyPMPgH0cPwd90QvuCPVxZF50M3nY69CmY4MF4n+fLSyyIHTVKRwoiNEQ+OVvBZ58r+35fngQSHD2+UE/lhQMu0bAhhsmZQkWMKwfSo54T9/TJQ2kqyTJoTIccyvQ91fukBPnUT1Ye4g79zAwdr1Za7/JDbn7CU2lL7CN88CVT0Z7eU30LpHWJv2U7/3iu/CGXwr7Mfjmbx2DudAiayYAoHsdwMGaehoa4K6dDoNTfKEuniQqra/KvBrpBQv8q294OdZbORwIKLnym6PPwxt7n4PPqzyIe9xFrGMP3/0t3wicewXQWMn648VD1heF6AEQkXwIPLJoIWxn/QFEREQkZ9gCfAA9S4F8bFXuM9XIxWWZX8MQLJB8WsccyEXiluH/j3H+zVs+jrc8eCHIa4mIlJJhCvke5m/g2vKb3BP8CNi7PP0xhsLgHZ+/YIEdcMXWmtqYM4bfqWgF9tOwxaU9FZcWAtswTSaKJ6JggfJKOL3uGSkUCiVtEDmGDeCQVBwEC/BrZ6ZjIJAdMqBK12x2Dc/9txv4yqniaE2YyZEWN4kt9JRfOpS1ll2ASemRU/l0Hg3kt74H+OhvzPcalz8R5rNIcfV2ucfXIxXUWqZ7Klig2EaDg3ViQtJAOpekM8sQLKDvrxwakoXtZH1ELtDBAlorSYwcJqKp9AW2cU/Ulx/q2CgPw57InY2w512HEaqO6+IeGMIt0mpkXyiWYIHOjWABpPMD4UMrDkJ1KomSu2QhVCpAkzzWv/A743wWKSYyoNaiXnX4zi//THzlS++K/l5SDkNU8fujl+Jnh1+E/zT8KuDZX1juUAGAri9qOQULiJSFggV4nwDG3rHdnvYHERERkZwY8sXR3Tyml1e5gu06ubgsk/UGyQpl6OJYAL00ggXYtMKAiwr/6H89gP2ejkURkbHYQmAA+yGCBWDYJG9fnP7vb6TzUy+JpZS23JNjm9TWnBq+c8Uy3ameRbAA+Z6WwARJH1sETF6jJ9JcBxxZkLZ3JfznkPDYwMRaC+1u3LBBU1M5G5AgqbEUF/Rcdg2/O577LtU1m119xJ1/DoLQjl/lf8Mr7g74iWQuZEPeQTNeuBFnfLCAJmpFQ06aWg0cMrGQ3vvjwLt/dP7XufzQ/K8hxcauJ8YKVDQ0eStYoOAM61NJ7xsTrRFbggX0/ZU/bLBA5WAf3Rdp7C4bJqq1kuSG3P1Ez+ew5keS2Tgf9eU1Lb5EDMECbn876Eew1OYp+CQnLGFpnWsH/zelIgd2qNTh+a2uYAE56txnc48//zlxPocUU8Ow/kN649/5QvyNP/a86O8j5XTb6oIEVJP1RS0oWECkLBQswHtgwt8rWEBERGRRDfgbpG6GU9cmqnAbn3VycVkme+passKThrMEC6SwoU0W4bYMAQmTXNzp4sGnrgV7PRGRUjE0Qe/7AMECfpN/UvvC9H9vKAxu+wjTuufEfiZNvcqZniVYIO5x2B+OCaiip1apGbIQ6InyEY4954ClTe45gYvoJBK2gaPWxIefjHsf1rWE5KlYPpccHJYMxQXdAIFXVm02DErXbGa1Ifd72xlzXFRVyJof5HSquhsGLT5qsGuOZNCuEMjmzBWdR+ez/Tjwxu8O81qXPhHmdaS42DWCWNO6FCyweNjAOyS/b6wkqY4kQ3EArd3mzmgIeLL5slbABgE2TFShssmNuPsJNe4WWORgAR0bJcLuhwBAZzvoWlVVwQLF1TIMYzAMW7DzaDju+BrkcZCWZO/ez0/+WFcF7nlVvM8ixdPk78UZjarDc8/GfQ8pN7coW5BkD4BlSOJUi/LfWSSHFCzAe+uYv3MAFJ8lIiKyqIZ8oUMqzd6sKle0XzNsXsh4lYSrDw0yzKHr60jljpteVAibVnj/EwoWEBEZy1AwtheggWvLGzbJ2xen/3tDYfAO2RCWBvYzrWnqVb5YijDrkSb33fDxC2N+N+hgAR1nhcD+nNgi46SWznCP378a53NIWGwDR62Fn37343E+yw1DVNH3ZAGkzme55JxtakHXZdfwS4dBuf3EoZFyXHefu87f92oEzzVDE2jIYI4mG8pKrmkKgSwIXUUHQIEmBefNH/zXcAFLlx8K8zpSXGyoYj1WsICh6FvBAsU24K8JOgmD/F2SvVJLsECAtVvv9f0XjCGc4jBoqlA/BjZMdNQHhhoYkQj532la465bmO6Tgtq8O+rLq6m7ROpL/NpB4D2RuoIFiqu1zj+nsx38Y0xiqfs83LMp0qWTpOBVfw3YvCfZY//YP7SFbkh5Ge7FZTElWtuJ8r4Lgh4u2IOuCETKQcECvLcCaB/558Oz4cudc3dk8HlEREQka4ZN6p43TN6LjZzQZNm8kPFq1WTLD2zKXzetAAs2WIAt8p3h+379waCvJyJSFvu7fKL9fmbBAhem/3tDYfBuDoMF2Ca1NWiSfK6wU/sAvsmf9MC4gCW2qF+NuMVAT5SPdOwt3cI9XsECxcA2otWa2N4PnEI/RtImkUO7e7uRPonMwwFYsgQLBLgutWqT15Gr2MevfuDTkT5NuY263PVViCA0ichQMB2iIe8QPSGliBNqi4IMmag4j2UYmgHloBPyw78c7vUULCB98pq6ESlQsb4CunRXwQLFZthv7ybdb09yKFUqQIP7/loNEJC001XDdzCGYRCFvB60rDcbgjsW0oi7n+jncZiIJLMRN1hAx0bJGPZEQjagmZq/DcECn30P+f+nzFZfPpjOzugc1HekET5lO7YOzm+tutqP5IjWOvC1/3n23vSzvxB47d9P5zNJcRjCikXStDCZceRaQ9V59ZCIlISu7Ene+x6An8T4bYevS/njiIiISB5YggXyuJFU4T5T3anQIZRqwtUHPlggpQALchqqZVKhiIjwHnvqEv2cfT9/Id0VrGPkyZX19sXp/54sDN7zTQxzOI2hDa7Y+qA4VQm/uWFpwK9HKrC/4Xt/7cNj3pMsLrUEJkj62AJg8ho9MbqI7kqczyFhsesatRYqKWyis/e0u7vt2Q+STLScIVjAZdfgsUMGC6y4Ln7gDQo9tFgCF2zSGRMssDBFPUVgKAIMGabGBwtEul4SoGkImQjQnLmQLnwY2H483OvtbgH72+FeT4qnR56XY617VCr894qCBYrNsO7GhtHN1OQmJa46MqRvDF3KBjQw7D+TgxdywRIs0J//WF0IQ+5+QhPBC2z9WVFffuB1bJRKa5N7fOD7KUvzN7tHvtyo4iXnNEE8OOf4yezdg2CBUQrlAQ3wdZ+H331f+dK7Qn8cKbp7Xw38jXcA97329L+rLQFf8v3AX/hfQEXfkXJCg7sPF0lbbzDK+iOkw7Bfpj4AkXLIYUdbIfxrAH8NeObu2+Ngrf8fOef+m/deq7EiIiKLxJB+30ur4ZtR5T6TZfNC5tN03GZ2ascZWTim6VMiIul4cusSXkA+J8QE0CGquIw1nMX15E/aDRsswE6ZTct1zyf8LqGLfajhJRcsDfgTrpNCDZoYO7GCLeof9Q+KJsn7AUkZWwA8ayqElWE6jxTAgD2+mqik0MnLNolUhtqaySXnTIUFWQYLtMlrNkANsVZLZOjEXoAgNInI0kzu9oNlqTXoYAEdT9EYCkJX3T4uek1IpH30N8O/5uWHgPOvDP+6Ugzs2kdjJc7nAA6CBbrE+qKCBYrNEOSfNIwu8d1rcw3YeSrx++seIGcMNRuFvB60hGOxgaWLyPuDdXKCZSK45ER9CVg5exCqFcFA8/7KxbAnErIn3DZVnjs/ffY9t6CaRpLwImqtcwHcnWsAJuz/BmY9tm5ZruPcZj5rMSRjZ54D/KVfB64+Cjz1AaC9BdzxIuCOlwBLmxl/OMmtau2grkH3LJJTV/fIfaeiMoQYttDDDjlgSUTyRysYBt77RwH8IE7vPTwLwD9I/QOJiIhItgzp96lNkmeQifyW5FqZD1sc2/UpHWdk4diy68JhQZIcRUQy9MYPPEI/J0SwAABc8pvcE9oXpv97pogYwI6hGSwNlsCDNRWo5odhcpppghShPxwXLGCZWhVuUqxEwm6mxzr2ls9wj9+/Gi5JQ+KhgwVaqQQLsPe0FUsTgaSiZQgY7IaePkpoG4og1FRks0SGTuxneFxIAuxkaQBrCHcd2lSwQH4YjoWk59FRGmP7iuSjvxH+NS8/FP41pRi8B3q73HPYcEMGey5RsECxGZoIkt4zuKT3r+QxtxrgOkbfagEZajZQPbgeLNTSlWntV0GMM40MU5s1lb7YNu6O9tIDzfsrF7YZNnDYcs3xzd/M+aledfie17+Qfg9JiA3h7BzURKSx/2ILFqjhK156V/Lra1k8zgFnng28+GuBV/1fwH1foFABma3Jh9TK4vFaQYnLEGLYJMPjRSSfFCxg930AHjzyzx4HQQPf65z76mw+koiIiGTCULjeS6vhm1HhNrcsC8wyH7Y4tpdWgIWhcIwtHBcREd6yoYGrE2gC6Jbf4J7Qvjj935OFwYcN/Hnb07ZMv11zavjODUvzfcwC+4nvaSkuVTNk7rEFwHXD9LIk2Ok8w56CK/LOe/4cUF9CGgOM2MbyylCF8nnVcvw0h57LruHXcs226vRdarEE7ve2MyYILWeX/IuNLZYGsBbwd6fJnmsULBCPoRg06Xn00ctk03OZbT8OPH1/+Ne99InwrynF0N8H3ebciLju0SDPJT0FCxTawBBGFnq/nTzmVt3896CFamjPO0vYYK2AwWWGYn92bW6pvoAN80N+3ULN4wW3cT7aSw/IafGSc+yeSGc76NvXDUN/mPPTd335C/DCu/j1HEmoRdZM3Bi2sLkcv97PcmytLrXw3V/xggifRkQWGrv+Q/B5KxoTyStLsAAb9j2N1sdEMqNgASPvfRfAVwG4dPSvAVQB/Kxz7nWZfDARERFJn6HQoZfHTcYqt3FeMywwy3hJ74kb5H/z1I4zw+LeClk4LiIiPEuwwN6YRh2LLWxyT2hfmP7v2WABQzNYGnY0/bbYDM3Rb37oOnzaFcKWMAM1fucfO7mvFuk8yBbRAcEn9Ehgwz7gyeDA+lIqE3M6ZFhexbA+I+lYMlyXssESIV2HIQwq4NT1RbJETrPYCxSEJpG0DMECAX93mmyQqaUpS5Jhp4wj+b3vb390i37twvIeeOp+4IM/B7zj3wMPvQXYu3Lz33/sDXHe97KCBRaWKVBxJfznOMSeS8j1Q8kZQ+hlJ+E9Q+K7V/KYC7Fum/q6YZlZ1gSqBby/sKz9Drh9+ZedJ5sgy2DEN0T01TxebBt3R3tpHRslw+6J7F+F96Ngb28Z+jNI2Brys9/6efiW1z6Hfn0hsMECnWsAAJfC/kvd8XWf3/T5z8NaK4fDtESk2AwhtSISmGFwSUvDBUVKIYcdbcXhvX/EOfd6AG8AcObwrwEsAfgt59y/APDPfMhVAhEREckfU7DA+EXWF2WZAlzlFn4bboiDSx+lOqalQSb8dckmDLMGXzi27DpKGRQRiazl+GuU/UANXFue3CTfvwoMepMnBLHBAoZmsDRYPtea29d3Zl4YCpz/+s99BF/yoev451/7Ety6mlKhqmVaoOH/N0lZnwzmMmz8JWIJFti7EnUClMyJDa0AgPoSqpUUggU8d11SsUwnlOgcbIUFvUp2Db+WkKqQU9cXCRuGNu5+JY1CW0koYjN5EmwoK2oFbCQrika2x0IpPPmHwJv+CfDY24//fW0JeO3fA17zt4CP/kac9778cJzXlfzr7fLPsaxBJKVggcVCNj4DEfZBm9w+/WqAewDlCgQ0NBS039iP8EVagLes+ZFrv9/4qnvw7keuzH5gmQwtE8HVPF5om/GCBXRslExrk3v8aIAVdLATaK+6Br79IOkx+Orn3kq/tpDI60t0rsf5HGNYQivuObuA4UMiEp9hLVlEAjMMLlGwgEg5JIulk4m89+8F8EcBPIGbXXUeQBXA9wB4v3Pum5xzimgTEREpK8MmdXdCvtNffs19c36YOVT4yxXLIrPYNR0XLNDz+Q0WWAFfICQiIhy2Safj6/CBloroYAEA2J0ydbAkwQI7hiY1NVfkCDm5r+trGKKKN374afx/fub9GI1SKlC1TK1SsEC+jUYA2zBt2PhLZGmTf87+1eAfQwKy/P7XWkijj5dtEqkMdZ+ZV+xUegDoBgq8smiD/y7VNZtNiw4W0IT5XKu16DXmcKEcHk0ylLWQE2qLwhAyseL0Pf6Mx98F/LevOB0qAByEQv32Pwd+4vXAI78b5/0vP3xwDyKLh1z3AAA0Ik6VY5twFCxQbIZggaRhdInvX8kpiSH2OgvUzp5/hmEQhbwetKz5kb9fm8vZ3Y9nZkTeS0DN44UXMQhXx0bJGPZEvvWVhoDmCWpsiCKAvmZO5keLrJno3gwW+MZX3RP4wxxXt9R8VhfwGkFE4iPvxUUkAkOIoWX/X0TyR8ECAXjvHwTwWQB+HcfDBRyAlwL4CQCPOed+zDn3l51zz3fOqfJFRESkLAyb1L0JxfEvuzvDZNeqggXyrkEWxwaf1DGJIVhgiSwcFxERHhsssIdwRXRbfpN/UvvC5H9HFgZbGvjTsGNoUltzhqJuiYNsvu0caYh85ycv46ff/VjoTzRe3XD8W6YSSnoMxfWm6WVJLJ3hn6NggXyzBAvUl1GtxE8W6JCN5U7BArnkHNAkJxZ0fR37g+xabCwhVSGmlS6cYR8Nx60t7idsHpOMOEc3lK8izP1OHUNUHHneqGm7PhpDMeiaAloOtLeAn/kzs+8BnnxfvM8w2AeuPxHv9SW/eoZzsiXcMCk2pETBAsXW5+/ngoeRkcfcmtuHM0wRPurtD13CT73rMfz+Q5dwbY9vbJYjDMMgDpvjfJESHixrfmRwzGpzARtSh/zvnxp3Cy5msIBXsECpLPEhAS+7NVwtnaUub6jWkPxokWFp/b1nvpOqkdOd64bQCsvQKhGRmWKGVkppOKQw9WCRGXoAgobu68crkpmFWt1yzn0y5bc8DBdwAO4E8Fdv/Dn8PF0AV4FUuqq89/65KbyPiIjI4mEnR+KgQHqc87dELMCZxRAs0MAAnYBNiDIdO3VrUoBFcIZFhRXX0RgOEZHIWo4NFgjXVLGFTf5J7Yvj/340AnpcYbClGSwNbUPgwdHmio9f2MHz7+AnP0ogZIH9/onr5J99z6fwTa++L+AHmsBS1G9pLJb0WIIFLNPLkjAU0SlYIOdMwQItVCIXtQF8sEDFsD4j6WDDBTuo44mr2X03WUKqghZPLArDVOT9MecF1ZrkTGsd2L+S+OHrgUI57l2vgMwwAWpa146mvoKD387kC8ArCY+FFC5BsvX+nwI621l/CuDyQ8Bm3OmIkkN9Q+hgI0fBAv09YDgAqgtVClcehrWPTsJ90MTF5+wxB2AFHbQNYbKHvv1n33/sn//iq+/Fd335C7CyiI3d8zIMg0CtgMFlllBZMrjj5eczHIaRlZEhWEDN48W2Ee9ad7BYZfnlt3wr/ZQzuA4E2quuk6GcgIJPcqVl+E7tXAdWbsUocvKRaZiU7rVEJAZDSK2IBNYkw5AArDsNsBEpg0W7wr8PN5v9Yzi8i3Nj/u7k3wNAC8BdkT7LSWrbEhERicWwSd3L42WYIVXWtMgsZg0yLTi148wQLMBO0RYRER57rt334Zoqtrxhk7x9Yfzf99r8SxmawdJgmn57pEntrR+5qGCBLJHNbycn6n78wg46/SFa9Sp8zKU6U3FpmEmxEomx8TsKU7BA8uZCycDAcnwto901TLMhTQplnKRiCeGQ6ByAFhmUeDKcJ227hsCttUDN0QvF8P0WMgxNIiEb8kKEctx36zJ+7M88B/hx8ok1HU/RVCoHx0L3euKnKKDlhg/8dNaf4MClh4Dnvi7rTyFpIwMVAdwIEonEUljeawNLm8E/iqTAFCyQrCk8cSiNYUrivMECJ/33dz6G3/nYFn75b7wGt60qBIliCRusHvw3LlRRpSVMlFz7qVUXcNL1kF/nUvN4wS2fOfh9sqyNztCHQidKZeUs/ZRW7wqAc0Hevmqoyxso+CQ/DE166GwDK7dGvz6pm4IFChjKJCL511ANlEjmWpv0U9agOjORMljAVUAAB+vBMf6M24pwR/4+1vvO+iMiIiIxmYIFxhfHZzpsp6pggbxrOK4Qn23CMDMW2oiISDzeez5YgJwKPM0lU7DAxfF/393hX+pGA3/iaVQp6aKBrueKzVaPNKk98OR24E8kFLL5rXOiKXIw8njPIyk0WJuCBdTEk2uWZmlLkXESzXXAkdsK+1fjfBYJw/L7X2vhU1fibxQnbRI5VLE0EUgqlhz3s+n4bAsUB6idCgiaRQ2xBj1+ksW480Lpp5cXTZO7F1xz83+f/MJffw2evWEomi/ihNoiIdeMVxXQArS3gMsPZf0pDlz+RNafQLLQN0yZaoRrqD7FMD3eso4oOUGufQy9wyB046ah8SvG99fjV/bwT37lQ/CRp9SWzqDHP6dWwPAGS5hoX/vyM424OgxgevO4blMLwDlg43yUlw7+/STZMgQLLPXC7QVamr91DOZIyxAscCOkMfalYN0ZwqMNQ6tERGayBEuKSFiGa5b1APt7IpK9RQ0WiGXabZwb80dERETKYMhvUk8KFsiUIVigYVlkFrMmOeEvteOszheOsU0FIiLC+YX3PYGW465RQk6GvYYV9NhpCO0L4//eUBC84yM11AZwGHqQ1NGE3//9wNOhP44w+tymyLiwjp1OCtfPlmmB5P9vkjJL47elyDiJSgVYuoV7joIF8s1SXF5fhkuhk5cNFnCWEA6JzjmHFtjr0uybfdlrNgULGBi+3/Z8ARt/Fg3ZBBrid6dWcabwX9QiXS/JAfpY0Pc4nnhP1p/gpksKFlhIhtAfy/5QYpbpngoWKC7y3vTgfjHZfWniu1dDmMVapPuAN3zoabzz4ctRXru0DDUbh1N3CxXiYAkTjTCRvXSGfLCAGndLYPPuKC+rY6Nkls/QT2n2wu2JWAb+6BjMkZZhGEPnMFgg7vVJDYY9a0NtqYjITIahZiISWLVOr/OuQ3VmImWwqMEC45r8Q/3Jy+dQeIGIiEhaDEWL09LLM2NIlTUtMsspSfcCGuR/725awQINvnltRYWiIiJRveXBC1gmz7Uhm3Q8KrgEcqN89+L4vzcUBLONYGlqk6EHa5ramB9k81tmjW91w/FvaVyX9FiapS1FxknRwQLbUT6GBGIJFokVXHECe09bGfWA0SjSp5F5sMEC3RwEC1z3XPHEqqYy8AzXHyHD0CQScqrJWoDfHQ8Yr5d0PEVFTppKGjKRQrZRdj4VMVigQTbLXn44zueQfOsZzsmG/aHEDE3eChYoMPK7PMoeqGFK4krEtds/eFRBjRRLsEARrwdrTdAloVr7nW3E171Mq/kpUFTFYts4H+Vl1dRdMtU6vSey0lewgNxgCUvrXAOQvJbQqm44thQsICJRGO7FRSQC8rplXXvjIqWwqMECfoH+iIiISGxDLlig4+vIZf6PYfHXsoEhdk2yEL+X42CBZadgARGRmB548hqWwV2jhG7S2fKb3BPak4IFrtPv3SYbwdK0A7JJTdNv84Nsvh33O+XTWK4zBQtowyfXLMW/MRu/6WABFcLnmqURs76cyqpG1xuayy3//0hUDkDLcesZ+zmYSs8GVcWaVFpqfX4qcmdM6IQrdZdxAdFT6gP97hjCf1FLJyhnYZHHQszGzMJ44g/ivO4t9wEv+hruOdc+pSbERWT4bmYnWVEULLBYyHu5cdeFEyW9XDQcczHXbn/9/k9He+1SslwPVrMPtaM5x6//9rVWMpMhmGKAWoQPIqnauDvKy6qpu4RWzlIPXx5kGyyQy2FHi6pFDmIAnqmNiL2nXLcMkzIMrRIRmYkNRJWFlEqt1aIjr1vWoDozkTJYxGABt4B/REREJKZBTpu9WYZggYZlkVlOubw7u9DBYYSG4zaMumltZleq9ETUFXKKtoiIcJ661uEbuIIHC5Ab5e0L4//eUBDMNoKliW5SO5Hw62OPJ5DJyOZ7qsA5pGqdL+xQsEC+mSbwRjwPssECe1fifA4Jw/L7X2ulMi3YdB5VsEAuLZGBV50crJ21PXvNpuZLmqFhdS8HoRMyAznRZBUdOIzmf99FaSQrkgY3aWrhA1qGfeDJP4zz2p/5euC255FP8sDlh6N8HMmxnuHeIGawAHkeAQD0FCxQWOS9XNcnv2dwSUvnDBNlY94HPHSxHe21S4kcBgEAqB3cXxRuxZ0NyBos+HVWEsM+/RQ1j5dApGCBvtexUTrLt1EPd7uXgr21JVhA56ccsQQLdG4EC0S+QDENkzLUloqIzNQ0rP8k5NVKJ5Jci1sXW3eqMxMpg0WLzfzJrD+AiIiIlBBb6JDXSzBDqqxpkVlO+Tdv/vjMx1hCHJiimrk1lqmiBHaKtoiIJHfYeM6ea0M36VyigwUujv97Q7DATo6DBXbIJrWTU68eutjGZ9yhxO5MkM1vmU5bri8D3WvJH69JlPlm+fnUI07gZYMF9sNN55EILFPr6sto1eMXJ+5bggV6bWD5TPgPI2bOAS1wBfqhA68s2DComJNKS6vHT0XOw7EhM5CTfivOYwUdtDFnY6opiCni9ZLQzZkrbsHDgS58KF7T3wteb7smv/wQcOdLwn8eyS82dKy+DFQizrMxTI+3rCNKTpD3plECPQ1hFgpSzxFyGAQAoFrQ+4v6EqhbUMvaz6IZ8cECah4vgY3zUV52kNeaMLFb4YIFsHsJL7xrHR956vrcb113fK2YggVyxBBchc7B/m7s4KO6ggVEJC8swZIiEh4ZiLQGBQuIlMFCrWB47/9K1p9BRERESmjIbVL3pkxdS2Pi30SGxV8FC4Tx7k/OnuDZJIvwgenHWnCNFWDvcuKHLy96oaiISESH6fVssEDoJp0tbHJP6LUPmosaK8f/3lAQzE6YTdMO2TCzemLq1QNPXlOwQFbIAntTQ2woDTZYQBs+uWZqlIt4Hlwim7b3rx58OWV6wysTWX7/6y288t5b8L7H4oZGmL7PO8S5T1Kz5Ljr0ihNQiQ6WCDipNLSMgTn7ClYIP/IiSbAwaT6eYIFvPfAwDKhVsECUZENwUkDWhJPnS6aT/1BnNddvhW4+1UHIQGsy58I/3kk39jQn/qcoTCzWJpwFCxQXHSQf/I90MTLEYYwCwWM5ciQvB6s1J4JR4k9ETg49jpWa7+zDdW4u5CiBQvo2CidlbPc43e38CWfe3uQYAFLXd5AwSf5UWscfG8z17rdg+NmFPkCpeYMNZ+GoVUiIjM14wULlHQlWSQOci12PWCwgH5XRbITMTpaREREZEGQRYs9n9NsJ0OwQMOQjCzH7XT62OnO/u/YAP/fmimqmRuZHLpCNruKiEhyHkAFIzRdtpNhtzyXZAsAaF88/XeWYIHDRrAcrjyzTZInE35/5HceDvlxhEE2v437nUqtSLVONuMaGvskRZafTz1io9zSLdzjh10dY3lmDK5YasQvTryOldkPOqkzf7GmhOXg0AQXytnx2QcL7JDXbGooMjA0t3S8ggVyz9AEGiSYw/R9puMpKrIgdNV14DCK9GEK4In3xHnd5385UK0BZ54NOLI86JIhjECKjf1ubsQOFjAUlitYoLjoYIEI9wz1JcBx97prChjLjwF334lqga8F2fNvrx3nc5TJiB/yoKn0JbB+DjE2Egcqyy+fldu4xw/28SWfESYkvmq4T9b5KWfI6b/P7HFE3lOuG+oQLbWlIiIzNTRYRWYrbeBwnpDXLGtOIYYiZaAVDBEREZF5DblN6iiFDiEYUmUtychy3GOXk91cs0X4ANBLNViAa/hYhqHYV0REElsyBLjsBW7S2fKb/JPGBgtwDYJdX0v3O5BET7/F8eaKhy6qCDATwwF93b8/5XcqesAAOzVQTd/5Zmz8joYNFgCA/biT7WUObPNQtQlUKhilEJTCNnYDADrXwn8QmdsSGyyQg7Uz9pptze0DowVuiLUwBAvsBQ5DkwgMwQInw9RYzjn6Wh2AggViM0x9XlnkNeNPRQoWeMHrD/5vrQls3ss997KCBRZOjzwf1w1BYIxak2/8VbBAcbHBAj75+m/i0nPn6ECLFQWM5ceQ3BOpHb3vTCsNNhD2mlshjLMN+WCBvqbSF1+tAazdGfxl1dRdQitn6aec8WHOvZbmb52fcob+3t4GAAwib8KYggUqOr+JSASWYEkRCa/FXbMc7O0VbD1FRE5RsICIiIjIvAbcJnUvr5tIVb5o27TILMe4hNUsDcf/t+75FI81snlt2fENryIikoz3HsuGYIH9wA1cW55M3wfwyUc/iU7/RHARWRDMNoGlrU02SVac7ecpgRka30L/TlHq5O9BbzfO55AwDMcf6q3wn+OQKVjgSvjPIWH0yQY+9vwyh+swTEAlA4kkDR4tMlgg0+/QG9hrNgCaAskyBBvlIXRCZjA0k8876dd7bwxiUrBAVA2+IHQ9SchEGQcTtS8C24+Ff93aEvCcP37zn299Hvf8y59IIRVPcoW9lmEnZluw3yu6Hygu8t402nUh2fi1Oud1zP+fvTuPs/Qsy8R/PWepc2rv7qreO/tCSAhhCzuILKKAIiq4K6LMuAAuM6My+kPEGVFRx9EZddQZ3GYUEJF9FVRQIIQtCQkkZO3upDtdVd1Vp7azPr8/qipdXXW26z7vfq7v59OfdFed95y302+9y/M893VLgMg1G3RwSZKwBYoKXemtxa/FaKhwNxumjwX+lirqzqCxGXqT/NpcIB9dgiX4JKHrEocV2f1365nm6oPhFtqamkkZ1paKiPRkGEcWkRCQ9yx554c7LFokIxQsICIiIjIoctFiYjvo5vmJBQULRGfEMFlUjfJYIwf4xjSgICISGg9g1BDgshZw98858MEC/+fDn8VjfuXD+JV334aV6uZ9BhssYCkCi5ClSHLQDp4SAEPhW9A/UxS28Nfw95MIsYXfwEYRUVjGLMECZ4PfDwkG+/O/dX6JoMhsyRs6oKoLX+Lk0UDBtaht1n38CxRNYVUq1uCQwUZVX0RLU9vJR3Y0AQJ63mELyQCgEGIQkwDlPfQmM25Ir+PHbwrnfa983oWF37NXcduvLwIrwRTDSEqwoXZk4LQJ27WuqqCn1CLn25k5UNdvyjtAh1lMQGNqidHkAu1QOP/cmbocHfaeW6ErvTX5tRiJbSginBCCBRpewQKZM76f3iS3Nh/IR4868vqGZIS2yjbsdXt9EQDwnEcdCGFnzjOt+cwndM2riKTbyDiymSYrkjJsiCH6DIvuQ9qGZUSyRKsvRERERAZFTlJ36yLv4hwgMaTKFi3ptWJiSaGONMRihCv4GHcKFhARCYv3wKihw/2qD7ao4ozfQ2+z351Do+XxF5++H9/83/8FJ8+t8cECliKwCFmCD9T5KgEMHeNj7ajLLu5XsECyNch/n1zBFBzXt1FDsMDqQvD7IcFgj6/NYIEoJncrlmv65qI7SY6Styx+jb9z5JI3FMqpWIND3n+sJuC4kD6wnaUR0PMOWYwIACjomArVBF94MeOG9Dp+IqRggUe96MI/z1zJv8f814PZF0mHGjn2Qc4LmbDXFQU9pRd5LWfCyJhcATZIfUJB6snBBk3lU3wvyJ4bFcLYW4tfi9GteFxlUSkyfVHgb9mAggUyxxAskF8LJqStBG5steoL8CoNSRa2SG/zun31wUmM5MP7tzSt+cwpWEBEQuAc/SwuIiEwhEVPOjVKEkk7PT2KiIiIDIqcpI602JthCBaYdlxnMdmt3zCJEUOwANOtY2DkArIxLbQREQmNh8eYIVgg6O4FKyhj1XOL8/bjfBHB8YU1/OI7b4HPWrCAYf8m1fkqfobC+zXy+A8UHSygyZ5Eq5P3zmF3jbQEC6jYNrnY81thM1gggmSBNZTQ8OQ0VnVICxITrOT55/9Yw3k2me4pVchG8TVuXFHd1lLC0NFkMoiOJmwhGZDuYrI0MBRe7B/WYIHjnwv8LT1y+IfV63HriUWs1zeLBWav4t9o/q5gd0ySrU7O+UUSLMB25db9WGqRwQKhzYGSBdsTWkCdHGQziKBDpq4+GGEhDHturFWAVjIaRjxyX5I0TUOwANoHuz7pkr3I5RQtkBoKFpB+jM/Sm+TW5gP5aLaZQBLGVWWH8jT3+s35tJFCDt/5xKMh7NCGgiOvyS4P5FR2JCIhKSlYQCR2ZX5+bwqqIRFJuxDbFomIiEiUvv5wBb/3MW6Bz2ufexUedYjvICQ7kJPUkRZ7M8Zm6E2OujMh7Ii0U3L8ZHbNJzlYwLDYV0RE+jbqLMECQRdVOJzx07jEPdz3FjuLCD551xwqBxbADF1XfLKDBSqG7reTbjWa1tDSmSVYIM7FO3SwgMIrEo3tKF8oh7MfWwxJ5eoin2Dsz39x4zp7/0IUxRMOSxjDPiz3v4m68CUO21ULSMYC2GXLPaVCVCiLlSXsIV4fa2iT9I/tngpgwg12Lzo9WrQFCwRcTCY7jB+gN5nBEJ5Hm3XgwS8G/rafbl6Dn3nvcQDHH/naQSzgs+yjwpyCBYZKjbzHDzvUDuCvKwoWSC8yVJF5ZqDKe8lihgkFwiYHez+4relCEEPvL7zuUADv0ifDYn/UlvnCxhC86Pc/iY//h+fEvRu7tRr0JvUOxeNPuMQQyirxmT4W+FsqWCCDRvcCLgf4Vt+b5FfnAvnoMtmEJgnjqrIDe91eX9xIdnYOr3/Ro/E3Nx3vvY1BEeS1L5/Q9a4ikg2lSaDyUNx7IQnmtWgufIYxg0m3pvWMIimnYAEREZGMmF+u4X23cA/W3/fkiwEoWGBg5CR1Lam3YOVpYGRyI7G+T0dcMAnLw8z1uZplhB3QR8QhFmSwQNnVkUcTTU2qiogEznu+ewEArIZQqHMGe3AJmGCBc7u+1iQLBLd3l+33OhslS/dbLVBNALZrH4BV7K7YiGw+pUgeZ3V1V0s0cnE9iiEHCxg6EStYIMEMwQKtlsd7v/xgOPuzQ8WPYZ9jggV0rCXNiOfvS9d9/AtgLfdsKmTjrC5XuGCBwIPQJBT5IlAYpYKRpjDYvWghn6O7HCNfSuYDY5aM7aMLL2Zd7+v49GjGFrKfupUPEuvD7ze/Y9fXTmMvln0ZE474eZm/O8C9ksRjxwbIeSETBQsMD/JaHtocKHnMUedUCRfZDCLokKn9kxE+r5jG5pYSESxwz5kVvPKtN+F///CNyOcSdD/e5Js8dCoe/4lvuGLQvZEo7bko8LesJ3VNmNjl8hvNelb6b76TXwsoWMBx1zcFcyZQibz+thob8zYjY5gqhzcGUkST2yCXsfEYEUmWES7kT0RCYBhrmAK/lk5EkiUX9w6IiIiIpB4dLJDQgVbn6Emzoy6YiZBh1u/61RKZQg1EHGJhWEA2Zih6FRGR/ljOse2KoAc157mJ8nZFBLkaUUwIY3fZCFUswQIDdvCUALCFt4i5KFLBAtnCFhoVQj4P5gv85L6KvZOLPb6Ko7jlZHT/nhWQXVDVMT5xSp4s7gCwloDOWpZ7NhWycfJN7vyThONC+kR2YhskSO2aQ5vFf2yH2kLIQUxyvvCC0E+wwFMu22fdo2Q68bnA3/KjzSfgM61r23zH4V5PdlOevyuQfZIU8B6okQtBi+S9ugX77EmEp0uCNOuA5wqbmHE3KkuIXEStQNgEYe8H8+ePIZ+27nqWYIEEjZf809fO4K3/em/cu3EhNpgC7YMFrjk0ib3jenZNleljgb9lp9AJSbmxWerlubVgGvWwzQTWNX6WPJZgnwiu2wW2wVE+oetdRSQbSgoWEImd4Z5lMqD1jAmKHRQZOgoWEBERERlUkxvEr/rOxd6xN0kiJ82OuGAmQqS3EUOwQGjdOtoxBQuoi4eISBi8B0YdHywQRqHOGTJYYD/O4cKe7h7jnit4XmYLECNWMQQfTA7YwVMCYCi879ZVN/TFquzi/mYNaJILSCQ6dfK+uRhBoRw7qahggeRig1MKZdx830I4+9LGkifPZ+vJWSgvG0qevy9NwgJYU1iVggUohSZ3fVPHtRQhO/0OsvDoD7//CRu/IcfoUYj/PDMUxg9QL59B7+v4SD5jS1yO3xTo2723+VS8tv7ajt+/1x+m3s8v3KtnxWHRWMeFY3J9GIlgDI68pqBaSWGFsGwcf5zQ5kDJMItRV0Oe7fYq4aDvB4N9voh0mQcZ5AUgcc+rb/nw13DibILmPVr8/U67rvSPPWYoHpV4lfcE3iG3rmCBbBrnggXya8E06imDCz5ZT2qzo2FmuW5HMKdWVLCAiCTJCDn+0yevcuXMcPq3DJ/hnmUKZFCtiCROxmZdRURERGLQ4Abxa0kexCeDBQ5hQYslBtTvgEfJJTxYoGgIFjAUvYqISH9GyUUGQDiFOmf8Hur1Jde4YNC5jBoKrkW9h6VwP0orhu63QSX8ygDYwlu0D+vwm4vbQ1/iXjT8HLBdyyU67AL7QgTnQbYzmoIFkosOrhjDf3n/HeHsSxsVNjBIx1rijJBdtYCN+9LJUudgzihY7tmSVqiRdPkmd+/RLbRJEoa8Tzhc5sc9AaCQc7hsdnNMku1QW4ggiEnowotZN4TX8RNksEB5Gvi5rwJP/Ulgz8VoFsex7ov4SPOJ+OnaT+K19ddivcv58h4yWMC16sC5+7l9lHSqGRaBGuaFaOyzZ6thKlKXmLHPpWDDyIjF52yYBYBxaEwtEcg1G8ifP4Z8+KO1wWLPjUDighirjRY+fXeCmlg0uWeSlndotVl6fcuJIbyfTTvngOmLAn3LplewQCaN76denlsN5hzHrhXr9jwoMUnodbvIrvfMJXi9q4ikXynYoCcRMRiZABxXYjyl9YwiqRfvqpwUc85dBqBT1PvXvfd/GPH+/BSAKzp8+83e+zNR7o+IiMhQIdPvIy32ZpETZgXXwkGcxYPgFggKrwR+gW3NR3isjRiCBaDFXSIiYfDwGDMUcK2GsNDgDPjuLPvdIpb8xqTRpGFR5rKlCCxCNRRR9UVqIciEFqfGr853T+oU1vHguTXc8VDIC0IM92aor5kWT0sE2GCLYgSFcmXy/K5i7+Riz29RHF/bLHkyWKCarIXyApQ8f19axQgOTsdb9Gu5Z1OwAKdABguE8bwiISHvKR8zA8Dw4/Px//AcOLdZKEgHMel4isTEAerls673dTxlZX/dVU4B5x7gtjl2IzB1GPjmNwPf/Gb89498DX/w8Tvh++wpck/rCL2biyfuwPRMp6UokhmWYIER8l7dwjJOUa3YAhclPoYwiCoRLOCYpnaGY24Sa1iCiiBiR67ZCPx+kDrQBmTpfEyOl7z4sYfx/lse4j+HcNvJRbz8ScEWdJu1uLUYnTrSf/WUxgVSafoYcCa4INVGh+Nju9kJPZOmDhmcl1+bx8YT7GDXh1Fyzn/dM+FLEgl2Pg2IZE6t4MhggXyC17uKSPqN6JlaJHbObQQirZ/re5PtzaNEJJ0ULGD3kwB+Bu3nrl8V7a4AAJbReX8eBvAbke6NiIjIsPCe7oZUy1CwAAAcdXN40CtYwKrfNQZlQ+fp9SiPNUPx2riCBUREQuE9MOrC7vLUnzN+D73NfreIu/1RAMCEIdl22Sd/4fASRrGfCA2yBCxIwGp8sEC7n6m7z6zgl991WxB71J1lAb0hPEEiQhfKRXAeVLBAdrDHVzGC4qFtKiA/T8da4pw5y/+brGGkjyXY4WPv2RRswck3ufPPmhZGpwdZ6JSvL+Nzv/R8PPu3PoG1eu9FzYemynjLyx+Li2e2XSPIMXoU4g0vGRpkR8d9WEIOrbbdXzPp+E30JrXDT8Kp+VXUWy3cdnIRv//xrwPE/697/CH6M0/fcyumb3gJvZ2kjGVMoGgINWRZgwXIYBOJmSFYYD2scHXDMTfh1jKWfJNSDXIuPX++qNen7d/Pcm4kx0tecn34wQJ/8en78asvfUyon9G3ZoN6eT+F45Ii08cCfbtOwRPb/acXXh3oZ0oEyOdb16phEmv8+PYO7FqxMOb7ZUCmQKDw5zmKULCAiCRIScECIolQnqaCBSad1pmJpJ2CBQyccyMAXon2cYL3A/jrqPcJwP8F8EYAl7T53r+DggVERETC0ayDXSlQ8wm+BdvDBwsccXNaLBEBW7BAhCnnhtTQMbeuY0dEJAQewBjZvWDNj/Td3Y4x5/kE/v0498jvJwwF9cs4X1AbYY8gyrIfxf4+OjFumdBAfPzYjvFo31X39//xriD2pjdTsIACLBKL/beJoqO8ggWywXu+gCjiQkx64WVjfaOYoKAFlEngvUertgo293Ddj2Ayym6PHbD3bI3VRU28EgpN7voW6TiXDKZELpheX8L+yRJuf9ML8U9fO4O/+sz9+PhXH77gJeViDtcensKNl+3DTz7nSkyP7jixsMECeV0nIkEWXuSdxx4sYwGGRfdpdIIPFnjVPzp86qOfMH/kvf4wvc3Nn78JV7/M/JGSFoZARUvgNM2ysFxhT+ljCBaoEkVz1JOFoWBbQeoJ0WSDplJ8P8jebwMboSuEb7xmyAJaWkSoIBQskDmGdVLd9HN8POaooYO5xGucb7gz4xZR8YMFC4ySa8XWFCyQPOx8GgCsh/9MUwQXqoOcggVEJEQjhvA0EQkeGYg0Ba1nFEk7rW+xeSmAGWys1d8qhXKbv/9t7z0Z4zY4733DOfc7AH4fF5ZnOQCXOOe+yXv/kaj3S0REJPPYCWoAtSi7yLMMSdxH3XwIOyI7lR03WdTyDrUob/dH+MkwtuhVRET6472nFxm0K4AOwhlLsIA7X3w64fhC5woi6NQ9oGVyHycNAQsSMLLwtu7zaMQ59GrpKG4pIpBosAvsCxGcB+lgARV2JFKzDvgWt43l/DKAJcvCy+oSUOAXekrwTp5bMwUlrmEEU/HnCtD3bI01BQv0zXsUmtz1LaxnFgkBW+i0WeTknMM3XnOgbRFTq+WRy3U5MbDBAhEH5QwtQ8fwWbeIBd/5GFpc44q+Eu3456iXt7zDl1pXDPSRKxjFKb8Xh9zZvre5zJ0a6DMlJeor/DaGeSGapSt3dTn4/ZBw1fnC/PWw5tsNx9ykW1OQehI0yGfP/PnnC5+2fz/TuZEbmysXh6xwvsndY9b19J8t08EGC/RzfFxzaEjC1LJkjB9v3ocK7gMf7rYdu1Zs3StYIHEsgUARhHUXQJa65HXtE5EQWYIlRSR45T3UyyfVKEkk9YJvRTccXtLh6w0A/y/KHdnh/23uQzvfFuWOiIiIDA12ghqIttibNXkYcNwk8VE3F9LODId+18mzBaLrGCHePQCGzjTjTh08RETCMuq4ooq1kIp05mAJFjj3yO8nDcm2yz75wQJsd4pJQ8CCBIzsGB97R5Ci4eeA7Vou0SGPPxQjKJRjgwVqFaBJdj+R8Fl+7qM4vrZZgqFYKYJFd9KfW08s0uMZwNaYRvyWyXs2V1MRW98a63Bk9dWaV7BAarCFTo21noU8XUMFAEMQk46nSIzvpzeZdd2v47/+gTuse5MsjRrw4BepTe70x7BsuTfa4Z4WV9hyee7BgT9TUsASNljk54VoEXTllgRgr+MAqsQzg3PEfOkIX8wwrlDYZGAbQhSS8dxpksvzHT0V+tldS8ECQy3gYIFmH8vy872ecSV5Qni+7UfJtFZMEmXAQKDD0+HMyRQ7lpt0kNexJSIhMjyLi0gIyLHYKcO6ThFJFgUL2HwTLswadpt//pj3vv9o94B57xcAfBQXVpD5zT+/MJadEhERyTp2ghrcQofI5fLA1FFqkyMKFogE2+EvtE4dnRgG98bA//yIiEhvHvw5NqwinSpGsEgWZM3i/CKLCcOiTLazbBzYfbT8f5CAkcW363F31LV0FGeL1yU6dKFcBOdBNlgAoDujSQQMxRum4JIBsGE8ABQskCC/+9E76a5awMYCWKr4JyTsPVuupiK2vhnuO8IKQ5MQlGMoAm2whWTRBuUMLUvhBbrfM1bWG/Cpayvcxqlb6fmlL7SuDOSj7/VcsMBBd07FiMOgvsJvMzJ40EVPpiIc3ZOljiVYwPc/D0o9WRiOuQmFwsbPe/5+MB/s80XkT7Dssapxue7IQNSG55p1SMLNBHOfvaUBHR+ZZHi+nXGDn3ttTWgkUXJ5PjBt2zN4WPcYRTS5DXIRr0MUkeFSUrCASCKQ64AmnYIFRNJOwQIk59wNAA5u/XHHt98W8e60s30ftu/f5c65y6PeGRERkcxjJ6gB1JKeXj59jHr5UQULDKTfdfLsQvzIF1uP8J1pxmEoYhERkZ68B0bJYIHVEK8bZ/we6vX7t3VvsCzKrPjkBwtU2GABLU6NHxkssOZjXrhjChbQhE8iec8XX0bRUd4SLKBi7+Sx/NxHEVyxzZKlK68WyyfGSrWBMnlfWvVFeOSiL8pog71ncypi65/h/LOmhdHpMWAnNpNh6lCbJiF1dDxxNgPPyCduojf5or8qkI++hwwWAAAs3B3IZ0uC1QzBApaxB1Yc1xSJniVYIKx7Q7boC8CkQmHj12rgwh5RfSicnxPx7LZJwIZ56Xm1u1adenldhePZMj4LlPcE8lZ1n0cMUSMShfEZepN9GOzcW0ADRccVf6/HPT8p7dHBAuHPpxUcF6qDfMLXu4pIuo0Yxn9kqKTyuT2NyLGGKQSzziwJDQdEhpWCBXhP7PK9f4pqJ7r4py7fe0pUOyHJ4ZwrOOce5Zx7oXPuu5xzr3TOfY9z7kXOucc75yKY7RURyTBLsADRQSEWey6iXn7EzYOeqJdt+nsgLrEp1FFPFhmKS0Yd//MjIiJ98Pw5NszuBXywwLlHfj9hWJTJdpaNA9t9eTKggXgZAFnYHWZYx06fvnt+9xctHcUNnYMlAs0a+IXREZwHFSyQDXVD2Jvl/DIA9poJQMdagqw3WiiT4xlbxeNJWD+wTAZW5WrLIe1JBtUMwQI+4hBNsTMU5A3cDZ0tSCxEEMQkxo6Ova/j77/1IcveJMtxPljgC61gggXutgQLzH09kM+WBDNcmy2B0zRTsICKZ1PH8Gy6jv7n26lnC0OXRAWpJ4BhzQbywc6JRP4MO0DnY2mjyQULqCN9xjgHzF4dyFvp2Miw8h4gxxVW9xOc1/UjyXFVQMGciUUHAoV/3S6CC60I+t5JROQChmdxEQkBuQ5o1NVQBBlWJCKJomAB3qO3/X77is457/0DUe/MTpv7sNU2eOeK00dDhoJz7nrn3K845z4LYAXAVwF8CMA7ALwVwN8AeD+ALwBYds59zTn3351zz3OK+xER4bCdkABUkfAE1+lj1Msn3DqmYehkIhR2wii0Th2d5HJAkVtEpoU2IiLh8PAYIzvDroZYpDMHbqJ8/7ZFFpOOK3Ru+BzWIizotmLDDybcOnJohbQ30heyq+56hMfh9/7pZ/Ch23YU1li6Blo6l0v4LIEPxQgK5RQskA2G42u5FW1YItsxHoAWyyfIwkoNo2xQ4uZ4Ri4BUxXsPZurVQCv8M2+GO470nCfL5sswQKDFoGyxWQFHU+RKJbp42EWva/jtUYGno9PfI56+Vk/gXssgQBt3Gt5n3P3BfLZkmB1wzyfZeyB/gxDeIHCntKHDQhCiPOghRJdNDVBjmFLCJp84eX2+8FUPsaxwStVjct11eIKIRpJX/MjvICCBeoKFsgu5+jwvBk32Dh1GVzoCRBuMwEZADunFsEcB10EmEt4Iy0RSbcRBQtId67PBn4yIMP8npoliaSbggV41+74s8NGAf/NMexLJ59D+9a3ChbowDl3qXPuu5xzv+Gc+5hz7qxzznf7Ffc+t+Oce6Fz7hMAbgHwRgBPBnqOFDkAVwN4HYCPAfiqc+7HnXMa5RQR6UeDn6SudemgkIA108D0RfQmR91c7xdJW/3+m/ML8WMY0Ce704wpWEBEJDSjbLBAlyKd3ID3J2f8Hur1M1h8pIh+AtyizI3ir/M7nNTsPLb7LaBAntiRxbdrPtqFOz/+11/Ah247df4Llo7iChZIJsPi+kg68CpYIBsafPHD1xfILjYDWvKGQqIIuvlI/8qOHM/YvIYm4Tau4rliOQcP1BS+2RdTsIAWRqcG24UNGPzczd4zRXG/JBvowove94wJuEQMZukhYPE4tckXW1fCB7S854Tfj7onlwKsLgTy2ZJgNcOYQBTBArkcMMIWzw4YViPRM4x9rBNjb/Tic7Jge0ILqOPHhkwB6e+6S3c+1rmxKzKcQsXjGTR7VSBv09CxkW1js9TL9/URnNcNO64KKJgzsdgivW3zaWGtdyiAnOvJK1RHREJUUrCASCIY1gFNusHHxXwqEx9FskHBArxLsREksNPXI96Pbu5u8zUH4IqodySJnHPHnHPf7pz7L865DznnzgC4F8A7APwCgOcB2BPnPrKcc0edc38P4EMAnjPg210N4I8AfN4595RB901EJPOa/CR1Lenp5YZggSNuPoQdGQ79Dv9bF+JHigwWGHcqkBQRCYP3wKjj7lHW0L6o4or943jnTzx9oP1hgwXyzmMvNha5sd2e2K6ycamAX3ithN+YkcVvcSzc+fG//jy+empzkZJlcb+hc7lEwPLvYgmWYClYIBsMx9cn74+2+6flmqljLVnYoMSt4vEkFI1WDPeWXsdffwzBAqteC6NTg+2eCgxe6MQGABd0PEVm4gD18tk+ggVS7+Gv0Jt8oRVMoRMANJHHAsif0xWFS2cee20ujm0U/UeB7sqt4tnUMQQLVMMMWCc7JU5ovjN+hjUbQd8PRt49kS5Q5ItbrzlkuK9PqybXFVzF4xk0e3Ugb9PUsZFt41ywwIwbMFiAbCQAANU41opJb3QgUPjhyXywgI4tEQkRGyopIuEwBIdPaT2jSKopWIDX6a7lbKR70d3OuPitIATDas90c84ddM69xDn3Rufc+5xzpwAcB/AuAL8E4IUAuNGehHHOPQvAFwC8LOC3vgHAJ51zPxHw+4qIZIsh/b7qY+gkz9jDBwscdVpUFrYyvRA/hsWxZLAA201bRET60/IeY+Q5tlN39fe/7ll4/MV7B9qfM4bhiP2bhQQT4AoeKz4lwQKG/WRDFiRgZPFtXB11f+Stn0O92QLyRcCRC9gMBX4SAcPi+kg68CpYIBsMwQIf/Gq0/451FDrep3RkWCwv4SmR4xnVrWtoSJ2YGMuGe7ZTZ86EsCcZZDj/qONairBFTsBg9wne8/dMeR1PkSELL2b7KLxIwCViMMv8teILPrhgAQBY8ORi3VXNAWVebYV7vSXQ0ErBAtlX58c+1omxN/q6Qd7LsGPYEgI2ZApI//2gpUCR7AD4/U+9hPuMNGs1qJcrWCCDAgoWqOvYyLbx/dTL+3m+7YZdJwYA62GGL4kdO6cWwXzaCLhrH3I6tkQkRCUu4E9EQmJYBzTptNZMJM0S3i43kTqNyiYpWKDTvgxjlNOHsVEgn0nOuZcCeAcQ2mhQEcAfOucu8d7/YkifISKSboZggVrSB/Gnj9GbHFGwgJnrczULO2HUabIo1EWXZLDAuIIFREQC1Wx5vPVf78V/ef8d+FqJu26stinSufbwFMrFwRfAnPF76G32u3P4qr8Yk2Qx/bKhq2wcLPupBaoxq3ETIesxFb49tLiOLx8/hyddum/j3ozpaGEo8JMIWAIfihGcC6MuGJRwGH7umeKNoFQwxnW973KsVRtN3P7gEm57cAnL6w085ugUHnt0D6bHEj5Wk2Kjjg282riGJqFm1HLPdtNX78dLr3xc8DuTNeS9FRDP+UeM2AJQYLAi0GYd53P2+xRFEJNsGD9AvXwWi9j490zClSAkhuP9662jge7Cgifv51c0B5R57LPnSJKDBRQ0ljoN7tm05V24hZvkMadA2ARoGuacC+efL8h6+7YiDz5ix+ZajY1xIOL8/ZgjhvG/tGrWqZfXvYrHM2fvJRtFsy3uWNipoWMj28jgvL2owKEFb+wBaQkWUDBnQrHX7WoFaLWAXHj9QwuuyW2QV8mRiISoUArkXkxEBmRYBzQFBQuIpJnu8nmdqqWSNEvQaV+GMVggs5xzLwDwNoQXKrDdLzjnVrz3vxbBZ4mIpIthkjrxwQIj48DoPmBtoe9NjipYIHQlxw2axbLYmgwWGHOG7qsiItLWSrWBH/4/N+Hm+88ihxZ93QhzkcGc59Ns9+McAL6Y3tJVNg4Vzy++nnKrdK2MBIhcYL/q41u489//8S781Y8+ZaO4nAoW0GRPIhm69kVSKFcY2ehQyRw3ChZIHrJ4Azhf9B2lih/FAXeu/w06nPtuuncB/+nvvoz75y88bsdG8vjFb7kGP/CUS5DLZbiIMSbWoMQkdKO2BAvc+cCDIexJBhnuO1a9CsFTY2QCG0XhxAPMIEWgDcv9khbaR4bs6Fh2dUxgDcvo/Nzcb1hvYtX4YIFKwEGKC+zSkdX+54skpdjQnyI3HzQQtmtddTmc/ZDwkEH+G3OgIV4LyGNuAprvjF2DL7xE/vz94HqDLKxLAkvoZ7VCBQuMl4ZoaTFZwNTQsuvsyReBfZcDc18b6G3qOjayjQwWKLgWprGCc8al+6OOv76tewVzJhLd/ddvjB0Yugb3q4AGt0Fex5aIhKw0AawlqdevyBAy3HtMOq01E0mz8KLMsqvTk3qEcdw9dZpV1r93RjjnLgXwdqCvyo9bAfw8gKcBmMVGEMEeANcDeDWAj6G/lT1vcs691LC7IiLZZpikrnWZSHJJ6cIzfYx6+VE3H9KOZF+//+Kj4BbVVOOYLCKDBca10EZEJDC/8cGv4ub7NyZYxgzn1zCLBB+2BAu4jeJTOlgg4IX2YbHsJ/v/QgJGdvVei7Gj7ifv2gz9YrvWGzqXSwQMhd8oRjRUzU4qKlggeQw/9+sxhCUudcx77qDNsfa3Nz2A7/6TT+8KFQCA1VoTb3j3V/Dav/kifBBtCuUCo2SwwFbgVS4BRaMVQ2jVaEuLJ/piCBaI8/5KSLmcobs0X2j9CLIYEUA0QUyyYYILFgCAGZfxbuPk8d70LvBAyHlPFiOuzgXTzlmSq0YW4xOFqQOL8poi8SCfTavkcyn9aEEecxPqzBY/QzMIFDaeL85Uqnj5H3964F2I/Am2bAkW4O6xhip7sckVV9ahrvSZNHvVwG/R0LGRbWRwHjDY8y0b2ArE1IRGerNctzfnOcIaJi+CDFbKJbyRloik34h66IrEzhAsMIWVEHZERKKiQnNep9kAfsQgPJ32RauDM8A5VwDwNmyEA3RzGsArvPeP9d6/xXv/Ge/9vPe+4b1f9N7f5r3/M+/9CwA8BcAX+vj4tzrnLh7sbyAikjGGSepaDIvwadMXUS8/6uZC2pHs63cCgO/wF8NkEdmhZtQZFnmIiMgut5w4h7/6zP2P/Jkt3gKA1YAXqG+3gCm0PDfjvX+zK/GE44YyLMVfcbB0GmT/X0iAWk36vn89xJ+pvrHF5QoWSKa6IYyrGFGhHDupOEgnYgmH4ec+6KK2ftDX9x3BAg/Mr+JX33t7z1q499/6EP7+CyfJvZNeymRnra3xjCSEPFjCoMpeiyf6UV3jOwnHcf6RAbBFoOsD3CcMUEgmERg/QG8yi4wHUpFFzysYRdDlimc9+TPaWAdqusZlGhv6E1WgHcB35VawQPqQIUGhz4GywQIat42fJWgqX4L3Hr/0rluD358osOdGwHDPPUTJAq069XIVj2fU7NUDv0VTx0a2jc3Sm8zAPt5hmfNXMGdCDXDdDi9YgAvVQT4F611FJN1KE3HvgYgY7lmmAhgXcwloOCAyrBQswDvb4euXR7oX3V3R4ev8Kp3hdB+Aj8S9E128BsCTe7zmywCe4L1/Rz9v6L3/HICnA/ibHi/dC+D3+nlPEZGhYZikrvoUDLTu4YIFDrhzGAE32SoMTwcLxDJZNMIFC4wbOmqLiMhu/3b3/AV/tgS3hFmk00Qe8+AWYx50G8Mvk2RG4jIuXNSc1GHniucXX0+q81V8DB11130CFu4UyWJIFYkkU8Nwz1yIKGSFDRZo00VeYmYIFmA7QwZhCeR1c0eIxe989GtYq/fXfee/vP92tFrxF7RnCR2UuHkNTcICgmVDaNVoS/dsvdx6YhF/+69fo7ZpeRfL+UcGEGURqKWQrBBREJOYOjrODtDRMRXI490STtjLPAxFDasKmM60GnkPQ84HDYQNq1GwQPo0uGdTdq7dsaPEI1wxg+Y7E6DJF16iUMI/33kGH7n9dCC7EPkjLHtuBICqxuY6anJrXeoohLQjEqsAggXqChbINsPz7cwAz7clMrAViKkJjfRW3sNvE3JYdwH9zZk8QsECIhI28llchkz808bDoTBCrzeagtaaiaSZggV49+PCy5Lf/PON8exOW0/Cxn5tcZt/Ph7P7iTacQDvAvDLAL4ZwKz3/jIA/z7WverAObcfwBt7vOzrAF7gvX+QeW/vfRXADwJ4d4+Xvsw593zmvUVEMs0SLJCGScbpY/Qmh9187xfJLv004CuiibzjChtiKWYjF5KNaaGNiEggdgYLjMEQLODD7f455/dQrz/q5jCCOkqOW8xlKf6Kwwr4IhZ1voqRofB2NQkdddnugYa/p0TA8u9SjKhQTsEC6UcWb6BQho9hWmmJDeTZ0YHvCw90yove7exqHffOa/I7SHSwwObi13wSggUMhZwKFuhurdbEa//mC2hWuZ+zjQDN+I8JIbCFTmv9n6t3MQUxJeB+fVhMHKA3mXUZv2+scv0gwhjrWPCGYsRVzQFlWp28B2bHHAbBXlPqK0CLLJKReJHz7aEXzJEBSSXXUAB/3CxBU/kRfOaeheD3JSplQ0iQglc6a7HBAioez6QAggUaOjaybXyW3mSQYAF2XBUA1kOe8xcjy3V7c06NDsnqi0eRDRbIKVhAREJWUrCAdDZVLmBmXAFKkSDXAU1qPaNIqilYgHfvtt9vf1q7zDl3cdQ7s5Nz7hIAV2z9cce378VwexDAewC8AcCLARzw3l/svf8O7/1/9d5/2Huf9Nnw/wig25W6BuAV3vszljf33jcB/DCA+3q89E2W9xeR5FH/tQA0+UnqWhq6a01fRG9yRMECJuuN3gP1psmiDotqQl2CTaaGjrgmimiEtDMiIsPjX+688BHQEtwSdhH0ST9Dvf6Ym8M4+IFnS/FXHBooYI0MAZo0/P+QgNT4AtO4gwW894ZgARVCJpKpUC6ic6GCBdKPDa4IsbvzSL7zdFUFbLDA4iMpfg9X1nF8gft7fvyOh7nPk7YeXloH4DFKhl6tbY5nJCBXAFWMoOq5gNCyggW6+oOP34X75ldRJo+LuO+txGB0L/f65QE6xZrulyIKYhJT4cUsut83JuEaMRCy66AlnLCXszAEC6xoDijTauQ9DBk0PRBTV24Vz6YK+Wy6Ts6109cNwzE3obHbeDX5uXQUSvj4Vwe4B40bGYABYFcQYy+5tN9zMZrcmoUGOVYgKTF71cBv0U+wQGGofrgyxhIsAHuwADuuCvD3SRKRCK7bjDxayJENjpDXsSUiIbOM/8jQcM7hMUfJ9SliQwYiTUFNG0TSTMECvM93+d73RLYXnXXbh1si24vk+AMA3wrgsPf+qPf+pd77X/Pef8BafB8X59wUgH/f42W/573/4iCf471fBPDTPV72NOfcswb5HBEJnkv9SqqUavCT1N2CBRLzz2gIFjjq5kLYkez7yFd6L1hgF1sDEXTraGeE71Azaih+FRGR7sqOvz9ZC7lQ54TfT73+gDuHWUMHh0pKggUAvkhyEipSi42hY/w6GRwRtAcWVoEi+fNg+HtKBCz/LsWICuUULJB+dfJ5LMSupC+47mDH7y15smjJNx8JSzlxlv8Zet+tD9HbyG5fPH4ORTSRJxcobl1DcwkZJGODq0ZbWjzRzce/uhHcMebIrrQduq09/uI9g+6ShIXtUr98+pFQGJphjB55dbaJTGkKyHNjDoN0dEwFsuB52Qc/1jHvDUUNq5oDyjQ2bDDKYAEy1BoAUFsOfj8kPGS3+So5B/rgOfK50NAlcVzd2eJFHkMAgHwRd54O7lwRTjfhLthxOYAON5ooD1HxfKtOvVxd6TOqPIWHsW+gt6j73sdGTsEC6TUyQQcVDvJ8WwZ3bgJiWismvUVw3WYU0LsJ0i65IbovEJF4jChYQLp74XWH4t6F4UDet6hRkki6KViA99k2X/PYaP76U8652J6cNj/7p9C5AfWnI9ydRPDe/2/v/fu896fi3pcA/DCAblfpcwD+axAf5L1/D4BP9njZ64L4LBGR1Gtyk9QNn0MrDbdgewzBAtCiMotbTvQurrEUiHaaLPqeJ19Mv1ffDAvJxg2hCSIi0t2Y4dy6FnIRNBssAACPcsfpbcJYbB+WCrmvE1qcGh92cT3i76p7y4lFvgBYwQLJZOrAG9G5kF0IVV0CWobFShIe9vwWUmjFvvER/Oq3Xdfx+5bgoH/9yj3m/dHS3mB8/I6HTV21tgKvEpIrQN9fjnqFQXWyXm/iroc3CndGwY11dbq3ul7dSZJrklzgVV+1d5c23S9FFMQkGyf0cW5MYNZ1HzOPvHAvaOSxHkaI4oIlWGBFc0CZ5T1QI8ORQgwd28XS3dN6TZF4NLgxqarnuqXWmy3q9ZYuiVpEHTNyzQYAOviop6hvTyzdPNnOx8bcr1RqcsW7dQULZNb97uhA2zd1bGSb4fl2psfzbTejZDBn3efRgIq/E4ns/AsAWD8HIJxx8iIa/EYK6RSRsBlC/mS4fM+NF+Gplw8WBCZ9IMdip5xC90XSLAVVbYnzZQBbbWW3AgW2HAPw2sj36LzXbu4DsLFf24d3VwB8JvI9kiD9YI/v/4n3PsiIwt/p8f1vdc5pxZaICNkNqQpuoUNsxmbpyfQjbj6kncm2j91xuudrTCnUHQpEX3L9Yfq9+mboGjPmDAt/RUSkK0uwwCrCLao4bggWeHTufnobtqNsnNh9ndDi1PgYggXWYg4W+NBtp4Ai+fNg+HtKBNjAB5cD8hE9d5qKOzLefTZt2ELMEIqHju4Zxf/6wSdidqLzebPi+c/9lbf/G95+83Fz82sZ3NtuPo4SWTwOnA9KzCUkWYC9ZxttafFEJ195cAnN1sYPJRs6sdYhQPP7nhJigKYMZuIgv81y73HStiwdahUsEK0JtvCi+z1jQi4RdmQn9WXDvVAvZ2FYqLuqOaDMaqyDrh4diTJYwFA8q2CBdCGv5VW6Ey954TAccxq7jRm5ZgMAUAh2/Dby25NCiQ9H0LmxsxZXYNlQ8Xhm3YvBggX6CZ1I++PM0BuboV4+4+zn3jI5ttqpAY0kQHEMyJGhD2wgEMEWLJCSNa8ikl6Gtce9eN15ZUou5/C7r3hc3LuRfWSDkUlorZlImilYgOS99wDejd3jO1shA29yzl0d9X455x4F4E3YPdu3FTDwPu+92sGmlHPuKgA39njZnwb8se8F8FCX75cAfGfAnykikj7kIvxaWoIFcjlg+ljv121z1J0JaWeEnSwC2k8YFfMO14XZyW1knN5kHAoWEBEJWpnsXgCEXwR9whAscI07Tm/DdpSNU4Xc10mngfjY1AzBAj7eYIH33/qQggWygi38LoxGV2lFTigCANbt3XkkBOzP/YBFmE+4eA/KxdzGs+mRKfz7Z1+OD//ss3Hjpd07CyyBL1qawire9N7bcfIcX9yxXm/S20h7o84+npGUolE2WMCRxaLD5fwUJttxbc23P/9cc8gQciPRmDzEb1M5Zfss9n4JCLyQTHoYP0C9fBYZv2cki/pWQgiDbCKPc54cz1+dC3w/JCFqhmCkIj8fZGYKFlCoXaqQoYrr5Hw7/Wwxwh9z4wpSj1fTsCQyC1132e7HVe4eyyXlwTwKTW78Qh3Bs+t+d2Sg7XVsDIFxMjgP9vtSNrRVwQIJ5hwf1r05nxbG1bgAwxwIG4wgIsIqBR8sINlzZE961gWmFjnWMKX1jCKpprt8mz8H8O+2/XmreN8DGAfwbufcs7z3kcysOudmsRF2MI7zAQc7/WUU+yKh+dYe3/+89/7rQX6g977lnHs7gJ/u8rJvBfB/gvxcEZHUISepa2m6/Zo+Bizc3ffLjzh1qwlLUMECr3vuVZgeDTHcwtC9csxV6UY4IiLS3RjZ/RMAVkMugrYECzw6dz+9TWVH4VeS170tk0WSk+p6FR9DwX3YYR19Ye/NGutAq7URMibJQS6uRzHC7rsKFki/Oln4wAaW7PD3P/kMNJotNL1HqdB/Z7eKoUvvlFvFcrWBP/mX/sc1tnz1lDr4BcU0nuE3xjO+5TGHg94dEzYMqtTQ8dNJfts9xih5bKy1Ged67jVcobJEbMIQLLB82vZZZBEQAAULRI0svNjvMnzP2GzQz5g7xzqCMu+nsMcRBeUrmgPKLEuwwAh/j25mChbQPVmqNLjx7CpZNEcPERuOOY3dxqwxpPeDpUlghWj+QHY+TvL8SuCaderl/XSll3S6B0cH2r6hYyP72GCBAZ5v2dDWrXFVSajyFLC20P/rQwxLK1qCBbIQyiQiyTaiYAGRRCDXAU1iFZ3LWEUk6bRK1MB7/xkAN239cfO/btufHwXgE865S8LeF+fcpQA+AeBqXHg23v772733Hwp7XyRUz+/x/feH9Lm93vcbnXMaDRWR4UZOUtd896LuRD1WTV9Evfyom4dDy/xxsxMZmLwPCdvFDdg9YfTES/bix59zRVC71J5hcG8M6uAhIhI0S7BAu0KdIC1inC7KOuKIifVNy+RnRGG02P6xme1+O+m0ODU2hmCB1SQEC1gW+Td0nCUO24G3EOF5UMEC6cee3wYMFgCAQj5HhQoAQIUM4wG2JrCB207aFt/ddlLHahBGB7gvvf6o4RwTAvb42+fUHbeT/LaqFPbYaPe8khuqKpcUmjzIb1M5Zfss9n4JyEYhWZpMcIUXU24VI+CKu1Kjxhc7hzXWsQCycHZVwQKZZRj3QHE8+P3oxNKxrroc/H5IeMjxqPUe8+070V3XDcECExq7jRfZDAJANorj2M7HCl1pr9UE2wmh4bVcMqvu8UcG2l6hE0NgfIZ6+R6sIG8p4gYf2tquAY0kCDunRgYCMYquwW+UD7GRkYgIYAuWFJHgkWMNeecxPmAdgGZ8ReKjYAG7X8Xu89f2ov7rANzinHtVWDuw+d5fBnAtOo9uegC/FtY+SPiccwUAz+7xso+F9PGfBLpe5acB3BjSZ4uIpAM5SV1DIaQdCcEeLlig5OqYgX0yut60hxJknanD3+aEUSHn8LrnXYW/efVTUcyHfPs/wi8kG3RAQUREditbAmlCX2jgcMLPhvwZfLF+FDoVxbFBC3tQAbu4TQLCdowHsJaEriBFQ7CA4e8qIWP/TYrlcPajnfIefhsFCyQLW4gZQLCAxZI3BAsMWNTxb3fPDbS9bCgbikK37kuLhWQsIZj33OKJfahsFiXITrltw1JsiOYaIry+STAmDMECy9ZgAUMhWUHHVKTIjo4AMIPOC+iTcYUwMhQ7hzXWsUBe47Cq+6PMqhmCBSxhhlZs4Syg4tm0Ia/lVXIsm75uGMIsxqExtVix94P5ESDgoLKJUgzrQMpssABXoJjqey5Gkx+7UPF4dp32+7Di7UF0Cp0YAuTzbc557IUt9IpdK8Y0EnjUQRVvRo59rtmcTwtjdUDBEnaRS9GaVxFJJ0NTMxEJgaHByFbTBxFJHwULGHnvPwjgA9gYQ93+3LY9XGASwJ865z7knHtuUJ/tnHuec+5DAP508zO2PnP7Z2/t1ye8928P6rMlFtcB6FalVwdwUxgf7L1fB/DFHi9TsICIDLc6twifXegQq+lj9CZH3Rnzxy2u1dFQuEBbloX43/20q/FnP/Qk/NsvPhc/94KrMVKI4NbfECwwZih+FRGR7sbI7p+rvgQfwRDRCc8XErBWElhwdOls+4XWC55bsDHimpjSQHw8aiv0JmtIQAdUSwGwpUuhhIst/C5EWPhtmFAMs8OKGLDBFVEeX9uwHeMBYAr8uXu7m+5dGGh72cAWjwPA2ubibZeQEoY5z53r8s6ro3MH2/9NR9mF0UkIbRJOoQSM7uW2qZy2fRZ7vwRs7J9EZ/wAvcmMy2gglaHYeYUMJuwXOy6BFV3fMqtuuHc2zAdtabY87jmzjOMLq/B+Y7lVtdFEq9WhZMbSsU7BAulCPpuug+uWStePj/DH3MSA4XYyoCYZ0p8P/l7waVdwHawDQRcocuNyuYDDFxKrxa/FaChYILOacLjHHzZv38+xMSw/WpllCc4zPt+OOu76xjQSGC/pPBY5dk6NDARiFC3BAnmNz4pIyAwhfyISAsM6oCk32FoztVkSiY/iwwbzE9gout6L88X8wPmi/q2vvQDAC5xzdwL4MwD/BOBL3vu+nsycc3kAjwPwHAA/BuDqHZ+z9XvgwnPqEoBXc38lSaAn9Pj+7d77MCvybgbwtC7ff3yIny0iknwNbpEAkw4cu+mL6E2OuHl82V9p/sj33vIgXvZ4PtAg60rkZBEA/MCzHgXsNXQGG4QlWACGhb8iItIVGywQ1f1J2MECFT8aSUAC6/ufcgnefvOJXV+fBz8Qv88tYcnbF26LEVt4i6QECxi6Bxr+rhIy9t+kGGHAiilYIKMFYmnFholYAksCYOnSOzng5PXH7nh4oO1lQ4ksHgeSF8o5Z7hnw/LDwARfRJt1ftsUJh2GloR7K+FNHALWzvb/+uVTts9hO9QCoRSTSRfjs/Qms26x42qyVBfiGIqdK4Z7oX4sgCycrS4CjRpQSNa1WgJQM9w7F/nxqfvnV/Br77u9r3vtL7/hmzA9tlk8XihtFLEwhcMhFuFIwJoNoL/lc4+okqFT9HUjX9gYVyOemScRzpja3WeWccV+FVf0xN4PhnAtGx2JoUCTDRYgz417xrgQD4uVagPjpZiXMDctwQJadp1V3gN3+yO4HveZtlfoxBAY459v97mKqVqqTI6trhP3SCreigE7p7YZCORD+McqoMFvlA//vkBEhpwh5E9EQmBYBzSpRkkiqaURrgF47487534EwD9sfQmdwwUA4FEAfmvz9+vOuS8CuBPAuW2/AGDPtl9XY6Nwe2tF6Pbpjk6hAg5AC8Arvff3Wv5ukiiP6/H9W0L+/F7vr2ABERlubAeFNHXXmuYL/I+4uYE+8pfedRu+8VEHsGcsRf+fIsBOFgGIp5OkKVggzHwkEZHhVCYDaaIqgA47WMBSdBiFaw5Poph3qDcvnPWf9+SiPwAzWMJ9sHdKESOyc1/VF9BMwuIxSwFwbbAO3xICtgNvIcpgAf48pmCBhKmTx1dMwQIt5LDkRzFFdIAMq6hDOJbxjKSFcs55Q7DAypngdyRDcmih5LjCjfU2zyypLiweFpMHgTN39P/6ymnb51iCBQoKFoiUIWxl1nUufHNI8QnAECyw7EMKFjCMS2BtAZg8FPzOSLzIcQ8AwAgXZvgPXzyJn3/nLag1Wn29/oY3fQSve95V+LkXbPZdKU0Cq/P9f6DhZ01iQob4A8A6uKIm03VjZIIKFhgPKUj99e+8FW//8W69YAQAXxielZApdmyOPDe6CB661uvN+IMFWnxxZU3LrjOr5T3ubh2BdYpHwQJDwBKcB9u8CB0sQIyr7hlVkXjk2ECgEOfTRizBAjkdMyISspJC9UQSgb1nATDlVpVcJZJSGuEakPf+vc651wD4n9gdJLCz4H/710ax0QW+n9H/dmECO7++/WsewE9779/dx3tL8l3d4/t3hfz5X+/x/atC/nwRkWQjF+Ezg/ixMwQLHBswWGC11sRn713AC6/TwrTtRi3F91F2Kt1SKAMuB/j+FoYBwLgLZ6GNiMgwo7t/+owEC7RZaJ+EYoNSIY8XXncI77vloQu+Pu/5tO1Zt6SB+DiwYWIJuef3hVH+J4D8u0oE2H+TKAu/C6WNQDOmCEDBAsnhPVUkASC2YAEAqGAMU0RYwJRTUEqc/GYbpVEy8ApIXijnGQULBGbr3twyzrXW5riI/05fepogx3iXT9k+hw1iypeUTBG1cUOwgLHwIvFqfLHzCsIZ618wjEtgZU7BAllUM3SUKvYfLHDn6Qp+gQgV2PL7/3gX9owW8apnXqZggSwzBARV2bE3y2W/NAmsPNz3yydcOJ3ZbrpvAYtrdUyr+K+7JnkcFZL13GnGLvavr26EMCSo43A+l4D7cjaYAioez7J6s4W7/RH79n0syU/C3KUMYJyf757pEpzXTZjBAq9+1uXs7sig2ECgxhrQMDQi6kMBTX6jBN0/iEhGjShYQCQRyvzc+CTCGRcTkfDl4t6BLPDe/xGAn9v+pR0vcbgwZGB7AEE/v7Zvs/P9sOP9WgB+xnv/PwP4q0kyXNbj+70K/wfV6/3HnXPhVoeIiCQZ2UWhV9e1KFLf+1YoARMHqU2OOGJRTwf/4e1fHvg9sqYMfjIbhRgKPpyjB/jGQurgISIyzNhz61qb7p9hCD1YAPEVO/byq992HWbGL7wPnAc/EL/PuPBEBkQWdq+GVPTBalruBxUskDxsoVwh4uOPnVRUsEByNGug02rieM7ctOS5jqiTRAiBhIdd/AqcHztLyhDZnCVYYLn/AqRhNGo4LlbbPLMk5RiRLia5sWWsL9ruR9mCxKjvlwQY27cRSEuYdRm9bzQUO1dCGu9YAN95CKuDhUtLQtUMoVwj432/9JfedSuqZKjAlje973acXakBI2QQRm3Z9HkSA8O1nw31NN02lrhjLsxn0Nf//S1otpQ22xV7P5iPZk4kdGyBIpC44JVEHNstBQvIeY2WHyhYQMfGEBifpTexzu+WydDWNaKZwHVHDWOeMhhDkR6q4awNKDgFC4hIApUULCCSCIaxhqmQAjdFJHwKFgiI9/73ALwceCRqZXsQwJbtYQHbX9PrV7ttse09tr5fAfDt3vs/GPgvJIngNqpLL+nxsgdD3o1T2Ais6KZX+IGISHaRix3oDgpxmz5GvfyoG3xR2XK1gdNLKjbfjp0sgsvHN6BPdKkB+K7aIiLSG73IIKJggeOeX2jBqPjkBgvMTJTwJz/0pAu+Nu/5gfgZKFggFuQC+3YddePQMgULaLIncerks1HUHeUVLJBelp/3qI+vbSoggwU0eR0rvzlzZSkgZ4uEwmYquiQ6mw6jUceP+7V7ZlGHvxSYMHQ1Xz7NbzOsHWrTJJcHxmaoTawdHRPPUMy3POB4x77xEUyVd3dOnfdkoTYArChYIJPqhmCBPueCltbr+Pz9Z/n33+bxv/ZReHZxecIKZ6ULtiAcQNVHMAdKBguMG+5x+/WBW0/hu/7433DPGQVmdNQknz2zcj9IHqcAEjc2d8uJBOxPs0FvUvcqHs8q74H7/CG0vG3MoaEl+dlXHKUbrswa53dHyfVU6+jvHunZV+/H9KiKxCNXMowzry+ikAt+DHQE/LUPOR0zIhIy8voqIiExhCFNQWszRNJKoxgB8t7/PYDHAfg0docH7OTIXxd81LZfW9//OIDHeu/fF9hfSJJgL9Czzd2pMHfAe98A0Kv9tD2mVUQk7chggaQUGfVt+iLq5UcCCBYAgHd/6WQg75MVdIe/4mh8bduILjUAMBbiQhsRkWHFhrasEt0LBrGEcSyFWPy/HFIHv6A88ZK9F/x5CWOokYvPMltYkXTsPX9EYR29VJqGBR6WDrESLrb4O+oOvGxaecIWLw81NrQCAIrxdXiueC5YQJPXyUAHJSJ5wQJ1FHDOc2MdWD4Tzs5khCVwol3HtZxmuZNv8iC/TcUQLMAWJEZ9vyQbxvdTL59F5/vGuIa+A2Eodl4ZcLzj0FQZ73/ds/D0Ky4Md1gwBB5idWGgfZGEqllCx/q7P//C/WcRRDPqj99LPr8oWCA9GvxYVCTPDGTB9gTCHVP74gPn8Ko//xxWa4YisGHA3g/mkzF+OzBLgWLCzo9fPnEu7l0AWnV6kwZ2hzZJNtx46V5UMYLjnnt+2dLwOjaGwjgXpm+d3y2DOz/1c480USrgzd9xvWl/ZECGIj1UlzBSCH4QtIAmv1Fe5zcRCVkub2ue0VWaB5JFYjIyATju/mNKTR9EUktLLgLmvb8bwLMA/AiAB3C+8N/v+EW/9Y5tt9736wC+13v/fO/9/YPtvSRQP60bomh902sVD9diQkQkSxrcQpakLY7uafoY9fJ9bhmjGLxQ/NaTKprbjg4WiHNxLBksMB7A8SIiIhdiuxesRXZ/4nDSuBCnH4N28IueozvgKlggJmRhd1KCBe5cMCw0tnQwl3CRz5yRd5RnF0IpWCA5LD/vfRYPhWEJ3GdPavI6VlsTWWXyvrTqi/AJnLqc8+S5biWKaZv0Yp9XgPbPLE4LwpJv4hC/zbIhT529Xyok43596LDBAll9/iWL+aq+gFqfXSe7uWjfGP7vjz0Ff/mqJz/ytQUYuhyvBhMuLQlDB9qN9p3w89q/+aJhh3ajA0WrGT2HZBFbEA6gSp4XTdkWbLCACz+s8775VfzWh74W+uekUpOdSw/+fjCW5xM28BNI3Pnx9z52V9y7ADQtwQJcaLSkxxu/7ToAwN3e1mdLx8aQGOOCBfYZnm/HMV+dAAEAAElEQVRzaKHk2GCB3te3P/qBJ+DonrTNqWeE5bod0pyaLVggZWteRSSVWsWJuHdB5AKT5SEM1nGODjKcVNMHkdRK3uqcDPAb/gLA1QB+CMC/4nwQwNYo8s6ggV6/sGP7jwP4bgCP9t6/LeS/ksRnXx+viWLEv9dn9LOfIiLZ4z292CZ1wQJ7LqY3OeLmB/7Y9375wYHfI0voDn9RFxNtN8IN7o05fsGQiIh0x55b1xBdIM2JMIMFBuzgF4d5sjvgTCRDALILec+/2qajbhwqTcOzh4IFkqdOLkxXsID0iy3CBGINsat4LlhgSpPXsfJ+Y1qLDUrcXjyepJLxOZDnumUFC3RjGQtKSnCTkCYNwQKVXlnnbbAFiXGGsg6ziQPUy2ddRu8byWCBIMc6nHN49tXnx2XWUeKfX1cULJBJtRXu9X0GTL//lodQWQ+muzodKJqwjtzSBTvuAX6+fSRvWB5JzndOIPxgAQB45xdOoNUyRSVkG3s/mJXCuJKh8/G65hh2MQQL1FU8nlmPPrQxb2cNFujn2HBJGvQSGzI4zzK/W2Ib0ABY972vb8+6Kry5eumBLNADAKwvwYVw0hiB4TktN3jooYhILy2yqZlI2G44tifuXYgHGYg05cjx5R30iCQSnyGMT4mO974O4K8B/LVz7hiAlwB4AYAnAbiIfLv7ANwM4CMA3u+9fyjAXZXk2tvj+2vee0N0IK3XrGuiggWccz8F4Ccj+KgrIvgMEUkyQweFtR6LtBL3cDR9jN7kqJvD3f5oCDszvNiF+PEGC3DFHmMwFLOIiEhXbAfQKIugj4cYLFBJQbDAdzz+KP7+iycf+TMdLJDVjo1JV0tnmNgd8w18E7uRggWSpVkH2KG/goIFpE+G4g0UxwBLJ5sAsNf5SbeGHFpoKV87FvfMbSweGCXHM5JyDd1pzpPnupUz4exIRtDjXOgwppq4gVTZZeIgv83yKX6bYS0kSxuy8GIfluDQgm9zLV+txXM/Egg2WIAtpm6jW/npAiYxxowjrSpYIJPYsYA+5oEeXlrHL77zFuMO7bbMBqNWlzcC4lW5l3yG+faq54qaTIdBaZJ6+UawgEfYN6mV9Qbum1/B5fvVxfECTTZoKiPBZeRxCgCoao5hlxYfLKCu9NmVyzkcni7j7mVbsICOjSExPku9fNYwv2saP0vo2KpsYufTgM3rdq8yAl7BEiyQV8mRiISvVdSzriTLEy4J/jqcCuR9y2REgZsiEjzd5UfEe38CwB9v/oJzbh+Ay7ERMHAQwBjwyMq4NQCrAE4BOA7gbu/9uYh3WZKh1+zoYNE+/Vvu8f2ktfbYD+DauHdCRIZAw9JBIWXprdNsFtJGsIAEi54wirPrFpkaSi1aFBGRvtDBAhF2/zwRYrBAu8X2SVs7/Jij0xcGC0DBAqlALrCP8meqmzvnaoDLAb7V/0aWQmMJj6nwO+JnAXYhVHUJaLWAnIq9Y2c+vqIakr7Qkuc7VExgDUtQZ4s4nF3ZGMcoO248Y62PrlpxOGMJFlAh2y5b/zssY0Frbe6v9H83BUoTG91+a72mGbepnOY/hy1IjHPsdJiRwQJ557EXy1ho89x8x0MpfjZmgwVCCFG84aI9+PLxcwA2Ag+PMXM6qwuB748kABmoiGLve+y/+sz9qFQNxSod0CEbrfrG9SHqZ2ThGebbq1EUzZW4Yoa88xhFFWsRLJ9695cexM++4OrQPydVGuRcelaCpsgOggDoe5Gh0OSDBepadp1pn/iPz8EPvuFLpm0VLDAkyGCBKbeKIhrUuYMNbAWSG9oqmyzBAuuL8L5bXKBNwRkCG7Ny/yQiiebJtccynCZKBSwHOO7YzVR5SJ/9Stx9y5SLZw2JiAxOq/di4r1f8N7f7L1/l/f+j733v+u9/6+bv35382v/4L3/vEIFhlqvJ/Fo7oh6f45GDERkOBkW4Uey0CFI08foTY64+RB2ZLjRwQLFGDs2j3ALbcbdekg7IiIynPJoouS4R8UoFxmc8NxCC0YYi+2D9o3XHMBI/vxw3LznFv5tdWyUiJHBAm076sbg/bee2uwuTlCwQLI0DPfKhYjPhfRCKA/UtIA5EUzBAuQ5JUAV8J895cgCKQlMa3OtI7sANqmLX+fYYIFWA1+6695wdiYDRh0fLNAuuMkpuCEdJg5yr18+xX8Ge8+UlQ61aUMGCwDArFts+/UP3mY4TpKCCdpAMGMdO8+W51bPX5/PerLT8YqCpTOJPC4x0vve/B03nzDuTHumnwUVz6YDGxCEiIL8S3zB9gSimfN8uKK51V2abNBURu4HDccp1tvfXw21Fh8s0PAqHs+ycjGPX37lS03b9hMsoNGMDDA83+4DF5DHBrYCwHpCQ1tlk+m6HU6w4oil9CCXsmZaIpJKrSK39liG0xteov6zoSPXAU1Ca81E0krBAiLJpmABEZEkMyzCT0qRUd9G99KF4keZ7jbSF3rCKM6uW2Rq6FhEi2xERIbFqKH752qE9ycnPL/Qol8rbOeyGFw2O46fecFVj/x5gQwWyDuPPSAXe8vgyPv+dh11Y8MGTpEhChIyc0f5CBk7rEgCGLpColCOrQF7xXCdn4TOaXHx2EgWKNHBAuevoUmqGZ8Df677D2/9GF7/97eiss4XKGQdHaAJYK3NwugEHSLSzeQh7vWV0/xnsAWJcY6dDrOJA/QmMy6cBfSxIgud6S7tpHmQwQKrmv/JJHYsoI/AsVNLwc792IIFMngOyaKkBvmXyPMjgAmnRdSxaZDPGPkEjd8OYmQccOTyX50bd2vyyy/VlT77brj6CtN2/RwbpaKOn9QzBeeRwQKW8TMt4062wggfDh7SdbuAJr9RXsECIhI+BQtIPx5z1LBGRThlbj3jlFsJaUdEJGwKFhBJtl4/o4ane5Nen6PRThEZTobukUntvNaRc8D0MWoTBQsEj+3wRxeQBYnsYDmGKrBZcCAiIoMzBQsguqKKMIMFlgLo4heFf/esy/H9T7kYADAHvjPBPqdua5HyHqhxEyCJWrhDBwtoAXSiGJ456UVJg1KwQHqZgivGkI+p2nsJXIgdoGCBWG0+5rOd6ZPaVWuODIMCgP1uEX9z0wP40b+4Ga2Wxj22s4RMrrcJbkpS+IR0MXGQe/2yIViA7lCbzHNN5o3P0pvsRwbvG8miAFMxNYENPMTqAtBqhbMzEp8aed9MBkwHoeK5uScAdJCHxMQw9lH1ERQ1kcH7ADARUXe21VpUS8VSZFjvB53jQzB0btytxQcC1rVUMvucA8b4Z5i6L/R8zS+/+NGWPZIkGZuhN9kXQbBAJOFLMhiySA/ri3AhDIIqWEBEkqpZDHjMSfNImXT1QQVQhI5cBzQZ0ZiYiARPwQIiydYrErf3SGQwen2OWu6IyHAyLMJfR/dB1kQuiFWwQOzYDn+xBguQC20KroWSbiVERAIzRhZvAdEGHy1hHEuWhcB9MC0wjkEhn8N/fdn1AIB5Q5HaLNRRKFINPgRp1SeoAyoZ+sSGKEjITIXfER9/ChZIL+PxlYtp4KJi6NY75RQsEJetKye7ADZR4TzbzHv+XDe7WQx7070L+ItP3xfwHqUbHaCJ9sdGEodRpY3JQ9zrV87wHUPZgsRCgu7Xh8n4AXqTGZfB+8bqMvXyZcM9EOOsJ4sRfRNYPxfKvkiM6uRYADvWEABTyIaKZ9MhqUH+bLE2gDd800Uh7MhutYYCXnZpkM8Y+d3BZYOKbZ1HiXxeXefmFyZLUS1NjFHTEiwwBP9fBNh3Gb3JiOt9PF2vDqvpN84H6c+Q87tlx4+fpa7Z0TAq8cECYShaggVyChYQkfC1DCF/MnwKeZXBho68ZxlzVRR6lj6KSBJphEsk2XqNDkX1M9xrRIAfxQrXGQC3R/A5VwBt2uSIxGRs/iv4ofyHMYoaxlwVZVR3/x5VjLoqyqhhFFUcb34y7t1ON8Mi/LU0njamuUUQh7CAHFpoKcMqMPSEUdRdSrczdKoZw7qSs0VEAmIp0ln10d6fHPf7cZ27P/D3DbuLXxjozoDIaGFFktX5otRELdxhA6cshcYSHsPi+sifBcp7+G0ULJAMpmCBsdgWyi+Cf9achIIF4tLyG9EC7L1poq6h28zBECyw7Z7tj//5bvzIM/jF6Fk1Soah1XwejTbTYc999MGgdknCNMH+O/mNcIGpw/1v0mA71KZwjD4LDIUXs1l7/vUezfUlqr/tMoIPwth+OzcPflwCq/PA2L7A9kcSoEbeN49EHyywYglxrHFBHhITw9hHtecSpgs9+pDhXMcWfQG48bCKrWLTZO8Hk/nsaVKeAphbpipX2Pqa516JN3/wq9w+pU2LL35oUHd0kloHHwOc+Fygb3nZ7Dgu36+CudQbn6U3Yed3R8E3E1jzGbq+ZRUb1h1asICh8C+ve10RCV+rqPskSRaXyG6RETA0GJnEKs5a5htEJFYKFhBJtl4RplGNBKUqWMB7/z8B/M+wP8c59xUA14b9OSL9mn7ok3hT8S+obR5sqmhkIJYOCmkcxJ8+Rr284Fo4iLN4CDMh7dDwYTv8Rd6ldDtDsMC4q+Is1whYREQ6GAN/f7IacfDRCb8f1yH4YIGKj35R86DmDAPq+5y6rUXKECwQ9c9UV0Xy3kzBAsli7CgfKcOEooIFEqJhOL4KZeRz8UyeW67zk07BAnHZzBWggxIv7EqfnIUaZ/xgwQKnl6p4uLKOA5PD3SV9a+0NuzC6U1DrjZfuHXSXJAqTh/htlk+RwQLkc3BhuH8WY1MsbxRpEsVss2RHx8RrVJH33OL9ZT94cNhrnntlx+8teL4jN1bmgNmrBtgjSRx27KPHWEOrFfyET8USKFrVGFoq1LnreMs71MjljnvHDfPzJUMxQ7UCwHBeJVXW1QHuAt4DTXIuPZ+g8dtBlchjbp27v7r+2BB0Vm/27jC/U13LrofD1S8EPv9WapPTvnMAl3PAW77rsbGNr0qAxizBAty9abnn0vHdeoW2Hp7WeEjsyuTagOoSvA/++argyPtJlwNyCtURkfA12fUtIhIO9p4FwJRbxVlDgyURiZfayIokW68I9ahiuXrNQijqXSQBWgV+gXXO0v1QzjMUGaWyK/uei+lNjri5EHZkeNETRlF3Kd3OECxgSdoWEZH22O6fALAeQ7BAGCpIX7DA/IBFahIBtmsfgDWfoIWpRfK+0PCMIyGyPLNH/Sxg6OCnYIGEsARXFMooF+NZPGYpJJqCzmlxaW0udmSDEqsJDeSsYgQVsrBzdkfLyA/fdirIXUq1UfK46BQsMBrT+UhIEwf5bSqnudc3yOfgfDLPNUNhnBsPYDs6Jt3D82fobZYtxdQ73HDRno7fm7cs9Fudt++MJI/3QG2F26bHPFC91Rpgh9ozhWyQXbklJuTYRxVFRBJCxhZrA5GFWTywoGfdC7ChAgBQyND9IDs2Rx6nT7lsBk+6JOOhbi2+eLfh9Tw6FA49lt7k9tYlbb8+UsjhTd92HZ50aefgAUmRwggdujxDBufRDWjQeQxti8bSEoAN6yYDgfpVRJPbINerN6GISDBaxahKo0SkK0ODkUmtzRBJJQULiCTbQo/vF51zUcRI9pqF6LWfIhKBlqF4IN/QTfxAyA4KwM7OaykxfYze5KjTwrLgeIyxRaJRdyndzhAsMG7orr1TGB1wRETSiC3SAYDViIugT3i+i0MvdZ/HMtLXZWEVJax7biKeXXgiAzIU2vdauBMpOljAUGgs4bH8e0T9LGCYUFSwQEKwx1dhFMjlsM/S6TEAayihTi7annQa94rLVhMldgFsoq6hO8yRhZcz7sJ7trvPkAV7GcaOc60lNHBC+jR5iN9mmQji8J4PFiik79kxM8hggawF6919nA+ZGTRY4PL94ziyoyulc+cLcs9aOmuvKlg6UxrrAMj5lZHu4Z6rVbJIpQ+mn4WIirxlQGSwQK9OvIFJcLDA3pieyxOLvRcEgHxynz1phs7HjHzO4S0vvyHbxahNPligjgz//5Dzpo/ic62r+375La3LcAZ7cMX+cWzdck+PFvG8aw7gA697Fn7waZeGs58SjzFuvpsNzjM1E9AYWvKxgUDrixc8wweliAa3QV7BAiISjWaBX3vcjY8imFAybWiPIEODkSmtzRBJpULcOyC9OedGATwbwLMAHAYwC6AEYBHAPQBuBvBR771WlmdPP1WZewCE3epmT4/vq3pUJAGahmCBnKX7oZzX4Is8eg3ihzEYPLDpi+hNjjotLAtKCfxENl1AFiRDsMCYW6fXre30tdMVPPqwobuSiEjKvfE9X7ngz2PgFxmsRlzAdcJzhQT9uNsfgU9lfqbDHKZxDP3fOx0sLIe4P7KLKVggQQt3it0X+++iYIFksTyzR10oVyxvLMZuEtcfBQskA/vzvhla8dij0/j6w+Fci57/6IP42B2dulQ7VDCKfej/s6eUih+b2x9aAuAxSt6briOeBYrf/rgj+IcvPdj1NXOYxmXov4v6/h2LhZM45BeXMnlcrHUIEHPDu5wnXSYO8ttU+v9Z2ygCIgcWFSwQnwk2WCBbyx/Wls/R25i6tG9yDvit73xs13mneW8onF3R/E+m1AzhR8Xu80Av+YNPGXemsxVLoKiCBdKBDPKvRvXM0OM4byuiY66Y033wBZp82DIKGQoWoAsU+fury2bH8Z7XPAP/8e9uwZePn6O3T7wWWVwJoKFggaHxqT0vw41Lv9nXa/9341vw/73kWvzoMy/DcrWBc6s1HN0zmsx1YDK48f3Awt19v3zGcfcJJUMzgZ5jqzoU42cJBCoF32inADIMLqdyIxGJRmtkIu5dEBHA1GBkUmszRFIpjSuuh4Zz7qhz7o+x0Q3+AwBeD+CVAF4C4AUAvgvAzwN4O4DTzrk/d85dEdPuSjj6mZU3tPqg9foMBQuIJEDLEizQVNHIQAxFN5F1UQjS5GHAcROjRxQsEBjLZBEM54PAGIIFxjF4yMmtJ1ScJCLD5xNffRh//m/3XfA1U/eCDAQL3NS6JvD3jMo82/0W2SqsSDxDsMCqT9DCVDZwqq5uyoliCXqII2SMnVRUsEAysMEVm0El+RALGF50ffdh6IrnwlImlYofmy8dP4cimsg7btHj2rZraJRrrp99de/70znPneuy1mU7SGwYWsfQJi2GTofRvXxH2GUiT90UxJSg+/VhM36AevksFjFwIm2CtNb45/luXdpHCp2X++RzDq//lmvwpEv37fperdF65PdLGEfdk4Vxq1oakCmWYIGR7vflJ88FP//skcOyJ8MFqgrnTAXyWh5ZJ95cDhghw1dq0RxzTZ+da2MgGvycCPLBH0exPZ6UyOO0ugS0Wr1ft8NVByfxzh9/Gr1dP3zcx7QhnKKhfm5DY/HKl+KtjRf2fN3bGs/Bu1vPxPVHN8aPJkoFHNs7plCBLBufpV4+A26scNQULKDxjsRj59NaDZQMjSV6KbLBAiHcO4mItNO0hPyJhGhob+cNwQJTWpshkkoKFjByzn2Tc+5FHX4N3CrVOfcjAO4C8GoAJWyMP3f7VQLwgwBuc879p0E/X5LBe7+K3kX7hlYf/XPOjQHoNQtxf5j7ICL9aRXITpQA8g3dxA/EUOSRqO6l/coXgKkj1CZHFSwQmDLq/EbFGLtuGQb32A6G7fzex+4c+D1ERNKk2fL4kT//3K6vjxnCWjoVQV82e/6c/k3XBvfoGUawwIdaNwb+nmF77jUbBRULZHfAfeTCExlQjX9mWkvSwp0i+ZxoKWSX8JgK5WJ4FlCwQDqxwSmbx1aYS72fcPHerpPzS+DOaVNKxY/NR28/bXrWjyuQ8+qDve/H2DCorBXDBmnUcQujExXaJDzngAnyebJyuv/XWgrJ4rhfkg3j3HhA2dUDCaVNClfjO1kv+/bBAh/7uW/AZ1//PHzHE45itHg+GCDngMddtAfv+smn4989u31PiguLvh3O9lwKsIOCBbLFEKjYbR4ozOLQbkEbbUXUPV4GRI59VHt14g0SXbAdzTHX0mPGhZqW+8EMPWOwnY/hzeGyhXw4S43f9cWTobxv35r8eow6yGAmSa2XPu4Ifr35A/iN+veg0ubefM2P4L/Wvw//ufGjuHz/OG64iC/AkZRigwUcFzRXJsfPWt6hptCT5Cvx54hxH3wofBENboN8hPfgIjLUWgoWEEkGS7CA1maIpJKeIg2cc9cC+BDarwg6BeCSAd//TQB+CefDbPudEtgKGPgN59z1AF7pvecjZiVp7gMw0+X7Ax1vfejn/e8LeR9EpA8tw2K4nKVIQc4z/P+La4H0wKaPAYvH+375EaeFZUFhJ4sAAIUYupRuGeEH98bd4OeiBxd1PhOR4XLvXPvuR5buBasdiqB/6GnnHwefcvkMPnI7UdzRRQVjOOfHsccFMwl+1k/gptY1gbxXlL7xUfvx8a8+jHlwg/F7wXc4lAGYwsQStDC1RxfBXeqrgPdDHLudMJagh2IMzwIKFkinOvkMxQaVGFw6O44ffcZl+LNP3dv2+xVPBgsoFT9WJVNXrXjGzbp1fN4yR96zlV0dE1jD8mYghouvf2XilMnQiU7d1nS7kiKTB4HFB/p//fKp/l9rKiRL6Rh9FkzwQYOzbhErHYrr0+bdN92J55GHX7tC6pv+8/NwYGpjTvB3X/E4vOW7PO45s4yl9QYefXgSYyPcMqAFP4kD7lz/G6woWDpTDIGK3cYa7no4vI7ty34UcGf736CqMbRUIOfbI31mKE0ATFZAVMECSha4UMMwl56lrrslQ/+r9SU+OCNE/3znGXzHE47FtwMtsrgSQEPBAkPj8RfvxauefRX++J+/DX/X/AY8J/8lXOEeRAl1fLl1OT7TuhansQ85B/z2y29AqaBjY2iQwXnjrooyqh3HuXYqk2OrG42OegyW6RYifnQgEDDuVwFybLqXgmtyG+RUbiQi0WgWJuLeBZELDO1UpGGsQWszRNIpnBjR7HvF5n/djl8A8Ifee360cesNnfsxAL+8+X4e5x/ld35Wu8/eer0D8P0A/pd1PyRR2q+iPO+qkD//yh7fP+29112ASAK0DIXE+aa6UQ6E7OJR9QX4tN5+TXMTuUfdHDQjEQxLhz8UY+y6ZQgWsHTXFhEZdrecaF+UOeqC6QzrHHDd0fMT1D/41EtwzaHgFpqd8HwxQScfaz4BjRRmZ774sUcAAHNk99s9qABN89CTsAzdm9aS1FXXUmSuALrksPxbxNGBV8EC6cR2Jo3oOfM/vvBRuP5o+2OqAi5YYFKp+LFiu9IDyQ7knPP84s1Zp/PddlvhCmPkWNdah+NiaBfzpNHEQe71FSLUrmEJFohx7HTYkYUXADCL7JxLJx0/J7e8LVThqgMTeO9rnvlIqMCWfM7hqoOTeOIle+lQAWAjWICyqmCBTLF0re4QOua9x4/9xc0D7lBn7YI2uoqoyFsGRIbeVRFht1S28LpawTdfdyicfdnm1pOLOFMx3ANllSloqoS7z4QXhBIpQxfBpAWv3NphvisyzTq9iYIFhsvPveBq/MgzLsW8m8bfNb8Bv9n4Xryp8UN4d+uZOI192DtWxB987xPwhIv3xr2rEiXD8+0MER7PNhNI8riqbGO4bo/7YJo1bFcEudYgS6FMIpJozSK/9lhEQlAYoRscam2GSDqltLItdi/H+SL+7cX/awD+yPqmzrlLAfwe2gcK9NwcFwYMOACvcs690ro/khhf6fH9R4X8+b3ev9f+iUhEWgW+c1yuoWCBgZALHVI9iD99EfXySbeGKT0kBoJNoQYQSSfJjkb41NBxS3iCiMiQ+28fu7Pt19kinVVfQrthh29/3FFMlM4vRh8p5PA7r7iBeu9uggwW+FDrxo7fS3IX033jG/eG9AJ+AFidD3hvpCNDx/jVPruNRMJyX2j4O0tI2H+LQjmeE5+CBdKJDa7YDCrxIWcIlot5vPMnno7LZncvHFnyZLCAoXhPgmMZz9gezhPl2ayfzzpjCRbIUDFskNjQidUOoU0uyTf7cqFJssBu+XT/FxxTEFOC7teHzfgBepNZl6zCt0FMwBAssFlI/UsvejTe97pn4vpjwXYpBIAFkN2HVhcC3weJUc0wl9chYPoLD5zFAwvhzQ1WvIIFMom8lq/7COfbDcECYZyn2/nRv/gcGs1WJJ+VeA3DXHq+hNe/89bg9yUO7HEKAOvJur+6Z24Ff/np+/Bvd89hcY0v8h9Yi/vMus9DUXfDpVTI41e+9Tq87d89Dd/+uCO48sAExkfyeMLFe/CqZ1yGj/zsN+DFjz0c925K1MZm6E1miOfbMjl+luo1icPE0P03nGCBJrdBPsJwLxEZai3D2mMRCUmZu2+ZcqoZEUmj9LVzi5lz7iiAR+N88f72/37Iez/ILOpvARjb9p47dVtB4bb9dyuYwAH4TefcP3jvzw2wXxKvL/T4/uND/vwn9Pj+F0P+fBHpUzPPd6LMK1hgMOT/v1QP4k8fozc56uaw5JUgOagyDJPncXbdKowAuSI1AT9m6K4tIjLsch2KaEbZYIE2BdD7J0v4lW+9dtfXrzsyjd/77sfhZ972Jeoz2jnhZwd+DwBY8SV8qnV9IO8Vl3lDkRpW54BJsuun2BgW2Cfqvr/IPydudDHfF/iuiAFbKBfXc4CCBdKpTp7fyET6QYwUcviZ51+Fn/7bL13w9Qq4YIEpBL/gTvrH3pcCwHqU3UdJc5ZgAbf0yMyeauDPY4+NtSSFNonNBBks0KpvFC6P97FI3xQsEOPY6bAzdHScddm4d1xcrWPCEHq0gjLGRvJ49bMvD2GvNtCBhytz4eyIxKNuuGfuECzwR/9094A7090KFCyQSeS1vBrlMwNb0FCt4Jsfcwhv+fDXwtmfbW45sYg//ue78ZrnXhX6ZyVek3/2XGnlcdN9GQnKMRQoJvH8+IZ3b/Q1yjng1c++HD/7/KtRLuaj+fAmtx6jgYj2SxLnyZftw5Mv25g78d4r8HDYGZ5v920bK+ylRIa2Rhq+JHZkgR4QTrBAAQ1ug5zKjUQkGq1cGU3vkHchJ92L9Gmo7/nL0xtB4H2aVDNKkVTKxb0DKfTULt97j/VNnXPXAvhOdB422AoK6PTLb9t2+9VrFsB/se6XJEKvYIFjzjm+vUP/ntjj+woWEEmIlqFgJNfQTfxAyO6RqR7E33MxvckRp8VlQWBTqAHYCsiCNMIVe4zBsABYRGTI5TsFC5BhLWttun/+3x97CvaMtb9vmZkI5n7mhOcXW7TzidbjUU1SEbfBPNsZEABWzgS/I9IeWXjb9C7aBc69FLn7MgC2boUSjrqto3zk2GCB6hLQUle92CX8+Go3Sb9EBguUXR1FdoGcBMYSlBhXAXk/a0LmYAkWyEYxbLB8YMECQ7yUJ30soWjLp/p7nalDbbqfIVNtgh8LmEGyOupardYbmAA3p7TiS2hFsKRnAWSwQGMNqCnAKTMsYwAdxho+dsfDA+5Md8tssEBtOZwdkWDRwQIRXsfZgu3aMq7YH113xd/+yJ2RfVaiNfhggXvOGoL9k8pQoIhqcp9VWx74X/98D77tf3wKS+sR/Tu1uLGjunq5CYa8wEg2mILz+n++HWWDBVI+Xz402Pk0hBMsUEST20BjaSISFef4YEkRCQc5LjY1QLCAHq9E4qNgAd7Ttv1+ewhAC8D7Bnjfn8H5NTDbT4tbgQEOwD8DeAWAowBKm//9NgAfQvv1M1vbvdo5F8yKfYmc9/4EgPt7vOw5YXy2c+4IgKt7vOxTYXy2iPBaef5hOl/XgoqBkIvwU91da/oYvckRNx/CjgyfMjlZBCD+rltkB49xp2ABERFWLtd+RHWMLtK5cBL433/D5bj6YOcF5T6gUOigggU+1LwxkPeJ07y3BAsowCkyZLDAxj1/gmY8LIXAbBdzCQ/dUT6m5wB2IZRvqcAjCciwxMiDBdp8reL5sBQl48eHDbwCkh3KOecHCxZI0N1BrIpoouC4cJm1DseFFpmkyMQhfptKv8EChnHFuMdOh1lpCshz8yRZCWlZXKvTwQJbRdRhn+40LjHkLCERI+PB70cfKp58JklgR25pg5xvjzTQs0QGr8RwzD14jny2z6ImP5f+rluCD+6NrciYPU4BYN0e3HTlgWjCM+48vYxff/8dkXwWmlyAQR35kHZERFJlfJbehAnOY9eKKVggJdjgKgATIQQLFOhggQSF6otIpnl4LEPj95IcQz0XSa4DmnRalyGSRgoW4D1px5+3LhVf9N4vWN7QOTcK4HtwYVABcD4YAABe773/Ru/933nvH/Le1zf/+z7v/YsA/NS2bbZvBwCFzfeX9PpYj++/IKTPfX6P79/lve8VeiAiUcnlsey5B+pCXQsqBkIWeawnqXMpyxAscNRpYVkQymSBKID4OpVuIReVjUHBAiIirA65AnT3z9UdwUeFTm8csOMBBAtUfQGfaD2u62uCCkIIkxbwJ5wpWCBBOnQR7IotNpbwsIVyln/vIFg6o61no0As1Rq2YAG/axojOkvgj/Epp266cSkZghK3L4CNtiij92etoNyxwL2TWehct9OoYQxo5zOLpNDkQX6b5dP9vc7QoVbBAjFyju7qOJORYIFG02PCkcECm0XUYV8TFyzjEqsKls6MuuF+uc2zZ6sV/nPCMtuxrrYMtMiCGYkeOfYRaRhZiSygri0DLS5Ea1C/97E7I/28RDLcDy7WMrRk1lCgOEgIRrkY3f+7v/3ccdx2MoJ7wRYXLNBQsICIAMDoPrAxcPtc/8ECbGgrO24pMSlNgT1uxnzwRXpF1+A2yBUC3wcRkXZyzmGFDZYUkXCQ64CmoHUZImmUoVHSyFyB9gEAXx7gPV8MYGs2YuuJcSscwAP4U+/9b3Z7A+/9HwH4NXR+4vzBAfZP4vfRHt//NudcGKPW39Xj+x8J4TNFZAAVcoF1vq4OgQMhFzpU05wOXJoEynuoTRQsEIyy4yayAaQwWMCwAFhEZMjlOiwq5xcZXFhQ0asQP6glwic938Vhp0+2rscKu6A4geZhCRYIvqOSdFAjgwWStnDHFCygFOnEoDvKx1QkRz4rAlCwQBKwx1ch2mtuu1udJc+f0ybJzsASnNFBgwWC3JlAOPq+bZZYLDwMnLMeF+2DBVwCjxLpYOIQv03lVH+vY4OYAKCgsIpYTXDBAlk6l06Q9yVbRdRhn+0WYOh0rGCB7CDHPQC0HWuIIn5s2bKwvKa58MRjgwWinG+3dIKP+Jh7+80n8Io//jTe/aWT8GlI2Q1Dk3/GuP3hDM1Nm4IF0nN/9fn7z4b/IU2uuLIOFVeKCIB8ARjbR23CPN+Wwa0Vi/QeSexyOfoec9wHX6RXBBnAltfxJSLRuPrgJFYQ5JoHzSOJmJWnqZdPksHKIpIMChYgOOeKAA53+PYtA7z1d+z48/aR/lUAv9Tn+/wagHu2vYfb9t8nOueODLCPEq/3Y+NY6OQAgOcH+YHOuX0AXtjjZe8I8jNFZHDsgopC3Z5ELqAX4a/57gsWn3nl4AV2oZq+iHq5ggWCUTYsuI664GOXIhks4AwLgEVEhlynYAE2rGVtxyKDqBrDLmMMZz3Z8WmHD7duDGhv4lXFCJY9OTGmYIHokPf8q4FOcgbAEjjFFhtLeNhCubieA8gJRQAKFoib94bgivjDfNhATQCYckrGj0vZGQrIYwro6fceeM5z57vZbV22o7rPTroxMggN6BzcpP+nKTI+CzhyWcLy6f5eZygkU7BAzMbJYAFk476x5T0myHHwR+b8Qj7fLXhD4eyK5n8ygw0XLIxuFMPsEEVB87IlYHSArtwSETrIvxjSjrRhCRaI4Zi76b4F/PTffgn//q8+j6V1Q2B92jX4Z4xKI0NLZvMFem4e6+kJFnj/LQ+F/yEt7uem4cPo/SQiqTTGrfObQf/n3xK5VqxTMKckEBkKFEawQAFcqA7yEd6Di8hQGynkTEHzImEZ6qlI8p5lEquIJn5WRIKUoVHSSFyM8//Pdl4jbrW8oXPOAXgBdp9Bt0IB/q/3vq+4d+99E8Bvt9m3LU+07KPEz3u/DOA9PV722oA/9seBrjGWxwH8S8CfKSIDqpALKvIKFhgMuQi/Vzrwky/jkowjt4cLFjjoIkiPHwKmYIG4OpVuGeEWL4yTRbAiIgLkc+0f/dnrxuqORQa9un52+FiTE94eqtT0Dh9rPiG4nYnZvCe7CqkzYHTq3GKNxHUEadNFsCcFCyQHXfgd03OAggXSp1EFPam7dXxFNBfc7p6kYlhIMkl2BpbgjBqe9XeGXiXNGTZYYFsx7GqN7AIVIe89Ti2uo9Zohf5ZluMiccFNwsvlgfED3DaVU/29jg1iAhQsEDfyWNge0pJm3gMT5H3JVhF12IsXF9gxCQBYVbBAZtTIIpWR9vfkUTwm0MGcAFCNtnu8kJoNoMUVNUUaRjaSjmCBLR+5/TR+7b23x/b5sWnyzxhVn7GO82wIRtUeLJBvEy4TppvuWwj/Q5pksAAULCAim8jgvH2u//PvKBnOmbj5SemMnFMLI1igCHKsOpexeycRSbRFkMFpIhIO8p6l4Fp0QywRiZ+CBTiHu3yvz9UNu9wAYGbz9+3mhP+CfL934fyc3c65u8eR7yXJ8n96fP9FzrnHBfFBzrkJ9A4q+EsfRey8iFDYBdaFuhZTDKTBLQLrtji6VMjhx5512aB7FK6pI9TLD+Accgh/QXLWmYIF4upUuoUMFhiDYQGwiMiQ61Tgz3YAXfMXFlT4HsuAR4vBLZg64bnFFtt9tvVonIVh4XtCzbN/l5Uz4eyI7EYWdq/6hBUpWTqMk2EKEiK2UK6gYAHpEzmeAcAWVBKwJRiCBRzZgVUCUwbfKXP7Atgou9H3+1FzbLDAtmLYM5XkLaS47eQiXvnWm/D4X/sonvrmf8RjfuXDeMkffBJvv/l4aF2HLeNcWhidEZMHudcvn+7vdYYOtbHdM8mGCW4sYNqtYsRwTUkaD2DCGYMFQr4onsUEv5ECD7OjTt4vs12xA7RMBuwDiLXIW/pgCAiqIsJuqWyxNgDU4l1/8Y7Pn8A/3zlkY8cN/hmjFuVxFIUyOb8wwLnxdc+90rxtYpHBAnUFC4jIlnEuRH+GCBZgx9DWfcaubVlGXrfDCRbgwr2Q1/isiERn0StYQBIkygnrpDGsA5qC1puJpI2CBTjd7lKsUa7P3PHn7St1HvLef5p5M+/9aQC3ov06qMeT+yYJ4r3/KIBburzEAfi9gD7u9QAOdfl+FcAfBPRZIhKgCrmgIl/TYoqB1LnFDt06KPzOK27A2EjC010nu2Us7VZ0TcxAxSKDGnXkYohcAcjHfCyxwQJkEayIiACLa+0XOrFhLWvYESzQo36onJBggQ+1buzrdWmJw5tnuwMqWCA6NW6B/c6fqdhZCoHJMAUJEftvYQmSCIKCBdLH8nMecRFmuzl6NlAT0OR1HFqtjRuwsuFZP+kF5HPgzncTbh3lzc4MSbst/R8fvwvf/j//Ff/0tTM4t7rxbFFrtnDbySX8/N/dgste/wGcXgo+CNIyBtQpuGmY1/Kk0kS3acc2Kn1m+hsKElFI2D37sCE7OgLAPvNSjORoeY8JkMEClu7sBg0UsMjeZ63MhbMzEj1y3KPT/E8UY3DLhueBQbpySwQM1/FInxkswQIJOOY+dJu1N1JKNflnjBoSvi6DVSLnFwYYl7v+qGEcMOlaXLBAQ8ECIrKFDBaYxRL6HSUcJYMFEjc/KZ2R1+2JVvBzHAU0uQ3yCq4Qkegsdi3ZE5HIGNYBveIxGRwzEMk4BQtwus1SWUdcn9Hmaw4bowcfNL7n7R3e82Lj+0ly/GaP73+Dc+5nB/kA59zTAfx8j5f9+WaIhYgkDLvAulCPNzE/9ciF+N0WOjzpkn2D7k34po7SmxxyZ0PYkeFSYju5JaCLJB0sQBbBiogI8MBC+0W/bPeCVXKRwXgpuAV3gwQLfKT5pL5e5xNXwtUeHyygzoCRITv3hbVw5+5ff5FtwxFLsIC6eycGu8A+ru67lmCBBCy0H2qWYIHNZ82orqwr1d0dcypdp2jamyI7A8vgVusbixLZ+9KqL8Jvm7Z0bfOzw9FvJ+g5z5/vZolOZFH50G2n8NsfuRONVvef6Kf8+j/i8/cHO7Y3Cr7op9P9VZTHiARg8iD3+uXT/VWpNgyBpXktto/V+AF6k1mX/lAq32phnBwH3+rOHkWQCj0usapxicyok0UqHcYZohiDWyYD9gEM1JVbImAIFqhG2Wm+NMFvk4Bj7taT5+LehWg1yLl0APUQggVifTohOx8PMi53YCqm8ccwNdlggYwFU4iIHRmcV3L1Pp8LPd2Epp/wpcv3G+5tJHjknNqED359b9Htnn/pKqdgARGJzqJXsIBIIrAhhgB+7tkH8fInHqO3GxtRgJ9IXBQswOm2as264vbp6LwW72PG9/z6jj9vvT9/Zpek+RsAn+vxmt90zn2r5c2dc1cB+Dug6wh4BcAbLe8vIuFjF1jnFSwwmEZwwQKpMHWY3uSQWwhhR4YLuxA/tmKi7ehggSocWiHtjIhINhXyu4d08miiRE4Cr3Xo/tnJ4engrjPHjcECX2xdiVOYCWw/kmCeHbKpLtoKaITHBgv44O/5X/WMy5DPGZemWu4NLQXHEo46ucC+aCiyCEKhDOTJY3+AzmgSAFOwQLTPmp+5Z/d4Qh0F+jw7aZ66ESu/WQjMd9VK/riZKVjAnEsejsp6Hb/8D7f2/frv/KN/w5lKMPed3luDBZJ/bEgfJg5xr6+v9leYZ3kuKihYIFZkR0cgmSEtLFdfQc5xhddb3dmjKFRcYMclVubC2RGJXo0MFogx3LqiYIHsYcc9AKyHMPbWkWEBNarxr7+47WT6r5sMT94PtrzLXsf50iT3+vXhOkZ6anHzavWsHT8iYmd4vp3p4/m2BC7wBOhvfvJVz7iUfl8JwRjXfGrKLyHoyOcimtwGeYXqiEh0lqBgAUmOoY44tzQYWV/C9z/1EmqTUiGHG47t4T9LRAKhYAFOt1FBegbLOXcUwEVbf2zzkk+w77mp0yolBQuknN9YkfcadB8lKAJ4h3Pux5j3ds49A8A/A+hVNfqr3vtTzHuLSHSWPXc5yrVqpgl7wUZqOTnBGOlChzBMHaU3UbDA4MpkCnXUxR5tkcECOef5AAURkSH3xIv37vramKFIZ3VH989cjzZ45WJwC6ZOGIMFPtS8se/X9vr7JMUC2xkQ0CL+qJDBAjt/poLwC9/yKPvGzvGL/hUskBxkmF1sIWPO8ZOK6+dC2RXpk6ErZNQFROv19gvb2FDNKadggbiwz/lxBnL2e8dIh0EheV22P3//Wcwtc/82v/Ke2wL57PvnV+hua0DnMLSU3OrLlgm+Sz2WT/d+DXtNy5d08MTNcCwk7VxqkavxhaZbRdQugmP2rCcLElfnw9kRiV6NvF/uMP/jg61zaWvFG555DT97EiHDs2kVXLfUp10+QEAtW6wNKMwiBmywQA0FZK40gA3B0HF6oSZXwNvwChYQkU1jhmAB9A4WsKyfqvYxtnrdUUNxmARvlAsWGEHdFNbaTYEOFkj5mlcRSZVFr2ABkUQoG9Yyri/imkOTKBDNcx59eKptgy0RiYYixDjdnujHAbr1zTfs+PP2qba7vfcPk++3pVOk+FAGCzjnng3ganKznjNLbOH+pn/23t9l2O4R3vubnHNvBvCfu7ysBOBPnXPfCeAN3vvPdXqhc+4SAL8A4NXofU74ZwC/x+2xiETJ1qlhKRmFyGljKLaJc4F0ICZ7Zc/spmCBwdETRoWYupRuNzJBbzKGKtagc5GISL8u2z+OT99z4SJuW/fPC4t0oqyvOOn5xRYA8OHWk/p+bZBBCGGaswQLrM4B03zwk5DIBfY7f6aCUCoMeBwXR7mABDJMQULSagJNNmQsxmeB8jSwcqb/16+nvzgs1Sw/5wMGV/zcC7ghet8hW3fJj+GAO9f3+0zS0zYSlFHH3Zvu7KqVxLrfM55ffJu0YtjbTvL786HbTmGt1sToyGD3JJ/6+lwgzyySUpOH+G0qp4DZq7q/hiwkiy2ISc4b50MGZzv2VUgPS7DAVhF1FJfEeTpYQGGHmVHvtLyog4gDx7ZbNs2Dq3g20QzBAux8++E9A1z7DfOdOuZi0GSDBbhwin5FkK/SGRv4We1d1NrNRKmA5SrXhCPRWmSwQNfeZCIyVAzPtzNuqedFwxIs0Ose6aWPO4Lp0XCugUIa44IFAGAfKjgZ4Jq6IsjreE7HjohEZxEKFpDennXVLD55V/hj1Emcr44MO9YAANVFlIt5vPRxR/HOL5zoa5NXPOmi3i8SkdAoWIDTbVT1EABi5SQA4DltvuawMWzwKfK9tus07DCsMS6vAvDDIbzvnxq2+REAAwULbHoDgGcCeHaP130zgG92zn0VwCc3P3sJG0EYFwF4CoCnor/1CA8D+D7vPRlVKCJRYru2AdiY3LZ0Cxp2hoUOa10G8VPx8FmaAErTQLX/RXyDBAt47yPpxJN0o+yEURKCQgwLy8bcOuYNC/RFRIZVu2BXtngL2N39M8or7wpGseAnsM/1v7j+jtZFuM/zYUdJNw/DNZAp4BWbZp1eVNipo26simMAiG6SbLdCCYelo3ychXJsZzQFC8Srbji+Np/zvLEV6fVkN6RWq/3X2bEvBQtE78TZjTDOMrhraJyBnP0OP81ZggU2i2HzCRnj+u2P3Elv0/LA7Q8t4YmX7B3os9/1xZP4QUOwwKqCBbJhwhAssHy692vIQjIUUh7+mwVjM4DLAb7Dxb6NGTdY8VsSuDofLLBVRB3FJWSB7VGxvrjxzJxXcUHqsWMAI/EFC1RRRM3nMeKIJSsDFs9KyAxjH1WyKNwNMuJdHAVcHmCWSdUULBA13+Dm0qtZXC7Ljss1axtjQ8Z1BT/z/KvwX95/h2nbRCLDXWtZPIZExMYaLNBD2fHBAjtDW7ebnSjhjd96Hf2eEpKxnn0Pd9nrKjjp+eOtkyLIMoC8rn0iEp1Fr2AB6e37n3JJJMECQ40dawAeWQf0hpdci0/edQYPV7rP4T3rqll875MVLCASp2EtNLfq9kTfo11CW89H5xCATxreb0unmG4yalySarO4/9sBfLnPTa4B8GoAvwXgjwH8DoCfAfA09Fc3cg7AC733D5K7KiIRcgAq3tCpQYv5bepr9CbdFkgfmEzJAtkprpDvEM6aP6rZijXXPzHoCaMYu8U8YoQf3Bs3LCwXERlm7S6TY0EU6URc8PT5Fte9+MOtG0Pak3gtsJ0BAWBFEyShM3T07hYmFhu2i72lk7kEz1T4bRgTCAqbVq6xiHhZfs4HCLG7dGYMT72cWyznO0ydsGNfU07ntCgtVxv4tv+xkZtdJu9N11NQPL6IcdQ815lw1m2c7xKSK2D2l5++b+D3yOccyoYwtE7FYyn/Xzp8Jg/y21RO9X5Ngw0WSEAo67DL5elF9Fvn0jTLGwpNTd3ZjeYt4xKr9mBpSRD22aDYfv7HmD9GcvzPhbrHJ5th7GO9S9FcO52eLfviHFAiz4865qJH3g/WyHCKVGCPU2CgY/V7nnyxedtEIsMpMnkMiYjN+Cy9yUzXMoQNdAMadF6TeMOxafzNq5+CveMJnL8cVoZggX0u2HvMAhrcBnkdPyISnUUoWEB6u+GiaJrYDRRYmXYjExsh0Yz1jXvd6bEi/vJHn4xrD3cOJ/jm6w7h9777cWpAKRIzBQtwHuryvRuYN3LOPRbApVt/bPOSf2beb4d9Hb7Ox+BLYnnvzwJ4AYCbQ/6oh7ERKvClkD9HRALAdm0DoE4NVpZggS4LHVLzYDR1hHr5IWdfWKZcgQ1ldsIoCYtjRyboTcZgKJwSERli7boFjxqCBXYWQUd9R/LB5pP7fm3VF/B3zW/o+/X70xLcBFv3WwULRMBwz7+KBNyL7cQGTxn+3hKChuHfIc5nAQULpIuhK+QgIXZvefkNGB3hirE7XceXyMUkk1CwQJTe/IE7UG9u3KeyQYlsgVA8HObBne+yEiywsMIvaN4p5xwdhrbmR+DbTGdfdWAChbymuVNlwhAssNxPsAB5TSuk5zkx08iujv0UXiRdrs4v1Vh+JFAp2ItIPrf7/c6aggU0LpF63vPBAiPxhlsvsyH7KvJONsOzaafQqdAoWCD5mmSwgA+n426762tkyoYuggOsE5ooFfDkSzstT00h8lwU+XlIRJKrvAdw3Lj3jOt9/qXXiQH4mW95LF759EvxpEv24qoDE3jZ44/izd9xPd75E0/HVQcNz3sSHkOwwF4Ed4+ZQwt5Ry7KzOnaJyLRWfIKFpDeDk+P4vue0n/o3ZMu2Wv6nKGeiszl+HGxbeuArjk0hX/4qWfg/3vJtXj+ow/i8HQZl+8fx0sfdwR/+P1PwB/9wBMwM6E5O5G4hTNSmlHe+5POuXlsFO5vf6pyAL4ZwK8Qb/edO99+2+9PeO/vse0lAODojj9vjVynf8ZdLuC9P+OcexaA/wXgh0L4iM8B+E7v/fEQ3ltEQlDxhsUc67o8mBiKPDqlA6fKpCVYwMOy8K0VTXuTxCuxE0ZxdindMsIP7o25KgZpGiIiMmyabRJ4Rg3dP9d8vEXQH27diHta/4DLc70LRv6i+UKc8P0XH3zPjRcNsmuROgvDgo6VM8HviFyotkJvksh7fgULpJOha1+szwIKFkgXtngIeCS4wvLYdqNhsfk3XH0Af/2ZB3Z9fYksJJpyChaIylqtif/72fP/ZmxnrZ2BV1Fiuk3M+SkcJoI0928GC4yPaEo25/jjYhXtF5RcfzSaTiQSoEIJGN0LrJ3tf5vlh3u/huxQm4hQVqGDBbbOpWmWr/FFAFud2V//LdcEui+Hpso4ee7C574FGAoSFXiYfo0q4FvcNsX28z8DdYUnLLMh+yryTjZDsEDkY290sIB6/kRO3eaBkuE6PuDY3Nv+/VNx2es/MNB7JEaTPIZ8Bo8hEbHJ5YDxWWD5dN+bzPTxfGuZ87/66AG88VnX0dtJDMb4+ZJ9LrjnmiIa/EZ5jW2LSHQqGEXLO+TYEJQ2tBw52/7zix6ND976EM6u1ru+7j+84Grcv7CKm+8n5qc2paZpZFjK09z4wY4Qw5FCDj/6zMvwo8+8LOAdE5GgDHN+itUXcWFl3Nb9xhOdc1f18wbOuTyAV2H3vYrb/NonBtzHK9p8zQM4OeD7SgJ579e99z8M4CUABgmk2K4C4OcAPE2hAiLpsrXIiKIFFTaGIo9EFhmxpg5TLx93VUwZuwNW1g0D2RnELrhOxOJYQ8eacRgKp0REhlibXAG6+yewu1An6vHwFYziR+v/Ced6JE7/W/Na/EHjZdR77xlLz71XHQUssiFhWsAfPkOB/apPYJoyW2xuKTiW4BnC7GJ9FrAECyhMLj4RBldcOmPraDpVbr9QrUIWEk1iFVo2Eo3bH7pwoQDbWWvnuFlS12nMee58t9Vl+6mX852ossY5hzK5MHqtTbBAPufww0+/NKC9kkhNHOJeX+kdQEcXJObT85yYaWSwwGwGggVydT64bqsz+w0X7Ql4b3ab94aCxFWNS6Se5fk/5nDrZZDPvSryTjZDsEDkncLpYAE1dYiaJ4Omalnsw8Uep8DAx6pzDve++UX4lseQ9/hJRB5DkZ+HRCTZxmapl+/ro/M83YAGiP0+XQijfLDAHhfcc00BTX4jjaeJSIQ8clhigyVlKE2UCvjEf3wOXvb4nX2Zz/vLVz0Zr31eX2WebeWSOmEdlZIajIhknYIFeJ/f9nu34/e/3Od7fB+AratXuyvNPxr2a7vr0H6l3NcHfF9JMO/9+wFcA+AHAXzO+Db3A3g9gEu99//Ne28YQRCROFXYYiRAk9tWhsU26z4Dg6xTR+hNDjo+5Q8AvvCAbbusKTtywojtSBuGkQl6kzEFC4iIUNrVYo4aggV2doZlurUG5V5/GC+rvQnvaz511/dWfQl/2ngRfqj+i3QhYdqwRWpawB8Bwz1/u+K32NHBAoaCdglehIXfgWCDBXwLqKnAIzYpKCDqlP6/1COMaKeCa5nukYT3tzc9cMGf2fGMnfelUWLWhLD3bFvFsOOlDBavkPLO0WFoa21Cm378Gy6PpMhWQjB5kHt9Px3/yA61iQhlFWDiAPXyfViCA9lVPWFyhnvfCkZxdM8oLp/l7n8sFryhIHF1IfgdkWhZngs6BEtHlRu3FbjRNwXsJ5thDKoa9Xw7O+dZreDoHhX2RarJBgtksCi8bAgICuD86JzDH/3AE3H9UXJcMGkUTiEigxjnggVmXe91mmV077rbloIF0qNYpu8x+wmk6JcpWCCXwfsnEUm0RXI+WIbXnrER/Lfvfhze85pn4I3fei2++0kX4bXPvRJ//ANPxG2/+kI8++qNkGPr2OX4SD7AvU0husGIapJE0kajXLx3AviFbX922CjidwB+wDn3Qe/933ba2Dl3EMBv4sLC/+2/rwJ4j3XnnHOXAZjZtk/b3/tu6/ummff+lQBeGfNuRMJ7Xwfw1wD+2jl3EYBvAXAjgGsBXAJgCsAYNo6zCoCHANwB4EsAPuy9/3IMuy0iAarAMEism3gbQweFRBYZsSb5YIHDbh53+WP0dn/4ia/jhddlIOG+h0tmxnD/fOfFW2yHPxQTsDh2hB/YG3cKFhARYUyP7p68HWXDaLC7UCeuoN17/WG8pv46/E7j5bjCPYgD7hwe9DP4dOtaVGMsMovSPKZwBR7qf4OVM+HtjGzITLAAGcph6KQpIWgYAh7iLJRjJxSBjbRyS0c1GZxhTGPr+IqqYKjTPYll7GsKq1hjO5sK7WunL1zcyI5nRF4gZDQP7ny3x62giEZIe5Muzm38PDJWd9xb/cgzLsXPPv/qIHdLojRBjvVWTvV+DXtNKyTwfn0Yje+nXp53HnuxjAUYiuYSIlfnigCa3mEdI3jLdz0WuVz4gzULMNyXryjwMPUswYIdxhgiekzAMvs8oID9ZCOLeYEYOoWz4xa1ZTzzylm87ebj4eyP7Nbknj1rPoOFcWwHQSDQdUKFfMo7OJLhFJGfh0Qk2cjn2xnXu4urKSi3oGCBVBnbR4Vv73XBBQuMWMaq8yo3EpFoLULBAsJ57LE9eOyxPYG/7zOu4kKkMocNMlzvfa8rIsmiO32S9/5m59wd2OgMv1W8j22//wvn3CUAfnezyPsRzrnrAPwtgEM7tgXOhwC8x3s/yNn0WV2+d9cA7ysp470/DuBPNn+JyJCoYgRVX0DJEQOAWlBhY1hss56ForgpPljgoDtr+qgvnxiOB8xiPtf1+3SwQBK6bhmCBdRBUkSEM9YmEXcMfJHgzkKdCNaqd3WvP4x7/eF4dyImC54cjFewQPhqhmCBJBZFsl1KLIUFEry6ofA7zo405T38NuuLwDQfQicBYH/OC6Pm9CEXcGrRkqFDxaRbxWm/L9D9kN7Y5/yd4TxBHztBOcPeswGYwXCMcfXiAEw7LsBoZ1ean3jOFSj0GEuTBJs8yL1+/dzGPVG3IFW2IDEJY6dCF14AwIxb4p+bE2R56Rz3eowCcHj6ldEsXFxDGWt+hAutXFWwQOrVDMGCbHhhwJY9GywQXAGOhMAQqhj5fHuJ6yaLagWPPqwQxUip2zy/0B8IdJ3QDz/tUnzxgS8F9n6RajWBFldgmclwChGxG+ee2TY6z+8sH7hQ2dBMIBFNaKR/YzPAuQf6fvnGcROMApr8RvkEzn+LSKbtnBuyarSiisKUpLNOO0+Vh/z5j20wopokkdTRygubt2J3KMBWMEARwK8DeMg59/+cc7/hnPtt59zHsNEV/lp0HxX4swH37YVdvnfzgO8tIiIpoE4NETEFC2TgAdMQLHAsZwsWEMChhbKr937hdnEWEz2yD/zA3rgzFE6JiAwx36YPmCWkJS0FXMNgng4WmA9nR+S8Oh8ssJrEjths6JOCBZLBsLg+1kI5dkIRCLQzmpDYn/MYnjM73ZFU2HEv8B3SxebCfzNPByXuHDeL8q60SSwsmvP8+W7WLSK6Pr7J5ZzDFLgCxqUdXWlcpEeGBG7iEL/N8unu32+QY4oFLYROhIkD9CazfXR1TLKVJW6epILoi7fnwY5LKFgg9SzP/x2CBbyP5l6Hfh6oVoCI9k0MyILwlnd8Ufig//wl8txYXcZIYXcosITHNblnz1oW1mzsVDKEWQQ4Lvfky1Ic5sgGlSGjx5CI2JHBAkXX7Dk+RjegAWIPABPS2Az18r0uwGABpmHZlpyufSISrUUEFCzQ1JiQbNDwoBE7Lrae7nkckWGkYAGb/wHg3s3fb7/EbIULOAD7AHw3gP8E4GcBfCOAPHavhfLbtvuU9/5j1p1yzuUBfMu2fdq+bw94709Z31tERNKj4smBYi3kt2EXLAJY96XeL0q6sRk6hfYFFxmSbodIt8VWJZChAkAyum7lC0CeO97HDMWwIiLDrN3lg+oqh42FmDs7PF15gOzAJIGZYxfw11dsneWkf4ZggbUQu6Y94eI9tg3ZguD6qmbVkqBuCN6KM2TMFCygScXYDBAsENXZoVPWET3uBWDKKVggEtv+0YpoIu+4o2XdX3gN3TsWXfFvvdnq+7VzsAYLCABMOzJYwPAzLwk2eZDfplewQJMcU0zC2KnQhRcAMIt0n0sXzy1Qr1/x0R+rZz05JrSqwMPUqxvGlUbivTYve/K5t1U3zelKRMhn0yqKiDaCDMAIeW5srCHnDcVaYkcGC1TZcIo0KJT5gr8AG5Acnk7xPbbhGlFVsICIbDe+n95k1nU/B49aggU03pEuo1woz74AgwVGYLhXzevaJyLR0tyQSEKw64Dqq0DTUPcgIrFRsICB934dwGvRebbC43xgwPZf27/ezs8PuGsvBLBn8/du2389gE8P+N4iIpISpk4NwjN08dhZuJdKzgGTh6lNjua4TjxyXqpTqMnOuOPQwi4REUa7Mi02pGWjAPrCIYpHHTR0tkmotPUyXfBksACg7oBhM9zzr4UYJnbNYf4Y+dRdc1jz5HOIb9ELciUEhmALBQtI3xr2YAFW0Nfjnd3L+zEJBQtEzTKesX3c7NrDUxgdSWaXzznPn+/2K1gAAJBDC5Pgzj87u9J0Ch2RlJg4xG9T6ZGbz3YYLWQg/DcLxg/Qm6Q9pGWCHP9exiiedRUfwDAIelxCwQLpZxj36PRsYAkge+41/LmgAsMcmJ49k4u8jsdSzGvoBP+sS1TYF6kG9/yZyW7zzgFl8joeYLCAcw5veMm1gb1fpAzj4LUshlOIiN0Y/9y2D93PwSWymQAABQukzdgM9fI9WEZQsc8FGBpE5XTtE5FoLUFNcUQSgR1rANTwVCRlFCxg5L3/AIA/wYWBAcD5EAFs+/rO72Pb97e2/3Xv/WcH3K0f6vK9fx3wvUVEJCWW2aS+ACcMh8qwBgsAwNRR6uWTtTMh7Ug2dBv2twULJGSyiOzgMerIRcAiIkOuXTPxUXKR+hp2F1SoUCc+85ZggVUFC4Sqxnfua/dzFRTLj+cP/O/P4rc/cZzf0FLULsGydFQsxBksYJlQVHFHbNgxjTiPrR0qbIdSAFNO57QobL9ODRos8MRL9gawR+GwBAvMYqnt/fuwmXBryDnuf8SS3xEsEOQOSfQmDcECy6e7f5+9Z9JC+2QwdXRM973jBHk/suLLeNIlXAfDQc2DvKdX2GH61SyBdu2DvtZrfHFKZZ3vXmXqWKfFrMlFht7FMtduCBY4Uq5jdiIj6wLSoMnNMdd8RgvjSuR1POBz4zOujDYQKTCGMdhYQk5EJLkMz7czrvs5eJQdWy2UgZzKQVKFDBYouUZgDXtMwQJ53duKSLQWPR80LyIhsDQYqaZ7Lkdk2OhJcjA/BeBt2B0kAJwPGNj5C9teu+UfvPf/3yA74pw7AODb0bk27aODvL+IiKRHBeQCay2msCEXOjR8DnUks9Mabeow9fJc5cGQdiT7yqYU6oQUfIxwi7uCmgARERkWvs3j/xgZ0hJmZ3Xh0Qv4AS3iD5shTGwtxAXOOWPyhynswFJcIMEydY6MsVDOMqGoYIH4sMdXh66kYbr6YPviDUuH0knYzmnrdcMCOwFg66q1VSS0d6yI1z3vqqB3qSvmEnsWk2h67po8k/Ji2KBMgQ9tWsSOYAEloaXbxEF+m8qp7t8nOx1rIXRCFMt08dtMj46OSceOf1cwiu94AhfyPKgFTxbPrs4DrVY4OyPRsIQKdng2uOvhZfqtPnffWXoby/OAnj0TjLyOV30MxbyGYAFXW8Ez01pknUKO7Dhfy2pROHusBtyApN2cVSo0+PGLWM5FIpJc4/w1f7ZHsAAd2qoQxfQZ44ME97pKIB89gga/UV7XPhGJ1s65IRGJCRtiCGgsViRlFCwwAO9903v/vQB+GUADuwMGuv3aChr4bQAvD2B3fhx4ZOWyw4UBA1/33t8ZwGeIiEgK0AsqqsEMOg6dOrcIbGNxdEYWvk4d4V6/toCSoVPd0Ogyx14G360l1mKi7Ua4wb0xBQuIiHDaXD/Y7gWrbYqNXVbuV1Jo3luCBc4EvyNyHrnAft0X4UMcbs0ZfzzXvKF4ylLULsEydMuKNWSsOAbkyI5v6+dC2RXpAx0scP4500fUdn2y3H6hWgWjaJFF3ZNkh+Atn7ln3rSdGBa/Aqj6ERRyDm/+juuxfzK5AVgt5LBABkKlvct2UCa9IVhgR1caPa2kXGkCGJngtlnuEizgPR8soMX2yUF2dUz7uXTScfdfy34ME6VoOyrTwQK+qe5DaWcJFugw9zM6woerT4/yxSlLlo51Ok6Ti3w2XQ8x0LMjQ7AAqhX85xc/GnvGVIAViSZ3P1hD8NfXqw6Q97hhYEM/tU5oA3n8AEA1q+EUImJjCBbY1yM4jx5bLRrCtyReYzP0JvsQzLW7AEOgMjv/JyIyoJ1zQyKDSm0YXtxMDUbSHRItMmwULBAA7/2vA7gOwF8DqOJ8aEC3Xx8E8DTv/c977weKcXfOjQH4KZwvK9h+1fMA3jfI+4uISLpUPFlIEHAS+dBgi4ziWOgQlkkyWADAN12krjUWo+AnsmMtJtqODRYgu2yLiAyztVoT/+tf7tn1dfa6YepiLqGxBQvMBb8jch55zx/2z5S1Q2+7EJGe6nzhnwSMLfzOjwC5GIf7neMnFZVUHp8GGywwwMLEgKuAPXJYBlcUOgVbsMDSuqFzzxDbfpmyBAuso4j3vOaZ+ObHHA5wr8IxR963zWJRy1UATIG/v1iydCWWZJs4yL2+crrz95p1dE1tbUfBAslBBwukey5rAtz91wrKMD4CmrHBOQCAFQUxpZolWKDYfg5qdpwfe/imaw/iP73wUdQ2FRjmwPTsmVxkQFAsxbxsKBIAVCs4MFnG777ihshDYoaRa3LPn7UQjqM3vfQxgb8nje0iqIX+G9igMoRzDIlIipWmNuZnCDM9nm9H2fVTSWlAI/0b20dvss8FFCzgDMEC5DEuIjKoRQQTLKC5OZEBlQ1zBhqLFUkVBQsExHv/de/9DwE4BOBlAN4M4G0APrL5628A/D6AHwBwxHv/Yu/9ZwP6+J8AsB+dQwwULCAiMkQq7GLL2jLQMgwYDjuye2SmggWm+GCB736UFk10cs9c50XVZccvxO+0qCty5EKbMRg6soqIDKGzKzW8+A8+2fZ7bEjLmlewQJKcxSTdgRkrZ8LZGdlQ4xbYmwr4e/jeJ1/0yO+tRSXrlv2qKVggduQzZyICxhQskB5scEXCijDZsa9JZwsWEDtLsMAPPfsaXHvEsDghBnOeO9+lvRg2KJOGYIGdXWmiLrKVEEwe4l6/fKrz99j7JQAo6Dk4MSbYYIEU3zs2Gxglx/orGDWHy1kteENX7lUFHqYaOe4BuI7PBpauX9cfm8bjLtpDbWMKHVLxbHKlYb69ZDg31jaKvp57zUF8+GefHfAOyQVaLbgWFwpYQ/DrFthzWSjYxf4BNyDxaa3YMQULaO2LiGzjXODBeWXUuX1IwvyQcMZm6E32IphggSIMgcp5heqISLR2zg2JSEzKe/ht1PBUJFU0yhUw7/0SgHdv/orKHwH4s07f9N6neJZdRERYFW8YLK4uAaN7g9+ZLCMX4a/74Q4WeNz0KmDpdpNxrVb3GfaSYSF+YoIFyI6W4woWEBHpyxvf+xXcc6Z9Qc4ouAVQ7YqgLYuAJRgt5HAWE5hhFgWsaAF/qMjOfWHc8z/+ovPPac7Y9tv2jBjM4hQZAFv4nYSONAoWSI86+fy17fkuCXcKS34MR13/3XEnyQ7BW3xqV8XHY/tVquzIxa9AzAtguWvsHNhggUX804ICLlz1HL2NqXhQkm3iIPf6yunO37N02k5YWM5QIwsvZrCEjTuRFCaM1PjnqxVfDi1M5YaLpnHy3O77o3lvmMNZ7f+eTBKIfu4c65jyY7l1niwX+GABb7g30GLW5CKPwarnC5oGfqorcUHqAC4YVzu6ZxS/8R3X4xf//tZB90TaaRqKwg3HUS+jI/nA35PGhmBo/HeDIazMci4SkYwbmwGWTvb98n3oFSxAXt+Ssk5M+mcJFnDLgXy0KVggp3IjEYnWIhQsIJIIJcOcgdYBiaRKLu4dkMF571e994udfsW9fyIiEq1ly2JLTRryyIUOa3F0UAjL5GF6k4nawyHsSPrdM9e9UxudQg0kZ3HsCDe4x3bZFhEZRjfft4B3f+nBjt9ngwXWQuiuLoOhF/GrM2C4yEKldmEdgyjkHL798Ucf+XPOWFTCdvYGoG5+ScAuak3Cc4CCBdKDLcQcILgijHo49rw25fgu6TKYsiEosZlPz73pnOfOd/tQwVs++BW87XMPhLRH6VAwFNbu7EqjvI8MmDzEvX7lDNDssOB55Qz/+ZbiQAnH+AHq5aOult5w2iq/+N8019enH3jKJW2/fhaGrtwKPEy3OnmfPNL5uGwZLtI55zBe4gpUTD8bevZMLrJT+Hoc8+2WBdQ7zvtN3cSGx9BtvprVPlzssVpbBlrNcPYlYKEGPzb58YsaOgcLhBUMJSIJxwbnuR7BAo48NylYIH1G99Gb7HXBrO8twHD9z2do3auIpMLOuSERiUnZEiyg9WYiaaJgARERkYwxdaPUTTyPLPKIZaFDWCYPgS4NWHoolF1Ju1tPnuv6fctC/MRMGI1wi3TH2MRtEZEhdNN9C12/z4a0rLXprm7tiJ5EaVzANU8WqZkKaaR/dJhYsAWRv/OKGzBSOD98mzMmCyxbnhHVzS9+dOfIBDwHKFggPdjgimKyOoazXUonQf48ycBswQLxBaSw941ssEDOeexDBb/497fi8/d3v6fPsmlDyMfSjq40lqJFSZiJg+QGvvNzz/Jp/vPJYnYJ0QRXeAH0Lr5ILEO497IfDW2E5rqj7a9jdNghoMDDtAvwuTOqK3QLOX4uXPPgydXgjsFql2LeTgY+l5LznQB2nfcv3pesZ+pMCbgoPNUsi/1TMgb89YeD6dDcFjtGBtu5SEQyLuhgAXZsNQnzQ8IpjNChQPsQTLBA0RQsoGufiETL1DxDRIJXKPFNTrQOSCRVFCwgIiKSMaYH6pRMGCYK2d1vvU3hXmrli8AEuQBz6WQ4+5Jyv/Whr3X9/ihZIAogGZ1KAWCESw0dc1Xk0AppZ0RE0q/Z8j2vG2xIS9Dd1ZMmjTVH82x3QHUGDFeNK35b88H+TM1OXPh+1oXQFShYIJXYRa1JeA5ggwV0nMXDe3pM44LjKwHXV3bsa9KRf18xcduq8+muWgCa+fTcm7LBAgAw6xbhPfAf33EL6s3hHP+YBndvtezLaCJ/wddaCTgHyYAmD/HbLJ/q8HVD0Bo7ri3hIQsvAGAWKV2QZgkWQHj399Oj7QsCljCGhieXEK3MB7BHEpsaeZ9c7DzvYxmHyxlTQelxDi1mTS6y23zVEOQ/8O1joQTkyEKq2oXn/Rsv5TvSSp/IYwjIcLAAWZwIIDXBKys1QwFkvxrBhlOkMO9aRIIwPku9fC8qXddHjbLBAkmYHxLeGHePuNcFFSzQ4DfKFQL5bBGRfrWQo4PmRSQkWgckkmkKFhAREckYuksDYFrUNPTqXJHHetYK96aOcK+vPER/xDWHyMK6FHposftxZOnwl5hOkiP8foySBbEiIsPinjPL+O7/9emer2PPo2shLlIXG7o74MpcOhMU0oLs3LcW8j2/My64X0EZLU9uq2fE+JHPnInoSMNOKK4v6hwWB8Oi+0GOL+u5q5sKuZBkCrZgAR2edpbxjFKZCyiM0xz4YIGtTmT3zq3ga6eG8zo75bhggUXsPiZ8EtJNZDATB/ltKqfbf33lYcPnK1ggMQzBAr26OiZWzRAsYJnrG5BHDmdBduZeVbBAqrGBY12eC7zh5tn6qLDkyftGLWZNLnLsrepjKAh3DiiRc9Y7xtXKxXyHF4bH8jOZSk1DUbjPaGEce5wCqRkDDrVYv8mPk3U7F4UxDiYiKUAGC+Sdxx4sd/w+HdqahPkh4Y1ywQL7AgoWKDhDYE8+Qw21RCQ1FtnxHxEJBxtkqJBXkVRRsICIiEjGsF3bAKQmiTxRGtxCh/WsJd9PksECSw/SH3HJTEIK5GNURp3fqJiQItERcgEigDGQxVMiIkNgbrmK7/rjT+Pm+892fV0RDRTJSeDVgLurJ00a12/Ns91vm9XULP5LJXKB/WrAwQI7j+Gc8Zj2yPHdLvWMGD/ymTMRHWnYYIFWgy9kkcFZ/p8nbGHiEjn2NenWunaAkmBsv0yVDOMZN155NLidIbGX2Dk2DAoXdtm+9eRwLqiYBhcs0K4bTRxFWRKwyUP8NsunOnydDRZwwBi32F9CNGCwwOKqYew8Lobn9hWMopiPfjnPAnuNW50LZ0ckGuyzwUjnBd2WEmZnLBWtgHw+0WLW5CKD79YRU0FTiZzzrO4uFLw04nnvYckVsIQndus2n2rsuBwQaPBKmMdcqHM9AR9DKZyWEpEgBBycV2JDWxM2fi99GpuhXr4XwawJKMISLJDR+ycRSTR2Plikq2EZJwmDpcGIiKSGggVEREQyhu3aBgCo6iaeRnZQWPcZS26dIoMFKqdw3SEuQbKpNf98CjUAFBIyYdRlgVknY87QOVNEJMO89/j//uE2LKz0vh6Mgj+HtiuCTmMxfpYswNBVaOVM8DsiG8gF9kHf8+d3/EAO8vO5zC66V2BF/Opk6FYSFo6VDAuYNakYvYYh0C0Jx9c2lrGvCfCBCq2hqcQIHr34FcDoWHoWCM2xYVAAZt35890b3/OVIHcnNaYc93O4hN1jS1NlLWJNvYmD/DaV0+2/zgYLjM0A+Yx2qE0jsqMjAMzgfOHFv92dooL2NgWmvVQwGkuYCh0ssJKifwfZjQ0W6PJcYLl3tgYoLrEd6xSemFxkqGI1roJwtjNbm3G1X/yWawLamf4MzdOsodt8DRm9H2SPUyA158evP8zfS/XNFCyQ0WNIROwMIYbdggVG2bHVpKwTEw4bLOCCuR4W0eA3ymlMVkSit8iO/4hIOMrkeIPWAImkioIFREREMobu0gCkZsIwUchggbWAu5fGbuow93rfxIw7R22iBfyGhfj5ESCXkFt8Q7DAOAwFLiIiGfbQ4jo+eFuHzow7WIIFMnd/kgGWIjWszge/I7Khxi2wbxfWMYjcjhX2uQGSBegi3AC7VYkRubgehXI4+8GwdEbTpGL0yPEMABcsTPQJKE+oGDpUTDn+792K/6+aWragxAScx/o0D75gY3uwQLUxnGma01ihXq9FYxk1uhfIk/fNSyfaf325Q+BAJxMHuNdLuMp7gBxXlLX9XJqq67QhuG3Zx1MYMs8GHmpMIt3IcQ8UO9+HW6b0rMMc9Fy4njuTqdkAWlxRU2xB/iMT3OvbnPefdsUs9o5FV5D1cGVI5lwb/LNnt27zqVYyhBanZAz4597+ZfzJv9wNH8b6EUMAZ7eQE4V3iwyp8f30JtuD8y7kUWbXiiUsGFj6xAYLoIIg4qMKlmABBXWKSAwW24RPi0gM2HVAa2fD2Q8RCUVCqo5EREQkKCsoo+nJ2SotqOCRE4zriGmhQ1imjtKb7G8tUK9vpmplYDjoItEkpVAX+YG9MQULiIhc4JYT/d+jjTk+WGDV7y7mUK5PvObZzoAAsHIm+B0RoNWiC7uDDuvY2blvkDWJy+yie0PhiwSsTt4bJ2HhmIIF0sESLDDA8RXGeuolNiwFwCTIoiko8JC1ffF8GXVq23VfTNXq+wYKOOu54qL9Lr7znfce7/7SSbz6L2+ObR8AYNpxwQJLWjSWTc7xobXnjrf/OvsspGCBZHGOLr7Y584/p6TqOm14vlpBPIE7Z72CBYYK+2zQJVjA8jPpjPd/Ck/MiICLeTt58fXkfUc7bMF2bfd5f3q0iN9++Q2D70ufPtxnYHHqNdVt/hFsB0Eg0PNj2EGUv/6Br+LdX3ow+DduWsIpMnoMiYjdOFcgDgAzHcYKi2ii4MhQ0iTMDwlvbB/18qJrYhKG+Z2d74Mmv1E+Y+teRSQVFD4tcbtiv45BAHQYElbmtABVJEUULCAiIpIRW2svPHJ85zYt5Oe0WoZggYwl30/yizD2g1tglqqFgSFhF+InarJohB9UGTcUxYqIZNn/+dS9fb92jA2jQfDd1WVwC2xnQEDBAmFhu8UDWGsT1jGInQvsrQvuAcOiez0jxo89BpPQ6VvBAukQcbBAGOhxLwBThmCBUDrhDQm2q1YaAznnPHfOm0U857v55Spe/Zc346f/9kv46O1kd/eAsT+HWjSWYdMXca9f7BAssPww9z7jChZInLFZ6uUz286lqZo/aFNg2vXlPo+ZKcP4QAAWQBYl1lf5rveSHHUu9Acjne/DLT+SW6McP/v8q6ntltjngWplY25XkqXBj2dbnhuefDlXsNVWiQsV6xQo87xHH8Svv+z6wfenD7eeHJJAjQZfFF71GVu3saVkCBZYT9dx8ivv+QrOVAJeT0Cu+6n6AryWXIvITmRoHgDMuPb3C+y4KoBkzA8JjwwWAIC9HY4bRhENfqNcRu+fRCSRrjuy8WyzqPBpidnzrz0Y9y4kAzmPg8YaUCPHnUUkNhrlEhERySC6c9v6uVD2I7MMHRTWAy4yit3UUXqT2ZaCBVhlR04YFRM0WWQIFhg1FMWKiGTZTfct9P3aTl0NurF2V3/l0y81bSe9sQVqADaSfiV4hsLbtYCLInfGCOQGCBZYBlkUbOioKQGrk8+dSSj8VrBAOhiCU7YfX0l4VK94/nifdHzBWysBf9c0cduuXAoW2G3WcL8+KO89fvbtX8bH7iCLr9sYJOAIAFBfQ8lxAZo7x7ife42KwjODDhY4sfsC1GzwndIndAwlzjgZLODOF78FXlQWJvL5agWjcLl4lvLMe0OgwarGJVKLHfsI+Llz6/7i+mNcMSwdnggfaFduCYjh2bRqCPKfKgdQBFUiz43V5Y7f+r6nXDzgzvRnaILymvz9QGa7zY9MYPeIcg8pOzcurtXxT18b/Pn2AmQ4RS1rDUVEJBgj40CRu0ed6RBCagoWSML8kPDY7r8A9mHw+duCa/Ib5fIDf66ISL+21sUEET7t2WckySzLKMnVB+IJ/00cch4HgJokiaSIggVEREQyaIlN6tNCfo4lWCCFC6S7mjpMb8IGCzS1gp+fMCokaLLIECwwDv5nS0RENlzi+O6jC20Wi/dTL3T9UUPhqPRlCWOoe3JiXsEC4TCkJ68i3JCnQer5ltgi3JQtKs0c7/kF9knoSKNggXQwBKcM8qw5aC1yO5YOFZNkp3RAgYeDYIMS132842aWf+k5sqNzHMEC77j5BP7lzmAWbgxamPSZO+6ht9n5s37DsT0D7YMkyB4yWKCxvvu5Z3UO9E+vggWSh+zqOLstWOC/fuCOoPcmPF0KTNtZNoQoBWXBG7odsyEfkgzNBtBkw60734db7p1zm88KT7p0H/ZP9h+ASs+DAxrnSKIGXxAe23PDCBssEH9g59A8zRqOo8wWhudyfAjGevrOjbedDPjZmgynsASciMiQIDu57uvQeb7sDCF6ChZIJ0OwwJ4Oxw2jCC5YwOdHwpnoERHpwTT+IyLBswQLaM5AJDUyGsHannPuDf28znv/piDeJ2l6/b1ERCQ76KS+tXOh7Edm1fnF6JkLFhgZ3ygaIYpAZlpc0ZtyBQzBAsUEFBNtMQQLjDkFC4iIWFmCBR7wtqKKb7zmAPaNj2BhxdAxIUJpnN72yOEsJnEA5/rfSCm/4TAU3q6FvLh5kGN6GWQ3vwQsgB5qhkXRiXgWMAULnAt8N6QHw5jG6TWHA94P3rE8IHyHUmDKWYIF6E1kEzuekcZxsznPnfP2oQKHFnyEme/v/MKJyD6rl7/++JfxVHKbnWPc4yV1xsqMaTJYAAAWHwAmthWhLxs6lY4rWCBxyGCBfVh65FzqPdBotlDIp6CXBvl8tYxR5GL6ay3A0IVpRYsEU8nwXNCtYMmSQbT1eDFVLuLXX3Y9Xv2XN/e1XcUSvqFQu+QxjL3F9tzAFms3qxtd0AvxPecMGgyWGmxACoBalpfLlqa4IJUUjgH/xafvx6++9DHBvSE5Dtvr+BmWHz0RaWN8dmPsok8zrv35uow6/9kKFkgnQ7DAPgx+7S6QwQLIKVRHRKLlN6Py6DoIEQkHOY8DQGsZRVIkwyOlbb0R/YXy9irA7/d9kkbBAiIiQ2KJLRrRYgpOnS9+DrvIKBaTR8INFtAKfrrD3yBdJANnCBYYh4IFRESs2GCBBT+BJUyYPmvf+Ah+7aWPwU/9vy+Yto9KWu8k5v0UDrhz/W+wyt1jSZ/qK/Qma+i/u57FwxVDsfkmuuNls7bx3JOEYvVh1Ii2o3xgRsYBlwc8sShJ4xHRM4xpfPdbv4QzxTk848pZnDxnOD4DRo97AZiEIVhA4xKcbbkTfLBA+hYnssECRdfENFZwzlKwadBqeXzlwWR0n6w2mnh47mF6Vnrnz3o+l4xwEwnA9DF+m3PHgaNPPP9nS7DAhIIFEofsdJN3HnuwjLOYAgB88LZT+NYbjoSxZ8GigwXKcDHFJS74KX6jtYXgd0TCZwkW6DLv0zJUUm4PLnvBtQfxyy9+NH7rw19DrdHqup2pY10Ku3JnniFUMbZO4WywAADUloHCvuD3pU9D8zRrOI5qPn3Pn30rTwHM6Y4JIeghtQX1bLBAlo8fERkMWXA1i/ZzI6MwzAUmYX5IeIZggb1u8GCBIhrcBvlhKzUSkaRYtIz/iAQoIT0X4jfGzeMAAFa0llEkLVIQ3x4K1+VXUO+TtF8iIjJE6KQ+dQjkGIo80th5raepw9TL9za5rjXN1M4+B4ddiJ+oFOoiX+gx6uzFciIiw+5SMljgfn9ooM978WO5+wDp3xy7iF+D8eEwdE0LOlhg/+SF7/fpe+xdICsw3CemsGNVZhiOv0Q8CzgHlLlCWxV3xMBQQLTmS1ipNfGR20/ThcphFMWtYwR1z3Uun3SGYAGNS1BOnj1/7io5rrNWNYXjZnMgz3cAZl10YSr3zK1guUouEg3JzfedxXhrmd5u5xi3JjszZM/F/DaLJy7884qCBTLB0Olme1fHLx0/F+DOhKhGBgv4UcSVpXLWG0Io184GvyMSPkuwQJfnTsud887D/MeedTne/9pn9tyuwoYnAgq1S6I0zbeXDOfGmMfVtj+fZVqTnEsHUEthsF3fSuTcgsblgAYXwBlbwImIJB8ZnLevQ4E4vU4MUEh4Wo3upTfpdNww6GCBXPrG7kUkG+g6CBEJh2EeBytngt8PEQnFsAYL+A6/gnqfpP0SEZEhQ3dqWF9McYR4DAxFHtkMFuA6Ae1rzoG5NVFjwJQHC+TydLjAOPjOmSIiAuTQwsV0sED7goqRQnaGitJaeLQANlhAg/GhqPEL7Fd9sMECx/ZeeC/19Yf5grwty6ZgAS0sjU1agwUAQ7CAijsiRy6YBpI4puHowJQp8Of1pgYmKCfPnT93seMZ6z5px1hvdBgUgItcdPdtvTr9RumOh5YwjRV6u51j3Lm4qmwleFNH+W0Wj1/452XuGRgAMK5ggcQxLEib3RYs8L8/dW+QexMesrh0BaMXdHKP0jlYggXOBb4fEgHDuEe3OR/LNHO74/yqg707w5s61mmMI3kMz6bVuDqFl3ofl7vEHCxwy4khGW8hu80DQA0Z7rrLHqsKlqXDKTJ9/IjIYMhggb1uGYU2Bd5lZwkW4Bu/SALki0CJm1Pbi8Gv3QU0uQ3yuvaJSDxM4z8iErzRvYAj15Ou2hvniEi0srNanOPa/ArqfZL2S0REhhCd1Ndq2DpTDCsFC2yY5IIFSr6KKWIRcbOVnAXQcaGDBQoJS6EmJ6/GFCwgImJyCAsoOS5Z/n5/qO3XD0wGWxgtvHm2SG11HtB9U/AMz0dJvudf8oZFRVp0Hx/D4vrEPAsoWCD5MnJ+WyLHviYd//duKYSTsr0ujA4WSOAx1svDnu8odaU7GcKepMOU44MFdo5xx1VkKyEolvki/3M7gwXIoA6Xoxf5SwQMwQIzSOFzSpULiav40dgWelQxwhfurp0NZ2ckXKZAu27BAvy9szUzqGIZ49CzZ/LUUxR6N2IIFqh1Pvd/75MvGmBn+vz45pCMFzf5YIFMd5wvk3ML1eDOjTMT6XuuB0CPw1Z7nIc0kiQyxAzPt+2KxEfZdWJAcuaHhDe2j3r54eLg63uL5LoS5DN87yQiiXT1gY1ncLoOQkTCkcsBYzPcNmqSJJIawxosICIikmlLMCyoUEeR/lm6+6Ww81pPU1ywAAAcdgt9v3ZY1jt0QydRFxM2WTTCDe6NO37xh4iIAJfk+E6N97UOtv16lop1nnoFOaidEHT321YDWD8Xyr4MNUPh7SqCC+Y4uifY7vPLZGdvAMB6Cgt2ssKwuB7FYI8ZM3YBs4o7okceXy3vErnovkKe16bAn9fveEid+xi5bfeRaQsWODTFj6fc2yGoq5urtgULNFI28PXJu+ZQH2Cfp4mw0S07x7iz86QiAIA9ZEHd4o5ggZWHue3HZoBcnttGwmcIe5hxKbx/JLsBL2MUcQ7PnGO7gWlMIp3q/LUZI12CBQy74IxXd9M8uMY4kscw3x7bsynbBR7oeu5/zFEylFE6a/DFl5nuOF9ix+WCOzcenh7F4emErVXoB3kM1XyGjx8RGcyY5fl29/1CyRIskJT5IeGRRXqPm+1vfPaSmc7PTEU0qc90+QyueRWRRPu+p1wMAKhYxn9EJBxsiJaCBURSY1iDBXybX0G9T9J+iYjIEDJ1o9Ri/v5lpLvfwAzBAodc/51r7nhIi3zoJOou3WJiMTJBvXwMChYQEbG41J2it7nf7w4WuOaQYYFkQk2UCo+kWCfZ9W0WkS6AXPwHACtzAeyNXMBwz7/mgwsW+JFnXBrYewHGbn5k8YsEqGHoHJmUjjRlcnG8xiKiR3Ym3RjPsFe2hVUUx57Xphx/Xn/XF4e3u7zF9n9qNigx7kDO8RJfGLCMMTzouY5SV+XOH1Mv+8N/w/GFwTtMdRLGz97L/vBfsVwlO1ptYn8Gaz6PtR2hTbkMhaAJgOkBgwWWyYC98QPc6yUapmCBlM0bNGp0N+UVlGMNfqS7ga31P+8jCUI+FwDoOgfVavHLk3LGw3wdI6h7MiwmwK7cEhBLkH9c8+0lbr4TAFDtfL169lX7MVIY1iWbASOvsXWfh8/yclk28LNaAXxwy0sfeyyFoRnkMZTE8E0RSQi22Artg/PoBjSAggXSjAwW2IsKfvb5V3d9lrrm0CR+5+U3dPx+gQwWQE7XPhGJ1rVHNp5rGihg2SdkDYSkng/w2XcokfcsWscokh4ZHintyHX5FdT7JO2XiIgMmUW2mwigjiIMQ/fINQULAAAOuYUQdiS76CTqpBQTbRnhzkVjMHRmFRERXOLITo0A7mvTYfWbrt0dNpBWT75sH3LW1ckR+sGnXrLra/PeECywqgH5wNUMwQIILljgB5+2+9gYxDLZ2RtA1wXQEjLDM2diFo4pWCD5yOCK9YQumF4ix74mEV4Bt2zYXv9YQp3aNqnHWS9fbx2lXn+lO4mtTPBbTy7idX/7RTQNRXjdzC1X8Y6bj+NX3vOVQN8XAG47uYQ3f+AO07bT4Loib4xvX3g/r1yBjNlDBgusnQWqy+f/vEx2O5lQsEAijYxjhQxom0XKnlNqy71fs0PFj5oLroNwDmQBrYIF0qnGXZsBdA0WMN3RmI9zhwo7zqFnz+QxBAtUfUzPDSVDgG218/n/on1j+NnnXz3ADskj2G7zyHi3efZY9U1TwG4nr33uVcinYF7mAg0uWKCW0vELEYmAJTgPuwO+6QY0AFBIyPyQ8NgivdV5/PTzr8I7f+LpeNIlezGSP18GdGS6jNc990q85zXPxEX7Oj+7FUEGx+Yzfv8kIokzNnL+vGOqhRCR4LEhWgoWEEmNobrb994HEqQQ1PuIiIiEZYntJgJoQQXD0D0y7s5roZg0BAtAwQL9yqGFkiMH85NSTLRlhOsgOe4ULCAiYnGJO0W9fsmPYgGGxZApUS7m8IaXXBv3bvTlhov27PqaKVhghSyqkd4MnfuCChZ48fWHUSqQnfd6YDt7A9joWCXxMDxzJiZkrEQGC+g4ix55fgsyNCVIFc89/7Ld0oW30Vl5o6SsTC6AraY0kPMufwzPxq19v37SreEQFnAKGwtGv/jAOfz5v92HH33mZQPvi/ce7/nyg/iV93wF51a5YAfG//3sA/jeJ1+MxxzlzvfTjitebDe+nbLyFOllmgwWAIDF48CBR2/8fvk0t62CBRJr3k9h3PX/TDvjUhYsYAhsW8YYXIxnvUV2jnHtXCj7ISEzjHt0m/OxNP0a5Dhf8uPY54jgjvWUnTuGgSFUMbbnhhFLsED38Y5XP+sy3HNmGe/4/AnjTgkAutt8PetLZdlxOWDj/Eg2C+jkMUen8ZpvvBL//R/vCuT9IkEGC1R7BAuoC6bIELMEC7jdazXZcVUAyVsrJv0b28e9fnUBaLXw+Iv34u9+4umoN1u4+8wyZidKmJ3oby6niCb3mfl0jt2LSDYs+XEcdfNx74aIsPe6q3MbA8ZKjRdJPBXIi4iIZJAppU8Lf/pnWGyzntIF0l2N7QPyXIHBIadggX6VTCnUCSkm2jLCdTYag4IFREQsLnVcQcUD/iDaleWkZblTt4Y3hZzDm176GFw6m47U6kcd2r0odR4KFkiEOlf8Vvf5wBam/upLrwvkfbajO/kBpgIYCYhhcX1iFo6VyXNYs0ov4JUBkWMaSQ1KXCLHviZhCxb4Hx+/Cz/+V5/Hz739S3jrv96L++cNnV2HxPlbNI+y4wrb11Pa8e8uf5Te5qrcyQv+/OGvcCFhnfzvT92Ln/7bL4UaKrDls/fy43tT5M9gu5/xnBafZIspWGCz8K5ZB9bI41DBAom1WuQW0bcrvEi0Lh2rO1nx5VjX2y2CG9fH2tlwdkTCZelQXewWLMCPLA7S1Joe51DAfvI0LMEC3HNDYJ3TS+R5EQBq3c//hXwOb3n5DfjTH3pS2/BZ6ZO6zV+IHZcDAh8D/pnnX4W3fNdjA33PUOkYEpGgjFmCBXafg0edYb4kKfNDwmODBXwTqJ5/tinmc7jm0NSuUIFud8H0MZbTtU9E4mOqhdgmLevgJJk0LbnN+H7u9c2a1pyJpISCBURERDJoydKNUgsq+hdj99JEcQ6YOkxtomCB/mUihZrsbjBmmSDb5hf+7hb8/N99GX/16ftw9xl+waaISDp5XEIGC9znD4a0L9F4x48/HVce2L2Y8zFHp/Ce1zwTr3iSoUAlQea9JVhACd2Bozt6B1d4229HCcY6RlD3eXIjTfLEpmHoHJmUkLGSpYuf7t0jxQYLJDQokS0kKrs6RsAXXP/2R+7Eh75yCn//hZP41ffejm/6b/+CP/vkPWi2tBRlp63FFSXD/+ekBlj0cleLDxa42l3YkfT2B5fQGvB4uvvMMt7y4a8N9B6Mj91OdooHMO24UI5249tawJMxewzPbece2Pjvyhy/7biCBZLKTXAL0maQsueUHh2r21nGKFyMJ71znlywu37O1q5e4hV0sIBhFwY5zpfY41QLWZMnimCBoM6lhRIdtt/v+f//Z++/4yW5zjrx/3M639g9907OGs0oj7KVJStYTnI2NtheFrM2azAGG7wsJi0sLNmADT/gi1nyOiOBccSyMZYtB9mSldNIo4nSpJtT5/P74+pqbujbXc/pU1Wnqj7v14sX0kxV37Kmp7vqnOf5PLeetwGf+elrMdwXzWei0DVk++lVS8GwzjJZl7O8BqyUwpuitEfTEAYL6Ji/h4jIXLYA5GV7vEMtnm8L0rXVVBZICff/yB29w/JzZrurvZQGwBoFFxERWTIhXf8hIn/0yUO0jPbyiChwXOkiIiKKIenUNgAMFpAIoNAhMga3AGMHPB/OYAHvepIYLACDyayLfPL7hwEAn/r+EWRSCu++aTfec9Nu5DLMUyOi+FqHcXEwy8GIBwtctmMN7vy5G3BssoyHjkwgnVLYu6WI9YOONNV2aRo9qOgs8pJJvzMn/bugpKrKiiqCCBLbta4P+0+aTspWmEYP1kDQwG3QAEOW1Azui115FjAKFpgA+gyKp8iMMLjC2WABg1DNAcxiBMWufm6l3sT/+fxjODo+h19/9fldvVbcLEyTNwlKrDj6Putkn5YHC+xWR5f8+3Sljpd96C40tcaudf24cEsRb71yO4YFQUN/9fWnUak3xddi6tv75aFWg8JggW6n0FAEFLfKz5mYX/vDtDzcAv0MFnBVemA9INieWttioqPTTIIFdKHtdEG/iQt2G9X5JnXhfgCFTLjuAaDtc2fTIFyim2HyUxA+D3Af3D3C/fayzqL97NWVbj3f4jp4vh+YFazDCz//P/7fr8JL/+Qu4UWRdNp8Rce0ZmOBsKEVwHxAkA8K2RTKteCeU41J30NxrfshIjt6h0WBVq2eb/PStdU24V8UAabBAsNnGv/IASUNFuhuT4WIqBsMFiByRK9hsEAX9yxEFAx22BAREcVQBTn5pqhPG4axJJ1eqnOQFjpExsAm0eEb1ZhPFxI/BWUQLJBxpJlogXADqw+yjft26k2NP/3qPrznY/dBc1oSEcXYTiVvqDigN/pwJcFSSmFTsQcvPX8jbjl3Q2xCBeYpjEDYmMtgAfuEk/vmtP/BApduX9PV+VNaeK/IaX7hETZ+AwAyjnwOGgULMMQiUEZrGub8mrY7KW0kgkHBXBt/d/cBfNeguTrOFv6kTYIFXA2w6GQS/TiuS6Jz9qSOrvi1fSem8fTJGdz56HH80Z1P4qV/che++NBznl/zwSPuN8oNQhgswGKx+CuUgJzwvmH8+WABk+cfBgs4q5KTPecMqllkUffpanxQNQgWQK9Rk7Yt4+iXnzQ3bv06yGfCdQ9kCm0noZq8Zbt5VJiUBo1ZnshNFghDFU2eGW7bK9vHbku63iFc69iz3uCzl+bDbQSqcZ/B1TskP2fWn7WNbCoiZcmWgwX2bmHzJVGi9a0THT7cIligR1o3lXVkb4jMGAULePjubvOsNQgGCxBRdDCEmsgRwvtcAKxlJIqIiKzgERERkZS4wJqTGrwTFuFHtTjak8HNosPXqGl5unJCmRTiO7dhlJMVweRVDWk0rF7Clx89js/c/6zV1yQicsnO1DHxOQebrSc1xTQGKZJGtHCykE/Ff4kmDRaA/8ECW0rdhUhNS58R2ewdHmFxPYC2kyMDxWAB9wXQvBEEcSMRgAEYhHa08ef/+bTV14sLk6DEcpcBFmHa19wiOn6POgKgfefdyEwVP/XR+3DXk50LLqr1Jh4/5vbnqNINDCrZ379Wa9t+BZVQSJQCSttk50wcmf//0yfkP6+PwQKuKufkDXBDiFCDsMG97jR6Qv1sNwp3mWOodORIgwU6PHOahWGYf7dPcR88+uqyZ1OTKeFnbbDYrC8NRKpOiw5XSuGeX75F9jNI3BRejfu0eb+aEw2k0xF4ftMaaNgNFvjJF3MaI1GiCRuuWj3bitdWXdkbIjMBf3crNNEv3SdhsAARhYgh1GQLR9N1qW+t/JzZU/avg4isY7AAERFRTIkfqDlNxDthoYOrRfhWCIMFAGCjGvXhQuLHKFgg49iGUU6+sNcrTd/24ENfedL6axIRuWK7kjdUHNAbW/46F9HdMaKFG/RM+bVPHCzg/j3/FIT3ipzmF566sKhHpYG0I4XReYMCIwYLBEv4+VYOIDjFhLiRCMCgkk1M7+ThoxPQIU4Tds1C07fJekaU18726a2i44tqFusw7unYD9z+ICbLtbbH1JtN0c8Pw/cePyA+p9Xadl9u9SnJFFFFabDA4fn/P31c/rP6WwfsUfgqBsECa1tMdXRWRdZYCgDTOtwA4QkYNOIyWCB6hCHqyLbf7zG5K0510XMqDhprVMxC/Mg/0v12gzCytM2J6dIgRYO1jvWDBXzl518sPi/RGrLnzyoyPl2II3rk91V+BQsUMhF4fhO+fwCgqtuvwe7dyuZLokTrkzWJD7d4tu2Rrq26VidGMj59d6tVQtwGMIeUEj695YUDEYiILJoAgwXIjnpDvnqZYuD5aSbBAqxlJIoEBgsQERHFVKupTm1xUoN30iajCE9d62hgk/iUjfBWYJbupqIoBvKqfeF4S9lwCw5XMAoWsF/YdWBkFhNzBv89iYgiYKc6Jjp+TudwAiV/LoasGYGwUHWGKb/WCQvsZ7X/jbfdtq5OaWFxEZu9wyNtdnBpIo200B7gey1oMQlLFDcSYb5ozqbRmSr2n7IbVhBlC7UVJsEC6ZxDn2NCT+kt4nP2pI56Ou7ZiTK++phBA7VjHn3msPicyRbFYtefJZv6RhFQlAVzYOo5oFGTFyOpFNBrUKhNgZjLy/9shlWE9rMM7nVnpKFwlhlNAiuPW78O8llVeB/b6bnTYNFCdVGcaxI0hkqEQkmSQPhs2mlKeCtWd5rzwtAVw7WO3esNwl1W8f5PPYB6w/0gsq7UZYH1nZrCIy+TA3LCtblZf4ZCXLK95MvrWiV8/wDtP4tuOWc9tpSiu75BRBb0ydauBtUcclhayyReW3WtToxketbIz+kiFGgAsppXAECBoTlEFB6jdUqiFs7eKK9jWdfv5gCGUBRKQEoY1jjjT5AhEdnFYAEiIqKYEj9Qs+jHO2GTR8XRInwrBuXF0xuVt4fFpE/964F8IxtZg0IqPxkEC/QpfybGfO1x+URvIqIo2KFkjUYH9QZYLqkkH4xo4Qb97AjQbPhzMUlVFYaJBTDR+4qd3TVDiYvuWXAfnrqw+TnjUOGYUbAA32uBCjgs0a+7DpNGokFlPwRgbEbeRB9XC3/WBciD/aqp6BZm7GsaBAsob8ECAPDQkfafkXc+6nbwwMRcDYOQ/91rtbbdn4/5dNEkKm2THa+bwOSzwLTwfd+7FkhFYGJqQpVzBsECiND9o7CxtKKzqIU8TXncZBLYnLdAaXKI8LkAufb3302DPb1unhWmTAI4yhH67EgC4X576KF30vUOB0IUb7/vCH7nC4+HfRn+agiDBUL+jg2ENFCri+bEdl4chWA4g2CB1d5Dg4UMfucNe7sKzSGiGOiVT3IdWvZ8W1DSYAHH6sRIJp2Zb9ST8PDdvdrX0aBisAARRUurEGoiE7eet0F0fC6dwqU7DAKA4kop+b2uNCSciELBYAEiIqKYEj9QlyM04SVswiaP0Asd/DS4SXzKGjXt6bhkxwqYTfhzqqEIMAoW6IU/wQJPHA+/gIeIyD6NnUbBAuS6ET0oPEP7NlkosaSNtwEEC1y+s7tNq2ktLLpns3d4hMX1HSdHBskkWIDNHcGKWvPGKqa0vGDSaBoPiYmLXwGUIzw1cp82CRY44vnYv737mVV/7zf+7RG89xP3i39+kL6x7ySKBqEeEywWS4aiMFgAACYOA9PCANF+Pge7zChYQEXn/lELG0uNmqUtG9cG07Lnxq1fB/msJgy069CwZJIVnuqi+XLSZGJdhXvhTqlLg/xDfmbICT8bHQgWAOafJ7711KmwL8M/ddnzZzXs91EQeodlx/u0r1DqdXM9aQlhMAXQ+j10/uZBfPJdV2PDoGO1GkQUvD55qMry51txrZhrdWIkJ/3u7iLYb9Bkj4TBAkQUokmD/WCiVnav70cu47199oItgyhkGVi9hPRedzbG61FEMcJgASIiophqNdWpLQYLeCcstul2up/TpIvbAEpegwUSnixgFCzgUkMRYBgsIN/A9yLp7yciiqc1mBKnyh9gsEAkjMKgMZcL8naJJ3r7HyzQ7aaVeLp3ZYo3UWERhtk5VTgmLbQHnCm2TwStxe+vOVeDBaSfaQAGlfDvFomkUvONYSbrGa4GWHgxhkGcEoZC7Ukd7frnfvmRY/j7bx3o+nX89s19p4wKVlkslhAmwQLjh+VTTvojMC01wSq5kvictTEOFhAHwvnAaBJYF40NFJKqMPinQ7BA02D9oJuhzpMGzwPcC3eMMFigbLDf3k14xQrSIMWqt/3wIHzuoefCvgT/CBvDV5s2HyviYIHOU49jqy6vS6gsCkZ846Vb8Tuv34t//elrce4maVg0EcVSn3CKKywEC7hWJ0ZyAX53DxoEwDJYgIjCxBBqsiWbTuGtV2z3fPybLzfYv4q7PuE9ywzrGImiIAGrpURERMkkLqioTALNBpBiwlpHwmCBKBdHd5TtATI9osaEIgwWqROooGryk1xqKAKMmop6VRnwoX9N+/GiREQh26mOi885qDf6cCVk2yltsEE/cxLAudavJbGE9/yz8D9YoFviBhXdnG80yBs0ilN3hBPlkXXoOSCVAnIDQFXQQMVggeAIGzcAs+aNxWz2cSxWQwZzOoce5b3QctCH9Qi//vdF0cJ/irxBsEAl4mtnT+ktoibX3aq7YIFmU+NX//Xhrl7DpuOTZdx3cAwPPzuB/nwWe7cUccn2EvryGTS1RtGgYHV5sRj/rsVUyaAwa+IwMC18Fu5nwJ7TUjmM6X6s8RhIDADDiE5zcHV2ApK79RnR0f5oIoVJ3SsLs2SwQPQI1z06NSyZ7MB0FSxgEkJUjk4oSSIIn08rBpPmrd5D5oVNw43qfNNyJvw1w689fiLsS/BPXfb82WrafOz0DsmOnxv15zqiwCBYYOE9NNyXwx+9+SLbV0REUWcSLAAGCySe9LvbQ7DAarfBJgGwDBYgojAMFDKYKtcxoVmrQvb8z5efjf94/AQOjbb/PnzJuRvwwy9isMAKfcIQb2lIOBGFgsECPlNKrQcwAKDn+f/LAagAmHv+/ya11oxiISIiC5YuCZoVVEzIFyuTiMECS/WsAaa8/zcpCQoEa40msunUil/XWuPOR4/j3oNjePS5SazpzWHvliJefsFGbBuKx0Qzkwl/zm0YdZhg08ogOEGSiMirHQbBAgf06g0V22PyHRoHI8KptwC4IG+T1uLJfVG45zea5leZZLBAGIQT5ZFx7DmgMMhgAVdJm4cAlB0OTplEL3oEz84Dyv7zpsFg1thSz3ftFARhDwu2rF1j+3ICta+5BVelHvN8/LCawhAmMQqziYbPjMzgxJS8AcK2eqOJv7prPz78lX2oNppLfm9TsYDfe+OFKNea2GQQ6jGplwYLvPx8BqTFUv9GIJUFmoKA1dH98gZmabETBW5ED8qCBQRhLmE7/Nxx7BEcP41g7u2v3T2Mu59avRlhQvfJggXK491fFAWrJmwoybWfEGdyX6xWbXfpbMpkjaMcnVCSRBCGKpqsvaVSFpMFTNbHKtNGwQKvv2QL/uUH3YWRLfbcRBmNpkba5n8PVzRkz0UVnYBSWZOpx1r7kOYWgQUT4fsHOB1ywvA7ImrJYP1h+fOtJEgXgHsDaEjO5Lvb0IDkOX8BgwWIKAS37d2ET3zv8IoQaqJu9OYy+Og7r8Qv/PMD+M7+1iF7b7h0C379Vee/sO9Ni/QKQ7RmR4Bmc344CRE5KwGrpf5TSmUBXAzgUgCXYX483FYAm4DOUbdKqSqAZwEcBvAIgHuf/7+HtNbNducSERGtZgIGm9vlcQYLeCGcoDAXgSajrvSsAaae9Xx4Cd4LBL/19AhefNbSjZcjY7P4pTsewjf2Lc1m+rcHnsUf3/kkPvCKc/CjV+2wWywSggIMCsRdCxYw2FwYNJhiR0QUR9pDNa5JsMDB5urBAree5/4Ux3UD7jY32mTUZDZjXkRAyzRqgG6ITpnV7r83p7XBvSIbvsMhLK5H1rHCsfyA7Hi+z4JjFCzg7prGlO7FBjXu+fgBk2k85NnCMkweggbh59160U67FxOwJ/VW8TlnpY7gO83zjH7et54KP6+82dR4xz98H19/snW41XMTZfzY394DAPiFjHytx6hZkKInlQKKW4CxA97PefYH8p/Tv15+DgVGQ2MEg9gN73sMUQoWqM9NAoK6OaPnNgMXbyu1DRYYRx+2QRBgKA38oPBJgwU67D95Wctcrpv6XKOA/Up0PjsSQbjfXjGYNJ+2WQQuXesA5t9zfcJGMQAvO3+D1WABAPENFqjLmi+rBu+jyJHW+zTr8+9Vy02DkQhirMvrMaostyaidqQN4lj5fCseQmMw8IUcI/3unhsDmg0glV71kNWaIQdN9kjyZuG4RETdWPgcqyGDWZ1HrzIL29ZdhFpSPG0b6sXH3nkVPvPAUXzrqRE8eGQCffk0zt00iFfu3YRrdwub55OkT/jfpllnXxJRBHCly5BSag2A1wJ4NYBbgRVxSJK7kDyAMwDsBHD9ol8fV0r9O4DPAvis1tp7Fx4RESWeUUEFJzV4IyzEr2h3i/Ct6JFNlZNMHnr46MSSYIGJuRp+6C+/jWOTrYtN5moN/Pq/PYKx2Sre95KzRNflGpMJf84lUfeUxKcUDabYERHF0b4Tnb8vd6RkwQIVncFzaF3QsG2oB6Ve9+9ZztloUMAZQSPa4H/njKDgn9qrye9H5gKa6H35jjX4/kGzhg2jyZdlFt2Hoi5s/natcEwcLMD3WWAMggXmulzT8DPMX9p4bFQ01wGHFZyWz8wXMoqLXwHs2BjtgoKn9BbxObvVUXwHZsEC//jtg0bn2fTR7x5cNVRgOelaz6TuQVPShUvRVtwmCxY4+bj8Z/S7H6KXdKe0rEh9ceNFrdFENu3uZ0Y/ZI2zRs9tBjpNip/Qwmlgc+PmF0PhqEqDBdq/J0z6R1Nd3EybrXFwH9wp0mABg2dTq89rOYOhDlWzMr+Lt8n23hNNOHE+GcEC8qZWzI4mcxqxQbDA6c8iLggRUQvpLFAozTdQeTSM5cECws8m14KnSU763a2b8882Bk160mE/jXQeab7HiCgEiwMsJ9CHXpMhbUSrSKUUXn/JVrz+EnlwfKJJgwUAYHaEwQJEjnN3h9VRSqmLlVJ/A+AIgL8B8DoA/ZhfLVz8f9rg/5a/xhoAPwzg/wE4qpT6M6XUOUH87yQiouibWJF54wELf7wRFuJ3mu537qaIJ7v2yoobivBeRPGH//7Ekn//3599ZNVQgcU+9JV9ePhotAuECtIJf5mCex0NuX5ArZ6Q3EpRuIlBRBRXR8Y6F/fuVMdkr6nXrdqg864bzhS9VljymWQsZc2hgBktbFRnsIA9Jo23AQULrOkzb/Cd4jS/6JC+B10LGGOwgLukoRUI7vOtlcVBg61IQzUHlP1gATot9fxtmkmwQMa1gBShfU154ckedcTzseVaQ/z6fvuDLz3R+aDnDQr/7k22WNe+bg8nhMRWcZv/P6Ov/fcJhW9EyxrZ1mICC23MTx6f8uGK7OlXsvuvaR1QsECHrYRxCBto58wC8CgkzaZBoF3792bTYDT1au/DW85Z3/HcOjLytTOGJ7qlJgwWMGgIt7qWbDKptWL2HbWxWMBP3Wh3vV4bxX84TmtxY3gips33GBTsz45av4yLt5esv6Z1BsECC++hlGNlGUTkEOEaxOLgvBSayCnhOmAmmGdI8pFpKFAbq31NScOXlck9MBGRBYvXmcQBqETkD5O9NtYyEjkvGdXYFiildiml7gBwL4C3A+hB+xCBF0718H8L2oUNDAB4N4BHlFL/TynFeBwiImpLWlwNgJMavNBaXGwz1yFY4MItEU9/75EFC5QMG8dPTVdwx31HPR//5197yujnuEJciO9aMxEwXxUmfX8IgieIiJJuhzouOv6A3tjy16/dPYy3XbndxiUFIDnVWqPCiY2YPeXPhSSRdGofup/o7dXGQfN7PqNpfmz4DoewuL5Tg0fgxMECbjeDxYpBcEo5xGl+ezusl0xBGCwgLJojMwUlW89oaDU/zSvCTmEQY1rWgLlHeV/j+s7+Eekl+W6qUvd8bBGytcBWRWI3nd25wZAiqhRAsEA/3z+uGxE+/xZUDX2Yv2e+/V7vn6eB0xp9EAYLIJh1/k6rKxPC7zXJRE5ygEHgGHLt770NcgVWbcq8cGvJ0/nS5wHugzumLlv76BTk30qxx+JzRl74uQh0td7xvpfsMT43MZp1QBiYUNXRfvb0xKg50f4z56ZiT1dr2YFomAQLzL+HXJv3QEQO6SJYwCSw1bn9IZIL8LtbGgCb6ikZ/Rwiom69cu+mF/7ZaMgiEdlnFCzAWkYi1zFYoAOlVEop9VsAHgHwWrQOEwA6hwa0/TFtzm0VMvAWAI8rpX6xm/9tREQUb0YP0yyo6KxRA3RTdEq5Q5PRtVGfuCVsHC9iBgqy/4YA8OCRcdHxX3xYNsXZNeINI1c3i4SbDEXD4ImOYjiIg4iSbRAzGFaywsSDekPLX//Ij14OFZEqqIhcphUjEAYLcDHenpq88XQ2oOaPN1y6xfjcSaNgATZ8h0La5OFayBiDBdxlFCwgnAJq0csvaB2KtGBSONFXWjRHZgqoiY4vIwcd+fAohX1a9h29J+W9EfaZUz6tlQRE+ndvskWwwLqB8D6LyGfFALL0+1s/C5M7xM+/ON188dDRcctXY1G9Ip42OS28vzHWYYFFvMdYngCawsmaFB6D5wJkOwQLGF1I6/fhqy7a1PLXlxOH7DM80R3NBtCUPTdUDELvrK55S9c6gK7WO/KZNC7bIduDT5wups3HmiPBAgBw5a4hX17XGoP30EIAp4r8OgYR+aZP9jk8jNP3qD2Qfy45WytG3vUYfF92+O5e7TZYHL5ciPiwLCKKrHM3nV4vbrVnREQhMFlvmDlp/zqIyCoGC7ShlNoM4D8B/DKAPJYGCgDyAAHxJaB1yIAC0Avgd5RSX1RKRbwbkYiI/GD0MM2JIp0ZNBl1mqBQyET8lkwYLJBS2mhK4D99+6D4nMmyrCjFJT1KuGHk6mZRoSQ63LdgASKimNmujovPObBKsEBfPjrFdEkq1TolnNjIxXiLfLjnt+W8zfKGmwVGDSplFt2Hoiab2ufcs0Be+D5lsEBwTIIFOoQldtJNofUFW9oXrU0KG97m1yKYOueXhT9raVBiUN+hfnuqKQsWWKcmUILZ59/xSeH3RMgGIVvr4fSZhClu8/f1VdqsQJsCc8baPpzS8kL1tYhAULbBfe6MSSCcgU53aONGe4wR+DOheVWDfZhOwQJafp+9WrPLmev68bYrt3c8fwrCYAGucbijLr+f7fbZtGu5fvk5Xa53vO4S84DRRGjIpzpXDQIqOrnetSESJoX+c6P2rwPAB15xji+va00X4RRJCsEmIiHhJNchdfoeVTyABnBvf4jkAgwFGpTW5DFYgIhCkk2frqnnnhGRI4T3uQA4JIkoAiLexeYfpdS5AL4P4FosDRTwEiagu/i/VS9p0f8tvpaXArhHKbVT/r+SiIjiTFxMAbDoxwuDQoe5EKf7BUIYLAAAJYPm8a89IW+We/hIdN/T0gl/yDi6WSR8fxQx7ctlnJo22IAjIgrRyan2BU07DYIFDur2U3/JLaPiYAEuxltjECwwq4O5589n0sbnTps8I7LhO3haA3Vh83em4M+1mJIGC9TLQJ3364GQvrcAzDnc9D0lnFCaUU30mkx9IpGCkgcLxKEgf5+WN/3sVkc9Hbe8T2+yXBf/rDBJQyRbTR+OwVuEVlPq3Djalb51QIolES570c4hjGr5FOhhFYEG4ar8eWoqoGCBTiZg0EA7N2b/QsgfBoFjnYMF5C+ZanMT+I7rzuh4vvR5gPvgDpEGKgKo+NAQLpKXf1eh2t2e50Vb7TVymfwddZ5RsID9kOXzNpkHwfqi1/7UY1Obij34ndfv9eW1rWjI14gqz4ec8BmViFYlbLjqUxX0YP7eSLquCsDdWjHyLshgAekgqIJj9zlElEgTJgGoRGRffgBIC2tHZlnLSOQ67qK3oJTaC+BrADbidCM/sPqaYKtwAGXwf6u91opLXHSsArATwNeVUru8/68kIqK4ayKFSelEyrlxX64lVgyKbToVOqioV0+bBAsImscnZmv4+U/dL/4ZAPAvP/BWoO2ivDSJOutYM9GCnpLocGmxuVf3H2ZRIxFFy3efaT8hZrtBsMABvcH0cpwR9dsmiREIN+rL42zMtaUqDxaIQphYDRmUtbAIuxKBZp24adQA3ZSd49pEmhCK7ckjgzUNl6fJmzTeDUgL5zpK0M2JR9L1jNAnj1qyT28Vn7Mn5TFYQPzKLtEYhGyth9NnEmbQ50m8/QYTVChQ2XRK/vwLYEjNN+073ShpENQ2Ld3X88m4ScEu9xijo2awD5Nr38TfNPjL2O5OenOp89+FSWmAYoXBAs4wCPIP/dnUZK2jy8DONb3xeFbyjcG0eT8CKnpy5kGwvkhn5aGfPgULAMBtezf59tpdM3gPLYRTRL7Gh4j807tWfMrw88+3BWmdGOBurRh511OCeJ9hrn0tiVrl9QaVNFjAXtAVEZHE4k+xVmHURBQCpcQhWpiRD5QkomDZj2GNOKXUBgD/DmA92gcKLN8VW3zMBIBHABwG8ByAEwDmAJQBVAHkARQA9ALYAGATgO0AzgOWRL8vDxdQLf554fe3AbhTKXWZ1nq83f9GIiJKjkn0YRCConFOaujMpAg/JgXSqzIJFlDTnquif+zv7sH9h8fFPwMAPn3vEfzhmy4yOjds4iRqV1OoCyXR4UVhsblXT5/053WJiPxyx33tm4x2CoMF6jqFo1peyOCa1TbB4+iUNpgAMDsCDDpcqBcVBvf8swEGC6zpzWJstmZ07hR6UYDguY/BAsEzmCiPjGOFY0bF9pNmE9VIxuDzbU539/nmZ531pEHD24CaxXFt873mcjdjOKQFsJWwG4Qs2deUN0fvUd6CBSbmavj7u5/Bg0cncGjEdjiGv3pQQU41ROe0mj7Dpo0YyxaAvvXAzAl/Xr9vvT+vS1ad0vJC9WHJc01ImuUp8aSPGQRzb39wpP16+aRByMv+I0ewa+tlppdEQTJ4LugUaGcS8pFq8/1eyHZu1J2SFpZzH9wdBsECFWlYpm3p7Pz6i+TaK92FKPIWuIOGvPmyqhNSKts7JFvX9TFYwCR4JjCOhFMQUcz0yffjhzCJI1hnGCzgaK0YeZdKz9dedggLWMLou1vLg5cZLEBEDmAYNZFDeoeBScHAx5lT/l0LEVmRkNVSb5RSaQCfArAR3kIFFn7vKObDCL4C4G6t9eEuruEMANcBeAmAl2I+eGDhZ+oW16MWXc9OAB8FcJvpzycioniZ1H2AEtyUl8d9u5bYMGjy6DS9NPI1ASbBAoLmcdNQgQW1RhPZtLR8L3ziDSNXU6iF748+VUEWddT4qEJE1NaOlCxY4Khei3oMPluTVEw5ahQscIrBAjYYTO4LMkys1jAvxpzSPVinJMEC3U1WIwM1eXG9c4VjJsECZYZYBMIkLNHhgukpyN/7g9LCORKTrmeUkY1FtMBxrMGk7hVNfdrtMVjgT7+6z/SyQmfyd67V9OEEPQYkU2mbf8EC/Rs6H0Ohm0QvajqNrCCIZK2av390uFUNdz/6DK4XnjOtg7m3v2tf+73Dcd3f9vdb+dC/3YOrU5fgLVdsN70sCkrV4J44276I26RxtNM63+sv2YJ/+cHq90ut7hnaqkwBzSaQit6eYewYBAuUXXhqyA8IgwW6W+uwGa71f7+xH++5eY+113OC0bR5d9c4rOodBsYOeD9+dsy3S3H5Xq2b9xC/SohoVdIprgCG1SSggR7pABrA3SE0JNM7JAwW6HBsi9vIXlSQUU3ZdTFYgIhCsvhxuFUYNRGFRHqvy2ABIudxiWupXwNwPVYPFVje3H87gJcD2K61fqfW+hPdhAoAgNb6Ga31P2mtfwzAFgCvAfDZRdezcA2LLfy6AvBypdT7u7kGIiKKD3FBBSc1dGbQ5OFEoYOfDIIFiqq7CQ0Sn7jnUGA/y6YecbCAo5tFPSXxKUVB8AQRUVLtVMdExx/UbKaImhEYBAvMnLR/IUlk0Hg72yFMzKbpSt343CnxMyKbvQNnEGaHjGMhY3mDzy+GWATD4P1VDvDzTWrSoJBE0vTtDdudlyuomuj4IMN5/KWwT28RnbEnJZjoEFFFJV/jYZFYAhW3+ffa/fKCfgqeRgqjkIVTDSv3n1U+ffdj4nOmDYKTTIzOtN9/MAkWKKpp/NIdD+Hho9xrdF7NJFig/XvTj8bR33zt+W1/f0oL1zh0E6gGtz9JbRjstzsxJTwn/Gzs8v1m82nzg19+Mn6fzw2TpvDohy970jssO95o6rE3a3od+Lu7GuF7qKEVGkgDABTXg4hoNX1rxaesfT4QXDyABnB3CA3JBPDdPWhSi8dgASJywAS4Z0TkDGmwwCyDBYhcx2CB5ymldgH4RbQPFVj49c8CuFBr/Sat9Ze1Noje9kBr3dRaf05r/VoAlwH40qLravUzF8IFfl0ptdmPayIiomgRF2EyWKAzk+l+uv1maeQn7xoEC6xBcIU79xzwL2HfT+INI1dTqB0PniAiiqIelLFBjYvOOaA3+nMxAYv8fZPAiDbYqGfSrx1VeWHFnMONt4uJp1+y2Tt4BsX1zoWM5WVNYQD4XguKcE2jqVXXRfd+fnWLw1IADBhMTydvFu7TpOsZcQrk3NeUBQtsUqNmBZ0RYhIeOdmiSCxJzwGJVNzq32v3M2QvKqTPwMNwez+r0dToV/J7e/Ezm09MCnYXPvNf9WffxDOn4v39FnkmwQK5Du8Jg6qpVKr9F/xAof3+qjhgH+h6gjxZUo9okL90vaPLtQ7b98Cv+rNvYucHPo83/MXd+MQ9h1CuNez+gKDV5c2XVRcCKoLQMyQ73sdgAeXyw1xdFixQceFziIjcJ222AjCE+XsGs2ABg3tico/lYIFWX79Goct5BgsQUfi6CaPWDAQjsksaojU7AjQjvv5EFHMMFjjtQ8ALFcCL7yA0TjfsjwN4m9b6tVrrR4K8OK31/VrrVwL4cQALO12Lt+YWX3MfgA8GdW1EROSuSemkhrlxX64jVgym+0WlychYthdIy/43lgJsHP/sA88G9rNsKijhhpGrKdSFkvgUk6JzIqIk2aFOiM85qFs3U7zjujO6vZxAJWkKzIg2aMxlsIAdJmFilooK33bldiuvsxpxEy4L7oNn8MyJjGPPAoVB+TkMFgiGMLhiDjn4Gw3QnSmDxjuj4jnyZCGCO9HBAloWLAAAu9VRH67EHYNKvsbTqkjM6WYU6l7Jx3vgvvX+vTZZdUrL7iGH1fyzik8zILr2mfuPot8g0GgabgQLzCKPqk6Lzlm873PTB/8TzaabfzYEs2CBDoF2TYO/i91+u4v3wQGG7LvCYO2j0iHIPxDiYIHu9sP9Wgu/79A4PnDHQzjn176E+w5FM6AfgHjaPABUXXgfBUHanDg3evqhPkmEwQKLwzf5iEpEq+pZAyhZa8bC822Pkn+3Obc/RGZ6/Q8FMgq4LTBYgIjCsfh52CQAdUE2zRt3IqukwQK6CcxFeO2JKAEYLABAKXUxgFfhdIDAgoUVUwXgGQBXa60/HuzVLaW1/gcA1wA4vPBLyw/B/PW+WSl1TpDXRkRE7mk13aktFlN0ZjA9slOBdOQ3HZUST6XnRPrO8tIk6owbBYcr9JTEpxQNis6JiJJkhzomPufAKsECl++QfYeHLur3TQKjMGjMnTlp/0KSSFhgP6vzsPXmvPFsfxufxE0qbPYOnsEzp3MhY9JCe4AhFkERfr653vAtXvcCMGDQ4EcyedREx7v+PpN4Ssunru9OxTtYwCQ8spsiMYqo4jb/XrtfPimQwjEifAZeuxAs4MfFWPCRu/ajT8nv7Wfgyr29En8eL//M//lP3W/xesiqqkmwQPsmfpO/i6kuN0gnpeGJAFDms6cThM28gCPPDeJgge7W1YKoIXjDX3wruuECdflU58WN4bEmbU5s1n1dm/v9N+717bW7IgynqOB0MEW332FEFGOpNNAj+xxeCBaQrqsC6HifThEhDgUabzv9t9W3lFHoMoMFiMgBrcKovRrui/lQQKKg9QqDBQAOSSJyHIMF5v2PFr+2OFRgP4BrtNZPBndJq9NaP4bW4QKLnwUVgPcHeV1EROQe8QN1o2I0nTNRDKZ4VDoFC8ShQ04YLFDiRPqOpBP+nGsmWiB8bwBACQyeICJqZ4c6Lj7ngN644tcK2RQui1qwQIJUkZVPXmOwgB3SYAHY24xM+fxoIJ7uzYL74BlM7XMuZMwoWIAhFoGoy5rb5ix+vvlhGgU0teyDc8CkeI48WaipLyjZekY5RhMj9zW3iM/Zo+IdLGBSsGo0fZiirSgP5fCsv3XIHrlnRMuCBYYwCYWms8N1Hz82hQHI7u1ndR4NpH26oqU2FTvvJ0zoftFrlpYFBv/r/c+KzqcAmewFd2hYahr8Zey2J3PK5J6BoXZuMHgPdtpvD0TQwQJdne3dG/7iWyjXVm9Mc5awKRyYX3O3zclaD2lzImA0+dirN1/uY5BYN4QhJ9VF6xcO/qkTkUv6ZCGHw5i/R+2B/LvN2VoxkhF/d+v5cAEBo9BlBgsQkQNMguYX9BcSEi5HFBThfS4A1jISOS7xwQJKqU0A3oylAdqLG/XHAdymtZZX7ftIa/0sgFcCWNj1Wn79CsB/UUoZRMIQEVFcmE1qmLB/IXEiLMIHgDndodAhDruO0mABxcbxdtJoIKeEBRyuplAXSuJTiorBE0RE7ewUBgs0tcIRvXJh9xdffg7WD0ar2CAOt00SI1pYrOpj8V+iCCf3OTExzaMpCBvQazNtJ16QD2ryZ07nCsdysgYkAGzuCIowOKVio+HbxwluGilMC6f6DpoUz5FIXhiU6ESDkCXPYhjTWvaejHuwwPLp1V50UyRGEVXysdGob71/r01WjWhZsXpaaZQwbTQlPSj9wmCBGeF9TTduPLtzAeCE8PN4sMW6/sSswcRN8l9N+P2cygCZ9vdsJiEf3T4pTHEfPLqEzbwAUPahIVxMut5R7TJEMcDF8C89fCy4H2aLwfuoAvtNJU4Oru+VTcoGAMyO2r+O5yml8LGfuNK31zcmfA9VFn8OufjnTkTu6JOV7Q+r+XtU8QAawL3gaTLTY/LdLasLMAmAZbAAEYVm0f12BTnjkPK035M9iJJGeJ8LAJg9Zf86iMiaxAcLYD5UYGHVePGdg8J8g/57tdZPBH5VHmitHwXwc1h53QtyAN4U6EUREZFTJrRBEaYwzTRxDCYoRKnRyJg0WIAT6dsy2yxyrJloQU9JfIpJ0TkRUZLsEAYLPIehFQ1br7t4M37s6p0Wr8qbfKa7pSjlZJWef0Yg3Kxnyq8dwsbbWe32RO/FOM0vAuoGkyNdKxxLpeXF9l1O8SOPhMEVc3D/803agDxgUjxHItI1jTgFCwAKT+nNojN2p+IdLCAtWK3obMzeE+RJoQTkhKFqXqi0eN2awnMKg+JzhtWkWTdzQPqU7N5+Sgd3X//uG3d3PGZcy+7pW+373HdoTPQaFBDpXqeHYGuTv4le1vku37H65/ikyRoHgwXcYLD2Ue4U5B+EvPB+pTLV1feUCrBzOZLBAg35fnrVh4AKJ3csxFOP4Xto8TVnOjgbSxgssPj94+SfOxG5Q9hwNaTm90cKSvjdptJA2oHwJeqe5e/uVs9aRqHLBflaDRGRH6QBqC9wd+mYKJpMggVmGCxA5DIGC8wHCyymcTpU4Eta638K/pK801r/PYA7cfqal1v+v4+IiBJkkpMa7PMhWCAWm47CAk1OpG/PKFgg61gz0YJsjzj0oKQYPEFE1M6OlCxY4GBzwwv/vH2oF3/xtkvxoR+5BKkQkpkf+d8vwxffez1uOYdTI70Y1cJiVS7G2yEMFohC4+2CaRjcM7LhO1jCxm8AQNbBkDGTYnvyn/DzLQpBidIGPKPiuTYSlnnUUQpN5FRDdI4Tk0ctekpvFR2/VZ1Cn3CidZRI1wCNi8Mo2pQCStvsv27/eiDFcoioGNHyYvW1ahINh4MFBoSf70bPa4a2run8s8aFn8mt1vWPTRo835D/qsJ7Yi/BAgZ/F73cS//ki89c9femuA8eXUaT5h14bpCudTTrRv9bFwS5fP+lRyIYLGDw37aqM50PEgpjn6Ujo+bEUfvXscx/vXqH7z9DpCENFrD//iGimOpbJzp8LSYBaPRIa8WyPVygjosAQoEGheu0NZ329CxIROSH5V9vRkMWAVTqsj1LIupAeJ8LgLWMRI5L9E66UmozgKuwehbRLwd4Od34pRa/thCQcJ1SyuDTm4iI4sDoYZoFFe0JJyhUdRoNpNseE4vJu8Kp9POTa9wt+AubUbCAsHk/UIWS6HDpZgYRUZLkUcVmyDaJD+gN+PhPXIX7fu1W3PU/b8Ir927y6eo6y6RTOHfTIN50uazhKqlOSRsruBhvhzBMLErBAlNG0/wm7V8Irc5gah8yDoaM5YWfXwwWCEZd1tg1Z2EipN8rHpPChrcB4fT0ThzuZQycgtl6RlnnsHu9bCKyy55sbhGfc6Z61ocrcUMRwmABw+IwioGiD8+IJgVOFBqTYIFhTOLho+4+r/Qp2b3XjDAwqRte9qUmhZ/JrT7zp8o10WtQQISBY16CrU3ui1Me3oc3twknnUEBDS184qi4+5mRKAZB/hUXgu+kwQJAV+sdsagh8FND/vxZdSGgIggBNCeasLWGcnjU0tqOMJxiccAJ/34SUVu9skmueVVDP+bka6uuDqAhOcvf3a2+pQaEocuT6GVwBRE5g6HURI7I9cnrk2ZO+nMtRGRFooMFANyE089PCqeb8TWAz2mtHwjrwiS01vcB+AKW/m9YkAJwcxjXRURE4ZMWVwMAyuPWryNWhNMjozDdz4qeNaLDM6qJ/hhPY+tWQRkEC7icEiwMnpAWnRMRJclWdRIpJau+Oqg34uozhzHU5859yS3nbgj7EiJhFMLGiuqU2bRzWqoquxex0XgbFKMJmGz4DpbJ3+GsgyFj0mJ7NncEQ9i8EYU1jSlhA550cjB5p2EYLIAcCtn2oZxRsk/Lm6P3qKM+XIkbpOGRkyaThykeitvsv2Y/nzujZARF8TnDyu2gbOkeiNHzWhfu+eVb2v7+uJYF/xRUDfll9wIMYXKUNFgg13m/uWnwh+2lRaX9JHCFKem9AwP23WAwab7iQkN4ziAQrcp1Nd8YvI/8mDjvZL+dsHYDQCDBAibfFa38/pcet/I64mABvShYwM4VEFFc9cmCBQBgSE0hL60VczF0msz0DsnPmRsVHT4oDF2eNAmrJyLyiTQAlYh8JA31ZrAAkdOSHixwXZvf+7+BXYUdf93m964P7CqIiMgpRgt8LKhoT1hsU/YwvTQWm44Gm9MlTqVflUkhvpPNRAuE7w++N4iIVrdTHROfc0C710yRTSd9ScqbUYOJjZg9Zf9CkkbYeDvr4Z7fFUbPiGz4DlbdoOnZxeIxcbAAC+0DEcdgAWEjkbTJuRMnGwhCZBosECf79BbxOXtSMQ4WEIZHTrA4LLlKfgQLrD7lmtwzouVToIeV288q/UoaLBDsGv/6wQI+/CMXr/r7JpPAlocGM1fAUdJgAQ/B1ia9ol7vpf/vf7181d8Tr3OU3f7cSAzh2kdV5eDEjrp0rQPoar3Dgf/FbmuYBAvYD6hQLv5JpbNAXhjaFECwgK37gs89+JydFxK+h5wIOCGiaJA2WwFYiwn0SNdWXa4TI5lCCVDC+ok2392tnrUGIXsOFIe4ERFZtHydyWSdkoh80jcsOz6A9QYiMpf0Ku7rcXrNcvHtxykAXwj+crryeQALn7iL/7coMFiAiCixjB6m58atX0es1GXTI8u68+ZiLIrQTYIFEFzjyMGRaDWqGwULuNhMtKBQEh2+vPiQiIhO26FOiM85qDf6cCUUhFMmwQIzDBbomg9hYq4wmoDJhu9g1WTPnIACMg6+Bxks4CZpsIDuvuHb7zUPaSPRgHByMHmnABSkU7Vg533mkqN6LeaE/5t2qyM+XU34xJOwWLCaXEUfggUMCvkpPHMoYFbL7mvXwu0G4X7hfce0Dn6N/7UXb8HO4dafveNaPpm7pKa7vSQKQlUaLND5vWkyhVp5fFg4d/Pq62PiZhcG7LtBOCW8rhx5ZsjLPxdR4eeiX6Zm5PvJVWSsX0c27Wixh3TysXDqsQltkkLjJ+FnkR/vHyKKKYP1iHVqXF4r5uE+nSIilZLXXs7KvruloctGYfVERJbUG80l/85QaiKHSO91Z076cx1EZEVigwWUUj0Azl3+y5hvyr9Ta90I/qrMaa3rAL6MpYHFC6ux5yulHKwuJSIim1rVXswhj5pOy16oPG7lemLLh+l+TqbYS0k3phHsVPqXfegu/M03n0Gz6dhm9SpMCvGdTqLuKYkOLwb43iAiipod6pj4nEOaUxqjahQMFgiFMFhA2vzSjpea+i0l80Iho0YVFt0HS/jMiWyPm2l1eeHnF6dGBkM4FXIuAsEp0kaiATWHFJqdDyQjJkGJXtbOokQjhaf0ZtE5Z8U4WEAaHsnisATzI1igf4P91yRfjQjD9YaUy/eQWh4sYBIEZ8GbLm/9988kvHz5575r/YP0POlzZ86f72evj7KpNsdNSu8dKi5/biSI8D1YdaXkTbrWATBI0UcPHZQVpld0BvChLuPlFzga7NwrnSAYRLCA7z9CRhgsUFm0fuHiciwROaRfvje/Xo2jR7q26vIAGpITf3evPv23VS3qIKQBsFynJaLwrOnNIZc+3erIzyQih/SulR3POkYipyU2WADAWTi9Wrz8CeqrAV+LLV9Z9M9q2T+fHfC1EBGRE5S88IfBAu0JCx2iUIRvhTQ1F0AJwU1oKNea+K3PPYo//PITgf3MbpgU4ju9YSR8fxQxjdMZWUREtNhOdVx0/AldwiwcDp+htqRNFQCAWS7Id004uS/oe/5LtpeMzxVP8gNYAB00YeM3Mo5+xucHZMfzfRYMH8ISwzZlMDWnX1hAR96ZBQtkfbiScO3TW0XHb1Wn0IOyT1cTnjQa6Fey/12tisM2DCZkfTXpSn4ECzBkL2pGhOF6ww4HCxRQRVrJ1riNguAseOf1Z+CsDSuncJuEvZTU0n0fzXV+N9WE4c4eJqGaNIumPHZltgton5IGcjA80Q3CZt66cuTZVLrWAXC9w0ePH5Gtg1d9evbsJgTWV9LBEG2aE21pupYsIPwsquqMTxdCRLEzIA+d2aDG5ENoXB5AQ3IWgwVaGVDCYAGDvRciIltSKYXzNp9eKzYOpWYiGJF9fcJggblRoFH351qIqGtJDhY4t83v3R3YVdj1zTa/d05gV0FERE4RL/KxoKK9uqwY1ksRfizWLkyCBVRwwQIL/urrT+MHh8YC/7lSBdTkJ3ko7ApNoSQ6PK/qZuEKREQJsEMYLHBAc0JjlBkFCzDptzvNBtCQFRQGHSyw2jRJL2ZMgkY4zS9YNWFjqavPAdJi+/oc0DB4DiLvtDZY0+i+6N7vJY9Jg8CUQSUM8CBPlFLIK/nf40oEAiyknmpuER2fUhq71HM+XU14BiFsWkTr4rAfedF2G5dDruvfCKQsN3sxWCByTgmfgYfh7rPKAOT3G9PSBmlL8pk0Pvwjl6xojBzHyrCBTlYECzjWP0jPEwaOIdv5ntukWdTGs4I4QLHs7udGoghDFaspR54ZcvLPRVTNgwViUUPgo5xwP70Kf5rClat/UD43J5ooZNO+/wwR4T5AZdE6mddwHCJKqFwfkJPtkazHuLxOysN9OkWIr9/dGoPCwGVOByeisN18zun1fdNggV7XnkGI4qBvnfycuVH710FEViQ5WODsRf+8eIerDGBfwNdiy9PACyNNlu/anQ0iIkok8SIfgwXaExbbVHTnYshYbDkaBAsUDYqLu9XUwF9/Y3/gP1eqR8k2sQG4nUQdkfcHEZHrMqhjqzopOudgk8ECUTYGgylYM7L3CC1Tk0+xntPBFje/+CyDTZrnNZHClHQKJierBUtYXI+Mo88BBYNgFL7X/CUMFQCAcsCfbyamDKbmDAgL6MgbpWAUEhiF95nUPi0LFgCAPeqoD1cSrqIyCBZosZZ9yfaShash56VSwNAZdl+zj8ECUTOii6Lj1yp397P6DYKMjILgLDl30yC+9L7r8dYrt2OgMN94aVKwaxIqQyGoCu+HPTQsmWRI2OjJFAfsMzzRDcIp4XXlyDODNEQR4FqHj3KQTburWghPXO4f/tsV1l/TGnFz4qjviUBv7iIw1xfCz6LF7yFnAyWIyB0DG0WHr1fjKEBYK+bq/hCZ6R2SHT+7eoPe8q+pPGrIK9m9k3g/mYjIsndef3q/oNXekRfpdJLbJYl80rdWfg5rGYmcleRvyuVVPQuPUY9pHc3cdK11E8BjaN2fuDXgyyEiIkeICyrmxn25jtgQBgsEPb00NLl+ICVL+V8+uSYoDx11t9hwgUkhPjIOL+j3lMSnhPX+ICJyxdW7VhZ9bVGnkFFN0esc0LKiBdf155OVJl1DBhPS+/nZU/5cTFJIp/YBmA3hnv+Nl5ov9YmnYHKaX7BqwubvrKPPASy2d49BsEAUJsmLJ5TCrNl5NSwjPy2llFmwQATeZ1JGwQKpIz5cSbikU7CAlWvZ1+4exg17zEOVKGJ23WT39foZLBA1I5CFUxXVLLLCpsKg9EH+bBl20f5AIYvfef1ePPC/Xor/eP+L8Tc/dav4NUoW77PIJ1rLQxVzne+5mwZlVl6nPbc7bFL6PFCbBRqyKefkA+H6W1XJ197efeOZ4nM6yvXLz6lwv9MvOSX7u1zVslqGTi7fsaarAFjfSZsTdcP3ISRnbTBYL/STOFjg9Hsok+KKEBF1IAwW2KDGUBB+t3kJAKMI6RF+d5fHgYa3NRGTEEDxMDMiIsuyi0IBTAJQicgnfQZrIQwWIHJWkoMFWlUSaACHgr4Qyw6u8uusnCAiSijxIp/Pm4WRJ5we6ak4Og57jkqJp9KXEE4hxeHROYzPGjTuByhvEiyQdTiJulASn1LkZCMiSrie3MoG+p3quPh1DuoNNi7HGW+9YkfYlxC4U8KJjZhhsEBXqvJ7kDDCxH7jNecZnytuVmGzd7CEz5zOTqRhsIB7pKEVACo+TPOzTRyoCWDAoNmZOkup+clHUnEMFjikN6CiZX9/9qijPl1NeExCPJavZf/+Gy9Eig0byXHea+y9ViprtCZJ4RrRsmABABiCe0Fo47NVDCh5sIA4BM4nqZTCrnX9uHjHOnET7fJ1/YjO9Ii3RnW+eVTCQ8PS0yfC2dMxeR5ggKIDhM28NSV/Zrhwq3BN1Yt0Rt7Ax7UO3+SE4UJVi2sc1+1ei4/+xJXWXs8X0uZEAJgdsX8di+QyKVzkx99NE426+Puwok9/FqX5nEpEnfTL9ujXqXH0QHaP5HSdGMn1rhw80dHcmKfDBlX3AbBEREFbfMc9YRh2wrt2Ih+Y3LOwlpHIWQwWWOlYoFdh33Or/Hq8OgmIiMgzcVJfedyX64gN4QSFsu5c6KDisnwhDRYIcXLNTFVYNBWwgkEhPjJuFB22JHxvAEBJcYIHESXbgVMrvye3GwQLHIhZsMBZGw2mQkXcKITNuVyM747wfh8A5rS9YIHBgrcC1wGPx7UiblapsOA+UNLm76yjzwF5eVMY32s+k4ZWwE7Dt/I4hdSUeEIpGCzgl5RSKCh5UKK0AT8Kmkjhab1ZdM7uGAYLDBr8XZtctpa9dQ0LWBNlx7XApovtvFbfOiCV5FKIaDplECywVk1iZFrYfOGzbz89gj7IQ51mpCFwQRDv+yxd12eugINqBvfCHhqpb7/viPhlvT4qtDtsyuB5gHvhDhA+n5oEC7z4LJ/m7wgDV1A1DxaITQ2BT3LC/fTaomnz3frgmy5CPrMyHNopJoX+s6P2r2OZX3/N+b7/DE8a8vvH6qL3EIMFiKijgY2iw9eqSfQjJsHTZMbku3vaW/2I0TqtybMWEZFPxH0QROSfvnXyc1jLSOSsJO+mrwPQahsz6sECy58SNeb32Qw+vYmIKA7Ei3zlSaDZ9Odi4kDY5DHnoQjf5xr74AgLzIpsHF+VvBBfAZngJ+V61lMSn2Iy1Y6IKE72twgW2GkQLHAoZsECzhfr+WBECyf4zJz050KSwqDA3ss9v1cXbytZe63VTEknTLDZO1jS5m9XC8fywlAUgFP8/CacCAl4C0sM2/ImZC9MpvNQZ+mUQgHyYAEbARY2XLd7rdXX26e3iI7foY4jb/Dfz2UmazumU2coJpQCrvkZO6/V71MzIflqBPIJtsNqAt99xv8mOAkNyBtCAExJQ+CCUCiJDi+B+z7Oq5oEC7R/b5ZrZmHeKY8bpO3yKUyeB7jO4QDh86lJsEBPzqd1ZOl6RxdrHYVckss6O8uhLjq+ajFYIBL1HUZTj/2/p1rX70hNg8E6WQWngxEZLEBEHQmDBQAgo4T1mh4CwChC+gzWpycOt/zl5fcqJnsi4v1kIiLLFofXc++IyCEm9yyzDBYgclWSV6BXu7uIekXZalU6vJsiIkooeVKfZkFFO8ImD1eKowMhnVwTYoGZdnxMTg+EG9nZHrcrGITFhwAwuOptLRFRcu1QsizEUd2PSS4HRN6oFharzo74cyFJYRAsMAt7jd2ZtP/LteJmFTZ7B0sYZocsgwXIo5q8uW1xwbSrTKbmmEznoc6u37Mu0sECe7fKm1nb2deUBQuklcYu9ZzVawhb0WBth1NnCOe9Dihu6/51GCwQSSN6UHzOOkxgZMatYBatgX4lv/ea0Q7e2wtDgweXhcq4vROTUAbPBci1/35+6OiE0aXY2NUyCuQom10vWSRc+6gqWSPyORsN1iS8yvfLjq+Y74fnM2lcsEX+3ZgUeVUTHW9zjcPxUoN5JsECAewtpFxpyDcIFqgueg/lM0kuuyYiT/rlwQJiru4PkRmT9bDx1sECy5nU4LHOhIhcUkYOFS0Pi3Pk6YMoXrI9QE64PsYhSUTOSvIK12q7DsLKTeesdv2OxL0SEVHQjBb5WFDRWrMBNGQFahUPxdGxWbyQBguEOJG+1nB7t19ciO/qlNIFwuJDINz3BxGRq3aq46LjD+oAChbId6cgLB6tTpsVidM8g8l9UZjovZh4wkSZwXOBEobZIePgVFMAyBsUvjPk0F91+daHjYZvv9c8KsihomXNAcsb3siO4b4cCiq6wQJvvWI7+ixONd2nZcECAHCW8lYIGhXSv2tNrTBtMbCJIiqdAa56d/ev08dggSg6ZRAssEGN+XAl3euH/Ll82qRB2m/iQOllwQJub8UkU83gXjjb/r355UdkYagLlMfA7KG+1e8XJ01CibjOET7h82lNufHMAEC+3tFliOLF20pdnR9nOdRFx1cNmlAirXdIfk4AwQKbBh155mvIgwUWh1OkXB76QERuGAgiWIAT5WOlZBIscLDlL6tlOzODSr7/PSndTyYiskwt+zeTsHki8knfWtnxM6f8uQ4i6hqDBVaKerDAaqueDBYgIkoooylPDBZozaBBa85Dk5HXwhnn9cg2p0uYQljzah57zu2ioYJwwkKnoq7QpbPihEKTqXZERHGWQhPb1AnROQf0Bp+uhoI0atBYwQX5LtTkhRWzEVt2EzercIp8sIRT+5ydSJM3mA7I95q/TIIFIhKcIi0kGYT8s568KUC2nlHVaTQd2arcNtSLX3rludZe7ymDYIFzUvEKFpCu7UyiF9qR9wOF7NIfBfLF7l6jn8ECUTSCIupa9jmwQY36dDXd6Vfy/aQZF8NVhKHBxWWhMjqkPSBqwySMMtt+r/mvv/GM0aWkPU6tzqZX/1yYMgnk4D54+ITPp1WnggWE6x1drnX89E27uzo/znLS50/IQgnbiUR5hzAcCEAgwQIpj5/9vqvLgwWqi4It+wsJC6ogIrkgggVcH0JDMvkBoFCSnTPhbT3ZZE+EDbxE5BqjcEki8kcvgwWI4iLJ1RmrVfw2A70K+1bbmY1WhTMREVljtMhXHrd+HbEQ0nS/yBBuTudUA72rZiL5690fvS+Un+tVAcIJf1HYLBJufiwvQCQiSrpNGEFeySbwHGSwQCyMGAULnLR/IUlhECwwF7FltynphIlGxajQkgxJnzszjoaMMVjAPdLQCiydxOYy6eQck+k85E1euJ7h2rrZ267cjg++6SIMWGgQOKA3oiKciHm2ilewgPTvGqdg0QvyA8Dlb+/uNRgsEElNpHASJdE5G9UYoN1qXtfQ6BPOs5jWBTfDVYT7PkXMQC0quXn6JNf5nVM1+DNxONzaqKi84nb4eCII1z7qwmABX0P9hUHqqE539eM2FXuQaxOukWQF4X5JFQlrBE9ngYIwrGvWzcAmXxisd1cWvYf6cwl7PxGRXH8A+/QO36eTodJ22fHj3taTB4TrtA2t3Aw/JKJEWf5oPwEGCxA5o2+d7HjWMRI5K8krz+nn/78jMai+WPy/Lcl/1kREiWZUkMlJDa0ZNBl5KZCORKK9F8LJNQBQQnfFFHElLcRHNgKF18ICRL43iIiW2pE6Lj7nQDOASQjkuxEYBAsEMFkotgwm983paAULTJtM82PDd3Ck78Gso4U9qXTHqZYrlNnc4auQwhK7XfO4dHup4zGTwkKSQeEUdfJOGpRYcSxYQCmFH7psK+78uRfjV287t6vXaiCNp/UW0Tlnp9wJFjhbHcJ707fj/ZlP4b3p27FX7Re/hvTvGovCaIkrfxJIddGsIy1qImcc17J15A3KzQa4ASW7rzd6TguCMDA4pTQGcPp/+2cfeBbaseCHxDNY90Au/D2obLr1g8WUUcA+nz1D1WwADdlzQ1U5tPYmDVK0EGTx2os3d/0acZSFNFggGuGJVvUOy45P0r6C8HMIWBrAGZsaHyLyT37A/1ouBgvEjzhY4FDLX17+PSVdp51GD246h7UmROSWCZNwSd64E/mjT7recMqf6yCirrHZnIiIKOaMCjLnxq1fRywYTPeb0x6CBUyuxUXCxnEAKKnwmsebTXeL2XogTMh3tZloMWHwRFGx0YOIaLEdSh4scFAHMAmBfDeqDYIFmPRrzmBy35xjTZGdTJk0rDB8LhjNBtCsyc7JOFw4Ji62Z4CFr8IKFuhy1ePHrtnZ8RhpqKZ0ino7vk7CjBgNjYKSFeaXPaybhWFjsYB3Xr8LZ67rrtH9cb1NdPwWNRJ68MVl6gncnvt1/Hv+A/i57O34mcy/4ueyt+Oz+V/Fv+Z+DWcp7+EHg8K1HaOiMIqvwc3A3jeZnx/EZECy5oozhl7452N6qM2RK21UY3jwiFvPK1oD/ZA1b89oR9f4DfZ9isv2fe55xs3wh8QyCFFv1xBVqTe6uBjv/s/rLmj56zVkUNbCZmGucYTL4Nm0pmTPDb4+peX7ZcdXpue/GLrAx87WcpCtoVV1AifM98juqzCboO9sg8+iRIZTEJE5pYABnxuzXd4fIjNF2XoyZk8B1c7PeNI9kUndh7deIQw5ICKybPkeLMOpiRwiDfcuTwB1ecAfEfmPwQJEREQxN2lSkMmCitbq8ikeNorwI8OowCy8Yum5WjDFTiYKStpM5GjR4WKFoujwsAvpiYhc42KwwIZBhyZFxdiIUbAAk36NGUzum0O0/i5MCRtwAbDhOygmkyNdDhkLYYoftWHw/qpIG3Ra6bIB4qKtpY7HTAqnlPJ50z8FCIMFYr5u9kRTWAgKiBr3berDHH4j8/f4dO43cVlqX8tjLk49jY/lftvzNRaFf9cmWRRGy139HvNz+9fbuw7y3d4tp9eOj2nZPsM6jOOOew+ivGi9f3y2itGZ8IrUNOY/VyWMAuCCIAwMBoDSss//f73/WUsXQ1ZYDhb4yqMnurgY787fvPoek/gegs+e4aoLw9UBVIXBAr6SrnXohtl6D3UkDhZIYlN4r3SC4Ig/1+Eig88iK+tkRJQs/T4HC7i8P0RmSgbN/BNHVvzS8m2ZQQiDBdCLvVtldX5ERH5jODWRQ3rXys9J0poDUYQwWICIiCjmpMXVAIDyuPXriAWTInwPBdKxmTJgECxQwnTng3wyNutu+p20EB9ZR4sOFxO+P0oqvPcGEZGLdgqDBSZ1D0YhLHIUeud1u0THv+myrT5dSbyNQTgFCwBmTtq/kKSoyRrgKjqDBtI+XYw/jBpWWHQfDINJWU5PpCkIg1EYYOEvg4JpG03fqS7XPHau7cOrL9rc9hhpqKZ0Og95Jw8WcLsof/k0FKkntDxY4JxU8MECL049gH/P/yLenvkyUqr9NNW1ahJ/nf0jpNDs+LrSQFEWhdEKGy8AzrzZ7FwGC0TKeZtO3zce17LJummlsRYT+NLDx/Ab//YIrvv9/8DFv3knLv2tO3HN734VH7j9QYyFEDIwoGT7SdPa0ft6C4HSH7/nkK2rIRs8TLNcoU2wwE9/7L4uLsa73etXXx+bkv79YcB+uAz222vCYAFf995zBmvu1e72PG8+x98A4ajKoS46voqMT1fiMGmwwNyoP9fhIpOQk0VrGLGp8SEifw34/B3e5j6dIqokX0/GeOdn7gHhnsik7sOGQQZXEJFbJkzCqQ3u+4nIg7518nNYy0jkJAYLEBERxVwdGcxo4QRNFlS0ZjK91NN/+5jsOpoEC4TYPD4yHaNggUwEFvOFk43m05LbF7MTESXJDnVMdPxBvQF+32NctK3k6/E0r44MxrQwXIApv+aE9/xzED5rOcCoYYUN38EwmWDn8kQa6RQ/vs/8VZe/v2wECygL9yO/+ZrzsW5g9c9baajmAGahPDRFk1xBODGyjBxKvW6HC3TjsaZ8wtTZKrhggRKm8EfZv8Q/5H4fW9Upz+ftSJ3Ai1MPdDhKG03CIlrhmp+Rn5POAYWS9Ush/2Qzp8tWjmn5PsMGNYb3ffJ+/P23DuDI2Ol7nmcnyvjE9w7j1j/5Or65z/vnnA19kIWGzZgEwAUhYoHS5EHNIFgg1/o7erYqa+rtRiG7eqjjpLSwnPvg4TIIVay6FCwgXesAul7vuPpMYXN4QuSEz58Vx4PtfNErC2zC7CjQTMh6SUPeYJTI9xARdWdgk7+vH4VaMZIpGgQLTKwMFlgemCtdpzUKqSci8tm4Nngen3rO/oUQEdC3Vn7ObLB7NETkDYMFiIiIEkCc1MeCitYMCh28TF6LTZq5UYGZbHJZUhSUMFggCinUwvdHRjXRD4PGKiKiWNLYqY6LzjioN/p0Lae9aOca3HCWtwTaM9b24Y2XbvX5iuJrVLpBxpRfc8LJfVEMFpgyadorT9q/EFrJ4JkTGYeLexgs4JaaQfOGhWl+NtY81vTl8Nn3XIebz2k9fbqeG2z566tJKy1u9iNvpOsZZZ3Df71qh09XE77jWINxLVuXPTsVTLDA9akHcWf+F/DG9DeMzn9T+uttf78PZWSUrCFlQvjfihJi103Ahgtk5wydGaNF9+Q5BmEDHICNqv103VPTVfzMx+/Dialgvv+11uhXsrXtaVeL9g1COoqK+z5OEwcLqFUblu58VLZe6ZcpaYAi98HDZbD2URMGC/gqLwyABbpe7yj2BNPMXK41Avk5VmiNnJKFm9hY44gcabCAbgCVhHxGGkwuTeR7iIi607/B39fPOvocSeZK8qBajHdeTx4UPqeLw9uIiAJw3CCQlkNZiHxiEiwww2ABIhcxWICIiCgBJqVFmXPjvlxH5BlM8Yhio5Gx/CCgZLeXRRXe5JovPyqb/BykAqTBAhFIoTYoQCxZLkDUWlt9PSKioKzHOHqETVoH9OlCBb/6KZRS+L037O1Y2JhJKfzhD12Intzqk8WovVMoyk7gYrw54T3/rI7e/b644B5gw3dQagbBWi4XjuVlzd58n/lM2LxR0VloC1tItu5DNhYL+JsfuxwffeeV+B8vPQu37d2EH792J/74zRfhHbdcLH496YQe6kxrIC+cGFlGDudvEd7nBKj7t6/CE1o2ZeocdRiAv+sXr059C3+b/UOsU+bBQRennmr7+yZ/x1iwSi0pBVzzM7Jzdlzjz7VQIE7okvicDWqs4zFjszX8xr89YnBFZqShudPa0TV+g0DpIsLb9yEPpM+d2d5Vb+r/7u4D3V+PBeJ7iArDE0NlECxQVbL1N2XhTn5V0hBFwMp6x0DB/4bmV374G7j3YPuwHmc0hHvpAKo6gdPme4fl58xG4z3Q9b6/SbDAkvcQg8yIyIMBnwcBuLw/RGZ61gA5YZDV+KGOh0jXaid1BAYcEVHiHDMJFiAif/R5G0S1BIckETmJwQJEREQJMCmdSMlJDa0ZTPcro/MEhdhsOaZS4iKzUogFZt/d7+6muDhYwOUppQt6SuJTirAbLPCtp5lASkTRtFPJw3AOLgoWuPns1tN9bdhc6sGX3nc9XnxW6wXj8zYN4rM/cx0u3ymfOEinjWphweosgwWMCYMFvNzvu8ZoEmZSJlWFzaC43unCMWmxPZs7/CV8f5Vhp+A+ZTHhSCmFa3evxXtu3oM/f9ul+PVXn483XLoVvYPy+4xBZSdYIDZrOpbkhesZFeQCaZAJ0+NNWbDAoJrFZvi3frEFJ/FH2b9EVnU3jXSzGsU6jK/6+ybTqsXhuJQcF7wR2HCBt2NTGeCqd/t7PeSrY1r+vb5ReVvr/8JDx1BvNMWvL6ab6IPs3svoOS0I+QFAyYIiTb4DKEBV4Z9Pm2fO+w+Pd3ctQmesbX2vMCkNUOQ+eLgM9turlp5PrZCGKAJAtfv98GvONGgQF9p/agY/+jf34NBIBIL4Qp42H5m1AEeDBW67cFPXr3FkzCCgdTGDcIqKS59FRBQNfgcLZBwNqCNzSgFF2XoyJg6vfJlF/5xFXTzEQlxrTEQUgONg3RmRM0zWGzgkichJ8a7WMXONUqoe9kV0gSMYiIhohQlpUWZ53JfriLy6fHOyrD0EC/g1RjgMPWuAWe/Fz2tUeMEC3z/YeYpRWMTBAtkIbBaZTDZS01aH9P3g0Biu3b3W3gsSEQVkR+q4+JyDzdPBAq+/dIvNy1lhU7EHf//jL8K9B8fwwJEJPHViClvX9GLvliKuPnMY2TRzLbs1ooUFq1yMNyec3DcL2cQ0F8whj7pOIaMEDTWcJB8M6eRIwO3CMWmwQG0WaNSBNLctfCF8f1WiFJxSkE+8H7QUZOfvXPnoKQgLFCvIYv2Au9+ll25fg30nulu7ekJvF59zduownm36s37xnsy/ItdlqMCCvan9+I/mpS1/zyQsckI6bZiSI50FXv//AR+5CWjW2h97068Aa3cHc11kzeKJszPowZTuwYDyfu+yUXlf63/i+BTO3yy/d5DI1OeQUrK7hGlXpwEqNR8aLNj3KVkODCbLpM+dOXfem8+cav3empTeQ5QnAa3n398UPINQxaqSPTP4+kcrnSALWFlX++EXbcO/PyLfJ5CarTbwC//8AD7+E1chlXL374iuV8TN/TYDKiKzFmAULOB/UP/rLt6Czz/4XFev8ZG79uO3XucxfKwVk88iBgsQkVS/z8ECWXfu1cmi0nbg5GPejx9fGSyw2ADkoVEMgCUiFx3X8vpjIvJJJg/ki7IhNTMn/bseIjLGCr15atH///Hn/y/q3F3dJyKiwIlTRDmpoTWDJo8oTjDtirB5vBRisICrMqjLmrwAIOPoNKPFCiXxKSZF6O184nuH8Z6b91h9TSKiIOxQ8oLBA/p0ocIrLuh++ksnSilcvnMIl+9kQrQfRiAMFqjNzk+gy3HTX0w4uW9Ou9sMuTqFafTImj3KnCQfCJNggTbTI0MnDRYAgOqUUSgZeSCc5lfWdoqlAwlTNAkWULMR6gSIDmlQYk3lceY6g8acgLz5Rdvwye+3L8zs5PGmcMIUgHPUYXwNl3T1c1spoILXpe+29noXtQkWGDSYVj3palMtuWHjXuDtnwduf0fLSWxQaeDlvwtc+a7gr42sO67XiIIFNsD7ZN3b/vSbOPB7t5lclmeZuvwzcBoOB4YVSrJgAe77uK0mbCrxqVnpyjPsrSFOSe8hdGP+vwPXzcJh0MxbU7LnU1+fQk3WOirdr6tdtj24dffvPjOK/aemsXu9wf/WgDTrFaSF5ySyKbzH4H0TQLDARVu7D3n6p+8c7DJYQLZOBsyHIy5Y53BIIhE5ZGBD52OMqfmGLoqfknA9eeo5oF4FMqdrVBdvy5is007B4b1HIkqsGlsfidzSNywLFghgvYGI5DgybiUVg/8jIiJaQpwiOjfuy3VEXk1e6OAlWCBWX97CBhDbjeNSI9PyDWO/SYvwAbjdTLSgpyQ+pWiwudHOkTGDRi0iIgfsFAYLzOkcTqAEADhn4wDSjk4W2rWWxbtejWhhsAAAzJyyfyFJIGzsnkM0i3bERfcWJquRB3WD+9WMww1IeYPPLr7X/CN8f1UsBSUGchdiEixgaT3Czbus8EjXNPr7+4MJnzB03qbBru+ln9RbxeecnTrU1c9czXWph9GjDNadVrFX7V/190zWdCak04YpebZfCfzkN4FXfxg4+5XAlsuBXTcBL/5F4OceZqhAjBwTTp/aqMZEx0/M1UTHS6Vr8sb6ae3wGr9038fyuj5Z5kiwwIsshpMaNb0wZD88RlPCHVp/yxsEo1W6D1wp9gbbFP/gEbf/jjRr8j3+qsUmFHefYpfpHZafE0Ch//pBB9YzDYIFFr+HXn/JFptXQ0RxVSgBaZ/uY7I9S7vHKT6K0qBaDUweWfV3ByF8BoRBrTERERElT9862fEzJ/25DiLqCoMFVtIx+D8iIkqgdkvFk9KizPqc0UZa7AmL8JtaedqgjtU6v7DALOzJNQ8dda8ooie2wQLyqaMlcLIREREA7FDHRMcf0BuwcHf4v159ng9XZMc7r98lOv7W8/yc6uC2UZNggVkGCxipyRog5iw13gZtWlp0b2GyGnlgEGbn9LOA0RQ/Bgv4Rvj+Klua5BdIvpFJsICSF9NRB1qLgwUu3LnRp4uxoyeXxn+7dmdXrzGNXhzRa0XnnK1aTGO34NbUvVZf78LUfqy2LcmCVfJNTwm47O3AWz4O/MRXgf/6r8BNvwwMbg75wsim45A1HK8XBgt8d7+/DXOZuvyeVvyMFiRxoDTX9Z1WdSNY4KpdBs2uqzC6hyhznSM0BmsfNSVcf/Nz8z1nEiwQvbWOD31lX9iX0Nb4lPy/aVUHG87gBIP9ecyN2r8OFzVk9VAVncXiqqwdQ/58PxJRzCgFDPi0/uly6DR1p7Rdfs740vXkxWG+Jnshk+D3HBG56cuNy2QnnH2bPxdCRAwWIIoJBguspGLwf0REREtMsKDCDvH00hy8fDWrOH19S4MFQi4w+/++/nSoP7+VvMnkuChsGOWLkN6qcrIREREAaOxQx0VnHNSnCxSuOVPWxBSkC7fKmgAv3CJvGoyLERgEC8wwWMCI8J5/Voc3MS2bNn+OEBeERLAAOpKEYXYA3H4WyBt8dvG95h/hVMiypeCUQKbRGwQLDBg0PVN7SteRVrLs641rDZocAvb+l56NXeu6a3h/vCmbMnWmehYZ1Lv6mcul0MQt6fusvuZaNYnNaN2ca7KmMyENxyWi2DqmZd8Pg2oOvfB+r/PkcX/vOTN1+X2G28ECJdHhXNd3nDBQEbnW6wfNpvnMk3M2DuC6PfbWLKdM/v6U3QseTwzhsykAVKTBAn5KpYGs8L61Gr3AlUOjbj8zf/o7+8XnVDwMhPAqn01bey1fpTPz07IlZv0NYHKGcNDK8vdPKpAkTSKKBb+CBVwOnabuGAULHFr1twYhf0ZnACwRueru5gWyEzZd6M+FEBHQKwyOHTsAPPMNXy6FiMwxWICIiCgBjFJEy+PWryPyhE1GtorwI0UYLFBQNeSF0+xsem7CYCKoz6TT/QBEY8MolQIKssaiosHmBhFR3AxhCoNKdg9yQG8AAFy2w+1GrfM3D+Il5673dOza/hzedtUOn6/IXSOawQKBEU7uKyO8YIFMynxpd1oL7x8ZPBcMg6l9Tj8L5Afk5/C95h9h80bF0iS/QMqsMwUgLVuDMZnSQ+1lmvLPMOVyOMrzCtk0Pv2uq3Hb3k3Gr/GElgUL5FQDu9Rzxj+vlUvVk1ir7H/GXphq3dAjLVid1XnULDb6EFG0HdND4nM2Ku/TdU9MyRrJpDI1eQOp+BktSOJAaa7rO02417naM+c/fvuA8SV89J1XGp/bilHTS4XPnqExCBaoQvZ86vtzqHS9gyGK1t350OrNc6uRvo/aKfbYey3f9Qrvq2a931NFmjBYwOb7h4gSpn+DP6/r8t4QdacoW0sGAEwcXvW3BoS1JgAwYVJrTEQUgK82L/V8bFMrYM+tPl4NUcL1rZOf8/n3A/XwekaIaCUGCwA65v9HRESESW0SLMBJDSv4NN0viOF9gREWmAFACdGb0uAno2CBCBTiAxC/P4qK7w0ioh3quPicg88HC7h+i6GUwu+8fi/W9HYuyPo/r9uLob4EhjY9b9QoWOCk/QuJO62BmqzRdDbEYIGLt5WMzxVP82MBdDDq8uIep58FTIIF2NzhH5/WNDoJZM1DKaBQFJ0yCAYL2JZuyJs0dSYaBbDD/Xn8+dsuxUffeSV+9pY9uOUcb+FYC55oyqdMnaNWLwY18dL0vVZfb8GqwQLCadVGwbhEFFsntHyfYYMa83ys9rmKIlOXN9bPwOH7euGk415VQQ41f66FuicMVFxtMvu/PfCs8SUM99tdS5kyCtjnPnhoTIIFlOw94/tzaL5fdjzX1aw6OVVBDnXxedWkBplJJwjOjvhzHa5pyGoyKgwWICJTA+ZhpW1FZF2VDPSvl+/9ja++liwNgAWAKZNaYyKiABzR6/AX9dd4OvafGi8Btlzm8xURJdjARvk5p54Avv3/s38tRGSMwQJEREQJMKGFm9sAMDdu/ToiT9hkVNYJbH4zCRYIsXm86XcFoQGjYIGoJFELCxCLnGxERNRVsEAUrB8s4HM/ez2u37O25e9vKfXgY++8Ei+/wGAxOkbG0D+fpi0xe8qfi4mzehnSnM45HV6wwDuuO8P4XPE0TDZ7B6MmL66PX7AAi+19I3x/2QsWCCjqSBosIGx6ps4yTYPpz1mHP8NauHb3Wvz8rWfhb97+Irz3lj2ez3tcy6dMnZOST+BcncZLU9+3+HqnXaiebvnr0jWdCZNJw0QUW8cMggU2wp3pupmafM9jSvqMFiSDfR+u7TtMuNfZav+pXGvggSPuNOYzYD9iDNY+6sqxhl7pegfXOqy555lRvPRPvo6ckgfYVLVj76OgiIMF3Lmn8pUw5KSqExpMQUTdG/Bp3z5i66okoBRQ3Co7Z3z1teRBJQ9ZnpYG1BMRBeiD9Tfjy432gQH/0bgYf1D/kYCuiCihNl1kdt7X/wAYO2j3WojIWJJXvA5BWilMREQUUUYTn8rj1q8j8kIqwo8Uk2CBEAvMDo8aTAT1WY+KcbCA8P1RZKMHERF2po6JzznYjE6wADAfHvCP/+0K3P3UCB44Mo7Hj01hc7GAvVuLuPHs9ejPJ3n5al4DaYyjD0MQNCfMMFhArCa/N5xDeMECe7fKmmgXE0/zq0zNj/UMqkE4qerC92A6D6Qczg4uDMrPYbG9f4QF07YmsQX2qSENFoC8mK4VfiyeZhQskJDJWvv1JlR1GjnV8HzO2Wr1KVNSe9RR7EzJA8u8uDD1DOa3W5f+ZZAWrBqtXxNRbB3TQ+JzNqoxz8dqn8tEMnX5urbTRfsmwQJqGid1yf61UPekwQK5ld/RDx2dQKPpTrmVeI0DYLBAmITPpkjnoZVs7cP3xzRpsEA1vJD9OJkq1/Bzn7wfY7M1ZFN18fnVpJbJioMFRvy5DtfUZWsYlSTW/hCRHf0+hedHpU6MzBS3ASNPeT9+ok2wgLAuc0r3oIG06BwioiA1kcJ/r/08Xtn4Ln4h80mcsWj/68nmFvxT41b8U+NWBLhLTZRMWy4DhnfL7lmA+bqoL/4i8NZP+HNdRCSS0BVTQGu9M+xrICIiCorRxCcGC6wkbPLwGiwQqyL0HnnBX0lNM+5pkQIMggVcnlK6WE9JdHiYoRNERK7YoWQNQBWdwXMQFoo5QCmF6/asxXV71oZ9Kc4a0UUMKQYL+Koqv/eYC7GgcMNgAbft3YTPP/Sc+FzxNEzdmG8+yHGasK+kU/tcn0iTExbaAwwW8JM0WEDb+Xw7OW3QbG5CGizAIDvr0k355FEdlfWMLtWRwdN6M84VhAWcnbIXLHBr6vvWXmu5QTWLHeo4DuqlRdLSSdVG69dEFFunUERDK6SV942DDcr7dF3t836ENFigoVWooXUdCdf1Afn3AAWkUQcawj2o7Mqm/ck5+aRwP02jgKZWSAk+M+pzE8ktmAubNFggU8BkWd5E7ivpegfXOqz406/uw9Hx+XqNHEyCBewEKEaONCBobhRoNt0OM7VBGCyQ2GAKIuregE/BAgkJbE2s0nbZ8ZPPzj/vpVd+XzEAlojiSeELzavwhepV6McstqsTOK7XYATmwzmISCiVBm78JeD2d8jPffKLwONfAM55pf3rIiKRmK8AEhEREWC44MdJDSsJJ5jOeSzCV3FKRjQpMJM0yCWAUbBAVJKoCyXR4UU2ehARYacwWOCwXo/m88s9zO2Jl1EIC1ZnTvpzIXEmvN8HgFkdbvPH/37t+Rjqkzf/mk3zm5SfQzLCMDvnC8fSmZZNKG2x2N4/wuAKr2GJnTxyNKDPDmmwAISTWlfhd2NilKSFRfkA3A9IsehxLSsG3apOYcDS+/Slaf+CBQDgIrV/xa9JC1YnwGABIjqtgTROoiQ6Z6Ma8+diDGTqsj2PGfTA6Qla0oZEPB8oTe6pGdxbtHimq9abFi7GHo0UpiF7Pn7iwBGfroY6kgYLZAt44PC46BTld6p/nsECYbj7qZEX/jkHecBJYhvDe4VB1LqZjCEkDdkaRiWpwRRE1D2/ggWiUidGZkrbZMc368BU6yB66RrzlGawABFFyzR68ajeyVABojBc8EbgjBebnfvF/2k0AIiI7GKwABERUQJMowcNLdxAZ7DASj4V4ftd2xAogwKzNWCB2WIFFeNgAeH7Y1DNIgW3CtSIiIK2Qx0THX9Ab/DpSihsp/Sg7ITZkc7H0FI1+YZFOeSpkmv78/jUu67GJdtLovOmtcH9I4ug/Sd85oxEQy6L7d0hDK6wVjAd1JqHNFhA2PRMnWWaJsECEVnPsOCJprAYFMBZ6nDXP3cDRnFxamXjv017W7y+dFL1pGawABEtdUzL1pI3CIIF/M4FytZl9xnTcPy+XhgYDMi/ByggBoGKyK38jq413UvXkobsT01w3Sw00rWPjPwzcnJO3nQuIl3rYFhn1yr1Bp48fnrNKK/kf8aJbQyXBgsAwJw7gU2+EYYjVnVC3z9E1L1+BguQgaIspBYAMNF6LVm6F2I0wIyIiIiSSSngtj8C0gZDKyYOA3f9of1rIiIRBgsQERElgsKkdOrT3LgvVxJpwkketqb7RUqhCGnXACfXLJU3mLDg/KTSBT0l8SmDLEAkogQbxAyGhN+TB7VPxQkUulFpsMDMSY5RljIosJ8NOVgAAHav78c//+Q1+OM3X4S3XLEdF23t3Fw7ZVIUUmERtO+kU/ui8BwgDhZgyKEvGvX5iTUCZW1nTSMdVJqiNFgAM7DRVhirsMgupU2CBQyahKLqcS0PFjgn1X2wwK3pe7t+jU4uXBYskEUdvUr2fhCvXRNRrLR6dD2uh0SvsUGNdvXzbMrUZGs5RsFvQTIIlC4prus7ySBQMSoNS9KpmrOTCWiadZVw7aORlq+97Tvh896zdK2jOgU0G/5cS0IcHJlFfVGoSQ6yNQ4gwY3hJsECSQgtlgYLIOPThRBR7PUOASkfvoMStK6aSCWDYIHxVYIFIAwWED5bERERUcKt3QNc+16zc7/1Z8CJx+1eDxGJMFiAiIgoIcSLfmUW868gLHTwOr00VkXoqbS4mL8IBgssVkBVflIm/IY2T0wmG7EAkYgSbLs6Lj7ngN7gw5WQC0YgDBaol4Eqv0dFqvLp1XOWGm+7lU4pvOHSrfjdN+zFZ95zXcfjp2HQGMBgAf9Jwy2yESgcEwcLTHU+huSkoRWwF5YY2JqHcC0irTT6IP/vQqvLMFigrSea8mLQs5WFYIGU/8ECF6hnkELzhX83CYlkwSoRLXdMy5rZ12N8yWdRmLJ1YbCAyfNZkAwCg4vLgjIrdTbUOsEgUBHZaHxHS6dqSqd2kkXC59OZpoPN4AXhOi0AVLkf3o10auniQs4gqD+xjeG9srAmAMkIFmjIajIqSRwqQkR2KAUM+DAYICIBYGSoJA+pxfihlr88KKy7YwAsEcXF9XvWhn0JRMlx/fuB0g75ec068Pn3c3ASUYgYLEBERJQQE9JFv/K4L9cRacKCm7LH1HuFOCULQDy9hpNrlsobFEJEZsPIZLIRgyeIKMF2GgQLHGKwQGyNaIOC1dlT9i8kzmoGwQKIZkOkdJIfAKDMYAHfSZu/MxF4DsgLP7sYLOAPg2CBCuw0b6SCShYQBgsA8kk91B6DBdp7DkPi5vmzU90FCwxgFlenHhGd09AKX2hcITqnT1Vwpnr2hX83CYkUr10TUewdFwYLZFQTw/AamO1vkVq6LvscnNaO39dn8uLm8uKykJl7nhm1eUVkyiBQMTLBAsL7rAE+C4RH+HzaTDsYri5d6wC4rtalzIpggbr4NaqW1jkip3dYfk4SggWEn0WJDaYgIjv6fdi/9yOsgNwxsAlICb97JloHCwxAVu/KAFgiiou9W+R7x0RkKNsDvPKDZuce/Caw706710NEnjFYgIiIKCHEi35lrwVYCSINFkhqark0WICN40vklSwdH1BAOiLvNaPJRgyeIKLk2mEQLHBgUbCAZpprrBgFC8wwWEDEKFggIvdhy0yZTMRkw7f/pNMjsxFoyM0PyI7n+8wfBsECttY0UkFlKRZK4lOkk3qovXRD/j7TEQ4WkGdmKDyuZZOmzlWHkDFomFnw4tQDyCnZhOjv6XPw9eZF4p91odr/wj+bhHawYJWIljuu5dN1N6oxT8f5vVxSm5Xtr02bPJ8FTRwovXTf55Fn2VDrBIN1D+Si8R09Bdl1DioGC4SmFoNgAYNgO1T4OdiN5aGFOYOg/sQ2hhsFC/gfCLSlFPL9T11Wk1HxOFSEiKglP0IA1p9n/zXJHak0MLhFds74ypDaNBoYULK9R+mzFRGRq370aoPp6URk7qyXAue+2uzcuz9k9VKIyDsGCxARESWEeOrT3Lgv1xFZWgN12ULrHLwVOgQ1vC8w4gIzFvIvlpcWQmQK0XkTGTR6LJ9sRESUJDvVMdHxdZ3CUb3Wp6uhsI2CwQK+Myiwn9X2iptvu3CTtdfqZMpkIiYLoP0nbf7ORKABSTrFj8EC/hA2bgBAWdsJFlBBPa8aNHaYND/T6tLNivykbAQ+xyx6oikLFhhUs7gh9aDxz3tp+vvic+5sXIYHm7vE512YevqFf16nxsXnT+h+8TlEFB8Xbyut+LVjkO0zAMBG5a0Jzu9ggUxNFqY8oyMQtCNc21++rt9k+KUbTIIFstFoKpGGFA3wWSA8wrWPB56TP8/6TrrWAQBlrqt1Y/nSQk7JAtiaWqGOtMUripBCCYBwbWZ2xI8rWWJNX8iN+sLPoioYLEBEXbAdLJDKANuvtvua5J7Sdtnx44dW/FI/hIHmYAAsEcXHpmKy9iCJnPDy3wOywn4lADh4N3D4e/avh4g6YrAAERFRQkxq4Y16WTZRJfbq8uJor0X4EWkJ904YLFBUsiK7uCtAlo6PjIOTOlYjfG8AQJHBE0SUYDtSx0XHH9HrUE/q1J0EOKVNggVO2r+QOKvKi8q9hol5ccOe4IJBpk2mTbDh2381YYFPNgINSPkB2fF8n/lDGJQIABVLBdOpoBY9TIIF+LxpVcYkWCATgc+xVZj0Rz6hZcECAPCG9DfkPwhAFnXcmLpffN6Xm5dhn96CsnAa44WpZxb9837xzxWH4hJRrOwYXvl8ckwPiV9ngxqzcTld69Gye69pRKDItctAaeYKOMJSsICL+5rSqZr9qgw0ZI3JZImwmXfWxSnhBYN1WguBnedvNvi5MZFaliyQEwb1V5GBm59eAUhn5GsmAQQLhK4hq8mwtU5GRAnVbzlYYOsVQJ4hnbFXFK4lTxwBms0lv2SyBzLJdVoiIiIyVdwK3PgBs3Pv/pDVSyEibxgsQERElBDi4szyBCt9FjMotil73FyMyrB5z6QFZmCwwGJ5YSFEpIrwe0riU5ZPNurWVFn435eIKEQ7lSxY4KDesOTfeScXL6MmwQKzp+xfSJxJm7phN1jgRTvljTOmasiIGwY5WS0AwuL6SEz6lgYLVKeBZsOfa0kyk7BEeAtL7EQFtehhMDFy0MKUUpXUxoQWMk2DSaJRWtOw4MHmLvE5t6buxaDB2tlVqUcxqGT3No81t+Gw3oA6MnhE7xSde546iCzmm/MuUftE5wLAEb0yYOmnbjxT/DpEFE2t7heOa3lI7UY16uk47eeKSbOBPiW795qKRLBASXT4IJYHC3CVygkGgYqtnjsPj3V/H22b0VRNC43eZEC49lGx9GxqlcHzp411tbM2CNdYYmT5rUIOsmCQxE+b7x2WHT/r7Z4q0oSfRYl/DxFRdwY2dD5GYteNdl+P3FTaLju+UVkxdMBkD8To2YqIiIhowVU/Baw/T37e458DTj5h/3qIqC0GCxARESWEeNFPN+YL+mmetMEDQNlik1Gk9MoaovpURTxVIM7yShosEKH3Wa4fUGnRKUXLEyQfPDJh9fWIiPzSizLWq3HROQe05aIEcso4+tHUwubFGQYLiNRk9x0NrZ6fdmXHrnXBThcRN6+w4N5/0nCLTAQakKTBAgBQmbJ/HUlnEJxiaxJbKqi+e+n0PQCDqvuGKF8bEyMm05A1UZZ1NoZpm+09rM/ASWFYVF7V8er0d8Q/69bUveJzvty8/IV/loYg5FUNZ6kjSKGJi1L7Rec+1dyM6RZThi/aKv97TUTxMY1eTGtZAM0GjHk6ztced4N9tRkdgft6YbBASS3978BcAUcYPBcgtzK4/jv7w2k4bTetfarFvURHZe4XhaIm23MXB2MGoWAQLFDp/v2WStjz02LLQ/2kQf0Vi2u4kSQNFpiLebCA1kCjKjol8e8hIurOwCa7r3fmTXZfj9xU2iY/Z/zQkn812QMxerYiIiIiWpDOArf9sdm5d/+p3Wshoo4YLEBERJQQk1hZ+NERCypOMyi2KWuvExRiVgTQI58kZHsqfZRJCyEiNd1PKfH7o2Qwla+dj373oNXXIyLyy4V93orhFzvEYIFYayKFUQgbdBksICO8559DHlG+l5+WNq8wWMB/0kC7bASeBRgs4AaTsETPaxrttZpA7AuTYAGuRViVbgqDBVycPCpg8tZuIoXPNK4Vn/fG9F3CMzRuTcuDBe5sXPbCP0uDBQDgwtTT2K2OYkDJ7ql+0Ny94tf2biniJefy+YYo6Y5r2VryBiVfS7HO4F52Whr6FoZCSXT4/J7P6TSBo+MGDe1knzBQEQCQXfn+fPDIePfXYuDMNoGMRlM1uc4RjrrsuaHi4nODyVpHme+3biwP9cupuuj8xE+blwYLzI74cx2uEIYKAEDFxZATIoqOfotrXLkBYPOl9l6P3FU0CBaYWBYsAHmwgNGzFREREdFiO64G9rxUft6DnwQmjtq/HiJaFYMFiIiIEmJSGwQLzI1bv47IMgkW8FjoELvhAgbBAsun1wRpYlbYyO8zcbBAFJqJFhNONioqu40eX3jomNXXIyLyy9nZk+JzDjBYIPZGtTRYQP4+SrSq7L5jPlggusQTJ9js7a9mU978nYlCA5LBtGm+1+wzCBaw1bwR2JJHtgdIyYq8pc3PrSyfmphkmYQFC5i6o3G9+JxLU09hl3rW8/E3ph7AJiWbMPmsHsLD+owX/v1BLQ8W2Kv245LUU+Lz7tdLgwVymRQ++KaLkElzG5so6Y7pIdHxGz1+9unOh5gzCRbQEVjjF+77ZFQT/Th9r/X9gw6EPpDRXieyK9cOxkPaV2v3d9doqiYbvcNRl70PnQwWyA1A/LRrIcji9Zds6fo14iIn3E+vanvT5i/ZXrL2WoHpld1TxT5YwGCdLPHhFETUnYGN9l7rjOuBtL3vNXJYabv8nPHDS/510KDmbtLk2YqIiIhouWvfJz+nWQO+8xfWL4WIVseKDCIiooQwWvQrT9i/kKgyKLaZjXijkTGTYAHLU+klvvDwc6H97FYKECbkZyJQdLiY8P1hO1iAiCgKtNYoTB0Un3dAWyxKICeNaGGD7uwpfy4kroT3/HOWpnmHZVoLm9JZcO8vg4LWSISMmUzxY7CAfTX5+6tsqWA6FVSaolLiIItB8HnTpnRDGCygc/EL2/TgUb0TjzXlRaFvSH/D45Ea783cIX79OxuXYXFz1H69SdzoelFqPy5R+8Q/+wfN08ECF20r4fM/cx3O3mjw/UFEkdaXS6/4tWOQrSVvVN6a17WfyQIV+V7HNCIQGGYUKH36XuupE+HtAdEiwkBFpPNAauXfzW686bKtVl9vwZTJVE3ugwev2RRPCq+42MybSsnXOyysdVwcxYZ2Sx59dum6ZA510fk2m8L3bjEI0QybNFhgbmz+72tc1YX1GHD0s4iIoqN3LaAs3VfvutHO65D7BrdAHGY1fmjpS2BW/GONhpcRERERLbfjGmDL5fLzHvyk0XM7EZlhsAAREVFCTJgs+pXHrV9HZNXkC61eJ6/FrobaqMAsvKKyB4+4VTiUV8JJL5mIBVgUSqLDiyGGThARheVf7z+KHeqY6JymVjii1y35NV8L5SkUIxAWrM4wWEBEeM8/iwg0dbchnubHZm9/mQQLZCLQgMRgATcYvL9sTYUMtHFcGiyg5Gs9tLpMU/Y+87pu5qpta8wnN/1z43rxOa9PfxMKnRs7bkg9iEtST4lf/8vNpYUdGik8rM8QvcZZ6giuSj0mOqeWKuDsC6/Az996Fv7u7S/C7T95NfZsYKgAURL96qvOW/FrJ7Rsr2FQzaIHBvfVNhlMpJ42aYgOWk9JfEqRIU7ukYao5+y/N3/2lj3WXxMwDNi3MEGehAyeTcuuBnvmB2XHWwjs7M8ndzrxDw6NL/n3HGT76VXY+2938znrrb1WYHqHZcfrZrxrhQw+i2yGUxBRAqVSQP8GO6+16yY7r0Puy+SAgU2ycyYOL/lXkz0Q8f4xEZGDzlzHkBSi0CkFXPc+78cXSsANvwD81Lfn74OIKBAMFiAiIkoIo4IKTmo4TVpsA2BOe2v4VnEbzxaxYIGP33Oo80EBykOYtJeJWEObsACxqFh8SETJ87kHnsNOdVx0zrMYttYASO4a0cKC1ZlTTJiQEAYL2GyI3FIKvkFcPBWTBff+MnjmRDYCzwJGwQJ8r1kXp+aNdqTBAmx2syrTrIiOL0e8KP8l55oXA3+mcR3qWrZFu0WNeGja13hv5g7x9UzqXny3ee6KX3+guUv0OlnVwM6U7Dkmu+1y/MlbXoSfvWUPbjpnPTJpbl0TJVWr6b/HtHC6LoCNaqzjMRo+PidX5Xsd01EIrTPY9yku2/cZneGUodBJQ9Sz9htKtq4xX//Qbda4pkwCOrgPHjyj0DtHnxsKwnVaS2sdcSsr8OoT31vaJCcPFrDzPnrdxZtx49kJCBYAgNlR+9exSKt7v8A05PckFe3oZxERRceAhWCBgc3AWn+CushRpe2y48eX3jMNQPYMOKdzqFkMZCIiCksmxb0mIiecfRsw3OH+dXAL8LLfAX7uEeDmXwX617U/nois4jcmERFRQkzofvlJLKg4TVpsA2Auqc19JgVmLOZ/QV5YCBG9YAHZ+4PvDSJKoq8+fgLb1EnROQeblqYckNNGpcECjQonf0tUZff8sx6DxLz48Wt3WnstALh6V+di0Ulp0T3fS/4yKK5HJvhACjEGC7jBILjCVvNGoPk20mABg2k9tDppsEDUQ7GKvVnsGDZrtjuFIr7evEh83g+l72r7+9elHsZlqX3i1/33xuWotygYfUgYLGBk6+X+/wwiioSzN668bzym5XsNG5WHJjg/708MnpvEoW9hKJTEp5SwNFjg5R+6C6emZfcLZFnIwQJXnjHkW9i6ScC+5j548ExC71x9bsgL12nLdtY6rtu91srrRM3y74+cqovOr1poCr929zB+4zXnd/06oeiRhzVhdsT+dSzy5su3+fr6bRl8FlXZZElE3erf2P1r7LoxuSlDSVUSfl+OH1qyKSPdAzEaXEZE5CBfg2WJyLtUCrj2Z1v/3rpzgNf9JfCz9wNX/zSQN+hzIqKuMViAiIgoJjoVYkyZFCbNjZtdTBwZFOHPwVujUeyW/E0KzJR8ik9cxT5YQPj+6FMVZCErDiEiirKp8vz3wLCSFRoe1Cun5HCbJH5GICxYBYDZU/YvJK6E9/xe7/e9GOqzWyS9d2vn5lpx80p1Gmg2DK+IOjJ45kQ2As8C0kJ7gCEWfqjLG7hsNW8EWrghDRYQTuuh9tJN2cS/sna0QUjgv99g3nh/e+N68TkvT92DXqzWAKHx3sztRtfy942Xtfz1B3QQwQIv8v9nEFEkZNMrS1eOa3kT3AaM2bgccwb3sjM6AsECJoHSamlo8ImpCn7pjofaTp3304FTM/jM/UfxB196HP/0nYO4//A4Gs2ErZ4JAxWRtfvefOuVwmmby7T706ogh4oWNn0yWCB4JqF3rk4JLwjXOyyFKL7z+gDu0SMgJ9xPryHd9c/8f++4EqXeiD7H9nYOoV3B52CBczcZrBnaYrBOZiuAk4gSbMBSsAAlS1EYLFCbAeZOr4sMCof5TOo+2c8jIiIi6uTCHwYGNp3+921XAW/5BPBT3wYufiuQiehaC1FMMEqTiIgoISrIoayzKCjBJisLKk6TTvEAMOdxgmnswoTTmfnmEUGBxPLJNUlWULJCfGTsNbQFoqckPqWIGZyCrEGEiCiqmhoooIJeJStsOgl5gTdFz4g2KLabOQUMseDUE+E9v81gAdvPBBsHOzecT5k0r1SmjO7nyAODSVnIRKABKb9y8mxHDBawry5r3mhoZaXoHgDmqgEGkkiDBZSsqK6V2K3pdCHTlH2OVZCFinjc5luv2I4vPPQc7n5K3nDx1ealmNC9KAqmRvWpCl6Ruge3N29Y8XvXpB7Bi1JPiq/jzsaleESf0fL3Duv1GNP9WONnIOjWy/17bSKKvGNavtaxQXUOFvC1lbwi/8w0CgYPmsFzYKlFA8Odjx7HfYfGcNkOg8nJhqbKNfzOFx7Dx+85vOL3Lt5WwgffdBF2r0/INCRpU3fOblPJYI+/TZmT6MU6CJq3LU2QJ4EQQ++skwYpWnq/7d3C/VIAyAtD6W00hXca9OE0k2CBuVH717FIIWtn3clIQ1iPAaDKYAEi6haDBchEySCcbfwQ0Dv/zD0oWHsG5p+piIjiIOr7j0SxkskDV70bOHg3cO37gB1Xh31FRLTIyth3IiIiiq0JCAtAyuO+XEckmQQLeCx0iOUihrDIrGShmL8bYU3IaSUvnLCATASmlC5mNNmIwRNElBxff/Ik1hgE7oxqg8ZNihzjYAHyRhosYHHSchjPBNMmxSFs+PaPwdQ+ZCPwLJDOygMQ+D6zryZt+M4Blj6XJsuyYv+uSIMFMAufWwsTJdOQNQk52yAkoJTCX/2oWWN8BTl8tiEvnHhj+q4Wv6rx3swdRtfx4fob2vyuwkPN1qEDVhS32ymqJqLYOokSGlp2T7JRdW6C83U/QDiRuqbT0ZiAmy9Cen9YXGXf576D491fj0eT5Rpe9WffbBkqAAD3Hx7HK//0G/jeAX+bJ51RE+7FZe2GXnT9hNHhr+6UFq5zMGA/eMLQO8DhKeEF4Tptxc77bagvhyt2BhfO4qqccD+9mvTZWybBArPyAL3IMAh4rWpHP4uIKDr6N3R3/vrzgIEuX4Oip7RNfs74oRf+cX4PxDvxMxURERGRF9f8DPDWTzJUgMhBDBYgIiJKkEktDRZgQcULDJo84lAgbaxHVtBQNGigtOnZCYPpoD6RBwvYm5QbiEJJfEqxxWQjIqI4qjea+NmP/wBDSj69iMECyTACk2CBk/YvJK6EwQKzsHcfZnvglZc2mSlt0CAgbJIhAYOCVnHDfljywu8ovs/sE76/yq42bnQiDBbIqCZ6IZ+YSa2lm8JgAYsBPWHqz2ewuWgW9HJH43rxOdekH8UWLL2/uyr1GK5MPS5+ra82LsHDelfbYx7s8Ptd2XqZf69NRLHQQBqnIPt+36DGfLoaj6qyvY4ZFGAr0MlXqZQ4UHq1fZ9PfO9Qy1/3w29/7jEcHGn/rF+tN/ELn34As9UAA7HCIt3rzNptKjlvs8G61iKNZvvVDvF0TT57Bq8uf/5ydr9dvNYxBVgKtvm9N+618jpRloPsMzvx0+Z7ShDfb8Q6WKAqPsXZkBMiio6BTd2dv+tGK5dBEVPcLj9n4nSw3oAwWED8TEVE5KjXXbIl7EsgosVsF8URkTUMFiAiIkqQCQiDBebGfbmOSBI2GVV1GnWPyfexfF4STqUvhTyR/osPPRfqzz9Ny4MFLE+M8Z2w+BBYfbIREVHc3LVvvkFoSMknNY+CwQJJMKJNggVO2L+QuKrK7vnnLAYLhGEKJsECnCTvG4MwO2TNGlkDZ1JsT3aJgwUcbdzoRBgsAACDDLKzJiMNFojq+6wF0/ag+/Qe7G9uFJ/3+vQ3l/z7e9N3GP38D9ff0PGYB5t+Bgu8yL/XJqLYOKZlIcYbVefJ83baOlchvJedXuW57F0v9vHz15QwNHi1df2nTwZz//XUiSl88vuHOx8I4MDILD723eACD0IjXPewHSww1Nvd/d++E+3/fomna5YZLBA4g7WPiqtTwvPCdVrdFIfPrGbXun4rrxNlOSXbT0/8tPlUWr5HH+tgAXnAa9Vj7Q8R0aoGNnR3PoMFkqm0TX7O+Onn4EFhvd2k9JmKiMhRLzl3fdiXQEREFAkMFiAiIkoQ8eJfecKfC4kiYaFDOeJNRl0TBgvs6pOnwts0Pits5vdJFg2klLCsMROx95rwvQEApVUmGxERxc2DR+bvvYYgL2od0y2aNi1NQCJ3TKAPdS1czps+2fkYAho1oCm7J5zTEbsPW0ZccA+w6N5PBgWtyEQkZEwaLMD3mX3CNQ1nGzc6ETa7AcCgEjZX0aqSHCxgTuH2xg3is96Q/gYW2mKvUI/h6vSj4tf4WuMiPKjP7HgcgwWIKGwntGw9eYMa63iMr8sl0mAB3fqe/sItJQsXY5k0UDrkdf0fHBqXHX9YdnwkCUPUkbPbVJJOdZe03imUYko6XbPCffDA1WXPDIDDzw0GwXY2gxTffWPne/k4y6EuOp5N4QB6h2XHz3a+p4qshrw2pYKIrpURkTv65eGiL0hlgB3X2rsWio5sD9C3TnbO+HxonkITA5DtDU1Kh5YRETmKgXxERETecNWUiIgoQSaki38MFjhNWGwz52qRQ1CEBWY99XAbR1R3tUxGms2V1YsFGAQsZCIypXSBQaPHapONiIji5kNf2QcAGFLyAkOjSfYUORopnEIRGyEo6ps+5t8FxYm0uB527/mV5RtS7aFTZrXJmG1V2PDtG4OpfchG5FlAGixgsdCenids3nC2caMTg8aOQfB50wqtDYIFWJQPAP/SuA7vz3xaFDS5K3UMl6p9uE+fhZ/N3GH0cz9cf6On445hCM/pIWzyMAFcJJUFNl5o9zWJKJaOCYMF1mMcCk3osGZsVGTN9Ks9l20uOXivL5x0XGqzrr/zA59f9fd+49Xn4ceu2dn1c/Knv39EdPznH3wOf/7Wrn6k+6RrH1m7wQK21z6Wkwfsc40jcHX52oezzbx5g/X48iQwuNnKj7/l3PX4i/982sprRVEOsoDYqqvvoyD1DgMjT3k/fnbEv2sJm0HAq7OfRUQUHX3rACgshIWKbL0CyLNBMrGK24AZwSCBiflggX6UxcONxM9UREQOuunsdV2HWxIRESVFSLupREREFAZ5QcW4L9cRSVVZsc2sYHppGE3tvhMGC6Rq0zhvfXjTNsP4I9h/amVRXV5YBAEgesECwuJDACiy0YOIEmaNQbDAGIRNmxRZJ3RJdsL0CV+uI3YMmrpnYe8+LIz70SmT4hAGC/jHoKAVmfCeoUSkzd4MFrBP2LxRSVKwgJIHy1ALBp9hZZ2LzZrYqy8ybw56Fmvx7eZ54vPemP4GzlUHcV36EfG5X29ciPv1bo9HK3y1cYn4Z3S06cLoBOQQUaiO6SHR8VnVwFq0f24xaOPoqFxr4He/+BieOPSs6LxpHZF7ekC87zNoGBj8G599FGf80hfw3f3dNTTec8ByKE7UaR16sIDfpiDdB5+Y/+9CwRGG3gEOB98VDIIFLK6rXbZjCG+7cru114uaHOqi47esla8XxE7vsOz4AIIFtg+F9D1j8FlU0QwWIKIupTNA/3qzc3fdaPVSKGJKwnu+8cMAgAHI9z7Ez1RERA56/aVbw74EIiKiyGCwABERUYJMok92QnUaaMg2ZWNL2GhUhiRYICZV1IsJC8wA4I9eswOZsJIiQ/gz+O4zKzfj86jKXyjj/b3mhGyPOAyhpGRTnoiIom4YsobKKd3DiTsJclIcLHDcl+uInaq84cHZwmaPVpuM2RYbvv1jEG4RmYbMvDD8hu8z+2qypu/ITmEzCRYwKK6jFgw+wyIbYNHCKy7Y2NX5tzeuF5/zqvS38ZOZzxr9vA/X3yA6/lONG41+TltbX2T/NYkolo5DvtewQbVvKP/sA8+i2bTXTPzk8Sm88sPfwF99fT9yDdmz5fQqgXUDBQfvxwol0eEldLeu/8Mf+Q7+8dsHunoNWsTomTNCwReQB+yrZs0s5I/MmTw3uNrMmzcIFijbDez8pVeea/X1okKhiaxqiM65+izzMLjY6JGFNQURLPBTN57p+89oqSGvyeAeHBFZ0b/B7DwGCyRbaZvs+PI4UJ40ClUWDy0jIiIiIqJIY7AAERFRgkxoYbAAMD+tgcRTPOYExdExjBUwChY4t9jAH735IgzkMz5cUHth/Bn86r8+vOLX8qomf6GoTCldTFiAaDrZiIgoSr711KkX/nmNkjVUjul+25dDDjuphU2T0yf8uZC4MShsntX2Ap5s51x5GbhnFCxguQCaFjFpZojKswCDBcInfH+VdUQbvk2CBfi8aYfBZ1jUA3oWO3fTIPIZ8y3XLzWvH4WKSAABAABJREFUwIzwvqKoZvHa9LfEP+uuxl7cp88SnfOg3oWHmzvFP6stBgsQkUfHtLAJDsAGNdbxmP/x6QdMLmeFSr2Bn/34D7D/1Pw9Rb+SPVtO69b39GeuM9jP85tw36dflZERTpRe7n995hGMzRgEMtNKJsECOQffh20YTdfkPniwDKaEO/vcUDAIFqjYfb/15dJWXy8qcgbfLSpqQf1+6BXeU5XHgaYswEFq7xb5Oo4VBmsYVQRfw0JEMST9LAaA3ACw5TL710LRUdwuP2fiMAYh3/sQDy0jIvLZGWvln0uxrMcnIiLyCYMFiIiIEmTSqKBi3Pp1RJKw4GbOYpNRJBkEC2BuDK+9eAu+/PM34Icu24qdw8Gl4Npu5PKiVbNXAQYFclEshBC+P4oGmx1ERFHz4a/ue+Gfh5WscXcUrRs27c3eI5ecREl2QnUaqHQ3JTARhEFiADAHi8EClrc3tYdPgCZSmNbCifds+PaPtMkjlQHSESlolQYLVKeAZtOfa0kqYcF0JapT2AwaOwYh//ynFgwa1SIbYNFCIZvG+18qa9ZfbBYFfLF5pcUrWt2H628wOEvh442b7V4IC6KJyKNjWr7XsNFDsMAdPziKLzz0nMklLfGRr+/H48dOPycNQPadOLNK4JsKY9OiE4N9Hxtr+y/+w691/RoEoGbwZ5Fd+f586kR4a0ydGlCNpmsyQDFYdflzg7PPp3mDYAHL7zelFHa5GETjszxMgvrj8/xprHdYdrxu+h6+cv7mQdx49jpff0ZLdXlNRtXVzyIiihaDYFzsvC46e0Hkj5JBsMD4YQwq+d6H0TMVEZGPztts8OxNREREnjFYgIiIKEEmtMHGMoMF5kmDBQTTE1ysD+uaYbAAAGwq9uCDb7oI//kLN1m+KHeUa63T/c0KIYTNYC7oKYkOL3GCJBHFXLOp8cizp4sK10DWuDuquZGSJCd0SX7S9HHr1xE7YQcLhPRMIJ7mV2HBvW+kk7IyrRuQvPjPJ07gl//lIbz6z76JW//46/i5T96PT3//MJpNnyJppMECwHy4ANkjfH/ZnAiZSwe4DZXtnQ/dEDAprqMWDKb9OTt51NA7rtuFq3YZTB173u2N6y1eTWt3N87Hvfpso3M/07gGs7aCVHvXAmt22nktIoq941r+2bpBjXo67rc//5j4tZf71L2HX/jnDOooKNka//QqwQJOEq7rA0DRwtr+ZFk+mZpaMAiCQnbpvnK90cT7P3W/nesxcH6HYnLxGgfge9MsLVOviE9xNljAINjOj3W1i7eVrL+m63KQfy/odLyeP42YTMme6xzW1A2lFH73DXt9/RktCdcw6jqFBtI+XQwRJcpag3W5M26wfx0ULaVt8nPGnsF/uUgeZGE0tIyIiIiIiCKLwQJEREQJMgmTYAEWVAAQT/KQNBnZnk7qhC6CBcKQCriT64ljrZtk8sKiQwBAxl5DW2AKJdHhNqYaERG57JFnJzFdOV0MN6RkzZRjMGjYpMg6aRQscML6dcRO1SBYIAaTlqe1sImlwmZv30ibPFpMjuxkYq6Gn//U/Xj7330PH/vuITx0dAL7TkzjX35wFL/wzw/ihz/ybRw45cO9t0mwAN9rdtWEwQIWP9/ecf0Z1l6rI6XEU58G+bxph/A9BgBlVxuEDKVTCv/0jivxvpfsQSYlX2f6TvNcHNFrfbiy0/6q8Srjc6fRi39rXG3nQra+KKZJq0Tkhyn0YEYYbLIR3vYajo7P4cSU/DtsQbXexOHR0/fxfZC/1pT0mSxMBvs+JdiZbu9bCFqSVA3ue5c9d37ie4fxwJHw9o0HCu1DxCZNAvYr3AcPlHDto6Iz0K6WNuYM1jrK9oMFfurFZ1p/TdflTIL60xHcT7fN0fqNTcUQ7oUaVdHhzgacEFH0FLfIz9l9i/3roGgpGgQLHPoOdvS3HnrUzqRmsAARERERUZI4uvpOREREfjAqqGCwwDxhocOcrQleUeVg4n07QZcyf+7BZ1v+et6kECJT6PJqQiAsXLAx1YiIyGVHx0/fZyg0sQayZsoR3Xo6Uj7DZZ84Oqnl0wUwfdz+hcRNTR4sMAt792G270e1x56LKel0TD4f+kc67Tsre/9prfG+T/wAd9x3dNVjvndgDP/1b+/BTMXyRNC8yRQ/BgtYVRc2b1gsmH7txZutvZYnwmCBASX//KcWpJ9hAMrIxS5qM5tO4X0vOQvf+MWb8JdvuxQ/fdOZ+JVXnosP/fDFeNHO9mshGin8S+M6365tX3ML7mpe2NVrfLxxs52L2Xq5ndchooRQOK5l68kb1ajnY//jMfMgvv2nljbN90M+EX7G4nOl74SBwYC9tf1qo2nldRJNGmYHALmlTSXf3j9i6WL8IV7jALjOEbR6RXR4BQ6HeqYzQFZYe+HDWseeDckLHc4ZBPVrBgsYBguMW78MW245Z735ycI1jCqDBYjIlh3Ctb/iNmDtWf5cC0VHYRDoEdZhHvgmthRk996A4dAyIiIiIiKKLFaYExERJcgEDFJFHd4sDJSw0WhOUOgQywFdBgVmoQYLBPxnkFplcl0esnR8AOKGIif0lESHFzENgBOJiCi+7nnmdMH7IGaRVrLPvDHdunjw3Tft7uq6yE0nUZKfNG3eKJEYBsECknv+Tmzfj/bl20/xWzAtnY7JZm//SJs8MrI/u3++9wi+9sTJjscdGp3F737xMdm1dMJggfAJmzfKFj/fdq/rt/ZangiDBQbBYAErhOEVAFDWDjcJdWlTsQev2LsJv/Cyc/ATN+zC6y7Zgpeet7HjeXc0rvftmv6u8XJ0G2X0gD4TjzZ3dH8xW1/U/WsQUaIc17IC+g3K+17D3U+bN0o3l/W69yv596H4mSxMBg2J0vDM1TSa3B/omsG6B7JL95W/9rjb60tGTTA+TJCnNkIMvfNFQbjeUeH7zYYcDAIxM/F9/vTMKFggvPqNTi7rEN7XljjkxPHPIiKKjuEzgWHB/v2V74ppUSGJbb5YdvzsKeSe/Z7olIrO8DuPiIiIiChhGCxARESUIJPaIFiAkxrmCZs85uA99T6WWwCZHJATNg+EGiwQ7J9CZpVggQLkExaQiWCwgDB4Iq/qKJiELhARRcRXHz89TX5YyYsLR9E6WGDvFoPJ9uS8k9rgz3X6mP0LiRuDyX1z2uakK7v3o2d5nFYmnubHAmj/SKd9CwPG/t93D3k+9tPfP4KazYmgeYPpeXyv2aO1+DPOVrDAz9y8G5l0wNtQ0mABxWABK2rCzzCwML+VZ/Qm3NvcY/11x3Uf7mgIJ6K1pPCxxs1dvwa2XGrhWogoSY5B1ji2UY12PsiC8bmla9b9MAgWMJmwHpZe4YREAGvUtJUf3dAMFuiahWCB2WrD0sWYyWXaP1tMmgR18NkzWNLQO9fDyKRBigyysCJnsp+edvy9FISIDYboJNfNelNDVndQ1d5CfImIOlIKeNWH4GlPcGAzcNnbfb4gioydBmu7T39VdPgkehHTKlYiirA3XrpFfM6lO7oIISMiIkoYBgsQERElyBR60dTCBcDyuC/XEimNunhzUVSEH9c1WWnq/dzKYr/NxQg2zXuQXiXIIK8MmuczNhvaAmIwEaEEOwWIAOw2SRERWXBw5HRhr8kkt1G9smHz4m0lrO2P4HcEdTSHAmakjQfTxzsfk3TVGfEpkjCxoO1e7y3ka0oaPscp8v6RhltkvH8O1BpNPPac9+L1Sr2JJ45Z/LM2Chbge82aRhWArBGrou00fP/EDbusvI6INFgA8s//xTgw6nnScBTYC7CIm9sbN1h/zY81bkHZ0n3LZxrXYrabcKX155l9LxBRoh3Xsob2oppFAd6aV3UXDevf2Hdqyb/3K/n34bRJI3RYekyCBezc1zcaDBboWrX7YIGwvf6S9sXk02DAvvOEax/Oh5EVhMECDLKwIoe6/KS0u+u4gTHYn3c5WKArwjWMquufRUQULWdcD7zsdwCVXv2Ygc3A2z/HNTQ6baf9NePlxHvGREQBuGyHbD1y/UAeW0oRWm8lIiIKGYMFiIiIEkQjJZ9+woIKoB729NKI6inJjm+xMX3FGfJCNRNBNwKkUqsEC5hMWMhEMHxB+t4AUFTdNXss9uRxNikRkbuGlby4sFWwwB/+0IU2LocCcM5GeVHIqBIWAU6fEP+MxJE2dQOYs9gQaft+dKgv52nDVP58yAJo30jfg1nvzwEPHB5HtS4L1/r09w/LrqcdBguEK8SG78wqz76+kgYLKIMGq0U4PPd5Bt+jDBZo7XONq6yFewBAXafwj/Vbrb3eFHrx2cbV5i+w9XJr10JEyXFMyxvhNij/G+FmKksbG/sh/z4UP5OFKZMDcrJ7+zWWAoOlt1yVesPKz42VmsF9b85eY8mrLtzU9WucsbZ9iGITKUxJwzq4zhGsurfQlwXOPzPkhcECrLuwIq/k++k67fh7KQjZHnnAgsNDSLpaj6nLhj04H3JCRNFz9buBd34F2Hk9kFr0GZPrB65+D/DfvwYMnxne9ZF7Nl88//7w0aRJUBsRkc+KPVmcv9n7s/dVu4Z9vBoiIqL4YbAAERFRwkzoPtkJc+O+XEekGEzxmBVMAVOI6Xg7aep9i2CBa3evtXQx7QX9Z7Bac4VZsEAEQywKJfEpxS6nSC725197ytprERHZtkbJC65HsXITZc8GTjCICpM/q1FVkp0wfVz8MxJHWGBf1lloi0urftyN/tSNnYuOxNMnGhVxETh5JG3+znhvlpgsy58zDo5212y9hLTQHmBzh0218IIFQlnvkAYLYBbyVjVawSDAoqJzUEEnPUbAJPpwZ/Mya6/3heaVOAa7hVQfb9xsfjKDBYjIwDEtDyDeCG/BAt3cBaSWfY/1KZNggYgFB/fK/izWKDuBYVrQPfjw0Qm86k+/aeXnxopJsEDWXmPJJdsNJmUvk/YQXDbFgH23CcP8nW/mLQjXOypc67Ahh3rng5aL4n66bUpZqd+IBeEaRnXZZ9G7XrzL5tUQUVJtuRR4++eADxwE/vvXgfc9BPzP/cDLfhsY2Bj21ZFr0llgexdhrx5MSmuKiYgC8tuv3wsvWfYDhQx++ZXn+n9BREREMcJgASIiooQRp4uyoMKo2EZShB/bGmoLG9NvvHQrrjxDXjRo4t8fOYaf/uh9uOEPvoYLf+Pf8SMf+Tb++MtPYLpiUJzQQcpqsECEJhotkL43AJQMGm1X84WHjokKEYmIgjQMeXHhqGaIQNKIgwWmGCzQkfCeXxIkFpa3XrG94zFG0zE5Sd4f0mnfWe8NSLWG/N63afN2OW/wPcX3mT3Cxg1gafPGzmHzZqJQ1juEwQJZ1UAPGJjSNelnGCIwfTRE/9y43tpr/W39FdZea8H9+kw81ux8n9HS1hfZvRgiSoTjWr6evFGNeDrunmdGxa+9mgEYBAtIp6uHrVcWVjNkKVjAq4nZGv7b338P+07Y20+IDYP7NZvBAq+9eLOV13n7NTvb/r64GYaN3sEShlWWtePPDNIgRYYoWpEz2E/XacffS0HpKcmOj2uwQKMqOnx5yMmFW0oWL4aIEi/XNz+NvrSdQTjU3s7rfH15cU0xEVFALt5Wwi++/Jy2+875TAp/8MYLsbEYsRBXIiKikDFYgIiIKGEmpAUV5XFfriNSDIpt5jQX+20EC6RSCh9800XYtdbfVNzf/9LjeNc/3YvPP/QcDo3OYrJcx3f2j+JP/+MpvPxDd+G7+70VIXo1Mt16szqvZJvYAKK5sSQtWgBQVDNWL+HT9x6x+npERLZIJ7nVdYqbvBFnEnYzmhIGL82cBJoN8c9JlKosWGDOcrCAHxObVwuzWszo84NF9/6QTvv2GDC27/gU3vVP94ovx2oQVyYHZISb+AwWsEfYuAHMT5Jf8MX33oB3XHeG0Y8OJ1igJD5lEAbTW2kp6WcYkhcsoAUzsb/RvBAntSwko5X7mrtxv97d9euspPCxxs3y0/KDwNqz7V8OEcXeMS0PH7449bSn405OmQcMjc0uXc/vNwgWmDEJewtTr+zPogQ7Df5ev0V/6/OP4kQXf6axVhXusaQy889yz2t0mT5XyKa7On/BuoH26zFT0r9TDNgPlnDPfXkzr3MKwmCByiTA4POu5WAwFCAdwf10P1io33CF5Bl7BeEaRlVnlvz7lbuCGYxBRES0xBn2wmhbmdSsOSEid73rxWfin3/yapy1oX/F711xxhC+9L4b8Iq9m0K4MiIiomhjsAAREVHCTEIaLMCCCqNgAUFxdBh19oGQbkyXJ1o2vG0b6sUX3ns9fuL6M9Cfz7Q40V9Hxubwjn/4Po6OG0xzWcVjz7VuxspLJyyk8yF1anTJqNHDbrDA//znB62+HhGRLdJJbmPoh+byTqSZlL+NKuF9lm4As/amMMZSTRgsYDlILKw7OqPpmGz49of0uTPbuVG/XGvg1j+5y+hy9p+0e/+N/IDseAZY2GM0Sf5080ZPLo1fe9V5Rj86FcbzakHejD2oGCzQNeH7rKEVarDTXBZHDaTxmcY1Xb/O39ZfYeFqWvtM41rMSSfIbrkUSPHZhYjkTqKIupZ9flydetSnqzntB4fGl/x7n5I1qVV0BlXXm2aX6x0WHX5mXxnDfd2HCXnpw601mvi3B57t+mfFlviZc2lTyfisQTD2Ih6yDz3p9IgxKQzYHxs7ZTdYj9oTBt85H0aWFwYLNOtGz+i0VE66nw4wWGCBOFhg3JfLCF1d9p1WWfRZtH4gj7X9fD8REVEINl4kv/8UmOIwCyJy3GU7hvDln3sx7vmVW/C3b78cH33nlXjgf70Un3rX1TjD58F1REREccXqDSIiooQRp4syWEDcZATIJpj6MZ3UCdKNaWDV91shm8av3HYeHvz1l+Jr/+NG/N3bX4RSb3AFd9OVOj5wu71G9G89PdLy18XBAtKpn67oKYlPKSnLjU1ERI4agqyRckwLGzUpFsZSJflJ08etX0esSIMFLBc2h/VIYFQkUmbDty+k074znUMhfvRvvmt4McDR8Tm7zRXiYAEGWFhjMEm+YukzLpSPNpNgActBdokkfJ/NNwjFdD3Mkjsa3U2gelYP4UvNF1m6mpUm0YfPNa6SnXTmLf5cDBHFXh0ZPKW3iM45J3UYa+Ftf2uuujLw2ItDo0ufI/she66clk5Wd4EwWCBbGcOX33c9XnPRZp8u6LR9x6dRrTd9/zmRVRPe82btNpXYCh1THe4hp4R/r2YnR/H+Tz/QzSWRRF3WVB+7YAHAl/WOjK3kjojIqbr8pIzj76WgiIMFxvy5jrA1ZCEnFZwefvFDl221fTVERETepDPAju7DaFcjDWkjIgrL+oECbj5nA67dvRbFAGvIiYiI4ojBAkRERDHhdbt4AsJFwLlxb6NA4swgWKAsmNgV261+g6n0nYIsUimFM9b24aZz1uMffvwKs+sy9I19p3B8Ut6QIZGHcOKLhymlTkpngVy/6JSiD40eJ3z+8yQiMrFGyQoLR+FfKj0FxOBWe0wZBDgxWKA94bSwWUT0PmyZaW3QyMKGb/u0Npge2f49WK418L0D3RX//sQ/3msvXIDBAuExCBaQrGm0E0qQokmwgJKv+9Ayws8w5xuEHPCo3oHHmtuMz//H+ktRX9T84Ie/btyGmk57OramcsAl/8XX6yGiePtO81zxOVenHvF0XL0pb0ZvNFfeJ/cr2X3XjI7gc2XPkOz4Zh3D2Sr+9C2XYPd62Z7AYtrD4sknv3fI+PUTQfzMuXS9wJWd4k6PGNJmmAHM4o77juILDz3XxVWRZ3VhM692vEGgYBIsYD+wM4jwFpfkpEH9ADSDBeZJ6zfmxpytFerqsoRrZVWc/iyK68wQIiKKiJ3dhdG2M7kojP79t57l288hIiIiIiJ3MFiAiIgoYSa1cMJEsyYvNokbg2CBuDQadcXnYoqLtpXkr9+lh454m3BkKq+EhRCZvD8XEgThRISish8s8J1nRq2/JhFRt4YhDBbQwkZNco6X4vjlDlYN7rMYLNBeVXavYavpdkFYBYnSSX4AfCmATrxGFeI2jUz7P7t/u/9Z8+t53lceO45Pff9w168DQD7Fj+8ze2oGwQKw07wRytBEk2ABH4LsEkdYlL8QLMB6/HYU7miYFYrO6Rw+3rjZ8vWs9KTehr9u3Obp2Ls2/CjQK2xGJSJa5FvN88XneA0WMPG5B1feb/dDtpc2DbsT4QNh8lk+OwIAePWF/ja+js7KG00TpSrc68zZnVaZsrTw0elVpOsc/ShDoYn/87lHzS+KvBM+nzofSCZd6wCAsv31jtdfusX6a7rMJFhApSO8p26TcH8ezZp43TwS6rJhD86HnBARUXKc4WOwwKKa4gu2yvdZiIiIiIgoehgsQERElDATMCgEKY9bv45IMQhWmBMUOsQ21dyRYgqb/uI/n/L19QuQbWIjE+EAC+FEhBKmrV9Cs8VUKSKisK1RDBagzvbNGDQfMFigPeE9/yzsFqOqkForp6TBcwAnyfvBJMwv2/5Z4O++dcDsWpb5rc89hnKt0f0L5YXfV3yf2VOXv78qlpo3VBgLHibBAkoeKEnLCD/HbAf0xNVnGteioeV/j25vXI8JmE+FlvhQ/Y34WL19iMHf1l+O/9zw44FcDxHF13ea56Ip/Ey8JuWtUVi6SvzR7x7Eez9x/4pf71fSYIEIru/3DsvPmZ0P+H3rldvNfy6X8rsnDVHPLm3Q73Zgta1Hg06vI13nSCmNAczh2Ykyjk/KQ9lISBhIVrEUeucbo5B9+yH2e7ckq/ErbxIsEOWwfpt6SvJz4lgrJPwsqiLzwj+HtY5PREQEANiwV1xv59VCTfHO4V5cdYbBsz8REREREUUOgwWIiIgSZlKbBAv4O6XdedJiGwBz2vvmdGw3Hw2K+V2fSvnIs/5en7gQIspFEMLChaKyPw2hwWABInJMHlX0K1lB0ygYLBB1JoXZIxgElHBZb/qE/AclifCef85ysEBYjwTSSX4A+HzoB2ExK4COIWOPPWfn2WW6UrfzWtLgOQYL2FOviE8pu9680Y5JsAAYLNA1cYMQgwW8OIE1uLt5gfi8v2u83Ieraa2KLH65/k78VPW9+HrjwhcmOVZ1Gt9snI+3VH8Fv1n/0RgnqxJRUCbRj4f1TtE5O1PHsQUnrV7H4dFZ/PbnH2v5e/2QfR9Oa4PnsbD1DsnPmR0BAKwbiPB+RhyIgwUMggjbSFm6F+j0OpMGAfsDzz8PfO1xrp35qtkEGrLnU+efGxwJ2S/15nDt7uQ0f+WVPFhgoD+Y4DXn9ayRnzM3Zv86LOhql78hG/bg/GcRERElRyoF7LzOl5d+Wm+GUsAH33QRenJpX34GERERERG5hcECRERECTNhUFCBuXHr1xEpBtMjy9xcdKaYwqZKvenr68uDBSI40WiBMFhgEAwWIKL4WwN5E+WYZrBA1JkECzSRAnrXyk6aPi7/QUkiDRYQBImF6aaz17X9/TnkUdfCJWI2fNtn8My5fHqkn+568lT3L5IXfl/xfWaPwfurEuVp8tleIJXpfNwig10E2XU7uTU2hMECkQ6vCNjtjetFx/9n4yI8rbf4dDWr+2LzSvxY7QO4qPIRXFD+vzir8o/4L7Vfwbeb5wNQ0Bw1TUQWfMsgbOWa9CMdj5F8n//NN5/BbLXR8vf6hWFF0yZBb2HrNWhcnRvt+sfyW8QC6XPBsmCBbr/LUwFlDE0ZBHYMqvm/u3ftsxtEQssIQwUAvBBa5ayCwV64TyH7P3/rWb68rosKkDWFI51HJiNbJ4gt4f48AGeDBboiXMOogu8fIiJyyE7ZerEXjzW3Y653K/6//3IZLt9pEChIRERERESRxGABIiKihJnUBhMmkj6R0qAIXzTBNK4DuxwqpogK8YSFKAcLFEqiw0tq2volsKidiFwzpORNlCPa4PuWnGL8fTSwQXb8FIMF2qoKgwUsB4n59Ujw3pd0KipW8maWhN+z+0JYzAqg7bNAuda60cnUR+56uvsXMQkWaPob7JYYdXnzRqum71971Xmi1xgshFR0rRRQKIpOGRQ2AVILNWGwQJTDKwL2+eZVeLy5zdOxDa3w4fobfL6i9srIYxq9iO+CJxGF6VtN2f0IAFyderTjMVqQLPDgkfFVf69Pyb4Pp3UE1/dNggVmR174x7X9ZiF9DHOyoCoM08oZ7Ce3oVQw9waTBgH7A3weCEYcg/zzsmdPAL6F7B+flD/7R1UYQf2bixH8zm6lZ438nLgFCzTqgJatOS4OOQno64yIiGh1Z9gPFjhw1o/jyz9/I152/kbrr01ERERERO5isAAREVHCmBRUJD5YQFhsU9Np1ASp5bHdfMwbNDr6VEwRFeIJC1EOFhBORChiBgp2G4vqTVYjEpFbTIIFxiBs1KT46BcGC0wzWGBVzSZQlxU3z0qCxDzwq8D+oq2dC5zlwQKcJG+dQXE9sqv/uT3yrIPP8NJgAWigZj5FnhYRfr4BrZs3vHyeLHbFGSFOtRGuRwwqvte6JnyfVVqEV8SdaUNkHRn8au3HPR37543X4gd6j9kP8pli0AARWfC95tmo6rTonGtSj6DTvPuGYJ34vkPjq/5eP2Tfh/NBLCvdcs560esEqsfgHm9RsMBte9mkEJqasHm+zTNnmDqtn0xp+XUPKgYLBMIg9M755wbxWgd8C+ycrdoNmXSZeD892/1++l7hmoizjIIFxq1fhg3GoUMGAa9V1z+LiIgoWdada/Zsvpq1Z+MVb30vhvocD/UiIiIiIiLrGCxARESUMBPaJFhg3Pp1RIqwycP29NLIyvYAKeGEwoqDDTABkk9YsNvQFihh4UJaafTDYJJrG+UaJ6ASkVuGIG/WHdUGQT7kFNMCuBNaWMw4fcLsByWBSdOtthwsYPXVFr2uh8CCKS2cQpjwMDBfGBS0tgsZ+4/HHfz7blRszxALK4ST5AGg0mJd4/zNRazp9V5Ife3uteKfa01B9h05yAml3RO+zxbCK2IbtmnZ9/U5eGf1/RjV/S1/v6kV/q7+Mvxp/Q0BXxkRUbDmUBAHqGxUYzhTPdv2GBv5sznUkFd10TnTqzRAX7St1P0F+SWTA3LCe/vZ0Rf+8fKdZs0PukM4BHkgDbTLGuwnB6DT7eOEQcD+AJ8HgmG0/ub4nnsmJw+B92ldLUmPVnkl3U/vPljg7A0xCXg2ChYYs38dywTayNgQBlMAqAqGihAREfkulQJ2Xmfv9W76ZSAlC3EkIiIiIqJ4YLAAERFRwkyuMgGlrXKym72lUzzKwumlsd3oV0o8JTDpTUryYIHuCyFCUyiJTylaniLp5CRXIkq0ISX/HhzVMSloSzDT0vhDFeGffWXCbCp6Ehj8d5kV3vO7bArCaX5s9rbP5O9mm+mRn7jncBcX4xPpsyGQ+OdDa4TBFVWdRrPF1lFPLo3fet0Fnl7joq1F/OhVO0Q/1yphsMAAJ5R2T9gkVE5gKGe3IQpfaV6Gl1d+H39ZfzW+1zwLU7oHjzW34zONa/D66v/G/67/GOpsdiCiBPh28zzxOVenHm37+9VG9wG0fZDf08+g9fr+9XtCDGjyolcYDjA78sI/3rZ3k+WLIU+0BqrC/ZXlz5yOZDt0uqcShycCGOTzQDDqFfEplShMCZeud/i0rtabS04zWAHCxnAL++m5TExKbPNFiKtTAggW+OmbdovPMQ4dMvosOr2GEdvaHiIiipYzbrDzOhsvBM59jZ3XIiIiIiKiyInJqicRERF5VUYOFS0sMp0b9+VaIkPY5DEnnJ7gZYpoZBWkxRTJbhwJY8JCaHpK4lOKsBss8P0D/hdCEBFJrFHyosJRMFgg6nYOGwR/AbjrOYNlvWkHp5i7QFpcD2DOcrBAmI8E4qL7hN+z+0LY+A2gbbDAyIx88lY7M9VG9y+SN/i+YoiFHcL3V7uG71dduBnvuO6MtudvG+rBH735YmTSIW4/CYMFBruYUMrpuc+rCd9nrk8eddQJrMHv19+CN1V/A3srf4NXVH8P7629Bw9oeRMGEVFUfatxvvica1KPtP39a3/vP/DMqRnce3AU47Nm99L9Sh4ssFrI2yXbDaYJB6l3WHb87OgL/5hKKZy1oV/8I7WHWy7t5aCkatQALXyuy/X5cy1d6rR8YhKwP9DF8wAJGIQqRiKQTLwX7k/oecGHYIFm083PVXFQf7b7/fTY1HOkUuI1kyCCBS7cKrymbhisw1YZ4kdERK7Zeb2d17n51+bvD4iIiIiIKJH4NEBERJQ4Sl5UUU74VG9psICwySgm29CtSac0JHwiZV46YcFCIURoeuTFkUU1bfUSDo2yWIyI3DIM2ffgjM4vmZRC0fTqizYbnff0nLwQH9PHjX5W7BkUNs9py8ECIT4VTK/SzLIqBgvYZ/AeREb459alSr3LcAFpoT3A95otwvdXp4mQv/aq8/D/3nHlioaw/nwGb79mJ7703huwe73Bd5RN0mABTijtnsUACyIionZ+oPeIw52vTj0KhWbbY2764H/ijX/5bVz8m3fimt/9Kv78a0+hWm9/zmL9kDepzehg7+mt6R2SHT83uuRf/9u17YOqyAc1g9DmNmF2YerU3FtGDjUta7Ae4PNAMIymhLd/PnVCjPfCv/vMaOeDQlCQ7qdHOajfD9I9+vK4L5ex2N4tAQYLNOQhUhW96LMoLiETREQUbevOBvrWd/ca264E9txq53qIiIiIiCiSGKdJRESUQJO6D+uUYNM6gM1Cp9VkBSUsjl5Emnif8MaRgnTCQpQLIQol8SlFGBS/ERFFyBolm8w8BoPpz+ScHUNmE+BOaoNiOwYLtGZQYD9n+Z4/zHrEKWkzS4QKoCPDYFJW0CFj3356BDee3UWRUt7gO6si+16kVQibN7yEFl23Zy2+/HMvxsRcDY8/N4l1A3nsHO5DKuVIcbU0WAAzADRiHv3oL3GARfLWzjhEmYjIjhoy+F7zbNyQfsjzOWvUNM5Th/CI3unp+GcnyvjDf38Cf/jvT+CirUX87C17cMu5G9qe0w95WJg45M0VvcOy42dHlvyryfOvl6/R2EyT9oNJmF12aUi9K7cynf+YFabQgyF4D6oexPw+MO/XfFaXvw/LwiCZUEiDFH3aC/fjE/Cho+O4+kzhZ34ACorBAl3pWQOMPeP9+Lkx/66lC8af2QbrsNUohJwQEVGyKAXsvA545A7z17j51xiYQ0RERESUcKmwL4CIiIiCNwlh81J5wp8LiQphsMCscHpprNdoYzylwT6NvHjCgt1JuYGSTkMAUFQMFiCieJMUvALAiDaY/kzOUYarcydRkp/EYIHWDArsZxHh+7BlptHb+aDFKlOstrfNpMkjE2wT0oNHulwXYLBAeITNG5LGjWJPFlfuGsaudf3uhAoA4iC7nGrIJx7Sac0G0JQFJZafL8pnA2By8I+aiGz6VvN88TlXpx4x+lkPHJnAO/7h+/gfn34A9UZz1eP6lfyeXhzy5gqTYIFFz5DKoP1V8xm0O1XZPieAFcEC1frq7/8geXn3TGrZPviAmv/vc/dTpwyuiDyryZt5K1Fo5o3xXviff+3psC+hpXySgvr90FOSHR9AsECgz4t1+fpPJD6LiIgoec643vzcXTd2dz4REREREcUCgwWIiIgSaFILG0fK475cR2QIgwXmhE1GJkVUkeHIlIYoyKCBtBIWx0W5EEJatACgJGy4JSKKmiEl+x4c0wZNmuQc0zvBk1o2jRkAMH3C8KfFnEGB/ZwwTKyTMJ8IxM0suiF+RqIOjKZHBvss8Md3PtndC0gL7QEGC9gibN6IRbF0Qf4duTClVIo9bjD6DIvE5FEiInLW3c0LxOdcYxgssOCf7z2Cj3xj/6q/3w/59+EMIrq+3zMkO75ZX7r3E+MtMWeZPMPnlu4lf/ir+yxdTJc8dJ9OQbbOsfAsMFmuG10SeWQwJbyMCDw3xHgvfGJO2MAfEHEwYMBraM6Thv/PjftyGaEx+CxavFbG2xgiInLGzhvMz7351+xdBxERERERRRaDBYiIiBJoArJJDZjrcjJh1AkLpOeiUOQQlBhPabBNPF0BADIRnpSbL0K69V5UM/5cCxGRI4aUrIFyFAwWiAPTSb3T6IHOCgPDpo4Z/azYMyiwl4aJdRRiRaK04B4AG75tMyhoRSZi003zBt9ZESq2d5rw/RWJxo1OTIIF+LxpLq4NQkRE5KxH9E5xgPYVqceRQXdNw3/wpSdW/b1+JQ8WmJaGvLmiVxgsAACzo139SC9hTpqJT6szCRZYtOb0+LFJ/PO9RyxekDkvyyeTWrYPPqgYnhiILpt5nZUXPn8meC/clrwS7qlHbQ3Nb0kPFmhUxKdUdAQ+i4iIKHmGzwQGNsnPO+sVwNbL7V8PERERERFFDoMFiIiIEkhacIUygwUkysImI8NesmiQTmmozQCNZE4EMQsWiHAhRColbvYogo0eRBQvWmscHp0vXFVoYg2EwQKawQJxYH4rqKD71stOmT5h/NNizShYwG5DpAoxWcComYVF0HZJp32rFJCOWEFrJg+khX9vGGBhhzRYIA6T5E2CBcBmImPSzzAwWICIiLrTRArfaZ4rOqdflXGh2u/TFQF9kDfMTpuEvLmgd1h+zqJggThviTmry2CBrz9x0uLFdMfLnuoUZPvgA3wWCIZJIFkUnk+lQYqNClCXNzZ3kqRolTyqshMsBPXHqp5DGixQnQIaBnUMAoGujdeF7x8AVWRe+OdyrWHzaoiIiMwpBey8Tn7ezb9i/1qIiIiIiCiSGCxARESUQBOQTWpAZQJoJniDTFhwMxeFIoeg5IXBAkBip1IWpEUQgJVCiFD1lESHF9W0P9dBRBSCw6OzeMtffwfX/8HXAMwXsGZUU/QaDBaIh26KEnW/NFjguPkPizODAvtZXfDhQsIhLbgHwIZv26TF9ZmeaFY0S58PE/psaJ2w6TsSEyE7MQkWUAyyMxbXBiEiInLa3c0LxOdck3rEhyuZN6DkQTszWPlcuW0oAmEDRsECI/avYxkVxWekoFRNggVOvxcfOupOAL2X5lNpwP6gYrBAIGry54ZIPJ9KQ/YBXwI78+nklICKw/qzEfhuDVKhJD9nbtz2VYTHYA2juuiz6L5DYzavhoiIqDvnvkZ2/PlvADbu9edaiIiIiIgocpKzqkxEREQvmNTCYAEg2QX9woKbWciavWNd62RSTJHQ91peGST9ZyLe0CYsXCjCfqPHiSl58QARUbe+u38EL/vQXfjO/tPT2oaUvEl3FAbfs+Scbqbx6D5psMAJ458VawYF9rYnLYf5TGA0JbPiTlNBLEinfWcj+hwgneLHAAs7hJMQYzFJ3iRYgFNKzZkEC8ThfUZERKH6VvN88TnX+hgs0A/ZPf2czqG+aPrtgrdcsd3WJfmnd0h+ztzpNTCTAACdpFHcfpA+cwJA7vRe8ucefM7ixXTHy9tHGqDIZ4GAxPW5wZGQ/Ut3CKfQR5g4rN9CUH+svod6DN4rc+4102vTP5SGfNjD4pCTaiNObwYiIoq8c24DSju8HZspADf9ir/XQ0REREREkcJgASIiogSagEGwQJxSyCWaDaAhLcKP+BR5m0yKKXyY0hAF4ukKgJVCiFAJCxeKPkyQvPNRTm4momDNVOp4/6cfwGy1seTXhyBvnhzTwgZNclI3DeW6b4PshOnjMauCtMSgwF4aJtZJmFlj0kl+ANjwbZu0uD4TzqQ144LdBQwWCEdd9hkXicaNTkyCBQynlPJbFUaTR8tRmDxq2Y5hg/XYGIlzrioRhWOf3oKTWvadf2nqSeSlzYge9QmDBabROizskm0RaAztHZafMzti/zoWaTQ1njox7evPiLSawd6KoxO+vdxTSNc58qrm22cDLWIQLFCJwnODIyH7hWza+mu6KIUmcqrR+cDFQlpHc5ZJsEB53PplLBZo6K7BZ1FVn/4s4rMtERE5JZUGXvNnQNrDvvWr/gRYu9v/ayL6/7N334FxnPeZ+J/Zgl0AC2AJgACrRFGdkqguy5ZtuTfZju3EJc01zXdOnHOqUy5O4lxyl3OKfSlOdX6xL+XS4xLHvcuSi3q1JFIkxQIWALvYgi3z+wMsKLvAPu+UnXnn+fyRiODM7mtpsDvl+32+IiIiIhIbChYQERFJIJPGkQNHjgSwkhgwaDKqulwRvpcptZEXkWKKODAqWsrEdFLpGYNFavMi/A8WuPegpu2KSLj+7EtP4OCptecX4w7fPHlCwQKJ5xamuB3ajUhOF+o7ssC+4aY7Tpb0wmRio1/KMCiuVcO3v9jrzmx/rgMOnDSYcrkcGzyn48wfTS4sse7GoHFjIybBAobXm20F9tDhFQBQtyHAgvTsSyaRsvgW4Eb0myIi/nPw1fYV1B45p4nrU48EspqCQwYLuJ2vw27ePe7HcoI1aLDGZcECJl+H7jrfJF9//ASe977P48HDyXy21BODZ53IRjMU6dZLN2+4TQn8c/ARMhxEDJDNvHU3AzcOZY2Wh+x7Dpn0ye7Jpc8ks+fpMQ/q95tJsIBNzxSa/DEUi5ATERFJrt23Aq//cPcQwOww8LL/DVzzfeGuS0REREREIi8Gd+BFRETEb/Pgi0F+9sNfwm9+4kHUGmQCfNyZBAuQ00v72EMUvBxfzB+nYgo/5dDgd+pTQ5Fv8kVq8zHH/2CBrz4W7KQkEZHVvrH/ZMefjzv8998pKFjABl7OBd3haX6n8lHzN7QVec7Pnu9HXckgeC6p5+yBYSdl9WnS2pe+M+PtBXLk95aOM3+Q0+RrNjR8DwwDDjetcdSpGL3Vh7+232g/q5DHGGBJgAVpaCCDi6YK/V6GiIhV2GABAHhm6r4AVgIUwH0fLnQJeOtn6FzPMgPAAHluXzl3P8zP/4l//uUn8IY/vR37T5idyyXGosGzlWw0J3xvGd34udi8SbCA4fWAEMjrhtg08loesv/33zjQ7yUAOPfdkTcJFojo51nfkMH/ACIZLGCcecHehwWw6HPIsIiIiO8ueRHwznuAF/4acOnLgOmrgN3PAW79eeC/3g7c9MP9XqGIiIiIiESQggVEREQSaM7lgwXGsIAPfuFxfPcffRXtdjSS6UPR4AtJqjYU4fsl4GKK3ZujOTHFRN4xmbAQ82ABciLCqFNBCm1fl/DkSRWLiUi4vvTo8Y4/Hwc/lfmkq2ABGzhGs/qWuMNT/E4KFlhrkTsfsO18v9yloWVdmiTvLzbQrk8BY56H1LHBAjrO/EFOk49N88Z6HAfIc0GHozALsvunbx/CfM0gKNAm5DEGWBJgYeAdz7u430sQEbHKV9t76H2+J/1F5FH3fS0Fh/s+NLoOi5KhcW77ireA307XIg8ensdvfeJB79cpSWAQoh7VRtxewjdMAhRHoGdFgSObeetxuWawPGT/1z/6II6V+EZsv50pTzEK6o/783S/kc/nAQQeLBBqrFKLPw9c/nkUhwwoERFJqFwBuOWdwPf+DfD2LwNv/Ffgue8Giuf1e2UiIiIiIhJRChYQERFJIJNJDaOnJ4Xf/9Q8PvTVfT6vKMIMim1qLjfB1OpnjzmDYAGimGLPVoPXjyizQoiYT8s1mIhg2uwhIhJ14w7XPNlyHcxBE09t4KUQzS2YBAscM39DW5FhYhXyfD/qFpHlJ0fHaLJaLLCTsvpUEF1dbHl7ATZ4TsEC3rXbQIsLsVteLH3pdIxDjNhgAQ8TSu87OGe8rxXIyaNAcoMFXrF3K1521ZZ+L6MvrL7/KSJ9c8Cdpgvkp5xZfH/6076vpQDuWVLJjWbTds+GJrjtKyfP/qNfDXm//tEH0GgpVaAnbIh6dijWnZNmz8EVLBA4OlggJqF3AYfs91u53sTXHz+58YYBa59OkUlkUL/f8kV+n+qs36vonyZ/DDWQDmAhIiIiIiIiIiIi/aVgARERkQSac/kp72PLmnl/7aMPwE3KCJAG38RcARksEOPinA0ZFVP0XpB/wSR/LEdVIicsGBQujDkKFhARO7HBArMooK3bOlbwcibYLkzzO5WOeHhHS5EF9jXyfD8OSuy0zBgVQMcCG2jXp8mRi622txfIkU3q9fnOo0mld2xoBYCaa0nDNxss4GFC6RcenTHe1wpNk1DOgTj3qhlzHAe/+/pr+r0MERG7XPBsepe3Z/4dg/B3+nLB4b4PFxDze/tD49z2VW9NqauvCpqtNr71ZLDTk61iEiwQY/Muv/4RD9cD0iPy+jQ216YBh+xHwX2H+h+mdyZYwOh5ejbm37l+y+b5z/lq9L5zje8YsiEnbhaKyhMRERERERERERupAl1ERMQSTDFuyYdJDfc/Fa8H3sbYBg8AVXLqmtWPIbNDgEMmuBPFFK+6dju5oOgyCxaIeVPb4CZ6lyLKASxERKT/NoELFjjpGhQsSiR5CZlyhzbzO5WPGr+ftcgCezZIrBf9bq6kp2XGrAA68tjm7z4FjKW8HqhssABcYFHBYp4YBAvEZirkRsigw1EPIXYf/MLjxvtaoWEQYEHeO7NJLqNJhyIivtr9XHqXSWceb0x/ytdlFMA9Syqz12BRMzTBbV85cfYfHYOnYqvDzu85NIdaw2PwWZIsJitYwI/n4BIA8rohNtemmRyQItcas8DOD36x/9e87dMf+Xnw0+ZjH9QfBDb8P+BggVAHcbS4Yyg2n0UiIiIiIiIiIiIkBQuIiIgkUAtpunFkDCsLrF/7x1/zc0nRZRIs4Ma82dtPjkMX8zPFFBdMDJMLiq68Y1IIEfPiw8EivcuYh2aPbo6V/J1OJSJiYsLhiglPgm3OlKjyUjLnpjJ8MX/5mId3tBRZYF8NYGJav8PGyiDPK+tcGIpsgG3KzfbnOsBzja/JFD8da94YBAtY0/CdH6M2HyGbAWWZJv/vzprjTERE+u+SlwADBXq3H838O4Z9+/53MQzuvIu+Bosak2CB0+EAfvQOfv3xk95fJEnIQEUMxDtYYN7l1z8CBQsEjrw+jc01g8mz8NpcMGux2JmAGbOgfgULrMGG/wccLBAq8rOojkxACxEREREREREREekvBQuIiIgk1Dw5rWH15LZqo+XncqKLLbYBX+jQ7+mkgWObR4jpp6mUPf/yzAohYh5iwRYtYG3IiR8eOqxmJRHpv03gPotOuQoWEMAFgMI0t1P5aBBLiTcyTKwK+4pRS2zRfcwmq0Ue25Tbp4Lo9qopobScwXeXggW8MQhLrLmWTGIjgwVW3/cSAhuOghg1CYmISPTlCsANb6V3G3fKeFP6k/4sAQ1kHe6ZWZkM/46coXFu+3bT03WkxysRYZ919inMzi8mwR26HggB28wbp2tT9ll4DO91zFYMAvJ91D79RWAW1G/fvVzP2Gf0tdlAluGF8W3KJncM1Vfdv7CnOkVERERERERERJJOwQIiIiIJxU5rGO0wqWHXz3+s7w+RA2dQhF8F1+zt2J4swE5pSGiTUiInLOSL9C5jARR3feU7x31/TRER1rjDFROeVLCANbycCrouFCzghwZ3flENoBmy300SdNF9DAugI41tyu1Tk4fXXAGzYIFkXh/6hmzcANYWTMcWeb25dN+r35/GMUWGoyy6abT1eFJERPx0yzuB7DC9249kPubLlPIR8M+ROl2DPe+yKc9rCc0gGSwAAJWT/q9DesM+61z2+/To0fhd/zeRwYLLPas1+T0WEnl96iWM7CVXbDHe10gCnoW/4He+iM89fKxv738m7DIPg9qUbMyfpwdhsMhtXz0VyDLOCLVahvwsWnQzAS1ERERERERERESkv1S5IyIiklDz4IqsujXzXvNrn8LnHurfQ+TAsVM8AFRdS4rw/ZLjpgSiFr9iCj/kkjhhgS1aADAG/4MFPvjFx/EbH3sAtQY3VUpExC8DaGDE4YpXT0LBArbwFDKlYAF/kAX2FbI4vRdPHO/vZLwSuOC5pJ6zB4Zsyu3XdcDBUx4bLRQsED6DYIEaYjQVcj157l5EzmmaBf4JHY7ipUFI4sv6YFUR6a/hSeBpP0LvVnQW8Ob0f3h/e/KeDgAsYO05/dufc6HntYRmaILfx0OwgOeQs6RbJO85DJy7R/CO//ttnxcTDvY+x2gAodayCnndUPdwbfrd1+8w3tdIjgwWiOF9tePlOv7rR76F/Sf687vSPv09YBbU35+AzkiLWLCACdc0HLLF1WR4+SwSERERERERERGJMgULiIiIJNS8ywULjK4zteUtH7oTx8t1r0uKpkU+WKAC/xuNYo2e0hC/6Sd+oAsh0gNAKuan8wMFIMWl/HcLOfHqT7/0BH79ow8E8toiIhvZBP6776RLfr+KvQrkRMPqKaBp6bm7KfKcvxrA+X6/A45KLllgm9Bz9kC0mkC7ye2TJYMgfPKt/R6LiNlCe0DHmldk4wZgUdM3GSwAAKMBBNklAhmOUj99jKnNPFlcdYSKSNCe8RNYcPkArh/OfNzzOUDBYNJ5yV17Tn/D+Zs8rSNURsECJwAobKYvyEDFZjqPv/jyE3jn334bDx/1fk22aSj8psz5Dr9j6xk1+D0WEhl85+XadOd4yI3k7PVnTEMUK4st/Mw/3NOX9z5zPZE3CupX7cYag+Q5R3U20JSfUE8NyGcji6uCBXQeIyIiIiIiIiIituC6eERERMQac+CCBTZq5r3hvZ/Gvt+6zcuSookstgGAmoIFVmKbR2JaTMHYMprHkfmVBTR5kIUQfZpS6ivHAfJFoHK8512KKAe2nI98/Um85MoteNbFmwN7DxGRTsYdk2ABg6nPYh0XLlCY5ndcmAHGQp7cFVWuCzT6HyzQb+wkPyyWgHYLSKWDWVCSkA25AIBsf64Fem0oOV6u43MPHcO9h+ZwYmERe7aO4vrzN+HmMYPvLgULeGNwfNVdSyaxmQQLOBXMuN4a+o7N1/Chr+7D39zxJE5VGrhq+xhec912fO9N5yGftfQzkwywqLmWhFeIiEi0DI3jM8XvxivnPkLtNupU8LbMJ/C7ze8xfusC+DCnBaw9p49Vo9rQOL9P9aSHN1RAjSfkfY//fKSEX7vLvyDm6dHwr2HZ+xwjDh80LyQyWMDLtakTdowZ+yy8Ft9n4Xc8cRLHy3VMFsK9P9o+3dROB/UDQDbkoIk4YIMF3NbSPTp2oEQUkZ9Fi6vKq2N0tiYiIiIiIiIiIrIuBQuIiIgkFD+pYeOJLY1WG9l0zCeor0YW27RcZ83DxcTLkc0jMS6m6NWV28fWBAvQhRC2TFcYLFLBAhuFnHj1kdufVLCAiIRuk0GwwCkoWEBODwka2cLvWD6qYIEzWotLhZGEqoUNkWXXoMB2sWzUuCurGEyURya6BdH/fvdT+OV/vQ+zlXPXNx+75zAA4HWX5fC/2BdUsIA35BQ2wNtUyEgx+Hwa8zCt2HVd/OmXHsf/+PhDK35+76E53HtoDr/67w/g737kZjxtt8F036gLcfKoxFesmmVFJLYe3f1GzH/rnzDqcOFKb01/Av/ZugH3u7uM3rdg0JBsdA0WJUMG5zSVEwDMGvICHJKcDOSzzhOL0Q7EetoF4/j6E+sHVZTo5+AKFgiczdcNbLN1zEP273pyFi/YYxB260H79PdAjg3qB+x5pu6nfJHfp3oqUsECxucGLe4YsiaAU0REREREREREZBXLOv9ERESkV3PuMLV93mls+KD2kR6nF8ZKgytAW5peqkLZFdgHzGemn1psOLe2KCvnsMEC/ZlS6jtyIkLQwQL/cf+RQF9fRKSTCfCFhCdcBQvI6Xl9hSl+x9JRv5cSX2RxPQBU4H8xar+vIMowaGpJQCBYKAwmyiMbzWuBv/zKE/jxv/n2ilCB5f71IYN7BgoW8Ia8pwHErHljPQbBAqMeppS+92MPrgkVWO31f3I7HnjKws9OukFIRfkiIhKMxkARf958Gb3fiFPFPw/8Mt6e/jek0Kb3L4A/5yqZXINFyeA4v8+ZYIF+XwAn0SJ3nuv3fQ+/A4b27tj4XH8eXLDAiIIFgkcGK9Y9XDcMDYQcjpEjn4U3KkCLfC4cIX/4+e+E/p7t013kdFA/EOmAzr4hn88DWAoWCEioQXTkPYzFVZ9FyjoSERERERERERFbKFhAREQkodiCCmDjaQ3/8u1DpsuJLrLRqGpLAb6f2GIKIJHNI3QhhC3TFciJCGMoB7OOZea6NEKJiARlk8N/751SsIDgdEFlwWA6VFnBAmeRxfUAUAsgWCBIuyY2vvZjJ/kBSOQ5eyDIwnoAkSyIfuL4Av7nf6zfVF1HFosuWdxfm/OwKmGLpQFvzRuRYhIs4KGZ6M+//ERP273s/V/CYpNvWIw0MsCirntnnly9Ywzbi9H7HhARiYq/aL0UcwbXNwNOCz+X/Vv83cCvYYdzjNq34PDnXAtuzD/LMwPAAHlvqrL+hPn1rG7iUzgBod0CWnVql6jf93jRFVs23Ia9zzEacKh14rmuwXFoft2wY1PIn7E5g3v1Mb6vdqzE/bf0w5np9HmHmzYPwJ5n6n6KWLBAqJrcMbT6PtmZkAsREREREREREZG4U7CAiIhIQs27w/Q+GxVV3HvIwoJ/NljA1YPpNfImwQIWTvDbAB8sEPPCwzMGi9TmYyEUd9VbrcDfQ0RkuQmDYIETMPh+Feu02i5QmOJ3LHNNElYzmOZdCeKcP8CuiO++bseG2xhNy0zgOXsgyGtOAEA27/86PPqTLz6OWmOjZmkHZfZYi3GhfSQYBAvU3HPNG7Fu2DIJFgipmeizD1n2PUweZzXXkvCKkP35m27AHb/wfPzrO56Ji6cL/V6OiEgkuXBRwhD+pPly49e4MfUI/mPg5/Ha9OfR60zaAvjrSvq8OIqGxrntKycAAA68n2Sqp49gcM0ZyH0PH924a+Njjw3YL6AKB200WpaFgEWFSeidh+uGUKefA2bPwmMcpNhqh/8hfKaZm3+eno/5zY2AmAQL1GZ9X4YXxkch+Xm0uCZYwPSNRUREREREREREokXBAiIiIgk1Bz5YYAzrF1hfvtXCBjey0aga8SkefZEzKaawu0mpU9FbDuSEBVumK5CFC8UNPodERKLM7VL1vAlc02TVHYj85DAJR7PtAvkikCaPh/LRQNYTSw3+3CKIc/4gy1uvO3/j862SybRMNXz7w6C4PoohY/cemu1pO3ZqpI4zjxoGzRu2TJM3CRaAQdCHgb/66r5Q3ic05HF2ZvJo6M0+Mff8y6cxNRq9YBkRkSj6UOvFOOWah7AUnBp+O/sn+PnM36CXtrVhhw8WWMDKz/Q9cXy+NjTBbV85afxWChLwwCBQsRqDa4Jf+64r1v179toz7bgYRg2PHNU1aCBMggVicByeZfIsPMb3O/oxsf3Me+bp5+m6huqIDP4HAFRP+b6Mvmhxx9DqkJO2kgVERERERERERMQSChYQERFJqHm2mB/AqLN+gfWFmy2clkVO8ohDsU3oDIr5kzj9NOcYTFiwQb5IbT7k1LF3S/QaqUREvBh3uO+9E4hhsbkEotVylyYuFaa5HRUscI5RgX28gj2eceEEbrpg/Wl+ZXKSH4BYT1aLFINjENnu1wKPz5Q9LMaM67q471Bv32X0ZNYYF9pHglHzhiXT5AcKgMM9Atvovpdfvvb4iVDeJzRN7nOspntnIiISsAUM4oPNl3t+nR/LfBQ/nv7nDbcbAfdduODm0F5VqvP6G3dSrxEJdLDA0jmQSbaQuyrgQflEhMVoBCr67XU37MTuzd1D9OcN7nOMoIo7njAPwJB1GITexeq6IW8SLBDfZ+FOoBGpnbXbS/8/j4Q+T/cbGfwPwJ5ggWad2nwRmRV/7kewhoiIiIiIiIiISBAULCAiIpJQc+hebNHN6AaTwtMpCyt5yCYPTQ/uwGRKQ633YooX7iEb6SKg0+PmHD1hwZJjzaBw4S/fcBFedtWWABaz5OApg+YuEZEedKs3GgfXNOll6p5YqjDFba9ggXNMCuxd/wubg2yKcBwHv/Waq9bdpuQaBDep4dsfBo3fyHT/7/Uvdz3lYTHre8aFZONQBwoWCFmSgwUchw463Oi+l3RBNgnFavKoiIjEyvJGx/+v9SKccEc8v+bbM/+OMawf3lUggwU6nRNfe16Reo1IGFo/wG6Nqn8N2+rpI5gEKrr+Pn8K4pZHPpvGb3/P1V3/3ixgfwG/+u8PeFmWdBPitelzL91stJ8nOYOQfeJZeNSsDnsJw2JrKVkg55DP09cJ50y03CjgpLl9ohYsYHoyQAcLrPws0jmIiIiIiIiIiIjYQsECIiIiCTXvGgQLhDS5LVIa3P/mIJqMYi/gKQ037/be3BIFuaROWGCLDwFMpBbwh99/Pf7yLTfiR569G0/fPYHnXroZt17iT7HQx+457MvriIj0apPDBgt4L4wXyxTIoCUFC5xjUGBfCSBMLOhJX9Oj6587lthmbyDWk9UixeAYXK8o+t6Ds+Zr2cCFm70H29AhFgoW8IYNS3SzCKbtp0/YYIEk3vfyQ5M9znTvzCs1MoiIbKyCPP6g+SrPrzPk1PGG9OfW3WbY4Rpmyx3OiffuKFKvEQlD5LOZygnAdY3ONvXd5wH5nBPw/75HUP/5rj9/E/7tHbd0/Lt58MECI9D1QGAMggVMrxvOn+BrIDwL+Fm4nJNP6vN0vzkOMFjk9qnOBrGSs4IM3l2hxQULrA45aeukRERERERERERELJHp9wJERESkP+bAP1Qf22Bym5XP0Mgi/GoATUaxlzMopqjN9bzpzbv5xvQoooMFbJmwMLiJ3+f0RITnXjqF5166ckLzrp//mOcl/fmXn8Avv3yP59cREVmt26nSBBkscAIG361ipbPToQpT62+4WvnY0sl7aNV6EWZQYB/Hc/6N/lOXDQru1fDtE4Pi+vWKoj/38IyHxazPj4+MTtNZ16XjzBtyClvNtknybLDABve9pIsG9zlm3XEmIiKRsXqC8odaL8bL0l/HDalHPL3uc1J344OtV3T9+wK450j0OXFUsaHB7SZQn/flukK3MwiW3/foFspRcg2CBZxqcCkISWdw72N1M2+vvuf6HUb7eWL0LFzBAiZyWOR2ULBAd/niUuhPr04/n4+1dhtoccfQooIFRERERERERETEUql+L0BERET6o4Icmi53KjDqrF9gbeVDtEWu4CZOxTahCXhKwxXbxvCmp5/Pv0cfuR1+V/JOQgshTIIFKif9X8cqjVY78PcQEVniYhO4pslT7khAa5HYGtnCbd+sUUFOVjMpsHf9P+fvd1NEGykssP+71PDtDzLMDgCQ7U8jUrdrfuZWQKfprOuq67PKE3aSvG0N32ywgKMJpTTXNTjOlory1Q8oIiJBayOFty7+NL7evszT61yXenTdRsaCw30XLrgr7+2PD8f0HGzQIPTZ8N6+jY8fQ0M+5wT8v+8R9Hnff3nOhWt+Nm8QsH8maOzwnMF1uqyPDCMDzK5PL5gcxpXbuetAXxg9C4/v/Q4n5Ku52cq57+A8G9Tv0/P0mRIX3BgL7DP66mwgyzBldGpAhgoAQN1dGSwQ9vEvIiIiIiIiIiISFAULiIiIJJaDeXIq5SjWLz7p1Cwde2SjUdWNaQFYkAYKgEOedpJTGn7upZfhuvOK3HtETI4uhLAkxMKk+DCEiQjf9X++goePqFlORPzV6VxpFBVknRb1Oidcg0JFsdLZQ6owxe9cPubrWmLLpMA+gMbboMsReyl4LJHXh5qs5hODqX39ChnzI3uLPs7qJXUReUE2b6wulo49MlhgZIP7XtJBqwG43IdDTffOPNOnoohI7+ZRwPcv/gJ+r/kaOmz7jJzTwHWpR7v+fQFcE3IZK8O2XrF3q9G6+m5ogt+nchKKFwqZSaBizALHnn3J5jU/K7GhdjgXNPaxew57XpOsYnDvw+T69P/92NPpfXyRHQKcNLeP7qv1bGHx3PMTOqjfp3DOTz1w1JfXiRQ6WCDY5/OhnB2YfBYhs+LPrq7IRURERERERETEEgoWEBERSbA5l5vWMOYsrPv37R6eocUufICcHlmFJc3efnIcIEdOVq5zxRRDAxn8vx97Bt79Um+Th/qJDxboTzOR79iiBSCUYIEHDs/jrR+6E+V6M/D3EpFk2+TwISanQH6viv0K0/w+ZQuLIU0YFNhXYMl52Cr8JHkVQPuCvOYE4FtRNKvdy0X/BujmDrdt9Hsqp5EF0yYTISONDBYY3eC+l3TQ5D/DrDvOREQk8prI4Pea34PvWXwPHm9vMXqNm1MPdv27gsN9H5ZWBQvs3lwwWlPfGQULnDB6KzXxeWB03yNezzqv3D6GoYGVTd3z4J6BA+eCxr795Kwfy5LlDJp52euG29/9fEwW+nTshvAsPMmW15fkUed29ukeWq3BhUPHAvuMvjYbyDJC1SKDKQDUV30W9RLgKyIiIiIiIiIiEgeZjTcRERERW7FFFaNYv8D6zn0n8V3XbENxaOXDtYV6Ex/8wmP4+H1H8J1j5a7775oYwkd/4lko5CJyitJu0wXScZviEZrcGFCb6317gykN6ZSDH731Qrz6uu246Tc+Q+8fpk4lcHywQLwKu7oiGz0AANWTXf/KcfwbaHpotoqf/Nu78GdvusGfFxSRxOv08TQOPljgpKtgAVly9phSsIA5ssC+7Tqow7KJ3qfxk+RVAO0Lg+L6foWMtXw40V49nbUn9RIwwDeFCBQskCODBchpwwKgEXyDkKwVu+BWEZGQbNTodZd7EW5b/B/4xcxH8AMZ7hnCzakHuv5dAdz34cKqsK1UKqYNakPj/D7Vk3AMHgHqq88DgzC7mhuv50+FXAY//9LL8N//9f6zP6sgh6abQsZp9/w6o87SPaKP3XsYf+D7KhPOaEp4b/fffuiZF+AXXnZ5/z9L86Nc43Wdfy6QVK328mABsjHclqD+IAwWue1DCP5nGJ0bNMlgCgCLKq8WERERERERERFLpfq9ABEREemfOZcrzB/bYHLbR+85jGt+7VO47f1fwke+vh/3HZrDR+95Clf8yifx/s9+Z91QAQDYd6KCK3/lk/inbx2k1hUYk+kJMSu2CU1+lNveQ5NS2olfEV4aLWQdctJBpj9TSn2XzvDhAusULvhdYPjpB4+iXG/6+6IiIsuMO/x3noIFZA2jYIFj/q8jjsgC+6Ugsfidb/ZyikxPklcBtD/YJo9Mvrf/oAFotzufbDOn4GX2OAN0rHlBNn1bF5xCXmvmnAZybJNC0pGBnICCBUREpL+qyOOXmm/FUy7XFH+t82iXKckuhslwIqOwrSgamuD3qZyI4RV1zC2u/2y3kwri96zzB552/qqfOJgnAxSXB+x/8ZEZH1YlZwUQSHbLRRN45L0vxS+9fE//QwUAOtjOJGR/I7smyNDQmHjk6Lkak7xDBvVn/fl3EsPyg40NbuK2b1SMfpd75YTxL9kkWMC17F6ZiIiIiIiIiIjIaQoWEBERSTC+oKK3aZ73PzWPX/zn+/DyD3wZ7/i/36bX9a6/vxvv+8+H6f18R04vBeJZbBOKHBks4KGYIpSHzl6t6rzJgSyCAICMRccaW7hQORnMOrp464fuDPX9RCRZxh2+WfIkFCwgqxSm+H3KR/xfRxyRBfbVgM730xEogC6xzS0BFEAnEhto18dJay0fUryMmqg8BM8lHnl81VzLGr7ZEDv0fu9LTjMoyq/bdpyFYMemlZ+do4NqbBAR6cTtOfLKwdfae6jXHnBauC716JqfD6KOtMOdJ5fdVef0fqflhmWQC2cAAFRO+L8OWR8bZgf/732E8diuU2P5vIeA/Tf+xR2e1yTLGIT517s0844PD+Dh974EH/mhmzGQiVDZY4gh+9284uptvr9mFLz9w988+8+DHUN+1pHt3320yGOfzwNAbdb3ZZjq/bxvmZbBPQzbQjhFREREREREREROi9AddhEREQmbl4KKoH3gs9/B6z/4NbS6TEQMhUGwQFCNRrEXYjFFBHqyaEYTEfvYUOQ7tnCheiqYdXRxxxMnUVlshvqeImKnTnXi4zAIFnDX/159x3Mvol9T+uvGXQZFfADcMwdVJgfki9zO5WNG72kdssC+6gZzvv+sizcH8rqMsktO8NIUeX+wk76y/Ztu6sf1eYkMOASgEAsvyOaNum2T5E2CBUK892UFg0a12umi/DjkQgZl7w7u2PxvL7hkxZ/f/IxdPq5GRCSZbieDBQDg6akH1vysAP670ChsK4oyA3yodOWkUTj0vhM6RzPW4P7d1d0s2paUknkN2G+22n4uJ9kMggVqXa5P7/iF5yOXSXtdkf9CDNnv5sZdBoEvBvwInuz5vdoumsvuR+XZZ+o2PU/3m0mwQHXW92WcEcotAoPPokVkAliIiIiIiIiIiIhI/9nxNEhERETgGDxqmwcXLDCCChyEV0Tx9SdO4k+/9Hho77eGyRQPTV3rLMRiinw2gsUkG8ihwe+UsSjEgp1stE7Rwkuu2OJtLV3cfWAukNcVEdnkcI25bdfB3AbncFdu55vopL/Gh304hyxMc9uXj3p/TxuQYWLVgJput4z1v8i1xDa3aIq8P5rkdWcfC6LbPhSOl12DJiqFWJgj72tYN4XNJFgAfMhkoplMHrUtwMIAe75+1aoggj1bR2MXzBC39YqI/b7mU7DAiGMQLLD6nDjOH5JsU2LlhNHb/M6nHjHaT8AHKlp0rjZPBiiOOiuvBR45WvZzOclm8My90/XprokhZNIRLXUMMWS/m2ddPIkX7iHvERuYKfFT3039/qfPff47aCPvkM/UswYBlx0MDsSv/mBDbFAxEHr4v++a/LAH3cMQERERERERERFbRfRuu4iIiISBLahIOy6GwRcMe/Fbn3gIB072qaibbDICuk9PSLwQiynSqegX4blY2ZCTY4sgALsmLLDFh9WTXf/q9Tfu9LiYzt7/mUcDeV0RSZbVn/8AMAHuO28Ow2ihexHbSC6DG3cZTJqRWFpxRI2wwQLH/FxKfJHn/BVYFO60Cj01s1kzKsaUVRrkNXa2f9NN211yBl0icIAOsAAULOBFkyv2t+6ehkmwgKNgAYpBg1BNoZz4vpvO6/n+1c27x3HR5sKKnw3nMnjupVNBLE1EJDEOulM46E5S+1ztPIahVc/ITJ6ZLZicE0fV0AS3feWk0UTix2cWDPYSAMBicu97bBTOutooVh5n//itg34uJ9nIa1OgczPvh95ykx+rCUaIIfvdOI6D33j1ldixKfjvGeZekBfv/+x3zv6zUVB/1p/n6a+8epsvrxMp7PN5IFLBAkaHoEE44qKbMXgjERERERERERGR6FOwgIiISIKxBRUAMIbwi3duf9xsgolnBsXRVYsKbnzFFlPUS927ViyUh0FDlk+FEJEwNM5tv07Rwuopfn75Wr8+h0TEepscrlnypDuy7t//8sv3YKKg85FEKpDBAqUjwawjbsgC+1oA5/uvuiYahaklMngOgBq+/dAkrzv7GCzQ8qFovKzjLFzk8VVz106EjDWTYIE+3PeKNYOi/NrpyaONVjiNKFF05fYx/JfnXLjhdkMDafz291yNVIcQgt949ZUYyavBQURkOYdsWf9aaw+1fdZp4frUIyt+VnD450hGYVtRRQcLmN9nf/KEAqCMkIGKVdee+4rzLhkssCpkLMyp7NYjr00X3TTaHUoad03ytQ2hYUP2F0tAu+X7MqZG8vjkTz4b151X9P21lzs6H/zvx+rwArPn6Qb3oTrYPVnYeKO4iViwgBPG7IgWfwzVYdm9MhERERERERERkdMULCAiIpJg8+AfpPZjctvdB2dDf08AdLENAFQ1da0ztpgC7lJBhaVW9+MYTVjIWBQswBYuNCpdJ7tOFnLIpsOoPBAR4XXqxxxngwXQPVjgzc/YhdfesINdltiCDRaonABaBucgtiHP+SsBFNhPjwV/XtdLYabZJHn/p6slTpfz2q4y/WtC8mMandlxZu+1YeDI46vTRMhYMwkW6MN9r1gzCOWs2XacGXrn8y/GT7/okq73MC6aKuD//vDN2Dne+f7t1rFB/PEPXI/pUXua/0REvHLBna9+rc0FCwDA01MPrPhzAfx34YJr0b19OjT4pHHj4LN/+3P44iMzZjv3KKwJ3KFigwUsClBnn4OPogIs+xzxI1xPTmtyTeixvGZgQ/aBwO53DOcy+Icfe0Ygr33Gx+89HOjrA2vDPQZNggV8ep6e7hD2FnsmwQK1Wd+XESryswgAFhUsICIiIiIiIiIillKwgIiISIKxkxoAYMwJf3Lbh29/MvT3BEBPLwWAKiwqCPOTSTFFzaxJKY6P9c2CBewp7vJ7IsLPvvgyD4sREQnXOMhgAXftd+pAJoX/+0NPw3teeQWcUMa6SFSsqG8uTLF7AwvH/VxOPNEF9jEsbO5RyWiSvIIFPCOn9iHbv2vOdpeeCqbVoo4sGm6ae2MdZ+bIafI124qlTYIFoGABCnmMATFtEgpAJp3CO553Mf79x5+JH711N265aAIXTxXwyqu34VdesQcf/fFn4pqdxXVf45aLJvGf/+3WcBYsImKh230IFjB5ZlY2CduKqqEJbvvKCThkAMRyb/yLO/Af9x0x3n8jVvaRk0FQcb7vsbrxl30OnnVaGMK5ptP9J8J/Jm4t8jjsNCH86g3Ojfsu1z0QuKsA73ekUg6evpv8jCaE8fux+j5U3jEIFsha9J3rt8Eiv886z+fDZvSVbRAs0OnzSERERERERERExAaZfi9ARERE+qfsFOh9RpGgIgqDqWtswc3YYEIeRBoU8yepeSTnmAQLWBRiMUhONQKWChdGt3b8q/wA2agkItJH4w4bLLC2QPFf/sst2LPNIMRHIqOQ8+GcsDDN71M+2vX7NDHoAnuLzsFWMWpu0SR578iJ8v28Dmj70mXjoIxBbEK59110nJlpNQC3Re1Sc+PbRNTRQAFwUoDb7nmX0T4Easaawb0z644zjy7bMop3v9T8XH5sMIsfvXU3PviFx31clYhIMjyFSexvT+H81LGe97nKeRzDqGLh9PXTLodvcp83CXWLqiHy3n67iXSDuBbo4Mc+/E386LN3e3qNbmzMFcAid35bdeMbav3qa7fjH7558Oyf58H/ro1iAZXT937uO5Sc55SBI5t56x2et79ib8TvYRo9Cw/2fsdPPP9ifO3xE4G+R5jyULCAr9LZpfsmi8T3coDBAg4cBP5N3OKDBRYVLCAiIiIiIiIiIpZK9XsBIiIi0j8lcJMaALPpK7FFTi8F+IKbV1+7nX6PWMoZFEjX7C3YWd2PkzMphLAqWGATv0/1ZNe/2l606N+NiFiluWrEThZNjDrc+cZJrA0WcO0se06UH7j5PMM9l/23NwoW6L15wlrkOX81ps2QS4WZ6yu7BoW2Fp+zh6ZJNuX2sSD6VMUgEK0D+lhLUOicrwwmya+ewvb251zo12r6I5Wi70eMgr8XlGgGx1ktxlNwxVwv5yIiIv3wtfYeavuM08aNqYfP/vki5ylq/7qbwQmsbD69NupTuNdjEBo8sDjr+W0/+EUF6vSMDlT0P1jACek04AWXT634s0mIB3uvVnpE3vuou2sbeZ9z6Wa/VhOMCD4Lf/qFE3jzM3YF8tp/9bX9aLeDfS6x+rNjEHxTODL+3EcL63MsdOwz+gCDBUJhcq/M1dw2ERERERERERGxk4IFREREEqzk8MECiSqwNpi6ViWLo3OZhJyO5Q2KKRLUPJKHQYNO4oMFuhcuPH33pIfFiIgE5x++cWDFn4vgJxKddNcGC0j8Xb7VbEptdXHZBGajYAF+sqJ1Frnrm0oABfZRyQYxmeSnSfI+YK87+3gdcPeBWV9ep8QeazrOzDS8N3xfd57BtVrUkFMjR5MUqOmDxRr/70vBAsmkMDQRCYNJiAkbLAAAN6ceOPvPFzmHqH2fcLeivaxMp5DLYI/hPYFIGJqgd8nWo9uU6K5OhbZBgztfC+K+x9axcALyLtxcWPHnOYOA/VGs/Pf1+59+FI1Wu8vW0rMm1xDe6ZrhoqmI3xeP6LPw//7yPfjVV14RyGvv/oWPh/q5mXMMnqdnLXqeHoTBIrd9dTaIVRgxOvSa/LCH1SGcIiIiIiIiIiIitkhIJ5uIiIh0suAUNt5olURNaiCnlwIGkzxsTbdfLcQpDU4MRgasLqbOgX+IjUwATW39MsRPNVovWGBwIO1hMSIiwfn6EydX/HnC4RslT3UIFpgaUXFc3OWzZt9dX3ns+Lk/GAULHDV6X2u0W0CLLWy26BxsFXqKPJCoMLDAkOEWyIbTkNHNV5d/7pzGFvKWQP5vULCAGXIiJADUVzVv7NjU3+PNF2ywQJICNX1w/NQcvY+K8kVEJEpu9xAskEET5zvcdfV33G0r/nzd+ZuQSkX/mUZXJsECixEOFuj3AoJAhtlVXf9DoN56ywW+v2Yn50+sDBKYdw2CBVY9B//dTz+CH/qrb9gZOhEm8jiM5TVDiM/CGamUgzc9Y1dgr/+mv7wzsNdeLW/yPD1rEKSaJPkit/06z+c9C+N0qMmHcC7G8fNIRERERERERESkBwoWEBERSbCWk6Efpq6e1GA1ssih7TrxLHQIg9GUBr44PQ5abRefvH9lsaHRhIU+Tir13aDBFMzKyXX/+rarthouRkQkOJ97+NiKP084/HfdSaz9Tt08Ym+jc5IMGoQLPHR4WfHp4CYgleFeoHxs421sZhAkVnHj+fvWS/YWPUUeULCAV64LLJa5fQb4gEA/fenRtcECLDrEQsECZsiJkABQc8/d0/jx510Ui+C+DbHBAkkK1PTBI4dmqO2XjjELjisREYmk1YG+vcgUt+Px9hZqn6ucJzCCCs53jiLrtKh9v+NuP/vPA+kUfum2y6n9I8ckWKA+6/86fGJl7zgZZleF/8+ertxu8IzQwEAmhat3Fs/+ed7gPkenoLEvPDKD/3vHk16WJuT1aS2AgIvAJfRZ+BcfmcHReb5Z28Qg+PscVj1PDwL7jD7IYIEwtPhwCgULiIiIiIiIiIiIrRQsICIikmApx6ELrMecJAULsMU2A2CLo52kFFNHdEqDHxab7Z63bbddvO2v1k5uyCHhwQL5MdCNBRsULvz+G64xXo6ISFBqjZXfGVOYpV/jhBtOIa6Eb8sY/93eXl7wnkoBhWnuBcrcZEXrkEFiwJlzfjtVkEPLJc/JYnLOHlmNCuiZmLn+Bgvc+cT6AV+9KIMNFtBxZsTgM6627DPuHc+7yM/V9A8bLJCkQE0fPHmU+0yoWfw9GkcvuHwaf/wD14fyXom5ByoisXPDrk24vb2H2iftuLgx9RAudg7R7/ed9lKwgOMA737ZZbhkeoR+jUgZGqd3GahHtynRJJwi0lzX8Fmnf1565RaM5MNryrz1ks1n/3neHab3H+3yHPy3P/kwXCuTJ0LS5K5PYxnkb/Gz8I38+91PBfK6q68g8uCbwpEl70ElTYyDBYy+s8mQk4abRlvl1SIiIiIiIiIiYind+RIREUkwxwGQL1L7JKrAmi62ief00lAMFEA3jhs2j4RRpvz5h4/hbR+6Ezf9xqdx6S9/As973+fxrr+/C0+eWP+Y+f++tg+ff3jtND+jYIGsRcECqTTd7IHq+s0L6ZT/R0Kz1XuIhIhIL6acWXqfY25xxZ//+8u54neJLpNvrjWlc4Up7gVKCQ8WWOSvbew+53cMGr41Sd4Tg2Nw6dqqf76x33sBcdnVcRaKJj8xcHnzRi6T9nM1/cPe93K4e0FJx97PULBAMCaH+fOT33rNVfizN92APVsVXCYiyTZZyNHBAgBwc+pBXGQSLOBux/kTQ/i7H3k63nLLBfT+kTPIBwtkF6PTlLiadX3jiwtgw+wqrn/3PcaHB/Drr7rSt9frxX95zoVn/3keQ/T+Y12eg89WGti/wTNAWQfZzBvL64YQn4VHzQc++51Q3ifvmDxP9ydYwHEsDUpjgwVqc0A7mOflofwbJj+LYhlyIiIiIiIiIiIi0iMFC4iIiCRYKuUAg0Vqn2KXSQ1WIqf7xbLIISypFD+pIaJTGn72H+7Gm//yTnzmoWM4VqrDdYHHZxbwT986hJf8/hfxka/v77hfrdHC//yPhzv+ndGEhbRlTW0+T0QIosCj1lSwgIj4a9rhCqnbroPjWBnE8prrtvu5JOkng6+u9uqK98I09wLlI/yb2sRgmnfVxwL7M8LoW+j18CqxRfeWFED3jUnDfJ+DBTphJ4SV2ACL2ryFHT4hMAoWsPC+BhliNwo1CzHyDnc/o+ZaeIxFwG17t9L7vOiKLQGsREQkfhwAX2tfTu/39NT9uCjFBQu4SOED7/gefPannoObLuAb8iMpM0A/+8nWoxssYB2Da3b6vkAXF00V8KG33IjJQrjPsvLZNPLZpVK4Ggaw6HKBaesFjX3ivoTfR/OCvAe3upl301AMmnstehbOmqsaNPz3YtUNzUFwTeEAgIxFQf1BIGuFABeozwWxknC0uGNoEZmAFiIiIiIiIiIiItJ/ChYQERFJsNlKg57c1m1Sg5UaXDG5SZORreH2HeXJYoqINin9/TcOdv27ymILv/jP9+FLj86s+bsHD8+j2mh13C/HTlhIZYC0ZQ+yh8hCyupsIMtYT5J+XUUkHFPOLLX9cYyhhXPFsO95xR4Uh9ScZYuUyYnh6j7bwhS3f+lospt1yfN9AKjAsnCnVUqaJB+uRYPr64Fh/9cRspJLNqq4LaMgkMRr8MECVjZ9k8ECOaeBnEn4H8m15PuXDUpUKGcwto7lMTHc+7/b7cVBjJ/eng2HERGJMsfwDu4MNuE77W3UPlc4+3Gd8yi1j7PpfFy8fTPSKcvuNJOhwVEOFrDkFO0cg6Zl+nqtg597yWX46I8/E3t3FD2/lom/eNONp//JwTy4a+j1gsa+/J21z/6kR+SU8NXXpjfvnvBzNcHJjXDbh/gs/M3P2BXaewXF6Fo9S97r7MKyb+5z2OB/YMPw/9CYfGeTIZyLiEGoiYiIiIiIiIiIiCEFC4iIiCQd+bCw6JQDWkgEkY0LVRVHry+kKQ1RCGv4uX+4Bwv15oqffeqBo123z4EMFrBxugJbuFA5Gcw6RERCNOVwBVjH3OLZf37plVvwxqfv8ndB0lcmpzBrGsFGyGm1zWpkw5xCYRAsULU8WKDMTpJXsIA3iwbX17mC/+sIGX2cATrWTDT5MIbVUyGtwIYcAhhB8EEW//xtbsJxVLHBAlYeYxHgOA5ef+POnrd/3Q29bysiEicmYSlnnid8rb2H2i/luDgvRTYZb76U2z4uhriG30gHC9gWuFPjp0qXTK7XVnn7cy5EPpveeMOAXHNe8ew/z7lksICToID9MJHXp6uvG95w03l+riY4ZLBdmA3ae7bx18ZRM+gYBAvY+EzdT0bBArO+LwMIqcajSd7DcHUPQ0RERERERERE7KVgAREREUvUmp0noW+IfFg4igWYxX/H0CLXaGTSZBSBHvjwsMX8MW5ye2quhm89ubIY5O/uPNB1e3rCQsbChja2cKEP0xCiEFohIvH1r3etbR6bBvdZdtTdhE1DWbzvtVfjD7//OqRsm3CXcCbfM+32qh+MbOFfpHSE38cW5Pk+AFTdeJ6HOT0eYPRkQsMwMDlt0aBhYcCCYAFXwQKhICdCApZOk2cbOxBOM9G7/v5uHDjJfw9FTZ5s7LDyGIuId77gYlw8tfF3xBXbRvFfnnvh2T+bTvcWEbHFcC4DALidDBYwMnlJ8O/RDzYFC9j2+NPgORt9XyCChgYy+JMfvB4AUAL3v2cU3c/RrTs+wkRen66+brh0esTP1QQnws86i4Pxb5Bmg+2QGdTD3Y3ki/w+fXhG75tmjdp8UeGIIiIiIiIiIiJiMQULiIiIWKLRWt1V1KPBIrV5zmliEHxxeiyRE0zj2mQUmhwZLBDzJqV7D/U+CSaHBvfiGe8TYyJncJzbPs5FCyKSON/YdxI/+Xd3rfqpiylnlnqdXbt245u/9EJ89/U7em4SlvgwaepaM0lvZCv/xqXD/D62IM/3AaAaQEOkG6HKdHqSfIzDwCJhsczvM8BNWwwDewjTxxmgY81Eg5sICQA118Kmb5NggXWaifz0U39/N9rt6HwHmGCDEjXtLzi5TBp/8eYb8bQLut9feeZFk/jTN96AbDr8x8O6fBGRqMpllqaq396+PPg323xZ8O/RD0Pcvf1sfTaYdfgg3mdmHdR6f051BtuIH1UvumILfvpFl2CeDEoII2QscVyXbuatr2rmzaRjcjI5RAYLVE4Gs44OYn7pCcAgWCBr4fN0v7FhGEBkntEbHdIt8h6GggVERERERERERMRiChYQERGxhPF0KYOHhUUkpKiCLMI3aTJKVFFtngwWMGwciUqj5f/6j4dX/Hm9h9vshD9kLAyxYD+LmlWjRhkvGk0Lqm5EJHS1Rgs/8w/3rGm6HEUFg+Tnf358O1KpaHzPif98OYUpTPP7lI748MYxZRAsUIGF52HL0JMJ1eztTd0kWGDjadRRVzIKFij5vxDbkY0bgKUF0ybBAiE1E92x7yT+8VsHQ3mvoOTJoMTVk0fFXzvHh/A3P3wz/td378VtV23FeeND2DUxhJfv3Yr3vfZq/PXbbsK2Yn+aayKUoyQi0tEJjOHh9o5g32TzpcG+fr8MTVCbZ+qnYGELfzQZXLPbEiwAAO943sUYKU5S+4yt8wxc5zOGmvzAgtWhd7G5I06HqIcXLBClYNNera5/YZ+n+BksEJHyA/9FKFjAuN6JQX4eLSIT0EJERERERERERET6T3e/REREki5fpHcZcxZw2OUKhbxqtV2kw26ko4MF7G4y8ixHBgvUktOklCML8ZHJB7OQfjItXAhx2sRDR+bxtN3hfvaJSPzddWAWTxxfW5C62ZmlX6s5OOXDisQma+pBR7byL1I67MtaYmmRbxytufE85+/1Sopu+K6Xlg5Ea6trA2ZwDNoQLFB2TYIFknN96BuDYAErm75NggXAB8+Y+vwjM3jtDTtDez+/sRMjrTzGIiaVcvC6G3fidTfG97gSEQmTu6zB/fb25bg0FWDoz+TFwb12Pw1xjbQpt4kiypjFSEALMhfHxtt1GTxnmze5XouwKy88D7ir9+1HnfCuBRKjyYeErw69i0qo/IbIz0PU5oBWE0gHX74Z9KdbrdFCPpsO9D3Y608/n6eH0vTeDybP52uzvi/DhNF3NhksUHd1D0NEREREREREROyV6vcCRERExB/Gz9MNHhYWHYOpih41Wu3Q35OdYLp6eoKskieDBerzQLsP/90Dst7DbT5YIJ4Nbetii20AoBLeJA8A+Ns7D4T6fiJih/sOzXX8+bTDT3VpDBtMoxerrTm7GN4MOOTtvtIRv5YTP4v8dU0ZFgY8LVNyycmE7SYdyCbLLJb4fXIWBAuwARbAUoiFcBoKFgBgFiwQYjPRx+6Jd8BPnpwYqXtn0eOGNDE6Lr1gIhJvXpv+vta+wqeVdDCy1ei8JBaGN9O7bHNOBLAQ7yyLFTAKaCuDvC8QcdnhIrX9CCpw0PnZZFjnTdYhG3kBoL7q2jQ2p5IRbtK+eCrY+0lfezz4z/UcGyyQ9e/zbDgXbGhC3wwMAyky2KI6G8hSQrlmbHGfR4ua2SYiIiIiIiIiIhZTsICIiIgljJ+zDRbpXcZgMFXRo8W+BAtwDTJV8M3e1qbbd5IjgwXgGjV7xVHOYYMFLGxoMym2qfJNuV48NaumORHhvfdjD3b8+RRm6ddqDE55XI1EmS+Tt9IZYJg8Tkrxbmj0pM6da7Zdx+icP07U8B2yRfLa2klZcS1AB1gAOs5MNLlggaabQgsWFsqbBAv04b5XXLETI60MrxARkcjw2vT79fZlPq2kg8lLgnvtfhvdTu+yNarBArb1jde4YIGSO4i2xzKy510WsfuX+SK1edpxMQw+pE3WYRBIWUd2xZ9jE1I1aBCiHtKzzosCDhao1FuBvj4ADIIMqcj6cw8tk3Jw8+4JX14rchyHf0Yf8vN5X5FBJ4urPotERERERERERERsomABERGRpDNo5h1zwm/2bjRDDhZwXaDBTairWN5k5FmeDRaA0TSVqDpV6R4ewBbi+1UIESkxCBawraZQRPpr2uE/w5rD0wGsROKsY8H7yBbuRUpHfFlLLJEhVgvII4gZaWE0LvRagF1yTYIF7DlnDx0ZboGBkRhV03dXMgqw0HFGI4MFrG34HhgB+9k96nD3g5JMwQIiIhJ3y8OfT2EUD7bPC+aNNl8azOtGwdgOepdtEQ0WsO4hAHkdZXSttspV2/lgr0AZBY11vh6wLngiLGQjLwDU3JXXDbEJ6h8yCBaonPR/HR34EmobstWBQfk+BfVfPD2CfNbCIMYzYhosYPSZTH4erQ45ERERERERERERsYmCBURERJKOnNQAAGN9mNx2ZD7k6RDNGtgKoqrLF0fH8Bm+uZxBMRE5TSWqKovNdf8+h/4UQkSKUbBAOMU2Z9zxRLjvJyJ2m3Jmqe3broPzztsVyFokGnw7LRzZym1fOuzXO8cPOS0+CUFiZTV8h4s8BjEwHMw6QlbDAJou+WiiXgpmMTYjp0Ja2/CdStFBh6N9uO8VS65LN3bUVJQvIiLreNlVXFDea69f1dBu2PQ7kD53bnp7+3KzF9mIzcECo9vpXaIaLLC6iTX2yGdsJXfI09ulHOAFl0csGNUkWEBBY/5qctemQIybeQcNggVCftYZZ3xQv7fPtDPWnG/Yhg4WmA1kGaGUzdDBApmAFiIiIiIiIiIiItJ/ChYQERFJOoOCih+8ehSFXLgP0R4+EnITAVmADwC1BDQaeUIW8gOwpknpk/evPwl4gA4WsPBYMwoWCH8iwu2PR7PgUUTiZ9rhPsNOYBRjw96nholtOhS8j3CNGCgdSe7INbJRueza/ztYgkHBrSVhYH2xSF7n5grBrCN0Dh9ioWABnqawnUPe+1IjUY+afAjo6smjIiIiy11JTjq/aof3yeiOA4zkzz3v+lp7j+fX7GjS4mCB/CgdLB3ZYAHbbo+Qz9iM7gks88PP2u3L76WvDAL2uwWN2XZ4hIa8NgU6BN/FJah/yCBYoGJHsEC10fL/RVf90g2CPJay3oP6b9o1jjc/Y5fn14k09nOyD8/nfdMi75W5Ft8rExERERERERGRxFOwgIiIiCWMixnSGSDHNXyfN7SI23/h+fiVV+zBa67bjqt3FvHKq7fhws3BTU/8+uMhP1Rv8EXkVYPpfnGpg/AFeZwBsKZJ6d6D6//vyJET/pDxXggROfki6N+IPhQuvPuf7oVrXXWhiPTDZmeW2v6oaxDAIrHyAzefT+/zzIsm1/5wZCv3Iq3FeBcDekFOi19AfM/BHKe386ySSXiCGr7NkccgBoK75vbC5PRYwQIhIKdCWt3wzQYLQMECPTEI5awb3DsTEZHkeM4lU0j1eIs4m3bwrIs3e35P1135fO3r7cvRdgN4crPZ4mABABjbTm2+NaLBAo12u99L8Bf5jM3onsBpr7h6G/7bCy8x3j8wBgH7Yw55rS7rM7luWHV92uNtrf4zClG3I1jgNz/+oO+vufp2E/883XtI7P/5/muR6vXkJK7Y4zYizxKMntaTQSeLNodwioiIiIiIiIhI4oU7alhERESiabDITa2onkIhl8FbbrlgzV/tO76AF/zOF9Bs+9t464Y9B8KgyKHqWjhF3k95g2ABcppKVP3FV55Y9+9zWOReMGPhsZZKLX0WMcUIfZji8cTxBRyeq2Fb0f6JxSISrGlwxVfH3GIwC5HIuGIbf660eaRDo/vIFv7NS0fMJmrF3WKZ2rwSULBAlCKLjKYTWnLO3hd17hjEQCGYdfRByR3kcsUsCZ0LVYObJm91sTQ5fW9UjUS98WPyqPTdYDbd7yWIiJy1Z9sofvTWC/FHn39sw21/8gWX4IJJf4K3lgfJzqGAB93zcIWz35fXBrB0LjLsPQQh0sZ2AMce6HnzbRENFvjO0TKmOt1riav6HLU5e09gMJvGnm2j+OFnXYCXXEkGXYbFIFigW9DYN/dHo5k2doyuG1Zen8amrdsoWMCO4+rEwiKeOL7g23dzJ4Mgj6Xsyme5b37GLnzoq/t63v3CzcN2fSd0E5FggV6DcT0hP4/qNt8rExERERERERGRxEv1ewEiIiLiD08DtOmHhbNd/2rX5DD+5I3XY2LY30Lh0AeEN/jpdFUYNHvHZsSCD3IGwQI1rugprvIIf8JCJPlcuLBlNJhij2+oeExEPHMx5cxSexx1DYoSJVaGBvimrnank+QRg0Lu0mF+HxuQ0+LLbrwLSadHN75eKZtMJ9QkeXPkMWhVsAAbYqHjjNfkggWsbvgmm4m6NRLJKk0+lLPmWnycxdTUaL6ncwSvEnQHVEQ8+skXXIyXXbV+YN53X7cDP/rs3b68n+OsDXu7o32ZL6991uZL7X8WNLqd2nwLTiKFdkCLMffP3z7U7yX4iwxoK7m9X6fd/u7n475ffTH+8e3PiG6oALAUaE3qFjTW8jlUPzFMrhtWXZ+G0nDsh3SWfx7ehxD1oPz5lx/39fVW3/rOs0H9q4IFrtzO3Rt41sWWhwKdwT6fb9WNhnT0nesurZ3QKYTzB55+vl8rEhERERERERER6SsFC4iIiCRYLnP6VICc3LZRM+/zLpvGp951K37w5vNxyXQBKWepUerGXZvwa991hVGzb+i1GosmwQIqjl5X3iBYICHNIzm2ECITfMF3XwySk5I3+Cz6xdsu97CY7v70i/4WxohI8oygiiGHK2A6hmIwi5HIMKmP7XiKPDLNv1DpCL+PDchzzQqCCRYIqzT6qh6KZ8swCBbQJHlzi2Vu+4Hgpr6FjQ6xSMi1oa/YYAGbG77ZYAFHwQI9aXDHGKBpf1HVyzmCV2rDE5Fe5TJp/OH3X48/+L7rcMW2UWRSS1dMA+kU9u4Yw5+98Qa873VXI5NeW+pi+lmzunHx622f7ytPXuLv60XR2A5q84zTxhSiF+D7zSejtyZjrktfRzEBcFvG8kinYtDsbRB6rqAxn5ETwoG11w0xONLOoUPU7QkW+PDtTwb46q7nYIGnXTCObLr3o+mWiya594srgwCWjZ7Rh4EeTNJuAi4XarToZtb87JlJOS5ERERERERERMR6a+9+iYiISCy5BiVTe7adLqZgH3DXZjfcZHx4AL/+qiuXNm+0kE2nzhaYfPALfFOuSz8Z9KhhECzgWtrs7ZeBESyVfhD/Lev2Nyml0MaA0+J2ysR7Wm5XdLHN+kULV+8omq9FRCRAUw5fdHXMJT8jJYb4EtmO58gjBlPiSof5fWxATosvu8Gcg4V1pfP8y6fx6QePrbtNHQOouxnknGbvL5yAc/bAsMECuUIw6/DI5H4EHWKh44xHTo+zuuGbDRYA9/2QWD5MHpVoeOPTd214jiAiErbb9m7FbXu3ot5s4dCpKnZsGsJAxv+5GQ7WXlt/o32pv2+y2efXiyIyWAAAtjkncMSdCGAxHtiUhLO4ALjcs6d5NgAuDrL5pWdqRPCagsZ8ZjDZfHXwnUkga98MbgJm9/e+fcWeYAG/Lb/fNIAm0g75IZ1Z+Zm2c3wIP/G8i/G+Tz2y4a4v3DONF1w+xb1fXLHP54GlZ/Sj23xdRuC/5j6EnEyP5nD+eO8hPCIiIiIiIiIiIlHm/5NXERER6Q+DYpfcmSIsNoWcTCDPZ9MrplaYTLAIvZbHoMihalAcHac6CM9SKSA3wu2TgOmnA2jwO2UsDbHwOVjgvIkh7N3h/9Q9k8YpEZHlppxZep9jbtH3dUi0+FYgOzQJOGlun9IRn948Zsim7griHe70+ht29rSdGr5DRIZbYGD9YIHQA/k8KLMNK+SkTQFdMG11wzcZLJB3GsixkxCTqNF7c9YZVh9nMfbsSzbje2/q7TzBVKLugYqIr3KZNHZvLvQUKmB6Prx6r+MYw2Ntg9C+bjZf5t9rRZVhsIAEyOBavQRLmyUVNNZfBmH+q5t5nTidTQ6Nc9tXZwNZRieXbSGf00dI3uQaPbv2Xu6PPefCDQMDLp4q4DdfcxWcWCVaeGAaLBA3BsECi6s+i977qquQMqh1EhERERERERERiSIFC4iIiCTY2Yfw7MPC2jzQJiesL39fg2dt7bAbJIyCBSxt9vZTbpTbPgFNSjmjYIF4N7V1xRbbVE4CG3w2/NVbbvKwIBGRYEyDL7o66hoUd0msmJSjdfwaTKWAkS3cC5UOG7x7zLWa1LQ6AFhgG+4jpteix5JLNhKo4duMwTG4cbCAh/WErEQHWJTi9T8wCshp8rVVxdJWIRuJAGAE/H2hpKnX+IarmmvxcRZzv/KKK/Bjt14I9UiISCJ1OM28s32pf68/eYl/rxVVo9vpXbZGMFjAqisOg+Bu+n5AXLDBAg7fCC/rMDgWV9+Di1V/9yAbLHAymHV0MD0ar+fLy28DGYX/Zdfee8qmU/jTN96A//XdezE1srK2Y2ggjZ94/sX46E88E5OFBNV9GAULzPq+DBY9CKDFBwssDzl51TXb8MI90/RriIiIiIiIiIiIRFWm3wsQERERf3gqdskX+XerzfFNwKelDJ7+nyiHPCnOYHpCzeWnrsWqEMIP+VGAqR8xKDaJG78mLFiBLVxo1ZdCQAa6F7ttGvZ/GqL6mUTEqymHDxY45hb9X4hEiskEpK7FcyNbgPlDvb9Q6Qj93rG3WKZ3WXCTUVBaZhu+E3DOHgiDYxADw+v+db9OU03Oj8sueZy1G0tBDB2KwqULcpp83eCeRmyYBAs4FRx3+f2S5MCxk7iI3KcGi4+zmMtn0/j5l16Gl121BR+79zA++IXH+70kERGa6WThTqezd7YvwxvweU/rAQBkh4Cxnd5fJ+pGt2EpMrH3i4NtUQwWsOnmv0FwNx0AFxfk9cCYwwdoyTrIY7HuZtdMCY8VkxB16Wj5J/KgY/A8PdP5M81xHLzuxp147Q07cGS+hkeOlnHe+BDOHx9K5jR6ulYIQJV/xrWhoP/VN/lggcVl4Yi/+sor/VyNiIiIiIiIiIhI36X6vQARERHpn7M1ViYp5B4ecpvUdn37yQAeTq7HIFigAr7RyKYapZ7kRrntDQqf4ibnNPidMgoWOCuIwgURkYBNO7PU9m3XwXGosc12JnVzXc8lR7ZyL5TIYAG+SHz1tDS/RO2agJ5QWC8FsxDbmQQL5Arr/nWcmmBKMJiEqWON0+SCBWrLGjesm8zH3osAMAo1E23ksadm6H0ULBB9e3cU8e6XXo7vvem8fi9FRIRmej7cab873Eu9LmfJxEVAKgFlOZkcUJiidnnRjmZAizEXnyuqHhiEANL3A+KCDBYYRfdnxLOVkIPwbUAei/Md7r/FKqh/kAwWaFaXQtRljUOnzv17CSKo33EcbB0bxK2XbMYFk8PJDBUAkvN83iBYoL7sXlkSTudERERERERERCRZdMtLRETEEp76B9jkfABY4IuHz7hsywj/dost4/czYhAsUDUIFnj8eMIK1fNkMX8Cpp/mYBIsYFmTxxlssQ0AVDXJQ0TiZ8rhiq5OYBRNZAJajURFyqBCtt01WGAL90LlI0C7Tb9/rBk0dS+48Q93uu684obblNkABTV7mzEIt8DABsEChkvpB/o4A3SssehggXMN36++dpvfq+kvspEIAEYd/r6QqTiFgiz36XufpPdRsICIiERNt0vxA+4UjrgGjXarbfYpoCAOxnZQm293juPDb3taQIsxs/9EJbbnZmvUZuldjALg4oCcxj3qdL9ev+39X8ZcxeC5XpLV56jNYx9wEfJAB5vdfWD27D+bBQvE/FgKi8E9kygEC9Bf1y0+WGBx2XM5k+c3IiIiIiIiIiIiUaZgARERkQQ7++xrmJsiAgBYOGb8vi/fG4MCdYPJAMsTy3v1qQcSNh02R4ZKkMUmcZQzKYTIxL+praOYTESwpa5QRPpnypmltj/mFgNZh0SLSV1a12J3Nlig3QQqJ/gFxJlJsADifw720y/auKml02S4ddXtDwMLRJ0/BjcMFojReWrJNQkW0LHWM9elgwWW39PYXjT47xNlJsEC60wp9dvf3XkgtPfyk0ljR91VsICIiATH9Hy4824O7mz7EAowmaBggdHt3PZzh/DMiydx36++GM+6eDKYNRn48Nf58KRIMrh+sjdYgLseWO9a4NBsFb/60fu9rihZyBD5Tsehgxg19JoMdAjpWedNFxisrY/e/9lHz/7zoJ6nByedAXLkfROD8JqNBP5b3jQJFjh3ryyditHnkIiIiIiIiIiISA8ULCAiImIJ18tswsJmfp+yebDAhZvXb4aIBDJYoOoOwDU4tao1EjYZNjfKbU8Wm8RRDgaTTWwthBiKxxSPGPVriUhETYErFDzqx4Q8sVLX76SRrfyLlRMWeGXQ1G1DsMDNuyc23KbMNnwn4Jw9EAbhFhgYXvevPd0X8MDkXctsgAUA1EsG75RQBsXStWUN345tU9hMggXWmVLqt5//p3vRaMXv/pBJsEANChZIKts+VkTEHg6croEEX29f7v0NNicoWGBsJ7d95TjQqKKQy+Cv3/Y07Put27Dvt27DQ7/+Ejz2P16Gm3f3pwH2Nz/+IA6cDC9kKjAG1+rzJgFwcUBeDxRQhYPu5+f/9K1DePSork97RoZcdAoijNW55KBJsEA4zzpfdpXBPeM+cV0XpVrz7J/zjkGwQNbSz7QgDJL3TfoQ/O+Zwb2y5SGcqVh9EImIiIiIiIiIiGxMwQIiIiIJdjbdf9ggWGDhuPH7puNwBtLgioaqKozuTZ4MFqiX4jV204BRIYStwQKDBo2zfShc6DodWkSkJy6mnVlqj2NuMZCVSLQY1aV1+0oa2cK/VilhwQIGTd0LbvzPwVI9TFaiJxQuloB2y3BFCWYSLJBbP6QvTqepdIAFoGABRpMLSwSAus33NUyCBdaZUhqEh4/E6/h+araqYAHLTY/m+r0EEZFQuHDR7nIifWfbh1CARAULbOf3mX9qzY/y2TTSKQfbxvrTEFpZbOGfvnWoL+/tK7KZGwDK7P2AuCCvB1KOixGsf01114FZDwtKGDLkotN9qVi180Y4RP388fj8jv/9Nw6s+LPJ9aeCBQjsM/qkBAu454IF0j3cVxcREREREREREYmTOLT1iYiISA88NRAMFIAM+WB14ZiHN4yBBleEX4WKbXuSI4MF3BawGN6UwH7IocHvpGCBc/pQuDBfNfhvJiJyWgFVDDlcAdNRGHw+SuyYTIfuOp28YBIscJjfJ84MzjGNJqz3IOwp86+7Yce6fz/vGhQZGzQsJJ7Jdc7A+sECcWL0+6Rggd55nMJm3RC23CjYVpRRJ9x7ET/5d3eF+n5efeir++igxJbroIF0QCsSv73qGoPm0HXEKfxGRJJnstD5+c4j7g7MusPmL5zKAOO7zfePm7H1rzU7mjvQ9a/6+dVx76G5Pr67T8hm7rKbR9vWEjKToLENrgf+5o4nTVeTPOQ9o1KH+1Im9037xuhZZzjBAqmUg7feckEo7+VFo9XGez/64Iqf5cHf56DrX5IsAsECgf+et7zdK1OugIiIiIiIiIiI2MbSp0IiIiLJY1Jgc/bZnOMAhc3czgszBu949p2N9mq3QywjIps8qq6CBXpiULwT5yalzz18DL/xsQfW3cYsWMDS4y03BjjkJUpIxTbLPTVXC/09RcQe0w5fcDXjFv1fiESOyRly1watka38i5WOGKwgxgwalCuuHeFOb3/ORev+/TwMGmdqFjRdhM2kSd6iYIFOjQIbIhtjEo0MSwQsnySfStFBh6OoBLSYzr5zrBzq+3n1pUeP0/czlo4xVeLHxfkTQxjJZ3x7vTj1golIsjhw8FMvuqTj37lI4Rvtzn/Xk/HdQDq78Xa2GDUJFjjU9a/cPqbSfPrBo317b9+wzdwdpsR3M5COWamZwbPJsQ2uB7715KzhYhKIvJbvdCzG6lRycJzfJ8QQ9Tc94/xAX//YvPdnqI8eLaNUb674Wd4xeJ6eteNebijoYIHZQJbBoM8TDEI4F1eEcMbqk0hERERERERERGRDMXvaIyIiIoEZJoMFyl6CBcwcLYXYzEsW4VdtLsD3E1nIDyDWzSNv+cs78adfemLdbcyCBSwthEilgHyR2yfEYhsRET9MObP0PkddgylHEjsmdWldS+eGxoEU2bxQOswvIM4MpsUvwI5zsF0T6zcLzBs1fCtYgGZwDGJg/dCHfvXdmDT8lGAwNa6u46xnTf7+Sc09d1/DylJpsplo1Ak3WAAA6s1W6O9p6sHD88hjkdrH6vAKCzmOgzfcuLPfyxARoZieDu/d0f084c72ZYavCmDSQyhBHI2ZBAsc9H8dsoR8tsbcC/jvr9jDrqa/Bov0LqOOwTW7rNWs01PCO90viFU/b34McNLcPpXwQtQHs+TaSJ956Jjn1/jsQ2vDXQbBN4Uja3CPM6no5/Ozvi8h8N9zg3tli/AvbE9ERERERERERCRqFCwgIiJiCc+TO4anuO0XzB8Kmz4U/OIjIYYZ0MEClk6Q91veIFiAnKoSN3mHK8QHYPeEhZhMRJitGPx3ExEBMAU+EOWYW/R/IRI5KYOT5Ha3awDHAUa2ci9WOkK/f6wt8pOhbQkWcBwHP/uSS7v+/TzWb17vSMECPKNggcK6f+0at1KFr4ocmi75eKJeCmYxNjIolq7D8mm6bLAAwm8kuudgvD5L2YmRChaIn5960aXYPWlwXiAiEiOOA1wwWcAl053Pte9sd7922tBmD/vG0fBmPuRwvnuwQHyubiKKfLbWaUp8N1dt586t+468FgCAUYQfNGYlg/D4UoeQi1hNCnccg2ed4YWobx7JYfNIcHUNflzX/tO3Dq35GRtsB8DeoP4gsMdsfQ5oNYNZS1AM7sVWXNUAiYiIiIiIiIiIvRQsICIikmArHsIXNnM7Lxz3dzE9+Ll/vDe8N2twBSPLJ/vJOnIGwQIGRSdxkgNXiA/A7kKIoXFu+xCneCz3jX3hFfmIiF2mnFl6n6MuWdQlsWRSHrtuttjIFu7FSocNVhBjZCFhzc2ihWAmevVjyvzbb72w69+VXINJ8pafsweCDbfI5IH0+lOy+nEsmXNQ7jCFcF06znrX4IMFVjR9x6lpo1dssIATfiPRibLBBMY+Yhs76q7l4RUWymfT+NBbbsJNu8h7NR3EqhlMRGLL9Hw4nXLwv197NdKptZ9V97q7UTV9/jOZsGCBVAoY287tM9c9WEA8Iq+fer0XcOHmYVy+1eBZXz+xk7gBjDrhB41ZySA8fp4IuYisCD/rdBwHewMMB/mbO570/Bqdvs7NgvoN7nEmFRssAPQ9aJY+7TMIGq5YEjQsIiIiIiIiIiLSiYIFRERELOG5f2CYDBaozxsVqgNmTVOha1SpzatQWnlP8gbFRvV4Texj5YwmLFh8vEV4ioeIiB+mHe5zq+06OI6YTQETMwYnyeteA9DBAkf4BcQZOfl8wbIiwvWa++ZhMJm4z4WkscQWsw5s/N8lVrkCAB8sYNCQkFhN7p4GkICmbzZYoA8TSmdK8QoWYO9n1KFQzjg6b2IIf/sjN+N/fvdVuG3vVpw/YUGjl4hIB3t3FPHb37N3zc8byOCu9kVmL7o5YcECADC6g9t+bu1U6jPiFZwWQeSztVKPzdz/+7VXYyATs1Iz8loA6M/1gJUM7heVXAvON+lnneGGqL/hpvNCfT8/sMF2SA8AqWBCYq1kFCww6+sSAq8hqpsEC1hckyEiIiIiIiIiIokXs6c9IiIi4qcVD+eGp/gXWDhm9L47x80LAhqttvG+3BtxBSN6qNijnEGwgOVTKXNo8Dtl7GpsWyHixTZnqKZRREyxwQInMIIm1p9QLXZwjJIF1vlGGtnKvVb5KNBu8WuIq0Vu8tyCG9z5V9QG+M6bFHArWIDHFrMOFDbcxO1T543pu9LNApZfG/qqyTeo15Y1fUfsY8kfbLBAHyaUfmN/vILz2MaOmoIFYiuVcvD6G8/DH3zfdfjCzzwX737pZf1ekohIR16vrV5z3Q585eeft+bnd7iGn3uTF3tbUByNscECB7ve29A9eI/I66der8+uPc+g+bTfDJ5NjjoKFvCFQUBgiQ0hjKLBcW77kEPUX7hnOtT38wMdLJCx4DgK02CR3ydu4f9kyGvZzcNVabWIiIiIiIiIiFhMd79ERERs4bXCZniS32dhxuitsmnzU5BHj/JJ4kbIYIGqq+LonuQNggUsn0qZc8hgAScFpCxuMDUptulDA1W/mrZEJP6mnFlq+2NuDIt1xYhJA8S630YjW8gXaxuf38cSWUi4gOCCBaJ2WtHrlMIVFCzAI8MtegoWMFxKv8yzx5rl14a+alTpXaxv+maDBfowofRf73oq9Pf0Iu+QwQK6dyYiIgHz49pqe3EQ+37rNvz5m27AYHZp0vEd7Uv5FxrbCQwMe19Q3Ixt57ZvLHSdeKx78B64LlAvUbsY3QuIi8wAkOX+940i/KAxKxkEBNIhhFE0RD7rrPQnRD1O6GCBrIIFKGzwP9D3YAH6NIEMeQ3yeYCIiIiIiIiIiEgUKFhARERElhSm+H3K4Tce3X1wNpw3Iovwa8gFtBDLGEwFsX0qpdGEhaiNtfUTW7jQWqSDQPzQVlGjiBiaAldsdcwtBrMQiRyTb/d1v45GtvIvWDpisIqYIpu6F2yYlrbKbXs7HyOLyPLBaQoW4JHhFsj1ECwQs1PUkkv+XpGNMYnWrNG71JE9+89WXnKSwQKDziIGQAYBJsRdB2YB8PczasuOMYm3mH3diIgYef7l07j9F56P33/DNbj65hegxZbWbDYII7DB2A5+n7mD/q8j6RYXALdF7TLPXp/FTb5IbT7qKFjAFwYBgVaEXLDPOvsUoh5VnYJlBslgO2TVFE6JQLCAE/TNKDZo2NUxJCIiIiIiIiIidlOwgIiIiCwZNggWWDjm/zo28Gv//kDwb+K6dKNy1fbJfn5JpXuatLmC5VMpc2yjQsbyEAt2igfQl0kebdX3iIgRF1POLLXHUdegoEtiyaRwbt3pfSPT/CKSFCxANihXXPvOwd75/Iu7/h09SV7BAjw2WKCXaacxO0elmwUsD53zlUGwgPXT5MlgAQAYQfghdrUG1wAWtlbbxav+4CsAgDx5P6Ome2eJZmNeiYhEj+vzCfHYYBbfdc12/Owrb0B62zXczlv2+rqW2Bg1CRY41PHHMbu8iZakNnOvh7weGO3DtYCVDK7jS64FxyL7rNNtWXVvbbZChgD0wCioX3pnFCww6/syAsUGC0DBAiIiIiIiIiIiYjcFC4iIiFjCpGBqRe/S8Gb+TRdm+H3ioLUIuG1ql6qFjUaByY1y21vePMIHC1j+EDsCExF60dbkEBExUEAVw06d2ucYisEsRiInZdBttW7QzUjnafTrKh3m94mrRW7yXBn2FaNeMj3S9e/oIm6Lip9DU2eDBTYOaPO7kaqbymJz5fsavi19nFkeOuerhkGwgO1N3wbBAqNO+M1EdzwRfnAe41tPnrv+Zhs7rD/GRETEbtd8H7f9Va8NZh1RN2YSLHCg8891C95cUpu518MGC/RwLdBSAvXGjEIuLLgHZ/SsM9rXgoyvPnbC0/6dfrPoYIGsBcdRmPJFfp8+PJ9fjr4PSt6LXbDhs0hERERERERERGQdChYQERFJsBW9S4ObACfNvUA5/GABg0GuvAZfOF5VcXTv8mSwgOXNIzmHDRawPMRisMjvs0HhwpufsctoKetRwZiImJhyZul9jrkGRYgSS47BHNcTC+sEVYxs4RdROsLvE1fkhKJKwiYUzdOT5BUsQCPDLXoKFgjpFPUfvnnQl9ehmwXqJaDNhQAmVrNK71JH9uw/m3wnRZ5JsADI31MfPHK0FPp7Mu45eO7zPu+QwQKu7p2JiEiMXfP9wGCPE6i33wBM7wl2PVE1tp3fZ/5Qxx+HFZxmpYCauW/eTU5hjxI2WKCHa4G97/kkXvfHX8O/3nUIrsKoOyNDLupuBnUbnrn3+n2xXJ+btP20/LrRRKdwd/b6U8ECpOwgkCZrEHw+ZgO/E0Xei11wk/U8QEREREREREREkkfBAiIiIpbwXK+QSgHDm7l9Fo55fNOIWjQJFtCDxZ7lyGABg8kqcZIDGyxg+bFmUmyzsH7IyVXb+QaSjfzR5x/z/TVFxH7TDl9odcwt+r8QiSaDyrnPPLjO+Xi+yJ83lA7zi4grspCwnLBCwnl3mNuhrmABGhlugVwPwQKGS2HdfcCf/95leiKmCyxGu+k6MprrBM90sTxYwEoGwQIjDh/Q4JUTSqKmub/48hNn/zlHToys2dAgJCIiyTUwBLzqjza+zh7dDrz2Q6EsKZLyY/wzoDl/gstkGYPnaqUers+u3lk0WExEkNcDY87G940WFlu4Y99JvPNv78KPffibKNXI531JQN4vKrFBl1E1ZPCss2JPsMAff8HbM9TDs7U1P8uT15/WP0/3m+MsDSJhxC0Mg7ynuKD6HxERERERERERsZyCBURERBJsTbEyHSywfjNvECqLreDfpMEXjlc1da13ebKozPImJboQImv5Q+zhSX6fDaYrP/uSzRjNZwwX1NlDR0rYdzz86ZUiEm+bMUvvc9Qli7kktkz6CB86sk4xnOMAI1u4F9zgO9Uarks3dSetkHCeLeSu2X3O7juDYxADG4c9NFptwwVx/vFb/jT+9DIRcw3Lg+d8Q97XqLtZuMseF0W8t92MQbBAL1NK/Rb1ZqRDs+eOLfZ+hhWTRwWADwG3IiIRQoX6XPoS4Af+ERie6vz3O24CfvBfgOJOX9YWW6Pbue3nDnX8sb5vPDB4rtZLQ/emoRifz7HBAuS1wCfvP4r/8fEHqX0SgbyGL7mWTJk3CVGvnvR/HTHVbK/9AhgEGaCYteRYCtNgkdu+NhvEKnpGnyfUuXuxSQsaFhERERERERGR5FGwgIiIiCV8KbApkMEC5fCDBULRqNC7VJELYCGWYqfVWN44kgPZNGD7hIXCNL/PBtOVN4/k8J5XXmG4oO4+fl+CpjqLiC+mHX6CyzEFCyRGID2cI1u57Tf4TrVGowK4XAP2QsIKCefZSfIKFuA0a/QxiIHChps88FSfrp0M70fQxxkA1O2+PvRNkyu4ryMb0EIihA05BDDq8PeHvPryo8dDf08TA2hgwOHCPxXKmXA2BpaISOSE0oi+65nAux4Evu/vgevfAtzwNuAZPw689ZPAD30K2HxJCIuIuLEd3PZz/gSXyTIGz9V6CRa4dMuIyWqigWyYHXbqyKBJ7fM3dxzAV74Tj/P50JDX8L0ch7HATn4HgIqCBdbDB/UrWIDGHrdV/nnXegIPuVzkAmMqCQsaFhERERERERGR5FGwgIiISIKteTbXbcpKNwvmwQK/8LLLjPcNHDnZDwBqmrrWO7aY3/LGkZxDFkJkLA+xyOSAoQlunx6mK7/62u34mRdfimzav6qEj92TkOZLEfHNlDNL7zMDfrquxBM1JbFXI1u47Xv4TrUCWUQIAAsmk9VjbB7D3A61eaBNNsonGTkhC0BPwQLfPjDLv24fGTUMWB4855smd19j9T0NK/t/yQmlAD+l1A/f2O9vYX5QhsHfOysn7LtURETiwei8J50BLnkx8IrfA17+O8CL3gucd7PPK4uxse3c9qWngPbawCKToIj3vfZqficbGYT/zfcwKf7pu8lnN1GSL9K7jIIPGvvk/Qm5t9Yr8hq+ZBJAGEVD4/w+Pjdp2ybvKKg/cH0OFghUq0nfK0va8wAREREREREREUkeBQuIiIhYwpdBLMOT3PaVE0sP4Qy85ApyemqYGnyhSNW1vNnbTzkyWKA2T1eQTRbiE/SQgwoh1qCnK29cqOU4Dv7rcy/Cv73jmbht71acN+69OOn+fk2EFZHYmna4QqsZdxRNZAJajURNKoguTvY7dWEGaJHnJnFUL9G7VBDc+b4byljNzrYXOxdI8pPkXesDwXy1aBIssHHYw/s/86jBYvqn1EPjyhoGv7+J1KhRm9fcbEALiZDcKNjWwU2OjrduCg4fLFBSUb6IiARsbJA/pxnOpQNYScKN7eC2bzeB8tE1P3YNnnwODei/JwCj6/NyD8Fv+WyM//0OFuldxhw+aOzug3yog9XIY9EogDCKsoNAhrz+qZ4MZi2WyKPO7ZC15FgKU8yCBaizBIN7sWU3ATUZIiIiIiIiIiKSaAoWEBERSbA1Q1ELU+QruEvhAgbSPk4N912DL46uIj6N7H2XJ4MF3BYd9nDplhHuPfqIDxZIQIhFYZrbvtz7BJjLt47iD77vOnzxZ59LLkpExLspZ5bafsYlC7kk1hzD+dBzlXXOJUa2kK/mAuVjRuuIlUW+MLxs0gAdAy/c0/m8ax4bN7GvYXhtmEgmwQK5gv/r6DOjhgEFWPSmyQUL1Ffd01hzv8gGqTRdJD/p6HjrpgDuGAPs/S4VEZHoeNW12+l9XriHvW6WDY2SwQIAMHdozY9MMvisPI81QU6JL7t5tG0vH8sX6V3GYBAscGCW3sdq5LFoFEAYVUPj3PYVBQusJ49FboesmsJp7Odkddbsy7qrAL/EDe7FVqBjSERERERERERE7Gb5kyEREZHk8GXK5TAbLIClqaYGApnI6heyiR0IdoKpdXJj/D5k4Um7zb9Fv+QdshCCnXARR+x05VLvwQIiIv00BW6Cy1G3GMxCJJJMi9+v+fX/xO99+hEsNjucALHfqUAyvldVSHjWnm2dQ79OuGQYGNBxwqR0YRBugYHoBguYTBIFgJJrECxQ0/THnpDBAjXw031jiQzUnISOt24K4EM5F5CA+xkJYfq5LyIStPPHhzCSy/S8/fbiIMaHFRrtuzGTYIEDPr15lB8+hiipU+LXM1ikdxlzDK7dZaUkH4uDZLBAVcEC3aTRwoDT4nbKWnQshYUMY0S7YXaP0ydUeZRR0LCdzwNERERERERERETOULCAiIiIJczKOVcV2Axv5l9iwWyi6TBR3BU6g2CBmoIFepc3aFIiC0/avqbjByuHdaYMd5JJwLHGTldeLAP1UjBrERHx0bTDBQscc8lCLok102AB1wV+79OP4rUf/BrqzVUFloXO0+jXVU5CsEC0CgmffuFEYK+9kV0Twx1/PuMahIEpWKB3dT7cIsrBAqaMGgbIa8PEanBN3zWsbKhzbG3IIu97TTgKFuim4PDBAlZNHxWatZ8rIhIpqZSDV16zreftmW2FMLad32f+0JofxecpTwQleUp8N3n+PscYFCzgSXORDr2zK1igyG1fUbBAN3mQIf0AkFFTOM0ggAVV7pnXekyfj/TE4F6swhFFRERERERERMR2ChYQERFJsDUP5woGwQLlGaP3Hs1HeBoeWYAPAFVXU216ljMIFiCLoN5yywX8e/QJHyyQgEIINlgA6Nt05VKN/O8nIok1jCqGnTq1z1EUg1mMRFLKY+Xc3Qdm8fuffnTlD0e28i9UOuxpHbFgEEhUQXDnYLdcNBnYa2/kyu2dz81nYBIsYHZtmEiLJsECnUMg+uWRo96DvRZMfq/Ia8PEanLnHHU3wvdo/DTMfd5OOP053moNchJjHxTA3zsz+p0XEREh/fxLL8P24saNYBdNFfDO518cwooSaNQgWGDu4JofmdwlCbQpMU6SPCW+m3yR3mXUMQsWOHiKD7C3kkEw4LxNIRdD49z2PjZo28YoWCBr0bEUlkGDoOu4HLeL/H1M3cMQERERERERERHbKVhARETEEr4MaCcntwEAFixsHmnwBR9VJGCKvF/yBsECdW5K4LXnFfn36BM+WCABx1qMmiDv3KcJIiLSm2mHL7A65hoUckls+VH7/sdfeAxPzS5r9ItRWE+oFvnC8HJAhYSXTBcw0sfQtaGBTMefH3dNggWOelxNgpgEC+QK/q/Dg7/66r6z/2x6P6KNFD8Z06AxIZGaXNN3DavCEm1tyBqeojafwDz6MSv3jieif51ZcPhggbJNTUIiIhJZI/ks/uxNN+CyLSNdt9m7Ywx/8oPXI59Nh7iyBMnk6POuTsECb75lF/3WT7uAbOS1FRnIVnITECxgMIl7DGbBAi/5vS/hH7+59phOnBr3bBewLORiUMECflGwQEgMPidRm/V7FQTifo3B84AFV8ECIiIiIiIiIiJiNwULiIiIJNiaOnGjYIFjfiwlWhp8cfSaInzpLmcQLEAWQU2PxuNBr4M2cg4ZLJCEQgijYIH+NLJ97iELw1VEJBBTziy9zzG36Ps6JLpSPozVa7vAXQdmz/0gNwJkySnnfQrrCZVBU3cloELCX7ptTyCv61UVeb7hW8ECvTMoZsVAtIIF7jvENwh0UgJ5nJHXhonVqFGb19G/gJNQkfe9ck4Towh/2uiROe6/Xz8Mg19jmf19FxERMXT51lH86ztuwc+8+FI87YJxjOQyGM1ncMtFE/il2y7HP739Gdi9OVrn19YZ28Ft3yFY4MrtXODd+RNDKA7pWR0AOqx73qZm7m4GCoDDhYmMOmbBAuV6Ez/zD3fjW08mvFHcIBiwU8jFZCGmv9dDZLBAfR5okc+MEyLvGAQLZHT9SRs0CLr2MRAj0IzLOv88YCGgoGEREREREREREZGoULCAiIiINXyYoJbO8g8My+ZNtdvGIvowjmzyqLlZtHVa1bu8QbCAQfHJTTGYTDOAJr9TJuf/QqJmZJrfp09NkH99+364piNaRSRRpsAXWB1zDQq5JLZ8yBUAAHziviMrX3RkC/cCpSMbbxN3BsECQTRDvvkZu/DsSwzC3UIy43JNHChbGDoXlHqJ3ydiwQJ3H/QpWICdjGny7y6JmnVq89VhiYEWc/fT8CS9y4QTfpiF68c9voCNOHwop4ry7aHbICISB7lMGv/1uRfh73706bj7V16Eu3/lRfjID92MH3rWbmTSep4TuLHt3Pbzh9b8aDSfxfXn935v7NkXR/f6OnRkIBt9XRZHjkNP4x6DWbAAsBT++TP/7240Wm3j14g9g2DAUoeQi59+0aV+rCZ8gwbPqX1s0rZJHgbBAlldf9L6HCwQqEX+fmKZDd0VERERERERERGJGT0xFRERSbCOzUvk9DYsmAcL7Nlm0GAO4NSCwcNjRoMrjq4iAY3efsoZ/Hc3KD558zN28e8TspxJIUQmAYUQBZNggf41QX7y/gQ0YIqIZ1POLL3PUQULJIrjU7LAv9/91MofjGzlXiAJwQLkhKKW6/g6zXtsMIvfe/01+JVX7PHtNYNwHGywwNFgFmIjMswOTgrI2lnM2qlpYF0GoXOJ1OTua9TdmE6AZBWm6F0m4U+IBiMOTdvD4I6xmptFE5mAViNx4FeIloiIiVTK8e2aW3o0tpPbfmEGaNTW/Pg3X3MVBnoIgtgymsdPv3ip+fg9Eb/WDpzr0oFs9HVZXOWL1OZjjnmwAAA8NrOAh48kOBzP4Pq91KGRd++Oog+L6QOTJu3KSf/XYQGzYAE776MFKmbBAtS9E/ZeLIDKsnDEq7aT98lFRERERERERERiQMECIiIilvCt6HiYLLJeMJ9KWW+aTWl4KOgiDDpYICEF+H4xCRYwKD4p5KJfsJ5Dg98pk4Agi3SWDzkpHabf5gZi2tF6PvuQpvOKyMamHb7AaoZt6hXpZGQLt73Bd2rskIWECxiEX/O7/+8PPw1f/rnn4lXXbo98Y8uMS34GeQidS5xFLtwCA4VId2R6uR3RqWlgXQahc4nUoSlrPavDU6L++WSMvc4EMOGEf8zFIFcABTJYoAQ1dYiIiCTK6HZ+n/lDa350yfQIfuPVVyKX6V7aNFkYwPu/91qMDS6d014V1yZkvywuAG6L2mU+KVOZB4vU5mPwFiwAAPcdCj+oLDIMrt87hVxcvnXEj9WEb2ic3ycu099DNuiYBPUn5HPNT7kx0PfAq7O+vX2gt6LIoGEAWFgWLDBRUD2QiIiIiIiIiIjYJ/rdViIiIhIYp9ODwQJZZF22sHmkUaE2r7oJaPT2UzoDZIeBBlGQY1BIEYdC/JxjEiyQ33gbG4xs4ZrTDKYr33rJZnxjv/cinU89oOm8Ikmz2Gzj3+5+CncdOIWHj5SwdWwQe3eM4RVXb8P0aOfP6SlnlnqP4+6oprqKP9hggcqJpaAtm6c6kU3dy4sIvXrGhZO+vVbQZtwit0P5GNBuAyll2W6InZI1MNzTZhdPFfDoMb5Qtp/oyZj1BDdlMJpcsEAtKYGJw/xn8KQT/jFXb3CNYP1QcLhjbCEpzWoiIiKyZGwHv8/cQWDiwjU/fu0NO3H9+ZvwK/92P77+xEksng4tH8ll8MI90/ill+/B+PC589krthmEW9vEZEo8e10WV/kitfmY4z1Y4P2feRRvuOk8z68TSybHorv2WIxt8N2gSbDASf/XYYE8DIIFsgl5nu6nVArIjwG12d73iUsYBvk8oOLm0Na8NhERERERERERsZwq1EVERCzRNuii7vgcnp3etjADuK5RhHgqqoUADW7qWmIK8P00NA7MEQU5lRP0W4zko3+qa1QIkZhgga3AkXt7395guvKuyd4atDZyqmIQECEisXX/U3P46f93Dx48vLww8hT+7e6n8P7PPIr3vPIKvLrDJPJphyuwOuZu8mG1Ilj6TmXNPglsvtT/tUQFGyzg2n3+9Uu3XY73fuzBNT+ngwXajaXCU5OJbElDHoO9BgvcdMF47IIFymyzscHEw8Rpt5Z+Hwk1d+V9jYjerfFueIrepR/BAk8c997AFLQCuHtnZShYQEREJFFMggXmD3X9q92bC/jrtz0NjVYbjx4tY2ggjfPGh5BKrT1zzWfT/HvbxGRKfIdmbivlx6jN/QgWeGqOC+SyisGxOG9TyIXJ/bGKggU6GUSd3ylr0bEUpsFNsQkWcJn6qHqJeu0FrBwsQr2XiIiIiIiIiIhITChaU0RExBLNdpvep1PBDV1kfaZ5xMAL9kwb7Re4RoXavLrqwaL0YGiC294gWGDv9jHkMtE+3c3BoCE9KcECBfLzoXyUfqrvZ7ZJLQYTJUXEu33HF/Ddf/TVVaEC58zXmnjX39+Nv7vzwJq/24xZ6r2OsQ29It0UDaaindrv/zqipM41Xpdh9/nXW2+5oOPPZ8AV3ANYOieTjZHHIAYKPW02NBC/Bhq6aaBeUjXvRsiwRACoIxvAQiJoYBjIcA3uEwg/zGKxFf1jvOAoWEBERETWYRIsMHdww02y6RT2bBvFrsnhzs84xWxKfFLO1QaL1Oaj8B4sENWM/VCQx+Kim7br2nTQIDi4qmCBTvKOgvpDwx63PgYLOEHGXC5yn+cLq4JQdcohIiIiIiIiIiI2inanlYiIiPSsbVBYn+5UzVDYzL95eYbfB8AFE2bTwl0EXGBNBgtUXAUL0OhgAb6QIpNO4Ypto/R+YVKwwDrY6cqNCl2k5Gc/0refnPXvxUQkktptFz/7D/eg1tg4zOm9H3sQh2ZXNltNO1yB1VHXoPBQpJNN5/P7zFoeLEBOi6+4dp9/dWvGOO4qWCAwZDFrr8EC/eJ6OLGmJ2O6Lf7fX9I0+Ul+NQys+LO1zS+OAwxz970mnPCDBS6ZjvbvPAAMgwwWsPy7VDZm68eKiIh0MTwFpMgG4R6CBaQHBlPi6euyuMoXqc1HnSpS4IP9l8skuRu1NkdtXsIQrDprJI83AH2d/h5lRs/Tswn5XPMbGcBiOoAkdOTzgIVVQcPpJH+Wi4iIiIiIiIiItRQsICIiYomWQV1DxwdgZIE1AGDBLFjAuFA96MFt5HS/1QX4jJsuGDfeN9bYYIGF40Zv8703GUzoDVHOMQkWSEiQxcgWfp/SEf/X0aO3f+SbfXtvEQnHXQdncce+3oJuyvUm/ubrT5798zCqKDg16v2OoUhtL9JV0SBY4NQ+35cRKeyEoqRM7ltlxi3yOxmGziUOWcyKXG9Nxn4GZ/Xi1ILBxLhVjCZjGkzgTJQmd08D8HZfI3bIQM1Jh2uG8cPOTdFvgBhxyGCBhH6XioiIJFYqBYxu4/ZRsIA/6vz561JDdwKwDbMARsCF0a+WSSW4LI+8drcu4CKdAfJkaKdB0L6pa3YWQ3svrwbBBygiq3A7I4Nk4HV1NpBl9IIaRlL3FiyQsjaBU0REREREREREkizBTzBERETsMjHMF4FvL3Yo6h2e4t984Ri/D4Dp0Yg+0G1wRSJVmDd6X73DYAqoDdhggcoJoy6Z77l+B553mcExHZIcDBpxMhH9vfHbyFZ+n9JhanM/+65mKwYhESISK/cd4opy7122/ZQzS7/fUZcs4BLpZrDIF7HOPrnxNnFGFxImJNhplRnX4FqlfNT/hdiIDRYYGO5ps5BzBfCbn3jQ82sYNQ7US57f12pNvuC+7q6cJmt1vTQZqDmB8IMsojoJr7Es1XQYXGjWgrv2HuRlW0Y8r0lEREQibGwHt/38oWDWkTQ1/vw1McECBhPkxxwunHK1TDqa5/ahII9Fo+DBqBskBwxUwwsWGMlnQnsvr/JGz9MtPJ7CQAcLnPLtrQO9F0Xei11wV9ZjfM/15DmNiIiIiIiIiIhIDChYQERExBI3754AW3f8muu2r/0hObkNgPE0+Qs399YcEboGN3Wt6ppP9jt/IqL/DoI2TAYLtBtGzSOO4+B3X3cNnnXxJL1vGPIwaEZPyoSFkS38PqUj1OZu2CNdRSTWfvdTj1Dbf+GRc1O7pzBLv5/RpHCRbornc9vP7g9mHVFBFxImsxD1BBQsEBgy3AIDhZ42C/v09u+/4X2iqFEDi0GjTKKQ9zQAoAbz+xqxM8zdH5h0+ImvXrUjeq36rf1nGgZcFMAdZ52ahKIcBCkiIiI+YIMF5g6Gf1FjI3JKPADMJ+W+x2CR3mUM3oIFSrWmp/1jjTwWjYIHo26IDBao+NekvREnRomCeYcMFnDSQDq78XayFhsssFgGWjEI32efB6y6h3HTBeTvsoiIiIiIiIiISAwoWEBERMQSgwNpXDTVW7MBsJRCv6tTUzs5uQ0AUD7G7wPzB9aBlxWxwQIeJpimYvTQ3ldDZLAAAFROGL3V2FAWv/O6a4z2DVrOaMKCggW6IoMF/KagAhG7naqYF0dNO3xB4FGXLOASWc8mMljglIIFlltAQs6/Vmkgg5Nu79eYAIyvDRNnkWxM6DFYoF+8nAUbNQ7Uw2/0jpUmN0keWBss4MDiexXDXDP7mFPBgEkooAetdjSvLR84vNQYlEMDWadF7bt62h8AvOkZu/xYlvSB7n+IiEhPRjuEm69nsQzUdK7vmUEQW9kk8C2O8kV6lzHHW7BAopHHolHwYNTR099PBrOODtIxuuwfZJ+nZweBpNZgeGXwOYnqrN+r6Al1WUqGvJZX3cMoDiUokFNERERERERERBJDwQIiIiIW+cGbe28YesONO5FKdXigOjAMZDsEDqxnwbLmkUaF2txLsIAbfExCNIUYLAAAjVbbeN8g5RyD5oSM+fEWK8NTANvMQgYL+F0HH9XmDxHpvykFC0i/FclggdqsvcX8zUWgxRWjdmqGtM1V28c6/vy42/nnXZWP+rAay7WaQJOcKJ/rLVggjteXnaaYbyjECX6xZBAsUEeCJvkZBGqOg2/O8iKql5Znpq0WQH6GASh3+F2fHrX/+1XOUV+PiEgCje3g95k76Mtb/8yLL/XldWKJvJ9TdvNoJ6V0bLBI7zIGBQsYqytYAIPklPNqePc74jT8IM8GCyQlpD8IbBgG4NtxG+gRSYa8VhIaNCwiIiIiIiIiIsmSkKdDIiIiyfD9TzsfN+/e+AH1RVMF/NSL1imqKZBF1gvHue09CnQoVnMRaDepXaquEsppIQcLjA9H879RzmTqYVKKIdIZoMBNkkTpMLW5341XLU3sE5FVfusTDwEAppxZet/jIJt5RdbDBgsAwKn9/q8jCha56UQAsJCAQsLX37iz489n3CL3Qgsz3hdju4ZBU8JAb+F/cTwdPeWO8DvZFm7otwYfLFBbdV8jRv0FPINggQkn3GCBqIbWfeahpd+9YYc/xjoFC0h8dQyr3Wgfqz9YRESkI5NggflDvrz1lV3C8xIhoGbuy7YYXLtFTZ4/LsYcBQsYq5HHomvhNcMQGSxQORnazR0nRufnOYcMFshaGFIRlj4GCwSm3abvx5YT8DxAREREREREREREwQIiIiIWSaUc/NH3X4+X793adZtbLprAX775RuSz6e4vxBZZly0q6m9U6F2qMJ8g7wSbvR5dQ5P8Ph6CBdY93vvILFjA/HiLnZEt3PalI8Gso0ftdl/fXkQi6I+/8BgAYNrhCquOu6NoIBPEkiSpNhkEC8zaGizAF4QnIVhg80jnc8wZNuSkfNSH1ViuzodbYKDg/zoi4gRG+Z1sugcRhCY/Tb6OaIbxBYIN0wSw2eGmvnp1z6HZUN+vV3cfmAUAjIA/xso2Ngkl2G1Xdb/33M13XbM9gJWIiEikmQQLnNrny1tfs7OIbDqhz98Caubeu8OCsIZ8kd5lDN6DBZ48wT97jr1Wg742ne8QcnH1zqJPC+qTQTJYoFU3qlUwkY5Rxegg2GAB++/lBiZGwQI9R3CYBA3rHoaIiIiIiIiIiCRAjG4Ti4iISC82DQ/g/3zfdfizN96A771pJ67YNopLp0fwmuu24/defw0+/LanYef4Bintw+SUcJumBTb44uiahwL8GA0D8NfQBL+Ph2CBqMqzhRAAkEnQg+wRslC9dJjafGjA36bdI/P81EYRSYYpzFLb0xPCRTZSNAgWOGVrsIBJIaH9xajbxjqfY9KfRwvHgVbT+4JsZhBuEfVgAS/D9BaRxZxLTpJbmDF/wyRo1uldasgGsJCIYsM0AUyAa87y6gsPR/sYLxgECyQhpCdJzhsfwmi+93sqwwNp7J4cDnBFIiISSaMGoTJH7vXlrccGs3jPK6/w5bVip04GC3Ro5u7k2Zfw59GRkxsFyMD3Ucd7sMBvfPwBz68RO2TABQCUOtwbeN0NBgElUWLSpF056f86Okin4lOkQD9Pz+j609hgkd+nNuvLWztBFc6YPA/QPQwREREREREREUkAjb8TERGx1Av2TOMFe6bNdh4mp8kvHDd7H0Nu7/njPIMpAFU3QRPk/WJSSBHycRaGnNMg93CAdIIaPka2cNuXjy51NfVYeHDLRZNwHG+NUMt98ZEZXKBCeRHpYIfDNYcddQ2+J0XWUzyP32fW1mABviA8CYWEV27vPDV+xmUnErpA5Th/HpckBsWsyPUWLOD6dWIbsuPuGMYc4lpcwQLrMwhMrK8KTDy1YBCCFxcGwQK7Bhfgw6DSnj10pBTemxkYdvhjrKxpf1ZxHAfPu2wK/3LXUz1t/5xLp5CKUeOSiIj4JD+2NCGeaTg8co9vb/9d12zHL/7zfb69XmyQDd2dmrk7yaQsmFuTSi0dl8QxOebDhcDXnzgJ13WDa5qNovocvUunkIurtrP3pSJmaJzfp3oKKO70fy2rxOl4HGSDBbJkgKWcY1LDUT3l/zp60PNtUJPnAQkIGhYREREREREREbHgyY+IiIj4rjDFbb9YBhb5hvxIMijAr64qwJcepDNLBWWMyglPb/nDz7rA0/5ByIEMFsjke26at0KBbEhr1qiCsEIu4+vEvK98x77wCxHxbgANbHO4zwcFC4jvBoaAYfIcf/bJYNbSb3W+WbOSgGCBbsXEx+lgAQDlYx5XYzmTYIGB3s5Z4xkrABwHeZzpGFtfs0bvUndXBtjdc4hvAomNoQmwU0p3ZA1+by1WAH/vrNdJuBIfv/TyPRgf3vie6NhgFr/yij0hrEhERCLHcYCte7l9jj4ANP0JuUrQk5SVyIbuEnoLgJqvsUHZEUVO4x51vAcLzFYaeOJ4iEllUUAGXABAqUMY2aahmD+DN2rSPun/OjpIBfy8ea7i32dG3mGDBey/lxsYtn4DACrhHLPGDJ4HJCFoWERERERERERERMECIiIishbbdAQAC5YU9jf4gIQKcsZvl9jCJuB0MT/B40Ppmy4g3y8EOXbCQsb8WIslk0m3pSPU5q+5bgf/Hl385wNHfXstEbHHTucY0g7X6rnfnQ5oNZIUtUZr7Q83nc+9yKn9/iwmagwmFCV5yvIMivxOavpen8ExiIGC/+uIkOPuKLfDwkwwC7GFQbBALUmBiak0fT9irG1x0IKBgsMfY5r2Z5/JQg4f+N5rMbFOuMCmoSze/73XYmpU//1FRBJrCxks0G4AMw/58tZJymhegWzoLrk9BkDFNcluNbJpdgz+BAJ8c39/Jnr3Td0gWMDGMLKhcX6fkJq00wF/Rt73lH/X0Xn6eXpy7+V6ls0DWfJ3sRrxzzeDkFcFC4iIiIiIiIiISBIoWEBERETWGp7k91kIb1K3G2TxikGwQM1DsECiscdZ5YSnt3v+ZQaBGQHLg5zWkEnYQ+yRrfw+pcPU5j/y7N24cjvZyCQiQtjlcIEnAPCEaxCsIrLMB7/w+NofFs/jXmR2f8An3n2iQsKu3vj0teETM26Rf6GywpbWVTeYfN5jsEA/fmVLtQZcjx0mx90xboeFGTs/n/zS8B4s4Ngegzi8mdq86M4Gs46YKoC/d1bucRKuxMstF03iU++6Fd993Y4VAQPjwwN49bXb8al33YpbL+F+30RExDJbr+H3OXy378tIDNelJzPPY7i3l7YlWWCwSG0+5vgTLGDJv73ekQEXQOeQi9hf+g8aBAtUwwkWSKWCve7/8y8/4dtr5VHndsjq+tOTwU3c9n0KFuj5e8kg5HUhwUHDIiIiIiIiIiKSHJl+L0BEREQiqGDQgB3iVMpAawgaVXqXqpugyX5+IicEouItvCLoAgkTOYecsJBNRlPbWSMGjbUlroE3m07hj3/gerzr7+7GHfvCKdYRkWTZ5fANtvvd6TU/2725tyJfEQD46mPH8c4XXLzyh8W1TePralSWwsMKljWDmQQLJGTK8rMu3oz/72v7V/xshm34BhQssBGDYxAD0W30+KPPP4Y337LL02vQwQKtRaA2RzeEJEaTu6/Rdh00kF7xM+unuxY2AzMP9rz5WHs2uLV0UBzKhvp+rGGHD69ISkhPEo0PD+B9r7saruvi8FwNLoBtY3k41n+QiIhIT7bu5fc5co8vb219WFYniwuA26J2mU9a82Seu/4cgz/BAuVa05fXiY26QbCAjWFkbIM2AFTCadJOBXy+vu+4P787AJB3yKB+BQt4MzgOzB/qfXufwjACOyQNQl7Ly+5hvGjP2ud1IiIiIiIiIiIiNkj1ewEiIiISQcMGwQIL4QULBKrBT12rIhfAQhJgiJzSUDnh+S1//VVXen4NP+VAFkJkElaIP7KV34cMFgCAHZuG8Lc/cjPeG7HjQ0TssMvhP5f2uWuDVQbSuoWTBLftNfju6+DrT5xEq+2i0WrjoSPzODZfAzaRwQIAMLt/423ixqCQMCnNkJ1qN09hBE2X/PwJMXQulkyCBXKFnjZ75IjBa3t0pw/hXMdhEGCxMOP5fa3V5Cb51TCAzp8AFhvmQnOK7bmAFtLZJdMjob4fawRceEXFzaG1KrxC7OM4DrYVB7G9OKhQAREROWfiIiC7dgr5ug7fHcxaksCombu3/z7zVUsa4/NFavMxx5/m6EarveLPx0o1PHRkHvc/NYfmqr+zQo0/FufdtcdiPwIUfZUbAVLkzKeQpr9fe14x0Nf3879cHmxQv4IFPBkiAzEqEQ/uXyzRu1SWBQ1fe55BQIiIiIiIiIiIiEgMkHevRUREJBGGJ/l9bCnqb3DF0QBQxUAAC0mAoQlu++os0GoCafNT2O+76Tz88r/cZ7y/3/hggYSFWAxPAk4KcImiKoNgAQBIpRz8wM3n46YLxvGi3/2i0WuIiHRyvsNN7j7qFlFJSBOzrHXtziI+ds9hX17rFR/4Mr4zU8Zic+l79LbhE/gD9kVO7QN23ODLeiLDoKk7Kb+TnXoA20jhJEYxhdneX8iW0LmgLBo0JQz0Fixwhw9N/qw7951Co+WtXPyEO8rvVD4GTF7s6X2tRd7XqCG75mfWtwSTwQJj7iyW2iKs/zfTk2HUqO2TEtAjIiIiHaTSwPSVwME7et/nyH1Au7W0r3AMmrlLHZq5O5mrks+zomqwSG0+igoctOF6nNvzm594CG975gX48neO40+++Di++ti5MPWxwSxeeuUWvPull2NsaO31WSwFGHIRK46zNP2duVfm0/T3jbz8qm34xX8O7pm56/oXLTAILkAxcUH9fhskG+lDOmbX6PUQM7gXW8byYIEivb+IiIiIiIiIiEgcaNydiIiIrDW4CUiRhQvl5AYL1FzzZu9Ukid4DbEBFi5Qm/X0lulUtP5988ECCSuESKWBwjS3T8lbM+Yl0yP43pt2enoNEZHlLnC4wJN97paAViJxcP35/k2/eeDw/NlQAQC4t2Lw2rP7fVtPZJCFhBU3h3ZCbqF2uzSZcclp8mUFC6yrTk7JSueAdLQbC/7wc9/xtP9x9hgDFGCxniZXcF/vEJZo/a0KMlgggxbG4M+k0p5EfChnwalQ25dcTYsUERFJtK1Xc9s3FoATj3l+W+vPaTsxaubu7Vwtk7bkX2i+SG2eclwUyGCtbq779U/hzX9554pQAWAptOFv7zyA2z7wJdx3aM6X9+q7Gve/o+GmUetwbTo1YsFz0aFxbvuQpr/HJ8TCRd4hn6dndQ3qySB5zFZnfXnbwL6363zQ8MKy78ao1ZeIiIiIiIiIiIj4JRlVsSIiIsJxHLrIOsyifj8T7tcwSCyvIGFT5P0yNMHvs3Dc89teNNXbtM8w5J1FbodMAo+1EbLBtsQ18Hbyky+4xPNriIgAwAAa2OZw31372goWSLKRfCaw137KnUDLJYvgZp8MZjH9RDZ1LyToXN/pUr054xa5Fyof9b4Ym7HXnAPDwazDRx/5urfPihkYBAvYEm4YhCYXmFhz49JM4CP2nheASSe8Bh83gskC87VzjRxsY9UCLGgGEhEREXNb9/L7HLnH/3UkQc0gWMDtbUq8A0saKweL9C5jjj8hY/O15rp/f/BUFW//yDdRXWz58n59RYZcLAVcrD3GBgfSPi2oj+gm7fCmv//E8y4K7b1M0SH9gIIFvGLDMOrzQMvgv1NYFrlggZqbRQvnPnss+fYTERERERERERFZQ8ECIiIi0tkwOU3eh4bvXgVaXt3gCvABdJygID0wCRaonNh4mw18/9PO8/wafqGLITIJLIQY2cpt70OwwJANhUoiEgk7nWNIO9yZy353OqDVSNI1kcFhkOdfp/YHs5h+Ipu6FxI0ZbnRbHf8+Qw7TV7BAusji1mRi04wWlCOs8cYACwoWKCrBtf03emehjVNQ90YBAtMgG/SMhVknqapmVL97D8XHO7eWbnHZjURERGx1Nar+X0O3+X7MhKhzodhldDbuVoUw6+M5Iv0LmPwJ1igFwdOVvGHn/9OaO8XGDLkoteAi1ga3MRtXwkvWCAOQeuDqG+80WpJfJ7uJzYMAwCqp/xfxwZ6/laig4ZXhiN2C+MVERERERERERGJOwULiIiISGeFKW778rFg1hG2RoXavO5mViSW05L8HLJPwQLDA8FNAmbxwQLJmZh71gg5ubt8xHMXxkg+gRM7RSQQuxw+7OQJt/Pn3iuu3uZ1ORILwZ4cHnTJRspZG4MFuKbuSoKmLH/rydmOP59BkXuh2hzd2JwoZLgFBuwPFqgijwWXvNZZsOQeRBCa3O9fHQm8/mHveQGYdPgmLVNRbNlKLSukL4AMFkjQd6mIiIh0sPlyIEWecx6+J5i12I5s5gaIYIEonqSaGCzSu4w64QULAMCnHrAgsLFOBgt0OA7f91qDUJIoGiKDBUJs0E6lol+okMciv1NW16CesGEYgC+BGIGFXNJBw6uDBfxcjIiIiIiIiIiISHQoWEBEREQ6GyaLrG2ZFtjgiqM7TfaTHg33J1jgeZfzDQRBybHFEJkEFkIUyGCB1mJfpiKIiHSyy+GLQPd1CRZ44Z5pr8uRGAi6SI0PFjgAtFvBLKZfyELCJDVDPnykc9G3psn7jJySlYRgAQA44Y5yO5R1jHVFBwusva9hfdH08CS9y4TDN2mZciPYtdVotc/+87DDHWNlrJ0W+Zprt3tek4iIiMREZgCYupzb5/DdnjvZrT+n7YRs5gaAeTdhk73zRXqXMYQbLPDQkRJqjZjfjyNDLkru2mCB11xnyTUDO/29Ngu02xtu5pcfvXV3IK/r11Vt3jEJFugtMEW6GCKPWSDaz+bJoOGFVfcwkng6ISIiIiIiIiIiyaBgAREREemMLbKungRa5PR1QwdPVdFuB1RkTQYLVJHACfJ+GTIJFjju+W0nC9H5b5ZzyN+ZTHTWHpoRMlgAAEqH/V9Hj+47NIfFZngFPyISbbucI/Q++921AQIj+Qwu3JyMxtKkC7pI7UCbDBZoN/r6vRoIsqm74iYnWKDb58yMSbBAWdPkuyLDLTAwHMw6IuY4yONsQcdYV2xgopvAwMRh8vsQwGSYwQKhvVPv7tx3bvrgCCrUvuUOzWq37d3qeU0iIiISI1v3ctvXZoG5A4EsxWpkMzcAlDtMiu8kiueoRvL8PY4btzh44Z5pvOuFlwSwoM4Oz3FhXpFDhlyUOoSRObakg7BN2m576TMwJHu3FwN5Xb/y8gbZkH4gmUH9fmLDMIClWqGQ9RzKWGeDBVYePylbPotERERERERERERWUbCAiIiIdFYwmOq+4L3puxe//C/3Ye+v/ie+709vx90HZv198QZXHF1xvTV6Z9MJfhCZGwVSGW6fSvgPpYM0kSMb0LMJmxwDACMGzQZ9bIB8+Qe+jFt/+3P4/MNqdBIR4HznKLX9UbeISofp6L902+VIpxJ8ziC+OeDyjZQ4td//hfQT2dRd7vA7aavnXtb5GnAGRf7FytznX6IoWKCj42yAxcJMMAuxQbNObV5Hds3PrK+ZHhgGstzv1gTmAlrMWn41YPjpvkNnGoNcDINrclo97S+dcrB3R9GfhYmIiEg8bL2G3+fw3b4vw3pkM3fZzaOdtLKxwU30Lm+7fhP+9I034Ceef3EAC+os9pdkZMjFPCy+92FwzIU5/f35l0/hws3+//tvtvwJYc+bBAsk8Xm6n9gwDMCXGo7A7kUtksECq4KGrb9HJiIiIiIiIiIiiZWwJ0QiIiLSM4PpbWEW9pfrTXz1sRN49R9+Bb/zqUf8e2EyWKAGb8ECt1w46Wn/WHMcYGiC26dywpe3vnzrqC+v48Urrt6GTJsshsh4O95iaWQLv0+JnxDup8NzNbz5L+/EBz7zaF/XISL9d4HDfR7tczt/5r3uhp1+LEdiIOhJXAdcg/CwWduCBbhCwoqbnGCB6dHO55ozbMM3oGCB9ZDHIHIjwawjYuhggbKCBbpqVqnNaxjo8NMEVE0Pc/djJh1++qupCOYKIHM65CqPRWQcrkGk5K5s6vivz70Im0cSeH9DREQkybbs5fc5fI+nt3SScE67GtnMXcJQ7xtHMf3KRN7gHkctvJCxM56a467rIocMuVh9zWAVo+nv4QUL5LNp/O/XXu376z41xwXSdZN3FCwQOqMwjAgPhyDvxa4OGt65ifiuFBERERERERERiREFC4iIiEhnRsEC4U/obrvA+z/zKD5+r08TyslggWrHAvzejeTXTgZMlD4FCxRyaV9ex4usA6BJFlVkktPYdtbIVn6fPgcLnPG+Tz2Cd/7tt9FqW1JwJyKUATSwzTlO7bOvvTZY4Ldec1XgzeYSHUH/lz7gGpzjzz7p/0L6iZwWv4DknH91+6yZcYv8i5XDvzaMDTZYYCDYqX3bi9Eotj4OMvytsUD/PidGg7vOrLsJvS9B3veacEJsJopg01b6dLBAAXxzyOrv0nc89yJf1iQiIiIxsuVK0Hc9Dt8dyFKsRjbAW93M3U0qDeTI68/qbCBLWc+XHuXuK0dKq0E/b59nQi7ipk/T3xnXnmfQSN6DV/6fL+NH//ob+MBnHsWBk9wxcUYeBsECmQR+tvkpX+T3CTEM44ye75zUvQUNbxr2Vg8kIiIiIiIiIiISVQoWEBERkc4KBtNM+zgx8Bf++V7M1xreX6jBTYCounqQ6AkbLLDgTyFNFGr00zA4XjMJnOg3NAGkMtw+EQkWAIB/vespvPaPv2pcMCMi8bXTOYa0w33h7Hen1/zsTBOXJEPQGRJHsQl1l/xePbU/mMX0Q7ttMKEoOYWo6S4H4DyG+OOmD6FzseC6dDErBgrBrOW0qGTXHHcNpkYqwKIzMsCu1iEwMSrHRaDI+14T4CZuehGBWxZrnA0WcPhr29XfpQMZPZoUERFJnIFhYPJibp8j93h6y0Sc067GToknmrmjeI5qjG2arc0GsYp1nVowaKaOinqJ3qXkWhwsMGgQLNCH6e97tpKBGz245+AcPnn/UbzvU4/gxb/3Rfz17fvRJsPYjYIFssm5nxuIdAbIk/fpfAjDCOxrmwwmTdLzABERERERERERSTZV74iIiEhn5OQ2AMBC/4IFZisNfPvJWe8vxAYLwFujdyILm5ZjgwV8mtCwPwJN3lnXZMJCcibmnpVKAYW1jbbrKh0OZi2GvvXkLH7ib7+NFlksIyLxtsvhQ06ecLes+dm4pqGIj1ykcMid5HaatShYgJyWBqydUGSz7kEmDmZQ5F6sfNTrcuzUrANui9sn4GCBVEQuSo2CBXwKnrOOH8ECfq0lyoa578NJh5v+6kUUwhBXO/MVMQzu+AKAchIn4YqIiMhaW6/mti8dVpgYq0YGCxDN3NfsLJKLibBB8vqzOhvIMtaTScf4qqzGXzutDrmwKmt3yCBYwKfn4VFSWWzhl//lPvzV1/ZR+w2izr+ZggW8YwMx+hCG0dO9E9elg4YXcO55wFtu2cUtSkREREREREREJEYULCAiIiKdDU2CLiXv81TKu3wJFuCajToV4AuBDhY44cvbzpQMihB8NqBggd6NrG20XVeJb+YN2refnMVffPmJfi9DREK0y+Gbavd1CBbIZ9N+LEdiwgmhlfOgSwaInbIoWIAsIgSAMpJz/rVefznd9K3mj84MjkHkgg0WGB3MBPr6vTILFtBxtobr0oGJdWQDWkzEkYGao04VOZNJiQbcCM6DdU5/SYw43PEFaNqfiIiInLZlL7/P4Xv8X4fN6lxDd4k4T3vGhWRQZZTli9z2tdkgVrGuMO4RBqbOBVwAQGlVGNkrr97m12r6b3ATv08fmrTD8j//4yHsO977BPm80+DfJKnP0/3EHreVU57f0gki/HRxASDvsSwPGt4yqmNJRERERERERETspWABERER6Syd4RP0yzPBrKVHv/vpR7y/yCIXLJCkCaaBYIMFGgt0k0RUpdsG4QZJLYQY2cptH8FgAQD42L2H+70EEQnRLof/LNrvTq/52XXnGRQeSmyFMTicDhaYPwQ0w2mkDNxi70WrZyTpfH+9yfUzbpF7sTIfrpIIJsECA8M9b2pS7Lq9GI2G3+MwCBZQgMVarQbYgumauzYwMYzvo74bnqJ3GUcpgIWs1dPUvZCdOSQK4O/JLCTou1RERETWsfVqfp/Ddxm/XRJOadeocQ3dJXdo441OGxywKPx0sMhtX50NYhX2Io9DAChh5bGYTllUzpjJAdne7+0AAKrem7SjqtZo42/ueLLn7fMmAX/ZaNzrijW2Tiiqx6zHoOFE3B8TEREREREREZHEsuhOvIiIiPiOnN6Ghf4GC/iCbFqvYm0BvhCGDSacVE74v44+yLoGhRCJDRZYO8F7XeUjQLsdzFo8eODwPBab0VuXiASDDRY46hZRWTUZ/eKpgl1FuxIJB1y2kdIF5g4EspbQ1fmG0DKSc/6Vy3S/VTzDTpNXw3dndZNggULPm24Z447XZ140GZkpiMfdUX4nG+5B+K3JN33Xknpfw+B+xKTDTYA11Y5gsMCZj4phg2ABZhKuiIiIWGzLVfw+R+7xfx22cl36vsc8eg8WsEqevMdRmw1kGdaqGwQLrAq52Dlu2TUE26RdORnMOtZx1XaDwEdD9x7q/do6D4OgfgULeDfIBguEf8z2dOvEIGh4wT13/LT0WF9ERERERERERCymYAERERHpjg4WsKB5pFGhNq8h5+ntEp9yPjTB72NNsECD3ynj7XiLLTZYoN3sSwHDRhabbTx0hC+oEpF42uVw07r3uWs/615x9Ta/liNy1gGXPMcHgNn9/i+kHwwmFK0O/LDZ+HD35uIZdpp8o2LWRG87g2JWJliA7UVOpaJzQTqPYdTdDLeTggXWatToXerIrvlZVAInAsXe8wIwEVKwgOtGL1ngzDEx4vDBAsuL8kVERCTBhsaB4nncPofvNn47J2kP4BYXALdF7bK6mTsx8kVu+9rcUnBDiFz6Cj86WhX+uml1GFk2bVk54+Ambvs+PON8/U07Q3uvrz7W+7P+vKOg/r4wCcPw+DkZyLe2x6Dhx2Z0f1tEREREREREROxl2Z14ERER8VWBnGZajnlRf6sBtLlm76qb0Ml+fmEfSgP2BAu0DSYsJLUQokAGCwBA6bD/6/BBQ6MNRBJhAA1sc45T++xrr/2s+7FbL/RrSSJnmQULPOn/QvrBaEJRcs6/1mu6mHGL/AuWuYCVRFjki1mR6z1YgC3gdRClsDsHJzDK7VK2INzQb00+WKCGtfc1onNcBIi95wVgKmXwO2yZYfDHWBkKFhAREZHTtuzltj+1D6jOBrES+5hMiU/qedpgkdu+3TQLCkygRquNX/vH2+n95m0PuWCfh88dCmYd69izdRTpCAVQnpEHGdSfGUzITY2AsWEYrTo9wCMUHoOG//FbB/1cjYiIiIiIiIiISKQoWEBERES6Y6e3VY4Dba5pdstohBp1GvzUtWqHAnxGIqYArmdogt+nEr1J9CYyrsGEhWyEfl/CNLKV36d0xP91+CCCgydFJAA7nWNIO9wv/D53ZbDA5376ORjI6LaN+O+AyzdS4tR+/xfSDwYTihaQ0POvVWbcMX4nNX2vZdKIMDDc86bsqabjRKvW+jh7nC3EPNwwCAbBAvWkBiay97wAfO+efCjnZ1G8bjzzWVFw+Htny79Ln3upQcCRiIiI2GPrNfw+R+71fRlWqvHBAvNu79ebVskX+X1qs36vwjpPzVax9z3/iRHwzcUlWB4swF5/nnwcaBoE1HuQz6bxgzefH+p79mIQ5L+HpD5L99ugwXCI6in/17EOt5ebJx6DhqN4f0ZERERERERERMQvqlAXERGR7tiH3O0mXVjxuht2cO8RJINggYoajbwZmuT3WeAmQEdVtm0QLJBJ6PE2snaK94ZKh/1fhw9UfyCSDLscPtxknzt99p8/99PPwQWTCS3sTbgwCtVOYgQLbo7badaSYAGTQsKkTu9bZcYt8juVj/q+jtgzChYo9Lwp+xkSoUwBAMAJd5TbQeEVa5kECyC75mdROzYCMbgJcLhHZNdONPHxn3gmnnnRJPLZ4B6vuRG+ciyAu3e24ObQXvYo8qrtBkE1IiIiYo+tV/P7HLnH6K0ScU67XJ0PFigl9Z4HO4kbAKqzAIC9O3Q+20m77eKn/9/dqDZaGHG4YIGGm0ZtVZD/i6+Y7rJ1TI1fyG3vtoATjwWzlnX87EsuDf09N5IH+Tw9k9DPNb8NGQQLeB0OEcQXt0HQcDmp340iIiIiIiIiIpI4ChYQERGR7goG00zJwv7zJiLUNNfgmzxWFzqwojQdsi+MHkqf8H8dfZBxTYIFyCZAW4xs5fcp8U29YfjiI5qqKpIEZsECSyEqhVxGoQISMAcHXPI8/5QtwQJlehc6hMFSMzAonFfT91p1/hikggXIZmTHceBEqN3muEseZws6xtZo8MECXu9rxFYqzYcdLszgoqkRfPiHnob73vNi/Od/e3YgS4viRLwznxRssMDygnzHAZ57mcG9RhEREbHH1r38Pofv9n8dNqoZBAu4lk+J7yZf5Pc5HawfVrBAFK8J1vOP3zqIrz629Px2BFywwFLAxcp7E7sne78XEgtTl/H7zDzk/zo2MDSQCf09NzLokM/Ts2oK94VRAIvHYIEgGDwP0GARERERERERERFJCgULiIiISHfDm/l9Frim2c0jEWrUaXDF0QBQVaORN9lBIEs2T1oSLDDoNPidMgl9kD00DqTWTtFcV0SDBT7w2e9grmrw315EYmWXw0/p3u8uTWGaitK5kVjroEs2Us7aEizAB4ktaEIRAIOGb0BN350YFLNioPfrJbbxwDn7f6LhOBtgUZsDmgaBbTZr8vc1am5CgwUA/r7XssCUTDqFS6ZHfF7Qkij2EE0Uls5Rhx0uvKLsnvseffMzduHa8wyaE0RERMQeI1uAAjmJ/PA9Rm+VuGDv+hy9SwkJDRYYLPL7VGcBAM+62ODZeQJ87uFz10qjDndd2ingIpWy7Bd4s0mwwMP+ryOGclCwQF+YBAtUwg0W6OneicHzgLKb0HoMERERERERERFJHAULiIiISHfDBlPESoepzfduD2eyQ09MggU8TvazrCzCzNAEt70lwQLbTIZtZBLabOo4SwWHDI/BAq+4epun/dfzl195IrDXFpFo2OVwn0FH3eLZKSiZtM4OkoydNm7qgEue5y/MGBXhRU69RG3ecNNYRPQmdfVDFXm+qLLMh6xYjw4WcIBs740edLBAxL5yzAIsuHBD6zXr9C51rA1xc6J2cARlmAzaWTgezDpWcSM4nvSyLUshCgVw987KpwN6XrhnGj/7YoNmGhEREbHPlr3c9scfBha5CeiJVJund0lssEC+yO9TmwUAvGgPGYxhKHpXBOu75+C5YIsRcL+vq4/Dn3uJhdcN4xcCTprbZ+bBYNYSM3k2WCCpIf1+Gxrn96me8vSWgdyJqvMhrwoaFhERERERERGRpFCwgIiIiHRXMJi6cIx7yL1pOEKT8Rp8YVIVCW309tNwMoMFLty0tnljQ5kEP8imgwW4kJPVrt4RXOjJXQdmA3ttEYmGXQ7XTLvPPfcZ964XXuL3ckTWOOganOfPPun/QsJGhiMsIA9FgZ0zwzZ9L5vsLaexAR0Dw0Cq91v4fOOBg1SEGsjpYwwAFnScrUAGqADeAxNjrWAQtBOCKDYRnfmkGCGnj2KggN97/TX4kx+8HoMDZCONiIiI2Gnr1dz2bhs49kAwa7FJnQ8WmHcT+swpb3DtWZ0FkKAQNtLBU+euE0YdMljAXRks8PbnXOjLmiIlMwBMkP+7Zh4OZi0xM+iQwQLZhH6u+W3QJFjgpP/r8GqRu0+26KbRUNCwiIiIiIiIiIgkhIIFREREpLuRrUCKfHB29P5g1tKjrz7mYXpcgyyOBlBzvRXgqwAFwFAygwUyLj9JEpkEB1nQwQLctPDVnn95cFNnPv+wpqqK2GwADWxzuPORfe1zn3FXbg8u2ESiL6wBxQdMggVO7fd/IWEjp8UvBQvIGTMocjuUuZCVRGCnZA0UqM3ZKeeOA6QidEl6AqP8TmWdW69gMB1u3h1e87PE3KoYJr8PF2aAdjuYtSwXxWSB04bB3Tu7+sKdeNW123X/S0RERM7Zupff5/Bd9C6JO/+o8cEC5VWT4hNjsMjvU5vzfRm2GgEZLLBsOvi973mR38uJjs2Xcduf+A7QagSzlhjJQ8ECfZEb4euEKvw9KU96uXdC3otdgI4fERERERERERFJDgULiIiISHfpLDB5KbdPn4MFfvYf7sFCvWm2Mzs9EkAFCW709ktCgwWcpkmwQIKb20a2ctuXjwLtlvHbXTC5trlGRKQXO51jSDtcN9g+91ywwPaiCpckeAdcckIzAMw+6f9Cwkae7y+4CT736oCeJl/WJPk1yHALDAR7TuoASEWo2eY4e4wBoU2Qj43TUzQZc1h7nIUVdNN3w5Pc9m4LqM0GspQVbxP4O/DOrKngkKGcOS4gRURERBJg69X8Pofv8X8dtqlzwQJlN492UkvG0lkgS15vh3AdYIsRhw0WWAq4uP9XX4yRfDaIJUUDGyzQbgInHw9mLeu4ebfBpPoAKVigTxwHGNzE7VM96fEtA7hHyT4PUNCwiIiIiIiIiIgkSEKfEomIiEjPtlzJbT9/kJ6QN5Dx75Tk4Kkq7thn+NCyQRZHA6h6DBaITgtHH5kEC3jsckhHYCyn0zIJFkhwkMXIlo23Wc5tWRNCISLxsss5Qu+zz50++8+Jm6YmK4TVSHjAJSc0A8Dsfv8XErZ6idpcE4pWopu+y8cS1J3cIzZYgGzIbZP/vh3HhmABBVisQDa7NNx0sgMThw2+D0MIs3Aj/NlZQI3bITcSzEJEREQkvornA3ny3P/A14NZi01qXLDAmWbuxBosctsbhLgl1Qi45+3z7tKxOJwjp6PHzWZymAMAHHvQ/3VsYO+OYujvuZ68QwYLZHQ/1zeDZMgEWSMUCvJerIKGRUREREREREQkSRQsICIiIuubvoLf5+j93PY+10vfe3DObMcGN0EBAKrugNl7yTlD5EPpdpOevLLapqH+T7xwmmQxfjq31PmTVCNb+X1Khz295bMvMWgyEZHEMwsWWApPefdLyalFIobKGMIpl5wgfGpfIGsJFTuhyE1es+0PPfOCrn834xa5F2s3ollQ2k/kMYgB7veU7UVOOQ4GB6LziOAURtByyWuecvBN3rFCNrvMYhiJjjwcnuL3KQcfZhHdWAEXw2STEPs5JiIiIgngOMCWvdw+Mw8Bxx8NZj22IJ+bldyEN9/mi9z2ZIibVxHOGltXBk0MOVywegmD+PDbnhbQiiJk6nJ+n5mH/V/HBm6N2LPRPMhggawaw33D1nBUDId/GHJ7uXtCBw3r+BERERERERERkeSITtWgiIiIRFMIwQKLrTb/Huv4nU89YrZjgyyOBlDzONkvyX3iZw1N8vssHPd/HSFzmlxhTeILIQrTG2+zWolv7l3u8q2arCgivF3OUXqf/e7SZ9xV2w0mNYsYOuCSRaKz+4NZSJjYCUVIXpH91TuLXf9uBt3/rqsQGnBjhTwG6WAB7tXhOMAbbjyP3Cs4baRwEuQ5+IKOsRXIMI95dzighcTEsEHDxELwYRZRbCJyXWAQdaQdcnE5XVeLiIhIB1uv5vd54F/9X4dNamSwAIYCWkhMDBa57ZeFuL34CoPnVRZzl13AFNggMgAldwjPvNjgWXHcTFwEOGSZ5sxDwaxlHbdcNInXXLc99Pfthg8WSPhnm58GyWCBqrdgAbZsptnq4f4EGfJaTnrojoiIiIiIiIiIJIqCBURERGR901fy+xy9z/91hMEgWKCKgQAWkjBDE/w+HhPv56oNT/v7IeeQhRCZhAcLjGzl9ykd9vSWL7hcxWEiwtvlcKEmR90iKsjjws3DuO78TQGtSmStg2ywwKkng1lImMhCwiROKLrlou6F3DOuQfhJmQ9bsVqdDRbgiqFdshvZgYNLt0Sr6fc4e5yF0OQdK+QUzTkkPVggmkGHPU3d6wOTJiHkRv1fiIiIiMTfzpv4fR78N3oXL+HeDZ9D0QNXm6M2L7kJb77NF7ntl11rrRfK6JfJQnyePy+/FTHiVOj9f+DWq3xcTYRlcsD4bm6fmYeDWcsGfuXlBoMnAuFiEGRQf9Kfp/tpkHxe5bF+49Fj3H3T/3ygh/vOdNCwjh8REREREREREUkOBQuIiIjI+grT/ET5o/cHs5agNbhih4abRhMZ47fbNJQ13tcqRsECJzy9ZaOXBPuADaeb3A6ZXDALiYuRLfw+Ja65d7W9OzQ5XESW1Bqtnrfd5XBNtPvcLUg5wPtedw3y2TS7NLEM2xTsxQE2WKA+R0/Cjpx6idp8wU1eIeH4cPfC9Rm3yL+gmr5XIsMtMFCgNqc/QRwgm47WIwI6WKCsY2yFZVM0ezHrcseYdYbJ70IAWDjm/zpWCfF0gFJwavxOuYQfYyIiItLZ7ucCafKZx+G7gZNPBLOeDv7o84+F9l6+qJPBAkj4VOY8ee257FrrNdfu8HctHVy1PT7Pp5ZfvowahJGNbTJ4ThxXmy/jtj/xKNAinyf7YGwoi194GbnWAGTRQtohL5CzCf9s89MQGSxQmwXaEQvlIUNeKwoWEBERERERERGRBIlW1aCIiIhEj+MA02Qq/dEHgHbvDXiRQQYLVOGt0fvqnUU4Xsal2KIPwQJR4DQ1YYEyuIkvNPQYLJDLpHHTrnFPryEi8XO8XMeHb9+P1/zhV/Bd/+fL+N1PPYLLfvk/etp3AA1sc7gptkfS2/DBH7wB14Qw6UqiL8w+wgPuFL/Tqf3+LyRMZFO3JhStRDd8A0CZC1uxXsDBAuyHSBSvRo+DPM5CaPKOFTIAZg7DAS0kJgaG+N+zVYEpr7l2u48LWhLFYAEXLgoGTULIjfi/GBEREYm//Chw4fP4/R78d2pzL9c8H/jso3jkKBdQ2Fe1eWrzkjsU0EJiYrDIbV87F9ywZSyPt95ygb/rWSUVo+fHy4NSRxzuWTuApc+DpGCDBVqLwKnwAlWWe/nebX153+XyWOR3UrCAfwbJZ+Rumw65CRx5L7acwKBhERERERERERFJLgULiIiIyMamr+S2b1ZDnRriGzpYoPs0z148+2KDyXg2Gp7k96lwTZuR1CAn/SU9WMBxgJEt3D5zBz2/7S+/fI/n1xCR+HjPv92PG977afzSv9yHbz05i7sPzuH3P/Noz/vvdI7RE3Re+Kxn4IV7ptmliqVGcpnQ3uuga3AuOvuk/wsJS7MOtBvULgsqJFzhBAwKvRUscE67DTTYYAGu6ZvtRY5i0B0dYFE5Ec9gw6DUZqnN59zOx1gED43gsPckFlbej7gygEmibhSTBQAUHINgATa4QURERJJjzyv5fR78N//X0UWj5eJTD8TkmtZ1gToXgjCPhAcL5Ivc9q060Dh3PvyLt13u73pWieYVQWftZYsdAR8s4OT9v6aKLDZYAABmHvJ/HT3YOpbHZMFbLYRXeZAh/YCep/tpyCB8v3LS/3WYcl1gkftuXICCKUREREREREREJDkULCAiIiIbm76C3+foff6vI2gNrkC66pLT05e5escY3vj08433t0q+CHpuTOVEECsJV1PBAjQ2WOBE783A3Vy1Ywy/8DKDQh8RiZ297/kkPvTVfZ5eY5dzhN5naPpiT+8pdpkazWPrWDjf+QeMggX2+7+QsNTL9C4V6PxruUVkccolG0TLmiZ/FhlkBwDIcf++2WbkKPaOn3DJAAu3Ha2i5X5qLtLH2Rw6Bwukk5QsMDzFbb/qc+2Fe6YxmE37uKDoNhEVYBAskEvQ9FERERHhXPpSIEUGLB68E5g7FMx6OrjvUMQmL3ezuAC4XOBayU14sMBgkd+nOnv2H9OpBF0zbeD3Pv3I2X82CRZIJSpY4FJ+nz4FCziOg1dfu70v731G3lnkd8qqMdw3g5v4faqn/F+HqUZ16b4hYXXQcHEo6+eKREREREREREREIkXBAiIiIrKxLVfy+xy93/91BI0NFoBZSv+uiSG873XXIJPWqRgAIJ3hC3isCBYgpyxkzIMsrLFpF7f9qf3073UnP/LsC/E3P3wzzp9IeKGdiMV+8+MPYr7W9Pw6JsECmLjQ8/uKXYKYfNzJQZNggZOP+7+QsCzywQJlTShaY4adJl+OyXTHMCwu8PuQk77ZZuQo9o4fh8Fn4IICLAAAtVl6l7kuYSGpJDXJDJPfhwszK/64c3wIP/cSg+aQdZAZIaFwXdNgATKQRkRERJJjcBNwwa38fg99tOdNHY8XPZ+4z+BeXz/U5+ldSkm/55Ev8vusuub69Lue7ctS4uzkwiL+8POPnf3ziMNfMzj5ET+XFG2TFwMOWR9wrD/BAgDwrhdeit2TnQMJg9JonWsEH4SCBfpqcJzfJ0rBAgbPAxZWBQ2fPxHu8S8iIiIiIiIiIhImdbOJiIjIxiYvBRxy+trR+4JZS5DIyX41cI3exaEs3nrLBfjEO5+Ni6ZUWL3C0AS3vceJlG9/TgSaOJs1bvuMJuZi8hJyBxc48djGm/Xg6RdO4LM/9Rx85qduxe+/4Rr8/huuwbtfepkvry0i/XNsvoYbf+PT+OAX/WmW3uUYNNCO7/blvcUeP/ys3aE0+9YxgKNukdvp+KOBrCUUBoWEFVfBTqvNsMdMeWbjbZLC4BjEAFe8yjYjR7F1/DgbXgGsmSCfWAbF23Nu52MsisdGYIYnue0Xjv//7N13mCRXdTbw93aYnPPM5rzSalcJ5ZwTCFnIgMnhI2dskm2yDRgwGGzAJgcbDCYLBAgkUEQJhV3FzTlM7Jnp7pmO9/tjdlcTOp3bt6qru9/f8/ixdqZu1WW3pqfCPe9Z8KVXnLMcb71ktbWupVocE+KORiV8jgEAtVVUJERERERyJ14vH/PkL+zPo9xNGwQL6CoPUpYGngPAVGjOH1f3NOP6kwesTGe+v+zxUHFuDu/98eY5f26G7F07APjq3QlZ9YRgvTxEfegZR6ZSiPoaP772yue4esyvznpXU2cSLBBgsIA1DQbBAkWu4bDKQrDAqm4GCxARERERERERUeVisAARERHlF6ybSdCXKMtgAVkXBWmh0SMfvAIfet6JqK8RhjRUg4biF/JLXL2hr6jxVoiDBVjYJg8WADBsb8GN36ewqrsJzz9lEZ5/yiK84SIPBFQQkbH7d47gzE/chqHJmLV9LlfCLmZNfeKiUap8Z67owGvOW+HKsXZr4TXRyHZnJuIGg27x4Wrv3peBuJt82CBwpVIZnIPS3xGT0wnR9sV273TCkEmwQIQBFgAWFLkUYhyZz7HaQBW9OmrqkW0fn1zw/MjnU/i7q9bhZ28+F9dt6sfyzgb4FLCyqxHXnzyAk5e0iQ4hDQlxSzPk3UdRw2BNIiIiymH9c+Xdu/fcW3C4WCrt0Qsr22IGwQKo8mCBujb5mOnQgi998W9OxavPW17sbBb4zzvshGY77Q9PzX3u06xkwQJJ7YOv2p6PdwtDy4e3AumUM3MpwKruJnzr1We4drzfP/nsOWUULBDk81xr6g2CBUJ77M/DVMwgWEDPDRYIWAqQJCIiIiIiIiIi8qIqWh1GRERERendINs+tBeYHndmLk6JyxY7TKFGtL0XizY8o6FTtn10pKjDbRhoKWq8FdJgAS6EALrXycc43Fm5p5mBD0TlJplK497tw3jRV++zvu8VPmGwQCcDSiizD1yzHu+7ej1q/M4+utuR7pcNmDxk1AXPE2KT4iHReQsJyaDoOzpc0sXPnuJCsMBYVBgsINraHSPa4F6twKKiipehyCWfcZ35HGuqCxQ5mTLS2C0fkyXMYtPiNnzpJafhT++5BFv/6Rrc/ncX44t/cypO7Jed116sf9MAGhWDBYiIiMiyxi5g2XnCQRp4+leOTKdsGTyrmdCFBwtU5HuQ+jb5mCxhbh9+3gbceOqioqZTKZohe9c+iQb4HX7+6TnSd52pGDC225GpFMqt4upEKo0nDz37eVavGCxQUg2dED899FLzkbhBsMC8oGHlyaenREREREREREREdlTZ03kiIiIyJg0WAIDBp+zPo0BPHjQoeErIFjtMowIX0pRKgzDxvshggYDfh9+988Ki9lG0pLBDdoDnG9pXAMovGzP0jDNzOeq157vTUZqI7Hjq0ARW/8Nv8JKv32993zVIYADC308d/AyhzAJ+H9508Sr85p0X4P3XrMd1G/txwZouvPA5i60eZ4cekA8a2W51Dq4xKOoOg8EC8w3pNtkAnQYiw47MpewYBQsUXpA7nTAIcPDg2tgRCMMrgKxF3lVnakw8JAQWfaOxSz6mgHMuMKs4Rl6D4cFkAQBNkAULpIJNgI+vIYmIiCiPE66Xj3nyl/bnUc5i8qD3SRQeLNDVVIHvp+oM7j1zhLndZPmZXblqEYaRTep6+KstmL97vXzM0NP25+FB246EEU+mj/+5DgbBAgE+z7UmUCN/h3XYS8ECBu8D5gUNV9vHExERERERERERVReu6CEiIqLC9G6UjykwkXx9X7N833nc+qSwYzAgXoQ/pWvkx6DMGjpl20+HgFSyqEOu62vGd19zZlH7KEpyWrY9F0IcXcCwUjZmeJszcznq1KXtRuMOhAw6PRJRUW576giu+cJdju1/iRqETwmLwDpWOTMZqhirupvwxotW4UsvPQ3fe+1Z+PRNJ+OitQadlbPYaRIs4PDvVscYdSji9dd8Q9pg4X34iP2JlCODcxA1mbvJZ/LM4Unx7rUHa5cTCCCkC//fDYDBAsdk6Z6Zy7j077oSNfbIx4Rl55x0IXragz+bANCkZM8xUkGeX0RERFSAE54nH7PrTiA6an8u5Somv9+cRJV39a5rk4+ZPJT1W+eu6sJNp9sNFxiLGBRVl1gzZCH+k2iAT57EVt4YLJBVat7NcK1JsECw8NAUKoC0+cjoTrNwVSfE5M9KI/N+NzJYgIiIiIiIiIiIKhmDBYiIiKgw0peGQMGJ5JPTxRWIZ7J5v7A7RzIOTMkWIY3CfiBC1ZIGCwDif69MLlzbjcc+fGXR+5FSCkAyJhvEYIEZXWtl249sA9IG3VsLdOrSNqNx7/3xY9BerOQiqlDjUwm89jsPOXqM5cog1EgalkIE4FMv2Ijm2oCVfe0wCRYYKddgAfmCxojm9dd8Q2iTD4oMWp9HWXI4WOBHD+0T7/6pQxMAgHW93rq3HZYGWIR5jgHI2T0zm3Gw8BuNBoE9wjALn3AluhfvFbXWaIIsIC8VbHJoNkRERFRRWvqBJWfJxugU8MwtzsynHCXkQcZRwTOPiiysDNbJC5APPprz2x987ok4a0WH+ZzmicTtvz93WrOSBQs0NNv7+yobXWsBCH+ohp5xZCqFUtL5FmA6sfDdrcbce+F6ZRIswOe5Vombj2hg8ClHpiJmFDRcO+8rlfgLkIiIiIiIiIiIaAaDBYiIiKgwLQPy7g1HnihoMyc6d9/+tLCwwKCL5qBuE4+hLBq75GOiI1YO3VofxLZ/vsbKvgp1xrJ2+UKvwPwX2VWqWxgskJwGQnudmQuAoN+HDQMt4nH3bB/Bzx454MCMiCiTT97i/EKms30Gx+hcZX8iVPH6W+vxjVedYWVf+3U3YloYUjC81cqxXWehQxEZFHwDwKRB8EolMunWVVN4Ue7OIfn+j4X8nbTI4N/VQcMQzofhFTOmQqLNp3UQMdRk/J4TRQOe5UKwgPRvM+29XAEAQJOw+2iawQJERERUqBOul4958pf251GuEvL7weiC4skq1L5Ctv3BR4B0Ouu3W+uD+MHrzsbHnm8Q1p/BvlH7789tCscWBh80C8PI2joMgufLXU0D0LZUNmboaWfmUkKf/8PCZ8zzM/bqYBAsEODzXKv6TpKPObzF/jxMGAUNzz1/KjJYh4iIiIiIiIiI6CgGCxAREVFhlAJ6hS8OB5/MucDCUwyKXYZ0uwMTqVINBgtHLAULADPF4W56zTmLAAgrBbgQYkbXOvmYYWc7K1+9oc9o3B1bZcUoRGTufx+Ud3GWUEjjuf775AM7VtqfDFWFMy11P0vDh91a+HtseLuVY7vOYCHhVJaC22o2ZBKu5pUuVaVm0CULNYV3ky9moesNpw6YD3bAsBYGd0WGnZlIuZkaE20+jsLPr4pW3w4ov2yMNFhA+AOq51dTeIAG0KSmRWNSDBYgIiKiQp3wPPmYnX8Epifsz6UcxWUBUAAQQ7DgbSu2sHLgVNn2sQlgdEfOTXw+hVecs9x8TrP8Zc+olf04ZSq+sON8s5Kdi+3tBsHzlaB7vWz7oa3ls+aiQP9z316k56Xqzb8TNgoWCPJ9ulXS9UEAcORx+/PI4ndP5FjjE5M/i42grojZEBERERERERERlRcGCxAREVHhpInk8TAQ2uPMXGwLy4MFBtFmfx7VqsTBAm7b1GewqCHA7jEAgK618jHDz9ifxyymi+q2HBi3OxEiKpkz1DPoV8KFnq1LRAWjRE7ZoYUFxSPbgfTChcOeJyzqDus6aD46XWAUzYjpgGzQwUecmUy5EYdbKCDY4MhUjh/h6HXsii5v/T4a1q2yAZGhhW3tqtF0SLT5uPbWv3vJ+HxAo7CYRRwsINv9xPTCzp9e0CTsPpoO8hwjIiKiArUvkxd5p+LA924Adt3pyJTKSkJ2nRbVtXzmAQCLTpOPOfCw/Xlk8dlbF3Z097pmCEMu6oTBgpWiRxgskJwqnzUXBQrHktg9MvdZ2fyQvXoVk++YwQJ2tS0FaoU/p4fdCxb4h59twWgkSwBFfFK0r6T2LQjdqdRcHSIiIiIiIiIiIoDBAkRERCTRu0E+xsVE8qJMGgQLmHTrpMwaDLrulmlXyqUdDeg3WVsfYEI+AKBrjXzMsLOLr6TdJ4/ZOSTvnExE3nS9/175oOXn258IkYGdul82IBUDQnudmYyThMECUXYnyigNH7bqxbJBhx4rzzAK26TBAjVNompkk0vS8akEAO/V5IuDBVJxcVF9RZoKiTYfR/Yb04rtSJpNY7dse2GwgK9C/kIb1bRo+1RNk0MzISIioop0wvXyMQf+AnznecB3b3Cs4DueLIMu4QnZ/WYUsiBrVamllUbBAn+xP48K4UcKjdJCcGnBcqXoFgYLAMCQsyHqpfDThw/M+fP8x1N1SMh26AsCPn9xk6K5lJKvETryhGsPG4fDcXzn3t2ZvxmTvQ+IoA6MEiAiIiIiIiIiomrCYAEiIiIqnFGwwBP25+GE8BHxEAYLWNQg7A4IAFFhZ2iP+MxNm6CSBh0WArKFXhWrrgVoFhZADjkbLJBOe6wSi4hcFUAS1/rvlw/c8Ff2J0NkYEd6QD5oZLv9iThNuJAwrKs3WODFZyzJ+f0t6ZWyHcbD5XnO2CYMt0CNLI1seDJLd64cJo92Ra+v8dai62EIgwUAICwr9K5IwnCFkM5e9N3XWmWfgdJgAeH5NhKWPwOY36mx5DTQBFkn3HSQwQJEREQkcOLzzcfu/CPwtUuAn70RiMk6FOdz744yCLmOy7rET6NGtH2F5GQt1LMB8Mv+LnDQmQCLcjT/nkV6vwBg5p1fNepeJx8z9JT9eRTIqc+AA6G558z82+A6CO+lgw1Fzogy6j1Jtn18EgjtcWYuGWzeH8oyD1noThj1C75Wsb//iIiIiIiIiIiIwGABIiIikug+AVDCy4cjjzszF9smD4s2j+rajC8XyVBt80wXAYnoiDNzcdhZKzuBpKzLHwAgUGWFHbl0rZVtP+xssMC2QWGRGBFVlPN8T6BDCT8H6tuBlZc4MyGqGldt6LWyn51aGNgDOP671RHChYRRVO+118lL2nJ+f7MWBgsAwMFHzCZTSYTnoDRY4Jkj5sUzXU3eCjEb0QaFBcIO8hVpaky0+QSyn2MXrBEW2pc7abDA2C4gnSp487u3y59f7BoWfmY4TafRCNmzjHRNs0OTISIioorUuWqm0LsYj/0A+OrFQMTe+6PHD4xb25djErJggaj21j1gyQRqgL5NsjGHNgNJebBfJZofhdasZOchAKC2SoMFukyCBZ6xP48COZV7tzBQb+6f6yD8WQtW7/NcR/UJgwUA4LB7a4T++EyWZ4LCkNdohqDhuoC3wliJiIiIiIiIiIhsYrAAUYVTSgWVUmuUUhcqpV6glHqZUurVSqmXKqVuPPr1NUopYTUnEVWlmgagY5VszJEnnJmLbeEjos2P6DYAjCi3RimgoVM2pkyDBQCYBQtwMcSzpJ08pkaBiHNdhf6yR1bAQ0SV5Xr/vfJBJ1w/s3CVqAibFrdZ2c9OPSAfNLzNyrFdJVxIGKniYIET+3Mv6t6SZrCAEYeDBSrJsG6VD4oM2p9IuZkKiTYf19nPsdb6KntU3CwM60lEgZHtBW8+HBZ2WQTwzGG7nXaL5U9G4VOyapJUsHo/x4iIiMjQic8vfh8j24GfvcFaJexnby2DcEVpsAAYLHDcotNk26diwOCTzsylzKTn/Yy1wCBYoK5KgwVqm4DWpbIxQ087MxcPmf+xXaeEwQIM6XdGr0GwgBeaj8Rkz1UyvQ+4dpNBKDMREREREREREVGZYLAAUYVRSjUqpf5aKfWfSqktACIAtgK4A8CPAXwPwDcB/DeAnxz9+lYAEaXUZqXUl48GEDSU6H8CEXldr7BbyOguIFYG3bwnD4s2H0S7QxOpYuJgAecKxR2XlBcVcDHELF1r5WMc7ORxIDTl2L6JyNtqEceVvofkAzfeZH8yVHWet2kA9cHiO+ZMogGDuk02qByDBYT3JJEMHYqqhcqTn7ZVL0ZMC4uOGSxgECzQVPCmCzu8lbchGAQLhLN0J6sWiamZAheBbMECN562yMaMykv3evmYQ4/Zn8cs+T6L3eZLyp/tpYOFf44RERERAQBOvN7Ofrb/HnjqZjv7KgdxWUH3VBU/81hg0enyMQcftj+PMjT/UUQzDN6V1Rrc/1cKaYj60FYgnXZmLnm4dX86/+lWPYTBAkEuc3NEzwkQN9zwQrCA8FlsOMPvxsVt9bZmQ0RERERERERE5DkMFiCqEEqpk5RS3wJwBMCPALwBwEkACl3pHQSwEcCbMBNAcEQp9XWllMGqSiKqaOJEcg0MPuXIVKwKHxFtPiQtvqL8GqXBAiPOzMMNyWn5mAA7yBxnEiwwXAZdhYjIMTUBZx5/XOx7FM1KuGCyqQ9Ydp4j86HqsrSzAR+41s4t+470gGzASBkGC8SFwQIZOhTRjAQCeEoLu6od2gykks5MqFwIz0HUFN7pe/9YZQVdDWuDwoLIoP2JlJOpMfGQEDIXfb/63BXFzqb89G2Sj3E4WMBrAgmTYIFmB2ZCREREFa17PTBwqp193fYx+JGysy+vS8iKJ6dQ49BEytDAafIxB/5ifx5lKD0vWaBZyQIuAAB1LZZmU4akwQKJCDC+z5m55OFasMC8ZIE6cbAAn+c6oqYR6FwlG3O49MEC6dikaPtohvcBymupj0RERERERERERBYxWICozCml+pRS3wGwGcCrABS+6ji3JgCvBfDk0YCBLkv7JaJy17tBPsYLieS5pFNARNbdUNzVlfJrkAYLjDozDzcYBQtwMcRxHgsWuPLEXsf2TUTedr3/XvmgDX8F+IrvMk8EAC87a5mV/ezU/bIB4SPA9LiVY7tGGizA7n05PZZeKRuQnAKGn3FmMuVC2CVLEiwwfzF/uZtGbcYuYTmFqz1YICQeMq4zn2NVuWa6ez3gFxZXHd7szFyO89Y/hN8gWCAVtPWqgoiIiKqGUsAVH7ezr5Ft+Gv/HXb25XUJWdhcFAyyPq5zNVArLG4/8Igzcykz8x9FNMMgWED6d19Jug0CY4dK82zt1CXtrhxHzzup6pQ0WKDB4mxoDmnzkbFdgLCw37bJiZBo+zDqF3ytKp+RERERERERERFR1WCwAFEZU0pdC2ALgFfAuZWGCjMBA1uUUpc5dAwiKid9wpeGAHDkCfvzsCkyBOi0aAiDBRwgDhYYcWYebkiYBAtwoddxzX3yxUYOBgucvKTNsX0TkXc1YgqX+QwWkW68yf5kqGr5fHYeBezQA/JBw9utHNs1wqLuSIaFhNVCFfCIaYsWBgsAwMEqX3gfExbl1mTuJp+JrwJXuY5o4fV+ZNiZiZSL6ZB4yHiWfNoKPJ3yC9QAPSfIxhzavLCSpoL5hV1wASAt+BwjIiIiOm7FBcAZr7Oyq3cGfoI6xKzsy9PisoLuKS1731TRtwg+HzBwimzM0FPy8MAKtCBYQBkEC9RVcbCA9B4UAIaetj+PAtTXOBOUPP+OOj3vC3UQBgswpN850mABADjypP15ZDE/lGLnUBha+Cw2U9BwRf/+IyIiIiIiIiKiqsdgAaIypZR6E4CbAXS5dMg+AL9VSr3CpeMRkVe1LpEX9Ho9WGDysHgIgwUcIA0WSETFi6U8I2kSLFC9xW0LKAV0rZWNGXIuWGBlF7swEnmeAzVfV/j+gjqVkA1qWwYsOt3+ZIiKtFP3ywc5GNpjXTo1c+0oEAYXouayOc1gATFp0UGNu9eYLz5jiavHy2cYrbIBkUFnJlIupkLiIeM6S7BAtS6b7tsk2346BIzvc2QqgPcCHgIJYTgKGCxARERERbj2M8C1nwV8gaJ206fG8Gr/74qezg8e2ItkShZQ7iphCNQUZMECFR+nNXCabHudBg495sxcyoied2Y0Y0q+E+mag0oifc8JADv/VNGhFvPPKXGwQJDv0h1j1HzkcfvzyHaoibkhQg/uGkEjZOsxMgUNK689nCEiIiIiIiIiIrKIwQJEZUgp9WoAX4b7P8MBAN9WSr3Q5eMSkZcoBfRukI058oS3u7iFj4iHDKLdgYlUuQaDrJzoiP15uCFp0CEnIFvoVfGkC27G9zoWRJGc30KDiKrC8/x/lg866QXeqxIjArBdD8gHjWyzPxGnGCy4jWboUETP2qEHEBV2OKzqYAGtgbiwKFcQLODzFf+7ZeNiYSG/w4a1cD7hag8WGBMPGUeWYIFqvVTpP1k+5tBm+/PwKL+wWA0A0kEGCxAREZEhpYAzXwe85YGZ52lFeFPgl2iFPCRptg/8dAtu/Mq92Hpksqj9OEb47iMqDBaoeIuEwQIAcOBh+/MoM/NfjTUr4Ts45Xc9VNFT6lqAlkWyMTtuA754KvDA14CksOi+SOesFDYIKMD8xw/zl5MwWMBDer0dLBCJJ+f8+e6nDyKoUrJ9ZHjWXa2PyIiIiIiIiIiIqDowWICozCilngPgvwRDHgLwcQBXA1gNoANAEEDn0T8/F8AnABS6ClIB+I5SSlhVTEQVRRosEBt3tItb0SYPiYcM6jb786h2DR3yMWUbLCBLyAcABFjcNke3QScPhwogHz8w7sh+ichLNNaqfbjM9xdc77sXf+3/Ey7zGxTIbrzJ+syIbDiouxDTQdmg4a3OTMYJ0oJuABFU77VXIUXFKfjxhF4m2/Hhx11f9OwZiSmIezzWFl6Qa2OR6/NONggYcZA4WCAy5MxEysV0SDxkXGc+x6o2WKBvk3yMg11KvZbP6U/If5emGCxARERExepcBdz0TeANdwKrrzDaRYuK4s2BXxQ9lc37x/E3X70PI2GD4GgnpRJAOiEaMiUNCqx0i06Xjznwl5zffvPFqwwnUz70vJuWFgiDBWqbq/gG9Kju9fIx4SPALX8HfOkM4Jnf2p9TFo21Aev7nH/bm553TtUr4XNEvkt3TutioE74rO6we8ECQd/cJdD3PLlbvI8IFgZTVPtHFBERERERERERVTYGCxCVEaVUAMB3MBMMkM/dAC7QWp+htf6Q1vp3WusdWusxrXVSaz169M+/1lr/g9b6ZACXYyaIIJ86AN9Wio/QiaqWUSL5E/bnkcf+sQIXMEweEe+bwQIOaDDodFC2wQIGC88CXOg1R5dBsMCQMwWQO4bknRuJqHxc4XsIv6t5H26tfR++UfOv+GLNf+Azwa+K97M1vQjoOdGBGRIVLw0fduo+2aDh7c5Mxglx+e/qiOZC1Hy2pFfKBqRiwNBTzkzG6wzOQdQUXpBro/64pU4YLuKwYbTIBiSiZn/PlWIqJB4yjiruDJlJ30kQx3QcLjSr14S3kgUCSfnPl65pdmAmREREVJX6TwZe9mPgFb8EfPJ7l1f5b0U/in+fNBKJ44O/cK9QsiAJYTE3gCj4vmmOlkVAY49szMGHc377jOUGYeplJj3vlqVZCc/FOuF9fyUyCRY4Zmw38IMXAb//kCvJdMl02vFjzD+n6iAMFgguLAwnS5SSrxE68gTgwnkDLAwAaFDyJg/hKg4aJiIiIpTj+WwAAQAASURBVCIiIiKi6sRgAaLy8goAhVSifBzAxVrruyU711rfBuBcAJ8rYPPnAHiRZP9EVEGMggXcX2jzn3fsKGzD8GHRfmM6gBDYdc26EgcLtNa7WEiTnJKPYZeFubrWycc41Fm5NsjbKiLP2X038PM3A59ZDXx6JW4PvBX/EPhvLFeHBDvReF/gB/hazeewzre/6Cn9MnUu25uQIz7xVxut7Gen7pcNGN0BpFNWju242KR4SIQLCfPaLA0WAICDj9ifSDmIyzt9o6bwou/agNn16CvPWWY0zg3DWtgFDQDCg/YnUi6mxkSbR3QtEsjcbVBJi+srRU0j0LVGNuaQc8ECLtSFiPgTss+xtFZIBxocmg0RERFVrZUXAc95tXhYrUrgnYGfWJnCLVsOYzhsEB7tlLg8WGBKGCxQ8XcISgGLTpeNGdsNRLK/ozx1aVtRUyoPc29amiF891lrcN9faboN3nXOd88XgEe+V/x+8kik3AgWmHtO1TJYwFuka4QSEWBslzNzmeeJg+Nz/twEebBANEPQMPstERERERERERFRJWMFDFF5eUcB23xSa/0hrbXR6n6tdUJr/bcAvljA5u80OQYRVYCeE+RjDrsfLLB5/3j+jQBg8ohov0NoQxUso3FfiYMF3nLJKmv7yitpsOiMwQJztS+XdyYafsaRqTx3o7AQk4ick04Dv/8w8O3rgEf/B4gMAdERLFbDeF3gFtxW83e4wVdI/prGRwLfwZsCN1ub2s3pc6zti2i2l5y11Mp+dugB2YBUHAjtsXJsxxl0MWewQH5b9Ar5oKoNFpCfg5JgAdO70wvWdBuOdJ5RsEBkyP5EysV0SLT5OLKfX1W9Zrpvk2z7yYNAZNiRqXgsVwDjIVl4RRh1VX4yERERkWMufC9QIw//vsl/B1ar4sNDAWDLgQLfP7ohYRAsoGXBAl67NnXEotPkY3I842hrqCliMs8anJAXx7plfnf5ZiU8F+ta7E2mXPUU0lemAL/9gNmzJwFXQghnnVM+pFGrkrLxAQYLOKrPpPnIE/bnkcGTh+YGCzdKg05w9DnGPHysQURERERERERElYzBAkRlQil1EoB8KxvvBvAPlg75LgAP5NnmLKWUi1WYROQZtU1Au7CIZM89rnc03bx/HKn5qxoyCR8W7XdQt5lNiHIrcbDApsVt1vaVV1K4EMhfA/h46T6HPwB0Ci9Dhrc5MpWNi9lVhcgzfv9B4J5/y/ptv9L4XPAruNF3Z9ZtFNL458A38arArdam9Vh6JfboPmv7I5pv80euLHofO9PCYAHAsd+t1hl0i49oLkTNZ6fuRzhDJ6ecGCxQOEGhjGmRx8lL2gxHOs8oWCA8aH8i5WIqJNp8XOcIFihyKmWtXxgsAACHHrM/DwCT0wlH9mtqx4FDou0jqOcCfCIiInJGUzdwzlvFw/xK472BH1qZwtfv2mllP1YYBAtEIQsWqAoDJsECD+f89vUnGzxrm+cffu5+cH+h5jWXRwuE52ItgwUwcKrZ+/H54mFgx+3F7ycHJ+7v5p9Ds9d11CEu32GQQbGO6t0gH3PEnc+wZCo958+NSh7Kkul9AB9rEBERERERERFRJWN1ElH5uKyAbT6g9fxXL2a01mkA7y9g08ttHI+IypA0kTwyBOx/0Jm55FDQx+LkEdE+B3W74Wwop2CdvMuMxWCBM5d34KRFLi1iScZk2we4ECKjrrWy7Ue2Aylhd4sCNNcGre+TiAyM7gTu/8+8m/mUxieC38jYoUwhjU8Gvo6XBm6zOrVfps6xuj+i+Vrqgtj9qeuK2scOXcnBAvKi7kiGDkU0l4YPj2th4NyRJ4GEd7vtOcYg3AI12Qu/belu9m4xyTAMggUiQ/YnUi6mQ6LNJ5AjWKCaV033eSdY4JG9IUf2a0JrjWZht78wA3qIiIjISee+FWjoEg+70v8XnK6eKfrwzxyezL+RW+LyYIEp1DgwkTK3yCBY4MBfcn77dReshN9X3A3W75+UvcN2U3reO/guNS7bQX2bvcmUK38A2PRiO/vadZed/WRR7LlciNnnVD2E79IBINhgcTa0QM+JgBIuNT7sTrDA/GYjjZA/f45meB+gqvohGRERERERERERVToGCxCVj3xvMp/RWt9t84Ba6z8C2J5ns+fYPCYRlRGTxdZP/zrjl288dVGRkymC1kBYGizQ5sxcCGjokG1vsXDE51P4yktPt7a/nBKyBfkIeLfgp6SkwQKpOBDaY30awQAXFRB5wj1fANKFhYfUqQS+GPwSavBsJ1gf0vhs8L/w4sCfrE4rrRV+nTrb6j6JnLBT98sHDW+1PxEnxOQL/iO6eoMFJOslN6dXynaeTgCDT8jGVAKDcAungwU+/LwTHd1/sUa0QehbeND+RMrF1Jho85DOFepXxfc3/SfLxxzebH8eAH7y8MIQrFLZNhgWL8oPg8ECRERE5KDaZuCi9xoNfVPgl5YnU2IJ+f3mVBU/88iqoQNoXy4bc+DhhS3XZ9m4uBVvumhVcfPysNn/04NIol0JQxUbu+1OqFxd+g9A55ri9zO6o/h95NBYG7C+z6lEas6fD40/e99Zh7h8hwzqd1awHuhcLRtzZIszc5lnfrBAkxKuxQAQzhQsYDwjIiIiIiIiIiIi72OwAFH5yPfG8VaHjvu7PN8XvjUgooqx/Hz5mKd/nXGBxTUbDYqYbImOzhS3CDBYwEENnbLtLafcL+lwqZNBUthlIcAF+Rl1r5OPcaAAMujnbRVRyaXTWQOMsjnRtwd/F/gRAMCPFD4X/DJe4Lff1edBvQ6HIfz9RlQCEdTjsG6XDRrJl0XoEQZF3ZEMCwlpoS3pFfJBBx+xPxGviwsX1wNATa7C7+IFMnSa+8A16x09psQEGhDTwkXrO//kyFzKwlRItPm4zh5cUdXN2Bo6gNYlsjGHnAkWyFGf5LrdwxHxovwwi9WIiIjIaae/GmhbJh52qe9RdELYWd3LpEHWAKKQhVlXzS3CImH4eGQQGM8dCPa3V67Fx56/AbWBynuPNLu7vNHPVFOPxdmUsZpG4OU/AxafWdx+HH5O+zdnLLW+z98/Obf5wyN7nw1NrFMGwQJBl97zV7Pek2Tbh/YC087/zk3OCxZogHAtBoCIXrgeI+Cvmt+ARERERERERERUhSrvzQVR5cq3ut+ZFYz599vl0HGJyOuWnCUvAh/dkbGo9/ITSrhwIHxYPGQQbfbnQTOaB2Tbj+0qz66UsQnZ9gHZIq+q0WXQwWPoGevTyFSURUQuO/QIEBkSD3t94Nf4G/9t+G7wU7jBf68DEwNuTp3jyH6JnLAjLbwWcyCwxxEGRd1RBgsUZLNeKR9UlcEC8nAL1GQv/J7PVgHyhWu91C1QYRitsiF77wWGyyTwxCatgemQaMg4cgQLFDmdste3Sbb96A4gNplzk7qg/FVcb4u3fg81QRgsAAYkEhERkcMCNcClHxQP8ymNi32PFXVoL4VAIR4VD5EGC1SNgdPkYw4+nPPbSim84pzl+MO7LzKcVHnoUibBAr32J1Ku2pYAr74FuOqT8vUXx4T2AkmDYvwCnbSoxbF9HzM7aKAOJsEC3rqPrki9G+Rjjjxpfx7zJNPpOX9uFD7DAIBIht+NtQG/8ZyIiIiIiIiIiIi8jsECROUj39vdYYeOm686hysEiaqVzw+svUY+7ulfLfiSUgrvu9qZzoh51/ZMGgQL6DaTqVAhTF5G77vf/jycJi1+behwZh7lrmutfMzwNuvTUFXd0pPII7b+znjoJ4PfwHn+JyxO5lkTugG/ZLAAlZGdul82IDIETI3l367U8hR8LthcB5CAsFN6BVGCsuI9uhcTWtgN7OCjsu0rgUG4hSRYwEiGa9g1PU3OHlPo6bRBN7xH/9v+RLwuHgbSSdGQkM7+b1319zf9wmABADj8eM5vb1wkDMlAxh/RkmpSskX5Eb42ICIiIjec9AKgb6N42CX+Cgq8S8iD7KZ1jWh7L+UoOGqRQbDAgdzBAscs6WjAS86y3/G9lNKzEja6TYIFGr0UbugB/iBwzpuBdzwGXPwBoEb4jEangdAeZ+YGoL7G+QLrSDx1/L+NggUCvA91nMHvXBzJ/czEhvrg3POzSU2Lxqe0whRDd4iIiIiIiIiIqMowWICofOR7E2fQ+qwg+fYrbLlMRBVl/bXyMU/fkvHLLz5jSZGTMRQ+kn+beYZ0uwMTIQDA0rPkY/beZ38eTpMGC3BxTWY1jUCr8LNj+Bln5kJEpbX1t6WeQUZfSV6PCXirSJMolx16QD6oHLqDC7vFR8DuVoVT2JxeIRsy+JRRR8WyJjwHAQBBh4MFMgj4fehp9s4i2vvTBgGEj/4ASM0rsk8lZkJQPNVW1KKpkHjIOLKfXx6rZ3df/8nyMYceA9IpYP9DwL4HZrrxpRLHv93XKi9uCPi89S/RCNmi/Eld77lwBCIiIqpAPh9w+UfEwy70bUYQsnAuz0rIuzJHWTyZWf/JgBIuo7vn34DtfwAO/CXvv0Wl3ZLO/t/TZRIs0NRrbzKVpLYZuPj9wPO+IB87ssP+fI7yu3yDV6cMggWCDBZwXO9J8jGHt9ifxzwnDrQc/+9ILIlGSMMR68AnYkREREREREREVG0YLEBUPkbyfL/ToePm22++eRFRJVt5iTz5/cBDwMShBV+uDTpzWZJ3kcbkYfE+B3Wb0VyoAIvPgPil7b4HHJmKoyLDsu0bu5yZRyXoWiPbfnirp1Zv7R2psqI6IidMHJop5vKYH6cuxFdT15V6GkQiO3W/fNDINvsTsU3YLT7KYAGRLXqlbIBOAT99HfDLtwM/exNw/1cdXfjsCdJggWDjTIFMgbTF/pHXbjT4HHDIL1PnIqWF94fhwzNFHdMTwD1fAL54KvDxLuBflgP/uh74xVuA0D5H5lsy0yHxkAntfnBF2ejbJB/z2/cBn98AfP0y4BtXAF85B/jiacADXwOSMazrlQdN9RuEEThGp8Xd/hjSQ0RERK5ZdRkwcKpoSIuawnN8FRJCbBBkx+ceWdQ0At0nyMf99wuAr10KfGIR8J3rgSNP2J+bB6VnvWvrztsnJYOmHouzqUDS958AMOpgsIDL4Xf1MAkW4Geb41oGgHphE45Hvw9MHJwTwGjb7Ff/n/ndM2hUMdH4CDz0DIaIiIiIiIiIiMglDBYgKh9P5vl+n0PHzbffnQ4dl4jKQU0DsOpS+bitv1nwJV+p2pgJgwVSWmEELfk3JDN1rUDPibIxhx4FErIF7iUVj4qL29DY7cxcKkHXOtn20+NAeNCZuRi49Ul5uAkRzbPt1lLPYI5DugMfTbwc70m8Hin4Sz0dIpEd6QH5oOGt9idim3CRfVhzIaHE5rQwWAAAnv4V8PB3gMe+D/zmPcCXzgJu/2cgKVv0WTak1/81zhd9l0MPrsPoxJ1pgyLvOz4FfPNq4PcfAkZnPboMHwYe+W/gK+cCT/7C3kRLbSokHjKO7OdY1XeZbxkAGgwyfCfnhWiO7wVu+TvgR6/ExWs6xLu7YK13Agb9SXkgHn+XEhERkWuUAtbJwz0v9T1S1CE9IyG7VktrhRiCDk2mAiw6zXysTgG77gD+84KZe895zlvtVK+Q0kjPKuTtViHZYOUH6uX3SVWlw+B528h2+/M4Srn8wVdnEiwgbYhBckoBvSfJxqQTwOdOAP65H/jWtcC9/w4kDf59c0imnv1A+sEDe9GIKdH4qK61Oh8iIiIiIiIiIqJywGABovJxV57vX+DQcS/M8/27HTouEZWL9QadeJ/+tf15mArLinqH0Yo0L6GcteRM2fapOHDQfAGYm95z1TogOiwfyGCB7Ew6dnioAPKRfaFST4Go/G39XUkO+4+JV+NV8ffijfF34l3xN+FN8Xfg+bGP4cLYv+FbqWugeb1AZeggOjGla2SDhrc5MxmbYpOizau9y7J0nfAWbbDQeb50Arjz08DN75zbYqpSSDtIuhAskI2nCmQA/DB1iXzQwUeAwRwdImMTwE9eBxzabD4xL5kaEw8J6RzBAmURO+EgpYA+g0CLbLb+Bqsf/LB4WGNNwN4cihRICMNRAIRRz3OJiIiI3LP2KvGQYoIFPHXbGpcFC0yhBtKouaq6qismWOAYnZp5vrH3/jlfPn+1WXhYOu2lE+5Z+8eePfe61LhscGM34OPz85xqm4GmXtmYkR3OzMUFv9p8cM6f65RB4XmQwQKukAYLHJNOAHvuAW79R+BrlwLD9oIwEun0zP9PpRFLptEIWVOKMHjuEBERERERERFR9eFTeqLycTuQ88n3pUopqxG6Sql6ALlakacB/NHmMYmoDK29GlDCS4pddwLTE3O+5HOoekEjz2KLySOi/Q3qNvPJUGGWni0fs+/+/Nt4wMZFrUBkSD6w0TudCj2ne518zPAz9udh6NebD+XfiIiyS0wDO//k6iEHdRsui30G/526An9Kn4Lfps/Ez9IX4Dfps/CYXo0EvFMERiSl4cMu3S8bVA7BAsKi7oiu7mABqf26C6O6yc7OHvs+8Oj37ezLS8TBAsK/T2/WGFhxW/o0jOhm+ztOxYBfvtX+fkthOiQeMo4cwQJVVTWURb/FYAEAdZu/h/N9W0Rj0h6qVgskDYIFNBflExERkYv6NgLNA6Ihq3yHsFxVwPP5hCxYIAp2Zc5pwEKwADBTQPuHuQFjbQ3CMM+jRiJ2O3vb8ti+Z8MEuqXBAk0MVC9I52rZ9qM7nZmHww6NT+Gt358b9lIHBgt4Vp9hsMBsR7YA//sS+TPTLI7lrwxOxgAAjUoWLMD3AUREREREREREVI0YLEBUJrTWYwD+J8cmbQDeZPmwbwPQkuP7N2ut91s+JhGVm8ZOYOk5sjGpOLD9D3O+VLKF6+HDos0HdbtDE6HjlpwpH1MmwQLPWd4ORIblAxu5wCarLoNggaGt1qdh2mmGiIqjd98NJOwsPCrEId2BF8U/iB16kWvHJHLbTmmwwOhOIJV0ZjK2xGUFkRFwIaGMwpb0Snu7e+ib9vblFeJggexF37Zkuwf3WofxBAL4eep8Z3Z+6LGy7uYHAKm0xh8elgenjWvnz7Gy1n+y9V1+NPBtBFH478ufP3ow/0YuCRhcb/N3KREREblKKWDtleJhl/oetT8XtwmDBaa0PFjAO5FXLujdAPgthS/s/TMwUfx1/XQiZWEy9n3znl3H/7sL0mCBXsuzqVAdwudt4/uBxJQzc3HQu3746IKvGQULBHgf6opeC8ECwEwjgD98xM6+5oUzNubs27QQn2EQEREREREREVE1YrAAUXn5LJDz7cnfK6WsVLgopZYBeH+ezT5n41hEVAHWXSsf88wtc/7oVOlCzgZvWgOTR0T7O6LbipoPFaB9BdDYIxuz7/48/9iFa651rtN0Q00AiAwZDGTRelaNXUBdm2zMvvuBdNrqNHw+bxVgEVWLZ+76sWvHOqA78aL4B+Xd3IlcdEJ/rmzAwuzQsg5/SCeA0J6ij+soYVF3tMoXEpqEvm3WFoMFDjwETFRA18jZhOEWbgQLlJMfpi52buc7bndu3y741j278MzuveJxE8h+jpUs+NFL+uwHC6zyHcKr/b8pePvH9oWsz8GUPyn8DAMQRj3PJSIiInLX2qvFQy71PezARFwWFwYLwFLRfKXyB4H+Tfb2t/ueoneRtvT+00ldShgsIH0PXK06VwkHaGB0V/7NPCSZSuO+naMLvl6PmHxnwQYLM6K8utcDym9nXw99CwjJn2vNd+xTUh/9vGxSsoCNTMECF65l4wciIiIiIiIiIqpsDBYgKiNa66cBfCzHJt0AfqWUai7mOEqpDgC/AZCrLfe3tNZ3FnMcIqog6w2CBbbeCqQSx//oK8Vq49gEkJS9VBzK+dFIVigFLDlTNiY64vlOk/XBoy/YTYIFGvniOiulgO51sjGHHgX+/O9Wp8FcASL37RuJoHHPba4ca0e6Hy+KfxB7NTspkbe95RLpYtOFdqQNwjOGtxZ9XEfFZAWRYV3dwQImtqRX2N3h4BN291dqwnALabCA90sMirNVL8GjaYvhFbONbHdmvy7YMxLBZ373DFohO78mdD1SyL4AXLEafKYrZE2T9d2+PfAz9GJhwUQ2yZTdQDxTgYTwMwzApK53YCZEREREOay4UNxp/kzf02iCrDAf8Ng9WILBAtYtOt3evka2zfnjX5++WLyLIxMGBdYuqkECbUp4z9DE954F6TB41jvq7ffl820fyvzctk7l6rmTgfLNBIOQ84J1QNcaO/tKJ4C7/rXo3czPX2nAtGh8JMMzjEvX8XOKiIiIiIiIiIgqG4MFiMrPpwDcmuP7pwB4UCll1FZJKXUWgIcAnJBjsx0A3mWyfyKqUB0rgZ4TZWNi48Duu4//0edTOGlR8R1WRSaPiIcM6jb786CFlp4tH7PvfiuHdmpB2NKOo10SIsPCkQpo6LA+n4pisnjhto8BB+x1I2LpDZH7br3jDixRg44f5yepC3BD/OPYr9lFibxv06K2ovexQw/IBz11c9HHdYzW4m7x0Qwdiii3zbaLvsusu1pewnALJwqa51NZrmC9WlP+o9Qlzux4dKcz+3XB7U8PIpZMo1VYwDGB3MEVHj0F3OXzAb0nWd9tk5rG3we/X/D2jx+csD4HE4Gk8DMMQAQMFiAiIiKX1TTOhAtIhqgUzvc97tCEXCIMFohqebBA1d0jrLR4/zk8N1jgAoMO2Hdvl75XdFcnDO5bmhjgW5DO1fIxHg/in+8H92fuVl+HRMavZxWo9+5DrUrUt9Hevh75b2Bsj5VdTSdSAIBGabBAhvcBLzpjqZU5EREREREREREReRWDBYjKjNY6BeAGAHfk2GwdgAeUUt8sNGBAKXWGUup/ANwNIFebuf0ALtdajxc4ZSKqFuuvk495+tdz/njy4jY7cylU+LB4CIMFXLLkLPmYffdZOXR6fqS9bdJggYZOwJe9myQB6FonH5NOAj95LRCbtDIFHxerELmuYc9tju5/v+7CK+Lvw98m3oRJNDh6LCJblnQUX8S3S/fLB23+ETBxsOhjOyI5DeiUaEi4yrssZys4z+UwOjCkW+1NotKCBeLCzn01uQu/q9HNqXMwpWvs77jMFtzPtmX/zOPZVsjOr3GdJ1iAtzYz+jc5stvn++/FWeqpgrYdiwg7NDrEnxB+hmHmdynPJSIiInLd2qvEQy7zyQOIPXWZExcGC0AeLFB1Vl8ONBs8H8tkZG6wQNAnP3vu3jZkZy4O6VYh+aBGhvgWpCPX0q0sRsvrOcd3/py5oLweMdmOgtX9PNd16661t690Erjrs0XtQh9d3/HxXz2FIJKoVUnR+IheGCxQX8P1GUREREREREREVNkYLEBUhrTWUwCuBvDlHJvVAHg1gEeVUgeUUj9SSv2zUurvlFJvVEq9Ryn1CaXUT5RShwE8AOAlAAI59vkwgIu01rst/U8hokpi8vLwmVtmOoge9boLVqI+aPcF3bFU8owmj4j3x2ABl/SfDPiFi5v2PWDl0E7lChxfUB8RLgBqlHcvqTomQRTATHfSW95rZQosmCBy38qxux3Zb1orfCt5Fa6MfRp3pgvKaSPyDGXhF1IUdTigO2WD0gngvq8UfWxHSAu6wUX2ZhQ2p1fa291YBQULaA3Ehd2+GSywwCQacEv6TPs7Du0BUrLFxl7x00cOAABalexzLqSbnJhO5el37jrwo8Fvw4/8oTeJVNqxOUgEkwbBAhm6/RERERE5bs2V4iEX+x+Fgjeuu4wIQ6Cm+cwjP38AuOoTdvY1smPOi0efQbDAw3tDdubikC5l0JOkicECBQnWAy2LZWNGdjozF5fVKmHQHoMF3LXuGqC+w97+Hv0+FqtB4+EaQDKVxh1bh9CIKfF4PsMgIiIiIiIiIqJqxGABojKltZ7WWr8FwLUAtuTZfADAXwP4ewCfAfAVAJ8G8AEANwLozTM+DuCzAM7RWnv+LZRS6i1KqSec/j8Aq0r9v5XIUwZOBZoHZGMmDgCHHj3+x+Vdjfj7a9dbndbjByayfzN8WLy/Qd1exGyoYIHamXNKYuhpIDpa9KHTTiULHCMOFuhyZh6VZNHpQNtSs7GPfR/Y/H9FT8FGIScRCUyN4XS11fput6cHcFP8w/ho8pWI5lhI9PxThNc8RGXmntRJ8kEPfQuYNlhI7LTYpHhIGFyIauLW9HPs7WzU84+fCpeMATp/AfEcNbLCb5u3MF6+qv2/1MX2d5pOzoQLlLFWyAqJxpE7uEJ5+ixwUd8mx3a93rcPr/Dfmne7tMOPJwrlT8rCUVJaYYoFa0RERFQK7cuAnhNFQ7rVBDYp2T2oRy7TZiRkBZRRLb9O89T/XrecdCNw5T8BqshldYkoMHHw+B8DBsECXsdgAYd1CoM8R7Y7Mw+X1YHBAp4WrAde8HVYe5KYTuKt/p8bD9ca2Hpk5tlFI6bF4+e/D3zhc4SBHkRERERERERERGWIwQJEZU5r/RsAJ2MmIOBXgMET8uwmAPwngNVa6/dorYVvbkqmG8CJLvwfV0cSzaYUsP5a+binfz3njy8/Z7md+Rw1MZ3I/s1JebDAMFqLmA2JLDXoQr//oaIP61SuwPHC88iwbGBjt/3JVBp/ALji4+bjf/UuYLS4rriVtxSMyOO234aAknUSuz11Cr6RvAYxHVzwvXHdgC8kb8R18U/gYb02777+8TrZAmWicnNL2uA6LD4J/OXb1udStLi8y3JUs0ORiV+lzkbY1t/d2G4gXcYdI2czOAdR63xH+XLMxbo/vR570g4UH5R5kEWrEgYL6DzBAmV4bjiiez3gW3jdaMu7Aj9GF3IX4DgefFigQEIWLBBBPWYiKngyERERUQmsuVI85FL/Iw5MxCXxqGjzKJc4FO7ctwFvuAtYew1QW8T74ZFtx//TV4HBAt157msyamSwQME6hP1OwoeBmOwezovqpcECAT7Pdd3qy4CbvgHU22nMcZP/TixRR4zGfuxXT+LaL94FAGhU8mWTET03mOI5yzqM5kFERERERERERFROGCxAVAH0jJ8BeA+Az6L4cIEEgH8G0Ke1fpPWel+xcySiKrH+OvmYzT8UL3qRiMSS2b8Zlr2YHNHNSCBQ5IyoYEsMCtr23Vf0YbVDvVcUMJNaEBmSDWSwQGE23ABsepHZ2Pgk8L8vAQ4/bnx4H6tviFylt/5OPOb36dPx8eTLcWbsS/hQ4pX4cvJ6fCl5Pd4dfyPOjH0Zn0/ehBhqcu6jxu/DV19+OrqbuQCXKtsd6U3Yml4kH3jfV4CkxzIJp0PiIRFwIaqJCOrx3sTr7ewsOQ1MHrKzr1KLGyzmrsld+F2tNHz4Uepi+zse2WF/ny5RSKMVwmAB5D6/kmlvFLOXXKAG6DnBsd23qCm8L/CDnNvsHjEIJnGAXxgsMAl2iiQiIqISWnu1eMilvjIOFkjIrhmnDYIFqvrtR99JwEv+F3j/HuBdTwLX/7t8H8PPBguEp3O8ty5TXUoYLOALWCtErgqdq+VjyjxAEQDqpMECQd6HlsRJLwDe8gBw6T8CKy6cWdegzJYjB1Qab/P/vOgpNWFKPCY8733AFSf2Fj0PIiIiIiIiIiIir2OwAFGZU0oFlFKvUEo9DuApAP8IFL0CPgjgHwDsUkr9p1JqXbHzJKIqsex8oLZFNia0F7jtY87MB8Cfd4xk/+bkYdG+BnVbcZMhGaNggQeKPqyjNRTT40A6IRvDYIHCXftZoH2F2djBJ4GvXgT84SNAQr7ggLkCRC5KpxB/Wh4scHvqVADAOJrw3dRV+HTyxfhM8sX4afrCvIECx/zuXRfiyg194mMTuemak4o/RzV8+FrKIDRs8hCw5f+KPr5VIXlW4oRuyPn9V5273HAyle+W9Nl4f+L/ATVNxe9sbFfx+/CCuEFhsDBYwKlwNC/6SeoCpLTli+8yXHCvj3ayb8YUfEr27z+uc/988tZmlv5Nju7+rwN34mS1Pev3f7NF9tzKKYGk7HMsohnQQ0RERCW0+Axx0fJG3270YtShCTkolQDSskL1qGZgqhGlgNZFwLpr5WNnhdlt3h+yNyeP6JYGCzR2Az4uVyxY5yr5mNHyDVA8pk4xWKBsNPUAF74HeOXNwHu2Ax8cBt79lNGubvTfhWWquGchDSomHhPRz54///KCjWhvLOydIRERERERERERUTnjk3qiMqaUug7ANgDfAbDBgUP0AngDgCeVUv+nlDJ4Y0VEVSVQA6y5Uj7u/q8Au++2Px8A91oMFhhisIC7GruADuGvnv0PzSykKkLKoWQBpQBEhuUDG7usz6Vi1bUAN31jptuJiXQSuPvzwJfPBnbcLhrqKyJZ4FhREBEV5siTd6E2IVus+ER6GY6go+hjr+hiB2nyvtOX2en49YvUeTisDfZ1z78B234P/PYDwLefC3z9CuDnbwaeuhkoxe+80F7xkP06e7BTV1MtPnK9E49gKsf/pi4F3vYwcN47gOUXAK1LAeWX72i0moMFLAQz5JHt6tXrgVmH0Yk705aLvctwwf2u4ZnzqkXJz69x8HqmYP2nOH6INwd+mfV7Ww4IC3QcEkiERduHMbMg3+ufJ0RERFSh/AFg9eXiYZf4H7U/F6cZ3G9GwWCBojR0AnVtsjEj247/ZyJl9mzMqXeXNnSrkGxAU48j86hY0nflwJwwi3JVD2GwQIDBAp7h8wMtA8ANXxEPDag03hb4eVGHb4S8gUBk1u/GF52xtKjjExERERERERERlQsGCxCVIaVUvVLqywB+BWC5C4f0AbgJwKNKqde4cDwiKmfrDTo1ADPFRjHZQuVC5OzcGD4i2tcg7BRpkcDSs2XbJ6eAw1ucmUuRZoIFhuQDG7MXtlEGi04HLv3H4vYxthv43l8BP309EJssbEwRBRM/ffiA+WCiKrT97h+Lx9yWPtWBmRB504aBViv7iSOIbyWvlg8c3gr8z03AfV8Gdt8F7H8AePR/gB++DPjapcD4fivzK5gwWCCmAxhC9r/Dtb3OF3yXWs57qEI19wJXfAx41a+Ad20B3v2kfB9l2EU+o7jBfW5N6Qq/VRlUAv8odbHV/U0efKbswr4OhGYWSbfCIFhAM1igYC4EC1zo24wAZF1m3RZIRkXbhzULOoiIiKjE1sqfZ1zqe8SBiTgsIbtOA4ApBgsURymga41szPCzwQKmIdVPHpwwGueGLggD0RoZLCDSvhxQwuWdFRAsUCsNFgjWOTMRMrfxhUbBGDf47sYyJWsQMlsTpsVjIuBzDCIiIiIiIiIiqj4MFiAqM0qpeswECrypgM1TAH4P4IMALgWwFkAngCCArqN/vgzAhwD8AUA6z/6aAHxDKfUlo8m7ZwjAky78X8yt/0FEZWX1FYC/Rj4utAf4/YcAAFee2GttOllrA+JRICZbhHFEtxU9HxJacpZ8zL77izrkVRvsnX8LMFjAHee+A1h5cfH72fxD4JvXABOH8m5quhgMAD72qyeRTOW7DCOiYxYP3yUe88cUgwWoemxabCdYAAC+n7oMqaDFQvqDDwPfuR4ID9rbZz6hPaLND+gu6ByPTIv5nV/VmnqBYINszNguZ+biNoMOktJggTKriS/a79OnY1t6kbX91UcO4B9/Wl5FRMf+zduUPLgihNznV5WdTrktOg1odbZTXb2KY6ly8feiAX9Cdp6FuSCfiIiISm3VpeJC3PN9j8sLWUstbhAsoA3e4dJcnatl24f2AomZQtcL1nQZHfLHf9lnNM4N3UoYLNDEYAGRQA3QJrwvHS3/YIE6JQ0WED53JOf5A8BF7xUPC6g03h74mfFhG5Q8WCCsGUxBRERERERERETVh8ECRGVEKVUD4JeYCQnIJQHgSwDWaq2v1Fr/k9b6j1rrbVrrUa11Ums9cvTPt2utP661vgIzQQNfBvK2SHqzUuo/iv4f5BCt9Ze01huc/j8A5f82jsgJdS0z6eMmHvoGsOOP2LjIXjFU1gXxYXnK+aBuL2ouZKAEwQLnrOwsanxORsECZouMqprPB/zVfwENFv4tj2wBfvHmvNVaxZQYjk8lsGPIoOCMqBpFR7EsuVs0ZFi34DEt74pCVK4aawO48TQ7BbeTaMB97c+zsq/jRncAf/xnu/vMJbRXtPl+nTvUibkChpSa6bAmMbrTkam4Li4v/EaNxUCPLLKdy+VwiicRwIeSr7K2v4BK496HHsbtTx+xtk+3tEJ+HzGuZcEVVc3nB05/ZeHbb3wh0NQnPkyPConHuCmQlJ1nYT0TLFAOnydERERUoRo6gCVny4aoGM72PeXQhBySkAcLRMHiyaJJgwWgj4cnbhhoMTrk3duHjcY5rRZxtCjhechgATlp1/eR8l/KVC8Negnws82TTrrJ4DMTuMF3N3owZnTIJsiDBfi7kYiIiIiIiIiIqhGDBYjKy0cBXJ5nmz0ALtBav1VrLVqBrbXeobV+C4CLAOSLPH+LUuqNkv0TURW54N2A37DjxS/fhr860WxRRSZZa4En5QUDg7qtqLmQga61QF2bbMze+4tq2dnZVGs8NhefUkDEYOFPY+7iNsqiuQ94/pft7GvH7cC23+fcxFdkxcTtT3u7QyWRZww9LR7yp/QpSPPxB1WZl561zNq+7ui4CfAFrO0PAPDoD4CwQeCSVCoJjO8XDdmvc4c6+ZgsYK5jpWz70d1FXdd7hlGwAAu/8/lzegPeFn+rtW6by9VhfOIW+XVGqRz7yWhVBsECyH1+6Ur4ubPp7DcDy87Pv93Ki4Hrvwhc/hHxIUwXy7slkJB9jkW4IJ+IiIi8YO1V4iFn+MrnngCAUbDAFJx5B1ZVutbIxwxvAwB0N5v9/Xs1nLoTE/JBjQwWEOsUBgtEh4GpkCNTcUudNFggWO/MRKg4/gBw4Xvlw5TGlf6HjA7ZqKbEY6L83UhERERERERERFWIK+uJyoRS6lwA+Z62bwPwHK11Ua2atdb3AjgdQL4Y688qpdj6k4gW6lwFXPwBs7Hj+7D4gY9bnEyWBfHhw+I9MVigBHw+YMmZsjGTB8UFZLM5WkIRERbQ+WuB2mZn5lIN1l0NnPkGO/va9ruc31ZFFhn++C/5Mp2ICAAQHRUPuT11iv15EFWRiWDPTAdmm1IxYNutdveZyeRBQKdEQ/br3KFOxYYJVbX25bLtY+PAlLeLbQsSN1j8X0CwwOzi73IsA+9qKj4Q4Ob0uXh+/OP4XvJyjOqm41+P+eSLyZerw9g+GMbEdKLoebmpDQbBAjpfsIDpbCpUTQPwkh8Cqy7Lvs1JLwBe8qOZQoYVF4oP0as8/FmXTsGfki3KnwQLOoiIiMgDDIIFVqpDBW3nmTAug/tNW+FsVa3TIFhgZCZYoNh3SV7TrULyQU0MFhDrMFiWNZpvuZeXadQrBgtUjI03GX1unut7wuhwjZgWbR/WddBcQk1ERERERERERFWIT8WIysenkPtndhTAdVprg1bIC2mthwBcByCUY7NGAJ+xcTwiqkDnvh1YdLrZ2Ee+h4t9j1iZRta1PZNHxPsaRFtRcyFDS86Sj9lnnrHj6IKwqPDXdGM3UGGLjFx3xceAgdOK38/+B3N+m/9KRC4x6Pr8jF7iwESIqsy5b7O/z51/sr/P+UJ7xUPyBwvwt76xjpXyMaM77c/DbSbBAsHMhd+3PXUEb/zeX3D+v9yOEz70W/zVl+/BP/3qSYxFhIutAahsV7AuneKbFrdZ2c9WvQQfTL4Gp8f+Eyum/xvLp7+Pj675mXg/y9VM+OADO+UhRqXUqmTnV1orTKLBodlUsNom4OU/BV53O3Dqy4DVVwDLLwDOehPwhjuBF3wDCBztbtfUA+kPkqeDBQw+w6K6DgAfZxAREVGJda9HqLZfNGRAjTg0GYck2JW5JDpWQHzzPLz9+H+++WJ5kbjfo0mXXWpcPojBAnKdq+VjRsr3mVotDEIfA3X2J0J2+PzARe8TD1utDhgdThosEAXPHSIiIiIiIiIiqk4MFiAqA0qpMwBckGezj2itt9k8rtb6GQAfy7PZ85VSBvHYRFTx/AHghv80fon7qeDX0QJ58eB8WUvEw4fF+xrU7UXNhQy5HCzgFAUAEWmwQKcTU6kuwTrgFT8Hlp5T3H4mc39m7BuLFrd/IipMbFI8ZFKzeI6qkeWgpN4TZ4oobdr5J+fbYjsQLFBpneVc1bFCPmZ0l/15uE1alBuon7mfnmVyOoHXf/chvPY7D+G3TxzG/rEpTCfSeGRvCF+/exee++93W5ywO952qcGi+Bw0fMe7i33/sVEM6VbR+BVHgwXu31VehUTS5yYTaMjbha29kR1Ms1p0OvD8LwEv+zHwql8B13wK6D95bgW9Pwg0dol2mytYIJlKm87WjoT8XjfCRflERETkBUoh2b1BNKS/7IIF5NdqUwwWKF6wHmgThtmOPBss8N6r14sPuWmx7B7XLd0mwQKNDBYQ6zQJ69xhfx4uqYM8QBNBvgfytJNuBLrWioasUIcRQFJ8qEYlC90J62efYbz6vOXi4xEREREREREREZUrBgsQlYfX5Pn+PgBfdejYXwawP8f3fQDe4NCxiajcda8FLv2g0dA+NYYPB79b9BSydp+fPCLaz4RuQAxcXF8Si04HlF825ulfA1MhR6ZTlMiQbPvG3IVtVKC6VuBlPwXOfAOMW7CGB4FU9sULD+72cIdJokpiECzAwiYiS857h939RQaBI0/Y3ed8jgQLmE6mfDiW99BuEixQvt3VjosLA/NqGhd86bov3o1bn5Tdw3rdiQMtuPyEXsf2v1vL9r38aLCA31cer0yOPetoVbLginG98Pyar6k2kHcbyqO5T7R5jwpl/d7WI8WHbhZFGo4CFqsRERGRd8Qa+kXbd2McwQKKGD0TOmhwrRbVfFZqReca2fYjxfUI8XvlnJunCwbBAk0MFhBrXQr4hPfqI+UbLFCPmHxQkJ9tnubzAyfeIBoSVCksU/LnoU2YFm0/+x3ia883eH5NRERERERERERUpspjlRwRXZLn+z/UWhu8Wcnv6H5/lGezy5w4NhFViLPfZNwp/AX+u3GF7yHLEzoqnLv7+HyDus2ZeVB+NQ1A/ybZmIkDwM/fbFQV5WgRBYMFSqemAbj208D/+wPQI+tSNEMD0WHr0yIimehkSLR9WitEWdhEVciRwvDl5wMDp9rd584/2d3ffMJggZgOYAje7ABXEVqXyBdBj+1yZi5ukhZ6zAsW+Obdu7B3VN6F0pQyDeISqg340d4QdGz/u9Oywu5FahhBJOEvszcmbRAGCyB/sABZ0CwrYOtB9qC6VNqptJcCScNRAESOF6t5s/iJiIiIqoc0WMCnNHpVGYUIJ+T3ilMMUbejSxgsMDUGREaO//HUpW2i4Q/t8eZ52aVkwQJpXxCob3doNhXMHwDal8vGjJZvsECdissHBertT4Ts6l4nHrJaHRCPaVCyYIHorGCBxe0N4uMRERERERERERGVqzJbJkdUfZRSPQDyPV2/1eFp5Nv/yUqpFofnQETlyucHnv8lIGj2Eu4Twa+jHRPGh8+6/HpSlm7OYIESW3K2fMwzvwbu/XfxsHNWdcqPVQCfTgHRUdmgxi5H5lLVFj8HeMMdQPd6+diwc11itQZ2DIVx17YhDE7IFjwQVZPRsZH8G80SQR00H30Q2aEUcN477O5z5x/t7m8+YbDAAd3Fzwwn+QNA21LZmNFqDBZoOv6f6bTGx371pOUJHeWBel8ny6V3aVmwgF9pLDXoglYq8WQaANCqZOdXSDfl34iK1yw7/3pVCNl+IkremDRuUqzGYC8iIiLyBmmwAAD0I//zR+1IoqMBo2ABXqtZ0blaPmZk2/H/HJyQ9w25+bGDGI0YFFw7qFuFRNvHazs8cJNTpjpWybYf2e5Q+qzz6pCQDwoyWMDzjIIFDorHNEH2nj2see4QEREREREREVF14kpZIu9bUcA2Dzg8h/vzfN8PQBjJTkRVpXMVcPlHjYZ2qwl8LPht40NnfV8ePizazyDajOdAFiw502zcHz4C7PmzaEhDjbCLaoGa9QTEpTON3Y7Mper5g8DVn5SPCw/an8tRO4cjuOxf78DLv/EAzvzEbTjnk7fhF48e8M4CRSKP2LFP9vs7DC4IIrLqhOuBvo329rfnXiApX0hdsNAe0eb7Na+9HNdeyGOuWUZ3OjMPN0m7fdc821F+26C8U3ix3Fzf7+Sl7m5hsAAALCujYIEHd8+E1rVCFiwwgcb8G1HxmmUFbA0qhmZMOTSZIknDUQBEdF3+jYiIiIhcYBQsoGTBpiUlDIFKaYUYgg5NpsqYBAsMPxsscCAkv/5/2w8eweWfuwO/2nzQM++OupSsOUCsjoHqxqTn3PS4PPDeI+ph8LyYwQLe17kaULKlymt8+8WH6RB+LkUw8wyDmSdERERERERERFRtGCxA5H352ibHtdbjTk5Aax0C8kZCO9PemYgqxxn/D1h+gdHQ5/nvw1U+swyV+qB/4ReTcSAqWxg0qNuNjk+WLDsPRi01dQr4v1c5WhBeqLa0wa9rBgs4p6lXPibsXqHRofFpvON/H8Vbv/8IUmlvLBAj8gKVmBRtz6ImqlaO/ebw+YEbvw4ELP1sJaLAPoeyElNJYPyAaMh+nX9xs0fWbZevjpWy7SODQMz94nqrpEW5s4IFthxw9JFfRn916iLHj9FcOxPmVht07vWESbDACiULMCqlr921CwDQqmQ/H+OawQKuaJaffz1qLOPX06X+xZOQBwtEj3bB5aJ8IiIiKrVYo0mwQBkV4iZkwQJTqIXRuzZaqMug78bI9qIPOxqJ463ffwRfu8sbQYxdkD23iNcyWMBYp/CZGgCM7rA/DxfUqbh8kK3n1eScYD3Qtkw0ZLU6KNpeIY1OyIIFhnXr0bFERERERERERETVhcECRN6Xr5LVrcj8fMdhsAAR5ebzAc//ElDTZDT848FvowXygpL2xpqFXzQoDj6i28RjyKLmXmDFhWZjw4eBn7wWSKfszkmo1SQHiMECzvF4sMAxv95yCN+6Z5frxyXyqgYt6+QUhnNdas5YLgsdungdP9PJPY7WIPasB17030CTvGgyo51/srOf+SYPzoRMCezX/Dl1XMcK+ZixMr8WKiJY4OsOFgpkWyy7qtvsnl3ib69cCwB48RlLHDvGHi2/3l9eRsECAOBDGi1Kdm0UQu5ggas3WPpsr3bN8gK23izBAtf/xz3FzqY40s8wAFGwoIOIiIi8IV7fg7SWlQr2K7eWX1hgFCxggIlRCzUPAMEG2RgLwQLHfPZ3W7H1iCyE1wndKiTaPlbHYAFjHavkY0bKM1igFgbBAtKfRyqN7vWizVepg1BIF7x9O8IIqMK3B54NFiAiIiIiIiIiIqo2DBYg8r58q+AN3/6K5VsNyJ59RJRf+zLgyn8yGtqjQvjHwP+Ix+lMVVUGxcFDWlY8SA648uOA8puN3XUn8KdP2Z2PUFs6JB/UyAU2jqnvkJ9P4UFn5pLHp3/3DAYnpktybCKvaYQwWEA7V9S0YUC22OiKEw0CTYg8IGNIwZorgLfcB1zwt8DSc4HaFqBrrXhhIABg5x+LnmNGob3iIQwWmGEjmOKOrUOZv9Fh0l2tzIMFYsKAvFlhfE8fdr9IwO9zvmCkLjhzHb6ur9mxY0RQj0FhQOBydRiqjPqTtUBe8D2ucwcLvONyg66btJBBkF0vMgcLAMDjBwyCCm0xCBaIOHgNTkRERCSR9gUxiDbRmIFyChaIy4IFotpwaYmjCZZlyucDOoWF3sPbjv9nc22gqMPHU2n8x+32ggpM1CIuDruL1fK9pzHp+QZYDbNwU71RsADvQ8tC91rR5vUqjkVquPDdC8NOAGAIDBYgIiIiIiIiIqLqxGABIu/Lt3KvXSnTKsvCKKWCQN437rK31kRUvU5/FbDqMqOhLwzcgfN9W0RjMq51mZR3IZQuPCIH9J8MXPYh8/F3fhrY4VDhWgFajYIFWNzmGJ8PaOqRjTEIJbEhnkzjoT3Zi0yIqkmDFgYLwLkuNWev7BRtf9aKDodmQrRQxnAtQ3tGszyWqG+fuTZ7zW+AD+wD3vog8Ob7Zjq2SRx8BJhy4PecQ8ECfj5NLch7f/wYQtEMi4DbV8h3NlbmwQJxabBA7sJvN7z7CtkiX1O1AT8uP0F4TS6wS/eJtl/hO4xEWtbVrJRalUGwAJpyfn9dr3NhD1WluV88pFdl/1346d89U8xsimMQLHCsE275xHQQERFRJTukZc/w+sspWCAhDBZwrWdFlehcLdt+dCeQSgIAVvXkvjcrxGP7Q0XvoxjdSh6A1tIlv1eio1oWA37hz/DoDmfm4rA6k2CBQL39iZB9BsHEa9SBwndv8Lk0pGeCBRpqigt8ISIiIiIiIiIiKjdcCkvkffmqXxWARQ7PYXEB25Sm0o6Iyo9SwPX/DtSaJX9/Kvg11KPwzt0aGYqqwgbBAsJOh+SQc98OrLvWfPyv33180Y7bWrVBh8EGdu5wlDhYYNCZeRTgLwwWIAIANAjzzMKwt5jsmpPmFidetaEXF64tLADmNeetwOoeFupReXr8wEThGysFrLpEdgCdBnbdJRtTCIeCBQr9ua92RyZi+NXmQ5icTsz9Rvsy+c5Gd9qZVKlIi3JdChZQKnvJb3+re13ePvb8kxzb9+60LFhgACPYeqDwLmil1gZhaAWAcZ37/PL5WApuRWM3oGSv33IFC9y5dchqaJCIsFgNYMEaERERectBLQv77FejDs3EAcL7zWlep9nVuUa2fToBjM88r3rLJcJQggz2jEQzhzq6pAvy955dfUsdmEmV8PmAjpWyMSN2gwUaahzteXNcnTI4r4MMFigLXevEQ1YLggVMPpeGjq4D+tBzTxSPJSIiIiIiIiIiKmcMFiDyvkLasl3q8BwKaS1e5u3jiMhVrYuAqz9pNHSxGsYr/bcWvH0607rrSXkWCoMFPMLnA274MtBmUJAEzBQl7brD7pwK1JoOyQbUtgBB9wp6qlJTr2z7cOlylL5xNy+1iACgQU+Jtg9re5+jF80rJlZK4VM3bsSyzoac405d2ob3Xi1fLEXkFeGYMJRp5cXyg+z8k3xMHqGD20Xbx3QAQ8gffnb5CcLrhyr2jz9/HBs/cisu/swf8b4fb8bQZGxmkW+LMB9ztIyvg5LxmcIBiZriuxZ63exMg4E25xZ+79ayYAGf0ggd2ObQbOxrVfJO8uNwJ7ii6vkDQKMsyK5bhXJ+/8HdJQqbExarxXQQKbhTbEJERERUiEO6U7R9l5pArUm37FJIyJ6VRjWDBazqEgYLAMDwzPOqrqYaK1MIRYXPHCzqMugMrqSB3zRX5yrZ9qM7AYshdacva7e2r1zqTT6DGSxQHrrXioesEQQL5Hu2ksmxYIGNi80aoxAREREREREREZUrBgsQeZzWehjA/jybXe3wNK7J8/3DWuvStfAlovJ0ykuAtWYfXzf6C+9omrGjW/iw6HhRXWu14zEVqb4deOF3AL/hopsdt9udT4Fa08IFNo1dzkyEniUs9EB4yJl5EFFh0mk0QhgsYOn3t08BZ6xY2N1soK0ev3nHBXj52csQmNfhty7owweuWY//e8M5qAuyuIrcVaKexjOMggX+aH0a00OyYvQDugu6gEelvS0MfpLaPRLFDx/ahys/fwdufeIw0L5CtoOxMg4WiMs7yqO28oMF5vv3vznVkf3uEgYLAEBnLN9jWO9ohUGwgGawgGuaZedfr8odHPDC//ozHt5bgnABYbBAZFYXXKVUji2JiIiI3CENFgCAPjWa8/slfe4yWyIq2jwKw2ABXtdl1rlaPmZkJszOVwF/pyYFvOLAb5qrY6Vs+3gYCNtbytVSF7S2r1zqTIIFAnxmWxZqm4GWxaIha3yFBwuYBJ6Mohmt9UGs6am+Z7JERERERERERFTdGCxAVB7uzfP9G5VSwlXZhVFKrQfw/Dyb/dmJYxNRhVMKeO6/AbXy5O+1vgNoRWEFGhkX90zKuo4P6jYA5b/Ao6IMnApc8y9mY/c/aHcuBWpNh2QDGrvzb0PFkXZGiY2LOwARkUUGxZkRbSdY4HUXrsSq7syLihpqAvj4DSfh8Y9ehZ+++Vx84cWn4Ja3X4DNH74Kb7hoFQJ+PnqhKtPUA/RskI0Z3QmM7bE6jcSIbH/7Na+9nDYWTeDt//sIJhuXyAaO7weSZdItcj5hQS4AoMadwu9cd7huFwOfvLjNkf3u0fKCheVKFkRYSq2KwQKe1twv2rwX+UMD3vXDRxGNJ01nZEb4ORYFizmIiIjIWw4aBAsMqBEHZuIA4bXalGmwAGVmEiwwvM3qFKYSKav7k+iCvIAXTXz+VpTOVfIxI9vtz8NhdSomH8RggfLRvVa0+Sp1AIVG+nQLgwVGdDOSCOAzN23iuzwiIiIiIiIiIqo6fCJGVB5+mef7QQAfd+jY/wwgX3vNmx06NhFVupZ+4Eqzj6/VqsBk8kzvGMOyQoFBtIm2J5ec/mpg04vk4w4+WpLCpFYtXGDDYAHnmXRGsdjZg4iEDIIFJlF8sMCZKzrwrsvzL3SqC/px2tJ2PP+URThxoAU1AT5yoSq26hL5mJ1/snb4O546iH5hEcB+3WXt+JTddCKNm/cKCxl0GgjtdWZCTjMKFih9d6yL1jp7L6LmxRos6bATBDTfboNggRVlECxwrLC8FQbBAmCwgGua+0Sb96oQ8i2U3zMSxZf/uMN8TiakXXD1s5/xjOgkIiKiUlMADhkEC/SjTIIFhEHIU9owWEAXVtBZdepa5O+ZjhZ5h6YSVqbwwK5RK/uR0lqLC3hjOgDUtTkzoWphEmYxavEe0qWbvDoIfz4CdYCP72PKRvd60eYtaqqgMEYA6EZItO8h3QYAOHc13w0QEREREREREVH14VNVovLwSyBva+6XKqVeb/OgSqm/BXBjns2mAfzc5nGJqMqc9gqgd6N42BpfYcECGZe6TB4RHWvw6AtF8hilgOd+XvzyGakYcHizM3PKoTUdkg1o5AtsxzX1yMcwWICodGKT4iERbd6lpqk2gA8+90T84HVnoy6YL2uNyFtKvt575cXyMZaCBSanE/j8T+9AQKVF4/Zrg+sCMnLPaIt80OhO+xNxg1GwQOkLv7ub3e1iqZQzK9OnUIfDul00ZnkZBAvsHJo5r1qV7PxKah/CFkKXqEDCYIFalSgoLOKeHcOmMzIjDPeKsgsuERERecxBk2ABVZpibTFpCBSv1ezrXCPb/miwQCSWtHL4Q+PTVvYjpTXQJQwWGEbrzLtdMtexSj5mxF6wgFv/enUQNggI8llHWenKH+Q93+oC1waJP5d0C5Z3NqCpNiCeExERERERERERUbljsABRGdBaTwL4WgGbfkkp9WIbx1RKvQbApwvY9Fta68KigYmIMlEKuOZfxMPWqMJeHqbnV1WlU0BEVhg8xGAB76ppBM57h3zcvgfszyWHWsTRoGWdY9DAYAHHSTvJAEBYFkxSziKxJHYPR5BKl7o6leiomKyoCYBx8dwLTluMxz58JV57/gr4fVzsSOVH5+l4bLxfrfHovhC+9+fd+OjNT+B7f96NR/eFoOdfcy87F/AFZTvfdQeQloUBZPLnHSOoDRd2rzDbfu1sh3Z6lkkXeYztsj8RNwgLcgF4IligkuzWsuLuZT7vX+8fuzYppAh9tnE0gj3kXSQMFgCAXpX/Mfsje0NIpIr/fVmwuLBYrYhgLyIiIiInDKMVCS0LDR1QIzm/74mraq3FYXZTDBawr0vYQX7yEBCbxOJ2O4XQd20bsrIfqbTWBgW8rQ7Npoo09wFB4XOjUYvBAi4FQ9QjJhsQYLBAWZE2jUDha4O6hZ9LQ2jDSYv42URERERERERERNWJcZtE5ePTAF4DINcT7QCAHyilLgDwHq21bNUfAKVUM4AvAnhVAZtHAHxSegwiogWWnQsoP6BTBQ9Zo/YXtF0iOW+xdWQY0LIF2IPCDofkssVnysfsfwDAm61PJZtOTMgHNbK4zXEMFlggldb49r278YMH9mLHUBhaAw01fmxa3IoPXHMCTl7SVuopUjWLyT9LTYMFVvc0MVCAylrAZz9L9EBoCu//yWbctW1hp+QL1nThkzduxOL2hpkv1DQCS84C9txd+AGiI8CRLUD/yUXNc8uBcSxW8kXV+zVDnY5xKpjimL0mwQKj5RosICvyAOBasEC+teBNtQGELXVQXHjwhV/6zmvOxCu/aT8Able6D2f7nip4+wGMAIlpIOjd4uj64ExRVJuSBVeMa4ZWuKq5XzykV41hq16Sd7sjE9PP/s51mvBzbHYXXDYjJSIiIi9Iw4cjaMdiLHyekU1/nmABT0TxpuKi96oAMKVrzI7FC7vsOoXBAgAwsh0nFPn865gjE8ICbEs0gG6ERGOGGCxQPKWAjpUzz1ALNbLT3uGt7Sm3OhWXDfDwMxzKoHudeMjqAoIF/EihA5Oi/Q7rVrzm/BXi+RAREREREREREVUC+6uMicgRWuvDAN5f4OZvBrBXKfUxpdTSQgYopVYopT4JYC8KCxUAgH/UWu8rcFsiouyUAhadJhqy2ldYKvnB8em5X4jIi4yO6DbxGHJR5yqgvkM2Zt+Dzswli05lEizA4jbHNfXIx4QH7c/DI4YmY3jRf/0ZH//Vk9g+OBMqAADReAr37RzFjV+5F1/4w7bSTpKqm0HX57BmpxqqTpsW212ou3s4gqs/f2fGUAEAuGvbMK7+t7uwc2jWz+mqi+UH2vFHswnO8u+3bzcKFtinGerklkk0YFQ3yQaN2lsE7SqD312oEf7dOKStIejq8S5a68zP4G4t6xrvUxoY83aQRexogGKrkhV8j8Mb51bVaJadewDQIyzMcUVCGizAgg4iIiLynoO6U7R9vmABT0iIe0zMCYEiSzrXyMeM7EDQb2e53nC4NMECaa3RJXz3OcxgATs6V8m2H90BpGVNF7JxK2OkDgnZgKBLwXtkR0OHuMHCmgLWBnVgYua5nsCQbsVpS9lkhIiIiIiIiIiIqhODBYjKiNb6PwH8oMDNOwF8EMAepdQupdT3lFKfVEq9Ryn1RqXUe5VSn1JK/Y9Sag+AnZgJLmgrcP8/BfAF6f8GIqKshMnkA2oUTZAvmjHpGDmKZvlxyD1KAYvPkI2Z2A+MFxZOYUOnGpcPEr5QJwO1zUBAWHQcPuLMXEpMa42//9kWPLRnLOs2qbTG5/+wFb974rCLMyOaJSbrNAIAEcPCJjbhonJXd7SbtS2v++5DmMzTuTwcS+I9P96MVPro4r2Vl8gPtPNP8jEZSIMFYjqIYXBxs5v2CIu9vV7onZVRsAC7ytu0W/fKB43ssD8Ri/68YybkpRXCYAHNc8tVzf3iIb0q+/1YyQifo0U1i9WIiIjIO46VFx4SBgsMlEOwQFz+jnTKNARKywo1q0qXQbDA8EyA8w2nDFiejHtGxkJoVlOiMXz2Zok0WCA5DUQzh8VKufXapA7CwIwAA+7KTpdsbdAqdTDvNj0G6zGG2GCEiIiIiIiIiIiqGIMFiMrPawD8VjhmOYCXYSY44NMAvgLgXwC8D8BLACwV7u92AC/Xmm+Qicii7vXiIasLeIG4gLDTGgBENV9Ge94SYbAAAOx/wP48spB27QDAYAE3KAU09cjGhAedmUuJ3bLlMH7/ZGGhCf/wsy2I5CkuJXJETF6cOamF4SFEFWR9n71wrG2Dhf38/WXPGP7w1NHfJwOnArXCBcN7/wwkpoWzW2ixki2W3a+7oPmY1FV7tPAabGw3kE45MhdHGQTbuRUskC9Ex8mQHTfze3ZLQyyAmW5+HrZ5/8xC6VYluzYaB4MFXNXQBShZ0E+PJ4MFZAVr0VnFasrVn3YiIiKi7KTBAq0qigYU/3zCUQl5sABDoBzQtgzwBWVjRmaCBT7/olPsz8clT26T3zezgNeS9hXyMdMGAfgZKJcSmetUXDYgyPdAZUfYdKRLTaADuddbdBkECzDwhIiIiIiIiIiIqhlXzBKVGa31NIAbAHy3RFP4IYDnaq0N2oQTEeVgECywxrdffhyDwo4ouNDG8xafKR+z70H788iiM8+L7owYLOCOJmEH03Dm4vu2BuHCMY+57anCQgUAYDgcx2P7Q85NhiibmPyzNAwuKKPq9a4r1pbkuA/tHp35D58fWHGBbHByGth3X9FzWOKTBQEd0F1FH5Nk9kiLvVNxfOmXd+KXjx3ExHTCmUk5wSRYIFi9xd+L2+3/3t6jhdf7ADDi7WCBnz5yAADQCtn5Na6r99wqCZ8PaJZ91vUWGCzgWtxvOi0O6OQzNCIiIvKiQ7pDPKZfjWT9nifaLxgEC0yhxoGJVDl/AOgQFnoPzwQLKKVw7ipZ6IVX1EzLQj0BYFizgNeK+nb5mGmD99QlVAcGC1Q8YbAAAKxWB3LvUoXE+2TgCRERERERERERVTMGCxCVIa11TGv9SgCvAxBy6bATAN6stX6x1nrKpWMSUTVx4OVhRsJOawAwZWFRdG2Al12OWnQ6oIR/x/sfcGYuGXQq6YINBTTIF7qRgSZht9xI5kLFfyvjzjIAsOWArIvD48LtiayIy7ryprQy/h3O3qpUCS5YU5pi+a/dtQubjwXQrLpEvoMdfyzq+H6k0IdR0Zj9moFObtuTFl6DAbj7gQfx9h88gis/dyf++LQsPKJkhL+74K8BAtVb6HHjaYut73MatTgoLSIa3Wl9HrYFkESjionGhMBgAdc5FCzgmqT8NUBU1zkwESIiIqLimAQLDOQIFhif8kDgnZvvO13qUl62OlfLth/ZcTyd4oI15flMqmZ6SDxmiMECdtS1yMfE7LzTc+uToF4aLBDgfWjZMVkb5DuYe5eQn+f8XCIiIiIiIiIiomrGCjeiMqa1/jqAdQC+CMCpYv9pAF8GsE5r/RWHjkFEBLQsFndmXGMSLCDstAYAEQuLol957vKi90E51DYBPRtkYw49BiRlhRimOpXwRXZD50yXX3KeNFggPJixHdGZK8o7CGLboKzo7RO3PO3QTIhyiE2KNo+gHowIoGrWUBPA2t6mkhz7+v+4Bx/8+eOILL5APnjPPUUdu1+NIqDSojGFBgs01lTH9ZkbnRdNusgvU0cAAIcnpvHqbz+Inz9icD/otrjw/rPGvZ9ZVcLfkSpLUcr1Jw/A77M/r91pWXF3OQQLtEL+bGNc537m4sTffdVrkp17PQbd9Rwl/QwDEJ1VrKbhhVa+RERERMBBLe8K358jWAAAdg3Lr5WsMnjfGdXFB6lTBtJggUQEmDwEAAiU6X3YdOiweMwwWMBrRa1BsMC0NAA/s2zPc2yrU8JggWC9MxMh53SvFw9Zo/bn/H6XcD1GSiuMoVk8DyIiIiIiIiIiokrBYAGiMqe1HtRavwPAUgBvB/BnAKkid5sGcD+AdwFYqrV+i9Za/maQiEjC5wO614qGGAULFLko2tSpS9qK3gflseQM2fap+Ey4QAZreuwW9HRBuGCjsTw7lJSlJmFRW3IaiC389wz6eWtF5DhhsEAY7FJD9NxNAyU79vfu24NX/mwYunWJbODQM0VVti9W8o5phQYLfODaE8T7psz2aGGhN54NFjjmQ794HIfHp21NyRkeDhbIx42AiflW9zTh/VfLFxbns1saZDFxwKj7p5valCwYDAAmkDtY4LXnrzCdDmXTLAwWwBgUZOE4jjJ4hhaZdQ1eis8RIiIiokwOGQQLDOQJFvjozU+YTscOg3uWKQvvOymDrjXyMcPbAAC+Mg0WOHRgr3jMMDuD21FnECyQ4b2mCZdyBVAHBgtUvKZeoFb2mbBKHcz5/W5hWOMIWpHm0mkiIiIiIiIiIqpifDpGVCG01sNa63/XWp8LoBPA9QA+DOBHmAkJ2ANgAkAcgD76/yeOfv3+o9t9BMANALq01mdrrf9Nay1fkU9EZEqYTL7EN4R6CAtJjBbaFFeYeMbydly1QV44Q0KLz5SP2fdAxi/3ttgtRu1U0mCBLqvHpxyaeuRjwoP251GA4XCsJMcl8oyYrIAurM0Xk7m1QI7IaW+8aBVO6DdYbGrJQ3tDeKbhdNmg2AQwNWZ8TLNggcKuvV561lLxvimzYbQgIuyUOD9YYGI6iW/du8vmtOwTBwvkLvx2U6kKgl/jQHH7boMgC4x5+9xqhbzge1znPr9OYSCifc39os1rVArtkIdGOMYgWGCKXXCJiIjIg0bQgpgOisb0YzTn9x/YNYpUuoRJSokp8RDjYAEmRuXWaRAsMDITLBAoMligq6mmqPGmaqZkz99iOogJNDg0myojLMYGAExbChawspf8xMECAQYLlB2lgO51oiFrfLmbjnRjXLQ/hp0QEREREREREVG1Y7AAUQXSWo9rrW/WWn9Ma/2ioyEBy7XWrVrrWq217+j/bz369bOPbvdRrfUvtNbmK/iJiIohfHkI5E8mXyAhWxSd0H4kEJAdY5bW+iA+c9PJZdtxoqwsMQgW2J85WMA2ebBAYV1zyYImYfdSAAgfWfAlN37C//cBeQcYoooi7KoTAReTEdUEfPjKS08r6Rx+fNjguqaIgl6TYIF9urA5qipJHXGnXkBhj7DYe36wAAA8ti9kaT4OiQsLhF0MFijl6Zzr0H6fwgVr7AatGQULjOywOgfbWpS84Dukm7J+79SlbbjyRIN7I8qtWX7u9Qg77DkqIQ/njMwK52T5GREREZWamvVfh3SHaGy/Gsn5/Wg8hacP2ynWNSJ83wkAUYZAOaNztXzM8HYAM/fAxYgl00WNN9UhLOAdQivcK0uvcHUGIbLCdyvZBPxu/BtqebBA0G7DAHJJ91rR5v1qFE3I/pyiSwk/lxgsQEREREREREREVY7BAkREROQd3evFQ9ao3MnkC8Rli6Kjpt07jvr9uy7E8i7vdJ2saB0rgYZO2Zh9Dzozlzk0OsBgAc+yFCzghi/ctq0kxyXyDGFx5qRmsAARgJJfiz4TE16fAcBoMcECw6LtYzqIYXAR4WzapVLQPbpHtP1SNYj5Zar37czdQbLkpN2+XQwW8LKnD09a3d8uLesaDwAY3Wl1Dra1QV5ENI7M51dTbQD/+tcnI+Dn6yLrmuXnXq/yUOavNBwFc7vgana2JSIiIg85pGXPJ/pV/vvNPz0jDze0Rvi+EyjinWeVBC0aa+wC6oTPlkZmggUCRQYLxEsULLA4KLtvZ2dwi/xBICB89zEtK7jO5rmbBqzsJ5cgUggo4XkdbHBmMuQsg7VBq3M0HekWBjUOoU18fCIiIiIiIiIiokrClWJERETkHd3rxEPW+KTBArLF91EUl3Df08KEfNcoBSw+UzZm8iAwvn/Bl20WUzVjCrUqKRvEYAH3NMkK2gAA4cEFX3Kjg3EixaIMqnIx2WLFSBG/wxW7JxFZs0cbhPiM7TY+3mIlW9S/X3dB8xFpSUjPjWY1hU5pYFepiYMFsneUryZDkzGr+9ure5DWwt/tozuszsG2VmUQLKAXBgtcuLYbv3vXhVjZzXPPEc194iE9ngoWkBerRfSz1+C8gyUiIiIvOYgO0fb9agT5rmjS6RJe8SSmxEOmiwxTpyyUAjrXyMaMzYRq+osNFkilSxLo1c3O4KUlDbKYtvM8bWmH8wX8dYjLBwW4HqMsdcnXBq3OsjaoBgm0CZ+VMfCEiIiIiIiIiIiqHVfNEhERkXe0LRO/+F2jhMECCWGwgOYim7Ky5Az5mH0P2J/HLJ3CxTUAZrqbkDsaTYIFjtifBxHlF5N1TA1rYdceogq2vq+5ZMc+qDuRkj6CdDFY4IDmddd8bq1HNwmdWKYWXoeVtJAjH+HvLtRk7ihfafJlcp22tM3q8WKowUHIupNiZGfBm5aiiKMV8mCBEOaGB9z81vPxnVefgUVtvGZyTHO/eEgvvBQsID/PZnfBLcGPBhEREdEcsy9HDmnZPUGTmkYL5EFLrhG+70xqH+IIODQZQudq2faRYQBAwF9csIDWQLIEz0Ua4qOi7VnAa1ldi2z7mJ1gARcy1s2CBYJ8rlGWDJqOrM6yNsgkjJaBJ0REREREREREVO0YLEBERETe4fMDXbKODqvVwm7zOQm7rUXZvaO8LD5TPmb/g/bnMYtRV9XGbvsTocyCdfLOHuHBBV9ib3MiF8QmRZuHwcVkRMdsXFS6RXJJBDAaEBaQmwYLpJLog2xh837N66753FqObitYYOfwTPF+Kq0xnUgVPS+r4uUbLFCKYvljXnb2Muv73JO2+zn0my2H8LrvPoRzPnkbTvzQ73Djl+/BJ295CuNTCfNJCrQKu7DFdADTqDn+53dctgYbF7dCuVEVUM0aOgBfUDSkV3koWEBYrAYAUT07MJTJAkRERFRas+9rpMECANCvRnLvX7xHi4zed/L63zHNfbLtp0NAKgm/r/hle/Fkuuh9yA4YQU1adv4NoRUDrewqb02tMFhg2iAEPwM3niHUqZh8EIMFylPrEiDYIBqSrelItwqJDz+k28RjiIiIiIiIiIiIKgnjqImIiMhbutcDh7cUvPlSNYhaxBGbtUA+J2G3tSi4yKGsLDoNUH5ACwqK9j3g3HwAdCkGC3heU69sUU2GYAEiclg6JS5sKiZYgDV2VGmu3dSP//uLMJDLoqFgP7qThwofYBosMHEAASVbTM1ggdLZaxIs4DsCzPsnfvsPHkVDjR+PHxzHdCKN9X3NOGdVJ9552Vq0NsgKeq2Tdvv2UrBACY996foe6/vco3txHp4ofECWbn7j0QQ+8LPNuGXL4Tlff3hvCA/vDeHnjx7AZ246GReudfazpU3JQism0IhjRUQruhrxxotWOTArWkCpmQKj8X0FD/FUsID0MwwM6CQiIiJvmX1fc9AwWOAZvTT7/kt54yR8VjpdxHVabzOv8fJqkJ9fmBqD38KD6HgyjUY3/4kM3pEN61a87sKVDkymStUJgwWyPOPwojoYBDYGuJ6jLPl8M01HDj1W8JDVWYIFupQ8PGMIpQtjJiIiIiIiIiIi8oLio4+JiIiIbOpeJ9rcrzRWquxFSr0t81ZSCBfaTGkulikrNY1A7wbZmEOPAYlpZ+YDoNMoWKDL/kQou0Zh4VJ4YadcFiETOUza8RlAWLNLDdExl6yzX6Qr8eikcJHe+H4gGZcfKLRXPITBAqVzUHcirv2iMUvVwsXrTx6awEN7xjCdmEkcePrwJL51z26c/LFbcfe2YStzNZJKAClhl7WaJmfmYsDJApl8185tDQUGBwqMQxbaoBOZuy9mChWY7chEDK//3kPYNSwvyC5EKDrz2diEKdG4cT3zv7+9IYjPvfBk1NfIfvaoCMLOpT2eChaQdSEF5gZ0lrTQjoiIiAiYkyxwyCBYYECN5tl9CS94ErJ7gmgR7ztfc/4K47FVwyRYIDqM0JTB8695EmlZyGbRIkPiIUO6DScvabM/l2pVKwwWmC6nYAGDnwlh13vykC7Z2qAlagi1Gc6RbpNgAc1gASIiIiIiIiIiqm4MFiAiIiJv6V4vHrImSzI5AGxcNO+FoHBRNDutlaElZ8q2TycWJOHbXPzeCfmLbAYLuKxJGiywsKBNMVmAyFmxSfGQCNilhmi2gdbS/UzIO9Nro5AAs2ABXnfNp12qBE3Dh31adh2WKVggl5d9434cCMmKLawx6PSNWveCBfJdv5a0QAbAIx+8wur+pEU0Kp2cCYeY5ZYth3KGChwznUjjPf/3mCM/S7c9NfMzUCvs4BdFLa7b2I/fv/sinLq03fq8KAdxsEDImXkYSEzLrsET2o8EAsf/zFwBIiIiKrXZ9zUHdYd4fL8ayb3/Ul7wCN93ThXxvnPDgLCIuRqZvNeLjuCgjWcWbp+HGcK38xnWrWh3IESwatUJfyZj5RMsUA9hSCcABPkuqGwJm474lMYqdXDB17sM1mMMM1iAiIiIiIiIiIiqHIMFiIiIyFsMggVW+/Zn/V5Py7wXyVm6DmYTZVFi+VksDBYAgP0P2J/HUZ1KuFjDXyPvNEHFaRIWO0aGgHTKmbkUaTqRwrfv2YW3/eARXP65O/Cyr9+PT9zyFLYekRdlE3lKLCweMqnrHZgIUfn60PNOLNmx9wqLxwEAY7vlYwyCBfbp7oK2e8Fpi8X7pvyk50Y75Nc0533qdvEYK0yCBWoa7c+jTLU31uA377jA2v6MimjmPT/46cPZQw3ne2jPGPaP2Q+1ePLQzP2lNFigpbkZX3rpaehqYnii65r7RZv3IAQFlzuOZjE6NibanuGcRERE5DWzC/8n0IiIMHBsIF+wgMmkbEnI7jlNr9Wu2tCL5rqg0diq0tApHxMdQU9zGb6HzhC+nc8wWuFjPrc90vfI0xMlTkIpXJ1a2I0+rwDfBZUtk7VBGZqOdAtDGuPaj3HwOSwREREREREREVU3BgsQERGRt7SvAHyyBSprMrw8PGbBO/K4rDBR2tWQPGDJGfIx++YGC3Q02uua0SUNFmjsBvJ0DyXLmoTFjjoFREedmUsRHt0XwnVfvAsfuflJ3PzYQWwfDOPu7cP46p07cd0X78IXb9uGZMobBSpEYjF5IWkEXExGNNtJi0rXgccsWGCXfIwwWCCmgxhGYX8v/++CFfL5lCk3lxkP6TbR9u3KLCzp0Lj9Au+8jIIFmuzPw4MUCrvfOaG/Bdv/+RrceOqioo85DYN7vMTc8+bxA7LuZ9LtCzEamVlgL11or/18tlEyzX2izQMqjc48ISpTCXeC7o4M5y6km29+OGeZ1K0QERFR1VA4pGXF3/3Icz1UyguehOw+d0rL74naGoL4+A0nicdVpYYO+ZjoCE5Z0lb0oV0/Cw2CBYZ0K3x892lPnfA5bzoh/swolToYBAsE+S6obHWvEw9Z7Ss+WGAYrdBcNk1ERERERERERFWOT8iIiIjIW/wBoGuNaEiuYIEFyyni0cybZcFua2WofQXQ0CUbs//BOQvAXnXucmvT6YQ0WEA4dypeU698TPiI/XkUYe9IFH/z1fuwYyhzAVsipfG532/Fl/64w+WZEVkSlxeShhksQDTHorbS/Uzs1Qa/a8d2y8cIgwX2666CFxCe0C/sBFbG3KyLGIOskL4VEaNO3t/98x7xmKIJQ+0AADXudcrKt5zfKwXBAb8Pn3vRKdj9qeuw+1PXGe9nyiQ0MPHs84PJ6QQOT0yLhn/htm3yY+aRPvoPU4uEaFzSZy88j4Sa+8VDetVYzu+/+Kv3IeFCaNzhYVmg3vxwTl3aHr5EREREaGuYex18UBosoHIHC5T0akf4vnNqXghUPiu6GvGtV52BnmbZuKrVIDu3AADREStB567fv0dkwQLTOogw6uH3MVjAmlqD55Qx4fvqEmGwQJWx1HRE2uhhWJcuhJmIiIiIiIiIiMgrGCxARERE3iNMJl+uDiOIZMbvzVlMkYzPJPILGBUfUGkpBSw5UzZm8hAwvv/4H08csFc41qmEXSobu60dmwpkKVjg1KVtxc/FQDqt8Z4fP1ZQ18ov3r4NW/bb75xK5LiYQbCANl/0qtg9iSqQUgr/9fLTS3LsCTQipIUF0y4ECxzQhQU61QWr6xFqW4NsMWcxQrpZtL1fabRAVjwBAF/5UwnCleKZA59ycjFYIB+vlgNfcaLBtTuAKRgUa8zq5pc2qOE+GLLfDfDYM45a4UL7pI/FQCVjcL/ZkydYYDQSx5ddCI1rgCxMg+GcRERE5DUnL25FbeDZe/pD4mCBUeS6OyppIFtCds+Z61rtqg29WNRWj9b6IM5b3Yl3X7EWt7z9Apy6tL3YWVaP2hZxcSyiowj4y/A5dFgWLDCk2wAo+PjM3Z46g6Lo6TIJFlAGwQIBPvMoW/4A0LlaNGS1Orjga90IifYx87kEMO+EiIiIiIiIiIiqWXWtiiUiIqLy0L1etHlApbFcHc6/oXCRDQBEhB08yCMWnyEfs/+B4//ZUBOwNpVOYUI+gwVKoKlHPibDwqmTF7cVPxcD2wbDuH9XYZ0kU2mN//vLPodnROSAmLzrcxjsUkM035WGBbk27NXC37eju2Tbp5LAxMJuRbnsK3BO6/rshU6Vg5Vdja6FC4yhSTymQ8nDZkrCKFhA/vfhlIYav2P7LqaW4Lmb5N3fAWDKpOBZ2AHUDemjlUu1ShaamPIV3wWTDDXLz9nePMECAPAff9yG6QLC5YpRj5ho++i8Z2glLbQjIiIiAhDw++YESR9Ch2h8nUqgA9nvQXUpI9mE9ytTOvs9wX+9/Dm45/2X4tEPXYH/+X9n4+2XrUG9g/eEFUkpoEEWXIHIMIL+4pftuX4eCoMFhjFTBO/jCkV76gyeVcbKI1igXhikCAAINtifCLnHQtORbmGjhyF99HOJgSdERERERERERFTF+NieiIiIvEf48hAA1qj9+TcyKAowKj6g0ltypnzMvgetT8OPFNohLIZtLKxzLllk0EES4SMLvvSGi1aiudZeKEWhthyQLZZ4ZG/ImYkQOSkmLyINay4mI5pPlXCh3F4t/H07tltWkThxANCyAsv9moFOmSilsHFR4Z3Pgn6F+z5wGdb3NYuPNablhfTtOYo6PCUuD8VBTaP9eWSR7+Ogpc6dcAmp05a2GwUTTMOgsD7hvWCBYx+LtcKF9gwWKKHmPvGQXuQPFkikNJ485GxhSAOmRdtH9dxnaAwWICIiIi941bnLj//3QS0s/AbQr0ayfm80YlAAa0tiSrR5Ie87S/ncqCJIgwWiI1aCBVwXEQYLHC3g9fP8sqfWIFhgWvYusVTqjIIF2CiirAnXBgVVCstmNR2pQwzNSvY78XjgCT+XiIiIiIiIiIioipXhGwoiIiKqeN3rxUPWqAK6kxoUBcxfFE1lYuA0QAm7qey73/o02hGGTwlX0jeywM11jV2AEt4aZejI0t9ajw9fv8HSpAr3zbtlHZ2lQQREnhA3CBaA+WKy8HQy/0ZEJLJX98gGJCJAZLjw7UN7ZfsHsF8XFuhUjcsLX3fByoK3fdW5y9HXWoffvvNC7P7Uddj5iWvx+Eevwqdu3Jh3bEjLwwjalEHBfikYBAvEfPUOTMRMSTtv5rCkowGvPneFeNyUyb29sFBnPif+Bo/9u9QiIRqX9HGRfcnUtwN+2fnXq/IHCwDALx4p4FlYEeoRE20fKeL6m4iIiMgp1588cPy/DxkECwzkCBa445khozkVTeuZ5yYCUQapO6+hQ7Z9dARBf/FPnVwP9MrwfiwXdgZ3QJ1BsEDM2WA6W4yCBQLeeZ5GBgyajixXzzYA6FLy995Dug0A4OPKaSIiIiIiIiIiqmJ8PEZERETe07FKXBS+xlfAYuq4bJENAES5KLo81TQAffkLmeY48gSQTludRocyWKTBYAH3+fxAQ2GFhcdl6chy0+mL8b3XnmlhUoUrtktlKFrCrkpEhYrJggWS2mfWmfio+3dlXzBMRGb26F75oDFBeI5RsEBh113VuO75wrXd+Jszl+bdbmV3I/72yrmLP30+habaAF585lL818tPR09z9uKFUciDBdpRHsEC0bD8Gm1HyP48KtF7rlqHE/pli+iNimgMwgmddqxgRLrQPukzvy6iIikFNPeJhnSrUEHb/eEpWUGPVAOmRdvPD/DwakAJERERVRc166b+oEGwQH+OYIGD47LrJWuSMUDL3mdFNd93Oq5BeH5FRxH0F79sz9Wr7lhYfK88dKwzuK8KH7A5pdYgWGC6PIIF6pXwnaUvCPgDzkyG3NElDxboU6PH/7sb8mCB4aOBJ6ctbRePJSIiIiIiIiIiqhQMFiAiIiLvCdQAnatEQ1Yrp4IF2MGjbC0RFnenYsBUYV0BC9XJYIHy0STsohw+kvVbF6zpxjUnyQpH3KZntbD55WMHSzgTogLFZEWkM91SzRcqjoQZuEFk214t/F0LAGO7C9/WyWAB8Z4rw0ev34B3XLYGgSwLv684sRf/+/qzURfMHgp31YY+/P7dF6GpNvMC35BuEs+rTcnCZkplzyF5we/3Hx12YCaVp77Gj5+9+Vy88aLCnxtMmQQOJabkY2Zx4rMjrTV8SKNGpUTjkorPNkqquV+0ea8q7NnEgVBx52g+9cJggci8cE7XO6cSERER5XHIIFhgYFbxomcYhKAVE8JKBRIHC4xYCRZwVZbQ7VyOdQb3M1jAnrpW+ZhYeQQL1AqDFBGsd2Yi5J62/OG2880JFigwnHG2oaPBAq85b4V4LBERERERERERUaVgZCsRERF5U/c6YHhrwZuvVAfhRwopzC1qmbOI2WChTVRz8X3Z6tsoHxMZAhrlC8uy6TJIyEdjl7Xjk0BTD5A9K2ChcO7FU+es6sRvHj9c3JwclEprBPwzi7j+5TdPl3g2RAWIyYpIJ9FQ1OFGowwWILJtn0mwwOiuwreNDIl2HdNBDMOgu1cVqQn48K4r1uKajX34w5NHsHn/OCLxJE4aaMXZKztx8bruOZ0fs2mtD+JLLz0Nr/zmAwu+F4I8WKBdycJmSsWXkAXbJbQfWw5N4eePHMBUIoWNiwwWiQuoMo/MqAv68f5r1uO156/Al/64Hd++d3fO7adN7u0NniHM5kRN9b07RlCDhHhcwsciopJqlgXPFRos4Cit0SAMFphiOCcRERF51FkrOnD/rlFEUYdx3YBWVfi1fr8acXBmhkzed/JazXnSYIFEBEhMQaniQrm0m4leed6NZXKsMzhzBSyqbZaPmS6PYIE6BgtUn7oWoKYZiBf+HrB/TrCAfD3GENoAACcvaROPJSIiIiIiIiIiqhQMFiAiIiJv6l4PPHVzwZvXqBSWqSPYqQeybxSXFXYAxS2KvmgtO8+XVKNB8VpkCMB6a1PoVAaLNBp53pREU69s+3DuFILLT+jFv/zmaUTisk6ipVAOcySSBgtEdF3+jXJ44XMWFzWeiBY6qDuR0H4EJV22x3YXvu2UrIPgEFqhUVhXuEKK5yvZ+r4WrO8rLoThwjVdaK0PYnxqbkF0AgFM6no0q8K7brejPIIFAilZoUcEdXjswATe+cNHnZmQkJN1CTZ/prqba/GR6zfgb85ciqv+7c6s200ZdOecngqjuCsK+yank2iTLrIHkFQMFigpYbBAF8Yzhme6KhmDX8k+CIq9BiciIiJyylUb+nD/rpnnBod0Z/kHC8QZpO5JJsHh0RHceOpi/OTh/fbn44So7PkbAAzrmWdKvip/vmaVPwgEG2QhI9MGYfglUK9isgEB3odWhJYBYPiZgjfvw7OfRSaNHo4FnnQ383cjERERERERERFVr8JWzxIRERG5rVte3L1GHci9gUEHj0gRZQSbFjvbYZLyaDIo0Bd2us3HKFigwWDhERWvSRhEMTUGJLMvbhloq8ffX3dCkZMiouPisiLSMIrrUtPZyMVERLal4cN+LbzOkQQLCBc2h3RTwdty2XPxlFL4zE2bMn5P8m8BAG1KFjZTKoGkPFiAzC3rbMj5/WmDYIHBkeK6xjv12VGLRP6N5kn4eG1TUsJgAb/S6ESJu0laCOd0s3EqERERUS5nrug4/t+HdEeOLRca8GKwQEJ+rTZdRJA6FaihUz4mOoJL1xsEpc/i6nW3wbv2ccw89/H7+ITNqjrhOoRY8feY6bTzJ1ud9JlHsLh3QeQRLTmah2TQp559F9CtQqKx0zqIySLfIRIREREREREREVUCBgsQERGRN3WvEw9ZnS9YwGBRdDEdPF5+zjLjsWRBo0mwwLDVKXRKE/JrW4AgC4pKoqlXPiZPEMVLzlyKd12+1nBCRDSHcNEbu6USZbeyu7Fkx96nhQulx3YVvu2ULFhgTFjMTsVb3J658HsMsn+LdsjCZkpFGiwQdfl3V75GgeXWSDBf58MkAohrWff3/YPFFRA5tdy+VsmDBVJKHqxAFjX3i4f0quKCLYpmUKw2PyClp4XFa0REROQNJy16tgD3kJYVf/diDD6ks37/sX0h02mZS0yJh0QZLOC8BlloBQAgOoJrN8qCyErKIFjgWABZvvt2EqptkW0/bSFYwIUUizrEZQMYLFAZWhaJNu9Xozj25K1L2OhhSLeBUcJEREREREREREQMFiAiIiKv6lwNKNmlyhrf/twbWOi2JtHTzKLGkmoQdsQFgMjg8f+86fTFRU9B+iLbqJsJ2WESLBA+kvPbSim84/I1hhMiojlisiJSdhshyu55m2Tdf2zao4W/bycPFb5YPiorwAwJitm57tmOgD/zX2RIGPLQrsokWCAlW2wf8ViRh5NrxZ34kSrk51TaoXPr/sH8G5WAeJE9gDiDBUqrWV4oVOpggfS0/LN2djjnorZ69LbwuRgRERF5z0FhsEBQpdCVI0T6T8/kDiB2RFxe3F1MkDoVyOQdX3QUqpwePBmEWkzpmftRXxn9zywLdcJgAWF4cyZp53MFUK9isgEBvguqCC2ydxYNKoYWzKz96VYh0dhhtObfiIiIiIiIiIiIqAowWICIiIi8KVgPtC8XDVmjDiz4mp7dI9Cgi0IUXARdtmoagBphJ9pZHeg3LS7+pXKnNFigsbvoY5KhJmEHZQAIe7PQiKgixSZFm0c0F5MRZXPpeoPfeZbs1QbHDu0tbLupUdFux3RzwdsqdjCyIltnujEU/m8BAO1K9juhVAJJ2f1nVPPesxiFdD6UduisNyjgn82pT45aJMRjmpqE98ZkV3O/eEiPcGG8bY/vPiQeM/sZ2ilL2izOhoiIiMieQ8JgAQAYUCNZv7flQKiI2RhKuBukTgUyChbIfm4VyoUm8s8yetc+c+6VVYBCOagVBgtMZw9IKVTahZOtVvosJsjnaRVBGCwAAP1q5n1AN0KicUN6Zg3IaUvbxMckIiIiIiIiIiKqJAwWICIiIu/qXi/afJU6CB/S2TeIyxbaTOsg0rxcKm+NXbLtI8PH//P81V0IFNk+oxMMFigbTcIOygAQPmJ/Hi5xc50ZkRVxWcfUMBgsQJTNxkWl68hjFCwwuiv/Nolp8cLmMQiKbLnu2Qp/lmvrMS0reG5HGOVwNeNPyc7JiMuhdpV2Whdy63asS2KhxF3y5nHqLBUvsgfgq+G1UUk194mH9KoxByZSuE/+8i/iMbPDO955+Rqb0yEiIiIqWmt9EABwEPLi7z6VPczwD0+VIIA4Li/uZrCAC0yCBWa9lzSl3XxGYnDuTUN2L04FqhMGC8SE76wzWNrRUPQ+8hGHPAadnxO5oGWReMhMsIBGl7DRw/DRYIFSvichIiIiIiIiIiLyAlbKERERkXd1rxNtXqcSWKyGsm8gDBaQdjMkD5IW6keePX9Wdjfh7ZcVtxC+Q/giWxyEQPY0GRQ6hkuwYJCoGqWS4oLhySKDBbxfrkpkzudTeM6y9pIce682CPIZ251/m6nsC/yzCQmL2al4/iyd6UKSkAcAtSqBehRX8O2GYFL2uyvqcrBAKTnRpLCQzofTwnv82YvZXS3UyKNOJcRjtJ/PN0qqtkVc7NCDwoIF/ryj+A6n8x0ITaEB0+JxUf3s59ia3mabUyIiIiIq2nuvnnnneEh3iMcOKPvXXEUx6RqveU/guGA9EGyUjYl67NzKR3juTesgNJcmOqNWGCwwXXywQNDv/L9lnTRYIFA9z9MqWsuAeEifGkUjptEgDAYdQhsCPoW/fs4S8TGJiIiIiIiIiIgqCZ/eExERkXd1rxcPWaP2Z/+mcLFDNRV2VKwiggUA4E0Xr8JzN/UbHlyjUboQv0G+oI0sqWsD/MKuKQwWIHJHPCweEtH8HU6Uy3uvll9n27BXGwT5FBIsEJUHC4zpwgseK62ze6n4sjyJHhX8WxzTDvnvBrcFhMECEY8VeWjv1NFbMyXskljn0QCLWukiewAqyGujklIKaJKF6/SqwoIF/uZr95nMKKcv/XE7Gg3OfwZ0EhERkZcd60x8SMu7yvdXQLDAFK/V3NEgPL8sBAu4ev+emBJtzvPOQXXCYIHYRFk87KlTwmcefN5RGQyCBfrVKLpVSDxuSLfizZesxklHrwuIiIiIiIiIiIiqFYMFiIiIyLu614mHrFEHsn8zHhHti907KkBjl2z7yPCcPwb9PvzHS07Dl196mvjQNUjCr4QLNGqEnUzIHqWARmGxY/hIQZu94LTFBhMiouNik+IhYcg6ws7HImKqdGeu6MDrL1zp+nEjqMewFi56HduVf5spebBACE0Fb+tEd/VqVJOlq1nIJFhAeT9YwJ9isJ3XTAnv8etnLWb30tr7OiTEY1b0yYunyLJmWWhhocECAPD7Jwu7Ny3U9+/fi3phxz+An2NERETkbSf2t+DkJW2IoQYjwvtQzwULxOXBAgyBcok0QNxCsICrhMECPO8cVCssik4njUJJ3FYvDVMMFvcuiDyivh0I1IuG9GEUXRgXH+qsjevxtktXi8cRERERERERERFVGgYLEBERkXd1rRUPWaUOzvnznMX/0mABLnYof43dsu1jE0BiesGXr93YjzOWt4t2VW/S3ZKLH0qrSRosMFjQZpsWO9fxIJ0ursIpkUpbmgmRg0yCBTSLmojy+cA16/HpF2xy/bj7tPD37dju/NtE5cECY1oQLMC4ESuCWYIFxgQhD8e0KfnvBlelUwikFt5X5BJxuSC3yMvIopTqZ2oKNaLtG2bd03koVwC10kX2AFb0Mlig5Jr7RJv3CIIFfvrwfuls8mqE7DMMYEAnEREReVvA78Nnb9qEGr8Ph7Ts+njAa8ECwuLghPYjiYBDk6E5GoT3XgbPtOZz9X5VeO5Na9l9OAnUCcNbAWB6wv48LBM/8wjwXVBFUApoGRAN6Vcj6FbyYIHnnXtq1ufURERERERERERE1YRPyYiIiMi7ahqBtqWiITk7ugkXO0yxKLH8SYMFACA6nPHL0uKXBgYLlJ+mXtn24cK6Ql68rhs1AWduvX7z+GGjcfvHpvDabz+Ikz78O8szInJAXN6VOgxZZ5P5vFQ8SOQUpRReeMYSPPgPl7t63L0mwQLpPEE4UwbBApB1J6TiBbNcD0lCHo5ph/x3g6uEoXYAEHX5/jOtq++33bQwPLAOMWgP/j3VqoR4jK+muGsjsqC5X7R5t5pAAMmCtt1yQL6QPpvJ6ZnzyyQs0e2AFCIiIiKpNb3N+PZrzsBYQPbuqF8VX/xtlfR9J4PU3SMOFig+tMLV+1aee95RZxBqHis+WEAaxC/hQxq1qrD74OP4br1yCIMF+tQougyCBcSNBoiIiIiIiIiIiCoUgwWIiIjI29qXizbvUaHs34zLFjtEudih/JkEC0SGrBy6XjFYoOxIFxKEBwvabFlnI/7uyrUGE1oomZpbWPnALrNFZ1f925247elBxJJ5CjWJvMBgsVtEs3iOqFDdzbV4yyWrXDveHmmwQHI6f5iPQXe3kKCYXZWmuXrFCfgy/0WGDEIe2lTlBQu4XZAbz3Md6L1y+uJNCTsl1qs4tg/OnGteChiok3bvA9jBzwua+8RDulHYAvn9Y1OYTqTE+8/knu0zYYuNalo0Lq0VYghamQMRERGRk85d1YWzTtkkGtODMfiR/Xprz4j8HrAofN/pXY1dsu2jI4CH7jfzSkyJNp+C7D6cBGpb5GOmiw8WcCpIHTB83hHk846K0bJItHmfGkV3rrVB2TBYgIiIiIiIiIiICACDBYiIiMjrhB3detVY9m8KOx5zoU0FkC7gAYDIsJVDm3T3Qw2DBUqqqVe2fSICxAr7XHnt+Svx8rOXGUxqrvS89WW/2nzIaD/5CsmIPKXAn7PZwiguWIA1xFRt3n3FOteOtU8aLAAAY7tzf38qxz1ABkntwwQKv+5isIAdtQFfxsXHY4KQh2PaMWljSs4xCRbQ7i6EttnhXMqpn6mV3Y05vy+9x69HDA/vnfl88VKZRy0S8kEBPt8oOeHzLQDoyfWMyyF3bpt5JiJ9pjETjsJfmERERFQeajqWiLb3K41eZL82+8NThYUQW5OQ3XNKQ9aoCA0dsu3TCStd5F2TkIVaTGneizqmziBYIFb8syCfgw9KzYIUGTJdMVoGZJurKaxQh2XHqGkCanI/PyQiIiIiIiIiIqoWDBYgIiIibxMW+rarMGqyLbIXLnaIulzYQQ5o7JaPiQxZObRRsECQix9KyqRDQb4Oykf5fQofv+Ek+f7zGIkYLLIhKjcxefFo2OWuz0Tlzu9TuGCNQSCTgb1pYZAPAIztyv396KhodyE0QVL8qFgoaYVSCqctbVvw9QjqENd+0b7alTx0xlXCUDsAiLr8uysaT7p6PDdsWtSa8/tT4mCBOL775z3FTMkRZsECvDYqueY+8ZCc4ZkO+cUjBwAAjZgWjZP+fBERERGVVMti8ZB+NZL1e1v2h4qYjAFx1/js9wPr+5qLnQ3N1tApHxPNfm55jvjc432CY2oNggWmvR1iYRQswHfrlUMYLAAAJ6k87w3mM1kLQEREREREREREVKEYLEBERETeZrDwuhuh4/89p6tgXBgswMUO5c9msICwnqxBmQQLMCG/pIRBJgCAsLudiNLaS71SiVxiUJwZ1lxMRiS1uN2dn5s92mDx3tju3N+fkgULjGkumi+Vs1ZkWmCvEILs36RdyUNnXBWXdY8EjnX7do/fV3mvBq4+Kffzg2nIunTWqgSeOhgCABhdhjt06V6nZAvttS8A+APOTIYKZ/B8q0eFCt42lkyL959JJJ4CIH+mEWEnUiIiIionrYvEQwZyBAv8/NGDxcxGTnjPmet95+svXFnsbGg2o2CBUdxwiryg9hhX3xoJz70p4X04CdQZBAvEig8W8CnnAljrjd6t811QxWiR/25e4SusAcBxjQwWICIiIiIiIiIiOqbyVg8SERFRZbHV0U1rIGFvoQ2VifoOiBMBsgULSA/NrgrlxyhYQLZg4TnL2uXHIKp2MXnxaBj8PCWSumqD/LrbxBG0I6aFBa75ggWiwmABNIm2d3C9bNV5/YUrsayzYcHXx7Ts36Qd8tAZVxkEC0RdLsqt8ec+sbWDgVZO/UhdtaEP127M/lk2ZfB3XIc4DoSmoE1KNRz6H1qLhGxAwN3QCsrC1vOtLG5/WriYPo8GTIu2j84KRzmx36DAhYiIiMhNBsWLXWrcgYkYSgiD1HPcC21c1FrsbGg2o2CBEVx9Ur/9uTghMSXa3OQ+nApUa3DfNV18sICTQRZ10ucdAJ95VJIW84CVgjUxWICIiIiIiIiIiOgYBgsQERGRtzXJF153Z+rolpwGtKx7W1TzRXTZ8weAhg7ZmMiwlUPXw6CrQk2jlWOTIZPFBOFB0eanLGmTH2MWB+u7iLxLGCyQ0H7EEHRoMkSV67Rl7a4U0Gv4sF93ywaN7sr9/SlZsEBIWMRO9jTWBvD5F52y4OshYdhDm5KHzrgqLp9fBO7ef77krGWuHs8NSin80w0bccGarozfN+mUWI8YPvLLJ4xWzjv1kcpggTJV2wzUyD7relF4sMBnfvuMdEY5NQg7Rc4O5+xsYldSIiIi8jiDkOF8wQJPHHQxeEBY3D2d5V7o8hN6sLqHz0isMgkWiAzjlCVt8PvKINlSGizAEH/nGAULFP855WQQZa1RaP/CAFMqUwahP2IMFiAiIiIiIiIiIjqOwQJERETkbQYd3XoyBQvEZd07AC52qBiNwhfEkSErh60XLsIHAATZYbukTBYTRGTBAm+4aJX8GLMYdUolKnfCYIEw6uFcKR9R5WqpC+KEPnc6DO/RwgX8Y7tzfz8qCxYY082y45NVpy1tx/uuXj/na6PCf5N2hG1Oyb54RDzE7WCBtb25i0eUG0kjDuhorMF3X3MmPnXjRpy6tG3O90zu8etVDPdsH0YyLb8Od+rKvU7JFtorBgt4h/AZV68qPFjg4Pi0dDY5NUC2P4ZzEhERUVkJ1omLcjuRu9P3rU8cKWZGMsJ7zmiGe6HW+iA+8Vcby/bez7MaMgfd5RQdQV9rHd540UqjQ7oWSK01kJC9bzcJ+KMC+QNAUBhYH8v9OVYIJ883s3frvBetGA2dgN/hzwyDYCEiIiIiIiIiIqJKxWABIiIi8jaDl3sZF14n5IUdmRbaUBlqFC7iyRIsIF1a1QCTxQ/sqlBSNY3iDpIIyxYLdjfX4uoN8sCUYwzqmYjKnzBYwO3CTKJK8qHnnejKcfZqafDTIBDLUkieTgPTIdHuxiD7fc9F9vb1t879rB7Tsn+TdlV5wQJuF+XmO6+d7EDn9I+UUgovPnMpfvbm87D9n6/Box+6Ars/dR3+3yXyz7h6xBGNp/DMEdn1iJNqkZAN4CJ772juF23eIwgWsE36TGP2M7RwLGl7OkRERET2NXaLNu9SuTt9P7zXxWs3YXF3VM9933ny4lb8/C3noaeF9wrW1bfLx0RHAABvv2yN5clYlooDOiUaMqX5rt1RdcKQ2GkLwQIOBqDXQRakCAAIMLS/Yvh84ucmYiZNBoiIiIiIiIiIiCoUgwWIiIjI22qbgBpZ98oehBZ+sQwKO8ghwsVhiAxn/PLgpGxRvdHiBwYLlJ50QUF4UHyIv7/2BPGYY5ws8CLyrLiseHRScyEZkamzV3aiz4VF5Xu1QWeg0J7MX58OATot25WwiJ2xAvbNLywPQXbP16Ki8EO2mN1Vwt9dAINxnBLw+9DWMNPtbM0i+eLh+qPF1Tc/elA81qnPDnGwQIDnlmc0y0LmulTxRR+mGtS0aPvorM+wR/aGLM+GiIiIyAHiYIHc12Z3bcv8bskRcVmwwPS8IPWfvfk8rOgSdjqnwvgDQF2bbMzRYIHagB//+tcn25+TLcJACwCYgsPdx6tdXats+1jx95hp2WNYkXqjd+t8H1RRWhY5u/9GBgsQEREREREREREdw2ABIiIi8r5mWeFR76yObsdrcIWLbIC53daojImDBYZmnTjP2jUsC6eQLsKH8gEBnnMl1yQsdAwfER9iaWcDXnPeCvE4AA72ASHysJisQ3AEXEhGVIy733eJ48fYqw0W8I3tzvz1KXlHwDFhEbvT3dWrkW/eX+qYMOwBANogL953jTDYLqUVYgg6NJmFzl3V6dqxMilVVpavVl44c2xReyzl4Mp5oVrpQnveZ3qHcAH7zOdcaX5gGiALV5zfBZeIiIjI85qkwQLjDk1ESGtxgffs950XrOmCz8cHHY5qEN5zR0eP/2cw4OFlfIkp8ZD5oRZkWW2LbPvp4oMFtIP3qHXKJFiAYYoVpWXA2f1L1wEQERERERERERFVMA+/kSAiIiI6qrlftHmPCi38YkJW2AEwWKBiSIMFUnFguvgFYuKuCsFGVq15QZOw0DE8aHSY91y1zmhcqYqwiEpKGCwQ1gwWICpGwO/D7X97kaPHMAoWGN2V+euzFl8XKmRQxE52zQ8WCMEgWEBVTrBABHVwrr+996RKdVEbbBAPqVczxdWplHzOyqH7u1qVkA0I8NrIMxraRZsHVQrNkBfv2NAAWVjizOcYERERURkRvjvqxATyhT5F48kiJlSg5HTeeczHECiXiYMFRoo8oEv32AbBAjz3HFYnDBaIFf/+O+3g6VYnfbcOGD3rIQ9zPFjA4L0EERERERERERFRhWKwABEREXmfMDm8O1OwQFzWvQMAprjYoTI0dsnHRIaLPmy9sLsfgiz28ARpp4LwIJCWdy+tr/HjfVevF4/TTBagaiQNFmBRE1HRVnY34d73X+rY/o2CBcZ2Z/76lDxYYEwYLFA95d7umd8ccUw3i/fRDtnvB1eJgwXcvRcodZ5Z0qBI3wqDey6jRe0Oq5XOKcBnG54hLTAC0K7c/6wLIokalRKNmf0MbVEbn28QERFRGWiUPZuoV3E05glfevxA8d3A8zJ53zkrSN2pADSaRRws8Ow7SU//6wifdQBzzz1yQK0wWGDawmeU14IFAnwfVFFaFjm7f2l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      "text/plain": [
       "<Figure size 4800x3600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,6), dpi = 600)\n",
    "plt.plot(pred_true, label='modeled')\n",
    "plt.plot(dis_true, label='observed')\n",
    "plt.legend()\n",
    "plt.ylabel('Discharge (m3/s)')\n",
    "plt.xlabel('Time Steps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2705108",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}