{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import requests\n",
    "import scipy\n",
    "# import tensorflow as tf\n",
    "# from sklearn.manifold import TSNE\n",
    "# import sompylib.sompy as SOM\n",
    "from time import time\n",
    "import random\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import ipyvolume as ipv\n",
    "import os\n",
    "import glob\n",
    "from ipywidgets import interact, HTML, FloatSlider, fixed, IntSlider, HBox, VBox, interactive\n",
    "import ipywidgets as widgets\n",
    "%matplotlib inline\n",
    "# print (plt.style.available)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# How to import the fmd module\n",
    "from fdmlib import fdm\n",
    "import sys,importlib\n",
    "importlib.reload(fdm)\n",
    "FdmSolver = fdm.FDM()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = './Data/'\n",
    "graph_id = 'stadium'\n",
    "fn = path + '{}.npy'.format(graph_id)\n",
    "Data_struct = np.load(fn,allow_pickle='TRUE').item()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## One idea for parametrization of the force densities\n",
    "## trail members vs. deviation members"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,7))\n",
    "free_nodes_mask = Data_struct['free_nodes_mask']\n",
    "G = Data_struct['G']\n",
    "all_poses = Data_struct['all_poses']\n",
    "nx.draw_networkx(G,\n",
    "             pos=all_poses,\n",
    "             arrows=False,\n",
    "             width = 1,\n",
    "             with_labels=True,\n",
    "             font_color='white',\n",
    "             node_size=200,\n",
    "             node_color=free_nodes_mask,\n",
    "             cmap=plt.cm.jet,\n",
    "             alpha=1)  "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The case of a stadium roof\n",
    "- In addition to use of network centralities as a parametrization of the force densities, in other cases, depending on the case and the chosen topology, one can come up with different parametrizations. Below you see an example of a stadium roof, where the fixed points are lying on a circle. \n",
    "\n",
    "### For further details about this case, please look at the paper below or contact me via sevamoo@gmail.com\n",
    "* Karla Saldana Ochoa, Patrick Ole Ohlbrock, Pierluigi D’acunto, Vahid Moosavi, beyond typologies, beyond optimization, IASS Annual Symposium 2019 - Structural Membranes 2019, Form and Force, 7–10 October 2019, Barcelona, Spain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>u</th>\n",
       "      <th>v</th>\n",
       "      <th>col_number</th>\n",
       "      <th>is_vertical</th>\n",
       "      <th>row_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>281</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>282</td>\n",
       "      <td>6</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>283</td>\n",
       "      <td>284</td>\n",
       "      <td>23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>283</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>284</td>\n",
       "      <td>285</td>\n",
       "      <td>23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>284</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>285</td>\n",
       "      <td>286</td>\n",
       "      <td>23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>285</td>\n",
       "      <td>9</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>286</td>\n",
       "      <td>287</td>\n",
       "      <td>23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>286</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>287</td>\n",
       "      <td>11</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       u    v  col_number  is_vertical  row_number\n",
       "516  281    5          23          0.0           5\n",
       "517  282  283          23          1.0           6\n",
       "518  282    6          23          0.0           6\n",
       "519  283  284          23          1.0           7\n",
       "520  283    7          23          0.0           7\n",
       "521  284  285          23          1.0           8\n",
       "522  284    8          23          0.0           8\n",
       "523  285  286          23          1.0           9\n",
       "524  285    9          23          0.0           9\n",
       "525  286  287          23          1.0          10\n",
       "526  286   10          23          0.0          10\n",
       "527  287   11          23          0.0          11"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_poses = Data_struct['all_poses'].copy()\n",
    "fixed_nodes = Data_struct['fixed_nodes']\n",
    "free_edges = Data_struct['free_edges'] \n",
    "G = Data_struct['G']\n",
    "fixed_nodes\n",
    "r = 10\n",
    "center = [0,0]\n",
    "n_cols = len(fixed_nodes)\n",
    "n_nodes = len(G.node)\n",
    "n_rows = int(n_nodes/n_cols)\n",
    "rows = [list(range(i,n_nodes,n_rows)) for i in range(n_rows)]\n",
    "cols = [list(range(i,i+n_rows)) for i in range(0,n_nodes,n_rows)]\n",
    "DF_edges = pd.DataFrame(data=free_edges,columns=['u','v'])\n",
    "DF_edges.head()\n",
    "which_row = np.zeros(DF_edges.shape[0]).astype(int)\n",
    "which_col = np.zeros(DF_edges.shape[0]).astype(int)\n",
    "is_vertical = np.zeros(DF_edges.shape[0])\n",
    "for j in range(DF_edges.shape[0]):\n",
    "    e = list(DF_edges.values[j])\n",
    "    for i in range(len(rows)):\n",
    "        if len(set(rows[i]).intersection(set([e[0]])))==1:\n",
    "            which_row[j] = int(i)\n",
    "        if len(set(rows[i]).intersection(e))==2:\n",
    "#             which_col[j] = -1\n",
    "            is_vertical[j] = 0\n",
    "    for i in range(len(cols)):\n",
    "        if len(set(cols[i]).intersection(set([e[0]])))==1:\n",
    "#             which_row[j] = -1\n",
    "            which_col[j] = int(i)\n",
    "        if len(set(cols[i]).intersection(e))==2:\n",
    "            is_vertical[j] = 1\n",
    "DF_edges['col_number'] = which_col\n",
    "DF_edges['is_vertical'] = is_vertical\n",
    "DF_edges['row_number'] = which_row\n",
    "DF_edges.tail(12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cQMhrYvS/i1/cPlWhDqup9xpNzTFPasESEalCXmcffnw/ZNJlv7cfH8Bbsa7s95WzWjdvIXl4b8lbMLOJUfyjL6gO6yIowRIRqTpGQ+el+GUucC9IxQcIN7cRWqSVK4LQ0L0Br6OXsR2lbb0qmIj107D6Co0cnSclWCIiVSaytItQY0vZ668K/PycSKrDCkbr5jeRTYxxZnd5ylMSsX4sEqWh+4qy3K9WKMESEakyhQL3ciyRM5OzIwnVTVhuoeYlNF/2asaeeazkC3wXJA88i8ukaexRN+F8KMESEakyDZ19ZFNJUiODgdw/O3Ga9OiIZnQPQMvVb8DCUUaf/mbZ7ulSCZKHn1cd1jwpwRIRqTJe53pSw/shG9x8e6n4gEYSlpuFaN10M4lYP+njQ2W9dSLWj9d5KdawqKz3rWZKsEREqomF8FZeSjKg+qsCPz6A194Dpl8j5dJ0ycuJtK3Mz9xeXomBfiwUprGn4pforBj6P0NEpIpElq0i1NAcWIF7QSo+gEU8IstWBRpHPWnZvIX06Ajje58o+72Th54n6yfUTTgPSrBERKpIQ35Gbf/IC4HG4Q8PAOCp0L0sIm0rabrk5Yzt/HYwXcPZNMmhZ2nsvbr8965SSrBERKqI19lH1k+QGgl2QfnU8QO4bEaF7mXScs3N4Bxj/Y8EFkMithOvvZfwoqWBxVBNlGCJiFQRr3M9/vAL4LLBBpJJkxoZ0lQN5RCO0HLNG5nY9ySZ0WOBhZGI7QBQN+EcKcESEakWFsJbeUlgM7hPl4oPqAWrDJp/6tWEm9sCKW6fyh/eT2ZiVAnWHCnBEhGpEtHlawhFG/EPB1vgXuDHB4gs6cS85qBDqWmtm7eQOnGIxMCOYANxWRKDO5VgzZESLBGRKuF15Qrck5XSgjW8H0CtWCUUbe+lcc2G/MSiLuhwSMR2EmlbQWRJZ9ChVDwlWCIiVaKhcz3Z5Djp4weDDgUAf3LJnLXBBlKjvFWXs/zm38KlU5zZ9Z2gwwFyE46C6rDmQgmWiEiV8Dr78I++QCW0ZABkRuNkE2Na9LkEvFWXs3LrvXirLoNQiMiy1UGHBED6+BDp0RElWHOgBEukzq0GXgFcEnQgcn6hCN6KdYHP4D6dH4+pBasEGns2YuEoZjb5vlIkYv35BMuCDqWiRYIOQESC4QEfBq4AMuT+tXUI+EPgdIBxycyi7T1YxKuYEYQFqfh+Fm14XdBh1JzE4C5wWZwzXCade18hErEdtFx1A9GOXlLxgaDDqVhqwRKpU+8HrgQagGagEVgD3BFkUEVmZjeb2fNmts/M7pzh+PvMLG5mO/Lb+6ccu83M9ua328ob+bka8gXulTKCsMCPxwg1LCK8uCPoUGqKf2gPyaHnyI6f4ugDd+Mf2hN0SJMSsZ2A6rAuRAmWSB2KAq8h14o1ff96oBZ+VZpZGPhr4E3kcsl3mtmVM5z6Jefcpvz29/nPLgP+APgZ4DrgD8ws0Omrvc71ZBNjpE8eDjKMc6TihZGEa4MNpAaFW5eTGHq2opIrgMzoMVLHDyrBugAlWCJ1qOk8x9JAW7kCKa3rgH3OuRedcz7wAHDLHD97E/Coc+64c+4E8Chwc4ninBOvs69ipmeYSiMJS8MiHpGlXaTyf7+VJhHrp3HNVRAKBx1KxSpKgmVmnzGzYTN7Zsq+ZWb2aL55/dGg//UnImeNAmdmORYBhsoYSwmtBqYu2DeU3zfdL5nZTjP7ipmtmednMbPbzWy7mW0vRtAzCkfxOnrxK6zAHcD5E6RPHlELVpFFlnVjFiJ1rHITrFBD82TXtZyrWC1Y/8i5/7q7E3jMOdcHPJZ/LyIVwAGfBZLT9ieAh/J/1ol/A9Y6564m10p1/3wv4Jy7zzl3rXPu2qJHl+d1rMXC0YorcC/w4wNEV6wNOoyaUpi81a/YBCtfh9WjbsLZFCXBcs49DhyftvsWzn5Z3Q/cWox7iUhxPA58AjhIbhThMXJJ1wNBBlVcB8nV7Rd05/dNcs6NOOcKeebfAy+f62fLyetcD0CywgrcC1LxAaLLuiGsgenFEm3vxaVTpE9UVs1dQTYxin/0BdVhnUcp/29Y6Zwr/JdxBFhZwnuJyEV4Ir/VqKeAPjNbRy452gq8a+oJZtY15XvqLcDu/OtHgD+eUtrwRuCu0oc8s4auPjLjp8icHg4qhPPy4wNYKEx0+ZrJ5XNkYaIdvaSOD0E2E3Qos5qI9bP4Zb+ARRpw6ent4VKWf24455yZzTj1sJndDtwO0NbWxj333DPjNbq7u9m2bVvpgqwgetbaUy/PCfN/1jvuKM3EEM65tJl9gFyyFAY+45x71sw+Amx3zj0E/C8zewu52v7jwPvynz1uZn9ILkkD+Ihzbnorfdl4nX0V2z0I4A8PAOB1rFOCVSReew/Jg7svfGKAErF+2q57Kw3dVwS/EHUlcs4VZQPWAs9Mef880JV/3QU8P4druNm2bdu2zXqs1jY9a+1t9fKcF/ms24v1PRT0Voq/T4s0uJ4PPeiWvOY9gf9sZ90s5Hp+56tuyWt/JfhYamAzr8n1fvjrbvEr3h54LOeNM9roeu74V7fk+tsCjyXAbdbvr1JO0/AQcFv+9W3AgyW8l4hITYquWIeFwhU5RcMkl8U/Noi3Yl3QkdSEaHsPQMWOICxwqQTJw8+r0H0WxZqm4YvAj4DLzGzIzH4V+CjwBjPbC9yYfy8iIvPQkC9wr8QpGqZKxQeItvcGHUZN8PJ/j5U6B9ZUiVg/XuelWMOioEOpOMUaRfhO51yXcy7qnOt2zn06Pzrn9c65PufcjUHWL4iIVCuvs4/M2AkyoyNBh3JefnyASOtyQk2Lgw6l6kXbe8j6CdKnKnNQw1SJgX4sFK6oxagrhWZyFxGpYF7XepIV3noFTC76qwlHFy7a0UtqZJBciU9lSx56nqyf0HQNM1CCJSJSoSzaSHT5mooeQVhQGEmoJXMWLtreW/H1V5OyaZJDz9LYe3XQkVQcJVgiIhXKW3kpZqGKr78CyI6fJHPmBJ5mdF+QUGMrkZZlpI4NBh3KnCViO/Haewkv0op4UynBEhGpUN5kgXvlt2BBbuHnaPvaoMOoaoURhH4VFLgXJGK5ObDUTfhSSrBERCpUQ2cf6dFjZM6cCDqUOUnFB4h29IDpV8vFiubXIKyaLkLAH95PZmJUCdY0+r9ARKRCeZ3r8St0/cGZ+PEBQtFGIks6gw6lanntvWQTYxU/avQlXJbE4E4lWNMowRIRqUDmNRNd3l013YPA5DI5Gkl48aLtPfhVVH9VkIjtJNK2Qsn1FEqwREQqkNd5KUBVTNFQkBo5gMtmiKrQ/aJFO6poBOEUiVg/oDqsqZRgiYhUoIbOPqB6CtwBXNonfeIQngrdL0p40VLCTYurYgb36dLHh0iPjijBmkIJlohIBfI615M+dZTsxOmgQ5kXPz6gFqyLVChw96uwBQtyrVi5BMuCDqUiKMESEalAXmdfZS/wPItUPEZ06Sos2hh0KFXn7CLP1VeDBbnpGsLNbZpsNk8JlohIhQk1thBd2lVVIwgL/HyheyFZkLmLtveSOXOS7PipoEO5KInYTgDN6p6nBEtEpMKcnWC0+hKsyTUJV6wLNpAq5FVpgXtBZvQYqeMHVYeVpwRLRKTCeFVY4F6QPjVMNjlOtL036FCqTnR5T1XN4D6TRKyfxjVXQSgcdCiBU4IlIlJhvM71pE4cIps8E3QoF8GROjaoFqx5Ci/uINTQXLX1VwWJWD+hhmYauvqCDiVwSrBERCpMQ2dfVbZeFfjx/ZMj4mRuvPbqWyJnJonBXQA09m4KOJLgKcESEakgoeY2Im0rqrL+qsAfHiDctJhwy/KgQ6kaZ6doqO4WrOzEafyjL9DYo0L36kuwFl8Cr/8CvG8Y3rUPrvkgmPp6RaQ2FArck4ertwWrUOiu+bDmLtreS/p0HFeV3cIvNRHrp2H1lbS9aiveqsuDDicw1ZVgta6Dt/0Y1r8Dmjqg7VL46Y/ATf8SdGQiIkUxOYP70epPsDSj+9xF23uqvv6qIDM6gkUitL36nazcem/dJlnVlWBd+/sQbYFQ5Oy+6CLovhHaXxZcXCJSkczsZjN73sz2mdmdMxz/oJk9Z2Y7zewxM+udcixjZjvy20PlitnrXJ9b08+fKNctiy6bPEP6dFwtWHNlIbz2nqqdwX26UFMrABYKY6EwjT0bA44oGNWVYHXf+NLkqsAisOr68scjIhXLzMLAXwNvAq4E3mlmV0477WngWufc1cBXgD+dcmzCObcpv72lLEFTvTO4T+fHB/A0o/ecRJZ0YhGvKtcgnMnEC9txzuFcFpfNTBa+15vqSrD8kzPvz/qQPF7eWESk0l0H7HPOveic84EHgFumnuCc+65zbjz/9gmgu8wxvkS4ZRmR1uVVXeBekBoeILq8e+Z/FMtLRCdHENZGF6F/aA/+oefJjJ3g6AN34x/aE3RIgaiuBGvnX0Bq7Nz9ZrD/a+WPR0Qq2WrgwJT3Q/l9s/lV4JtT3jea2XYze8LMbi1FgNN5K/MzuFdxgXuBHx/AwlGiy873Vy6Qm8EdIDVSGwkWQGLoWcJNi2viHwsXq7oSrN2fhhe+AulxSI2DfzqXcH3z1txrEZGLYGbvAa4F/u+U3b3OuWuBdwF/bmaXzvLZ2/OJ2PaFxuF1rcdlM/jDLy70UoGbHEmobsILirb3kDpxGJdKBh1K0aTiA1gkSnTpqqBDCUyVtd06+O6vwNMfhdWvg+RJGPg3SFf/sFYRKbqDwJop77vz+17CzG4E7gaud85N/oZzzh3M//mimX0P2Ay8MP3zzrn7gPvy13ILCdjr7CM1MoRLJRZymYqQOj6Ey6TwVqxlfPd/BB1ORYtW+RqEM/GHBwCIrlhHauTA+U+uUVWWYOWdfD63iYjM7imgz8zWkUustpJrjZpkZpuBvwNuds4NT9m/FBh3ziXNrB14NS8tgC+Jhs71TLz441LfpjyyGVIjQ2rBupBQhOjS1Uzs/a+gIymq1PEDuGwGr72X8QufXpOqM8ESEbkA51zazD4APAKEgc845541s48A251zD5HrEmwB/tnMAAbzIwavAP7OzLLkSik+6px7rpTxhlvbCS9aWtVL5EznxwdyC//KrKLLVmPhSNUv8nyOTDqXYNfxmpRKsESkZjnnHgYenrbv96e8vnGWz/0QKOvkPV5+gtFkDRUFp4YHaNnwOkINi6p04erSKyyRU2tdhACp+H4aVk+fGaV+VFeRu4hIjWrozBW4p4b3Bx1K0fjx3LOom3B2XntP7ud+fCjoUIrOj8eItK3AvOagQwmEEiwRkQrgdfWRisdwaT/oUIqmMHGmV8fdRBcSbe8lfeIQZNJBh1J0hX8s1OuEs0qwREQqgNe5vqa6BwEyYyNkJk5PdoPJuaLtvbVXf5VXeK56/fkrwRIRCVikbWV+UsbaKXAvSMVjeB1qwZqJRRqILO2syforgMxonGxirG5bMJVgiYgEzOvMz+BeYy1YAP7wfqLtPYAFHUrFiS7vxixUM2sQzsSPD9RtDZ4SLBGRgHmdfbhMCj8/+3ktSR2LEWpoJtK2IuhQKk5hDUK/RtYgnEmqjhf9VoIlIhIwr3N9bubrGix09vOFzvU8H9Jsoh29uHQqV+Reo/zhAUINzYQX11+CrQRLRCRgDZ3ra7L+CiB1bBDnsnXbinE+XntvbhkZlw06lJJJHRsA6nMkoRIsEZEARZZ0EWpsqcn6KwCXSpA+eaRu63DOJ9reg1+jBe4FkyMJV6wNNpAAKMESEQmQ11V7M7hPlxoewKvTofqzMa+JSNsKUjVcfwXg/AnSJ4+oBUtERMrL61yPS/s1/YvWPzZAZOkqLNIQdCgVo1DgXssjCAvqdSShEiwRkQA1dPbhD78I2UzQoZRMangAC4WJtq8JOpSK4dXwGoTT+fEBostWQzgadChlpQRLRCQwhrfyUpKHa7PAvaAw/UQ9tmLMJtreQ9ZPkD41HHQoJZeK5xPs5fWVYCvBEhEJSGTZakINzTVb4F6QPnmEbCpRl3U4s4m29+a7hV3QoZScPzwAgFdnhe5KsEREAtIwOYN7bbdg4bKk4oNqwZrCa++ti+5BgPSJQ7i0X3c/fyVYIvavmyQAACAASURBVCIB8br6yPqJ3FxINS51bKBu16SbLtS0mHDL0pqfomGSy+IfG6y7FkwlWCIiAcnN4P5CTU80WeAPDxBubiO0aEnQoQQutzYjNT1ydLpUfH/dLfqtBEtEJAgWwltxae13D+al8oXu9daKMZN6mqKhwI/HCLcsJdTcFnQoZaMES0QkANHlawh5jfiHa7vAveDsSML6asWYidfRSyYxRmZsJOhQyiaVX5OynhJsJVgiIgHw8gXuyTppwcpOnCY9OqIZ3cmPIKyj1iuYsmROHf38lWCJiATA6+wjmxwnffxg0KGUTepYrO5Gks0k2t5TV/VXANnxk2TOnKirOiwlWCIiAWjoWo9/9AXqYR6kAn94P157D1j9/uoJtywj3NRaN1M0TJVbMkctWEVjZjeb2fNmts/M7iz1/UQkGOvf3MfWb72L9iva+bk/fC3N7c1Bh3TB7x8zazCzL+WP/5eZrZ1y7K78/ufN7KaiBhYK4624pKYXeJ5JKh7DIh6RZauCDiUwhQJ3v866CCH384+299ZNgl3SpzSzMPDXwJuAK4F3mtmVpbyniJTfa//kBm594K1cctOlRJujvOKOV/L+Z/4nLV0tgcU0x++fXwVOOOfWAx8HPpb/7JXAVmADcDPwN/nrFUW0vQeLeHUzgrDAjxcKneunm2i6s1M01F+C5Q/vJxRtILK0K+hQyqLUaeR1wD7n3IvOOR94ALilxPcUkTJa3NPGT//2dXgt3uS+SGOEpmVNvOb/XB9gZHP6/rkFuD//+ivA683M8vsfcM4lnXP7gX356xXFostfk3tRwws8zyQ1cgCXzdR1obvX0UvmzAmyE6eDDqXs6m2qjlInWKuBqVMUD+X3iUiNuOSmS3DZc+uIwtEwP3XrZQFENGku3z+T5zjn0sApYPkcP3tRvFWXs/hnfgnnHMvf/EG8VZcX47LVIZMmdXyorqdqiLb34sfrq8C9oJBg18tAh0jQAZjZ7cDtAG1tbdxzzz0zntfd3c22bdvKGVpg9Ky1p5afs2l5E4v/q41QyABoHGtkw/dySUMmlbngc99xxx0lj7GUpn6HzUVjz0bAMDMIhWns2Yh/aE/pAqwwqeEBGlYFmngHyIi29zC289GgAwmES/ukTxyqmxasUidYB4E1U9535/dNcs7dB9wHYGZuti/bbdu2Vf0X8VzpWWtPLT9n45JGfuvg/0u0OQrAhu9dzrOv3UNqPMUTf/pDvv//PR5UaBf8/plyzpCZRYA2YGSOnwXO/Q67UFCJwV24TApcGJfNkBjcNcfHqQ1+fIBFV16Pec04fzzocMoqvLiDkNdUl/VXBX58AG/l+qDDKItSdxE+BfSZ2Toz88gVjT5U4nuKSBklTib4+q88RGo8RTqRBiA5miT+zDA/+tMfBhnaXL5/HgJuy79+G/DvzjmX3781P8pwHdAHPFmMoPxDezj6wN2c/MEXOPrA3XXVegVT63Dqrw6r8Mz1nGClhgeILu3CvKagQym5krZgOefSZvYB4BEgDHzGOfdsKe8pIuW3+8vPcfBHQ1z1no2s37SOB9/1NV54eN+MtVnlMtv3j5l9BNjunHsI+DTwOTPbBxwnl4SRP+/LwHNAGvhN51zRKtL9Q3vqLrEqOLtkzlqSB3cHG0yZnZ2ioT5rsGDKz7+9B//Q88EGU2Ilr8Fyzj0MPFzq+4hIsE4fOM0P/+Q/eeu2X2Tf1ytjfqeZvn+cc78/5XUCePssn70XuLekAdahzOk42eSZuqnDmSra0Uv69HDddY1ONXUkYa0nWPUx25eIiFSM3Izea4MOo+y8OlwiZ7r0qWGyyfG6+PkrwRIRkbJKDQ/UXw2WhYguX1OXM7i/lMM/FquLFkwlWCIiUlZ+fIBQYwvh1o6gQymbyNIuLOLVdYF7QWq4PlowlWCJiEhZTdbhrFgbaBzl5OUL3FN134KVS7DDTa2EW5cHHUpJKcESEZGyKnST1UMrRkG0vQfnsqRGhoIOJXCpyZGktT2jvxIsEREpK+ePkz51tC7qcAqiHb2kTx7BpZNBhxK4epkLTQmWiIiUnT88QLSOugij7b3qHszLJs+QPj2MpxYsERGR4krFB4gu64Zw4Evill44QnTZahW4T+EPDxBVC5aIiEhx+fEBLBQmunzNhU+uctGlq7FQGL/O58CaKhWP5X72odpNsJVgiYhI2fnx/QA1300ETLbUqIvwLD++HwtHiC7vDjqUklGCJSIiZZc+fgiX9mu+mwhyUzS4TJrU8YNBh1IxCslmLQ90UIIlIiLl57L4xwbxVtRBC1Z7D6kTByGbDjqUipE6PoTLpGp6qg4lWCIiEohUPEa0vfZbsKIdvXW/BuE5shlSI0NqwRIRESk2Pz5ApHU5oabFQYdSMhZtILKkU/VXM/CH99f0VB1KsEREJBCpyUL3tcEGUkLR5WswC+FrioZzpOIDRFrbCTW2BB1KSSjBEhGRQPiTS6asDTSOUoq29wCoi3AGtf7zV4IlIiKByJ45SebMyZpe9Dna3otL+6RPHA46lIpzdsmctYHGUSpKsEREJDB+PEa0fW3QYZSM19FLauQAuGzQoVSczNhxMhOn1YIlIiJSbKn4fqIdPWC1+eso2t6LrwL3WaWGB2q2BbM2/4sWEZGq4MdjhKKNRJZ0Bh1K0ZnXTGRxh+qvzsOPD+Sn6rCgQyk6JVgiIhKYWh5J6HUUCtzVgjWbVHyAkNdEZMnKoEMpOiVYIiISmNSxA7hspibnQypMoqouwtmdHUlYezP6K8ESkZpjZsvM7FEz25v/c+kM52wysx+Z2bNmttPM/seUY/9oZvvNbEd+21TeJ6gfLp0kfeIwXg0Wukfbe8kmx8mcjgcdSsVKHYvhXBavBtekVIIlIrXoTuAx51wf8Fj+/XTjwHudcxuAm4E/N7MlU45/yDm3Kb/tKH3I9cuPD9RsC1Zq5ADggg6lYrlUkvSJI0RrcE3KqkuwomF450b4wtvgE1vgmtqrixSRhbsFuD//+n7g1uknOOd+4pzbm399CBgGOsoWoUxKxQeILOnEoo1Bh1JUXkeP6q/mwI/vx6vBNSmrKsFa5MFT/xP+7i3wrqvh16+D/3w//PYrg45MRCrMSudcYWbHI8B5K2jN7DrAA16YsvvefNfhx82soURxCrkWLLPQ5KzntSDU3EZ40VLVX81BKh4jsmwVFqmt/82qKsG649XwU8uhNf8ziIRySdef3Aira3etUBGZgZl9x8yemWG7Zep5zjnHefpozKwL+BzwK85NzgZ5F3A58NPAMuDD5/n87Wa23cy2L/SZ6tXkjN411E10dokcJVgX4sf35xPsNUGHUlSRoAOYj/deA03Rc/c7B7dcDn/zZPljEpFgOOdunO2YmR01sy7n3OF8AjU8y3mLgW8Adzvnnphy7ULrV9LM/gG44zxx3Afcl7+eim0uQvrkUbL+xOSou1pQ6PLSHFgXlsq38kU71uEf2RdwNMVTVS1YodnmIbPzHBORevQQcFv+9W3Ag9NPMDMP+BrwWefcV6Yd68r/aeTqt54pabR1z5E+dZSm9dfhrbo86GCKItreS2ZilMzY8aBDqXjpk0fI+omam9G9qhKsL+6CROrc/Qb82/NlD0dEKtdHgTeY2V7gxvx7zOxaM/v7/DnvAH4OeN8M0zF8wcx2AbuAduCPyht+ffFWXU50+RoibStZufXemkiyoipwnzuXJXVssObWpKyqLsKP/QB+aQOsbs3VXmWzMJ6Gbf8JsZNBRycilcI5NwK8fob924H3519/Hvj8LJ+/oaQByks09mwEDDODcITGno34h/YEHdaCRNt7Gd/9eNBhVA0/vp/mvlcEHUZRVVWCdSoBm/8GbtsEt1wBI+Pwyafg+/pHgohI1UoM7sJl0ljIA5clMbgr6JAWJNyynHBji0YQzkMqPkD4mpsILVpC9kxttJhUVYIFMJ6Cv30qt4mISPXzD+3h6AO/x4q3/x/8oy9Wf+tVR6HAXQnWXBWWzPE61pE483SwwRRJVdVgiYhIbfIP7WHiJz/KTdVg1f2rKaoRhPNWGElYS4Xu1f1fsYiI1IxErJ9wU2vVz4fltfeQGTtBduJ00KFUjezEadKjIzVV6K4ES0REKkJicCcAjb3VvbZ2tL0XX92D85aKD6gFS0REpNgyY8fxjw3SuPaaoENZACParikaLoYfHyC6vKfqu4gLauMpRESkJiRi/TR0XwmhqhuDBUCkbQUhr3GypkjmLhUfwCJRostWBx1KUSjBEhGRipGI9ROKNtKw6rKgQ7kohQJ3XwXu8+YPDwAQrfIavAIlWCIiUjGSg7tw2UzVdhNqioaLlzp+AJfNTK7jWO2UYImISMXIJs/gH32Bxt7qTLC89l7Sp4Zx/kTQoVSfTJrUyJBasEREREohEeunoesyLNoYdCjzFu3QCMKFSMUH8DrUgiUiIlJ0iVg/Fo7QsGZD0KHMj4WILuvWBKML4McHiLStxLzmoENZMCVYIiJSUZJDu3HpVNV1E0aWrsIiUY0gXIDU8H6AmmjFUoIlIiIVxaWTJA/toanKEixPBe4LVlggO9qxNthAikAJloiIVJxErB9v5aWEmhYHHcqcRdt7cC5LauRA0KFUrcxonGxirOqXSwIlWCIiUoESsR0ANPZsDDiSuYu295I+cQSX9oMOpar58djkdBfVTAmWiIhUnOThvWST41VVh+V19Kp7sAhS8f146iIUEREpgWyGxIFnqifBCkeILF2lKRqKwB8eINSwiPDijqBDWRAlWCIiUpESgzuJLltNuLU96FAuKLqsGwuFNUVDEaSODQDgdVR3HdaCEiwze7uZPWtmWTO7dtqxu8xsn5k9b2Y3LSxMERGpN4mBfoCqaMUqrEGoKRoWbnIk4Yq1wQayQAttwXoGeCvw+NSdZnYlsBXYANwM/I2ZhRd4LxERqSOp+ACZ8VNVkWB5Hb24TJrU8YNBh1L1nD9B+uSRqq/DWlCC5Zzb7Zx7foZDtwAPOOeSzrn9wD7guoXcS0RE6o0jEeuvigQr2t6bS66y6aBDqQl+fKDq58IqVQ3WamDqRCBD+X0iIiJzloj1E2ldTmRZd9ChnFe0vUcjCIvIjw8QXbYawtGgQ7lokQudYGbfATpnOHS3c+7BhQZgZrcDtwO0tbVxzz33zHhed3c327ZtW+jtqoKetfZU9nMaEAXSQHbBV5vvs95xxx0Lvud0ZrYM+BKwFhgA3uGcOzHDeRlgV/7toHPuLfn964AHgOXAj4Ffds5pcqMAJGI7gVwd1tjxoYCjmZlFG4gu7eLMM48FHUrNSMUHsFCY6PI1pIZfDDqci+OcW/AGfA+4dsr7u4C7prx/BHjlHK7jZtu2bds267Fa2/SstbdV5nOGHNzm4J8cfM7BFx38tgOv3M+6vRjfQ9O+S/4UuDP/+k7gY7OcNzbL/i8DW/OvPwn8+hzvWwE/19rbVv/aZ1zHrb8XeByzbV5nn+v98NddU98rA4+lVrbIsm7X++Gvu0Ubbgg8lgtss35/laqL8CFgq5k15P8l2Ac8WaJ7ichFeQfwRqABaAY84GeADwQZVLHcAtyff30/cOtcP2hmBtwAfOViPi/Fl4j109CzEawyZxaKag3CokufOIRL+1U9knCh0zT8opkNAa8EvmFmjwA4554l9y/A54BvAb/pnMssNFgRKZYw8PNA47T9DcBPA21lj6jIVjrnDudfHwFWznJeo5ltN7MnzKyQRC0HTjrnCtXK560hNbPb89fYXpTI5RyJWD/hptaKXZ8u2t5DNpUkffJI0KHUDpfFPzZY1SMJL1iDdT7Oua8BX5vl2L3AvQu5voiUyiJySdZMUsAK4FT5wrkI56sPnfrGOefMzM1ymV7n3EEzuwT4dzPbxTwf3Dl3H3BfPqbZ7iMLkIgV5sPahH/0hYCjOZfX3ptb4NktvIZRzkrFB2hc97Kgw7holdneKiIlNkauqH0mUXKNPpXNOXejc+6qGbYHgaNm1gWQ/3N4lmsczP/5Irla0s3ACLDEzAr/AO0GNLlRgDJnTuAfG6RxbWVO1xDt6NUM7iXgxweItCwj1LQ46FAuihIskbqUBf4VSEzbnwT+Exgte0RF9hBwW/71bcA5I57NbKmZNeRftwOvBp5zuWr17wJvO9/npbwSsX4auq+E0II6XoquYe0mIq3tZJPjQYdSc1LD+wGqtptQCZZI3foqubxhglyilSTXiPPJAGMqmo8CbzCzvcCN+feY2bVm9vf5c64AtptZP7mE6qPOuefyxz4MfNDM9pGryfp0WaOXcyRi/YSijTSsuizoUCZ5qy5n5S/9PgCt19yEt+rygCOqLdW+ZE5l/VNARMrIkRuL8lVgKXCaXJJV/ZxzI8DrZ9i/HXh//vUPgY2zfP5FtPpERUkM7sJlMzSuvYbk0LNBhwNAY89GCOd/jYZCNPZsxD+0J9igakh2/CSZMyeqdtFntWCJ1L00EKdWkiupTS55Bv/oCxW1bE7iwDOA5eY9yqRJDO664Gdkfvx4bHIajGqjBEtERKpCItZPQ9dlWHT69CLBCDe1Ymacee57HH3gbrVelUAqPkC0vbdi50A7n+qLWERE6lIi1o+FIzSs2RB0KAC0bt5CenSEkW98XMlVifjD+wlFG4gsmWlGlsqmBEtERKpCcmg3Lp2qiG7CyJJOmi65lrH+b2n+qxJKxQcAKnaS2fNRgiUiIlXBpZMkD+6mqQISrJZNb8JlM4z1fzvoUGpaauQALpupyjosJVgiIlI1EoM78VZeGuzkk+EoLRtvZHzvE2TGRoKLow64tE/6xKGqHEmoBEtERKpGIrYDyE+REJBFl72acHMbY08/HFgM9cSPDxCtwslGlWCJiEjVSB7eSzY5HmgdVsvL3kxqZGhyjUQprdTwANGlXRUzenSulGCJiEj1yGZIHHgmsAQr2rGOxtVXMLrjm4Hcvx75+UL3aqvDUoIlIiJVJRHrJ7psNeHW9rLfu3XzFrKpBGd2fafs965XkyMJq6ybUAmWiIhUlURsJ0DZW7HMa2LRhtcyvvv7ZJNnynrvepY+NUw2OV51dVhKsEREpKqk4gNkxk+VPcFatOEGQl4ToypuLzOHfyymFiwREZHSciRi/WVPsFo3byF5eC/+kb1lva/kl8xRgiUiIlJaiVg/kdblRJZ1l+V+Dd0b8Dp61XoVEH94gHBTK+HW5UGHMmdKsEREpOoUpkgoVytW6+YtZBJjjO9+vCz3k5dKTY4kXBtoHPOhBEtERKpO+uQR0qeGy7JsTqh5Cc2XvYozzzyGSydLfj85VzWOJFSCJSIiVSkR66ehZyNYaX+VtVz9BiwcZfRpzX0VlGzyDOnTw2rBqiergfcAHwJ+Dbgq2HBEROpGItZPuKkVb0UJ16mzEK2bbmZioJ/08aHS3UcuyI9X10hCJVgLsBa4DbgUWAR0Am8Brg8wJhGRenG2DmtTye7RdMnLibStZGyHituDlhoeILp8DYQiQYcyJ0qwFuBNgAfYlH0e8LNAda2YJCJSfTJnTuAfG6RxbenqsFo2byE9OsL43idKdg+ZGz++HwtHiC5bHXQoc6IE6yKFgBWzHMsAq8oYi4hIvUrE+mnovhLCxW/ViLStpOmSlzO289uQzRT9+jI/qXgMoLRdwkWkBOsiZYH0LMcMmChjLCIi9SoR6ycUbaSh67KiX7tl083gHGP93yr6tWX+UseHcJlU1Sz6rARrAXZybpKVBc4Ah8sfjojkmdkyM3vUzPbm/1w6wzmvM7MdU7aEmd2aP/aPZrZ/yrHSFfnIgiQGd+GymeJ3E4YjtFz9Rib2PUlmdKS415aLk82QGhnC61ALVs17hFwilQRSQAIYB/4pyKBEBOBO4DHnXB/wWP79Szjnvuuc2+Sc2wTcQO5/329POeVDhePOuR1liVrmzSXP4B95oegTjjb/1KsJN7dp5vYK4w/vJ7pibdBhzIkSrAXwgU8DnwMeBb4G/BlwLMigRATgFuD+/Ov7gVsvcP7bgG8658ZLGpWURGKwn4auy7Bo8YYXtW7eQur4IRIDyq0rSSo+QKS1nbaffTfeqsuDDue8lGAVwRDwJPA8uS5CEQncSudcoaf+CLDyAudvBb44bd+9ZrbTzD5uZg1Fj1CKJhHrx8IRGtZsKMr1ou29NK7ZwOiObwKuKNeU4nD5wQZtr3wHK7feW9FJlhIsEalKZvYdM3tmhu2Wqec55xzn+S1pZl3ARnK9/gV3AZcDPw0sAz58ns/fbmbbzWz7Qp5HLl5yaDcunSpaN2Hr5i24tM+ZXd8pyvWkeEKNLTjnsFAYC0do7NkYdEizqo7ZukREpnHO3TjbMTM7amZdzrnD+QRq+DyXegfwNedcasq1C61fSTP7B+CO88RxH3Bf/r5q7giASydJHtxNU+81nFzgtcxrYtGG13Fm9/fJJkaLEp8Uz8SLP2bxz/wShKO5JZJC4aBDmpVasESkFj1EbqEF8n8+eJ5z38m07sF8UoaZGbn6rWdKEKMUUSLWj7fyUkJNixd0nUVXvpZQQzOjT3+jSJFJMfmH9nD0i7/HqR99CX/4RZa+5j20veY9vHTK78qgBEtEatFHgTeY2V7gxvx7zOxaM/v7wklmthZYA/zHtM9/wcx2AbuAduCPyhCzLEBiML9szgK7jFo3byF5ZB/+4Z8UIywpAf/QHk59//Mc+ezvMLbz2yx51Vbab70Ti1ZWqaS6CEWk5jjnRoDXz7B/O/D+Ke8HyK3ZPv28G0oZnxRf8vBesslxGnuvYfz5/7yoazSsvgJvxTpGvvWXRY5OSiKbZuSbn8A/NsjS1/4KkXd9jPhX/4jMaGWM5VcLloiIVL9shsSBZxZU6N6yeQvZ5BnOPPe94sUlJTf61L8y/C9/SHTpKjrf+2d4XT8VdEiAEiwREakRiVg/0WWrCbe2z/uzoabFLLrsZxnb9RgulSxBdFJKiRe3c+Tzd+DSPp3v+ijNV/xc0CEpwRIRkdqQiOXrsC6iFavl6jdgkShjO75Z7LCkTFLHBjny2Q+SPPQ8HW/53cCL35VgiYhITUjFY2TGT11EgmW0bHoTicFdpEYOlCQ2KY/sxGmOfukeRvsfCbz4XQmWyEV5GfBl4FngAUBrAYsEz5GI9c87wWq85GVEl3RqaoZakU1z/Ft/yfHHPkVz3ytY+a6PXVS38UIpwRKZt58HHgfeClxJbhm7HwA3BRmUiJDrJoy0LieyrHvOn2nd/GYyYycY/8kTJYxMym10+4OBFr8rwRKZFwM+BSwCCjMIh/PvPxVUUCKSN986rPDiDpouvZaxnY9ANl3K0CQA5xa/X1+2eyvBEpmX9UDLLMeWAb1ljEVEpkufPEL61FGa5phgtV5zMzjH6I5HLnyyVKWXFr9/iCVlKn5XgiUyL+OcbbmaLgxMlDEWEZlJIraTht6rc2vVnU8oQss1b2TihafIjMbLE5wEYmrxe1uZit+VYInMy0FgN5CZtj8NPM351xQWkXJIxPoJN7bgrVh33vOaL3sV4UVLGX364TJFJoGaVvze+e4/LWnxuxIskXnbCowAo/n3o8Ax4N2BRSQiZ52twzr/6N7WTW8ideIwif1PlyMsqRC54vePEFnSRdd7P16y4nclWCLzthdYC3wAuBf4DWAdsD/AmESkIHPmBP6xGI1rZ6/Dirb30NizkbEd3wJc+YKTipB48ccc+fwdZNPJkhW/a7FnkYsyAXw26CBEZBaJ2E5arn4DhCOQOXd0YMumLbi0z9iuRwOITipBofi949a76HjLhzjVvobxF7bT2LORxOAu/EN7FnR9JVgyb0uXwfWvMxJJ+N53HIlE0BGJiLxUItbP4pf/Ag1dl5EcevYlxyzaSMtVN3Bmzw/ITpwOKEKpBIXi92Vv/HXaXrWVxa94OwAuk+boA3cvKMlSF6HMy299MMTuWJS//FSET90fYd+hKDfeHNxaTyIiM0kM7sJlMzN2Ey668npCDc2M7VBxuzBZ/D6+70mwEBYKY6EwjT0bF3TZBSVYZvZ/zWyPme00s6+Z2ZIpx+4ys31m9ryZaYrrGnD9DcZdfxCmqclYvNhY3Ga0LjY+9+UIKzuDjk5E5CyXPIN/5IUZJxxt3fxm/OH9JA8urAtIasupH30ZMilcJo3LZkgM7lrQ9RbagvUocJVz7mrgJ8BdAGZ2JbmhVhuAm4G/MbPZJg+SKvEb/ytEU9O5+0MG/+PdagwVkcqSiPXT0HUZFm2c3Oetuhxv5SWM/rfWHZSX8g/t4cgXf4+TP/jCgrsHYYEJlnPu2865QvXgE0Bh8adbgAecc0nn3H5gH3DdQu4lwetabYRC53YHNjYZq1arm1BEKktisB8LR2hYc9XkvtbNW8gmxznz3PeCC0wqln9oD6ef+OcFJ1cA5lxxhqea2b8BX3LOfd7M/gp4wjn3+fyxTwPfdM59ZYbP3Q7cDtDW1vbye+65Z8brd3d3MzQ0VJRYK12lPuvqbmjvMELT0vJMBgYHHCdPzv+alfqsxVYvzwnzf9Y77rjjx865a0sYUtmYmcb7VxCLNLDmtx/g9H//Gye/+xlCTYvp/o1/ZGzntzn+6CeDDk9qw+zfX865827Ad4BnZthumXLO3cDXOJuw/RXwninHPw28bQ73crNt27Ztm/VYrW2V+qydXbiB4ag7noy6U2nPnUp7bvhM1D3RH3GRSG09a738TCvkWbdf6LuhWrag/+61nbut3PrHrut9f+EAt/i6t7reD3/dRdt7A49LW81ss35/XbCL0Dl3o3Puqhm2BwHM7H3AzwPvdmebww4Ca6Zcpju/T6rYkcPwulek+MaDWcbHHadOOj776SxvfE2atBahF5EKlIj14628lFDTYlo23UziwDOkjsWCDkvqwILmwTKzm4HfBa53zo1POfQQ8E9m9mfAKqAPeHIh95LKsP9F+OV3ZDh3LT4RkcozEetnCb/MkutvI7p0u9P6dgAAB3dJREFUFSe///mgQ5I6sdChX38FtAKPmtkOM/skgHPuWeDLwHPAt4DfdM7pN7KIlIWZvd3MnjWzrJnNWt9lZjfnp5LZZ2Z3Ttm/zsz+K7//S2bmlSdyKTb/yF6yfoLWa24iMzHK+E9+GHRIUicWOopwvXNujXNuU377tSnH7nXOXeqcu8w5982FhyoiMmfPAG8FHp/thPzUMX8NvAm4EnhnfooZgI8BH3fOrQdOAL9a2nClVLzOPiwSBSDkNeGtXB9wRFIvNHmRiNQc59xu59zzFzjtOmCfc+5F55wPPADcYmYG3AAURj3fD9xaumillHKzceenkTFb8OzcInOlBEtE6tVq4MCU90P5fcuBk1Pm+CvslyqUGNyFy6Rw2Qwuk17w7Nwic6XFnkWkKpnZd4CZFmm6uzDKuUxxTM7lJ5XHP7SHow/cTWPPRhKDu4oygaTIXCjBEpGq5Jy7cYGXmG06mRFgiZlF8q1Y551mxjl3H3AfaKLRSuUf2qPESspOXYQiUq+eAvryIwY9cuunPpSfz++7wNvy590GlK1FTERqgxIsEak5ZvaLZjYEvBL4hpk9kt+/ysweBsi3Tn0AeATYDXw5P8UMwIeBD5rZPnI1WZ8u9zOISHVTF6GI1Bz3/7d3b6F2VHccx78/Eu9iVRSxidQ8hEoMLZYgVkEKEUxVTC20KCi29aVgW1sKYuqDr4IiSi+CqFUwKJIqDW1sTW3BJ29VaXNRGyJqNDYRaZUKSurPhxlxczhX99pnzcz5feBwZs/sh99/r3XW/JnZex/7UZp/3zV1/1vARSOPtwHbpnneXvIP6iNiDLmCFREREVFYGqyIiIiIwtJgRURERBSWBisiIiKisDRYEREREYWlwYqIiIgoTM136nWDpIPAazMcPgl4ZxHj1JRah2ep1AkLr/VLtk+eVJjFNMcaNlVf50RyL66+5ob+Zl9I7hnXr041WLOR9JztdbVzLIbUOjxLpU5YWrWOo6+vU3Ivrr7mhv5mL5U7twgjIiIiCkuDFREREVFYnxqsu2oHWESpdXiWSp2wtGodR19fp+ReXH3NDf3NXiR3b96DFREREdEXfbqCFREREdELnW+wJN0i6SVJ/5D0qKTjR45tkrRH0suSLqyZc1ySviNpp6SPJa2bcmwwdX5K0oa2nj2SbqidpyRJ90o6IGnHyL4TJW2X9K/29wk1M5Yi6TRJf5O0q52/17X7B1lvKX2c/zONdV9IWibpBUl/qJ1lviQdL2lLew7cLenrtTPNh6SftXNkh6QHJR1ZO9N0Jr1Wd77BArYDa21/BXgF2AQgaQ1wOXAmsAH4jaRl1VKObwfwbeDJ0Z0DrJM2/6+BbwJrgCvaOofiPpqxGnUD8ITt1cAT7eMhOAT83PYa4Bzg2nYsh1rv2Ho8/2ca6764DthdO8QC3QH8yfYZwFfpQX5JK4CfAOtsrwWW0ZzDuug+JrhWd77Bsv247UPtw6eAle32RuAh2x/afhXYA5xdI2MJtnfbfnmaQ4Oqs3U2sMf2XtsfAQ/R1DkItp8E3p2yeyNwf7t9P/CtRQ01Ibb3236+3X6f5gSwgoHWW0gv5/8sY915klYCFwN3184yX5K+AJwP3ANg+yPb/6mbat6WA0dJWg4cDbxVOc+0Jr1Wd77BmuIHwGPt9grgjZFj++jJH/sCDbHOIdY0l1Ns72+33wZOqRlmEiSdDpwFPM0SqHcMvZ//U8a6D24Hrgc+rh1kAVYBB4Hftrc275Z0TO1Qc7H9JnAr8DqwH/iv7cfrplqQYmtXJxosSX9p79VO/dk48pwbaS5Rb66XdDzzqTOGz81Hdwf18V1JxwK/A35q+73RY0Osdymbbay7SNIlwAHbf6+dZYGWA18D7rR9FvA/enCrvX3P0kaaBvGLwDGSrqyb6vMZd+1aXjDL52b7gtmOS/oecAmw3p99r8SbwGkjT1vZ7uusueqcQe/qnIch1jSXf0s61fZ+SacCB2oHKkXSYTQn3M22H2l3D7beAno7/2cY6647D7hU0kXAkcBxkh6w3fWT/j5gn+1PrxJuoQcNFnAB8KrtgwCSHgHOBR6ommr+iq1dnbiCNRtJG2gu7V5q+4ORQ1uByyUdIWkVsBp4pkbGCRtinc8CqyWtknQ4zRsgt1bONGlbgavb7auB31fMUowk0bxHZLft20YODbLeQno5/2cZ606zvcn2Stun07zWf+1Bc4Xtt4E3JH253bUe2FUx0ny9Dpwj6eh2zqynB2/OH1Fs7erEFaw5/Ao4AtjejBVP2f6h7Z2SHqaZcIeAa23/v2LOsUi6DPglcDLwR0kv2r5waHUC2D4k6UfAn2k+YXKv7Z2VYxUj6UHgG8BJkvYBNwE3Aw9LugZ4DfhuvYRFnQdcBfxT0ovtvl8w3HrH1uP5P+1Y295WMdPQ/RjY3Dbie4HvV84zJ9tPS9oCPE9zznqBjn6j+6TX6nyTe0RERERhnb9FGBEREdE3abAiIiIiCkuDFREREVFYGqyIiIiIwtJgRURERBSWBisiIiKisDRYEREREYWlwYqIiIgo7BOpxMWSxTai/gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hXTsILV1FtPO1Fb2u5Fuw0gOlH0y2nJRgiYhITYmsvohAeBHjFU6wxl56kszIcRW7V1ogiLd8A6mB2pqATgmWiIjUlGi8C+dyJPt2V/bCuQwjz36TRedfRnBJe2Wv3cC8ZWuxkFeW6ZDKSQmWiIjUlGhHF6kjL5NLjFT82iO7vgHO5WuxpCK8WBxALVgiIiLlYl6EyJqLK15/VZQdHmT850/RsvU6CIZ8iaHRhGNxXDZD+nhtzfKrBEtERGpGZN1mLOj5lmBBfn7CYHMbTRf9km8xNBIvFid9/CBkM36HMidKsEREpGZEO7pw2TTJA3t8iyHxytOkhw6p2L1CwrF4zfUgBCVYIiJSQ6IdXSQPvYhLJ32MwjGy6xtE11+Ct6LDxzjqn4WbCLW219QI7kVKsEREpCYEoi2EV57n6+PBopHd38JlUrRsu8HvUOpauFDgXksjuBcpwRIRkZoQ2bAFswCJff4nWLnxU4zu/RdaLrka86J+h1O3vPY4ACklWCIiIuWxqKOLXGqc5OGX/A4FyBe7ByJNLH/7hwmv2eh3OHUpHIuTS4yQHR70O5Q5U4IlIiI1IdrRRXL/HshVT28y53I0Xfg6Vt5yn5KsMvBi8ZpsvQIlWCLCWuB1wHl+ByIyo2DLcrzl60n0+f94sCi6YQs4MDMsGMqvS0mFY/GaLHAH0ChpIg0rDHwUeA2QJf/31iHgD4FTPsYlcqZox1YAxqug/qoo0bcbl8tggTDkciQqPXVPnQsuaScQaarJAndQC5ZIA/sAsAmIAE1AFFgP3OlnUCVlZteb2Ytm1mNmd02z/9fNbMDMdhWWD0zad7uZdReW2ysbuUwV7egiO3ayquajSx3ay9Ev/D7O5RjZ821Sh/b6HVJdCddwgTuoBUukQXnAL5NvxZq6/QIgBgxUOqiSMrMg8JfAdcAB4Ckze8Q59/yUQ//JOffBKe9dBvw+cBnggJ8V3jtUgdBlGtGOrkILkfM7lFdJ7t9NZqifQKTZ71DqTnEOwvRgbc1BWKQWLJGGtOgs+zJAa6UCKafLgR7n3MvOuRTwEHDjLN/7FuBx59zxQlL1OKDZfX0SaltDaEmsKsa/mk56sJdwTAOOllo4Fid9oh+XGvc7lHkpSYJlZp82s6Nm9tykbcvM7PFC8/rjZtZWimuJSCkMA6Mz7AuRb/CpeWuBybPDHihsm+pdZvasmX3JzNbP8b2Y2R1mttPMdpYiaDlTtKMLoKoTrFDbGk3+XGJeLF6z9VdQuhasv+fMv+7uAp5wzl0IPFFYF5Gq4IDPAFOnG0kAjxR+NoSvAnHn3FbyrVQPzvUEzrkHnHOXOecuK3l0AuQTrMypATJDh/wOZVqpwT4sEMRbts7vUOpH0MNbtrZm66+gRAmWc+77wPEpm2/k9IfVg8BNpbiWiJTK94G/AA6S70U4SD7pesjPoErpIPmq/aJ1hW0TnHPHnHPFLPPvgH8z2/dKpRjRDVuqtvUKID2QrxHSvISlE16xAQsEq6pTw1yVsz1zpXPucOF1P7CyjNcSkXl5srDUpaeAC82sk3xydAtw2+QDzGz1pM+pdwAvFF4/Bvz3SaUNbwbuLn/IMpXX3kmwqbW6E6zjB3HZDOFYB2MvnPt4OTevUNOWGqjNAneoUC9C55wzs2m7fpjZHcAdAK2trdx7773TnmPdunVs3769fEFWEd1r/WmU+4S53+udd5ZnWAjnXMbMPkg+WQoCn3bO7TGzjwE7nXOPAP/RzN5BvrL/OPDrhfceN7M/JJ+kAXzMOTe1lV4qYFG8WH/1rM+RnEUuQ3roIN6KDX5HUjfCsU5y6WTVPhaeFedcSRYgDjw3af1FYHXh9WrgxVmcw820bN++fcZ99bboXutvaZT7nOe97izV55Dfi9//9vW4tL/nD9yaD/y173Gca1nxjo+4NXf8re9x1MvS/t6PuVW3/0/f45jFMuPnVzmHaXgEuL3w+nbgK2W8loiI1JtAiMi6zVX9eLAoPdiH17Ya8yJ+h1IXwrFO0gOv+B3GgpRqmIbPAz8GLjazA2b2fuB+4Doz6wauLayLiIjMSmT1RQTCixivgQSrWCvkLddjwoUKNLUSbGmr2TkIi0pSg+Wcu3WGXdeU4vwiItJ4ovEunMuRrIE5/oqjjXsrNpDq7/Y5mtoWLo7gXsNDNIBGchcRkSoV7egi1f9zcokRv0M5p8yJflwmNdH7TeavOEVOLY+BBUqwRESkCpkXIbLmYhJ9Vdx7cDKXIzXYR1hjYS1YOBYnOzpEbuyk36EsiBIsERGpOpF1m7GgVxMF7kXpwT4N1VACXixe861XoARLRESqULSjC5dNkzywx+9QZi092EtoSQyLNPsdSu2yAN6KDROj49cyJVgiIlJ1oh1dJA/uxaWnzpdZvYpJQVitWPMWaltNwIuQquEpcoqUYImISFUJRFsIrzyvduqvClKDmpNwoeqlByEowRIRkSoT2bAFswCJfbVTfwWQPTVALjmmOqwF8GJxXC5L+th+v0NZMCVYIiJSVRZ1dJFLjZM8/JLfocxZ+lgfYQ3VMG/hWJzM0CFcJuV3KAumBEtERKpKtKOL5P49kMv4HcqcpQZ69YhwAeqlByEowRIRkSoSbFmOt3x9TUyPM530YC/B5qUEmlr9DqXmWHgRXttq0jU+RU6REiwREaka0Y4ugJoa/2qy9GAfgOqw5qHY8peq8Umei5RgiYhI1Yh2bCU7dpJ0jXbTPz1Ugx4TzlWxdq0exsACJVgiIlJFoh1dJPp2A87vUOYlOzpEdvyU5iScBy/WSS45RubkUb9DKQklWCIiUhVCbWsILYnV7OPBorQK3eclHOsojCVWm8n1VEqwRESkKtR6/VVRerBPo7nPg9feWTcF7qAES0REqkQ0vo3MqQEyQ4f8DmVBUoO9BKItBBcv9zuUmhFcvJxgtKVuhmgAJVgiIlIVjOiGLTXfegWni7T1mHD2vFgnUB9T5BTVXIJ1Xht87t1w9KPQ85/hQ78EwZq7CxERmaxp85sILlpSFwXOp4dqUII1W8U5CNWC5ZPONvjZb8F7N0OsGc5fBh+7Gr78b/2OTERE5iu8ZiMrbviPACz5xXcRXrPR54gWJpcYJjNynHBMdVizFY7FyZw6ikuO+h1KydRUgvV7V0GLB6Hg6W3NYbj2fHjtat/CEpEqZWbXm9mLZtZjZndNs/9DZva8mT1rZk+YWcekfVkz21VYHqls5I0lumELBPJfRxYI5tdrXHpQPQnnwmuPk6qjAneosQTr2vNfnVwVhQJwZWfl4xGR6mVmQeAvgRuATcCtZrZpymFPA5c557YCXwL+ZNK+cefctsLyjooE3aDy416Bcw6Xy06s17L0QC/e8g2A+R1K9QuE8Jatq5sBRotqKsE6MT799lQWjo9VNhYRqXqXAz3OuZedcyngIeDGyQc4577jnCt+ejwJrKtwjAKk+rshlyO5/zmOPHQPqUN7/Q5pwdKDfQTCUUKt7X6HUvW85euwYKhupsgpqqkE68+fhJHUmdvN4OEXKh+PiFS1tcD+SesHCttm8n7g0UnrUTPbaWZPmtlN5QhQ8rxl+S/YkWceq4vkCigMmIlGdJ+FYoF7PfUgBAj5HcBcfOpf4YoN8N5LAAcZl88Qb/o8nEr6HZ2I1Coz+1XgMuDKSZs7nHMHzew84Ntmtts59/Np3nsHcEeFQq1LxSSknnqQTe5JON7zU5+jqW5eLI7LpkkfP+h3KCVVUwmWc/AbD8P9P4A3dcKJBHz1RRidplVLRBreQWD9pPV1hW2vYmbXAvcAVzrnJv5Uc84dLPx82cy+C1wKnJFgOeceAB4onKs+5viosHCsE5fNkD52wO9QSsalxsmcPDIxgbHMLNweJz24H3JZv0MpqZpKsIpeHMwvIiJn8RRwoZl1kk+sbgFum3yAmV0K/A1wvXPu6KTtbcCYcy5pZiuAK3h1AbyUkBfrIH38AOQyfodSUqnBPvUknAUvFifR+6zfYZRcTdVgiYjMlnMuA3wQeAx4AfiCc26PmX3MzIq9Av8H0AJ8ccpwDK8BdprZM8B3gPudc89X+BYaRrg9Xldz0BWlB3rxlq2DwDTd3wWAQHQxocUr6q7+Cmq0BUtEZDacczuAHVO2/d6k19fO8L4fAbU/GFMNCESaCS1pZ3jg636HUnLpwV4s5BFqW02mjh5/lpJXhyO4F6kFS0REfHP6C7a+xkCC0/cU1mPCGRVr1OqxBUsJloiI+Mab6KJfX2MgAWSOH8DlsqrDOguvvZPs2EmyI8f9DqXklGCJiIhvwrE42cQI2eFjfodSci6TInOiX2NhnUU41lF3I7gXKcESERHfeO1x0kfrr/WqKD3QS3iFJn2enuGt6KjL+itQgiUiIr4xwnX8BQv5Ed1DbWsg6PkdStUJLV1JILyoLuuvQAmWiIj4JNTaTiDSVLdfsJAf0d0CwfxwDfIqXqwTqM8ehKAES0REfFLPXfSL0oU5CTWi+5nC7XGcy038G9UbJVgiIuKLiUl+C/P21aP08UO4bFo9CafhxeJkhvpx6fqcTFgJloiI+MJrj5MeOoxLjfsdSvnkMqSPH8RTofsZwrE4qTocnqNICZaIiPgiHIvXdf1VUXqwT0M1TGGhCKG21XU7RAMowRIRER9YKEyobU1d118VpQd68Zauwryo36FUDW/FBswCasESEREpJW/5eiwQbIgWrFShiFuPCU8Lt8cB6nKS7yIlWCIiUnGN0IOwqFjErwTrNC8WJ5dKkDnR73coZaMES0REKi7c3kkunSQzdNjvUMouc6KfXDqpSZ8nCcfiheEZnN+hlI0SLBERqTgv1pFv2XE5v0MpP5cjfWy/Ct0n8WLxum+9VIIlIiIV1yg9CIvSA70aC6sg2NxGsKm17n//SrBERKSiAk1LCTa31XUPsqnSg32EFi8nEGn2OxTfee31PUVOkRIsERGpqOK0MfU8BtJUp3sSqhWrUX7/SrBERKSiJnoQHm2gFqxCMqE6rPwkz5nhY+TGT/kdSlkpwRIRkYoKt8fJjgzV/RfsZNnhAXLJMbVgkW/Bqvf6K1CCJSIiFebFOhuq/qooPdhHuNHHwgoE8ZZvqPv6K1CCJSIilWQBvOXrG+ILdqrUYG/DPyL02tZgIU8tWKVgZteb2Ytm1mNmd5X7eiLijwvfdgG3feMWVrxmBVf94RtpWtHkd0jn/Pwxs4iZ/VNh/0/MLD5p392F7S+a2VsqGXc9C7WtIeBFGuILdqr0QC/BplYCTUv9DsU3Ez0I63iKnKKyJlhmFgT+ErgB2ATcamabynlNEam8q//4Km5+6CbOf8t5eE0er7/zdfz75z5Ay+oW32Ka5efP+4Eh59wFwCeAjxfeuwm4BdgMXA/8VeF8skDFHmSN8AU7VbrQk7CRHxOGY3FcNkP6+H6/Qym7crdgXQ70OOdeds6lgIeAG8t8TRGpoNYNS7j8P/0C4ZbwxLZQNMSiZYu48g9+2cfIZvX5cyPwYOH1l4BrzMwK2x9yziWdc68APYXzlUR4zUaWvO49hNdsLNUpa4bX3onLZUkfq/8v2Kkmhmpo4MeEXixO+vhByGb8DqXsyp1grQUm/190oLBNROrEeW85D5c7cz6xoBfk4psu8iGiCbP5/Jk4xjmXAU4Cy2f53nkJr9nIqtvuZ+kb38fKW+5ruCQrPPEFm/Y7lIrLjZ4gO3ayoXsS5kfwb4wODiG/AzCzO4A7AFpbW7n33nunPW7dunVs3769kqH5Rvdaf+r5PhctX0TrT5Zggfzfa9GRKBu/uxmAbDp7zvu+8847yx5jOU3+DJuN6IYtEAhgZhAIEt2whdShvWWMsLp4sTipwy/5HYZv0oN9DduCZeEmQq3tDO961O9QKqLcCdZBYP2k9XWFbROccw8ADwCYmZvpw3b79u01/0E8W7rX+lPP9xldGuU/H/wdvCYPgI3f3czeq/aQHkvzoz95ku///z/wK7Rzfv5MOuaAmYWAVuDYLN8LnPkZdq6gEn27IZeFYADncvn1BmHhRXhLVzHy7Df9DsU36cFemje/ye8wfBEuDDCbbpABZsv9iPAp4EIz6zSzMPmi0UfKfE0RqaDEiQSP/MbXSI+lySTydRXJ4SRHnxvgR3/yYz9Dm+dtnJ8AACAASURBVM3nzyPA7YXX7wa+7Zxzhe23FHoZdgIXAj8tRVCpQ3sZ/OqfAjD81MON1XpVeDSWbsAC96LUQC+BSDPBxSv8DqXivPY4kP83aARlbcFyzmXM7IPAY0AQ+LRzbk85rykilff8F17gwI8PsuVXL6Fz2wU8fNtX6Nnx82lrsyplps8fM/sYsNM59wjwKeAfzKwHOE4+CaNw3BeA54EM8NvOuWypYht78YfkkqMEootLdcqaUGzBaMQxsIrSg31AvtA9OzzoczSVFY7FySVGyA4P+B1KRZS9Bss5twPYUe7riIi/Tu0/xQ//+Ee8c/vNdH+tx+9wgOk/f5xzvzfpdQJ4zwzvvQ+4r0yRkervIbzqgvKcvkp5sTi55BjZU0f9DsU3p4dq6CDx8s98jqayvFi8oZJrjeQuIuKDZH8P4fZOCPre16hiwu2N9QU7nVxihMzwMbwGHAsr34Nwn99hVIwSLBERH6T6u7GgR7iBuuw32hfsTNKDvQ03VENwSTuBSFNDDTCrBEtExAepw90AhFdd6HMklRFcvIJAtIVUg/QgO5v0YB/eivVgjfMVPNGDcHCfr3FUUuP8dkVEqkjm5BGy48OEVzdGgjXxBdsgPcjOJjXQS8CLEmpd6XcoFdNoPQhBCZaIiG9S/d1EGqTQ3VMPwgnFQvdGqsMKx+KkT/TjUuN+h1IxSrBERHyS6u/BW9GBhcLnPrjGhdvjZE4exaXG/A7Fd8V5GBtpRHevAevvlGCJiPgk2d+NBUMTrTv1rNG66J+NS42TOdHfOB0cgh7esrUN9/tXgiUi4pPU4fx4YXVf6B4M4S1b1zBTpMxGqoHmJPSWr8cCQbVgiYhIZWSHB8iOniCyur7rsLxl67FgiNRg4xQ4n0t6sBdv2VoIBP0OpezCxQL3BhqiAZRgiYj4Kj+ie323YIVjxTkI1YJVlB7oxYIeXtsav0Mpu3CsE5dJkRk65HcoFaUES0TER8n+7vwjFC/idyhl47V34jJp0g32BXs2xda8RnhM6MU6SA32gcv5HUpFKcESEfFRqr8bCwQJt5/ndyhlE451kD7WB7mSzZdd89LHDuBy2YYYqiEc6yQ90Hitl0qwRER8lOqv/0J3L9bZUANMzko2TWbocN1PmRNoaiXY0taQv38lWCIiPsqOHCczfIxwnQ44GoguJrR4eUO2YJxLarC37odqmBjBvwHr75RgiYj4LNXfQ6ROp8yZGMG9wXqQzUZ6sJdQ22oIen6HUjanR/BXC5aIiFRYqr+b0LK1WHiR36GUXLGLfqONgTQb6cE+LBDEW77O71DKJhyLkx0dIjd2wu9QKk4JloiIz5L9PZgF6rLQ3YvFyY6dJDs65HcoVac48XU9PyZs5BH8lWCJiPhsotC9Dh8ThhtwDrrZSg8dwmXT9TtUgwXwVmyYSCQbjRIsERGf5cZOkDl1lEjdFbob3oqOhm3BOKdclvSxA3XbkzDUtpqAFyHVgAXuoARLRKQqpA7X34juoaWrCISjKnA/i/RgH+E6HQtrogdhgybYSrBERKpAsr8bb9laLNLsdygl46nA/ZxSg72Elq6qyw4OXiyOy2VJH9vvdyi+UIIlIlIFinVYkZXn+xxJ6YRjcZzLkR7s8zuUqlWsT/KWr/c5ktILx+Jkhg7hMim/Q/GFEiwRqTtmtszMHjez7sLPtmmO2WZmPzazPWb2rJn920n7/t7MXjGzXYVlW7ljrscR3b1YnMzQYVwm6XcoVStdmJMwXIeF7o3cgxCUYIlIfboLeMI5dyHwRGF9qjHgfc65zcD1wP80s6WT9v+uc25bYdlV7oBziWHSJ/oJr66fQvdwg3/BzkbmxBFy6UTdFbpbeBFe22rSDVx/V3sJVsCDC2+Faz4Hb/gLWN7ld0QiUn1uBB4svH4QuGnqAc65l5xz3YXXh4CjQKxiEU4j1d9dNy1Y5kUIta1uyClS5saRHtxfd5M+F++nkRPs2kqwQs3wrqfgjX8DF90Gm38L3vlD2PKf/I5MRKrLSufc4cLrfmDl2Q42s8uBMPDzSZvvKzw6/ISZRcoU56ukDvfgLV1FILq4EpcrK2/5BswCDTlFylylB3vrrgWr0XsQQq0lWNvuhKUXQbjw4RMIgdcMr/tjaF7rb2wiUlFm9i0ze26a5cbJxznnHODOcp7VwD8Av+GcyxU23w1sBH4BWAZ89Czvv8PMdprZzoXeU6q/G6AuJn4+PUWOWrDOJT3YS2jxcgLRFr9DKRkv1kkuOUbm5FG/Q/FNbSVYF78PQtN0ZXUO4jeeuV1E6pZz7lrn3CXTLF8BjhQSp2ICNe2nvJktAb4O3OOce3LSuQ+7vCTwf4DLzxLHA865y5xzly30npJH8g1o9ZBgebFOcqlxMieO+B1K1UsVelnWUytWONZBarCXs/xtU/dqK8GaKVwDrMZuRUTK6RHg9sLr24GvTD3AzMLAw8BnnHNfmrKvmJwZ+fqt58oabYFLjpI+fpBIHdRhhWMdhR5yjfsFO1sTQzXUUR2Wt/L8/Pyaazb6HYpvaisr6fk8ZBLT7DDo/WrFwxGRqnU/cJ2ZdQPXFtYxs8vM7O8Kx7wXeCPw69MMx/A5M9sN7AZWAH9UqcBT/d110ZMw30Vf9VezkR0eJJccrZuhGhZdcDnBSBPhVRey8pb7GjbJCvkdwJw8/XE47135eiuvGXI5yI7Bru0wrP+RRSTPOXcMuGaa7TuBDxRefxb47Azvv7qsAZ5Fsr+H5k1XEWhaSm7shF9hLEiwuY1gU6t6EM5BarCvbh4RNr3mSgAsEAAXJLphC6lDe32OqvJqK8FKnYQvXgoX3w6dN0LiGOz5JBz+gd+RiYiUROrw6UL3xMsLrpv3hdfeCTR2F/25Sg/00nTR6/0OoyQsFME5B7ksLpcl0bfb75B8UVsJFkBmDPb8dX4REakzqaMv41yOSA0nWMVHXY3cRX+u0oO9BLddT6B5KbnR2my5LArHNpA88DzjL+8k0be7IVuvoBYTLBGROuZS46SPHajpAUe9WCeZ4UFyiRG/Q6kZxUL38IoOEjWcYAWXxPDa1jD8s68x/LNH/A7HV7VV5C4i0gBS/T01PVRDOBZX69Uc1ctQDdGOfD+RRO8zPkfiPyVYIiJVJtXfTWjxcoIty/wOZe4CQbzl60k18Bx085EbO0F27CRejfckXNTRRXZ0aGIS60amBEtEpMrU8oju3rK1WMhTC9Y8pAd6Cdd4C1akYyuJ3mf9DqMqKMESEakyqSOv4HLZmqzD8gpz0KkH4dylBntrerBRb/l6Qi3L9HiwQAmWiEiVcZkk6cG+mhzRPRyL47IZ0scO+B1KzUkP9hGINBFcHPM7lHmJdnQBqr8qUoIlIlKFarXQ3YvFSR8/ALmM36HUnIkpc2q0Diva0UXmRD+Zk5p/EpRgiYhUpWR/N8HmpTXXmhGOxUmrwH1eioXhNVmHZQGiG7YwrtarCUqwRESqUKq/B6Cm5iW0SDOh1nbVX81TLjlKZniwJluwwivPJxBt0ePBSZRgiYhUodTRV3DZTE3VYRVbXpRgzV96sK8mC91P11+pB2GREiwRkWqUTZMa2FdTdVheexyA9IAmeZ6v9EAv3vL1YLX19RyNd5Ea2FezE5SXQ239BkVEGki+0L2GWrBicbKJEbLDx/wOpWalBnsJeBFCS1f5HcrsBT0iazep9WoKJVgiIlUq1d9NcNFiQq0r/Q5lVrxYnPRRtV4txERPwhp6TBhZs5GAFyHRu8vvUKqKEiwRkSp1utC9NlqxwrE4qQFNkbIQ6WP7gdrqSRiNd+FyWRJ9z/kdSlVRgiUiUqVSA724TLomHhMGl7QTiDSp/mqBXDpB+kR/TfUkjHZ0kervxqXG/A6lqijBEhGpVrkMqaOvEKmBQvdwocBdPQgXLj3Qi1cjLVgWXkRk9UUk9ml4hqmUYImIVLFUf3ehJ6H5HcpZFecgTA/2+RtIHUgP9uEtWwuBkN+hnFN0/SVYIEiiTwXuUy0owTKz95jZHjPLmdllU/bdbWY9Zvaimb1lYWGKiDSmZH8PgUgzobbVfodyVuFYnPTQYVxq3O9Qal56sBcLhvCWrfE7lHOKdnThMimSB1/wO5Sqs9AWrOeAm4HvT95oZpuAW4DNwPXAX5lZcIHXEhFpOKn+boCqr8PyYnHSejxYEqmJnoTV/5gw2tFF4sALuEzK71CqzoISLOfcC865F6fZdSPwkHMu6Zx7BegBLl/ItUREGlF6sI9cOkmkmnsSBj28ZWtVf1Ui6eMHcLls1Re6B5paCbd3aniGGZSrBmstsH/S+oHCNhERmQuXI3X05aoe0T28YgMWCKoFq1SyaTJDhwgvr+6xsKIbtgJo/sEZnLOCzsy+BUw3pOw9zrmvLDQAM7sDuAOgtbWVe++9d9rj1q1bx/bt2xd6uZqge60/1XyfBnhABsiV4Hxzvdc777yzBFd9NTNbBvwTEAf2Ae91zg1Nc1wW2F1Y7XPOvaOwvRN4CFgO/Az4Neecb89AUoe7adl6XX76FFeK31JpFVta1IJVOqnBPsKFjgPVKtqxlVxydGK8NpnCObfgBfgucNmk9buBuyetPwa8fhbncTMt27dvn3FfvS261/pbqvE+A+BuB/eP4P4B3OfB/Sdw4crf685SfA5N+Sz5E+Cuwuu7gI/PcNzIDNu/ANxSeP1J4Ldmed2y/K6aN1/tOj76NectX+/7fzfTLW1ver9b/6EvOyzgeyz1srRecZvb8JFHnIXCvscy07Lmjgdc7OZ7fY/D52XGz69yPSJ8BLjFzCKFvwQvBH5apmuJyDy8F3gzEAGagDDwi8AH/QyqdG4EHiy8fhC4abZvNDMDrga+NJ/3l0O1F7p7sY788AxV2LpWq9KDvZgF8hM/V6Hgkhhe2xo9HjyLhQ7T8E4zOwC8Hvi6mT0G4JzbQ/4vwOeBbwC/7ZzLLjRYESmNIPB2IDplewT4BaC14hGV3Ern3OHC635gpsn8oma208yeNLNiErUcOOGcyxTWz1pDamZ3FM6xsySRTyN9/CC51HjV1mGFY52qvyqx1GB1z0kY7dgGqP7qbBY0iplz7mHg4Rn23Qfct5Dzi0h5NJNPsqaTBtqBk5ULZ17OVh86ecU558zMzXCaDufcQTM7D/i2me1mjrfunHsAeKAQ00zXWRiXI3Xk51U5J2GgqZVgS5vqr0osM3QYl0lX7VANizq6yI4OkR7U3JMzqf5hYkWk5EbIF7WHp9nnkW/yqXbOuWtn2mdmR8xstXPusJmtBo7OcI6DhZ8vm9l3gUuBLwNLzSxUaMVaBxws+Q3MUaq/h5ZtN1RdoXuxEFstWCWWy5I+fqBqh2qIdGwl0avR289GU+WINKAc8H+BxJTtSeCHwHDFIyq5R4DbC69vB87o8WxmbWYWKbxeAVwBPO/y1erfAd59tvdXWvJwNwEvUnWPjIpT5KSOvuJvIHUoOzJEZO1rCK/Z6Hcor+ItX0+oZZkeD56DEiyRBvXP5LOGcfKJVpJ8d+BP+hhTCd0PXGdm3cC1hXXM7DIz+7vCMa8BdprZM+QTqvudc88X9n0U+JCZ9ZCvyfpURaOfRrUWuodjcbIjQ+TGT/kdSl0Jr9lItGMrwWgLK2+5r6qSrGhHF6D6q3PRI0KRBuXI90T5Z6ANOEU+yaoHzrljwDXTbN8JfKDw+kfAlhne/zJVNvtEZugwueQokVUXMLr7cb/DmeDF4qQG1HpVatENW8DyE3xbMER0wxZSh/b6HFVetKOL9Il+MieP+B1KVVMLlkiDywAD1E9yVb8cqf6e6mrBsgDeig2kB1ToXGqJvt24bKY4vhqJvt3neEeFWIDohi1qvZoFJVgiIjUi2d9DuL0TAtXx8CHUtpqAF1ELVhmkDu3lyEP35BMZM3KjZ0xE4IvwyvMJRFuUYM2CEiwRkRqR6u/BQh7hKulZFp4ocN/naxz1KnVoL8d2fAKco2Xb9X6HA0yuv1IPwnNRgiUiUiNOF7pXx4CjXiyOy2VJH9vvdyh1Kzt8jPHun9Cy9c0Q9L/lMhrvIjWwj9zYCb9DqXpKsEREakTmRD/ZxEjV1GGFY3HSxw9CNu13KHVteNcOgk2tNF/8Bn8DCXpE1m7S48FZUoIlIlJDUv3dVdWCpQFGyy+x7xnSxw/ScukNvsYRWbORgBdRgjVLSrBERGpI6nBPvvYp6Pkah4UX4bWt1hQ5FeEY3vUo0XWbJwZ29UM03oXLZUn0PedbDLVECZaISA1J9XdjwVC+N6GPiiPKp1XgXhGju79FLp1k8aVv9S2GaEcXqf5uXGrMtxhqiRIsEZEakqySQveJHoRqwaqIXGKEsb0/oHnTVVh4UcWvb+FFRFZfRGKfHg/OlhIsEZEakj01QHbsJBGfC929WCe55BjZU9POoy1lMPz0DgKRJpo3XVXxa0fXbcYCQdVfzYESLBGRGlMNhe7hWIdaryosdfglkv09LH7t2yp+7Wh8Gy6TIlkl0/XUAiVYIiI1Jtnfg7diAxaK+BaD196pHoQ+GHl6B+FYnMjaTRW9brSji8SBF3CZVEWvW8uUYImI1JjU4W4sECS80p9C9+Di5QSjLWrB8sHoC98jlxipaLF7oKmVcHsnid5dFbtmPVCCJSJSY1L9PQC+DTjqxfKJnXoQVp5LJxl57ts0bbyCQFNrRa4Z3bAFQPVXc6QES0SkxmRHjpEZOe5bglWcC1EtWP4Y3rUDC3q0bLmuIteLdnSRS45OJPYyO0qwRERqUKq/x7dC93Csk8zJoxoPySeZYwdI9D7L4m3Xg5X/azza0ZUfXNTlyn6teqIES0SkBqX6u/GWr/NlTCSvPa7WK58NP/11QktXEe18bVmvE1wSw2tbo8eD86AEa8HWAr8K/C7wm8Al/oYjIg0hdbgbswDh9vMqe+FACG/ZOvUg9NlY95NkRo6Xvdg92rENUP3VfCjBWpA4cDtwPtAMrALeAVzpY0wi0giSRwqF7qsrW4flLV+HBUNqwfJbLsvIs99k0fmXEVzSXrbLRDu2kh0dIj3YW7Zr1CslWAtyAxAGbNK2MPAGIOpLRCLSGHKjJ8icGiBS4Tqs4hQ56aOvVPS6cqaRXd8A5/K1WGUS7egi0fts2c5fz5RgzVsAmOmvhiywpoKxiEgjyhe6V7gFKxbHZdKkhw5V9LpypuzwIOM9P6Vl65shGCr5+b3l6wm1LNPjwXlSgjVvOSAzwz4DxisYi4g0omR/N96ytVikuWLXDMfipI/1QS5bsWvKzIZ3PUqweSlNF/1Syc8d7egCVH81X0qwFuRZzkyycsAocLjy4YgIAGa2zMweN7Puws+2aY55k5ntmrQkzOymwr6/N7NXJu3bVvm7OLfiuESRledX7Jr5HoSqx6kWiVeeJj10qCzF7tGOLtIn+smcPFLyczcCJVgL8hj5RCoJpIEEMAb8o59BiQjcBTzhnLsQeKKw/irOue8457Y557YBV5P/n/ebkw753eJ+51xVzhFS6RHdA9EWQotXkB5Q/VX1cIzsepTo+kvwVnSU7rQWILJhi1qvFkAJ1oKkgE8B/wA8DjwM/Bkw6GdQIgI3Ag8WXj8I3HSO498NPOqcq6mRM3Pjp8ic6Ce8ujKF7k2veSMALqvHg9Vk5Nlv4TIpFl96Q8nOGV55PsFoixKsBVCCVRIHgJ8CL5J/RCgiPlvpnCs+p+8HVp7j+FuAz0/Zdp+ZPWtmnzCzSMkjLJFkhQrdw2s2suyaOwBYeuXthNdsLPs1ZXZyiWFG9/4LzZuvxrzS9GA/XX+lHoTzpQRLRGqSmX3LzJ6bZrlx8nHOOQe4s5xnNbCF/DP/oruBjcAvAMuAj57l/XeY2U4z27mQ+5mvVH833tJVBKKLy3qdxa99OwSCAFggODEBsFSH4ae/TiDSRPOmq0pyvmi8i9TAPnJjJ0pyvkakBEtEapJz7lrn3CXTLF8BjhQSp2ICdfQsp3ov8LBzLj3p3IddXhL4P8DlZ4njAefcZc65y0pzZ3Nzug6rfI8JW6+4lZbNV4FzuFwWl8uS6NtdtuvJ3KUOvUjqyM9Z/Nq3LfxkwRCRtZv0eHCBlGCJSD16hPw0CxR+fuUsx97KlMeDk5IzI1+/9VwZYiyJciZYFgqz4h0fYekbfoWR3d+i//N3c+IHn+XIQ/eQOrS35NeThRl+egfh9k4iaxf2+Day5jUEvAiJfUqwFqL0I5OJiPjvfuALZvZ+oJd8KxVmdhnwm865DxTW48B64HtT3v85M4uRH9RuF/mJRqtSLjlK+vghIiWuwwq2LCN2838jvOoChr7zaU799J8BSB3YU9LrSOmMPv892t70flq2vZXkwfknwNF4V76Vcn/V/l1RE5RgiUjdcc4dA66ZZvtO4AOT1veRn7F96nFXlzO+Ukv1dxNZ95qSnS+86gJiN99LILyIgS//EeM//2nJzi3l49IJRp57gsVd1zP07b8jN35qXueJdnSR6u/GpWqqU23V0SNCEZEal+zvIbSknUDT0gWfq2njG1h52/2Qy9D/2d9VclVjRnY9ioU8WrZcN6/3W3gRkdUX6fFgCSjBEhGpcan+bmDhdVitV9xK7Ma7SB35OYc/8yHSgxqxvdakB/tI9O2m5dIbyD/hnpvous1YIKgC9xJQgiUiUuNSR36Oczki80ywLBSZVMz+OEceuofc2MkSRymVMvz0Drylq4ie99o5vzca34bLpEgcfKEMkTUW1WCJiNQ4lxonc/zgvAYcDbYsJ3bzPWcUs0vtGnvpx2RHhli87a0kXv7ZnN4b7egiceAFyKbPfbCclVqwRObhtR58oQ32xOChNtimP1XEZ8nD3XN+RBhedQGr3vdneMvWMfDlP1JyVS9yGUae/SaLzr+M4OLYrN8WaGol3N5Jorcqp96sOUqwRObo7RH4/nK4OQqbPHh3FP5lBbylaidTkUaQ6u8htHg5wZZlszo+X8z+ccimVcxeh4af+QaYsXjbW2b9nuLo/Kq/Kg0lWCJzYMDfLoXmAAQL9aNBy6//bauvoUmDm32hu9F6xW2FYvYeDv/Dh1XMXoeypwYY73mKlq63QGB2TezRji5yydGJwWtlYZRgiczBBUFomaFjzrIAdAQrG49IUeroy7hc9qx1WBaKsOLGj7D0DbepmL0BDO/aQbC5jaaLXj+r46MdXfkpkFyuzJE1BiVYInMw5k63XE0VNBifcUphkfJy6STpY/tnHNE92LKclbfdT9PFVzD0nU9xbMefQzZT4SilkhIv/yvpE/0svvSt5zw2uCSG17aGRO+zFYisMSjBEpmDgzl4IQ3ZKYlUxsHTaTiqP/zER6n+6Qvdw6suLBSzr2Xgy3/IqZ8+7EN0UnmOkacfJbphC96KDWc9MtrRBaj+qpSUYInM0S1DcCwHw4VkajgHgzn4lSF/4xJJHu4h2Lz0VT3Hmjb+cn5k9oli9qd8jFAqbWT347hMmpZtN5z1uGhHF9mRIdXjlZA6l4vMUXcW4kfhPVG4KAR7M/ClcUj4HZg0vIlC99UXMD48SOsVt7L0DbeR2L+HgYfvm/fcdFK7cuOnGH3xX2i55GpOfO9BXHr6T6p8/ZVar0pJCZbIPIw7+My431GIvFp6YB8um2HJL7yTxZe+jUXxbYw8+zjHvvmXqrdqYCNP76Bl85to3nQlI888dsZ+b/l6Qi3LOKn6q5JSgiVz19aG/fKVkEzgvvddSKjtRqQaeO3nQSBAdN0mnHOc2vlVhp74G7/DEp8lD75A6ugrLL70rdMmWKq/Kg/VYMmcBD74O3i7XyD05/+L0Cf/Fm9vD3bNtX6HJSKcHigSAJcjO3rcv2Ckqgw/vYPwyvMJr7n4jH3Rji7SJ/rJnDziQ2T1a0EJlpn9DzPba2bPmtnDZrZ00r67zazHzF40s9kPJStVy954JcGP3I0tWoQtWZJfFi8m9Pf/ACtX+h2eSMNL9O3GZdK4XAaXzeTHNBIBRp//LrnkGIu3TRmywQJENmxR61UZLLQF63HgEufcVuAl4G4AM9sE3AJsBq4H/srMNARjjQv85n+ARYum2REg8N5/W/mARORVUof2cuShezjxg89x5KF7SB3a63dIUiVcapzRPd+m+TW/TCC6eGJ7eOX5BKMtSrDKYEEJlnPum865YuXkk8C6wusbgYecc0nn3CtAD3D5Qq4l/rPVq7HAmf/JWDSKrVrjQ0QiMlXq0F5OPflFJVdyhuGnH8VCYVq2ni7rOF1/pQL3UjPnSjP0tJl9Ffgn59xnzex/A0865z5b2Pcp4FHn3Jemed8dwB0Ara2t/+bee++d9vzr1q3jwIEDJYm12lXtva5Zi61YAVOTrGwW19cHJ0/M+ZRVe68l1ij3CXO/1zvvvPNnzrnLyhhSxZiZxvKXqrbyto8TbGnj0AP/HnC0v/djBFuWcfjTH/Q7tFo18+eXc+6sC/At4LlplhsnHXMP8DCnE7b/DfzqpP2fAt49i2u5mZbt27fPuK/elqq911WrnNezz3lHj7vwsZMufOyk8w4ddaEfPukIherrXhvld1od97rzXJ8NtbL4/W+vRcu5lqbXXOk6Pvo1F+18rSMYcus/9CXXds2/8z2uGl5m/Pw65zANzrmzdhEzs18H3g5c4043hx0E1k86bF1hm9Sy/n7S176J4B98jMA110I6Te6LXyD7Rx+DjMbYERGpdmMv/ZDs6L9j8bYbcJk0AS9KYp/qr8phQeNgmdn1wEeAK51zY5N2PQL8o5n9GbAGuBD46UKuJVVi3ytkf/3XyPodh4iIzF02w8izj7PkF28mlxzB5bIk9qu3aTkstBfh/wYWA4+b2S4z+ySAc24P8AXgeeAbwG875/SdLCIVYWbvMbM9ZpYzsxnru8zs+sJQMj1mdtek7Z1m9pPC9n8ys3BlIhcpv+Fdj4IZLVuuI31sPy6laSnKYaG9CC9wzq13zm0rLL85ad99zrnznXMXO+ceXXioaPVWVgAABuFJREFUIiKz9hxwM/D9mQ4oDB3zl8ANwCbg1sIQMwAfBz7hnLsAGALeX95wRSon2LIMChU93rJ1hNds9Dmi+qSR3EWk7jjnXnDOvXiOwy4HepxzLzvnUsBDwI1mZsDVQLHX84PATeWLVqSyXjXiv9mr16VklGCJSKNaC+yftH6gsG05cGLSGH/F7SJ1IdG3G5fN4HJZjfhfRprsWURqkpl9C1g1za57nHNfqWAcE2P5idSC4oj/0Q1bSPTt1qC0ZaIES0Rq0rmGkJmFmYaTOQYsNbNQoRXrrMPMOOceAB4ADTQqtSN1aK8SqzLTI0IRaVRPARcWegyGyc+f+khhPL/vAO8uHHc7ULEWMRGpD0qwRKTumNk7zewA8Hrg62b2WGH7GjPbAVBonfog8BjwAvCFwhAzAB8FPmRmPeRrsj5V6XsQkdqmR4QiUneccw+Tn75r6vZDwFsnre8Adkxz3MtognoRWQC1YImIiIiUmBIsERERkRJTgiUiIiJSYkqwREREREpMCZaIiIhIiSnBEhERESkxc656Bh42swGgd4bdK4DBCobjJ91r/WmU+4S532uHcy5WrmAq6RyfYVPV6n8TiruyajVuqN3Y5xL3jJ9fVZVgnY2Z7XTOXeZ3HJWge60/jXKf0Fj3uhC1+u+kuCurVuOG2o29VHHrEaGIyP9r5+5CrCjjOI5/f7ilaZRFIeYKeiGFSWGIWEIEClqJVlAYFPZyE1hZBKF10W1QRNEbhJmCoogZSa+aBV5lkUqpm7Uo6dqaQvRCQbL562JGOiz7ctYz6zMz+//AsrPPnIvf/zzPzvyZmXNCCKFg0WCFEEIIIRSsSg3WW6kDnEdRa/2MlDphZNXaiqq+T5H7/Kpqbqhu9kJyV+YZrBBCCCGEqqjSFawQQgghhEoofYMl6QVJ30v6VtJ7ksY37FslqVPSIUkLUuZslaS7JR2QdEbSrF77alPnWZIW5vV0SlqZOk+RJK2RdFLS/oaxyyXtkPRj/vuylBmLImmypC8kHczX74p8vJb1FqWK67+/ua4KSaMk7ZX0QeoszZI0XtKW/BzYIenG1JmaIenJfI3sl7RR0pjUmfoy3Mfq0jdYwA5ghu3rgB+AVQCSpgNLgWuBhcAbkkYlS9m6/cBdwK7GwRrWSZ7/deBWYDpwb15nXawlm6tGK4GdtqcBO/O/66AHeMr2dGAOsDyfy7rW27IKr//+5roqVgAdqUMM0SvAJ7avAa6nAvklTQIeB2bZngGMIjuHldFahvFYXfoGy/Z22z35n18C7fn2EmCT7X9sHwE6gdkpMhbBdoftQ33sqlWdudlAp+3Dtk8Dm8jqrAXbu4Bfew0vAdbl2+uAO85rqGFiu9v2nnz7T7ITwCRqWm9BKrn+B5jr0pPUDtwOrE6dpVmSLgVuBt4GsH3a9m9pUzWtDbhIUhswFvg5cZ4+DfexuvQNVi8PAR/n25OAYw37uqjIP/sQ1bHOOtY0mAm2u/PtE8CElGGGg6QpwExgNyOg3hZUfv33musqeBl4GjiTOsgQTAVOAe/ktzZXSxqXOtRgbB8HXgSOAt3A77a3p001JIUdu0rRYEn6LL9X2/tnScNrniW7RL0hXdLWNFNnqD9nH92t1cd3JV0MvAs8YfuPxn11rHckG2iuy0jSIuCk7W9SZxmiNuAG4E3bM4G/qMCt9vyZpSVkDeJVwDhJ96VNdW5aPXa1FZjlnNmeP9B+SQ8Ai4B5/v97JY4Dkxte1p6PldZgdfajcnU2oY41DeYXSRNtd0uaCJxMHagoki4gO+FusL01H65tvQWo7PrvZ67Lbi6wWNJtwBjgEknrbZf9pN8FdNk+e5VwCxVosID5wBHbpwAkbQVuAtYnTdW8wo5dpbiCNRBJC8ku7S62/XfDrm3AUkmjJU0FpgFfpcg4zOpY59fANElTJV1I9gDktsSZhts2YFm+vQx4P2GWwkgS2TMiHbZfathVy3oLUsn1P8Bcl5rtVbbbbU8he68/r0Bzhe0TwDFJV+dD84CDCSM16ygwR9LYfM3MowIP5zco7NhViitYg3gNGA3syOaKL20/YvuApM1kC64HWG7734Q5WyLpTuBV4ErgQ0n7bC+oW50AtnskPQp8SvYJkzW2DySOVRhJG4FbgCskdQHPAc8DmyU9DPwE3JMuYaHmAvcD30nal489Q33rbVmF13+fc237o4SZ6u4xYEPeiB8GHkycZ1C2d0vaAuwhO2ftpaTf6D7cx+r4JvcQQgghhIKV/hZhCCGEEELVRIMVQgghhFCwaLBCCCGEEAoWDVYIIYQQQsGiwQohhBBCKFg0WCGEEEIIBYsGK4QQQgihYNFghRBCCCEU7D9BFnxpzxQRywAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The force densities in each trail line (connections from the top to the fixed points) are connected via a trigonometric function\n",
    "def vis_harmonic(Amp=1,freq=2,phase_s=0):\n",
    "    # Here, we need to assign 11 values for each path from the top to the supports (fixed points)\n",
    "    n_rows = 11\n",
    "    facecolor = 'black'\n",
    "    phase_s = phase_s*np.pi\n",
    "    angles = [(freq*np.pi*float(k)/n_rows)-phase_s for k in range(0,n_rows)]\n",
    "    vals = Amp*np.sin(angles)\n",
    "    \n",
    "    r = 20\n",
    "    center = [0,0]\n",
    "    angles = [2*np.pi*i/n_rows for i in range(n_rows)]\n",
    "    xy_fixed_nodes = [[r*np.cos(a),r*np.sin(a)] for a in angles]\n",
    "    xy_fixed_nodes = np.asarray(xy_fixed_nodes)\n",
    "    \n",
    "    mn = np.min(vals)\n",
    "    mx = np.max(vals)\n",
    "    fig = plt.figure(figsize=(10,5))\n",
    "    ax  = plt.subplot(1,2,1)\n",
    "    ax.set_facecolor(facecolor)\n",
    "    plt.scatter(xy_fixed_nodes[:,0],xy_fixed_nodes[:,1],s=40,c=vals,cmap=plt.cm.jet,vmin=mn,vmax=mx);\n",
    "    plt.grid();\n",
    "    plt.axis('equal');\n",
    "    ax  = plt.subplot(1,2,2)\n",
    "    ax.set_facecolor(facecolor)\n",
    "    plt.plot(vals,'.-');\n",
    "vis_harmonic(Amp=1,freq=2,phase_s=0)\n",
    "vis_harmonic(Amp=1,freq=4,phase_s=0)\n",
    "vis_harmonic(Amp=1,freq=4,phase_s=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "08e756cba72f4605818470f9c3358e8e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=1.0, description='Amp', max=20.0, min=-5.0), FloatSlider(value=2.0, de…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.vis_harmonic>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(vis_harmonic,\n",
    "         Amp=FloatSlider(1.0,min=-5,max=20,step=.1),\n",
    "         freq=FloatSlider(2.0,min=0,max=100,step=1),\n",
    "         phase_s=FloatSlider(0.0,min=-2,max=2,step=.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parametric_solver(Data_struct,\n",
    "                      p_z=.1,\n",
    "                      base_radius=10,\n",
    "                      Amp_trail=1,\n",
    "                      phase_trail=0,\n",
    "                      coef_trail=2,\n",
    "                      fixed_minimum_trail=.3,\n",
    "                      Amp_deviation=1,\n",
    "#                       phase_deviation=0,\n",
    "#                       coef_deviation=2,\n",
    "                      plot_interactive = True,\n",
    "                      verbose=True,\n",
    "                      plot_form_projection=False\n",
    "                     ):\n",
    "    n_free_nodes = len(Data_struct['free_nodes'])\n",
    "    n_fixed_nodes = len(Data_struct['fixed_nodes'])\n",
    "    n_cols = np.max(DF_edges['col_number'])+1\n",
    "    n_rows = np.max(DF_edges['row_number'])+1\n",
    "    r = base_radius\n",
    "    center = [0,0]\n",
    "    angles = [2*np.pi*i/n_cols for i in range(n_cols)]\n",
    "    xy_fixed_nodes = [[r*np.cos(a),r*np.sin(a)] for a in angles]\n",
    "    xy_fixed_nodes = np.asarray(xy_fixed_nodes)\n",
    "    z_f = 0*np.ones(n_fixed_nodes) - 0.0*np.random.randn(n_fixed_nodes)\n",
    "    x_f = xy_fixed_nodes[:,0]\n",
    "    y_f = xy_fixed_nodes[:,1]\n",
    "    p_x = .0*np.ones((n_free_nodes)) + 0.0*np.random.randn(n_free_nodes)\n",
    "    p_y = -.0*np.ones((n_free_nodes))\n",
    "    p_z = p_z*np.ones((n_free_nodes))\n",
    "    q = np.ones(DF_edges.shape[0])\n",
    "    q = np.zeros(DF_edges.shape[0])\n",
    "    eps = .00001\n",
    "    # give the same value to vertical elements in each row\n",
    "    # Trail members\n",
    "    factor = np.random.choice(range(n_cols),size=n_cols,replace=False)\n",
    "    factor = range(n_cols)\n",
    "    for i in range(n_cols):\n",
    "        ind_ = DF_edges.loc[(DF_edges['col_number']==i) & (DF_edges['is_vertical']==1)].index[:].values[:]\n",
    "        Amp = Amp_trail*(0+1)/1.0\n",
    "        freq = coef_trail\n",
    "#         factor = np.random.randint(-1,high=2,size=1)[0]\n",
    "        \n",
    "        phase_s = (factor[i]+phase_trail)*np.pi\n",
    "        angles = [(freq*np.pi*float(k)/(n_rows-1))-phase_s for k in range(0,n_rows-1)]\n",
    "        vals = Amp*np.sin(angles) + fixed_minimum_trail\n",
    "        \n",
    "#         vals = .1\n",
    "        \n",
    "        if len(ind_)>1:\n",
    "            q[ind_] = vals\n",
    "\n",
    "    # give the same value in horizontal edges in each column\n",
    "#     Deviation\n",
    "    for i in range(n_rows):\n",
    "        ind_ = DF_edges.loc[(DF_edges['row_number']==i) & (DF_edges['is_vertical']==0)].index[:].values[:]\n",
    "        vals = Amp_deviation*(i+1)\n",
    "#         rnd_factor = n_rows*np.random.rand()\n",
    "#         vals = Amp_deviation*(np.sign(rnd_factor)*np.abs(rnd_factor))\n",
    "#         print (vals)\n",
    "        if len(ind_)>1:\n",
    "            q[ind_] = vals\n",
    "    n_free_edges = len(Data_struct['free_edges'])\n",
    "    n_free_nodes = len(Data_struct['free_nodes'])\n",
    "    Data_struct['q'] = q\n",
    "    Data_struct['p_x'] = p_x\n",
    "    Data_struct['p_y'] = p_y\n",
    "    Data_struct['p_z'] = p_z\n",
    "    Data_struct['x_f'] = x_f\n",
    "    Data_struct['y_f'] = y_f\n",
    "    Data_struct['z_f'] = z_f\n",
    "    \n",
    "    \n",
    "    # Now solve FDM\n",
    "    Data_struct = FdmSolver.solve_fdm_Sheck(Data_struct,plot_topologies=False)\n",
    "    Data_struct = FdmSolver.cal_loadpath(Data_struct)\n",
    "    \n",
    "    if plot_form_projection == True:\n",
    "        FdmSolver.plot_form_static(Data_struct)\n",
    "    \n",
    "    if verbose == True:\n",
    "        print ('loadpath:{}'.format(FdmSolver.cal_loadpath(Data_struct)['loadpath']))\n",
    "    if plot_interactive == True:\n",
    "        FdmSolver.plot_form_interactive(Data_struct,fixed_node_size=.71)\n",
    "    \n",
    "    return Data_struct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6358832d94ba49fe992e1d1f80c0f404",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.5, description='p_z', max=2.0, step=0.01), FloatSlider(value=20.0, d…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from fdmlib import fdm\n",
    "import sys,importlib\n",
    "importlib.reload(fdm)\n",
    "FdmSolver = fdm.FDM()\n",
    "_ = interactive(parametric_solver,\n",
    "         Data_struct=fixed(Data_struct),\n",
    "         p_z = FloatSlider(0.5,min=.0,max=2,step=.01),\n",
    "         base_radius = FloatSlider(20.0,min=1,max=200,step=1),\n",
    "         Amp_trail=FloatSlider(0.0,min=-5,max=10,step=.05),\n",
    "         phase_trail=FloatSlider(0.0,min=-2,max=2,step=.05),\n",
    "         coef_trail=FloatSlider(1.0,min=-20,max=20,step=.1),\n",
    "         fixed_minimum_trail = FloatSlider(0.3,min=0.0,max=4,step=0.1),\n",
    "         Amp_deviation=FloatSlider(.05,min=-1,max=1,step=.01),\n",
    "#          phase_deviation = FloatSlider(0.0,min=-2,max=2,step=.05),\n",
    "#          coef_deviation=FloatSlider(1.0,min=-20,max=20,step=1),\n",
    "         plot_interactive = True,\n",
    "         verbose=fixed(True),\n",
    "         plot_form_projection=False\n",
    "        );\n",
    "display(_)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use of Machine Learning to explore the design space\n",
    "- We generate few thousands of geometries by varying the parameters we defined above\n",
    "- We use Self Organizing Maps (SOM) to cluster the final geometries based on their similarities\n",
    "- Here, defining, similarity measure depends on the user. Here, we use Higher Order Statistics (HOS) of distribution of Forces, Lengths of edges and load-path (force*length). We use four first moments (mean, standard deviation, Skewness and Kurtosis). All together 12 variables to represent the final geometries. \n",
    "- SOM is used as a dimensionality reduction, data reduction (i.e. clustering) as well multi-dimensional sorting. \n",
    "- For further details, refer to \"Karla Saldana Ochoa, Patrick Ole Ohlbrock, Pierluigi D’acunto, Vahid Moosavi, beyond typologies, beyond optimization, IASS Annual Symposium 2019 - Structural Membranes 2019, Form and Force, 7–10 October 2019, Barcelona, Spain.\"\n",
    "- [Higher Order Statistics](https://en.wikipedia.org/wiki/Higher-order_statistics)\n",
    "- Self Organizing Maps in Python: [SOMPY](https://github.com/sevamoo/SOMPY)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generating geometries by randomly choosing the values of the defined parameters:\n",
    "- For each column we use a trigonometric function with three parameters.\n",
    "- For each row we use a fixed value for the density in the deviation members."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "500\n",
      "1000\n",
      "1500\n",
      "2000\n",
      "2500\n",
      "3000\n",
      "3500\n",
      "4000\n",
      "4500\n",
      "5000\n",
      "5500\n",
      "6000\n",
      "6500\n",
      "7000\n",
      "7500\n",
      "8000\n",
      "8500\n",
      "9000\n",
      "9500\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "all_combinations = []\n",
    "\n",
    "for i in range(10000):\n",
    "    if i%500==0:\n",
    "        print (i)\n",
    "    Amp_trail = -5+ 10*np.random.rand()\n",
    "    phase_trail = -2+ 4*np.random.rand()\n",
    "    coef_trail = -(n_rows-1)*4+ 2*((n_rows-1)*4)*np.random.rand() \n",
    "    fixed_minimum_trail= 0.0 + 4*np.random.rand()\n",
    "    Amp_deviation= -1+ 2*np.random.rand()\n",
    "    params = [Amp_trail] + [phase_trail] + [coef_trail] + [fixed_minimum_trail] + [Amp_deviation]\n",
    "    Input_params_names = ['Amp_trail','phase_trail','coef_trail','fixed_minimum_trail','Amp_deviation']\n",
    "    experiment = {}\n",
    "    try:\n",
    "        res = parametric_solver(Data_struct,\n",
    "                      p_z=.5,\n",
    "                      base_radius=20,\n",
    "                      Amp_trail=Amp_trail,\n",
    "                      phase_trail=phase_trail,\n",
    "                      coef_trail=coef_trail,\n",
    "                      fixed_minimum_trail=fixed_minimum_trail,\n",
    "                      Amp_deviation=Amp_deviation,\n",
    "                      plot_interactive = False,\n",
    "                      verbose=False,\n",
    "                      plot_form_projection=False\n",
    "                     )\n",
    "\n",
    "\n",
    "        experiment['result'] = res.copy()\n",
    "        experiment['input_parameters'] = params\n",
    "        all_combinations.append(experiment)\n",
    "    except:\n",
    "        pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save all results\n",
    "# for i in range(len(all_combinations)):\n",
    "#     file_name = 'stadium_{}.npy'.format(i)\n",
    "#     json_file  = './Data/Sample_results/'+file_name\n",
    "#     np.save(json_file, all_combinations[i]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load sample results\n",
    "# path = './Data/Sample_results/'\n",
    "# filenames = []\n",
    "# for filename in glob.glob(os.path.join(path, '*.npy')):\n",
    "#     filenames.append(filename)\n",
    "# filenames = np.sort(filenames)\n",
    "# print (len(filenames))\n",
    "\n",
    "# all_combinations = [np.load(fn,allow_pickle='TRUE').item() for fn in filenames[:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10000"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(all_combinations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 288, 3)\n",
      "(10000, 528)\n",
      "(10000, 528)\n"
     ]
    }
   ],
   "source": [
    "DF_all_combinations = pd.DataFrame()\n",
    "tmp = [ex['result'] for ex in all_combinations] \n",
    "DF_all_combinations['result'] = tmp\n",
    "XYZ_coords = [ex['result']['final_positions'] for ex in all_combinations] \n",
    "XYZ_coords = np.asarray(XYZ_coords)\n",
    "print (XYZ_coords.shape)\n",
    "Xcoords = pd.DataFrame(data=XYZ_coords[:,0,0])\n",
    "Ycoords = pd.DataFrame(data=XYZ_coords[:,0,1])\n",
    "Zcoords = pd.DataFrame(data=XYZ_coords[:,0,2])\n",
    "Lengths = [ex['result']['edgelenght'] for ex in all_combinations] \n",
    "Lengths = np.asarray(Lengths)\n",
    "Lengths = pd.DataFrame(data=Lengths)\n",
    "print (Lengths.shape)\n",
    "Forces = [ex['result']['q'] for ex in all_combinations] \n",
    "Forces = np.asarray(Forces)\n",
    "Forces = pd.DataFrame(data=Forces)\n",
    "print (Forces.shape)\n",
    "Input_parameters = [ex['input_parameters'] for ex in all_combinations] \n",
    "Input_parameters = np.asarray(Input_parameters)\n",
    "LoadPaths_abs = np.multiply(np.abs(Forces.values[:]),Lengths.values[:])\n",
    "LoadPaths = np.multiply(Forces.values[:],Lengths.values[:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 5)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Input_parameters.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ed8e827c1d3644deb5bd7cc995bb183f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='ind_experiment', max=10000), Checkbox(value=True, descri…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.vis_>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_free_edges = len(Data_struct['free_edges'])\n",
    "def vis_(ind_experiment=0,plot_form_projection = True,verbose = False,plot_interactive = False):    \n",
    "    DD = DF_all_combinations['result'].values[ind_experiment].copy()\n",
    "    if plot_form_projection == True:\n",
    "        FdmSolver.plot_form_static(DD)\n",
    "    if verbose == True:\n",
    "        print ('loadpath:{}'.format(DD['loadpath']))\n",
    "    if plot_interactive == True:\n",
    "        FdmSolver.plot_form_interactive(DD,fixed_node_size=.71)\n",
    "        \n",
    "interact(vis_,ind_experiment=IntSlider(0,0,len(all_combinations),1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import kurtosis\n",
    "from scipy.stats import skew\n",
    "\n",
    "#mean of Forces\n",
    "mean_Forces  =  Forces.mean(axis=1)\n",
    "# mean of abs(Forces)\n",
    "mean_abs_Forces  =  np.abs(Forces.values[:]).mean(axis=1)\n",
    "#variance of Forces\n",
    "std_Forces = Forces.std(axis=1)\n",
    "#variance of absolute Forces\n",
    "std_abs_Forces = np.abs(Forces.std(axis=1))\n",
    "#Skewness Forces\n",
    "skw_Forces = skew(Forces.values[:],axis=1)\n",
    "#Skewness of absolute Forces\n",
    "skw_abs_Forces = np.abs(skew(Forces.values[:],axis=1))\n",
    "#Kurtosis of Forces\n",
    "kurt_Forces = kurtosis(Forces.values[:],axis=1)\n",
    "#Kurtosis of absolute Forces\n",
    "kurt_abs_Forces = kurtosis(np.abs(Forces.values[:]),axis=1)\n",
    "\n",
    "\n",
    "#mean of Lengths\n",
    "mean_Lengths  =  Lengths.mean(axis=1)\n",
    "#variance of Lengths\n",
    "std_Lengths = Lengths.std(axis=1)\n",
    "#Skewness Lengths\n",
    "skw_Lengths = skew(Lengths.values[:],axis=1)\n",
    "#Kurtosis of Lengths\n",
    "kurt_Lengths = kurtosis(Lengths.values[:],axis=1)\n",
    "\n",
    "\n",
    "\n",
    "#mean of LoadPaths\n",
    "mean_LoadPaths  =  LoadPaths.mean(axis=1)\n",
    "# mean of abs(LoadPaths)\n",
    "mean_abs_LoadPaths  =  np.abs(LoadPaths).mean(axis=1)\n",
    "#variance of LoadPaths\n",
    "std_LoadPaths = LoadPaths.std(axis=1)\n",
    "#variance of absolute LoadPaths\n",
    "std_abs_LoadPaths = np.abs(LoadPaths.std(axis=1))\n",
    "#Skewness LoadPaths\n",
    "skw_LoadPaths = skew(LoadPaths,axis=1)\n",
    "#Skewness of absolute LoadPaths\n",
    "skw_abs_LoadPaths = np.abs(skew(LoadPaths,axis=1))\n",
    "#Kurtosis of LoadPaths\n",
    "kurt_LoadPaths = kurtosis(LoadPaths,axis=1)\n",
    "#Kurtosis of absolute LoadPaths\n",
    "kurt_abs_LoadPaths = kurtosis(np.abs(LoadPaths),axis=1)\n",
    "\n",
    "\n",
    "#mean of LoadPaths_abs\n",
    "mean_LoadPaths_abs  =  LoadPaths_abs.mean(axis=1)\n",
    "# mean of abs(LoadPaths_abs)\n",
    "mean_abs_LoadPaths_abs  =  np.abs(LoadPaths_abs).mean(axis=1)\n",
    "#variance of LoadPaths_abs\n",
    "std_LoadPaths_abs = LoadPaths_abs.std(axis=1)\n",
    "#variance of absolute LoadPaths_abs\n",
    "std_abs_LoadPaths_abs = np.abs(LoadPaths_abs.std(axis=1))\n",
    "#Skewness LoadPaths_abs\n",
    "skw_LoadPaths_abs = skew(LoadPaths_abs,axis=1)\n",
    "#Skewness of absolute LoadPaths_abs\n",
    "skw_abs_LoadPaths_abs = np.abs(skew(LoadPaths_abs,axis=1))\n",
    "#Kurtosis of LoadPaths_abs\n",
    "kurt_LoadPaths_abs = kurtosis(LoadPaths_abs,axis=1)\n",
    "#Kurtosis of absolute LoadPaths_abs\n",
    "kurt_abs_LoadPaths_abs = kurtosis(np.abs(LoadPaths_abs),axis=1)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#mean of Xcoords\n",
    "mean_Xcoords  =  Xcoords.mean(axis=1)\n",
    "# mean of abs(Coords)\n",
    "mean_abs_Xcoords  =  np.abs(Xcoords).mean(axis=1)\n",
    "#variance of Coords\n",
    "std_Xcoords = Xcoords.std(axis=1)\n",
    "#variance of absolute Coords\n",
    "std_abs_Xcoords = np.abs(Xcoords.std(axis=1))\n",
    "#Skewness Coords\n",
    "skw_Xcoords = skew(Xcoords,axis=1)\n",
    "#Skewness of absolute Coords\n",
    "skw_abs_Xcoords = np.abs(skew(Xcoords,axis=1))\n",
    "#Kurtosis of Coords\n",
    "kurt_Xcoords = kurtosis(Xcoords,axis=1)\n",
    "#Kurtosis of absolute Coords\n",
    "kurt_abs_Xcoords = kurtosis(np.abs(Xcoords),axis=1)\n",
    "\n",
    "\n",
    "\n",
    "#mean of Ycoords\n",
    "mean_Ycoords  =  Ycoords.mean(axis=1)\n",
    "# mean of abs(Coords)\n",
    "mean_abs_Ycoords =  np.abs(Ycoords).mean(axis=1)\n",
    "#variance of Coords\n",
    "std_Ycoords = Ycoords.std(axis=1)\n",
    "#variance of absolute Coords\n",
    "std_abs_Ycoords = np.abs(Ycoords.std(axis=1))\n",
    "#Skewness Coords\n",
    "skw_Ycoords = skew(Ycoords,axis=1)\n",
    "#Skewness of absolute Coords\n",
    "skw_abs_Ycoords = np.abs(skew(Ycoords,axis=1))\n",
    "#Kurtosis of Coords\n",
    "kurt_Ycoords = kurtosis(Ycoords,axis=1)\n",
    "#Kurtosis of absolute Coords\n",
    "kurt_abs_Ycoords = kurtosis(np.abs(Ycoords),axis=1)\n",
    "\n",
    "\n",
    "#mean of Ycoords\n",
    "mean_Zcoords  =  Zcoords.mean(axis=1)\n",
    "# mean of abs(Coords)\n",
    "mean_abs_Zcoords =  np.abs(Zcoords).mean(axis=1)\n",
    "#variance of Coords\n",
    "std_Zcoords = Zcoords.std(axis=1)\n",
    "#variance of absolute Coords\n",
    "std_abs_Zcoords = np.abs(Zcoords.std(axis=1))\n",
    "#Skewness Coords\n",
    "skw_Zcoords = skew(Zcoords,axis=1)\n",
    "#Skewness of absolute Coords\n",
    "skw_abs_Zcoords = np.abs(skew(Zcoords,axis=1))\n",
    "#Kurtosis of Coords\n",
    "kurt_Zcoords = kurtosis(Zcoords,axis=1)\n",
    "#Kurtosis of absolute Coords\n",
    "kurt_abs_Zcoords = kurtosis(np.abs(Zcoords),axis=1)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 12)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Forces mean</th>\n",
       "      <th>Forces std</th>\n",
       "      <th>Forces skw</th>\n",
       "      <th>Forces kurt</th>\n",
       "      <th>Lengths mean</th>\n",
       "      <th>Lengths std</th>\n",
       "      <th>Lengths skw</th>\n",
       "      <th>Lengths kurt</th>\n",
       "      <th>Load paths mean</th>\n",
       "      <th>Load paths std</th>\n",
       "      <th>Load paths skw</th>\n",
       "      <th>Load paths kurt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.400552</td>\n",
       "      <td>2.524269</td>\n",
       "      <td>1.104292</td>\n",
       "      <td>-0.033187</td>\n",
       "      <td>20.571313</td>\n",
       "      <td>27.360074</td>\n",
       "      <td>1.255291</td>\n",
       "      <td>0.237999</td>\n",
       "      <td>14.561627</td>\n",
       "      <td>22.287390</td>\n",
       "      <td>1.489439</td>\n",
       "      <td>0.549378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.437100</td>\n",
       "      <td>2.487026</td>\n",
       "      <td>0.106903</td>\n",
       "      <td>-0.671475</td>\n",
       "      <td>1.929271</td>\n",
       "      <td>1.685833</td>\n",
       "      <td>1.741640</td>\n",
       "      <td>3.359197</td>\n",
       "      <td>5.614847</td>\n",
       "      <td>5.630988</td>\n",
       "      <td>2.600435</td>\n",
       "      <td>7.933790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.302162</td>\n",
       "      <td>2.808049</td>\n",
       "      <td>0.300504</td>\n",
       "      <td>-0.821463</td>\n",
       "      <td>1.817861</td>\n",
       "      <td>1.805642</td>\n",
       "      <td>1.291868</td>\n",
       "      <td>1.007585</td>\n",
       "      <td>4.674525</td>\n",
       "      <td>3.845214</td>\n",
       "      <td>1.170459</td>\n",
       "      <td>1.330803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.361045</td>\n",
       "      <td>4.631162</td>\n",
       "      <td>-0.240127</td>\n",
       "      <td>-1.539911</td>\n",
       "      <td>4.486321</td>\n",
       "      <td>3.786833</td>\n",
       "      <td>1.237860</td>\n",
       "      <td>0.308079</td>\n",
       "      <td>15.607602</td>\n",
       "      <td>9.373135</td>\n",
       "      <td>0.948337</td>\n",
       "      <td>0.814853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.111435</td>\n",
       "      <td>1.913773</td>\n",
       "      <td>0.700431</td>\n",
       "      <td>-0.682580</td>\n",
       "      <td>3.381802</td>\n",
       "      <td>1.269899</td>\n",
       "      <td>-0.584763</td>\n",
       "      <td>-0.858044</td>\n",
       "      <td>5.234578</td>\n",
       "      <td>3.889722</td>\n",
       "      <td>0.997090</td>\n",
       "      <td>0.127665</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Forces mean  Forces std  Forces skw  Forces kurt  Lengths mean  \\\n",
       "0     1.400552    2.524269    1.104292    -0.033187     20.571313   \n",
       "1     3.437100    2.487026    0.106903    -0.671475      1.929271   \n",
       "2     4.302162    2.808049    0.300504    -0.821463      1.817861   \n",
       "3    -0.361045    4.631162   -0.240127    -1.539911      4.486321   \n",
       "4    -0.111435    1.913773    0.700431    -0.682580      3.381802   \n",
       "\n",
       "   Lengths std  Lengths skw  Lengths kurt  Load paths mean  Load paths std  \\\n",
       "0    27.360074     1.255291      0.237999        14.561627       22.287390   \n",
       "1     1.685833     1.741640      3.359197         5.614847        5.630988   \n",
       "2     1.805642     1.291868      1.007585         4.674525        3.845214   \n",
       "3     3.786833     1.237860      0.308079        15.607602        9.373135   \n",
       "4     1.269899    -0.584763     -0.858044         5.234578        3.889722   \n",
       "\n",
       "   Load paths skw  Load paths kurt  \n",
       "0        1.489439         0.549378  \n",
       "1        2.600435         7.933790  \n",
       "2        1.170459         1.330803  \n",
       "3        0.948337         0.814853  \n",
       "4        0.997090         0.127665  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF_analytics = pd.DataFrame()\n",
    "DF_analytics['Forces mean'] = mean_Forces\n",
    "# DF_analytics['Abs Forces mean'] = mean_abs_Forces\n",
    "DF_analytics['Forces std'] = std_Forces\n",
    "# DF_analytics['Abs Forces std'] = std_abs_Forces\n",
    "DF_analytics['Forces skw'] = skw_Forces\n",
    "# DF_analytics['skw abs Forces'] = skw_abs_Forces\n",
    "DF_analytics['Forces kurt']=kurt_Forces\n",
    "# DF_analytics['kurt abs Forces'] = kurt_abs_Forces\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "DF_analytics['Lengths mean'] = mean_Lengths\n",
    "DF_analytics['Lengths std'] = std_Lengths\n",
    "DF_analytics['Lengths skw'] = skw_Lengths\n",
    "DF_analytics['Lengths kurt'] = kurt_Lengths\n",
    "\n",
    "\n",
    "# here, we took abs load path as load path just for simplicity\n",
    "DF_analytics['Load paths mean'] = mean_LoadPaths_abs\n",
    "# DF_analytics['mean_abs_LoadPaths'] = mean_abs_LoadPaths\n",
    "DF_analytics['Load paths std'] = std_LoadPaths_abs\n",
    "# DF_analytics['std_abs_LoadPaths'] = std_abs_LoadPaths\n",
    "DF_analytics['Load paths skw'] = skw_LoadPaths_abs\n",
    "# DF_analytics['skw_abs_LoadPaths'] = skw_abs_LoadPaths\n",
    "DF_analytics['Load paths kurt']=kurt_LoadPaths_abs\n",
    "# DF_analytics['kurt_abs_LoadPaths'] = kurt_abs_LoadPaths\n",
    "\n",
    "\n",
    "# DF_analytics['mean_LoadPaths_abs'] = mean_LoadPaths_abs\n",
    "# # DF_analytics['mean_abs_LoadPaths_abs'] = mean_abs_LoadPaths_abs\n",
    "# DF_analytics['std_LoadPaths_abs'] = std_LoadPaths_abs\n",
    "# # DF_analytics['std_abs_LoadPaths_abs'] = std_abs_LoadPaths_abs\n",
    "# DF_analytics['skw_LoadPaths_abs'] = skw_LoadPaths_abs\n",
    "# # DF_analytics['skw_abs_LoadPaths_abs'] = skw_abs_LoadPaths_abs\n",
    "# DF_analytics['kurt_LoadPaths_abs']=kurt_LoadPaths_abs\n",
    "# # DF_analytics['kurt_abs_LoadPaths_abs'] = kurt_abs_LoadPaths_abs\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "print (DF_analytics.shape)\n",
    "DF_analytics.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Forces mean</th>\n",
       "      <th>Forces std</th>\n",
       "      <th>Forces skw</th>\n",
       "      <th>Forces kurt</th>\n",
       "      <th>Lengths mean</th>\n",
       "      <th>Lengths std</th>\n",
       "      <th>Lengths skw</th>\n",
       "      <th>Lengths kurt</th>\n",
       "      <th>Load paths mean</th>\n",
       "      <th>Load paths std</th>\n",
       "      <th>Load paths skw</th>\n",
       "      <th>Load paths kurt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.999035</td>\n",
       "      <td>2.768390</td>\n",
       "      <td>0.195622</td>\n",
       "      <td>-0.878645</td>\n",
       "      <td>22.366275</td>\n",
       "      <td>21.719842</td>\n",
       "      <td>1.025391</td>\n",
       "      <td>1.112504</td>\n",
       "      <td>41.805616</td>\n",
       "      <td>36.472751</td>\n",
       "      <td>1.150237</td>\n",
       "      <td>1.170967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.099697</td>\n",
       "      <td>1.187537</td>\n",
       "      <td>0.515632</td>\n",
       "      <td>0.438398</td>\n",
       "      <td>233.709031</td>\n",
       "      <td>268.563236</td>\n",
       "      <td>0.815074</td>\n",
       "      <td>2.657635</td>\n",
       "      <td>362.946382</td>\n",
       "      <td>360.908477</td>\n",
       "      <td>0.633999</td>\n",
       "      <td>2.146703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-3.464547</td>\n",
       "      <td>0.137342</td>\n",
       "      <td>-1.150857</td>\n",
       "      <td>-1.998982</td>\n",
       "      <td>1.642208</td>\n",
       "      <td>1.005402</td>\n",
       "      <td>-0.905692</td>\n",
       "      <td>-1.922638</td>\n",
       "      <td>1.500118</td>\n",
       "      <td>1.625031</td>\n",
       "      <td>-0.357464</td>\n",
       "      <td>-1.834847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10%</th>\n",
       "      <td>-1.826260</td>\n",
       "      <td>1.259901</td>\n",
       "      <td>-0.443124</td>\n",
       "      <td>-1.424440</td>\n",
       "      <td>1.853540</td>\n",
       "      <td>1.358301</td>\n",
       "      <td>0.079547</td>\n",
       "      <td>-1.000020</td>\n",
       "      <td>3.427693</td>\n",
       "      <td>2.632724</td>\n",
       "      <td>0.412910</td>\n",
       "      <td>-0.768852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20%</th>\n",
       "      <td>-1.103298</td>\n",
       "      <td>1.706165</td>\n",
       "      <td>-0.288527</td>\n",
       "      <td>-1.244958</td>\n",
       "      <td>2.154848</td>\n",
       "      <td>1.609427</td>\n",
       "      <td>0.334125</td>\n",
       "      <td>-0.793518</td>\n",
       "      <td>4.406210</td>\n",
       "      <td>3.444195</td>\n",
       "      <td>0.599993</td>\n",
       "      <td>-0.499613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30%</th>\n",
       "      <td>-0.385746</td>\n",
       "      <td>2.057794</td>\n",
       "      <td>-0.151082</td>\n",
       "      <td>-1.107229</td>\n",
       "      <td>3.030177</td>\n",
       "      <td>2.002485</td>\n",
       "      <td>0.536752</td>\n",
       "      <td>-0.570430</td>\n",
       "      <td>5.379917</td>\n",
       "      <td>4.379839</td>\n",
       "      <td>0.767608</td>\n",
       "      <td>-0.230218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40%</th>\n",
       "      <td>0.315775</td>\n",
       "      <td>2.354491</td>\n",
       "      <td>-0.018219</td>\n",
       "      <td>-0.986152</td>\n",
       "      <td>4.133269</td>\n",
       "      <td>2.590956</td>\n",
       "      <td>0.692459</td>\n",
       "      <td>-0.333801</td>\n",
       "      <td>7.329474</td>\n",
       "      <td>5.890249</td>\n",
       "      <td>0.898894</td>\n",
       "      <td>0.091401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.003944</td>\n",
       "      <td>2.653424</td>\n",
       "      <td>0.123220</td>\n",
       "      <td>-0.885937</td>\n",
       "      <td>5.146745</td>\n",
       "      <td>3.448111</td>\n",
       "      <td>0.890291</td>\n",
       "      <td>0.028403</td>\n",
       "      <td>10.834807</td>\n",
       "      <td>8.038113</td>\n",
       "      <td>1.053644</td>\n",
       "      <td>0.411790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60%</th>\n",
       "      <td>1.701311</td>\n",
       "      <td>2.964954</td>\n",
       "      <td>0.305108</td>\n",
       "      <td>-0.807570</td>\n",
       "      <td>6.571613</td>\n",
       "      <td>4.973546</td>\n",
       "      <td>1.102731</td>\n",
       "      <td>0.593015</td>\n",
       "      <td>14.352395</td>\n",
       "      <td>10.694496</td>\n",
       "      <td>1.213110</td>\n",
       "      <td>0.860330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70%</th>\n",
       "      <td>2.377869</td>\n",
       "      <td>3.347028</td>\n",
       "      <td>0.523589</td>\n",
       "      <td>-0.707932</td>\n",
       "      <td>8.956343</td>\n",
       "      <td>7.636079</td>\n",
       "      <td>1.388658</td>\n",
       "      <td>1.503175</td>\n",
       "      <td>18.903991</td>\n",
       "      <td>14.615738</td>\n",
       "      <td>1.440421</td>\n",
       "      <td>1.626341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80%</th>\n",
       "      <td>3.078369</td>\n",
       "      <td>3.823990</td>\n",
       "      <td>0.755199</td>\n",
       "      <td>-0.531775</td>\n",
       "      <td>13.548583</td>\n",
       "      <td>12.142275</td>\n",
       "      <td>1.741330</td>\n",
       "      <td>2.826054</td>\n",
       "      <td>27.141591</td>\n",
       "      <td>22.327944</td>\n",
       "      <td>1.727612</td>\n",
       "      <td>2.754658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90%</th>\n",
       "      <td>3.822234</td>\n",
       "      <td>4.462023</td>\n",
       "      <td>0.948607</td>\n",
       "      <td>-0.272776</td>\n",
       "      <td>25.997698</td>\n",
       "      <td>25.462367</td>\n",
       "      <td>2.205784</td>\n",
       "      <td>4.998249</td>\n",
       "      <td>52.965245</td>\n",
       "      <td>45.235815</td>\n",
       "      <td>2.061289</td>\n",
       "      <td>4.335907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95%</th>\n",
       "      <td>4.332560</td>\n",
       "      <td>4.928896</td>\n",
       "      <td>1.052046</td>\n",
       "      <td>-0.108408</td>\n",
       "      <td>50.021506</td>\n",
       "      <td>53.363197</td>\n",
       "      <td>2.557178</td>\n",
       "      <td>6.599287</td>\n",
       "      <td>97.530198</td>\n",
       "      <td>89.145752</td>\n",
       "      <td>2.309339</td>\n",
       "      <td>5.620864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>4.979959</td>\n",
       "      <td>5.604794</td>\n",
       "      <td>1.134848</td>\n",
       "      <td>0.228555</td>\n",
       "      <td>229.919009</td>\n",
       "      <td>227.271502</td>\n",
       "      <td>3.051899</td>\n",
       "      <td>10.612938</td>\n",
       "      <td>457.664481</td>\n",
       "      <td>402.431618</td>\n",
       "      <td>2.747698</td>\n",
       "      <td>7.963312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.459668</td>\n",
       "      <td>6.313615</td>\n",
       "      <td>1.154427</td>\n",
       "      <td>1.118299</td>\n",
       "      <td>13888.868416</td>\n",
       "      <td>17592.811101</td>\n",
       "      <td>4.183523</td>\n",
       "      <td>16.521906</td>\n",
       "      <td>20079.501739</td>\n",
       "      <td>25430.389515</td>\n",
       "      <td>3.419957</td>\n",
       "      <td>12.461245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Forces mean    Forces std    Forces skw   Forces kurt  Lengths mean  \\\n",
       "count  10000.000000  10000.000000  10000.000000  10000.000000  10000.000000   \n",
       "mean       0.999035      2.768390      0.195622     -0.878645     22.366275   \n",
       "std        2.099697      1.187537      0.515632      0.438398    233.709031   \n",
       "min       -3.464547      0.137342     -1.150857     -1.998982      1.642208   \n",
       "10%       -1.826260      1.259901     -0.443124     -1.424440      1.853540   \n",
       "20%       -1.103298      1.706165     -0.288527     -1.244958      2.154848   \n",
       "30%       -0.385746      2.057794     -0.151082     -1.107229      3.030177   \n",
       "40%        0.315775      2.354491     -0.018219     -0.986152      4.133269   \n",
       "50%        1.003944      2.653424      0.123220     -0.885937      5.146745   \n",
       "60%        1.701311      2.964954      0.305108     -0.807570      6.571613   \n",
       "70%        2.377869      3.347028      0.523589     -0.707932      8.956343   \n",
       "80%        3.078369      3.823990      0.755199     -0.531775     13.548583   \n",
       "90%        3.822234      4.462023      0.948607     -0.272776     25.997698   \n",
       "95%        4.332560      4.928896      1.052046     -0.108408     50.021506   \n",
       "99%        4.979959      5.604794      1.134848      0.228555    229.919009   \n",
       "max        5.459668      6.313615      1.154427      1.118299  13888.868416   \n",
       "\n",
       "        Lengths std   Lengths skw  Lengths kurt  Load paths mean  \\\n",
       "count  10000.000000  10000.000000  10000.000000     10000.000000   \n",
       "mean      21.719842      1.025391      1.112504        41.805616   \n",
       "std      268.563236      0.815074      2.657635       362.946382   \n",
       "min        1.005402     -0.905692     -1.922638         1.500118   \n",
       "10%        1.358301      0.079547     -1.000020         3.427693   \n",
       "20%        1.609427      0.334125     -0.793518         4.406210   \n",
       "30%        2.002485      0.536752     -0.570430         5.379917   \n",
       "40%        2.590956      0.692459     -0.333801         7.329474   \n",
       "50%        3.448111      0.890291      0.028403        10.834807   \n",
       "60%        4.973546      1.102731      0.593015        14.352395   \n",
       "70%        7.636079      1.388658      1.503175        18.903991   \n",
       "80%       12.142275      1.741330      2.826054        27.141591   \n",
       "90%       25.462367      2.205784      4.998249        52.965245   \n",
       "95%       53.363197      2.557178      6.599287        97.530198   \n",
       "99%      227.271502      3.051899     10.612938       457.664481   \n",
       "max    17592.811101      4.183523     16.521906     20079.501739   \n",
       "\n",
       "       Load paths std  Load paths skw  Load paths kurt  \n",
       "count    10000.000000    10000.000000     10000.000000  \n",
       "mean        36.472751        1.150237         1.170967  \n",
       "std        360.908477        0.633999         2.146703  \n",
       "min          1.625031       -0.357464        -1.834847  \n",
       "10%          2.632724        0.412910        -0.768852  \n",
       "20%          3.444195        0.599993        -0.499613  \n",
       "30%          4.379839        0.767608        -0.230218  \n",
       "40%          5.890249        0.898894         0.091401  \n",
       "50%          8.038113        1.053644         0.411790  \n",
       "60%         10.694496        1.213110         0.860330  \n",
       "70%         14.615738        1.440421         1.626341  \n",
       "80%         22.327944        1.727612         2.754658  \n",
       "90%         45.235815        2.061289         4.335907  \n",
       "95%         89.145752        2.309339         5.620864  \n",
       "99%        402.431618        2.747698         7.963312  \n",
       "max      25430.389515        3.419957        12.461245  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HOS_stat = DF_analytics.describe(percentiles=[.1,.2,.3,.4,.5,.6,.7,.8,.9,.95,.99])\n",
    "HOS_stat\n",
    "# HOS_stat['Forces mean']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(HOS_stat['Load paths mean'].values[3:-1],'.-');\n",
    "ticks = list(HOS_stat.index.values[3:-1])\n",
    "plt.xticks([i for i in range(len(ticks))],ticks)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Organizing (multi-dimensional ordering of the generated geometries) using Self Organizing Maps (SOM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 12)\n",
      "(8000, 12)\n",
      "(8000, 12)\n"
     ]
    }
   ],
   "source": [
    "ind_sel = DF_analytics['Load paths mean']<=HOS_stat['Load paths mean'].loc['80%']\n",
    "print (DF_analytics.shape)\n",
    "XX = DF_analytics.values[ind_sel].astype(float)\n",
    "YY = Input_parameters[ind_sel]\n",
    "columns = np.asarray(list(DF_analytics.columns.values[:])+Input_params_names)\n",
    "# X = np.concatenate((XX,YY),axis=1)\n",
    "# X = YY\n",
    "# columns = columns[-5:]\n",
    "\n",
    "X = XX\n",
    "columns = columns[range(XX.shape[1])]\n",
    "\n",
    "std_x = np.std(X,axis=0)\n",
    "print (X.shape)\n",
    "X = X[:,std_x>0]\n",
    "print (X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8000, 12)\n",
      "Total time elapsed: 4.888000 secodns\n",
      "final quantization error: 0.771733\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "###############\n",
    "# For this we need a proper data set as csv\n",
    "###############\n",
    "\n",
    "\n",
    "import sompylib.sompy as SOM\n",
    "msz10 = 50\n",
    "msz11 =50\n",
    "\n",
    "\n",
    "# X = DF_analytics.values[:].astype(float)\n",
    "\n",
    "print (X.shape)\n",
    "som = SOM.SOM('', X[:], mapsize = [msz10, msz11],norm_method = 'var',initmethod='pca')\n",
    "som.train(n_job = 1, shared_memory = 'no',verbose='final')\n",
    "som.compname=[columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "dists,bmus = som.find_K_nodes(som.data_raw,K=1)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now each dot shows the cluster of geometries which have similar characteristics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "som.hit_map(col='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now we can visualize the corresponding colors of each of the measures we used to represent the generated geometries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1188x594 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if X.shape[1]>35:\n",
    "    pass\n",
    "else:\n",
    "    som.view_map(text_size=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "xy_option = som.ind_to_xy(bmus[:,0])\n",
    "xx = xy_option[:,1]\n",
    "yy = som.mapsize[0]- xy_option[:,0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8000"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bmus\n",
    "# freq_bmus = [15000*np.sum(bmus==i)/som.nnodes for i in range(som.nnodes) ]\n",
    "# plt.hist(freq_bmus,bins=100);\n",
    "\n",
    "bmus\n",
    "freq_bmus = [50+20000*np.sum(bmus==i)/len(bmus) for i in range(som.nnodes)]\n",
    "plt.hist(freq_bmus,bins=100);\n",
    "freq_bmus = [freq_bmus[bm[0]] for bm in bmus]\n",
    "len(freq_bmus)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# making query on the trained SOM\n",
    "- Now we can make queries on the clusters based on any of the factors (e.g. load path mean or length skewness) and pick those geometries within those clusters. \n",
    "- The key point here is that this is not a typical query on the data points. Here, we query nodes of the SOM, based on one or two features, but the data points within each node are placed there considering all the features together. This result cannot be achieved by other \"dimensionality reduction\" methods like T-SNE or UMAP. SOM has additional aspect which is performing both data reduction and dimensionality reduction together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_node(ind=0):    \n",
    "    import matplotlib.pyplot as plt\n",
    "    import matplotlib.gridspec as gridspec\n",
    "    node_n = ind_sel_nodes[ind]\n",
    "    print ('node number: ',node_n)\n",
    "    cases = np.argwhere(bmus==node_n)[:,0]    \n",
    "    K = len(cases)\n",
    "    if K>=1:\n",
    "        #Sort within each cluster\n",
    "        DF_tmp = pd.DataFrame()\n",
    "        DF_tmp['data_inds'] = cases\n",
    "        DF_tmp['dists'] = dists[cases]\n",
    "        data_inds = DF_tmp.sort_values('dists')['data_inds'].copy().values[:]\n",
    "        facecolor = 'black'\n",
    "        fig = plt.figure(figsize=(30,10),facecolor=facecolor)\n",
    "        for f in range(6):\n",
    "            try:\n",
    "                data_ind = data_inds[f]\n",
    "                G = Data_struct['G']\n",
    "                all_poses = Data_struct['all_poses']\n",
    "                ax = fig.add_subplot(2,6,f+1)                \n",
    "                ax.set_facecolor(facecolor)\n",
    "#                 ax.set_facecolor(facecolor)\n",
    "                DD = DF_all_combinations['result'].values[ind_sel][data_ind]\n",
    "#                 ax  = plt.subplot(1,2,1)\n",
    "                G = DD['G']\n",
    "                \n",
    "                xy_poses = DD['all_poses']\n",
    "                xy_poses = {}\n",
    "                coords = DD['final_positions'].copy()\n",
    "                for i in range(coords.shape[0]):\n",
    "                    xy_poses[i]=coords[i,[0,1]]\n",
    "                \n",
    "                \n",
    "                G = DD['G']\n",
    "                BG =DD['base_G']\n",
    "                q = DD['q']\n",
    "                edge_colors = dict(BG.edges)\n",
    "                for i,e in enumerate(G.edges):\n",
    "                    edge_colors[e] = q[i]\n",
    "                for e in set(BG.edges).difference(G.edges):\n",
    "                    edge_colors[e] = 4.\n",
    "                col = np.asarray(list(edge_colors.values())).copy()\n",
    "#                 col = DD['q'].copy()\n",
    "                col[col>=0] = .85\n",
    "                col[col<0] = .15\n",
    "                w = 0.5+ np.abs(DD['q'].copy()).copy()\n",
    "\n",
    "                nx.draw_networkx(BG,\n",
    "                             pos=xy_poses,\n",
    "                             arrows=False,\n",
    "                             edge_color = list(col),\n",
    "                             edge_cmap = plt.cm.RdYlBu_r,\n",
    "                             edge_vmin = 0,\n",
    "                             edge_vmax = 1.,\n",
    "                             width = 1,\n",
    "                             with_labels=False,\n",
    "                             font_color='white',\n",
    "                             node_size=.01,\n",
    "                             node_color = 'w',  \n",
    "                             alpha=1)\n",
    "                ax.set_aspect('equal', 'box')\n",
    "                ax = fig.add_subplot(2,6,1*6+f+1)\n",
    "                ax.set_facecolor(facecolor)\n",
    "#                 ax  = plt.subplot(1,2,2)\n",
    "                xz_poses = {}\n",
    "                coords = DD['final_positions'].copy()\n",
    "                for i in range(coords.shape[0]):\n",
    "                    xz_poses[i]=coords[i,[0,2]]\n",
    "                nx.draw_networkx(BG,\n",
    "                             pos=xz_poses,\n",
    "                             arrows=False,\n",
    "                             edge_color = list(col),\n",
    "                             edge_cmap = plt.cm.RdYlBu_r,\n",
    "                             edge_vmin = 0,\n",
    "                             edge_vmax = 1.,\n",
    "                             width = 1,\n",
    "                             with_labels=False,\n",
    "                             font_color='white',\n",
    "                             node_size=.01,\n",
    "                             node_color = 'w',  \n",
    "                             alpha=1)      \n",
    "                ax.set_aspect('equal', 'box')\n",
    "                plt.tight_layout()\n",
    "            except:\n",
    "                pass        \n",
    "            plt.tight_layout( )\n",
    "        plt.show()\n",
    "    else:\n",
    "        print ('not enough data for this node')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "codebooks = SOM.denormalize_by(som.data_raw,som.codebook)\n",
    "unq_bmus = np.unique(bmus)\n",
    "xy_som = som.ind_to_xy(unq_bmus)\n",
    "\n",
    "\n",
    "def query_nodes_new(Measure1='Load paths mean',percentRange1=[3,99],Measure2='Load paths mean',percentRange2=[1,99],plot='Yes'):\n",
    "    from IPython.display import clear_output, Image, display\n",
    "  \n",
    "    codebooks = SOM.denormalize_by(som.data_raw,som.codebook)\n",
    "#     codebooks = codebooks[unq_bmus]\n",
    "    DF_som = pd.DataFrame(data=codebooks,columns=list(som.compname[0]))\n",
    "    percentiles = list(set(percentRange1).union(percentRange2))\n",
    "    percentiles = list(np.sort(percentiles)/100.0)\n",
    "    som_stat = DF_som.describe(percentiles=percentiles)\n",
    "    try:\n",
    "        \n",
    "        ind_sel_nodes = DF_som.loc[\n",
    "            (DF_som[Measure1] >= som_stat.ix[str(percentRange1[0])+'%'][Measure1])\n",
    "            &\n",
    "            (DF_som[Measure1] <= som_stat.ix[str(percentRange1[1])+'%'][Measure1])\n",
    "            &\n",
    "            (DF_som[Measure2] >= som_stat.ix[str(percentRange2[0])+'%'][Measure2])\n",
    "            &\n",
    "            (DF_som[Measure2] <= som_stat.ix[str(percentRange2[1])+'%'][Measure2])\n",
    "        ].index.values[:]\n",
    "\n",
    "        if plot=='Yes':\n",
    "            xy_sel = som.ind_to_xy(ind_sel_nodes)            \n",
    "            fig = plt.figure(figsize=(16,16))\n",
    "            plt.rcParams.update({'font.size': 10})\n",
    "            \n",
    "            for i in range(codebooks.shape[1]):\n",
    "                \n",
    "                ax = fig.add_subplot(5,4,i+1)\n",
    "                col = codebooks[unq_bmus,i]\n",
    "                mn = col.min()\n",
    "                mx = col.max()\n",
    "                col = codebooks[ind_sel_nodes,i]\n",
    "                x = xy_sel[:,1]*1  \n",
    "                y = som.mapsize[0]-1-xy_sel[:,0]*1 \n",
    "                sc = ax.scatter(x,y,s=20,c=col,cmap=plt.cm.RdYlBu_r,edgecolor='None',vmax=mx,vmin=mn,marker='o',alpha=1.);\n",
    "                eps = .8\n",
    "                plt.xlim(x.min()-eps,x.max()+eps)\n",
    "                plt.ylim(y.min()-eps,y.max()+eps)\n",
    "                plt.colorbar(sc,shrink=.5,ticks=[mn,(mn+mx)/2.0,mx])\n",
    "                plt.title(som.compname[0][i])\n",
    "                plt.tight_layout(pad=0.001, h_pad=0.0, w_pad=0.0)\n",
    "                plt.xlim(0,som.mapsize[0]-1);\n",
    "                plt.ylim(0,som.mapsize[1]-1);\n",
    "                plt.xticks([]);\n",
    "                plt.yticks([]);\n",
    "        return ind_sel_nodes\n",
    "    except:\n",
    "        print ('change the values of the sliders')\n",
    "        return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ind_ = query_nodes_new(Measure1='Load paths mean',percentRange1=[87,100],Measure2='Forces std',percentRange2=[80,100],plot='Yes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "node number:  73\n"
     ]
    },
    {
     "data": {
      "image/png": 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mxP3HdCcBjfkYLDYlrDF93M5kxkYGZyp6uErprC9f9opzIYT4ODR6I3GZT5Cy43l6W+spPnGI7/l0sdruw7bjd+fEU63RYg+L8wQlAqJSMPr60+kq97Ql6agrZai347Ze93bHZb3JOtOayh0MmRwfc4+9Jcrnhqv8rrUs+ef1saTarewr7iN114uEJm2i6twRynJfk2CeEGJJRh9/ZeVG5hMYm67zp0GdZP74KAPdbYwM9Cxr8ncpao2WoNgMTyhDpVbTWJxPQ3EeLZVXlyybP9ednC+bbAGEp2whIjWLoLg1dNaXK8dQlE9fe8NtvdZCtAYTRqudJxPj+JO9WXx7KJnx0TGKT76M6+qH0i5FCLFsWoOJ2E2PkpzzDF8N7OMfr9TR1NXt3fqjq5Xhge7bqpypN/u4Aw0hSghj+tY/BItfMHqLD4Pd7Qx03WSgq1W57WyZqYrRvXCFivlanHgqfNhDPKGN2fs2+wUwOtDHQLcS2vDs07Pvm7cVMEGlwmjxm6km4q4kYncE82VjDxXrH+X1n/2IinNH79ocjhDis8cRmUhYwnpM/qGecILZL5Ch3k53FYxGr9Yg/R1NyxrL9GYfwpIziUjLJjRxI31t9TQU5dFQlHdHK6tvey7D7Et4SiYRqVmEJm2kp6XOEwpZqLLdbGqNFot/iCe8MVOFQ6kaMj42MlMZpL2Jjvoy2m9cZ3ig97bfmxDisylm417S936FY3/3NYb7Oj33n925mus9A3zto6XHSnt4nDussYvJiXHqCk5SW3ByWePcXGqtnpiNj5C68wWG+7spOv4zGkvOLXh+vtC4PP06KTtfYKS/m+Ljh2goyb/9CvkqFUGr0olauxNnxnYGe9qpu3KCuqunGOhqWfLp8/0eHc5kdvzmX3HqR9+ho77s9o5HPNAkoCHuKrVGhz0iblYYIwWjj91zcW86lLFQwuxuuFsBjfn4BES4LxjOKuvf3uCusOFujdJSJ5PHQoi7Rm/2JXHb0yRufYqW6muUnHjZczL3UKAv/7E5Aefbd7a62FPNyB3IsIfG0tfe6FUd43bGNIPVD9/ACHwCIpTJhEDl9u/qX+E3fHbS395Ib1sDfe2N9LU1KFUxlnmibPEP9YRGZiovNblDI8rx9tysvaPxt2BPBm83dfEnRS7PvlJ2PK/0Myw4QempV+jv+GT7GQohVj5rQDgpOz5P1Nqd1H70ASWnfsFYdzPV+zaz6+Q1Kvo+XrsOvdmX8OTNhN+lCebZPu75skZnIDRhA+FpWUSkZDE63K8cW3E+7bXFH7s08y+2JOJr1PPoh0WEp2whdddBTD52Sk69QvXFY9KOSgixIKsjlMRtnyNm4yPcrLxCWe6r5KYY+VFlI39fsfj5nEqtweTr8FS9sPgH3xLGmJqa9FSwmAlDzFS2GO7tvO3zUb3JisFqpyw7/JaAxlJUKjVGX/+ZY54+Xv+Z71UqtXdoo6tlVmikZd6V53P914QwfiM2mJ2VU8RvfYqQ+HXUXDpG+Zk35DxZCLEsepOVmE2PEp+1H6dukhenivj10zfoaa1X2nt0ttx26BiUudqItGwi0rKwRyTQUllAQ1EejSXnvC4+3omPc86sBKzXKG1V0rJhCvf5ch6t1dfuKMRt9PFXQhsB4awKc/KtgAku7/h1jr39JqVnfnXXVrILIR5MIQnryf7Cn/DBD75Jb0ud18/+3zQnj4bZWf/+7S0CdDiTiVq7k6g1OxgbHqDuqlJZo7e1ftHn6YwW4rMPkLT9GboaKik6cYi2msIl97fUuKxSqYlM307q7oNotHqKT75M7UfHl5yjCIhKUUIZax5idLDPEzrpb29c8phmW6gSSURqNpue+33e+/uvM9Ap585CIQENcedUKnwDIzzVMRzOZPxCoultq1dK0rumL+65bnuCQq3RojNa0Bkt6E1WdEYzOqMVncmCzmBBb7LM+rlyn85kYWpykp82vMyXI15kbHiAseEBRocGGBvuZ2x4kFH37djQ7O8H3F+Dtz2ZrNbosIfHuduizFptXl/ubo+irDi/l4EUIcSDyewXRPJDzxGzcS/1hacpOfXzeU9u657YwJcuVPBh2+IrJnQmKwFzqlJ4qhm5x6rO+oolq1IYrXZ8AqfDFxGeEIZPQDhTkxP0tjV4BTEGO5spfOkhMt8uweIfOhPcCIxAb7J6esP2uR/f29awrPCGWqPFz90aZabah4PO+nJPW5T2upIlq33o1VDz+AZ2nCqist/7YqrB6kfS9meIz9pPc/klik+8THdT9aKvJ4R48PlHJJCy60VC4tdRmXeYsjOve7UV+WhPBu82dfFdd+jrdvgGOYlIzSLcXSK5paqAhqL8uzLBrDdZMfo6MPn4c3qtP9kXmxnq7WCor+vjBR5UKhwRiUpYIzULs18QTaUXaCjOp7ns4h212yp9dC3/VNXM/6m86bkvcNVqUne9iCMyibIzr1GRd5ix21kVLoR4oAXHrSEp51kCV62m+sI7VJz9lWeV2yuZCdj0Wp44X+Np56GELqaDGEoAw+TrYKS/xytwMRPGULbvtIWgSq3B6gjFN8jp/orEN8iJLciJRmegpfISr4Y183XDXrpa6uhtddHbWu++ddHf0XzH4Ted0TLnvQZ7fRmsNoZ6O7xCG9MVP5RQRwtHM2PoGh3nhfMVAFjswSRsfYrYzY/RWlNI+enXaKm6ekfHJ4R4sDmcySRkHyAyfRuNxeepyHuTF3TtfC0+nOSjt7/YRKXWEBCdSmSaUllOZ7S4q7rlcbPyowWrFN2Ju7kI0C80hgj3MfsGOWkuv0RjUR6NpecZHZy/pcBi/mK1k72hdnIuNRO9YS/xWfsY7GmnMu8wdVdP3tXfgxDi088vNIbdv/W3nP7J9+ZtAZLgY+TEQ2nEHr3M6J2sPVapCIxOVcIaGTsY6uugruAUtQUnvQIJ0xVI47fso6n0IsUnDt3WApTbGZdDEjaQuvsgPgHhlH74C6rOH/Vq0e0fkaAc79odTIyNekIZc8Mry7UryMaPN8UTtcBCyoStT5G47Wne+/vfuqNxXzx4JKAhlk05AU4jMnkTfpGJOCKTGBsZmHUhrJTOxkrUKjW62aEKo9kdsnAHKty3utkhi1n36Y0WVGrNTLhiZICxoQHvwIX7vrmBi8nxYUq/tIuMX15ErTMuGeiYOT4LWoOZybFRRofn7MvzvTvU4d7X2HD/Lcc3OjyARqvD4UzyhFbmluZvqyqgra70fv9zCiFWKN/gKFJ3vkBE2laqL7xDae4vFw15ndmZRnHPEP/lo5nggEqtwe4OL0xXxzDbAulsKPdUxlgsPKaEMCKUIIY7hOEbEIE1MJzJ8TGvQIXntr1hwZPL+co1g9K2xccRhk9gJD6B4fgGzOxTb/Z1hzca6GtrdN8q+xrobp03vKG01EpyV3FKUVpqjY16VdnoaCj3Ohl/yRnIn652Enf0owV/xzqDmbis/STnPEtXU/Vd7WcohPj0CIlfR8qug9hCoij78JdUnjsyb3n3f1ofw2qbha0nry/5miq1xt0bO4vw1Gw0Or2nbcjNyitLBifUGi1GH39MPv6YfB0Yff0x+bq33feZfJWfT4yPMtTbyUh/J/87rIvvtIeit9gx+fozPjrCUG8Hw72d7tBGJ8O9HZ7tIff9o4NLl082+wURnrqFiNRsAmNW01FXSkNxPo3FectaZR2k13LlkTWsPlZA19itFyNtIatI3fUC4SlbqDp/lLLcV2+79ZYQ4sGg1upZtX43SdufQa3VUZb7KjWX3/c617MFR3Hwob389ngFf775jxnsbpmpINHdMqf9SNvHbktlsNg84YvZQQyrfwiDPR30trmDFy11ngDG9BjW+GQmcScrlecFz3p+oBOzzUF/581bghu9rfWMDPR8vN+jRovZL3AmtOIfjMVvpoKI2S+YP7r4V/x8Kpgfnj3rNWmt0RuJ2fgISdufYWJ8lLLc16i9ckIqHQnxGafRG1m1bhfx2U+iN/lQee4tqi+84wk1++u1FD6yhjXvXaV9dOlxV2cwE5q0iYi0LMKSMxnsbvVUb+tsqLj9EvbLdK+qNBt9/JXWgWlZBMevo6uh0lNdo69tea0Dz+5cTWH3AL91RbmwqVJrCE/OJH7rARyRSdRceo/KvMN3rRWhEOLTy2wL5JHf/SEFR/6Z2isnFnxc9ePr+ZPrdbzs+niLjVUqNUGxGUpFivTt9HfepLn8MhZ7EOEpW6i9cpySU7+4o0oSdzIuO5zJpO56kaCYdOqunmJifIyItGxUKpUnlHE3FuT9aEMsyb4mtp8sWvAx6/Z/jYCoFI7/0+/L+bKQgIZYnFqrJzRxA86MHCJSswgZ7eIlfQ3faw1gfHQMjU7vFX7QGkxMjI54wgqecIOnYsXs8MNM0GH27ehQPxNjI17HodHpMVj8MFr9MFiVW6PVPmtbuV+lUvNvdf/BVyJeYLivm5GBbob7uxnu72Kkf3q727M9dwWK1mCaCYzMCpnoZ1fwmB0oMXqHP3RGC2qN1v1+ZkIbkxPjaDQ6HtV1ExUVws+6bNRdzcV1LZe22qJ79oeEEOLTwxGVTOrOgwTGpFF++g0q8n61rDTt/0hz8oQzmCebfTzBMHt4LP0dNz1VJNrrSuhpqfMa84w+/p7qF76eKhizQxizgxHTQYyG2+th7XYnJ88z4Y2IOcfpDm90Ns8KidTPtE3pbvOq2mR1hHnaojiikrGHxsxqTVXCX1ha8Z0c4bEPl76QqtboiNm4h5SdLzIy0HPn/QyFEJ8aSnnMbaTuehGtwUzxiZep/eiDRS/g5QT48J+ZiQu2n9KbrO7e2FmEJm6iv6ORBncoY7ossafahbvixXTQwjhnW2e0MNzf5RWs8AQt3NtDvZ0M93V4raKbG5zTm308+5q7X6PvTABEazAx3Nel7MPz+vPtt5PJ8VG0ehMhieuJSM0mPCWTkYFeT1ijvbZk3ip7v5cQxq/HBJNyrGDRfxuLPZjkh55n1YY9uApzKTn582VPaAshPt1Mvg4Ssp8kLmsfnfUVlJ1+lebyy55zMpVKTVhKJknbP4dfaAx1F97mnXUGdvzDv1PcfWcVMGZTa7RYA8JnBTGUEIUt2IlKrfYEKHpaZsIUfe2NS07CLnbOrNbqlfPhIGU/s/c9OTGh7Kdtdnijnv72xo8dOAFI8THx3s4M/iLlaTosiXQ0VFF+5nWaSs7PjOMqFaGJG0nKeQb/iASq8o9QkfemBOiE+IyxBUcRn32AVesfpu1GERV5b9JUdnHev5lLHl3Lv1S38LcVTfO+lsU/RKksl5pNQHQKbTeu01iUT0NxPoPdrff6rQD3to32NI1OT0j8OsJTs4lIzWJ8dMjd1jCfttqiBasnufZt4OC5cs603zpvZHWEErdlP7GbH6W7qZqKvMM0FOV97DaEQohPH53BzJ5v/IAbV45TcuLlRR/7zvYU+sbGef5cxV3bv39EAusOfJ3A6FSmpibpaqqm9qMPcF3LvaPzxDsZl32DnESt3cmqDXsw+fij1mhwFZ6m4MiP7urnScGeDI40dfG9xaqpqlRs++J/Z2pqirP/+ecyp/wZJwENcQuN3kh48macGTmEJW+mq6mGvvZGAqNTWddXzVccXex6p5Thgd45FSbcbUKW0c5kduDC6OMOWlimt20YLdNBDDtGqx9qrdYrWDETtpgOXvQw3N/N+HA/lb/xGOmvnEdr8sFotSmvaZkb6rBhsNgYGxlipL/rluDGzHaXZ3tkoGdZkxsz7VlmVRAxWrGYLXwQ3s/rj/4B75c10dVci8OZjNFiw3X9NPXXcmmpviYny0J8xoQmbiR110GsAaGUnPwF1ReO3hJSm49fWCzO9O1kpG/mrw3FfKExgOa6CqVaRH0Z4yNDmHwdyuTxdABjVhBjYnzUqypFX9tMIONOQhiLuduTGguFN6wB4RjMNvo7m2e1WZl5j4NdrUp1EXdrqoCoFP73+FWaNz/BX+aVcaPgFG0115f8HPNcsN390m31MxRCfHoogaxHSNn5AiODvRSfOERDUd6y/3iue2IDX75YyalWZVWzT0AEkau3EpmxHb/QWHpu1tLb6mK4rxOtwTSr4oV3tYuZIMTsyhYzwYiRwd47+oP+TsdltWVUEE0AACAASURBVEanhEN8/TH5ODzVOryO39eB0cfO+OiIcuw9HQz1KUERtUaLxR6MX+gq9GYfmsou4br6Ic3lFz3VSN7bnkLH6Dgvnl/epJDBYiNx29MkZD9JS/U1Sk68TEd92W2/NyHEyueITCIp5xnCUrZQ+9Fxys+8Tm/rzASozmQldtOjJG57mtHBXspOv05dwSkmJ8b4aO863mvs4I+vL79ksdFq96qC4RsUiW9wFBa/QAa622aqWcyqhjHc33XH7+9Ox2bPcQZ7V+2w+AUy0NU6p+rG7R/n/0yPYk+wH5tPFjGFmqi1O0ja/gx6sw/lZ96g+uK7Xi2nfIOcJG77HNHrd9NUco6y3NdkXBbiAabWaIlM305C9gF8A51UXThKZf5bi170soVE85WX/iuPtV/mJ6lfZGpqiqlJ5e9wlUaDWq1FpVIxMT7KxNgI46PDTE1OMjU5oTx2ata253bSff8kTCnbk9Pbk5PzP3Zq5ufej51kuL+bd/RFPG3YhkqtRqVyf6kXuFWpQa1CpdKgUqmU+9WztlXer4HnuSr349So1Co0WgNavQGNzoBKpWZycpzJiQmYmlT2oVKj0ah5ruJVfu9qHdUXjy3494Bao8OZkUNC9gGsjjCqzr9N1bm3lZayQogHnkqtYcdv/jV97Q1ceu1vl3z8N+JD+FpcKMnvLr5YYjmCYjNI3X0Qe2gspbmvUpX/FhPjo4QmbiBq7U7CU7PpaqykruAkrmu5y64It9zzZasj1N2+ZCdGqx3X1Q+pLThBe10JJl8HyTnPEbv5MRqKzlJ88ud33NZkmlGtpurxdfO20J5LrdWz+2vfp622mIIj//yx9is+3SSgIQClJ2l4ahbO9BxCEtbR4SrFVXiaifFxknOeYXJ8lGvv/oSh6stcf3Q9a979yKsEnUann1PRYmbbYLV5ghYGix9GHz/UGq1S4aK/m+GBbob7ujzVLkb6uxnuc9/f381IXxdjI4PLfi8LldK/hUqF3uQzqyqHXQl0zPreq0KHJ9CxeFWOEc/78Q50vBQVyJ+mRZL0fhHR6x8mbc8X6W2tp+rc2/gEhuNMz8HiH0JDUR6ua7ncrLh8V1a7CCFWHpVKTWRGDmm7DqLWaik+fojagpOLX+BXqXA4k3Cm5+BM345KrcF1LRdX4Wk+WB/Ez7pUnDDHegUxJsZGPZUvpkMKve7bsbscwljMJ7HqZJpXeGN2KCUwAqPFRn/nTc/vZKqzmf8I6Wff+SosiVtxZmzHZAug4fpZXIW5tFQWLDkOhySsJ3XXQXwCI+btZyiE+HTRGczEZx8gKedZuhqrKD5xiNbq22tppNHp+f8//xK2iX5+FvcMJl9/1GotACODfQx0tTDU0+YdtvCqdtG5rKDex/FJjMuzq3IolTi8q3JY7MGYbQFodHoAxoYHGehq4cs9H/He5Tz+9aPbmxTS6I3EZT5Byo7n6W1roOTEyzSXfzKfPUKIe0el1hCZvp3knGcx2RyUn/kV1eff9goU24KjSNj2NNHrdtNUep7y06/TXlfi9To/XB9D+jztp2ZXppgdxLAFO5manPQKNvS01t3VyhRz3e2xebrSh21OuxXfoEhQqecNbsxX6SNv12oKugb47Sve/cEDolNJ3PY0YcmZ1F45TvmZN7wmt/UmK7GZT5C47SkGu9spO/0a9YWnJdQsxAPCYg8mbss+4jIfp+dmHRX5h2m4fmbR8VFntJC+9yusWv8w+suv81dpVna8X0Fg3EbCkjczOthHU/lFmsou0d1YBUzNCTloUKlVnqDC/GEJd0hiVvgBlQq1es5zFnu+WgNTE+TvjmLryQbGxyeYmpoV7pgV9Jgd6vB8zQ6ETG9PTcDk1JzHLHzL1BRGHzshCRsITdxIQHQKna4yGkvO8U1qycrcyB+MpDGFmkuv/x0drsXbafuFxhCfdYDodbtoqb5KZd5hmisuy+ptIR5gW174QwwWG7k//u6yzr+m20+tfe8qbctoP3ULlYqItGxSd72IwWyj5OTL1Fx6n8mJsVseqtbqCU/eTNTanYQlb6K9rpS6gpPUF55edOHgYufLZr8gotbuJHrtDsz2YFzXcqkrOLngYjy92YeE7KdI3P40bTeKKDnx8i1/QyzX9LW/uKNXlvV4vdmHR775Q8rPvEHF2V/d0T7Fp58END7D9GZfIldvxZmeQ2BsOq3V13Bdy6WhKI/g2AxW7/0yUxMTFB77CY0l5wClJP6Pn3uO1qFhjgVnukMMNtRqDcP9Pd5VJwbcQYt5qlHcTuDidt2zCWeVSik3PSe4MbvtisEdRFEqgNgYHx3y/A4yNIPsqTjM3g8uMzE6jFqjJWbTo6Q9/AV6WmopfPcnDPd34UzfTmR6DraQaJpKzlF37UOayy56laUWQnw6qbV6YjY+QurOFxjq66L4+M9oLD2/4B/EKpWawJjVODNyiFy9nfHRISWUcS2X3tY6otbsVCZEgoL5wuhlvnbxJl0tysTqJx3CWMwnGdBYjEZncFcQUQIbWxMS+apTzf8YjKX87FvUXDqGzmgm0h2C8Q1y0liSj6vw9JLjsCMyidTdBwmKSaf87BuUn3ljWS1qhBArg9HHn6ScZ4jLfILmsksUn3z5tnqQag0mQhM2krj9aQJXrSZgYpDfC2vnK8druXHtNDerCpQVIStkAnSljMugrOyzBoQRkbaVtOS1fDdymHei93Klsonaax9SfuZNelpuLPt3p1JriF6/m9SdLzA5Pk7xyZdxXf1wWVX+hBArh97sS/yWfSRsfYr+zmbKcl/1Ks8+t41J5bkjVOYdXrBU8rYAX/51WwYH2u1YHNOBBSdmm4P+zpuzggouT2BhuSv57pZPcmw2WGzuwEaUV3DD6h/CYE+71+/jl85xfvv4WfLae+d9LZOvg/jsA8Rn7aersfqW9icqtYaItK0k5TyD1T+U8rNvUHXuiJwrC/EppFKpCUveRHz2kwRGp1Jz+X0q8w57VTNa4InEbNzL2ie+SldjJT2t9QRExPHD5jd4PfNL/Ps7x6i7dob+jvnbndwvy14E+AnQ6k2EJm4gIi2bv9RUM7ommz+/2sb4+BgRqdk0FOdT8PaPGOnvXvx1DCZWrX+Y+OwDaPUmKvPfovrCO4wOzj/GCyE+nVY/8mUiUrN4/wffuK2FZEV71/Fy+zDfL21kdKh/WcEOtUar/A2+6yDjI0MUHT9Ew/Uzy/4bXKM3Ep6yhei1OwlJWE9rTSF1V07QUJTnuY5osNhIynmWd/RFRB75yBP6MPk6cK55iKg1O/ENiqTh+llqC07QUnV12aFgjc5A7ObHSdn5PP0dzRSfOERz2fLOydVaPXqTlR9tTiRwvH9ZLbSnWR2h7PnGP3Lxl9+noThv2c8TDw4JaHzGGH38lVBGxkM4nEncrPgI17VcGovzGRsZJCJtK+l7vwxTcO3Yj2kszgeUwSJl5wtErd1FUvNlDphbefzV0wz0dDDc3+UpSbwSrJgJZ0+gQ6kc8tOcNQzEpvKaKoXSM697Lt6pNVpiNz9G2sNfoLuphsJjP6GjvgyTr4PI9O0403Pwj0yguewirsLTNJacW1G/byHE0mavyO5sqKD4+CHabsx/wqbWaAmOX4czfTsRq7cy1N2Oq/A0rsJcelvqlJ6uWQeIXr+bjvoyKvPf4snhGr6eEEby0cuf8DtbnhUzLs/xXk4qHWOTfLNZS3zWfiLSsmgsPk9l/lu01lzDZAsgcvV2nOnblz0O+wY5Sdn5ApGrt1Fz6V1KT/1SyocKsYJZA8JJ2fF5otbsoPbKcUpO/YKBzuYln2f08ScoZjWBMemExK3DN8SJChU9N2spP/sm2so8jm9LJPbwOUYmV96fWyt1XP5f6VHsDnXwcGEX8VufwpnxEDqjhcmJcVqqr9JWXUhrzTU6XOXzrsLxolIRnrKF1F0vYvLxp+TUK1RfPHbLynAhxMpiC4kmafszONfsoKHoLGW5r9HVWOn5uc5kJW7zYyRsfeqWNibzMdsCidn0KLGbH+ORoUrGfIz865kCOt2tpvo7mu9LRQerI4yAqGQcziQczmRGh/o51PYm+1lPh6uM9rrS+3KhUqXWYHWE4hvkxBbkJGVVAt9JNvOXPVFUXniH6ovvMtTTPu9z1Rrdku1P/CMSSNz+DBFp2biunqIs91V6PmZJaSHEvWew+hGX+TjxW/YzMtBNRd5haq+cWLLqm8U/lJiNe0jY+hQ6g5mpqSnabhTRdqOQtprrHFk1xfG2Hv6ooGbR17lfVuI583QZ/f3FPfSFJBO4ajVBsRkYrX6o1BqaSi94Wv4tVe0pIDqVhOwDRKRl01CUR0XeYdpriz+hdyKEuFdiNu0l/ZGvcOzvvsZwX+eynxeWvJnPvfRtvjlxiT/WbEVrtDAxPsroUD9jQ/2MDvYxOtTv+RofHcYW7CQoJp3B7jZqLh3jZmWB+/F9jA4P3PYiFZ3BTERaNlFrdxIUm8HNiisM9bbjzMihsSiPI4mD/MbUVlzXz+KITMQvLI6GojzqCk7eUUV6lVqD3mRFZ7JisNiIXL2V6HUPo1JBa3UhA92t6Ixm9CYrerOPcmvyQW+0ojdbQaVidLCP9WPNbDL18Nw//hudjVXL3r8jMokdX/1rTv3oO9IS8DNIAhqfAWa/IOVCf0YOfqExNJWex3XtNE1lFzzpufDULNL3fgWVSkXhsZ/SUHQWUMqfpe46SGjSRirz36L89Ovss6v5qzWxxBy5eD/f1oJW4slzkEHLlT1ryHi/kDFbCCm7XiAybRvVF9+l9MNfMNTTjlqjIzbzMdJ2f4GupioK3/0xnQ1K7+3pD4fIjBwCV62mpbIAV2EujUV5i5Z8EkLcX0arXVmRvWUfzWUXKT7xMt3Nt048aHR6QpM24UzPITxlC72tLlyFp6kvzKW/oxmNTo8z4yHit+zDJyCCqgtHqTr/NgOdNwHw02ko2ruWde9dpfVOStDdYytxXAaoeXw937lWy2sNykpLvdmHmI17ic/aD0BlvlJVY3SwD4PFRkTaVpwZOQTGrKa16iquwlwaivLnXWlitgWSlPMssZsfpb7oLCUnfr70qiIhxCfGPyKBlF0vEhK/jsq8w5SdeX3R1WY+gREExWR4QhkGsy/dN2+gN1mx2IOpzH+LstxXvVZuVz2+jj8tqudndSsvpLVSx+X8Xav5qLOf3ym44bkvOG4taXu+iH9EAj03a9HqDfgERtDVUElrTSGtNddpqy1atGpU4KrVpO56EUdkEmVnXqMi7/CKqTIlhEAJVCVvJnH7s9hDY6jIP0xl3mGG+7s8D1lOGxPPy6k1RKRmEZv5OIHRadRdPUnVubd5I15P5eAov3Gh4pN6Z4AS6gtwusMYUck4IhMZHx2hw1VGh6uUDlcpAx1N1Hz9aXad78MvIhGHMwmt3uB+TBntrlI6XGW3Ncl+N/zLhjgSbBaeKh8ibssTRK3ZSVttEVXn36ax+NyC4Zal2p8YrXbisw+QkH2ArqYayk+/SmPphRVTaUoIoQiKySBh6wFCkzZTX3iairw36awvn/exKpUav7BYz/lyUEw6epNy8cp1LZeyD1+lq6nKa9z4wboY1totZJ9Y/orjT9JKPGf+YnQg30uJJO4d7zL6ZlsgzrU7SM55FoPVD6am6HCVKufKN67TVlu84Pmv3uxL7KZHic8+wPjoEJV5h7nx0QeyQFCIT6GQhA1kf+G7fPCDb3qdey1GZ7Ky/smvExK3jtWXfspXDZ1EHL4AKNV7psMJOpMVvcmK2S+IiLQsgmIyGOppp6e1jqnJSXd4wR1gMFvR6k2Mjw55Ah1jQ/2MDPYpYQ/PlxL6GBv0/n50qA+rI5zsL3wXiz0YlUpFc9klft5zjN/f/D1QqWitLiTv5/+TybHRmf26j0FnsmKYdcyzf66bfpzZikarnwmgzNq/zmDGFroKrc5AU9klmsouMtLfPXO87sdOjI2S5mvkWE4aBzsCCXzsa5TlvkrxiZeXHQKPSM1m03O/z/v/5+v0dyy9YEg8OCSg8YCyOsJwZuTgzMjBJyCchqI8XNdyaS6/7LWyJDwlk/S9X0Gt0VF47CfUF52FqSkCV6WRuvslHBGJlJ5+lcq8w4wNDwCgBW7s28DeD4sp7lt5J2or8eT524lhfHlVMKnHZnppm/2CSN7xPDEbHsFVmEvJiZ/T196AWqMjbssTpO4+SFdDJYXHfuIJaoDygRmRmoUzI4fg+HW03yjCdS2X+utnPvESrEKI+VkdoSTv+DzRa3ctuCJbZzATlpKJMyOH0MSNdNZX4CpU/l+eXpXmG+QkPms/qzbsobOhgsr8t7xKO89WvHctP77RwvfLV1ZJUFiZ4/Jqm5l3tqew6shl5ou0BMVkEJ+1n/DUTBqK8qnMf8tT9URntBCemoUzPYeQxPV01JW4x+Gzt0yae/UzrCmi+MShJXvDCiHunZD4daTsOogtJIqyD39J5bkjt0w8qtQa/MPjCYpNJ3BVOkExqxkfG6Gt5jqtNddApSZ67Q6sjjBKP/wlVeffnnfy8u1tyQyOT/Lcufknse+nlTguA7j2beDz+eXkd9xa9t4WsoqUnZ8nIjWb2oITtN24jm9gJIEx6QQ4k+nvbKa1upC2G0poY7C7dd7XSN31AuEpW6g6f/SWUI0Q4pOlNZiI2fgoSds/x9jIIGWnX6PuyknPnMUtbUzy36Iy/60F/7/1CYwgLvMJYjY+Qm9bA1Xn38Z19UPPCu8/S41kf7g/a9+/ds/ek85owT8ycSaQ4UxGqzfSUV9GR50SsuioL5v3PcwtpW/ydeCITJoV7EhifHTIK7DRWV/umau5F67uWcObjR38aXE9oJSgjsp4iLjMx/EJiKD60jGqzx+lr71h3ud72p9s2acEMea0P1FrdESt20ny9mfRGkyUnX6dmovvMj668uaahPis0BktrNrwCAnZ+1GpNVTkHebGpWO3LBDT6I0EOJM9gYyAqBQGe9ppq7mORqcnPCWTmkvHKDz20wXHqewAH36+JRHnEakGulyvZiViVKvZd3bheYXI9O1sePJ36O9sprOxAntoHA5nEv0dTe7AxgLnyyoVIfHrSch+kuC4NdQWnKAy7/C8C42EECuPX2gMu3/rbzn9k+8pcxfLEJacyebnvkVDcR4FR/4Z7cgQVfs28FuXq3mrucvrsbdczzr5c/ra5j8HBOVcXjtdfcIrIGGdU5Hi1vCE0ccPtUbHxNgwQ72dSquTyQn+3VrIrw2vR2OwYPJ1oNZomRgdZnigWwlYDPbNG7iYDoGMDPV5/WypIJrXYo/Tr1GR9+Ytn2mvZyWyyeFD5JHLmP2CyHz+2xisfpx7+S+XPX4mbH2KxG1P897ff11aTn2GSEDjAWILjsKZkUNkRg4mH3/qr5/FdS2XlqqCWy7mhSVvJn3vV9DojEow4/ppmJoiLHkzqbtfwmwLpOTkywuWAb78cAbHW7r5w8KVV4pyJZ48v5+TSuvwKC9dqLzlZwaLjcRtT5Ow9SlaKq9QdPwQXY2VqLV64rc8Qequg3TUl1F47Cd0zSmPpNWbPBd4w5I20tlQievaaeqvn16w7KgQ4t7xC4slddeLhCYqVYfKTr/mtSJbb/YlIk25sB8Ut4a2muu4ruXSUHTWE7BSa3Q4M3KIz9qPb1Ak1RffperckSUTtIc2JxBg1PFI7v0pR6lSa9DqjWj1RjQ6g3KrN6DVGbmSZiDjah/jo8NMjI4wPjbMxOgw46MjS5eov0f+OiOKHUF+bPxg8T9YDBYbMRsfIT5rP5MTE1See4sbl97zTE5p9EbCkjbjTN9OWEomPc017uonpxnoavG8zux+hn3tTRQfP8TNipU5CSXEg0alUhOZvo3UXS+iNZgpPvEytR994Cl9qdWbCIhOISgm3ftif00hbe4KDcN9XUSv303Kjs8zOTlOyclXqCs4ueiKiK/HhfA78aEkvVuw4GPul5V4vrwn2Ma/bIwn6u3Fx0aTLYCk7c8Ql/k4TWUXKTn5Ct3NNQuEago9VTZ6Wmo9K7Mt9mCSH3qeVRv2LGtiSQhxd1n8Q0na/jQxG/dys7KAstxXvdr/3U4bE43OgDMjh7jMJ/ANdlJz8RjVF96Zt3LZKouBMztXE3f0CsOTy+uJvRi1Vo89PBZHZDIBUUoYw+wXSFdjlbsyxu21KlnO2GwNCCfAHfxwOJOwh8cx2N1Gh6uU9royOupL6WqsvivtnKbL6G87eZ0bA7e2MfANchK7+TFiNu2lt8WlBGKu5c7b8mA57U8CY9JJ2v4MIfFrqb54jPIzbyyr7ZgQ4u6wh8eTkH0A55odNJdfojLvTVqqrnp+brD6EbRqujrGamwh0XQ31bjPmZWKZraQaDZ+7ncZ7uvi8ht/v2QLI4PVj+u7UvihdR15w1qGejsZ6u1guK9D2e7rZLiv6760ooL7d86sN1kx+jow+Tow+fhj8vXH6L79P0MXeK1lgP+Vd37R19DoDKTuepGErU9Rlvsqpbmv4heySgnUzA2hu1vOdN+84TlfNtkCiN+yj7jMJ+jvbKYi7zCuqx/etzkcIcTizLZAHvndf+LKWz+kruDkko/XmaxsePK3CY5by7lX/oqWypmqPK59G6juG2bHh0WAct0xZdeLRKRmUX3hHUpzX71n1578IxLY/Py3GR3q5+Jrf8voQI8n0GE0W7n2/BaSf3qcof4exob6sIXFkvnct+hpqePS6393z47LLzSGlJ0vEJ6SSeW5tynLfdWzSK/qsXUMTkyS/t7MZ2bs5sdZu++rlOW+RvGJQ8v6HFu7778QGJ3K8X/6fWnN+hkhAY1POXt4vKdShlZvor7wNK5rubTduO5ZkTBbaNJG0vf+GjqDicJjP8VVmItKpcaZkUPq7oOoUFF84hB1Vz9cdND4h3UxrLdbyFqBJehW4oRzzePr+dbVG7zRuHA5Uq3BRPyWfSQ99Bw9zTcoPnGIlqqraHR64rbsJ3XXi7TXllB47McLt0hI3IQzYzvhKVlKi4RrubgKcz1tEIQQ90ZQTAapuw9iD4ulNPdVqvLfUpK9KCWNI9O34UzfjsOZzM2Kj3AVnqaxON8rcesbFElc5j5iNj5CV1OVp1rGcnvnPRPhz19nrCLm6EfeP1Cp0Gj1XsGJW0IUehNanQGN3ojWHaqY3tboZt/nfs489wGMj414ghcTY8rt1MQIP7OV8cWBdNRag9d+NDojKrV6VmhjRAlxuJ/rfZ9ye8v26DDj7u+9wh+z7psYG7nlM3G+MvpLCY5bQ3zWfsKSN1N//SyV+Udory3y/Fyt0RGauJ7I9Bwi0rIZ6LyJqzAX17Vcz4U/lVpD9NqdpO4+yMT4GMXHD1FfeHrez2whxMej1uiI2fgIKTtfYGSwh+ITL9NQlIfR4ueZWA6KScc32Km0y7hxndbqQtprizwhLJ3JSnzWfpK2fY7um7WUnPz5ssNVNp2WokfX8kJPKE1DY0yMjbjHKWWMnBgb9R7XxpTx6pMo7/5JnS+rNdqZzxudXvn80BnQ6A0zn0k6ZfvbgRMkj7Sx/f3l/X51RgtxW/aRlPMMvS0uSk69QnPZTAvG+drStN24TuuN67TVFNLhKkdnNCtB6ewnaam+5unXLYS4N4Lj1pC4/RmCYtKpvvAOFWd/5RVovZ02Jv4RCcRmPk702p2015ZQdf5tGorzl5z8rHpsHX9WUs9/1t5e+ymVSo1vcJS7KkYSAc5kbCHR9La6PK1K2l1l9NysveMLiXcyNqvUGmwh0V6hDd8gJz03az1VNjpcpfS2uG77fPNL0YF8NyWS+Dll9OdSa7SEp2YRl/kEAVHJ1F45SfWFo16VQGdbqv2JxR5M4ranidn0KK01hZTlvkpr9b2reiLEZ5lGpydq7U7isw5g8nVQde4IVeePMtzX6T6XSicwZjVBq1ZjsNppv1FEq7v6Qmd9GRNjygUksy2QdQd+i4DoVK4c/kdc13KX3HdYciaZn/8OXy39D9SREXzzcgt6sx9GX39MPkowwejrj9Hqx+hQP0O9SmhjOrwx3NfpCXEM9XYw3Ntx19tA381zZrVWj8nX3/O+lOCFEsIwzglhTIyNzPsezYOd/Cq4h//c/2ccPvoOlw7/cMmLeBb/UNY/+XXsoTFc/tU/0FhyzvMz73/jdAxWP/e/8XXaaq7TUV/K5MQEEWnZJGQfwB4WR/XFd6nMPyxl+IVYQXRGC3u+8QNuXH6fkpM/X/Lx4SmZbHr2WzQUKVUz5lYuO7drNaEmPRuKhknddZCAqGTKTr9OZd6bd32cnabRGUjf+xViNu2l4Mg/U3Px2LyPm1txDpS5n7SHXyJh61Nce/ffqMx/657Nq1j8Q5TFHusfpu7qKUpOvULZllD+o7aVP77uHRA3+wWx+flvYbTal1dNQ6Vi6xf/OwBn/+PPpPXfZ4AEND5tVCoCnMlKpYz0HGDKcxG+w1W24P+0oYkbSd/7FXQmK9ff+yl1V0+h1uiI3bSXlB2fZ6ivk+LjP6OxZPH07bQshw+vZK2MEnQanR6DxQ+j1Q+dycqVVD2pF9sY6e9muL/7vqWsp6XbzBxdpIz+XMrFhD2k7HxRuZjwwSEaSvLRaPXEZ+0ndeeLtN64zvX3frrgoK7WaAmOX6f8d5K2lYHuVqX8fmEuva31d/cNCvFZpVIRkZJF6u6DGCw2Sk6+TM2l95mcGMNiDyYyfTvOjBxsIatoKjmPqzCXprKLTIwOe15CrdERmb6N+Kz92EKiqbl4jMpzR+hvb7ztw4lM2khuopbvxzxDk69z5oKYVu+58Dc73DB/sMG7usWioYnpMIb7drEgyXwnz55fo1ozJ7SxQBhkdqhkoaCJbnaoZOY+jd7A1MT4zPGPDPP90n/ijzotvH72xG1/ThgsNmI3PUpc1n4mxkaozD/CjY/e91oBqFJrCIrNwJmeQ2T6NkYHe92f16fpbqp291rPJHX3Sxh96UAjfgAAIABJREFU7JSceJmaS+/JahQh7gKd0aKEKnKepauxihuX30ej03tNPLa5Jx1ba67RUV9xy8Sm2S+IpJxnid30KE2l5yk59cotlcwW4x+RwObnvsX3mt+mIX4tf189Blq9J4wwHViYHsdmj9mTE2OMj43OjLGzxu/ZAY/x0dk/G1Xum/2YRZ5/Y08KMcfLvAISGv1MeEK5b3qMNXgf5wIBi9nPn34czIT3pgMpynHOen/u9/F9ShjYvIf/dqaSgqP/uuzy9mqNlqh1u0jZ8XkASk69Qt2VE7d8Lhl9/Gd6oq9ajW+wk86GStpqCml3leEbFEni1qfoa2uk+MQhmstXVuBbiE8rtVZP9LpdJOU8g0arp+z0a9Rces9zTnw7bUz0JivR6x8mbvPj6C0+VJ8/SvXFY/O2NFrIka3JDE9O8mz+4u2nLP4hOJzJnuCDPSKe4d5Or/YiXY2V81aLuFN360KgRmfAHh5PgLstiiMqGaOPna6GCvfxK6GNpRZyvJaViF6tZv8iZfTnMvsFEbtpL7GZjzM60EfV+be5ceW413nytKXan2j1JlZt3EPS9meYGB+lLPc1aq+ckBWFQtwFPoERJGQfYNWGR+hwlSnjbl8nQavSllVdYZpaoyN5x3MkP/Q8FXlvUnz80JLjokanZ+2+rxGRls25l/8nXzN08GRkEGuOfTTv41UqNQaLTQk1uMMbyvat1SU0OoNXsGHYHWwY6u1QqnF4wg6dyxpLlhqXVSo1eouvchw2x8yxeR2XY/Fj8zquDob7Oj3Bl7m+nRjOl1YFsjGvlg1P/y6+wdHk/eefL6uEfmjiRjY8/Q3625u4/Kt/mLc1ldFqJ3BVmifM7heyiq6mak+VlMHeDqLX7iRm01466suoPHuYxpJzsuBEiPtIrdGy4zf/it62Bi699reLPlZvsrL+qd8hKCaDC7/8/+huqsHoY8do9cPoY8dgVbazA3z5Tt9F/i97Zx0W55W+4XuEgcGG4O7urgHi7tqkaZvUZZtaar/KttvubiXdunsbaRpp3I0QCAQiSHCCJySBBNcAvz8GCAS3lO7OfV25hjDf93EGOXO+8z7v8zzt/AQpxzeRfXpvj/PScGBo70PAkjWU5KUQ/8enndyob6e3eVlmaEng0hdoaWkmdtP7fbo4DQVlNRkOYQsJ9JvAK0lfsgIfymsrqasqo67yBnVVN9o/NnUbi/esR0iP3Ery4d7dNIRiCRMf+4DSvBTO7vxyxMavYHSgEGj8BRAIhOhZu7WKMsJorKuhoFWU0ddGsaG9D+7TVqGsJpMLM84dQyRRxj54Lo7jlnCjMJPkI+u5djFxwOPKm+XDQ3FZHLxSPtiX1i1CkRhldbngQqX1TUG59U1CRa3tzULW+twYhGIxdZVlckFGxTU2GRZwf6M/ElUZymoyGutqqK9umxjLWyfHG+0Cjo6TZkN1xbAvKvtro387cjvuMFwnrUAoFsvtuM8eQSgSYx8yD+cJd3E1O4HEAz9RXpzb83WEIvSt3eW/P26hNNRWyouECRGKDEEFCgaBQCjC0mcSLhOW03SzgQuH11GQGImGnolclOEejpq2IYXJUeQnRFCccaZL0V1D1xTboFnY+E+n7HIOmad2UpAYOajivJ6VK56zHkFFXYuX0n7ksoklqzbuo762ur1D+89mNDgbCUVKcvGGRIVJhtp84qTDlxPXkF5cy7nd35GfGDFwZbJAgIGtl9xVw9GP/MQTZEXv6trpKRCga+Eid7xyD6OluYn8xBPt4ko9S1dcJt2NtokdaRGbyezgwKJAgYL+o6KhjdO4xdgFz6WypIiGmkq0jK1pvtnI1ezEXjeX27hlWxnExbh9pB7fPKDCn1gixX36/Vj5Tubcrq94U5CNoZqUyUf7v9aWO020CszaBBNtgrS+BB6tgorezleSqPBZ7R6eUJ5GQyfhRpuIr76T2KOjCKR7kV7rMR3Pb32uvwI4VaGQjJneTI7NZ8zkB9G38SRuy4edOvz6g5GjP84TlqGpZ0baiS2dHK1uR6wsRdfC5VZuurkTVaWXqKsqQ1PfnMbaKpIO/UJ+QsSfLvhWoOCvSHvxPXgO1wszSIvYIhc+tc6/t2JMFtBQU95rjIm+jQe2gbMwdQ3mUuppsmL2UJx5ZlBdZY/bGrLazhjHfbdcIZTVZHIxRgdBQ3PTzU4xJdcL0kasY7CNkVwzS6TqaJs5yl9jq+hEKBJTmpdKaYH8NZbmp7bHLgKkT/fmo4xLfJk9CEdOgQBDOx9sg2Zh7OhHYXIUWTF7unXC6DP+RCDAyMEPp/DFjDGxJfPULjKjdnQr4lGgQEHPCIQiTF3Htjoh2FCceY66qutoGVqjY+5IVeklrl5M4lqrQ0Zfa2AT50B85q+mvDiXM9s/7ZejgpaxDWPveZ2y4hxO/76WhtqqYY2fEilJbokibnOq6Mmlok0U0R6pUnGd2spS6qrKSfbVJihH5dZ5rSKMru4et5w9ul5PLsJoqKkc0msDeYT2lboG7mmN0Lb2n4b3nMdJOvgL6ZFb+3xfFIrEOIQtwmXicrJidpN88NdeRdEiiQq65k631ssWztSUl1CSm0xzczO65o4oq8nIjN5FVszudrt/BQoU3DmClr+MsqomET+8ilhZequm1kF4oaI+Bi1jG3TNnbjZUEtLSwsSqToNNZXyWlllWXvNrK6yjMbaco6NN+OBHzaxr2hgrnMDQaKqic+8v2Fg68HpzR9yKbXv5vE+18sCAfbBc3Gffj8ZJ/8g+dC6EW2GW+vnwOxJk5gXdRklVVlrXbPD9199DEoqqtRXVyKWSAC4mp1IxbWCbr/3dVU3EImVmPrUF6RH/kHGyW0jNnYFfz4KgcYoRSAUYdjqgGDqNpba8hLyE+TFnIp+KL8MbL1wn34/Uo0xJB74mbyzR5CoauAYtgi7kLkUZ8STfHi9vIt3kBwf70pWVR0PxvUuEhEIRXKlc5voQmPMrYmqTXyh3vaGoYVYIqWuqlVw0aY0axVRdBJVtIosOkYEwG2d2gIBEqlGB3HHbV+vbTytwg+JVJ2G2qrWr9+mcivrIOjoPJ6G2so+F7+nJroTd72S1QOw0b8dI0c/XCbejbq2ESnHfiM7dg8IhDiEzMNpwl1cyTxH0oGf+lYFdiwSeoTR3NQkd9ZIiFDYOStQ0AciiQq2gTNxGreUymuFXDiynrqqMsxbnTIkqpoUJEaSnxjB1eyELsUcoUiMqZvcLWOMkTUX4+RuGYPNvB9jYovnjIeQGVmRuP9HcuIP8omHOT66MoIPne/7AneQ0SDQ6Mj3frbYqKsw8UQq+rbeeM58CIFAyLk933Syxx8Iyupa2ATMwC5oNjfra8mM3knOmUNd3qNA3lnf5rAilkgpSJLHkzXWVuM8YRlGjn5kRu8k/cRW6qpuDPXlKlDwX41YIsXMPQzHsIWMMbGlpaWFqtJLFGeebXXISOyXwMLQ3gfnCcvQMrIm/cRWMqJ3dNvt2xsmzoH4LXqGq9kJnNn+OfXV5Sww0WatZzfxU38yvTkb/RmstNTjlQ42+ob2PgQsfo7rRZnEb/tkwEU4bVN7nCfchZGDH1kxe0g7saXPLFqBUIS2qX17LrehnTciJQnNTTcpvBB1y0VFYTOqQEGvaJs54BS+GGPnIHl8xYmtVFy9ZfcrM7DAIWwhFl4Te40xUdHQxtp/GrYBM2luaiQrZg858Qc7CQgGQ1v81IpqK5pNndExd0Kiqt4aBXLLHWOk8qt7406vmaUyXXTNndpjW3TMHWmoqaI0P5WmwhQ2aeTjvCeOysahidSU1WRY+U7BNnAWQpGYrNg9XDy9v9tC3u3xJxmR2zrtc2gaWODQGoNTdCGatBNbuF7QuxuKAgX/66jK9HAcvwQb/+k0NdbTfPMmyuoyrhektwoykriWe6Hfa191XRN85z+Jpp4pcds+6d89tECAY9giXCffw5kdn5MTd6DT05kzvHkrpYBfBhg/NRQkqhqtQovbnTjkjhdN9dVsNilmcZER1eWlXUQYtZXXqau8cUeFvDkzfXjmfA7bO0Roq+uaELLiVRprqzi18Z1+rZulmjp4zX4UA1svzu78grxzR/v19QVCEVpG1p1c6QQiMTfra5Bq6nAtJ5kLRzb0OxJSgQIFvSMUSzqJLFQ0tNqbllU0tNCzdEUq06WhphJldRlNjQ2dmpHrq8poqK3GwNYDNW0jLhxex+X0OHldq6ay10bl4xM9yKqo7rP2N1gsfSbjM/dxcs8eIWHv9/120OzvellVpoffoqfR0DMjdtN7XMtJ7vOcwXBqojvx5TU8Gd/z90koEsvroxpjsPKZgm3wbEpykrl+KRuVDo3o8p+vNrQ0U19TKXfAu5RF2aWLrQKOG11+vqMhQUDB4FEINEYh/uELWOzlxWF0250y+pvrZmDrifu0VUhleiQd+Incs0eQaurgPOEurHymyHORjm6kqvTSkMf5uos5Cy2NmF0obVeEdRZbyB+VVNSor6mQTxiVZdRVt4ktOogdOggiGmqrhrTxOZRNjTZruo6vQblV2NHF0aNd/Vbe7szRLuKoLGt17bjOSZsmFp9I4vT1oXfb6Fo44zJpRXvuV0bUdlqamrAPnY/TuCUUZ5wh6eAv/RLxgHzzWi7WCEdL0ETsrm9JTzw55HEqUPDfhlPQLB7ydGN7nSqFF6KQGVhi7h6GQChqj60oybvQ7dylrmOMbdBsbPynUXE1n8zoneQnnBi0eldD1xSPGfdjYOtF8uF1ZEbtbL9WoI4Gv4+S+KmOjDaBRsJUT7YUlPBWyi1xjLlHOB4zHqSu8gbndn9DSe4gF+6t3YJ2wXMwtPehICGCzOidPYrgNA0sMHeXi+akMl0Kk05yNScZPUtn7Lwncvn4eo4f3qyIPlGg4DZkhlY8N202Ga5zaRYIKMlLJePkNi6lxva7w1kgFGHhOR7n8XchVJKQeuw3cuIPDfjvTaqpg++C1Wib2BG7+QOKM26JMcRAzmxfZp5IIbF89DjjjLZ5eWuwA0q32eiLlCS4Tr4Xu+A5JO77gYzoHQO+R1DTNsQpfAlWvlPkIoujv1Fe3H/RtKa+GdZ+07HynYJUUweaGmmM2sCWXb8qNkEUKLgNDV1T7p0ylzoLL6JjDpMds7t9Pu5vjIlAKMLY0R/boFno23iSn3Cc7Jg93Qo4BoJAIETfxh1zj3GYuYfxXNpPXLL15OUDsVzJuUBlSdGoEF/96XOzQICGrgm65k7cZ2fGCscxvCQcS15CBPkJx7manThkx1FdC2dsA2dh5hHO1ezzZJ3azaW0013m1I7xJ2WXL5J2onP8iUSqjm3gLJzDFqKdH8eGXesHFROpQMF/M0oqaiy+72UcDfVJUbOiJDeZotRYrl1M5HphRq8xpd0hkqjgOmkFdsFzSDm6kbSIzf26hlRTh6Dl/4eSspSodW91u8e9c6wTDc3NLOojfupOM5pEzR4yVXaHOWOxK57bZ2KBUITb1PuwC5pN7Ka1FF6I6tc19axc8Vv4NI111cRt/XhQTstq2kboW7liYOeNsVMAKhpj0LiRz5EDv5B1+siAr6dAwf8CMgNzVDR1O4svbvtYWWMMIrFSF4eF+tZCvYa+OSbOQUSv/ycVV/OpqyrrEt1k4hJMwOLnyE88wfnd3/RbBAHwdxdT5pvo4nlweJsA1bQN8V/8LKqausT89t6Am4YHul42cw/Hb8FqCi9EcW7X19020g2F/Nm+LIpKG1DtT1WmR8CSNUhlOpza+E6XlASxRIqKhhb6Np74zn+S9Mht3Gyo6+TK0faorC6jsa66S1JAfceolcoyKksKaaguo6lJsY8xmlAINEYRAqGIgKVrsLV04F+SRALe+5LLtf3LM9W39sB9+irUtPRJOvgLOWcOoalnivPEuzF1CZJ3jkVsHhYLSKFYgo3/NILGzec90RnuKdClrKr8lrtF5Y0OkSJlfarxhps7uakhEIrkb5itCjj5pKjV7s7hpanMK8ZVPFzlSNKBdRSmRA/Lxo/M0BKXicsxcQ4i89Ru0iI2c7OhFofQBTiFL+FyejxJB3+i4mpBv643xVDGR6G+7J/6DN+t/4WUY78PeYwKFPw3oKKhTdBdLzJGW5d31DPZWKZFvMSkPSboRlFmt+e1WYfaBc9B29SOi3EHyDq1q1P34EBRlenhNvU+zNzDSIvY0v53fzu5s3x4JD6bA8U95/Xdaf70zeYOtNnohxxJJK+m842LQCjCyncK7tNWUXb5Iuf3fDskpykVDW1sAqZjGzibxtoqMk/JXTVu1nd/Q6SuY4SZuzwGRV/HgJeSv+K053S2VWgT+XP/cmUVKPhfQEPfnFnPfcMUwxa004+x5KMvqK/p/82wWCLFNmgWjuGLqL5eTMrR3yhKjRlUzJFd8Bw8pj9AZvROkg/90m2sVNwkd45fK+f5hJHLPx0oo2leBkif4c2H6UV8lX2ly3MyQ0sCljyPQCggdtPaQc2FElUN7EPm4TB2AdeLMkk5upErWecGdA2ZoRVvr3iAMH8n1kTkcuiLNaOioKtAwWjA0nsSvgtWM+XiPjxk9QR/8jNNTU39jjFR1zHGJmAGNv7TqS67QtapPeSdP9rjmqk/CIQiDGw9W0UZodSWlZCXcJyCxAg+t1IZcPzUnWA0zc2Hwl0obmziiaxqzNzDsfAch1SmS0HiCfLPH+dKN46BA0GsLMXCcwK2QTNR0zIg+/Q+smP3dCnc3oo/WYhEVbNL/MneCR6YBE/knyrjOL3tY3LPKoqBChSAPLZvypOfYtVYyjOmNzB/7HkaGgYff2rhNQHvOY9xNTuRs7u+7LfLkKnbWAIWP0dm9E6SDv7S47zxmI0hT9sb49AhfurPRigUUzDHd9QINN73sCBcT4b/4Z7fu/SsXAlZ8RqX0mI5s/1zmhr7risIBEJsg2bhMf0Bcs8dJXHf90OK9HrL2545dlYkP/oJH36wlvjd3w76WgoU/DfiOWExa2eH83VGJZdr6js3Mld2jrroSUxg5OBH8IpXOPTp6m73miWqGvjOfxI9KzdObXyn24i5vrBUlXByojv2e85SM8T4KZCvzR3DFuIyaQWpxzaRcuy3Qa0lB7NeVpKq4z37UYydA4nf+jEFSZED/rrdMd1Qiy99bbDcPTjHVGu/aXjPeYyMqO0kH/q1W9GjiUswAUvWcPCTJ7pv4u+YINBDvI2hti6T6nI5UH6d7Rt/UIg0RhEKgcYoQaSkTOjKNxEKRZz48XUiwh0oqa1j7sneFWR6Vm64T78fdW0jkg7+TE78QbRN7XGZdDd6Vq5yi+aTfwxLVqqSsip2IXNxDF/MjcJMkg+vI9pFhbeTc/n5DlrQ9cVo2tT4wc8Wa0017i0Zg+ukFQjFSlw4uoHcM4eHpetOTdsQp3FLsfKZTN75o6Qc3Uh9VTkOYQtxDF/MpdRYkg78TGVJ7xEKydM8iSqp5PncWsIfepeCpJOc3/31kMenQMFfmbaNhOzYfahpG3KvWhVTtGuxffebHhcyatpG2AXNwsZ/BhUlha1uGRFdFMwDQVlNhsvEu7EJmEFWzG4uHNlAQ01Fj8cfH+9KdlUdD4yQBd1gGE3z8v1W+rzsZNpuo98dQpESdiFzcZ10N8WZZ0nY98PQOvIEAowcfLELmouBnRf554+RGb2T64UZPZ6yY6Iv9iFhPF/rSMap/bhPW8mFw+tJjfhdURBU8D+Nvo0nEx/7gIqr+ejse4e3rbTw3H+G6w19d++paGjjGLYQ26DZXMk6R8rR3yjNT+3zvO7QMrImYOkaWppbiP39fcqLc3s89mMvK/y0NQg+MnoKgaNpXjZSUSJusgdO+85SebOHjR+BALug2XjMeJCsmN0kHfi5XxvOtyMUS7D2nYLzhLtorKsm5dgm8hMi+rUuf93ZlPusDJhRrIn3slcpu3yRAx89rnA4UvA/jUhJGb8FT6Fv407kz2+gV1HIkQkePJJaSonHnF5jTIRiCebuodgEzmKMsQ058QfJitkzIJeb2xEIRRjae8tFGW6hVF+/LHd/OH+8k4voPBNtPvS0wmq0xU+Nork5Z6YPT5/LYcelzjb65h7hWHiEo6ZtREFSJPkJxynOODuk/Q2ZoRW2gTOx8p3CjUvZZMfsJj8xsss9lK6FMw5hC9vjT3ST9vGNvTqTT6RyRd2I0Pve4Ep2AvHbPhnUe4QCBf8tWPlOIWDJc9RXlbP//ftJnuLGT5kFnRwk+4uWkTW+C1YjUdUgbuvHXLvYv/WsSKKC77y/YWjvS9S6t/t0qNQQC0md7o3foQQu1/2JayuBACMHP+yC56ChbcBP0nOMiyolM2YvDTWVf964gFOT3IkpqeCZ87m9HqekoobfwqfRMXck6te3et136IhEVRPPmQ9i5hZKwt7vyIrdO+C9B22JmPNTPPm/xDyyfJdhGTibyxlxRP/6No31o8dNUIGCPwuZoSWT//YJD8R9QkNJIXOjBh45r2Vsw6TH/kPEj691OyebuoTgv/hZ8hMiOLfnG5oa6gY93swZ3vwzpYCfhlj7G2NiS+DSF2isqyH297V91qp6YyjrZX0bDwKXPk/Z5Vzitn445Gb2H/xssVJXYfyxwcenSGW6BCxZg6qWHqc2/LuLmwaAfcg8HMMXsf+jx3utCfRE0jRPztVL2B62hl3vrFTMx6MIhUBjFCBR1WT8w+9Qea2QUxvfpaW5CVeZlH1hLiyOTiemtOsCUNfSFY/pq9DQNSXp4C9cjNuPga0XLpPuRkPXmJSjm8iO3TMsN6XK6lo4hi3CLngOl9PiuHB0Q3tH8Y6xTtxsbmbhKLKgG02bGglTPdlcUMLbrTdBRg5+uEy8G3VdY1KP/UZWzAj9jI6sp/rGFRzDFuIQtoiilBiSDv7cbYHxeQcTHrM1xHnfOeqam1FWkzHuoXeouFpAzG/vKuybFfzPIVaW4rtgNQY2nsT8vhaXCctoamwgft2bJE3x4MuMIt5Pv/W3JBCKMHUJlrtlmDmQc+YQWdE7O2UlD3YcTuOW4BC6kPyE4yQd+LlfC8fXnE1ZZKaLx4HhtaAbCqNpXt4W7IhIQL9ugsQSKY7hi3EMX0RB4gkSD/w05DxyqaYONgEzsA2aRX1VOZnRO8k9e6STG0qIrga/BTkwIzINUcgyzNzDiPntPbxmPUxzcxPR6/9FTdnVIY1DgYK/Is4TluE562EKEiOJ/Ol1AGImuVNYU9+rHbKmvjnO4+/CzCOc3DOHST2+adBxfyIlCW5TV2IbOIuEvd+ReWpXnxuX/trqbAlxHFXxU6NpXn7J0YS7LfVw29/3+5aKhja+859Ex9yR05v/w+X0Qb4GgQBTlxCcJ9yFVFOXtIjfyYrd2+PmlUwsJHGaN29dKOC7nCuo6xgz47lvabrZyOEvnu5VoKNAwX8rMkNLQu97k+uF6Zze/CE3G2oRKUn4cuEifJtKWFlp0m2MiZaRNbZBs7D0nsT1wkyyYnZTmHRy0GInoUiMob0vFp7jMHUNoeJaAfnn5VGx1deLuz8HyJvty6wTKSQo4qe64CVTY2eYU7c2+m2oaRvKY/o8x6GpZ0pB8knyz0dQnBE/4NiENoQiJczcQ7EJmIm2qR25Zw6TFbO7i3OSVFMHu+A5fKJTQUlNDUt3H6GpsQGxshT/Rc+ibWpH5M9vKOZmBf9zCEVK+C54EjP3cJoa6tn/4SPUVd3gIWsDXnU2w33/Wcp7EsPehpJUHY9p92PpPZHE/T+SeWpXv/cHtc0cGHvPa1zLTSF+60f9LgQlT/Pk19xrvJt25+OKVNTHYBM4o939MiN6B7lnD5M33YMl6pMxcQmkMDmKjKidg49DHQIC5Db6C06mEnejf/b8lt4T8Z2/mpRjv5Fy7Ld+iy3GmNjht/BpRGIxp7d+RGle/wXtW4MdMFFVJrDV5cNn3t+w9JlEY101Ed+/OiQRpgIFf3WEIjHTnvmKjJPbUU45wv7wnmt/PaEq02Pq019yducX5J072uk5iaoGfgueQtfCmVMb3+XqxYG7ZtzOzrFONA6h9idSUsZ92ips/KdzbvfXZMfuHfKYhrpeFooluE2+B7uQuf3e0+mJ22t/Q8HKbyo+cx7v0U3Da/aj6Fm5cviLZwfUCNqx9uex6FmEIjGnNr4z5PEqGB4UAo0/GVUtfSY+9gGFyVGc2/11p8lgQ6A9DppSfA7emkx1LZxxn34/mvpmJB/8lZz4gxg7B+E66W5ESsrD7M5ghPP4u7D0mUTu2cOkHvuti43OozYGPGNvMqos6EbLpoa6WEja9O5t9HUsnHCZ2OZyso2Mk9uGx+VERQ27kLk4hS2mtDCdC4fXUVaci2PYIhxCF1B0IZqkg7+0FyXUxUKSp3nxXloRX2Td2rwSSVQIu+9NEAg48dPrQ1JaKlDwV0LPyo3gu1+hOPMMyYfWEbbyDa4XZXF6839oaW7iSVtDnnM0wXX/OVo09LANmo1NwAyqSi+1umUc79befiAIxRLsQ+biMuluitPj5e4NAygkDrcF3XAwWuZlgIwZ3qxNK+Kbi11t9HtCoqqJy8Tl2AbOIjt2D8mH1w9KsdwRgUCIkaO8M0ffxpO8c0fJjN7JjaJMzk7xIKW8hhWx8ggdh7BFOI+/i2PfvoiJUyBO45ZwZvtn5Jw5NKQxKFDwV0GqqUPw3a+gZ+lKdtw+4rZ82P6cl5YaO0OdmHcylTO3bVbqWbvjMmEZOhZOZJzcTsbJP6ivLh/0OAztfQlY8hylBemc+ePTAXVb5M7y4bH4bPaNkvip0TQvHx7nQlFNA/ed7j42rDuMnQLwX/Qs13KSid/+KfVVg/++6lq64Dx+Gfo27mRG7SAtcmuX6/0WaI+thhTfQ7fuy5TVZMx84SeUVFRJ2PsdaSe2KByOFPzPYBs4C89ZD3N2xxdcjNsPyMVwoSvfpLY4h/VmJby3bScfpso3K5WUVbHwnoht4Cykmjpkn946UZORAAAgAElEQVRLduw+qq93Y9PbD4RiCcYOfph7hmPiHEz5ldz2CML+ilhPT3LnxLVy1ijip7qw1sOSUD1NAnqx0e+IqpY+5h7hmHuEIzOwpCglmrzzx7mcHj9oJ0E1bSNsAqZjEzCD2vJSsmJ2k3f2SHuh9xl7Y1Y7mvJZ4MNkVIiJ+OH1dotva/9peM95nPO7vyYrZs+gvr4CBX811MYYELbqH4AAZfUxHPr0b1TfuHXPGz/Zg8zKWpbF9OGmIBBg4z8Dz5kPUpgcxfk93/Z7/SwQCHGeuAyn8CXEbfu4S/GwL34JsMNYKmHS8QsDOm/QCAQY2nphFzwHQwc/ChIiyIzeSWnBrWaOtnlZWU2Gtd807ILn0HSzkczoHeTEH+wxfmC4mWGkxRc+A7fRVxtjQPCKV2lpaiJ6w8AaPax8p+A16xEup8dxbtfX1FXd6PV4vzFqbBvrxJwTqZwrv/V9CVj6PHpWrqiojyH+j0/JVexjKPgfxXPWw2gZWnH8u5cBWB9gj6Osc+2vN5RU1Jiy+jNy4g7IRVcdMHUdK3fNOH98yK4ZHRlK7c/QzpuAJWsoLUgnftsnfc4h/WW41ssyQysC73qelqYmYja9P+BY8rbaX/CRRPJrhlYLaEOqqUPA0udR09InesO/O0erCwSMved1BAIBkb+82a+9h9trf2KJlJnPf8/ZXV9RkHhiWMasYGgoBBp/IlpG1ox/+D1Sj28iLWJzl+c1xEKSp3nz79QCNjdq4z59FTIDS5IP/UrumUNYeE3AecIyGmqruHB4PYUXooZlU1DLyBqXicsxdgog89Qu0iK2UFd5vdtjR40FXQdGy6bG/Vb6vORkin0vNvqaBha4TFiGqetYsmP3knp805CtlUC+YWXjPw3nCcupKb/GhcPruJZ7AafwxdiPnU9hchRJB3/hSzt13GSqeHWzEBAIRQQufR6ZoSXHvnlxSAUNBQpGO0KRGPfp92PjN53Y39dSVnyRCY+sJe/cURL2fd/p2MMLplElVmG9xwPknDlEZvSuYekCEAhFWPtNw33aSm4UZXF+z7ddusX6S+YMb/6dWsgPOXfWZUGkpIzMwAKZkRUyA0u0DC2RGVrxbsZ3PKEzg/LiXMqKcygvzqG8OHdYhGkDwURFQuxk995t9HtBKtPFbcq9mHuMIz1yK6nHfx9SNnrH69oGzMA2aDYa9RW8mLWewO3HO43RwmsCvgtWE/nj32msryFkhbz7JHbzB3+61aoCBSOJmXsY/oufpflmIwXJJ4nf+nGXY34PcsBSTRn/w4kIBEJM3UJxnnAXKmoyUo5v4uLp/UNyLFNW18J33pPoWblyesuHXEodeA710fGu5FbVcf8oiZ8aLetlgJxZPjx19iI7Lw1sw0YkUcF96srWbpxvyD49cBvmjmjomeI0bikWXhPIP3+MlGO/UXmtEA+ZKrvDnFlwMo24G53ft6QyXaY+9SUtzTepKr3MqQ3/pqZ89EQ/KlAw3CgpqxKwdA0yQysif36DilbHOCufyfjMf5Lzu78hK2Y3zzub8biVPqEp9ZgFzsLMPZTijLNkxezmclocLS0DX4eJlCQYOwZg7jEOY+dAyi5lkXc+goKkE4NyOPvI04oAXQ2C+ilCuBOMlrk5ZpI7p/pho98dUpku5u5hmHuMY4yJDUUXYshPOM6ltNhBCdnlomZ/bANnYmjvTX7iCQpi9xHppMRnmZf5OPsKVn7T8Zz1cKfCn6aBBaH3vUl58UViN61VWDkr+K/GyNGf4OUvcyk1FiNHfw5//hQVVws6HRPQ6ug240QKST04B+mYO+G38GlampuI2/pRv6MxQC7UClnxKgBR694elOPjXGNtPvIa+fgpZTUZ1v7TsQua3afYosu8LBBgYOuFfS+ijpHgR39bLFSVmTAI8YpcOLMcx/BFxG35iPyE4/0+V0lZFbep92HtP53kQ7+SHrmtx6bQuEnuXKyuZ+mpzp32AoGQkHtfR0VdC1UtfS6nnebM9s8VMYEK/qfQs3IjbOU/2PP+/e1CBQ2xkKRpXryTWshX2b03kQlFYsY//B4VVwuI23qrYUWiqtnqmuE0bK4ZHRlM7U+iqonPvCcwsPUibst/KEoZ+P5JbwznelkgEGIXMg/3aStJj9zKhcPr++0E96CVAS84mfRa+xssVr5T8Jn7BBnRO0g++Ev7mIRiCRMfXUtpfhpnd37R53V+CbDrUvvTtXQh/P632bv2wWGpQyoYGgqBxp+EvrUHoave5Mwfn5J79kiPx73q68oKM21ec32M80c2knvuGDb+03Aat5TyK3lcOLyOK1nnhmVMelauuExagY6pA6knNpMZtaNfSuCkaZ6sz73GO3+CBV13jJZNjT9CHBHSPxt9VS19nMYvxdp3KvmJEaQc3UjltaFbIwmEIiw8x+Ey8W5aaOHC4fUUp8fjGL4YX/9JvJr4GStjM4m41PONk+fMhzD3COfIV2t6tIhVoOCvjMzQkpAVr1JTdo2Y395DKtNh/EPvknzoVzKitnc61tpvGkHz/8b/cZpl//mUxJJhUP8KBJh7jMNzxgPUVpRybve3Q7bM3DHWiabmFhZEj8wmQbsQo1WAIRdiWCLV1KWypJDy4hzKLudSfiWXqmv5pD84E58/zqGuZ47M0AItQ7mAo7G+plWskdcu3CgrzqVxhIQbLzuZsNxcD7chxr+o65rgMe1+DO29uXBkAxlROwbdHdgRZZGQPSuWUe8eyOvHkzm7+9tOBQxDex/G3vM6sZs/oCglBq9ZD2PuMY5TG9+hOGP0RCcoUDAcKCmr4rtgNfrW7tRVl1NxNV9uw9hNAV5LScS5qd58VadFasAq6qvLSTn6G4VJkYMqAnbEJmAmXrMe5mLcfhL2/zjoTpRXnU1ZfIfjp5TVZGjomqCua4KGrjHqOiZo6BihrmvCE/k7+Uh/IlUll6gsvURV6SUqS4qoKimi6vrlIbtB9RevMWrsHNu7jX5fjDGxJWDJ8zTdbCD297XtBePBoqyuhUPoAuxD5nH1YiJrKmJpupzJ/B7W9Oo6xkx+8hNKcpIxsPXi9NaPyD9/bEhjUKBgNKJtak/ofW9wOSOeM9s/o6mxAZGSMn4LnkLP2o3In/7eLi5W0dDmzYeex640jVfz67kYd2BQXXMiiQomToGYe47D2NGf0oJ08hOOU5AY2WMTSX9p6/Q13xV/xzfFBAIhatqGyAzM0dSX/2tqbGBHy2kmlZlTfiWfiqv5VF8vHvL72EBpi3/pzplqoKhoaGPmHoq5xzh0zOy5lHqa/ITjFKXGDur9VEV9DNZ+UwkZN597UtcxZU9U+++BlrENYSvf5Gp2InHbPqapsR6RkgSfeU9iaO/DyZ/fGFCxWYGCvwQCAW5T7sMuaDapxzfhPHE5R796vnPHbQe2hziir6JE8JGkTp9XVtfCa9YjGDsFcG731+TEHxyQ6NXCawJ+C54i9fjvpBzdOOh5q23+ud2BYbjQs3bHPnguJi6BFCRFkRndd1xJb3vMKhra2ARMxy5oDg01le2xKMPRxHE7iVM92VRQwj+HYKOvY+5EyD2vcfViAvHbPhnQODX1zfFd8BSqMl3itn3MlczOBclVlnq84WqBx4FzlDV2FXAIRWLCH/gXjXXViJQkqGhoE/nT3xXRrQr+J1BSVmXG8z9w5o9P5Q3WHXjF2ZT7rQxw2neGhl6mzqDl/4eyqgYR37/SPseauo3Ff9Gz5J07yvk93w6pKaU3BlL7s/SehM/cJ8g7f4zze78dkflwJGp/qlr6+C96BnUdY2I2vd+vffk/QhwRAPP6UfsbDFJNHQKWrEFN25BTG/7dvo6VqGow9akvyDj5B+mR23o831FDhUPjXFl+Kp3Iks6Nfe7T70fHzJFj37wwImNX0H8UAo0/ATO3UAKWrOHkr2/1WFARCITYhy7AY8q9vN14nGOHDvCZhh8OY+dzJfs8Fw6vH7abS2OnQFwn3Y1UpkfK0Q1cjNs/oE3Zn/3tMFG9cxZ0QpESUpkOqjJdpJq6qGrpIdXUQVWmh0iizMbru1mkOp6asmvUVpRSU36N2nL5Y13ljWGJf+kPGTO8eT+tiG8HYKOvrCaTbwiPnc+VzLNcOLJh2H7OJs6BuExagVRDmwtHN/KN7Boyv7H8SxxE7O//6bJA6IhD6AKcJy7n2DcvUnYpe1jGo0DBn45AgEPoQtym3Nve7Wdg60XofW9west/yE+IaD9UKBLjM/9JjOx9ifjhFTY6qqMuhLCjQxNSGDn64zXzYVpamjm/51supw/PAvNhawPWOA5dxTsQIUZ5cQ6VJZe6nWOL5gVisr2rYlptjEGXa3cUbpQV51J+OYfyK7nDItw4Ms6FgpoGVg7ARr83tIys8Zz5EGNMbEnc/xMX4/YP6T3mCx9rwvVk+J3KJ/ju12hubiLq1390cjDSNrVn3EPvkHTgJzKjd2Jo503Q8pcpSIrk3K6v7lhRVYGCkUTPypXgu1+lOPMsymoyaGkm8uc3evz70jKyZtHDb7FaOYMZP+6kMHPo4mVNfXMClqxBpKRM7O/vc6NoaM4X5qoSoie647D3LNVNw1NsEwhFqGrpo6FrLBdi6BijrmMsF2PomtDS1ERVaRGVpZepKimisuQSVaVF1Ny4QvbjC3D8YT+qWoaot52va4yGjglqY/Spqy5vFW8UyR9LiqgqvUxlSdGQI5468oGHJWMHYKPfEwKBEPux83CbupKMk3+QfHj9kIVzIokKy2cs5fGxbrwefZGju77rcY6VGVoy6fEPuXBkI/YhcyjJSyVu60d3zPZagYKRxiFsEW6T7+H0lg/bO2/bHApuFGVyevN/uNkg34DVMXcibNVbkHKMLx1aCPvkZzIq+v+3IFaWYuIchLnHOIwcfCnJSyH//HEKkiKH3dUxd5YPj5/JZu/lkYmfUpKqo6lvJhdh6JkhM7BAU98MdR0T6qquU3G1gIqr+VRcyaeuooQz89yZlSpBTdcUTX0zVNS1qSotouJqAeVX8qi41nr81YIREzTPMhrDZz7WA7bR7wtlNRlmbqGYe45H18KJy+nxcrFGyqkBbd7bqKlwbJIHvzvP4JSKK8e/f5XS/FRA/rsTsPg5tIxtifz57+2CPXPP8fgvfJqkQ7+QfmLrsL4uBQr+LCSqmoTc8ypiJRVSjv1G0F0vEvHDK1zL6XmPQlci5uxUT15KyGVDfgkCoQj7sfNxm3IvF+MOkHTgpwGtXZSUVfFd+DR6li6c/PUfXC9I7/ukPpDHT1WwJiF3yNcCkEjVsfKbil3wXAQCAZnRO7kYt7/fLpT9KgQKBBg5+GIXPBcDWy/yzh1pjS8dHue8Nhv9oMOJFNQObX0rlkjxnf8kBraeRK17m5K8lAGdb+YWis+8v1FakMaZ7Z9TU3YVMZA205t1udd440JBj+eKlJSZ8Ohayi5dpPpGMU7jlhC17p+KZhMF//UELnuRluZmYje93+3zF6Z5EXGtnMfPdO+i7D5tFcZOgRz6/CmaGurkrhkLn0LH3IlTG/7NtZykbs8bLvpT+1MbY4D/4udQ1dIjZtN7lOaljth4RrI529xjHL4LVlOQGMn53V/36sA2mNrfYLDymYzPvL+RGb2TpIO/0NzUiJq2EVNXf8bpLR9SmHyy2/MiJ7hS3tjErMiuPwuBUMS0p78gO3Zfl+ZUBXcWhUDjDmMXPAe3qSs5/u1LPRbeNfXNCVr2Es1NN4n57T2m+Iey3EKPX0qaORaxo4tN3WCQOyuMx2XS3dDSwoUj68k7f3xQhaXZxmP4xNsaq6HewAsEqKhp3RJcdBBeSGW6ckGGTBclFVVqK65TW1FCTVkJteUl1FSUUFt2jYbaCs4v9CHkSD4SNW1UtVpFHDJdVGV6SNQ0qa8up7b8GjXlncUb7derKBmyXbyZVMKpSe447jtL1SBs9MUSKbZBs3Aav5Ty4uF2SnFj0qxVLG3I4o3oeC7V1BN014uU5KcSv+2THje92jY1In/+O1ey7lz3pwIFI4GqTI+g5S8hVpYSte6fVJUUYe4xDv9FzxD58xud/t6kMl3CVv2DusobRK+XK/6NVJSInezBM2cvsrVo4N17elaueM56BBV1LRL2ftdJDDIctFnQBR5OpLAfN/CdhRiWcoeL24QY8niS3oUYPTGgxbNAgJqWfvfCjbrqdrFG+eVWAceV/gs3cmb58OSZi+y+PDy5h23oWrriNeshVDS0Sdj7PfmJEQO22bdQlXByojsPx2Wxr7gMgVCE58yHsPAaz4kfXuu0ZlDXMWbio2u5GH+QpAM/IZGq47/4WcaY2BH161uK7kAFf1mEIjFuU1diGzCT2M1rMXMLRSrT4/i3L3VvgdtBaHd25xfs0Sthf1HJoCzZ28cgluA66W7sx84n6cBPZJzcPmzdyxkzvHk3tZDvBxA/JZKooK5thEZHF4xWAYaalh51VWWt7hdtIopbThi9xUj1JJwDudhBVUtP7ryhY9zuwKGhIxdxQItc7FFSJHffaBV/VJYUUVteMqDvV+wkd6JKKnh2CD+zjqjK9PBd+BRahpbE/v7BkNbPQiBthjfbr1axy2U5mgaWRP36jx7jx3TMHBn/8LtErf8Xpq7BmDgHEr3+X1zNHl6bWQUK7iQSVQ2Clr2MqkyHyJ/foKr0MgBWflPxmfsE53Z9RXbs3vbjbQJm4DX7UWI2vUdh0kkOTnBH3NzUpyW7kooaJi7BWHiOw8DOm2sXk+ROGUknh1UUdjtHx7mQV1PPqtODL6K1uWFo6pt3cMSQizLEEqlcVHEln4pr+e3OGJXXCrvtcrx9bhYpKaOhZ9ou7NDUM0fTQC72uNlQ2y7WKL+S1y72GKrrxk/+dpipSpg4gg04ElVNzNzGYu4xDj0rV4ozz5KfEEHRheg+i8PHxrvS0NTMjKh0jJyDCFz6Amd3fsnF0/vaj7EJmInX7Ec4s+NzcuIOAKCuY0TofW9QU17CqY3vKCICFfyl0TFzJHTVm+SdO0beuaNMeOR9ota/zeW0vu+533G3YIGpDuEZLfgsfIrailLitn0yYAcyXUsXQla8RnFGPPHbPxu0y9ztfOhpSZCuJoFDFO/qWjhjFzIXM7exXEqNJSNqx6DWZAMtBEplutgGzsQ2cBY15SVkRu8k79zRIXW2j4SNvpl7OP6LnyEjchvJh9cPaH9HpCTBecJyHEIXkBaxhfuvxzBdXw2nfX2vu5VU1Jj0xEdcSo2lOCOekHteJ+PkdpIP/zosse0KFIw2zNzD8J79KHvef6BdzHw7M4y0+NrXlrFHEsmr6byHaxMwA9fJ93Lgo8eoq7qBmVsofoueIe/cEc7v+W7EXDM6MsdYm4+9rbqt/QkEQhzCFuI6+Z5bLkoj3Bw90u75Eqk6XnMew9gxgLitH3UrgBhq7W+gSDV18F/8HOo6xpza8C+uF2agbebAhEfe59i3L3YRxCw00eZDb2v8Dp3nSl33kS2a+mZMWf05Bz95YljqzQoGh0KgcQdxn7YKK5/JHPlqDVWll7o8LxCKcB5/F07jl5K4/0fyE08QuPR51LX0eEE5jfroA0w+OrQFqkhJgrX/dJzHL6Om/BoXDq8fVI52R9ot6E6mcq4HC0wlZdVOIgu56EKn06OKhjaNddWdRRPlJdSUl3QSVNRXl/e6aOt1w1koQqqhfdtYdJHK9FCV6bQ/CkVKrcKP0vavLX9sG49cyNFTF90rzqYsNdPFfYg21kKREla+k3GZuJyG2iqSD6+jMDlqyIvWtJl+pDv48YtsIrnnj5O0/ydcp9yLlfck4v74pEdbZgM7b0Lv/XsXdwEFCv5KtNlvpkdubb8RtR87H9dJKzj27Yuduhz0bTwYe+/fSY/cxoUj6zv97f3H05IZRto47uv/TbKWsQ2eMx9Cy8iaxP0/khN/cMQWrklTPdmQf41/p96yoBMpSZAZWMrFGEZWrVEjFkhlesMixOiJYVk8tws3rFpFJHIBh8zAgsa66naxRk/CDZ8xamwfoo1+Xxg5+uE582EAuSNK2ul+n3sw3AWhgC6KdDP3cAKWPNelAKKiPoYJj7xPSX4qcVs+pKWlGUvvifjOX01qxGZSjmy445bYChQMBU0DC0JWvEptRSkxG9/FdfI9aJs5cOSr57rd8FXR0CZ4+csoSdWJWvc2VSVFzDfR5mNvawIGkI/aEQNbTwKWrKGsOJf4rR9TU35tOF5aO9tDHGmBLlEZ3UaRtAoilKTqVN8obhVdtDlatLphXC8etEvEUOZliapmt4IRDR1jJKqaVN8obnfb6C06pT/3EIPF1G0sfguepjgjnjM7vhhUgfd9DwvmmOjgtPcszYC1/zS85zxO0sFfSI/c2u163MDWk9D73uTYdy+hrCoj8K4XyIk/SMLe7xU52wr+cuhZuRJyz+vkJ0RwfvfXNDfdRCRRwX/h0+haunSKNBEIRfjOfxIjB1+Of/9Ke6HPTCohepI7j8Znsec2lwqJVB1T17GYe4Sjb+vJ1azz5CUcpyg5qleB2XAykPt2JRU1ufjCoDs3jButYgm5G0abcKKv9xEBYKQiwUxVgqpYxLpgJ3z3n6G4rrHPjTpVmd4td44OUSkq6mOoKi1qF4O0C0Su5vcvwnaqJ78N0UZ/IPT0e1CYHNVFhD3baAxf+NoQ3KGLXGZgQfgD/+Jyehzxf3zafu+iZWRN6Mo3uZabTNyWj2hqrEcoEuM1+xHM3MM5+cs/hhwrqUDBn4Fd8Bw8pj9A7OYPKLt8kcl/+4T4bR/3e49OQ9uId1c8iFbVFV6MT6cgcWB7ewKhCNfJ92AfMpfTm/9DQVLkYF5Gjwzlvl1JWRVL38nYB89FLFEhM3on2af3Dcl9abBrZoFQhLFTAHbBc9CzdCHnzCEyo3dSXpw74Gv1dA8xVKQyXYKX/x8iJQlR694ecKy1mrYhIQueZKHmTU6fOsj3p3p2Zu6IspqMyU9+ysXT+8iJP0joyjdprK0mav3bCvGcgv8qpJo6zFjzHRE/vEpJbu/C1yPjXLjZAlMjbh1n5OhH8N2vcOjTJ6mvrsBv4VNomzpwauM7I+6a0ZGe7tu1jG0IXPoCTY11xGx6n8prI7t2FEukKCmrkjXRDvM9Z0fcQVi+P/Q8Ny5lE7/tY2orStufG67a30Cx9JmMz7wnyDq1m6QDP2Pk4Evg0hc48MkTnerNadO92XPpOs/14UZlHzIPm4Dp7P/o8TuWOqCgMwqBxh1AIBThv+gZtM0cOPb1C91mr2oZWRO07CXqayqJ/f19tE3t8V/0DFkxe0g68BM2ahKOhjuzKjaTw1cHvrBUUlHDPmQejmGLKC1I48KR9b3a3g2U49ODyGgQ8kGjoVx00ep80eZgIRAIWsUNHR0rSltjSNpED6XDsnE5HIVAkUQFVU3dTg4cUi09VDXbRBy6SGU63Kyvk4+9ovW1lcndPN4wEnLzcjr3RQ3MKq4nBAIhpm6huE66G7GylAtH1pN75jDNTd0r4HrjLVdz7jLXxflAAgJlVfwXP4eWkTXR695GKBITuOwlKq7kc3rLf7rN9R1jYsv4h94l+fA6Mk7+MRwvT4GCO4KSVB3/hc+gbWZP9Lp/Ulogv7n1mP4AFl4TOPLVGqqvX24/3mncEpwnLCN6/b+6jR4RI++s3ZBfwuvJ+b1+bQ1dU9ynr8LQzpvkw+vJjNox4oWab0K9sdVU5VmBMzIDuaDhlhAj91aESHEulSVFI7IQ0xCLMFdV5uAEd9z3xlPaMPA5q0/6I9wozmGqUhVzKpMJ3D/y9pnmHuF4zHiQusobnNv9TZ+bv1MMZHzvb0fo0SRyq7uq3zUNLAi//22uZicQt/Xj9t8dJWVVwu5/m8a6ak7++hbNNxtQ1dInaPnLiMQSote/3d7pqkDBaMZ+7Hzcp60iYe93ZEbvxH36/Zi6BHPo86e7dcgxcQkmcMnzZMbsIunAz53mr4jxrlTdbGZmZP/XYBJVTbznPoaRvR9x2z6iMKl7i8ih8oCzLU84W/BAvV1rJIlR5yiSLi4Yl6ipKBmRbrKR6joRKUlQ1zZqFZuYtEauyEUcamMMOkWnmDbc4A2ycNt2fEQEZWJlKZ4z5E5EZ3d+Kc9T7yf6EjHxUz1Zcz6H3wtubcSo65ow9p7XaKip5NTGdzpt0rRh4hxI4F0vcuTL56itKCXwrhdQ0zYk6te3KS/OGZbXpkDBiCIQ4DJxOY5hi4j57T2KUk4B8kJ46Mp/cL0wndObP2zvAlRRH0Poqn/QWFtF1Lq3u4gAPve2Zry+DOf954bknDAS3N791tENQ1P/lghDU98csbL0ViRJB+eKntww2mhbD5urKWOuqoyFqjJmqhIs1JQxkSpT1niTgpp6LlTW8/Cc6eTHxaAlElBUW09edT0FNQ3k1dSTX1NPfrX8sfJmz+t2kZLyLeFG+6P845t1tVRcu911I4/q61doaWlud+ELOJRIUd2dj81rc1Ix9wjH0M6baznJrU4qkTTUVJIyzYujV8v529nOTkZKUnVCVryKkooakT++3r7nJpZI8V/8LNqmdkT+9HfKW4VDJi7BBN71AmkRm7lwZIOia1vBXwKRkjL+i59D29SeEz++SlNjA1NWf0bi/h87Ocj0hJKKGq6T78EmYAbKSftZay/Aa+13FNf2v/taXceIkBWv0Vhfy6kN/+p2HTQc5M7y4W8DcL7UNrXHLngO5p7jKc44Q2b0Doozzw7L3/ZwrJnVxhhgGzgLm8CZVJUUyV01EiL6LbTOmOHNe6lFfJczAjb6AgFO4Utwmbic+O2fkXvm0IBO3zfeDZOAUF5p8aOupooz2z/rV9SNVKbL1NWfk3x4Hdmxe/Ge8yimrqFE/vS6whFUwX8N4x9+j+sF6STs+77PY63UlDkxwY1ni5o5crVKvre37EWifn0LsYoafvNXk3P2MAl774xrxu10dL4UKUnanU/P7/mGrNi9fc63IiVlJN4GYSIAACAASURBVFJ1lFTU5I9SNZRU1JGoqKEkVe/wXOvnpWqt/9dASUUNJRVVmptuUlNWzPeiGJ7WWkhzCzTWVdNYW0VDbRUNddU01lbTWNf2sfzzjXXVNLR+vrG2uvVY+cd97c2LlCS4Tr4Xu+A5nN/zLVkxu6GlZVhc+AZLRzeN2N/Xomfpgn3ofKJ+fYuWpiZeNFZivp4KDrvj+iV0HP/Ie5Tmp5G474cRH7uCrigEGiOMSEnC2Hv/jliiQsQPr3bJ1hSKxK3K43mc2/01+QkR+C5Yjb6VG1Hr/9WpqPOtry2Buuq47e+/MktFQxvH8MXYBc2iKCWGlKMbe7TlHQxjTGxxGrcEB49Qnqk7wcNJ9VTeuNLFAeNObraMtM1RR5TVZO2OILccOHR52FiKxMGJj/efJCViCzVl/bey7gtDO29cJq1AU9+MlGObyIrZ3W8rQW2JmPNTPHklOY9fc29181h6T8J3/pOkndhCasRmXCetwC5oNmd2ftFuCdoRNW0jJj66lrzzx0jY+92wvTYFCkYKAztvgpe/TGFyFGd3fklTY71cPLf4WbRNbDn6zYvUV8m7+sQSKYHLXkRDx5gTP75G9Y2eb4Lvs9TjH64WeB48z41uxAdSmS7uU1di5h5GWsQW0iI292hpNxwIRWJMnIOw9p+Gub03zzbHsyoim9JLF0dEiCEWCDCRSjBXa9tslj+2bUBLhALy627iETKWK2dOI6GZvJp6Clo3l/Nq6imoad18rm2grmkYC3QdhBtahpas9HTB31iNd4qUyYrZS965Y71mCQ75ywtFWPtNxW3qSsouZXN+73eUXcru9tikaZ5El1TySHz3z4O80Bi07GXUxhhw4sfX2t9XhCIlgle8glRDm+Pf/5+8mC0Q4Bi2CNfJ93Rx3lCgYDQh1dQhcNmLKKtqErXubSqvFeI0bim2QbM4+OmT7fNyGyIlZbznPo6JUyBR697utmvEXkOFI+NcWXEqnYiSvjuwrHwm4z33cfLOHeP83m+7rNWHAz0rV+xD5mHuGsITkgze2B9NxtWrcleJ0kt3rFO8I705zo0UAoEQqUy3XbCx3MOdOaZi/nXTjfSoHWTH7O1WyD5UdMwcCVi6hvrqCmI3f0BVSVGf5+wY64SuspiQI11/xwRCEW5T78MuaDaxm9ZSeKFrt6CF1wR85j7Bwc9WU1VS1G63n3zoV9JObFEUAxWMWlTUxxC84lV5N+0v/2h3gGhzkLk9SkLHzJGw+98i+/Q+Evf/2O3vtkQIyTMDOKLpyDHXpVxOj5OLMlJOjcicOxCkmjpsWDiX1LoWos3Du7phXC2golXI0JMbRn/Ww3mt4oqC1vVvm9Di9vVv29ysIhJiJpW0CzssVOXXMmv9uKG5pVW8UX9LvNF63aLaBm72MMe0u260C0/kj22uG9pVV1h99TBj95/ptlnjTiJWlmLiHIS5xziMHHxxyzrMsmvROO6MoVvJt0CAx7T7sfafxokfXmsX48Ot6J2zO77gYtx+AFS19Bl7z2vcbKwnet0/R+T9R4GC4UJD15Sw+9/iRlEmsZv/g5JEypTVn5J+cjvpJ7b0eq5AKMI2cCbu01ZRlBpDwp7vqK0oJXqyJ1dr6pjXT1eGtmirO7GWOTLOhYKaBlaezuzxGJFEBSvvidgFz0FZXYusU7vJjt07LKIRsUCAsVSCrkTMrnFuOOw+PSwW9gKhCFPXEOyC56Btas/FuANkRu/otev8TtnojzGxJeSe17lRmMnprR/2K0Z2nJ4mvwbaMyUylbTyWmwCpuMx/UEupceRsOfbPl2k1HVNmPK3Tziz43Pyzh2Vxw4vfpbzu78mK2bPcL00BQr+FOxC5mIbMJP9Hz3W733Y/Uvn4mlvxsN1XqgbWtFYV4tYWQWhSExLcxON9bXcbKilqaGOm/V13Gyo5WZDHTcb6jo/11DHzXr5c40NtZ2OlT8v/5z8udp+je8DT0uCDXW5t9IU18n3UHOjmLzzEQgE3BJStIkqVOQCjI6CjOamJrlAolUsIRdOtAom6lpFFW3iitqqVqFFdQeBRVX7ONvWy0KxpFXgcfvXvCXwUJK2ikBU1NuFIW2iECUVNWhp7iDm6DiOW2NpqK1GSVkVa7+p3GysJ+nAjxywFfH8qQT29ENIKBQpIVaWIpao3HqUqCCWSDv8X4pYucPnJSooKUsRdfi//HkpShIpotaPBQIBTY0NNDffRCgUIbiczns5GzjhGM69779PU1PfP9t2p5fvX6Ekb3iazRX0H4VAYwSRqGow7sF/U33jCqc2/LuL24G2mQNBy16i+noxsZs/QEPXhOC7/4/LaXGc2f55lyKeilBI6nQvPs+6zNr0rhEpHVHXMcZ5wl1YeE0k98whUo5t6tQZPiQEAowdA3AavxRNfTPSI7chTTnCdn9LLHbEjph1fH+5kwKN7vD7f/bOOzoKMn3b1/SaTHrvvUAgPRAIvSNVQEAFdVdXXd11ravY++qude2iIIKAIqD0XlLpJaQS0nvvhZDvj0kmGVJIQpDf+Xauc3ImmT6TmXfeeZ77uW9TFVvG+DI8rgD3yPm4hU4nPymepMMbh1QFbO7og9+kZVi7jyDl+K+kHNtyQ/vmn0d746iUEd5DlqNWmfkcYpmc6HVvIpWrGLX0OeqrSonf9H43kYlMpWHCg/+isiCD+E3vG2yQDPyfRCiWMnKWdno27qd/6SIntOK5VxBJpBxd/aJuvTW2ciTqvjcozbpEws8f9GuiIX5yANn1TSyK6ZwSkCqNGTZ5Oe7hs0iP+53EA+tvaX62qb0n7mEzcAmaRFVRFpcTdpF77jCXpwcw7+hFTt2Edby5VKxXHO5adLaSSShuaiG7rntxOKu+ifJ20UrH5lk7QSjFSSXXXqdSW3i+foKw4/Id4o3s+qZ+WT33Rocd3/zYdAqt/XELm4GNVyB5ibFcTthFUdqZWxYHIhRJ8Iycy7DJyylMO825Xav1moNPe9vzsIcNfrvO0HjtxvfBb+JSfMct5vi61ylKa4/XEQgImfcY1p6BHPziKV1RSmPjSuQ9q6grLyRu43vdmt0GDNxOHAOiCLvzCdJitnNh71rarrXiETGbYVPvYe/Hj3Xbd5jaezLm3pcoz0kl4ef/9Cn+XRPmyQgTFSP39i5qVlvYE77oH8hUGuI3vq/XyBkKJDIlriFT8Yyci0gsJS1mG5cTdnFynBcbs4puuXW8ELDtaO61r7MdvzsZKbEPCSclNobs2vpOwVyXtbyq5dbv6y5MG8lPeeV8XinHK3IejiPGUZCcQGr01kFlhPeFQCjCJ+pO/CcvJ/nIZi4d3NCrE90ocyM2jfZm+pFEEqt7bx5bug4n8p5V5CfFc2rrf7tNMnlEzGbYlHvY+4n29aw2tyPy7lVcbW4kdv3bQx6hY8DAzWLjFczoZc+THr9D504kksoJu/MJzJ18Ofb9S3rW7B2ijfiN7/Vpce8aMpV7Js/iYUkawz5cQ1nN7bUv77Cd94iYjZX7CPyLzjBDUcis9fuoKMzqcfjBTCrW7X9vtB++XoQxEAe5/tYyhmJ/3hWRVI6xpQNvRI0mxMuO/8ijKEw/Q3rcDvKT4m/7d30zpZIT04I4N2Elz6zbTHpC9yGSDhwDoghf/JSeGAO0++Ko+16jNDORhF8+pLW5EYFQRMC0lbiHzyTmxze1E/cGDPwfw2H4GCIWP825Xd+SFrMdqULN5L9+RM75Y1zY832fl7X1CSV47qM01lZyaut/qcjrFDwM1yjZGeXHopgU4sp6X5elCrXOeff4D6/1OnQwlDzva89SJ0uG92Adb2LrhufoubgETaI44zxpMdsoSD4x4O/zHeu64/X7ZKUMa7mEosYWzlQ3sGjmNCpOxdPU0kJ2fbPeoEnHuprfhzCuN9TmdniMugP38BlUFWSSGrON3AvHuu1PV/k5sPgPstEXSWQEzXkEe/8Iote9SUlG3zHrZ6eO5GxlLSu7TJCLZQr8Jy3HK3KuNir44IY+hwpNbN2Y9Mh/iNvwDnmX4jprctmXOPHzB7c8wsCAgVuBkaUD0/72GXs//ivVxX07Lndg4TKMCXc/x/uJn5Mht+J5gS923qFcObWPc7u+oe1am65Br2vwyxTdmvedpymvEwL0cJn2n7a2tnahh1bg0dLUoPv7alMjErkKW3tX7jcuZm2zGyXFOdSW5utcKLqKKHSOFu1uFs0NNbQ01g3KBb43hrL3J5JIrxNv6Dt56Is+1GhsnDEzs2alJJ1Pio0pLcyirbW18/m//v9w3fN7talTVHNVJ57pENRcd5pOiFPfeb6u52lqQKbSELboHxhbOlBfVcLfm5IYUZbI0+Gr2PbW3f2O+HIMiCLojr+w470HbulgqYHuGAQatwiliRUTH3qPgpQETm37TE9ZrLUBug/38Bmc+vVTss8dYeSsP+ESPIX4je/pLER74jEPG570scd/1xnqepg0NrFzx3/SMmy9Q0mL2U7y0Z+HrCEjkkhxDZmG7/jFtLY0kXRoI1lnD+kW2Cuzg3n8dAa/5d+eyQONRISNXMLBSSPx+C2BhqGcxB4AH4x0YZSFMRHtIgiJXIXHqDvwiVpIbVk+SYc2kXspZsjU5sZWTvhNXIrj8LFknNhF0qFNPRZ8O3Ic+8z5FgjwHruQ4VPv5dzOb7gcvxP/ScvwjrpTa+MU+5ve2cVSBVH3vca11qscW/PKbbHYMmCgN0zs3Blzz4tUFWUTv+l9nUBCqlB3iuc2vKNbwzoKHzrLsn4SaKpie/t760L9Na2r0NiFZJ87zIW9a2moKr0lj0+mNsE1eAruYTOQKFRkJOwm48RuvUiLuMkBxJZW88TZzF6vp2NCz1nVpbg7BBN6XenP5lkA2MglukZi10Kzo1KGiUTci9VzI9n1zX1aPc+xM+OjQFdcd5zqfP5UGlyCJ+MeOgOZWkPGiT1kJOympvTWNE3FMgW+4xbhHXUn2eeOcGHvGkR15VycHsi/k/P4JL3/ea/WnkGMuftFko5s4tLBDbrj/Sctx3P0HA5++RTVxTmAViASMON+3EKn3XCPYcDAH4FEpiRkweNYugUQve51yrKSgE7HgX2f/k3/fSgQ4Dt+idZ299dP+mW7qxYLuTg9kP+k5PFxmv57SygS4zvhLnzHLybxwHqSj2we0saTiZ07XpHzcA6cqLVYjt6q1/D5LswDZ6WMiYf7zqDtDxqJqNMuv8uEtZNShp1CSnnz1W5it471+/SMYKL2ndVNeF8/pX2NNl1zseOn4zpy65tpucl9bE82+hKFGreQqXhGzgMgLWYbGSf29GuCr7+ozGwIW/gEKjNr4je932Pk46mpI0iuamB5/I2F1RK5irA7/4GZoxfH176m1/gAOh1hPv4rTXVVCIQi/CctxztqASe3fEzWmYND9tgMGBgsAqGIgOn34R42Q69JrbFxYezK1yjLTiLh5w90DRaBUETwvL9i5xPGkW+f18VG9ITfpGV4Rc7j0JdPczDQnJTKWpbF3R7rcrWFPR7hM3ELnU5teSGX43eQdeYQK+2NedbfiTuOXcJeJtYTPTh12Q93FTkMZj/cH4ai4Hwzjh47xw/n3eRcvs+uxDlwAh4Rs1GZWpNxYjfp8Tv75UB0K9gQ4YWnkYKpiTVE/ekdUo//qrcHvh6NtTPjHniL/GStgK7jc14sVRB65xOYO3pzbM3LOsGRjWcQo5e/wOX4nZzf8/1tF6QYMADatbZj2OTYdy9TlpOMSCpn8sP/oTTrEqe2ftrrZTXWzgTNfRQjC3tOb/+c3Is9x/etj/DCy0hByL6ehbFW7iMYvfwFci9Gc+a3z/+wZrmDXErclAB8d52m5uo1RBIpziMn4jl6DkpTKy7H7SA99vc+xa5yoQAHpaxnEYZKRsu1NjLrmsi4KiZLrKFQZkqlwpxGtSVorFCZ2dLcUMUz7mLeu9xKY3kB0poSjOrLsGgsx7GlEve2OlyUEqxkWkHH9S6hHZ8VPQnjOhCKxDgGROE5ag4aG2cuJ+wiPfY3XV3n4Hh/MuuauP/EH2ejb+83ioglz5Aev4Pzu7/rcU38m5ctf/eyw3/nGep7GDRRmVozcvaDWLmP4NyOb8g4uafXOri5sy8T/vwux75/iaL0s4ilCsKXPIXGxoWj37102z57DBgYDAKhiGl/04pE+4qGFwiEGFk5Yu7ghZmjN+7hMxCKpfiUJzPPuJJ3qh3Yv+HfN4xMHgq0Dg/XOzrIsXQdjlvoNCRyNQXJCXzfHMt6qSVvbNrSL2eGW8XtHs7+KHIkUydE8XCBFVYeQVQWXCHjxG6qirLaBS71eiKKP2Jf6RI0iYgFj/OnrO2Ujohie4M99dWlXDm1n/LcVMpzUvp0CAcYteyfXLvaQvym92/5/TXQiUGgcQvQWDsz4aH3SDm2haRDP+mdZuk6jIi7nqUy/zInfvkIuZEpkfe8SE1JHvGb3uuXqkmrUK3Ts3qzdAtg2KTlmDp4knx4E2kx24fMul2uNsVrzDw8I+dSlp1M0qGNFKWf6Xa+/eP9yb2BBd3NIBEIcFBKuxWRHdv/FgkEpNQ3MTpqHFVnT1LT1NxtWqSjAFHY0HzLnD4SJgdwtKSap85l6h0vEIpwHjke3/FLkMhVJB3ZREbC7iETNSg1lvhOWIxb6AxyLhzj0sH1ugZdx/3KrGticeyNswA11s6MvnsVjdXlxP70LjKVhlFLn6OlqZ74jf/SawALhCJGLX0WIwsHDn393C11CTBgoD8IBEJ8JyzBb+JSTm37r15Mj1JjycS/vEd+8glOb9eK5wQCISNmPoBL8BSOff8yZdlJA77NzZG+uJib807IkxSmnubc7tW35EtkZ4TJDKw9RpBz4TgZCbsounyuxy+7/x7hwhhLY+YdT+qX8EG7Zjb3W/jQLwQCsudG4LT15oQBPVk9X184701I8vowJ+yUUib30hA1sXXDLWwGriFTqCnJIyNhF1lnD92SeC6p0hj/ScvwiJjN9LPfE1ybychdJwd8PUoTK6Lue436yhJi17+t+8x3C5tB4KwHObz6eV3jG7T7hMjlL1CQ0rNLlwEDfwSWrsMZvfwFClNP6r0O7f0iiFj6HAc++4deFJ9CY8HoZc8jksiIXvfGgNzgnva24xEPW3y7uNNYuAwjYslT1FUUk/Dzf6gr778wqi9EEilOIyfgFTkXpcaK9NjtpMft6NFieZatKf8NdsPl91M9XJM+UqEAB4W0x8k+J5UMIQJdITj7OgFGbkMTTdd6/5p3o6KGqUTU7nak78LhqJRhK5dS2tTSOT1Y31U810hJ042nYx5yt+Yf3vZ47+x5WtnKbQReY+Zi6xNOzrkjpMZs61eedX9xGjmBkPmPkZcYw+nfvtCJQB52t+ZZXweG7z5DzQBspF2CpxAy/zESD6wn6fBGvc/kETMewN5vFPs++7vudswdfYi8ZxWlWUmc+OXDPzQO0oCBrvQW86CLhNj+GRkJnS4EMrUJUStfo6Wpnuh1b/QqoBIIhATPfwxrj5Ec/PJpGqpKiTA3YvNob2YevcSFqlsXM9cVkUSKY8A4PCJmYWLjSsbJvVyO+10nKgkxVfOAqxWzHS2p9BzO+dhosqrruwiBtetc9c3uh/vJH1FwNhaLdHtopy7fC1zUCrwiIvllzz6+TS/gZIX2f6uxdsY9YjZuIVOpLLxCetwOcs4f+cMatddP+Ss1lkx46D2K0k9z6tdPe52alyjUjLn7RcQyBUe/f0lvcKmnyJ7e4n0MGLgdyI3MGLtCOwR1/IfXaa6vRiiSMP7P71BfVUzcT//q8fu/TKUhYMb9OI8Yz4V9P5AWvbXPqWVjsZAL04N481IOX2V0Nm6EIjEB0+/DLWwGcT/9i/ykPzYWDyB1ZhCf5tUT7TYF1+AplGUnkxaznbxLsbRda0UAWPc04NG+pnXUOTIa28gQGZEnNaVcbk6dypxWIytkZjaoze2g7Rq1ZQXUlhVSW15AbVm+9u/yAuoqCsmeGcjI8/WozW1Rm9miNrfT/S43MqG+spS68nzaqoqR15Zg0lCOdVM5LlercBM246KSIREKenQJ1Qqfm2hs37MbWzniMWoObqHTKM9NJS16G4ddGnnsZBo7C/5YN0y52pRRy/6JTKUh+ofX9QT0HQ7fn6YX8O8bOHxbOPsRPO+vCMUSTm39tFeXPGuPQMaueIVDXz2rczb0GjOfgGkridv4Xq8iIwMG/q8RMP0+LJz9OPjl07rjBEIRxlZOmDt6Y+bghZmjF6Z2HjTWlFOWm0pLYx32fqMpzjiHjWcQc3P2YSWpZubn626LEMLGM4iA6fchNzLl/J41ZJ0+QFvbNfaP9yevqZUVsUPrPjpQbrdAI2FyAMfKa3nydAYiqRzvyHn4TryLovSzXNjzvZ7j4B/J4dlRSING8YkiiswLx3EKiCIt9neMrRwxc/BCKBJTnptGeW4K5TkplOem6vX4JDIls575jhNbPiIvMea2PIb/RQwCjSHG0nUYUfe/weltn3Hl5F7d8SKpnMBZD+I0cjwnfvmI3AvHdA3E660Xb8Q4CyPWjfJm0uFE6pwC8Z+0HIWRKYkHN5BxYk+/LPn7g8bGBd9xi3EcMY6sMwdJPrK5T1um53zsWe7cswVdf7GQifWm/7pO9VnKJBQ2NusVgbO7NOIquljpO2yNw1ou6TYt0vFjKhVT0NDco+Vndt3gCzAdNvpzjiZxpqr3QqulWwB+E5Zg6TqctJjtpB7/dUhyEkHb/PMeOx/vMQsozjhP4v4fuUNUxqvDnBmx5wyV/bSsForEDJ+2Eo+IWST8/AG5F6PxGbcI/0nLuLB3LanHtnQWQwQCAmc/hMOwSA58/mQ3W3IDBv4oVGY2jF72PAgExPz4pl7zzdjamYnXiedkKg2R97yEQCjk+JpX+m391RULZz/GLXmCD+UXefu3A3x2ZujVzWYOXriFTcclaDJVhVe4nLCL7HNH+sztHmGi4gkvWybamlPS0HhLokM6EElkqM1tMTK3R21hh9rcDiNzO9QWdhib23KPPIuvSoyoKs6ltiyfmrJ8akvzdb8PxXR0X1bPljIJuY1XefVCJoeLq3oV6HVYXruHzcDGK4i8xLj2CJTTQx6BEmBnx7ZwVw5MfZw3v/6SK6cHPkUtFEkIXfg3rNxHcGT1Kqrbmw32fqMYteyfxPz4JvlJ8brzS2RKQhb+DUvX4cSse8OQLWjgD0O3pwifRfym98lNjNadZuU+gqj7Xufw18/pvSYdh48lbPGTpB7bwsX9Pw5q6uDCtJHEldXySGIhgbMfxGHYGE7++gnZZw8NyeMysnDAM3IubqHTKMtJJu34NvKS4vq8rwIg+44QFhxP4kRFHZYyMc5KOY5KqU6E0bF+WcgkFDQ2d3fAqG8mu66RipuIIcmcH4nLr9E3PmMPiARg1zU+5TrBnEIk1NunX3//G1qvsW2ML1evXWNhTN+iC7naFPfwmXiOnkNTXSWp0dvJPL1/SATOEoVat389tfVTCs4dJGlGMN9mFPFW0sDdlFRmtkTevYrWliZi1r+l56AVsuBxzBy8OPDFUzoXApFUTtCch7H3iyDmx7eGPNbFgIEbYe8/moi7niH58GYSD66HtjbEUgVhi57AzMFbG2nSxR3DzNGbcfe/QUbCbs7tXt3rJKxQLCXy7heQqTQcWb1Kb5+3LdIHS7mE0Qcu3NLHZmrviUfELFyCJlGancTluB3kXozmWutVlCIhCxzMWeFihVwkZE1mMZOtNazLKef33FvjfHcj5GpTJAo1J8Z74bP5wG25D7NsTbnHzYb9BeWscLGiofUaazKL+TW3jPrWawhFYhyGReIRMRszR2+yzhwkPe53KvJu7VR3zKThFDe2MC+6sxkgUagZ/8CbNNZWEr3uzV5rYAKBkIAZ9+MaMpWj372oJ/TT2LgwdsWrlOemkLD5A61oVCDAf+IyfMbdSdzG9wzFaQO3BUu3AMbc+xLpsb9zce9a2tquIRCKGLviFdra2ji+9tVue02hSIJP1EL8Ji3jyql9XNjzPc31/YuTWuXnwH2u1vjuOkXzNa1IIPLuF2moKSd2wzu3PCZTKJKgNrfByMIetYUDRhb2GFna4+XgyqLUX3in1hTppQM4Xq3S2yfbK2VUtVwlq6GFy20qsqUmlMhMqVZa0Ky2QGRqg9rMFqlCTV1FEbVlBdSU5VPXLr7QijLyab5BLaKvRqBQJEFlao3aoot4o134oTa3RSiWUFdeSGN5AcLqElT1pZg1lGPfXIlraxXusjbsFTIqmq92ip7rm8huvEaFSygWITNZ0pjMFwIPasoLqC3NpaY0j5qSPGrK8vr9P74ZvMYsIGD6Ss789iWX43cA8E2oB+Fm6gHV/50DJxJ4x0OU56Rx+rfPexxocvCPJHzJU+z/7Aldg9PC2Y+xK1/Vxjzs/NbgcGTg/zQWzn6M+9NbHF/7GipTa60gw9ELE1s3GqrKKM9NoSxH62ZQnpdGS0MtxlZOTH38U0RiCYkHNpBy7BdGq4Wsi/Rj0sFzpNb0HhE01PQmzOjgnz72LLvJ3t9QcDsFGh29vzuOXuJsF8G5WKrAK3KuVqiRdoYLe9f8oUKNlS6WvDrMmaD952mQm+A/eTke4TOpKsrmwBdP0lRbicLYXCcQMnPQvjbFErnWYaP9ByBk3mP8/t59hpjsPwiDQGMIcfCPJGLps0Sve4OC5ATd8daeQUQseYaSK+c5+eunSOQqRi9/HtraiFn/1qCm97bNGIu5kZq3nBaSeGA92WcPD1nzyMYrBN8JizGz9yT1+K+kRm/rV9PSXi4lvosFXU8oREJtAVopw0kpbxdOdBZ4G1qv6QkmsrtsUPMbmmm9watVolCTPDMY91+O9Hk+uVCAfQ9Wdx3NvKsdFqY9OHD0Zes8z96MD0bq2+j3hZGFAz7j7sQleAq5F4+TdGij3uTozSCSyvGImI3/+EW8lPglJPW8CQAAIABJREFUu/OKeS5u4I1jCxd/Ipe/QPGVC5zc8jFyI1NG3fUsCITE/fSunmjHZ9wifMcv4dBXzwzZ4zBgoL+4hk4jeO6jXDqwnqTDm/TWRAsXf8bd/wanf/tC56hh5uhN1H2vkXXmEGd3fD3gL3oSmZKRsx/EKWAcp7Z9ygOtGSy1N8Vn52mGIllPrjbFNWQKbmEzkMiUXE7YRcaJPX1OkMtFQubambHC1QoTiYh1OeU8PHcGy7/ZyPmKm/vyLleborawx8jcFrWFvVaE0S7GkCmNqC0vpLa0XXzRLsCoKcujtqyA7FmBeB/P0Z3fyLzL5S3suHa1RSvW6BBt6A7zaKgqvanPN5lQwPmZIfxq7EhAfhomIvghq4Sfskt1wr4eL6fS4BI0CbfQ6ciNzMg4oY2QqSkZmgiUoxOHUd3Syp8KZIQsfILasnwSfv5gUAK3jinXhM3/Jvuc9vPPwsWfcQ+8yentn+u5yAA4Bowj7M6/kxaznQt71xqKHAZuKcbWzkTevYqGqlLifvqXbjobtC4CEx58l2NrX6Wo3VJfJJUTMv8xbDyDiF73BqWZg48CmWxtwupwL972/zOn0pM58/uXNy0IEwhFOAwbg1fkHEzs3Lkcv4v02O16kwd9MUyjZEOEF21CEQpBGw2t17pbzbf/9Gfv29P9UxibozSxRKmx7HJogVJjiUJjidrEgqXKPH6otKC2soT6qmIaKkupryqhvrKE+qpS6iuLqa8qHZQzmkok7CaO7phsdFTKqL3aipFYxMGSap46k0FVP4QmAoEQW58wvCLnYuk6jCsn95Eas00nTLsZOpxVZhTFMaHkNH47Em58od7up1DEsMnL8Rq7gIRN/ybnwrGOB8Cou55FobHg8Nf/5Fpri+4ydr4RRNz1DFdO7uXczm/1TjNg4FYgFIkJvOMvOAaM5fja13XWySa2boxd+SolmRc58ctHepnxbqHTCZr7CPGb3ifn/NFer1uqUDPugbdoqCknZt2b3V7PVlIxJ6eN5JlzmfyUPbRiCIlCjWvQZNwjZiFTabgcv5PL8Tt1eytPtZx7XayY72BObFkNa68Uc7y0mjbgQTdr3NRynjt/82vK9QgEQhQaC1RmNqhNrVGZ2aDqemhqw9XmBkozzrFqpBWrm9yoKS+krqKIui6Hte2HN7s37o13A5xJr23k64wiBMAYC2PudbVilLkRW3LLWJtZTHqt9jWhNLHCPXwm7uEzaaqrIj3udzJPHxjSSCqApU4WvDvChaA9Zym9bt8uFEuJXP48ciNTDn/7Qp+37RgQRfjip7q5K4qkckIX/g1Ll2Ec/e4lqgqvANrBq8h7XiLn/BHO/PblkOamGzDQF77jF+M3cSkx69/urCv3sYcAcBoxjsA7HqayIIMzv32u56TbXy5ND+RgcRUfSv0YOftBzu9aTWr01qF4SEDHQIedVnzRLsDQ/u6AwtiMusoSakpzqSnJo74sD8+rlTxgJWTU7Fmc2/A96U0CMsUaCqQmVCrMaVBbgMYahaktShMLGmsqtTWIDuFFFwFGQ3XZTUVM30wjUCJTojK31Q6vmNuiMrPt4sRhy9XmRmrLCmitLERSU4JxfSmWTRU4tlTi0VaLn4kak3nLeHvDDo40SGnT2GBk6aB7HtuuXdMKNjqEGx3ijdLcIW2saWxcGXPPi9SU5lH0+0fsj3BhZXwaB4oHNuAkFEvxHbcI3wlLuHJyDxf2rOkmkHEJnkLg7IfY9+ljuu9XMpWGMfe+hEAg4vjaV/W+TxowcDsRisRobFwxd/TCzMkX99BpANSWF+ocCspyUqjITevmdK+xdmb4tBXY+UbQ2tzE9rfv1nNV3DHWD7VYyLhDtz7ixLpdmKEwMuPCnu/JPHOwxzphf3p/fwS3U6Bxo96fWKrAa8w8fCcs0Qo19nzfZxzkUCAGkmcFsT6zlJcSO/t0JrZuzPjHl7RebSE9bgeXDm6gsaZc77JytameYMPMwQuFkSktTQ1kJOzWum3kplJdkntTn6UGescg0BgiPCJmMWLGnzj8zT91VlwSuYqgOQ9j5xtBwub3ybsUh1vYDILmPKzNvL6ugdgfhGIpgbP/jN/ISN5rjeGRNRvZkn3z1otCkQSX4En4jl+CQCAg6fAmrpzaP2A3jpSZQazOKuVIYYWe4KGjOGskEZF7nfChqxCitq/FXSBAYWSmK2SozWxRmWkLGh3Fjqa6Sh6xquabGnutMrqiiNryQv3CRnnhDYvNptLuTh5aMYcUG7mUkqaWHsUbT/vYY6GQM/ng+QE9b1KlEZ6j5+I9dgFVhVe4dGijnsjnZvggyJ3pTjZsWvAuG775N8lHe88/6w2xVEHQ3Eew8w3TTvhlnMcrcj4B01dy6dBPJB3aqPvgdgmaRPD8xzj23csUZxgmAQ3ceqRKY8IXP4WxlRPR616nMv+y3uk9uQm4h88i8I6HiN/0b3LO9y3o6gnH4WMJWfA3CpITOP3b57rJheQZgewqqOCJs5mDeixCkQR7/9G4h03Hyj2AnPPHuJywi+KM831uhNxUMu5xseJOB3NOVdSxJrOYw8VVtAFvjnQlp6aBLy73LQYUisTatbS9cNJVgKE2t6W1pbnd7lNfQFFbVqC1AO7j/t1o8yxTm7Q7blwnADG3Q6Yypq6iSN91o4v7RtfmQU+MsTDiaR8HFsSm0trayggTFStcLJlmY8r+okrWZBZzuqJva3kTWzfcQqdrI1BK88k4sZusMwcHbUm/wN6MD4PcCNt3jsLGFoQiMX7t03oX9/1AytFfBrw/MHPwIur+1/UER31FrimMzYlY+iwypYaYH98YVCHPgIEb0TFxdXbH16TH/qZ3msbGlcmP/If4jZ2OGmaO3oy550VKMhM5+ctHNxXXZ+sTSuCsh/hT2XHcrRUEvf/VTdmDKjWWeIyajUfEbGrL8kmN3kb2uSP9aqbLhALusDNjhYsVVnIJ52sacQsdxfyv1lPd3P9mvFiqQGligUInvLBAqbHSiS+UGkukKmOaaivbxRal1FcVtwsuSmjQHVdC9qxA3PYldV6PiRUKjUUXUYcFShNLhCKp9nJdLtv1uhsqS2moKe+30EuAtkm6Y/xwLjp445WdzK68UtZkFvc78kBlao3HqDvwCJ9FdUk2qdHbyDl/9KYaaM5qJUemBHJ06l/5/PBpzu5afVPudhYu/kTevYrCNK0F/9XmBt30K8CxNa/oPWcylYbwJU+jNrcl+oc3dE1CAwaGGrW5HWNXvEx9VSmxG97R7WE79sbXN7AFQhHB8x7FzjeCI98+3+ckWEeUYEHqKU5t/bTXveG7Ac7MdzDHZ+fpIYkdtXIfgUfEbByGjSY/+QSX43ZQmHqKtrZriAUCptuYsMLVCne1nPVZJazPKiW/Ub/O4Wus4OtQD8YMwtmjY4K6szahPVSbaUUYCmNzmmqrtPWIisJu9Ym6imJd5FfevAicd55DZWrVRchhq70uU+3fMrWGhqqy9uvSXmed3mHRoIRe0ZOG80BCOsk1+g59dnIpy5wtWOZsSXpNI2syi9lTWMnV9qhIG69gPCJmYesTSu7FaNLjdgyJI5AQSJ4ZxJbcst6FMwIBIfMew9oziENfPt1nLInGxoVxD7xF/qU4Tm37r94a3CFA6johLlUaMWrpP1FqzDm25lVqy/q28Tdg4GaQyJRELH0OtZk1R797SS8nPmT+45g56rtwgVboHDzvUcRyJae3/pfCtJ5j4/rDwuHDed9NxSuuS9i64cNBNZPEMkWnAKOLE4bawh65SkNteSE1JV2EBO2CjLqKItqutWIjl7DM2ZJlTpakNQv41WgYUb6+nDYbRnWrgDqd+KKwM4akrGDQa15/uZWNQLmRWY/RKWpzWxQac6wqMhGXZWJ06RCLlPUcK6lmTWYxsWXaz26ZSqMn2DCycNCJXwQiMbUlPYs3BrPH7ehHvGDagFlxChN3xw967y1XmzJi5gM4Dh/Lhb1rSI3eprcme0Vqm5t7P/6r7r4KBEJd7M7xta9QcuXWN60NGOiKUCTBxNYVM0dvXVSJxsaF2rJ8ynNTUZvb09JYx7E1L/fpdqyxcWX4tBVYe4wk+chmXIKncPb3r7q5dtnKJcRPGcHjpzPYmlfey7XdHP0VZnQlZWYQ/0nO48susVh/NLdToPFDuCc2cilTjvQ9SKQv1DjNhT1rbplQ44ORLsywNcVn15lupwVMvw9ja2caq8txDZlKxondXDq4oc/PAbmxOdMe/5SKvHTa2towd/RGqjKmIjdN67SRk0JZbio1xTm3RDT+v4ZBoDEEDJ96L25hMzn4xVO6TDY733DCFz9FflI8p7d/jlAsIWLJ06jNbIle98ag3AVM7T2IvHsVVUXZxG96n/d8rZhmZdTjm6+/SJXGeEXOxWvMfCoLrpB0+CcKkge+wJlJxdzlZMFj3g6oA0I4GX2M7Jp63URgh4ChqA8rfYFQhFJjoStqqM1sOgscZraoTCxpbqzTFh3KC9rFF52/15UX0tJUT968CNz2JXUvZph1FkuEIpG2GFJeRG1FdwHH9WqyrogFgnZb53bnjy753N4aNVd9R/Lq5u1szSmhsXWAAhyRBOegifiNX4JAKGoXyuwbdGxNx4f5305ncPiahoilz9FYW0XcT+8OakNu7xdB+JJnyDy1j7M7v9U2+JY8jVShJnbDO7rXtY1XCGPueVE7YdUxOWjAwC3A1ieMUXc9S+aZg5zd8XW394pb2AwCZz3I4dXPU5aVpB8J8e0LfcY29YRSY0nIwr+hsXYmfuP73URI8+3N+CjIjbB9Zyls7P+XVW2EyQxcgiZRmZ9Bxond2giT5t439SKBdjp8hYsV/holG7JL+TGrmJx6/edgqo0JK12sWBaXilRp1EWAYatzslBb2KEwNqO+sqRHJ4vasvxBixHg5jbPIom0s2BhYa+LTtHah9rS0lirdz+1Qg6tcKShuox/+jrQfO1at2xUU4mIxU4W3ONiRW1LK2syi9maV05DH+u2QCjCzicMt7Dp2HqHkHcpjoyE3bomQH9JnhHIzoIK/nGdkMfI0oHwxU8hkSmJ2/geFXlpA3quOiJ7hEIRx9a+QlNtpa5Zkp98gtPbP+vWLPGKnEfAjPs5t+tb0qK3Dej2DBjojU4BkDHRP7yhl1kM2gbhlMc+5sxvX5J5ah8CgRC/iUvxHb+YE1s+IuvMwCN/OrBw8Sdw9oPIjcw4u+MbhOmxHJ8SyEMJKQPPbhYIsPUOwStyHlZuI8g8vZ/U6G39bp47KWXc42LJEkcLzlXWsTazmANFVdjIpeyZMJyAXad0+2KZSqPneqFoF0h0CC+UJhYIRVLqq/SFFp2uF9rDxpqKfokl+rsu64lCut6nLgKRTlFIaed9qSqhQefGof27I5Zktq0pi50suO9kBiYiAXe1r8UlTS2szSzmt7xyXRZ3X2jt9sfgFTkPjY0zl+N3khb726DcCfeO80ckgNmn8vEZvwSPiFmkx+0g8cCPg7aP1sVKuQzj+A+vUZ6T0p4f/zYNVaXE/vRutzW5wxHp4r4fSD76s2FKxcCQ4hw4kdAFf+PC3jWkHNsCaN/j4YufxNTeg6Pfv6znSiNTmxC18lWuNjVyfN3rfToUaGxctFGCR3/h0nWi0OvpV+P9BiiMzXELnY57+EyutWqnwq6c3Ktz/rSRS1jubMkyZ0syahtZm1nM7oLKXp0wAc5MHcmc45e67aXFMkWn4KKjrtAuyFCb2iJVGVFfWaoVSHSpKXT8Xl9Z3O8mVn/WZqFIgtLEssvgio2eG4fSxIKmumo9wYa23tEp6Li+ceCklLF1jA9Be3sXVkgEAmbYmnKviyUuKjnrs0tYn1VCYaO2MSpTaXANmYpHxGyEIjHp8TvISNjdZ22lLwYi5PGbcBdeYxdw6Ktn+hQRSRVqIu95CbFUxtHvXtJzitVYOzN25auU56aRsPk/uu9h3lELGT7lXhJ++XDIItIMGOiKxsaVcfe/TmHaaU5u+URPbBAw/T4chkWy779/163BSo0lI2c/iI1XMOd2fkNGwu5BN0hsvUPxm7gUY2snHjr/DeYu9kR89H2vomaJQt2jGMDIwh6JXEVNaT41pbnU6gQBWnFAfWVJr/cx0sKIFS5WjLYwZmO9gniHMWj8oyhIPcnzLRcpUsn50+oNNyW0vhluVyNQLBRxbuF41ntOIUXmRW1ZHlbJB7in5QpiWllzpZhfcsuo6SWiW6o00kXQdvtfyZTUlOXrBBs1Xf5ffQ3fzLY15bMwb9ZEPczZWjVJhzeTFvvboGtFJrZuBM19FJWpFae3fUbepVjdaf6Tl+MaPJW9nzymN2Rp7xdBxNLnuLhvHSlHfx7U7RowcCOEYimmdu46RwFzB2+MrZ2oKc3r4oyRSkV+Oq3Njdj7jSL0zr+z41/39/p+MLF1Y/i0FVi5BZB0eBOpx7fiMGw03lF3sufDh3u8TF+N95vB2iNQK8wwNufC3jVknj7Q74GLLaN9EAkFzD2eNKT3aSDcToHGxemBrM0s5l/J3WOaekIsVeA1dj6+4xffEqFG197frz0IeSRyFXNfWM/eTx+npaEWv4lLcQudzpWTe0k88GOv/UGNjQtT/voxuz98mNrSPKRKY8wcPLUCJQft+0JuZEZFfjrlOamU5aZQnpNKdXG2waV5gBgEGjeBQCBsL7r5c/DLZ2isKUeqNCJ43mNYuQUQv/FfFKad1ma7Ln6ajJN7BmVbKxAI8Z14F34T7uLU1k+5cnIv0G5fMzOIH7NKeDlxYJOvRpYO+IxbhEvQZHIuHCX58OZBiUaCTVWscLFikrUJuwsrOF1Rx3JXG2Ye7j55IhRJUJpatdt62naZLNEKJxTG5jTWVuqEE7rpki6Fhf7kTfdnkZbIVTpb0a5CkI7fxTIl9ZXF+rdfXtCnrahcKODc9ECePJ/NnXamBJuq2Jxbxg+ZxVypG3hOto1nEL4T7sLMwZPU6G2kHv+1X1EzXbneDksgFDF86r14jp5Dws8fDso5QKbSEL74aYwsHXRuBR4Rsxg5+yFSjm0hcf86rrVexczBi/F/focLe74nLWb7gG/HgIG+EElk2tx2/9HEbnhHZ43fFf9Jy/EcPYeDXz5FdXEOShMrou57nbqKImI3vN2novl6BAIhXmPmMXzaSlKP/8rFfet6XcuPTRxGVUsrs4/1vVmVG5nhGqyNMBFL5WSc6Igw6buxZCkTs8zJkrtdrMhvaOb7K0XsKKiguYdmlkSmxCd8Og8HBRBjGUizSNpeLMm/zg0jj7qK4lu2ibplm2eBAIWxeXvhQV9wYmRuh1gqx7fkIqcup7DvwC89bjwFQJSlMStcrAgzN+KXnFLWZpZwua5vZw6p0hiXoEm4h01HbmzOlRN7yDix+4ZOFK/5O7HM2aLPKBy3sOkE3vEXrpzYy7ndq2/oEqL3eNqztt1Cp3H0+5coy0pCqlAz/s/vUFdeSOyGd7o1CbQ5w6tuSsBnwEAHjgFRhN35RK8ROgqNBVMf+5RLB9eTFrMdpYkVkXe/AAiIXvfGoGJ+QFvcHjnrz5g5eHJ+93dknNiju+3Pgt0YZ6nBf3f/ChsylQb38Jl4jp5DS0MdqdFbyTx9oE/RXAdCYKK1hntdrAg0UbEpp4wfsorJ7LIX1Ni48PqchZxU2FNlZIdSY87V5iY9wUVDV7FD++FQ5kwP5bqsH6uidePoEHPohB0ai/bHWIpXYyF1OUms3rFJ95wKgUntz9sIExWbckr5IbOErPr+7aGNrZzwHD0H15CplGZdIi16G/lJ8f1qWEyx1rA6zJOogxd0e3aFxoKAaStxDIgi6fAmko/+PKC1uCsdTfGkw5u4dHADQomUSX95n/KcVE7++nG386vN7Yi8exVXmxuJXf92nxPhBgz0B5FESsj8x7H2DOL4mld0+cK6SJOMC5zY8pHed22tM9cbXDm5l/O7Vvf5XrJ0CyDqvtc4tfW/ZJ7a16/71Fd0RW8IhCLsfMPxiJiNlfsIss8d5nLcDkqzLunO07XRtzVPG8vR3+zudyaMIdHEk0uotcKH9hqBSCLTixupLS/Qc6xoqC4bsumxoVibBQIhCmPzzkGXDhFHl1iV1pamzmGViiJ822oYXp3Bswd7j6/pireRgntdLJlrb05MqXaiO7q08zPKwtkPj4jZOI4YR/Hls6TH7dCuyf38rqGLwjmbyU85/YvCcQ2eQtC8Rzn63UuUZPTuaNqxV3YNmcrR1at07wfQfscMXfh3LF2Hcez7l3U1MjMHL8aueKXdHeYTWlsGN0BjwMD1uARPIWT+Y93ci0Abd+I5eg57Pv4rTbWViKUK/CYtxXvMfFKPbyXx4PoB1TQ6EAhFuAROxHfiXQiFIi4d/InM0/txlYs5PHkED53PJ+GaUbsDhtadQd3e2BeJpT06MtSU5g0oSsRYLOJOR3PudbGiGSE/SNwo8Z6E0tyOtNjtpMf+TkN1Gd+GeuBurGL8gdvnznu7GoHz7c34z0hXPHaf5VobOA4fg1fkfDTWzjSc28vUkhNMUbXyW345azKLSaru/2uhL7cTmVJDXUXPbidxEQ4cKSjl8XNZGNu44TfxLux8wkiP20Hy0Z9pqBpcdJmdbwTB8x6lvrKYU1v/q1t7R85+CFuvIPb/9wk9Z0WVmS3j7nud6tJc4n56d1DvAwMGOhBJZO1iDG3Eg7mDN0aWDlSX5FCe0+EWkEJl/uUeP/9lahNmPb2a42te7dFJ3MTOnYBpK7F0GcalQz+RGrON1uZGBEIRd/zzBxI2vd+rA1JH7299ln50xWDRCTM0FlrHjAEIMzq4z8WS5/0c8dw5eNemgSKRKZGqjJEqjJDIlfw81p85e+Jorq+hqb66X/3CoUAjFpI4I4iQAQ5lgr5QozD1FBf2rh2SuNYdY/0wkgiJOti7q5DfpGWYO3hxbM0rgLYf4TdxKe5hM7hyah+XDqzvsebgM24RziMnsPeTx3p8nUgVakwdvLSCjfaYFIXGnMr8DF28T3lOClVFWQbRRh8YBBqDRCiWMuaeF5Eo1Bz99gVamupxHD6W0DufIPvsYc7u+BoEEDzvr9h6hbTHQgx8Q6kysyVy+fO0tV0j5se39GzuAFa6WPLqMGdG7DlDZT/ym63cR+A7fgmWLv6kxWwn5fivA55oUIiEzLc3Y4WrFSqRiLWZxWzKKaWypRWJQMDeRTN5sljGNbVFp/ihixVnbRfHi87JkgLqK0uGJNtzKDbPIqm8fQJFfyJF3V7g0LcV1Tpw2LVUc4+khOW7tUUNR6WU5c5W3OVkQWJVPWsyizlQVDngLHGNtTM+4xfjNGI82WcPkXRkc78W8HEWxqwb5cWkwxe7FaUsnP0YffcqSq5c5OSWjwaldu6wAb106CeSDv6EwticsMVPojK1Jnb92+32XnZM+sv7XDm1j/O7vxvwbRgw0BPmjj5E3rOKsuxkEn75sPs0n87qNpCDXzxFQ3UZNp5BRN7zIkmHNt5wqu96TGzdiLjrGVqvthC/6f0bvv98jOTsGz+M5bEpHC3Vb6YJRRIcho3GLXQ6lm4B5Fw4Skb8boqv9B1hAhBmpmaFixXjrTT8nl/O2swSEqt7toM3sXPHK3IezoETKUw9yctXL5IokfGPtbdn8uR2FTU8zEzZNjmYL/0XUiR1piD1FKnRW7Vffnp4vu0VUu52tuQuJ0tSaupZk1nC3sKKG67bGhtX3MOm4xo8ldryAi4n7CLr7KFur00TiYhz0wJ56WIWazL7brjJVBqC5/0VK/cAEjZ/QH5S3IAeu8OwMUQseVrrjBGzHZFEyph7X0EkkXJ09YvdGs36Ar4P+syXN2CgJyQyJSELHsfSLYDoda9TltVdpCZTaZjy2CdaW8UD63EaOYGwhX8n6cgmLh3YMKgGl8rMlhEz7sPWJ4zE/T+SGr2tm5uSVAhJM4JZfaWINy/l9nJNYOk6HK/Iudj5jSL3wjFSY7b1+Dh6wkwqZmm7E0RpuxPE9uucIGx9QvEdtxhTOw/GFMTga9zMXWu2UlNe+IcVFTq4Hetyh0vI1knBnBw2ifgWW9LidpBybIueMMe53Xlk8XXOI/15dYgkMpwDJ+IVORe5kSlpMb9xOX5nn993LkwfSWxpDQ+evNztNCMLB0bMvB9r90Au7PuB9Njtg/q+ohUirQLaiF73Ji1N9Ux59ENyE2M4v2t1t/MLhCL8Jy3HO2oBJ7d8fFOuMgb+t9FYOzNmxatUFlwmYdO/dQ0Oj1F3MHLWnzn16ydcuU5U4Ro6jeC5j/YrCtAxYBzhi5/k+NrXKEw9OaD7FjNpOMWNLcyLTu7zfGoLezzCZ+IWOp26iiLS43aQdfagriFjLBaxyNGCe10saWlrY82VYrbkllHXDzdLgVCE04hxeI9diL21HQ8JLvKn/ZeoKs1vF2AUDnhI4mb4o9ZmmUrTXuPQDqz8eYQvFr6+rE8uI+nIz2SfO9KvQqpKJGRhe5NVLBCwNrOYn3PKqG6f6BbLFDiPnIjHqFmoTKzJOLGb9Pid1Jb2PXW4LdIHS7mE0QOMnLH1DiWyw8nzBntZpxHjCFv0pN4QVAeuIVMJnvdXzv7+FelxvwPafU74kqfQ2LhybM0rQ1JUN/C/i1AkIXjeo9j6hHF09apuA3Pu4bMYPu1e9n78GA1VpbiGTmPkzD9RlH6GM79/NShBs1imwCNiNj7jFlFbls+lgz91+4754orHmOtrw8vF5lSVdjgsdDboG2srbupx+xsruNfFitl2ZuypFbLPKgzliKlUFWWRcvxXci8e11t7ptuY8EWIOy6/n7qp270Zblct44dwT6zlUqZeZ6OvsXbGa8x8XIImU5lxFs+Mw9wnLiG3vok1mcXs7GV4p7+IJDKt66plF/GGhT1O9i48LElm8pvvUl3d+bmoMrPBZ9wi3EKmkZsYzaWDPw0qqk8gFOE5eg7Dp60g92I053ZSfNNyAAAgAElEQVR+S2NNOWGLnkRj7cTBL5/Wa44LxVKtO65bAEdXr7pl0QEG/v9CJJVjZu+hFWM4aBvKRhZ2VBVl6ZwxynNSqSjI6Leb+bgH3qS6OIczv32hd7ypvScB01di7uTLpYMbSIvZrved3yNiFi5BU9j/2d/7vP6B9v56wtpjZLsww1LrmHFq/6Ab5kqhkNRZQYw5cJ7M+v4LVgVCEVKFGqnSCJnSGKnSGJnSSCe80B7Xfqgy0juO1haEjbVImutQNlWx3L6NbyotaBIpaFMY0daGTqzRXF9NU30NzfXVNDfU0FRX035cNc31NXrna26sG5Bj5SMeNjzuaYfPrsGLU8QyBd5jFuA7fjEFqSdvSqgxzsKIdaO8mXz4Iil9CNJFUjlzX1jPoa+e1XNqlqtN8Zt4F+7hs8g8c4DE/T/q7y8EAib95d8UpZ/l4r61/bpPErkKU3uP9hggrehJZWJFZeGVdsFGKuW5qVQVXhmSPvD/DxgEGoNAolAz/oG3aKgpJ2bdm0gUKkIX/h0zew9iN7xLyZULWLgMI/LuFyi6fJZTWz4ZVIa2W9gMguY8TOL+H0k6sqnXBSNhcgCZdU0sjk3p8XSBUITzyAn4jl+MRK4k6fAmMk7sGXAh2F0t514XKxY6mBNfVsOazGKOlVTThvaN7hYyFa8xCxgpa8ZbUcu/j5yjujS/T9eJW8EfsXnWdwPRCjju8PUhwMOOby9pixq5iTG0XWtFKhQwy9aUla7W2MolrMsqYX12CaVNA1uEZGoTvCLn4TVmHuXZKSQd3thnxuTZqSM5V1nHioSeLfJFUjnBcx/BzjdcKyAaRE6sysyG0cueRyAQEP3jW9SVF+ASPIXgeY9yOX4n53d/j1SuYsJD/6I8J4WEzf8xZFMZGDQCoYhhk5fjPXZhrxb4QpGE0cv/icLYgsPfPq+175q0DN+oRRxf93qPThu9IZLIGD5tJR7hMzm74yvS43f2e+O2JtyTERolI9ttgs0cvXEPm4Fz4EQq8i+TcWI3OeeO3nAau2vRUyIQsOa6oqfeYxdLcR45Hq/IeShNrEiP+003efLLaG+kEgl3HLk9OZ23q6jxir8j8+zNCT5wAYFYimvIVLwi5yESS0mN3krGid09TqRLhVoL5xUuVjgpZdp1O6uE4qa+HbAEQhG23qG4h03H1ieU/KR4LifsojBFG4GyebQ3TkoZ4ft7n+q7HhuvEMIXP0lZdjInf/1kQKJKI0sHxt3/BqXZSZz4+QOutbYStugfmNp5cOirZ3psOHQK+C5w8pePBrV/MfC/h6XrcEYvf4HC1JOc2vrfHtc2iVzF5Ec/pCA5gYv71xG64G9Yug4n+ofXKcvpuznXE3IjM4ZPvReXoEmkHNtC0qGNfb5e/+JuzXO+DgzffYaaq517EYlMiWvIVDwj5yESi0mN3tbr2tATIaZq7nW1YrK1hl0FFazNLOFcZafwVSSR4ho8BZ9xi2hrayPp8EYyTx3gSQ8rVrjbMGzn7Sk43651eZS5ERtHe+O68wxyjRU+UQtwC51OQcpJkg5voiy7UxAjFwq4w96Me12ssJRJWJdZwobsEsr6OW1v5uCFZ+RcnEaMpyDlBGnRWylKP6t3nqe97XjYwxa/XWdovNb7HtXU3pORs/6MsZUT53ev1ha1BrinFQiE+E1aiu+4xST88iFF6WeY+tgnpMf+TtLhjT0/BkdvIu9epd1H9yRKNWCgDzrqCWd++5LL8TsAbVEwfPFTmNi6cez7l/Xi/gRCEUFzH8HebxRHvn3hhg0WrzELGDZ5OYe+fm7AsWwAwzVKdkb5sTA6mYRy/de2SCLFMWAcHhGzMLFxJePkXi7H/a7XgPE3VrLC1YpZtqYcKq5iTWYxJ8r79x6RG5nhOfoOPEfNobokh5RjWzDNOc2OKH9ctsVzu2a8bsfaLAau3BHCnNhUSu1G4j12AcaWjqTFbictenu/G7LdxeTFJHaZ6NbYuOARMQvX4KlUFl4hPW4HOeePdJtGjTA3YvNob2YevcSFqoHvQ80cvBj/p7e5uH8dqcd/7fO8GhtXxj/wJrmJMZze/rles8LYyomxK1+jMv8y8Zvf1wmCOtxDT2//jIyE3QO+fwYMKE2sGLvyVRqqy4hd/3a3gSmnEeMJWfA4+z59HKXGkuB5j3K1uYlTWz/V2yf1F4WxOd5RC/GImE1h2mkuHdxAeU73+rHDsDGELnic1y9+zneJKd0iQgeLTChglp0ZK1yssFVI+e6qFenu4zFxHcGVU/tIi97aZ3M9+44QFsekEFc2dE5yA+F27ZkTpwfy/ZUi3uvl/yCWKXANmYr3mPkIhCLE5/ewoOYCw+QCfsouYV1WCXkNQ+P2YyQWcnF6ED9IXNlvHsThb5/vVhuTKo3wipyH95gFlOemcunQhm777v4gUagZPuVe3MKmk3R4EylHfyZ8ydNIZEqOrF7VrancEQ944pcPDYJmAz0ikkh5ePp8sn2mo7S0p6rwCmXtzhjlualUFlwZsNt9B+7hs/COWsDu//xFdx1mDl4ETL8PMwcvEg9uID12e7e9jlAkYe6q9Rxb8wqlmYk9XbUeN+r99cZQCjO6cmZaIJsbVHyTV6MTW2jFFUadwouuggulEWKZgpaGWp14okMwIWqqQ9lSj1FrA+ZtjVi1NWEvaMZZ1IKdoJnKmiry6urJrmsiu76JguZWvrxvCe9s2oaDTIyTSoa9Wo1cZUxWq4Sca2Ly22QUC2RUCOVUixQ0SBQg73r/jJEq1YilCloa69pFG70JOToPP/IyRVpfxp3Hbvw/uxF6Qo2Uk1zYu2bAMew36v11xWvMAux9wzn09bPdTpOpTfCbcBceEbPJOnuIxP3rdCYBSo0lM5/6hoNfPdPj3qE/iGUKTO0920Ubnpg5eKM2t6W2KBPhxX1s37N5UNf7/wsGgcYAUWgsmPjQexSlneHk1k9wCZxE8LxHyTixh/O7V9N27Zq2oRcxi/jN/yb3wvEB34ZMpSF8ydMYmdsRve6NG0aPBJuq2DrGlznHkjjTpSAsUajxjJiNd9Sd1JTmknR4kzbPbQDKMJEAptlom1ReRgo2tG/y8ts3eWpzO7zHzsctdDrFGedJOfoLr5tU43kbLehu1+Y5fWYQb6QWcdjYB++xC1FoLEiL3kZ63O+6Jpi/sZJ7XSyZbWfG4fYi0vXFqBuhK/SPX8K11haSDm8i6/QBPdXZYx42POljz7DdZ6i92nfx2N4vgvAlz3Dl5N5BR/D4jF+M/6RlnN7+ORkJu5CrTQm98wlMbF2J3fAulQWXGXf/G7Q0NRD9w2sGS1ADA0ZtYU/k3S9wtamBmPVv92idKJYptK+zxgaO//AaIpGYUcv+idLEkqPfvTSgKRNb71DCFv1jUE1xALVYyNkZIWxoMSN+xF2IJDIyEnaRcXLvDSNM4Ma2wXq3ZW6HV+Rc3MJmUJ6bSmr0VvISY/U23StcLFn1B1vQdeV2rcuHJwwjraaRP59M1zve0nUYXpHzOqfko7f1WuzybZ/ymWNnxrES7f8ith/FIanSCJfASbiFzUChMaf+4iE+aUtkycETnKkYmGuRvljoa9Ljd/T7s1wsVRBx1zMYWTpw9LsXqSsvZMSMB3AOnMiBL56irrygx8sEz3sUW+9Qon98s0+baAP/2whFYoZPW4l7+EziN71PXmJMj+cTSWRM+sv7VORncOXkHiLvXkVR+llO/vpJv2JDuiJRqLVZ85FzyTixm4v71vV7uvnU1BEkVzWwPD4VU3sPvCLn4TRyAoWpJ0mN3vb/2Lvu8CbL7n2yR9Pdpnu36W7aNN073U13UkbZArI3ZZdOhmwBFRAVZImMQhkOHAjiREUFRZTtp376LX9++onr/v2RNjQ0aZM0tCh9ruu+Lkje982TN0/Pe55z7nMfo0l8QhaTKjwdaYSvmIQspo6aXPvgi+xJklpOQSlleom1rnwOnc2VUvhz79P33fhqd2P0lV3eEONHsQ4inapoDk9IAYlKCklX00/f/4MuvvYs3fxYt4IyylZIw33FVORuTy//XeNDnzXSh+bwrchPnk+SlDJiMJlaEg73l5/oQmEMrb74N9rwRffPZiIisb+UoosfJA7fij489jh9eeGMaTeA2pXAaum7qx/ThZd2kWL8Kjp/Yoe2SvvOoWnrNpE8wpPozd1LzQp294/7a7B5AkqomkX2HkF0ensdff/NNSLSKKylj2ykv3/xAZ1tWa+zJ+NZ2VLayAb6/bdf6MzTjfRLN2SgaOVY8pZm0MubavT6EsaOPYkSCrIWkPyEJnZg7xHUVlGYTf+8cZG+eOsYfXn+jHaP2p7oG+krJte24oc9N76j74wsfnD0CaWQNBW5hyXRjXOv0menD+rEW64oY2nWuat6ezj3xugL26zycKCV0X7kf+w2YdDOzZ+C0yrJOzqLvvrkTbp4+oDRilLOPDYN9namoT7O9PXPv9L2a9/Ssa/+RbfaKro1ioIpFJhUTI5ewXTt/Zfpi7eO0r//pvHXz+ZK6dIP/6Pqty519TFdDpGjGynGraIbH7ap23YxuAIRpQ6vIyaLQ6e31+n4FCwOj+SVU8klQEqnttXRf77SKC3ZuvpR2ghNu6B39q/pl9fvH0YPV4mcUoYuNKjs6RYST8lDFtBbz6ygwEQl2bsH0vutj9GND0+a/Fk2Ym8KyxpEXlHpdO39l+jTk3vpv//Ub6+tnTwpf9oj9Orj82gI7980M9iDwo5/QD91QV7tbngJuTS0TVX43E+ggzaRhKh8+v333+nS6wfp6nsnjPrbeSM7is7+6wea+oHpqgyWGH1hl+3YLDpfGEOxJ87R342Q0Rf7S0mSWk5uIfH07/OvUfyN16la9D96p6248lRbcaW5Y3eihIKtBRT3ygXKmfQwffXpW3T+xA69xzLZXPKX51GYYhD9+vOPdOGVZ+jmR6dMTgqLHN1JVjqBHLyC6dyxx8lXlk2//vwjvbFzSSeStL1HEKWPaqS/XXiT3m99tL8qu3/oDD+ZghomTSOfZ5tJceJ9+t1CrRZEju5UMGMTndg4jb7/5io5eoVQZMFIsvcIpE9e3k2fv3nUoApHcLqK3CRyOrl1vlGfZSj3Z2iIA6QUVTCKrOzE9PGLT9PV905YhJjB4vJJklxG6XmDqVz0Ha27fIt+/q+uasWdBAfmz/8lMd0iD+bv5GPFJS8hj3yEPPIW8shLyKX//f4HXf/pFt348Rbd/OmW5t8/3aLrP96ir3/+Ra+i8d/KE8njkK4CFI/JIE8Bj7ytNNf2Fmr+3f5ZfxC0JI/rP7V/1q/0FTj0DwafWAJr4t5BMGkncrT/WyH6nfi+vrR+y3q6cvZlixQhs3kCCk6rpNAM04gaU4NcaWawcbk/Io3/XbpwJ53Z0UTfXdVfvMmzsqXQrIEUlFRCNz58jc6/tJN+/Nc35BOjoKiCUXR81RiLKb86W4loT3k+iaQJlLdiHf3fPyxDCv0zjn6ChgnDRuxNivEr6fMzrXTl7AuUUDWLRI5u9Obu5fTPmxfJ1tWXUoYsop++/47eemaFWdJvHmFJlDCwxuRk+YHkYPIQ8ijxpY/IysGNQjLU5C/Pp68+fYs+PfmsTl9NY4YLj0ODfTSb6us/3aLtV7+l577+N/0KEDEY5BYcR8FpleTkE0aX3z5Ol84c0iYd813taHMfStD1hfPsb8WnU4oICjz2vrb6zsFTQsFpleQZmUY3Pz5Fl063aH+H9n6LI3zF9CtAT1/7lg7cNE6GVTsYDHIPiafQzAFk6+JLn71+kD5/o5WYP/9InxTG0GNffG2QaX3n4FnZUsKAGrJ29qAzO5q6JQXpG3Zu/pQydBH9919f01t7V9Kt//6HvKUZFFc5na6de4U+ev4pilfPICs7MZ3cOr/boF//6B/tIzCxmKKLH6SPX9xOn50+qDcxzRfZU9a4FfTPGxfp3f1ryVrsRRkPNGsSgAfXG21LeSI7kpdPJme/SHpn/xr66tO3zZqzjdibVJNW0iz2BVJuO0LXP/+g23M4DI1qw3BfZ/IT8WlXm2rDNz93njuDySKPsCSSpJaTg6eErrzzHF16o9WgXLCAyaTPlTJKfeVjuvZj78roE/VdIvB6sZzGvPs5nfi7/uQtz8qWAhKVFJRUSr/87wf6/Mwhuvr+y/T7L52l4URsJqk8nWiEr5gYDKLtV7+lA1/+k37Qo2Zy57B18aGGgSMoyZVLqp1H6ctPTGtX0j7s3AMocWCN0e12Oo6QjCoKz66mN3Ytpa8/e5ckqRUUnjOEXt0yVxtsvnO0+yRX3n2BPnruSbOrCvrHX3PYuPhQytBF9L/v/9Gl38tksSljzFK69d/v6YfvviRJWgW9s29tt7L5dw4Wh0fBaZUUljVI0xbi+adMlndOdrSmTYpE2uicQd85B7e1vzim6ZltxAhsU5Or1KMm1z7s3PwpNHMAeUam0fUPXqaLr+03uMG+WCijhy99RY9dNo4cYMnRV3b5bK6UXv77f2juR53tF4PJIq/IVArJGEBCWye6eGo/XX7rmI4yih1H08pghK+Y/vf7H7T9mqaVwU9G+tBifykFpZSSe2gi+X/5LlVfO0bS46bfB4+wJIoufpB+u/U/Ondsi8mkCTZXQLEVk8k1MIY+OLpF23++q8o/99BEShxkPqm6f9wfw94jkNJGNNDfL2t84PYgWlByKUmLxtDZg+vp2vsv6Zzj4Cmh9Aea6Np7L9GHx5/oMtjIYLIocdBcshF70cnH5/W4/Yctm0kfFMrpif/Z0vvSAcSzsqXLbx+nK+88p9PetWOi77yJ7UOZLA75xGRRcJqKeFa2dOn1Frr89jG9+9EXM8Lp7z//QsPeNl0RxBKjL2zzzgQJOfM5lP9a52pArkBEAQlKkqRW0K0fv6fPTh+g6x+8apT9YTGIsl3saISvmCJshfTMjX/Qzuvf0s0OcthW9i4UkFBE/vGFdOvH78n1i1O0GJ+T9Pg79H89JC/yrGwp68GH6Pu/X6e3nlnRZWKCwWCStGg0+cbm0KknazvFz3xjc0leMUVDlH7ziOb7cXgUVzmNxAFRdHp7vZZg0j/6h97BYFBEzjCSpJbTmR2Nev0GZ/8oynhgCX1z6Sy5SmLpk1f20MVTB4yW2ddexy+SwrOrydEnlC693kKXXj/Upa1mcflUMH0TXWqLKRIRfZgfTe//+0caZURVrs7XJKJMsS2N8BVTrL0V7fpJSGe9Usk+IoO+vvgOffZ6i8nk/xVSH8oS21HcifunCHBSoCtNMUNGX2DjSIGJSgpMLqX//esbcvj0BA355QrZsol2XPuWnr3xD/q3iS0S2tWuqtpUTAQ2jlQ463F6c/cy+vqzLu4Lg0GeESkUljWYBDYO9OnJZ+ny28dNTu6J/aUUWz6JgD+IwWRpWh3vW93pOK5ARMlDFhLPypZOb6ujn77vuqVs/7h/RrRyLImYoK2/vU9f/e8W5Zy8YFTrzK4Gg8mi3Mnr6caHJ+m7a+cpKn8U2bn50YWXdtEXbx/v0m6zuHwqX7iHXtlSY5LvsD85mDzbcn+Gxt0iZnB4QpKkVVBIRhV9e/lDCrhwjJrdGeR5+G1iEpGbgKslRfhY8W6TMKx4JGKz6GY7IaKNIKHFj7dMy4W1DXPssj2HRd5WfPJpI4Z0nKsbn0v/uPWrlrhx4465fnfrN4qxs6IjaaGUdY1LfllDiC+ypfMndlrsHusSNd5tI2rc1Hssn8mkTwtj6FETcn9EGsUh/7h8OrFxWpfHcYU2FJo5gCQpZXTzo9N0/qUdJC0aQ7/89AO9e2CdSd9L33DgsulMdiT949av1OBfTZ+98/x93Wa7n6Bh5HDyCaOM0Uvog6ObicFgUkzJeLr0egudP7GT/vjjNwpJV1NE7jA6d3QzffHWMZOv37Fa9Y1dS+nbK6Y5ng5cNr1WnEYHeX70cXg5XX77OH126oDJDkmSozWN8BVTmrMNtX71L9p+9Vu6+IOG0czhCck/oZCCUyvpt19/ps9OHaRr77+k17nqSwm6vnCeG8K9qMzDkaJf7LzJ4lnZUmBSMUlSyunHf39Ln50+oNPTNcVJc8+TnWzo8N/+SU9f+44++8G0Cgw79wBNMiAilfyvvUFDvnyBoo6b1gOYiMg/voBkpRPpwsu76eLJZ01mAjJZHIoqfID84/K1lbRcoQ3JK6aQs18EvfXMSvIITyL3kDh6ZVNNv8PcP7odiXlDqM4FNOmVN+jK367pPUbk6E7Z41fRlbMv0scvbNP2E25XdDF2+McXUkzJOLr67ov04fNP6k3SGzPcQxMouXoBvX9kE7U6fUtnvv0PjdPT1157PJ9LQ3ycabCPE33xw8+0/dq39MI3/6Hf9BBRtBvupFL66T/f0qUzh+j6uZNGBW3O5UXTob/9k+ov6Hfw7uboC7uc4mRNe5KCyfuIEbawjfAmSSknZ78IuvreCbp05rBBAkRi27My3dmGjrRJOH/yf4bt9ghfZ2qM8KG8z3+niOrFdP7lXfTZqf1mfS8Gg0lBKeUUVTDyth9iZJJO7C+l1BF1mvNe2kneURkUr55Bp7fXGUwuCkR2NGP8Yvrnzc9o897NZs25f/z1RlBUKpUUD6PWV49qExX6BoPBpNQRdcThWxGby6fff/uV3ty11KTnP4PJosBEJUXmjaDvrl2gD597wqwenZpe35MpMSqexv/8OklXPU6/GaHoxWYwKN9Vk2AK0qMm1/ZFySM0gUIyBpCtiw999noLff5GK/3y0/91ee39ycHEYzKp5HXT5ap7OvpSRr/w1AU6/33Xvq6jTyiFZgwgt2A5XXn3ebp46oCOAhWDiFKdbWiEr5gSHa2p5ct/0tPXvqXP/2vcszvc1ZXWFRXQ9fgiqt+wlr688KbpX4jBIF9ZDkkLH6AfvvuSzh173GRSvFdUOsVXzaQb506Sd3QmvbVnOf2tCxJfu9Ki2NGVnnt8Hv34n86KYv3j/h2hGRUUnjuKzh58mK69/zIRafbwCQNryNbFh05vr+sU6POLzaXYiin0zr7VdOPDrolzbK6A0kc10h+//0ann24w21fuOESO7jRw8kqaxvucynY9T9c+eUe7B2XS7USfzN6K9n35T9px7Vu6aiTZWGDrRJLkMgpMKqZ/f3WFPjt9gL765K0u97g1we400s+Fwp/vnlx9N0Zf2OYLBTH05NW/d9nOgMFgkkdYEgWnV5Kdmz99/uYR+vzMYaMJjn5WPBrmK6YqT0d6/98/0vZr39LJb7/XJkgYDCZ5hsTSwoJi8nIVUfXqdfS9gaC0KYPF5VPaiHpiMJl0+qm6blW7vKWZFF81k862bKBr753Qec9G7EVpIxvp+2+u0tt7V2nJg76yHJJXTqWPnnuSLr91hH7/va8a5PSPe3VwhdaUMmQRcfhCOr29Xu/fjaN3KOVMXEv443e69sHL9OFzT9Kt//7H6M9gMJjkGZlKYYpBxLeyo09O7qUr7zxvVDI8ZWgt/fH7r/TmnuXa1zKcbGhnkoSyT56nS130tW8f9lw2DfRyouG+zvSv34h2cgPoP2G5JLB3oS/eaKUv3jKeEH3naCcI+B05S32hi9AXdvloWij97/c/qOoN8+TkGUwWeUakkiS1nOxcfOm/516g7G/fJaX1H/TCN/+m7Xe0ZOxqvJEdSd/9/CuVnbndklIcIKW0EfX0/LoJRinEOvtFUJhiMDn7RtClM4fos9MHTSN4MhjkJ8+jmOIHicXm0rUPXqV396/Re1x4djWFpKnpzM6mLtuC94/7ZyjGr6LPTh+k3y6/Q69lRVmEpBGRO4w8I9Polx+/JxsXH7rw0k66/PZzRsXmwnOGkL17IL3+dINJn+nAZdMHedFUe/46PX1NN54i9m8jZji40McvbqerZy1DGuAKRBScrqbgtEr6+uK7dP6lHfTDN9coS2xL2xOC6Jtbv5MDh0n/+uW326oUP+oSML699avFk8+WtsssBpF7R5KJUEPcaFfgELCY9OsfICGXQ+WnLtC5//xILkEyiswbTlb2rnThpZ105d3nLaLeoyHDVFJoRpVBosYWeQAlOVlT5POmFYkwmCwqmbed3tm/jr651H2snCu0ppCMKpKklNPXF98hlyAZvblnOX198R2TPrfj6EjOyHjlPEUUjCIGk0UfHt9q9jX/CgP96BoeYYlQNx2Gf1w+FONXo2jWVti5B4CIILQTI3viWuRNfQQiR3ezru/kG46yhbuRNHgeODyhWdcITldh5PKj+KJ+FgRCkUnnWrNZGOkrxqtZEXglMwIjfMUQsZna921cfBCnmoGqJUeROqIezn6R3V7zjexIbIjx65Pf62+lcb3+ma9lRWCLPKDLYxhMFryi0pEzaR0qGw4iMn8k+NYO2vdd+RzMDHbHe3lS7E8ORqm7AzgMhmnrwNUdx8eOwVOP7oFXRIpZ38XKwRW5UzYgd/LDsLJ3Mesazv5RKK/di4SBNWDzBCAieIQloaJuP+KrZiIiZyjKFz8LWxefPlkj/fhzwNkvElWNh/Du/Cn4VCmHI5fd6RgHTwkqGw4iKLkUDCYLMSXjUV67Fw6eEqM/x9rZEzkT16Fw5haTztOH0MyBqGw4CCffCBAR8l3scLNEDj8rns5xDCKkOdtga1wgzhfEoDHCG0EivsHrugTJkDayAVVLjyFhwGzYewSaPLfH5YE4mRXRJ79lX9jljTJ/nMnu/nl1J4R2YkiLxkDV0ILcyQ/DOzoLTFbntUdEEPM4mC5xw9lcKVpSQlDu4QAuU9dus4nwRZEMjRHeINLYWGXNk0gcOAdMFsfs7ye0dUb6A80omb8D4gCp0ecJbJ2QP+1RZIxeAg7fCi6BMVA3HYa3NKPTsUwivJIZjovKODRvfBah6ZV9sn76cW/B0SsEI5e24svaKUh0sjF8LIOBxEFzoZyzDermVoRlDQKZ4tcwGPCVZaN04W4oxq+Gg1ew2VEtTc8AACAASURBVHMW2olRMGMT0h9ohruNLW6UJWCgl1OX57T7ZWdzpTiQEqLXL2NxeAhKLkXJ/B0omrUVfrG5Bu2FPgz3dcYXRbI++R37wi6rPR1xRRlr8m8XUzIeVUuOIG1kg/b52hHufC5qgj3wfp4U+5KDUexmD3Y3a+01RQSOpYXBLUiGyvoDiMwfadr67AAmiw1JSjkqGw4ibUQ9bMReJp0vsHVC9sS1KKp5AlXNR7q16etj/PBOdRlq1+8Dm8Ptk/XTj3sPoRkqvLDuUUyUhmpfs/cIQunC3YivmgXWHWuFwWQhtnwSyhbuhq1r9/t2vsgehTO3IHHgHDCYLIvM2S0kDqqmQwhKKcMFpRwbZP6aeXPZmBDoijeyI3E8PQwDvJzAZzGNvq6zXyRSR9SjaslRxKmmw0bsbfS5Lnw2viyRw5Zjme9oKnrbNttxWPiyRA6xnn2WIejEh4bXwdnP+P0Fn8XEAC8nHE8PwxvZkZgQ6Ar7ts/eKPPHJwUxCE0vh6rpENxCLHMvGEwWEgfNReHMzeCJ7Lq/J27+KFu4G7HlkzqtdRaHi4QBs1G6YJfOfmxkdBS2TZqNEdNqwWL1zdrpx70JK3s3zJ+2BLKyzuupHUHJZahe/SqKZm+FrauvSddncbgISi5F6YJdKJixCV5RGWAwjLeXwWmVKJq9tdMzgohwPD0Mr3UTP4ixs8K6GD9cKIjBQ8mxyKucAFVjC7InroVXVLrFnhdXlLFQeThY5Fqmoi985i+KZBjq42yRa9m4+EBeORVVS44gZ/QSjM3MwZnsSBxL6/75OtDLCTcMPCNCMwegcOYWMNnG+6I2Yi8kDJiteT6rZ0Dk5GHSd2Fx+YguHofqNa8iZ9LDBnMorkEyDGw6BFmKsk/WTD/uLaibWyGwcQSRxs+7WCjDK5nhYJp5vYCEIgxe9TIq6vcjMKnEpP0/RyCCurnV5P1iO5ojvPF5kUw7d7G/FDkT16Fs0R74xxdYzObyrGwhLRqDqiVHkDR4HqydPeHAZWNioCvezI7CsbQwfFQYi+cnDYeQY/z3txR62y5bsZh4Ky8a788cjTdzY3Tsp7NfJBTjV6Gibh8kqRUm2cQu1wpPiPCcoVA3HUbykIXaNeNnxcPNEjlyXWzNuq5PjAIFMzabdA5XIEJUwSgMWHYcg1a8CAevELM+24HLxqeFMTitiNCuYc/wFCjGrez1NXSPoc8ncE/DP74QqsYWxJSMh7q5FeE5Q7TGzi82F+qmw5rXTHCA28FgsiAtHA1VYwu8otLNmh/PyhaZY5ejYMYmiBzdcVEZh9VSX6PODbMRYHmUDy4UxOCx2AAkOlrfnhuDCc+IVGRPWA1VYwukhaMhsO06kN0RD0X54Gyu8QkjS6IvnOfrxXLkiI03jHZu/hqndOkxpAythZNPmPY9NoMBpZs9nk0Kxvt5UtQEe8Cdb5xxfyUzHC9mhMMtSIaKun2ILZ9sVgKQwWAiLGsQ1E2H4ReXb9Y94fCESBw0F2WL9miDNhyBCAkDa1BRtw8xpZqNm75Aez/6weEJUbboGXhGpILDYuG0IgKfFsbokDRcg2RQNx2GV2QaeCI75ExcB8X4VeAKu0gYdgCTxUZE7nCom1sRklHVI0eWyeYiqXo+imZvhdBOrPPeixnheDkzHEQEWw4LY/1dcFoRiRMZ4Rji4wyhgQ0xVyBCSEYVSubvQPHcbZCkVphN4iMi5LrY4nqxvE9+z76wy2dzpVgWZT4JjMliwzs6CzmT1kHV0AJp0ZhOv207WAxCoZs9nkmS4Fx+NOaFeMBDoLHba6J9cbEwRud4NleA9FHNyJu60ahAcVfwikxDRd1+JA6cA67Q2qhzmCw24lTTUbpgF2xd/WDvEYjK+gOQpJTfPobayBmFMrjw2bB38+3RRrIffw2wuHyULtgJnxgFNidIcL1Yjjh7K73HxqlmQN3citIFu0wmv7mHJqKo5gkUzNgEl6CeERhcJXKoGlsQphisfW2l1AeXOgQ2OiLFyRpb5AG4UBCDpZE+CLEWdDpGYOMIadEYqJtbkTF6qUkkqY7gM5n4Ug+JrzfQF3Z5d6IEL6SHmXUumydAcFolyhbuRsGMTfCJUXR6bnMYDJS6O2B/cjDey5NiVrA7XPmd/eByDwfcKJHDre09gY0jcqdsQNa4FUb7EPrA4vIRnj0E6uZWJAysgdDWhMA6g4HQrEEYsPQYBiw7DkcDQY8NMX64XixHspMNcietRUTusF7/Hftx78HeIwjq5laMj5PhZokco3ydEZRSBnVzK3xiFJ2O51nZInviWijGrQRX0H1xh8jJA2ULdyOqYJTF5hyWXY3KhoNw9o8CEaHE3R43S+TYGi/BJ4UxWBPtC6md/ueLPrA4XAQkFKFo9laULtiF4HQVOHzjz++Ii4UxmBTo2ie/ZW/b5smBrvj0Dj/VWHD4VghOV6N04W4UzdoK//hCvUleQ5DaWWFNtC8+KYzB47EBuFmWgGI3exBpCj4qGw7qPLt7iqjCB1C2cLdRCUGu0BqKcSuRPXEteFad4zy+smyom1sRlFKGUb7OuFkix9QoCQYsOWIWkb4ff01weEJU1u7GuyuWY6O887qw9whE3rRHUL36FchKJ5p0ba7QBpF5w6FqbEHmmGUQ+5vuizr7RUDVdAgiRze973vwubhRIkfZHcQIPouJQd5OeC49DK9nR2JMZi5yxixB1ZKjkFdOhc1dKMR6ISMcuxJ6VkxjLnrbLgeK+PiyRA4+0/Q8Q1dgcwUISi6Fcs5TKJm/AyVFQ7E1JQof50djcbhXp/0IkwiXimR4qIuYStqIeiQMrDF5LnxrB+1eKm1kAxy9Q006394jCAOXP4cBy44jMKmk054gzt4KH1Xl4viq9fCOSuuTddOPewNCOzFUDS06r5lL0hD7S5Ez6WFUr3oZCQNmm0TMaIe0cDQSB8/t0Xe6WCjDIxlyZE9c20bMKLQYMYMvsoesdAKqlhxFwoDZsHJwQ6y9FdbH+HXyzx+K8sHZ/Pun2OR6sRx5bg5gEkEhtsX2+CAd++noHYrMMctQWX8AIRlVYHEsE+Ph8ISIyB0GdXMrkocsREtJNl7MCDf/mgwGimqegGdEqulzEYiQP+0RDF71kg5pxBjoI2cQaYpV1E2H+2Qd3UPo8wncs5BnVKKqfh8KZmxG/vRHtU4mV2iDtBH1KJ67HfYeQWZd20bsjcKZW5A19iEdFQVT4CqJRWX9AUQXP6g1xGpPTcDRha//IcFlMlDu4YCWlBCczZViusQNYt7twCVXaI2wrEEor92Lghmb2ioBTU/wh9sIcLNEDnYf/G69baTTnKxxo8S8pCdXIEJo5gCULdqDwplb4B9XoMO0CxLx0RThjfMFMdgaF4g0ZxswDFyryE1Tqe8j5Gp/y/RRzSiavdWkqqGOsHMPgHLONqSNbNQbmDAGnhGpUDW0IFo5Vuu8uErkKK/dC8WE1ahqboV3eHKvr5N+3NtIHDQXiQPnaP/PJNIhafjEKKBqOgSxvxSOPqGoqNsHadEYo8lyzn4RKJ67HZljlhlMuhsLvrUD8qc/irSRDWBxO6tg+Ai5uFkixzMpobhQEIP1Mn/I7Q0Hwx28gpE4aC4GLDuGlGG12sC1JXCjRI4UJ+OS+JZEb9tlNhFulsgRpiexag5sO1SdZI5ZBvfQBIOV1gEiPhrCvXC+IAa7EoNwsywBlfqqfRgMRBU+gPLFe3scyOXwhJBXToOqoQW+smyjz/OT52mTN1YObihdsAtRhQ90Ime0Hy9JKUfhzM0W2/z148+HOPUMJA9ZqP3/JnmAXpJG4qC5GLzqZSQOmmvSxtTZLxJ5UzageO52eEaavmHUAYOBiNzhqGw4CJfAaJ33mET4vEiGpW0BR2s2C6P8xDiZFYGXM8MxwtdZR02uHfYeQUgesqAtAD0N1k6ePb6n5/Ki0RDe+8SnvghqXCiIwaxg8xQH28FgMOEZmYrcyetRUbcPYVmDwNGTYA62FmBJpMaH3iIP0Hn2XSyMwdpoX93rMlmQlU7UqHD1QK2FSOPfRxc/iKolRyArnWiSD23vEYSKuv0YtOIEHH10ySxackYbqV5o6wxV06Eez7cff26weQKULtilJWKMD3DB1bJErBw7Q6+NsvcIQnntXk0MwQi/2dErBKqGFgQmlVhkviwuH6kj6lEwY7MOiWm0nwsuFcfh1LRRcDKyOIFIE3iPLh4HddNhZI19CG4h8War4bTj2aRgHE0zLVlkKfS2bT6WFoq9ST20IQwG3EMTkPXgCqibDiO6+EGT9lf2HBYOpYfjxvzxGBN4O1EstBOjcOZmpA6v07vHMgdByaWobDholN1kMJiILn4Q5bX6fXVrZ0/MnbIEVytSMD5AozzqK8tG6YJdWhXRftzfSBvZgPiqWUgT2+F6sVyrMiywcUTiwDlQNx2GqukwgjPURl/TysEN8sppqFpyFImD5pqtSsu3dkBF/X64hyZ2edy6aD8ticvfiof6cC98nB+NLSmRKC4aipL5O6Cc8xSCkkvB5t69dT8r2B0XCswjk/UUvW2XG8O98UHe3S14dPaPQurwxahaegyK6jmYlZKED/OjsTNRglwXOzCJsDzKMKG9HWyeAMXznkZgonlKFWyuAMHpapQv3ovcyevhEZZk9DNc5OgGVdOhtjW4Da4STVw+zt4K14vl2BQbAJeAKKibDhskIfXjrw+vyDRkjX2o0+umkDRcAqORM2kdyhbuRvaE1UgdXmfWXHgiO1QtOWK2WjmRhmRdPX4JXl+zFkkpllPMENg6QV4xVRvncHB0QbW3E17I0BDxxgW4wP4Odbn7KfeXaiD35yXkYn6oJz7Mj8auRAnyXO3g5BmE9FFNmiKh7GqL+YQcnhBq9TicWvswCpTDe6TI7BGWBOWcbWYJDjDZXCjnbkfaqEaom1uRMrS2W2KmIXJGO1RNh3qcm/mTo88ncE8iOF2FhQs34eOlixGpqNIuWLeQeFTU70ds+STzJGsYDEhSKzVs++RSs+bGYLIQXTwOlfUH4CrpLBN8WhGJI3cEFDwEXMwL8cC5/GjsSZKgwNUOLMbt9+3cA5AwsAZVS48hecgCk9mr+nBFGQu1p2Ov/3a9baQfMVNGX+c3ZTDhEZYExbiVUDUd6lSpLWQxMdTHGScywnFaEYmx/i6dZFcvFMTg0Vj/TtcOSi6FurkVAQnmOcxMNhey0gmorD+gSUqacQ2+yB6ZY5bpSDayuQJkqaagdcyDeH7NRrgH901lfz/uPXhGpqJs0Z5OTkw7SeOTkgSMWLANdm7+mvXddNho5idHIEJ81SxU1h/Q29LBVDh4SlBRt69LafRKT0d8pozD+ZoxEAv0JypZHB4CEopQOHMzymv3Ijx7SI+VFfThTHYkNso624m7jd62ywO8HHHZRBl9Y8Di8hGYqEThrMdRtugZhGVXG0y8CVhM7E4JwY354zAnzMvgps8nRgF1cyu8onq+Hp18wqCc8xQU41bCysG4IIS9RyDKFu1BbPkk8G0cUTRjE44MKMdFZZxesmfWuBUWraDtx58H7qGJKF+8t1NFckeSBoPJgmLcKlSvfhV+cuMVuOzcA5A5djnKF++Ff1yBWRvFjuAKRMgcuxx5Ux8xqABX7a2R7F0fG6D1oRIc9JDnGAx4hqcgd/LDqKjbjzDFYKMqzo3FFnlAt/LRdwN/Bhn97uDgKUHK0EXaik197SatWEwM93XGy5nheC0rAvuSgvFFSZzBQJK3NAPq5laLJKMFNo5aJZnI/BFGB2dYHB6yJ6xB9epX4S3NBFFnckY7fGIUKJm/w2IVOv348yFlaK1O9aokpRyLpjbj74smYnSArgqErywH6uZW7brqDu6hCVA3t8Iz3LzWmXdC5OgGZc2TSBo8TxtLEbGZ2BQbgOfSwxBlK8RHhbEI7KLtXztcAqORPqoJVUuOILZiikUIc+0Y6uOML5T3R0XgF8pYDPW2jIw+EcHayROxFVNQteQI0kc1dSJI6kOQiI+P8qMR42CN59LD8FhsAKzaFAbbVQqVNU8a7dt2B8+IVKibW42ObXhHZ0Hd3NqJBD3K1xk3yhKwb+VGhKRXaF9PHDgHKUMX9cn66ce9g5CMKhTO3Ky1dcmO1rhaHIenCjV7P3nlVCjnbkdk3nCjrufgKUHq8Dqom1sRXTxOK9dvDhhMFnInrzdqT8cmTWz3jZxonMuPxsyUJCiq56Jq6TGkDl9sVAtsS0DM1bSfsuuD9lO9bZdPKSKwuZsW2pYC39oBkXnDUVG/HwVTN6IqpwwtaRF4NycKN8oSUO3dvZK2jdgb6ubWHhGGGUwWfGU5KJq9FcVzt8M/vtCo5KOtqy9UjZqCwLKFu1E+cRU+USmwKfb2/euqjU8//vqQFo1BVOEDet/rjqThEiRD7uT1KF24G/5xBXAPSUBF3T6zYwGx5ZMgr5xm9nfxlmZA1dACWdkkvJovtwiZ2MreBfFVM1G15ChkZZMQ4uqOhrZC4SfjApHRRaEw0f2T+3tU5o/XFYafdzwmA5WejjicGop3cqIwNcgNvt6BSB2+GOqmw4jMG663qMRUXCiIwZbkCGSMXoLiudsMqm4ag/zpj8JXlmPWuXbuAVA3t8LW1Q/hOUOgbjqM1OGL9ZJGuyNnEBGyHlzR8wKtPzf6fAL3HHxiFKisP4BhDc/iSt10vKqIAofLR5xqBsoXP2u21LLA1gmK8auQP/0xswMIIkd3FMzYjMyxyw0mhUKt+bhZIke6kzUynW3wVHwgzhfEoD7cCwFWt4MdDCYL3tJM5E7ZgIr6/YjIHQ6+yN5i9/GF9LA+kaDrbSP9Xp5UW4FpCdiIvdoqtY8ibWRjJ9lsuYMIG2T++KQwBqukvoi0FWJBqCcuK2PBZeq/pq2rL5RznkLqiHqzHwgugdEoX7wXceoZZlewBCYqte0knHgcfFoYgzdL01C76TgGNLf2y4H2A3xrhy5b3wTG5+PIqFG4vmAClENqUDx3G6ydjbOn3tJMVNYfQHzVTIs4Ru3BOkOJdR6TgeVRPjitiES4rQCvKKJQ4KpLurARe2uDmJljl8MjLLHHicmusLyP2k/1tl3ekyjB82bK6BsLR+9QJA2ep1E6GbqoU/9tPysePs6PRridFZ5NCsYzSRKdFj0dcZvoM6LH82IwWVqJ/bCsQUYx6rkCEbLGPoTcyetxVJmO85WZmLt4rd4e2gIbR83fqM/dvb/9uLfAs7JFZcNBg608NskDcLU4DjNnrcKglSeMbmkicvJAyrBaqBpaEJxW2aMqgHY4eEpQtugZxJZP7nL9D/NxxqXiOLw2dSRchZ2T22yuAJLUSpQu3I2CGZvhK8u+K+ox2eK+aT/V23Z5Sg9k9LuDwNYJ0cqxUDe3Iv2BZoMy36lO1vi8OA4Xa8YiyMZwyzAbsReK525H0uB5FiE+iBzdkTJ0EVSNLQhOVxu9zuPUM1C95lXMHTUL10sTOpEz2pEydBHiVDN6fQ31o+8RkFCE4rnbtOu0vdWJtZMnJkrcte1OGEwWZGWTULZoD+zcjCPq+scXQNV0yGLtKF0lsVA1tkCSWql9LcRagFOKCDwU5QMeU0N0Huvvgp2J+p8hLC4fgUklUM7ZhuJ5T0OSUn5XKrbb2091jJ30FnrTNge1yegbiiH0BGyeAJKUchTPexrKOU8hMKnEYAxhV6IEY/w11aQ8JgMPRfngtawIBHdQwgtOq4SqsUVvgZI5cPLVtHbwjy8w6ng7N3+ULdoDWelEMJgsbVuT8QEusHP1gbq5Vauuy+LwtAnG3l4//bg34OwfBVVjC6wcdElyhXkD0frY09icFo386Y8Z1dbELSQe2RPXoqJuP0IzB/So5Wk7ZGWTkPXgCqOUCh70d8EnRXK80dyI8pmPoKKuLXZsphJ0T/BpYQwm90H7qd72ma8Xy5FtQgttS4DBZMErKh3ZE9ZA1diCuSOm4vzCqXg2NcxgDKMjvKIyUL54r9nKyx3hKomFYvwqVNYfQFh2dbexOwevYKibDiM7JhEHJkzFq0uawGLrzjl1+GIkDupZW4l+/DmR9eCKLgv69JE0XCWxyJuyAaULdsJPngcGkwWu0AYV9fvhamZOUGjrjKolR8yynXyRPdJGNqBk/g44+WpaW4S05f7SzFRIFjl5IHHQXI3iY/GDUPr7YG9SMM7lR2Nuh5bN3eGF9DDsNuC3303cy7m/cBshHorywYWCGDwi80dKUDCSqhdA3dwKaeFos1uq3pn785VlQ9XYgpiS8WaJCLgEyVC6cLfZMa4wxWDkTtkABoMJNk+AsOxqqJoOIW1EPWxdNYphxpAziDStfwwRqe4T9PkE7im4BsmgbjqMjNFLIK+cCncrHt4pz8LLg8uROni+2Uk97+gsqJoOITJvuNkL3y82F+rmVgSnVXZ77NHUUFxSxuH59DAM8naCgHU74ccT2SEiV8OQzZ2yAd7SzLsScJ4p6RsJut400hyGRkY/xNrywRs2TwBJaoVWMjAwsVgnqOHIZWNyoBvezonCteJY1EZ03caExeEiTjUd5Yv3mh1o4/CtkDxkAUoX7IKjj3lMTZGjO5TTH8Xa6Y04nRMNFoOJgumPImHgHFTWH7BYZUw//pzIHLsc0qIxet/zCEuEqrEFdmIfNM9ejvNNC+Bm271jY2Xvgsyxy1E8d3unJLpZMKI1hZeQi+PpYdgsD9DK5Kc6WeON7Ejw2Wx4SzORM3Gdlu1/Z/DmbiHMum8k6Hrbef6kIAYzJD2T0TcWXKE1QjKqULpgl0beNaUMbJ4AT8UHYnxb5SqLQZgb4oF3c6UG29toW+WMqLeIjLPI0R2K8atRNHurUaxqJoOBNRPm4tySOgS6eaBk3jaE5wzRe6xXVDpKF+6+qzK2/bi3kDF6CWJKxht8n8nmYkLjszi/vAGKoO7b/wlsHBFfNRPq5lZE5A632FoKSNAQQb2jswx/NouJ9TF+OJEZjgQHEc4XyeElvL2hFdo6I6ZkvCbZP6rJMs+NbnCjB8EVc9H7MvphPZfR7wYsLh9BKWUoXbALhbMeh29srk5v4JnB7ngsNgDD/F3xYX40lG6GielsrgApw2pRVPOEXmUOc2Dn5o/MMctQvvhZ+McbpxSzesAQHBk/CcvmN+olzRFp1MHKFz9rttJdP/6csHXRJIXbK5U4PCFKF+7WqfIfH+CCq6UJWD58AhTjV4ErNM7OROQOQ3ntXrPbZN6J0KxBUDW06JD8VJ6O+Cg/ulPVHYfBwGtZETrJKZGjG2SlE6FubkXG6KUWS9J3hQ/ypGgMt8z3NwW9aZubIu6+jD6RJtGRMXop1M2tkJVO1Nnv57jY4mRWBNh3JIqrvDTro7LD+nAJjIaqoQWhmQMtMi8bFx+UL96L8JyhRh3PFVpDMX4Vhs7YgKvlydq2JkRtrU0W7tYmz21dfaFubu1W8rkffz20tw5xC4nXeZ3DE0LV0IIcWRIuVaRhV4VhpS4GkwU/eR6Uc56Ccs5T8JPn6fgzPYF3dBbKFj3T7fPAms3C43GBOJwhhaJ6HubVb8PLC2aD3YcqBHuTgnGsD9pP9aZdTu9BC21LISUoBEcfHIemJ09gZmoq3s2VIk6fyuAdiCkZD8X4VRYrOLL3CGxTytO0DOzYFu1OKKLk+KQyE9sV8SiatRl+sbk677O5mlYs5ipL9+PPC2NaJ7STNF7LlaF48nqUzN8B39hcnbWcNrIBseWTzZ5HwoDZXcZTDMFXlgNV0yFEFz/YKQm/IyHIZD/ORuyN5CELoW5uRVLxGEyLDMLZXCkOpoSgzMMBXKZpbQL7qv3UnyH3Z8NmYbSfC04pIvBSZjiGRUUgddAcVC05gpiS8SapZluzmbhWHKvjexJpcrxpI+rbyDumx62yJ65FYGKxWfeFwWAid/J6hCkGa19jcwUIyxoEVWMLckc34S1VTrfkDCLDrYjuI/T5BO4Z2HsEQd10GGGKwSiv3Qs2VwAGg4mSGY/gxNqNeFUR1e2CuhMcgQgpQxehdMFOs2VnODwhkocsRMn8HbBz71rmjEka43g2X4ZLcx9EpuvtwKOjV4imb/bSY0gcOKfba/UUfSVB15tGeqCX012R0b8TrhI5Mscs0wY1OvbPmxLohheyInF53jhUGCFP6hmRepssZKbj7C3NhKrpEKIKRplM7nHisnGhUIaTA5SYVLsBLBZLK4kXkTcCpQt2WYR13Y8/H4KSS1E463G9wQcnnzCom1vh5BOGyPwRyJu6ESdzZfi0MMYgo5/BZCEko6otATjMIkENNleA9FHNyJu60aAzleNii3P50dpKsI5Yoh6CRfM2InfyevjEKCwWaDEFl5WxGODVuxJ0vWmXHdqePU4WlNE3CgwGXCWxSB/VhCHLj2Pz2Kng3VG50b42xupZG0TtMs4LUDRrq8X67/nF5kLV2AJ5xVSD8vpMIrySFYGLhTIUVk1B+gPNENg6obx2r8Hqv6Tq+UgYMLt373E/+gQBCUoU1TzRZdV/zqSHUb3yBI7MnIjrpQmIs7fSexxXIEJ08bi2QNsEs6sH7gSLw0XiwDkomb+jy2RIgBUfL2eGY12MH/ht5OVpQW7YIg+Ao1cIUobVomrJUcSWT+5Vwujrikg80svtp3qboHFZGWuUTLJFwGDAIyxJU3Favx/hOUPg7eCI8wUx2mqgSFsh3siORH24FzhdVJBKUiuhbjoMj/Bki83P2S8CuVM2oHje0/CKSjd43IYYP1wvTcCyBU0Yvu4kPLpoM+ESGI3K+gP9PvR9AhaHB+WcbTqJhtThdYivmqVzHIPJwsiaR3F2xXKMCeyeaMRgMBGnmoGimid6JJ/fcZ4pw2pROHOL1q9pV5g7pYhAiLV+v0QhtsUpRSQ8g+M67IEn9Kpd3iwPwKm/ePup04oIHRn4uw0rBzfISidA3dyKzDHL4Bkch1OKSGQZqBQPsRbgtCISyzsorAjtxCic9ThSdgbn+gAAIABJREFUhtZaROFIYOMIZc2TiFPNMCo2MtLPBS+MfgDPLF3TKVGdMGC2Tl/6wEQllHO29cvq30fQtA55WG/rkOjiB5EyrBYFMzZjyOCp+GbhRGyU6xZ7cHhChGYOREXdfmRPXNuJ5NFTtBP72tVeDCHMRoDXFZGoS5ZDOfsJpA5fjHgXJ9wsS0CMrX4fvzcw1NsZX/RC/PVO9KZdfiy2axn93sDZXCmeSZQgIC4P6uZWKHMqcS4/GuMC9Mcw2sFgspAzaR2khaMtOh+hnRix5ZNQteQokocs6KQEFmdvhevFcmxXxKNhxxlEZg9GRd3+Ts8IbSsWI5Ue+/Hnh9DWGeqmw0Yd6y12RV3DU/jbwkngs3XjHn7yPBTP3W6WSgGRpnhK3dxqUuxDYOOIjNFLoZyzzWD7IFFb0n6SEcpCdm7+SB1RD3XTYRSVjcEjSRG4UBCDZVE+CLUxv1imP/dnHFKdrLFFHqDpcJAYg9zBs7VxJ2P2XLsSJHivCzKOV5Sm/U1s+SST/GMnnzBU1O0ze21bObi2+RW6/kyQnR2emVyDzxrmgWuEHyy0E0PV2NKra+geQ59P4J6AyNENlfUH4Bebi/LFz2oli8Kyq5EzaR3cRfwu+1Lpg0uQDBV1+xCnmm725tHRKwRlC3cjYcDsbitqHbhs7E6UYF9yMJx5bBR4OOKEIhqShHwUzNiE8tq9CMsaZHTljCXwaWEMpvSyBF1vGulnEiV47i7L6HfEnUGN0IhEfFQYC28hD1H2IryeHYklkd7dMh4Ftk7ImbgOuZPXm50EFNg4QjFuJQpmbIaN2Muoc5zapI1OKSLAF1pD1XAArhINOzwsuxrZE1ZDWjQGBTM291dm32ewdvI0WGVk4+IDVWML3EMT4R6agMr6AxDYOIJJmsCiPpKGg6cEhbMeR87EdUa3QOkOVg6uUNY8icRBc/UmKlkMwjwDKgksDg9J1fMxqHYnLjfOQZQBFYXewPN9IEHXm3Z5WpDbXZPRNwZ8JhMfqrOxfdUm5E/b2MnZbldX2dJBXeVOhGYORGXDQYvJinOFNkgaPA8Vdfs69ZHvSM5w4bHBZHGQP/0xhOcMgY3YC6rGFniEJXW6JodvhfLavXrf68dfB+3BhHaJQn1Iql6A6tWvwM4tACwWC5vkAbheLNchabC4fE1vyuZWJAyY3WUFlOlzdEPRrK1IHV5nkIRERChxt8dH+dEYfAdJwN5ejJXTmzB77gaNdDS/9wPPS6N8utxw3w30pl2WWN89Gf3uYO8RiKTq+ZjY+AymDhyjI+dty2FhW3wQDqeGwo1vmIDk5BuOirp9iFaOtajqoHtoAopmb0XBjE2d5HI3xPjherEcyY7WYLFYSBg4B9WrX4FDF4R/WekEpI9q7vV73I/eR8KA2UgZWqv9f1ByKZQ1T3ZKBMeWT4Ji3EpMCPbUtjsxdE0Wh4v0Uc3InrjWInbQysEVRbO3InnIQu28vIRcPHeHwpzec+1dMG/WGqycWq9RkbRAIt5UZN0H7aeuF8uR6WwZoqQpYHF4CEwsxoOLd2LJ1IYu4xEiNhOb5QE4nh6mVbticbhIHrIQRbO3wsq+64ShMeDwrZAzcR3SRzV1Saa43dbEFTkTV0NWNumO78WFsuZJBCWXal9LGVbbT2i+jxBTMh6KcSs7kX2sHFxRtfQYSubv0FZQp4ntcL1Yjg0xfhDYOGoJzKnDF9+VBDKHJ0TJ/B3dtvUZ0KZeo8oshLrpMCSpFdr3DiQH482cqD67v1wm4csSOYJEvdt+qjft8nt5UiyJ7H31pnaM9XfB9WI5bNue0bYuPiie9zQUQ+bjUEYUHo8LhDXbsC/MF9mjom6/RYnN2t9fIEJ4zhCoGlqQNW4FXIJkWnJGO9lQ7BcBVWML8qc/hojc4Z2uoVGQ2QOuBVoe9+Peh2d4CrLGrTDqWHnlNOSpp+DLsgRcUcq0qsNW9i56E9CmIHnIQpPaGfvHF0DddBhRBaO6bY05N8QDV5SxWiLrnXDwlCD9gWaoG1swXDUGL+bE4pXMCIzwFXfpi5uCv3rub48Fc39ufA5mBbvjvTwpdijiUTVUQ9SIU80w6A+H22iUsA21O20Hz8oWKUMXoWzhboOtifUhc8wyBKerzf5OfnH5KJ67TUvyCLDSxH6uFcdCOXEN/OOMayeobm61SIHAnxR9PoE+B09kh9KFuxGUUob4qplIGFgDIoKdewDUTYe1mz59fan0gcnmIrZ8kl5ZO6PBYCBMMRjqpsPwlmZ0e3ysvRXeyYnCvFBPsBia1+w9AjFvwWN4ds1j8JFmWExmzBRoJOh6t099bxrpTwpjMF3S+y05NEENJWYvfhKb1z8NKztNsM2azcLWuEAcSQvttl8Yg8FEeM5QqJoOwSsyzey5SFLKoW5uhSSlvMvjOpIzbvd1k6Oibj+4AhEYTBYKZ25BQIISiQPnaDa2d6H1Tj/uPTCYLORPf0xv+yahrTPKF++FX1w+RI5uUDUdgrPf7YqCO0kabK4AsrJJJvUUNgbO/lFQNbQgJKNK7/tOPDaeTQrGniRJJ7KIyMkDyponkTKsFmyuAEcyIvq0KmKGxB2f9LIEXW/a5ePpYXgmqe+qIrbIA/BxQTRYbDYi80egsuFgJ+eYx2RgWZQPTisiDVaPuocmQN102KLr2CVIhtIFu5A2slFLcupIzmg/TmjrjMqGg3CVyOHoE6pRr9FDFhH7S1HZcNAkab5+/HnAYLKQP+1Rg3aPiBCnmo7q1a90UgFoJ2nEO9lCklqByoaDSB1eZzHCXDs8whKhajrU5YaSw2CgIcIbZ7IjEWGr27fbMzwFqsYWTBs6BV8umACegRYSdxvtPWR7s/1Ub9rl5ghvvN/LBJSOGOHrjC/KU1G7YT9yJ63R6f3LIMKkQFe8nydFWheJSp6VLbInrEH2xLWWtXkMBnxiFChduBvZE9bA0StEh5zR8di8qRsxaMWLBtsMMlkcKGueNKh81I+/BtrXSzshzd4jUENyvoMw7xebi7KFu7XFGeMDXAySNLhCa+RN3YiUYbUWUXdzCZJB1ajrN+e2qYiN9us6oe4RlgRV0yGUlj2AbxZNREgfVmvfKJEj/S/afirDyQY3+oCA0g6JNR83yxLQNK8JVc2HuyX8jvF3wbn8aOS43FbbCMmogqqhBS6BPd/XMFkcpA5fjLwpG/Qm7m6TMzTrlyu0RtmiPfCV5egcZyP2grq5VatW2956yCdG0Wf3uh+9A6/INJQv3qtXySpzzHJULTmK8Gzd9pHJjta4XJqIg2PGQV459a6qBKWPauqkstQRfCYDK6W+eEURhWz1FJQv3gtHb11/w4HLxo1iOYb6WI5obSo+yJOiqZv2zpZGb9llLlMjox98F1poG/v5l5WxqA3T3a+xuQKkDK1F8ZwnsTglDq8rIhHWRcW9k2841E2HIXLyuCvzZLK5CExUYszsR3FRlYlNdyjR2Lr6obLxIAY+9LzeZF9s+WRkjlmmQ9rux18TUQWjDLbQ7giBjSOqlhwFX2SPCBtNcvmKUgYOg4ncyQ8jLLva7DnYuvpB1XRI2wKtKwjtxMgatwJFs7eaRAg5XxCNTXJdRTQnnzBkjX0IAxoOoGbQWJwrisdjsQFI7CbJbw7uh9zfNAvn/tgMBpRu9ng2KRivF6dg3IjZGLjkKBIG1uio5hMRzmRH4nCq8e29PMNTUFG/H3Gq6UYVP9u5B0DV2NKjQmlNC6BJOuQMNhFcAmNQunC3Ufk9xfhVd4Xc9ydBn0+gT8HmClA4czOiCh+AS2AMKur2g8O3ApPNhXLONvjF5esc3x1Jw94jEMVztyFtZIPZss0CG0dkT1iNvCkbjFI3GO2n2azmdtisBiWXQt3citKsUtwsS4CvsG9kFau9nXpdgq63jLRTm4yTQ2/L6LdhgJcjbpTIkaEchcr6A3DpUHk3LkCzJgzJhep8D58wlC16BvFVM82uTrIRe6FgxmZkjVuh1wHWR85oh7xyKlKGaSrA7Nz8oW46DKG9GJljliF5yIJ+p/k+QGT+CCjGr+70W3MFIhTP3YYwxWCwODwU1TyB4HRVp/O1JA2lHMMXPIHkIQssKvEdmKiEuukw3EL025Z4BxHO5koxO9i90/r2jEztVHki5rJxo0SOKs++YYb2he3qTef5sjK2U4V8b8HPioebJXLkdXgeu4XEQdXYgrCsQZ2Or2zrv15loOWMjYsPShfuRmz5JIsR1phsLqSFo1HVdBjPl+d0Ime0wyUwGqrGFljZu8AtJB6qpkPaPvcdEVMyHhmjl/TJ/e7H3UVE7nBkT1ij9znMYDCRMGA2qpYeQ2zFFL3nb0oIwaXKdIwbWdOtlLKpYDCYkBaORkX9fjj7GVaacedzcSQ1FE/GBcK2g+wmk82FvHIayhfv1ZKPPlXKsT7GsFLI3cZlZSwGevWe7epdGf1IPBbbuy1ctL81ET4vkqEpwhtsDhdRBaOgamjpRKJPcrTGe3lSTJe4g2HgWgwGE9KiMaio2wcn33CLzpPBZCEwqQTrp9biSnmy3goZjkAEVdMhDFh63GBC0s7NH+rm1k6BnX78NSBy8tCR52bzBChdsKtTktjBU6JJEt8hA66PpCG0E6N43tOQlU60yL4rJKMKqsYW7d6UxSDMC/XEOzlRiDXQ/opI8zcgK53Q9velscvPZ0XiZB+0GWnH64pIPNrLtqu3bPNjsf44rei7e3syKwLH08PAYrHg7BeBirp9iCkZ36W/K7cX4d1cKeaFeGiLklz1kIHMBoMBWdkkFM/drhOHu5Oc0Y52e3unj+Mbm4vSBbu0JCoHT4kmWenYfZuhfvw5Ye3kCXXTYb1trX1l2ahe8ypC9JCJ2VwBJtdtx9e1kzq1O7EkwrIGoWDGZoOV2D5CHl7ICMPaVBkKpz2CrLEPGYxnN0d44/Mimcntvy2FTbEBvW67essuD/bunRbahrBR5o9PulAiDUouhbrpMFRZSnyUH40BXexbJCnlUM556q4pYMXZW+F6aQJONTUgMLEzMVnk6I6qpcdQMGNzp/cYTBbypm5EeM7QPrvX/egdZI5d3mU7yXbIK6bqqGK1kzQulyagcMr6HhU8p49qRmjmwG6PC0wqaWvPPdzk2F++qx1ulsjhK+RC7C9FzoQ1qG7Yj1XDxuGt/FhMl7hBzOtaiaMnqO4D2/VXyv0FifhoivDGuyUpWDi6BoOXHkFy9QLYiL0w0MsJN0rkEJv4+VyBCImD56K8di9cJd3/NqnDF/fIJnKFNqhevAefqzK15Iz293KnbICfPK/ba0Qrx+ptEXefoM8n0GdgsthQjF+FhIE1YHH5KFu0R8vcl5VOQNrIRr3n6SNpMBhMhGVXQ910GH6xuWbPySMsEaqGFkQVjOrWIIvYTGyKDcBz6WHwFmqcHjZPgJRhtVDOeUpbRfNSZjheyrRsENFYtDOAJb3IAO4tIz1d4tal83o3wSTCpSIZVkg1yTJXSSwqGw4iMn+k1nFoTxrXBHt0u3ni8K2QMqwWxXO3dwrkGQsGk6UJeje2wCvqtupLV+QMIo0aSMn8Hdqqksj8kcgcswwsDg/50x7VSkD2468JR+9QqJoOQWCru7ljcbjIm7IBseUaJzmpeoGOlPOdENmJ0Tp6NK4vnAgXgWU2gQwmC/LKqShdsNNg1fe4AFd8kNeZDMVgshBTMh4Vdfv0VrqulPrgsyKZwSTQ3canhTGYGtR7EnS9ZZfbq9D7QkafSPO8fTGj8/PWyt4FBTM2I/2B5k6y4cHWAryWFYEVUl+9soRcoTWyJ6yGYtxKcCwkxckkwsuFybhSPxPSiASDx4VmDkThzC1gsrnwk+ehfPGznYijTBYHRTVPICBB2Sf3vB93B45eIVA1HdLbioTBZCF1+GKUzN+BotlbDVZby4ofxOGlK3C9NEGn3UlPwbOyhWL8auRMWge+yN7gcRnONvggLxoT7pDbtBF7o6jmCaSNbND5mypxt8fNEjk8u1Egu1t4Lj0Me3qx/VRvEjRu9JGMPhFhtdQXFwt124eIA6SoqNsPWelEnfUr5nFwICUEOxMlsO8iCOIRngx102G9yl89wYYYP1wvS8DWzQdga6B9oLN/FKqWHIG6udVghUlIRhXypj7Sr0T3FwOTxUHhzC06605f+wSelS3KF++FtzRT73U6kjTs3PxRUbcfoZkDejw/nbYTDhq768xjY19yMHYnSroMbArtxMif9minpKAHn4sbJXKUuDv0eH7mYEmk91+2/dT7eVI093IVejvKPBxwo0SO/2fvuqOiur7ungoDMzAMvffem1Slg4ggKvauiV1jr7Ebkxg1Grsx1mhiNLFEo7HH3nsXEaQI0pXezvfHwEgZhiJifvnYa52FvnLfmztv7rv3nH320ZV//76VU1SmgOFLKXT8WplJSqpcNv3iZUG/eVmSWiXBWFGkRZ2mikn6skqUNNas/XtS13n7SKhtUi85o8oMnAKkqiZ49JoqSUIBQJYdulP4pI0tolDTZv8uY3HkKGLa1hqlbapMpG9FfZedonYxk6Sea9mhO7UfvLBGuZOWvr8qRaP6fldhWkK6G+ZEA9sHUfcF+8k2uF+DZL2n4S60zNHok/S3v7pSq5efaq1x+VcvC/qrFUtoVzd9HpcSI90oUqf+tRUAEulbUvScPRTUYwKdCnSk7xyNSL6e0gre/WaRd7/ZLX6v1cua6Nl6UsS0bVKPE2gYUN/lZ8iz97Q6+3jKapWKoZ+OENNmH9+6L9jfYCk0iXpGNYVFFkeOInqNp5t9OtOdqSOI00yVTZG+JXWdv0/m3ERRpEVBo1ZQx4kbZZaVbcj2dAmjJVO/pSEL99LOYSNpl481ddQSSgitH9Oqyk+1xf4+zBRYTOpvqE5Hgt1o5cip1P/rw7R20kL62sel2W1qW7WjrvP2kkfPKTJLWArUxWXnm+tzFnHZdK+LL8XPn0QOAd1qzCO0zF0oatbPDRKd9B38xOpGrfQM/cvsk9/ApzEGg3z6f0l+w5YQg8ki1+ixkomDppkTdZv/u8wM7OokDYFIm0LHrabgMSsbpXghzZhsLrl1HU/Rc38jdZOGa/pZCXh0LtCOvnUwlAR0hNomFDlzp5hwUm3wN1IQT7Q6an0aCfJbrSxB11qD9NEONvRrKzrSq9sSB0N6Vou1zlNSpeAxKylo1HJJwKKq7MKvUsouSDMT947iciXVsv2baqqG1hQ1axd59Z1FWkpKMskZVSbSt6SYRQeJp6xGTBabIqZtJSOXYOIqKFHnGTtaJiOmzf51xuLKU9SsXWTgFFBjO4PJIr9hX4kJGQzGe/Y9t/7Jnv/n35BDyAA6F+xIj8OdSe0D2a0NBcWVqpUT0qkVzJMXiCh4zEoKHLm83vdIVUbvEvu6igStYXtaefHfWuPyp3CkV1l4JWvdsB7FKiaLQ+7dJ1LU7N11iHCKLCatdzWlY9UIl9WtiiwUOXPnB5eIYAJ0prKsiZODF3WZvVtmZkv7QfPJs5fYqWEd0Js6T98ukUuvMmUt48qM7bbMwP+Cicfmn6XKcbM4XPL//BsKHrNSqqR+lckLRNTjqz9JoKpNG1zF5U5agqShamhN0XN/I6fOI+oNPjMBmmSpQzdCHOtIeJp6RFDM4kNk5hUp9dyzAXZ07BM5Rr9oZeJva43LAerKre5IrzJNebFiVXfdusFdroIS+Q1bQuGTNtWQYGYxQLNt9OhqsAM5C+t/ZvmqOtRpymZJ+bIPvdfqZU2cwoeQT/8v6z3WMXwYhX2xjrov3F9HOQEAgcGgoFEryC5kwCfp9zb7OOYaPZY6DF0s+b+ZV2Rldur7eQeDyaLg0SvJqfNwmW2NNNWkV1HtaNX4uS1SekFBqEHhk38knwFzJHMKj8pkgUlSFOaqm66Np1hpLLCP1KDgD87G9PgTJUVYfALib2uMzVWOdHP+p5HRfxzuTKukBaIZDLIJ6kvdF+4nHWvPes9nAjS58j3fTiRep7E4cuQ7cC6FT9rUbJ9cdTNyCaJZ01fTq2iveskZVebUeQQFjf6+xrxEHLTfRmaenSXb/IZ9JUk+aLP/jomD0LPqbNcwdaSeX/9FXWbvlq5Gx2RR9Jw9kmQOb1VBi5M0FJTVqfuC/aRlXje4UzXfuRLsSKFRn4lVeRtZLihGT6zmqyn/aQhHrU38ba058+OPIKPfWDvWwYbONFKxisvjk/9nX1P4hHW0wteNjvvZkpFiXX8CiyNHEVO3fJB/ubZVJ2dUbYuYuoV0rKUnnVgH9KJe3xwl9+4T6/wONc2cqfuC/VITEtrsf9/ExIs/GzzONXosuUaPlfxfpGdBkTN3kk//OaQnFNKTCPd6VfQbssAR35G5Txfp+xkMsvDtSjGLD5FNYJ9mE+sZTBbZhw2mwd8cprvffkXHxg0hC6XWLw/Y2sTf1oz9tWYSTZW5ifh0JqwdPfh6AS3ZdYnM2oU1uy2OnAJ59JxCXeftrXesBECevac3qiRQbRNVJmafD7QjFU0DCpuwjoJGLa+RiBs6fg0ZNSBooCjSpm7zf2/1vv6X2Ce/gU9iLlGjKHT8WmJx5EjNyI66LfiDuApKxJFXpOi5e2QuCKtMU55NDyK96HyfLmTrH9NsSVAlTcPKTL6FUutd1rbulZLoMdXk8c08xQ7n+tQ7Nria0sOOn8ax0dryma01SLe2FHWVqVWWR+grRcKfwWRJJL81zZwIEC+8plvp0vUQR3ITNfx8CdT1KHzyj+Q3bEmzy0SwuPIU2GMCXe7VmS6EujZqImMfOlBS5kKkb0ndFx0geb4KKQg1qOu8vWTkEtTqfd1mH9fcYyZKZdR79JxCgSOXE5PFblT9SgNHf+o8fTsxWWxiAnQu0O6DSBpKGgYyy0rYKvHoQpA9LbY3IG6tbAF1Y3vqOn+fWAWpAXZoPwN1etXZ7YPJJM2x1pbPbK1x+VNIUVfZw47OjZLwN3YNEb+v3etOsIcYa9DdMCcK0ZROqDTz7EzdFx0gbcvm9Wd1ckaVRJ7vwHkyAzlsOR51nrFD4mB26TKGQsevqUPqaMvY/u+Ye8xEqcFhjpwChYxdRT4D5lKnKT/VCDrUaaP7hBqOjpYgaVj4RFPMooOkZ+9b7zEqXDbt8rSgvd6WNWQ8OfKK5DtwHkVM20bKWkb1nm+mKA7GNaZEXEubqFI+s7XeCa01Ln8KKeoqO9zeusFrW/h2k7qGqsooHWxUf6CPxeGSZ5/p1Hn6dlLSaL5Dqjo5AxCPu90X7q9X1Y7BZFHYhPXkFDGcus7fJzVrV0FZnWIWHSSRvuUn6fs2a1nTs/Wh6Ll7JARJoY5pJUmu5nPnGj2WAkYsbXAOKtQ2oXkzfqDUOWNomOmHKappmDpS9wX7a8g3j6xUmJMVQKuuNierVBUb4nX3XJsPI6g211q7dF5rjM2fogxtlc231afYiJrSx7VN3dieus7bK5OMCYgz6W+HOtGIas+wdUBv6r5gP2mYfhhhe4iROiVEe9EfqzaTqp7sMm0MBpMCR3xXh3yhpGFQo9QQV0FA0XN/+/9cX/s/Z+beUVLLOOjaeIpLQSw6UG8CnqFzIIWMW11jW0uSNJgsDoVNWE+2Qf3q7KtSDPupvTOFjlpGIWN/kFqqWJZdCLSnQ751lUJbw8509KAdHf1JpG/5QaUHGmsfe1zmKauRo3sIJUZ7kqr8xykJIsuCNJQpMdKNTBWbQNqrRqgb6BdCd8OcKExKUihfVYdiFh2UlC77EJNGzgDE/pXg0SulnsNgsihyxg7qPH0befebXeedYhPUl8ImrGtTN/oPmq6NlzjGIOMYcVLJYeIpqRKDySK7kIEUs+hgDfKyNBX9xpiGiSN1+fJXqc8WX02XQsb+QGFfrPugNaRQ24Q6T9lMY6espgNh3rTTy4oedPo0iRGtFftTFGmTiXtHSo72rLcUV0vap479zbU3pKM9ImnQnJ/Jb+himQqyDZmWuQtFz9lDXn1nSo0/K6poUo+v/iQ5fuMT/KuTMyRVJip/S90XHZD8lrQs3Chy5s4G39k9vvqzhprN/yP75DfQ6mbt35M6z9hBXAUBMdlcipy5U1KSwavvTGrXQ7r8XG3jKgio/7zdFDfnCzoT6NAsNp2ZZ2eZmXzVTY7JoG8dDOlcoB1ZCcSZWmwuj7z7zabO07eRkpTa8JJ7ZYLiIlxpulX9Qc6PZX5qSvSqFTPnWsOpUSWjz2kFqajatt/Hii4FyVZZ0bZ0p+4L9pNdyEAJcShIQ5nuhDnR5yayM0AA8WLOJWo0dZ23r9Es+upWVdbkUlQHmrFqH7HYDU92q5zNFr5i2V6nziOo/aD5BIizs7svOkBaFp9motFmLW861h4UPfe3OuoUDuFDKXzSJmLL8UheIKKu8/ZJSk9JMw6PT93m/17DsfshJA0daw+KWXSQTD06Sd3f20CN7oU5URcp2bjW/j2p+6IDjSL4VdnlYAf6w7turdqPbVXlpyxbSYKutQKBryLdqIOaoFWuVd1mWutSXIRrozMslbWMKWrWz+TRcwox2TUVN1xUFOlqsAPNstaTKkeobuJA3RfsJ0spdYxlmTRyBiBelMYsOiizvJWShj7FLD5EqgbWEgUy/8++rungYDAoaPT3bbVc/8dNx9pT6tjMVVCijhM3Ursek8glalSNLO7apijSFi/sapE8m0vSYHHlybvfbIqYukUmWc9FRZGuBTvQzFq/HVVDa+ry5a/kHjOxUdLnW9zN6G6Y0yfp/0cfOXNOoK5HFr7dyG/YEkqO9iT37hNJz95Xptzlh9rtVlbSq7L2agJKjHQjq0a854Q6phQ5cyd59Z1FbLn3ahhVNdnXupiQAqt+Z4KZZwTFLDpIBo5+Tb7P2uSMKrPsECNT4pOvqkMxiw+RjrUHdfnyV7IJ6lvnGEPnQIqcufOj1f9us9YxBaEGdV90QBLcYMvxKGrWz3VIRcZuoRQ1e3eDCR9i8vs+MnS4R6u/AAAgAElEQVQOpNEWOpJyJ825N8v23Wqs0ZTYLPqpHoW52vcQOn4tBYxY2qiEgGHGGpTQ2Y2U2R8/EFfb/upgQ796/bfKT+3xsqQj7VtfLUrIYVFCZzcaatywwoWcojIFjFhKoePXyMxu1uFx6c/21rTZ3YyU2OJ5qZaFG3VfdEDiV2iqVS9rYuIWTF3n7WtQlYPL41OX2bul/i4jZ+6UKC2pGdmJS8i1gMpHm31aU9W3ophFB0mgVpM8ZugcSN0X7if3mEn1ls0GQJ0mb5bq52gpkoZ794lS5+teqgK6GepIY9p3oK4NqNLJMhsBjxIj3cinldfeena+9N2Uryl27iSKmrmden59hPw/+5qs/XuSSM+ixQgbLA6XRHoWpGvrTcnRnh8UFKttPCVVMnIJIo+eUyhq1i6KWXyI5g2dSC/nTyK/wQtaPeHhXpgT/eRu1qxzNUwdqdv83yk0ejhdCnakL230iF0reVXXxou6ztv3QX1YHzkDEPuSu87bWy8pWdvKnaJm76aA4UvJb9iSOv4Xv2FfkVu38a3a52328c0+bHCDinIuXcaQW9fxxFfVobAv1lHQ6O+lvp+bQ9IIHbe6TlIWg8EkK78eFLP4EFn59Wj2eMVgssg2uB/1+uoQbRz0OS2tLDX0X439KapoknVAb+o4cSPFLDpIvv1mU/qc0dT7m6MUOOI7MvWIqKPy2xJWFfuTRSr+WPaHjxVdroz9achxaI+vLc37fDrFLDpQR4W8Kcbm8sit2xfUbf7vpGdXN/HJrdv4GolWskwaOaO6qepbVarRfEkcHp/CvljXYPJ10KjlTYqp/Ifsk99Aq5qRawh1nbdXMuA6dR5O7QcvIEBc6yZq9m6ZMvrVzXfgXHLrOp50FOWaPFBzeXxqP3gBRUzbSsoyiBVVpq/ApaMdbGijmynxKx0TylrGFDlzJ3n2md4ox9toMy2K7+wqOb81LeEjSdApirRJ38GPHDt9RgGff0udpm6h5GhPaj94AdkG9ycda48WnUhX2RIHw08io++uokiJkW7koKzQ4LE8ZTUKGbeaAkcukzi+9Hhc+quDDW2q9hzJMm0rd+q24A9y7PRZoxcJVeSMc4F2xGIwqeMXa2pkVMkygZqeJBuMxalJntIwcRRnAup9mrIybdZyJqeoXCmhWTMAZuETTVGzd5McX0gMJotCxv5ADuFDZbbVrsdkqaS65pA0rP17UbcFf0jN4pNnMWm5kxGdCbAjs1pywBw5BWo/eCGFT9okqbndWHNUVqDEyJaR/m+q3Qx1pK/sWydo1hrO5iCNTyOjL2AzKb6za4Pyx7VN1nNTpQKwr5YKQJUpirQoYuoW8uw1jZisuvtrW33kjCoz8+xMYRPWy1wg6tu3p+i5v5GcojIxWWwKHLlMUvqkyhSEGm3j9P+wySkqU7cFf9QZm3lKqtR5+jZyjhxJWhau1HX+PpkBNe9+s8ih4xCp+5pK0hCo61HEtG3k1XeWzLnuUGnqM1WZXYsOkL5Dh0b3gwKTSS87u9JEi9Yv2fOLpwUdbcESK1wFARk4+pNHr6kUPfc36jpvH3n1nUmOYYPp1YIp5BI5kgJHLqde3xyj0PFryD5sMKkZ2baYY1iOyfhkMvq3Qx1pp4fsrOfqxuLKk2evaRQ1a1eNMUyeyaCljkZ0NsBO5ucQ6VlQ9Jw95BI1utH9Vx85AxCTpaPn/iZTWcCkXUeKmLaNFFW1qfOMHeQU8XmdY3z6zxHLOrdy/7dZyxiDyaLQ8WtqZED79J9T5/0r0rOgmMWHGqxdzVUQ1CkfOdJUs8kkDSabS159Z1LEtK3EVxWTymyVFOhCkD0tsjMgjgxlUR1rcUkT26B+TVIgvR7iSHtakShRZePNtVq1xEprzJkfhzvTOLMPU05pju3xsqTrwQ2X85UYg0G2Qf0qS57UL8nMZTJosb0BXQiyJ1slMRGCr6pNEdO2klefGXWCcbKsOjmjapu1f0+pJf5qW1XJv9rzYM/e02uoRtoG96PQ8WvaVOf+h42roETRc/fUmV+aeUVKSoXIKv+oZe5CnWfsqHcM/FCShrF7GEXN2lWDgMsAaIyZFt0MdaROnfpT90UHSM/W54P6YaeHOd1qRb+ogaM/dV90gJzNbSipiwdxmSA5vpAMHP3JvftE6jxjB/X46jD5DVtCVn49SEXXrOH3DINBfDVd0rdvT/Zhg6j94AUUNetn6r30BEVM20revafRk6/mUK8lhylm0UEKGv09uXYdR6YeEaRqYN2o+IG8QESGzoHUrsdkipy5k3p8dZg6DF1Mlh26i5MkGAw61sGGfvW1pYDPv6UOQxc3ao3fEjbJQodeRriSArP5cQKekiqFjF1FYaOX008dnOl3HyvSrOXDcAgfSsFjVjZr3JNFzqgya/+e5FuZ4CfNAoYvJWv/XuQ7cB4Fjf6+BiGbU0mwa1Nt/m+Z37AlZODoX+9+eb4K9fjqMFn795IQJmSNF00haWhbtaPOM3bU8K8paRhQ2BfrKGTsDzKTThoyJU1D6jhxA/We8ANd6BJAPWupO4w2/bSxv5ZSIlUQapC1f08Km7CeYhYfIo+eU0jLwlUyhiRHexKLK08GTgHUfvBC6vn1XxQwYimZtAtvVHWCxtiniv21E4ljf47VYn8sBmimtR4diomkHrN/pvaD5jdb9R4Qx9iiZu8mnwFzarRTVaq4ISJxQ+QMyX1z5Mi9+wSKnvsb2QT2qfO7qG3OkSPJPnRgq/f5pzYWgPn4fwJtS3d49JyMU+snIy8jGSJ9S7h0GY2zP84ER14R/p8twYXt85Gf9brBtoxcgmDoHITz2+bibVEJ9ialY7y5LrrqibAzPh0k41x1YzsEjVqOrMSnOL9tPoreZcm8VoimMrZ5WGDryzdY+CgRJRUEk3Yd4TtgLu4d3YL7f28HVZQ3eM/Xs/IwyEgD7UQC7E+Wfc2WRjc9ETTluTj8OrtZ5zOYLChrGkHHqh1M23WEbVA/uHYdB2O3EPAEIhS+zUTyo8uIvbAfEyP88f3lu1AUaUHf0Q9OnT6DlV8MtMxdoKxlBC5PgIqyEpQU5jX78yy0M8CNrDz81czP01wcbG+Du9n5WPsitcFjy4oL8PLGcShrGKBdzCRkJj5BanoK9iVmwENVgFnW+riS+Q4ZxWX1tpGXkYKXN47DwjcaFr5dkfrsFkpl9Jsal43zQfZILy6F/+kHqADh9fPb8O43CymPr6IoT3Z/lRS8RWlRPpw6fYbnl/9EVtJTePWdiRfXjuLtm1d4l5EMnwFzkHj/PEoK3zXYB234d8Kn/5d4E3cPsZf/lGwzcPSDU8RwnFw3AYW5GXCJGg2uAh/X9iwD6hlR1Y3tYB8yEP9snYOKspIa+wjA9pdv0NNADWPNtbHnVQYKyiuktsNkc+HZexq0Ld1wct1E5Ka+rLHfWFEOv3haIqe0HEOuPUdacalkn7KWMYLHfI/c1Hic3z4fJfm5TeqLtOJSeKry0d9IAz/GpTXp3A+Fk1ARHiIBtrx888FtMdlccOR44KvpQt3YAbp23jB2DYWlb1fYBvVDYN4zPOowFppmThDqmIKnpAYWm4PycnFfEkn/bpqCGdZ64DAY2Br/4Z+nKdjibgY+h4XPb7xo0nkV5aV4decM2Fx5ePebhdzUeLzLSAIAFJVX4EBSJnR4cvjW0Qj3cwuQVPj+GS8tzMPLG8dh5BoCC99oJD28hPKSIqnXYQI4FWAHbXkuOpy6hzcldcf8rOTnMHUPA4sjh8xXT6S28/bNK8gLVGDl1wMvbxxH4t1zsAnqC0UVTaTF3hbfV1E+CnIz4Np1HF5cPdKouUkb/j3wGTAHabG3EXvlsGSbokgbIWNWIu76MTw59zsCRy7D5d3f1BknqyDUNoFD+FBc3LEQFeWldfYffp0NKwEPs230cTE9FylFdY+pgr5DB/gN+wqPTu3C3b82S32eFFlM/OBiAl81JfS98gy3c/IBAPICEfyGLoZQ0winN0xFZsKjRvdDKRGYYGC8hTZ+jE1DKcma1bcs2AwGehqo4YfnDa9FpIHJYkPdxB5mXpFw7jwCjhGfQUFFA+WlJSjITQeLzYGmqRPkBUK4i9h4qOYKBaE6MhMeoSA3A4pCdZh4dIJjp8+gZmADrgIfJQXvmj3n6qOvDl8NZcx/mNis85uLMWZaCNIUIuL8I5RUNO77o/IyJD28iKK8HPgOmIOKinJkJDxCGQEn0nJQUF6Ota6meF1UgifvCuucX/g2E3E3/oa5VxTMvCPx+sk1lBXXPa4Kq52NEaWrij6Xn+JSZt3+JapASeE72AT2Qdy1o1LbyE6OhZaZE5S1jHHll2/gEDYYKjqmSHlyVXJM6vNbcI0eK5lHt+F/C47hwyDPF+LavhUAADPPCOjZ+eLc1i8lY6IcX4jg0d/j+u+r8ObFnXrbYnG4CBzxHdJi7+D+39sk229k56OwvBzz7AyQU1KKOzkFMu9JQVkdgSOXoaykEGc3z0RxXg56G6hhlbMxFj1MwoYXqZA2q2MwWXCKGA67kAE4v2MB4m+dbFJf3MnOwxQrPZxOy6kxF//YeJ5XhAkWOtgR/6betURzwGRzoaxpCE1zZxg6+cPCJxo61h7oVf4KJ41CIC8QgcFgoKQov0XnUxpcNsZb6GDkzRcoauT42BJwVlbENGtdDLz6TOa7vzbSX95HRsJjePedBXmBEGmxd4Ba7+VyAk6/yUVmSRnWupoiu7QMt1LfIO763zB08oe1f0+kPL6K0mLZz/YQI3UstDfEV48SseHF+3VZRvxDCNR1YePfC/G3T9X7fRTn5SAvMwWefabj5Y0TKC8tBgC8fnoDDmGDUF5Wiuzk50h/+QCGzkFQUtdD2vNbje6LNvw7wGAw4Td0EdJib+Ppud8l220CesPavxdOrJsAC58uyEx4hIQ7Z6S20a7HJMReOYzspOdS9ycWluBa5jvMttGHqaIcjqbmNPr+VHTN4NN/Dk5vnIaCHPG6WJnDwgY3M1iqqmKpYXcw9O1wav0UZL5q/PxYGk6k5WCypS5KKgjXs5rvX20MjFxD4BY9Dqc2TEF8wjOMNtNCWlEp7qRnITctHimPr+DZhf2Iu3YUZSWFUNW3hE1Abzh2HAI1I1vIC0RgsTgQqOtBz84XZl6RsAsZCNfoMTB0CoCCUB0lBe/wJvYOnpz7A7cPrcOzC/uR+OAiZiqVYOjapXh58wTeZSSDzZGDmqE1zDwj4BI5EqbtwqFp7gxlTUPIKSqDzeND3cgOFr5d4RI1GrbB/cCRV0RW4lM8PvMrbh5ci4Tbp5GZ8FjiI11gZ4A1z5Jw9NxfMHD0h7FrCF7dO/dR19MKTCa2e5pj5fMUXMhovn+1rLgQL2+cAF9dH+k+g5GR8AjLzAR4kFOAxEofxpsXd2HkHAihtjFSn91odNvuKorY52ONo6+zMfJm/f6WnNdxcOs6Hq/unpXq689OegbP3tNw5sfpEOmZwyawDxLvnUN5aQkqykqQ9uIOfAfOQ/KjyyjOa/zvrQ3/Xrh0GYWHJ3fWG/txihwJRaEGlDQNcHbzLCQ/vCizvfyyikbH/toPmo8Hx7cjNzUeDCYLNoF94Nl7Gp6e/x3Xf1+JkoK3Tf48DAYT1gG94NV7Oiyen8CA+MMYcekezqbXbOt69qeL/XXXE0FDnovDKc2LlSkoq8PUMwKu0WNhHzoAxflv8ezCflz/fSWSHlxEXuZryRxwsoU2lj16hdzUeLy6cwZPz/+B8tJiGDj4wa37F9AwdgCTxUZedmqdeEFj8alifwd8bXA3Jx9rY9/H/gjAhYy3yMh8g3l4jmc8bRhHjkdeZgrevnnV5GvkZ6ch9sphqBpYwyNmEvKz05CbFo+ykkJwFZSgY9UOyQ8vST1XxGXjYpA9MopL4Xf6gdR1n+S+K8qR8vgKctMS4BwxHCyOHArfZiLndZzU47kKAuhYtUPC7dNN/kz/y2CgvsjXfwwifUsEDl+Kf7Z8ifSX98FksRE++Uc8PLUb8TdPIODzb5GV9Ax3j/7UYFsKQg10mvwjTm+ciqykZ5LtmvJs/BPggJTCYgSffVjnAWUwWbALGQALny64sue7eh/0KrAYwFQrPXTTFWHUzRe4mZ0PFkcO7WImQtXQBue3zUVuanyT+sFHTYBfvSwRdvYhHklxLn4sLLIzQISOClyO323wWBaHC6G2KUR65lDRNYdIzxxCLWMU5GYgK/k5spKeITtJ/LdYSjA0OdoTugeu1NimqKIJFT1ziHTNIdKzgIqeOThyPGQlPUd28nNkJYnt7ZtXjZoAv4p0Q7/LT3H+AyaxTcVnxpqYY6sPh2O3kFvWNOeQjrUHvPrMwJN/9uHh6d0AEbrpqWK+rT4WPUrE3sRM2Q0wGLD26wHb4P648ccqxN86VeeQuuSM9zBpFw5rvx44umKE1IBNbQQMX4rMV49x79hWuHYdBzkFAS7tWgIAMPeOgk1Ab/y9akyDhI82/Ptg4t4R1gG9cHT5cMmzoGnmhPaDFuDUhsnITo6FoXMgnCKG4+iKz1FSIP03xmSx0WnKT7h3bCte3T1b7/WYAM4G2kFdjoP2p+4jo1ZwWl4ggt+wxSjIScel3V/XCXKHa6vgGwdDLH+ajB3x6TX2GbmGwK3rONw8uBYvr//d9M6ohDKbiXsdXbDw4Sv81AJkicYiQEcDW92MEF1iCWLKgcWRA4vNBYvLFf9ly4HF4dbcxpEDm8sDmyMHFlcOTBYbTBa7kmAhnlJUlJehvKwU5SVFKCspQkVZIdZbl2LcCyUwWHJgc+XBYnPBZLEBBkM8wWYwQFSBirIylJeVoKykCOUlhSgvLUFZaTEqykpQXlqC8rISlJcWV/v3+22b5eNx+nU6Zl77MEdTU2CrxMMxP1v0uiQ9wNZYqJs4wHfgXLy4+hfuH9tWg7DSQV0Jq5xN8GNcKtbHptactDEYcOg4BCbuYfjnp9nITo6t0W5jyBlVUNI0ROi41Tjy3VAU5mZIPYbBYCJw5HfITHyGO4c3Qk5RGWFfrMOTc7/j2YU/JMf5DpyLonc5uLH/h+Z0Rxs+AUw9OsGyQ3ccWzFSMjYraRoiaORyPDy1C88u7EeHIYuRl5mCW4fW1duO37AlePPiDh6f/U3m9Ta4miJcWwUxFx/jenZ+jX3iIN7nMHQOwPmt85CZKJ00ZCngYZObKa5kvsPcB69QXBlo0rZqB+8+M/H88iHcP76j2Y7Nu2FOuJmVh6HXYxs+uIXABvAy0g0hZx/gyTvppKvaUNI0hLalG7Qt3aFh4ojivGwUvssGi8OFQE0XxXk5yHj1GJmvniAj4RGyk5+jvLREMl/mKalC1cAaqgZWUDO0gaqBJUoK81GYmwEGkwWBqg5KivLx+ul1vH56HanPZZN1q+M3L0sospmIOP/4A3qlaZBnMvEo3BkbX6Ti2yfNIyTwVbXhM2AuSvLf4tLuJZL1ho0SD5vczHAu/S3mP3wlnfzBYMA+ZADMvbvgwo6FeBNXd+3TEDnjfVNMREzfhlsH1yLl8VWpx3AVBIiYugVX9nyHjPiH8P/8G+RnvcblX76VPPuaZk7w6T8HR74bKnXt1IZ/J7Qs3ODddyaOLBuG4rwcCLVNEDxmJY6vHoe3aQkAxONl8OgVeBN3H3f/2lxvWwwGE+2HLER5aTEu/ry4ToAbAEaaamK2jT7m3k/A1lpz3iqomzig/aD5eHJuHx6d2g15FhNL7A3gJORj+I1YxOZJH7cUlNXhO3AuykqKcPHnxc1+Dv/wsYK2PBdep+416/zm4lFHZ/wYl4bvn6U07UQGAzyBKlQNLCHUMYWyphEEarpQFGlCTkEJJYV5KC3KR1lJEai8HEXv0rFNLxNjCuzAZMuBI68ILo+P4oK3yM9Kw7uMZOSmxSMn5QUyXz1F4btMqd+lLEy21MFQY03YHrvdtM/ygbgc7ICUghJ0vyT9nd4Q5PhC+PT/EmyOHM7vWFDvXNWML48f3c1wKzsPs++/QlF5BWyC+sKqQwzOb5uH9Jf3pZ5XHzlDAgYDvgPmgMni4vy2uTLJ5U4Rn0PNyBan1k+WjMNV8+yTaycg53Uc5Pkq6DRlMy7tXoLUZzeb3iFt+GSwDxsMLXMXnFw3UfL9Onb6DAaOfji1bhK4ikoIGrUch5b0lzpfEmqbIHDkMhxY2KtB35i3qgC/eFniUHImxt2WTo6uDi6Pj/DJP+LuX5slPjt7ZQVsdDPF4RIBHrYfg9fPb+LG/jXNDljVxgwrXQw31YLV0ZsoaTkOWw2YenSCY/gwnFo/CbmV778j7W2QV1aOXpef1jmexZGDspYRhNomUDeyhZqRLQRqumCxuSCqQH52GjJfPUHyo8tIenipwXltcpQ7dA9dl7qPwWRB1cAKhk7+0DBxhJKGPthcHgiEwreZyE56jrQXd5GT8gI5r+NQ+Lau77XKp2D85w2UVbbp0/9LyCkq4ezmWRKyV0tji7sZXEV8OP5dP7mzqdC18YJnn+kovPw7FpXdw9a4N1gb+xoEgKughE6Tf8TNg+uQeO+fBttqLDmjCk6dh4PN5eHGH6uktxczERXlZbi5fzVcokZB28oDpzdMlnwnJu4dYRvcD0dXDJdJsm7Dvx/yfBVEztyJvbM7S91v5BoCn36z8fTiAdw6sLZRcYoqNBT703fwg11IfxxdMRzKmkbw7jsDJYV5uLLnO+RnNZxsKw0CNT149Z0JDiow4NlveJuRgsl34vGuTLqf41PG/jrrqMC5EbG/KvCUVGHg5A9DpwAoaxoi8cEFJNw+g7Tnt1BRXr//Uta4zJbjQc/WB4bOAdA0d8Gb2DtIuHMGSQ8uorQoX+o50vAq0g19Lz/9IAJbU9GY2J+Bghw2uZniroI+LrsOQnrCI1z/Y1W98ZOGoGZkC68+M5Dz+iWu7/seFRVliJq1C8dWjkJerQSPppAzakNOURl+w5ZAVd8SR1eMQM7ruuM6X1UHIWNXYf+CHs36LP+r+H9B0OCr6SJ03Gpc27sCSQ8uABBPqlX1LXF280yYe0fBzLMzjq0c1bATl8FA0MjlSIu9jQcndtbZXd9ArSDUgM+AOagoL8OlnxdLnZRVh7ocG+tcTVFaQRh7Kw5ZJWVQ0jREh8ELkJX0DFf3rqg3W7Yh/OlrDSGXjfanpS9OPwbM+fI4E2AHkyM3akzaOTw+RLpmlUQMC4j0zMFX1cXb9FcSEkZW0nNkp8SirLgQTBYbPCVV8JTVoSBUh4KyGhSEGpV/1cFic7E5bgsG6fRGQW662HIyUJD7BoU5GSjITUfRu2wQVUBOUVlC1hDpWUCkaw4FZTXkpMZXkjbE1855/QLlpe8XL0EaytjSzhyGhxvP+v1QsAE8jXDF9pdpWPgoqVltKAg14DtwHkoL8yTOZguBPH50M8PVrDzMuZ8gCW7UB5GeBXwHih0b139fhbIS8YteFjmjCh2GLsa79CTc/nNDg/fKU1JFp6k/4ezmmch5/RKdp23FjT9WIfmRmHjj0HEIdG29cWLN+LaJ8/8QFEXaCJ+0UeKYAgChjimCR63A+e3zkRZ7G8paRggZ+wNOrZ+M7GTpGSUAYBcyEGqG1ji7eWaD162PpCHSs4DfsK8Qe+UI7h/fXsPByWYwMNNaDxE6Khhx4wXu5ryfxDFZHLh2HQttS3ec2/JlvczPpmCerR4GGGnC6shN1D8FbRkw2VxY+HSBbVBffH13JQ5ZBmHnzRcoKS5CeVkJKsrLxQ5hBT7kFJQgL1ABTyACT1kNPCURSgrykJf1GnkZKXibnoi36YnIS0/Gu8zkeieEyd18oPtHXUY6m8sDX1UbAjVdKGkYQKCuB4GaLviq2pAXiFCcnyset99moSgvB8X5uSgpeIviwnwwGACbIwcmmwt5Dhd/yD/Fgcgv8fOff+Hu39ubxUpvKi4E2iOrpAxRFz48+CgvEMF34FxUlJfj4s6FNYIXOvJcbHAzRUZxKSbeeYnc0ppzFQOnALSLmYirvy2XODuaQs6ogkPHIRBqm+Lc1i/rPUZOURnhk3/EzQNrkHjvHBRF2ggdvxo396+RkKW4PD4ipm3D5V++aVKGTBs+DfiqOug4cQNOrPlCoowh0rNAwOff4taf6/HyxnGYeUbAon23GgSO2lAzskX7QQtw8Ku+jXL6SiNpyAtEaD9oPspLi3Fh56J6f8fSSKZMFhtOEcNh6ByIS7sWi7NsPwABGsrY4WGOwDMP8LyeoOPHwM1QR/ydmoNZ9xKk7pdTVIaWhSt0bbygbdUOTBYbpUV54MgpgkDIiH+IzFePkZEgJmXU14f1OjUYDCip60PV0BpqBtZQNbCGUNsEJQVvxfNnvhBv37xC0v2LeP30OjISHtW7fnoS7oy1z19jdWzznFHNwUY3U/ioCWB37MO+fwaTBcdOn8HYLQSXdi2RZDkL2CwsdzKCLk8OI27E1lA3qg5tS3d495uFR2f24PGZXyXbG0vOqIK+QwfYhw7EX8s/rzcQq2nmBJ8Bc3Hku6EoKy5Eh6GLUF5aggvbF0h+ry5Ro8BX1ZU5vrfh3wN5gQidpmzGxZ8XI+35LbC5PIRP3oQHJ3+uQQp26zoeAnU9nP1xhsyAsXvMRChpGODMxmkyndCySBoWPtGw7zgYl3Z9hddPrsNYUQ6b3Mzw5F0hpt+Nr1ddQtuqHbz7zsSTc7/j4aldTSYUVIcql43boU6YdS8BP7+STiL5GNjtaQE1Ph99nxeBw+NDTkEADo8PLk8g+bc8XwQFZVXI8YXg8vhgc+XBYLIAABXlZSgrKUJp4TsU5eWgICcd+TlpYoWigncoKcxDScE7VJQV414fb3gdiwWLqwCuggBcBQEUhZpQEKpDni8EhycAmysvJjpDnJlWVlKEksI8FOfloCA3E0V5We/bLXyH0sI8FBeI/+405yG7sAB9L7Yeca6/oTqW2BvC6fgdZDViPlovGAzYBfeHZftuuLT7a7x+ckS1u4AAACAASURBVE3qYQosJr51NIKVgIfhN2LxMr9Y/Bz2m4V7x7bi+cWDNY5vkJxRCSaLg8AR3yE3LQHXf/9exm0y4f/5N3ibnoib+1dLthu7h8EuuD+OLh+OspJCaJm7wLv/l/jru2FtiSf/I9C2agev3tNxdMVwsU+XwYB7twlQM7LB6Q1TUJyfi6BRK5B47xyeXTwgtQ3vfrORk/oSj07tbtQ1G03SYDDg/9nXeJeRLHnu+huqY5qVLuZXmILpNwg39q9G/M0TTf7cDeFBR2dcSH/bqCB6U2HuHQW7kAE4uW4i3qW/94WOM9PCaHMdtLv+BkIdEwi1xaaiYwoFoQbeZSQhJ+UFsl/HISclDjmv41CQ8wY8ZTVomjlD08wJWmbO4PD4SIu9g7TY20iLvS01CbL2nJmroARNM6dKc4GiigbS4+4jtbKN7KTnYHHlINQyFt+XjilUKu+RiCT3k/NafH8TVcvRUZUHtxPvg5oMBhOefWaAL9LEmU0zJL7XFutXvjxOB9hhwJVndTLwPxSKIi10GLwA5W/TMTz2d+QV5OGL23HILS2HSM8CgSO+E5NNZWR9N5WcAYj9yJ2nb8ehJf2kEkHlFJUROXMnjv8wBm/fJMI2uD/MPDrh5PpJksC5R88p4PL4OL99frM+exv+HdCx9oC1fy+cWj+pxnY2lydWzXEOROrzWzi3pXnrovpif1Xk+tt/rodI1xyWHWJw5/CmGgqlTQKDAcv23WEfOhDFl37DwvKHWP88BZsaob4sjv2x0P70g+Zduxmoiv2ZHrkpM77EU1KFvoMfDJ0DINQyRtLDi0i4fQapz27IJGVUhyyCRnVw5BWhZ+sNQ+dAaJg5Ie35bSTcOYPkBxdlKqv922N/ckwGFtoZwE1DhK9V/aFk7Yurvy1D8qPLzbo2k82FQ8fBMPXohJsH1kKgqg0lDQMxsb8SH0LOqI7oOb+Cq6CMB8e34/HZ3+qsYXssOYJDX/X9f5VY8p8naMgLRAj7Yi0entotkdOvyj458t1QsDhy6DhhfY1MFFmw7BADQ6cAnFgzvl5nZO2BWtfBD+16TMSTs3vx6PQvDUq5e4j4WOtqit2v0rHyaQoqABi7hcI1eixu/7kRL64eaXI/1L6/6yFOmHT7JfYlNaCc0IKIjXDDqmwOziiaS9Qx5AVC5KTEISvpGXJS41H0LgtlJUWSYKCYhPGejMFVUELRu2wU5L6pJF6kozDnPRGjJD8Hj4dHwW3vFcgJVJvcRnHBW3DkFKEgVIdQxwQiPQsoqRsgLzNZorYxgZUMK0Y+/E62HMu4Iax2NkaQlhA2Rz8s06UqK9XIJQgXdixA+ssHUGQxsczJGMaKchhx4wUSCmSzs9lcHty6j4eGsQMu7FgA5pu4BskZgHgyHDFtKy5sXyA1m7A29B384Nx5OI4sGwY1Qxt4952Fw98OkrAdPXpOAV9VG2c2TW/0C7wNnw4MBhPBY1ch6cFFSaCidmCXI6+I8Emb8ODETsRdP1ZvWwJ1PYR9sQ5/LftMItvZEGqTNBRtO8C9+4QaAe0qaMlzsN7VFO/KyvHFrThkVwuGKwg10GHIIhTkpuPy7q+bxL5tCI/DnXEiNQfjG5Ed0xwwGEwYu4XCIXwoclJe4PbhTdjiaYV0tiK2sU0hUNMBX1UX8gIh8rPf4F1GEvIyUvAuI1n8NzMZeZmvm5XB0djJc437ZbKgKNKCQE0HAlVd8NV0IVDTrbxPHZQVF4rvKSMFxqXZmFT+FB1OP4BNUF8YOPrjyT978fifvc0mMzaEnvqqWOZkDLe/7zSK/NAYVAUEjVyCcH77PGQmvHeecxgMfGmjhxAtIYbfeIEHuTUXE9UJRw+Pb8cpf9smkTMA8aS887QtuPXnBiTdv1Dvcar6VggYsRTHfxDL5tcmWgGAloUrvPrOxJGlQ5rN5G7DxweDyULouNVIuHMGT/7ZC0CcIe03ZBGu/PYdku5fkIy5J1aPk2StSUPI2FWIu368SfPU6iSNeKEJfAfNw4srR8Tl+6TMl+WYDCywM4CPmhI+vx4rKTXBV9NF+4FzUfg2C5d/+abFFnPHOthAnsWE/5nWc2ysdTGBo1ARvpVEaiaLAw1TRxi5BkPLwhU8gQgVZaVgstnIeR2HtNi7yEh4hMxXj5uUldOUcZnJ4kBF1wyqBtZQN7KFhqkD5Kvug8VGdsoLJD24iITbpyWlmjTk2LgV6gS7Y7eRU9o65Y6MFbg4F+SAz67H4u8myIHLgpaFG7z7zULctaO4e3SLZP033EQTo821Mfn2S5x6I/15U1TRRPvBC1GQ8waXd3+NFTaaTSJnVKHjxI14fHaPTKlPp87DIdQyxtnNM8FkseHT/0twFQQ4+9NslJcUgcniIHzSRjz+Z2+9JVPa8C8Bg4GgkcuQHv8Q945uASAO6FVUlOHKL99KDjN2D4N96CAcXTFcZvavXcgAGDj548QP4xos8QDUJWkwWRy0i5kINSMbnP1pNvIykhGurYJvHQyxTIrCnORjMFlwDB8KY/cwXNyxqFHrv8ZgiYMheuipwvKvW812DDYaDAb07dujZ2AEximnYnSeNUqKCwEwwGSywObKickZikIwmAzkZaXiXXoyclPjkZUci6zEJ8jLet0kUoo0NdD67o2vqgORniVEumZQ1jKCQF0XfJEWqIJQlJ+D0kKxOkdFRTkAApsjj6VJ+3DHMwZzd/6C+Lv/fBBhpjFgAnjayQW/JWZg9v2mSzBLg4apI3wGzEHctWO4d2xrvX65gUbqmGypixn3EnD0dTb4arrwH/YVMuIf4dq+71FRXtpockYVOPKKCB23GvG3T+PhyZ/rPY7L46PjpE24//c2vLxxXLLdq88MMJhMiTqoY/gwqBra4PTGKR/9u2jDh0FRRRMdJ27A+W3z8SbuLhhMFrz6zICiSAtnf5yB0qJ86Np4wTlqFI4sHSL1uVQQaiBi6k84sLhPo9XIgMaRNOxDB0Lbqh1OrPkC8gzCNw6GsFRRxgqdTpDTt8a5LV/KnMd/CMK0hNjsbob2p+4hvqBllDkAwMqvB6w6xODkugliaXuIfRqaZk6w9OiIfmoc/MM3R3JqYiXhIQ7ZKXGNVkYGxN+JmGghJm2w5Xh4E3unkmxxB2/TEpAc5Q6Pl3LQNHOGlpkzFEVaSH/5oJLUcQdZSc8afT2ekmoloeQ9acNIKIRF0hWsvfcMCXfOvF87Mxjw6DkFyppGOLNpWov6ns4G2KGwvALh5z6O+iiTxYFr9FjoWLnD+tw6RHFzMfLGC9zLLYCpRydYB/TGse9HSE24aw45owqevacjPzsV9//eLnW/TUBvqJs44J+fZgEALCpL8p7aMBlv0xLAZHMRNn4NXt48IVkbt+F/D3YhA8GRV6iRIKpmaAPv/l8iM/EJdCzb4ch3QxvtT5YGaSQNY/cwWPv1ABgMFL7NxNU9y5p9Db6qNrz6zACTyYbt1S3oq1SGUTdfNLqc1KeL/bli/v1XdYjU8nwVGDhWkjJ0zJBcScp4/fRGkxRMmCw25AUiPPc3gd7Ba00ql83h8aFn5wNDpwBomDoi9dlNvLpzBkkPL9UZiza5mcJSwINfK/qBVjsbI1hLCOsmxP566Ktijo0+FuYqoTR4NN68uIMb+1c3+30h0reEV5+ZKMhJg8jACifXTEBu6ssWI2cAYqUlly6jUZSXA1AFLu1agvzs93Pw4NEr8fD07nqJ2P9F/KcJGhw5BYSM/QGJDy5I6qwymCx0nLAOzy4eQtz1Ywgdvxrxt07VqB1YH5Q1DREybjWOfT8SeZmy5S015dk4E+CINHkV/GA9BOd2La4RaKkPo8y0MNxECxNvx+Fs+luwOFy4d5sAdRN7nN82r0UytQFgmaMRInVEsDz6cWtesuV40LPzhZFLEIZy0mGsr4oFiXIoKSoEiMCRVwBPSUyiYLLYKJCQLdJRkJuBgpx0FEr+/179QhYacmpUqXAoCNXBU1aHYuXf94oc6uApqaK0qEBM3sjNRHlpMRgMJtjyChhd8hTKdg5YcDMFL26cwOunNz5qXUBdeS4uhzhgzM0X+LOZdbzqtFkpO/f49K94dHYPQITBRhqYaKmDqXfjcbwRTm1D50B4dJ+AXi8OQj3hqkxyxvvresK9+0QcWTqkUQ5C736zUFpciOv7vke7HpPBYDBw9bdlAMS/5Q5DFkqkctscGv9u2AT1ha61B06unShRsBGXRtiHZxf2AwwG/IYuRkFuBq7vqz8jCRC/rJMeXmzygqmKpMFTVsMa60E4tP2rOiUhfNQE+MHFBNtfvsHq569rvCC1rdzh3bduNmxLIUpHhDWuJvA6cQ/JRS3n2AAAXVtvOEUMR2lRHu4d2waBmg7MfbpAS6CEUcyHGPD3HeSkJeJdRgoKct60+JjWHIJGQ+ApqVaSNnQwxMUJbmba+DFPB88u/onU57dg5RcDDWN73D++HbFXjrToZ2IAeNLJBYeSMzH1bss7uvTsfeHZcyru/b1N/PuohkgdFXxlb4hvnyRjV0KtRY9ABP9hi+FTkYUeLw6iw4nbTSaPaJg6wqf/HBz+ZqDMcdrMMwLWAb0lEqDvSxVNkajfuHYdB56SKi60ZaD8a2EXMhCaZk44tWEyQARtq3bw6TcbF3YuROqzm2Cy2Aj7Yh1eXP2r3kxAQDw+unUdj8PfDm7yb22Dqym8jI2wyywaPx/8ud5SDvoKXGx0M0NiQTEm33mJvErJx6pyU/f/3oan5/+Qem5zoc/j4lKwA0a34BysIfiqCbDV1x6fKwdDaGALBRUNMMBAUX4OMhMeI+nRZWTEP0RuavwHjWsfOi5zeXyI9K2gae4MHSt3KGsag8lmo6KsFDmpL2GdcgNDCh7B4ZDser4tiZP+tiACQv552KLtyvNV4N1vFjg8RVzYsVBChHEX8bHO1RR7EzOw7Emy1HlwleqWo607Zt1djf7nHzS5JJaWuQva9ZyCP78eUO93XvVbjb16BM8vHgSDwYRHr6lQ1jTEmU3TUFKYJ0lSOPb9CEmgow3/PtgG94eOtQdOrp0AqigXBzL8e+LoihESkqxI3xKBI77DiTXjZZY8NWnXEQ5hQ/D3qtENKnhWRxVJY1FsFhLCpqIgR0xMRmkRZtnooZN2XYW56uApq8F34DxJSZWWrOfOBPD4I87BAAAMBgwc/GAfNghUUYHM+AcYq83FBXVXZICD3NQE5KZVWTzepiU0qX9loSXmzDwlVShpGkJZ0wjKmoZQ1jKEsqYhuFx5xMT/he8zOVAytAWDwcD949vx6t65j7aW/lh+J3HJkzlgsTm4sGNBvf3vKFTERjdTHEnJxtePkwCuPLz7zgJPWRXaJ1ZikYlSo8kZVeApqSLsi3W49/dWxF2rP6lAWcsYIWNX4fSGKZLSyCyuPMInbsSjM78i7tpRcZmiMSuR8vgKHp7c1bROaEOrgcniIHT8GiTcPo3HZ/eAyeai/aB5YLI4OLd1jthfyGSh8/RtuHlgLVIeS/dHunQZAwC4dXBtk+9BFkmjurKHTnk+Nrqb4maFAOc9hiM79SWu7lnW4goMtdHSczCboL4w9+yMk+smIj87DcpaRjB2C4OxWwiK83Lw8sZxbFPJwG1lNYzZ+TvKy1tmra+oogmNSnUNTTNnFORmYOurnRig2R1psXeQGnsLWYmNJ2Q0BgldPLBRzwuXClSgYeGO1Gc3EXfjb6Q8uoKKinK4d/sCaobWOLVhSoskPnxMv1NtGLkEwa3bFyg/twMLGLFY+iQZPyek16tU8SHkDEBcTipk7CocWNizhhJ2FZgsDiJn7sSVPUsl6njGbqFwiRyFMz9OR1bSMyiKtNBx4gac2zKn3rJYbfh3o8PQxUi4fRoJt0+DwWTBPnQgzL2jcG3fSqjqW4CroIRre5d/8HWqkzQ6XopDl/n7wABwY/9qmUmHDcHcOwqOnT7Dy7O/YGrBbTCIMObWC2QUN82311qxv+o40t4a+WUV6Hn5KeT4Qhg4dIChUyBE+uZIfngZCbfPIOXp9XoVVzlyClAUaUFRRQOKKlqV/9aUmBxfiLyMRHytnICvub7Iz8lAfnYq8rLSUJCd9v7fOWnIz06TOg4AYl+Gnr0vDJ0CoW5sh9RnN8VlUB5eQnlJEe6EOuFgcibmPUz8mN0lgR6Pi8vN9DtZV5VhzSnGn6adoW3jhSu/LsXrp81bTzBZHNiF9Id1QC+8fZOIq6tHtRg5owrhkzbh4cld4KvpwCagt7h0fCWh2SVqFIoL3skkQv/X8J8laDBZHAQM/xbvMpJrDLo2gX2gbemGU+snVzqlHXFqQ8NsdSaLjY4TNuDZxf2IvdK4zECfiKEYFxUGrd++RuCpOzIfYCU2C987G0NDjoMRN18gpbAEShr6aD94IXJS4nB177IWLeVQlcmw51UGvnzQMpkMkrbZXOhae8DIJQjaVu2QmfgUFeVl0DexwwjWI0y9+QbvstJQmJuO/Jx0FOZmoCDnDUqawCCXhRYJBDIYkFcUStQ3eEI1KCirQyDUwHB1QppLMI5evA6uogr4qtp4dfcfxN86iTdx91rcuXG0gw14HyF7U0GogfaD56M4LxeXdi9BScE7uKgoYr2rKQ4mZ+HbJ0kol/FR1Lhs/BkVADkXX3TdfQwJDxono9Sux2Sw2Bxc/uWbBo/lyCsiYtpWXNu7HOlx99F5xvZKyXxxnVYWh4ugkcuRmfgENw80fZHbhtaBiq4ZgkatwNHlnyM/Ow1sLg8hY1ci5fE13D36EwDANrgf9Ox8cGL1eJmKKCbtOsLStxuOfT+ySUzZKlj4dEFUcFeMLbmCdiu34k2h2NHNADDWXBtDjDUw/lZczRpzDAbsQwfB3CsSF3YuxJsXLZMBKA0tncmgbmwH58iR4PL4eHbpEIRaRjB0CkRa7G08u3gQ/JSHOBvkALM/r6Oo4uPlIX4MgkZ1PAl3xtq4N/g5TwEWPl1g4BSA1Gc3kPrsJgwc/aCoooU7f20Wl+BogTF6ib0heuh/3OxNvpou/IYsQs7rl7jy23c1lEBMFeWxyd0U93MLMONeAooqZcWZAP4OcgJP0xCHrULw3YIvmuWs8uw9HWUlhbjxxw8yj/PoNVXsWNk2DwBg4OgHt67jcXz1WORlvgaLw0X4pB/x4OTPH0VOtw0fBpG+JQKHLxWrEeWmw8DRD+4xE/HPT7ORES92rlbPyq8XDIZkgVVV5qYp0LZyR8TA2VhQeBLd1+/AlYy6MrvBmspY5mSMNc9fY3OlpCeby4N7zESoGVrj/Pb5yElpeVlloOVUzGRBQagBE/cwGDoHQlnTELa5T2Hrbovv957A8+vHkfbibourAX2McVlBqAEDh/bQtfWBs64Ooh1Use5RGVJe3EXslSN4/eRqvU6SD0W4lhCbPkL2pgQMBqz9esI2qC+u7fte8qyrctlY62oCBhgYffMFMqWQ4lY7G8Pb0gbXvPrgixkjUFLY9IyWoFErkHDnjEQRUhqUNPQROn7te2VIBgOuXcZA09wZp9dPQVFeNqz9e0LfwU+mGmQbPh3Uje3RYchCHF0+HAW56ZIAb3UFIzm+EOGTNklKjdUHHWsPePWZgRNrxuPtm6Y7F4c7WMPPNxyPXz7D4qOHZSrMVYe2lTu8+8zC0wt/4MHJnz9K4F+iYnb8Dt400VktCwwGEwZO/rAPHQQGk4mid1lQ0TXD6yfXMansMYqUeOi/aWeLBQKl4WPOmZd42KNTWEdMSORDw8INWUmxUFASoaKiHPeP78CrO2ebtb6qDx89e5PBgF3wAFj6dsWl3UvqdUSrcFhY5WICAZuFUTdfILWoFAN7jECYljIun96HNQ+bngSlpGGAkLGrZJZaAcSqoK7RY3B0xXAJUamqpGcVwUpBWR3hkzfh3NY5SH/ZepmabWg83GMmgicQ4dzWOWBzefD7TFwy+NLPiyW+C8v23aBr643TG6ZIbYPD4yP6y18/KGtbGklDUaSNjhPX49zWufAoTMQSB0N8W6aHYv/PcffYljolfT4WjBS4ON9CKmb2YYPFipI7FkDLzBkmbmGQF6jg5c0TiLv+t6Qk4y4PC6gryCH0zMcLovP4Qrya2BdaSzZ+lLE/RFMZm93NYXL0NsrLy8Hh8WHo6Adj945Q/j/2rjq+qfN7P0ma1FJ3d3dX6qVeqrhrcYY7LQXGhs2FMdgGbF+G29iGb7i7lZYqNeoGtfP7I7SjNG2TtqH7/r6cz+f5I7k39765eXPue895znPU9JB16zSeXfsTunZ+UDdxwMmv5/RYKVDUyq1vG69d+0rUP3+CD54fRVppBRY9yIfP1E+ReeMkHp75FUDPyRkt5jf+Q+Q9uIi0C4f4bte184V1/5E4tn5C6z2vpUDm7LZlKM64A00LN7gNmodj6ye8b0H1X2ixK3bj+JezwGQy4TlsKV7VVuDSLx+hqbEBA5bsxG/rx7ep2O+JqUmI4WiIF6qklfGN2XAc2jC+26RdKXlVeAxZALaENCqPfIJP9cU7LQToykSZ++NnDAYTMxytkaQjg2ka8VDSNUPeg0vIunUa+Y+uoKmxARJcBUgrqvHIF69JF9zXJAwpBTWwWGKoLmshWxSiurQAtWWFqC4rRE1pAeoqS0DNTciLcYfOkRuQklcBV0HtLSIHj+AhpaCK+rpq1JTyjlXzmsBRU1b4+r0C1NdWgSMlAx2bftCz94eyvhWKH13BjxV/IOxKLu4/fzcEjZ4qt3LFmNhobwBtKXEsKJWFUdxs5D+6gusHv+x2PllJzwKh0z+Ha/4lON7eA98Tnee2hTFtKy/Yho/Fb+vHQ0HTCF7Dl6KiIBOXd2+Ehpkz9Oz98de2Zb10tn+/sQAk9/Uget0YDHgNXwJqbuZVerzmoMiq6sB98AKc2bIYMkqacI6fgdPfLhBI9sU2bCzEOOK4cehrgYagrG8N66gk7Fg/E0laMojVVsT2zGK+bBgrWSns8jTD7fJaTL3O68um7xiEfqNX4v6Jnbj923e93sKBAJTVN2K2mRZ+zCxCXQc9YwU1BpMFDTNn2ASPhPugeZBWVEdFQSaa6l9CSccM+Y+u4PaujzCf8vDhob149uQGSnPTUP0iDy+ry9AkQK9yQW2OmRY2Pu5c4UQQa6x/ibrKElQW56A05zEK027Ar+oRhrOKMfo/+yGnYQgVA2s8f3AJ9bVVMOsXB+vgEZCSU0F9bRXqKl/0eAz+qnKYZKSO+HOPUNrQu3Og4WUNnl39AwrapnCOm44XmQ+QXvAce3NLMNpAFYN1lXGmqBI1fOaGMkcMfwfaoKq6AvFnn8J1yGJk3jghkNMvfHoL9pG8oGNXbYWaGxtQlpcGz6GLkXbxMMry0uA2cC6eXjqK5qZGUHMTcu7+DfuICWBxJPAi831A499mTDEOApPW4fax71GUcQdMlhh8x69BZVEOrh/4AgBPPtwhchJOfj27U6lPcWk5+I5bjb9/TO7WglfN2AEuCbOw+/M5iGwuxVQjVfwn+wXEmQxsdjGGuYwkhl56ggeV/8xjjpQsfMamQlZVF6e+mdMaDBCVnX9RiXnmWrhZXo3MGuFbibSYnLoBPAYvgKl3LF5k3gdHkgstS3cUpd/CpV3rkH7pKKpLnqO0vhFTjNVQ9KoBdyq6VrXprvWWX+ZnahJimG6iiUlX0lBeUYK8+xeQdu4A2BLSMPWOhbi0LArSbkDfMRDG7pGoLnneo8phZY4YvnQ2wrK7WSK9ZvW1Vci4+js0Ld1gGzIGBWk3WoMxZQ2N2J1Tgv5q8phpqolzxZWoaGjCSX9raImLIeLEdbAdYkEASrKF7zFelHEHrvGzUfTsDuoqOr6X5T++Bku/gWBLcPEi8x4qCrPQ2PAKrgmzkXnzJBpe1qA48z68hy9F5s1TvSrL+t56Ziy2OAKT1uPm4W/wIvM+DF3D4DhgCq/KM+cxAEDN2B52YeNwavP8TskBuvb+UDWwxvWDXwg9DmkFNfhP/AjHtyVD+/ljLDLTxPniCjx/yZO5ZDGABeZamG6qiUlX03EknxcgU9Q2ReDkjagpLcDZrUtQV85fYr837HhBOWaZaUGezcLZXurRzJHkQtPSHbYhY+A2cA6sgoZBxcAalQVZuHV0M2YW/4XcM4fw+ZG9qHqRBxJBKzdR+OWGlzV4kfUQz679gR2Sz/DR7j24V1ELVUNbmHoNgHXQCOg7BkFCRhGN9S/xsrIUvVUrcNDbAicKK7Aju+fr747sReZ9FDy9CbfEOZDXMEDBk+uoaWjAvtwS6EtLYK2dPm6W1+B53T/PNZ87GCBaSwnjzt7AfWljaJi7I+fu30Kfu7IwC66Js5F2/kCHxIpXNZWor62CQ3QS0i8fAzU3If/RFUjIKMI5dhpy7p5D/uOr0HcKgpScMo9Y/t7+NcaRkkXQlI24/Os6lOY+gRhHEkFTNuLOsa2t5HQGkwX/CR8h7/6Fdgpbb5qSjjl8Rq/E2a1L2qnFCWJMMQ6UB6egtDgXi63loVBdihUWWtifV4rFd7JQx6evNK+lyTjYhozB+R0r27R16G27X1mHBB0lBKsp4Jde+M8zGEzoOwXBZ+wqaFm6gy0hjfqaSmTeOIFL/1mHZ9f+QD92HcxflmHLU9Gqz4hyzZxqrobL9+7iq9/2Ie3iETBZLMhrGEJCVhHqpk4w8RqAVzUVr1VZeu6bf3E3Q30zYe7tzB4fqyMryriN0tzH8By2BBwpWR6R/i1S0MtmwoG8UqhKsPGxvT60JTiYo/AS6RoG+NsgAhlX/hCamPKqpgLFz+7DZ3QKCtNudhj7qSzMgri0HCz9B+HZteMAEV5Vl+NldRmcY2cg/cox1NdWorIwG+5DFiLj6h/daif53kRnBs79YeQahtObF0BMXAIBSetRWZSNSz+vbb0fcyS56Dc6Bee3p3aoGGThm4j6uqoeVVXn1NXjSkkVlljqwEhaHH+W1CIgaT3Szx3AmIanGGGovYGAtQAAIABJREFUjmUK/iCHCJz5fjHy7r07FbPyhiaYy0pivKE6vnoqeMu9t80hKgkGLiGoLS2AdfBw1NfV4OGZ/+Davs+Q//hqm+vLZACDdJTwaZro/HJj/UvMUmRh/UPRJOkWW+iAxQC2viagNzfWozQ3DRlXjiHr1hlwFTVgGzoasmp6eFVTAXPfBGTdOtNtRZTlltpwVJRB1F8PRN8m7LW9qqlA+tXfoWblhbtmYdB48QhzdaTx818nYJk4DyXZj2CJ6l4hZwBATXkxHKKSXq+T2t/LKgqzYOAUDIDRqvxZWZSN0rw0+IxeifL8DDx/eBkcCWlY+A/Cs+vH3ys2/xeZuLQcLAOGoLq0AF7Dl+LR2d24vv9zNL6qg3XwCNSUFfJ+016yZmlFvIhbCTMrY0QWn8G3Z8+juRvzxcgtAj5jViLzxglYX/4BKUbymH8rEzuy+OcSBbHezv21MQYDsqq60DR3hZF7BGz6j4Rz7HRU6dghXJuNo1nlyHp6Gyy2ODTMXGAVNByOUUkwdouAqoENpOVVAWpGTWkBCp/eRMbVP3Dvz59w+7cteHJuP55dP468+xdQnHEH5fkZqC0r5MUTX1/bOaYa2PAwB/W1VaguzUdZXhoKn95C7r1zyLj6Ox7/vRf3jm9H5rXjeJF1H3UVL8BksiCjpAV1YwcYuYXBNmQ0rxWkrS+k5FRQU1aAwrSbsJVhw91CD7edJ8AqeDjUTZ0gq6oLjiQXja/qej2u2ZL7Szj/CKXdbJ9d30w4/LwMkiwm1upL4ujx3ajXtYdj9BSU5WegplT4+6R0XTm+ksiEjpkJDlnH4crZ33qt2KayOAcmHtGoqypF0dNbeHr5NyjrmcMlfhaKMu5A3ykQj87u6ZVz/TfY/0uChlPMNMiq6uLs90tAzbyJzWAw4TtuDR7/vR/FGbcROHkDbh3ZjGIBEroqBtZwiJyE05vno1GA6jW2JBdBkzfg6p5NyM64j925xZhhosWXpDFEVxmfOBgg9X4uvkkvAIPNgWvCB7wHgO8WdiiN1xt2p6IWg3SV4acii19zusHuYzCgYmADq8BhcB8yH4rapihMu4n8x1ehrGcBBW1TPLt+HBd/XovnDy+hurYa4wxU0QzgopDSvsKYKIMayyx1UFbfhO/vPUbu3XPIuPI7ZFS0YeQejorCLKSd2w8xcQnYho6BmU88JLjyeFlV2m2G80FvC5wrrsS2zO73RevMiJqR//gqqksK4DVyGUDNyEm/iwO5JdCQFMdHdvq4W1GL3DcCzS3kjOJXDfA7dQ+VpflgS0jBrF+8QIuc5qZGlGQ/hNfwJci83jWpo6a0AJJyKjBwDsb9EzugoG0CVUObVgn0psZ65N47D7eBc/GqpkJkFbTvrXvmGJ2E5sYGnlIGgwHPoYvBYLzuu0sEaQU1BEz6GOd+SkFFfufkB7eBc/Hi2X08u/aH0OPgKmkgYNLHOL89FSW5T/BjRiEG6SpjhqkmEnTVcLmkEjNuPENl4z9JDyUdcwRN3Yiip7dwYefqd5JcLq1vhK28FMYaqOGbdOEDG9IKanCOmwGHiImor6uClLwKmupf4tHZPbi6ZxMKn95E41ttK/qry8OIK4Hd3bkPCGii9MtTjDRgISuFjU/+WXA2NzWgJOcR0s4fQGnuE6joW0NZ3xK15cUwcg2HlqUbKgoyu0X02eFmCmIAM99BxQk1NyH37jk0NzXCa8QyVJfko6IwEwDQSIRjBeVoIuALR0OMMtKAMkcMPifvoLDuJfIeXIbnsMUoy3sqNCGlqaEedZUlcIxKwtNLRzoMSFBzE54/vALPIQtRmvsENaUFKM15DHGuHOxCxyDzxgnUlhWCwWTBMmAwMrrx331vojHn2Bmor63E3T9/hJlPAqyDhuPEV7NaiZMcSS4CJ2/Apf983Ol9lcFkwXfMStw4+BWqX+QJNQYmi42ASevw9NIRZN04iSN5JTCXkcQSSx2cL65APRG2uZhAVZKNoRefIL2GtwY3902E28C5uHH4a9w/sUMk5IU3rRlAbVMzZplqYVtGAV7xSUx2ZUwxDtSM7GDsGQXn2Bmwj5wIHZt+kJJXRd7987iyeyOu7tmEZ9f+5AUNpcURoCzTrfuAoCZKv2wrJ4UR+qqYeP4+8p/exJNz+/HwzK+oLM6FnLoe9Bz8YeAcAqvgEVAxsAZHUhYNL2u6vV5eaK4FdyUZRPx9v1P1t96wusoSZFw5Bh3bfrAJHYOi9Nuoqy7DhZIqPK1+iS+djEAgXC+raSVnDLn4GBdKqpD38DJs+o8EgFYilODnfQFVAxtIySp3+vxamvsEGmauUNQ2ba0mL0q/BQaTBbdBc5H34CKyb5+Fx5CFKHh6s9faMry3nlu/UckoSr/dSrxwGzQftRXFra1aAcA5djrYHMnXLR/5T3aushaCJm/E5V3rUJB2vVtjcRs4F02N9TiwYx1UasswOjQE689fx1cdJMEkZZXgN/5DSMoq4tQ3czttu9JbdvlFFeZZaOFySRVy6roXLGQwWTByi4D/xLXQsfGGGEcCWTdO4sbBL3H3jx9Qkv2wNVleXt+IcQaq2PRENH6zxUTpm1dY62L53Szk1tWjqeEVSrIfIu3CIRQ8uQaWGAcqBtbQsvKAuU8c6mureO11u5mU8lKWwXQTDQy68BjF3Qw2C2o1pQV4du04zH0SYOQWhvxHV/nGGC6XVoOIMMNcF+dVDTD2m++hauwEDVMn5N4XPpFdW16EyqIceI1Yipx75zpsPVD09BZ07f2hpGOO5494MYyyvKdQ0rWAlqU7cu+eQ1VxLqTkVWHkFo6smyeFHst7E43JaxjCe+RynPp2PpqbmxA09RMUpt3EtX2f4k0fbB85AVUvniPjym98j8NkseE9cjmu7N7Y42r8FpLGYksdOFk54mYzFwtfnAK4SvjebjxeMsRwavO8Lttyi8JOFFRglqkmJFhMnH8hRMyXwYCaiSP8J6yFtrUXyvLS8PTyb7i0ax2yb51+/Szb3hc9qazDbHMt/FlQhuJeVFN62+aYaojML6+01sXvBWU4w4cE3lBXjaKM23j89z68yH4ASVklqBnZwdw3Ec1NjbyiSCGKHeXEmPjOxQSrHuTgegctykRl1NSInDt/gYjQHDIDd7Kf4VP1Bpy+fxvGiQuxQSofp3Lye0zOAIDaskLoOwXhVW1Vh0WB5fnP4DZoHtIuHmotiK0uyUdRxh14j1qBmrJCpJ0/CH3HQMip6bcSZd/bv9+0bbygZeEGrqI6zny3EM9fq1xxpGTgNWwJzu9c3WlhoKAmLi0Hu/Dx8By6CE3NhK0fzcRodg1iNOQ6LNDmZ5Jyyug3KhnqJo64+uMyLBTLhasiF0MvPsbtXigIa8n9+XY39wcADAZkVLShae4CQ9dwWAePgHPcDOjY9IOYhBSqinKQdesMSnOfgKtuhBdsJXjrcHE19wXKnmfg+cNLSDt/ELeOfof7J3bg6cXDr1U1ruJF1gNUFmWjrrJEKIKqoOvlxld1qC0vRkXBMxQ/u4fnDy8h88ZJpJ0/iPsnd+LJuf0oeHINVS9y0dzYAHFpWVjr6IGrqYkzz/Jx/8TPKEq/A0lZRWhZesA2dDSsAoZCzcQRcqq6YEtIo+FVbbs4uzDWm7m/G2U1uFZajU22Oqh7chm/P7wP98ELIaOsicL0WwLHzlpyf+U11Yg79QCKjgNg5DkA1NyEsry0XlHirKsuhW3/0Ui7eOh1YclVlOc9hXPcDEjKKiL90m89uq7/Tfb/jqBhGTAEOjY+OPXNnDaMUjOfOMir6eHK3k1wjJ6Cxle1uPP7D10eT0xcEoFJG3F136etfSO7spaEyKOzuwEANY3N7Uga4iwmPrbTQ4SGIoZdfoJLJVWQUdZGwGReK5Mz3y3stuydMHa9pBpzLbTw9xvVil2ZorYpLPwGwn3wfGiYOeNF5n3cObYNzU2NMPdNgKSsIh6c/AVX932KkuyHbdQ/PJVkYSsvjR1Zoqt0FGnVibUetmcX41op72beWF/HaxVwbh9YLDYs/AZBVkUHD079jKeXjkBByxgOUZNg5BIKjhQXteUvBF4IfGCqCR9VWUT+9RANImbrVhZlI/v2GdiGjoGWlQeeP7qC84UleFRVhy8cjcBiANdKq9uRM1q4l0UZd2HiEQlxKVmBSE+1FcW86navGIFk7wvTb8MmeAQaXtbg8bl9cImbhRfZj1D7WpKs4VUt8h9dgdfI5SjPzxA6SfTeRGPqJo6w7j8Sp79biKaGV3AcMBXyGgY4+/0iNDc1vlbXWI+0C4eQdfNU58cydYZZvzj89eMKoZNxbHEpBE3ZhIdndiPrFu88BF5V9BgjDTRbOWDisfN4+YZkpYlnNNyHLMDVvZ/i8V973ylj/nh+OWaba4IB4FKJYP5CXFoO9pET4D5oPiS48mCKsZH34CKu7F6Px3/vQ2VRdoffQYEjhihNRXzRg0qXrkyUfjnZWhdPq+uwP6+U7/ba8iLk3P0bTy8dBYsjAUVtE0jIKMLEMwqKuuYoy01Dfa1gVfEuCtKYba6FoRcfo/CVYPfM3rDS3CcoeHId7oPnQ1pRnRcgeP173quohaOyLJy8+2H6nxdw63WwpaGuGiXZj+A9agVy754T+Du2WHl+BnRsvCEpq9ip3HLDyxqU5aXBe8RyZN06jYaXNSh8ehNKOmYw8RyArJunUJxxF8Zu4eBIyrS2znhvfWeaFu6w8BuIM1sWwSpwKIzdI3D8i5ltWPWewxajJPsxnpzb1+mxjN3CIa2ogTvHtgo9DpeEWaDmZlzf/3nre0fyy1pJGgP1VHEsvxTzbmWitqkZ4tJy6Dc6Bcp6ljj17TwUZ7y7nsA3ymowXE8FXsqyAsm0MxhMKOmYwdAlBLahY+AaPwualu5QMbABUTOeXjiE6we/xI2DXyL33rl2SjVZta8wzUQDXz0tQKOI7j+i9MuzzTShIsHBtxn/SMc2NzWi/PlTpF/+DQ9P70J5fgbE2OLQMHOGsp4FTDyjYe6TAHlNI7DFJfGqulwgZTauGBNbXU3w8eM8XBbwntlTa25qQM6dv9DwqhbeI5aj8VUdSnIe4VnNKxx+Xoq5ZtqYaqwOFxV5DLnwCBdeE9OpuQkFj6/Da/hSFKbf7lShiJ+V5WfAfdB8pF060mHfXgDIf3INLgmzUP48vZWg9yLrARpe1sJz2BJk3z6DkpzHcImbifTLv71vdfIvMHPfRCjrW+L8jlQQNcPQNRR69v68gpPX615D11AYuYbj1OZ5HQYwJbgKCJ76Ce4e347MGye6NRZTrxho2/TDme8WQZXNwDJzLWy8cAOTDdVws6waeW+RIdRNnRE4aT2ybp3C5V83dLuqV1grrm+EswIXIw1UsTldOJlqBpMF27Bx8B2TCl3bfqgozMKtI9/i0n/WIe/BRbysar+mzKmrxyxTTdyvqEFGD1TuujJR+eYQNXlEairwVbN4WVWK548u84h0RdmQ1zCEiUcULPwGgiUugaJ04du4HvS2wLXS6jb3AVFaY/1LZF4/DikFVbgPmo+y5+ntEtRuilyk2uhh0+Nc9Berx/6sQjy5cwG2YWNAIKGJcwAvjtJYXwe31+px/BXHCHkPLsIxejLqX1a3El/zH1+FbehYNNbXoSzvKQqf3oS5TwJYHAmUZPVOu8v31n1jS0gjaMom3DyyGdUleQie9ikyrx9vbdHaYjLK2nCOm4m/f1jRYUGfoWsoJKTlWls59NTym1jI9JkITzdXDLr3K3Y0KuOe/2ykX/0DV/d90mcqLI1EaCDCLFNNbMkoRH0XpGY5NT1Y+A+Cx5CF0HcMAoPBxB+fJOHhmV9Rnp/RZdynGcAwPRXIslk4Udizth+dmaj8siSTiYUWWph58xnKO2gb1mJ1FS/w/OElPDj9H3CVNGHqHQML34FQ1DZFc2MDqkued6kE9JObCTgsJqZcF76tU29Zac5jFKTdgEbUTByrZWNx02PYUAUabNww+dwD1PRSHqS+tgqWAUOQ3kGL+rrKF1DQMoK8hhEK0260vl9bXsyLLQ9fioaX1bh3fAdc4meiujSfF1N7b/9q07H1gcfghagozMIfn01ro7hjFTQcdeUvulXw96axJbmwCR4Bz2GLUVNWCBklLZz6Zg4KCrKxO6eowwJtfmbgEgLfMauQc/cvlB3ehJ+sVfCwsg6Tr6d32EqwO3a9pBrzLLTwV3EF8gXI/XGVNKFh7gJDlxBYBw2Hc9x06Nn7gy3BRfWLPGTePIWbh7/Bg5M/40XmfagY2sA+fDzEJCRx/8QODMw5DY2cO/j4j99QmvsE1SXP8aqmolefOXvLLzc3NuBldRmqinNQkv0IBU+u4Xu5Yuz883dcLa2Che9AaNt4oTD9Nu4c+56nynHjJOoqSyAlpwxtGy/YhY2Dhe9AqJk4QFZVB2IcSTS8rBXomUgUub/nL+uxL7cE4wzVECrxCt8d+QVKFp5wiJiA0ry01lxaR/Z27q+qrBA1ZUVQ1DYDS1wCDpGT0FT/kqfS2IMxVxZlw8R7AOoqeN0LAKC6NB8ZV47BxCMKRm5hvGKY/5GCEvr/AgOXEIpZ/itJyam0eZ+rpEEJqw6RjIo2qZs6UeyKPcSRkhHomO6D5pP7oPkCj8HILZwi5m8jFpvTbpuahBg9CnOkvwNs6ESALX3maEiSLCYBID2HAEpYdYhMvAa88+v2q4cZXQmy7XQfWVUdsg0dQ9GLd9CApf8hu/DxJKduQDIq2uQS/wElrjlKHkMXk4KWSafHiddSpIwIJ5F+n7xoF5EcV12CTblRziQnxux0Pw1zFwpIWk/xKfvJJmQUiXPlSdXQjlwTZ1PCqkMUMusrMvOJJwkZxQ6PIcVk0rNIJ/rAVPOdzgUmS4ycYqdTzLJdpKRrQQBIU4JDh7wtaKe7CT2McKa/AqyJyeez0gpqlJB6kBR1zAQ6F4PJorDZm8nEM1qg/RW0jClh1SGSklclbRtvil68s93/TFnfmhJWHSIlHfN3et3eoz04klyKXbGbNMx5/0cL/8EUueCHNr7XffAC8h6V3OWxWGxxGrD0F9K0cBN6HAwGk/zGf0huA+e2eZ/NYNBhbwuabKxOG52MaI+nGUmymMRii5PnsMUUMf8HklHR7rPrN9tUk55FOJEks3N/w+JIkEPUZBr88Z80+KM/KGTW16TvGEhMFlvgc8mJMSk3ypnUJMRE9n1E5ZcBUEaEE8VqdexP24HBIHVTZ/Idt5p33dYdJ+9RySQpq9TlZ68G29IuD9M+mxccKRnyn/AR9Z/xBUnKKRMDoLW2enTA25xCNRXpWrAdqYq3/e1NPKMpatF2YktIC30+aUXe+omrpNHlvpaBQyn0g29a5x6DySLfcavJa8QyAoPReix5DcM+u37vARKXlqO4lH2kZmxPTjFTKWLeVpLgKrTZx9A1lCLm/0BMsfZr2TfBYnModsUeUtazFHocBi4hFL14J995qSnJoUcRLvR0wSTS40oSAFIzcaTY5D1kHzmJGExWn1w7V0Uu5UQ5k52cFN/tMiraZOoVQz5jVlHi6iMUs+w/FDFvGyWuOUKR838gm5BRJKemJ/D5noY70kh9lV4ZOz+I0i9fDLShzxwMBNqXKcYhLUsP8hi6iAauOfrGdTtKkQt/Iue4GaRt7d2hD9vuZkI3+tv1yZxo+d3D52whnzGrWtc4o/RV6EmkC52cNpJYrPbzVdvGm2KW/0ri0nJCn899yAKyCx/f5X7qpk4Um7yHOFKybd7XtfOj+NQDpKxnSV7Dl5FL/Kw+u3bvwYOijhklpB5svdfKqetTwqpDJKeu37qPko45771OfIgYR5LCZm8m29Ax3R6LqqEdxaceIK6SJokxGLTfy5ymm/DG5a0sQ7dD7MlNkUsAb41tGzaW4pL3kpqxQ59cOxkxJmVGOtFkI3WB9peSVyWf0StpyPqTNPjjP8l14FySlFMW+Hxn/K3pO2djkX4nUfnmLS7GdMbfWuD9JeWUyW3gXBr88Z80ZP1J6jc6hSTlBLsnTTFWp8xIJ5LpIm4iKqiZOFJc8l6yDRtLDAZvDG6KXLodYk/eyjw/PcNEg/Z7mZMYg0FcZS2KTz1AKoadx8Q6g23YWAqb/S2JcSQ73Kflv/1mvERO3aDNf5urpCFUTOU9RAefMavIJf4DklXTo9gVu8nUO67D/awCh3V8LAaDohZtJ3UTx14Zl6yqDkUu+JH8hi2iq1GedOqjdbR6/jpSM7bv82vWgpv97egnN/6xYQmuApn7JlLYnO8oLnkvOUZPIZ8xqdR/xhfEFue/xu4MnzsY0IVAG5F+H1H55VH6KpQW3r15YeYTTzErfiWroOHUf/rnlLDqELnEzyIlPQu++9vJSVFOlDO5KAgfExAFOJJcGpD0Ea2fv5YeLpxCw4KiKCH1oMDx4a7AYDApesnPnfp1KXlVSlx9mKTkVdttk1HWppjlu8jCbxAp6Vrw1mnKWn1+3d6DP9jiUuQxZCENWPIzBU75hPQdg9ps50hyBY5rdQQWR4KsAodRQupB8hiykKQV1clv/IdkGza2zX4tub9TflZ8cycASEJGkXzHraGI+dtIQcuEBuoo0Z0Qe+HimkKio9yftKI66dr5kn3kRAqcvIESVx+h2BV7yGfsKrIOHkEa5i58n1lVDG2p36hkSlx9hJzjZpCsqk7rtgRtpf/a3J8Gn9yfioE1eY9cQYmrj5BL/CySVdVt9zkpeVXSsfUh+4gJFJC0gRJXH6a45L3kO24N2fQfSZoWbiTOlW/7GRHn/pgAzTXTpGvBduSqyCVta2+KS9lHTjFT+eatAZAyR4wehjnwzf35T/yYbPqPJCVdCwpI2kADlv5CBs79W9fa3YGOrQ+Fzfmu3ftOMVPJe8RySkg9SFZBw3t0jv8G/L9R0NC0cINr/Cyc/HpOO6a8z5hVSL9yDMUZdxCQtB4Xf/lIINlNbWtvmHhF4+zWJW1UIDoyWVVdeI9cjjObF6Cusn3VRU1jM04VlmGSqTbqzG0x9PBfaGSIwTluBkw8onBmyyLk3b8g8HfuLTteWI655tqoqG/ArfJ/pGOk5FVh4hkNl/hZMPWOQ1XJc9z980fcPPwNQASb/iNhGzIaxc/u4uLPH+LZtT/5Vpu8aWlVPAm6E4XlKBJR9bGo2M1TjDVgJiuJTU86l4qvfvEcz679ieePLkPD3BWuiXPAZLHw+K+9uHVkM2rLi6Fp7gLnuJnQMHMBiyWG6pL8NtJ03zobQUmcjVFX0nr9e3RmRM3If3QFNWWF8B65HE1NjchMv4vfnpdhtoUu5Oyc4f7LcTQ0t2dmN7ysQXVpAVwT5yD9ym9d/2eIUJR+G17DlyLn7t9dVne/rCoFg8GEpf9g3PrtO6gYWENR2xQFT6617lNbXoTKwmx4j1iO3Pvnha4Yf2+9Z+5DFqA0Nw1P/t4HA+f+sAoahhNfzmqV9DT2iIKunS/OfLeoy7liFz4OTfWvcP/kTqHHYR8xHjIq2jj3U0qbioJka12wGAwsu5eNP/PL4KYkg0RrS1DcctRUluHs1iVd+jNR2sWSKowzVIO9gjQOPW8/DiaLDae46eg3Khkq+lbIvnUGF35eg/sndqI8/5lQfZRfNRPGGaqBCK1Vvr1tovLLdq9l9CdfSwcJ8bnqkufIunkK6VeOAUQwcAqGZcAQKOqYoSDtOt/qt3EGqgjXUET4X/e71eKgN6ypoR6ZN09CUlYJ7oPmI1G8HDbMGgy7+AQPK2shLcbCZGN17M0tab0epTmPIaemD2OPSGTdOAkIcaVaFJ/MfOK77CVf/OwuNC3coWpkh7wHFwEi5N47BzPvOMhrGCDr5im8rC6H44ApSL/0m9C9vt9b75jXiGUoSr8NZV0LKOqY4uTXs/HqjXslV1kL/Ual4OyWRR32U28xc58EMMXE8PD0LqHGIK9hCO8RPLnot9Xi2AwGdriZYntmIc4+fIJV1nrIsIuFWfBoXPx5LZ5ePIy+6gGcV1cPHxVZDNZVwffPCiEpqwQda29Y+A2ES/wsGLqEQlxaFmLiEpCUUUBdRQmybp3G9QNf4t7xn1CUfluoFh7BavIw5kp0X4q0CxO5jP69nDYt8joyam5CVXEucu+e41VMFjwDW0IKsio6aGqoB4PJgrqJAxyjJkPb2gtcRQ2AmlFXUQILrjiWWelg3NWnyKntnX6owlp9bSXSrxyDkq45XOJmwrX5BaapspB4/iEiOA1obGrCnbfkaSuLsiEhowizfnHIvH4Cwvjl0tw0eAyej4wrv3faerO6JB9SssowdA1to1JWUZiJioJn6DcqBfdP7IC5byIqi7JR9V59rk+MV6G9EdcPfIHiZ/fA4kggMGkD7vzxAwoe855xJLgKCJq6CVf3bEJRxh2+x2EwWfAbtxqVxTm4cfDLbo1FSl6VFyv5eQ1Kcx5jqZUOpFksLL7LkwfPrq3HvYoafONsjDsNbJgNT4GUnApOfTsPFQXPuncBemj1zQQpFgvTTTTwdXo+3xZHTJYYdO184T1yBRwiJoIjycWto9/hr61LkHf/glDSuXpS4ghUk/+vbD+VaqOL356X4iwfGX1+1viqFnn3L+De8e14VVMJA6dg2IaMgq6dL+prKlFVnMt3LcdhAj+7m2FzegFOFvXNs3hNaT6eXT8Bc99EGLqGQr3wPr6108bU6+k497rtwpXSaoRrKsBSVgonsnJRnp8Br+FLkXXzFBq6Iadc+PQmlHUtYeQRwfO5fNYqr6rLUfUiDx5DFuLZ9eNoqn+JV9XleFVTAaeY6Ui/+jteVZejuqwQbomzkXHlGJqb3p1i33v7xyz8B0NF3xIPTv6MgInrcPPoZqRfOtJuPzVje5h6DcD5Has6rAzWsvKEioENbh3Z3ONx6dj0g++41bh/fDsWlJ/HkUYFXDCMxHTWQ2hm38FvfOIGfWEPKmox11wLx/JL8aK+ESw2B7oR2F6IAAAgAElEQVR2vnCMSoLjgCQ0vKzBw9O/4vqBL6HvFAgJGUWc3rygWwpM5Q1NGGeoJtL2U6Lyy8stdVBa34RfsoVTVAOAkixeCy4Lv0H4+4fleHL+EGSUNWEbOhZm/eLAkeSipqyo9Xn+gLcFHlfWYVMHrcretTnKsLFVsQQvTe2wNpOB5Jqr2HriCAzCJ0FJ1xz5j6/0sNqe0NzUACPXMGTe4N82quFlDcTEJaFn74ecO3+12VZfW4ns23/BOXY6r+3s/fNwip6MjKu/v1ee+5eZiqEtAidvQFVxLs5uXQqb4BF4cPoXvKr5Zw1iGTgUL6tLkXHld6GPz2SxYdovFj6jVqKpqQEXdq5B+uWj0LJwh5aVFy68Vr9rMX4q+m+uCPQcAuA3fg2eP7yMaztXYZmeNGK1lDDi8hPhWkMJaS25P5aaAWqtQ2AVMAROsdNh5BoGCa4CasoKkX37L9w++h3uHf8JWTdPoSjjDqpfPG9VZWKxOTB0CYHHkAXQs/NF9u0zuPjzh8i9d67N9W5pP3WysFxkysPvMvdXW16E7Ntn8ez6n5BXN4BLwixomDmjvraq9Rm64WUNKguzUJB2A8+u/YkHp35B9p2/8aqmAlwlDeja+sI+ciLMvGOhamgHrrImVupLQ5nZhFGXBevYIKwReDH+tNdtWCuKsvHr77uh7xAAu7CxKMl+hNqKfzocdKSa32JFT2/BY+gipF86iodndqH8eTosA4bCwm8g6qrKOmwp1ZlVFmXDzDsWtWWFqCrObX1fXFoecmp6+Gvbclj4DYSxRxQKn95EfS+0J/q3Wp+zRHoKJV0LSlh1iJT1rdptM/aIotAPviEGg0lew5eRc9wMgY4pwVWg+JT9pGIgWJUBk8Wm8LlbOmV7shigPZ5mtMhCiw76WlGKlwtFzvue+o1O6VZla28ixUqHnkY4EperQKbesdR/xheUsOoQuQ2cS2rGDsRgMInJYpOhSyiFz91CUYu2k4lnNLHY4kKf62qwHX1kK3gFobAQFYvuuK8Vbe+ABd4ZxLnyZBMyiuJT9lNA0nrSMHflzQc2h3Rsfanf6JU08MPfyG/8h6TvGEhmCnKUE+VM/qrCV9X1JrhKGhQ2ezP5j02l/wQ40QY7ffrRw5ySrXQ6/ZzboHnkMXSxwOcx9Y7j/UcFqIhlMJjUf8YXZO6bSOLSchS/cn+r0sebMHaPoAFL/9OpSsl7iA76joEUtWg7sdjipGnhRvEr95PsGxV/LQz0Nxm2HUFew5ASUg9267fUdwyimGW72rF9ozUV6XygDcmK/TPnJKTlaNqKn+jeyoWkIim8XxMFAlV5vsBIWqL1PXEZBfIasZyGbjhFA9ceI9uwccTiSPT4XDvcTOhP3/b30N6CqPzyOjs9utqFApQgYDBZZOQWQbHJe2jYxjMUNPVTklP/p/pbDKCnEU603LLvVFXeBBOgHYMS6cAX20hH36LN+zvdTWmRRdtxMpgsCpryCTlGT+7WtQmf9z3pOwV3uS9bXIqiFm0nQ9ew1vc4klyKmP8DWfoPJoBXZeYQldTn1/B/ES0qb96jUyhw8sZ2VZ4MJotCZn1NZj7xXf/WEtKUkHqwzf9EELAluRS95OcO59NKa1363uWf6uSxo+bRuQ0byVvv3/HfU+aIUUa0O61NWkCJq4+Qz9jV5Jowm3zHrqLE1YcpZOZXZOE3iKQVu1+d04LJRur0KKx3qi35QVR+OVRdnjIje14xw2CySM3YgVziZ1Fcyj6KXPAjeQxdRG4D51HoB9/QoLW/02+D4+hYoGirc4RBanQcHf5iG9ma8RQ9jKQl6E6IPdnwUV1hMFkUNPWTdlVXgsApdrpAz7RMFpvC531Pxu6R7bapGtpRQupBsg4eSXHJe7ul5vEePYf3qGRyTZzd+tpjyMI2z1EMJouCp33W5TzxGLqY/MZ/2G2FIRabQ2GzvyXLgCEEgMI1FOhioC3Js9sfz1dfjzbMWUuzYv891Uz3Qx3oa6e2Cl3ymkbkHDeTBn30Ow1Zd4Ii5m8lNeOe+VQDKQ7lRjmTRBcKdz2BKHyzFJOnlqcv1bkyVldQM3GiiPnbaMi6EzRo7e/kHDeT5DWN2uzztZMR3Q/tG0WVt8FgMGnkoCm0cf7H5KvfvtpRns2iS0G2FKbBUxLjqcF926WCWIfnY7LIb8Ja8hi6qNP97MLGUfC0z9r8Xz2HLSb3IQtaX7smziHvkSv6/Br+L0LVyI7iV+4nHVtfSkg9SDo2/fjvy2BQ+JwtpOcQ0Onxgqd/3uU+XYHBZJF95CSKWf4rKemY0wJzLfrRj6cOrWnhRv1U5Skr0pk+F1C97F3gSD8LOhXRj9wHL6DENUcpIGkDGTj3b33+YDBZ5D0qmQKSNnQrrvwmMiOdKERdvsdj7giiWjM/DncUWAGqIxi6hlFcyr42z2TKepbkEv8BJaw6RMHTP6fhEUPoWbQ7KXJEp5gqDFwUpCkr0pm+cTIicUkuRS78ieL7J9C5ABuSl5ImrxHLKHzulh6pHQC8tU186oEu1cfikvfyjSsDPPXJ8DlbyDluBnkOXypUrPs9RAsmS4zsIydSfMp+0rbyIgDEkZKlgWuPERiM1v3YEtI89QwhFVBaYoQxy38lvwlrSUHrnxiFBFeB4lMPdKre/baShri0HPUbnUKRC38iJR1z0pMSpz98LekrJ0OSZol+Pc1kidGHE2ZT1opZ5BI+hrSsPAVSEQZ46hD2kRMpIfUg+U/4iJfXeuMa88PVYDv62O6/M/fXkQJU67UU45CBSwiFzd5MA5b8TOa+iQLndbnKWqTnEEChMRMpPa4fbVy2hq/iZm9DS5JDR/pZ0BYXY5IVY5GunS/Fp+wn+8hJxBTjdKqc8SaM3SMpbPbmNmtYTQt3Cp+zhcJmb27NeQoDXTs/Cv3g2zbvyarq0oClv/BeMxhk7ptICasOkZFbuMivVR+hzwfQI8ioaFN8yn7SsvJst01KXrVVHlTPIaA1YSjIcf3Gf0j2ERMEHodTzDTyGZPa6T6LLLTpZ3dTYgKkKK9Ii5ZupgvJi4j9Dv6IXYHJYtO1uEDaO2ESeQ1fSlqWHsRk8RZv4tJyvOBdyj4KSNrAazPQhSPuDJ+JWIJOVE76WYQTxfRAborJYvNkw+dtpcgFP5Kxe2SrpBBbXIoMXELIf+LHtH/seDoZ6dPncwIAqUhK0lezVtDWz34iNptD8mwWXQy0pQgNhQ4/w+JIUNSi7QIl8wAQGAwKSFpPNiGjBNq/pWWRnLoB6TkEUOSCH/i2c7DpP5LC527plkzie3QfUnIqPFlWbVNS0mtPnhOXlqOY5b+Sto13l8diMJgUMutrvomFrtAiBf12OwUjLi9ZYiUr1eY8AUnryTEqif4OsqOHYQ7/mofXP3ws6ZS/Naka2VHQ1E9o6MbTvHZYnr3bDitOxO2nROWXLwba0qe9HIjSMHOh6MU7aejG0xS58EfStfOjTxyN6WHYvyPYzATolJ8VPQpzJCe3YBqw9BdiS3JbtytwxOhykC0Fq7UNUnGkZGnAkp/J0CVU6HMq6VpQfMr+dlL5/CCnpseTb9b+pxWMpJwyxSzfRQYuIbwWG8l7SdWo71oS/C+i5d4ZPP1z8h23mm/ywTZsLPlP+lig49mGje1WgMp33Gpyif+A77a3yXPa1t4Us2wXfeVtR1mR/w5JXpuQUbRh+nJ6umI2BYxKpoEfHqXgaZ+RWb+4di0We4qW9lMaEoK3rBIGovLL3wspoy8QGAxSMbAmp5hpFLtiN0Ut2k6Dh82mtMQAWrf1D1LUEm3LAUHwuYMBZUU6U1S/YIpe8jOJifMSEJGdJLoluAoUm7yHtCzdhTqXOFeeElcfFogI1OKT+ZFiFbVNKT5lP/lP+Ih8xqzq82v4vwZjjyiKmLe19XnQ0CWUohZtb0Oec46bSX7jP+z02ds+YgKFzPq6R4Rdj6GLWpPBBtLidDvEnmw7IBYFT/uUxg+dRkVLp9C4HiaWegvhGvI8UrOiIpl6x1H43C2UuOYIDfzwGAVO2dSh5Ht3kBbuSKP+y9pPjemBjD4/KOlZUNCUT2jgh8cocc1RCp+7hUy948hYSYlyopwpVISJUmG/d84AN/pm+WrqP/1TvgQmO3lpuh1iTwbSvDih96jkLgkWnYHFkaDQD77pvBUVg0F+E9a2IdqJcSQpatF2MnAJ4R2HzaGI+du69Rz8Ht2HpKwSxSXvJaug4ZSQepDUTTt+PjZ0DaWQmV91ejxlPUuKWbarR+35xLnyFDhlEwVO3kDi0nIUqCpHl4PtKXTqpjbzzFNJ5t9D0mAwyCduKu359heaGDmoXRKQyWKT77jV5DdhbbcJUW/ijL81bXER3VpQFH65RUa/N1pB6TsGUfzK/e1ajjNZYqRj7U2fzF1DOz/dSrLK77aFNj+8Sc5oea9lrbrUx4u+e/07mvnEU3zqgW61OX4TNv1HkvvgBZ3uY+gaRv1nfNnhdrYkl/rP+II8hy+jyAU/kLFHVJ9fx/91yKnrU/jcLeQ3/sM2bSPUTZ0oePrn7eaAUHELBoP0HAIoevFOCpr6CSnrt3+u7Td6JdlHTuryWC0kjZ8S42lgyn5yiEoiphiHQtTl6XaIPY3Wb99eR1TwHLaEfMak0sMIF9pkry/QZ1QN7ajf6JWUuPoIOcVOJxllwYtmeLm/nhfTdYR/S+5PWd+KvEcup8Q1R1vbognyuTP+1vSHnzVFL95O5r6J72QOcJgMWmWjS+cCbchKVpLEufLkMyaVYhb9RH8NjOiSnNGCwMkb2rd2YzBI186PohZtp+DpnwvXNpDBoMgFP7Tx9wwGkwat/Z04b8S65dQNKHze9+QzdtX/x+KSPh9AtyEpq0Qxy3aRkVsE3+3+Ez8m6+CRJCmnLFQfR2P3CAqfs6WVoNAVNC3cKXbF7ta+w/wQrCZPV4JsSZEj9joZuIE8oyfSowgXOuUv2B9AVOBIyVDwtM9o6tgFVLh0CulI84JCcmp65DZwLiWuOUrugxf0Wt94N0UuZUc5i+z7iMJJ28tJU06Uc6/9TuomjuQ3YS0lpB4k27CxreoAUZoKlD3AndZ+sZs8hyzosz7rwJt9p2woOGld6+LDVk6K7oTYk6F0x2QnBS1jofq7Scopd8k+fRNGbhEUPu97YrLEyHfc6g57LbvEf0CBUzbxJXC8hwjAYFDg5I1kHTyCZFV1eOQ5S4/W7QwmiwKnbBKY/GbqHcdbXAtJCJOUVaLY5D3tSCCSLCad8rOmIbpte03bho5prWJiAvR3gPW/hqRhqmNA389YQguTt1FC6kEy6EZyXRCIAZQT5Ux2fILxvQFRLZ5zopzJVZErkmOrGttT1KLtNPSj3+nT+R/TUDevPp8Pb5IzVMV589M5bka75I2jAi/YrCvV1k/LqelRQupBvopjXcE5dkabyr7OoGvnRzHLdrUhdMiq6lL8yv2kaeFOmhbuFLN8V5+rh/2vgMFkUeisr2nA0l/Ic9gSvmsLFUNbik/ZL5Ba0T/JYeESc5YBQyhk1td878nGb5HnpORUKD71QOtc/dbZqM9JGtbBIylq0XZyGjCVUlZspl1LlpC0vOiSdADoXqg9zTMTTb9jUfnl2yH2tEzEakNKuha0eeZS+uWr7eQQOpriU/aTnLp+n82NFnKGpxLvWdB90Pw2gcAUKx36wdWEGHw+q2JgTfGpB4RWXbENHSNwsNHEawCFzd7M99lWTk2PYlfsobjkvW3Uj95DtJDXMHxNnNFt/R1aCOgt+xi6hlL04h2d3itNveMoevGOHgWpzHzieUQRjgRJsJh03M+KRujx9212YeMocPIGYjCYNMVUk3KinGmMCMkKAoPBoI3jZ9GW6YsobM53lLDqEPmOWyNw/EcYHPK2oL2evX/cFojCN+/1NKeD3r1HUmmBoo4Z+Y3/kBJWHaKwOVto4poDtD9xQI+KeXoLY/RVKCfKmZKM1EhMjE2Bkzd2qEQzUl+FjvtakQSLSSyOBEXM30Zm/eK6fW5xaTmKXryTTL1iOtyHLcml6MU7yND1n2e7Vr/wOrgvq6rbzi+8h+jAYLKo//TPyXvkijZrUH5gcSQoNnlPl+QvnzGpAinTdQQlPQuKXbGb7MLHE4PBJG1JDt0KsafQuCQKnLKpnYrRv4GkIcaRJJ+xqyh42me0zsOOHr+lBsdic8h/4sfkM2aVwDH3rrDcUptuh9iL7DuJwi8vMNeie6G9N2ZdO1++MdV1dnr0ONyRrAIGUlzKPlLWs+yzucGPnNECfadgGrB4J+33d6BJRmoE8NbIscl7yCZkdLfvKxwpWUpcfaRzpYDXaji69v4d7sNii1PApHUUkLRBqPzSe/QyGAwy80mghFWHyNi9fS7QMnAoOcVMa33NFpeihFWHBCYWaFl5UsS8rRT6wTcdEvR07XwpatF2gcllJsbWtDTlB3q07AOSFGPREkttuhxkSw7y7y6uYRc+nkJmfUUsNoditBQpu5MiEBab05pziVq0nUy9Y1sLD4TB/1ruT1JWiWzDxlL8yv0UkLSBtKw8O1QajNJUoJwoZ9KR5JC0ghrFJu8hXTvfdzYfBmgp0p0Qexqko0w6khw6PGES/frNL8SVFYyYIq2o3ma9+iYYTBYZuoRSzLJdFDBpXZvCvc6g5xBAIbO+bvNe/+mfk5pJ2zUEk8Umh6gkikvZJ3SRy78cfT6AboEtIU3h874n6+ARfLcbuIRQ+NwtxGCJUUDSBiGq8zV5D0ECMp4kZZUoPmU/qRp2XAmqK8WrQnF6HVS26T+SgqfxGPxq4q8lj/qIpMFV0qSoRdt5sucMBp0NtKOD4X7kP+ljik89QLahY0iC27FaQnchSgk6UTjpdXb6dKUXZPTfhqyqLrkmzqbENUfJY+gi+jsxjD5zMCBxKS75T/yYApLW94kCxNvSRuLSchS74p8Kv+F6KnTCjxfE6OgYZj4JArcuAXgJvejFO4RWuZGUVaKE1IPt5FUBHuOu3+iV5D0q+V8RKPr/DjOfBAqZ+RVJyatQzLJd7QL9DlFJFJC0QSA5ZCk5lQ5v+J2BxeZQ6Aff8r03fOZoSJvs2wYrNMxdKTZ5T5uk5L+FpKHnGEiDP/6TkldspoJtn5O4hPCLYmFwNciW1olIgk4Ufjlco3dk9LvC4agAur4mhdb8ep2c+rA1Bz9yBsCrjAmZ9VU7BvMYA1X63ceSxJltfZ+WpQfFJe8lKXnh2Ppi4pIUu2I3qRkLpiTiGD2ZApLWt/m/K+tZUkLqQVLSsyDXxNnvJULfEewiJtCgtcfIJeEDvvdCtiSXYpbvakOo6wy89gozhRqDmrEDxa/cz3fevU2eYzCYFDztM7IKGt5mv74kaVgFDaeoRdvJa8QyCv3gWxpkakTZA9xIVcT3iJ/cTOi4iNpPicIvS7N4qh96PZTR7wqrbXQpLdyRDOx9KCH1INlHTOTJOwu5ZugNvE3OAP5RkzN4rSbHZjDooLcFTTXmT2oy80ngFQcIUUXKFpfiyTYLmLjzG/9hh5Ve0ooaFLtiNw366I8ey0m/R9dgcSQocuFPrYpWLLY4RS74oU3RiZKOOa8dYCdzWsfWl+KS9/aopZKasT3Fr9zfeoxN9gb0mSP/ogwNMxfemvmN2ECSkVqfkzTY4lI8ksCSnyh95XyaO3Jmuyri3kSSkVq7hGNvQhS++XG4I000VBPZmBW0TGj8mIX0ODGA1nx7mAImfNinKpZvkjNa3pPgKlBc8l7SMON/fT93NKQNrytKuUoaFJ96gNSMu588lVbUoLjkvaRj27Eyagtx+s2EqrF7BEXM/6E1JmLoGkqRC37slZaW79E5HKOnUMT8bRSXso9vbOlN2IaOIa/hyzrdR0ZZmxJWHer2b2fiGU0JqQdJ25pXdMJhMug3H0sa6x/Szhe/ib4kaUjJq1L4vO/JffACYrLEiAWe6lCqNY+MyOJIUODkDeQ9cnmvFqPpv24/JSWi9lOi8Msn/LqW0RcWWlaelJB6sLVVuypHjLKjnClRh0dO0LJ0p4TUg6TvGPTO50Zn5IwWuCbOpv7jUulGf3tyeV2EIyGjSMHTPyf/CR91WhTbGZzjZpJ95MRO91EztqeYZbs6XYszWWLUb3QKRczbSjHLf+32eN6je5CSU6HAyRsoZNZXHbYr6TcqufX5CwBZB48gz2FLujy2uokjhcz6miLmb2ttl8IP4tJyFJ+yX+CCJxabQ1GLtpOLe3/KHuBGGVEutMPdlBTeYZzZxDOaohfvbEPmPutvTUf7tSVr8dqYTKKEVYfIb8Ja3nqph3mUzEgnkamqicIvr++F3B+TxSYD5/4UNvtbGrD0F7LwG9hG8RgAPQxzaHOPVtAyfu27RddtoN284ErQWX9ryh7gRg/DHMgtZir1G50i8OdNvWIoZNZXHeZ3mCwxMvWKobjkveQzJrXLYhoGg0mRC38iDfN/flen2OmtrbLfhqqhHcUs20WuiXP+v6yR+3wAQoMpxqGgqZ+QS/wsvtslZBQpIfUgKWiZkKl3nMBJYgaTRSEzvyIznwTBxsJgUEDShk57woozGfS7jyWNM+A9HKoZO1Bcyr427M2+Imko61tRfMr+Vma/mLgkhY9dQYe/+pESAqJ6RWquI5z2t27TY7w3IQonfSnIlj4RUAKqO+BIydLM4dPo5CdfkmPIKGIwmMRgssg1cTZFzN8mdCKtR/Oig75TKgY2FJ96oHUsnzkY0CddPPT5T/ioy4Xwm/ActqTD//XbkOAqUHzKflIxsCZD1zAKn7OF7/+cKcah4GmfCtSr+z26Dzl1fV5LES1jipi/rV2yWMfWl2KW7xK4ws9n7KoOlVE6g9fwpXz79Y7QU6Hjb5GKpBXUKD71AF/prb4kaTCYLPIZu4qGbjhNvuPXkLS0HKUP8BB5RfKnDgZ0UUQSdKLwy1tdjOmUn2gSly3wU5WlnChnslCQI5fY6TR0wymKmL9NoFYfvYmOyBktkJJTofiU/e3IE187GdFHtu2TO5aBQylszndC9/vVtvKi6MU7BVofMJgsCpr6STuJZy1L91YJ1ujFO98pU/x/ERoWbjR0w2ly7uTe6jV8WYdtR96GtIIaJa4+LBR5V1JOmeJS9pG6Kf8Kis8cDWnjG2ssm5BRfKsCgb4haVgFDqPoxTspcPIG8p/0cWv7gfOBNiKpSH4TMVqK9ExE7adE4ZfHGqj2qow+PyhyxCg70pmGv67wb1mfuiZ8QHHJe4UmdvYE/MgZLZDXNGpTsaUhwaYb/e347gvwZPXdBs0T6vwWfgPJd9xqgfYV58pTXMq+Dkl2krJKFL9yP8Um7+lTBb//BbgPWdCGoOg+eEGb4LEEV4FiV+xuTcrxg4qhbWu8o7vjkFZQo/iU/a0VgoN1lemUnzVJ8iHgS8opv15ntE9Y9yVJg6usRVGLtlP04h00YOkv9F2IP2UsnCTSXs4y/2Xtp7QkOL0mo98Z7oU70++zkyg+eRdFLd5JUYu2E1fp3cvp8yNntEDN2IHiU/bzraSWYjHptL81DdLhkUXVTZ0pPoU/sVRQKGqb8gLuncg8a9t4U+yK3W3WVV7Dl5L7oPmtrz2HLe5Sov89egZdO19KXH2EYlb82mWltZScCiWuPtzl3HBNnE12YeOEHguLzSGPoYsoYv4PbcayxkaPPvNxofiV+7uUDu8LkoaSrgXFJe8li7eSKSP1VSg70plUudIUPO0z8hi6SKCCHWGRFu4osvuQKNbMzyKdKFqz+y20O4KGuSslrDpEasb2dNDbgs4FtE34yWsYUsyyXby5+Y6K2AQhZwC82G3YnO8oMmI4XQu2I+XXcQ8Gk0VOMVNpwNL/dGvdI/1/7F13WBTX2z1bWNrSe5Hee1l6ryJNAXs39q6xxN5jiT0mMRqT2I0tRmONvcaKWFBRxIKKBVEUpPN+f6yLwu7CALv5mS+e53n/YObOnRl29u6d9z33HG2h1WdDKgChX8wip6jO9bZhsdjk3/ErSp2+naIGLvy8EPAfCnPPSEqb+Qe5xHSv9z2l9aRNNYR9rqKykOwsweZRFLoWzhQ9aAklT9hAFl5RDX6eQd0mk3ebwYyv2yt5EIX0mEYAaGOQPeVNHEhHI93+sdqfiXMgpU7/XWw+ZqemRLlJAgrTVSd9a3cK7TWT2n39J3m3GSKV/NKUOBrhQr/8y2p/TO1fmISuuRMFdZ1M7WbvId92X5KGgTlNcTKluwnexK3T1sjeh9Jm/lGjrijv0OVx6WaCgB5PGEDD7E1ryETmnpHM+mCxKGbIUnIMb19vO46CIjlGdKS2M3dSYJeJ9b4bWHhF1bKOs/RpKbG+IwoFJVUK6DyekidulKmd5f8o/ucX0KgQroifTiE9p0ud1IX2mkXu8X1qJAHV9JgVtZyju1LUwEWMf2AdIzpS7LDv6/1xmOdmXjMJUVLTptRp2yUmqP9pkkYLtzBqO2tXjSKCtqkdJU/YQP4dxtIvwW6UESs/eTgANFmOEnSyHqTZEMroy7MYoMFl04NEAQ1wc6CYIUspetASUtbQrXnOUqZtk+tKIFFII2eIwimqM7Uc/gOx2BxS5rDpcLgzda5jF/FxKPI1hc+8LbNkvXAV7xYycvBl1N7UJZhaT9pEXEVlihywgJyju0jtVxJp4HPIJtgcLsWPXkW2ga0pZsi3JEipTYYRjcVMZQBNXYOFknGNtKZxiupMrb5cKVZ0dtNQoSt1bHnYHAVq9eUKcgzvIP2+8M+TNLRN7ajtrD+pw7wDZOIcWLO9r5UBPUgUkIYck6u+cpSgk8fk+WpLD5okZ9LKlZYe9KvvhxcKdQNzSpm2jTrNP/SPrTxpiJwhCkM7byEBVOPDmKzKYdPxCJeaVTMfR2CXifVOdqVFaK+Z9RJTPw5FvqawyFRnFYKVTxy1mbKZjJ0CKG3mH/VLjn6OJoeGgTl1WnCYgrpNkdrGwjuGEsetZUzWCeg0rn5f9ZODYZUAACAASURBVDrBYnModtj3UhXvupl/kBUHPlit1PdM/JMkDafITtR64kZqNeonCug8odac31ldmXKTBBQgpeAuixDNQT00ZH+v8hiXfw9yoJ1BzOzqmhrbA+3pbJ2VLRqGFpQydSsFdZssJGn8A4mN+sgZorALTq1lLRKip06XYt3JQFF8fsNVVKak8evI2i+e+fPB5VHK1G2M5aqNHHzrteVU5GtSh7n7hPKinxPOcglL7xhKGr+uhuhlKYit9Tebw6WYocvqJSlrGFpQ2sw/pJLemARHQZHiR62qmQc7qwstLK354iuQWGwOxQz5llxiukvt739B0jCy96H2s/dQ+9l7SJA6TGjRwmZTTpIvjbGXLzHgWpwHfeXw77CfGudgQtfkKP0PgMY6mFBOgjepKigQh6dEgtTh1G72bmo/e0+zntPGRn3kDFF8rGZbd98HuzXh99ExouN7QnPTFy4Z2gneqx1ZSG3j1uqLGrtNQGgR8bEKE5enTMkT1pPFR6uCP4fsQl2/BXWcd4BaT97MiJAT0HlCg3NhRb4mtZu9p9FqxHwdI4ofvYqCuk6utSI0xUSbjkV5UPzIH6WuJq0b/yRJw9wzktrO2iV55TmLRacTAuhgxzbk13603OYXO4Md6fdA+cxBZT0ue2rK1kK7bhjYetHASavpQZtActURfwYV+ZrUcvgPFNJzeqMXbDQ2mJIzRKGqLVQwGh4aTpsD7Gv9j8w8IqjtrF01CmSNieDuUxssJIpUbxT5Da/4904ZQh3mHSDP/6HC6n8hFJT5FNR1MiWNX9dgPpmnzKcOc/fX1Aqdo7tIVTrSNLam8D5zKGXqVrL2S2BETjd1CabkiRsZf2f0LF0obfoOUlTVoP7WBrQ7xJEs+ErC2l+4s9xrfzpmjmIqXR/HkvhWtKVvf6GNSVCbmncRWca/sfYnkEOOSVldh9zielHbGTvol+ETqb+r5M/EyldoDcLEdrg58XHtz0xVqWYRiY65I6XN/IPx+fm6JowthBQUVci1ZU9qO2sX+bYbVStvLQoWi01J49fVvDtoGFpQ8oQNDfbdwi2sxgXiX7zQ5H9+AY0KQepwihmyVOrqTTP38PeJZiVq9eUKsg1qzahfEbtdRYNZUkG7hT21nbmTVLWkv/y1a6FDJyJdiM9lE4vFpqhBi+stavxTJI26BX+HsHbUdubOGpaUCptN9xK9abit/CRuzeUoQSfrQTrhH5DR/83fji7GCG1yWCw2ucZ2p7QZO2rkxs3chYQaY0f5+Ss1RM4AQGCxKKLvPKElDkDWqsIkhouGdAlTQzsBpUzbxlg5wcDGk1KmbWO8Qt2/41fk12EMqWoZ1GuJoayuQ22mbK7l8/o5ZBMeif0orPdsCu01S1jw/eil+0PBQdwfUFIoKKpQytRtpG8t3TZKUpg4BwptG+qM4ZoKHPo7yo3ijWq/mPq0HUmhvWY22O8/RdJgsTnkkzaCuiw6RtGDFhOHKz7pvxjjTpv8mfm3NTXuJ3pTvBwk6GQ9LvPfr140U5af0tMIOyO6l+gt8XfKt+1I6rLoGEUNWFivN3xzgyk5QxQuMd0odth3tSaldmrCcdpRvfYLF5vLo7iRP9ZbcJEUyhq6jbKCE9ma1J20O0V1poSxq8kjsT9F9p8vt//hfzU0DC2ow7z9FDdyhdQ2otVEWibMVjWIpLjrSjTWF95thlB437kSk7Ei8pzle/IcT0WN2kzZwmiu80+QNJwiOlLryZup9cSNUq0hNvjb0aXYxv1eNTbOR7vRAncLmfcrD4LGbTnL6Au0hAltTwmEFRVNfUr8ag1F9p//nqQhfbVUc4MJOUMUYb2/Jq/WH1ZajbAzpu1BDsSV8J1QNzB//51kTsq28U+g6MFLmP8PU4bVK1+qrm9GnRccpoh+3/ybExyfZKjpCRP/Iul80eetafTBUsQnbQSF95kjtYCloqFHKVO3NrtQG9R1Uk3SWp3LodNRrlJX8rrH92FkUfhPkjRcortSx2/+otRp28XeGYbaGNL9RG/iy5HUvMbXlg7JScVN1mPzoXBnWu0rv4UefC6b7id6i1k4Gdh4UOq07dTxm7/IpY5lmTyCCTkDEOZaogYulFpgTzbWplNRrqTOFY5/Qd0mM5JHry8svWOozZQt0nONLBaF95lTyz5O08hKmNt4TzjUMrFhnAT/HMyDo6hM7b7+k1KmbmVUlNVuYU+p039vcCW+W6svhGSERlyLsaM/pc38g+xDUmttF73LxXQYyVg1SxT/BEnDLa4XtZmypZYtjKKqBll4RVNgl4nUduZO6jNmOT2dPIR8deWnQtnPyoCy5KTiJutxeYG7BZ2Tg4X2x3EuKYhOTZ9EneYdoJghS8kpqnOt+Qaby6OgrpOo1Zcr5LZYorHkDFGYOgdRytSttDbMi8bWIUNqGJhT0vh15Nvuy0Yt6NI2taOUqVsbnNt6txlMvu1GMerTM3kAdV54pJalxueQXRjYeFKbKVvIJ20EI1KEga0XxQ77jgAhsTFt5h9i9QF1/RYU3H0qpU3fQfahaYyV43nKfOGc04rZez+Hp0TJEzdSC9cQ8tHmU0ZLDzJ5n7s0UOLKnaTB1zWhtOk7JFvYsljkFNWZ2s/cSelzZ9EIORGOgQ+1P1UJ6nzNjX9j7W9jiCtdnDGR2s/aRS1cQyS2cY3tTq1G/dTgPKOpIan2F6L7YRGJR0JfCus9m3F/DmHtKGboMsbkS56KOnkmDaB2X+8mr9aDxWqFFt4xNd9jFotNHebtZ5RzV1bXocj+8ylu5I+MhRo+sfifXwDjMLX3od09e1AfW8n/6BovKHMncovrRRH9v2HUL0eBR4nj1grljBi05yoqU/LEjWTmHi61jYOaMl1t6UH2asIvlFtcL4oetKTBxIY8SRosNod82o6sscxQVNWgiL7zqOWI5WJ+w6PsjelegjcpycnDDxAmcXtZyN66Q9aD9K++8pXRd9dQodwkAflq1x5w9Cxdqc2ULeSdMpTYHAUxSxpZBiNyxvtQVNWglKlba1b3Jxlr0ekoV9JQkD7R9UwaIEw2Mrwer9bMva+4isrUetJvZOocRLZBrev1wJoS7EfTvvyGNPT/lYP1JxkaRpb0S7+h9FNaKkX1ny/2khTSc0ajkhOC1OG1JF0ZXcN7e5W6K0hZAK31s6WpzrWLNJaCWEqesJ6xN7K8SRq6Fs6UOm07dVpwuN6Vs/46apSbJCDXeghRzQ15SdDJelzuY2lAt+Uoo6/MZtO9BG/60k76Ckw9CxdqP2cvdZh3gMzloKbRWHIGAGGCt+9cMdnFFBNtOhnpSmrc2uO0sroOpUzdJvXlQFrYBbURTpoZTsJtA5OFftp1vAG92wyhMQOm0tzR88jGK0Jun+d/LVgsNk0e9jXt6dWDtNUkJ0JFyhb1qQjVjdBesxiv2gOEq5xaT/qNeBIIHSLyXKuPyHOhX8wi7zZDGPcvT5KGY3gHSpmy9X3yRrr1oRqXTQ8SvRssCDUnFntY0N9ySOLKelw2fS+jL8+i6PloN9oSIH31FE+ZT7FDl1HLEcspZdo2ubycN4acAQiTEClTt5Kxox8BwrnJen87mihFAcrcM1Lq90ZSsNgcSp6wXugTzKA9m8ujhLGrycq3ldQ2rSJa09BZWyk6KpVRn5+DWfTpPpqOJEeSpaoicRQUKWHsarLx/0BgtvJtRUnj10lNQgkVAVc3ahyWFA5h7Sh+9KqaZPfPPjY0w0Wy6oyRg4+QaM+gcAnIn6TB5vIoauAi6rTwMPl3Gi/Vczgj1oPWyJGUkGz877GfupfoTUnGjVvF35hY62dLl6UQFbk8ZQroNJ46LTxMUQMXyc1Clyk5QxSKfE1Kmbatls/1xzHTxYxWvX8f4igoUvzoVeQQ1q5Z1+gU2YkSxq6WSnJVUFKl5Anray0msfFPpISxvxJHgUeWqoq0vGd/Gtrts22rLCOh+0Q61rMzRZowe3Zihi6rNW5LCg5PSUhOZzoHYbHILa4XpUzbRnqWLrX2idQQO0QlUetJmxpFkhaFvEgaHAUeBfeYRi1H/EDK6rqkY+5IbnG9KG7kj9R+zl4K6/012QYmk6q2kLy1NdiJzsuRlCCynzJRkv04I+txWdYy+nVjoLWQqKipKFQ1MnHyJ5+0EdR60iZKnbad/Dt+RWbuYaSgzCfn6K6UMnUbaZvKdiFQU8kZovBI7E8tBy6g8zEeFKVfu4CnoKhCob1mUtzIHxtlQxU9aEmDZAqeMp/aztxJGoYNf1/UuGxa0mMgTZ/4ndyVSP5rEeYXRUsGT2Ssrg0IF1eIrM2dojpTcPcPKqKqWgbk3+krajtrFzlHd5E6f5QWAZ3H1yJRNhSClGEU1HUS6Spy6WKMO0XWeYblSdJQVNWg5IkbyTYwWeK+iH7fUOyw70lFU5/GOLX4R2p/X1j+O2p/h/+B2l+AngbpmDtSmymb39f7xHO9fh3GUER/2S+WqK/2N8LOiH4PciDe+1yBpSCWUZ8sFptih31PdsGNyxsoq+uQT9oIavf1n+TeqnfN/IbFYlPyhPU1Svwth/8g0WJTWtgHp1D3ObvJyIKZgvunEmz8i2AXmoJHZnaY7GiC89Fu8NZSrbVfkDIM99IPgUCwDUzG2U3zGPXrmTgAr59k4376YUbtfdJG4nl2Bh5eOSZxP5/Lxk8+NpiemYustyUwtPOGjX8iTq2bAaLqevt+VlaJsCNXYazEw6EIF8jqA+IqKiO892yo6Rjjr6WDoaZnivgxP+NVXg7++nYIil7m1Wq/MOsJiiqr8J2XlYyuQBw3C98hyVhbbv3LCt5afBx+Xii3/n8U2OBiQRHOFxTX2v7i3jXsXdAbqpoGiBuxHGXFhTjw7WA4hLWFV/IggMWSyfl1eVycjHLFi7IKhB+5jvqfUKCsuBAn10yHf8exUNUywJ9PXuHQs0Is8bSEtCu6sncVlNW1YRecyuiaMvb8BA0Dc1gKYhtsW1lWgjMbvoZv+1F4ePUEqisrYB+aVqtNO1MdZLXyQjf1ClTdT0e7nkPA4XAYXctn1A/32O54aeWMMA8H/PB4C1KN1Gv2OUV0hKqWAS5sX8qoLx1zR5i7hyP9z+WMz89TUUd4nzm4tPN75D+4UWvfEFsjqCtw8PWNRzXbNI2s4N1mCE78OgUVZe8YnaMaQNiR68gvq8DpKFdo87iMr6/ea1fmw6/DWEQPWoLqqkrsmt0Vd8/tldr+7Mu3uFRQhBUCa5mcXxIOP3sNgTZfbv3LCgnGWrhRyOzzawq+87bC28oqLLr9RGqbF/evY8f0dijIzUJAx7GIHrwEfB0jmZyfDeBQuDOMlRUReuQqnpdVMjuQCGfWz4KpSwjM3MNrNu94XIBT+W+w0MOiVvOSNy9x4pdJ8OswBppGzH/vb5/ZCRabDRv/REbt75zZhYLcWwjoOLZmm7eWKpYXnUT/50fgqPwGnQaNB4crm+/Wfx2axlZ4aOYH49hWSI9yxnhHE7E2LjFdUVVRipvHtzDqU8fMETrmDsg69Tuj9uoG5vBtOxInfp2M8pKiWvtYAJZ6WmHf01fYl/cKAGAX1AZ8LUNc/nMFo/4BoP/Fu9j/9BW2BTnCp847QXPgENYOjuHtwVFUwsU/liHrxDapbd9WVmNlzjOMcTAFT05vVesfvICpMk9m7wTyQjdLPRSUV6KosqGZZNPQy0IfBko89LuYLbVNeUkRDv84CiWFL1FR+g7Rg5ZCTddUZtewzNMSySY66PR3Fs68fMvomPJ3b3B6/SwEdBwHZXUdEICh6TlINtZGS0NNsfYPLh/Bo8zTCOwykdFcn6qrkLFnFTwS+jK6nurKcpxeNwNeyQPB1609NhgrKWBvqBNW8h8jJmsHun85Hjwej1G/n1E/dMwc8cbKF3wbK5yI9sCG+AiUPrmD7LN7hPvNHeGVNADHf56IitJisePZXB7Ce8/G0zuXcOPob02+DkNbLzhHdcbxXyahqqIMA6wNoa+ogJmZuWJtVTT0ENh5Ak6vm4myoteM+v/x7jN8fSMXM1zN0ctCr8nXKQnq+mZInbYNuhZOOLZyHM5umoOq8lKJbYen30WkgQYc1JRkeg0i7H5SAC6bBU8N2f32yAOeWqrgsljY8+SVXPp3UFNChL4GhqXnSNxfWV6CvzfNwbGfxkPXwgmp07ZBXb+FTK+hl4UeZria4+sbufjx7jNGx5QVvcaZ9bMQ2GkClDV0xfbPvJELAyUF9Lc2RFVFGY7/MgnOUZ1hYOvV5Ou8cWQTnt1JR3jvr8Hmio+rFaXFOPbzRHglDYSOmSMAIPvsbhQ/uYvv23XEiUhX2Dz8G+YhMdC3cG7ydXzGB3B5ytDxjIFCWAzW+FpjT4gTjJQUpLZv4RYGnpIq7p7bV2+/1r7xeJ5zDW9fPKq3HQDwVNQQ0XceDGw8sW9hP7y4d73W/gUeljheyUdVRF+cXD0VFXXm1Exw5uVbdPo7C8kmOljmadno4yVBWV0HLYf/AFVNfRQXPEPC2F8Q0PErcHlKuLx7JbZNSsbxnyfizpldKC54CgDoey4LBko89JTxb4MIbyur8aq8Et3l1L+swAZgoszD+gcv5NI/jw2MdjDBirtP8bqsAlXlpXh84ywubF+CnbM64eB3w/HqSTas/ROQOnUbjB398OzuFUQNWowWbmEyuQYfLVVsC3LEvrxXGHDpbpP6uLJ3Fao5PExW8cFCT0uYKn8YNyvK3uHEr5PxMOMYWo1cAUOGY3PmkY1wiupcb5vykiJcO7gW3q0H1dtuvKMJrsV5IuTFRfgFecElvB2ja/gMZjCL7YVYIzZ2mVWI1f6kQbuFHQpyb4PLU4ZjeHtcO7AGSmraEKQOR/zoVSh5nY+dX3dG5qENUuePkmDs6AcDaw9k7F7JqL2BjQfM3MNw6fel+N7LGpsf5uNInZrSs9JKhB29CmNlRRwKd5bZez5HQRHhfefiweUjuHNmV619epauiB+9Cq/zcnDwu2F49/o55t/IxdvKKiyTZ+3vTQkS/yW1v7qfkywhqv39/aIQLx/cxN75vcHXNkTssO+hql07j3x+6yKgmuDXfrTMzt9Q7W/p7TwUVVZhrJ0+/t44G96tB0ucI9cFUTXO/jYPbnE9xe6jPpS8eYkL25dg78K+UNHUQ+uJG+Ec1QVsBR6u/bUWrnG9AAAvc7OgbWrHqM/2LXSwS/0BRlxaisFfDPrX1f3+5ywRJsHlKVP7uftIma9Bmgoc2hJgT7lJAtoeaE/aPC6ZOgdR64kbiaeiQckTNpCZexijfg3tBJQydZtUL966YfHeN7Y+tt0KgTXNdTOvYQSlTv+dDGwbt9JXlkoayhq6FD96Ffm1H01sLo88EvpS6vTfG/QDjdLXoNwkAVmrNo5ZyDT6WclnBbQsWXQiFnYLOcnodzHTo4dJAtJtYFW+bWCy0GvPN454KmoUM3QZhfaa2WyWbmOUM+qGY0RHihv5I7E5XFJgsWhXsCMNqiNt+nGIvKk+ltWrL0QynvXZCH0cHon9Kaz31zXn4euakJOaMp2KdKWHSQKa725BbID0rd0pcezPcvk8/2vB1xHK43sl9Se/lKG0wN2CHiYJ6FSkK4W4eFHa9B2MGe0sNocSxv7KWMlIdEz0oCU1ljsfR7CuGqXHupOh0gdFDwVFFUqesKHJEoSyVNKw8IqmtJk7qd3s3RTYZSLjFWW6PC49TBJQZzNxvzZZhJmyfFZAy5rdfDvei/pYymfFuo2qEuUmCcRWatQXTlGdqcPc/dR+zl5yju4qkQXdmOes0coZdULb1K6WLDIAUmSzaG+oE/WVYD9g4RVNbSZvZmxFBbyXXp65k7EkKkeBR61G/URekR1oe6BwDrc5wJ7cfaIpsu8cShi9kkxdg+Xymf7XwqvNEGo/Zy8pKirRQGtDyknwpsw4T2r13r5I18KZ0mbsaJScbdTARRJXYUiKD9ZWkhWBhtoa0R/BHyweRDLeTVU7kKWShn1oW0qb8Qe1/frPRs3dM+M86QdvZvObpsT9RG9KMJKt/ZSsx+XDcpTR5wKUneBF052Z2ZawWGzybfclpUzdSqnTfie+bvOlWxurnFE33OJ6UdTAhTXKQ56aqnSlpQeZq4jP5dkcLsUO+55cYrox65/FolajfmL8/guA7EPTKG7kj8Ric4gL0BIPS3qYJKDjES5kp6ZERo7+1GPJMeLISV71vxZBXSeTY3gH4nA4lOjoSCe7pNKTiQNpuL0JKalpU8rUbWTqHCTxWBaLTSE9p1Nwj2mMlaskhaq2IaXN2FEztvlp8+lyrAcZS3jPZbE5FDt0GfNnsE7IWknDMawddV50lFoO/4Hxqsc9IY50ItJFJueXFOei3WjhJ24/tchDvjL6JyNdaHeII6O2XJ4ytRyxnDovOtpsNQpRNFY5o264xHSnmKHLJK5QNFbm0eVYD/LVFq7oM7T1orQZO2rUAJoULBaF9JhGIfV8l01dgill6jZSUtOmYbaGlJPsR3emjaEUJ6FfuUtUZwrqOklun+l/KWwCk6nzwiPE19QlOzUlOh7hQg+TBLTYw4K4ddqyOQrUetImMrSrXzmHxeZQm8mbSdei4VW4Wia21HrSb+TVerDEZ7CXpT7tjnCnpK9Wk01AUrPvt7lKGiwWm3QtXMiv/RjqtOAwdZx/kEJ7zSIb/0TGOZ8ZzmaUHe8l9v+VVcjLfkqW43KSsRbdk6OM/g/eVpQZ58moLUeBR0YOviRIGUZtpmyhzouOUqtRP5G5ZyRjJbe60VzljI9DVE/5Iiya9oQ4EY8tPm4a2Arzjk5RnRn1mTD2V6nqSaIQqdOJ1O8+jngjTcqM86ScBG8aaC38PYj/cjm1nrRJbp/pfzHSZuwgYz1D2lyn9lffMckTNpCGoSU5RnSk0C9mvbdR+JO82wxmrARXNxSUVCll6raa1fwNBZcnVPg2cQqgsQ4m9FuAXb21FlkqabBYbArrPZsCOk+ovY/FIueoLsL/qQQr2c+1vw+1P1M5KDAB9df+HMLaUduZO8VUjbk8ZWr15Upybdmz2ednWvvTUuDQ2Wg3ijPUFDpT9GPmTAEIleKiBi1u8jWq65tRSI9pQgXbsLbUeuJGMrDxICvfuBpbTqnnrlX7Mycz5wCK7DdXLp+lHON/fgGMwswjQsyj3FNDlc5Gu9GDJAGt7zOI9K3dyaftSArsMoFRnzwVNeFA2wBRQRSiYmR9Xt19rAxoX6gTKbJZxGJzKGbI0iZ/mWRB0tA0tqaUqVvJKaozqWobUssRP1Bk//mkxGcmc3kgzFlu9h58OQ2Ashyk+8rphwQQFuFux3vRHDdzRu01jawo8as1FNR1MvFUNCio62RqOWJ5kycazSFniCK8z5waOXJjJWESI6CexLWlIJYSx61lTCxxiupMMUOWMkpGsjkKFD/mZ7L2iyfP8La0qmc/ym3tR7uCHclA6cOPIIvFprSZf4jZ+nyOxodP25HkHt+HEsb+SnqWrgQIJ5g7Ql1p46AvaUu0L+NCv1NUZ7ExvsHzp42kiL7zxCxtDJUUKD3WnULqeJyG9ppJPm1HNuuem0vS4OuaUNTAhdR68mZqP3sPWfvVL5EqKea6mdPteC+5+RXKg/wgy3G5hZxIJKI4GuFCB0KdGn2cgY0Hpc38g5LGr6fEr9bUfCca+3w1l5whChv/BEr8ag1xeR+Ka6bKPMpo6UECbfGEi0dCX4oZuqxR5BKPhL7CghHD9lP9vWjx6Hl0Nk5AnhrCYrqCMp/az91HFt4xFDfyR7l8pv+1SJ3+O/l3GlfzN48tTNblJgnocIQr9Rv7Q6NsbQztvCl54kbGEovB3adKtaoKqkOe4ygoUuK4tWTp07JZ9ywLkoZ9SCq1nfUnpc3YUe9cX1LEG2lSbpKAzFXk81J/ONyZfvWVrf2UrAka9xO9KdFIPjL6Szws6WYrZsnmj8Mlpju1nbWLUqf/Tnwd6ZZVDUVzyRmAMNkbM3QZOUd1qdnW00KfDoQ5kZKEhLOyhi4jQr0ojOx9KGn8ukZJoUb0/4Z6dB5O2QledLOVJ7Ux0a61v8O8A00u0H+Ojz5LdR1qN3tPjXSrb7tR5NqyB411akH3Er3pRLsE+iK+vdTjBanDKHrwkkZ5rdcNjoIixY/5uaYwrvdecjlMT7INlkdCX4ocsKBZhBBZkDR4ynyKGfoddV50lFyiuzbqWCMlBXqYJKDUOs+1rGKRhwWd/cTtp+RFIgFAbU216WGSoNZ7NpNwielGnRcdpZihy5pcAASaT84AQGCxKHLAQnKP7yNxf7ieOl2McSe993PyuvZATQk2l0cxQ5aSIEW6VUlS6gCaO/obup/oTaPsjckzvhf5tvuSAOF3ot3sPY0i2X4OKf/n8euozZQttbalmGjTrVaelJ3gVWvscgzvwMiy19wzssY7vb6w8o2jtrN2kZmHZItHLy1VymjpQTHdJjHObzOJxpI0lNS0yconjoK7T6V2X/9JbSZvpo7f/EWuLXs0eUHCrVaecrP3kBf5QZbj8mpfW7nJ6Jur8Cg3SVBDym9s6Jo7U8qUrZQybRu1n7vvPVm4u9D+hMF8QJbkDFEY2HhS2vQdtCzEm2a7Ss6dq2joUcsRyym016wGbYwtfVpS1MBFDZ7XxDmQEsetrZlXW6oq0uFwZ8pNEtAP3lbEY39o6xDWnjrM3S9zm5j/bLBY1HnhkZr/vaj29zBRQLOkWPIpKKlSx3kHSFldhzrM3U/tZu8m33ajSEWjeURhv/ajG2XZ7dvuSwroNI6i9DXoQow76TDIGcuKpOHTdiRFDVxYa2xWVNWgiP4fLE2kHSvP2p+8Fj7/22p/c+up/emYO1KbyZtJkDKs1vueEl+LWk/6rV4r9IaisbU/j/eLSCzVVSl+9CrGNQsWm0NxI1c0m1CqZWJL4X3nUttZf1LS+HWkZWJLSePXSX221vvZUm6SoFbtT9fc6V+XW/7U1XJrYOYesX+eOQAAIABJREFUhodXjtfadrmwGP6HrmIhzxkBpso46sJHirEGYzl937YjkXv1BJ7evthgWxabg+DuU3H94Dq8eixZWlegxccQWyP0u5iNsmqCW8ueqK6qxPW/1jK6nrport2JkYMvogctRvqu5SjKf4JWI1fgYcZxHFk5FqVFzGQu+5y/A1s1ZSQYaTX+BhpAUWU1Csor0c3y05WgSzDSQqacZPTnupuDAEy8+oBR+9d5Odi3qB8qy0vQauRy3Dq+FXlZFxA34keo65s16tyNtTWRhjMbZ6OFWwhMXYPxpLQcwy/nYJmXFfQVJUtD3rv4F149ug1BylBG/d888htYLDYcw9o32La6qgKn181CYJtBWK9TAI+ie1hp4oeUv2/jWekHewCiajy6dgpmMpLv+69Cia8FC88oPM48AyW+JvLvZwIQSrWNLDbE7wpm8PD2wPV4AcY5iMvrfwy+jjGcIjri3NZFjM9vG5gMA1tPMesoLouF5d7WWHPvOU7mv6nZ7hjeASqa+ri047tG3mltNNXuhM1RgGtsd8SNWA42RwEA4dAPI3H33J5GX8OE92PGHDfzRh/LBDcK3yHBWPZjvqzQ3VJfbjL6SUZasOEroc8F6RL60vAsOwN75/dGWfFrVFWUIbjnNPh3GAueinrDB6MZtiZSkH12D14+vAm/Dh9k8R6VlGPU5XtY7m0NnTrPbsbeVSh/9xY+aSMYn+PaX2ugY2oHEyf/etu1fW8z1VUbyL99Hqt9uuNqkVBWsqKkCPn3rqO6ugo8ZT4MbDwacZefUReaRlZQUtPCjcMba7aVVwODLuUg+PBVXLOJQX+dQkxReQYlNrOZpUdCP1zZuwpUXdVgW/vQtlDXa4ELvy8R22eopIBvvawwLD0HT0srAACClKEoyM3CvQsHGN6hZDTX7sQuOBXu8X1QUVqM/UsGSp3rS8PevNe487YEK31sG31uJjjyvBDeWp+u/ZRASxUcFgt782Qvo2+sxENqCx2MZzhf/hjXD65Fxu4V4PKUEDvs+ybZUDXF1kQSqLoKp9fNhEN4O+iaOwEAVt9/juy3pZjpKv57XlKYj9PrZiKo60SoaOo32H9e1gWUvHkJK584RtfjraWKqU92o7+XGbbml8Nx32X88bigVpunty/BNjCZUX+fIR12wSm4f+kgKkqKwFPmw9wzEnfO/IlvbuQiPKsSG126YY6XLvaGu4rJ6ztFdYaBjSeO/zwR1VUVTb6GgE5f4fWTHNw6vhUcFvCDtzU2PnyB4y/eiLU1dvSDpaAlTq+bCRA1+ZzNtTsxdQ5EytRt0DK2wv7FA3H90PpGHZ9XWoHtufmYLaf58voHL2DyCdtPsQEYK/Ow/qF8ZPRnuVpgW25+rfdsJrh+cB32Lx4ILWNrpEzdBlPnwEafuym2JhJBhNPrZ8LKNw5GDr5iu4+9eINND1/gey9rcFjAreNbUfj0Pvw/suxrLKory3Hs54kwsPWEU2SnWvuMlBSwJ8QJ31VlIEinEuG3q7Aw6wlundoFc88o8JT5KC8pwv1Lh2AX1KbJ1/AZQlspRVUN5N06X2v7jscFcNh3GRvuv8A0F3Ocj3aDv7EBnKO7IH3XDw326xTRETcOb5K6n81RgG+7UXCO6oKDy4biYcZRsTZaPC6We1tjCtlC0dimUTmShtCQ3QmLzYGepSvc4/sgftQqJI1fBxPnAORlXcDtM7vA4nDw17KhuHZgDaqrmvauOv7qA6S10K3XTqap2PPkFbgsFmNLhP8FvLVUcegZM9uwxuInH1tkvS3BvqdN6z//QSZ2zemK/PuZKMy7h1sntkFRVR1B3SYjbcYOBHaZAAuvKIn5DVnYmkjCs+zLuHVyO/Z6fYFAfU2kmIhbJbwrfIGDy4ah5M1LtBq1EhqGFlL7e5B+GOr6Zg1K5j/OPIOSwnw4BiZjpcAaJyJdUUVA8OGrGHQpB+UfpaKe51xBZXnp53FZRlBUUUdFaXFN7kFU+5tw7QE6mOniVisvtDXVqXWMjrkjSosLkTxhA8revcG+hf1wfutCvCts+hzI0M4bxo5+SN/Z8NgvbC+AiVMA8vavwEJPSwy8dBcvyxseJ2Vhd+IU1Rn6lq448cvkmrFZaGnyM149vltjaSINotpfvJG4/WZzIbKf6mbR8Pvs/wryrv0BH/L4kvDywU3sXdAbqtoGaDn8u5qcRWnRKxxdOQYeCX0lzlMbQlNqfxmvi7Eo6wlWeFrg0qY58EzqzygXQdVV+HvTHHgk9GXUXhpePb6DYz+Nw/GfJ0JVyxDhfeaAr20ErpJKrXYimylHDRV0OJOF5FM3a95JSoteQYn/6dY0JOFTfZ+sBY4CD8YOPsi9dlJsH09FHXlebeH9/W9Y6jEAyYbVOBpsCyc15Xr7tPCKgpaJLS7v/pHRNbjH90ZZUSFuHd8qcb8Oj4vlAmuMybiH3HflMLL3gZVfK5xeN6tW8bCxaCpJwyYgCYGdx+PkmqkwtPWCZ2I/HFk5FjePbW5UoiW3pBy7HhdgvrtFk66/IaS/Kka0gex/AGQFJw0VuXi26vO46GimhynXHjSKHFFVUYZzWxbg8u6ViOg3DxWl73DtrzWIGfot9K3dGfUhK3IGAJS/e4tTa6bDv/0YqGob4cSLN9jw4AV+8LYCR4pt9vmti2Bo68XI35CoGqc3zIZzdBdoGtXvidbKUBNnPDQxIuN7XHGNQNqdclxW80BVtfgdPrxyHC3cPxM0mgOHsLa4n34Y+jYeyL12stY4ZxuYjHNHf4fjgp/xTeZD9LM2xPU4T4le6wDg224UbhzeiOKCPEbnNrDxgFurL3Bs1Xgxn+7xjqZ4W1mFb+986EvPyg1OkR1xcvWUZiW3RWgsScPAxgMJY3+BrqULil7mobKsBPsW9kXBo9tNPv+U6w/RyVwPegwJIo3BnrxXcNZQabjh/whR+hq49Krx/rtMMM/dAjsfFyC3pLxJx5e8eYmD3w3H83vXQJUV4PCUkDRuTYMFM1mTM0Q4v20xNAwtYBecUrPt8PNCbMvNx/feVrXnFO+T1HqWLrAPSWXUf1VFOc5tWQCftl+CyxOfdzmpKeNUpCsWeVrizycFsN+bjqWnz6BAyRLE+uAH+PDKcZi5hSLz8CY4R3Vp6u1+BgC3Vr1RWVaKN88fiu17XMXBKfNwTF6zFv5aKrjRyhODbQzr7a+FWyjYHA4eSEgg14WepQtcYrri+K+TUVVR+zvEZbHwg7c11t57jlP5wiK3mXs4DGy9cH6bbBLPTSVp2IekwTOpH4pePsH+xf1rvLIbiz4X7sJJXRnR+hpNOr4+rM55Dm0eF3zup/nq1sVcD49Lyps1p5SGVT42uFdUKkYeYIrss3twev0sKCgqo+WI5Y0iaciKnCHCu9fPcW7LAgR1mwIFJeEzOvbKffho89G+hbjH67Psy7h5fCtCek5/T+6sHxm7V8ItrifYXJ7UNto8LrYH2uOPYEc8y3+GCSdu4nfTaIlts8/tgaKqBvSs3Bje4WfUBUeBB9uAJGSd3A4AsPZLwOPMMyh9K3yejX3icfzoDoR/twaqLMK5GHcs9rAAF4ClIBZ2QW1wZMUYsfluY+AY0RFqei1wbst8AMAYB1NUVBOWZD0Ra6uioYeATuNwat0MlBU334e5KSQNnjIfQd0mI7jHNLx5/hB/zOyAgtxbTTr/mIz74LJYmOHcuMUMTJD+qhiVRIiXw0IWWSDBWAuVRLj8qunPjjTMdDEDhyX8/zYFBbm38MfMDnjzPBfBPaYhqOskKCgzIyHKjJzxHmVFr3F67UwEdh4PFQ3xZ3Rx1hNUgTDGXrjg4Ozmb6CubwbH8A5NPmdFSRGOrBgDu+AUWHrHgAtgiYcFzsW4g89lI+ZIBgYeug4jb+H7Q8mbl3hy429Y+8UDALJOboNNYFK9Y/1n1A+7wNYoKczH85yrEvdPzcyF+4HLuF9chukt49Dz0vfgvq4/V2Fg4wmuojIe3Tgjcb+Kpj5ih30HJb4m9i/qj8Jn4sUaNoDvvKywtVQNvNBuOPHrFFSVlzb6/upDXZKGsroOrP3iEdJzOtrO3Amf1OEAgAs7vsW2Sck4vW4W9K09YOLghwOLB6IgN6tZ59/xuAD3ikqxSg6k5moAT0rK0cX801wEqMZlQ4vHxdp7sifOxRpowFFdGX3P32lWP1UVZTi5Zhqe3r4Er6QBuHtuL/6c0w37Fw/Ei/uZMPeMQpvJv6HliB/g2rIndMwc4aPNlws5Q4TMwxtQ+q4Is7TDMN3FDHZqSmJtqqsqcGH7Ylw7uA4xQ76FuWekxL6qqypx6/hWOEV2bPC8dumb0T0oFIH6Wvji/B3EHs/Eg3fieaJXj7PB5SnBzCOc8W/ZZ0iHIl8TpUXiJKP1D17Afm86dj8pwCJPS5yKdIWLJh+2Qa0R0nM6qLoaVZXlOPbTOBS9FJ/jNgZcRWX4dxiLs5vno6Ks4cK9gpIq/DuOxcUt8/G9ixG+v5OHiwXMc5bNIWlYeMcI3xdWjhVeK4sF56guCO01A+e2LEDG7hUNLrT5UPsTJ+7JApdeFSPKQPY5ElnBSUMFu+VY+5t87WGDeZLykiIc/3kici4eRNyIH9HCLRQA8OZ5Lo7/MhlBXSc1SCz7GM2p/a25/xy335ZgjG4Vbh3fioBOXzE6rvDpfdw6vg3+HcY04myS8eLeVVzYvhhlxa9RXV2JhFGrYOochFaGmsiM80RfK0PMu/kY3n9dEcvTlL59DSX+p1trloRPM8tXB0b2vih4dEdiksAxvD0eXjkOFd0WePyuArFfz0NBaRkOhDtjnZ8t1CQkMlU09SFIGYbT62aKJZAlwdDWC1aCljizaY7E/WwA33lbYfujlzj4rBDKGroI7DwBZ9bPYqxUUR8aRdJgseCR2B9OkZ3w96Zv4JM2ElyeEvYu6NPkifTIjBwoctiY6GTapOPrw7bcfFjxxSdXnwLMlHlQ4bDxW67sJ88/+doi910ZNue+bNLxD68cw77F/WHmFgoLz0hc2LoIoT1nwNI7pt7jZEnOECH/wQ1cP7QeoT2ngc1RwNLbT1BWTfjKQfLzUlH2DqfWzYRfuy8ZseqKC/KQvms5grpOkpictlBVxOFwZ6z0scHxF4UI23MKO3leePHgJqoqq9DCJVjsmKd30qGuZyoxCfMZDUNBSRU2AUm4cfQ3mLmF4uGVEzX7NAzMoaZrgkfXT6Oqqgo/3H0Kh32XcPLFG6zyscGhcGdYqHxIJll6x0CJr4GbUshvdcHXMUJw96k4vW4mivIf19rXykgLCcZaGJ6eAxENTUlNGyHdp+LMxjkoftX8JJ4ITEgaiqoaCOg8AYFdJiLn4gFoGVnjceZpHF01DuXvmlfo+e1hPh69K8NPPjbN6kcSNj18ARUOGy2UP82knxVfCVtz82Xe72QnUyhy2BiRntOsfqi6Cpd2LMPl3SthZC/AnTO7YB+SiujBSySqHcmLnAEIEywnfp0Ct5Y9oWPuWLN9QdZjsMHCKPva6jaVZSU4tmo8XGK6wdDOm9E5nt5Jx7PsDLjHf1GzTY3Lxno/WxwId0ZBeSV8DmZg9JX7qAZQ9DIP+blZMPuIJJd7/RSMHXzwIOMYNI2soGUiHxWC/+9Q1TaEkb038qQow9n4J+LZnXTsvXETrvszsDz7KcY4mOByrDtCdNXE2rPYHLjH90HGnp8aJPcq8bUQ3GMazm6aK5FsN87RBEUfkedUtQ3h23YkTq2djsqykibcrWQ0lqRhH9oWnkkD8PLhLRz4dkizCpI5xaXYn/cai71kn9h4XFqOd1XV6GT2ac5bAnXVcUrCSvzmIlxPHa6aKuh7sfGqRh/jceYZHP5xFDgKiogbuQKq2vUTkwDZkzNEeHTtFJ7cPAe/9kJ1o+KqavS7mI1JTqZwUhcnut04vBGlbwvg3WZwg33nP7iBgke3YRfUWuL+WS5myIj1gImKIpJP3ESHv7Nw7tgOWHjHQFFVPGn2IucqwGLB5TNxrsmw8IrBy9wsvHmeCxaLDfuQVGSd/B2AcD7dwjUYORcP4ObrYoQdvY7h6TloZaSFW4k+GB7gh6MrxqCksOlzHkM7AZzCO+D4zxNRVVGOGAMNpJpoY0h6jth7IIvNQXCPqbh1Ypvws5cRGkPSMHHyR+L4dTBxCkD22T3Yv2Rgs+bMlQBm3shFD0t9aCpwGmzfWNwtKkVbCeSqTwFtTXVxt0i2hV1ASPLqYaGPmTdy0bCulnSUv3uL/UuExT8T50AkjVsHY8f6FdlkTc4Q4XnOFdw6sR3B3aeAxa79nFQDGHwpB6mmOog20EBVRTmO/zwRThEdYWgnaPI5SwrzcXTlWHSKSkJm6yC0NNLCsPQchB29jttvS3Hn3F60cAupIfPdOrkddsGpYLHYePM8FwWPbsPSWzK57jPqB09FDaauIVBU08LznGtS272uqEL/h1VYY5MGUwdbXI7zxkwX6WQvp6hOuHn0N4lzZkNbr/eKxkdx4tfJUgt+w+2MwVZUwZ2wwbiwfYlEwrUsICJpxJkZYmP7tjBy8MXjG39j97we2LuwD67sXYUXOVfBU+YjevBiKCgq48CyIc1ajf4x+l7MhpumCsIkvH80F6devEGQLjMFy38ancz08K6qGo9Lm7YYpD4s9LTEvrxXuCeBQNBoEOHKvp+RsecnRA9aDBMnfxQX5OHO6Z04/vMEbJvUGlf2rIKCogratBuMteHe+OvlO7mQM0TXc3rDLPAdg/B1uQl+EthAlSO5MnLvwgEcXv4lPBL6wrvNELExHQCy//4ThnYCqe8DobpqyIj1wFd6lVC+cxo/CHrgSL70YjtVVyH/wQ28enIXVoLYpt3jZ9RASQpBAxD+Jo++ch8+BzNQUF6J/aGO+MOgEFXZ55H/8Aae372K13nNy+cBgGfiADzLviymsiQN3q0HI+/WeQzkPsPjkjL8lNP4OUpTSBoGtl4QtBmCoyu/QklhPhRVNRDRbx5MnAOwb1F/PLl5lvH5R2bkQElOtb/tufmw/kRrf+YqwtrfZrnW/pi/y2Wd2IajK7+CV/IgCFKHgc1RQP796zi3ZQHC+8xhlMeQRe1v7JX78NbmwznrAHjKfMaqmpmHN0CJrwUr31ZNOGtt5Fw4AAUlPvKyLkLx3iX86ayGlX4OOP6iEA77LmH5XckLqyrLSwAWCxzep/nMScK/gqBh5l67ACiCoqoG7IJa4/rBdXCJ7oLMwxvwpLgMyaduotPfWXDWUMG1OM/a8vosFgI6jcPN41sZrV5WVNVAQJcJOLNxDsqk/ECMtDcGl8XC/FuPaqxQsk7twLPsjCbfc10wIWmwuTwEd58KfStX3DmzC4FdxuPG4Y04vX4WI8afNJRXA9/ceoR+VoYSCS/Nwd68T1eCroelPl7KQUY/QEcNXlqq6NcECf2PUVzwFH8tG4qXuVkQpI3A5T0r4Z7QB66x3SW2lwc5Q4Rbx7ei+PULeLUeiGoAQ9Jz0NpEG7FSFBNePryJG8c2I6jbZLBYDT9TOef34W3+E7jH967ZpsRmY6XAGifrSM0VFb3FnXN74RjeHlf3/wq3uF4Aq7acB1VX4VHmGbRwD23Wff9XYRuYjLxbF0DVVeDrGONZ9uWafTYBSbh7bm8thm55NTDw0l2EHL4KIuBklBtWCKyhzleHV+tBOLd5ASPpfK6iMsJ6z8H1g+vw9PalWvssVRUxz80cAy7exasKYV8sNgchPaYh++xuxhPrxkAqSYPFgrVfAhLHrUFZcSFun94Fh5A0/P3bXFz7a22z5KI/Rv+Ld+GtzYe/jmwTGyL7qe6Wn54Enc97Gf39ebKVBdXgstHHyhBzbz6CrOgRDy4fwcFlQ2HuGYmCx3fwKPMMYod9B7dWX9SseJMnOUOEovzHOLt5PkJ7zqgpwFURMCj9LjqY6SKizmr/opd5OLV2OoK6TYaaLrOXs/Sd38PCOwbapnYY5yCUmnPSUEHHv2tLzYlw58yfsA1Iqvm7rOg1Xj3OhqGNB24e2wLnqM7NvOv/JhzDO+Dti8d4/tGYLAKLzYFDWDvcOPJbzbb5WY/hsv8yrr5+h40B9tgT4lhLbthSEIuy4kI8uXmu3vOKino55/bh8Q3xJECcoSYSjbVryHPCufIUZB7e2OxVeJLAlKThGNEBXskD8PjGGRxePkomKxSHpueAz+FgjL1xs/uqi8zCd3KxHGwuRDL6G+7LPqmx1NMKh58V4vbb5n82+fczsX9Rf7BYbMSPWgVVLQOpbeVFzhAhfdf30DC0gLVfAgDg9ttSTLn+ECsFNlDjiieSz2yYDSMHX1g0QMQGgIw9q+Ac3QUKih+UsNJMtHGrlRc6mOliwrUH8D90FZcLhavqS968RO7VE7ALFpdlLn/3FkX5T6Bj7tigkt1nSIZDWNsaBU4T50CUvC3Ay4c3AQgVPfOyLtbKMYjk9bcahaG95mscdNeGVxPfk/k6RgjqNgkn107Du9fPYaaiiPkeQsnlAgmSy+7xfVBR9g6ZH1lkyQoNkTQUlPkI6Dwefh2/ApfLw8Xfv8XF35cyej9oCGvuv8DT0nK5kJoPP3v9SeYxAMBLWxWHmihzXx9WCqyRV1qOtTIY86m6Che2L8HFHd+Cq8CDf8evENBpnMQVyPIiZ4iQeXgDKstLa+UbRCgor8SgSzlY4GGJFio8vHv9HKfWTUdQt0lNss4ChDYHB13U0e/2b7jjmwCXv67WUooqK3qNvKxLsPCKAiCUvy4rfg0TpwAAwvyLQ2jbJp37vw4rnzhhrra6ukEFT5/U4Ti/+yd4f7Mck6/moON7ef20OjYLmkZW0Da2Rc7Fg2J9OEd1QVDXyTi1bgZuHP1NbL8IoXrq6GKhh19s2+HJrfN4cPlI026QIc6+LsG3XkMQYMhBx8z1yDm/HyVvPiwg0zC0QNzIFXiWnYETq2Wr5HH7bSmOPCvEUi9rmfUpwvqHL2D8idpPJRhp4fpr2cvoj7E3gSqHg2Hp92Ta7/30Qzj28wT4dRgLx/APttPVVRV4eicdnJNrMCVrNW5wdXDcIxEcjuyJkCKUv3uLk6unoSqyH05UqGCBh3RC/KvH2di3sC/U9EwRM3gJlNVr22FUlL3D3XN7xay0RTZTGwLskfG6GC77L2PsgYPI55lDTb9+u7QX966h+NUz2H62OWk2lPhaKH1b/2LnZ6WVSD51EyusUqHp7Ip5r4+jN/8drv21utnnN7DxgKlrEC79wcwe29jRX2iHcn4jQvTUMaqJ6mJA40gamkZWCOk+FSfXTEXh03vQs3J7b2mSjYPfDa/X0kQSyquBeTflU/vbk/cKHBYLgk9wztzdQj61v8Bm1P5e5t7C3oV9oKKhj5bDhTatuVdPIPPwBkT2nw+eivQagKxqf++qqtHvQjYmOhrj+c5FcI/vw2jOS9VVOLNpDrySBkBZo3kkdqquQtbhDXA3NcW80vPQKH2NzYIOGJrxoJbNlCT822xOPsU5Sy2wOVyYOAUi95o4QcMxogMeZByDiqY+lDV08SDjWM2+U/lv4fXXFXxz63EteX37kDRwFBRx44h0X8CPEdBpHO5fOoSnUlYjhuupo5OZHgZduosqElqhVFWU4fqhdU263/pQH0lDUVUD0YMWg81mo6y4EJZe0TiwdBByLuyXyblX3H2G/PIKrBDINrFRDeBxSTm6foISdJEGmrjUCEkqpvjO2wonXrxB5pvmrxil6ipc2bsKp9fPgnvcF3ic+TdMXYIQ0Gkc2JwPK/rlSc4Q4eymuTBxCoSZexhelVdi4KW7mO9uAXMVRYntbxzZhOrKCrjEdmPU/7kt82EpiIW+lTuG2BjiRitPBOqqobcEqbmbxzbDyicO+fczUV1VgRau4kQMoaT+Z5uTxoLN5cEhrB0yD29AC7dQPM48U5M85SjwYCmIRfbZ3RKPvf+uHDHHM9H7wh0E6arhYpQzBJc34CUT2WIWC0FdJyP//vWalYciKLFZWCmwwcKsx8h4/UHG1yOhL6oqynDtwJqm33ADqEvSsDC1QMyQb2EbmIQTv0yCqpYBzNyCsX/xAOTduiDTc18rfIeTL97gey/ZF00uvSpClBxk+puLLuZ6eCQHGf0fBTZ4UVbRJKZ7fSh89gD7FvUDT5kPS69oHP3pK2gYWCDxq9UwtvOWOzlDhEfXT+HepUMI6jalhhSXX1aJQZfuYrGnJUzqqKU8y87A1X2/ILzvnJqVe/WhrLgQ3EM/YneIA/pZC6XmvP66gtP5kgubj66fgrpeC6gbfEh0iKyn7vy9C4Z23uDrmkg89jMkQ1FVA5beMeDwlCSuBjT3iEBxQZ7YeFtUWY0e5+8g5th1qClwcC7GHYs8LMDjKMAtrhcydq9o8Nzu8X1QXVWFq/t/FdtnoaqIee4W6P8Rec4trhfKS4pw8/iWJt5tw2iIpOEc1QWeif2R/fdunFw9VSZFQAAora7GoqzHGGxrJHM7kj+fFMDpE7SfSjLWRmU11RT8ZYXhdkZQ53Ew6KLsVuO9ef4Qu+f1QFVlGRLG/goVLfEVKPImZwBCe6hTa6bBM6l/zTj4x+MCnHjxBgs9LMTaV5QW48QvkyBIGQoNw/oVWgqf3sOTm+fhGNGhxmZqsZcVdr+3mVr/QLyoeuPob7ALTgFHQVw563nOVby4nwmnyE5Nu9n/MAxsPMFic5CXJZz/2YemIevE9pr9Nv6JyD67R+w4RVUNXLaKhMeS1bj/9h12BjtiW6B9g5Z6H4PDU0JY79m4/tdaPL97BYpsFlYIrLHsdh4uSbC8MHb0h6V3DM6s/1pmROK6kEbSMHb0R+LY1UKVsepqHF4xWmY5DBEGXLoLfx01eMo4Mbz23gto8bgyT2Q3F2pcNrQUuFhzv3HJ+YbgraUKPx01ma+Szjm/H0dWjAGoGuoG5kgcu7qWmoa8yRkA3lv9zYKldyyMHf3Edl98VYTv7uRhpcAGimwWnmVn4PqGtwGZAAAgAElEQVTBdQjrPbtRK/S0eVxse28zdb+4DN4HLmM9xxNcJXFSyt1ze2Djn1Dz960T22EfmgYAyLt1AWyuAgxsPJpws/9t2AW1xuu8u3h+T7p6BiCUjefwlHD37B5UVVVh7f0XcNibjj1PCrDYywonI13g8N5qwTGiI26d3Ibqyg85KQUlVYR+MQumrsHYt6hfrUUtdWGsxMNSTytM4rqBo6aLS398L5ubrQd6li7ILixGu5UbkWSoiWWeH+YXxo5+iBm8FFf3/4Ire1fJ5XdhcPpdaPI4GGbb8GrgxuDye/upRGPthhv/w3DSUMHuvKZZ9kkDn8vGYFtDLM56jFIJ9s7NRf79TBxYMhBWvq3g12FMTZ7ZR0u1xtbkq9wKPCxWRlWVbN6npOHlw5u4emA1zvr3Rws1PnrVs6CovKQIx1aNR17WBcR9uQJ6lq619t86vhWWgljwVNTBBbD4vc2UGpeN6GPX0fP8HRRVVqOsuBAZ+36BT9rweq/tec5V8N+Tv5naj3+GZCipaTFWo0/nGWAYNwzf2qTBOTocJz11pFprMwGHpwT/DmNxYetilJc0XA/iKfPh12E0cncuxnR7ffS7mI23lc37HjAhaaho6CGi3zxc3PEtnt29AufoLgjtOR3ntsxHxu6VTc5trMyRb+3vU7Sfklftb5m3FU42o/ZXUVKEE79OQs7FA+8tT8KQdfJ3PM48g/A+cyTa3Mm69nenSLiIZKkFD3eP/YaATuPEFkBLwusnd3H79B/wazeqWecfYmOIXXr56K10H6cCu2Kk6xD8fuMpo9+af5vNyaf1JikBBrZeePP8oZi0p6KqBmwDknD94Do4R3fBjSObJA5AP2QL5fVPvXiDn3xt8ZNJJR5tn8tosLIPSYWyurZwQioBxso8LPGywuBLd/GirBLGjn6w9I7F6XUz5ZbYkETSUNM1RcsRy1H08gm0WzigqOAp9i8ZiLcvHsn03IMv5SBETx2uMk4On3rxBoGfoASdpaqizGX0B1gbQJengAHNlGqui2d30rFn/hfgaxuBwIKyhh4i+s+HgjL/HyFnAMIJ8Kk10+DbbhT4OsZIf1WMJbefYKWPNZTYEgZwIpzZ8DXsAtuITZYloay4EGV7FmKzvzVGO5ljefZTuOzPwF/PxOXISwrzkXv1BOxDUqWqaORlXYSWifW/ilH3KcDKpyVePbqD13k5QnuTqx/Ic2bu4XiZewvFBZJlpkT462khgjJeY4tdGno66eNynBeCG5C39IjvA56KGi5sXyK272s3c2S9LcGaj1ZytXANgblnBE6vnwUieT31QohIGk9YKtgVYIPX6Qdw9rdvENBpHMqKC3Fg6RCZ2qt8jAEXs6GrqIB+VtJXAjcFn6r9lDxk9F01VBCsp44hzbQ2kYbKshKcXD0V9y4dRHifOcg+uxvpO5biu2APGGpoyJ2cIcKVvavA5nDgGtezZtv5giIsz87DCoE1eHXG6TtnduHp7XQEd59ar9KRhQoPh8KdsUDzFSpcfJDwXEuq1JwIVF2F7HN7aqlo5F49CVPnAFRVlOPO6Z1wimjYF/YzPsA+NA2PMs/g/9g7z8AoyrUNX+m9F9Ir6Y00QgKhhQ6iNKWo2AB7Q496FEUs59iwoIiKBRSkCyi9BgIkJIH03nvvPdnk+7HJkpBNNpDNyvnk+sfOZGaWbGbfeZ77uW81LT1qivo3TlynLh1UnJxS38LEs0J7/TmmeiTO9cEv6zTl2QmDntfCYwI2PiFc+nVDv3ttj3huY2ohsd3iuVEOPtiPnc3lHR+O2Fq5h4FEGp6zH8Nr7hPEn9wu9jtluGzKKKGmTcDXUp4K3JNfgbqCPNbqd1b81CJLAzIbpWujryovz4sOZnydXkyTlIvNzXWV/PnflbQ01HDP67/0EYPJQpzRQ21pLjF/fU/ww++ICizrE/MwV1MR+51eU5xF9KFvmPTY+33cMcSRcfJnnrMz4sRUr34xU+KoK82lMjcZO/9Z/baVZ8XR1SnA3HXckCxV73ID50lLSL2wDxBOIuuOsiEv9jwAeuajUdXSoyS1/xCIpccEilOuUlZfz/3dTlSW6ipcnzFmUHv93gQte52q/FSRqPlddytyG1v5Mbv/elRd15jAZa8Rtv3dYcU8DYXeIo0nHCwIXPY6/oteor6iEDk5OY5tXE1lbrLUz3u9upGIynq2+Er3vnynxk+tsDaiUdBJcUu7VI/7ra894ZX1XBcj8hkuFblJHPt8DXJyctRXFOC/6CUCl73OYw5WIy/O6Ka1sZawXzcQuOx1sVGsW7NKyWtqZX3332Hqhf1UFaQJC9ZD4H13K67PGINFd8zU/VdSqWxupjDlKhZiYlmLUyJR1TJA10z4uc2LOYeuiS063cK+lAv7cJ605Hbf7j8SEwcfBB0dqGnpDxrlpKiihvc9a4jc/0Wf9a0AWNttr1/TLuDUZHd2jndjtJMP6ZcOifbTMbFl9svf01xbyalNzw8aDaIkJ8cWP3u2NOmgMW4hF395m06BdP92xWHqHEBRcgQXy2pYdiWV+eYGbPK2xXnSEgKXvk7oT2+SHXVyxM7f0NHJN+nFvORojqq8dFsTmQ0tLLIwkLyjDLFWV0ZNQZ5dudKtMX/jY09NWwebMgZ//h4OjdWlnPjyadS09Jn65KcEmJmIxBlPRmdSlByBsaPvkNyRh0ta2B/UluXyuflsXnQ0G9xlrKuL+JPbCd/1MRMfew+nXq5DzXWV5Cdc5MkZ80iZ48NsU2FU8sRzCaTe5NyXfvkwSmqaWHtPHfBUFblJ6Fk4kBH+F453XTSGhaqm7oAO9r0xsHZB29iakvQ4ijQsmLP6McKKK8RGaw+VMXOeoCI3mYLES0Pa32/h85QkXGKjQQPvJ+WTLIVBXBhcpKGkqsGUNZ+QemE/xalRTF39MeaugRz7bLVE59Oh0NP7c9fpH705HO7U+KmR7P2tkULvL/XC/u7Ik6fwW/gCMUd/pKmmnPEPvtWnzzVSvb+DhVWEltXyVF0k8gpKOAUvHNLPJZz6FQ190yE5gN5McHfM1CvO5vyQmsfMHw9wuHkUrU0NmLkGoa4j+blL6KBxV6AhNay8JpEXG9rvddepy8i5fhZlNU30LRzJvDrwlEVbp3Bq4hntKSg6uXHCz4zv/OwHXQTqmtnjMfMRLm7fQKegf+NEuXsKZUtGCRFVDd2FjdcJ+3XDiBc2eos0zs3wZfZzX1Jbko2pkx+R+z4n+o9NI7KgD6+s51pVA9/5SbewsSPnzrOgC9DXRF5OjmNStAVVlodXnS34LrOEeilbJ4GwoHDuh9fIiT6FvoUDnR3t3Pfc55yf6Tfi4oweKvNTiD+5jeBH3kVeUZmfs8vIamjl3QGKic11lYTv/pjxD72Fshgr0x6EVnMubBnVSl1HB/+xncFGCQ8giWd34jhhAaUZsQjaW/q5ZXR2tFGUHIGlZ/Ctv9F/KHJy8rhNXUZCd6aYnrk9xb0Kyw5B80m/fHhIx/Ka8wQ7Iq/i/OkPxFfX83ugE38FuzBKtf90oI1PCDY+07jw01v97scPWBrio6fJv2JzRK9pGVoQcP8rXPxl/Yjfj3uQU1Zls//zCBzc2DyqiXue/ISEU79xde9nI1pgqevo5IesEl5zsUBZijfRY8U1KMjJ4a838N+lrJEHTNWU+U3K04Df+dkTXdVA+Ag341JC93Lh57cJXPoar40fh2tZPEcWvEubnmycIro6BYRtexf7gDl9phK/yyyluKWdt90s+/1M1B9foaCozJh5q/ttU5WX5zs/ey6GeNLVBcGnrrNs+0EcZzwmNuv1ZjLC/8LWb4ZoYruptpy68gJMHHxIubAP6zFT+tmR3kU8ispqOI6/j4qcRCpyEvsJJUwcfZFXUKJwCA/sfxRW4X0pjz8c7+MJG0UiZngPOHGsaWjOuPtf5eK2d8Tea9/36CueU9HQIUhCbKC0uVmk4TP/KTymP0zUga+IP/HLiJ33hWuZhIzSwVFLekK3ho5OKts6eMjmzoqf8tHT4JSUbfS/9rWjoUPAZ6lFUj1uD+3NDfz10SPUVxQKJ/dH2chUnNFDRvhf1JXl4TP/KQDaOrtYE5XB0w6m+Ov3//7NjjxBSfo1Ape/MeAxX3M2J3KcGX5F4ez1W8qCK2n9YqbEkXR2Fy5TlvYrrpdlxWFk40ZG+JE+9tZ3GRxNAzOMbN3J6m5uOQUvIu3yIdE61j5grjASUIyI2Mprch9n0OvVjQScjmNdQm63vb43C80Hngx2C1mBhr4pEXs3ArDIwoAgQy1eie1vfd4Tz5oSuo9yCdPk0mJLZikfZlTwhpsVMztL6GhtpLG6lJObnu9jry9tVkVmYKKqzEoxESvDIaHmzoufmm2qT0KNdEUUK22MGKWqzKphxrQORnNtBSc3PU9TTRkdrY34K7bwpoc1/00vG3FxRg/lWXGkXNgnFCiLWc+ujclmvKEWC7ubvxF7PkPLwBTXQeL5esdMrUvoGzMFkBtzHqsx/Z09u7o6+7hodAo6SL9yWOSikRV5AiNbj9uOWfkn4jD+PtIvHcTI1kOs41wPHjNWUpJ2jYqcRLHbS1s6uOdiMsuvpGJpYct/O86z1k54X7bxCWH6s18Sf3Ibkfs/l1gLeMvVgmI5VcpCniN810cjNthxM+YuAaJng8uV9Sy7koqF7wxWezhy/MunJIq0pcEnqUU0dAj4ymdwd7Bb5XRJDT76d5aVfo+NvjSFx85aqkwdpcPzIzRo0puO1mZCf3wT5fIslj34EkcrmkVuSk01ZbTUV6Nv6TTi1wEQvvsT1K3cWCew41tfe/QkOIwVp1zl+OdPYec/kwkPv42isho+ehpsrLvIvzyN2FPehPOx6/xRKN7dpKurk8j9X+Iz/2kUlcU3rTtam6krzaO2OBtT57F3BwGHgaqW5IgTC48JTFn1ETWFmRjbexD1xyYqK8p4Uky09lAFYEa27th4hxB54Msh7W/hPgEjG3eW5x8joqqBPfnSXcOKE2nIKygy6bEPKM24TkVuMnNe+ZGqgjRhpMkgQsBb4UbvT7ouGjtyyzH9B/X+vs+SXu/vRuSJITOf/5q44z+jqqmD773PACPvmv9uYj5mKopYhX2Px4yVQ4rC7hR0cOX3/+B73zOoag3N0cpEVYm/gl3YGehEbHfM1CephZRmxpEZeRJFZVWqCzOY+eJmifGrLQ3VqGr979yH76S/i37IyStg6T6hz4Q2gIqmLqPHzSXx1G+4TVtBSujePlZy4lDXNUbVZSIhn37NExGpjDfUJmm2N0+P7j8JpKCkQvDK9UQf/JqGikKxx1vnaklpSztbMkv6FjYGUWFLk9LWDu5JaULO2JYnNfJQVdXg6KdPUJh0ZUTPuyoyAwt1FZZaDi9HqDfXaxvp6LyzLOiWWxtR2DT4Z+pW+cLbjhZBJx8mS9fZ5GZSQvdydssr6BqZE9JRBH6TmRNdPOLijB5SL+ynobJY9EXxSkw24wy0WGIpvtFWmHSFgvhLBDzwar9tisDGHqs5JQWmn0/g8YgMyvU86JQweFtfXkBp+jUcgu7pdtF4pJ+LRl5sKJZ3Y06GjKXXJJrrqynPisPCYwJFyVdF914dExs09U0pTJR8DzKwdsHA0pm0SwepbW3n4Qihvb62kgKR08ew0cuGnnKYgaUzfgtf4PzWN/o1AN201XjT1YJVkRk0CYSfcAUlFSY+uoHY4z+JMr5lgdesRynOiGPunlC2+zzJ+vZQ6hPOyeTc7ycV0CroZOMY6UWddAIFd5gF3XxzoY1+bK30cluXWxlioa7CEyNYbO5NZVYcj0d8jpezDY82mPHL9q34LnxRJucG4SI1bNu7BC5/vc8k9MvXs5lspMN9NzV8ujoFXPjlbay8JmHrP1P0+jPdMVPju2OmpocmktPURlFqNPWVxX3smAeisaqEyvwUrLwmi17Lj7uApedEWhtryY4+1WfK5S4DMzpwHqXp19AyNBNbbHadukyYeT1Exwq/hc+zIykTt0+3ktfQxOEJLuwNckJX6UajQkFJhUmPvie814qZdn7A0hBffU1e6xHPyckRtPzfZEedGjA2cKToEWn8MG08E8dN59Jv75MW9seInjO0op64miZ+kHJhI6qqgZBRd84kgLaiPLpKimyXonDOXkOVmSa6vHhdujnaN9PZ0caxT1dRVZDKAy9tYq6NuUzFGT2E7/kUC7cg0fR0QXMbL1/PZrOvPQZiCs5RB75CQ88Yl5tchmaa6JIwy5s19iZ8nFKI39GrhAnMMLIfmv19WVYsbU11WHj0neJurC6lUyAgL/4itr4zUNG48+LP7kScgheSGXEUQVsLyt1Tlz0iZgUlZWx9p5EZcbTfzymra2Fo4yZ2Am57TjkuR69xpKiaL26y1+/B1HksThMXCUXNHW04a6nxjpslqyIzxWYrj5m7ivaWRhLP7pTSOx8aMd7L2awTgH/wJBxTj3Nl54cS6znDpbpdwPacMta5WjL0sBjJ/FlUecfFT7lqq3G4SHo2+ooI61/bssuoaR9ZC/vOjjYu7/gQg4wwPI31uDxmDrF+Q4tElRaJZ3bS3trImLmr+m1r6OhkdWQm690scdJSo7OjjdCf1uE8cTGmzmP77OuspcrFqe587mPHke6Yqe05/RsoRUnhGNm4ix1Yybx6DBufaSJBc/rlw1h7h6CspomgrYXMiKNDnmb8p6OmbYCJoy8FSVdQ1zWiplh8U1vb2BL7gDlc/3OLxGPmWfrzif1S/nvgL1bZGBF1bzAPB0/m9OaXhuQ+cY+ZHiEmehzweIisyOMUJoXf8vu6HdR0DFHXNe5TLyl3msJu88ks1m/gIzvZDWm8dD2b2aZ62GqIj0a+HbbnlKOndGfFT4WM0iVKyjb63/uPJq6mkQsDxIpKGz9dNb5ticBGvZXDgc/2sdgvSo4QGw81EnS0NnPh53UoT36Evc0abPKxk9jcaqwq5uRXz6DQ0c5Tr37NwYnuFFRVsiyyitO+qyTa9pdnxVGWGYv79AcH3KcsOx49CwfyY0OxH0I95C7iUdUcPOLEKXghYxe9xNnvXkVRRZXmukpyr58Vbe+J1n4iMmPQ3l9vFJSUCVz2Olf3f0Fbk2THXmV1bcYueRndc9/hqCrP2/G5Q3+Dt8DNIo3xD/yLtpYGWuqrCH5kPeG7PybmyA9Si2vtYVVkBpbqKjwgzd5fjTB+6p5BROayZsUI9v4+SJJu708YebKOrMjjzHhuE5kRRzF18mfslMUj7povHCLJ5GkDqLu0m8DlbwzJMakqP5XMiKOMXfzSoPv19P6uTvdCu7v3t7I7ZqqH2GNbUdM2pLmukmuHv2Xa059j4ug34DGFESd3BRpSwdjOk8aaMhqrivu87jZ1GTnXziCvqISpk38fK7mBcJnyAJkRR2huqOVESQ3ux6/zXWYJ/3I25/oML8b3stf3W/AcVfmpAy6o55vpM2WUDi93Fw7/jsKGuq4x7ivf51OjKdRr6PN6ys+0juDESQ9lbR38nlvOBg8rqX54MhpaWDxAA//vIMhQi7AK6U3eW6src4+ZPq+KmVwaCeTLsngnfjOjTbV4pdyY8Y++LzZXeqQI3/URZi5jsfaeSqOgk1VRGaxztcRFW7za+NqfW9AysujT1HvYxojkOT7MMdXnpWtZTDybQEp9CxW5SdSVFw1qL9dD4pmdOE++n5K0a7S3NmM9Zkqf7YXJERhau6CsPni8xl2EuIesIPHMDqC/u5FD0HwyIo4MaWE4Zu5q4k/8gqD9xkKox17/pWtZzDHTJ2WOD4872zDxsfeJ2P1JvwKKtqIC3/mPZl1CHhkNNywIxy55meqizCF9L0gLXTN77PxnkXBmBwEPvsWBHZ9RFB7Khcmut5QXPhz+FZvDveb6WKlJ7+/8UnkdQRKiZ2TJIguDPr/r4SIPrHe3YmduORVtIx8xIg+cnuyGPU08/sVXmIc8SmlWAirqWtjehu3b7VKeHU/i6R1MfGSDqKhS3yFgdVQGG9ytcLgp2qatqY7zW9/Ad/7ThHj5cX2GF686mw8YMxVzRKiqVlCSXGRLv3wYh6D5on/nxV3A0mMCcnLyJJ/bhUPgPJRU76zppzsNeQVFXCY/QOKZnRjZeVCe3VcorGtmj66JLTnRp4d0PHPXQPTMHUg4tZ3KljaWXBba61upqxA705sNbkJHrID71w54rxUnnnOeuBhlDe0BYwNHmu8tZvFN4L94w6wY88JomZzzich0bDVV+wmfhsO+/AqpFrCHywprYxo7pGuj/4O/PUl1zZwpG3kHrK6uTuZd/IyHkn8j7qmvSFOXfYRHe3MDYb9uIOCBV0R2nWfLatmbX8FmX/t+z1udgnYu/Pw2rlOXYmzvJYqZ2uo/mrDyOpyPRbM5owRBWwvhuzcSsGTtkJ8Bks7+juvU/vFS5dlx6Bhbkhd7/m4jcAgoqahj5z9LFC9iHzCXoqQrtNQLG+aWnpOozEsROyVt4T6BkrRoOtrEWyR3cMNev7bbXn97gAOaivJoGpozfsWbXNy2nqbacjQV5fne3553E/NJre9/PHPXQGx8pnF5xwcjHjnV57xuQRjbeZIyypNDF8N5w9OQx+1l87e3LiGPjq4uPh5jI7Vj7s6rRE1B/rastEcCm24b/b150qsNfTLGho6uLt5OzJPaMQfjURsjPuhMpF2li33NphjYeGLuOk7yD0qLri4u//YBNj7TxJ43pb6ZDYn5fO9nj4aCPE01ZYRte5egFf9G09AcTUV5tgc4cGqyOzVtAvxPxbB2kJipjrZmStKu9RPIgVDQXFWQhqXHREDoQFqUFI59wBxAaPdv5z8bRRXpWpH/f2R04Dxyr59Fz8yeitzkAesWfgueJ/H0b6J79kCo6xrjv/AFwn59j02JObgcu8bmoDd4TK+Gfc4aEiPp7DVU+cDDmvWa4xAgT9zxn2/7vd0qZs4BFKdFif4PRjn44Dn7MY588yortmzjHhNdNnlL19ViIE6X1ZJc18xWf+mJmota2mgUdN5RwyY2GirskaKN/kJzfWw0VGU2aOKvpyGMNSmsYNH7G2ioLmNcryG7ouRwmQk0AGpLcog++DVpk55BQVmN5x3NJP7MeicTttWdYnHWn2w2C2DZ1QzCTuxEUVkV5yEMhlw7vJnRgff0iUfsTXlWPMa2HqRdOohD0HyZRL78f0RVU5eWejGOBnJy+Nz7DI4TFnDiq2eQQw4NfRNyrp0RexxJvb/eeM56jOrCDPLj+jv4i2Ps4hdpTrrAy1q1rI7MpEXSBOkwKG3pYOK5BHQNTHivIw5VVXXMnMdy7LPVFKdcHZFz9vT+3pNy7+9Oi58KNPjf6/2lXjzAue9fw2PmozQUpLLRVEC1gvqIu+YXNrfxckw2H3QkokjXkCP24o7/go6JTZ/BvN7c6P3p8WKv3t/NCNrbKM2MwcJD+Kwc+vM6xj/0FnZj+0e0ArQ21KCqdecMNknijv62EBdvoqqph33AHBJO/4br1KWkXz5Me+vg07QqGjrY+c0k+fyePq9/lFKI+/HrxNc2savbXt/HOxgTR1+udluC3sxoTVXe97BiTWQGdR2C7sJGiEwLG0qqGkxd8zHlWfEIlNR55vVnMVVW6JdLNVK8ESdUBn7oaS21Y54urRk8O06GKAImqspipxtulx/8HUivb+Zo8chbevdYG9U11LL448/QHGVPW1MDQSvekqgKlhbtLY1c/OUd/Be9iJahBWn1LbyTkMf3fqPRUuxvFdrZ0UbY9g2MmbeGAAdnIqZ58p67Nb/nVeB87Br7b7KaSzyzA7eQFRLfT1VBGrUlOdj6zSDu+E94zHykzyJZ0NYiLIa4j5fOG/9/jKmTP/KKihQmXUFZTbPPdJ+Ckgq2vtPJDD8i8TgmDj5o6BqTefWY2O37C6twPnaNXXkVhEy5j7UJ32FYcK3ffhu9bTlfVsuhXp+N0ePmoW/hRMTez27zXd4GcnIE3L+WmKNbCVj8EpnhRyhMjmDS6VgqWtu5FOIhE5HGX8XVpNc388NY6RU2fsu5syzovPU0OClF67n/egm/w/4dNzJq9970iDPM1FSYdC6O9Pxswnd/woSH3+Ha4S34zH9apkKxlNC9NFQV47fgOdFrSXXNvJ9UwPf+o1FX6PtbV6spYEbcTp4KCiK+tllkNSeOqvxUynMScZqwQOJ1FCZeQdPADB0TGwAaKgppqa/GyNaDxupSCpOu3M1wlYCNzzTqyvKoLc1F19SOipvcLFynLCXl4v4hRS0pKqvhv/glru75tI+Arsde/+2EXJZbGxI3fwKztBF7r9XqFs+9FX9DPKdv4Yj79IcI275B6tMdQ8FrzuM4T1zCie0fcOj7r9npb4+/DNacxS3t7M+v4L9SXC8fK6lBXk6OADHxF38Hs031iK+Vno3+PFM9HLTUeOJqutSOORibvG2519yA1/86yg8nrjLtuW/QMJBc4JU2FTmJpITuY/xD60Tr1E9ThPfYtU79i8CN1aVE7fwP8x59m3Mz/IQxU2fieDI6k7ZelZmi5HAqC9Jwn/7wkK4jP+4iqhq6GNl69Hm9LDMOYzsvks7twnHCggHtne8ixC5gNiVpUTTVlCEnJ49T8EJSLuwXbR89bi4ZA6yZrb0mkxd7XuI5Sls6mNdtr++ho078LG8+m38vccd/FDl6fuply+WKevYX9G/Uq+saM27Za4Rtl10cIICymiZjl7xMY3UpVQXpfL/7O9bvOch6VwselXL0yEC8EZfLYktDTFWVpHK8ps47K37qYRtjKlqlZ6NvqqrEIktDUQ1opHnUxogNHtZ8kJDDsx+9R3leGo3VxYy9/5VBI1GlTWtjLWHb32Xc0tdQ1+3/u91XUEl4ZT2fjhE2scuyYok/sY3FT31E7NyxeOios/xKKveEJQ8pZiov9vyAxeuM8COMHjdP9O+Ui/twnLAQOTl5GqtLKUmPxpuOt0YAACAASURBVH7s7Nt7o/8Q5OQVGD3uHtIuHcTYzrOfoLkHC/cJqOuN6nPPFns8OXnGP/gmyef3UJWfCkCnigaNyBPy2Wa6BALCQjzZ4msvNoZUTUEooPuo2Qgt7xmE/SrbNbKZy1iKkoVuHVpGFkx4+G3Ctq2nvqKAi2U1LLuSynxzA5mJNFZFpuOopcYcU+k1UxJqGpljemdMao8z0EJeTo4TUqxlfOhpzb78CqmKpAdCJM4orubJ6EwEHR1c3vEhOqOscJsmdJQoy4pHZ5Q1yuraI349PWRHnaQ0I4YfRy9ihbURE43En3uhuT4ps71ZamXI2wm5vNxszl9pFQgEAro6BVz67X3cpz2Irtngce7NdZUknf29Tw2lN+XZ8RjZelBVmE5LfbVMBSv/n1DV6u+gIa+oTPDK9RhYOnHii6dorq0kcPkblGbGio0L7M3Nvb8/J/SN1jawcsHOfyZX938xpOuz8pqEoaUTb1Vf5NXYHHKbWm/9Td4CCkrKOC97m/fM5lIw83HWmTVwfstaqUWaDMRI9P5OldxhvT+1/83eX2V+ChFfreEeU206PcdxasG7eM19YkTPCXCurJY9eeUsSdqF27QVaI+S/Nno7Gjjyu//xX/hC32cOL31NG70/nIrcD52nQMDxEz10NHaRHlOAv6LXqA8K45Tm57HY8YjeMx8pN++LQ3Vdx00pIKcHJYewf3Ua64hy8mOPkVXZyfWY6aScmGfxEM5BS8kLy5UbKZpQ0cnD0ekM+N8AqpqmqwL8GT6+Y8QiBF9qCvI84P/aD5MLiCxrrlXYeNdmRU25OQVmPjoBqoLMzFx9CVs23oKauv75VKNJJ3A+oQ8llsbYSilxuP2nDJ0lRTRvgMs6Oab69Pe2UW8lGz0pxnr4KKtJhNl8825UzXlhVzd9znaxhaoaenjc8+TI34NPVQVpBF37CeCH30XeUVl/iisIqyijs8GmFiSrypgXPJhXg+ZRl5TK2NOxvB2gvgpneKUSLoEHZi7SJ6kSTz9G24hyylJjaa9uQFr774uGnlxoVjdjTmRiFvIChLP7ISuLszdx1Oafk003Wc9ZgoVOUlDyksdM281scd+lFiA+DC/iT+tZtBmac3hie597PXX2JswSlWJDYn5ov31LZ0YM3cVF35+C0Gb9FwWJOEQeA9dnV1oG1kgaG8j/sQ2QHifnHQ2QaYijVWRmbhqqxNiLB378Zju+Kn5d4AFnU63jf6vudKx0TdSVmSplRHvJOSNePzTzeKMniJtQUIYOddO4xayjLy4ULznrRnhK+lL+O8fYeLgjZ3/DcXxnvwKoqsa+MTLBuhtNTcG5+oUcpwDeLPRUKxNem9ij/2I69RlEt0vujoFZIYfwSGwt4tGKJZewinBxDO/4zxxsUwdoP6nkJPDNWQ5iWd2YGjtQk1xFoL2GwUCdV1jzF3HiWz1JeE15zFKM2IoSe8vigPYllOOy/FYvgxYy3JTAecmOvWz1/+8WzzXY62uqKLGhIffIXL/F/0c8WSB+/SHcJv2IFf3biQv5hyrLydzrKSafeNdZCLSeDUmB0U5OZHziDQobLpz4qdctNX4U4o2+h972XC4sIr85pGNOgChOGO+uYEo1uToxqepryhk3qs/oaEneyeNpDM76ewU4D5DaOXfCTwdncn9VoZMvel7/enRJpyz62BN7A8cdJnOrLAUcgawZ43+YxMOQfPRMZHcZOnq6iT5/B5cpy7r83pZVhzGdh7C+MCM64wOnDfAEe6CnBzOwYtENQpztyCa66tENvKahubomthSkHCp348qqWliZO9JQeLlIZ/uYkU93idj+Y+KJ+Y+/hzQKWTGKB0eszXGWkOFd8Q8S8nJKxC8cj3J53ZTnp1wm2/09vBd8DxN1WUoKqsQsedTADanFfFBUj4bPKxlItL4o7CK3MYWqU5r30nxU1NH6RJVLT0b/a3+DuQ0tvCHhKKpNBCJM5Ly2ZJZikAgIGLPpygqq9FUU47vAE2xkaI8O57k0L0Er1yPnHz/IZO3E/Kw1VDhUVtjZprosl8zm8eyDxHmOAG/MwlcvIXYgcLEyxjbe4ldOxfEh6FrZodmt4CwMjeZ1sYazF0DAUgJ3SeMBZTRMM7/IuZugTTVlFFTlImRrYfYSEAFJWV873uWqANfSqxV9HxPJp39XfSaloEZ9RWFZNY3Mz00kVWRGQQbaZMy25enbrLX/8jTmuh2VVqmPc2l7e9JdOuQJnLyCpg4+lGUfBVldS2mrPqI2CM/UJoRI9rncmW9TEUauU1t/FlUxSde0jvXX0VVAzr4yprlVoYUSLGJu8HNCkU5Of4VkyO1Yw7EzeKMHgTtrZzf+m8cx9+HpeckOgXtlGbEYObsP+LX1JvIA1+hrGfGOgU3vvS2w0z1Rt2gJ2bqCx87jhRV49IdM1VfXoi6vqlov8aqYqIPfs2Eh96WWHdICd2LtpGF6P7bm+a6Stqa69EZZU3apYN3B01uE5WbIk6U1bWZ9vRGujoFnPl2LW3NDXjMXEldWT7VhRkoKqsOcjQhPb2/6ecT0FUWRmt/5mWDooISgcteJ/rg17Q2SG6qq2jq4r/oRabF/MrRglKpDpCJPZ+GDtOe/gJBeytl1dX8HBqN0ZU/OT7e4W7vb5jcO0K9v1WRmZJ3HiaGyoqcG2+H/7WdfFyhz/7d2xnl6C+MHhGzXpUmn6UWotZYxqjrBwga4vkqchLJvnYa/0UvoKukwN4gJw5PcCGvqRWvE9eH7NCnqKxG1tWT6Fs4Yek5kbqyPE588RQWboEELnu9z7W0NFSjclegMXwMrd1oa66nruxGA05VSx/7sbNJPL0Dl8n3kx19SuINVFFZDccJC0g68/ug+yXXt/CiwIFExwCm6yiROseHh24qEHzkZcO16gZ25VUgr6BI8CPrST67S6aFjYD7X0HQ0Y6umR0xf31PbalQ0XZzLtVI/2J35lVQ0NQqtcJGcUs7jR13hgXdQinb6H/ubcux4mqyGkdWVXmzOKOnfZYXe56StGia6yoxdwvCYfy9I3odvUm7dJD6snyRwvidhDzM1VRYZTeqz34b3K2InelNcHk0he7jeaFSk2oJkQMJZ3bgNm2FxGsozYihtakWS8+JxB7r76JRmHgZ49FjUFK5s7KD7yQMrF3QNDQTWcdZefaPNxlKA9DSIxh5BUVyY85J3NfWbwZZMeeYvuln7ruQILLX/87XnqcczXkyKpO2bhs5ZXUtJj6ygYi9G6kvl27O22CoaurhNftx4cTTmMmE/fpeH/W2rEUamY0tnCip4QspFlEy7hALuhU2xjR0dFIipQmRH/xHU9DUyu950rMZFcdA4oweYo/+CHLydLS1YO4aiKGN+4heT2/aW5sI/WkdPvc+ja6pnej1t+JzcdBS49uxDn1jpk7HsnX/Pqx9Z0g8dl1pLoVJV3Cd0t8q/2Yywv/CxvdGtnZebChWnkKBRm1JNpX5KX1EJHe5gYVrEIL2VkrSojGy9aT8pmKz86QlZF49Tnuz5EaNvoUjNr7TuXbom0H3G+UWSH5pERM/+oK61jZOTXZn21ihvf4a+1H9xHP+i16iLCuuTy6srHCduhTPWY8Se+wn0q/c+I56MipTZiKNDuD9pHxW2hqLRIbD5WJFLYEGf3/8lK2GCmoK8uyWko3+W64WqCjI81KM+Ex4aXKzOAOE4oTjn6+hpaGGuf/6CQ192Yo0uro6ufzb+zgG3YeRnScAlW0dPBWdyUZvW8zVlBlvqMX1GV78y9mcLZklzAxL45KqF4O56jbXVRJ7dCsB978ypOZd5tVjGNm4oW18Q1RUW5KDqpYeKpq6JJ7Zicvk+5FXkE2E2/8a5q6BtDU3iOoDTsELRVEnAKMD5pAVdVKsq5GFW5BQAN0qPt5kMApsx/Pct99xqayGH8c68JqrFa/EZNMq5sPhPW81bU31JJ3bdcvnGQ7mbkGYOvujoTeK0B/fpLPjhqhoS2apTEUaqyIz8NTVIFhKUX578iuwuUPip2w0VNiTJ51pwEmGWnjqqrNaBoMmN4szehC0txH605to6Bpj6jxWtlEnCBvwbU31jJm7qt+21s4uXonJ4XUXC7YGOHGpvJ6HInPYiwsCwa25IbS3NlGafh0Lt6B+2zoF7WRHnRDFmgCkXtiP00Rh5FR5djztLY1DGl75p+I4/j7SLh1EQUkZffPRVOQm9dvHdcpSqgvTKUkbPApP39IJl8n3c+m3D/o8+2sZWVBffsNh8HhJDW7d9vqv9bLXf9DaCCddLc75P07y+T2UZcVK740OAUMbNxori2ltrCX4kQ0UJl0W6+oka5HGi9ezUFWQ598uFlI53p0UPxVoqM3F8jqpHEtXSYGVtsa8l5TPSIe0DiTO6KG5rpLQH/9NwP1r0bdwpCglQuauEZ0dbVz4ZR2a4x/g20YttvjZo6ukIIqZqm2/ETPV8/9VX1GI1k0xJdnRp6guysD7nqcGP5+gg8gDX+G34DlRXGxvyrLiMbbzJPf6WQysXdDoJQS5i2TkFRRRUlGjrbt+oWlgxqwXN1OWFU/Yr+/RKWhH39KJ0YHzuLpvI4K25lty9kupbyG4O1p7rpk+V++dSEBB2IAxKTcTsGQt+hmXMKnO5r/JI1t71jQwZeYL31CaKRyg0TMfzfldnzLpzPX/B72/v991boG0e38+thwvriGzcWQHRnt6fxWt7Uw+G8f5n9/BMXgR0Ye+RkVdmymrPx7R/lYn8Ex0FivrYtDqahcbjyqO2KNbcbBz4+gD87FSV2F+WDJLLqdS0z709bKisiptzXVc+f0/+C96ERUNHVoaqjn5tdCdo/d7b6m/G3EiFcTFm7iFLCc76iQd7a2MHjeX5CEUFRyC7qE0/Rr1FYPfOOXkFXCYsIAvv/wPTkci2ZVXwfvu1kRM88RbT4OHbYxw1lLjzXihqmfMvDW0NtaRdH737b/JW8Rt2oPomzvQVFNBXWkuGeF/9dkua5HGmqhMfPU1GSslm+X42kZm3wEWdN56mpwqqZa84xB4xckMDUUFnr82cvlTMLA4o4eoPzahY2JDRvgRPGc8gpkMH97Dd32MiaMvNj4htHV2sSYqg2ccTPHT12RBt9Xc8m6ruYCT19m0axeOwZLz//JjQ1HT0hcVsQcj8ZRQzFGSFkVrYx3WPiGibe0tjZRnxmHu1l8BfRchblNXkHxuF12dAhSV1Rjl4E1h93Sfrqkd6rrGFHZbZA6EnJw8XnOeIObI1iHFQdn5zyLr6jEEAgHR3fb67yTkMt3MgC5Xb4zUVHoOzPgVb5EXGzrkvEBp4Xvfs+QnhOE+7UEu/vwObU39H7plLdJ4NjoLTUUF1jpJx6L9ZEkN3np/v5X+bBPp2eiPM9DCV1+TNVEjq2yWJM4AoYNE2PZ3sfEJISvqJAH3vzLiiufe1JZkE/XHJiY+9r5oYk9fRYmSdgELpk/jUEltn5iprMhTmDn7D8liOu74zzhOuE+irVxjdSmVuclYj5nafU05CNpbMbB0BiDh9A5cpy6T6f/L/wpu01aQeHoHAMZ2facBldQ0sR87i5TQvRKPIyevQMADr3L9zy0SHeEcx99H+uVDFDW2iuz1PXXVSZjlzQtOln3Ec7a+0zG0diHywJfDeJe3h9OkxXjNWUXqxQMknvq133ZZijR+ySmntKWN7/2kU9j4NaccEzVl/u72+MpuG/0WKdjoaynKs8rOhI+TC/pEdIwE4sQZPQja2zi2cRWC9lbmrN0qc5FGc10lV3Z9xPgH3xLFXkVVNbA1s4Tjk1zZNd6V+Nom3I9f5+OUQmqKs6irLJIY1Zd+5U9A6PolCUF7K2mXDuIy5QHRa11dnZRnJ2Js60FVfip1ZfnY+Ewbxjv9/4vzxMWi+66OiQ26JrbkdQuT5eQVsBs7m8ybnuF7sPKaTF7M+Vs+p76FI8rqWmQnRbAmKpOT5XWUj/Zgx3hXVtoYo9BLl2PuFoS191QuyTCeFYTRJgEPvIqiojKhP78l1tlUliKNlPoWzpXV8pWPneSdh8CJ7vipcX+zeC6o20b/ZKl03F2/9LHnbGmt2CxoaTKQOKOH5toKLvy8DkVFZQKWvibTqBO6uri880NsfEL6TEwryAm/B38LdCSloZU4c0eeickhNy0KRTVN9C0cb/lUPaJ/cWSEH8E+YI5oPZwbcx5dEzt0uu2lU0L34jxJcg3ln4imoTn6Fo7kxpxH39KZmpKcfo6bGnqjcJ60hOiDXw96LAVlVSY89DaRB76kqaavs6OWoTn1Ff0jIHvs9RO67fXXuVuz0WgqzQ21MhfKAZi7BFCUEsHYxS8haG/l2qFvB9xXliKNtk74JKWA1faj0JLCdHVP/NRK27+3ESiM0Fbit1zpCOd+8B9NSUsb26Royy8OSeKMHqoK0ojY8ymTHv+Qqvw0TJ3HytzNp6GymPDdn1Ae8hztKhrEzvYTxUzNu9g/Zqq+ogAto/4Rglf3fY6F+3iJ9fLilKvUlGTjMvn+ftvKs+IwsvVA0N5KdtRJHIIkr73vcgMVTV1aGmqgqwsDaxdmPv8NyaF7ifnrO+jqQl5BiaDlbxD9xyZa6qvoaGsZkoPGzewvrGLMxWy+CljLw6M1CZ/hjbfu4DUBG59pmJjZ8HjpOZ6OzkIwgstofUsnZjz/DSmh+8iOOoX3PWu4+MvbCNpa/ud7fwm1jcw2/fudDaTZ+3vVyQxNBQWeuzaygya9xRmTunt/DZVFXN23kaDlb3J5539oqCxi+nNfoaY9coOWlW0dPB2dwbPZB3CfsrTPwJ84FpjrkzjNlbWx35DnM5Px55O5Xn3r9X1FZVU62looz04g9/oZ/BY+D4CgrYXQn96ivqKAGc9/jbqO0d2IE2lh5TWxj0BDTdsAO/9ZJJ7ZgeP4+yhMuiLRTl9eQQnnyfcLbfklYD1mMg2VRZR3Z3evS8jD+2QM+U2tHJ7gwptuNjx3LZMWQScW7hOw8prE5R0fyqywYeMTgkPQfFIu7sfM2Z/wbkvQm5HljTq+tomw8jo2+w6e0zZU/rwDLOh0lBTQUVJge87wbfQ1FOR51sGUz1MLpVK8HghJ4gwQFlvDtr+LW8hyIv/4iqAV/0bP3GHErqk37a1NXPzlbfwWvoC2sSUFzW1sSMhjxzhHvvRz4GhRNc5Hr4keMDIijmFg7YK2seWgx+3q6iTx7O+4h0h20ShIuoyCojKmTv7EHf8Jz5kr+zT78uJCsbwbcyIW7VHWGNm5i6YqzFzHUZGdIFI0OwTNJzPiiEQbUBu/6bQ11YmyTgfDwMoFeQXFfu5EmQ2tZNY18smBP/nJz45PvWwImvMoSqrqXP/ru9t8h7eHiaMfRrYeGNl6EHN0K5X5KQPuK0uRRktnJ5+nFfKcgynq8sP/BvgttwxdJQV0/mYLOmna6H/jY8fF8jqpWdmJYyjijB5aG2q4uG099gGzaW2qFfugP5LkRJ+iOCWSCSv+zVpXS05OciOmso49J06SWdd30dzW3EBxSiTW3lMlHrexupTsqFO4TX9Q4r7plw/jENQr5iQ2FEsv4T25IieBptoKrLzu3qN7Y2TniYqmLvlxF5CTk8fQxo3y7BsCDYeg+RQmhfcrHovDKXgh7c2NZF09Puh+mgZmogJ3Dz32+jnNHSi6+/Cpjz2OWqpoGVrgu+A5Lm5bL9PYKQCn4EV4z1tDXuz5QQvtshRpPBWdSaChlsTCz1CIr22i/Q6In5pirENklXRs9L/zG01FWzvfZUmOShsOg4kzemhrqufYxjUgB7Nf/k7mk29FyeHkx4UybulryAEPWBryqN0oBCiwW8uCR6Oy+sRMpV06hEOQBHe8ri4i9nyK15wnhlSsSb14ACuvyahq3fiMlWXFYmwvFEUnntkptHe/a6ffBx0TW3RMbEROcU7Bi0i7fIhOgXANYO4yjobKYpEDZm+UVNQZ5eB9S/EmPdiPm0tmxFHo6kJfWZFxuhrc+90OloYlMcdUj5OT3Ag21EZDbxTjlv6Li9veFSsqHknGLlmLopIKUX9sorK73iIOWYo0no7ORE9ZkedGS0eIVdDUynIrQ6kc63ZZZm0kNRv95x1M0FVW4JlrIytoliTO6KEiN4mog5tQVFLBf/HLI3pNN9PaWEvY9ncZt+w11HWNCTbU5uQkN2ab6vLA5VQeuZKCTU4y2gpy0NVFZsQx7APm3vJ5ChIvM8rBR+zkY21JDo1VJaLp9E5BO+lXDuM0cREAudfPCQUbJjbDeq//H3EIvIesq8fo7GjD2M6D8uy4fvv43PsMKRf2Sawx+933LOU5iWKd4bQMzWkYYDCwoaOThyLSOVlWR67PDJabaTDv+i/Iy1Ao14OZSwAKymoY2rhzafuGPi4g4pClSGNLZimVbR1s8ZWOqDmyqoEpxn/vBK00bfS99TQYZ6A1qGBCGgxVnNFDftwF0i4dZOzil2hrargtgdpwcS2PZ1ZFFCXO05B382ZqaPKAMVON1WWoaekjr6DU5/X25gYu//YB45b+CxXNwT830Qe/xmXy/ajr9hUAlWULHTQA0i8fwj5gTr/z3GVgVLvjTSzcJzBl1UeE7/6Y9EuHRNs9Zq6krrxA5HjR0daCosrt9ZFcpy4jIeIEfh9vpqChicPBLuwJdBLreqmmbcDYBc/xSNpuXopKo6xVOs6+4jBzGcfUNZ9wde9GsiJPMPHRDVw7tLnP88P/cu/v8B3Q+9Pt7v1tk0LvT1NRnmccTNkoo95fb3FGD3mxoRQmXWHcA69yde9n5MacY+aLm0Ui3pEgqqqB3+KTCEr5k/Er/i12oM5ZS5ULU9350seOo8XVjPnjAtsKujD3CL6tcyqqqIlqizFHtmJg5YJl97G6OgVE7vuc7OhTzHxxM6qaeqhq6v7P1CvuSIGGvoUjnQIBNcU3lEduISvIijxOW3MDzhMXDUl0Yes3ndqSHKoK0iTu6zL5AZLO9XXDqGrrYPHlVEIrG6h38mR7oAv3ujgTtPRfhG1bL7PChpGdJ34Lnid810d4z1tN2K8bBrWrluWN+smoDIxUlPpFVtwOPRZ0tn+jPeiD1kY0dAgobR2+Wdw3vvbUtAnYlFEihSsTz1DEGT3UFGcRe+xH3ENWELn/Cyav+k+/xeRIUV2YQezRrUx8ZANPu9nyrrsVpW0CjuhY82pCX2s+QXsb6ZcO4TxJcpMy6+px9Cwc0DWTsFDo6iLxTI+LRjQt9dXY9HLRyI8Pw9TJDwWlO8Oa9k7CdepS0i4eQNAuLPZZeU4kL+4CIJwgsfEJIeOK+EnAHuQVFPGa9RjXj/wwpHPajZ0ltlH4sK0xv+SUsTO7VCh40DLljbmTWBH3ExrysituyCsqM3bJyzRWF1OZm0RG92TqYMhSpPFVegm17QK+8Rv+Arq4pZ2Gv9mCzlZDBVUFefZIwUZ/td0oDFWUeDJq5Kyab0Wc0UNFTiIJJ7ejqqmL69RlMp/anpt2iIX68oxZ9Dizw1LYmFrE1vRiHrI26reGyLx6HLuxs4d03IRTv2LnNwMNvcHXCIXJ4ajrGouU13lxF/oIMhJPDy3S6p+Ee8gKks7+TldXJ7pm9jTVVojcL+QVlHAOXjSkqTx1XWPcpz9ExF7xwt/eOATNFxW4e2OroYKeohx+X/zMyaJKdo935YUHn6Hk9E/UFI18BmdvHCcsZMy81ZRlxnL5tw8k7i8rkUZ0dSMRlfV8K4X7MkB6QwsL/+b4KRsNVXZLwUbfQ0edYCNtnoke2YmToYgzemiqKePkV8+ioKjMrBe/RdNAtiKN639+j+UoczY/+CjLrA15NCKd9fHZWOQk9bPNz4s5j775aLQMB7cEry3JJv3yYXy7YwcHo7Wxlpxrp3EKXih6rSwrHiNbYcG5JC0KQUcbFq79rfj/yThPWkx6tyBDWU0Ta++pfSIARwfO6+eA2YO5WxBlmbG0t9zaNJGCkgo23lPJjDgGwDIrQ46XVFPZ0kZKfTMPXEnl45RC/uNlw2srnoLLu6jIkV08K4CF+wQs3MeTFXmCrMjBhYAgO5FGQ0cn36SX8JKTOapSEDVfLK8j0FBbCld2+wQaaHFBCjb6qvLyvORozjfpxX0EYdJmqOKMHrKuHic76iSWHhOwcBvcOUjalGcn0Hz1IM+veoP/eFnzUUohS6+kkVrfTHW7gBNFFSzrFuhkRhzFxmeqKL5vqLQ3Nwzq7JkR/hejx80T/Tv98mGsvUNQVtOkU9BO2uVDOE+866LRG3lFZezHziat+15sbOvZx3EOwMTBB30LR5LODh6LbeExARNHP6L2fyF2+0AOGj3oKikwTk+DT4tVydPU4h4TbVLn+PCgDGOe1bQN0DK0wHrMZM5vfZ321qGJBmQp0nguOouJxtq4SaGBtye/HFuNW5+ulyYLLQxJl5KN/hZfe8Ir629r8nio3Ko4o4fE079RW5qDnJwcZs6yizmxVlfm1CQ3fhzrALHHqA6czx+Xo1lgNrDAoqtTQGN1mdj1fVlWLJkRRwlc9vqg522oLCbt0kF85veNRKkrzUVRRQ11HSPqyvKpKc7G0vP2mpH/RFS1dFHorree/e5VCpOuiLaJok32bhS91tHafFsOGqqaetgHzCHxzA7Km1tZfDmV+8KSsdYQRmu/69Z3YHTcA6/iVXCZI9ejuCLhOXI4jB43j8Clr3H+h9cpSAhj7JKXqMhNErt+vtv7u31WdPf+yqTQ+/vaR3a9P3HijB6uHdqMhr4JTsELSTy9g9ijPzLt2S8xtvMasev6IasU1eQzWHQ14z79IdHrmorybBsrjJmq646ZejlGGDMVc/QnPGasRE7u1j+xispqdLQJo0AF7a1c2fkf/Be/hLL6jeevpLO/c+3wt4Q8+SmC9jbZuu4NgztSoGE1ZnJf9wwdQ2z9ZpB4Zif2AXOpyE2itiRn0GPIycnjFrJcZP08GMZ2Xiipqve58fdgoKyIj44aMzf/ynNRixLrHwAAIABJREFU6YybsZy3uiKZ1DWydmI9aBlZMPGRdwn77X08Zqwk5cI+KnISJf6crG7UtR2dbM0q4XUXC5SHeZKWzk4qWjtYafP3NQJnm+oRVzN8ZbOjlioho3R4YQQnTm5FnNFD+qVDNFSVYGjjRkroPqas/mhEs6l6c29lNAtbMxm/4nkWXElj7bVM3IpSxeazpoUdxNp7KioaOoMes1PQTsr5PbiFLJd4/pxrZ9A0MMXQ2pXY4z/jMfMRkcKvramOyrwUmecl3umo6xpj6R5MatgfgLDAYeYylvz4iwDYeE+lPDuBptrB74ejA+dTW5pLeVb/aZWbkVdUxsZ7ar8FqKmqEoEGWvxRIGzS13cIOG08lq3nruKl0kXCLG9elVKshyTcpz9IR2szSmqaXN33+ZB/TpYijeejs5g2SgdHreEXJP5uC7pHpGSjrywPr7lY8ENWCXUjVGy+HXFGD6kXD1BdmEFjVSn+i14ckeu7mZ6YqQctdUmMOMmOemPyG4QL3rjaJqraOphs3Pc+XJwaiaaeCdpDUGO3NFSTdukQHrMeGXS/rk4BmRFHRC4aVfmpyCsoiAQbRcnhyMnJCy1T74KuqR16Fg5kRZ4AhPEmve+vNr7TqCnJHpI4Yuzil0i9sI/68sGjAHsK3OmX+wvSHrIxZndeBXVt7fycXcZDVfqYe3jwu04x3/raDXt9OFScJi5izNwnqCvNJfTHf0ucCOxBViKN1VGZmKoq87AUGo6nS6r/1vip8YZayMnB6bLh2+h/52fPtaoGwkew2HUr4oweaktyOPv9aygqqzLj+W/QNJDNGsNbT4MrU1x4M/1XOqcsZsnVbOJqmzhaXI2zhgr2NzUaOgXtZF491seFaCASTm3HwMJxSFGHyef34BA0X5TrXJmXgo6JNQrdRdDEMztxHcL6+5+CioYOVl6TSeue8rMPmEtR0hVa6oXuX2raBhjZeQ4YYWLlNZm8WPHbBsPKaxIVuck01ZQhj/B+vC277zTYiZIalhWqUGwwmm999flzkjvGIxy514OymibjH3yLmpJsidEBvZGVSOOT1EKaBAK+8hl+w/G33HJMVJX+tvgpRWCUqhK/SmEacJOPHQ0CAZ+kFg3/wgbgVsUZPUT9sYnakhzGP7ROZkXXUaqK/DnBhW/lU/Cx0OXBEg1OltT02WdbTjkPWRsjj1DkV5GXjNVtOHTmxp7Hymuy+G3Xz2Fs7yVyQmquq6QoKRz7gDmAsNZjNWZKn0L1Px1rr0lUFabTUFEIcnIY2rpT3kugISevgN+iF4k+9DWC9rYBj6OmbUDAkrVc+u29AUUNWoYW1JcPLNC439KQo3Vd6Nj58sEXwmjt3XkVfOhhTfg0T7x1RtbNDeie5lfkws9v01h1a80kWYk0LlfWc626ke/9h++icbKkFjk5YfzT38UYPQ1OSsFGf6WNESaqyqyKHLlBk9sVZ/QQvusTOgUdQ1qTDhdlefjW146wEE/k5CD4bDxrLsVz7NifHNF2l9hXqK8oRMuwf8wJCKNa1bT0cBx/36DHSDy9A0MbN0aN9u7zenl2AkZ2HgCkXzoo8Th36UZODueJS1DTNuDEl89QlZ8q2iSvoETgsjeIPviNaG0N0N7WLHpWuRVcpy4jO/okzbUVotd6orXfTshlhbURybO9WWCuj53/LGxNzDGJPcjmEWzCe81+HLeQ5Zzc9BwVuUnYjZ2NvqXzoDXnu72/22PO/2DvbzBxBghrAhd/eQePGSvRt3QiO+okl359j4mPbhiSA/LtsjYmm/uS9+A5aRF65g686mROwixvPHXFx0wVp0TS3tI4YKTfYCgqq9LRekPwWJ4dT+71s/gvfKHPfrnXz3Lh57dRUFbBIXDkv4+kwZ0p0PCcRH4vgYZbyAoyrx6jtbEW16kPDEl0YeERTFtzA6UZ1yXu6zLlfpLP7xEbV7LUypBjxcIplCR5XaINvTjz5z4+97ImdIq7VJpfA6GiocPU1R8Tc2QrRjZudAo6huQc0oOsbtTvJRXQ2tnJxjHDz3CNrGro1wySJc7aahyWgo3+D36jiatpInQAS7XhcjvijB7Cd3+EpUcwdaW5lGfHE/zIu2KtiKTFjFE6xM8aw9OjTYi7eIiDHbZkNbYRWdVAa0cHEwz7Pyy1NFSTH3dBsmUzwskRUyd/idONXZ0Cks7uwm3aCkrTr9FcW4Gt73TR9ry40Nsqovx/xmXyEjKvHqOtSfg5NnPyp7owk9YGYUFqdOA9fSYDxaGgrIrH9IeIGaJ7hoX7eKoK0vvZ8q+wNuJAQSVNAuGnXVFZDVvf6Zw6tZcxJ2P4LLWQp0abEj9rDDNGjdw9RNvYCqfgRajrGnHhp3UiZ5GhIiuRRmiFMMLjB7/hFzb+bgu6ycY6XK0a/r308zF2tAo6eT9p8Eb07TIccUYP4bs/QUFJGX1zxxGNXeptNXesWBgz9V3YBdR6uVgAbM8p6/fg1NUpICvqBHb+s4Z0rqRzu7BwDZIo6MgIP4KNT4jIyShfjIuG+10XDUBYUEi5sE/kZGFs50lZj0BDTg7XKUslTgECWHpOQsvIgsQzkve18ppEVWEG9TdZN6sqyLPEwqBPrrLZuAV8/M1GVkekMtFIh5TZvjxlP7KuMM6TluA581Fa6qs5s2XtoEV2cchCpFHV1sGvOWWsc7Uc9pp8W3YZOkoKYi1YZcEyKyPypWCjv8zKEAt1lREtNt+OOKOH8qw4Lu/4oFuk8TWaAxRypYGukgJ7Ap04PMGF/KZWJhy+wMFraVh0fxe0dXaxK7ech8Q0q9MvH8Zu7CzkFQef1ha0txGx9zPGLnlJJLQYiIaKQkozYrAfJ7Tp7+xoo7owAyNrVwDyY0NR09LDyNbjdt7u/ztGB86jIP4irQ01yMnJ4xS8kJQL+0Xb7cbOIi/mnGjqpzeKymqYOPpQEB926+cdN08UQzh1lA4Vre3EibFRt5+wkJPHfyfk6+3oKcgRNXMMn3hZj3gxaPKq/9LVJeDsllckxiHejKxEGi/HZDPbVG/Yk3w98VP3/k3xU/dZGNDe2UViXf/P2K1gq6HCLFNdXr6eLaUr68/tijNAuA49s2UtXV2dTHrivyN0hULkgU+9bIicPgZdZQVmn41l3Z4D2AT2r1HE1jRS1dbBlO5aVmb4EUYHzuu3nyQKEsIwcfQV23DqaGsmL/Z8nzV4ysV9OE5YiJycPC0N1RQkhOEQeM8tn/f/Kw7j7yPt0kEAdE1saW2ooaXhRrPceeIimmrKBr//yskRuPzfpF06NOCwnKKyGkpqGjTVVYjdLofQDfSUkR95MedoaRAKXN9KyGPMyRgKm1o5PNGF3QPY60sDFU1d3KY9SFbUidt2UpKVSGPV1XQs1VV4wHL4bnEFTa0sH65LyW3WS3ts9H/NHp5wThFY52rJ9pwyatpv7bt0qAxXnAHCBuH/sXeWgVGdaRu+JjJxd3d3JUiw4BSnpS1WF+re3W51t912261tS50KbYFCaXGXACEEEuLu7jpxm+/HZEJCkslMhNp3/WPm5MwZJnnnPc9zP/d96rNn0NQzxnkS16EHnczJWBzETBM97ruSw7yzqRS0SO5L0iN/RiNgER1iiaB8JEQ1JeiYDO8+J+7t4cJ3/8R38V0yIwJ6ujq4uu9jglc/NqimXp2X1L8/Lk6+gI6J9f/HT42CkoqQ8E0vo2tqS37cCVrqygc977NgE821pRTEnRj0eHdHu8IOGuo6hn3uGcP3174tqMb98FWOltfzrym+PDRnHrek/siTcTlMhm+zkrIKU2//OxbuIRz9YAuimhL0zO0JXP4g5795adS42P/v/SmO2x+s9zeaOENKc20Zl/e8R/jmV1DV0KYiK46TW58gcPkWPGavm5RrbO7u5ckLsSzPPcCTdz/F/c4WvJ1RSsDxxBFjppKkQ9MKumioqKkPuZdOOPQFRnYeWPvMGPR4VV4i9aU5uM1ci8/CzYq9qd+A351AQ9/CESUVVWqLMwDQ1DPBIWg+aad+xD4wgubacmoK00Y9j/e820k5+f2ox+kYW2Ni790/hTiQ66dQXGesJCfmME9cTmfKiUSau3s5Ndubb0Nd0FaZ2P9KZVUhs+/5NwXxpxFVl+A6bQUXf3h9WBGJLG7UQv1cYgErrAyx0VDMxvF6dhX9dhZ0zlrqqCspsad4fDb6q6wMcdBW554r2RN0ZYMZjzgDJNnaUdv/Sditz5Jy8gfEYjGha5+Y8OscaDUXXSPC80g8719Npq48D1v/OQB8l1/FphFUk+lnd+E2Y9WoxeaujlayL+6XZGGPQm7MYYztPNEztyfp6DZ8Fmzq30gXJ53H0jPs//MB+xBq6uIYspiMsz/1P2bjN5OiJIl4Tt/SCU09Y8rSY2Sex33mGipzE6gvle/vwSl0MXmXjwx6TFUg4HY7E74bMBFmHxhBVV5Sv5Djf9kVeB6JJ7pGxFehLhyf5YWd5vjWo+EIu02SCR+9402aa8c2VXajRBr3Xs7BQVt93IXin4pqUVdWwvE3WpslNvrDF7vkxVZDyHIrQ55NLJiYi7qOiRBnAPR0tnPu63+gLFQjdO0TE+5wNNBqTtTVw5QTiTzRZzUn7u0hJ/ogrjOuTXjsL60jwEALm+v+lvKuHMUxeIFcG+qutmbSzuzEb/FdMo9rbaiiOj+lX91dlHgOG9+Z/c8XJpxBy8AcY3svBd7xnw8tQ3OsPMMGZbGaOF6za7bymEJvTxcVWXEyz6OqrkXw6ke4tOttentGz1B1nb6C7L4C90CWWxoS39BCUV+z3sjOA019YwoSIjlS0YDX0Xg+z63gOQ8rri7wm5QJNvdZN+MVsYGe7k5Obn2iX1SoKDdCpPGPlCJ6xPC2n/24zlPV2Y2ou4f1N9AWeyBhRjpEjtNGXwl41duWnUXVVHWO3150OMYjzpBSnHye+AOfIlBSZv7DH44aJTIWXvWyIXFhAPZaaqy8kM7ai5nUdXaTenoXHgMi/7YXVrPWxhgN5cFrb3NtGXXFmdjJMYlSkRVHVW4Sfotkr8kAaWd24DH75v69clVeMiZ9udpicS9pZ3b+f/wUkgls1xmryDi3B5DElbSJ6qgtSu87QIDzlKX9QorrsfQMo7oghU4ZEabDoWNija6ZLaWpUQBssjcdtFeWom1kibG9FwVXT5Dc0MyM08k8GZ/Pcksjib2+7eSsIx6z12Fs78WJj8e+Lt8IkcbxikYymtr4YgKmtSXxU8YTcFWKs9raiGzR+MQZAF+GOJPe1MaJyvE7JA3HeMQZUjpbRZzc+iQmDl64zx49FnUsbLAzIXNJIMssDXkyPp/w0ymkidrIuXwcY3uvYYdDvi2oYrODpLZRkhKFnpm9wt8Zna0iagpSR3T2lMScLO3/d21hOh0tDVh5SmJRMiL34Dpj1aQO4PxR0LdwRMvQjNJUiVOyiYM3VfnXHOfUdQzxmreB2L0fyDyP+8y1qKppkHJi+4jHaBtbSmoDI9RrZ5ro0tQtRitgUb87qZS6zm7W9NnrO4xgrz9elJRVmXXX6wgESiQd2Tauc90IkUZVZze7iqr5p8/4hYTnq5sIG+P9h5lzAEuf/gKhTyAqKorXCTfYmSDq7hn3Pvc//vZ0i8W8mFI0rvOMxESIM6S0NVRRmZdE0IotE37fPt1Yh6sL/HjOw4rPcyvwOhrPkevcjOpKsmgX1bNdYCNzQl+Wg4bk+RLiD3zG9E0vyawRFyVG0i6qG1RDqcpPxrRPoCHu7SHn0kG5hg//qgg1dZm35V3EYjHFyedorR+8lzW0dsV52rJB0SZSujvbUVFTrE45nHvGkPMCTyQU8IiyP86OZgR6O/G/4Inv/amqaTL73rdQ09ThxMeP09HcgLJQnfA7XuPq/q2jpgdI+aP1/n7L+CkX7T9W709ecYaUosSzlKXHELbuWQAayvM49sEWnKYsJnjVo2OKFpGFnaaQDwMcmVaXwrwAG1bUm/DxKE4z5ZlX6GprVthFQxJxMliw1NPVQfSONwld+yRCzcHf9S11FSQe+RJrr+mSXs7veG/8uxNo2PrNojjpXP+/veZtIDfmEO0tDXhFrJfLPcPcNQgVNU1KUqJGPdZ91s1kRx8Ydgp64BSKilADx5CF/cXp8vYulp5PY8OlLPz0tSbWXl8gYNrtf6elvoL0yN1M3/gPone+RVvT2BaPG7FQHyirJ6e5fdyFjZNVEgs6WUrXyWKTgynVHV3jttH/t68dPxfXUN4+esNDUcYrzpBSnZ9M1oVfmHb737jw3asY2bpPmE3xQKs5JQHMPJ3MfbG5/f+vmef34ha+CoC9JbVMM9bFQn3ohrexooD6shzsAyNGfc2Mc3uw85+Luo7sRnRPVwcZ537GK+J2KnMSaGmowiF4AQDtojoay/OwcAtS9C3/KXELX0Vx8vn++BKBkjLWXtMoTpLEm7hMW07OpYMyLeSFGtp4zF5H4pGv5HpNDV0jjO29KOqLUJGyyEKfHFE7OQOyO11nXJuGkdLe28t9sbnMPJ2MsgAuRPhOqL2+Y+hiDCwcyYr6ldLUi+M6140QaZS2d7K3uJY3fUePopCF1ILujt/Agi68z0b/1Dht9L8IdSa7uZ2D5eO3F72eiRJnSGmqKubSzv+gIlQnYPmWiblI4Bk3S1IWBeCnr8n66EyWnk8f8j2Vc+kgdgER/cKQ9l4xu4tr2WA3+LNvrCigtbEGc7dguV478/xeTOy9MbR2lXlc9sX9/Zao1QUpqGvp9xe2JS5IO+SKtPoz4zH7FnIuHaKrXZI9rG1kAWJx/5SJ59zbSDu9c9Tz+C+9l7L0GLmipyQFbnNKhln3Nl9np+8x6xYyz/08aFL6zYxSfI7Gk9bYyq5pEoeAibLX95i9Ds+5tyFQEnDqkyeHuC8pyo0QabyQVMDNtsaYqY/v/yC5oZUlv0H8lNRG//txTgO+0ffd9Hxi4QRc1VAmQpwhJfvifrIv7kPc0828hz4YceJOUaQxU+vtTHg5pZDQk0nEDcgVL8uIQVmohpmzPwClbZ1cqRMNK7zMitont4Vy3K8f4RCyAAMrF5nH1Ram01Jf1S/8qM5LwtTxmmNG7uWjGFm7DXJe+iti6zeL5ppS6kslTjBu4avJPL+3/3kzJ3+6uzquCTauw85/NkUJkcM+JwunKUvJv3Kc3p5u7DTV8NfXYn/p0Gkwt/BV5MYcHuQstKekFrcjVyX2+r52RM/zxU9v4kShumZ2BCx/gMTDX1JfkjWuc90IkcY9V7Jx09FgsfnImfXycLyiHv9JjMqShb++Fseua1QpyhILfVx1NLh3korNEyHOkFJXnEHSkW0ELn8QXVPbCbpCCNDT4tI8X97wsWNXUQ1uR66yp+RaHa6nq4PcmMO4zlg95Gf3l9bir6+FraYavT3d5MUexylsicLXUJR4dkTBXW1hOt1dnf3fCwCZ537GbabkeupLs2muLRvkQvdXxXXGSnKiD/bvSU0dfQfFmwQsu5/cmMM0VRWPeA59Sye8528k6vt/ynQB0jG2RlQzcrzJZntTtqvY01JXMWIEYVx9C6Enk3glpZD19hJ7/ZUT5MgzZd0z9PZ0IaouHnNdeSA3QqTxXN/+8F/jrGV8V1CF2Rjip+wC5hK++RUSDm+jM/kq0za+hLKqYk3JiYjQNldXZa2NMX9Lmpz98kSKM6QUJZyhpjCNmXf+Ey0Ds3Gfz1Sowv4ZHuyc6kZaYys+R+N5M2Pkv7fMC79Q4RbBNGNdzIepNQOIqmULNAByYw7RXFOO/9J7ZR4Xu/cDfBZsRk1bsoeoK85Cx9S6v6aSE30Qh6D5Y4ri+LOjbWTBose3Up2fwoXtr6GmqTvI5UjiLvE3rv768bBrV7eCESfqOoY4hS6Wq7eopq2PeeB8On/5jFs//wFfHfUJ7f1p6Box/9H/0VxbSuS2f/Q7ZYSufYLaonTyLh8d5QyD+SP1/k5U/na9v412f5zen6LiDClx+7aibWSB6wxJ7621oYpjHz6MvqUj4Xe8qvB32XBc3/tbdPIqtft24jLrNhAIRv15RV00lJRVEIvF9PYMrbdX5yVRmHBmSNRJe3M9ysqqnPjoMdS19Jlz338mfAhyovjdCTRsfGdR1Bdvoqlvin1gBKmnd2DtNZ2e7k7KM6+Meg6viPWknvphVLcJoaYu9kHzBhVQBjJwCsUhZAGVOYm01A++kYysbsL/eALvZpayxdmC5IX+zBunTU/ATfejoWvExR/fZOqtz/apny6N65w3YqG+53IOXnqaRIzz/Re3dnDbJE3yyGK2iS6X6xSbXLqeV71sUBEIeCahYGIuagATJc6QknJC4jDjFr6aM188j9uMVePOpbreai7ibCr5LYPFT6WpF9HQMcLQxo2Wnl5+La0d0XIw7cwuuWyYOpobKLh6EvdZa0c9NivqV6w8p6JlaE7Ska/xWbC5X0VXlHQOm/8vZqAsVMdtxupBFvlmzgGIakppbahCRaiBfUDEiJOAUjwjbqc4+TyiavkiJRyCF1CcGDnEwm2zvSnfDpgINLbzRFVda8Tvg/yWDiLOpnL/lRxmmuiRvjiIB5zGd2Mo1NQlZM1jNFYUknhYPsHJaNwIkcbTCfmoKinxyjincC7XiZhleuPzjG+1NaGoZXw2+vNM9fDU1eTeyxNvoT/R4gwpxUmR5F05itOURRhau43rXNKYqQedLfhvZin+xxM5N4LVXFtjDRVZcf3CNYDthVXcamuMmtLgTXbe5SM4hS6W6xp6ujpIPvEd/jfdJ/O4svQYNPWM0bd0ArGY4pTz2Phdc9HIvdzngjRKXMqfFTUtPRyCFpARubv/MRNHX6ryJcVmIxt3tAwtKEw4I/M8xnae2PjOJH7/J3K9rsu0FeReOjSkMO2nr4WhUIUzfQIqTX1TLNxChv1uEHX3siEmm0WRqRgKVSbEXt9zzq24z1qLkooqkdv+IfeEyWhMtkjj59I6Clva+TJYdnN8NPaX1uH2G8RPrbYxorNXTNo4JrWNhSrcbmfCKylF497PDsdEijOkJB3ZRkVWHF3tIuY99D66pmP/XnXVUSdyzuCYqW8KqoceKBaTEbkb9wEuGt/mVw0rmCxNi0ZT31Syfo5CR0sjCQc/J2zd06MWRdJO78BzjsSlrrogBSM7z/59c293Jxnn9sjlYvdnxn3WWjIiJe4Zeub26Js7UDRgHZbEkBwc9meVhepYuIVQkqJYvIlASRmnkEXkxEjW2w32JvxUXEN77+D6h2TIZBFZ101sS5Ha65e1dnBwpueE2OsrqQhZ8Mj/qC1Ml6sALg+TLdIobO3kYFkd7/iPr9G4/TeKnzIQqqCrqjysg4oivO3nwIGyOgpbFYsJk4eJFGdISTmxndqiDBY8+tGorpujoa+qzK6pbuyf6UFpawf+xxP4xwjT6llRv+IYsnBIVNQ1YbPkdzT30kEcQxYpPLFXnHwBC/fQ/ti/65G4aFyLTylMOIu+uWP//jjj3B7cZ45eF/kzo6KmgV1AxKC118TRpz8S0NjeCwvXYJKPfzviOZRVhczY+BJx+z6mubZ8xOMAdEysEFUP3zC20hASaqRDrXvEiGvxQL4uqMb90FWOlTfwYaDjuKO1vSLWo2/hQE1hOqWjuJ8qwmSLNHqBV1KK2GBngvE46iSpTW109YpZrUBcisfsWwhcvoWTW5+gNC0aenvo6e4k4oH/DpnQlYWbriYHhhFOKsKXIc4UtrTzyzjPMxyTIc4AKEu/hL65I2lndjL73jdRURvb/YoSEtfB2IX+GApVWHg2lQ0x2Yi6Zd89FMafQc/Khd1NKiPWmkU1JaMKNAAu7foPdoFzMXcdeZCvsbKQ/NhjBNx0PyCJeqkrzup3EGltqKIqL0mu4cO/Eka2Hix49GMyIvcQf+BTEItR1zagXXRNoOG9YBPNteXkXxdtIqW7s10hgYbn3NvIjz0ul1DNY/Y6bEti+SktndMV9RPa+9Mzt2fh41spvHqay7vf7a+zOIYuwsjWg8t73hvTef8yvT+BYMzRU7PNdImpHV/v7zUvW1SUJrf3N1ZxBkju0c9/+wq+C+/oH5Lramvm9KfPSL7LHnwPoebY6/vD9f5SRe1cjY1En25sBzghj4TURcMuYI5cr6miNtQ9YyAJh77A2M4Ta+9rUSftonrUdQzo7mwjcts/aK4tZcGjH6Gh99u4HcridyXQ0DGxRl1Lj+q+PDzv+RvIuXSQjuYGvOatJ1WOyBIjG3d0TW0oiDs56rEu05ZTknyedtHQjY6dphoBA6ZQ3GasJvP8z0OOk/JhdgUeR+KJrhXx9ZSx2+u7TFuOjU84Z796AeewpWjqmxJ/4HOFzzMck71Q57a0c7yigffGuTk/Nw4LuvFgN04bfX1VZe5wMOOfacVMtFHzRIszQGJNHPX9v3ALX42WgTlnvniekNWPYeLgrfC5BlrNfZE3vNXcwNfNuvALbuFrAImi/XY7E1SGUdhVZMUCYOEWMuo1pJ3ZicvUZaiqy26mdLU1kx19EI/Z66jKS6S5rrw/x7UoMRJrr+m/a9ujG4Fz2FKq8pJoqrpWlLL1uyaesw+cS1VeokxLOA1dI1ymLiP56Ddyv65jyCJyr4s3cdPRwF5LfdBEmMv0lRJ7/1FEeIf77PW/yqvgeQ9r4sZhrx+++RUQw5kvnpPpGqIoky3S6AbeSCvmTgezcRWLfyqqwf43sKALM9bhXM34bPTfC3DgWEUDuS2ysxsVZbLEGVJif/kfzbUVzL7njTHZ0NlpCjl+XczU/7JlW80BZEf9isuAKeyClg6SG1u5yXLwBFdB/CksPUJR1dCW63pyLx1Cx9hq0MTf9YjFvX0WoBIXjaLESGx9r4nmero6yTj384Q5Pv3RcAtfTVHi2UEFBVNHX6pyJcVmz7m3khG5W+aEn0BJmSnrnuHqvo/lstNXEWpgHxhBdvSBIc9ttjfhu8Kq/j2JW/hq8q4c7XfGmjw+AAAgAElEQVT3GI7UpjZmnE7m6YR8lluN3V7fM+J2XGasQklZhZid/5HLCUQRJlukce+VHPwNtAgfx9TI7pIa1JWUcNG+sWvzKqvx2+h/GeJMSWsHP44zvmo4JkOcISVm939pri2npb6SiC3vKTy1raWsxDehLpya7U1z9+CYqZHIu3IME3uvfjehyOomdFSVCdAf/HspsVA+gOt0+SyUc2MO093Zjmufq91IlKZFoyxUw9wlkM5WES11lRhYXZuayrq4DyvPsAmZkPwjYmTngYaOUb9zp1v4GrIu7uuf7hFqaGPlFUZ+7PCFZUv3KdQUptPRophTmJXnVES1pTRVFqKuJGCdjTHbhxH5OATPpzJ36JDJQKT2+qsG2OuPR9g75763UFYVcvKTJ8d8juGYbJHGY/F5aCgr8TeP0Rs2IyGNn9p4g+OnNtoZI+ruoWYcNvoveFqjrqzE4/F5E3hlEiZDnCHl5NYnUFYVMue+t8Z8DmnMlENfzNSavpipkWipq6A6PxnHAYJmKdsLq1jXJ2xurCykubYcK48wha6no6WR2qL0EWNO8mOPY+U1FWHfHry3p4vs6P24zZTUV0qSL6Cha4SRrYdCr/tnwiF4AZXZV/vrFZr6pqioqiOqLkEgUCJk9WPEH/iU7o6R9zMByx6koTyP/GHisK9Hx9gKUc3wQykb7EzYIRKiY2ZPUeK5YY+5nm7g8YT8QdHa34S6oKmk2D2hjU84ruGrOPvl37BwDRr34N/1TLZI48eiGkpbO/l8nNPa2aI2VlrJIdAQCAha+RBOU5Zy7IMtNJRfWw+jvv8XNYVpLHj0YzT1R3cWldjoC/ipZBgBrpyEG+vgp6/FvVcmftBkssQZAM215XR1tFKZHU9NQSozNr6kcD1jg60kZmq5lSRmasbpZLnF4b3dneRePkKU1TTWj1BrbqmrQFPfZNTab2drE9E//pupt/9NZkMz6eg3WHmE9a+7VXlJmAxwncuK+lVup7u/AtZe05lz31vE/PTOIGdkdR192psltV9Da1dcp63g8u7/jnieHgUiTvrdM06NLh4WauriNm0ZS0vODhJZTUTvz9TJj3kPvU/ioS8HXYueuT2By7dw/puXhwwtKsIfpfd3vrqJqYrW5wUCnKYsYcXfv0foE4iVR6jCr2unqc5PxePr/W12MOX11Mnr/Y1HnCGluaaUyz+/T/gdr/b3yXp7uoj6/l9U5SWx6PGtaBkOjeuTxTQj2b2/7QVVLCk+hc+CTXKdL/HINrldNCTxJiN/B/R0thO94y1C1z7RL6Rsb27odzYS9/Zwefe75MedYNHjn/zuHEB/VwINW79ZFCWfA7EYLQMz7PznkHZ6B2bO/qhp6vRb68vCa9560s7sGtbyZCBKyqq4ha8m/exPwz4vmUKppb1XjJlLICCmMide5jml9vqzTqeg0mevv1UBe30L91B8F93J6c+fRVPfBN9Fd3Lh21flygaXl8leqB+Jy0NHRZknXcdu+bQ9f2wWdP2Mobk+q89G//Q4bPQ/D3amsr2Tb4ebgBsHkyHOkNLWWMOlXW8zY9OLtNZXEvXD68y8859oy6EkhuGt5v6dPrLVnJScmMNYe09HTVufLFE7ec3tLBrBUjb97C485MiWbamroDTtklyb3ozI3TgEzUdNW5+kI9vwWbAJJWUVWhuqaK4tl9lA/LMjUFLGc86tpJ768dpjAiVsfGZQ1Bc/5TJtOdkX98s8j/f8jeRePtofkTIaRjbuKKuoUp2fPOjxTfYm/FhUTXefGEOoqYuNz/QhQg5ZvJEusddPH6O9vl3AXMxdAjn75d8ULqDLw2SLNLblV1HV3slnwWMvbEjjp2Yo2EwUamhLJryUlOUqZAxEVQCmaqp8lz/2Qu5TbpZoqyjzcNzEFpsnW5wBkg3kiY8eRU1Lj+C1j8v9cwOt5pSHiZkajYrsqyirqGDicK2g8G1+1ZAM185WEeWZsdjL6bzU29NN4pFt+C+V7aKRc+kQ9gERqAg1qMxJQMfYctDvTlbUr1h7TVP49+mPjopQA9cZq4bEl5g6+lKdn4S2kQVmLoHkRA8/pS3FY8462ppqKbh6Sq7XdQieT2VOwhBBnoGqMgvNDdjZ12BXEWrgHLaUjHMji5kH8lNxLW6Hr/JTcQ1v+Clmr+81bz0uYcsQICbp6NcUJ49+fzAWJlOkkSFq52xVIx8Gjv3GsKNXTHVHFxvtbuzfgt84bfRDDbUJMtTm/tiJLQbD5IozQLIun//2FQQCAfWlOczb8h66cjr6PONmSeriAPz1tdgwQszUcPR0dZAdfaDfJU4MfFdQzWaHoZ97TvRB7Pznyj2pGPPTO/gs2Cx7PRWLSTu9s98lozo/CVNH3/6nu9qaybl0CI85ozve/Rlxn7mWzPM/Ixb3ItTQxi5g7qA9sn3QAsrSY+hsHV5sauc/i6LEswq/rnPY0n63opssDUlsaKGwdajj2PVxK7KIHWCvv6HPXn+5pWL2+t7zN2Lm6Mu5bS+Oq7g8EpMp0ujshbczSrjfyRydcWSMJzW0skiB+CllVTX0LZ2w9Z+DY/BCUFJG39JpRPeE4VhobkhSw8jiyNHQUVHiXkcz3s4ooXOCbY0mU5wBkoLsua9fwtTJF6956xX62ZVWhqT3xUy9MkzMlCwyz/2MW/jQmJPrhc25MYdwCluq0HVBn0h5BGfPztYmytIvYx80v/+x7Iv7JTGFGtqIxb1knt/7l3bRcJ0+OA7VxMGbqr54E6ewpfR0d444kQ1g6RGGtfd0mY3BgUgEGkPrYEIlAbfamnDJajo5lw4pXNuVRmtvvJSFv74WqUsCeEpOe30DKxemrHuGyK9eQNzTg46JFdX5KQq9vjxMtkjjgdgcQgy1x7UXP1bRgL++7J9XUlZlxsaXMLRx5/iHDw2NTRSLubr/E3KiD7Dwsa2jOpZtsjelqqNrXGvqh4GOnKlqJEM0sd+nkynOkFKWHoOlxxSu/Pw+KmoaBCx7QK6f89PTJHqeL2/42fFTcQ1uhwfHTMlLVtQ+9P0iyG7rHbbW3NvTTWtjLVqG5qOeqyIrjsKrpwlb9+yIx3S1txB/6DNC1jwOAgHV+cmYOlzbL5dnXkFVQwsju7+ucE6K64xVhN7yFGc+e3ZIdLSatj7tzfWSaJPbnidu3/DRJlK6OlpREcon0PCKkN89w33WWvQL4ziWnT3EnW64aG15e392AXOZecdrRH332qDvIGWhOuGbX+Xq/k9orMiX6/3I4o/Q+/suvwpTBXp/hjZuLHxsK85Tl3HxxzfpTE0kZO1ThN/xqty1wYns/X09Sb2/iRBnSClKOENZ+mXC1j1z7UGxmISDn5Fx7mcWPvYxhjajOzZLe3+7psnu/WU3t0NeLDoqylh7TR/1vBVZsXS0NMnloqEiVB/13rIqL5GixEiCVz0K9DloaA++J0s7vYP4A58yb8t7mLsEjvq6N4rfl0DDdxbFfRPa3vM3kh19gI6WRrzmbSD11I5Rp5Z1TW0xdfQd0UJ0IPaBETSU5w9SxErpn0IplGzIFClsAOS1tDP3bCr3x+YwW057fX1LJ6avf4HIbS/S1lRL+OZXiPv1oxFV2ONhMhfq1t5ePsgu5xFXC4XV3VLSRG10ymtBJxBgYOVC4IqHWPrs16z792GEfsEsfuITvOdvRMtQvi+LdXbjs9EP0NdiqrHOhG9uJ1OcIaU09SIlyVFMWfcs5RmXSTyyjbn3/Qc1rZHtqiRWc3b9VnOLIuWzmpPS2dpEcWJkvzXndwVVwxaaAQriTmJg6Yye+eg3e6mnfsR95tpR87TaRXUUJpzGfeZaqvOTEdWUXHPRSBq5GPJXwD5oHk3VJYNyso0dvGkX1dNcU4qhtStq2vqUZ4wcN6VlaIFdwFy5XI+kOIYuJu/K4Iw9LWUlVlgZ8WPhtY2PU+hiSlIuKiyUGGivb6SAvb6quhbTbv87OTGHRhXpjYfJFmlsictlmrEOAXpjL2wUtXRwu51kykCooY2mvil6ZnYY2Xpg7hKItfcM7IPm4zp9FVNv+xvLnt/Omtd+xWfBBgiYxsoXfmDlS7sIv+NVPGbfgkPIQmx8wjF3DcbY3gs9cwe0DM1R09JDSUXIamtjOnvFYy5IaCop8YiLBe9nlY07X3AgN0KcIaVdVEf0zrdwnbpcrpv5B5zMSO+zmrt/hJgpeciK2jdI7HaqsgEzdVW8r2ug510+gmPoIrnPW3D1JCpqGlh5TRvxmLbGGqryErEPnIu4t4eSlChsBljk/VWbgc5Tb6IyJ37QvlBNSw8NXSMayvLwmL2OnOgDMlXl2kYWeM65Ve5iM4DL9BVkX9w35PFbbI05WdlAfd+EqdOUxVRkx9NSJ9sC+npeSC4i8FgC5a2d/fb6ejLcfrznb8RpyhK6OlrJiz0+qlhwvEymSOPBuFwMhCo85Dx6YXAkLvZoM9vFGbfw1RjZeqCkfO27Q6CkjFBTF20jCwysXDBz9sfaZwaOIYtwm7mGWk1jXKYtxz4wAkuPMIztvdEzt0dTz2RIg19NSw8rz6lMW3onWurq7KoaeyNwa5ATUdVNJDeOL5P7eiZbnCGlp6uDM58/j46xFRXZV5m35T2ZsUvzTPVIXujPFmcL3s0sxf94ApEjxEyNRNaFX7APnNc/Lf1TUTXzzfQxuG6v0NZUS2VO/KCYKlk0VRWTeX4vIWsek3lcfuxx9C2d0LdwpCoveZCAD6TC5wUy7x3+jGjoGWPpPoWcmMMAOE1ZSlla9CB3TpepN40onFNWFWLpMUVhkZmGrhEmDj4UJZwFJFGAw0VbmPUVnSqzryp0/oH2+h8FSez15XHqsXALwXv+JvLiTsgVSztWJlOk8UluJXWd3XwSNHpU0EgcKK3DTfc6waFAgJaBGRZuIbiFryZ49WPMfeC/rHzpJ25+/SAzNr6EfUAE+ma2tARHMHPzy9z8+kFWvvQTcx/4L8GrH8N1xmrMXYMlbjXXTQO762qwbxz2958GOVPb2T3hAorJFmdIKc+4TH7sSXwWbMbcNXjU46UxUx8GOnKsvAH3w1cVLrRXZF8FBJg5Bwx5bqCwuTD+DKZOfmjoyh+vAFCcdB4rz7ARo1tyLh3Eeeq1mJO2plrK0i7hPGWJ5PmYQ1h6hin8un8GTBy8UVYR9n1GEiSC5mSEmjr4LbmbKz+/P+LPq2nrE3brs1z84XW53OYAdIythxVoLLYwILWtB0O/uePas57ti9Z+P6uMh50tSFroL9NeXkPXiNn3vMHl3f+lrjgTC49QKrKuynTZGw+TKdJIbGwlqqaJreMYNjmq7kCMy2LWPvMZ4Xe8RsCyB3Ceugwzl0C0DMwQauoy94G3ESgpc+qTp2R+7hmRu4nb9zHzHnwXM5dAhBraGNq4YRcwF+/5Gwm77TnmP/whNWte54KR35jjlx5xNsdAqMKWCa4x3whxBkBp+iWsPKbQ29PNua9fxNpnBk5TRharSWOmDs70pKy1g4BjCbyQPHzMlDy01JVTU5jGbk33EWvNoppSuWJOQGKfr21sIfM95F05hljcg1PoYqoLUjGyc7/m0CEWk31x/1/bRUMgIHD5g7iFr+bYBw9RW5wx5BB1bQPamxvwnr+RlvpK8mOPyzxlT2cHKqqj71HVdQxxDJHPPUNVXQu36Su5rer8sO50UvqjtWNzmCVH789j9rr+6KSK6/bmoWsep7Y4kzwFBhFHY7J7f+9nl01I72/NKL0/oaYuoTc/xZx73yT38hEqc+KZdcer1IYuIuvCHhorClny9Jd4zVuPkrKqzHPdOt7en4Gk9/fgJPX+JlKcISVu38foGFsPWXuyLvzC5T3vMvf+t7EcweltLL2/7/KrmJpzDJ+F8rloJB39Wi4XDRWhOt0do/cG4g99jomDN9Ze02lvlkScXE/B1VOc++Ylpm96CYeQhXJd52Qz8YH3Y0TL0BwtQ3MqcxPRMjTH1m8W+15fj6G1K3pm9uTHjm4r5zn3NjIv7JVrWsNj9i1cPfDpsM9Jp1AKWjrQMjDDzMmPi9+/rvB7OlzewOHyeF7wtOZ5D2vudTLn4bg8oq8rGmrqmTDn3re4/PP71BSkELbuWWqL0kf9IhoP0oU6co4vJ2d7Me9s6oQtAO9nlXGngykfBzty5+WxWbFli9pYZWXET8XXKRsFAoztvXAMXoiZcwA6xpYIBEp0tIqoK8kk/8oRWuZIiqReEevxW3w3Pd2dNFYWUp5xhbwrRwfFNkgJM9LhSFn9kMfl5ZNgJ2JqRVyVc+JCHm6EOEPK1f2fsOiJT/qdEbSNLJl19+uc3Pokvd2DM2g32JrwsrcNvcDTCflDPyM5yTj/M3PufYu00zs4Ut7AK962uGirSxR3A+jt6SLzwi94zL6FSztlW5c2VuRTW5yBY+hiSQSGDNJO72DRE5+RdupHEo98zYxNL5J35ShFiZEsfPQjrux5f0KjLP4QCAR4zb2d2F/+N+hhW79ZFCVJxHPOU5eRE31I5v+N3+I7ybrwi9wiCiUVIfaBczn8zj2DHl9jY8TFmiYqpBOmAgEu01dw8Yc3FHhTg0ltamP66WRusTHinz52rLQy4pWUIn4YwWZ93kMf0NHSSMyut8f8mvIiFWlEzvUmKsKH6aeSZdrrKsKV+hYu14r4JMSJsJOKRwHomdvzvfcmpvZUcdvti+lqb6W7s42ujja6O9ro6mhFSVkFDV1DNPVN6WhuoK4km/y4E3S3N9G+wIOko1+jZ+mMkY0b1t7TaWuqpa2xVpIbqaaOilATVXUNVIQaqKppoKKsQlTKDsxcxAo3FwA+DnaisbOHD7IVaxjL4kaKM6QUxJ3AMWQhc+9/h59fWjVkTQaJ1dz/ghwxEqrwWW6FXE5Gssi7chTfRXegpqVHR0sjvcD3hdVssjfl2cSC/uPKMq4Qtu45dE1th/1uHYJYTOKhL/Ffeq8kz3eEmKLsiwfwXXQnOZcOUZQYiWfE7WSe29P/fEbkbm567ltSjn83Ka42vzeUlFXwmL2OyG0vDHrcxNGHmoJUhJo62AfO4+Bbm2WeJ3Ttk6Sd2TlqjrYUYztPVIUalPfFjUkRABvtTXn0qkTkLBAo4T5zLRd/HNvaXNPZzeqLGYQYaLE1yImkhQFsy6/g1dTBImXv+ZtwCJ5Pa0M1zTVlJB3ZNqbXU5QHYnP5NNiJPdM9WBuVzpUJ2us1d/fySU4FT7lZ8WVeJR29smO7rscheAGp4ZsJ0SrFu8UBFQ1dVFTV6O3tQSAQIBAo0dXRSmebiM62ZrraWuhqb6GzrZnezjbE/oaY0ISSmiZCdS1UNbQQauigqq6FUFMHZWXV/nMhENDV3oJBez11Go6EeG7hxMdPyu2SJeVeRzNM1FSJOJM8+sEKcKPEGVI6W5s4/enTLHjsY4oTI4nY8h6nPnmSxoqC/mNsNYR8GeqCh64GR8rrefRq/pjFgm1NtZSmXcR56jLSTu+gvquH4xUNrLMx5tPcwdFVWVG/ErTy4VH3wVJST/7A0me3YeMTPqJQoLeni8zzP+M591YSD39F0MqHhlxfUeJZ3MJXk3T06zG9xz8irtNXkh93gq62ZgQCJdzCV3P+21f6nze0cUNFTZOKEQS+Fu6h1BVn09GsmCONY+giihLP0t3Zho+eJqbqqpyqHPpdqOiQyUCk9vpvZ5TyRagzp+d4c7KygYdi82gd5vdY29iK8M2v0NnaKLPxOVFIm/2v+Uju+ydyiu2Rq3nsnOqGl64GqU2KxzntKW/giWmhLFp+Jy0Gduia2qJjbEVnWzNNVcU0VRfRVFVMWfolmqqKaKmrRCzuRVlViFBDFy01N/bvfR2BQAktQ3N0TW3RNbVB38IeW9+Z6JraINTQRlRTSlNVESqN5YjUi9lbPraoLy9dDWaa6rLuYuaYfn4kbpQ4Q8qVn9/D0i2YmXe8yuF376N5mGa5ppISW4OdiDDTI6mhlSknEuVyMhqJzAt7cQtfM0TEf6qygX/52OKtp0lKYytFiWdxDFkkV2NISntzPXUl2Vi6h1KScmHI8xXZVxGqa2No7UpdSRYAGef3MGPjy2RE7qGrrZmCuBO4zlhF4uEvx/we/4i4Tl8pERcPuM8wcfQhL/YYfovvpigxkvrSkeuUU297nrzLR6jKTZTr9ZRVhahr69FaP1Qot9nelO+0vanLTRjqyDAGPsgq57OcSj4KcuSbKS6kNbVxz+Vsituu3R8qqwqZdfcbZF880B9Ra+keSll6zLhfXxZSkcaOqZJp3Efixz8FLuX+KzkkLQrkHgczvlTAXVMgUMJ30Z04hi7GOmcXEfp1/Cc5G00DC4ztPHEImoeOiQ0auoZ0trVQU5BC4PIHENWU0VxTiqi2rP++ydTRD21jS3SMrdAxtqKjtYl5W96lp6uTpsoiRLWliGrKqMlPIf/Kcd4JNOVY8M0stprB2a9elBk1dj3qSko84WbFx9kVNMs5BCcPN0qcAVCVm4DBHa+hqqFNZ6uIs188x/xH/oeopmTI39YrXjbc6WBGVXsnqy9M3L1W1oVf8F9yD47JWcPWmptrJQINee6Me3u6iPruNeY/8j+q8hIRVQ8zTCsWc2XP+8y57y2Kks7RXFuOobVr//BbbsxhVvzjR+I0dehsnfz7ld8TSipCpq3/O5q6Rhz7YMuw719FqAFiMbomNrhOX8mht+8a9bxicS893V0oq6rR0zVy490r4jbyYo/J5Z7hFr4GlcJ4issKh3Wnu57hen+PxOX135MKBEoErXoYc5dAjn2wZch3gWPIIozsPDnyrmyn2bEwmb2/D7LKucvBbNy9vxVWRuwapq8kECjhPPUmfBffRWH8GRIPf4XPojuozL7Kof/eywdzXbDyug1VDW2u7HkPh+AFOD23hCt7P6A84/KwrxdqpMPR8rH3/j4NkvT+5HVbk4fJFGeAJPLp3Lcvs+ixrdQUpvXvGUESiXdWVM+su/5F4uGvBhkejLX3d7SigVca04l0XoyFe+iIn4WUay4acym4enLE40aLOJEiiTp5kxkbXyLy6xdR1x7erb8qN5ETHz3G3Pv+g7aBGcnHvxv13JOJMvDKb3oFfThPWUJnq4iS5PMELnuAytxEytKiCV71CIUJZ0a1YtPUMyF49aNEff+6zEUZwNw1CCvPqVzd9/Gwz7/la8/neRXktXTgPX8jDeV5Q2yXFOF8dRNf5VUSZqjL0+5WzDbV43RFAy09vaioaRCx5V1yYw6TE30Au4C5OIUu5uxXfx81pmW8tHT3srukmkddrFhlbcj2gmoUKw2PTGZTG0+5W3GwrG5MDUYTNVWWWBiwNbdKEv2y8A4CVz5E0PKHcJ6yFE19Y+pLskk5sZ1LO/9DyvFvyY89TnVBKs/o9fLgN5+RevJ7si/up7WxGm1Dc6y9puI59za852/APiACXVNb2loa6G2u5e8eNjyZmE/tGK51k70Jyy2NuOl8Om09E7OU3khxBkg2NZU58Uzf8CKlaZcojD+FhXsoNj7T+2Mt/PQ0+TXcg1XWRuwoqmZNVAYpYyhaSWkX1WPjG05XezP1FQXoqCgTZqwzrNVUY2UBoTc/Sd7lo6MuyM11lQSteIisC7+M2PwD6GxrxsDSGU0DUwrjT2PpEYaSiioVWbE4Bi+kvjyPVgVuov4MWHtNx8TRh4SDnw16PGzdMyQc+pKerg7C1j1LzK7/jJjXqmfugN+Su4n67jW5LTxtfMLR1Dcl8/xga/z/+jvwflYZxa2SgoO5azDmLgEkHv5iDO9uMKlNbWzNLsdcXZUn3a24xdaY2FoRlR3Xrtl7/ibsA+Zy9IMHb1gTWIxk6mqdrTGPuFiwo6hmwtaVk5WNPONmRXVHF0lyTi7rGFsTsvpRfBffRWlSJE87qfDgy4+SdPIHMiJ3U5ZxGRWhGmZOfiirCsm7fJTLP71D0tGvKYw/RVVeIjVFGTyn183zR45QnBRJ5vm9ZF34hc5WEfqWjuib21OeGUvK8e+I3/8Jaad3kHJiOz+oplNg60G7/xqsvcMR1ZTIXdhy1VHnVW9b7ovNoUCOmyp5+C3EGVIKE87iPW89pg7eg6wQTYUq7JjqxiOuFsTWNbP0fBqnqoa3UVeEnq5OdE1t0TQw648dymtp5w0fO74vqL7WSBaL0dA1RN/SiYqsOLnO3VRdjGPwQnq6Ood1MQNori3De/5GKnMSqClKJ2jFg+TGHKG7T4Db3dGGjrEleub2VOYkjPv9/t5xCF6App4xaQOipwCcw26iqboYYzsP2hprZd7QSFwSphD9479lfjcOxG/pvZSmX6Lmuj34LBNdphjq8HZmGQDWPtMxsnEbt2CirL2LL/Iqaerq5mEXSx50Nqe4tZNMURs+CzfjEDSfhrI8EIuJ+uF1ud/HRHCwrB53XQ1e8LQhqrqRsnE0dAYSVSPiXiczvHS1OKhAsSB49WP4LroTUXcv04X1nN2/nfOR+8i+uJ/y7DgaKwrpamtBXccAZRUhjRUFVOUmUpQUSc6lgxQlneNF7Vae2LOLupIsOlqaECBAXVsfLX1TmqqKKEmNIj/2GBnn9pJ5fg8lyRfYoNGEipkl6VouOE9bTmVuAq0N8jVGhUqwc6o72/IrOT5MM3ms3GhxhpSu9hYqMmMJXP4gOZcOEbTyYcoyLiNubeB/gY685WdPfWc3q6Iy2F54LaptrDTXVRC86hHJXkksprK9i797WrMtv2rIcR6zbqa2OEuu70yxuJeG8jzC1j1L7qWDI+7dGsvzCVnzBFlR+3AKXURpavSg2I6mqiKm3PwUmVG/Ip7ke9jfA8qqQqZv+Acxu9+hs7UJa+/pGNq4knzsm/5jfBZupio3YcQmn8+CTZRnXB52gnBEBAKm3fY8CYe/pK2xhmfcrThX3URM3eBpXy0DMwJuuo/oHW+Nq6Yg6u7hh8Jq4uubudPBjCfdLVERCAYNnKiqaTL/kQ9RFWpw7uuXh22MT4Lz5ykAACAASURBVAax9S209fTwsrctDZ1dJDRMjCtPcWsnc0z1uMXGeMjflyz0zOzwnr+BKbf/nWYNfWbbarP/YhTZ0QeJP/Q5OTGHqC1Kp6NFhFBDC0NrV+z85+A551b8l9yD78I7MLB05FYHdQoXvIit/2yM7TxQ09Kjq72FupIcihLPknr6R1JP/UB1XjIdLY3MsbPBwdeXpvAtqOsa0lpfpdB9y68zPMht7uDtzIn73G60OANA3NNNbXEmdoER2HhPJ//KsUHr2VNulnwb5oKBqgr3x+bwRnrJuBufTZVFBK9+hML403S1XyvWiwENZSVmmuhxorKB9uZ6/JfcM+RedzRU1DSwcAsZUTynoqaJqbMfZWmXAIkLnUPQfNqb6miqLqa5tpSQNY+TeX7vpDkn/N5Q09IjZO3jRO94k54uSQ1BVV0L/6X3kHvpMP433cu5r18asWbsOn0lpo6+XPzhdbmHdXRNrLH0mDLk8/XQ1eAOBzPO+K0n+fh3cgukR6NbLGZ/WR37S+tYaWXIsx7WOGurc7Kynh4ETN/wIh3NDcT9Khm6EQiUCL35Ka7u20pXx8S6l11PcVsnl2tFvOBpg5OW2qBs+vHQ0StGV0WJh10t2dmiQWtzI4xSvVbT0mPmXf9C28iC0588xSJhM2b1ZXx08RLVeUmUpERRW5SBfWAEaad+JP7AJ4hqyxAIBOiaWGPhEYrb9FXY+c9hRVMyMSF3IdTQoqOlgZrCNPJiDpN3+RhWnlPIuXSIuF8/oiIrjrqSbEKUW7ndTJNln36BkqoGU29/nobyPJprykZ9r2paenww1QcLVTEbLk2ccO5GijNAEgto6uRLV1szjZWFdLQ0UV+azYxNL1GcfIHOVhHLLQ35dYY7AQba/CutmC1X8ybsHgtAVFuG59zbKMxJZqp6F2euqzXrmtqibWg+agNRSkdLI92d7fgvuZvcmCPD3ou2NdWia2KDqaMvrY3VqKppUFOQCkhc+PQtHNHQMex/7K+AUFOXufe9RVdHG5HbXhyxlqypb4Kt32ysPKaQdOybIfHXI+E+62Zyog+MuK6r6xgStu5Zorb/c8TXlqKipsGMjS+xInUH36bnkqeA28Jwvb+zta0Ern8JLUMzTn36NB3Ng+/39czsmLHpZc58/tyQSNmJYjJ7fxlNrTw9zt7fUgsDPs4ZPHBgbOfJrLv+hZ6ZHUlHv8bGewbGDt5E73iLzPM/093RxlOuFjy0/Ss625oJXLEFUXUJuTGHCFz2AGYuAdQUptE1wA1JqISk95fw++v9TZY4Q0pnq4jm+kqm3PwUeZePDNoftzZUU5ISxZRbnkJNSw/z6sxBvb/VURkKCdZ7kUQnGvV2IA5aQW6f06QsWuorCVj2QN+AyfC/nXrm9hhau8qMpxt4Pi1DcyxcgzGwdCLt9I/DHtfR0khB/Gn8ltyNsZ0npWmXbmiNcSC/G4FG4PItZF/cT29vD0ErHyZq+2to6pvit+QeLv7wxqiFBd/Fd1JflkNJ8lB1+fWErHmC3JjD1JdmD3nOR0+T2+xMeCG5CCVVIdPWv0DMT/8dt7qxs1fM3tJajlfUs87WmGc8rLHUENK95GkaK4tIOPgZWoYWzLr7dSK/ekEhde14mKyFuqC1gwXm+qy2NuKbYSxXZaFv6YRg6q04m5qifdvrWActRFVdi+r8ZBIOfUH0jn+TfmYnhQlnaCjPp7d78AbuKVcL3u1rGnR3tlFblEF+7DHSTu8g7cxORNUlaOgaYekWjMfsW/CLuB3LtkoiTYJpqMgf9Qt7IErA7mnu/FBYzeFxqPAGcqPFGVI6Wppob24geOVD5MYcoST5PG7hazAzseAdoxae87Ams6mNm86ncbC8fkJ+T7o723ELX03e5SMUtLTzhq893+ZX0XXdgtjT1YG2oXlfM052zERrQxW2frPo6eoYsfknRVRdQsjaJ8i88AtNlYUEr36MrAu/oKali6GNm9wb9T8LU9f/jbTTO2msLOh/zMjGHWvv6SQd2YZj6GKUlFTIjTk04jnC1j1DQdxJKnPlb5oGLn+Q/LjjNJRdu1EMNdRmkbkBr6WVDDhuC4Xxp6grnpgbVTFwqqqR7QVVzDHV4xl3K8KMtDlRUY+2tTvT1v+djHO7KZTR9JwMJkuk0dbTi7FQhYdcLPg4u1zm37CWoTlBKx4icPmDlKZGE7X9NXIz4nhID6q6oN1zLsFrHsVzzq0015SReOQrEg99QXVe0qACpZSB6zJIBAB1xZnkxhymKCkSHRMrfBffhVv4KlTVtVFrruFha21u2bmf+DMS54SQNY9h4RZKU2XhqMr3vdPdKWnr5PX0iYkJ+y3FGSApcDSU5+EdsYG25noaijP5j58dHwY50dUrZl10Jp/lVdKp4AS+LNqaagm46f7+YmNrTy+eupoYClWJH5Bz3tpYS9DyLWRE7mG0QpmU5tpSglc9QnbUvhGKn2JUhBqYuwRSknIBAytnlFXVBv3tN1VKmoFZUfsmXdD6myKQFFoTD385pLDru/gu8mOPE7DsfmJ+emfEhoxQU4fZd/+bC9//U26Rk1BTlyk3P8GlHW8NKXa87GXD3tJaUvqEXlNueZrM8z9PSF4qQHxDC1uzy3HW0eApdytWO9tR7zmPrNxU9MztOPvF3xTO8J4IJkukkdvcztPuVvxaUkNDl+wGirGDNwse/R9mzgEkHfmK89+9ysaeSvRaqvkpLZO2phqaKgupyk2kMOE06Wd3URB/mo6WRnSMrXAImk/gigdxCJrPstpYijZsxSFkAapqmjRVFpAbc4TYfR+RdX4vpanR1BZl0FxbRltTLS11Fbxvq8r7R46x7+RejO088Vt8N9pGFlTnJY8qkP8gwBFbLTXWRWfJPE4RfitxhpT25npqizMIuOl+0s/u5o5Fa/jCqAFrdRUejc/jxZTiUT9TuV9LVIe19zR6uztpKM+nor2LNTbGlLV1UnBd8VBJWRVrr2lyR2e01Feib+GAqZPviBO2Pd2daOgaYmzrQWebiN7enkETyJ2tTRjZeaCmpU9tYdrY3+gfBMeQRQjVtfodKkLWPE72xf399x7KQnWm3vocMT+9Q/cwDTElZVWmrHuGKz+/L9c0kBQz5wDM3YJJPPwleqrKvOlrz1MJ+UP2iRMxZDKQgtaOfreWR10sudvRjCxRG/mtncy84zXUtfQoSjxHdvTkxk5dz2SJNE5VNPCMhzWlbR0yi5IqQg3sg+YTuvZJ3Gaupa44kyt7P2SFoAa3+kLiXRfjHHYTfkvuwWXqMkyd/NAyNEMgUKK1oYrq/CQKrp4i9dQPJBz6gvy4EzxuqMxD27+iOj+Z1oZKBAIltA3NMXXyxTF4Id7zN+A9fxMWbiFoG1mwqSGO8vQEPvj1R/QtHAha+TA2vjMRi8U0VZfIFEytszFmrY0xy86l0TJBxebfQpwhpaW+Ek09Y3RNrDFz9qcg/jQRpnrsn+HBDGNd3ssq5c4rEyfe7u3pRkPXCANr1yFC5YHC5ob6KpynLqOpsoCWuooRzjaU1oZqglc/SsbZ3cPul5trywhdO1iA0dPVgcu0ZeTHHqejpQlzl0CUlJSGrX3+GXELX01HaxOFV0/1P2bmHIC2kQWWnmFknvuZ6rzh3Wb0zOyYtv4Fzn7xHO0KOBuZ2HujbWQ5RCj9lJsV54RWiOyDidu3dWxvSAb1Xd18W1BNtqiN+5zMeczVCqH3XOrN3Ync9mL/74SxnQdmLoEjNigmmskSaVxo7OSW4FDWLltO2/ynsHAPQd/cEaGmDj1d7YNiSYxsPYjY8i7lmbFE73iT7o5WhEoCbrY24sM+d00TR1/m3PcW8Qc+JTvqVzpaGhFVF1NTmEZZ+iUK4k6QeX4vBbFHeW7tMh56918UJZ6jKjeRhvI8WhuraW2opCgxkqAVD6JjatMf7/WchxVqygK+yqukpiCV2sIMpq9/ARWhOlUDfv9U1bUwcfDBLmAO7rNuJnD5g0wJX85mUQK/Os7gzJUYxBPQLLrR4gwpalq6mDr6UpISBUBzbTndHW1MX/M4H2qWsclGj0Nl9Sw/l0Zcw8RNpA9ESVmVNrtAnlAu4Zvras3q2gZYuAZRMGC9GI3aogxsvMPRNbMd0eW1piCVKbc8TVnaJUzsfShMON3/XLuoDr8l95B54Zexv6k/ENpGFsx76H0qsuK4vPu/MsWCuqa22AfOo6m6mIQDn4143PW4zlhFwdVTg5rxA/Fbcjf15bkUJZ4d9Vzus25GW9DDqro4XkguUrjvcX3v7zF3W0x6W/hg+0f9w0ZSlIXqRDz4LsnHv53UaED4ffb+AHJEbTzmasm3BVW09fRKRJZrHsd7wSYyzv6EQEkJj9m3kBG5myt73qO14dq+8ik3K97NLKOxIp/s6APoWzjiPX8j2Rf3095cR9itz6GsKqSmMB1xbw/rbIyZZarHyynFCl+ntPf3Y2E1hya49zfZ4gwpjRUF6JrZYhcYMeRvobO1iYbks7wc6s/fzCCrobm/9zcWClraedtGhfN2c2ioKBg1Brm5thz7wAiZfTwDKxd0TGwoSjgj1zVU5ibiv+Ru1HUMST31w4ii2+7ONgriTuIYugjHkIWUJF/4TWqNvwuBhoauEb6L7uTKnvcIXHY/lTnxlKVfInDZA1Rkx426UAk1dZl66/Nc/OGNURXBemZ2eM1bT/TOt4b9Yhg4heIYshChuhZZF8ZmDToc1R3dbMuvoqytk7s8nFjankfKlZOkiNqZc99b5FzcT3GfY8GNYrIW6rOVjTzrYUVuczuZopELG0rKKtgHzSN41SOErH0C95lrUNY2wLe5EE9LMa88u4m0M7soTj4vyV4fZYMqXaSHQ9zTTUNZLoXxp0g/u4uUE9vZoiPCfclS0nX98Zq/EfeZazG296CjpYnmUW6g3/Gzx1lHgzUXFZh8ksFvJc6QUl+ag4mjD2bOAZQk/x93Zx0d1bW28V8m7u7u7sQIBAnuUmjx2wJtb90F6m60t3IrX3srFIprobgTCEmIEnch7m4z8/0xkCZkQmZCQto+a2WtrLPP2XufZGaffd73eZ/nIqs6s9lo1IW2shKrLqXxWXYZrcMUvAGJ97XPzAcoz4yjur4GPz1NNJUUpVb3N1WXEHzPM2ReHLwCpL2pFp+ZDwwq79zeXIepsz9KKqqUXLuIuVsQSsqqlGbE4Dd7PRnndt3R/f2dYOLgi13AFGJ3f0bvJKtrxCIaKgopz7pKyL3Pk3b6twGZ/4a27rhFLCFq67syV+mo6xjiN/chond83CeAuMHdiiPldT2JYA1dY/znPszl7R8MezK2VShiR3E1F6saWWlnwlMeNuhErKBYpMrZHzaMCoNypEgapysbeMzJHFtNVY5X9A+WqOsY4j/nYYIWP0lFdrwk6dvaiLnrGByDZ2Kvq02IjTVx+u5knt9L7O7PKE2PHpQwcbt1ubOtmcrcJDIv7KGmKANje2/umzQD28ZCojwWo2VgRmNVMamnfkNBQYGQJc9i7OBDQ3kB7c39N4zzLQ1YbmvM/AvpNHXfeWJstMkZN9FUVYyhjTve4+fzrW41fmoiXk4u4NmkAqo6hn9ObQ3VOARNp7WuosdTuaqjixfcLfmpV0VpR3M9dgGRNNeVy1QVBNBSW46lRxiKyioDEq4ka/7TZEXtQyQUYj9mah/rt87WRgxt3FDT1qf6H5wMHEjZSFFZlYD5/6a+NAdFJZXbVmWOWfQk9WV55Fw+NOA5t8IlfD5d7a0U3MJQt1RX4SV3K55NLKBbLMbAygWX8AVc2fnJsK6VIiTyiLuv1xM2YR4LTLvRE6iy+cf3aZNCArtbGAmSRm5zO7Mt9JlnacjmAWT6jey8CFv2Il5TVtLV3srhj/5FWWYsYrEIRw0VJprq8n8DJMK62lskVn+ZceTGHCHt9DZqi9J4ctpYnvjiI5KO/EhR4hmqCq7RUlcxYDLPTVuN++1NeTgum/a2FvJij9JSW47nlBW4jV+EsqoGdaW5Uoka1uoqfOxnx9MJ+WQ1DW5FKQtGm5xxEy215Zh3NRARMY/1WdtJ8o5k8i+7yboDlbmB0NnahOeU5T3f5W6RmHusjdh/vbbPeY2VxQQveZqc6MODEmduojIvmeDFz1CZlzxgBVdjRSEhS5+jMP40hjZuPQH3m2iuKSNo0RMS0sIoVZ/cLYxdsZHkYz/TXFOKrpkdHpPu48qOj3qCP/YBU1BW0yDnknTCgoV7CNpGlnLHGfxmraMk9TI1hWmssjOhTShiT0nfPZjizSKTHZ/Q2Ta8340rNc18l1uBr74mz7lZEu41hhIrP7oUVTn/82ujop4yEiSNFqEIS3VlHnaSkJpvhaG1Gz4z/kXofS+irKJG5vk9JB7+P3RMbAla9CTNWkYstFbh/SMnyby4n8Q/fiD1xK/kXP6dwoTTlGZcoboglYaKQtoaqvuQdJ51MeejlFzaGqppqCikuiCV0owrFCacJvvyQdJObyP93C5K06JpqCjgBcNu0iPvB5+5lOckEbPzY1rrKrEfM5UxCx5H28iC9sZa2hr7fq8FwN5xbuwpqWb/HVi99sZokjNuoiI3CddxC9FQ02Cdhz2v6DZztrKR2RfSiRqBZ0VT9XWCFz/VL0ZxK7FZUUkZS48wmYlzIFGMs/QIo72xWqqcfldHK6aOfogR9xQ6NFYW4z/7QUrTo+loaaCjuR7v6f+S2fbqbw0FBcau2EDCoe/6PMccg2eirKaBupY+Mbs2IY1QLlBUZvLDH5N6citlmXH92m8HS88wxGIxpRl/Ehy1lAR84mvPFuvp5CWdH1HiYlZzO//NKUfT2IqAJWu5J+obkqvrKLlhe+IUNoeW2nLKs+S7rzvBSJA0rL3H024byJzMw7y99TtKy0tQ0dDG3C0Ir2mr8ZqyEjPnAOwCpuA1bRWJh74j/cz2nv1IZlMrz7pacqisFk33cMJXbCTq17elWgj1hlgs5ikDRT5Jl57U62pvIT/+JO4TlmLpHkJJ6iXe8rTkRHlDj2JDS10FxSkX8Jm5FtfxizBx8MN31lp8Zt6PrqmtRJUt6yqpJ7fybms0zWIFftEdS86VI3f8dxstcgZAZ0sTfrPWkX52JyCxmfrArJsgPXW0PLyYu2U/O4qqRjTu3VhZRMDip1BIPY0W3X1izQoCAS7hCyTqy3KgPOsqIUufo6YoQ2pxrbCrg+7ODmz9JmFg6UTame09ba31EsJeU2URzYMkLf/uMLR2I/Lfn5J+ZgepJ7cMer6NzwSsfMZx6uun5SqcdQqbS0nKRamWgeo6hoQsfV4m9QxFZVXGr3mdwPgtXC4q6adOJw+qOrr5ubgejaWvs0SvgYd1RNS0d5LS6/MXsvRZ2ptq75pt60jm/p6XIfcnDa1CEesdTekUK1DnPpWI+9+ipjiDsrQreE9fQ11pLhd+eo2qgmvc+uzuHWMWC7upyI6nKOkcjiEzMXcZQ/KR/2Hi6IvvrLU015TxpLGYpi4RW4vkt0W8mftbNMy5v7tFzriJ8qx4PCOXgYJCnzjsG57WfO1jhVZTGSenPMLaH3+k5Q5i6c3dIvz1NChvbERzzFzyYo8Oes1gKhqGtm5o6BpTIuM++mb+1zF4BgXxp26rLigSdlOYeAZjOy+8p6+h5FqUXGvQcEDpro42AKx9IihNu4yGnhFW3uM4+O5y1HWNsPaJ4MC7ywe93nX8IopTLsjkg+w2cSlZUfulerjrKisyy1yfiNMpPf0mHPo/+W9IBuworqZt+QMs60rgA2Ebq4JC2NJWxbFRSgiPhC/V9fZO9pXU8KGvLQdL+wYONfTNcBm3AGvvcegYWSEWC6krzSP5yI9kXTqAsLOde0Nd0MiJorOz//9quCAWCRnfWsD3721ke2oR6jqGuEbcg41PBJEPb0J0o2q5IP4kudGH+7CyTdWUWGJjxNPxt1dpkBWjTc64iZidm1jy0k+8sWoZLrVZ/NyiQX3ESuKPPTzsY4lFQrKjDuI6fhFXdn7C5oJKXvey4dfC/t/lxkoJm90haAbZAwQ7b6I0/Qr+cx7Cwj2U0vTo256benILY1dsJCf6MMlHfiLi/rc48M5yujvbMbRx7/EL/KfDc8oK0k791o9VaOMzgYu/voWBtSsq6tq3DVj4zX6QlGM/S11fB4Jd4FSKk88j7MUmNlZVYqKJLi8nF/YccwqbQ0HCqRF9SMbWNRN0IokHlj/BPGdLVhSfR2Spz/7ikZGaGwwiYMLpa5yb7EVUpDfhp1KGJBt3KzamFPKpvz0fZ5b0kA3UdAzxn70eG79J1JflUV2Yjv2YabhPXEpDRQF1ZXnUl+YRV13OI2M9ufzRuwiFwy+VW12YRnVhGm9P9qHeP4z6mEy0Teyx9olAz9wBUXcndWX5qKhrM+2Jr6guSOXqwW9o6MWy/cDHln0lNVxvv/Nnx1+FnAESm6l3S/ai49hBauhcxr/wOF0j8D/ojeyo/biEL+ipqI6tbaZDJGackTYXq/8McufGHMUhaAZlGbIz/xMPf8/Ete+RF3tMagKxrbGGipxE7AKmUHD1JKHLXkRFXavPczj11G9MWPseWRf3/WNVNDynrCD1VP+KNyNbD+pL83CNuIfL2z4Y8HpjBx8s3EM49MEa2QdVUMB57Hwu/fZ+v6aVtsbsKf6TMOY+cSmZ53ePmHR2p7kLP6m5Y9CqwqPm10mY7MpXmSVsGoDwdTfwcFwu345xZHe4O/dEDY9P8rqYbC5E+jDDTI+jvYLYRnZe+My4Hx0Ta7raW6jITeLCLdLcmwsrWWNvgooAOmXYPIpFQqqLMuhM0aNJjkreVXYmVHZ09RkjL/YojZVFTFz3PkZ2nszbILEXTD+7s89L8PdBTuQ2t/P7MCUB/yrkDBMVJb4PdiZAv4pjxZf51HkWZQrWI/J8BChJu0TAgkcxtvemKj+FA6W1vOJhhbWGSo8dHEgIbMUpUTgEz5QkJ2RAZ2sTVw9+Tci9z3Fk04NSv9MtdRWUpl9BQ88YEweffu21xZk0VpVgFziF/NhjQ7/RvzhMnQNQUFDoSXa5jl9M9uWDfZ5DTqGzSTu7Y8A+bPwmylTJ1xsq6lpYeoYRu/cLFIA1diY8ndhfucguYCrVhWk014zMOtkuErEuNgdXYxMmP72RDzrOcepiNEe62xktE4WbZIC3vG0B+GkAsps8eCGpkPmWhrzrbcuGlEJUNLSxD5yKU+gclFTVyYk+zKEP16CiroXr+MWErdjA9dQoLvz8OjXFGWycF4JTVTpnq+7ceu5WCDvbaawsIpAGFLuceez5B9GzdMF1/CLmbdxGYcJpEg59R2dbMw5BMxi35g26OlrIuXyYgqvH6Wxr5l0fyd/qxaTCQUaTDX8FcgaAYnc70y59SbipHqWh85l+cCtp5SM3n+bq6zdsEqb0k3H+paCSTX52/C+/gvy44/jM+BfK6loDVvlKQ1HSWWx8J0pkl6UgJ/oQbhOX9qy5ImEX2ZcP4hqxmJhdn1KWGYuCQBFTJ/9BlUj/7jB3HUNXWws1hX3jN6aOvuiY2nLufxsGrKD0m72e5pqyPv7rskLLyJLGir7fo8VWRpxqAv2IIM7t+ETuPoeCQ9qeXDxxmX/X1rFrrCvxtc2sj83Bwj2EBDmq0YcLl2qaWHY5k21hrgA8nnBnSnu2fhM5lhzDUo0WvvG2YOb5uD6kEy1Dc0LvfRE9K3vqSnMJmP8IPrPWUlOU0fNT0SXiybBQTo59jFPfPttHCey2GOQ9p6utmVPfPkf4ig1Me+gjjIu2sr9NDafQORjauGFo44aOiQ0NFYWIATOXAGJ2fUpxyoU++62ZZnq4apsx/lw6wRNcUdXUvSOr3dEkZ4Ck4OKmrcdanXYeczansUvIS2dPobHsLYpah4e0fTt0tjZSnHyBw/p+PKXYyZZesebmmlI09c1QUBDIbGkEkkK/6O0fMXblRg5//IDUNT370gGcw+aAggLaxlZ9SHZZUftxDl9A+QAKHP8EWHmGE7rsRaK3fUhJatSg5ysIFHGffC/VBWmDFn/diu6ONpRU1aS2eUxeRl7sUZn6dB47j/rCVBartRAxhCT+rdC3cCSpVYzjp//Hm55WfOBrx+POFjwcl0Ojy3iM7bw4sunBOx5HHoxU7m9/dQdvh/jQYjIbMSASCRGLRIhFwhu/C3v9fuO4UIhYLCJOpYKFATakGU3g6oGvcZ+4hM7WJk5+/fSgqui3ormmlHP/24i5WzBBi56gqeo6Kcc3Ezj/ERyyt3C6S4PAhZEIBIooCBRREAik/K705++KimghYn7FQV6KHx4V0NEiZwCIuju58PMbTH/yv1QXpDFeLMnZKgsEvJlaxC8lDdw7yRwxArjDt7rNBZW8qpXB1/qLe2IXt0N51lU6WhqwDYjsVyQGEtVCeVQnASpyEulobcJ/3sOc+2HDbc8Vi4TE7NqEZ+QKpj/1DWf+78VhUwiWBYK7NtJtYOMzgaKkc3hNWy3xpW9rxn3iveTFHunjbSsNiipquI5bKJNcm6qWHja+E8m6uF9q+xJrI05XNlDT2Y2xvRdKKuojJjOka2aHopo2K7/4mtDzuewd8yAfm1SxM9wNXaXR+bfcXKgt1FU5OdFzWD4czyTkoyIQ8LqnDRbuwUQ88A5L3jvMwle34xw2l4aKQk599xy/PTeFI5vWk352R0+idn9pLc5qisMwi4FhrKKEtpIiP2dLAlhtjTUkHvqOg++tYNvzU4ne/hHdHW34zlzHkncPsejNPYTc+wIG1m78EORMYUs7e26pWhsK/irkDGctNU6OdeDFjB9pDpqK57EkNkXHUqVgcWOBHn5kXz6Ijd8kVDQkCT8VBQWCDLSknpt+dgduE5aAgsKg/aae2orXlBWDnleVf43Whmps/SZSU5ROfWkeTqGzKUo6h43vBLnv5+8IPQtH9C2dyLslmK5n7oBASZna4kycx84jJ/r3ASsiqBPBggAAIABJREFUzVwC0dQzITdGPpa/Y/CMftcsszHmUGktjTcYmwoCRZxC59yVyh8FgSLNXtP5OrmSg0eP8oWfHWcneeGsJX3DP9K4SdKo7ugiKtIbA5U751XuLqmhsLWLzZNCCF/1Oovf2sfiN/di7RNBRU4SZRkx5EQf5tS3z7LjpZkc+fQhord9SMa5Xfxw+TJKaQnoKw7+HbwTOKsr8+2e/WRc2E/sns848eXj7NowmyOfPkTG2Z2UZcRQmh6DvqUTc174iaXv/8Gk9R/w9vzFKCsp8+wdBoDgr0PO0FUSsCPMhUMRHlQ0NvL4hTx+xw1lLYMRHzs//hTG9l5o6pv2HNucX8lqO5M+5xXEn8LSIxRldelrtzTUFmdSVZCK6/hFA56TffkAzmPn0d3ZRkV2PFZe4/r2UZJFQ0UhdoFTZB737wRjBx/UtPQoTjrXr83EwZu2plo6WxsHlGoWKCoTsvQ54vZ+KdV6aCCYOQcg7O6kuuBan+MqAgXuszHuUXlQ1zXCwj2U7CEEs2WfSyA1RRl0ahgx4fW3+TyjmMeczEme7kekie6IjTsYHo7L5Uh5HbvD3QnS17zj/gpaOzlcWscmP3tAQsyY/PAnjFv96g2VolpqizM598OGfoSmrKZ2OkVi7rEykm9QOUk1E4x1uSKFDFFdmMbxr55Ay9CC7KgDqGjoMG/DFvxmr0dFQ4dIE108dTVYGyNjEHwQ/BXIGQLgI19b4qb7YaSqxIxzqbydlENGvQCBihYaeiaD9jEkiMVknNuF+8SlALQLRewuqWGlbf/xsi8dwGXsPJn2zDdRcPUE7U31uE9YMuA5aWe2Yes/GVUtPdS09Pu1p57ciufk5XKN+3eDW8Q9PapFKupa2PpP7kMe1zGxQdvIiuupl6VeL1BUwsoznCI5VTPtAqdSmh5DZ2sj44x0aBeKiJNS3ecasei2qkrDBvfxFNRU8+F1TSYF+ZI+O5gHHUwHv26E8G1uBe+mFfOWty332xnfcX8i4M1rxdzjaM301RtZ8Op2jOw8idv/FQffW0lDWT5jl28g8t+f0tZYze/vr+LS1veoKZZU1xU2t3CvzZ3P43a419qIwtZ2hEIhNUXpXNr6Lr+/v4q2xhqm/Pszxi7fQENZPgffW8HV/f/F2N6TBa/tYPLqV5nu4ckb14qGJe7wVyFnPOhgSvrMQCapdXLFazrflCohdA4f8XEzLuyRup/tTWzuaGmgNCMW+wD59qzFSeex8gpHoCj9HbAk9RI6xlbomFj3HMu+dBBb/8iefXnm+d24TbhHrnH/jnAJX0BWVN9Yr0BRCUNbD8oz46jKvyb1OjOXQGwDJnNlx8dDGlfbyKpHbfAm1tiZcMQokKLEM3IRcu4EDmOmkRZ9hOXRWcw6n4axmjKx0/25v/UaNYMkRkYKN0ka8ywN+dLffsj9KKqoYe4aRMm1i6yLycFLV4NJvd4DtIwsmfDAu7Q1VrPv7XslsYONcznx5eMUJpxGVUMH72mruew2H189dY5/8Zjs5AwZIeru5MLmN3GsSKZRVRvzJa9g7OBDXWkeV3ZtYueGORzZtJ7DHz9AzO7PCF7yDA5B0/v08YmfPYdKaylobKI0IwZr7/FDns9okzNuQifrPMfGOfOYkzmfZ5XheyyRIxlptDc3Yurod1fmkHlxH8r+M1BWFDCmV6xZ2NVJR0sDGnryP6tL06MpuRZFyJJnpLaLRUJi93yOkooaZs6Bfdry445j5hyAuo6h3OP+HeASvoDgpc9y5v9elImcARJrvu7OjhtKCfKhu7MNJRX1fsfVdQxxCJpB2ultg/YhUFLBY9J92F471JMXvFMYWLtQW5RJl1DIhuRCAo4lUt7eyY7IYJ4PCyZx8+tyJ5yHAyOR+9vneg86voHMzDtCQfxJihLPUnztIqXp0ZRnXaUiN5mqgjRqi7OoL8ujobKIltpy2hqqudimhIOzLcLWenxnPsC1479y8r9PyU3O6I2yjBgOffgvynMSCJj3b6rTLqFPJ8XO/nQ21dJUXUZjZRH1pXnUFGdSVZhKZW4SpVlXuZ4WTUnKRQoTz5Ifd4JV5afp8htHpvPUO/47jSY54yaaqksoPvw1/3rgZb4KcuFEeT1uh6/yY34lwq4OGiqL0bNwuONxLlY3oaYgpvnyLrynrZbpmuSjP+EzfQ0KCv0/lUoqan0Ke2VFfWkuRjbuWHqEynR+6qmtJB76P6Y++h9MnQPkHm+oGHWChqqmLgbWLjRWlWDlGU7GuV2oaOjgGDyT9DM7B73eKXQOFblJNFYO7iHkOm4hRYlnpDJQb1ah/HLDM8l1/GKJJ9gIybPaBUyhMOE0wu5uDIPnkBx/jsXfbsZBXYXkGQG85mE1IuMOhuFeqLuBj9sMCQifzfS176Jv4Uhu9GEOvLOMXRtmc/5/GynPjJP6d95bUo2KQAE37ZFLjK60M6GxSyi1Kl0k7CI/7hgnvnqC7S9M5chnD1OWGYeV51hmPf0Niu4RPJ1/5w/TvwI5Q0Mg4KdgJ05P8qJVKGLWgTNsLhZj5DKGtoZqaktzsPAIGZGxO5rruZ56CceQ2QBsLqhijZ30wHZFTiLCzg4s3QdfWAsTz6Kua4Sxvfeg56ae3IpnpITMkXzsZzynrKQk9RI2PhFy3MnfF56Ry8k4u7Ofz5a1TwTFyedRVtXAxnciubeRWPSb/SBJR/4nVxW1gbUrisqqfZKLigqSCu3NvfzrrLzG0VxTekcbNFlh4zsBJVV1ond9xuNxOYSdSKZNKOL0JC9+DHJCQ3D3H5vDTdJQUBDwlcMiDCfNJcjZjerCNA6+v4qdL8/i7PcvkHz0J4qTz9FUVdKvkqC2s5vGzk5WDvAdHQ64aauhIlBgV0H/AG9rfSWl6dGkntrKxc1vsOe1hex+ZR4F8ScxdfLD2daR2MlrUdLUuaM5/FXIGa95WJE8IwAHLXUWXcxg0aUMLpzcQXd3F14ybnLvBMLOdvLjTuAUNrfn2N6SGsYa6WCuptxzrLO1kbLMq9j6TZKr/6Qj/8Nj0n0DEjvKMuNQ1dDBwNqVoqRzWEtZk1NP3Vi//4HJQM/I5aSd2S61osfYwQddU7vbBhw8I5fRXH2d4uT+BI/bwXns/H4BboCZ5vpkNrWS2yJ5MXIdv4j8q8dHNPBs5hoICgKJzGBXJ//JKsP9SAIxtc38HOLMsQgPrNVVRmz822G4SRpPJOTSom3Km+tfYNzqVylKPMvJ/z6D89h5VOTEc3nbBwM+YzMa25hvObKkLRtNVbZJUTgDifXF8c8fxcp7HN2d7fyxaT2qmrrM37iVlfPXcKKmredzcyf4K5AzltsYkTErgAWWhjyfWED4qRRSG9u4nnYZQzsvKvOSMXMZuZf5vJijmDj6omVoDsCvBZXcZ2OEqqDvGlhdkEpXZ1u/oPBgiNm1CY/I5WgamEttr7ueQ0NFAa11FRg79N9jl2fFIeruwtIjTK5x/y7QMrTA2N6rh9TsGDKb0rTLfSrzHENmkRt7dMDvq5lLYI+1hTxwCp3dU9292v7PuEVvGDv4oKSsKrdE/1DgFDIbTX0zfjuyA8ePf+DH3FI2elgTN9WXUEPtER9fGoabpBHvGMnXAY/yoq2I399bSczuzzCwdGLehq14Tl1J7pU/2P/WUlKO/UJ7U9+ijbOVjYQYyk5cHQpCDLU4W9G3oKm9qZaUYz+z760l5MYcwWvaKuZt2IqBpRMxuz9j/9vLmKlYR1XIHJKdp93xHP4K5IxQQ22uTvNlo4cVP+ZX4PFHHBu/+xpVbZOeGMNIoiwzFiUVdalxh97E5pzLh3AKnSNX360NVTRWFg8YJBaLhOTFHutzn22NNZSmReMUMguAvLjjGNt7o2VoIdfYfydo6Jlg4uBLQfypPsetvMahoCDg6oH/Sr1ORUOHsOUvc/m3D4asVKBtZElT1Z8EjVBDbcQCAWp+M6Tup0cCRnaeiETCHvXXlIZWIi7m8IXtXMaYqpA2059lNnISeYcJw0HSsHQPobownY6WBnJa2jlRXs9/bvRl5RnOjCe/Jvvy70RteadPAqe5pozChNPEH/yaE189wd4dX+DsbE+7DOrbQ4JYzITyaJqs7Tjy8f1c/u09si7upaYwvY/KbFHiGY5/+Tgek5cRcu/zCJRUeNnNEnVFAU8m5PWcYyPnu/VN/BXIGdbqKhyL8ODdzkS6AycxOQf+k/Wnslde7DHsg+78GSQLaoszaW+q5xcF636x5qbqErSNLIfUb8Lv36Bn7oh9oPTEbWVeEg3lBTiHz+9zvLujjcLE0ziFyfc8+MtDQQH/uQ/jNuEejn/xqMxq1HoWjriOW0hlXhLtTfKrLXZ3tqOk0j9vJI96hlPILOquZ3O/ZovU/fVQYGjt1kPaBaju7GZhVAYvaI/FwtGai4HG/4jcn5GdF3q2HryTUIH3vPsInrkG31nr8Ju5Ft+Z6/CdtRa/Gz++s9bhO3MtfjPX4TvzAXxm3E/j+PvZ321NsLkqf3x8v9wKgwNBJOwm/cx2Dn90P54WFuSNW0qD2Vg8p63Bd9b9+Mx8AN9ZD+A7cy2+Mx64MS/JMZ9ZD+A7ay0hc9dT6zCW7ys7cZ90H6qaQy8Q+iuQM27m/nYb1xBYEs1HdpE8nVxE72h3TXEmhtauwzLe5oIq5jUko2tmh6GN+6Dnl2ddpb2pDtuAyH5tSipqdA+BoNHWWEtO9GGClz6HiowFhQXxJzn/82uMW/0a9mPuznNq1Aka1t7jKMuMxWPyfT3qGa7jF8pkWSJQVMJj0n2kSZF+vhWKyio4h8/v8T67Fb2rUNR1DDF3DSJPzkpweWAXEElB/EkESiq4hM8n49wuLlc1MOZEEm+nFrPG3pT0mf7MtehfmTTSGM6F2jF4Fs1zNyDyDWF16U4Ovb+S+INfy+S11imCyo4uVo1gInC6mR6J9bJVldYWZ3D5t/fZ89oCHrzwNgZTZuL+2PcYWLsMefy/AjnjGRcLUmf5E6CvxaroLGaeT+N6eyepp7fjNkFSoVcQfwo7//4L5HAh88JeXMIXoKAgYFdxNZNMdDFSlZ6ETju7A/eJ9w7ap1gkJO30NjwjB7dJKk2PRowYC/dQaorSqSvNwdDaDQWBInoWjnLfz98JWobmmLsGSbWNsfGVqBvZBU658aCUrhZj7T0egaIihYln5BrbMXhmPy+ySFM9ytq7SO3l3e4SPp+su+Sb6zf7QSrzU2isLAIkcm0zz6exOjqbQAMtUmf587TL3Q9uDSdJI2z5y+AUyo5aTR5qu8jFn1+j6cb9yoLkuhZmmOkNefzBsNrelMqOLmSlRHS0NBCz61NmH3sNW1MtDnc7MPmRz1AQDE2B6a9AzphnoU/6TH/W2JvyVmoxQSeSiK2TJMGFne2kn92JY/DMId+jPMi6dACn0Nk9lXstQhH7r9ew3LZv4iMv5giOwTPl6ruxopCStEt4DLSmi8VkX/4d57C5lKRewtTZHyXVvtURFdnxdLW3YuU18hWSdxN65g4YWrmSG9Pfr1FBoIixvRcCJSWKk6V7MGobW+EacQ8xuz+Ta1x1HUPMnAPIjzver01CZJbszRVVJLK9Ged2y9W/PFBW00TPzAEDS6c+L+o35fUnnr6GiqKAS1N8+CrAAeVR4OgMF0lDoKiM+4x1fBXwGPfaKHLuk39RVZDK1Mc+J/vSQRIHsVw8Vl6Lj96dk0QGQqSJLmIxXKgemBTR2lDF8S8ew8jWHb9Z64jd8x8s9mzEsquOonWfY+E65o7mMNrkDB9dDS5F+vCBrx17Smpw+yOeHb0s0Lo7JEo/na1NcpMi5EF3Zxu5V/7ANUJSDZ3X0kFqQyuzLfoTdLKjDuASvkCu/ptrSkk/u4PgJU8PeE7a6e2oaRtgIoWgAXDt1J/E538aXCMWkxN9GGFXBwoKAlzHLyKjl1qFQFEJh6Dp5EYfHrAPG1/57U0MrFxQUdemPDseczVlwgy12VvSP+DsNn4RmRf2jliRyU3oWzqjoWdCVX4ydddzEAqFvJtWgvfReLKa2tg11pX94W4YD4Pym7wYDpKGoooa41a/hq3/ZKJ+eAnn5DPcO20RC17dgYGVCxd/fZNj//k3BfEnB7RY21xQiYmqMiojFHFTFShgrKrMr4XSEwkiYTcFV09w9LOHufjrmxhYubLg1R0smLOK+2rjeP3zj7D2m0T4qldRVFYd0hxGm5xhoqLEgXA3do11JaOxDa+jCbybJpGRry7KpCo/BU19U/QtnUZ2ImIxmRf34hqxuF9Tb2JzefZVVDS1MbCSL35UmHgGW9+JA7bnRB/CIWh6n/eCzAt7cBm3CAUFAcLOdslz4zaqdX93OIXNoSD+ZL9qZN9Za6kuTB0wQRd67wsUJZ7pY5UhDwSKSmjoGdFS96dl3Bo7E35RsKWlrmLYVRoGgkPQ9D57d0VlVSat/4CLVU24vfcFe4sq+dDXjkuR3njratyVOfXGnZI0bPwmUdQr1vTY1Tw0VZTZeM9qgu55irM/vEzWxX2D9nO6rIb2lKtEjCB5zltblW1/HBvU7q6xopAjnz6Iipoms578L0t9vPg4o6THSvB6+hWMbN3lTgiONjlDRQBfBThwaYoPKooCJp1MZMlPuwlc+RrG9l495xXEn8TaO2LIzx95kXVxH9edJzHZRBfDXnuTpurraBsPLUku7Ork4q9vEbjw8QGJzQm/f4ueuT1at5BAsqIO4BQ6967Ec+4GBEoqjFv1GsZ2nhz9zyM01wye8wFJXGPs8peJ//0blFTUaG+uH/yiWyCNoCFRz5gum3qGohIekcsRXNk9oDrdUGBo7UptcV9bDBV1LVRdw1nx2gbeTin4R+T+Ahc8QsrxX6gPWEz3hUMsPPEG+968h71vLGbP6wvZ8+oCdr8yj10b57Jrw2x2vjyLHS/NYPuL09n+wjS2PT+V8Ktb0Dn8HZ1td24deyvaGmtYfO03anZ+zq/PRrL9hWnseHEGO1+ayc6XZ7Nr4xx2vzKP3a/OZ89rC9n7+iL2vXEP+968hxej3kY15zKpivbkXT2Bz4z7hzSHvwI541nXvrm/56LiKVR37vesqinOwNDabVjG3FVczRQjLQrObr9jFQ0lFfUhWd63N9fR2dpIScpFAhc8JvN1lblJnPzqSXxnrsVr6sgXR44+QcN3AlV517D0CCP93K4bliWLZLIssQucQmNlUR9G2kCwD5xKTVFGT9LtVvSuQnEOn09B/Cm55KDlgaG1G2KxmNqSLOwDp1B7PZuGXp6FP+RX4Hr4KifL6/k60HFU5PWHY6F2Hb+YkPueJ/3sbj58/QmccpPxlvM+rtQ0McF45CSsXbTV2X9dPn+zR53MsOlqYPYDKyjPv8b0J7+RWkE2GEabnBFpokvydD8edzbnixtSc709cgsTz6BraouehSNFSeewcA+RKhs2HKgpSqejpR4Lj1Aau4UcLqtj2QCSsIUJp9E2sULf0nnQfnNjjmJo7Yae+eDyTKkn/7REST76E55TllOccuEfb3PiPuk+si8dpKujtc9xbSMr1LT0qC5IxXnsPKkEDpCoMfjOWkfi4R/kCgYLFJWx9Z/cz1alt5IRSJKMehYOFEmR+B9uGNl6omVoxuVtH/ZrO1PVgO+xRL7IKuMJF4m8/uS7LK9/pyQNRRU1Jj/8CXaBU4jb9yXffvIk6qmxPGgvX/B63/VanLVHZi0AmGCkQ/RtkoDS4K+ryURNEU9/9gnHv3kObSMr5m3YIrds5GiTM5y11Dg7yYuvAh05UV6P6+Gr/C+/f8A75djPiBHjNXXliM+psaKQhorCPuoVmwsqWW5rjFIv1YrSjBi0DM37SCzLgpSjP+MyboFUqXyA3Ct/SKqHRCKq869hIUVBSWJpNfJ/i7sJj8nLyDi/u0+11U3oWziCWEz6aenqGgAhS57j2olfaa2XrwLEKWwOhYmn+738uOuoY6OhyvFySVWLQ9B0qvJTaK4pldbNsMDU0Y/a61nomNhQnnW1X3tuSzuTzlzjkbhcJpvqkjErkPWjIK9/pyQNQxt3Zj33A7pmdux6fw1tUcf4NtidqY/+h4TfvyXj3K5B+9hcUIW2kiJGI5QMXWpjRIEMChidbc2c+uZZlNU0mbL2HZ6yUOHIpVP8+NnrhNz3EsFLnulHspIFo0nO0FUSsD3UhcMRHlS0dxJwLJGXkwul7tuLks6hqW+KucudkVEGQ+b5PTiMmY6ymuTz9ktBpVT1ufyrJzB18kNdV76q2bTT29HQNcHWf7LU9rLMWLo6WgdUyShOOoe6tr5MKnZ/JyirauAwZnpPEsjSI4z25jpqCv+sELT0HEtjZTFN1SVS+1AQKGLlFS73vtYxdDa5Vw6DWMwKW2P2ldTQKuz7KdTQNcbMZQx5Uoh9ww2n0DkoKCqScuyXPscbu0U98vomaspcne7Hhz62dz3odCckDU0Dc2Y8+TXC7m6Of/kY1cYunLIMZ4O7Fkc+vp+oLe/0+Z8PhOzmdtqHYj8lI5ZYGdEuEpHdPPjaXFOYTtSWtzn0wWoepYCy0DlUmbhy/ItHEYuETH/q6wGTSwNhNMkZfWym1JSZcS6VFdFZNHX3/U6kHPsZBUVFuVUrhoK8K0cwdxnTb73tQ2wWi8m98ofcqh5FSeew8h43YCKvqarkhiLx2J5j1YVpdLQ0YHFD0jnzwl4cgqajrHr3k/MjjZt2qLeqVVh5hqOhazxgoYdjyGy0jSxIOPT9kMfWNDCjtb6qh6hloqpMhLEOFa6TZSIMDAcEisrY+E4k/4Znu0BJhQlr36OlroIrOz+hq7ubl27I61e0d/FHhAfbQ13uurX2UEkaisqqWLgFU5wiIaVr6JngNG0Nb4e+wpxgTy58/jDVhWky91fY3MJ9I6QmYnLDQvuXvPLBT0ZC7r3wyxuEViVQHTaP9IhHetRyhJ3tlGXG9rP4vB1Gm5xx02Zqsqku/47LZdKZa+S2tFOaGUfUlneY8MC7PVXUbY011BSlY+0t+/3dCQoTT6Nj5cq+ZuU+seam6utDVtAAiXx+6skthK98ReoaXZGTiEjYTfA9z/S7rrW+EkvPv7/inIqGNpH/3gQKCpz85lk6WxsHv+gGvKaupK2xlryYo6hp6Q9RQaO/xYlH5HKZ1TMcgqbTWFnMfar1w6aeoaisgraxFXWlfb+HjqFzuJ56iZaG6n9E7s/WfzICgRJahhaUZsbyxolTjDXSwV9XvpjIlZomIgawuh8OuGirs7dIvv/to05m6Kso8fiREyipaVFbnIWt/2R0TGzk6me0yRk3c3+POfXN/ZVnxYGCIqZOfa2maouzMLAZHgWNm/m98IpYDKxcZCJMl2fH095Uh90tKhpKqkNT0GhvrkNVS5+E37/DxNFPZqsTgIaKQo59/gjWPuMJuff5ESXUjSpBQ1ldC2N7bwxt3ci8sIeutmacw+ZSkZs4uGWJggKekStIPbll8IEUFHCbeO+A6hm9q1AEiso4h80l8+LeIdyRbLALlKhnALhNWELG2f6B127g8YR8wk4k0z5K8vp3slB7TVnJmIWPk3LsF64e+Iro6kZiqxv4Zox8agTbCquw0RwZRq2ntjrKAgX2FstO0FAVKPCsqyXf5JRT09zCif8+SVlmHFMf/Rxz12CZ+xlNcsZNqbmfQ5yJrW3G40gCn2X1T7CIhN1kXtyH+4QldLQ0UJV/bUQrlDPP78F1vKTqZHNBJatsjaV+5sQiIZnn9/T4b98Oou5O0s/vkklFoyjpHOo6hhjbe1NbnEldSTZixNj4/HMJGmpa+tj5R5J5vr9PtbVvBMUpFzCwdkVZTZPy7P7JMQD7MdPobG2kND1arrGtvMZSX5pHS+2fL6/2mqp46WpwuPRPpQ6X8PnkXjnSz35lJBC89BlqirNouU3C8bOsUjz/SCC2tplfQpw5epfl9YdK0jB3DWLBxm2YOvpy/PNHyY0+RFO3iG+zrvO8q6Vc1X17iiX2U+4jZD9lranKtiL5ZEe/CXIkpqaJ6OpGKvOS2P/2vSiraTJv41aJPYcM9hejSc7QEAj4MUhiM9UmFBF2IpknEvIHVBERi4TkRB+WqAndBWuPrKgDuPSS5sxqaievub2PkopYJCQ/7gQOQTPk6rulroL8uBN4TV0ltb29qZbyrKvYBU6hKOmcVNJcccoFlNU0+71c/F2haWCGpUfogLLI1j4RKCgqkTuA0ptD0AyU1TUlVdRyQBLgnis1kL3azoQthVUIxYCCAu4TlspkRXgnMHMNpLO1ietplwasUAb4vawOjyMJ/JRfwSs35PVDRvAFXxqGQtJQVFbBf+7DTFz3HinHf+HKjo+xcA/lP9ZzGWOgSeXOd3reFwZDfZeQhi5hj4z6cCPYQIuzlbJJfwu7Ojj34yssbkiiTt2Ai95L6Whv4/DHDyAQKDHnxV8wdw2SeezRJGfctJly0lZncVQGC6MyqL6NJ3FJ6iUMbdwQdneha2Y3YvNqbaiiNONKT9LxZEU9FuoqeOr0Tbx1d7RRkHBK7uSkWCTkys6PCVzw2IBSoNdO/IqWkaVU8rZYLCLtzHY8p/yzVDQcQmZRlhXXQ3xzjVhMxi17aKfQOT02JNJg6uRPU/V1uchzisqq2PlPJjfmKMoKCiy/xQrwJpzD55N/9UQ/0vVwQ6CojEPwdGoK06ktyZJ6TkpDK2NPpfBCYgELrQzJmBVw1+X1h0LSMHMZw4ynvyHnymFidm0iaPHTeE1bzesH96OaHM1SOQXkMhvbmG85Mh7z8ywNyGyUr5JshaESdq0V3PvtZjynrCJo0VNc2bmJ3Ct/MOOprzFzkU39ZzTJGcsGsJmShtqSLGqKMnAIntGjBDdS6OpopSD+JC5j5/dr601szr1yBLuAySgqy/7+2FpfSXNN6W33uTnR/e1TMs/vxu2GqkdrfSXlWVdxCJFP7e7vAGvvcTRVX6ehvKDnmEBJhcCFjyEGlybZAAAgAElEQVQWi6jMSex3jbaxFf5zH+Lir29JJUPLCm0jK5qq/7Q3WW5rzO4WVbTM7O5KgQmApUcoDeUFtNSWI1BUIuL+t+hsbZQUnfQqoLkpr39PVAZO2uokzwjg1bssrz8UkoZE5TYDA2tXJqx9j9nP/4iqpi77v3wKjTM7+dBZvsrzc5WNBI/Qe8IqexMauoTUd8lu++upo86auhje+/QdSrMSGLPwCeZt2IL7xKVcT7uCrd9EmfoZTXJGqKE2cVN92ehhzU/5FXgcSeBQWd9Ee1lmLJe3fcDE9e/3FNvlxx7Dfsz0uzJHYVcnuVf+4Lx5KKvs/ow1N1Vd76duIS/Sz+1C2NUutXhGLBZRkZOInrl9v8RgVtR+uZXu/mpQ1zHkuXUvUFd4jYub35RrPdWzcMR1/GKu7PgYADVtfdqbh0DQ6GjvUwCgrmOIw5jppJ4aXD1DQaCI55SVlJ3dOqA63VCgb+FEQ0Vhnzi2goIA13EL+8Tfb+b+QkfRWnuouT+Bkgr+cx4i9fQ2nMPmknj4/4itayG2ppmvg+TL/W0fydyfjiT3t0+O3J+aQNCT+2vq6ubqvi/xnr6GtDPbCZj3b5n7GU1yRu/cX0xtM+5Scn+983A3UVeai46xtVz71Nthc0Elq630SD+zXWYliuSjP+E9fU0fQoSSijpdnUNQ0GiqR01bj+7ONqK3f0jwkucGtNiWhrbGGk58+QRaukYsfPQTlIbp73IrRpWgYeU5ltqiDMxdg8g4txuBohLuE+8l9eTWQa+19hpHd0cr5dnxg55r4RaMqLuTigHO7V2FYuM3kfqyPBp7KVoMJxQUBNj6TaYg/hRmLoEoKChQlhk74Pkl7Z3MOJ/G6iujI68/lIXab85D+M5ax9X9X5Fy7Oee4+tjc7DUUGGlrexVLBeqmxCLJYyv4cYqexMq2mWX0Qf4PMCBVqGQDzNuvISJxZz9/kUKE88y6aEP+1QYD4TRImfcKjU38fQ11sbm0CYaeAbZlw5i5T0eNW0DCuJP9mOwDScKE8+ib+GAjokN1xpaKW/vItJUehQs5/LvWHqEyVQRmB11AAv3kEGrgsQiIWlntvdUYScf/Qk7/0hUNLTlZkj+XTAuYi6m8bukboJtfCIoSjovUc+4/LtUdQyBojI+M+8nYRDpdWlwCJ5Jbmzf5OIqOxO2F1XTIZKMpaisgv2Y6QOqdwwndM3s0Td3JHbXpkHPbRWJWBubw6Qz11C9Ia//pb89d0vEWR6ShsRXdwNhy15CoKTMme9f6lNh8kHGdVqFIj73H1xl5ia6kdhPrbYf/kr1KTdk9C/KoaCx0tYYCzUV1sf9GYjoaK7n6GcPI+zqxH3iUqY++h+0jQYOQI0mOePpGzZTgQZarI7O7rGZGgzxByUykC7jFo74HEtSLqBjbIOuqW3Psc0Flayx75sMzos9in3Q9H5ydIMh5cRm7MdMRVNf+mcq+9JBnMfOo/jaRSzcghAo3bIpFotpvryXsbPWyDXuXxVBEQsojjk8oJKbXcAUStOvIOzq6NemqqmL/7yHubLjY8Qi2YODIKkGb62vpP6WSg8tJQHzLAzYVighTlm6h9LV0UplXpJc/csLM+dANPRMKEqULcD9TloJPkfjyW5qY3e4G/vD3UZMUUIa5CFpGNl5Mfv5H9E1tSPj/G6cx85j/ivbsHAL4kJCFBV2rrxrKh8xMam+hWkjYD+lJhBgrKrM5gLZiXNOGsrMas9jt7oZHU01BMx9iHkbtoBAgZzLvxN67wuE3vfioC/Ho0XOmNvLZurt1GLGnEgiRga52662Zqryr9FUc13mROdQkX52J64Ri1EQKCIUw5aCSlZLSUJnRx3AKWyO3BUf1QWplFy7iP/ch6W258cdRywSDujLmhtzFGNrVwytBle8+ztAQUGAx/iFPbZOumZ26JnZ95Fc19AzwcjW/bZJOVu/iXIn7Wx8J1BdmE5rfSUzzPXIbW7vp5ogUFLBKWwOWSNYZHIT1j4RCARKg1ovAWwvrsbtj3j2ltSMiry+PCQNj0n3Eb5iIxd+fp3yzDhmPvMdAkUljmx6kMKSXH7KLWWDh7Vc+/2jZbX46I3M/froafBHmeyJDCXgZQ8r/pdXTn5hFn9sWo+isgoznv6Ossw4Lm5+k/AVr+A+6b7b9jNa5AxvXQ0uRXrzoa8de6XYTA2ExEP/h0CghLX34HGaO0Xmhb04hc1BoKjc53hvYnNrfSXVRelyF4EUJZ7F1m/SbduN7DzR0P3zc16YeBY9c4ee/XvG+d24jl+MotLdtx4aSTiHLyD7FlKzx6T7aK4ppbO1qZ91toJAkXGrXiX56M99SB1DgbaxJU1VktigkoICK22NibIIIyf68F0pMAGwHzOd/Lhjkvta/Qai7m6itrwz4HvAldpmxpxI4p20Yv5lb0raXZbXl4ekoaqlh8/01ehbOuE3ez3XU6PY9+YSYvf8h4byfJ6+msM0Mz25qs43F1RirKqM2ggkQKeZ6pFYJ58S93djnEioa+FMcRlZUfs5/NG/uLztA/QtnRmz8DFMnQMGJTaPFjnDWEWJ/TdsprKb2vA5Gs87adIVxACup10mZtenTH7wI3TN7ClKuYCxveeASprDjexLB9DxnUJpF0SaSnIMTdUlt40TyQSxmEtb38MlfAFGdp79mitzk6guSCVw4RN9ng+FiWcxsHK5Y4LIaMLO3oNgD3v2KSRyOdKbT3zt8JVhn6cgUGTsspeJP/hNzxqtpqVHxzBYnEjUM44MaNHdZ/6BU2itr2S2uFyqOt1QYWDtRm1xZp9jlp5jaWuqleoC0GOt/TfK/bmNX0RdaQ42vhPIOL+btgbJnmxdXA6WavLl/s7fyP2NhEr1Kruh5P7s++T+yrPje/YLumb2mDr5D9rHaJEzpOX+1sXm0C4l95cXewxTJ78+cVhRdyeNFUXoWchHshkIN/N7VjnnMHHwlqmIpTw7nramOux6qXlKLE6GpqBx8xlTkZNAybUoAhc8KtO1U0x0+X6ME3ETXfmxfA8rO7KYPns+iorDr6QxqgQNG98JKKuqkXFuN13tLdgFTqWhonDASoze8JyygmsnB7dBAXCfuHRA9Yxbq1Bcxy8i88LISdGZOPrQ3lJPY0WhpPpQinqGNJyp7C+vP+kuyevLs1CPWfwUnpOXcXn7R2Sc7+tLXtPZzZaCSl73tJbrg1fQ0s7SEai4GW+sQ7QcwV47TVVmm+vzbGJBv7aoX98i5/IhIv71Jg63YQCPFjljfS+puUeu/ik1Nxg6WxspTDiFS/h8ilMuYOLoi4qG9ojMUSTsIufyoR5v1F+kJP965tXWTP7V4zL5qHa1t5B9+Xc8Bgk2gSSYrG/ljJ65w42Km3Saqq9j7z9wMOTvDAu3MTzuZ0nR/BCiIr1538cWD211NPRM0DK0oLYkC2ufCHKv/CH1eqewuTSUFVCVnyLXuGraBhjbe/cJUKspClhiZciWXj7Ktv6TqSnKoKVWNv/CO0HYshdpqiml5pZN9O2Q03xDXv9qLpFmemTODmTdXZLXl4WkYes/mbkv/oKwq4OuzjYS//heqk3As4n5zLEwwE5DdiZodHUTEUY6d3ILUiGrjP5NCIDXPa35tbCS2luqmptrSjn34yuoauhQVZDK9Ke+xjNyRb8k1WiRMybfkJp7wuVPqbkzVbJVqAOIujooSr6A78y1I+5dKhJ2k3PlMM69VDSOltXjqKWGSy8llfqyPNoba+VOTHY015N1cT/eM/4ltb08+yrKappoGZhTdz0HC9cgzNWUedHNkpMTPcmfHciPehU8aKc8Yozmu4lAJ1f2+qhwdUYAXwc6MMHoz+eumrYBWoZmpBzfLPXagPmPUnD1hEx76VvhEj5fqmrHYisjLlQ1UtEhCTS73WZfPVxQ1zFEXccQbSNLSm9DZL4VDd0ilvWS14+/y/L6g5E0FFXUCF32EpMf/hgxYGzvhY6JLRnndrPntQVc+OUN8uJOcs93v2KrrsQ9VrJXXu8tqcFlBOyn7rE2pF0okmnfeBPfBzlxra6JD7duJfn4rxz59CGObFpPfWke5m7BKKtrYOLoy4JXtmE9QJJqNMgZTpoSm6mvAx05ecNm6gcpNlO3Q1HSWZRU1Ebc5qS2OJPWugqsvccD8FtRFXMsDNBR6vs8qC+TqJX1lr6XFQmH/g9LjzCpViVikZDKvJQ+e3EtJQHrHUw5EO5G5jQvHs3bw5IlK0YkiHG3YWjjwqOGdZzzUGNLiDPrwsZReOVgH3Ufx+AZFMSflkqeA0kw2tp7vNwEjd6qHKvtTPglv796hq3/JOqu5wyuQjoM8J62igYZbWZBsme9Ka9feUNef9tdlNcfjKShqKLGuNWvYes/mSOfPYSWgTlTH/+S9LM7ubT1XbpvVGu9kVpMl0jEp3JI8/9aKLGfMhlmsqCJqhJaSopsKZSdOPeZvz2dIhFv3UiedXe0EbXlHTLO7WLa41+ioW/Kkc8ewi4gkvBVr6Ko3L+ScTTIGTdtpv6I8KCivYuAY4m8NIDNlDTUFKXTUFWEl4ze13eCxsoi6krzsJUSO+hNbM65fBinMPmUjQqTzmHtPX7APb+wq4OChFM4BP+pkCESdpF76QDLJ89mS4gzZ1yVWdCQxNzFy/8R6zKAuo4Razqz+FyjjPUOpmgpCdDQM8Ftwj2UZcZRmZfc7xqfGffT3lQ/LIQ2bSPLHkurqWZ65HeArs/ku1JgAhJrATOXAIqSzhO+8hUESkpc3PyGTCTt7/MqcD9yldMVDT3y+o6ad0defzCShomjL+NWv8b8DVvRMbXl4q9vcWTTenKiD/esyQCnKxtIbWjl+6DBZdNvosd+ynr41Y2ctdXZJ4eF9lJrQ2w0VVkXk93neFX+NS5tfZcD7yyjsbKIsSs3Muv5/+E8dl4/q8DRIGcIgA99bLk63Q8TNWVmnU9jWXQWDd2Dr8zFyeeJ2/8lkf/ehKaeCcUpUdgFThn5SQPNNWXUFKazXd2tR3WwuboUbSOLO1YlbWusIWbXp4SvfKXf/6gqLwUNPWNJHmiSRAl6gpE2//W1Ysr183j5/H1tTgoK0tlWq8/iqEyiqxsZb6zDoQgP8mcHcmKCJy+6WWKq1n8P5DVlBW3NteTdVARVUEBVU5f2oRA0Otp6CBoS9YxpsqlnKAjwnrqKtOObB1SnGyoMbVz7xZZdxy+Sql7dG7fm/pL+ork/VU1dPCKXU5hwGmM7L9JOb+9pq+3sZkth1ZByf/eOQO4vwliHy/Lk/jRUmCUl93f1wH/xmHQf105uIXD+o7ddM0aLnLF+AJupgdDd2UZe7DGcb1HyqSnOwNDabdjm9UtBJWus9Ug/t2tA5eRbcauKhsTiZAgKGr0IGgAJv3+LmVOAVOtsD2113vOxJSrSm6K5Y/hfsDPO2mrsv17D3MQqfjWP5OihfQiF8hXCyYJRI2gIFJWYpi3iK7083u5MYI29Cf6RS2SyLDF18kdZTZPilPODnqtn4YiuqR2FCaelts801++pQjG0dkNd24DrqZfkvh9ZYRcwhYL4U+iY2mJg49rjEygrbsrrx9U2s/mGvL6l2sgnI2RZqMcu34BL+Hwu/PI6eTHSE7obU4oQAR/62kptl4azlQ0jIkFnrSGfjP4PQU5kNLZxrFz6hiFm1ybSTm8nbPnLUiuaR4OcEWygRdxUX17pJTX3e6l8kmEZ53bhHD4fsUhIWWYsNjKohAwVWZcOYBcwBWVVDQ6V1uKtq4HdADJXGed24RQ6R6q0cr9zz+7CLiByUGa2qLuTjLM7CZi2imfdrXm++HdebL3KI5OC/jFBjN5o1rFkzGc/ct/FNBLqWphqqsexiZ4kR9jz2NUveXVsIG2ZUVJZzIoqanhPXUXiHz/IPa594FSKU84j7OUfNt/CgPi6Fopb/1QOcAlfMKDE/3DC0NYdfUsnko/+NKTrfy/9U17/1Rvy+iMlm9kbA5E0NHSNmbjufbynrebcz6+iZWhBWUYM2QP47x4rryezqY3vg2Svct1eVIX1CEjQBRtoyyyjD/CRrx0iseTZIg1VecnE//4Ntn6TOPXNs5g6+zPzme8wsHIBRoecYa2uwtEID365aTP1h3SbKVmQdPh7lFTUcB47b5hn2R/Zlw5iHzgVxRsvv11iMb8VVvWzVMiNOSq3zQlA2tkdWHmMRcdUyv5ALKYg+hCzZ9zH2uJjHHRXJ3aqLyvtjClt6+TJhHwc91/ip1YblFTl87v8q0FBoEiZuS+RX/3I0evV+Ohq8muYK4VzxnB+khefTR6HcVMJdVIIGGbOAZg6+ZH0x49yj6tlaI6B9f9zd5aBbZ1nG74s27Jsy8wxM7MdZna4aZPC2rRN23WldflW2MrtVualTZnSNk0pDTPHQUNMMTMzg0zy90O2Y5AsyZbcdfc/y9I5R7Z0znue536u25eipNOjfnenm+1gHquFoxemts7Dpsa1IXvvCFrrKyjPuDQu9PQAXv/J5Ot4fW3lTY+UPJOGuYMH02/9BxtfOYBb+CKKk08T98t7/PLsWi7ueIXStFh6u6+/z/K2Tn4qruXlENXXy7tL69AX6BBoqlmTxlpHSzJbVL8ZXjPFEg+xiHuv5A67eW1rqCLzzM8c2/oIe1++nfSTP9BSW87cu17khudla82BOI3JNmcMxEydWhiEpFfKjOMpPDJGzNRYKkmNxdzeDVvPEK2b5zLO/DxY6K3p7OF0dZPchkPO+T3DDHaqqrujlfjftjJt42Ny4wFyzv+Gpa0THy2aTcqyMDJjInjcz5Fe4NWMUh7OaiClskMrRYzJlom1M6+n1fF1Xjm2IiF36lVxMMKQuKXhvB/uzlRLMZ7TV44Zb2LrGUpbQ6VaxmMTGydMbZ0pu3YBHxMRHmIRh+Xci/qpUPTVhIwt7DGzcyN+1/tqv7a2q4d15zO56UIm3v14/WcmCa+vyKQhtnJg+aPb6O3p4cTHjxG64h4CFt3GsQ8elWtQfzK5iHVOVirXXwbip+7QcPzUJjcZRr9JRYy+k6GQdU5WPJlcOOp3eZcPcOyDRwlafDuhMZs58dHf6ZP2suxv24YRKH8Pc8azasZMKVLCrq2Y27spJLVpUlnnRuOi4bqx2VssouzaeUztXNWa2m6rr6CtoQpbjxCFz8m7dACv6SuZamnC++HuxC0OYa8ok3/4GGBnbMg3BVX81igltaDqf+K8DGDj6ktpxGL6BDo87udIZkwERxaFc3PcNpZaimgoHj5IYusRite0lVz84TWN7H9oxMmdbjb8aOxPdX6KWjFWE5Fr+ELKM68QecMjGBibcvar58aMBRypLik8nJjPzOOyaO3TC4P4YpLw+iNNGvqGYnzn3siqf2xn6oa/U1OQxpVf36M6P5XKrHiF27kvLhdPsUgtCkhWcztrplhq4m0MagCjv1uNiIR/BbvyU3EN1QrOa51tTaQd+5b6kmwS92zD3ieKG57/hakb/o6Fo9fvYs4YiJm6of+aMvNEKqlN6kWrFV09SdL+T1n04DtU5iSMOeSoaWXF/kZr4BJCzI1xNTKgp6uD7o42DE0nbtgpST1HZXYC0esfHfZ4XUkGjta2zM3Zx/x5a8hfO4NvZ/gSbGZMZ9ZFFsas+sPWmzuaaqmvyKfMLoAtSYVMO56C6754tiQVUCHp4g43GxKWyO4RfpnpyyY3G+wdPfCdexOXd745uB0DI1O6JW1qE0BB1mQeMMUELvoTeVcOq0TPcAmbT2dbMxGt+XLpdBORlbPvMILGIHkv+bRKr/9v7v0BBC+7i8LEE/jP30jS/k9GmdOfTi1Su/enrfgpJyODQRKsKvp8qjdZLaN7fy01pRQkHMPK2Yfeni6F563fw5whr/c3MmZKkbJif8Nr+sphkSZ1JVlYOftq7PgG+nudiQdx8I3GxEb5+rdqgKLRT/LXE4ro6RoHQaM/4mRAPV0dXNz5OtM2Poa9qRlbfKZweG4AeSsjOTI/kKV25lxtaOPWi1m47o9n/qk0XrhWAgHzKU4+RW+PdnoGv5tBw2KKF4mmXpyxCEKPPv4yNZotNs0c8RLwaZQni8dwiAUulhX15CH3R8p//kayzu1SuEjd5GYzOIXiM2c92bG/0denna+PjkAX55C5FF09id/cm8g5v2dcRed2qZTNcbksPJWGSFfAxSWTg9cf60Q9d/O/cYtczMlPnhhzKqgPeDa1iJtdbLAzUO2ItxfWaBxBt9ROhtE/ryJGf7m9Ob4mhtwXlzPm867u/4Skg58Tvf5RAhddz12ebHOGdT9q7tdZfiqh5sZSc3UJ9cVZuEcuoTDxJK4R2nM3dzTVUpEdj8fU5XRK+/ixuJY7XOUXtFrrKqjOSx42JaJIktYGCq+ewG/eTXJ/LxTALc7W7Jzuww7jQu4y7+aRdStok7RSF72M8wIv+nT+mAvmsWQgNqetqY4LdS08nJhP1LFk3PfFs9V6Ht0B4ZiHLOAdL8hYGcXO6T7c6mKNsP9r6Df3JqrykmgoG/s7IU8eU2PIv3J42GN3uV9vAAJYOvkgMrGkPP3ShN6jKoq64VF6u7sUGvlU1VC8/q+z/PhtEvD6Q00asYuCmTpvHSse/4K6kkwOvnUv7hFL6OvrJWH3h2Nu594rOfiZGrJMQazQSA3ET411rVZXIoEAawM9vlbRuW4n0mOjizVPp44dSZZ/5TBFSaeJuuERTn/2DzLO/MyC+98gYvVfOLIkctLMGXrA1n7UnIGugAWnlMdMKVNLbSn1pdmErrh30DihLbU3VlNTkIb7kGvA90U1rHO0wlj3+vW5MPE4joHT0RepZ5To7mgl/dROQmPuGXxsiZ0MKZe0NIwfzSt42EMfs/YaCmfeSPDRZIIPJ7Hpcg57y+uRAu0t9YhMJg/Rqw2JxOZ0tjWR0dDK06nFzD6Zisu+eO6+kkNGSwfVoSt5zF1C7trp7J/jz0Ne9pjpCdDVFzJ142PE/fLuuJzl3jPXkn/l8Kh16XQrE3R0GJw68Ju3gezY39Qq/o5H9r5R6OkbTDi/+4diGV7/t9I63phEvP6ASePH2YH83/+9zdJHP8Q1bD7JB7/gxyeXcemH16nMjh+zCPVEciEC4OVg1WLWeoAqSbfGG4HBZuph9F8PdWVPad2YUU2S1gZyL+7j8Lv389uLN9FUVUTkuoe54cVdvH/Xg6xxtp00c8ZAzFSUpZhNl3NYfjad0o7x59F3tTdTW5ROZ3srVi6amzyRp9LUWERiS6xdA4D+6RQ5//+i5DNYOnqPC6FcnHya1voKAhbeCkCYmTFvhbpxaXEIsW5d/FUaz/QZ0fxUVs/0Yyn4HExk/flMviyoprG1CX2jyZn60raMLGyprangzaxyVlzK55Wox1i+7VtOVdUz1dKETxbP5sHSA+zyMeCZACecDUcXUV1C51Gk5jnNc9pKCuKPIu3tYZObLTuKaugZUQOxdg1AaGRKecblCb1HVRS57iHam2upzht/xNXluut4/bv78fqrHLR/7R5p0rD3iWLZ3z4i99J+0k/+wNK/fgDAoXf+TFNlgdxt7C2vJ79VwudTVZ/WTmrQfPzUEnsLrjYoj10a0OfRXuS1StirYFCjqbKAg2/fBzo6LH1kK9dO7CDv8kGWb/kIe5+oSTdnrJ5iQXpMOHe52/HvdNVjphSpKvcq7c11KiONJ6Ly9EsYGJth5eo/7PGhxmZpbw8FcUfxnL5CrW0XJ5/BJXT+qMddjYQ8E+DEr95CFrdls31BFFMtTThV08TqUyn8U7yCmNgc3swqp7SpBZHJ5BhWJ0OGFvbsPXWBdWev4XMwkRnHU/ja7xasQiO4T1DC6XlOXFwazluhbkTYWjPz9qe49OMbciNexyMZQaMMT7EIX1MjJMFLtUpkHimPqGUIRcaILe04/flT46ovA5R0yKK177qcQ7SlmGsx4TzqM3ZEsCY0YNIICYjgtYeewdo1gCs/vc3+1zaRdW4XjgHTlTY0Szq62N0fo6WqDlU0aDx+apOaGP2Xg10QAE8kj13LKEu/iI17EPUlWZz7+jn2v7aJjqYalv75dR6441EOVjZOijljaMzUb/0xUz8UK4+ZUqT8uMOkHvmG0JjNGJpZqYS914QqMq+gZ2jCtxIz7ug3bMpiTjQTMxK/+wNs3IMJiFjAQ1727J/jT9aSIJ6Nf5tNs8JZnLOfLy19cT94ldknU3k+s5LUOp0/tGmu6OpJ3MKvx6FLgd1l9Wy6nEPQ4SQCDyXyfnY5BgIBzwY4s33pHF5K/g9npzrwWH+Mh0hsPi56BlyPODE0tcI9aqmsX6hMOjoEL91E6tFvFNLpxitdoQix1RQaK/IHH/Ods57sC3vUqqEMRGv/N/X+AExtXXCLWERTVRF9fVCQeHzUNob1/uQQVOTpGy3ET8l6f30q1xRi+nt/I6lGA0o98jUuIfPIiv1Nbg12ss0Zmuj9tdaWUVuUjlvEksHH6kuysNQgQWOgv3ebgwlZ535Vj6KxVEbR0BOKhg35qqqhBA2xHrwb5sYJDymrGpPZtXYp93nY0dDVwz9TCnHfF0/UsWQeTswf1S92i1hE4QR7RmPpdzNoWLn601BVyvcZ1aw+k8atORJeTm9md0k1viaGfDHVm+LVUZxfGMwrIa749yO0LZ18MLN3pSD+qNJ9GJpa4RQ4i5yL8vFyviaGuPdPoRiIzXEKmkXu5QMafZ9D5eAbTUtNKT2dHbiGLyQ7dmKT4TmtEuafSuPhhDwWD+D13bU7FSDvRL3ogbdxDJjB0a1/pVIFDPVPJXWUtHWqPK2d1yZB0ivVKIJuo4sNBWqgmt8Oc+dAeQOF7cpveK4d/464Xe8TtvI+QlfcO6nmjAHUXOI4UHNjKeP0j/jN20h5xkUsnXw04i5WpKyzv8pwyTo6fFdUwwZnK0QC+eiojNM/4j9/Azo6yk9lGad24j1zzWDTcK61CdsiPUhYGkreyiheDnHFVJtIFP8AACAASURBVKjHV1lFHBF5EPblYW4+m8avdWLq6yqxcNRM/tZ/i4SGYnq7JaOyUXuAYudoNnz+IyfEfiz+eAcfZ5dhKtTj38Gu5K2MInFpGC+7GGB8/lu192vp5IOeUDQMNxpmboyZvu4wcoLPrHXkXtynNcPcgBz8pmJq6yQz543DrT1SA3j9lWfTsevH67+mZbz+gEnjuMtC3l41h4TP/o/UI9/gNWMNdl5hxH7zotL3VtjexcGKBt4Od1N5v5qOn9roIsPoF7TJR4OP1GdR3hS3dfKLClMqSQc+pbO9makb/05B3BEOvn4Xa/y8MV68gYXn0rVuzrjPw46slZEsGhIzlashh376yR/ok/biN1e+AU2Tyj6/G58h+LsKSTcX61pYPySGoau9mcrsxDFzshVJkHSItWZwdsUMildH8Xm0Nz79SLmYQ+d5hzDWXsjmpy432vVGF9UkLY2IxJptgky2DBQUJ05WN3F/fB6Zpl6s+uIgLyTl0dEr5RHvKVyLieDqsgj+nL2TqU1Zap9vBLr6eE6NkYtjvnNIwcLQ1AqnoNmTgm22943CyNyWMg00HKXAkylFRA7B6++Y7oOJlvH6DyWXss93HatdDdFNO85vL9xE+skdKl/XpMCL10q4w9VWboyVPF2sa2Gujebip+xEMoz+9yoa554LcEIoELDlqvzmpjy1N9Vy8uPHOPHR3xFLGgnVaebHiJu43KjeNJ66WmBrRvKQmKmQI0mcUoPgNJaKk88g7enCQc24J3XV1ycl8+wv+M2XUTSu1LfS3dfHLOvhcYTSni7yrhzCZxy0JXuRPtMStvOCqxH5a6axb66/DBVb28z6s6m80urO38rM+XdaMaUjTDkjJ1b+yDIyt6WtQfY9MLawo62xmsT6Fp5ILmLGiRRuqzLmou88Cju62eBszcXFIWSviGD3LD/u87DDRF8Pl5C5apnOdAS6eEYvJ/fSAYx1BaxztGKHnAkw3zk3knVul9bXzDoCXZyCZpF65BuNbG8oXv+jKE9OTQJef8Ck8eeZs9l8w52c+/p5ero6WfLw+6Sf2MHFHa8qLf7dF5dLkJkR821VO9f+VlaHt4bjp7zFIn5TcUp7ga0ZgWZG3BuXO+bzerskXNzxKumnfmDJw/+hp7ODc18/z+I7n+W+2fMmxZzh2R8z9WGkJyf6Y6Y+y9fMPtOOfoNT4Gytk436+qRkx+7Cb87odfn3RTXc4GSFka6A3MsH8IhertbxFCefwSVkLib6eoNxUtkrIji/KIQNztbkt0rILc7jVafZzD59jSeSi0huaqelvhJjC5l5r72xGiNzzRo5f0+ZWDnSVHM92qmko4vSNgn3HU7gad/7WPvxd1yqbmCujSm7pnvyVtoHfG3TzOO+8rH76khHoIuxpR2tdRVscrVhe6clAj0hlTmjI0W1IbG1IxaOXugZGHHq038ojNdSRyeqmwg5ksTWnAr+5jOF5GVhKp/rxquLDe184nc7K8xbuTXjB6rzZQZAgZ4Qx4DplCQrJ2dvuVrQ3/xVjUrzXVENYj3dCX8GhmpO/9pIFVkL9bjDzZYX00qU1od7OjuozEnEKWg2IIvSEMX9yquJb2Hm5sJrXVMmeORjy1RPwA/9MVPV/TFTT6oRMzWWci/uI+PUj+jqCfGZNZpCrQ319UnJOb+bZNc5bHS2RiTQoaW2TC2ikTzpAjc4WvJNuDMvpX7AQdcuHvF2oL1HygvXSrihxYU/ZQv5wmERHx07P2jIaK0rx9jCXgPv7PdTcdJpHAOnD5vAH6qmHikf5VWyOjYD74OJfGoWSXHQbKxEIv7mO4XS1VEkTbXlvoLdBIxjvTRg0JDRMw6pRM9wDp5Db3cn4tJkhXS68crS0YvGioJBM4bQUIxr+KJx11AGen8P9ff+Mn+n3t+AItY8QObpnwhafDvxv21VODz/U0kdxW2dfBalRu9PKmWDxnt/ql8b31LS++tqbyH16Dd4RC+npjCNgAU3D/5uMs0Zmu79ZZ39Fb+51+lvjRUFmFhPkRt3OF4N9PcKz+3CKXAmYivlJlAZRaMet4hF6AkNxzWINstUn7mVlylcN4PMmCg2OFtjoCvALi+WPS6RBB9L4dZL2fxUUqfQYGnh6IVAV5+6ogy196+qfjeDhrWrP60NVXS2yZzwBmILaurreOFaCfNOpeG6P55bL2aR1NjGMjtzjs4PIm9lJD9HOhN96VPMVbiP8Zl9AwUJx+hql++U2uRmMziF4j1jNSXJZxQ+VxNyi1hEYeJxvGeuoST1rMZc23vLG/A/dJWvC6p4NlD7eP2hJ+o9t92Co2coh9+9n9rCNJW38ef4XMItjJlpZaL8yUBmSwdrHTWHoIu2FHOqWrUL8JN+jhjqCvjrVdVdydmxv3FhxysELf4TX9y5eVLMGTc7Txw1p0iVOYn0SXux9QylNO08LmHzNbJdeaopSKWnuxMH3yiK2ztJamxjjYL/fU1BGpLWRpyCZindrp2kgYjMA+xfOYeiVVF8N8OXEDNjDlc0sOR0Gp4HElhxNp33cyqo7exC30j22exsb6GhIn9wOvF/RSITCyQto78DhqZW6AlFNNdVYGhiQUlFCe/nVLDibDqeBxJYcjqNo91i7L09+CzIhqJVUZxZEMRLgS4qFVU9psaQH3d42CLuTjdbvi2qGfx+6BuKcQ6dR+4l7RnmANDRIXzNXxAI9MhWEP8xXqUMweuv78fr3+ysvWklC1d/zkyZTefJXzkYYIJ/QDTBS+7g1Gf/oFvSptI2Hk0swEhXlyf8VJsekMVPqXYOV0VrpliS0azagmuWtQnhFsb8WUmxeVB9fVz47mUsHb0JWngLB6IcuSXte96pNMYoeIny149TmoiZUqbStPP0SaUELLwFoZF2C2jlmVfQNxQPmwrcXlDNJveRMSeHVKIbWQv1BpFy+SsjOTTLi0XFJ+kImc7tV3Jx3R/PvH6kXEFbJ03VpZhYT6GmKAPrEZOJ0O+O/oMTNAxNLJG0yP+M6IuMEejqkR53XHaDcyELv0OJRB5LYpdlJFZ+vrwd4UXR6ijiFofwXpg70RbK14MuofNoKM8dzNAekK2BPnNtTPm1vwnkM2sdhYnHtbpWBjC1dUZPT0hFVty4XPKKVNOP199wIQsfE0PStIzXn+I/jVizAPL6DHmtOZZQkXLy30h9V1RDuaSLz6JUM4n+UFSDk5HmbqQ3udrJEP0q3Oyb6Qm4x8OeV9NLxxUN8pxZC08lvkfy7Nu4ahCAVKr+30sVOYpkMVPbp3mTUN9K4ARiphSpJOUcRua22PtGaXS78pR3+QAOPpGD6P7tCigaORf34RG9HIHe2HhckUDAJjcbfpnpS1ZMBPFLQrnDVoiorZafHELwOHiVqcdT2JJUSHxDGzWFGZjae8jdlqSlHpFYswjx30vG5raDyHpjC3va6iuH/97KkZ+PHOPuS1mEHknC71Air2eU0Qc87udIekw4T6d8yFYPQ1Y6WKBK0rljwAxa6spori5mvZMVF2qbqZAMN1YbmloxJWA6eQMZ3lpUaMxmpD3d5F7cp7FtDsXrd04SXn+PngsfBd3NX0QF/DU6HP/5Gzi29RHZ/YkKymmVcLyqkffD5X/uR2ogfirIVDPT2iFmRugLdNhTprwBAfBeuDvHKhtVNgbnXznMsa2P4D//Zm6fMYenk7eSMecW9gndJnDUY8tIIOCLaC9O98dMzZpAzJQi5VzYi1TaQ8jyuzW4VfnKvXyQKQHTEZkMP/8NNTY3VxXRWleBo5wM7JESAKscLPiPh4i/ZXxJ+sooHvdzRAq8llGK78FEQo8kcU9cLkdqO8gsbRkVMWZsKWsAtjVWD5o1/hcktp5CS93wa3ifVIq1WzClaee5VNvMlqRCph5PYW2HF3tC1lDZ3cud7qOx++pO7Rpb2NLRXI9BXw83OluT5jZXVlNQgfSsCc3609N0d7Zz6tMnxtW0GEvv9OP1E+pb+XaaD4e0iNd3CppFbXUpf/7PB6y2N2druDsAU/ymUl+ao1LdvAd4Nb2Uez1kZEFlGoif2qSA1jseORkZ8L2KRIlPo7wo6+jiOxUjt4uTTg/WYAdiTY6WVvPkT3vwmLFqvIesVM8GOJG6PAJvE0M2XMhi3ThjpsZS1rld5Fw6gPfM1RiaTQ7dJ+/KISz8Z3ClXYfVjpYyg4aN+gSNqZbiwTipwtVRvB3mjq1IyC8VTexc/g8Cj6aw8WIW3xXVkJ92EYeAGaAjoGdIrGVPZwc9XRKtDkFqW5LWBuqKs5jiP0Ol51c1NvDAnrO477uC0754XkovJsEqCA8/L44sDCFvZSSH5wawxWcKVioMKfR0dWBgbI571BLST+xQ6RiCl2wi9ei33KmATjcRWTr7UV96Pd7Ec9oKytMvqmQcGUv7+nt/3/wOvb8Bk4adVzjmDh7oCkXUFKQq7QP+OU7W+xs5PKBImc0dCvs/41GUhZhTVaoNYPxDxd5f9vk9GFvYUp55Bb+5N2FoajWp5gxt9P4qsuMR6Olj6xEKgLS3m6bKAiwcVY9BV6aB/l6MlZDs83uGpQ6MpZRDXxK89E70DAzp6VR+L+NpLOKlQBfOLgwa7P3NKjxFk18k9yfm47QvHu+DiTyr48vBK2kq0YtcwxdqlZ4BvydBw8UfSUv9YONIJDanc8TC63xtCw8l5hN5LBmP/fE8lVJIkVMkt0Z4kRITSXpMODun+3Cz83Xs/oB0+zPZM8/+Inf/Q6dQdAS6eM9cS+Y57eW26uob4BQ0k+KUc/jMvoHM0z9rfB//6sfr504CXr9K0sPjXneR4LuUZ0yv0VFTrNbrrzV3cKa6ia2RqhU2DlY0aAxJbSgQYCXU45tC5YthEz0BD3jZ82ZmGV1qnmGbU05yb+KHOMSs5UmzeVo7QQ+g5t4M0wxqTpEyzvyM/7yNFCYeH8yA0payzu7Cd/Z6AL4pqOZON8Xu0IzTP+HfPzk4VGZ6Ah7sR8rlrojgzMIgYhpTEIZEc29CPi774pl9MpWnU4vJbBl+ku9sbcKgfwq7W9JOS3UJ1i6jm4F/ZBkYy5/StnL1p7Y4AxMrB9oaqkaRFzJbJLxf0cUzxQa47LnM5is5ZLZ0sNrRgjMLg8hdEcH+Of486DX65ligq49bxCLy444MPmahr8syB3N2DvnMekQvoyLzyoQXsMrkFr4IfaGhDHurpZzYoXj9N8NkeP1AU81O0Ql09Zh+85PE797K0kMXqNAx5McAM1K/fU6tnHOJVMpbWWU86GWPWIXCxteF1Vgb6GkMQRdkZqwyRn9rhAenq5tIb1G9GNXT1cGZz/7JS65GTDEzY96pFI798A5hK+/TeDFAkzFTytQn7SXnwh46mmoJWny7VvZxfWd95FzYM4yiEVvbjIFAh+ghN4flGZcxsZ4yKltQKJDl1u6c4UNGTDhJy8K4z/M6Us5jfzx3d3nzeGIdZ6tGn59aaksxtXaitigdKzmmOUlrAwbiP7ZBQyQ2V2jQcA6eg7S3m6624dNZVZIeDkkMuft0Dh77rrD6bDqna5qYZm3Crtl+FK6K5OSCIIXYfZ9Za+Wa1G5ztWZfeT0tPb3o6gtl6+ozml+/jpS9TxQ9XZ0qZ7Sqq0t1LUQdS+blAbz+cu3g9f3m3ogUePAfD3K4vJZfZvkTbaFe9A/AA3F5TLUyIUqF116oa0Ha18dSO83ESiyxN1cZo/9ptBfVnd18XqD+tPPWcHfWOFpxx7lU3n7vFdAXYecdofZ2xpJe/34uLglBpCtg4ak0Nsfl0j6BmClFkrQ20FCWg5WLv9bjp3o6O8i7fAjfObKpl19L6phpbYq9SH/Y81pry6gvy8E1dN6obSy2vR4nlbsygmcDnDEQCHgvu5zAQ4kEHU5i25QY3jp0ju4RRYyK7ITBxt9IyUxz/xsEDWMLu+sGDUs72hqGf85NbV1oqCwc/Lm1R8oXBVXccD4Tn4OJ3NHpTVroEtzERnwY6UHx6iguLg7hrVA3QhXc43pNX0nupf0AbHK3Zbscko33zDUUXT1Bd8f44x9UkY5AF58564et4TWpycLri60cmHn70xz+4lk+LpZyj7cJ9r89S1PV2Ij5kXooPh9TfV22+CifXL4eP2UzzqMertvdbKiUdKlkXtjiMwVTfV0eTshX/uQhaqoqwvaXp3ikLYnEgAW88P4bTL/1Hxhbav5/8qiPA9diwom2FHNXf8xUyQRipsZSftwRfOfcqHWKRndHK0VXT+Ith1q0veC6iS730n48p6+Uu40wM6PBOKmi1VF8EOmBi5EBiRJd3vNajv+RZG7oj5Nq671+HWuuLsZ4BKq/raFq0MTX3lCN0f+SQcNqCq21I0yWfVJs3IMpvXZ+2MMtjXXszmvijguZo7D7zwU4k7sygqSlYUojtwdkYu1ES20Z6xwtiW3XwdwnelLMcgChK+7F0tmH2O0vqjyMoa6GRmsb9uP1/6MFvL73TNl9yLnqRm69mMUaRyu2hrvjGjaf4qTTKm/n84Iqajq7+SRKtQiqpIY2lthrZv2/zN4caV8fl1TA6EdbGBNtJeYvqg6aAGXXLmDrGcp0ext+meXPoYoG/pKQR0HCCayc/VSaRFZHqx0sSF8+PGZKlfc2Xl3duw1JayPL/vohBsbaj8brbGuiJDWWfZbhbHKz7SdoKDdoDMRJnVoQROGqSH6Z5cdUSxNO1zSx6mw6HgcSWHrmGp/U6XI6o2RY46+pspA+qRQ9fQP6RpgBWurKNP4/nGzJYk5UI6h2dbSiK7y+9v26ooMfvW9kxtbteOy9zFMpRTR09XCfpx3Jy8LIGKP3B9DTKcHMzpW8y4dUMnQ5BsxARyCgIeOCQjrdRGTl7EtdscygoaMjwGf2eo32Gye79zfUpBG9+gGunfwBn1lrubrvY6WvT2/p4Ex1M1sjJr/3Z9Qfob29UHltQqwn4C8q9v76pL0k7vmQwIW3knflEDNX3DUp5owgM0Pt9f76+sg6twvfIRSNupIsrFx8NbP9fn1TUM0mN1syz/yMS+h8lYhuVblX6WiuQ2golmtGldf7W+1oQUZzB3dfycFlXzwrMtt5ui+CA0PM7UJDMZI21ahXrmELKfpfNGgIDcUYmlnTI+kYZtAYK2+quw9+LKnjmPsyfN7+ipBDCXySV4mZUI9XQmTY/YSloXwY4cEcaxM8o5dSnZdCa22Z3O3d6GzF+f4pFOfg2bTWV9BYrr3cNseAGdQVZ2LvHU5TZeGwLCpNqqlHyi2Xsll1Nh37frz+K1rA6y/48xuIXQPY/vnLSPf9wMGZ3mrv44GEPKyEejzgqRzn9X1htcYQdDe7WNHRK6VQBczRtkhP6rt6+CivUulzh8pKqEfsomD0yjO54/X38JizgaAlm8Z7yHJloidgxxDUXKQGUXPyVJh4AgtHLzqa6jCxctRKgeb6vo5h7RaI2MqBU9VNWAr1CDWX35goSTmLkYUtNi7+3OBoybfTvElbHs61mAj+6u1AR68MKed1IJElac280TiFYxVjN/4lLQ2IjGUF5S5JK631VXKbgX9kiUws5C5erV0DqCvKkBUcauSfP/WEIrokMlPLiX7sfvjRZLwOJPLCtRI6eqX8tR+7n7Y8nG+neXODoyXOgdNprMgfZhrY6GLDscpGGoY48WU36ROLgFImga4eoSvuQdrbQ84FzdIzRmoArx91JImazm4OzwvUKF4/cNFttDVUUnT1JK6RS/hkxpP0+gSxx9dAJcf5UG3LraShq4dtkcqntQvaOpH0SrnZZeJufweRPmI9ATuKlBtlHvSyx1KoxwNqZq0KgH3htgTWpLF75dM4LbmHpqpCss/vZupNW8Z55KP38doQ1NxKDcVMKVPupQMYmdngOS1G69jivMsHcQ6ejbCfMtQHbC+sGTax3SftpSDhOB7Ry0fFSf072BVTfT0+zqsk5EgSAYeucuulbH4sqaO7D3q6OtFRMOHdUlOGiY0TdUUZcqlGna1//IgTkYmlwsKCU9AshWvlnu5OEMgasklN7TyeXMSM4yk474vnwfg8ilolbByB3b/Xw44pjh6IraZQmja8iK2rA7e72vJNf0PQPXIptUXptNRox2g0VA6+UzEwNqPs2kWt7ufTfrz+qWoZXv+kBvH6IrEFth6hXP7pLbokHdwfn8fhyoZxmTSuNrVxobZFpfMyQGFbJxtdNNMI9BaL2KUCRj/czJiZ1qY8GK96sXlAA+aMWy9mcaGuheLUWJqqiohY85fxHLJc3esui5labG/Owwn5zD+VRo6GYqYUqejqSbolbdh6BGt1PwBZ537Fc1oMegaGtPVK2VNWx22uoz8D2ed34z1rHQEmhrwS4sr5RcEUr47ii6nX46TmnEzF+2Aiq2Mz+CivcvD6pSs0oEsyejqnviQTHXTkTtj0dHago6OrdZPKZEgWcSIr8BlbyDNoONNUXSLvpQD0Ovjx4t7jLDiZgtv+BNbHZnC5VhZJtH9uAAUrIzk2L5An/GTYfUNTK2zcgylKOk20pRihjg6xI7JwBbp6eM9YQ9a5XZp/wyPkOW0FevoGpB7VTLyJIsnF62sotklXKGLePa+QdnQ7JtZOJNuE8e9f9vK8rx13q2meaJdK2ZpdwV+9HTBUwah8sbaZORp6H3OsTblYq7xRZiQQDEY4qWtEu9vNhhcDHHjjWgE/djohNLEm7fh3zL/nZY19n+fbmJK8LIy/+Uxha44sZuqEhmKmFCn1yNfoCQ1UorxNVFnnduE9cw0C3eH3YudqmxEKdIiyFFOcdBpbjxAMTa2wF+nxhJ8jx+YFUrAykn1zA67HScVm4LY/gUWnr/FucSsJ9QKFE3/N1SWY2roMe6yt/rpBo62xGuP/lYgTHR3Elg6jCBo6Al2MLOyozkse9nhHSx36xtcb8kOx+14HE5l3Mo09ZXXDI7cXySK35WH3Tawdaa0t4y53Ww5YRlCcfFrrZjmAoCWbcItYRFt9FVU5V7W+v+vR2vks6cfr3+Oumc+Q2NoRS0evwfivC3Ut3Hoxi9VONvxdVENxivJ4k6F6MCGPWTamKjX4dpXW4iXWzPlsg7O1SvVlgG1RnlyobSZZjYnn7s529LMv8N1Mfw5VyswZAL3dXeTHHcFrxupxHfdIeRqLODU/kG1RnpysbsL/kOZippQp49ROuiVtLHrwncE6gzaVHbsbnZBlWBkIse+olWvQEOsJRsVJbXS2pqBVwoPxebjsi2fGiRQe74+TGpChqSXtTaPvn8quXUBfZETfiGtya205YhUMIv/NKk45i4PfVPSEyofRujtaERpeH+7xmXUDpWmxtNRV9Pf+arn1UjYBh64SeiSJj+X0/rZFynp/ALr6QgxNLUk/+YNKxxq87E5Sj24f1hfUpKxc/KgryQRgSsB0OtsaNR6NMLz3J9Ra7w9kJo3FF/Ixt3Lg8ZJd2Lr6k3Nh76h7IUV6ICFXVr+d5N7fhv7eX4GCuJKh+kjN3l9Z+iXaGqrRbW/iX2TTqC9m/ukMrfTjBnp/h+YGarX3lx93GHvviMF6cl1xFlbOmjVonKpuwkqoj59+D7mX9hO46DaVXpdy+Ct09Q3o7elCgCxO6rsxen/hR5O5Pz6Pk/33FWXpl+jrE+DgN3Vwm/qGYrpUWLNZOfvRJ+2loSxnXO9ZVf0uBg0rF38aSrPRNzQeNGjIMrfHviHTNxTT29NFd2cH9V09vJ9dQcwQ7P7higZCzY35foYv7/pY8u+qA7wY6Cy32LrJ7foUiu+cG8k6qz16BgzEm5zEf/5GMk7/pNV9ASQ3tTPjRCr/TC7kJicrMjSI15995ws4+EZx+L0HyS/JY96xeLm5VMrU0iPlk7xKHvdzlOuCHKqmHimNGkLQrVYRox9gYsh8WzMeSVTPTDNgzhhwz2VdPsbln98mNGYzvnNHZ5GOR88EOJG2PAKfIai5Gg2j5kZK2tNF9vnd+M5dT3HKGdwiFmptX73dXeRdPojP7PVIgW+LqrlTTuEs2sKYd0NcWFt2mi+Xz+WdMHfsREK+Kagi8lgSfoeusuGCDCknkUqRtDYiNFLuyJa0NQ4jaHRJWhCZWGg9PmAyJaMWjW70WbsEUFuUjomNE8218htxevoG9HaPbmxIpNJR2P1vCqqxEwl5J8ydL8JdeLF87yB2XwdZ1NQ3QyYC7bzCoK9vVEFF0/KasYaOlnp09YWUZ1zR6r4GVN3Vw9pYGV7f18SQ1OXhPD1BvL6pnSu+c2/iyi/vELriXkJi7uHwh48y9fWt1HZIiF0UrLZJ45HEfBbYmuFnorxgkdHcweopE0fQ3eFmS2N3j1Ijg1AAj/k68nFuJa1qmB4EwPH5gUwxNGDu8UReeuwOrNyCmHvXS2Sc/hlTWxdc5EwVq6MB1Nz6Iai5FA3FTClTe2M1VXlJ1BReIyRGu+jmzrYmyq5dxHNIcfvnkloW2plhbaA3iJR7jhwe8HNRHCeVXUG9nOtWb7cEPaH8iIbm2lJMBggaLv6gMxwSL/mfMGjIN88B2HqGKjRI9HZJFGZEHqxs5O64XEL6sftv9GP3n/BzZOfCKB5L/5wvo9xZ4XD9b7fEzpzi9s7B9ZLf/I1kTAI9Q0dHgL1PBNX5yXR3av/70yWFhxLzmXU8hW6pDK//ebTXhMlAs+54lo6WekpTYwcfm4hJ4/74XOxEQu6WE10xUierGolSIdpGmULNjNBTEaO/LdqTuPpW4hrUm+Icac4Y0JWf38F8iic27hMzNwzETD0b6MzXBVX4H7rK3nLt0rkGVJxyFn0DYxx8pyp/8gTV1lBFZXYCntNkk9jbC2u4zcUGvf5z5ECc1KeWjSww7Gbf4kiW2ZmT1NDGbRezRsVJyZOeUESPnMihjuY6+qS9OAXNlPs6SWs9oj842UhXKEJX34DONlmtYqRBQ1ffAEMTy1GxJ0Nl5eJHVUH64M9xDW38LamAqcdTcN0Xz5akAiolXWxysyVhc4tMTQAAIABJREFUSRjnFodxV8KH/GmKCXe72Q5bKw/IJXQ+jVWFNA0hd2hDOgJdQmM2U1ecSUezcsOWJjSA109saOXb/oGEieL1Z9zyJPWl2VTmXCV89f2c++Z5Pswo4uX0El4KdlXbpPFOdjktPb18oAIR9PviWo3FTzkaGfCdCtOeH0R60Nzdq3aE091uNrwU7MrL6SV8lF3GmS+fI3z1X6jMTqC+LJcZtzwx3kMHZDFTh+YG8O10n8GYqXc0HDOlSB3NddSVZBG24h50dLRbCm2qLKC5qlju/cX2who2u9ly2xQxfhWJ7NiwnvglYWxys6FC0sWWpAJc98UPxkkNvbbWFWdi7qS4YN5aX4GhqSW6+te/L22NVRhbyBojna2N6OqLNJor/nvJyNSabknrqDg8oaGY+pIspL3D7zM6muvHjBHIa5Pw/JDI7T9dzCKpoY1l9uYcmR9I3spIDvVj962FepjYOGLaVo2Rvj56ocvIjv1NK+9zqAIW3IJH9FKq81MnjdYxoL3l9fgfusr2giqeC3QhbknouMhwQ+Uzcw15Vw4h7e3GyMwG37k3If7Tq7wV+QjTHIS85ateneFKfSvx9a18okI04J6yevQFOgopVuoo2lLMSTn0x5Ha7G6LrYGQ++PUGzSJtjDm33XHKYtezrHVbxB1w19la2QdHXIv7sVz2goEuvrKN6RAhkNipjqlfcw8nsLDiflqU6QnosLEExhZ2FGVc5VFf3kbfdHEPlvKVFecQWdbI1/jyA0mPZhYOw3GSX011YuUZbIIpIE4qTcyyvA7lEjIkSQ2x+VysFLx/9vQ1IqO5tH3G6VpsegJDenrG/6Hbakrx8RKOZHrv1ld7c3UFKbhGKg85qSro3XQhKOrb4Dv3PVcU2CuqFPQ+wsxk/X+ilZF8YOXATG5e3HsU97ncfCNRs/AiOKUM8P6gpqSnoEhxua2g2tzv7na7TfKen8p/GNI72+js+bicnQEuvjMXs+0x77mn8Iwemcs517LXtKPf6fyNsbX+1NMUVdVqkZoj7f3l3/gI+bPXEpXVwe75j/I6qe24xQ0e7yHK1eT2fvr6ewgP/4IPrNltOT60iwsx1hvjkcD/b1NbjZknPoRt4jFKsU7uTYVYN7dwg+3bKRoSJyUot6fPF078T1Bi6/HqggNTejqUG54dw3XPj0DfkeDRm1RBvoiY7qGRZyMvaARGZvTqQD7nNki4enUYmafTMVlfwI7gzfR5O7LGmebQez+vtky7P4CW1P0+6dQzB08EFtPoST1nMbf54D0RcbY+0QiaalHV9+A8szLWtvXSH3fj9ffUybD65+fIF5/2s2P4xIyj+PbttBQmg3Iz6VSVa9mlNHRK+U9FTJcrza0agRBJ8PoKy/OfhLtSVJDG+dVmFAZ0EhzxsBpIffiPhL3fUzUuocHi6fj0ap+1Nzd7na8PAmouZHKPr8Hl9D5lKVfxi1isZb3tRuP6GXoCkXsLK5luYMFgaaGPBPgxMn5gRSuiuTX2f5MszKhLSeO3ICZeB1OYumZa7yZVU6VZPRFS9J63XgxljpbGxGZyD5r3ZJW9A2MqC/JwsrFT+Pv8/eSyMRiFEZfR0eApYsvtUUZmNg4KiRo6Coo0o9UlaSHN7PKWHrmGu4HEvjcYx0FrgFMszXvx+5HIRYKsRcJMdOXoWa9Z63TOtFCz8CQ4KV3IGmuJ+fCvlE3SNrWpboWIo8l82pGKZvd7bi2PHxYY1Rl6egw/eYnSDv2LZFrH8LOK4zD795PU2Uh3b29zDuZRm1nt9omjdjaFpIb2/gsWjkeVIagm/jN8xI7cxJVaOz9J9yTjl4pr2XK/2zK01BzxrxTKVRJemhvruf4tv+ju7ODxQ++w9V9nxC1/tFxTWsEmmoRNaeGss/vwcjMBqeAmZjZu2l5X7vxnrkWdHQQCXQIMTemvL2LuKXXkXI1lYUY+gbieypHYZyUPPV0SdDVl28OkhE0HJG0NtAtacV0RISKpKVh8Nz9R5WiiBNLJx/6pFJaFJDhers70VNhqrW1R8rnQ7D7b5hNI9kjAjexEdsiPSnpx+6/EOTMvv7Ck4PfVKS93VTlJE7szakgS2df+qRSChOOa31fQ1Xc0cWyM+ncfTmHaZZiMmLCedR7fKQwx4DpWLv6yy3GjNek0djdy9cFVTwd6KQULb29P37KaIImk9vdbKjo6FI6nXG7iw2OhkL+rAaqGRSbMwBqC9OQNDcw+45nx9VEshbq8Vt/zFRuf8zUv7QUM6VIHU21tNSW4Rw0a1L2l3H6J/zm3oSOjoDc1g7qOrs5vCB4WJxUU2cXnWWZPG8VydSTaTyUmD+KyqBIuvoG9HaPNm9IWhsR6AlxClRg0Ghp/MPHnBib2w6LwjO2sKOt/rpBw8TGiZba8lGxgAMSiS3QNzBSSPaUArvL6rnjcg5Bh68SeCiRD51X0BM+h+eC3FjlbMNCW3M2u9viPWTa13fuerK0GNE6ILfwhejqG5B+aqfW9zVU7VIpd1+R4fWNJojXD1hwCybWU0jY/SFz736JxD3baO6PNfk4r2rcJo0tVwtYam+ulL50aSB+yn5i6Pbl/Rj9K/VjT3x5i0UssTdny9UCtbY/1JzxcZ7sM95UVUTi3m3MueslEnZ/gIm1E/4LblH72PWA//THTBlqOWZqLKWf3ImuvgGuWo5sBRndaCB+CmT/l3vc7Vhga8ZqR0ueC3Zndt5hJG5ehBxNJuhwEpsu57C7rF7htbelthR9kVhhTaNP2ktLXQUm1tfXyG31lRgPiTVpb6oZ9vMfVWKrKbSMjDcBDIzNqCtKH/W4pLkeQ1PVG/7nBiK3jybjeSCep1KKaOrH7ictC+Ntw1Ke0y3mgKEnnU1VNJSpTxFTR75zb8R75hpOfPwYToEzKEw4ptX9KdJL/Xj9/NYOds32Z9csP7UHQgAEekI8pq1A2tvDske3sfKJL7F09CLt2Hds+9dmbvnkW1bbm7M13F2t7d4Xl4uTkQG3uYw9oNgDVEq6uX2C8VNG/RHayhq9esBTAc58VVBFY4/yzPsBRVsY88ssf46UVrPwmWc5tu3/6GxvYuqG/2P9C7/iM3s97Y014x42edTbgfRJipkaSx3NddQVpVNXnElNYRoL738TPQPNRgOPVFbsb1T6LOQmOzFOnbVkrZ/HB5EeuBoZ8GNJLTOOp+BzMJEbzmfyeUGVygNCIhNLJC2jDa3V+SkIdPVGDf611pYj/oMbNEBGD3QNVz7I2dXegn4/QcNz2kpqCtIG12TKNKz3ty+ezVdy+DH6IULmz+TM0ghZ709B5DZA8NJNpB37lqkWxoN9QU3K0tGHhoo8+qS9mNm5Ym7vQZEaUU3j1Y4hvb+3wtwn3PsDcAqcxaonv8YpaCaJez5C4ODN1ipjoq0FHJmlHkV/oPf3vsq9v4nfOwaZq9b7+zTaS+3en7VQj0NBJixN/IpTq58iMbOAlKPfEbbyXpY8/D6WTj4TOXRWOpj/Lr2/rHO78Jq2El19IY0VBYgt7VWi4qijncW1LLe3QNTZTH78EQIWjr6ncDYUDuv9/TLTl/t7ErDw8WXt+azBOClFvT95Krp6EmMLe6zdAgGZmberXQlBQ0cH1/AFFP6vGjSsXa8bNLo7hkacjJ0VJTIZOwZlQAbGZkg62lj38beEH07E60AiL6aXIJHKsPvbp/mgI9DlQS97Zi+8kcKL+xQWVDQh5+A5VOUm4TVjtSy7e0TemLYlBZ5IluH1a/vx+t9PUx+vH7nuYTynreD0F0+Nmm6fiEnj8aQCVk+xxNVo7KmYXaV1E0bQOYj0MdYT8L2SqZObnKxwNRZxb7zqCBtF5owBZZzaSeqxb5l+8+MqLVqGytNYxMn5gTIEdz9q7tNJQs0NVWdrIyXJZ7B09EJoaKLVJmBbfSUNhWksm7+W+zzs6JH2cWRByCA+8IEhSLkn08qIbTJWiPocUHdHK7r6Bkrd5ZLWxusRJx1tCEXG1CpA6v9RJRKPntI2tXNF0tJAV3tzf6aqfFSznlAkw+mrIT2hIRiacdcHnzDj6FVc9sWzt7KRRu9gbnO348qSUHYtiGCFnZh51fGINRT/IU/+82+mKi8FO+8I8i4d0Np+lOmTPBle/0xNE59EeXFyfiDuxqo3onxmrUOgq4d75BJ6uzs5/uGWwelOkJ37x2vSuCcuB1djETc5je1m3VFUjbGeAAfR+Cc2ALxUwOi7GQlZOcWCvyepXmyWZ84YkLS3m4s7XqE46TTRN/6N6vwUItY8qPK2B1Bzh+cFUtPZTZSWY6aUqSIrDn2RMQUJxwlb+Wet7UcAzO4qx0FPykerY0heHs7ffaeQL+mmwiMQ38PJhB9N5r7L2ezMqkFs46J0m0PV092pkKDRUlMyWHCuLcoYFT0laW34w09qywo6o9fDjoEzaakrRyJnGgdk0TCK/m5jSWDmwFPf7BiC3c8krq4Fa5GIZzes5fSiUDYvWEpk2i6NoCaVaYr/VHT1hZSmxSp/shZ0vLqJ4CNJfJBbwRZf9fH6+iJjpm54TGYyUXAjN16TxvPXSuiW9vFW2NiF6sL2Ljp6pWycYPzUbGszLigpVAiA54Oc+a6ohlo1pjnGMmcMKD/+CN1dEkJj7lF5uwLglf6YKXuRkFVn07llEmKmFCk/7jBGFnaTkqft31aCvbSdN9asJWVZOFaGIlyipvNpYQ2hQ+Kk9rXpk1RQo3TNPFJ6+gZy13590l662psRWzvJnYCRtDZgKJ44aev3lJG5LW3DDBr2tDVcp2WY2rrQPEa8yVDUsSpq6pFSY2jD5k++Yk1sBo3ewfxS3oC/qRHfTfchfkkoLy+Yw0z9dsRF2jXO6egICInZDH19lF27oNV9KZI8vP5mNfD69j5R+M+/mTNfPkvkuoepLUonP+7wsOeM16RxorqJ9KZ2Pp+q3NRc2NbJzc4TawRudLZWSLkZqs+ivbjW1D6I9lVF8swZA8q/cpi64kwi1z3EmS+fIWD+zdj7RKm87XvcbclcGcmSSYyZUqSya+ehr4/QmM1ap2iIixOxt7bj1UXziF8SynfTffAzNeSnkloKO7r5F1bcllrDD+0O1HeqjlivK87EeozBkebq4mExJ20NVRhbXkeLtzdUaz0ScTIktp5Ca91w45uuvhChkQl1JVmjnt/Z1oTQUIyOQFftfXVJZdj9W/qx+9Hn8vkq/AEcwiKYumwNb9vWkrA8gm0RHsy21nw8g/fMNfjP38jxbVuwdPKRxcaqiJfXhpp6pNx8MZvVZzNwEAm5ulR1vL6xhR3+829m1ZNfo29ghKGpFSlHvubX527g4g+vUZ5xCWlvN+eqG7n1YhZrHK3UMmnUdvWwo6iGF4JclB7PxdpmZltPbI02GKGtBKP/Trg73VIZgl1VDZgzDlXIYk16e3tprioi9cg3HHjjbo5/+CiSlgYMjEyZcds/ib5xC3ZeYSqd2wZjpnwnL2ZKmfLjj+IevZT4Xf+hsSKfBfe9rvGYPDuRHo/7yuKkDts1EmPYQWfodNbo5rPTcy6eh5JYePoaL6eXjtuoIiNojK5tSXt76O3pwt47bNjjLbVlciNW/mgqSY3F3jtCKf2kqz/iREegS8DCm0k/sWPc+7zSZ0KDkRWr//UuXnsu8cK1EiQKIrftvcIQmVpRdPUkd7rZsr1QOY1MXVm5+FJfIhtm9pmznpyLe5H2ajZCRZGG9/56xt37s3TyYfFD7xG26j7Sjn9Pd0crYSvvJePML/z25p9Z+ua7OBjoqd37eyypgFUq9v68NdH701Wt9+dibKBW789aqMe5RcHUdHazbN9pXvnLSirzrhGx5gEqsuIpTjnHgvteZ+afnlJ7rTXQ+/s4yut36f211pZRV5yJW8RiWaxHRT4WTqNjTCei+q4eTlQ1stHZmvSTP+ARHYOluSX3utuxuz9O6uLiEb2/PZfZfLmKLw2mkdw6vu9Tn7SX9FM7B2NVhIZipQQNa9dAuiXtNFWqZ3gfj34fgoarP3XFGQiHRpwYKzdfyGJQlBs0jMysaW+qHSw8SaRSvi28jt1PbZZw1dEHB2NDot08ODDVhCtLw/ux+5rHaLlFLKIyJxEbt0Dy445ofPuqagCvv/FCFn5m6uH1Q2I24zf3JmK//Rfl6fIzwcdr0jhY2Uh2SwefRY/9pdcEgm6Tmy0N3T20KCnUvhzsyk/FtSo7sZSZMwaUcugLsmJ3MeuOZ3EMUI7+EgkEfN6PmuuW9jHrxOSj5kYq48xP+MxaR3HSadzCNT95ssLBnK+iZUi5VyVx3LVyKQJdXfZVNXHGxoOI46lsjsvl0BCkXEdTLUJji1G4e3nqVAGBL2ltGBJx0oa+SExdUTrWLv4Te3P/RRLJOZ9auwYMTpuMSdDQNxiFElUmUzsXmmtK6OmRXUz7gPaubr46cJjbL2QSfPgqH3VaYO7tzWPedmTGRJCyLIyvpnqNjy6hQAZic/zm3khTZQEVWXFKjYHaVpcUHkzIZ9aJFLqlfZxdGMxnUcrx+kbmtoStuBcjc1uKU85w4ftX5C78x2vSqJL08HNxLf8Odh3zeTIEXQ93qIDdV6Swfoz+XiUY/c+ivclq6eDwGDjJoRrLnDFU1058T/yu97H3jsApaBb23hFKt/1MgBOpy8Px7UfNrY3NpFrLMVNK1ddHzsW9CI1MsHTyxsY9SGObnmop5r0wd+IWh1C0Oop3wtxZnr2XirDFTD2RyrrYTD7KKqMpJZ627uufw4byAswd1Jt66h2DoNHZ1oSOQCArvBalY+0ywqDR8j8QcaJgresUOJOutkaFePne7k61SQM6Al2MzW1oqr5OFohraOXd7HKqOiT4vPk5j8TnUOY5l9sjPElYFklmTAQ/z/TlDlebCceAyJNL6AIay/NVyoPUpt7OKifg4FUSG9rUwutHrn2I+tJsWusqaKuvUPi88Zo0/plSxHpnK6YoOZZ0DcRPORkJ+b5o7GnA10NdkQLPpKg29QSqmTMASpLPoNtvQlTFIHuzswzrusHJiqeSi5hxIkWtfG9tqDj5NAB2ajQyVZWnsYgXA505syCIolVRfD/Dl3V5e+metoRFZ9PZkpBL0oVY3s0opW7I9am1tgwjS+UZwCOliKABA1OP1+Te28jIRn/s87KxxXWCho5AF5GJBe1N10lZZrbONNcUK3y9rPahukFDR6CLiZUDjVVFOBrokXwhlt0lNTyeXMi04ylsuJBJtqUvQS5WHFsQPIjdf9THActxTDGPJdfwBQh09fsR9L/vOmcAr/9dYTXPB7oQtzhE6flTbOXArDue4dz2F7D3icDKxY8rv7wr97njNWncG5eLl1jE6iljG0RPVjUSZTmx+KlIFTD6q6dY4CkWcZ8aVKOxzBkDuvLLO1i5+GPvHUHsty8y6/anMbYcmzQVbWFM3JJQngt0Yfskx0wpkrS3h7y4wwh09XEJm6/RbVv2x0kdmhtA3spIjs7155asn2DWSm65nMO04yk8nlzI3vJ6ClraqUy4TGNVEcaWDmqZBuqKM2RRfwrUXF0yzKDR3liDyMRycB9tjf8bBg0Ta0da64avtey9I+iWtMuNY+3rk0XeaoK2Zx62hLzks+hcjeWLwm7u3LGPI+V1hJgbs6Mfu39mQRAvBjrjocYAhjx5RC8naMkmjn+4hbaGKtyjlv6udeWhSmpqY8aJFJ5KKWLDGHh9Y0t7/BfcwvItHxPz988ws3NF2tNF7LcvcWnn61RkXpF7jblQ1zIuk8ZT/evS10LHrmXsKK7FUUmzUJlWT7EiXQlG31EkZJ2TFU8mq75eHmnOkKfm6hLSjm1nz8u3yeJ+eruJXPcw61/8leibtmDnFT7q3DI0ZiqxYXJjppSpJPUc1q6BiEwsufzz27TWVzD/nleGRTapK5FAwCY3G36e6UtmTAQJS8K4092GSkkXTyZmc0DgyM+XUvn6yCnihb5qG5jlydDEUm7ECUBvTzf23sPvC1rryhFb//EJGt0drVTlJuEUPHbMw0DEiVv4QlrrKqiVQzxSVdM2PkZvl4Sa4mylkduvxqzgyfydHJjtwyIHS34u0Tz11tLZl7qSTPQNxbiFLyLnwl6N70OZZL2/DG4e0vv7p79yA5CRmQ0zbnuKBfe9TknKOcrSLxG17iEaK/LZ+8rtMmpTXx/lbZ3j6v0dUqP3pzfB3t+dWur9DTVnzO/v/XV3dnDtxPfsf/0u9AwMCVpyO9dO7qCtsYaVj39B6Ip7ldKARvb+fo+Yqf/n7jwD26zP9X1JljUt2/LeI7bjxM5wbGeHJGRBCIHSQkPZZXRwTktpC/2XnkJboOwDbQ9QRhe7bMiAhCRAQhKSOLEzPJLY8d62LFt7/z9IVmRbkiXFSUzvb5bkV8v+vb/3ee7nuodVt/tdCi/6NoCLJJ85sTEnAP9q6uHO/FS2lKWxumc/f9twHfdOT8fJmTip2e44qeHeX1f9EcwGLbMvvTXs523Yv4WEnGJikrMRy5Xj1hxzSlfQXLkj7OcLRefdoKGIS8HpcGDQ9BApcUWcCIQRRErl4zpXfE18+5I8JgHjoP+FNk0q4tF3N/LgyV6qlTlc8ewrfNmtZn6CkveXTKfp8jJ2Li/mN0UZZMrObrMmUcSQkFNETHI2p/Zt9FvYOp/a16+lbNsRHg0Sr1+04lpmrr6J/e88Scs4WJdwTRq3H6xnerSMNcn+3csOoMtoOSsE3eqU8TH6D8/IQiiAe480BXXMYM0Zw6p4/880Vmxj2W0Pk5w/x+/jflqQQu3aOcyPi+L7+09xya4aWsZxZZ8PDXY1MdDZgMWkI2cC0KCzY+Q8MTubfatm0bq+nOfK8shWuJByN35RyZt9ch6pbuGLzgHs1ZU+N8wOuxWrSe+hXgSSSTc+At+sG0Qa5fpbdBk05PS11BKf/R9k0PARceKiG9UgFIldWdp+pjJcOeShrWWxKbkMdjaNuC1LIaFxyNU8sTictETE8Mq2XUzddJBFO47ydmsf2QrpCOz+k7Ozz2qjNnP1TTQe2k52yXJO7fkw7ONMtFoMFi7Z5cLrL0hw4fV/WuC/gbLs1ocQRIg4+N4zVG9/PeCxwzVp3HOkiQgBPDgjMAHh8ICe1cnhN19uyEkaF6N/SUos06Jl3H4gOGdzsOaMYbUe283Ov/4SnHDRLX/w2+i+zAs190htG2XnOWZqPDV8vZmMGYs5vv0N5lz+w7CP40HKXTzDFSe1eBrzE5R80TvI+l015G4+xC8bDexs6GPQPfHXbDCTKRn5tzXY1URMck5Iz+0iQfh3zGt721AmZtDXXEPCqDXZpBtA8k2POFGqMGlHFnRkMQlExafhdIJR64egYfVvbPEneWwSJp1mjLkrSy6h1WDGZrdTZwKj3UHRo89SvPkgfz7VgTRCyAPFmdSvK6VqTQkvluexMunsCQERkWJikrNoOLDlrI81EXLh9U+x8ovjKNx4/T8FwOunFs4lpbAc42AfLUd3jXv8cEwaH7aradSZeHmcCKpPOtXMOIv4qctSY7E7nSNy70crWSpiQ1Yivz0WPDkoWHMGQH9rHUKRmOqdb7Dwul8jFPm+JiuOlrFn5UyeKMnlo/Z+Crcc5rWWiZ+ICkd6dRcmrZop5avP+lgxIiF35qew6aLp1F/mipO6Ij2OOq2RWw+cImtjBT+u17P1ZA9dBjMtPtZkAG1fB1HxoU3pCUVi1zrhhwJp1KoZaD9Nho84F5fp+Zu9LitUyRgGXAYNeWwiJq16BH3TRdAIYNDImkZ/c23QzxcVl4pxSI3daiFLLqFpaKTRqFFvptqp4P4PPiVv434Pdv+HeSkcvaSEmrVzeGvBVDZkJoQVB+KRQMCMNTcTESmmYf/kWJcBflfdyqytlZzWm114/UXTfBpTIsRSlt36MMe3vYJZp6H0ijvZ/c/7A5rMwzFptBotfNSu5rHZOQEf90pTD/Hi8OOnFBHBYfQfn53Dh239QU/+BmPOAJeBdvc/H6D0yjsxaQc4vv01lt/2sM/p5nixiPcXT+P9JdM5rXPFTP3hPMdMBVLD/i1EiCKZuebmoAY8/EkshA2ZCby1YCo1a+dw1B0npbHYuO9oM3mbK7i71cGHNR3Uj/o/bjGYSZeIsFstGLXqEYSL8dTfUjeOQaOF6KRMz89Ohx2TdgB5jCvywaDpQaE6+3z3C62o+NQx0X8ZM5Zg1PaDH4KAaUiNTHn2VKeCRVegPfwpHXojclUKR5oauO9o8wjs/gmtkSvT49m1YqYncvvHfrD7/pRTupKSdXew4/m70fV3IJZHk1JQSst5QOaHotdaeinccpiPvfD683NyKFrxPdb+/AXW/vxFohMzqNr8Mu/dfxV1u95FLFPSdmx8Yl44Jg0H8NtjLVyblUhSgNrHcPzU2rPA6RfHytk8jvHs5Xn5nNaZgjaoBWPO8JbTYefU3o0IBUK2PHk7W//83xgGeii98k6+/fv3mHfNL0gvKOXPcwtGxEx9/8D5j5kKJLvFRNvxr8gtWwVOJ1+/+RhmvYaltzw4LgXZWyuTYnixPI+qNSXUryvl/qJMpBFC/nyqg+JPDjPj0ypu3H+KD9rVaNWdtEVEk6Gux26zk5Q3+6zfhzQ6zu81u8NuIyF3xgjTiXGon0iJ/JxHupwPNVfuJKckMDHcRdBQUrzqeqp3BK5lBlLe/HVESmQIhCIsprHXrKMjt7cqC9HkFlKoiiV+zjyOXjZxvb9hxWcW0t9ygrx5a+mo2+93uOZ8aK9X7+/2KSlUXzrH51onksiYvfY21t37dwyaXo5tf5UZq25AGhXLpsdu4di2V8b0Mid7729VSiyH1YF7fw+F2PvzZc7wlkmrZv+/n2DH878gvXgRmTOWUPH+n5HHJnHlfW+Qv3C9TzOud+/vFnfv70LETA2r80QFIrGUxCmz6G+tmzCDhnfv78Ml04mXSZgyfyG29hr2Z89k+tYjAeOkLCYdek1Gj91tAAAgAElEQVQPuXPXhB0hY7eaObHrfYpWfA+xLAprAIOGQCAke/b5iTeBC2DQiM+a7nHHRboJGtKoWBeWfZzoD2mUCnMQBA1ZdMKIqZYR90UIiYoQ0mkwoYhLQa/upkI9xD1Hmlm4/SjZGyu481ADzQYzGzIT2LdqFicvK+WDxdO4PTc5ZOx+VslyOk9UkD1nBSe/+iCk3z3X+msQeP2Cxd9izuU/5PDGF6jftymo44azUDfqzXzSOcBT42y49/RpWZIYfhMgL0rKe63+T5BxYhE35iTx++rWoIrNoZozhrXvjUdoq97Lyh8/OQbRviwxmiNrSvh5YTr/d6qTmVur2H6BUXOjVfvF22TNWorT6SQ+0z9e05eGkXLblhXTuK6MTUuLWJYYw/4+Ld/+qpacTYc8SLlTXR1IoxNAIHAVmgPg1Y2DfchiAudMAph0g34zW888RuPB5FtNesSyKIyDfdhtFqLiw8ukn2zyRS1KyC6ir7mWqPhU9AM9fqOfRGKJz6mUQIpJyWGwu2nEbVlyCS2GMxu9qPg0BntdxbsWg4WHatpY8flxcjYd4jt76tjfp2VZYgyblhbRuK6MbcuKuacwPWjsviIuldzy1XSdqEAgjKC7viqk93A+tL1nkJmfVvFsfSc/L0ynak0Jy0ZhUpfcdD+q9Hy2P/szWo9+GdRxwzFpOIA/VLdyc05SwInMs42fWpIYzZ6+oYCPeaokly2dA+OiQyF0c8aw1G0n2fzE9wEna3/+4ogiQK5Cws7lxbxQns8XvS7U3AsBitgXSmb9IB21XxMhcmWbBkNqAogSCbl9ykik3HczE2jWmbjzkDtOavtR7jnSTJV7Il3X34FMdaaYrLbYiBQKiBaduejQdDWGHIVlt5oCRnW4EKAZqNtOEpOSM6K4YTXpiRBFntWUzYWWVKkaszZnFC+io24/UqUqAEHDgijE961MSBtT2AbIVkhodiPUZbGJrvOf3c6gzcFz9V2s311L/pbDLNt53NUQV8r4+7wCWtaX89WKmTw8M4tpytDXhOSCUkBA83m6CApWJ7Umln1+nJ8cPs2alFjq1pXy/VHUIJFExvwNv2T/20+QXryIliDX5nBMGndU1DMzVh4weuX15t6zip+6OiOB0+Pg518qL6BVb+btAPtqb4VizhhW69FdiMQyBruamHXJzSPuU4qEvD7fFTPVZ7ZRvrWKe49cuJgpf2o58iVJU2aF/HtC4Kr0OF6dX8DxS+dQvbaUnxakYrS78Nj5mw8zZ9sRfljR4EFSGwd7EStdk6vtRgvJ0khEo5qPuv52lCFO6Ykixdis/s+/xiE1ek03SfklYwyOJu3AhDTDLqS8I04UscljDMzRSZkBI04SsqaHFHESnZTJYI9ryjZL4TLMjVZUXApDvR1jsPslW6t4saGLGLGIP87KpnF9OYfWzObZ0iksDhG7nzV7OQKBAL26C03n6ZB+91xr0Gpnw74TXLGrllS5mKo1JTw8c6SheOG1v0LdXk/915u56JbfU7nxrwx2NY177HBMGndXnkYiFPLbAHTS4fipDWHGT23ISsBgd9AcYC98f1EGYqGQuyuDQ/EGa84Y1mBXI5UbX+CiW35P/b5NqNvrWXjtvZ77BcAfZ2ZTuaaEVKmY9btq2bDvwsVM+ZOmowG9pgeBMIKsWctC+t2LEpQ8WzqFQ2tm07CunD/OyiZGLOKFhi5KvOKk/t3ah8XhiheRxoylVbQazGTLXevlUHcLMV6GivHkImgEijgZSdAA1+uQu00ZBk0Piv8Qgoa2b+Tkf3rRQoxD/Qj8GKGMWjWy6LM7JyUXlGK3WYnrb6DBIkAoihxTp97RM8gPKhoo2VZF/ubD/KGmFbPDwV0e7H4Jr8wv4FvpcX7rpZmzllF25X+z46+/8JxjcuasoKN2P1bzhSWE+ZIDuGcYr+8Q8v5NV/JEjJpTm1/gvfuvYv/bT9J1sgKnw07Boiuo/3pT0FHj4Zg0/t3aR6vBzEvjmJob9WauyRy/juhL6VIxigghbwYwBi9PjGZGjDxoqlGo5oxh1e/bSG75aiIiJej62qne8TqfPHUHW5+5kwXGFjaWp7J+9Rp+WtV8QWOmxlPjwa3klq8BXNSbPa89jN1m4aJbfueXNDRNKeXhmVl8tWImLevL+fu8AgqVMj5q72fZzuPkbznM+t21PFffNeZ8pOvvRC2LI1su4dS+j5m6+Mqzfg8yZZzfWFKBQICms4GUgrJRr6ODqHGoVN8EtVXvIXHKTMRy/3tOi1GLPCYRh91GZ93BsJ5HqoxjzuU/4Ou3n0IYEREU4dkcKefaF17jhRMtPPLeRu48eJJm/cje34dh9v7AFXUqi0lA29tG4UXf5sSu98J5axMu797fi3Pz2eHu/QmEEeQvuJwr7nsdRVwKB959hozihWSXXMznL/2KfW8+GtBgcs57f2cRP5UXJeW9ABHacWIRN4XQ+xvPnOEtTUcDO567m6pNLzLzkluQKmM5+P4z5JatYt09fyN12jwAliUoqVpTwt1evb8LHTMFgNNJ3a73mXbRt1G3niQuTING4N5fHds7+/nRK+/yyMle9jf0jUsvspr0iMRSKj/+Kws23BtWXB3Aya/eJ2PGEhx2W0A6ZFLeLIzafrS958dgft4NGgnZRfS3uCZIxFIFVqMeiSIGk278P0J/2OfRkruLyb6UJZd4nEiKuJH5seDaVG7p1PD9A/XM2lrFtE8O83hdOwLg3unpHuz+3+fmc1kQLtuc0lXYzCbaq/dcUOecPw3j9ZfsOIrNyQi8fk7ZGuZ+5y6Ob3+d2s/fDOm44SzUPz3ciCIignsK/U91vdHSQ0aYzsY5KgUigYBNAVzLL5Xn0WGy8No4OVUQvjljWLv+/j90NxxlzU/+TGzqFNKlYrYsLeK1BVOp1Ogo2lLJU5MENTdanXUHEAgj6G2uJnscioZUKOTGMUi5JLpNFu6uaiR7YwXzth/lZ1WNYyY1HTYLFqMOWXQ8rQYzmXIJ/mZcDEN9nqmQQDLrBoKIONEgGUXQAOhvrgsKs/1NkKsJeIagIRLLUCakM9BeT3RCRsCTUESkFFuIEScxKTlovHK7IgSQKhXT7uUMVSako+33HatyQK3jZ1WNzN1+lJyNFfy8qpFuk4Wbc5M4tLrkDHY/xz92f/baWzmx+32y56y4IKi5UPTkiQ6KP6mkSqPjtYWFbL6oiHSFjMU3PUDW7OV88bf7POfSYBWOSePV5l46TRZeLM/z+5iP3Qi6OWFMawuBdJk4YDbgr6alI48Qctfh8YvN4ZozhmUc6mfzE7ehTEjn0rtfICZaxUvl+exaMdMTM3XnoQsbMzWeTu35mIJFV1C1+SVKLv+h3wxa7zipurWl3DvNde59vM6FlJu1tYrvH6xnS6cGX/ZZbV/7GBRni3udHtZgVxOxKaFFnNgs5oAkCG1vG9GJGditFga7m1Glj3RPm7QaJEHQlCajIqUKHDbbmAmF9OJFtFfvdefZ+iFoWEwhZ/QqE9LR9Y3dZ2R6mefkMYkYNL731A16Ew9Ut7Ls8+Nkb6rg+n0nOKrRc2mqis+WzwgZu583fx16TbfLtD0J9VH7MF7flWt9cNUsyt2mijnrf0TXycNY9FpsFiND3cEjjEM1aZzUmtjRPcgzc6b4fYzW5mDAauPmMOOnyuOi2BmgQLAoXskclYIfVARXbA7HnAHQcvRLsmYt5cC7T5O3YJ1nWuI37pipaTEyNuw9wZVf1V74mCk/OvnVh0RK5CjixzdFzFUpeKYklwNecVLJUjH/auyh7LMqpn1SyTV7T/Bacy8mHxOPBk0f8hhXQ9nmdNJtspI26rpJ19+FPDYxpKJGhFgasPBpHOonUipnoO0kKVNHFpz/EyJO5LFnIk4Uccno1SMb2coABI2o+FRsFnNIdYDo5GxPMy5bLqHZh0FDoRprFAHos9h45mQna3fVkLf5EGu+qGZrl4YSlYI3R2H3Rw9mjJBAwMw1N2PSDtBw4JOgX/v5VuWgnoXbj3LfsWa+m5nAibWlXJ0RT9HF16JMSOfAO08y9zs/Q912KiQKSKgmDasTHnNPKAaajq8ZMnJ5mPFTl6fFURsgtilGJOS2KSk8UttGMKthqOaMYTXs38xAez1zv30XB955EmVCBtMvvpbvZsZTd1kp12TGc99RV8xU1WDg6cULqYb9n2DSqpl5SWCKRq5CMiZOanasgq2dGlZ/cZy8zYdYu6uGP53spM/HeUiv7kIRN5ZW0aw3k+X+H3QZKgJHMXjLONSP3WbxGzEzmqABoB/oIspt0NAP9CBXffMNGlHxaej6z+xj4zKmYrMYsRoNfq9/jNp+pMrwTFLDKlh0Baf2fkSWXEKjKAa9uivg400OB6809XK1G7tf/tkRXmnqJVUq5umSXJrXl3Ng1SyeLsnx7APTixcx75q72fniPSOMZblz19BYMTniTfypx2Ljyi+O8mjEPJKNfWwvEPD/Cs+Y+kViGTmlq4IeABxWOCaNH1bUUxoXxYJ4/83ind0aysKMn7opN5EBS2CM/p9Kp7C9WxOUISJccwa4TFi9jcfJnnOGXlCuUvB5aQK/oJFDdiUrttbyYevkoMz5U3d9FZKoWGLcNQSnw85Xr/wegUDIkht/i0AYQZxYxF1TUz1xUp8tn8GlqSqOavRcv+8E2ZsqWPb5cR6obqVBH/hz16k70SsSyJZLaDy4ldRp88cd6AsogQBJVKxf+rtAIKCjZv8Y6pyuvxNlQmiEu8kom9lI54kKMmcu9fsYq1GHVKmiescbYT9P+bd/Sv3+LRgGurH6oGf4kliuxKjTkCWX0Kw1uHp/B0f2/sBH7y/IyO24jKkMtDeQWliOxTB0VtEtEy1fvb/3rttAYekKDr73DGJZFCXrbufo1n/x2V9+grrtZFDHPae9vzDjpya69xeKOcNbbdV72PTYzXTWHWTeNb9A09lI9fY3WHblD3n7ext4bXERlRpXzNRk6/2dPvgJKVPLsZoNyGMTiZSMTzH3HSflr/eno8VgIVMiwmLQIpKNfw62GPVEShWcPvgpZsMg05ddE9Z7sxh1NFd+jtMZ+JvMnrOC5srPw3qOcHQBDBrT6XMjPiOlCiwm18IcDBlDqowdg+T3JVl0PIZB3/9kWXIJLe6pQIUqZdzNtM7m4OXT3XxrTx1TtxxmsRu7nxsl5bnyPFrc2P0nZmczaxR2Xx6bRGxKDimFZdR+8c64r/tCqtlgYc2X1dx6wIXXr15Xxh3rruLkng85suXlsI4Z6kJtcjh4+kQ7/1WQ4teteECtx+50BmWOGa0bshLpCIDRL1cpmBev5McHx98In605Y1g7n/8FmvZ6brjzMfatLUfuRs3dMslQc75U9+U7KFTJZM+5eExR4wxSbjb160p5oCgTqdAbKVfJjftP8WG7etzPTqfuQqFKwWB3oLPZSZL4ngY1aoIlaAx46Bj+5LBZsNusrjXKqCdS6jpZ9LXUjCGefBMlEEYglkVh0Z+hFsRlTmWg8zQOuxVlYrrPqephicQSbCHGNY2OOEmViukzW7E4zrR+o+JTfTYLR8sOfNCu5sb9p5jxaSUzPqnkL6c6kEUIeaBoGLs/mxe8sPuxqVNInTaX0wc+Ja1oAacncbF5WHq7g1sO1LPyi+NEiYTsXjWbG5RmmvZtpKPm67COGY5J40eHGpgfr6TUT+PQAXQaLVwfBoJubaoKu9NJhR+MfpRIyI/zU3jqRLvPZpS3ztacMSyDpoev336CpNhYdl0ylwWJsZMqZmo89Zw+gtPhwGLUYjXpyXGj9WfHyHlydJxUlJR/t/axaMdRpm45zLf21PHyad9IudEyDvYhVcSMiB1o0ZvJ9mr4GDQ9REikAScoRstmCYag4bqY8xdzMhHZ0hdC0qix8SYRkRKS8mbTUbsfWXQcJq0/gobZbzSPP0XFp/k0xWXLJbS6/9blsQkYBgPj1Ie1u0/LnYdPU7btCHmbK3xi998MgN1PyS+hNYhokAut31W3MntrJY16Mx8smc7blywhv3g+hz56lszZy2g5Ehw9w1uhmjTurGggRhzBXQX+J60Oq/WsCmO/HCUSEicW8a9G/9/7X8qmsKtniOpxMrchfHMGQO/pY8hjExGJJRz+8FnW3Pw/HF03n1tzk3m0to2ybUdCPub5lravDYtJz9RF68fclykT85uiDHYuL6bp8jLeXzKd+fFKvuwdZP2uWnI3H2LNl9U8caI9qHOaYbAXecyZxpP3hPawHHYrxiF1SHh7UaQ0YEynSatGFh1P2/G9ZBQvGnnff0TESZLHDKFQJaPXnGlmy6LjcVgtWAy+/w7js6bT3xI8PQPcRA63yWs0bc7zmuKS0Y1TxwCo1Rq572gzi3e4sPu3eWH3d3tj9/NSiPa6/s6cuRSnw4oqPZ+mw9tDev0XQq81u/H6HWruWzSXX01Po/PffyBr9nISc2dw4J3/DfmYoZo0XjzdTa/Zyl/L/U9rb+5QMyM2vPipGTFyNnX6r4W9UJ5Pr9nKy6fHN1uEa84Y1v53niIpbxZZs5bR+fZDrFp+JQ/Om8nHkyxmKpCaDn+GKj0Pp91O5syLPLfHiITcmZfCxiWuOKndK2ZyZXo8J7zipJbsPMZ9x5qp047fcNUPdKNQjY0vaTGYyXKvz4M9zWMMFeOpv6VuzB54WBbDEA67DVn0mfOBy5QxbNDoRv4NJ2hEShVERIpH7JszZiym7fgenE6HX4OGaUg94nMJVdIoFamFc2ms2EaWXEJ7ZCy6/s6QjtFlsvJ4XTur3dj9K3bVsqt3iAUJ0by/ZDqNl5fzVkkyJRvvR95/xvynTMggKj6NjjAnzs+rnE5qurq5ojmSx2rbPXj9y1JjySldSc/pI35r9oEUqknj+KCR3b1DPFvm39Q8HD8VzsT8yuRYDgWIA7x7ahrRkRH8V8X4FKqzMWcM69Tej5i6+FuemKkPlkzntM7ErE8P80nRNfQ0hjbgcyHkdDpoOrSdKXMv8dwmtNtI3v4Mtwk7OPitZRy9pIQf5aUw6BUnVbbtCHcePs3uvtCuC3T9nTiUiWTKJViMOtqO7SZv3tqwX79EEYPVpPc7mS0QCumo2+8inXrV0V3DL998gwa4Yk68jUKjFZ2UjTBCFNY1M7hISfEZUzm29R9EyqKwBIgpGJYwIpIIkRib2ejT/Dy69zccuZ0T5Yrcbllfzr6Vrt6fv8jt+MxC1K0nKFz6HeomCT1jtJoNFi75sppf6hKYOm0KD/Rv59a136an4QgbH7kpaEKzt85p7y9Ic4y3xuv9zQ2h9xeuOWNYDruNui/fYeMjNyJwOll2zV385vSbZGDiIXk+tx9qnJS9P5vZSGPFNvIXXM5AewNxmb4jRUb3/u4PoffX4jYqmw1DiOX+ybDDshq1iGWua6j9bz9F0crrwibcNx/5nIhIid/nHSbsNVedP7LveTVoCIQRqNLzUbuLFK6IE4OLjKEf36DhC8nvS/KYRL8RJ1leC3FUXPK4Bo3RanZj9y92Y/evdmP3lyfGsHlpEac92P00SucsZaC9AV1fOwPtp0J6ngulz7pdeP3nZtzMirIpvGzcNwavH4pCXaj/Ut+FxmLj2VL/09qndSauDgNBt3gcjP5zZXns7dNSOc6kx0SZMwBuyY7n6VN/4+LOPRy+6i7W7Dk5aVFzo9V4aBuxyTlYzQbmF83hjz6RcuozSLmvfCPlxpN+oJso99RJi95Mpp9pL1dROhiDhiYoR7TZHXPiImi4TgL9zTUkBMh7/aZIIo/GYtCOcAwmZBd58rGViRkMjUPQCAYhNyyRWIZUqRox4ZKtGLspdk3BhFbgANDY7Dxb38XlXtj9j9sHmOaF3d88P5uVe/7CwvKL6KzeE9QmfrLopNbE8i9q+EvZXcjmXsTb06zclhd8TvFohWrSqBzQs69Py1/L/K/Le/qGWBIAt+9PV2fG0xBgzXuuLI8Bi41n6wOfqyfKnAEu1Nz7qm6ubtxCw/Lr+a1yGp/3f3P+XsBVnJm19CrmVr3BE8XpnF4/j01Li1jqRsp9Z0+dK07q8+M8XNMWlvHE6XS41mevTbF3sXlYg11NxCTnBH1cu9UUkKAx1NuGMtGFEO9vrh1DNXKt3d/MaW1f8SapU8tRt54AXCYMu5+YAZvFHNDY4ktR8Wlj0NAwcq8sj0nyu6cOJH/Y/Vgv7H7F6jPYfalShVgeTd2Xk9vQPCyN1c53953git11VM29kYeEh/l9YSJZMy8K22QSiknD4HDwf6c6+dnUNL/UqHfb+sgLI37q2sxEDHaH3+zTH+elEC8W8aND49MzzsacAa51pvXYbsrnXMTLyg6u7fua06WrmLGtKqym4oVSd30lmTOXuuKkckfGSW3ITKBJb+bOQw1kbqxg4Y7hOKnQJ8/tVjM2ixmJwmVObTacmdD2lq6vg6ggiB7DiogUBzTmGof6kSnjaKveQ3rxohEFZ1fEyTfboCGPTcQw4CZoqEbWD6ID0DNg2KARWkMkJinLQ9DIlIs9wyXDipQqEAgisBgCx8P50nZ/2P2padR4YfdvX7SY/qYaOmr3+zWfTDa58PpN/EqxEFl2Nh+XZ/BscRKVrzyAzTK+mcyXQjVp/Pfh0yxJjGamn+L9my29KCKEpEtDmwrMlImRB8Doz46RszgxmjuDaOqdrTkDXIXbw6/+jt/ML2FjWRpLq17jH+U38P+Ot026mCl/shi0dNQdpL+5hquWX86ri6Zx/NISV5zU1DRMDge/d8dJlWyr4gdecVKhyKwfRBgRMWb60HvPPNTTSnRy8AQNcMecBIiaHU3R0A90ERXnun78T4g48VU3yCheTNvxvS6DxjmKOMmbfxmtR77EatKTpZCglsWFVb/wVuWgnl8eafJEbt/bCYPla7gyPpL9q89Ebt+6ZCk9VTuCjgW50OpvrSM+axrPN3R58PrPlxfw25k5mA4HTzQarVBNGj+sqCdBHMmP8nwbU5sNFgx2BxvCqDG7MPq+r5PkQiE/LUjlLyc7x23ATYQ5A6Cz9gApcQls/c5aUmVirnDHTFnkKoSiSPTqs/tbPV86fXArhXPX8Oy8qVSsnk3j+nL+WJxBdt8J6mddTNn2Y0z/pJJrveKkwpWuvxNpXCp2pxOVWMTJvR9RsHB9QLJSIMmUcX6JlwAIhGh7WrGaDR4yIIC2r+M/Jk67vWYfCdnTPNcjozV9+TU4HfawIgpEEhnzrvk5+99+ErvV4iHzjyexXInZvW/OUkjG7K1Ha3Tk9tV76jig9hW5neaJ3I7LLMQw2IsqLe+8Tt6Ho681Fv6rPpIXstezXmXgDckpLlKFH1sdXu/PzrMBasyndSauzrhwvb+zNWd467pEMW+Yd/P9Y39ja9ElPFFwHW/t+HLcWI8LqRNfvU/BwvUMtJ0iLsMVczJNKfXZ+/u4fSDk3l+LwUSWXILFoEUsG7/vbDUZEEnkIBCg6++gZuebzP/uL8N6bw6bFbNukMKLvu3z/uT8OejUXWe9vwtF59WgEZs6Bb26G6vZ4Jm4dNgsLvxTEGSM0Uh+f5LFxPuPOPHKcVWoUtH5QIOGotHY/V9UNdJjsnBLbjKvR7dyp/UE32/eFBC7P9kkjBDRmVDEDx77E1V9Ax68frg51qEu1D89fJoVyTF+88t39gxSHiKCbhij7w9fdGtuEslSMT8cB9U8UeaMMpWCg6tm8bsZ2bzV2MVTgwpebxJjsUz+6Wxw5XX9d248c9v2cK32GG8XSLkkVcXRwdCRcuPJhQV1FROafUwCDss41B8cQUOrCQq1PGzkGGHQaD2BKi0PYcT41IHJLF9raUJ2kQfB5spz9W/QEIml2CzBEzRikrMZ6m0dYQjJHDURKIuOx2o2hF1A9VaD3sT91S0e7P4N+05Qlb2EFXMKuW5GEf8qMPPpxTODxu5PBkXFp9EpjefRv73E3z7exP3TMziwahZlQUxa+1KoJo0fVNSTLBVzs5/i9OvNvaTLxCFvKspU/jH605RSLk6K4aeHA0+cTJQ5I1UayeaLinhtYSFHNDp+tGMP7xrSOdY0fh7eZJB3nNS/Y7vYoBJw++KZKIV2Xo+ZwpQtlR6k3AH1xBhOtP0dKL0KCc163waN2NTgY07GMxpo+9pGETRGGjSCoSRNVvlam9NnLKLt+J6A8SYwbGwJzaChTEhD54OWlCmX0OI+d8tjEzBozn4S1hd2f1u3htmxLuz+vkvnsv7Uh9ybLg2M3Z9k6s8u57Deye//9QpXZaXy8Mm/s4LwIw1DMWk8daIDrc3O/5X6ngrc3DGASCBgTojniXVpKmr8YPTFQrhnWjovNHQFxDnD2ZszwLWu3ab+mr9Fd+JAwP9s38lrojLMzvAyRy+ELkuN5erO3RTLBK44qenuOKnaM3FSt7rjpCZChsFe5LGuc7Uv0xyAtr8dZULwBg3Xvi9wxIk0Oh5tbxtWk35Ewdmk/eauyQBiWRROhwOr2fU/4YpIPUOXiU7K9JgpfCkha1rIBo1h00eiRITR7kBvH/m/5oo3CW3IxJd8Yff/1dhLcmwcN6ZYuDfBxkPaPTxdkuOJc5rsEsujUU0t5+YH7+fX8vlk5mbwVVkCv54W/lRqKCaNr/u1HFLreMFPNKDW5mDAYuOm3NCoczfmJKK22PwSzv5ank+FWjfu/m4izBkAv56ezlezYyjv+Jq35nyHm7bvoUmQRkQQCOTJoLkqBU+X5HC3uZo70yTc2b6FokVLebVFTflnR5j2yWGu2XuCV/3ESYUqvbrbU88Yls7mwGR3kCAR+YwkGU/9LXXE+yFowHBsSpbnZ8NAt4ecZDXpceIkMgik9GSVMmFkvIk8Ngm5KonepuOuxp+/iJMhNVJlmAYNgYD8hes9UanZcgl6RQK6CWx6O4B3Kyt5zZJL+ZenmPbJYZ5wR25nTi3hlVlSjqwt4+9z81kbBiXtfKq/xWXQgDN4/evtxbHgSrUAACAASURBVNTFF7Jx3Wxemj817Bp5KCYNrc3Bi6e7uGdaBmI/T1c7aAg5fqrMjdHf3OG7R/GXsilobXb+dxx0/USZM67JiKf20hL++8hfOXTRdSzfc9rTgIzPmu4x/E9W5Sok/M4dJ3W0PJ6runazaNWlfNan5ZIvqsnbfIj741fwP5/sodsYGs03kHTqThSqFJoNFrLlEvqba7FajKQUlI3/yz4ki473S7wEEAqEOJ1O2qtHUud0/R3/EREn4DKMd9TuJ2v2sjH3xaZOIT5zGmb9EOIwzkEl6+6g82QFXacOA7gIGqbxa1tiuRKLQYs8QogiQkiP2RrS8x5Q67irspF5oyK3b8lN9kRu32+r5tLMZFr3b8ZhD+3451sOux2nQEiT1sC1r31MlXrI3fubfh57fw2sSDq/vb/v5ySSFETvb6LMGWUqBQfcvb/Xmnq5s1vKm5UNIBBineT9P21vG0PtJ1mgkvBQhsgTJ+Wr93d/dUvIvb8Wg4UsuYugIQmCuOx0OrBbzESKZQDUfvE2EnkMuV60pWAllkUx2N1M4ZKrfMZE58xZQXPl+aNnwHk2aCRkn5kgiZTKsZpchQ6pIhZzEAQNaVRsUFEogQga3igjRRgEjUAaxu7fsP8UM7Yd5f4Fv+XkqlvJnFbAAzNyqF9XSqUbu78iybeTcDIodfp8EAioObiDWw6c8uD196+ezdMlOT6x1OMplIV6V5+Woxo9L871jQf9V2MPcSEi6NalqbA5nRz2gZ8TAfcVZfCPxm40Vv9NuIkwZ8SJRby3qJAPl0zntN7M7K2V/K66lZN7PkIcpQoJA38+JQI2ZCbw5oKp1Kyd40HKZbYcQD99Di+t+iXzdhznzkOhI+XGk94dcQIuVLOvQjOAQdPryd0OpGEyRnCPcxk0hjFKNrMRbX8nsan+EYnfBEmjYjFpR66l8dnTzxg0EjPQBiBoiMQS7NbgT74xKTkj4k1gGKF/5sIqKj4tqHiTcLSrT8vniXMpffYttiYv5Levv4vGZOZHQWL3J4Oy51wMwMm9m3jgaBOzt1bSpDfz4ZLpvLeoMCyjSSgmDY3Vzj8bu/ltUabPz6hiYBhBF3wTxoPRP+0bo//S3HyOaPQB15SJMGeIgGdKctm/ejZRIiErv3DFTLU11aIb6CK7dFXIxzxfWpkUwwvleVSOipN6sfY0W8VZlP1rG3/NXM/jn3yJ9RyYTHR9HSNQnK0+prUHuxqJSckJ+ph2i8nnJnlYZp3GFdMkVzLU20qkLGoEFcmk/QYTNEYblgUCMooW0Va9F2l0PMYh/8Ueu9WMKAB5xJeiEtJHFLcBYiIjEApgwL0fcu2pJx5VPozdX7LThd3/U/7VRK+5nG9lpwbE7k8qCQTMuvQWjn76Dz42Kfjd3F9RmzOT/y3L56sVMylSysI6bCgmjbsrG7kkNZY8xdjv3gF0GC3ckBVaI7A4Rs4mP8XmP82ZgtHu4JFa/zFoMDHmjJ/kp1C7dg4LxUa2lFzJI4U3Ut14it6WOgoWXh7WMc+HZsfIecIdJ9XijpOaZe1hVWkmV3fIzsRJNQYXJxWqXES5wAYNXV9oReCISElQESfAmIKzC1uq9Nssm+ySxyZh0JzZp4w2RwQiaAiEEagyCugPMscZXAVkYaQY41A/2XLpGNocuE0i6oknyHSZrDxxop3rT+j5r6E83p+yns7UTBYkqfhgyXSaLi9jx/Ji7pueHjIB4nwpt3w17dX7sNvtWGauYcEzf+Ox6hbuyHPh9S8Ns6EZiknj9oP1ZMglXJfle3Dg0ICelcmhvQ4XRt93A+L6rETS5WLuOBi42DwR5oy1KbFUXzqHO6ak8FhtOwt31lAhKcZus9F6fB+5ZavDOu65VoZ0bJzUgoRoGk8fR11+CXdnX8tlH3zNYzUtdJkmvqmi9zJHeGt4+MQ42IcoUhpSs6q/9QRx6QV+J5BHmz506m5PxAmAYeCbTdEYTYFLL15IR+1+F13C6fRP0BjqD5ugkVpYjtWoo7/VRYTOkkuwK5MmfMLS6bDTc/oYyXmz0dkcvHS6m6v2naIiYQ6r//QS7zR3kxsl5fnyM9j9x2dn+yX3XCh5GzQAUqaWkzT/Cp55/vfc9Pe3WKCSU7N2Dj/JD48MGopJ4+GaNsx2B0+X+DE1dw5QHOLnd322f4x+nkLKmpRY7q5sDHiMiTBnFCtlfLViJk/NyWVjRz/z3v2MV/YcZe41v/A8Jj5rWshxa+daSpGQH7vjpE6546S+5Y6Tuu3AKf6kkbLhi0Z+XXmaGq1riCs5r4SOE4cn9HXYLSasZj31Tqlnz3xqz0cULLoirONJo8cnaDiddlqP7yFjxmLPzbr+dpQh0O0mu5oO7ySndOWY24tWfI+6Xe9iMWpDNmgkZBeRPftiDn/0nOc2sSwKq2l8goZErsSsHyJLLvFLiQxW3pHbxe7I7Wc7zfRHpVC2dBkfzFVSeWnpiMjtyaZhgonT6URvs3v1/iL+o3t/vynOHLf3NxHmDO/eX6NX708giMBms7k/+8nHnIsUjOz9PaTby7XTEsgsns79te1n4qQmoPfXYjCTIZfgsJgQRESMiM72J4tJ5zEXOx12vv7345Re8WO/tB5/EsuiMA720t1whPwFI+tKwggRmbMuornq/FJwzmulxLsBKJZGYXUj5n0hncdIIECiiMGsD4wVFEaIiJRF+TVyZMnPoIxGI0onUtFJmQzohjjSpGb5/75A/qaDLNt5nI3tA0yPlvEPN3b/qxUzeXhmFoV+HGMXQgUL16PtbfcU4k5qTSz7/Dg/PXyatakq6i4r5ZYgEJ+jFcpCffvBenIUUq5KH3vx1Gp0IeiuzQz+NXwnI4HTfjD6T5bkYnU4+V21/+mniTBnPDwzi6o1JaTLJW7U3AnPSaGvuRqH3cqUuZeGceRzo8UJSp4tncKhYaTcrGxUYhEvNXRTsrWK6Z9U8qNDDXzaLaTBoMDhcJ6T1+GN4/Q1nT0sF0Fj/DxR13R1cAQNaVQMFpOeSOmZi7X+lrFI/W+aRk9py2ISiBCJ0fV3IIyIRKaM82Rt+1JEZIgEjZQcNF0jL06z5BKavbByUaOmYCZaEZFihGIZVrOBN041c+2+k0x3Y/dfauhG5YXdP7R6Nv/nxu5PFuUvXE/nyUOeLMszeP1a0uUSqtaU8NCMrHGOMlahmDQeqG7F5nTyREmOz/sbdCauzgw+0/d7WS6Mfptp7AXSd9LjyFZIue2g/3iwiTBnfD8nkbp1pVySGstPDp1m2efHOemVJ31y70aS80oCGgbOpwqVUh4ehZSbppSx0QdSrl/di0yVgt1mgTDwkcFI1z8Sk++LcqQJMeLEZjUjGocEoe1rR5mQAU6nK4PbK3rKpBtA+g3F6UuVcSMMGvEZhVhMOnR97e5pHP/FHpvFHBJBQ6KIwWm3j4l7ypJLaPWKvJHHJE4IQWM8mVQ53PPMc5RsORAQu/+t9Ljze/ESQFmzlmGzmBjsbuHiHzzGvnef5nvP/B9ztx5CbbGxdXkxr80vQBmGwSRYk8aOnkFqhoy8NNf3tHao8VPDGP23Wsd+59lyMZenxXFPVeBi89maM5YlKKlaU8IvpqXzXH0nM7cc4u4H78PpFLDg2ns5tvWfFK+8PqiL+POhZKmIewrT2LasmMZ1ZWxaWsQyd5zU1e44qeXbK3nuYCfCaUvP+esxaLwIGn72zdq+dqLigzdoiMQS7AH2fcZBV8QJQNvxvWQUnyk4Ox2udSbUwslkkUKVjN7boBGbNGKPHO0VRzJaMcnZGDS9nppHMIpOykLrNnz4ijcBiIpLQTcBBA1/ksijsJrNGAxD3PDCKyzcVkn2xgr+61ADLQYz12YljsTu5yahiJgcK3P+gvXUf72JvAWX0169F72ml+cbupj2ySF29Q7y0tx8ti8vJkce+voRrEmjz2LjzeZefjcjy+f56r3W0OOn8qKkvNs6dgBJCDwwI5M3mnvps/jfB5+tOSNXIWHH8mJenJvPl72DTPvkEM83dGEc6qetei9589dR//Um8heuD/nY50JRIiG35SbzgTtO6uvVrjipZoMrTip7YwULtx/llwdq2dOoxmY2EyE+d81t/UAXirix6PoWg5lMT8xJywjixXiyGnUYh/qI8RONMtTTSnTiSIJGlLdBQ9ODQvXNNWgoE9JHUOAyihfTVr0XAIfD4dcUaBpSe85Xoapg0ZWc3PsRAKrICGxOJ1JVyjmpYXTVV5JcMMfzc3RiBobBXurVmjGR2wfVWi5OjGHLqMjtpAtMCjVoesDpdNFNYpNYfMNv2PPqHzAO9vFph5qZn1bxfH0Xv5iWTtWaEpaGUXsJxaRxz5FGrkiPI9vH+v9GSy/yCCGZsuDPDYsTovmq1zdG/+V5+dQMGgLGIp2tOUMpEvLa/Kl8urwYtcXG3M+q+OWRZhzA128/RXRiJoVLvwNMDoOGEPhWehyvzC/g+KUl1K4t5a6paZgdDh6sGRkntb1nEE1nI0qvGkJMSi5Wk36EaXaipOvvpDkixrNnbjq0nZSpZR7zcSiSKeMCXrMLhEKcDid9TdWe/w3Xa+hCrkoKK/ZjMqqjdj+xqXkjPkNFXArpRQs4uedDLEZdSAOqwggR8zfcS8WHfxkRvRcpVWAJKuIkGotRG1S8SajS2OzsTJjD0wMStgwoWfHMS2xs7WN69JnI7cnW+3M67AjdJoHh86V37+9Sd+/PH0E5kMLp/X17Ant//iK0g+n9TYQ54+EZrt5fmo/en0Ag8JhInZOE0rzEq/d3+vIzvb8XG7rZsOsYj6mTeaA3gR2ijLOKkxoto92B1monSRKJxaANiqJhNepHGLvUbSdpPLiN8qt+EtJzi+VKLEYdNTveoOjiDSPW3dTCcga7m8/JuSaQzuuOLSFrOid3fwC4CBoWt8tNohg7zT1aYpkSq8ngaU75k6uAPeDXiZQpF9NiMCMSyxCJpUFFpoSjuPQCtH1tOB12Dxp9GLtPtesxyxKUXJudyKWpKm7OScLscHJCa2Rr5wCvNveiDnCRfS6VNGUWJ3a/P+b2D9vVfNiu5vfFmfx+RjZ35qfy40MNHPLhTPOn4YX6y4tnsX15Mau+qPa54HWarLzX2scjs7L5oH3s5qZm0MC6NBUvNwZXYChTKXjDB+IoTRrJtzPjAyL0z9accXVGPA/PzEYogPuONftGLbmbTDllqy9Y/nquQsLNOUlcnBRDjkKKQOCaht7areG1xh6Pa9lbBk0fkqg4DEP9KBMzAmYwhyudV8RJi8HMd/1MIwVL0AgWf++KOFFh88q5wumkr7mGxNwZsOfD0N7IJJIkKnaEKS4hazr9zS66UVRCGvqBnoDZpiKxJCDqerRiU3I59fXGEbdlKUZGnCjj09D6QO1PlCJEYuQxiSMmbcBVRH36ZAdPu9GTRUoZN+YmsTQxmivS43A6oUlv4vOeQf7V2E2j4fxjyFKmliGRR9N0eMeY+yo1ehZsP8qNOYncX5TJ1ZkJ/OZoE+/5WDf9adik8eWKGXy1ciZLdhyj38/559dHm/lT6RQer2unc9SE2c6ewZCyW9elqqj2g9F/eFYO77b0+TVdnK05o0yl4PmyPJKlYv7R2O13k95+fA+z195K4ZKrqNn5ZkjPMRGKE4u4MSeRS1NUTFXKEAsF9Jit7O/Xct/RJnYFcC27TAzp2K1mIs5RI1Pb10Fy/pniYZvBTJo76mb4XDnY1URsSvARJ06HHafTiTBC5HfPp+1tQ5mYQX9LLf3umJP2mn2Aa42PCeH5JpOkUSqGepo9Pw/Hm8D4ebZ2a+BomNFSJqSj6x+75mZ5keYAZLEJfmMDJ0pR8elERIqpP7gdOIPdf6XJtV9KlUZyY04Sq5Njebokl7+UTqHTaGFP3xCvNfeGtA+dMLnpGce2vcLKHz1J9Wev0XLkCwC67XDFV7UsSVDy59IpHLt0Dn+t7+LRutDOcT+saOCF8jzeXTydq/fUctDP+7z9wCn2rprF5akqNnWOvK55tbmXazITRvxPBtJNuUl+MfovzS3gpNbIli7/12xnY85IlUby8twCZsXK2dk9yH8dbvC8DpvVwq5/3s+qO58mq+Ri+ltPULDwcp/XK+daUqGQqzPjuTI9jpkxcqJEEWisdioHdDxf38lH7Wrf1zanjpCUN/ucvz7jYJ8n8q/ZYCbbR2SQC6Mc/JReRKQEWwCChtVsQCAUIhLL6G06jiIueQR9x6RVBx1VOtkkVyVhcEeaSBQx2G1WbOYz10TRSZkM9fq+/onPmh5yQyQ6KZPBbtfxshUjaXPDUqhSAhqpz1bDOcBD3c2eOoYD2NypYbM7iidKJOR7WYmsS1Xx/6Zn8IcZWfRbbBxS63intY9PAqwT50rx2dOJiBTT03CUhdf9mt3/eMBzn8UBPz50mkdr23hpbgG7V85iS+cAdx1uDCnCYtjc8IeZrqb4P5p8Gxh/fbSZqzLieWRWNr862jzivs2dAzwnEFCqUvic8ButcpWCCIGAT3zEID062/U67hv1HN46G3OGVCjkz6W5rE1VUTtkZMmOozSPuhaq2/UeF938Oz56+DpEkRL3331osT4TobUpsVyTmUBZXBTxYhEGu4OaQQOP17bzVmuvX2LRQFcTAqHwnJJM9epuouLGEjRa3Eh9OGPQGB5oC0bDhAJN59ha1miChtVswG63uZpUhiH0mh5PY/CbqKj4NFqO7gJAJJaROGUmX73ye9edTod/goa2H2kYBA1ZdDzJeSXsff1hALIUUloMZqLiUyc04mRY3fWVLNhwr+fn2LQ8NB1jv+cDXtFGImB9ehzfyYjnltxk7pqahs5m56jGwMcdat5t7Z+QyJ5Q1N9SR0LODIou/i61X7xNd33ViPufONHO8w2dPFuax+sLCzmqMXD7wVNj6gyBNGzSeHNhIQA/8UOt2Nyp4ZTWyItzC7jky+oR9+lsDtQWGzflJvFwjX+S7LCEQJpMzGstY88B69NU5EdJWbT9qN/fP1tzxq+npfPD/BTUFhsb9o7dc9utFnb987dc8rPnUbeeID6z0EN+OZ8qUym4ITuRRQnRpMnE2BxO6nUmXm3q5ZWmnoDf80DnaRfd263k/Dlj/n4mSnp1J90SFbPce2ar2UBL1efkzb+M45+9GtKxZNFxGDT+r50FAgFOpwOnw05H7X7Sixdyas9HOOxWTNoB5LFJ6M/BmnK+5bBbaaveS1bJck7seg+A6cs3cGrfJqwmPVajLiSCRtGK72EY6B4TOyCWRQVlhJa4z335o2odE6XsORdTs+MtUqaWcUKj436NztP7W5qg5Hu+en9dA7zadGF6fw6H3W0WcrhMA17y7v39wd37+9GhBirPUe/v3dY+/jgrm/f99P4uD7X352NdTpeKx+39na05I6jen0CI0+lAKIzAEaDnci6Vq5BwS04Sy717f3oz27o1vNLYTa3XwGKkLIp5MUmc+vTvZM+5mK6TFRP6WlrcBGazQYtYrgxIDAawGHVESkcOLx359O9cfu8/SZ02l866g0E9r1gWhcVNRBvqbSOnbBWNB7cCkH0B4k3gPBo0IiVyFHEpDHS4Nh+RXhgiaVTMuNElUqUqqBgUWUwixiHfJ8NEietCzWB3EJOYfE4LG6qMqRg1fQiF/j/iL/u0fOluroiFLqfXlelx/Cg/hXumpTNktXNEo+eD9n7eb+3nfCzZUfHpRErlnNzzgd/HPFDdytMnO3ixPJ8Pl0xnf7+WH1Q0BH1SCXahvqeqifVpcfyhOMtlbPHSpo4BT4bzeFKKhKjEIk+h31svzyugUWfiQz/NzLMxZxQpZbw4N58shYS3W/q490hTwN+vP/AJ86/5hccIcK6lFAm5ITuJy1JVTIuWIYsQ0me2cVCt48HqVrYHcHsPy2Yx4rBb0XQ2EpdRcE4MGnr1GSRoi4/p7GGZ9BoipQqEEZEB895MuuDw92adBnls4oicK6vZQH9LLdOXfze8NzNJJI1SYfYqksdnF9HX4o43SUgf1ygRESk964iTLPlIg0ZUfBpdJw8FfcxQNOyGjIpP8dmQ9FaN1sivvYqcq5Ji2JCVyLfS47l9SjJGu4PaISOfdA7wWnMP2nOAJx+t2ZfdjtViRNPunybxalMvrzf18vjsHJ4uncLdhen84GC9T2OVLwVr0vigXc3Ppqbx8twC1u0eWUD8V2MPP85LQSkSBvW5FMXIebR2bAHkwRlZRAjgniNNPn/vbMwZcWIRL5XnMS9eyb4+LWu+rA6It9P1dyAQCCha8T1O7fnIk0F/riQCvp0Zz1Xp8cxWKYgWRaC12TkyoOc3R5t5v70vaNfyMN3CbrWERFYIRbr+kREnJocTjdVGilRMh5uMYtD0ECGRenI/g5Hd6oo5cfi52B42nwD0NddQuPTqM69Bq0Gq/IZGnChj6W44U3jKKF7Ewff/DLiKPYEuWGwWU0jfc1RC+hjDGjBiqkQYEYlYphwZu3IOlDt3DTazyS8lr9Nk5fG6dh53GxzmxCi4PieRxYnRXJ2ZgN3ppEFnYke3hn819tLug8oz0cqatQy71ULRxdfSVLmDkz5Mm1/1aSnddoQ781P4ZWE6N+Yk8YuqRj4NoXEZjEmj1Wjh43Y1j8/OGWPQqBzQY3M6WZemYqOf2BJvrUyK4ZB67P/dmuQYpkfLWLrzmN/fDdecIQKeKMnhO5kJNOpMrPxiJMloWHaLic9f/BWX3PUs7dX7KF55Paf2bcJhO/ff98qkGL6blcC8uCgSJZGY7A7qtEb+fKqT15t6GAzinNdS9QU5ZavGjQs5Wxk0vSTkFgOgttgQCwUo3eeSYWn7O4gKxaAhHn/fZxxSI42OQ9fXfqbgvPdj4JsdPaXwijgZHW8iFImRxyT4XEthZLxrsIpOyvYQObLkEg76+H9UxCWf00ZLpEyJMCIStY+m77CGsfsvnXbVU7LlYm7MSWJlcizPl+chFAhoN1jY3TfIq029HPNjyJ1I5S+4nIavN5M+YxHGoX6fn1GzwcKaL6u5JDmWp+bkULN2Dk+daOfZ+uCJJMGYNBzAA8dbeGx2Dk/VtdPjtad2AO1GCzdkJwZl0Lg+O5F2Hxj9JLGIa7MSuafKf43hbMwZP8lP4e7CdPR2O7cdOMW2bt/n6P6WWoxaNelFC6nfv5n8BevOi0FjZoycm3ISWZIQQ7pcjMPppFFv5p3WPl5t6hljJPGnwe5m4jIKQkathyL9QBdxGQVjbm/Rmyhz56sP9bQQnRwaDbGvpZb4rOk07N8y5j5dfwdyVdKI2sgwmVRtGMLwH2DQGI5HTS0sp7+5xlNf9tVwGpbNbESAAJFYhs0S3HUyQP6CdTRX7fQY9LLlEhocrqEVb9PeREndehKFKtlDkY5NnYKmM3Aj34brWn14wC02MoLrsxNZm6ridzMyeXRWNr1mKwfUOt5q6ePzIOp9Z6v+1jqKV16HXt3ld9hBZ3Nw84FTFCqlvFSez/7Vs3mvtY97qpqCroEHa9K442ADX6yYwaqkmDH1zkMDelYmxQRl0Lg8LQ6b0+mzYfnY7Bw+alf7jVE4G3PGpSmxPFWSiyxCyGO17Tzf4P/cpevv5Os3H2Xp9x/EZrOM2/iaCKVLxdwyJYkVSTHkRUmJEAhoN1rY3TvE6029VA4G3+DVdJ5G5RUtnVIwx2PKmmjp+jvRyONH1JpP7f2Ypbc+SPX210OKIpAq4+hv9R9tJ4wQeY7XdnwPeQsu49QeF5nHVeNI+48waAA0V+5kxuobObHrPSRRseSWrWbTYzcDhBRxokzMYNqya9jy5O1j7ouUKrCYxjdoiOVKzAatmxY6sddh0UmZrhq7YdAnpX9Xn9YzWDWi95eXwj2FF6b3Nxxx4nDYwQ9xyrv39/E57P3dW9XEFWlx/GFGFvcfn4DeX+PYfflL8/ID9v7OxpwRSu9veG9yPiNOokVCrnf3/qZHy5C6e38H1Npxe39Wow6n00HHiQqKV93AgXf+N+Awb6ga7vENGYY8AwKBZDXpEctGGjTsFhMH3nmK+d/9JRsfuxl7EMPEkTKlZwitevvrlF/1ExortiGMiCS9eDGVG18I7w2dhc4bizIuaxoD7fWeL1IsVZwxaChVmMYxX0gVsUEViOUx8X7ditlyqVe8ybmdPIlLL8Bi0mEIcurQ4oA3W/pGYvdPu7D7j87KoXF9ORXnAbtfeNFVmPVDGAcDb9688foZcgmVIeL1g0Ee2YAHa1q5OTeJ2MiRmK+3WoNH0F2XlYje7hhTsF+eGM3MGDl3VPjOaw3XnOFCzRWwdQRqLrA5A6D58HaEwogR08gTKV9IuZ+5kXIP1bRS4EbK3VFRH5Q5Y1gGTR/6gS5U6WOLDhMhm8WI3WpGEhVLp9GCSixCIvRxwe10ujKwx4k5sZmNIBCOG1ngHYViMZ1x6Wk6G5HHJnpyr76Jko4maHjFT0UnZqDtDXxR6iJoBLepFYllSJWqEehPRYQQeYSQXvOZjV0wxpBwFSESY7dZUCZk+C2i+9P2nkHuqKinZFsVBZsP81BNKxaHg59NTaPWC7t/Zdq5we6nFy0kUiJHLFUwNM734gB+eaSJuZ9VMeDG6786vyDozL5g407uqKhnVqycZaPORW3DCLqs8Uk22XIXRv/tUbjmOLGIm3OSeLCmFV/bvrMxZzw0Y2TM1He9UHP+5HQ60HQ20t9ygmnLrwn6uULR4gQl/1c6hQp3nNQjs3LGxEld+/VJ3moN3pwBXgQNm+XcETT6O4iKS3UZC91q0btc0N4aDDXmxBI45kTb20Z0YgbgMmjEZ03zvIZgKUmTUVJlnMc8N4w87WtyjV7IouMxBsCler5nPwXp0VIm+KYWZXuZ52QxrliVc33xmFG0yOf0pz9VDur55ZEmFm4/Oi52X+5ngvKsJBAw6/9zd96BbZbnFj/a29reljzjmcR27OyEDEIWq0AZYbaFltFCaUvporctdAAt6j0rvwAAIABJREFULQXKCB1htwQuJSEJGZCQQYbjkXjGW97Wtva+f3ySrD1sKyT3/GeNT5Jtvd/7Pc95fmfTN0Aik6EZvoBze/8R8+F/6yHw+keVUzPC6ycSd/Jocx8YFDJ+XpEbdl+v0YobcxOjGxVymXh/OPza5U81Bdg7pkV/FCTsTM0ZvpipzVlCPNIYHjMVKrt5Code/iHkNWthMWhQsjw1OP15UeKkPh7R+OOkrj5KxEklYs4AgIm+FgBARnF1St6zT2Z9MFFu0GyDLOT/zWExwu10JLxWUmkMuByxm52WqYCYk7bgmBMiempmSPmvWmxBuj/ihDBoTONOeZIcGDXjUQtV4rzkkeJp6Xl+klJeiJnZp1TXMRhsLqh0JvTjAwk/Z9Bs/0qx+1QGC7KFa9B3Zh/KVt3kn9aMpk8ndKjy4vUfK8tB01ULsSqJGksicSfvKlQYNtuwPUK29nHlFFZIEoufiobR3764BENmG/4dIfoEmLk5Y3VAzNTLPeOYv685qjnDp64vPkDp6hvRd3ofZNVrQaWzEn69RJXOmI6T6tu6CHtWV2CNlI9T6uk4qbWft+Kp9uGEzRkAoJ8YAJXOSqgwPFMZNRN+ImigFObpGCr9hCIokiQR+QgakeR2OWHSjIMnnW5smLWTYHtjTUzayzfihESmgC2Q+A1zuVUr/MQ5gLh+ixUTYDFokoouIJHIKF52jd90CBBk5gGqAEZ1ahqpHrcLyv5WpBcRewbCoJH4XhkgarYv9Yzj6qMdKP6kEWs+n47c/tfiEiiunsbuz0sRdp/GYIOfIcOX7/4+7mO7DFas/rwVjwREayeD108k7qTXZMW+MR3+HOH+D4ZUKEwwfurGXHFEjP4TFblgkMn4fpQp7ZmaM/K9MVPb64vxRUDMVDyNtJ+Esr8VFAotJdEZbDIZ3yxI98dJnfLGSQ2ZbXjobB/kuxqw9OA5/KhlIClzBkAQ4UhkCrFXJZGQXrQQEz1Nc/4ZAMLQZuNKkRewX9YMX4DVoENW2eKkjsVKE8c3w3gHMsc6T0NaMN9/zjSqRv1DKP8fNH6hAWnpeWAL0lG26kYMNn/u/93YLcbEzrskEpbe8hjO738jYuQAncWBI4GIEx9BQ54CgoZs4VooWg6HxSBGUqze3+8vYu/P43aDTKEQcRtRDBpAQO/vWAfyvL2/J1PV+8ufXe/vthn2/mZqzuBRyXgzyd4fyUvQSGXESWjvrz2g9/dkQO/PFycVTybtBMhkCgzKYWTOq53T9+qrHRMRJ/GvixxWI2jM8F7cWNcZTPadw8LN30rodelsrj/qefxCA1xOO3IrliO7fDG0I90XxdAYqotG0JCEoA5pAQYNBkeQAEFDAKsx/j9OLIJGIFKfK8qM6GybKwlzS6BStM84syYSdv+ugnSsCsDu95usODypx7/6JzAwR9j93KqVmOhuTPjxPrz+XflSPJEkXj8RN92OASUeLM7C9vpifP1El//2ZBB0W7JFaNOFT+38paYQByf0EQvBMzVn/KQsB/d7UXO3ftmF4zHw86FyOewwakYxb8X1Sf0NYmk2SLlEZdYrYTXqkJFCbLNRMw6uMBNqow5jFjtyWQz0msL/bma9Cmy+JO5322YiJvliPY6IOCEMGg6rGTQWB9Ar4XG7oBnuhjivNGXEh1SLyRP6DW8kEhmivNKAiJMcTE1Ex+QC3knKBCNO+BlyTCmHghp8ofEmAAg8aAryWwGAQqPD5bCDJ8nGSNuXMz6Oxe3GjgEldgRg9+/KT8eGTAH+UlOAFxcVYtRix4m5wu6TSFi45VvoPb0XBYuuTNipOmF14poAvH5rEnj9REgaFwxWHJrQ4/naIlTvD8ZMtunNuDpL6J+ojKY789OhjoDRf62uCGNWe0Ti0UzNGTflivHUfDkoJODnrYN4MwqOOpp0Y30wqkdRdsXX0XX0w4QpENFUwKbj7oKMsDipAxM6vBklTmomMnonMIyaCVDoqTFouOxWOKxGohDhNaQqvM3AkwF7Wv34AARZBVD2R5++Dz1uLBOdQTWMkhXXAQBsJj3sZgPSpHmYmlTAariMDRrcaTNyTuUyjHac8n/vmTxRbPOsxwOX00EY0hKYzueKczDZG46JzWMz8KmX8BAYUZAqkcgUCLIKksbH+hSK3edRybg1Ana/QWPEzjnC7suq14KVJsJEbwtO7/xzQs+xu4H7z/Yiv4M+I7x+PJKG3Q083TGMn1fk4a8XRoMoRgfHdbhdHr/AvVhEYPT3hGD0HyvNAYdCwcONkacRZ2LOCIyZ+lf/BP4nRhZsqMy6SXz26mPY8L0XMP+qe9Dz5a645oF4EtGpuFMuxcYsIUpD4qR+em4AR5PYz0eTw2KE3WyAvGY9RjtOzfp40RQa+UcUPphomwo+txhUBAEpkdgRCi1+tJ01oOE12nEKS255zL9ftBq0YPIuz3WZI0z3mzI4oswggkZausxPuwgVhUZHWoYMmpHIxcBo4mdMEzTk0QwaooyU1jFoLB7oLC70ca4HYilh7P6IBjuHZ4/dl1evw2RvMxgcPtIyZFC0HEnoeX68/qIivLOsFC06E+4904PxBK6REyFpfKehF3tWV2CpmIeTAevjW4NK3CyLHz9FBpDFouOtkGMvF/NQK+RgUwim36eZmDOImKliLBBwwmKm4knRchi11z0IOjsNk70tkNesjUh1SEa+OKlrs0VYIJiOk2qOEyeVrKYmBkFncVJO0PARQQOlMNv9Bo2ZEDS0I93gZ8hBptIj0qSmJoeQli7zm62MmnFwhIRRxKyduGwJGhxRJixTarhdTpBIZORULMO5T//lv9/jccc0LPuITwZVfFICAGSXL4FZr4I2YD2XsRk4TxekJN7Ep4nuRmSW1GDo3JEZGTRC1WOMHrl9V3467F7s/r4xDd4aVM0auy/IKkTRki3wuF1JUSh9FJDfVMqSxusnQtL4XmMfOjbX4Iel2fhT13T9ac+YFhQSCfVCTtRYQZ9qRRy8HbIu86lk3FuYiafahyJOwM/EnMEkk/F8bQG2xIiZiiejZgKCLAOqt96Hpl2vJPXcSIoWJ/Vs5wjeVUSPk5qJdGN9EGQXwmrQwm42pCx206geA6nuKmRq6KCSSHB6DRTdJz5GyfJrMdpxMuFjsdLEsEZp7pFCYg0cNjNUA+3IKqvH0LkviOEXceKEu0tdbpcTw+ePoaDuKpSsuA77/vKA/z67xZjQ0GPxki2g0Bi4ECXWksbkwmEdiHscOpsH/YQiiBY6V5LXrMXp959DdvmSpA3UyURuz2Xvz+12+c0CSGC+p0lrwpKA3t/X88T42bnBiLEkobpYvb+tMXp/hyZ0EXt/MzVnPF6Wgwdm0vsjkeBxe0AmU+DxzJ1Bo07Iwe1yKVZI0pAV0Pt7Y0CJN2fZ+zNpJ8ARZWCw+XPIa9YlHCOSiAbNNiyX8PCleQp0TnxDkt1iInpzEXT2oxdx9eP/wkDjQWiGuiI+xic6k+c3aAAERaNyw+0waca/kngT4CIaNMTy8qAPSWNxYLeYQCJTQGOyYTOHTwUEisEVJFRAYvMlUYvJMjbdX+TgiDJhTFFhgyPKgtNuAZ3Fg240+Ty5SGo3WPCTAOz+hgw+bs6LhN3X4K1B5Yyw+2QKDVxRJk6887ukn/tGCF7/+6XZuO9MDzpjTMEBiS3U95/txccry1Ej5ARtys9qjQkh6CrSWPh9CEb/kZIs8OkUPNQQ/veZiTljoxc1x6aQ8UzHCP6WgJs5kobOHUXhki0zei5AIOXuKpDiygxBOFJuUIkm3dzntJv1SrjsNohy5835sX0yaSb8ON9Bb0ZVJIOGRa8CKy3+lKjVoAWTE9ugYQuIQnFYg3Ou1IMdkMgrLl+DBnc6B5yfmQ/rlNp/ckqT5gZNoEQSNU4WeaCixZsMBWwsqXQWaExOylyKFBoDLqcdXHEODHNoAhmzOvB05wie9mH3hRzcLpNipRe77/R40Ge04uCEDm/MALufN381PG437GbDjAoyPrz+Q8WZ+GFpDu7w4vU/jdOgTMSk8dDZXrRtrsH3ijPxQgAWeveoBo+Xh09wh2p9hiAMo18r5GCJmIdrj4VjkWdizkg2ZiqadGN94ElyMXT+KCrW3ormT7Yn9XxfnNRmL1JuJnFSM5FRMwaOMANTk0OgUFMTcQJ4m3zi7BCDRihBox/8zPyEj+l0xCZoTAUQNABArWiHRF6BqUmF14DHT+5DXCIi1mbi+5lbuQK9p/f672OlETSLWHI5bAnHJ/Ak2eg99UnY7XL2dNGCLZDCrEutQUMsK4PH48Z499ycTw2pxu6TSFhy06MwT6lx/M3fJI14HDDbseFIm3/fmAxeP55J47W+CXynOBOv1hVj28lptO6bA0p8tyQrbvzUNlk6hkNwzFwqGQ+VZOJPnSMRG6jJmjNEdCpeqyvCkgRjpqJJPz6AI6//FFc++Bcs3HwvGj/+W1LPD4qTEnCQRpuOk/rF+UF8MJwcsShRqRWdcz55EiqzXgm2YHovPBRhTQYAo5ow8akGWuMek0pnxl1XLFMasNIISobDaoJa0YmseXUYbj0WRKW73MQWpMPsM2gEmDUAH+0icryjMKcE+onBpCJ4SGQKuKJMGFTDoJNJkDBoGA35TlJodNCZnJhEpdmKzuaCyRXMyqARqJjY/fl5+MPC2WP3i5dtRev+N1G66gZ0H/8IblfijUWj0427T3WjjMfEa/XFOL1hIXYOqfDjBPD68Uwa5/VmHFNO4cXaQtQdaPHf3qQj4qeuzhbi4xjxU9dki+B0e9AcMnn8wqJCHFVOhRmvgOTNGYExUwMmKzYcbo1bwwmV2+VE94n/omz1jeg5uRtVV94xI4PG2nQ+bg2Mk3K70TllwQvdY3h7UDmj80U86ccHweAKQWenblLVMqUGncUNM1KMWuyQMmigkUgwqIbBE2cR2OsE9xYuhx1TEwqIcor9NMxATU0qkJae5//ZrJ2OjjXpJsG5TA0aPHG2n4opllfAYtAE1XU8bg9IpOi0AKtB4yc+JaKSFdcF0TMAQM5h4ChbkjKCBgBM9DRj2bafgMpggcUTwqCcW9popMjt63NEeKA4Cz8uy50Vdp/G4uKKbz6FMx88j+qt9yFNmhvV0BhNv2xT4LkLI9heP43Xv+9MD7Rx1oF4Jg2r243nukYISlD3OMze/a0vfmqbXBrToMGjkiGkUbFjIHgY85W6YihtjoiDKjMxZ3y3OBM/KM2BOU7MVDyJZaVo2v0aFl3/IFSD7RhKMiZkPp+NO/OlWDXLOKmZSDvaC0FWITyZ7pTRMwCibsIWZUHZ6UA2a7pvNNB0CLXXPkDsBRMcvmXyRFH3aCQSCZ6Q66mRtuPIrVyOoXNfwKgehWzhmll9lktNA02fYemtj2O8uxHGAHqn3WKMOzHP5IlQvfXbOPi3R6MSPWlMorcYT3Q2D3aLAXlp9Ijm55kqLUMOBjsNyoFWlCy/BuOzHLYNjdyO3vubXeS2x+0CiULxni8TJ46+MaDEWwNKPLswH3+pLcSjF6H316BJvPf3u/bg88wj84je34MN4fX0mZgzZtv7I5FIfsqXexYEjWhxUl+koPdn0hB7R0XzYcy/6i6cpvwpqeusWFKYbbiVLUmCoGECPQJBAyAG9xo/fhlLb3kMe5/7Tsy9NJ3FhcMyXbsaOvcFaq75DgRZhTjzwfPJf5A50EUlaJz96CX/z76IEwaHT5gzvA7FaApsKMYSmy+JiuOUsRn+SQ6OMAPaOTJPhEqUWwLtcDfYfAlG2xN3WiajAxN6HPBu0NhkMr4uI6YLvj8vBz+vyIPW4UST1oSdQ2rsHk1suqCgfiPcLieUfedm9J5cAH7YMoBnuobxel0JDqypwueTejx4Nvb0RbyFuklrwim1Aa8sKsKSg9Pv7f0hFf62qCjme8pn08GikPHe4LTTlkkm4/vzsvFi95h/M+5TsuaMfDYdry8uQSmPhd2jWjzS1Durgm7nkQ9QvvZWMGO4bgPFJpNxq1yCa7JFqOSzwaaQobE70ag14s9do9gzpp2TyZJYMuuUoDJYcLucSW1ck5FJOw6OKAtA9EIz4CVoCOJPiVqNOjB5sQvFQQQNiynIoKEabEdB3VWJvv1LTsSUNtEEDIw3AeCNAYl+8U9kJnoSLhzxM/OhGw++KJaFYOUIekbqihsUKh1uL0EjVTEqALFW+TaSZABbsoS4KU+C22RSPFScBbPLjVadGbvHNHhvUBW2/gSKRCJj4eZvovHjvyGrbDG0ozOfmHmpZxyv903g+ZpCvF5fjC6DBfee7o7pvo5n0jC53HipewyPluZge9+kv3H3nkKFX1fJIGfTY16sF3AYeCbEOPfyoiKcVBvCpmOSNWdwqWS8vKgIa9L5aNaacOOJjqSiUEKlHe1F3oLVOP7mk9j62D/QceT9mNQvMohc2pvyxKgVciCgUWFyunFeb8JT7UN4X6GO+befK7kcdlhNeoBEAoWWGoIGQCBBeZJs/95BYbZhlTTYIKEbH0B2xbKEj+m0W0GNQdCwGXUgUajEhbbZANVgB8TycvSd2QeXww63ywUag53UtNZXLTKF6jcsU+hMSAvn49gbv/bfz0oTxTWxOR3E780ex/QMADxxjj+72/8eQEzqDlu8Bg2+NOGovpkqu3wpyBQqNMPRs3pnIx92/ynvBf0SERe3y6VYK+XjNpkUDrcH3UYrDoxr8Ub/JCbjTAuuuP0XoNAY2P/X786K2vDpuA6f7mvC42U5eKwsB/cWZuDhxr64pIZ4Jo2Hzvbh/eWlmM9n+80nI1Y7TC43bpNJ8VoMutFyCQ9HlMHF35dqi6Czu4KMeD4la854qkqGO/PTMW6149pjHQlNQsaSsr8VjbteQd3130Vfwz7o4pwnV0h4uE0mxVIxDxlMGuxuD7oNFmzvm8CbA5NQzXJSNBGNdpxCZkltYvjjGcpuNoBMoYNKZ8Fpt2DQbENxBGS3IQmMMkHQiGfQUAfFmIy0nUBu5XLCoGHQQpJfmdwHuRREIhFGNb3PoJEJZf80sSAtXYbJ3paITxWH0EMTEVeUBbNeDZfDDjmHgTGrHa6QEglHmAGTThm3djIbMbkieDzuuITTmcqH3fcZ04q5TNwlT8eajDT8a3EJSCD2Eocn9XhjcDJm7BEA8DMLwBFkQKXowPI7foFdv7tjRu+r02DF6s9acWOOCL9dkI9rskV4sn0oItUtUPFMGvc39ODcplp8uzAjaA32xU/FMmjcmCdGTwhG//6iDEjoNKxpCKeSJWvOuNs7Cen0ePBIY5/fRDMTdR//GNf87C0079kOjiiTMOnHicmZx2Pi7vx0XCHlQ8ZmwANiUnTXiBY7BiYjDmTMtaxGLeDxpJby4/HArFOCI0wPihJ1ejwYt9qRy6aj32SDZUpDDJIlcb2qUhB74GgGDWnhAv/PRu0ExPIKAF7akkBKkCZSuJ6kQlxJtv93lFu1PGy4xONxgRQpEtcry5TabyiMJ44wA9L8Shz91/8E3S5jM2DlSmDsjW9ynKk0I91gC6SQFi6AfmIwpZGDPuz+uwpi3y+hU3Fnfjo2Zgrw+wX5+FN1ASasDpxUG/CuQhl7WphEwvJtP8NIxykMNB5E3vyVEOeVJW3QAIjzxddPdKFGyMEri4rQvLEGbwxM4onWyOZIn+KZNF7oGce3CjPxt7oi3HO623/7MeUUVktjN4lulxMY/cCJ5Pl8NlZK04Imv31K1pyxWsLDX2uLIKBT8FL3OJ7tmnn9ikQiQ5RTgonuszj6z//B2u88A/14f8y/RTqdirsL0rEhU4hiLhM0MgnjVge+VE3h+81KnFIboz53rqUb64MkvwJ0Jg+KlsMpex2TdhKsNBEGLM4gepnLbsVA40EUL92Kc/v+Gfc4ZCodVDojKnGVRCYDId/j4bYTmH/V3SCRyN6I2v8/BA2AuF7jCKQ488H+oNvtZgN4cWgh9Tc8jJ6Tu2MOq9FZXD+dP5YY7DSwHWaYXG6YXXO3lsqr12Cw5TDg8RARhJq5jSCM3vvLxs8rcqFzONGYZO8P8EackCmEWSDBiFyf3Jju/f29fm57fycj9P52Dife+/u3Yvr6mkkm4/slkXt/yZoz5qz3RyIDHo+3r5L4AWL1/p7rGsXeFPb+CApcJsx6JfQTg8icV5cUVSiWfMN9dvMU6AkYNOKRd/ob9qOgbiPK19yM9s/ejfo4OosbRNDweNwY6zoL2cLVsJlSM0AZTykIZg4Xmy8FmUKFKQD/5os4YXLjx5sAhEEjkcex0mIRNKanAjmizKD3M5cS5ZT4N9OpRkMDgNmL3b/xRBdK9zai/kAL3hpQIptFx/O1BRi8pg6nrlyA56rzsShKdjUAFC3eBM1Id9T7E5UPr7/tyy7M57PRuqkGj5fFLgDGy6W6r6EXmUx6UAbhnjGdF0EX/ct5lxejH7gYv7ioEAanKwhnByRnzmCSyXi1rghH1y+AxwOsOnQOD5ydnTkDAMz6SdgtBpStujHqYzZnCvD3+mK0bKzGha21+El5LsgAnu0cQfneRiz4tBn3nO7B7otgzgAIagVbIIVmuDtlFA0Cx0lMewzGMGgQBI34eaKE+SJ2EcYXgwJ4XXoBJwG1ogMSeXmib/+SE4M3bXgTyyug8sabkCk0sNJEMckiFDoTLkfixTJBZkFYcS5wLQa8RZYUxZsAxLSh2+UEmUJLWbE5VG4Au8e0uOd0NxZ82ozyvY14tnMEFBLw0/JcXNhai5aN1fh7fTE2ZoabheS162G3GDHacQrCrCLoxmZnKLS5Pbj/bC9WHToHjwc4un4BXq0rApMcfRvgM2mobA4cWz8f4pDM8Ge7RmFyuvDX2ukMV5PLDbXdibvyo09kLRFzQSaRgqIG7s6XIpNJx31nglHgyZozflKWg9ZNNajks3Hbl1245tjszBkAoBvthTC7EGbdJPrPHkDl+tvDHrNIyMGfq/Nx6soFGLymDs/XFCCbRcebA0rUH2hB6d5G3HSiCzsGlBfFnOGTUTUKMoUKCjW1Bo1AFOegiYg4CZR+fACCjPyEj+my22JGnACAQTkMnoSgaKgGCYKGT1ajFozLDKfP4ApgM+oBjwdZpXVQD3b4iw1kCg1URnzanMthT8iMQ6ExQGNxYQ6JBMxk0aG1O2FzE4V6tkCScoJGbtVyGDXjs46oSFSnNEY83NSP+oPnULCrAY8190NpteMbBRlo3FiNjs01+M+yUtwhk4atj0VLtkBWvQYn33sGDsvcFCef7hxB1b4mnNeb8c6yUuxeVY4MZmz//HcaerFvXIudK8pRH7KvP6k2oFFjxKt1wUWMVp0JW7OjNyMiYfTLeEysy+Djkcbw808y5owbc0To3FyLW2QSPNE6iCUHz83anOFT1xc7oR3twYaHng/b/+Wz6fhVZR4Or63C4NV1eHdZKWqEHByc0GHj4TYUfXIWm75ox58vjF4UcwYAqAba4HLakTlvUUpfJ5CioTBF3jcbVCPgirMSOh6VHp/MYzWoweJP/w2GW48jp2IZQCJ5o6cuP4IGkyuEw2r2r08cYTpMuunCKz9DFpWgIZGVQa3oTOr10jJkmFISx8uLFm8iTG1MKwCw+eKUkUYjyYfdX/1ZK+S7G3DnyS6c15uwOVuIQ2uq0Lt1EfasrsDDJZlh2dQAULx0K3pP70XR4s0Ybj2e0FBPLH0wokHZ3ka8p1DhySo5Tl25ADUxaigAYdL4bfsQfjNfjm/kBw8L6J1ubO8bx+PluaAHnFYOjOtQK4p93FohBwcmpvfLdDLwWFkuXusbD5uaTMacUSPk4NSVC/CbKjneGVShbG/TrMwZALH3Gmk7jqL6zeg9tQfFS7eGPUZEp+LhkkzsWV2B3q2LcGhNFTZlCXFOb8KdJ7sg392AKz5vxS/bFBfFnOGTSTOeEIVzNjJqJ/zxIoFSmG3IC4g54acnF3OiVnRCnFcW8T69N+LEp0CChsthg8NmAZNz+a3NvAAqZm7lcoy0nQi63+OJPRFsmdIEGQpjqXjp1eg/eyDoHEghAZlMOkj8jJQOmXjcLkz2nUde1cpZx5skKx92f9MX7cR+6UgbDk7oUCPk4N1lpRi8ug6H11bhV5V5yA+57qtcvw1MrgCN/yUGNNWKTohls6ud+fD6v2wdxG0yCTo31+CGnNh/Q59J49ocMV6oKQi7/5HGXqzP4GMeb/qa8+0BJbJY9JiNki1ZIrSGTCe/WleEsxpjUJQVkJw5I5NJw+5V5XjbG7dVta9pVuYMgJjutxg0sFuMUA91omXP61j9jSeDrrOZZDLukEvxn2Wl6Nxcg8aN1binIAOTVjt+1NyPgl0NqD/Qgoeb+i+qOQMgDBrCrCJkFC9MKUHD43bBMqVGL5mLvJD/5+4TH6No6VaQyNGpPD6xAqKkI4pEDiNomDTjsBg0EMsrYFSN/L+KOAGA/Np1MOuVEGQFfwftFmNMclVO5XIIc0pwfv+OmMenszhBjdaoj2OnQeSxzn28SfVaDDZ9DsAbQZhkxEkyitT7e9PX+6tJvPcHeAkaZAphGEqCoBGoCasTVx+d497fmZ6ovb/FoiR7f7WRe3/JmDPmuvdHmGE8xDoQxxy7OVOAf4T0/kggen9lAb2/T1Lc+zMF7B2JmJO1c3bscYsdQjoVLosBdFZ8kp3DYgQ9SsSJT6ff/yMq1t0Wcy31EXUCxeQJQCZTIMiObQZKlS4KQUMsL4cqZIKExuTAoBoJmuSOJSaXj8m++I9jCyRRc8lkAYUObgqcbT4Jc0vQe/ITzFt+XcoL25EUCbt/h0yKFdI0fD0Gdl+UW+rfRM+FjqoMqAnA69+ZL8UPmwei4vVjuem0difhlK7Iw9sDSj9eb9hix+1yKc5oI5+Q12UI0BCA0S/iMLExU4B7TgUbUZIxZzxYnIkflebA7HLj3jM9ceMCktVkTzPyFqxC8yevAZhGyq2U8JEbgJTbOaTCGymlvJHGAAAgAElEQVRGyiUis06J3KqV0AxfgCi3BMOtx+b8NUzacWR5i9kKkw21UUw55ikVBFmFcY9nSwC17HLY4XY6QWOwYbeaQGOwA94PsXakihiSSpGpdFCoNH/jTyKv8CM7ueIsmHTKmHQMagJTlIGKND0l5zDwhXK60cgTZ89p9EioKFQ6PB5PwjmzqVAk7P5d+elYlyHAq17s/rDZhqPKKbylUKNg0zdw6t/PAgAE2YVxJ4MTlQ+vvylTgD968fp/7BrB36Lg9eORNB5t6sc/l5SggMNAv/di56zGiHUZAjwZBUF3u0yKkcCIGwBPVORhR/9kELo4GXNGEGquM/rnmYlsJj1cdjvYgnS0HXwLVz++A9ovP8StYjKuzBCgkMsENTBOSqGcs+bjbGVQjYAnzU0pQcOgHkV26WL/z5EoR2bdJCgMpp94EU9OhzVmxAng/WySHKgVHdAMd4OfLgOFRifIIUYtmFxhUhOIX7UCSXG5lSswHFBsZvpMdXEu4lxxyCM+ccXZMGnHw44nD6EbsfjSpBuMyYjG5ICfLkdfw6cpe41YcoJoxH0QB7t/Sm3EQUhBvfZB6CcGMNB4cE7fh9Hpxl1evP72+mKc2VAdF68fi6Rx35keNGysxq15Erw3RFwT7R7V4GcVeVGOBlyXQ2D0WwIiX16rL8Y5ncmPv/YpUXOG7/PIOUy8r1Dh8Zb4cQEz0ZfvPo0N3/0rNn77aeTs/R02ChlhcVJPpTBOKhlpR3tBoTGQXb4U/Q374z9hhrLolWDxpZiaHILCbIOcEyHiRDUK7tKrEzoehcaAM4451zKlAYs3bdAwqkdhsxggzisj1uTLzDQHAJyAeBMAYZNxsSJOxLIytB16J6nXS0uXYWqCOJ48SkY2R5SZ0uIvQBgG1YPJ0T/mUolg95t1Jnw0osZHYwYU1F2FT//yINY/+By++Mcv5ux9PNGqwJ8vjOLVuiJ8vLIcJ714/WgxG7FIGk+1D2ObTIo/VxfioUZiT//GwCS+FyN+ik8lQ0Cj4s0AjP5fagphdbnDMM+JmjOENAq21xdjiZiHk2oDNs4wZiqaur74EKu+8WscevlH2PjISzi/6zVcn50WHielS22cVLKaUg1DnFea0tcwacfBFUUyaNgh9+6b9ZMKpKXLMNL+ZcLHVSs6ULHu1oj3TXmPN/0eiNhYn8y6SbCF6bM2NV1scSXZUA22gyvOAoPDD6s1e9zumM1Uq0ENSX5V3NchkSkoWroVh17+QdDt2Sw6lDYHOKIsGFM09OfTRHcTChdvQl9A7OFXobap8MjtWyJg9w+4BVCt+hr++9wDfgS6eqgTeQtWz8n72OGL1q5ODK8fi6RxRGXAOZ0Z2+uKccXnBAmlSW+C0+3BtTkifBTFtFaexsJTARj922QS5LIZuPZo8P9houYMKoBnqvNx0yxipqJJLCsLonl1n/gYkvxKXHfXz7Dx/FtYzGddtDipmUg31gd+ZgHMuomUked8MqrGMEQVQMYJvpbWjfXBpJlATsWyuLVuZpoIlqnoZkcyiQxPhOv54dbjyK1ajuaBVng8HoI0/xVNcc+lSCQyKtbdhvbP/42iJZvRdvBt/31EozVyXZ/GYGPxTY/ixNu/izvEQWNy4bDGN2gw2DxwPbagWsdsxc/MB43JhWqwDSQSGaw08UXtD8SK3I7V+wOIaDoSmeI1NCZH0AhVxN5f0wA+nUi+96dzuKL2/rbJpP5UhFBF7P1lhff+kjFnpKL3RyKR4QHgjtBz+SrjpGIp0KChaDmCBRu/ATKFBrfLEeeZ8eUGEffHdVlA58Q3aNitwXT7SDKqx9B26B0suflHYfs3n2ghBA0qg4XMklp0fP5vVK7bhuNvPZnU55gLXRSDhkReAXUIcs9H0GBwBbCaEjBoxHMiekUQNMINGr4c1zGrHWQqHXQOL2UneFFOCc6O94PG4iT02VKtUOz+1mwhbsyVYJsXu29yudFuI6PZMoLdZ+Z+458MXj/WQv1EqwJfzxPjmep8/KB5AABwTKnHFdLoWfP5HAZ+H4DR315fhPYpMw4FFGkTNWeskvDw19pCCOlU/K1nHM90pqbxM3Hyvyj45u+w/8oaFDPIQUi5HzSrwlzZX7WIKT0pek99goK6jSl5DZNmHBxvQWPQbPMXMUJl0SmDpveiyWrQJjQ1YTXqwOAR03OhGCXVYAck8gooLjODBpMrgNVLkaDSWeCKs6Dzxj3xpLlB2NVIotCZcNkTu2Ck0llg8oRhdIzQqUCuOAdTk3OTcx1JZBodJBLJn1V7KWjQbMeT7cN+E8NSMQ/bZBKsyxBgXcV8DE9+gYdy7PicXQyVwzDn56t94zrs8+L1f1yWg/sKM/Ddxr6IuNJYJo2Dk3p0TFnwen0x1h8msN/vD6nwcl101+kySRo+n5w+Nz5bnQ+nx4Nftk03ORI1ZwSi5j4Z1eLhWcZMRZNxrBvfWFiJ9Y4x6EeO4OHNV4A/3olGremixUnNRAbVCITZxaDEMTvMRkbVCLgrpqewx60O8GlUMClkWAPwkfrxAfAzCxKKUXPZrYkRNKQEQcPttEM/MQBR7jwo+1thNcSPsbrUxOQJYTFoARIJORVL0XrgDf99rDQxrDGKPT45HbaE/tY8SU7EuKdQuhGbL4VZl7qIk4ySGtjMBqgG2uI/+CIoFLtfwmXiTi92f62QiXF2P+xnd2N5lQw7BibRbZzb6d5OgxWrPmvFTbli/Ha+PC5eP5pJY9LuxLuDSvxmvgz/GVLBDeDfCjWenC9HPpsecf99Q6446PN8LUeEfA4TSw4ExzckYs4IjJlq0ZlQf6B51iSjSPLFSd2YC0wqm7FadRaZ12/B2S8+u6hxUsnI7XJAPzGA7LL6lL6OWTcd+TdksSOHxQAxrzMtgzpxjDKFxoxL0LBMqcEK2Vv7Yk56T++5LA0abGE6TN59PoXGAI3J9jcymVwhPG53xAI6jcUFKy167Go08dNlUA8RpjhZVIJGBmGwS6FoTA50Sb73VCkWdv8PC/Lxs2VS9PTtwpYFOWgZPzfncVkauxNfP9GFWiEHLy8qQsvGGuzonwzaswYqlknjxy0DeLmuCH/oGMaQxY4xqwMmpxu3y6URTRXb5OkwOacx+nI2Hddki/CdhmDaXKLmjCerZLhrDmOmIkk91AmRZgC/X1QKjb4Hj9+6GSLdyEWPk0pW+vF+ZJaklmxk0kz46xmBUphskHGmCRrJEkn1E4NgC6SgsbhhdC+bUQd4PF5Kmw4WgwZ0JsdvaDbrlOAI0qEZCo9luJTFExP0zZzKFRhpPxlmOPa4XTEbToShMH4tKLdqBYyqkfBhEzYDAxYnWHwxzCk2zE30NGHhlm/NKu40FYqG3a+sW4cV9Db8bIUMTWoBdg6p8enQBQizi4hmYIIxubHkBPCD5gE83ZkYXj+WSePeM904tWEhrg8wZPQYrbghVxzRoFHgxei/78XokwH8ukqGdweVQWtbouaM6Zgp4NHGPr9pfK4k9tK85vG8UWLpfGQZD+OYZA0WrF6L3fv3Y0fvWFiU1qUip80Cl8MK9VBqojADZdSMQckUYUGEWnP3lx+jZMW1cQ0aLF6cCEMyGR5P+HdguO04lt36EzTvfo2orUiy/18YNHLnr4TDasKFox+icv02r7GZMDfZYxg0Fm69D2NdDQlRU2gsDuyW+PsZOpuHLLIj4t56ppJXr4Wi5XPA4wFLIIXNqPcb074KRYvc3hYhcnuP1eU1aLhjEqeS0Us94/h73ySery3A64uL0Tllwb1nuiMaCy5K708f3PtL1JyxUsLDCynq/fni1zxulz9O6spMIUq+4jipWCL6cYRBw6JXQTfej6zSuqTMxLE0aLZBDBtsCUScOCxG0JnRSSo+dR55H/m161FYvwl9Z/YF30kigcZkw2GdHkzKrVqJyb5z6DzyPq574j1wxVkpJaRF0kWJOJHIy/0IfZ98iyiTl1h0CYMz3VSMJhqDDZAQMX8ql0XHqDfHlSNMh1mnTEmGH5MrBIXGgNtFILIutTxHN4BdowR2f74Xu/+nzhEMF6/G+tpcdG5dFBO7P1MF4vUBAq//yqKiIMynT7GQRz87N4ib8iR+/PNbMRB0y8Q8kEkkv8tta5YAJTwW7j09XdRIxJyRwaRi96pyvLOsFOf1ZlTta5rTBZpBJuEOGYGU69hcgwNFHmxQHITklnvx0/aRIKTcpWbOALz5pXxJSiNOTAERJ0NmWxh2zv9e9Cqw+dKI9wXKatKBkQBq2eolbTisRtCY7KD7iJiTiijPvHTF5Apg81KLxLJS6Eb7/JtIomkX26BBpTHgjFOk94mfIcfUpCJorSUhgkFDkpXaiBMqHSQKNaWvMVudVBsI7P6BFtwzSkdbSR1UDjduLczBU+4v0bG1Dv/2YvcjrZszVSBe/71lpdi1MjJeP1bcyb2nuzGPx8KWLOI7tXdcBzKJhKXicAcsFQS+801vwTqLScONeRL8NGAiJxFzRiTU3P1zEDMVqI0BcVLbxz/C46vng0ql4Fx/Fz4sXoOag+dxz+nuixYnNRMZ1aOgMlkpjjgZA088jTL0ABg2R4k5ycxP6JhOhw1UejyCxjB4kunX9ZnmAPgJGpeTiP2wFmJZGWymqaALAlZanGKPVy67LS55BAB4kmwYIxjW5JzgtZktkMCsT50JMWtePcgUStg1wqWi7gDs/n1p6/F3xzxM5eVjc64En60lsPufrKrA96Jg92eqncNqlHrx+k/FwetHizvxram/W0A0Cc3u2PFTNUIODgRMhfx+gRwfDKmC8rUTMWc87o2ZquKzse3LLlx9dPYxU4FaJOTguZA4qRwWHabB8zi0+ltYvasZNxxtv+hxUslosvccPB5PQsS3mcqsJ/bmAGB1uaFzOJHJpAU9xjKlBo3JAZXOins8Ko0el55mMWjCYmaGW48jp2o5LIbLb00Ggkl5RLyJ0n9tn5Yui5rhLs4rhWakO+laQ2DhOppBgytKHQXUJyqNAe0cxJ6mQoHY/cJPzuLHriIo51VDlp6Fn2ToMHjtkqjY/dmoMQCvv01O4PW/FgWvHy3uZPeYFj1GK16vL/bf1qo3YUtW5ONszhLivH66rvVafQm6DRbsGZteqxMxZ9yQI0Ln5hrcJpPgl3McMwWEx0n9cvi/WFM/H+yBM/jfgpWYt6/5osdJJSvtSE/cfedsRWR4Z4Tdrgggz02FRJIkIo/bBe1wN8RR6jBTygCKhsdD1G4E6d73RBA0LjdxJdkwqEaQW7UCw63Hw+73eDwgxYjxjHS+iqSS5df6SaOBymMz0AMOLFOalDfjtCM9oNAYKacHzEaB2P1/jttw34E2vNU37o/c7rmqAj9seA4vLquMi91PRpHw+j+OgtePFncyZnXgwyEVfu/dLwPAwQkdaqO8z7vyM6CyTWP0fc8LrGUkYs4IiplSqFC2t3FOzRkCGgUPl2TiRxwt/iscw2drqrAlmzinfOtUF/blrkX9X/6JJ1r6L1lzhk9ul/Oi/P8b1WMwcsQRa82K5s8hzisDRxQ7GpCVJoLVEP3vSCKR4XGH94jUik4wOGngirNgUI8G1VYuZ1Wuvx1tB9+Gx+OGovkw5DXr/PfZLQbQIkQaSPIrIVt4BRo//ltCr0FncuITNEgk0Jgc5FOcc2rQkAXGmwgzgmIQv2oFRm77en9/DIjcPlOfjl/3vIk7PcNYJqDFPV6isrrd+E4D0fsjkYBj6xfg5UWFSff+furt/fmuX2P1/paG9P6uzhISvb+A+OxEzBkZTCp2rSrHuynq/THJZJTxOLhLLsH3m1/yx0kpL4E4qViyGDSgs7h+KvNg09zGnAyZbZB6bGDEiDzyyW41gRYn4gQg9san/v0saq69P6z3R2Ow4bRbgwyj+TXrMNj0GRw2M3q+3IXyNZHJdKlUyg0aJBIZotzSIKwWANC9GCJmAsYLIADvHEMsvgQWfeQTt4zNwJB3IQ7Fk86lhLkl0Ix0gy1I7dThXMngdOO1vgkcEC/Cr/73BFZ+2oCdQyoUcZl4ta4IimvqcGL9fDy9QI7KtPgFvHgaMNtx5eE2fPtMD1ZJ09C5eREeLA6fJIi2UH84osGgyYq/15cAAFr0Zj+CLlTbZBIMB5x8n11YgI9HNBiyEO69eOYMKoDnqvNxZkM1+DQKNhxuxV2nuiO6spPV2nQ+XllUhKarFqJ36yL8an4eOFQyXuwew/x9Tfg3dwF+9KUa/+4fTwkOei5lM+lBpTNhMahBY7LB4ER3Nc5UdosRIJFAZ3Ghd7jg9hCI1lBZ9KoECRqJTVfbjDowOQLYLaYwl55qsB1i+eyyNL8KBa6lYnkFVAF0o0QIGlQ6E84ECRr8rHzox4PJGOkMGoxOFywBk/U8cU5K6RZUGgMUCi3ixPilKA+VgY+ON+L2Ex14WHglth5W4MWuYXCpZPxqvgx9W+vQeNVCvLKoCGuk8V2m8eTD6191uBUCOgVnNlTjTwvzwzYI0UwaCosdu0Y1eHbhdLFj2GzHNll4lvO1OSI43B6c92L0X68vxoDJ6s+9TsSc8WBxJto312CFJA33nunBhiNtESfCk1VVGhtPL5DjxPr5UFxTh1frilDIZWLnkApbz6nxCGkFrv2iDR+OG9HYOwGX69JAf8aSQTXin5RLlSxTalDpTFAZ03sERYSYE/14P/iJGjTsVlBpiRM0AN+a7DVoXIbNQF/ESWi8CUAUeywxij0+OR3WhAgaXHEODOrw9TDIPEcieal0qSuIZZUvBpXOwNRE6ghKcyW1ohNOKh23vvIGFu1rRNEnDXji/CCMTiceLM5C66YatG2qwTtL5+GmXPGcIAqfaFWgen8zhsw2fLyyHO8vL41oBIlk0nAD+FWrAtvkUki8a/UZb/xUqHwY/TcGvZPflTJQSSQ85p1YAeKbMzZmCtC6qRrfKcrEs50jqNnfgqMRiEzJKodJx0/Lc3BoTSX6r16Ej1aWY7kkDceUU7j2WAcKPjmLKw+34T2VA216BsZ6WuIf9CuWWtEBu8WIrLLF8R88QxEGjemmm8IUvibD44FRPQauOHaxGUiMnmY1aMHg8oOmsFQDbWDzpWBy+IDHk5AZ5FISRzBN0CDqB9PkitjxJuUzigghTB/EMQmDRvjeJtUEDRKJDBKZAvVlMlFv4WXg2Z3/iz+I1qBu52ncd6oT3QYrrs8R49j6BejeUouPV5bj/qIM8KizL33tGFCibE8j9oxp8XxtIb5YV4UyXvh+JZpJ497TPajgs3FlOnG9/PGoBuVRaizlaSx8PEqc+69M56MijYX7zkw3++KZM8p4TBxdV4W/1BZiz5gWZXsasSMKkSkZ8ahk3F+UgY9XlqN7Sy2OrV+A63PE6DZYce+Zbixtt+NRrRwv9EzgxKj1stgva4YuEJEYs8R8x1JUgkagQWNiEGnp0ePIokml6Ixal5iaHAI/4JhG7QQ4QuJ9mHWT4AguL4MGkyuE20mYR8WyMoxdaAh7DEHQiP59t05pwEyLTdDgirMhyp2HwZYjYffJ2QyM0AUwpTjeBCBqN26XE4KsgvgPvgRkUI3AkSbF050juPJwGwp2n8V9hmwcy6jH2uVL8dHqKvRfvQiH1lTip+U5yGHO/hrVh9d/tnME9xdlonVTNTZG2O9GM2n8qHkANDIJv64kvidvDExCQKOCH+GcsTaD78fop9OpuE0uxf+0Kvy15HjmDCGNgp3LS/HxynIozDZU72/GL1sj7yWSERXAzXlivLN0Hto31aB1Uw0eKM4CQz2I08tvRdmhNtTub8EDZ/vQ6OHCpFfBGSc64lIQiUQGjcm9KIOvRs0YHDxpRFqzy2FHf8N+lCyLHQ0Yb6iCRCJFNu96PBhpP4mcyhUwqkfBFSdGuLuUlVFSCxqTjSEvdWSg6TPIqwMMGmZDGEGDTKFi6S2P4exHLyYUi0um0gESOW4MCp3JgdNugZxNixgfOBPxMwtApTP99XSOMCPlBurZyNf7u+54J0r2NOK74s1onb8WnaWb8NQVVVBctwQn1s/HMwvlqOLPbe9vtZSPzs2L8EBR4r2//x3RYMA0bWr29f6ui9D7uz2k9/fMwvyg3l88cwYF070/QQp6f6/WEb2/nq21eNh2HovKC6CoWoVbLEWo3NeEO05148MRzaXb+wsx9w6dO4KcyhXE928ONGiyIYdsBz1BggYtAYIGAGiGL6D/zKeou/57QbeHxm7TWFykFy3E8Hlireo8shP5tesvej055QYNfmY+LFOqoGwXAH6cCIMriGu8IJHIoLO4sJumYj6OzZfArI980SkLyHHlijJg1KZmMy3KLYF2uDvme7kUxRVn4cLp/RjwYvfXfN6K/N1ncfOJLjR4C7r7rqhE39ZF+PSKCvywNBvp9JmXn/eO61C5rwmv9o7jx2U5aLpqIVZIgt1S0Rbq+870YKGAg1Xex3cbrbgxN7wpv0yShqNK4n/m5xW5YFDIeLSZQAPGM2fclS9Fx5ZabMkS4dHGPqz6bHY5gPN4TDxVJcPRdVVQXF2Hfy0uQQWfhd2jWqz9vBXFnzRi69EOvNQzDp3DhYneFvDzLp/mv1mvBitNAu1ID4Q5JSl5jcCYE4XZFpYNCAAOmxnwIG4mlc2oS2ixtZoII4fDagonaAx1QZRbEjPf9FKUrwkIABJZiEFDkhvXxEAU6RMlaORDN94fdJssJFObRCKDI0yHUZO6YjOZRgeFTofxMjFo0Bhs2Kwm0FlcZM5bhHMNn+GlnnFsPdqB4k/OYu3nrfhkVIsKPgs7lszD4NV1OLquCk9VyVDCjd3UjqUOL17/B039uDpbhK4ttbhDHkykiWbS+H5TH5gUMn5WTjTMj6n0WCYJ32DdkCv2T2lcIeFhgYCD+7zO5njmjBUSHpquWogfl+Xg1d5xVO1rmlUOYDqdih+WZuNT77lt7xUV/uzCm090IX838bt+sn0Y5/u64LBZIS2YD6fNAnIc88ClIqNqBHQWb842z1FfRzMWVEiIZNDQjfeDn5lYcdFltyUQcTISQtBoh8RbnLYaL7+IE5Y34iS3agVG2oKnAZk8UWIEDUf83xvgI2iEr4dyNsOfy8rkEOc+tzM1xTuOKAsMFg9qRWdKiHZzLc3wBZBIJDhsFgAEdv8dhQq3fHkB5XubUP1pM/7eNwERnYpnFuaj/5o6NGxYiBdqCrA8Ak0o4de1O3HTiS5cf6wDcjYDLRtr8JvK8OnaSCaNdxQqDJtt/sLGf4aUyOeEFx1vz0+H0enGhNUJAY2CuwvS8WT7kL9IEMuckc+m4+CaSrxeX4zjKgMq9jb5I2JmIjaZjG8WpOPD5WW4sKUWpzYswDaZFENmO753tg/yXQ1YevAcftgyEDQBTqWz4LBbEyrmfdVSKzpAY7CRVVqXstcgiijTJskhsw3yCH97o3o0aB2NJmoCEScetwt2syFoSsXjcWO04yRyKpd71+XLyzjHFqb78fUEQWO68BqToCEr80eVJCo6mwcyje5f64n9cvi1J0eUCWMKC8C+aJxUY/vnSmnpMmjHBsERpmNKNYr9E3rc19CD6v3NmPdJI55qH4LD7caj83LQsbkW5zdVY8fiElybLZpxIcyH119yoAUGhwsH1lRhx5IScEOaeZFMGr0mKz4d1+HP3ubgfxRqsCjkMNpHAYcBFoWM/3gx+n+uLcC+MR16vf8TscwZXCoZbywhsP96hwv1B5rxg+aBGRd+yQCuzRZhx5ISnN9UjY7NtXh0Xg4cbjeeah/CvE8aUb2/Gfc19ODAhB5m3QRY/HQYlMPgSJI3G3wVMnpNT5wESJwzVTSCxmDAntkypQaFxoiKfY8mtaID4ii1o6lJRRCVwxyQJW7STvgL7peLCHrGKLLLl2CytyWyeTAOQcNHSY1l4ihedg36znwacR8s4zAwyRBeFPy1ILsIJu04MoqrU/5acyGDagTcgOn/3KqVYK+9B0+8+w/Mf+7vkP/3FB5u7MOQ2Y5tMilObViAC1tq8eHyMnyzIB3sGH+3eHqpZxwVe5twXGXA64uLceCKSshD1tZIJg0ngN+2DeGeggwIaBR//NQ2efh3o4DDwH+GiDr/9vpiDJtt/giueOaM31TJ0LyxBnlsBq491oGvn+iCdhZUoeViHl6sLUTDhoXov6YOf1iQDxGdiu19E6j5tBnle5tw/SeHsb1Vidpbf+7/f+dJsuNScy8VCbKLYDdPJWQmnq2M6jHQBJlgUshh53MA6D7xMYoWb4lZ/2XyYg9V+CIlImm49bg/VinRCMJLWZXrb0fboXf85hrVYBtoTLa/HuTw1juDn7MNRs04Bps+S+g1CHpGIvEmabCZDJAF1DpmK3nNWiiaD/t/5ogyYLpM9s6Z8xYBORX4y+k+nO3twrzfPIebj7WjQWPE2nQB9q729f4q57T393h5DhqT6P19O0Lv74Yke3/xzBl3yqXoTEHv79i6+f7eX3kaC7u8vb9lHxzES/oM/GL3EWStuT0hAvylIJNm2txrmVJDN9qD7NK5iWxVmG2QkR2gRyDqhCrSuhFLLXv/AUl+JbLLl/hvo4dEAubNX4nx7kainwhijzjQdAilq29M4lPMXnMx4BVTYll4vAkA0Jhc2C1GMLnxI07onDTYLca4Bdx4BA3fQswRZaXM2SbKKcFQ63GwBemwXCYGDWHuPJDI5Ij5QSfVBn+sBhXA9bkifC1Hgm8WZODRedkwOF04pzNj14gG/xlWJo2Xf7pzBC/1jOHlRUV4b1kpmrUm3NvQ7W/MRcql6jRY8fmkHn+tLUTN/hYcGNfh7oLgzTMVQAaThjcHJ8GjkvHtwkz8tn0Idndsc0aNkINXFhUhk0nHGwOTeGKGbmYBjYI75VJsyhKhLI0FOpmESZsDp9UG/OLcII7EmSrsP3sARUu2EAi0y6BxYdYrwRFIoRnphii3BOMRJhlmKyLmJBPakR4MefH5LbrwzZhlSifgQREAACAASURBVAUWXxJzo+a7KI8nm1EPBleAqcmhMJeew2KEWacEPzMfutHouZKXmphcAazeiBOJvBxn//uS/740aS4MytgmBiLiJLENiyCzAN1f7gq6LXRTzBZIYTXqU9YEBAAKjQ4qnQnDJRxxEigqgwWzbhLymnUY6zoTlifcbbQGrU1XSNJwq1yCLdlC3FOQDpvbg84pC/aNafDmoBI6R3KTazuH1dg5rMZTVTL8br4c3y3JwgMNvWjyft98Jo0j66pwbP18rDx0Hmq7E892DuMn5bl4oXsUbw4ocZtMCioQVBCuEXLxr37i/Pt8bRE+m9Cjy2CNac7IYFLxen0JqgWcmPmy8UQnAzfnSnFtjgjzBWzwqBToHS40aU14rWcM/43jWu5v2I/C+o0YaDwYRIu4lOXbOyWCi5uNDKpR8MTZ/rVQYbaFTZ/oxweTiDixxkVNW41aUKh0wsBrMcKgHAaNwfHvK6X5l1cEFYMr9COXVQPtQfex0sQJnWecCUaccCWRqUWBBjq2QJpSo3FWaR3MuolLNt4kVIR5kQQyhRoRZ62yO/HchVE8d4H4vVamsXBnfjpWS9NwXa4Ybo8HAyYbPpvQ4Y2ByaSpP2e1Jiw+eM6fVX2zTIyfnhv004cAwqTxal0Rdq4ox03HO3BGa8J3GnqxZ3UFloi52D+uB5lEwjIxD18GGC0CMfrb64sxbrX7p6yjmTPoZOCvNUXYmi1El8GCVYfOzZhktDFTgJvzJKgTcSGmU2FxudGuN+OPnSN4V6GEIYH1npUmTqhAdyloSjkMCo0OaX4VKDR63KmvmYggaEwXfAbNNuRFmAg0qEfBTcCgQaHTE4q3I9awYLzzcOsJFC/dCotBAyZPeEnHzYWKI0yHSRtI0AgwaGTI0Hvyk4jPk8jKcfajlyLeF01p6TJMTRB7Oz6NAhIAbcj+jUSmgMkT+mNXUiFRXincLkf8B14CIpHI4ElyMKUa9tJLg38vPuz+joBYvbvy07EhU4Dnawvw0qJCjFrsOK6awpuDyqRjP8asDmw92oFVEh7+WluI1k01eKl7HM92TV9L+cwTv5lPYPD/OaDEd8/2oWNzDX5Ymo0/dY1CZXPi7vwM/Lp92vBzd346VDYnrG43HivNBpdCwfcaiWJzLHPG42U5eKA4E1q7E9u+7JoxyahWyMEdcilWSNKQzaLD6fGg12jFWwNKvDEwGRR/FSqTdgIcgRRTSm8UHYl0ycX+hsnjgdvlgDCv1E/NmWuZdUqw0kREgy4Aq6y1O0EhkcCnEdclBq+hInCIIp7Uig7UXvdgxPumJodQtHiz/2eTdsKfJW7STUY0jVzK4omzYVSPILdyBUZCiHM+eTzumOYLt8sJu8UIOictYi2aTKGiaMlmHHjhexGeTRDnDBwJjBeBoCHMKoRa0YWM4pqUv9ZcyBDQXJbkV2LpLY/hs9d+HHTu3zWqxa5RYmCIRyXjNpkUW7OF+Gl5Ln5TJYPa7kSDxoj/DKmSHsbw4fULOAxsry/GsfULsHtUg0ea+vy1ap9J491lpQCA7zX1458DSjxQnIXX6opx85ddOK83YUuWEC/3TpuOl4t5IJFI2D+hx1IxD7UiLrZ8QXxPY5kzvpYjwu8XyEElkfDL1sEZk4zy2XTcU5CBNel8FHCYIJEIA+7BCR3eHJhE25Ql/EkeD469/Vus/fYzqLvhEZz54M/gSnIiRl1eisoorsZk37mURWkHykeu8Jnm2kN+n1OTCkwpFcibvxKKCGQdgKBejnXGMmiQ4YkSwTh2oQHL7/g5Oo+8n9De/FKWKHce+BlyDJw9MH2jx4PBps+QX7MOLXv/DrfLCbfTASqdBafdgrR0GUpX34Q9f7w34dehsThhw+CRxGCnwWGZgphOxZhlbq675NVrceLt3/l/5ggzoRvrm5Njp1JkChX1N34frQfeRO2192PPH++Fy+UK6/1dlyPCDbmp6/01aU2470w3Jmxz0/t7a1AZ1vuLZc6oEXDwcl0Rspl07Jhl7++ufCk2Zob3/n5+biBi7+/0B8+j7msPo+fELtRe9yCOvfHrGb32xZRJOw6uaHq/6Is5GW4Lj5lLVgqzDYVUF44y2XF7oHaLMaGIE59cDhtO/eePWHrrY9j9h3vgtFv89WOf5DXr0Hd6X9DzOj5/D5sefRXth97xGzdSrZQbNCTyaAYNNhw2M5hcftyIEyZXCKshNmUDANj86MVkGZvhb+ZyhBkY7z6bwLtPXsLceTi3758QL7smpcWTuVRR/UZYDdqgC8VIcgLYOazBzmFiwzFtQhDiV/Nl+MNCuXchMuI9hRKHlbGJJz4ZnW7ceaobFTwWXq0vxpkN1XhfocJjLQNwI/JC/eDZXrRuqsF3izPxxuAEHpmXBT6VDL23iHt9rhgOtwetegveWToPKpsDr/VNRDVnCGgUbK8vxlIxD6fUBmz+oh2aJNzMVO9r3pArxkIBB3waxXsCM+GJ84PYOaxK6gQ22dsMEjxIL67GRHdj4k/8imTRK8HiS6EZvoCcAGfaXIooJhCOvcEI09k+mXUqsPmSmMh0q1GXkEHDatCCLZBAreiMeBIgJrYrLi+DhjfihM2Xgkyh+tGcZAoNLL44bqEhEcy1T/ysCAQNdjBBgyvOTnmxnkpngUylw6y9PNZkKoMFh82CwvqNaD/0btzHH1FN4YiKWG/pZOCmXAmuyxHjwZIsPF6eC73DhWadCf87rMZHw+qEJ+h+0arAcxdGsb2uCB+vKseXKgO+3dADncMV0aTxSu8E7ivKxCuLinH7qQtweBF0vjxVAY0CPo2CHf2T+F5JJgR0Ch5q7I1qziADeHZhPr4uk2DQZMVVh1vRkaSbea2Uj1tkEiwWc5HOoMHq9qBryowXu8fwdpLmlf6zB7D1sb+j9/S+y8agAfjWu9ROLRtDmnyDJhuWiIJNIWbdJDEVyE6D3Rx7f+Cy20BLwBltUA6DJ8n1TyqrFR2QyCtgNWrBuNwiTngCcO05GGk/GXZRwkoTYazrTNxjEASN2AYNEpkSkVrEopDBpZAxaSOaLmy+FGZdKg0a9fB4PGERiJeqyBQK3C4HBNlF0CSA/m+bsuAnAXnUV2XwcbNMihtyJfh2USZhQpiyYM+YBu8MJmZCAAi8/tsDSjxbnY/nawvxaGk2vn2mxz/pEcmkcUw5hZdqi1B3oAXDZhv+j7vzDmyrPtf/R3vLsmR527IdO4mTOLEzSEgIJIRZIFBmCxTa3tJFS6G9pe29pZvSAW1pgd4CLbdQaMstq6yGkUIgCVnOjpM4iW15y5a19/r9IVuxLdmSEyuRf89/lo90JMvne8553+f9PDdXFowxaNRrFPzgYCdN+SpWGDSs/zD+nUxkzvhybTH/OacMXyTK53cc480pFs/naxXcVlXIaqOWcqUsYV75R+cgT7db6DgFo4daX0wki0bPadXw/70yz4ixemFWTM1e+1iDhtkbYHUKqpV7sDuj6KlMCBoQn6iRa8aiZ3sPb+fcT34by4m9My56SqkrTNzPK/OL6D+2O/G70XEko6XIK0AolkwZfT8+3qQzxXGg1Bkzumc/HeWXziIcyO08+hEp84sIeBxIZUqCfk9as1OvP8TPD3fz8+E86aZ8FbdWGjnPqOWGioKECeHdPjtPtw/Q7c9sTRnB63+1tph75pRxW7WRb+xu461+B5DapPGboz3cPaeU37f2sdPmZm1R3hiDxtrCPLYPuVCLhdxZV8JDR7rxR6MTmjMuKcrjV03VKEUifnm4e8okozK5lNuqjVxUpKNGLUcsENDtC/LhgJO/mKdmXomEgoT8XsRSOQGvcxj7nT1S4nQpHPCjL6ula/8HWXn9aCSM32VHmVeQNGXbOWyiczi8OC2daIumZtBwW3sRiaUp8frjCRoeWz+FsxYB8WvzmUfQKMNt7aNu5VU0v/r7lNvEYlGEwslL3T7nEAqNPqVBo2Lh+Th62yekJJmUMsKaQtwdqQ0i0yldaQ39rc2Uzj0nbXxCLmikya0trOSCz/6Ezc/eP+l18wh2//ET8WPCpJRye1UhFxbp+MPSWQgFArq8AT4YcPJMh4UDjhQmhBRq8wS46L2DXF6s48HGag5fvoRfHu5OGC5SmTS+tOs4L59XT1Oeild7hrhv3lgC0M0mYwKj/+jiGj4YcLLf4Z3QnDFXI+eJZbWYVPHI1HunSDLSiIXcYjLysRI99VoFCpEQayDMjiE3Pz3UmTjHpFM0EmbTn77LxXf9jvkX3YJCa5gx0b/FdYtp2/UO5QtWIZLIMroWPVX5XUOIpXLagqQ0aAAc3fwKdSuvntCgkZagIZjYoBEJ+rEc34sqv+iMEEOyqXnrbqblvb8nDTW0797Iebd9n71v/hGIN1ulSg3hkJ/lN32T/W/9eUp9NKlcnTTMlnI7lQZhwEuPP5hEUDgV6UpqEEmkY+oYqvyiCU2DuaQ551+P29pL6dxlHN70QkrqRxh4oXtoTB13unt/jy+rZccljTxvHuTe0+r9nYzQHt37m8icMb7397FT6P19vMLAx8sMNOpUaEf1/r67v4MXMuj99bRsw7nKTDjkp6BqPkW1TWPuMXNRHls/ylGGXvO+TTReece0DJuYPQFMSimhgC9uupqEiBoKxO8vpjLM3nd0J5bje1n0sf9g18uPIFVoEgYNmSoPY9UCNj31vTHPcVt76T2yg7qV6zn077+d+oebgrJP0DDVc2z8dIlAgFimIJyIOEln0NAR8KQv/inyCiZs9JlUMjoSESfFWblJlMiUKLR6nJZOlDrjlG6qzqaKZy/Bap4ahhXAHorwu2N9/G64AFCnlnNbVSFrCrU8vXw2McDs9fOexcnT7RZa3ZMXew65fKzeuJ/ryw3c32BifZmeHx7s5C8dAykX6kdb+/j6nDKePGHBHY5yS1Uhjw2/l4+XG2h1+1iQp2C1UcsNW45MaM740fxKbq8upN8f5JoPW9iVYQFipUHDJysLOLdAS5FcQigao9Xl448n+nm63cLgaeDqRjKeqpdcPCMMGnGUspGeQx+x4KJbs7IP99BJx57ZE2BBnjLldj7nYFpMVCQUIBqNxNehwMQ3eX6PnfyyWkI+D1J58v6sHS0UVNZzbBwlIpclU+uw97VjMI2NN1EbSvDaLGmLvmKpPKMpSrFUgVydj2cc+tOkkrF1lItUU1CKy5rdG0SlroCw3zsjaDQQP5eIJFK0hZX0HN42peeOYPefG0ZtFkrF3FpVyKXFOn6xqIpfN1XT7w+xddDJX82DSbj68RoKhrluyxGW5Kv4/ZJZ7L20if9t6+f7BztTmjS+susEz6+cw3ytgmNuP9eWFyQu7G8xGXGHIzjDcdT0o629eMPRlOaMW01Gvj+/gmgMvr67jX90ZVaMqlPLub2qkAsKtVQq41EPHV4/r/fYMjoPTSav3YKt5zj68tlIZKnXn1yU3zWEVJU+z+905BrsIa/YlPi50xugMgVO39HfTl5xFQMn9k36euGQH0VewaTbxPfbhcZ40qAx2HEIg6mejt0bZ1wjUKHWI1VoOLQx+QYg84gTf1qChlJXiN9lT6IWVSpliZxOAIWuAJ9jMMN3PzUJBEKK6xYTi0ZmDEFDIlcT8nspMM3PyKAxXm/1OxKFVKVQyA2VBtaX6vn67DLum1eBLRSmecjDP7oGeb3HNmnxKAzcs6edXxzu5slltby9ZgEb+x3c2RynC403aXxx5zH2XbaYO2qK+GDAybpRudw1KhlykZB/dFp5/8IFbLO62G3zpDRnrCqIo5TzpWL+51gfPzuc2bm7UCrmU9WFXFKcT51ajkQooG/4PPT1Pe2JaZ3TkbawgugEBc9c1GBHC4U1YkrmLM2KQcPvsiFVaROT2mZPgEpTCoLGYA9l81elfT2RREY4A3OuzxmnAI1WKOBloP0gQpFkRkWcCIQi5Op8vMProFpfxInhIqZQJEaVX5iSRGSonHtK99WjI1NMEyCYz0SjW1tkIpDGRJkr0hZW4LSYx0TRTEW7bZ6E8UAIXFGaz3XlBdxsMnJnXQmeSJSDdi+v9lj5u9mKN80a87tjfTxxwsJvF1fzx3PqOOz08bkdrXR4g0kmjYdbe/lsTRGPLq3huY6BRBTViKpUcn50sJNHFs/CHozwu9a+lOYMk1LKk8vqmKtV8Eavja81t+HPYC1UCoV8wlTAlSV65uuUqERCbMEwu2wefnO0J+15KJ08wzEaTksn2sKKGWHQCHpdY4wM2VA85qQ4qSHSMUyeO+DwJhkqMpW18zCGynq6Dnw45nHXQDcqfVGCAOYZ6kO19BIgXsORa/KTqB65LLWhFL9rCLe1d8Lr1Fg0CiLBpK/jd1njhLoUE891566ndes/U+9fLEQhEiLWFZ0RIpSupIYjH7yE5cReCmctyhj9f7YUDvgIB/2s+9JD7H7tD/Qe3j6l53d4g/zoUBc/OhSP4Fhh0HBzZQHrinTcbDLGa65uH2/12XmmzYIlTc31zT47b/5rN9+eW8a36su4Y1YRX20+weZBV0qTxnari98vm8WajQe4v8FEtUpG23AfYYVBwzv9dj5fU0SBTMLaf+9Pac5Qi4U8umQWFxbmsc/uYfnbeyelDo1ICFxZque6cgOL9SryJWI8kSgH7B7uP9TJ8xmchyZSKODl33+4l0vvfoyQz0PfkewMrE6nBAIhxpqFfPS3X+Ac6CSvuOqU7sGmIvdQH23CPEyq1GtL574PWHrtXcPR0MkxMQrt5PfsAuHkTcXug1sorFmEXJWXNcpetqUpKKe4bjEf/fXnSb8b6jyCQCBAXz6boa6jBH0upAo1pfXLEYrEHP3gpSntS6JQEcwk4kShQRr0jBkUPB2Zmi6kY/e/xzymys/9iBOF1sD8dTez8+VHaLz8P9jy3E/TP4nMe3/vW5z8OcPe33mjen9XT6n3Fxnb+ysroNXloyFPmej9TWTO+OH8Cj5dXUTfqfT+TEbONWgSvb+jLh9PnujnmXYLA6fQ+9v58iNcdvfv2f3qH1h23d28/svP5vR1WNzcezJqze8aYqizlZK559C1/8NJnpleznCEcCxG2OcaHuabpDYUixEO+BDLlRmZs0a06+VHufJb/0v7rneQKNQEffF9VCw8n57D21MOIR989zku/MIvObzphTNCl8yqQUMklaMtKMfWfWzM4xKZkkgwQCwWjZsv0hk0NJkSNAqwHN+b8neVShnmRMRJdrJb88vqsPeeIBaLDk8ezoxpbY2xnIMpGgJT1Xjs/hqjlpsqC7iiNJ/PVBcOTy6nx+6nxOvvOM5uhydpob692sjDi6vZ7/BweXF+YpFu1Kn4U1s/f1haS/OQm1aXL8mcMVXUXJVSym3Dbu4qlSzh5p4UKXcaGmg/SNGsmZE16XUMojaU4OjvQJVflMCUTac8Q30YqxYA8SLGFaWpi7xexyCKvORcsvHyu+JT5e5JDBqB4bzsUMCTFHEC8WZg3aprMvwEuaE4/t9G4azGMY2xEURwOoml8oyK9HlFJpwWc9INSIVSxt+9J2941IZS3IPZxYMqtAUEZkAu/YjEMgUFlfEmcyqU/lRkSYHdH5lcngp2fwSv/5kqI/89r4IbKwv4r2G8/niTRrPNw+PLanmpy8pnqk+6bC8vyWef3ctvF1fjiUR46EhPkjljJGaqZDhm6rtpUHPj46Rkw0i5bVYX391nTpBFpkttO9+ictGaGUXQ8DoG0RjLs7oPt7WH8gUrEz+bvcGUlKORmJN0Bo1I0I9YKk+7X+dAFxrjSXLHYEcL9Wtu5MgHLyLXpKck5ZLk2nzEMhW9R5ILmfGJuYmncUYUDgYQSSb/u2kK4mjo8RpPN5qMSne60lfOwe+2I1WoZsy1skSuwu+2U2Cq5+jp3YMmYfdLh7H7FxXr+O3iGh5bIohj9wecPDPJ5PIIXv+CAg0PL541jNfv5ZdHepJMGk+e6OPb9eVc9+EhbjYZEzeAt1cVMhAIcVOlgRK5lMs3HUoyZxTJxTy5tI7GfBXvDcdMTUb8GImTuqpMz8JRcVJ7MoyTmqriBvkCfO70x0iuyGo+TPHsJZTMXcbuV/9n2l8/Fo0QcNtRaA147RbME0ScuK2Z5VyLpLKMisT+4YiT8eo+uJnaFVfOKOOcQmsg4LYnimVK3cnCq7qgDI/NkrJYY6iYe0pkIG1hRQIFPTpuarTU+pKsF381BWVpazO5ohFTS7zhfXrnkigTYff1/Ne8Cn7cYMoIu++PRvn8MF7/yXF4/fEmja81n+CZFbN5oKULgUDASoMmYYgTCKDTF2BdUR63bj2SZM6QCuHhphquLNVzxOXj/I37E03EiZQyTsrp46EpxEllKo/NMmzQiJsNeg+np4Cdbfnd9ngkSxblGepHZSiGE2NrluZRxmZHv5mqxRdN+bWt5sMYKucmGTSikRBemwW1oRSnxZz4bmD4XOFxJM4VM0GaglJEEildk0wqx2JRBELRpK/jcw4hT3G+0hZWkFdSRee+TSmfNxLXqjaU4LZmt4YhEIrQFlZi72uj/9geiusW57xBIz5oIqNz/wdJyPBTUaaR2//sHuL/JsHu/2wCvP54k8YdO4+z55JGbqw0MBgI8+mqQr5/MG6eLJJL+JvZwgur5vHEiT7maBRJ5ox755bx5SnETDXlq/hUijipZ9sHeLp9gJ4MSU6ZyOe0svEP93Llvf+LXJv712P5ZbX4HIP43TbsPSfQldRk3aDhsfbSI9VRNwGtORoJcWL7v+IEn38mE3wUmrExf+MlEAgmJGgAdB3cQuMVd+Cx9aPWx+vrM03zLvwERze/PGE/oGP3RkxNFw4bNNyoC0ppvOIO3nn07ikP1EnkakK+9E12mVKLKuxN9ARPV6bGtXz4zI/GPKbS575BY/HVX6Z166ssWHczu1559JQNQBP1/kYit0+n9/fFHcfZk6L3d1ui9+cd2/vLH+n9zaJ5yM0xly/JnJGLvT/3YDfHtr5KUW0jXscAc8+/jpb3nj/t182WPEN9qJeNjcTr2LMRU+Pa0zZoQPw6WOB3I1NoSGe7CPk9SOWqKRk0Ah4Hza88xopP3MuJHRsSBA1T04Uc/TC1Mczecxxb9zFqll2SDJ7IgrJq0NCXz8be15ZUvJDIVQT9bgRCERK5Ku2Uhlytw+9Oj+9S5BXgcyY7HXUSETHirq9sZrfml9cx1NUKjGR3Z2fycDqVV1SFUCSma4IbkNPRewPOBOpoQuy+zcNL3amx+2Pw+uefxOuPXqj/c08bTyyr46Ej3Xyl9iQGLE8iwhkKU6GU8dltrWPMGbM1ch5fVkuVSs4LnYN8cwLU3AhS7vISPfOGkXKDgTA7bVNDyp2qOvb8m8pFa6aE7jlb8totFNYsIhaN4OhrI79sFgNtB6Z1H56hvkReaucEhWaINyO1GTQjAx572ixsv9uOXKUj6PMgSUHQsPeeQGMoSUviyCXJ1Tr8LjsFpnnsf+vpxOMaYzmugfTTsGKJjEgw/YVtXkkVjr72pMfHTwWqC8qyhpIdkUKjJ+DJ7vE6nZLIFOSX1rLpf++b9tc+6PTxrVHY/UuLdNxQWcB1FWOx+6/3DKUs1j7VPsAz7QM82FjNw4truHt2KXfsPDbGpHHNphbevnABtmCYPIkInSReIJurVfBIay/fmFPG57a3jjFnBCIxnj93DucWTB4zNRIn9fHyOFLuZJyU95TipKYq8573WHLNnQgEkxf9cklemwVDxZys7sNt7UZtONnkc4UjBCJRDFIx1lHfo6Ovjbzi6rSvFw4GEKeJ6oB4znFx3eLEz1ZzC4bKuQS8TmRK7Yw4f45Irs6n79julOcShVaP35UJQSOQ1tiiNpSmnPoebWSG+HXsRKbn01XJ7GU4BzpzP5N+lKQKNT7HAAWmedP+2j3+ED873J0gUozB7leexO6/M4zdH1+sfX/QReNbe7irrph7ZpdxW3Uh39jdlmTS+KTJyOdmlRCKxrimPG5kXVOYx84hN/fNq+DP7RZ+OL8iYc74yOrioeGYKbMnwKXvHeSQK/W1zhqjlk9UGpPipB5t7eUvU4yTmqr0lXOx9Z7I6NovV2Q1t6A1liMQCuNRnu70gwhTldcRp9t57Rb6/CF0EjFykRB/5OSa6Lb2odQZ005PizMmaFhR65OxzPGC8+dnFEFDlV+IZ7heIBAIUeoKElF5I+SGVCow1XP4/X9MeX9xY3O8CVSplNHiTM67VemLkuKppluq/CL6W3Mbszuike8hPrU4vX+X8dj90cXa8dj9p1MUa9s8AdZNgtf/UYOJ7+3vYL/DyxNLa+n0BvikyZgwaHR6AzyxtJZ9di81avkYc8aXZhXzzbnpY6Ymi5N6ZhJT9nQoTooYJmgYs0ulmC55HQMU1S7K6j48tj7U+UVJj3d4AszVxs3fTosZbdEpEDTMh5mz+rqUv4uTTOIxSh67BaXOGHcBxWKJmJMZY9AwlKHIM3LwnWcn3CYWjSIQpCNoJBOfAGrPXc/xbW9OOCRRoZTRHoghkakmjTKYDmmM5fgcg0SCfvpam5m96uqs7u90JRSJOf+zP8bnGJj2WiBMHrn9w4ZKfp4Gu+8KR7l1WyvztQr+sDSO1/+7eZBv7W0fY9J4ut3CffMqeM/iYE1hHgwbNELRGHfUlBCIRNnQaxtjzhgdM/XQ4e7EpPl4lcml3FZlZF2xjlnDcVI9pxgndSpyWTqJxSI0fuwOhjqPMtR1NKv7Ox3Fsf97gHjdNb90Vtb36R7qZUihn7DWDNC69VUu+9pj7Hn9yTG9LqlCTSQcnLTpLRCIYJLahM8xiNvaSywWRV1QNuMMGgqtgcpFa/jnT2+ZcJv23RtZ8x8/Zfer/0PQ52be2k/SuuWfKWlG6SRVqAj5M4g4UWrRRnzTYtDIL6tFIBSNMQtJlRpi0QihDGgeZ0tFtY0YqxsY6mrF57ROaEI8FWXU+5skcnt07+/V8+vZMujiC+N6f9/cXfu8EQAAIABJREFU3cYT59Tx4OFuvlo3rvcXDFM+3Psbbc6o08h5YmktVer0vb+bTUauGBUndSZ6fwfe/gtXfecZdr/6e5Ze+zXam9/N2Rgzt60fpW7s9at53yaarvrCtNB+Or0BpEEPUpUm7bbx/pxqyvto2/U21UsvobR+BQNt+5Cr89GXz6an5aMJn3Pw3WdZcdO9HN/2Ztbrylk1aBSMQ+iPSCJXEfJ5kKny4uaMNAXaeAxKZgSNVKaIeI5rfCGOo52zk92qL69j4MR+BAJhHEc9Awwa1UsvJuhzEwokF4GmU6mw+5+qLuSSomTs/rPmwYRLeiK8/shCfe/ccg47fawv1SMXCZmlijcmXOEI35xbzoudg7y8up7BQIgrNh3iqXPquLAoNWpuBG16fXnBtCPlTkU9LdsQCAXoK+dizfG4HK9jEKUujqMf6molv2z2tN+UuYcLPQBd3iAlcikiAUTGLR8+x0BG5BG/y4ZcNfmEtd9lQ6bWEfK7UxI0opEwtp7jGCrmJG4ecl1yTT4BrxN9+exELADEUXTOgclpBRAnI4VDmRA0qrD3tY15TCYUoJeK6RuF0dcYSnBlGQ8qV+uyXkCZTsk1emKxKNYzgP7f0G9nQ3+8sKsUCrmp0sCVpXq+MbeM782vwBYM02wbi90PA3fvaePnh7t4clkd7w7j9a/YdIjXz5/Hy+fX81LXIN+qL48j6EzxyCG5UMj6Uj0tTh/fqi9PmDPunFU6aczUucNo01RxUn9pT482nU6FAl56WrZjalp7xvZ5uvLY+xFnOZLFbe1DNa7JZ/YGMalkYwwa9r42Suedm/b1wiF/WhIEgGugi7qVVyV+DngcBNx2tAVliUzTmWDOkirUxGIxuvZvTv6dUkMkFMjopicSCiBT5U26jaagLGXucKVqnEEjiwSNkrnL8Lts2Lpbs/L62VCc9jGAwTRvGL2YvQiAVNj968sLuMVk5CvD2P0Ddg+v9QyNwe7/trWPx4+fxOu3OH3csSP+N/7Hqnp+faSbb8wt46jTy8eHDRpVKjk9vgDhWAydRJQwZ9So5fx5ed2EMVOp4qTM0xQnNVUVmOYx0H4AQ8XsM7bP05XPaSUc9OOwmCmeszRBTphOee0nI/9iQLcvQIVCOua7iUZC+JxDqPILJ50EFknkGeV++5xWjFXzkx73DPUR8LnGRGHlukY3LOVaPUGPK1GIHx1HMkYCAfqKqUecCIQi1PpinANxkl2lUpaS0KDKL85qhKpIIkWqUCeMKbkubWElXQc+pGzeuVmfZG9Pgd2/ZTx23+Xjrf6x2P0RvP536k/i9b+y6wT3H+rkRw0mfnW4m3vmlrF5wMm5hpNFyU5PgJVGLQ+1dCXMGfsdXpovWYR+gpipk3FSOurUikSc1EfTGCeVqUamf7tbPqJ8/sr0T8gBeewWpApNVrHyHls/hoq5SY93egNcUhyvS7gGu1DrS6YcO2I1H57QkO0cMKMtrAAgGg4S9LpQDMfnxYkahQy2T/3znGmJJDKkSg1Rt33Sa8hYLJYRQUOpGxuLKxRLqVl2Kf/69RcnfJ5JKeOESBs3hWXZaKwrqcE23LS0955ApsobpurlYANHIGDFJ75FOOinvfndrNNoIBm7P1sj51Om9JHbB51xvP4NFQZ+0mDimjI9PzzQmTBp/LPbSiQGarGIKpUckSj+v9ThC7G+TM+Dh7sS5owHWjp5+4L5E8ZMjdRXrio1jImTarZ5eHga4qSmKqXOiN9tZ8cLv2HN5x7grd99Jevnz1NVUV0TJ7a/CcT//0vmLMv6Pt3WHrxFZZi8Exs03IPd2HqOUbnoAtqb30k8Ls+AeCkQCtI2+boObqGiYfWY4ZeZorkX3EDbrrcmrb/Ye44TCQcxmOqRyBRoCkp557F7Tml/ErkqMQk/mWQqDYZogOZpiDgxNa6lY8/4eJNiPFmg9E+XBEIRS6+9m33/eorF67/E27/7atb2NZXe33PmQbZO0vt7anTvrz7e+7u6LEXvr76cl7oGeWl1PQOBEFe8f4g/nVPHukl6f1cOxxqezd5fOOhj96u/Z97aT3LsozdouuqLbHn2/qzv91TktQ+g1BWMGYALuO1YzUcorV9x2oafDk8ARciLTJk+mjvkcyFRJPfnMtG2//sVV337aQY7DlLZuIaeQ1snvea3HN9LwOugYuFqzHvfP6V9ZqosGzTq6UyBOpEqVIQCnoziTSA+VWjrOTb5RgLBsCki+WLVpJLRMbwQq/XZy27Vl9UNY7XzCfpcp42mPxMqmXsOtq4zXyC3BMM8dKSHh46kx+7/ud0yFq8/P47Xf6DFzHfqKxkIBKlSyXGGw9xeVQiAJxwhTyLm0pJ8BgMh/tk9xL7LmrAHI9y69QjvD6PmmvJVfKrSyCpjMlLumfYBuqcRKTdVRUIB/G47NUsvyX2Dhn0gUQQe6m5NWXg4XQXcdsRSOWKpglDQx0AgRKlCSue46R+vw5owi0wmv9ueFoEf8NiRq/OIhIIIRaJEdutoDZpbMJjmzRyDhlqHVJWH1zEwBgmlMZbTfWhr2ueLpfLJM8GGpSuupnXrq2MeK1fK6PEFx9yEqg1luFNMc0+nZCotQzOoEajQ6Dmxc8MZ3683GuWp9gGeGka+lcmlfKrKmITdHz3hccUHh7jAqOXhphr2DeP115fpuaQ4HwHgDkf4WEl8YtYRilCnUdDm9lMol/KzQ528v7YBsUDADw50JPY7EVLu3eEYlumOk5qq2nZuwNS4FpFUnjKrLtfktvZmFBdyOopGQvjddpS6QjxD8SKP2RugUimjeZThZiTiJJ0iUyBoaArGTs0PdsTXZP9wRNVMMGjINQYEQiHdB5MNGvECemYGs3AG0TBqQynmve8lPW5Sytg8KhIoPnk//QYNsUyBvqwOW/cxWs+ACW26JJGrCfrcDJmPUGCqp6dl2xnZb0bY/UCYHTY3z5sHeKvfkRKv/1afjXvmlNHlDaCXSShWxI8vgQBWGfNoHnKzvszAffs6+FVTNaXjYqZGx0nN0SqQj4qTum+/OWlK8UyqwDSPtl1vE125PisRe9nSYEcLIb+HkjnLsmPQcFjGNJ86PAFMKlmSecY92BO/FpuoQC8QIBJLiIQziziRp5hIBhg4vg9jTUPmH+AsS5VflDBoqPKLcY8iNOQVVjLQfjDpOZqCMkJ+z5SJKGpDCV6Hlejw33iiiBNVfhEde7KHt9cWVhL0urJqQJtOxQkancxe9fEzfh+WjN03cG25IQm7/0q3lX90DfJASzePtMbx+n9fGcfrP3ykm6/PLWOPzc0SvRqFSMjIGXxxvpq9Ng//WV/Ow0e6+ViJnv+eV8H7FgdfGo6ZkgrhhnIj61PEST1xvD3llOKZksdmoai2MUFumAkKepwEfS40xgrsPcezsg/3UB+Viy5IerzDG8A0PLEdCQXxu4ZQ60twZRA/OiK/a4hw0IemoDzpeU5LJwZTfeJnj60flb4Yn9OK196PSld4ip/ozEptKCXk99B9aOJ4E4hHtwiEwkm38bmGMFSONbSYFl3AUNfRSQmrlSoZx6T5Z6SpnV866+RUeSxG/7G9FNU2jWkK54oar/g8moIy3nnsHioXnk/ZWTBmHXUlY/c/UWmcMHL7/zqt/F+nlfsbKvnpIhM9viDf3dfOTxZWscfuZpVRS0Cs5N7/+DwM7qN4xXK6dnzI1+eUs6HPRowYH65byNFxMVNnMk5qqlIXxGtvXfs/RKE1cOEXHmTDw1/OuftlgVBEYU0DW//6M4B4xElpTdb367b2Eq1rotwtQ0Dc4JxKRzf/k7nnXzfmWEwXbwIMNzcnN3Z1HdjMnNXXZhRBmEuSKNTUrriCNx78XNptO3ZvpGbppejL53B8+xuJ69+pSqpQZ0StkCq1FAkGxpCcT1WmxrV88OcfjHks1+NN5qy+Fr8rbqJv2/nWGSWzjO/9LdAq+VSVMePe302VBfz0kJn/mjeq9xdK7v1dUpzPQCDEq91D7L985vT+2pvfpW7VNfgcFqqXXISxZmHaOOizoWg4SNDjikfijRri6tjzb0yNa0/boGH2BjBE/EgzMGgE/R6kp2jQ8Az14uhro2LhagIeJ4fefS7tcw6+8xwNl9w2sw0ahsp69rz2RNLjIwSNeHRJZgaNdEYOuUpHyO9JmQVbMQrbrMovzgoaVCiWojGWY+9tQ1dSnZWidjaUV1yVlezjqSoJu1+s44aK1Nj9ZRv28P0FJn7cUEWnJ0CRXIo7HEEhEnFBYfxgLpRLCUSieMJRdFIxX64t4VdHuvlH5xC3VRm5b0HlWUHKTVVW82GKRuHbc1U+pxWZWodAKMLW1UrdiqvSP+kUFC8mFOHoa080/8YbNHyOARTazAwasjRZ2JFQkGg0gkSmJOhzxyOZxt28WDsOUblozZQ/y9mQRKYkGomgL6tNmsDTFJThGkhfBBJJZIRD6de3vJJkgkbluHgTqUKNQCTK+g2hVKmZEUQjiKNBJXIV7c3vnu23Qrc/OAa7vzhfxa2mOHb/xnHY/cs3HeSGCgP3zC7DHY4Mr70iiuRS8qUSAJQiIe5whGKFFIs/xI8Wmnix08oPD3Rwo8nIK+fVJ+KkrMEwO4bcPHCoK0H4yBX1DOdo60pqct48B/EpaqFQlPXGpdvag8ZQkjBodAyv0WPfi2V4+m1yAkE4mBlBw+8aQiSOT/yOTE8Mmg9RYJpHwG1Drs7HQfupf6gzpKLaRqLhYMobe/kUJuUioSAiiXTSbTQFpSkJGhVK6ZiGYJygMf3rZlFtE4PmFgoq6xnqnNqU+dmURBGf0BnsOEiBad4ZM2iM12TY/ceX1SYMbZsGnNzVfAKTSsYvF1WjEAk54vIyR6NEKIAR8HcoGiMUjdKUr6bF6eH+RSa2W12s33SI8wvzeHb5bBrzx8ZJfe8MxElNRQWmena88Jv4dZpCNWMMGlZzC9oiEyVzlmbl9b2OkwQNiBc+UiGbXdZuNAWl9E1AuRaJpUTCoYwmhX1OKwqNPuXvuls+StmYzFUpdYWJJp1aX4R31PqsLazk+PBU52gZKuuxmqduPNMWViYodkKgVC6ly5fCoKHP7oReXlEVQb8nIyP22ZZYqkCm1MbvDfMLz2phPI7dtyZIQ3qpmFsqC7isRM+PG0z8YlFVwtD25Il+Hmjp4g9La7lrThl7bB4a89WEozGisRg/XhinzEhFAhrzVey1e7hrTlkiZqpQLuEXi6pYbtCMipPy8Vhr76Q532daXls/Kl38uJGp8maEqTnocxHyedEVV2XNoBH/fy1OerzLG6BEIUVI3JjptMSJF1MxaMCwSblybgqDhpnqpZeOex9FDLYfxGOzoDYkR1PlojQFZQiEIroOJBuaRysWSx9x4nNakY87X9WtujptBnylUsZ2heGMGDR0JTW07Xwr8XP/8d0U1TbmnEFjzuprqWg4jw0P30kkFBg20J/95vJ47P6N5UauKtOnjNz+3ZE9PLa0lp8uquKgw8s8vY5BhQ4RMarFGlwiOarDuxGqtbQ67FxUpEvETJm9Ab44qzgpTuqFzkGeznKc1FSlMZy8D2zd/ArKPCNr7vgZ7zx6d0aktDOl/LJavPaBRB/I6xhAKJIgy3DI91TlHupFkV+CoyNMkVxCnz+5vwTQdeBDzrnubvKKTIlmt0KbwVCFQJiWjDRCB8ovrZ36BziLmr3qaroPbc3oeqx990Yu//rjuAY6T6sWLFGoMxrAlim1lIW6TzviRF8epzWOjwaKR+3lpkFDrtGz4OJPse35hzjnurv55wO3ntX3c8DpTer93ThB72/phj38YIGJnyyswjy69ycWsbK6EghQqFQQCIXwhCPkS9L3/jYP9/6ac6j3t/PFh7nwiw+y+9XHOef6e3jjwc9lJfXhdOW29aHMLxpj0Ojct4nF67+ESCI7rXNIhzdAbdSHTJk+4iTk8yA9hYiTEfmcVnQlNajKi+k9siPt9l0HN9N45ecpnr2EvqO7Tnm/6ZQ1g4Zco0ciU6a8qZDIVYT8noxPrnJ1Hn7X5NspdcYJG3AmpYxDwzmuKn1xVhZOXUk1roEuouHgpO8ll6Q2lCISSejcO33ZU9OlDX32BNr1JHbfMAa7v2XASaVKhkIkJBqLIRQIqFbHGzoCQCQQUCSXcMjhxRuOcGddKffOLT+rSLmpqnPv+yy/8T8TGaG5qlg0QtDjRKHRY+s5jrbIlJI2cbryDPWh1hePMWhsZmwRMX6znT8GvZRKAbcNZQbTIgG3YzjmxJvSoDHYcYim9V86tQ90hiXTxHPOx8dPCUVilLoC3EPpCw3iDApsYqkCuTofz7jCxei4KYivQe4UjcLplEAgRCxTZqXRmA2Vzl1OjFhO5k022zyJC9k4dl/P9eWGMdj9PXYPKpGQ+jwloWh8zXKrjDhFYgzeAZSRSLw5KIDNAw7WFedxfcXiBFLup4c6xyD7c1GxaIRQwEv14otmhEEjEvITjYRRG0pOKdszU7kGe1AXlEFrMxDHNTfpki+cHf3t5BVXTeoMj4QyI2jE99uFpqA8Edk02HGIWedcjmuwG5l6ckpSrqhk7jI8ttTGN4XWkHYaZ0SZGFvik1MpIk5GmZklMiUIGENZmi6VzFmGrec4Kp0xIyRprkiqUOO29mKz9lK3av3ZfjsJjcfuj0RCXVSk45ZR2H1vJMrifBXhWAypQEBMKCImECATSZCGg0RjUKKQscniZI5Wwa5LG89qnFSmUuUXQSxu/goNT1PMhHswiBs0yhecRzQcIq+4Gsc4U+vpymsfQF92srhr9gYTE9qj5R7smRRFLpbKiWQQbQdxZLxiAoJG39FdCEXiYZNBdmiW0ylVfmGCyqAcV3gdITeMV0Fl/ZTjTeKvV4mzP27QKFFIGQqGCUTH3fcJBKh0xjhWP0vKKzLFJ6RmwNocb153QywWL4zn0P/UUDCchN2/zRSPhLpiFHZ/84CTJXo14VgMiVCAU6alaOV50LcNsUBIKBxmjkbB5gEH5UoZb14wHwHQMRwn9UyHhaOu3DQ9xIu4hcRiUVyD3WiNFTkfaxb0uQmH/GiLshfF5Bnqi9cfxtV2AtEYtmCYYoWUHl8Qh8WMtrAyI7rlaFk7D2Mw1Sc18OMkk4pR76M/ER3rtVsonLXoND7VmZOupAaxTE5f6+5Jt4tFYwgEk0ec+J3WMeervOJq1IbStOaPSqUMr6oA98CZMWiMvnfrb93NnNXXZX2/U1HFwguYv+4WNvz2zoT53jXYjdqQ/YiTqSgYhb+YB/iLOX6/dTISKp9fLKpCIhTQ7w+xyeJgvk6FTCTCveR8ujRlSI+eYGjl1bTJtJR++DwL5i1g25YPkEciPLpkVuK5Wwed/OeedracwTipqUo9Lupy7xtPotQVsvr2H/D+n76bM03B4tqmpOPc3nuC/JIa+oZrDdmQ29qL2lCM2RukUimb0KARi0Y4tu11aleuZ9dLvwPiPbB0QxUCYXqCBkBf6y6Ka3N/UHNEIomUuedfzzuPfT2j7aUKDSKxBGvnkVOehAeQylXYMyBoKJUa5INeHKdpYq1MEW8CIxEnuXMdOlpNV32R49veYN7am9jzxhMZEUfOpFL1/q4qNfCf43p/FUopCpGQEAKQKpg3bxGxg81I5zcS3L+HIlEgufcXCtM8lPu9P1v3Mcx730dfXoffbWf2qqs58sGLZ/ttJSkeX1jEYPuBxGMBj4PBjhbK5q04LcJEpzdAIQGkGRg0gn73KUecQNzYNdhxiPKG85AqNOnJl7EYh959jvnrbsmqQWNy7ttpqGCSCRKJXEXQPwWCxnBTcTLFMSupC3KVoyJOVFmKONGX1SUQ+so844zIbjU1rSMcCmQtY3y6NILdv27LYea80czyt/fxbMcABXIJJYr4pKgAAQIgJFUR0BkRCEWIhicEa9RyhEIhDx3upv7NZho27OH27a28msML9Ii6Dm5BIBShK511tt9KWnkdFhS6AiKhAG5rD3nF1dO+j9FTJ2ZPIGWhORoJE/K50zbm/K74dHU6+d025GodIX+coDFebmsvIrEURV56asfZ1siaW2CqxzoKLa82lOC1WTK6IRNLZYSDkzsj84pMOC3mJIOMSTWWoKE2lGZ9+kSpMxINhwgHvFndz3SpetklCBAQDuT2BHAcuz/E7dtbadiwh/o3m/nV4e6EUW7EJGfOr6Z33S30rr2JjnW3IRDH1+xShRSjXMqz7QMsf3sfc95o5rotR3iqfSCnzRkj8rtsVDSsPttvIyNFwnESULazgN3WnjFZqeZhnP54ZRJzkklUx4hcA11ojCc/m63rGFpjBQGvK6M1PhdUYJqHo7895e+mEnESCQUQSyY2tshUecSi0aTmm1EmxhuJ4o3Ej71sGo1L5iwl7PcwOIPiTeBkxMlgxyEKKued7bczobZaXXx1dxtL395L9as7uXdvO4PBMLM1CkQCAWKBgLBIxoHLv8Ke9XfjuflukCoAyJeKqVbLeLffzmXvH6Tm9V1cuukQvzrak5PmDICCqvkMmuNGuTjp7NRv1s+0rJ1HyC+bRe/RnVmhaPgcA0kEjfFUIwCXtWfSRkqcnJbZREzI70EgFCIe/p8arZGhjPIFqzJ6rbMtpa5wVMRJEe5hcoVMlYdAKExpnDNUzj0lgkZeYSVOS9ygYRpHmxuRQqMn6PdMmpN7utIWmYhGIgR9udtcGpHGWI7TYkYsVSCSyHMOzz5aR11+vnvAzOqNB6h8bSe3bz/KQYePuVoFSpEQIQK6tRW0X/RpShY1Il2ymvCSNQhFIhQiIXO0Sg46fNy+7SiVr+1k9cYD3HfAnLPmDBiJJlUgksoTNIhcV9DrIhaLkpdFg0YkFCAc8Ka8PjWPijlxWsxoi6YeDWPtaEkZNetzWhGKxAl0tMfWl6ipeOyWGRNxUlTbiLPfnBaHH4tFEAjTEDRcQ2MIGnUr13P8o9cnrYcIiEe2RrSFWa9hiGUKFFr9mGa6va8NqUI95tx+NmWsWcjyG77Ov5/49pgae8DjQCASZdRoOVsawe5fOny9+7FNh9hosVOtlqNWaYg1rQKRhGOdVsyqEj60xGhv78bftBbf0cMsWr6SoUiMe/e2U/3qTpa+vZev7m7LaXMGxCk04yN8PvrbzxGKxJxz/T1n6V0lq6i2KSm6zN5zPOt18ZDfQzQc5nhEmrKOMVrHtr5K9ZKLE/RKhdaAL5OIkwxqru3N7yJT5cXNfDNANedcjtV8OCOzuVAkYcVN36Rj7/toDKVIFae+TsTvzzMwaKjzsDtPn7ximtCgUZSTPUBj9QKKZy/GNdiNQChKSf/LJY30/q7dcpjZw72/58zx3l/p8PVRVK5BNW8B0Za9IJYSOrgHVUMjArE00fv79ZHh3t+/Zk7vb+8bf8TUtJYjm16g4dJP52Qd0zsBBc68ZyOmxrWn9drd3iBFsQCyDCJOQn5Pyt5cppIqNGiLTHQd2MLSa7+a0XPam99BW1iBvmJO+o1PUVkjaEiUGuwTuORjkQgBp5VYNIrfmb4A7BzoIpIGVysUiXEPmFP+zhoIMxSKH44hv4+gd/pv4EVSOa6RiecY+HNwcR4vVb4R92DuTWmn03js/g1ler46u5TqPC3WL/2Q+nOW4HnkZ+zd8Ao/2HeCHbaZ0ZhNpYDHgdduwVhRi7372Nl+O5NqqKsV2fAiaWnbhypPj22a4QiuwW5E4vg0RI8vSLVWmXK7/uN7kau0k04dB7wuwv70E2K27uNIZApsPceRTDDR3XN4Oxp9Uc5PbQrFUpx9J9AUlGPva088LlVoGDJnRgLwOYfSFkWkSnVKdH0gEsUSPHlDIpJIcVtSr9vTpXi8iYVoOLX7PdckkauwdbXkzPRCpnKFo/zhRD9/GMbuL89Xcd/8Cg4svYh59edQrghR1LabwfrF3P/c33m+I7eNgek00H6Q/NKq+I14hvETZ0vRcAi/cxCJPLlhNp3y2PrJH1XUtgSCDKbI2HX0dyCRTW6+iISCuDJcGxz95jGvF42E6Dmyk2jAhyhrNuTpk1AsIRryY++a4Jo5GiGQwbUyQCjkx++aeFupUsvAseSpI51EzNZRmEexVIGt80hG+5yKhGIJQbeNoM+DcwJDSq4q4HEQCfrwu4YY6jyMQq3Dl0XE7nRoPHa/UiHhJw1V1M2qRzy7gYhQSsDdAXMW8cRLL/Ngy9RQ6rkgiVyFY/j62N57AnGaiJ9cUjjgo//YHrzWHhSqvGl/fb/bQcB98jrY4g/iGE9lAHwOK9HgxMVNoUiEvSvz9aDv6C7kKi3ucffusVgUR38HOv3MQOl7bBZCw0aFcDBA0BM/3qWqPCwTTG8Gfa5TIsNFQgECw9cSCpGQFndy410iVzF4Yu+UX3sqCgd8+J0DOYU5n0gisQyXxYxUqcHSuvNsv50p6T2Lk/cs8UlzlVDAjxpMVJacg103i8vEHcjnrKV7ZzP/7rLy33uO4831qvIE6j2yA6UmH0dfO1JZdq9Bp0Mhvxe/Y5BYFk1QAH3HdqNQ5yXVKQ46PKiHYyG9Q/3oS2qm/NrOfjORCdbz3iM7UeYZCHqd+FxDaIZjTfwue0Y12VyQQCTC3Z++ARj2+wh5Jo5ShLghx9bdikgkIhKJoMgroHPPxkmfoxYL2WH34tM6CWWhpjxaco2B/qM7xtYEYjF6Wj5CYyzNiSG72auu4fB7f09Jx+k7sjNuLJwBkVkA+x1e7t0br40LRRK+lbeMoQWN5Mv6KHN1owj78ItkbBqAp3aYOfLi+0QiM6teA/HJ48C44ddYNMLmZ+/n4jt/kzO1jWg0grNvLPnTYelElqaGMB3qa91Fb1iATDx5u8xj62eg/SC64iqsnUcJhwKEvGnuDWMx3CkIbEnv4ehugj43am0+bkdmgxpnU7riarr2Z0Zm1xRWEPI5OfrBSzRddcdpETt9LiuxcHqzqsRyHPNpGjSkSi0+ez+2FH2ZoNeKnWK9AAAgAElEQVSVlT7j6aq4bjHtOzZQUFnPsS0v5zSVPZW6/UEeaOnmgZb4vdVNlUa+dPd30e96i5Kmc3Ff/R88+9IWDL0HaREYeHTDGzNyXQYIep2073oXTUEJfa3NFNY0YN6XW2kH7qE+ZPLkHlxf625MpxljGorFcHYfRaGan3Zbn3MISZr1eTK5BrvQGIrY+eLDrLnjASQyBaE0A7LRSJj23f/GaJrLUBbqpJBFg0Y05OOOqz/GevE+GN9oEg4hbajifUcd4vmNLFMdS95mtAZeRvrVGwjub55wuxZjLX3nXcra2M4U+xNx0xWXxZ8f24706sUEa0KT73OK2l5eRqRpFedqTgC9SBsWE1SvmNZ9TLd2FkZRrFvA48dXQZqG64yQWEyBTIRMEMMvEdCYr+bl1ekP7lzXbxRifnHnjShLXbn9PQU/hJtWwT4xv1m0nM82qtBuF0zvMSBsw3HOZeTlx0/Q0obFfG128rpw//yl/KXaiXj3hxPuf3dJE95l57EqvHXS9/jYgkV8sknNc9G5/GmBBO129ZjtY8D9i1bygxI7l//qcE5fEAhiUW69bB03tr1G8MrFic9hURez5bJL+JvrnQy+r53Da2hwwm0780zsu+RyXgiM+/sLRUgbFvPbkbVc6ETaICEoyeJaKRTxYY2S//rMtZS/P/F7zhU9W6jkvKWzeKL9/4N1WShiqaAFZ78OjdGIIhJAVT+XXy+Zza8XVZ3td3da6hIdYeeSj/Hnez5JcG+K644c0oCqkC3zK3hEuhBhmTOLx5qTgXOrMY4cz8PH+/pSw5h9vjBvKYtK5NTmmSd8LxZ1MVvXruIvg+nXhucamjjPEKKyyArRCGGBiB8tWM5V6kH8dgu3bH4l59fl8+ZXcUvVVaxUHkn6vJtMs1DPW8BibXv6704oQlrnIXhN6r+bW6bl9Usv5dmh11OuzVeNfFdCEdIq64Svc8oSinhlRSPLHO9RZSrI+evkMRLsQnrVYqx1In5d28Bf77mF0P5dM+f9j1bITkhop72tG1OFjqBcyj1zyrmnbmY0zkdrb3Ep9uWXc4G8BQIfwCdXwz7pzPleBl5mx41fIy/gYrb0wLQfb20NOqqvGbsm31gx9rp5f1EjQ+cu5++e1MejXaHn3XVrM1qPY8D3553Dc2WfILZ325jtowj4XqmJexo1XP7G4wSDuX2NozUU89wdt9J06D2gGemViwmavLglSl679DL+MvQ6gvF/D8tLaWsWqfSP2RU0nV/HrPfiz5E2LOYz1c3J63R5//Svy6Pl+zcbL72PBXUCCjfLc/s4EtqQNlTjUi3ghYsv4emBV5K/j5mkgWakrUrkqy9EpM6nLOTixkojN5br0z83BxUDvjd/BX8t7ye2fyeRFcsRFVtz+n/qiHEe3Svns7znI1TZPM4c/0Jwx3pi+7YlHeNf/Phigvub2Va6gljjClaEp/Y+juvraF3ZyNN9Y58XA37YsILnquwI92xhS/kSJA1LWMYuOjXlbD9vGZueEuX09TKASAjfun4tz7k3Tnqf/FHFPEQLl7Ms3Xm1+29I/+sLBPc384pRQs037qHh7ccnfs7wefT8gx8g/eRKgvuzuE4KRUhLuses+THg/sbzeG5OGEmz4qwfT8dFx9h1x12sLvZS4hpnTrS9jvTzV0z5fJgLeqvqYmwaI2tlHbzvlnAsvxaDz4pXosKpNvK1Hz/OlS/dNzNrNf5NRG5Zi2iPLPG9RARCnm74DOqIlae+dlNOfGd/Ki/gwW/eRenmF06+F2E3oabVSLJ9/2h/E/HlqxEKYvx8kjqPTabjkblN/K20l+g+PW/Oqqaq6lzqi4YmfE63toI9F1/AX52Tf4aDhnk8p1bz4U+/wzn3/HfOXzO7Bzv55mc/x5UltszqFXktBJs0tNVA/8LzWcGp1dOemVvLuhWllH6Ypu8w9Daqz3yKWwpkp3zcxoQiXl65hJ/arkle74IfIL1xOcH9krN+7IzWCX2I3Zd+gate+C7qS+oJlsyg2ksqCUUMhNxsLV9FQ9MKatVyigIWZBIJ9y0w8a3ospn9+diB8+KL+Z3sXJ6tcSOepOdyViTsJbh4NdJxa/DOshV4l9bxdP9p/n+JA5x7w0o00eZJj9MNtQuoqClnXib10RT6Xe0cVi6r5ULZD4gQ4pl7P5P2vBcRCHno3Eu5yLWVa7a+lpXr5awZNCwnDvBvi4gvvfxR0u9MTRdSlV9E+573qXKpeT/FNqN1yV2PsP9vf6J3kqwxfbmDlQWruTXFa/18oYmW/S/yv8f7aLj000iaQzS/Pvk+pypDhYtzNYu4/uWPqGhYTZ2xgo0vPzat+5huaQp6ubbuGp5/90hOT/5LhXB9eQFXl+lZqFOhEYtwhCIccnookcswqWREYyAMeJH85r8Y0GiJ2gYJhUNIhEIOOTwEozBXq0AhEjIYCLPT5uZ58wBv9eeey3G0apZexgqpjgWfu5lAIHcxpgDX/vBF3v7tnXidVm5Ymc/C7/6CUHB63/PaL/yC4399BfP+j3hwURV79r7AX9r6x2wjFIm56XwZs378MOFJqAn1a6rRDG7ixjTrz9ULxax65EnWfP4XrHj8KRzjHM8qfQmXLvZx+a9+n/NFDY9jkHdO2HnuuAaLpZDWLf8E4lMCn1xyN1/554605IYVn/gWto2HOLJ54r+bWHaAGxs+zxde2T4m5uTTVYXM7bDw7d1xN7y+fDYrZy/htSyulQKBkFsu0LPjhT9z5MPpXfezofI2GQf0P+Gvb+zJuXzA8bqkKI8bK40sy1djkInxRaK0OH3IhALm5SkJhUJI9mxHBwiEYoLRMN69OxGFArR7AvT7g9RrleRJRLjCEfbZPbzSPcQ/ugYJ5vi04I0P/JCOF1/grhdz/7jXldRwxZIg9z35T6ydR7O2nxWf+Ba2V7cljrObKwtY2jnA13cdH7PdpdWf4YFHnkxzTTebleXH+HKa9RngY3Vf4Je/+wOWtngWoqGynuWzO/jNYBfm/R/k/PcTiUR4Y+N7aAoruSHF561aoqPSKWdTBn+LykVrqNGX8N4k235yqY1vbziQFHNyLBxh4Zu78EaiSOQqrl/5Q/6ahbV5heQVngyVUBE9l1dy/Dp5tJZeexe+zf04+v3MNuyn5In/ycn/rSadiltNRs4zailVSAnHYhx3+3GGIizOVxGJgTQUQPXBazSaZhHrc+Lfu4NYJIw1EOKwM47dN8ok+KNRjjh9vNFr49mOAeynmdubDan0XVxefhk3v/wRV33nGTb/8QcMdR9P/8QcUOGsRTRd9QWUXQI2/emXWCeg6JyqqpZcjGmfPXGf/YVZRZSd6ON7+9rHbDd/3WyUA+9w8wTrhkyVxzWLhrgrgzVIIlNy7coQFT95JOn4kKl1XL8Gbvj6PTlfaAZwDfXzleZttO/+iPnrbkGxD3a+Ev8b3NRk4b/fOZIUwbr02rvwbxnkwLtTu96c565FrStg+8sfUa6Q8pIvyLIN486RAgG3nPcT/vb6k1mLOVn0sc9ReXiQH7z7Dsd35PY1s758NqvmLOPV/3uMm5r6+O7bLTkbc2JSSrm9qpALi3RUqWQIBQK6vAE6vQGa8tVIBAIkAiGxSJDeLZvJj4Yh5CMUjRIIRdhjc1OhklGulBGNxWjzBNjYb+fpdgsd3tw8lmRqHeuXe6j4ySNc9o0n2fannzNoTqYr5pKqFufRYBzk1/v7p71WOCKRRMaNP32N579zOZHw2OiwnRcv4tpfP4XZ7WPJNUsJHnmF/VNdS9bOQvPKG/zHuPVartFz1fIAVT9+mEgkwuL1TYSOvMH+tz+iYuEF1Ml35OQ1zXh1H97F01UNPPvKdqKRies8s8+rQG8R8dEk5628IhPnf/YnvPHTTxOJRNCVWFj3xV/yYpp6yPsuH7/WLOXYZhsHNmZ3nbx20dd5Z8urOIfrT3nF1axpsDPrZw/lyPe1g5oDFjZd8UU2PPzlRCyYTJXH+v9+jhfvW58j7zNZOomIW01GLi/JZ45WiVwoYCAQ4rDTy6LQWwgvuJqP9Isx9uxCGA5T7WznaMF87va+R/SVbZyomE1o/y6qlRLEAgHdviAfDjh5tn2A3Y7creE0XfVFIlsG2PfWyf/dFTfdi2LAyXtPfIdvCMiJ72yeu5bX9EVsG3UMX/yV33Lob3+hu2V71vYrkSm59kcvcvMb3+Dnh7rYMjDxdcXCyz+LdMsblL/yKJFIhPo1lWjaBtk+ybqjKx1idbmZz6e5pl71qcspcTk450e5b84AOLrlNd656FN8c2svzv70lPbigwHWfvFBOra9RTjQOunfbDKdq1rHnzoOcHTL5M+/9s4Huf/lv1P/ypZT2s+Ilsae44lQAXvfeHnM40uuuZPgFtuUz9nZ1w7Oj83mj75ayryNtHQfp23HhrP9piZUqt6fc7j3Vzzc+/Ps2UGF2sgL++ax+P2ncKPi/Pb38BPhkM2Z3PsbcvN8Z+73/pZeexdCkRhtdz7dh/7IHz54ISfW4tE67/Yf0PvqlqR7xAu/cCNtjz1C265T//83KWW8cOFivvp/29j64uZJt112/Xm4d+2n5f1T298lpj62/7WFwrnn8spPPsF3PPa0f+vqJRczq7ONR/7nl1n7XrIGf/Y5rYSCftQpMs9Dfi8iqZKA245EkR7p6nfZEafJpfI6BpGrDSl/Z/YGKJfFvSgeWx9y3fRn9tl6T6A2lCMUSfDaB5BpUr+XXJJrsItgKETFwvPP9ltJ0hqjlt8vqaH5kkWcuGIpP24woRaLeay1l0X/2s0bvUMsN2gRCcAbjuKLRAnHYrTbbDBkgWiEGAJ6fUEqlHLm5Sn55eFuztu4nxe7BqlVy3liWR3mq5ayZV0DP1toYr4299CbFY0X4BrsznlzhkAoQqbKw22zoCuZhXPAPO3mDABVfjGOgXhmokklo92VHF8j1+jxu22TmjMgXjjyONLj++RqHV6HFYlchT8FKrPAVM9gR0vOnTxTKeCyIVXqsLQdpMA0L/F4NBLCYx9EpU/OExuvcNAPoskR4uGAD6/bnvR6Zm+ACtlJX6Db2oMyP7sTu7FYlKDPg2yC80OuqefQR0SiZDX/+FQ1X6vgZwtNbFnXgPmqpTyxrI5atZwXugY57919PHSkm/l5SiqUMnp9QWKxGISDuHduIbjrQ7y7tuD3efCGI4iFcI5Bw+u9QzRu2MNjrb2oxWJ+3GDixBVLab5kEb9fUsMFxvQZdGdaAqEIiUzJ8e0bZsRxL5LIQChOMpdNt9SGEhyWkxEJlSo5Hc7kNTqvuIqhnskbqP+PuvMObKs+1//HsvawtbxtyXbsJHamsyAhhBBmmaVQKBR6b1tauujtpr3l13k76AA6aQtdNKWlzEIZYSUBwsrew3vbsoa1t/T748iKbUmWnFiJ/fyVHEnnaFhH3/O+z/t5CiUyQoHcfkPUJVUTIpuM5iZs3UeRqLR4R88+ojUX9R3Zibwo/do04LIhzTGDslAqI5QFz+e09qE2VKZs7/H4MSWyPcMBL7FY/LSyHTOp7+i76CrmIS8yIlGoZ3z/+VLY70UkUWAwN2HtOjxrvvsVcglfX1jFKxsX0XnVSp45v4n1JUXssLq49s2j3P5eG2UyCS1aFa1uP5ICYcIouOsNvE9vxvbYw3h9HuJxsAbDrC8p4oTbT8uWPXznYC+eSIzPNVZw6PIWDl/ewuZzGrm+Sp8/h/805bUPEi8oQKktFdZpnqmR5rNJRlMTruFeRGLZjJszAJTFRtz2kyZmkzL9ulltrGR0JPPvQyQUoECcW3SMoljI3073/Sifv4JYNIJ9cG7Ea/pGLciLjMBY/aA0eduopZuiUlPKY2zdR9FVz5/2sVzDPagM1QAMBkIYxAVIRZNyx+NxPA4LKl3ZtPefq5zD3RQUSiiUzvy5f6blGulFZaiCggLcjqG8vi/TlUYs4pP1Zfx7fROtV6xgx0VLub7GSLsnwB272rlo6yHCsThrjUUcd/kQiwoIRyP497zLc4//k9Cu7Xj2vENhPEar28/akiJCsTgXbT3Ep3a10+EJcEONkR0XLaX1ihX8e30Tn6wvQy2ePbluKl0ZXscw0VgMjbGK0aHZ/72XKjWICqXYB7NHaJyqhJz6kRRzhkxUgF4qps8jrOGKSk3Yx61tc5XB3MRw1+GU7UWlNbgsvclzs0pXhss6kPh3KS7bcMpjZqNGBzsI+H2UNS6f8n4FogIiUxg4AORFBgLjfq9GBzvw2Iepal475eO6PT6KXYMozsA5x97fjnZc1E1ZQwvDbftmzRoUoGPXKxzd9iibPvUzpEqhZq8xVuGx9s+q5ykGrq/Ss/mc+Ry+vIVDl7fw2cYKvJEY3znYQ8tLeznhDrC+pBib10dr1zCLXvot6oVLkIWdxFZu4DpFH0+Ga+ixW6nuOIxRIuL299p4/5tHedvq4vySIp7Z0ETnVSt5ZeMi7lpYRYVccrZf+gS5rf0o9SevA5de/lF0VQ288edvE49FZ81nNty2D2P9sgnbtBX12Hpnfr08XipDBV77EDUyMZ1p1sxjKhAV0nDOlbS+9UzyPfO77EjV2in3H4/FckqZqFiwCudQ95wwZ4AQ1Xf09SdZtOnmnO7vc1qJRyIUVzbgzxJHNZVCAeH6PJvsgRCF0TDFksJTPhZAx55XMS+/MGW7xz6MrHjm+4wzoZ1P/ZrGtVdz8JW/03LVHUhk6WPiz5YuyND7e6BtkOVb9vHcoJ0143p/BlcfzVVqLo8epMrazodlXaiXtKT0/s5/7SBP9dlo0Jzs/e2Ypb0/bUU9tS0XMdJ1GLlGz7HXZ585AxLrxcTacUxSZRHG2kX0HJzaVJFNJpWMYeR4XNkjnaRy9WnVfEIBL5rK+cTjUSHGONt7XVDAoos/zOFX/57XzyWv9TVr91GMpqaULNZwwJMooo0i10z9AwYQ8Diy3i/gcSBRqBEVSlLc1D2+IMu0QqHBax9GlYfs21gkhNvaj7aiDp9zBGUeTCD5kHO4m5ol6znxxpNn9Xk0quV8pLaUC0qLMCvlFADdvgDPDTj4W7eFE26hUXOLycg7lywjDnznYDdfbarGHgxTrZLhDkfZZnFRr1YwHAhRJBFTJBEz4A+y1eLkm8013NFQzmd3d/C9I0ITaZ1Bw80mIxeXafmwuYRwLM4Jt5+XhoSpFGsokvlJnwEZTQvp2T+7cqfSSVFkIOh1Eo9F0Vc3Yu/Lz5S2WleG1zEEQI1SRrcvNSNZqS3JiQgjV+uy5kQXSqSIxGLCQR8SuSot0cBobsLWczTHV3B2FQ76EBUWYu9vY8GGGybc5rb2UVRSnfU9iYaDiCXZsx+dQ11oy+vw2E7+gHf7gskGIEDI7yEeiyFTFed16i3k96AonhsGjVg0QjjgxdyyCWv3kbP6XEqkYm6rLeWyci2NGgUSUQHDgTBv29x8ZV8Xb9mETNlzDRqeWN+EQSrmwY5hLiotplIhI4qQeT8ciLBMp8IbClMkEdPrC6KTivneoW6+1lTD+6sMfOdQD1e+Ibze+Ro5HzGXsrG0mCvP1ROPC78H2ywuHu6y0JYmm/1MqmLBKkAwZs4FKYuNxGJRIlka96crjbEK97gFu0kp5eWhiVmfyuISopFQ1u+7WConGs7+OcvVOuLRyAQahNHczFDrHkrql6ZMN89WDbftpVAiRaktTU6fjcnvtqMoyu38JZbIsk5We6wDqI1VKb/Tvb4gNUoZx9zC38nYWtY5NLNTYMOtezjv1rux97dhqFnA0IndM7r/fCkU8KIsNqCtmMfRbf86a89DKRLxQZOBayr1LNaqUBWKcIQi7HF4+cWJAZ4bcBADahRSHlrTSHORgi1DowSjUa6qNNDnD6IoFCErjFIsiSGJxZGIC9nv8LBUq+ab+7u5c0Eluy5dwR87hrjpbSFjs1Qq5ra6Ui4t1/HT5XXcv6KeoUCYt60uHumx8o7t7GWM27qPYjQ3IZWrCAVOPcf4TMtgbiIc8DF4fGde9q/UluCxDSb/X6OUsdWSeu5VGyrp2bct436ikRCFORo05Bo9gQzZ5VXN6+bMORmEbHFlwpThdQyj0p00aLgsvRSV1mDp2D/hMbbeYyy74vZpH8s10kNRmWD4iMZhIBCiWiGlwzvxOsfjGEalK09OU8+0nENdSOSqZJNtNisS9BPyuVFpS4X6jq4sb9ef2SQCrqzQcX2NkZU6FTqpGF80xqFRHz862sc/u634YjGUIhG/WVXPxWVaDjp93Hesny8trGL/qJf5GgWKgih372/nxmo9kWiUw24/y3Qqfna0j8sr9bx24WJeGR7ls7s6kvv7kNnIVZV6vrKwim8tqsERirDb4eWJXivPDQq/B2dDYwYNla6MoM9FJJTfNehMSKrQIJarcA535e0YKn0ZXvtQyvZqhYwBfyj5eRWVmnBZeqa9f4NpIfueezBl++T9KXVleB3CelOlK8XnmBsGDY91gFgsQvWi9Qwey/zbWVAgEgYFppBCo8c/6feq9a1naDzvGvoOvZnxcT2+IHqRHfW8/MfCOQYEg0bP/u0AlDe20DvLMukBjm1/DKW2lI0f/yGvPPBl1MYq3LaB7A/Ms841aLjFZGStsYhyuYRwLE6rJ8CfOof5W6cFS6LW+51FNfxgaQuWYJhv7u/i+0trOXh0K/PPv4C9R/by9qtPIxfdROjoS5zvtjNv7Xqe3PIS0gL4yzmNHHH6uH1nG1/c14UIuKpSzw01Bm6tLeHOhAnkkNPLMwN2/tVjwx87e6hQj7WfupUXA9Bw7lXUrbqULfd/Ztado+19J1DpypJ1QkWxkXgsmvd1pNpQQcjaS7FEzFAgs8mretE6PPZBnOOMdH6XDbkmSyxZPEaBaGqTgK6qARC+/3NJJ958kmvv/mfaesZkmVs20bFrC3WrLkOqPHDKxwz7PUhzGPgI+t0MRAupUcpwOjMbb7LJ3nucAlEhuqoGHP1tye1exxAV81ee8n7zKb/LxuFXH6Hh3CsZOPYuSy77L/Y888BZez4Nid7fhaVFmJRyCgqgxxvk+QEHD0/q/b118VIAvnuwm680VWMLhqlRyXC/9wbv9tv4qNlIT18EjVhMUWHBxN7fvHI+u6eD7x4RrpnWGTTcYi6Zlb2/VR/4PIde/hvL3vdx3n7kh1mp5mdLKl05XvvE9aJp6fkMHnuP6GkOaJuUMiyFKoK+7DUliUJF6DRo43K1jlg0jKO/jfL5qxg4OjWJo6rpXGLRyJTrzplQXg0atu4jGM3NdO15ZcL2kN+LRK4i6HUiy+IwBAh6RpFnu188TsDtQFGkxzvpAqPHF0o2BT32/E1Y2Pta0Vc30v5uG1JlEaJCMbHo2W3wZ9PAsZ00rr3qjB9XKynkNnMJl49DylmCYd6zefjWoR62WSa6oZYVK/ndqgaqlFI2d49w77F+3rhoCdZgGG8kRtAToEEt5+EuCx+rL0MlLqQAeH7AzhWVei4sLWbpi3t4YFUDj61bwB67h0/sbOMtmzvZZBQD11UbuK7awO31ZXxpQWUSu/90v50nzjB2v1AiRa7W0bnn5TN30FOUstiIb3QEEJCzjjxMAspUxUQjISJBYQK0VCZhwJ/aiFIUGfHlZNDQEvBM3SSUqbQEPKMUSqTEY7G032eDqZn9zz+U+ws5ywp4Rgl6RlHpSieYTlwjfWjSEI8mKxIKUCiVZb2fc6iT4vJa+g6fdFL2+YJUKqSIIFmA8tgGUBsq82rQCHqdKOYA1WhMfredmqXns/vpX5/R42aKk9o/6uXB/V083Wdj/DegVCrmwTWNrNCpeN3i4jO723hqfROVChkvDNq5slKPUlzIi0MWlulUFEvEtHsCSeLRlxdWs/6VA3xpYRU/XlbL5xor+dSuNg44fdx96GQR8cLSYm6qMXJ1pY6P1ZWedex+/arLiMNpL0LPlFSGyrw/V1GhBLlGN+Fi3KSU0TPJRFdcXotzsCvr/gqlMiKhVAPeZGlKqnCN9E3YZjA3c+iVvwvnePfcaAb6XVaIxahetI4TO56edFsOxZ6ECiUygXI0hdzWfjTGVIJGty+IWXXy3O4bHUFZXDKh8DQTCgd9OAbaCLjsGExNc8agEfa7kZSZMZgWnnFT5lic1CqdGmMiTuqIy899x/v5e/cI7sjJxalUBPe31HN1pZ5Wt5+Nrx3iC/MruKbKwH3H+vlyUxUn3H4sgTAbSouJA29bXSzTqnhxyMH3l5q5YcdRlmnVfKO5mpvNJdy1v5tnBuz8/PgAPz8uFNyXFCu5rbaE9cYi3l9tOKvYfWv3EYy1ixGJJXk3os2kDKYmXJYeOne9lJf9K4tLsLSfLHqa05yTATTGStxTmXPjcaKRMIUSaVYDmKLIkNLwGlNp/dKU8/Vslm/UgqFmAZAY8NCdpMK5hnvSEjRcI31IleppG4/d1gGUxUZEYimxSIjehKF5skHDm2dShMvSg1ShnhMGDRgzypgEM80ZJmi0FKu4tbaE80qKqErESXV4AjzSM8LDnSP0ByZ+V768oJLPNVbgCke57Z0T1KlkfG+JmV+c6Ofz86t4a8RFY5ECb2JJu8vu5rySYn5xYoCvNFXzrYPd/MQX4v6WOg5f0cKvTgxy74kB/tRp4U+dwtqrWiHltlqh+PyrlfX89ixi98cMGmPkhrkgqVKDVKE5JWNErlLpylNqlSBMDo6dn0ViKcpiwwSDXS6SqbVI5Oq05/OiUhPOca9LrStPDr0otaVYu+fGsInbNoBUrqZ68Tp2PnFfxvsVFIiIZ2mCK4r0+CdNanbve40V134Glb4Crz39+9/rC2JWeFCnWUvPtEYHOzAv3yT8p6CA0nnL2PXkL/N+3FPRnmd+y/rbvsV5t94t0EiyDP3kQ2allI8k4qTqxsVJbbWM8reuEQ5OasxeU6nnnmVmJCIR3z3cw8FRL4+f18QLgw4uKC1i27atXKsv4t9Fam4+9mzblNcAACAASURBVC+G6xZQ0u7lniee4QsN5TzTb2Pja4d4aE0Db128lGf67XxxXwfPDNh5ZkD42yoSi/iwuZT3Vei4u7mGHywxYw1G2JnA7r98hrH7btsAakMVVc1rWfa+j/PSr+6clebZeCzKSMdBSuctp/fAdrQV9WdkOEZjqERl66bfH2Qqi1fjumto3fHvCdtyGaqIx2MUFBRMeZ/qRevwjY5MGHSbCwr5PbS/+zxNG2/MWsc0t1zEO/+8h+KyWszLL2TvM7+bMrYqk8IBb9JMPeVz87kYRoZZKePQaRg0ALr3bcW8/MIJBg1fngl3p6tj2x9j3jlX0LX7VVa+/7O0vfNcXtc64zUxTkqBXCRiJBjmXZuHbx3qTRkemNz7u/9YP9svWsJIMIwvEqM90fv7a/sgHzUbUYlAFI/y7ICNKyoNKb2/3Rl6fx+oMfD+qrPf+zMt24hMWYRco8PadYjhtn1n5sDTlKhQgkxVlHKdb1q+iba3nznt/ZuUMmyyYkK+VBPzZEnlKsL+U7umUenK0FbUc3T7owRcdmpXbMpq0BDoGY+c0vGmo/wSNHqO0rIsNT4jHPAiUQgEDZmyCAoKmIrzFPA40hZBJsvnHEFRXJJq0PAGMCWKzr5RC4oiAwWiwhl3JTn6W9FVzScefy5hFjGkvQCbTerc+RKLLroZsUyR16KmGLi2Ss8Hqo0s16kolhTijkQ5OOrjOwd7eKzPSjCW+jdQLBbxh9UNrDMWscvu4eo3jhADdiTMGd891Mufz2nk58f6+dz8SloTk9UacSHfP9zDNxeZuHTbIZ5e38xT65u4eNthFhUr+f2qeey6bDn/7Bnh6/u7iQER4LE+G4/1CSccvVTMrWYjl1fo+b8lZn6yrDZhInHzz+4RtlvzOy1YvmA18XgcW9fZnaLPRUptCT6nYNDQVTXSkYdcM7W+IunWq1JKGQqEiKY5bSi1xpwIGjK1NuvFiFytJegeRSJXEw6m/gAI7tl52HuP5/YiZoECnlGkSg2OvlYMpoXJ5pjH2o+mpDrr46OhQE7NwtGhLsobV0zYFozFcYQilCukSXON2zaAxliZ14ZXwOtErsktImA2KOC2ozFWY6hZiK03v3nNF5QU8SGTkXMMGkplEoKxOMdcfh5oG2RztxV7GiexCPjxMjMfMpXQ6wty+fbDHHX5eWXjIioVMq574whbLlzM/x3u4VuLTGzutnJXUw3BWJyn+qx8eWE1//1uK99eXMP2i5Zw/qsH+dmxfh5c3cBzG5rZMeLijl1tOBNNx60WZ3LhLheJuKHawDVVej7XWME3mqpxhqPsdXh4qs/Gv/vt5NMWKZYpqFy0dtZNmUwlla6McJ6blmpDOT6HZcK6ypyGclRcXpvTZKJYkhtBQzOJ+iNNXNy4R/qQKtSEcnBgzwaF/B4oKKB6yfoUg0bI50YsleXUHBXII1MbWzy2AQw1C1O290wiHPmc1rzR4AaP70RfsxCjuSkv+8+HQn4vKm0pQc9oXg2FIMRJ3VZbyoaSIqqVMuJx6PQGeLLPysPdI3R503/Gn6wv466maoLRGJ/e1c5/Bh38qqWOa6oM3Pz2cR5c3cB/BuxcWq7jD+3DbCgtpscXYDQURSISMegP8eKQg8fPa+KGHUdZ8Nxu7m2p49cr6/nSgko+sbMtuc4+6PTxtf0nkfWXlWu5scbIDTVG7phXLphInD6eG3TwSM8Inkj+qhzW7iMsu+J2woHTK7idSck1eiQyJQZTE28/8qO8HENYmwvr4QKgWimjZ5JxRlQozul6NRoOUiiR52bQcKeiSYUpyCL6D59e9vOZlNdhQZmgZvhdNmSqoiSp02XpYd45V6Q+KB7H1nMcg6kpa7FnwsNiUTz2ITTGKpxDnfR4E4a5kUnPyT6UUxzhqSoaDhIOeFFpZ2+RebxcIz0Uldbgcwyj1uf3OVfIJXyktpRLyrXMU8sRFxQw4A+xw+ri790j7HakLxReVFrMfS11aMSF3H9igF+cGOSjtSV8b4mZHxzp5apKPd3eANVKGe+Oqy3UKOX0eINcUFLMD4708r0lZr51sJtlW/bxxfmVfL6xgv+uK+WLezt5NbFG7vOH+NHRfn50VFgXrdKp+LC5hPNLirjJZCQSj9PuCfByYlpwcIrp4NOVKkFoOFUSxNmQSldK2O/Jep47vWOUpW38jzc1F5VU47EPTbtWaTQtxN57LG1ddTzxR1QoQarSEEiYE3KZdp4tioYChHxu4rFYygTzeBWIRBCfet0h1+hTfq+i4RCdu1+mce1VaUkkAN3eIOcawxNMe/nS6EB7ksqkLa8j5Pcka26zTvE4b/39h2z61E+pXXERR177R94PqRaLuMVUwpUVOpqLlSgKRdhCEXbZPdxztI8XJ5Ecx9SolvPg6gbq1XKe7rPxpb2dtOhUSXPGUCCERCTCGQjR7fGybfsuuHIFxa2HeG7Qxu21Jdz89nH+sVYwcV649RBXVej4yfJajr5vJfcc7eMPHcK6yhWJ8UD7EA+0C02nOpWM/6oVSKEPrW6koEAw/bwx4uLhTgtH3Pm9Zvc5LMg1Wtbe8g22/uEu3NbZa5wdbttLWYNg0NBV1DN6BgwaKn0Fxc42ujNca4FA2dDXLGDbH785YXsgh6GKeCxOQcHUcWRVi84jFg1PbZ6epTq6/V9c9bW/cPClhwn50kcQaCvqEUvlWLsOEw548TqGWXzJrRx48c/TPl7I76W4InssX9DrxiJTJfuCp6OefVs5/7++M+E3wmMfOuNG4ekoHouy64n7OfdDd3H41UdYdd2dvPb7r+blWGO9v+uqDbTo1JN6f71T9v5+v7qB88b1/gDeSJgzvpet99ds4tLt6Xt/u9P0/v7Va+NfvWe391colbPi2s+w99nfs/r6/+G5n34sL8eZCSl1pfidNuLj1lYyVTFGcxPb//i/p71/s1JGj8JA0Jd92FuiUJ8yNXXNDV/C2n2YWCRCz/7tLH3fx5MDEulUUrcEhUafJJnlU3k1aNh7T6CrmJdCkggHBIJGPBYlHPAhVWgynrxBaCiW1i/Nejy/04ay2Jiy3RGOUgAUS4Rp4IDbgVJbkhYveDqy951I5lH5nJa0ZpHZJudwJ7FolJol58/4BFeuSLlM+lZzNR+vL2ckGOb6Hcd4z+5BLxUnzRkXvHaIfZct56WhUdYZizjuOrmYdUWiKMVi+v0hfrDEzAVbD7D9wqW8snERF287zLpXD/KhGiPfW2JK4vUf6ZnY1LeHIvyydYhftgp/JxOw+2vHYfeHXfy1y0K7d2YnlGtbNuF1DE04Ac5WKYpL8I2OUCAqRFtei2Mg/cXy6UilL8OT+M6mm8wek7K4JEeCho6AJ/1F25hkai0B7ygSuTKtQ09XOQ+vfYhwcO40BQIeB3K1ToigMjcnDRqukT7K56/K+vhIOJgjQaOLhedfn7J9rAk4ZtAYI2jkUwG3naKSmrweYyYVDvoZbt9P3epLZ9ygMYaU2zgWJ5UBKZdJt5iMfGexYJj86r4uHu21IoKkOWPDawf43aoG+n0h1GIxrnA0afI47vaz1ljMy0Oj3NtSR8uWfWzbtJg3EiaN63YcY41ezW9XzuPA5St4qGOI7x+ZWDQIxGJs7hlhc49QnCqViRMF81Ts/t97RnjXNrO4e9OyC7B2HUFbUTej+82nVNpSwnnG/qsNlbjHTfqpxSLkhSKswYm/89ryOmx92Q1t4lwJGsbqCRPZRnMT9p7jSXPGXPj9HFPAM0pJ7ZK0hlm/y45co8+6bhUIGlO/b25rP+aWTSnbu71B1huLTh7TOZJ2TT0TGjy+i9qWi5Aq5saUNgjXLopiY16ip4xS4Tx2abmW+ePjpKyuCXFSmXSuQcNvVtZjlEp4sGOI/0ucN8ebMzaUFKEoFPFA2yBXVep5otfKvS11bLO4uLJSxw+P9PLtRSaWvrgHlpM0aXx+byf3HO3noTUNvHbhYl4eGuVzuwW8/nhtGRplS6IQnsTuV5zE7tsTMSyP91p5foax+7aeY+gq580ZYg4IGHrXSC9iqTwjceJ0pSg24k80csrkEpzhCIHoxHdepS/HNzqStREYCQcQS+VTXq9DouGVJju2atF5eGyDBNKYN2arfKOW5FRePB4T6gzaEjy2AVyW9AQNEGJOjObpGTSA5D6dQ510JyKnJstrH6Y8zwhlr2M4b+f+mdYYQWO4fT8Gc/OM7lshEnHjWJxUsQqVWIQjLJzHfnlikP8M2Kc8j9UopDy0uoHmYiVbEufNQCw2wZxx2Onjm801XLLtEC9tXMzXD3QlH29Sybh822G2bFzEj4/1JU0aAPedGOD3bUP8amX9BLx+7ySy5C6Hl10J48h47P5tabD7j/bYCMwgdl+lK2Ok8xBlDS1zhqChLC7BO5rf2p1aX85Amlgr0zhTc1FpDc7h7pT7ZJPB1IStJ/11o2CUET4Hpa4U36g1uUZWaUuTcSdzQW7bAH6nlepF66Y0aMRyIGiko8S1vvUMl3zmfva/8Ke0v409viDVCjGRoG9KatRMyDXSh7LYSKFUTlljC8Ote/J2rJlQLBpm+5/u5vrvPIHBtJD2d5+f0f2LgCsqdNxQY2SFToV+LE7KOTFOKpPGx0wdcvpY+/IB+gMhVo8zZ3z9QBf7L2vhu4d7uLOxgmf7HcnMeSkxftvaz6VlWs4vKZpg0rhzbyf/GXRwd3M132yu4ZPzyvncno6UCMBOb5DvHO6Fw8L38TyjhptNqdj9LUOj/C0P2H21sZKCgkL2P//QrI9pHmrby7pbvgGAtrKe4bb9WR5x+lIbKtANvZex1gzQsPZqOnZuSWnohfwexBLplEMV8XgUpjBoKIoMaIxVBL2jc46gAeB3Wuk98DoLzv8AB7f8Je19zC2b6Nm3FRDIVYdffYRzb/oq3fu2TpvcGQ54kMqzR5yE/G6smiLMadbW09VYnJ6+en7y3yGfC1FhIRKZctb2BoZa92DrOYpErkKpK6N60XkTaNeno5nq/VnG9f6MUnHSnLFxXO9vrbGI466T77ErnOj9BUL8YElt2t7fTTVGvp/o/X37UA//mCW9v0UX3YK16xD1qy7lyGv/yGnQ+GxJMF5PrEXWLN3AwNF3sw6I5SKTSsYBVUlOA3bjSfDTkbllE0pdGR07X0SpLcHvsuHob6WyaQ19B9NH2y26+MMc2frPMxI7k1eDRiTkx20bQFs5ccI8HPQhlsopKBAR9I4i1+iyGjRyiUIRCBrpCwpjTcGDTh9e+2DCvT6zBg1HfxvaynoKCkT4RvM3eTjTclv7MS3beNoGjTGk3EVlWmqTSLlQRqRcJl1dqecny8xIRSK+f7iXhzqFC+XJ5oz/mV+JRlzInbs72H3ZMn7TerI5tN/h5bJyLZ/e2cazG5oxKWQpJ+p/9lr5V6+VHy41J/D6Fdyxqz3j8zzhDqRi901Grq7S8bH6Sdj9rhFGI6f3BS6pW8Jw297T2seZkkpbgt9ppajUhM9pzQuNRTUOxWlKMwU4JkWRIaeFnUDHyELQ0OgIekaRytVpfwAM5iass/zCZrIC7lHkGi3W7iPUr74sud2dI0EjEhKK9NnkHO6iqMyUyIA9eaE8hm0eu1j1WPsx1i0+hVeSu/xO65zBNYOQq23rOcLii29j99O/Oa3FgFZSyIfNJVyRBin37TRIuUwaj5p7pHuE/z0guI8nmzPMSjmr9Wquev0I9yyrZd/oye/NCwN2PtNYwcot+zl8RQv/M7+Sja8dmmDSeM/uYdXL+7m9voxvNFVzi7mEr+3v4tmB9N9VSzDCz44P8LNJ2P3z84Tdr1t5KX2Hd6DO4wTrTEtRbMg7SUJtqMJjOznlkclEV1xemxNhqVAqzxrVAQJBo+/QyQtLo7kZa88R5BrdrMS1TqWAy44vOkzFgtUp+dKBBDI127pVLJVl/azd1oG0cVa9kwkaoyNoK+dN4xXkLlvPMeRFBuKxaMJUOUunAccpFPAgV2tnxKAhFcH11UbenyZO6mtp4qQyqVQq5sHVDazQq3ljxMXGXQeTcSfjzRkHnV4eWTufe4728yFzKcOBcHL/D3dZ+GhdKZu7LXy6oYI/rG7gprdP8PtV85ImjZ0OL+97/QgXlhan4PXTyReLTcDuV8mlfKTuJHb/gRnG7ocDXvwuG7FZmteaTkZTE9FIiJGOg3nZf4GoELlal2wcmZQyetP8/mmMVbit2QvA0VCQQok06/0URfq00/LVi9cRcDvwzyETjc9pRa7WJambXscwKn05HtsAbusAKn1Z2jhTW/dRGs6dfnyoy9JLcZmJXoTz8XJt6kSg15FfggaAxzqArroxr8eYKbksPVQ1n0vnrpdmBC19SVkxN02Kkzrq8nP/iQH+3m3BlQMJSCqC+5bXc02VnjZPgI2vHUoWcsebM37XPszeS5exzeKkSiGQkt4cN6EXj0OZQsp2i5NfrahnxUtCY2rMpPHnrhE+vrONeSp5Eq//7347X9jTkfb3IwYTsPvFYhG35BG7r9KV4h0VIk5mqgGQb8k1urxTMTPVIE0qGXsdgpm6qNR8SqYWg6mJ1jSYaVGhBJWuNEmcU+vK8CWMKAWiQmRqbV5NBjMtj60fv8tO1aLzOPjSw2nvI0ScTL0mEIhPqa/bNdyNa6SXmiXr005M9viCmJUyPLYBVPqKvL538VgU10gv2rJayhpa6Nm3LW/HmimF/R7CoQDVi85jpOMgnbtPL665pVjFh2tLWJ+Ik4omSED/6Bnhb10j9KWJPE6nL82v5M75QszUR95pZeuIcI4bb8741O52Hl27AEsgxCPdVr632MTfuk+alyzBMB8ylfGz4/18bWEVv2kbTDFp/N+RPn51YoDfTcLrj2RoUO6wutlhTcXuf6K+jC8nsPv7R738ewaw+3K1jk13/BTncFdOA21nW47+NpTaEmRqLdqKeo6//mTej6nWV1AacdOVoWYkKhQzb837ePnXn097u9/tmHKoIh6PC4SfDKpqXsvg8feoWXL+nDRoABzZ+g8uvfPXHNn6z7Qxu+aWTbz58HcBkCrUeKz97H/hj5xz41d56Vefm5KuP1khvweJIgeDhs+FTTaftTNg0AAh5sS0/MKkQQME8p5KX35GSC+nqt3//i1XfOUhdj/9a1Ze9zkGju/MSA6YStONk8qkqyt1/GRZbUrvb7I54wuJ3t/ndnew57Jl/HZ8729U6P19amcb/8nQ+3u018pjid7fPctqufMUen8fmtT7O+by88Kgg81dliT5eTpSGyqYf9772fvMAzRfdAvb//TN7A86ixqLLhwv8/ILU+i/pyqTUoZTU0EwyzAICOeNkH96A4hSpYZV77+T7X/6JkVl5uTAZffe16ht2ZTWoKGtqEdfPZ/X//ytaR3rVJVXgwYkcoHNzRMvduJxocknUxBwO5CrtLjI7BIPuIWJ72zyu6wZJz56fCHMYwYNxzBqfQWW9pl1YIYDXgIuO5rSGnx5nDycaQ237qZm6QXTftxUSLkfT4GUy6Qx1Nw8tZynEqi5sWXsZHOGXCTi8/MruP/EAGqxCI24kM3dJwv8T/fb+eFSM/ucPt6yuvjtynmsfuVAyok6Bnz9QHcSr/98Grx+JqVg92uEKZs7ZwK7X1CAUltC567Tu6A5U1IUG3H0t6GvbpywSJlJjRVFIdH8y4Cdy4WgUSiRIioszOpulau0BDwCQSOUxqBhNDXlZZo2nwomCBpdJ15l9Q1fSG73WAdQ6Uqzxj9Fw0HEkuwL20jQT8AzOuFzA+hOFDXG5LYNUrfq0lN8NbnJ57QikStTzCKzVZGgn0gwgNvaT+XCNfQfeTvnx6ZDynkiUQ5kQcplUrFYxO9XNXBeyUnU3Ngkx2RzhiUY4bkN89hhdbHf6WO+RjFhGnBz9wh3NVWjFov45YlBPj+/gt+3DaWYNKyhCA91DPPXzmHubanntyvn8eUFAT7+XltWt/Jk7P77yrXcMA6774vGOOr08Z9BB/+YJnZfWVyCvno++59/iMjquRNxotDo80I1Gi+NsQLPuCbfVAaN0aHOrPsTIk5yIWhU4R5H0DCYm2h96xnkai0B9/TWIGdbAY8Dj32Q6kXrUgwafpcdRQ7RUoUSOZEs0TC+UQtyjS6J6h+TYGQ+2YD1Oa1UNp87zVeRm+KxKMOte1AbKjCYm/AdmP0GjbDfg0SuOuWc9guMGj5kLmFNIk4qlEOcVCaNj5nq8wW54vUjEwoM480Zb9ncbD6nEXsowgPtQ+y4aAnvjpvma/UECMTifLC6hM/sauPJ9U20FKu4Y1d7ikljq8V5Eq8/PxWvn0n9gYnY/ZWTsfuxOO3e08Puuyy9aY1Hs1UGcxNytZbBNJPUM6Gx4Ycx84BZlRo5BWPmuhwMGuFgTuZcRZEhhZIhlikw1i7C0n5gThnn4rEoQc8oiiIDvlGLYI5IRJ7EomF8DgtqYxWuSZPutp5jnHPT9LHBLksPZQ3LAYFoZE6DYfbYh/NuEHUOd1M+f0X2O84CjVFHvI7h5GczHTVrFHykrpTzS4qoGRcn9XS/jb92WeicAnGeTulipsY02Zzx2YZydFIxn97dzs+X19E1aX3b7Q1wU42RT+9u5+DlLXymoZzftgkNn/EmjXZvgAu3HuLqSh33LKvl+JUr+fHRPh7smJoE4cwRu//6iIu/nQJ2X6krw5eMOJkbBA2pQnNK5IrpSKWvSEvYNU8iaAydAinBYFrIO4/+JGW7xliJ12FJ/h4odWV4ErGxymIjAY/jjEwGzpTc1gEKxRI0xqqMBAsh4mTq6125xpCW+ATQ+ta/aVx3bVqDhicSIxiNIbJ2oTFUYO06dGovJEeNDnSgraynbN4ydj5+X16PNRMSSxVIZEpeuO+TXPyZ+/C7HQyd2JXz48fipC4u09KgliMWCXFSbyXipHZliJPKpPExU788Mch948zFk80ZLcUq1hk1fODNo9xQYyAQiyUx+gDvWt1sKCli/WsH+UR9GQ+snMdt77ammDSckRg3v3OCJePw+v/oHuEbiQGXTMoVu/+uzc2j08Tui2UKLrzjJ3Ts3IJMVTwn1szxWBRL+wHKG1dQVGrKqYZwulIbKigXhXk9A0Gjesn5OIe6M/6uBdzCNXtGg0YsNmXESfXi8xg8/h6l9cvyGreVT7ksvQy376fh3Ks4/vrjE27TV8+noKAg2R+UJBqtrW89Q93KS5i/7tppNXzDfi9SeQ4RJz4XDmXpjBA0QDBobPjo/7HvP79Pbhu7TpjNBg3fqIWjWx/FvPxCHP3tNF94E4de/lvWx51qnFQmNSTMxel6f5PNGXKRiDvnV/CLE4NoEr2/v43r/T3Vb+NHS2vZ7/TxltWdU+/voUTv780RF5+awd7fE302ns2x97fi2s9y7PUnWHzpf/Huv36aYvifbVLry/HaT65fZWotBtMCBh6aHjEynYrEhUhEBYQ0ZVlpnRQUCMThaUbbrrj2M3Tv34q1+wiKIgPShLGrZ/92Wq6+g0KJLKX+3LzpZo69/vgpmZhORXk3aNi6j1A6bxkn3nxqwvawX4g5CXicWekYQc8o8pwIGla05emx4z3eIDWJQofHPoQqTzml9v5W9FWN+EdHkljU2a6OnVuYv/66rI3Z8Ui5lToVuklIuUd7rHij029+KkUifr2ynkvKBdTcuQnU3JgmmzNiwG9W1eMKR/nFiUG+vKASZzjKaPjkc3+i18rPltfSrFFwx8529l/ewsfqSvlTpyXtidoaiuSE18+kQCzG5u6RpEmkTC7mI+ZJ2H1/iLdtbjZ3j/CefWq3V0ndEgoomPUYwzEptaX4nFaqF6/D3p89M+pUpNaXM9QqxHGYVTKeyzBRryg2JJHOmSRTaQl4sk8GydRaAh4HEoU6bcSJwdzMsUmLztmuQMLV7Ru1QCyOSl+O1z5ELBrG77IJhoop8g4joQCFORTpQYg50ZbXTSj+93iDbCgtTv7fY+1HbcjvBWI46CMaCQnRVrM8dgqE5yuRK+nYtYW61ZdlNWicY1DzYVNJClLuz53DPNxlwRI8tcXe/2uu5vZJMVNjSmfO+HhdGaUyCRdvPciiIgHT/2TvyaKZIxzFFY5ya20p954Y4L/rSvn1yno+trMtrUkjHIc793Twk6N9PLi6gW2bFvPS0Ch3psHrZ9ILQ6O8kLhgUBWKBOpRpZ6vLqzi29PE7teuvJieA9splEhnLbownQSzQn6bYmpDFZZxk+DpTHTK4hKikVD2RTdQKJXlTNAYn51rNDXxzj/uoaxh+ZxqBIJg0HBbB1i06eYUM5nfZUNelItBI/XCYrLisajQWDRUTJh090VjeKIxSmUSLMGwgPfPo9F48PhOGs+7FoOpKcWQMhsVjUYRiSU4clzjzFPJhWZX2cQ4qRdyjJPKpJtNRr6biJn62v4u/jkJ0TnZnLGoSMEFpcV86G2hEFajlPG1/V0THnPc5eOaKj03vT3CTpuH366ex9pXDqQ1aUAqXv+w08cn0uD1M2m3w8vuNNj9W8dh9w86vTw7Dey+1z40p6KnDDULEYklWDryg2tWJqIHx1SjlNGTxuCoMVZOueYbUyQcoDAHc65Co09pllUsWIO16zAyVdGcM855R4XGv2/Ugtc+jEp30hwhxGvUpBg0fM4RYtFIcn2dq5zDPTSuuwY4Sf6cLMFgp896zX46cgy2I5Yq8rLvmZbXPoxMpSUU9CFVaqbMEAah6HtbbSmXTYqTesfm5qs5xEll0rkGDb9eUU+JbGLM1JgmmzPkIhFfXlDFA21DeCIxztGr+Xf/xEbxNouLq6t0uCMxftc2xFcWVPFQxxC/axeuY8abNACeHXDw7ICD/9dczd3NNdwxr5zP7G7PWnMYUybs/iVlWm41lxCKxWnNEbtfKJEilasIBX3IVMX45sC1F4BYJscx0J63/ReICpFrdBPOzWOqUUqTxuaiUtO0JxJV+gpikXBaPLZgkjm57En+QAAAIABJREFU3lPrT1JJldpSfHMo3gSEeNSq5nMZPP4eVc1raXvnPyn3yWUoQ1GkJ5DBoNGz/3VWXfd5NMaJ1xlj6vYF0Th6URsqTu1FTEOjgx2UNbQQ9DrnBOlEbajAYxvAOdjJG3/+Nhs+9n1efeDLGdfPcpGIm0wGrq7UsyQRJzWaiJP6VWv2OKlMGh8zla5+MNmcAfDA6nm8Z3Oz0+Hla03VHHNNNKb9o2eEq6qE67HP7engn2sX0KxR8JbNnWLSAGFwZN2rB5Nr9+uq0+P1M2kydn+hRs5ttaVcUFLMVQnsfpc3wHbL1Nj9AlEhG/77e9j7TnBwy19YsOGGOWHQABhu20f14vX4nNYZwehPJblGTyQUoEYuTrtmBmhcd01aUtGY/C77lNfs8XgsI0GjUCKjtGE5rW8/O2fpGWM68uojnP/R73HizacmrFfNLZvo3vta8v/CJLwb4nHeffSnXHLnr+g7tCNnumYokCNBw+vGpSmjUiFFBKcdtenobyMei6KvWZA0m0y+TpitOrrtX8w7530cevURVl7zaTp2bhF6A+N0unFSmZSt9zfZnBEDfr1S6P3df2Igbe/vyV4bP19eJ/T+drWx/7Lsvb/356H3d3G5jp8vr+OXOfT+KhasRlc5D+dQF/a+48nY+dkspa4Ua+dJQ6pp6Qb6j7wzI0aymkTtWKJQpe27jZdEpiQSCkxr8LascQXljSv5zz3/BQjknTGDRtDrxNp9jKrmtfTs35Z8jEpfTlXzuex84v7pv6BT1BkgaByl6cIPpWwPB7xIFepExEkWg4bPhVSpybrQ9jutU0ScBGgqUgJCEc9Yu2garyJ32ftakxQBfc2CvBxjpmXrOUY8FqOy6Vz6JyEoMyPlrDzcZckZKZdJY1N4rnCUj7zbmoLbT2fOaFTLubhMy23vCKSGS8t17JvkpI4AlkCY2+pK+caBbv7cOcz/NlfzcKeF4UAk7YkaSOL1P1FfxtebqrnZXMJdU+D1M2k4EOGnxwf4aQK7vzSB3V9vLM4Ju1+/6lJ8TuucmPYHYfrCNzqCvno+h17enJdjCEhQocBTk2E6W3guJfiyXLzmir+Xq7V4rH1CxlVw4t+YRK5KOGTz7+SeSQU8o2gr6wGw9giEo7ECsnukD42xaspifTQUQCzJ1aDRSXFF7QS07WSChm90BLm6OGtR9XQUDYeIBgOojVVzwqARCfoRyxS0v/ciLVfdkZKxlg4p159Aym3uGuFAjki5TJqAmjvSy0OTpvDSmTPEwP82V/PHjiGckRjfqJ2I0R/TvgSC7t4TA3xxbyd/PaeRRrWc1gQGerJJA6DXH+Ly14+waRxef/IETC7yRidi92sUUm6rLeGiMi2/XllP4Tjs/uYuC/smvY91qy5j5+P3IZEr8xLjlA9JFGoKRIXTRsBNV2pD5YRCgkklo9Mz8RxdXF6Lc7Arp/2JJfKUKezJkqm1xKORZKSHxlhNJBTA77IhU8/BiBO3gwKRCL/bIcRndR0ed5sQcZJNYqmMSCh78cptG0BtqEyJIuj1Ck1BSzCMz2nNq9F48PhOll/5SYzmprwdYyalMVYC8YzTDcViEbfWCrj4hacRJ5VJY1N41UrZhJip8ZpszgD4/aoG9jq87LC6ubi0mHicJEp5TC8MOvhso9BkuH1XG/suXc6tphI294xkNGn4YjE+vrMtSb/LhtfPpOlg9x/tGeGVDO+jz2VFksME1WyQpqSaWCyCvet43qbjlNqJNDmzUsYOa6o5TmOswtJxIOv+oqFQTvQ0YZp54rm7evE6+g69RdPGG7Oe12ebfA4LKl0ZI52H8DqGJ9QPnAl6QzrZeo5hqFk4LYOGa9z+xgqPWknhhCJkPBYl4HYIhuMZjmodk733OCKxJC/7nmnF4zE8tn6KjFX4RkdQaUsnNFPH4qSurdKzLBEn5QpH2Tfq5esHuniyN7c4qUwqScRMrdSreXPExUVbD6ZM4U02ZwD8YkUdvmiMe471IxeJMMok/LVrYnH84S4LH6svRS4S8eNj/dxWW8ovW+bxqd3tGU0aAN8/0scvE3j9J85byG67h9t3tk1pqEindNj963LE7iu1pfhGRygyVuO29s+ZeoaoUIItjxEnSm0pAbc9xVylkxQSB5yJ73pRmSltVNRUMpgWYus9lva2olITruGT+xtfZFfpyvCOzi2DhtsqrGGPbX+M2hUXZzRoxGKZ/+YLRIWJWnT6NUUsGqb9vRdoXHc1e555IOX2Xl8IrWgYVeWqU38hOWp0sIN55141Z6KPNcaTZC5Lx37ee+xeLvzEj9nyy88mf7cuLhXipFbrU+OkHuk+NVz8mCQFcF9LPdemiZkaUzpzxm21JVTKpVzxukDHXVKs5FfjMPoAb1jdxOMCleNVi5N9Di9/WN3A+tcOZjRpAPyjx8qjPVZ+lCNeP5OOuQN882B27L4QuX3yfTz3Q3cRi0V577F7AWFAqnLhmmkd+2xpuG0vTRtvPGWC4XSkNghE0Exx2pqSarQVdVMOFvhdtimplwJBoyDtbeXzV2LvPY5crcM9xw0att5juEf6qF15MZ3j4m3NLRey7cFvAMJ5uFAsTdbVnMPdnHjzKVbf8AW2/zG3uIfpEDREaj32UIRyhZSB0+xjgUDRMC+/8KRBIxGFONsVi4bZ+eQvWHP9Fznx1jOsuObTvPnwd6eOk+ocoS+Q395fOnNGo1rOJeVaPvKOYPC7tEybtvc3HAhza10p/5vs/dWcWu9vXxfPDp5e729ZsZIP15Zw/qTe36vDozzcaaEvFGPVBz7P4Vf+TsvVd/DcTz9+Km/nGZdKV073npPmKvPyTRx7Y2aGlU0qGX3BKOGgP+s1g0Se3cQxXoUSKefc+BV2Pn5f8lwT8ruRKjTJ+3TvfRVzy6YJBo2mjTfR+vZ/JvRh8q28GzScQ10oi0tSMmLCAS8SuZJADnSMeCwqOFxURQQ9mSdvfM7MESfd3iCXlQsxKV7HMOYVF53Cq8kuR38rTRtvou/QWyi1JXk5Rj7ksQ9Ru2ITsfb3+EhtKZeUa5mnliMuKGDQH2LHKSLlMmms0aaRpKLmxpTOnAHw4OoGDjl9bBsRCo2NajkPtqcWqd6xCQg6gO8c7uUmk5Gft9TxP3s7pzxRAzzYMcxfu4a5d/n08PqZdMDp46uTsPsfnAK7X9awnJFxzZnZLmWxEZ9zBF1VQ14jTsamPUzK9KhmsUxBQUEB4SzNSLlaN+W55OT9BNKGSl+e8iNgqFmAo691TiFBQTBojFGLhAiqpqSL2W3tp6ikmsFj72V8fCQcpFCaGxpudKiLivkrJ2zrnTQVGI/H8DosqPXl0y5G5apYOEQ0EkJjqJwTVJpwyI9MWUTI52KodQ8LWi5g3fBurqzQ0VSsRJlAyu0+RaRcJs1TyfljAjX3dJ+NL45DzY0pnTkD4N6WOkKxGN9LOI83lBTxTppJxKf6bNyzrBaA1yxODjt9PLi6gY1bhXN8JpPG2P2XTsLrf2Fv5yk3Pnv9IX54tJ8fJrD7q3UqbjGXsGEcdr/NE+CV4VGeDGqQyBVYOg9gXn4h4dDcMGhoDJWE/O68T5xoDKkRJ9snfS65xptAgqCR5TkXlQiF/zEZzScjp+ZkxInbgbzIQP/hHVQvWjfBoOF32dBXz8+6j1wIGiCc6wXDwUR1+4KYVDJ2OTwCPUquypt5zmMbJBzwYjAtnBPxU/rq+cTj8eT7IQauqdLzgXFxUu5IlIOJOKnH+3IjP2TT5Jipa944mrbRls6ccUO1AZNKxgfeFIqaN5qMKRh9EOKnvt5UTalUjCUUYXPPCN9eXMMjPSPEIKNJA4SIlI2ngNfPpKmw+39ccxK7v33ExeZx2P1w0E+hRHZKmaRnWkZTE5GAj8HjuSO/p6sx4/SYTEoZ/0hTbFYbKiecRzMpF4JGgagQqVIzYX1dUCCiqulcDrzwJ1qu/uScM855xxExvY5hzC2bkre5LD0Ya5vTPs7WcxSjuWlCoSebxiJp5Bo9Abc9SdEYndTAERDKZXkzaIxN0wsRFbPf1CyQTE7GnKzAyU3mEs4ZFyd13H1qcVKZJAJ+tNTMzeb0MVNjSmfOqFVKuaJCx+07hei5D5oMBKIxOiZRx9q8AQKxGDfUGNjcPcJX9nXyh9UN1B6V0uULTWnSmIzX33PZ8ozGvlw0Hez+P7tHOKErw+uwCISZPF3bzbSUOoGu609Dt5gpqfXpv7cmlTxJnVMUGYiFQ0nzca4SYlfTNzCLSmsYGTf1qNKV07X7VUAwa8w5goa1H7WhkoGj77Lmxq+kX/sWFBCfYg0mDOuMTrn2bH37WS7/n9+y77mHJkQCgrBeNkhHUevzT9BwDLSj1pVxYA7UMCARPzluXdGzfxsLDHruvuWTnH/iWUyywiT54VTjpDJprNEWjMX4zO72tEN26cwZIuBbzTX8rduCPRShTC5GLS5kc1fqd6PLG+Amk5FXLU5u39XKzkuWc0O1gcf7bFOaNGLAXZOitXPF62dSJuz+5xsr+N+makbDUR4vPY/Wynn8697PJuuWbtvAnCFoOPrbkKmK8Niyr1VPV2p9BSJbN6FYHHcktcbbuPYa2t99YcoogmxDFQJBozDtbdWLz6Pv0I6c6XazXYdffYRV191J566XIB7HaG4mGg4lI0DSXbMdenkzV3z1j9QsvYDeA6kRU5MVCniRKLIbNEJ+NzKVhp7EsOCMGDT2vsbGT/yIvc/+DhCuE3SJQcjZrsFjO4kMHOf9Mi8XBfdSfe25SGKR04qTyqQLE72/oil6f+nMGXCy97d1RDjPNWoU/KE9tZ74js3NBTPR+1s1jy95Atx+Gr2//U4f+9P0/j5YY+RT88pximQcHNrGi+ds4sD2f6XQS2ar1LqyZD9OrtGjq25k4GjmvtF0ZFLK6I8U5ERalirUhAO513qWXPbf2PtOTKCSh/wTyTu9B15n5fs/J0SnBP3I1FrqVl6SJG6cKWUOv5ohxeOxBE1i4YTtoYAHiVxNwONApsoeX5KLkcM/OpKRoNHrC2FKRJx4HUOodXmKOEkQNHxOC8ri2W/QkItE/FdtCbe2PsE3ZQPsvGQZt9WWMOAP8YW9nZif3cWaVw7wxX1dM3KCrlFIeXFDM389p5Gddg+Lnt87LXPGNZV66tVybn9PKGosKVYiERXwdF8qMeGRnhFqxjWC79rfzXXVBqrkQsb62Im6UiHjlY2LUr4MoZiArlv3ygEC0RjbNi3mj6sbUGZAkk1HLwyN8rGdbSzbso8Fz+/hnqN9xICvLqzi2PtWsEgS5kbPAa6q0OX/S3qakqmKiYSCKIr0hIP+jJMIpyOJQg0FBYR8boolhYgLCnCkKbApiydODGaSPBFdkk1CxMkoUoUqxTlnMDdj7Uk/qTKbFfA4kKsFs5q1+ygG08niskDQqJ7y8ZFQIKccchAMesVltRO2DQfCaCSFyAtP/mV7EtPc+VI0EiIaCaOeIxeisYCHjRIvf1nTyA9Ht/P9ZfP4ysIqosA9R/tZ8Pwelm3Zx8d2ts2IOUMpEvGnRIRIIBpj3SsHuHMa5owquZTrqg3cNQ6bPzblPVlP9dmQiApYVCTgsz+xs415ajlXVwp/k2MmjZFgmDcuWoJRmuojve/EAIue38tuu4eHz2nkxQ3NyfP66Winw8sX93Wx5pUDmJ/dxRf2djIYCHFbbQl/OL+FD468xeNr53OlUUFhaG5EnKiNVYQC3rxmmMo1eiLh4ITYl3QmOm15Hc4cDRpiqTxrxInGWI175OSkrMHcnCxO50pJmk3yexzI1Vr6Dr9F1aLzJt7mypGgIZETzSEaxmMdSHs+nIDVj8fxu2woi7Mf91Q1cOxdouEQRWXpp9Bnk4ymZspt7fx6VQM7L15K59Wr+NnyOkrkUv7cOczKl/bR9MJebnz7OJt7RmbEnPH/mqs5cPkKGjQKrt9xjOt2HMvZnAHwg6Vm/tVjxZJ4zBq9Jq2hbTQcxRmOclud0Ii+O9HEu2eZOXmfO3a18+KQg8fPa2K1LrUQ9uyAg+YX9vKXzmHubq5h1yXLWKPPjpzNpjHs/sathzD/Zxc3v32cvQ4vl5Zp2bJxEe1XruTFDc18QFdI1GPDMAeILAZzExKFmsHjO/N2DCF6cHLESWoDawxFnk3RcDBrvJ1crSXocU5oeBnMzfjddgJeJwUFojlDnxqTb9QywaChGlc/cFl6KCqZgqBhWpj2tqnksvRQnDgfdnuDmFWpphivPb8TevF4jHgshiEHU+BskMZynLuqJHzK/jZPrzHxt7ULWFqs4sVBB5dsO8S853ZzxetH+GXr0IyYM242GTl2xYrkunfdqwdzNmcAPLSmkeOJqBAQahtHXem/F8dcfq6pFCZxXxga5bjbz4OrG5O3/659mB8c6eV7S8x8tDa17jSG1//6/i4+UG3g2BUruKnm9KPLxrD7V7x+hHnP7eaSbYd4cdDB0mIVm9cu4OF1zVxaaOOTtUZUju7sO5wFMtQsIB6L5tUsqtKVpyU5mseRQSfHkeQqg2khtgx1CWGfveOeRxm+UeF5qLSlc46gEfA4KJRIicfj2HuOUzE/lWJRICqc8rNUaDLHm4zJY+3HMdCGadmGlNt6vAHKYv681i/GFHDZEYklOVMIz7bUxioKrT18cX4lL25opv3KlfxJ1YO1dAH9i9dz63ttmP+ziwu2HuI7h3tnxJyxRq9m1yXLuLu5hr90DtP8wt6czRkAP1lWSyxOkk7xEXMpznA0rXFim8XJGr0weTsciPBYj5UfLDm5Xh4zaVxTZeBXLanReyMJvP4H3zpOo0bBgctX8P+ap66/5aIx7P6Nbx9n4Qt7WfnyPv7aOUy1vJDvyo/R8b5l7Lx4Kfcvr6Mp7kSlK6WgYLZXmoU1ScjvgTPwXNWGCjSOXrrT/E2KxFLq11xO2xTxJpAgaExl0IjF0r/vBQVUN6+j7/BbqI1VuK1zm6ABMHRiF9FIiOrmdUC6eBNNymBlLBrm3Ud/yuoPfD6n6JKxIRKReOpaYNjvRSxV0OMLpY0QPBWNDnYQDYcwmIRrT699aFZHnIz1/h5ft4Dj71vBj33vMO/y62lXlPLovI3UP7+Xc2aw91ed6P09fE4ju6bo/WUyZ2Tq/U2OBAQhfmqmen/BPPb+Fr6wh8cKqqir0vLhBhVPKts5cNly/rymgSsrtKRn68wCFRSg1JUm17CmpRsYOPL2jA1xmZUyBqPinAwaErmKUI4EDW3lPBrOuZJdT/5ywvbxESdj/7d0HKB68XoAFp5/Pd37tp7xWLkz8ossTGlPnDAJB3xI5EqCnlHkGl3WfQTHNRUzaaw5IJEpU27r8weplAt5U17HMEpdKWRAS52OAm47sUgECgpRFBvycozT1SVlxTy4qoF9ly6n7coV3N1cQzToxXnrXazYdozFL+7jI++28u//z915BrZZnm37kCxry5Jtee+ZxHYcO05CSEKAhBACCdCW1VJooXRRCuX9Ot6X7r6Ur4O2tHQCXcwOVhkJKyGELLKdxM6w4+14yVOyJWt+Px5Jlqz1yLED+c5/kbUcS/dz39d1XsfZPbO8v3CSIRSQd19RjTJBypp3j/O5/c1hc6simTNAKBa/3DXoz6m6rTCN3jAYfRDQnB6PgNADAaHcYrHx+LJS/31iLdQwhdf/7AdNLE3R0nB1LV8rnz23/LjLzZ9b+/nYrpOUbz7ExmY3SR4rV61bwW8vmk/7piXsvaKahxcVskgf+tn+sKXSG5kYNZGcU85wl7hs9nilTckUFW+i0huxjok0aIiYrvYZORIVGuzTDBqB09oXkmzmqbV0qOMkKTmlfhe3eaAbXVr0A6LLPikKcw2CQSMpPS/oEOIBuiYmyVdPbaLNprNhp7lnS07HJB63a05f41xVq9fw8KJC9l5RzVtpA9xXnUaBVsVrXf0cX/VJFrxZz8d3neTPrX2Mu2aveHh/eTYNV9eyJEXLZz5o4qodjXSGcZRHMmcAPLGslDMWG694CyFXZgoY/XBZ3j4E3e2FQsOj02rn5QCqBogzaUy43dy5v5k17x5HmSBlz7pqHq0tmjUsmBv4z9khbv+giao3jvCwuoZRRQKKxETu047xz9IJjlxVx+NLSv3XmI+idMZsnJNWXHMUH+R7jcBJKQmCQadz2rS2PquQ0V5xhXqZCBKELoSgURFA0LjwDBo28zBKXQqD7SdQ6gxBDTireRBVlDxbnxLk8pjkEQDzYDe6MEXljmlrsxAdOHdm456T+3G7nP7CxkdNBWo536nI5d3Lq/iyvJ/ru7ex6or1bB+ycPWORopfP8j69xp4+NRZ+ibPvfHn06bsZBo31PLZogwebOxkydv1YfNLIYo5Y2E+UuCbXuOcgNGXhWD0fToyPM6VmYIR3g1891g7N+enkaGcWlVjmTRAwOtXv3GIZrOVF1bO5+WV88Ou4TPVLpOZew61sOTteopePcD/HG1jyO7kUwl9fMUwwBPL5/OP5eV8Mt+I/CNad04rrkYilTJ89kzsO89Qar0Rq9ewrJRKSJbL6J2GplXpUnBMTogyTThF7P1USalYzcGFDCHeZNcFuSYDjA/3o0meMmioDVP1g7H+Tr+ZYroGO0+SnFsed/PDR4MAYbgkL0wR2TLUM2eDJj65HJMYcspi3/FDkF4m5Sulmbx2yQKar1nMHxPPsOqipZx2yXhr1R0UbT7Mqm3H+PaxDk6aZzb9Fk4L9Wp2r13ITxcV8lLXIPM3H+K5jvBnzkjmjA2ZBubpVNy1b+q8vFCvYXNv+O/Glp5hqg1TZ/+79jUxP0nF+sypoaVYJg2AZztMzN98iJe6Bvl5TSG71y6kSq+K6/ePJh92f9W2Y+S/eoAXNAtYoLGyQTbMk9VKmjct5bVLFnB3aSZ62UdzYU7OKZtz2pwmJQNLGIJGnloeYNDICzJTiJFEIiUlt5yhaBEnPtOHRILGkOYvsgtxNBeWQQMECps2NZuuhl3kVK0I+bkkBkFDlZSCVUTkVtPuVyhbcV3I7R0Tk2QluFElpUSchp8tGbJLcDkmUSbFrpl/WJJL4ZY8I/9YXs7j9n08bxzg88UZDNud/M/RNsreaqBbYeTWR//Ejr7ZIxwa5TJeXjmfF1bOp8lspfqNQ/xvY1fY+0YyZ2QoZdyUb+Tbx6bOqOsykzk8HH7f/fe2fowKGUpv4+4b9W1IJfBg1dR+IJZJA4SJ7yVv1/Pjxk4+W5RB44ZaNmbN3t/Yh91/bDiBa99rZ+P2Y2wfGOWiVB3/vqiU7+x9iK1X1PKdilzyVOc+6DKXkkhlczow4JM2JQuDpS9srTl/0aUMdZ3GMtgT5pFTspqHUEaLOPG4kUhDe0SpefOZtJqxmLoFMukFHnHiU8M7z1C57laQSMivuYy2IINGeOrhQOsxuhp2sXjTl0S9xvRmazh5PG4ctgm67J6w5ueZyhdzAqFG7o+CrkgP7f3JpVIeOX2Wq3ae5vm2CZ5wZfHE+4dwuGaHDO7r/e0R0fuLZM6A0N7fpwvi6/21zkbvb0Mt981i78/idPMqadz1QR9/tRVzyZsH+GeniXy1gt/VldCxaQl7PoK9P5UuBYd1auivoPZy2g+/O2vPn69R0CdVMimCHidXaWMS80HYGy+/+Zscfu2xkIhVh23cS9+f+hS0H95GYe0aZAoVZSuvo/Hdf8T/i5yjzssJyYf5DJTDu4jaLCMoxRI0RBg5rKMmVGGiRSbdHgbtTrJUclxebKCYacSZaKjrNIasQhy2CRSaD79xU6FT8ZPqAnatXUjHpiU8sbSMcp2Sl7sHuWTbMco2H+KT/3mDzQc70VddPuuvf1dRBqeuqWNtpoGvHDzDZe8ep8kSvmASzZzx/cpcEqVS/isAFbfKmMSeMJnKPgkIuqnPw+f3N7NQr+YyL/4IxC3UAFu9eP1HT/dwX3k29etruCw9KcK9Zy7d8o+xx6mn6t7/ofDlPXx85wn2msZYnZbEa6sraL2mjrcvreRb83PIVM55SlFMaQxpTIz2k5JbNnfxJsmZjA8Jm+H8KAYNAekswqChS8Y2HvtwqNAamLSMkKjShFwEjPkVDHbMfRbibGtyfASlTlhzHZMTWIZ6SM4uAWDM1BUTd+h02GJOUfrva7diGx9Bkxq8qfGh5Xyaa4KG22HH4/F8pFCOWcpEvjU/h7cvraT1mjpeWb2A1WnCevaJ9xu4372Mm9sl/GRfPcfaB0lUz+615PJ0PfXra7i3PIvfnO6h+s0jbIsQFRLNnHF5up4qvZrPe1HNADflpdEaBQm3xzTGJQFr8P2HW1FIpXwvYHpEjEkDpvD69xxs4YpMAyevqeOuotk/GCmyyvjWU89x46GzfGfJN7nyzy/zcmc/5Tolf15WRsemJexau5CHqguo0M1e0ftcpTPm4rTb5rTorE3NDioiZCgTMTtcWKcZifQZ8USciCFo5DDmJWhIZXIMmYX+DFCld+2+kCQYlg14PG7ONu4lt3Kq4GwdHUSpE0nQEPG3jkjQGA+OoJoY6Y8YHTgb6m0+jEKdRFph5Zy9RjzSyqR8vjiD/6ycz+mrF7NrbTU35hlpsdj456kzbF93L9+2V/GNQy1x50aLUYlGyfbLq/h9XQnb+kZZsOVg1KiQSOYMo1zGbYXp/PB4p38ffVN+KlaXO+Kk4otdJsq0U2vXvzoH6Rif5PElwU1aMSaNUaebW/aeZuOORtKViRxaX8NPqgtm/dDpw+7f3eHiwSXf5A/9KtqkHvQqBQ8uLODMNUs4eOUifl9XzCVGXcznOx+SJsgwZBQK8SYez5y9jkpv9DfdctUKuq2TIaZ7rTEnKJoqmlwi4u3CNbxyK1fQ3bAbpe7Ci52CYIKGyzGJ02711y1s5iEk0oSwZ337hBmbeThuOtBYXztJ6XkAdEzYgvbKPgkF4Lmd0LPbLCRnFc7pa4iVFPhYTgpPX1TG8atqadiwmK9GF4zUAAAgAElEQVSWZTHhdPOD453M23yIB6UX8dC27dT3O0nKnF28tF4m5bnl5WxeXUG/zcHiN4/wrShRIZHMGQAP1xTx+tlh2rwG1kylDK1MyrMRjHNPt/WjlSWQrhD2wG0Tdjb3DPOLmuCGnxiThg+vv+TNIwzYHGxZXcmzy8vRzbJhIiW3nH5jGZ/+y794aNFXKXn4L/zgaBtWl5t7y7Jo2LCY41fV8tRFZXwsJ+UjQwo1ZBaKnsibqYR6RpiIk2kEjdE4CRpJGQVYxwbDNroUGj0SqcRvkFNqk3HYJvxFdo3hwos4gamovq6G3cJ09rShOIGgEfkaG85QGE6dx3aSlJZHUkZB0O3CFLYc69jgnDfkMstqsQyexZD10ULnX2LU8fu6Yg5euYgz1yzhx9UFJMllPDMi5anrf8yyD7r55N7T/KtzkKTccoZ7zuCcJaKjFPhpdQGH1teQrkzk6h2NfHLv6YhRIZHMGQBPLCmjY3yS5wOIzKVaJS+FITQDtIxPYnO5uSlfOJe5gR82dHJ7YTopAfUKMSYNgMda+liw5SDb+kb5w5IS3r28ihKNuFqbGA12nCQ5p5x6b+T2xVuPcqPyUv6iWMBkWSU3FmSw54pqTl+9mJdXzufzxRloP0JGOplChUyhJPk8mEa1qdkYJ0fC1prLV1xL0+7o9AwQiDdRhyrcbiSSUFOXb78svI8cUfGDF4I6j+5AoTFQvvJ67BNmxvqmjFBytQ67NXxD9vCrfyK7YjnpxYtivobDOo5cTMzJxBg9bllY8/NM1X74XQpqhR6adWwQhVaPNOHD69FU6FQ8FND7+/OyMsqm9f6u3XmCP5zpZdwtweV0CoRD5+wMmvh6f1dkGrg7Ru8vmjnjexW5yKf1/i5JS2JvPL2/A7PQ+2vq4Wuz3PvzuD243G48EimdVjs/buxi7fYGCl87GLH39415OUFDM+dbmoB4E1VSKobsUs7OIgk0Xy1nIEEjKt4vUaXFLiLiZN7qT+C0WznzweuhP/R4BGhEwLrRdWwn6SWLmL/6BnpPH/xQYqbOy1/Y1H6CpTfcH3SbwzZOolKDzTyMIkZ0CYDNPCIqCmVi1IQ6KTVo4ffJ1xTsttr9xQ2riDiEeDXU3URKThkTI/1oDOnnvUngK8yuzzRQrlORKJXQb3OwZ9DMN+vb2GUK/6Hv7zhJ8bINNO15dVbex7IULb+vKyFNkcgTLb0R3cw+RTNn6GVS7izK5IcNHUGOuVy1gv860hbxOd/tH+X6nKmmRpPFxjt9I/y6tphFbx3x3x4rlypQvzx9lj829/K7umKeuqichtEJPrev2e/sO1dlltbQvPc17Hbh+fYPj/vzvqVMZZ7fVpjGV8uyGHe6OTY6zitnh/hXx+xknscjlT6NiZEBUnLKaNo7O5+d6dKkZEzhlGaBoKHQGhjpbYt6H6lMToIsEYdtHLlSE4TvVxvSQSqZs/znuZTLIcR9JCqF2BZT+wmMBRV+R7gmOV0oarjDO2hddhuyGEX6QI32tmPIKAy6wHVMTAZtjM2D3WSU1sz8l4ohHz3gw4w4UUql3JQv5IIu1GvQyKSMOJwcGh7nt009vHo2mFhk2vJXFl19F28/+lWGzp7BkFVMr4hJn1jKUcr587JSKvVq3u4d4Z6DLWHdzD5FM2cAPFJbxNu9I0Eb76XJWl7oivw9fK7DxHW5U+uyE/i/jV18tzKPX58+6y+u+Ewa29dU8f7ahVyy9VhYvD8ILulXzg7xvYpcvluZxxdLM7n7QLN/7TwXKTR6ZHIF5sEe6j72VVoPvM3Rs10cPStkHAKsMur4ZH4a6zMM3FaQht3tocmLsH6yrZ/BWcBqz0Q6Y7bwnZ/DiBPdtCZfOMqRWp+GyzEpClsH4qI6BIKGsK9IySllbKDTb04QS0n6KMlqHvLTjboadlO24jpOvf8i4KNrJAsF6CgF54RERUxjCwjZw9qUrJDna5+YpCCgKDgxavI3J+dCDquFsYFO0ktr5+w1okkCXJ2VzA15qdQla0mRy5hwuWkYneAnJ7r4R7spYH1s5qRLTu1195C/6HI66mdvakAtlfJoXTFXZhpoGJ1gxTtHw5KMAhXJnAHw2JJSuq12nu6YiriIhtEH+E/3EI8sLmahXu03n3xhfzNvXlbJilRd0Gt88cAZ/rSkhOdXLuCGXScirrP1Xrz+p/KN/KAqn4/npvLdYx38s3N2z17Lb/kmbo+L13/3Lf5tGcLlnQCar1NyW2E6l6bp2Xhxij/z/L3+Mf7e1j/jbNlzkSG7BJfTztnGvXP6OkLEifD/LOybQz9P0+lH0eRy2GISNJS61CAUqCYlC4XWgKnjBLkVK0KmVy4E+c7yPo0P9aJJyfQ3O8f6O0hKz2OgNdTgOth+gtT8BYzGOG8Eaqy/k4yyxYAQcXJVmGna8eFeCmoui+8XiVOTllG0aXlz+hrRtCxFy6fy01hp1JGpkuNwe2i22Ph7ax9PtvfTZwveU7UcfJvipes5+f6LzFv9cfY+99NZeR/frcjlruJMBiYd3Lj7FHvDkOECFc2c8d/zc1AlSLn38FRz8LaCDEYczohNxVGnm1GHi88UpvPzU8I+675DrTRuqOVb83P46cmp76/v9X7kRe3/tS00ZhCg3+7kul0nWZ6q47eLizl+1WIeb+nlwRh1GrGad8nHOb3zZQrr1tF28B3MVitPt1t52ht7mKGUcXtBOusyk/llTRG/WVxMr9XOLpOZZzv62Tc0tyaJSNKl5TIpYnjjXKRJzgjCu/tUoFGwuUdYU5Iy8ultOhTX8xoLFkQcGklKz2e0b8rwIdRUpuoX6uQLL+IEvAQNYw4d9e8xaTWTmjc/6P9AIpVGrGWAcL2KFXEC4HG7aP7gdcpWXMvBlx71337WaiddkYjV1C06KmymyiitZaC1AUP2h2vQKNEo+UxhOpemJ1GoUSKRCMbuN3qGeaqtP4hYVKN6khW3fY+3f3sfHreL1PwFESN44tUteUZ+tFAwP/53fRvPRiAZ+RTNnLHKqKMmWcP67Q3+2xZFwej7dMJsZVN2Ck9619mn2we4pyyLx5eU8Indp/z385k0nrt4HgBfPRx+UMGH1//piS6e8MbOvtU7wldj1GnEaLDjJJVrP+X/d8lFV5NeWsOvf/kFHnHacblcaGVSbslL45rsZL4xP4fvV+YxZHdycNjCvztNbO758M7UhswiRnta0aZmC8aqOUTOa1OzSHePs29aHUOfWYjWmEPX8V0xnyMWQcPtcSMJQ1nPqVrB/ucfQa7SIklImJPY8A9DHo+bxq3PUnXl7TRP6zMlRiBogNAvPPDCr7no5q/z+s8/FzVKwWGzkKiMHYcyOWFmXCKnQD17/ZLR3lYck1Y/ydU6NojakBaTtDJbCuz9lelUyKUS+mwO9sbo/YEwNOBxuwTi1DkODcTb+4tmztDLpHyuOJMfNXSeU+/vtNnb+1tczKI3Z6f3d3x0grvOsffn8bjBA9Iw9K1Ivb/PFKVxX3kWFqeb4x9C70+TkonFR7SvvpTuhl2zFm8iBXJUCgbtBlQiasVybx8rmjTJGVStu403H7k74n180AifKcQxOUFv82EWXH4z7/zu/oiPm0udF2vkxEg/uD1B7mKfQWNyfBSlNvZksM0y7J/6jqZIBA0QNpC+pqBlqBftHOW3DnU1kZJbzsSoCdUcTh76JJcKeaj/WF7OiQ21HFlfE4SUK37tAHVv13PPoZaoC3TL/jdJzj13Z6pRLuMlL2quOQZqzqdo5gyAx5aW0j/p4C+tUwfI9ZkG3B5P1GLJdAQdwFcOtJAkT+Br5cET+2LddCDg9e8IwOvvXVfNb2YBr69MSkWuTuLkey+E/bkbeLl7CrtfueUQjzSd9U6f59F8zWKOXFnDY0tKzht2X21IwzpqIjm3bI4jToRiQoFGETYXELwEDRGmK6U2mckYqGUh3kQ4jAg5V1ObR2PBAgbbLzx6hk+TATEnpvZGUr0RVG6nHat5KOokiNM+SUKieFf/aG8r+mlTeB3j0wgaprNoU2cPHTZdLoedhAQZHpfrvFKNrkjX89iSEj9S7rsVeSi8SLnKLYem4qTOhsZJtR14G6XWQNa8pYz0tPgpJzOVDzW3d90Uau7OCKg5n2KZM+4vzyYpMYF7Drb4b1NLpaQqZDwZYRoQhGKFxwPrM6au6U+09jEw6eBPS0qD7iuWpOHTj7x4/TMWKy+uWsBLs4DXN2QVM9LTitqQTvGS9Rx/5+mQ++w0mfnKoRbq3q6n+LUDPHC0nWG7k8+XZFC/vobGDbX8Y3k5N+edX+y+NjUHt8sxpxEn2tQszINTTYKCMAaNeOJNABLkiphRHTpjDmYvQSO1oAJTwJqs0F14OP1JywhKrQEkEnpO7sdYWOGP7HO7HDgnrSjU0Z37CXKFKDOOy27DYbWgTgreo/ZY7aTKZci96NWJkYE5JWgAdDXsQpeSSULi+cHrLtKreXhRIXuuqKZj0xJ+V1dMvlrBPzpMXPzOUco3H+Jju07yl9b+kPXx5Psv0XV8Jxd/6r/DxinORF/zxkwtTdHy2SgxU4GKZs5YmqxhaaqWL+8PLkIv1GvY0hP5O+EEem0ObguYvm40W9nRP8ajdaFNATEkDZ98eP2Xu6fw+pVJs0MaKlt5Pam583jnd/czMTrgN2dAKHb/zn1NnDRb2ZSTzHtrqmi+evF5x+4b8ytIkMnpOX1gTl9H2A8LjYN8tYKOMPtmXWqO6KaSmL2fKim44ZVbtYLuxj3g8QgEjQuMagRCoT1RpfGvT4GRJ+AzaESOOUnNnx/X6432BxI0JsNO+Y0P9aFJmbs9MwhTgNrzmKOdp5qKk2rbWMfzK+dzUaqO7QOjbPTGSV35XgM/P3U2xJwB0LznNUouupozezeTt3D1Oe/1N2Yl03iVEDP1Y2/M1LmYM7QyKV8qzeThU93YAy4r6zINHI5hJD48bGFd5pRRx+Z288tT3Xy5NDNkylkMScOnQLz+HUUZNF5VyzVZsWtt0aTQGshdeAln9m2m+KINNO99LeQ+Puz+le81UPT6QTbuaPRj959fuYC2jXVsu6zyvGP3tSmZWEfnNmtam5IZZI7wKdDYnJSWz1hffASN1Pz5mCI0v4V4k6nIFI0hg3EvMSMhUU6iQnXB7ZcBbwyAUMvrbtgdRJ0DYjacxEacADTvfY2iunVB+1Snx0OvzY5ysFUwPM+RJBIpacXVdB7fSfJ5JmjoZVLu9sVJXb2Y99ZUsSknmZNmK3fuayL/1QMR46SOvPl37FYLi6/9MiB8Rs/VoOGLmfpZzVTM1LmYMwB+s7iY9/pHaTRPGZg/HSVC26ctPcMs1Afvfb+8/wzLUnXUTdsTiyVpgIDXX7+jkTs+aGLZLOH1R/vaUSUZSVRpScktp3bTl3jvL98RIlC9e2aL080TrX3+yO2L3znKPztNFKgV/L6uhE4/dr/gvGP3hTpMC/0t9aSXxKYpzFQSqRBRn5XgDtkzl624ljN7X49q+vLJOjaEKhr53eNGIg2+dmuSM1Dr0zC1NYSQSf9/UOuBt9EY0hnqbg66PVLEiU+dx95ntLedqnWfjvr8dqvQW4wl+8QYfRI1+bMYcQLQcWSKoiGcE+Zu/yyXws15kXt/Ra8eYImI3h8I1xeP2wUSKXhm1uifSe8vmjkDpnp/f26d2kufU+8vMYGvTVtHZ9r7U3mjtc+l9+fxeJBIJMI6EMas5VO43t+vT4fv/a2d496fxpDOxIjw95jteJNMpZxhuxNUSSIJGpqYxLtlN/4fTmz/l3+YL5zsVjNyVTBh1TY2hMftZrh7bvqasXTe2gSmjqkmIIDdR9CwjAiH6CgfTAgoXMeQQNAIX0wWJgOFxViYgJkbHN1w92mSc8qEwnYEs8i5ajpS7sGFBejlMv7Y3MuiN49Q8cZhPrn3NP/sHMQh0gx3Zt8bJMgSMRZWzeg9SYH/60XNZSoT2bijkVuioOZ8imXOqNFrWGFM4u4DwRf0m/KMEVHNPrWOT2J1ubk5f8pJN+F289vTPdxXlhW0eEN8CzVM4fW/crCFdV68/ueKZj5tOv/SG7BPmEVRIECYrPlDcy+bdp6gdPMhVm87xsvdg8zTqaaw+2sE7P4C3eyh8gKl1qfhsI2TIJP7KRezLU1ypj+zNV+toDMSQSNJrEFDj80S3ZUciMhPVGlw2KYIGqn5C4KagReabJapmBNTe2NQBJV5oBtdWmTShNvlQCKVis5bHeltxZAZfBhtn5gM2hj7cmTnSi6nHWmiHMtg95zGnCzQKUOQcvN0qiCk3CYvUi7WuujxuDn6hkDRGDl75pymZu4qyuCkFzUXK2bKp1jmDLVU6o9HCWxi+jD6bWGmdQPVOm7jxvzga/XdB8+wMi2J6mkH/3hNGqNON7fsOc2mHY1kquQcWl/DQ+eA1zdkFzN89gxV626jee9rMaeAHR74Z6eJT+49TcWWwyx68wh/OtOLXi7joerzh92XyuQotXo8Hs+cEjS0qTlYTFNTAvma0GZgPPEmALIYEScKjR6P2+3fxBsLFmBqbwSEgrOPfnQhye1y4pi0IlfpcNqtmFqPkzV/qf/n1rHBmNF8MpEEDfBSNIzB664bOGuzk+ttikyMzt0+1qezjXtxu11zhq7NUMr4xrypOKnXVlew2ovI/PjOExS+dpC12xt46ERXTGMEwM6//xC3y8m6ex9FmpA44/fli5m6rzyLR70xU1sjxEwFKpo5A+D3dSXsNpk5Mjr1+c9SJqKRSXm6PfqU7B7TGKuMwSagLx1sJlUu48slocWmeEwabuCb9VN4/TcuPXe8fmrBApZcfw8n339B1EF6a/8oXzxwhtq36il9/RA/aOg879j97IqLmBwfnROCo09ytQ63y4lzUmg4FGgUtIfZN2uN2ZhFFoFdjsmYJqrpDa/cyhV0HxdwzQrthWeaA8DjYWLEhFovnO3Gh3uDCq9j/Z0RDRqm9hMY8xeE/VkkWQZ7UOuNSGVyuqx2spVyEqaVSMaH+9AY0mLWTs5FVvNgxPiW2ZAvTuplb5zUniuEOKlWi40vHzhD/qsHuHjrUb5R3069iDipkZ4WrKODpOTNo/PoDkov3jSj91WiUfLu5VX8YUkJ2/qFmKnHosRM+RTNnAHwh7oShu1Oft8c3Jwv0yp5MQJG36cXuwYp1Qaf4X/b3Cs8X12oeTsekwZM4fXf7R/lj0tK2XZZ5Yzx+mUXb6Kz/j1S8+ZhHTUx0tMS8zGB2P38Vw9w94EztI1PclOe8bxh9xVaA0ikohv2M5JEgtqQFlIrSZBAllJOt9VOQqIctT4Vy1B8k7cCnSASQSOPsf5AgsaUScRPWprDuK25knmw21876Dq+k9yqlUE/l0gS8EQZQlDqUkQbcsaHehnsOElBzZqg2zsn7OhHukP20rOp5JxSrGODDJypR59RGJSXPtvyxUk9FRAndW9ZNlaXmx80dFL6+iFq36rniwfOxN6vejzsfvpBcqtWkV9zuZdwMjODhk4m5VlvzNSAzcGSGDFTPsUyZ9xdmkmKXMaXQ6ga+qgR2gDPtPWjlUnJVE6dAw6PjrPHZOYPYdbleEwaAO/0j7LwzSP8NhCvnzYzvL7H7WK4u4mM0hou+eyP2Pf8r8LSxgPlw+6vCcDuf2AyszpNf96x+4ZswaDR13yETC9hbC6kNqRjMw+Tr5YHDZokJCooqlsnmjLudtpxOuzIVeGJDh63W2iIByincgXdjXvxeNxxxQ9eKDIWVTIxaqKo7oqg2wOn1yNp/wu/onzl9egzI39vHDaRESdWMxZFElpZAuqE2VtL24+8S/6iy0EiELZnO/Zqeu/vIW+c1B/P9FId0Pv7V+dgVGPZdEkSEnC7XYJRI859gBT4ibf3l6GUi+79xTJn1OjVEXt/bTPs/T16uof7yrJnrfd3z7n2/jxukEhwu5xxXdNHnW7+cCa49/cfb+/vL97e305v72/+LPf+fAQNld6IIbNIiGqdJeVrhP6eQqMTRVtOVGpxRIk4KVy8FrUhjcZtz0V9HvuEhcSAdVoikZJZtpiERDnyGENxc6XzZ9Bob8QYYNDwETQ8bhcO20SIc2W6bJapie9oikat6JiYytYeH+qdM7ezZbCHRKUKu9WMWj87he0SjZIfVebz3uVVtG9cwjMXz6Nar+GNnmHWbT9OyesH2bCjkV839cwYpe522hkf6mPeJR+P+7E35xk5efViPpGbyv/Ut3Hx1mOiCiqxzBkAf1hSwv5BSwhCeUmKlm19saexTowJCLpA/eL0WcxOF78NMxUY70INAl5/wZbDPNXaz/cq89m/blHMYnU45S9cTd+ZI7HvGEEt45P8oKGTS989TsFrB/jUnlMcGRlnfaaBty6r4sw1dWxZXcHXyrODMhLPRWpDGglyJUNz6DITiglTESfhCs3CezFiHQ2PdA2UmEKxQmvwmzgSFZqgi4APYXahymYZ8UdLjfa2odan+Q8RZlMXOmN0rLHLPhkTde3TaG87+szCoNs6A9ZiAKfdimNyImbzcaZyOSZJkMkxm87OasxJqlzG/eXZbFldwZlr6njrsirWZxg4MjzOJ/ecouC1A1z67nF+0NAZ00wWTu1H3hWmm5RakrPiJ2gsTdawf90ivluZx5OtfSzYcphXzsZukMQyZwA8WlfMmMPFr04HHyA3xcDo+7Stb4SlKcEH131DFg4MWfjjNIoGxG/SADgyOsHF7xzlgfp2bsxN5cTVi7kpL/7PWHJWCdbRQQpqLqNh67NxP37Q7uTXp3vYsKORktcPsm77cd7sGaZar+GZi+fRvnEJ711exQ8r8yiexcxZbWoW48P9JMjkuJzxf/7ESpeaHULQmL5GGzKLGI3HoJGowGWP/J51aXlBjmhjQQWD3jVZobnw4k18spmHhCgThJiTnMqpgnMsZCpAQqLSH/MSS5aA4nagOsan1meBoDG3Bg1T+wkkUqkf63+uUkql3F6YxvMr5nFyw2IOrqvhM0Vp9Njs3H+klYJXD7DsnaPcf6RtRhFIHo+b/S/8Co0hnZW3fSfuYnmOUs4bqyt48qIyDg1bqNx8mF+eFleIi2XOuLMonXSlnC9MK2rcVpjOiMOJOUbR5NkOE7nTJvbNTjd/OtPLN+bnhKX/xGPSgCm8/o27TzEvScXxqxbznYrcmI+brqSMAi7/ws9w2m0cee2xuB9vc7t5un2AG3efYv6Ww9S9fYS/t/aRoZTzy5oi2jctYd8V1TxSUzSj/XwkpeYviBtfH6/U3uhBn/IiGJuFeCpxESdOuw2ZPPr1KbDhlahQk1pQ4S/gqHQp2MwXoEEDgQSqTvYZNPqCBjx8ESfhNNzdhD6zMC4jl8ftwjLUi86Yg93tYdDuJEsZbIxxOSZx2CZQxbgenIscVgs2yzD6jMJZe86rswz8dVkpR9fXcHLDYr4xPwcP8LMT3czfcohFbx7hzv3NbOmd2fW7ec+rlC7fyKn3X6B81fWijeQAKqmUP3ux8naXmxXvHOWeQy1BtItIimXOqNCpuCxdzz2Hgs0Ki/RqZDEw+iDETyVKJSHm5XsPtXB5uj5sETZek4bdDV851MLKd47i8HjYvqaKJ5aWhhSzo0kiTaB85fWcfP8FSpZvDEGZi9Xm3hHu3N9M9ZtHmL/lED870Y0H+Mb8HE5uWMzR9TX8dVkpV58j7SNQ+owCJi0jUSd5z1UqXQp223iIYTpbJcc06cDu9qAz5mIZ6hU1pe2TVCZHn1EQ0aQYQtBIniJoCBORF168CYDF1OMfujC1NaLSG4OaYhKpBI8n8v9jPAQNgKbdr1C24tqg29onJkmeMM0pQSOjbDF9TYdxTE5gs4zM+kDL0mQtj9QUsf+Kato3LeGXNUVkKOX8vbWfureF7+CNu0/xdPtA3Ch1u9XC+3/7Hstu+C+UWgNjA52xHzRN36nI5fhViynXqbhx9ymu23WSfhG17ljmDLkUvj4vhz8294bsjXPUcn8kUySNOt2MOJzcVhDcnPvCgWYylPKw6268Jg0QataVmw9zaNjCU8vL2bK6ghxl/GShwc5T1G78Il3Hd9JxJP7J5/3D43ztSCvL3jlKwasHuP9IK702O58pSuPgOuGa/u8V87i9MC2u64YYGbKKGT7bQm/ToTmNRNamZmE1dZGuSKQ7wLBfULuGgbaGuNZKm3koYl3T4/GEEDRyq1b641PiiR+8UFRYu4am3f8ha97SIGqyXK2Led21jg1Sv/kJlt/yjYhnbrvNEtEQE6jJcTOJaj2dEQh1M9VobxsOmwVjQWXIOWEmKtEo+WFlXtTe39U7Gvn16R6GziFGWYg1dyORRo/QnS5f7+/juan8d30bK7YeFdX7i2XOAPjD0lL2D4Xv/W2dYe/vl3PU+3u6zdf7q46rViAQNAR6STxnlelqGZ/k+9N6f/Xe3t/bAb2/+8qzzrn3J+wde8lfdCldDbtwuxzn9HyB8pni5OokJsVEnKi0OCIQNOTqJOquv4e9//xZzL203WoJ8iHkLlyF3Wqmu3Ev+dWr4/slZklza3cM0GD7CaqvusP/b4d1yuU2OS7QMaK5ZWwiCRrWURMZJeEv3EEGjeHeEKf1bGqoqwmJVIYqaWaTJ3qZlFsL07k6K5n5OhXKBCkDkw72DVn4UUOnqCm7majr+C4K69aKvn9lkorHlpaSp1bwj44B/rs+tpvZJzHmjE8XpJGjknPN+8HNcLVUSqo8Okbfpy09wyFxJgD3H27lbxeVUaJRhuRQx5NLFagfNnbyyOluHltayourFrB/yMLn9zeLMs1IZXK0xmz2Pf8rEa8kTjtNZnZ60VZyKXwsx8j1OSl8oSSDr8/LZszp4ujwOC91D/Fil0k0bSVQar0RpcbAcNfpWXvf06VJzsAy1IMUoZDRFcmgoU9jQsQ0hFKbHBO1HELQ8F4EJNIEUnLLGeycnRzND0OBhjeP28VQ12lS8xfQcznjku0AACAASURBVGp/TIIGgNNhI0GuxDEZeyM22ttGUnq+15krfIs6phk0wBdzkj0nuZIuhzCVZDZ1ozuHKRffd+hjOSlUJ2tIkiUw5nRRPzzOA0fbZ/wdiiiPh/rNf6b66jtJMuZ6N9Gxi3ZGuYzHl5ayJEXLLtMYV7x7LKab2Scx5oxSrZIrMw185oPQYmCVQcOvTsU+VD7Z1s8XSjJRS6VBBI7P72/m0PoaPpVvDMGW+kwa29dU8f7ahVyy9RgmEWvr0x0DPNsxwE8XFfBwTRH3lWfzhf3NNIgwkoAwuaFKSuXU+y+KcvXG0kmzjQeOTU2zrU3Xc3O+kWtzUvhccQY2l5sTY1a29A7zTFu/6L/ddPmMEzK5as4IGglyJYkqbdD3VmgGBv/t9FmFnNn/RlzP63REJkHo0nIwDwifM4VGj0KjZ9Q7Iai8AONNfLJZRlDpkhnra6e7YTfVV93hXzttY4OokqI05CQSEmSJouNszKazYYlCnT7a3ICXSjfHBA2P28VITys5C5bT8PZTM3oO33doWYoOo0KG1eXm5JiVX58+y7PtM/8ORVL7oW1UrbsdXVouSz5+L/tfeCTmY2TAL2uLuD43lRaLjTUiSEaBimXOkAEPVOTx19Y+Rh3B14l1GQYOiTCj7B004/Z4WJ9p4M2AJun/PdHNpwvS+XVtMV8+GDoR/cUDZ/jTkhKeX7mAG3adEGV82Ttopu6ter5YnME3F+Tyqfw0vl7fKirnWq1PY80Xf8b4YC+tB98SbUqKJh92/+enBLPMIr2aTxemscqo5+N5qbg9HlosNrb2j/Jka78o2sp0JSo1KDRJtB/eds7vN5rUhrQgmlyBOnw0oDY1G7PIKT2XYzKmQUOVlOpveGXNX8ZA6zGcduE6q9QZLlhj88RIPxrDlEEjsEEQjaDhckwy1t9Bck5pxOn2cPLFpoz2ttI+biNfraBr2udNIHlkzFkWu33CjMNqQZ9ZQH9L/YyeY5FezW2F6axMSyJXJcfl/Q79s9M04+9QNLUd3krttV9m3/O/xGI6S171alGNqPvKsvhaeTZmp4vPftAUV40lljkDBFTzkeHxENT0pwvT6LHaY9YXXECv1c6nC9P4Zv3U1PP7JjP1I+M8vrSUS7YdD3mc7/38aGEBAH9tiz3A0GG1s/69Rq5I1/Or2iJObKjlV6e7+U1TaCzHdOUvuhSzqQubeZiM0lp2P/PjmI+JJR92/wkv5jpPJef2onTWpuv5fV0JCRIJXVY7OwdGebptQFSDIJz0GQXYrRZRaOWZSpOSyfhQ6GckcPAkKT2P0RiT7dOVnFPCWF9HxH1+CEEjOYM+r0lQnZzuN2tcaBof7kWlT/Wfjbsb95JTuYLTO18ChEnIaA0nlS4lKJIrlrob97D0hq/54xZAMDRnqsbmNKY1o7SGln3C+WmkpwVDdklUZHcs5ankfKYonTUZBoo1Cv93aPs5fociaajrNK0H3qBsxXUCHXFS3Nl7Y1YyP1tUiCJByo8bO0WRjHyKZc4A+E1tCRMuNz85GVyz2ODF6O8bim3WOjw8zrpMAz8PqHuMOFz8rbWPb1fm8VTbQMg0u8+k8dzF8wD46uHYwwsTbjd37GumTKvk8aWl7FlXzctdg/zX4VbR0/JqQxoKjZ5Dr/xB5CMiy4fdf9lrLvT1LTZkJvO9ijweWliAadLJviEz/+wwnXPfIjm7hJGeFmyWYRQavbDXnIO9jy41C9VgG302B86AtaNsxbUcf+vJuJ7LOjaIMik17HrucbuQBjRlZQoVxsJKdvz1u4CwNx/qPDXD3+KjJ4k0gbzq1Wz5xedJSFSw4PJb2O/td8hVWiZEXIOa9rxKUd06ylZez+mdL4b83GEdJ1EZ26BhnxhDodHROSLUok+Zxa1HYtTujTkZ7W0LGkwXow+r9yf1Xj/FEjTOpfcnxpzx6Xyh97dxx4XR+/tBQye/OjWD3p/Hg0Qqwe1dC2arShWp9/fFkky+MS8nqPf3QqcpLtqKJiWTieF+Ki6/heMzrNdFkm8frFAnYZ+Ife2VqzTYI5CS667/Cu2H32VQBO3ebjMHGbsq195KwztPg0RC+aqPhY1pnGudN4LGYOcpknPL/A4hu22cRIVg0BDMF9HpGIET39EkEDTCuxU7xqew+pahPjQpc5cNNdzdhEKlFZ3dLQWuD0HKZWF1uflhvEi5c9CpnS+i0OhRxphk96Hm3ri0EtOkgJr75iybM6TA9yvzeLpjIMQZeEuBEavLTXsMjD7AM+39aGRSspTBE0xb+0dpHJ3giWWh09owMzcdCI7qm714/SyVnMNXisPrF9ZeDh43vU0HRb5SfLK7Q7H7jwVg91s2TmH3V8WB3Vcb0tCkZDLUNTcEDZlchUyuZNIyQqZKyKeadIfZQEgk3um96NhomVwFHjeuGBh4pdbgb/IlKjV+XL4+o4CJ0QEcczhlM9eymYOJRIExJ+aBLpKM0adZXfZJZHJxrmOn3YrNMowmoHhhcbqxutwYFVMeQUsY3P5syeW0ewka3WhT4yNohEPK6eUy/uRDym3xxUnNsjnDq67jO/E4HThs4+jSov9dpMBD/pgpL2puT2zUXODjY5kzAB5fWkrD6ATbpl2LspVyNAlSnokxdQLQNmEPQdABmOxOnm0f4AdV+WHXzJmQNHyP+4YXr2+adPLGpZU8c5EIvL5EgiGrmNSCBZx479+iXitebe0f5QsB2P0fNXZic7u5tyw7CLt/fZzYfR8iM0EmnzODhjYlS0AxBxzqwlGO9BmFjPa2iX5emVwRdY1OMub6C5TGggUCNtf7HpQXKkofYW1WeNfm8eE+rKMmjIXCId86FnkaB/CSUhyiJyAsEQxr7ROT5KuFRqx11CRQO+YQpQ9C4TueGKf5vjipNUKc1F/OIU5qJvJ43Bx782+4HQ7SiqqoWnd71Pv7YqbWZRq452CLqJipQMUyZ4Bg/nC4BQz1dJWKwOj75EPLT9fXj7SyMTuFAnX4yb14SRo+/SkAr/8nEXh9uUrLmi/9nM5j76PSp9K0+z+iXysehWD3DwrY/ZunYffvKhKP3U8rrgagt/nwnLxnn9T6YJpcvkYRhGsGYV+bkCiPGdnlk1NsxIm3aJ5bNRVvAhdwxAkwPtKP2mfQmIYuNpu60KZkRpyAGuw4SWqcMSdj/Z3oMwTTR+eEPWxW9lzXMexWC067LS6CRqQ4qQ9MZn+c1JrtDfy4UVycVLxyTlrpPLqD4qXrObnjBeav/kTU+1+WlkT9+hq+Ni+bR5vEx0z5JMaccUNuKvkaBXcdCD0jr0rTszsGRt+n3YNmLjGGDv18bn8TBRolN+SG3xvES9LwyY/Xb+7hv+blcOTKGi6NURuYd8knOLnjBYqXXUVn/XuiG7HxKBS7f5IPTGYuDcDuvzUD7L4+sxCn3TanBA3f9OF0BUa3JqUXBNEuxMiYvyDi0IhEmoA2JTNoGluTkuGnkl7IBA23y4l1dNC/DnYd3xU0fOebTo0kZVIKVrP4Jq/H7eLM3tcpW3Gd/7aOiUkymJwzgoZEmkB6cbWfrjt89gzJcUaehouTuinPSPu4jbsPniHv1QNc/I74OKmZyD5hZmygi4tv+VbM+5ZolGzzxky9G0fMlE9izBmFajnXZCfzf46EmiNuFBGh7dOLXYOUaUP3q99v6MTh9vBwTXhKxkxIGhAer3+nCLx+1vxlpBdX43Y64qLziNWo083vAyK3L912fNaw+6qkVDwej7BX9Xjoa64no7R21n8HAE1KFrqRriDiXHJOKWq9kbMnPojruWzmodiUM+/ZOmveMkxtDf5rpi41R7R5+kJQZnkdZlMX48N9nNrxAoW1a/11aLlKK+666/Gw918PU33VZ/378UDZrRYSRUScTE6MIVcn0T7uHUaZRbUf2U7BossEgkZy9O9ltN5f3HFS5yCJVIrbJawJvkHKcAru/Tnj7v2JMWdIge9X5fF0+0CIweHmfPG9v6c/pN7ftTtOTPX+FhYQrXIm/F9LBHpJwswJGtE0vfdXMy1yu3WT0Pv73eJiVoro/WmS03E5HegzCug9Pbv9ynyNks6JSeRqnSiCRqJSi8MaWg/LLK8jo7SWI5sfF/W6DusUeSejbDGJSjWdx3dy9sReUnLLRSV4zLbOm0HDYRtnfLgfQ1aR/9++RVSM+WJ6QzGSrGOmiDjm/kkH2gQp6gSpf/JkrjTU1YRKbwx7AfFpabKGR2qK2OdFyv0qBCl3mBt3n+KpGSDlZirzQBeOSSvlK6+PeJ9ve1Fz85JU3LT7FNftFIea80mMOQPgp4sKcAPfORrqPN2YlUKjyOnnMS+C7vbC0L/FXfubKdUq2ZQd/rM104UaAvD6x8Th9UuWX8Pw2ZbzlgM6aHfySAB2/8rtDbzZM0K1XsOzIrH7MrkKaUIihszCOYs4CSwk5KtDi8w+KTUGHLbxmLglpc4Qk54BvoiTESQSKTK5Eod3CtBYUBHXJNxHUTbLCErd1Jpraj9BqtfpazZ1xSZo2G0kJIo/YI32tmOYlhvYPjFJQQBFw2zqRjfL2E6ffIfR8cHemASNYhFIuQ2zgJSLR0c2P4FMriI5O3LMyU15whpzgz9mShxqziex5oxN2cmUapV8fn9zyM9uL0xjWARG36fGMSsbs0MPrw941/yfLCoI+7iZmjTAi9ffeYKbd59ivl7Fsatq+Z8FkT/v2tRs8Hg4sf1f58WUZXO7ebLNh90/5MXu95OplPOrOLH7PkRmQqJ8VibMw79GDpbBqSKCUiohWS6jN6D5otan4XJMxkUfSUhU4owacZKDeUAwaKROi5xS6i7kiJPgvW5gzInVPBSVoCGTK3FFoY5Ml3nwbFjDWsf4JHneJrzb5cBhtcz5AaXtwNskKlQR8x5T5DLuK8/yx0m9fVkV6zMNHBkZ51OzECc1E3Uc2Y5MqabhnWcpuWgDpcs3htxnabKWA96YqafafDFT8WXcizFn5CjlXJ+byrfqQ/fLtXoNMqmEV2Jg9H3a2jfCkpTQKaQtvSOcNlt5fGlZxMfO1KThw+uv2noUhwe2r6ni8SWheP2ERDmXff4n9Jzaj8aQSeO25+bMfDZdm3tCsfsA31wwhd3/y9Lo2P2CmsuwjppiGoTPVaqAiJMUuQyH24PZGVyUF9buHtHP6bJPxtz3qZJSsY0NIZFIyV6wnK6GKYOGSpd84UacDPf7i61C4XWqfuBy2JkYHYw4QS0YNObH9Xqjfe3+2JTpe2Wf5iLjOlD2CTNul5OkjPD7MIgUJ5VO77Q4qa8daZ1RnNRM1Lz3NUqXb6Tr+E40yRmk5JaH3CdHKWfz6gqeWl4ed8yUT2LMGQA/XljAvztM9NmC99QSIFclF2VoBnimfYCcMOa4PpuT5ztNPLgw8t9ppiYNgF+cOkvF5sMcHhnn6YvnsXl1BdnK0MielLx5qA1pdB3fRenyjedt6mz/sCUEu99ns/OZovS4sPv6jALcLif2MAXf2ZJA0Ag1aBQE1DYE2kV8BI3U/PkR6xI6YzYToybcAWQ1jWGqrqI2pDN+gRo0QNjH+s71Paf2YSysJFEhRAFJpJEngmUKFRIkcZuImve8RuHitcKwD4JBI0cuQaZQ+W+bTaXklDEx0u8nuo70tGDIim3QCBcnBVNxUtVvHuGOfc2iiGWzodT8BTRsfQZtajbzL70x7H2UUilPLBFiphxuD6u2HuUrImOmfBJjzgB4fGkZp8zWIFKcT3UiMfogxE/JpBIWTYufAvifo+18PC81pEno00xNGhCM1/9+ZT77r4iM19ekZLLi1gd4/28/ICFRcV4aTmfGbUHY/Vv3nOLo6Myw+4bsYkbOTpH7+s4cnrOYE21qFikTpqAhk7IV19K859WozetwEoYqIp/Z3S6nP64jMN4EQGvMxjL4/0/ESWHtGtoPCzQzm2WYtsNbmec10CaqtKKvu2N97Zx6/0WW3XB/yM8ctnHkoggaZuQqHR2zHHHie3+TE2Mo1ElokkMN1GJ7fzOJk5qpJAEEDSJ8xr9dkcuxq2qZl+SNmdp5Iq7enxhzBkTv/W3KTqFxTFxd2yym95c1+72/w6PjU72/vFRORun9CREnkqn/+/MgU9jI7REWGTQ8N633VzTNvJSo1CCRJpA1bwmdx3bids1uDyRfLad9fBK5SieqXpyo1GCfFnGSkKjgopu+zv7nfyl6byesB8K6Ubn2ViHK3OPB5bBztnEP+TWXxf27nKvOm0EDYLC90Y/7cVjHkSu9ESeWEZTa6FEgdquZRKU6ZkaPdXRQyO+OMO3XMWEnX63AOWnF5ZgUReWYiYa6mtCl5aIKIGjkqeR8uyKXbZdV0raxjhdXLeCiVB3vDYyyaccJil4/yJXvNfDzU90hB/nzqYGWoxSE+TBek2Wg8apa7izK4KETndS9Vc+eCMXiSBJrzshQyLg5P43vHgvvzKsyqHk9jiL3oeFxrsgI/Vt3Wu38p3uIny4qjPjYc1moAZ5uH2De5kO80j3IwzVF7Fq7kEpd6CEuNX8BbQffifPZZ08nzFYeONbOqm3HyH/1AHfua+KU2cp1OansWFNF89WLeXXVAu4uySTJOy2oNhiZGBtEmZSCOc6JD7HSJE8VNKIZNFR6Y0x6BkwZL2JJqU1m0jKCTKkWFnnvIT+1YAEmEcikj7ImLcFNwMC12TzYgyY5I+pa63LEziIP1GhvK/rM4OLh9Ow/y2DPrOeqBsrltDMxNhCC9NfLpNxdmsmrqxbQfPVidqyp4rqcVE6Zrdy5r4n8Vw+watsxvn2sg5PmuW2qRFLPyf3YJ8YoXHxFyM8qk1TsWruQh2uKeKV7kPmbD/FMR+zvQaDEmjMAfrqokJe7h8JOP16RaeDQkPgi/JaeIaoMoQUFN/DdYx3ckp9GeoSD+7mYNEAojNS9Vc9PT3RxV3EmDVfVsiEz9BqRW7kCSUICp3a8ENfzz5YE7H43695roOj1g1y74wTvDYxykVHHi6sW0Laxjm2XVfLtilzyVMHFe50xd4qgITL2Il5pU7OwBEx55KgVnJ2G7NZnFTISBz1DIk3wOvojm+10xlzG/ASNiiCMnVIzFU91oclmGUalCzRo7CK3cgXgxaVGmcZJSFTgjMOIEynyqX0ieKpkYnRgzmNOxgY6cTkd5C+6FIBEiZBv+tzycho31HJ0fQ1fLMlkxO7kgaPtlLx+gLq36vnKoRY/yvF8y0fRmH/pDWz949ep3nAneQsvAYRixEsr5/Piqvk0W6xUv3GIHzbEj6QWY84AeHxZKS0WW1jzx62FaSHfyWh6sq2fVLkMdZhm1l37m1mQpOLKjMhntpmaNADaJ+ysf6+BOz5oYnmqlhMbarm3TChySaQJrLr9B4wP9dKy/y2MhRVzRs+IJR92//pdJynffIiL3znKvzpNFGoU/L6uhI5NS9iztpqfLyqgOqBwn15cTX/LsTl/f0LEidD4jbRvFuJNxBeAXQ4bssTIxcxEhRqPx43TbsVYWMnE6EDQZLZSe+EaNMaH+/wDF5PjoyQkKoKacWMDHRFjTkwdJ/yEOrESYlOEPXO4SEDhPfWGLQDPloSCuQf9NIPG2nQ9jy0p4ciVNTRfs5jvVeShkEr5zemzVG45RNUbh7ntgyZe7h6aNWRvPDK1NeB2OUkrrOLUzpf8TQAQYqB+XVvEnnXVqBOkrN1+nDv2NQfF7ImRWHPGg1X5SCXwjfq2kJ9tyDLg8nhEG1f2DVlwezxh96nfPNJGggT+tyr8ZxDOzaQh4PWbWLv9OJoEKXvXLeKRmqKgnOR5l3yC0ztfIq2oCrfT/qHEGfmw+7d90ETVG4ep3HKI3zSdRSmV8r2KPJqvWcyRKxfx2JIS1qYHX8N8RqQ5jThJzsASLuJEMxVBpc/Ij5ugkZofuS6RlBb8fDKFigRZIpPjwkSuOjmdiWHxdIKPmiymbn/twDlpxdR6nKz5S4UfSqR4Iny3VbqpOK54NDE6QH/LUQoXrwF8xDkFlqHeOYk5ySirpbdpirgVyaCxSK/m4UUF7Lmims5NS/h9XQkFagX/6jRx8TtHKd98iOt3neSJ1j4sc0CVi6XUvPmYWo+z42/fo/KKW/00MZ/uLcvkxIZaLkrVcscHTax/r0HUpHSgxJoz1mcamJ+k4q59oYNlWpmA0X9KBEYfhDWnx2rn02EagS93D9FqsfFEFFPzuZg0QMDrL3rzMC3jk7y4agEvrpgfZHiQyuSs/uyPaNz6HP0t9Qx2norbMDobet9k5u6DLdS9VU/J6wd44Gg7o3YnXyrJ5Oj6Gho31PKP5eXcnGdEPu3oYcgq8UcKAfQ1HSajbPGcvE9tahZGx5h/zyxTqCioWUPz3tfjfi6reSjqmV1o0EqRSKTkVCyn22tolibIUCWlXLDRU9MlTUgkt2oV7QFxcyfe/QdlK64lUaEWGrJxDEA1vPMMWmMO+YsuC7o9HoKGQq2LaH4+V7Uffpe04mrUhnTy1IrQ3p9R6P1t3NH4kej9CREnbpBKQgyNVwf0/n5yoou6t+rZG2fvT6w5I11U70/8GfKj0Pt7NVrvz+NGIpH6I04+DAmR2+F7f++vWejv/X25JJMsYybjw/0U1FxO+5HZj2n11SqEiJPYnzG5aopu71P1VXcw2HGS7sa9ol/XbrUgV+tIyS1Hn1FA28G3/T9rO7yNgto14n+JWVJ8HY1zlKnjBKn5C2ja/YpA0FAGRpzEMEp4PEyOj6LUGqJmjrldAgpeKASFbrx9TcGTZivjQ31okzPnpJA/1t+BTpPERX37uPWyhSxQJ6JOkDJkd3Jw2MLDp7rZ0jPC+WElxKemPa+x+o4feadu7RRrFDyxtJQynYpXzw7xtcPxuZl9EmvOAMHZ3DE+yb86Q//WuSo56gQpz3WImzoBeKFzkEcibHzvP9zCyavr+E5FLg82hi+gzzSXyicfXv/nJ7t5YmkZb1xWyY7+Mb50sBmz042xoIKEhETO7NsSx7POrbb2j/qRWkqplJvyU7k2O4V7y7N5oCKXEYeLAy4N+6z9tE2MxO0sFqtAgkakHG0QkM4TY7Eb02Lx90qtAdv4CIkKddAFwFhQQfPuV0W++4+mpk9pT4wO4HY6hGbrYA9W8zCa5PSI05XOOCJOAEZ6W8kqXxJ0W8d4KEGjbMW1cf4m4uVy2LFbLSjkCj5RkMn1mTpqk7UYEhOwON0cGx3nhw2d/Ltz8Ly5luNR097XqFx7q9/prJNJ+WNdKavTkzg0PM7H3o/PzexTPOaM71bkopBKuf9QS9ifl2iV/Pq0+IncZ9oH+E5FHtnKRM7agpvx/+w0cW95Fo8vK+O6neELjz6TxvY1Vby/diGXbD2GKc7/gz+c6ePPrX08UlvMY0tLOW22ctf+Zv8UfunFm+g/cxSnffZRzTPR4dFxDtcL65EEoch/Y56Rm/OMfLkkkwmXm4bRCV4/O8xQSjrmwW4SEhVzNmWuM+YwNjB13SwI0wyMO94kUYErCj0DfASNbpBIvMXpqaxzpe7CRenbLMOk5EwV8wY7TqLQJKFNzcI2Nhg14kSIhRFv0Ji0jCBNSCRRpQ2iw3ROawhOjAyg1qfNeR6uoeMwD8zLYJF2EenKROxuD6fNVv50ppen20Jxlx8FdRzZzsL1n0WXms32x/+btV/4Gfekefikxkb3hJ1NO05wZHRmk+NizRmXpSWxUK9m7fbjYX++Ki1JNEYfBJOE1eXmlgIjf2kNLhC2jk+ypWeYX9QWsfCNIxGf44sHzvCnJSU8v3IBN+w6Eff0vA+v/3/mZfNf83K4oyiT/829lhFZIu//7Sesuv0H55WeEUudVjsPNnb5zxDLUrR8Kj+NS9P03JKfhsPtodli49/JRs68tnXO349an0bXsZ2At+gRZt+sNWYHmetiyWmfJCHKvk+ZlIJ1TDh351atDIo3kUgTRGNLP4oKjDgB/PhiX7a4YKjI9xfYAzXa24bakBYUlRhLY/0dfoJGRIPGUB9Z85fN5NcRJbvVQkKigkK3hZ/WlbNSryBfo8DjgbZxG//pHuTJtoGQHOePgpr3vkbpxddw4KVHue47/0ChNXBrmpwHKvJwuN3cc7AlbpKRT2LNGSlyGbcXpvNAhGLzjblGWuKIuQJosdi4Mc/IlmlT307gfxs7ebCqgF+dPhuR7ud7vz/y0jb+2ia+jgJw2mzj0nePc11OCj+pLmBjzmJ+3NDJcyYnuVUrOfjyoyz52L0zambNhXzY/d83C0MeJRolnylM59L0JP6yrAyJRDiL7hi20S6TMJEon9OIE21yZlhMfp5aQae3Ga1Lz2esv0P0cyYqNagNaf61aLoEIsfU82mSM4KIGRpD+gXdCDQPnkUXQILzUec66t9DKpVGrE0FXq/iVdPuV1i04Q6a977OsN2JTCLBM9CONiUrqJE8G8oorQ36Po31d6I2pJOt1XBrjoErMw2UapXIpBJ6rXZ2mczc1zHAvqGPTgyvWp+GRCr11/J2P/MQl9z+fbb88gssUzj4TW0xenkCjzb18ItTM4t1EGvOAPhFTRGbe4ZpC2MAuSUvjQmRGP3/x915BrR1nm34QgsJSSyx9zBmGjPteG/HxCPOTtOsfs1um9EmbZM0zWiTNKNx2qTNcJphZzY7XvGM92baTIPZew+BEEj6fggwGElIAtu49z8jcY5kpPe853nu57oHdbipg7mepul/d58sZvfCOBZ6OrO30fT+Z9Ck8dmsSAB+kzk6dsWS2vp03HSkkEQXOf9ONZonN5Y38OSpClKvfZCullry934BQHNFPqqgKKrzjth0jonUIHb/i0pjzdZDIuK2EC+W+7jyQnwwryaE0NDbx9GmTj6vaKTfJ5TG0pyh32+rK0UiU+Dkcs6IPFFSuPvibdBwfGDPHJK0lPqSLIu9J3PSdLTg6hNi9nGDXo+DwAFVkNHQPBQ75e5Dd1vjBYmiuRTyjUqlra50xBBlV3MtA6QKdgAAIABJREFUtYUniJi9xvqIkwHpdX0c++Jl5t35HHVFJ4d+d3hv0ZK03Z1InJxH1TomQgqRgDmN6SRGrGT28b/htjyR1h7NUO/vYhGLbJGDQIher0MolAxdL0PljvxnsPdX3cLDWfb1/qw1ZwC8lxpBpZnen7/U2Pv71JbeX1Uzr5uJmPpt1lny0y587+/R7HJeKaxmfYqx97evoYP7B3p/BoMBHC5sxImtMtf7e2iqH0+IRRRX/MDH8XciU5fxA0yYCV8qFOAiFlGv6UMiV9JrhUFDLB25brj5RxA+I43NL91p07m1AxEnsUtuIX/vFyPIILUFJ5h9yxNWD4FPlC4yQePcFIl2VMTJ2LgtTVe7VcSL7vZGnFxG5yfDyMnArpa6Cc9vvcrHlQ9Sp5C9bBprq3Yx00+G69wrebWobhRSbjKaMwBq8o6CAcLiZrM+ZQr7Fk+j3wBzd+fwQPqFN2fM8VCS6Cbn3pOjEfoAt4V40qq1HqMPsKnGiKBLdBl94e4zwEv5Vdwd5oOLhRzp8brpABp6+1kzgNePHobXj5hzNT2dLTYh4C+mBrH71w9g91N2ZvNRaQMhThLu9WjnTwEaji9P5PWEUFJsnJgcSwp3X7oGCRpyxxG5gMMlc/Ggp806g4Y1pixHhQuazjYkMsVQUVUkkaFU+dFaY/qzebno/IgTMMacDFE0GqtQegaY/f3+PtsjTlzOu0kp7+4dkavd1VxzQaZPwHjjPqMxm58WxPDXI3/hpcTwIaRcys5sorZlXPQ4KVtVnrkHBwcHwmcs5/Fof06tSCTKZTBm6sKbM1xEAu4K8+HF/CpMPSvRTY7IwcEmslFnv55WrWkEHcA9J4pJcpMzS2U+F2+8JA0wFgseSDfi9XUG2L94Gu+mhOMbGInC3ZezJ360+ZgXQwaM2P1fHB+J3XfAiN3/e/477E/ywEUmY4nn2NhHe6RQ+dE1bArb1LS2q08o7XXWF5yEEin9FqI6HOUuGPQGtN0dOHsG0KfpGmHIcLTShDcZpelsHbnPNRiozjuKf+wcesYwaBiNOLbFe3Q2j46WauvTYQBcxcYbxu72pgtC0AiVO46Ik/p5Zwa+N/+SnS3do+KkJqM5A85RNOJX/IKlDs38IfsN/H/2CH86XcWs3TkX3JwB8I+kMHbVt1FkgvAkAPxlEj62EqM/qLz2blb5mp78ejCjFLlQyGORlqPQxkPSGNQQXh9n7ksM4KEzXzAlMOyS0jOs0fGWkdj932WV0ix1455QDVtDoSAtkS9nR3JrsGXsvr0yEjSM++FgueMIXPOglCo/Om1AKOv6ehFaIGgY402MhTX/2Nkj4k0GJ2Iu14Jzd1sDcrdza6C6tX5E/WC4oeJ8GfQ6WquLcQ+MtPp82u4O9Lp+pEp3KtQj98qD6mqtQzHBNQw4Fyf1QbiUO7VF/Ob0e6xOS+NUl4afD4uTejq3clKaMwBKT+4gIG6OsQCavZ0tKxfwdGwQH5c12BUzNShrzRkA61PCqdFoza69ye4Km3PF9zS0k2wifgpgQ1kjtRot76aYj0KE8ZE0BvV99SBev5Fn4oJ59da70BQeAoOBgLjZlJ7cYddxL7RK1Br+nFsxCru/wt+DZ3p/YpGsl7djPKzC7tsjSxEn5d0aZM4q9H1amygeqsBIWqvOmF1bnc8zfAynkoIx4qT7Mo446WqqQTGMBFd1+hD+MVcYkeEDzQ9Tkind7Wq6AtQWHMdR4ToUn1TZ3Yu8tRz5BNcwHARCPEPjaCjJGoqT+vKKKTxx5K8cWzptKE7qtwNxUqkDcVKTyZwB4B4USXNFwdC/awuO03bkazYvTeXj2dFktqmJ2Zp5UcwZf4jyx0ko4KEM0/ekK/3cyLchHhaMwyYBMgmm2N1FnRp217fzeqLlWJrxkjRgJF7/xkAPTl09l3lBfhz57G9Dz2muLEAVZBvR60KrSdvPuqKaIez+lXtz2V7XRoKbnE9mRfKB5hDr3dsGIrcdwWCgvjhrwmNOhBIpEpkCf4nDUK156uyr7b7XGOue3ThBLxxlaFZ6+NNpg3l6siskcTHlGaON6bm7PyVq4Y1IZEqbI4QbS09TeeoAiWvuH/pZ30CjdSxpuztwlDsb99YmYuNs1VW+rryfei5O6nd+jmT7pnJw5k28FHMNibtOXdQ4KVt1LuLEAYnewPqUKexfPI2+wd6fjTFTg7LFnDFbZez93WOm93d7qLH3Zwv9aVO1+d6fVn/xen/1mnO9v5hhvT+DQWeMYbuIESe26Pze38MeadTGpPJzh7wRkdvrEkLsrvEMKshJQlV3LwKJFINePyKSz5yG9+ccBEKuuOkxMje/Y3P9V9vThczFA++IJIqPjIxm1Ov6qDx9gOCERTYdc7y6qJ+G1poS5O4+iB2dhv7jBULxAG5/bOOFxsrn9bQ1jYgWGa7hkyjq1vEbNOJdnHhlOFIuJZxguSNfVDaxrqSJpyoc+WtbAO8W11wSpJw90uv6iCjdz8exrlzhoeD/jp9huR2ouUHZYs4AeCMpjP0NHeR2mJ5YXurtSrqN03iDCLqfmylGvHu2nsbePt5OmWLxOBOxUINxI560I5uX8qu5O8yHawNUyCozx/7FSaI6TR9/L2nkjeTf8FRnKH/a+AX76luZ6aHk2/Ow+wHS8W1+5G7eIyJOTBWaYYCgYYWTWmptxMkAJl8sdRrKuHIPnEprbcmE525dbBlNcecZNCryUA0aNJqqUXqYN2jobCRotNeV4ewVNGIDcr5zuaejGbFUPiEZrqbipPqEInJnXccjugheT76DtIMFvFJYTZ3GfIzCZFJXUw2+6jr+G9jPXREBvDSAmrM1ZmpQtpgzAN5OmUJjbx/vnTVdlL4tyDaM/qAyWtUsNYFsBsjt6OFAYwdvJlsubEyESQOMk+PL9+Xyf8fPMMtDyc5UX2T93bTXWi74TBYNx+6vag/iMZcFZEVcwcKKPbxz4woqrp45hN2fZiIv1x4pPfzoaj5XSBiOah6UrREnY5EglJ4BQ2h+VXDMKLSzVOmKpnNy3giPJU1nK7LzkKhVuYcIiJtDT6flPFuh2LKxxZSMxe3RjXZj4cK4PhsJGqb31LbIRSTggfBzcVIHFk8bESe17JtdfF6o5dkzrZcsTsoeKc8e45mq73g5OZI9xcV8XaFlk9a8qWws2WLOeGiqL85iIb86aXpq8ypfN3QGg8175i21rcS5ml4jNHo96wqr+VWEDwoLhQ2YGJNGt17PO64zeGXzT7gaNGxL8GBB5kc4TBJ6xljSA99Wt/Bv3+W8mNXFtE1H+OeZWmRCAc/EGrH7mcun844J7L69cnLxGGq6GaezTRE0/G0kaFiOtpM5G5HxCg9/HGVKmivPNWQuZ6oRGCfuBAIRYkfjd8JI0PAeenyQoGFOzRUFNmPFOxoqcPEOoqG3D7lQgJNw5HfN+BrGb9AwFyfV1dNNacpV3CaZyX2Vrtx//AwHLlGclK3qVbfTeXo/PyxO5IW+LLLXPMa8Ux08k2t/FKct5owUNzkzVEruP2F676gQCXCXiNhQaltjfEOpMX7K3Lp7X3oJM1VKksZYayfCpAFGvP68rBYEEkfeDNWwccVCOgqODsVnTHYNYvcfdF/GDQWONGq0uIeFcF+E/xB2/7MB7P5E2DWGE0GHfiYUIBMKaOztH2WmsEaqoOgRa+35MhI0zn3u5W5eQ6/BmCkuuKDUkAutruaaESbj7rYGutsb8QiJNTaezBA0ZM7uJknL1shg0FN8ZPMQ9bO8uxfXjtpRZufxalXcNBZU7ePYnFBjnFRsIFKhgE+FQbw67WdM35nDbcfO8O0lipOyVqrAqKHP6GDM1IeSIrqdvXnJO4Vfpp+1OWZqULaYMxQiAfdP8eHVwmqzwzixLk5srrVtr3KiVY3OYCDN13Qt44GTJbhIhDw01bKBZyJMGjCA19+WyWn3KB6VlbB3XiQxA3j9lopLE3Fii/I6e3gip5w5u08Rd7yRz8JW0R0SztWBXuwfwO6vpY6FKXMtNldtlcLdh66WuqFasyowCrFMQW3hSbuOZ4wlNW/Q0Bv0ODg4jDI0K1R+dNlgnp7MEool+MXMoiJ736jH2mpKaK0uxlHubNXE/PnK2vwuflEz8QqfDhiHvyXSsQ0avd2dSJyUqHV61Do9no62Xd2nD/b+lsRTMRAnFSIfGSd1ujiXt3bsp14aicGkdWvySCA0GjRWdhbwU7SYK8YRMzUoW8wZAG8kX5jeX80k7v195NJAgqMOvU6HYJIQNMxJofLDISyZf2bX8dCOLEI3HR+I3O7gCg/nocjt3WYit8fS4Jrr6ORsFWnTwUGAUOJIX6/RTBk1/zr6NN2UHNtq83vTdnfi4h1M0aHvTNKyyzP3EJz4P2zQME6RlAxNkfRpuhHL5CabhaZkNHKMTdro7mgyW0weadCot3n6xFsq4rFIP3YsiOXsymS2zI9hgacLx5o6ue5QPiGb01m8N5fn86rIOrYDZ58wFB4BuPlb/vJPFi3wUJK1PIFVzSc5e9fL3C2fx856+2+0bTVn3B/ug7tExH3p5gkFYQopX1fajpk5ZAFBB/DrjLPMHUBFW9JELdQAb52t51eht+OIltfnePPT0kRCTUxKTUaFJi+jo6ESkcSJn7KO81h2GbMGpgUfSC+hvLuXmwI9OLosnqKrkvh2ThS/DPUes6B/vuTuPqhbzxk0TKGaYYCgYcU0hLF5N/bNl6PSzRhxIj3n0PMIjqG53Hwh5HJRr7odRyfnEYaJ5vK8IcLRmAQNrQahhUL96Of3oOlqHTFdUm4CLdfVXGsXRUMhEnBXqDffzomi6KokjiyN56ZAD8q7e3kgvYSgTSd59Yv32aEPZ9fhnTSKAhBMgBHkYilU7siuBdHMbMzk2KpHeT3pVt4tsx+1Zas5I97Fibmezjxgofgxx9OZQzZg9Af1VVUT4Qrzn6V7TxbjIRFzX7i32efAxJk0AHbWt7O6wY2dgYu4TV7D0duvZLGJHMPJrIg5azlwZAefEsVzJ/MI/Ns7XH8gl2PNnSz0dGHr/BjOrkxmx4JYHov0w8vGG1QwbpCNmdrnYm2CTDQDbY04EYql9GvNN+iVngF0DsSqeATF0Hxe1rm1MVaTUaaMyLWFJ1EFRWHQ6xGKHRGKTd/4iMQS+m2IOIEBM56JonLFMNpcd3ujXQQNAbDW352NMyM4vSKB3LQkHpzqh0av57m8SqZsySBhRxb3nCxhd0M7mo4murs6iVp4g83nuhRSigR8MnMq2+ZHU6fR8snVz/LnMy2UZe0jKH6+Xce0xZwhFQh4OMKPN8/Umi1uXxeoosRGjD7ApxWNOAkF+Jsx2L5RXEebVse/kixPa8P4TRoODgICps3lyMl93N7mxSd+i7km2peC1anjai5ebPlEJFGatX8Iu7/qQD5TtmawYM9pfqhuIUop4/0ZEVSsTuHg4mk8Py2IqUrr91mDEooliBxlQ03SYDPGZqWH35DRzRrp+rQWCRrSgYnkgNjZVOUdhmFZxlKl22VrmhuUuq0BJzcj7Uvdcp5Bo74cF4sGjXw8bJxa7aivGDJ9VHRrR+2X+3q6MBj0SJxsN4PN9VDyr6Qw0pdP5+yqFF6ID8ZNIuLdknoStmcRsy2Tmw/lsf5ff8M5IAqfqBlWTSZOFj0/LYi3u/bhPi+N29PLefvNF4m/+Umb7luGyxZzBsC/k8M50tRJphmC0s1BRox+ZY9txe+KHi3dOj03BZpe9zJb1Rxt7uTt5LHX5YkwaQglUuJvfYZXj57klg++IkSi58OgFl6Ybn9z8WJLIlPgFz0TZVAUX+7ZyrK3NhK95SQJ27NYX1KPm0TEC/HBlK5OIX3ZdP6VFMYcD9u/cxInZwx63aiYoyD5Oeqcs1cg7XYYNM43KQ+Xs3fwSIKGu8+QQcNIz5jYiICLrc6m6hEEDYDq04cJiJuDg4PALEHDeL2yz6ABUHJsK0EJixA7OlHR3YtbT8u4KaBRSikvxAdzcPE0Klan8OoUZ/pnr+KrPjcW7DnNlC0ZrDqQz7/376VGHIx+sqKYz5MqKJrmigJ+EeJFwcoklvu48mDGWX5b1Equzhedzj6yli3mDDCuy63a/qHIo/MVaEeE9qAG46dMqVuv519nank4wm9MYtpEmTS8I1PZ4DaDpNfeo0XTy/aFsXw8MwKhuhmDTjfhBPELpbCU5Ww6U8qadz4h4cd0pmzJ4C8FNbiLHPh1oIHclamcXpHAxpkRrPV3H1dNXuHui76pHLHAgRZtPxGz11B8ZNOIvawtGmuoAoMehWfAKEOz0sb4wcksv+hZtFQWmq3J5P/0X6ORzo7Bxz6NmhPfvM4VNz2GQCShr+ccnd+StN2dSGTGa3hFdy/BTpb3hcbenz87FsRSujKZzYO9v+ZOrj9UMNT7+2te1dCerrmyEInCjZbaswRNX2jze7uYSpQL+YOgnJVd+Ry66hFu7pvKnmb76J9guznj/nAfVNb0/qpsr3tbip+CS9P7e6+mi5uFM6hyDeGlGEcCnCSEOE/u+6vIeddQfHQLzr7hNAzsNzPb1SN6f79KL6FioPd3ZOm53t9dVvT+BunLEpnCKoKcWOpEf28PGAzI3X2JXXorx/77ql3vTSAU4ahwpXD/1yYfryvKQOkRcFGvmRedp9JckTeE0e/r6UIiVRhx+1ZFnLQhVY79vJ52CwSNYVOBXS21IwospiQVCLgtxJMvZ0dSkJZE+rIE7gj1pl6j5XcDSLkZQ0i5kYtZd1sDHfXl1BWlE7Vgchec/aRits6P4eNZkWS1qVn43y0899RjhM25lmlX3mHXMW01Z0gE8FiUP++U1JmNL0kexOjb6G4Go6PYXyYx+6E/2txJeksX74yBB4WJW6gX3f0yriFxPP3ph8x+5I/09WmH8PoXAns8kYpeeAPq1nrKs34aMaGgZzR2/5UCI3b/D9H+FKQlkX1lAu+nTiHNzOT8cCncjI5mmVCAUiykodc08cDJxdOqQoNUYTReWJJAKEYokgzg0s7lRhsLIXkWf/dykEGvM2ZuDSvsNlcU4uYbjkAoGiBomMeX6/p6EVko1JtSe20Zrj7nbjZrerR4OooRO5xzFnc114wqtJhTmo8RKZc9gJT7fbQ/DsDL+dUm46Raq89QcyadsJRlVOcfIyxluU2v/1JIKhDwbko4+xdPQ2eAxz9ez38PnKTVOQ7P8ES7jmmrOQPgnZRwTrZ0mcWmCgA/mYSNNmL0AbbUtCJycCDRTOOus1/Pu2freCwqAMkYS+JEmTRkLh5c8bMn2C0N4ebnnubI3j18NGMKW+ZF4ysV23XMiynP0DiEIhEisQSxVEnpie3odLoh7H7qrhxCBrD79Rotd4Z6k7E8gYK0RP47y3rsvszFg151B7phk+znNwOdXDzR9fXaFN8lkkjRWSBBGPGfAwaN4NFrslThZpUJbzJK09mK43n7XJ1WQ2NJDn7RM+npaEGqNF3wEUqkNkecmFtzh5uZu9sakblY18BJdZOzLiGE40vjKV+dwrqEUHykEj4qbSR5Z9ZQnNSGMtNxUvUl2XabGy6mnhgWM3XT4UKu2bKXLTt2MX3VvVTk7CPQjvdgizkD4M3kMDr7dRax0MluCnbX294Y7xqMnwo1/3d/KKOExd4uRFlhIhiPScMjNI6ejmb6NGpSrvkN/9jyNaEvr+eTs3U8ExfMiaXxJE9wtN5ES6HyQyJTUHz4h1GPlag1PJ1bORq77+vG7oVxlKxMZuv8GB6KsA67L3PxpHtY3J8pY7NAKELmrBo1zW1J/X0ai/s+mbOKno4WAmJH4pph0DRnfzNsMqi7rQEn1wGDRttIekVPRzMCscSsiaHJToLGoEGjstt0zIm1FI3z46Q+nRVJgquc7XVtLB+Ik1qxP4/Xi2poGhYnVZbxE0KxI63VJQQnLbHp9V8KXR+gojAtiRsDPXgyq4S79xTgfM0fKTm+g5aqQlKve8jmY9pqzvhFiCfeUolZVDPAKl83cm3E6A8qr72bVX7ma2F3nyjGWyrhDitMF+M1acy47mGaKwooy9iD8ton+L9mN/7wydfc4O9GYVoS1wdYwLtPEoUkLaW1ugShSEJFzr6hZvEgdn/FMOz+jnojdv+zWZGUr0ph36I4nokNtGqwRuHug7pl9OfHaGo27qGNZgrbKC+qoKgR8RHDJXFSIhCJRwyvyN3OUTyMNI3LN94EjE06fX/fiDpy1elD5wwaZpqrMmcVmk77Ik7AuObXFaUTkrKMCnUvXrou5O62GTQG46S2zY+hZGUyOxfGcaWPKzntam47UkjkN/tZ98pT5C96kGbnc/v0joZKOlvr8I1Msfv1X0xN9fbmm0Atz8QF8UlZI9HbMvmuuoXS9J14hCWYrdlbkq3mjCillEVeLjyYYZo2B3B7qBctNmL0B7W7oZ1kN/NNtlcLa+jq1/FGkmUiKEyMSWPqnLWcOfw9Nepe1hzM5+YjhcS4OHFqRSJurWWoAic3RQMABwdCU5ZzdqCGAdCLA6ULf80HOl9mPvsCqdsz2FjWiI9UMgK7/7od2H2Fyhd5czkV3b2IpXICpy+wayJ7UFp1BxKZAgeB6el4g16PX/TMUYZmhcqfzub/DYNGSOIiyjP3mH28vb4Ug67frntmgKpTB2mrLWXa8tvR9nQilo79N9fr+tDr+hBJZCYjBKUCAbcGD/b+Egd6f17UD4uTmjFGnFRzZSGqgKkUHviGyPnX2fXeLrR8pWK2zIvhdY8uziz8OQ8FXM9Tb/0br4gUVv3hQ/xjZ9t8TFvNGTb1/mou796fg0DI1LnXsOaJj3GQynk4s4zf9SYwo2gbu25dzvqZUydl708kkRGWuoIzh3/AzX8KLVVFo56jB7YM6/1FD+v9/d6K3l/wwHCfo9zZqnqxWKYYIr/NvOG35O/9YqgubKuCEhai69OaJf8Z9Doqc/Zf1JiTi/4paCrPH8o+02rUiKVO9Ha1IVWMjXXVdLbhKB/7ed3tTTg5WyJoGCfC1C31Jt0wS7xceCclnMzl0ylemcTTMYHIhAL+eaaG2G0ZxP2YaTVSrixjDyKxlIC4uWaL6pdSIuD1hBCOLpuOXChgyd7T3Hn8DGqdnvwD35P+3ZtMu/JOmy8utpozAF5PDKNHp+fFfPMTXT8P9qTaDow+QPoAgu4qX8uFjQAnR34WNPbNwngX6rm3P41vZDK73nyI1qoizrR1sXxfLr88fobZHkry0hL5zZTJ6XD2mZqCwWAsDJRljs6VG66ufj3rzxqx+1O3ZjBndw5fVjYRqpDyVko4FatTzGL3BSIJEicFPR3NBDk5UtXdizkfs8xFZRVBw1ExNkFDqjDGm4ARATqcoNFUYX5S5XLS+Ya3fm0Pnc01uPlNobOxEucxCBqWUNem1F5fhotPyNC/dQao1WjxH5b/13keqnS4prk48fIwpNxbKUak3JeVTcweQMqtPVTAe6X1Zm+us7f+h6gFN1CavouIOWttev0XW7+Z4kNeWiKzPJRDMVOlHV389N6TVJw6yKJ7XsLNP8KmY9pjzrglyAN/J0fuPmG+2LzSz41+g4FMG/FzcA5Bd1uw+eLw83lVaHR6Xk8Yu7AxXpOGVOHGysfep7u1gW2v3U1DcwN3HClg6d7TKMVCji2bzrqEkAnBHV8oTZ2zlqJDP5Cw6j6ytqw3ifjVYcTu33bsDLE/ZhL7YyZvnKnFSSTgmbiR2P1FZrD7Sg+/UUWEwPOagbbGm4Ax4sQSCcJ5gKAhFEtw8QkZdbMgVbrSO4YJb7KqT6NGKBKPomRU5R4iIHY2ms4Ws5m2QrEjOgvkEVPqbKpBqTIRcTLMoNHTbj7iJMBEnNQVHs7sa2xnzf58Qreks2xfLq8UVlOvGXu9KTm6GbmbDxIn8xMPl1JX+biSuyKRu8J8eCm/muQd2UNmihPfvolf9EzEEifEMrnFyIPzZas5I1wu5UofVx7JNJ2jDUbCh7tExEel9k3IpreqWWqBHLSvqZOcNjXvplpHCLTXpBEUP5/KnP2kXv8IpSd30Fyej06n4+ncSqZvz6RU3ct3c6P5enakVQaGS6Gpc9bSp+2xilgxiN1P3pFN+JaTPJlTToe2n/um+Bix+yuM2P0bA1Umr0NOLh70DMT9iRwc8JKKqT5vUl/u7kN3WxMGvfWTq7q+XosEDZmzO30aNe5BkdQWjURC/68QNOSDBo2WOuQDNI1BdVqIOelqqkYkkdlUBxgem1Le3UuwkwmDRksdcvfRgyaW4qR+efwMQZtOMmfPKZ7IKSffQpyUwaDn9I6PkCpcCZ9xldWv/WIrRinj4OJpvJYYyqaaFiK3ZvBxeSM5OzbQ3dbIjOsf4fiX6/AMiSM09Uqrj2urOUMEPBkbyIel9bT1mf9uxbg4sbnGPsPS5ppWYi1M+7X16fiotIGnYgKt2qfaa9IIS12BR0gsJ75ax4zrH0HdWk/urk/46GwdkVsz2FTTwmuJoRxcPG0Irz8ZFT4zDanClVM7PrI4KZ3X2cPjA9j9oE0n+eXxMxR29rDWX8WBAez+prnR3B/ug7OJacHhxojhGm5qNsaRWE/QkDmrEEkcR8QMDpezVxCd5x3PGBs7nKBxeRs0wLiPHR7V11xViESqQCx1wmAw/T0cNBSOR2cOf0/E7DVUdPfiK+hHobJcsxMxOk7qvnAf2rX9/OlUOeFbTpK8I5sH0s+ybyBOqixrLye/fYPF97064vpy9sQOQif5oIm7RMRXc2OJ6almc/gqFhX180zeuT1Qf28P5Vl7mHLFSpuOa6s5A2B96hSy29QWY7qWeLmQ3mpf3M+G0gbcLcRPATySWcoKX1fC5WPXz8Zj0nBy9cIrLJ7SjHP12UNNncw9XssbhiCW9lbwxjRfq4bkLqW8wxPQdnfSVms01TgIhMy57SkEQhEHNzxDf5+WWk0fLxVUs2xfLqFb0llzIJ/952H3hyK3x8BSZocqAAAgAElEQVTuK1S+uHbWUqHuJTRlObWFJ8ZF4zQY9BaHiw0GA/5RM0cZmm2l201WiSQyfKNmUJGz3+xzxDIFPZ2txC79ud3nOfH160TMXoOTq5fVpDftQMzJYK3j/N7fM3HG3t8bZ2qJ/THTpt4fQEtVEW7+EdTkHUWmdB/qfU4GGXt/oRxbNh2FSMDy3Zk8dtdVnM3aR/J1D9PT3kz2jx+SuPo+ltz/Gq6+Y9dewXZzBkyO3t9dF6H35xc9k5W//4DAafM4/uVrKFS+xK+4k71bPuKOD9dz538+Y5ab06Ts/YWlXkl9cRYiiSM97U2jKHCm1Gmi9/dVZRMhcsdRvb94F6eheGyJkzO9amsIGsbeXEjyMmTOKvL2fG7XexPLFIQkLsbBwXIMUVnmHoITF9t1Dnt00StZTeX5JF/9K8BYiBbLFLTVnjUaLxwcLN4c9arbhuJRLKmnvRGZ6zyTj3Xr9HQN5E21t9Yhd/chSinlthAvFni6ECR3xGCAMrWGTdWtfFTWQIna/izsiqyfSFj5S8oyf2Lq3LXkbHvf7mNNtH4R4smTsYH06w08mHGW76pH36gU7v8akaMTyWt/TZ9GzdnjP455XHvMGcFOElb7uXOPhSYgwBwPZw402o7RH1RJl4brAz3M5gs2avv5tLyRZ+OC+KKiaczXPrhQ71sUz66FsSzdm2vV+51546METV/Inncfo7Hs9IjHdtS3E/djFo9F+vO7KH9+GebDgxkl7J9E2b/RC2+kImcfYSnLabaA1jSl8m4tf82r4q95RqfbDHcFPw/2ZKGnCzcHedKnN1DcpWFnXStfd4rpbm8Cg4EgJ8kQBtSUrCdonDNfmJOjwnWIsjF4ERgqhPwPbJrhXGRUO2VDP2sqz0MVHEPx0c3I3byN2DkTBfx+rQah2DaDRltdKb5TR057VA5sjMsGGrpdTdU4ewUD4OUo4o4QL5b5uDFFIUUscKCuR8vh5k4+yWw061q2pK7mGsoyduMzNQkHBwe8wqbTcDbb5uNcSC3wUPKPpHBcJUL+daaWV0xMR+//4Cmueuw/LH/wTQ5ueJbq3MMmjjRS9pgzBGCceClvHDFVeb6uD/CwC6M/qENNHczxsNyQfSy7lHdSpvBSQdWYmYiDJo29i+M4sGQa83afsvj6B+XqG8aSB15DIBCy9dW7RpAhCjs1zN9zmrX+7vwtPpjVfu78Ja+Sj8omFx7YUe6Cf+wsGkpP0adRU3X6oFW/196n41/FdfxrAP0aLpdyR4gXC72c+XBGBA4Ym/Z7G9rZUN5AUacGhcp/RGHYTSJCZzDQ0X9uzXD1CaW9znwT2ZSEYin9YxI0qnHzn0p7ffmIv5NYKkfX3zfiZ5ebNJ1GqtzwYn517hESVt5Nw9lTyMw0+UQSR/ptfN9dzaPx0GCkzaUN3NB2tzcNRZwoRAJuCvRglZ87sS5OOAkFtGj7SW/t4tXCan6sbRtXFnbdmQzAQHDiIs4c+n4cR5pYhcodeS91ClOVMjbVtPBw5lm0573RPo2aY/99lStu/j3VuUcIjJ9P7q6Pxzy2reYMgPdmTCGvvZvdDeYjCAcx+tUa+74LX1U28Uay5cLMXSeKObZsOtf5u/O1iXuI83XvyRLeSQnnqznRXH8onxNWmPoC4+eTv/e/uPtP4cinL4x4rK1Px41HCkl0kfNWajhZyxPYUNbAn07bhom/0ApKWEjj2VM2/55WD59XNvH5QKyjh0TEbSFeXOnjyovxIfw9IZR6TR9Hmzv5rKKRQ02dxqZbu/H5fjIJjb199J93b6308Lc547pf24tIYsGgoXTHydWThpLsUSQfqfLyjZ0aVHfrsIiT1oZRAx6DhgpzlL3mSiNFw5r9GkB7QznOXoHASMPccHW11CF380EArPF357oAFYluclzFItT9ek61q3kur5L/VjSbJBZZo/LMn5h25S9QqHxxseN6fiGlFAl4KzmcBV4uZLaque5w/igj4JFPX2TFI28RmrqcAx8+zdJfvU5zRQEd9eUWj22rOQPg1YRQ+vQGns41T0EYxOh/YUdUK8DnlY08ExdIoExiNiLlz7kV3Bik4pWEEB7JKhvzmIPv77lpxvuvD8bY17p4B5N09QPsfPMhwlKvRBUUzfbX7x96XA88ml3GK4VVrE+JYPvCWPY2tPNAeonZKclLIVffMJzcfdCqO6jI2mvT7+5qaGfXwPVXJhBwY5CK1X7uPDzVjydjAmjr6yejVc03Vc38UN2C3N1nRBzgoAKH3QM7ewbRUW/9tUsVaJ6eAYOGj5GfRbmbD+q2AYKGq5dNFKXJqq7mapQqX5oG62kGA1W5h/AMm2Y24kSmdKenc3wGjbozGYglMqrdQwmU6tD39+ModxkxiTnHQ8ktQZ7MVCnxlorR6g2c6exhfUk9G8sarLo3Lc/cg0AoYsn9r7HzXw/R1VRNeeZuElbehchRZkR9TzI9Py2I24K9qNHq2FuTx4FGB6KvfpAEhSuVOfspz/qJxrOnKDr0PYvufonTOz+2yjBqjznj+gB3guVSUndmWXxemELKaxaIdJZUORA/dXOgJ++Vmv5O7WpoJ6+jh/Wp4SzemzvmMQdNGp/NMvY+fmPBkD1cU65YSWn6TnRaDXI3b4KmLyQoYQHOnoEcOn2Qbw/sY938qbw7M5LC9i7uOn6GsjHqKpdCoanLOXtyB2CMOpz1sz8gkSnZ+97j6M1EYmS2qclsM95XCICrfN24LtCDmwI9uD/ch26dntz2bjbXtPB5RRNq3bn1QaHyQ9WcSXl3LxGLrubkt/8c93vQdLQY15r20dd7g0GPq/+UUYZmhbuvWdPd5ST/2Fk0lp22OBEvkSnobm9E7OiEz9QU6s77v7BGPR3NZG1Zz4wbfotepzPSRMcYVvFvKmJDUgAJMnAUidHrdJSrNfxQ3cKGssZx9f7AmBLQ09mC0iuAwoPfEjnvWg5/8vy4jjkRGuz99Zno/RUd/JbSkzuIW3YbM657iMID36Dt6WLJA69Rdeog2Vv/Y/Y+zh5zxmDv796L0Pu7zkLvr0nbz2cXqPfn4hNC8tW/QqHy5dTOjXiHTWfGDb/l1PYNnDn8/dA178eaFn6saZmUvb/I+ddx/Mu/G/eblYV2HaO8W8tf8qr4y0Dvb6a7gluCPVnoZez9AczwcOWQQcIPmrGHrSUyBf1aDclXP8De956wadhkuKbOuZrqvCOEJC1FIBSZva40FGfh5OKBwsP/ovQBL7pBQ91Si0AkRubiYTRoSJ3Q6/rp6+1BIlNaXMQ1naOzuU2pu73ZLEEDoFrdy3VBXnhLhFxz/GVUSxJo6O7hWHMnT+SUTeiXQdPVSlN5AR31ZcQtvY3cXR9f8sZBspuct5LD8ZZK+LC03mIhASB350bEjk7MuvkP9Gl6qMzZZ/a59pgzANanRlDU2cO2OvON80GM/id2YPQHtbu+jZ8FWZ4QeSKnnGsDVLwYH8wfciwXcMB2k0bimvsJv2Il+z94irpC8xuRVwqreaukln8lhfPJrEhy2rq568QZajWmIz4ulpy9g3EPiKC9vpyyDMv0DGt0fFh0ghC42t+dawNU3BnqzYMSEWfzPyBsqh+uYiHVZprKAqEYsVQ+ZnQJDJgvxjBoSJUjCRraHjWq4Oj/GXoGDKyn57m6m8vz8ApPoOjgN/R0tiJ386KreXRBSdfXaztBo7aMqPnXj/hZufrcVKDIwYEwdTW/FukJT0tEIRLS3qcjs7WLt4pr+aG6BfsuvyN1avtHrH58AwUHviFizppJY9DwlYp5LzWCeFcndte38+uMEouYzX3/eZKrHv0PV9z8e/J2f0b+3i/MPtcecwbAi/HGYu2TY6yDSe5yPh2HUWFjeSM3BHogALNr59baNs509vBuagRX7hu7sGGrScM/ZhazbnkcDAYObHiGfq3pgtd31S18V93Cc7FBPBcXzANTfLkvvcQuesiFUNiMNCpPHyZ2yS0c+tj+m8EStYY/51bAwH/1Ag8lNwV7kubnxh2hXmj1BrKdxGxuO0OmUIBGpyfYyXGUic7FO2REtqo1Ekkc0VkgaCg9A+horCIs9cpRzTBHhSu9l2m8yaA0nS2jDBrd7Y1DU4/mCBoiseVoGFNStzYgc3ZHIBSj153bWwxvCIaL9VxTsoknrkpFJTTQrdOT197NywXVfF7RaBcO2Jx0fb10NFQSPuOqSWHQkAoE/DMplDRfN/I7epi7O8eiQawm/xj1JVlIFW6oAiPHNGjYY85Y5Ws0Lc7elTPm8+zF6ANsrW3lLQcHkt3kpJtZ32o1fXxV2cTz8cFWGTTANpOGe2AkBr2O2CW3cODDP5u9f8psV3PFrhxuD/HkqZhArg/04E+nyvmqyn6E+URJ7uaNzFlF1uZ3x32sQez+uiJj8TZGKeO2UC/mezqzxt8dgwHyHcXs6DhDrlhoXJPVo9dShcqfThszrvX9WgRC8QA2fvR3Xuaswk1voCp3tClQqnCj6TI3N6tbG/AKmwYY406kSvcRJuaOxoohQ4UpNZfn22TQ6GquxcnFA4HIaE6fd56JNUAmYUFXET9T9eC9OoX+AXP7hrJGNpY1TNi94iBFI2HVPYTPvIqM7/81Iccdrx6P8ufeKT60aPu5+Ughh8zUbvq1Pez9z5OseOjf7Hv/T2Rtfod5dzzLj+vuNRsJZo85w08q5tpAlUWEPsAdoV4024nRByOVskXbz+2hXjyfZx7p+3hOOf9ICuPlgmqrPgvWmjSEYkfm3fksmZveQSJTMG3FnWz/x69M7pnrNf2sOZjPHA8lbySFcWpFIm8X1/G3gsmxFoTPTEPf18epHRtMrmnWqkev56OyxiHDtq9UzO0hXiz1dmVdQihvJIVRLO1mS0cJdTIJVcOMNcFyR/Y3diAUS3ByUZk0cZiTKijKYl3C2StoBJHDQSBEqnQbGmZxcvOioWRy3AOPR+cTNACqcg8TNH0BmPm7Sp3d0YyToIHBYMR+J6Xh174DdVMVMX5+XC1xZpGXCyFyKQ4OxmGUnfVtbCxtIK/TPjNF6ckdCEUSlj6wjp1vPoi6pY6GkmyCpi+wanjuYun6ABXPTwtG4ABPnipnY3kjQmEOOp2O7O0fovQMIGj6QlKu+Q0yZxUVOfvp06jxj51N1akDFo9tjzkD4PlpIXxZ0WSR4pfqJkfo4MBWOyK0B5U7ED9lzqABcNfxMxxeGs8qXzezDcPhstWk4SAQEjF7DWdP7mTFI2+jUPlRdeogOT9+QF1RxtB+5dr8EwQ6ClmfGsGBJfFsq23lwYxSu42cEy2h2JHAafPJ3nI7ODgw48bfIXfzZs87v0ffb10fRQ9srm0d+n9WigTcHOTJKl83/hAdwLNxQTRr+0lv6eLLyiYEbj549HeR4xyCUCSi/kzGuN9HjwXqpUAopqksd8Q+ROasol+rmZSmK1sVnLjYYrwJYOz99XRy5tD3xC65xS6DBkDx0c2EpizHoO9HIpXTc55Bw10i4rYQT670cSNSKcOxehPMmU3BkYNMjU9k+mvv09Y7sf25lsoCVIFRlBzdzNVPfYFU6Y5mnKZAe2Vt769PoyZz09sUHfqOxFX34BkWz6ntH6FQ+bPqjx+R/9MX5O/7csR30B5zBpzr/W29wL2/XfVt3DJG7+/xnHKumcDen6PchfgV/0dwwkLyfvocUYWMlLW/pvjoFn544Vb6ekwPmY7u/am560TxJev9+UxNQa/rp744i5RrH6LFToPG+TrW0sWxgd5fsqucD2dFYYhJZHlpAdeE99K8MoWclk5+qGnhq8rRAwYSqQInV0/KMnbTbGdvTiiWEDX/enb9+7f4RV+BWKYwO8BtMOipyN5HSOJiTu/caNf5bNElCbppKs/DIziGPo0aidSIIjLGnFg2X2gGJr7HUnd744g8u/ORctNVzvzq6qvo1Bv4pySav0SsYcbu0zyQfvaCOJXKMnbhFZ5AU0U+ocmXDkfnLhHx9exIvpsbTZm6l+nbM8c0Zwwqa/M7FB36gXl3PoNPZKrZ49tjzlju7UK0s4y7xnDQrfJzN2L02+xvhG0obcRNIkJpAUGnB54+XcHPgj3xtBKXbC3yKG7Z7cQsvInDn75I1amxJ5u7+vXccfwMy/aeRikWTAq8fvSCGzhz+AeCExZOiEFjuHTAN9Ut3DqA3b9flcah4CSUjmKuDfLirlVpZK5IGoXdl7mojJseCwSeQRmzsMcwaMhdh3DMRoJGFx7BMTbTQiazNCbW3KbyfDyCjRi2zqZqlB6mY076tRqENkeclOPsFYSDw7lvh9gBVgV48H7qFHJWJPBbt14cZy7h3xXtxA3ELtw6gJSbCHMGGK8jhQe/xcUrCL/oK3C0wvR3ISUC1iWEcGzZdJRiAUsHYqbGKt6qW+rI+fEDupprCU1dzhU3/R6BcPTKYK85w0si4mfBnjx1qsLiWq4UCXATi9gwDoNGZquafoOBlRZytQHuPlFCjLOMpWYiN86XtXEn0QtvZOZNj1FblE5NwTFqC06Meew/51YwfXsmFd29/DA3mq8mA17fwYGps9egVbfTVltK41nLDVxbtO887P6fTpUjkUj4ZYwn2WnJfDk7knvCvOl3EIy4PtkTcSKUSOk3M/3gKHfBYABtdwcewdGj1mSpws0qo95klhGJOnpdqso9hFThgtTZNEFDKHY023AyJ4NeR3drwwg08zQXJx6Y4ou3VEzWimTemzEFQ0cTWdOWMG9v7rk4qbPm46TGo4rsfbj5T0FsJar0Qml4zNQvB2KmxqL3AKR/+waq4CiUnv7I3UbHDwzKHnMGwMvTQ/i+usXs9PSgol2c2GQnRh+M62d1j5afW4ifAvh9VhkiBweei7U+0sXauJOg+Pno+rTGacvS02afN6gNZY1Ebs1gyyTC6wdOXwBAbeHY1xVbZQq73+2oZNUUVw4vT+TVhBBCnZ24P9xnxH2P0sPPrikQXV8vArFpTLTU2R2P0BiqTBgQpArXyz7ipLutAaeBiBODXoems3VE9FOHhYgTgOaKAjxswBwb9Dq6WupQevhToe4lROlEmq8bL8YHc3DxNLbMjyFSU8vZJXdyzeHioTgpaxvytqgscw8Gg4HwmWlm89QvllYMxEzdHe7DSwXVJO3INmvOGFRXUzWHP32BeXc8Q3X+MdpqSki59kGTz7XHnAHw3owISrs0Jmmkw7XY25V0OwiAw5Xe2sWSMfbB31a3UKbW8F6q9VGI1sSdpF77EK3VxdQWHGfenc9y+JMXxlxLDjV1krQjm5cLqrkn3IfTKxK58hLj9R0EQsJmpGHQ68ZsItmqUdj9gwVUuwSxIMqXLQuncXDxNF6YFkyarxshTo5U9/aj9Aigs7nWpklAVXC0ZYKGZxDtwwgaTq6eaDpbhs7h5OqFuvXyjzjpaq5BeR4Jrq4oHbFUbjKWy8FBgFThOm6CBkB9xnZ+5u6AViDm6dLP+T7WlbX+Koo6NefipHaf4vGccrvNGYMqPrqZvD2fs/SBdTi5eHL2xI+Eplgf2XQhZSpmauNAU02nO/eZ7mysInfXx2x99S62//PXdLc2IJJImXfH08y44Xf4RCSZvMbYa874S1wQAgd4LLvM4vN+HuxlN0Z/UFtqWomxED8FRtLGppoWXp4eYvVxrYk7Uah8iVn8M1Y/vhFHuQsSqRNZW97j6z9fw9EvXqa24MSItUWn01HWrWXZvlx+eeJctPavJglePyBuDs0V+fR0NJN67UO4eIfw07t/tPked7gGsftXn4fdN0ZuT2Fd8QcschXjM3Ml3dk7JuR99HQ0IzN3zy4SjzIkKFR+dNpIt5uMEjs64RORROUYvQ6JTEFfTxdlGbtw9gpEFRhl3wkNBo598QpCiRRnryBEwI2BKmPvb8W5OKkObT9Pnipndq6WXxtmsWx3Dlt372Gt78TvR5orCnEPnIq2p4uKrJ+ImL16ws8xluzt/alb6ji44Tn2f/AUIUlL8JmaSMb3/0YVHM2axzcSNH0hYL8543+19ycQioheeBOrH9+IwaAjZ/tHRM6/DmfPALb+/W4yN71t1pwxqJG9v0sbrR01/zoK938NgCookuaKiTFoDNetIV68WVTN7Pd/4LHkPzL97a95o7DKYuS2R2gcEpmS7K3/sfu8YTPSaK4ooL2uFG1P15jxSBcz5uSSGDSay/NQBUWj7VEjlhkLc5qu1jEbZaYaiqbUq24nqruGt2ZGcnLZdEpXp/BCfDBuEhHrS+r55dECmjNP8Fp+Fd8e2EGzYir6sfu6dqvy1AF8IpI4c3gTUQtvvHAnsqC/xgWRuTwBfydH1hzI58YjhRbzUU3pxNfrKEvfxeJ7XsIjJHbEY/aaMwD+nhjKttpWSk1MeQ3X9YGqcWH0Aao0RgTdWBSNzyqaqOruZb2V2dowtkkjct51TE/7P45/vY6yk7Zt/AoG8PoPZ5wlzdedgquSuMOGrNiJkqPchaCERTRXFtKnUV9Q1K2TqxeyKak8+9abvFFQhRA9V731MZuqmoh2lvHhjAgqVqVwcPE0Hk6MxaF7bCe6WKZA168d0309POJEIpPTp+lGFRRtFl18OUrT1TZqzW2vK0PqrEIiU9DZWIXS07RBQ9fXi8hCFrkp9Wt7cG0o4uWZMRxcPI2KVSlcH+JDytz5/FDXztzdp1i2O4u/nm7jR9d4m9cnW5S/53O8IxKpL84kfOaly9W+I8STgquSSPN148GMs8zfc5pCC3ng56vowDcAFB/dgqPClSX3/x2J07kpS3vNGQDrZ0yhsrt3TAzzz4M9UY8Doz+oki4N1wdYzv8rUWv4sbaNdTbksVoyaQiEImbe+ChhM9I49uXf8QlP4OS3b1p97LY+HTccLmTNwXwCnRzJXJ7AX+Ksb1JOtHwikunr6yUkeemETGubk1YPOx28WB+ylvmvrydxWzpvFdcx1VVB6tx5lF49k5PLpvNGUhievmE2XydEFowGSs8AOhuNU6OqoJhRa7JUefk3AjVdrUhNxJhU5R5GofKzHHFigTxiToL6Yh6NCmDHgljOrkxm6/wYFng609JnYKcqhAV783g0p5wv9RGUjrPAbI2q84+g69MSEDPrgp/LlOZ7KMlansDvovx5q7iOaT9msaPefJTI+dL2dHHiy3WAwOzNnL3mjD/FBOAoFPBIpuUp7WCnAYx+hX0Y/UEdbBw7fqof+EteJXeEeuEqtr55a41JIyx1BWKpE1lb1lt9XD3wu+wyUndm0artZ/vCWDbOjLCYDX4hFZa6gu62xhHY8wulTKkfG6Zcy/J/vEf81nTadAZEcck8HBVIfloSp1cksGFmBFMCQuhpsx1t329m7+cgEOLo5EJXc61JlLNU6X7ZR5yo2xqQD0ScAKhb63EaZsAympAtEDQGIk6slUIk4IqyPXyW4MMPC+KInjWHO8N9KFNruOdkMQnbs7hnfxYflvZS5xM79gHHIYNeR86293FwEOB/idblECcJuxbGsj51Cvsb24ka2HdYq5r8YxQe/Jb5v/gLJ775B97h0wlJWjriOfaaMxZ6OjPNxYm7T1ouNgOEyR35qmp86/JXlU2EKcY2yd99oph4VycWeCitPrYlk0ZI8jK8wuM58e0bzP+/v1B44GtqC45bfex/F9cRtS2dg40dvJc6hV0LYwlxMm34utDyj52Fg4OA7B/ftxuPbK0a/RPYqIhn7ZsfkLAtnXtOFlPe3csdIZ6EOsvZ/sCt/HXhHFTdDciF1l+nrIo4GRblI3f1HkFmk7t60d12+Rs0OpuqUahGGjR0fb1oe7pwDxgdjS2RO6Pt6bLr7y4A1vi5s2FmBKdXJJA9PxyDWErD7DVUT03k3WWPkbz7FHefLB6KwJlIFR38hqKD37H0V6/TVFGIu/+UIePgpZBCJGDjTGOMUYu2n9SdWTyaXWZVHbirqZrc3Z+w6W+30d+rQdvTReLqe7nu2W+YeeOj+ExNwUEgtNuc4S4xRuX+Ja9yzNcz20PJwXFg9MEYP+UkFBAos7ymPZx5FkehgCdjTNfYTMmUSUPh4U/skp+T9rv1XPnwWyhUfmh7ujj86Ysc+++r1BWdtOozvqPOGK39VnEdj0X5k7l8OvNsuGZcCIWlrqD0xHaSrv4VqqBofnr392bJpvZqELu/6KfTLKpz5++qeXgnz+Rmby0fpHpwdvUMti+I5dFIP7zsHMDp6WhGqhxN0HAQCBGKJNQXZ474ucLDjy4b6XaTUQHT5lJfnDVmM1oiU9Db3Yle10/eT18Qs+QWu885Td/KNdkb+C7Zh9LVKbwYH2Ls/Z2tJ2F7FtHbMrn5aBGfVzRRcSaDns52ghIW8mFJLXeETvwa2jxA0AAo2P81EbOvNjlId6H017ggssbZ+2suz2fHP3/Nqe0bmLb8dgRCETk/fkDc8tu47oGXOLA8yWZzBlzc3l/1Rer9bbtqLmsf34B3RCIZP7yFV1g8IUlL2P/BUxzc8BzqFuvvV+Bc7++RS9T7U6h88QiJpTR9Jw4CIW6+4bRUF03oOdzEQpb7uPLfikamzr+B0pM7qGmq51/Fdaw6kM+ULRks2HOaTdWtRCnP9f7uiArBu+4UYY72NfAdBEJiFt1M7u5PANB2dyKRWb7mNZaeQuKkxMU72K5z2qJLQ9CoME5p92nUiB0HDRrWEDRGNxQHFSp35JnYQPYtiqN8ZTJh6ipi025kd1MnV+7NJXxLOiv257GuqIbt9e0Y9DpmqZS0VhfT2VRLQNzcCX+fg+rr6aK+OBNHuRKDrh/fqBkX7Fzn6/oAFQVpSdwU5MFTp8u5YlfOuFxohz95nuq8Iyz79T9x9TVmU4/HnPFYpD9yoZAHM8Zu4CS6ydlpAYNkrU63d7PSd2wSy70nS0h2V3CFyvpNqjmTRljKClKu+Q2Zm98dF7b7m+oWorZl8GlFE8/FBXNsaTyJFqYPJ1oRs6+mMmc/flEzJpyecb6mzl3L2RPb6TBLM+IAACAASURBVO3p4sYgT3bWtXGiuYM/n65g/p7TBG8+yW1HCznVruYqVwFPqZooWT2DrfNjeDDCx+Q0u1RuHf5eqnQbGXHSq0YVGGmxEHK5yRSRyGDQ01JZiCo4eoCg4W/yd/t7e6yKOHETC3kwwoet82MoWZnMiq4CUtbexqkuDbceLSTk+2PUZxyjtLObloH4iYID3xIxZ+3436AF9fV2k7vrE6RyVyJmrQEHhwt6vvOV5Cbn+NJ4nosL5tPyJqK2ZY45dWdKBoOeo5+/TPyVd3L869dpKs9nxSNv4+wVOC5zxhUqJUluCu4Zw9kMkObrzuk2+zH6g9pV10aSFWvZbzLOohAJeTTSb8znDsqUSUPipGTxva8ic1ax880HSbjqbk5+94bFmDVzymxVM3NXDn8+Xc7NQR4UpCVyrb/pJvqF1NQ5a+lubaC24DhttZYbuONVxJy1nDn8A7r+frp1ek60dOErEZKw7n2u3JPDrvo2krw9uE+Ux5mlMexdFMfTsQFWFeNFEqnZQozSw5/OpirjhJCTko7GkZMARkLS5d0INMb5jd6jtFQVIRCKzZKNrCVoSAUCbg325L+zIilIS+RBXRGz1t5CY5+O32WVErLpJKm7cnj2VBlhFfnodDqq84/hIJLgFT593O9vLLVUFiEQCAhJWXbBzzVcvlIxW+ZF88msSLLb1MT9mMkrhfZNMlXlHqKlqmhUrBfYb85wEQm4O8yHl/Kr6BvjnvT2ECNGf3i+sj36pKwRP5lkzJvFj8oaqdNobSpsgGWThkdwNFJndw5/8vyYecKmVK/pZ/XBfG45UkicixOnVyTyxyjTe5oLJZmzCmfPAKpOH7oo54teeAOF+7+mv09LiNwRT7GAWf/4kMgtJ0jdmc3Ggb/nnT25/HR1EseWJ7IuIYRkK+8jdH29JieSpQpX9P1as/EdUqUrPZd59FR3a8OIRpi6tQ7FMINGZ2MVCpX/CErccPV0NNOv7R3VSByuNB9X3k+dQvaVCRSkJRHrJKRx5X38vbCaH3buYltVM++U1JPX0cPgEpC/9ysi5187Ie/RkkrTd6Lv7yNm0c0X/FzDJRUIeCclnANL4jEYYN7uHO5PP4vWjqUtd9fHdLc1krT6PvZ/+DQp1z44ZKqx15wB8HpiGLvr2ykaw2A9w12BwMGBrbXjq2Vsq21D6OBgkT4EUNipYU99O/9ICrfp+KZMGs5egaRc8xv2f/g0SavvQ91aT+6uT2x+7Vo93JdewrzdORgMcGBJPO+khCMVXNySZMyin6Hr76MsfdcFP1fkvGspPPANOp0OA5DX0cM7JXVsr2tjW1Ujz3/5A1O0TTzh3kDhqlSyr0zg/dQppFmgjCg8/OnX9phFpjsIhCg9/OhsOheDI3f3HorKgwGCxv+AQaOrqQalavS1vVfdjkfIaGqRTOlOjw3xJsluciPpcmk85atT+EdiKH4yCRvLGkndmc2HpQ28eLgIz4yfKGjSo/S6sAX8/L1fUHJ8G4vvfZnqvCOEJl/cvfKg/hjlz+kVicS6OHHzEeOwgqUYEXPS9WkpOb4NMLDttXvZtu6+/+fuLAPbOs82fFlmZmZmdshxGByGJoW0adpuacrtysPuK660wtqUuzUpJQ01zGgHTXFsx8zMTLIkfz9kOZYtx5IjOevuf5F0QI59znue536um7b6CiKWbuThP/+bj5YsUNmcAfBVjDfVPcIxCZ8CwNFQjx9vgQQKN+Knxmr2CiXwXk4Fm7wcbjrVPVwyk8YSVzsefWUr8U9/ipGlHal7P2P339dw/fQ2TCztKbt6Zlzn/15uJSFH0rjW0sVP0/w5OCMQRwPdce3rVmRgYomtZzAWzj44+EZy6ovn6evRbIysX9xqLHNOs+1EAu9qT8Hn9Y95MbWA+h4hD3nakxofQfbiSH6Z5s96N1ul71c97U0KCRp2XmFIJKIRxm1TayfaG3/7Bg2PyHlKkal0BwgaICUE2XuH39ToLHcMI70bvb9lMfw8zZ8KC3fqH3qN5Rfy5Xp/iiKOM45tIXThBi41ddDfD9NU6Pcoo+aKfCydvNESaNNaU0xbbZk0dkvDWuNsNdj7+6saen8A5dfOsv/tB6jJSyFqxWN0F1/j9ZrDNM9YQ/xF5Qx5Mr3o76R07y9KTb2/LA33/pZnNONkrM8zerno6ggIXbiBzOPfc+xfT9wyfX3Xber9+cXdQeHlQ4j7ejG3d6ezpU7t0Ut3udlyrKaFLj0TvCcvJuvUTyM+I4vcnnVa2vt7MLWEGCcjHjcp5+TccAoHBsue9nVQekjILXwW3a0Ng2RWZQga9PdTdvX0hFA0bg9BoywHK1d/+nq60BsgaCgTcdLX3YG2rr60QK0j4DFvB/bHBZK/JIqEuaGDSLmNSfm8k3qdV8p0eTmtSCFSbktxHQ94SBdQuYl7CNBwcaMk9SQeUfPJPvsLgRNA0Qg0NSRhbggfRHpysKqJgEOpt4SgH6qz3/6FusJ0Fj/3Fa4ObuM2Z5joCHjC14EPcyvHzLy7gdG/9QfJA1VNYyLoADJau0iob+PTKC+V9j/cpOEeOoNp9/6RzOPfc13BhWc8eiWzjIhjV+Xw+pYqTC6ORwJtXfziVpF7bhduGog3GSptXT18piwlL/FXtIANHrZsUfB/f7ahncdTS3g38Pes+Hobf00vor1PxGM+jlyLj+D6okh+nurHXa7W6DAwXT1GvAkMRJwMMWjoGUhzqSZiAnKi1NPeorAJKI05CbopQUPU14u27kiDhgwp99MAUi5jUSSP+TjS1ifirxmlPHc5k7cq9HnsSj7nGtqRAN8X18g5QmvyUxFoa2PrGaqur6pQeYm/YmRpi0QswnGU2CZ1y0pPh52x/uwdgpp7Jats7A1votaaYvIS9zB5zTOk7f+CrBM/sPCJjzmybNa4zBkAm6O9OFffRlbb2AuxIDNDDlQ1jvf0B7W1pG5MBB1Aj0TCB3mVPOnrqNKk2VCTxt5ls1n+/Jc0VeRx9tu/4B+3ms6m6lvGHG8pqSfgUCoHq5r5KMqLhLkhBJiqFgU0Xhma22DvE4mtRzDph/+t0WPpGZnhEjJ9oKAm1VpXa87Wt1LT1cv19m7+eK2Up3SjeeZsDhsv55Df3sNqZxsS54WRvySKfXGBPOptr/D/W1vXYFQShIygYeMeJDXMDYu1MjCxpOc33gjsaW9WGHFCfz+1hVcxtVXcZL5ZNMwcO3O+jPEmbWE4BUuj+L8QV4x0BHySX82Gk1f4ot2J9Zfk46SO1rTgbqCLv6kh9PeTc3bHhKxf+yViaguuYu8dgY6+5uMp5GOmtFlwJpMHlIiZGkuJW1/F0Nwap6DYwdfGa84A+CLGh/rePr4qGrt5ONfeguRbxOgDpLV2IpL0s8xpbMPZoymFTLU2VblwMJpJY9La52itLqa24KrK5z1UCQ3tRN4mvL5r2Ez6erqozlV+yny8MrKww9F/EgWXDgJSk87PpQ30iKT3fxl2/8F6Cz4ynczaT78mobaZaTZm/BoXSPGyaE7ODuZPgc44Gyg20omEPQrNuYZm1mgJtEc1ovwvGOdEwm7Eoj70jaWI1c7mOjmChrivl56OZoytRkeEN5Zly1E0Qs2NeDfcnYvzwihbHsPnMd54mhiws7yB6Sevce/OvRxqt+Gbkka+KVA85Vd69QwWjl6YaXiqp18iJv3Iv7HxCFIqblYdemIgZmq6jSkbkwpYcDaLEiVipm6miz//AxuPYOla6dA3zHjgVX7n7TRuc8Yzvo6Y62nzePLYzcN73WypvMXzB+l6tqJbyL1jxE8BPJFaiIWeNk+piK4fatJ40NuZGQ++Rvqhb7D1DMHGPZCLP709zrOXSobX35hUwHQbM64vjuTxCcLrG5haYeMeyLXDmqdnmNu7Y+HgSdnV0yPee8DDjm+L6/i6tIlvo54g+l9bmH48bQh235uy5TFcnBfGu+HuhA6pXdm4BdBwk8K/sZUD3e1NiPtu/L4ZW9rTOUBO0jc2R9zXOy7z43+butoa0DU0GRG9Kuxqx8o1cERkhqGZNT3toz+3Ohvo8adAZ07ODqZ4WTS/xgUyzcaMhPo2ViRm43kwhflnsnhnIE6qvaGSJgNruvv6MLr4M35xqzXyPYcq68QPlKWfwdYjBK9JizR+vKGSxUxt8nbgXSVjpsZSwcV9eE9ZgkBbl86marJPb6Pxu+d5IesbEpf/mecLVKu/RVkaM8XaVClTxwpnK0SSftJab90EkNzUwVwlYli/KKylQdjHlzGqmZovNLbzqu1CHjcsYvb+l0ja+SG1BWn0S8T4xa6g8MphJOLxR5wpwut/MMF4fY/o+XQ01uAcOIWTnz+PcAwKw63KysUPI1MrVhh0saNVi9b6CnrFYnYNidwOOZLGp/nVUux+6A3s/hfR8pHbw9Xd1qSQiOkSMh1RbzdaWvLXJlMb5988QUPPyBRbr1AqssY2pusbmQ7+/4qFPeQm7iFozjqFn5X1/vYN9P4S54WNiJP658kT7MzuJFuJ21pV9mXEfb24hs5gS8mNvqC61NfbRWdL3eDEfU7CTvxnrFHrMYZKFjP1YZQXBwdiptTV+wOQiPvIObuD8+8/wF8Ma7kc/yR/vd6Nrwp1IWnvz1Gp3p+ZjgALNfX+9lc1Eahk7y9xHL0/lyWP8XiTDTU1bTzqY8yRdx+iLP3seE9XoSay96ejZ4j35EXknf8VAGu3m9PaxqOh/b3AOXdTevWUQgLncGUaOvOVIILQd7/Ce/9l/ppRSttA7y9zUSTXF0Xy05DenyIFz79vkJ4B0Nfdjp7R2KaciYo5uS0GDWFXOz1tTejoGaBroBxBQwCscrZiffq/ubYokuzFUfzBzwmhRMIb18vxO5hKxLGrPJxcwPHaVgovH8bGKwJjK0eF+9tV0cgMWzPs9XUpSz+LqY3LIBFCE6rIPI+NeyDVuSlYOnpj7uChkePIUHPHZgfTIhQz6fhVnk8vQd2Pnyc/f46e8iw+Xr6UKh0zlc0ZAJujvWkRivhECUTpendbOkUSteTqbi9rwFBbgLsSk7yPJhdgq6/DJq/Rc8QVSWbSsDc1Y8X6l8hL2EX64fHnJClSs1Akh9e/Gh+pUby+e9RcWmuKMTC1pLOphg4NOnzdI+fSWJ5Le0MFs2zNaOsTk9qs+MHJJXQGPe1NlBde4+eyBu6+mEfg4TQijl7lm6JaLPV0eDvMg+LlMewNtWZZWybTx0D36ZtYDBaTdQ2MMbFyoKHs1hyQ/22SYvRHXnMbS69j4xZEe0PF6AQNYQ86etIpylhrUz6N8hqMk3o7zAOr4Ui5i3n8XNZAScYFzB28MB5S1N5W1kC8g6XcIiP/wj78NEzRkIj7SD/8bwTa2vhNX6nRY4E0BzVtYQSuRvqsSBwfam40ZR7/AVNbV9zCZ1F8+RCbkj6mbM3LrCqWqGzOeMTbHhs9HR5VAtXsYaSHobaA7WW3btCo6umjUyzhPiUKzp/k19AiFLM5WrWpQAmwOLmaArtQnjSrofL4t5jaueI/cy1Xdn44zjOXl5gbeP3WPjHHZ4ewdQLw+j5Tl9LVWkdR8lGVMXqqynvyYiqzzssZ1h7wsGNL8Y2HKC2BNp7RC8m/dITjta08nFxAxLGr+B1M5Y3r5fRJJDzr50z24igyFkWwZbIvK5ysECCL6lD8dC0laFRKDRoKIqeUNeH9N0tKN1LcEK/IPD9qc2xoNIyfqQFvhroNxkl9N9mXQDND9lc2M/t0Jj4HU1mWkM3mghrKy/LoaKrFOVgeXS/q7+ensno2DBjoipKOYusZisko9wV1qjL7Mr1dbRrH6Q+NmfrDQMxUjgoxUzdTT3sT9UWZTLvnRQQ6erdkzgg1NyLO1ownlJwg9DTWZ+cY8VTKqrCzh7WuIxG9w5XW3Mmlxna+UPG6DCNNGo4Bk7Fw9CJ1/xfjOWWFuh14ffeIOegZGlNXeE2jxwHplHZR0lH6ejox0haw2sWaH0tHFud841aSf34vyQ1tvJBewtQT13Dfn8xTKUWUdwm5182WywvCyFsSxe7pAfzO0w6jgWnB0QgaVq5+gJTyM1w6+lKD1/9EI7C5dpCi0dlcg8kwM0ZbXTlmdqM/h/WXZfKMu5lcnNQcW3OSmtq560IuHgdSmHM6k9evV1DaJaSrtZ664kzcImZzqbFd4ZSfRNxH/sX9+MdpnqJRcPEA4j4hIQs3aPQ4M2xMSVsYzosDMVMhR65yVA1TdCAlAJ799i+EL/49LdVF+NWms3L+Kt7IrVXZnGEgEPAHPyc251fTNUaxGWC6jSmJDeox+isTPwXShtvm/Gqe9XdWmVLxRWEtb+VWs3LeSmw6q2mpLiZs0UOc+fYvasPNH61pIeRIGl8W1vDSAF4/TsN4/ZCFGxD3CSm4dECjxwHwm3EH+Rf3IRHLP4vFWpsi7u/nclMH7uGzqS/JpKOpVg6773Eghbsu5JLU1M4cOwsOzQyiaGk0R2cFs97Hhf6q0fPAze1caauTJ8wZW9oPPh8MNWv85tXfP3A9lq/5SiRiulrqRpDfDM2s5QgaRgIBv/O0Y/f0APKWRHF5QRjr3Gwp6+rlqZQi3PcnM/XENV5ILyFNQS1KVi/ZUlLHnNZs3CPnDta3Nalrh/9NWUYCJjaOE0K3GxozlVDfRsDhFD5TIWbqZmqrK6eluhjXsBkAg7Emp8qqOHj4IE7BsWPsQV5fRHtzsaFd4f/XcK1xsabgFjH6Mu2sUC5+CuCJlCJmDMRjKSsdfUN6fKbx9GdfscLefDDuRKCjh9ekReRf3D+u8x6uoXj9JY5WZC+JGnwW1LQC59yDvrEZJzY/OyGDcX5xqzG//DMtfSKq9K1prx9JTmzpE8th9+eclmL3g8zlI7ffCHHDb8hgTvcoBA2X4Fj6ervRGnZPNrF2or1hfOTG/xa5hs6kOjdZqWl7XUMTOQNObsJuXMNmYmhuMyJOamjv7/Xr5fgM6f3J4qREwm7aWxsImqvY5DFcGce+J3TBBnZVNAz2BdWppvJcrFylMVuVmRcwNLce/Le6NDRmqqVPNNj7u7URE8Wy0dPhVKwnOpVZ7C5qpyw/Ff+41UrHbG2O8qZFKFaq93efu53aen/bShswUqn3p6t0788xYJLUWGVsxbctOgSf+o7Dsd4aabJPVO/PM2YBtYXpg+tFK1d/GstHX2+OR7NszWjtE3NdKMB32nKliXxh8Q/RJ+wFgTZCiTSa5p4hvb+vi2qxGtL7S14QzqdRXsQOPDs7BkxGS0ubyuuXBvepFEEDaeSPto4eFk6q17lU0e0J5AUaSq9jYGopZ9AYHl8iQ8pdGUDKfRjpSZ+4j6TweKaeysT/cCprLuSypaR+xIOxSNhNwaWDBMwaiRcGaBeJ2V/VxDp3W/olYvIv7MV/huaKG+K+XiqzLuEaGkfe+T0EzLpT7cd4eQA1F2JuxL0Xc1k+TtScMrLW0+HN/O/ItfKm5tmvsHLzU2n7AFMD5tqZ83Sqchj2xY5WZKrB2QzQKZbQKBSxQQmnZJtIwtdFtbwc6IKein8tBoGz+Hjm33nBsZb32hM19sc2FK+/ToN4/cBZd5J95hc8ouZpPN7Ef8YachN2AfCAp51Cesbgec2+i+wz20e83iAU8UFeFYvOXcfrYAqLzmaRp2/NPEdtfp4eROmyGM7MCeH/gl1HFOkNTCwGI070DIwxtXW96aTKb1G9CiJOQHptlkacVGFi5TBi8sTDSI9nrPp4vfk0pcti2BbrT6SlMSdqW4g/kyX9WY+ClJOIhJSmncZrUvzga81CESdqW7jLzWbwtaIrh3EOnjpqpJW6VJJ8HHFfLw6+URrLcJWi5iK5ZyBmasqJa0oVDFSRRNzHpW3vMnnVU5yaG4abuJ2PP3mHoHWvyJlhxpKeAF4KcOGrolralZgel2H0lSlMK6PMlk4WOyp37XomtZB59uZyD8JjSVtXn5kb/8H7hfVoH93C6dlBzL3rWa4d/rfac5hre0QsS5Di9UMH8PovawivryXQxjd2FcYWdmQe26qRY9w4mBZ+01eSNySqa2ihWSangEl0NFfTVidPiOmSSNhSUs+aC7n4H05l0vF0fiipx9lIj4+jPCldHsMHxjU8bNKpMPLGbICgYe0eRIMig4aJJb2/8UntUQkaQPm1BAQ6uiOc3pZ6OqwVV/KlZROFS6M5NTuERY6WZLR2cv+lXNwPJDPzVCavZJUpLETmnf8Vv9iRRrWfSutZ6WyNsbYAcV8vBRf3K4ztULdq8lPQ1tHXGA400tKYy7KYqTJpzNTuccRMjaXsszsALbYumTtucwbAlzHepDR1yP2Njaap1qYItLQ4rKaG5vGaFqWpGA8nFeBgoDeunFSZSWNHXBDL73oSkbCHmtxklfdzMw3F64Nm8fr6JhZYufrRWJ6r9uzs4dLRM8R7yhJyzknXzXe4WHOpsZ2qHvlpfRNrR6xdAyi9Kk+LkgAHqpt58Eo+oUevEng4lfdzKtEG/hjoQt7SKNLjI1jZks58BZhYB78YOpsVF9wMTCx/8/EmMnW21GE8sFbsaq7FyFJ+3dhWVyaHZzYQCFjvdiNO6ifTUhZGB1HfJ+bFq8V4DsRJPZ1WzKVRrgsFlw7gM2UpwKhTfvnn9+IRNU/jTcF+iZi883vxnrJYI/t3MNDlwIxAfprmT0Zr1y3FTN1M7Q0VXPjpLf64eDnPtKeQExRH1erXlEZry/RptBcdIjHv5449sKANOAzEIqhDP5bU46hE/BTAe7lVdIrF/CvKU6VjmNm5UrbydS4L9XjbqopH73mYCz++RYcGGkjv5Ejx+hmtXfw8zZ/9MwKxN9DM3Lb35MXknt+jcXqGroExHpHzyL+wb8R7D3jaDU6Gek9dOqpZ5FJjO0+nFTPpeDqe+5N58Wox9T1C1orL2T3FnOylMQqx+2Z2biPW38aW9nQ2S49pZGFHV/NvP95EJkWxrFpaAuqLMnAJmS73uoGZBdGdRXw7ECeVtzSKPwa6oA28l1NJ4OFUwo5e5aErBRyobh6z0dVeX4mprTN7KhqZZK6PMPucXJ1Dk0rb9znNlQXEbfi7xohzimKmHk0pHFfM1M2Uf/5X/KavHDRnyGJNilNP4RYxR+n9POhhi72BHpuUGDQBBmtY6tCh6hYEWlpMthq72XOpsZ3Upg6+jFG+2eMcNI364kzOlFex7mIuK5yt+STSE7fwWTRV5qv92izD628ra+D1CcDrRyx9GENTK45+/MSEUNf0jExxDZvJ3I5cviuuGxwCGUv5HVLs/vDI7cVOlpycHSLF7s8IYr25GEszecKGub07Ah1dRMIetIZFLJvYOGl0AHIi5B45V2kirZ6hCcKuG2vfO230ePHy21ycHTgYJ+VocCNOyv9wKmsv5LK1pF4hgUFHz5C2mlJ8pi5VqoZckZmIlkCAud8U9g30BdWpxvJcrF2l1Lz+fgl5CXvUStEY3vtblqC53p+Nng4J80Kp7+1j7qkMkvZ8SvDcdeSf30fksk1jbh9gasBce3OeSVVu0GSxo6Xaen9dEuV7f60iCV8X1SjV+9MSaBO98kmun/wJnylLSDj4H2adTBuk6E9k72+1Gnt//jPWkDtQTwCwdg2gqVy9BI0HPKWDfQEz11KekUhn89iGYTvvcIwt7RB2dyikeTYIRXw4pPcXfyaLE7XSGta2WH9Kl8XwnxhP7i/ey3TrG/doYXcHukoYNABKr57GQ8MUjdtm0Ggsy8bY0h7dIREnzob6/DnQhZOzgylRhJQ7kMLvEzM4oB9OZffYbqrchF14xcSP+gPfUlLHendbdLS0yL94ALeIOUq5Z8arktQTeETNI+/8XtzCZ6ut+RjvYEHmokge8XbgvZxKIo+lk3CLqLmbyVpPh8R5oTT29vGXd17gh33HWfD051gNwbaOpa8m+XCtpZNzSp5noJkh+6rUVzxPaepgrr1yP/83rlfQK5HwQYTyhBWfqcuIu/9vJCfsI+7Jp3HQ1dLohRpu4PUPaQCvb+8TibauPjUFV3EJibvlKICbycYjBF0DY6pyruBiqMckK1N+HaVxYuMehKGZNeXXEsbcb4m2GQcjHiLqX1tx23uZh5PyKejoYZWztRx2/zFvBwxNLW9EnBiaYOHoSeP/GkFjlCZgd1sj4j4hRuY29HS0YGdlx6Pe9nJIuXhzbRpmruXJgnbc9icz/WQGf7xWqjBOariKrhwegePcUlLH/R52yB5ThN0dlF07N1iU1pT6+yWk7f8CiViMz9Rlat13gKkBCXNDBlBzzWqNmVKkppJMnk79GGM7FxZfbSQj9SzXT/3M7IffVrpo81GkFz1iCW9erxj7w6gPoy/TgaomgsyUO9ezDe1ca+nia2XxoFpaxN73Z1prS8k4/gMLLxTTom/Jn2qP0pR88BbO+uaS4fXfy6nkEW8HMhdFEK/kvUdZOQdNQ6CtTfaZ7RqfNnH0i6FP2E1DSdbga0MLzTJ5TVpE0ZUjY+5Pht2ffyYLzwMprLqQT4OJA/H+9uydGULxsmhODMHum9q60N5YhbVbwKgGjd98xMko5jmAvp4OJGIRXuEz5OOk4iOY31+DaMZyXrlegdfBZKKPpfNYShFnlVhnlV49g5WrPybWTnKv1/T0caGhjTUDBIXchN14Ri/Q6FoZoK22lH6JCMeAyQon9scry4GYqX1xgZR19RJxNI1XMm8tZupmqsq5TGxnPqGx0/mz2XSSOlRvCK1zs8HFSJ+Hk5QrNt/rZkNll+KIoPFoa0kdlrpjx0+BdMpsa0kdfwtyHRcS+c/1eqRaBrDGTkhf/iX6+zUxAyTF688/k8XDGsTru4bOoKulnurcJLXuV5G8Ji+mtuAqnU3VwADRSIGx2WfaCoqSjsph7xWpXSThq6JaVp7Pwe9QKtNPXmNvXRfBXeV8Eh9D2copXJwXyjth7oSYGWHjFkBzpeLfTwPT3368iUxdLXWDpoyOyLaSzAAAIABJREFUplqMLYcTNEqZY2MqHycVeiNOKvRQCq9qTeGR3FZ2VTahTBm1IusCZnaumNq6jDrl193WSHVuEl6TNWOcGKr0Q1+jraOH95QlatunDvBBhAdXFoRjNhAzteHyrcdM3Uzx3UWsqTrL6UXP8K/P3icnYQ8Ln96MR9R8pbb3NjYg3sGCZ9PGztEGKUa/T9LPtdauWzntQV0diJ9aoWRR9rm0YhY7WuJprNz91CN6AQuf3kze+V/59uxJdjeb8oROHkv6NHe/7BBJ2HBZite30NUmaUEE/wz3UGvtxHvqUrR1dLl2SL1UU4XHmrKE6twrdLfJUwbt9XWZbmPGropGzOxcMbN1oTLr4pj7EyFtmD5a0Mnr4U8R9P63fJpbgbGOgP8LdZPD7vu7e9PZKN9oNLZyGDTSGVnY0almY/rtVEdjFaY28utXLYGA2qJ0XIJj5eKkDpmW8lK4Pd5mxuwYiJPyO5TKyvM5fK3kgMJQdTbXSmNT0GZ3RSOR+ccnJOZEpvPfv4GeoQlzN707IublVnUjZspMbTFTo6k8I5EIA9gxM3TQnAHSdbS1q59SdXMd4K9BrmwprlOKUmquRoy+TJUDJDJl9HBSAS5G+twzZEjpZnKPmENZ+hlAGnciM2m8EBNG/pDBCXXrb5llRA7B6++I9cdCzXh939gV+MWtpuDifrUPzYwm78mL6cs8RaSpPvuqmjC1daajQbka2FCdbWjnsZQioo+l430wmb9mlNIuErHJxZSPtS5zfUnMIHbfLSSWiswL0C+RG4LT0TdEV99oxP3ityR9Y3Ns3AOovD72/QzAX6ubr+y7KVwaRcXyGN4J98BYT4+SWfex+kIengdTWHD2RpzUWNLRN6S3q5WS1JMEzblHqXPIOLaV0PgH2DqkL6guNZblYO12g5hRcPkgLiHTb7kHONG9v6HmjNkD1PyavBTaassQ9nZi7xOJtXvgTfch6/0pU5MC9ff+klXt/YnH7v35TltOd3sT9n5R5Cbspru1YZCir2mTBgzp/VU387Gaen8OvlH09/dTW5AGgEBbBwsHD5pGecYfj1wM9YixNOFQYw9+cavJPPGDUtuFLXqIjONbEQl70FWityGL3J5+MgO3/clsTMrHUtLDHH9HtscFU7E8htzFUayw1sN6lMG44SqdgJiT20jQyMba0pbFwjJ2Tw9gv0sXd1lpc4+bDeVdQjmk3PNDkHKNZdm01JbjGb1gzGN0tzZQef0ivqM03rLbuinr6mWBgwU97U1UXb+ItwYbgtW5SZjbu6Otq09Z+plbxurLUHPfTPIhsb6NwMOpbFYTam40ycwZDb19g7Emhz96kurcJBY98xn2PpFj7uMOZys8jA3YqGSx2dNYX20YfZl+KW9QukgB8HJ6CSudrXA1HBuNFDjnbqbc9QLXjn5H6r7PKG/rmrALtQh4Lr2EyWrG6wfOvoucsztwCphEc1WBRhePATPvIC9xD/T3s97dlp3lDfSIFT8sB86+i5xzO5Uq4gfOuYeCSwfp6ZA2MI/VtrIxaSR2/w/+Tqxsy+T0VDe2TvHFU9yGqbUTTRX5av2et1vC7g60dQ0QaMsXegWAb95xvovx4unc7zm8IJpn/Zzl4qQiDyfz9wPnaIpRnQTUWJ6DWCzC1jN08LXU5k46+sTMtL2B681P3Itv7Aq0tDR7m6q8fomOpmr8Z94xghYyHpnoCNg6xZfjs0No7dNczNRQCYCTc0Kwk/SwxWkyk578lOD595GbsJuGkizi7n9lzJ+ju5Eey52seDFduWIzgIexPr+UqQejD7C9rBFDbYHS2PmNSfl4mhgo5RoOX/Q7DM1suLT9PTyi5rH0j1t4TisYQ3cXEuaHY62n2YTVzQU1BB1O43xDO99M9uH4rGClUHvKKGjuugGDxg617O9m8p2+Uq4INLTQLJOekSmOAZMpGYeRrys0nk9xJ+T9r3Hfe5mnUoqoGCh2JcZHE9xZyg+TffFrykG7e+RDnjSe6jcecdLejIHpSIOGLE7q92lf8ItH/4g4qZj95/m8y51T+u4qT7ZJREKKrhzBN3bFiPe2lNQNTh10tzVSef0iPtOWj+u7qaLq3CS6W+pxCpyilv29HuLG1SExU3deyKVZTTFTo+mjYEeiq5M56DQLcdgiVr+6C/+Za0HJApAAeDXEjZ9K66kXKjcVM83alISGtls4a3lV9/TRKVIufgqkhVxRfz/vRngofQx9E3Nmb3ybBU/+i19C7icnI5uP3DqZqgTC/1Z0RAFef6wIPGXlFj4LbR09avJS1LK/0aSlJSBw1lpyzv4CQIyVCQbaAhLr5X8HBNq6eE9ZTP4F1Yv4pV1CTkY9wGONFji//SV3JV4naaDYdXhWEMvbs7mPSl7wd8Ju2L3UwNRykEj3W1dnc90gba2ruRYTS3v8TA14I0QaJ7XPvpXF82YTaGHC/qpm5gyLk2oR9lGafg63MOXJQP0SMUVJR/GespQOkWTUKb/chF1SEqgai8uKJBGLqLx+ibD4B9Wyvw0etmQviWKJoxXPqjlmajQ95GHLa6HuvJ1RyCuffMS09X8HpPGtYYseYsrdL6Kte/P12deTvLne1j2I1h5L6sToy1TQ0cMal7HjpwCO17aS3dbNN5NubmrW1tVnyt0vEhb/ACc+exa0tJj1uzd48+QpXtu+m/8LcuEhDaPuc9p7mHEqk+fSilnmZEXukijuV9Nka1j8g1RkXRwROaJ2aWnhF7eanHO7R7x1r7st+yqb6BBJ8J6ylKKkoyrRPNzCZ1GekUBDdy+bC2pYmpCNz0FpPNL+Kil2/1HtGvbO9yNhfvggdt/Ywm5wStHY0m7CmqATofaGKjmDsZ2eDsua0/jGqoV3sj7j4Jww5thJ46Tuu1LEHwRxrKvU542BOKlbUb9ETGdzHSbWjmwtqWOFmRgtkRB736hb/VpKqb2hguaqQsQiIbM3/mPMa5cyihsSM/VlYQ0hR9LUFjM1mmLMDXgsfxtXFz7GD4HrsPEIBkDcJ6Qq+wpuYTPH3Md7ER6I+vt5JUs5I9l9HurD6MuU2NCq9DqyTihiW1k9r4W4jVkf1tEzxMEvmvIM6VCavokFrREr2Ox7N6vt+njZULORRU0DeP2Vidm4GemTHh/Ja8Hqwet7T1lCyIINiIS95J3/VS37HFNaWvhNX0VU0Ul2VDTSI5ZgauNyyxEjMuz+vcmlvBTyBMuO5fBNQdUgdn+fSQn/EqXiqK9DlM0NuoaJleNvnp7hFj6LquzLg3GrwzUYJxUrjZNarduCWfzdtInh68IaPPYnE5tQyH8aTUhuVP05VkfPAFFvD1knfsRn6jKljBBl186io29Ei2PIYF9QXWquLMDCwXOwvizsaqfs6ml8p42stSgjud5fw8T0/hSZM2RK3fcZQbPvJvPE98SsemrUfaweZ+/vFzX2/naq2Pt7aYzen66hCaGLHqTw0gHsvSO4fmrb4HsTadIQAc9dLWHK8XTa1ND785+5dpBiD2Du4ElHU7VaY0rXu9uys6IR9+mrqcq+rBT5yd4nAmMLO4qTjyMSdqOjpzox7FRzLx9GPIHTP74k4mAK+ysbkdDP0r5yPptiT8aSaLZOuRG5rUhNFXn09/erPapoqG6bQaO5soBpnYUs9rVBW0+fT3PKyI2cT3yRgAev5LP/Jki5rBM/EDTvXqWKENlnfsF/5tpRG29SXKj0oS8nYRd+cas01hCUiEWUXTuHR+Rccs7uwC92FQId1RfRQ1FzcAM11yvpV/cpy0mROUOmM1//kbL0s8x7/ANcgqePug+At8Lc2VXeoPRi+AEPOxp6RQpRVuPVkRopgm6qtXIL6P1VzeR39IxZ2Ahb/Duilj9Gyt7PyDj63eDrE3mhBqhRI17f1NYFG/cgipKO4hE1X6PxJoZm1jj6T6bw8iH0BFrc4247Kg7W2MoBB79oCi+PPf2ub2KBZ/QCcs4qbmAOxe6v6vJhX7OINBtX3CyteFiQiUNRIhKRZiYGbqd6O1vRNzEn2tKYDyI8uDwQJ7Wx5zpOcfPZ02/Pz5F3EnQsnbXD4qQyT2/HwS8aC0flyTIyFV05jPewSb/h6ObG8hx6O1txDJh8a19SCSXt+ggdXYNbxunLUHOhE4Cak0lmznA00GPm8TQ+//h1Dv7zYex9Iln8/FcUXD6Ejp4hkcsfvel+vprkS357N4eqlSvAxA5g9I+qCQsKqiHoQNo43F3eyD/C3G/6OY/oBXjGLCRp14fMfPBVQhbcz9lv/8KlPZ8Q/cG/aejuIXFeqMZNGj0SCY8kFzLz5DW0tCBxXhifR3upHJ81VCbWjli7BZB++D8ax+gbmdti7x1BcfLxwdeGFppl8oicR1X2Zfq6VaOr6OobETTvXtIPfYNYLB6B3b+nwxUfnWbMTUx52LCMvOWTSI+P4NtJPsQPPFAbmP4PGDQ6WtA3NsfDWJ+/B7lyZk4Ipcui2RbrT5SlMUfMg8na+B4BxzPk4qTEfUIubf8nU+58flxTdPkX9uE9efEI0975hnZ0hyB7c87uwH/GGrUY2m6m6rwURH29KjUzFemOgZipdW42vKKhmClF+iTSkxXO1vz54CH+9tAcjn36DJWZ54le8Tj3vH2EKXc9j71PxE2fOWTXtj9fK1XqmDqoF6MvU0ZrJ0uUjJ8C+NO1Uta62uBoMHqer56RGV6TF7Pw6c2sfW0vVq5+pO3/kj2v3skzX/6To4cPsH2qH5M0iFOWSYbXz2ztYts0f/bH3RpeX8/IFBv3IPSMzDQej+ccHEtvVzv1xZmA9Jlpa0kdw58I3cJn0lJVRHu96tOBrqEzMLNzI+vEj4jFYjns/pxyY0yDQvC3FvCQtxOp8RFkL45k+wB238TUku529ccH3Q51tdRhb2bB074O7J3iwSuX3uLkvAiWOEnjpB45l8qWeiNWZnfySmYZ+Qoa8mXpZ3CLmK3ScQsvH8J70iK0BNqjTvnVF2ci6unCaQLWzCm/foqRhR22XqFjf3gUyWKmXg9xZ1tZAwGHU9mlgZip4ZKZM968Xs4XhbWUZ57n6MdP4D9jDX5xqzny0WPo6Bmw6NmvMLNT3Hxa6miBr6khG68ob9yPsDTheI16STLHVIifAng4KR8/U0OWOCpuQJjZu7Po2S/R0TXgyEePEzBjDf5xqzny8eNUZV/ms7wq3rxezmuh7ho3aQDsrGjE/3Aq28saeDPUnUvzw4i0GP/9wNYrDCNzW1J//VSNZ6lYTgFT6OvppKEkU+51HS0t7nO3ZWtJHVoCbbwmxStVxxgqt/DZlF09M+L1/I4eXsksY2VuL184xfPo5i/IbG5niZMlJ2eH8nLKB+yd7MlTPg5YWNn/T0WcdDRUsshUzC/T/MleHElqfAR6plZULXiIzeaTeMV1HlNPZfF0WjHnq2pJ/P5Npt3zMvrG5mPvXAm1N1RgauNMQUcPBe09OCRvx38CKRrFycfo7Wylp72JmQ+9MWIdr6zsDXTYHxfIz0Nipt7JUX+k0XDJYk2OVdRx75+epbEin9j7/sKSF7/FN3YFFVkXxqzROBrossbVhj8puV4GWOwgvXerU1tL6nEw1EPZJ6Q/pkvP960xahlOQVNpKMnCwtGLuA2vsOLPP2Jq68K3O7/lni+3stzOjE8iVYuxGo9Sh+D173W/dby+R9R8whf/nquHvqGno4mWauXiz29Vjv6T6O9uZ4U5fD9AUDG1caa9Xj2/71ErH6epPJfkyycGI7d9j2WwOXwT5a6+3F12mO9XTadkxWTOzAnh95FhCJur1XLs2yX3yLmUpMoP5yx2sBgZJ6UljZPadOQUH3X7EHuxjFevVyBCWgPRMxrfdVlHz4A+YTddrfWUpJ5QjqLR30/m8e8JXbhBri+oDomE3XQ01WDheOPvMjdhN37TV6pUQ1HY+0vWfO/vZuYMgNbaUsquncXU1gWBju6oZIF/jLP3163G3t9hFXt/B6qbKbhJ7y90wQYqMhLxi1tN+uF/j6jBTnTvr7qnj6XDen8vqdj7M7F2xNYzhOKUG3Vea1d/Gstz1Xaesv7eT5VtBMxcS+bx75XaLjT+QTKOb6VfIkbU2z2uOqeBiZToKRaLaRCJeCy1mFl5Et72Xc/K9//FD0U1OBnq8XGkNHL78vwwPojwIHrYc1Zp6kmNxpzcNoOGRNzHQaEJP1lG8zfdML7Mq2D7tx8TMHfsC2lNXgpiYc+YRgCA5sp82usrcB8lu+5wdTP+pkZ4mxjQWJpNb2eb2qb1FKkk9SQeUfNprSmhuaoAj6h5Km3/+ABqLs7GjIeTCph/RnOouaG6mTlDpsStr1J46RAzf//GqIjQ10Lc0NHS4sWrJUofe7adOUlqxOjLVNnVy71KIuUAHr5SQJC5EfPsFC8aolc/TeiCDVz65f3BSbahmugLNdzA679/C3j9gJl3kn9xP1paApwCJlOWflZDZyvF25WknaSvp5MljpZkt3VR2KnYsRcwcy0Flw4i6h27KRkwYw2lV0+PSf4QaOsSMPsuzpzazaNbd/KK4zKeaXKjw8IIbW3NNqNuh0KKz5I8P4xf4wKJtTEjcSBOKvJMHh8Jovli/3bKxLboGIzE2Yt6u8k6+RMRSx9W+bjFycdwDZ8ld3P9tbKJydamOA9xquad33vLpCFl1FCSRUt1EeGLfz+u7ePtLchcFDFhqDmZ5MwZJ69RJxQhFovpbKrh1BcvkH16O7M3vkVLTTEuoXH4TFVMiJpvZ06QmSEbk5TLBQRpY75CjRh9mZJUQNABvHC1GB2BFq8GK84Ot/EIIWbVkxQnH2PeYx/QWJ7Dofc3DsZj9InFzDqVSUNv34SYNACKB/D6m5IKmGlrTs7iaB7zHh9eP2LpJsR9veRPwMSJz7RllKSeHHwIGVpoHiqvyYspvHJY5f0Hzrmb6pwrtNaUjHxTSwv7qat4bus23nVZwaz9V4k7nsbO8ga8TQz4Msab0uUxWGpJNB7zomn1S8RMztrD4SXTWe1iTUF7Dw8nFeC2P5nYkxls/uETjmQ2YGwz8ne+OjeJ+uLMcU03tzdU0FRZoLB5ONRA11SRR0djJe4qNhlVVU1eCiZWjjgFTR1XsVkWM/VRlBeHqqUxU1s0GDM1VDJzxrqLuVxobEcsFtNUkcf5H97gl78spTwjEffIeUy9+yXWvLaHKXe/iFPgFLnvaaOnwzp3W17JLBszA12mlQMY/Qw1YfRl2l/VRKCS8VMAeyqbKOkcWdgwNLPGb/oq5j32Aav+tp2QBfdj7uDB+R/eYPff7yD33M7Bv99HruRxuLqZndMDJ8Sk0SGScP/lfOLPZGGhd2t4fZeQ6bTVllFXeFWlyejxKHD2nWSf2Q5In9Xm2ZvzS/lIspXv9FXkjQOBratvRMwdz3D5l/eRiEcW19ynruCHkh7mf/wNwYeSCTmSxub8akwGsPsfBdggaShX/Yv9F6q1toR7LcU85uNIe5+IL4xCecN/FZNOZkrjpOpbyb948KY0ztqCq5hYO2Fsaa/0cdvqymhvqMA5eJoc/XO4chJ2qTXfejR1NFbRWlfGpNXPqLytha42O4bETEUeu8rfNBgzNVTDzRkytTdUcOSjR9E3MmPOpndI3fc5ued2svDpT/GcFD9iP++Fe7K/qonybuXqL1KMvrZaMfoA35fWYaGrg7mSk3KlXUIOVDXxXvjIJp7npHgWPvUJued2kLr/c+ZsegddQxOOfPSY3HTbF4W1E2rSAPhrZhkRx65S0dXLvhnjx+tPuuNpWutK6WjSfBPMf+YdclOIMi10sKC0q5ec9m5cgmNpq6+grU7566OxpT0m1o7UFqaP+hmfqUspTDrCqZpmHkspIupYOqtFQaQGzqKzHx73deQhw1bax4Hy/29Va00R7rFzMDQw4NP8akKOpPHcT99xQOjCybJqClu0EItv3ItrC9IoTjnO1HteVsvx2+srMbV1AaTr5fi+Cux9IjEyn5i/kdK0UzgFTiVp54eIhD3MePD/VGoAagMfhHuQtCACC72JiZmSSWbOkMWadLU1kX1mO/veuo/UvZ/h4BfDpDV/wM47AjufiFH3880kH4o7etijgtFP3Rh9gIzWLvpUiJ+SAP+XWca97rbYjFKD0DM0IWT+eiycvJl85/PUF2fy6+t3c2nbOzSW55BQ1zIYdzIRJg0Yidc/Nw68vlv4LKJXPsHJL57HwSeC4qRjGjrbkfKPW41zyi9ktXZR3NmLtp4BeoYmdLXdOhnWOWgazoFTubLzQ7nXrVwDyOoQ8nm3J89WaeP21udsupxLQUcPq0168TPp/c3Wmw3NrLF08sG68hrvhrtzYV4oZctj+DzGGy8TA3YqiJOqLMsjJ3EPU+56YXA/vV1t6BoYj2sIREfPcLAvIKVoLFWKolGadgoDM2tSjNwG+4LqUmN5LtZDpu1bqotoqy9Xeijw8SExU5smsPc3ljlDpvTD/8YzeiHXT20jcvmjIwhOrwWr3vubo6Hen5TIq3zvb+NA72/+sN6fiY0zXpMX0VByHV19I4pGqXnezt7fP3MqeXSg97fQXjnDk9/01RRdOSxHy7B2C6CxTH0GjSWOllxv7UI3cjE1BWm01Y39/DeUngEgEvagMx6DhqkFPe03hvi09QyYtu6PXN7xT4oaG29Ebh9MYUViNon1bcTamPFrXKBc5Hb39QTcIuZojFh52wwaACVpZ0jJKsRvxlp09Y3Iv3QEC0cvLJ19x9w26+SPBM+/T6njZJ/ZTuCcuxW+J5T0s62sng0D6MTcxN34z9RccaOu4CoGZlaY2bmSffYXAmffpdR20wdQcy8NoOaCj6RxRMOoOZmUMWfIdPmX98g9u4vp6/+Kb6x8Y9VCV5sHPOx4/Xq5Urm7MnkaG/BLufqL6gkNbUxTAZ9c2NnD0ZoWPlKw8J227k/4z1hN4g+vU3jpwKj7uB0XaoBPx4nX1zMyxSN6PnmJe3AJjaO+KANhl/rQ2UMl0NbBd9oK8hKkONAHPOzYUqy4mKVrYIzXpEXkJoxEh474rL4RvtNXcv3Uz2N+1mvSQlqqi2iuzMfMwRNbzxAMzO3Z/f3Xcg/2/ytKbBOxa9I9eB1Kk4uT6myupb2xCitnH8qunRtBu5Ap7/xeLJy8sfEIUem43W2NNJRk4RY648ZrYgm7yhtYPwRjW5J2ElvPEJUK2ePVxW3vYmrjjKWzn9LbuBvpcXxWMN9M9uF8QztBh9M0jpqTSZE5Y7iKk49x4J0H0Tc2Q6CtS+SKxxXGUH0Y5cmR6haKRjFDKdJUa1MS6tV/LfilrB4PFRB0IuDNrHIe9LQfUbA1tnJg9u/fpKejBXvfKI5/8hQZR7eMQBtLYMJNGiB1cwcfSeOrwhpeDnQmVUW8vkBbF7fwWVw78h+N45q1BNr4TF0mhx4dWmiWydzBAyNzG2pyk1Xav76xOf4z7iD98H8Uvu/gE4lY2ENLbRlWrn5UZF2kpEvI69crmH06E48DKTzXYkGwfiMCzRLeJ0S/dunzid8yok9msDG5gGO1N0wn3W2NtDbUErLwAYXbJv/6Cd6TF2PpfHPilyLlX1BsittZ3shsO3Ns9aV/G9lndhAwS7n163jV3dpAT0czHY3VOPrHKL3d8JipycfTee5qiUrrzlvRcHPGcIl6uzn/w+uc+eZPgHTyvbOplpAF97Pm9V+Zvv6vuIbN5Osp/lR09bJNhRip1S7WCqf2b1Wy+ClV8KCbkgoIszBmjo8PgbPvZuHTm1n28hZsPIKpLbhKb2crDSWZ7H3jHkpSTyjcx6MphRNq0gBpZulwvP56FfH6buGzEQm7qclP1dBZSmXl4oeJtfOgcXqdmy2HqpppHRbdY+7giamNMxWZiSofI3zpRqpzk6hT0BDUEmhj5x1Ozrk9g2vklj4xnw5g9/2OZrDbcQZO1rq/2aLzULVVF1MYs4TZuSLuvpjH1lOHaDT2p58bN53Cy4fwjJ4/Kma+XyKmIiNRZWJbweWD+AwYP0ab8itNO4m1qz+mNi4q7Xs8yjz+A+YOHli5KL9mfi3YjfT4SNyM9Fk1EDPVpGR0061qNHOGTKLebs79529UZJ5n8bNf0lpbwonNfyBk/nqmrnt50FD+lyAX9LUF/CFN+Snf9R52dIjE1Paq97vW9PTRIZJwn7ty1DmAZ9KKMNAW8OdA6e+IrEAZMn89Jzb/gdbaMhY/+yUVmedJ+O4VhUMQt8Ok0SQUsfZCLqsSs3EfwOuPZsxWJCsXP8ztPcg4rlzW9a3I1NYFaxf/EZPEIF/b8J66lMJLqtMzyjMSRjX+aevq4RE1j8LLhwZfE2jr4DZ1JS9+82/uSrzOjGwhe22mEOHr8j9xXQboaKrll4xynmi2ksZJ9UmHFXISdmPvG4WV+8g6RfqhbzCysFUY7aeq2hsqMbWRTqserWnB3VAXScpefGI1HwcIUiJqbUEaLqEzOP/9a2hpCYi7/29KNTnv97AlZ0kUS5ykMVMzJiBmSqbh5gw59fdTk5dCwnevcODtDbTXlTProTeI/8NneE1aJHePnWVjSpiFMQ8nK4fQB/Ay1sdAzRh9mQo6erhDyfgpgJ/KGqjo6h1harZ2C2TqupdZ+bftWDh6cHn7+xx4ewO5CbtHUCovNLZPuEljKF6/fQCvv2Wycnh9l+DpTFr7LCe/fIGOxmpcQmeM+iygbhlbOWDrGcIiSTVbZPQMaydpxEj/rVEJDEytmHr3S5z/4Q36euTpLHZeoXQ212Hm6E3WqW2IxWKO1bayKbWUD0Mf4Ycf//ObrTe7u/mwsWgXB+L8mGNnQXJTB3ddyMXjgDR+6/VR4qQyj3+PsYUdnjELpS/090sJz+OgG+noGyAaaC53tdZTnHKC4LnrxtyuXyIm8/j3+C94QK4vqA41ledg5Rog91puwu4xzdTDe38hR9I4PEG9P2XNGQC9HS1kn9mOe8RsmspzCZx9o+dqoavkV4GoAAAgAElEQVTNA56q9/48NNT7S2xoZZoKdVZZ7+/DYdfTqBWPkXNmByEL1pOy9zP6+0f/Cd2u3t8nQ3p/3072HbP3p61ngPeUxeQmyg/8Wbn601Seo7bzesDDju/LmwicfTeZx7YqtU1o/INkHNs6uO4V9faMK+JERtCQKXLpJuqLM6jMujDis2nNnTyfXsLUE9dw358sF7l9KsyMQDows3EasZ06dFsNGhWZiVi4+FNTkIb/zDVIxH3knNmhlPGi/FoC+kam2N/ESStTZfYldPQMsPMOV/j+D6X1rHG1wVBbQGnqKSydfTCzU/6hTxX190sovXoaj6j5VOckoaUlwOEmGYUy1Ny2af5kTiBqTiZVzBkypez9lIxjW5i89lmC5934v/x6kg+1PUKVJhin25iipSXNTlW3vi+px8FAF1VacU+mFGGio83zfjf+IGf+7k08YxZy9tu/UKpE/MftulAP4vVPZSiN1/eZtpzKrPN0tzXiETVPowtnt/DZtNSW0FpbSpCZIS5G+hwfJT7BZ+oyqrIvK5Wf6hO7gpq85DFz/bS0BATNvZesEz8C0ptBSdopRL1dNFVNDG5vonXxxDayJM4IFBAyyq6dwzVsFvkX9+MTu0KhS1AiEpJx9Dsil6lO0Si8chivYcaPrSX13ONmi95Ah1Us7KE4+Tg+0zRf4GipKqClppgpdz475mf1BPB5tBeJ88LQ0pKi5h5JLlRrDNPNpIw5Q6bejhbOf/86STs/QCLuY86md+UK6i/4O2Girc1Tqcr/jusA9ga6fF+qfjzusdpWBFpaxCqJoAP4T0k9tT1Cvoq5UdjQMzJj0R++QFtPn7zzv3LskydprR0de3q7TBoAbw/g9bMG8Pr74gKx1x/7+JHLH0Hc10vOuZ0aP0eXkDjp1GxN8eBrikx0XpMWUZR87KYPK4oUPH89Jakn6RxlstE3dgX5F/fjEhJHdW4S4r5hD/laWvRO38D73371my1uDFXSsR9pMPJFoKO4IV6cehLnoKkKm4C9HS2kHfiKKXe9oHJkX0XmeUysHEdEV7WJxByoamKdm7RoUZl1AX0jU2w9VTPnqarq3GS6WmqVjgR4SUHMVI0as6XH0ljmjKGqK0znwHu/o6OpGr+4VWSf2cGBtzdQV3SNudMWUD/pLp5rUM2UEKkBjD5I148NvSK5GLKxlNsh5KCRD9EbXsXMzpWMY9+x9811iITd+MauIHn3R1z48S2EXTf/Od0OkwbI4/XfUgGvr2tgjJ13OCbWjlSraFRTVQGz7iQ3YRf9EjECpI2WLQqm9H1jV1Bw6YDKNA9rt0Dcw+eQuu8zhe97RM1DS1uboiTF00NeMQvJr2/gwK6f/ieuyyJRH7u+/xLfAXR9S3URLbWluIbNHPxMZ3MtjWU5uIbOHG03lKafxi18tkrHLr16BlvPUAzNbeTon0Ml7hNScPkgfjM0j9YvSz+DRCIiYtmmMT+7eiBm6l73GzFTKRMQMyXTWOaMoco68QOXtr/HrN+9ia1XKIf/uQmBQIfFz36Js5Mnm7wceDenAqEKS5zFjpZqpxrJlNnayWJHS6U/L5TAezkVbPK2x8nZi8XPfomWQMDhf27CziuMWb97g0vb3yXrxM2NDLfDpAGQ0tzJ5BPX+HtmKfe52yqN149c/ggSiYhyDVJAZfKPu4OCSwdGRKP6mBjgZ2rI4epmDM1tsPUIoTT9jEr7douYpTDeRCbXsFk0lGXL1UfcwmfRVltGU6W0eR0wcy1ZCbs5ffrU/8R1WaachF9HGIyzTv6IuZ0b+sZmGJrLT85KxCLOf/864Us2jhpnpKw6BiJOAET9/fxUVs/Uygv4Tl2OQHtinieLko7hFROPRCzi3Hd/R9fQhNh7/zTqc0CkhTRm6o0JjpmS6abmjGHqbmvk2tHvaKrIJfP4D7hHzmX133cSvepJzOxc+TjKm5O1reSpYCzRRIS2TMdrmom0HFlbu5keSS4k2sqEaQ7W+ExdxuLnvyZuw99pqysnZe9mavKvUnl9ZCNpqG6HSQPk8fphFlK8/ov+ozevHAMmM/Welzj91cu0VBXiGhpHY+n1MUnH6pJv7Aq4shtHfR1ODtSaTW1daG+49R7LtHv/SP6l/dQXZ4x4z84rHGv3IFL2fCJ3f3ALn0VLVSEtN6lT/berorKY5Bn3s7o/iknH03k6rZhLYzwHg/Q6fOGnfxC98gkMzaSmpp6OVgyUIF8Ml47eDYMGSK//3lOUo2gUJx/D1NqJQ2Krwb6gOtRYnidH0ABprcXIwlahwfl29/5UMWfIlHN2B1au/pSmnSZg1p2D/49fT/Kh5r+u96c3vt7fwPXM3icSK2dfxGIRbfUV1OSN/Zz/W+j9ecUspK7omlwdVqCti7m9O81VyhsfbyZZf6/Eeyb1pVlKxVkN0jOGxK6IhN3o6I8/4gSk12K38Fkk7/lkzO2GRm5HnMrmYZul9FVkMzkiSCMm59tq0BB2d9BQkkVDSRYBs+5E18CY/Iv7cPCNGnP6o79fQtbJn+UMADf5MDlnd8g5uoaqslvIlcZ2VjlbIRH3UXDxAH4azA0sST0xmNGUc/YXAhRQNATAPwdRczrEn8ni/glCzck0HnOGTNeO/IfU/Z8TvnQjEcseIdLSmKnWpmMuwIdrnZst5RrA6MMNBN1KFXLzeiQSPsqr4kk/R4y1dZj/+Ie4BE/l5BfPKXRfjabbdaEGKO7sVQqvryXQxj/uDrLP7EDPyBQ7rzDKxzF9p6z8Z9zAgW7wsOPH0jrECkzMWgJtAmatJVtBjMxwCbR1CZx1J1knfxrzs65hM+ntbKWuMB1LZ19s3YOhX6LRSJfbre62RkqunlZIDSpLP4tr2AwaSq8j7utVSF4AKEo6ioGpFY7+k1Q6dkXmeaxcfDGyuNHwKezsIbe9S67YmHf+V3ymLp2QAseVHR9g7R6IsZXjqJ95zMeBnMXRzLQ1n1DUnEyqmDOGqvL6Rfa9cS8NpVksevYLvCbFYyQQ8KSvIx/kVapUoFjlYk2fpJ/M1rHjhcajiq5e1qmAoAN4LKWQaTamRFoYY+0exKpXtiMRCdn/jw3kJe5RaiLidpo0huL1rfR0SFoYwfs3wetrCbTxjV1B9tmdtzztoYz8pq+Uo2cMLTQPPSfPmIUUJR1Rad9GFnZ4T15ExihOagMTSxz8J1GcfAy38FkKr8kuwdMRC7upzElS6dj/repsqqYy58qok33l6Wfol4jxmrRI4fuFlw8i7hPiO32VSsftl4gpuHRgBAENYGtJHevdbdHWkq7Bs8/uHHVdrS7V5KegZ2iKS3DsTe8BC+3NyVwUwaPeDvxzAmOmhkoVc4ZMYmEPKb9+SsJ3rxC57GFiVj9F2bVzPFWyB1vjPtzu/LPSk/YWutqY62qzdRTy2K0qqamD2aNE/A2XQEePGQ++yn6bGJ4Xnmdq+s/QD0te+Pb/yTvLwKjOrQs/E3d3dzcSEoIEC+5OaaFQgXpLqbtQoXLrpbd2Sw0txVuckBDBQogTd3dPxr4fQ9IMSUiGJKTt9/yiI+ecmWbec87ea6+FkpIKh99fR3Fq3ID3PVIiDfjLXr/4ur3+7rE3t9e39h5HdX4ayqrqcoK2oUZT3wRrr7FkxR4CINxcn4o2YY9GsIqaJo5B08mK7dvdrzcESsqMWfk0lw9u7VNE4zvjbpqqS3udspeJnleRcurXf1UTMCPmMJbuIV3W9dci9+IxcZnca7LiDuMSOq/PbZRlxKNnZquQ/b24o438hDM4Bc/q4f4pd3zn9uM0esYtTRcpgkTUQe6l45g6ePfp1uShq0HkVB8+DXTiz9scM9WJIuKMTkrS4jj66cO4T1jM6MWPEbfzfdIidvH80rv4024q28oUmy730NPkwDA1Pg8qGD8F8EN5O9lalsx95GNSz+wkbteHjF7yOG4TFnH004cpSTs/oO2MlEgDYNt1e/0/O+31p/jg3oe9vqG1Kyb23uRcPNZDNDHUqKhr4jh6Rq9xUmsczNhRUIlQKsU5ZDb5CaflrKT7Q8vADF0Tm5s6M7mEziUrVt6Vw33iUtKjZEJuLX1TLN2DyT7/x79qXQYoSopC38wePXP7rsfEwg4u7/8CgUCAmVPPQb2GigKu/vEdE9a8Oqg6Q3cHDYDt+ZXMNlSjvSxLTsA3nBSnxGBo7YyWgRkSUQdnv38JTT0Txqx8Rm7IpitmKsyTwtscM9WJIuKMTorT4jC286QyN5kz3zzLnx/JhhS2LFmJuq4BG1MVO7cMV4Q2wE/5FbJr8gHGT4GsLn1JqM6bM2di5RVKwpFvOPD2KlJPbZdFTCecGdB2RkqkAfL2+g+5WJLUi72+hWsg4+96iYjvX6SmUGad7xg8k5xLtyfeRElFDZcxcxlXdoFf8iu7as26JtY0Vg6uEe4etgQ1TV2Sjv3Y80mBAHOXABorCihKiZZ7SlZjUTyC8O9EU20Fbz++DGPnAMavflmh9bS2OJOMmANdUSdtTbVo6A5ceNqJirom4o6/7kda66vIvXxiwC4aKad+xWTqmq6+4FBQW5yJvoWDXISpVCIm49w+ufp7996f4Qj1/m5FnAGy82zCkW/xnLKS7PN/4D/n/n9X7y+zhEddZb2/oEWPkHh0G97hq/ocXuiNv3vvzz1sCemR8rF8BlZONFYW9RyKu0XudjDj14JqPKbeOWD3DL9Z98i5Z8DgI05kzoHPcWHPR/0OCXVHXceA6Y9+Sl27kI9+/Jgzp4dH5DyiAg2QNQFNHLwpTb+Ae9hSRO2tZJzbh9fUO/p9b+6l4+hbOg7IXjPn4jFMHby78gFv5Me8CtY5yhqFmdEHcAyagYr68BQ3qvPTUFJWxdDaldzLJzC285BTbq+2N+XanEDmWRmx6UouYaeTSG0cnkZYXwxGnNFJ2pldXPztE7ym3sEX0yZwvqGDeAUnZkKNdYkcBhv9TjKb2lhio1gj8NPMUhpEEl58cjOmTr4c+/QxyjOvKLzvkVyooX97ffuAKTRWFVFbnImd3yRK0y/0WoQdCoxs3NDUN6Y4OQZdFWXmWxmxPb93W287/0k0VZd2XdTfDKfgmdSWZFNb3L/yz2faapKvTwz5zVpHyunt2PhM+FcLNABSTu/AbfyiHutdY2URHS0NmNh7kxlzsM9GoVQi5uof3xMwVzEXDYmog7wrp3G6Id/5x7xKuSndhooC6svyb0uBozI3ieaacsbe8WyP58ab6BI/w5/nPKz55nrM1O2ymuvkVsUZnQjbWzj55UYKEs8SsmwT2xfPpVqqyueZisWyLLExJnMYz0lRlYrFT4Fsqu5ibQsfz5jC9Ic/pqW2nP1vrRqQy053RlKkATJ7/Qmnk9h0JZf5N7HX95m+BoGSEknHtg37MemZ2WJg5UTB1ciux7oXmjuxdB9Nc205DQpOgPjOXEtm7CHaGntvYDiNmU1homzfpk6+lPTS2PWedhfJJ/sX4v2TSD29A49Jy+Vu6jupLcmG6w3Qvqbjzu/+EL9Z63pMDfZHVuxhHALDezT4UhpaKW0TEm4um0TJufBnl1PAcFGelYCRjRsNlUWYu/YUCXbGTH0f4toVM/X5bYqZ6s6tiDO6U5mbzJEP7qWppowP7n4QQy0t7vvwQ45vfZKgxY/hNgChzV32pjSKxAqfFwbKroJKHLX7vyFW1dAm/MEPkEjE/PnfF/jyj9M84OXMhDue4vyuD4jb9X4Pa+aBMJIijZoOEUuv2+s7aN/cXt/ObxLNteWUZQxvvIn7hMXkXj5Bx/Xv8m4Hs17dMxwCw6nISVT4XOg5aTltjbXkdZta6Y6FayBqmroUp8b2+ryNbxjtLQ29RqP8kxG2NZN7+ThuE2S/yaKUGDT1jTHqNiFXlByNgaUjOt0adt2RSsQUJUdj66/YdW123BFcQueCQCDn/tmdlroKyrMSelxbDwdZsYcRi0T43hC3paOixI8hspipRqGYMSeu8uRtjJnq5FbEGZ00VRVz9JOHUNXUYfpjn2FYmMD00hiK7DxY9PIOxq56fkCRvM7aGmgoKfFb4fBMBu8uqEZjgPFTRjZujL3zBRa+9Cs/qLjwWttpjEtTmPHYZ6hqaHH044doUnCCeCRFGiLgyU57fZGEk33Y6/vOXItELFQ4TuRWcAqeRVlmfI/1VlNZiaU2xvySXwkCAc5j5pKl4PHY+k2kKCW6TyckXRMb9C0cKO7W/DO29UBTT1ZfAXALW0zupeM9rPf/DUjEIpmD0A0C48KkKFobanCb0FN4DJAZc5Dmugr859x/y/tuqi5Dy9CsK1KkrE1ITFUDzon7hnXorzsSsZCCq2dxHD0dALGwnYjvXkDPzJbgpRuBv2Km7K/HTC27jTFTndyKOANkIsXSaxexvR6P21xTSvqf3zOrOJI4/1lMffobufNwfzhoa7CrYHgEg+VtIppEYlYP0HVOWU2D8atfZqf3anxtDfCM2kpp+kWQSlFWVcfKI4TCpKgB738kRRrwl71+7HV7/ePX7fVNnfyYsPZ1Ire9SlVeCiCLBDF18Fbo8w0G+4DJtBWmMsNQjR3d/v/rmljTWFV0y9vVt3DEd+Y6on/e3Osabe4cgJKKKuf3/EfucQNLJ3SMrShKju7xnn8aLQ01nNy6EWVVDaY+8CGqmgN3kUk+/hPaRhY4Bk2nvakWDZ1bEGioaco5aECni8acAW0v+/yfGFg4sa9ZvasvOFjEwnYaq4oxsJT/HWbFHcHGZwLqOgY9en8TRqD3d6vijE7y4k8iEEBDRSHWXqF8E+LO+epGrvwNe3+LFe39ZZTSIBTz6expiNpbMbR2puDqWerL8hTazt+192d+Pc2h/Abxr7GtO9UD6LcNBF0VZeZZGRFr4k9dcTY1RRn9vsfcJQBNfVM59wzoFGjcSsSJAe1NtQTMXU9VfmoPodxNj9/UhllPbKUk7Tyx299BIhYNm8h5xAUahUlRWHmEkHzqVzwmLUNVQ5trUb9j5z+5yx6nL2SRKLvxCr+z3/2Ihe1kxBzAY9LyXp+PrGxAW0WZQENtWuorKcu8jFPw7F5fOxTkXzmFQ2A4YmEHmTEH8Zi0jFH62sRN8+MdX3t2FVTh/mc8vxXdHquv7gyFOKOTzJgDGB3ZQt7sh8h69EcWvfwr/nPXo2nQ/018l43+ME0DgsyCLmCAhV4DSydCVjzN4tf38uv455g8MYis/z1FdUHqLe9/pBdqkNnr+x69Qmo3e30zNRU8Jy8nPWIPAA6B08i70jNLdahwn7iUjHP7kUolLLUxJrKygYr23m3JvaasJO3Mrn63KRAo4RX+V2TJzbD0CEagrEJxaixGNm4Y23pQmZcMCKgtzlT04/yjaKoqpiwzHtdeYkQKrp7Fzn8SuZeOY+ke3KdFXEHiWRAIFM7UzrlwtEfMyfGyWuy01OUmwjKi9w+oQTUUJPz5HWbO/l1iPnN1FQ5et5pLuW41t+U2Ws11MlhxRneif9qMOOs8WDhx9o73mbTuDbSNerro9EWAgTbH+4gfGgp+yqvAXIH4KVVNbYIWPcqhmZvRCZ6ARns9xz97VGE7905GWqQBvdvrB+jLzlXKqup4TV0lixK5xc+oCK7jFpJ9/g8kYtmarNW90NwNp5DZ5Fzo3eq+L3RNbbD1DSO1L5cjgQDXsfPJjDmItfc4KrISELbLT4ibOfujrqVL0W0q7twuaouzqC3Nxil4Ro/npBIxVXnJSCUSbHzG9/r+hooCMs7tI3jJRoX221JfSXl2Ag5B03o892NeRZeATtTRSvb5P3C/YXp8KBG2NlFXlktNUaZcJED3mCklAUw8nXRbY6a6M1hxRidiYQcpR/7L3KIIYsPWMOnpHzCyduXkFxvxmLwCv9n33vT9sy0NSaobHht9gJMV9QgEyAl5b0RTz5jpj31GbUkOlw98SeDCh7i2+H1EUil3Vx+jImtwooWRFGnAX/b6ryfnc5eDKWmzR8lNWamoaWLhFoiapg6lA7A9vVWUVdVxGTu/K97KXksdfwNtDpX0FLm5jV8k5340ELSNLPEKv5MLez7q8zVeU1fR0lBNZU5ir8/7TLuTlFP9X3//E7kW+TsuofNQVlW7Pgm3Xy5PWiIWkXPpOC5j5vS5jYKrEQrHnFQXpiNqb8XcZZSc+2eP44vai1vYEoW2fSvUFGXQ2liNuUtAVyzWM+6ymCl/A21Wx15jblQapbcxZqqTwYgzOhG1txK17VWKkqP5fHwAyRJNPty8kf1vraKhopDJ97/LjMc+x85/cldj9kbWOphR2S4ctnNTZ/zUuj4agQIlZewCpjDj8S+YdN87NJQXcOCtO9m17ztSL8fz+rSpFCZFEbXtNUQdt9YQGEmRBnTa66eyOi4DfwNtOXt9A0snzJ39aamvGlBBeLB0dwPtzmJrI85XN1LS2oGFyyiE7c0DGjTpjr3/JAoS+h4acQ6dQ+7F40jEf90fuk9cQkbUPqRSiey8ETqP9F6O799CVuwhHEdPR/mG6cqrf36PqYNPn026uJ3v4Rg0vatRoSgSsZDW+mq5e+kf8ypYoNqAbi+xgcNFzsVjOI7+S5wn6mjlzNfPMtbChLMrF3TFTIXc5pipTm5VnNFJfkIE9t0iDz8LdKS5o4P733iJS/u+ZOoDHwwoFjfMVA+BsjInK4beRr+TxLoWZtv0vx7qmtowa+N/kUgk/PbZRr46cIRn3Sy7bOitPMdQXZBOe7NixzrSIo02iYQN1+31lQVwfOYYFqx/i7if35AT7joEhlOYFK2Qm9BgcJuwCLfkA0RU1FPZ/tdaqWty6xEnSipqTLj7VeIPftVnpHbAvA3Ul+XRWCkvAnEdt/CWIgj/roiFHURte5XakixmPv6lnFPyzZCIRcRuf5egRY8ibG+7NQcNNQ2ENwyTdrpoeA3ARUMiFpJ6ejuNoXd29QWHgurCdIztPOQe62hpQC3+ANHhviPe+xusOAMAqZRL+7/Ed+Za7M58gZ6uAbsnv8TCl3ey6NVdLH5tD4tf/40lb/zO0jf3sWzzAZa9dZDlbx9mxbtHWPHuH6x65zDGWlqcs5vYa4TvYFHXMSDZyBMHF29WbjnKinf/YPk7R1j+9iGWvXWQpZv3s/SNfSx5fS+LX/uNRa/uZtEru1j48k52uC9nikojzRf24Th6Bol//u+WjuHv2Pv7dIw3lbH7erzO2NaD6sL0IdlnZ3/PMvxuko734jDUCzL3jB97rI2i9hZUb8FIQUPHEDVNHez9J3Px908H/D5TRx9mPPY5ySd/IfHoDwrvV1FGXKDR3lRHbXEmusbWlKTF4TFpGe3N9eRcOjYg6+TM2EMDikQBme2nw6hw1LR6TuZKgZ+7FZ6vRf6Oe9hiOUu4oSQvXibQQCCgIu4gm9VLODjZl+KWdgKOJ/Dybbaa62QoxRkgE1lsVK8k+/Nn+OrtJ6krL8J9whKWvLqHZW8dYsLaNzDtxXIQYImtMR0S6bAqCH/KrUBfVblXu2KBkjJ2/pMJf+gjVr53jLnP/A9bnwmUZ8bzv+/fovHTZ/nAfPAXU3+HhbpRJGH1+UxmnZXZ61+YFcQMYRElqTFo6hljaOOqkB21Iqhr62PjM6FrkmStY+9TgACmTn6oauhQ1E8GI1yPLGmqoyKn/+k9n2mrST31K0il+M26R+ae4TWOwsR/t3tGJ6mntuMxeUWPSW2ZQGMiwrZmChMjce6r2CyVknDkG/zn3N9nkbI3qgvSkErEmDr6dD0mlsIv+fIuGoVJUeiZ2qJv4aDQ57oV8uNPI+poI2TJE3zo78DFGQEYjZDVXCdDKc4AWTzBI3n7kVjbcCQyClOXUSx6ZRfL3z7EpPvexmf6Gmy8x8uiXm44BxqpqaA3jDb6IJvUF0qkLLLpKdLU0DXCwm00npNXMm71yyx+/TdWvPMHLqHzKCjO4/j5q7wijEZ6i4XmTv4OIg2Qt9c/NFFmrx84bRVKyiokHd027PtXVlXHcfQMMmMOdj222Ma4q9DciZqmDlYeIeQrKOTzn30faRG7uqbAb8TCNQhhWzPVBWnY+U2SicFuwHvaXaSc2oFUevt/m8NN6qntfbpkVOQkUl+ed9OiQ/LJXzGwdMDGZ4JC+82MPtAjyxvgSEkNPvpaXdO616J+x2n0TFQ1hq9ZXpZxGalUgq1vGAIlZR5ylo+ZCo9IIbd5eOww+2OoxBmdfBTgRHtHO2ufeZiYHe/hPGY2Ux94n2tnf8PaayxjVjzd5znWQ0+Tg8OcH17Y0s4qu94LzromNsx4/EtK0i4AUuY98wMSkYhD763l6dhEAgpTsdMY/Do60iINgB/yKvE4Es+x0jo+C3Ti7BQf3HQ1sPIcQ1VeCmbO/pRlXB62/TsFz6QyN6lr2n2Ngym7Cqtol8jHXRnbeaKqqUPpNcWin0KWP0laxK4+C80Glk4YWDmjbWBGRU7PnG1z10BU1LX+FROBvdFYVURVQRqOQbJJ5ay4w9j4jJdr/mXHHcYpZHafv9fSa5cxsHDsdxjlRrLOH8FlzFxA3v2zO+VZCUglEizcghTa9q2QHXeEpppSlsxYStLsIB5yseA/14oJOJ7A2dscM9XJUIgzuuObcRRLYS2Xxixj0Ss7CVz4CBW5SezfvJL0yN9wn7iURa/swnvaXahry9u5TzLT48Iw2eh3cqGmsUf8lLq2Pt7TVrPo1V0y6+Kze9i/eSUVuUkELnyExa/u4gvjCQRZa+GX1btLjiKMtEgD4GxlAwHHE/joWjEPu1iSNDOAGYvW01RdqrBbxa1g4TYaiVjUq2vQOkfzrtqGc+hchd08NPWM0bdw7DPvXKCkjHPwbLLO/7VdDV0jrL3Hdz3mGDSdqrwUhV1S/kk015ZTmZuMw6hwuccLE6OQSqUELny41/e1N9cTu/M9xt35ImpafYtQb0ZjVZFczEl0VSMqAlA7v6vLcWm4qcxNQllFrctd2l1Xg1PjnXi49BSxi1/G92TKbYeYq4oAACAASURBVI+Z6mSw4gyAktQ4TBy8UdPSxVFbndmWhjx5JRexWEzB1bMc/+wRPCYuY+yq5+UafFoGZtj6TSRg3gbCH/qIRWtf4Pj8F9AdLgdAgYAom/FUrN3C/Od+IHTls7iOW4CRjZvcNYGtbxgzH/+SjHO/E7v9HcTCdt5IyqddIuGjAJmoxz5gMgVXI27pMEZapAEye/3wiBTeU/XmcdEFzrop85CzedfzTqNnkqtgNOqtYmTjhqauMQs1mnvUmnVNrW9ZoDFq3gYaKgr6HFIxcfDB0MqZjOiDco+rqGniEBiucATh3x2pVMLl/V+QFXeYmRu3DshtDGSi38yYg5g5+aLRx1DgzVBR0+jhoAGQcmr7gF00suIOY2TvyZ4aiVwtejDUFGbIufsYqCqze6w7W4SJ1Ey5g0lJdSPW+xsSccZ1KnMSqSu4xkJ7M6LcJhB/egdJx7aReGwbiUe3kXR0G4lHfyDx6DauHvvh+nM/kHT0R5KO/4RO9DZKdS1wnTidhS/+0uWWNFgESsq4T1zG/Od/4hgmmHl6kn92B0nHfrx+DD/+dXzHZcebdGwbScd+7Pr3zpizpInUuH/D42RE/kZbU23/O+6Dv1Pvb12JBnYd1RycaM1/Ap3kjsXIzp2awqERNq91NOOkpiONlUVU5fc/3G7uMgpNfVPyLp/s8dytR5wY4xw6jwu/fTzgaBM7/0lMuvdtYra/Q/b5PxTe560wMh2HG+hsAiYd+4mZG7eSHrmXtDO7mPvM9ySf/PmmX6CovZWM6P14Tb2D87s/vOl+2hprKEyKwm38QpJP/Nzj+d0FVZwL98NQTYWKnKtIREIs3UYrXNgaCHWlOQhbm3hr0jjW6LST217Pz2EP8Mpz949YJuRQizMA3g9wQCSV8uqVTCCT/IQIQFbIdQtbjI33eGY8+ikSsYia4kxyLx0nK+4IElEHi6yH10YfoKLjugWdvSlfZJWhpq2PR9gS7AImy2JnpFLqy/JIOfkzmTGH5NTL95WpETvdjwVWRhzsZWpNEToX6rNT/Dg52ZtpESlD8v0rSkpDK5Ojs9h83ybu0qth3tzRvKHsTV5qzLDltrqMnU9hYiQdLQ2MNdZFKoW4PhodnpNXkHZ2N0ilvT7fHZ9pq7l6tH91o4mDN9qGFuRdOY2RrTuGNq5EbnuNOU9/R9yOLQp/nn8iNUUZ1Jfl4Th6utzJp640B6lYjJGNG5kxB5lw96uknt7R6/dfmn6RtsYaHEfPUGiKPvvCnziFzKYyN7nrse35lZyZ4sPbqUU0isRIJWKy4g7jOm4hlxRQPN4KUokYh3PfsMTeEQuvUWyKihwRNXMnQy3OAFhkbYSThhKr336FombZjYy2oTkB8zZg4z0eDV0jzF1GoWduh6qGNvWludSV5lBbks08cQl1UqgcZkvUjKY2wv0CuWKtioGVMwaWThhaOiFQUqKuNBepVIqhtQs1RZmc/f6lrkm0U8CSucFs8bHlqat5gzqGTpHG2ak+nAv3ZcKpJKpvsxUs/GWvH2SozZchHiwbFUhbzhl2KGhZfyvYj5pKdX4azTV/xUasczBjc2qh/OsCwylJv9Cn0KI3DK1dMXP2J3bne32+xnXcAjJjDqKspoGFWyBxu96/YRsuGFg6cfa7lwa8338S5VkJtLc0YuMb1kMwWJGThKV7CBq6hpg6+sitoZ1IRB2c3/0h4+56ibLMywOOKSvNuESI+pOY2HvJ3Ui1S6TsLKhijYMZb6YU0lJXQem1C7iEziUtYvfgPmwflGVcJmDeemyL4rkyJxgDhHydVca7I+Bk1J2hFmfYaqqx0NqIhy9lIxaLKc9K4MQXT2DuEoDfrHtR1dTB1NGHife8SdSPb8hdk7nqXLfRH+ZzVVRlA9PMexbNjGzdmbLhfepKs3EdO5/s839w6N01XQWM402QXtfEt8EuTItIGfRxPHg5m/8GOfPbeE+WRadxcQQmQUXAxoRc3k8v4rsQV05N9uGYgSPfFqWjY2ylcKTIgBEI8Jy8grhdHwCgoSRgha0J86PSerzUbfxCMmMPDuiauRP7UVPR0jcj9fTOPl/jNfUO8q+cwdp7bK/RVN7hd5FyartC+/2nkX52D6MXP0ZW3BE6WhopSDiD67j5JF3P1a0vz6epuhRrz9BebVQlYiHFqTHY+k0k41zPyaW+yL10HP/Z96KmqUNkZQNvqygTZKjdYxr6WtRe3MOWDqtQCECUfJrnrMSk2wSSajWdez/8D83C2++Y0clQizOUgDd97NidW8IHh+5HRUMHp+CZjFnxNEpKSmTFHibqh1fR1DfBfeISFry0ncLESK5F7aW2OAsHbQ3eSCnsdz+DYVdBFf8LkTVADK1dcJ+4FDu/iRQkRhLx7Qu01lfhFDyT+c//iEQiISv2EPEHvqS9uZ6JgU684WXDrryKQdcdOr/vN33tAZmQbST4LLOMb7Ir+Cx8PPd6m1KXksxLKWeGfb8eE5dyLbKnO8VoQx20lJWIqmxATUsXa69QLu79RKFt2/pNoiglRs4dozvWXmNprC6Wixh0HTefgoQzXXVUj0nLuPT7Zwrt959IRvQB/GffS3Y3sYpELKQ6Pw0rz1CM7T2pzu95vixNv0BB4lnGrHiaqG2vKbzfxqpidE1sKOVC12M/5lUw2UyMeOI6rhz6+rZEy+ReOoZnUDjrraSEm+uTWNfMyiNRBDomoGfnSWtWwrAfw40MhTgDZI4gZRmXsfGZwLdaBaQ1tMq5YDRUFHL662cZv/pFFr68k4byfNlwj0BAdUE61QXppEXsZou9kN2lIUx79DPOfPMcdaU5Q/ApZSgpqzB21QtkG5mx6eA7fJLSSJupEyb2XriHLUHHyJK6slwESspoG5pz4bePewgwnruax9YgZz7IrMDKcwwXB/G77RRp7BgraxA/diV3MB/vlqlynUj4t2+wXruJ5zxtWO9swdP57ajrGlB+m/4m3cYvQvv8ToQSiZxwUllVDQ0dA1pqFb9ut3QPxs5/Ekc+6N3lUCBQImTpRkQdrZRnygvsHEdPpzw7gZb6kTlXDjfpZ/fQXFtO+IMfErP9HUrSzvf7nqTjP+E8Zg4mDj79vvZGZBEnPescMheN43hNXUX8wa033YZY2EHamV20+C5iQ8UfGKqpUDvI2l91YXqXsPoNb1vWOZpT3tbBosgkGiuP4n3HKxR8/MBtc5HpZCjFGZ0syPyd6lUb2ZvVgH3gDKQSMVKJBKlEjEQsRioVd/u3BKlYjOT6ayaolhE//QFSLyaTdeE4/nPX4zp+EZf2faZwfHIn5q6BBC95nNaGauIPbMVr6irSCmJYOjWMvRfSkAoECJSUESgpoaSk3PVvgZJyt/+W/fsHZQlP1efgnHmK3r0jB87fofenY2yJ4aJnmP/Nc0y/cIk3vGxYMCeQN5IL2VFaj56prSxSeZCMNdZFIgXxxHtI2vl+/2+gb/cMkAk0bnRJGwiG1k5UF6RTlHxuQK/3nLwCj0krOPXfp6gtzlJ4f7fKiDtoABQkRmLtNY7m2jKKU2PxnLSclroKCpPP4T6A3L5rkXsHFIkCkBaxG7cJi3vP9BaKOVZWyx12slyia1G/4z5MFqGLrY14Ln8vnnc8zBvpJUz9/QTRZUJcxvWejzjcDIc4w0JDlWW2JryY2HNBbawq4vK+zznw1h3sfG4GF/Z+glQiJnDBw6z64DiLXtmNg60Lp6SKqycVQiAgWaSO28x1LN18gOVvHcRj0nKaqks5+92L7Hh6Gkc+uJfkE7/0sJYrbutgX1E17/nbD8mh/B3UdADBS5/kQLUQxy3/ZXdJPfOtDXnXVYkgo57OM4NFoKSM2/hFXXaga/vI0AaZqMfMyY+ci8f63a6lezBKKip9ZmN3xzv8LlJP70AqEcvcM05uR8fYElUNLaoKet7A/1tJOflrr5PaBYmR2PpNpLogDWFbMxaufU/kXTn8LX6z7ul1fe2L3EvHsfOfjLLqX/nJFe1CIisbWNrNQSEz9hCOQdNvKXNsoHTGTD2iUkpz0FTOzHyc/eUjMwEIwyPOAHjXz57fC6u7xBkgmzqK/nkzh7bcTV1JNobWLmTFHuLIlrVcOfw1daU5GFo54+sTwp93fULYmpexcBvd62T/YDCycSNo8WOcD70PncUPYuUWRGt9Famnd/DHRxu4cui/aBtZIOpo5dTWJzm1dWMPm+CXr2az3M4E8yGY1v67OGmAzF7/Rdsl2DhZcb9RHWlzR7OwF3vzoeRGe/zRhjpoXC80d8f5FuJNAuauJ/nEz33ekMrcUoLIu3wSK48xVBek0dEiv1/v8DtJj9jTFb/ybyT11Ha8e4nyq8pPxcjahWtRe2/qolGelUBpxiXF8rWlUjJjDuLai4vGL/kVLLcxRkNZ9ttPi9iD+8RlCrknKYKg5BoLxaWsr42mZOoags/l/OvEGQDfBbuQ2djKoVL5qQyZUONxzu98j/bmRixcg5j7zPdyboBr7BWz0RcIlGTTuLqWCuX8/pTbM37KftRUZjz2OSqq6tQWZXHo3TXEH9zaY7rk/ouZuOtqMttiaK7r/w5OGgAlbULmRKbyZLkqo9qK2TJ9FFY1wxeNZ+05BmF7a9eU9nxrIxLqmslvkXeRUdPUwdYvTKFJbTVNHYIWPcr53R/0abesZWDWdc/eW7yJkY0b+hb25F0e/FT+35lO4YPFdUv8a1G/4zp+EUrKf/06suIO4xw6t89tFCScVTgasKOlkZK08zgEzejh/tmd3MsnMHX0kTmhDQNqSrA1yIkz4xxpEgmpdBnFLlV/2kawtDTU4gyAd/xk9/jPX81HLBbT3lxPWsRuDm+5m5jtW9CzsGf+i7/gM30N+VfOcOid1TRWFTN5/Rbue+htskw9SdGTZcwrcm80EJSUVdExtiJZ35kyXStWPP0Vk9dvobGymINvr6YgIQLfGXez4KVf0LOwJ2b7Fg5vuZv0s3u6ahrPxucgAN7yG5paxt/BSQNAqKzK4ZCH2JPXiqeRlIgJLmwNcuqKDRhqdIwtMXHw7pGVDXC3oxk/5VUgReZiUZwaN+DpvU7sAybddIreJXQuWXF/TWErKavgOm4h6dcFIxZuQUilUJY5uJixfwKl6RdQ19bH2FbeUr48O4GKnKuELN3Yp0PylUNfo2dmj1PILIX321hZjK6ptdxjvxVWE2aoQWtalFz0yHAyrzyG/6mk4mekJxczVZgSh6XHmNtyDN0ZKnFGJ/kJZ5jhF4SbriYPXi3C3CUAryl3ELb2dRa9sot5z/0PiURCfVkeRrbuXDn0DXtfWUTEt8+TdGwbVdfisFAVcOTgNuIPfkX4wx9h7hIwBJ8UVDW0mbLhfZTV1Dn21VPUNTexTLWOjOj9xO7YwuH31nHovXUIlFRQUdekIieRUfM2sOKdI0x75BNGzX8QO//JnG5TJ6upjZfnzKemMJP2psHFyo60k4aOiTWqappUFVzj3bS/7PX/52HAnck/Y6o6/NcNapo62PpPYkpDGj/dUGvWMbKkqaZMYSdOdW19xq56nphf3+lzTXcZOw+JRAQIaKiQF2u6jl9IZvQBhfb5T6MwMZKI719k7B3P4xI6r9/XS8RCUs/swtTRGw1dxWpcKmoaiNp7ryl1uWgMYJsZMQfQdg3mdJ2wqy84GOpKsvHUUiZ1bjB3OZjyereYqYyYQ9QUZRC89IlB70cRhkOcYa6hwjIjZXa+/zR/fvIYp7Y+yen/Ps2Zb54l4rsXiPzhZaK2vca5n94k5te3id3+LnG73ufCnv9wce/HBNenk/P+egqSYghc8BDFqbGUZVxmxmOfE7jwEYXcWrUNzQlb9yZj73iOtIg9tDc34Df7Xq7++T3tSRF4H/mEuD3/4fzuD4nb+R6x298l+pe3OPfTG0Rte43I/71MxHcvcOabZzn936c4uXUjez/fxOXtW3nHY2icVUay96ekrErY2jdIOvET1YXp7MyrwPOPeHYXVvGOvz2/LZyJuKZ4SAa01zqYcURiREtD9YCc7c1dRqGpZ9yrewbIhJqK9oNMnfxQ09Ij/uBX/b5WIFBi9JLHcQqZw7FPH76t4gwAZeD127rHXhC1t2DrN4Hm2nIKE6MYs/IZsmIPUVucTcjyTWRE70fah2IcQCxsR0vfBGM7jz6t/zppb6rD0iMYBPT6ZZe1CXnJ05YfcsupK88naNEjFFyNUGgq9Ga46Wrw+3gPVtmbcjK3iF3qXuTr2FCcEkNpRjzjV79M6bWLvU4kDRfDIc4A2DnWnTaxhGd7EWh0RyoRU1uUQfb5P0g+8TMlaXGY6unhbGqC2aNvo+O/BPug6RhauSBsb7mubu17Kuspd2s+uta7La+Siho2vmH4z76HoIWPErTgYYQWLoSN82XvyZOc3fYaCYe/Ji/+5PWMuJtPf50sq+MJdyuM1FSIuKFhdSs0iyTsKarkcVdrFtsY8XNeZT9HMLQ4Bk3HPjCcsz+8jFQKSktfJbaoBP+UY2xysyDUWJeT5XW0SYbmqGx9J6JvbkfKyV8xV1flFW9bnkrIpaOX7fvPvpfK3CRK0y/0siV5Qlc+y7WovdT1o/rTt3DEZ/pqYne8i5GNGx4TlxG7411cQufRUlc+IKXvv4XmmjKcgmfS3lwvp1IVtjfjM32NbMJPIJBZLV53wrmRlroKLFwDUdPWo3oA9lUgW//NXQKQiMVyEwzVHSKe8rDuEuwI25oxdfRBWUV1yHOEDVSV+WmMG896WpPe0MLcyBQiEpMx8JmJQEl5RApawyXOeMPblgADbRZEpfW61gvbmilOiaEgMRI7vzACFzxEc10FmTEHKUyM5CNLMTsP7iKzQxmvySvwnbkWTT1jWhtraWvs2+7tZuuyloEZbhMWMWbFMzgETqO6MJ0Lx3bwZvNVXt+3i6KcZEzsPRm36nm0DMy4uPdjUk/voLWh92nx1IZWltgYM8PCkB0FVbfyNckhBX7MrWClnQmPulqys6CKVvHt9ziy9ByD74y17P5tG6//+jOOmmo85WHNImsjYqobhtzdw8jGDefQOVza+ymd58LnvWw4UVYnN62rb26Pe9hSLu79dMAT06ZOfriOnU/sjnf7LIi4T1xCa0M1BVfP4jv9bkquXZAT4+gYWxEwbwMxv77d51Thv4GGykI8J6+gvjyf5prSrselYhE2vmHkxZ/Gc9JyilKiaW/u/TqkIieJMcs3UZ6V0Ofvprf9hix/kszYQ4iFf92gNQjFhBrroiwQkNLQQmt9FXb+kxC2NlNfnjeoz9odJeB9f3s+HeVAhroZFyatY1vUFezGLiLvyqkRy+sdDnHGNDN91jtbsDT6GrXC3v+Wm2vKyLnwJ1V5KTgEhuM7cy3CtmZqCjN4w8eGhNoWDpf2vgZ3ip2cgmfiM/1uRi99HDvf8Tj5eiMKuQuXsQswcfCSZQULBLQ11ff6/VZ2iHjU1ZKStg5y0CJs7Zt4T7uTwsRIznzzHIVJkb3aywLUC8W46Wqw3tmCrVllvb5GUQ6X1uKhq8lLXrZEV9ZT0jYyQi1TR18c7niVb1Jz0DWw5gndIu7VFpPZ0ELOEMfvhCzbRGb0ga7rpff8Hfgmu6zHflzHL0TU3kbu5eMD3vboJY9TX55HVszBPl/jO2MtdaXZ6JnaUp59ldpieTFK0OLHKLwaQWVuz+iTfxsSiRin4FnkxZ+irakWa++xiDraqC+TTag2VhYzesnj5F481qt7UVNtOUGLHib7/J99/m56o6OlEZ/pq8mMOUB2Uxtv+9mz44brEqlYhIaOASZ2HpReu3ltRFEedDZn+1gPbDTVeTw+hzcvJiOwDkBFXRstA7NhcR7tj+EQZ5ioqfBFkDMvJ+WTWN/S4/mWugqKkqPJPLcfZTV1vKbcgeeUFdSV5nB53xes1WlBGraAMmMv3MOWEjBvPe7jF2MXMBkr92BM7L3QM7dDU9cYZVV1JGIRYqHsd7zJ3ZovCpvQM7PDxN4LS49g7P2n4BI6F88pKwmYfT/+c+7Fzm8iRtYuuHdU4mCuzdav3sHQ2pWQ5U9hbOtBfsIZ4na8R0FCRK+uPlKgul3IJndrfs6roGUIrm0v1TbTKhbzmo8ddR1CEup6fnfDTeCCB9E1taG8poaXvniPtLoGNjhZ8ISbNR0SCZeG2HXJZ/rd1BRl9KgbGKupsNnHjqcScmmTSAm941mST/4idy3XHxo6hvjPuZ8Lv33c63lZU9+EUfMeIG7X+131UvtRU9A2tCDtjMwJafRi2To01PfPf0+kKKuqY+kZIhezpayiirlrICBAIICaop5CSqlETGVOIuPXvEJBYqRCQhoNHUMs3UeTF/9XU6FdIsVeSx39hhLEk+5RyC1JUaab63MgzJOxhtqcCZjHF9qhnIk80nWPJRYJ8Zy0nMyY29cQHmpxBsiuhR8cE8oO1yWYTFmDgaUTovZWyjPjST29nfhD/yX34lFyLx2TCXKWb0JdS4+KrARAynJbEyab6fNKcgH1ZbnUFGUQtvZ1musqus7dfXGzWoamnjHTHv6YmqJM4nZsQSIWEWioQ7CRDj9cr2WZOPgw9YH3KUg4Q9S218i/coprkXvJjD1EU00J6toGWHmOwXfmWtLtxmGrCjmZCWRk9XRIVJTC1g4uVDfykpctztrq/Fk2ONGHIjgETkcsbOuaXO6QSEm0HUu5/3xmG7XxmJESVhoqnCqvH7a6t+v4hei11bFOWsimK7kIu9UrTB180DG2lPvtDoQJd79KedYVOXFcd9S09Jh0z2ay4o4glUrlYmBNHLxxGDWVS/u/uLUP9A+ipa6SouRoQpZvQkPXkPL+6qoCsPYah7Gtm0LRuV7hd5IVexhhL307UXsLWgYmmDh493uNKhWLUFJWRmLtzf2qlfyQW37Lf5duuhrsDXVFW9eA9LGLWfzVt1yslq/VlF67hP+c+xC2t/TbuxgKhkOcAbDreu/v6YQ8hd9rpKbCRjcrHrqQQUFOMjkXj2HnF4b9qKlc/fN79EysGb3kcdpb6nu4OnRfl5VV1fCZvoaxq56nODWW6sI0fGespTT9Iud+eoO60hzUlZRYamPMZ5kDvw7r5ERJDU+4W//je39Bix4FIP7Al12PSYHTFfXsqmxj/OjJLLcQEd5ezonSmlvu/Zmrq/Kqty0Hg9Zz8ch3NFX3/52Pu/NF0s/u6VMYoWtig5GNKwUJA3PGU1ZVZ+qDH6KmqUv8gS9vKsRTVlVnwtrX0TIw4/TXz9A+iCibW+VvIdAAUNPUxczZj9yLx9Azt0PfwpGCqxGYOnijrq3fb7OvriyX0JVPkxV7CHE/Sp+2xlr8Zt3Tq2KxvE3IEhtjyto6yG5sRkPHAGM7z0EXG7SVlfg22IXXfewobOlgQVQqe4uqKEg6h/+c+1BSUaUkLY6W+iqClzxB9oU/bypKGSqGS5wRZqLLI66WLI9Jp0rBplFrfRXz2nKYSyWzN2+mojADdS09zF1H4R62BJ+Zd+MSOg8Te08kUinNteVy31X3RVpNSw/HoOn4z7mfoEWPMmreeuz8JqKkokrptUtcPvAFpw98w6tt2Xx17BBl9YpdrEqARqGYJ92t2ZZTPiTChZFaqHVNbAi7500ivn2e1vpKxt31EmJRB1G7P2RXfgXnKutZbW/K0x42GKgqD8lJaczyTVw7t4/6sjw2OFtQ1NLR6w2DmpYuoXc8R+z2d/u1aDe298R13HxZ5FE/zcKghY9QnBpDeVYCoSufJfv8EaryUxi95DHSInbTXDs0Rb5/Cu3N9XhPWy13o9HaUI331DspTT9PZU4So5duJOfC0V4t5ADqSmVrcWb0wQE3TaUSMS5j5pB76a9GQlFrB2sdzMhobKWoVbamd7Q24hN+l8yye4h4w9uWr0e7oKokYM35DD7JLKVVLKG5thyBsjLe4avJu3Kqx+T+cDJc4gwDVWW+Hu3CmykFxPdTMO1oaaQwKYri1FgcA6cRtPAR7GhliVYrG6ITqchLJSv2ECVp5zGwdGTU/AdwHjMHVTVNmmrLELXLb//GooaqhjaOQTMYvfhR/Gauo6W+iuQTPxF/cCvlWVeoa6pnvZM5yjbeGK54DQNLRy7v/5yk4z/SUte/FWRcVQPPeNhwqaaRgpbBq39HWqShpKzK7E1fU5mXzIU9HyOWSjlaVsfugipmWRnyjIc1fgbanCitkys6DAb/2fdRmnG5S+3cWWjelJBLe7dzndfUVdSVZCt0nTRh9cukRuyitpcCKQACAePufJErh7+mvbmBMSuf5tLvn8qt/wHz1lORfXVAor1/OmJhO67jFsitkQB65vaoaelSW5yJpXswxSkxfb6/rbGWUfM2yLLYB/A3Iha2Y2DphKauEVV58rEUDUIxj7ha8mu+7LfY0dqM15SVcpbSg2G1nSm/jffATU+LFxLzeD8iggaxJmZuQTTVlmPn3ykUvL0RCsMhzgA4MMGTs5UNfTqIdae5poy0iN1oG5rjNWUlzsGzWNFwlc8btKlS1UVdWw9jWw9sfMLwmLSMwIUP4Tl5JVr6xjTXlpOfcIb4g1+Rcmo7/1Ep4d4v36ck7TxiUQeG1i64jl1A4MKHsPGZgIGVM1r6piiraaCmoY2uqQ3TDFSx9ByD8vLNaBuacerrZ0g7s7PPa4LunCiv5Uk3a7RUlDhXNTTf30iLNPQtHJjywPtkxRzCPWwx27/fzGfHT+Orp8FTHtbMsjQksrKeeuHgBUUGVs54Tlouc7iQSvDT1+IOO1NeTiro8UsYe+cLXD36P1oGeB1r6uiL9/TVRP7vFSSi3r9DVQ1txt35IrE73sV31jqST/wkd22kY2JNwNz1/3rRXCf1nYMc1xt5wrZmPCf/tQ5KxCJ0ja3QNrKgMqenYEUqEWNg5YyKmnoPJ7Cb0VRbhteUVVTmJlFbW4mTjgbWmmpcrJEvSjdUFhOy7Emunds3JDWFcca67A/zZIaFAd/llLEqHQnLbgAAIABJREFULoPMpjZASlFKLK5j52Pm5EtFTuLwRfz0wnCIMwB+DXVDKpWysZ9is0QspKYog6y4w5RlxmPq6Evw0ie4oyKahKJy/oi/yLWo30k4/DW5l45TlZ9Ka0MVSsrK6BpbY+E6CueQWfjNWovPjLsxsfckKXgtjhMWYeEyCl0TK5SUVGhtqKIqP5X8hAhSz8iyvUvSL9BUXUqgahvOrbXUzH+Jxqoi4g9uJfnET9QUZfTrMJZU38IKOxOmmOmzq3DwomYYWZGGqaMvgQsfQtzRzumvn0bU0UZmUxtfZpWhq6rME25WrHEwI6mupev+cjAoq2kw7s4XOL/7gx6NoXsdzahqF3GwpBZjWw8cgqZxuVtBfCA4Bs9EIhL2WYx2D1tCa0MVhYmRXY+NWfkMaRG7aKgoQNfEBr+Z64jduWXEhK23m4bKQsYs30RmzMGuunBbcz1BCx/h3E9vEnrHs2THHem1ZtzWVItY1IHfzHXkXDg6YOG5QEkJt/ELe4gwSls7eN7JkCiLEOoqChUS5wwEey019ozz4H4nc85U1DMvMpWDURFYeozB0iOYoiRZU7y1vgr/OfeRe/lEj3v04WA4xBkAz7uZM02znaPVZez78iUyYw5Skn6eutKcHiL1lroK8i6dwHPyChwCp1GSdp4XXExpFku67l+aa0opSb/AuDtfBAG0N9VjbOeBlUcIDoHTcJ+wGJ/pd+MQGM6ixmSSpj2DmZM/+hYOaOqZoKyihqaBGeEPfkDOxaMkHPmGznuTZpGEdY7mfJJRgvvEpYxZtonzuz64Xsf66+9KLGynqaqEipyr5F85RVrELq4lnGWuci0PBdnzZWwC0iG4tx8pkYbfzHXkXz1LfVkeAOYuAYQsf4rfv32Fz09HUtTUwkMuljzuaklNu5CkXgSRg0IgYNxdL+F/+Weya2o4esPntvYei1QqUaie4DJ2PhaugUT/vLnPhl/gwoepL8tFTVOHupJsuXvpgLnrKU6No6qXeNJ/Ix0tDeTFn8RnxhrMnQMoTo3t83tTUlbFMWg6qhpadLQ2DTiCyGf6GtLP7unTmbW2OIvQlc+Qc7HvOnYndcXZOC97Fq+cM5S2tJGroNheS0m+9/f4sdNUmPljGziDoqRzctdlErGIiuyrTFjzKkUpMT1c24eS4RJnDKb3B7DB2Rw/A20+uF4rFnW0UpgURXVBGv6z70VZRY3kEz/hHrYUl9C51BVn09ogu17trDHb+k1k8v3vIpWISTu7B7cJi1BR0yRy26sUJp7tuv7JaGxjk7sVh0trFB5ukwBNIjEb3azZlvvP7P3Z+k3EPWwJZ759todDho6xJeMf/ITjWVkc++1b7rQxGlTvb4OzBbVaJiSb+nL1yLf9vt7cZRQOgdO4sOejPq+9tI0sMHP2HbBTZ+CCBxGLOtDSNyXl5C99vk5dx4CpD35Ia3015358/bZHDnXytxFotDZUE7TwYdLO7qGuJIvQlc+SFXeYurJcgpc8Tsa5fTdVuwjbmtG3cEDXxJqKXixXu9NUXYLb+MU0VhbRVN1TBSuSSllhZ8K+4pohKW48427FtjGuGKiq8MClLN5JK6JJJPssEpGQopQYxq56nqbqUgoSzsguCj3HyKm+h4PhEmeArNh8vqaJb3NurUDzmo8dBc3t7Morp6E8n4KrZ0k/u4fkEz9TmZOEqpompo4+uIbOx3f6GtwmLMLcxR8VDW0WmGqSNflRRi9+HN8Zd2PlGYJELKIw+RwXf/uEi799REbU7xSnxtBSW45YCqvtjNBSVuZMheInxIS6Zu6yM2GCqd6Q5X/f7oVaSVmFqQ+8T/rZPRSnxuI/+z6M7Nw5+/2LSMWyk1lJm5Bvc8ppEIp4xNWKh1wsKGrt4FrjwDLtb8TA0gmPics4v/tDVIDPAp14Lbmg15O6x6TltDfX92hO9Ubw0o3kXjrZr6hL28iCwAUPEfPL2xhZu+IetpjY7VvQNjLHY/IKLv/+Obe7+TPS9DWprWNsgY6RBaUZl9A1sUanj2IzyAobRtZu19fi/m2sQJbbGrTwYfLiT/XIZ51nZdQ1FdxUXYLX1FWy4mb94IqIi6yN2DfBgwBDbTanFPBIfC6lNzR2yrOuYBcwGddxC0g/u2dQ+xsowyXOAPhpjBuqSgIeiR94/mh7cz0FVyMoy7zMRm8HdIMnUD/jBdwmLsVt/EJsfMajqWdCa30lEokYc9cA/GaswyV0LqZOfmgbWqBvbsc9eu0cMQ3FbfxCAuZtYNS8BzCydUPU3kZTTSla+ibY+oThOfUOfKatxm/WPbh0VOAeMoav9vzMlcPf0Fwz8Knrqg4RgYbarHU04+shKtiPpEhj0v3vom1oxp//uV+uwNooEvNrfiVXapu4x9GcTR5WqAgExA6yeayqqcOYFU8Tt+O9rsnezkLzoZK/1MQCJWXG3vkC8fu/GPANpZVnKDY+47m452P6WmMtPYIxdfQl6egPWHqEoG9uJ5ftraFrRMiyTUT/8lbXxOm/mfqyPPzn3k/FDQ4YKmoa2PpNJOHwN4SseJqcm0xi15VkY+c/GXVt/R6Ci75oa6zBf879XLuh4Jzf3M7DLhZcrm2mrE1IY0Uh3tNWU52fOqgsXX99LfaHebLYxpgdBZUsjU4nuUF2jVGaGY+GriHmLqNAKsHY3mtAMWZDxXCJM55yt2KCiR5zI9MQKVCALU6JobWhmmA3T2w9XLnoMBPXcQtxn7gU+1FTsXQfjb65PUihvbURgUCAho4hBhaOmLn4Y+4yilWUEOW9HCuPYIysXdEyNEdFTQOpRIK2kTmmjr5Ye4XiPGY2ruMXYuc/EYGaFpbBY7lc3cbRjx+krmTg1o9iqWxy7gk3K77PKe/VLe1WGCmRhpa+KdMe+YSixEgcg2dw6r9PU1eSjVAi4WBJDQeLa1hkbcQzHja46mpworwW8SA+8qh5D1CSfr4r3uQZD2vOVtbLZWmDLHPXyiOEhMNfD2i7SsoqTFn/HgmHv+7hiNEdj4nLELW3UppxCfcJi0k4/I3c8wFzN/y/Ec2BTGChpqWLmaMfJennaawqxmfGGipykrrW6bbGWgLm3M+1c7/3uR2n4FnkXuo/vrE7qupamLvIitxlrR285GXbY8pP2NqEqaMvyqpqg5qcN1NTYcdYdx5zs+RSTRNzo1I5VSFfqJOIOii9dhGXsfOx8R5HZszB29IMHi5xRoiRDk+6W7EqNoPy9oGvJ22NtZSknSc3ei/PuZgR5T2NFj17XMYtZNS8DdiPmoKBpRMqauq0NtRQmZtIzsVjpJ7ZQcrJX8k4t4+q3CR+81dlw+tPci36ABU5ibQ316OqoYORjQt2/pPwDl+F/+z7sHAbjaa+MSVtHdzjacwj775IflL0TR3teuNSdSPPeFgTXVVPcevQrJ8jIdJQVlVn+mOfoayixsmtG3vcK0ZVNvB9TjmhRno87WHNZDN9TpfV0TyIa3mXMXNQVlEl8wbnISVktY3NqYVUtAvxnbmWiuyErvV7oIya/yA5F/6koaKg55MCAePufIGEw992NSuMbT1wDp3Dxd8+AaT4zVpHVX4qpem339lmpBB3tGFg5YyGjiFV1+tBElEHDoHhFCdHo6ymgZmzf59OqdX5adj5T5K5sGRdGdA+Re0tjJr3ACknf6X7vU1lu4i5VoYUlBYh8Jsx4KnP/lBTgs8DnXjP34HaDhGLo9P5Ob8SkVSKVCKhKDUW7/C7UNPSve5oJcXIxg2BQOmm5/mhYLjEGboqSnwf4sonyVlsjzmPWNR/jUTU0Ubu5RMYWDgweskT3FV3mX1NKhQYumDjPQ7H4Jk4BIajpqWPfcAUnIJnoWNkjpKyMs215ZRnxpMVe4js2MM8s2gmmw8fRdjeipa+CWZOfriHLcY7/E4ESkpoaOtj7joKI2tXtA3NKRIpscFcldpxa1B3C+XUV5uoHmB8sqi9hZP5JTxqoIRAIhn0fX0nt1ukoaSiRvCyjVza+wliUQc6JtZM3fA+0T9vpqbwGlKplJSGVrZmlmKuocomD2tW2JlwqbpRoXPvzbD0CMbKyYcH6y7yWnJhj6as4+gZNFQUDvj/jZ6ZHePXvELEt8/3iHPsxNDahYB5G4j84RV8Z64lM3p/1/2xmpYeIcufJHb7lv8XNYxOxMJ28i6fxGFUOC6h8yhMPtdrhIJEIsJv1jrOfv8S4/6PveuOi+Jqu2crbemw9L5L772oFCsIKPZuTEyMSTTF9GJMom96oqlvqrHFXqNRrKDBBiiIFJFeBOm9s/f7Y2FlZXshec13fr/7BzN37szssnfuPM95zlnyFkozTstUBOA97XHcPr1d7NpzYOh3K4uKBm+wHzSGBjQMzDCJ2ozD1bKr27/sYonfQrkwHJH7a+/rQ9nNCzC1d4fX1OWoup0mVHTU09GMvq42BMx8ll+orYb1s7rIGYAKcn8etqjo6h2VS+tqqUPR1eOgM7X4tie5V3C/MBPB89ZB39weDWV5eN7BCNkx62DtGYHsk79C39wBDgGTkXn0W+Sc2jpKCWuAECy1N4Wmgrm/m4Lcn/7/XO6PZWyBqCf+g4tb3xmVBze2ccXE1V8g7/xu5J7bhaqu3lG5v8ou2XN/dAoFX/k74qTHAqSd2T3kTiAZ4YvfQkHqPom2Ilp6xrB0C5HJWtvUwQvesY8j89BXsHQNwp1Lot/FdU2tMfnZzai8/RcyD38lt92VqkH+KS1u3c/EjONHAJDQ+a8Sn7iVBACZuPpz4hg8Terx+mZ2ZPYHRwiNoSG1r2NwLIle9YnIfZo0KsmZ6ktstfnjRK38kHBC4+W+n0lsfZIz1ZeUTg8ga7nmEvsaWTuTORuPEWM7N0JnapHEN3cSe/+JavusjZl0kh/rRy7FeBKqisd+jmNOyuIDCItOVXiM4ukBZKGtidR+FCqNmDp4kqDZL5KEN3aQBR+dIl/tuUymv/wT8Y59guiZ2ct0vv8GOJFLMZ4KX2+QoQ6pTAgkfvo6Kv0szTTppCDWn5yP8lD59zSy+c94lkQ+sYkA/N/GjLd3Ew2Wgdj+dIBs8XMgFQmBJDXakzjrasp9zpB5LxOvKcsIABJnYUgORriK7Eel0cmsDQeJgYWj1DH1zOzI7PcPyzQHBM1+gfjGP0UAkJhVnxJueCIBQNyjF5CQeS+r7bP+pzfH4FgS8/TnQtvYTj4k7uWfCQBiZONCZry9h4BCETsGy8SKzNl4jDC19WQ+b/Dcl4jHpCXC49CpJHeaHzHTYAi2uUcvIGGL3lD4/px1NUlqtCepSAgkm30dCF1Kf6aWHln42VkSNPsFtX/2VIBciPYkBbH+hM2kq3RsP33+HBVgqPgc9VeMF/lvMJfQGBpEg2VAWMaWxMDSiZg6eBIL12Bi6xNJHIOnEZcJc0nE0vUk8a1dZOFnZ0nS+j3kjx92kUWfniGzNhwkkU/8h7hPWkKcQqYTW99oYukWStiOPsTQikt0TayJlp4xoWtokUV2pqQ4IVjh62XRqaQsPoA8y5H8/FXke7oU40nyY/2IsYq/J1HN1jeKLP4ihZg6eEnt+7yzBSmdHkBuTfUlE9n6Cp/TZcJsMm7ZeqF7vjrJm3jpawv1s3ANJtNe/K/sY1MoJO6VX4i11ziJ/Sas2Eg4YQkEAAld8BpxjZwrtN83/ikSOOt5tX/2/6TmFjWfjFv2rtA2DZYBmffhCUKhUEnw3JcE62ZxbXhu1jGS/Tcx/dWtxJzrP2r7ao45+dLXQfC3a+RcMm75BoXuzYBOI3vDnEllQiA5FO5KTCT8rrynrSAJb+wg01/ZKlhDqLt97edAyuMDSbixrkrH1aZSSWl8AHmea6HwGN9OiSJ7vtpKPGMWEFMHT0JjMAX7qHQm0dQ1InpsG2Js60bMnQOJrU8U4YROJ54xC0n9O88Q96g5xCFoKrH2HEfYTj7E0IpDdIwsCFNbl1CoNMFYWnrGxMZrPImcuYpc/+xTYmlsqvA135jiQ3aGcFX+Pf03wImUxweSICWec7I2phaLxL/2Gwlf8jaZ/d5hiWvU6RYGJG+aHymeHkCecjRT6HyaukZk7qbjhKnN/x/UZ9BI7jTRz6DxyzcQ53FJMo/tOXkpiXryI4l9htfihlYcYu8/kUxYsVHk9Ul6d3gUm7YBm8zddJwwNPjPRveYhSRs0ZvC3/+rWwXxjYcbjcEk8z48QTR05Htea+ubkrmbjgved46PdxP5zDd3DiDTX/1NoXujAuRTHztSkRBI0mK8iIeeltRjLN1CyYJPTpOQ+a+o/bNfYW9KKhMCydNOiv2mJLWMyT5kT6izwscvtDUhxdMDCI32YA6lUGmEZWJFrNxDiVvUPBI8dx2Z9OxmMuu9Q2TBx8kk7pVfyLjlG4j31MdI9awIEvfKL2TBx8lk1nuHyKRnN5PgueuIa+RcYukWSlgmVkLzMwBSnBBM5ttIj52Ia3vDnEn6ZB+Vf5ZPO5mRyoRAssJe8WeGrC1k/qtkwSeniaVbiNS+HnpaJG2iF6lICCSf+NgpHGeJf+03kWukSWb65I/xbgQAoTE1ydxNx4mWvnzfj4aOPpn34Qmh5/rIZsb1J9Nf+VVoW/jiN4l79AICgDA0dcjcTceJtr76P/t/WjN19CYJb+wQ2hY050XiGjmXMLX1yOwPjkh8bmvqGpHZ7x+W6d1ruCW9e0Dk+jrJyojsDndT2XexysmMFE8PILnT/Eichfhnrra+KUnacEDwzuUYNI2Mf+x9tX7uQYY6pDw+kPw3wEnlY+8KcSaZUxSfo7x9IkhZUgR574cTJObJD0nAzGeJ87gkYuEaRFgmVkSDZUCmrP2GjFu2nlBpjFHHV88MFfrbxms8mbPxGLFwDSIaLANiYu9BHAKnEO9pK0j44rfI1Oe/I2kLEsnhjR8Spqb056eo9oKzJSmNDyDaVMXj6qJauLEuKY8PJF/7Oah03IebhUsQmbL2GwLw180Jb+wQxFxFNRMmnRwKdyWVCYFkb5gz0VcinzDcIp/4D3kichI5EO4icn/M058TC1fZ4k1UGp3ErvtJ4j0AIFPWfE04YQmEoalD5n98ilBpD9bqblHzSfjiN2U636PYKBQqCUhaQ+Jf+41oG7BF9lnwyRlCY2oSn7iVZMLjG2Uac/EXKVL7aekZk7mbjhNNXSOpfZlaLLLog0MkJ9ZfkBeU1GTN/XlMXExmrt9L9M3tR+2LWPI2CV3wmso/c5Oh3N9FNeT+nh2j3J8Gy4CELniNzNpwkHBC44l/4jMkacMBUj0zlLhGzSOeU5aRORuPEa+py8WumYbbvzH3R6UxSOxLPxCXCXNG7bNyDyVzNh4j1p6i47N0gHw1IvfHZUnP/cVZGJLjU4JJ7LqfZLt3rj9JfHPnqHebh5uRtTOJW/ez1PFoDA2S+OYuYuM1nrAdfciUNV+L7Gdi70lmv3+YOIVMV+nnrUT72y9A0DwnLxUkwXSMzMncTX8QprYeMef68xfYEhKCw23C4xuJ87hZUvtRaQwy+73DIidGAGS9hw15082aACDmzoFk+qtbZb4PO20mOR3pQSoTAslPgRyiKeOCysojnMx+7zBhGVsQQysumbPxGGEZW6r8c1YnOUOTSiUl0wPIq65WCo/hoqtJKhMCCZMq/7E0Go3Ur39OKCAiS4s21Sfl8YFK3fvBcBdyZZK3yr8vdZM0LN1CSNK7+/m/NecAMvuDI0SPbSvTsVaaTPLnBHdSmRBItgZzZX55YGqx+IsjliEBQPaGuZBES9ELJYegqWTi6s9lGjds0RvEc/JSqf00WYaCxZmJvQeZuX6fYOE89YXviYVLkMo/5/+VRqXRSdK7B4iR9YPAJIVCJbM/OEJYxvwkUuy6n4iFq+TPKHjuOuKX8LTM5zWxcyeJb+4atf1DbzvygvODeVBDR5/M/c8JQZJC1qZNpZKtwVxSmRBI/pzgTqw0JS/cHv4fXPxFCjF1VP3vW/C5Q33kDICfXD8o5sVU1lYRH0giTWQn3Qx/X26Rs8mlLd8QfTPZ5pXhxqSCVCUEKkQAG26vuVqRkukBRIMqff0g7/c1FiQNDZYBWfjpWRK64FWZj9GkUsnPQRxSmRBIkiPdiY2W7P/rwy3+9e2E7fggCDYy0DyyjVv2LnGOmCnzuHZ+MVIJHcMvz3QNLUKh0viEAsMHCRiGpo7cJINHodE1tESuCxPe2EEMLJ2Irok1mbPxGKEzJQcBPSYtIdFPfizzebkRM0QGdA2ZdJIX60cMGfz1FkNDm8zddFzou5KlbfCwIeXxgSR9so/MiXWvqY+RxLd2kZnv7CWcUPW+UKmLnAGAbA3mkOypvkqNkTnFh2zyUSzA+nCwWdaWPz1QKvFcUosw0SWVCYEyJXzlbWNB0qAxmGTymq9J9FMfD71Lyvb5v+VuTcrjA0nmFB8SKuf/k3fs4yR47kuCv590NCNf+Y9OLmnpGZO5/zkhIAxIa8PzhrTfrWPwNMFafDjJNXK/7/QnSdDsF9X2mf+T27hl7wo+D6a2Lpn7nxOC9xuAT3iMWPK2+OOXb1BoHot+8mPiEDSVACDzbIzJdjGkp/jXtxMzjnzzzGJbU3I3zp/cifOXO+nvNW0FWfTZOWImImmtqqZOcsaTjmakPD5QqcTQ3jBn8ucEd5n7MzS0iZGNC7EPmEycwxNI/TvPEFN7d5l/xwDIyQnuSpFK9OlUUh4fSFY6qP4zHQuShrlzAFn0+XniNWW5XMfNtzEhhXH+pDDOnyySoThoZDPj+JH417aJ3Lc9hEvm2hgTgJ8Yl0aCE9U4ofGjiLkjW8SSd4jL+AdxT01dI6F3ZNfIuUJk639bi3/tNyFynL3/JDJhxQcE4K9tJz+3ReLx1h4RZOY7ewlDU7b1xKRnNxNz54BR25lUCsma6ktmzHqaeMc+rvD9hBnrkswpPqQsPoC85W4t0zHGNq5kzsZjxNCKK/j/kJYAUbSpk5zhoadFKhOUW4u/4GxB8mP9JMaJaQwmmbDiAzLpmc2jvvfqxAexL+dxSWTWe4eE4mWi2iYvW5I5TblnYfZUX/JrEEfln+lYkDQCZj5HPCcvJRQqjUxc/TkJTFor8/9S+mQfUh4fSNbL+L8uqukYmpG5m/4g+yLcxMaaZ7y9h7BMZMtd+MavIlErP5TYxz5gMold9xOhUKjEwjVYeJ6hUEjiW78TE3sPtX3m/yvNNXIuSdpwgBhajV67zly/j+gYmRMqjUHiX9smtXCZrqFF5n98SqbzBiatJQEzn5Wpr0/cSvJdUpIgLyiq2WoxSbKcuT+HgMlk9gdHCNtJmHBGZ2qRhDd2EIfAKSr7nNVJzhjO/b2mRO7PVc7cn4mdO4ld9xOZvOZrYubkTW588hGZ+c5uEvnEJqJjJFvBSzRb+dzfoXDX/6ncX2DSWpFkJ05YApn93mFiYif9nUU498eRmPvbG+ZC1j/1GrHxGi/T9U1e8zVxCJgstZ8e25YkvrlTaj//Gc8K1r+2PpGCtd/IZuMdSeZ8cFRqXmssGxX/IFRkp8LGewJAoaCzqRYV2alwj56P2rs30N/TBRuv8VLHyDv3O9xj5oNCpUnsxxvsR2HaYbhFzhO5f0cZX8Zcg0pBbWEGqDQ62E4+EsdkUoHvAhzx10Rv0ClA5PnbeDKjCD082SRSqnMvI+fMDkQ/9Qk6m2qQc3o7xi17F1QaXabjZYE6bU0AYIu/A7oGB/FJQbXCYyyzZ6Outx99Clzc4OAg+m5lYHBQPlmoC/WtoACIMtWT/6RDeDKjGFaaTCyxM1V4DFG43zOAyAu3YKmlgbNRHlDlj1ZLzxhhC15H2o6N0NIzxril63Hpt3dFy2iKQHVPH+Iu5mHp1UL4G+ggN84P61wspR7nFDId1XlX0NPRDA5LE866WjhZI1oizi1qHvJT9kkdU9uADWuP8FHen6LgGjkHZTfPoae9iS+HdmYHeIMD0NY3hZ6pNWrv3pA6xqMK3uAA8lP2wmPiIsE2QnioyvkLNt6RAIC7l4+BGzZD4jg5p7eBEzodWvomMp23oTwPhPBgYu8ptH17WR2W2JmCTqEA4FtuVOdehlNwrMz3tM7FErlxfvAz0MHSq4WIu5iH6h7ZfYdL05NRV5KN6Kc+AlNb8TlCHNRpawIAy+xNYaHJxJMZisuMRrP1QQCkNsjnP9fb2Yr81INwvLATrfdlm1eG0ccD6nr7scyOLddxI/FxQTW6BnnY4u+o8BiiwAP/Gd/Q24+/JnrBmKm65/QwKFQaJj27BX3dHbi273OZj+vh8bAyvQhR52+DQaHg8iRvfOvvCKaMDw8zji9AeEIWRcvs2dheJixbyNRiwdItBGU3z8l8Pz5xK0fJ4j8Mp5DpKM+6gIHebrCdfNDZVIvO5gfS5dyIGbiXf00uy5tHAQO93bh7+RjcYxYIba8vyQHb0RvtDVWoK86GU2icxHHyL+yBjpEZbH2iZDpvWcYZmDsHQEvPWGh7c98AztS2YJ4tf83T39uF4usn4TJ+tkzjJloaIT/WD0vs2XgvtwJBZ7KR3twp/UAAOcm/oTQ9GYQQ+MQ9CWuPCJmOkxfqsjUBAGddTUwyM8DzN2Tz1hUFJhVgazCwrURBT3MFJVSzG9swzcJIsXMCSGtox83mTvwQyFF4DHF4OrMYJ2uacSDCDUGGOiofn0KhImLJelCpNBhacXH2+xfRWlsq07Gb8qrgeeoG7rR1Y3+4C46OcwNbhmcHjcEUslqjYGhOLh0tJesUMh0VWRfQL6PHfPC8dcg9u1NojhUF9+gFyDu/BwDAdvQWsrljaGiDE5aAvAt7ZDrno4aCiwfgMn4WKBQq+rraUZF1AdzwBMH+0owzsPIIA1OLJfL4iqwUmefjkSi6ehyc0HgAwLHqJvga6MBWW2NUv8JLh2Sel330tXFlojc+9LHD/soGuP15A3sr5bMUzDm1FfVluYh6YhNojNHXoyzUZWsCAAwK8LqbNX4uqUVRnIK7AAAgAElEQVTrgOJREm8DHZyqkV0Su7+3C02Vd1CWeQaFl/9AX84N1Jflyfw7BoBTtc3wVmLOax3g4ZeSWrzhbg1Vr2j/W3wfm/Iq8b6XHVbYqzZOAvCtTSIf34T60hzknN4m17F7Kxvg+ucNHKxqxEc+9rgy0Rs++toyHesyfrZI+yI7bQ34GujgjyFZdE7odBRdPS7XdQGArW8UKrJTRO5jauvCyiMUpSN8uLnhCajIuoC+rnZQKFS4jJ+NgtQDcp/3UUFh2lE4RzyIV9SV3IKpoxcAoOjyH2Bo6sDOL0bs8VW5abhXcA1Bs1+Q6XwdDfega2I1ansfj2BPRQOCqy6BG5ogd2yXzaTj6Dg37At3QUFrN7xO3cSmPOly4QDQWFmA6/u/QNTK/4BCoaCzsQYm9h5ynV8WqMvWZBg/BnJwo7lTqbX4VHNDZDd3SowTD/b34dJv76L1fhmmrP1GZBzLd/qTcJ0wB6e/elaqfdi2sjqwGVSZ38FF4YWbpZhsbgAuS1PxQUTgcmM7Fl65g0QrY3zt56DSsYdh6RaCe/nXEJi0FjzeIDKPfivTcenNnQg6k433ciuwzMEM+bF+SLSU/72DG56IvvSj4OgwRcaaqTQ6tA1MZIopmHF84Rg4BVd2fyS2D11DC/4JTyP94GYQwgPb0Rt1I9bL5twADPR1y2w1+iijIHU/Mg59jYlPfwYL12Chfb0dzdBkGYI32I8rv3+IgKQ10GQZih2LztQSa/H6MHLP7YJjUCw0daX/PxWk7keOZxIW2LGhQaUI7RvO/aVN8gaDAkTJkfsrzTyDtO3vY8Jj7ws9gwb6unHpt3cRMPM56JnZyXQ/kqBOWxPgQe7vYyVyf0vlzP01lOfh1BerUJZ5BiHzX8PuQWdcP7AZqb+8JWTRLgkX6vi5v0gTxeP6KzOK/mdyfzZe42HtGYGrD81dPrFPwCNmIU5/vUZgBycJQrk/Q5bY3B+HpQk3Qz1k6Tuj8vZfUsc14/pDS9cQZTfPS+070NcDGlPys9DUwRMO/pOQfnALAECTZTjKjso1ci4Ck9bg3H/X/aMsAP9RBI22ugr0dbXDxI6/aLx9Zge44YnQ0NFH7tmd8Ji4WOoYDeV56Gisgb2ExfYwCtOOwsYnUuRkX9rZi9utXYgfWgjckRLcWOVohvzYAESZ6mNVRhFiUnJR0inbQ0Lomv46hHv5VzHh8Y24m3ZU4P+tCqibnOGgo4E4C0O8lCVboFIcIk31cU2ZQLiCAefyrl7Mt1V8gm3qG8CO8jq862Gj8h+WWkgaFArCF7+Fu1eOob2hCtFPfYSMI9/I7Y0KACn1bfA5nYXNhffwHMcCt6b6YiJbX8xpqXAelyQIaCy1Z2N3RT36RXivm3P9QaXSxXqEjoRb9HwUXT2Bvu4Oif0Ymjr8QPL5PTB18ISeqbXAw8rGZwKqci+PiW/yPxlFV47DjOsPXRNrwbaKW6mw9ZkAACi7cRZmXL9RCbuR6G5tQNHVE/Caskzm85ZcPwWn4GlC2/LbulHR1YvJ5gaCbYVpR8GNmAlQKA8PIYSJbH3cmuqL5zgW2Fx4D76ns5BSLx/BYBgXt64HlUofCnCo7heubnIGFcA77jbYXlaHJiXGnm9rgoou+Z9pAij4m7rW2I4oMXOJrFiXVYrpFoaw12YqNc7DUDdJwy9xNfRMrZD6y5sKzUnFnT2IScnF6oxiRLP1kR8bgKcczaQe5xwxE4VpD7y0Hw40C7b7xaCm4Poob0dxcAqORWdTrUQCHIVCBScsHkVX/gAA2HpHouJWqmA/lc6E24S5yDu/W6ZzPmoouHgAdr4xQuvWutJbYA8FnPPO74Zb5DyJJGXe4ACu7fsMgUlrwBCTMByJ/t4ulN88D07o9FH7fiutwzJ7UwzPxHcuHYRTSCzoGlpix+OyNJEa7YlvAhxxprYFricy8auIRLM05JzejuJrJzA40IfQRa+PIvcpC3WSMwDgp0AOclq7FH4mAcAcaxP08QgK25WYmxXA0XtNcNEV/x3LgpXX78JWRwPzbMSvIxSFOkkaQXNegB7bGjpG5jj33YtorS2T6/j2AR4WXS1EbGoeTDToyJjqi0987CSu6x0CJqOxogBtdZUAgHGmeuge5CGjWXi9S6FQwQ1PQGHaUZmuxSFoKphaLBRcPCixn6VbKHi8QdTcSQdTiwWWkQWaRnjYc8MTUXMnXebA2KOGhrJc9Ha2wco9DAA/ZsANnyGYh/u62nAv/xrsA6aIPP5e/jWY2HuAqa0r13mrci9Dz9Qaemwb9PAI9lc2igwUlqQnw4zjC20D8WRXfToVe8OccXyCO2p6+uCfnIU3cyoUjhWc/+Fl8AYHEPP0ZwqOIBrqJGcAwBe+Dujl8fCBjMlPUTBh0qFLp2FnuXzEFiEosObbUVYPPToNJkqsRd/Pq0Ifj4cv1JCsUydJI2b15+AN9uP8D68odDwPwBu3yuGfnIWanj4cn+COPWHO0KeLn5l1DM1gxvFBafrpUfuW2JtiX2UDengEemxb6Jpaozr3ilzXxNTWg4mdO6rFxEAcAiajOu+qYA1OpdHBDZ8h8Ni28ghHb2eLTEH3RxWl6ckwdwkSxCu6WurAG+iHrok1COEh/eAW+Cc+AzpT/Hom88i3MLZ1hb3/JKnna2+oFoqdjMTOsjokGjLQc7+EX5AoA6gAPvWxQ8ZUX5ho0DEtNReLrxWiXU7yWEV2Coqu/IHIJzahpjAdVm4hch0vDeomZ8y3MYGNjgaevH5XemcJcNbVwuFq6cQ5/v/GZpRmnsHU57+D/lCidIBCQ9iiN2HG9UfylmfQ0Sh9zVPY3oM+HsFsa9kKlkThQl0rbrd24acg1ZOa1UnS0DGyAFNbFyb2njDj+OKvbe/JHc/4tbQOricycaa2Bd8EOCIl2lNmogqVxoBT6HSEVV/G7vIGkbFmHSNzdLXUS70uphYL4YvfwpU9H6O3s1VsP68py1FTmCEgYLAdvVBXckuw3zliJu7KuEb/N6DyVipSfnkL4QvfEIoz9LS3QJPFj/02Vhag+OoJBM9dJ3YcOlMTA72yvQt3tzWiJCMZHhMXSu3b29mKa9lXUK5hLMgLAqJzf8Vy5v5q797A2e9ehH/iM3CLmi/Y3lJTgqzjP2D88veUIjmrm5wxnPtbl1Wm1DiRpvq4LmechRAe7l4+hj8/eQyvdJ3D/cIMuc9b0dWLBXaKz8v/K7k/HSMLhMx7GZe2bRDkyag0OsIWvQkL1yCc2vIM2hvke+dJqW+DT7L43N9SezYum3gj++wuQMS8+zB8pq1ATvI2mZ4PA33dEtdsNAYTYQvfwPWDXwrmak1dQ/S08wkaFAoVgUlrwQmdjuQtz6C5ukjqOccS/yiCBjCcBORXaXc230d5Vgrcoheg8vZfYGhqw5zrL3WM3LO74DFpsdTkXW9nK8pvnofzuJki928rq8Nye34woyT9FMy5/qOCG6HGusic4oM33a3xa+l9uJ+6iT9rWmS5VbG4cfR79HV1IHTBK7iy+yPYB0yChUuQUmOqm5wBAD8FcVDQ1o3TteIXLbLAVkcDe8rrVXRVsiO1rhUhxtKTFZLwVk4FeAT4xEd5xuPDUDVJw2PiIlDpDOSl7EPUyg9RfPUEykZUYSiCLYU1cDt5E9ebOvBbCBfJE9xhoyWcFLV0C0FvZysay/OhRaNitrUxdor5vt2i5qMgVbp6hoaOPhwDpwqqCyWBGzEDNQX8QDJfPWM7eIP8xLWtdyQqslOljPDoY6CvG4V/HRaq1L5/9yb0TG2hpW+Cgd5uVGRdgFOI5Ert3HO/w9YnCixj6aoqAFCSkQxbn6hRi1H+XPwgmNdQdhuDfT0w5waIHMdGi4nkSHf8FsLF9aYOuJ28iS2FyiUOejtbkXH4axhaOsFr6mNKjTUMdZMzAOATH3sMEuCd2/KpVzyMECMWUuoUTyQqij0VDSIrQuVBcm0L7rR34+dgroqu6gHURdKw9hwHblg8SjPOKB1cPV7TDPdTN7G19D7ecrdB5mQfhBqLTgRp6RnD3CUIpRnJgm0jA80j4Rgci+Lrp2S6BhqDCa+pjyHrxE8S+1m4BqG3o5lfkUShwMZ7PCpvXRTsdwqehsbKArTUKK468L+M3o4WlN04B9fIOYJtdSU5MHX0BsAnKXe11AnW0eJQX3obVbmX4Rf/lEznLUw7Ak5Y4ijix82WTrT1DyJySH2ss6kWtYWZcAoZTebQplKxNZiD89Ge6BrkIezMLay9WQplZr3bZ3bg7uWj4PX3IfKJTSqpNgHUT85ItDSCA0sTT15X7qVwhpURCtq6VXRVsuNgVQOYVApcdBWv5qvrG8C+igZ84KX69TKgHpKG5+RlsHQLBVNbD2e/exGt98sVHut2WxcizuXglawyzLQyRkGcPxbZig4UuUYKK8ktt2djW9loUpOleyi6WhvQXC09iaGhow//hKdxbe+nUgMi7jELkD+knmHq4ImGinzBMVQaA65R85B77nep53yUUZC6H66RcwHwg6tt9ZVC83DRlePghsWLPHagrxu1hZmw9hwn1zkJbxAl6cmC+XZH+QP1z4fHL8k4LTbesd7dGrem+cORpYVZfxVgVloBGpRcjw729+HMN8/D1METbtELpB8gA9RNzrDRYmKmtTFeyy5Tapyl9my09Q8qRYpWBE19A2gbGMRiJckPr2WXYaa1Maw0VUtqBtRD0nCLXgBTew+c+XotBvtlV0cUhYa+AcxKK8DstAJwWFq4Nc0f691FJ9y5ETNRkp6MgT7hZ7AmlYL5NibYUcaPbTiFxKEkPVnuxKSN1zjU3MnAoJiqYE5YAoqunhD8besTibb7FYL1sWvkHJniIo8y+nu7huIVD9akI1U06ktzUFecBc/JS8SOMdjfi7QdHyAwaQ10jMwlnq+9oQq6pqMVNACgqrsPmc2dsMs6BOcI0XPxSCyyNUFBnD9mWBnjlawyRJzLQa4S672c09vR3lANI2sXWKqQoKFucgYVwAdetthbUa9UnMRNVwtMKgWHq2UnzuWd+x3Zf/6MSc9tgblLEH7zfgIa2ro4++0LEpP0D+NOezdmWCmuOgcAK68XwZGlqZCKhDSoi6Rh5RaClnvF8JqyFCk/v47+HtlUEh/GAIC1N0sRduYWugd5OB/tia1BHGhTJUfD7Xyj0FVZgHhjDewSE2vWNbFGe4P06v+QeS+j4tZF1BRcF9tHj20Dp5A43PzjBwD8JKiRjYuArKGlbwIzjq+Q6tH/gx/XPf31GnhMXAyf2CcAAD0dzdDUfVCMcuvUb9Bj24hVPKJryK6gAfB/245BsRKLDQV9L+xFJncaVjhZCnJ/b6go99dSU4LkLc/AKSQWgbPWCooAi66eQMu9YgTNel6hcdVNzgAe5P6Sa5XLfdrqaGC3grm/gYF+9Odkyq2eDwApda0IERMPlRUPcn/2So0jCqrI/VFpdIxfvgG3z+5EY0U+AL7qZfRTH0NDWxdnvn0BvR2Kf3+icn9clibm2LFx2TQAFVkpUscw5/pDU9cQZTdkU2Qe6O0BXYKChk/sSjRVFQrFjzVYBujpaAGNoYHxj70PAwtHJH/1HLpa5C8QUzf+eQSNrBRBlTYwpKIRFg8NbT3kntsFj0niF9DDqLmTDt7AgKCSRRIKUveBGzEDNMbol9Bz91tgrsmAp742Bnq7UZp5GtzwRAAPpOb2h7ugoK0bnnJIzUkDITyk7fwAemw7uIyfhcs7NyFs0RsSZZ0kYSzIGbHmBnDR1cLKdOWYzTFsfRACXGxQfUBcGraV1YGtwVBKgg4A3sopxzxbU5hpql7yXlUkDRN7D7hGzkXazk0Yt+RttNSUIOf0dpVc40h5fSaNOkpe32XCbNy5xK/WS7IywrXGdtzrHh1Q0TOzg5GNM0oypC9iXcbPQkV2CrrbGiX2ozH41de553bB1NEbLGNLQYJRk2UIQysn1NyRn4H5KOLOpUOw9YkSLFx5gwOozrsMGy/+/Hz38jFwwuIlqkn0dbXhzsUDgsW2NHS3NqCxIn+UndXJmma46GrDaQRjvjDtyKgAB5MKfOvviMuTvMGgUBB1/jZWpstuMyUNRVePo/V+OVwnzFY6uDEW5AwzTTrm2ZrgrVtlSo2jSaXCVIMxyuJiLJBa3wYCvsWKMlh5/S5cdLUwbYQSi6qgapIGy8QKYQtfx2B/LzKPfKOaiwSwMa8KXqdu4E77kLx+hOsoeX2BPP5QEOXhQPMw9MzswDI0R80d2SThnCOS0FhZIHg5EAdueCLuXuard5jYeaCvq01QNU6h0uAesxC553bJdM5HFfkpe8AJSwBDgy/B3dFQDSqFJggc553fA/cY6VUhN4//AGuPCJmUJ1ruFaOrtU7kunpbWR2WOzwgL+en7ofrhDlCz4Zhmyl/QxaWXi1ErJw2U5KQe3YXCi4dBAjBxKc/k9lWSxzUTc4AgI997HC4qlHpz8DbQAfJtbLL6KsKAvspe8XtpwDg1ewyUAFs8rJVzYU9BFWSNDih0+EyYTZodAbOfvsC2pQgZ4zEsLz+oSF5/csTveE9Ql7fwjUIhDeI+0PKQ5aaTIQa6+Jw1ej1rnPETNy9LFtlnn/iapTdOCdVntvIxgW6JlYC2VFTR2/Uj6gGdAyaguZ7RWi5p/rEzP8SKrJToMe2gYEF307tzsWDcJ3wgEhXW3QTdA1tGNm4iDy+POsC7BSwOSm+dgKOQVNBodJQ1tmLnBHqnyNReOkwOCHTheIdwzZTyx3M8H5u5ZDNlGQVQnnQUlOC7D9/hl/CKhhaOik1lrrJGQA/2Fzc0YM/7om23JQVU80NkNWiWCJKWWQ3d2KauWLxomEcu9eMko4e/Bys+mptQLUkDUNLDvwSViHrxM9okdFqShZcb+pA4JlsvJ9bieVD8voJlg8+VxqDCU5IHO6IsFWNtzRCdksnyrt6QaHS4Bg0VTF7Ex/x9ibGNq6gMzVxv+imYJvLhNkouMS3MzGwcISeqQ3KZQiOP+ooTDsKbniCYE06bAs4jBvHvgcnLAEsEdYkw2iqKkTe+d2IWPyWxLhHe0M1WMbix9lWVocEegt0TawEz4qHMWwz9ZGPPQ5UNcJVAZspcbi652PQNbSgZ2YnU2JSGtRNzgCAjd58Eu9r2cqtuZY6KGahXZpxGmk7NsI/YRWM+pqR+uvbGOzvlWuMUzVN8DFQbg1a3dOHI1WN+FgNRYCAekgatr5RMLZ1w8Xf3pVJbUQaqnv6EHsxD8uu3YW/EV9e/0Vn8UVgzuOSwLl9FFcb23FPzPuWrokl2uslEzQcg6ZBz8xeQLwQh8Cktcg9uxM97fz3MiNrZ7Q3VAtiKtywBJTdPIeB3rEn1v/T0d5QhVObV8PcJRDhi99Eb2erUO6LN9iPK7s/QuCstSJzYnyLE9k/12EVDVniJT3tTbhcWAgPQx3sH+cut82UNHS11CH5q+dgYO6I8Y+9L1inX9v/GdhO3nAImCzXeGNBzlBV7m+iKnJ/Cqo0by9XZe7P5B+Z+/NLXI3utgYBWVdL3wRT1n6Dtvoq/rNMDlKTODyc+zsf7YlBHQNcTT0EQqT/93lPW4Fbydtk6gvw5wIKhSJSLdjE3hMOAZORfnCz0HZNliEG+3sx6dnNGOjrxvkfXka/FNX9vwv/OIJGS00JeIODMLJ2BsCfsMpunod7zEKUZZ6FHtsGxjauUse5fW4XPGUgc7TVVaKxPB8OgVNH7RskwM7yekEAsvCvw3AOicOnvo7CUnNX5Zeak4bB/l6k/PQ6HIOmQcfQDMXX/kT4krekqoI8jLEgZwDAZ74OOH6vCeVdygWb59uaoEwBaxhV4G5HD3p5BHOUkKADgANVjajo7MVPgaqv1gaUn6gZWiyMW7oe1/Z+BvfoeaAxNXFtn2olaAG+vH70hdt8eX0zvrz+M74eMLTioPzmBQDAcgfRVYAA4BY5F4VpR8EbkPw/RWdqwXlcEnJlkLx3DI4VVF97T1uB22e2CypabLzH417+Nann+7egt7MVpRmnBRWBAFCRfVFAoGuqKkRvRwssXCWr++Sn7oe5s7/YQMTDKL5+Eo7BsULb+N6t9Vg2Qrq5NPMMzDi+gmTcU0NSc9FsfazOKFZIak4qCOH7TlKAsMVvSq2kEYexIGcAwM+BXJR39uKgDHKekjDH2hg9PIK7HX/P3Fze1YP5NsrNy2VdfThxrxmf+6rHY1VVJA0aQwORKz7A4EAf0g9uUbjaRBzahuT14y7mwVSTISSvL0oef2SgeSQcg6ahJEO2ikCGhjbcJy5E9p8/S+ynpW8CtqMPym7wE4G2PpGoGMF+tvWJRHdrA+pLb8txx48eOhprUHMnXUAYBoZsThz4FYFVeZdBZ2rCTIriXH93BzKOfIPQ+S/L5IfNt5ZKHLX9SHUTgox0YT2kltVQlouejmZYe0YI2Ux9VVgDn2TFbaYkIe/c78i/sAc0piYmrv5CJusWURgLcsYGDxswqFSsu6lcMmlYRn972dgrzgF8+6lIU+WIczwA792uxFJ7tlKy/JKgCpKGlUc4/BOfBQgPZ75Zi7Y65RSpHgYPwOtD8vr3e/pwYoI79oTy5fXdouYjf4SS3GI7UxyqakTXoPAbnY6RBYxtXVEug3+rGccP5s4ByD75i9S+7jELUZC6XzDXsx0eyDVTKFS4xyxC7tl/N2kO4JOYC9OOCkgZVbmXoaVv8oCQQQiKr/0p0ioKAKrzrsDU0UvuuautrhLt9VWw8uCT57aVPlD/HIn2hio0Vt6Bnd9EcFmaSBlhM+VyIhO/lKqH9JB7dheaKu5g0nNbFJ6Xx4KcMZGtDw99bTyhpKoRAHB1tXCkWnLBgLpwpLoJzkraTwHAk+lF8NTXVpocLQ6qIGkwtFiY9NxmNFYUIE9NxN1fSu/DZUhe/7sAJ4G8vr3/JDRWFKBDROX1cnu2gNBu7RGOtvoqtNfLl8hharFg6uCJ6jzRtihOodNRfO1PgXS0sY0rtPSMUX37MgC+t3Zh2pF/vWUrADRX30VXa4OAYFxX8sAWEOAn6vLO/Y7ApDUSx8lL2YvBwQG+SrMY8C1OLMXGa1PqWqHPoIJ6bd8oRSN9OhV7hmymaodtpm6VqzR2O9jfh9Rf3gIIgdfU5UqNNRbkDBMmHUvsTLHhtuJ2W8OINNVT2EK7tjADyV+uwgJmGajyheIBADvLG6CrpP0UALx0sxRMKlWsqo+yUCVJQ0vPGGZOvsg6/pMQqVcVuFDXCp/kLHxVWIO1zqKttQ2tuNDWN0Eis01srBkYVtAQPz+zjC3hP+MZpO14X2KM2NpzHLQNzYQsA/mE5hwA/CITTmj8/9ubSEBvZyvOfvsC6BrasPYaD21D4bVsY0U+iq+dRPDcl0Ydy7c4kY/4wlfRmCaRrEYFXxn9Z0oWqH4R6HQPwLNZZSrP/fV3d+D8D6/wk8jPbIaGjj4Gertxcet6BCStgR5btkKGsSBnAMO5v2alc3/zbE1QroyFthIobH+0c3/WXuNg4zkOV37/EACgb26Pqc9/h7Ib55B+4EuVrw+LO3uwKqMI3TQNWMTOwEmrTjwpxVp7WD2jXEb1jGEM9HWPslOmMZgIX/Q60g9tHqVwpWNkBp/Yx1F7JwOXd20SqOf/E/GPI2gAQEV2qpAsaO6ZneCETgdDi4W8C3skLoyHUZmdCg2WAdiOPlL75qfsg1vUPJGL6d0V9Yi3NIQenQZufxNeuPEVpjnZq0RqThp6Oppx/sdX4Zf4NO4XZYHO1IL7CH8qaRgrcsYbrlbQolHx/E3lJceDjVhIqVPOIkUZFLR1Y4aV8ozyp9KL4GeogwgT5WSTxEEZkkbovJdRnXcFOkbmMOcG4OLWd9Q6SR2vaYb7Sb68/jo7Pcy/+hWsNagIMNSBDo2GSyKSNRo6+rD1jUZh2hGp43PDE1B794bIIMlIUKg0uEcvxO2zu8B29AHLyBwl6Q9k/G3+395kFPJT9oITOh3MoaBqzZ3rMLJ2hoYO/yXo7uVjQklCURjo7cbts7vgO/1Jmc5ZdfsvGNu4jLKT2llej9k2JtCiUQXjlt08h1lh0cic4oO33G2wdUhq7niNctVvktBaW4bCv46gu6UeEx57H1S6fBLAY0XOGG+iC19DHTylJLMZABKtjHCnrUsFV6UYUuvalLafAoDnb5ZAi0bFa67iq5uUgSpIGsFz14HHG0TLvWKZEm2KIqe1C+HncvhS1kPy+isixo+Sxx8ZaB4GhUKFY+AUlKTLZm/iFj0f9/Kvo7W2TGI/Tuh0fmXJUAWErfcEoTnZY+Kif716xjDyzu+Ga+RcUGkMAMI2JyAE+Rf2CFlUiUNF1gV0Nt2HW7T0tWVF1gUY27iCZWwhtL1nkIcDlQ1YMoJAV5W6F1vdDfFbCBfpTR1wP3kTXxbek+MO5UfehT3IPbMT2vomiFn1idxz81iQMwwYNKxwMMN/8iqVsnYBgGX2bLT2D6Kl/+9JwOwur4etjnL2UwCws6Ie1d19+DFQPdXagHIkDRN7D4xbuh6Dg304/fUagaKPOtDQN4CkYXl9XS1kxQVikk4/yjL5gQsGhYKFdiYig83c8ASUZiRLlfin0pkImfcy0g9slhrMZBlbwJzrj7tX/hAca2jNFdhuWXuNR29XG+qKsxW53UcOdy8fhY1PJDR09EF4gyj86zBcxs8W7C+5fhJ2vjGgiZBmHejtxv2im7D2CJf7vEVXT4ATyrdPOXe/BWZD6p8Po/jSAXzMNcT5iT7oVpHNlCw4/+OroNIYiHnqU4nV56IwFuQMAPjSzwGna1uUJna7D8noH6r8ewgaByv59lOuSthPAfyilTO1LdisQrn7h6EMSYNCoSJm1aeg0hi48ONrarpCPkbK6/cMyeu/6uuCoiG1ipHw0tcGW5OBc/f5sSxOaLxC6hlWnhGovXtD5BxNY2rCzjcaxddPCra5TJiFwkuHQQgPGjr6sPFKgloAACAASURBVPGeIFCj+38Ad9OOgjtuBgD+e7ymriE0WA8UFQsuHoCuiZVk9WVCcGXXf+AyYTaMbd1Edhno7UZ/T6fYhB8BsL2sHhMas2HnN1GghDdsM8VhaWF2WgGSVGAzJQ497U3IPbsLTsFxMLYTfR/SMBbkDAD4MYiD6q4+/F6hvIKIjbbiMvoAMDg4iL6cGwpJ6Tf1DaCtfxBLlVSdGwDwYV4VnnA0hz5dPWkcVZA0qDQ6Yp7+DN1tjShMG60ypCp8WXgPHn/eRPqQvP6pEdbazuNmgnFtLzSpVPwloTBA18RKrMUJhUpDxNJ3kHN6u0RrVRqDiYCZzyHj0BahpCfb8QGh2dozAh1NNf9ai1ZZMdjfi0tb16Oj4R4cAiaNigffOrUVemZ2o6xO6BqaclmcAEMqGumnxKpoLByymZppZYxXbhRjcnIhMu914zNv9ajY8Ab7kbZrI+4XZ2Hq89+CZWyBlpoSZB3/cUhZQ/I791iRM14X5P6Un/uDjVhIuT/2FtrDeFRzfzpGFgid9woubd+Avu4OmHF8MenZzcg+8ZPaYqk6NCp+DnHBEbup8Nr4I7bercTb7jbImOyDYCPRcXx51TOGIcrmxCf2CTRVF43K55nYe8LIyhmFl4/JVJjyd+MfSdCofIig0dVaj7Ib5+ARsxBFV0/A1NFLKouMEB7yzv0uE5njftFNDPb1wkqEZH197wBuNLZj/3h3/BDIwX+L7uHwjPdxga5Y5bS8aLtfjr+2vYdxS9/BrZO/wj1modiXgpEYK3KGLp2KVRxzfFpQLbdk3MN4IKP/91QDAsCp2iZ4G4wOasmLvPZupNa14mt/2VQDFIEiJA1O6HTomdnhflEWPGIW4sKPr46ZvM9uXR+86rIS9Wwz/Bnlhc997XG4phlERF/ncUmoyLog1RNL4H0tQ/WenW80ulrr0VB2G96xK5BzeptgEc3U1oWJnRuq868pcmuPLDqb76Mq9wq4Q1Yig/19qCm4Dhsvvk922Y3zYDv6SJWUv5t2FAaWTjJJ6Q/296E86wIcAoXl3Kq7+3C9sR0zhzw8dWhUxJWdxvvatSjoJvA8dQMbVSQ1Jw05p7eDoamDgf5eBM1aK/NxY0XOAICv/B1xoa4V+e3Ks5K9DbRxUo2kF2nYXlYHUw3GKF91edHLI/isoBqrOeZgqSmwoQxJgxueCBM7d7CMzHH9wBdqub6HsbtiSF6/uglvGvdj3u2dMNfkJ/0fDjQPw9wlAF2tDVIJFwCfbOc8Lgm3Tm2V2I9CofIrS4YCykbWziBDRBWAL/NPodJRnXdVgbt89NBcXYTmmmI4Bk0BANSX3BKSbC7JOAMjSy70zaUH164f/BJuUfPBMhYvEwvw5+aS9GRww2eM2rejrB4L7EyhRaNgqZ0pdpm3g+oTgmWd1ngivQjdKrKZkob8lL24lfwbDCycMGHF+zInA8eCnAEAPwRyUNfTh19LlbeLmmJugOy/SUYfAC41tIMQvjWhslidXowgY5bSNiSSoAhJQ49ti5hVn2JwoA+ntzwndxW0orje1IHg87k4aBqGeGY19oVz4aGnhVgLQ9xt70HxQ2pWVBoDTiFxMiXkPCcvQUtNCapy06T2dY2ch6KrJwRJQmMbF7TdrxD87Tnp/0lzI9Hb2YrKWxcFxOWiq8dh7RkhSAR2tdajvuy2WCuTiqwU2PlGy33e8uwUmNp7QkvfBDwIq38OYyJbHzstuqHf34GtLrGIT7ujMpspaejrasPlXZtgaOUEv8TVMh83VuSMl5wtocugYU2m8omTZQ5s3O/pVzvpRRwGMGQ/5SC5ak0WPJdZAj0GTaKEvLJQlKThl7gahpZOuLxzE/q6xia4X9XTh2kX8/BOjzmCLTSwy7p/1PNvmT0bO8rqwQOgrW8KE3sPmTy4H4adT5TYohE73yjUl+agu5WftNZkGcLKIwJF104AALjhM1CZnTqqgvDfjPKs8wKCMSE81JfmClTnAL4CUsbhrxCYtEYiubertR7pBzYjYuk7oDNFK9XwVTTEFwLsrWzARCMtdBRcxorw8QKbqQ9yKxF4JhvXm9Qflyu6ehy8wQFErtg4KgEqDWNFzggyZCHIiIWnM5RXNZo0JKN/SVkLbSUqjrNaOjFVBTarP5feR11vP34MUh+pWVmSRvC8daAxNATkXnWii8fDE+lFiD5/GxpD1tpfB7vC3nsCoppzsb2sTmSseRi6puIJGl5TlqG/u0NgzS0O7jEL0VRViNrCTKHtpg5eAgUN54gZQgql/w/xIISH/NS96G5rxtQXvoOh1YP/dd5AH67s/hCBSWuESHbyWpwMI+/87lEqGl762rg80Qsf+9jj0AibqcLLf+A3pjMczczxlBRlAIVBCLKO/4iC1AOYsvZbGNm4oOjqcbTcK0aghJjzWJEzdOlUPK3q3F/52FtoDyP5Ecz9UWl0jF++AbfP7kRjeT7s/GIwfvl7SNv+Pkozz6jt+j7xsUeFERe7CstRW5yDjXlV8D51A3fbu3EwwhVHIlyFVKTMnQOgwTKQWz0DAAb6esAYoaBhYu8Bh8ApSD/wpVA/G+9IRD2xCYP9vSj8S3rh9z8B/0iCRmNlAah0plBg+fbZnXAKiQODqYXCS4fgMXGR1HFK0pNhaOkEAxl8T/NT9sL1IXUKfToVe0KdEWlhDLfQCCxLL8aO3EL8+uV6hC95R1BVrm7cL7qJzGPfIXTBq7hx/EeMW7ZewLgWhbEiZwDA9wFOaOobwPfFtUqPNcfGGD08nuptCeTAsAQdWwVSy6szi2HEpOMZJ/WReeQhaeib2cE3fhVyTm9D8NyXkPLLm+hsVl/AayQMLBzhl7AKZ7e9j7Xb9+Ht7BJYamvj1dmJ+MTPUei6qXQmnCNmIH/IK0sSHAIno7WmVKjiWxw8Ji1G7tmdMOP4QtuAjdKMBw8oa88I1BbeUIkP16OGvPO/w3XCbIEfXsWti7Dx5hPoBvq6UZ51Xqxk8zB4g/3ISf4NfvGyqWiUpJ+C00M2JwDfu/UxBzbmWBsjNcYLxujFd85x2Ob7BDp4yiXv5cFgfy+uH/gSOgamYDv5jrJkEYWxJGc8yzGHIZOOZ1QQOGFr0MGi07BTiaoTZXG3owc9PB7mKilBBwDfFdeiuW8A3wco54cuCYqQNIxt3eAT+wS62xqQd2GvSrxaZQUPwH7HBKwxjQPPxgZnY3ywlmuBFQ4PAs0j4RQcK7N6hufkJSi/eR6dTZLvx9ItBN1tjQJCho33BCF7E89JS/4/EfgQ8s79DveYhaBQqGi+VwxtQzaY2noA+AGMgksHZVLR6GyqRe653xEyb53UvnfTjsIpOFag3DGM4s4eNPf14+IkXyRaGWFxWh5mf/0TjGMel4kkokoUpOzDrZO/wtw5AKELX5faf6zIGX76Ogg30VXJvAwAzrpaOFT191RpD6OsswfzbZWfl7NaO3G5oR3fqVFFA5CPpKGlZ4wpz38DwhvEqc2rJUogqwM+cStxnGKOwE+/x9GKeuwKc8F7njY4XT866WbjPR4tNaVS1T30zOzgHDET6Ye2SD0/U1sPDoFTcOfigypxtqO3oBrQjOsPuoY2qm5LJ3r8m1CQuh/OETNBpdHR19WOiqwL4IY9UJorunpc7Jq5Kvcy2Bxfie/4ojDY14PyrAuCdfPuinpMt+Crf3JYmtgRwsW7njbYcLsCSWfTcVvPHwZWzorfpAKovHUR1flXwQmdDnv/SVL7jxU5Q5tKxRpnC2wprEGXCoiE4031cFWNzxFZcLWhHRNM9JQep4vHE0jIa1PVFzKUl6RhHzAZnNDpqM67isqci1L7qxLGdm7omPAkIr/diQ23SrHB0wY7QrhwYmlCn0FDnIUhdlfw35ccg2NRnnUeg/29UkYVBkNTB2yOL6pzL4vcz1flOCH4mxuegIqsC+jrageVRodzxAwUXByt7vFvxsME47qSWw9U54ZQU5CO5poSvqqyBFRkp6CuJFusJQqfoCHegqK5bwBXGtvwfM1pvGLYjbMNXXA5kYmf1WQzJQrdbY1ob6xGRc4lRD35oViyycMYK3IGAHwX6ITLDW3IblVewXPe32ihPYwj1Y3gqsB+CgCeyShCuIkefEQoZakKipI03KMXwMiKCzI4iHtjWFRRNGSt/UxmMWLMjfBS+ueYxNbFvkrx6isUKg06hmYiYy4m9p7ghiXyrY2JeIqHjqEZXMbPxo2j3wpt12PbYqCvG12t9dA1sYahJUchst6/FT3tLRgc6EXm4a8x8enPYeEaLNjXWJ6PkvRkBM95UbCNzpRfQQMYoaIxcZEg9/fnBHfc7+mHf3IWXn/IZuqvfZ9jt+9KPOdijSAxqgCqQGHaEVzf/wViVn0KS7dQXNv/GcycfOAQMHlU37EiZwBqyP0N8lD0N1loA3xFK106DaYqzP2t/ptzf34JT6O7rREFqfvhFr0A/onP4Ox3L6L27g21Xddj9my4m7FxwGYKck5vE2xvHeBh4ZC1NluTgRtTffGxN99a23vaCuQooJ4BDFmcDK1baAwmwha+jvSDW4SIya6RcxE4aw3O//gaaAwm+rr/3nczWfGPJGgA/Bf5kSoa3a0NKM08A/eJi3Dn0iG+z5cUxi9vsB/5qfvhKYOKRnnWBeixbQQMvXeGpeZ0tTD7Ui4+2H8Mn3vbQoNKQdnN86jKTUPYojeUu0k5UJqejJL0U3AOT0Tt3ZsIFhNIH0tyhoeuFiLZ+lhzQzVSXTOsjFCgRssYWdCsIgk6AGgf4OG/RbV42dUKTDX+0mSZqGkMJsYt34D8C7sRmLQWV/d8gqbKO+q7qBGga2hh/GPvIfPot2i9Xw4zJg3vethi2dUCvLTrIGZaGKAgzh8Lh4L8DgGT0VRZiLb75RLHpVCoMkveW7mHghAe7uVfg/e0x4XUMwDA1jsSFbf+395EFFpry9BQng+n4DgAo32y714+Bk5ovNRK5ZL0ZGjqGsHCNUjqORvKcgHw2ZAjYaXFBIelhbWu1ngqowhrM4qw5bP1GOjvh0/cSkVuT2HUFFxHQ0UB6opuwj9xNQytxPvOjSU5g0kF1rlY4fuiWnSowB9x+d8soz+MO23dSBxST1EWz90oQRRbH+4qCpSIgjwkDQ0dfYx/7D0UXf8TmixD5F/Yo7brEgU7vxhYe4Tj3K6P8PT2/YhLyUGwMQuzbNmw0BJOxDO0WLB0C0WZDGxnbQM2HIOmIef0dql9ueGJQtXftj4P5mQTew/oGJqr1fLlfxH3i7LQ190Ba69xILxBNJTlwdThgUrR3bQjsPaIkKpwBPCTiho6+iJf/EeivaEKzfeKhNbnIUYsZEz2gaMuC6b+wXgxuxy5bd1orinDjWPfYfzyDVJlOVWN/JS9uHXyV9j7T4Rfwiqx/caKnAEA3wU54XpjB9KblVe98NDTAoNKwZG/maCRWtcmVrZSXqzKKAJbg4HHHZRff0uCLCQNhhYL0176EVQKDSe/WCXVQk/VsHANgr3/JFzZ/RH6Bgaxo7wePxTVgkGj48MFs/BrqItQwtQ5YibuSrMEpFAQMu9l3Dq1VVB5LQku42aiMuciutse/I+ZOnqhbqga0GPiIuSd3y0xcP1vREtNCdrqKmE7pJJx59IhOEfMAIVKAwBU516Brom1SCXQ/p5O1BVlwUoBm5PiqyfgFDIdoFDQ0DuAqw3t2BrmgkMRrrhY34aJF3Jxvq4VnU01uLL3U4xfvmHMCk2GcW3vZ+AN9CNozoswsnER22+syBkA8E2AI9r6B7FZRRZcNtoaggT934XdFaqxnwL4EvLt/YP4OkB9VYGA7CQNIxsXBM1+AbyBflzb95lar+lhMLV1MX75Blzd9yna6qtwvq4VEy/k4lJ9Gw5HuOLXIA6uNnehsW8AoFDACZ0uRKSQFVYe4agrykJ/z+i1gp6ZHXSNrVCddwUAv1KSGzETdy4dAgDY+kajta7i/2X0RWAkwbi+JEdovTyMzCPfwi1qntQYc8ahr2DG8RUUrIxEe301dE1FK2hoU6n4NYiDqZYmcA8Owl6fGTjkvexvUdy5l38N/d0daKoqRMTSt0VafY/EWJIzVjqYga3BwFPpyqtnAECwke7faqENAIcqG8GkUlQSe0hv7kR6Ywf+q2ZSs7wkDWuPCLhGzsW1/V9AQ0cPjVVjE2seiRsGLljv9yJ4HGfo+YXgXIx4eX1tAza625vBGxBWE2NoaCNiydu4tu8zoTWwKPjPeBZ3Lh0cVfQ4Uj2DGzEDxddPgjfYr8Sd/bvQ09EMTR0DVGSnIvXXtxC+6A3+GncI2Sd/hYGFo2CtzdDQUoigAfBVNNaYUpERH87P/UmwmepubcDZ5N+xyyEB3wc4wURD+cS+OFTd/gspP72OsAWvwd5vIi7+9i4CktYIvT+MJTnDXR25v/a/N/fX0j+I1v5BLFNB7KF9gIcfimvxyt+Y+7P2Ggcb7/G4uudjBM5aC8egaUjevFqta0I/Ax285GqNPQFPI3XPJ+ANjv7djLTWTrI2RvLiOTAzNFY4tjvQ1yOwC/We9jha7hWjIjsFAD9HGJC0BpzQeJze8iy6W+vR29H6PxOv+McSNCoesjkBMOSXNw1UOhPF1/6UyTO76PIxmDsHSpVu5g0O4M6lQ3hyXCTyYv3wmIMZPsh7IDX3U9E9lHf24n1P/oR44+j30NIzgWvkXMVvUk7cOrUVbXXl0NQ1gKGlExyDpwntH0tyBgD8EMTB/7F3noFRlV3XvjJpk957770ndELvTRFFEBFQsYAo2CuCKDYUuxRFugVQkSoQIJBQEtJ7r6SQ3uvM92OSkJBJASaR7324/pkzc84cTO65z95rrxVZXkvI3drFteGhpcqx/9BGv53Iilomy8CCDuDjpHzqW0V85TOwhY2+RBq+s1dQXZKPTcA04s/sJS/u4oB+ns4MffgVbmTGkRl2EkU5Obb42bE1o5DLpdXszSzC+VgEf+aV8omXNSETPPCbtIDEc7/1ed727OuitKg+X+s2cRHxp/di5OCLiqYeWddOdxxTVFbtdVLlPhB/Zq9kUlsgT0tjvaSA3JbTWp6fRn1VKaYuQ3o9h1jUSvSx7XjPWN6va6ZfPd4xDdhuNfexlzUXSmsw8RvGjTZftZaWZkJ2f4C17wTM3UfdxV3ePtf+/AYLrzHEn95L4NIPpBa7B1OcAfC1jx11rSI+SZJNQ2misQ5RMmgo3i3HC8rxkIEFHUBISTVR5bVsCRg4Fw3on0hDTk7AyMffIzcmGBvfSVz5Y5PUje1AoWlkRcBDLxG84z2a6mtobW2lqKEJfRUh8eZOPGptTMI0H2aa6ABg7TOeguSwfllKe0x5gtTQwzRUl/X6OlVtQwxs3Mlq26RrGlmhoKxCaU4S0NYIPPtrF1HdfSTEn96L2wSJCPlGZteYk6b6GjLCT+IcOK/P84hFrVz57XN85zzf4cLREykhh3EcOQd9JQX+GunMgZHOpFbX43ksjC8OHeU7HxsU2wq9GVdPUH49Db8HVt7FXd4ZCUH7iT2xA5ex86U+LwymOGORlQFmQiWeloFVM8Dj1v+tjX47O9vip4QymK6uaG5lR2YRb7laMHDlLgm9iTQECkpMW70FJaEqxzY9RU2pbBq3/UWoocvwBW8SuvfDjkkQXx01nrU3Zvr5OB776Vf8tVSIn+bDi44maBlbo2lgQW5s7/t6+6HTEcgrkNoPi2V5RSUcRz1IYlAnsaCcHAbW7tzIiEHX3BEtY+suTnT3uUlS8AGcx0jW3YqCDKpu5HbUNMSiVjLCT/booiGpf4y97WuW5ibR0liHmb0P3/jaMtlMj4BRgTx+NZ1tGUU0dypM5cZeIDfu4qAOmoAk6uTy75/R2tzImGUbEGp0F90OpjjDQV3IJGNtXorMlMn52m30ZVUXuVMutsVPTZBB/BTA6shMJhtr46Au7PvFd0FfIg2hhi5jlm1A1NLE5d8+G7Rok3aGL3iT3JgL5HVaa5vFYrZmFLHwUgruOhrMmjSBb/3tMbP3oamh5o6GYSy9xpDdVmi+FfuhM0gPO9GxH7b0GkNV0U1BhnPgPJLP33fPkEaHwNh7LKW5iWib2HQTD9eWFZBy8U985zzf67laGuu5uOcDhjy8GlWtrr+r1SV5UiNOVjuaEj/dBz9ddRZfSmLtr38y9Pwu1NW1+3TtGAiuJ17B1GUoV3/fhJKKBj4zexYzD6Y4QwF409WcnzIKqZTBoIlQIEBfWeE/jdAGSfxUUUOzTBqBAMvD0zBTVWKRZf+joe6E/oo0dMzsGbbgdc7//A66ZvYUJIcNekNMTdeYYQvewPLYh5SFh+L1+VZSK2s4ONKZP2+x1wfQ0JcebxIw7yUKkq/2GQVo7OiHrrmjRKx8C4a2HhRnxCCvqIRtwBRSQ+/Hm9wOjTWVHREmNzLj+PebF3Cf+Bie05YBbVEn+zYS8NCLKKtrSxw0Gm+/2T/LVIdrIy1RFbRycPxKhgbF9RkzlRl2ksuNSpxTNuc7X7sBbaiWZCfw7zcv4DZhIZZeY4g6uo3RS9Yhr6g0qOIMgK0D0Pv7LyO024muqGWSkWx6fxsT/7ven5quMUMfeYXQPR8x9JFX0Ta25d9vVlJXOXDffTpKCvzob8cuozGEXg2iPL/3Otf+nBLcTsVRrKjFOkEEIRM98bgDJ6iWpgYUlIToW7liGzCFqwc3A5L6xegl69ExtePk1yuoLS9CqKFDQ81//3vWX+5ZgcaNrDiEatpdLOLqq0rJCP8XtwkLSTz3G7b+U1BW6/3hs7mxjtTQw33aPNupCfleLpHRYwL5p1UX52PX2J7RtTDwSnQmw/U1mGeuh6i1mQs738d94iL0rVzv/EZvk8u/foqikipleSn4zn4eTUMLYPDFGQ+b62GppsxTV/uOlugPRkKJjf7erP8ug6qdP/NkZ0EH8HJUJjNNdbFW7TnTUhb0JNKw8BiNqctQlNU0KUgOIzm49xw9WWI/fBbapnaEtS2a77pZcKOxmR/SbtpiiYDXY7LxPRlFhVCHZw2q+NKwHi2F3pcn94kLiT+9r8/PYGDriYqGLjnR5/GaupTYk790afSZuQ3nRnqM1EmV+0goyYqntryoIxs7J+Y8lp2mRlJDD3fYhvZGTvR5EIu7ie+kkRn2L05uQ/httBvHAl0pbrOaW3I5mW/+Osq3PtYdTcDG2kou/LKWYfNfRb2X3FdZU19VSsyJHZh7jCIvPoQRi7pOoAy2OMNaVYkZpjq8HCWbYjNICtiH8vqeth1o9mTfkFn8FMBT4alYqQmZZ67X94vvgr5EGh5TlyCQl0dOIE9Bchg32uzjBwMFJRUCl35A5D9busRErXO3JKuqjtlb9uFy9CpBRZX84G/H2XHuuI+YQcbV432eW8PAHAuP0VKLFrdiP2wGWRFnOiKmLD3HkBsTDGIxWkZW6Fu7kX7l2J3f6P9hcuMuoihUxcjeh+L0rgINkMR92A+b0S/L/NLcJLIjz+I757leX3c97iJP1MQSPDsQQ6Ei04MTWHA5hcoWEd8k51He1MLbrjf37ld/34SJk7/UScOBJu70HuJO78Fn1rNdoqgGU5whANa6WbA7u5gyGX0HBBpocqlkcJtT0kivlcRPzbOQzTr6fnwuzSIRX9xB5vXtIk2kIScnYMpL36Oqpc+xz58a1Kiptg/AiMfeIv3yUYrSIoG24oefHa9EZZFT18ipgjI8T0bxTWoBLzma8sHDi2mNP9OrgE2oroP3jOVc+e2zflmJ2gZMpTQ3mcpOTnbaxjY01lbSUFOO6/gFJJ374/40YA/kx4eirKbdUR9IDj6I0+iHOo6nXT6CTcAUBPLd9zN5cRcxdvTtt+V8Z7yj9vPbECsmGGnxfFgKGw/+wwZ3c5QE3SejIw8P/qAJQF7sRYpSI6mrLCFw6Qdd4rIGU5wBsC3AnrjKOs7KaLJ6vqUBmf+xjX47soqfAjhTXEl8ZR3bAgZ2Wht6FmkI5BUZs2wDdZUlFKZcG9RBEwCXsY+goqlL5D8/djumJJDjYy8rvkjKZfnOP5hgoME702dinH77n1FBWQVjB1/ypURHCeQVsAmYTHonVw6n0Q+RdEEiyNC3dkNZTbPDXeM+3UkJ+RvHEbNpbW6ioiADfSuXbq+JP7MPfSsXjOx9ej1XaXYiycGHGP7YW12e/SURJzdrEeMMtYie4s0qRxO+TinA62QUZ4sr2ZFeQEpFNRMufYvr+AVSHT0GkhuZcWjom6KkokHwjnex9AzsNvwHgyvOAPjCx4YmkYj1CbKJlXvEUmKj/19GaLdzubSa0QZ3Hz8FUNLUwp7sG6x1txjwhk5fIg2hhi5jnvyIsIObKc1JxNRlKPmJVwb4U3VFIK/I6CfWITj3M0/owvIrKRTVN3XY6xu12et/3GavD6BhYNbNIc/adwJ6li5c++u77hfphJxAHv+5L3Ltr29pbW7qdtzA1pMbmXFYeo+jNDdp8J8n/j9H1NpMa3NDx/Bb9Y08Tnz1PCZOAYx47C0E8gqUZCdIok4eegl5JRVamvov0LBTE3JunDvf+9lxprCCRdu3cqmoBTP30f16/5XfP+fykCdRFKryivPA1p6rSyT3buo8FAMbdyoKMpkw59lBFWfMG6De3557oPd3KK8URxn2/l75D3p/p8Z5ELh4LckXDuEz6xlamxsJ2vIqzfW9i43uBjngG19bLoh1iNdzIe50/6Ko3acu40csGf7x1xTXNXAs0JV9wxzR7KP315mWxnoUVTQYvvBNwg59TWNNBcpqWkxcsZnW5gaCfrx570L1+wIN2SAWkxMb3K2Rl3BmH7YBUwBJBqBT4EPS3t2FpPN/YOU9XuqkRrvV3Lnx7jQ0NbJ+935CAp5ELKUwUtMi4umwdN5zs8BZQ4XasgIu//4Zo55Yi5Kqxh3e6O0ham0heMc76Fm6UJhyjVGL12KgojKo4gyADZ5W/J5TIrOG42IrUz7lgQAAIABJREFUQ4nFkAyU0nfLX3mlKArkcNOUzUJ9orCC5Op6tgX0HIEgK24VaahrGzLkkZepKsqmqa6aiD42m7JEx8we7xlPc+GX92htbmS2qS4TjLR6nFRq0jZhx/BX2PjDVzioKhEz1Zd3XKVneBo7+iGvKOxT2QzgPnER8UH7MbL3Rlldu5s1v8X9eJN+EX9mL25tcVF5cSEYO/l1WEtlRQZhYOPepyUoQNTRbXhNf6rD7rkn1pgpsyz9IOoPPsf8K6k80Mlqrr0J2Pn3ozQnkZgTOxiz9INBtdNPDfkbeQUlKgszUVLRwH3i48DgizMAtg9xIKmqnpOFFTI5n6eWKooCOf7O790BYTCQpQUdSNbK33NK+NDDSibn642eRBpmrsOwGzKduFN7sPIeS8ThHwb8s3Rm2KOvUpIVT/qVm8Xeh8z1GKGvwSvRmbS2ttIkkkTCjDgdQ6uyBk9ZK7FOqxKVPibmvaY/ReLZ32jq48FATiCP3bAZt8SbBErEXCCJtQs+eNsZ3v8ziMUkBO3HbeJjlOQkomNqh7zizQfC2vIiriddxX7E7H6dLvrYdkwcAzCy95Z6/FFLfRKneqFBM39Ne52xIWnEdsqHFgMvRmYw2Vi7w3WlubGOi7vWM/ThNajpGN35vd4hMcd/JvHsbwx/9DUsPEYPqjgD4FMva0RieDs2R2bnNFdVZn/Ofy+cA0iqqmeOjOKnAF6PzuYBcz3MhANb2IDuIo2JKzajZWTF0U1PS52qG2hcx85HQUlIzMlfAMk+4ltfW/7KL+NUUdfv9S9SrjMuBayqsvjOWcCJcR49/pv5PbiS9KvH+2VxKicnwGXs/G7iOgNbD4ozY1DXM8XY0Y/US4d7OMN9xGIRyRcOdogf8uJDUdU26Ij1qL6RR1VRjtQok6b6Gm5kxWHmNrzf1xvSFjP1pGoNoZNX8mCVBf9cL+eHlHyKGpp5z82i23tErS1c2LkWt4mPoSelSTmQhB36CjUdI8Si1o4M8cEWZ8w21cVOXchTV2XjagQQoKv+n9vot3OuuJIhurKrTT0dloadupBZpjoyO2dPSBNpDHl4DaLWFtR0jAg79PWAf4bO6Fu54jphIRd2vi/V4W6tmwUFDc1sSS/ir9wbzKowRbm6mA9dVAif4ntbMWBmrsO5kRknde9s5jaSqqJsqkskjWs9C2dUtPTIj5M4gDqPeZik4IN3lOf9v0JeXAjqeqZom9i2xZx4dntNa3Mj1/76Hv+5L/ZZq4g/vQd5eQVcxt50aaspyUdD3xxzFSVOBLqya6gD18pqcDsWyZe3RCm9Gp2Ft5o8+kc3Mmrx+x0T44OBWNRKYUoEJi5DaKyt5Oz2N/Gd9RwGnYTegy3OMBMq8YC5Hq9FZ8nsnLNNdUn8jyO029mfcwMLVdnVqN6JyUYEfOI18LWMnkQa8opKjHnyQ9KvHCM7MgiBvAJG9j4UJF0d8M/UGb8HVqBYlsvrgmzWRGaSX39TNNFur/9GdBZzzfVImu7LfAt9NPTNqb5xUwikpmOE/4OrCNn9QZ91B+fAh6grL5IqFhRq6KKspkVFYSaOI+eQevG+e8ad0FBdgVDj5p6jsaaC09+9hKJQjXHPfIaiUE0SdWJqh46pXb8iTlQFAn5q7/21ihhxOoYXIjNpamkiZO9GAua+2OcAuOSzlRH257f84fcMD1voy8yxrCcaayo49d2LKKtqoquuzmfEk6thzrizCYPS+/twAHp/lf9He3/HB7n3N/FiGiZaWjxedQ37IVMoSo8iZO+GAR+ieNHRFHVlZa6OXU3ovo/65XSsZ+kicbw48CVF9Y08EJLEw6HJOGqoENtL7+9WWprqsfWfREVBBjlRZ9HQN2fKSz9QmBJByJ6u9y5U16ahWja9kcHg3hVoALnR57H0Cuzys/qqUjLCTuA24THig/bjOPIBFJR7/2NqrK0k89qpblMi7VZz/rrqPHEllanBCYRdOkFxejQBD70k9VzJ1fWsi89la4Ad6goC8mIvkhsTzIiFb93dzd4GTfU1BG15DUM7L4T1lZybGsCNxpZBE2d86GGJAGS6eZ5krENk+cApvG6HDgs6a9nlYD91NRVnTRUmGw/slzfcFGmYqSqzb85UKvLTEWpoc3H3B4P20K6orMroJ9YR/uc3VBXnYKcuZIOHJcvD0qlq6b54C+QVGfX4WqKP/8SppGT8T0XzYUIuS22MutjrtyP5+9/Xp3WetqkdOmb2ZFw9gefUZcSe3Nnl30BeURkTJ/8+raHvI7HCRCzG1GUYTXXVlGYnYOo8FIDWpgayIs70aNncmYLkMBqqyzqEdrcyy1SHhGk+LLUxYk9UDDuqTcnW7+pS1N4EnNSpCQiQEvIXFQUZHQXfwUAsFnHl98/xmv4UV/7YhOOoBzBzChh0ccZUY22cNFR4Okw2ymaARdYGFN4DNvrtRJbXMMlYdsXh16KzEMjBBvfuWfCy5laRhoWROcMWvMGFXevwmbmcyH+2DKpds9PouWgaWhJ28MuOnzlrqLDWzYLlYenU3PLAVKlhxI8j32DHT18zRFOZhDZ7fWnomjtiaOtJ0oW+3ZrMXIZRV17c0ThU1zNBVcuAGxmxqGobYu42kpSLf97Fnf7fJzP8VEfMQUVhJnoWXZttCUG/4hw4T+q09q00N9YRdmgzQx5+uctkc3vM1Kde1vyZV8oDO3ZwIjgUvwdf7HaOyuZWnglP5yNPK+zUJCK+0pxEEoL2M/Lx9/oseA8Ekf/8SErI36yZMoPRzs6DJs4wEirwiKU+b8dm9/3ifjLZSAuRWDwon78/HCsovyN7yp44fL2MzJoGtg8Z+GltuCnSePehhZjZuHH8i+VUF8tOTNNf9CxdcBn/KCG7P+gocrzoaIqyQI5PkrpPkqpqGeD32DssD41jwlc/IUTMpUmefO1j0yUixsQ5AH0rN2JO7OjX5zB3H0lTfQ3F6dFdfm5o48mNjFhcxz9KaujhO7IS/l8i/coxTJwCUNUyQCxqJeXin91cNOyHzZT63pyo7jGv0miPmTo40pm06np8jl5h4xtP4jH1SfSt3QBYE5nJWEMtqSKq2rJCrvz2OaOfeH/QBk1AEnVy9cAXqGoboGftxusTJrLey3bQxBkgaWj9mVdKfkP3ydc7od1Gf+c9MA0I8EtWMfrKCjKJnwLIrW/ir/wyPvGylsn5+qKzSGPV9LnoWbmgqm3I1T++GNS9spKqBqOeWMuVXz+jtqyw2/EHzHQZY6DFmrbhE31rd7ynL+fFf47g9vk20nqx15eGpdfYjhztW7EfPoO0S0c6/tspcC4pF/5ELBahqm2IiaM/Gffd5npFLGol7fIRHEbMoTgjFkNbD6mvy405T0N1KY6jHuj9fGIRIXs/xG3CQnTMJM0YUX0Nc1P/5Oy04QjlBYw/G8eysDTqRN1rcHWtIp4OS2OFdhPisD8Z9fi7yMkNXnn+euJlzFwktZyqomxC9mwgcMk61PVMBl2cAbB9iD0ZNQ38c112067uWmocL7w3pmdD2uKnJhnJph4sAt6NzWa+pYHMHEZ7Q5pIY9ijr1NbVkBsm7DYwMaDquKcjoi+wcDadwJmTv48nnaI33JKCOpBKLkvp6QjWvszb2umu7ig11gKSMTJIxa9Q8LZXynLS+n1ekINXdwmLiL8T+liQQMbD0oy49AxtUNVy+C+q9Ed0lBTjrJ617pfa3MjwT+/S2VhJpNXfYdQXZtL+za2DZZ0d4vrzEuOJsRP9yFAV53Fbb2/3E5CnpKseDIjTuM/d1W/Pl92ZBB5JUV8KfRgk48N5ioDO1jQ2tRA3J73WVV9jYipLxA0agkTVnwpdQhdlgxU7y/iHuv9PT4QvT8ZrfU9oWNmj+8LP/Ca+ghMPTxZqlVK/PGfBjxearSBJo9bG7DLeQFx536nsjCrz/cI5BUZvuB1rv31LY01NwUTl0ur8T8VzYb23t/U7r2/W1FQUsHQzourB75E39qNyS98Q8KZfUQf297ttfcjTmRIUXo0arom3Sbu4k/vw8Z/Eq3NjRSmRuAwvO/JwMRzv+EwfKZEcXeL1ZznyaguX+Rhh77CwNoNa9+JUs91MK+U0JJqNnlLNiaR/2xBqKGDy7jeY1RkSW1ZAdE73+FhUQ45YxbygdMTKA3w4gySKJXHrQxZF5crUzGIvbqQQ3mlMjzj3XFJhhZ0AFl1TRwrKOcL74G3bQZo1LHkQ7ensXWwxMvUmPPb3uywjx8Mhs5/laK0SLKunUJFXsBWfzs2JuYRX1Un9fXeM5dTU17YJRt7a0YRLsevdbHXt1MTomfhjIaBOVnXTvf5OdwnPkbSud8xsvdGSVWD7MigLsdNXYZSmpM06Dm2/7/S2UUj5xYBXWroYeyGzehX8y3yyFY8pizp0gC0UxNyts1qLqioEpfj19gek8i5n99h+II30DK27nIOaU1AgMu/f46epXO/xCKyojw/laxrp3Ad+wiXdq/nN29jDDU1B02cAfC5tw1Hr5eTVSebYjPAaH2te8JGv50/80plmoEtAtbF57LY2hDdQShstIs0SptE/DHeh+zTu9Azd6C5sY6MsBMDfv129K3d8Jj8BME73u2w5VRXELA1wI518bkkVXdtvCmpqDP2qY+JPLKFA5GRXez1o6d4M/aW70qv6U8Rd2p3v75zHEbM7jKJbeE5htzYC4jFIlzGzSf9ytE+XTj+1xG1NpN07g/cJiyUFJztuk4EluenUlWcg5XvhH6dLy/2IpVF2bhPWoSGgoB9wxw5FujKjYZm/E9G8XrbxFbI/k/a1truTcbYyjo+TcpnS4AdQnnJo0bCud9oaazDc+rSu77nO2Fxxt+4VaSQ+MxXFNkOHZRrbvN3IKe2kQMy3N8+YmlAVu294yizN6sYdQV5jISyW0OfDk/DXUu129oyIMjJ8cfQF8jVtuZD/TTcRYM/ZaGorMqoxe9x9Y8vqS2XNKjHGGjymJUBz1/LoPWWOotAXoHRS9eRFHyAotQIkiprGXs2jpXXJMLVpBl+PGVjhLyiMkPmreHqgU39diFyHb9Aep62nSeVRdlYeY8nKfjAXd/z/3WaG2rJvPZvR4Mv7fIRzN1HdkxI50SfR7+t6XwrubEXMHEK6HCpuxUB8LGnFRFTvDEUKjIjOIFH22KmyguyuLT/Y0YvWYeKph5VLa08E5bGB+6WUvdPeXGDP2gCku+ZkqwEnHMvs1ynhSOuU9iWNTiuQO+5mqMkEHQ01WXBfEs96ltFZN4ja3NmbSMNrSIesZRdjN/qiAyUBQLe7eeE293yY3oR2xt1ed3fHOPKbEqy4gY92mTEwrfIiQ6W6tjpoC5kvbsly8PTqG5pRUVTj8Al67i0fyPVN/Ioa2zm0cspzAxOwFioRMQUbz7qZK9/K/JKwrahkQvdjqlqG6Jv6dLh+ClU18HMbSRpbQ54jqMeIDP8X5obpddZ7nOT1Ev/YO07gbL8VPSt3XoURIQd+hqPyU/06WpRW1ZI+J/fMGrxeyy3NyV5hh+tcvL8Pnstc1MaSK3p/VkotaaB9+JyeKUxBlVxKx5Tnrjje7tdridexcQpoOPfoCA5jNh/d7NswSoOjHYfVHHGOEMt3LVUeTpMdq5GJkJF1BUE90SEdjuZtQ08YmHQ9wv7ye+5peTUNrJtyMBPa8MtIo15j6Chb8al/R93HDd1GSoZ6hokNI2s8J/7Ip6nPkYkamFTcu/udyLgzfjrPKU0jJE55/htgjP7R7rgN3EB4tZWEs7+2uc1fWY9Q/qVY1QV50o9btjmOOc48gFSQ/+572p0hzRUVyBU796oFYtFhB/6moyrx5jy4ve0tjRRW16Etc94qedp7/296Gja0fvrKdou+th29CxdMHcf1a/PePWPL2j0f4idpWK2+NtLjRSUFXpKClwY54ry9QR2hkRzOSqegtRIpr+8DWMH3wG5pu7/Su+vpIpAGff+jheUs2kAI1sdRsxmwrObiD+zF7GJM+8cv4TTud2cHO08oE1+U6ESX/nY8HGTKbUqOiSe/a1f7/OYvJjqkvxubvbtbGvv/RV37f3dikBBCSN7b/JiQzC09WTskx9x6dePSbt8RMpZQfl+xInsEItayYsLwcKzq4tGQ0056VeOS6boT+/FZewjXRp90qgtK6Qx9gynJvv3ajUHEnXaxV3r8Z+7CnU96ROia+NysFRV5kkbI4lN6C9rcR3/KPrWg5MfqKekwBEnZeRLcwnX96C1pZnpr2zHxDlgQK+71d+e/IYm9uTckNk5ve4hG/129mXfwFyGFnQAL0Zkoiovz6tOA5tT5jjqQSau2ExuZRUb6+xY1RjK0QDzQftjdxg5B00jyw5V8Sde1sRU1PVox23iPAQr77Fc/vXTbsc62+s3tYo4N96dj8aNIvvC733aKKnrm2Hs6E9K6N94TltK7Mlfum2QLe/Hm9wW2VHnUNUywMDGndzYi5i5DutYeysKMqirKMbMZVif5ynJiqfiejoOI+d0sZprbLOaWxmRQVPb/6qS7ASuHf6esU9+hJJq141TexNwa4AdKm1NwNamBoJ3vIv3jOXomjvK9h+gF6KP/YyJgy87nbXQbKri8EMb0fAaNyjXft3ZDFV5AasiZVtEMVNVYt89YqMP8Hd+GYoCOZlOa+/JvsH1hia2+dvJ7Jy9oWvlylej3kbd1pbv9CrwmbqUq398MSjXBlBW02L0E+9z+ddPu+Shfu5lw6WSag7e8rAkJ5Bn1BPryE+4RHqnybwvUq7jdiySiPIadg9z5HigK2ZCJQxsPdE0tCTt0j99fhY1HSP0rV3Jjjzb8TNLz0ByYoJRVtPC1n8Kied+l8Fd/98n9dJhjB39qLqRi4GUicCEs/txvQ0RcfjBr1htqUnsjCE4aqjwcGgyc0KSugjOOtbamcs7rPs7syf7BvGVdXzs2Wa9KxYTuvcj7IZO7zPbW9a0x5q8/+cffPP9FoYteKfH6XVZMVJfAx8dNZbLsNgM4K+jTlDRvWPVWNkioqK5lcVWsps8Salu4HRRBV/52srsnNIQyCswdfWPGNq48fa+nzn642b2BdgRoKM2oNe9lSGPvExBcji5bftRU6ESm31sWRmRQXFjd4tS3zkraKiukDjJdeLw9TJcjkeyJ6uYd90sODN7LOq50RQkhfXrcxjYuCPU0CE3JrjLz1W1DREoKGLuNoKsiDNdJl/u0zPJwYewHz4LeUVlmuqqyYk+1zFU0trcSFZkEHZDp3V7X1NdFSXZiR0udZ2Zb6FP0nRf5prr8UZ0FiPOxBJT2bUpm59widSQwwQu+wCBvCLxVfV8mJDH1gB7VOW7Pw12DJp0sukfDJzCduFmqM+hEUs4IXAgYN7LfdZz7hYtBQFP2hqzMSFPpu5ws+4hG/12EqvqmWUqu+GdFuDjxDyesjVG6zayou8Egbwiw+a/RrjPQr7PamWuuyVOEX03zmSJy7hHUVbXJurIlm7HVOUFbAuwZ0NCHglV9QjkFQlc9gEpIX+Rn3C5y2ujK+sYfiaGN6OzmWeuR+J0X+ZbdBfOmLkMpSQ7gaa67u5YdkOnkxUR1CGqdhgxi5yoszTVVSOvqIz9sJn9cq27D9RXllCUHoWZy1Dqq0rRNpW+z6gqyiYj7CQ+M5/p85yGmZd4P3E7r3nYsTOziIXbv+eXHz9n/HNfYNVD07Azf+WXcb64kgejd2A3dPqA13Pbqau8QV1laZeYK634k7yYd4TIsUt4NWvwBD+bfWw4VVjRp6Dldlh0D0Vot3OuuJKA24g96g/PhKfhq6PGCL3BccIKLavhXRx40NWEmVe/71iXAExdhg2aQENeSUjgkvUon/yaWdryrLiW0WcTWVXbkMmrvqVB04jZB4/x8JbdOKmrsEurgOFXtvY5ea5v7Y6xox+x/+7s8TWGth6U5qVi6T2uS4zsfW6PhppyhBo9C+QSz/3Otb++ZcKzm2huqENVx7CL+5yZsO+YqVtpbW7k8v5PGDJvdb+c5RprK7l6cDPpk17hemML77sNjCuvnpICFyd4UNLYzNigWIJ3f4iiqjaKQjVC9n7IiMfexnPqUpk7MG3ztxuw3t/he6j3tz+nROa9v1URmagNQO9PMtSxFoeRc/j321VY+06kOCOGi//uZ8yZSExVlDk91m1Aen+KcnL84G/H7sJ6xBOf41I/o010zBxwGDG7z5q3tN7fTwH2XaK1PacupaG6HKG6FgFzXyRoy6u9fucINe5HnMgUyZR2d5vP+KB92PhNorGmgvKC9B7t8gEUkBRnv62/jMLomcyKLu3Raq6dsrwU4k7t7tGOuVEkZnl4Gi84muCvo05teRGXf/2U0U+s7dZElDWdF+hHfz/EF689joaRDQXJ4Qx79HV8Zj3bLyvr2yVAR40heuo8K+Ni8yJrAwrqmwYlnqW/XCqtRiQWM8VYdlmQDSIRm5LzWeFgjPoAFDaUVDUY8+SH2A2bQVluMgrKqvyxeRUjNm/HRFlhwBbqzuiaO+I17Uku/LKW1uYmHrcywEVThTd7sPcWquswfMEbhOzZ0KuLRW59E1OCE1hzXY4hdVkcHWHIapfeJ3jcxi8gNeRvDGw8UFRWIyfqXJfjAnlFTF2HkRvTfVLlPtIRi1pJOLsftwmP0VBdRsX1DEyc/DqOp4YexmFE345GAFFHt/GSqzXxMwMI0FVniRSruXYyw06SG3uBwCXru63H3ZqAQFVxLlcPfMHoJesHzbZZ1FTP8sjvyH74TZ4s1+Xzt5fjPnkp/nNfHJD1uB11BQHP2RvzeVJ+h6hFFkwz1kYkFnP5HrHRB0lxuLChmcetZTd5AvBceDpD9DTwG+CmnOOouYx9aiOhBzYz7c8rpBh5sVwpFWH14Fh6y8kJGLV4LZnh/3aZBnzSxggrNWXei+tu6+8753kAIg7/0O1YnUjE0qtpjD8bh4q8gEuTPHl34kTiT/wkNaf7VuyHzSTz2qmOyW4VLX00DS0pSo3AafRccmLOU19176jr72VaGutJDT2MgZUrBlImAguSwkAsxsR5SJ/nmmmiQ/hwc4aVRHNq1BKGBsX1uA5UFedy9Y9NBPaw1r4Rk42HlioLLfUBSbHl0r6NjFj0dr8yXmVBuzijPdYk9PdNJATtZ8gjL+M24bGBu66vLeeLK0moll3TTrXNRn/XPTQNCLKPnwJYEZ6BpqI8LzmayvS87SgqqzLjtZ/RNrbh6GfLqLiezvJLiRwvKOfASJdBE2nYDpmKjqkd1/76RvK55OTY4m/HtoxCqX931r4TMXMZSui+j3osJL8fn8uwK/k0qunxpUUVfwW69cte33X8AhLP/d5NzGxo60lJVgL2w2f1a7rwPhKqS/IoyYrHxm8SAMnBB3EcOadjH5t++Sh2Q6eDXPeJu5zoc1h5j+34bzdNFUInePCZtzV/5ZfifCyiVwFt3Ond1FeWEfCQJIbqt9wSIspr+FRKREXHoMmEBR3RKAPNUmsD1jkacOXUPv6JykSMPBoG5kxcsVnqxKSs2BpgT3FjM9szZbvv8tBS41jBvVNshvb4KdmuY9syirjR2MwW/4GLoBJq6DJxxWY0DMxRUFTmnEiXYz9+yDo7bZbKeP/fE/rW7riOf5SLO9+Xup/9zMua8LIafs+V/A0GzHuJ+spS4k7t7vGce3Nu4Hwsgr/zS/nM24aQCR5dMs8tvcd1q1WAZO9uN3R6x3SgQF4Bh5EPkHzhEAA2/pMpyYqnpqT3yfH73CQ15G8cRs6hOCMGAxvPHl8Xe2IHpi5D0bN0kXpcX0mBP9tiplKqavh97kd8mi2pZ6VePsaZH9bgPeNp/B5Y2afD6Lr4XAwVwObYR4xY+JZUd6WB4HriZUzbYk7aY03+zS3k3aMXmPTCtz3euyxZ7WiKpqI8K69lyPS8k42175kI7XZkHT8FEF9VT3BxFd/4DayoGW6KIgptRrD4lwPM0lHqiDtR1TZERVOX0pykAf8cAMMeeQVBdiSvqpbw3LV0SvtwrTV28GXa6i3kRJ0leMe7NDfWEVJcwUrdSYQ5DGOJqToJU32YbiK9/i8nJyDgoReJ/GdLjzF/CkoqaBlZo2VoSWFK+P06xl3QUFPe534wJ/oc539+Gx0ze4rSogiY+xJqalp87WPDpUmefcZMSaM4I5qcmGD8HnihX6/PjTlPaV4Ku0zGM9pAkwelRAreDZ17f2OC4hABopYmzv/0FqYuQ9ExtePYpqcxsPVkwnNfoKIpG+c0Se9Pg+cGoPdXWN9E3239wSO0vfdnJNve35cy7v3pmDkw7ZXtNNXXcHLzc7hPXERLUz3hhySD0UUNLYw5GzNgIo23Xc0pb2ohPnAl8af39Ogi1BmBvALDF75BxOEf+r0etvf+llxJZYiuuiRa28EEPUsX7IZOo6mhDl0LZ05+9XzfkVT3HTRkS2HKNbSMbbotNI01FaRfOYrbxEXEn96L64SFUhVjT9kYkTTDj4nG2qwMS+HZE5EYzFnTL3VZUvABmuqre7Rjzq1r4tWoTH7wt0NXSYH8+FCyI4MY+djbUostskDaAl1+PYOTm59Dy8iSG5lxaBlbM3nVd6jrybao+b2/HaEl1URXylZNPUpfi9CSe6cJ2E5WbSMPW+jL9JzfpRVS3tTC936yndY2tPVixqs/U1dZirilhcbaKs58v4amumqu1zYO6ELdjqJQjdFPvE/Ywc1U38jDU0uVV5zNeCYsjYZWKRsiOTlGPPYW6ZePdsu6loaSqiYts15nanQZXx76h1V2RlLt9QFUNPWw9B5HUvABvKYtI/bfnd0KziZOflQWZNBQfW8V1O51Mq4eR8/SGS1jG3JigrHoJKDLjjyLvrVrn0WFsQaanPfUZOyNcM76z8XndCxnerCaayfyny20Njfi/2D3zfLrMdm4a6nymNXNwl1O9Hny4i4wYgDX43YEwOlx7li3VPPZ+tXoek/G78EXCNn7IWo6Rkxa+TWqWgNeqvFEAAAgAElEQVRTVPzBz46ypha+T++ejXw3PGyhf89YNXfmUkkVo/VlK4KMrKjlUkk1P8h4XW5HXknIyEXvYj98Bme3vYGN30T8HlrNm+dCUTy5k/NjXQclYsVz6lKQkyP6+M8dP/PTUWOVownLw9NoFHVt9tkNnYGZy1Au7lzbqzo6taaBsWfj+KBKgxkmcMKkkmU2va8BcgJ57IZOJzW0U7yJRyD5CZcQyCviOOpBqTb79+mZpOADmLuPoqGmAi2T7paKCWd/xXX8gh7fb6cmJGism8RWsLgS36OhnKgzQMe8uztGZ3Kiz5MTfZ6Ri97tttbWt4pYHpbOGy7muLc53xQkh5F17TTDF7xxB3d5e9wqzmgn8sgWYk/uxGv6k/g+sELm133e3hhdJQWek7E19CNtNvqyjLKSBYfySrGXYfwUSARg36YW8KKDSZfJCVkg1NBl5us7UdUy5MgnS7oUGJ69lj5oIg1NQwt8Zz/PhZ3vd0wgvuNmwY3GZn5I6/6drmVsjf/cVZzf8S7NfUQ/WU1czGslqkz/fg9GSvJ92utrGlpgYO3exSmpHQNbD5CT/O3WlhVIefd9eiIp+ADOY+YBEqe5qhu5HYMnZXkpNNVWY+zg1+19ubEXMHUZgraKkH3DHDkxxq0jZuq16Oy+hxrEYkL3fYiBjUeHcPrtmGycNFR4QkqTu7a8iCu/fsaoxWsHXNi81NqA9R5WfJiQy5b4dIJ3rSPi8PdoGJgjJxAw7eWtA+KA562lxgh9TZ4Pl22x2USoiJqCgL3ZspswlAX7sotRVxBgLJStK8nz19IZaaCJpwzd7NrRtXBi2potyMnJoWFgzrW/vyNkzwd8F5fGhwm5rPewGnCRhpKqJqMWv8flXz/tiJzqzBPWhjhoqPBO2/CJw4jZGFi7S0RzfSACXovOxv9kFCWNLZwY48beYY5oq6hg6jxEaryJsaMfjbWVlOenAmDpNYaqohwqCiTNbOfAeSSd/+Mu7vh/j4KUcBSVVKivKsNQiutcO82NdUQd2UrAQy912d8KgI1tMVPGQkVmBiewIOgaJ06dwnbozYjV8vw0jm96Gk0DCyat2Nxr46xJJOaZ8HQW64oRBO9k9JL3B3TAo53riVcwdR7aIc44XlDOc9fSiT2zj6t/fMG45Z/0ywXkTlEVCFjlaMI3KQX9bqD2F3t1YTdnyP+arNpG6ltFzJdh/BTAs9fS0FNS4Fk7o75ffIeoaOkz+YVvaG6s4/T3awjKyb8Zd+Jjg6lzAAXJYYMS6eEwYjb6xtY8e/0U36UWEF7W+57YbcJjjFz0Lhd3r+8iNBZq6GLmPprnvvsRl6NXOVtcyRZ/e4LGunWz17cbNoPWpgayrp3q8Tr6Vi6U5afhMHwmKZ2iu+9z+/QUcXIrNzLjqCrOwdjeh8D045x+YCyTjLVZeS2DsWfj7siVJ+rIVgxtPTHthzM0QNjBrzDwmcQbBfKsc7fEUUM2z8TSen/tNNXXcHbLq7iMm4+hrQdBP7xMUXok017ehrFj9+eK2+V7P0nvL0rWvT8DrS41mXuFrNpGHraUbe/vGxn2/hxGzmHCs58TfWw7V//YhPukxWgYmHFx1/oua+5AiTRmmugw2Vibb1U8QE6OpPP9izt1m7CQ+srSO4rzPlNcicfJKL5NLWC1kykvLFqJdkUuyqoa5MZekLpHv5X7Ag0ZI2pt5nrCJSw8Rnc7Fh+0H2vf8dSUFtBYU9GlUThEV43wSV6862bBrswiXI5Hcvh6GXFB+xGLWnEZ1w8bT7GYS3s3SuyYe8h1OlVUycG8Ur7zs0UARB7ZiqKKeq9F8DultwW6oaacU9++iECggKKyCjkx55m6+kesfSfK5NrLbAwxVFZiuYyLGtBuo39vTQMCBBVVyNyCDmBVRAbjDLVwlsEXt5xAHs+pSxm95H1i/92FqXMA15OvErLnA0StN22RB1pNBzDs0de5nhxGdmQQ2orybPG3582YbDJ6aPK6jHkERaEaMSd/6df5hz7yMtmRZylKjeCzxFyp9vrtOI95mMzwk+hZOqOgJCQ76my381l4jSHnFhvn+/RNa3MTScEHcJuwgNyYYMzdRnZMhbQ2N5J57RT2w6Vbx5sJlTge6MruYY5ElNcw4t8ojguc0TLpe9MiFou4uHs9Rg6+3Vw62puArzubdYm/iDj8I0oq6rhPXHQXd9w77eIMU6ESY4JiSElP5N+vVpB57RRjn9pIZXE2+YlXmLZma4/fI3eKq4YKYw21eCFCthMnAH6695aNfjt7c25gJmMLOoDl4WkYCZVkXvjVMDBn2uofEYlaSL9yjHHLP6GmrIh/Pl5MXuIVxpyOpqSxmZAJHgMq0jBzHYbtkGlc3LWuQ2yhq6TAD352vBKVSe4tDV8DGw98Zi7n3PY3aeqjEQiSgnbZ+FUM3/UvezIKWOtmSdgkrx4bnGZuw6kpK6CyMKvjZ5J4k/PYD59JUVok1Tfy7vyG/wdprKkgK+IMLY0NGNp6dTueFXEGTQOLbo0voUDA9raYqWaRmJFnYlgRkUF9YxPRx3/Ge+byPq8deWQLCsoqeExe3O1Yem0Db8dms9XfDi1FyXdF9LHtCDV0cQqcd4d32zc9iTPaiT35C9HHf8Zp1FxGLHpHZragSgJ4xcmMH9MKqZaxrfIsU10S7jEbfYDDbfFTXjJu2G1Kvk51SyvfynAqUEPfnJmv70BRRZWjny2lprS73e1giDQE8oqMWryW6GPbO9bB2aa6TDLSYnVUJrd6YygqqzJm2QYi/v6eiuu9C3+0jKwwdx1BQtB+wsuqGH46hreis3m4zV7/ESn2+i5j55MS8leHo1FnDG29MLByI/7Mvm7H7tM7hSnXADqKpcnBB3Ea/VDH8bTLR6TumRtrKhgX+zuRU3xx6iFmqi9aGus5/9PbeE17EgMbdxpEYp4OT2ONkxne2t1/r/PiQ8iJOseIhW8NmLC5szjjx/SbhbW82Isc+WQJNaXXkRPIM+H5L2VWw2jnB387wspqCCuvlel5F1sbUt7cIvP1/m6RxE+18LgM46cArpbVEF5Ww48ydtGw9pvEhOe+QE4gT01pAUc+WUJe7MWO4z+mFw28SKNteCQn6iz58aHdDntrq7HGyZTl4Wk0iMQY2HjgOW0Z5356q8eJamkUN7Uw52Iij4Qm46ypwrXJ3nhknaextvuwgv2wGV2ytZ1GP0TSBUlh3NjRH7FYTGFqxB3c7P8wYjEpoYfRNrHB0LZnBw2AjPCTiEWt2A2RxFG1x0w9ZK7Hm9FZDD8T2zG8FnN6L86B87pENTXV13B2+xsUpIQzbc1WDHq5Xn59E2siM3ldLhPlqiJ8Zj0rg5vtnRuZsVhrafBroCfHC8p5tpOwOC8+hNPfr8Zn1rM9DizeLd/42VLd3MoXfUQP3C7eWmoo3GM2+u0kVtUzW4bxUwDVLSK2pBfyqrM5SgNQ6NW1cGLq6h/JjjrLpX0bO+rMoaXVHSKNacMnUJQaLvuL3/pZ2hybRwV/QV5dA9syem7SKQrVCFy2AXOPURz/YjlFaZFdjjsHPkRWxGnqqspoEsGKiAxGnYmhWQznxruzzd8eoUCAkqoGXtOfJOzQV71+NgNbT2rLC5ETyFN0f12+K/qKOOlMYHkcmyM/ZVJjFlnLPmRMQj2Hr9/5335LUz1XfvuUoY+8gqKw7+fAproqrvyxCf2HXuejlCK2+dujJiVS8HborffXTm15Eee2vcGQeWvQt3Yj9uROQvZsYMTCt+4q8mSZjSGGQiWeGYDen7mKEnuy7i1BM9y7vT9FZVVGPfE+DiNmc/KrFWRHBuEwYjZW3uM4t+1Nqc/tsu792akJ+cjTijUZNVhPWkLo/o/7JcTTNrHFKXAeV3777K6uvynlOrNKDZmoXsEG9TQ+TP4JG6X+PXPdjzgZAHKiz3cRX7TTWFNB2uWjuE18jLjTe3Cf+FgnqzkX0mrq8TwRwfqETkV+sZhL+zbiOu5RtE37bgp22DEvfKtHO+bPkvJQkJNjtZMpYlErF3etw2XMwxjY9KzIvl36s0C3Njdy4Zf3KM1NwW7INEL3bcRz6hKGL3gDBSUVKe/oHwrAW64W7MgsorJZtmZE09ts9K+WybZYIgt2ZRWjp6SAqown9y6UVBNdUcu2gLsrbKhqGzJxxWYMbD25euBLvKY/Sey/u4jpNB3dmYEUaTiOmouGninX/voOOeArH1tOFJZzrEC6Wk3X3BG3CQu5uHt9v3KrbPwmoWVkRdTRbR0/k2av/7WPDSoq6tgPm0FC0K94Tl1GzIlfutlAywnkMXcbSU70+bu57f9ZUkL+xsx1OAC1ZQUY2d1sBqaGHsZ+6IwuVp4K0GE1p9JmNbf0ahrl1RVc+/sHhs5/tU/rT4DmhlrObX8Tz2nLMLL37nKsvQm4pVMTUCxq5cIva3Ec9aBMlMS3cqs4o6hRUjgXi0WkhvzNkU+WoKZtiP3Q6SRdOMCoRe9KLPVlVPjeEmBPVHktITJ2IFKTF6CndO/Z6ANcKa1BJBYzVYbxUwAVza38klnE224WyEomYeEZyJRV35ETE4ymoSVW3uM59e2LRB3Z0rGZFgFjguIGVKShpmvCsAVvcHHX+zTWSDaoAuBbX1sO5ZdxqqhrQVhNx4jAJesJ2buhX9Z1AL5zniM76izFmXG8H5+L58lIMmoaODTKhUMjnLvdl8OI2V3cM5TVtNC1cKQoNQKXsfPvNwLvkMRzv6Khb9ZtfQTJeph0/g9cxz/a8bNVDsYkTvNhqK46S6+kMiU4gZxOYp30qydQ1dLHxKn3PGyxqJWLO9/HYfhsqdnZ/1wv51RRJZt9bJBDYql/cdf7eExejI6Zw53fcA/0Jc5oJ/70HqKPbsfScwxjl3+CvKJSj6/tL1/52FLXKuLjJNnbjbtr33s2+gCtQGF9E4sGoGm2OjKTycba3SbZ7gQ9C2emrdmKnJw8xz5/mprSnt0gBlqk4Tv7OapLrnesg3bqQjZ4WLI8PF3qs9awBW9QlBbVrwkUr+lPkRC0n+aGm89We3Ju4HQsgsP5pXzubUPI+Jv2+kJ1HSy9x3VY5ndGSUUdDQMzyvJS+hSG3Ec6SecP4NwmRsuLD0VV2wBdC4kzUWbEaUydA7rUGGaYaJMw1YcJdWmcm/4yE+Mq7zhurrokj9B9HzH6iXWoaOmTVdvI69FZ/Ohvh45i93135JEtKKtr4TK2H4Mst0lP4ox2muqqCNn9AWEHvkTc2sKQh9fgO2eFTMRziywNMFNVYrmMrZoBJhlrEylj0YesiCyvZbKM98sAT4elYa6q1BFfdjfIyQnwnbOCIfNWI25t4eqBLwjZ84HU6NOBFmm4jp2PspomkUe2djumoyjPj/52vBadRVZtI6paBoxeso7QvR/dcbzIpdJqxkWVcdx8LMv0q4mf7t/FXl9ZTQsT5wCyIs4Aku8wFS098uMk4hHnMfNIDr7vnnEnpF85hrGDD3ICedR0jXt+oVhM2MHNzBgzg9DJvl1ipvbeEjNVcT2disJMrP0mdjtH7MmdXP7tUwKXru9VnBxUXMlvOSUsSv4DC7cRUqO+ZYmfpjLzMo9w8NEv2Of2GNZ+k7p8H1VcT+fEl89i4jyEUYvXymSf3I6DupDJxtqsjsyU2TnbuRcjtNs5XlCOu4zjpwA2JubT0Cpis49so04svcYw/pnPCDu4mYROz+dyAnkMbb2oG76AD+wXMbSlkI3+5sjL913Tu1OUVNQZvWQ92sc/Y5i6PGuiev7d0TK2YdqardRXlnLqm1XUVXZtCisoq2A/fBaJ537r8vPsuiamnI9n6ZVUhumpkzjNh8cffYH8mAuU5/e+hzC09UBVy6BLjeM+d0ZjPyJO2nt/j90IoSpgEm/qjmfb3oM4jbv7YenC1AiuJ17uiPvti/z4UIozYkj3fZQrZTV85m19x9fuT++vnfL8NEL2bCBw6fqOqOBjm57GwMaDCc/ffuSJpPdnzo7MIioGoPfXKhYTdo9FT8HA9v5iKmrZege9v45Ik7oqTnz5HNUleZi5jcBjyhKCtrwqVdTbjqx6fyryArYE2PFp0nW05rxKzIlf+rXnlRPIM3zBG0Qd2dpt7b1d5ATy2I5/nHczYGN8JWqiZr62quMbf/s+6/b3HTQGgOtJV9GzcJIqkEgI2o+1z3gqr6fzaPFFzj4wDmOhEjODE3j0UgqVUqYZasuLuPb3d4xc9C4Chb43mQXJYWRHnunRjrlVLLF7XGBpwFgDTeoqirm0/xNGLV4rk4zt21mgxWIREX9/R/KFQwyb/yqXf/scgGkvb0XH7M4EAZt8bGgWiXg/vn+NmtthnoU+GXdgOzUYZNU1DYgFHcCTYalYqQl56A4zyszdRzHt5a1cT7xMxtUTDH34ZUJ2rSfj6vFe3zcQIg1dCyc8py4heOdaRC1NrHQwQUtJng8TpE8/KyipMGrxWsIOfUVtWd+xDKrahvg9sJKQPRsQtXS39W631195LYNJxtrseHwJqrmR6JjaIq+oRE5MdxGGkb03NaUF1FXcew3o/x9orq8h7fJRXMbNl8SceN4sHlQWZlFTVoCZm0TA8WRbzFRPVnMZYSdoqq/BafTcfl27piSfkN0fMGrxWtT1TLoca28CfuVjS7sEor6qlJDdHzDysXdkGjPSkzijMw3VZYTs/oArv3+O/dAZlOYlY+k9hjHLPkRR5e4UuvPM9bBSU+ap8NS7Oo805lvqU98qIvses9FvJ3MA4qcA1sbn0iwS39UDFUg2kb6zn8PvgZVcTw7DccQc0i8f5d9vVlJZ2L2QMJAiDYGCEoFL1xN3ag83MuM6fr7ayRRFgRyfJXVdpxWUVBjz1EcknN1PQVJYv65hZO+DiaM/UcduCugqm1uZfymZ2cGJmKgqETXZm488LJED1HSN0bNwJif6XMfrzd1HUZAchoVnIFXF2ZTlJt/Vff+vUlNaQFFaJCZO/lKPp136B2NHf6bYWBE92Zs1TmZ8m1aAx8koTkuJmRKLWok69hPeM57uU1hWX1XKxV3rGbHwLdR0ulvsbojPRU9JkefsjTs+a/ihrxj9xNq7EhHfSn/FGe0knN1P9LHtGNp4MGnlN3dl72+tqsRMU11e7aVgeKeYCBVRkxew7x6z0W8npKSaUfp3/8xzK2eKK0morGP7kLsTNZs4D2Hiis2IRC0c//IZqc4ZtzJQIg0ztxGYe4zkym+fApLix1Z/Oz5OzCNOipWsy9hHUNc1IqwtY7Y39Cyc0bNyIflid7GFCHi13V6/qc1ef6gjHmPnkR15Rmqhx8DWA8Ri4s/svf0bvQ8AmddOoW/thoa+OWJRKykX/+xw0WiuryEvLhQb/8nYqikTNNaNH/3tOVtcifvhEDb+soPAJz++q0zp64lXSL54iDHLNiBQUOJEYQVHr5fzle/NvXI7ErHdOlzHP4q+tftd3HVX+hJndCY39gKHNz5OYco1HEfOYfKqb+9qzywA1rpbsCf7BiW34UDSX+zUhBzIvbds9Ns5OADxUwAlTS3sy77B++6Wd1VLUFRRZ/Kq73AcOYeC5HAOb3y8i2uGNAZKpGFg447LuPlc+OX9bsMjcsDXvrYcuV7GycIKyd562QaSgw9SkHT1jq+poqnH+Gc+54uwKOw/3cL5wrIOe30bNWVsA6aQFxfSEWnlFDiXlAt/IhaL0NA3R9/Shcxe7Pbv0zNNdVXkxYXQUF2GYS9DdRoKAr4xhzk3rpA57TmGno7tNWYqIWg/ruMelbpnvp54hRNfPoddwFRGLe5577spOR+xqBWvfzcyZN4aNAzM7+QW+6Q91iQt7gobXniIgrQorLzHMued/Uxd/SOeU5eib+VKY00Fp759EbFYxKSVX9/V91FntgXYE19Z12fM7Z0w0kDznozQBtiTXYyaggATGcdPAbwSlcksU12sVGUjpHGftBi/B1Zy5oeXyYu9iKqWAfbDZjB6yXrmbTiM3wMrEItE/P33dr7/dQtDcmLY7Gkpk2tLY/jCtxDEnWaVRg3Lw9Oo6cG5ytp3ApNWfkXsqV2EHfyyi7N0O/bDZlKYGtGjWPt0m73+tsJ65skV8JNDM+ONehY8ygnk0bNyRcfs/7F3neFNXE13VC333nvFXS6ycbdxL3IvgE0NppfQu8HGpoQESCCVkIRAQoAApiTwQgIhhRAIEGrozab3Xkw53w9ZAtmSvbIlSL54nuf80O7V3V3t6u69M2fOuDXrk2+z5u3R3Zsk0FdM0GAT0TRpmSltPmX+epiKNh8jgaOQ9KzcydItkAytGpd7VdX2rPmQrNuFkJWHYr9KQ9tVPY/sfCPpg4cm5KonoB5OqiuYqRL7k9rFo3/SX+s+ofi+b5NA34Qe3b1BWz4eSZeP76kvecLs/ImI3glwpifPobnY3z+whDbRi9hfkQZif6V/niAnFWN/HpE5lNB/Vn1Jk9n0/GkdmTp4UXinMfTzgvGM/BjqiP3N8HekQ7cf0B7XeHpWV0fHtlUz+p53h05U9/CunAJcS805OIme1D0kC7cgqvFOp7hTbOq3eAUlmuvTkYxgpaW1uXxtIoCe1f0z483KDP8GRPeogGv7DIX7RorzcDg3Gj+VFGDaop8h0NFn3GdQ9kBGbdkcLtKGz4dHVK7SNu1N9LA3JQA22nwQEQLEfRHf920Qi9Xi6zblc3E4LRC/xvuCreJ3bb3DUVC1Fvb+MXAKSkRB1Vq0i8lXrQ8BHzWZImTZmGjkvu5LCcAEbzu19nk+K0Rtfa2J8sLKiHYaufbZQiccSQtS6TtsLh8h+UORU7YMZk4+8EvuhpxJy2Bo5aRSP5YCLo6kBWFLnI/Kz9XL4GnrIXviUjgIY0FEiDTTx55kIawEPKXfCe88FmGdxjA7BouFxIHvwjuhmFF7Q0tHLOo7BOfKBuPHLkVIjUhQ2C60cDjjPtugGNoGpiic+h1MHb2QV7FKbpxzDklB3x6j8GdKEM6KRSj3sW+yL30zOxRUrYWusSXj47eLzkPG6IXgamnLbeexWFgb5YWBblZy270TipEy9EOwOdxWXzubCFs6+OJIWhAstZj1x+HxIUzrhYKp65A0aC6yJiyBkbVLi8/haFoQ3hE6aeTeVkd6Yk2kp1r7VOe4XOZth30pARq59hxbE9RkimDdxBjWFAT6JkgaNBdpIz5F7uQViCiZAC09I8bP1a/xvjicFggTfuufUyJC+6KRiOpeLrctztwAu5KEMG/47LJYiOlZifDOYxn3z+bykTX+a9j5RDbZroujOY6nB+FoehA6dxqC0Pw35fZ36DMTjoEJyBy3GFbuqr0X2yAPY1s3lMzeCn3zxnMrWwEfGzM7YF2fflgY6gYdNrv5PlkspI34FA7COEbH94rriLThn4DNafwfshHw8VdyAMJNX8zTwzqPUemZawrzAp1xVixChCmzdcDL8IwrQtG075E57ivoGFm06Pg/xPrgxzgfjdzXsZ62OKDmcU+d43KoiS5qMkUauXZ7bT5qM0XItDFu0fedQ1JQNH09CirXQN9M9TXHx8GuOCsWIcRYt9XXom1ohvwp1TB39pVtmxvkgncDnRW2t3ARIr9yNXRNrBj1n9B/NtzCMxm1jTDVx56UQMwe8w5Gtg9W2CbmjUrklq/QyH39LyEgozdEeUNARODr6KNw2veyuYG9qxAru5SgJrs9NsZ4w77ejyCFX3I3pI9cAJ6WTqvOIbpHhWz9xWWxsCrSE2+6Wytsa+sTgdzJ34KvY9Dqa+/pZI7aTBH6uTKf40thL4xFx7c2onDqdzC2cW3R8d8WOuJoelCr1rvKEGioi9pMkdr7VtfYzCZCbaYIQsPWPTvK+j6WHoSZQscWfd/YxhWF075Dx7c2wt4/RuXv93O1RG2mCD2dzFt9LVq6hsid/C1svcMV7h/qYY2VkZ7g1q91wzuPRXSDubWq4GnpIH3UZ/BN6ia33VGHj42xPqjJFKFfxVLYuUne+wI9YxRO+x78ej+nKO9NCNNL1X5f/0swc/JBQdVahBaOULh/vJcdzoiDsTtZiCgHexRNXcdoDpE+cgFsvcOU7ufw+AjvPBbiMQsVztWJJD7gP5OE6BqbjIxRn4PD01LrtYcY6+KsWISPgxuPq2wOF5ZugQjM7IeM0QtRULUWkV3L4CxKRqC4D3ImLYexrVurjp9pY4zaTFGj9506IB331DFnexnqnDMfTA3AGE9btV87EWFznA82xbZuLcLm8hHZpQypwz6BgzC2/ln4AoVT1yGq2yQ4h6RAoNd4Th5hqo+zYhHmKZnTtgbeHTohe8hc/BzvhyJ7U4VtWGwOgnMHI3viN00+oyw2BzmTlsPEvnk/f3y/dxAQk4svwz1RmynC99HeCv1EJnYeyJ+yGmGdGfq529AktHQNUTh1XaPtRfamOJoehOPpQejiIP/+t/EKQ86k5ej41kZkly1VybesDNaeIciZtKyRz1l5+1DkTFoGVyND7EsJQJAK41BrYn9EBN+kbkgb8ancuVq6BSKvfCWEab3AYnOa/L6mY3/7UwIw8R8f+1OvD1yK2QHMYn88gS6iu5cjfeQCufmGnpkt8iuqlc5Tm0JLY38ljubYHOcDKxsnSayGoS/CwNJRpfZNwdTBC51mbkJ+RTU6v/MjeAI9uf3lPvY4Kxbhz0T/Ru98PVNr5JQt08j91BT+FQoaRJIyJw0l3nwMtGlbgh8N4ZyngwmlVLLjBH23/nsKYChDtGP5LHIKjCdL96Bm20rkmKeQf2pPMrJWLBu248Y9+vjEJfpE5Ep8Nov2rV9AXL5AImnfAmsJe+5lO//3dtry8UgS5Q0hbQMT+t+cfuQiSqa40umMlT0+DXWjU/cetaqGlzLT49bL6J/+56oYrL94g3wV1OlVh43ad4Y4LKIpvsxYxgaWjpQ2/BMS6BnRhjl9yT08k+x8o2jjuwNk9auZmrqUNMI7jaXzf2+nmn0/k5WARzstSO8AACAASURBVHODXGjInlN06VFjljKRhM1s7uzbbP0+qXnFFhGbzaHDW5Y225bN4VJEl4k0Zf9pyv+1luqe1NGi+HZUHe0jl5HOYrHJ3i+6rbxJK+3hnetUs28r2XqHU92DO2Tm6ENERCZ8Ls3SqqFYPaLzoekU+MO+Zhm4d6+doyM/f0shBcMYH//or6vo2pmDFNmlTC5L5QlA/XadpFIXKwo3fZEJ/ffmJfTo7i3GMnXKjIlyhiJ79qSO9m34jDbNHURERCw2m5IGzyPnkBSVz6HK14HYLKLR+86o/F0m5mOoQ98rKU/0TzCpBF1razsqstXnb9Dpe49oQYjqZRfMnf0ofeQCEugbE09Lh7YvmUa/fz1VVlakOVO3koZLaCpZuArpj6VvybbZaPNpTqALDdx9kq42eHb9U3qQQN+EdiyfxfgYvkld6NbFU3Tu0LYm2311ViKvv+HqA+psWEfvefHJz0iSEcsT6JK5ix+xiOjp4wdttbRbaTfPn6BH926Sd3yxbBuXiN6rLzPFqXtAf0V2pEmPrOnBcwYzS4D2fj+fhOm9GJWiOrx1Gd2/eYVEeYMb7bvwqI7e/OsUzQtyIQstSebYrpVzyczJh5yCEhu1V8VUVc5oaEe2LqcDmxaRlq4hpQ79SOXMmxQrI/I00KbSnepXNSIiSrQyoj3/UBl9IqKdN+7Tc0BOnl1dVvuwjtacv0FvCZ1U/q53QjEFZw+kZ0/qaNO8QXT3mmJ1t6ZMXUoaLBabIrtMpKO/VssUjbo4mpOXgTaN3X+2UXttA1OK6jaJfv96GiPFOSv3INI1saKTO9YzOp/fr9+lkU6dyIx7m/pbcOhQaiClNyiHYO0RQid+X8eovzZTbsd+W03OwcnEE+hS3YO7VLNvK7mHZ9EQdyv6xZNLJ6yF9KmwiNK3HaXah/LqZQc2LaJrZw9TzBtVxOa0fF6wfckMMnXwIo+oXHoKUP9dJ6mbswVFmxk0anv+0O909q8tFFEyvlVl+VRRzlBktft+ptVTiujutXOUNnKByqVXLLW41NHBnMoOKM94b42VOJnThX+ojD6RZF558WEddWlBFieTvssO1FAnB3OyUHG+6tWhE6WNXEB3r5yj6opCqt3/i8rHV5uSBotFEcXj6cyezXT+7+2NdkebGVBXJwsasOskPQXIIyqPTOzb0fZv3lLQGTNjc7gU80YVXTtziA7+sEhun1Rev/KpA/VnH6Cfvfg02M2K3CMyqWbvT1T34C7xBLrkHJxEx7atbvE5tBnRtTOHqO7BHbLxDJXbnm5tRIdSA6mXiyXNOHyOgjfto99qaunglm8oMKtfs/3+vWWp3By8oT17Ukfbv5lBR35ZSSlDPiB7v+hGba7XPaX+u0/SCMEV4p0/RCEFQ1W/QCUmVc7YcPEm9dvduHTZ82dP6fKJv+ivdR/T9zN70Pp3Suny8T1k7xdN7pHZhOfPKOXND8k7vpjRukCRvSV0ojXnbzR636nDUq2lMvr/3Dnz7pv3KUkD5aeIJNnaXgbalGjRMlU7YzsPyhy7iCzchGRgYU/e8cX07Mlj2rHsbVoxMZt+WzSFTv+5UaFs/O/X71Ln7Ucpy9aU5gW2XsFAahYuQvKKK6L0nR/Tjut3abkC1SptA1NKGvgu6ZvZ0oZZvZssR+IYGE/3rl9oVrHTxqs96ZlY0b7f1lL37UcoYetB0uOyaUeSkN4NcJaT1zd3ERKXr0XHf1vT0stss5fs8YM7xBPoysYYaezvnQBnWnv+OrVbv4e+qpFXlbx6+gBp6RrQuuldSaBnTBmjPidR3psk0G+ZajkR0cUjf9Kl43soUNz82C9pv5MuHt1FZsm9adS+M/RRsCsZM5gjtTb2R0R08IdFdKP2KEX3qJD9bpdP/EXr3yklMydvSmym5ImmY38m/9AS2lKTxP50NNL36L2S2F9lE7E/EzsPSh/xKT26f5v+9+4Amc9CS9eQ4vu+Tfs3fqFwntqctST252eoQ2M8banP7tMU2Gk87Vu/gJEvgsViU3jnMbR/w+eM2iszQysniulZRfF936YHt6/Rlvmj6P6NS/TkkXx5nPJDtSTc+Beduv+4UWntf1t5E6m9dpYIE3C1tFE0YwN42nrQ57LxdXsP1GaKsCbKCxZ8LpwC4pA1/ito6Roge8IS2PlFMepXwnBbDp62HqP2LiGpEI/5skkW84IQN1T6OoCoPlOqohoWrkLVmEKtZM+9DB0jC2SMXoiQ/GHg8PgIzOyH3MkrYOnWdCZenLkBajNF8NAXaOSeljpb4li6+jNl1cmi0+eycS5TBFuB+tndRIRuTuY4KxbBuJlsabewDBRUrYVbmBg8bT0kDJiDuNLp4PBbd29ao6ThGVsoy5JtLhOLiKBrYo2CyjUwtnVn1L+RtUs98055ny9DmF6KuN4zJMepWgt9czuITAywPdEfNWIRpvpJ/pMWLkJkjPpcI/fzvwY9M1sUVK1FQEZvBGf1xzQ/R9SIRdie6I+owCgUTKmGtqEZo77YHC7EYxYyztKWfidp0FyFGUQx5gbYnSyEhdYLhjtPWw/ZE5bAMTC+RdfbEuUMZXAJTUXh1HUonPY9wjqNVphtrggmfC5qxCJ0cWx9xpgi2GvzcS5TBD0ug8x6FaDOcZmIcDw9CG84tyzLvTl46AtQmylCnDnzzFHPuCIUzdiAoukb4JfSA2xuy98Z6lDSMLJxRUHVWhhavshs5LFYWBflhX6ujdnMDsI45ExarjAbRhkM69nRjP/jXD7Shn+CqA4FWBfri9pMEb5q7wEfUSLiSqcjddjHsPeP1cg9/a9BlDcERdPXg8Vio6eTBU5kBOFwWiCy6zMirNwCkF9RDYE+8wyJpEHvKVWyawielg6yxn8F55AUhfuHedhgRUQ7cFiSz8a2biioWgs9U5sWXW9rlDMawrtDJ+RPqUZ+1RpYuDCfux9MDcAnopZleDPBaXFwixUklEHd4/KWOB98HtK6rEpl4LMJJzOCmWfesFgQ5Q5B7uQVyJ9SDQMLh1afQ2uVNHyTuiFx4LtgsSTvV39DHexPCYCLbuM1JYvNQdLgefBL6cG4/9Rhn6g0v/GIzEHa8Png8bXAZxM+DHZBbaYIm+N84KyrBWvPUJTM3gpuK5Ub2iBBVLfJ8IwtBBEh3cMDu/MTcTqrPUa0s4G2gSkKKlbBxktx1jWLxUZsr6mI7FLWKmVOPVMb5Feulo1tEabKlQ9ZbA5S3vwQ3vGdW3Ss1ihnKIJPYhcUz/4JSYPnMc4mXxvlhW3xfhq7p38k+mN2gJPa+1Xn2DwnwAnbE/019htsS/DDmigvRm05PC0kDZ6H4tk/wTuhRC3Hb62ShndCMZKHfKAws9RawMOeZKFsbmHhKlE00jNl5ptQCBYLkV3LEPNGlexd0BC23mHILV8BPWMLjGhngzPiYGztWoQUT8nv7BlbiKhukzR2T/9LcI/MQfGsLeBr68FZVwub43xQmynCh8Eu4LPl27K5fOSULYOlW2CTfUqy85fB1KH5/4WpvSdyJi1HgLivwmewj4sl1sf6IGfU53Btn97q621KOYMJWGwOLFyFCC8eh86zNqPTzE2I6l4Ol9BUxmuKMm87nMwIBldD9/SLUDds0YCanTrH5SwbE5wWK1YuUwfmi1xxIJWZ6h6bw4OVexCCsgYge+I3KJn9EzJGfwHn4CRo6Rq26PjqVNIQ6Bkjt3wF3gwLwcZYbwjYjedA5i7+yCtfKVEkYjBHSh/1mdL5lhQsNgfisYtg6xPRaF+OrQkOpwXiREaQ7N2TNHgucsqWauye/heRP6Ua5sbmjWJ/TX0na8ISGFo5wSehBDE9KxGcMwiFU9chQNxXpkClKvjaesgtbz5+JgVPSwc5k5bB2jMUE7zt8FWYB1hNtFdn7I/F5qBD77caKZazWGz4JXdDXsUqWLdrPJZJY3/uem2xP5sWKik3h+5O5qgRixT6dz2iclFQtRYOAR3ktnN4WkgZ+pFaFNOYxv4MeRz8nuAHsbUxfJO6Ib7fLMbH8IorQtKg91q8VtUztUFEyQQUVK6BV4fOyBr/Naw8guESktrsvDfQUFcu9mfnE4m40ukauZcaxGs/AcaIe2Mq3k6IlUnNNXTERnUvR2BmP5g5+SJ/SjXjQENI/jBElExgfB6RXcoQWjhc6X4DLge/JfjJpIGsPUOQW76C8fmoc4CWgifQRXy/WYjrPQNcvjasPUOQX1HdpNTRvpQAfBGqGUcrkURGf7WaZfSJ1O9wPpAagHFempGgIyLsSPTHCiVlVHgCXUR1m4yM0QthaOkIXWNLiMd8CVHuEKWLelXREpKGqYMXCirXyBwUE73tsKi9u9KJB4vNQcrQD2WOyebA5vCQMepzuISmMWpv5uQj+c/rmyBhwBx4d+gkt19OXr/baASk9dTY/fyvIap7OUbldMSBgngcy5AnDvgkdlGprIiZky/yylcyJswRSeTvcsqWwSmocTmbhkFAoheBwJcD10ygTnLGy+ce0WUiOs38AVkTljCS1V8Z0Q5/aNDROt7LFvs1UD5E3ePymkhPrNLA+0OKhaHu2Jvc/O/A1dJGfP9Z6DRzE5Lf/ECpVK2qaA1JQ0pEavifmOLrgM8UBE+Nbd1RULWWMXmOiEAsFpKHvA+PyBzG32lfNBLRPSpkn6UlsY7kxmBMcV/kTPxabe+1/zpM7DwwZsJ8/Jkdo7TMlH/aGyqV4TNz8kHu5BWMyUeGVs4oqFoLIwWy9CwifBXmgfFeL/4v7WLykTrsE5XLUKmTnCGFd0IxcstXyMoENtd+tKctTmUEQ8CkZEwLEGj8z5bRl2Kit51G3h9S9HGxxFmxCIbNEAjZHB6iupcjc9wi5FWsUgs5Q4qWkjTMnSVrUymhzYjHwfYEf2RYK14bBmX1R4e+Mxn/P+39Y5A+cgHj9lKCnYGF/NjgqMPHplhJgGrQ+AUoqPhWY/fzvwYzR290Hz0f6zv4oTZThE9LumHY1E/B4UjW4WZOvsivXK1UQp/D4yN5yAcIzOzXqvOw9gxBXsUq2ZxzsLs1Vke9KN/wMnSMLJBfuVquJA8TqJucIYWRjSsKp36HjjM2wNK96SBphKk+ajNF8DFgJkutKqQy+sFqltEnUu/YHKKh94cUvgY6qM0UIayZd7ClexA6ztiAwqnrWlXiURFaStIwd/ZD/pRqhesvLouFNVFeGOQm8XXoGFkgv6JaYWBDFQRl9UfykPfB4SmeS+mb2aGgcg3MnF785xJKxuKXsrGozW6PddE+KCxfDlNHZqSYNjQNLl8b3d76H75Ji0NtpggbY33gqKN8nusYGI/0kQuaXa+0iymQW/M0BS1dQyT0n42EAXMUBsTni1zxTnsfpXNqpmgtOaMhdAzNkTHqCyQPeR8xPStROO17pI9YgICM3jB38VfoYzbksnFWLEJvF/W+G17Gfg2U0CZS77gsfX8EGqn//UFEELDZOJURjFHtFBPfdU2s4B6ZjbjS6Siavh4pQz9EZNcyFE77Ho4KfGotgTpIGiwWG4kD3kVheifsSwmAo05jcqZnbCHyK1fD2jOUUZ9WHiJkjF7YbDuPyBwk9J/dZJuKenn9nYn+6PX2Rvi0ldBWK6b0GYMj+XEKY3/KENW9HM4hKeBqaaOgcg0MLBygY2SB9kUjUVC1Fn7J3RiXK3kZtj4RyJ74DeMEWSv3IOROXgGBjh5WRLTDUA/F/0VNxP64fG2kDf9EIcnf0i0AueUrIEwvlRuj9ya3xf6IJLG/sRoqP0Ukif19+1LsjyfQRXSPCqSPWAA9M/njSsj50xBePF5tx28u9sciCcmxwsdelvDHtPSvtGx9w+tgAh1D8xf/0ZTu4GnpwCkoEclDPgCRJPnMq0GMTxmksb+lvQcgvftEjd1LDeG1nwBjOPtG4OtPlmGAj+JJpZaeEfKnVMPU3lOSTc+QLcPhC5A1/qtGbCVl4GnpIHviN006bX0MtLE/JQBu9Qw0YXopEvrPanYyr4kBWgoWm4P2HUchfcQCaBuYQqBvgvh+s5A85P1G9bmGeljjtDiYWX3yFuJYehBKndU/OVf3IP1lqLvGaooTvXC8N6xPZubojeyJS2XKJyb27ZBXvhLtYgrUfg6qkDT4OvrIKVsGe79oEBFSrYzwR6I/jHnKa5oJ00vRoQ9zR3NgZj/EvFHFqC2Xr43sCUtg7x8DtzAxUod9onBByCbCe+198FnfoRDndZQ5RNvQOpjaeeDrj5Zg6VtzkNTvbfnfnsVCbK+pCMkfxri/0MLhSmvBKoNUbcXUXn7SpygISERwCU1D5rjFjCfnmiBnvAxpjfnOb/8IZ1Gy0nbB9WNFoKFmFvNEkrqlC0NVCNQzhLrH5T4ummFhS6HDZuOMOBhD3JXXzjNx8ETh1O/QaeYmxmQyVdAikgaLhdhe0yDKe1Nue5aNCX5L8IMBV37cE+gZI2fScpWUa4gIbuGZSBn6IeMx3bV9BsRjFzX6zwVm9sOcngOxY8Y0dBswqm1cVhNYbA6mDJuGb3/cDxsT5XV6U4Z+hHYx+Yz7je01DV5xRYzbOwUnIWvCEoWkO2M+FzsS/ZFsZSTbFlc6XaXgoybIGVL4JJQgZ9Jy5FVUwz0yW2k7Pa5krBjk1vo6m8owS+iEHRog5ql7XNaUAtPL2JUkxDdhHkr38wS6SBz4LlKHfSwhZ6hIxmQCVUkafG095ExaLsvCY5FkbaGIOEVEsPePRU7ZMvB1mKk4sVhsiMcugo1Xe0bt2Rwe0kd9BrcwsdI2JRExWNenLz76ZBH4fM2oCP4XMazbm/j+rVnwMtKt9z8shktoqmy/e0QWxGO+VDo/5evoI3Pc4lavBb3jOyNt+HxweHzZ8zhZyfNo6x2G3MnfMs6k1RQ5QwoOj4+kQfNQPGsL2heNVKqmsTtZiK/bKx8rWguxtbHGMqDVPTafEQcj3dpIrX2+jCVhHtidrFhxisPTQvuOo1A8awuSBs1VSkxoLVQlaWjpGiJ38rdKs6jLfeyxMFSSfMLh8ZE2fH6jBBBV4RlbCPHYRUqzeLla2hCP+RJu4ZmybS6haRCP+RJ8bV146AuwNbsDZs/8tG2+rEYU9ZyAret+QoaL4jGwIVLe/FBu3FZ4L/naKgUqWCw2AjJ6I2fS8kbKG/pcDn6N90OfyBjJnFqguh9A3eQMKTh8AWJ6ViJp8DwI9I1h7uwHYXop0kcsQOG07xHdowKu7dNl5NSlYR7YlaSasrQq0KvPgLbXVv84o+5xeUeiP2YJnTT2Wwx2s8IZcTD0uGywuXxYtwtBcM4gZI5bjPzK1YgoGQ+noATwdQzg1aET8spXqp341VqShjC9FNl9pjdaLxJJ/mNR3SYjbcSnjBWXiQgJ/WfBJaTp/y9PWw/5lasZEaKMeBysz0vBxu9/gbYec/XVNjSPuLhMzFj8K2w9mf/3vOM7Izh3MIgkyYKRXV4EaPXMbBHZZSLyK1fDK65I5flIZJeJsr6ZICR/GMKLx8FCi4ddSUJEN1Dn1WTsT6BnjOyJ3yhUXhLoGSOh/ywkDZoLbQNTvPmqYn8aIOb9W2N/gca6MLHzQPbEbxCSP0xhAlRIwTAk9J+lcvJSc2gq9jfAzQprorygxZX4Chj7uFksJA2exzghWwotXUME5wxE4dTvEJjZT+b7YLHYyBy3WEaKTh7yfrPqZS/DIzwDi/oPQ0Gn7v+2+fJrPwGVENFpdJMPqVNQAjJGLwSXL0D6iAVwC2Mmx2zq4IX8ytWMpbpNHSXtm2ITdXIww08dfKHDYUukage9B7/kbsr71OAA/TJ8EiVOZyNrFxCLBe/4ziioXCMjnAjYbJzOCMZwJSw/dUCTTlx1D9JZNppzwEjxbUS7F853Fgs+CSXIr1wtI0HY+UahoHIN7HyZle5pCZiSNGJ7TZNNTJx0tbAvJQDCJtjflm6ByCtfCS09Zo4hCxch8ipWMXYEhhaOQHjnsdAxspAoI1gpXgAI9E2QPfEbuIWJ/22D9D8eITmD0KF0KuJKp0vUiF4K2vIEuk1K3TcET1sPeeUrYe6smiSxvV80cievgLaBfDBSURCQiNC+4yhEdS9vtl9NkzNkx+FwEdZxNEpmb0V833fAUvCO25noj+XhitV21IUz4mCIlWT0tgbqHpc16YCRYmQ7G5xWkhUfnDMIJbO3ImnQ3BbLJTJ6Lkg1koZ3QjFShn4kN0dy0xNgf0oAfAzkZerZHB5S3vwQ/qmqKQppG5iioHIN4wxIE/t2sgyGl7d7xRVBPHYRhOmlSBo4Bxyu5v5f/0UY2bii5O0fkPLmB0rb6JnaSDLyGN5LQytn5FeuBk+Fkgch+UMR22uqwn1BxrpyGVGSgMkKWDNwxGiSnCGFT2IXZE/8BtkTl0KY1kthm0Xt3fGXksCUuqApJ666x2UizZGvpQirz4r3M2z8DGobmCJj1OeI7/cO8ipWqayUpQpUIWnE9KyEKHeI7PMgN+WKBQYW9iioWgsTe+bvepfQVCQNnse4fVDWAMT0VE6C1jOzRed3NiOh/ywItNvKm6gTBhYOKJq6TrZWMbRyql+7OMnatC8aiZielUr70DW2RG75CsaJJcoQ1W2yLCtLquiSrmT+F5jZjxHRXtPkjJfhl9oTnWZuQu7kbxspfPR3lQSm9DVIFlsY6o7NGnLiaqL8lCYzI/Xrs+Ib3ndzZ1/kTv4WnWb+oFK5ppaCMUmDxUKHvjMRIO6rcH+GtTG2J/jDqD75JKJkfKtLijgGxiN38grlvkMWCzE9q9C+aKRsW8PxQZqQYGzd+rIBbXgBrkAHxTM2IKdsKSP/k6mjF/LKV4LLbzrRQ5heipAC5kkqRC98fu4RWXLbveqT//Ly+jT5flAETZEzZGCxJIH0iUvl3mUCfZN6WfLJKJy6Dt2GzcX2LvkINWGulKoqemswgUPd4/KcACeNqqISEf7MCMPwEbNRNGMDkod8AN+kbjCx85C9y9kcLsI6jUH6qM8YZ0mripaSNGy8wpA36VssifRulGxlYGEP8ZgvEdZpjEplZY1t3ZFbvqLZgGdQVn+EdRzNqE9heimKZ/0Er+gsxufRBuawqy/5FZwziBGhwso9CMn1ayKelg4KKtc0Urg1tHJGzBtVyC1fAfeILMYBcL6OAfIrqhmrynH52sie+A1sfSIQXl9S0EYguYZXEfvTN7dD/pRqhX4VFosN36Ru6DhpKU5lh7fF/uqR+QpifysiPfFLfrLCkiZSeCcUI2PU5yr53FSBothfuKk+/koOgI2AD//UnujQ+y3G/XlE5UnKBTJUQ+Zp60GY1guFU9chJH9ooxiOY2C8JBmQJM9qxxn/Y6SyLtAzRlzpdKSPWABDS8d/Y9zvtZ+ASmCx2Ih5owqRXZXXYI3tNQ3+qT1l8q1Ma1r7pfRAfL93GJ+LT2IJkgbNbfIhnBXghHlBEse3toEp8ipWKWT+vCpyhhSOgfEoqFwjYySZOnohe+JShBYOx2eh7hqVKCYiTNCgDLK6B2mpBF1DhQt1wojHwVmxCG94uSCh/ywkD54nmyS3iymQMJrtNSfnL0VzJA2vuI5IHfYx2BwuBGwWNsX6oHsTThBZsIWhHChPSwc5Zctg6x3OqL2tdxhyypaBp6WDDr3fUkqA4mnpIH3EAvildNf4b/hfBJvDQ8boLyRZ9W9+iKCs/nL7pQ4mpiUUHISxEI9dBDZHtfpvvkndkDrs40aT94ZBQCJJHdm0EZ82mT3+qsgZL8PM0QeF075H0YwNcv+bnk7mOCsWyZyFmoAmZZA1EQg8kBKA8RosPyU9xqeiF05tfTM75JQtQ+d3NsM1tPW1gJmAKUnD0i2gkVSzDoeNLXG+6OTQmHwa3nksontMUblGYFT3cgRk9GbUVkvXEDmTljVSHHMKTpJkLnqHo6ByDXQMW1Y7vA1Nw8jGFcWztiC8eJzSNi6hqcgYvZBxFklEyXiVSD1sDg8pQz+CtxLZ157OFnI1hS3dApBXsarJWtavgpwhhW9SN2SN/xppIxYgrNMYOZUoT30BajNFiDbTLElLmmmh7r41MS6vjvREtQbLT0mP8XuCPInTwMIeOWXLENltEvIrqpWSddUJJiQN94gspI9cIJvPRNQ76KwV1Lfl8AUQj1kolz3d7PPB4SFn0nLGzkIrDxFyy1coVefg6+ijaPr3SBvxaVvJKQ3BJTQV4jFfymSSpRny0s9S8qRvUlelfRjZuKKgco1K2UQNweELkDHqc9k82N9QB/tSAuCs21iRgsXmIHnIB0rHcaJXS86QwsYrDEXT16No+noEZQ8Eh8cHn004lRGs0fKkRJL5oaaOoe6xWZN+l5ePcTIjGHy2RDUjOGcgiqZ/j6Lp6xmr+6gDTEgaPgklSB7yvkLFTRddLexPCYB/PQmwXUwB0kd9plSphQks3QKbJTb7JnVDypsfyt4VHL4A4rGLZEoNss/NZH63oWUwtHREp5mbkD3hG0YJe5FdypqdCwv0TVA49TvGSUdS6JvZIWP0QoQXj5ObmxfZm+LneD/kDGWepapxcsZLcBYlS/zLCkpNsNgc/JwZg/e/+B/CCke0uD59c9DkHFTd43KQhstPWbgIMWjSQuydUQVf68Yqf1q6hkgaNBexvaY2SzZqLVQlaegaWyK/cjUmtA9oVK7Y3i8aBZVrGCfivozILmXNKiFJkxeaWodKEZDZDx3f2ojgnEEa/f3+6+Dr6CO6eznEY76EsW3TZFO+jj46zvifbA3jm9QNESWKS0SY2nsivt87yJ64FM4hKYzWPfb+scga/xVjv4mFixB55SvB1zHAwHp1Aist3iuL/Zk5+aKgco2EmKVg/1fxIdhfVYbMMV9IEllbMddRhn9j7E8TfhctXUP4JnVF10mLcb5sMHoHKCZ5OwUnIWfScsbiAS3Fy7E/Ky0edicLEWNuABM7DxRUrmlEmlAGXRPr+rKpzZeU5fAF8EksQUHVWoR1HgNdfeQ69QAAIABJREFUEwUKtCwWxGO+lM0lDC0dkT1hSbN92/lEIr+iGsL0UrWrjrxCvPYTUBkcHh9Jg+chOGegwv0vZ3d6xhYyZvKw2BykDvsYHlG5jM6DxWIjYcCcJlUxBBw2foj1Qbf6RaKVRzDyylfKvfBfNTlDCmndTenkhifQRWHxMJzKjUJ+TIpGH2pNZnJowuG8I9EfswOcNPZ78AS6mJcSjz0d0xCY2gMsNgcsFhui3CEQj12keODSEJSRNMycfJBfuVp2Lu8IX5CPlCG217RGwfqmEN55rFzmSFPQ0jVEXsUqWLgK4SxKRvqozxSXNuHwkNB/NkILh7+y3/C/CFlWj60bxGMXwSuuo9x+x8B4ZE9cylhtIK50epNjqzJEdZssUfFosL1hEJBIMpnIr1wtV+dX9tzQqydnSMFic9Chz1sonvUTontOgY6OPk5kBCmVQ1cXNJnJoYlxWZPZi1IkWBiiNlMENwM9BIj7oHjWFmSOW8xYEUhdaI6kISWAWnmI5LbPDXJR+O7yjC2UOJwZ1tGUwtY7DNkTljBalLJYbCT0n9UoQ9HaMwT5lathYueBzHGL4aSmWrdtUHLPfCJRPPsnBGUPUNomqnu5XIZ/U9A1sUbh1HUqOZyltduVBRM/CnbFzJcUIoRpvRDfb5ZCB+6rJGdI4ZfSHZnjFiNhwBzElU6XOS9+jffFd9GarQOvyUwOTYzLpc6aLT9FRDDnc1GTKULneuKZmaM38qdUI6RgGPIrqhkrwqgDTZE0DK2c6x0Wkne3Zb3zo6HErRSRXcqaJFMpQruYAsYlPbV0DZFXvhJWHoqfJ4G+CfLKVyKvolrhfLoN6kNEyXiEdRoj+xxePB5hnV981jYwRW75Cth6Ky6/QESwdA9SSc1KEXRNrJE/pRqWbhLHaVdHc/wQ5wMBp7HfRMfIAvlTqhUq3L0OcoYUBhYOyJ6wBFnjv0LW+K/wYYdwHEoXafSY+vUqbrYCzai4/RvLTxER/k4NxFvpqcga/zWyxn+N7AlLZOPfq0RTJA1zF38JmVkBMVjAYeOHOB90cZTss3QLRP6U6lb5YZiQqWy9w5FbLq8CGd55rNz7IKzzGLXWIW9DYzgFJaBw6jpkly2DnmnTJRN0jCxQOHVdswTz9kUjVVYqJJIEMSK7liF95AK5c3lb6IT54T7In1Kt0H/xMl4lOUMKc2df5FdUN0qAKXYwQ02mCLbGJkge8gHadxylERKoJlXcNDFnPi0ORqYGlEutPIJRULUWVh7BWB/ni587yD8rBvUBr8DMfhojyzQEU5IGm8ND6rCPUZKQiV1JQlhoSUhrLDYHAeK+yJm0rEWJi7rGliicuq7ZEkHRPaY0SZAlkvg4QgtHIL9iFRIHvtdGaH5FcA5OQkHlGngnFDf5m2dPXCoLFvMEuiioWgt9Mzul7S1chUge8j7EY76EvX9ss+cR3b1cpZKswbmDEdmlDCwiLA13x6nM0Fca+7P3i0Zu+YpGcxlXXUmiSZK1Caw8ghFXOh0FVWsRmNlPrfGn/3rsz8TOA+HF41A47XuEdRwNIxtXVAmdcSI9CNwGbS3dg5BfuVpOjUqTsBRwcTQtCMfFIRjuYQM2hwfxmIVwDk5i3EfCgDnwju/cZBs2h4d2MfnIr6hGVPfyJskcDgEdkDrsY9ln5+CkJpXPuVraCOs4GtkTlzJOWPkH47WfQIvA19ZDxuiFShmQru3TJdk/HC4SBsyBT2IJo371ze0Ys3+IJA4UibNC+YPg3KAMhH9qTyQMmAMWi/3ayBkvX2/WhCUQppeCWCxsTRBi+/ihSBo4B3nlK+GT2IVxDWRVoMlaqJoYpGdrqP63nqk1RLlDUDj1O8R0KUPN+AF4N9gVHL4Asb2mImHAHEZSPupGQ5IGX8cAOZOWw84nEkSEjvYvyvco68MjKhdpw+czJvrY+8cge8ISxgzumJ5VCMrqD4G+iSzY16gdi4WobpMR07OybeL8CuDVoZNE/cXYCrmTv230Yg/OGchIIpmIZCVrGkrSNQcOTwtpIz5VOEn4MNhFLghIVO8Um7xCLuD+OskZL8MlNB2dZv6Ad4ZNw6refTUeMNmZ6I93NFQLVRPjcqaNMc5oWIKOiLAuPQbDKxaj5J3NCM4e8MocGQ2hjKQhyWx9H75J8oSmbk7m+CG2caDF2jME+RXV0DVWzYHF5WsjZ9IyWLkzC74GZPSWzHVeem5N7T1RULUW5s5+EOW9KVFDew2/5X8NQVn90XHGBkl5MgXPL19br74WO7Ms15D8oSpnC1l5BCOvYpXCbABdDhs/d/BFkb0kOCF9phvO8V8HOUMK/9SeEI9dhKhu5UgZ+iE6udqhJlMES4Fm3xGarIWqiXH5VZSfIiK85e+IY+lBsPcOQ0HVWgRk9EH+lFdLzpBCEUmDw9OCeMxCWe1WLouFVZGeGOqhOOjjEZWLjFGfq5S5xNXSVumaY3tNRVCWYqKWrrElcsqWodPMjU06MdugHnD52sga/xWc6ufJXL42MsctlsuOl2a9NTUPbrZsAgNYeQTLzQnmBrlgToDiAIqNV5hkzvwSQe91kjOk4GnroUOfmegybC4WDZ2AKXO+hqkdM9W+lqCPBmX0if6d5aeMrF3Qr8dorP7oK3Qe9xk69H7rtfgwpFBE0pAqeyqb67wb6Iy59cFDXWNL5E+pZjznVQRpOSLHwHilbQws7FFQuQZmTi/e8y6hqRCPXSQjUTsHJyFz3GKNZ7m3gSDKG4KM0V8gt3xFs0pcwvRSpZnZDe9vS7OS28XkI79yNWy8JGQ9AZuFjbHeGBreHrmTv1VKln4d5AwpdE2sIB6zEKGFw8Fic8Amyfgzw19Sdo7L10biwHcRUTJerb4NTRPRNDEub47zwcJQ9b6rbLwk82ILF0n5RWsBDzWZIuTaShJErduFoKByjUyd51WCCUlDlPcmcrpPwJ5kIcLr13taekZIGDAH8f1mqaxII0Vw7uBmg+rmLv7ImbS8yUQUFpuDyK5lEI9ZiNzyFS0+nza0DLrGlkga9B6SBs9TSiKI7lEhm18TSZTymRDgbbzaI33EAqQNn69QCUgKLT0j5E+phqkjsyQNDk8LWeO/RmhgJM5mtcfF8f3xZbgnDDWojNwQHlF5yBy3WC5ZckucDzbGeMu10zO1RlD2QBROXYeYN6papdQnxRlxMDI0QEQj+ufG/lhsDhwD45E85APkTFoO74TiRnHVI2mBckQQI2uXekKvZhXvXoaLrha2xvvj8sQBOJQejGBxKWLeUF4GtSHcI7KQOuwTpe9yFpsDt7AM5E7+FnGl05tVwJGoZyyUS1AIzhmklABi5uSL7AlLENZpDLha/y/myK/9BFoMHUNz5ExaDmdRssL98f1mwSehRBLoq1zDWF7fPTIbacOVP2QNYesTgZxJy5pchKZZG+OPRH8Y8yTKCIkD3kV0atfXSs6QQkvXEMlDPkDfbiNwOiccTnqSB9vIxhXhnceicNr3CC0crrYMiBBjPdRmisDS0PVoYpAOVLMEnbmLP2J6VkmcyuK+MvZ9voM5DuV3QM6oTxFePO61SvO8IGn4Ir50OoKyJYo1PvU1MN30lGdeS9UUmDp5Bfom9ZkAzIIQLiGpyBj9BdgcHqJ7TJEQjBS0C84djKRBc1WqTdiGloPFYiNp0HvwTiiGoZUT8itXy01uWWwOkgbNZZxJ0i6mAIkD31X5PHSMLJBXvrJRqZyGQUAphOmlMtLcP4WcIYWHvTP2dk7H0i2H0LFqTZNOvtZAJudmqJlSTpoYl6XnLNJQ+SlTR29kjP4CpVNX42jVeFQNGfra69gpImkEZQ+U1Ah8KfAuNNLFfgVS5VJHoaIM2OYQlD2QcfaenV8UciYtl3Na6JvbIb+iGnY+kbD2DEHu5G/Bf43O+/8SWGwO0obPR3bZUoR3HqtwfistLcJEHUYi27xOZZKPb1JXJA/5QOHcxkNfgP0pAfAykMxBpfK2pg4S58frJGdI4Z/2BsRjFiI4ZyAO5sXh3cwMjTvmDqQEYKznv0NGX4r9KQGY4K3ZIL+prTuOZodj9rBK+CSWSIgKNq8+ECFFQ5JGaOEIOQLaRG87LG7vrnDtY+bojYLKNdAzU+0++6V0R2SXiYzauoWJkT7qM4Wl4wws7JEzaTlyy1fCLUz82n7D/xqMbd3k1kpSxRVDS8cX9y08E+Kxi5qsQewZWwjx2EWMFeoUwSuuI9JHLACHpwVtDhub43xkCjUNESDui/i+b4NYrH8EOUMKFouNrVlx+Gn2exCPXoDCqd8huucUjYwLayI9sSpCc6WcNDE2V0d6YrUGpP+NbFwR07MShVO/Q9qI+fi1awF+K58ALle1MpWagBxJg8VCfN+3ESDuo7BtsYMZNsf5QJvDBoenhfQRC+AVV9TiY/N19JE5bnGTpSh4WjrIHLdYbtyVlmiWkgOkyWOv8/32XwKbw0XK0A8R1b1cEoBrIlOfq6WNvIpVMLFv12SfMW9UMVZoVgRzZ1/klq+Q+E9YLDjqSJL/OopLEN/vnUZJSK+TnCGFtPxwQv/ZeCfIDcfSg+T8qByeFuL7zUJU93K1kTQmariUkybG5XFetjigxnO2841qRPgikqikHkkLhEdUriS51EUziqlM0BRJwzEwHnnjFmNtjA8GukmC76aOXsid/C2E6aUtTrjja+uhcOp3TZcMYLGQNnw+nIISlbbh8PiI6z0DCQPmoKBqDcwcvVt0Pm1oHVgsNrw6dEJB1VqFRCOfhBI5tX2eth4KqtZCz9Sm+f5ZLFm57eTB82REp4ZwDIyHeMyXjEtye7j54nR2GA5lhUOXy0W5jz1+T/CDn6Hy+b26EZjZD8mD54HN5UNsbYzaJhIquHxtuEdkQTzmS2SMXgj3iCyVlXeJ/nuxP4GeMfySuyGvfCUSB74Le/8Ype+4XFsT1GSKYC3gQcfQHLmTv9WYr18RMqyNsT8lAF0czeFuoI2azBDs7pgGHT1mZBppQq1CtQ8WC05BCciasASJA95lHOdzEMYibfgnctuSBs9rpP7JYnMgTC9F/pRq2PlFvbLfTNPgEFE5/UvtyeMHdOHITorqWka3Lp6me9fOy+2/cnIfhRePo9O7f6CbF06SKGcQndixnvD8WZP93qg9SvZ+MaRvZkuXT+xt9jzuXq0lPVNbcg5KoJp9WxW2OXHvEdlo86nE0ZxWn7tOt47/SV+2M6DrPD1KWL+dnjO+avXbsyeP6fTuH2majw1tzp1CF9lG9LTuMV2vOUy1B36lUzv/R4aWjhRSMIys3ALp0b2bdO/6xRYfb7SnLRnwubTg1GU1XsULG9HOlmYfvaDWPi89ekJDPKzp1L1HdPTuoxb1wWJzyCkokcI7jyXHgA50Zs+P9Ps30+ni4R30HM/JwT+G+FHFZGpsRsG2OjT3vTJ6/qzpZ1WTdv/pc1p54SYN9HYmG9Yj+nDVl6TPYdPSiHZUeegcbb9+V+H3ODwtSug3i/b/7wu6fGIPo2NFdy+n839vp9O7NjbbVtfEimJ6TqGfF4wnc2dfcgyMp22LKxv9r73jO5O9XzRt/ngEPat7yOg82qy1Brp8/C+KKB5PZ3b/SDX7fqGYHhV0+cReenj7GhFAF/7+g0ILR9Ddq7V09+q5Jnu7UXOE2kXl0PNnz+jm+ROMz+LJo/t09fRByXN1+A96fO+WZDtAv1+/Q+8HudLWq7fp2uOnRER05cRechYlk6G5DX1t94RsBHyK3bKfLtfvf522SGhDeHCXBqz8H+lZOJJnbAF5RObS4/u3VfpNmrMsGxNKtjKisQfOqq3Pl00T4zKIqKODGRnzubTx0i219WvhKqT4vm+Td0JnevroAW1fN59sj/9BqY8u0/vHzjffgQYNRPTl6SvU0cGMBrtb088GnuQcXUBbPhlJz548JiIiYx6Hlka0o4kHa+jPG/dk3+Vr61HiwPdo/8aFdO7gbyod18TOgwKz+tHPn42XHUeZGVjYU+wbU+nnzybQ3fp5mbaBKSUOfI8ObFpIF47+SfF936btS6bT7cuaed7arIFBMjZ7ROUQi0Vk7RlK5w78RsCL2ef9G5dIS8+Q3MPEdGbP5ia7e1r3kHgCXbL1jaBzB7cxPo0rpw+QvV8UmTh40sUjO+X2Xa97Spce1dE0fydaUXud7j24S/euX6D2RSNpyIP9lGljTJ23H6Xflcw9XoVdPvEXaRuaUZGDBZnSY9ohyiG7mO5k6R5MXL4WPbh1lZ6qcb6hz2XTSE9bGrjnFN17qv6VgibGZSKiUFM9CjTSpS/PXFVrv6aOXuQZU0Dti0aQQ2AHOnftMqV62dAphw70w8cj6daFk2o9nir23cWb5KmvTRO87elv43ZkHJpJWz8dS8+fPaFUKyPq62pFJX8co4fPIfc9LV1DShwwh3Z+O5uunTnE+HhauoYUUTKBti2upLqHTf8nDCzsKbLrJNr66Vh6dPeG3D5jWzdK6D+bbl08SQ9uXaW/1n3E/KLbrFX26O4Nevr4IQWK+9DJnRvo0d3r9Pj+HQrOGUgnd24gPH9GN84dIyNrF3IWJdPZvT8p7Ofa2b9Jz8SavOM705k9Pzbr51DYx5lDZOEqJDvfCDq172fadu0uvR/kQr9cvUNXHz+Ra3v5xF5yj8ikjkZEo+0ENPVQDX18UjNrelUs2dKAetjqU+dvN9D1R09I39yejKxcyD1cTJauAXT78ll6eOe6Wo5V6edAn526THtv3VdLfw1NE2OzHpdDuXamNO94y304L5uJnQeFF48j/5QepGNkQQ/vXqdTO/9H3/3xMw3m3qR912/TqftNzxc1bbtu3qeHz57RZF8HglcsXTdxpt+XTCeC/Djsa6hDcwKdqcsfx+nK4ycUUTyeHt+/RXvWtmw85PD4FN/3Hbp8fDcd2PSl4kYsFkV3L6dbF0/J2nD4AkroP5sObPqSLh79k9hcPiX0e5v+/mkpXfh7e4vOpc1UM+A5XTy8kwLSe9PR31ZRSN6bdL32CN2/calR2+fPntKTR/fIJ6GYTu7coLTP+zevUFBWfzr2azVJVnKq2YNbV+jM7h/JO74zOQrj6O8D2+j4rTs0weQx7TL1Ja6JLV05KfFZhxjr0opIL9pw8Sb12/365kTPnz2hs39tIRdrexpp8pjefmJLBy5dpGd1Ej8qnj+js3u3krMoiRyEsVS7/1e5NUlLrMLXgf6+/YDWXLjRfOMWmCbG5dP3HtNgD2v69NQlqnuu+rPxsjkI4yi0aDj9NH8MXa85LNvOYnPobyN36mopIB2PMPp8QeVrnS/XPqyjndfv0gRve3LV1aIN9T4cAwsHiuk5hUI2VhH76SOaeKCG3COyKKzjaNq5fBYd/30NteT/Q0TkGVdEjx/cptO7Nilt4yxKJhP7drS7ep7C/VwtberQ+y2qe3CX9Eys6PBPy6j2wK8tOp82a62Brp05SBcO76Cg7IFk7RFMl47vkfmouHwBOQbG06n6cfn50zri8gWM/Ra3L5+l49vW0PPnzygkbwjZeLWn21dq5OaQty+dJmvPEDK0dKTLx5uOeZjxubRJZE3XnnPpu8KZdK2OQ8v++I0uPnhEHwS70r2nz2j/7Qet+D2Y2aXju8m6nYgc/GNort5l+t+lW7S09prCts+fPaUbtUfp2LbVdPdKDTmLkik4ZyAJ9IzoztXz9OThPYXfa2j/5tjfyXuP6BjD2J+JfTsKzOxLovyh9ODWVdq1ai79veUbunP5bKM5p9SO3H1IuXYmFG9nTTezyuj49nV0Yvs6dV6KQuOyWFTmY089nS2o584T9MtdULu8EXTQMYrSzesoDbdp8enLzY620d3L6ezerVS7/2e57XY+kRTdo4JM7Dxoz+r3af/GL+jBLQY+IRaLorpNpn0bPqe7V2tl20S5g+mvdR/Tsyd1RCR5V8T3mUk8LR3aMn803ag92oJf4Z9p/2qCBhHR4/u36erpQxTTvVwSBLzzYoB58ug+PX38kPySu9Oe1R+QpauQzBw96eKRP5vt9/LxPRTWcRRdPXWAHtxu/mG6dPwv8k3qQs+fPqWb548rbLPt2l3q4mhOttp8GuBoTEfuP6KDeWVEpm50/shOev7s9QUDJ3haU7ygjrrN/4TYAn3yjMknYXov0jOxooe3r9Hp3Zvo2K+riM3hkn/qG+QemU3PntTR7cs1KjuCpvg60K9Xb9MPl29r5Fo05XDOtDEhO20tWn1etUk/X0efPGMKKbJbGekZW9GhzV/Truq5dPP8CbJpF0J+qT2ofdEI0tI1pJq9P9Ou39bRODpPf169RWcf1Kn9OpiarrElhfSaQZu51pRp+oDcH92kXFsTOnDrAX18svEiVWoh+W9S3YN7tP9/nzM6jntEFlm4Cmnb11OVvrykxmKxKbbXVDq1cwNdObWfOpTOoG1fVTZaNDuHpJBPQmf68YOhsuB8m70ae/LoPj28c52CcwbR/o0L6dbFUxTVdRKdO7SN6h7coad1j+ja2UMU3W0y1Rz4leoeNBVYAF2vOUoRJePo1J//ky3qmdiD21fp4b2b1L5wBJ3e/YNswt4wCChZDIMuHtlBHwntyJrHooRNf/4jyBlx5gbU382KCn4/QqfOnaGTO9bTiT/Wk5GVE3nHF5NnXCGx2Gy6UXukRQ75l22Ctx09eQ5afFa9ATWpaWpc9tTXpmhzA/q0lZN+FotNTsFJFNd7OnnGFtCda+fol88m0N71n9Kti6foh4vXaai7NenzOPTr1TtqOvuWmZSkUexqSxkOlvTeuuV065rE4c4iok9C3GjHjXv02Uu/CYvNodhe0+jqmYN06MevVDoei82huNLpdHDT4mYDiFy+NiX0n00Hf1hM5//+nYiIeAJdShgwm87s/pGO/LKCIkrG07Uzf9c7WtrsVVndgztU9/AemTv50pPHD8hFlEw1+3+RGzuunNxHnrGFxGZz6HrtkSb7u3HuGIXmD6Nzh36nx/eZz+cuHN5BwdkD6dHdm3T70mm5fUfuPiQPfW3KsTWhdRdu0p3LZ6mjEVGuCZd67DpN2y6rJ7jWGntydj+VOevTr0mD6MRtLp0/tovu37pCJnYeFJw9gGy8wogn0KGHt67Rk8etc7b0dLIgkak+TT+sGWKYpsblJ8+fUxcnC3r3WCsDgSwWmTv7kVeHjhTWcRTZeodT3cP7dOdKLXF5fHrkHU9WR3+j9lpX6IuNGwjNzCE1bd9dvEkBNjb0hrWAPv1xPV28eoGcdLXos1B36vXnCTrzQD5YKZ3TXjiyk479Vq3SsYRpvejO1Vo6s/uHJtuxOVzq0GcmHd66jC4c3iG3z8zJlzr0mUHHfltNdj4R9NP80SrNs9qs9Xa99ghZtRORubMPXTi8g26eP05mTj5k4xkqcyJfPPoneUTlko6hKV05uU9hPxeP7SIr92ByDEqgmr1bqSVBjAuHd5BPYglxeFp0/Ph+Ov+wjt4SOtKK2uv0+OXAEUB2F/fTJCdd2uSXRpXfbSA8f52pJhJbHe1FP125TZ8fq6FrZ/+m49tW06Xje4jN4ZKdTwS5hWeSvX803b50mh7cutLi4zjq8KmvqxX123WSnmhozNHE2Hz83kMa5mFDK2qv0e2nLV8zmDv7UVyvqeST2IV0jczp9O4faPea92n/+s/o2tm/6dr9B+Str02lrpb00Qnl/oJXZbtuPSAj10AaGGhPq1Z8Tqdv3pTbb8jj0NLwdjTlUC39ceMeecUVkZV7MP38+YQWra1YLDZFdS+nx/du0c4Vc5S280vpTkbWLvTbogpZYLp90Qh6dPcG7d8g8aEE5wyi58+e0V/rPlb5PNqs5fbk8QO6ef44BYr70Z8r36WI4nF0+/JZhYklN8+fJM+YAnp075YkEKPAHty6Qo4B8fTk0X26fflMi87pad1DOr1rExnbuVNwziDavm8HGTy5Sx3uHKXLMX3p1qXT5PX89j+CnPHCQO9aPiadoAha9NSeRPlvkoWLkIDndO/6eXr+tI5q9m0lB2EcOQcnNVqTqGoVvvY088h5OnFPM/MYTYzLd58+o75uVnT3yTPafbPlhD/n4CQS5QymzR+PlMUiTOw8yDuhmMI7jyFDW3e6dO4k9XMV0Cc/b6OHrXgHqMMakjQ23XhEif1nkdkv8ylHcJ+67z5LAUWjyM43mrZ8PJKunWVOYG5obC6fortOoh3fzlLqF+bwBRT7xlT6Y9nbCucHfB2DejLzKSIWmx7fu017v/ukxefUZuqxR/du0skd68nEzoNCC4bRrUtn6N6181T38B4FZvalQ5uXyNrePH+CQguGU82+rVTHiFwAunXhJB3btpo4fAG1LxhO5s7+dOvSKdlzdOXkPgrrOJouHd+jlABsxufSrwl+dPXxE4rZtId2bP2OnEPSyCehmH4/uJvWHDtJZT72FGysRz9fvUNPNbyWPXfwd+opEtE5p/b0+R0BsXla9OThvSYTsO7duEhn/9pMNfu2kqmDF4UWDCNzZ196fO8W3bvR9Fp/iq8D/Xb1Nm36fxj7Y3O45BjYgdp3HEVuYRl0/tB22v7NdKrZu5Ue3bup9HtEkliblUcwHbfwIw93fzp+9Qr9una+ui+jkVkLeLQozJ10OBzquuMYPXcOoQ59Z9LVM4do41fTaOmuvTTI1Ypy7Uxo8ZmrSleTLqFpZOUeRL8vmSaL4Vl5BFNUt8lk7RlK+75fQH+t+6jZ5+Nls/ePIXNnP9qz5kPZNgMLe7L3i6G/6//LHlF5FFEyng7/tJR2r/lArYlR/wT71xM0iCST3ttXauSCgFK7fu4ouYhSiKetSwd/+IpC8ofSzfMn6H4zD8rTxw/p3vWLFFo4nE7uWN8seQLPn9GVE3spsmsZnTu4TaGz+jkRHbh9n+YEutC1p8+px28H6Y8fq8nCLYiE6aV05eS+Zv/ImjBDLpsWhLjT9MPnaNuFy3Tt7N904o/vqHb/L6RnYkXvrhyhAAAgAElEQVS+iSXkHV9MAj0junh0F+3f8Bndu36B3MPEFJjZl7h8bbp9+Qwjpx6biMp87GnsvrN0uUFGjrpMU4O0jYBPKdZGjJ0N+uZ2JEzvRWEdR9Pj/2PvrKOrurYu/rv35sbd3d2FCEkgaIDg7lYoUKMUaUuRFqnQlr621Fv6+koN2mItpbhrsGAhnhB3d9nfH4E8UqKQ0PfexxxjDRg3+8g995x19l5rrjUrSriw/QOij/yEqpY+7gOmEzTpRTQMzEm/eYbz2zYSf+Z3CjPiya2oxFtLldk2hn9bRZKZa0/6zHuLhLN7OL3jI3Zdvs5rLmbYaKgx7cwt6lrx1BYevXAMGdVUNdgeNAzMCZm+iqNfvtwhIoVL34loGllyftu7BE5YSt7tmySc3dNsjKlLIAFjF3Hok8XtPueP0T0oykjAyN4bfSsXYk78Sk1lGUETXyTlyhHqqivvVBlX4TvyaRIj9yHa8K9VpQWoaOhg5dWH1KvHO30eajqGOPceT9LFA02Th78mASXAemcjjBoqOTJyJYUq5mTEnH9o0sPDYmeoC2fyS9ic9O+FYl11BSlXjnDzyFbUdIxwDhuHW/+pqOsZUZx9u9n7rzNY52HJzvQCTuV1T3V6d/nl3Opa5tkZ80FsxgPVVCir6+DabzJhc17HyrsPebejOfDRImKO/UzlPZXG9QKqGxpY5GjG5i6ocnlYuPSdRFKvp7CX5TCoIpXf0vOpE4KFDiY4aaiw8FJSs85cfiOfQVldhzP3TKI7fKyw8ajqGHFp18ftjg2ZtpKyvAyu7vsn0BgU6fvkWxSkxnLl98+x6RGOhUdvTvzrtb/9+fr/iIK0WMxce1KcnYJEKsG511huXz1OQ13j+1qIBrLjLxMybSXp7RAvGuoaCaS2/oNarexuCfV1NeQkXCV0xqstHuNEbglP2hqjpiDFVVOV6ToN/Og1hqqAqRSkxbZYxfgosSXQAa3aMqZ+sJGECwcQDQ1oG1lhaOdFbVUFVaUFaJva4Tn4CSw8Q1FUVqeyJL/DlSb3YrWbJVmVNWxL7R5iSnf55fiyKpY4mXEqr5j0ys7N9SVSGUb2Prj2nUTPiS9i6hKIRCqlrroSDQNzpDIZJdkpJJzb2zivjr/BC2pVnMopIq3y7yM1S6QyfIbNJzdkJlDM/IYsjmYX8nkPe75IyG6xy5NXxBxUdYw4++OGTvllVW1DAics4eS3a6irbjsw4TX0SRTkSvf5b2NHP3rPWsu5bRtxHzCV8z+/16VduR6j48iMiaTHqGcpL8ymJOc2mTEX8IqYQ21VOUUZCQjRQEb0OQLGL22z+1z6jdPYBUagZ+VCxs2znT4P0VBPRvQ5gqcspzAtjospiVirKTPBQr9ZRXKgrjqfeJmz8FoGcbYDMffoTeat8+121+pOLHMyJVhfk2EnopsFtytL8km/eYabR7dRmpeOsYMvbv0mYxcYQU1FGYUZnb/nFzqYYKOuzKb47ltjdodvrmkQzLQxRC6VcPwBiMZ2AUPoM+cNnMPGU1NVzqXdn3L6hzdJu37yvsTEgawiFjuaIpdK/tauV0pqWoTNXke6gTO7fv0n7znqcLmwjPQ77woJ8GkPOy4XVfB5QjbGjn74jXiGQ58u7hTx9F4EjH8BFU3dO/PclolLZm7BeITP4tCni6mtakzK2vgPwsZ3AMe+WkFDfR0Wnr1xCh3DkS9fappvPcajQ1lBJlIFOXYBgznz4wZCp6+isjiPosykv4wUlOam4j/2eeJO7W61C0R1RQlu/acSf/b3Bz8pIciMiaSyJJ9eM1/lUFIKg6QF1MefwyV8Fu+qZ/FnRsF/CDkDgvQ0WOhgzIQdBzl/7gAxJ3YgRD22AUPwG/UsmgYW1FSWEn1sG2auQdgHDeV21LEHWh8G6Koz0dKAZy4ldsM3aUR3zZn7GWrhpKnKT7dbrmRvD3aBEXgPncehT1+gtqocx5BRBE5YirXfQPJTb3Fx50fcPPwjpxITGK9SR6iuOj+n/f2E93tJGjb+4aQV5PNSXTTz4spwmfUmNeWlHN38yn2d3zoLu4AhKKqoc+v4z62OcR8wlfraGm4du3+MiqYeA5/5gIxb5ynOSsbSsxdHN7/SZvzyMR4dREM9mTGRFKTFETTpJTT0zcmIPot9UATpN880xUbr62qQK6li6hJI+o3THd+/aGjqJKGioUvgxGXomNpRmJFARVEOlWWF+A5fQMK5Pff5/3vJGX0OX6cBqK2qIOXyIeqqKwmZtpISFPj42BH6G2nxgqMpp3JLKaztvntLQwZfmNZyzcCC6OJ6LLzC8Bk+D4eQkRjaeqGub4pMQYmaytKmjgV3UVNZRmZMJDEnd6CgqIzn4Fk4ho5GiAaKs1Pueybu5v6WR6WQ9d+Y+zPW5tMWCpOV1XVw6TuRkGmrUNMx5tbRbUT++j65Sdfuu2YAqloGGDn6YtMjHNd+k+gx+jnsA4eirKFDVkEePfOvMcdRk0/OXunWYpNe+ppsCXLk19QC1sTn4zVuCfZBwzj13XoSzv6OaKintLaen9NyWehg1ipJQ0VLn7DZ6zj2z1VUleSjb+1O8NRXsPYdwPWD3xG5/QNKcm53+vxCZ6zm2p/fNNvWxCkARRV1chOv0nvWWvStXTny5UtkxrTfdOG/FX+7zkpXmV3gUDFy5U9CRVOv2efq+mZNmlMmzgFi1OptQt5B3fOeU5aLgPFLOnwO9j2Hi4ilX7WoRaWvqCCih/iIMwN9xOUlc8V7fnZCWdaoo2bTI1yMW79b2AcNfeTX7ccgR3FhYMvaWndN28RWeEXMFSNX/iSGL98iPAfPFpqGFkLLyEoETlgqxr+xRwRNfLFJL7M1G2WmK5KG+nXZubdk3aWpbaqsKNKG9xAaCm1r3xk5+Io+c98U49btEl5D5ggVTT2hb+0meoxZKMau2SGGLP5CuPSZKFS1DVvdh7qCVCQP8xPP3dHee1QmkcqE74inxOhXfxb61u6N30dJLn4NcRbbQp3F7VcWiCP9PFvU41LVNmzUi7dy6fCxBr/wmXAMHdOh8domtmLc+t1CTddEmLkFi5ErfhAyuVKzMXpWLmLc+t0d1rh6bN1niqqaYvRrvwhjB18BCLcB08TQZV8LubJa05jgqa+IkGmr2t2XTFFZjFq1VZg4df7Zlkikou+8t4X/2EXNz08qEXt6uYp5tkbiLU8rsTPUWajJpEJJRV2EznhVRCz5Sqjrmfxt12+hg7FIGuYnVKVt+xu5kqroMWahmPT2ATHp7f1i4HObhKVXWKf0XLUUpCLtjv5dd32f7vLLgEga5idGmup2ahsje2/Ra+YaMent/WLSOwdE2JzXhaqWQbvbXQz3Ej8EOf5t94VcWU30fmK9GPzCZ0JV21AoyGRio7e1+CXYSfQ31BSXwr2E8V9+R7vACDHile+FYgfnPfeamq6xGLd+t9DQN293rEufCWLI4i+EVKFRy1IikYpes9aIXrPWCIlEKtR0jMS49buFjpn933b9HlujNubYNTuEgZ2X8B+7SAxZ8qVQUtNqNsY+aKiIWLa5XV1VmVxJjHnt1zY1ulszu8AIMXz5FqGgpHLf38xVFMWtIb4iaoifsFJVEjKZTJg4+Ysxa7YLzyFPdJledWfN944mqY+OWot/1zK2Fk69x4k+c98UE978Q4xc+aMY+uLXYsKbf4ghS74UbgOmCg2D9p+luxYX4StmWbfvlx7UutMvnxngKd73bntNcNckUpkwcfYXgROWinHrfxOjVm8TQ5d9Lcat/02MWPGDCBi/WFh6hQlFVc0Wt+/IOqY7TV3PRAx+4TPRZ+6bQklNS8hkMjHXxkjERPiKH0NbnhObufYUo1/9RSipa3f6eIETlwnvYfPaHWdk7yPGrNl+3zEsPHqJcet2CQNbz06vcx9b95ielYsYt26XUNMxEvDvNY+moWXTGH0rVzFu3S6haWjR6n7kSqoiYtlm4T5w+gOfi5G9jxi7dodQ0zURcolE/BbqIp66sx4N1FUXUYO8Rai+hoDGZ9d72Dwx+tWfhYGNx99y7Tq7ZlbXMxVhc94UUzYeFhM3/Cl6jFnYqefwSF93sdm/e+cx3eWbv/a3F4f7dHyNrKyuI3qMeV5M3PCnmLLxsAib80bHNNxpXMckd2Ad011mYOMhRr/6i/AeNq9pzhCqryGiBnmLQN3G+fDT9sZid6iLkEskQk3XRIxdu0MY2Xs/8DHdB84QEUu/EnKl1jXlNQ0txLh1u5rFSzSNrMS49buFtomtgDtz73W7hJ5lx2Iqj62bTCIRfea+KfxGPye0jG3E6Nd+EQ7BI1oc22fum8Kl76Q29zXile8e6v6617SMrMTw5VtE2MSl4uJgP3FtZKjY+cFXwtj+75sL/dXaWjOraOkL176TxNAX/ylGrd4mvCKeFGFPvC4GPvthi+uC9ux9bxtxpr9nt36f7vLLT9gYirgI3wfa1iFkpBj92i/Ctf9UMeDp98X4138XgROWtvo+9mlnHfOoTa6sJp6avkgkr3peXIoIEFPDBomx63Z2OD7crkkkYvjyLW0+dypa+mL8678JNd375xDqeiZi5MofhVv/qULXwunOvKz1Odhj+5vvJxV1ETJtpRi+fIsY8PT7wtq3f7O/K6pqtPpbd/gYSqrCY9BMMW79bhEwfolQ1TIQfZ/cIDwGzWw27m7u73g/9xZzJ9B47/Wd97aIWPKV0DaxFVMs9cXVQd5iuKlOt12jH+6smWWye2IpEonQ0DcX1r79he/IZ8TAZz8QE97aK0au/En0mvmacO03WRg5+LaYQzVy8BW9n1gvxq3fLXxHPtMsfv6/lvvTs3QRwVNXiPFv7BGBE5Y2zdma/aaaesLMLVh4Dp4t+j65QYxdu0OMW7dL9J33tvAc8oQwdwsRKlr6zbZRV5CK5BEB3Zb7k4BY5GgiLoZ7iWA9DWHqEihGv/aL6DHmeSFTVG5xGyNlBXFriK843Mftvvu3z9w3hefg2ULHzF70efItMWr1NmEXOPSh4nPm7qEiYulX933uO/IZETJ9pRi7bqfwGDTrb4sBPkL720+gS8194AwRsWxzsyQgNCYOBjzzvkAiEf5jXxDBU1d0aH9yZTUxavVWYeYa1OFz6D17nfAb9Wyzz/7qoDUU5WKTr604EOYmbNQak8yaRlZi2EvfiOCpK4SCYucnpg9iHlqqInV4j6aFakdMz8pF+I1+ToxZs11ELPlKuPadJLRN7YVH+Awxds0O0W/BRmHqEiiQSO7bdkugg9gf1r3J8+4MOMdE+IoFdkb3fS6VyYVtwGARsWyzGPbyt8K+53ChZ+ksvIfNE6NWbRXDl28RHoNmdiowv8zJVCQO9RPKjyiwoaptKMIXfiz6znu7KVkTrKchLoZ7iUWOJkICwlRNqUVHLZFIxcBnPxRuA6Z2/N4bNFP0W/Bui/dJS9d36LKvhW3AECFXURejX/vlvom2pqGFGLt2hzBz7flIrtdja99MnP3F6Fd/bkoM9xjzvBj47AdNCVyZXElELNssnHq1vwgzdQkUI1f+eB8ppyMmV1YTw5dvuS+oYqmiKGKH+Ipj/b2Emqz5c+bUa4wYt26XMHMLfuTXTVkqFUlD/cRSp44FQaExiOo/7gUx8a0/xahVW8XYNTuEV8TcNolgd+0pO2MRM+TBAgMdte70ywfC3MS3gQ7tjlNUURdOvceJ4cu3iDGv/SomvLFH9HnyLaFpZNXhYwXpaYjU4T2Em+ajeUffa9omtmLEih+E/9hFzRLnEhCb/e1F3DB/McS4eZLBwMbjTkLH8oGO2ffJDcJtwLR2xxnZezcmdHT+/X70H/uCGPD0+0Iqk995R3wgXPtPeeTX7bHdb2ZuwWLUqq1CrqQqvCLmiuHLt9y3WOw9e73wHflMu/tyCB4h+j+18YHOI2jiiyJ05mv3fb7Jx0bcHhEoEl6eJxa7mAvJnc+V1XVEvwXvivCFH3XIt3W1nRvgKX4OdurQWIlUJvSt3YVH+Awx8LlNYtLb+8WY134VE9/6U4xY8YPwGDxLaBlbt7q9tWpjYKA7k1vd6Zff8bIW5we0HiyXyuTCzLWnCJmxWkx8a68Yu26nGLf+NzFu/W4RMn2VsAuMaOZP2jItBalIGdZDzLPt2PiuNCuffmLcul3Cqfe4ps9MlOViV6iLODvQR2SteFoE6TcnlqjrmYix63Y2EaE7Y5qGFmLc+t3tEu4UVTXE6Fd/FibOAc0+t/EfJMau2SF0zR2FpVeYGPHK960GZx7bozWXvpPEoEWfNAWf7IOGiaEvftNs3msfNFQMX76lzQSwiqaeGLVqq7ANGPLA5+LUe5yIWLZZyORKwlRFUVwO9xZP2Bg2I2fca6YuQWLs2h2N7/gOrOu60v4V4CCuhHc+6SlVkAufEU81kQ8GPrdJmLuFtBv8Sx7mJwYZd55Y1RnrLt88xFhbJA9rO1gukcqEuXuoCH9uUxOJxWfEU0Kq0HkS95Vwb/FNQPvz8y41iUS49Z8qxq7d0RiP+svf75I0nrAxFJfDvYWpsqKQKSqLocu+Fk69xz7wce0CI8SoVVvvKxS71+RKqmL48i3CLvDfBVkyuZIY+uI3TUVaEqlMDFr0iXDpM/HRXrfH1qIpqqiLkSt/FFY+/YS6nqkYufKnFtcyd9/NfyU832v2QcNE3yc3dNm5yZVUxdypi8ThJ6aLxFeeFcvDQsXYNdv/I+6d+XZGImVY+4VtgNA2tRO+I54WY9ZsF+PW7xKjVv0k1DpIBLtrkQM8xTteHV/PP4h1l19WlTYWylirKnZ4G4lUJgInLBUTN+wTE976Q4TNeUNYeoU1xdjasl+CncS5Nubnj8q0Te3EiBU/iHFj5okzg3qI+LUviXlvPNjcuDUzdw8VQxZ/3uaYnpNfFt7D5t/3uZaxdSMpK2SkUFTVEKNWbRWWXmF/+3V7bO2blU8/MXHDnyJ84Uf3zem8IuaKwAlLH/oYiqqawmf4AjH+9d9E4MSlYvzrvzUl7DtCzrjX7AKHinHrdwu3AVOFp466ON3fQ6xxtxTyLp5P3839BendP4+/zyQSoWloKWz8Bgq/Uc+K8Oc2NcUwQmesFi59Jgoje++m9YiarrHwGb5AjFu/W/SZ+6YwdvQTWwIdxIH/8tzffHtTYe03UAxa9KkYtXqrcOk7SSiqNl4/ZXUdYeoSJDwGzRR95r555x22W/Rb8K7wipgrLDx6dThetczJrFtyfzpymdgS6CC2hzgLMy0tETTxRTFq1VZh5NB+7L8lkoa130Ax4pXvReisNWLsmh3CqffYdgu6OmIRS74SFh69mn0mV1YTY9fuaCwG62AR+H+7/U9InNyLnMQotE1sceo1luRLh5raDOWnROMQPAKpVMrNo1vxjphDZUlBuzqADXW1FKTFETx1BYmRf3aofWdm7AX8xzxPSU4qpXlpLbY2qqlvYG9mIRIJbPK1JbmimhtZWSRE/omZSyBeEXPIjr/SIdmHh8HOUGfiS6vYGNvxtkCVxXlk3jrPrWM/U5JzGyN7b3yGzUNRRZ24M79Rmn0bt/5TcOo1lob6Ooqzk5ta1a3zsGJ7Wn63trvsrjZHAH0NNHHWVOXHOy3olNS0cO07kdDpq1HW0CX+7O9UFOZg33MYNn4DKMpM5sofX3J172ZyEqI6JT9wOr+UuXZGeGip8ltG90rfmLoE0XfeWyRF7uP8r/+goaaK5xxMWOFqzqJLSU3ttVtreeQRPh1VHSPOb9tIo29pG3oWzviNfo4jX7xIXVX7Gu1eQ59EIpVy5fcvCBi7iOLsZGJP7mz6+93Wc1F7N3O7E63WH6N7UZaXgbqeKZbejfIkmbciMXEJxMq7D7ejjtFQX0dmTCTBU1eQl3yjTU3o0rx0DKzd0DFzICv2YqfOo6GulsxbkQRPW0FB6i3KC7KQAtt7uaCppIialx+qRXmczi1uunvzb0eTk3SN4CmvoKSmSU78FTpyb3cFPvWzw1BZzvRzcR3epq6mioybZ0m5fAgNfXM0DM2RyRXxHDQLQ1tPairLKcvPoKXvsNrNgsyq7mujD93rl01VFBlsos0nrchP6Vm64BUxh8AJS1FS00RJTYuy/AzO/PAmNw//2Kk2xmmVNfQx1GSipQFfJz24hnlnYes/mJDpq7j822fcPPxDsxaKEy30mWRthMzdl3CFan5MyaGyvgE1HSP6L9jI6R/eID/lZqePaendFwuPEM788EarLXuhsW1fvwXvcvr7N5p0b90HzsDUJYDDny+jvrbqjjyVFee3vsujeo4eo3WU5qaiZWyNmXswF7Z/iIKiMgHjFpN+4zQ1lY3zs8zYC/iPW0RRRuId39EyCtPj8QifQXFWUqd0JgEyYiJx7TcJBUVl8u7co5t8bBhhpsfk07f4x6nLLLA1ZKipDkdziimrqiDp4gGUVDXpOXU5ZfkZrWp+dzVmWhsw3FSPiOM3qeqIxJEQVBTlkJMQReL5vUQf+5nC9HhqKsvQNLDA3C0Y+6DhOPUai4a+GRXFuc3a+C50MMFa7b+vjf5d5FbVMs++ufyUTK6EpVcf/McsJGD8Yiy8eqNlbE1eyk0Szv3B1T+/5tLuT0i9epzC9Lim1u/tobpBoKEg5VkHUz5LyKT+EbgYmaIygROWYOc/mKObV5B2/SQAvQwa24f+nJrHggvxONYU87KTKadyi8moqkUmV6T/go3EHP+F1KvHOn3cgHGLSb16vN15UPDUFeTdjib25I6mzxxDR+M5aBYH77Tv7/Pkm5z45tW/XTboMRqRl3IDS88wtIxtyIq9SEFaLIY2Hhg7+TW1Yy5Ii0PbxKZNaam66koybp0jZNpKirNSKM1rWRKlLeSn3ETf2h1Lr97cuHgYSxVFFjpb8E50KjtbWJOW5qWRcvkI7gOnY+nZm8yYyEcieeKsocyr7pbMi4wjpaJzMhCioYGsmAt35oFFWHn3xdK7D659J6KsrkNFce59cZggPQ0mWOrzbDe20YfulZ9a7GTGqbySJpmPu9Aytsat3xRCp6/C0isMRRUNLv32GSe+eY3MW+dbletoC9HF5Sx1NmNPZgH5Nd3fDl5JTYves9aibWrH4c+WUpAWe9+Y2xU11AvBajdLtmcUsjM9n5CpK6gozuPK7w+m/23mGkSPMQs59OkLrftTiYReM9dQmJHA9QPfNn0cOH4JNRXFRP2xGQCfYfORK6kSueODBzqXx+ha3CvLl3hhH3Gnd+E34mlUdQybvYery0tQ1TbA2MGPjOiWJaaKspLxHb6AjFvnuiTG66epyMfGNZwNncp78dWMy7uAedwR8n1GY+gaQkbM+b9FHkdRCj/2dOarpGwOZre/xq4qLSQzJpJbx3+hMD0eEyd/PAfPQt/Gg4a6WsryM9qUPbnbRv/FqBRyuqmNPnSfX64VHZef0jFzwK3/FHrNfA1dcyeuH/iO09+/TsK5PxolBjogD3Mgq4ilzuYU1tQSVdR+HLY7YBcYQci0lZgc+pAlJPJmiQbppgEsFRcwzrjFHxkPJ2tyF0GTXiL6yNZWcz665o54Dp7FyW9ebSbPrWfhTL8F73Bp92cknt9L79nryEm82qIEymP856E4K4nywixs/Qdj7hFCdvwVaioa4xuF6fEEjl9M8qVDHV5ntoT62mqyYi+QdGE/+tbu6Fk6YeXdl+KofRzt7dQs99ceCtPjSL50CJew8Wj3GMbHRw8zWk/OLBsjjuWUUFrXNbLAd3N/73bQj1WXF1OUmUjmrfMknN/LzUM/kBUTSV1tNVrGVtj2GITviKew8R+ElpEVJbmpxJ7aRU1VOe4DZzC5LomDBr7km7ijrmeMoooGEomEupqqNmOLnUFX+WWZXAkNA3N0LRwxdvDDwrM3PRTrMPLsTbJFAPFnfuf2laOoaRvgEDIS3xFP49J3Iuq6RlSVFZMRfZZr+78las+XJF3YT3bcJUpybnf4HuuO3J+3thpbg504lV/KW2U6+M/dQGleGse+XkFpTmq725fXNTTL/e2p16X3nNeRKshJvXKUk9+tIzfx2kP/lmZuwZg4+nFh50dNnxnaetH/qXdRVtdhz9uzH1m87+/G/xxBAyDz1nnM3IKw8OzF7abglyAv6TrB01aSFLmPzJgLhExfSfLFA+3q95YXZqOsoYNtwBBSLh9u9/j1tTUUpMYSMm0lpdcOc6SXQ6sOOqqogtP5pbzrbY2piiInswu5fe0kdTWVhE5fTVVZYbdpAk+21GeshT5Dj9+kov5BHipBeUEW6TdOc+vYz1SW5GPqHIhDyAhKclLJSYjCyM4b3xFPIVdWg4I0nrfW4dlLiZTVdY1DbgndGXBWk0kZY67HtyWKeA99koAJS6mpLCcn6RraRpZYevamrCCL6we+49KuT8iKvUhV6YM72PjSSpY6m7EzPZ+i2q55Md8LiVSG99B5uA+czolv15B86SDachmf97DHRUuFKWdiuVHS/Pn4q6PeKzHCd+TTHP5sKbXV7U/yZXIl+j+1kUu7P+1Q0tDA1hPviLkc+eJFDGw8cO4znuNfr6ThjsaZXFmN/k+/R2LkPmJPbH+wC/EY3Ybs+Ct4Dp5NTUUJRZmJpF0/hV3QUPStXRt1ASvLKM5KImTqCpIvHWrTH+ckXCVo4jIyYiI7/VzVVJRQmB5H6PTVpF89zh9B1pgqK9L7UBRfR15jhqUeEy31OZpT3OQPK4pySbq4H+fe47DxH0RG9Dnqa6oe6nq0Bzs1ZdZ7WrLgQgJJ5Z0PbtdUljWSYWIiMbL3RkFJlaKMBGz8+uM2YBoyRSVKc9Kou+d7rHO35MvE7G5dpHenX04sq2KhgylfJWZRfSdxqqCogq3/YAInLsOmRzileWnIFBRRUFTm4s6PiPrjKyqKcx/oeIeziljmYk5GZQ03Sro3sCFVUCRg3AvY9BjIkS9eJDvuUtPflKUS3vK0ZoSZLtPPxPDG8QuMN9PhOQcTtq2kXEkAACAASURBVGWVETz/XeJO7STpwv5OH1dRRZ0+T77Fqe/WU16Y3fr5yeT0nb+BpAv7SIrcB4B90DCceo/l0CcvUF1ejLaJLUETl3Hkixebkv+P8fcjO+4y3kOfpKI4j4Szv9NQV0PPKS+TeSuS6rIi6murKcpIIHjKKyRG7ms92SYE1eVFuIfP7LS2dqNu7AVCpr5CbvINNtioNZIzzsRwOr+U0to6fk3Lx0VThbUeVlwoKCOrqobc5OvkJEQROGEpWkZWZMVdfCDN6o5CAfg52JnvknPZm/VgQXVRX0dZXnqjduuJ7cSd2kVRZgJyVXXM3YJx6jUG176TMbT1oLaygqVGEq6XVLC7i4KULaE7/XJWdS0LHUy4XSdF5j8a//Ev4DfyGSy9whBCkBj5J1F/fEXkL++TeH4veSk3qSp78Pny8dwSFtgZ46ihyh+Z3Utq1jGzp/9TG6ksyuXY5hVUFGUjARY5mvKSixnPXkxkR3rj7/ZbeuP9+4qrBadyizEf/jy1VeVc/u2zTh9X19wRtwFTObVlXZv3u23AYMzdQjnxr9eaxrkNmIZT6GgOfLyIsvx0es9eS+rV4yRfOvhA1+AxugeZt84TMP6FRsJbXgaZMZH4DH2S6opSijIbSQGZMZE4hoxCVduQnIQrLe6nuryE3KTr9Jq1huy4y1SWdF7bPvPWOVz7TmK8Ri1zjZU4Y2TLEHktUgQXCsruG19bVU5i5D60TW3xH7uI/NvRbRKvuwLbQ51JrajmjVvpD74TIci/fYvoo9uoLMnDwMYDbRMb7HuOwNIrDIlUSmleOg11NbzobIa6gozN3UzQ7U7fPMFCHz0lBf7MKkKuoo5dwGACxr2AS58JaBpaUF9Xy+XfPuP0D2+SfzsaHkIPO6WihgFG2owz1+Ob5O69ZgY27vR/6j2y4i5x+vvXqa28/x4FeNremAV2JvyWVcQTw4aQb+JHjbEjx/+56oHmEXqWLvSatZZjX71CYUZCq+M8B89G29iaU1vWNgWzbfwGYus/iKNfLaehvg4T5wDcB05vJDd383rzMTqOqtICqsuL8R/zPDEntpN0YT+eg2ahY2ZPRvS5pnF5KdEETlhC+o3TLZL/RUM9Mrki5m7BTaTOB4W/jhq/hLiwN6OA57//Afs+k/k5LR+bkmQmV9zkmlDDbsRCchKjmpF/HwU+9LHFQlWJSWfuJ0i1CSEoy0sn9uR2lNS0MLTxRNPADJ/hT6FpYE5NVRnlLbxTRpnpMsBImxXXOq953xl0p1/211XHT1e9RT+pqmWAQ+goAicswbbHIBQUlZFIZex55wkyos92mgxZ1SDQU1TgGXsTPo7LfKRlEzK5EoETl2Lv2ZveB9YzQKmSJ6IL0J+4ll1bP+TIqWMsdzLFTk3pgddbd6Fv7Y6t/yAif/kHrRWHhM5YTcyJ7eQmX2/6zNDOiz5z3uDs1rdJjTqGR/gMtIysOPXd+od6Hz7Go0VlaQHOYWOJObGDkKkrqKkopSAtlvraahRVNTBx6kH6zTMPfZy66koyos+RfOkgPj692WBYTUllFX0PXOoQOeMuaqvKSbqwH4lUSo8pK9iVlkd9RgwbvW2ILqkgpeLhSM8Pn/sDEI2kjYwEMqLPkXBuDzcO/0h2/GXq62rQNrHF1j8cG98BSCqKcFKo5qa1J2nZBWib2mLh0QvnsHF4D5uHY/BILL36YOLUAz1LFzQNzFHW0EamoEh9bXUzwlRb6KhfVlLTQsvICn1rN0ydA7Dy6YdDzxG49p+M99An8QifiZlrENrG1sgVVairrUKuqolDQADREj0sPHqjrmtCdUUJWbEXuH5gC1d+/5ykC/vJir1IcXZKq/POjiKhtJIlXZT7m2ltyNte1qyKzuS672Sc+03m3NZ3uHX8l6Y8WkfQlPtzskQ2fBkpORn88d58smIvIjqxn7YQOn0V1w5soSQ7GalMjveweXhFzOHavn+ha+7ItX3fdMlx/hvwP0nQAEHa9dM4hoxA19yhaeJcXV6MRCrDudcYbh7+AbmSCk6ho0m6eKDdPeYkROE2YCr1tdUdIkyUF2ZjoCznYw8TistK6H8oqlUHnV1Vy6+peUy1MmCalQHHcotJTYkl/eYZeoxeiJ6lM5kxF7rsAYBGpvGvIc5sS81jdxcwtIRooDQ3jdSrx7l1/FfqaqowsvfGyM6LgrRYVLT0WeDpinZNMScchqJjao+GnilKappIFeTU19Z0ylG0ha6aPCuqaqCh38iiM7L3xtw9lEqbAMaRQdaI1ZTX1FBfU4W+lSvlhdncOvYzF7Z/SMbNM10WkEosr2aIiQ6jzHT5NvnBkomtQUVLn75PvoWSmiaHP1tKSc5tPLVU+amnM5GFZTx3KYmSVtiaTY7a0Zyq4S9zcOs/yG+hSqUl9Bj9HDUVJVzf/227Y+VKqvR/aiPnf/kHpXnp9FvwDue2vdvEoJMqKNL3ybfIvx1D1J4vO/7lH+ORQTTUk5d8g5Bpq0i+fJiaylLSrp7AI3wGyho65CREUZqXjoKSKm79p5B4YX+ri5+6mipqKkvxHDybhHN/0NlK/LL8TKiv4Rtvc3QVpAw4EEl2dR0VdfXsSMvHXFWJDZ7WXC2uIO1OZVl9TRXJFw+gYWBOwLjF5KXc7NaA868hTmRX17H2Zvus1rZQVVpA8sUDFGXEY9MjHKlMgZhTO9E2siZgwmJ0zB2pLi/CsLqQeXbGzL+QSF03Ljq7M6hRVtfAfDtjKuobiFMywHPQLHpOfhmZXE7K5SMoqWliYOXGjYPfcf7X9ynN7Xw16b0or2/AREXO090c2FDTNab//Heor6vhyJcvUVn87wSLtZoSP/R0oqS2nlnn48iurqVBCP6VlMNESwPsIuZzMyePyN2fPtCxe4xZSHF2MvGnd7c9buzzSCRSIrc3VvqZu4fiN/IZDn7yAuWF2UgVFOm34B2u7fvmTheax/hPQUN9HXm3bzaRlbPjr1BVkk/o9FXkJFylsjiPsvxMVDT1sQtsm6BclJWMY+goqsqKOs1wr60sozg7mQ9CvOmhocDsE1HNuqw10Jh8T6uo5mM/OyrrG4gqKqeyOI/Ec3ux9ArDI3wm2Qnd13Vuo7c1durKjD0d02X7rK+tpjgriZTLh7lx6HuSLuynoa4WfRt3nHqNxkjWwHGviSga21NXU0VlSX6Xk1C6wy8ra+hi4zcQr6FzMVZXI3PYSrQsXSjOTiFq72bO/riB6KNbyYq50Pgu7cL3zu3yapY4m/FLal6r89eHhVPvsQRNeokre77k+v5vaaivQ0dRgS/97bFVU2LKmVhiSpsTTX/PKMRFU4WRYREkWwdx4POXH2jN03Pyy8Sf+Z285ButjlHXN6PXzDUc+2p5U1LeZ/gCLL16c/DjRVQU5eDUawx6ls6c+fGtx8Hm/zDU11ZTkBpD6LRVJF86SE1FCdkJUYTOWE3a9ZNUl5cgRAPpN88SOH4JZXnplOS2PF+sKMqlJPs2odNXk3r9ZFP1YEchGurpX3yDgB5hnLEL4NlNm9h5O4fFjqYMMNLmaE5xEyn23xsJsmIvUJqbRsiM1UgkEnLbuF8fBqPNdJlsZcCIE9FdU/ghBIXp8cSc2E5VWSH6ls5IZApo6JviM2w+2ia2zFPI4FhBBQcyuq/jHHTvnNlFW50gCwtu+c8gYPwLKGvooqiiQX1tDVf3fs25be82dkPrIt9wJKeR1JxUXsWt0raLoh4IEgmu/SbTY/RznNv2DrGndrZ47poKMj71s8NLW43JZ2LZnpaHhrohQ/r1IfnXD7mU0flOQhr65vRfsJGzW99uRqD+K8zdQ3EfOINDny5pqqbUNLSk16w1HPniJSqKclHR1KPfvHc4uWXt/5tKwf8mFKbHoWvmgKVXH5Iu7CPl0iGcw8Zj4uhH2vVTIMSdpFIdjiGjSG4lvlyUlUTAuMUkXdxPXQcKm1pCEzkjs5AFFxOor6slMyaSnlNX8tPZU6TlpPOaTjkxsVcxmryWmooSCtI63pXzYWClqsgGL2uev5xIXNmDk4wyos+hpKaFrrkTxzavQFFFHbcB03DrPxklNW0qi3OpLm/sNrHS1ZzqBsGWlK6Nld4LBSVVFjqZ8Y9bDxefaQ01DQ1Mszbg/djMO8dTwdpvAL4jn8FryBNUlRZw/cB3NNTXomNqz4FNCx+KeHMkp5in7Y2xUVNmX3b3duy+Cw19c/o/tRGd0mwWRH9HSVUFT1xIxm3WGyRE7iXpwn5ul1dxPr+UFa4WD03S6DFmIckXDzYSDVuAuUcoZq7BnNv2btM7w8w1iNDpqznx7Royb53HxMkfr6FPNvPdj/HfgfqaKhxDx3BlzxckXdiHz/D5mLn2JCv2ErlJ1wkcv5TkSwe77HfVqq/ia/VUzo98mRueQzh/+LcOFa/+FQWpMdyOOoprv8kUOPZh39mjvOtqhJqCjHMP2IX+bu7v5y7K/TWDEE1F5RnRZ4k/+zs3Dv/IoLo0vELD2JGjgJFTACU5qcSf2c3FHR9x/cAWUi4fJv92NFVlhcgU5GgaWmLi7I990DC8I+bg0m8yNr4DMHMNQt/aHS1jG1S1DVBQUkE0NFBX2/h+WeJkxj/islHTNkTb1A4jW0/M3UOw6RGOU+ho3MNn4Dt8AY4hozCy90Jd1wSJREJFYQ65SddIvniQGwe+48qeLxoLkupq0LdywcqnL4nllUxVzefTze9zdPtHJEb+SVbsBYqzkrql6CyhC3J/qjIp7/vY0MdQi+czZGhPeZ2K4hyObV5BcVbyA+1T0diesjFreUJyk7C6JDafPEdDF60RzFyDMHEO5MKOD9EytqHfgreRSKQc+eJFVLUNUFLVJOVK+00S/lfwP0rQaAwqpF47ideQJ1BUUSc38RoAeck3cAkbT319DTEnduDcewwSqYyC1LaDrkI0kJt4jZDpq0i5crRddpS+ogLb7RWID5vK1zq9yE68TmVJ64v5qgbBzvQCDJTlvOttzY3iCuJyckg8/yfmbj3xHDSL7PjLnWrF3hbe8rTCRVOV0SdvdXlySTTUU5yVTMrlw8Se3kVDfT3aJrZ4y6tICx1PYlE1SuraaBlZYeLsj0PISLwi5uDabzI2PcIx9+iFkYMPehbOaBpaoKKhi4KiMqKhvkMM4faCGhKJFBVNXbSMrNG3dMHEqQcWnr2xCxiCU68xuIfPwGf4fJx6jcXEyR8tYxvUdI1Q0dBDrqmHuYocWUA/4mKiiTm1i/M/byT12vHG5G83BDqP5xazzNmcmJKKh1ro3AsTZ3/6zXuH5EsHOffzRuprqphuZcC73jasvn6brxKz22V86rqGktPvaRY3XKR/QQxbkrLbvZdMnANw7TeJI18t71DLxYDxiynNTyf6yFb8Rj1LRXEut45uAxp/x9AZq6ivrebcT2/zuG3+fy4qS/KRKshx7jOhKQmVeu0k/mOeb+w4lBZLTmIUFp690bd0IePWuVb3VZAej02PQcjkyq0uuFqDFNhqIyPHzIvTAxZw5uwJKu8sbgVwJr+UmNJKPvK1QyaByKYKQUF23CVKc1MJnbGahvpa8lM6d+yOIMJEm5k2Row6GU1xF3XMKS/IIv7s71SVFeE+YCpSmQLnf3mfhtpqPAbN4mkrHeSijoPqDsiVVRENDdTWdH0AtTuCzUpqWuiY2mFo702IpgwT1yAqBjxDbtI1ru3/Fh1TO+yDIkg4v5czP7zZJL/RFTiUXcyzDiaYqih2qH1rZ3FXdir21E4u7fq4WTJvsLE2mwMc+CIhizei06m9572jqKbF7YFLGJ9xhOm2yvxw4SoVnUxUGth44DZwGse/XkVDXevsdVv/wdgFDObIFy/RUFeDgY0HoTNWc+TLlyjOSgIaWzUjBFceE+j+I1FZnNeMrFyUmURJTiq9Zq0h/3Y05QVZZMdfwbXvRERDQ4vtwu+ivDAHn+HziTu1i86+j98wl2NpbMahiKUcvHSJ0rz7q6Hjy6r4M6uQFa4WBOppNCYHa2tIvXqcutoqQqevpraqvN35fGdhoiznPR9bll5J7p7k0h3UVJaRHX+Z2JM70Li4g5lm6tSH9KNQZoRDyCg8Bk7DoecI9G3cUVBSpqGulupOyOa1hIf1ywpKKhjYuGPrPxifYfPpMeY53PtPxcTZn/raGtRzbrHQQ4Wnl8wi/txeirOSuoyM3RJiy6oYYabLUBMdvuviQL2Smha9Zr6GoY07hz9bRk5CFAA+2mr81NOJk7klLLqS1GKiWCpTIDNgKkGKlUzVK+Ns1GXSOlkJZWTvjV1gBGd/2tBqK1GJVEa/eRuIObmd9BunkUikBIxfjIG1Owc/WUx1WRFaRlb0nPIKR794ucvWlI/RtSgvzEZBSQWXPhNJurCfqtICaqvK8R3+FImRexEN9dTVVJKbfI1eM14lrZVqbYCS3FRqq8oJHL+ElMuHm3VPaw+zrQ141dmEb69Fc808DD1rD2KunmZbSjY+OuqscrPgXH4ZuS20lC/NTSPl8mE8wmdi4dGLjFvnu1zyZGeoM7vTC/glrYurw4WgKCOB2JM7qakowcw1iKqSAirzM5guzSJu9vuoew/DxMkfXQsn1HSMkMmVqKup6rLv2BVzZkVVTXQtnDB1DsCmRzgufSbgPfRJlBwDGWwk2JYrkMgUkauoc33/v4j85R+NHSC6OJZRVteAlaoS8+2N+bgVKcIHhaKqJr1nrUXX3IFDny1t9f3vpqnK1mAnrhRV8MzFRMqkckKmvkKOZQD5v77HCks1impqudKJToLK6joMfPYDru3/pk0Cq6ahJWFPrG/WUlomV6T/Uxu5cfB7MqLPIZFICZv7BrejjjZ1o3uM/zxkxkbi1m8KUrmcnMSrpFw+hK3/4EYp12snEA31FKTF4jFoJiW5tynLu/8Zrq+tQUVLDz0LZ7JiL3T6HP5KzriLmspSirNTCJ7yCn8e2c2fqVkst1RF6eYhKnvNRsfajcxbkd3abQ5gW7AzRTV1rLz+8ESG7LhLKKpq4h0xh4u7PuHm4R/Ijr+CnqUTfiOewcqnHzK5Iou0KtmZUcipduRBOgMVTb073e3G4jfyGax9+1A1eA51unYoa+jRUFd7p5tr1/jLu/JTt7TtMOo7k8AJi1FQVCHh7B7ObXuXtGsncLlDCGrsUPnwpIr0yhqWOJvxw+0cyruxuzWApVcYYXNeR+fk17xcc50vE7J4PToNr1ELAbiw/d+STqmVNQ9N0tA0tMBz0GxO//BGi/e8VKZA2Jw3uLjjwyYZOGvf/gSMW8zRzcvJTbyGqrYh/ea/zclv1zTFNR7jvwtG9l5Ul5eQk3CFhHN/oGVsTeCEpRSmx1NdXoyxg2+rklSdgb6iAif6e5BbVc20zz5Hz3cU9iEjqSjMaep+1xnUVJaRGLkPBSVlrMa9zNa4ZCaqlDLCTJcjOcVUdbIDxpvdmPtrEUKwwkabktgrvL7tXyRd2IeiijoOwSMaOyIZWlBdXkRu4lUK0+PJTbxG+s0zJF88QOzJHVw/+B3xZ34nJ+EKpfkZCCFQ0zHA0MYDG9/+uA+YhteQJ7Dw7M2IoitkzPkGK99+6Fk4o6yhTX1tDSU5t8m8FUn8md+J2vsV1/d/S9zp3aRcPkRG9Dnykm9QnJ1MXVUFpq5BeEXMpcfY55ErqpBy+TDnt71LXOQ+5snLoKKYY134fmkLd3N/t0oqiO9k7s9BXZmfgp24XVXHp8YDMB0wk8hf/kH0kZ8eSO5MIpXhPmA6PSe/RF5BDu++t5wn1eoZZarNluScLrmXQqat4sbhHzB18ido0ktc2/8tV37/gvraamz9B1FekEVOYlQXHOm/AxL+x7OaKpp6DHr+E67u+4bE83uBO61pF2xkzztPIFdWJXzhx+z74OkOVdW69J2EuXsIBz96vtUAWZODrq6l/7FoTD3D8B/zPDcOfU/0sZ/bXfiG6mvwoa8t3yTlsOlOda5d4FB8hs/n4s6PHqhd+b0wUFTg4iBvXopK5sfbnW95+qCIHhnCLsc+bL2RhZapPTpmDsiVVShMj6cgLY6S3FSqSgpoqK9DRVMXVW1DVLT0UdU2QFWr0RQUlagozqeiOJfK4lwqinKpKM6joiin8d/ifOLCrPG5WnlnO/379qOsoUNNRcmd7XKpuLOfyuI8qkoLUVBSQUVLH21ja3TMHNA2tqaiOJeCtDgK0uNYpJCOn7cbAe9+Tn199y5y7uITP1vCDLRw+/PyQ+1HIpXhOXg2tgGDObVlHTkJUajIpGzwtMJFS5X5kfEktiOrIJMr4TfqWUycenByy1qU8hI53NuNjMpqBhy90SqxQ1FVk6Evfs3p799os8rkLszdQ/Eb9Qx73nkCXTNHQmasYs+GWdTcIUf5j12ElrE1hz9/8W/R13yMzkEilRH+3CZSrhxp0m9U1zcj/LlNnP/lPdKunURRRZ0hi78gau/Xbbbd1jSyIvy5TfzxzpwOy1RIgYN93DBVUSLsyFXUPfvjM/xpzv70Nmk3TjUba6qsyOc97MitrmXR5eadZNR0TQibvY6SvDTO/rShXYmszuDGYB+O5Rbz9MXu0baWSGXYBQzBY/As8pJvEvXHl/zha0JhUARvJ9ShomOChr4pcmV1ygoyKctLpzQvndK8DMryG/9fXpD1QAm29BH+mO2O7Nz5SqSoahugrm+Ghp5p47/6ZmjoN/5fNDQ0nmN+Bn3yo5jnY47Lpp9w6TsZmx4DiTmxnZtHfurS3+heTLHU5y0va3z3XSGvi7S1JRIpHoNnYRcYwcl/rSE36VrT3xQkEl52MWOYqS4LLiRwpag541/bxJY+c98k6eIBru3dzLH+nujLpYQcukZBB89PKpMTsWwzUX9sJrVJIu5+6Jg50P+pjRz4aCHFWcloGdsw4Jl/cPq718mMafydjex9CJm2kj3vPPE4EfgfDIlUxqDnPyYxcj+xJxtlwozsfeg18zXO/PgW6TfPNPnc/R8+Q0kbmpXhz20i/tweEs//2eHjb/KxaZI1SdZ3ImjKK02L85bmy8pSCes9rPDTVefJyPimxaumoQWhM16lNC+Dc1vfbporPCz29HJBQy6j9+Hr7Q/uImzyscFPV50+J2KoqalBJlfC2NEXa98BGNn7oKSmRUN9LRKJlML0eLIToshPuUne7ehmnXbaQ2f8skQqQ9vEFn0rF/SsXDGy90ZNy4D6ulqkCnKKs5JJv3Ga5EsHKb5T/WusLOfCEH/cfjtLcTcHf+/CTk2Zo/3cmX0ujoM5XeN3jOy9CZ66kuRLB4n646umd+BsG0MWOZqyLCqZ/a0EkFW09Ok1cw01FSWc/v51NnmaMthAk3Gnooks7HjV1qBFnxBzYkerVbkAXkPmoGvpxJHPX0QilRE85RVUtfU58uXL1FVXIpUpMHjRZ8Se2tlpOaLHeLSQSKT0f/o9suMvc23fv4DGVty1VRWN1Z53YBc4FNd+k/jzHwvarAL0HDwbM9eeHPjoeeo6QMKdbW3AWg8rXr+ZymcJ2cjkigROWIq2iS3Hvl5JeUEWI0x1We9hyRvRafzUSjxBIpXhM2welt59Ofntmja7v3QGa90smWKlj/Mfl+g+ylcjJBIplt59GBUWgbmylMPVytRWV4NEglSmgIKSCooq6iira9NQX09ZQSYlOakUZyVTkBZLQVpsp/wydM43q2jpo2vuhK65A9omNmgYWKCua4xUJqOqrIiayjLqqisb/ZYQSOWKzK5N4Hc9X078tpnUqGNdpgXeGhSAW0N9+T45l1dvdE0Fur61O6EzVpNy+TBX9nzZauJ5sqU+y13MWXntNrszChrXcXPWU5iewPmf36W+toYFdkascLVg9bUU/tmBqkUFJRUGPvshaddPtdl6Wa6sxpDFn3Pj0A93Oj82InDCUhSUVDi1ZR0AHoNmYWTnzaFPF3f7b/EYDwd1PRMGLfqUY5tXkpd8HalMgeCpK1BW1+Ho5uXUVVdi7hGKd8Rc9rwzp8X7Uk3HiIilX7Fz7cROVVi3Rs64F55DnsDIzouDnyxGRSJ4x8sae01VPjMZQI2FNye+WdXmPP5hMMBQi38GOtDn8HUSyrtOose17yQcQkZy8ONFTbKbEqkMY0c/3H378mXlSb4bupJDZy6Sn55AYUYiRZkJlOVldPh5UtbQbez+bO+Dkb03yuo6ZCdcITv+CtnxlynKTOTWuH6ExzU0jVPR1CMnIYrs+Mtkx1+hMCO+wwQ3JTUttE1s0Ta1RcfEDm1TW17L/J2MgKGs3H2IhMgD/147SyT4j12EnoUzhz9b0mXrG4AT/dwprq1n2ImuLzyCRiKEz4insHILxufAm4RrwFMXE7hUWI6N/yA8Bk5n73vzW5y/BOtp8GNPJ3an5/Pc5c4RJAInLKWyJJ+rf/6zxb83dr/pwZEvXwLAIXgE7uEzOPzZMoqzkpDK5IQv3MTtK0e5eeSnzn/xx/iPgEf4DBSUVJvJShrYeBA8dQW5Sdcwcwtmz4ZZDyx7DM1zf30OX6cBsL1T+CtTkFOal8H5nze2WazdFjT0zek5ZTmS+hp6nvmcIbqKTc9QR/B35f7iI3xZezP1vk4QqloGWHiFYeXdFy0jS1KvnSTlymGyYi91ikAokyuhpmNAwvwRmG7YTG1NxwnSCkoqmLsFY+ndF2NHP3ISoki5coS066fuK8T/yt8ee3Vl+hx5dHGgT/1s6d3J3N8oM13WulvyYa4gZ8hL5CXf4MKODzvdPfEudMzs6Tn5ZarKitE1s+fgp4spykjASEmBY/08yaiqYcCR652S8fkrTF0C6TF6IeVFOcgU5Jz+/vXGovc76P90I7nkXim5/3X8zxM0oDFoO/DZDzn70wbSbzYy5LyGzEHb1JZjm1fgGDoaW/9B7PvgmXadgkQiZcAz/yD95lluHv7xvr+35KChMakXOmMVNZVlnPn+zXZ1lo2V5XzqZ0dpXT0LLyVSVNvYhaLXrDXkzHkmiwAAIABJREFUJl4jcvv71Nc+WFJ6Z4gzhspygg9da39wF8FWTZnj/dxx+jOK8tp/V9ooqWmhY+aArvldc0RVy4CirGQK0+MaAxvpcRRlJFBf2xikVtUyQFVbH1UtA1TuIW+oahugoKjIPxUjmV7qRlnhXeJFLuVF/yZ0VJbk01Bfh1xFHd07x757Dup6ppTk3G4kY6TFUZgeS2FGQrMEX7ixFl8GOGG1+/wju36KUoge4sdXiVm8Gf1gOrsqmnp3qv/rOLVlPVVlhdipKfOFvx3Xiit4+WpKu2xMbRNbQme8SmF6POd/3ti0qDRSVuBYX882SRq9Zq2hoiiHizs/bvdcldV1GLrsa45/s4qCtDiGvvhPLu38uCmR7jZgGlY+fTmwaeHjdnP/RVDXM2XwC59x4KPnm5jouuaO9Jv/Dsf/uZqcxCi0TWwZ8Mz7HPx4UZuMY8/Bs9E2teP41yvbPe5fyRnZVY3hXD1LF3o/sY7Ykzu4cfD/2Lvu8KaqN/xlJ03adKR775HupnvvPdOyKXtvyqaFlpahshQEEVAURJBRphsXrp8gSwVUhmWIqAjIkuX7+yNNaGiSpqWkij3P8z7Kvefe3JzenHvu973f+76mdgyHwaBKqSOlWYtp8L6T9N2fDwIoTDaXwuVjyMotkD55qVKVjHqUNt3Pgfq7WpPvW1/Tncccm2NxeOSdICe/pK406OQWWnnTmI7+/gfdv3tb9Vzh8IXEMzIhrkhMfJEZGZmYk0BsSXxjU/rr2mW6dklB4Pjz17N07ffzKgKHNjKEtmAzk80lkYUtGVvYkbGlAxlbOqpIGEZiCd25dYNuXv2dbv2pIND9df0K3bl5TSErh7+JyeYRi8MlAYdDTzmy6SV3Of24/1365t1XH5vdQdP2RWoA/fLXXSr+7Pgjn4snFFNs7xnEZLLo01dr1NYJ1jwOLZe50/V792nMgVN0+SGFFceAeIrsMoH2bX1WVcnHJKKPU/xJwuPoTdIIyCgnCydf+mjVVK19uEbGlD1+JR3ctYLOHPqQjEytKHPMMjq48wUVsYojEFHuxJfoq00L/lOL6n9rM5Y4UObYZfTeklGq+czC2ZeSBsyh/fVLqOHgB+QZW0geUXn0zuJhWklalq4BFNu7inbM7qmXd2hTcobS1kQgllBC31l0+8ZV+vy12VoDkV0dJTTdz4Gqvj1D288rKqiZbC6F5g8lh4BY+mxtLf12+tFephMlxrQu2pvSPvqWvr9mOD/4/elB9P7FKzTliOZni8DEgmy8wsjeL4ZsfWREILp7+yZxBSK6d+cv+r3hKF06c4wuNRyjS2e/17pO0pUEFFnYKcgYTgqYOXjQ3Vs3CH/fJ57QlG78cYHOfvsZXTj+Ff12+lutf+/j2aH03I8/07J2rpzW1VaFe1CkuYgC3nk0WyUGk0UBmX3IIyqPvnh9Ll04rhgrIYtJTwe5kIcxnwbvO6nVF9jaM5TielXR8b1b6Ls9r6kC9y/I3CnbxkxvkoaDfxwF5Qyg3c/01xr8t3QLpIQ+NbR7/gC6+9d1iu9TQ8Rg0N41M1TP9eC8wSS2dqGPV09ry3B0NgM3gYkF5VSsor2vVtOvJw8Th2dE2RNW0ZG3VtNPB/ao+oWXjiOhqRV9tHqazuRQZJcJJDSzpg9XTtEZ73iYnNG0eSeUkn9aT/psbS398uMB8hDx6UWZBx26cp2mfXNG63ukvTSGorpNoqMfbKBjH218JJUGUw6LDmeG0IxvG+iVdrb/1NVei/Elh8Rs6rr5Q2JxBcQ1MiauQERcQeN/jYxJYGxBAhNz4onExOEJicXlEYPBJCKiv+/dobu3/6I7t/6kv65dpptXfqMbly/SnVvXGte11+nOrWt096+btCkljPoePKc6L1dgTEIzazIyVRSacAUmxOEJiMnmEJFC6fX+ndt0968bdPvGVbr15x9069oltfPeuXVd9e9XPYyI7eVNWcvXGazYpJ+LJVX7O1PQOwcfzVubwSC/pK7km9KNvtzwNJ3/7nON3fgsJs0NcKZAUyMavP8knbz+F9l4hlJs7yr69v3X6PtPNqv115ekwWSxKWnQPLrxxy9qZClN15k0YA7duPwr7duySLXZJTSNArP60ZsLBtK927fIyj2I4sur6c0FA9ucwOlshm32ftEUUVZBby4YSLevX1GpVZnZe9AHKybSnZvXKG3EYmo4+AH9qMUqMrZXFf1x/kc6pmfyVx9yBpEiVp08+Cm6cuEUHWi0uezrYkXjvO1o0S0JXc8YTV9tXkRnDn3Y+i/eQvsmM5i+vHSdBu1v2Q68tc07QU6+SV3o/efH0fVLD5RJhnvY0ChPO4o9fIWMrV0UpAdbNzKzcye+yJSuXmygKxdO0ZULp+jyzyfpys+n6K/rl4knMlWRMWw8Q4lvbN6EbHGQrvx8qhm54+E1syZSx6+nDtMvPx5UkTpYbA6JrV3I1M6NTG3dFddm60YsLpeu/HyKLjde25WfT9Eks1uUZGlC4e88KGRjMJgU2WUCmVg70YcrJrXJMkFX8zHm03tJ/tTji+9p7+/tK9lvZGpF8X2rSXD1Fyo/sZlu3r1How6cost37ikKZoctVBV6aGttIWnwRWaUP3Ut7ZjTU2OBCNfIhAqmraN3l4yiPy82kF9Kd/KMKaQ9y8er7q1w+TgSiC30ijN2tn9us/eLIp/EMtqzvEJtO4dnRGElo8gpIIEu/LCf9q6Z2abza8v9MZgsypu8hr7e9jxJXPzIK6aQDuxc3qoClqaNwWCST2IZSdN6kuj9pTSO9yst/uFnevl0y7bbHZn789h9gP76W3tg28jUipyCEsk5JJmMJQ509pu91HDwQ7p44qDeZI3zRVFkv61lFRQWl0/2ftHkHJxMtt4y+u30t9Rw6AM6982nOklvGdZiejHcg1x2fa3X9bRHa03uj8tk0EypIyVamdJCYSgxwgrpq80L6ew3e9v02UwWm/wzylX3rMBEQmZ2bvTpq7NUfdqLpFEwfT3xRab03Z71dHTP+mbP3LI5u2nnnF4t5s6fpPafIGgQKQLNyQPn0UerptLvDUcVVaITVtE3775CDQc/oJSh8xWy6I1VKrqa0MyasitW0vvLxtGVnx8skLVN0MqmVC9wj8xRC/Rpa2wGg6b6OlCunRkN2X+SDl+5QWyegCLLJpCpnRvtXTOj1QzoKAtj2hTjTTmfHKVvrrbvAk9Xq5E6UoG9OYW827I8DZsrIDN7dzKz91KQNuw9ycTaia5f+rmRNPGj6r+aJlNNk7TAxKKRiOGlImTwRaZ0+ecTaufUV375TL6Mun3+vZpP+uNuQ92taYqvAwW8fZCutbIS0cYrjGJ6TqcfP99O3767loC/Kd/OjGYHONPcY+f0YlN6xZVQYFZf+nr78xrlN3WRNFzD0kma1oveXDBIL7WLpIFz6cqFU3Ro90oKLRhOArGFqsrEPTKH/NPL6d3nRnQGMv6FzSMql7ziS+jthUNVCR0bLxnF9q6kPcvG05ULp8g1LJ0CsvrRWwsHa7WTYrI4lDvpJTq060WdCxBt5AxlE4gllDRgNv35m0IR42HiW76dGdUFONM8Db8Tt4hsCi0YRvu2LNYpb9tSM2Yz6dusEJpz7ByteCgY/jhbor011aQl02t2YXTw6GkiFptYbC6xOArSg+L/uerbODxic/nE5vKJyeYSk8UmIihWEgyGwoP3/l36++4dunfnL7p7+xbd/esGpYvu0Id3xcThCYjN5ROLwyMmi0MMJvNBoJ7BoL/v36O/792l+3dv0707f9G9u7dVxJH79+4oznv3Nv19745q2/27d+j+3du0WPQLnbZ2pEHLVxos4BwoNqLdCX4k/+w4ffVH2ytaJM5+FN+3hk5//R4dfnO12ktJjIUxLQlzo1dP/0rPNapqNW3+6eXkGZNPH6+e3syCojUkDRMrR8oY/Ty9OX8g3byi+YWPwWBS0uB5dPWXBjqw/XniGplQ5pjn6cfPd6iUcYiIYnpOp7u3b9K+zYs0nqez/fOaZ0wBeUYX0NuLh6rWQWIbV0odOp+OvLOGTnyxU/Fs/uUnOrRrhdbzJA2aRxe+398s+fFw00TOUDZlxZWDNIY+eXmGVnsiqYmAVoR70Me/XqWa787Snb8bPYSlMRTVdSJ9v7eevnt/XZsrUg9lBNPhKzeoz1eG8e4mUlQan86XUdbH39F3f+qn/mNq60a23uFk6xNOlq4BdPPqb3Tnxp/E4vDI2NKebl75jX5vOEaXzhyj3xuO0pWfT9Lf9++pgs08oZgsnHwb1TF8SeLkS/fu3qGbV34lBoNJQnNrwv379PPxr+jC9/volx++1lsVZ3OMN/FYTMp/TNV5mhqfyaRj2SG09McLtOCHttkEGJlaUVz5DLp35zZ9/tpslde3l7EiIf2/S9do5rdn6K+/NbxGMxgkTelBPgml9NlrdfTLD82DOvqSNBgMJuVOeokO7lxB549+obGPghC3mvZtXkwXTx6ipAFz6a/rf9Bn62arniWWboEU36daoWhkAPJiZ2ufZusTQVFdJ9Gb8wfQ7RtXVepVTZU/mSw2pQ1fRL/8eEBrtSiRIg6R2L+Obt+8Rl+sn6Oxjy5yhrJZe4RQXPkM+m7Pejr+8SaFEmOQC/kaC2jw/hN0WosSo9DMmuL6VNPt61fo8/Vz2lzVtSnGm5yMeBT5/pE2Hd/W9l1WCK058zs9c7R1sRcGk0VCcxuycPQiU1t3Els7kcjCnozMrIjDM6I7t67Rvb9u0v17dwh//023rv5GfeKCaMuxi8RgcojDFxJHIKK7t2/SzcsX6fqln+nqxTN05cJJunT2B7rxxy+tti2Y6G1HfdztyP/N1lssPEr7Ki2Qfrpxm7p80TYrMq6RCcX0nEY8oQntXVOtda3qJuTRinAPOvbnLZp8+Ce6df9v8k3qQn7J3enTtbPo4gnNVYn6kDRiek4jrsCYPn6pUue4B2b1IxvPUHp/2TjVmsrY0oEyxyyjPcvH0+XzJ4gnFFPOxNX05Yan6cJxwxX+dLZHb0E5A8nSxZ/2vFChug9C8oeSnW8UffBCBQlMLCh58FO0Y3ZPjUl1M3sPSho0j7bXdmsx9qgvOUPZuEYmlFOxkg7sWEZnDivUEENMhfSCzJ3eu0b0ddpkOnvsf3Rg+7J2s52r8LajkR625PvWQZ0JuUdpnjEF5J9eTnuWj1PFwHfF+9LNe39rnFPYPIGKsGHh5EOWLv5kLLEjBlMRu7hx5Ve6dOY4nf/uczr7zad0rwXyg05lIwaDJM5ScgpKJGv3IDKxciIWl0dERH9d+4P+OHeCfjt1hK5cUCh8aJq7/MUCeitBSq4799M9Ujw7ortPISNTS/po5VS91K/a0l6N9KQAsZFecXp9m61POMX0mEacva/QBDpN6xp+o2d/+JlApFDMrVhJh3av1Ct+1lqSRlDOQOIaGWuNQchKRhODwaR9WxZTcO4gcgiIpz3Lx6uUrlzC0ikwqx+9tWBQZyHgv7zxjc0pf8qrtGl6nsb9bhHZFN19Mh3/eDMd2LG8VWuplnJ/TsHJJE3pRm8tHKJSI7h17Q/638b5WtcuLTUTa2eK6TGNzK5foP4n6+nHq9do4qGf6IYWcnRH5v4K7c0puBVzitDMmpyCksg5JJlE5raNZI0P6OLJwzr/LrrmZRaHR/Z+UQpShk8E/f7Td9Rw6EM6+83eVr2D/FNzf/YCher3JQafdkWNoF8unqOvNi9qs3KxhaMPRXWfQjf+uED/e2M+3bt7mwqnr9foNvEoJA2uQEQJ/evI0tWf3nl2hEZ7QpGFLaWPWkL11aVt+i7/1vafIWgQKTzdo7tPpveWjqE/fz2jqg7c9VRfYrIVhI2PXpxCl862XAnrGp5J0pTu9OaCwfT3vTstTtBNm7VHCMX0nE4Nhz6kQ7tebLHKMNvWjOYFOtPC78+rKkU8ovMpOHcQ7d/6nE4rgIfb/vQg+uHaLerxpXYf8cfRPk72p+PXbtGQ/S2/VGhqTBabxDauamoXZnYedPvGVZXShUJt4wR9mRNB+UdvqhQ5zBw8icFgNiFi/ECXz/9I13473+ag/eepAXTg8g0aeeDxWBFoa19nBNGxqzep1//0SxYwGExV9d9nr82miz8eUFMGGLL/JH3bwsOaJxRTdPcpJDCxoE9fnaXy6dPUNJE0lISmPcsrtCZZmjaPqFzyiiumtxcNJXMHL0rsP5t2Pd2Xbt+4SvZ+0RTVdRK9u3SUXpZEne2f2RIHzKGrFxvUknzOISkUWjCc3n1uBN24fJFkJWNIZG6jsyLQyi2IYntX0a555RqDHy2RM5SNxeFSVLfJZGLpQB+tnt5MithdxKcXZe505MpNmvqNutKMmb0HJfSdReePfdnmQMdrUV7kYyKgsHZ8MdanPR/qRsFmQkr46OgjERoYTJaKvCE0s25UwbAlkbkdCc2syURiTdWBfJry2QW6+tsFunH5F7r2+8/052/n6MalC3Tvzi26f/eOXhX3utpKmQd5iYWUuMew47ghyos8jAUke69tn+sVV0yBmX2b2e0wiGikpy31c7WiMQdO097f1b0PWRweRfeYSkIza/rkpUqthDV9SRrpI5+lM0f26kysK6Rzg+n9ZeOIyeZQ2vCF9OvJI2rSkU7ByRScM4B2zx9I91vhd9/ZOr41JUcqm0hiT2nDFtL3n9bTqX1vU+7El+iztbVaExymdu6UOnQ+bZ/dQ6uiji5yRtPmHJJC4fKxdHDnC2ry4E2bMZtFC0NcyZbPoSH7T9L5WwqSnUAsodheisqnz9bVtVpifpSnDVV425P/2wfpuoHsOYiISh0s6OkgF3Lb3bZKDSabS1ZuAQrChreMRBZ29MfZ7+nWn5eIwWKR2MqZjCX2dPnCKXrpp1douP9Y4gmN6dLZ7+nW1UsqUofI3JZ+PXmYLvywny4c30d//nqmTdfT29mSZkodyePNlq3t2rON8bKlsV52JH3zIN1sZbLAMTCBIsrG07EPNyqkjRvXIMX25lTj70S1R8/SprOa51uOQEQxPaYR39iU9r48U6dsrj4kDVdZBnnGFNK7z43Qep7Y3lV05+Z1OvzWKkoZ8kyjyt1C1TsOh2dEuZNepn1bFmsleXS2f24LyR9Kpjau9OGqKUSAgkwXW0hvLxqmIr3zjc0pe/yLtG/LYjr37adaz8Xi8ilt+CK6+OMBtXmeSD9yhrIJzW0osX8dXf3lJ/py49N0/+4d6u1sSRN87GnqkQZ684Lmaicmi03BeUPIKSiBPn2lhn5vONq6sTAT0o44Xyr49BgdbIVF0KM2Uw6Lvs0KodB3DtGv7WRpR6QoSjGxdiKxtbMCNi709+1btNX9CmUduEt/XDhNVy820J8Xz7Rrcs6Kx6YDGcEkfeuAweyniIjCzIS0Lc6XCj45Rgevtu7vJ3GRUlz5TDpz6CM6uGuF1oB9rq0ZzQ10pmeOn6e1Db8Ri8OjqK4TFepBL01XWSRoa7pIGsF5g8naI5jef34c3b+rXU7bISCOwkvG0lsLBqkq/1gcLmWOXU4/frZdoarAYFDyoKfo8s8ndZJeO9s/szEYTEoZOp8unTmmNpdK03qSR2Quvb98PAVm9qVb1y5r/fumDltAp/e/R6f2aa+qbi05Q9nMHbwoZeh8lUoAEZEZh0XPhbqRkMulV9xL6C9TO9q7Zmabk4XKZsRk0tGcEFpw/DwtecxqaW4RWRScO5j2LK+gq7+cphO5oVT97Vla16D+W+UamTSqWwSTtUcoCc2s6LdT39AvjcoWxGCQmY1ro7KFG5lYOdGtq7+r7FGUqhtN48VNSc2mdu4qpQ5TWzcS2zjT7Rt/NqphKI6/9edlEppZkqVbINl4hBBHIFJZplw8cVCjcsSp3DCadPgn2vLzFYrrXUUcgYg+Xj1d53zzqE3UWCj0zPHz9Pwj/v2UsWfPyFxyf3s2dRP/TWMOnqa9v/2p7EBJA+fStd/O0dfblup9Xn1JGmyugIpmbKS3Fw+j6783rzw3sXKijNFLaee8cgrM7EcSZ1/6YMVEVUJTbONK6SOfbVHJt7P9e1pJ9RZ657mRdOOPCxr3R3aZQLbe4XT7xhX6bF2dXgXQeuX+GAzKmbCKjrz9Mp375lNiMFnkn9aTvBNK6dDulXTii51t+j4MJov8UrpRYEIJJXyymPzuX6ZB+0/QDxqUPvenB9GP125R9w7I/X1/7RYNbmPuT2huS86NyhpGZtZ09sgn1HDwQ/r15OEWlY1YHC7Z+SpIGXa+EfR7w3E6c+gDOnNkL925+efDH6VX+zw1gL7+43qrrZYetR3ICKJjV29Rz/81//ulWIlpYYgrbec405HwPrSvfkmblbGYbG6jkEA2fV2/VJVfDsoZSAITC/pyw1Maj2sLScPGM1Rh2cNk06FdK7Suf5yCkshVlvGfVP3EfwluEVkomrERArEERITQgmGIK58BIoJzSAryp64Fi8PT61zxfWchtHAEJFw2jmWH4JMUfzD1vA6ukQkSB8xGdsVKGFs6tNjfVcjDe4lSLAl1gxGLCSKCqZ07Cqa9hsguE8DicFs8x2A3azTkyWDCZhp83BvyZEi1ErfveRkMmFg5wjkkBSH5Q5EydAEKpr6KJa9/ipRBcxCQ2RcO0lgYmVq1+/eZF+iM/elBBh/HGAtjnM2XQWoiaLEv39gcqcMXIW34YvCNzUFEsONzsTPOFy+Fe0DMYbV4DmvPUBRXb0ZI/lAwWWy9rtGaz8bx7FB8kCQFk8FA+shnIU3tqdexIgs7lNbtgNjGBUwWB3lTXoVTcDKICBIXKUrrdsDC2dfg496J9gVPZAp5TT0s3QLVtnsnlCJ/6lrwhGIwWWxkjH4eARnlOs8V2XUiwuVjm21nEuGDJCmOZ4fCmq/fvStN64ni6s2wcGp+jwlYTDwX6ob3kqRwE6o/IzgCERIHzEHm2GUwElu2aiykJgKczZchysLY4H+Hr9ODMDfQ2SCfdb4k9rF/Rrq1GA15MoOPo5jNREOeDANdrVt1HJsrQGzvKuRMXA2RhZ3aPlMOC69EeGJbnA9s+ZxmxxqZWiG7YiViek4Dk93y859JhL0p/jiWHQJzbvPfg3tkDrLHrwCDoX19YC+NQfHMzeCLzMBgspA0aB6ie0xT6yMQS1Bau13jb6gT/3zwRWaKudk1QG27kdgS+VPXIih7AGx9IlA8cxO4RtrnrNjeVQjI7KNx35IQVzTkyRCj55wntnZG/tS1iOw6Uee9PsTdGocyg5HcZK3JYDDhn14O+ax62PtF6z8OTCZO5YZhored3se0F9ZHeeHtBL92/Zu6hKYhusdUlNRsRWHlBkR1m4ygzL44MbsSofmDkTz4KXSZ9xayxr2AoJyBsHIL0nvNp89YnsuXwV3IN/hYHs4MxssRHnr3Z3G4iCgbj8LK19XWmlwmA3MCnLE3JQC+OtbfpnbuKJy+HrKS0XqP3wsydzTkyRBuJmy2j8lio6hqI6zctL9vuIalI2/KqxBZ2CJ30hqEFgxr1ie6x1REdplg8PHvRPuAwWQhc+wy+CZ1VW2L61ONiLLxav0snH1RWrsdJlZOOs/HE4pRMG0dvOJKVNv6uVjibL4MQ931X8ewODzE9qpCdsVK1bt2kKkQX6QGYqbUEWwGQ+uxDv5xkNduU/tO+uB/aYHYHONt8L/BSA8bHMsOMdjnnS+KeuyfcTw7BCM8bAw+lltivPFlWmCrjvFN6gp57TY4SLW/S7AZDMyUOuKL1EAEio1ARBCaWSOnYhVie1XqHd8jIgx1t8bZfBn6uTx4p/OKK0HBtHXgCXXHs0ysnRXxiofWwRFlFYgrn/ngOyV3Q+aYZWAwW47HdOKfCZ5QjOKZm5rdl16xRSieuQmW7kEom70TQnNbjcfbeocjd9IarecPNxOiIU+GF8Lc23R97pE5yJvyKti8B+sWBhHGetni64wgdEsrhLx2G+x8Ix9pHNZEeOJQRrDBxt0lNA3yWfUIdvfFuXwZ+EwmuEbGcAiIQ1jxKOROfAld5r6J5MFPwy+lOyycfFv8nTGYLJhYO8MpOBlB2QOQOGA2Cis3oNtT7yC7YiXC5eNwvigK8ln1KJuzG+mjliBcPg6eMQWwdPUHh998DfcwjEyt4CrLQFS3ySisfB2ltdsR36canrGFMLFWxGPeSfTDq9F+SBwwG0kD5+r1jt8emOhtj1O5YeAz254n4IlMkTpsAQqGPYVXYvywI84Xdnz16w/IKEfGqCVtmvdiLIzRkCfDkhBXrX28E0oR37dG6/6kgXPhl9IdMT2nI33kc+DwjFT7ODwjFExbB9fwTIPdy514/EgaOBeOgYla9/ONzVE2exf8UnugtG4HvOKKdZ6vNbk/e78o5E1eoxZfE9u4Inv8CqQOWwihedvXYKa2bsipWIUZvYfjm6xQlDhYqO1X5v7E//Lcn8jCFn6pPZBdsRLyWfUIl4+DlVuQakzPF4SDyebCISAOsb2r0GXubqQOWwCP6PwW12v64p+U+2MSYZKPPQ5khWHMyDlI6F8HvsiszZ8hcfFH/tS1iO87S+08PJGpYv1ipvu90JrXmPtL1v17YHG4CCsaieLqzfBL6YH8qWt1xp2D8wZrjSU+4ejwCzA4pKk9kTtpDTgCEVgcLgqmvQaHgDgQEWJ7VUFWMkav8/CEYpRPW4Nj+VGtImc0hVdsEUrrdsAtIqvFvnwmAwuCXfBBkj88RIpAJ4dnhLjymciZuBrGEu1EDy6TcDI3DJV+LZNB2hvxEmOcyTdc0swQQQ1lUpVt4LEkImyP88WnKQE6+1h7hqKkegsCs/qpJr5ESxMczAjGMD2CMQwmC8G5g1BSvQW23uGtvkYlSePNkhxkj16ic/JVfSaDiYzRS+GTWAYiQlDOQCT0qwORItghn1X/yC+QnfjnwF4ag6KqjWovRkSE4LwhyBy7HCwuHwITC5RUb9H5d+cKRCiKQbLcAAAgAElEQVSp2QqJ84OEVlvIGUo4SGNRWrcDrmHpGvf3drbEkcxg5No+tBBiMOCX2gPymnrYeIXp/XmfpQZge5yPwcefTYSz+TL4GbdM9moPnC9o/TzSFpzJlyFWYniyS5WfA07mhoHD0K+/iZUT8ia/gqjuk5sRLAPFRjoTHBIXKUqqt8AvuVurrlEbSYMnMoW8dhvM7LUnMkUSe5TWbofERQoiRcIvefDT6gEWBgMpQxcgILOvwce/E+0He2kMCis3NJubeUIxcipWQVYyGmHFoxDfd5bO+6Vs9s5mL8atJWcoweYJENenGtkVK7UGuokIEeYi7E8PwkRve7U1uaWrP4pmvAFZ8WgwWc0JTw/jRZk7vskyXLC5Kb7LCsF4r8dHDBHbuMAnsQypQ5/B1pUbEdNtEpyCknQSbh4VhzKCUSN1NPhYJlma4Gy+DF7GLZNDxDYuyJu8BrG9q9QC7Q4CLnbH++FFmTuM2doDym7hWSit2wGX0LRWX6c2koZXXAmSBz+t9TihuS1K63bAzjcSBdPXwz+9d7M+joGJKJi+HmyuYZ71nXg8EJrbqJEfOTwjFExfD+eQFLV+bhHZKJi2rsVkkdDcFiXVW+AYmNgmckZT+CZ1hbymHtYeijlTSTCtj/WBjQaCadPvlDXuBSQOmKPX/NPHxRINeTKNJNPHjd3xvtgYbThiiCHWzG9Ee2NXvOHJtOZcNs7kydDbpWVCO9fIGEkD5yJr3As6g8Q2fA62xfnglQhPmDYWoFh7hEBeUw/fpC5tus6mJA2noEQUV29uMZnC4QtRMG0d3CKy1bY7h6SgYPp61bpKSaZqKfDdiX8+JM5+KK3d3oxo7xqWDnlNPSLKxiOuT7XW43MmrtYY53hUcoYSkV0mIF7D58dbmuBARhAmRYSgZOYmBGUP0Cte9zC8jPk4my9DooHfvR0DEzF33DwsrJiNnAmr0GXeW0gZ8gykqT1h4dwyIUNfsHkCSJz94BychN+qhsP4ERKqD0NoZg3X8ExEd5+CoqqNkM+qx8zykaib/jwS+tW2G1FaX3ybFYwVsrbdb5au/iieuRklOT3weWogaqSO4DwUw7D1iUBx9WYITCzafI26SBoMJgtFMzZqLRKx8QpDYeUGJA6ci+RBTzWLv8T3nYWIsgqDjnknHj8Cs/ohOHeQzj5hxaMQVjQCJlaOyBq3AilDntF4n7alMDtzzDK4PBRXZjBZ6oQQHYRmXWAwWQjI7IPRU1/ElzmRmBvoDB6T8cTm/kQSe0jTeiJnwiqU1GxFZJeJWDhtMcrm7Ebq8EXwjCkAT2Ta7p/bkbm/HU1yfxZcNjbE+GB3XhL6zXit2X3VGrA4PIQVjYC8ph5OQc0JTGFFIyErGa3XuVoiaZjZeyBv8iuI71MNrpExMkYt0ZprUSJl6IJWFVc9QejwC+gQyIpHI33kc2CyubB0C0RJ9RZwBSJwBSIUz9ykV1JawmXjWH4kPnvmGUiT5G2eWMU2rsibvAZx5TP0Yt92dZTgSGYwCuzMVds8YwtRWrejWaBGiaWhbjiaZbjKj6ZYFubWIqGgPWGoROCp3DCUObZ9gdlWWHHZOJMvQxcNn81gMBGQ2QclNVtVSWImEcZ722F/epBeVfoiC1tkjl2O5MFPt/kBx+JwkVE4BN/IU/D1pOHgsFp+SZKm9kTa8MUgBgNm9p4ord0OgYkFBGIJima80clmfgIR2WUCortPaba9afLX0i0Q8tptOpNyziEpyJ20Bgwm65HIGUqIbVxRWLkBwXlDNAYrdCXQrT1CUFKzVZEoaeGZ0NVRgjP5Mlh1QLC5q6MEJ3P1J5I8Kgw1L3+WGoCloW4GH08iwtHsEJ1VHUo4BSWhtG4H3CNzm+3r7WyJw5nByHmYANQIt/AslNZuh51v24iImkgasb2qEJI/VOsxLC4fuZNehldsEYgUjGYliappP+/4EmSNe6GzGvAJgLa5mSMQIWP0UsT0nI68yWuaJSGaIqJsPEILhqv+3VZyRlP4JJY1Vvtpv/8lPDbeiPbGhmgvWDSZW7kCERL61SJnwiqYWGknC7gKeTibL0O6dTurvukBUw4L5/JlkBjomWAIQjORgvDycbK/wceTiPBmgl+Ln+0ZU9BIlle/n1OtxDiUGYxBbtqTaEw2FxFlFSiYtg5iG5c2X+fDJA02VwB5TT3M7D019mcwWcgY/TyC84ageOYmeMeXNOsjMLGAvHZbp/LcEwLHwAQFeU4gAhEp3pXqdjQr0AiXj0XSwLktrkHN7D2xaGQlzhRFt5mcoYSNVxjks+rhnSAHkaJKe5SnLQ5kBCFOR+KOyWIjrGiEIqmi4z5lEeFETihq/XWrgzwunMgNQ08nicE+zxBr5l7OljiRG9oh41nn74Qfc0J1Jjgkzn4omrERoYUjdCYq4yWKRPNID1swGrd5J5RCPqt1hHlNGOpujYaCCFROXaqTxExEIAYDSYPmNSv0MpY4oLRuh2ou5whEKKraCMeA+A4Z+060P7ziSpAzcXWzhK9DQBxKa7c3Etw1r0NcwtKRNmKx2rb2ImcQKdYo2eNXaCQq2fI52B7ni1dj/JA/9CmkDl/U6krcj5P9sTu+/VTfWoM9OTF4ac4iWLsHGuTd83GvmYXmNgiPzcGx2VWQGBledS7T2hRn82VwFeqvNkTUSNKcVY8RURE4khmMPA0xDKG5LeS125opNLYF2kgaLqFpSB/5nMZjGAwmcietQe6klxFXPrPZM8U3qQuyx68wmGJJJwwHe2kMUobO19lHYGKBstm7VCqxgVn9IK/dpqa80RZyBpEiNlw4fb3GOcrEygmZY5chfeRzEEns2/wdzew9UVrxAraWFuLtpAC8FO6BowZUfWsKQ+X+jC0d4BVbgI+fXQqh+PGvz0/lhqHUoeNyf5N87LA/KxQv9h2MlIHzHonoZuUWhILp6xHbu0qjyoiRqRXKZu9UqfDrA00kDQaDqSAi1W5XETKsPUNRMO21Fp/ZZbN3PtJ3/Bejwy+gY8BgIK5PNRL61YLBYEJWMkYVjLbxDEXxzM06qzmaTtDm1s7IHLscKUMXqKxTWgsWh4vw0nEorNygVgmuDVITAT5NDUBdgBO4TEUAxszeE4XT1yO8dJza4sJRwMXZfJnGxZIh8HVGEGYHGC6gYqhE4DsJflgf5dUhY/pMkDO+z1EPqihl5dJHPquazMy4bLwW5YVNMd6w4rVcNeoSmobSuh0KFYs2Eo7MHbyQP3Ut4spnwtHUDMdzwxV2JzqOMbP3QGntdhiZWoHBZCFn4mq4hmeCKxAhd9Ia+KV075Bx7sTjBZsrQOH09XAMTFDbzmCykDzoKZV9gndCKXImrNJp5ZQ85GkEpHZ/ZHKGEjyhGGkjFiNp4NxmleREui0oBGIJMkYvRdKgeeA2BtIfBpMIP+SE4ikDWYw8jNfbWUa/JRhqXp7bQRJ0RIR8OzOczZfBUaD5PmUwWQgrGonCyg0wd1B/duiy0CFSLHBDC4ajYPp6lQxqW9GUpOEjjUBh5YZmZIumiO1VpfZbVNoQNe2jlHTWpeTViX8P2FwBCqav1ygJyuLwkDLkGaQOW4jS2Tu1BhSUwQ4jU6t2IWcoYekagOLqzQjM7q+12o9JhMk+9tiXHgSZufoc/CAZr1m5bk+SFO8mSjtk3EcZWkbfQPNyqlXH2E8REez5XJzJl6mR2pXgCkSI7zsLORNXq9lCKOVDNd0/TSE0s0b2+BWI7ztL4zqhtWhK0vBP760mh/8wAjL7IGvsC5DX1MMtXMO9zGAgZej8TkWjJwzh8rFq8t1esUXImbBK7b2fwWQhfdQSBGb313mufi6WOFMUjZdf3ALXUM0FHq2B0NwWuRNfQnSPqarriZUY4+uMIIzxfJA81wSHAIXliVJF8WEsDHLB8Q4KNnuK+DiXLwOXabjPNMTc3JH2U0SE49mhmB/konGfb1IXhaWJf5zW45taNSiV81gcLqJ7TEPOxNU6if36wikoEUtGTsPFqhEY4K67cj4oewDSRz6nFnRmsrnImbganrGFqm3xfWfprdbbiX8PYntXaSQ223iGosvct5A/dZ3G2Jqi6v8NmDsqFHrak5yhhNDMGvJZ9bByb/5+zGEwUC11xOepgZBnd0dx9eZmFrTaUGRvjjP5Mo1WnIZAQ54Mqbb6J5AeFYZaMx/LlWFUB9hPERHeS5Ti/ST93oE4fCES+tWhYMzzeD7KD3uSpBqfJywOF9kVK+GdUNpu16mJpJEzYZXWimvvBDm6zHsLkV0mNHt3fFAM1jFj3onHC4FYgtK6HS32k5WMVisskTj7oWD6ekT3mAZbE+M2kTOUSB22EB7R+Rr3MRhM+CSWqXIwbVEyIlIQnoNyBuDlwaNwrigKL0d7w8modWSr9sDXGUGYY8jcn4GKTd7uoNxfsKkQe1MCcaYoGjUT5ussjmoJbK4AspIxKKneonN9HdllAoLzhrT6/E1JGsbmNkgftQRpIxarbDCJCOkjn2ux8FpoZo2Smq0GH+t/CDr8AjoMTBYHqcMXIbx0HNhcAYqqNsLWJwJECpmjuPIZGo/TxJ5jMFkIyChHae12rSoW+kAZoJCm9WpxcjZhs7Aq3AM7431h35gQ4vCFiO9bg5yKVSqpvXcS/PBhB1WucZkKGX1vPeSF2wuGWjyP97LrMFUSZXJXSXyxcg9CcfVmBOUMVAUGQs2E+F9aIKb4OoDVguw+mydAdI9pyJ+6Vmu1XktgMFnwT1f8BlxCU1XblXYn2kgaTDYXeZPXqFh1/unlSB78NFgcLtJHLUFY8agOGeNOGAYSFynks+qbMSRZXD4yxy5TVfbHlc9AdI+pWs9jbG6Lvd0K8E1RwiOTM5RgMFmIKBuPvMmvNJMuJVIEB0d6KCoE4yUmzY4NKxqhMRlPpCAS/NBC9djjxNHsEIx7jDL6D8NQ87KfccdJ0BERPkr210h80UXacRfxsSdJikXBruCzmj/3OXwhkoc8jdRhC9vNhoBJhM/SQ/BFj0L4SrVbCHknyBurwnhwDklB8czNzSSZmSw2sitWwjOmoEPGvBOPBxJnP8hrt2lkrzNZHMT3nYX8qWuRNf5FrSz44LwheL0kv93IGUrwRWZIG7EYKUMX6PQX1aaAoFSui+1dpZZYz7FVVI85G3VMBdXueD9sjDbcy7+h5mUihf1UfAfYTxERngtxbUZ8kbj4o2jGRoXtTZPktoTHxkYNCiwPw9YnAvJZbZfP14YXZO74KT8cw6rXaSW8SVykKJu9C6V1O5oRXJXwji9B5tjlnYpGTxiYbC5yJqx6KOFbg3D5OLV+fJEZimdu0lql39TWROLkg5LqLfCKa67C0lqwuHzElc9E9vgVqoCcDZ+D+lgfvBrpCTOO9vtRaG6LrHErkDhgtto6yYavqB4rtjdcIq4pav2dcCDDsMRfQ83NBzOCMEvaMaok8sbkbtN3Nq5AhMQBcxSWJjqSZWYcFl6N9MTWWB9YNxagGJlaIXv8i4grn6mTdKwvvONLUFK9BWb2HhjuZaeyO9HU1zEwAcUzNzVTHg0vHadmL+EVW4ScilWdVdpPINhcAfImvwKPqObqiBJnKXos+EArMccnsQxxfaofCzlDCRsvGUpqtmotJsyzNcORzGCMiIyAvGYrfPWw0TyWHYJFwS4dMt6JBrbQJjLcvPxGtHeHqZI4GykKO7NtdKsom9l7oHD6ehSWDMGeJH88G+IKgYYYBhEhqvtkrXmVR0FTkoaNVxjyJr+ikQRlLLFHjwUfIKbn9Gb7+MbmCkvvxhxQJ55MyGfVqyWJNUEglqBs9i615zibK0BpyVD8UBSHj7Ii2hy3tXD2RfHMzTqf/SKJPdJHPofMMcvUigZaiz0Z4fihZgLenv8svs2PxtooL6RZiw0Sc1bm/nw6c3+PBD6LiS6OEryZKMX+vBgsHzYJP88YjY0jB4ClhzK9Jth4hqKoaiOie0zVWkBK1GhrXbejzTFnax4b3+fKsGvQYPgnd1Wbk609grWqyTSFY2ACkgbNM9g99A9Dh19Ah4LDM0LOhFUIyCiHjVcYima8AQ7PCCwOF3lTXlVLNBO1LG1k4eiDgmnrENurSueNrwtGYkukj3wWaSMW66XIMcTdBgczgpFk+SBB6BVXgtLa7egeFYuzHVgdYWgZfSLDTdJWXDbO5XeMFy4RoYeTBA15MkRn9IK8ph62Pg++d39XKxzODEa6dcsWJeaO3iiYvh5RXSe1OaAhktgjc8wypA5fpHHxo4ukEVo4QlUNJrZxQWndDhiZ2SChX51iMd9GJY9O/HsQlD1Ao88618gE+VPXwiexrNFmYY1aUFoJpa3Jt0VxmPPye4jtORVcI5N2uz6v2CLIZ9XD2lOzFLCyQnCsV/MKQaWdRdOAjaRRqqyHAeWSm8Kice4ylIw+kWETgSdzw9DVsWPG1l2o8OJNsXqQNLb2DEVJzVZI03o1m88K7MxxJDMY3bXcC8YSB+RPXQtZyZh2S7QxWRwEZPZBt9rt+GbqSBzL1fwcs3QNgLx2G0QWtrDxkkFeuw2mts3tY4JyBv6XF9FPNAKz+iFlyDMa9zGYLER3n4KyObsQ0qTipCmWRfrizMyx6DtopsZ751HAYLIQnDcERTPe0Oo3TERwEHDxZoIfXpS5Q8R+EDxkcXiIKKtAYeXrquO/ywrB8rCOsUgiUsxdhnwuGHJe/jQlAMs6aGzZpLAoqJY6gsFgwj+9N+Sz6mEvjVHrF24uwr70IEz0ttceyGIwEJDZFyXVW/SuMtUXDCYL7pE52NavD85VjUaUpPk6hsMzgnxWPbrMfUurHae4U9HoiYaxpcIywdROkcTj8IUorHwdTsHJav0sHH1QWrcD4odUt5qSM5TbhOa2KJi2DsF5g9vlGv1SuqOkZius3BTEBjaDgSo/R3yZFoggU+12rkwWG2HFo1BU9cBHfle8L/amdEyhCZFCcexxJEx1wVBz8wqZOz7p0LENwM44xd/ZwtkXRVUbEVY0UqelSbCpEF+mBaLSz0FlM2nlFoSSmq3w0yOprA+C84agYNo6NRWOoe7WGkkayvlWqYCghFNwMgqnr1fZF5vZe3TOy084TKycFPeChsIMt/As9Fj4ocY4BpsrwMRJS/BTYdRjnWukab2QMfp5rb8vdyEf7ydJsTTSFwVjliChf53KUuth1EgdcSI3tMMKIgxtoU1kuHm5p5MlThg4ft4Uy8Pc8J2ORKR7ZC5K63agb0w8DmcGo6ezZuIaEcEjKg95k9eAzRU8lmtVkjSWDhqjsbJcaG6Dstm7kF2xqtk+BpOF9JHPITCrX4eNdScMg+RBT+llKxYuH6dm++vVqKD2vx6FmPTsZrDYbY+dJg6Yo1UlTgUGQ5HHq9sBv9QerY79pVqJcTZfBi8TIex9wpEzfAHmDK/Ee9nR+DItECM8bB5r7qrbE5z7s2yMn+simj8qXIU8zJA64pusEGzNTcaMCQsQ16sSYhsXlLva4ExhZKvj9xy+EJFdJqB45ibY+WovylMitlclAjLK2/wduAIRhk1ejotVw3EqP0JtjZA2YrFeCiBBOQP/y/Nyh19Ah4NvbI7Cyg3wiMpDZNeJiCgbDyKFVUNp7XYYiRWLDn19p1gcHsLlY1E8cxNstCT0WoIigFgO+ax6OEhjW+wfYS7C/vQgTPC2U12buaM3PinNwvL+wxV+3R2Q6N4Q5YW3DCijT2TYgPOx7BCM9jS8HBqTzYVbeBY+K83Ei737qog8QhYTy8Pc8VaCX8uSVgwGfJO7obR2e7OgXmvgEZWH0rodCtk6HfeYJpKGtUcISqq3gGtkAgaDiaxxL8AjOh8RZRVIHbYQTFbHSCZ2wrBgMFnIHv+ixqCFkakVimduhktYusLHt3Y7JC4PpBeV5AylrQnfyBiyktGQ19TDpVGVpT1g7RkKee02eMUWad7P42BrrA/WaqgQNLFyRN7kVxDdfQpYHB7qY33wRaphgwpNMcbL1qAy+kSGnZffTvDD6x1kP0VEWB3ugSOZwSAGA9LUnpDXNPfB5jAYmOXvhM9SAyA10SyNryRFaJNEbAss3QKRP3UtkgbOhZGpFTgslsrupOkLm8DEAiXVW2DnG6laCykTLU0hcfGHfFZ9qzwKO/HvAYPJQta4F7RXVjMYiOwyET0WfAB7f/W1qtLWJMFWAp/EMshn1SOm53SILB5ddrwplB7fmp4fSvCYDMwNdMbelAD4mqgHCR0DE1Faux3zM9NxMj/CoDL2TeFlrCB3PWky+krMCXDG1wauQm+K/q5W+Ck/HAUjGq0AHyLAD3G3xqHMYCRbaVdk4RqZIHnI00gftaTdfVEdAxORP3Ut0kc+B4mLP1ZEeqnsTpr2SxvxLLo9/S4sXTUnVZksNnIqVrXrc6MT/zy4hqUjf+paVdJD+Zx+2HLKLSILBdNeUyXZNJEzlOAJxcgcuxzRPaa1CyHU1idcsW6OK1Zty7Y1w+HMYPTRokSghGNAPEprt6NHSh7OFkYatBrvYTTkydSKYAwBQ83NyR1oP0VE8G187pVmlaK0dnuLCZQ+LpY4nBmMrCbV3V5xJZDXbtNKWGsNmCw2YnpOQ+bYZRrVuR4maXAEIhRMe62ZzZRIYo/S2u2qRD2bK0DBtHXt+l7aiX8mnIKSUFS1UWP1afKQZ1A2Zzd8k7qqbQ83E+JUYTS2LV2D8OJRLVZ6txkMBhIHzIGsZLTWPgIWE8+GuGJPkj8KiwehsPL1ZoQTUw4LDXky9G1hHn+cMLSFNpHh5mUek4Fz+TJ4ddBzj8sknMoNwxQf9fUEi8NDdI+pKJz0EuaES/F5agACxNrt/SwcfVBaux3Glo+HlMZkseEanokJo2bjXNVoLI1QJ8mZWDujpGYLuj31jiqf0xQh+UORMuSZNltKdOLfg8Ds/gjKHtBiPyNTK4WKhlCsImeczgsDh8FE1pilj6SaaGrrBvmser3ISkJzW6QOW4iscSsgtnHV+zOOZAZjdbiH2jZLt0CkDF2A0ROew8qMRHyXHYLnQt0gM2tbMbkudOb+Wg8Wg5BhY4rXorxwOCsEi/JyMLjqFUT3mNps7vwiLRBbY3z0PretTwSKZ25CZJcJKrKwLohtXCGv3QY2r+2EurjyGZCVjEaAqRDn8mU4lRsGNimI1IWVG/R6v0we8rReOfAnFB1+Af8IGEscIK+pV0l4W3sEg4jgn94bqcMWQsLjtNp3ytYnAiXVWxBWNBIsTtukDCUuUhRVbUS4fGyL57DksbEpxhuvR3vBnMtGmrUYH6UFo3zEFORNXI2C6evhk1im14+zvXA0OwRjvNo3GN8SDDlJb4z2wpsGlKAzMrVCcO4glNZuR8qQZyALjsHpKUPgLBLA21iAj5P98VSgM3hM3WQcvrE5UobOR+aYZW322+OLzJA0cC5yKlY1q87ShqYkDR5fiKIZb6gk5XyTuiJt+GIEZPZBTsWqdvHz7sS/B8qqE00vccrFgq13OOylMSieuRl8kVkzckbTYyycfZE78SWkDJ3fbglBkYUd8ia/goiy8RoXF2wGA5V+DvgyLRDBD1UIsrkCxPaqwpgRdThTFIVAHS+0jxtvJfhhgwFl9IkMOy+P87LD0Q7yKiciGDGZOJUnQ/WACmSOWdYsKGAn4GJnnC9eCveACVvzItU7QQ55jWa/4LaAKxAp2NPVm+EYmKi2j0mkRtJgMFnIGL0UAZl9IJLYo6RmKxwCmvsUsnkCFFa+rnFfJ54cGEsU1domOp7zsb2r0GPBB6q1gJKc0dTWhM0TICCzL0rrdiBcPrZdST3GEgfkTnoZMT2ng8XRTk4tcbDAkcxglDmqJ9fNzK1xuDgRq5e/Dr+k0sdW6aULdf5OBicwGHJe9ukAAooSYhsXRHadiE+6F+L1qVPAZj8g/xqzWVgZ7oFdTewiNcHc0RtFMzYitGBYu9qG2HiFIWvcCuRUrGomsfyCzF2NpBFeOh49FnygRlJ9GMG5g5A0cK7Bx7gThkdU98mI7jFN9W+vuBJkV6xsRm6XlYxB0qB56OdqpZWcoQSLy0fSwLlIGTr/kQJ0Sogs7JA7aQ2iuk1WSTu7Cnl4L1GKJaFuMNIiia441hbvl+Vi14Kl8IzO6RBbiCRLE5zpAAKDoe2nEjvAforJ5sItIgv1vXrgf7OqYKIjiWfEYmJpqBveTZTCRchTHR/VfTJyJ72s0YaytWDzBEgZOh9JA+fqXEcoSRp9Xa2RPOipZsluJpuLnIpVasSkmJ7TENVtssHHuBMdg7CiEUge9FSzwiWRhR3K5uxGwfTXVMnCprYmxha2CC0cgbLZuxDTc1q7K88RNZKKpq9vkSzU09kSRzKD0S8mTqEE2oT0+Ua0N75Ka18FsdZAKaNvaAKDIeflAxlBqPXvGPspIsIwdxv8lBcG40blQWNLxXtWfo8J2B7vhzURnhDrqCTnCcUomvGGXqoFrQWHZwTf5G4onrkZqcMWwtYnHPFWpiq7EyIFaVVeU4/MMcs0VmI7BiagaMZGnTaZnXhy4BAQp1GtWRMiysajIK+XipyhVAAQmtsq1OseYV6O7V0F//Teevf3iM5Had0O+KeXt/juOd7LDqdzw2DE1LyutnD2RdKgeehVuQ7T0zPwaWog3k2Uoqezpc61eGvwX8j9tZf9lITHxmhPW3yVFoidif4Yl1+G7rXbENllgtbcRZDYCGfzmxdvPAyuQITo7lNQVLWxWZGgLiT0r3skEpJLaCryp65V5a39jPkqkkb68EVwj2xuAacJpbXb9XKSeELR4Rfwj4FSCtQvuRsKp68Hi8sHg8lC6Yj5OCBPaRU5QwmukQni+9Ygb/IrMLP3bNN1cQQixJXPRO6kNRDbuOjsy2IQpvjYY196EPZlhiLZSqzyKZK4+COufAbK5uxGRNl4vZPqbYWkgyxADDlJ93AyjIyTtUcwEvrVomz2LsiKR6slscf7OmB3vB+OZIc1S0Gw7+cAACAASURBVDpogp1vJOQ19QjM7t/mILNDQBzkNfUIyhmoU4ZU43dpJGnUjJuH6C4VIHqQAJKm9UZh5eud1dj/UXjFFSNr3AqN96WlawBK63bAwtEHQdkDkDFsIT5I8tdIzlCCwWTBL6W7Yl5P6d4uSRUOzwhJA+cifeSzWl/qsmxMGysEm1fAbMiMx+7Fy5E+YhEcAxM7xB/+ZG4YuhnYAsSQ83JHPXuICFbuQYgrn4lnx1Tj2PTRMOKpB48SLU1wMCMYwzw0E+OYLDYiu05E7qSX1aSVHwXOISkoqdmK8NJxWgmaTUkasaWKZA7fxAKFla9rrcSO6jqpM+D8H4FnTEFj4k/7bypj9FJ0feodrIgLakbOaAqeUNwYgN6J4NxBWuWTWwsWh4eYntOQO+llnRLiXsZ8fJzsj6eDXFRk1pEetlgV7gFr9yDE961Bad0OhOQPfXxVjBrwaUqAwe1VDDkvEymePdrsnB4HbH3CkTLkGchr6hGQ2QduEgm+zZHBjt8YODAR4NOUANQFOIGrg9jsEZ2vqO5+iNz2KLBw8kXq8EUomPYanENStCrQKUkahQV90XPhR3AMTNB6Tku3QJTUbFXzT+7EkwsWl4+8Ka+qVe8n9KuFrGSMWj8Gk4W55cPwfv8+GOLeMimfwWQhsutEZI9/EXyR2SNfJ5srQHzfGmSNe0EVcOMzGVgQ7IIPk/3hIdKcZEu0NMGnqQFwC4hB8pCnUVq7HcG5gww6Ly8Pc+sQe5Un2X6qabFJ8pCn4ewXiU/Tg5GgRaXEQ8THh8n+mB/kAn7jPG0ktkTWuBcQ37emXQiVfJEZsitWIrLLBL3ey4a62+Cdfn1QPnF5s/7h8rEq61YihbVF3pRX22wj24l/H5REd//05jLhoQXDENOrEtkVK9G7qC8aCiKb2ZpwBCJIU3uipGYrUoY8o9Vita0wtXXTK9EYIDbC56kBmBvuh8JJqxHTcxpCLc1wNl+GsBYSRI8T3Q0Uf30YhpyXO+rZ0xQHMoKwLtJTZdfbLTETBzKCMMLDppmlb1MwGEykDlvQbpZpSghMLBCSPxRls3cirnxGM2UXpd3JkpQYdGmM/RVXb2429xpbKhR5LRz1r0TvxL8bRqZWkNdu06uvo8QGn/WUY/fAASobNSXcIrKRO+nlNqt8K3Me3FbEPoxMrZA85GnkTFgFM3sPzX2YTJzOC9OLHGHu4IWEfnUordmK3umFeCnSG99mhWCWvxPctazH9cF/IffXHs+eCHMRng9V2EgtkHmjrKg/ymbvQrh8rF7vNxujvbAvXXtBj4M0FsXVmxEuH9sqor2Fo49ivmyjsICRqZWacpwS/uYmOCZPxuSatWDpsb5uzW/1CUWHX8A/Cko5zqSBcxFWNAISLhtH8yKw/OW3Eddjapur+l3D0hsT0D3bLKPlHpmD0rod8IwpaLHvrkQpzk0bip2J/ih1sFBTVBCYWCAwqx/kNfVIHb4IDgFxj0Xaa5yXHY7q8K97XDDkJM1l0mOToGNx+fCIzlewlaeuhVdcsdoka8ZhYYi7NT5LDUBDQSRW9+umIuNoApPFQVjRSBTP3NTmqmw2T4CobpNRWPm6VnnlliA0s0bZ0Dn4pEcR9k0cAg6bjfRRSxDZdRJKarY2k+ftxH8LKUOe0eo55uCvIAaJLR3xvjwbz4+rga1xywECkYUtUobOR+7El1Se1o8CBoOJ4LwhKKzcoFV2zkXIw7uJUjzfpEIw2sIYX6YFwpgvgEtoKjJGLUFJ9RYEZvXTKL34ONBRVcyGTgQeyw7BGE/DMLg5fCG84kqQN/kV5E9dC+8EOTgCEdbG+GCwm6JSlUmECm877E8PQpSOxHX6qCVIHDC7XSpXhWaK6r68yWsgcWl5vmYyGNibn4hZ05bC3tIWORNWISCzj8a+Dv5xKKzc0C7X2Yl/B5IGzkVw7iCt+1kcHt7o1x+fLF6CVM+WCclGplaI6jpJ5bOqq2K1NfCMKWhRKl1pB/d2gh9CTYX4JjMYzk1s4YTmtggrGqEKArbHc6MlnMkzfBWzoefltxL8sOEx20+xOFx4ROUib/Ia5E56GW4RWWqBtIne9lgS6oYujhIcyQxGkb12QrBSzjlv8hqYWDm2y/WJrZ2R0K8OxdWb4RGVp1cycH1eKjav2ICCrtplyTk8IxRVbYS9X7RB/6ad6FgoE20mVopKW45AhMLK1+EU9IBM1M/FEqeLYjBvxQ6kDHlKb1JcYFY/FFa+rpPw1hpI03qipHqL2vtj18bfYYGd+u+QzWDgw2R/pFs/IBsZWzpAVjwaZbN3Ib7vrHZTGNOFjqpiNuTcPDvAMOpNVu5BiO87S2OxSYaNKT5I8m+WDCm0N8eRzGB0bUIqt3QNQEn1FkhTe7bLdRlLHFBY+ToCMvvq1Z8jECF50FNY0HcYfq4aiQFNSE9OQYkorHxdRYY2sXZGad2OVkmUd+LJgMDEAiU1W2Hjpa7AwxGIIK/dhnRpIE4Ux2N77Ryt8TsmiwP3yBzkT12L7IqVcA5JabfCDpewdBRMX9/i80DMYeHlCA/sSJAiv/t4fF6ahTfyUjrUFmJjtBfeNLCMPpFh5+UkK5MOtZ8iIqS5u+J0YRT6T12FabIAfJ0RhGgtMYymCMoZiNRhC9vtXhXbuCC6+xTVs0OX+nO2fyB+LEnA1oljkD1+eTP7KRaXj9xJa/TKp3TiyYI+VfkSLhvHskOwqawIU5fvRP6UVxRW8E3WJgn96hCSP7TN1xHVdRKCcga2+ji3iCyU1m5HYHb/ZgUzL0d44HBmcKvOZ2rrhrjymQqybEZ3TPF3wcGMYGyM9kaOrVmz9VhL6CgF439D7k/IYqLcxRLvJ0nxcbI/hkrdkSQfhbLZuxBWNKJVtqliNhMNeTIMdFVXQ+QamSC2VxUKp69v0/tRytD5bZ8XGQykDl8EaVov1TYWhwufxDKU1GxFt76VODNtGD5MDWpR8MDBX3+1mycRLCKqps6matd//5n++vMSuYZnkJOFHa02Pke/37xBvV98kSw9wygkfxj9ce4Hunn5YqvOe+XCKfrpwB7yS+pGHtG5dPHEQbpz63qrznH5/I907ttPKSR3CNn6RtCF7/fR/bt3mvXzMubTJG976rd7L331+1Xq6iShSqkjWfDY1HDjNl26fo0unjhE3+/dQn/fu0u+yV3IP6OcmGwOXb3YQPfv3m7VdWlrM6WO1HDjNm05d6ldzqdvq/C2p4Xf/2yQz7oPol4ulmTEYtEHv15tl3OKLGzJP6MPxfSYSiwOj7559xU6sP15unTmOP19/x4FmQppso89zQl0oT/v3ae5R8/Rjbv/Z+86w6K6uu6aPsPQGYbee++9g4oIiAjYY0szJppqjBpfe2ISk3wppsdX7C12Y4sKKopdVKQqHRGQ3hH392OAgBRnkOibhPU8+wFmzj33XObOvufsvc7arRjDf4hv0wvxqJc+FcV6CJ71GUDAqZ/eR01pvszjUjeyQ8isz1H3oBiJ6xahrlz2/7GRWyj8Z6zA7SsnseH4PrwqTwiztsE1TWeo6lrg1M8foLokR+Z+h/DPQUnWVXhOeB+ld1PQWF3e7b2a0ny0NdVgu6MmVNsakGgRAK5dGIrTL/brT1sa65Bz+RhamxvgPfEDCFU1UHr3Bh61PRzgKAklmVfQUl8N32lLUHM/HzVlBd1aVLW2YWdBOfzVlfCepQ6Sy2vwmaMRPksvwq2qWlTdy8Gdi4dxL+MyxCaOcI99GyIDazQ31KCu4t4Ax/VkvG2hDS0BF99ny/YMe1o8S78MAH7qirBREmJzXtlfdg4VHTM4hM2Ex/j3gUdtuHl0Pa7u/x4P8tLw6GELblTW4QtHIxy/X4WvnY1hIORhUnIGMmubevSlrG2C4W/8H4pSz+HCzs/x6GHrgMfFYLJgFRAH7ykfIu/6KZzf8hHqK0v6PYbDF8J32hJc1HDBHOZNjFWVw/EaQvK+H3q05curIOjlT3B247IBPQeG8PdESeZVeIx7D+V5t9FQVdrj/a8d9OEhZOC443g0WI5EQeo5NNVW9tlfa1M9ClOTUHgrCUauw+E8+jU8bGlCZVE2QDTgcVYUZOD+nRR4TpwPgaIa7mdf69FfKxEO3asEm8HAV87GuF3fjN8KytHYJplBtTbW4V76JWQl7QNfQQUuUbOh7xiElsZ61JYWQLKGGjwEiZUwRkcNb13PHdR+n4Rn7ZdFPDYitFWxNrt/fzQQ8OVVYB08ET4vLAaXL48bh9fh2oEfUFmUDaI/Z8YEwjxLHbiKFDEuKR3nHtT22p+8SAchr61BS30NEn5diKaaiqcan1BFA67Rc+AY/gpyr53Euc0r8SA/7Yn3usuYN1AROAvmp77HGxaKSErLQGFDz3Wax/j3UFtWgLSEHU81ziH8vdBUV4mWxjo4j34Ndy8dxsPmRpTl3ILvC/9B/o1ETNYQYLmdAT5OzcWarRugomsJ58hZKMm8gub6/tet97Ovo62lGT6TF6H07o0ec3JZUXb3Jqrv58Fv6lK0NjegoiADqTUNOF1WjdUOhjCW5+NseQ3aCJhuJIYGn4NP04s6j29pqEFx+gVkJu0BVyAPh1EvwswrEvSoDdX380CP2p5qfI+DywQWWunhnes5qGgZ6HphYHiWvrmwsRmzTbWwNrsYbYP7aAOLw4OJexi8Ji2Anp2vZE669WMU3kpCS0NNZ7s7dU0I01KGkM3C9ap6cJkMLLfVxyQDdUy/kIVTZZK2Zt6j4THuPZzfthp3Lx5+6vGp6VshZNbnuHksHumJT/adShoGGDb7//CgIA3x239A470CLLbSQVVLK7JZygiYuQqJ6xahvuIeWBwuQmZ9jtTjm3Av/eJTj3UIfy88bG5ERWEGfKcsRt71U2htqgcAPHrYAqtH1XjTzgxJJeXYqeoDgbIYJVlXe/RB9AiVRVnITNqLxupyWAXEwW7EVBA9QlVJDmjAcQxJbFpBXQemHqOQe+1kn+2aHxH2F1VAhcPCAkE5+ExCYuhbUHUbCwabI4nNDFLsWFqssNPHtvwyXKiQLZb+tHiWfjm3vhlvm2vjemUdcnuZ8/1VYDCY0LHxguvYOVD1nwJeQQrGazSDfS8HE89lIKO2sd/jdW19YTtsMk58/y4etvTf9kkQmzjALfZt2A6bjOL0Szi3eRUKbp5Gax8xPxUdM1hMX43fk08igv8IuWJbHN/+Rbc2XhPmo6n2AVJ+/+WpxjaEvx80zV3QWFXeI2bbARGXjTMhdihrbkXEodM4d2QHasqLYTt8Ciz949DcUIOa+3koybwM99h38KAgA/Uy5gQBoKIoC14T3sfdi0fwsKVnTLAvVBZlI+fKcZh5RcI6ZDIq8tPRWFMOM3k+ltnq45VL2TL5iqa6SuSnJKIw9RzU7ALQGvQy4gsrUZSbhmn6anjPQgdCNgs5dU2ob+stw9QdS230kDuU++sGCwUB3rHQxhpHIzAA/FjSjN/NosAZ/iqKc9OQtGkFCm6cwcNm6X1l8yOCMoeF2WZa+C7rHh4B0HcIQNDLn6A8PxWn1y9BXXnRE/vpCrGJA0w8RiF526fdYibSwjIgDiraJriw/TOw2FxY+sfAb9oyMJhMXNixBpfP7MX2KzfxhokGovXUsDG3tM9ImqHLMDTVPJDE7/6leO4skf9FswqaQAemT6OEL78mm4CYTtacro0PxSzbQ06RswYmbcRgkFXgOIpduV/qGjyPm0QJ4fU+lRASg2x7sIoNhTz60FqXboQ60gYPMwoRK3VjL6nqWZDXpAUU99Eh8pwwf8DlWLranXAXGidFyY3Btme9I/B7F2M6G2z3dP0wGKRl6UaBL6/ulNbuKm/PZzFpnJ6IDvlZ07kQO3rNVJNUHpOPSgtzoq+deu7QkEV5pff7jU2OEa9QzLI9pGvjM6A+eEIl8p+xgsLfX98pzcXi8Gj46JcpJXY4fb4xkXStPZ/5vTJk/5um7xBAo9vLTHV9nQnQyUAbShkbRB+tO07qemZk7juWYlbsJW0r6e4frpwieU6YT9FLdpKure9Tj1XNwIqil+4im2F97+QaryeijDBnOjfckVT6qNfJ5gnIzHs0jZr3K41etIWsAscTV653ud+nsWctZdxhz9ov/1XypywOl4zdRlLoW99T9JKdZDt8ap+sZz6TQZs9zSgt3JU+sNIlFqP3PvXs/Ch25X6JzP1Tjk9V15zC3v2ZQmZ/KfWuVyVNIxq9cDO5xbxFfAVVCn/rO0qKDqbcBa+SWNBT1eBJSgpD9s81XRsfivpwWw81uW+cjDrLmnC4PBr2+v/RpM9PynRPq+qaU/CsNRS1aAsZOg/rs+SDtMYTKlHwrDU0/I2v+iybNk5PjfKjPGjfrCl0O9yVvnYy6lW2mcFkkb5DAI2Yu5bGLN5OlgFxA1bU681+cDGh0/9wGX0ApNoufyoaRPlTZS1j8pw4v7N8Y4eSQFcTsJg0UV9ER/ytKSnEjvb6S1QGOX3sWtW18aHYFfvI3Df6qcfHk1du3/V/gBzCXuyzzNTjxuJwKeiVT2nSF6c6a8X/6GFOeRE9a8/q2UvmTIMh9T9kf0/znbaU3GLf7vzbwj+GPp0xlwqiPGiWSfddVsbuIyl25X7StZNuDqxj402xK/eTtpXHoIxVQaRLEfPjyWPce52xFEU2i35xM6UDflZkrSiglFBHslB48v2sae5KgS99TLEr95Pz6Nf63Vkrqz2rMqa92d+9/JRQVYucR79GsSv3U+BLH/dQEejNLBQkn7u1ooAO+lnRz26mpMCW+Ggmi0Me4+dRxPz1g6a0qW3lSbEr95OOjbdU7Tvm6sbu3XdkzzLRoIJIV1owdyVZ+I3tfN097h3ynbrkudw/Q/a/Y9bBEyn0re87dzy7qQgpb7QHrfv4Kxr/0UFyGfMGRSzYSNYhk6TqT2RgTf4zVlDsyv3kEPbiU5U0Y7LYNGLu2m67XvtsC9CdSHdKm/cyXRnlRovd7Cl8/FsU99Eh8p68kNQM/nqlOeD5ljF91n75TLBtj/I3f5XxhEpkHTKJxizeTuFvraUX/QLpNx8rujrSme4vfoMm9lK293FTELWXDnmKe4HBYJK+QwCNfPsHGr1wE5l6RRKT/WTJfUWxnqT8dvjLFLlgI815cT7d+3A2fev6Z0kIM+/RFP7+fwdNsXHI/l7mMOqlPlWaO5QzTgfb9rrDX8vSnULf+o4iPthAhs7DSNvai8b8Z7vUa7rHzTV6LrlEzxnwtRg6D6OYFXvJMeJVSgi2o8ODoCgkr6ZNnuPfl5SgjXiV7DXE9JGdAd0a6UQ/upr0Wbq2w+6Eu3RTO3tW9r+W++MwGDRaW5V2eVvQlREO9I6FNpnqGJD35IUUu3I/2YfNHJQYf1qYE33uZU9+05dR5IKNUqkl92Uj5n5LRq4jBnSskqZRu1KcIVkFTaCY5XvIf8aKXsvxaPDYlB7mTCeDev+eAaCglz/pVwX3X2DPfQD/s+YROoWWbkik8Hm/0vA533QmO3jyyhTw4ioKn7fuibX7+jIlTSMaNe9XCnhx1YAn1lqW7jR22W6yD5vZKSE2WluV8iNdSYff+0SGz2RQnJ4aHfCzovMh9jTbVLPbBJcnVCKbYVMoeskuGjH32wFL6VkrCKgg0pXYz+Fze9ZOOkCkSPmRA5Og4/DkyMJvLI1euInC560jU8/wbpNGIyGP/mOjRzdDHSne3YyCHyPWdLXHP3uOQJ58py2l8PfXk5Km4QDvU0Ma9d4vFPjSxwOuQ6xt5Uljl/5GzqNnd06wNUwdKWrRFgp57UuasXQrTXrprX7LswzZv8+8Ji0k97h3O//uIGekhzmTBp9Npu6hFLNiL4kMbUndyJail+6SyNNKmdTTMHWk0Qs3kf+MlU+Uu3uSCZREFPbOj+TzwuJe67bpCbhUEOVBiXOn0+1wV/rC0ZAclPue0IsMbch78iIa9/Eh8pq0kEQGgyfjmR/pSn7PWEYfePZ+mcsEFUS6kuUglZ+SF+mQ8+jZFLtyPwW9+inp2vj0+Ww0kOPRonZC5A5fKyr9cDZF9bFgsRsxlaKX7CJVPYunGh+bKyCXMa9TzIq9ZOQWKvVxBk7BFLtyPxm5jiChigZFLthIjhGvEBOgM8McKC3MidS6zBFMvSJp1Lu/9JBWHLJ/j3mMe4+8Jn7Q+XdXckbXdj5TPqSJa06Qe9y7MtWz1DB1otC3vqdR834lnackbjIYTLIfOYOil+7qUZaNCVDmKGf6zMGAWCxWZ9m4s8F2dDTAmibpi0jA6inhrGZgRb5Tl1DcqgPkMub1QUkIXhvhQMv/4TL6HXY7zIneNtd+un4YDNK28qSQ176QSN0Pm9JrsMNEyKdlNnp0a6QTrXMzpUB1RWIAxAAoI8KNPnMw6H6/MFnkGP4yRS/Z+dTPXQ5fSPZhMylu1QFyHTtXpjm0spYxjVm8nSZ8dpzUjboHgX5wNelG0hAoqlHMir3PLDkyZP+bxuEL20ubBBLQXtYk2od+/XoDKYl7kjXV9CwpeslOsg+bKdW8WWRoQzHL95Cxe9igjJfNE5D/jJUU+uZ33Uiur5poUkaYE+3xtyZFtvTrQnk1LXKOep1iV+6ngBdXkaaZ81OPcbuXBR3ye/Yy+sCz982/+1vTdq+nLz+lae5CAS9+1E6YmU3yatKXGlRks2iPjyVlhLvRq11IRQJFNQp96zvyn7Fi0MrqmXiMopjle6Tz8wwG2YfNpOglO0lNz7LH+/JqWvTFi3PoXpdyJ/oOgRS1aMugEjmH7O9r/jNXkuvYNyXkjAhX+sHVhFgsFskpqZPXpIUUs3wvxa7YT2Y+UVL3qSDSJfe4dyhu1UFyj3t3wKWoOkqxaFn073M+dzCk9DBnYrFYZKEgoFV2+nRrpBP94mlJk4aNpqhFWyjs3Z/JxGPUX5oAf14ltIFn75dX2OrT1b+4/JTIwJq8Jy+kuI8OUfj4N+k/7vZ0dYQD7fCyoPD2MgdrnI0pY1T/z9SnLR3C4vDI3GcMRS3aQqFvfichkEoZ05NTFtPYZbs7S812bNryEytTXoQrfeNkRGr6VhS7Yt+glWwbsr+f6dn7U+DLq3u8/iRyRlfTsnCjEXPXUuSCjRQy+wvynrxoQGPhy6tQ3KoDJKf8ZOJTf328P+EVWvfmYnL2DBu0kkJCFQ1yi327s/yGuoqIphmq04lAG0oIsqUZRuJO8myHWbWX0P5X5P7UFSm/l/JTWnwOvWeh3c1/qmkZdZaRsR0+VeoSk08yNldAs4dH0PfvrSS/MbNlirM9btpWHhQxP35AZcuYLA6Nen8d+U1fRjEr9pLf9GVPzI8/iaQRs3zPU30v/gH23AfwP20WvlE0dtlucmpPzFgFju+8eTuUCayCJgz4hnaMeJVilu2Rmr3/uPEVVCl41hoaMXctCVU1+1RR6M3sleRojYMhpY506rFrkMFkkZ59AA1/4ysau/Q3sgud1ucOxN7sI3sDujz8r69n2ps9j4BzXoQrBYmVpG6vKNYnt5i3JHV0py0ldWP7zvdYDEkt1s2e5pQS6kgLrHRJT046p5sQZEuH/a1JZGhLYxZvJ7eYtwbmsBkMsgyIo9iV+8nUc2BKL2yugNzj3qUx/9lOGqaSmmhsnoDcYt+m6KW7yDnyNYpdsY/EJg5D5Iwh62EcvpDG/Gc76Vh79iBndLTRsnTv3P0kUFSj4XO+ocCXVxNXyskPk80l+7CZFLtyP5n7Rj9VPVUWh0s+LyymsHd+7EH4OOJvTQlBtsRisUiVy6bXTDXpfIg9HfKzpnF6IuL3kgQE2nczBE2gqA+30qh3fyFTz4geqiKyWIhY6bnVM30efvnKCAdaZTfwpCeDySI9Oz8KnvU5xa7YR06Rs0herffEIhOgYRpKtMHDjG6EOtKH1rpkKJQEqL5xNaW0x2oysjg88pu2lELf+l6muoO9mY61J435zw7ymrSQeELpnkMMJotcxrxOUR9uJRUdU1LWMqboJbvIwj+22zWdCbbtJGnIi3QkDGkNg6ca75D9vY3NFdDoRVtIzz6gT3JGh3mMn0exK/dTxPx4mQnNuna+FDE/nkbM/bbbHGkgpm3lSTEr9pJlQFznax/ZG1DWKOcei0MGQP7qivSrmyndGulEy2z1yUS+p9+VUxaTU+Qsil25n/ymLyORoc2AxsZjMqgw0pXMejnHX23Pwy9v9TSnIwPc6cPi8MjMezRFLthIo979hYxcR/Qgi7EYoDAtFdrmZU7XQx1pvqUO6Qh6zoPj9NQoP9K1c07Bk1emkNlfUshrn0vtR3sfI5esAsdTzIq95DVpgWwEHgaDLPxjadzHh2jcx4f7vKf+JGnIU/CsNRJy6jP+HIfsf89U9SwodsU+mmVjSgWRrjTLRIOsg+IodsU+0rMP6NGeL68imTe/9LFUuwAVxXo0ZvF2sh0+dXDGzGCQ7fCpFL10V+e9HqapTAVRHnRk9lRKHeVKn9gbkI2i9El5FpdPZt6jKWL+eoqYH09mPlEDVpZJC3OiOaaDp8ghiz1r3zzXTLPHPFVaY3MFZO4zhiI+2EDh768nU69ImdYqNopy9Gl7PGq9pwWVfjibRulI5sUiQxuKXrqLbIe/8NSqWh1mO3wqRX24jRTFek9sy+ELKfClj2n4nG96JdnpOwRQ7Ip9ZOEfQ7PNtakg0pWm29tS7Ip9T028HrJ/jnH4Qpo0/xdKGRdKP7j2VERQ1bOgkW//SBM/P0EOo16SqW+evLIklrFiH/nPWDkgcqnYxIFilu8hoYpGr+9r8NmUH+lKMTrdY8FCFpOmGqrTH4E2lBhsS+94udOoF5dLCFpRrw+a2k1XO+JvTVs8n55MNhB71n7ZXIFPhZGuxGUObr8sDo9MPMIp7N2facyiLTQ5JJLWeVrSrZFOtMJWv8d6hAlQ1ijnfmMqPlMWk9ekBTKPhSdUIrvQ6RSzYi8FvLiqB5n+SaakaUTjPv6d5MydvQAAIABJREFUxq8+IonlPZak9lZToDujPWjmit/+7buy//UmVNWksct2d3tNFnJGV9M0c6YRc9fSxDUnyHXsmwMiRzhGvEIe4+c91TWlhbvSpgULaOSb39LohZvIyGX4U8Wzu5pASUQu0XMobtVBcot5i+SUxeShKk/fuRhT6kgn+sTegKzb5+cf2RvQlX9h7o8BkJ9IkX5ujxl1+E8VHTPyn7GSYpbvIevgiYNGLmZzBWQdPFHiL6cvo5T3X6UjQU+h5M9g0Kh3f+l1jfjEsfAENPyNr2nimj/Id9pSUtKULgcN9E3SECiqUezK/c/lPvpfMUb7L0PoB7p2vvAcNw9X9n8PE7eRYPP4OL91NapLciFU1YLP5IUgeoRzmz8aUB0qdWN7+ExehHsZl3Bl71rZ67UxGLAKGIf5ZupQQismrF+PZhlqASpzWIjTE2GaoRj1bW2IzynFnqKKzlrcylrGsPAbC33HIBTfPo/0M7/hQV5av30mhdjhemU9Xr96V7ZrGQQUjXaDzv5Lz/Scp4NtkVbTiFcv3+mzDYPBhLa1Jyz8YqCibYzs8weRdW4/GqrLAEhqc0/SV8cUA3Xca2pFfG4pDhVXoPmR9F9RG7E6vgsNxk+Wk5G49VMU3jor87XIKYvhNWkB2BwekjatRN0D2Wt6iQys4T3lQ5Tl3MLl3V+htakeWpZu8Bg3DyWZV1BTVggL32ic+ul9VN179vfIEP4eEJs4wH/KYrx+Zjm0eGwEnLqB+03d662q6Vki8KWPcf33n3H30lE4R82GrrUXEtd9KPW9paRhAI/x8yR10raveap70mbYZJj7RuP0usV4kJ+GYLES4j3MEHTqFrLr/qwzyAQQKFbCNEMxnFWE2Fn4ABtzS5FT34vvZjCgZeEKc58xEBvbI+fKH8hK2ovq+3kyje1HVxNYKggQcOrWgK9voHgefvk7F2PYKwnhe/KmTMcJFNVg6hUJU68I1FfcR1bSXuSlJOLRw5YebdW4bEzQF+EFQzHKmluxIbcUB4oq0NTFb7MBZIS7ID7nPpbfLoScshiBL36EqpK7SN6+ptd+pR2na/QcqOqa48LOz1GSeUWq4/gKqvCbthQPmxuRtGkFlLSM4T9jOS7v/hp5j9UhZgJIDLaFKp+H+RYvI+vKcWSc/m1A4x3CPwciA2usGhkKj8rbmH3iHM49qO29IYMB70kLoKJjCoGiCDePbUDGmd8Akm5ew2AwYeg6HA5hM1F9LxfXf/8ZlUXZAxqzUFUT/tOXo/ZBMbJ3r8HFQEt8kJKLLfnlfR6jLeBiioE6JuqrI7O2EfG5pThaUom2LsNn8wQwcQ+DZUAcmuqqkJ64E/kpiaBHbVKNa4q+Opba6cH0UM/64381nodfHq8nwkf2BjA5JJ2/AiS+ztw3GmZekSjLTUV64g7cz77erY2Yx8EkA8kcOr+hGfG5pTh8rxIt/cyhzwbboaLlIWYWMuE3bRnuXjqCG4fXDaj+KoPJgol7GOxCp+NBQTpSfv8F1SW5Ml2j18QPIFASQU5RhDMblvbr039wNYGmYwh+UXLBoS9nS32/DeGfDcuAGCyyNsCZ5OP46Zpk7qOmZwnfaUtRdPs8ru77Do/aWjvbM1lsuIx5A5rmLkj8dRFqSvP77V+gqIagVz+VrO9++2pA35XHoWPtBa+JH+D6oR+wT7kEp8uq8cb1PKiyGZior44XDMUobmyReV2sYeoEC78YaJg64O6lo8g4u0fqusxiLhtXQx1he+Qaqlqf/XfrWftmVS4bN0Id4Xj0OspbHj75AADyIh1Y+I2FsesI3M++jowzv/Xwy32Bx2QgXFsV0w3F0ORzsCmvDFvzy1DW/BA/upvDV1WIqCodOIa/jPNbP0bR7eSnuTwAkvmEW+xbEBlY49RP89FY03+ddEUNAwS+uArF6ZdwZe+33Xwsk82FS9RsaFt54Ez8UlQUZAAA5tqZwdk3Ep+mF+L2qR1PPeYh/HOgrKGPeZ+sx+7dO3H14E+9PrMtA+LgHDUbFQUZOLd5FWpKC6Tun8Xlw8R9FKyDxqOhqhS3T25D4e1zUs+3rQLHwdA5BEe/ntNjXXrA1wrKXBb8TvYdP3BXlcc0QzECxUo4VtGEMxpuYHrEoqIgAxln96D4dvKgPC/uhrvggxu52FHQ//f3r8DzmDPfCXfBf27mY3N+2VP3pSDShZlPFIzdQtFw9xqs0g4hStCI5rZHiM8txe7CB2ho6/0zmqKvjo8cDOB09DoePPaMsPAbCxOPUTj61Wy0tUoX05BX04ZV4HgYOocg/0Yi0k5tf+L8oytYHC5sQqbAdvgLKM+7jYSf56Olsa5HO7GxA6bHzEBd8338uPZTtLUNzZX/zYhbdQAHP5mOxpoHEHHZOBNih7LmVgSevIWBeCcznyi4Rs9FY3U5bhxdj5zLx6Rej3HlFDB64WYc/b/ZqC0vlPncS230MMVQDJsj19Hc1gZNM2fYh80EX14ZN47GI+/qiUHxuXx5FVgFjYepZwTyUxKQemIzBHVlkryVoRhFjc0wlOPhem0TXkrOxEMpnzmDhWftl/lMBhKC7FBHBC4IzW3U6T8FuhawGzENqjpmuH1qG7LO7UebDHnZvsDi8mHhMwZWQeNxP/s6bh6LR3VJLiyVhDjub4WpF7JwqrRa5n71HQJgEzIZh794RepjODw5WPjHwDpoAphsDv747h2U58qeW9DgsZEYbI/iphYMOyX5/unYeMPCbyxO/vCezP39UzBE0JAS6kZ28J+5Alf2rgWHJ4DDqJeQnrgLqSc2A0SwChoP6+CJuLrvO9y9dETm/jk8ObiMnQMNYwckbf5I5ptcmc3ChdE+2BP8Bq5W8ZGRtA8ZZ/egqbZC6j4YAPzUFTHNUAwPNQX8VvgAG3JLcac9qcgVyMPEIxzmvtForq9GxtndyLt6slugpwP5ka6YeD4DSeV9BO3/QjyPyfNyW31EaqvA6VhKj/e4cgqS/5vPGMn/7cxvyLt2qvP/1nVBc7C4Ahtyy5Ba0yDT+RU1DGAVEAd9xyCMv/QtLG0t4fDR1zJPQg2dh8E1eg7SEnfi9smtMgd8GUwW7EOnw9Q7Ehd3fomCG4ngCuThPOZ1aJo548L2NdAwc4aenS9O/vDegAhNQ/h3IWjYOAS5+uC/m75ETmFur20U1HURMutzZJ0/gNQ/NsHQOQSuY9/E5T3fIPfKcelOxGDA1DMCjqNeQnbyQdw8Fi/1IvNx6Nr4wHPifFzZ8zX2icpxuaIOMy/1nVTUk+NiioEYE/RFuFXdgPjcUpy4X9UtCdgBOWUxzLwiYeoZgZqyAmQm7UXBjdN41PbkgOq1EQ44UFSJ/6RKvwAeLDwPv+wvUsAmLwvoH7gsVXtNM2eY+YyBppkz8q6fRObZvX2SdVxV5DHVSIwQsRIO36vEhtxS3Kju22+/ZKSBxTZ6CEhrgvPU5UhP2IHbp7YN6LrAYMDMKxIOo15C1rn9uHV8g9T3qsjQFn7Tl+JO8iHcOLoeurY+8Bw3D2c3Lu8zGciXU8T+8ACsU3DAtv+ukjrYN4R/NqxdgjHpnZWI/3YVss4f6rMdg8mC3/RlYLG54MkpoqWxFue3rn5icqQrmCwOzLwjYTv8BZRkXUXK4XVSJ9q69cPmwm3sXCxl56KGwcX4LVulup+5TAbCtFQwzVAMfTmeJJmUV4b7zX/OfxkMJnRsvWEVOB5CFQ1knNmN7OSDaO0lYNgVO7wsIGQzEX6mf+LzX4Hn4ZfZAHIiXRGakIrbtf0T0lV0zGAVGAcda2/kXv0D6Ym7egSxPNUUMN1QDD91RRworsCG3FLcrpGO6G4vFuHb0BD8YDkZiZs/RtHt87JfEIMBfYdAOI56EQ1V5bh+6CeU592WqQsdG294jpuHgpunoWfnjws7P++XYM2VU4BH3LvwEDJwuyAFR3/fNxR0HgIAgMViYeqbS1Cv6ojknZ8jPyURAMARyMNrwnwIVTVxZv2SHuR7E49RcIp4FcnbPkVhalK/5+Dw5OA/cyVamxuQtHH5gOfKXaEo1sNn4eFgKapjyeGDKMq63umbWQwgREMZ0w3FsFGSw7b8cmzKK0VBg3TnFapowMxnDEw9w/EgLw3pZ37DvYxL/fr+dy20MdNIAzZHrj31tQ0Ez8M33x7phF/u3scXmf1szGAwoG3pDgu/GKjpWSD7wiFknt2LhqpSqc7xxPUOgwE9E0dscTfEOvNx+O2792VKUvcFFocL36lLwOYKcHrdh2ht7j/OomvrC8/x83D1wA+4e/Fwt/fkRTrwn7YMtQ+Kkbz9085nvL5DINxj30baqU3QZFQgISFhyC8PoRvkFFXhOWkRmCwWzsYvQ1NdZY826kZ2CH71MxA9kpBGj6xHS0ON1OdgMFnQdwiAddAEsHkC3D65DTmXj/Uar30cftOWoqWxDhd2rPnzNZECtnhZYERCKtKeMGcDAHUeGxM7Npw1P8TvDDGKnGLBVlJHVtJ+ZCcfRHO97IkkALBRFOBIgA2MDlyGdDSywcXz8MuH/KxR97AN489nDOh4BoMJHWsvmPuOgaquOejCLviVXsFwVR5OllYjPrcUlyv6X6d04PwwexQ3NCPm3J9jUTeyhf/MlTj6f6+h7sG9J/ahpmcJ6+AJ0DBzRvb5A8g4s1um9SAAGDqHwClyFthcPgpunkXytk96bWcVNAHWwRNwbvNHKM26MuSPh4DgWZ8j4/QuNGdfempyRgfsQqdDx9oLD1saIVTRwK3jm3D30hGp8ii2w6dCScMASZtWyHROJTYTN0Y6Y1lqPtbldJ9/dRA1eEIl3Dy2YdCIGjyhEiwD4mDuE4XC1HO4dXwjGsoLMUxDGb96WKDJygHM1Ou439CE/IbmTsurb0ZBQzPyGppRISUBWBYMtl9mANDkc6Anx4OBkAd9OR4M5HjQk+NBX8iDMoeNVjCg7OiGqJ+24EJZNdSN7WE3YhoUxXq4fWILsi/8PuANeF3RjZhxJwU3j8ajuiSnW5v/upvCWUUeDkelI0h3XieDifD563Fl77e4l37xie05fCEs/WNg4R+LkqyrUDeyxcUda56KQP04ScN25AwwWWxcP/TzgPv8u2OIoCEDlDQNEfzqZ0hP3Im86wnwGP8eBAqqOL/1E1QWZUFZ2wQ+UxajtqwAF3asGdDkU8/OD+5x7yA7+RBuHl0vVdINALZ7mcNYyIfnqVTIqWrB0j8Ohs4hKLh1BukJO2XeEd7brsFjJVV4SNRFCWIsVHRMJUoQSfs6lSCGiZXwq7sZDA5KlxQbbDyPybOZPB+ngmxheugqmh51UR7xj4G+QyCKUs8h4+zuTuURIYuJsbpqmGokBpfBQHxuKXYVPEDNQ9kmjppmzrAKmgBVXTNkJu1F5tm9YDXWIjXCFV+nF+LL/oIsXcCVU4B77DtQ1jbBuU0rUVGYKds/ABKSiM+UD9FUU4Hk7Z+iseYBdG184Bb3NgpvJuH67z/DNXouFMW6OPXTBzItNofw7wWLxcKUNz5Eo9gV1w79jKxz+3ttJ1BUQ/Crn+H+neu4vOcbKGsawX/mShSnJbfvGJTOlwoU1eASPQdqMqoSPA5lLWN8HB4JoUCABQcPoijnyaS7jh1l0wzF0GrfUbYlvwzlzT3HzmCyoGfnB3OfMVDSNEB28iFknz/QJ+mJz2QiO9wZASdv4U59U69t/ko8D78MAHkRrph5MQsn+mAVcwXyMHYPg7lPFNoePkRW0l7kXD7Wa/BWjsVEtK4aphmKIcdiIj63FDsLyqXaXakg0sUfvmb41f1NHNq0esCTWSVNQ3iMe29Aai/mvtGwC52G5K2S85t6RcJ+5Awk/PxBnz5fy8INnhPno+hGIpTqsnDyxPGhAMcQOqGmawbPSQtRW1aECzs+63Pey2RxEPTKatRXlaGhqgxmXhG4sH3NExOBj4PNFcAyIA6WAbHIT0nEzaPrZQ7suakI8X1YMA4GvoaUwlpkJO3DnQu/o7muSqrjrRQFmGooxmhtVZwpq0F8binOP6YgoqpnAauAcdC28kDO5WNIP72rTzWytDAnfJt1D2uzS2S6jsHA8/LLV4Y74Oj9Kiy80YsKFIMBXWtvWAbGQUGki4yzu5F9bn+3nXHybCZidCXKfwwGEJ9Tit8KH6BWyjm0yNAG5j5R0LX1waRLa2FgYwnXj76S2bdpWbrBKfxVED3CtYM/oSRTtnUPi8ODc9Rs6Fh54ur+7+Ey5g1cP/gjcvohlmqau8Br4gLk30jE9YM/Ao/ahnzyELqBxWJBWdsMvtOWoDj9Iq7sXdsZKDT3HQv70Gm4uOtL5KckdDtOzcAK/tNX4M4FCYGzPwIDk8WG16QFEKpoIOGXBWhpeLoNGfJsJm6McsdupxgkNovBZHGQfeEQ7l480s3HGwl5eMFQjDhdNVytrEd8bikSSqulCq6zOFwYOg+Dhd9YsLkCZJzdjbsXDvc63zvqb43yloeYnCz7engw8Dx88xZPc6hy2Rh5uifBjMOTg7FHGCx8x+JhSyMyzuxG7tU/pCLnSKMYKFBUg7F7GEw9RuFhazPcU7biJTczWH/2E6qbn5xY7g9cOQUEvrQa9RUlOL/14/7XgwwG7EOnw8QjHKf/K1FC7Ap9xyC4x7yFG0fXI/PsHgCS+8plzBvQsnDrVNNgsVhDfnkIvYLBYMJu5HSYeIzC2filKOslPqBh6gS/6ctwP+saNMyccOv4RmSe3SN1LKNrP9YhE6GibYqMM78hK2lfryoDHWDzBBj59o9IO7Uddy5IiNfXRjjgZnUDpl7IkuncHcS6aYZi2CrJYV/VI1w2DATfMRSFt84hM2kvynNTZepztb0Bhmkow/V4zw1xzwLPwy/PMdXEbDMtWB2WjSzIEyrB1CsCZt5RaK26D/1ruzAKZRDz2NiYK1EselwJ40lwUJLDQX9rjD2bhkuV9eArqCLs3Z9wYfsaFKf1H9fQtvKEdfAEyKtpIz1xJ7KTD+Jhs2yq4SJDG7iMeR0sFhdEbagsvtsrOYPDF8Jr4gcQqohx+r//GdoQOIROOEa8AoXWevzEvD0o5AxAEpMNfXMtci4fQ0VRNuxDp0NBpINbxzfi7qUj/fptNk+AqEVbcOL7d2WK6W33MoexvABu/fhCTXMX2I+cCZ5QETePxiPv2slBIWpwBPKSRL1fDO5lXILt9R1YbKgAg9+vgfnoEXTkuBJyg5yE3KDfTmzQl+OBw2RIiBv1PckbhQ3N3RSIpcVA/LI8mykZn5APfTnun+OU40FXjofq1oftBJMW5Nc3dRlrC0qaWuCiIsQef1v4pT2E6YipkFMWI/WPTbh76ajMz+newOLyYe4zBtb9EDM6IMdkInWUE77OvCd17g8AjNxCYeYZgWPfzOm3HUcgD6uAOJj7RqM4LRm3jm+EzbAX0NbajIs7P5fpunpDV5LGcpPJuHPxCApuJD51v39XDBE0ZIScshjBs9ag+HYyrh74HsauoXAe/Rqyzh/AzaPxAIMBx1EvwtBlOC5s/3RASRi+gio8J7wPgaIakjatRM0TZOydlITY72/VOVnqAFdOEWbeo2HhNxZV93KQlrAN99Jlc14cRvuuQSMxDOR42JxXhi1ddg0qivVh7hsNI5fhKMm6gozTu7FKtR7mCvznIqMPPL+Ac3a4C5amFuK0kiUs/GKgINJB1rl9yDp3oJMhb67Ax1RDMcboqOFcuSSwL6vKCJPFhqHzMFgFjgODyUJawg7kXDnejaX3jrk25phpwfrwNTQ+6v9BrGnuCq+JH3QGe2XeCcVgwMJvLOxGTEPK778g69x+8IRKcB07FyJ9K5zf9gkeFGTAf/pyED3CmfilaGt59gniIfx9wWKxIFTTkRCAaitxftsnvaoDcfhCBL70ERprK3Fu0yqwuDz4TF4Erpwizqz/j0yJPB1rT7jFvo3SOym4snetzIQ7OSYTNyPcsM99Ek43qaOtrQ13Lx7B3ctH0Vjdt6R+B2wU5TDVUB0R2qpIaN/hcLGPHQ6KGgYw946CketwlOXcQmbSPtxLv9htEv6CoTqWWOvB9PdnL6MPPD+/nBhki/TanuWn1PQsYe47Bnr2fihKTUZm0l6U5fReCsVUXuK3x+qqIflBLeJzS3G2rOaJkycOXwgDxyAYu4dBQV0Hclf2YLWdIiLXrsfVChn9PpsLu+EvwMwnCjcOr0PmuX1SK1mwODx4jHsPKtomSFz3IeoeFMMudBqM3UbixA/v9apEwOLw4BQ5C3p2vji/5WOUZF0dCjgPoVcwWRw4hr8EQ+dhSN7+KYrTLvTajsXlY9hrX6A87zbyUxLhM+VDFKdfwJW9a2WWf+TKKcJ22GSYeIQjO/kgUk9sljpBeGm4A+7WNWLSxTtQ1jaDmW8U9O39UXQ7GZlJ+1B294ZU/UhDEpBTUoe5XzRMPSNQeucG0hJ3dOu/Q0bf5sg1VP8LZPQ7sNbZGI4qQvic+NPnSuS5w2DpH4vWpjqkJexA3vWEbjuQpCHH9AU2TwAjl+Ew84kChytA5rn9uHvxMLjNtbg5yhWfpObj+zvSkWREhjZwingFfAVVpPz+S6dKgSxQ0TGD79T/oKIgEzeOrkfwK58gLWEHMpP29tqexeHCMeJV6DsE4PyW1TKTQYbw7wOHL4TH+HlQEuvjTPzSTvlwVV1z+E1fhuK0i7iyb2239SNfQRX+M5ajub4G5zavQmtTfV/dAwwGnCNfg7a1J07+8J7UKgq9YaOHGWyU5OB24hba2tqgpm8FU89w6DsEoiznJrKTD6Ho9vlOf8BnMTFaWxXTjcRQ5rCwMa8M2/LLUSllwkndyA4W/jHQMndF7tU/kHFmdzd59bvhLng/JRe7Cp+9jD7wfHzzOD01rLY3hHGX8lOKYn1Y+I2FofMw3Mu8jIzTv/U5V34cKh0lAA3UUdXahvU5pdhfXIGmdgl9BpMFHWsvmHqGQ93IDvkpCcg+fxAPCtIBANdGOuNmZa3MieGuEKpoIHjWGhSlnsPVAz/0O2/m8IXwmfIhuAJ5nF6/pNs6k8nmwmXM69C2dMeZ9Us6Sc2KYn34TVuK6vt5uLBjTf/flyEMoQt0rD3hOfEDpP6xGemJO3u+b+MNz/HzkLz9M5h7R0FBrIer+79D4U3ZyxcraxnDKmgCdG28cffSYaQl7OzTXyuK9TFizjc4+eM8TOTXYJ6lDmyPXEPdw4En9roS667VNOOE0BTVHhPQ0tSIjLN72sleT14HnAuxw9XKerzxHEpoA8/HLytzWLg10gnOR6+jVIrnm8jQBha+0dC29kLL9aNwzUtAlDITKVX12JBbihP3pSM09oXtXhYwlufD/cQtDJv9Je5nX8ONI//ttS2TxYahyzBYB03Ao0dtuH1ymyRJLKNCs1BFA06Rs6BubIeU33+Fro0PiNpwNn5Zj4SzspYx/GesQEnWFVze/Y1UyjFD+PdA38Ef8Q7aqK5+gJj9J9A2CIQFQLIRK/St73DsmzmouZ8HdSNb2IXOgKJYF6l/bMadC4f7vBctA+KgYeqIxF8XSXWuvnJ/feEvI2rw5GDuG41vxY1QaavDu6IwtDTUoKWhFs0Nte2/13T+3txQC15zHTTQDF0uoxt5w0COB20BF1WtDzvJG10VOPIbmnG/qbXX2GtvfpnNYEBbwG0nYfAeI4xwwWMxuxFFOqzoIROlDD6IrwCunAK4corgPfaTK6cAnpwifsnfhF26Ifj20lXkXvljUEqNdiVmlN5JwY1+iBld0ZH7szl8DQ1PyP0BEt88euFmJG1e1WfciyuQlyim+Eaj6PZ53Dq2EbXlhdB3CIBjxKs49NnMQcvpaQrlkBhojS/8lmDTp6+gvuLJakz/VAwRNAaAP5n493B+62rwhEpwj3sHCiJdnN+2Gg/y0iA2cYD35IW4l34JV/auxcMW2RiiAGDmPRoOo17CzWPxyDizu89FZW9yY13BZHFg6BzSntBnIi1hZ4+EvjSwVGgPjOqoIqm8BvE5pZ11xzk8ORi5jYSFXzQWZ27AcZ4+Npc0oL7yPuorSlBXUSJTuZWnwbOYPDOYLMgpiSBU0YRQVQPyqpr4Uq4YhVr22MI2QvqZ3Si4cRr0qA0cBgMjtZQx1VAMY3l+J8mlpEm2CSNXTgFm3lFdCDfb+5UjuhHqiEsVdXixj9IKkgTcq9Cz88f5rR8PSClATkkdXpMWgM3j49ymjyRO2zEIbtFzkXP1D6T8/gvYXD6CXvkEVSU5uLB9zVCd7CEMGJ0ldLwicHHnFyi4eaZHGyabKwmwySng9K+L0NrSCNthL8DcJwpnNiyTOvkGSHZr24fNhJHrcFzb/4NM5avWuZnCRVUezn/cRFtbG0SGtjBxHwl9h0A8yE/DnYuHUXjr7BMJUYpsFuL0RJhmpI7mR4QNOZIad/W91AhlcfkwdAqBuU8UeEIlZJ3bj+wLh9BcV4Wd3hbgM5mIPPvsZfSB55cIXG6jj0gdSfkpFocHQ+dhMPeJAldOEVnn9/e5c57NYCBUU7Lzx1SBj6155dicV4bipv4/LwaDCQ0zZ5i4h0HHxhMlmVdx5+JhFKddAD1qwx5/G2hyWPA6If19qGHqBI9x76Hq3l1c2v2VVASfDsiracF/5kpUFd/FhR1r8OhhK1xj3oS6oQ1O/vh+r89lVV1z+LywGBWFmbi068t+d1sNYQgd0DB1gtekBZJEyP7vew22cgXyGPbGVyi8eRZpCTvgHvsOVPXMcXbDclQWyZ6EESiJYB86HXr2/khL2IH007v6XSx2lBqyP3IV1V2CzVyBPIzcRsLcJwr0qA2ZSfuRc/mo1MkWTzUFTDMUw7+PMhssLh8mbiNhGRCH1qb6dvLBKbxrpoEZ/zIZfQDwESlga3v5KQmJZSxMPcNReicFaQk7uiUApSkv0x+UtYxh5hMFQ6cQ3M++jsykvSjJutJtTbXASgcvG2vC8vAVtPQT11DSNIJj+MtQ1TV7+xyYAAAgAElEQVTDjSPrpZaw7QYGA1aB42ETMgmX93yD4rQLGDHna+RcOY7UPzb3eoiKjil8pixGdUkOLuz8/KnVCobw74KpVyQcw1/GlX1rkXPpKABJMtpzwvtQUNPB6fgl3YiaTBYbLtFzoGnmjMRfFz2xLrxlQBysgsbj1I/vy6zYCfwpWz+hl9KoLC4fBo6BMPWMgLyaNu5eOoo7yYe6lTpyUBZimqE6QjVV8Mf9KsTnluKqFEFrQPIMMfeOgqlXBCqL7yLjzG9QLUzB7/5Wz01GH3i+5adGnk5Dla4DLPxioKJtjOzzB5F5bp/Uc09nFSGmGYoxTEMZR0sqEZ9bhpSqPz8PBZEuTDzDYeI2ErXlhci+cAh51xN6PLt9RArY5mWBEQm3kFYrexBYWdsEQa98grRT23tNgHeFolgfAS+uQknmVVzZ+023HZAKIl34TV+K2rJCJG//rHNeYOw2Es5Rs3H94E/ITj4o8/iGMAShqhb8ZyxHXXkRzm/7pIeigKHzMDiNnoXj38yBgkgXLmNeR1NdFa7sXTugObOcshiW/rEw8QhD0e1k3D61DVXFd3q007MPgEfky/j0+pf48U4JPkmXvaRgb+hOrGNjXyMfqZajwDd2Rs7lo8g8u69HGbuuyI90xYRzGZ3x52eN5zVnTh3phHU59/F5Ru+7o1kcHoxchsHcJxpcHh/KF7dhWMMd2CvwsKOgHJvyypBbLxsRvi8ocVi4EeqExaqBKOCLcern+T1yFBy+EGZekbAIiEV1SR5un9w6IFIxhycHm2GTYeY9Gumnf8PthO1wj3kbAgUVJPyysEfC28hlOFyi53Sb6wxhCF3BFQixdPGnuNigAp6CKiqL7qCiMBMVhRmoKMhE9f28AecqzLxHw9QrEkf/77XOOYTI0AZ2odOgrGmE1D82Izv5UI/7lsnmImrRll5Vu3rD+WH2uNfQgrHn0mUan6a5KxzCZoIrp4CbR9cj79qpQSFqXA9zQZqJM947kQIWT9hOZJCQGLoSGrhdXmcwmWipr0VzQw1aGmvR0lCL1vpqyDeUQ7WpEuqttRA/qocGWqDNbIM2F1BkMVDY+KfqRn5DMwobWvCThwVWp+b9ScIQ8qDB56C8lVDcCtx7xEYJ8VDKFuIBVwkP+KpoklMFV6gErpz8n+MUyONhazNauhBK+iac1CLekAGBtT2C12586g1sLC4f5t5RsA6egNI7Kbh5bIPM66kn5f66wswnCnq2vjj547we73HlFGEVOA7mPlEouHkWt45v7FSBFSiqYdS8X5Hwy4LOygCygsXhQkXbFKp6FlDVNYeqnjkU1fXAvJ8BW+Z9LP7i43/1hsAhgsYAIalluRQsDhen1y3Gw5ZGGDgFwzV6DnIuH0fK4V/BZLHhOnYuxEZ2SNq8SmYZN0CyKPSesggPmxtwfsvqzjIiHZhioI6P7AzgeOy6VDWdNM1dYBU4vltJDFl3hkt2DaphqqEYTAYDG9rLc9Q+bAObycStcDd8bToCl3IqwVcWQ15VA0IVTbB5cmioKkVdRQnqK0tQX3Ef9RX3UNdO4misLh+Uh8RgTJ6ZLA7kVMSQV9GAUFULwvZrkFeVEDIEimpoqqtqvwbJ9dg0FuJ1Rz34ffUr2traoMXnYLKBOiYZqCO7tgnxuaU42l4mRhYoiHRhGRAHQ5dhKLx5BmkJO6Ry2CFiJaz3MEPQyVvIfqykwWAk4AydQ+AaPRfpp39D6onN4Msrwy3mbShq6CN562qU592GUFUTIbPWIO96AlJ+/0XmcwxhCL1BZGgDn8mLcP9uCq7s/qaHPDGDwZQkoQ1scPInSRJay9Id3pMX4tbxTcg4vUum86nqmsNj/Dy0NNbh4o7P+w0eAJKSRyeDbDH1QhZOPVZag8XhQs/OD8buYVDTs0B+SiLuXDws1fPBV6SAqYZieIsUsbfoATbkliKzj6Clmp7lnzvDU5Pxa9VRrM0txze3/j27TgDAXFkeJ/ytMIHjBW3nDoWRvShOv9gr6VGTz8EkA3VM0ldHbn0TNuSW4fC9SrQ+wW8rqOvC2G0kjN1Goqm2AncuHkHu1T96lHISte+YX5CSh835ZX30JgFXThHOUa9By9wVl3b9n8zlILStPOE16QPcPLoBmWd39yQvPf69YbJgEzIZlv4xuLzna+RePSHT+YYwBI5AHu4xb0NVzxxJG1f0WjqHL6+CEXO/QWbSPqQn7oShy3C4Rs9B6oktSEvYLrUyTFcoqOvCIexFaJg44ubxjcg+v7+HxCQbQEa4C+Jz7mP57b59uIapE8x9oqBp4Yb8lARkJe2TuuybmMfBJAMRphiIUdDQjPjcUvx+rxItHZKdDAZ0rL1gFTAOCmJdzL38NQpbCLMuZ6GxunxQZDFlwfPwyxy+EHLK6khxF2OFSgBqzANw9/JRZJze1a1+tbaAixcM1DFBXx0ZtQ2Izy3DcSnn0Ew2FwYOATDzGQOhqgayzx9EdvLBfhOMqSOdcLqsGq9d6fmMlFfTgv3ImdCydEPqH5uRmbRvQLVlBUoieE9aCBaHi6RNq9BSX41hr3+Je5lXJeVKHgODwYRV0HhYB0/Elb3fIufyMZnPOYQhABKikt/0ZSjPS8OlXV92bhwx942Gfeh0XNr9FfKunex2jIlHOJwiXkHytk+fOP8wcAqG29g3cSZ+Ce5ny1YH+WywHSpaHmL0EwjEimJ9mHqGw8gtFDX385GdfBD5KYmdZEAVDgvj9NUx1VAdta1tiM8txZ6iPxUb+gOTxYGBUxAs/GIwofoajOoK8EoJH/UPSlBXWYL6yvtofYZk1WflmzkCeQhVNCCvogmhmia2KpfipNEw/MHURMaZ35B37ZRUO5AFLCbG6EhKNMpzWNiYW4od+eWobFeGYnF40HcIgKlnBBQ19JFz6Siykw89kfxzwNcKylw2/E5Kp9rRAQ1TJ/hNW9rrff04dG184DnhfVw7+CPuXPi923sGTsFwi3lLolzXrm7E5grgFvs21PQtcTZ+6YBISUMYQgeYbC7cxs6F2MQBp9d9iOrHlJPNfKJgHTQBx76Zg6baSph6hsN+5AwUp13A9UM/y1zmD2hPoHuPhqV/LKpKctoT6N03am0MC8Itz5m49qAGteVFqCsvRG15EWrLilBbXvjU5P2uxLqEqmacFjmjzT0WFcXZyDyzR6KY1CUuPEJDCT+7Pb8S2sDzi2Vs9jSHiMdGaGL38lMKIl2Y+46BsVsomu5cgU3aIYwRNqOsuRUbcktxoKhiQCUDOsBksSGvpgUFkQ7kRbpQEGlDQaSLqa13UKFuisXfLkdDF8KwQEkES/9YmHqGozjtIm6f2jYgIhGDwYSJZzgcRs5EccZFyX1eXQ7XsXOhqmuOEz+8143Qx2Rx4BL9BrTMXXH6v4uHfPIQ+kWHIiyHL4SqrhlUdf9MFAuVxai8dxcVBZmdxI2qezlSkzYCX16NyqLsHnkPNQMr2I+YDmVtE6Se2ILs5IPd1pFm3qOhZx+Akz+822//sub+esNgEjU6SmgHJt5Gdk3PcoF9gcXhgivoqlLRO5HjT+UKBcjz+BBTIxRrSqBcew8qDWXgN9chxFITBwpaUCEQoUpBC9UKGih9xEFjU4OEAPIY4aI72aKu/aeknSzknDdMNfGGhS4sDw38mcTi8CSKGcETUHr3Bm4ejR+w/+rI/QWfuoWsur5JzSwOF1GLtiLh14WoKPhzgz9PqASrwHEw8x6N/Buncev4ph5KFsGvfobyvNt9qib1OBeXDxVtU6jpmXcSMhREOqi5n48HhRmoKMhARWEWKovv4NHDliG1ZgwRNJ4KDCYL7nHvQFXHFCd/mo/muqrO0g5q+lZI3voJSu+mQM/eH+6xbyM7+RBuHl0vcwCWwWTBdthkWPjFdFtoMgFkjHLGjoJyLLrZ/wL3cShpGsIyIA76DoHIv34KaQk7nrhI7g0eqvKYZiRGgLoSDhZX4HJlHWYaaSAiKaPHl4vF5UuCAKqaEKpoQKjaTnhQkfzNk1dCY/UD1FXc66a80fF7Q1WpVP87aSbPLA4PwvZxSEgXHb9rdRtLfWX7GNrH0fF7b2PhMxm4McoVb1zKQpy+CF5qCtjdXme1PyfZF8TGDrAKGgd1IztknduPzLN7ZF6EHfG3Bo/FRFB7uZnBSMBx5RTgHvsOVHRMOxMwRm6hcBk9u7PUz6O21s6dK7dPbJEowAxhCIMINlcAlzGvQ9PcFec2r+pVctduxFQYu4d1lnEQqmohYMYKVJfmIXn7ZzLJcjGYLFj4jYXt8BeQnrgTt09u7dMfJQTZoqntUa91nLtCTkkdRm4jYOIeBgC4c/Ewci4d60HEexwdJILJBuq4W9eEDbmlOHKvqlcSAVcgD1v3UOxSKcH2uM9wLfcBasqLUfegCLXlxah7ILHa8mLJeQeQHJUGf2VQgyevLAkeqGlDQaQt+akm+ckTKuLd5NU4ZhGM1T+tRU1577tPfESSHfDeIkXsK3qADbllyKjtX/mKwxfCwCkYJu7/z957xzV5r///z+xBCHvvLaCAIrIU955Vq1Zttev0dPd0n7a2p7s9tqd7D23VWltbq3VvRYbgHqigbARZsvf4/ZEQEhkCou3n+8vz8fBxx0CSOyG5876v63W9XpNRWTmQcWQX6cnbr7uwfivIjbnOVgzYeqxLm1GP0PEMmfkQWcf3cWLrN73LaRUIGDRhCd6R03T5xtfG/1xbcFdZORK9+CWaGupI+Ont674HjRjpjrZm3fmD6zm7e02HE3+luS0THvuE0zt+5NLhLZhYOhC9+EWaGxuI/+mtXrnE6GPh5EPItPsxs3Xj5LbvNJaT2sf+ZLAH4+zNe5zjLDe1xDtiKt6R06mrLCU1biNZx/f2yIZZJIDxduYs8bDFX63k56wiVmUVkVfbXoyxcPJmx1BHEsfcz4EyJVITcxpqK6kpK6K2vJjqskJqy4upKS+ipqyImvJiasoKe53Z3B39elwWCJCrLFCa26A0s9FurVGa26Awa78MUFNWxN0X11Pu6c+Dn35OXbVGyCYAYmzULHG3ZZiVKb/lFPNjVhGXeriGVlk74Rs1A89hkynNTSMt7g9yz8b3qOAyyd6cb8K8GbHnFJk1mr+T3NSSQRPuwn3IWC7E/s65fes6CNt6isugEQyb9xSpsb9zZvcahCIRYx54j7KCDJLXf9Dh900s7IhapLG7jV/zpjFD28gNI5LKCZvzODbuA4ld+YpurWLp7MuIJf8hP/UIRzZ8alA0tnYLYMTS17iYuJnTO3/odo3Ym6Z4G3OdrfjfYA+G9tC+HTRNI6fAKLwjpmHt5k/m8b1cStyiE9IJgJE2apZ42BJmacr6nGJWZRZxqbpnx5EvYwYjiJzMiox6FGa2uiGN1tYWXU1CvybQdl1bnGl/0F/HZrnKotN6R9tWIBDqhmaqrhYwtiqVSF9HZn/2fY+KpF4mcu5yt2GOizVJ2gjAg3oRgJbOvnhFTMV98BiKM1O4eHgLeWfje1wLs5OLSR4fwpPHM3ocN9MuFvoPVy52830vEBA0cSle4VM5uHKZwTSgSCIldNaj2PuGErvyFV2T0dzRixFLNOvq5N8/Mka2Guk3PIdNYsiMhzjy+0cd6nOBYxfhMXQCuz59jPrqco2zwPg78YmcxvmD60nZ+3OvowJB67LcFkHR1EjKvrVkndiPm1xE7PjBfK72YUXiWZQW9phaO2Fq46zbtjY3GQg2KovztP/P7dXwn0ZYZ82d7rZUNbWwpdWazJC5iMztSIvfyMVEjRPot0O98TaVM+ovitCGv06gMdfZiv8Ga+KnBAIhToFR+A6fhaWjN5KkXxlRfJyR5jK25V/lx8xCTpX3rlGqqZ+0/W2dNFtrZxRqS6rLiqgszqWq+LLu71tztYATSyeycdduHjtyETN7DwLGLMA5MJr05O2cP/Brn9es9r5DCZ31MA01lRz941Pd93rQ5HtwDoxi12dPGIgllea2xNz9OjVlRSSsfdsYM2XkhhDLFFg4+WDVNt3v7IvK0p7yK5mU5KRqG8qplOWnd7qOkZtaMvXp7ziwYhnFmR2PVVYuAxg0cQkWzj6k7F3LxYQ/aW5sQCAUMePfq0hc998uRc5tvb9fc4p5oZe9v85w8AsjaPLdSOQqTu9YSfaJ/b0Waixxt2HZLYzQFgiESBQqPUGHKSfnDyNg5R5qKstoqKnQnKffpHq2Prr4qZ0nKKzvXX9XI8yYScDoOyjMuDFhhj47tL2/7r4n/UcvwMY9kIMrlgFaYcboBfhETiP75AHO7F5NdWnHyFff4bfhGTaRHR893GldRSxVYOHc9tnRCJ9UVg6UF2RoPju5ms9PWX6GMXqqG4wCjX4gaPI9uA8Zx94vn9JNfzkPHM6wuf8i53Qsxzd/hViqIHLBc8jVlsSvfqODOronWLkMIGrxi5TmpJL82we85WvFdCcr/G7ggChXWeA7fBY+0TMpyT7PuX3ruj+Z7QIbmZiFrjY86G0PQhGnSivbc6P08p1Kuim+6Fwr2kQblnYGlxVqa+qqrhq4VmgKJPma664W0NzYQN6MMNx3prQLLrSFFY0gRHNZIldSfbVQT4BxxUCMUVtR0mVBVwA4yKW4KKW4mcgM8rMC1Eoqm+F/53PYkFtCTQ+mdgzuWyjCLWQU/qPmIZGrOHfgF9KTtvfppAvARSElflwQDx29xL4GJdGLXryhBpyDXxgRC54j59RBjm/+EpmJOeHznkZhZkXCT+/oChh23iGMWPIqSb99SPaJfX3adyNGeoJzYDTh857mUvI2Tm37vsNi2TtyOkGT7mb/N89TmpuKSCLV2uoP4OD3L13XDeNaTCzsCJv7L1SW9iSue6/D4nu6owWfh3oRuesUudeJw9DH2j0Qr2GTNREoOedJT9pGzunYbiNQro3h+CmriDVZReRfE5803s6cez1tWZR0CYlCjcraCVMrB1TXiBpkSlOqSguoKsnXTMuUXNackGtFHH09DsGNFTWEIrHGwcjaAVMrzT6rrNtFGC3NjTqxiWa/83UClNryYl7wd6QeAe+l5Bjcr6lYxFwXK5a429Lc2soPmYX8ltN5fEwbAoEQe99QPIdNwikggvwLR0hP2s7l80k9Vl0LgXNThrAxr4RnTxquBVRWjgy7/SnkpuYcXvdej6wO9ZEqVEQtfgmJ3IRYbYa2Qm3FmAeWc+XSSY5s+LjDSYt3xFRCpj3A6Z0/ciH2t1tyUmPk/32U5rZELvw3IrGU+DVvGLgjgMb1YvwjH3Nkwydkn9inEyP7jphN0i/vdxph1VNsvYIZPO0BJHIlJ7Z8S+vFJBLHB/Hw0Utsuty7JppAIMTRPxzf6FlYufmTcWQnafEbqSjMuf6N0TSw7nS3Ya6LNcmllfyQUciBogrs5BJ2jQxkyO7TNDY3IxAIkZta6MQNCjMblObWmv/rCR5aWlu0Io420UaRTsTRJuyory7v0ee4p8dloUiC0txaT2hhqxNctO2b3NSSxtqqawQlmn2r1YpLasqLdcXTGY6WzHGzZUnCecwlIuZrC/TVTc2szCjkj7xSanuwhhYIRTgHRuETPRNLZ1/Sk7aRGr/JILKhp+weFUhrK0xJyiJg9AJ8o2eSnryDM7tW9dptsA2RVM5QbVxE3KrXKc5KQSgSM/KeN2morSRuzZsd/lYeQycQOusRUvau5dy+df3iLmjESBttNuAnt35LWvwmQGMlHr7gWdS2LsSufIXKova1sdzUkpi7X6e+uoz41W92K1LqTawEaIrNf+aV8vTJzD49F6W5LV7DJuEVPpWG2kouJm4h8+gu3XS3s0LKYjcb5rvacL6yhh8yCtl1pYzmbg6PxyYEMzchjfRKw+cpVaoNhkxMLOx0NQoTCzvEUgU1ZVeo0tYUqrU1BZ1TaDe1hWvpybFZIBShUFtp6hsdHD/tUJrb0dRQqxWQXNHVTdoFJvkd4pLcTWT8NiKQ0O1d15ZEAphgb8ESdxv8TJX8nF3Eaj0BolShwj10PN4RU5EqTLmYuIX0pG19Fv6+H+zONEdL/LZdv97V07gdiUxJ1OKXkJmoObjiZYO4P1MbZ0YsfZWKK9kcXrdc9373iZ5J8OR7ObLhEzKP7urTczFipDssnLyJWfoaeecSObbxc4OaRsi0f+DgG8ruz/6le0+aWDoweNo/sPEYxIktX5NxdFffzuEEApz8wwkYsxATSzueOPIRTXXVTDxwpkuhlszErF2woW3otzX3BUKRgWCj7XJVcV6Xw2b6At0wSxVbylpIco9BHDKZvLMJfF66gz/yr/LK8evbt98s/iqBhlggIGP6UB5s8kU8dCYtZQV4nPiNqcISlEIBP2QW8mtOMWWNnf+txFKFpm6i9zdq+5vJVWZUlRYY/J0qi3OpLMqj+uqVLr+zbnO14cMQDx53mIHIMZDzsb+RFvdHn51V1HZuDJnxIGa2rhzb9IXBOaD/qPl4R05j5yePGsTSOgwII2rhC6TsW8e5fT/36XGNGLkeIqkcSye9SAZnP0ytHSm/kqUTbJTmpHI1P52WpgacBw0ndObDbFl+T5dDFZbOvgyauAQrV39S9q4lLX4TrkEx+ETPYufHD3d6m+XBbsxw0gx49Wel7kaEGuuj/JD9hRHaAHmzInD6I/EveeyzkwazIuMK73URP3UthsKM05zesbJfHX/0e39/dlLvksiUzHjpJ3Z/9gR1VWUEjF6Ad8RUMo/v5ezuNdSUFXZ6v2pbVyY89ik7PnqIyqJcJDKlnhjDT+c+U1aQQUnOBZ0DTXlBxi13h/2/jlGg0U/4Rs9i4Pg72ffN87omtVShYsish7H3GULiz8spSD2iy4HtayNEJJExePo/CfQN4rXz3/L00VR+zem9tV3H+5XiEToB/9HzaW6s1+RjH9/b6w/UhalhHLL1YtXWHTjJxbhqs6BclDLcTGRIhQKyaurJqW4Xb+TUaLOkahu6tSEVCEUozaw1RRH9YoSuUGJLVUkBX577lCcj/6MtRlwxcORoK0rUVpZ2+9qbikU60UX7c9AIMpwUMsoam8jW5l9laYUo2dX1PBPointYJOEfreyVPY9EboJ35HQGxMyhquQyKfvWkZeS0C+Nsk+HeDHc1Ym3hj7NyZ0/aNws+vi+cxk0goS1b1OQelT3Xj5/YD1n96zRLeBdg0cybO6T159cMWKkn5CpzIlc8BxKcxviVr9BeUGmwc+dBw0nYt4zHFr1ui4D0ydqBsGT7yXh53fJOxvf68d0DRnN0NseJffMIY5v/lqn5j83eTC7C8p49HhGn56LSCLFeeBwvIZNxsrVn+yT+3sUgeKjknOXuy23OVuRUFLJjxmFHCrWTLG9NtCVgroGPr/YUQ1r+NgyVFYOWtGGk8bW0soJlbUjJhb2NNZWUVmSp3Pc0N/qFzc743pFDalCpRVeOGmEF21OGNaOKNRW1JQVt7t9lFymSivEqCy5fF3b6RE2ap70deS2OE1WY6BawV3utkxztGR/YTk/ZBaSVNr9fahtXfEcNgmPoROoqyjRRpjs6RBh0lPmu1ixPKR9alQgFGms7EcvIGXPT5w78GuvMzDNHb0Yec8b5J6J49imL2htacbUxpmx/3yftIQ/Obt7tcHvy1TmRMx/FhML204/N0aM3DACAQNi5jJw/J0c2/QF6UnbDH5s7uDJ2If+R8JPb3P53GFAM7EdfecyCtKOcWTDJzc0oeoUGEXI1H/wVPo6WmsrGbvl0A09HRNLB3wip+EVPoXygixS4/4g53Rsjz6rCpGQmU6WLNVawJ+8Wo2FQsY9Ced7ZUEsVaj0xBu2HUQcCjNrJHIltRUlBkKJ2vIiqvWEHbXlxeRMHYz7zpQOrhcKAwcMWyRyE939dSYMabu/3kxEeJrI2D4ykC1Xyplgo2b3lTJ+yCzk2NWeTb8pzKzxjpiGd+Q0qkuvkBb3B1knD/QpeqQND5WC/WOC+CD4HySmpXJq+4ouixU9wdLFj+F3LqMo8yzJv31IU30tAoGQ6DuXaSIyV7xs8N6RKk0Jv/0pzOzdiVv9Blfz/rpGhJH/tzG1cWbEkv9QWZxH4rrlunWUT9QMgqfc12GKuy221c57MAe+e6FbgZqJhR1j/vkeeWfjOfbnl12ec745yJV5Ltb4deMm1mMEAux9huAdMRVH/3DyziZwMXGzbhJRKhQw2cGCJe62uChlrMkq5KesYgrrDY9ZfqYKVgzzJmpP7yI1QNMEM7Gw1dUp2oQSBk6hFSXXDIVcaY99vXpFdwzNmxGGy5YT2hqHYcyq/uBKfVWZpsZxjeOnZluoi7LpDQljg1iSlNohQlET4WXDYjcbsrURXtvaIrwEAuy8QvCOmIpTYCSXzx3mYsJmCi4ev+FaRtvU6LrsYl4608XUqEDAkOkP4hgQwb6vnul2eltt68LIe9+iIO0YRzd8YlDrch8ylqGzHzcULylURMx/FlNrR2J/+I+BeMmIkf5GolARtfAF5KbmxK54xUDYNOz2JzGzc2PvV88YDHBYuw9k6G2PIBAIOPLHZxSln+rz498+cCDv+Frw07h/8f6r/6KsD0OFUqUpplbtbgwqPXcGsVSudWO43MF5o83J00krrFvgakNqdQN7FR48qypjw+3/JfFSIRXFlzUx2SX5VLVtSy5TU1Z0UwWtN1OgIVWaorLU1GA0tRgH7f8dUJrb8cCxTynyDyNr529MNoVErWPRIa1jkUShwtTK8RrRjEaEIVGY6F7vqmuEM315zYQiMUGT7+Uz1WXwCWDUfz+msY/ufjITMwZNXIr7kLGc3b2aC7EbDM4lvCOmMnDCXez8+NH29bhAwKAJd+ETOYNDq16j8NLJPj22ESN9RSSRYeHopRFtuPhi5eyHqY0zFUU5lOakYmbnRl1VGYd+/E+3w3YWTt4MmrAUG/dAUvavwyt8Csc2fs7lc4aCgzY3sadOZPRL768zHAaEETTpHqgXIjMAACAASURBVCQyJad3/tAjocaFyUP4MO0yX1ynxnwz+auEcwBrwn2xkUuYcKD7Or1IIsMnagaBYxbeFGGGPp8O8WSMnRkBnTjGDpq4BHN7T6rLCvEaNpnMY7s5u+enbmsdMpU5Ex/7VOd8Yensh8LMirLL6ZTmpmoFGRcov5LV69q1kY4YBRr9iEvQSMJvf5JDP75KQVq7yt9hQBjh856h4MIRjm76HJmJGdGLX6Spvo6Ete/0qfi3Y2IEZqNm8FqxFad3ribnzKH+mXoVCHAcEI7/qHmY2blxIfZ30hI2dZiw6AwHuYTk8cEM2nmSq/WdF2k1wgcpriZyrfOEVCOA0BM+5GjFDvrijeyaegrqGrt/swoEKNWWZD02H/u3vupWICEWCHBSSHE10ROQ6Aky2oQkBiIM7X50JySZ7WTJe0O88fwz6bqvF2iK/QNi5uAZNonL5w5zbv+6HmedXw+RRIrnsMkMHHk7b53/hiTHAdzzxbe9znXSObfkppK8/gOkSlMi5j+HWKYgYe07lBe0N6J9h99G4LhF7P/meWNh2cgtp80J4MyuVZw/uN7gmGjjGUTM3a9x5PePddbLbdbN6UnbOLV9Ra9PUCUKFYOnPYBzYBRHNnzM0sZLLPGww2/LUfpDK6o0s8Fj6AQ8h01CIBBqIlCO7Oz2O0MpEjLbWeMKIRMJ+DGziLs8HXg4OZXTvbC87IBAgFJtrSeccGrPJbVyRCyRUal1rjAUcORRXXqFnKkh+MZmd3Tv0LpgCEVijfjjGieMyuLuJzh6glwo4OSkwbyWksvtzpY4yqWszipibXYRRd1Y0kkUKtwHj8Fz2CRUFg5kHN3JpaTtBse8GyFu7CCK65u4Jwci5j1DbUUJh3/9X4e8v57QNhGr31SxcvVn1L1vcWLrNx1ytZ0Cowif9zTpyds7dZ4xYqQ/MXfwJPrOZVQW5XH4l+UGbgTWbgGMuu9tDq54mcJ0TZFNLFMQNucJbNwDObTqdYOMzN4yxs6MFZGBrJv5Kr9t2cqxP7/qc0xFG0KRGJegGHyjZ6K2ceXi4S2kxW/q8Xp+sLkJP0YOQBU8lJazxymrb19jXrv2vXK9tW8niCRSFGrra6JGbFHouV7ITS1479CLPBn5H43IQie0MIxUqSkv1lj39/IcQy4U4HyNSFvfca6xpRWFRMJ5Fz+WrviFotoeODQJBNj7hOIbPQs77xAyj+8hLW5jvxQ5rFz9CZ//NPflbCPI0x6/d7/ocw6qQCAkYMwd+I+a1yHuIXz+M6isHNn39XMGYhJ736FELnye7JMHOLH5q24LekaM9AdCsZTQmQ/h6B/BoR9f1Tl2WTj5MGLpq1xJO8aRDR8bvBe9I6YRMvV+Eta+oxkk6AKpUs2o+96mujSfhLXvdFhjWErFnJgQwgunslid3b+RalKlGo+hE/COmIZYIuXi4S2kJ23XTW4HaEW60x0tOVhUwQ+ZhSSWaOoc93va4a2S89yp3jclr4dQJEZpbmsYOWLR7vKpNLemobqSK5dOsK5iB08Pf4OasiID94u+RL/2lneD3EirquPbdI3IIcLKlKXutoywUbPpcik/ZhZyrkLTjFOorfAcNhnv8Ck0NdZzMXEzGUd29Vm83BXd5a4LRWIi7/g3Jpb27P/2+W5rVk6BUUQueI4TW77mYuIW3fUiiZSht2kESLE/vKKrYVi5+jP8rlfIS0ng2KYvbkgAaMRIjxEINGuImNuJW/16e11ZICB60UtIFCYc+O5Fw3NjgQD3wWMJmfYPSrLPc/zPLzo41/WEs5MGc7Cogo9Mghg44W5ObP7K4LNyo0hkSk0tQP+fjRMqaydkSjON4ELr4lBTfBn/1nIeNK3BQybgYkUVeXXNFCCjSKqmTGFDubkTtdYeKKyckZuaU1NWpCfcuGwg4tB3X+gLN9IIFElkqCztUVk5YGKpJ8LQCjGglariy4iKs1Bdzcai6gqWdVexbanBUdRMgKmMRpU13xc2crBBQZOZvV4kiTMisfQawUt79ExtRUm/uWOqbV2IvvNlasqKKP3zA7ZGenJn/Dn2F/XumC8USfAbMZvAcYvIPLaH0ztWdnCqcxs8htBZj7Drk8d0jrdSpZroxS8hkSmI/eE/vY7/NmLkZiEUS7WiDV+sXP3xCB0HrWhFGxe0zexUrualdXAlNnf0YtCEJTj4htLUUMfGtxfTrCd62jTcH0upmOF7ey8e7i3XCjWyTuzr9PjR1vsL2HaMiqa/zunxrxRozHGyZHmIB55bjnb6c31hRlHmGU7tWEnZ5Us3dZ/EwIWpoazMuMLrKe2CYrWdG1Oe+oaW5ibSk7dzds9PHSKFpUpTjUuMix9W2ogfpYXGjS8jeScluRp3jIrCbKMY4yZhFGj0M7ZewcQsfa1DQU4iUxIy/QGcB0aT9Mv7XD6fRODYhQyImauxSjy2u8ePEW1tys+Rfkw5dIEyl8EMHLcIsUzJ2T1ryDy6u99O1i2cvBkwch7OgVFkHN3F+YPru7UMfm6AE3e62zBwe+e5WddDANjLJTrBhr5owkUpw1wiJq+2vWidXdOgda6oI7umgcomzUGizebIUirW3f5aEYatTEJhfaNOCJKt54KRVVPf4eS/p4iBjOlDmXYwhZPdNEOt3QLwHzUPO58hXDq8lQuxv9/QlJ4+ErkJvtGzGBAzl5Kc85zZvYbbhEW8NNCdoK3JlPfwC1QgFDFw/GL8hs8m+fePyD6xH98Rsxk04S7O7vmJ89dMeAdPuQ+3kNHs+fLpPjUYjRjpD1TWTl1G+ZjZezDmgeWk7PuZCwfXA5qYp+FLXqGlqZFDq17rkRjtWmw8BjF6zqO8delHlmeU8dWJ/s9HtXLzx2vYZNxCRlOSk6oXgdJ1U2uopYon/JwYP3YsmUkJZFfVGBzn2sRnxb3MzesMidxEW2joGJ+iNLfhvUMv8UjI03oCjDY3DI0oo6/28fqoxSLD472eA5K9iZwav2CeW7uBnZdLurS3FgiE2PuF4jVsMo7+4eSfT+ZS0nbyLyT3+0J0sJ0dGyI8+O+gB9i6dXWHzOGeIBSJGTLzYRz9wzn4/Uu6RqXDgDCiF73UwSFGLFUQOuth7H2HEv/TWzc0ZWXESG8QiiSETL0P9yHjSFz3X51jBoC9byjD73yZvV8/ayDGaMuSP7f/F1L2ru3TZNzJiSEcLa3i4fPFBE99AAe/MI78/tENRajoY2bnhk/0TDxCx1OUcYbUuI3kn0+67r5mTx/KgsQ0EovKsZdLtQJhqVbAINddVkvE5Om5temLN7Jr6qnqY1FELJaQ/+/7ryto7goBYNfZml17/LWQirlc22AgcM5uc8yrqaeiqZk/h/vTIBAwJzal28eSKtV4hU/BJ2oGTQ21pMVtJOPori6tY3uDRKYkeKpm/Xps4+fkH99DytShfJGax/ILvY9JUZrbEr34RUBA3Oo3DNb2Q2Y8hI3nIPZ8/qRusl0kkRIy7QFcg0aSsPYdncuXESO3CpegGMJvf4qze37i3IFfoLVVE3ky/xnM7NyI/eEVA8cMa/dARix9lYsJf3J6549dNn5EEinD73oFsVTOwe+XGQjjfovyw1EpI3L3zV2DWLn64x0xFdfgURRlnOZi4hbyUhI0DmNiEXOcrVjiYUtrK/yQWcgEe3PWZhWxOb93UVj9gUAgRKG2Qm6i5sK9E3F4+xuamm59TvN0Rwvmu1qzq6CcJe62gOa1+S23mKqmFgRCEU4BkXhHTMXGYxDZJ/dzMWEzJTnnb+p+JY4LIremnrnx7WsEiUxJzD1v0FhfQ9yq17oWtmknrr0jpxO74mWKs9q/c9S2LoxY8irlVzI5vO49zftUIMB/5DwCxy7k8K/vk3Pq4E19bkaMdIad92Ci71zGhdjfObtnDbS2IhCKGHnPGzQ11BK36o0Oa02RRIr/qPn4j5rHpcNbOb3zR1203PV4boATD3jZM2DbURpaNOvb6Ltepqo4n8R1/+134dW1aJw8HXWigzYBx7M1x6ha9BTffv0N0lO7cGmpMlgz28ulFNU3klPbyOUmIYUiJSUyc8pUdlSau9Bs7Y7K2hGhWEJVSUGn7htVJfnXdRzqrhEoEIpQmtsYumBYtgswpEoV1Vev0FCUjUlJJmYV+VjWlWDTVIW9oAFnmca9uba5xbAuXddMiesQggKGMGvKSN6JzeRqQbY2MuayLo6krurmf2e1uSfrOwytGObNEAsVwTt6Xv93CYphyPR/Ul6YzbFNX1DRiUuLo38EkQufZ8/nT+pqG5YufsQsfY3skwc4vvkrY4PQyN8aG4+BxNz9BnFr3kBl6aCNg/DFzN6dqpLLOsFGac4FruZdpKmhFnMHT8Y/8jECoZAzu1eTGruBcLWYnyP9mLj/LCmVN37e21McBgwjaNLdSGRKTu1YSfbJ/Qbr/Rvt/fUXf6VAo633N/VgCqf0en8iiRSfqJkEjLmD4syzt0SYoc/9nna8FOBC0PZjNCgtCBy7CO+o6VQW5bL3y6eprShBZmKGpYsmssfS2RcrFz+kJmqu5qZpY3su0NLaytBZj7Bl+T3Xdcs20j8YBRo3AXMHT0Y/8F9S9rY3Aduw8w4hYv6zFGelkPz7x6gs7YlarGmqJP36fo+ag8cmBJNSXsPiw2nt9+szhIHjFqG2dSVl3zouJm6+IVtofRRqK/xGzMY7cjqFl05xbv86ijI6qvd2jQwkv66Bu/T2qz+Ri4S4KKS66TtdIVh7uaGllQsVNUTYWlDd0EBDS6uuEHytCCOvtoGmflISX0vy+CD2FZbz7EnDxaZAIMR50AgCRs9HbmrJ+YO/cunw1n4pMIMmI3jAyNvxiZxGXkoCZ/esNZj0PjI+mLTKWu5IvL5Dh6mNM9GLX6KhtpqEtW8jkSmJWPActLaQ8PO7BvaeAqGI8HlPY+7gyb6vn+2XRqsRIzeCQCjSCeCuFcu1WS/nnI7lxOavdb8/eNo/cA0excEVy/rkYvPLiED8x0zhdckIclISOLV9BdWl/W/3JhRLcRk0HM9hk7B2DSD75H7Sk7dTlNG5KGR5sBuj7CyZfeis7pip3/xzU8qQi4QdRGrtx83uo6d6glgiJf/5+/rcCGxDIhDgpLff105li4UCA9Gd/vH/tYGu2CrljN/beTOgLcLEc+hEasqLSU/aRubxPX0S7Fz3eShUBIxegG/0TO5M+gQ/fy8Cln/d69dGobZixNLXaKipIG7NmzqLco/Q8QyZ9TAHvnuJ4sz294W1eyDRi17kSvpJjv7+yQ27CBgx0hfsvEOIXPgCeWcTOLbpc53IzHngcMLnPcXuz56gXK9Yp2l4vwS0Erf6zV6JWf/l68hjvg4Ebj1OTYvmOGbrFUz4vKepKMwm+beP+k0cK5LKcR88Ft/omchMzEiL38TFw1s6ndibZG/Ol0O9cN/c+cSFPgqREJc24Ybesa9tHVzX3KK3xm3QipY1ly9fZ617vdxWlVjY/rhaEUbbPjgpZVQ0NnX6uNnV9RTUNVw3tuBBL3ue8HXEb9uxTn9u7T4Q3+gZOAVGk3smjrT4jdeN++oNLoNGMHT24+RfSObYpi90zYeHve15ZoATA7cf75UAxjV4FGFzn+D8/l87CIoGTbgL15DR7Pr0Md33ioWTN9GLl1FWkNHjc0AjRm4GJpb2DL/rFeqry0n46W3duZwu8mTDJ2Qe3aX7/bb1R13VVRLWvNXlekIgFBE25wms3fzZ+9Wz1FWWEmZhwu/D/Zl+8BwnynvWOLxRRFI5biGj8I6YhsrKkfTk7VxK3Kqbyo20MuVud1smO1pwqaaBzMpaPXFZnW4opPYG18M95VZkaitE7cd3/dqKu4kUL7WKbbnFfK/nLmJq7YxXxFS8wiZRWZzLxcNbyDqxv9/qTddjsJkJm2L8mXXoHEevVqNQWzH6H+9qamrrP+xSFCmRKYla/CIyE3NiV75sMHHtHjqeobc9yokt33Ax4U9AY7kftfAFpCamHPrxtZtyLmfESE9RmFkzYsmrNNRUEL/mTRpqqxBJpIy+/79UFudy+Jf3Or2d3NSS4Cn34hwYxekdP5CW8Ge3DW2VWMiZSYN593yegV19m7jabchYEn7SxBzfai5MGcJHFQqS7YbhPmQshemnSIvfSP75ZFpbWxAJwFEhba9zXBNT3VbnyKlroqBVSpHYhFKFNWWmDlRbuSG1ckFl5UBTQ11H9w3t/2uuXiFn6mCCT1ZrXTAcdLGwKksHlObW1FWWUV2ci6wkC3VZLuY1RVg3lGPXWoeTBFyVMkwlInI7GQ7MuUZ0rbJywDtyBl7DJmkiFeM3ctC9ngcSU9hRcGNOIL1FZmJGxIJnMTG349Cq16gobI+aUgqFnJ0ymI9S8/kw9XK392Pp7EvorEeQKk05+sdnXQqSbT2DibnndfZ/+2/dmr9tLZL06/tknzzQf0/OiJGbSPCU+7Bw8mb/N8/rrhOKxJjZe2Dl4ouFtjFubu9BdVkhpTkXaGyoxTkwmqKMM9h5BfPk0Q+4VFzMnYf6fwCwJzgMGEbw5HsQS+Wc2vGDTqhxs3t/PeWvFGgAJI8PZl9hGc+ezLpGmJHC6Z0r/zJX+aMTQtjsNZUzzpHkno3HNSiG1Lg/MLVxxtLZF6lCpRVipFKaq3F4qSjK1YlwxDIFU5/5nmMbP++3oSYj18co0LhJtDcBD3Fi81cGPxNJ5YRMuRf3weNI/v1D8lISNNNTwSNJ/Pld8s93fYB50Mue5/ydGLT9OJWdFA0tXfwIHLsQO68QLhzawIXY3/tN7SySyvEaNhn/kbdTX1PJuf3ryD55QLfYz5gayhMnMtiY99eoq6ykYhxN5Ox95C58//stV+v/GhvKjwd7EGZpSuQeTSNQLFPgFT6VATFzqassJWXfOnJPx/ZbRqLKypGAMQtwCxlDxtFdnNu/rtNiQriVivVRA5hyMKXbqAOf6JkET76XU9tXkpawCf9R8wgYvYBT21eSGrfBQDkpksgYseQ/CEQiYle80qesWyNGbhaWLn5EL35JF8/ToG1gy0zMGHX/O1RcySJx3XLdMcw1eBTDbn+SY5s+Jz1pe48fJ9hMyeaYAOYlpnGksknTfB8+i4yjuzizc9VNm2pQmFnjMXQCXsMmIxAISU/eTnryDoOGY8K4IA4XV/LEia5jOXrShMupaZuEbi9U97QJBz0vNlvLxB0akW0iDBuZhIK6Br190ZvKrqnnajfOR7OcLPkgxAMPPQs6qUKF2+AxeA6bjImFHRlHdpKetM2gOdyfiCQy/GLmEDB6Abln4ji9YyXCyiLOTAnj7bOZfHmp68zsa7H1DGb4XS+TGvcHZ3av1h2X/UfNZ8DIuez98mnd8xAIRQRNXIp35DSS1n9gnAQ08pcjUagYNucJLF38iFv1uk4U5xE6npDpD7Drk0cNrJnbIiMGjLqd5PUfaooD16GtaPhxaj4fXFM0FIokBI5bhN+I2Zze+SOpsb/3a261lcsAfKJn4hIUQ/75w6Qe2qiLbwH4PswbD5Wc0ftuvNhiJRUbxofoHcdttcdMfeGE/jHzzKTBROw+2a14r0PcX5v4rZu4v56iFgtJmTyEsF0nya/TTIqLZQo8QsfjGz0LkVROWtxGLiVt69fJTaW5LWFzHkdt68rhX97rNL/6xIRgTpXX9KjwJJYpCJv9ODYeg4hb9XqHSXK/mDn4DZ/Nzk8epa6yFIFAiP+YBQSMXsDRDZ+Qodf4NmLkr0IgFBEy9X7ch4wjbtXrumOWuaMXMUtf5cqlkxz5/SOdS4FQJGbo7Mex9QrmwHcvGIj3r2Xg+LvwCp/Cvq+fYU+QBenV9cxP6Ht01Y2gtnXFO2IqHmETqbiSxcXELWSfPMASZzP+HejG2wIb8o8dxkUm1jX5XJUynJUyKhubO0Sfth1PC2p7th7uCf1RcBYC9p00LdvW1l01Ci/XN7H9wcW8vO4PVmZfxTV4JN4R01DbuZKRvIOLiVsMGnS3kl8i/XA3kTHu1FXGPPAeFxM3c2bXqi5/X23rwsh73+LKxeMc+f1jncusSCIjbPbj2HoFcXDlK7rJRluvYKIXLyPz2G5ObPnGOKFt5G+BQChiyIwHcR44nNiVL1Oam4pYpmDcQx9y5eJxjv/5ZZe3NXf0InTWIyjUVhzb+JmBe50+q8J9CDRTMmRnx/UQaJzuIhf+m6zj+zix+Wtamm+Nu4+jXErS+CD8tx2jsqkFsVSB+5Ax+ETNQKYyJy3+Ty4d3trtdK9+neNa8YaT9rieXVNPbkMrhQI5RRI1V01sqDRzpt7KDRNrJ2orS/k+8wfu87yblqJsTMtyMK/Mx7KuDNuWahxFzbgopDgqpFxtaGo/rl4jwugutlAgFOE8MBqfqBlYOvuSnrSdtIRNuu/W/aMHcqmqjnuTb13Dz8EvjIg7niPz6G5Obv22U6fup/wcecTbAf9tx6lr6fgtqDCzJmTq/Tj6DePk9u+5lLily3MuS2dfxjywnEOrXqMg9SgiiYxhtz+FlYsvB1csM3DzMmLk745QJGbiE19wMeFPnetMZwiEIszs3XVOBh5hExGJJcw+tYpKaw8yAiL56o0nKezHIYWud0aAWCpHLFVot3LEMgV23iF4DZuCSCoj72wCa+tiefZsHr+l995tsj/5qwUanw0bwABnV142icDRP1xzXpG0jbLLF2mqr6OpoY6mhlqa6mu7db7uT1yDR3LHxNuYbdPIyhpHypR21FWVknlsr9a55QJVJZe7jb4Kn/8MAqGQxLXv3pJ9NqLBKNC4ieiagIU5JP78boeTPGv3QCLveJ6y/AySf/sQcwcPIu94ntwzcRzb9EWHD7BUCOcnh/JNegFvn+v+QKi2dSFg9B24BMWQnryNc/t+MbD6vxEEAiFOA6PwHzUfEws7Lhz8DZOU3WwI98DtzyP9VpzoK7di6qQ7hlmqWB89gAEHs/CLmYNX+BSupB3j3IFf+3Xyz9zRi8CxC3HwCyMtfhPnD66/brbiH9EDsJVLiNrT0QFFobYi4o7nkJuYEbf6TW2m6/M01FaRuG55h9gSqVLN6PvfoaIot9P3txEjfwdEEhmDp/8Tl0HDNZMf2hxXkVROzJJXaaWV2JWv6I63ZnZuxNzzhraY90mPChAJY4MoqGvgtrj2poxcZUHg+MV4Dp1AatxGUvb9rHM4uBlYufrjOWwS7oPHUJqbyqWk7eScOkjmpEHMiTtHUmnfphRvxMY+u6a+PXpKu3iWi4TtNv7XTIO7KmXUa6fBDQUhPZsG7w4hkDV9KNNiz1NoH6CNMBnG5fPJpCdtI//CkZt2DBOKxHhHTGPghLsoyjjNya3fGRS3X/B35l5PO/y1lrLXY8DI2wkct4j4NW+2CzoFAoZM/yeO/hHs/eoZnUhHbetC9OKXqKsqJ2HtO0Z7OiN/K9wGj2Ho7Me4cPA3zu75idaWZnyjZ+E/ej47P36kQ7awpYsfw+98maKM0yT//lG3DmTfhXkTZqkiqBvbXbWtK+HznkIslZO47j2u5vXvFIhUocIjbBK+0TNpbWkhLX4j6ck7ODLSh/U5xQbZoDcDfdehzkR4FnIZOVU1HWJT2o7hJX2M++sNZyaFsCqziK/KZfgOn4VbyBiuXDxOatwfmu/rfnS7EwiE+I64jUETlpB6aANndq3u8js+xtqUNZF+jN9/hvOVXU+IW7n5M3zxMgouHufohk87CJU9h00iaNI97PrkUaqvXsHE0p6oRS9Cawvxa96i+mrPhXlGjNwKHP3DiVzwPKlxms9Ia2sLYplC55YYu/IVgzWMd+R0QqbcR8Lat8lL6fr82yt8Ko8ODWbG5YMM3X6U0tq/VtQvFIlxCozCO2Ia1m7+LE3+hGy5DS8eTKDsSnaHRlTbelg/MlX/2GohFZPfth6+pjGXXa2JdeopPS04m0lEne6Pm1KGo0JKqV6j0MBVtLqewvqOjUKhSIyptRO/DHYkwWcSZ+2HUJyZwsXDW8g7G99vMbp9xUoh5+j4IL4NuJO1+7Zx6fDWLn/XKSCSyDue17hjJG7WXa+2dWXE0tcou3yJw7++R1N9LQKBkIET7sQ3ahbxa98m/3zSrXg6Roz0CteQ0Qyb+y+O//kVlw5vQapUM+HRj8k4uouzu9d0e1unwChCZz5EVUk+Rzd+buCy62+qYOeoQBYkXCCuuGsnL6lSTcT8Z1FZOxD342s3baBBn+cGOLHY3YZBndjoWzr74hM1A9eQ0RSkHiEtflOv1436dY5rRWyuenWO4xW13DF1EoXJiYhpMYzJrm4X6uXV1FPX0rt1q9LcFp/I6XiFT6Gq5DKp8ZvIPnmAlibDYcNlAc7MdbHuVZxIXxGKpTp32fif3uJKWudOd22cmhhCUmkV9+mJR0RSOQGjFzAgZg5p8Zs4u3tNt+6dZnZujHv4Q5J+/R85p2MxtXYm5u7XKMvPIPGX5bfMrcmIkf5EbefGhEc/YceHD+lc266HjWcQY+c/xfJzX5Iw4SE+S0zF2ieUS4e3cmr7SlqaGzsVUeiuk+ldL1Uglsm7/plUrv255rJILKWpUSssqNeKCxpqdWIDiVxJkIkYb0EVV4eMJy75KBWFeTTWVdNQW0VDbRWNddU01lbRUFdNY201DXVVup831dX061BMfwo0BEIRErkJUoUKqUKFRG6CRGGCVK7Sbk2QKEy1WxXm9u4ESxsIcjXn59xWyvIzaWlu0nvNFQavrVAsobmxXu+1bXt962iqr22/rPt/Xec/0/t76Is/ZCZmDJv7L8wdvagqyefz0u2YBAziGfl4/nhzUY+d7p0Dowm97VG2LL+739z+jfQMo0DjJtPWBEQg4ODKlzssLIRiKUETl+AVMZVjf3xGXkoCYXP+hZWrH3Gr3jCYwvoi1JMYGzMCtx/v8eMrzKzxHzUfr2GTyTkdS8ren/pVeWrlMgD/0fN4VHKFdAtP1l/MpqasmNqKYmrKiqmpKKa2zedkLgAAIABJREFUvPiWqcXg1qroJHITFGbWKM2s27dqa95WFfFDwGLOJW7l/MHfOogbbgQbzyAGjluMhaMX5w78ysX4TT22qreWijk2MYTnTmayNrtYd32bLXNa3EbO7vmJgDF34DdiNic2f8XFxC0d7kdpbsvYB98n90xct6p9I0b+LjgMCCNiwXNkn9jH8c3f0NLUgEAoImLBs6htXdj39fO6CV2JTEnkwhdQmFkRu+LlbsVti11teCvYjSE7TlDcSTPLxMKOQZOW4hwYTcq+n7lw8LebejwUiqU4D4zGK2wSo0wFeDcU8ta5fMoKMigvyKSqNL9fG15yoQDnziJHtNvGllaya+oJtlRzpaYWM4mY3BpDO0/9xmBv7OR7gkJthZm9B2b27nxvU853oY9wuSifS0nbyDq+96ZaygsEQtxDxxE06R4qi3I4seWbLuNzzk4azIGich46mt7l/YmkciLmP4OZrRsHVizTfa8IhCIi73gelZUj+799XvecfIffRtCkuw2yYo0Y+buhNLMhctELiMRS4te8QVVJPoFjF+ExdAK7Pn2sw8mkWKog9LZHsPcezKHVr1OSda7Dffqo5OwdPZClh9PYU3j9k1HPYZMZMv2fpCfv4OT2729KEdDOOwSf6Fm4eQ5iafZmXslpICdfmyPdg+zr/kYkElHwwgM3HD3VFxRqK03OuLUT79nVczh4AakSKy4m/MnFxC3Ulhdf/056iYWTDxHzn6apoY7Dv7zfownwzSP8UUtExOzt6HQiEAgJHLcYv5jZmmJyJ85ELkEjCZvzOLs/e5yKwhw8wiYSOvNhUvau5dy+df1aoDJipD9RqK2IvnMZra2txK9+QyeW846YRsi0f3RwfrF2H0jM0ldJjdvImd2rOl1nioHzMyI4POpu/mxwIedsAtknD3D53OFbWifoDKW5LQfHh7B75H0kFjShMLOhuqyIisJsKq5kU1GYTXmhZtvVMIRcKMCpk/Vwm3iiSbse7myqOremgUa916ytliERCHBWSrsUhYiFAoM1tL4II7emnvouGoUylTlmtm6obV1Q27qitnNFbeuKibkN1VcLGZ61l/CQAKa98x6VJf1Xw+gLIokMR/8I3EJG4ugfzoQzvzDB0xSft76gvrPvLoGAQePvxDtqBrErXzEYjvEYOoHQWY8Y1DcUaiuiFy8DAcSter2DMNSIkb8Tajs3Yu5+neLMsyT/9gFShSkTHvuUc/vWkRr3R7e3FQhF+A6fxaDxd5F96gAnt31PfVUZsWMGUtbQzPRDHdfTneEVPpXB0x/g1PYVpB7a0B9Pq0t2jwrkcm33NvoSmRL3oePxjZqJSCrnYvwmLiVt65fY5bY6h41CxqYH78R/+TcU197495VAIMTRPxyf6JnYuAeScXQXafGbKC/I7PI27koph8YG4bvlmC628WZgZu/B8LtepqIwm8O/vNejWslYWzNWhvswau8ZLtXU4zF0AiFT7qco4xTHN3993agoE0sHJjz6CSe2fkNG8g6cBw0nYt4zmvfYdd7XRoz83fEbMRv30PHs/PiRHg+E7b9tHC7CRh73vAu1vQf1tVVI5UqEQjHANSKK9kZ/c0MdjfU1vWz01+p+ryfr8feHeDFq6kzuTsjHJ2Y+lcW55JyORSAU6cQLhqKGdsGDWKagqaGOxtpqGuuqaKhtE3O0iTg012uEHdU01lZqr6tuF3/U1+jOM9rWyxpxhRKJXIVUYaIVWpi274Pe9fr7o9vKTRCKJTTW1Wgfx3B/2vezGpFEhseQsbQCKXtWEzvJj398/xNb8q6zfhQIEEvkhiKZfhHWKBCJJSAQ0NRYR0tTEyKxBEVGMq/n/8m3LY78Z9PvPXrfyVUWTH3mew6uXNZlhLqRm4dRoHELEAhFmqaKvTv7vn6u08WipbMvkXc8T3VZIUm/vI+N5yDCZj/OhUMbOLNrFa5yEYfGBvGP5Its60PunFRpit/w2/AbMYfC9FOc3b2mgwXvjXB4YigpEbN4PzYFmdoShZkNSrWVZmtmRVNjA7XlRdSUl2i3GuFG+7aIuqqyfplg7hdbUJEEhZkVCrWh+KL9sg0KMytohZryImrLSzTbCs32S9MCqrz8mfXZiv4pfAsEOAVEEjh2EXJTC1L2/ER68o4+2Qu+E+TGbGcrBmw9hkihImz241i7BRC35g1am5uJXPhvqq9eIemX9zttTJs7eDL6H//l3P51nD/w640/NyNGbhFSpZrweU9hZudG3Oo3dJlwIdMewGXQcPZ88ZRBPEjA2IX4x9zOoVWvceViR2GcEE0u6q+5JbxwqvspErWdG8GT78XGYyBndv7IxcTNN30S7ccRg7CZvJCXky+jsnXB3N4DmVJNeWE25QUZlBdkaYUbGVSVFvSrcKMNS6kYT1Ml2x5azOD/fU9edd1NWXRohBjumNl7YK7dmtm709rSTHlBBmX5mTxUc4KA0FCi3v7gpjcknQcOJ3jKfTTV13B881edWujrM8XBnK+GejN8zymyajrGc5laOxNzzxuU5pwnaf3/dBbjYqmCEXe/SmtzM7E//IfmxnoUaisi73geqVJN3OrXu7UdN2Lkb4FAwICYuQwcfyfH//ySS4e3EjLtARx8Q9n92ROdilBdgmIYdvuTXDj4O2d3rzZodu8fPZC65hYmHUzp8S7IVOaEznwYW68gktd/0O0k+I3w4EAv7l58L48kFaDUy7BurK+hqviyVrCh2VYWX6aqOO+mxWTdLMc5oUiMiYU9KmuNCMPU2hGVlXZr6UBjQ63uuYaVneP+yEBCXn2Xpsb+jyYUSeUET7oHz7CJHN/8VbcT19diLxeTND6Efx1L5ze9+EYTS3uiF71Ic3MT8Wve7FRQ4jAgjKhFL7L3y6epvnqF8Nufwsze3WDtYcTI3xmNq8Bd+ETNIGHt2zrHLnMHT0YsfZWidI2TUVsxV6G2Iuae16ktLyX+pzc7TF19NNiDCfbmDNx5ColCjUvQCFyDR2Ll6k/++SSyTh4gLyXhL5mSdZJLOTw+iIE7T1JW34hQJEZl5agTLpjZarZqW1cQCKgozKKiMMdAwFFZnNftut5CKu4QN9LmKGcvl1JU30h2TT3nymu518eR3KoaXbRfVzFV3UX7CUUSTK0dDQQYGkGGG7S2akUnhs+jquQyLc1NmIqFnJsaRtiOY7r4qVuJWKrAMSACt+CROAwYRkn2ObJPHiDnVCx1VVc5N3UoO/KKeeJEpuHtZAqiFr2IwtSSgyuW6cQWIomMsDlPYOMxkNiVr1CWrxFDOwwII+qOF0iN/4MzO1cZRXNG/k8glip0AyYHVyyjtRVNc3vzVz2KTJMqTRk04S48hk7E8eBXPKkoIXzHEa7U9bwuYWrtTPSdy6ivKtM4NN6kdWrGtFAeP5bBpss9c4C0dgvAJ2oGLkEjyEtJJC1+03XPwXtKf6yZFWorvCOm4h05nZryYtLiN5F1fG+PRYppU4bwVkoOKzL7xxn7WvxGzGbQxKW9jvsF2BETwFU7X35wmUJLSzNH//i0R+7RCrUVEx79hPMH15Mat1EbtTaWgytf7lSEb8TI/zkEAsY8sJyijDOc3rHyur/uppRyaPxgfrAfzMe7DiE3tSF83lMcWv06cpU5Q6b/k0tJ2zm1fUUHp51bQeK4IBKvVvPE0Uua8+zJ9+IxdDzHNn1BRvKO7m8sECCRKdvFEQqVnqhD61ihMNX+XCOs0F3WCj9EUhlN9bVUlRbgaW1DERJEEhlN9VpxhU7c0S6yaKit1Ig79IQeGtFFpc7p43rDMvoRuae2ryQt7g9aW1vYPzaY9Ipq7rmF8VNtyFTmGtcMBy+S1v8PCydvBsTMJX71m7S0NPOSi5Q5I4bh+e43NPag/j3qvrcpy0/nxJZvbsHeG7kWo0DjFhIy9X5cg0ey58unO1WRCkVi7Qd+Dic2f0XeucOaJotCxbNnvqG1sY6x+28sIkMkleMdMZWA0QuoKMzh7J41FKQevaH7bLOOn5uQyuHizjOipUq1gbhBadYm3tBep7ZGaqKmvqpM475hIN7Q3xbRcJ2YgG4FGgIBMhOzzvdBK7pQmtkgkZtQV1lqKL7Qbdv2r6hLy59lAc7MdbMjeNuNvbYCoQj3wWMIGLuI1uYmzuxZQ87JAzdUQBAC56cMYU2rAyfDlpCXksCJrd8ROGYBXuFTOPrHZ2R2cXJn6xnMiLtf5cjvH5N1fG+f98GIkb+StgmqlH0/c27vz7S2tjBg5O34j5rH3q+eNbD9tPcNJXrxS6TsW8e5fT8b3M/yYDdmOFnhv/VYj6OdLF38CJl6P6bWTpza9j2Zx/bctILgqYkhrL98lddOt4tHJDIlans3zO09tCIGtw7CjbKCTMoLMvtVuNFfjcCOQgzNZX0hRvmVTO3lDANBZJiFit9jAnHZ2Hn+bn9g5zOEkKn3I5bKObHlG/LOxvf4tntGBdLcChMOGH7POwVGEbngOU5u+87ACUNmYsbof7xLWX4Gh395j9aWZlyDRxI291+kHvqDM7tWGaOnjPyfwszeg+F3LqOy+DKHf1lO0OR7MLf3YO9Xz3RavFSYWRO18AVEYglxa96kurSA6Y4WfB7qRdTuU+TU9r5oYe87lPDbn6Q0N5UjGz7p92na36MHIBaJmHFQ73MuEKAwtUSlFTOYWjnpxA0qK0dEEilVJfka8UbxZSpL8nQCh+qrV/r8Ob8RQbNEptTtr8raCVMrR93/FWorasqKtEITjciksqRdfKK/dhYCWTPDmbH/DMfL+xbF1RWO/hEMu/1fFKWf5sgfn143BrAz/hfizhQHSwZs09g7uw8Zx9DbHuXs3rWc27+u0+9HG49BjLznDfZ/9yJiqZzIO54n++R+jm/++i8ppBkxciPYeYcQtfglMo7s5OTW72htadZEntz+FOaO3sT+8AoVWqt7oUhC2JzHsfEYxIHvXtTZOTvJpSSMD+KRo+kdGm0yEzNcBg3HNXgU1u6BFKQeJfvkfnLPxt8ya91/+zux0NWGQT2wjpeZmGlEG3btog21rSsmFrYdXDcqCnMoL8y67rFHLBDgqJDiqpSikkpYde8Cwj5cQW5V3XWj/a7nhlGhdf4o1+1Tdo8my09PCmFNZhHvnL81+eISmRKnwEhcg0dh7xtKceZZsk7sJ/fMoQ77O8vJko+HeBK+66ROQGJq48zIe9+iKP0Uyb99pBtiMbNzY8TSVynNTSPp1//R1FCLQCgieMp9eISOJ2716/3WwDVi5FbiN2I2gyYsIeHnd6kqzmPcwx9y+Jf3yT1zqEe3N7V2Zvv4wcRPfopP33uZrE6cwLpDIBQRNOluvMKnkPjzf7l8rn8Fv4PNTdg0wr9PEdqaiMGJ+ETNRCAQkBa/ifTk7TfknNnnNbNAgIPfUHwiZ2LnHULWib2kxW/qk1h343B/mltamR3ff4OWAHJTSyIXPo9UYUrc6jeoKu7dcV9pbsvkGffwZLAtH2w/yPpdPXO9kCpNGf/IJ2Qd38vFxM0Mv+tlWpqbiVv1Wr84oBgx8ndBYWbNlKe/Zf83/6Yku3vh0c6RgQgFMDH2vG6ozNE/gsg7nmPnx4/SWFfNsNufRG3nRsLat2+pkKmt93fboXMcudp+3m7p4kfE/Geoqyon6df3qLqJ7msCgRCJXIlMqeb044sZ8M4X1NVW3ZRhwzZsPAYSPv9ZqorzSFr/gcFQ562Mn9LHNWQ0YbMfIz15B6e2f4+tVwhRC//Nzk8e1Q3oCYHz08LYkF3Ic9cZKPWOnI5P1Ax2fPjgXx5p+P9XjAKNW4zfiNkEjF3Ivq+fo+zypU5/x9zBk8g7nqOhtprEdcuZP3gwt82ez8fxKSRs/7FfDnYCoQiP0PEEjF1Ic0MtZ3b/RO7p2D41Cqc5WPBpqCfum29cjKBQW+lEEgq1NUpz6w4uFkKRuF2woY1SaRN11FaU8mtMIEtPFxlEjrTdj0JtSWNdjeb2FcXUlhW3O1+UtW/rqstu6ADvppQSNzaIAduO9cmyXySR4RU+hYDRC6gqzefs7jXkX+if2BYrN38eHR7DkOhoXvz6G/LLrhJ5x3OU5WeQvP6DLhXwLoNGED7vaQ6teu2GRT1GjPzVmFjYEbXoBRAIidc29tyHjCX0tkc5+P2y/4+984yOqzy79jVVGmnUe++9Wr1ZkuVu2cbdGAcINYS81JDk/QIhhDQSk9ACyUsIYIIbxr13S5Yluav3LrmpWNWyqv39GGksWb0YBJxrLa8Zz5w5OqPRPOc5z73vvakpzVRvq6VvSszjv6el7iopm/9CV/stTOVSzs/155W0Ur6qHHsBz8zZH/+FTyOVa5G+/5NRL6aMFqVUTN78AMJHWaSUaWj1iB36ix/kWjo0Xa+g8XqZSrhxtZTG62VjFm6MdVFjUCGGmT137tweUYgxHGULA3n2QjH7r469UDccRjbu+C98CqWhBekHPqXs0rExn0MctDVIjPPh8bOFHLneiEgkxnfeYziGzBvQRaJtaM7MZ96mPO0k6fs/QaapTdCyFzCx9+L0hj8IHScC31nEEhl+C57AIXA2qVvW4RA4C7mWLgn/+fXgF4siER4xq/Ca+RDnd7zLfrMGjl1v5LmLQ8cFjYREJsd7tqpzPH3/JxSm7Jm0i/6CBQGsy7vMv0uuj/o1Mk3tnkiQMYohaq8M2w0y0ris0DX6RkQjZ2f5kljTxCvpZaN+zXAodI0IWvochtaunNn6d64VnB/3vqSoRM1fXr3JYc8VGNm6k/TFm9RfHtxu29DalbifrCN541tYugdj4xtNyqY/C/Nmge80Gtp6RKx9FblCSdIXv+NmvWr86rW6v7Drw35dcy4Ri/Gb/wTJG//MldxU9kd7oi0RE3NieLtcuZYO1t6R2PnNwMTJl+uFl6hIO0FVdjKdbZMr4OrLsVgvKls7+PHZoW30R2IyXTfuFTUP7obRs+8R3DDGy/oQF6y05MyaYHPQcMgUSqy9IrD1i8XMZRrVxekqcU7W6RELqQkzvGnpuk38qRysPMMIX/P/SNv/CUUpe9Tb9MZK9Tpzger6L+qR39Jxq4XkDX8UioAC32mM7b2Z/ugblJw7SGVWEnFP/YWkL37HtcKLI772D962rLY1Jq5Mjv8DP6Ol7irnd7w/ZudFU0c/In70ay5np3Bx90dql8eJ8jc/e6JMdAk9mjGh/Zg4+uIa8QCWnmFUZZ2mMHnXqJwd7mWsaxmaSgOcQhfgHL6IzlstFCTvouzi0QkJD592NOPn7la47R/58x0tVp7hhK3+JYWpe8g8tH5M83exRIbHjNV4xK6iIGkHz9QnE2uoheeBkSPZpRoKZj37DtXF6VRmJhH16G8pPrOfzIOfC25GAt9LbP1i8Y9/in1vPzGkW9wcMz3+E+JC9PFMSm/2b05xDl+EZ9waDr37U9pvNvYr0Kcf+PQbaQIYrvYnEkvwiF2FZ9waco5tJDdh631vFrtfbqC9yDS18V/4NDY+0zm//X0q0k8O2Ka39ue2/yI3u+//2HXXNcOR5I1/oq48FwMrF2Y+8zYn//MqtWX9r7VW2xizzt+eoENpVA/hvKdjbM3cFz/iyAfP0Xh9eCGHwP1DEGh8C9j6zyBk+YucWv9brhcNrrJSD26xq/nthbdJaGjn39p+uEQs5mr+ObKPblDbM04IkQhrr0i8Zq1FrlCSc3wTpecPj+mC/rMQZ2y1NCbs7jFapHLFXRGHXn/xhkxDk0cifPn0eCot9dV9nDh64lWa6r6x7rWCBQG8lVvFp6XVI2/cg0yh7ImiWUZNWTY5xzZSWz56i+7hsHALxmvmWpTGFuQc38x67QqqDBzY7LGWc9vfpSI9YcjXukQsxmfujzn57//lRlXBpByPgMC3jUgkxj1WVdjrtXI0dw0i6uHfkLplXT/RhFgqV3cFJn76Kv91VWKsISXyWOYwP2FkrLwi8I9/iq6OW6Tt/fegUSrj4UkHM37pYYXrBC/gRxJuNFzrEUpcVTlv3KwfXLgx1KKGQtcIPTM79Cwcelw97hFi9HHzaLhWNq4O6L4cj/Wi7Gb7pFnQ6ZnZ4bfgSYztPMk8vJ6i1H0TuhD5OMiJcGMdAhNLiHr4N4ilMk6tf6Pf+9a3cGTGT/5K9tGNFCRtVy+MXck9w4VdH30r9uACApONmbM/4Q/9mis5qWjpm9DV2c7pL94cctHOwMqFdbPj6DIw5/XtX1E9CSIlPXMHQle9gkgkInXLun7uSuPBRiEnZdb4xbuDIZZI0TY07xFOWKFjbHE3TqRPdIo6NqWuR8RRe4X8OFe8k6v6vPauAENpZDFo7EqvEKSteXR206PhHX97wo11CZvgIjwiES7hi/Bb8CRFKXvIPLx+woUCiUzOy1HTsQ2azVcVtSRv/2BIK2pdU1tm/+w9ck5swik0noZrpZzd+rcJdWwKCEwZRCI8Y1fjEfcgZ756m6pM1RxZHXlSlsW5be+p5yAmDt5Mf/R36CT/lz8orjLzeDoFzaOfnwxZvM9MGtFNc6yULgzk+Ysl7Llyf2z6e1037nXeGMx1o7Wxmg9nhPH7qq573DCuqwUYY3XDGA+LLQ15L8ABhwk24NxLrwjH1i8WU0dfrhelqR1TOsfwubrqaHI01pv/kQYg8ZvDqc/fUC9KS+SahCx/EWN7LxI/e1197u5tNhnOAUlA4LuGhlKfqEd+C3fukH9qG2Grf8mJT/53WLG+oVxK2hx/fp1ZzpflNYglUtyiV+A18yGKUveRdfiLEe3e+yJTKAld+TL6Fk6c/vL3kxLlljrLl+TaJl6+J8povGho6+EYPA+XiMV0d3VQmLyb0vOHRy3+G61Aw8wlAJeIxVi4BVOZnkBh8u5JixbXkYrJnR9A6JEMLrdNdH6rQcADz2LlEcbpL//QrzlpNFh5hhG09HkarpVyYec/aKm7ilwMufMD+az0On/IGVroI5bKiXv6rzTXXabxWhles9aSuumt+xYvKSAwVYhY+yqd7a2c+/qdQZ/PnOdPSm0zT58fvJnbP/4pzFymcfTDF+nu7Ogp1r+MvoUDKRv/PGm1o6H4LMQFOy05ccPU/pRGloSuegUNLV1St/z1vtaPJuIGOhLWPlEEL3uRK3lnuLT7n8NeexQuCODPY6z9jQe7aXEELX2uX8SNlr4pc1/8iPPbP6AyY/CaXvJMH2raOnng9MBzkUgsYc7z/6Ds4lHyE7fd1+MXGB5BoPEtYeYSwPRHfsvZr/8+bGH89WBvHoufwy9uB3Pp0JdUZCTiEhaPe+wqblQVkH10w5gnU0Mek7M/XjPXomfuQO7JLRSl7B3VxDxjrj+bK2r5U+7UyLm/3yq60bIz0p07wNJBBsF7Uega4R6zEueweKqyk8k5tnFSlGsikRgb3+l4zVyLRKZB9rENXM5JxW36UmYHRvBLSSar1u8ksWLoz8533mM4BM7m2L9eoaXuyoSPSUBgqqFv4Ujkw6/TXFPJma/eRtvAjNin3iLjwKcUpe7tt61zWDzLps9m8bXTPLPvEFk3Bo91GgsikRi7gJn4zX+c5torpO37mBuV+RPa585IdwCWjGL8GQ93hRsqUYV+z325lvKucONaKY3XVM4bF2Z5EXvpxl0hhpmdKprkPgkxhuJVT2tW2xjjO0ELOm1Dc3znPYaVRxg5xzeRn7Rj1Pmxw6EpEXNhcRTrAl4g49xRLu39uJ/gw9TJj+gfv8nZbe9SlZmkchoImsOZLX8VFjUEvnfIFEpClr+Ioa07na0t1F8t5syWdYNuqycVk7YghK+nLSMFe5pvXCf3+GaqcpInVoSZxKL/rz2seNDWZMLjz1gYzAVD5cZhRVB7FSl3DFTOG3XDR5HcT4IMtNkRNT4b6176imnOfPX2hEXsci1d3KKW4Bq1lPrLBXxoWE520klWnBp84Uvb0Jw5z31ATVk25i4BXNjxwaiy4AUEvmsY23kS9chvqcpO5uLuf3K7qwOpXEHIypcwtHbj1Oevq69hFbpGHFwQycX5z/PJ+n9TdObguAQFd+MvZmDuGkBNWRYVaQmDxl+MlUADbXZOcPwZL/e6buia2kB3F7+YFcobW3dTf61sUtwwxnVsqGysFyflcql+Yu4lGtp6WHtHYeffP8bmcnYKne2t49qfQ9Ac3rKVczNqET/53+dpqVctiuuZ2zP90d9RV5nPua/foavjFmKpnIDFP8XaK4JTX7whuMwJfO8QicT4zn8cx+C55CVsxXPmQxz76OUh50LbItyw0tIYIIxV6BoxbdFPMHMO4NKef1J28diYjsMhcDaBS/6H7GMbyE3YOu75d+/480BSLhcnOP4MQCTCzHkarhGLMe8RURQk7xpx7WW4QqBcSxenkPm4RCyiu6uLwuRdYxJ/jIXMuf5srKjhz7njj58ysHIh6pHXuVGZz9mv3xnTcSqNrQha+hy6Jtac2/4eV/P6/06edjTjVU8bfA5epGkQMbpILCH6sd9z+3Y33LmD0tCcxM9fHzQCXkDg+4ZMU5v4X37K2a3vDIiF+oWbFT91NsfzwCXabg8xIxWJiFz7GhKZBqc+f13duGLrF0vw8hfUcReT5WR0L2Op/TkGz2Pa4mcoPXeY9IOf3pcmsvsh0FDoGhG8/EX0LRxI3bJuVDF4uyLduc3oan/jQVNpMGisjUyhZO7z/6AodR95CVuHfL2Pnhb7oz1ZmZxPal3/xhGfuY9i4uDL8f97RRAuf8sIAo1vEQMrZ2Y89Reyjn5JQdKOAc8rpWKy5k3jncJrbOwwxHfeYyiNLMk68gVll47jGDQHz7g13GqsJevohknL/TO0dsVz5kOYuwRQkLSD/FPbh1z8mEwV72RxP1V0Y+EpRzN+4T58B7vS2AqvuDXY+sVSev4wOSc298uzGi9iiRSHoLl4zVxDe2sT2Uc2cL04Dbfpy3GPWcGV3FQyD33Bx246uGjJCToy8KQjEksIWfEShtauHP/4l/etYCql02PAAAAgAElEQVQgMBUQS+X4L3gC+4BZpG75K801l4l7Zh0lZw+QefiLftteXBDCmQd+xYlaOUVnD1KUspum6soJH4NILME5LB6fOY9SW55D2v5P1LneY6VgQQB/zb3MJ6Wjt9GfDAYTbhhYOjLHyYDtZ7O5caWkR4hRRsO10m98XJloB7um0gDvOQ/jEDibgqSd5JzYPCmLL3dtUBcy8+ppZjgZEfW7P9HY3nn32H2jCV35c0598TvaWxqI/NFrNNdd4cyWdYJFs8D3GrtpcQQvf5HuznbK0xO4uPMfA7bZFOaKi46C0ONZ3L4Dtn4xeMatQSrXJPfEZkrOH5mQg5pC14jApc9hZO3Kma1/G1dkxbFYLypaO3hsAjb6k4VEIuHar3+C+Z/+T51v+21StjCQ/7lQwt6rY+tgl8jk+Mx5FOfwRZMSR6NtaIFH7CocAmdTmXWK3OObabxeTpCxLjvCXQctVip0jZj7wkfcvt3NrcYakjf8SR0BISDwfUSuUBL24K9QGlpwav0bNNeqFmodQ+YTsPinale6F1wteN7VillFIiyD5mLlFc6V3LMUpe5VWfCP47sqlSuw9AzDzi8GC/cQ6ipyqUhPoCIjcVxzyr/72xMxGQ4+k8hUaTY5M8uXpJomfj6O+CkNpT62vtHY+sVgZOvB1byzlKcncCUndUyd+WpEIsxdAnEOX4ilezBVWclcPrOPk55y3smt4P3CaziGzCNg8bPqvz8AHRNrpj/6Bs21V0jd8tcxuXQICHzXsPKKIPzBX3E5JwULt2AO/+N5Wmr7F/J7RWmLT+VyqWHwa1gTB2+Cl79IZ1sr57a9OybRq7ahBZE/eo3uzjaSN/yJW01jj4JdZGnA+wGOk+7gcy+aOoY4hc7HJXwx7a1NFJ7eRdnFY4OOUYOtMaviUxZj5RVOVdZpCk7vHmAvP9l8HuKC9Xjjp0QiPGJX4xW3hvM7PqDs4tFRv1Qi18Rn9sM4hy8i59hG8hK/HlI4eH62HwXNt3go9Z7OeZGIyLWvomVghqaOAdVFaZzb/v435nAtIDAVMHXyI+qR37Lvr4+p1/B6a39/y7vMB0XDi5XEEhkzf/o2N6oKudBnTURDqU/I8hfRt3QiZdNb44pyGo7e2l/Y0QyqRhGh3XtMQUuew9jei7Nb/8bV/Mmt001q7a9PU05h8m4yD38x6rHpaUczXhmh9jde7KbFEbTseYrP7Cfj4OfqYxJLpMT9RNWUcn7H+yPuZ2OYK646in61PyMbd2Y8/Rf2vf0EtxprJ/3YBcaGIND4ltE2tOjJkT9B+v5P+j33RagLPnpaTDt89wtk6uiH77zH0DYwJfPIF5RdPIaNz3S8Z/0IgOxjGyhPOzkpWU86xtZ4xj2IrV8sJecPkXtiywDxwGhECN80U0WgoZSKyZsfQPjRDCrvOYEZWLngNWvtqEQwY0EqV+ASsQj32FU0Xisj++iX1FXm4zZ9OR4xK7maf47Mw+vVxWQdqZjMedP4U04VH/fJQ5fI5EQ+/DpSuYLEz177xrooBQS+bXpt9S/npJBzfDMxj/+emtJszm9/jzt3bvNTJ3N+5WGF/5EMunRMcQlfhGPIPBqvlVGUsoeK9ERud3eO/IOGQSLTwG36Mjzj1nA5O5mMQ5+PqavgftjoT5SpstgM4xOvyBRKPGc8iGvkA5ScP0zWkf9OXFwiEmGutkENoiI9UWWDWpFL2rxA0m808WhPIdclYjE+cx7lxL//H+Yu/njN+hEXd/+TkrMHJnYMAgLfEbT0TIh85DcY2bhRmLyn34JEb1fA8tN5nL3Rv/hi5hKAZ9yDGFq6kHdqG4Wnd07IHt/SI4yQlS9RXZzBhV0fjmkcGK8I4X4xlcbl47FeVLS28+Ozo7fFNncNJHTlz7lRVcD5HR+MqwjQi6GNG55xa7BwDaQwZS/5iV8P2N/WCDdstTT65aHLtXSI/8VnaGjpkHHwM3JPfiVkZwv8YHCNXILv/Mc5v/19daFHz9ye6T9+k+ayTD5vTeAfeVX8rUDlwChXKLEPnI1z+ELkmkqKz+yj+MwBWhtrxvXzJXJNLN1DsfOPwdIjlBuVhVSkn6QiI3HUMUwTESHcL6bKWsbf/e2JNNbtN+YNh0LXCBuf6dj6xWJo48KV3DOUpyVwJTd13C5zWnomOIXOxyk0no62FopS9lJ24Yj6PP6KmyXPuljyhP4ctK3dVQ4u18oAsA+cTdDS58g48CkFp3eO6+cLCHzXUBpZqBwKurvRVBpw+P2f9Rtjz87ypexmO6tShneMEInEOIcvxHf+41SknST9wH9GHdkmEkvwnrUW16ilnN36dyozT43pPUxIhDAeRCIs3IJxiViMmZM/ZZeOUZi8m4Yrd2MGesdlmUKJY/BcXMIXIxKLKUzeTcm5g99YnN14xSsKPWMi1r6KRCLl9IY/jmltyW5aHAGLn6W6OI2Lu/854nw7zEiHrRFuLEjMIbPxrktS8IqXMHcJQENbr5+QTkDgh0bA4p+iNLYi8dPXAFgf4oKvfv/a33DIFUrmvPARRSl7Bjgn2PrFErzsBUovHCb9wH8mzU1jIiIES49QQla+THVxOhd2fjhpzWWTNV/WNbUldPUvEEuknNmybsxOnMPV/saLyjXj5+ia2pCy6S3qKvq7v0WsfRWphoJTn70+qrWHe2t/Erkm8a98Qtr+/1CRdmJSjllgYggCjSmAhrYeM57+Kw1Xijmz9W/cud2Nu44mR2K9eSgln1O1Ayd7pk5++M1/HIWeCZmH11N24SgWbsF4z1qLQs+YnOObKD57cFLUqApdIzxiV+EUuoCqrNNkH9+k7ureFelON7DsPln5jIepsqgBKguoLZW1/LEng08dI2PhQN7JryhM2TMp4ge5li7u0ctxjVzC9aJLZB/bSFN1JW7Tl+ERu4qrBefJPLSepuqKAa991dOaxx3M8DhwgY7bqpN97JN/5mZ9NSmb/vyNW6oKCHzbyBRKgpe9gLGdB2e2vI3P3B/T3trIuY1/JHu2D5+UXOtnKymWSLH2mY5LxGIMLBwpOXeQwuQ96o7CiRyHZ+xqXKOWUHrhCFmH/0tby8iFvcmK8ZhMptK4PJb4KYlMA7fo5XjOeJCqrNNkHvp8wp3RGkp9lQ1q+CK6OtpUGbgXjvRz4ogx1uHLcDdmncxCI3IN9oGzSdn4J/zmP4lYKuX0l3/k5o2rEzoOAYHvHCIRPrMfwWfejym/dILT/30TUOVqXm/rHPY7rW/hiMeMB7H2iqDk/CHyTn417u+yRK6J37zHcQieQ9rejyk+s3/E10xGjMdkM5XG5bHEv2ho6xG45H8wdfLl3NfvTCjeydIjDM+4B9ExtiIvYeuw83J9mYT0udN4Pauc9WU1aBmYEv/Kp9y5c5tj/3x5UjLXBQS+axhYOTP90TeoLsnk3Pb36O5oQyLXZPPCmbgFBfFwQil5SbsGLMYaWrviHL4QO/84asuyKUrdS1V28ribTCQyORZuIdj5x2LpGU7DlWK1WGOorrDJjPGYTKbK2BxgoM2uEc5bWnom2PhFY+sXi76FI5ezk6lIT+Bq/tlxFwVEYgnW3pE4h8ZjbO9F2aVjFKfuG5BjrqHUxyV8If/Vv06l/0xW/OH3dNy6iUSuSfDyFzB18OHU+jeEsVngB4dEJid4+UtYeYXT1X6Lg+88Q/vNRh6zN+ENbzv8Dl2ioXN0Y61cSxf/+Cex8Y0mfd8nFJ/ZP2ohqrGdJ5EP/4ZrhRe5sOMfo3bPmYwYj/Gi0DPGOSwe57BFtDZWU5i8m/JLJ0havZCXu12w9pnO1bwzFJzeNSrr+8mm97y1JCmXC6M8b9n4xhCy8iXyE7eRfXTDqD8/fQtHgpe/gEyh5NzX744pWn1npDummjIijqleM23hT3AMXUBX+y0SP3tNGJcFftCIJTLm//xjck9+hTz3xLC1v6HQNjBj7gsfcW77+1RmJPR7TkNbj+AVL2EwiW4aE43xkMoV+C14HPuAWVzc9dGkRIFOdL4slkjxmvkQbtEryDz0OQVJO8fdaKGKf6nhT5Nw3rIPmEng0ucoTt1HxqH1A+q6fguexNw1gKMfvjQmAXTf2p/fspeQaWiRvOGPEz5egclBEGhMEaRyBdGPvcnt7i5OrX+Dk9NdaOrsJv7U8BmZZs7T8J3/OAodAzIPrafs4jGM7b3wmrUWQ2tX1WLj6V3jyve8F7lCiWvUUtyil1NTmkX20Q2keCt4K7eKT0snHssxWUyVRQ2Az0KcsdXS5NFafbxmPYSGli7ZxzZRev7whLvsQbUo4jFjNY7B86jISCDn+CZaG2txi1qKx4zVXC+8ROahz9VZwEORM28aJ6ob+UVxM3HPrONK3jku7v5IyKAS+EFj6z+D4OUvUHh6N3pmdrzQloVb62V89iQP+RodY2tcIhbhGDyP+qslFCbvpirz1ISETppKA7xnP4xD0GwKTu9SxWoM0wF+PNaL8tZ2HhtDJ/L9ZiqNy086mPFLj+HV32KJFOewhXjPeYSa0kzS9/9nUIHbWDDrccuwdA+mMuMUhcm7qS3PGXL7/bE+SCxceddyHkWp+/Cb9xi5J78i5/gmoUNb4AeNuWsQM57+Cw1XSzDe9SZ/9DAj4FAatR0jj7Naeia4x6zAKXQBV/LOknN8M/WXxxc5YmDlQtjqV+jqaOPMV28PG3X1jr894VPNRn8KjcvWmnJSZ/viceAizcM4PzmGzGfaop9MKM9WLJFiHzgLzxkPcuf2bXKOb6Ls0vFRFYbf9LLlITtj4so1iPzx72mqqeTA338i2DML/KCRaigIWfEyhtaunFr/BsbNVzkZ582zZR3UeM7Dxi+Gqqwk8hO3DSiyS2Qa2PrH4hy2EF0Ta0rOHaL4zL4JRQeKJTIs3IKw9Y/F2iuSxuvlKrFGekI/N9DFloa8F+Bw3230x8pUGptLFwby/MUS9ly5KxDX0jfF1i8GW79Y9MzsqMo+TUXaSa7mn5/Q+oauqQ1OofE4Bs+lqaaKotS9VKSdHLD4bGjtilv0cqy9o6hIP4lF+m4+cNMn+mgaN3Qsmf7j33GjMo+zW98ZX5yKgMD3BKfQeIKXv8CtphscfvsJMme6saGsht9mj318NbByIXj5C0ikcs5te3fYa9i+SDUUBC97ARMHH07/9/fUVQ5f3JsqEdoisQRLj1BcIhajqTTAw9SUQ0e+ovjsgW89+vnMLF9O1zbxclrZsNtJ5QqClj2PqZOf6ndfMXxtoReZQonf/MexnzaTjIOfUZi8e8xrD8ZyKRfn+vOr9DJyfJbiEbOS68VpJH3xphA1JSCASgA162fv8uLJ12lob2fhCLW/wTC0diXumbc5+cmvB41XsvWLIXjZi5ReOEL6gU8m5KZRsCBgUmp/RjbuhD74C9qabnBm698n1HQ2kfmysb0XYat/QUvdVc5+/c6AtICx8nmICzZacmZOwPlJU8eQkJUvo2tiTcrGtwY9XzqHLcRz5kMceven43IiyZ43jR1SW84HrGXfuseF8XgKIQg0phAisYTwNb9ijkYbq5vSiNt7iqtto7vINXcJwHf+42ho65F5aD3ll46jZ26P16y1WLgFU5i8m7zErydlMimRaeAUGs/0iNn8pvBLHlPG0dzSSFtLPW0tDbS11NPe0kBbcwNtNxu+8S/8N7qoIRKhoaWLplIfDaU+mkoDNJX6aOoYoKGtT4zsJo91FfGK7YNkHd1AVeapSSms6Zra4Bn3EDY+0yk+e4Dck1voaG3GNWopnjNWU12cTsahz9UWnyOx0MKAN6PDeMvzCTJPbCX35JYJH6OAwPcBhZ4x4Wv+H1bibl6rOcixuS9xoLCWsjTVQu9Q3zGxRIaNr8pVQ8/MjuKzBylK2UNL3ZVxH4u2gRk+836MtVckOSc2k5+4bVDFbNnCQJ69UMz+q9/u4kFfptJi83AWdCKRGPuAmfjOf5zm2suk7f14QDFhLGho6+HY45bR3dXZ45ZxeMjzoroT0TcGR2Njfs05Xq2zoEHbnNP//f24C8kCAt839C0cmP/8BzxW8BXH2hW8vfXzMXUQyDS1cQlfhFvMCpqul5NzfPO4clFFIjGu05fiM+dRCpJ2kHXky0ELVGdn+ZJY08Qrgo3+kBQsCGBd3mX+XTLQ2UTX1IbQVa8glWuSuuXtcY2FMk1tXCIW4xa9fNyfua6pDYdjffh36EuUFWVx/F8/FwRzAgI9OIbMI2Dxs/wsdR3trU3MO67qLpZr6eIcvhC3qKXcrL9OXuI2KjMSB4iidE1tcQpdgGPIPJqqK4cs0I8FsUSKuWsgtn6xWHtH0lx7mYr0BCrSE/jIWYnVN2mjP0qm0th8NNaLqtYOflbUgq1fDHb+sSiNLKnKOk152gmuF16ckAhdItPAzn8GTmHxwwp0RGIJtn4xuE1fjpa+CQVJOyhK3UdHaxMAh2O8KHOI4rBzPBd3fUTJOcE6X0AAVAW8WT97j5UF23BpLMZ/+8SszB0CZzNt0TNcLTjPpT3/N+o4KVu/WIJXvEhewlZyjg3dbPC0oxk/d7fCbQpFaMs0NLn8yyew+NO/6O6eeJT4RPmbnz1RJsPHTxnZehD58G+oLkrj/I4PRidWE4lwDl2A34InqcxMIn3/JxOKIlg3zQlPv+ls8f8x6Uc2qCLdhQZAAQE1ATHLeSQ4kEOtmjQ13VDV1Jobem7v1tfamuuHnAtbeoQSvuZ/Ofz+c4M6OGto6xG8/EUMrV1I2fQWNaUDhRwjYacl5/TMyYvQFokleMxYjeeMB8k+uoG8xK/H5aA3nvmyTEML/4VPY+MbzfkdH0xavMdCCwP+EeiI/ThF3/YBswhc+j8Upewl89D6QdeTRvqsQfX+NHQMVLVJnd4a5d37UeImDAxNeW/f11zJn1oC9R86gkBjqiESMWvGUmY+9SsSUs9RlpYwoNtjOMxdg/Cb/zgyhZLMQ59TnnYCpaE5nnFrsPOPo/TCEXJPbJ6wRTvAG74OPLRoIfMP5yPT0hsoUlDqo6FjgEQqo62lQSXaUN/2nnj6CDp6BB4TjfyY6KKGXKG8+z50+rwX5d3BTUOpj6aOPhpaunS23ex5H33fWz1tLY1032ogeb47D/zrS1Jrmyb0vkB1geU160eYOfmRn7SD/FPb6e5sxzXyATxnrKG6NIPMQ+tHnZmlb+HY0wETw6yGTC5xhy8/eW9KXHgICEwZRCICoxax6skXOZSQRFlmCgZWTtj4RnO7q0O10JuRyI3KwbNcdU1tcA5fjGPwXOovF1KYvJvKzKRx2zjrmtnhN/8JTOy9yDzyBcWp+9SLoyGGSrZFumOz5/y43+79YCotNsPA+CkAa+8o/BY8SVd7K2n7PuZ60fgjYsyc/VVuGR6hVGaeVrllDKJqB1AaW2HrG42tXwxKI0suZydzvTgdQ2tXHrY3olxTwT/+/jodbUIXoIBAX4xt3Xj1f/9Am4kzWRX1XC/NJD9xO9fyz43aOU4skWIfMAuPGQ/CndvknNhM2cVjYx6ftfRNCV7+Arqmtpz56u1+tsdqG/3EXC41Cjb6Q7Ej0h0x8EAf61SxRIbXrLW4TV9G5uEvKDi1fcyCCJVrykqcQudzJfcsOSfG5pqiNLLAIXgeTsHz0DIwxb0uGztXU57+yaO0C+OygEA/dM3sWLtwDWZRc/jqi39RmLxXPR73Rle4Ry9HaWxF4eldFCbvHlAAEkukWHlFjBhxMVZEYglmztOw84/Fxmc6r158l91yOz4tqKC2PHfKRMdNhbFZaWSBka0HL9poE6wt5l3Px6nMPEV52kmuF10a9zVML6ONuFHFmCzGJXIxLbWXyUvcRlXWafV2Mg0tnMLiiQqLY5p+N6998Hfqr4wtO1xA4PuOXEuHxx77FbGrVrPvbBmXi9K4knuGmpIM6q8Uj/n7LNPQwmfuoziGzCfryH/JP7V9VPvQ0jclYu2vEYnEJG/446Br0ruiPOi+fYdlyVMnQhvg8pIwrHaOP1JvMplmoM3uIeKnRCKxat4cvZyzW98ZEH0wFEa2HgQvf5E7t7s5t+3dcZ1vtfRMMHH0wdTJH2uvcJQ6BvheSabTzoI3fvEzOjoEtzkBgb5IJBIWLFnFpbxSZArde2pQqqK6htIAhY4Bt293q8UbqoboenUNTc/cASuPUJK+eJOmmkrabzYOGJNtfGMIWf4iZZeOkrbvkzGJn3/jac0KG2P8JjlCW2lsReiqV5BrapO6Zd2YGzDGOl+29ookeMWLXO1xjO+YxGby3vWeZUm5nBtDbKJC14iQlS+jY2xF8sY/D6gpiKVyNJX6mDr5EbL8RfJObaer7aaqKbxXeKGtr/676e7uor25nrabDQPEPu0992/WXSFkmhcnT54Uan9TCEGgMUWRyTUxdfbHxi8Ga69IWuquUpGhEmu01I6caWThHozvvMeRaWiRcehzKtJPotAxxD1mJc5h8VzOSSH72MZROywMxokZ3pTe6uTx1MGLkr30DihqkYOOgXoA0VDq9RF0qG4RifuINhr6DSS9g0xfQce9J5Z7B+m7CrLen6GnGsj6nfRU9zW09ejubKOtpZG25nrabzb0US72HEfL3ccGO/HdS+qcaaRU1/PSCBZ0w2HmEoD3rLXomtqRe3ILhSl74M5tXCIewDNuDbVl2WQc/GxUwgwjG3d1h7ZYKqUiPZGK9ARqy7ORiMXCAC0gMASaWjo4hMbjEbOS+qvFZB/dQFdHm7q4LpbKqcxQfZ9qyrIGdAiIpXJs/WJwiViMrrE1xWf3U5iyd9wLwoY2bvjHP4WOsRUZBz6l7OIx3vGzI9RYh/ApZKMPU2OxuS+fhThjp6VB3MlszJyn4b/wKaRyBWn7/s3l7KEjbIZDrqWLU8g8nMMXcefOHZVbxvlDdLQOzJLUM3fAtmcc1tQxoDLzFBXpCdxquoHnjNVYe0dSfGY/uQlb6WipF8ZlAYEhkEgkyDS1sfaNxjVyKfoWDty5c4fm6kquFV6kuiSDmtJMbjXVjbgvS49QPGesQcfEmryErRSl7BlzRKCNz3SClr3A1fyeC//WZh6wNOTdaQ447JtaXQpTbVx+wsGMX/WJnzJ18iN01Ss0VVdybtu7Y7Ye1bdwxDPuQaw8Iyg5d5C8hK0jCtRFIjH6lk6YOvpg6uiLmWsgMg0Fd27f5nJ2CrkJW6grz0MmkwoLzQICw2Dm5ItL1DIsXIMoOX+I/MRt/Vzk9C2dcJ++fNj4E1AV9JxC5uEUFk9HazNFqfsou3BkwouqunIZ2QsCedttMZk3QN/aHbFESl1FHnUVuT23ebS11I+8s0nmmx6bNZUGGNm6q/7ZeWBk487trk7qKvOQVGayOdQQt7c/pf7W2COl+iJXKLEPnI1zWDxyhQ7FZ/ZRfPbgoGP7vTEm+Ynb+q1zKI2tcJ++HIegOVzNP0de4tfUV+YJ82UBgWEwMLfFOWo5DoGz6eq4xZ3bt5EplNSV51BdkklNSQa15bmjjgbSNbUlaNnzaOmZcH77e1wrHNn1QiQSqzunz21/j/JLx/s9X7gggD/lVPJZWc243uN4kMoVaOoaotAxRKFriKaOEQpdQxS6Rih0DOlsu8mW5sOs0plNW/MNbjXd4FbzDdqabnCrqY5bTXW0tzZ9o+4QpQsDeeFiCbv7xE9pG5gR+aPX6O7uImXDn2htHPl3qKk0wH/R01i6h3Jp7/9Rev7w6N6HSISemb16vmzi6INMU5uOWy0odAypq8wj59gmLuemIpfJhDmzgMAQSCSSUc1dpBqKPgKOu87tvTUtYzsvNHUM6Gq/hVxLh45bLf1raS0NdLa3Yu4aiJaeCZmH1nOt8ILq8RHm1CdmeFPa0sbj5+5PhLZjyDymLXqGkrMHyTj42ajFI6OdLyt0jQha9jwGls6c+WrdhBrxhiN1li8ptU3D1v5EIjFyLR00dQywD5iF2/Rl1JZlc6OyAA2l3oBmcYlMg47WJuRaujReK6PhavFd4cU9jivtNxtGHWMz2r87gW8OQaDxHUDV7eGPrV8MNj7TaWuuV4k10k7SeL182NdaeoTiO+9xJDINMg99RkVGIjJNbVwjl+AevZza8hyyj24YdYZgX8oWBvLM+WIOXptcG32JXFN1stHWVysGe8UUvc4VfRVivUrC9psN3KyvZnPDfp50ekItxrjd3X2PU8c9qsM+yrL2lsYJZacOxtt+9kSb6BIy1oKpSIS1dyTes36ETFOb7GMbKbtwBERiXCIW4RX3ELUVuWQe+pz6y8OcKEUiTOy9VH8/vtHc7upUW7tOtBNJQOCHiFgiwzF4Dp5xD9He2kj20Y1UZZ9Gz8z+btFdaUBllqrofr0obYCQS8/MDufwRTgEzeFGVQGFybv7dYSNBTNnf/wXPo1UrsXvsv7FycZ2Xssop7ujja7O9gl3uU0GU6EQKBKJkcg0kMg1iLcwYJ2HGT+xXoW2oQXpBz6l7OLRcS2smDj64hqxGCuvcC5np1CQvJuakoHjvaGNm8qxyDe6n5intiwbI1t3PGc+hImDN/mJ2yhI2jGpim4BgR8KWnomeMxYjVNYPM3VlXS2t2Jg6URHazPVparF5+qSTJqqK4bch6G1K55xa7BwC6IodR95CVtHJfDoRaahhV/8k9j5z+Diro/4nbQMC005sxNGb6MvEkuQyORIZBpI5ZpIZRo941fPfblGz2OaPdtoqLeVyORIZZpI+j2mod5H7zbvX/wL/+P/Ct2dHerzRXdHO92d7XR1tqlue//f0abarrNNfV912656nXob1T5Uj7WNKetWWyImf0EAMadLMJnzFBZuwZzf/h6VmadGvQ9QxT56xq1B39KJ/FPbKDy9a8jxVCLTwNjOAxMHX0wdfTC296K1sZZbjbXomFjT3dlB1uH1lF06PiXOpQIC3zW09E1xjVqCc9hCasuyyU3YyvU+Rbx740/yT22nIj1h4PdNJMLcJRDnsHgsPUKoyuyGDkYAACAASURBVEqmKHVvP7eisfCMkxkvuVrheThdvUCp0DPGyNYdY1sPtWCh49bNPoKNXOoq8yfs9jkS93POLNVQYGTjhpH6PXog09TmRmUeteW51FWqhCm3GmvVr8lfGMzfcir4eJD4qdFg5uyPc9hCrLzCuZJ7lqLUvapC7j1z7pFiTEA1vrvHrMTY3oui1L0UJO2ccG64gMAPDbFEio1vNK6RS9A1teF6URrtN5swsHLC0MqFxuvl/ebMI8WYWPtEEbTkOeoq87m468NRuTUbWrsS+fBvqKvI5dzX79LZ3oq9lpykmb647rtI6+2J2eiLxBI0lfoqkUUf0YVmjwhDJcYwQlPXEBEildCiR3zRpr6t41bTDTrbWsheO52wg0XItVX71LxHzCHT1Ka9peGucKO5V7xxdz+9z41WADMcR2O9uNzawaNnVR3n9gEzCVr6PNnHN6niqkdY0xCJJbhGLcVnziOUnD1I5qHPhxWli6VyjGzc1GIME3tvOlqbqC7L5nZnO4bWrih0jShK3UtR6j5hXBYQ+BaI/NFvkMg0SFr/BjKFdh8BR/+amoGVM4bWrnR1tCESgUSm2a8J+t54lWMW9Tx7toADV0cXaTUeNJT6BC19DmM7T8589TbXCkZubBlxviwS4Rwaj3/8UxSm7CHryBdjWpsYK3+b5kS4jRWPVOv2E89o9IkZ0dDSpaPtJhKJDEQiakuzaKqp7B9r08cdBWDu8x9SlLqXvISt9+3YBb59BIHGdwyRSIyxg7e6yNPV0aYutg9nB2TlGYbvvMcQS2RkHPqcysxTSKRynELj8YxbTUvdVbKPbhh1FnOYkQ5fRbhhOwVs9NVKQqU+mtq6XFoegOd/T3KzoXZMCrL7xTQ9bXZHD25BNxgisQSHwNl4znyI7o42so5uoCrzFCKJFOewhXjNeogblQVkHPxsyM9cJJZg6uSHrW8MNr7Tab/ZqP47abxWOrlvUEDgB4pIJMbGdzpeM9cikWuSc2wjZRePcru7a9DYioqMRK7mn+d2190xSSKTY+sXi0vEYpRGlhSf2U9Ryp5xxVDZeoWR4Crh6wW/5uy1TkQ9hbg7t2/3FNXa1UW4ro62niJa2xCP9Xmu72O9BbmOtgHFueEWAkaaPKsKkZqqQqS8f9Gxt9CoKiqqnlcXHOU9z/W89t7H7j6ngVgiU7+P7vZW3s7+kE8dZvCXD/5C1xjPE3ItHRyDVW4ZIpGIwuTdlJw71G8RWSQSY9xPHDcwDsfCPRivmWtRGlmQc3wzxWf2TyhrXUBAQIVcocQ1ailu0cupLcuhPO04Mg0tTBx8MHXyRSpXqNw1SjKpLsngRlXBgIKgtqEFHrErcQicQ1VWEjknNo/Jec7I1oPQ1a/wVtF/2a7pyIFuQ/U4JpH3iCj6iit6HpfINBGJxX3EDvcIInpEE+pxvY84onc8Vo3rvcKLNro7OvqJLrjdRdlzK3H4cBsiseyu4EOuibRnPL4rAuk75g4iCum7bV+BiEwDiVRGd1dHf4FHXxHHPcf9Sec59jvH83XJVdL3/XvUDiYisQQ7/1g8ZjyIVK5JzvHNlJ4/PEB0raGtp/obcPTBxNEHfQtHGq6WUFOSSW15LkojC1wiHuBWYw3ZxzZwOWdq2FkLCHzXkcg0cAiag3v0Cu7cuUN+4lZKLxxRX6ePNv4EVN9jh6A5OIfFI5bKKU7dR8m5g2MS0u2O8qDz9m2WJw/jBCoSoWNshZGth1q0YWDpRMuNayohQ7lKuFF/pXhSGzwmS6AhlsgwsHRSuWL0iDGUBmbUXymmriKP2opc6ipyaa69POwcfnuEOxKxiAeSckf9sxW6RjgGq5xPbnd1UJS6j9Lzhwf/PPvEmDTXVJF/ans/0bpEJschcDZu0SsRiUTkJX5N6fnDwnxZQGAS0DO3xyXiARwCZ1NdktEjimpWz5NMHHzouNk4oshZIpPjGfcQ7tHLyUvYSvbxzf3WPAZDItck8IGfYeEWzOkv/8CzWg0sH8FGX65QotnjbHFXcNFfhKHQMUSmUNJ+s/GuWKK5jluNdQMdMJrrRiW6GyniRCSWoKljoHbdGE4Ucoc7d903hhCF3Gqqo62lYUhx8P+6W7HW3oSAk4WErHgJQxs3kr54c1QRAWbO0whe/gK3muo4t/19mgZp+pRr6WBi742Jo0rAfK9w52Z9NTa+0TiFzqfhSgkFp3dRlTX+CF8BAYGJI5bIiHtmHfVXirmw44Nht9XQ1iNo2fMY2XpwZss6mmuqelzu9fu5dCzTbOEJTyOe7Qoh69hGSs4NvL6eTCw9wghZ+RLXi9K5sPMf/dZX72W4+bKuqQ2hq36BRCYndfNfR+U2P17kWjq4RS1liY8vP9MuZ2WBFs3NN/qLLXrEFxbuwQQufpbC5N1kHv5i2N/lWD5Pge8+gkDjO46RrYdarIFITGVPDEptRe6gF9pWnuH4zn8ckVhMxsHPqMpMQiSWYB8wE6+Za+nu6iD76AYqMxKHzXh+f5oDQYY6RBybWjb6MLXyAXspjQ/kpbRSdl4eWnEokWngHBaPx4wHaa69TPbRDVwrOI9YIsM5LB6vWT+i/nIhGQc/G9T5QiyRYu4aiK1vDNY+Udy8cVUVX5KRQHNN1f18ewICP3jMXQPxmrkWXVMbck5soSh1L90dKitgLX1TbHynY+sbjb6lM1fzzlCRnsiV3DP9Oij0zO1xCV+MQ9BsastzKUzezeWclFFf6C6xMuQdfwecD6b1sysTS6R9uq5VtyoRQ5/H1IKGuwKJIcUR/R7ruZXK6e7q7FMwbOsRcajuf3F1K4/ZrO3Z/93X9Rb/bnd39heCDCYIGVQkcvdn9b5uqMfuXSRKmeXL2fpWXrgweqs+EwdvXCIWY+0dyeWcVAqTd/fr3uzNN7f1i8bGezptLfXqeLLewm5vh6DXzIcQiaVkH9tAudCdLSBwX5DI5DiFLMAzbg03G6rJ6Sm6a+mbYuLgjamjL6aOviiNLKmryKO6NIPq4gxqy7PVC7ZyLV1cI5fgNn0pNyoLyDmxadTWmHpyGVkLAvmr03wOn7lIR9ut/gKLXrFCX6FCR/t9Xfjo5RuZL4tE97h3DOX6odrm97oNOPt5E7Lun6Oze5UrcAqLxyN2JTfrq8k5vonLOSnqayBtQwtMnXwxdfDBxNEXLT1jasuyVVbepSorb4lUphLzTF9GbXku2cc2UluWdX9/LwICP2DMXYNwj1mBsa0HhSl7KDi9s59jg76FI27Ry7H1ix02/gTA2M4Tp7B4bP1iqS5Ooyh1H1dyz4w4pypcEMAfcipZP0YbfZFYgr6FI8Y9USBGtu7omFjTcLW0TzxKLo3VFeO2ux+PQEMkEqNratPjjKESZOhbONBcU9VHjJFHw9WSMc83H7M34deeNrjsHz6+QCSWYOkRinPYQkyd/KhIP0lR6l7qygcXdowUY6LQM8Y1cgku4YuorcglL2HrqDoqBQQExo5UrsA+YCaukUuQKbQpTN5N8Zn9tLc29Y+ycPBBqqGgpjRTHYtyo6qA291dAGgbmhP4wM8wsHLhws5/UJWVNOLPtvaOInTVz3np/Lvkdkn5a4P2PS4VdwUO3V0ddwUMg4gtbjWqRA8dN5uGXc8eK5PpbCTVUKDQMbonVsUQhZ4RCh2VwENT1xANbT06b7X0EXHcFW/o3Kxlu+VNXvF7kZLcc1zc9dGIojUtfVMCH3gWIzsPLuz8kMqMRPVz2oYW/T5jLQNT6spzqCnNorokg9ryHLo72rH0DMM1cglGtu6Unj9EYfJumqorJ+X3IiAgMHHkCiVzxuC4YOMznZAVL1OWdpy0vR8PGEeSZ/pgqa0gJKsdr1lrMbB0IjdhK0XJu8ccBTtapHIFfguewD5gJhd2faRykh+EwcZlsUSqEgvGrCDz8HoKTu2Y1HNBX7T0THCPXYVTyDwqM5PIOb6JnHALPi++wmtZ/cdFha4RoateQdvQnJSNfx6Vm33kj15DItPk1Oev37f3IDB1EAQa3yP0LZ16xBoxyBTaavv0mpLMAV9ma69IfOc9BqASamSfVkVqeEXiNWstGlo6ZB/bNGj3GcC52X6cqG7gl+nDR6x8G0wFK/17ORLjxdW2Dh45M1DRrOryXIZb9DJqSrPIPraBuvJcxBIpTqEL8J79MA1XSsg4+Bl1lXn9XiuRybFwD8HWNwYrz3Aar5dRkZ5AZUbiuDrwBQQEJoaRjSqqwszJj/ykHeSf2t5P9auh1MfGOwpbvxiM7b24XnSJivQEqrKT1dl/EpkGdv4zcIlYjLaBGUVn9lGUsndEq8j/hrpgpilnzhhs9CcNkQiJVN5ffNFzX0OhzaXlAfhuTqW97eYAx47uzvZvZcK5zs+OGBO9EeOn5AolDkFzcIlYjFgipTB5DyXnDqq7AMVSORZuQdj6RmPlFUFz7WXV+TcjkZbay+r9iKVynELm4TnjQW411Qnd2QIC3yC9DgteM9eCSKRyPOojjJIplJjYe/VY9/piaO1CU3Vlj8NGOtUlmXTcasExeC6eM1bTcesmOSc2qwTNwxS7fupkzouulv1s9KcKU3G+PN9cn3+GuGK/++yw22nqGOI2fRkuEYu5XnSJnBObuVGRj76lo/ozNHXwAZGoxylF1fXZtzip0DPGI2YVTqHzqcpOJuf4pjE5pAgICEwMHRNr3KYvxyFwNlfyzpCX+HW/Yn5v/Ilr5BJaG2rIP7Vt8PgTVAUvO/84nMPj0dY3o/jsAYrP7Kel7sqAbXtt9F32XeTWBG30QdUFbmjlohJt9DhVaGjrcaOqoI9oI2/U1+ajGZu1DczUP8vI1h1DGzfam+vVESW15bncuFyoFotPBC2xmIL4AKKOZVDWOrAjXmlkiVPoApxC5nOz4TpFKfsoTzs+aFf6aGJMjOw88IhZiYVbCKUXDpOfuJ3mWqHZREDgm8LI1gPXyAew9pnOlZwUCk7voqY0U/28lp6J2l3D1NEHHRNrblQWqOZbpZnUlGVjZONO8PIXuHnjGud3vD9iEV+ha0TGTA/2RPyYry8U0NJQo3aY6HXBaGu+8a25I38bc2aRSIxcW1cl4ugRb/QVdfyzJZEE2wBe+OC9Ya8xxFI5njNW4xG7ivxT28k5vhkdE+selxTVfFkkEqtE6j2im/orxepzraaOIc5h8TiHL6Kt+QYFp3dSfun4t+5ULSAgMDjaBmbMeeFDzm//gMqMhBG3l2vpErzsBYzsPEjZ9Fa/uObyhUGU3Wwj5oSqeUHf0gmvuIewcA+mMHk3eYlf094TxTHZGNm4E/bgL2ltquXs1nfoaG1CrlAiUyiRaijYGe1N/KEzdN5qoeNWC/oWDoSu/iU3669xduvf71vUkq6pLZ5xa7DxmU7x2QPknfyK1kaV4Ls4PoCWrtv9nKAcgucSuPhZCpJ3kXX4C7WgcTj8FjyJuWsARz98URhrfyAIAo3vKbqmtmqxhkLfmKrMJCrSE7hWeLHfooa1TxS+8x7jTnc3GQc/U3WdocoK9Zr1I/TM7ck7+RWFyXvUnd5SoHRREAsSc8hsvD+KuYkwFRecf+luxSP2JngfvDtIK3SN8IhdhVNoPFXZp8k+tpGm6+WIJVIcQ+bjPfthGq+XqYQZfRarpBoKrDzDsfWNxsI9mLrKAirTE6jMPDUma1cBAYH7h66pDZ4z1mDjG03J+UPkntgyYIIoVyix8orA1i8GM+dp1JZlqwRWWUnqSa6+hSMuEYuxD5hFTVkWhcm7h+wMzJo3jfWl1azLvzzguW+bqehs5Kenxd5ozyHjp4ztvXCJWIyNTxRXcs9SmLyb60WXAJWq29IjFFu/GCw9Qqi/XKT67DKTBnzOMk1tXCOX4B69grrKPLKPbey3yCUgIPDNYuEegtfMh1AaWZB7YgtFqfsGdIuIJTIMbdzuui84+KiylnsK/RKZDPuA2Sh0jcg9+RXFZ/cPWgjbE+VB++3brBjORv9bYirOlwEqFgWxKjmf1LrmAc/pmtriMWM1tn6xlKcd53phGjrGlpg6+mJs78Wtpjqqi9PVFswtdVcH3UfvokrJuYPknvxKyMoWEPgWkWlq4xS6APfoFdxqriMv4et+QoyxxJ8A6Jk74BwWj0PQHOqvFFOcupeKjFNqJ7XXPa1ZZm2M/+HROSGNB7mWLka27hj3EVEgEvUTbNRV5A36Hu4dmzW09XrEGH32deeOel8qd4z8YW2gJ0r6XH++rqzl9zkqoYRYKsfWNxrnsIXoWzpSev4QRan7hhS5jRRj0iuidItegabSgPxT2yg+s5/Otpv37T0JCAgMT2+kp2vkA3R3dVJ4ehel5w8P6JqWaWpjbO+JqYMvJo4+GNm601J7herSLOSaWlh6hlGUspfMw+uHjBPpjdB22H9pygmaYWrOmbdFuCGXyViUMLTrm5VXBEFLn+NWYx11FTnoWThibOepmi/3iXocTMxo5uyPS+QSLNyCqUg/SeHpXaPq+hYQEPj2MbByYeZP/8bJT349amdIa58oQla8TEXaSS7t+xhZRxtFi4J47mIJO+5xg1caWeAR+yD2ATMpu3iMnBObuXlj4HV3XyRyTeQKJXKFTs9tzz8tnR7hRd/Hex7TUqLQMVS5Lnd10NZcT2d7K7e7Oljh58DOvKtINbTRVBogEkvoam/lVnM9nbeaaW9tofNWMx09Ao6Onvu9go6O1r7PtYwYy2Vk64HXzIcwcfSh4NR28pN20NHaf71iZ6Q7gYZKbPacv+uaYWBGyqa3Rj1+OocvwjNuDYfe/emQ1zoC3z8EgcYPAKWRBTa+Mdj6xaBrYk1VdjIV6QlczT+vGoBEImx8puM77zG6OzvIOPgZV3JVhTRDa1e8Zj6EmfM0Ck7vJC9xG4sMpKzzd8Bx39S0mJyKk2cLTRnnZvvhdeAi3foWeMWtwdYvltILh8k9sYWb9dcRiSU4hczDe/YjNNVUknHwM2rLVJ3wcoUSK+9IbH1jMHP2p6Y0S9V1n5UkDNgCAlOYux26C6jKSiL7+KZBcz7vFvyjsfQIvVvwzzhFa2MNErkm9tPicA5fhJaeCcW9rho9Sl09qZjs+QEEHknjetvIitxvmqk4LoMqfurltFL1BYdMU1vtliGVaVCYsofiswdob2kYlaCmL5o6hrjHrMQlfCGXc1LJOb7pvmYfCggIjA0jOw+84tZi4uhNQdIO8k/tGLrAJRKhZ2anjkQxcfRBKtOk4Vo5Gto6PZ3AOwd0kRQtCODNnEq+GKON/jfBVB2XU2b6cu5GM89fKlU/ZuLgg/fshzFx8KbhailiqRR9M3vqr5aoF5drSjOHnRP3ft6mjj7kJ20f/vMWEBD4xhGJxFh5R+AevQIdE2sKknZQmLyn3/d0LPEnYokMa58onMMWYmjtQtnFoxSl7GWnuxaFzW08dX70EXeTgZa+qVpgYWzrgaGNK+03m1SuF+Uq0UZTdQXFs9yY1WCHUU+Mioa2LnWV+WpRR11F7jcuKvsk2BlnpSZL8lpxDl+IfcAsblQVUpS6l6rMpCFjuUaKMdHQ1sM5fBGuUUtorqkiL+FrLmcnC1bOAgJTDHOXAFwil2DuGkj5peMUnN5Jw5XiQbcVS6QYWLuoBRumTn5IpHJEIhFll46Rd3IrDddK+8VAfTDNgUBDJRHHpmYTw1ScMz9qb8Jrg8RPaSr/P3v3HR/HeZ+L/pm6HdhFbwRAEgRR2EVJJMEigiqWqGrLRZKPo5vYsZM4jpNbkjh2knNzy8lNsyPbuSfxsX1jS3KRrE5LFkmRFIvYKwAKYEPvWADb28z9YwaLXTQCFCCT0vP9fJa72J2dmXcBvBy888zv9aB0zV2o2f5ZWDOyIejAUGfL+LQ0MxwvKzYnltx+H5ZtegTQdTQfegVXT7zFsBzRLaio+k5sfOIv8Jtn/njW094b1TS+hpyyGmx/5x/weLaEktdOADCOq9MDFU44PAVYtHIz8pauRmCoByO91wBdTw9bmMtriXhaMCKWEpqITghNjAcrjHunpwibPv9XsLtzIIgS+i+fxs8LO/A1x8PQdB39V8/jyM/+Hlosam5vfB8tdheUCcGPya+5oGuasU/hlP0K+qBY7HAXLoVis6Or6Rg6G48YQZGQH5GQLxn40LUEVmfa8PrWWjw2mIvy+7+C5kMv48LbP5lV1Qzje7YBGz/353jrma+mVWOmjz4GND5m7Jm5WLR6K0pXbYW7qALdF4+i7ex+dDYdRSIWQemqrVh53/+ERCxsBjWOAjBKkNbWP4lFq7biiePPYNSSiT87dAZh/zDC/uHrJs0+TDfTwbOs2mBxumF1urF7XR6eKbkfowU1aDn0ijGIHxiBIEpYcvsnsPLeL2C0v8MMZlyAxZGJRSu3pE+FcGYfOhqPJKdCIKJbg2p3obLuseRURo17nsNAa+OUy047ZcbZ/fAPdsFTXIGKjQ+hfO0O9F89j5bDr+DRaCv+eFkhqn498/zQvy03U7+c6u1ttegJR/H1HhnLNj2M0lVb0X3xOFoOv4qeS6fH++FVW5FTXouellNoP3cAnQ2HEZ2mH3ZmF6Gm/nMoW1OPqyffRtO+nyMw1PMht4yIZutGKyrY3XlGeeDFq1BQuQ7O7CIIggBv5yVcfPdXkFuO4J0ty1DxximE56GM/ny7Wfvl/2d1GbbnZeKuUwOo2voplK/bYQ6aJIy5sC+fMefDbrrufNvAFBVTjk5d7YSIbh6e4gos3/opLFq5FW1n9+Hi/hcw0jMe2prL9CcA4MgqxNI778fS2+/HV9pexX9gEc5facZoXxtG+9oR9PZ++KEAQUBG7qJkECOnrBrxsB/P51zBg00W9LU2YrC1CaP97WknMj+cXRNh9+QjI28RMvPLcHeWFbWLl+E3rhpcPvoGLh/79bTHtrOZxiSzYDGqtj2O0tV3of38AVzc/8K0J3uJ6OZhy8hGxcYHUbHxIQS9fcZ0F2f2XXc8OCNvERbffj+WbXoIsmKFlogb089dPY/+K+exaymwp3cYf37u5ptCG7g5j5nHpp+69/QAIsU1RhhmyWo43LmAIKKn+SQa9/4MA60XrlsiP2vRclTWPYpFq7ai++JRNB98BX1Xzn5ILSGihVKx4UHU7ngSb37nD+c0FUnJis14ebkdz637ElrjMhSbE6IkpVSd8KWFKhLRMDLyS5G7eCX8A124cvJt9F89Z4QYgj7EQoFpw7zTkVQrims2onztDhRUrkPflXMIjQxi0crNuHZ6L17BCfxh7R+js+E9ZC+qhCu3BB3nD+La6b3ovXR6xmlop9yeoo4HOOwZKK41ti3KCvqvnEdguA+q1TEe9rCnhD2sDiTiUUSDfnz96i/x08UP4YUf/Fd4O1tmvf2skkrUf+Ufse8Hf5m8WJs+PhjQ+BizOj0oWbkZpavvQk5ZNXqaT6Ht3H50Nh5B4fLbseq+pxGLBHDuzR+h+6JxMGrLzMHee9bh4I4/wP6rQ1DtblicbiTiUUTMsMbY/fhjb9rzkcDwgs6htJAHz7LFBqvTaLPV4YbV5Ul5PP68EcrwANAR9nsR8Q/jj9rfQHD9Dnzhv34T4aAPgihh8fp7sfLeL8A/2I1zb/4I/qFuLFq5FaWrtyKrZBm6mo6h7dwBdDW+l5xihohuXZJiwdI7d6Km/rPwD3ajYc+zyf51KoIoIb9iDUpXb8OilVsQ9nnRdm4/2s7uR2CoF+Xr6lGx8WH8We9uHMhbi5fON2C0vwO+gQ74BjpvmpNQN8ughijJcGYXwZVTDFduCX7fHUeo5i4ck/Jw6cjruHx0F0RJNoOM2+ApXoqupqNoO3sAXU1HZ+yHPcUVqN3xJAoq1xshvHdfXLD5GIlo/tkzc1G17dNGxaOGQ2jc8xxGpqh4NB3V5kRh9QYs3/wocspqsPPS64grKv6tT0f7+YPou3L2pgrY3iz9MmD8X+fw5KOktg4blyzF5+Q+/KTmvyAS8qP9/EG8f/AlDKfMhz2b9ZWtuQs1O56EIEho3PMsrp3eO+eBGiL67bI43ajc9DCW1T2KkZ5ruHjgBWNKVjOwMHn6k1fRcuTVaY+/6nIy8K/3bMEz+bfjYucoHDnFyMgrg8WRAd9AlxnYaEsGN0b72j70K4c/zGkBFasDGXmlyMhbZN4bN1dOESKBUYz2tWK0rx2BwTbsuqscT/3bj3God2jKdY1NY1JZ9whG+9snTWMCQUBxzUZUbX0cmQXlaD74MloOv8JqoES3IEGUUFy7EZV1jyKrpBJXjv0azYdfve4Vv4IgomLjg1j9wBcx2H4R/sFu5BZX4LvXfopvFu7EifMn0NFw+Kabeu5mOmaWFBUFy9ahZMVmfD9xBm+X1eO1/hASsSiKazagp/kkTr36b9ed/lpSLChftwOVdY/A4nSj5fCruPzeLoT93g+pJUT0YVj9wBdRUHkbdn/v67O6uGFMwwPrsX/JnfjfnnsBId/wrN4ryiqWrL8XNfVPIBIYQcPuZ9HReHjWQWNRVlFcfSfK1tajqPpODLQ2ovX0XrSfO5C8QM7q9GDFjifw61VA8T/8CNGwMUZrd+ehbG09ytduh8NTgNaz+9B6ei/6r5yfdQhblFUsuf0+1NQ/gbDPi4bdP0Vn03uz2n/FYodic+K5dcXIXbUOW5/58ayn7HJ48nHfn3wfx3/1HbSfOzCr99BHCwMaBMC4urvEnEIjr2IN+i+fQ9u5A4AA1Gz/HCKBUZx780cIXz2NC59Yi9t3n0d3aLxzVqyOZCjB6nTD6syEJfnYnawiMXavxePJsEbY50U4MIyIfyTlsRny8HnnHOiYy8GzEbjwpOxb6uNMWJ2e8X13uAFdQzgwjLDP3MexfU3db5/xfNg/nHZy9HfKc/HNFeWo3HUKi2+7Byvv/QIC3j40H3oFDk+eMQVNXik6Gw+j7cx+dDcfX9AgCxH99giihPK19ai9+yloiTga9jw345V/gDGgkVNea4Q1Vm2FBKvOmAAAIABJREFUFo+i7ex+tJ07gHdvy8OrtffjVw1dsGcXwpVTAmd2EaIhH3z9RljDZwY3Rvs74B/o+lBDXx/moIYoKXBmF8KVW5IMYrhySpCRWwJbZjaC3j6MDnTA198Jm7cNP7mrAlv++y/hqtqI0tXb4MwuQufYVGDNJ697RVDe0tWovfspeAqXomnfL9By5NVp59clopufanOicvNjWL71Uxi41oiGPc/Neu7WMZJqxf5P3IGBL/1fePZ0PxR7BgRJgq7piASGERjqRXBkACHfIMK+IYRGBhHyDSE0Oojw6BBCvqEFDxN8GP2ybLHBlpENmysbtsxsWF1ZsGVkmc9lwe7Jh8OdC9liAwDEI2GERwfwf7ha8HK3D3/7ve/MaS5ySVGx9I4HUL39cwiO9KNxz7PobPxwTnQS0cIRJRlla7ajatvjUGwuvP/ui7h8dFfa8dZspj/57rolWOdxYMu+xrS+RVKtyMhdlAwqZOaXIiO3FK68EsQjobTAxmhfG0b62hEY6lmQfnq++2ZBlODIKkDmhBBGRt4iyBYbfH0dGDGDGMl29rdPCnkfvmcNTg6M4I9Tpp8CxqYxeRwlK+qmnMZEsdix5M77UbXlU4iGfGja/wLazrwz63LPRHRzc+YUY9nGh7D0jvsx1NmC5kMvo7PhyIz9o2p3YfX9X0Tpmm0o2Ptd/KnLh28VbkZHyI78ytsRHOlHV9MxdF08iuHuqxBg9GWCIBj3omg8FiQIogBBEAFBNJ+f4j752Hg/BAGiOOE907w/EY/h23dU4c9OtkDXdeiaBugaNE1LPtY1DbqectM0c9lE8j26ngA0fcIyE+/H3qMBug5NSwC6DtWegcLl61FUfQfylqyGt/MyOhoO488TTViy7RP4P0eKIak2HH/xO+i/OvM0MRl5pVhW9wgW33YPBlob0XLoZXQ1HePUUkQfYZue+ivIFhve/dFfz+p33a1IU577my1BELFo1RbU3v15SLKKhr3P4drJ3VP+vyBKMgqX346ytfUort0Eb2cLWk/vRdvZ/TOGeGcKNDuzi1C2djvK1+6AxelG25l9uHZ6LwZaG6YMWyhWB5bVPYKqrY9jqKMZDbufvW5fOp3fKc/Ft1aUo+L12R3LqzYn7v2T76Pl8Kt4/8ALN7RNuvUxoEGTKBY7ims3YtGqbShcvh6D7e8jMNSDvKWrUN+2D9sDl/HQZQ2xcADRsB+xcNCcpykw66u1FYsdFpcZ4BirOOEaD0JYXZ6UShSZ0LSEEeCYUI0jrTKHGZg4ct861B9pnXq9Zghj8nqHk5Uuplyvud1ZpQ0FAYpqg2KWOVKsDqg2BxxWG/YsCuKvar+M/nAM3q7LyCqphMOdh/YLB9F2dj96W05xsILo40QQUFy9AbV3fx42lweN7/wMl4+9Oatpo7IWLUfpqq1YX7kCf3Xtl/ii+x50XW3EQGsjhjqakYhHYc/MhSvXCCeMhxWK4cwuNsIbKcGN8SBH57yHN+Z7sFmUFDhzjEoYGbklcJr3rhwjhBHw9k1okxHI8A91AzAG8XPKqpFTVoP/Hj2GX1U8hF1X2o1++NKZ6w+4CwJKautQe/eTsNgz0bDnOVw98Zs5l+0jopvX2Mn+mvonEBjum/PJ/tYH1+PLZ1rxZkc/ACAzvwylq+9CyYrNyMhfhOHuq/ANdCDsG4Zqc8LmyoLVDC9YnW5EQ36ERs3Qhm8w5fFQ8nHIN3TDVTlutF8WRAlWp9vYT5cZthjb7wkBDADGfo6OBVCGIAgC7O5cZBYshtXpRk/zSbSe3Y+upveSbXm7fhX6wjE8dbhpVvuUDNVs+SQGWptuKFRDRLeGnPIVqNr2OAorb8OV42/h/XdfhH+wO/m6as9AxYadqNz82KTpT07csxq7e4fxF3Moo2/PzB2vMJE/Hm6wOrPgH+wyAw3pVTeiQd8Nt+9G+2bV7kqvhpFrPHZmFyHsHzL2rTe9QkhwpH/W6//7VWXYke/G+rfPzmoaE2d2EZZv/RSWrL8X3c0ncXH/C+yXiT7CRFlF2eptWFb3KBxZ+bh05HVcOvLajJUcPMUV+M9NNfjVhq8hJsrJ0IMOHYIgQhQlAEAiEYMWiyIeiyTDDEgJM6SHIVJDEeMBiLFQBaYNUIwtnzDDEcay0eAIvrFzO/7lwFloOsYDHFOEQCCaoRFBSH89NQRiPocJoZHx9xiPRVmFpKiQZAWCKBn7mvLZCIKAFYNNyEj48J2DR3Dp8GvTnngVRAmLVm5BZd2jyCwow+Wju9By5DVOw0r0MSFKMuq//I8Y7rmCE7/61+su/0cVBeYU2qc/8LYLKm9D7Y6n4MotQdO+X+DSe69Di8dQsGwdytbVY9GKzRjpbU2GMq5X/WfMbI+XM/JKUba2HmVr66FYbGg9vRfXTu/FUPv7sLqyULXtcSzb+BC6mo6iYc9zaSHjG2EVRVzauQ5b9p7H1cDM5xBFSUH9V/4B3s5LOPnydz/QdunWxoAGzUhSLCiqvhOlq7ahqGYDnrz4PEbrHsHzTX2Ix2KQVRtUmwOKxQHF5oAoyUZgIxJALBRANBxALGw8jkUCiIYCiE0IdcRSbsbrgUknxxSLfUIVjqkrXYiiiPvXVmLXyUYER4bGK3NMCGCM3U8MXIiSAsXmgGp1QrHazZCF3fjabKdqcySDF+nPGcvKFhsS0ch4eCXsRyIegyTK+Eb/23jvga/j+JUhtJ47gLaz+9F35RxLLhMRchevRO3dTyG7ZDmaDvwSLYdemVVZ5b9btRifefAB7Nx7BZ5iYw7rzIJyjPa2YaDNCGwMtDZhtK9tPC0sCMnwhiunOK3ShCunCLFQwKgyMRZy6O9MTptyI9UhbmSweWIII7Uihi3DDGFMCJeM9ndMuqLR7s5DTlmNeauGp2QZAt4+DLYan80/WDuRt2oVtjzzn9e9UluUZJSvuxs1O55EIhrGhd3PouP8u7zihOgj7Eamy6jLceH5jctR+tqJKV+3ODJRXLMRxbWbULj8Noz0tKKj4RA6LhzGSM9VCIII1ZGRFn6wubKTAQ6bGYywZmRBFGUjtOEbRGjEuA+PmoGOGapyTOyXU6tdJLeTsr2x5yz2DEQCI5PWHRpNCZGMGvsRj4SSpZiLa+tQXLsRiWgEHQ2H0dlwCH1Xzk/5Of6vy4vw9OJ81L4586CQLTMH1ds+c8PT0hDRrcvuzkPl5sdQsWEn+q+ex8X9L6D30nifMXH6k6uHXsZr9kv4xDtn0TD6wYPIkqIaFdrGKm6Y4QhXXim0WHRC1Y12jPS1wj/Yfd2/+2c6ZhZECa6comT4IjWQISoqfCnbHDHDGL6Bjnmpyrky045dW2vxSLQGZRsfgq+/Y/I0JgDyl61D1dbHkbt4BS699waaD750001XQEQLy120FJV1j6Bs7Q70tpxC86GX0dNyasorlxseWI8DeUvw1Z+8OOXf4q7cEpTU1qFkxSZ4SirR23IanQ2H0NFwBGHf1FMuzbcPY+opUZKRt3QNSlYYbYUOdFw4hI6GQ+i7fHbKC/kkSULXX34Zj//7c3i3b/LUXnZ3nlHdZMNO+Prb0XzoFbSfO8CLAok+hhSbE/d97Xu49N7ruLj/lzMu+8aWagTiGj5z5P152352aTXWPfwHyC6thq5rGO1rx7WTb6P1zDs3dJx4I2PM7sIlKFtbj8W33QPV7oIoK+g4fxCnX/93BIa6r7+CWTpz7xq80jmIv2lon3G5us9/C5Ki4t0f/w3HlD/mGNCgWRMlBQXL1uDRT38el4YBT/FyhHxDyZNcA21NGO66CklR00MMVgdUqyMZdhgLMiRDD2OvJ292aIm4GfAYDznEwkHj69DUoQ6jokcATXUlWHN6ZMbtp4ZKxl93ABDMQEnK9sztRydsd+K2x7YPHchaVImcsmpklxpXaIuSjIHWRnjbGrEsV8VLP/sxEnEeFBPRZO7CJajd8SSKqu9Ey5HXcHH/CzMOPuzfvgLNwSi+dHS8jLOkqPAUVyarRGSXVsPicGGw7SIGWpvM0Ebj1HN0CwLsGTmTpggx7o3whm+gIzlNSLJKxUDHtOGN6Q6eRVmFy5ySxZVbnB7CcGWlhDA6k9Oz+AY6py0rrVjsyCqtSrY7p7QGEAUMprR5sO1iWvDlC+W5+OuV5ah4bfqDe0m1omLDg6jZ/lmM9rWjYc+z6Gk+Oe3yRPTRVFh1B2p3PAlndiGa3vk5Lr33xpTV1b63bgnWeByo23P90piipCC/Yg2KazeND8iaYY2+y2euO4gqqVYzsJEFqyt72mDFxKocT1u9+KlWkAx7AEipdDF1xY6wbwhh//B1TzBaXVkoqd2I4to65C9bC29HSzKUMdo380AFAORbZJy8dw1WvHkaw7HJ28rIK0VN/RNYtHILrhx/E037fsETgEQfU5JqxZL192L51sehJ+K4eOAFXD25O60anbtwCb5StxlfWpmPb1rvhm+oGwFvHwLeHgS8vQgM9Rr33l6ERgY+8CCpLSM7vZqF+diemQP/UE/adCljAY6xMs6dD9+OJXuazfeWpQUxnFkFCI4MTPn+2V5xOB1BlGDLyIbDk2/cssx7TwEcnjw4PAX42+N/j9+sexT/+799F4MdLcn3SoqK8nX3oGrb4xAE0fgenPjNnOY6J6KPHtliw+L196Ky7lFIsoqWw6/g8rFfJ6sMzbWMvmp3oah6A0pqN6Gw6g74+tvRceEwOi4c/MBXPc9koaYFVO0ZKK7ZgJIVdShcvh4jva1GKMMMbM/G4XvW4NTgKL56ymy/IKCo6g4s2/QI8pasxNWTb6Pl0CsMMBMR7O483Pf17+PkS8+g7ez+aZe7tPM2/O35Nvy0bfaV1qYkCMgtr0XZ2h0oW30XQr5B9DSfgt2Th8LK9R/o7/gb6Zc9xRWo3fEkCirXo+P8QcRjEZSs2IRELIrW03vRenrvvPSV/7G+ApUuK7a9M33luDU7v4T8irXY/f2vz0uQmm5tDGjQnEmShEQiAUEQkZFflrwqObusGhm5Rslm4ySYcULMN9A5ZVJ6xm2o1vHQxhRVKtS0sMf4NCKAjp84z+ML/pUIB33JSh2pAYpkRY+xr1Mez2ZagVSCKCVL5WeXVSOntAbOrAIMdV7CYFujeSK0KS2JN/b5ERHNxJFViJrtn0X5urvRemYvGvf+DP7BrknLtT64Hr97rAV7+qafnw8ALE43cszQWHZZDXLKqhAN+pPBhYHWJng7m2c+OEyGN4pTQhtmuCK7CLFIMK2axdj0Inu2VeHhs0PG8invtbk8CHh74evvHA98DLTD19+JgLd3xpOAgighs6A8rTqGM6twQv/beN3SnWMl6LbtvYDLgfRpulR7BpZv+SSWb34MvZfPoGHPcxhqn78UORHdmrLLqlFb/xTylqzE+wd/hffffSmttPvJe1bjrd5hfGMOZfTHuAuXJMMamfll6H7/BDoaDqOr8b0Z52G9HkEQYXFkwpqRBacnF29+/hO454evwu/tS1a7+CA8xRUoqd2E4to6uHJL0H3xmLHfTe/dULn/i/evxTMt3fjepfE+fOxzz12yAs0HX5r0uRPRx1tB5XpUb/s0skqX49KR19F88KVkcOG5DZXItlnw4JErKSGEgvRAgjsfFmcmQqODaaEN49Zjhjp6Zz2t60SirBqV4fLSK2Bk5pdC1zR0N5/EipUbMBhNTKrAYVTD6JzzeMUYSbWabc0zQxepn0EebBnZiPhHJrS5F4GhnuTj1+8ow2Bcx5Pm9FO2jGyjisnGBzHYdhEX97+AnuapK0cR0cdb7uIVqKx7FMW1G9F+/iCaD72MJxUv/nBZIapvoIy+KMnIW7IKxSvqUFJbB0EU0XHhEDobDqP30pl5nXp0PgMaGXmLUFJbh+IVdfAULUVPyyl0XDiErsb3EPZ757y+/7aqDHfnu1F3+BqWbtiJZRsfRjTkQ8uhl3H11J4b/v+KiD6aPMXLsOMP/gn7/8c30H91coBgmdOKd7avQMUbpxDWbiywnF1abUwrsmY7YuEAWs8Y4YfUCzXSKmFeOIiGvc9jdA7hiLn0y/kVa1C74ym4C5egad8v0HLk1bSxj5yymuT+RoKjyWlQ/AOds290irvzMvE/7liGstenPiZetulhVN/1Wbz1nT/8QOM79NHBgAbNK0m1Iquk0rxyuQrZZTVQLHYMtl80QhvmCbOF7IAWsvycI6sgeTV6Tlk1PMUV46Xy25ow2NoEb9dlTllCRPPG4nSjauvjWLbpYfQ0n0DDnufg7bwEANiS48KzM5TRn5EgICN3kRnYMIIbmfllGOm5ZoQb2hox2NqI0f6O2YXsBMG4YtCsguHMKUFGbgky80rwqZoC/Ofhcxjp60ibliTg7Zt1f2nPzDWDJca+ZpVUIjjSj4HWpmQlpxvtf0/fuxqvdXrx1w1txrbceai+6zNYcvsn0HZuPxr3Pg9ff8ec10tEH21plRxOvIWmd36O6HAfrj60Hvfsu4CLvg82KGp1elBUswEltXUoqFyH4e4rRiWKC4c+8NUdH/R4WZRVFCxba4RJajdBi8fQ0XAYHQ2H0Xf57Ac+Fv7FxuVwyCJ2vtuEwqo7sOLup+DIKjAqlxzdxQFnIpqWK7cEy7d8CotvuwddTUdx8cALeLfGih9c6cU/N08OO6cSJRl2d+54iMEMboxVlLC78xGPhsYrbwyPhRjGK3JMWaHuOqxOD+wZWTjz+49i8d99e84XdFic7vSKF6nhE08+ZNWG4HDvhP0eD58Eh/uvW7Hpf15ehN9dnI+tjWFUbX0cRdV34urJt/H+uy/yOJmIZsXiyMTSO+7HsrpH8IUrr+JC5hL85Mw5+Ac64RvsQnC4/4aOITMLys2pUOqQWTB/AWfggwU0BFFC7uIVKFmxGSW1myCpFnQ2HEbHhcPoaTl1Q6E71Z4BV3YRnDlFWJ2ThaeWFOKlxfej9ewBNB96BYNtTTe0r0T08VBYdQc2PfmX+M0zfzzp+O3vVpTiwSIP1v7m7JzW6Slelgw56FoiGXK4XjUg1e5CZd1jWL71kxi41oCG3c9ioLXxutu7br8sCChZUYfaHU/BYnehYc/zuHriNzOH9wQBeYtXoWxtPUrXbENwuN+orHHmnete+DdR20Pr8dSR9/HuQPqFKkXVG7Dxc3+Ot5756g0HQOijhwENWnBWVxZySs0KE2XVyC4dv2p7rMrGUMd1rtqeg/lKN6s2ZzKIkW3uPzQdA22NybDJYPv7aaXyiYgWimKxo2LTw6je9ml4uy+jYfez+Fu3D6syHdi89/pl9GdDUtRkyG4sDKFYncm+etCstDHXQY65ngiULTZkL6oaD4+UVkOUlbR9GGxrQjTkn2sTp/Tv65eiKsOGBxt8qK1/AiUr6nD56C407f8lQiMD87INIvrosmfmomrbp7H0zgdQeeaXuE/146E9JxH2eREJjs65ktxU0gMRddASMXNu6hsLRNzI8bLF6UZxzcYFCYyMEWUVVqcb/6U8D59csxbfyb0LgiChcc+zuHZ6L0PQRDRris2JijsfwPK6x/CZoaP4QcCFITOUEPT2ITDch+Bw35yr/FidnknTgNg9eXCa97JqRXC4D/4hM/zg7YXf22vcD/UiNDJ9GGKqY2ZRkmHLzIUzK33KEbsnH86sfNjdeYhHwwh6++D39hhtS5m+xe/tmXNoRLW7YHfnweHOg92TB4cnH8UZGfh0po5X8+5E0/4XcOnoLsTm6ViciD5mBAH5S1bhwU9+Dhc7R2Hz5MOVUwyr043AcH8ysOEf6IJvsNO875pVQHfS8WrXZSNEfOEQRvva5ryrcz1mVqwOFFXfiZLaOhRV3wH/UE+yusdQR/N13y8IovF/SnaRGcQohiunyPg6pwgA4Bvogn+wC76BLgx3tqCqyIG339zFas1ENCsVG3ai9u7P481v/0HaMeKB+hVoHAnhKycvX3cdmQXlKFtbj/K19RAlBdfMaUK8nS3Xfe9EkmLB0jsfQE395xAY6sGF3c+i++KxaZefdhptSUb5bXejdsdTiEeCuLD7OXScf3fO0xcKooT8patRtrYei1ZthW+gMxnWmM0Y8aEdK3HGG8AfnRqffiurpBL1X/lH7PuPv5hVCIU+PhjQoA9f6lXbZgAis6Aco71tZvjBuBp6pK/thga0b2TAWZRkeIoqkmX/c8pqYMvIwVBHc0qQpInzWxPRb50oKVhy+72oqX8Sv3/tFex2LsPbl68h7Pci7PMi7B9OPp6PuZ/TQ3Y1yC6tQiQwkpwWZbC1EUOdl2a8+mOmflkQxLSpSrLLauDKLoS3+3JadQz/YPeU758LUVJgdbphdXlgMe+tTg82O4ENi5dgV+4deP/Ai2g++NK8hT+I6ONDtTmxafND2PHQozjRG4Nqz4RidSASGDH7Zy/CvuGU/tq8H3vs9846sPxBpxSZ7fHyfEy5otpdsDqN/tbqMm9ON6yuLPM5d/I1SbEYJZ59A9iSGcS//OJFtF84NKvtEBFNRZYVPPjpz+PC1R5YXblwePJgdxs3hycXoignwxoB74T74T4EvX2IR2c/DZSs2oxtePLhzCqA3Z1n3JvVLGwZ2Qj7vSlBij4EhnoQGh3Ce0ujeDCxJiWEkQer02NMu5IMefSkTUNyI/tn95jhC3eeua8pX7vzoGlxBLz9CKZ8LoHhXvj727G6ohjvvLOXJwKJ6AObOAW0KKtwZuXDmZ0aSiiGM7sIzuxCxMKBZDjBCCh0JoMKYd/QpPWnBZxX1CERi6Kz4RA6LhxC35Xzswr+zuaY2ZldiGKzgkd2aRX6L59DR4MRpJ7qZJ6kWpNVMFzZRWntdXjyEPaPwD/YmRLEGA+pTDW9H6fSJqK5Wn3/76Gw6na8/d0/SY4dtz64Hk8fa8E700yh7cotQfnaepStrYdic6LtzDu4dnovBlvnp3KPIEooW1uP2h1PQdcTaNj9LNrO7p/UV0/sl2XVhoqND6L6rs9itK8VDbufRU/LqXnbp4LK21C+bgdKausw3HMVraf3ou3Mvmmnpvpvq8pwT4Ebt5mVSBxZBbjva9/D8Re/jfbz787LftFHBwMadFOQFBWe4mXJk385ZTWwODIx2P5+2vQhY3PIzmRWB885xebJQKM6hqdwCXyDXWnTsIz0tvIqPSK6aQmCiPyK1bj/oU/i/OVuKPaM5Ikui3kiDLqWFtiY+Dgy4etZ9XmCgMy8UjPQZvSjGXmlGO6+mlbhwjcwXiovtV+2ZeYkwxg5ZdXIKlmO0OhgWuDD23XpumWWxz4D1e5KBi2SJ/3MxxanO+VrNyTFOt5m/3Cy3fHgMKpKPHj5+R8iGg7e8PeEiAhIHyQVRCkZDDNCCmYwIS2k4E4GFxLxGCJm3xTyDRl9ls+LkBniiPjNxz4voiEfoOuwZWSjuGYDimvrkL9sLbwdLUZli4ZDaXO9ppr+qhMF+RVrkqEM6DAGmC8cRt/lM9AS8bSw2+R2uVP6Y6MfTsTCKUGUmduVejU2B5uJaL7M1J8oFjvsnrz0ihHJ8IJRoSIRj5pBhd60AMf44/6ZyyanEEQJtoxsswrHeEUMPR7FrhUJ7Djqw+hgjzl1Si9Co4OzHpcQJcWcoiU1hJIHhzs/2UZJVqYMoYyFVILePsQi0x8Ps28mot8KQYDNlZVeUSK7OBlykFUrfIPdUwYbAt4eaIk4PMXLULLCqEbnzC5CV9NRdDQcQtfFY9NWBJrqmFkQRGSXVaNkRR1KajfB4nSjs+EIOhoOofv9E0hEw7A6Pcl9NUImhckghmJ1wD/YbezjYBf8KUET/1DPDU19QkQ0V5ue+gYUqwMHfvgtbMtx4j/vrETp6+lTaDuyClG2djvK19bDlpGN1jP70Hp6L/qvXZiXSqHTKa7ZgNodT8GWmYPGvc/jyvE3kxezjPXLFkcmlm/5JCo3P4bellNo2PPcrCoV3ShRUlBUdQfK1tajuHYDBtub0Xp6L9rPHUi7eKXGZcNbd9ViyesnIFiduPdPvo+Ww6/g/QMvLti+0a2LAQ26aVkcmeNTjJgl7uPRSPrUKO3Nk64WmXjwPON6zPDHVOshIroVzDRIKqu28ZNlqeGNZJBh/DWLMxOxcHBCeMFrBhqGU67wHk47MQgYV4CMTY2SY1bakFVbsq/+tbUJT3h2IrusGpKsYrDtohnIMPrz1Ku9Fasj7YpqS0rAIrUdVqcHqt2FaMhvhk2mDqGEfV5EAmP7PH1VDA42E9HNYLwPnKbSxFigw+mBYrUj4h9ByD+EsM/oByOBEShWBxxZhXAXLkE8GkLXxeNoP/sOelpOJ0/ypR4vWxyZKF19F0pWbkbekpUIDg9gtK8VQfOKP1tKiMTi9EBWrRMCfjNVBhme9UlLIqKblcWRmRbgGA8+GF/bMnIQDfkQ9PYmK09MrMoxm6DFTNMCjgU7klUv3JOrYKg2F0KjA2Z1jvTQxdjjuU5VSER0K1AsdjiTwQ1japCxaUHs7lyERgeNAMRAJ/yD3YgER+Hw5CNr0XLkLl6BwbaL6DSnQvEPdiXXO3bMLKs2FC5fj5IVdSiq2YCwz4u+K+fg62uHpiWSVT7GwhiJWDQZEDGCGOPBkdDo4IKe2CQimg1RklH/5X/EcM9V/F7ra1hpTqFtd+ehbM1dKFtbD2d2EdrO7kfr6b3G1KpznC7kg8pdvBK1O55EdmkVLh54Ac2HXsHphzbh6VgVFq+/F21n96HxnZ/B199x/ZXNI0lRUVS9EeVrt6Ow6g70X7tghDXOH0Qs5MflnbfhGw2dGHrwLzHU0YyTL3/vQ90/unUwoEG3lGTlC7Pc/sTKF4Pt7+ONHWvxu636B67EQUT0sSIIUG2u9CoUqdOBTKhQMXZiMByYHN6I+L3QEglYXR5k5hbj+RUyHjnYA/9wP3Q9MSEwkh68SL16PL3yx4QQhs+LSHCUlY6I6GNLlOT0ENtYkCOlmoXTUwibOweKxQ4AiEdCCI4O4JNNFj9lAAAgAElEQVTRy3jNuQIWpxuiJEPXEogERxEY6kFweMDsf4fGA3op07DMZgoVIqKPE0EQYXV5ktU3xipvpIYpLI5MhH1D6dU3UsITYf8w3nlwMx4/05dWxWNsHVZXFiKBkQlTsfSmrSfs837oA+dERDc7QZTg8ORNnjolx6jCoSXiiARGIIhGXx4LBdB7+Qy6mo7h5zUu/E3uJ5BZUI5oYBjxaBiSYoXV5UZweGBCxY4u+AeNUMZMlYiIiG4Wis2J+772XfxVy0/xoroY5/JWIzO/HO0X3kXr6b3oaT51U4y7ZhYsRu2OJ5C/bB3ynU4c3f8yLu7/5U1xjk9WbSiu3YjydTuQv2wd+i6dwbc6XsXu2sdxcDCAd/+/v2Eoj6bFgAbd0kRJhqeowiy1X4WM3GI8sLYSz+96C71XGzDY2oiRvjZ2gkRE82ysbP+k8EZKuXuL0w17RhZ2LM3Cry+0Ijg6fpV3avBiLIgRCQwnS9YREdH8ysgvRdnq7Vi0YgO+ubEQ33zzPK6cfRcdFw4hHg78tnePiOgjTZRk2DJzktONpFW/cOciPNKPRzevx8uHTsI32DshwNGL0MjArKYAJCKiubE4Ms3ARjFc2UXGBYFFSyFLEj63qQI/eus99Fy6gJHea/APdsM30ImAt/emOGlJRPRB2d15+MtPPQV/5Wo8/9MfoKPxvZv2mNNid2LXl5/Avf/6w5uyCrJidaBk5WZ8tqYaebXV+Iu//jqiYVbtp+kxoEEfOSxTT0R0c2G/TER0c1FVFdEoA3FERDcTHjMTEd1ceMxMRB8Xt8pxKPeTPkoY0CAiIiIiIiIiIiIiIiIiIiJaYOJveweIiIiIiIiIiIiIiIiIiIiIPuoY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0wBjSIiIiIiIiIiIiIiIiIiIiIFhgDGkREREREREREREREREREREQLjAENIiIiIiIiIiIiIiIiIiIiogXGgAYRERERERERERERERERERHRAmNAg4iIiIiIiIiIiIiIiIiIiGiBMaBBREREREREREREREREREREtMAY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0wBjSIiIiIiIiIiIiIiIiIiIiIFhgDGkREREREREREREREREREREQLjAENIiIiIiIiIiIiIiIiIiIiogXGgAYRERERERERERERERERERHRAmNAg4iIiIiIiIiIiIiIiIiIiGiBMaBBREREREREREREREREREREtMAY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0wBjSIiIiIiIiIiIiIiIiIiIiIFhgDGkREREREREREREREREREREQLjAENIiIiIiIiIiIiIiIiIiIiogXGgAYRERERERERERERERERERHRAmNAg4iIiIiIiIiIiIiIiIiIiGiBMaBBREREREREREREREREREREtMAY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0wBjSIiIiIiIiIiIiIiIiIiIiIFhgDGkREREREREREREREREREREQLjAENIiIiIiIiIiIiIiIiIiIiogXGgAYRERERERERERERERERERHRAmNAg4iIiIiIiIiIiIiIiIiIiGiBMaBBREREREREREREREREREREtMAY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0wBjSIiIiIiIiIiIiIiIiIiIiIFhgDGkREREREREREREREREREREQLjAENIiIiIiIiIiIiIiIiIiIiogXGgAYRERERERERERERERERERHRAmNAg4iIiIiIiIiIiIiIiIiIiGiBMaBBREREREREREREREREREREtMAY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0wBjSIiIiIiIiIiIiIiIiIiIiIFhgDGkREREREREREREREREREREQLjAENIiIiIiIiIiIiIiIiIiIiogXGgAYRERERERERERERERERERHRAmNAg4iIiIiIiIiIiIiIiIiIiGiBMaBBREREREREREREREREREREtMAY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0wBjSIiIiIiIiIiIiIiIiIiIiIFhgDGkREREREREREREREREREREQLjAENIiIiIiIiIiIiIiIiIiIiogXGgAYRERERERERERERERERERHRAmNAg4iIiIiIiIiIiIiIiIiIiGiBMaBBREREREREREREREREREREtMAY0CAiIiIiIiIiIiIiIiIiIiJaYAxoEBERERERERERERERERERES0w+be9A0RERERERERENLUv/vVPEMsogG5+/blLL8IZHEZUVBGVVESklHvRuE8+J1qQ6+/GupGLCENGWLIiKFsRkm2IyFaEJQsi5s14rCafC5n3migl96VssBk7+w4jDAUh2YqwZEuuLyRbEZatCErm1+a2IqIKCMKs2yvFQvjylV/CJ1jhV5zwqU74FAd8itO4qQ74ZCcS4iyHtGazbV3H05dewIjkQLcjH932PPTY8hCRLdMuP59CPi9cmdmIa9r8rXSadku6BqsWhVWLQdXjUBNRdNoLEJ9Nm2bZbgE6FC0ORU9A1jXIMO5FXYMEHaKuY0iwwK8659IiSNAg6xokXYME4358nRpE6BB03bgHYAsNoNm9fHy/dB0SjPeM748G0XzP2DqMrzUIurEeATpyA524klEBMW15HQLGboDxiesQdMAWC2DEno2EloCo61C8nfiXb/8vSCQSc2oz3Tzuf+hp5G//HWi6Dh2ALerHlxp/jKguImr2uVHJkuyHo1J6Hx2VVFSNXEbp0GWj35WtCElmv2n2yZFkn6ymPDb656ikIixbEBdkQBAgaAn86fn/d7w/ntAXh6Sxx2Y/LY2/pguzv2bTM9qJz7e9Ab9ghV91wq844Vcd8MtO+FUnRhXjPijb5rTe6ykauoQH+o+iW81Gjz0fPY589NpzEReVedvGTCKBEThcnvntl6elQ9XiULU4FD0OWU8gI+xFq3vpvG7f6PsSZj+aSOs/BbNP8wR6cSmnZg7bNd4n6RrEZL+sp/WVQmpfafarmcFeNHuqkuuY9L6xPj21r0327+Prgdn/KokwfEpG+vLmkdP4skg+t8h7Bddyq5HQEhB0wD7cgX/6p6+zjyYiog+NAGB+/6okIiKapaf/5R0kzP+FdAA7OvZjVdcJRCUVsZSBjJhoDE6kDm7EJBWLAl2o7G9EVFTMAQ5zkEO2ISTbEJas5iCHaryWMsARlVTjdXN9SjSArzf8AGFdTg5ahFMGN8LmIPPYoEdYHh9IiUrqrAcivnzhh5BiYfgVJwKKI2WAw7gPqMbgc1Cxz9vgRnn/RdzbdwS9ajZ6HXnocRSg156HkGKfl/Vfj6gl0gb2F2w7ug5Zi5sDDsZgQ66vE1dzqxHX5uFwR0fKgIOWNoArQIOgIzkIoCcSGLZ5ZrnOsQGRKQYwzK/HBnqTAwzQ4Q724mrmMnMAQksbiJg8CIKUQYyxdZg7ACA7OIABV5ExOAFjAGNsOxOXBQB7LIig1Y2Elkju24mf/984fvrwB/+c6bfu6T/9NpBZAB0Cinyd2BRoQUgTEBUUREQFEUlBRFAQFhVEBBkhQUZIUBAWZIQFGRWRXiwPdiEsWYxlRAUhUUVYUhEWVIRE470hUTXeJyrGSaQpTiQ9NnwatqgfIdGKkKQiKFkQFC0IiiqCooqAZEFAVBESVOjm+/VJJ49Svp7ixFJmyIsHI5cxAgWjsg2jkh2jkg3DkhUjkg0JIbX/St9HYaaTfjO8lhEawv3hK+iQM9GpetCpuBGbeKLxOifBZmzndd4fj/ohz3RSbNK+f7B22xFHlhZBhh6FNRbEOecixOMzDPrOsO/p7U7/3qpIwKEnYEccNj0BC4ybHA3j1HTbTNtfIeXp8cciNFihwWKuU9U1KNChQoMMDTJ0yNDgj4TQZC+dsj0CNFh0DSo0qHoCCjQougYFCSjQjf+7oEM2Tx5e1RWEZAdUPQEVOizQjPeY25KgQwKMQXWz/+9RXdDjcci6hgvH3sKb77w6/WdMtwxJkvDlL34V1y61Q4IGh6Lg9z79AJrfeA02PQ6bANhEwAINFkGHCt38WTGOWWRokEURWQ88Bv/rv4AYCyePF8aOClrdi3GgvB5IJCBAR56/F8t8VxDTBcREBTFRMU46Sipiqh2V2+twdfdelPjaEdElhGWrGRaxICYpiEsyYqKKuCAjLimIiXLyeFmDAE0QkRHox5JwD3xQEJTtCMg2BBQ7ApIVMYsd2zZU48CxS9A0DYqeME7I6xokJMwTNzo0wViXJghY1X8OcU3AiOpK3oYV4xaRLJhx6EsHZFHA47cV4vh7F6DEIlD1OGQtDk0QYQ95kRP34ZolF+2OQnhll9l3pPQfM2ZAUvuWqZfQokH8xWob/vl9adJJsfQuceZ2pH+hw6rF4dLCsGtRlAY7UdPfBGs8jGGLG4NWNwasWRh2ZKFySx12nWhHXJ/phJwASU/Aqsdh0Y2+RjGPuy2JKO4YPANryAdbIgRZiyMk2xCUbQjLNgTMx0EzwJNQbajdcgf2Hb8CJGJQNON7K5kn6XLCfVjsbYVFi0BNxGBJRKAmooibP0vJe0FGVFSMnzvB+NmLizLccT+ywl6U1deja/dvIEWNfRKhIS7KiIkKREmEGIsmWydBg5iIQ5/qmynLKLzvAXS9tQt6PA4NQEIHErqOuA7ENR0RANGEhrAGBDQdfohYdP/DePXFVxCIJTDkH4XVbcG+fft4AvAWlZ9TgM9+5kk0nDkLRQc8VhlPP/k4Gl95CXY9AYdo9Mc2AbCIOlQAimD0yTJ0yJKEnJ2fhP+1X0CMR4y/4cwT0mN0CPhNxQPodBRBMP/mzA32oWrkEqKagLikJMN5cYsdS7ZvxdlDJ5AdGET+aIcZ5jDGKqKyBbHk74XRl8ckJdmva6IMDYAuCJASMawZugA/VPN31fi9DUg2JCxWbNy0Cu8ea0ZElyCZxy1pwSjzb8Kxfrkg0IlSbxtGLC6MKhkYUZ0YVl0YUTIwojiMgJ1utDj5rz7+KQCAAwk8cvsiHD9yAXI8AlWLQ9IT0AQRTn8/3HoYbZYctNkL4FWMfjmlt035zgnJu7TX037VJ/zeC4AeDeHPV1nxz80S4onUvlGf4qE+YfcnH6ePPSNpGjK1MOx6BM5YEFv6T8Ed6ENUVDFozcKAxYMBWxYGHDlYtfkO/Pp4q/n/gpDalJR91s3jxThUbTwQJ+saLPEwtvQehTXsgy0ehAAgKNuT/XNQMe8lG4Lmz07UYsf6ujU4eLQZSMSMMAd0SHoCOeF+VHivwBqPQNUisMSjULUoNEE0+2IjKBozf06TP2/mvQYBy31XIegaFt19D3rfegNyNAxJTyAuSogLCnQBUEQAiXjy81SQAGboN3VZRu4nHkHPr1+BFo+P9806ENV0RHQdEU1HUNMRTOjwJYC+uI7Vjz2OF37+S/jDUXgDfmQXZbOP/gjJzytBScVK2AUJKzMt6AtH4Ytr8MV1DMcTCGkadE2HruvQtASga9A1DTp06JqGCocCLZGANw6MaIAgSMavnSBCFCXj70VBgCAIECAAkggBIgRRACBCEEUUigksdqjoj8QwFAeG4jo06MZ2oY13FWPb1fXkgZ/xd68GTdMBfXxZXTeWNd5jqLApGIzGMJzQAQiAKEKAAGFsXDm532P9hpjcfwDjbRDHlx9vy9jyxjoAYI1DQlMgjoiupxynGp8ngCnblmzThPYZi5htNN4M3Xw8sZ26psFiURGNxcd7bbOtRjvE8a5xqvYaC42313z/eN86RZsBOEURebKGDkFFNBo3flZ0JPd/zt9P403TtjVfEaBrcQxLNsSi0bR2Tt3GGb6fE9omQ0S2CngkEW5ZwKUYMBhJJNtj/E5ok9qg64m0n0VR15Ap6fDIAoK6gM5wHMLYPori+O+JaOybS5LgUoAMWYFLEpCpiLgQjCEaDKCl+TRGR4fxcfSxC2g4HC4sWVqLUDyBiA5kCDoKnTYMBiMYMf+TxoS/R/WUJ1ToqMy0oz8YwVBcQyzl0xOmmzFmmqcdgoDyDCu6/WEMJWb4NlwnsKrPsICia1ic6cBVXyhtXyeadt8nmsVidgAOmwX9ocjs1jnLQO5M7Uwuo2mwWK2IRqPXXXY+2wwAhaqIQSiIRmfR7nlos1UEChQZXbo4Y3uv285pXpYBZCkichQRl2ISorFp2jXNLqbuu1UEPLIIpySgNSGl7e+k/ROBDAlwySIyJRHdmohANAorAFUQ0NRyBolYbOY20S1BkiQ8/fnfxflTp6HoOpxWK37vd55A40svwK7H4ZJFOETALomwi4BFACwioAiAAh2KoiB352Pwvf4CpHhkPEk/ISn/Ys1n0eEohgAdJSNt2NB3AlFdMEMfRtAjJimIqQ4srd+KswdPYOnQZbiCQ8bVg8mrT8YGOayIigqisoqYZEn+ERqWrIhJCrIC/djUdxxBQUFItiNohkWCsg1hqwNr6tbjyPGLCMIIlSQEGaKgTzoxPybX3407+k9jVLRh1JIBnzmoMZoy+Hy9K0isgoad64px6FgLhETMvFJCBwRgW/t+DMtOdDkK0e4sRL81Z27BkOtckCiLIr66LIHvtkwebE4zp6MRHaqWgFWPQtViUHQNOzr2ocR7FUNWDwZtORiwZaPPmo0BZyHu3LgCb57qmHb7ojnApOgJ46o8LWFetaFB1IGS4avY3H8ctpAPcVFCUHEgqNgRkO0Iyo7koMZYcCdusWPtpjXYf+IqNC2RcjWfsa0y31Xc1nkClkQElkQECUFENCU4ZAy4KcaA2thjSUVMVBAXVdzZdwySlkDBvTsxsutFaAkNMUlOvh4VZShaHE4tCDEWh2CeyMM07dcBJCQJ2Q98Ej27foV4NGYOZAARTUNY0xFOaAgkdPgTGkbjOnyChKpHP4Wf/eR5+EJhRAUR+aUFeHv32xzMuMVJkoRv/e130NY9DDGRwCI9iIfqb0Pr7rchmyesFM34fVHMk1eynjDutThkUUDWA48h+NrPoMdj0ARzyNb8QzEiqdi79D4I8QQk3bxpCRQHu6FpGiKiBVHZDOVZHKjauhHnDh3HYu81hHURCUlBQpSQECRogoSEIBon/AQRUUlBXFTM5wXEBWO5uCAioWnIi43ABwUByQb/2KCzbIUkyfj0+hKcOnIaUjRqngiMQ9aME4IJQTJP5hg3KRpEfnwUw4IVw4oLI6oDw4oLPskBPdknpgxUpA3SGkMTmXoUT6wvQsPBo7BGQrAkIoiKCkKSFZFEAros45qai34lc/xs3tig85QDs+ZjYerHqUvJkog/qFXxbw3R5GBzytD45H2eYv9TlzNeNp6VoMGdCMOlhVEe7YMz5IMzHoSkJ+BTHBhVnBixulB613bsOnZ1fLA5vVFmk4XkOq16AhYtDhUJKOaVf6XhbqjRMNREFJZEFEoiBl0QjP+jzUBnRFQRkRSE/3/23jtKkvO68vx9Jlya8l3V1dUW3Q3vCAIkDAECIAUBIAxJ0UlaStQcDeV2drSaM7tn/phdiTM7s9qzs7tHu5IoMzqSyCFFkAANPECAJEAQJGhAeBBob6rLV2WlCf99+0dElmk0TAOQRBJ5z8kTmVlZEWkiXrx47977tM8pV17Bg997EZmnBUGibCo6ecKoaSKTpHjepOhSvVjcL+J4Lov9oNin1Lr9UNicmgNnXPx2nnrkB8iy0Nz9X0cJTJZhhcAgsUIUKm5BWQRc//ml1uy+4jJefOgRTJqVf7Jlu7Uo7pjyftEghFxpRq+8im898B0SK0hkm7/4mz/vxeSfEyil1v2Wruu+pmvetXBdF5umVLSkqhRVLdnoOYxXXEY27+JtN3yMyRf2EGAJJFxyzRUcuvce3DTCtzm+TfFMWhwbEhyTMXT9B2nf/gVkGiGwK/s3FPtn916XENIlZ+RCYbRH340fZuGOL0GeUaamiLIR5CiFSjvkKBLpEElNRzh0pEMLTQtZnBeERGqXc669hgN3346fxdRsRh8pNZtQyWMMgo7yaEmPZeGyiMs8DrNWM2UcJo1m0khQHklWHnNCoDBsdyy7nYwPv+/dRHfdwli4iAFmnD4OiCrPm4DHU48jRp2AW7am6bqut7f6wm5UVdbw1V+9jA/e8n3SbM1xu4bRsT5FX5+vCwGbNJzt5Wx3LRuUpSqKxmtoYF44TFz5bj53x0O8EEGOWEd4q2vJkEgZU4YRZRlS0CctNWkJBLiiIIR1P1VqITQQWUtsIJeC8695D0/ccz+5sSghCZTAF+BKcIQoLHzXnZCcIjau2V8sAqU1O6+6nKn77sLklry7zwhVfh8lgfi4Zu5KOV0rdlz1bo7ddzeZkGS5JROKWKjiOlBIUuVw+pWX8+S999BMDC0kQyMVvn3XlznaDJmKU1pZTic3dDJDau3rPu7W/s/xx3IPP3t4o/F47eu1EEW9Q0v6lGQs8Bivelz6sd9i+tA0vhD4ujiWLr3m3Ry8927cNMa3GYFN8UyGIy2Ozdlw3ftp3vFFVBKW15+GlcrIOmbYqgjAwmpMdjz6b/gQ83fcBlla5LRWQEkg0Uqj07AgOQlNIjShLEjaHaFoo2lbQWoFVrucfv31HLzrazhZQoClSkadjKpN8POEVGo60qUpXBrCZRGHOeswYzVTRjNpFFNGoXQRl0VJitNYdnmWU1XCB264kvDOLzIWLWKBGafOYVHhhdznyczjxVSx0gdbyWvNmmbZau1ybRNtJa8Vhjt//Wpu+uy3Sbq/ednYg9V6ZvHWurncaqMQIRhSlrN9yykubNSGuhIoIAMWc8mUFZz63vfy6a8+xHTSze66jbycEVezwaaMKsOwsgwq6JOGqqSIr8KunA3yMh5HJSkhMZBLOOfaa3j67nsxBhwp8JXEk0Vc1wjkyvsXK/G4G58Nq9cfUjvsvOoKpu67E5MZjCyvxbq57Zr9a62zBWseSyXY/p5f4PB9d5MLRZpbEqGIkSRCkiDIrOXMX3gvP7j7bpbjnJYV9Ncs3/z6vRxtRSykWRGbc0O0hjjTi9E9HI+PfvzfcsGNH6Px4ov89vaQhbtuw41DHJPg5gnC2oJM1K3FrRDgPDKvwqnvvhTz5b8tru0wZEKVZDdNqlw6qkKjMkgkHELlkno1OmhCHZSiQ4e+rMkNb9vK7D1fxU1CtM1JkUWt2QlK57qAWHtEyiVWPpH2iqXyyvsekfSwbkBDeisOckKIgmSsJL+7I8L90p9DlhHqCm0noKMrdJwqbadKRwe01tQyQ7dKUwVYsbYCXcK+5M46aCH491vmaN/+DzRUZaUGO+sPM+sN0qhuIO5GpnVc5pcS4VY2I45/8qUvFKK4Tvgfd2f8yT6fNF+NmS/FCZ63xz98KdlOYqjbtCAF2gynJAZKa6nnTTZf9d5XqC+vv6Y//tMEWCjXp1YEf2ZNL2D12skiGI6mOeU913Dvj46SmtW4JLFIk+NLMHlWOCGtiAjXOxCtEkHXOg9ZtJRkpiDxX3rBdu56chZj8pXXSiyOlOR5IeKTojgvFfvLmggvQEnNzWfV+cozzdKRaP221t1fIwZ0hOCSd+zmG48fpXPwIf7sr/6/t2T8fcsRNK6+6mau+d0/5PkjDYw17Gru55M7Mlp33IITt9cEZrdsiqy5SRfrOFx46Xm0br8FlYYYIclEWbAt2aCR8mhUhumIkjUa1GiXVqKJ9laKhq6N+bUzaizeeSsqDsmCCqF1ioC8YmvnlwH6+PulUlx65NqjpYrXHx/DKlmHf795lsadXyS2irAMyB1doe1WVgL1WsVK7NZovgFbusFwnn+3rcHBB77OvO5nLhhhPhhmLhhisbKBlg7ehF/yxJDW8vu7U/5kn/+PZkGnbE4FA1lSWmLmRXNPSt5x4W7ufGrudW1bWIsrwJpsTVB9qSpalJVwQZGIn3/JOdz7+OSabRaHtSzXZ0y2zp5zbQNYHhcoi/8ulo6UpN1AfeFO7n98srDmPC6oOlKsBF8lRMnifMkpF4CKTXnnxWfw0Pf3rfuOjk8Fuv+rpeSGswe5/eklEmsRQrDvW3/F3ffd85YM2D+PeDOLG114sihyBFox7Dvc+LHf5Nie/fQpwYCruOoDN/LinbcT5CkVYQlkoUoNMLha4lrDhuvL4kYaryQ43f1+9UhZzSTXXnxa7VK98WM077gFk6WsOXKLFEu7yDRGYFHlX3LUykVpB0kbSccIEiswSnHqzb/EgdtvxckzPAwVYalgqJDj2QwjRFEYQdGwikUjmc8F05lgMhMcSixTKObCbN13dXqfw+/98gdYvus2ttmIMRHjmZwl6XHUOPwklfw4lDzWzOjYEx3V5TfwCkpn19U8+Hu/xNV/emvBMj4BXkmJ7QDn1jVvqypO8SVjjqSqiu+zlVuOJYZ9qWDbdTfwf372NtrJ6v7kC9jqCXZUPUZEzqgrGNSSfiWoSoGnCsKPoKjBJGUhI7K2UFmYoumFtJx14wfYc9ftuNbgS4EnBK4sktS11xRrCxqkWdEjtWtq61ozfs31zN7zNUyeY5CrDOfXcAFhtGbimus4es/tpFYQp4ZUQJQXBfJODu3c0raW827+AHd/6TZm45SBfpd7HnyQZpLSyQ1xbl6ytTd6/PWKGT8/eL2x2RGCipYMBD46zxn1NeO+ywbPYcRzGHQUtfoA9Y/+Pkf3HipUd0KiteKKd5zG7H134MZtvDzFzRMck+BI0MYwWJI+uk3u1QvDrkNMkTsB5EKTC0km9epNe2y89n0s3PVlyDJk2TzvNuEzp0JkBVHXoUN7tIVDW7ok3YY8AisVEppn5aoAACAASURBVMMl77mcyXvuoJa2qecR1ayDa1JC5dPWQeHEIQOWVMCCDFiQPvMqYFb4LAgPKyWOo8iyIr/RGDaKjFGRMpotc/NlZ5B/9TPoNGLKH+GoO8h+Z5AX9QAHRHXls79UkdF9riw4rP17+Vhrwaev3s5vP3iALLMl8aNUW6zcXxubVwvRq0VpQSAMW2TCuEgZEEV+LEXR9Iu0w9vfeQ73PvQEe2zADB4IsfIelRLINGNQpAzYjD6RUyOnKvLCqaJ0ilBlvlmUqIuGYFySEd7xrgt44oGHiI0glw650kilVtSqShTtS9n9PNohzzKsWPElwgqomoS3X3oehx58oChkC12QMdYsbalSWSmclPtaNx+um5DdV17OkYe+RRRnpVJQF9eCbsC5l76No/fdRZxDXJ7v406TsUHFs49+m/koYT5KmYoTpsKMhTQjU4qlTkR4gnj9clh7rPZicg8ni9cT+wPPxclzalox6Eq2VDw2Bx4bfZcRTzPoavodTd1RBKoghvhKoKVEC5COh8hOrpkC8K0d7wWTMx7OYIwpSKpuhcTAcNIgt6Zw8xCaWDpE0iWWhd+MMgmjaZPUUsYOh1y6WKmwAjIEmRVEQhLFMY4wHDMu006Vw7lHDmwQGdtFzEaZMSAyvPIojSw04oSG8vl+Xqcj9Bri2WpMXf+4QBK1+UL4LT4+eP3Kc6s5tl3/2IJPzukq4vRsnjM7k4zHCwhrmPKGOegOsc8Z4Dk5wDF8lBRsEBkbXUNflrIpnWMiXKQv79CXdahlIa5J6HTH35SNgFg6uBhEnqCMxSXDz5NyPEpBjMuFxDo+Js+w2oWsaHgopQqHAABzcrHIAFY55GlCagyxsbSznHZuaKU5jTRnMcmYjROmopSjYcyRTsJCktPKctp5jnJeff/t5bI9/LTiRPviq8Vk13VJk4RASWpaUdOScd9hc8Vj3HcY8R2GXZcBR9HnKKpaUVWSQEs8KdFCoBwXkaevpsE4ISarm/jejisYaM6yMZwBpciyVRKqEBYvDpGew3LpnNTSVVLlsL0zWeR3QmNkkXeZbgMSizU5mSmuYTu5YTkzNNKcWVlhX66JtcsmR7HTs4ypQvTlSoGRikhokk6T0K3wOAMsojF5jjU5eZ5h8wxjcmyekedZEcvK+1nU4e6+/dycnoNUGqk1UmpEmXNK5SCVQkiFVApHSrbLlHHT4fLmTxhrHSPIIma8IY66AxyQdZ63FZ7PXLIsZQMx4yJhs5MxlnYYEhn9pPSZmFoeUclCrJCFm4nyy7FixVJiGYgWcfIUL08ITIJnEhwpsVkRm40oiBNWuwURUip0luAKCyd57i0IwmC0Q5bEpMYSG0Mrz+lkhuXUsJxmLCQpc3HGdJQyGcYcCWMWU1PE8MyQvUayWy8+9/BmobvvuK5LniZUlFohxg04ko2+x0bfYdhzGHI1g2XeWtWKeuDjmwxPKjwlcKUoYmV527vhNJ665vfYc3CWUxsv8OHTa4S3/wMqCVdGXsXKJfEqJFaRehVOu+Iysq/8HSJLVkQghduMW/b9/DWOzYXbTaJ9PJFz47kbCL/6OTJjCiGgUy1vAbHfR0u4pXNZESsKAohHqH1iHZBLvdIY/42dOUOf+y+0hUPTK0SATbdclo+Xu4+dOkau7xNqKclNXoyzK0U7yhomwkk+eYph74Pf4Kg/xmR9E0eqE0zWxkmVe4Jf6GXYDC8DaQ1/NDHFH01NvLJT8vGqkpdZl2fSkoRRjLzTUvDJ7SF7v/ltjrlDTFdGma6MsRAMYoRaITasfctdwoVaR7YoBH/dbWsp+cjpHt6XPk1L+DTdwlW7Xf6G7ZI8EzqF0NNKtdp3K2PfWmqEFpI/2DzPkfvvIbZ6xTV8padcLovH/pr9wGP38l7ef/YIx+67sxjR5lWLpVx1LM+8gHdduIvWHV8gQTG+azvxEz/A5BmZtWTGkpQ5emQMsdA0w4hmltNIMxpJxkKSMROnzMQpU1HCcmrolOeMMDcYVmP9WznGv+UIGrD+pK6FoD/w0XlGUAbmcc9jxHcY8TQDjmbA1fQ5irpWVLSi4vmFekRKXClxRGGHKYVAIjDa4asf/S/sOTTPrsYL/PJpFcKvfR6RxSs7+sqtPAC0sJx9xcW0b/8H8ry0XFxjW7c+QAcrwTbzK7z7gh1UvvCnyDQi1l5Juuge0BXioE4bh6hr9+8USvAuIy9yfHLpIGxBMviVUxWb//4/0hYuTbfOslunVQblpltn2avTdItbw+0jUy9VbmshEHlaqiqLuXauFPzOlhbZ1/6OY94GjtU2MVkbZ7K6ibnK8OsmhKylAkhr+MOJY3xqaoLMvETjd3Lrtd2ZqavMNmEtO5v7uOmcUZ545EdMrQTqUZa9PrSSLzk5FHP48jVz9ExZ2F1vM6+l5OO7LeLW/0pb+iWrsUrLqRa/pVNZ99vG0kOIohmyYknfbQ3aYn2/fJqL/tKnidGrpJ4Vgo+/7rmoO39YB+ROwO9sbdG664tloK6QGLESpLs2dZlb4fKLdtG6/fMYKxjdvZPwyR9iTUZuITOmZG0XQTvMDbFcDdjLacZSGbBn45TZOGU6TFnODWEZsHOliXpJeQ9vAK+n2Lz2NQJWihwDWjJR8dgUuIz5Lhs8zdCawnO3EBJ4QaG6LZN2IV5TngnAjzddRJBHyDQuGzwuuRsQG+iLlqgRE1tdEu2qpWtDQKQ9zlx4jsRIEscv3RgcEuUX5xvtY6QsLqoBHbfZFM+x4PYxIyrMOX3Mun0gNUO2sKGv2AynSyIRkq1L+1nQVV6sTjDpDK4yG9Y2Aumqxu1KEfn/2v+3/MGOT6wqTbqW0GsagV3FRtWmDJuIuk24/tD9jC8fpenWmayMcaQyxmF/Awf9UZrSp27jQhlpM2oyZ7RxhDOX9lJP29TSFm6erLDD2061vIAJVr6zHa3D9Hfm8LIEv3Sz6Nol50LhSAtZWjR/tYNIC0W0Urqw23wNxeaVQoa1ZNaSGkskNa0opJ2ZlVi4EGfMJRlTUcqxMOZImLCYZLSyopixlvb3WpvlvUZdDz+tOJmiswQqWjJUCQjynE0Vl4kyBo94mmHPKWOwpKYUFS0JVJGjvyQGl42jk0VbVzg8uAPH5uTGFApexyXNLcLkBCIlMYIYRSQdEqExoiBfVfMQN09AKqwsis5CCKyliAkIOgY6xtIwglaacThzmFQ+jdQyqgynu4ZtjmVEFWo5ASTAolEcS1JeyDxezNwijq5R/q0qBe2apl7x/Ger+/h4e2fxnDiOgLFG9ddd+sDZbsp5YpmdySLjWYNaFjLv1JnUdfaJKs/kFZ7JfSJrGJGW7b6kP26wy7MMZB0GbFlwNjGVPEbZnFB5hHJ1FI6VEluq15U1uOT4JsO3aeGYJCVkyUpD0GYpttyndBafdBOwC6tdbJZgrSW3rDQEO3lRTG5nOctlQ3C+zFsnOwlHw5ipOKOVFbbMy9GJHedebv/uxeYeelgPX0lqWrLRd9hW8ZgIPEa9ojYz5DkMOIoBz2PmQ/8TU4eOcPX525m/+yv4cbtw0xE5G667mfBrny/iQzf3XOPgkTsB/Td8mMadX4IuadrmGASJ9Ii0SyR9Qscnc3x2vudqlu66lSBq4ecRLafKktvPgltnXteZcerMqBqh9vGkYMy0+Mg7tmG//HfM6Rp7K+M872/kaWeUVtf17iWKbkuetPjryzbwez9OyDKzJhYXiwDDdkLGREKdDIXFaM05F53Nww/9iElRwShNPxk1cgLyguxW1h+g9PPQkksuOp3DDz5AZCWJ9olVMbKxG/e7akqpJe++YCeHH/g68cq4G3fdiIQKKRddfDYHH3yQuKwZWOVwzuUXsv/BbzDWLzn4g0dZDBMWy8bdTFyQKg61Y47FKa1svQq6hx56+OmAFoKqllS1YtTVBdkjcBnzHIa9opE57Gn6Xc3SprMJfvVf8ZOHH+Xd9Q7hM48X46JKpbqbJ0ilqd74UVp33AJpXLh4rAhcvojNElZFZ4UyOpUuYSla7HSFhpUBzr7sQtLbP0u10yBWHg23j0Wvj0VdY05VmJUBDeGggY15k/dfeT7iy39LUzjsr4zzfLCRp/xNLOpaQbCQEtG1Yi/vm6TD/32W5X/eUyPNUowxWJMX7mcmR+UZW2yLCdNhiBjfFn8LgdMvv5h7H3qCtnTpk1BVonCsEAKkLBz/pMI6DtedPcqx++8hRK8q+XUhHDVCliK+HGWKpaMk5196Hkfvv4+2cAidot6B0lz99u0ceuB+8hxyochl4ZASOwHVs86j+dzTXHTuZl685TPMtTsspRlzZT12KiwJb2HhINTOcqI3Y1RsDz38HKN7PedJwWAlwDEZA45iS+Ax7ruMlrXjQa+sHQc+FZMTKImvBK6UKFnWLXiV2vGr1DPscfcT5RG5Fdy0cJ1UNi+ED8bS0T6LTpU0CrF5jjQ5yqZ4NscVlIQUhSMLryALxfVx2YCfizOOpXDEaI4aj8PW4bmFZaI0YdCBSwPLxf0uZ9VcJryCFJMYy3Sc8vxyh0fnmtx9bJHD4ct/Hik12q+gvQDt+jiuj9QuP75ohLO/c5QsDsnikDQJyZLwZV2DAc7qC7h2fJB3DNXYVQ8YcR2UgGaWczDMeKqV8HAj4dHlHFmp4QrBaRWf3TXNxqzFhMrY6EqGXE2fo6koiSOL38xYVsgKiTEk1pKhipqQLEgdnhLUHQcnaa/81pT5tkEghQSzXtT4qn2EV9gfbPm+urXoJDeE5e/XyQ0tqVhsdVhMinPAVJQwGaUc6cQ0y/pHKjXtuKhv9OoW/3h4SxI0/imwws6TgsHAR5ucIVcxEbiM+x5jfsnK8zT9uigqV7ygmCGrioNWC1kov8SJ3QhW8BqKzS/3I8dOFWEKFWHBbs6LZn2aEilNnsRgBZJiFrJTKoY9LG4ZoIXjkqQJoYHl1LCYWebSjOk453CUczhKebGdMG0U1uSc5QsuH6pyXr/P9sBh2FEoYQlzw2QY85PlDt+db3LvVIMmkizLAIlUxewihESWCj8p1er8JVkEtRfeczqnPfB8OfvJYvO8mJtkLcZasKaYK2aKEGiMYXd/lauGK7xjqM6pNZ8xzyFQEBmYTgx7Oik/XI741kKHvWFOxfXZUXHY6lq2eIrNnmajKxlxJQNaUlcCXwkcBGiHLE1WlNmxLdR/OWBt8b5dwPdcfAFOnqDK75UsKX47IU9YcH6jgbpoHFoyA5ktTiRhaeEZSkWjE5bqlJS5JGMmSpgMU452YpYzQzsvgnWnF6x76OGkEChJVUtG3VVFy8bAYUMlYPtNH2fitDOYvOcugiwiKGc8uybDkzlj195M6/YvFPaiK3PqBGiX+o0fpnX7LUWTqUvbKkkUXQvTXGhSochcn8H3/RJzd92GSlMcU1ik5kLSVAGLymdB+MzgMmsU0nV59y9eRXL3rUzECyhrOOIM8Lzs54e2ypNZhVzKchaeWInLruPyd9fs4Nfv3Uucpmtm1xmwhp065xw3ZZsyDCiDspaWgRmrOe09V/Lwvd+gQjHTrlbO9NUlmcMIgQEMEqk1Z15xMZNfv5c0h1Tpwna+/M6Pt1aTWrHzyss5cv99pEYUs9JF0Rw0QhLYlJ1XX8Hh++8jzg2JlURW0FEOu6+6gqnvPciPH/oGU52Io2HC0U7MVJStWCH3kqseevjphKAYnVXTii0Vj4nAYaPvsnElNy8agP2OpqYLxXezNsrC1b/CaYOS+bu+jFc2At08wZGC2o0fYfmOLyJK1XDX5j9zgzIufxHSpFRR5BgUiXKKQnN39rNTIfb7ePul59O+/fNUwwaR9lly+1n0B1hw+5h3+5hz+mnoClY59GvLtW/bwuAX/wSZJhyobWZfdYIXqps56I2UJJHup2aFEKeV5H89PeePni+UjdBtEq4qsz2bMWZCBk1ElRRlLWjJu962ne98+wmO6n5aTpVAWAKb45GtOl7QXY1gY2eKd1x6Di9+8xFC9IqaJ3YCEumU54uC6Ke04LpzNnLkgfsJrVoZ/dQlE1dswqXvPJ3DDzxAtDKD3cE6Hhdecg7y+R+y+IPvEKYpzTRnMS2KR/NxxnySMhUWeezhTsxsktHOcuJe0bmHHn4msVYNeTz5KfBcPJOzJXDZVQ/YXnXZ5Hts8F02eg5DnqbmB7gmRa8piL8sXmMxfIUEYSGSiqV2SGQMgZL0u0UhN8wNe1oR35xp8A+HZjnYWb/eox+8jInbHgFgW8XlY1s3cOVoP7tqPkH5/0tJRpQbPCUZcDW+6yPzkyQfvlKdwIKhKObGuaWFYrHTZioq6gFHo4SD7Zg9rZDDnYRmdmK3ip4iroce3np4peO+ooqxWmeM9LHZkWwuG5djvmakWqUPg68lTkmwlq9W8HyVeiesr5lm0qEdh4SZQUqxQuzOrOVgO+aR+SZfPDzH44vtdetaG5eHXM1HtgzzC2MDnNlfoa4VqbE0s5w4z3GEpO4qXCkRJ0MMf7XPYiFfE5fbWU7DCo41O8zEKZNhwsFOzP5WyJHUMt8JOdEk9Vc6d/bQQw8/XegS5Oq66CduDlw2+i6jvsOwWwjK645iwFHUtCZQAkd2+4mFSOWp8Qt48apP8MzRFrHUWASOKdxKR+NF/vX2Jp2v/DdMlpZi8WLUbOG+UTh4RE5AW1dpuxV2N/YTxE2W3T4W/UGW3T4ip0LqB1x3zhiVL/wpy8pnyR9i0R9kyR9ksbwtla+3UqDzDF2Oy9019zw7O0d5sbaVfYM7WfCH1433W0EpNBF5xqc2T/FH01vKOLcqBFzr7qxN4S7k5gnXHryPU2ee4Wh9gsn6BEdrm5msTzAfDGGlRpRO9qrrBGKKkbdnLjzDdedvZs83v82iqtJ063ScCpEOGGlPc9n0Y/hRk1w6KzWdYgx2ZcUFpSuSTr2Aj57RR/SVv0eU/b6CRKfJtEv/6WeSPvl9TF6Knm0heu5kOa3SNaqRZiwmOfNJQaqbLB3kjkXlWL7M0KM7/+yhR9D4GYQnBdXSQnST5zFR8Rj1C+voIUcVAVor+h1F3VH4a1SEci3hQyru/PB/5vvTBqs0/2bTDO6XPk1kNZFfZct7ryH96mfJ8pxMOmUh2SPSQTHLyq1SMxHnvOsiZu75Gh3h0nZrpR1SH02vXtosVdjcnuSG8zZy6Ov3sqT7WPIHWPIGVgL0kj/AsteHEYWFHQLOWXiaj55e4/vffZp91c0c6N/Okjd44iBdQlrDH44f4VMzW8leISLJUuldOFcI/mBinsW7buWYP8ZkbZxjtU3MVMfISzuhtfZEhb2Q5JPbQ/Kv/B1N6dNy+2i6tdJZpOs00kfoD/B725o4X/o0oXAIdaWwpFtZ+oQ6YDRZ4uJ3ns70vXcQWY2Wlu3vfS+NO2/DGkP9zLOJnvohNs8xFESTdIX9ZmilhkaasZzmLKU5C3HKbJxxLEo4FiYcDYvCSbucndpDDz389EIphVLqZS+YuxfTAqhpxebAYVctYGvFZXN/nTFpGQ9cBt2iueiVrF55Ijb2yarJy9fbMllMrUVSXAQoIWikOU8ttblveolbD8/RKANxt6jhSnjf+BDv2zTE2werjHiFijAxBmNBC9BCrhkH8vreXxemW2A2ljg3tMui9nRUJLAzOexbarG/FbK/E9PM8nWFjJcrXLiuS57nvWJzDz28hXCi2OwIQb+jOH2wzhZXlapChzHPYdRzGXAV1ZNpAsJJFZstRbG5FYU000INU9WSfkfjSMFikvHscof7pxp86cgcS+lqzFpbbAY4r7/Ch7aMcMlInR3VQgXeKWNmYgyuLNYbeG9yI5CiGZivcRhqhiHzccp0nDITpRyNEg61I/a0ImZzwUInPOGIpl5c7qGHHt4MeFKwKXDYXQvYUfXYXvXYXg3Y6BeOTRUtVyyuxWuJ668AC8zrOs+Pnc2+dptfV9OEnRA/XH5Dn6FQzRWOQIkpBBiNNGMqTDjYidjfTtjXDtnTipgM0x5ZrYceevipR10LTq0H7KoGbK16bKu4TAQeG3yHmtZUlMBRRe37jcTlRDo8vOsaWtKlkwsunH2KvnyZDVEDmaev362NIt/NytEg7cywkBSuFfvbEUfChAPtiJ80Q46Gaa9Z00MPPbwpWOvw0R8EbB0aYcvQEJsG+vjAB67nwBf+lhFp2eA51B2NLyVaFU5CkkLkIbAI7VC78SO0br9l9dp+bY/pBNf8XYKZFeV6ROHmFlnBklVMZZJYeZz9gV+ic/stDNsOWMHROOWxuWVuOzTDw3PNl3ym42sZGrhhYoj3bd7AeYN9DAQ+iVDM54IFXLbc+H4m77iNETLq0uLZvHC7N3k51nzV4f4l0KsC6lwUIpJUOaTaZcP172fpzltRaYK0GSLPwGTkeU6YG5ppXo7jy5i1kvP+5R/wmb/4C/ZMz3C0sUgjisnK77BHaH7rokfQeItDKYXNc+qOYqwSMOEKtlX8wsK/r8qwMGzwXfodRUUpPCnW2S4Br72Bdtzrjt/xujtjaiytLGcmSsiUQ5V8ZXatBabChB8vtbnr2CJ3HVsgOY6IcXyQ7teSD24e5hc2DnJWf4UhV2OsXSEydDJDLfAZUZaqVqUy+6Xv8SVB+iQ+ty0bmoai+JyUjcLFNGMmTJhLMuYM7F9qcaAdcbCdEErJYidasW3uBekeeujhzUZFCk6peZxSD9geeJxaD9hccRnyHPp0MXOxq2B5BW7cy+LRrVdwbOwUNiQNLtv3TWQcQRKe1DrWFjI65dzphaRQiextRexrx+xrRexthyylPa5wDz308LMDVwqGXcWuasD2ms+2isvOWrBCsqsquUKyU7y+OLwWFuhYyWNbLmZLcxKdR2wN54ti8xtcr13TCAzzYnzTXJxyuJ2wrx1xqBOzpxVxoF2Q4XoXoD300MPPKza4mtPqARcMVXnHUI3TagGDni4U1bA6UqrE4zuu4JT/4d+ys0+ggwrJC8+w8L//O4haK6+xtvA5SoxhMcp4oR3xvbkmP1xq8UIzYjZZb4ncQw899NDDKjRwZl/AVWMDXDRY5dR6hRGvsJ1fR7QTguWBjYT/+v9geini4R8f44ILT0FKjcxT2kcOc+WX/8NKTaPIfy3t1HAwDPnxYsjDsw0enm/SeiXVYA899NDDTwFOxk1HAiOVgM2eYHctYEvgsaXqsqXis6F08wiUxJESLTg5EvOr9Nji3LC3HfLZ/bP8/aE5jt50Ef/vT45y8+YhxgNvXS/v9ay/i5cQnPOcRpIzE6UcDhMOd2IOtmNebIUcaMekSp+UG1HPvaiHE6FH0OjhTYES0K8VO6oeO6o+W6o+WwOPLRWXEV/Tp3U5D1yg1yi53wzk1tJKMx6bb/Efnj3Mw+89jx/ONzi9r0qg1Zu2nbVNwq4KZSktZlAfasccDhMOdYpG4cFOQqtXfO6hhx5+DuAJwTmDFc7rq/K2wQq7agGjvkufo4pRVy+XCEvFnut+m7M+eBOB7+Isz5M8/zSNP//jE5I0rIXUFnad01Fh0fn4YounGiFPLLZY6hU4euihhx7WwZOCMc/hgoEqV47WObu/xkTgEGiNKkebHB+i5wcn0P/Ln7NvpsXFtQjniW/Tuu2z60nUZSMwNZZGmrGvGfLYYotvzSzzYjNiKct71pk99NDDWw4SGPdd3jZY5bS+gHP6Kmyregx7mop6lbz4FZBZy/Mx/PGeGT777nNJmk2cpHPS6zHWFlbIuWE+TjnYjnh6OeS5RofHlzpMRUkvdvfQQw8/N6hIydkDAWf1VdhVDzilUjhMD7maQEscIV99TMrxcDwqN/8KbafClz7731i64BI+tP9x9C9+kOnvfY8tl1/BcLxI6yufe81OnxbIjSUyhuW0qHXsb8fsb0c82+jwZKPNsahHsuuhhx5+viGBrRWX3bWAXVWfU/sDtlU8xoNCGO4rhS6d/08IxyuWrs/9Z17PC2ozOxd/wrV773mpc8eacX2dLGcxyTkaJhxsRzy/HLK3HfJCM2Y6fmNClR56eDPQI2j08FMDJWBHxWN3zees/gq76j6bA58xv3DP8KREylcmdjx4zvvJhie45tt/9QozVS2ZhdjkLCYZx8KUw+2YF1ohzy6HvNjq2cn10EMPP7+oKMnZfZWVOHtK1WNzxWPQ0QRa4bxSQvwK6CqopRDExvDYfJM/2zfLM5nkqRveyQe/+QSf2DLAlX0eda2KArEtplad7NYMkBlLlBd2zcfChL3tiH2tmGcbbZ5YavcIHT300MPPLHwp2FbxOKe/yhl9AWf2B2wOPAZdXapSXl8TEGAZh/Zv/gG7JyZIqzVan/o3OK3Fk15Pl7icGEurtO7c1455utHh2UaHpxodFpKs1wzsoYcefqpR05Iz6hXOG6iwq1YITTYHDkOuQ0VLdNnge60R9/hRVMZCI82YjlJ8Jdjou3hKcrgT8+UjC3x67zGaa3LWozddxMTXvk+/lvz2rnFunhhiS8Ujyg3TUUKUG8Z8l35HI8WrOH6+AoyF1Baik4Uk40iYcLgdsacV88RSi+eaYU/93UMPPfyTwpVwaj3g3P4qp9Z9tlZ8xnyHEdeh3ylGt+pXqQkfD8uqxX637pAYy0ycEOeWfkcz5GkyY3lyqc1nDsxw+2zhXpQkCa7rsv/a89hxzxMkScK5w3385s5x3j0YMOxq2lnOfJKRGsuo71ArRYLGdu3yT94Br5tftzPDfJIyG6UcCRP2t0OeboQrOXYPPfTQw08rBDDgKMY8h7P6K4WjXL3CeODQ52j8k43n2qX6/l8hdPuoXHQx/tg4zz76QyrLs2xsT79m0pyxBTE6zHOWkowjnZhnljt8f6HFc82I+TijmfUc7Hv4p0WPoNHDPyk8Kdjku5w7WOWMkoixuWQ4V/Sq6uT1lJxjv07ff/oLBnecQuPLXyD83J++ZkZzF8cXm+fjlP3tmKcbbZ5vhjy51GYuyVfmQ/XQQw89M6t/kwAAIABJREFU/HOjpiVn9gWc3VdlZ91nc+Cx0XcY8QqLOVdI1EkWMmDV2s0CEoEUkJdF5gPtmKkwZtR32VX3GXA0c3HGN2aW+PO9U7zQjNatq1ts7mLU1fzWro1cv2mIzYFLJzfsa0Uc7cT0u5pTqh5DroMjxYriBFEwrk921nfxObr2dIb5KGUqTjkaFo5HzzVCnmy0WUx7rkc99NDDPw6qSjLmOZzZX+H0voAdVZ9tVY8xz6XuFGNMXs+8bMtqQ84C7SxnMkyIjGWj57DBd4iN5YcLLf5m/zT3Ti0BEAQBe268mDPv/RGNRoN+Lfnkzo3cPDHMtqpHnBsmw4TlNGM0cBlxHdxSgnh88/G1vk9rizF/YW5YTFKOdBIOdhL2tkKeXu6wtxWzkGS9HLuHHnp4Q/CkYNx3OH+gyhl9FbbXPMZ9l2HPYcBRBKoYaXrSqmpW88nEGIwFLUUxhkoIMmtZSnIOdorawaNzTRJr+LVto7xzuI6vJPtaEbcemeOv987QMScmPxyfM0OhEv+Xu8b44MQwp9R8otzwvfkmnzkwgyMll4zUObu/yrZKQeRTonBAio0hNRYlBK4UuPJ1qMlZJUaHec5SWSM5FiXsb8U8t9zhiaU2x6KU2PTidw899LAem8Y2cdm2HZwRH2NCw8bAZdh1qDuKipIrcUkABkGkfSLlI6SgP1xEvsIVeqGMLohmqTVIIahpRVUXeXVsLHNxyt4w4+nU5enc4+2DVa5wI05RKVGe89h8k/+6b5pvzi6/7HZOFJcBxnzN7+4c59rxQSYCl2UD341d7u04DCTLnOsknO7BpsClphUAnSynlRXnESkEvpJU13wPLwcrBFZ7iCwucvAyX15tNhraWc5imjEbpRzuxDwv+/mJ8XjsuScxJ1kb76GHHnpYCwkMuJrhsl57Zn+VU2s+p9R8Rn2HqlK4qhyP/Tq3YSwspxmLaYYrBBt8F0cK9rYibj08x2eOLNExhiAIePYD72LH5+4vasu7x7l2uMp44NLJcubiDCtg2C0c7l5P7gtFmM1skU933Y/2NCNeaIU80wg5EsbMJxmNtEfo6OGNoUfQ6OF1oxuct1VczuqvsqvqsbXisbXqM+RpaiXh4o0EZygKAu2sKARYYMRzqGvFUprzyNwyf713iu8vtgHo7+/n2d+4gR1/9kWSJOGG8UE+vn2UCwar+EqylGQsJhmOEIz4Dr6S6wrbr6cw3h150sxyZqOC0HGoE/FiM+Lp5TbHwozlHvuuhx56eA0QUjI2OML48BhnbBjhtME+Rj3FaNRgPFmgT0sc7WK1g5GKTGpyqcmkJhOaXJSKDcfB5gZtUrRJcfIMp7yvTYbNEjppSttYUqFxtMbRLp52QCkSFAtWciwVHMgULySS51OHDZ7ixhGX3SKmSs5CkvHYUshtx5rMRRFZUtzyJCRLYrI4Issijtzwdrbf8xTS8XFcH+36aC9AOS5V1+fmjVV+sU9yquiQCMVTYoAvp3WeaWacKmPOdFJ264StKmVUpNRsSoagbQRhboizHGlzKhKqWuMpuaIqNMW07+L7xSKxWO1is5RC02IRWCwCIwSGkqiX5SynGbNuP0edQab9AfbMzvHc1DRT88eYnp0mzXvKlR56eCui31EMu5qdVZ8z+yucUvMY9z1Gfc2wU6iuHSlOmlDWRbcJmBqDARxZjglc0wQ83Il5rtnhsfkWP15s8aEtI9xUKq07meHR+SZ/uXeK78w3T7iNlys2+1LyiR0b+NCWEU6tB6TG8vhii7/dP8PhTsy7NvTxtsEau2o+G32HallwTo0hMcW8Vi3AkQJHrs+z4bXl2l3CdJxbmlnGXFyozw93inmvzzQ6TIYp80mvIdhDD28lDLuaXVWPy0b7Oa+/GC+SbDmPTLk8tfkdVDtL9CXL9MXL1JNlXhw9k0XdBxTNLSdPGIiWGIgWGYiXeGH0LJZ0H90IZYEcQSoUCRInixnvTDMYLXBo45lQOkpkQhKjCKVDU3o0pEcmiljomozLFp7EVOo0VZ1QaBaUz4ysrncUsuvvWCBqLnBVNeG7cmP5N7FuAaCwnN46xPlLP+HshefZ07+Dh7ddyT5RJy9f6OYJm6M5NkWzbArn2BjOMtqZxTUJs/4w39p2BTbNUHlKPeswmCwzFC8yFC3RnzRw85RQebTcGlFQpxI28fMIL4twTEouNEZIcqlAO3hRi0S5dJwKLbfGQzuuZmDxCKc/dxcHmm2eXOrwyFyDPa2ikN1DDz38bCNQkh2bd7D7jAsZ6htiSy1g1JX0k1PLI/qSZZarw0x7IzS8AVyVc+UFO3nqkR/QwSF0AkIdkCgXPy1ePxgtsKEzy8bWFDWbsO83PsXnX0jpb05RWZ7GzB2C6T0M+B41L6AvCNCeT6IDOjpgWVdZcussO3VaXp3IqYDSCCHxsohLjn6Hd009yr5/8Z/46tMNOkJjrcXkGXkWk8YhSdgiaTcIm0tEy/O0l6ZpL87w+fM38rszNSoDIwT1IbzaAG5Qx/EraMdDaheNYdfii5y7+Dx913+Q255t0VABRkjAYvOcWrTIxuYkm9rHGG9PMx7OsiGaJ5WaeV1jyjhMJTnzUYIZGmeo1s+QguFkmcFsmezDv81zD38XN2zRHy0xFC1ST5apph28PCYta0NGCISFH265BPfmj3Pnk7PINGIg6+DELXQWQRISxiGzzWUWFmeZm9zH3ie/zUwY/3PvXj300MM/AZSAQVcz7DqM+w5n9FXYWfOYCDwmAnfNqKjXX9PIrSUzYCnIwl3HjMgYZqKUva2IJ5faPDzXZMJ3+Pj2Uc4bqKKE4LlmyD8cnOEzB2Y5UeZ4olpG133upokhtlY8Ornh0bkmf7NvCl9JLh6uc85Ale1Vj5FSENgluZnSDVoJUY6KLXAyvcK8FKS0spz5JGWy69jfDnmhETKdZCzEKUs9cWAPx6FH0OhhBTUtGXIdtldczuyvsLPmsynwGPWKgF3TBav39Sixu8isJTOW3BYhrijelgE6N8wmGQdbEc8sd3hsoYUGPrZtA+8YqlPRkskw4b6pJT69Z4qj0YkZwC9XcD6vv8Jv7drI5SN9DLqa+STjoZkGtxyaY9R3ePtwnTPrwYqjh1sG6sRYMlu0+HR5QlFrPOpOJljb8juIc8NyljEX58xEKYc7EXtbEc80Qo5GCQtJRpT3LEV76OHnDRUlmQhctlYK9cbZ/RW2Vn1GSlLbfHUMR1j6wkVAkLoV3Pf/dyzddRvP9e3i3tNvhizDyWNGOnOMtqfY0JllQ2eWkXCOoWiBZjDI/C//G+57Yoq2cEikS6JdgjRka/MwOxr72d44wF2nvZ+99e1IaxC2iDcGQSZkaclpsdaCMUy0jnL15CPsXj7Ai7/5n7n7B4eYUxUQCqRECIkQAoRAUCy7EEIwmDZZ0LXVL8JaLLZY2u7SQJ6xtXWE85dfZOIXr+fBHx1iWlZZdGrlNiQIgcQyFC8x1plhrD3NWGea0fY0uVD89UX/PWQZ0uRUkha1ZLkoxEdLDMRLCASDN32Epx75AU4c4mYRQRZST5rUk2XqSYtq2qKShuwf2EEU9OOnHdIP/w7f/MEBWtIl0gHbGvv5tSf/hk6SsphkHCqbpd+fb3GwE3M0TFjqMal76OFnDlUl2V3zedeGPs4fqLKj5jOz813s33IBaQZ+FtOfN/HjNtW0TT1p0hc3GIyW+MpZH+GYN8LWxiEmWofx4zZTw9uJjSSXDplySKUmkS6xKm6J8tB5ykRrkq3Lh9i+fIDvbbmUJ4fPRZsUZTKsNaRW0LaSNM8xWUqexpzT2s9mbciVSyhd5nSVo84AkQ4QSiOlQkiJkKoorJQxFOCcped4auAMVmK9tVhjsCbHWIPNM2yWsbN1iLct/YSzl14AC/eMX8zjlW20nBpSuyilGTAR48kCG8M5xjqzjHamGWtP8xcX/T7L0qc/XqIvXqIWtxiIFxmIFhmMFhmMFxmIGiAgkh65VORCkbkBbhriZjFeHnNweDdkKbW0RTVpU8k6pNJhyRvgLy/8V1SjBpW0zbWP/SULy4v8pBXy2HyL78w3mY7SnitHDz38DEACG32X7VWXdw7XOX+gxraqxwavJL0d5xFvrMVKhT7/YuLnnmbw+vcze9dXWLSaGRGQOB47r3sfM3d/jYGkxWDewTUpC7rKlKxwWNUYve4mbrnjm+wLcyIEp6icS5yIc2SL7VkDz6QccQZ4Xg8ydP37+auvfYvpqJvblcQKW9CB+4XlE/4Sl6fHmPYHmbnuV/njL32DMC9t7mX3Uxa5cQGx7rHE8De/ejWf/MK3idP0BNsBMJRpO8oarqykfOJD1zP94Nd5tp1za1OxbAUgX7KdEWk4z8+58aZfYPabD1LNUwywkMP+RPCjSHIghQDLdpWx2TG87wPvY/KB+6nbHEeUau08K0h5VrDjhpt44f77GcgiajbDVbDhupuYvftr7JoYIHn6R0izPh9ObWHdPxenHGzH/HipxXfnmhzsJExFSW80Vg89/DNCAqO+w0TgrjTqzhmosKsWMO4XzhdKCJb9fvrOOhd+/F0ywAiFsAZtc4Ry2Psv/iP3PjGNSApSQF+6TP/yDEPxAsNxg5F0mXoWEknNfAaHWh2eml3g4ekFHplrUvF93rd9gqtPO4NdFZeJeJ7vb76Y/hs+wqPffYYwTljODFNJRifskHSaxO0GUXOJsLlA2JhlMFrkDze7vLPf5UiY8KmnD/HAQockSZDapb5hM30jm6kOj1MdHCXoGyaoD+JW+nGDKtqrQBbziYu38vePTRJ2miSdJlFriXB5ns7SLO2FYzTnJ2nOHiEqRwZurlX4386c4KqxfmYSw/9zNOT+OKDSP0LQN4xfG8Sr9eNW+vD8Kptd2Go6TGRLbIzmib0a/Td+mAP33w+zB9mz7zm+8KMfMpnBFkdy1Vg/F46NsG1wiL5aHetW6KiAjnRoC4dUKozUaCyu69HQVdqVAT541gAHHvgGTRnQ9Or/P3vvHS5JeZ55/+qt2DmcPjnNMIFhIkMOQgIJEAgGEKAsW5a//Zx0eT97117bclitLVtrr4PWOQd5rWCBEEhCEpIQSGQYYJgATJ45OfXpXLnq+6Oq+5wZZoBBI61sn/uanu7T3dX9VlXXU2/dz/3cDw0tQ0NLU9eyGKHNj7EPe/dOWo5L2XE52rTYXW1ypOkwYTpMthwm4lZbK1jBCn44UdQURpI6w4OrWX3pTWQViZIckA9c0oFF3qmj+xYz3WvBbEXFfifdfKHgI0h4LVJuk7TTIGvXeGbkCvwAdM9C822E5xC6FkmrgiJJ+LKGEApCCHyhYAuFhtCoCoNFYbAgp6h1eAqFfGDy5oVdlPMDNKUEdigxi8Z0oOIHHoHnRryH5+C7Tnxv49oWv9bt8Hv1PLKiIavRTSgasqIiZBVNCDbbU2yvHWTj4n6e6rmA3f0XcCxM4ISRaE7ybPrsRYatOQbtMv1OmV6rTN6p0ZQNakoSU1JoqEn8UCKJT85rkXPrJL0Wlmwwk+zGSeQxzApJz8TwbTTPRguieXwoSUhhVBToSzKuUPnOmmuZTA8gOQ5B4OMFAaYfUHU8mrbJ7Ff/ivHqIsdb9kq7wf8gWBFo/AeAJiT6DY3BhMbWfJLz82lWp3TS6RwLI9vJmBVydoW9/RciuTYFa5GUXePb627GDUMCSRAiofguBascEapWmaJV5kB+Lfv7tuMHXqexX4BEgETCbTDYmGSoPslEfoip1GBUzSwJXEnBFQq2pGDJGq6kdghj3Xe4ZPYZZN/jQN/52CGYQqMl69HFetj5L07yxX+H4Hk2m4MaL2ndMQ8Ri0na5ER8b3g251UOsGlhH+eWX+bTW3+UCaOXhpJoO8UhBR5d1iJ95iw9rTl6W7N0m/P0tGbxhcw3Vr+NilqIyWOLrFMnb9di4jmqPiEM2TV4MXhepGx2WiS8FgnPQvdtRBjgSwJX1ghUjYRVxxMKjw1cya6hSwl8D90zeefjf8x0s8XBhsWzi1FfrMmWw4zt4K8cwStYwQ8FJKBHVxlMaowmdS6Oe+wNJjQKWmSpfLK1WhhGamLi3qSSkFE2X8jCc08y07IYbzlYsozsehTSCS5834fx7v88ehAlnCJhgMOLtRZPLNR5aLZKxfXRNI0r8wluHShycVeawYSGLEnM2y67Ki2+sdBk9I4P8vuf/CSOc3q7y/+8ro+fWNNPVpF5cLbKr7xwlIVAetVlToamaRz/899l5Gd+6YyWyxsGv7K+lzuHSwDcPT7Px3aPndYSGsDQNP7kV38J96ufZ3tKYyChISSYtV2eX2xy/2SZL02VQdEQnsebShkuL2XYkkuxOqXTpUc2/m68bcc96Lv1fTz/2X9EFRIDskRvQiOnyiiygr7lQqzdO8H3Oy1YliMkEh9WXY9p0+VAw2RnucmBhsmE6TC9kjhcwQp+oJAl6DU0RhMal5YybMvFFRSGSlqWUcUrE4AB0EgV6brpTux7/yUSk229hPEXdlN1PfBcjMAhpwhW3f4+rK98HjOAaTXHi6lBRm+6la8/8F3GmxbjTZumY7MhbHCZ0mKrbDKCiRF6zAUyL9Utvltu0rPjDj75V/+ApCXRUzn0RAYtmUFLptGNNLdlfW4NJlFkweTtH+Evvr6T6ZaF71i4tonnmHjxvWuZuHYL12riWS1ssw6+w6E/+hjrfuG3kRQdzUiiGClUPRlVA+pJVD2BoicjxyPNQFE0tqfgA9ddxNR3H6Nimtxf8Xm5buKaTRyzjh2T406rTug0+a2f+wj1B+5jezZFfzqBLGtUUTjmK+y2ZZ70DOqKQbduMKpLDCoBRSXg4hvfzuLX7qPLXCDrt8hdfzMH7rmbWgCOYoBqkNE1NFUlufkCjh6doZbIcsfGHPX7Povw3RPE0wFgt2Ox5bK/Hgk4dlebK2K6FazgBwRNSAwkNIYTGhcXM2zLJzsCjJQStR1ZDj8MCaJLfIREx5XTDUKqrs+05XC0aWGGoBHSn0kzogm6NAVVRNb2c77E4UqN5xYbPDxX45ly44Tk/7UDXdzck+WSrjSDCR1JghnTYedik3snFvj6dKXzfk3TTjmPXZ3S+YNtq7m4K82E6fCbe49z/1TltO9/LUzcfiWDX3j0jJbRNI1ru5L8xqYRBhMaTy3U+YVdRznSPHUldHtsAnh7X55bB7u4sJCiL6ERhDBh2jy10OCe8Xker9md9RDARcU0b+nOsb2QYk3aoJRKoQcubhAy73gca1rMBRIt0yKtq4waKn1GNHfutC6M960EcbXiiePzwpCm5zNnR5+3a7HFM4uRgGPSdHBX5s4rWMEbRloRHeFF+3ZuNsGatBHFY1kmIOwcn8ud0NrFae1EghVKzJkWE6bDoYbFnmqLqZbNaNrgsr4u1hsy/YZGShEEQDXmLvbVmjw2X+fBmQrVOPnUayi8e6jENT15zs0myKkydhBytGnx+HyduycWeG6x+bpi66Zsgv91/mq25JIcalj86u5jPDp/ake514M3Epchqub+xLZV3NRfpOH5/MmBSf7y0MzrWnYgneTmngxv682zMZegoCo4Qcjxls2TC3XumSjzROyStzw2X1BIcU68LzUhdWLz4YbFnpbDMzOLyMCmfIpzMwlGUjp9hkZGEciyQhj4J+znNoIQgrgK3vEDyq7HWNNmX81kzHSYNKMClYmWw2zsfr2CFazg7CMlC0ZSOsNJnbVpnW25NGszBr3xcRx5BEOg6CS2bMfZ/Sw+IVIIcujjSzKtVA71o3/CPZ+7H7/eIGnXyTp1Cm6Nolun5FRJey3qSpJ5kWQGjePoDL/jFv7l/sfJqjKXaBYbvDKrWtM4epKF9/w8Dz21n7IL875gIZDwPTdyKXJdfN8hiEUW24IadzLBWnuel40eFq5/F3/0xYcJJBVFM5A1HVmNb4oaCTBkDaGoCEVBFhI/f8UIn3x8DNuyCXyXoC3iiL/Dc218N3J1Dp0W1+gOH37fDmYefJCjjsRXrSSTIhEJPOLvELKKrKgoQmYYkxG/xlDYZN1br+G5p/egWia25zJt++yp28hWgwHq3H7HrRx/8EGSEqiyQiAUbEnGkmS8MGoVLoU+ycClC5v+G28hEdgcevBhzFDGUXRsWcdWdBzV4N3qUexdT0U5wyCk6npMmS4v11s8X2lytGkz1nIYN+0VN9F/J1gRaPw7QFFTGExorE0bXFhMLUsIKiRlcYLbAyzt8FAoaFsvwt39DI6so9/8bvbddw/zrkSo6WzecRvzX7mLgmeRD22UMKAuVOYChTFXYn/LY7ctceW73sVf/PPnOT8huDqrsNnwGZYc1NBnUkryskiTevs7+fN//RLjrUgdhh8QElfqhT6B77MpIfiZbtgmm4wHOv9cFQzuuJ2/+5e7cT0PCQlJCIQsI0lyVEUtCZAFElF1oK4pfOEnbuOdf/1FbMuOSPQgiCoBgwAICHy/UyEYAilF5n//9AfIPHw/BgHP1V3+espmxpeiykNJWlZ9KJAErEnp/PR7d7D4ja8yJHzSUoAfhkzbPvuaDg+XbV5qWgwmNH72Q+/m2P1fYliFvrhKXhESHoKmH9IIQpqhYN2OW9l/7z10hTYFVWbwljuYeuB+giBk7ape7N07kYJXEshuENL0AxbsyPr5xVqLZxYaHDMjlXN9pb3KClZwVmDIgkFDYzCpsTZlsL2YYl06Qa+hklUj1x3gBBKjndwjXCKXAewgpOJ6TJsOR5o2+2smbhDQY6hsKmYYNVRKuooupBOFGJbHE1MLHSFGZ2xCcMtggRv6CmwrpOjR1Q7B+ky5wX0TZR6crZ5ASp+O3EgKwce2DHPHUCSM+PzYPL+559WFEa+FN0pqtPGRtX389No+sqrCQ7NVfmXXsdO6KJ28XtsLKe4Y7OKKUobRlIEuJCqux76qyTdnKtw1vkB5md2yIQRXljJcEffzXp3LUJJDtHhflJ2IjNhbazHj+Li+z5qUwZq0QX9sBdhun9UmoCHa/yeTXBC1yWp4PrO2y+GGxa5Kg5fqkThnJYavYAVnhrwqM5jQGEjobC8k2ZJLMZrUKcUV2CcnAIMwaskREpGbbZc4L4yOy3k7cseZbNloukEWn1Vpg8FUgnSsyKq5PuOtKCY8U7f52tjcCTElbxjc2JPm7X0FtuSTnfg8aTk8W27wlakyD0xVTrDuPFV8VoD/vnmE9492E4Qh/3h0lk/sG0f5ASYB22MbVKVOQnKsZfMbu4/zzdnqKd+7fGy9hsKdQyWu6clxXjbZId+PNS2eKDe4Z2yep08i37fkklw3VGJbSmddJupxawiBF4YsOB7HTJfJhkndC0gaOiOaYCC+DkqcFItPTvS2ERK1lKm5PtOWy8F6KxLTNaOkw5TprJAfK1jBayAhC4YSGsNJnfPzKbblI/Hr6eKvf5KzprLMWbM9T54yHY7E7poLtke/oXJBMcPatEGvoZKQRWeefKxps7va4pH5Gt+drb1i3toWI9wyWOSiQprehEa4TIzwxYkFHpqrve713ZZL8rvbVrHpLCUA2zidG+jrxZWlDL+9ZZQ1aYO91Ra/tOsou6qt17381d1Zbhvs4tKuDIMJDSSYNh12LkbXE8tFK20kheCqnixvKmXZEreeKWoqsgSmHzBjRSLl58sNJiyHkq6yKZvknLRBX0IjryrosXjDDYJYvBwJNxRJnFLA0fIC5myXo02bFyoNnq20GG/ZjJsO5kp19wr+g0KRJHo77hexA0ZSY3VKZ3XKoFtXkCUJLxZIKZLUKSAJ4sIRiaXn/DASxM3Gbjf76ybPV5o8XW7gBwFv7c1zeSnDpmyKkaRGTlMQQNMLmLIcXqqZPFWOhBhHWyfOVbflktw+1MUVpSyr0zqGENQ9n5drJt+eq3LX8YXTXu+fDpd1ZfjE1lHWvsH4dzp8r3HZEILf3DLMu4ZKuGHI3xya4Q9enjgjtyBNwA19RW4aKLA9HwnqAGasuBBlqsxXpso4yz40rQje3J3liq4sW/LRNVFBUzqxedpy2F+3eKbc4NuzFQ7WLbYVUlxQSLMxm+CcVMRvdGlRC1mI3auInJ/axSlt4Z0f/65kCaqux3jL4WAjmksv3WwmWg7NlTi9ghWcErqQGEroDCc1Liqk2JJPRwUlukpaWSr6O0E8F3bK/jqv20HInBtwpNbkxVqLsu2RUATrMomoVWm+SNo3EUTxYM52OdKw2VNr8sRCg8fn61jxXHpbLsn7R7u5sq/EsBYVF463bB6br/O543OvuH4/FTQBv7xhiPePdpOQZR6eq/Lru49xrOW8IVHzGxU0n5/W+NjmEbbkksxYLn92YJJ/ODr3mst5jsPb+/K8c6iLi4ppunUVNwg51LD4TqXFpw5McCw+z+VVmau6s1xSzLAxm2AkqVOM+X0/hGoomLYcXipXOdww8UIYSuqsTydYldIpGDoqQUcYGYbhCTEXlvHJYUjd9ZmxXA43TJ6rtHih0uR4y2bKWinq/reCFYHGDzn0uNJkMKGxPZ9iSz7F6pRBj6GQVqIL2eVoH7jtqY5YFpwtP6DsxERH06Ll+yRUjZIqos9Mp0iGHiHQ8HxmPIkDizWer0QWwbsWm53PTSuC2wa6uL4/z5auPCU5IlfGWw5Pl+t8eXKRby9LBr5asP3x1T18ZF0/PbrK84tNfmPvcZ5bbL7mcqfDGw3SjuNwy0CR/7ZhkNGUzsGGxW/vHTsl4Xzy2AwhuHmgwI39BbblU/QaEfk+ZTk833S47+j0CeS7JuDyYobLYhJj1Unbv+75zLpwqFKj7Hp4CPKKxGgq6vedj5PByxPAsZHpKyv0ifZ9La40Otywea7SYE+1xYTprFg/r2AFMUq60qkm2ZhNsDmfZFXyxMq+5S2NAsAPQry4XYeI2zbJ8ftaXsCC4y5VlFRa7Ko06DG0jmtDe6J9ghCjabO3bvLEfJ2HZ5eqSk4Yq6bwruGuL8l7AAAgAElEQVQSb+3NsXFZkutIXGFy19j8GZMRg4bG/9w2ylt6clRdj788OM2fHZz+Xjcr8L2TGm3sGCjwK+cNMZzU2VNt8dHdxzrni9eL0aTGncMlru7OsT6TIKUIWn7AgbrFd+eqfG5s/pQVh23hxuvddwfrLc7NJtmWj4Q8Q0mt81uSpaV+jH5codTuybic6ICILDN9nwXbY6xls6/WYlccv1eclFbwHwm6kOhfVu23PpNgczbJSEqnS1NJKKITnztxOgzxwuhektrJnuhVyw+oxHOjIw2LF+smeypNsqrMpV1ZtuaSjKaM0xKZ35qtsL9uvWKcg4bGu0dKvKU7y7nZBBlFxgoCjjRsHpuv8YXxhTOKz0kh+PjWEW4f6sL0A/7i4BR/fOB7j81nIy73Gyp/cP5qrurOMmO5fHzfGF+cKL/u5Q0huKk/zw39Rc4vRPNniJKBz1WafHVqkftPIpshmkdfVcpxVXeWrbkUq9JRe0JFkrD8gBnb5UDdYme5zguVJllN6cTi4aRGt6GSic/rAeAFQVTNHQvplFOJ6TrkR3RO37XY5Pgysnne9lYuqlfw7xqRAE5nKKmxOZtgWz7N6nTkPpaSo7nN8nmyF4Y4QdSLud3X2RASWiycsvyARcdj0owSOHuqTZ4qN6g4Pm/ry3FJMcOGbILBhEZakYFYEGc67KtG5PG3ZyrMOqfqTB3FiR39RW4aiOJLt67ih1H1cXuu/PQZziEBripl+PiWUc5JG+yOE4C7z0ICsI2zNWfeEgtItuSSHG5Y/NruY3z3DQhILi6keNdIicu6MowkdWRJYi52pvvS5CsTgsvRoym8rS/PJcU0G3MphhIaWTXalw3PZ8JcSuB+a7pKXpO5pJhmcy7F2rTREdsZsiAkckKy43gtJFCFQBNS57ze/v35YVTAMm+7HG1YPL/YZG/djMXP9opr0gr+zSKjG6xOKvTGRXqDSY0BI2qfOprSyKsqdhAQxsdIoGjIqorumB0HBDiRNzSX8cSHmxb7qiY7Kw12LzbxiATCV5YyXNWTY2sucmfo0hVUKXIqmrVdDtctnq00eGi2ys6T46oQJDNdXDvYw3UJh4vyiY7L5Zzt8kKlxdenF7l3vPyGC0Ku783xsc0jDCd1nik3+IXnj3Ko+co5+plCMVIkMl08f/Va1tz9EHwPBSsQbctf3jjEj63qQZIkPn1sjt/ad/y0MfS1cEkxzW1DXVzelWE0qaMJiYrrs6/W4uFawJeqAZMzE3jOidui31B5W0+eS7vSnJdLnvY8+1S5wTemK8zH59nhhMZFxTRbcknWx+3Bu+OkcXsO4MeO153fmCThKjqBbcaCzMhRywmCODcRxeXJ5SIOO2TGsvD9lVi9gn9/EEB/IppLX17KsiGbYDgZXcueqsjaD8ELg2UCqBMFzWXHY6Jls79hsrfSwglCzskYbMomWRU71SXkyMWoHnMfBxsWuypNHp2rnZKXWJc2+OBoN2/uybEqpaNIEtOmw1PlBp8fmz8jQfNoUuPjW0Z5c3eOlu/z6WNz/O5L42847rXxvc6XS5rCb20Z4Yb+An4Ycs/4Ar+5d4z662wpogC3Dha5daiL8/MpipqC6Qfsr5s8MFPhM0fnXnGNogm4uJjhiq6oGPCctE6PoZGK57kNz2fWcjnUsNhdbTFt2mRVhc25JGsyCQYMjZwmo0qR0MMLwhP5ZOmVOUE3DGl1XOls9lQjB6v9DZM5+9TXUCv4wWNFoPF/ERLQFScE16UNLiqkODeboD+hU1CjC9GTqwX8EPw4MIfEgTk+AP2QuNrPZbzlcKBhcrBuIkuwJp1kYy7B6EmqrYrrMWE6vFxr8VylyXdmq69QNkM0EXvXcEQ2r4/JZtMPONyweGS+xt1jC+yrm6973dOK4Dc2DXP7UBcyEl+ZWuQ39hw/oeLwjeJskBrrMwYf3zzKZaUMFcfj747M8Cf7p85I4XxVKcOtg11c0pVmOKmjShILjsfeaotvTC/yhfGFUyZet+SSvKmU5fxCREz0GRoZVX6FqnF3tclEy0ZIEuflkqxJGwwmNIpaVKUkiMgJN2gr4ZdI55MDdrsKpey4jLUiouSZxVqn12B1hcRYwb9xtBN7Q3Fl9eZckk3ZBEMJnYIeVdm20T48/DCq4nLi6j5JAk0IdBHF5naF9ZwdJeb3N0x2LTZ5aqFOzQtOdGGIk/knuzDsqbV4cqFxWiFGG+vSBncOd/Hm7hxr0gZJWdDwfF6uWzw8W+XzY/OMmWdeQQ1wYSHFx7eMsjmXZKxl8zv7xvny1OIb+qzT4WyRzW1sz6X4+NZRtuaTjJsOn9g3zn2Trz8puBw5RXDHcInrevNsyiUpakv2oU8s1PnC+AJPlRunXd4QgstLGa4sZTqCu1O5n+yttXgqbkPjhyEXFTNsz6fYkE0wmjLo1dWO/XMAOCeQ0NFF2MkkdBuRdb/PpBWdz1+otBiLk4bjLYfWSoXKCn7IIbEkkmsLk1endM7LJhmOq700IS0l0ePllhMWYRgiCwk1rrb1Q2h6PvNONC8+WLfYU4ti9NGWw/Zciqt7IyvgtekEPUZ03LphyIIdWQHvqkZz48fn65xuhnpxIbVEjsYuPVXX58Vai2/PVrlrfJ4Z68zntzlF8Hvnr+aGvgI11+MPX554zeqOM8HZjMtFTeH3tq3i+r48Fcfj91+e4FNvcKyXdWV452CRS+NkoLbM9ejb8flu/jTXCyVN4W29eS7ripKBw4loDg0RIRURzi2eLNf5xnSFmudxfj7NBYUUG7NR/O5PaORVuTMvcIMQNwwJ4wSzEovp2hfRbWMNiZCGFyUEDzct9lbNqErQdDqk80osXsEPM3QhcV5fP+eOnMMqe4HzUirD6QR5XUdTVUJJ4EsygZCjHsqSwAwkPN/H0xPgOhhhgCEFJKQAEQS4gU/N8Zi1bI42TV6qttg5X+VArUkSj2uHerkwq3NeNsVAUierKiAJWgHMegGHTZ+9TY+n6j5jHpG7pawghBy5agoFIStIkkDIgksNeHN3khHhkRUhfhAw4wTsaTg8WDY51HQIw4DA8wlCn9D3CAKfwPcgCPB9N3ba9Ai8pdeCwGfHUBe/uKabXkPnqarJx16aYdwOkISMUJToXojOGCUhR89JMpIcPy/kJUdQoXTcQEXs1BmEIZ/akOZDL9U7rqORE6h3ggtoEPiEfhCtQxDf2uvSfo/nEQY+w7rgf5zbzeVZjUnb4+MvTvJg1cHzfER7WyoKklCQhECWVRCi85okKwhJRijRGNclNa7Nq1yYDFktbBKhy7RI8WJg8JCp82gjckcNw4DA9zpjD5aNcViBy9ISW1Iya3WJPiUkIwX4QNkLGbeimP/4fJXHqhZVx2ddLsVFxSwbc0lWJzUGdJmCDGkinqIhKTSJLKUDSSAUhYTvkgkdEkF0jeRICr6Q8YnE2YuOy/GGyQuVJhOFUQ4f2c/eibEVx6QV/FAgJQu2Dw2z/aKrKQ5vQE7lyfhNblTHmT5wCFtJYRkZTC1DU01T19M05SRJr0XJWmCgPslIa5JDP/47fOP5SQqLxzHKR6kee5E9Lz7LU3OVVzhUbMwkuKY3x0XFdMcp1JAFptCZljSOBQaHpCQviyzH1SIilUNPZlCNNKqeRNESkTW9oiJkhaRvc+H0Ti6dfYa5D/4yn3vJAs8h8H1afoDrmDitBk6rilkr06rO0yxPU1+YpD43Tn1h4lVFEXcOdfErG4fo1lW+M1vlF3cdZcpyO68rRopUoZdUvptEtoSRLZJIF9DTOfRkFjWRRjWSqFoyttSPLO6FkDvtsQOrxW2Xn8P9u6bxAqL46nv4novv2FE7QbuFazVwWg3sZg2rUcGql2nVFjCrc7QWZ2nVF05Yl/+8ro+fXttPQhZ8cbzMr+05RuNV+CAtlSfXO0KmNEi62Eey0EsiU8RIF9CSaVQjRUYKOKc1yerqMVY1j7P4/v/GPXuruEGID4S+j++7+K7daYvoWs143BVKVpkNXpkNQY1zaDEgHFKEeGEkqDzatNldafHIfJXvzC1V10MkKN9eTHHxqnNYu/o8utNpCjgU3TqLH/xFnnn8BUrVKQpmmZxdIW9VKNqLyKFPQ0liChUnAOE5PLr6rYSX38DR/UdwJ15i+rlvsXPXY0y8Qb5rBSv4QWPAUHhzd54Li2nWx067eU3pcMlthIAdBFhegBWE+GGAIkkkFJmkHLnPebGT0bTpcKhp8UKlyf66SUlTubCYZkM2yVBSo6hGLf7aHGRbBLtzscEjc7VX5YsHDY0Prurmrb151qYjPmPOdtm52OQL4/N8beqV7mmvhet7c3x04zBr0gbHWza//9IE95xBIcdr4WxxGQL42fX9/D+re8lrCk8v1PmNPcfZW3v9OU6IYuCdI13c1F9kSz5JVpFpeAH7qi2+Or3IZ4/Pvar4Y0PG4KruHOfnU6zLJOhPqOQUBSGBFYQsxK5xL9ZaPLvYwAoCNmdTbMolWZ3S4xY3kcOKE4S0fB/LCwgIUSSBLgsSsuiIe9rw4oLARSdyPXq5bvLEQo1H5usrucAfIFYEGt9HJOTIYncooXFhIc3mXFSNXTIihal2UpY8IE4G+lFFdkBU5acLCT2uNLHj3kMzlsvRpsVL9cgqcspyuaSY4YK4xclQMurzqUgSThBZAB9vWuyrmTxdbvCdueqrVg5cWEhx+0lkcyUmmx+cqXL32Pxpq1VeDRsyBr+1ZZRLuyLhw98enuZPD0yfcaB/NZxNwjmtCH594zB3DHUhSxL3Ty3y629QSNJOsF7VnWNtnGBtegEHGiYPz9a4a/zUVdttDCc0rurOcmEhHVcT6eS1pX1cdpaqq58uN9hdabE+Y7Atn2J93FuwR1fJqJHart2P2w4CgqBdhSKhCdEhnttoV6zUXZ8ZO3Lh2FVpxlXcNtOmu9ILdgU/NBhJ6mzKJdmWS/KW7hzZrl7Ghi5kKjeEEwh8oeAJGU+oOELBERoB0G3O09+YZqgxzpzRxWPnXEfgu8iBD3FM9gEbgYmMH4QdQrTPmmNz/ShuMoMrJ0GS8CWBI6mYQqUl6zSEQUMx8KW4dZIkkCQJ4sdtEqD9XMptcv7sLs5d2MfdWz6E70fVuZ4k4wilkxQiThwRxq2jwjB+LogeB9F9GASEBDG5G5B1G1xa349f6GPRVzmk5GnIBsTjWhqfQBJS9JilsS79LZ04dqT4nxSrXSQGrHkmjS6IrVOJKyvCdtyIXUiW1mX538HSc0EQta6Kn094FteUd/Gm2WfZVTiXB/svYSY0orZUkkCS5Hjs4sT1aK8jr9z+gpCB5jSrq0dZXT3CquoRPrf1RxlP9OMIBU8SS+M87fYPkHyfHmuBfnOWfnOOPnOOXnOeolmmrqWZNko8OvImJkkyr6SRZDUi7SWJotekZC9Ssit0WeXoZi5QtMp8bd1N7M+tJ2ctkrWrpJ06ebtCwVqkEJMdCc+krmWo6jl29ZxPzlpgcN8DPDpfZ2elyd5qi4MNc8V5YwU/UBQ1hcsuuorBvlEKmkpOV8nIgj4cikGLxVQPvu+jBh5a4KGEHopnI7smjp7G9YPI2lESCCERSgI3lGhJglogUw5lZkOFqUBlOtRwpHZyTOIcYbHOr1LM5Ul5FnoYIBFVd9cDmPUkjrtw0JFoBRGBGbSTXqFP4AfRc6HPasni2q4Ew3JAVoliXiWUGHMFe2yZ3U6UAOrEoU48ascgOYqRy15bik8CFbjOn2JVPkPT9XjCSfCSp3TiOHHbvjAMCUOfMGjHyaATI9txfvlzBH6n5V8YBPzTkM2PTRhRIq4TK2UkOb6XRPzasnGKOHaKZeexZetgSCG3MM119ZepKin+qXgJ+xxl2fjiWLl8rGF8Lu2cr6LXgrhNYRcul6omW0WTNUGdktegKic4IiV50tV5xM1Q9sN4nAqSHLcklOUo8SgJ+pWA8xSbNZgMB016vRpFp0ZLSTCj5TmgljiYGWKPCbVQ6iRB84HNCCbDoclA2KInMCn5Jjm/RcK3sISGKVRcZEIJlDBAVQQJx0QNPZpKkrqapqZnmMsOUVbSVENBxQkwXZum2aJmmRx5+uu8cPzoylx6BT8wZBWZTbkkm3NJzs8nubQrQ7euUjHypLdfxrELbuQzLzkEvovozLsgZ1UYbIwzXB9jtHac7tYc31p9Hb037uDhp4/QRMaRNWxZ68x3O3PEMJprn7fwIueWX+JA9wYyN7+Xbz43gRf4gIQvSQSxBC9kaZ4V3XUmvtG/MDL+zTg1Lpl9jotnnmVP71ZyN7+bB545xqLQ8SQl+v7OnA/aUmypXaHYHl/76nfZewBE4HPz8QfIveN2/vXFFk4onUSghZ27cPkrrxg3y+a37QXiJeLnXbPCf7pyHZ9+vowXhvFQTp5bL43t5HXorIe09Fcbumdx2eQTZPwW3PGf+Przk7gnkDDhslV5jW0fj50wJOU2WVM7xrrWGP3X38ADu2apolJW07hCZela4dW3vURAwarQ15ymrzEV3dtzVN/7X/j0fg8/CPAlgY84YXxhGJJwm3SbC5TMeUrmAj1eleyN7+SBF+awkHAkBSkMSLotsk6dorVIwS5TNBcpWmV2919Adsd7GH76XkqP3susafHUfJ3nqi32VFvsrbZWWg6u4PuKpCzYmkuyY7DIlaUsL1z6IepyClfW8ISCqSRoaBlMJYEROGhOE8mz0cwq/dUxRhoTrDGnKDlVqkLnmOXzxPQ8dx88ylFX0L3uIoa3XkVpdCOpYh9CVshUxxmc3kM+YSBJAk8xsBSDhpqiqaZoqSksJYEvlNipOZoL+56D7zp4joVrN5cS/K0adqOCWS/zZiq8P9VijRwVC/zNoSn+z0QFzwtIdw+S6R4i0zVAstBLMtdNIltAT+bQEmkUPYGs6ghZBqSIh/E9PNfGs1rYZo3B6hiXJ308ZI5pBfYbfYRaMhZYKCcILAjDWGzn4rsOvmPjOi1cq4VrtsddxWwsYtXKmLV5mpU5moszeFbkBjJx+5UM3/cUyVyJZL6HZK4bI9tFIlNAT+fRk9mOSCISqhjROigqIha/tXGCwMO1WV85xI2zT9JnzfO57st4IjGKksyhGSkUzUAoKpKQl5b1XDzHwrGaOK1IDGJWF2hWZmiWp6nNjVOfPY5jNtheyvFL63q5sLtETTH4VkvhM40kfroQCTtigU203ZMoegJFjQU2SsRNSGFIyZyntzFFf32S/mYUn3N2jbKRZ1bLs0vr5/jw+VQyQyAEdqPK4uQhpl5+miPPfIOk1+Ad/V28ZdUoI10l5EQ24kPUHPNKBlvRMCTo8psU7CoFaxEhQVkvcCR/DkcKa/AlQak1x/lHv4O59yG+NFnm8YUGkyuijRX8X0BXNs95azezYWiUbYU0g8LDVQ28ZJ7+xaMM1MdJu038MMSMXTvLtovpBwRhSEaVKeo6qUQStASmrFMRBvOSzrRkMClSTMpZZvU8imawlTobrWnmS6swHJOEa6F4Fr5r0bAsphst9leqPDMzx8LiPGZlFsc8fZFZUVP4wEiJ6/sKbMgmSMiCRddj12KT+ybL3DdTRyRy6KkcajKDnsigJlNoRjqKF0YKVU90hHmKriOrBrKqMRRaXOROYepZaj684OmUHQ/PtnDtFp5t4ljxucNq4rbqOGYdu1mLBG7NSif2vhpeM/cnBJqRRk/l0FPZOE5n0BIZ1ES0LoqRRNUTUfzTdNYIhxub+9la2c+9q67jcX2EpufjuzaeY+M5VizKM/GsFo7VwDWb0bnEauC06jjNGnarhm43eN9w1Ib8vFySlCyouj67K02+PLnIXeMLJ4jcToaRKZLIlRgslri4u8h5WYNRDXolly6vSdZtUNfS7M2t4aXeLYyZIcfdANlsMGLPM+JVGHGrDARNegKTbGAjEWL6IQuWzaLj0vICZAlSiqBLj/LIuhwVfIeShKkkWTQK7Oy/gEYgU63XeGl6kiPH9vPSwd20zLPnIPgfHSsCje8RaUWwMZtkfXc3I+/4aboDkx63SpddwZQNXhi6BMm1UX0XOfCQAh98j6RVpWAuUM33EwYRqYgk4oSegi0UTEmlKTQaskFdGJiyFlU1AKta05xbPwphyFjvpqjqIwzwkXARmAjqqNRQCAhfSdQG/hIBGvgYvs3F5nEKuTy65xFKgpYkU5Y0pqQkU1KSQJY745TE8gSe6BDNSCcl9WJCRAs8rpl6nLHeTZghzMkpGpJ2QlIrSr6FhAQQLCXlOsm4mLxdTkhzAsEb4Lk2H0rW+Re3tIw0jkjnaGxLyboTxrs8gYe07P3xe0JY3xzjzdNPknHq3HXeexkXqZhQWZY8XD7ezvPLkqPhEhmt+Q4brFnOtaY4x5xmqDlNQ03xUnKQZ7o2sNtPEUrt6huxdJNETIxH49bCkH63woBdps9aoMdaoMecp2iVaaop7t70HhalJDWhUUONCXCPolOjx16kxy5Tsit0OxWKdpWCXUEKQypahrqSYl5JYaaK4LmkApu82yTr1Mg5NeTAp6rn+NLG23F9gR9CK4Rqs4H9xd/hhXKd/XVzpQplBd8XaEJiXTrREWNc2Z1lNKUTywY6LhfTnmD8ilsx1m3hri9/i8O1FkOYXCiabBImI2GLdGBTlVSO2fBszeKhhSZXvP9H+btPfQYf0bnIVuOqkD5D4/qsxMWqxTleBYDDqQF4x7u564EneLkRT759jyBwCTwvElj4MTnge4S+S+BGjwPPjcUgLu/tUnhnXjAoexx3Je5asMjceCd/8fefwg9ChKJFF81CRagqsqwiFDmq9pDVmAiIquGErCLLUVWcUJRO1eGbNIufcV7kkex6vOtu5VNfeRTbsTtJySAeaxjE4172nB+vU3tdAi++D3x8z42q4+J18n0XRQh2/c4vcP6v/SFBKEVVg7KCUDSELHeqVGRV7VRCCllFkmVkOU6wyjG5IcvLKvrkTmWfIUncple5dscNfPFr3+FLFZZt72hb++3KPd/F9+KKvpO2v++78eOINAlcB1lIfPK//BRdD93PKkNQDyQeXHT4xxmbhqSccvvLSnsdlKXtL0f7QBUy6zSfdZrPtTddx/yD30RxLRquz0HL55GKw4GmHVW2uBaubeE5Fr5jIUKfX/6pH2Puq/eyNW0wlEqQVFVsITPnKxz2Zfa4Ggd8jWFdYVgL6ZIc3vuB23D/9vfRPSsSGoUhApg0XZ4s13huscXeWot91dZKhfcKzgpUSWJTLskFhRTbC5FDQbdhcOTq91E5Mk5Xc5aStUDBWqSqZZlL9xLc+iG++/ge0laNQWuekeYUQ40JHhu6gsKOd/PIky/R8sFEpiGpmIh4nsUJ8yspCBi25znPnGRtc4JVzXECBHuL55LZ8W6+9uheJnydpqzF89oloQHxHPDkOaEANteP8JaZp1BESPV9/5UHnzzIPCpN1Phi6lQCs2X3nPT3KUR1a5wFPjz9bQ7kz4Gb3sv/efQAvh+eKCw7Sdh3sliuc490ytdBQpUFH9mk8ad7HTzfPyFpGM1j2wm49uNg2Tz31deBMEQEPlc7x7ni+rfw6CPP8YhfwI3nru0xReMTJ4x7aezRtUV7HyxdZ4Aa+qxqTbOmMU5C8ui+6Q6+++TLjJGkIalL83DCZdcTy4V+fuQs5/sMuBVGnTKFwGTzO25g36NP43hQlzTmhcGESGEK7RS/DQk1DCl5dbqdKt32Il12hWxood7+4+x8/HlC20JxWkiORSa02HjNVex6eh9BKOFJCo5QMRUDW01yg7+PoZ0PsK/S4LnFBs8uNtm52FipFFzBWUGPrrI5FmNsziW5qJimqCm4QYgaO3PZQchYy2ZnucE35+s8PFfHIOD2wS6u6cmxMZegpEexbsZy2VNt8q3pKvdOLlD3gtO2Jc2rMh9e3ctNAwXWpg0EEoebFl+dWuQfDs9QQZxxO1OIqtT+v3P7ec9wN126wuGGxV8dmubTx+ffUIvU02Fd2uDeN52HF4bc8eRBDlROT3afLbyRdq1nglVJjfuuOR/Zd7ntkRc50Pje2wC0oWkad/Zl+ck1fZyTNpi3XT53fJ5P7p96VRL61TCUTvLBoQI39Bc4J2UQEHKwYfGVyUX+4cjMaYuONE1DDzxuHejibX05tuRS9BgqEjBvu+yttnhotsYXJhaoOR5vH+nhbaUMF+Qiq/G2E177OCnbHs8sRm1i27dZ2z3ld69gBa+GhCy4IJ/ijqEuLu5KM5DQO62rQ6COzPRP/E+++52dLEwf5+j8PPumxpmbGWd7WGFHb5ZLutIMxS69ZcdjX7XFN2ci17bTHROrUzofWtXD1T05RtJJkBVeKJxL6tb387VvPMaBapPxWg2rUaVVnY9ui7O0qrME3mv/1gcNjV/fNMx1fXmEBA/NVvnNvWOvWoT2WhCKRq5nhHRpgExpkEyum59KN3iTdZRDH/go//uB56jVqljNKlZ9EbO+gFUrv0Jg8b3ibBQBCqGQyJVIFnpiUUoRI1PESOfQkzkuSAV84M2b2fPoM9w3Z3NwYYHG4jT1uQnqs2NYjTfucKoAP7t+gB9d1U1JV3m5bvKHL09w/1TldS1vZIqkYjGNkesikSlSSGfYlFJZo7ikBFxx3VX49/wjzI+xc7HB3WPzfHX61J8vgGt6ctw8UODiYoahpIYc/5b3Vls8ML3IV+sCqTTMur5BzusqMljqQS/1c/OGAukv/CWKH/0mg5DoGKi1uH+yzIOzNSatlfnzCs4OCqrMtnyK8wspCtf9JKlUloJdobc5zXD9ODm7SlkvMK9mOaCXGLn1Tu7bvUgKj1WVwyhWjWpxBBsVW9axFANLNnAUHVeoiDASbPhhSOh7MTfp0N2cYUv1EBvrRxltTlBRM+xP9JC88V189qHnmVezyHo6EhfEXLWsqB2+d0m4G+WiAt9Ds2pcNvscVrZESySwZJ2GkqChpjCVJGG76GI52lj14KwAACAASURBVLmtOHcYcatehzf13Viw55r4js019nHe19zL+G0/yccf2Isr6yi6sTRGVUdWtIizjp2WljvMvd7vd+wWbxJlntKGT+CHO/m/k0qOOzm5tjNem6/2XHzPjsV7VizAsMgHLX7thm2MPfIk99sZjijZeB0MFFVb4uRPtw4ntakJwwDdaXFO9TDrFg+xtnqIolXmkZ6LeWHgQsa1Iiha53OWLxftPxffdfHdeIy2SWjW6TfnGPVrvH3H9Rx95HFsZBaVJFNKjnGtiK2lOsJFSRKkfZtua55Sa47u+FYy5+gyF7AUgwWjyANrb2QsPYIUeKSqU/TUxnjzVdvZ99QumnKaqpFnMVGgrmXRPBvFt1EOP4n9rb/n+UqT3dUW5gqnfMZYEWicAXpjcmNTXGlyQSFNXlPwghBZ0Uhsu4jKi/uYEwmOBTq7bYnzbrmVL3z5QbaqPpsUh9VBnV6nQktJMJ7uR9zyQR58+BmmrIBpT6IZhJ2EUuC7kR2k57JRtLhC1Ngc1hhyqzSFxkFSPO3qjOy4jT/9/NfwAilKyLUTc0LtJLOiBNdS0BByZLd5iahyjT3GhsYYh3Or8G77EJ/99vMct+OiiHYAC5csNaMKwiBO3sXJvMCHOGB2knrx4wt0h48as8yqaV685j38+efvxw3oBFBZyCBkhCyQJGUp6SZExyo0updjccjScydUJwqBLEL+x7Ub+di3XsZ1vSVhSmcdwiUb0CAgCLylyr3TVUsGcXIyCAh9jwsSAR/70Ds5/MDX+V+THjOBAkIgC7lTuXdC8rBtZRorp5cLLoS07HUJzqXJhqDGJTddz8GHH2XeCXjONTjiidjWtG0N6nXGc0ISsp1M9T0k32WDEfKT772F+oMPkBchgSSzEAgOuApPuxpToR6dwDv2plGitCAChoXDYGCSlX22v+PtHH/wYYRj4foe847PwZbLS3WTHuHxI+/ewcTD3yWtKKBoKAKuyNk0X3gGlYDJuFfZ3nYVSq21YpW0gjNCTpXZmI3i79Zckku60vQbGl4IskTH+m3actldafHd+Sr3Ty4y73isTuncMdLDm3oLrDEEBVXBC0OmLJcXKk2+NVPh/qnFV1hKLid4DSF4z0gXtw50sTmfJCkL5m2Pp8p1PnN8nm/PVl+xzJng2p4cP3fuAFvzKUwv4OvTi3zixfGORefZIpsF8M+Xrueqnix/9PIkf7R/8qwS2afD95tsbmPHSA9/vGWYCdPhlkdePCtts2Bp+6cVwc+tH+DOoRJdusKRpsXfHZ7hn96glX/7c7fkkvzoqm6u6s4xmNDwgpD9DYuvTy3yqaOzJ9j5n7y/FOCtvTne3lfgwmK6Qyo3vIAjTYsnF+o8sGjy2OQ8SSG4vj/P1d05zi+kOu8Nwqg3oSLBouOxc7HB85VWJ2avENAreC0MJTQuiIUYl8RWm6bvE4RgyAIjbhdR9WGsEf22Hp2v8dhcjbcPFHhHX4HNpQJ5yY97d1o8OFvh08fmmLLcV41TCrBjsMjNA0XOL6To0VX8MGpT9Ph8nbvG5nk67od9pvHu5N6kX4h7kzpCOatx0xCCT126jstLGT53fJ5f2HX0+x6bfxBxeX0+zacuOodeQ+W/7zn+htuevBqu7C3w0fX9bM0nmbFc/uzA5BtqBaNpGorncdtQkRv7C2zNp+iKW14daVo8Olfns8fnXrOlo6ZpXJrVeddwiUu6MgwkNMIQJtyQx6cX+Pz4AhXH5a29eS4uplmfSdCbMDCkED+2GHWCEEMInCDgyXKDZxcbPLfY5PlKc0VEt4LTQgJGUzqbs8llnEWKhCxwwhBdiE6b0ynLYU+1xUMzVb48Vabi+lxZyrBjoMjFxTSjKR1DCJpxS9MnF+rcO17mueprJ7uu6MrwodU9XN6Voagp1DyfneUGnz42d9pkzevFtT05fv7cQbbmkzQ8ny9PlvnEixNnbb63HO8ZLvF721axs9zg3Y+9dNo2V2cbZ7st4KmgAJ+/cgMXFNL84q4j/OvYwln/jpKm8EvnDXLzQJG0IvNCpcUfvTzBN+NrpjeKG/vyvH+0m4uKaTKKTNnxeHyhzj8dmeWxhfprLr89l+LWoaiN1jlpg5QssPyAYy2bp8sNvjRZ5tH5OnlV5ub+Ilf35ticS9JvaMhS5GhrBwGaJGF6Ac9Xm5358p5ai2NNe4VgXUEHhiy4vCvNu4ZKbC+k6TXUjpNyAFQcj/11kwdjPqLdblrTNLTA45aBIm/vK7Aln6RbVwlCmLQcni03+MpUmQemKqeNTSVN4UdW9XBdX571mQSGkJi3o+u8u5dZ1n+v8833jZT4mbV9rEoZTJoOf3t4hr85PPOGP+902J5L8S9XrAfgA4/tZ6/pft85jDZ+EHEZIKlp/O0Fq7iqO8tfH5rmt/aNn/Xv2JZL8qsbh7msK4MZBNw3scBv7xt/VYft1wNN0xhWBT+yqpure3KsSunIksSk6fDYfI3PHJ9/1bax6zMG7xoucWUpu+Q47QccrFs8Ml/lrrEFDjSszu81KQRv68txQ1+BC05xbFXjY+vr0xXumywzba3wGSt4daRkwZZ8im35FBcXUlxSzJDVZLwwRJVVEtsuYm7vXqaaJrumZ/nW7CIPztTwgoB3DBTZMVBke3eBHiVynTuGwdOJIVbtuJ2/+sy9HFwoY9XLmPXYradR7rQ96jUUfmxVL9f35VmTNhCSxPGmzbdnq/z9kZmO0O1M4rWiJUkWurlpdIAP9ydZT4sjyV5qN76fP7jrG8zVa1GLKbOOYzZwWjXsVh2nWcVzzky8mxSCe960gXOzCf7rc0f40lzje4rPQlEjV6VUFj2ZQU/mIgePRBbNSJJIJPmb976FD//TAzSbFZxmPXKwiN0rrEYVx6y9aous14Kmafzy2h7+3zV93DdR5iPPHj7jz1CMFEbs3qEmM7FjUdQWbCBlcFUq4PbbbqD89S9xfLHK3x+e5umJKVrVOQLv9W+/9u/ikmKaHxnt5oruLL26ihUE7Pv/2TvvODnKI+9/u6enJ8ed2ZwUVjkgJBEkco4iC0zyOdxrY5/j+Wxsg3HGPtt3zuHss89gbEwywWQDRggQIEA5h81pwk6OPd3vHz0zO7taSSu0K4Gt3wexE3q6n6rufrqeql9VRdM81hvmnvYAqaI+RMmoV+hwVmF2eLDYXMz2uJjntnLRhWcgPPJ7WvIRCppGdyrHG/EsD+3t46WifXxRnYfTarxMr2tEclfT2NaK9MbzKIqCJAr0Z3K8GozzdiTJ+kiKrbEUuWOJ2wfEMYLGGBCBKXaz7thw6tl/811WjKKIilbubZ1TNfrSObbE0rwSjPJsIE44nePCOjfn1npY6LZR57AhFfIM5RV2xNKsDsZ5uCd00Ml1kcfGDc1+lvucNFh1x157MsOqQIy7OwbZER+eLA/VoF7ksXHrrAZOrHKgavBiIMqdW7vZEc9MuDP4V0umcVGdhz92BPjCho5/mECg02zm94tbWey184PtPfxoR9+E7l+WZZa5zHxmZgOLPDYyBZVn+yN8Z2v3AfuG7W9fJZ0vq3JwXbOPk6sc1FpkFE1jbyLD84NR7m4fpCM19r5L+1jksXFZve7QmGIzY5dEPeMqp7F2MMyTfUO8MBhlusPMRQ1VLHXZmOm04DcZy9UM8qqGURCIKgXWhROsKxI2NkVTx8rTHQMADRaZucX5d77LymKvHZfRMCLTL69p9KdzbI6lWRUYJmNYRZGL6j2cW+tmgctGncWIJOj963fEMrwcivFwd5jdyYMbnKf6HFzf4uekYtnndEHvH/dY7xD3dgUO2CN0PGiyyNw6u5Fza92YDSJvDyX54Y7eMtljotFmN/Pg8lnIosC1r2xnffTIlSM7Uk4N0J1Rj546m1qzzEfX7uKZgcnR5xyHhc/PbuQ0vxNRgDXBON/d3sPbQ4eXqSMCKxq8RUeeDafRQCxf4O2hJA90B3mkJ3zQtmDVssRljVWc4Xcxu5j1ChDI5tlazBh8uCdUvmfOq3NzVrWLBW4bTVYZk6hXRMprKiICWVVlw5De1qpEstubyExoe7JjeO/AahA5zm3jeI+Ns2vczHVaMYp66zSjIOh9MgsqA9k8O+J6a72/DUTYEc9gFUWubKzi4nrd2ew2SqQLKjsTGV4YiPDHjuA+/bBHwyyKXDlGEL09mWF1IM793UE2Hub8ttRj46vzWg476D8eXFLn4YfHTyGpqNy8ZscRm5uP5Lz8xdkN3DK9ji3RFNe9uv2wncBjYQSZRtV4qEcn0xzOs1oW4eI6nfyzyGPDXyT/dCSzrAnFua8ryJvjmPPP8Du5qrGKE6oc1BUJG91pnUD0584AbwwlMYsip/gcnOZ3scBtpdVmxiNLGASdQFdQwShCIJPntXCcVYE4bw0l2JXIHFvM/xNCEgRmOIr+Cpet7LdQNY28phN8rJJOjAtlFbbH07wcjPJY7xB7k1l8ssSVjVWcUe1ijtNKlUlvnTeYybEhmuJvAxEe6w2P6/5xSCI3t1azot7LDKcFgyDQkczwTH+E3+4ZPOicfjDUmCW+PLuJC+o8ur0cTvBf23t4MXjwYPw7xQ+Pm8JVTVX8dGcf393WM2nHGQtHcm7+wqwG/q2tjge7Qnx63d5JO87pPgefndnAIq+ddEHlyd4h7tzWxUDm8GgvDWaZD06t5rxaNy02MwVNY3sszaO9Ye5qHxzX9WuXRFbUezm7xs0Cl5Uas4wg6PfNlliKvw9Geag7VCb9r2jwsrzKyUynBa8sAZBSVNIFFVnU27dsiaXZFEmyqejj2BnPoBxrYfUPD7NB5JwaF1c2VDHfbcNnkjAWs2gVTStXuniqf4gn+iL7EMtarDJXN/k4ze9ihsOMQzKQKajsSWZ5NRjjoe7QAW1EazGh5OJ6L/NcVuySgZiil1N/rOfg5dQPBTVmiTvmNnN+rQeDAKsCMb6xuWtCK/JU4itzGvnXabWsGozx/td2HDHCXAlHcl4GWNlUxX8ubKUrleWK1dtGJGtMFGQRPtVWzw0t1VSZJLbG0vxgew9PHyaRshKLPTaub9aDhQ0WGbVoQ784qMc1DnS9uI0Grmys4twaN3NcVqpkibym0V0m0w3t4zcTgeU+ByvqvZxQ5aDBIpeTBDQgni+wO6EnAdzbEaTvWBLKPy1MosAcp5WFbhtLPDZO9jnxmSTyqt76vUTI7Epl2RBJ8vxglOcG48TzeRyS7s84v9bDPJe1XJWuI6WvD+8ftT4cKw4mAlc0eLm6ycdxHhsOyUAkr7A2nOS+rsC4q9vsDw5J5LY5TVzRWIVJFFkdiPHVzZ0jSE4ThaUeG/ecPJOEUuCyl7YecszqneJIJQGe6nPwuxNnEMrmuXTVFgYneD4uxf9und3IXJeVYDbP/7UP8pMdfYflbzWLIiubq7h8VJLpmlCcezoGeWk/66jS9SEC59a6WVHvZbHXTr1ZBkGvpPj2kE5ofrJ3CAWosZg4v8bJaX4Xc53WchxG0TQUVUMSdcLRK8E4b0WSrI8k2RlPH/MnV+CfnqBhNojMcljKWSaLPTba7BYKmqa35iiWNU4VVLpSWT0zOxDlmYEIcUVlocvKigYvJ1U5mWY3YZcMI0qEPtk3xPOD0YNedK1WmZtaqzmz2sVUu7nMNH01GOferiBrxpENcCC4JJH/mNXI5Y1eXEaJHfE0v9jVzwPdE58tAXog8IHls7AYRD7w+k5enkQHymgcSeP5g1OquWNuM9tiKa5+ZRvxwwzYjgUJ+PiMOm5s9lNnkelJ57irfZBf7eo/rIWJCFxc7+HKxiqO99ipkvUgyfZ4mif7hrinI3BQB/qIYLjbRp3ZiEEQiOR0R+BLwRgPd4foSOWoMxu5oNbNMp+L2U4L9RYZuZjFlVNVRAFUTWNzNMVbFZnbuxJpCv/Us9Q/LiRBoM1hZm5FZYz5LhuCAAUNTAYBY5GMUSLDvRSI8mTvUNkoWuyxlRdgU21mbCXS0CHOwaATJt4/pZpzatxMsZkRBMqs5f/bOzguUsdBZQY+1lbLDS3VNBTv53s6Bvn5zsO7nw+GD06p5qvzmnk7nOCaV7eRO8KW0JF2agB8f2Er1zb7uLczwH+s75jUY13dWMUt02uZ4bAQzSs80hPme9t6JiQI6ZMlbm6t5vw6DzPsZiRRoCed46VAlLvaA+MORJfulRLBrvJeWRtO8FTFvWKXRM6tcXNmkbTRaDVhFgUKmkZW1TMCjAJsjaXZGBuer7fG02SOZXf/Q0EAptvNnFvr5vwaN20OCw6jAU1Df26jZ//tSWRYH0nyUiDG6mC87AAukSkurvOywGPFY5TIFAkZzw9EubczcNBFvEMSuabJx/m1bua6bLiNBjKqyu5EllWBKPd2BCdkfgb4QKufj7fVU2M2siGS4qubOsrVNyYaZlHk9ye2sayiasaRxJGel1utMvcumzWp1TRAt28/NaOeD06pxiVLvBaKc/vGDrbFD/8aEYHza92saPCyxGOnplQdI53ltVCch7tD4woan1nt0kube+1lwkZXKsuroRj3do506jWYZc6udXFSlYM5TisNFhlL0dms6l1pGChm0z7SG2JNOMnQJDjyj+HowWIQmeO0jCBjzHCYieYLKKqGTRKxSwYkQSCuFNiTyPJGOM7jveHy/HW6z8HFDV6Weh00FZ/pCUVldyLDmlCMh3vCh0RsW+yx8YEpNSz36STmhKLy9lCCP3UG+WvvwYmk48EHp1Tzoak1tFhN9Gfy3NMR4Ge7eifVhnVIIn89dQ5NVhMfeG3HpJJA9ocjPTef4Xfy2xPa6EplueSlLZPizyhBFuHfptdzfYufWrORjlSW/90zwG/3Dh72vksE5+uafBznsWOXRALZPC8H4/xu78C4yHQllHx8J/ucTC0mpWRUjc5khrVDCR7vCZevjRO8di6u87C0ysEUmwmHpGfbxpUCKUVFEtD9b4mMTnKOJtkUTbEllj5WAvo9DLMocMG0KaystzHbJOKVJQxFMkZe1Qhk86yPJHmkJ8zfBqJjEiNOqnJwRYO+Nmu2mpBFgUi+wNZYihcGozzQGdx/IEgUcVQ1cE5LPZeaUiyxG/AW/XlbY2me7h+fP+9QcXVjFZ9oq2Oq3Ux/Js9v9wzwq939kxJkMTu8NNQ08PN5tbRqCb785o5J818fDEfDl1EtSzx46lzqbWa+FpD4y65OkqE+VHXibbxFHhu3zW5kaZWDlKLySE+Ib2/pIjrBz4Pzalxc3eRjqdeO32QkW6wa+nzayP1hje7O7fvN3C/Z4JfUezneY6feIiMKesuqDZEUz/ZHeLg3NCYxb67TwtVNVZzic9JsNWOVxHIwLKmodKQyPDtU4L6eMJ2hyVmfHMPRg0GAGQ6LTsZw21jud1JfTFiVKhKwe9JZNkT0+ffp/qGyPVRjlri2ycdZ1W5mOi04JAPpgsquRIZVgSj3dYbG5YuY47DwL1OrOa2yam48zRP9Q/x+7+CEzNfLqhx8eU4jC9w2hnIKd7cP8t/beyfN1/wfM+v55Ix6nu2P8ME3dk3SUcbGkZyXXZLII6fOocVm4uNv7j5sAs3+4DYauH1OEysavBhFgRcHdWLN4bQKK2GKzcS/tFZzVo2LFpsZVdPYk9AJ9b9rHxgXaXqpx8bVTT5OKtotRlEglFPYFEnx9MAQD3UPz8F1ZiMX13k5xe9kjtNCTbESnaLpVUNFAXbH06wKxllfJG20T4Cc71X8UxE0PEYD81w25pT6r3rs1JmN5DQNgwCyqD+kY/kCe5NZ1kUSvDAQ5e+DURT0G+WyBi9nVbuZ67KO6GG5NZbm74NRHu4OjYtN5ZUlbmj2cX6dh1kOC2aDSCin8GY4wUPdIZ7oG5oQI/faJh8fnV7LdLuZSE7hL91hvre9e1IX3p9sq+Vzsxp5O5zg2ld3TBhLe7w40sZzi1XmgeWz8coSt0xitnbpWF+c3cTZNS5MosibQ3oG0f6Yb4cCqyhyTXMVlxQZ9453yLhvs5u5vMHLcp+TNodFr3ygafSmc6wbSvJ0f4Sn+sPkVN0Jdl6Nm1P9Lua7rTRZTVgNIio6aUMtBgF3JzJF0kaSzdE0W2KpYyWe32OwS2K5Rclcp5V5bisz7JZyMNdiEDGKpcoYebbEUqwaRcbwyRKXN1RxRrWTOS7rAasCjAeyCCsb/VzW6GWB24bNIBLOKbwRTvDnzsCE3stn+J0TUhHnUCEC95w0g+V+J9/f1s2Pd/ZP6vH2h6Ph1ADdCfDLJdPpy+S49KWJa3myPzgkkX+f2cCVjVV4ZIndiQy/2T3AHzonbqG/yGPjphY/p/ic1Flk8qpWJNaFuat9/I64sQh2kiAwlFfYGcuwOhjjLxUVv0qkjbOqXcx322i0yphFEUXTyBRUCpqGRRTpTufYWFEZaXM0RehYsPA9g3qzzI2tPs7wu2i169l7pQ6aWVVjIJNjQyTJK6E4z/VH98mMNosiVzR6ubhOryTnkSUyqsaueJoXBnVCxv6qdZXgkyVWNvs4t8bNrKITJFVQ2RlP8/xglPs6gxM6d9olka/MbeLKxioMgsBTfUPcvrFzUrLVSjhaVTMqcbTm5SNRTaOEc6pdfHluE9PtZrpSWb63rYe/9IQn9Bhn+J1c3lDFicVMPQToT+dYO5TgkZ4wz/ZHDrqmO7vaxZUVhA21SNh4ORjj3q7gPpWZRGCJ187pfhcnVultUtxGiWJlZxRNI5hV2BTVbfhHe8Pkj2VvvydQ8lfMLfor5rmsNFpk+jJ5CpqGXTLglg2YRT1g3J3K8vZQgmcHIvxtIEJO1R3JVzb4ON3vZHYxs0/VoD+TY0NEr47xeN/4qmOUYBVFbmj1c3mDl9nFqkldqSzPDUT53z395bL8h4uFLiu3zm7kZJ9e6fOFwSjf3tI9YSS8A2GRx8Z9J88kklO4cNWWSX0GHAhHKxD4+OlzcRsNrHx1+2FXgxsP2ux6tuCZ1S5EAV4Jxrlza/dhV8AqodUq86GptZxd46LJaiKvamyNpXi4Z2SZ5/HALolcXOflnBo3C9xWas16YDCcU/Q1aCDKX3pCDGQUZBHOq/FwTo2bRR6d5GwSBTKqRiSnkFAKGASoM8t0p/VWQyV7eVM0ydCxNrDvOpgkAyfPP5HZs47DU9NMk5BjRmQnSbMLrvowyT/9nIE3n+WBriCr95NYZxZFLqn3cEGdh+PcNqrNuh+jP51jXSTJE31DPNEXxuiqxVXbgrO6CZu3Dpu7GovTi8nmRrbYkUwWRMlIbWqQS9ufQrzsJu7aLaIqefIFhVQmTSYxRGooQCzQRaR/D0NdOxnq3/OOS71XyxK3z23iwjoPkijwciDON7Z0jpv4KslWHL56bN5abJ4arG4/ZocHs92DyeZEtjiQTBYk2YxBkhENEggCaBordz2IctVHeGxTiLwKmqaiKgqFfBYlmyaX0cvyp+MRMrEQqWiA5FA/iWAv0UA3SmZi5rKJmJdFUcJWVVfURR02jx+L04fF4cVkc2G02DGarWU9CKIBgONC6znhpPn83y6BnKYbeppaoKDki3pIkUsnyaVjZBIxvYVCNEgqGiAR1nWRjgXHNUZZhM/OaOD6Fj8eWWJLNMV/buvhucOo8Gp2eKlqmY2nfhqu6mbsVXV6WX2LjdZcmLah3TQne4hd/xn+uiFITgO1oKDksuQzSXKpGJn40Ah5ogPtRAc6mWuTuKqximU+J1NsJiwGkbhSYGc8w4uBKA90Bfe77mwwy1zX4mPZtBlYa6fQ62nFfun7eH3NZjKZFOlgD4M71vLWG8/RO3R0iEHHcOgQ0APRC4vVPk/1O2m1mVGLAeFSNebedI6NkRQvBqI80RseQUaa4TBzbZOPU/wuptlMmA0iMaXAtmia5wYj3H8g8lwF7JLIjS1+LqnXbWdZFOjP5FkdiHJXR2DCbC0J+MzMem5qrcYjS2yIJPnWlu5xtX17pzCLIg8sn8l8l40vbmjnj53jm2MmEkfDXv7W/GZubq3m/q4gn13XPqnHWtlUxSfb6mmxmehMZfnpzj7+NIF6Pr/WzXXNPpZ47XiMEnGlwPqhJA90h3ioOzSumHSb3czKZh+n+pxMs5vLc/D2WJrnBiLc1x0cQfxosshcXO9huc/JHKfeuk0skjY0TU/+2hZLsSoQY12RtPHP0p7qH5ag0WSVdeeG08J8l5VFHjsOo4FcQS+RLxdLMYezCrsTadYOJfhbf2REltypPgcX13tZ4rXTYtUf9qmCyt5kltdDcR7rDR+wh1olzKLI1Y1VXNrgZYFbD37HlQIbIyke7Q3zQNfElZub47Bw65xGTvHpZddfDcb5z6094+oZeziwSyIPLJvFbKeVb2zu4jd7J77v4HhwtBzO/3VcK9c0+d5xb6pDxUV1bj7RVs88l96D94neIb67tXvCyi35ZIkbWv2cV+NhpnO4Z+XaoQQPdgXH3UNYQi+LdH6th+O9NhotenZAXCmwK57hlVCMR3vCbI6ly9ufUe3izBoXx7nttNpMuIwGNHTShqKCSYTB4lg2V5TcD2aPBQHfDbBLIuefdjGtTif1VhPVJgmrQUTLZ8g6fMj5DEZNRdNUkgWVwZzKrqzG+oRCJF9ALeRR83kahSznV1tplaDKKCKJAmlNYKAgsisnsi4j0lEQEQ0SgmBAEA0IooggiIiiAUQRQRAQRQlBEBAMBkxonKKFmOa2Y1OyKGiEFJHteQPrsgayxYW/pqloasVfdeRnqAXU4ns0TXcWqCpoBbSCiqqpSJrCh2tMLLQIGA0C7Vl4PKaxIS0Ux2lAEIThcQoiiAYEBASDgCAYAH1bit+XXguCLicCutwIuowV31tR+FdLhKxg5MG0lUHVUDFeDQ0NTS2ANiwzmqbLiDZCNk2rfF8ATdtH/pJ+QNN1gAZqAU2De2aYuHFnFgRRl7M41tL5Eio/Q0QQBSh+rn81rAt9m5Gy6n9L/wy6XgRdO07SwgAAIABJREFUrzZB5TOFndTnInzLvZzenC4/pfNJUR8VuijLNKYuCmjF66Qkn1rUiX596J+1SArX2TKcLMQQ0FijOvhdXKYnq4FoKJ/P8rVQfF2+DoQK/YijXhd1IwmwUMpwIhFm54NU5yL0mapYJTewWq4jnCtUXL8FNFWXU79eK79T0Aoa1WKeE4wZ5hvSTCVFtZIgK0r0YmWbIvFCWmJ9RkKQjBgMEmajgePNsEDOM01I01BI4M4niBntDJq9dDibGTJ5UbUC0VSScCJOfzTCK6seoT8+PvvpGCYPdoeXD5y0jJMbqqnNRqhSEtjzSYyFLCmlQGcqy+pAnKf6h1gbToy5SJNFuKLBxyX1OiHDK0tkVY1dxZYl93YGRgTuJNmKxVVVdMy6MdvdyDYXi60CZ3jN1BVS2LUsSj5PTyLF66EYj3X20RM5/D6iozHLYeab81s4ocpBNKfwm70Dh1VKUhQlZKsDo8WObLFjtNgwmqwYLTZksw2DbMFosvAhV5Y2WeTNRJ67BzPkM2mUXIp8Rv+XyyR1h2QyjpKbPOLGZNrLoighWezIZpuuB7MNo9mq68Nkod5q4Q53nDo1ybcNM1mfKKBk0+SzKd3RnEmSTyeKjtkE2XT8sJzsLVaZb85v4TS/i1ShwD0dAf5zW/eEZuKLkozZ5uKEWh8X1Xk53mmkWcxj1FS6jS7exM0TqpuuoSGy8QiZZGTMHsSgE0uubKpiqddBrVlvq9KZ0suC/rkjuN81nUsSObvGzQXF9j/VJiOyKKIJAgmDmX6jk82anb8OhHhq9XMTej8dwzuD3yRx0cIlTF9+KT4lhUXNE1FULJmo3qtYLWAUBQqCSAIDQc1IF2basZATpaJdYGCBEqLZkMdsMGDQNBQgrokMaEbaVZmwaqiwb4Ztu5E2nAZlm0fFqBU4VQsx023DUlDIITKgiWxWzOwomFBH2GDFvwi6DVe0S0v22bCdpld/oeK1IIhMzUc4Xs4gIBDDwDbVSjumYbsM9PFSsuGG7bXR35XkomjrUrZ59W1KOii/VlUWaBHO98rszAo8krGCII6QQX/NCDkpyYVQtDvHkHus70ryM3o7gWwyys3uHH/O+SpkHZZjLD2M2G60jhhDF5pa3NUoXagq/yL0cGZyN993nsiGvFy2tffRhVgx/kpdVMgzQtbSmmXUd6VrYE5hiDOTu5gX28MuexMP1JxEZ95Yce4rz7U6Ut5KudWRcpb+CqrGAiHGSYUAc7KDePJx2s1+XpAbWaU4yYsGfd0hisPyVa5PymsvoSxPtZZlrjpEWy5IayZATSZIRHbyln0qb3va2J6Xyza3SckzqxBmphJmai5EQzaEqZBjwOSlT3az3TWFiOzBYraQEQzENJHoqj/y9Burjvk3jjDMsomTFy1n1oyFuGuayDtqGLL58aRDLO1+lYXBDRQ0eC4Q5+uvraflnH+h7YyVoGlsfPZuNv/tD4BOlFvZ6OP0ahfTvB4Eq5uw7KDL4GKn7GWPuYa4zY9sdSKZLBiMcvl+UAs6AUG3geI64SIaJBnuxx3r43ZXlJmSwtN9Q/zHpm4imQyumlaqmmbiqpuK09+I1VODxeFBttgxGE0gCGhqgXw2TTYZJR0Lkgj1ERvoZKh3F8HO7eSSI/17lzd4+fSMeqbZzQxk8vyuI8DdIQGrrw6buwab24/Z5cNSJFoYrQ5ksw1J1uURDcbiPYXuOygoFJQcSi6jkyvScbLJGNlEhHQ8TCoSIDk0QHKon3igl9vaqri5tZqlL2wmlMogW504fA3Yq+rLRA+L06uvJawuZIutqEtT0T9UbG2hFlCVPEo+q9vZ6QS5VLQY9A+RigySGOonEeghHupFVfYN6I9lM1tdfuz+RuxVtdjdNVjcfiyOKkx2F7LFoZMtTJYi6UT3ZYCGWihQUHIUchl9PKk4mWSETDxcHM8AiWA/8WA3yeggqCp/PHUuC2xG5j2zAbunBru3AZu3BqvLP7yusrkwWornwGQe1kOR6IGmoaoKhXzlOUiUCRDp+BDpWIBkeJBEuJcZhQhfnObjeK+dpFLgoe4Q39k6MtlTFCU8DdPwNM7EXduKw9+A1V2N2e7BaLFhkOTyNZ3PpMgmIzrRIthHdKCdcPcOwl07UXIpbppez5fa6siZbPw6IvGc4MfurcPqrtZJLHYXxtL1JRmLzyMNVVFQchnymQRiIsTM2F7mpnqYkQtQm4+T1aA7meL1YIxHesLloLWncQbLb/wyrpoWBnat4+W7v8n1zW6umDufrKeRPc5WdnvbSJhciFoBORWhEOwguHsdb7/xPN39XYcz1RzDBKHeLLPQY2OR28YZ1S6m280I6PaGVAz89mfybIqmRrTGrsRJVQ6ubPRyotdBs82EJAiEsgobo0me7tt/ZZaxcGa1i+ub/ZxQpVcpTxZUNkSS/KU7xAPdwQlde85wmPnq3GaW+5xkVZW/dE9O5ZvRWOiy8udls8iqKpev3joh1R3eCY5W7O/sahe/XnrkkgBbrTJfndfCGdVOFFXjsd4w39jSPaHHdRXbVV5U72Wmw4JR1Ls6rAro1cRL8bqDoWT7nFWRaJUuqOxJZHgpGOPPncF9WltNsZm4qE4nbcx2WqgyGRGh3BowW1CL969O2tgQ+cckM/9DEDQMApzic3LKFR/Ha9CoU1M4slGSdj8UFESggEBSEwkj0aca2auZiGjGEQvFOjIcp0XwmEyY0YNMKU0kqEl0FSR2F4zkEMuLXGDEop8i46ekUoeW51QxSqNJwiJo5AWBUEFkjyqzWTGRprTgZXhhW3oN5YXu8Pelj0u5jBULX2BWIcpiu4Cs5IhpIptVC1sLJipPs1bKniot2PUPR/wd/flIh0DpaCO3qSbD9fYsiQLcn7ET1QzlsZcGPvz2IDKP3mZ4FyNkH/leR6Gg8BFHgt+k3OXPyjKPoYOx5D2gHirfj6GLaaT5dHodvbKHH8mzSJXmjLF0sR/Zx9LFgfQgaSqnqoOclm6nOTXAWtd0HnXOpjdnGKWDCvnHkn0MOStfV2k5TmCIBfkQU7ODyKrCXrOfv5uaWa06KRQdWZXy7eO4KX7p0vLMJcYsZYgpuTANmQB5UaLb7Odl+zTewE1SEyk7mFSNBi3JTC3ONCVCkxKhNhtBUhVCZg8hk4cu7xR6ZS9DqoHoQDsbHv81b4ZiHMORgQic4neyssnHWXVeVl/1NTZ1xfAm+zkutIV5Q9vYUjULecWNPLFmO72aBcVg1IPpoohYDDqDwJxEO6f1v45kEElc90leeH0PUQzERRkVYaTjdR+H3GiHs/5aUBVOj2/ngoHX2OCbg/3ia7h3zS6iBWmfIP+YTuVRTtTRDtsRrxGoTw3y/j0PMXDTl3j8rV4GBXP5YTvsFC7Nr1B2kpY+Lzok9c9AZwRUPHMqHbCl7UqOSPR75lPBF5BXvI8fvj5AvlAxb1Q4GGEMh3LpeVOee0Y6l/X/hH1kHrk/yu+NooGbFzi4a0OcvFoY5WCm+L7i+Tnq+5G6KJ37ymeTVrHtGI734u8uTGxj4QXn8qNXu8iolee0MlhQqQsQEPeji1JQYeTcJpTlrtALMCXZw7LQeiyX3cCjb/UxKJhHXQsj5R/pYNdGnvexvi8STsyFHPMzPdQXEsy88AJeeGUT6zUXedE40nFe6WRGLMtUlqcUZEGjLhOiNdnDlEw/vgtW8My6foaQGBBtqCX9Fh3QmqpiULI0Z4NMz4dYdMYy3nhzO3HNSEB2EzZ7kCQjnxp6ks0vPs197QM83TdERn3Pm6LvCfhMEhdceCO10xZSZyiwpP9NrGqa8I1f4Nm3uglLdnJGKxr6facq+eHspXRcd6DGQrSl+1jqkvEbDRgkEynJTNBgpVdy0m3ykpN1h5woGRENEmKRPFc2YooBQE1VMWXjXNH+BA41R3rlLTz5RichgxWtmDkmFAlsw78t/r5EiFILqGoBtaCgKnnUQp5CXs8oK+SzKPkMSk7PsisRAGYrQ6yosWIXBPox8oLioMvgxGCUMcgmDJJcHL+MQZIQDbocQoUsQolEVTkHjDE+3Rla0MdZKHBCdDNnnDyfX2xKERdNiIYSubC0v/3tkxHPNa1IsBretzL8T8lTUPKoSo6CktUdsfkshVwWJZ9FyWUoZDP8qjrGR0MeJNmMJJuKDnWTrgejXD6HBoNx+FwajAgGQ1EPhpHEMcYe9wjynzY8Zq1QYFlkI0vPOIlfro+TEyr3PZK8d8B9Fq+Bko7VQr4cBFCVPIX8sB60bIpzCv1cmN2LQ0nzvKGG+xQvMdGC0WRFMpmRZAuSbMJgNA/rQyrpwFg+Z6JoGPkMGX2eiufHlQ4zPbqX+lyY2kuu4PG13fTJbgSDVJaz8rfDspSu5QwNyX7mJDqZleyiJdVHXpRol9ysVcysMdYQM3sxOzyYrMUMTFMpOCKBBvZcjPp4L/XxHmRRw3XJSp7cMAjpOJlQN+0v3MMr6147VmXjCGK5z8FNLdWc6nfycM6B6fKP0rdzD0uSnSyK7iRorSJ57Sd55pXNdOcl4og6wUCrIF0WCpyc6+Wi2CYcWo6+qz/BA6s2skcxoYwRUC4//yvtH2HYji29l1WVsxPbOCuwlrU1i/BedAX3vrqLqCKWbSr9QaHu6wPRxrJdDhxkvyDXyRWxjey+9t/56d+3kirsa3uOtseBUfIwvF1ZPob3Mxahovhc8SsJbul7hp7rP8/v1+xFKTr9yjb5PvIWvy3LXHo/0jbbx04fZeNqRdt+xG+UNHdespjbn9tOoaBV6KH0LGRsPYy1Thmhl9G6ECtej/Q/LM11c+5px/OrN3oJKYYxdDFyzVLWxQiZK7dXx9TDWEQTs6pwdqGP0y4+l8deeJPVeVuF/To2uWefddqo9dloeQVBwK2mOT7Xz0mnLuaNN7fRrxjZLDhREEauqYpyjVhjlZ7DowhPklpgZiHKNC3OsovPY+Oq19mkmNiEvfiML9pCgk5E96hZ2nIh2pQQLRdezIaX3ySa19ijmkmIRs41dHDSlhdY1T/E3R2DR7Rl8D8TDAIs9zlZeuY1sPB8wmYv9mwMcyJAMtCNv38T5+e7aTJqtCcz/GRnH/d1jcqmF0WOv/QWzlp0EvXRTrLOKuKilZjsJCE7UAUBVS2QUxSUTIpsOk42MUQ6GiIRHiAR6iU22Em0fy+59NgEdrfRwC8XT2O538mGSIqPrt11SNXkZIsdb/MsvA1tOGtacFTVYXH6MNldSLJFtxfQKORzTB/cRI2UJyK5CZlchMxeVEmmZIuX7M1CLkM+myafSZBLx8kkomRiYVLF6g3JcD/xYA+Z+KFXLptmM/PCWfP4wvr2w8oYNju8OPyNOLx1WEuEhmKw32R16gH/MolCKs+rJXtayWVIRYOcZcvyurkVqUh6KG1XrmSRy5DPpnRScTKikz9iIZKRQV0PgW6SQ/2oyjvLBJZF2HzB8TzWG35HWdulKiZWb80wmaRIbinbjhXVOyplFAp55gY2cnLfa9Qn+ri3bQVbXDMRTVad/KFpKPlsmeiRGOonHugi0ruXUNd24oFDIzLcPqeRD02tIZIr8Ll1e/nbfqp3iKKEw9+Is6YZp78Jm7dWJ+04vDphyGxDNso0ZAK0Rjtoje6lNbIXUVN5qfZEXp92Lr1d23nxrm+RCPWM2Pc0m5mvzG3i9GonWUSe1fys8S/E2DgbzVmNYrQgaCpyfIDCXZ/msa7gsYqhRxCyKHBNk4/Tj1+GMv1EvPEB1jctI69qKKKBnGgkK8pkDTJqhe0AFfYOGrND22gLbeP5GZegqCoaAgXBgCJU2D76i9L/hu2ZCjtHVnKc0r+GhM1Dv6WWnCCRMcgkDBYKxX2NXs+OjmUN22yldyPejH7BcQNvochmdjqnoYjS8HFGjLn0ctT6Thu1wQi5KjaqjBsVf+NPB5mV6mSbcxoBo6s87n3HezB5YbTM+idjyb3v/rSCgkPUSAjGfce9r3jj0gEcWA/l/WggF7JcvecxOjwtrKk6Xo+HjRnHPLTzPuL3I34uIGgqbeEdnNz7Kltq5vGW//h9z/s+L0d/fqDzPiyrKzvErKFdzBzayfTILp5tPouttYsIitYR/u995RqWR0DAoCo0xruYGm2nNbKHpngX/7X8NtKIus4qrzF9QIDuu2iK99AY76Yx0UNDvAdJVfjNkk8QlF2c8tcv8Ketu3l2EjsYHGkIjHVFvkcw02HhmqYqrmisoj9XILfiYzjXr6Y11sErtSfgv+gKnnhlMz2KkQxiReBreNGIpjIvN8B5sS1MzQzSv/JTPPbaTvYqJqIYx1js6++BMRa6+jaylufi2GZOG9pI8NrP8MjadvaqFpIYKrRdsUAfc9Kv3G749WiygS5DgesSm1kW286eG77E/6zeTlLZN6g/PO4KR/c+3418P3rBPvo7AFlVub3nLwy+79/55ZpOFEUbJVPleMcp8xi/HVP2EfvSEIQCt585g2+/1I6iqAfRwb6yHEgP+p8D60JAQNIKXB1bT/3Fl/PjNd3klcJ+dbE/PY2ti4PrwVNIc3qui0UXXcCjL23gTcVe4bQqjnDMsY8hd6XMY/ymRkmwMD/AiaefyNo3ttBZMLEVJ2rZ3hnDcTNKnuGMHY2GQpw5WoRlZ53MllffZqggsgknA4K5PJ7RAWK3mmFaLsyUQoSZ553D+lffJqlANBFjpTNA6K03uL9jgAe7Q/80ZZGONKbZzVzT5OPqxioGs3nu6wyyIZLg47OaOKPKjkGANcE43y1W8ZFlmVxuX2eCV5b4+rxmLqrzoAGP9oT42uYuUoJhzO3HCxG4bU4jH5hSQ0ZVuXNrN3e1B/Y7jonAfx/XytVNPu7pCPCVbX2TdpwD4Vvzm3lfs58TX9hMIDX5ZaEPhp4rl9Pw0MtHexisvXApg8kkF63aclSO/8EZDdwxo46N0SRXv7x9UluAnVVfxbfnNFBvkXm6L8Jn1+057PZmVlnm41P8/MuUahxGA68G49y+qYMd+ylxK8syNQa4dXYj59W6y625frJ7AIdBYGWTj4VuG4/3hrm/K8TaoWNVNSYSZoPIiV47p/ldnOZ3Um+z0H3mDdSufRpLNsHj3QN8+a3dKJI0Yp6SrU6c1U04fA3YvLW4XD5Oc4gsVYPMSnQy6Kgnc+3Hee6VzXRkBWK5PPlsinw6Sa6Y7ZdNxcglo2QSEf1fXHdEV1aEKLW62BFPc/0r24kgHni+FEVksx2TzYVsdWCyOvQMtWLGXrlKg2wpl0qWZHMx0C5Tr6W5PLAGi6CSXPlx7n2tg3i+UCQ05MqlgnViR5ZCNqMTGrJplGyKfC5NPpMmn0kW5U3olR5ScXLp+H57JpfgkEQ2XXA8d+4c4Jfbx+msFEVkkxWjWa/KIZmtupwmK0azRScTmPS/RpMFg2xGMpoOSrSQjSY+ucDMj9anyOVzYxA7ckViR2YfYoeSK5JdchW6yKT01+kk+UzioLqoxGsXLKE9GufaV7cfXBdmO7LFpmcIWuwYTdbyuZdMFqQyyaJItDCaMMgm3aEuyeWMToNkZFouxIJkOw0XX84LazazJW8ml8+X5VZyxX/ZVDEAkdKDECk9EFHKOsym4uSS0XHJfN3UOr41u554vsAHXts5XAlDFDFbXVicVZgcbsx2T9lpLtuKspaub6OFqUKKOdkBHORpuHAFm156lVgyw+ZElu1DUVJDA3pmbKCLRKh3n4DAiTUe7jh+DmLdDLZVzaTVkWfWa4/yejDCqkCMVYHofuf1Y3jn8BgNrGz2cUOLn5yqcXd7gPVDCT7WVseZtV5Mgsb6oSQ/3dXH0/2R/dqqsgh3zG3mumY/GvDH9gDf3NoJ0uHZtnZJ5DsLWrm03kskr/CtLV3c1xWaNJtZFuHhU+Ywx2nh/72xi78PpY+4zSyLsOH8RbwWSvCv6zqOis0+Gu8Gm/kPp85liV1mwdNvT2i253hxcXM1P1vQxOZomite3jJpY5BlmStqnHxpTiNuo8RjvWE+v679kNqfjAW7WeYL02u5vsUPwL2dAb62uXO/csiyzJleK/82vY6FHhvZgsrfQwl+sq2bRR47N7X6kUWBP7QHuL8r+A+ZOXgkIaJnTK9o8HJhnYfOVJa/qlV4TjyTX/7251gyMb46r5lza9wIwN8Gonx9c+eYhIgas8Rts5u4oM6DbBB53tSEbcX13Pl/f6Kncy+x/nYyiaHDGut3FrZwXZOf/kyOT769lzWTUbZeFJla38rPF09higw7L/so37j3aUKhfhLhfpLhAZKhPlT1yASh15yzgHBOOfJrdlHE5qrG4WvE7qvF6q7BarXxPytP4cZf/4WhgR4SoV7iwe5DsnUnAhfVufnVkulctGrLhLWCOhjMdg92X32xkoWfhX4vt15+CuFnHud/N+/i3nUbJqXan10S+dGiqZxX62ZnPM1H39x9WHapKMm4appxVjezsK6Ok60a77vkVAyP3M2mUIQfbOsZkwgiArdMr+WDU2uoNhnZEU/zg+09PDEQY8HcE5k5dSY31CnM7NrGurBeoeOpvqFJbd/4zwyzQeSGZj+fmVmPLApYjDLpeUv585vbcV18FT+6635ymRxqIV9MNimgagW0glJO6EBVOdtj5CutTqyixv/0p5AuuJpf/M9vySsFvaKtaNBJSsXXpeQMsUiuF4uJFRaDgc80mLjQlKJXstNxzkq+9vsHyWbzqGqBUpKdqhVAVYshSD2xCbVUhbci+aJIgC39VlXV4u+Gk1tA5WvTq7iq3s3fTriIz/3Xz4rjFoCKyrsI+vgFsfhXoFQpbER1MNGAgIieP15MQgG9yjNCmVgqigKyKPKXKRrhC6/nw795kFw2j6YVUIsEcj3MWSQzlypQlwitKmiUyNn7yoymomrD+1ELSlluoCx7KTHTaDSy+bu3Mu/W75LP5UfIrw/fMCy/gC6DUCLsChWJFkW9lBLXxOJvBXGkHir3I+qVsGWTkYc/ehU7nnyCT22PAqqui5Ls+9FD5XkfPt9FHRSrOquafu5VtTBCflVVkSWJP3zpU8x8+Sm+ubWHB/tj+5x7nWQ3PN4R53vUea+Ut5Q0hECx8pNetfkKv8wtN61k4KnHeKw/zl39qXKijF5BvJiAU5FEhKrqPqZy5eYCVqOBB77y79S8+Dg9iTS37wixNV3Qj1W+xwyIpaQdg4QoGBAlA3OcJm696Qqczz5Ifdt0YuveYDCV4c6t3TzRN/SOq+C+W/CeI2h4ZIkrGrxc0+TDbzLycjDKNLuF+S4beUHg+b4wd27tZm8ye0BngkMSuWNuM5c3ejEIAs/0R/jKpg6G1IM4hw8AuyTy/YVTuKjew0Amz63r23kpMrmOhlkOMw8sn41BgJWvbGd7WjnijoXHT51NrUXm5L9vPebUKMIrS7x50VLu3tnDVzZ3HvHjXzullu/ObWBPIsMVq7dOaokrWZZ5f6OHz81swCgK/HpPP3du7Tn4Dw+wv5kWia/NbWZplZ1ITuF3ewf54Y7eA064sixzvMPEf8ysZ4nXQR6BN0Mxgtkcp1e72RBJcl9XkKf6I2QK7/Wp++jCZTSwot7LyiYfDVaZh7pD/KUnxPk1Hq5v8VNrNtKZyvLbPYP8du/AAc/bUo+Nr85rZoHbRiCb5xe7+vn1nolpj/SZGfV8vK0WTYMf7+jlJ7v6J2S/+0O1LPHIaXOoNhn58Bu7eOEwenUeDhZ7bDx8ymw+/uYeHu099IyVycDRKj83Gq1WmVVnL+DbW7r45e6j04Zris3Ew6fMxiyKXLdm8vt8X1Ln4Rvzm/HKRh7qDvKFDe0T4ug+v9bNF2c3Ms1upjOV5Xvbeni458DX24W1bj45Q2/NFVcKPNYT5v/2DnBWjZuVTT5EQeD+riAPdIfoPYSssGPQIQDzXVZO9Ts5ze/iOI+NzdEULwdizHCaOafGgyaI/H5PH3du6eZALtZqWeKj02u5sN5Lo0UmXVBZG07w2z0D/G0welgBu1kOM3efNBOfSeKrmzr5fXvgHe1nvGizm/nZ4mnMdlp4ORDj397aQ+xgZJBJwN0ntjHHZWXxM+uP6HH3h3eDvQy6HfDQKbOPqMO5Epc2V/ONWfV4ZIk/dAxy+8bOSV3gW0WR353YxjKfg0d6wnzyrT2Hdbwqq5mbG71c1uBlqt2MomqsjyS5pyNw0P6xbXYz31vYymKfi95kmke6w7hkA6f5XRhFgdXBGKsCMVYHYgxmjxGd3ymWeO3c3OLnnFo3z/ZHeLAryBnVLq5orMJv0m3mP3QE+J9d/Qecl91GA3cuaOGiOi/JQoFf7urjxzsP37a1iiLfXdjCioYqInmFb2/p5s9dk9tLusUq89fT5gBwyaot++0RP9l4aNks2hxmFj697l3j2Hs32MwisP6C49gRS3PVKwchz00SWqwyj582B40jc428r9nHF2c34jJKPNoT4gvrOw6bqAHwqRl1fGRaLTaDgSf6wnxxQ8cBg3cS8P+m13Jji59mq4lANs9D3SFeHIxxdVNVeR65uyPA2nG2Wz4G3UZe7LWzot7LJfUeAtk8j/aEeax3iM6UXp79qmY/n5xWw1S7md50jl/vHthv2+b3Nfu4ZXotU2xmBrN57mof5Gc7+lBgwkht/zq1hi/MaqAAfG1TJ3+cwN7zo/HBKdV8ZW4THcksK1/ddlh+8cPFF2Y1cMv0Wo57et27JtD9brGZ7zt5JjMcFo57Zt1RG4Msy3y5rYYPTq3h9VCcm9bsnJC5ciy0WGV+uWQ681xWXgrEuGXtrgnzbcuyzBKHiS/MamCR105KUXmsN8SdW3vGbB0w32Xl9jlNnORzkFJUHu4J8a0tXaQ0ASMa51S7WNHg5VS/kzfCCR7tCfN0f4S48u64ht/LsEsin5vZwM2t1RhFAVXTWB2I851t3WxJZCkUCuOadxe6rPx8yTSarCYe7Qnz2XV7yKmHPmfLInx7vt7iPpJXuGNRZuVzAAAgAElEQVRTJw/3hCc1CbCEXyyeykV1Xm5es51XY9kjOk8/tGwW0xxmlr6w5Vjsr4gmp5WXTpvNL3f1851t7zwOdqiQZZmPNHv5/OxGvr65a8JiKAc75iem+Lhleh2qpvGjHb387B3EWGRZxiOq/GrxdBZ77awNJ/jIG7sYHEcVotI9dmFDFZ+YVsN8lxVNg4RS4D+3dfOHjmC5Ncp7De8JgoZREDirxsXKJh8n+xysCkQxiQZO8NpxGg1sjaX56c6+cQWiFrlsfHVeE8d77YRzCv+7p5+f7uw/rAW5LMKd8/WM6Uhe4faNnUckKHbLtFq+OKeRN0Jx3rdm+1HJbvh/U2u4bW4Tpz+/8aj1nRqNd4NTA+CqBi8/PH4qK1Zt3W+v6MlEndnII6fMpspk5EOv7+Tvgclv9/HZGfV8rK0OTdMmJCDukERun9vEFQ1VGEWBZ/ujfGVTB30HqYYhAh+ZVsv7p1TTaJHpy+R4I5TAYTSwyGPnyb4h7u8K8voxp8a4YRDgdL+La5p8nFHt5MXBGPd1BdE0lU/PbGSRx0a6oPJk7xDf3dZ90HP04Sk13NJWS7XJyIZIiq9t7pyw8/GBVj9fmN2ILIr8794BvrWle0L2eyBcUufhJ4un0pHMctlLWya979/+IAEbLlzEm+EEN72286iMYSy8W+ZlgI9Pr+Xzsxo55bkNh1QadiIhAr87oY2zalz8eEcv39veO+nHfF+zj9vmNGGVRO7eG+CrmycmCNlqlfn6/BZO97tIFwrc2xnkO1t7DlgdxCqKfGZWPdc0+qgySexOZPjV7n62xdKsbPZxab2XTdEk93WFeLJviPQxUt1+0WiROa1IyFjucxDKKawKxHgpEGVjJMmX5zRxaYOXdEHl5zv7DvhcnuOw8NHptZxe7aJKlggX9/WLXX3j7jt5MHx3QQvXt/h5ayjJjWu2H3ZVlwOhWpb46eJpnOxzsCWa4mNv7mF38uhUBWizm3n+zHlc/+p2XnqXlCl/N83Lj5wymypZ4pTnNx61MXyg1c+tc5owCAI/2t4z6aTO82pc/HTxNBRN4yNv7JqQ60IErmv2cV2zn/kuKwZRYGc8zUPdIX63Z3C/DvQ6s5HvL5zCqdVOAtk8393azWuhBKf5nZzqd7LM56Q/k+OlgE7YWBOKH5uXDwKHZOCqxipurMh8B7i+xc80u5lovsATfWG+v7XnoA6pJovM9xa2sszvJJjN8/1tPRMSqKskZkTzCndu7T6sUvLjxfm1bn61ZBpbYmkuXz151REOhn+dWsPtc5s47++b2PYuqhjzbpmbZznMPHPGPL6+qWu/QerJhizCI6fMYXaxysozR6CUcSVR45GeELdOEFHj+mYfn5vVgM9k5OVAjM+vbz/oOqRalvjc7AYurvPiNBrYlcjwp/ZBEARuaq0mq6rc3a6T8Y4FAcfGQreNFfVeLq33kFBUHu0N81hPuGwPemWJ2+Y0cmm9F1kUWR2I8bUtnWNm67dYZW6b08xZNS4MAqwOxPjmlq4Jnz/Ornbxg+Om4JYN/HbPAF+fRF+GSxK5d9ks5rqs/GhHLz84AmvSA6HJIvPyOQu4Y2MHv5tkAveh4N0yL1tFkY0XLuLPXUG+tKHjqI5ljsPCH0+eiV0S+fhbe3i6PzJpx1ruc/CjRVPxm4z8qTPAlzZ0TCip0iyKfHpGHdc1+6kySeyMp/nxzr4xk09kET47o4HrW/x4ZIkNkRTf2dpVtuNtBpHzat2saPByUpWDl4NxHu0J8+xA5JjtfIioNRn5xZJpLPHaEYDuVI6f7+7jrkOcG6pliV8tnc4Sr503wwk+8uYuBjKHXg1IBO6Y28TNrdWkVZXvFKszHyn87oTpnFntYuUr2494LOPmVj/fnN/yrrKZ3y3z8o3Nfr69sIUL/r6ZLfGJ8ZmNFx+eUsMd85r43rbuCSHtjwci8JW5Tby/tXpElfJ3gkUuGz9bMpVGq4lHukP8+/q9h7QutIoin5xRx42tftxGCUXTeLw3zGfWtZN7j7XRflcTNOa7rFzT5OOyBi8742k6klmWeu1MsZsJ5xQe7AryXzt6SYzDuXtzq59PTK+j1iKzNZbmW5s7efEwHWHlyXlKNemCyre3dPOHjsmfnGUR/nzyLBZ77Uc1C7jJIrP67AV8f1v3pDsxDwXvlkka4I8nzWCh28b8p94+alk5P1k0hcsbq7inI8CtR8CIn8jJuhI3Nvv5xIw66i0y2+NpvrWle1wVCposMrfObuTcWjdmg8jGSJJN0RRLvQ5MBoEHukI80B2k6yhlbr3bMcOhtzC5srGK3nSO+7uCrA7E+Nj0Oi6u92CTDGyMJPnv7b377Q9ZgksSuWNeM5c1VCECT/QNccemToIT1K/xqgYvX53XjMNo4N7OILdt6DhgJuJE4afHT+WyBi+/3zvIbZuOfMWcSvz+hDZOqLIz/8m3j4js48W7aV4GeOb0ubiMBk7824ajOo4bm/18a0ELm2Mprl69bdKyTyrx0Wk1fHZmAwZB4Je7+iaMHCKL8PlZjdzQ4sdmMPBSIMZtmzoOSt6c67TwxdmNLPc70TRYFYjxg23dtBbbJy2uINW9doxUh1MysMznKLctsRt1Xb8UiPJSIEZfJo9Plvjeca2cXeNmKKfwg+09+30On1nt4kNTqlla5cBqEOlN53iqb4hf7u4/KNHuULDYY+N3J7Rh/f/snXd8HNXV9787O9u1u1r13izZ6s1yN7Yxxsa4EDAlEFIgIQR4Ak8eQkIagZAQSH+SEBISIBAeCIRQEwi9GWxwl1xlq/deV9v3vn/MarVywZaQtAp5fx/fz65HOzN3zty5c+45v3OOLPH1vfWnzbbycWCUJH5elsGGpChaRtzctKc27ITMN1YV4PYLzgtTeaWTYTbNy/F6mR3nlnLj7tppHRtngm/lJfPlrARGfH6+v7+Rp5p7Tr/TJCEDf1iQzdqESN7oGOCanUen1Fl9dpyVqzPjWBjyfL/c1s99NW0nfb4jNWruLs5gfaKNIa+PX1e3cn9tB2oVFFtNQcJGUaSJyn57oBzKIFX99lmTfSDcKLYa+WxGHOcn2nina5CdvUOsS7CxMDoCIeC97kF+frj1jMj7RVYjdxdnUBxppMHu4vb9jafVtc8ERkni7pJ0LggQM+4+1Dytkdmh+FZeMtdnJ87YuvRUyDTpeHt1Efccap5U9Nd0YjbNzV/NTuCW3BRWvhneYJxRcue9R9tmLELxirQYbp0GosaaOCu3F6aRbtJR2T/CrZX1Z5Q9qsxm4utzk1kaY0algg96hnm1vY+KKDNnxVp4sa2Pv9R3UhmGTFSzDXpJxf/kpbIhwYpfwPMtvTzf2suREMfJmjgr38hLIc9ioNvl4ZH6Ln5T3XrC+jk6dR6Lc/L5crKBgqFGuocHeaC2gwdqPzpL6GSQE6Hn9xVzmGs28FpHP1/dXXtGtu6JQJJkrAkZ2FJyKI6xcX2SHm9/Fzdvr+RQc3gd/gDvri7E5ReseetAWPthsMQQmZSFJTYVjcHMb9JUfGFXPf3tDQx1NM5YqZeT4cLkKH5dnsW5s8BRKutN3LOkjIusPp7WZ/PHNid9rTX0NVfjdkz92uvK9FhuK0hFBdxzqGVayINlVhO35qewOMaMXdLxmEjk8bZ+6va8g9873ma8NNrMt/JSKLWZGPB4+WtjNz873BoMVLFq1KxLsLE5OYr5NhNvdw7y+7oO9v5/m8ZH4rKUaG7NTyFWp8EjBC+39fHdqonbjbUS/LwkkwtSomkecXHDztpJB8/eMi+JawOZA35V3crvZlh3/OviuSyKMXPRu4dnPAA4Xi/z4ZpSfnu0jZ8embksEafDbNKX/750HjlmA8Uvz3x2oyvTYvlxSTq/PdrGPTOZxUOCHxWlc2lqLAOBTDLPTNKO86nkKO4qSkevlvjN0TZ+WT1xG3WuWc/dxRnMDxC6au1Obt5bz45/k/l21hE04nQaLkqJ5pLUaAxqiTc7B5gToWdhlBlJBe8F0hidySImWMYkOQq1NFbGZDJMueMRrsm5xGrkr0vn4ROCi947HNb6wB+uKabP42Pd2+FVno/HbJqkZWD/+jK29wzzhQ/DF81+fmIk95bPocXhZvPWQydN2TbVmMrJOhQlViO3F6ZRERVBX6D8yf+epvzJKNYlRHLT3CSKrEaGvT62dQ/R4/KyLjGS6iEHf2vq4R+tvdj/w5nNNo2aC5KjuSQ1hni9hr839/C3pm4WR5v58px4Mk16ul0e/trYzf9Wt31kpDwEMhcVpVFuM9Hj8nJ/bfuUzplr4qzcXZJBnF7DCy293DIFtYPPBPF6mReW5xOl0/DFD6o/Nunv42JTko3fzZ/DRVsPsWOay2ZMFLNpXgaFLLRnXRmPN3bxnarwkmoyjFqeWZ6HSVbzmW1HZuzefTM3mS/PScArBD873DKlafE2J0VxS24SGSY9tcNO7jnczIttp4+q+VxGLNdkKXNMV2COebyhk/OTork0NQadWsXfmnp4qqmb5v+QEihqFSyMsbIsysSKWCvzLAZ29g4Hs2QcGnQEFfkMo5aflmayONpMq8PNDw828ULr+LrXkiRzZXYSl8SZKIw0olapqB5y8MxpIuwnCwm4d34WG5OieLdrkKs/PHbad8ZkIctabivL4XPxegY9Pr5T1XDC9YcDa+OtPLAwh+WvV4Ytjf/xkGQNtZ9aSsZTb4e7K0H8piyTc+Ijyf/XnnB3Ba0EPynO5KLUaNodHr5dN8hrNXXTdr7F0WYeWJCNVlJx057aM5ovJ4rjM+T0ub283TXIn9sc7GxrG/dboyRxR1EqF6fE4BGCB2o7+OnhlqCubVRLLIk2BwgbVuL0Gt4LlEN5u3OANrcPn+8/J5rbqJa4IDmKz2bEYdPIvNDaQ5pRx8o4KxGyku3zD8fa+PsZroNWxVq4ozCNrAg9BwZG+FZVw5SUQzNKEncVp3NhSjSDgYwZM0XMkIC/LpnHomgzN++tm1bi05lg79pSmh0uNr57KKz9OBlmm878z7PySDJoKQtzea6LU6L5RWkm23qGuHzbkRkjhV2ZFss385KxaGSeae7h25VTQ9Qos5m4uyidfKuR2mEn39/feMYZT7ckR3FtdiJ5FgPDXh9vdQ7QaHexOTmaPo+Xv9R38mxL739ktLZWUvGra76GLr+EX9/xX+zrHVufR8gS38xN4eLUaEyymp09w9x5qIk9fXYkSSYhdwHJeYuITsvFHJOM1mjG6LbzhYMP0/OZb/H0oQFcHh/OwV7622vpOLaXxn1vMdzT9hE9Oj2sssS98+ewMs7KwYERrt15jPpJ6IuSJGNNzMCWnIM1PgNzTBLGyDgM5ig0xghkjR6VJIEQ+LxurjnyGCOX3MCTB4bwS2oA/D4vXrcDl30Q52AP9r4OBjub6W+rpbe5Gnvf9Nm9v5qdwNdzU1jwyt4zSnU+YUgS1tg0IpMyiYhJwRydiDEyDr3Zhs5kRaM3IWt0qEJk4fO4cA/38JWzcnj0gB2hUoNKhRB+/F4PXpcD18gQruE+RgZ7sPe2M9TdzEBHI32tNXid07Ouf25ZLslGHRWvTt+8LGuNRKXmYEucgyUhHXN0EgZrLPoIRVZqjRZQIfw+ou2dXF1g5L4jgmGdOSBDgc/jxuMcwWUfYGSgi+HedgY7GuhvraO3+fCkSRx3FKTyhcx4et0evran7mNni5a1epILlpCYu4jo1HlERCWi0erI6TlM1nAjxs2f4fn9PbhcLkb6u+hrPUb70T00V23FMdhNhCxxa24KWwJzy46eIX54oHmcI92mldm0eAVF1/+Yp766lg+6wlMOebYi1aDlB0VpnB1nRVap6HB6+MGBRp6b5Fr+prmJ3JSThNPv5zuVDZP2RXw5K56bc5ORVSrur2mfUQf4KJ5dlktxpImN7xyc8QwNAFtXF+EVglVv7p/xc38UZpO+rJckKs8r5Y2OAb6yq2bGz78lOYpflmfxYG0Htx9omtFzGyWJn5VlsDEpik6nh1v31U86oOCWeclcn52A3efj1n0N/KNtcs///8xN4stz4omQ1Th8fp5s7Obuw83Tmr3342JWEDT0koq1CTYuSY2m3BbBK+19qFUqzoq1EKPTUG938sfajjOOwi+xGrmjMI35AQfuA3Ud/Ka6bUoWcaGRpzM9OX9tbhJfm5fEe12DfGZ7dVgjle4qTufTqTGUvbwnbKn8T4XZNEkDLIyK4O/LcrluZ82kJ5epQIxW5vmz8kjQa7luV820pqALxfGT9bcr66ckPalZlrgtUP5EDhCwvneGBKzRNEiXpcUQo9PQYHextWuAWL2WJTFmXmvv529NPbzXPfgfExEoq1ScHWfhktQYzoq18EbHAE82ddPr8vDNQHQ7gej2Hx86s1SeV6bHclOOkrno4MAIPzzYNKWp3RdHm/lFaQapRh2vdwzw33tqZ6xO6aeSo/hVWSa1w04u3Hoo7PPgKOHgyabusEYkngqzbV4G5R7+pjyLT209xK5ZQGh5cEE25yZEzmh0oAzcXpjGlRmxDHv93HmgaUrrzs8x6flhURrLYi0Me3z8paGTnx5qOW12lxitzK15KSdk6el0ebg0LYYLkqI4POTgb03d/KO1j5FPsAH6u2evIPuzt3Dsvm/zVp3CAHcdl66vwGLgJyWZFEcqRv7bqhoUwpgkkZBTTmrhcmIyCjDHJLNiYD9Ja8/njV0NuBx22obtDHa30N9yjM7a/XTWVZ4QHTRZrIq1cF/FHFSouG5XzRllvToVzLGpRCbNwRqfhjkmGZMtHoM5Cq3JgkZnRC1rKeo/SO6K5Ty/vxeH14fP48LjcuAeGcQ51MfIQFfAcNrCYGcTA+11eN3TT3SuXFfK9p4hvrxzGhfrkkSELRFLXArm6GRMUQkYI2MxWKLQGq1ojRGKnDQ6JLUaWVJxxTwtjx1x4/EFjMxuJx6nHffIMM7hPhyD3Yz0dTLc18FQVzMDHQ24R6avXJ5WgkPr5/PHmpmp4WqwxGBNzMAam4YpJgmTLQ6jJRqdKRKtIQJZZ0CvEqxo386cVWfxUK0at9eH1+PC4xjGOdyPY6CH4d42hrqa6W+vo6/l2MeS0S9LlZKZH/YM8fkPj05Z5KzRGkt8Thkx6flYEzKIiYym1NNJ0VAt5vO38Oejgv7Bfvrbamk/uofGfW8y3NOGDNyan8LnM+JQq1Q83tjFHQcaT8jyEa/TcFashZyVF9Ofuwb17ke47/kXP/EkjTyLgSvTY7kgOZptQ36GjFFUaN2kqz10OVw80djNvUfbztiZe3FKNLfmpRCv17Cte4hv7KublJMOFGeD1mRFZzSjM5j5RnY0q80qHG43vzvaxuO1LdPmODoecVqZl1YVYFKr+dTWgzMX8StJaHVGZK0BWW9Eo9Wj1hm5I9NCeXQEW7bXMeRy4nM78LqcuJ32KXv/fRyEW2eWZC1avQlZp0etNWDWGXi52Mq7XiO3Vffgc43gcTvxOkfwuh24XSMwA8R4UKLjnluez7DPx/q3DkyPE/ckkPUmPpOVxNeyojFL8Nywhl+1uxka6ME1MoTbPjBpfSLDqOUnJZksiTHT4fRw96HmMyYwGSWJG3IUm0a8XkuzV8VWp5YIlZ+ztA6ebenh0fouDofBoRMu3F2cjuOc69nqgNd//01Ascd9Nz+VMpuJAY+PJ9rt/E07h+i587El52CKikfWGhB+H46hXgY7GuisqaL5wFZezDMy4PayefsxvH5BYu5CkvMWE52WhzkmCY3ehPD7cA71MdBRT0fNPhr3vc1gx+nX4xJwZ1EaV6bH0eXy8LU9tae0lUiSjDUpC1vyHKxxGZhjkzFFxqGPsJ1IvvC4cDvtuIb7GRnoZri3jcH2BvraauhtOYbXaWddQiR/XJBN/quVDDuVeU9vjiIqdR62xCwscWmYouIxWGIU8oLOgCRrAIW44HGN4LYP4hjsVpzuXQESR+MRHIMTX0uORmjfc7h5woE8st4U7LM5NoWIqASM1hh0EZFojWY0OiOSrEGlkgCBz+vB63LicY7qct3Y+zsZ7mphoKOR/vZanEPjnbktFy0j+en3lHsha7ElZmKJT8ccm6qcLzIGfUSUcj69EbWsU+4H4Pd58LoV3dFlH8Ax2Iu9v4Oh7lYGOxsZaKubMPHFLEtUrivjwboO7pxECRxJ1hKVkhMg86RjjknCYI1BH2FDqzeh1ugUIorfj9fjxD0yhHOoT+l3VwuD7fX0tBxloKM+OP8/s6oIo/ArAZwBMowtJUAWik3BZIvDYLahNVqQtfoQEocHj8uOa3gAx2A3Qz1tDHY20d9WQ29T9Sn1arMs8dvyOayOt3JkyMG1O2rOqJSlrDeRVricxNwFRKXMxWSLR63V4/d6GBnopr+1hvaju2nc9zaOwW4lCGpRHhdsO0Z/+nwS51ZgS87GZEtA1urx+7w4h3oZ6Gigs7aSzJZd3BgDuYHsPH+u7wz6o0y2BC76/hPc9M8bWf/OAbpcsynn7cxDBq7NTuCqzHgS9Br8wI6eYf5r1zHaJimbjYk27i5Jx6RW87tj7ZPO+HBFWgzfyU/FJEv8pb6L7++fmvLAE8VLK/LJMetZ99bBsJRqvS0/hauy4pn/yr4ZCfSdCMKtLx+Ps2LMPLZkHld9cHRKMh5OFOcnRvL7imweb+jim2HwCURq1PyqLItz4q00jbj4+t563u+ZuP9HL0n8MuBDrLc7+crOmkmXW54faeSXZVlkRuhRAdUfUb4q3AgrQSNRr+H6LV9gkb+Xlp5OGgf6KbfoyTYbGRIq3uzz8FCHmyGVjKTRIWu0qDV61LIGtUaLWtYhyRrUsgZJ1pApe7jQJmPxOen0Cv41pOKIQyB8Hnw+L36fB79X+fQFvvu8nsB2j/Ld61Y+PYFPvxe/x81ladF8LSsanVrmb21D/LyuDyQ1kiwjqTWoJAlJLSNJGiRZjUolIakD3yUZSSWhUstIajVIatRqNSpJjSTJIEmoJeV3KrWyr0qtRpKUhkrFl4wDxGllXhnR8KFDQgg/wudTmLuBT+Hz4Re+wHYfwu9D+Pz4/d6x3/l9+H0+/H4fwudV/j/6O6Fs8/t9+H1e8Pvx+TwIv2K4FYHtpWYd/7d0HjfvreeV7hFUkjrQJCRZgyRJSr8lNZJaVq5TpUalVrYHf6sekw3Bv43KSgKVOrBNUn6vkgIyUqFSjclJpVL+rlJJCCH4fpyHH3RpFZn4/fj9PvD7lf8LH36fH/w+/KEy9PtBBKK9/KPbArL0j+4XkJXfHyJbT8g5Ar8JyFDZ7kX4fNw+N4aLEsys2N5An8ur3FtZVq43IKfRsREqs9CxhCShVsvKtarVx8krINOQ8aQcS1JkNSpzSc1l2n4udB7lkYgSXnIZA9cSKg9vUEa+0b/5fUH5KP/3gE+5bl9grPh9nuDYGR0rwucNysSs9nPnnCjOsWlodPq4dX8LlU7wClDLWiRZgyxrkALf1bIGSa1BrVE+ledJg3r0mVPLynOjlllh8HKRuod0dw+7DSn8UUqnZ8QVeKY9eL0u/F43fo8Hn8+N1+3C51H+nqb2cm2cmuUmgSQEHw662TfkIi+nELc5gZ0DTp58/mH6XOE32E0XSiNNXHzdXfQY4xmWdAyr9YCfFS3v0xqXj0Oo6FcbGVLrlbfGaSD7PSxr20Fb7DwG0NCticCnkqa0z+XdVQxbkhhGTYfGMuXH/ygkDbeToLLToI2nRxMxY+f9KCxu20FnTDa1su2M7tFMo8TRyD5DWri7cQLWNr1FpzWRvZZ54e4KABlDzVxZ/SR/LLmGDtk8Y+eV/D6WdO1hTeObPF5wOdWGlCkdR5LfR1nvQZa3bqfOksYbGWsYRn1G+8Y5eljUuZv5nXt4cc557IkswCOpkVUqZJUKSQXtv/g0L7XOPiX746Is0sT9C3L40fyb0Een8PKvrqOv5Vjw74ujzfy4OJ3sCD37B0b4YY8BR/Zi4rKKMMemojVEBI3N/a21jNTs4klTHV/c00ilLpHYzEKikrOxxKZisMagNUSgktSK4dUxzMhAF4NdzfQ2VdNVV0VPw6EzSumrlyT+tECJBHyxrY/rdtac0qChNVqISp6LNSEdS1wqpqgEDJYYJTrLEDE+ks3rGSNcDPdh7+tkuKeNwc4G+ltrea0wgn91D/PDY/0nON4N5ijF6BhwvIcaav1eL16PE4/DjmtkEOdQL/b+Luw9bQx2NTHY0chQV/Ok0hnfmJPA1+Ylk/finglnDjFYYjDHpWKJTcZkS8QUGYveEoU+aHA2odbqUKs1oFIe2NFoP6/LgdsxjGtkAMegQk4Z6WtXjKpdzdh72mj61CLSX9yLddSgHZ2IKTIegzU6cA6L4qTT6pFkbdDQLPy+gHHbgcdpx2UfGDNw93Uw3NvKYFcLQ52NE3ZY3ZCdwC25yeS/uGdSEcpaQwTWhMyAkT4Jky0BgyVaufcBI71aoz0hOvKjiTwNVK0r4g91PTzushCZkBlwACQGjNmnGKtuR8Cg3ctIfxdD3a0MdTbS11bDQFv9KcdTkdXII4tysGpkvlPVwONnmOFAa4okPruU2PR8IpOyiIhOQm+2odEaQKXC53Hhsg9g7+ugv72e3qbDdBzbxxNF0ThN0dwlFxCbWYg5NhmNPjB3DPbQ11pDe/UO1vZWcl1KBAa1xAstvXy7qmFcFErFhTcy76yLcL75ENcM72b9m1XhjwKZJnz2vIuYnzEHb0QstZZ0Bk2xnN/0GtHnbeLvB+2MqDQICKy/vYqdITDOvK4R3I5hZWzYB3AN9bOQHi5KMKNCosqn4yWPFbfWhKzVIWv1yBo9kkaDWtaNXxeNrgdH18MqKTgXBCEEa5reJOG8DTy9f4AR1dh8oVKpEEIEfyeECKyX/WPr3aDtwBuwo3hDbCdupXncyrrK7cLrdeN1O/G5nHjdDtIZ4ZY0Ix1u+HmvFq+sR9YqNonU+jUAACAASURBVBxZM2rL0SHJcnDtJ8mawNo40KTA2lg9ahdQB9f+o9eskiRUqMZd/7jrQ7k+ye9lbfPbaC64kpf2tePz85H7IAjKhRPk4x+zpYTKyucNaZ6xMeDzKrYmjyI3ZVwo//d6Xcqn28EDeVaubwRZ1ik2L83o2nj0uxa1Wg6R03HyUquD9plQ28sJMlNJqFSqgL53kjExOi4QxDu62VIUyf01GrxCKPudZh/hP5nMAjaSUbuU3zteXgHbnLKG9+LzupS1vCfw6XYh+5zcaeggzT/MrY5EajwystaAWqdXnhdZq7wbNQH5ydqgrSEoK1kZV6GyCpWPIpeTPyfpA3Us6NqL/+JreL6yG6848ZkLXnPAjqKMi8C1eTzKdXk8eD1OvG4nXrcLrXuYS0ULq11NDEg6HnLbeM9rRWeORG+yojWaAzqMEY3OoBAuA2NApZIweEYo6dxLnKsXseUaXtrbit81QpR7EN1AGzUHP+TZl5/8RBPnLk2N4frsBH6z/Lu0HvqAFfuf5KKcDEZsaVRGpLPHlo8rMglJ1uDzBCLh22poP7qHlqqtjAyMDwj8Xn4KV2fFU/qvjwhKC5ChU/KXKmTo2GS0BjNC+HENDzDY2UBHTSVNVe/S11wd3O2qjFi+nZ+KAH50uI3n3WaiAs7yiJgkTJHx6M2Rin6h1SvPbQj5wjnch2Ogm+GeNvo7GuhvraGv+Rhe95mVuPnXinwcPj8Xvnd4QjI2WmOxpc4lMjELa2xqCInDgqwzIqllYFRnHwkQEnoCmRMa6W+vo7fxMM7h8YFrb6wqQK1SsTIkQttoiycyMQtLbArmmGSMAXJ2UO/S6hU7Kcr7VsnWYMftUMgEI/1d2Hs7GOpqYqCjnoGOhkkTqSbrCIyITsSamIU1Lo2I6KQAeTp6LGOHVh+UmfD7xjJOjAziHFb0R2U90hy8Br9XKVF3RVoMd5dksPKN8SWoJFmDLSlbIV8kpBMRnaSsISJsaAwRih6sUnwKPrcrIK/+IPlioLOevuajH6mrngwLbCaeXp5H/ku7zzhK2RKfHhj3GZjjUhTSkTkKncmMrDWMkTi8nuCaQxn37Qx2KVlKzD313FsQT57FwFudA1y/qyZ4fq0pkrTi5STMXUBUcjbGyDjUGi0+r5uR/i56m4/SXr2Lxsp3cNtPHcD4xJK55FuMFB1XvkCSNSTOrSApfzHRqaOZdyIUL9tQNwtb3mdVzz4ivCO8397DDw40svDOl4l+6FpWmuGy94/gFZ9UbfnUWJJbxJeWn0W2qwcJgd/v440heGEQRpCDum2on0zRBwM6r6RGCuiDo3pOquThPM0gBrWaYx6JF0e0ShBCQM8Y9WP4vV58o/8P+AqFz6O8p70eynUebsiMwiT8vDPo5cEOL+6AvwpCfFNBn9V4XVRSSSCN91OpVCoI+rQCv5eU7UpTK5+SBIHfyAi+QDM6SxSPDBkY9AGjupQQAZ/fcTpWqH4asi3o/wr+zRf87g/8fdQHhs8f/G2W1s89c238tnGId4bEmK59EnkEdfFQXTNwjUGZoAr68yDk96PfQ/VTSaXIYpy+KgXsEQp57Gu2EX41EKHIRYgx+QR0fuH3BfR4/5geP3rNge9C+AE/wqfIFCGC1z+qzyn+Qv+J+/p9CPxBmSEE/x0Lq40eLm/VMOwWY/IZ9XkGZBEcC9Koz0469fiRjvs+qqtKJ46duZKDW4c+5KnoCl5yW06UzXFjJ6izBsfCmO9U+BR9/lTjB0TAlxyi4ws/NpWPm2MFS9VDHBEG7umVqXUQXLOo1TIqWRP0iwZ186BvVHnmrWr4oqqFipEGXrKV8KI/lgGfGFtL+L3j12I+X4gf1zvOn2lTw6eitZylHkJC0GpNo97h5dcvPUN95+wodRk2gsaSaDO/WZjLtkt/yIedfnIcLSxYUswzB4ZwChW+gLN9dDEtggPl5AvjjJE2rmr8J82f/Q5/2dmMw68eG+TBB1l1kgWpKriYDy40VQS2KSLKHG5m+YJs/nbYgTO4ABNByYngd2XDaL+VfwKECCxUCQ7+4O+CD0vIdYrRh0D5/1L7UVYvK+ZXlUMM++WxvqrGJvSx65CUteTo53HXpho1QIRct/LfkIXl6LZR70zIoh1geetWIjdcwr/2tTGmdwWFgWD8An1MJmPbxsksVDaj8kIEPkSIPENlNCrb8fKT8PLVJancu6MDn1+gQlK6HiorxmR24v0fLxtVUB7j/z5RmSEEF9U+j/uS6/jX3tbxcgsdRyeV2UeMpXHyGpNDqNyEXxwnKz8Z3h4+W5HG7/f10YVOkZOkQkXgRcj4McYJ4yxENqcaS6eQic7rZEXTO4zoTURuuJSX97bg9R93jaPXH7yesZfs6HUI/+j3McUjyjXAisFDpG3YzEM72xkWmrGXmTT24hpvnApcg4DUoSYWtu+gyxyH5fxL+eeOevSD7dzofJcL/vAYdUOfvJquEbLEa6tLeDXvHP6y4wg+nx81gj8kutFpZHauvIT7nnge9wTYsrfH+0g1yGxffiEPPzmxfc8ES03wA9sw75z7ee7+v+em/PinwwOpPqQNl3Htg8/O+LlPhefSXOw/9zPc8ZfZ06dRaLUyz117ERf84elZ17cYvZqnrrmAi//0PN2O2dG39ZFqvva5LWz8/czLK8mg5pEvXchjT/2DB9umh6H/g2QVZRdewpb7J3Z9Jp2aR754Af2vv8Itx4bpDdiXU0w6HlwYy/n3PcqRGa7HOd14elkuTzR280RTN6u/8jMScsp560/foqTvCDcvLMMbk8FecxZVMQUQEYUQQonga6+n/dgeGve+xVDXWIrDhxZmU2AxsvC1ylOeU9YaiZtTRGxGEZHJc5SIKksMGr0RlUrC7/XgGhlkpL+TwY5Geluq6Ti2N0gc2ZwUxS9KM7ALFTfWu2gyJWNJSCMiOhmjNQa9ORBdph2LxBN+n5K9wWHHaVei/ey97Qx1NtHXXkd/a81psxLoJYljG8pZ+cb+M48ukSTM0clY4xVySESUkupYyTphQWswIWsNSLIMqIIpob1up0J+CBidR/o6FVJCwJk/GgWnleDw+vncF4je0RoiMMelYYlNISIqYKS1KuQBXSATiKzVIwUMp6Oy8XndSnS3Y3iMRDDYjb23A3ufEmU21NU8YaPzZIzNenOUEjEYnaTIyzZqaI5ENxo1qNWfgjTixO0cCshNydBh721nqKeVwY5G7D1t+P1e9q0rZUfvMF/aoYwpSdZgjU8PpOtOwRSdgNESHTDgWgJplnUhBm5/QGYB0oVdyXRh7wtEK3Y1Mdhef4Jz4KPw+OK5RGll1r1z8LS/NcemEpmYiTUhI5DNJA6DORqt0RKIqtQG02OPOhNcgShUe9+YcfzL+gGuSjRwcGCEK7ZX0+v2Ks9ndgmxGYXYkpTnU2+JPvH57OtkoLOB3qZqOmv20dd67JT9zTcbeHlVAavf3M/RYWUMjaZ6TylYSkx6PhExSWh0Rvw+L2lt+9jQ8jbJzi7e6RzkmzsPk3flHSQXLuXdh75PU9U7vLA8j4fqO3k6zGUspgN3lWaS/KU7ebfJTnVHO92NR/is+xiXR/pZu/Uw1f1Kum6DJQajLQ5jpJKZxWCNQmeKRG+KVDLaGCLQ6EyUuNqY5+7AtOESnviwCadbCSQJkh68CvHB43bgcznxuB14nCN4XCN4HXbczmHcTjvukSHc9sEAMWswmAliZYyZR5fMY/O2o+zpPi6aS5KQtQa0hgg0WgMag0lxGAUcwBqtAVlnUJzfQbKITnF+h5AH1LI24PQOIY6oNajUaj7X+CJs+RKP7WzH4/OEOKxHifyjZH63MleEBs14QgkgbnweZ4DE4MTnVeYUr9upfHoceFwOfG4HbqdChDlZNozNSUoGvNxXq3C7T0K+lyRkWY+s0yNrDWh0igzUWh2yRiEAqDW68XLQagJBRGNEgNEAInUoiULWhDgYRskBckhAihqvc5AvL5vDw7s68XhHgz4UGYUG0owSGUZlNhZsFEqcceJze4JjyOtRAhS8bidej1PZ5lLk5g1kEfF6nafMhlF3wRJu3HH4pKXDJFmLrDOi1RtQj8pNYwjIUZGnWtYF5BcIugoZP0HiyTiZaQNjSQ7ISx5HSFrfvYOUdet5aG8fHs+oPHxBApEim5DxEyIHrztw/W6HIgO3I0ig8jjteBx2hWTnGMbrdpwgkwKLgX+dU8YV71YFMx5Ishad0YLWEIHWZFEIFXoTWn0EssGERmdEozeiCZBJNIHnSnmWAs+TWoNGklhqr2bJsmL+r3KABreEx2XH4xhWMlzZ+3HZ+3EM9DIy2MNIfyf23vZgxH+GUcsbayt4rBcekzOISZtHYlImMbhY3PkGX3jok0nSKLQaeWzxXC567zCfu+EeJIORNn08do0Rp8vJYG8Hvc1HaDuyg5YD206rM+VE6Hn97EK+ua/+jImSoYjNKia1cDmxmQWYY1PRmZRspNJgJ8v6qug3xtFkSqDPEBPMfKFk6LLjtCvkguGeNgZGyRctR6cs61uELHFofTmXvH+E7ZOIbj0dTLYEolLnEpmQhSUuBVNUQlBnk7WGoL7m87rxOkdI7j1KrtbD2/o5CIPlJERaJ26Hois5h3oCBO3WQJaFOoZ7pj/r2nRHamuNFkV3jE8nYjQTXmCNMEouH9UflfWIB6/bwSX1L9JtiuW1yGK0BjNqrW6MfOFx4XbYA2SVzoC+rZAv+tpqg0SPqUTVeaU829zL9/ZPXQlZc2wqUSlzAwTpZEy2OPTmaLRG8ziCS9RgK5vrXiRxuI17Cz5Lf0SyQsZyO7H3ddDbcpS2Qx/SuH/rhDOI6SWJqvNKeamtjxv3nL7kYXRaHskFS4nLKsQSl06OGGZJ2wcUdlXy84W3cOjJu7ha00PNsJM7ZrgcQbhhUks8ePW16C67jtf3tZKRaGF30yCek/kzxJgPcDzhc2xbprOT9T27yB5ppf6Kb/DHHW2M+I8jXh5HojjeHxDqH1zb9i5RGy7m6b2duP0h/pfj/TIhPqvgd47zxYjQfUb9WP6Q34T6Pca2R/gc3ND2Ko3WVLzrP83T26rx+USIbybElxHi3zqVj3OMdKoKfJzEPzi6jbG/L+itZM6aNTy1txuvP6A3nFIeIT6sk/r8RknP/uN+I0LkwnGyO4k/MPBdJTx8Y0UWP9/Wgjcgm7Hrlk68rnGyQfF1HfebMV9wiKyCxwx8H90nxGc8JjOlq5c1/AP3xdfywu42vKNEj+OvGY67tlONn7F9TvD1nWTsCCFI8Q9yzZJM3thxhK3+KPwBcsypxw7jfaejslBJJ5fJKf3L4+Vh8oxwed3zOC7+Ck/sH8Tj84U8x6G+Pf/YtlECSAgJJtE/xOcWpVG54yB9PpmD6kiGJP14f/+4axu/PfTZkFQSWllNeZKJrromzovuYd2N/82Ia4zkGC6EhaCxOSmKO4vSuH5XDdv7RvD5fBxcX8ZT7YPctmfi6X9H07j8oaadnx7rPPli+2PgtVUFdPrgincPTOlxzwRmWWL/eeX86Gg79x+ZeOqy6cCh9WX8uq6b+w7PTkUiNP3cbMLDC3OIN5s47/W9p//xDODh5fmUGLWUvhKe/uw8t4R3+h38z47q0/94gnh6VRElJi1r3to/jk1+pvjHWXmoNTrWv6HI5qo5CfzXnHiu+uAolQOfLJLGT0sy8AvBtw804/P5kIA3zy4kVqdh6euVjKjUE5pTy2wmnl+ex5b3DrN32D3l8/FoKY+/NnVz++G2KT/+mZx///py1r9fzf6e6Uv1PhHkROh58+xCckNSlM42zNZ5GeDQpkX89lAD904wnep0ouFTS7nug4O82DYzpahCcWFGPL8uSuWirYfYMQ2lX8yyRNXGRfxkf92EU9hqtVpeXJpDikHL8ter6A4QPD6flcClyVFs3noQ3yckCGVdQiRfz01m3VsHgtknvnT5f1GeEMfBpAqcSNgdI3R3NimRefve/kgnrFmWOLC+nBt21ZzUuXIm0BotxGeXEpNegC00Ql9nRBJ+ljW8SVNcHu26KJyyIUhoUCLBRskMXQx2NyuplltrpsyoOhqJmPPi7ik53vGQZC3W+LTxJAFrjFK32nhykkBZ64f0R6ZQZ0wMGpqDNauD5USGcA73MTLQjSNgjB/sbmaws2lay4nADKQFlSQibPFKNotoJfJxtOyKUkbEpBAWgnJTjM6xQy0sat/Jy3POxyNpQozRpyLHBCILJ5Ei+kyxJTmKn5VmkvnPXVNyPEnWYkvOJjKQ7SMiOkGpgx5hQ2uMCDowjG47m48+y4DWzDtZ67Crdfh9XtyOIUb6uxnqaqK3uZrO2kq6Gw9NuszAG6sKGPL4uOAjImklWUNy3hKSC5cSnZZLrg7OaX0PrdfJC7lbeOlP36H6mLJWXhAVwW/Ls1j5RhVO/ydkUgauzozjyvQ4LtpWTX8gs96W5Ch+VZ7Fl3Ycm3D5yLlmPa+tKuSug0082NQ3LTpt5bpSdvfZ+cKHR6f82KfDqI2m8NX9DDpnPi3zyXBveRbFkUbOemN21dEOxWzVmbeuLmJvv53/2l0b7q4AisOs+oLFfGV7ePTlhxfmUGozUfLy9NhSvpqXxi3Zcax5az/VEywLtD4hkvsXZHPj7lqeCaRxtshqnltRyCN1bTxU1zkdXQ4bbBo1L64o4K6DTXxtXhLm2GSObbqGW+7+Gc2Hd0zq3bhrbQnNI24u2HpoyvoZm5bH00uz0V/wWb7x9Ps0t9bT13KU/taaGSm5N4o7ClLZkhpD4b/2zNg5j0dEdDLRaXOxxmfwszgH8obL+fYTr9PTXs9AgHjxURkNZhqzJZW+JGuwxqUrJOCYFNLj4/nF+cVc/+wOGppq6W05Rl/LsbCV67q9IJVLUmMomOGxpZA4srEmZLElIYIt65fzvfse4oX33piyZ2tNnJWHFuWw5b3DfNg7POH9TbYESkqXcUOMn/XrV/Hp2+7k+/MSuedQC89/AjOBHo8Ci5HPZsSyMSmKPreHRHMEc5/bjkqtnhRp8MtZ8Xw1JxGrVuaNjgG+WVlHn1/62Lr0C8vz8Gs0XPDmqQNaphPnJ0byu/lzODAwwoXvHQJZO+M271H8pCSd5QkxLH15ata/U43Zqi/XbZjPDZWNvNjUdfofTxMyLRE8szgbnVrF5ncPBYMwZhqV60p5pmOQ7+/9eGsHrVZLnkHmruIMiiONNI64+MGBpgmvvUeRatKzbXUh1Q4vFpXgicZuHmvsosURXn+KmMn25ax4sePcEpFnMQS3bUqyicZNFUIvSRM+3tp4q2jcVCHuKEidlv5KIBo3VYhVsZYZldNoe3RRjti1tiQs5z5Va9hYIZZGm8Pej1O1ls0Lwt6Hk7U7ClLFjnNnz72MkCVRv3G+uG5OQljO/6OiNLFnGsf2c8vzxLEN5SLdqJ3wvgtsJtG0qULEaOXgtnUJkaJyXak4O84a9ns3Ve2cOKvYdk6xMKnH5t5XVhaII+vLx137RNqHa4rFU0vnTVufX1lZID5YUxw2mX0nP0UcOK8s7PcutN1ekDqtz9JUtNk6LwPib0vnieeX54W9H6Htn2fliWeX5Ybt/A8vzBGH1pcJeZqO/83cZFG3Yb4wTkLvk0C8u7pQHDivTFjlsf0fWzxX3JSTGPZ7NxVNVqnEu6uLxMqA7nlOnFV8uKZYNG6qEPedvUjc9eOfCa12Yu+235Znib1rS6elv2fFmMWhjQvEji3niPvu/ZNIzC4Rkjzxd+/Hac8syxXPhfGZCW1ao0Vk5RSLmotXicf/8JBILVgsjNbYsPfr+Dbb5mVJ1ghrfIZILVoh/nnpZrHzzw+I2NS5QpImp49Mad9ANG2qEGU204yeV2+OEom5C8V31m8UzX/5k3h2ddmk1sunawujIkTTpgqRrJ/Ycytr9WLzorNE7f2/FE0XLhV/XpgjIjVqAYg/LsgW12eHZ40xHe2cOKvYvbZEpIasK3LNetGwsUJ8Ky95UmOq6rxS8cw0zlu3zJv8u3Yq2ttnF4q/Lp4b9nsX2rauLhK/KcsMez8+qs22uXm0/bY8S2xdXRT2foS2J5bMFW+dXRiWcxslSdRtmC9umZc0bed4dlmuqFpXKqRJ7Pud/BTRsLFCzDXrg9tSjVqxe22JOOcTZM+QQDy6eK64vSBVbFtTLA6uLxPxennCenJo+1FRmqjZMF9EyFM7dz66KEccOb9cROr1U3rcibb955WKHxSkhf3ejd6/pk0VYnlCVNj78lFtts7LgNi/caG4NXfiesh0tAhZEk2bwu8v+N3iXFG7Yb6ImqRN81Tt4YU54uD6sknNyaHt90tyRePGCnF1RpyoXFc6bp7+JDWjWhKXp8WIf56VLz5YUyxuykkUCXqN0EqKX+nS1OgJHU8GcVt+ijh6frmo2zBf/LwkY8rn6ctSY0TthvlhkdftBamiaVOF+GHh7Jifr8mKF4fWzy7bd2ibrfNy86YKEa+fHfaLp5fmioaNFWJL8sy/Y5P1WtF8nF9tKlqqQSseWzxXNG6qEHvXlorPZ0zcznZveVbQ1z7PbBB3FKaJ/eeViUcW5Yi1CZFCrQrLPZuZE6lQJps3VhWKJMN4Zfmd1YXisUks3lfFWkTjpgpxV3H6tPU7nJPzXLNeNG2qEGfFzB4yhIwy2Uz1S3Aq22ydpK9MixXV55eHvR+h7Tv5KaJmw/xpc8J9VJuuyTq0vbgiXxw9v1wk6jUT3nfX2hJxb3nWuG0VtgixZ22puCw1Juz37uM2m0Ytdp5bIpaELJ5eWJ43aXmBosA1bKwIGuenut2YkyAaNlaIVMPMOv5C24drisWvZ5lh982zC8WfFmSHvR8f1WbrvAyIqzJm39y8JTlK1G8Mj+4Byrv+4Hll4v8WTZ9jpXJdqXhwkuNWBvHBmmKxb11pUB9J0mvFvnWloiCEAPzv2j6fESceWzxXLI42i/fOKRJNmyrEXxblBI1MEzU66yVJNGysEFemTT1J4JelGaJpU4X4/fw5k+rbVLWj55eLqzPjwn7vRtuDC7LFrrUlYZPHmbTZPC+X2Uyi6cKls8pguX1NsfhlaUbYzl8cbRH71pWKo+eXi5XTsDZ8/5wi8fgknelarVasjbeKneeWKESy+Vmi0GwQVetKhW0a9fyZavkWg6hcVyrmhxB0ImRJHF5fLv42SVLyo4tyxOH1ZUIrTU+frQEifrhIMulGrWjaVCFyImbPMwyIug3zxcZEW9j78VFtts7Nm5Jsoi5MdrFTtVF72WQCMqai3ZCdIOo3zhfmabKNaSXE4fXl4i+Lcia1/1NL54nD68vGkbQqbBGicl3puIC5f+d287wk8fSyXLF3bYnYu7Z0HHl7Mq3AYhBNmyrEp6bYmXHdnATRuKlClFiNYZXXKCFzusbsRNuFyVGzbl45WZut8zIoa45wEdVO1l5akR/WQJPRtnV1kdg+xYFdMsqcfH/FnI99rLuK00Xjpgrx46I08c7qwlntY5loK7AYxI+L08X+88rEAwuyxdlx1hNILQ8tzBbbzvD+WGVJ/LY8S9RvnC+OrC8X38xN/tgkmVO10SDtmQzMlEE8vzxPNGysEJuTZg9ZbWm0Oaw2ydO12TgvZwTWP+HuR2j7Tn6KaNpUIe6ZRt/5ydpdxenTGkhqliXxm7LM4Lxw6xnOCxLKevB426FeLYmLU6LFs8tzxc5zS8TX5yWdwF+YzhYozDO90Ekq7ps/hwKrkQvfO0RrSMqQOSY9mSY936uaWI2yZTFmHlk0lycbu/l2ZcNUdzmIz6THUtkfnprmf6jIZv/ASLCu5WzAPIsBPzDsnVwK3f9kVA3Y0atn5JE7Y/zoYDNuv5+flmbM+LlbnG763F6uy06YtnOc/85B6u0u3lpdRJxWntC+9x1t5/xEG6F3bGffMBe/d5ib5iby33OTprazM4w7i9L5Z2sv2wJ1R59YMo98q5Fz39pPm3Pi9Si1Etyal8Ifa9vp90x9Xds5Jj1fz03hhwebaApT2qkorUySQcsvq1vDcv5TIcOk4+nmidfG/f9Q8LfmHoxqiWS9NtxdCeLvgXTEFyZHheX8XuAzH1SzIs4ybX24cXct5yZEkmvWT3hfL7Dyjf14heDt1UVoJWh1urnzQBO/Ks9CK6mmvsMzBLOs5uZ5SWRYzfxt6TxaHW4WvrqPz35wlN5ASZeJprm8vTAVu9fHo41Tl2Yx02pi5/kL2JQczRc/PMpXdtVMqm9T0heTDoNa4q8Ns2MejNPrOTs1gW9XNoQtJem/O/b02TnYO8CvFxWEuytBvNs1wPJYa9jOX9kzSMnLe3m1o59Hl8zjf8uz0Wqn7r31vapGlsdaiJqgvgzKc/9KxwAVr+7jpt21LI2x8M+VBXS5PdxSmDFlfQwH4nQaHlqYw3erGtkVUvbrn2flY/f5uOz9IxM+5hVpMayMs3L59mrc07Skvn9BDt0u74RLiU0VflCYTtOIK2wpdU+GVIMWjaTilY7Jlfn6T8fL7X1oJBWphtmjL1cPOWkacXFHYXpYzn/vsXa6XV7+tCB7Wo7v9sPl24+wKs7KFWkxE97/0vePMOLz8+LK/OC2nX3DfG9/I39emEOcTjOV3Z1xrIm3clFmCraMfPplE4tfq2TgY9opH1syj+09QzzbMjUlB6zxGaw6/wtcfPZ67nHGc8Q/8XXPVOLW3BQODIwwFGZ7ri05m5zlF7J5+bm8mbiIrEXrscSH5zn+d4XWaCE5fwmvJixGl5hNxYYvkpS3CFlrDGu/fnmkhfKoCLRhNH1LsoarWnWYLNHc9Zkvkly4DEmauH57PLzANTuOsj7RxsoY88c61rcrG7i3ppNPZyVzSI7hl2VZH7t/4YRBLfHptBheOCuPhxbm0OF0s+at/XxxxzHe7Bzg+Bnnu5WNpBi0FFgMpzxmqkHL44vnUrW+nGUxZm7b38i8l3Zzz+GWE443UDrX3AAAIABJREFUVfADRwYdfCkzfprOMB7pRi2715UyJ0LPqjerZlW5m8oBO7JKxcd/cv5zUBwZgXuWlff80cFmvvjhUS5Li+HlFfnopZmZnNclRPJqx/SVKhvy+vnqnjqy/7GLRxs6+WJWPDUb5vOL0gwi5FNf41fnJuJD8OBx5f6cPj9PNffwqa2H+cz2aiwamVdWFvDwwhzOjY9EPc0m5ml/zqwaNQ8syKbL5eUz26tPGKh3FqVRZ3dSYz/zxfsCm4nHFs/j2ZYevr6vfop7PB5FkUZu2Tu95zgZ1iVEkh2hZ+lr4al7dSoUWk24fP+fnDEZHBgYQQKMksTIJGtETwe+W9nAL8uz+PHBZjoDzp+Zwjtdg5yfFMWdB5un7Rznvn2AN88u5O1zilj2elXQwXU6/Kmug2/lp3BddgL3hhg3a+xOLth6iEcWzSVRr+HbVQ34Ztf797TYmGijONLI2rcPAkoN3YVREax75wD1I5NzJv2mfA4On58fTtO9fHLZPKr67fyxtmNajn8muCknkV63lzq7K2x9OB5lVhOySsW/wlB7+ZOCYa+fPo+XK9Jj+emRlnB3J4h9fXa+mBUfrB0909jTZ+fPdZ38ojSTNzsHppx49VbXIPv67fxpQQ7L36ia8P5Ov5+Vb1Tx/jnFvL26mLNeq+Sp5h7WJ9r4n7lJ3H149tzLieCGheVsK76AxLUb+MXzr7Ot5u+0OSfuAByFBFyaGsNPP6Y8zLGpZFWsIzG3Amt8BosH9lOzbhP/2NGAvrSbVZ2N9DYepu3obrrq90+q3vdkcXVmPF0uz4zrVpb4dOKzy4hOy8Uan44pMh6dyULuSBO7z1pA/IpuLhmx4xruZ7i3jcGORnqbjtBZV8lwT9uM9nW2QpI1RKfmEpORjy0pG3NsCsbIWHRGCy/5R7iwwMLnN0k4HA6cQ30Md7fQ11pLV10VnTV7cTsmXgN6svhzXSefTotFKzFtTvWTQWu0kJS7kLisYmzJc3gtKpFqlYu1yW/z8C9u5pl3DtDRcJCmqnep3/36pOuOv945QIfTw09KMvjSjmOT7u8LXU5qKGXd3ELOGzxIxYVXM+/K9Rzpmz0BB2cKvVrioYU5PNbQNc5g+rv5WaQadSx+dd+EDcSpBi0/Ls7gt0fb2NM3PUEgC2wmlsaY2bz10LQc/3SQgVVxVm7eWxeW858Kn0qOYtDjm9Hn95MEtx8GvT42J0eNWxuHG7+qbuWnJZnIKM6zmca1O4/x7PI8FthM7JiGZ3pPn517j7bx4+IM3u4cpMV55nO8HzjvrQNsP7eEe8uzuGG3UgP8uZZeMk06HlyYzcXvH8H5b2jfSzfq+NGCAh5Y9k2+UGDk/loNG5cO0rx/K1UvP4K9b+Jj9BelGZjUEp/dfnRSfTJYYkgvO5vEeRVEJmVjMEehkiSS+mvRVKQzcMTPlvO/gRB+3I5hRvo6GWivo7v+IK1HdjDU1TSp854ptBJUREdwzcd4x58pJFlDTEYhsen5RCbNwRKbisEajc5oQZI1IARetxOp6TViNm5h6bxhhKwBVPi9HtzOYZyDvQz3tjPQ0UBfSzVdtfsZGZg6svlshyRrickoICYtl8iETMyxyRisio4sa/WgUuH3efHb++lte40br7qB1/Z340OF8PvxuEZwDvUy3NPGQHs9PU1H6KzZh2Nwegntr3QM4PD6uSkniZ8emd7AJllvInHufOLmlBCVnE1EdBL6CBuSrEH4fexofJ3Fa87h0HwVfpWEx2lnsLOJzroqmirfoat24v6Wd7uHeLGtj/sX5FDw0u4Jv3ckSSZn2QVkL9lEc0IGhw8/RuTlN9PwxINc3/dw2Ii1HweXL1rKZYX5dO/fyq+OtJ6UkHE8WpxuDg86+GFROhe+d/iEv39j4xZKs3NRd9byle3bebF25nTKJ5u6+UZu8rSeIzp1HrkrLuYmm4N33YLfHWygS98J9tljwxr2+vGjBGofGHSEuztIspak3IUk5S7EHJPMa6YhyjbNp+XgNjrrqmbU/nQq5FkMDE1DwOrHxQ5NPJ/z5PKjpCEeuGoFvx00sO+1xxjpmx7/SqRGTbxOw71Hp9/m5QXuPNjMnQebuX5+CZ/LnsfurHSuaxK8vuOdE37/pcx4nm7u+chjHhlycNv+Ru461MzmJBtXF83j7NJLeOzRn7O/fXquSYWSSmNakGTQ8uiiubzdNcAPDjSdcCK9JFG9oZwbdtXwQuuZRTKUWU08c1Yu/2rrD0brTRfOibPy0MIc0v6xc1rPczJUritlW88Q1+6c3mucKG7LT2FzcjQVr+4Ld1dOiZbNC0h+fke4u3FSNGys4JL3D/Nh78wZlM8E751TRKfTc1LFaDpRYDHwr5UFzPvn7ml1rEjA26sLidJqWPZ65Rk7Gn9RmsHquEhKX9l7wt9Maok/LMjG5xd8ZVcNjn8Tw0aMTubVlYV8ccdRdvfZuW9+FusTbWx69xBVAyOTOuYck563Vhdy1QdHea1zYIp7rNyHzcnRlL68J6zZe3atLeHNjoFpJwZOBPcUp7M6zsqCWUbmOx6zeV4GeHRRDrE6DeveORjurgSxMdHGvfPnkB4GHSQU284pxu7zseatA1N+7DitzM51pdy6r57HGidnLLLKEu+vKaHb5eHsN/cTddwc9++EJL2Wr9z8v8S3HyTV28tvY1cTmZSF8PvpbTrC0W0vUPvhSxM65nfzU/hcRhxzX9w9of3i5pSQMf9c4rOKiYhJQlJrcNkH6Gs5RsvB9/nccCVrUpO4oiOC2MwiIhOzMNni0RrNqFQSPo8Lx2AvQ11N9DRV03F0D501e/H7p959snV1EVUDdq7bVTvlx9abo0jIKScmPZ/IpEwiohLRRdgUwyjgdTlwDvcx3NOqEAfqD7DO3cD/5CSycv8wsRkFRCZmKYbpyFh0RjNqjQ4An8eFa2SQkf4uhjqb6Gurobv+ID0Nh6ZFTsdjpuZlfYSN2KwiotPysCZkEBGdiMEchUZvQlLLCOHH6xrBOdSPva+dgfYGeluOkj9wjF/nxlD2YQcJc0qJSpuHNT4dY2QcOpMFSa0YX91OO46Bbga7muhtPkpXbSXddQemRYY1G+bz3aoGHp/kfPVR0JujSMpbRGxmIbakOZiiEtAZLagkNT6vG+dQH0PdzfQ2VRPVUsmfk92sOuLFVriS+OwyzLHJqGUtbscw/W01tB78gJoPX8I5dOYkvwuTo/jf8izyX9o9IX1Lb44i/5wrSC9eidEWh8dpRz76Pnf0vsWPV/yAxH3P8aOH/3cyYgkbVMAfKhTy8U17xozCV2fGcUdhGpe9f4T3eyZOOtl5bgm9bi9r3576d+oodq0toXrQweXbq6ftHB+FW+Ylc82c+Am/d6YbTy6Zh14thY24cqaYzTrzC8vzGPH5uWzb5Imj04Hq88v5Y037tDsDT4W/Lp5LjsXA/Femz0b26soCbFp5Una4pdFmnlg6j9uqGniofszB/euyTPRqiWt31kyfUXgaoFdLPLlmMc+vupWWrg6+e+D3HLJ7uC92JeklqzBYY3AN99NUtZWqVx85IwfEfJuJZ5fn8eUdx3ip/fSBD7LWSFrpSpLyFhOdOhdjZCySWoPHNcJQVwvd9ftpqtz6/9g77/C4qmvt/+bMmTNd0kij3nuxbMuWjRsG2xQDNjahlwRSCSGhhySEFEJygSQkgZACNyS5oUMouXRjMNjGvVtdsnqXRn00vXx/nNFIsmRbkiVbfM99H88z8mh0zp41++yz9lrvehdtVfuRBKjeuJz1Ww5zZMBBZPIcYjILCU/KDhIXVGod4MftsGHvs9DX0UBXQzltlQfoapieNeverDi+nRFD9jStzZIuhKi0eUQk5RIWm4rBHIfWGIGk1aMQlAGSwOAw0aKtjq7GMjqqi4IkgZeWZhGi07J+izyvtSFmzKn5RCRmEhKVjCE8Fm1IBJLWIBM7GPKfB7D3WbB2tdDbVhsgQBfjcczM3m9G1mVBwBSXgTk5D1NcOiFRCejCotEYQhElHQpBwO/z4nbacQ72Yettp7+jiZ6Waiz1pfS0HAOfj6URRl5dlk3mR0dxuVwyOSY5j8iU/AA5JgFtqHkMOcY52MtgTzt97Q10N1XRUXOE/vbpUSf/3fwU1kSHsmCa1kRtiJnYnMWyjxwr+8iSzoigFPF53TitfYG9WDUdNUW0VuzDZevnyNoC3u4Y4KeHqtGbYkhesIaYrIWExaahMZpQKBQ4rX30tdfRXnWIusOfTsgGAlB0yQIO9Fi5ec8ECF2CQObyjWQtu5yw2DS8Hhcd1UcY2PEab6X6ucmWRMK6O1lUt4U3XvoDn88iFfWJ4M5LNpB/4x1s71LRXlvMoXf/e0Lkl/PNRl5Ylk3+BwdHqR/FZC/iB1fdxDlL83m6zINf0uHzerD3ddLdVEVL+T4aDm+ZMaK+JED1ukVs+Lxs+sjUgkDa4rVknHMZ4YnZKFUS9DTzwFw1jx8ZwG6IRVRrwe/HZR9gsKednpZqOmuLaC7ZPePEqhOh8rKF/Ly4YUb2vieDNsRMwtxzic5YIO+LwyJRShp8Xg+O/m5sPc38/IIcnix2oQzEn9yOQazdrXQ3VdFWeYCmkp0zdk84EZ5ZlE66QTMjsdOJICQ6mbicc4hMzScsJhVtWKTsX/j9uBxW5jXtYYGng66rv8eWsm7sNisd1UVU7niLlrI90zaOB3LjuSk5ivwPD03bMY/HidZ0fU8TNze8S9NXf8E3Ny7D2jccC7kwKpR/LMmccKwjddHF5F/4ZUKikwlx9aOueJen/vUsXu/0k3BmjKARp5F44qavsrW5nVdKyulprh4TKPvFnESuTTKT+8H4X5ikNWCMTMQQEYPeFENUWAQ/NLsodSh4ziIH81xOG267FbfdissxiMtuxW0bwGUfwOM6PUnNl5ZmEalWcdE0BFBESYNKY0Cl1SNpDag0ekS1DpVGi0rSIWp0qNQaRJWWVRo755q0/LpdgcPlwutx4XU78bodeFwuPC47XpcTj9uBx2nH47LjdsjPHqcDj2tqSdaJ4J/nZBCrkbhkBpNYgqhClLSIai2qwLNS0iBKGpQqNSq1FqVKHXhIiCoNSpUk3+BQ8LMoDw+3C3jdLjxuZ8B28sPjcuBxOYI/e10OXA4bXpcjaL+ZDIqXXbqA35Y3j5HSmTYIAqI0bDdRrUWl1g7bTtKilNQoJa1sO1GNUlKTrFbwX94SHtQton7Ajtc5ZA87bscgbqcdt8OG2xm4xhyDuOwD+DyTb4VxPCouW8gfK1tOuxJH1OhRa41IOgMqrRFJo0fS6OVrTaNDo9HxmL4dvyDyM2csvV1tWLvaGOxuY8DSNO56ESoKFF+6kBt3VYxpNSRKGiKTcrh58WIidHp+9q8/4fCcjbqdyeHv52RSJYbxhpDAjTEGCiPD+KfFR63dg8/tlK8ZlxO32y5fF04HbpcDr9OG2+XA45DXXY/LHmSobl2dj93rC64LgiAiSGpElRpRUqMU5WchcM0qVWpElYRSKcmviSqUKgmFUkQpSihFFYKoQqlUkajy8fUwFy/3S1Q6BblKwOfF5/Xg93oD//fg87rx+7x4vV78Xjc+rxefx43XG/id14PP48Xrdcl/43Hh83jwetzy37td+LxufF4PHo9rDPs2WiNy4KICln18dEyLFUEQEUQRQSkiKFXysyiiEERElRpBqUShDPxeUCGIgf8LSgSlCqVSDPxeiSCIKJRKBKWIQhj9f0FQyj8LShSCEoUg8GOxgVJdAv/pkzfwvsADnw+fz4vf68Xv8+Ad+tnvHWEnLz6fG7zye71ej2wnnzdgT59sq5EPT+B1n/yz/JoHn88dPO94OFlQQxBVAbsM2WTYfvLvhKBdg3ZSqlAIQtCGso2VCMLw64oRNlMKShCUCEoBhUIM2lEQlCAILBIdXKvu4Uf2eHw+n2zLoTk2jh19Pi/+obnj9QbtdrwNh2zk98rv83rdAXuNtJ8r+NrxqF1XyI/HSwYKQmDeqRBFKWAzCUEU5esnOA9HPAtKlKI0bJvAa7Ld5bk7Zq4pRUyCnz96DvHfxoV8bhPk68rjDlxfgbF7XXjdLrwet/zsdo7wXVzBdSXoy7idwfvHY/OSuSohgtz3hytQREmHSqMbex+TtEEfQJTUiCotSklFqEri98oqSnVxPNJoJ9PazN2hVi779OgXqirwkZtupW7u5fz74Rs4siaH+4/U8WqjhbRFa8lcsYHwxBwUgkBvaw01ez+kcsd/TnkfrrpsIc/WtPPrkyhoCIJI4vzzSZp/HubkPLShsoy2vc+Cpb6UhiPbaCzaNupc4ZLIkbUFXLK1ZExFxagg2kkTzVW0HztIW9WhKVf9AzRcvogbdlWwY4rBLFHSEJk2j8jUuZjiMwgxx6MJiUCl0clkE48L52Afg90yeaCrsYy2ykNYu8a36fxQHe+cl0fSOycmVxkjE4lMzSc8IYvQ6CT0phg0RhOiWotCId/r3I5B7MHKtxq6GirorCnCYZ0eef7pDDab4jIwp+Zjis8gNCoxEGAOG67w87hx2a3Y+y0MWJrpa63F0lB20mD6D3PiuTE5kvmbxpJkgeEAdNo8whMyA0kOM5JGTgz4vG6cg/3Yejvoa6+nu6GCturD9LVOncjz3spcBj0+rj2N5KTOFE1czmIiU+YSFjcBYlPtkTHX+avLsohQq8YEf3SmaNIWryUu5xzCYtNQafR43U76OxppqzpI7b5NckD/JDi6toDPOvq489DJK9WMkYnMufAm4nOXojGacA720VK6m5JPXqKvvY5ta/KxODw8pFnA/PW3UvnEzexpmNnq4OnEfcvOoSAmim++swlnwP6FJj1vnZvLo6VN/LX65PsWjcGE3hSFJtSMLiQCrTGcr4R6yTEZeLjezoDDjsvej2tQjls4rX04B/tw2QZOay96Z2YM92bHM/fDQ9MqYS9q9EhqHSqNHpVWPzaWodYiBvaZj+k72K2K4q0uj7yXcDvlvYTLgdtpx+uy43ba8ThtcgzDacPlGDyt+8BEcGRtAS/Xd54RhS1BlJA0ekS1BpVajzLgs4jq4ZjG8HMgriFKeD0uHolX8ONmfyBeMRzDCMYynA48bjke5HYO4nE6zoj9QA64Xp904nV5ujBsP3mOiWqd7P8N+YGSBpWkQVSpUUoabtTZmKf18UBvmBwnG4pjuIbnmNsxiNs+KMcxnLZpDdobRYGiSxbwu/JmnjqNmIYgiEg6I2p9KGpDKJLWiKQ3ImlDCNFqeVbXyPu6NF7qcGMf6MbW34Wjz8JgT8cpfYPbM2L4UW4CX/q8LNiuSSNJ/PqKazjW3sxTWz+b8rjPNH53/jKqLn2A6qZaNv/pLm5IMvPovGTS3j2AD5k0mH/RV0iafz7akAgcAz00Fm2n+KPnxlVgGEq2Huqx8uVxkq2CIBKXt5SE/OVEJOdhDI9FKWnwul0MdrfS1VBOc9kuGot2nPA63HnBXA72DPK9gyf2QUJj04jNKsScnEdoTAq6sEhUGr3sH7gc2Ae6Gehskv2D6kN0VI/1D06GAxfPZ2tHH/dOQiHaEBFLVOo8whOzCY1JRh8eK/t3I/xVl30Ae18XA13N9LXU0FlfSmdN8YTi0r+el8x5kaEs+2RixSZD/rPsbyahN0WjNppQqXXDpF+XA9dgH7Y+CwOdzfS01tDVUEZXQ9mU45dT9ZmNkYmyikhCJqFRiUF/f4ikHCRL2Ppkwralmd7WGroayrHUl01oXf96ahQ/yIkn5wR5leNhisvAnDaX8IANdaYo1PowREkNKPC6XbgCBPL+zkZ6Wo5NmkBulkQOnWCfeDKERCcTm7UIc0oeodEp6E1RqLSGoI/sGOhmwNJMd1MV7ccOnXQPGS6JHF1bwOLNR07YwtmUkEVywflEpc0nJDoZtS4Ev8+HfaCL3pZqWiv2U3/o03GT44tNet48N5dv7K3io/ZxitQEgcyl68lcvpGwuDR8Xg+dNUcp2fIybRXyHvGFJZkk69Ws3FJM8oILOPcrP2Ve0y6e/MvPaZmEWtLZxAULlrHsqjvIaTlAWHsZf0/agC4pB+fgANV73uPIB/846Tw+fHEBn3b0cs+IdWnjT17Bamnm0bqXsTkdrNleQXzuMuLzl2NOysUQHjO8Bve0yWtw6W4ai7af8Fx5a67nayvOxeH2cbSyiP/d9G9cgycm421fk095v4Nv7Z+64pA2xEzuqmtJmHsuxog4fF4P3c1V1OzbRPWe9/B53Hx4QQFel5N122UiXkRSLrE5izEn5RESnYQuJAKlpMHv8+Gy9WPtbqWnuZr26sO0lO3BZeuf8vhGIjQ2jaXX3c96wUJdWBo7y4sp3vwCWwrCea+lm4dKZm4PF5GUS/yc5USmziE0KllOtAtKPC67TFRpPkZb5UEai3eM+s6ar1xB/Js7ADBExMuEjvT5hMWmog01oxQlfB43tj4LvW21dFQfpql454yqVb23Mpdul4f7LDry1tzA7cpmDsadw866ena/+vhJ59xkoDfFEJe3lKi0uYTFpKIzRSNp9KBQ4HYMYuvtpLetFktdMc2le4KfufTSBbze0MWvqtpA1JCz8kqSClYTEp0Efj+9rTXUHfyEys/fOq2c+s4L5nK4d5DbT1JAZYxM5GsXb+RKoZOS2AIe+vdLdNaOr6ws6cNILlhFXPZiTAkZaEPMCEoRt2OQgc5mOmuLaCjajq3uCAcvLmCnZYD3L/8tbTVFbPvnT4PH+XR1Phanm2tO0qJUYwyncOPtJM47D0Ep4qg+wK09u1FIWkriCnnoqV/Qb51+BfMZI2gsiAzn7l//D5ssahSiGhSyzJbH7cBlG8Ax0M33enayMyyHw6poJK0BUa0LJLPkBAuA3y8niLxuJ2HOLr5WGMufDvXiVEjDSa9AokqhkB8ojm8M48fv9+P3+QIPbyCpMpxwkhMOQwkGeTP8Y+cRPjTkcMRvkJMaIxOHogpFICkUTKAJSnkMgjwGhUIRMPHIoQTG4vfJD58PfyDBM5QMWtZfSuFFq/jr/k58fgUKpTKQqBNQKIY/69A55J8JnkuhUOD3+4OfHT+B8/kD5w+c1+8NJqKGEk6+kckljyeQsBxKxni43VlCXUgS77uMgSRQICE59LMwMhE5lERUDifMFAoIfleKE9tppL3wj7IbPh8+//B36Q8mIj3gc3HX8iT+PGS7wPnlpNzMnz/4HHzICbgh+/3QdoC9odl86jEE51IwkTY0n5Ryskwed+D7HmeOKwQBBYpR8/347374Ox9v7L5gQtfv9XBP41u0XXMPrx9owsfYRPDQ3B7fXsPXGH7/8HF93sDcdgevNa/Xjc/txuuRE3c32itQag0854+VA1WiGkGlGk7UH5eYVYy4zsYbi98/NIbhzzc0hoTBFjZ0H6T5mrvYdLgVvyDP1SEb+n1eOcHocuB22nDZrdxs2UW/PoL/aLPRGk2otAZE1fCa5nM7SHR2UbbjX3zwyZYZYdJNF9L1ajb8+AU6tGY8LicXNm8l+ZLL+NuBDrx+RTApK9t35Jwbe60MzTW12072QDVF4XPwozhuDgZw3HUUnJs+33HroT9AIBi+tjKd7WxYmccTB7rwegmsr0Jw7Ru+phXD10ZgHAyNm5HjJ/h9y6/D8XNo6H0jP0dqzzGcmlBatJFj3jvm8w5/8MA/f9AOw8cdXptl+xBcn4PX09D16/MNvy+4lsvPX7bsRH35DfxrX6Nsn8D9YPgeMfT9CfLHHvl9DtllyCYjXhtph1PZ62R2G0Kso4tWTcS4fzNx+xG0zXj2DNpr5FwLPvuG3+fz48cHvuG5F+2z8t0FEfyi2BWYZ0O2G8+Ow/NpeM6dxIaTsN/xtriodhO7k85nQKk55XtH2SRgg/HsM2SjMfeHEf7B8FyT//+d1o/wXvFV/nmwHa9PMeyLDD0UwgltdLxNxnwGv5+ry17jnTnX4vQfv4ac6j42dJ/xsGKgjFUrFvD7YyKIGgRBoPuJG3i//uxUU04Wi1JSKfzOn9jxv89QvPNt/rQwjfMiQ5h3XBIkLm8ZuedfTWRKPkpJzUBnM3UHP6b0s9fGJBvuzIzh7qx4Mt47MEpmVNKFkLZ4LfFzlmGKy0StD8HndWO1tNBefYTaA5snVPWybU0+tVYnt+ydmBS0pA8jLmex3KohLh1DRCySLkSufvK4g0oUXU1VdBw7TFvlwVMGdy+NCeOvi9JJeffAyU8uCEQkZBOVPo/whGxCopLQh0Wi0hoC1Vce3HYrg72d9Hc00N1UQUf1UbqaKiYtlykgk0bmbTo84bZqIyFq9ESlzcOcmE1oXBrGiDi0IWYknQFBOVz55rD2Yuttp6+jkZ6mSix1padMvo/EZILNoqQjMi2fiKQcwmLTMZrj0IWakbTG4Wo8twOntY/B3nb6Oxrpbj6GpbaIntaaKUmO/mNxBgk69ZSUBiStgeiMhZhT5mCKS8NgjpcD4motoMDrcuAY7GWwu43e1los9aW0VR48ZXXS7Rkx3JUZR/YHp64+NUTEE5t7DlEpcwiNSR0VZPa4HNj7u2QiRkM5bVUHJyXNWre+kO8fruP1U8hzipKOlMILSZy7gvCEbDTGMPw+H4M97XTWFFF36JMx1TK3pETyi/wkst4/MKYVRERSLnlrricmaxGS1oCtz0JT0XZKPn5xVNJrhdnIK8uyWR4gtd7481cwKXz8+aEbJ/T5ZgP+/JVvMLjuVoraHDhsVqxtNdxpP8oRRRibxVgkTSB2odbKSeLAvk6OYQz5Qz78Q+RMt4uNbVsJX38Nzx+04FUII/bL48UwRsQvRpCT5T2lK0iGlAs2ZGK93zHIw/o23veEs9sfGixmUA6RogMxjOC+XRkgww7tN4NxBsWo8Yy6L48byxgms/q8bm7p2Ip949d4a18jPkbEMhTCqH34+HEbhs/DaD84GL/wjt7Djtp3ezwB8qgb74id58//AAAgAElEQVT9ptft5A/aBh5zJ2JRaOS4jkpCGSCsjiK3jtp3iqP2wxOJZ4zx0Yb8rnH8q9GxBC8uWw/3rs7lmYNdsu2mOQ7g9/sDe/QRNhxJNh5hy2Eyrgev24XP4yLKa+PHimruE/LwopRtKKpRqobI9VKAtH6cLY+PyYyILZzITxxlP79vHD9wOIYV4+7lWwvCeaTEe+I4xojva/x57Ru+5gL7UZ93yD7DccOgXTzOUcTk1d421nlbeEA1F49SHSg4kguwhq7DYDxxRNxs3JjGCJ98ZIzuIst+si84n6eL7PiUIsoAuVqhGOq1LY9/aJwet1Mu6HLacDmsXGctIdfTw29iL0ITkSSrEvi8XKio5uv33zar4xhD+MbS5aiv+BGVx0r4+NkHgq8fu2whT1a2jCHIaEPM5F/8FZLmnYfGGI5joJuGo9so/uj54D3/r4VpXBAdRv6HB3H5IDJtHonzziM6bR7GyARUGn2gettCd3MVLWV7aTjy2aQSYw/NSeRLCRFTIjcNETvNKXJFrCGgHqAQlKP8557matprjtJasW/MniDHqGHzqnwWbDqMZaRvGlBxiErJx5SQEfCP5ZZ9yoBa3PGKb93NVXTWldDTWHnaxW3fSovmnuw48iZILjgZBEHElJCJOSlXVo6ISkAbGjmKUBJUpLDK6hH9nY30NFfTVX9yH/pEPrPGYCIyda5MuI5JllXiQiJQaeUcAsj2c9msst/X1UJ/Wy1djRV01pVMS3L1v+YmcWF0GEumQVFVb4qR90qJsmqdITx2LIHcbsXWb8FqaaG3tQZLQzkdNUfHzLnPVufTbHNx056xal4RyXnEZBViTswhJEomWKs0OkCB22nD3tdFf0cDXY3ltFcdorO+ZNJ7iR/lxPPllMlXcMdkLiJx/koiU+ZgMMejUuvwed3YejvpaqygpWwPDYe34nHZeKIglXVxJuZ+eBiHzweCQMaSy8hcfgWm+HT8Xi8dtUcp+/TVMf62CFSvX8S9h2p4I9DSNi5vGWu++QhJzQd4/A/34/LNfm2jsJAw3n/uVbYdquGYIZWC9kNk1u+kRAynNOcy7MZoLPUlHHznmXHjC99Jj+H7OfGkvyfv5WNzzmHNrb/hzYeuxujoZc9F8/l3k4UfHBmtbCJq9CTNO4+43CWEJ2ShD4tCEFV4nHYGupqx1JXSVLKTlvI9SNoQrv/Vf/huVAtNuw5QFJ5LQ0gSxr4WDlQUc/iTF8e0H70vO45vpEVPem2KzlxI9soriU4vQNIZcQ720VZ1kIptb4ybfB4i+hRuOnzilvOCQFTqXGKzFhORnENIZCKakHCUooTf58Vh7cXa1RIkLrWW759w4XZUxgLOuepuQmNS6G2p5gc1LxN13bd4qsxJX0gSV5W8hM3ax3c/3U1fe92kbDHmY4gS8blLic1ZTERiDgZzLJLWAH5w2vplAmJDOS3le2irOHDK+8upYhmipCN+zjJiswsJT8jGEBGLSqPH7/fhtPYx0NlIZ10pzWW76ag5ctotUmKyF/Hvglj2Jyxnf/wyFlZv5prWbdRf/nX+2BiGZDDRXn2Y3a/89oSFPsdDYwwnLm8JUWnz5cInUwySbiieYMfWa6G/vZ7OuhJaK/bS03zi+9gV8eH8cUEaWe8flNer45A4fxVZyy/HnDwHUa3F3mehpXwPZZ++NqnvXicIVKxbOC5Bz5wyhyWrr+GyUFjSfhC924rO7+HoV37GiyV2XnnwckRJQ8LclcTnLSUiMQedKQqlKOFxObB2tWKpL6GpZCetpXvGzJHN588hXC1S+NERkhesZsVXfsbrD16Oy24lRSex/YJ5XPRZMeUDY8knI9UyVD3NFJS/zwpPKxF+B02GeN7MuRZTfyNWXwtPPvkkLtf0kuhmtMXJ35dmU9Fr5TflzYiSBlNCFuFxGUF52x/5Kmhd9xWee+9z+nss2Pos2HrasXa1MtDZNC4LfMfaQiyDNjZOQJpSEFUy61xnRNIaAsoVsnqFpNUHgyqq4OZJE6huUKNUabh7YA8dl3+NV7YexWG3D1eFupzDmx2XHU+gGkRWGrDJSgMBhr7LPoDHYZuU47rYpOfNVfPJ/N/d4140E4Eo6QIVGlq56mBIUWHoM0paRElCqdIEKzZESS1X46rk56EN5HDAQsVXrYcwXn4df91ehdPhGJF0H964ez1DQZGzo2AxkkU3FZxMwUOl1gzbbBwFD9leEkIwECaOst/XrQfQXX4DTx9vv6HNvjuw0Q9WHg9Xzng9zkAAbvorZ1aYjby8LJucTUexTWKREUQVksaASmtA0uhQaYyoNIEKF40OSa2Tq6kC1ULiiGoh2V4S5/k7Wb1qEY/sasHpCKjDBOaJ/FkDQQWnHY9zEKfNitthDVxfVpy2ATx264TmTfElC9hh6eeOo42jF1NBQBcaidEcjyE8Fr0pCm2IGU1IOBdpbFy0+hwe3FxKd1sjfa21dDdX0ddSg8/n4YWlWeztGuDPNR2zPqiRG6bnpW/dxKLf/x2v1ytLea6az9qPD1E6MPmecqKkIcYUzuHHHiTjvoexWgfweBzT2vtNEuDYhuXcvqeMd1unp2p4QggoFIgqCUGp4o68RO647Vbm/uAR7HZbIAjsmhYVmdPBpvPn0OLx87Uds6Q1xwhlB0Epq19odHqKHvsh+fePtJ07oPIxO1Rnvp4axQ/yU8l5Z/pk3aaCUWoiSpFXl2YSf+UNrPnJYzhs1hGKJWfObkMVMFfuPsa+zmlkCguCrP6h0nDoonyOrljPN37xGLYpsJElASouLeRP9RZ+Vyxv3p9YMoe+1Cwe/vfbs35tBvjZj56i0wN/ffwOQN7YlF22kAeL6nmhfvx+y+aUOeStuYGYzIWoNHpsvR00HN1Gyccv4hjopuzSBbzR2MWv2/2kL7mE2KzFhEQnIUpaPE47fe11tJbvp2b/pilVEtySEsnP5ySR9t4pyBGngKQ1EJ21iOhg/+B41IbQIHHCae3D2t1CT/MxOmqO0Fq+Lyhp+j/nZJKok7ggoCRgiIgnJmsBEYm5gUq/GNT6UDmAEWilYe/rYsASOF7tUTprjp626t7xqFlXyHcPVE9IJntSGJJDTpkzXPkWFoXaEBpouzKkVjEgVw5aWuhtlaWQLbWlo4I1xwc1DBGxcpA5MVuuSgwEZVXqYZlll2NIqlruZy0TWYpmRHb141VzqLU6T6tyaTwYImKJyijAnJRHWEzK8BxRqcHvlwPD/d1Yu5rpaTlGZ00x7ceO4HHZMIoCZZcuHKWmNSQlak6ZQ2i0XPE6VMHicdqx9Vno72jA0lAmS5U3lp+Wn3RzSiQPTfW6EwTic5aQvGANkan56E3RKAQBe3833Y2VNBZtp/7QJxRdkMubTV08WNRAbM455J5/DZFp8xAlNQOWFuoPfUrZpy+fUFp45wVzabS5gm0QDBGxXPGTl7Ftepo3P3xlyp/9TOKB3AR8CoE/tbpIWXQRc3ILuH91Dv+1uwObfRCXzYrT1ofT2ofD2oO9v0uOZfR2MtjTPu6e7JlF6eSYQjl/88kJPpIuRK6g14eg1skPldaApDXK6hXqESpTQZVJDWGSwD2F4Tx6qB+n0z1M5hhB6BjaW3rcDrxuB26nQ1a0cNjxuIbiGLKihdsxiCegNjCZOVt26QKerLHwdMXk7iuCIMrxC41e3oNrdAF1Dk1QoUOUZMWEYExDlEbtK+Uk+FD8Qgr6UxqVwE/m6Xm4yIHL5R5dqDNUUOF2jyB3BPbkroASmMeJNxDD8LqcuF12vG6nrAQS3K/acbvso1QGp4IpxzLGUdKU4xfa0UqaAdUJUQzYTRpSM1QHSRZK1TiFOAFSwa2WbViu+Bb/2VmOyzlCSW2IuOAePec8QTU1RyDmM6xwISs12vA4bLLtHINTigd9Ky2ae+ekkDsZP14Q5FhFQHFTVt4MXFuSrNwhK3bI15eo0gyrnYyYc8GYmSBwR8cWWq76Lm98XorTbhsVz5DVSG3BGKHbbsVp65cfg/0BBZ2TJ2u3rcmn3O7l1l1jY6GCKKE3RaMLi0QXakYbEoHGYEJtCEWtC0XSGVBLau63bKFm4208+cw/qdzzId+NViKKIo8UT09rg5nE6kXnknftj6gr3sl7zz0y6nd/KEhhVdTJWyroQiPJv/hmEuetRGMwYe/vQl2yhW+E2PiXJhd7dBZqQyh+vx/HQA99bbW0Vhyg/tAWBntOT+01VqNi30XzKTieIHEakHQhxGYXDiduIuLQ6EMRRLkFnHOwn8GeNnpaqvmWoxyjKYKnfMkYIxPGkmxdDhzWHpm00N5AV2MFHTVHZ7TSGGCl2cjzS7NOTbSeBoiShojkPCIScwiLTcVojkcXGomkDwkWYA0REOzWHga72+hvb6C3rZZ/zIviQUciBnO8bDtdSFBxwud147YHVO+62+hvr5db7tUVT6i9zunihSWZmCQxWIE/U5C0BiLT52NOHNHSJiRiVMtCt8OGY6Cbwe42srrK+A4N3OrJQB+djjEyEa3RJKsB+H1ylXePrHJnqS+ltfLAaancHY9ta/Ip77dz62m2jRdEicS5K4jPXUZEci56UwxKlYTX5WCgq4Uf171OuRjG6zGrMCVk4Pf5sNQVU/rZazQXn/hefl92HN9OjxnTDi4qfT5rv/sE+uYi/vbEPV+IOIZGZ+Cu23/JFa3bKTbnsT9uGSZHF+c2fk6ipYLD5nxKkpZRqwjh2N4POPLB30f5yTXrCvlNeRNPV7dzxU9fpb+zkS1Pfx+AtTFhPLs4Y0LtpzTGcJILVhObvRhTfDrakIhguyW/z0vt7ne4vmsvVxrdfNjjJSxnCdVR+VSFZ+O1D1B9rIiyT1+hq6EsuOdb/WkxVdYTxwkEUSJrxUZSCy8mLC4NhSAw0NlEw5FtVGx7fULKl/sunMeh3sFJz1VBVBGTuZDojIVEJGVjDBQkCEqV3ArE2sNAp9wes63qAG1VB4Px68T5qyjc+B30pmg6a4vZ/epv6W+v56r4cP6wOAe8Lm451MQti5cQEWrilflfw+0YpLViH8Ufv0hP08nbKOpCI0mcu5KozAJMsenowiJRqtQy2bG/i762OjpqjtJUsnPK1/1UlY0i0+YRn7eMyJQ8QqKSUOvDUAhyi5TBnna6myppqzxAY/GOU6qtxectI3f1tZhT8hGUIvfv/jX/7FOhrDvEvVkxKIBzPi2lxWojNuccFl95F8bIBLqbKtn72uN0Ncp7ZUlrIDZnCdEZBZjiMzBExA4r0Lqd2Ptl0pqlrozWyn1Y6iZfwLLzgrkcszom1JbJGJlI7urriM9dgi4sCo/LgaW+hGO73qP+0Ccn/ds7MmL43oiCloT8c8le+SUKI00saz/AvI4jNCqNNLbUc16Enl/1GqhMXUHCggvxeX0ISpl8OtjTHiDF7abx6OenJB09PCeJm1MjWfFxEc0BBaIrH3qTroYytv7jQV5YkkmKXsO5W4aJUtoQMws33EbS3JXoFD7m1n/O6rbdaP1uiiPn0mBMIr/9MP+bdy2WulJefuZBJEmadnIGzDBBI1ItsnlVPjfvruRo31hD1qwr5HtHG3i/cfzA83iYE6Llw/PnTLnv62RQu76QWw83sLlp4uObLlRetpAnKlv4y2m2fZhubFk1h0qnl9t2lZ/toZwQs7lv6/Y1+Rywurh779npCXwivLgki2jtWKnkM4FH5iWzJi6SpR+eWAp8OvDDnHi+nR5D3geHJkV8+u38ZFbEmFm+aeym8YYkMzenRHH59jI8J1QBmD2QBAVl6xaT/e6+4HjfW5mLXlSy6tPiKR+34UvL2bjlCIf6Zqa/22vLsglXi2etjxvA1QkRPLowk8y3d5+1MYyHpwvTyTJqWHMWbTMRnC5xbqbxREEqi8INo5y12YDPVudTYnPz3T1nr9f37wtSWH2KgOfpovHyRazbWcnRrqlVET21IJU10WHMGVEh88F5efykpIkDUzzmmcTaFReTueEO/vGrm7ENDG/ifzc/hUtiTaM+14kQEp3MnAtuJD53KWpDGFEdZaRiZXdEAQqlCudgH91NlTQX76T2wEfT1rN1opX8U4Eo6YjJWkhURgERCZkYIuLQGEwIohx0cNn6uan+fXbEnUOTPhFRLRMUPC4HTmsP1u5WelsC6ghVB3EMdJ/ynNOFwxcX8ErDmZHSHwltiJmo9LmEJ2QHCfEaY3iw7YfcD9yGY6CHrw8c4LmI5ah1x1dJDmDv62Sgs4melhos9SVY6kvPOCHx6NoC/lXXwe8qzpwKjikhi+j0+UQkZhMSlSyTLQI9rv0+Ly67ldsqXuaDxJU0GlOGq/0cg3LP+PZ6LPVltFbuP2XgaqrYujqfeptzYj2vJ4CIxGxSFl1MTMYCjJEJKFVqMtuOkNtbxbtZX8KrUNDXVk/t/k2Ub3vjlGTw1VGhPLckk0WbD9PuGE5Crb/ubsyL1/HCDy/B8wUINp8TbuCXc5NYu3WYAFuxYSl/Ka/nycrWk/zlibE2JoxnJqL4cxqo2biM+/ZX8FbzmVvvjse2Nfkc7B7k7sMnb5NzptH4peWs3LSfOtvslg2fzbGMVL2abWvmkr7p6IwEJ6eKPy5IZX6YnvNPYz97urgqPpzfFqSSs7loxmxTt76QW/cdG19OfwK4JyuO29JjmPtJcXCMH50/hweL6tnXPT1+4UzioTVrMK3ZyL0/v3dM0nKo9d4VI1q4nAx6Uwz5F3+Fm2O0JF92OX/ZtI+WykPUH946Y/fv4ksKeLG+k0fLZtY3FESJmMwFRKUXBFrAJXBl32H066/jhW0l9HY009tah6WhjM6ao2fUPz4eYSolxZcsIOEkbQHPFDQGk0yADrRzMYTHoQ0JR8DHN5ck8syOavotrfR3yG0/OutKp5VQMFV8vGoONVbHaRMRTgeCqCIiKZfIlHxM8ekYzTIJ6FrLbvwbbuLFzfuwNFXTWVNEa+X+GSeuiEDt5Yu4akc5e2dgbZN0ISQXrCI25xzmxkZz8+I4HtpaS9HmV2gq/nxCxziytoCP2nq4/8hYclx8cg5fvfIWiku38O7Hs1uleQiCIHLtD/7GLR3byekq5QV9PkVzNqJTa8hr2s0FzdsJ8dgoMedTas5nr9XLjvf+TmfNUf5QkMLqqDAua9Ky+puP8sbPrxy1Lj02L5nrksws/fjIqL3FRJC54grOufpuOutLMYbHojaEsahtP5fWfMAfIlcz0FzJ9a5a1LGZHImaR3lkPnavl47aYv6r8U12N7eMar8CgeT1qmuJz1saTF53NZRybPf71B36ZNIk3RuTzDwyL5mMdw8wHfQ9UdIRm72I6MwFhAdiKGq9XPzi93qCCtQDlmYOvfPfNBZvHzXmmnWFFPcNMj/MwBuNFlZFh3LOtmPkrb6elIUXYDTH43baaK88SPEnLwKQkLecyLQ5hEQmozGGyS1KnEMtSqporTpAU/GuaWvxAdPrLxsiYknIP5fo9ALC4tJGtUix91voba2jo+YIjUWfExabSs75V2NOzkMhKOlprubY7nep2vU2DesW8qfKFu7IiqO0z4ZBpWTFJ8MxZlHSkLl8I3lrbkBjNOH3ydf2qFbAnY10NZbTWnGAzuqj01KcNzdUx/vn5QXVLScDUdKQsXwjqYUXEhYbICF1NNJwZBtl214f851+ujqfJm00L2ZfQ0xMEgs7j7C88XOMzj4+d0i8YcghOykdgzGc+tBk3D4/9n4LLrsVU2w67/72G/S1Tu5+dkFUKP+zJJPbD1TzTstwPDVx3nmc99WHeefnV1B8fgbfO1jD2y3dpC66mCUXXo82MpHUrirObd6Jua+Bg9ELKIlfQpVbydVVb5Hv6+Xpwu9RVrafrf/z0KTGNFmIM3nwTqeHh4ob+MOCVC7dVjpGnsnm9ZGiVk7qmCX9drZ19PNUYRqFM5gsAHD5/ERPbnjThp2WAa5LNM86gobb50flmR0Vz19EiIKAzeE828MYgyVmA4+VntkkwhAiJRUD9smrN0wGBlHgOxkx/Ka8edKqNPFaNZbBsQSzOK3EA7kJXLuz4gtBzgB5TWsdtJOsV1MdYAHftr+anRfO44KoUD7pmFqwZ9BhpzDcMGMEjf8qbeTd8/IIl8QpycVPBxpsTqRZovYwEkV9g6yMDDnbwzg1zkBf7NNBplFD/eDsW5uNKiWtA9Pf324yWB8XztMz6ItEa0QUMGVyhlkS2ZgQwV0jejorgHSDhsoZWpOmGysHqwip+V+cx1VOPljUwFWJEXwzNZpna08eyOpvr2fXS48CcsXC39ZfTOrlX+LJ3z1G7YHPZkx1ZU+XldsyYmaEoOFx2Wgq/nxMoGso8BydsZDYsG7m58Tw4bPP0li6j/722VEB2u5wkR2iPePntfdbqD/0KfWHPh3zO0GUMCfnYk6eQ3RSFumXLafjjT201pXQWVM841WSk0WISsnhCSRZphM9TZXjJmYEUSIqdR5Rafl0RUtcviCRO595kfqiHact9zoZhKmUpBk03H5g+oLwXY0VweodkNeP1MUX87c4J8u1tdx173dxOSauMPPYvGS2dvSNCaC+++oTvOkogcvW8vz7m2Z9sPlAj5V4rZoYjYq2QO/yT5o7uCEpcsoEjU1tvSgVChaY9Byaobl9rLefKxMizipBo2HQSaZRc+o3nmG4XU6yQ3SznqAxm5Fj1OL2+WcVOQMg3aClwXZ2/fgvJURQZXXMmG0KTXqUCsWUyRkA1yeZ+bi9NzjGWI2KOK3EwZ7ZT84ASLY28OpfHx73/tHt8lDaZ+OneYlcsePUxWSDPW3sefW3/GxlLj0H3+D97TNf7LDDMsC62PAZJ2j4PC5ayvaMaqnwyKULeOrOF3mrfHb5er1uL34g06A5aZX6mYDD2jPuvgPgyStX8NYsLTYJl0Q+Pcvrn8/jprPm6JgWFr9fX8jXv/oPtrRM/z7xZLg2yYzL558RcgaAy9ZP1c63qdr5NtUaiQcuXcQHb+2c8N8vjTASLon8qmT867G5vpxrSl/l79vLZr2/PASfz8Mrv/kGA9//OxeZMvlq1Zsc/mAHt1qMtK+7lSPLf4yqr5155e9ycftr3CB4qFs5l7L1G9nZ2MxVnqNcfNXtNFTsG0Ma+9HRepZEGHlv5RwWbZ54HlAQRBZuuI3afR+x86Vh1aUPErLwLCvkvvaP+cu8W3gt4psoPU7mN+3m1v1/xKoxsSuygF1zrqQwYj9rz/8BXY2VhEQlEJmSH2j/0EVLxV4qtr4+qRaj4+GlBgs/z0/i/tz4abk/eFw2Gou20Vi0LfjavLVfJWf1dYgqDdauFtyOQfRh0ay85SEUgoDX5cAWUGn4tHsPKb52PrdY+FJCBD7A4xik9JMX6WmuIj5vKXE5S4jPX07C3HMB8Hk9DHQ2Un/kU1rK9tBeeXDWqCVPBNauVsq3/pvyrf8OvjayRUpM5iLicpew4PLbAPD7vAx0tdJcspPm0l20Vx9Gg9zq9ntZcfy+qpXr587jeUU8F3736xjNCaMKjRzWXrrqy9CERqAPi8TWZ+HQO09Td2DzjHy+X+UnUd5vnzQ5A8DjclD+2auUf/YqILdyyT73SrJWfon8i7+C09pLe/VhnNY+YtLyiat+jp2ZG/hq52FC+/ZSY0zkH7k30RcShx8/GT0NLOgp47MDB3hjx2iFsst/9BznfuWnvPebr054fGZJ5G+LM/h3o2UUOQOg8eg2bP1dPHD1LXR37iXi4m9xZ8YifEoVS5p3k1j2PAf0KbyU+yVsunDaqg5Q+fSDvDc3FLcpgScX30vFoc9GrR8zhRklaAD8p7mb9XHh3JMVx6+PqyLrd3tI0asnfczbDhyj6JIFfCc9hr9Wz1zSwO7xEauRZuz4J8Ofq1p489xcNIIw5TYnMwGXz49aOEF/0P/DKaFSKHB4ZpeDtcJsRBIE/ucUyZ+ZQrikpGeGk+5/LUynx+WZEuEpSqOiZpzN4uPzU3i2pp3yKbQGOZs4ZnWQYdAECRqNdhcft/fyeEHKlCvku10e8kJnLhF1pM+GxenmwdwE7jtSN2PnORnqrA6Us3Dp29dtxSCeJSbh/0eI1Urs7jqzgYOJQKcUaJmCEz1d2BAXjloQ+GPlzFWwLwkPwXka/VX/UphOs901KhkVq5EY8HgZmGX32xMhRaPiX2+/OSYA4/D5eKXBwn05cackaIyEra+TxNYj7P/9fqr3zaz6yuPlTbx5bi4GUcDqOTP+6sjAc+Lli7jq29fRYp1Yn9UzhTqbkwzD7EpQ+jwuOqqP0FF9hFIgon8FO2ZpsFkSQFQo2Ns9s2qJE4XP46Ktaj9tVfuxnZOBs/kIRz+ZfB/508X9OfH0uDxj+rlOJ2x9nZR8/CKRly1k++9+MilyxtqYMGK1Euu2jd92ra+1lo7mni9EsNnrh886+lgTFcpLDXILn9+UNfH5BfOI1oiTruAbQqvdxQ1J5hkjaGxu6+GW1KgZOfZEUTZg5+qEiLM6hvFg9/pIn2Xr8hcNaQYNNu/siU0NIU6r4nPL1IkL04ECk4F/zmA85fok82ntCWI1KuK1EteVNwVfWxMdxqcdfXi/GLUmeP2gOEls9NGyJp5bmjUpn9TrB4X7zCiEPVvdxpvn5iLCtFRJTwZ+P3hnGbFqCE6fnzmhurNO0DgpZnGxiVFUUjGDfuHpwnkW5t11iWaKe88MyVslgH+S8+PB3ASO9troO8k6pQRcX5BYRhA+H+/95mv47v0b9Qvv4u6DT/GJwcXGZ75HvU9i4cbbcSz4MvtFFX0Ve1hQ/BbnJg5ygdBLl9aMISSCnX+4c9xDb9heysGLC3h2cQbf3DcxQsTyLz+I3+dj5yuPjXq9p6mSH/y7EsecJO5z/4Xb91ezz5BK6dyVfJyygWy9iuWWwxS0HaQ6PJPYtDzMKXMAsA90U/zxC5R99tqUW8yPh5frO7k5JWpaCXyCqKJw43dJX7oO/HBs19YN4MoAACAASURBVDscfOevY1QxtSFm4nKXEJU2j7C4dHbFX8v5R//K82v+hK7iTdBouf43jwZalLix93fR03KMjs+LaCnfR2zWQtLOuYTQ6BQMEXGERiXh9/toqzj7yking6QF55O1/ArCEzLx+/10NZRR8flbDHa3ET9nKZEp+aQsvICc865CISjR97eytbeYHZELGVht4kVnD21uBcquFppKdtJWdYjWin1j2qZoDCbOufY+lt/0YxZdeSfFm18IkiGmA+GSyMJwA9fvmp64YFvFftoq9qMxmJh7yddIKbyQpPmrAIgaaOXD7A00h6RSY87BZbPS3tlC+54tNBz5jO+FOfhWegx3HqzhP+MUE2x55gds/OnLpC9ZR/We9yY0nnfOy6PZ7uTe45RuhrD/zSfZeP4Kns7/BVldlcSX/oe9dXW8uuTLhK66BKe1j8qdb1O86V+sjTLw+aJ0mkOS+GvhHVTuepe9r/9+qqaaFGacoAHwwNE6Nq/K54PWnlGtTixOD/GayRM0Bjw+nqlu4/6ceP5e24ZrhvaIVo+XaI1qZg5+CuzrGcTu9fH1tKhZpaLh8vmQBOFsD+MLC1GhwD7LdsC3p8dSOWA/45vEIYRKIscGZm4zlmfUsioqdMo3I5Mk0ngcI/3GJDNhksifj02tgu5s4pjVTqZByyaGq/LvOFhDySUL+VpKJP+sm3xLpyabizT9zAY8n6/r5LaMmLNG0OgIkIhCReGkG6kzjYPdVpQKuaq21/0F28DNIoSpRA7MwuoxtSDQdBYrYu7OimV3V/+M3h/mhenoc0/tDDlGDcvMRq78fHTP3QyjZkbvK9ONVL2a6v7xg0g/OVrPdYlmbs+ImZQ/GCGpKO+2TNcQT4h9PYP0u73ckxXHL0ubTv0H04hQUfZHZxs5A6C8387yCOPZHsbJMYuDzQVhBnx+ec8322Bxuskynp377cb4cN5oPDNkwj63lyzN5EIF/zU3mU/ae7GcgHhdO+gkWXt29tZTwSftvayPCw8SNOpsLjqcbu7PTuD7U/RH93ZbWWGeOeWz5+o7uCsr7qz6qwe7rXwjNfqsnPtk6Hd7SdZNPvb0fxhGsl5N/xR9tplEmErk4BlWXBqJUFEgTKXk+dqOGTvHCnMIe0+jxfP3s+Npd7pHKchcEBXK2y1nT21nsvD5/ZysLOGzzn763V5+mJPAT4sbJnzMM1V/tq9nEJfPz/VJkbzQcObbaCsVs7DaBLC6vWQbz7zq3P8v0CgFSsdpKT9bcDbC33PD9DxYdGZUFVWTzI8YRYECk/6U8WlBocD3BVFqPh4f/P5beO94il8s/yk/3PUon6zO5/HyJv748mPsfvkx0hatJX/tLdRe81uKu1sp+fglVqmtJA3sxeca/14+4PFx0+5K3liRw5eTI3mh/uRrqCk+g+QFq/nsbw+csOXIz0oacPt9/GVRupwwfvOgPH7gj4JIzrxlzPc4yXMV88sH78WcUUjOeVcx96KvULDum1i7Wqk/vIXSLa/isp1eW91Hyhr5Wmo0V8WH88ZpquCJGj1LrrmP5IJVeFwOijc/T/FHz53w/fZ+C9V73huVEL9jbQGZ/76Pnxmy+faNV3H4f56i5uDWcT9nT1MFpVteRhBEslZeQfqSdaz59m/xeT1Y6oop+/Q1mkt3ndZnOiMQBDKXridj2QZM8en4fT666kvZ/tzDNB75bNRbO2tHt8bWm2JIL1zF/Bs28snfn+V3mjacjkGu2nnqPJTD2sO2f/wEUdKw6Mo7WbD+VuZf+nUqtr/J4ff/NumWOcfjl/lJdDrd7LCcfuGLMTKRORfcQHzecjRGE05bPy2luynd8hJ9rXXkrFzPT26+mice/yW1ZaPbz/xiTiJfS4vh9v3VvNvaM+7xB3vaqNz+FouvvpvaA5tPSYL688I0otQqCj86ceFM49FtPC/YuCE5kmeKK0k+53rUi414GsrZ/Od76Dgmt5N+ujCddXEmSsMyeW7Btyn77DUOvv2XyRnoNHBGCBqdTg8/H6fVSZvDRdoUqxgeLWvmy8lRPLEgjdsPzEzft36PF7P67AWRZmObE7fPj1b5fwSNqUIpgGOWVY2dzfYmIDO+O50zV7XwzOJ0jvQOTvlmZBSV1FqHE6RxWokf5SZwzc6KL0y1yUgcszpYelzSyOrx8XxdBw/kJU6JoHHMaufC6LDpGuK4+GNlC3dlxXF5nGmMbNWZgg9I02tnrJXLVOBBVjZaFmHkg7az2wrjiwoRkAQFO6fBYZ1uqAQFdWeJoGGWRDKNWu46NLM95LOM2qB8/GTxl8J0jvba2HdcUD7DoOGYdfZWEo2ESqEgLMREwwkk1z3IBLW7s+Im5Q/6dGHU6BXAzPuQ77V2c1WC+YwTNPIy5tBpjCEiKZeepqpZJaN5qMeKMSv2bA9jXEhaA+bUuViMEZgSsmRZ1lmk1gdQaDJgnWX+MoCkD6PHlILbbERjaMJhPXP+yIJQPaEqkccrZt5nFyUNLVIYKdESnEB++XhsiAsnSqPins9OfM+oQ8ecMDgT69J04LOOPh6Zl4xaUASVnt5s6uKGpMgpEzReb7RweVz4NI5yNNodHqweHzcmR82o0ujJsNPSjyQozkqV+MnQ7XITpz076qj/vyBOI521dpMngiTI/vJuy+klR04HN6VEYfV4g4T+mUCCVs0DjXVT/vtLY028OIIUoBYULDMbuffwzPr50wm3348uNBxOENgHeKWhk5uSIydM0PAKKrzhsQhi7Ziq4plAUe8g1ySZzyhBQ5R0DKpD0CSHIzb243HNrmR+t8s9JWXtMwFjZCIh0cl0GcMQRGlaK+anAwZRQAFUzkJVX1NcBoOSAX1MMnQVn7HzLo0wohIUvNow84UKAKFRSTjVhgm//8G8RHpcnlPGp23qEPyCAMy+/dBE8NFTd7Dmtsf59YqfctuOR/l+dgKXxYZz9c5yavZvomb/JgwRsRRecQeLrrqLAb+PLSU7ECQ9nEB1ZW+3lScqW3hkbjJ7ugZOqrqz6luP0VlbfEpiwC9Lm3D7/Dy1MA1RoQi2bfX5PJQe3k7p4e1Im17D5XLRUrqLlsDxIpJyyVtzPZnLr2DOBV/G3tdFU8kOSj5+cVTLhonC5YMtHb18PzdhygQNXWgkS6//AbHZi3FYe9n7+hMc2/X2lI71n6YurkqM4MEPX+fez9+eUPs2n89D+dbXKd/6ukx2WLaBjKXrOf+bj+D3ebHUl1K+9XUaj2475bHOFARBJHPFRjKWriM0NjVIKtn67I8nRSoZ7Gnj6MevcM+2NxE8HuavW8j1RyenQuxxOdj9ym/Y+9rvmb/um+SsvJLcVddQs3cT+958ckr3HwG4LM7EwxP0icZDRHIeeWuuJyazEElrwN5nofHoNko+eWnMXC/d+h++uuv9MfPlkXnJfDk5km/vO3bKvMX+t/5ISuGFnP/1X/Lpf//whO+7OiGCDfHh3Lir4qTFqqGxabDsRraJC0lbnkftgc0cfOfpoJJJul7DGytyMKqU7IxcwNtzb6Loo+c5+sHfT2WaacUZIWgA/G+g1cm9WXE8Fmh10mhzUhg+8RvZ8bj/SC3PLMrg12VN1M9AL9FelweTdMZMNAZPVbXwn1nW5sTp8xMi/R9BY6qYbQoaK89yexMAvSjQ5piZjc7VCREk6zUs3jx1GWq1IFAxMLyJfXx+Cn+raadiFm6CJoJjAw5uSo4c8/rPihu4LsnMz/ISeHiSSbbiPhvXJpqna4jjwgPs7hrg7qy4s0bQcPv8JOrVs4qgAdDr9lAYbvg/gsYUsTBcrtSebQokAqAAGgbPTiDowbwEOp1uima4IidJp6a0f/LnWB0VSqZRy7mfHB3zuwyDlqovCEFDUCrZf8md3Lrk+xQV7WHPW0+NqUx4qKSBL6dEck9WHH84RbuZjGUbWLjhNrZ3H+Qb37uK6KJ27DYbtr5OelvrsNQV01y6m4HO6etB/ZuyZm5MiiTLqKFyBpRLJH0YCXOWEZ1RgCk+A0N4DCqNAa3XhTVbwRWLFDgUIn6fF7fDhsPag623g/6ORnpaauiqL6WnreaMkhD291gRFQokgRlT+jsRBFFFRFIuEUm5mGLTMEbGowuNRK0PRZQ0oFAg+H30ZCnYsBg8fgU+rwe3YxDHQA+DPW30tTfQ01xFZ20J1q4zT+LNC9FimUHy7okgavSYk3OJSMwhLCYFgzkeXYgZSR+CqFKDQsH86newrb+a65Y7cXu8OAZ6GbA0Yqkvo7lsDx01R2Zkrt2fG88xq2NaVUUEUUV0xgJiMhcSkZQd7I8b4+wmvuxF7Pf/N+sLt/HZP36GtevkqnG/yE/kw9aece+lMdmLWHbFdyE2DXfbNpSHHvpCtDnpcXupGLCzNMLI1k55XX6isoVvp8ewIFQ/JX/ws85+FApYHmFk52lUw58MxX2DXBprOmsEjT6PD69f9q9mqv/7VNDucBP/fwSN00KkRjqrym7jYaHJiPf/sXfW4XFd19r/6QxoeDTSiJnZki2ZmR1DGqamoaZN0jZN2mDTJmkDDTdN06aB3kIaRgecODHHzCiLLFksi3lIM3O+P85oJBklWeDc+73Psx/J8sw+++yzz4a13vUukTFVOLwoxDSi++XpZj34wKYhksnHm7ToFTJe6rOHnBqgp6DdesGdf86GbeoYJt//NMKe/az/5BXqS05Nz/p8QQ0/jQ9haagfX9We+WysVOuYccOjHAgLImf6eG5c0IzV7sDa3kx7fTkNZXnUFuymqSL/jHUMBe9WNPLUuOhhrbMv9IGRRGbOICguC2NIDBqjGUGuYFf1ZmYsvYTmw010u9w47VZsna199sslNJYfHRPSbp2tmzD12BA05CotgTHpBESl4Bcahz4gHLUxAKVGj0yuBES6O1s5Nj2BH026j26ni267RdovN5+grb6Clsoi6o8fGZP9coZRi0scGzKk2mDGHJtBQGQixuBYdP4hqAz+KNU6BJmCoM4THK7fw4/vuo3w/VVYOtroaKymsSKf2oJdnCjcOyLk+h/HBnO8y8Zwj2KV3p/wtKkExY/DFJaA1j8ElVLFlaUrOXbxdVyd3cDmt5+kJn/nWeu5NCKAf5Sc3v4uV2mZdNkviZ8wn/+01zCpS876DRu/F3vm02H9q/cy65YneG36g/xg83OE+3ZzYPF4bt99jLX1bXQ21bLpfx4CQSBtzjWkzL6Cyx9fSWttKQe++gfVR05NxflCYQ2zzAY+nZFK9ur9px3745bcjEpnYtUzNw2onU8XVNMtirw4Phal4ONVzuvB6cgJTRX5bP73owDoAsJJX3AdkZkzSJx2MQ5LO7VFe8lb9w4tVUUDagPAQ4fK2bUwiyyjhoOD2FMYg2OYcs39mGPS6Go+wXf/eoTKw+dHgni+sJpb4oKHfN7B7aZ460qKt64EQSBu4mKSpl3CzBt/jyiKNFcWULhlJWV715xXO4cCQa4gZdYVUlqWoGhcTgf1pYfY98Wr1BbsOq+6HQ4H9yWH0+l0DTlI2O12sv+LV9n/xaukzbuW9Pk/JH7KUioPb2bnB3/C0TVwu//dSWE43eKgA3HD06aSMvsKAmMykCl96WisoWjLSvI3nlst5uT35bmsaK6OCuSWncWsrR9YOsLv/vUwC3/xEoFx42goPdXeG6NR8kJ2LK+WnGDzGfo5ZfYVpM65Go1fEO115Wz6zx8o37+h32d+nhDCA6kR5LdZ2B29iI1pl7D/i9c5uv6dAbVzOOEDjJq32OwrZ+2cDG7cWczB1i5umj6bReMn8l+fCNpbm+lsqqWjvoKWE8dpOzEwBvO6Oem4RFi0KW9IbRIEOdqAUAyBEegCwtCaglEbzagNJpa465Hr9HzjCqTb3kW3tQuHtRO7tQN7Vxv2zjZsHc1YO5qxtjdha2sa9g1G0dIJvFRUw99GUEVDqTGg1vujMvij0plQaY34ag0oNQaUah0KtQ6FSoPCV8Ni23EcehMbXf44HTacdivddgvdti4cNgvdlk4clnZvH9k6W6WfHS2jxjauvngi4Z/vPvcHzxNypQaV3oivzoSv1ohKY0CplfpMqdajUGmlflNpkCtVyJQqbm/cytchkzhupU+/deGwdGC3tOPw9JmtsxVbRwvWtqYRZbi/MyWJIJWCBRuH9v6cCXKlCpU+ALUxAJXeH5XehErTM670Uv+oNSiVau5o3sYXgbkUt1uxtTdjaW+gs6mOzsYa2hsrsbQMnTxSeNEEvqxpHlBaDLlSgyk8HmNILIbACLQBIYTpdPy8cw9XfrWFuroKrosyc31MECs2H/1eqmeAlArjjzfczlfySHate98r5wTw07hgHkqLIO2r/VgGcDAPjM0kJmcBCdFJLHbX8K0hkzZLJ9b2Jjpb6uhoqKTtRBnNVcXYOs5fPjXLqOHLWWmM/+bAGeWzzweCXIExKBpDcDSGwEi0ASFojGZUeukdv/zEFnaHT6XCKdBts+CwdmDvapfe1fZGLG0NdDafoLOxFktL3ahFc6+amUqLw8n1O4tH5Xo9kCs16APD0JpCetdOvT8qvV/v+uGrQaZUMdFWzk55KN02ad6zd7Vh72rD2tGCpa0Ra1s9nU0n6GiqHdSGczjw84QQfpYQSvrq/ef+8DBBYwxEZw5DZwpBbQryjjOV1ohSY0Ch0hCCg4mdJawyjsNh6cDW2YK1rdHTT9W01ZXTVls2YmtE8dIJvHLsxDkJAQOBUq3DLzwRU0gs+sAItAGhaIxmNFo915z4jk3BuewrLaHi4Caqjm4bkGFw76IsDrdauGlX77jXB0aSveQmskND2fnPB9k1htGUg0GASskjKy6nPnke5f4JNFYWsXflX/tJJ/4uLYIbY4JI/GrfaesIS5vKlKvvQ6U3UbLjK45//jLfzhuHQ6Hi7o5ghMgM/EJi0PgFolBpQRRx2LqwtNTReuI49aWHqTm6Y0gRHwBb5mVS1GHllgHmhD0tBIHAmAzCUiZjjknFEBSFSmdCkMlxdduxtDXSdqKMhuOHqc7bTltdGX+fksJ8fw3ZGwsxRJ7dsd6fhFBHW30FrTUlNBw/MqyElR6UL8/l6u2F7BgBJ6wxNI7AmDRMYQkYgqLQmoLx1fmh8FXjI8gQRcn4bu9q8xjfq2itKaGxPI+m6mJwu6m+bDrhn2xFqTFIxunIZAwhsegDwlAbAlBqdMgUksHc5XTgsHRgbW+ms7mGthPlNFcWUn/8yIjM2V/OTKW928V1OwZu1BoIBLkSc0w6AZFJ+IX0kFfMKD3kFR8f4axEnyXyNp7JimbptiKOtlkJScolNDmXgEiJ3OCrNeIjCDjtViyt9bTUllJXcpDqw1uwtJ1ftOzx5Tk8dKicd4cSESgIBMVlEZqYQ0BUsvRu6f2RKZSIbhf2rjY6m2porj7G9MbD/FrfxnsV9bzQpmXi1Q9gDImmJn8XW//7GA7rqQ73KyIC+FN2LOmr9/USSASBjAXXkzLzcnx1RsJbjlPx9Wt8uG/398rQfGdiKIG+Ch7pE3m0YW4G1Rb7kPdd2xeMY0djO786Q67c88WNMYH8Li3yjOvFaODIkvG8dqyWly8gJdDHM6JYHOLHpLWnGvouJIyWLWMo2L1gHF/XtvJI3tAj8YYbv0wM4afxIWSsHnpAxvmieOkEHj9ayZtDUKIcCP6cHcvkAD1TT0NKHgjenpxEqFrBvD42n8czoqizdfPX71nK1psmTWbitKXsipxBR2cbeWveonDLJ/0+88HUZMy+8n7364UgMOmyu0mYtgJbezNb336S+/06+EFYIM92mjgUlIkpLB6dfwhKtR58fOi2dWFpbaC1tpSG0sNU5W0b8n5ZAMpW5HLNtsLzIukJgpzgpAmEpU7GHJWC3hyBUmvAx0eg29ZFZ1MtzdXFnCjcQ9XR7cQpXKxbMIFf7S1hkyyIgKgUTGEJ0j7ILxBfTS+J1+1y0m3txNpDQqiT7DkNpYfOey9zOjwzLppZgcYhj+9zQdozZ+AfnoA+KAKtKQSVzg+5rxofH8FzPrBg62ims7lW2uNWFdFQdsRri6y+bDrRX+4lIDoNc1QqfmFx6M3hqI2B+Gr0vfvlbjsOSweWtkY6GqtprS2lqbyAxvIjOB3DT2K/OSaQB1IjSPl6+O0YcqWKgOg06WwVKp3hNUYzvhoDMqUv4IPb2Y3D6rH/9fRdZSEtZUfYOzOGtSda+dWRKgxhiYSnTSMwNg1DYDQqvR8+ggynw4alpY6WmhJOFO+n6siW87YbHlkynrfK6r2BwUO575CkXEKScvCPSPTs7w34CLLe82hdOd0Vh3lZWYqs28aK3VXEX3Yv4elTaK0t47t/PXzas+Ul4f68ND6O+C/39CMWmMISyL38lwTFjkPl6CT86GpeevfvdLr5Xu2Zz4Tp1/+O1HHTmbLpBSzVJVwaGcDKqibuPI1Sa0BUKhN+cAdBsePotlso2fU1B1e90e/9UQqwf9F4Ctotp6SQUGr9uOKxTziw6g2Orn93UO28KymUe5PD+e3h8iGv50qtH+nzriEqaw66gFCcDhsNpYfI3/ThgJz/38xKw+4WuXjLucmBgXHjmHTFr/ELjaW1tpRdH714Wmf2ULFhbga1Vsewn8djchaSPONS/COT8fHxobmqmKJtKynd+fWg6hnMflmuVJE8+0richdjCIrA6bBTX3KAvPXv9fOJDAf2Lsriu/q2YT3nxeUuJnv5T1EbAjhxbB873n12QPuQvCXj+aymmYcOnSPlk4dEkzj1YvwjkvARBNpqj1Oy+xuKtnwyZIWxF7NjuDzCzA07i9jYMDjb7LzbnsM/MpmPfndx/6YC+xdnU2VxsGzz0X7/pzEGknPpL4jImA5A1ZGt7P30r6fsXXRygQ+mpZBh1PDnwmoi5/2IPclL2fPJyxRu/njwNzoMGFWCBki5c+9KDOMBwwzS5l3DnRGtHNh2gG8VUbi0/ihUGomp6uMDoojL6aDbbsHR1Y6ts4Wulno6m0/QXl9BW+1x/Dpq+W5OKj/eVcy3dW0IghxdYDiGwEh0AaFoTMFojGbUehNKrdHjMFIjk/siyOTSdRBxu1y4uu047TYctg4cXe1orM08vjiD9zcdYaePCYWvBrlSjUzpi0zui0yuQJDJ8ZHJ8PHpoyohirjdLkSXE5erG1e3Q6rbYcNpt3gce52SU76rHbulFVtnG7Z2yclnbW/0Gr/+PSmRWK0vszf0SoLJlRqP49uESuuHr84PX60BX40BpUYiVChVWuSe9sqVvsgUvsjkSgS5AkEmw0c4qc2IiG43brcLt8uJ29mNq9uOq9uB02H1EjEmdddz3dJp3LOmCFHui0KpkfpD4YtMoZSuIZNL/SLI8BGE01xHRBRduF19ruV0ePrJ1p/4YbfisHbitHZi7yExWNqxd0p9Zu1oPoX4cfIkLREpTKj0fvhqDPjq/CQSRY8DUaWRyBS+ak9/qfrfT89zPu39gCi6Ed1uRJcTt9uJ2+n03o+z24bLId2TwtbBU/Y97L34Tj7YfARkvsg91+x5Pt4xJQj4CD3x073PR3S7cXvGlbvbgbPb7qnfKo0rm4Vua6fXcWzvasPWJZE9bO3NWDua+k2sx5ZN4Omj1fzDo6Ch0pm8pAq1zoSv3g9frZ93bEnvjxaZrwqFUoVMoUKmUCDIPO32ETzvlKfVblfvmOp24HI6PM/XRre9i1vb9xEsdFOw7Md8uasEmVKHQqX1PAMlPoLM28dulxOXwybNB5ZOD/GnGUtbo+QUb6qho6GSzpY6cLt5IiOKq6PMpK89ij40Dr+QWAxBkWj9Q9F47lGp1qPwVSPI5YAPotuNy2mn22ohqK2MX9aspvqHD/LfEoFD7z3Fm351XLmt8HurngEgk8l48Z4HsOPPwZAcnM5u6o4dIG/d29SXHOTg4mx2NHVw256Sft8T5EpiJswnMmMG/lHJqA0B+OCDtb2J9tpinp4eRu2WLbzUHY7cGIxK74dCrUeuVElzLeB2OXE6rJKzuaOFrtYGuppraasvp62mlJba0nMu/PsXZbGhvo1fD2KzozaY8QuLk9YFcxhavyDURjO+njVBrlQjkyv6rDvdUjutndg7W7G2N9HVWs91wgkuuuISbv1kL4LGgEpnRKk2oFRL8630Hiu847ZnbemZT7vtFhzWLhyWdmydrRK5r60BS6uHnNBYPaTchX/OjiXHX8vM9UOTjpQrVWgDwqQ10y8IjcEszQNaaW1RqnXIVZ71T65EkMt750FRxO12etc5LwHDM09bO1pwdrXywc1LuOHDHcg0BlS6/gQOua8KwbN29NQrim5El6vPnGHFYe3wjh2rhxTT1VKHpaVO6rvTOI0Ggldz4kk2qJm7YfD910NS0fmHofELROMX6CGpmPqtMTKlSuo7QeadI0XP3Ojstktrns2Cw9ruIX+28JCsjJhlP+C2T3ej6CG86Uy985ZC6ekvEbfTibPbRrdVIr9Y25ulcdVcS1t9BW21ZYOK6jmT8eAUCALGwChM4QkYgiLRm8PRmIJQ66XII7mv593CB9Htwtltp9va6YnYauDBzl2oBchfcRtri9rx1QfiI8iwd7XRUn2M6vydlO7+5hQH8A0xgTyeEU3G6n1gCidz0Q2Ep01FqdGjtjQTULKFveUH2LDx+xVxclNMED+ekMWbMcuxRGZhbW/m6Pp3Kdj0IQJQtCyHN0pO8Ewfg5MpIokZP3oYQ2AkVUe3s/WtJ7xyfXJg1ex0knQqrt1R1I8oYApPIDR5EoEx6RiCo9EYzch91YiiG4e1k67mOlprSqgvPURN/k6s7Wd3Ct8aG8xv0iKIX7V3QPeqNpgJT59GcEIWprAENKYgFL4a6fpd7XQ0VtNUWUht0R5qC3afleR7eEk2R1otXHsW44FS60dgdKqHhBCDPiAMlSHAY1RV4jUy2jqxdbRIZw2PikRjed451QNOh7wl4/nbsdohpSrUmIIlY3JEOLM3OgAAIABJREFUIobgaHT+Iaj1/ijUWgSZAhBxOuw4LO3SPqixmtba4zRVFNJYfnRAxK2BGjW0phACYzMwhSdiDI5G6x+CWm9CodZJ67so4uy24+hqx9LW4DFIH6epsoCm8qNDMkjvWZjFqppmHh1geo0eCIIc/6hkyZgcFochMAKNX5CkHuIxxItuF06HFVunh7zSUEVbTSmNFflnTZXjp5Cxf3E2/yytO2s6H40pWBrb8dmYQmPRmIKQK9UeIkQ7HY1VNFYUcKJw94CjB6+LMvPkuGhivzz3+xUQnUZoci7m6DQMQVFoDAHIlCpEtxuHpZ3O5lpaqkuoLz1Idf6ufvPrn7NjuTwygEePVPDP4/Xev4ck5zL12gdRGwI4vvtbdn74fL/92qHF2WxuaOfn+0pRG8zkXnYnERkzEN0uQst3srBwJXfvzBsRhZ2RRppBzRsTE5i+rpcwd0NyDPdkxHJJiZv25nrPvuTUM+mZ8GJ2DFPMBqYOA1FAEOTIVRqUaq0nOECLXqVhdZKMm+u1HG9pl/YZnvOoy2HFaZfOjiPhLOrBujnpHOu0nXKeGEnIlarec7XHPtFzppQpfLk0SMM1wSquPdqBu9vutdO4u+04HXZcTumns9uO22Efs7RZY0HQEAQ5gtIXucJXsh3JpZ9Cj01EpkBQ+PJJvIz/dKr4tKa1j63IJv3usHtsXiM7tk7G67nxxOlUwx5w0hc9Y0vuq0LmsRfJlSrkCl8idWr+nqjl8oONdFqlc1C3rQuHtQunzTIs42jHgnFsa2wf8PlXkCt7A7C0elZlGnl+fxFvFfV+f9v8TH68+xj57d8/u0a6Qc1fp6SzPmoOJSlLcLvdlO75ln0rX8HpsJBuULN6djq5aw5QZ+vt/+SZlzN++U8RgX2f/12K7PXg5wkhPJgawRslJ/qpieoDIwlPm0JgbAZ+IbFo/IJ698uWDjqbammpPkbdsf3U5O8Y0Hl009wMijtt3DpAUrNKZyIicybBCdn4hyf021fYOlppb6ig4XgeNfk7+pG7T8aTmVFcExVI5tdnDsZRav0IjE0nICIJY2isdMY1BqBQ6zyKEhIJwW5px+olIUh7vsbjA9t/noyfxgVzd3IYaUMkGSjVOgJjMwmISsEY2kM0NktKDvLePXMPabmjoZqWmmM0lh+luapoQI6ngczLuoBQAmMzMUUk4RccjdYUjEov+Th8BBmi20233YK9s9WrVtdcXURD6dCJ4k9kRLEwxI/JQ9xP9JBXTOHxkq3Ur4fwrcFH8JCW7VZvm9vrK2muKqaxLI+2urIz1vs/ExOYataT8fX+MypZqA1mIjJnEJwwHlNYHFq/IGRKFW6XE1tnK+11kpJNdd62ASvZhKoU7F6YxbhvDpw7HZcnMCA0eSLm6FQMQZGo9QEIcoW3DR0NlTRVFFBbtIf64gPe+TxNr+bzmalUWR0s2nTEq5aoD4xk5o2/xxQeT03+Lja/+QfvuRykd7+6j8M7evx8spfdii4gDGdDOdeUf8XqHRt5bYwU0EYSU6+6l4zc+SRu+DNf793BGxPjaet2cfmWfMpOo4gvyJVkL/sJ8ZOXolRpaSg7wt7PXqGpXHLIJulVrJ2TwQuF1bxU1HtOX/Kr1/DVGvnsiWuG1M6eteDks9BQIMiVpMy6gtiJizAGRyO6XTRVFFC87XOO7/n2tN+ZEqDnw2nJZw1KjMycRc4lP0PrH0JjWR473nvurO/jUHFtlJk/DvD8OVREjptFyuwrMEen4yMItFSXcGz75xTv+PKcQVvnmpflSg1p864mJmchenMY3XYrdUX7yFv/Do1lI7NnjNX6snleJhPXHKR2iGmcz4aw1MnkXvpL9IERNFcWsuP9Z2mpPv1eYnmoiVdy40lZte+0a753fOYuwhgSjeh201xZQPHWzynd8815t/VvE+JYHubP9TsKz6hycTYIciVXP/UVRds+Y++nL3v//u6UJLJNWsZ/c9CbbSJ6/FzGLb4ZQ3A0ltZ68je+L6XaOQ3mBhm9888Ptxdy/fW/piBpEdvfe46SnauGdrPDgFEnaAC8MG08JRf/nm8+/Cu1hzfx4eQE0oxqrt9R5JWAEeQKjMHR+IXGYQiMQmcOReMXiEpnwldj8Bj9JSLH1KqtNOvMFBkTEXucFS7JYdTd49TpasPa0epx6NTT1VRLe30FHU3VZ92QXRYTwkuZEdx/sOzcEUuCgEpjRG0MQG3wKAfo/CQnoEbvUVaQHNySY76XCOAlNfRzcIsYLU1ktRxlc+g0REFGr8Mej8PeNWiHvaRs0eJxbjcNStlCKUDJD6Zx2caDp+R8PxfkKi1qvb9EJtH1OP4M+Kr1KNRalB6jktxXLRWFr+TU6jEKDIAo4XLYiBSt1PiazkmkcDm7cXd3ex2Arm4b3R5iiNNmxWHrpNvSgcPW6SHSdEjEkI4W7F2tgzY8/C4tgqujzOSsPzqg/F3efutLyNH5Sc5NrdFDmtB7+03hq0Hmq0Ku6DFEKXuJEyf3lygS0l5FuKOBPQFZfRzKnEQwcnqMLycRjHpUP7rasXd5FD96CEYdzQNyMr+QFcPlkQHM35BHZbf7jH0iV2owBkeiM0eg8w+RnH+GAIl0pTF4x0wPOQjAz9pMVt0+dsXMxYoUSerqdngdx7b2ZiytDZ4odCmCtqOp2rsB+GlcMA+nR/J+RSMP5dcwYdlPSZq6HO3//IS/Fw5/lO1oQyaTcXO0mZvjQ7lfTMaUsxRjcDSubjuG4s08VL+G+btr0GYtIDQ5F2NILAqVFpfTQWdjDfUlBynbv66frKhKqWTDrBSUgg+Tvz14ilNXYwzEFJ6AMSQWfWC4pLhgMEvzgErrdTaLoht3t0TMs3W1YWtv8qhS1NBaV8bV8iZuD9OQ8u0RTKGxGIKj0ZvD0fmHovYzo9L546uRFGz6knzcnrHcbwx4FC86Gqppryunrb78rOuBUoCii6fy5KFS3ig9u7KLIFegNYWgN0vKTBpjEGqjv9Q+raQiI+9DRjqZnNCzhjkdNpy2LhzWDmxd7ZJqU7tE7OhqqaOjsYarDS7uSQomfU0e+oAwtAGh0jUNZlQGEyq91CdKjb6XaOiZHyQiGN733uV04HJIZBJJNardS4aztTdJ62fLCTqbagcV3dATqT0QKNU6j6M/GK0pCLUhELXe5F03FCpdrzKRXNmPJNnTd26nw0MEk+7DbmnzKhNZWhuwtDbQ2VxDR1MtqybHUG3t5s7idonA4x+M1hjsnXd71iqJ+Cit26f2XZ/n5dl32D3EUul5SWSSruYTdDTWnNN4laZX882cdC7eXsz+xrPIwAkC+oBwjMHRGIIi0fmHegkSvloDCrUWuULlMU7hnQuddqtEFOpqxdIqta3TMx+21ZbyzZQYqp0C955Q4hcWgz4wUnIQG8z46owoVVJkvdQHIq7ubpx2i3d/0dUsjc3WujJpfj2N0en9qclMMGmZuvYQ7QjeNcAYHEPsxMWEJuVgCIpC7qvG5bDR3lhF3bEDlO1dy9rxgXwSkEtB/FyUGgOWlnqqD27grrYd1LU2c++BMnxksu8VOaMH6QYNr+bGs63DyVfJlxOWNQeA8gMbmH7oPW6P8iNx1V5UpmBm3vAo5pg0GsuOsvnNP5xRcerVnHiWhpl46GD5OXNeB0SnEZY8iYDoFIzB0aj1/qd17taVHKAmf6d3vReA48tzuWt/KSv75E0VBDlB8dmEpUp1SikU+kRNtTbQeqKUhtJDVB3ZOiQixHijls9npXLHnhK+PEte8rNBbTBjjknDPyIZY3AUuoBQicjplTjuVZGwdUiqf211FTRXFdJYdvS0BJZNczM43GbhF/tKT/k/pVqHOTaTgIhkjKExfVQr9P1UK7p7otKa+kf0DYcq1bA4AQUBU0gcAdFpknE3MPKMah5eKe2GKlpqSmguP+pV8zgZx5bl8MCB46fm4BUETGEJmL2RnxGe6xk9xuS+6iHtWNrqpbmopoSmykKaKgqGrOi3elYaJqV8aEZwQSA4PpuwlEmYo1PRB0Z63wOXw4alrZHW2lLqSw9RdWTbKYS6jXMzqLY4+OHOXhJSD8nKHJOGMTjmvEhWAvD5zFTSjRpu2lF0Rhn9uMkXkXvJL5ApfDm6/n0OfvUG10cF8uS4aGaXQNryOzCFJUjqIVs/5DF3Ptsb23k0rxKb68JI1zkUbPjBXP4n8SpsfuEo1Xp8fHyYU7WJgKWXsvJwM64+5/OTSfVuVzcuD1G355weYm3kJsthntbn4vJRSoEjcoVE1Pecd6Xzm7w3sMJzlvMRBHzw6UeI915ZdIMoIopuZtdsIeSiS/n4cJOk+ufjc8r3fHx8EEWxbwWInu/31COKIqLb1XuO9pDvRZfLe16U7tOF29XtKU6ushYhaA286wzCRyZDJlPgI5MjCHJ8ZIJ0j0JPUIIMQehznz336iPg4+MDQp/f8ZF++kBfu8gp94J0Lz33BCL+jnauzvTj9ULRm9FdquvUvjk9euo8uX63t99Et1vqP0/gi7f/3C5PMIyzT9+5pH/3BDO4nNi6OvhloJt/2AO8dg+pzzx9JJP16zcp6MZHIgD3HSOe/uqxLfX0nXSbPv367vS3KiLSt/8kYvEVFavpvuwnfHWgFqdb7O2/k+o83fOQqhO9fdfTT96+846xPuOsT7+5XU5EV08fSvYv0eXijq6DHDPFsdZp9Lw7PcEjMk8wlbxP3538PslO6ifBe09nfU/offaXlH+DcemlvJ1v633XTrJD9f1ezxjpteW5EN1O7xiQgpe6PT/tuO1WfufO5w1VOs1KAzIPMaQnMKCfvadfgI/0zJZWrCV8wSL+XepDt9ONw9qB2N7ATWWfs+KDz84x5i9c6OUyXsiOIVyj4lltLoEzrkCp1lF3bD+7PnyR9dn+7G7u4Gd7SwlNmcS0636Dr9ZI0dbP2LPy5dPuPVaEmfhbTjxrTrTy43OQJwJjM/uRIVUGf2RyJW6XE3tnq0TGLC/gRPFe6or29SPqPJASzg0xQadVbwyISvUQQjIxBPdRknPY6GptoKVG2oMPVZnrwKJsijqsXLW98NwfPg30gZEExmbgH54oOfRPJiGcvOcbQPqU2WY9/5mSRMyZnICCgCk0DnNMhmRPCoqUyLc6P6/6WY9KnqT0VkvbiTKaKgtpPH7knCTzgeB898w96QfN0amYQuMlNQq/wH5qFF61urYmOpok9Y0etbq+Tv6++O/kRPyVcpZtPj2BoV8akqAY6XzTJw1Jf5K1h7xSW0JTRQGN5flD2jNPN+t5b2oy12wvHLTEvyBXEJqUS1jqZAIiU9CZw/HVSEo2DmunpAxTWciJ4j1U520/xSb/h/RILokIIOub/opK+sBIwtOnERibLhGtjIEnEa0kFbm64v3UFuw8K9FqfpCRf05KZFtj+xmDA0KSc5l27UOo9H4Ub/uc3Z/+hXClnB0Lx7FgUwHqWdeSNP1S5L5qThTsYsL+97jaz83P9paw+wJKDTfcmHrZL8iYsgz/9X/jb2u/4v2pKWQaNTxxtJLXz2JfDU+bStayWzGFJWDraKbgu4/JW/8ON0YF8ERmNJdsyWdvSxfR4+cy40eP8vlTPzovdcwef8CTRyt59QzpaAYNQSB+4kUkTl2BKSIRH0GgtbaU0l2rKdq6sp8des/CLHY3d3DH3v42hMRpFzNuyS2odH7UFOxi5/vPjYiqUV8cX57Dbw+Vn5L2ZSQQnjaV1LlXYY7JQJDJaas9zrEdqyje+tlpya6nm5eVah1p839IzPi5aP1D6bZ1UVu4myNr3x5Uupmh4rXceMb5aYeFhH82BESlMunKe/CPSKS9voLdH73EieI9/T6zZV4m5V32fvaDMym8FHz30TnTMw0Gr+XGsyTEdN5qsglTlzPpyntY+fg1WFrquD0+mIfSIrloUx6FDoEJK24nNmchMqUvdcX72ffZK9Je4wzoCUZZWdXE3QeOc9/tj1CVNI8t/32Csn1rh9zO4cCYEDQMSgWf3nY9lXu2cceuYqwuN3+dEMfF4f78bpBSQoJcSUh0Mut/9wvavvyAxV9spnUQzu+B4J7kMO5KCuPyLfmDJiUMFT1OeUNAMOsf/An7Pv6In+4owNrRfMbN2Whh87wMCtpt/GTPechYDyP6KmToDP6su/dGZvzhJdqbG4ZEpBgpbJufyYHWLn6291RD/WhCqfVDbfBn3dQY7Euv5spnX6WtofYUdY2RxO3xwfw2LZIf7Ri8zNG5MD7QxEdTk1jn1FM5eR7PPfUENtvAmfwvZMVwVZSZx/IqeaO0jjCVkjenJLK1xcZmc8z3LiL7bLgpJojbE0K4alshVQ43STMuI2HKUq7sPMq22AW02aw01R6npmA3x3d/c87Nn04usHNBFlVWB4uHkHZKkCswhsRiCovHEBQlpZ3yC5TUCNSeaHxBYN7xNWxOWITdJUpkDofVo6rSiqWtia7mE5Kzub6S9hNl2DqH5rA7HZ4eF80Pwv1JHQEZSZDeT705THK0+5lRGz2KDF7VCQ8ZS+nrNT7q7B0kdB7nYEAWYh/VDmd3D1mgq58yg6VNSsfS1SKlEhoOo8W5MBrRgEqtH3qPcpZEUAlAbfD3kCQ9SiA95MgeQpePD/NLV/NdwmK63ZLKg9R3UgSgRFLp6CV3tDV6lClOjGjffTMrDRFY8t3Rc352oJArNRhDYzAGR6M3R6Dzl9LSqHQmibzjUTALsjYR31LM3qhpOJxunA6bV03G0tpAR7OUjq619jgt1SVDipR6LiuaKyPNLNmUR8E5IqrlKi2xE+YTkTEd//BEftCwk/yQbAocMsr2byBv3dso7J28NSWJ4k4bDxwsG/2N7TBDKxN4alw0GUYtd+wtQci9mLS516DS+XH3zudZGTqNsqjptDdUsu2tJ2iqPLeRtUey89/H63m4j1T/gNA3PUJ0CobAyNOmR7ih7jtkMhl/UyTjFxonRRkqVd7PdDRU0VieT03hrn5RSMOB57KiuSzCfNaowPOBLiAUc3S6pBYTHI3OFCwZOFW90Xmubgd2Swe29iY6mmq4tfMQMrWGV1yRnlQagZKSQ18JaZsFW2czXc2elCtVxTSUHx2RlCsnYzTmZUGuJCAqhYCoVEyhcQPrh7py/qGr5H5bFG5ztIeAYUKh0vQqdjhsnujNBomAUXuc5sqiAauHDBa3xAbx+4woZq07dNoor6FCpfcnIkNS2/ALS0DrH9xfSaapBmtlPk/p63mBRBzBCb1pihBxWPukKTp+hNr8HYMmOfkr5ayZk45GJnDRprwB3V/GohvIWPgj3C4n15d8yoawGdQbo6Totk9f5hJ5K79MCuXhwxV8XnP+ZKKxxjXZWVxz8528sGY7hQX7aCw9TLxGzur54znc2MIlWwuA3mCEfiqXPQRZb6CGBoVSxU2uEkKWLOe5DQXYrbY+QRZ2z/7N1qti6bDQbbN6iPK9aVe7bZ1nPOfGa1VsWDiB5/NK+UvxmSMx5UpJyUyuVEsqo0pf5Ao1Ml9fifSvVCJTqJB7VChkcl9vIIBMruhVm5T3/FtyFscJNm6ZncKTWyqxOCSiitspETlcLofn926v8uTJTmlXt8NDbLHh9KhcuLq7cXZbPYEDdinIwi6pNQzUiVR2yVTu2JHP1ycGkJpJEJDLVb1qpD2qHN5+kAg1XqVSj/qmtx88e02vE10u7/dT1kPA6CESCHLc3V08siiDpzaV4LA7PM57Fy5X3z7s/elydnuJyS5PH7qcDq9ypavb3icoxUMS6qd2YcfptA0otdzSUD9eyYkn6dvDAwo2EeRKSWXCE0gh9/afWuo7ha9nXKmkPlOcSlbqUe7r6TeZTCn1l+dvvj7waOO3FF99H29tOoLD3tsPbu+46hlLHsVWp+fePeqtLodH9dRul8aXw0633ep5/2xnXVPuSgrlnqRwFm4tpLDl9AZouVLVm/5W3ROQpEGhUqNQaryKqnJPoI1c6duHhKHkdvtRohddxCPbqrB2WTyKjJ1SEJalA7ulDXtnu1c1ta+98LPpKWT4aVm+rZjCNgvmuEzikicwPysHecN+nvjnP7/3do1b44K5MzGUew+UkR+YwfgVt2EIiiK6fAeXV6/jsfhr0QXHUpO/k81vPnZOW+p4k5aPp6VQ3GFl2XdHz64keBIEuZLQlImEJubgH5mE3hzuSX0mpUawtjfRdqIca8UR3lMf49oGPe6ILAIik9EFhKJU60AEu6WDzsZqmioLqMnfSW3RnmGz02UaNXw1K43b9hzjq9rhTVEnyBUERKYMOn1Kd20Rn0fYWFChQh8chzFUIhKoDQH9iQQOW2/qvoZKWqo9xI+zqJ8NF0Z6z9yrnJeEMSQanX+ol/giyOQnEV/qaK+rpLn6GH8xNFAmaPmrPWjQaUiGi/DdFwJw5KLxbG/sOCfJaTAwhsYRkT6NoLhxGEOiURsCEGQKXN0OrO2NtNaUUld6iFd11exTBPGhKhk/b6oinTdVUVdrPa01pdQfP0xN3vZBpyq6OSaQxzKjebu8gQfPlTIASJ5xGeNX3IYIzNr5BqqweNbFLsbldHBsxyqqv/0nL2dF4BRFfrG3lKYRSON8oWHa8ltJn3U5rHuNN75Zyc8TQnggNYIDLV1cs63wrOd4lc7EhIvvICp7DoJMTk3+Lm4sep/pOh9y1h5h6eNfUH5gAzveffq829nzrJ/NrxqRdH3hGdNJmXk5gbEZyBRKOhprKN+3nvyN73FNsJrHMqKI+3IvbqRzV9rca5ArVZQf2MDOD/80an7BtycnEaZRDklt+HwQmjKJ1DlXERQ3DplcSVt9OaW7VlPw3Ufe9bBnXlZq/chY8EOis+eg8QvCYe2gJn8XR9a+RVvt6PrfipdO4MWimiEpqA4F+sBIplx9L0HxWVhaG9j3+auU719Hil7FmjkZzFh3iCZ1AOnzryc8fSpqQwAOawe1hXvJX//OgOyIg8U/JyYwL9jIlVsLhsWHvvyB/wBQ/uodrJqVxtNNCkon30hAZAp2SwfHdnzOodX/Pus+KVqj5OPpqfgp5dy++xhr69v4xc8epzVhJpv/9TDlhzefdzvPF2NC0ABQyeU8nRlJvE7FTTuLaXI4uTMhhPtTI3izrJ7fHh6c8VijVLJ+VgoamcD0dYd6898OE17PjWdBsB8z1x2m2ja8BJBzYXKgiY+mxHPxlnz2jxJB5Gy4Lzmcm2ODSDsN4/tCwGAitUcLKkGgeNkEln53lMNtw284HizuSgrl7qQwxq/No9U2ugSW+UFG/j05kT8cqfSmVhkupBvUfDkrje/q27lxVzFKpXLAaiUC8OmMVLL8NNy0s5iNDe2kGtS8OTmJf5Se4LWSOmTf04jss+FH0YH8IjGUq7cXUtZlByBAo2Lvi3/EseoDLt5w4JwO1L4IVynZPD+TjfVt3DKMh7K+uD41jr/cfxe3PfYUHx4fXfk/pQCFF+XwbEE1f79ApAdVKg3lrzzDg08/y7+KLkyFlws1n3a4Ssm2iybxr9RZ/PH55welbjRS6DGcLdx4ZFDv3nAgSa/i29npfNTkoG7GEl566aVh75OeQ/iNO4vZUH8WdZCToJcLrJmTgUmj4fOsefz2Gel56eUy3pqSRH67hd8cKv/ekzP64qrIAH6XFsnT+VW8U9FIUHwWP1l+Jcvn5vKzx59m/96Ng6rvohA/Xs1NYEdTB1cPMXKuLwS5guCE8YQk5hAQlUSiv5Ef5Ubwl101VFaUUl9ygOq87SMe2dGDA4uyKe20cdm2glG5Xl/0RBT6hcVjDIpCawpmstDE5BmTeHVXFe2NJwakHDGauBDmZaXGQGBMuif1jCRLHalXc8t4f144ZKOjpZ7OplpaTxz3SioPJRXY+SBIKWfXoixeLq7lhcKaUblmYGwmYSmTMcek8QPfDjLmz+QvO6tpqiql4fgRagp20V53bsPwuZBuULNyRip1tm6WfJdH5yDOz4Ig54nrbmHe5T/gNx9tZvPHL6N32XghO5ZglZI79pZQYbGfdxsvFPw6NZLlwUau2Fbglc2O1fqydk4GeW2WAeWK7otItZLvFufwZfmJ0+bgHg70EIsu2pRH3hikMTiwdBJbTzTy89OoCI0V1s9Jp6zLPmJnlOHAhWjLAPjXpASiNL7MH8FUIoPFKzlxTAswMGnj4BRKhwPpBjVfz07n0cPl/GuIuerPhb9OiGNZqIkFWwopaRtcVPUXM1JJNWpYuPEIx3vO+Eo5H05L4fOaJl4uqf9fY9fIMWn5e048K6ubeaagCo05kkmX38WP1K34zVvMj2+/iabqgadbClcpWTMnHYvLzfwNh2k7T9uySmciLH0KwXHZmMLj0ZpCuKhxF4blV/HelgKaqiWHcdWRraPiTHoxO4blYf6kr97nTc0wGjhb+pT5ddvRLb2KlduL6GhtkJTjasuk1CllecMacDMUjOWeuSd9nzk6rQ/xRUrfd1HtFjQXX8enu8roam8eVBqSkcDfJsSxIMSP9K/2DYrcNBQo1Toi0qcTnDQB/4gk/IwBzGvej2bZVXz03SGaqo/TUJbHiYJdw+KE/EN6JLfEBfPHo1WDswMKAtMuuZM7I3xRLL2Ch598kvzNnzE1QM9fc+J4u7yBPxfWnDEVzP9GzF5yPUnzf0jHhv/w3lfvkahT8eG0FLRygVt2FQ8oHUL85GVkLLwenX8oNx94nTxjPDsjpvPOA0uGrZ3XRwfy1Lho/lRYw4tFI3cGNMekkzb3GkKSJqBQ6bC0NvBw3mt8pM+kNPUi8IFj279k3+evjFpQbQ+yjBq+nJVGxtf7znstHCqCEsaTPu8aguKzkSt9aa+vouLgRp6OVvJG8HzURjP2rjZqju7g8Jr/jkqgy+mwOMSPNyYmEPfFOdJEjwBUOhOTr7qX8IxpOCwdXHz4bWzmaNaEz0Kp1mNtb6I6bzt5694ZVOrrweK/kxOZGWjg0s0F7G9eyWIJAAAgAElEQVQbHv+1xhTMZb99m8uPfcr2oFyqTbE0Vxax/4vXT1ENOR1ujZUUcfLbLVy5rYAOp5tb73wGe+wkNr/xAGX5u4alncMBcSzLvclh4pb5mWKs1lcExMUhfmL58lzxw2nJg65LKSDuXjBOPLAoW9TJhWFv65rZ6eKRJdmiShj+us9VPpqWLO5YMG5Mn1VPMcoFsWpFrveZXWil+uKJY96Gk8vt8cFi0dIJY94OQFQJgli6LEe8Lzls1K+dqFOJZctzxGezooe97hS9Sjy+LEd8e3LSoL9rlAvi7gXjxIKLxnvH9UyzQTy4OFu8OMx/zJ/ZSJdro8zi7oVZYlyfd1qpVIrvT00Wy5fniktD/QZV33ijVqxYniv+Pj1yxNr8aHacWLEiVxxv0o56fz2eESUWXnRhvM895eM5meJXs9LGvB1nKhfivAyIT2ZGifsXZYlKpXLM29JT1s5JF1fNTB316/opZGLR0gniR57910j0yYowk1i5Ile8ISZwUN9L0qvEwqUTxF0LxolGueBtm0EuE7+YmSo+kRk15s9tpEqCTiWumZMuvpITJ+rlMhEQNy2cIG6cmzGk+lL0KrFo6QRx2/zMEdkrb1ucI74/dfDr8HCUNL1arFyRK14RETDmzw0QZ5r1Yvkl08a8HWcqF+q8fGdCiJi3fPKYt6OnbJibIW6eN7T37XyLRhDE8uW54k0J4cNe9/JQk1i+PFd8d8rQ3tckvUqsWJEr3pAgnScm+evEXQvGiY+kR4oKH58xf24jUe5LDhfXzEkXTUq5928xGqV4bNmEIa3b0816sWJFrvizhJARa/P7U5PFvCXjRfkY9NfVkWaxfHmuqBkD28mZym/TIsRDi7PHvB1nKxfq3Hx4cbb4m9Thn4uGWnrmx6siR3/Nl4N4dMn4Ed3v/DwhRKxYkStON+sH/d1VM9PEY0sniDGa3r28SSkX18xJF+8dAxvQaBSTUi6+NSVJ/Hh6ihjsqxAB8Q/pkWLRxVOGVJ9OLog7FowTCy7q34/DVX6fHjmme50jS8aL/52cOObPracULZ3g3U9ciOVCnZdLl+WIl0QHj3k7ADHHpBUrV+SK84OMY3L9x9KjxCNLskfEhvGvSQlixfJccXmoaUjffzE7RsxbMl5UKpWiD4i/SAgV9y/KFmcFGsb8uY1FMSpk4t+uukZ88/FnRJlM5v37qznxYuWKXPG5QfgL9IGR4is33iZ+/PO7xcefe3nYn/+1UWaxckWueF/y6Ox/9IGR4pRrHxRX/eQn4pertok5S28d8+d1eEm2+IcRtO0Ppphj0sXZtzwpXvX4SvHb1dvEmT/8jagLCB3zdgHiqpmp4mfTU8a0DXKlRpxy7YPia796VPxq1RZx8qW/EJXawflzhlrem5IkHl+eI2YaNcNe9+wl14ubvtwg3n3zr0WlWjeg76gEQfxseopYsSJX/GVi71lbJpOJb/z9A/He+QtF+YVlsxjzBojXRpnF/YuyxRyPo+18jMcqQRD3LMwS9y/KGnZjgFJAPLAoW9w0RKP4+RR/pVysWJErXhdlHvPnBYh7FmYNatEczXIhbp7XzkkfEnFgJMrfc+LEI0vGj/p1jXJBLFw6Qfxk2vAvWIk6lVi6bGhOoSTPfLN9wThR75lvrogIEA8szhYn+w9s4v/fUK6KNIt7FmaJ8TpVv78/lh4lVq7IFe8ZpDFneajkiL1xkI7YwZT/mZggli7LEUNVilHtKznSYbjvIj/WpcfRMtbtOFO5EOdlkNay57NixrwdPWW8x7ARr1WN6nXlIO5dlCVum585ovdWsTxXfDgtYlDfu8hD3P1oWrIo9Pm7n0ImfjUr7YI5LI5kUQk+4h8zo8Wt8zPFLD+tGKySi+XLc8W7koZ2GPVTyMQ9C7PE/D6kxOEqs816sXJF7qjPyz3lsfQosXRZjmgcAfLJYIsAYtUY9sW5yoU6L785OVFcfYEQDu9MCBHLl4/dM3wxO0Y8vGT4ncm/TgoTK1ecH5F276Is8bMZqaIA4l2JkqF5rIzyo1l+kxohfjM7TfRT9BqUozVKsXjpBPHrIYzbm2MCxcoVueKCEeo7OYh5S8aL708dfPDLcJTDi7PFF7Njxvy59ZRwlVKsWpHrPfNdiOVCnJv1ngCdcNWFQ2j+c3bsmJFtPhhh4tOiYOOQz9GrZ6WJxUsniNF9SAV+Cpn4zew08cHUwe3Bv2/FB2k92rsoS5xh1osCiCXLcobsWBNA/HxGqnh8eY44JWDwRJmzFb1cECtX5IoTxyDYBCRSZeWKXHHOBeIg3rlgnPj0uAvTvgwX5rzcc84I6kMaHctyeHH2mNq8Dy/OFp/IGN6gDTmI385OF0uW5YjjjUN7V3VyiUx4XZRZNClk4puTE8WVM1Iu2PPhSBeVTBDf/8kd4uPTJog65al9cFGIn1i6LEfctWDcgPYcb1x2qfjxz38lLsudOmJBV5eH+4uVK3LF3w7SjjWUolTrxJuuuE18++6HxHlLbxQ1prEnYD2ZGXXBkJvlSo2YPPNyceZNj4kf3vM7MWbCAlEQxn4OVAqIFRfImmoKTxBvvOwW8fA1F4nzLr1dZBSI8h9OSxZLl+WIaXr1iNQvyBXifYuXinlXzBfvnDLpnJ+fbtaLRUsniAcXZ4tJ+lNt6+FalfjnSy4Rn/rJff1IYmNZBC4AvFvRyD0HjvOvSYksCfGjoMPGpDUHUQoCuxdmEav1HXBdNrebWesOIwKbF2SiEobvFh1uWLTxCOEaX96cnDhs9Q4EzQ4n71U08PuMKC6Eh7a2rpX5wX5j3YzvDZL0av45zOk8hoJItZLlYf7cf/D4qF5XANbMyaDV4Rx26fFYrS+rZ6ezr6WTq7cXDeq7i4KNrJmdwaHWLqaulVIj3ZUYyr0p4Vy5tYCdzYOTEv0+44PKRp7Kr+L9qckk6VXevz+SV8H9B8u4KymMf05MGHB9X9a28FR+FU9kRjM/yDgSTebHu49R0mljzZwMNMM4158LTuDfx+v4RWLYqF3zXPiytgURkRVhprFuyvcGRrlAiErB347VjnVTvPhTdiz7Wroo6Rrd1CZfzEpDLQgs2DAystWRaiUfT0thTV0rjx+tGvD3fpUUxusTE3irvJ4rthV6pT9NChnvTU1mR1MHj+ZdmGl9hhM2t8hDh8v549Eq3pycyCXhATx5tJJ7ksOJ1igHXV9rt4tJaw5S1GFjw9wM5g7jHL2psYNKi50Xs2OHrc7B4JG8Cprs3bwzNWVMrt8XbsDicrMo5P/vlweDRL2aw8MkiXk+CFcpuS8lgqfzq6i1ja6cLEjpES+LMPNM/vDKkL6eG8/dyWHcf7CM3w9x/nxmXDR+Cjl37S3l3anJzAw0sPS7PNYNIm3V9xVP5VextbGDd6YmY5DLACi3OJi34QgJOhXfzEobVH3/KmvgnfIG/jEpgUSd6txfGCScwFXbCphq1nNLbNCw138uPFNQzaURAcNqkzkfVNscdLncXBsVONZN+V7hh9GBdDndo57q90xQCQKXRgTw7DDPjwPBrbHBTDHruXJrwYhIWCfqVLw+MYG3yxv4zyBTp3wzO514nYp5G45QbpGelUEu452pyWxp6ODp/IHvwb+PEIGXimu5a18pf5kQxy+TQnnt2AluTwgZkg3VDVy8JZ+va1v4YFoyV0QEDFtbO5xuCjus3JcSMWx1Dga7mjtZVdPCq7kJyMekBf1RbXEQPwJr4P9mpBs1uIF6x2iL6Z+K57NiUMkEfjxG6cPGG7X4KeU8VzB8c5xRLrBzURbhaiWz1h0eslz/C9mxtDicHG238vXsdI512rhia+GYnC0uBMiVvtgnLqD88me49MF/kzLn6n7///WJVsZ/s592p4ttC8ZxQ8zZ92v16QvwX3opUdc8ypVPf8Olj37IjBt/T2TmLBimvefH1c38fG8pt8WH8EjayMzZGlMw8257jiuf/BJD+jTi5s0mYcalXPrIB1z7/Dou/u07TP/RI0SPn48gV4xIG86E5wqqMSnlpBvUo3pdkFLqxk9exrzbn+fKJ7/k6me+Jnv5T/ELDid4zjxmXv9brn1hHZf9/hNm3vQHwjOmj3obAX6eEIbV5WZjw+imYlVqDCTOuJQ5tz7Npb//iOv+tIGl9/6DtJhEWn2N/PjOu/jR8+uYcs39yJUjs8Z+Oj2FCSYdS77L42jH8KTUlCtVJExdzrzbnuOKxz/j+mdWkx2fxp6o6cx8+CWUyjPbQJ8ZF817U5PZWN9G1jcHKOqTNlyuVJFz6Z3MfvgT9sy+mypTDHPmzEEmkw1Lu88HPkj72AsCmUYN/5qUyF+La/l3WT0C8OmMVLL8NNy4o4hNA8hD1QONILBtwTi63W6mrz80rLn1sowavpiZxuulJ3hiEI6G84UAFC6dwPsVjfzuSMWoXfd0iNYo2Tp/HBmr99PafWHlrrwQcmr3xeXh/jyfHUvsqr1j3RS+npWGWiYwZ8ORUb3uyukppBg0TFxzgI5hzFsWo1Gydm4mR1q7uGTr4IgfP0sI4TepEfy3vIGHDpUj84E/ZkaT5aflhp3F1Nv/b26YLwn35+H0SH64vYiCPotrjknLB9NSqLTYWbLpKDb3wJ7js1nRXB0ZyEWbhm+x7gs5sHtRFp1OFzPXj964FoDiZTm8cmz0ctKfC6tmpmF1ubhi2/nn2BxuXGjzMsADKeHcEBNE+ur9Y90UACaatHwyI5WZ6w5RZhk9A/hrufEsCvZj1vrDVFqH/7o6ucCuhVlUdtlZ/N3RAX/v9dx4loSaeOhgOW9V9Bqo/ZVy3p+azPr6Np76X25oPh0iNUpemRBPS7eTMLUSrUzG1HWHhlzfC1kxXBVl5vG8Sl4vHR4i6WyznremJpO75gB1ttE3GsZqfdk0L5PfHS7nzRHKCz9QbJybQX67hTv2jnxO8cHiQpyXAUqW5XDPgeOsrG4e03ZsmZeJze1mwcaRIa6dC3/KjmFRiB8Zqw8MS31KAb6alU6cVsU12wvZNUQS8nijls9npfLXolqujjbz1v/B3NkAf8iIYoKflmt3FNLpOduEq5RsmJdBWZedRZsGN24+nZ5CmkFD7jCflXrwy8QQ7k2OYO6GI6NOAs1bMp5Vtc3cf7B8VK97Jnw8LRmFIHDxlvyxbsppcSHOzV/MSMXudl8wZ4znsqJZGuo/6nv4eK2KDfMyeC6/ipePnRj2+vVygT0Ls8lrsww6qGXN7HSitb7MXX/ES6TRy2W8MzWJfc2d/ycIzX0R7Kvgldx4rC43k/x1vFPeMGRSIsB9yeH8MimUPxfVDNvZ/9Jwf/48Po7YL/eMyRoqAHkXjWdzQzs/3VMyBi3oxbNZ0cw0G8/rTDOSuBDn5Vtig7g/JYKUr/eNaTvSDWpWz07njj0lfFnbMiZteHdKEiFqJXOHyc7dEwTYbHcyf8MRLAO0fZ4MP4WMQ0vG81FlA/ODTTxwsIzVJ1qHpY3fZ8hkMi5JiGXZ3IvZHT2LdoWO6oI97P3sb3Q09M7T9yWHcWdSGLuaOrhuR+Fp/XpL7/0HUR1V3FP1OTVKf571HYcsLgddQCg+goC1vZmm8nzKD26k4uBG3M6h2/mXh5p4JTee/xyv5+Fh8smZwhKYfNW9BESn0NlUy96Vf6PqyBae/H/sfWd4HOXV9r2zs7O9SVr13nvbdZG7bFm2VagBAqEkEEoKCQQI8EL4qMlLCSR5k0ACoQdi0wIEF9xx75IlWbJ679KqbG/P92N2V5KLLGlXWkF8rutcslVmZ848c+Y859znPrnxuDlUgbX7a2CM0iAifSkColIhVgaBonmwmvQY6W1Db0M5Wk7txEDb7MZne/PT0WIw49YjdbP6ORRFIzJ7FaJy10AVlQq+RAG71YLhnhZ0nDmE+oNfwDDM5nc6rlmKsE8PQBkWj/jFJQhO1EAaEAoOh4JhqA89DWVoOLoFPXWz7yOPFWTiyKAOPz85izkfikJIogaRmSsREJMGqX8ouDw+bBYTRvvb0ddUidbyvVhiaMafcmPx0xMN2NavR9zSq5FecDN4Qgk6Kg/iyKaXYNJ5x1d/uSwFqXIRCvdUebS/ZIQSxC5cj/D0pVCGJoARSWG3mjHS2wb/xv143HoGBrMJLy5+BK21p7D/Xy+cd4wQAQ+fLUtBIJ+HX5xsnPA+CozPQW7J3fCPTAbPZkR86xF88fGfcbS7H1wuF3a77+va8wqgAbCJ5/cXJWJ7zxCeO9MOAjZBdV1EAP5fZSvebOqd8rEkNIUDazJhsjuw3MsgjavC/PB/ubF4oKwJm9oGvHfgS8ht0So8nR6FrG2+B0ZUrc/Be829+N+aue9cmEzmW/D82dJkcDkcnyeBXAWTNXsqJyDIZlteyorG9yL8sWa3Zw77XIkQMtidn47qESNKp2nbP2TH4JoIf/ymogXvNPdBxKXwmiYOFIeDu4/VQ2//b0szT5QrQv3wZHoEbj5cizMjY6CKQIbG16vSwaM4WL+3asrF3I15ichVSpC34zT6ZwHh78fQOFKQiRODOnz/8PRYVDyRR1PCcEdMEOI3+3ZT7JKbo1R4Kj0ScfMADHauzDe/DLDFt6oRA+72cULKJXvz0zFg9j7L0GTyUFIY7k0MwfcO1My4WDeZUAAOFmSC5nCweHv5lDoNBRSFr1akIEYswA0Ha3BMO9at4s/Q2LgkCV93D+GFeRZ7zKXQHA5+nRyGa8L9oeLTeL2xxyPA8J2xQXgiLQKbWvvxQHmzV87x4JoMtOjNuHEOffJ4eSQ5DPfEByP363IM+rCz7K/qWKTKRHMOjJ2KzEe/LKEp1GzIRcqWk7NSpJ6qPJQUhp8lBEPzdfmsxC2XEgFF4WxRLn5T6R2QUZCAxtcr00FxgMI9VR517VWuz4bO6gCX4uAXJxtxaGDqDRTfNfltRhRS5UL84FCte+8QIuBh7+oMtBrMKNxTNeWiGwXgcEEmHAAW75idAtWXy1IQKeYjZ1vZnBYDfxwThMfSwpG0+YRX8zEzlduiVXg8NQIJ8yR+P1fmo2+uL8rF02fafA56BFiwWW2RGk9XtU0rN+ipUABOrctGi948a3mdIwWZAIC8Haen5Tu2r0pDuIiPVbsq3P5dzKXwQV4SKof1eKzCt81dvhIuB3g4ORw3R6kgoikkeuiDbogIwIvZ0fi8fQD3nvIOI21DsRr/W92O170Ekp6uuHKE1x08i8M+fJ/fGq3CY6kRSLrsl6csv8+KRl6AFEt2Vvj0PE4VZqFBZ/IpgK+5RI2Hy1uwsa3f42Mt8Zfin3mJOK3V48ppNgGeKx8sTsBCfxnqR424+3gDWgxmj8/vuyQSmsIDSWFYnLkIn8esx6gqAXptN6p3b8LZfZ8AAFKlQmxcmgQeh8KtR2rPy1ktvO4BhKUuxvbnbsAHi5OQrRTjD2c78XJtJ5ThiYhbuAHBCbmQqsJAcXkw64Yw2F6L1tN70XxiB2yW6dUo1gUr8PqCeHzQ0odHTs8ceByUkIuF194HWVAUtJ31OPbxH9DXNPFZ/mxpMpJlQqi3lU8ACYnkKkSrCxCSpIEiJA4CiQIEBKaRQWg769F55giaTu2CRe89MNCt0So8mRaJ2FnINYelL0WsphCq6AwI5f5w2G0Y6W1DV81R1B36cgJoZ7xczC+rYjIQt2gDguJzIfYLAgDoB7vRXXcS9Ye/wkDL1JvGpiIRQgaHCjKRt+O0VxveJP5hiFGvRXBiDuTBMeCL5SAOO4zDAxhoP4vO6sNoPrUbNtNYvjRVygLm/tbYjefOyQ9Gq9cip+QuiBQq9DaU4/DGly5q26nIlhWpSJAIULCnctoNhgKJEnGLihCWlgdFSCx4AjFsFhOGu5vQWX0E9Uc2w6Ttwd808VgfosDHbf24v6wZN/1+F/b84zF0njk04Xg3R6rwXGYU6nVGXHugBkNWOyiaQXbRjxG3aAMYkRRMXxOuat6KLw/vwVtNPbDPKzTEPARoACx19ZsLE9BlsuD+U00wOwjuiQvCY6kR+Gf7EJ482wWTYWr0UlKaZdIYtdqxYmeFV2kIH0oKxc8Tw3BLtRb7m1vhsM1Nx+uxtVlo1BmnPc7Bq0JReG1hCpID/FC4qxwWkw6YIarU2zJfgmeKosGIpDhVmIVnTjfgg3rfdi2cKsxC5bABt8wy4tElNCPC7UnheDQhCLfvP43dXqQ9DhMw2LM6HXU6E4qm0ZHNMCJ8uiwRaSIubj1ci339o1DxabyzKBFnhg145HQLbGTeuUSfSFGIEs9lROGWI7WoHDa4v08D+LR4JSrV30etmcbJ04dRs/cjWAyTU3ntzU+HgqGxYHuZV5Oz/hFJiM+7AimxSVg/XIH90WvQYTBjtL8Dg2216Kk/ha7aE7Pmn+uLcvFGY8+cA9UoioYqLhNBcVnwi0iCTBUBkVSJws59OBi5EoMGA4zD/Rjpa4O2ox59TZUYaKmGw+GbQqUv/bIyNB4BsRnwD0+ALDASYmUQhEIJVnUdwuGwPAyOjmB0oAPa9nr0Np5Gd+1J2CyGSx/Yi7LEX4qNS5KwxMtBvVsoCoExGQhOyIV/ZApkgRFI5hgQYenDaUEEqlvq0XB063mBrqfyxbIUJEqFWLS9DMOTFFspmoe4xSXIVa9Cia0dcl0P7tz4wQT2BRWfxsa8ZPynaxAvzxPWGl/LKpUMr2riIKG5WLunEjUegC9XqWR4e1ECTg8ZcNX+ao+Ld6tUMry3ONFnLBoACxIx2H3HgACwyYzHUyOQOA8TzvMlXh4vV4T64Q85MbOS/JmquBhYXCBeX8jL2dFYF6z0Snd4jlKMj5cko9VgxoZpMKBdSP6xIB5rgxX4pncYvzjV5FPw03wQDoDns6IRJxHg5sO1MDpBGkECGt/kZ6LTZMGa3ZVT9qdymsKxwmyUD+lx3SwUOgQUhfL12TjUP4ofHp2b/aBLqjfk4NP2gXlRKBZQFOqLc7Fy19yziUxF5ptvjhMLsHd1OuK/OumR//CW/DYzCleH+SFly9yyZ7yzMAGL/aXI2lY2K3b4eEkSMhRiLPx68ph5vFAAduWnI1jAYOXu0+54S8il8P7iRNSPGvHI6Zb5l/CdY1kbpMCbC+NxSqv3GFzjzeItwL5XU2RCnxbZ316YgAV+Ep+ySiZLBdi+Kh0RXx732TlMJvPNLwMsS7HZQXDDId8BI55Jj8RNUSpkbDk1Y5YJT8WbhePrI/zxUnaMV0BYywKkbpr9O47Vw+z4b/fEF5dUmRDPZUQBQhnej9oAJmU5AA46zhzCyc//AsNAF/6xMB4FQQq8fQ57RWhqHlbd8Rw+eGA1AOBH0So8mR6FRr0J1x6ombBXkQVFIW7hBoQkLYAsMAJcHh8Wwyi0nXVoO70fTce3wWK8dNPSmkA53lqUgI9m0NwSnVuAnNK72SJ542kc/teLFy2SU3CyRVvtWHmJZo/AuCxEZq1CYGwmpKow0IwQdqsZusEu9DdXofX0PnTWHPGobtdcosaDZc34uN2zJvXgBA1iF65DUFw2RAoVCHFgtL8T3bXHUX/4P9B2TG1U0lT9cnCSBnEL1iMwLgsiuevzOtB19jjqDn2J4S7PWC/+khuLBX4SLPQAYE8zAkRmrkRo2hL4RyRBpFCB4tKwGEcx3N2MnroyNJ/cgeGe5oseQ0pTOFGYjVNa3aT14uAkDRZc/QsWHNRRjyMf/X7aoJWvV6YhWszHmt2VU8pfi5RBiF9UhNCURZAHx4BmBLCa9BjqakRH1SE0HNk8gdUjQy7Ch3mJ4FEUbj9ahwP9o5D4h+DKx/+FDx9Y465rMBTw3qIk5AVI8Ze6Ljxf0wFVbCZyS+9GQFQarGYD7Gf24Bd9e1DR249nqtrQM0/Z8uclQAMA+BQHf8qNhT9D48fH6iGK1+DKoh9AAy1EV9yEbac6YLbaYLOaYDXpYdaPwjQ6CMNwH/TaHuj6OzHc24rh7mZIYcPBgixoLTas2FVxXpKEZkSQBoRCpFBBpFBBKPOHQOYPgVgOvlgGnkACnkAMmi8Al8cHl+aBomiAw8GSniOIXLMWn5wZgdUBAATEQUAcdjgcdjjsVjhsVtitFtitZtgsZtgsBljNRlhNBlhNeliMOlgMo7AYR2DWjcCkH4JpVAuzTnvBl8NCPwk+WZqM9XurUDVy8ZEBNCMAX6yAQCIHI5aDL5KBJ5KCEUrACMTgCcTgCUSg+SLw+ALQPCG4DH/sGmkeKC4PFJcGRXHBoShwKArssgH8LMO4Ol2Od+vhvHbn9RMC4nC4bUDsNjjsNthtLluYYbdaYLOaYLOYnDYxwmYysDYx62Ex6mE1jcJsGIXVMAqzQQeLYXhKL8tLOmmKAiOUgS+SghFJ2a9CKXguuwhF4PHFoPlCVnkC0AwfXJ7z/vMY1j5cHiiaBkXR4IyzD4czNucs1NCLDdmBeKcecO+zCQEhDhCHAw4HaxuHzQa7zcKuE5sZdouZtY3ZCKvZwKpJB4uBXS9W0yjMulGYDUMw64Zh0g9NStV1T1wQHkkJR8bWUxfsSGTECgglCvClSvDFcgjEMjAiGRghu154QjF4fBF4fCG4jNBpDz64NAOK5oHLpcHh0hOuP3qoCQkjDeBfdRu2lnXAaneA2O2w2yzO+84+uxbDKMyGEZh1QzA6n2HDUB/0gz3Qa7vPu64gAY19qzPRpDdj3d4q0AIxFMHRkAVFQuoXBrEyEEJ5AAQSBRiRFDyBGFweH0qrDtfXf4KR79+P9zd/g20fvIIAfTfeW5SAj9oG8Ert5YLfubIuWIHns6Jx25E6lA+NgeI23P9nPLQyAb27dmGvSo0RSRBMo1p01RxF9Z5N0HaeH1AxFHBsbTaGLLZLBpeTiVgZjMRlVyE0ZTFkgRGguFyWvqy+DCHNB/HyT2/FX74uQ5k8ARL/UPDFclBcGg6bFSadFrqBTgy01aKnoQw9tSemjZg+Vx5KCsU98SFI+OrErHQjMkIJQpIXQBWTCWVoLNv1PDQAACAASURBVHtNEgW4NAPisMNi1EGv7cVITzP6m8/gj4pBKK65Gb/8sgwiVQQkfiEQyPzBE4jA4VBw2G2wGEed4I0OaDvr0d9chb6mylkFGc5qUoOi4B+eBFVMOvzCWBCGSKECI5aBSzMAIbBajDDrhqAb7MJwdwtWjp7FrTILNq+8CV8drodYFQmxX/DYerHbYDGMQj/YjaHuRvQ1VaGr9jgM2tnpbtq/OgOdRguu9zTBQlEIjM1CcEIuAiKTIVWFQyjzB5fHByEO9pq0PfDvqsLT5lOoWn0dfre3Cf5xOZAGhAIcDvSDPeiuPYH6Q194RJX4V3UsNoQokb+r4oKIapFcheT8GxCRvgwS/2CohttxZ+Vb2Be8AKIrfoAfl6hhsbB/F8TnYdOSJHzWMYA/1HbN+Jy+ixLE52HP6nQIKAqLd5z2aMMRI+Zj84pU6G0OFOyp9Jip7dCaTDTpTbjJRywaEUJ2HN9vq9vwWoNvOhNDBDwcW5uF6C+Pz8qsek9kPiabX8yKwjKVHHmzxCAwFTlakIk+sw3F+7zbXTNVEVAUaopy8FRlK97yECDyvXB/vJwTg+3dQx7PBb8vMQQPJoXhg5Y+PHy54OcWDoDfZ0cjXMjHrUfrYHKCNAIZGt+syUCPyYr8aYA0EqUCbF+ZjvdbemcFzKBWivHvZSl4sKzZK52mU5WfxgfjwaQwJH51Yl74wlOFWfiyQ4snqnwPGDlX5ptvfiY9EiWhSuR8Xe7rUwENdsTkCzUdeLXB+yNGLiY3RgbghaxoXLW/Gie0U2sUm448lxGJm6MCsXbv1JlOKQC789MRKOBh5c4K9DqLUAIuhfcWJaDVYMaDZc2XfbVT7ksIwYPJYdjWPYT7TjVh1DbzGDdOLMDmlakejz9wHWvv6nSofQhopgGcKcrF1i4tfuElZpCZSHupxqd2mEzmm18G2Hh1e8+Qz4CPCRIBduan41enmjwu2Hoi36xOR5POjNs8BJ56c4zR9REBeD4zCiM2O7K2eWdU4XddOACui/DHoykR2NylxSZFLmJW3QCxXwh0A504s+tDpLXsxys5Meg0WnD1vmr0WmygKBo3/n4n/v30DdBr2bggRMDDJ0uTESJk8MgkzCpiZTDiFm2YctF4vKwMkOK9xUn4d8fAlPxm8qobkF5wMxiRBB1Vh9gxE6OXHucZwNA4sjYLu3qGcefxqe/laEaEyJyVCEvNYwv+chU4FBdmwwhGupvRXXsCTSd3TotBYWNeEvz59LSbX/yjUhG/uBjBCbkQ+wUDYBkteupPoeHIlvOYQ6YqM/XL4enLELOgEKrodAhl/nDYrRjpbUNn9RHUHfwSuoHpNV/WFuXi1fruadWUAqLTEJWzGoGxmZCpIkDzhbDbLNAPdKG/pRptFfvQeebwtBosD67JAJfDwaIp5lGUYc7xOpHseJ3j//4zOioPTPo3FIAdq9IQdg5r27kiVUUgfnHxjMBQT6VF4PbYIBzsH8EtR2rdDb6pq29E+tpbsOnRIgDsnvafixNhI8D3jzaAXnID4heXgi+WYbC9Hl273sWvmC5Eivh4rKIFB/rnN+vnvAVoAOzJPZEWAfmS76E85Qp0NJSj8bNX8HaGCn5iCV7qp3GUDoTELxhChQpCqZ8bUEEzAnBpHsBhL5E2G9jEf8QSlMsSwaH54HC5Y8V0QlhAhRNAYLOwAAqLkQUJmHXDMI1qYRgdgGGoFwZtD/SD3bAYdXhzaSpWK0W45WQryqx8CCQK8MVyp8rAiCRgBFJnkVsMnkAILk/AnuO5BX9XkXscEII9PccY6MFuw5Ut29CuiMQxaaITQEFfECBw3t867HDYbHDYrHDYLU6ghBl2V8HczIJHbCYDLC7wiHEEFr2ziK4fhkU/ApNhGHA4UFmyEJ80deH/VXeAEUjAF8svCHqg+SLwBCLw+CLQfAFod5Ff4Lx+xl3sp7i00w7jQQ+cCfZwA2HImE0cDjusJgMWU0M4yYSBw+U6gSXcqR3DdRybFQ67FXarFXabGQ6rdRyYxASbeQxgYzMbLgAmGYFJPwKbSY+vlqfAwWNQuqscFM0DXySHQKIAz2kjvpgFQfAEEjBOEIQbGMKcu0YYp214Y9fGoZxr/CL3224Dx2pCadc+nAhZgA6ewm1biuJO/FsncGTMDjY4bBYnoIJdI1aLATaTkQVWuMFFI841wYIsTKNa3Kpi8D9JgSxdY+sgKL4EYr9giBSBECsCIJD6O59XORiRBDyhhL12Rgguz3WdXPf9Ig4HHHYbJMYBLOk9ibrgbDQLg0Bxafc1O6wWWC1GWI16mPVDMI4MwjDUB91gJ27m9uEWiREHe4fw+GgAUkruhjw4GisqNmLn9k3YNIcJym+brA2S46XsGPzoaB1OOhNSNzy/DdXb30Z2/Q48mxGF7SMOvBawHGFpSyFWBsFuMaG/9QzqDv4HLad2uo8VwNA4VJCJk5dAdI4XRihBfF4pIjJXQBkSCy4jgFk/jP7mM2g6sQ0t5XsnoIB/mBCGZ5JDcN/JRnzinF/PCCUIStQgOD4byrD4icANuxUm3RB0/R0YaK9Db30ZumuPTwu4UVeUi3ebe/GMByMGpKoIBCeqoYpKhTwkBmJFIBiRFByKy4JL9EPQD3RB29mAvqZKdJ49fkHKurtig/BQegwSvjh83s8YoQSqmAwERKVBERoLSUAohDJ/MAIxOBTXDfgwjgxC198BbVcj+lvOoLfx9ATatJmIp0kNiuYhICoVquh0KMPiIVWFQyQPACOUgqJ5IMQBm9kI0ygLwhnqbsZAaw16G8phHDn/+d6Tz86Iv6usxQ0CcAnNCBAUn4PAuCz4hSdA4h8GoVQJLiMACIHFpIdhuA8jPS0YaK1BT91Jj4AMLmrZhdvLp0w772JQCY7PhX9kEqSqCAhlfhOBGIM90HY1oK+xAp3VR9x2SJYKsHVlGj5rH8DDZzonXH9gfA4SFhez6HKFCg673blZOYza/f92b3ovJa7RKdefQ5cbGJeF5BXfQ1B8DhiRFGbdELpqT2B5/Rb8LIDgg5Y+PNNhwbVP/Av/fGgDbBYDQgQ8bFqSjI2t/fhz/WVwxoVERlP46toSbNTcAwO4MBDKHduMxQN2NyjUBZxlwbMWJ5jYBrvVAq7ViEesVVDYjXiWn4l+wgOX4YPm8VlAJs2AS/Pd8RqXpsHh8kCNi7koigtQFIJM/UgabcSxADVMFI+NM0Cc8QYbc4yBVgngjEEIIYDDAULscDicMQ0ZuxYW4Gp3xzlj1+cEBbvBwXbkcwZwva0FD9EZGHVQoCgaFO2Ko9hYY3xcxKG442JxNn50x9gcV0w6FldyKArgOP/t/Ar3Vw44HA4Km7bhQEwBdGRsz0EIgRvU7LYDawM30Nn5b7j/PS6+Iw7A4YDD4Rizm8sm59z3CYBpt80ceEnagwd1wWzMxaHAccZerC3Ya3b9n7UD13nt4+Jzt124zq8uO3Dd/4bLNhQbh499z2kjjNmqoHk7jkeugJbDOE013jZknB0mWy/jrn+8XdxrY1zMb7eDjANLb+D0I8dPhJcHhbByGbdNKIoei70nrPVx+xUul7XjOaDt8esF7u+NXy9jNgEhKGrehjMhuWgWBLLnTsY9w+71zu5X7K5GADfI2wmEt5iRb+/GYn8J9pkYHCYy53NLO0H4zASguSvuHtt/Oe+583pU1hEE6buQsP9VXL93/o3r8bVQAP6QEwOEp+FfCEXF4S0Y7WtDIENj75oM9JmtWLXr0iANimYQnJCDgqQUPEY14tXw9Tg+ZIZxdBDG4QG2EWWwG7qBrgvGNlOVR1PCcE9cCJbsOI0Ok3fBuYxYAbEyEGIFC5gXyvzZ3IhIipdNR/HvoDzsN9CwGnVj+0jjKEy6YZh0WphHh2AcGfDabOSLyd80cUiRCbFi19ysZ0YoYRuAJArwJUq2GUIsB18oZffCzuYZm8WEu+UmvKblORsZdDAbR2HRD8OkH4FZp4VJNwTTyMCUGle8IftWp6Nq2Ih7TszuSECBRAmhzB98qQICiZJtMhJKnU0jbL6gEL0IkUrxlpZyN2gZR7UwDvdDP9QLvbbXq5TeAAv23L8mE6/Wd3nEmCiUBUDiH8LmROQqCOVsPmQp34IFAis+bddiT00luutOXRI0TwPYvTodAXwelu+sQL/FBqkqAimLN+AKoRHSuv24/1TTnI4y+jbI3g15+M/yB8A169Bq5UBrtrDNQvrhiX5W2wP9QJd7zv2FRMHjYmc+C5Au2FN5yT2cVBUBRXAMZEGR7DpQBEIgY/NhN3TtwYmI5WjmiCY0tdmceWmb2ZmnNelhNephMelgNozCoh+B2TAMs25qTVuTSWGQHP9YmIArvqnGqeGZ7/tdjV8CmR/7HLtz4s7n2NkQRzPOvLCzCY6iebi67Wvsi8hHP+G69yh2q6vBb6yBzZWrt5oN7HvEpIfVMMrm7vUjMOvZpkdP8xfjxVsADYrmQSBm6wWMmLUJW8MQszUDgcjdHMrji5x7MDZHyuUxoGhX7YDGFa07sC9yJQbsnLEmSIvR2eRnHGsGNY6M2UU35G6MMw0PeMSuerQgEz0m67THTY8XRiSDwN0kyDbYuWo6bB3FVUsQOhtKnfUDZ1NpuHkQWfom7JRnYNhkglmnhWG4H7rBToz0tWO4uwXDXY2XzO39VR2LklC/S4JNaIEYUv8QiJXBbJyj8IdA6opzZOCLJFBK5AhwGLC4+yhe+dcbOPhfPApwJiLncfFwcjg2hCjxu+o2bDEIkHvVzxCasgggBINV3+Dhzs2IZQh+Xd6MTW0DuP53m1Hx9Tuo3r1xwrGeSA3HnXHBODwwih8cPntJJuepjF0Y37C1xF+KD/OSsLlrED85cQEWBopCTvFdSFx2NSgujaYT23H8kz9Mu0lwgVKMT5al4PnqdvylfubgVKkqAjHqAgQn5EIeHA1GJANx2GEY6sNA+1l0VB1Ca9nei7IJL1CK8emyFKRsOQndJExf8pBYJOSVIiRJA2lAGDgcCobhPvQ2lKPh2FZ0n/UOU5I3/DJF0YjMyUd07hoERKaAL1HAbjVjuLsFHWcOou7gl5PuufID5XhnUQLivzp+0fUlkPohWr0WoUkaKELjIJT6AQCMo4MY6mxAZ81RNJ/cOSXAzsXk3UUJyPOXYsH28mk3WYmVwVh0w4MISdTApBtC+ZY3UX/oi/N+zwUMDhLwsHJ3xQQwpTIsHnGLij0aJxQmYPDx0mQEC3l46AJMLavvfhF8iQJbfn+nG8Sx1SjARynXISAmEzaLCc0ndqBq899xV5gUt8cE4tWGbrze0APrt4Apf14DNFxyXVoynr1iDV7//Av8sbodVkLweGo47nY62lsO112UZpCiaEhUYZAHRiEiJByv3VaEge1b8MLZLhxt78DoYI9XNnF/yonBVeH+uP1IHXZ4cZSDO4CTKseAHyIZAuVyvPmDfHz8+Q682TbsZCEYdgZeLJhkLkauPJMeiavC/JAxV6jQcewXfGdAOx4IIhSK8fbNq3Hzm19BNzo8Bpww6mHWj0yZhcMbIqAo1Bbn4pZDZ7F3DpBaNCOCQCoHX6xwb4L4QileDLKAEQhRteoavPnhp9BpB2HWDbMghtFBWPQjXh178FBSKH6RGIrHvUENTVEQSf0h9gvGddHBeEBuwG5BJLQr1uMvf3sDfa11kxYMwwQMPl6WjGA+Dw+WNeGTjkEoeFw8lR6J2OgEbOFK8LfPPofd7lmX8HddVgfK8UpODO44Wo8aSo4rH/8AGx9eB5vFhBylGB/lJaHXbMW6vVXQg0bi0isRoymEMjQO4HAw3NOCllO7UPPNJ4jn2bFtZTo2tvXh1+Xnz+yjaB6i1QWIyS2AX0QyGKEEVrMB2vZatJbtRcPRzZd8sT+SHIafJoTg+wfPTrohogVihCSqERSfA7+weEj8w8CXjDEomHRD0A10YLC9Dr315eg6e/yCweovE0Pwy4TQS3cFUhRUUWkISsiBf3gSZIEREMoDwBOIAHBgsxhhHBnEaF8bBtvq0FNfht6m8mklWhgKaCjW4Jr91Tg2jQ4vmhEgICYdqqh0KMJiIQ0Ig0gWAJ5QAopLgzgcsJr1MI0MYnSgE0NdTRhoqUZPQ9klx9sAUwueZ3wOjaen9R532ejaAzXnzbCcVJxMHcEJufCLTII8MAoiRQB4fDHA4cBuMcE4OojRvnYMdtSjt6FsSknWQ2sy0aw34cYLsAxQFI3AuGx2zUQmQaYKh0DqBGI47LAYRqEb7MZQVwN6GyvQVXNs0g1EIEPjQEEmTmn1l2broChEZeUjRr0WAdGp4IvlsFtM0HY1ou30PtQf+uKC79MbIgLwUnY07j/VhE87hxG7qAhxC9fDL5wFlI72d6D19B7U7PkYJp0WHyxOxDKVDA+XN+PDVvbcb3h+K05vfQvDhz/DpiVJeL+5D6/NYafkt1GyouPx3gu/BdNQhUNHT+HZTrsb5OkCxLJfnYDPCeBYGlwu+5Xi8kBRXGzQnUHK+nV461Aj+syOCaBNu9XKgnutJpbxa1zSlAVzsklBDrHh1XtuRNiBrfioS4+3+6yguDxngZgGlzuOjYxmwOXSzoLxOLCus2jMFo7HiuUUd5JCOcUFNQ5gcaX2JMKLrsRrR9thtVhnXLwfz3rGgnltLKDXZoHdbgOxW+GwWmG3szZif2bFnxIVSPveDSh66R3YCGGvm+a6AbcuO3C4tJORjDuBwW48cNkFHnHbhnOOHbjcMcDEBKDAmE3A4YBhaDyYJcWLZSOwWu3jgAAugIOLDdA2AezjBsKMA3+wwA8bC46w25y2cIEJXP93AoLcP3MWIJw2JHYb5MSOzakibF16LX735kbYCXGDgtiv49bLuHVEUbxxAG/ujEE4ImLFvR2b0fn9B/DhkSZYLTYWGGQfD/ywT1g7FwIG2e1jQCj3tdtsY+vFbgMZd+12qwUOmxUCYsWb0VwoGRo7867CK//8DIRDs0lphk1KuxkP3c+1S112Ym21Wl+PbGM7Bq/9CT44VA+L2eI8B6v7M+1OYIfDaoHNZnEm91lmQxfrYzDHjN+HEjgWrcWeinoMqCT44x//eB6w8bIAXA7w6+t+iISiG7BXK4TFboduoBP6xlN4xXgEI7oR5O9ix626QLkBkSmQB0dDrAwCI5I6Yx323R47WINrVmbh86P1qOEFgeYLnWB9nrORA+4GE7vNArvFzBbwjHpYjGwRhi1c98Ew1A/dYBf0A11u4MP2lWlQMjQ02yeyIlA0A7EyCGJFEERyfwjlAeBLlRBKFGyBTeQsIDEid6HE5atcwH+Xz7DbrOz6cjaBpBjbcN2ahXj5YAsMXJGzMHdOg8Y5zQduv+R6ttyFSxNsZhPLTGocz0rqKs6xgA/TyCC73z0nVs0PlOPthQmI+s/5SWKKotmCkVQJobNwxDYVsDkItsAoASMQOZtOBO5n8WLMks6rcfpYh9MfsvYZzy5pM2jxdLEaLxzpBqhx7+spNPK4gJcOm8XNVupeF2YjrEYdyzxrGHXaadhZmNbCPKpl80cXyAm0lmhw65Fa7OmbaENGJINQ6jejQuxFbeRqGHFfi9V9LULTMJ7s/BzVNz6Kd4+2gcNlm1koZ7OTCyg4/tlw2FnwqavRhH0+2HVi1A3B7AR3GIYHoB/qgV7bc17cfnxtFgYtNhTuZTtGBRIlJAGhECuDIVIEQChXQejM1TFCmZt5lMs42UbHPxsOhztusJmNyOsvx1V9h1Bxy5P46PQQKCdo3s3kp+3GcHcL+lur0V17AqN9bU5wRga4yhA8xsuEJCYLEv9QUFwaYqsBqbZ6PPSb+2C9nN84T9Kj4vD2yy+jbddulPulodNsQ6vFAZovYZmFnc+yK2ZghbDveqfvcQElLMZRWEaH8YC5AnHWfjxCEjAgZBmZBVI/lr1YIAaXx7jXpcNmhc1igsWog1k3BMNIP/TaHqgMvfjzrUU4vnUHXtDywRVIJxamGaE7jh9foJ/Q1HaerxnP6mybCOZ0NZ+52XqNsBh1uJ/uQATHggf0QQBfDEbgZNJ1NdqNY9Klzm0wvOBzPC7eczZ9sb7OAJvZyDa6GVmwidkwgt/4GZF29bX44Xs7QWj+BRvYuDwBaBdYget8f9A0JjbmTWxYnMhgbHfHY+x5nQMAGW8XkwE2kx4mwyj+niTBfd0Cty3GGg/H/L+74ZAez0I9+TmNB5y79hd2Z0zm2mtZzWPnxDZS6qDGKB5S6rFlxQ/wr6/2AXzhmN+94P1ipud3z7lfVhfbtfN+ldIDyFdJ8Zs+AWx85+c61+tYM6oT1M8bW68XbjIc92502NzxqpuF3NlQanXfFxaotBKDuJfpQt2GH+Kxfx8GIwtgGdGlfmBEMvD4QlDu54/AYbM51/ro2PM30I37xIPwF4rwrjUAvcIA9tl1+/GxOMdlM0LOYYZ2gmFohxVhwZGw0nwkjtQjMUaOG+7+0eWYeYaSpRDjtxlRsDgc+J+KFlSPGJG88ntIXnk9xMogpDXtxY0tW3CgewAfLn0IBp0Wu//+6/OOkyYT4l95SeBzKdxxtA77plGbYYQSxC5cj/D0pVCGJoARSWG3mjHS24aus8dQf/grpNi1+GhJMr7uHnIzXNCMAJpr70OMei0cdhvO7vsUZZtf92i8yG3RKjybEYVbDp8fj81YKAphyYsQkbkcquh0iP1CwOUxsJmNGO1vR29jBVrKdqOvcYyR4cz6HHzQ2odnxzUnSvzDkLCkFKEpi5ws1zwYRwbQ11yJpmNfo71yv3fO9xyZDWYjimYQu2A9orJXwi8iCYxQCpvFiKHORrRV7Ef94f9M2FN8viwFNAco3scC1SiKRljaEoRnLEVAVCokfiGgaB6sZgNGe9vR01iOllO7pj1SZDJ5KCkU9yaGovSbMygfnvmobkYowcLrHkBk1krYLCZU796Eiq/fBsACg/eszoA/n8bynRXghKUgdsF6BMVnQ+IfAg5FwTgyiIGWarSU70Fr+Z5p1TF+HBOE36RFoF5nxHUHz15wjOrVT36MoYq9eEq7F4aoHHwStR4GeQi0nQ04veUttFfux+pAOZ7JiETVsAFPVrWhczbGh8+SfCsAGgAQJhbgt2kRCBUyuL+sCZXDBqTJhPgwLwkCLoU7j9ZNqQjOMAz+mBGOklA/vNbQjec86Hg+V57LiMQt0YH4+YlGfNE5c+TTVKU4MhCvZUXix8fqsa3bu50CUxU5TaFyQy6u2F+NU7NA9zgT6bhmKcI+nZyWZy7kkeQw3BYTOOfzUcfLk2kR+GFMIJbuqECfA7MeHD7pRLF5k+aOAvDeokQsD5S5EaMMw1zyWu6KDcJjqRGo0xnxvQM1GLLasS5YgecyovBVlxb/W90OCziXwRlTlJUqGf6UG4unZEvAySjEJ09c5f6ZgsfF1yvToGBoXL2/esLopdDUPCQtuwqqmAzwBGIYRwYgOfsNntEdxPNnWvHX+m6EpeYhduF6BMZmQiD1g91mYRGrlftRe/CLGSFJ/5wbi5JQJdbuqUKdbnoIZZoRISRJg6D4bCjDWeCGQKJwAzfMuiHoBjox2F6HnoYydNUcR1VBMja29OOJqlb336tiM+AXzjJ2CCRKN7uB1aiDYagPwz0t6G85g566UxccCzNT2ZOfjia9CT866p1jXpi9QgVGJAHFnRp7hSt4pgViBMVmXoLFQw/jyIDXWTxccmdsEH6dHIaEzSe9cjyARR2HJGsQEJ0ORXAMxMog8MUyd5LVrBuGXtsFbWcj+psq0Xn2GEyjg1gTKMfbixKg2V4JTlQ6ghNy4B+RDGmAC4jBjANiOBlUGk67/346IqIoHCnMxIDZhlUzGDNEMwLELSxCZM4qKMMSwOOLYDHqMNhWg6aTO9B8YgfyFAK8vSwTf+OnojY+H1L/UNjtVgy2nUXDkS1oOLbFvTFV8LjY5iwQXXugBhXjNhNrf/5HCPkCPFL2Z7zV1IvXG30znuLbJgzD4BdxQfhlfBDMdgduPFSLY9qZg1LfXZaGFQoBrjtQMy3A17nnVKSS4E85sdjTN4xbj3hGPzsTiRHz8U2hGncdOoMtPoiXU6VCbCvIweItx73ere6JzJd42SWvqmOxwE+KJXurfZLM3LYiFXwuhcIDtXP++QkSAf6zPBVDVhsK9lTCTNEzPoc/5cTgqjB/3Ha0DgeGjDM+zktZUfh+pApDVjuuPngWdSOGKcXf/+1yRXgAnk6LwN+sgaiIyIMqKg1yqQw/qngLu2PXoF6WAMIZA+Xq+jug7WxAb1MFempPTQACF0cG4q+ZkTg8MHIe8xzNiCD2D4bEP2QCQ6HABdQXSkA7AQQuIN744jVlNeInp1/Hxyk3oIvvP5FZ1FkscRWvWDCEccJoVpNuCCadFsbhARhH+tnRlMN9l4zVdhTkQERsWLJzcjpjF0hCKPMDX+rnbFSROa/N2W08vnjHCN1dtROKYxcBfDhsVtxU/yn+E1eCUa7QDW67IDjEObbWPmFsrWmsi9tZtLKYnN3bhhGYR4dYkIgTIDKdxpmp+maKZsYAEmI5+FJnB69Y5mRvlTi7sc8Fkoyxt16weDiuuBo02oEESw/2+WW5wUEX/N3xReDzOrldjKP68zu5RwdhHBm8KDhkvBxck4FRmwOlh+om9UO0QOwEGakglAVAKPd3MnKw3dmuIqZrlK1rtO944IurALekYz/6/GJRLwwBh8ubAEJyjah1jeq1GHXuzn3j8AAMI/0wDPVCN9AF/UD3eSD/jXlJWOwvxV3H67F70OC+JpoRISgxB4ExGVCGxkESEAahzI+9h3YLlrXsRnnkMgxRAuiHB9DXcgbxXWW4l9OCJ043YWvvyOX8xiTCMAx+GR+Ku5IiMMiXoU4iw21vbbqgzSiagcQ/BBK/YIicoDU3E46LCZcvxAZdDeLWFuDdQ43oHh5hAT+D3Rjt78BwdxO0XY2X9I1RpxuYRAAAIABJREFUMjG+WpIIs8OB1bsqMDxJd/Kk1yeUsCw9EgWYcT7TzdbDF42tf74QNI/vLkLzOBRKB45CUnwdPjjSArPJeI6vc7LoOkFeJv0Q6+tcjAyjgzNm8ADYQurWNTnQbDnqlTEnFM0DI5SC72p0FLIjrnlCidMPOG3BCMHjCycAydxsFVwaDpsRd+XF4M1jXbBYzG4AxRirBwtCtJmNLJuHk9XD4mT1sOiHWZbl0eGLdqZPV/bmp6PDaMEPTzZ7FJcxYgWEMj8IJX4QSBVjLODuUdeScYAPAbgMHwIuFz9q24LR63+OTUdaYLGYnCAKJxO52TjOFk4wk5EdWW7SsYzcnjYKPpseidtiAvFUZRve7dBObgOKgkwVAWVoLKSqCEj8QyFWqCCQKPFDfTmC1pfgjbJhaI1ONmb3+G0tG98M9cGg7cHoQNdFm4KyFWK8tmohBgpvg/Wrd3D79n3QgbocM3soFICbolR4KDkMn7UP4KWzHdDZHJAFRUF95U+RHJWAm2r+hSZZNHYHafDWE9df9DivauJQFKLEZ+1TG0lyIaEZAaLVBYjMXAm/8ETwJQo4bFYIu2vw66aPsE8HbIzZgMCkRbAYdKjc/i5q9n40cwOcIy9nR+PqcH+s2FmBtlkqPAskSkTlrEZoykIoQxMgkCnBAQcm3RCGuhqwvnM/ltn7cC9SoEpcCHlwFLg8Psy6IfS3VqP55E60ntrt1Sbgi8lcjJ6iBWLEL9rAMno7c6BWkx7ajjp0lO/FR6GjeM4SiYHIXMiCosEIJXDYbTAM9WKg7Sw6qg6i7fQ3Ho9Wv5isC1bgjQXxXh1dSdE8qK/8GeIWFwMAmg/9B0/RDRhQxOCzwDzw/ELAAQeG4T70NVeh5eQutFXtnxEASUJT2JiXhAyFGK+c7Zx0TMwjz3yI+P5qHA9diBFCobFsD05+8RoshhGECRk8lR6JZJkQj59u8R6IaQ7lWwPQcMk14f54Ii0CH7b04ZXaTlgcBK866ag+7xjEz09egFboAnJ9hD9ezIrBmREDrt5fc1EGjunKoylh+Gl8CB4ub8YHrbM/NuGFrChcFx6ABdvL0X8BhNFcyI5VaRgwW6c8smC2Zb7MBzxVmIWdPcN4sLzZJ5/vos2/92Qj/t0x+4Chl7KicX1kAO45Xo/NXd4pgESJGHy+LBUCLoUbDtZMCQ0opSlsXJKMdLkIL9W040913VAyNJ5Nj0SmQoxflTXh2HS65i+LW5YHyHDTDT/BSQPw+lvPn/dzVyf8g2VN2NR2PkBHqopAyqrrEZa6GKnQYWnbPnyWdhP0oDDa34mus8dQd+BzDPc0e+V8P12SjAyFCHk7TnvFP9KMAMGJGgTGZ8M/PAGSABdwg4eE/mqEG7uxO3QZwOWxRXn9MPSDXdB2NaG/sWJGRfWZyM/ig/GLxFAkeRGAcDGhKBrKiESoYjLgFxYPWWAERPJAMGIpuDQDEMIyrRibcVqeBA6HgsNuY0Eqw/0Y7W+HtrMB/U1n0N9SOWuB63jZsSoN3UYLbp6DQjEtECMkQQ1VXCb8wuLcYB8XA0ZB41acDs9Dn8APxGGH2TAC/UA3W6xpLEdXzTGv0HxTAPavyYCQS2HRjvJL0jtORYSyACQsKUVY2lIogqMRZNYiefgsDgfnQWc0oLvuJM5+8/EFZ0rmyMXYtDQJ/WYb1u+tPC8JuSb/GiQU3AzzG/fgraZez0/2v0xUfBo7V6XDj6Gxu3cYdxyrm/E9f00dhw0hStx8+Oy0Ok7OlSy5CJ8sS0aHwYJ1e894Le6eqvxVHYv8QLnPQLOHCjJxZtiAO455D4znqcyXeBlgfVRDsRpPV7XiLU/Z12YgG4IV+PuCeKzYVYEmvXlOP7sgUI43FsbjxKAO1x086xEl/d81cVgXrMSNhyZnEJtMcpRivL8oEXIeFx+39eO+smYPzui/U6JEfLyqiUOn0YIHypowbLUjPkmDL/7np7B8+QHu2HkIJ6YIekuVCvH58hT0mKwo3FMFg4e+kxaIIfVjxyzkhgThlduvwofvb8QrlY0waHs9Gp0yFfFjaJwszMKr9d143oNxEdOVCWAGqRICsQIvR/GgKrkGt/3lnxgZ7GOLjCODsBhHPOpy9FR85pudTKVCGQuIEUiU+F2cGClXXoub/v4pRrT9MI1qZwQ68VQeSQ7DPfHByP26/IJddd4UoSwAImUgHkwMwXVyB/as/SF++7d3oO1uxehgl8eAcRFFYXt+GgL5PJTuO4Oa0antfRYoxXh/WTo6+Qoc0hTiyScehYjY8fvsGAQLGPzkRANaDXP7/vo2S4iAh415SYiViVGpHUHRN9UevX83rUiHWsrH6t0VaDHM7NkQURR25KfBn+Fh/TdVcx6PACwz6H0p0Uj68pBX9ovTlWNrs3BscBQ/vdC4AB/KfAI1hwkYHF6biTV7KlE7Rf/hTXlnYQLSFSLk7fENoPrdRQlYqZLjruOeNapuzEuC2k+CdfvPomF45vnhW6JU+G1mFOyE4LGqdvyz6XJjibfFj6HxPynhWBUoxzNn2vC5q75BUUhfdT1+np2C3GVqfPTEz/FiZfNFj1MQKMdrmjjobA5cf6jG4+eHonmIzFqFqKxVSAgNR/5oNRTrrsD9Tz+N2sNbPTr2xWTbilSEihiovy6bMx/tH5mCqOx8BMZlQeUfhKXDVZAVXoF3vtiBhuO70Xhs65zGhC7xRbwskCgRt7gYEenLkCcFFi3NwtsnBzDQ2YCu2hNoPrETuoG52d/EiPnYnZ+OD1r78T+nz2cn94ZkFt6Gp2Kl4F57Bz44cBattafReOJrr4yp2RCswJ/VcRiy2nD9gbNo0F/8eXxjSRoSH/0/fHXwDD7Y/DHayvcAAHgcDu6KC8JP4kPwRmMPXq3vgtnxrYI5TBDybVMVnyavL4gnu1alkxyFmAAg+YFyUleUS8oKs0myVDCl40SJGFJWmE3ObsglOXKx187vFwnBpK1UQ+6MDZoTe3yzOp0cKsj02f24OsyPtJRoCDUP1gYA0nHFAp+fQ6pUSNpKNSSAoX3y+XKaIg3FavLn3Ng5+bxX1bGkpURDVqlkXjvm9RH+pKVEQzavSCUCiprS3xSFKEhDsZocX5tFYsR8AoCUhirJycIs8pvUCCLgTu04l/Ximq6UkOO/uoN8sDSFRIn45/384eQw0laqIf+bGTXpcWhGQH66Zi1pf+8N8uXqLCKa4j2ern6zOp2cXpc95TU0E6UZAYnJXUUq332LbLuulNDM1N5Bs6UCiiJtpRqvvtdmqsqweJK2+jpy9p/vkrBkDaFonk/PhwJIa6mGLA+Q+tY2FEX+UbCUnPj+evLCH/9OJMrAWf28L5elkLMbcomCx52V47+SHU1arllGdr3xBpEHhE76uzdHqkhrqYa8uyjhvJ8peFzyfGYUOb4ulzx47RWEy52d8/1vUA5AXs2NJa2lGtJQrCbXhvnN+Fh/yI4hraUasiZQ7tE5BTA0OVWYRarW55AIITOn9qABUl+US55Nj/TJ/bghIoA0l6gJPQ/WhkvnQ7zs0p/FB5P6YrXPPr96Qw75yxzFzOP1J3HsnvH5S8RMU9H3FiWQ5hI1UStn9u5nKJA3F8ST9lINaSzOJUv9ffye/JYrQ3HIU+mR5HBBpjtfwTAM+ceCeNJaqiE/iQue8rH8GJqcLMwiZ2bBdxZHBpK2Ug25P3Hyd7c39bZoNg6IFs3te+BC59FwZZ7P18q5Op98c0OxmtyeGObTc4gR80lrqYbcGq2as8/8VWIoaSvVkMIgOWEY763TCCFDzqzPIScKs4jfNPJEP4kLJq2lGvLGgngCsL4kVykmhwsyyVNpEYShOD5fK99W/Wk8+x6uK8olKVKhR8f6ankKqS3KJYEe5gA/X5ZCmkrUZLGP3sNV63PIn3JifPLZd8YGkUYfxoMX0/nkl1/XxJPDPsr/R4kY0laqIfke7glnojRAtq9MIw3FapIhF3lsw6YSNUmcYu3oYvrxkiTSXqoh21amEgl9Odc826pRSsj2lWlkY14SiZdMvHe3J4aR1lIN+Wxp8qT7bRFFkc+XJpPWUg15KMm7sW+OXExarlpC/m8W/SdDgVSszybbVqT67D4cLsgkf8tL9vl68LVf3r86g7y91Df3QURR5MyGHPLlspRZ/Zw9+enkzIYcEij2LD4arxTYnENbqYb8Pit60t8NEtDk2NosUleUS5YFT8xnLg2Qkj356eSdhQkk8gK1qW+h+vwEZqxXhPqRU4XZ5PHUcCKgOEREUeQzp6N9JHlqG0kKIO8vSiCtpRpyb/zUEyWX0ttj5i7ZoeBxSUOxelZfApfShmI1uWuOACmXUl87aQDk3UUJZG9+us8+f29++pwF7e86E8IL/SReO+Zr6jjSVqohj6ZM/Tl+e2ECaSvVkBez2CR3AJ8mf9fEkT356SR3hsnqy3ph5dM0uScumFSsyyb3JoQQHmdiUmhdsII0l6jJV8tTLlmMSlHKSFlhNqkryp2VormAokj5umyyf3XGrNslUCwk9UW55E1n8syXun91Bnld4/vzcGnHNUt9fg4AyK3RKtIwD5I+rkRrjlLs1cTvhfTvmjjSVKyelUJIlIghx9dmkYZiNSkIvHQS+/dZ0ReNja4O8yMnC7PIsxmRREpzL4MzvKTXRfiT+iI1aSvVkG0r00iQYGZJ4//NjCKtpRpSFKLw6HxogGxZkUqaitVkyRwnnm+KDCCtpZoZ28BTrS3K9XoiyBOdD/GyS8sKsy+5QZ8tfTY9ktQV5c45eMYFfPqRF4qOm/KSSJMHCevvhfuT+mI1aSxWk4NrMkjYHAOovsu6LlhBytZlk7vjggjH+b07Y4NIa6mGvLPwfKDixXS87/R20e6myADSVqohN0fNXQF864pUnxWYXOoC7XoKPvS2zhffXBAoJ62lvm/COVKQSbbMYSHi1mgVaSvVkBsjA7x63MX+UtJUrCabV6RO633zrjNX+eMYNtfGAcjdccGkfF02WRfsWUx2WVkN5NOkcn02aS/VkBc8BEzuyU8nVetziNTDYu1f1SzI2hOA9Uz1e+H+pLVUMy0QkTe1qVjtldjImzpf/DIA0lSinlPA2nj9ankK2eODPLecpsgJJ8g/ROBZw89LWdGkpYTNw8z0GEsDpKSuKJe0lWrIXbGz22hzWScqlwNyR0wQqViXTR5NCSfCcU2YiVIBqVqfQyrX55AEyeTgm1ujVaSlREP25Kd7tbF2ib+UtE6hYdETjRAypKlETV7JjvbJPXggKZTUbMjx+VrwpV+W0mxTpKdgsZnq7vx0UlaYPav5i60rUr0COh2vOXIxqVqfQ2o25F5yP7shWEGaStRkd376hJgqiM8jf8mNJYcLMknhdysO9vkJeKR+DE1eVceRb1anE42zQHxzlIo0l6jJN6vTp7yQbo8JJK2lGvLJkiSvLfAbncmOx1PDZ90Oq1Qy0laqIVf5IIAH2ALQoTW+TbK4dD4Ez00lanJzpG+C5uczo0hTsdqrTvRi+skSzxLC52ogQ5OjBZmkvih3yoWbHKWYnFmfQ6o35LhBIleH+ZGyddnkkZRwwr/cUTJrGi5kyDsLE8iuVennAXSiRQypWp9DTq/LJmGCSyf6X1XHTgDYeFP9GJrUFuWSfy+dfZSvWimedmfkbOivEkNJ9TwIml06H/wyALJtRSrZmJfo03NY6CeZkGidTX0yLYK0lmrIglkAqd0eE0haSjRk64rUSyYhGYq1fVOJ+ryOmxgxn3yYl0i+XplGshWXwXSzoQv8JKS8MJuUrcsirSUa8tgM41LXerraC7HmX5zsHnNZEARY8NpXy33T6fBcRiSpXJ/t8/Xg0vnil5cHSElbqYbIfdB5FiSgSWuphtzk5ULcZEqBTXA3lai9Akz9fFkKaSieWRdgkIAmX69MI22lGnJ8bRZ5e2ECEV9mm/O6hgsZ8uWyFPLOwgSidDJZ5cjFpK4olxwtyJxWYvhVZ9HO22v2XmcXuacgvKmqgsclTSXqOcmTTKbbVqSSTXlJPl8j43W++OaPliSRrT7s0ARAfpMaTppK1LPGAHeuFoUoSFuphvzMi41bwBh73F/VU2dqCmBocqwgk9QVjbH9KhmavLMwgXyxLOUykM7LSgFkU14iaSvVkNPrsmfMREmDBRWdKszymMHTxUz6y8SQObfH0YJM8uFi3+yZ/6aJI0d8DOA7V+eLX74nLshnzSY5SjFpK9WQVA+ZZqar0SKG1GzIJYcKMj1m3f1NajhpLdWQlTOMvxmKbQxsd7LuxIu/E13b30oN5PPI/+XGkiMFmWRDiNL9fRpgG7dLLp1nCBLQZP/qDNJcovYqKNMFcJ3NGNdVA7zNB2AtkZOxeaasjd5SX/rlR1PCyJn1vsm3v6qOJY3F6lltOvp0STKpL871KnPj02mRpK1UQz5cnEgYavLffT4z6jxmdprDIXfFsuCsh5PDvosM+T4/Aa/ohhAlOVGYRZ5KiyBCLkUCGZp8szqdNE+jUJ48DbTdVLU0VDnr6DmXPpUWQZpL1B4jSmei0SKGtJdqplSInW31dfB8c5SKNPkoaC4MkpO2Ug3ZMAcoss0rUklDsdprz4oLHbfnHHTcZPpcBuvg31+UQGiwSLq3FsaTHavSSKaPkIz/jVoUoiTH12aRF7OiJyTQBBRFvl6ZRppK1FMaf7MhWEEai9XkSEGm131JnFhAmkrU00qMzVR/HMN2RnqTVWa6KnEieud6A30x9bVfBpydkiW+7ZT0Y2jSUKwmf9fEzfpn/TgmiLSVakhpqNKrxxWMYyubSsIwSsSQyvXZpGJd9oQAn6E45L7EEFKxLpvcFRtEuBzfro/vukaIGLJzVRr5dGkyaSpWk1OFWTPaVD/iTBZ7ozjoGgk4l2NHEqUC0laqIQU+8AMiiiKtPvrsC+l88MsAWyD9fA4AlBfSr5anzAnDlkv9GJqcKMwiZzbkkCgvsBptXZFK6oty3WP9pqOPO5PUh9ZkkMOrM8hjqeE+75T/LiuPwyG/SY0gRwsy3U0lUpoi+1ank4ZiNVk6jWLB/c7xC094OfH7lBOEN1e0+q6idZzYd6MBb4oMmHd0+vPFNzcVe7dgMV2NEwvmFEDn6np9Mi3Cq8d9Mi1i2sy6ywOkpLGYbThz5UUW+EnI0YJM8nhqOKE5lxtQZksfTwl3d8b/VR07o/eiyMngeWhNpsfvVRf728tz3Cm91Ame9YV/DhHwSFupZsqjy+dC54tfPr42yycj+QCQA2syyKdL5jZeX+gnIU0lavLFshSPnyUXEHWmuZGiEAWpK/r/7Z17dFT1tce/nJkMk8fk/X6/J5kkM5OZyWNCSMibzEwQVOi12nrbZWtbLa3tsnLXrV2tWmprKb1W26q1tmhVRNqCYkt9IUYjzwAREsg7gFKsD6r4QHDfP2YSQwrkTOY8xrA/a33XkiU5+8fknD3n/M7e322jQbedXmoso6S56o7uZXlVE2eg5xtK6cGqAsqe9Dw0PqpMjLvx+DPR4zVGyUZjL0qNld1V/7r8ZNmasabTFt9nrubvXs28vKPFQr+0Kj/F4Gt5SbI/qz1UVUBDbrtk3/9peh11NZtpWMTYZYNWoC0NpTTssZ/lElcRG0FPLyihR5yFqj43yizVFyCZYkI0dKctlzqbysjpO1lXFH06h0pMop2otpOwEq0pMYrGPA5FRpA8s6CEdrZYVPn8dzSb6S6VbhYnS+2b562NpX5Z1kqleJ2Whtx2WRwIJkuA107pkMsmyeYyALrD4q2OWymykCkrTEfbm8005LbTolRvgl+WEU9726z0XWPqf4zcYMmvCK1At5RmUnerlS5Ljzvr/622escaLC+YvhspSivQMwtKaNQj/azhat/G20y7x/3RvY48GnTbVbMGBUBdTWZFClLESO28DHhdrdTehN/ebFbkZWB7crTPclNal47qOAMdctloX5tVVLd2c2IUjXi8ds6Tq6Sr47zzAh+ozKdU7gBUTBFagdZUFdBjTiOtcxrpcIeDHqjMn7aCfaq+VZhChyUazdCWHE2jHoeiHcz3OvJov0odD485jfTcghLVzwUgOPJyok5LhzscM+5UDUTNid6iZqkKjadTSWQo9bts1NlYFnAHoADQcwtK6JDL/84We0w47Wm10pDbTreWZNKeNit9LkO9l7AXm5qToqi71UrX5SdPjDy52+Z1kfuOH5u4HakxNOZxSL45erctl0Y8dsUKfDfNN9F2FTulBYBGPY6gGhURDLm53ffdrOYadjSbadN8eWdrj8tkCKURj13yvayHqgpo1OMgT4r4F4LjL5XG1zIHoOvzU6i71Rp043hmq67NS6I9bd6Z573t5aIaTaYqSitQb3s5PSvBPV99vIFGPHZaV6Os28/T9SW0uV6de9YtDaWqOXicS8GQl8uiwuhwh0MRp+Sp8qTE0GGFx0QuSYulsQ4H/UaC/azx0VUzcbmO0Aq0vsb73NzZWEYbaosVc3ViiVPInDkTI7i/a0wlvc9FuyLG61a3q9UybSOzyRBK+9qsdMhlm7HDylSNjxD8isR7cpN1nyOfBhVyUJ+sa3KSaEDlvVW18nKSXktHOhySvQ8Tq3HXUTnPp9/a82jEI51L/ldyk2jU46BnFpRMmzer4ww04HOXHD+f43RaWm3NoZ0tFskbD4NQqi9AcrUkRdHOFgv9uCyTwjUCFRn0tLfNSv0u239Ya59P3ypMobEOB62pKpCkm6g6zntTfb+I6r1AFKEVqN9lo/sc8sY5l5YXJNMhl03137+aN8/xvo1mNaq9u5rM9GKjvPMAdQLo5aYy6m0vl+QGIDpEQy82ltKw206tSeKuza/nJdOYx0Gb60soSitQql5HD1YV0OZ6E5VEBodbwMUsS3Q4/b3ORGudRsqdVMH8xWxvl9wDleJy043GVBrrcNC6GqPfLw8vpMVpsYpZwXU2lqlqz7miKE21l5BTFQybGpvmF9N6hTe2JmtNVQH1u2wBzySeTuUx4TTmcdAtJdK6Eqz02cz9riJf1H3Rd43eDeafTSoajNFpaZU1m3a0WGhhEL0MuZgkwNvNubWxlJamx9KrC8tpwG2jZRlxfh3na3lehxYpxjkVGfR0yGWjriYzRSgw5kIngAbddsm7ZMX+Ww93OCS1i5ypgiEv/9aeRztU+p7cv7Cc7lHAzQjwbmyPehz0sAQvG7Tw3l/0tpf7tVGuE0APVOZPWItek5tA3a1WxdwSWJ8qVa+jv8wrooeqCynO9zw17iax1lkoeu/BEhVGA24bvdBQKlnHHwB6tLqQBt12RfJUlFagYZXy8bg2zTepen84VcGQm/9cU6RYccS59MOSDBp22xUZfZURqqNBt13Sl8F6QaAXGkppwG0TvcktALTWafSOf/O9RIzTaelP1YX0l3lFqrjkXsxamhFHu1sttNY39uShqgK/82ySXkv9LhttqA38Wio06KnfZaOtjdLm+wupIMJ7z6rGfUJHqve+Scp9oEAUDHl5XY2RnlGpyHtfm1URB9BxjTcD/E9xWsDHGt//+8YMRleNu2x1t1ponbOQHqwqoNDZZ6s/a5Sq19G9jjx6qalsoqAxwtcAOOKxiyqWHB+9LVXB5rirrZxuYC80lNLuVouiTohaQHVnULXy8k/NWdTdqmxjfIo+hIbd0hcST9YqSzaNeqRxZInQCrRpvonGRDbq3mj0uvSO780IAF2dnUB726x0synjYhnBqvoCZFGkVkOrrNn0SrOZ5sdHkkajobt83Sm/teeRTjf9hkN5TDgdctmou9VCeVGBW9WXR4XTsMdOa52FouLPVJWxEXS4w0FfyJfPSulcGk/QHZmJqv7uj146T7XYqyzZ1O1S/kvil9YcGrzEKWslb5gg0M72CtrXZpUkTn28gQYvcVKXyNnLUVqBnm6y0tikm+sv5CbTvjYrfasgha0+g0iaOd5KyZ42K91QmEo6XwVzeUw4Dbht9FJTmaiX1CWRofTqQiv1tdsktW37hs/eUGxR0Exl8BXMrVHJ+i1KK9ARBbuDL6Rg2NQY9Sg3W32qvumzH5S7SzwrTEdDbrsoK0exStJrqavJa0kntmr5oaoCGutwnGWNvTQjjrpbrfSjkovmBjuodWVWAu1ps1JNnIF+XJZJYx0Oerq+xK8XAFf7upGksO6MDtHQjhYL9baXz2hcg7+6OjuBxjwOUfcfUuvlpjLRxYpySu28LAA07LFL7pYlRj8syaBBt12Rjf/xbmgpXkDrBNArzWbav7DcL4euz2XE04DbTj0LrTQ/3kC3lGbS8w2llBXGs7PVknbOHFpRlEY7WywTL79MhlDqa/fuPYjNxYk6Le1ts1LPQqukL3A315mor71ckS7RK3wW/mKcueTQsow4GvYEz5gTtXMz4M3Nl6f7V7gplQoN3tEmSjj7RIdoqK/dRn+vM0l2zBR9CL260Ep7Wq2i7zFS9CHU3WqhvnbbhHuNM85AO1sstKIojccAqqSWpGja22alL2UnUs9CKw24bBPurWKVEz6Xhtx2ekiC/YB4X77f1yb+3ApUa52FqjWcHGy30U1Fgb+gl0Jq52W9b0yiGm5PX81NohGPPWD3N7FaZck+q1AtEDUkRs3IQTdep6XNdd6Xi7eVZtLjNUa6y5bLTs2fEdUnRFJnYxndX5FPab5i49tKvePRxTiONyRGUb/LRntaxbnGTqfx0YT+fn+IVZjgdWz6q8IjQ5+qMyk+9miy1MrL+9qsdKuCI3q1vphyFujdUuLdD5TCPaY9OZoG3Xba2WKZdl9PJ4A21hbTqOfTvWNrdDg9VWei9fOKyBgkI9uV0Bzff8xaFiREoiohGq7mRuSP9QGfnAG0Omhcl+PMU48Dp09NfxCtDiHupfh40zpxf1/E8fyKP8MYOvdSnJJqzX7ElfSzmkH8UM8yfPDkY6rFn7Wfu9SfrVYHvWcZPhR7PK0OoR3L8MHy0LWFAAALKUlEQVQTvr8vaHDSaMbiex7GgXfeC3w9jOSk6nW4pSwTBRF6rNg3iq4330WsTovNdSZE6bRY0tmL/f/+4ILHEAD8vrIATUlReGDoOH6wf0ySta00Z+HKzAQsevEA9p54X5JjnovyqHBsqCvGHb1H8KuBY7LFOR/bms3Y9ua7WN49rHjsyRxdVIG0jTtUi78kLRa/KM9BzpO7FI89L96AR51GfL9nFH8ceUO2OFFaAdtaLBg6+RFcWw9IcswrMuPxE3MWhk9+hCWdvXjn4zPTrmHzglLE6bS49KU+9Jx4H3kRetxuzkK4VoOb9o6gR8brjfGPefEG3G3Pwx19R9H5xgmsqSpEToQe9w0ew60Hjog6xhWZ8fiZJRu/HngdP+k9GtB6BAB/qS2GJToMX9o+gOePnwjoeNPR1WTG8Y8+xiWdvbLGmcrl6XFYZc1B3pM7cVrRyGejdl5eXpCM5QWpyH9qt6Jx43Va7G614uZX5c3JAHCvIw8LU2Jw094RPDL2r4COFSYI2NpUhhBhDuqe3YcTpz+Z9mdS9CF4sLoQhYZQrBk+jp/2HcVvHHmYA+BrOwfx7ukL53RGfuoTIrG6PAdrRo7jzkOvQy8IeKKuGLkRelyzfQDPisiDOgF4qq4EueF6LH25D7vePhnwugQAnU1lCNdqUPX0Pnz4yfTnWyBsrC1GWpgO9n/slTXO+Rj1OHDdrkE8+frbqsSfjNq5uSM1Br+y5SJbhXtmANjVasGR90/J/t2sFwRsazHj5OkzqH22B1Kc4RUx4VhbU4TB9z6E+8X9OCXioM2JUbivMh+D732IRVt78eEnn2B5YSq+mJ2AG7qH8cIb/5ZgZcxMqY4z4B5HHlbsG0VDYiSuyEzA7rfew1XbDuFdEd/DAFASGYpNdSY8+drbuH73UEDr0QnA0/WlSA3Vwf3iARx698OAjjcdsTot9rRZccPuIaw/+passaay0pyFjpQYlG3eo2jcc6F2Xr7ZlI7PZyWg+G/disYVABx02fDI6L8k24e7EI85jaiMi8B/b+vHlgBzX0VMOB6fV4y1h9/A9/aOiv656/KT8b2idBz54CNcv2sQt1uyseOt93Bzz9jsfnk2y5grzMHX85NxTW4y7hk8hnsGj6EuPhL3VeRj7P2PsOjFAxd8lgoTBPzJWQh7bATu7n8dP+0LbJ/j+6Z0fDUvGV/e1o9nZNjjKIjQ45kFpVgzchw3vyr/tQoAl6XFYlV5jmr3i2rk5bxwPV5oLIV58x68dUqZnZxN803IDp8L+z/2yvI8dqMxDd8sTMG1Owbwt2PvzPg4AoD7K/PRnBSNR8fewI3T5F2TIRTra4tw+hPCos5evHPqNFYUp6MlORo/PnAE64+8OeO1fFZRvUpECWk0Z3d/+OtgIbXjhZwOGkrGCKa4F3v8z+I5Feh1OPW6ZgWnWpOjaXuzmVZbcyjE9zt7pLrQ2wWQLq4yfklaLA177LS1sVSy83BNVQENuu2UECZvx954l3lVkvIz035gSqceT6Xq54CazkYAaENtMT3RqKwNHeC1dhu8xEm/lmB26nTavtBBrzSbJbM2vL/G5Je1aIo+hPoXVVNXs3nCkvo6Yxr1tFnpyzmJiloussQrN3wubW0spcUZ3lx8dXYCDbnttLG2WHSuXeybEdyQKk237c99nVPpEdLMvjyfTIZQGvU4KCNS3jjnUl97OV2Zp6zT3VSpnZe3NJTSLyqUny++2ppNL7fJ3y1/uzmLhi5xUmVs4C6MgPd7bLerQvQYoHidlkYX19CWhtKJGbnrak10S2kmd2MHmZLmhtC6GiM96iykhLneruifW7LpsJ9dn/c58mmswyGZ84FeEGhPq5W6mqS7tzifDFqBhtx2RTvSJuuJ2mLaoHDn4fmkdqf2htpi2ijBSIaZ6LbSTBpy22UfdyYA1NVspu5Wi2TjIi5Pj6OxDodfYwC+b0o/q6M3Ya6W1jqNtK7GSElzeaRJsKgkMox2tVrovzLjqcigpx0tFr8dwKrjDBPd+FKsaa3TSCMeOy1IiJT933+XLVeVsakGrUCHOxw0X4KO3kCldl7ev7Bc8vGlYvSjkgzqd9lkvwcYHwvV77JJMi68yKCnEY/dr3ycFaajzsYyGvV4LfnTQ71//o5R3ec1VmDKCNPR7yvyyRzjfR6L12mps7GMFmWJc36/KiuBdrZYKEyCPeiV5iy63SGfu7IrJZoecxoVfSf155oiSpZ5z+Z8UmMvozI2gu51KnePrBNAzzeXTzzLy6G/LjDTZWmBu7sUROip21Uheu/j1tJMery+jLS+P1+WHke3WXIoUntxvueb9Q4aDMMwjPqEawS0pMbhhiXumbsZAdI7ECnhaKRknHPEVdXVyLcGVZ2NfGvQui7HaRU+f0VclaSOM5PjaXWY616GjzZ96nL0em4JFt/zJxw5KW93FxMYsXod/nrt55E36svNwIzc5jg3fwbiToofDHl5Vn/2al8TWh207qU4PZ7HBQ2Gs4pRf9canDnDzhnBhmYO8O3CVFyRmYArtw/g4ImTE247z779Pr78kjhnrJuK0nB9QQpu7n0dfxgIrNsP8DpjvdJiQe8Hp3Hplp6Aj3chLk+Pw+ryHNS+0IvRfwfuAuIPi9Nisbo8B8Z/9ODUKZVyoo+jl85D2p9fUi3+yGInlm8/iI2vKdstn6IPwfb2Cnx7e5/snfrra4wwxUWj+m87RLkRTcdVmQn4ib0Adx4YxR0HxV13v6vIR0taIr6zw/vvzY/QY22tCQ8PH8Pqg69J4ujBSEdO+Fw8XG3Eb4aPY83QMfyvKR3X5iVj79sncdn2QVF5ozUpCr+rLMDt/f/Er/sOB7ymn1uysSwzHl/tHsXfj8jnCKYXBPS6yrFq8Dju6g183f6wsbYYIbq5aH9OXRcNNfPygoRIrKktRdGGV/C+zG5Wk9ECGFjsxMp9Q7h36J+yxup2VUBz5mM0Pv8q/hVgV3qYIKCnowo7j7+Jz3UdEvUzV2UlYKWtAAffOoEruw5CI8zBxvoy3H3wCP4wcjyg9TDqo9Fo8Nx1XwjIVV+SZzqF3PQVfb5W8Xlelb2M2fb5Snn8QK8rQYOBzCI03v3gRblXwQUaDMMwjGJoNJqzvmx1Op3fG6Ez+Rklj6d2nGCJy2tQNm4wXBdTf2bq9c4EL+f6Xfl7DgTDORjMcYIlbrDEV3MNn9VzK9BrknNy8FMVH4WffX7JWZvIfhfaylAcdFaxj5yoWbymduGcbw1qj2tVpaDZF1uxonIZrpGZFDaf9VkLGhzNMcF55x85TwcpaeF6rPvKFcga6eWCZqVQMydNWoPaeVmVhhul4gZJo8lZPyNo8FquCdX/x/l4thDoPrRUz3RKPIMq/Xw925/n1Y4rdzwpj897FTOHCzQYhmEYhmEYhmEYhmFU5mIuZlY6VjDFDpY1XCyffzBcI7wx/dmDC5pn/8uwYFzDbP/sg+Ga4HzMMAzDqAUXaDAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMw8iMoPYCGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhZjtcoMEwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDCMzXKDBMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAwjM1ygwTAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMIzNcoMEwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDCMzXKDBMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAwjM1ygwTAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMIzNcoMEwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDCMz/w9OuwgBtASWbwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2160x720 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_node(ind=21)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interactive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "91d3ed80e0f44ff88899cac6fbf37cf7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Measure 1', options=('Forces mean', 'Forces std', 'Forces skw', 'F…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipywidgets import interact, HTML, FloatSlider, interactive\n",
    "from IPython.display import display\n",
    "import ipywidgets as widgets\n",
    "\n",
    "codebooks = SOM.denormalize_by(som.data_raw,som.codebook)\n",
    "DF_som = pd.DataFrame(data=codebooks,columns=som.compname)\n",
    "som_stat = DF_som.describe(percentiles=[0.0,.01,.05,.1,.29,.3,.4,.5,.6,.7,.8,.9,.95,.99,1])\n",
    "what_measures = [i[0] for i in som_stat.columns.values[:]]\n",
    "percents = [i for i in som_stat.index.values[4:-1]]\n",
    "# smallerorlarger = ['smaller','larger']\n",
    "\n",
    "\n",
    "\n",
    "items = [widgets.Label(str(i)) for i in range(4)]\n",
    "left_box = widgets.VBox([items[0], items[1]])\n",
    "right_box = widgets.VBox([items[2], items[3]])\n",
    "widgets.HBox([left_box, right_box])\n",
    "Drop_what_measures1 = widgets.Dropdown(\n",
    "    # value='John',\n",
    "    placeholder=what_measures[0],\n",
    "    options=what_measures,\n",
    "    description='Measure 1',\n",
    "    ensure_option=True,\n",
    "    disabled=False\n",
    ")\n",
    "\n",
    "double_percentage1 = widgets.IntRangeSlider(\n",
    "    value=[0, 100],\n",
    "    min=0,\n",
    "    max=100,\n",
    "    step=1,\n",
    "#     options = percents,\n",
    "    description='Percentage',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    "    readout_format='.1f',\n",
    ")\n",
    "col1 = widgets.VBox([Drop_what_measures1,double_percentage1])\n",
    "\n",
    "\n",
    "\n",
    "Drop_what_measures2 = widgets.Dropdown(\n",
    "    # value='John',\n",
    "    placeholder=what_measures[0],\n",
    "    options=what_measures,\n",
    "    description='Measure 2',\n",
    "    ensure_option=True,\n",
    "    disabled=False\n",
    ")\n",
    "\n",
    "double_percentage2 = widgets.IntRangeSlider(\n",
    "    value=[0, 100],\n",
    "    min=0,\n",
    "    max=100,\n",
    "    step=1,\n",
    "#     options = percents,\n",
    "    description='Percentage',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    "    readout_format='.1f',\n",
    ")\n",
    "col2 = widgets.VBox([Drop_what_measures2,double_percentage2])\n",
    "\n",
    "menu_hbox = widgets.HBox([col1,col2])\n",
    "\n",
    "menu = interactive(query_nodes_new,\n",
    "                    Measure1=Drop_what_measures1,percentRange1=double_percentage1, \n",
    "                   Measure2=Drop_what_measures2,\n",
    "                    percentRange2=double_percentage2,     \n",
    "                    \n",
    "                    plot='Yes')\n",
    "display(menu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac3dc6c5f13d43308422056079d0b8b0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='ind', max=213), Output()), _dom_classes=('widget-interac…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipywidgets import interact, HTML, FloatSlider\n",
    "import ipywidgets as widgets\n",
    "menu.kwargs\n",
    "# ind_sel_nodes = query_nodes(what=menu.kwargs['what'],smallerorlarger=menu.kwargs['smallerorlarger'],percent=menu.kwargs['percent'],plot='No')\n",
    "ind_sel_nodes = query_nodes_new(\n",
    "                                Measure1=menu.kwargs['Measure1'],\n",
    "                                percentRange1=menu.kwargs['percentRange1'], \n",
    "                                Measure2=menu.kwargs['Measure2'],\n",
    "                                percentRange2=menu.kwargs['percentRange2'],     \n",
    "                                plot='No')\n",
    "interact(show_node,ind=widgets.IntSlider(min=0,max=len(ind_sel_nodes)-1,step=1,value=0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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