schupbach2018-figs.ipynb 607 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Python libraries using standard naming conventions. \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import pandas as pd\n",
    "#import seaborn as sns\n",
    "#import statsmodels as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read data from two csv files into two DataFrames.\n",
    "supp_data_1 = pd.read_csv('data/supplementary-data-1.csv', sep=',', skiprows=18)\n",
    "supp_data_2 = pd.read_csv('data/supplementary-data-2.csv', sep=',', skiprows=27)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['depth_top (m)', 'depth_bott (m)', 'depth_mid (m)',\n",
       "       'ageGICC05ext_top (yr BP)', 'ageGICC05ext_bott (yr BP)',\n",
       "       'ageGICC05_mid (yr BP)', 'NH4 (ng/g)', 'NO3 (ng/g)', 'Na (ng/g)',\n",
       "       'Ca (ng/g)', 'SO4 (ng/g)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['depth_top (m)', 'depth_bott (m)', 'depth_mid (m)',\n",
       "       'ageGICC05ext_top (yr BP)', 'ageGICC05ext_bott (yr BP)',\n",
       "       'ageGICC05_mid (yr BP)', 'NH4source (ng/m3)',\n",
       "       'NH4source+1sigma (ng/m3)', 'NH4source-1sigma (ng/m3)',\n",
       "       'NH4 atm. residence time (days)', 'Nasource (ng/m3)',\n",
       "       'Nasource+1sigma (ng/m3)', 'Nasource-1sigma (ng/m3)',\n",
       "       'Na atm. residence time (days)', 'Casource (ng/m3)',\n",
       "       'Casource+1sigma (ng/m3)', 'Casource-1sigma (ng/m3)',\n",
       "       'Ca atm. residence time (days)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_2.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add column for age in kyr to each DataFrame.\n",
    "supp_data_1['age_kyr'] = supp_data_1['ageGICC05_mid (yr BP)'] / 1000\n",
    "supp_data_2['age_kyr'] = supp_data_2['ageGICC05_mid (yr BP)'] / 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2630      33490.0091\n",
       "2631      33500.0082\n",
       "2632      33509.9918\n",
       "2633      33519.9707\n",
       "2634      33529.9916\n",
       "2635      33540.0164\n",
       "2636      33549.9583\n",
       "2637      33559.9637\n",
       "2638      33570.0182\n",
       "2639      33580.0182\n",
       "2640      33590.0606\n",
       "2641      33600.0534\n",
       "2642      33610.0109\n",
       "2643      33620.0091\n",
       "2644      33630.1167\n",
       "2645      33640.1135\n",
       "2646      33650.0027\n",
       "2647      33659.7308\n",
       "2648      33669.7249\n",
       "2649      33679.9964\n",
       "2650      33689.9891\n",
       "2651      33699.9818\n",
       "2652      33709.9562\n",
       "2653      33719.9626\n",
       "2654      33729.9982\n",
       "2655      33740.0127\n",
       "2656      33750.0273\n",
       "2657      33760.0300\n",
       "2658      33769.9995\n",
       "2659      33779.9845\n",
       "            ...     \n",
       "11416    128329.9581\n",
       "11417    128339.9481\n",
       "11418    128349.9873\n",
       "11419    128360.0048\n",
       "11420    128370.0100\n",
       "11421    128379.9783\n",
       "11422    128389.9758\n",
       "11423    128400.0350\n",
       "11424    128410.0237\n",
       "11425    128420.0025\n",
       "11426    128430.0113\n",
       "11427    128439.9988\n",
       "11428    128450.0245\n",
       "11429    128460.0282\n",
       "11430    128469.9938\n",
       "11431    128480.0159\n",
       "11432    128490.0221\n",
       "11433    128499.9554\n",
       "11434    128509.9491\n",
       "11435    128520.0282\n",
       "11436    128530.0544\n",
       "11437    128540.0400\n",
       "11438    128550.0400\n",
       "11439    128560.0400\n",
       "11440    128570.0400\n",
       "11441    128580.0400\n",
       "11442    128590.0400\n",
       "11443    128600.0814\n",
       "11444    128608.8127\n",
       "11445    128616.1926\n",
       "Name: ageGICC05_mid (yr BP), Length: 8815, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33490.0091"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[7189.9559,\n",
       " 15449.9691,\n",
       " 23480.05,\n",
       " 33490.0091,\n",
       " 42430.05,\n",
       " 53040.0041,\n",
       " 70609.9891,\n",
       " 86520.025,\n",
       " 107969.9924,\n",
       " 123309.9824]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
    "depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
    "ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
    "ax_top_xticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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WaK4JyjAMwzAMwzAMw8Q5ceF+nJCQIFJSUsLdDL+xWCxISvL/VtlsNiQkRK7+ItDz80Q4zz/U5+YtkdIHwnU9uA9ETh9wZrCuT6Se/2ARjvOPlL4vwX3A/flH2v0KNvF+/4HBuQaR3I+4DwBWq9Xa398fmTcoUIQQMf83dOhQEc0sWLAgoN/v378/OA0JEYGenyfCef6hPjdviZQ+EK7rwX0gcvqAM4N1fSL1/AeLcJx/pPR9Ce4D+92uj7T7FWzi/f4LMTjXIJL7EfcBIc4///xeEQGyWSj+4ltdwTAMwzAMwzAMw0Q1LNQyDMMwDMMwDMMwUQsLtVHAokWLwt2EkBLL5xfL5+YP8Xg94vGcfYGvT+zC9za64PvFBAPuR5HN/fff3xzuNoSKiBJqiehTImoiohzFsvFEtJuIih3/xzmWExG9S0QlRJRFRPPD1/LQEusDRCyfXyyfmz/E4/WIx3P2Bb4+sQvf2+iC7xcTDLgf+YZN2JDVmAWbsA3K8R555JGWQTlQGIgooRbAMgA/cFr2BwB7hRAXAtjr+A4AdwG40PG3CMAHg9RGRoEQAidrT6Lf0h/upjAMwzAMwzBM1HC24SzSa9KR35wf7qZEPREl1Aoh0gC0OS3+IYDljs/LAdyvWP65I5lXOoCxRDRtcFrKSNR21+J0w2mkVaaFuykMwzAMwzAMEzWYbWbVf8Z/Ikqo1WGKEKIeABz/JzuWzwBQrdiuxrHMBavViquvvlr+S01NDWmD4wnJXWKw3CYYhmEYhmEYJpYQQoS7CVFPNBffJY1lmj0iMTERp06dCnFz4ht+GBmGYRiGCRcGswFWYcXI5JHhbgrDMGEgGiy1jZJbseN/k2N5DYBZiu1mAqjT2oHNZsOiRYuwefPmkDY0GLS1teH555/HHXfcgTlz5mDMmDEYMmQIJkyYgBtvvBFvvPEGDAZDuJvJMAzDMHFBc28zUjNS0W5oD3dTGDd8kfUFvsr+KtzNYBifIIeNTmjb5RgfiAZL7SYAPwfwquP/RsXyx4loFYDrAHRKbsrOJCQkRI3LcV1dHV5//XWX5W1tbTh27BiOHTuGVatWIS0tDSNGjAhDCxmGYRgmfihtLwUAVHdVY1zKuDC3hmEYhtEiooRaIloJ4FYAE4moBsCLsAuzq4nolwCqADzo2HwbgP8AUAKgD8CjevuVLLX33nsv7r333hCeQeAkJCTgoosuwrXXXoupU6di3LhxMJlMyM/Px9q1a2GxWJCZmYkPPvgAv//978PdXIZhGIZhGIZh/IBIK5qS8YeIEmqFEA/prPqexrYCwG+92W80WWovueQS5Ofno7a2FidPnkRdXR0MBgMWLFiAnJwc5OTYS/hu3749IoRa0gxtZhiGYRiGYRjGGzg3TeBElFDLAO3t7Xj00UexadMmtx28pqZmEFvFMAzDMPGN3ju5rrsOk4ZPwpDEIZrrKzoqYLQYMW/ivFA2j2GYKISNQ8EjGhJFBUw0JYr65S9/iY0bN3rU2BiNxkFq0QBNvU1IzUhFt7F70I/NMAzDMJGGwWzAlqIt2Fe+T3ebXaW7cLDy4CC2imGYaIMTRQVOXAi1kvtxpMfT9vX1YdOmTfL32267DcXFxbBYLBBC4MEHH3Tz69BT2FIIAKjpYisxwzCDy5GqI1iXtw4AUNxaDJPVFOYWMQxgsVkAAG2GtkE9rslqQo+pZ1CPyTCMnbMNZ5GakQqrzRrupjAK4kKojRY6OjpgtQ48IPfccw8uuOACJCYmoqmpCfv37w9b28rby2G2mXXXs4aJYZhQYraZYbQa0drXiv0V+5FWmRbuJjFxQiS6B24s2MjlaxgmTGQ1ZgEAK1cjjLiIqY2W7MeTJ0/G2LFj0dHRAQD4xz/+gcbGRhARvvjiC7S0tISlXWXtZdhTtkf+zgIswwROm6ENp+tP47Y5tyGBWL/oCSEECCQr13pNvWFuEcMMMNjvxfZ+rpnLMAyjJC5mUtHifpyUlIQ//elP8vf29na8/vrreO2110BEuOOOO0J6fJuwyZ+7jF3oM/cBAFr7WkN6XIaJR/aV70NpeynaDTw5ZRiGYZhowR8lVll7GVIzUtFv6Q9BixggToTaaOLZZ5/FRx99hIsvvhhDhgzBpEmT8PDDD+P48eOYPn16yI7b0NOApZlLUdJWgm5jN1blrMKXWV+G7HgMw9jhGnXeISBU1ypSrlu/pR+lbaXhbkbUYbKaUNlRGe5m+AR7KTFM/LK/fH9AY312YzYAoKO/I1hNYpyIC6E2mrIfA8CiRYuQl5cHk8mEpqYmfPnll5gxYwaWLVsGIQSEEKioqAj4OJUdlXKW5dquWgB269HKnJWq7fQmjwcqDmB7yfaA28Ew8QjXpAs+OU05cqzTYLGjZAf2lu+FwWwY1ONGOwcqDmBn6U50GbtCehzpnRkInJCJYZjitmLsLd8b7mYAsHtW8hzClbgQaqPF/XgwKWotws7SnchvyQfgn9WjqLUo2M1imLgjEpPQRCtHq48ivSZ9UI8pCTzK8A3GM5IwK2UPDhWfnP4Ep+pO6a4XQmBnyU7UddfpblPabrfOmK2uyRL13p1NvU3sZgjAarNqXrfBbgMLAEw0UdNVg7V5a3XfK0szl+Kbgm8GuVWRT1wItcwANmFDQ0+DnGTFm2QrzpPucL+gGCYWYFdG35ASRTGMr7h71kxWEyo7K7GrdFdA+3EWzjcUbMDmwujwDgsmmwo34eucr+Xvq3NX47Mzn4WxRXbFRiTVCbYJG/Ka81gRxgAYGFeU77e0yjS0Gdrk3DZatPSFJ3lsJMNCbZxxovYENhVuQqvBnvzJm4m18zbuHjKGYXwjUmJDGYaxC6f+uEQrrbJHq48CiM8MxQ09Deg0dsrfu03dYWzNgAdFJHmW5TXn4XDVYeQ154W7KXFLR38HjlUfQ1l7WbibwgQRFmpjDIPZgJymHN31UibjYMd/2YQNmfWZIXclYxgmPnFOFMUwoWBP2R6sylkVkBUttylXcznXtBx8wuV2bDAbdPuQ0WIEYFd+sFv04NPQ04DVuauR3ZStKlcZanx5f3G/8I+4EGqjLVFUIOwp24Oj1Ud1s6vpPVS+uPVlN2XLmmiJuu46nKo7hcz6TO8byzBxDL+0GCb0EMinZ62mqyZkbQkkxramq8bvzKun6k6hvrve72MzvmG2mvFF1hc4UnVEc71yHmYV1sFqFgPgSMsRbCrcFLT9Ke9ldWd10BVXHHLjG3Eh1MZ6oqg9ZXtwovYEAMBotWsAJQ2h1Wb1OGhuKdqi64LxSeYnmpkf9azBbKllGN/glxYTz0Sackd6d2q1y9u2Kie6SkE2kHPdVrxNzrx6svakT7/NrM/E5qLAlPqhCDsqbCkMeXmTcOQukOZBFR0Vmut5zA8uQghsKNiA6s5q3W2ae5vR0teCNlNbSNrQY+rB9pLt2Fe+Lyj745wb/hEXQm2sU9ZehjMNZzTXrc5djW3127DszDJ09He4aIrPNJxBXXedHGPrjFVYo66WIMNEA5H20jpUeQgbCjaEuxm6SImiIk0IYgJjZ+nOkN5TIvLqWXMWNJp6m1w8kgSEz27J24sHyt4F45nvNfXidMPpgPfjC2XtZfgy60u3GaL94WDlQazOXe1xu4y6DKRmpMJqiw2rJodRBBej1Yim3ibsr9ivu82hqkNus6D7gpahR1JkhLpEGeMeFmpjFGmSICVpMFlNWJ27Ws6W5svLVbL+MowvVHVWBVSonBlc8lvy0dTbFO5mMHFGj6kn5MkHqzqr0NjT6HJcd8L05qLNyGnKUW2T1ZiFpZlLdX9T1FqEhp4G1bLmvmb5czCy3YZDGSZdOyknx2AjJVTyZy4SDiWYL/eIlXTBw921TE5M1nUNNllNWHZmGQpbCtFt9JzYbDA9EiUFSK+pF22G0FiZYwkWamMUjtNgws2Okh0RU6g8kmGtvffwtWL8oaO/AxsLN8rfu4xd+Cr7q4AsniVtJegydqmsPwcqDmBT4aaYLdUSLu+SxIREAP4pBYLVZiF8t9Jr0WXsUmU9jjSPnWhE8rJwdy3defk09TbBZDXhYOVBrMxZiZquGvRb+pGakep1dmRp3x39HV4Jva19rW7DCCSvBOn/iuwVWJu3lktBeSAuhNp4ShQlPdxKlyeGiVZswhazdZE9aej7zH1IzUjlBC8OePIXPWQ3ZvsUKxnKe+vsVlzVWSVbPGq7av06dlZjFvaV78OqnFUBl4rp7O9EVmNWQPsINZGiTPLHqhks75M9ZXvcWuklLDaLWzfpzYWbVe6rQgiUtpXyOB8A3vRPd2EIzhbcrMYsefzKbsxGj6kHByoOeN0eT3G1+8r3YV3+OpxuOK3qK8rzkLwSspuyVV4mh6sO64YbMkBSuBswGEiJouIJT246zi5S7ihtK8XrR1/Hw5c9jJvPvTnQpjGMR2q6atBj6kFxazHqe+qxaMGigPe5/MxyTBs1DXeef2cQWhh6pGc0tzkX00ZNC3NrGMY7hBA4VnMMGfUZeOTKR8LdHBUmmwk7SnbI3/0VptNr0oPVJGws3Ih+Sz8umXQJkhLiYkrmM95Y4gB735NCrCS2FW9TfW8ztGHssLFIIN9sOuUd5V5t98XZL2C22RWxWh5zznMzASF7NC1asAg2YcPZhrO4fMrlsoWa0eZMwxmMGzZOfj/668rtXNanpqsGQxKGAAAaextxpOoIKjvd55ZR9k3nUAdnlEqNzPpMt0K5xWZReZkAAyWhGFfiwlLLBIakRV6ZszLMLWHiASEEthVvQ1plGup7gqe9NlqNutkow4H0EuRMmEwsEik1Wb0tn2K2mZGaETzlt8lqckkaozXpDoUnik3YcKL2RNAnv+GK//TWUrynbA9e2P+Cyr1XSY+lB2vz1srVIoKF8jpLAi3g3TPgfE3zmvNwsu4kzjaeDV4DY5QTtSews3TnQMZyP92PtXCnxFidu9pteS5fPBtON5yWrcKjh472+neMNizUMh6RBoqJKRPD3BLGX1qMLZoZ+yKRjPqMcDchJPgSk2WxWeRYvXhLJNJn7tN0xZOyH0uwMoDxFYPVoLtO79n015r73O7n8OzuZyGEQG1XLVr6WiAgcLT6aMjH4oqOCpxpOINjNcdCehx3+OIN5i2exsK0yjQAQLuhXXN9n8WekCyY7t41XTVYfnY5artq/fp9r7lX9V2KxzxVdyrkCdRihYMVBwEMPMNVnVU4Vq3u+95mQfeXQJR4UtyulveA1nvO+Tyae5uR25Tr9/FjiaAKtUQ0gojYXyKMKDVEvmqdhRDIqMtweTilF3C/1XPheJ5oRibHWo9hTe6acDfDK5p7mz1vFIV8U/CNZkyWllZXGdMTafRb+vHF2S9Clgl1bd5atzU1ObaW8ZcjLUcG5TjFrcUwWOwCdFNvE5akLcGf9/0Z9d31yGnK0Yy587X2rDuUderDRTAFMm/nFf/3iv8LQD/8KqcrJyjt6bf0o7ClEMDA+6q22z+hdn3+etV35bkerjrsZwvjC8k1WFJ67CjZgeymbLQZ2lDXXQeDWV+ZFSjSMZ3Lf/nDnrI9SM1IVc3B81vy3f6m19SLbwq+wZHqI5xACgEKtUSUQEQ/JaKtRNQEoABAPRHlEtEbRHRhcJrJDAYHKw8iNTPVZeJ9pNo+EWA//uBhMBtQ01UzqMdUukUxoaHd0C5PdpxxjvVyZ3VQZk9UJY+wGLGlaAt6Tb1aPxsUqjurYbAYQpbcRs+tS0AEnLDGJmwBJ/ZhogtPApEn658/5Tvqegbqub586GX58/YSewJHpbApuURnN2X7fBw9vI1B9XV/vhAKDxOt87HYLPLYKsVB6o0hJpvv1rSClgJk1meqlu0p24ODlQfR2d8pj0nenK/VZvXpugR6DUvaSmJWSayFc/9Ym7cWW4q2YFPhppDXOA9muEVnf6fX2+Y2s4VWSaCW2v0AzgfwRwBThRCzhBCTAXwHQDqAV4noZwEeg/GSbcXbXCbOviDFzJ5tPIvFWxbjbwf+plpvspqwv3x/UDRS8Yo0qG4u2oxtxdsGxbU02rR30WyJW5O3BgcrD/r0m7L2MqzOXa3qC8pJpHJ5SVsJ6rrrwpr9cLDvz+dnP5fdy4DAvEEy6jJwoOIAytu9S/rZ4TPZAAAgAElEQVTC+EZRa5HXtRQHw6vHarMGXGd92ZllPv9GeW7K4+c02S2F0TYmSwTy7Dufsy/vPnfKrP3l+7E+fz16Tb1yoi1vFPDeKgbTKtNUZZtK2kpkK7Sv1+OT05/4VG4xUEX0vvJ9+Kbgm4D2EQt0GjsDcj921/+K24oBQBU/P5gei8q5QLSOK8EkUKH2diHE34UQWUIMXE0hRJsQYp0Q4gEAXwd4DEYH57gRXy1/FptFfgi0Hob6nnos3rJY/i4gsCp3FZafXa7abnPRZizesjjuYv98xWw1Y2nmUqzPXz+orqXeFBMPJ/2W/kG3WgP2Pr+teJtmyYeWvpaQWfScY6XSa9K9qm13tuGs7DURzhIbkptkKO6ZVlbZfks/ClsHrN9aExOrzerVC1267oEKOlr4MmEqby+PyQnIgYoDWJe/LtzNkNldtntQjlPXXScLrIC+660kpEh9JRjvTE/7iJT3clVnVcD70DqXxl57ptkV2SswJFFtqZXyGFR0VLj8dkX2Cr/asK98n+r9LQkwNV01+DLrS93fuUssJHGk6giswopTdadwpuEMh3MFkYqOCr+tqe6eoWBmQvcWvfkjx2AHKNQKITyqkbzZJtTEYp3a1IxUrMlb49eLwiZsOFp9FL/d9lu8cvgVAHDJ0ugJZQr0LUVb5P0y2vSZ+/DZmc8goC45EIjm29t7FumWzx0lO7CteJtboc7X/qmkzdCmqR3v7O9ETVeNZv259fnrfapL5wuZ9Zn4MutLn+/L8drjIWmPr0iJTaSYQV9JzUjF6frTLsuNFqNbl2bnRFFKPjn9CVblrPKrPYNNWXsZdpftjvjapNGAxWZBWmWarmXOm/djMMbHD05+gPdOvCdPmvvMfUikRCy8fKFqO2U7C1sKfbLaSXgTy65UegXDs8pZiXa0+igKWgrc/sb5urpYan247nru1M29zaqJvGypVSitthZvxSuHX8FjWx/zaY6yJncNPj/7udttpAQ/ANBqaHUrVHiTOCu3ORen6k7h48yP8cGpDyL+3R1tDFayTH9CFpR4uu96CuVVOasCPna0E7REUUT0fLD2FWykOrX33ntvuJsSdPSy/Lnjw1MfytbWqs4qtPa14pPTnwAAFi9YjJtm3YTzxp0nbz9u2Dg8fNnDqn3kNefBZDWpNF/RGrNZ1VmFTYWbQqrR1rOW+nvMkrYSrMpZ5ZW1LFI09XpIllJ3E45VOav8SvZgsVmwNm8tMtszPW/sgVAmmwD8m+SFgqrOKlR2VKK6s9prV1JfOVkXvKQ4Et5MWMJp4ZaQ+pE37dVTusQa/o5Rec15KGgpwOkGVyVJMDFbzWjpa9FMvGS1WdHUZx/Dlp1ZhsVbFqOlrwXDhwzHyKEjXfYD2BVtBysPqtxaJU7Xn3YrADnX1HQ3blht1pDE3OU05ciZhr3Fl3uc05SD1IxU+Z2g99w6u9ZKMbXSMyYgVDkOEn3IY9re3+7Runqq7pTXyj1/lP4zRs3w+TdM8PFUo9aZUHgCeUu8G5f8rvRNRKuVXwFcCeC1gFvE+IQvk7Si1iJYbVaX+mfvnnhXfolOHD4RC69YCKvNit9s+w0A4Knrn3Kp75nbnIsntj+hWlbYWohrpl/jx1mEl71le2G2mWGxWWT3pWAT7HIRkrW3zdCGmaNnut02UrW9ZqvZpag4oD/5aelrwawxs3w6hjQJbTW1YgzG+N5IBxUdFdhVugt3X3g3Zoz2faLhq4uSp+e6zdAGm7BplgDwB2X/3FGyQ7Vu2shpuGjiRbhwQmjz/nk652AkigqUvOY8WG1WXDblMo/b1nTVoNvYjYsnXaxa7ss5bCveBgC4dfatPrUzWBgtRhitRoxKHqXZbovNgqzGLFw59Urd2qChoqm3SXbDk8aMdkM7xqWMC/qxHt/+OADgxlk34udX/Fy1Tul5I5UjK20rxfAhwzF7zGzVts7uj1qWPUnhs2jBIs22+GLd9XUy7olAFKS+vIcy6uzX0Ww1Y2jSUFm55un4kqVW6dkze+xsOe7RH8u4J7y1jHkrbCjrFg9LGuZXm5jBpbGn0e366s5qHK89LvdPLTYWbkRXf5ecwdtf4t1lPZAZUZcQ4seOvwcB7PH4CyYgTFYTjlYf9fgA6fHWsbfw9vG3XZYrtcLnjDkHAJCYkIjXbn8ND17yIKaMmILkxGSP+//3yX/71a5w46/QZ7FZVC+g0/WndS2n4RAs67vrIzrT6+mG035bAoUQyG7MdluyoqStBJsKN+mulybpHf0dHhOLSM9cc59rJsmClgK3Gn2bsGm6mjpP0HyZMNZ21+JE7Qmvt/eEMh7Qmfqeeuyv2K+73mKzaMYlB4re9TjbcFZzuRb9lv6Akuc5c7jqsG7tT2V7O/s7sa14Gw5VHdLdl7S90WL0Kt4uHOS35GNVzipdYSCzPhOn6k4hvzl/0BMIbijYoHKBLWsvw5q8NS4KWE/48txpld3564G/uizrMHagsbcRY4YNKNISKMFFqA2mF01JW0nQrfoHKg5gde5qj9vVdtV69BryZbzz930pKaWV45ly7tJidD8WnG046/N44a2wqrw+5e3l+PDUh2jubcaesj2qxHVSjDAQ+fkwGDtayvkjVUfk+UlaZRraDG1uvb1aeltQ0Gofz5wVy+4wW814dvezmiE98UggQu3LTt//HEhDGM+YrWbkNOX4FUf76elPVd/fuvMtPHP9M6pl00ZOU30fO2wsbj/vdhCR6sVwyaRLMGLICJ/bEGxswoa85rywuVt8lf0VPjvzmfw9sz5TVYA9tynXY7xxqFyDTVYTNhdtxoGKAxHrflzXXae53JtJRXFbMY7VHHMptQDYE3lk1mdiX/k+tPd7557fatCOU3OuGedMZ38n0irTXFwCvUHPbc1kNWmelzP+CJJdxi57LJ/Nqko2EUg5gn3l+7ChYIPbuEZpnS99Uc+ltLqrGoB3Fs/1+etd6kAOBu76sKRJL2svQ3pNOpafXe4xdq/P3IctRVtUCXB8qUEaaAIRPe2/ZKXScqMdbKRY01C5zAPAuWPP9XpbKYTnJ5f+BKOHjsaYoWP8KikD2MfKw1WHXbysgIFnal/5PhS1FmFF1oqAchAoKWotcklKoxXytLV4q+xVoIeUTyI1IxV13XVuFTnSOTk/40phV+s+K2NqDWYDthdvV41tFmFBVWeV7hzqeO1xrM9f71P5Qk+xxRLK69bc14zTDafRa+7Fmrw1yG/JR35zPj49/SlK20rl7TqMkVmrPBYoai3SFEaDRW5zrpwHwxslzZDEIfJ46ouS882jb6LL2IUPMz6EECJiPfMGC7/dj4UQ5QBARBOFEC1CiNC9SRgVysmeXj2rlr4W1HbXYvaY2WgztbkkmRmZPFLlynnb7Nvwnxf/p+4xlULt7LGzB93VTIv85nwcqT4Ci82Cy6dcPujHlwaept4mEAhWYVW5g0qZagH9yXyoBqAjVYpjR+Ag903+Ny5WT9ly5UU8imQhlyYsJqsJmws347Y5t6GkrcTn9rgTttwJBJKywnmb6s5qbC/ZjgcufsBrd0jpPnk7SfLHzWhjwUYYLAbUddehuK0YC69YiGFJw7zel5arnSRcW2wWDMVQ1Tqz1YwdJTswafgk/OjiH/kk/DgnxHGXKEoPfxODpGakYurIqZg+ajpmjZ6FKSOnePyN8jlzJ3BL47fRqp8Yq7m3WaVoyWrMQl13HfKa8zB/2nzsLd+LsvYy2UXVYDYggRIwNGmoy77ymvNwuOowppqnejwHl3PSeS7aDG1Ym7cWE4dPlM8lEAIdo7R+743Sx9tJYEpSCgwWg4vlTHKTvXD8hbKLq8S1068FYH+33jb7Nvx1/19dLbVenvfavLX4IusLAMBH93zkdttecy/ym/O92q+3SM/dybqTXincAG3LbGWH3R1aUvZKFLUWYdywcZg0YhIAqCb3el5iWoriBEpAAiWgx9SDrMYs1HbXugi1n5/9HGOGjcET1z7h8nuJnaU7vThDbYRQh0kUtBSgrrsOFpsFrX2tKO8ol5UOksJg+qjpWH52Odr721UKiUCqJIRSuRPJeGv0eevYWwCA++be51dYi57iRUlHfwcOVR6S5wfdJn3LOxG5NX6k16bj6mlXu4TIVXRWyJ/TKtMwfdR03Dsv9vIHeYvfQq2CTwHcF4T9MB7QegF2GtVCbWd/J57b85zb/dw31367hg8ZLi/78bd+7DY+T/limTR8ksv6uy+822MG22AjTaSCWfTaHzYUbJA/l7aX4poZrnHFUi0xi82CfeX7kJyYjJtm3YTStlKXmLtgoGcFrOmq8RiDOxhoufH2mHr8erl8nPGx/GxouQcCoRPspUzAzkixbI29jRg7bGxAx9CzNnt7rXKbclHVWYUUpMj9QrKSm61mu1Dr5b60BAVvBE1JQPNWYB9M0mvSMWPUDJd47YaeBjT0NCCzPlM3vtEflCELeujVljxVdwpzJ8yVs66WtJXggvEXyAKPVjule91t8d+V0bl/SB4pwXTtDjbe1CI2Wo2w2qwQQrjNqSA9N8pkiB39HUjNTAUADE0cimFJw9Bv6cd1M67D8drjWDB9gWofyYnJPlkAlSifux5TD0YmDySgau5rxtSRaoVFKL2XQhGXKrlNS/1XGq9P1J7A7efdLm8nCRJWm1XXA2NIwhCYbWYkJtiTQjkns5yQMkHl4gvYr6lSUe9PAk6Jx7Y+BgC4aOJFePK6J1UJtV498qpKaP3g1AcAgFHJo9De345Zo2ep4i69FWqP1xxHl7ELd5x/B4CBHBDxiDeuu0ol9LKzy/DolY8CsI+VSQlJmDxiMgBga9FW7Crbhbe//7bLGPjY1sdwzfRr8Kv5v9I9jsVmQX6LdwqmBErQVSLmNudi2ZllWHZmGZbcukSlZB2fMl5WYHyV8xVumX2LV8eLVYKRZSS+o5IjjD/t+5Pb9e/+4F3cPfdul+WeEs4oC5WPHjpate7C8Rdi+JDhEBAhzxAbSoIh+Gi5fQkhUN9TDwB45fArWJe/DitzVuK1I6/hUNUhXUVAa1+rrouuJ5RWLqV1wZOLGBB4Onp/WZe/DiuzV+qu17o/AmpLi14GbuXL4kjVEdR313vctzfoXU9lLLOv+3YWEvUmNt5aLY9UH5FddgPF2cICDJyfu/htaZLtSxkgresWrERRyv6Q1ZjlMsn1xJ6yPT7F9qqOHeA4oxxjvBlvpbG9uKcYH2d87JPAI7XVua8Fcg42YXNpQ7iUHR39HdhQsAGbijbh8e2PywLQ0eqjsseH8t3XZmjDkaojKGwpxPN7Bgo+9Jp78dyNz+GvN/8Vv7jqF/jw7g9d3pNDk4a6KGCVJWGcUY4tyvvsPHZpWab0lG3e0mXsUnn7RApSv3OX7TopIQkWq0Xus86W2vHD7UKAcgzYV75PVjw7o6eE2lq0FceqB+Lr3zj6BjYXDZSNLGgpcBGO9RJp5jTbY4Cb+5rRaeyUPSD0PPGcOdt4FuUd5UjNSEVqRmpAQnk8sDRzqfw5vSZd7gsvHXwJf9n/F9R01aDH1INNRZvQb+nXdQd2zuKfWZ+Jg5UH5e++jLUJSFBt//zu57F4y2JUdFTgUOVAboalp+1tz6jLwOIti9FmaMOts2/FbbNvw/Uzro/YcLPBIhhCbXxfwUEisz4TX2V/5bJcEnqkIuN6AsmvrvoVPrrnIxf3tH/e+U/86/v/8nj8aaPs8bbzJsxDSlKKvPyJa5/AMzc8g6GJ9v06T1oz6zORmpHq8qCdaTgTtCRGkf4Qf5z5MQDgyR1PqpJFSIKGnjvXuvx1mkKENygn/7vLdqOsp8yr693a1+oS1+MLPaaegITiQN0YvRH0cptzVZMPwPs+pEzOpExI4/x7f66BN+5MSoIh4OkJLVooJ3BKJK33ybqTyG7MVrn8KoWfQJ93PUFqMJQwzpOTsvYyt3WD9a5nv6U/YM8SX1ywrTarPCHrNndDQGBp5lLZbdYTumETAYy5X5z9Ap+e/lTVf/UECiWtfa2q8ixKek29mvGm3mC0GrGzZKe8n+Vnl2P52eV44+gbsNgsLmPS51mf45/p/1QtmzJyCmaMniFnRtd6NiUXZm9RviuUv5Oet/SadFR0VLhN8uYve8v2qkoB+eWe6fS8+pO9XC+5lGTx7jX1YvGWxdhQsEFeJ1lqJcw2s6zYsdgsmJAyAUarUSX4O8enS21v6WvB49sfV2Wvr+qsgslqwqaiTVh2dpn8+7L2MlhtVnxvzvfkbSVLvsT9F92veZ7S8Z+67in0mHpkS6E3sdHNva5eT7GMTdiQXpPut9dDeW+5S5mrblO3Snn17vF3Vcoik9WELmMX3jvxHpp7m3XfOR9lfKSap/uS9yKB1EKtFE+9rXgbzjQOjI9VnVWo7apV9a1+cz9+culP8OhVj3qV1DWWYUttlOAuFu3fJ/+Nx7Y+huymbN1ttFxiAWBE8giVG7Ie41PG44O7P8AzNzyDlCEDQu3wIcNVsVxaQi3gOik8UXsi4uovhlI47jJ2yZPL28+7HTfMvAEpSSkQQnjljuhMdad7y5ty4msTNmyo34C3jr3lUXMouRNqWfbMVrOuZai+ux4nak/gq+yvsLt0t2pdakYq9pXvc3vcUDMu2TWuVXmN3Fme9PqF0r3Ln9+7bOejftCbGsXBxN34InGs5hh2luxEr6kXqRmpKiEk0GRFel4LenGpSpwnrc6Ta0+C4qbCTZpZYJedWSafl7v7vLNkJ45WH3XrTpiakeqV9Vfp8uupz2wv2a7ZT6TSM97ifL30YpW9EdiNVqPP7rEmqwnr8teprCBKyjvKXfbpiwAludT2mftUWZyf3PGkx/wRD1z8AB669CGPxxiWNMzvibjyvWqwGGAwG/DZmc/wyuFX5JAWX7EJm66lOBLzMAD2dtV318vt+3va3wHY+7mkAE5KTFIJHUaLUXbXtggLxqeMB6COOXU+X5PVBJuw4eMMu0JaUmYWtRbh5UMvY13+uoHfCoGGngbYhA2TR0yWrawAXDJxJycmywk6Jw6fiN/d8Ds8fs3juHTypbj/ovsxZ9wc9Jp65RAvdzGYEnqhCrFKaVspshqz3CoV3fFNnev1Km0rxTO7BhKndho7VaF9+yv2Y/mZ5chpysHByoMqy60vCfvcQUQwWAxYk7cGgN3gBEBTWbckbQnmT5svf7959s3y51CUNIsmgiHU/jEI+/AIEX1KRE1ElKNYNp6IdhNRseN/zN3NtMo0t65ZJqtJ7vRSSZ1hScPw0q0v4bfX/BbJicn49Xm/DkpbJG2nMvOxZKGV6qnpCT2+amjbDe0hiZXNasxCaoZaeypNRgN5kW8t2oq3013LJUlIk/uFVyzEg5c8iJmjZ8JgMaDX3OvxuNJ1aO1rRWtfK8xWsxxn6c3kUOmu5ilxjnSfilqLXCbpK7JX4IusL3C0+ig+yfxEtW5z0WbZ2qIlECuTN3nT5j/t/ZPbcjx66F3LqcPcJ8mRYuo6+jvkZCZKnJPAOGMTNpd+BfhWfka21PqgJ5SO641gp3dM58QmgWK0GmV3XmX5G0+JS5wnBxUdFZrXVImWK6sWztfHnQCqNe4oa6J62hZwHe8qOyu9sqg5WxAklFnVlddUTymW15yHE7UnZEXAtuJt2NmoTn7jTSkhvedJq505TTl4YvsTIVG2+Frnud/S75e3ifNE2WKzyPHKWiyavwh3nn+nV/VEU4ak+O0WrHyvGiwGl5wE3ibHM1qNct/PaszCnrI9mtcpXN5PnhJp5TbZvWwkYVGZb6Coze4J4mypNVlNKqFWEjo9xYM39jSqkvAAwAXjLwAAZDcOKPhqumqwJG0JAGDyiMmYMHyCvG7KCNcEc3PGzbH/HzsHcyfMxWVTLsPcCXNx1wV3AQD+8O0/4AcX/ABJCUl+Z7EOdz3vUFDdWY3M+ky5vJzzuCeE8Di/0evXH2Z86LJMOY5tL9kuu4jfcu4tKuWUZHCS3m/O8e3eIs2v95TtgcFswIhk9xVGfnbZz+TP5487X/583Yzr/Dp+rBCwUCuECL7vizbLAPzAadkfAOwVQlwIYK/je0xR0FKgSjTgTHJiMhbNVycH+d0Nv8PUkVNx+ZTL8d5d7yElMUXn1/7hHCsEDAi3OU05QalZuSZvjSzUWG1W5DXnBeVFe7zGkWJdY18GswHHqo95NUlWCj4WmwUn6066tcLUdNUggRLkjJiSJtYb1yFJKF2Xvw7r8tfJSYiAgQzMdd11WJO7RhYMlC81pXVD2cZuo9rlRtqPhFKQ6zZ2yxOOnKYcWIXV7f3QE0Y2FmxUxbNoYbFZ0Gpoxdbirbrb6L20fYlB/jr3a/mzgMDesr1YnbtaM/OlJxdXvZdpt6lbjqd2RgihEipkV2APE5KKjgpZ0SX1VV9r1kqT6x0lO/Bx5seo7KjE4i2LsXjLYp/24wvOsYDOuBMeJJwF/qWZS73KxuoshHUZu5BRl6EpaPubYMXX+qg5TTleuw7qlZwSEC6u9CdqT+Bw1WFZydRj6sHGwo3I7crFkoNL5D7jTSkhwHsly3sn3gMATaVQoPjizWIwG7A6d7VXVi5A/S5wl/X27gvtuShev/11/Gr+rzB91HRcNe0qr9s1btg49Jh68OSOJ32uS6yy1JoNKkW3Lxm+dzXukuMApbFfyyXaXwWvsua9P3h690rWMy2vD8kCm5SgttR2m7oxKnkUgIFEUYBd0dxl7EJTb5Pmu0xZTke6HgmUgDFDx6ieR2UioMkjJmPs0IHEgFp9MDkxGa987xUsvGKh5jlOHzUd41PGY/iQ4QGXZtpZulNVdjAakTy9tpdsV3ksOveV1IxU/PPYP51/LmO2mlHYqg5f+M3Vv9Hdfk/ZHlw55UqX5cOHDEdmw8A7J68lDxsLN8pJKi+ZdAn6Lf1ex0NLSELt/GnzZW9Iqa8CwIu3vKjKfK7n+SQlSItXgmGphcNSup6IXiSiHxLR7GDsV4kQIg2A8wzkhwCWOz4vB6AdsBCjSAPxgukL8PBlD+OmWTfhhe+8gHPGnBP0Y0kvBcA+6X7upudw3rjz5NgPyf3YaDWqsgEHgjThzKzPxOGqwyht9y/OUwvpJVXVWSW7nh2uOozspmzsLNmJotYiVHdW67rOZtRn4G8H/obFWxbjzaNvor6nHmabWX6xOmucq7qqMGPUDDm7plS6wFlbbLVZ8dnpz1RuYe6EHKkPHKk6gvb+dvmlr5zoKC1EygQSK3NWYkX2ClXRbmXcozQxKGkrwcoc/QRO3pJWmeaSkOdU3Sks3rJYlckyFEkuvJmY13bX6q7zp3yOhF42xt1lu/Hkjid9nri8cvgV/Cv9X6p77I0iRkswl/qL0h3VkwBR2l6Kr3O/hhBCt+B7INcrFDhPAM42nkVGfQbW5q0FoH7GGnv0k0a5u87lHZ6z7Ur3bGnmUrx34j28duQ1j79xR2lbqWoMKWotcolPVY4ltd21LuEB7vDWiq/sW6EoJeIpkaGS3OZcn4RGb9zi75t3H+6bdx8+uPsDjBk2BtdMvwYv3vKiT+2SJqj9ln48ueNJr3/Xb+mHwWzAkAT7u6OgpUDl/qqVa8MdZxrOYHvxdl2vgEBQetdYbVafk6m5JCTTiakF1H1uVPIo2Gz2ZzMpIQlmqxkC9lrO7YZ22epVY6jBiOQROGfMORAQWJWzyh6PqyHEz5swT1bg5zXnyc+uUqmflJCkuhejkkdh1NCBuZKeu/n4lPEeYx9TklI8KmY8Kfo7+zuRUZcRNBfZcKHliaBU7gN2ZYBz/eP85nxZ6dfc14x/pavzx8weO1v1/cO7Byy2U0ZMwa+vcfVyHJo0FDfOvBGzx9h/a7KasK14G9YXrMfL330ZD17yIN448obHKiSA3X1eSggnvXel/QJqZeb0UdMBQJ7f57fk45Zzb8HDlz3s8TjxRFCEWgAfAWgA0ArgLgA5RJRNREuISDtHfnCYIoSoBwDH/8laG1mtVlx99dXyX2qqe5e2aGB7yXY8tvUx2fX45nNvxsIrFrqUpQgWzi/v88edj+dvel4W0iT3K+dBXGvQ9dWtWC6n4GayXdJWghVZK3y25ioFDkm4re6qxoGKA9hesl3etzNNvU2yBU6azH5r0rfk9UpNuhAC1Z3VqnsjuUA19zWrrkevuRdmm1nlbpdIas1bZ38nzjScQUZdhvwyVib8KW8vh8lqwkcZH6GjvwMzR8+UrfVa5WFO1p1ES1+LrnCl58bnqzbf2Y2+vL1cTqKltJC0GAYm6UrLqxD2eKpAavfp4a7fhCq+TJoMSZmqfe27vtaKtkFfIFNeU0+eFh+d+gj7yveh29Ttkv0R8P08pGRy3uCtW50/tYqd2Va8DYu3LMYf99ojbCo7KvHrrb9W1Z/WQzk5V1p+JQWZdN26Td2q66X83Nzb7FFZ4WzB1cpTIAmZ90+363wl9z1v8LbvK7OtN/UF7qnjTDDdKZ37p1Zf+e01v8Vrtw8oHKSyXL4Isc44n4NkyTFbzXJSGucxsqarBp+f/RwGi0G23jhbm/xxafaUDd35GukpqdyNFWcbz/od9+jMvvJ9eHrn06pM/tJ7acqIKRg7bCz6rXZhptXQisLWQrnWs1VYcdHEi+y/6bX/5rkbn8MP5/3Q7TETKAFv3PGG/F1yR5UE5CkjpmDM0DHy+vsvuh9EpDIAWIUVFpsFGws34v0T7/t0zsOShnlUuCjjv5VInjuzxsyC2WYOyngYadiEDeXt5fK8cMLwCRBQuyCn16ZjS9EWdBm7VAlORyaPxN0X3o0xwwbuXyIlgohwyaRLAADP3aQtlCZSIkYkj8Afv/NHzB4zGybLwPxtVPIoJFACarrtfcWdF0WPqQc1XTXYWLgRAFDXY5/raMXESgItAPzkWz8BYFeo/PSyn+Lmc2922T6eCZZQ+zMhxG+EEO8LIR4D8G0A+wB0AdD3BxgkEhMTcerUKflv0aLg1bD7FNIAACAASURBVBwMF5I1VIqjDRUPXPwArpp6lWxZ1ENyP5a0ZM7WNmWipD1le7w+fmpGqvyiJyLUddfhy6wvXaxOhyoPyQKhN2hNvH1xm3be9qZZN+HBSx6ETdjQ0NOgehl1GjvRberGrNGzcNHEi5CcmIzkxGSMHjoaLX0tKGkrwdc5X6OkrUQWZpW/d3YnyajPwAenPkBqZioKmtWTICLC7rLdeOf4O8isz8T7J95Hr7kX44eMx8UTL8ao5FGaL8r1+euxKmeVel+OiYyybl6wsNqsePXIq6pl0stJGT+m1MaeqjuFzUWbNRP2KMlvyceyM8tUy7rM7q2hWpP39Jr0QSlgL/Ul50zEfeY+l+MrlUbjU8ar+nFLXwssNgv6Lf04WHEQqRmpXiuQlM+TnqurhGTddRfrr+dyrYW7JHj+opc4x9vJnU3Y5MlGm6ENBrMBK7JXAAA+P/u5StlS3l6OxVsWY2/ZXgDAiqwVKu8IpVtyt7Eb6/LXqbTr3xR8I99nSUBJr0nHC/tfUFnQJfdwm7Bh8ZbFePHAi14pENoMbUikRMwZbo/la+9vdwk7cIc3VneltbjD4J3SyZcat4EIkwDw3vH38MzOZ7C9wa4MVvb3f59yfYdePuVyVX1ppaDiL1dPv1r1XbLkfJn9JV4+9DLaDG0uoUaSFcdgNqgm5Uq06sYrOVR5CM/sfMan5Fx6tbGdceeV5U9SLK1YdLPVjK9zv0afuQ8l7QPPr/Ss/Ozyn2Fo0tCBLN/GbtiEDVWdVbKH0aThk/DolY/ixzN/DAAYkjhEFbPobpxfcusSTBkxZeB9SPb34ffmfE+2ts4cNRPfP//78r5/d8PvcM+F98jXYVvxNq8S7SnftcmJyR49DnKbc9HZ36kr/Equ0Fp14aOdXlMvXj3yKpakLcGf9/1ZzuiuNH5cOulSAHYBUpng9LXbX8N98+4DACxeYA+5kZQcT173JD665yM5DvuP31anDVL20cSERLkf/uiiH7lUF3GX1V0agy8cfyGAgTFGaRx576738Isrf4G/3PwXeZmUYd2XMTyeCJZQ20lEl0tfhBBnAFwvhHgTwE1BOoYWjUQ0DQAc/zWlEpvNhkWLFmHz5s1aq6MOafIk4U/2XE/MGTsHD1z8ACYMn6CbOVmJ0v0YsLu8rcpZJU/UV+euloUmZRzZqbpTXlt2+sx92FK0RZ7s++PiKA1IgVrfJK3tL6/6JX562U+x8IqFGJI4BImUiE2Fm5DVmIWSthJ8eOpD7C6zu/tNHD4R3z7n27LWeMzQMbJ1tNPYiX3l++QJsHICYhM2lRVVeb/LOuyuhc7XUHI5bO5rRkVHBYYnDcdT1z+FBdMXAPAuY590rfRiNHzNYKrkrwf+Kn+WavdJ1kLlYK20UmsJW87nbbKa8Hb62zhWc0xlPbII38q+FLUW4bMzn8lWumAnLVO2WzqvVTmr0G/pl6/7Swdeko8vIQkC3571bVww/gJVPz5WfQwbCjbg87Ofy9Yc5WTH3XOm7FPexuh9cvoT3XWhKDPiK879s9ZQ61X5HyLC4arDqmVP7XxKpWB56eBLAOzXVFLOSDHgveZeXVf2VkMrdpXuwphhY/Dsjc8CsHspOAsHkvDdY7TfC+Xz/6e99lrkDT0NSK9Nl9uhR7uhHeNSxoGI8OAlDwJw72qvxJuxWQghP7vnjTsPbf3+KYLcvccCEWo7+zuR05yDXnMv8rvt8Y9aCsy37nwLAPBf3/ovl3XeVAhQsmjBIswarfaaSqAE/Pf8/1Zlx23oaZAVme48UNoMbRg7bKxmnVOpT0tZeJ3ZWLgRveZe3Yz5oUoKpVln2o93tlLQV1qlPz39KQD7ezUlKUVWhkrCiuS2Ddhdia+feT1mpsx0e6zjNcfxj7R/qN6PU0ZOwZLblmDexHn2c3CMzyOTR8rKu1ljZqn66NwJc+VQJF/ijCXjgPTZmzrUz+15Dk/vfFozbEfyoAs0NjcSkcbIpt4m+3vR0bWUhg1JcVHfXS+77wPqecX8afPxzPXP4Pbzbtc8zuyxs/Hrq7WTrSYlJMFkNWH+tPmYMWqGvFzqC+6UEtJ7VjruwisWYsmtS1TKluTEZFw38zpV3xqaOBTv/uBd3HH+HS77JJBKGRePBEuoXQzgMyL6hIieIKL3AdnXLZRFkzYB+Lnj888BbNTaKCEhAampqbj33ntD2JTgoze5XJ2ntlQFmpxB4pdX/VL+/K3J31Jl8fOENBhL2tmM+gyXgVQSDJSarsz6TBf3qfzmfGjhrUWnpqsGqRmp2FGyQ/elUNJW4lOCDWek386bMA+3nHuLvFwSUExWE944+gZON5yWLdPzJsxDAiXguhnX4cLxF2Jk8kiv2iDVIJZwjqEDoFIeSPdg8ojJ6Lf0w2KzyK7VgH3AVcawekK6b13GLpXAKU0qvHnxKrHarPI5vHb7a7hx1o0AgBf2v4C85jxVf1Cm1Vei1xck6xoAvH7kdewp24P1+etdXLidcZ7YSZY+KXulnhKkpa8FK7JWoKStBAazAcWtxfjw1IeamvPO/k75OMr7obSKKCcmUqISq80qKzukmLVvn/Nt13OAcLE4eJs4SzkR8HQ/Je2/ntuTnjukgEB2Y7ZcE9QfAonVNdn0FRPO+5UEhRtm3qBafsd5AxOJt469pZq0KIUVwO5irExGZhM2WZiakDJBzqQK2C2DSvrMfZg8YjJum3MbALv1V0LZX5adWYa0yjQ8tvUx2c3ZJmyq/nyi7gRa+loweehk+ThKhY87PNUWXZG9Ai8felmO/Zs1ehY6+jv8EpTcefAo70+PqUe3FI0WWpnLXzr4khyLes30azB5+GSMTB6Jj+75CN+d8115O8mK4o23ymWTL1N9v23ObS7PyNXTr1Zt9+KBF+XP7uInWw2tmDh8Iq6aOpCY6seX/BiThk+Sx5IPT32IFw+8qKqvCUAOe5FcIv3BXR/wpNzcUbIDhS2FEEJohivoIfUhZX+X3I+FEPKYNTJ5JFKGDNQAlmKXO42dGJk8ErNGz/IqeU5Zexk+PfMpqruqsSZvja71VvJaGzV0FM4bdx4A7TFTEiilOE4pKZHSEueM8lp6Y6lVvi+cPa2UbVC6bccKq3LV5yspxUxWE0xWE3pNvbJiKTUzFb/ZNpAUyrk/z5s4z20fuXKqa8IowK7wH5I4BIsXLMZlUwaea8ltXUoitrVoq4uiVAq5MlqMOFBxAEkJSZgy0jVbtjNE5GIRBoBLJ1+K/17w31ynNhg7EUIUALgWwA7Y41pLANxDRCMAuD5pfkBEKwEcAzCPiGqI6JcAXgVwBxEVA7jD8T1mOFR5yO36Z65/Bo9e+ahPdammjZymuy6QrGmJCYlISkiS41r8pby9HIeq3J83YNdcKyfPykGquNU+ianqrNKNf0urTMPmQt8t92arGXvK9shCi54G31mYGJY0TB6IiAgzRs/A6KGj3WrnzVYzvsj6wkXwVSZbkuKylC+/gpYC2IRN1lgDwHcmfkf+TCCv3cukYzT0NODZ3c/imV3PuFgtlSVGvEGaZN55/p0YO2wszh1zrrzunePvoNfUi6SEJLclDaTzVWaeBID5Uwdqt3UYO7Ambw12lu70aOlRCpktfS043WBPgDQuZZzbCfrf0/6OtKo0vHH0DTy18ym8eexNnG447eJ+W9tVi+f2PIcdpfYYbqUlwJOL8wenPpAFFqkIu5QsQtk2LeWWcpk77wSlUOs8kcppykF5e7nLtspYIm95/+T7WF+wPiArv6+UtZd5VfrHYrPI2zT1NiEpIQkLr1iIJ659Qt7mnrn3yJ4WRa1FeGrnU/I65cTWaDFiaeZS7Cvfh7xme3bMX2/9NfaU7UECJbiUfbh44sWq7z2mHoxKHoV+Sz8Wb1ks33cliZSIaSOnyW7R6/LXwWw148kdT+KxrY/BZDWprJ9Xj78ak4ZPAoF8ckfUUyT0mHqQVpmG6q5qVHVWISkhCVNHToXFZvE687AS5yRyqjYoxveNBRt9CmHRm+QdrDyI2q5aWIVV9933yJWP4M7z7vQq+eL1M6/Hr+b/SlYOD0saJvcVJffO1Vau62VLNVlN6DJ2YeLwibKnDWC3IDb3NeNE7QnYhE3uIy8feln1+wTHNO+bfO16pgICWY1ZfnujHKvWHv+lsembgm/wz/R/em31P9NwBgcrD+K5Pc+hy9il6sNSngvlez05MVllqR09zJ7IqcvYhT5zn9dWdmVc//6K/Xj3+Lua29039z48fNnDuGD8BfK97DLZ31NK4Udyd5XGS0mh5Kz8UqJ8DyUnJWtmplaiTJ5Z2l7qkmdBEmp9qQoQLTh7QkjP8NLMpXjn+Dt4ZtczqqRdgSIpMJQUthSioqPCxfNNcl2WPJbSa9JdwnWkONmKjgqszFnpc+1wJZdPuVw2DsQ7wbLUQghhFUKsEUL8RQjxthCiVQjRK4T4R5D2/5AQYpoQYogQYqYQ4hPHMb4nhLjQ8V9zdhiN7sddxi7dZA73zL0Ht557K+ZNtLvUSA+QN0gDq+Qa44w7odcTFpvFYzkMKeZPD29frGmVaaoBXO93Qgh0m7s1k+r4MvHaULABVZ1VKO8oR1l7GXrNvUhOTJYTZTnj7N7mfM6JlIgpI6egvb8dlR2VWHZmmcuk5vHtj+Nw1WH8v0P/TzUhKG4rRlJCEoYPGY4+i124Vp5/VlMWhiYOxVVTr8K9c+/FovmLMCF5wOrubfIO5WRWaVFwniT6qgWWrs1ts+1WKOd6bLvKdsFis2D00NHoMnbh48yP5XgZT5w//nxV2ntvUSqQlFZgPYFz+ZnlLiV5ALvbPmDPRq1Emoxl1meiz9ynUioohcNOY6d83SUrcXZTNoQQKq289AL3lEjE2xhS5cRROZGyCRveO/GeKv5ZCjHwNOFyRtmHlXVXfcGXhEHSBPm1I69hR8kO5HXpJ9YiInx6+lNsKNgAi82C/RX7YbFZkEAJuHTypXjvrvfw+u2vY1jSMDx9/dOa+1CWuVK6yr9z/B15XKzsrMS0kdNky9+T1z2J++be5/IM9Fv6kZKUooofv3jixXjo0ocA2Mu23TTrJhflSUFLgTwWZNZnysLrL678BRIpEQumL8C4lHFex7Mq71l5e7ksKADA73b9Tl6X1ZiFkckjZdc3f5K5mawmXQFJia+JkdwpM5akLYHZatYVaicOn4gHLnnAK/dnIkICJXhUDo9IHoE373hT/i5dM70EXtLYJPWRv93yN/xq/q9w6eRL5W2cy7bsKt2FxVsWo9fUK9dvVZYHUVLdWY30mnSvrr0W7hQkymvvjfLzbONZnKg9gbSKNHQZu1DSVqJSzEnCmbMQIVlqhRAYnawWakcMcV/vE7CHvDgrevXyAqQMScHN596MBEqQx+iLJl6EBEpQPS9zJ8zFTy/7KRZMW4AfzvuhS+iTlrA9f9qAUtYXS+2k4ZPQberGO8ffUa2XhFplCZpYwdnNVgobaO9vl997ztdv3oR5+NZofUu5O35/w+/x/l3qZF+SEkLrvXTzOXYvDbPVjKa+JlX/MpgNcvZxaQ7nTwy6RKRVGwgnQRNqI5lodD92p1m7d+69eOiyh/za7zljzsH1M6/HffPuw5VTr5RTmv/Hhf+h2i5UD0lWY5bLMnca3NP1p/Hq4VfdxsIpLVDO+6ruqsaB5gM4XHUYZqvZ7QTn1cOv4o2jb2iua+ptwo6SHfL+PWmAG3saVddQimWTmDNuDv4/e18eJ0V1rv2c6r17pmff92H2fYFhh2GVZUBFVECCgDpG426MMRoT/dSLiclVyVUxfjcxi7lJ/OK9V+MSE4MGV8ANN0RlEWQbmLVn66W+P4pz+lR1Ve8zzEA/vx8/prurq6qr6pzzvu/zvs+baZPYmvu23Yc3D76J5/Y8p3lsEVIK8ktfvoQPj36I4qRi2E12H6fGMezAtgPbkGJNgV7Qo62sTRbdB7wCPzTt5ZW9r/itseWv/aZ5m/Dc58/hqV1PsWupxbB8dOwjxprzoMwSrxypBrvRjq86v8KOb3bg8XcDq+Py6b0PLXoopAANHyF/5jOJ0ZiYPREn+k/4GJuP73wcQ+4hiBAxJXcK6z28tnYtq5N8/evX8fQnT+Ofe6Xv0rS7A90HcONLN8qCBPyxX9v/GrqHJOEP/ro6PU58/x++bbj//Mmfg/6N/kDZBKvBKnNWeae+Z6gHLo+LPQ/BtE1xe9xsO94ZoQs8bakzEhAh4tEdjwLwzqfD7mH88J8/xGcdn0EUpXRt3qHv6O9gr3lj2KgzypQyH136KLvXFG6Pm81FymAIFZEBvEIfgNTTcGnZUjy7+1lc+dyVGHAOwCN6MOgahElvkrEDadY0tBa2YkvbFpSllMkydKbkTAEgD8gMuYaYQ0CZ4QlJE5BqTQ3eqT2VfuwYduDlr17Gnz7+E3734e98jGenx4kkcxJjp4I10I47jsuuv5aYTriiKL9671eyPt1qGHANBCxPiDZ4BokGIb7p/UZ1LaTlRjRtNSs+y6e2VpnNQ5XV+cwaZeCEgmbD0GCVFjoHOtE12CWVXOz6vd9gJr2nvH5GMM8cFdah53qk74hsfqQZDTQj7N65Eitt0VvgET0Ydg+zcfrlyS9xuO+wz+/mAxQ0i4PP+LmrVaqXn1c0z++5VqVVIcWagnvm3IO20jasrFopsy/0gh6zC2ajvbmd2VcmnYndY2of5Nq9db78nBOoptbpduJw32HEG+NlIkjvH3mfXX+aHTYSbfJON1weFwuwzyua55P9Up9RL2XInSqNay1sxU1Tb8I5Gef47CsY0FRj2Xun5g21oBddU5949wkA8gDzS1++xMoEVlau1NxHsFC2JjqbcVY4teORqR0pEEJQl1EHo86IlpwWLJywEO3N7Wxi1UpRDCZ1aG7RXJnQgRp4JVC2b+6YyojXYzsfw96uvazXWCAojUneIVNrQu50O7H5nc3Yfmg79nbtZbWRWqCLlmPYwRYgNab8qOMoUqwpuKv1LkzNnSqr0wKkCSwrXu50UZbv5MBJuD1uxub0OfvgET24+9W78ZdP/4JjjmMoSymTmFqFU0uFhbRqQCgGXYO47sXr8IeP/oA/fvxHPPj2g0xd9foXr8eeE3vYvaAR61kFs5BoTsSznz+LV/e/KmOWn9r1FG566SbGEBztO4rN72zGA28+IDsub+zyjMbtM2/H5Y2Xy7btd/UHpUj9dc/X+PHWH+N7f/8eS70z6834ceuPcfPUm3H7zNshiiKGXEN+67IJCHte7CY7SpJK4BbdmjXeAhGwoWEDLmu6DFvatmBmwUz2m8pTyvHyVy/71P2oQRloef/I+7AarChMKGTsCl9D+OA5Dwbcpxr8ph+7vfVpvLPKsyS7O3bLPgvGcfn9rt/j+hevl9WTAl6GmY7XrsEuv/vb17UPP33jp7L5Q21OcnvcePqTp2XGNOANKlz7wrU45jiGf3/r37H9m+247R+34ZoXrpFtS5mnVTWrNM9HIIKsJhaQM7X0t1KmhHdC6D1dXLKYvUcDCc9+/iyG3cOMqZ2RP4OxQcpUfN6QmZInObU7D+9EqjUVBsGA4/3HcaD7gGyuMelNSLOmhaQ8DHhVeOmzyme+UEcj0ZwIoyAZmcFk3Lg8Ltzxzztw37b7/G7n9riD6gGshCiKeOvQW/jk+Ce4qOoi9v66unUyJeEh11BEpTeRgg8oHnMcgyiKzODdddTr5KulrW5p24J4Yzxbs/iabyW0sk5oxpJH9GiKSREQbNq2Cbf+/VbsPLwTr+1/TZNZfuPrN3DNC9dg17FdsgBZKGJF/Djirw99/r48+SUICBtLNMBMg83XT76enZ9WCuqhnkO4//X7cccrd7Brc1njZciMy8SWti24qPoi1e9RUKc0zZYGnaCDzWCTtV5RQ3Z8tlflnjK33DzG2xKUqdWyvQ73HcYxxzFkxGWwOaI5qxmP7niUPT8CEWDWm0Pq2zyWoGWLHe07il3HdsGqt8ru1cx8b5kV7SdMbS++v3C08OPWHzP1ZCUokUHLAvj5nq/RjzfFY0vblojSh4OpxT1bEBWnlhByk8q/ywgh/i3rUcJ4ZGrDxWj0rNJiKI2CMaC6qJoxpTZpH+g+gCuf804WfD9ZJXjZ9EO9h0JKi+wa7MJHxz7CE+89wd576O2H0D3YjTe/fpM5aBSU8XE4HZppTR8c+QDbv9mODFsGMuMysb5hvWoULjs+mwUB7m69G9PypuHVfa/itn/chu/9/XvsWjqGHXjj6zdk6VDFicWw6iWn1u1x493D7+LR7Y+yaDttJ6AFpZgIFZwCJIf3gTcfYIs2TRWdnDNZJsbBM0Wv7n8VDqeDMQR3br2TLSL8M0GNB5pGSZGfkC9LvWora5M57MqWGqIoMuP/ntfuYddmcu5k2XZlKWXIT8jH/v79uO7F6/DLd3/pt0cjVbhdXbMa6Tap7TVVug4WfPN0ILAxxzMRPG6beRuri6bO5bUt17Ko/Mqqldr79Lh9nOVup3rNHiBFlfWCHsccx7Djmx2s/zWfRts73CszjoKpn6e1b8ccx2RBEN5Y6Rnqwa1/vxXXvXid6j5EUcS7h9/FFye/wKDT27ZDTQ37045P8fJXL+O5Pc/hvn/JnSXl+fL9l2lfR3quANj99wc+pdMtepnaPSf3IMWSggfPeRCPLX0MWfFZuLRe0jQsTyn32T+9l6Io9VmkTC0gMUdtpW24ovkK2bErUivQlNWEqyZexbI+nB4n8hPyYTfZ0TvUKykfm5MYo2E1WJFiTUH3UHdQjqcoiiAgslINytBVp1Vj8+LNzKC2GW3sOME6tUDger9ADKIWKFMyPW865hV7WbfJuZPx4CJvYOjrnq8jbhnkD6tqVmFF5Qqf96fnSY0hzqs4j72Xak3FK3tfwb3/uhe/+eA3+MV2Kd2RigypIdmSzII9BYkFmtsd7jvsN1PpQPcBvPDFCz4BIQoqXMdvr4YnP3gSgBSI4ud+WndKsbdzL17b/xqrd+ftAJqSSbNDKOjf3YPd0Ak65hjStbjf2Q+BCKhKq2LOjJKFp+saXYtODJzAG1+/AYEIqurSWlAG4AkhKEgskKWFB/oO4A02FiUWyZwTo84IEaImI/7iFy+io78DqZZUrKtfh0vrL2XzyE/e+AkLVFKnVqtme6ziw6Mf4rcf/tbnfVEUcefWO9Ez1OPzTK6tW8tsKpreO794PiZlT8Lcwrk++4oU6bZ0md3Cw2a0YVreNPa8TUiawD4LVU09huARrQaUE0/9o3TaUgDbAXybEPJnURR/EqXjxKCB7PhsHOk7gorUCp9ed6GARpD81a6lWFJUa/n0gh5uUTKmQzESRIg+RtDLX74se61MLfGHUJwQtVrbvV17WQ9BQHLQaJ0mFWbod/Yj3ZqO8pRyEELwWcdncAw78PSnT7OG6MGwjPfMvQcfH/uYLWYfHZeEBfh0MsewA0f6jsBmsCHJkoSylDJUpVXhrYNv4YjjCA73HcaWnd460gurLgzIPNCatztn3Yl7/3WvpmMFeI3DnPgcWAwWn5pVrdS9spQy7PhmB3qHepkDTB0RXuShKLEIe7v2ys45yZwEi97CroOy/vmFL17A/+z+H5lBCPhnKig6HB0+IhMUh3sl5zg/IR/JlmTcOOVGmVR/MDDpTbLgDd2nGggIPB4PPjn+CVIsKT4RV2qs0bRMvielVlaER/Tg6uevhllvxkOLvGmi209uR3lauep39pzYI2NEHtn+CLa0bZGN8z9+/EdW42nRW5iDO+QawnUvXodzy8/1KWNINCWia6gLR/qOyNJMqdEKQNa26EjfEZ+xvnX/VqYUSQhBR38Hbn/ldpxfcT4WlSySbUufa4EIPkbcxz0fs7/tJju27t8KwJtuSEGDEIHS4wEpFZQ+026PmymV7+vah1RLqmwenZY3DU1ZTYy95T8TiICsuCx0DnbiYPdBDLmHGJtICMGyct+ArEAExhLwzkqGLQMd/R3oG+6DW3TDbrJLYmynhlCqRWL8Tg6cDDiv0vRjl9vrWDy28zEAElNs1BlhNUoGmkVvYU5tMP3Cg2mvBIRfCkOfT6r+S0HXuIaMBsaiBFt7rsSGhg0Q4Vtbz4MG9+YUzpGxm2tq16A6rRq1GbVIsaSgc7ATOkHH0o15MaT6zHrN/SdZklgwTmteo+hzBVbbV1s/t+7byv7mx70/GASD7DlQlrg8tuMxdA114dnPn0XPUI9s/qBBr0HXoCxbhO7D4XTIlKBpijFf4jAjfwb2d+9nwQMKQgggyp3szsFOxBnjQqrZVyIYm4evu1U+11RVmYKOpY6BDiZ+xcPtcaN7qBvJ1mQYdUZMy5smm2PdohsGGJBrz0WcMQ69w72yEoqxDtrqyjHswN6uvSxYwN8jZbYMIGWMHHUcZdmHccY4XN50uc92o4FL6y/FysqV2HNyjyzgVJNeI1PGjyF6iFZ4MgVAkyiKN4uieDMkBzcNwCwA66N0jLAxHtOPQ22JMKdwDhu4agM9WLQWtqIpq8nH2OFTF5VN5CmoUxJMD1Qebx18C79+/9f49fu/Vj3e3MK56BzoZAYjvTaHeg7hyueulH0vFIiiiKc+eiqobZVp0wPOAWTGZ2J24WzMyJ+BVTWr0DnYyRxaADL1YS3YTXZMzfO2DVFGZRPNiehz9sHpdsLhdKApswkXV18MQgiMeiOG3cOy2hLAv2Ez4BzA0b6jzPhPtiRjQ+MGEBA8tOghmRACXTx2d+yGXtAzY1wJpXAUdTRpOjXPVNJWIrxQWVlKmeo+lY45z6bR1j18f09/kVi+ncuznz+L+1+/3+c5dXqcOOY4Bh3RIdmSDIEIqEitCFlB0aQ3yVjEh9+RVDTVWAARIg72HsRDbz/Eep/yUKoo8kaJVlsTem8HXYOaQlLdg90yA0gv6H3u46BrEP3D/TLji47LRHMiM27p4sy3U/qm9xt8fuJzdu2O9h2VZVD0y4FhdwAAIABJREFUO/vx+M7HIYqizLmh4+ea56/B0588DafbKWtVIRCBGTtqjgitHUswJbDfTtPaX+3w1lbyz6RyrqMGNY2mnzPhHM1oPF+3TZnatw++jZMDJ1X7tdIxpHTGASkboXe4l9VtqbVt0AJfl5dmS2O10TXpNZiYPRFFSUXe45y6J3SueX7P86pO2b/2/0s16EeZvKWlSwGA9X+0GqxYOGEhgOCYWprVAQRu1+b2uPH4zsd91M79gd5HGhw4r+I8zE3zzhGNWY2q3wsFhBAYdcawUhv1gh7N2c0w6oyoz6xHa2Gr6nY3T71Z9X0Kfi7V6lFJW1MNuANnMam13eEVlemzQjMflLYKnUdcHpdsjlUGMdLjpEwFOhZpuzLAm44/4BqQqcLSffQO98qyd2jwj6+9zo7Pxi3TbvHpDkEVzO1GO6rTqvHwoodRmVoZlKAUDwIiC3xRp1YtCKMX9JiUPQnlKeWa6cfK79GgJZ+JxqNnqAce0YMks/f3GXQG1GfU49L6S9lcc23LtVhRuSKotlRjETf97SZsfmczOvo7cNxxHFt2bGGq4nXpdT7b0zZo55afO6rnqQWb0YaGzAbZHJFuS8eD5zyIny/8+Wk8szMT0XJq8wHwq5gTQIEoigMAwpf0ihLOhvRjPnpFC+TDgdVg1XRaA4EuZoEUWZVQS2M66jiKqrQqbGnbgjRbGobcQzgxcAJX/fUqZgzd/drdAOSqiu8e9q/y98GRD9j5USa1Kq0KP1v4M/x84c/x4DkP4kezf4SqtCoAYNHBf9v2bzLRo0HXIFtUBSLAbrKzNDxAEpJpyWnxey7KRebr7q+xt2uvjIHLic+BY9jBmEp+YjTqJKd2b+de2YKs1X5iccli/Pfu/8am1zehc7ATJp0JZr0Zk7In4bG2x2DWm2HQGbCiQkqV6xvuw5PvP8kMCK0oNq90OjF7IhaXLGZiNoA8hbVjoAMCEWTOmVrKnF7Q+xjavAHBGzRZcVnY0rYFF9dcrHp+AOBweY2dQ72H8FXnV9h9YrdPndlLX74Et+iOKB3RrJOPPWqI8cyCGtTYcqVDTcf1eRXnaaqJ8r9JiyX+3t+/h2teuIY5HwOuAZ/2I193f43dJ3ar1uLGm+LZd9XaZj3x7hP42Zs/Y7/pqOOot+WGyc5YVOqk5NnzUJhYiLayNkk8yOPEy1+9jN0ndsv2KxCBpY+rOVxUbM1isLBxrmzFwI8VqpjJ4y+fST2c6XymE3SYmD0R6xvW+6jGLy5ZjOasZtSk1zCRJ3peNWnaaYj5Cfk+GQ42ow2OYQcz6LWcWrWgJV+vlWpJZU7t/OL5mF88X+Zc0LFDsyAO9hzEx8c+hhL03lBj+5fv/hL/u/t/4XA6sKB4AQs6zS+ej+asZswrmscYs0BOrSiKsgDgL9/9pea2hEgtyHYe3okH3wq+npymLdMxs7hkMRoSvRVRasE0fwimrY8/KJk4NYiiKFsXbphyQ8Dz5O+tWW9WDWrSe+0vI8cf+Dmczsta9Y70fNyiW+bIKrdXZkKIEFngmm474BxgY64+ox4u0QWn24lB1yDiTN76UzWmVgvptnTMKpiF2oxaXDf5Opj0JtgMNh+Ni0AghPhdc3i0lbWhMasROfYcnyCAcn5tyGyQBRlpQBMAth3YxgLsdN3lnVoAuHrS1ar1maMthhYN7O7wzv8d/R145rNn8O6Rd5nY5YTkCT7faS1oxb1z75UF+sYiLAaLpnhbDOEjWk7tUwDeIoT8iBDyIwCvA/jDqT612n0UYhgRpFhTsK5+3YjuXw10cuXrU8NFR38HS7Wkk9NvPvgNAODlr1722T6Yvpfdg914ZMcjuPGlG/HCFy/gzq13ApD6zsUZ42Az2mAxWJAdn43rJ1+PLW1bZOJFT7z7BPZ37Zdq+1yDPgJR1CG8eerNQTlFyjormprGp5plx2fD4XSwaLaaU2vSmzDoGsSUnCm4ZdotrOaSZ5cyzRIblWROQr+zH8f6jiHJkqTqqNJUpxP9JzDkHkLvUK9fJoI6Ud+Z9B1c0eSt+6Pf4dnnv335N7/p6bdOvxWp1lQ0ZDYwp+Talmtxz5x7UJ7qTZ3lr30wxki/2zfQ8tDbD+G2f9yGO/8pPQdKoyvcuhctZ6Q63X8rAVpryYOOqbayNjyy5BH2vhYjA8jr1tXaUvDBAsqODLmGYNKZWJslAHjgzQdYWqMS8cZ4eESPLKBRm+5tPn+oV6rDpvWSxx3HMeAagEAE9gwC3rqndfXrcNuM22DUGZlwEAHxMQAJ8Yp5+TPQRVFkgSDlfZySO4X9XZ/hHWse0SMLyCnHhlFn9NmXzWhDe3M7MmwZGHANwO1xo9/VD7vJHtDg1Qk6rK5Zzfqa2ow2OJwONp5onawSStE5uq+NDRsBSHPGZY2X4c5Zd7LPeaElOnaUirlaIIRg0DWIHd/swF/3/BVXNl8pU4Y16oxob25nzgHgdWo/OvaRavsmf6JlSnQOdAalftw9KKmG7zmxhylbA5CJQvHgA2OB2FBA/tyEg0RzIjY0bAi43S3TbsHF1Rdj07xNsv7FSl0BCuUzyff9pqAK+KFcd0AaE0OuIRYYoL2TAfWWXqIosnHpFt2y9GN+LnJ73Kpz0+92/Q5//uTP7DwHXAPSGncqAOvyuNhzy1+PUGq51fCt+m9pCv7wCIbtVFtTeRaWBnFLk0tln9HvteS0YGPjRhj10m/iVcw/Of4J/vbl3/Du4XeZgry/tQDwMvmRpFafDgy6BvHzt7xM5l8//ytm5s/E7ILZuLv1bswvns+ywXgQQvz2Ah4v0Jq3YvCPqDi1oij+HwBXAOgC0A3g26Io3n2qT+0l0TjG2YZQFx+1lBcqGmDT22A32cNmb5XQckios8uLDoWKrsEuOIYd6Hf2s4mJRsh51ua447hs4gqGHeYZLD5t1V9Ez2Kw4NGljyLdlg6LwYL7tt2Hn77xU4gQVR29c0rOkUXWKXtbklyCGfkzZNsqneK2sjbUZ9QziXdAYsRcHhe6hyRmy6w3w6gzYkHxAqRZ0+ARPSCQjM4Ua4qMxeHvU1OS5ODSBXBv117NxZAaC7S3Zs9wj6ZBBXivq3J/lHHeeXinZtBBqTBZnFSMe+feC4EIuG3GbVhethzVadU+LAdvUPEGdqo11YdxBORMLSBntiiL+MAbklJzvDEeE5ImyJy0YDC7YDZ0RKfZN1pt/PEKu9Qwe+vgW/jhP3+InqEe6AQdtrRtwbKyZbJ0bLotbWPBg94PAqIqwsM7712DXXB73DjefxwOpwMXVV+Eu1vvZp8nmZMwJWcKNs3bJLu/NOWUV0ulQajth3zTFwdcAxhwDsCsN8tUu10eF6wGq4wFo4ajCJEJ5VAoHV1ax0rr++i1d4tuNsZNehPuar0Lcfo4PLDgAdZep62sjc1Zoiji/7z2f3DjS1IP2ktqpWXLZrDJBJ3mFs1VZUqtBisGXYP4pvcbHOg+gIqUCs15kv+t8aZ46AQdNjRsgM0gMbU0zd5fXeqKyhVYUroETVlN7DiTcydLarimeOgFvcyI5VPLKTvA16kHWm9oVktTVhNq02t9UjrZvk85tc989gxe3fcq3vj6Dfx1z199tlMGK7Su1d5OSfk+kEIyIGUf3PjSjXjgzQfw87d+zto5aTk6Bp0BFakVuKT2kqBY20RzItqb29nrZEtyyOyXVl9zCkIIChMLMbdors811nJKmrPkLdsuqr4I17Vch1un38reo4JmwTK1g65B/PaD32LzO5tx3YvXsWtI203RbZTg11iP6JExtZTBFUURVz9/tWrt7rYD2/DK3lcAeJXY+4b7YNKboBf06OjvYKnQ/HxI5yOtMROKgCbN0lID/9xqPbNq7/P3zm6yo7253YccUNpwdMzuObkHz+95XsbI7+7Y7WVqNcYiBW0FpbUujVXw4qDNWc1oK2tDZVol1tSuQUZcRlDaIVrwJ+YVLEJNVw8VwQbR/AlGno2IWpK9KIo7AewMuOFpAK2pXbZs2RmVgpwVl8WinWoLHh9V9NeeIloIpVfW191f41DvIeQn5Mtk8N8/8j5rqUGNSbPejAxbhqxv5x3/vEO2v5v/JkXaH1v6GLsWB7oPSD0KHcCOD3fIDBcCgkk5kxhL4g8CEVCVWoW3D70tez+YRYIaMWUpZQHTYZItybh6kqRy2ZjZiCH3EOIM0jFoLapZb8aqmlWyNLOTAychQmROU1lKGYqTipEdn+1Tq0aZP4fTgSRzElbVrJLVLAIcw3rK6B10DspSq3mIoojSlFJ8Z9J3fNRi6fO3+8Ru3Puve/HDWT9EojkRVWlVKEwsxJzCOez6JJmTZM3JAYlx0mqR0O/sx7yieWgra5MxFZT9npE/A50DnSxVna+pBaT03Re+eIG9HnANMIb1Jwt+gsasRhh1Rp97TrG3cy+27t+K88rPY0ZFeWo5MuMyVTMJ1tSsUd0PL0K169guxjAdcxzTjNTS+/5V51e4//X7AQCbF29mRlD3UDesBivijHHoGuzCsHsYz3z6DArEApmiOCA5M999+bsAJOVngQiynoedg50w681IsiTh/vn3s++/dUiqa6VO55XNV7LMALVMDafHydrUWA1WZvz2DPXI0hAf2f6IX7VoAiILkFz9vFcV9vrJ1zMWx+PxIN2WjqOOoxCIgMy4TLQXtbN0bqXY2VddX8kCALXptTi3/Fwf4S6z3ozK1Ep8cfILWb9X+gwe6jmEnqEeWS/a0uRS2Iw2JFuSmcGuhEFnQF1GHV768iU2DtSMVTqmaEAv157rUy5CQHyc1ARTAhyQAju09ZqSqe0Z6lEN1PU7+1lK9arqVZrO1eqa1TKn4qmPnsLswtkApECKw+lgaYPKIJfWs06F+Xh0DXYFZKf4wGppSqnmdjdOudHvfvxhtI1Js96sOjay47Mxp3AOq2c26U0sK8SkM2F6/nTmfNPr/ubBN1GbXqu5hm3dtxXbvt7GXtPvuUVv32nas5rec6fbKUtTdnvcqu14tLI/lKDBN1pmQZ/9NFsa5hXPk2kUGHQGrKldg+LEYt8dASEJaFIHWQ38uNJyahszG33qYNVIB1ZLqzGeKOP+8fGPMb94vqyHMyEEnQOd0Av6gM5VZVolKtMq/W4zFtGc1YyuwS4sLlkc9ZY10agvbi1sVQ3YRQv8OuwPoervnOmIVksfEyFkDSHkB4SQO+m/aOw7GjhTa2qr0qoC9oUFQmd9owFldNwx7GCLWu9QL+751z341fu/UhXHee/IewDkSq/UwJtdMFu2LS/UAshTL+/9173YdmAbtp3YhtcOvCYztkWIqqkrWki3pfukW/ljLwF5r1i1icdfivK3J34b10++nrEq1Fgw6U3MeaWTXseA9Jvp+9nx2chPyIde0LNAA11UeWOQ/q1U96W/i9Y9DroHfVhGXp7ebrKjLqPOZxs+inqw5yBEUZQMZ6MdyZZkGWtxYfWFmtdCiWH3MIbdw7Cb7DKHlmdfBSIgxZrCWFwPpGfv3rn3MjEsPnr/5AdPom+4DxOzJ0IgAmPAeTiGvWngRx1H8dbBt3yec0KIqmouNe5vnnqzrGdmWUoZfjDjB+z1vq596B3uZfXNPIw6I+YUzmEiQzTQAcjrmrsHu5FgSmBtXR7f+The2feKTCiJ4tPjnzLW9DuTvgPA16jj7+u6unVob2qXXWu6za6ju3ycZgqn24kB1wAsBgur9wSk8crXVwfqp3jUcVRzPuOzL6hok5LF0sJPXpcE+ouTinHD5BuQZEnSNKTomCxMLGSpffQ5pEGUJHMS+0wn6NCS08IcCC0jlM5xHQ5pPNuNEqNDx2lzVjM2Nm4M+Fsy4zJ95ha+pKEqrQrxpnhZSu+RviP4r4/+S7Mnc0d/B+KN8X7VU+NN8T7HpePF6XHiL5/+hTnHSqdWK4uIiqGlW70BMzVVeV4hV4loZShFC8Gs2WrQYhB1gg6ralb51HsDwMOLH8bF1Rez+9Lr6sW2A9vw6/d/zZhsNdDUWCVcHpe8rZdrEF2DXdjXtQ/XvnCtrM7dI3qYw0s7IwCSPkUwUKbv0/UkyZyExSWLZdkHAhEwu2C2j9K1Eqkmb3ZXOEybR/Qwm0OrxlqNjVdzXLPis2DWm5mdoNzGarCiJbuFtRTkAwQEhAV3+O/RtdyoM0JHdAF1PcYqXB4X8hLysL5h/Yj0YA2FgNFCKK0jw0GuPReLSxYHFH4dbwz8SCNaNbX/A+BcAC4ADu5fDCOI4qRilsKilgZF3zMJ4S2iPLSYOkBuBM8vng/AW0f58bGP8ebBN3HT325iNbH/+f5/yr7PT9bD7mGWdsKnnFLnwaK3sDTedXXr8IOZPwCPUNQx1VLOEs2JqqrFahOrP1XcK5quQEtOC5qymqAX9Ko9LwUi4NL6S7FwwkJMzpmsshfvhHWyX2K2eAONOrU9gz2yz/jFel7RPKyuWc0YOJ79STInwWqwsutJQHB50+XMiP7XgX8BAEsbpTAIBrYfKu6hBt7Avbv1bgy7h+ERPbAarCG1aFKCMkzKyVzNoKHMEzWoeGeRvyefdXwm6z3sET0+RsYjOx7BE+9KgRFehKYpq0n2zNDzMuqMuLL5SrQ3eVMWy1LKfISx+NcnB05i676tqs7duvp1KE0pZefFOxh0vHlED9478h4O9x2G3WhHz3APi/Ar2WqBCDJhFZpJoKwJ/vDYh+zv6fnT0ZzdzFLaKIw6o6w8YH7xfJYVIBABTo8TA84BxtT2O/shiiKO9h1FdpyXjQ/kgBDiW2dLQTM8AKnHYc9QT1AtLHhl81un3xqQ1bCb7FhTu0Ym/MWY2lO1xInmRPaM0+chMy4Tc4vmytTOeSSbJaeEOoLUSbmw6kKsqV3D6iIDQYQoC8goHQBAcpj59GMaFNFqQ3Zy4GTANEfAdx2iY1V5z5ROrfL8lBh0D7L5WinuBgA/2vqjgOcWLRh1xpDbfPH4Vv23guqBzGNj48aIhG+oQ/jysZdZ788vTn6BK5+7UtZmiEKr363b4/ZxagGpxESEKFMkd3u8QlFGnRFu0Y3nPn8u6HPma4OvmXQNe7bCDVKsb1iPlmSvkxdqsJ+2BipILEB7c3tI91CNqTXrzVhXv45lXahtkxGXgZMDJzHsHpapQFPxNKVI1MyCmQAkQuCypstkgfXxhGA0UiJBKPeOD+CPNvIS8vySHxdXXxySSv7ZgGilH+eKoujboyCGEQMBASEECycsxIn+E6rRQZvRhtbCVplISLgoTSnFmwffVK1FOL/yfPy/T/4f3KIbE5Im4O/4O470HcEfP/4jPjj6AdvuzYNvYn3Deh/V0iN9R1i63kNve/tqGnVGLC5ZjBe+eIEZRbUZtShJLsG36r7Ftrtnzj344T9/CBEifr/r96hNr0WCOcGnT54S1EjIic9hxuhF1Rep1mCpOfU0NZgiOz6bpTBSxyMzLtMvu2LSm1CYWAjHsEM11ZWyyZSN5aP8LDX5FItLU/j41EedoGPOd6o1VSZGVJ5SDr2gZwa5TtBBIAI79697vobbI4l98BMnIUTG8gRjHCSaExkjmGhODNtAe37P8+wa8E6tWosUQAqMWPQWtkjyRjcfjDHpTHAMOxgLp+Y4GXVGlhJHazhbclp80j/ptRKIoNoKhrad4bFp3iZ8/x/fR5+zD2a9WbVGXLm48RHcPSf3YELyBFm9bLwpHkeOeBkspdHEGw6rqlcxx0J5HDXmWTmu9IIeswpmsdRrt8fNrm+8MR5D7iEMuAaQaE6EzWCDy+NCz1APhtxDsuyBQM+Sjug0nVr+mp0YOIFB12BQvWaTzEkoSS7B+RXnB9yWgj57E5Im4OTASTaGaDlIojkRTVlNyI7PlrEC/qLu1GmkDADflzGUaDwv1gOoZ4TYTXZZuj99NrSu/8mBk6qBvXRbuswR1qpxU/ZkVBqtStEgj+hh6shujxu9Q71oymzCnhN7WEuhfV378MHRD7C8zDcIOSt/FuxmO5aVRSc7iy/fWd+wPqJ9CUQIuRZXIEJEKZP+jvdfH/2XTCAO0E7PFCGid6iX9Z/mMy4AeXBi2DPMnFqBCBhwDuDZz9XbKloNVlj0FkzNm8ocX7PejO9O/S6SLclIsaawvtKBsjlSLCmyNGgKyl5SaDlO2fHZMruFIt2WjrV1a8Nyqv2JNPlLH82wZUCEiGOOY7I1s2uwC52DnShKLEJDZgMmZU9ix1hWtkxTzHO8INS2kKFAeS/MerPfZ2okBLZMOhMLjCuxpHSJar05RUVqBSvjiLG0vogWU/sGISQ0VZVRxHjsU+sPJckluKJZUpk16ox+1V/LUsrCTnfiYdabsaZ2jU/x+kXVFyHRnMjqi6hx9Paht1UXhr2dXgebGgrH+4/jtf2voXeo16f3JGXfNjZuRGtBq097DkByXB5re4y9/tmbP0NHfwecHiem503H/PT5zCm9sOpCXD3xaplKrz9Dmqbiqi0SfEsBQF2VNFjYjDbVVCH6HnWE+JRp6oDRWuNgInZ8jSpNSaRGL8+eliaXoiy5jE32tIY31ZoKgQiMET/Rf0JmHGilrRl0BuZ0hNPTEZB6nf7P7v/Bnz75EwDvhH5exXl+220kmhOZkc8ba7yxn2BOgAiRMbUp1hRV4Q4a8KBOrVrElxo9WhFWNVaKBh66B7uRbk33EfegvX95CETAVROvAiAJ8wBeh+j8ivN9MgloX0k1KFlAPotB7XyVqXsZtgyZc2o1WJl6Z7xREjuj6cf0uaUBIJ5N5QNeaiyDCJGlkmuhIbOBPbfBPGsJ5gTcMu2WsPp7016nNKBEHa54UzysBiuKk4qDbg9FmVmachuu+rbyeGpGmU7QYX/3/qDUYmmdd7I52Se451NyoHCetISJ1OZcPiBzqOcQexZ+9f6vIEJEnDEOJr0J/S5pHnnygyfx/J7nZQ5MWXIZNi/ejEvqLonIoVVe+3DnrGiBQOqHe3H1xbKynGDhT1AnUBmNEk6Pkynk03mQttLjg13bDmxj6ex9w32q9gBFojkR9827j4m4AZLhX5pSytZeGiAMpNpt0ps01+J3Tr6Dx3c+DkDdmdzYuFEzhZkQAqvBGla7NzUWVm3/StBAEk1BphBFEV2DXUgyJ6EmvUb23az4rICZD2Md4bae8gf6nCvnqNU1q9nfNEDNspaiYDuHilx7rl+RqKy4LLbWjjdF69FAtJzaGQB2EkJ2E0I+JITsIoR8GPBbo4TxWFOrlQYGnL7C8DhjnM+ETgcXNUxp3Y9apBQANr2+if1N1WUf3fEofr/r9/iP7f+BrLgs5NpzfYRc0m3pWF272u+CQtsfWA1W1tttRv4M1CXUscW3KLEI9Zn1MnaNMimUxTQIBmTYMrCoZBEzbmrSa3xqDZXGQLhGKAX9bbzDQEVOeod7YRAMWFq21Od41JAOJoLMs0Y0GKITdFhRuQILihcAkIwHi8GCAdcAS4VsymzC4tLFSLWmyhZoEd6+irMLZmNO0RxVZ0QgAnO4wr1OP3njJ7LXccY4lCSXBJVKRBdJ3rjjnyVaP0yvvVI9FlA4te4hGHVGnwwJURQ1GU+KqrQqTMqehHvn3sve0wt6pFhS0NHfAZfHxa4pvdZa91Z5rWngIMOW4WOId7u6Za/5+nTls8wv9GrXtyCxAN+d+l12Ly0Gi8yQas5qZp+Z9Ca4PC70O/th0Xu3+9tXkro2r1jdlCkZrg0ZDbhq4lWs5Q6tjfXH1FLwAY5gmNpIsaR0CSsFoOxnOMYQVail6bWhRuFp9kptRuD4MnUweIVRLQy4BjDkHkKyJRlLy5ZiTe0aVYVxQBpfvCq9x6MegKCBsFU1q5ij/F8fewXreKN2+zeSmjYhBGadGcMuqYyBBkWoWNqC4gW4edrNUTHo6zLqIt5HNMGXHITaTxXwz9QGGiNqrC19NpVBEadbnsGh7DPN46YpN8lKMwBpjm3OakaiOdGndIAK5AWT5aMVoDo66HUOlYEVq8HKfmt7c7vP/BlJ73K/TO2p81BzfDPjMmHSmVjrMwqH0wGXxxVUScB4xEikH19QdYHsNV3XlIHudfXrsKhkES6uvhiX1F0SVEAiVEQq3NVW1oaFExZG9EyeqYjWFVkMoBTAQgDLALSd+j+GMOGvLc5YbipN2UKeceVThSkeXfqoTy+xvV17cbjvsM/7wRp355RIUd7GrEaW7kYXplkFsxBvjPeJwrY3t6MmvQZzi+Zier5UM0MIwbkV58qM4wxbBu6ff7+sB220o/eVqZUoSyljDndBQgGMOiMzkE16k8wpY/W2p4zgYAxpgQiYkiNFAfmIf6o1lTloBQkFsOglp5bW2tGIsdvjli0C//3ZfzNWjBoSE7Mnqkb/6XZWo7pTG0i4g28PAUgsdrDsOO2NS+9ddny2bEGgqUD8ufllat1SX1floiJCZKydWuoxILHWlzdd7vOcJ1kkBWinxwm9oGdqplqgju7cwrnsmFRkDfB1VJU1tVTsaU3tGh+jK82ahuKkYszMn6nKEgNSwGXTvE3493P+nb23efFmPLLkEeTYc5igCnUy+p39sBgs7Pmh93tm/kwWmaYsLmWKvz3x23hkySNY37Ae10++Hmm2tIAGDy+YYzfbMatglt+WHmrZBWp19VrItefivHLpGnUOdMIgGLBgwoKgv09BDVQ6nkMN/lgMFrQ3t/uIoKjW6p1yJP/+1d9lqX5qAQN6PsmWZOgFPeKMcazeUblvgQi4u/VupuKuda/ocQQiMIGyfLs033YPdrNj7u/yKuVOz5sOk15K2/v4mNfIp4E3+uxEAyNhyGqBBhODRTjiP3zwLcmcJAtK0HZxWqDrHB/U5Z1aGhAEfJ1aCmWJBt3HyUHpPhsFbyCivbkd98+/32duzbPn4YbJN/j0d1fCX9DLqrdqbqcVqKGI5Jnw911/52vUGTEheYJPOirN3AqkAj5eEW6q/br6dZqfKe/B8vLl2Ni4UTUdWSACEswp3BkrAAAgAElEQVQJ0Av6gG24wkE4Kex0zk4wJ8BqsEZF7OpMREROLTn1NIiiuF/tH79NDNFDeWp54I3GECZmT8QNU26QvUcXLLWBSRlXKsygXMT4FGTe8K9MrcRdrXdhVr7XgKWL79KypXhg4QOaUfyS5JKAE6nNaENZShkeWvQQvjfte1GPkhp0BrQWtrIIdYI5AQSEOSzKthfU6KWseLAMBe1F6u/3mnQmDLmGmJiMrEepzqAa+adDXSCCj9DIO4feweZ3NkvnrVc31gPVAV098WqZaEOwyraEEAyLwzLjYXbBbJQml8KkM8lSKsuTy9nCqMbUUud3yDUkBRkU18EjemAxWHDv3Huxqjq0Nlp6QY/PT3zOmNrCxEK/EX56/+KMcRhwDcDtcWPnN5KYSHlqecCgS4I5AVvatvgoigPSPb51+q1YW7fW/3OiN8mcL6POyAIvK6tWYl3dOhnrZdFb2Oc0QJBqTWXPLv2MMnUCEaATdDDqjCwLJBBTyz9fKeYUVKRWyAxWvtco4MvKratfF7KQWVFSEWulY9KbwkplNuvNMOvNECHCIBjC7sGohNozdPWkq5FoTsSQe0jWNmfPyT0yJwWQO7UUWiUb9H5RB0grjZC+7/a42dxCg1Z//PiPrBUZbZlx+8zbkWRJgk7QYfs32336FwOnJ1UwXATTGmZ5+XKZWFKg7f2BsrGpxlRsmr8JN0z2rse9w734xTu/gNvjxlV/vQp/2PUH2Xfp/EhFiABvwGzYPSxTnqaBM77MRUd0PvPk9ZOvl2k/8OrcWiCEoDKtUjYfKccyEKCcSB/PMiKU2ymdHlEUZdc/ElM2mO8qt1lcshjnVZyH1sJWnwAnDTYHI4Q3HmE1WDWDqf6g5SyuqfVtqRdsnXpLTkvQtkaw0CKm1AKZdOxUp1djTe2akEXmzjZEytT+kxByLSFEVtBGCDESQuYSQp4EcGmEx4iBQ6gCE6cTadY0PLb0MZj1Zlkt6LUt17K/1foTUqeWRsiUExXPuiid4sy4TNnEEKmhQx0D3uGi0dORiuZnxmViUckitOS0SCl3BnkLHwrKdNGobTA1tYQQ2Iw2ZMRlaC60hBAY9RIrSevc6H2aUzQHK6tWshY1PHhjS+l4UCEutd8RLMpTy2UR/1AiqO91vSczYuJN8UizpeHhxQ/LHJ7GrEb2vAWqqVVjaqmBnmpNDdkpoXVTA66BoBZbymbS63mo9xCrr443xmumFd7Vehc2NGwY8dQlo86I6fnTZQyPRW+Bnki/rXuwG2a9mTk40/Oms3Pyx8byNbVq14l/voIx+vhMkCm5U8KKousFPTtuuOqsAhHYOIumoqXaPJVqTcWt028FIAn18XOBUqGWOrV8EI86OrUZtVhZtRJLSpfIvhPoPr53WMooeOGLF9g4VhP1G3YPI8GUwLJm+F7CSkSj9yRNcR0LsfjMuEwsmLAgYmEqQPo9W9q2YF2BN2B379x7sbJS0sI42HMQh/sOwyN6mCATBXXsjDojC9bQaz3kGpLdN1o2pXQ8+bmwIbOBBahaC1rRVtamylarBdvCAZ91IYoiezaVa5TaPTfqjMwGiCj92B9Tq5F+nJeQh3RbOuozvOVSHtEDt8eNPqdUVxxv9G2jdaZAzXlrK2sLa19xxrigBC3VgplGnTFo5XkKXpBTDWrtt1ZUrpAJ0lFMzp2M+ox6FCcVx4ShgkCko2ERADeAPxBCviGEfEII+QrAHgCrAfy7KIq/jvAYMXC4qPqiwBudZlCnsi6jji0UvKHHR6nUnHQ64LUYmUCMJCEE9829D9dMusavcRKM2unMgplYVLJIdRLSdAqj4OzmJ+RLSsQg7NopGc5w0o/5+8ArGCth0pkw7B5mLV+UqX3BBldWVq7E+vr1snseSaAhnN6C/gxhQG6A8QybGlNLjYoB1wBLU+IRiYFBRVL6nf3snPzV51JDhzpAh3q8gQOdoJO1xOKRGZfpV4gi2uCDDxaDl6ntHuqGzWBjgkA2o41FxKvTq313dAr8vJBgSsDmxZtx/eTr2Xt8UCuYwAKfYRBuLaXMIQ3z+aZiQJHsQ3W/GvMUnQuG3cMy8R2nx4ljjmNwe9zo6O/A4d7D0BGdjPmnqc7Z8dlItiT7MA/0eT3cK1c1pjjQcwCAtJ7RbZ/9/FmZMvgXJ7/Apx2fygxEZcq+2jHDxcz8mSwwMdKOAp9xQgjRXNMEIoyY6E+qNZUFa2nNO8W+rn3YvHgz7plzDxOcG3QOshISytT+btfvVNl4PpBlEAwskAVAVkdr0BmwrGyZaoDSn/gfjyWlS2TbUiZ2eflyNGQ2yBwVDzxep1bh5PCp7vRzQggLzESUfhym+rESz33+HG586UamGWIz2MZcH+ZoYlreNNm9pWry0/KmybYz6UxRsY39ZehMzJ6IlpyWoGwftaB/IBgEg2pgzqgzYnLu5DM2eBFtRHSVRFEcFEXxEVEUpwMoADAPQJMoigWiKF4hiuL7UTnLCHEmqR/76406VnBu+bkAgNbCVtXPeceEKlnyasR0geOj/FRdWW0Cp7V7PFKsKUwwpSlJvbZRzVFVQi/oNRdXtUlmXf06v3UdoYIQb/oxZWwpqPHucDqkFK8QmUF/2xt1RogQ0TPUAx3R+RjZdJEOtCAvmLAAU/OmYmKWl2GNRLyHbysSrJHh9rhBQFgNqRK8QcU/E/z++drmq5+/GrtP7Ea8KV71Goa7+PBOAz3W/OL5aMlp8RuhpQYkjd5/f/r32WdK53U0awUpfJjaUwt312CXrO43z56HwsRCbGnbwhgzNfDPnMPpgFFnlM0L9G+DYJD93ta0VlxSewkAyHrMRgNUGRUIPxOBEMICFJE6Mny9vNY9p/dBWatOQLDtwDb0DPXg9ldux9b9W5FkSQrpuabGId8HmeKDox/grYNvAQAKEwplnz2641EAUjuxn77xU9m+AGBJiZwRlp13hOwqIYStTZGK/gVCdXo1Lqm9BI2Zjciz52FF5YoRP6Ya6Jwz6BpEUWIR01s4OXASRp0RabY0Nvc4nA7m1PJCN7Qmmxet441zg84AQZCenXRbetDrFCGEPcdafdwBKUjOz4802JcZl+lTf8wztR7Rg8ZMb2YO3+eax8IJC1GaXBoWS0avSTBjJ5jn97OOz+ARPSw9P9y5ZrygJr3Gp13fwgkLZa0lCxMLsaJyRcD6YnoP4vTq91GtswaPpqwmNGQ24OKai0PSXKDgOwoAiKjXdQzaiJrrL4qiUxTFw6IodkVrn9HCeFQ/Hs9oLWzFlrYtmrn/vBNBo8Nq2/KRVLrgqy38y8r939dEg/pkF2nNmlZD9WinDmrV1NJaQyC8dEWthdZmsLFjdQ50wmqw+iy4w65hfOf57+DFL9XVU33qlU6lv21p2xKwJYs/8M5LsEZs33Af9ESPZEsySpJLWICEgjpdRp1R5kzw1yfDluGTyto50Kl6DcN1HHk2nBordpNdVU2aBzUgv+7+GoA0Rug5rK1diztm3YG1tWuhJ3r8dMFPwzq3UDE1dyr7mx/vJr2JjXURIhLMCcyYCHY88s8PNbL5ay4QAVvatuAXS34h22e8IZ5d40k5k9j79LuROvz0nkXSiodnaiM5H/6aq42TqrQq9twoe0IOuYfQ0d/BgopZcVlMlTpY2E12mHQmfHj0Qx/xoEe2P8L+VjKvdDztOrqLvcdrSEzPn65aHwdEJ2DTnN2MBcULZIHMkWLCbEYbJuVI/UXtJrtmO7SRBA3iGXQGGHQGVsfIM/e8U7u6ZjXy7HnIistihj1NOaZCX3R/7G/BwLbx19VBDXQd4Wt01cAHwP2tCzxTC0jPW6CeqKnWVMwpmhNW0CSYucCf+jGPD49+iC87v0RDZgMybBmwGqxBBebPdCycsFCT7EmzprH0fb2gx5LSJZic7BsgWd+wPmjRyThjHDLjMjVLK+h6PSl7EtOFAXztLSXbHEN0EOOzY4gaaC2sFtbWrpWJOAFSCrDNYENmXCbW1KyR1Q/xAj5mvRnT8qb5RO1OJ2jD+ZEEX1OrNK4ICGP0jDojpuROwbyieREf02KwsGOdHDwJi97is+Ca9Ca4PW5NtUt/ynw0XToc0N+rI7qgjdgEcwKumXANZuTPQIIpwccQoAaYSWeSGS5KIybRJA+ONGc3qzu1YTJGvAEUiiFNnRMq2MKnHRt0BuTZ8zCzYCauK7lu1DI9eKEw/j7piE4WOLCb7KqZFv7AM7U0K0QrQKNsw+UPkTJ9NBAUrlPLpx/THr/hIhDrMCV3Crtm//v5/6puQ422RSWLfNphBIMh9xD2du3Ff2z/D9n7fA278prv7ZL6mFPnh4D4sPZatZahMh8+2ScgEIiAoqQijW+MLPhAoL8062gi2ZKMxSWLcfvM2wF4mVuqKA14M6v6h/tRk16DO2bdAZ2gQ1myxDzRFHM+KMcztUadUdZ/OlLMzJ/p8x7vYPirxxchMbUspZiQoGotQ8XKqpVYXr5cpvKteU5Bph9v2Sm1OaRaDhUpFZhfPD/ykx0HqE6rDnqdUM4v/HqTa8+VKW1TGHXGkDOstMYozQ5ozGpEdXo1W8uVactKodFokiFnMyJXVoghhlMIFDXk1RMpGjIbWGRLWYegVMPlU05CgU0fvVYPPLR68UYTfK2esu5owDUAk96E3uFemHQmlKWUheQM+UunYn03BzpVVZ6pcqCyTyFFrj0XNoNNNf0wEiSYEzAldwrmF80PyQkhRDJY1VQ2eaZWiZVVK2E1WLF131YfJnFW/izVhVCZzjkxeyKSzEl4+auX/Z4jn5YfSqobNSD3d0s1YQIRwnLQ9ILe59zDBX9daH9iwLeVUjhtsfgaPnqdZMEIaAcmRhIsm0RD3TsQCPEGqSKtqeWZRrXgTzCiSrwCdST4tONT2esT/f7nzX5nP470HUF5SjlumnoTe39WwSy8tv811e9smrdpxHp2jlbKPnVudEQXsG1NNMGrzOoEHWwGm8yp5ctceFCjngbTeKeWDybpBB1SLCk4MXAiYD3ixOyJLLVW67qrKcfyc6c/J5G2dqPbEBBNplYUxbDvPbWFMmwZqE6vjkr6sUEwwOVxQRAE9A33Ic4Yd1rKSU4HaLtFHotKFqmuH9PypuGzjs8A+K+RjRRJZu98c86Ec/DSly+pbkfvkb9nYE3tmjO6Nno0EWNqYwgLalGqaBiQI6XuHKgHXTjoHeqN+j7VwNcIKo/PM7WhLnD+pOGpIdM73KuqUE0joFpMLSBFKsNBTnwONjZuxKX1vsLpAhGwoWED8hLyQv69BETVmPfn1CZbktn1Vy5KwUZ3023pQbF3fFAo2MV4Wt60qKi+Av4zLSIRlipLKYNJZ8JtM26DxWCRtYwJp06NZ2LUnFr+nvibT2rTa1GZWhl0+l8g0OcnXIVKgQjMODfqjFFzyP3thwYU1Qx7+l405mTK1H1y/BNWu8jX1vOtUw72HMRRx1FZ/bwSgViPcKDF2IWruBru8cO578q5K5Ka8QRzgqx3bao1FSXJJT795hPMCTAIBhxxSE5tnMH73PPpywIRcP3k69GS3YJ75t7j99j82NXKmlG7PrzAmz/mlTK1/LUuTZHSvpXPVGFiYcTtU2gw1R+CnX82NG4AAGTHZcPhdES1L/N4RH5CvmodLb3eyZbkURNEVLYw5EHvr7/nIKZqHD1EbA0RQtJEUVSvsI/hjMX5FedHnLazsmolnv7kadl7CeaEiNJTtcAL0qytWzuulOToYqtWp8rX1EaTleKdMIve4nPsQdcgDDqDahuOcFGTXoMD3Qcwp2hOVFlDCq3rQxnwgMbHqei+XtBjRcUK6ASdZk0tvV5r69bCarCydj2Bzm9q7lS8efDNoNMPa9JrQkqxDRd1GXVM3CcY8Ncl0ZyIhxc/DEBavGmPRUASvgtlHqGKvBS01k6AujHsLz1vap5U9yuKIoqTilGdpq24HAyos201hsfU2k12ljoeqM4vEGRstR9jmSrF7uvahwnJE2Sf0Z7M4YpWPbr0Udz/+v3Y17UPD739EB5b+phMDfmOWXewv38w8wfY37Uf9227D8ccx9Dv7EemzRvYUdab/tu8f4MIEe8dec9HbCoQ0m3pqEmvwesHXpe9r2Ygp1nTRowBVoJnD0PFpfWXQoSIJ959AkBk7Y3sJrssYKsTdLhl2i0+2wlEQII5gY1H3skqSS5hDD11DC9ruizgsdV6xSqh9tv41E1/TG2xrRilKaWya91a2IqS5BKf9HU1dlAN50w4JyJ9jmDTj+vS63Bdy3UoTSmFQWeICQ1pQCAClpQuGfEUfrrO0LTo8yrOU523W3Ja8Nr+11RFveoy6pguRAzRQTRC/HcBuDoK+4lhHIEQ4rMAhboYq7FXdpM9qk4tNa55QzdaKpPRYsgCQUtpWFaDFwJTu6R0iax9gxr4dK5kq29aeUd/B4yCUTP92B+0amNy7blob/a2ewiUjhOtWihqwPG9dJXgWystLlmMecVS7bIai5VgTmCOG33Wgg04XFJ7CRaVLArpGeUdSNr+JBzDeDSM9wsqL2AKt4D0nPHtTQKBpkAWJBRgZdVKxmhrpR8HU0NMCIlKbRpN140kyECddN7xDwdazLUSU3On4h97/yFj5iioUxtqrRdNIRWIgGtbrsXNf7sZgOQ40wDS/fPv90kdpOPrtx/+FoBc6XxO0Rzs7tjNXlPRtjmFc0I6NwCoz6hHUVIR3vj6Dfbe5JzJsuwIgQhYXr5clmI40oiEqaXrcXZ8Nr7p/SYi5ufbzd8OOpDBr4H8mkH1MEIZ20oQEOQn5OPEwAlZtlCgddefg5lvzUdhYiFbt+i1VktpDhb+WLpgoBf0yLBlaK53ieZEdA12gRDCWp3NyJ8BILRe7WcTIrmfoeDCqgvZGqPF6lekVqAitQIfH/vY57PRbK13tiBsuooQkksImQ0gmxAyixAyK+CXThPOpJY+ZxLUDO9QWIFAiojAyKaOhdvTMlTQ6B81MilkTK0ueKY2157rIy+vhN1kZ4tsmjVN1aE26Aws/TiUeudQxIp4sbBIoSkgcuqyBWJqs+Kz8KPZP8LS0qXsPbXvRJIFYNAZQq4D4mtMeUZLq4WRGlZUrohqir7WNTDpTbIxnh2fHVJbCjoWZuTPkD3DWmmLowl6bpHcf+roRZoBEWxdMXUO1ZzoYZdk+IfK1PLPb5wxjtWH7u/ez8ag2jVSPgeBxK6iCTUnMDMuc1TFW0Jhatc3rJeJKlIsLV2Ky5suZym14YDvJa0Fev/4/rM8U0uFzkKtE1Q+qxOzJ2Jt3VrZvgOlwwd7zDRr2mlpo6REvCke51acixy7OvNKxfDUEEtbPb1IsiQFTW6Mp+zA8YxIrnIigEIA8af+L4z8dEYGsZY+o4NQjUm17YM1oDY2bsSSUu2ehcr9hSNIEwijpVDZnN0MwLdXX6I5kf0+i8FXoTgSEEJgN0rXzGqwqqY+G3QGDHtORbxDOHYo2/qtjwqhab0/TM2diik5U7Bp3ibNbeizmh2fHZAF43uEUgQynhaVLJIJtoQCWTsbwXs+eQnavV6VGIlneXHJYlXBG94oDTXopFWfFGy67UiCBna0+loHA2poLyheENHvCIapnZg9kRnF7xx6B+8feR9P7XqKfc6Y2ghFqxYWL4RBMOB4/3HGkKk6tRwbt3nx5ogdjkCBu7GGUJhaZfsxCr6G84qmK1Qd31ChFrylgQu+dpZ/TooSi3Bu+bmqugjBghAi6//Mvx8pjDojzq88HyXJJRHva6RxuoJ0MUQXdFzSbKoYRgZhO7WiKH4kiuKTAD4XRfE3oij+hn5GCFly6t9SQsgzhJDA3kcM4x7RMCaDjXrpBX1Ika/ipGLkJ+RHVVVytIQasuOzsaVti0+bnAxbBjNszHpz1Be/Y/1SWw0d0eHzE5/LPiMgiDPGoWdQUskMVYk4GohWlDrOGIcNjRt8+tDy0HL61H6LWv+5OGMcVtWs8nm/PqMepcmlyE/ID1uUpDCxkBmUPHOihYnZE8M6TiggIMhLyAsoKBcqE68lXjQWmNqWnBb8fOHPI0p9sxlteGDBA6zeNxrQmiebsprYZ52DnXh0x6N4df+rjE195rNnAHjTj4Od332yOgiBzWjDgHMAr+5/FYA628anUmo5bKFA63zpvBGtoFi0QM8nWm1alO1M/MFfdojaGKbn2jXkZfiVgZQlpUv8zqlqOFvUfEOBQAS/LfJiGB+g48Nfy6kYIkc0+PCHVd67G0A1gFQA1lP/x3CGI5DRwTeiBrQXsHRbesipZ5OyJ7G/+Tor/hiLShaNGrs6GhCI4GVqVXrJRgsiRN+ejoQgKy4LRxxHNCfpkTZQRtN5oSqxSqjVT2ql7qllC0zOnYw5RaHXBfIghOD7M76PytTKoJwhvvYtEvgLEAV7b0K9h3x/Sa39nE7DOBqBrkhEZyjoNZiWNy0g4zmrYJZM4KTf2Q+n28m0Dej3V1atDPt8rAYr+p39jBnTSjlvLWjFhoYNYR+Hh9p1nJU2i4lx8VkgI9GrNFQ0ZjViReWKoMpqog1/Y0btM+X4ay1slb0OVzF7rIzjsQS9oMfCCQtlNk4M4w80gDgW5pozGRE7taIofqry9iwAcQAGAXzMs7gxnLnIs/umO/J1fdXp1apsFQ8CgvMqzgs5Wt2Y1chYH37SiGbNzILiBbi4+uKo7S9YaPX/JYSwWjidoIu6kze7QOobnGBK8InkxxvjkWJNgcvjCrm1UTSMlUA9kaMNLbZL7ZqfDmMsOz4bN0y5Iag0+2g9J/6OFegaXFh1Ia6ffH3Ix6ROrT+mNhpO4XiHlricGkw6k0zwrW+4D7uO7WKvzXoz8hPyIxISs+gtGHANwCN6/AYWV9eujlg8hTLlyuDN7ILZSDB4mcOxxtTaTfbTFnQNtd6PKh7TNYKCjvtwx2CkPaYjTZUfyxgPqdIxaIOOsRhTO7IYkcplURT7RVH8EYAOAP5lVmMIiNFo2RENWAwWLJywUPYereujfQh5QzjaTtjy8uW4vOly9ro4qTiqQh9FSUWydKrRcl78HYcacGq9ZCPFBZUXYH3DetXatILEAqYM+s99/wxpv9FQbCxKLIp4HyOFYJ7rqrSqUTiT4BCugIVRZ8Sa2jVYUrrEJwgV6BrML56PqrSqkMeQltAQv5/xMl+OJOj1CIYVMOqMMhG6rzq/YrWSlDUNVbxMiYUTFmJu0Vy8c+idkL6XZE4KuQaNOobKZ7A89eyuZVMKKG1s3IjmLEmvgRCimcGhNpbrM+oBgIkb0fZrtC1SMEztxsaNuKxR3uYnEpvgW3Xfwura1WF/fyzjvcPv4U8f/+l0n0YMEYAGXMaCONmZjIicWkJIGfEzC4mi+A9RFO/Q+jyG4BCI3RzruKLpCpxTck5Q20ayqCkbnY9Wy52Rhr9rsqhkES6supBJ/EcTJr0JU3Onqh5fIAJzpF/44gW/zklFagWrY0uxpDBDKhKE85woax0jEfSJFNPypuGKpitG/DhqmQXKjIqNjRvD3n+cMQ659lwWtKII1lkNN/1Y6dSOhZraaCCSFF8ewTK1fAkDxZMfPIlDPVJ7q8bMxpCPreZIN2Q2IN8ujTe+z7A/VKVV4cLqCzG7cHbgjTnQnuSB0uzPNkZ/Xf06LMv2imXqBT1LxSYg0Am6oNjA9uZ2VuNJA0gut+TU3jLtFqyvXx/UtdULeugEnWa6dagBL4vBEnZP5bEOp8cpU7mPYfwhx56DuUVz0ZLTcrpP5YxGpEztXwB0EUK2E0L+kxByAyFkHiHEV/4zhrARSsuLsQilkUnrvEaK6aTRYq1+qNHCaBnP/lgSo86I+cXzR30xJyAhtY2gNdKtha0hMbVagYlQ2EWt1ksjmcK8onJFQGXfaD0//mrw1IRalAZnoGvJO1pqys50n01ZTey1v98WybjXZGrHsSPLI9mSjNU1q9GU1RSyyA4PAoIUS0rA9iZqTi0AbN2/FYBXsCmUe6bFlCtbkvnDtLxpPmnIwdZpVqZVYnHJ4oDz0/Ly5UGfz5kKGvQQiABRFGX3mTJKaoERGrig8zNtQZViTdGs69d6huYXz/f2kwfRXO9m5M9gc8yysmVRFX0c61BbB8+m33+moCS55IwhW8YqInJqRVGsAZAO4GoAywBMAPADALsIIUciP70YzkTUpNdgbd3aEdt/ui0dl9Recsakm4XSAzZaCOQkK1nxQE5FS04Lzi0/FynWlJDOY27RXJj1Zh/jPBQhsZx49f5/vBMWbaRaU/06m9EM6Ix0KjN1/tub23F+5fma2/HPgz9HeUOjVwhIeR3Or9DeP+Dr1FKGmD/eeBdUiTfFR6xQrRN0uKDqgoBzoEAE2ZiclS9vNx9OsCAjLsNHOAgAUz4OhOXly1GTXuNj/BUlFQXNHCvbWanV6SaaExkzOdbqa4NFY2Yj5hbNDfv7vPCaCFF2vynT7S+FnTqgwbRP4vfDz1lmvZn11yaEYFHJIqyoXOHz7FWlVbFxkRWfdUaJPgaC2nw6Em0KY4hhvCMaQlFDoihuB9AniuK1oijOE0UxE0Bl5KcXw3hDKEXwahN1tNiz0Wi3M1o1tXaTHcvLl/vUH40kAjkX9Ldf23It7pgVuMJAIAIy4kJr3wJIbMG6+nVYV7+Ovdfe3B6VBf1MiZiqtXs4HWl4Woy4Evx1VxqugdhJpVNLHTJ+LNKAx2gLdi0rG3990AUisH7UADTHaKjOrZqTQ0WFwhEIA6RznZQTXsBC69mk42S8piJPypkUkYAQ640Lgim5U1CRWsE+o2PMX4AqPyEf98y5x0cwSg38fpRBBv48jDrjWeWwBgOapVCfUc/m+3C1EGKI4UxGNK06WThPFMXOKO77rMfCCQvHRYF5KO1CCCFob27H4zsfR0FCAVpyWiJS2DyTEalQS6hQOhdaLVRGk0VeXr5c1npkPKIosQh7u/aOeLosnwK4smolBCJg055NAHJUPNEAACAASURBVCRWKsGUgO6h7rD2vaJyharTPBpBAlpXJgjedEVAvaa2KGl0xcRGe4xGAwREFgBszmrGnz/5MxJMCTiv4ryoHiszLhNb2rYEdU6jhck5kxFnjBvTwnPRxgWVF7CxShlqQogsGMSztiadCVNyp+Ctg2+xffDMNq3LDQSBCF5mWOMenyllBNEGDbrUZtTis47PsK9rX8ypjSEGFURkhRBCfgHgPQDvAqenqRgh5D8BtAE4diod+ozEeGm+HQ4bt7ZuLUw607iJlo+WYzKWoTRK1IwUGqCgrZYiRbhOw1i6T3OL5gZVWxiKwaJ27fm6Rpr9UJdQB2IkMOgMWFm1Ev/3vf/r871cey4O9hz0e7xosiihOjCsBhDaNbUEBGvr1gasJ4026DmMl7kakBhMXrgpyZKEn8z/CeJN8fJAwSgu76M5Xg06g2YP6jMVfLo5z5BSnF95Pr7q/ArHHMfYe3UZdTKnNsGcwHoPBwu9oGcqycp7zJzrWG9aVZSllEndHHQmTV2BGGKIIfL04w8BNAJ4EEA8IeQTQsifCSF3EUJGq6HnrwEsGqVjxTACsBqs48ahBSTHZCRrgkMBrU0abZYoGMMzMy4Tq2tWn/baZprhkG5LP63nAUgR92AyLi6ovCCi46iVAWRbsrG6djUEImjevyWlS3yUjEcSPhkAAYzah995GIB2uijfNuF0GH1r69ZiXtG8UT9uuKjPrPcRIkwwJ/hcu87B0Uu8iqZjs7x8ORaVxMwDLfBMLUWqNTWgQqte0KuugVrK9rMKZvkdj8y5HkMByLEEvaCHWW8GIQQe0RNzaGOIQQORjowXRVG8RhTF2aIopgJYCOBXkHrTjkqBkSiKrwE4ORrHiiEGIHjHZDRA29KM1VYG8ab4030KSLYkY3ba7Ki0EgKkfoiFiYWYVTAr8MZh4nQqngcj+hIOZubPDLhNIKOWMj3Kej/6/4TkCZGcYsQYbwE6wNsCxx8+6/hsxI6vTFuPJsOeGZd5Wlt3jXWoMbWRwF9NPB9oUzplNCibYApf8ftsQcypjSEGbURaBPUiISQdwKcAdkFibncBeFQUxZ5ITy5acLvdmDjRqybZ3t6O9vb203hGMcQQHVDBJC2F39HCWI+w2w32qJ2jxWDBwgkLo7IvLYSixqr2u/wpLwdCUVJR2DW3a2rXYMA5oPqZWp/FUI1pmsJIv0cdSKPOiNtn3j4m2PjxhmRLMq6ZdE3QtZHRRJI5CTn2HHx07CMAwILiBWMiEHa2QI2pjQQ0U4KiIrWCBUQMggGDGFT9XlVaFfIT8lk/8xi04RE9Qbe3iiGGsw0RObWiKFYRQowAqgHUAqgDcB6AOkLIkCiKY0J9QafTYceOHaf7NM4aFCYWYl/XvtN9GmcFEs2JWFu3dswwx+MVK6tWavbXHE1kxWXhcN/hiIzMtrK2gN8P5EyeW3EufvPBb0I+dpwxTtMwzbPnqb6vBd4gpmjIbMCOb9Tn8hgjFx5sRhtqM2r9bhOssnUoyLXnYlbBLHx49EP2XqTiXjEGKzRQhpS21OFBGfRoObxLy5Zi19FdmmKQMYc2OLg97thzHkMMGohGS59hURTfA/AMgLcBHAEwAOCDSPcdLXg8HrS3t+PZZ5893adyVmCspsKeqRhph9YgGFRVjs+khTXZkjwmGKKFExZiccnisFMwUywpEbG0FCMhsmTQ+QYNtGpqCYhq/921tWtxUdVFfsWYxnrWwFhDMOM40pr9K5qu8HmvLqMuao7M8vLlUdnP2YYEcwLam9uRY/fN9JlVMAsNmQ3IissKaZ9a99RusmN6/vQR76t9piOWfhxDDNqIaGQQQsoJITcRQl4B8AaAqQB+D6BSFMXo9gOIAIIg4PHHH8eyZeOvj+BI1u3FEEMw2NC4QbV/8MbGjezvmGpldGDSm5CXEBqjyWNO0Zygthurjh89LxHq6dcWgwXziufJzn+siLaNVwSTsh3J+F5aulT1eQslxT5YxIz96MFqsKIlpyWkuSLFmoI1tWvY65G4x2c7Yk5tDDFoI9Ka2k8htfTZBOB/RVEM3KsiyiCE/AFAK4BUQshBAD8SRVHWq4IytcuWLRt3ji3fDH28ILaQnR2ILaxjByurVsKit0RVYGpF5Yqo7UsLkQZDChIKYqn3EaIspQxb9231u00kQRA1FhDQDlyEghRLCk4MnIh4PzFEjvbmmE7JaKAoqei01L/HEMN4QKRO7VWQammvAfAfhJATkISidgHYJYrif0e4/4AQRXF1oG0oUxvD6CArPgt7Tu453acRwyhirDJ/ZwvUmPRIEc1+tIC6AxvJcxMzokcP4QSwDIIBTVlNAbeLJAiqdIxjGSNjAxsaNgCQWkHtPrEbufbc03xG4xv7uvZh0DWIitSKcdUHO4YYRhuRCkVt4V8TQnIhiUXVArgAwIg7tWcq1jesP92nEDYqUivw2v7XTvdpxBBDDGMIwTiwMadkbCKc+7KhcYPfz6kzSzUYghWjspvs6BnqQU58DgZcktI2dbpjzpMvWgtbWSusSBCKTULr59Nt6bHgUxSw58QedA12jcvMvRhiGE1EytTKIIriQQAHATwfzf1GivGYfhwTW4ohhhjOdCidJer4Kt836UwYcgdX3TLsHo7OyZ2FmJQ9CQWJBfj8xOcyVeJopAorkWhOBAA0ZjXCqDMG7dSuqlnF/n76k6cBSEq9F1dfHFPQVUG0+k7HbJLTB7foHnf9r2OI4XQgqk7tWEUs/TiGGEYWZwPDtqpmFZxu5+k+jTMKauxtY2ajrLVLqjUVE7Mn4sUvXgxqnx7RE7XzO1tQ/f/Ze+/wuKpr/f/dU9QtucrdGGNMxxTTIZheApiaUEKAFJOQEG7KN7m5+aXdlEtyU64hJMF0B2xTY+OCMTY2Nq644V5kWb3XkTR9Zv/+2OecOXXmzGikGUnr8zx6NHPmzDn7tD177bXWu8achQPNB+BgDozMH4lAWDuB0BXoSvs+S/JKAAiDdOa4mSlt44ZpN+BA8wGMyBtBKRDEoCUcDVNtWoKwASm9EATRa6xqDw4minOLMapgVKabMWAxKxMk18JUc9HEiwz5vFNKplAYYx9yyaRLcP6485XSXWeMOUPzebrDescWjk3LdkrySnD55MvJoCUGNVEeJUE8grDBkDBqqU4tQfQtlMtGJMPsqbNRnFvcJwra6Ra4Ggq4HC5cNPEiJcSxtLAU5487H4AISU53Dec5p89J6/YIYjBzx2l34Ppp12e6GQSR9VD4MUEQQ5aZY2eivrs+080Y1LgdboSi2rDtGaNmJMz1o9JgmSVRzWCCuHn6zbbTAojeQdEIBJGYIWHUEgTRtwxUA+SSSZdkugmDngfPeTAt6qtE/yLnyVOOMmHFlJIpmDZiGuq66jLdFIIgiKFh1A5E9eOBzr1n3otcZ26mm0H0MS6HiwwWIi65rlzkgvqCgQZ5hgg7UFgsQRDZwpAwain8uP8ZmT8y000gCIIgUoQ8tQRBEMRAYkgIRREE0TfcPP1mTB0+1VTFliCIgcsZY87A+KLxiiJyb6GJToIgCKIvoZEoQRApM2HYBEwYNiHTzSAIIs3kufJw+2mUrkMQBEEMDIaEp5ZK+hAEQRBE5pDDmb9w0hcy3BKCIAhiMDIkPLWUU0sQBDF4uWLyFdhUvSnTzSDikOsSYmGlhaUZbglBEAQxGBkSRi1BEAQxeJhUPEnzPt+dn6GWEHa57uTrUN5eTrm1BEEQRJ8wJMKPCYIgiIGJHLaq5pbpt5iuO3X41D5uDZEq+e58nFV6VqabQRAEQQxSyFNLEARBZB2jCkbh5OEn48IJFxo+s6qhamYAEwRBEAQx+CGjliAIgsg6HMyBG065IdPNIAiCIAhiADAkwo9J/ZggCELL7KmzcfcZd2e6GUnjYEPiZ4sgCIIgiCQYEp5aUj8mCILQMmPUjEw3IWkePvdh09BjCjsmCIIgiKHNkDBqCYIgiIEPqRwTBEEQBGEGGbUEQZhy/9n3Z7oJBEEQBEEQBJEQMmoJgjClOLc4000giKTg4JluAkEQBEEQGYAUNwiCIAiCIAiCIIgBCxm1BEEQBEEQBEEQxICFjFqCIAiCIAiCIAhiwDIkjFqqU0sQBEEQBEEQBDE4GRJCUVSnliAIYvCS68oFABTlFGW4JQRBEARBZIIhYdQSBEEQg5cJwybg+mnX46SSkzLdFIIgCIIgMgAZtQRBEMSAZ9qIaZluAkEQBEEQGWJI5NQSBEEQBEEQBEEQgxMyagmCIAiCIAiCIIgBCxm1BEEQBEEQBEEQxICFjFqCIAiCIAiCIAhiwDIkjNrzzjsv003IKLm5uZluQkYZ6scP0DkY6scP0Dmg4x/axw/QOaDjH9rHD9A5GOrHDwAPPfTQoC0TMCSM2qeffjrTTcgogUAg003IKEP9+AE6B0P9+AE6B3T8Q/v4AToHdPxD+/gBOgdD/fgBYO/evZWZbkNfMSSMWoIgCIIgCIIgCGJwQkYtQRAEQRAEQRAEMWAho5YgCIIgiIFDxwEgQmGEBEEQRAwyagmCIAiCGBj4m4GWTUDTJ5luCUEQBJFFkFFLEARBEMTAgEfE/4g/s+0gCILQ8eqrr4IxpvxVVFRkuklDCjJqCYIgCIIgCIIgiAELGbUEQRAEQRAEQRDEgIWMWoIgCIIgCIIgCGLAQkYtQRAEQRAEQRBEGuGc4/nnn8fMmTORn5+P0tJSPPbYY6irq8t00wYlrkw3gCAIgiAIgiAIYjDxve99D8uXL1fe+/1+vPrqq1i7di22bNmCiRMnZrB1gw/y1BIEQRAEMcDgmW4AQRBEXJYvX47bbrsNv/jFL3DVVVcpy6urq/Hkk09msGWDEzJqCYIgCIIgCIIg0sjXvvY1LFu2DL/+9a+xfv16zJ49W/lsyZIlaGhoyFzjJBhjkxlj6xhjhxhjBxhjT0nLRzLGPmKMHZP+j5CWM8bYM4yxMsbYXsbYBZk9ghhk1BIEQRAEQRAEQaSRRx55RHntcDjw8MMPK+8559i1a1cmmqUnDOCHnPMzAFwK4DuMsTMB/CeAtZzzUwGsld4DwC0ATpX+5gL4R/832RwyagmCIAiCIAiCINLI2LFj475vb2/vz+aYwjmv55zvkl53ATgEYCKAOQBek1Z7DcCd0us5ABZwwVYAwxlj4/u52aaQUUsQg5FIAGjfk+lWEARBEARBDEkaGxvjvh8+fHi/tGP+/PmYPn06xowZAwBTrNZjjE0FcD6AbQDGcs7rAWH4AiiVVpsIoFr1tRppWcYho5YgBiPNnwKt2wFvTaZbQhAEQRAEMeR47bXXlNfRaBT/+te/lPeMMVx44YX90o65c+eirKwMzc3NAFBltg5jrAjAuwD+g3PuibM5ZrIsK5T7qKQPQQxGoiHxn0cz2w6CIIi0YjaeIgiCyD5efvllNDU14cILL8S6deuwYcMG5bM77rgD48aNy2DrYjDG3BAG7Ruc8/ekxY2MsfGc83opvLhJWl4DYLLq65MAZEXhXTJqCYIgCIIgCIIg0sg111yD5cuXa2rVAsDEiRPx7LPPZqhVWhhjDMBLAA5xzv+i+uh9AI8AeFr6v1S1/LuMscUALgHQKYcpZxoKPyaIQU1WRIQQRP/COdCwFvBlvlwCQRAEMTR58cUX8cwzz+Dss89Gbm4uRo8ejUceeQTbtm3D5MmTE2+gf7gCwMMArmWM7ZH+boUwZm9gjB0DcIP0HgBWAigHUAbgBQBPZKDNppCnliAGJRSiRwxhogGg+7jIKZ/2SOL1CYIgCKKXPProo3j00Uc1y5588kk8+eSTmWmQDTjnn8J60HidyfocwHf6tFEpQp5agugLuiuAxvWZbkX2EuoGyuYD3qxIwyAGHTSpM+jhFIVCEARBxCCjliD6gobVQNfRTLciewd+fiks1HM4s+0giGToqRITVomIhoH61WLyhiAIgiCIPoeMWoIYjDDyVBFE2qlfJSasEtFTCfRUAK1b+7xJBEEQBEGQUUsQBDFwqHoHOPF6plsxgMhQpAJNKhEEQRBEv0JGLUEMAZzRHqpZOxgItgERb6ZbMXQIxas/b4NsDf8nCIIgiEEGGbUEMdiJ+FHq+xho3pTplhDEwMHfAlQuBjr2Z7olBEEQBEEkgIxaghjUcCASEC+9tZltCkEMJEKd4r8/lVq3ccKPwz4g2JFSkwhQaDdBEARhChm1BJHNRENA+94UwhhTHPgFO4Bwj3VbPMdS2y5BDEl0z239R0DFv4DqdzPTnP4gGgG6jme6FQRBEMQQw5XpBhBESnQeFGUzRpyb6Zb0LS3bAM9BwF0MFE1NYQM2jWHPMaBpXez99LnGdZo3iTJF7mIgf2wKbSGI/iLTuawWk0o9J/q3GZmg7TOgYy/gzAUKJmW6NQRBEMQQgTy1xMCk+dOhUS4jKoUO83By30s2RK/bhmdF9uDyUJztVIjJBoLIBqLBLBVIG8QhtGGpNq+c9kAQBEEQ/QAZtQTRl6RN/bSvB8F2tp9gHX+LqOHZ/GkS+820R43oN/wtIpS+v4kGzZfzKOBLJV82CUj9mCAIgiD6BTJqiewmEgRad4jBYVcZEGxPz3brPgB6qtOzrUwQ7ADadiZez1sXe52stzdZZOMh1GX/O93Hs9STRqSdmvf6L7rCjjHZthOofR/wN6V//4NdzIhH40RkDPJjJwiCILISMmqJ7KZlC9C+S+SiNX4MVL3d+21GI4C3Gqj/sPfbSkhvPTUW369dJgbliUL8PAdjr/X1TXsqhfcs0xx/CQi0ZboVxFBDvufCfVn3t588tYE2INjZP/sCRD9c/rLFh+SdJgiCIPofMmoJcxrXAWXzM92KmHdR7c2L+DPTlmyCR6QXKXhFIkFxbes/FN6zpPed7kErB+pWpnmbBNFLusqsPwv7sqsfqn4HqHqz//YX6kcDmiAIghg0MMYKGWPOvtg2GbWEOV39XLqlbbd1KRk9A0mAJGM5dSpjVx8KqffYpht/fd9unyAS0svnjnPAW2n9ecW/gBML4mxgKIfgDuVjJwiCINQwxhyMsQcZYysYY00ADgOoZ4wdYIz9L2Ps1HTti4xaIvMEO0QZiPrVxs+icZR2swXPUaDShpfEWwu07zEuD3mSN36txG/6ip7q5HJyW7aL4x3MBDvFcRLZTdcxoP1zMG7xzPRp/qvVc02GX++hMGeCIIgBwDoApwD4KYBxnPPJnPNSAFcB2ArgacbYV9KxI6pTS2QeObRYbzQ1bwG8VeK1lRFnVa82EgScOeltpxVN6+N8qBp41a0Q/0ecF1sW8gCVi4ER5wOjLrK3P3+zcVnZfKDkbGDM5fa2oSfewD7YAdR/kNz2OvaIP7N6t4B9r7wV/magdRsw4VaAZWhuru4DIOwBSs4E3EWZaQORmK7jQKAJw4NdAG7MdGuGEGR0EgRBELiec2MtSM55G4B3AbzLGHOnY0fkqSWyk2AH0Lkv9r77hPl6ZvVqPceAE68CgdbetSHUDZS/JtrSV4R94r8viZBdq3y2zv2Jv1u9BEkPNvvCK9y6Tfs+2ZDo5o2Ary6+wFRXGVDzfvJts42c582BjgN9o6JLpIj6HhfXicWrr5x2pEkib3X6cm9D3UDTpymrhY/xrQOaNqSnLQRBEARhAzODNpV17EBGLZFFqLyFTZ9oP/KpQlkTCaL4asT/3irqdh8HogHAc7h327GFNAgPdpiHtMqe1NqVQgU6GdQ5yIEmo+KxZWkOCc9R3YJs8sDEaUvjx4C/j+uQyrRsAmqW9M++BjryRA7nQom8z1H1K8H2vp2kMsNuiStvjYgwsaJpvVAzT7G2riva3Xd9WbADKF/Q+wgMgiAIYtDCGPtJX26fjFoiPunyMjRvAjxH0rMt22SD8RWnDd4a47K6lSJs12xw2Hk4ZrAr6Lw2LToPKCC8RfGwLM0hEbJrBGTD+c4wTZ9mUBxsgFC5SPxvXAeUv9Q3+7C6BlVvA1Vv2dlA7/YfTSBmpw/3D3vFs9+4Vryv/8ioPp/N91XHfiDqB7orMt2SvoFz8/6aIAiCsIQx9pbq720A3+jL/ZFROxgJe9NXs5CnwZPCo0DnAaP3dbBRs0zkyNqhfrUYxOo9J/LA1WwAqw+zBsRkgZqOz6UXqkFz247E7empsP4sKwfT8vFJbYv4hRHQYSMEO12YnRfPQSBs0zM3VJFz57vjlMyxS9dxEZYbF6t88T66r0Oe5KMp5H5W9iL3WKRbEJmh86Dor7vLM90SgiCIgYSHc/4l6e8+AGv6cmdk1A5G2ndnVyjk8RftrxvsEMaJv7Hv2pM0FoNifW6bv16IWyWCR2NGZFcvvdfdx43LyuYDgRbj8nShz7Hl3IZhkW70ni7Js90voeISEWmfwXbt8sZBPnmTTTSuBart1VrOjZgIrFnRG9V1uxNbpsQztKXP0qXWHA1lV63dbEaeqOr3fo4gCGJA8zvd+5/15c7IqB2McI6BVTJCNZDLKmM2zgAzEhDGulmJHs0mTLZhd5mBJK6p7ZDhFGjaqH3fvguoXNjLwXyKNK7TLcjAfV+/Svu+v/J4BxueI6mJu0XNDLNeemHVz3V3ubUIWKuNKIhs7YsrFiaotZsCLVtSFrLKarIyWoUgCCK74ZyfAADG2GjpfS/FbuJDRu1AgkfFoC/h7Drv3Wy+ejaac6lG6cD9UWc8aNF+afBV/ipQ9U5yG41IYjd6ESVvpY3apXEGfXGvWz8OjjU5vWah0DtiOX9tO8V/K4VqNZFg71Wp1YQ6hadUf317EuQR9ylZasRkO02fANXvZroVAr1h5qszX699V9+3xUC6PLUJ8n6TQem3ov0QOk3PF0EQxAAjgXhLeiCjdiAR8YlBX0Ixjl54aiN+4XWTad8lapQefyG+Mme2EvZinPdDEZKtoDOAokEgmMbJo44E3lu7aqhA30wmNOm9myZUvGHtcWHMfDBvELEyoX6VteGSzLGqjf+qt42f91TGXoe6kz+PPCrycwej12lIoLreZhNFyd4PEX+an0WpTWXzgTqVpz8SADoPpXE/RFpIV8g3QRDE0KRfOlEyagcjvQk/btGJEfVUxV7Xf5BkO5I1CBhSbrfVvsJS/dN4Qkh9islAuNqOV1j3vUCbRZhlH9IXBl3c0Nw0GA1mg8/KhRgWSjLXtmMf0LJZCMRkC8lMhhAx9DnPgJhY8VYZlwPmxmvH3lh0RiIM3zfZntpLqm4HD4kazOYbtrf/vqbH4rz1O1lyPgiCIHpDNAy07Rrsk+j90mGTUTtQ8TWIWf6w2UDLIvw4Ekz+oYl4Y6+TyXf1HBU5p4lqxXqOAnVJGstmyPsK+4CuY73fnm366Dn1HJYEpaRQvoyEOcrojjEZj1X73iR203d9niIS5DlqT+ylY5/4rxfFyiRyKRxg8NUD9aTxme2uAHyqvsrsGlpFZnQelKJSvCYfpvn+HKgpHfoc8sFGsBOofNPit5UgCCLNdHwuqlRk0yR6+iFPLREHedBt6vmy8NSeeBWoXd6HjVIhlz6I55XsPAw0rY8NIMNd2rDRZAk0w1J0Sh5A+ptjZTNs05tn0e7AVV5P2lf7buEdsvXVfh4c8ySUYZMS/urj4+BRcb9VvQV4a+Ova2rUZBEVb2S6BfbgUcBrkY+qxk7oul0aVtsLsVcj53rLOfJmomdmHl8g8SSJ57B5n6OU3wKS62NS6I+shK7SBrN4PQDp2Cty9dW5wQN1AoIgiOwnKpW5k8vdDU5+2h87cfXHTog0YfeHNV74sVX4ZzQClL+UUrNSpnmDrg3B9IqMeA4BxWdol9X8W/u+y6QkTjrpqRaGXdHJ8deLBICOA7plg7HcBkNajFf9syCHcAZajOJd+u/wMFC3Apj2GOBw974thDUtW4HO/cCkuzPdkvjUrQQCTUBuqbTA5B5ts4iWCHcD7iLrbXsOiT/m1C5PtjxMbwyrbCrxRljTdRzIHw+4CjLdEoIg+o0BPhFoA875/v7YD3lqBzwcaN4sQqbUyxAFKhbZ85IAAI/0ReOyn8a1KX7RZifUtA7wHBRGVDzCHqBlU6weItCrQezxNQew8Q8J9pkQ2QjsLy9FL/bTpiqt0rTe3nc8vawRTFjjbwEa1sTCfOPlg3Oe3D3Gua06suFAGG1lNiMFAr30ZPKoKrXD4lhS6WN9Fu0PeeypjZsR7WtvwCAcoPWHUFQkKH6P6lb2/b4IgiD6GcbYMcbYe4yxXzLG5jDGpqZ7H2TUDnRCXcIToslL5cJ7EO4C6hKEG4e67Ru+Ax1/cxo3Jg1cQ53xV+sjwoEwvC3WwkHbnl2D6s1l8LWJ3MuO/Y1oOpgg5LZfyKIBb8vmTLegd4SzOES6ca1IQVDCeONcd7sCTDJNnwDlr5iH1KqiGzb87n2s+uFihP0JDGCrsGI9VoZ0y1ZR77X8FXvbUbBhyNcuNS5jTJQga/goyf1JJJ1+EW9bmej/MtCH9MvEnjQpMtjy5QmCsMfgT3N4HkADgFYAtwDYzxjbxxj7b8ZYWsLmyKgdiDRviIXp+qRwYnUsfjIPRtVbkuE76B8moPnT9G2rX1TqrK/Jht8vw5Kvvwwe5XHb8u/HXkTjvhocX7Aba36aZC1eW01M430z+Dv05PE1Cq+nGRWv929bkiGZa1n978TrqOmSwsvNQmpPLFBeNnwuahUHuxOE8beq60pLz5JZ+4MW9ZUDTSJ1ImlPbC/u90zkXkX8Ik1FTdWbyYdR95q+7idSMJpDXWn4TZD3S/0gQRCDkq9wzp/gnP+Nc/4tAFcC+BiAB8Bf0rEDMmoHOl4zYSWTH0UrL6U8OLIr6BPy9G6mPxoW+aN9hu7YOw+olicxWAl26ga7OvojRMxjXYamYY/IId318oaE165mWy/zhnsTmpnOHOn+IBoB2nb2ciOqezDsFSrlvniljOJQuxSoea+X7elnOBfh9ICIGElEpG89U0FvEgrWAYsJhGzA7DnsT4PyU+V92QAAIABJREFUxAJz5ePKhYBPHe0zCMtSxAs/jgSEMnk6J02J1PDWZmCShSAIm3Qyxs6V33DO9wC4lHP+JwBXpGMHZNQORszC8tQCSd0VxpA7u2UaKhcL724qbZDbceI1e/vSUberEgvnzENHpcXA08xw75LyJq1KeFjhq9e+51Ft+GF/qOPa8MbU7khsNJaeNVF5HQkm4eGxleuYTq9COr2+SSg0q+ncpzNqU2mT6jvyfdTZLxoJ6afzENBVltx34tYi7n9CPalMovXmXrT53XQIwVUu7P02ksFnkcKQbP/aK7IohQGI1RxOpKiekCw7roFI3Qqg6u1Mt4IgkqM/cvazg8cBvMIYe4kx9iRj7G+IzYLmpGMHZNQOGlQPhc7gckV15SkaVouO36bHtLvRg5AvyXqdVsIwdvPXTKjaJMIOWw7Xm6/gOWhSo1Z1XlL1OHqrRCmk8lfELHDZ/NS2o8LX1oOu+tQ93s5cIVw+/ryTkGgQXb875s0Peq2v+bpfLUH1FrUB0xcelzjbTGdIt+4+YIiK+z4RehGd3taq7E3N5HTWbk2V5o1A48faZZ2HgRNxSgqlch37MI8wlIynViYNRlo0Eo2/756KFLesGwDp+6NoKL15s6ky0NMJBnr7hyqpTmgSRMYZ3H0O5/wwgIsBrAJQCqAMwG2MsUIAi9OxDzJqBwuRHsuBzBjfJ+bfsTHgDgfCeH/uK3j7/n/0pnVGWnckXkdPVDzwlkYtYBIynOIMmHrmLNgW8z7JpWN6yaf/uxLLvpWcxzocCGHXyxsQ7PYjElAbX8aOkDli7S/7MOYlDPvMf/A/++c61O+uxManVYrJ9R+abltDOgd+TRsSr5MirmgX4K1OvKLee+Y5mLpHzdfYu/tFPTkVz4jsb5o3JB8ynEhQzR/nmU6BaCRmWPvaMyO8s+TrL+HtB9Lcb9qhbqW9aBoiMZyLZ8+qTFhf7ZMgCGIQwjmPcM7f5pz/nHP+f5zzVs55D+f8t+nYPhm1A4WmTwFvTfx17ObFysRRf+Wco6fZg/bymHczHIgzA+pvESUJ7NJuUfNRR0dVKxbOmYeeJg98nWKQX/7xIfv76Qd87T3YMm91YpVVFc0HRQ4aj9ofwJSt3o/DS3fjnYeeV5ZFQsZw4mgkarnd9nLz3OpjH+w1LtTdTx2VLYlFd3qDtzKzA7qu48KI1dO+J7XtpdNjkIwR2XnIuhRMOknmWvVzvmE0HBM02vbsmpS3w6Pc9BlL8CWEAyH420V/pTaw+5z61bHn1kbZo/RhMnk4GELqeFQ8e1aRRzyqUoDWHW9PtUj1IQiCiMsg6CuzBFemG0DYxGywnWaOLN+DnS9YeHUB1O2swJTLTzX/sOY9IGcUMOWetLZp5ZNC4XXpN1/Bqbecm2Dt/sDY+ex5bRNOrDuEglFFmPmVy5PaWtgfQv2eSow6dSwKxxTHXbdgVJFhWSRoVFyNhqxVWD/940o8uPSpuPvhnIPpBqQbn16B6i1lGDZhOG7/xyPqteNuK2n8jUD+uMTr9bauqIy3DiiYIF5b1SwOecyXJ0IdhptsbdCIH2jdltp+mzeK/9Pnpvb9gUhPFeCIVQRQPxelZ080+4Yttj+3FsfXHEj4zChEw4DnqCbsOBqKwOFMMH+c1MRJnAGQOqS5pxIYNj2J7fYGk35goHocNQZsgmNo3mz+2xyNAPVSmb2h9BwSBEFkEPLUDjZ6IZIQz6DNLc5PbL9YlbzoBcWTRgAASqaMgrtQ5JEXjStBT5MHC+fMQ3djGuskJmt4SMj2n90wx4jK6Dz8/i58+oeVWPoNGzUuTc5/NBRRBo+txxpRtekY6iVl5JIpo5T1XIViwJ9bnJ9wN3U7K1T7FNuWc2276jrS5nk6vHQXFs6Zh4Vz5uHIcnlQn9pAOOQNouzDfUl5vgEkruMMIJ4RUbHhiC2xrqTDkNOpwus5CpTNh4OnkFsalywyWupXAbXLlLdqQTSzySAACHYHEt7Lx9cI9fSIbqKIRzkOvrvDGLnQshnwVmqiNgJdNvKy401aHn9ZK1xn22vPhHGVBg2AIUV3ufTCRj9nFTavz0OPRsREFdWgJQhiiMIY+4HJ39cZY+elax9k1A4E7M54c94rISYrxpwxHvf8ay6mXGHhpe1D5BzQk66aobx25rqw7AlRj/LAW58l2EISA2/ZsxYJAu2fm6/TvMmwyJknDMbWI/ZUX4+ujG173yL73ri9C7dq3jtcDik0kqNuZwU+/NFifPrHldj4P8JQ66yKTTKEe0LIG16AcTMnK8tOrD+M8rUHhWdWlYN7eIk2NDwc0Br76nUBjmgkCm9rrIxC2B/CkRWfxzUwP/nt+9j18kbl/c4XPkGgy59yuN6+xVux/e8fo25nH5QQihNGufnPq/DJb963+DTOvVe7EqiIo4uQ4gSLBjkPV1Jedkb7QbE7Dv4OL3a/stFgIPYF6mgFq7SAdx76Jxbf/azlNj75bey6bvubNoS5dscJ7FmwSZMKIHYmjJbWY7Hw747KXk728bDGYEdnEukXUZOJjA6Lvm2g0RtPMOdAy3ZRcivu9pPYR1gV0aEXATvxmiiJVGEnNz6LJotSwVsnIieyiWB7evpUguhTBvizn5hZAL4FYKL0NxfAbAAvMMZ+nI4dkFE7EAh39ctu8kYUAIDiEZVxF+YaV+4n4RrZWAr7Qzi6QgzGwr4QiicMBwCMnF6aYAtJdhI8Cpx4FQhZqYcaZ++D3UJRuLPanmLqbpUxx6SwRCtvkpoxp4/XvC8aV6KEWa7/76WG9U+58WzFW1swuQSFY4uF4Qjhedry1w+x9ZmP0F7erDFA80cWarYT8Gg9TfrQ5D0LNmHJ114SHtdle/DWl/+OnfPXxzUwaz8zftbT5BEldRJhokjc0ySeEX9nL9WKU8Tg8es6Lglt6ahdKUrk+Gq0g2A1nYftKTUnwq5Hr/Uz4c0LtPauzEzjJ1IYrfkkwN5FW3FoyS6UrbJxjW0QDoSx940tppMnasNZrdwuRwbYiTZQ36MV67U1o4Nd8c+T+hi5al8Bjw9HV3zeK+Vz215/xmDa/3X3sm71YMDfCHTsARrXxV9PbzgbJgls5sLZKM+WNG27gcosFASrW26/RGB/wKMigq0h9dx6giDSwigAF3DOf8g5/yGEkTsGwBcAPJqOHVBO7UAgDaIvwZ4Awv6QYjzV7jih8TCd/+iV8Ld7cd4jV+KMOy9AR2ULNj69At0NnXAXmBi1yaqfmsA5R+32ckyYdbJpzpl6sKr2toQDIYw8pRQdla2pleuwouKNlMR91CHQ0Ug0Yf4cczqUga78P2hRS7NmeznC/hCmfuE01GzTDkbzRxYiGgpbllCZ9c2r4cxxwdvajcr6KtS8vh8NUmjytmc/UtZb/eM3AQCXPnUDjq3cqzMMuSYsfbTOsAaPajy7O1+MrRsNJxem3PB5FUaekmiSAqa1Mrk0+FR7jJOilzVDw74gcoryYgtathhX6tgnjFlfAsE3g4J3L0h0XB37gfbd4nX1u+K/3RxAzrVjerkm9IQvxv2aWsTJYgXAkfinafcrG3Hsg70onjQCU68+XfOZWtwp7Auhu9GDnqqYIZkobSGR0evKi+Xv1u44gYmzTtZ8rhbVC/bE+ihvSzd2zF+Pq/7zixg2fnjcfaQTzjnqVh/DyZOmIsdsknIgop5cC3mElzx/vPX6Mp5jgMMpXnPpXoyGAOYyGq3q+u7ZRluiKKVeEvGL3xZXgRDDatoATLhZk7s+IJAnJrw1APorx5wgkmAwiOrZYwoAdScbAnAS59zHGEuloLwB8tQOCFILSehp8qDteBNC3UG88+A/FW9a2/EmQ8jk7leFOmnusFwwB8OIk8coHjt3ft/8iG372xps+P1yjSGkRp0XF/IFkTNMGA1hX1AZTCdjxIR8QSycMw/HrDxFKRi00UhUE3bs70gc4jn+/CmGZWF/yHSwv+F3y7D5z9Kst9TxTb36NMx6fDacbpfkkeKYcuUMzfcKRhXBmeNSXjvcTjQfEvlflRuPouKTI7FjkIzPvJICuPLchpJJLUdj72fNnY1gtz8WksyjmpBmNQYDWNlf7Di/+NzD+PI73wEAhOTBP48KT2cSatohqf6utyV2PzQdqNXcQ3FpXK95623txpv3/Q1NB4wGtJpLvnud2L++jnPE5D7oKjMuM8XaoKrZVo4jK5IIH/Wr1a5Nfjjt5u6mQfRHG7Yed2e21orGmRCSIxhceW6EfCG8P/cVHP5bLHx/+bcXqNY13iOtR42pBOFAGLtf/RR+j0+JeACAtuNG0TL1RGBIVRta9iDLz2Z/cei9nahfcxzvPPjPft1vnyLfk5EgULlYG6IdCYroA106g4MHgKZ1Wq9dNCJqkLdsEWHCsR0kLkXVJ2RJCOKJBUCFEGpE6zaRP6w+xwMGrvtPECnCo30rgDdQxfXssxDAVsbYLxljvwKwGcAiqU5tWtRwyajNVsI9YmbRb16CJRGccyz95itY9YNFqFmuDZ1b+/N3Lb+nFhfqbhThkWoDSEOwUwwaUnwQZYOhu9584KD2zoa8QcXDEAlG4JdEmY6u+FyErdpAFnLavzhFVVkTvC0i7FUepNppS7A7AIfLaVje0xw/zNxdkIOTvnAaLv/BzZhx60w4c5yKUct1nqVb5j1kuZ1Nf/rAdHlucT48Ne0I+0MaD/hpt4kc/rsXfBMjTynFOw89j7e+9Bwa91YD4Jp7Rk3+iELT5fJ9dcr1Z6Fk0kg43S4UjCqCr00ySI+/KJSIm9ZbHoOa1mMNaNxbI7V1JgCgq74Da/7rHXz6x5W2tqH30Kz/zVJEghER8h7n/nbli1D9kDeIig1HsOF/liteYyN2QxXNv+9t7caG3y/Dzvnr0V4h9QveukQbs7fPRJjkkie77WMrRdmooDdoOMZIKIKWI/Xi3NnsT5xu8QypazY37q/Bwjnz0C4Zmg6XA56a+GkBn/3jY8Mytad12nVnomBUEQ79eycO/XsnNvx2GYIq8acCTbh+7BrLqRFe1XMdliY/nLn9a9SqDe/WYw2GSZwBi69BpIvokdNH9KrSZlEtcmhwl41atIEW8ZusiElZPdODzfMiHU86Bez6nUFvMBDJ4K1Jfux6/EWg4aPE6/UHzVuAzvRURWGMvcwYa2KM7VctG8kY+4gxdkz6P0JazhhjzzDGyhhjexljF9jdD+f8NwC+CaADQDuAxznn/y3VqbUetCYBGbXZircGqFspwp9MfmyD3X588P2F2LNANdhUrdepEidp2yUGvrmSp1P2iJ3zwCU4fc75mu2OOHmM8lo2lCxLYlS92avcPzkXtX53pennaoGikDegMXJlryNgP5dV3l/IF0T9nkqV4m5qRCNRVG4U53zcecL7GoiTa9dV34FIKIyWw/UYccoYw+drf/6e4k0+vGy35jPOOUK+INwFsXxnh9slvEyca7xNM247T7nWaq740S3K6+KJIwyfu3JdSruqt8pexVin78rT5loffG+nVJMzuXwxOZ9w2vVnxradn4OQXtAnbM8L/+GP3lReDz9pNABgx/z1ALR5kb62Hmz8wwpUb9XlFPqMCqYdJ1qkdsWPUpCvR8gbxOY/r0LN1uNY/xtjfjMAgNntbs1/aNvKYmkIB97eIV7YUm9OA8mUFPMavdvqcN6giRrwgbe2Y/WP38Ke1zbBluqsCnW4vPw81kl9ivzMx8Os7vXG/1kBAJj9izkAExMK+xYJT2/LkXrNc37gnR1YOGce/J0x73w0HIFbmvA4tGSXElHil/LT84ebT/ikHSkMftSMWJmsxn019gw4NdkqsuO3KO2V0kSrzhA1K6nlrRK/yQ1rpH3o7tXGdYkjTDoPCi+yRdpIVjKgwyPJmCV09FSL8XUqNej1InCZonNfOuu/vwrgZt2y/wSwlnN+KoC10nsAuAXAqdLfXAD/sLsTxlgugNMAFAIoAXArY+wXvWq5DjJqsxX1j7LJ7OiulzagvbwZB9/dEVvoj4XM7V5gvNnveu2bymuHy4mz7rsYF3ztC7jxf7+sLFeHxY05Q4SPzpp7TaLGmi7d/9Z2tByxKHkArdjKsQ/2Gj7X56WFA2FT0Sq7JWbk/XHOse6XS7DzhU9Qs+24QQjJDu3lzVh897P4/F+bAQCn3HAWAK3XSE31ljIs+9ZrePPe5wAIpWRZTTqvRJTZ8TZ34fhqMVG268UN6KiIXfdoOIJIIKy5Pk63E9Gg8NSGA2GMOXMCLn7iWpz31StM21A0rkR5HfIFUXLSKEy8eBoA4NyHLkPx5JE472Hjd2WD2Znj1HghhcHHEVFdJ7XRbYV8rQtLY3V5XfluzfUGIO57s8Gpall7eSySYc4LjwEQIeD1u2ITJXJZln8/9iKqN5cp6tAKtcugHtDKnmQAYLAQ25GQDRf1/up3mk/S9FZUxuGOefdTuWf7jY49iEaimrxWOaIBAEK+EPTnNChFBqhVg8E50L5X5DuaIIcdq0P+5bG3rH489erTDN877XYReSD3b4DwFO944RPF6JQn0IZPHY2SSSMN2wh0+ZVIhO4GEWlyZNkeJVw1EoporpccWRKS2uwuSvyc9BoeVUSh1M+W2YRXQhIJKlkR6gZqVySVSpAUdgaYPVX2SulY3GeWHH/BWG2g65jkOY7zm9QiGctcn26SzcbXADZqB39IJ5Escn+Qag36tJPZ54tzvgGA3js0B4Ccj/EagDtVyxdwwVYAwxljNsQMAABLpe+HAfSo/tIGGbUDAZdRGdfbFrsPzHLCZn1zNoZNiAmR3PjHL2kEjEZOL1XeF5YOM93tpd+7EVf//A4UjS02/TwePMqx940tWP3jt+Cpa0fN9nLDOur9fvZP7aCpeksZVj4p8nlceW6EfUFEAiHkSwrNapxuYyivGbIhoFbv3fD75Vj/W6uSLNY0HdR6owrHiGORr0U0HME7D/0TdbsqAAAbn15h2IZc43LqNWcAAC769rUoGB07JyufiilMh/1hRIJhuNRGbY4TkXAE4FHxWa4b0286By6L0MZRp45VXvvaepA7LB9X/+x2PLj0KZz9pYvBGFMMza3zPlJCQSPBCJw5TjDGNPeauL+EQZ03ogBnfeli3PP647jhD1/CnS9/PbbjDm0Oc90OcU5yimITFG3HGlG/s9IYuttjZiByhLwBLJwzDx98f6GytLC0GJ+/vhnvPfKCZu1tzxpVL0O+oGW+7ftzYzWDfR09YlDUeUh4V+QSINJ/eZJl/1sxcSf15IGGXno75JJWgHW+sinqc9qyPY11S60HiyuffB1v3vucIsikjrJQT4IcWbYHbeVNSt6+K9elEnapAlq3motuIWYgmuWxy9d2gk7ACYhds7zhBTjtDhGpcnT5HhxdvgfvPaw9N/kjCjHhwqmGbZz4+JChLvWBtz8DQp3w1Laj7Vijpr+Voxnkfi7HTHyvD1FPLoZ8yWsHmImzHftgr0ZwK9gTwN6FW7Te8fZd4rvpUlzuOKBVpvdblVGT7iHGhBJv9RIbG+8vz2mGjKxIEON7lqUYsjiAjdqsniwgMsKAjjxIjfnz52PWrFmYNWsWAIy28ZWxnPN6AJD+yyqeEwFUq9arkZbZYRLn/Muc8z9yzv8s/9n8ri3IqB0IOLUz663HGhQVWwDY9fJGrYcDwLDxw3H7Px7BvW98C9O+ch5GnyYGwQ8s+R4ufuJaXP2z25V180oKACZyHNW4C3IMqp48ylGx4YhW1MhEYVUtnLP82wuw4XfLDKG5gS5taKDas6M2AnNL8hHsCYBHuSZPU/a42PXUWoUG260vq0H3O5k3XBjbcij1iidfR7A7gPW/XqoJS5S57bmvouFz0S84XU48uPQpnHrzOZZtDEnHr87FE+HHwlMbCYRsic9c//t7lddmHhu1p1VudyQY8xCrr2uoJyCM3kAYhWOKMfOhy+BwOjDm9PHaEkUtW5TwRbUBYtZeQ6kUgzcDQPseNO4zF3DSlyMCoNz76jrLb9//D7x533OGdQ+/Hwv7duY44WvtgemgSMrBNVOSHTbRQtXWlyj/NT7qcx/WC1PZpUMKt1IM3SR/3GssQqtVRMMReGqFB+v9ua8CiIUFAzEDj3OOnS9+glXfXyQMQmhFldC2U9qgfU+tfFjyPuTJJgA4/XuX4cGlTyFHusdd+TlKnq8slKf+7ohpY8AcTHm2ZWTBK/39K0drfPoH0XepQ9/1YlaN+2uw+7W0hY6Z0xQT4FNHD6SkGK/LOfd3evHZP9dhw+9jUQ9bn/kI+9/cjvK1B6QlaTQmOBcTXC2bgEZjDrRCx37z5ZEeoHUH8iJmGhX9bPTIkRg9lUCD6lisQqnThVyxwOocWdG8xbze8YCBjFrCiqFzb8ydOxc7duzAjh07AKA3yfFmgwa7J3IzY+ycXuw7IWTUZitq9VTdYPj4GjHTOmzCcMz+xRzUbD2OA29/hrbyJrz36AtKOBwgvGEjzo3lUzHGMP2mc5BbnK9Z9uCSp3DJk9cnbNb2v6/F5j+vwpHlKgVWdQiWJFwTMlEkffcrzyuvw4GwYWB+4C0xsNV76/KHFype1jyVUSsPKiOBMLobOi09b8cX7Mby7yzA3oUiJy6sz91EYpEmA6rH+uqf36G0pXLjUfAoR1ddzJsQMKmdWjxpBGb/UkRzjFOpIe+xGOjKYZGG8OOQyKkNB8K2xGfUZUQShQr72ySjVhX2nFdcgHtefxz5IwqlUiUc4UDI0jusIOXH+lQRBmqP+ZU/vhUA4G3T5dGazaiGOlD5qTYncNp1Ij93+FTjBKTspVI/FzJ6b9uulzYor0efPj72uVeamFTyb0W7NGV85OZ1JzEAjFqXtwl2B7Du10vgqRPPl2yMOHNdRrVlS6x+ayTvc5eFCJwV/sTlxfTP0uofv6Usc7icIkS/q0zjeZaR7ymEuhOK0sh9TE+zKoRM6jvkvF31JEfhJOFBZw7xs+fKdeOqnxrLD731JTHZcdJVInRZ/1zJpcb0HlzZGM43qTktX7vCscUoLB2G9b9eikPv7UTZ6v2aKBXOuWZyr1dIE0Lq85PcvWNN034xqaTuc2ukXHWtAS8/v70cPHYeMK/7rEefH6++X9t3oSSYhHJ4X9P4MdCtUkSvNxfwSx8peqc699mvjTxQqF0BNG/O3P6jIaBpY/Ih7wTRfzTKYcXSf3nWrQaAuuTFJAB2Z+yvBLCTMXZEEpnaxxgz5h72AjJqs5Ue8x+RaCSKMqkkzU1/uh8TLpwK5mCo2XYc5WsPwd/uRfU2m6Fe7uTrJB7/SMzCd9W1m68g5ThZ1V2VvSpyjt0F3/iC8pm8TF/aZvjUUcqYSB1+LHvgdr28Ae8//io+/NFi03127G8Uqr5xBnNmhm48ZBGtq39+BybOOllTtzIaibV/ypUzFIN08mWnaLYx4YKT8MCS72Hs2ZOk70UtvSiyB1NtPDpznIiGo+DRiCE02Qp1yK/VvmQPuK9DGHRhlaeWORhyh+Uhf2Sh5KmN2jOoJU9tQA65nq2tKyobH8IzmpiarbHB4PW/vxeXfu8GAMJQkbn6/4tFI0RDEbQdb9KE5AMw9aLLFI0bLhkAPDaxJA+SJWNbb8yPmznZ8t43JWKdG1ux4TDqd1Xi0HvCYylfr0ggjPI1SYQQSnlDeRHV707EDzRvNF+/w6LklR6LXLXqLdrSRS1H6pE/ohAOlxNjZ04Sz1rTetNzr0yGacJdzQfjch5usDugTJbIhqV8DeTncvz5Jynfk8vquPLchkgUNfI96XSb39sTLz4ZX3rrCdz4xy9jxLQxirHIpLDjO+Y/hhuevk8cjiQUxRxMEzq+/bm1OPbBXnRWCWG/z/7xMd689zmUrz2Idb+KHzL77sPzsXDOvIQeX3+HuMdcRTlwF+QgZEM8Kx5d9R2Kqrg8eaeeiJQnDdIashrsMFk4QLwsERvnO1Hep7cWqF2ZpvzQAXLe0oXZOfPVAp1JeqzTScdewHMIOPF65tpACME8z7FMtyJbeR/AI9LrRyDyYeXlX5VUkC8F0CmHKdtAFpm6EcDtAG6T/qcNMmqzFvMfHnWelhz6KBsKYb8YVBWV2syBLTkr8Toq1GIjZR+qfxDUbRUDGauBvexh27dYeE07q9oUdWVZWEVdaxTQemfV4cejTxunWb9DpfgsE6/O6OxfzMHZX7pYtGtjch4r2UMxbqbwsjqcDky7XpT+kOu+AkDVp0ex9meihNLZ91+C8x+9Elf//A7lc7W3UvZcmZXCkcOS1eIz8mA7Egoi7A/BmRdfqRfQenrV4ZFqFKO2tRuAUFbWG63uwlzpGovQZ7UxaUrNe+I4JAP/zHtmaT6Ww5Xt1h2W65ACwMhTSpXX6uMbOX0sXPk5GD51NJq3iEkivbdW8Rb66xUPnEz+yEJEAmFpkkXvcYpdtwu/eTUA4KQvzEB7RQs8NW326+PGUV+UVXnliaQjkiK2fIyKIZFImVaqv+zgqkmM+lXW65uoQZuvV2s6+XbSVTNw6q3napb5O7zIG1EAd16OMoG0z6S0ltJvqEJnrVBHg8gedfn+khXeHVJo/zW/ulNZd8oVp2L41NGYdq3IZc8tiUWtqJHvSav6uiWTR8GV68bo08bBXZCjTJqFegIoPXsSisYWY8wZEzD7F3OUSZyQN6ipYZsnTdI17qsB51zpV7c+8xHqd1calMU7KlsU41k+1kPv7cS7X3ke73/rVdN2yudm+qMXIH94oSE6IVkCHm2KQNnq/ZrnMTZByJGSYRsNCUPQ3yJy10+8YV4vNhhP9b5/DLeqTcew4snXDSkwwW4/Fs6Zh7pdlYDnsMW3JXoqE9/vDR8Bvpr4nr1gO1D1tj0jOtvoqbKYuEgHfXwvhLqBqndieguAmDRsXG/dN8t9Nw9lr7L4UKEpRRG8vqZjv9C/UN8f4R7r6C7OU76XGGOLAGwBcBpjrIYx9nUATwO4gTF2DMAN0nsAWAmgHEAZgBdgW9HLAAAgAElEQVQAPGFj+0w0kVea/anX6S1k1GYt1h3xnBcfw23PfVV5P/MrlwMA6j47gfyRhZh82XR7u8hPQmwGDCdMSl+IHRtrgaoHnPct+rbyWs5xk1Vjp994Nq7/ncjzLPtwP7yt3Vj2rdegRu0NUxu4OTZUPCs+sR5QuAtyUHqO8JLuf3O75XpmhANhMAeDwxV7hFy5boSDYY1RqyavuABn3HWhpXfok9+KibBJl07D+AuEZ+nsLwujWxaVUhttjhxh4IZ7fAh5g7ZVTc+67yIAwLDx5oJGslhVjzRZoM6plckpzFVyaq08tZ6adqV8j4w8EM8t1rZVzlsMGLx31v1c7rA83PXaNzRecnU784YX4N43HsfNf3lA8axe++u7NNuQzysA7F0YEyS6/93vKvdoxB8/XFOeVAl0+pRQc1+7tQdYg1wqp3kz0LBW81GbLk9eFuA5895Zmvf6XLyWow1Y+R9vaPNTATB1n5IO1ceGj0yN48Ixxbjo8Wtw/qNXKsu8rd3IG14Ad0EOglK79KW4ps4+HWF/CJGg7nx3lwF12tBMOapBjtaQJxH0k2lm9aCLxhbj1nkPKfWV5Wt2/mNX4eInrlXWU4cuO6VnTX1M6qgHd36O4kkXNbVjof0TLpyqGMihniByCnLwxb89jJIpo3DVT0T4866XN5qWHwp4YvdROBDGyu+9gbU/e9cwARPo8qO7vtOwHIiFg+eMyEdOUa7hvkiWbc9phde2P7dWM4mjhDenUm7CWwOUvwKceE1MhPVUiFxQE6EqU8JdIqzeLv4GoNt8cs8OW+atRmdVKxbf/Sy2PRd7fmslMbz1v7YhUFX/oY0SSzbCuNt2C8PWW22xgrSNbFQDrl8FVL1l/XkkYKMmtxWqKAIuUh8SEg0DAXulAuE5JCZY1JMXrdvFNe0iLyCRIh1SVK6sWcOjQMUb5nVyeRRo2gCUvxw3pckKzvkDnPPxnHM353wS5/wlznkr5/w6zvmp0v82aV3OOf8O5/wUzvk5nPMdibYPYB1j7EnG2BT1QsZYDmPsWsbYa4h5hXsFGbUDkMIxxSieFKszKhsE/k6fJmcxIXYnRoadChRMUQaMEy+eBuZ0mHujmNZTe8fzj8JdkIOb/iTKBoX9IfAoV7xP+nDQ5U8s0LwvGFWkGBf69dVea5m242KAH+wOwNfRoxGK0ePOz8Go6cLLVxBnPTNkQ089ucScDgS7/IbwaRm94IwenxSazTlwzS/vxINLn8KkS05RjgfQKj07pQG7r1kcs12j9pwHLsVJX5iBy3+oL0smcDgdom6s7Ik1CW3O0Xhqw6Y5tRt+vwyfv65VrpU9zrnDtN4xZ44LzhynlFOpouEj08FM/shCTLrkFEO9T3V4OmMMDqcDDqcDUcnjNfqMCZr11YaELFZ02h3nw+FyKoq8IZ+ZeFdsoHTGXRfAmePEZT+4CZf9x40AxP0RCUUs7wUDnfstFWL19yaXJk0qNuiiC6JhwN+Eva9vRseJFiFEZjWA7YeB7Rl3Xah4sXuaPMgtyhPhr5LxN/KUUjhzXLhv0bdww9P3KTmqnkMmasfeasCjEpuSDKf8keJ6y6W0wrqQevWkkxVyGwvHDMP0m85R8rILRsdyY8+6T0wuTb8ppnGhLi+mPq6QN6DxxspEgsLr7y7MRcnkkfjis1/BSKn/cRfmGMK2AaCtrAkdlSK3WM71bTvehEV3PaOsM/3mcxSvs7e1GzXbyzU55/IEozPfjZ7mLjQfqrd/X5rQaRIRIwuDAbHyRZrSVHbvN/2zLouF2SXQIsLqzQTmrLAKw9fh7/Aa9B7UJdyOr96PXS9vQNmH+5TJBfXEh214BOjS9wVJ5CZno9HaW+o/FDW5U/FEqRT0S4J74wuNyTR+DFS/YzPn1WwcZXG9uk8A3RVDUn2X6CWySKNZfnvDmpg+RjJ9X/9xM4AIgEWMsTrG2EHGWDmAYwAeAPBXzvmr6dhR4iQ8IjMk8cMk12QEYp49A64iRaxHwWkedmdg+LlA206lJuvkS09B7fZyHFm2B6fPOV/rDempBEZfiqBPdNqx8hnC+Ah0BzQDMjmEetx5U9Cwp0qT23rP648jd1ieZrCXV6xtc05RrsYw2fa3Nbjhf+7DOw/90/RQTrnxbKUWrLsgB+6CXIw7b0rS4ilhE0PuiKSc237CXODGKoxR5ra/PYwjy/Zgxm3nKctkz6OZp1Z+7a8SxpidGrGAMFqv+OEt5h8Onwl0fI6cwhxlMBwJRgwqv658tygN0lMpCUUZw49dBTkGr1DYF4Izx2k6IZFTmKfxnCp0HgAKtMaoWUg0IM7Jg0ufMiwPdQeRU5QLp9uJu1/7JoI9ASx/YoHm3sktzkfA48P5j4havfK9G+zyomCYdG5Nnsu8kgJ8+e3var4T9oew5LEXkVucj9v+/lXDdxKhvh+9KuGladefianXnI7WskZMuUIXkdH4MdBTAVeeaKs+JFLTch5nsKZICOvyfbsrbLY+hiyk5W3pxoiTx8BdkCtCuiVPa8HoIrgLcjHmjAmIhoSHKdhcCZSYGKO+WqB4hlhHujfzRwrDUw7TVZ835mCm95meGV+ciZGnlCpe39k/vwOe2nbNPX3WfRfhzHtmadM/VM+buyBHlIkKReBt7UH+KGMKQeO+GgA6BXC3C7PmzsbYmZOx4jv/MnxHVoG/6NvXGj4DgHMeuATn3H8pGvZWo/zjQ+ioaMaG3y0DAJx0ZexcOXNccLgcSvh9Z3UbRpw8JuG5AaCp8ao26m760/2KjsFHPxFeNmeuy36UAiC8EL56oOhkEb7ZoQvHj5NzHheT6KHeEOz2471HXoC7IEeJPNJHGgDA4aXiN+D8r10FQMrfbjWG2SekcS0wTKXBEJX6xYpFwCmPmX+HJTB8B7IhFZAmUngKZZdUEQNO7gdgFHIzIGsopLI/AIpR2/wpkDMSyJfEOmUv28gLU9wukR4snoWIHzixAJhwm2HMYYtIEHC4++ZZC5gpt0P0m3bqdWcQzrkfwN8B/J0x5oYoKeTjnKc954A8tVmLfaNWrj+aV5KPs798iflKE28DJt2tXebMA05+FCidnWAPDADDpU/dgKmzT8e480QEwZ4Fm7D7tU3aVUOdQOdh+DuDcLgciqElh4junL/evHkXaUNyp159muJ5VBtrrnw3Hlz6lGK43PrMVzTfay9vjpszpvbc5pYIL48SSqujs6rVcluROOJI3Q2pPacOlxNn3HWh1hsrG7U9Rk+tnF8r5w/aKemTELcISXYX5ipCPGbhx+78HIT9QXB/i+W56G7oRP0uVZ1ZXwPCfuv8W3dhriFcWWB8FqyMWivC3UFF8TtveIFSS1YdrupwO1FYOkyZpFHCsJtMRNEsBjvyfd5Z1YpAl1/jwUoGd36OJiph7yKRg16+5iCKJ4zANb+8M+albt8lPApyGLL0e7pPUvtOGm+lCE/Whzk1bTBfP+SxDNWTPVXRcASufLfyLIe8QYR8AcOzDQDhDrPaxIB6ICLf83KIsJzvr67BahZ6bLpVxjDmjAnKpFPB6GFKrrx6Hb2BrN6+HH7sb+8Bj0QxzKRWsdyXjDlTO1ia8cWZKJk0Mm4bP/uHuXfpNGkCTPYqdzfGwspl4b1gl1+5DmPPFaKVmtJhicIsq95RXjLGMGvubGWf6nBtQKirq7UXTAd33SekXLGQ8MA1fCQmULI0VJNzDo8kiBXyBhGNROH3+LDiu2ISwqzf3f2y8P5GAmHwqIh2+eyf67RK3YmQwwjV4dHxJqNse3OzyJPrazBOniWDfI6ikfQqCScqedZ5UNzDIbWjwOK81r4v/oes9CKy6HoMdfyS4RhH68KSSAA48Wry0SWpoB5/6J1VcVi2bBnmzp0LAOa5Z/0A5zzEOa/vC4MWIKN2UFAyZRQeXPoU7l4w19oz4S4G8kzqLTtzFEMGAJBbalwHABjDtGvPxOXfv0mTa9Yg1WUtW70fH/xgkZjJb9mMUI8f7oJcpT1yKKcVnhrtwOrcBy9TXqu9A3kl2hDeglFFuOL/3YI7X/66sqxIN6AsnjFaEWqZcetMZbnsadV7e2VWPPk6/v3oiwCA97/1Kj5/IxYWKQw97THJJZHUhicA3DH/Udz50tcM27eD3EZZ/dhh4qmNeXHtDeLtoBj64R7JgNRu25XvBjgQ6PJK7TReX0PN2dr3EQ5YC1q58922VKjFIDGSlBEf7glqwr8dTgdceW6NZ9jpdmL06TGDY+S0MZjzwmMYP2uG7f3IRu2uV2IhjYeX7or/JYv81tv/8YhirJR9IPJr8lTh1Z66dlR8chi8p1byTGnrpzpynKkrfFYv0QqfADFvkZ7KxSJUzwS1h9+VpzVqw96g1qiVPMxmpX4AiBy1svkA1J5a0RdFgmFwzjUK5w533/y8MafDkM/vLshBNBRRjEVXvjFqovmg8P4Umxiw5RZ6BRdKBqQVsifc4RTP584XYoJDndVt4FGO8rUHletw0ePXAFCFCAOW104hqu0bp998Du565RvIH1EIv65cWdG4Eu0zrNxDqoG7POgLeYCQHIUQRVrVkntBNBLFwjnzsOnPq7D5rx9i0Z3PoP14LG+99rMTWKFKk7n9n4/gi889bLm95kN12PvGFhz7YK8hHSMu5S+J/2Y5dKaocmZDHvGs9FQaP88mI6r2fVu1r00JecQ56ioT2yl/JeFXHFz3O9+yDah5P/a+4WNJ/E46R11HtXV9A20ickH2/rbviU3cqKN4zCZzguqwfdXn+uifaES0iwSksgfOgaCJWJ0aOarEIo3IQKhbk1KTFHK+rdw2DdbRBbfffjvmz58PAAkOZuBCRm3Wkr4fHq9L5XVwSIOxMVcaV8wtBYafbVzOhKc29jb2Wg7B2v7cWrQfbxJlOngYYX8QrjyVqJGJ10StSKr2mN3w9H0aw1Sff6nnpCtnKEIsAPDRT97WfO452oJLn7we97z+uGmOU06RCHs1E1mR6a7vxIG3YmJS4UDI4CmUB6vywHbmw5fj5r88gKKxJYrXL1kMntoctRfXqfssfdkEucX5Ioyw+l3hiXUbPbUA4G8Tg1Izr+mIaSK8UT0pEc9TW1habF5miHMxmKh8E4gElDqedkoYyYS6g8grMQldV913IZ/WyHLmuFBYWgxH0Kw2q/m9kiPlUhaNjSmQ73o5Qc5epXkpKgD44t/EYLlwrHgeLnvqRuWzus9OYPNfPhTHoKrHKYfgFo4p1tW4TsJokAxYzjmaDtYacgntor7W7vwclVEbEErA+VqjF4ipuFvha+tB3Q7hvZKVwsOBsDBsVc+wXU9tsjzw3pO49/XHNctkI1b2xrpNjNqGvdVSu4w/u8Ee44TB/e9+F6d9caZhucwZd8cPYexp8qDpoBBYkvtpeWLH15FEiDBEHu/COfOw8Q8r4HA6lMmEM+66QLNeXkk+ImqjtieOCFP1u7F67O3ZUz+2ab8IE6/ccAQV64X4jxwpAQDNB2uVPv4L/3U7CkYVoWTSSNy3+Nu4941vGbbn7/Ti0BIxsVWx/rBp2LIlVt5H9URYxULRR6oNKdnjJIsi8ShQucj+fpMNu21YA9SvTu47MuEURevkCIOOvdahmRC6CUu+9pJIKYjq7vuOz4VYmEx3mRCtko+/ZbP489YIY7P6HSHWI2MVZmraX9rsfzsPiHal4i0kElIYOg54LKpdqK9nJChNDFUJEbOqN23uweZ1rn0faFqfkrCTNrpB3GvNh+vR0+QR4dNDGDJqs5V0iT1Mn4vOXNXAqMhEeVf9IA+bDkyfm3Czc158DMUThViV+kfa3yZ+NMKBkMGTOf3mc1Tf/5qmduSki2P5Q2N0Yj6ycWSXliP1uG/xtzXLHC6npZBSvlSGx+8xH+ipy2p4atvhbe0W4kn6MjeSN1oe8JRMGaUpN5MKsrEYE4pSeWrdus/SaNTmjyhQlIjNwo9dilErIki050J0K3JOn1pMJRwIaSY7xOrCsOlu6ERXXYeJAcVF5x/qBHy1iITE943Ha92dhbuDSri5jJjMUBm13qAmT1KDPl/N4vmUjbaeRu1Ara28CcFuaxExK2TjqPWoGHip72FFIE42UCRhHjmUPtjVi7A+sUFUbjyKNT99RxncJ4t6ssOV51aMfhF+HIS7MEfzOQCEEnjrV/1osWIkyCHlkUDI4OXvK6PWDLnt8rVwmUQjlEphx06TdhVPiAn/yUJVcvvV13zczFjNe/X9r55Ekdn+94+V+rhn3y/SUtyFOXC4nfAnk/cKYNUPhEFUvVkrZuV0u5Q2nXrruXDluc2vX8tmUW4GgOmEUOd+IfKUBZilDARUHmk5bxYAJl0yTXntzs9BTlGuMtkgR+e06lTMj65IwoA38z56jgI1y2Lvw906I5QbXyebm5zs+KO73DqvL+LX5GX3DpN2qe4bznns94NHAc8x7F24Bd7WboMIZXx0Rn3dypjnXIN2wj81VMfUvgdolSZQUs7nJeJRHDwI+C3K1nlrpBc8VjKsfbd5STEDNp6ZaCgmAqePhEoVfxOqNh/DRz95C0u/+YpSh32oQkbtUGPURcCwGeLPgNVDaey0C8cUK+G26lqwcrmOsNdjMF4uevwanPfVK3DbP75qUCWecuWpuO639xiMUUDrGY7HvQtjs+Tu/BzMeVEIapz5/Svifi8i5YAdfMdcmVxdlmH5Ewuw5GsviTI2+jxTyaAJSnUc7SivJsLhdAhVZZMQY8VTK3+WRI6pKVPuU17mFOUh2BMAj3KEzerUSga8v6lK2rcbyJPEMMaIElMuRT045nmL+MPGAf9I4e2RlatDegVkIDZwCXkQkWxkw/GOuRJwGhWmo5Eowl4LT6107iKhMKKhSGKxLc8hMYPbecD0Y9lIC+hCr1d9fxHeeeh5LL7nb3EjAhLhUrXPYNRKYaKyoa5vQ9LwiKKmrh+Y20U92eHKdyvtD3kDCPYENB5NxVNrFX4s4VPVMi6ZLKIjwoGwZvIEsPn85ZqkZKSA3BfIxo/LJN3i4u9cj+t+ew8KTeqIq5WWb/rTl/Glt2Kl/86VSrYBWu/s5EtUQkImTL58OspWi/v09NvPByD60vwRBb2qVaufdLr4O9cBAM6860K4ct1KHqmBYLv2v55URaHSiLe1GzueX29rXbPfKgA4/5Er8eDSp5A/qgjMwdClM5LV1zolfLVAVNdHMqYtKaP/zUw63zROH8V5cts78brWu6neTtLtif+dtT97F0u//rJ407EfaFqnSTtJf+C1yQSCFY3rzZer6y23qkoLdh01rQNO9CFyWK+/IXHd5FA30GE+DrCkaYMQgQuoQtHtjG/r46QgtG7Fp38QwngFo4oM6W9DDTJqsxYb3e+YLyS/WWceMHY24FAbBDZybZjxVpE9tWoREzl8VJR50Q7smIPhzHtmabwSymeMYew5k0zD9uySU5iL639/L27+8/0AhOH94NKnkD8+fuivHOrcUaGd8ZUx8zyYlbGR2358jejo7Civ2sHpdqqEouJ4at0pGrW5pcDE24Gc2HVhjIFHOULegLmnVvZMdco5tS6Rtw0ATKwrnw+1URsv/PiCr4v72egxV92XrdsVIRqDp5YxoPAk6Al2+QEOo6dWJRAm37cuk1IsBgIt2oGICmeOK6HKtaEUj454ob7q58Ng1ErI+elGozbJIV3Eq1y7pLxLKpzq8GOVpzbg8SOky3N2up1wuJwI+YLgnGPhnHnYs2AT2o43YfNfVpl6uZ05LjjcTnRWtioRFbnS5IWtH/fJd8f/PNdelIiiRN5pnWPuynVhrFQXW8/wk2JlhJxul+b76n5p/Hkn4dKnbsBF377WEMEyQwpVvvGPX0ZOUS7yRxQqodxqj3je8ELDPRMPs5q4aorGluDBpU+hsLRY6RdMy731kqMrPsfSb74Czjka9lRh49PLUwqLr9p0DAvnzMPWZ7QDxfaKZiz5mtEbl69KbSlS1fZO9FvFGIMzx4WWIw2a5UmV3bOL+jyoQys5F6JG6hqwvY0Ca1ovPMi2PU1WHsc47YgEzevSxml7R0ULmg7UwtvaDW9joxLars6z5xGLtnSXp5bfmMy5VGsSRFS5vbXLxDUCtJOyEa9pHXCiD+AcaFFNKPAI0CwJI1oJfNWtBFo2xerI2kEWdVJPCtm5hwxpHObfuekv9wOO1MfQfQljLD0zyAkgozZbCXUlXiceY68F8s0HUEZMBuGT7tS+H3GeYZWcYXkGr5tsHIT9ITj1Yaa94Iof3YKrfnpbwvVKz5qIkdPHxl3n5r8+gBv/+GXlvVzKQy65ASA22wsg4DF6EMzUd/XiMB1VxnqOqeDMdSleKLWn1pFETm1LXhxv9YiZQP54zSJZ+bi1rBHggEsnQiV7NOUwRufYiwyblc9H5YajSnkZEX6sH/CL+0+uvezv8KKjskWpzwlvtWZt2bNuVhvXbPIlZ1gezvmvq3Hy1adplxfmItCtNWotw491z0jT3nKs++8lBjVTxphyboonjdAImMls+euHWDhnnvluGtagbNU+LL7nWcXwKD1rovKxO56nFqKEiGyEBLv84Jxjw++XY9/ibWCIoKu+A82HTAaLEnoDRjMgTGEwrPHU5sVyar2St1VvGOQNz4e/3Yt1vxLREQff3YFP/3clKj45ggPvikgKtWEBiJJm1VvKVCHawqh1uJzA6PhRGolJMIsuDULl45SFk8zCjxNx67NfwS3/95Bh+YRZUwEA4y8UEzbTrj0Tp6pSOWTOf+xKXP8/92L0aePgzBF9xrAJI1A0rkQT7ZI/okArFJUAuX+ZfNl0TLlyBqJxDNZYXnQalWgBnFh/GDvmr0dPkweNn1fj41/+G9VbjuPEOiGwZdZHm23jxOK9+PSPwqtRvvagMlHS0+zBB08tVNYdNWMcRk4vxcVPXItb/voAAGDW3Nm4/e+PYPJlp+D6399rq91hf0h5PqdddyYAYZx/8B8LUfFJaiH96DoWXwU50CSMQhlVSRuBjee4eZP1Z7JKtVVeYiJkIyBef9KwWtSljQQBX2Os5nGoI2YQ6jxcauXv7poaZftq3YSIzygIKfa3Bmhaj7byJqz6wSJFtyEhnoMxQSfOgdYd4s+Cig1H4Pf4gM592g/kHOiSM41fSqbfbd8jcqwJI/4mwG+R4uCrM5YTk4lY9JX6+1j+38+ls+S+9tyHLhMVEazEXjPPy4lX6T1k1GYtNvMpSq8xXz5sOjDx1uR2qe4880oBl+zhZIr3TQ1jTHmgmOSV3PLXDwFInsyc5Ad2Vpx01QxMvjR+uJ1dRk4rxejTxinvZQVRIDbYlv87c809byGp9qMavWd2yuWnpqW92jI+Jp5a2ajNtfZMhR1xFNzdxnBIOVdMDqfUe6tlgR95cOwqMIp5yQbMvkVb8fEv/q201eDhKBbK1HIN4jU/fQcrv/cGVn7vDW15EIlIUAxE7eYQO5wO5AzP11xnQHhg/O09iEaiOLJM/KBZluDRFTT3tnhQv7NSaYsat+SNdOXnaATM9LSXm4ibdJcjHAgjGo4qx3ftb2LeRPUx5w7LB3MwjVEbUu4Fl+RpD6Jm23HsW7QVeYEaLPvWa/joP7VCajKrf/IWFt31jMZ4VR+fPIFRseGIUrM6EQ71vetywD1a1NaVjT+HzpuaP6IQXXUdaNofS2mQjVR5Wag7gOFTR+Pmvzyg+a48CSKHmTMHA4qmadZRQuTtknCAolWclo2rRGrvZgyfMso073/ChVNx8Xeuw1U/iT+p53S7UHrmRKU94WAYYX/IZOKgAL4OL/weHxbOmafxBJshe58nXz4dV/6/W+KK3ilGrclzCyCWT5Yk8u8KAHz8y38rr7fO+wjrf7MU7z4833KiqOVIA6KRKLb89UO07dJO6NTtqkTFJ4ex9Bva3FUeieLmPz+A6Tedg7ySAjy49CnM+OJMMAfDVf95m2aiKR5Troj9Bpx1X2zir/1EMzb/JXZMtTtOYNFdz6Az1YlQfY6g7GVKJjpD7T3sStFgVWNWKirYLoRsyuYb+lTtd+V7kgO1KnXk2mXAiddEKSDVhBOPco3AnOfzVYrhqBYfjHgT5Ot/f5GIDPnzhwj5gji0ZJdh4jISDOPzN7bg4HuSirccstqxR5RXaxf5/uFAGI37apRa7d6WLmz+8yps+b8PYSROCSGfRf6nGa3bkyrxMqRo/hRoi004+Dp6YhO8FhUILEln+aheBsXLqSRKWkPpVb1tUF/RL9Y+GbUDneI0GE6JirYn/AwoGFWoeW/ukctO1N6kva9vRk9zl2Kk3/jHL5nm9Po7fZZhtDJ6IypVFEOG6XJqJ84GEMupTUYNWOGkB4DcUYbF8kC4p0l09uowUSBmsPoUYRxj2K56YN+0vwbRcAT+di/+f/bOO0yKKt3/39NxenKeYTIzZARBchCQoKAkURRRV9cwhlW5G9zV3d/ee/e6OaOru7JmXRREJRgRVARBVFBRQHLOMDn2THf9/jh1KnVVdXVPz3TPzPk8zzzTXV1dfbq6wnnT941X1lMTB02Fz7o04DMA6Ara+Jw0A6GtwlhxKfEQ/AIVqBJ7C2uNLAllWxO/F34H3Wd6KeZs37DvP+/Fcoz98XTcsPIB1XpHNupPHKX0avG4tNltmPrbazHohlGqY5HYaIr4zhWfS8tYunBaT5qaWndaFrhoOi/vy9bmVinNl3H+Ozp5UhnJikhtYwWdLG3+y7vYueJzqQ+qGcrxNvkKYU8tALERNIsp5toU4ZbGFpzfc0qVaswisGd2HIPf50dzbRMKRpcFiLAdFUWMWPqxz+sLjNw7Q1Uht3YfZtcQ5gSyB7k2hDQCQtDr8ov0MxNMxuNrbkVrozegvjcuLQHN1Y34ZiltL/P2Ik29o99H0yHFY4N9J21Nuu7nBquLbol8a8KTXxw2fO3Qh7ux9qfL8Mq8x3RfP7X9sMq4BGhEddJ/z4nI2FKK5PZNrsQ4lF2u7i7w6V7MAwwAACAASURBVGPvw1vXhA2PrIbgF/DW/S/h5PbDoX/Qybetr+trAA48o06bbDpHjcXaA6GpsVZsA06v139N77c+qnCoCRaioUaGr0Icyu/z4+WrH1X9jpW75DY8ykhta2ML3vzBi1g6ZzGOblb3RVY6d45t2Y9XF/wTXz67EavueFYq8Tm/9zSWzX8cO5d/hq+e3yS+Ry8AIaDq8Dms/3+vSRlg9efp9bNy/1nd9QHoZhrpLuOEgQ3Keey7//Wy7OA9F6RDgZbmCjmdPGB+2LGR2spD1Dme1EPsa29yj4tyn9oO6SXGz5bOTBKNeqDHdCry48kzX9+QIEatSbSCtdSoP1uL/BFUWdlb10SFlNoqXBQFDn6wG6vueEaqvUkryTIU9tAzqgbfKPfXDWUSagb7HEecS2Uk2EVDsk3qxwYXQGbUNlygXsDkfHVvTcmoFb2E9rhAA16bjs1U+VTjLF4gPdTWvCq3r6S15kTgdsKACVNt/uu7kuhO2RSd9C8tp9dCEKgxRuyB54Zs1NL/cckelEzoC0KISrxI8vRr8DW1wOawqwzm7IH5GLRgtOGQWNowM0KZo4NFoAGg6Yzswd/62Pt00vYcTU1URrmUSq9K1WNtLeXK202yifICo4pl8+aCQIAz3oWmKv1IbY+hRQHvU8KcLG6Fw2jsj6cDABrOUSOb1cjT86KNE4xgE0qijtQ21TTC5rRHrJ4+XOwuB3zeVvSaPkjVmxuQtRBYBKv3DE0qc+WXNKoh9ltk0edgrdUA2RFjGKltMm69ovdbCX4BH/2f9T6mfkXN5FfPb8KWv+u3mRl572QAwL53vgl4bfQD03QdbIakGrddUl4DnfEuXHKbOopycN0urCpXR4k/+tUq3ZpnyymxSvSipQA1KBVtwCThmsYTasPTjIrPqVGr7MupVOw9q0l7ZnWjDLNaRLYdC/WKNTotktwKB4y3vlm6JvsaWiTNgd1vbIff58fhj/fg+NaDknOHlTckZMv3xu9W0+gra/fE+PzJD+ln1DWpr481u7H1cWrspxRRB2hqUQaIjcCZoKPbULuPOhQajge+FiP9mzs9hKiOTza3CLUjAQDrvWhDxqrdJ69Xsf8sbA4bMvoEz0KKcp/agAOZEHI3IeTfhJAFhJA3CSH66nshwI3azkrOZFnsKaFIJfITMmw7DouqjDb5otz7ysHS4+JLqaJyxYGzVBDIaqS26Prg60SR8Q9eiWF3TgxYrjLaCZ2cM0MpkshGreLzbC44REPSW9sEYiNSdFmPUF1kktFawfpuqn9LlpbNIqkOd1zApyjTHtPLsuFnRi0zZFKHAA61UBDj4pup4mvtqUBvv6/2tDgGu+pYDBWWgl6x/6wkMqQ6ZpOMsyD8PvpdbPbAyC7bd3rRumteLMfVz94hPdebqLY2twa2PTKg7yxa6/7datpmhEXI+opqt8rt1B+X72NHNlJRlO9Wbsf+tXJUAwC2P6vvtW6u1bQkMptrxcsOtgHXDEfxhD40dV7wwxnvlgwlbaRWGcma+ju5bpFFnk99eQQAVBPDkgl9kTVA/jzmsW6qrm9bfZMtDkgfbmlV9ls31zTCGQMZKna3Ez5vK4rH95GuywyW5i+lvxMCVCvqO5khISrsMuNXKTZlBDvnDWtqG6yruX7yl3fw3oOv4OS2wwCA0sn9MfQ289Q6powt+AVDpxGAgIgpY8TdBuU8Zuj1dhfpc+VgEBuB3e2AzW6D0+PCwlWLsOD1+6V19NTetUZtxf4zWHbt43jnh8b1kq3Nrdj4+zfVGRRmPWCVdbfKa3e4fWMBtXqvX2OQamt7j60IfD8T5WFR3JrvcGbHsUAnyfnNwKl38c2yrYGZBgB2idkrfp8fVYfOIaM31dlobWhBmpjhMeWReXhl3mPY/Jd38fFv5RZJs564BXOeug1z/n0bLrmDihd+u+wzNFU1oPYEvR9dtGAUEnKSJd2CFTc+iTe+/5S0DcEvoPoIdRQk5qQAdYfgjHeh94zBaKyoR/25msA68DPrqVNBSzDHmuCPXHuYLo06UutMcFMHRjj3CN0U7xBmWWc+UDyx9j6/z4+9b30dcC7Una5GQnZy1B2pFnhYZ9lkAOUA7hMEYSYAYw+hRWJ+L3A6AGcykDuVGsoqdE52V7oqXXXg/BHI6J2DIbeMkzxFnz62Tlcd2BBXNDIhrBOXGo++MwOFshwuB1ByM31CHIDNZS5YYqikan5RZSnHUrpzj+lA0fU0micaBXaXw3LrIyswo6FenCBp6/KYIBKbfNk9gZFad7K8rLWpRYrUStHKzJHKLare2/9q2rrkxGcHA7Yri2Y5At4XFLF+F1D3TWYpaqrosolRKzTQVDXzSG2gceOMd8OTLqfqr7n7+YB1fM2tltNXiydQ8asvRUOURWpZ25iqI3KNXsNxebKqjJB+9rg6fZCl9TLhFaaqW3uyCo2KdPCCkZp6VQOGfG8cxv14Bn0i+AAip/ppI7WpRRnoO2sIJvxilhRRBIA+M+kYWI9Ql8bAYq19ACCRtcwRECiyEoroSun3AE8uUHitsaJkykAAcimAr7kV9pgwau1oNRB0ciXSc5v1F/c1tWjEUNT7iLVpc1pQBmfX/A9/tQp73jQQXjFCcf1qafDiyMd7UaFI1aw7W2MYLWa160xMjIlBAVT0KaUwHc4EFwb/92W4dundAdfKMT+8AgtXLULvGYMRMsQeWLstYnc6sOD1+3HdK/eqltvsNlz+J2Nnbt0ZdSCFtdSqPHhOVTJwbvdJydF0ZOMeHNtywDyDQsnZD2ltq8U656VzFuO1m5eYr6RtQWNBUdhb14xjn4pjOLIUOCkr/tbv24z1v3wdW/+xTve93yz9VHe5v9UPv8+PpqoG+Lw+ZF9ES1Z8jS2Y8sg8XPnojdj4h7ek9Wc/eSvyR/TExTePBbERqeVgv1lDJYda5eFzUmeDwTeMRvH4Pqg+VoFzu2hdpr/FJ6WC1pyk2gy9Zwyitf2nqdJ2akkmWptasOqOZ/HazUuMMxqUBDNqz20CDr8U4TrPLogmUgsAPYYWR8cYNKx7JoHrtNI52PGtB/DFko+w7hevAaBG7u5V23H666NIykttx8FGBkEQvtVZfEGgF7Q/iM8NlNysw43aTovOZL4tUv2JpYDdYNIiCNTwTR8B9LiC/mejIARX/HkBBswbLt0IWBpgsJrTWGLSf88JSDmb9/ydpu+xp/VU3HAEwO/FiLtMPP2OBP3lSb1MU9jkSK24PxOKAIe6bUlYqbgGEzGATk7tbgfqxcmVw+MCiheq1lEq8erV1NqdDsz61y3oeVl/McpHbyiGdasK2I3m2JbACRdrFxJ4fJEAFefADctjVk5sv31lK5wJbss3OH/DGdU46QbFVkbi5N+KYdpwPvDm1uptsewQYhMugKoTs6hafGYiQIALe+k4PekJqN0vRg56pEhRcyXXvFgOu8supd6f3UlT4TL70X36zcufYrUiVfL41oP4dvlnqDlRiZfnPYbGqmCKugQQfKhXqJTaHYpjQVQqHnbHRBSMLEWcIh1dWyOsTeFTihcpW7DA7gKyA7MsAAA9ZgQZr4g7XVdMjQ7sYqBXORxpJdKiqFz3nOpJjcPlCPiN/YSOy6URo2ppbKETYr9PE70TX2eRWgviV8ygF3x+HPpgt/XxAyqVc2e8SxV9B6hQmLa/OWsDxjIWjm/ZD0EQUHGAHvcj7pmMK/50Pa76x82Yv/QeOBPdcInHzsT/NwsAjdr2nNQPhrjSjV/zFNA2eblT5WU9b6V/ZTQjgxCiKzaYqUkXVKa7fvzbN7F0zmIsnbMYrc2tUto9IAt3VR+vwPsPvYrtz1CHlq7wnBXOrNdN8605Tg2zloZmqZyhuaYRTTWNeO+ny1B5WOfztHW0Zz8K+vFfv7QZG3/3ppwxoojmn9xOMzOY4WhERp9cFE/ogxF3X4bhd00CAHz2xHq8ee8LAIDUYuqIb21ogSvBjdTiTIxeNA19Zw/FgtfvR2JuCib+v9kYeG2giv+k/5mDglGlkoMltYR2JmHHzLqfr8CVi6lqOXMubltCv3evK9Sp/ax1F2P5dU9g6ZzFuhlJMkEct3WH6X+/woll1IamW2OTjNrW5la01DcjPj1wTnZ254nwUpLDRXXu6czhT9AsAiYCWbHvDCAIOLJxL758ZiO8dc3IH05L/5TlXJ2ExQAgCAJLlXi9rRvkRm1ng6UIG02y2pP0obQGkxlymnRlm8OO9N5yO51YiFhYJW9YiareacbfFgatq7K7A6M3yWLEaFj5JJ13GNycsifSiZHR5zg1Rq0COVJrp+mShp+l89mZY3WGKK8Xl+KR6nWdHifgVP/eUvSWADaXfiQrqUcqPOkJaK5plFJtzfqHznnqNsz61y2GrwOKqKqe8WBiqOsxY7FsqOspzxqOQZzkqVK+xfYuzNg3E+5iisbKGluGL4R6dLvTLtVxN9c2SS14XPEuuBLc8Lf64PC4pJRcm8OGwjG9pPcrHQzuZA+cCW5465shCAI+XUyjCzmD5dZg2pY/O/6zBW/e+wIEnx/rHtakE/a4InDAQqtU8wpoDCwjpw8CfxuXJmqonIR4tBOVZHUrJ4mEwsBlwXr8GagnK2vKtcJM0WDcg1dKE22G154FFF2HuFT1/mmqbqC1rof/Axx6LiCa0dLgpf2AHZrzNkmd1gyodQTYb+v3+XHs0wMBx44evpZW6ZrDnLTOBJq2Oe/FclVv3t4zBqP3jMGY/8o9UmZHU3Uj1v/iNaQUZyKtNEu39REjf0QpFq5ahFE/mGI+KGJwvSq8BsjTcYzYXfTPgsAPO3cH3TAas5/8vhRRVLL8usdVqdQX9pzB6ruew3dviHWeu2jKKmtvpNUyUFK9+yy2PbUh8IUKUWxOVEA+/PEevPmDF7Bl8Vq8esO/8NH/rZZWPbX9CC7sOY1PH9WPnoaC4Bek6/m+t3cEDkss5/G3+PDWAy9h6ZzFUnZQveg8T85Pw+V/uA7jfjwDvWcMlroOHFy3S0qDTy3JhCvRDW+1HAjypCZg2O0TgjoyPWkJmPDzWVK0/LL/mQvEFyKlKEO6NsZnJuKS2y7FiHtottvpr6mDRplBAqiFwwbdIGsk7HtXXdu9Y+kWLJ2zWGz7FEawIoQ0/24DkdOPm0QHbFya+lp4fu9prPv5Cqy8g2Y7HFi3M6A8B4DagXDq/cDXQ+HIy5ZWa6pWZwEqe4EXjulFM4qiYRdYhBCSTwj5HiHkfkLIJEIIEQRB1ddMEASdi1NocKO2s5FzGVB0HRBnlMoaQQxVkY3l53tNGyg9drgdag92jNPjkhLpsbYXph40OqneBza7DQtXLULfq3Qir6maCVbuVCBjtHixNfbGSunHWqNWEKRIl93lADKU9X/a7QmBRqzD3GhXpvrpTZQk483tBNFO4BQT3gPiTeG4mGIWMDlWkJCVJBlgJRP7qgwgRlNVA+xuh5hGKehOro1R75e0Evk8CjCGNE6bjX94S0prPL6VpkXrfZc60eu+63XjfoW5gwvRY2gxUnsGnsetTS3m7bCyJqieMu9/3alqGnUD/W2Y+jaxyUrc/la/KpX80p+p2365RKOWRXgBakBe+5+7jMcjEhCBTyjWlDTQSC2LqgGafa6TPs9qH93JHuSJQnQAkJCjvnnnKIwBZzxtpaSqv0w1SSvNnyV+vgMovdV4PcBw0mBzOCUHRSxkqBhO1F2pAVkAjRX1tH6W1UAysZqK7cCZDWhp8OrX0yaUBH6u4nxg5+6RjXux8XdvSqmbZnz0f6ux4sZ/AZB7ZfeZcTFG3H0Z4pI9quyQEXdfBrvTLh3PLBp6ducJNJ6vk9Ks24yRo8Od0eaelBddNxLXLb8XgxaMArERTFG07zJi+zMfo+50tbQ/qw6dx4V9Z6QIYmuTV9XGRsn+Z7djz5qvVIJaKuoPAYCUrcGi7ef3yG1ltj5GjdlwvzlLn26qacTLVz+KIx9TFfjKQ+dUSsWAnJnRVN0o1ai+fsu/4a1rkqKi4346QxUJj0ulLZiYw2DAtcORmJOCwrG94UgI/9xsbWpBfFYSvWblUEfI5F/Nw8JVi+BKjEO/OZegqaoB25+h7ZSIjQTcH5TX3kELRmHm499D6dQB6DlRnSnw7TJam7z5r+9Zz8BTHotm7ZK6Kj5vkH0lpx8f/YQqX0ulKiIV++l9r6myAbWnqrD1sXX47PH12PTHt3F25wk0XKjD7je2wV+ncBqwdlqC8bwYghBaerjO92BCZI44JwTBJzl3Jj8yjwZg3CYZJVGGEHI5gC8AzAAwDMDfAOwjhIyP9Gdxo7az4ekBuGI3f14ZBXC4ndYjZ3qCLIm9ApeF8nqIKKNBAb1UAZROVSvj2t2KSZOVG48nF+hVLk+SPPlAWvAaLin9WGeyrKyphTsLyBpvPIEPUUyMbdvmsMOeHxjNkNNsHZrJnfqi3m/uJQAgiTHZnHbArqmN05kcOuPdUsqNEm9dc8TaJQG0/yYAdU/ZXuWATb2//S0+qVaKpcPaS64O2F72QGpglQZRUj715RFU7DuDc9+dgreuGfve2QFBEIIrhyf3pQ4RsUY7UTTwPvvneqmm1hHnktIsW+q9UgsdgNYRAcC4B2cgf0Qpxv/0Ssx7sRwATTk8tnk/1v50mbS+3eUI2N+TH5kXcO+WWgqoFirOUUKNWmUGhDvZXFF3xN2XYd7zd8IR58SYB6YBoPWPLk36sVuxTUII5jx9G/rPuUSxAkv70zlPXaJGgEm2RHCIdM0IqUetrY3HcfoIIHOMpVZFeleolKIMNFbUQ1C0SJHqa30NQO0etOj1lmZo0p6Vv2e6GFVlPWZZ7fb5PadwbMt+3c2d2UEjXF8s+Qhjf3QFyqYNxKCFckSLlQywlHglyp6wlYfORbCBRPt2olBe14mNSO2E5jz1fdV66WXZSMxNUbXpYqz96TI0VzdSo18AXr3hn1g6Z7FhdPzg+l26yxnKfamFZUUoBal2r9puyWnx9Yubsfy6x7Hipifxuk59Lvtunz76Pl5d+K+A2mLGihuflAyT1KJM3XXKpg5E0fg+kvr3qB9MQcGVBlkbRigcppP+ew5m/uNmIKmvFL3XppWf+uqoVPc/5r8ul4QMlXXQg28cg4uuo3oSyQVpGH3/NFUGgtLh4Ekzzl6REbetFIvqLkbt/iXAibdp5PTQc8D5LcbrEhvgpY6Rr57/BABUmYWA3NYOoCUAAJAzuBBHP9mHdT9fgW+XbcWXz22S2sxJnN0E1IjnlF/HoXThc+DgsxYMW/F40vn9KsWshdamFnirKtBU1QBXohu5g3UyjmKPXwO4VBCEGwRBuFUQhKEAbgbwL0KITspg+HCjtisRJPIWeQINEU+6Qs02lJY2esrLniAS5SH3nNRBkyKZnJ+GvGEluquOum8qrl9xn/TcrlNHao3QTjs5Uhu4P5nBa3c5aPQ+ZQCQqWj94skXHxCEOjljF3hdJd7kfqpILf0I0StNCJTHBkt33bn8M3F7zkBRMp3fv7W5Bc21TVJdGcNb16wwaky+U7zexT7wmGX1mKpaTJ11id2GqkPn0XChDn6fj0bzVeccHUufmRdj+t9uwMggaY3MAHj/Z8ux8van8fm/PsQbt/ybiqyZpe4TQp1F4rHLImJVh8/TvqRxThAbUe2zc7vlm3VG7xwsXLUIxePphK1oXG9JEVcLqzsEgKsevxmDbhiNa166C7mDC7Fw5SLptYLRZZjwcGAbnwD8PlWtrM1uA+IVbXw0UXeb3SYZwe5kDxauWqRb/6iNPgaIprG0Yb1UZLuL1vPmWxi/CU4xMujwhODMSxmgI9AXAulDaQZIzmSVCFow4tLoPk3KS4XP2wpvrXHrFGe8yzhzRbPPlBHihOzAqHZLQzPW/nQ5Nv7+LZz+yjhFcu9bXyOtJAuj7psaEHW+dundmPJrnYim5jdn/UHbTFu0KnIvD/ktecNKsHDVIiRkJWPhqkW4YeUDuH7FD3D5n66XVHwDhugXUHOiMqAOecvitdj+7EYIgqAylrTicFqsaDQ0VTdKRueXz2zE1sfWobmmEcuvfwLLr38CB97/VmXM+X1+7FzxOXxeX8Dx1nc2VWs/u5OmUh9cvwst9c2oP1OjMuy06tS5Q4pkw7LsDiB/tnQ+edITMP7BGdRZqefQLb2NOi8Lr6Xv6zED6Pk9+fW8q1SOLpvdJl6XBcBmp45FTRS/t6KGNj4zCfDTUo6X5z6KpXMWw9fSiouuG6lq/afcP76WVpwS+xTbXXZxDhXk+GM91JVq0sqWSKH0He6MNB6X20XV6jvLAFAnHYCD/5EF7LTOulqFw6j66AWAAKPuk+/j+9+jWWfajALU7AJqxEzaVp3+7bViT2SVwavf35iivpZ565pU17PmMwfQXNMY1CkcQ7gEQVD9OIIgbAEwD8BvI/lB3KjtSmRdar0tjyWCJRhpLrbOVMQrhDykiTmJ4X61GhGQmU98T/KUayGEqOpBHXFueSIVShpawSwgbaixMJcGlsIUaOgI6kitHrlTacukMBq4szo13X6ftjhJCVdSIc4YTdv0aCb02rReR9ZAID5ftSzgOYCUQlll+5tXZJXLlkavKg3RkNxpkviQhE5knLVgCTaRY/0Nz+85hdamVtGYD/zdCSFIL80OqkY995nbAVBPMKv9aqpuRGuziVCUMsItGtTMiIUAnNx2BIKf3iwbK6lYyPifXYlxD9Lav2AqiSyqDgCX//F65I+Qf8uUgnQMWjBKldEw/+V70OuKizDuJ1ZElwgAP+IUPSSRYtwOJRSCpvw6E3EqYRYQH1izCABIHdi2eiRik6LZjjhXaNfhpAhknNjdQQ3pWqds9LLJXKrYQ1MpRKRl1H1Tcdl/zw18gRBdR+r1K+7DhJ/PRO6QIslIYVQoxIw+/t2bAe9VppUbCY+5EtySzoCSMkXpCwBc9r86Y24rKQMB2PTrxfVILGnzR9L7Dm0J1EtMxzdyemknuYc/+g7frdyO7c9sxBdiT9VIUnuySmUsf7v8M7Q2taC1qQVb/7EeL899FPvf+wZbFq/Fx79ZE/D+hJxkTP/bDegnliRsf/pjvPfgMtU6/a+Wr0m9pg/CVY/fLD2XjJKSG+k9zpOrfz4p+2azLgTsnuhOp+9LKKRGbIpomBplbtSKis6JpbRcQaGS70lPkNTimb6GUuTKqPTG3+rDqjufxarbn8GGX9P9VDploNhNIQynSsUXQNW3wKEXgFPvhP7+zsYFcX6gbSPFqDss9WWu/Pq07iqCIKD2RCV6XXGR5ByyOexIzEmRWgwypLp/IxrMhc0MqTtEo89+9fZX3Pik+vNr69FU3Wipd3iM0EQICai1EgRhL4CItj/hRm1Xwu4Ksb4wwrjSVFEYeWIewebhdsUkKgxDLZLY3S6aopp2CfX06qGXCuxKAzICVRYNP0c0tmw6EzmpptZtUKdKHIqWSaH9DrlDzNNaWFuV1uYWwNcoRrxGBvwuWmNRTylZj36z5drLo5vk1hDWeyATaqyoBqOYqKTI9ZoA4HCZqzJf+tBM5I8sRd6wEviaW9pcO2l32pFckCalXDK89c1UOVlPtdepf/2Pz6RGVM3xCvi81DPPetZm9MpBzuBCgABl08yNSNaXGAAy+uhHhVTDiXdh5L1TTMW/tKh+u+R+QEp/+titn0YIwFyBVrvNjiJOvX+Yc8TpcQLpwwC7hdTBxJ7B1wkVj77h7ifyecdq5FndaZNZKzJXBhBfHLicZWaU3iYvs8fD7rSjYFQZCCEB0VKWmgnQ85ilydafo0a1UvzElRBaanbu4EIsXCVnD2T0DpLpYxmFUZHUB+h1B60XD5fUi8Pur50zuBA3vPGAlK7ae8YgTPv9fOn1gpGlmPH3hZj5xPdU79uz+kspymQVpYieFma41Z+rVaku71kT2Mbpsyc+wKEPdkv9hhlzn7kdVz16E9JLs6XMASDQCZpWlo2sAXlIzE0BIQQpBemSc+7Ylv20tttEZA6A1C0AAFAwh0ZkjeYPmaPo/VzRutCU7IlAqZwqPrx8EhauWiRlv1Qdoan90/92g9rRmSLfm3a/sQ2NF+pUYkCe9AS0NHjhaw6zywlrCdMYpoHVmWltABpFXYiqb4CztM5ZmTmQnJ+G1qYWbHtqA75b/SVenvsovHXNSMpLk2rSmYJ8f4WzFwBqT1bi3HenpOtWACe1Djvxc/VSk5Uw9fAWebs+hYr92B9PB0Dra5trG+FOCc2oXbNmDcrLy4EIG5IW+BOAlYQQVSoJISQTEbZDuVHb1Yhgr1IZq0IFNtVFW3fSr52Um9aU6XyXtKHyY3tCYF2t2cQYAAqCC3FYxeEQLzYZw42L9DNGAtmTAtrhhIJc26o5XX1NcqRWa/DqeplD8/iqbsCCWAuS0FNM5RIkEZ/GC3WBLSHSZKEsm92GglFyFMkZb22yanPYMeQWGmmtP1uLysPn8MWSj3Bh7+nQ6ha15M+mtcdiZK7XFRfhoutHok9AL2LF93emIKUwHRN/MQsOtxOtTYq6VwfLTgjdo65Xq9hc3UjPHb1U2R766Yw9J/VXL0gfjuGiArcnIxFxyR4MfWSaKuqhBzNOS6cMiGjfYwqh4mbifnMlxdHrVUIxTQM0m5gGSa1VO07a4xqoh7qOnH0vR5yTOrvSh5m/vVe59YlzhBl663i4UzzIHkgzJJprjNOPAYEaAIXXqBezWmSbYt8renEf/+wgvnlZjKCIu0rbd5pNHlfd8SwEQYC3rhlxqfHIGVwYkqNEyfyX78HU317bdqEodq/KMO6nHRaZo9RpriFCbARZYk1x6ZSBUkqyO8WDwjG9kNYzC8n5abjqHzfrCu0xjOpVT+84hvN7TgW0n1GSP5I6Yxor6qR+x1bpP28Y5j1/J+IzEiVnlN3pwMRfzsZl/ztX0iJg53RSbgqm/uZalaE+/a83AADt9asnRll4rfEAiM28fp5FJ/LfoQAAIABJREFUfI3QOo2ILUB/QUnlofNwJcWp2q8BUJXHKDULxj04AzMWL5Scrc3Vit+p8mugObT93S05/BJwYhV9fH6LFMFlGh19Zw3BlY/eCL/Pjz1rvsL2pz+W3upKdGPMInqfnfx/VDNDG2H/dtlneP9ny/HW/f8JbVyGRm2gGOsnf34HXz67UXIGOeKc0rnurW1CU1UD3MmhOf5mzZqFJUuWAID+yd9OCILwGoDHAWwhhLxOCPkfQshvAGwB8JdIflYM54Vy2oQgtJOBq/oQ9VPxwp5WmoXKg+dAdNqVoPh6ml7BMEoHtErOZdRTevBp+rxwHlCzBzhroAweQYU4O9GpndBCbECyhei5TXMqZo4VRQ8EaXIX8Gs2HDPuU1swm6qY2kKcGCrSW5Xpv/CyPnoCHYknTxIGomIkmtG5UmmtpNhaQJmipmx/Eoz+Vw+TRB3eWbRUWu6IE41BQQAyRtHPTyxTv9no+Pfk0r8qGrmwuxwYvDCwxkn9fdKAFvk+0OptEb2khAr1nF5LHSqGTdX1UfZbHXbnRGz7Nz1uDSPvBpMxpTr1wlWLgNr96D1jMHpNHyQZpzaXPaihOur+qSga1xs9LmlDJCoIcSnxuPjmscgfYRKlTOpDj6ELnwFEP81biVqwJfT6ccsYKeEqnXlxmnXielCFzNSLgaqv22dcKoy+uzjG+ELkDgaueaFc7j9a3YCGC3VqsTRpc376/ZQGeK/yoKNgvUEB4Mq/34i3F5lPABsr6uFv8VEH05XGfbuD4Yx3ScZ6RLB7qAEviswYkjpETk0NRhvvzYNvGosew0qkSa4yQs1IKUzH7CdvxZ43v5KuKwCQP6InTnx+CE3VjUjMoUavIAh494cvo//Vl2DH0k8Rn5mIqb+5FuN+MgN73/46oE9sRi/6ud+8vFVyngV8fnEGJv5iNlaXP4uSSf3Qd+bFptFz1muz4XwtRi+ahtSSTFzYc1rSPCDs+CVU8Vr6znoRV3c6FVFrPqffus4qLBsj9WJaM+lvNs6uSO4n11UqqDx0Dmk9MwOvvYq5T+8Zg1E2bSCIzSZdy2pP0ntuc2W1LDtwYStNLS67XXcIrc0t2PDr1Riz6HLEe4Icr92BxlOqp3VimUXWgDzYHHY4NfX6jjgnSib2g91pl48vdyagFNJT0NroRf25WhAC2FwOQ22KoChFvkDPxyMbxWvJStq6a8x/XS6lG9ecqERTZQOS82NX8VgJIaRIEISlhJCVABYAuAjUsF4gCMI283eHBo/UdjkiaMimi1Edq/VhGVSgaMLPZ2HAvGFIzhPFGaSLeQTGpr0xEGJuuJXehlPxV5lvU1t3aRF7VnDlYusb0xgrqReB7S8mlKI3VWWR2oCeqM5kKkITKglFNLIMOQ0sLsWjmTgQwJWiFoIJkgo+7sdyzaXTYz2CYmSEyVFrgaaW5Uw0Pg6YoV50veXPFT9c+UT1Ek2BFvd5Yglteh5GSqJSLCd7gDwRl1L3g2UeaCi+VHSgiOqJoUZbCSHIG1bSDlFaqPbnwGtHiJEgndZTAODJk0spbFp1bQWK1Fe724GyqQOhL8ARIZJ60UlyUh8gZ5LiBSINPSCLwJVCjUBPoGKvJTxq8R8rBqUpinpQ5lTZ/sxGrLztaXz6qE7PRcGPcKYKyuhTcoFaqGfe83cGrM9axeiqaEcDpUBU9kTqpDNzimaOBHreZH37dk/Y5UI2u03VxsoMba2xpEbf6JWcGq2NLag8dA6b//oe6k5XS6nfxZf2wdBb5a4b81+5B9P/skD12x7dvE+1/aHfvxRX/HkBLv/9dUjMoWJXY394heV08PjMJJROHoD00mz0nqFzj7WqGJ4+lGa2ONugM5LYEyi5SY6uZ19mnDWSdakqDZkx5HvjMHD+SOr8VKbxExsVEhONbpvDrm5NJJZyNVVQxX1J/MlE2fjE54dwZsdxbP7b2qiXZ0Wck+8B+58K7T0+dVlFg9jbOCGLzl0IIVjw2n1ILcnE5Efm4bpl9wZmiGhKyHpdoS7heeu+F7Hy9mfw+s1LcFhsTwVA7mV7ep0kUmVIzW7V06azJwJWKRhdBmeCCzanXdIq0F5XY5h3CSHnAbwHYDiAvQDWAdhn+q4w6GJHPUcmApGKpF66rU3gyqATrSxNiym7CyBOJGQlYcgt4xUXaPF/QYSEO7STPC1KNVWbI9AgU0JsIbe6YbiSg6gv504La7sSOZMAR7LxhD6hWI7UhqI0TYL0D1YYZ1c/e4eY9sWk5sUMAEGOIFNRBb0xysuUwk42twWRJwXaVkqAWMdrlZ43U5EgVxvKSDS/ga+5Vd1L1pks1xiGiVJhVr9e1/hynXsxTWXrI/VHbt82JGHRljYTZpN/Udn4+uU/wKj7LfTF7jG9DeemjTqcciaphaUIkeq19Ho6S+OMqJBfaAhSpEs+jrTOC/1WL0LwCbIjWawhlo87pdiZzWHHlYtvRPZF+VJfxRtWPoCFqxZJwmOnvjwCILiYmW59dVKIrVqCotgvhABxmUDe9MgaCj1v1i8xiDAOt1PVs5mVPOxc8TlW3Pgkls5ZLBm3jLJp8jWXpTAXjCqF0+NCuhil7TmZljyc/faEqqbdnRSHjN451sT8wkGrk2AVVzqa7dmhv4+JoRECJPc2vh8Top4rJZYByf2QO7gQuSNElXLt8ZNYohKaUsKM2uZKMUtK7/pZR9P5tyxeiyMb90qK9me/PQ40HAtcvzPTcASWHJZnPpIfn16neonVLCvbyrFrk2FrHFF4bNrv52PMD6/AgGvU7SeZyCMAbP7Lu9j1mtifvoJGWNlvFAq+E+pMw5xBBSCEgBACf4tPypxgWhqxjiAIAwDkAXgAwKcAegH4JYDvCCGHIvlZ3KjlhI7NTls5sMiDPd68hoURSgseszYXrK7WqO6FiUKo1EDZjUgx2c+dGlxgQofeMwYhpTAddmeQm3ZbRWCSegElC+TngqCe0KUMCK5+rEdcrrlSqsI486QniF557f6j/xe8dh+m/Poa/Ru9wc2ftBgrrUoovKMj752CkT+YgmteLJcmvEwEyZwwoo2pQ2i6aBBam1tg14oTJZZS0bAQYEqeox+YBqfHJUWgdZ0URqmvoD0sF7x2H7L6iw4fo17FQHCnUHvhrUTYxrY2PV8ijN84oahdBJpYT1B5gq/5rnYXUBJ+bX3YsNpXiwbZ7pXbsXTOYtSdEc9TwY+g+7lkAdDzRtUim8OO8T+9UjrGU0syMfU310qTR2ZQX62I2tocdind1JA4HcNEVfcaAcIUcgoZd4AgaLtQLPadLZzbHwlih4IzO2QRr2+WbVWtn5QvO3rjUuIx9bfX0r6rEgSj75cdQ4Lfj9lLvo+0smwUTwgx+pwyiLbPMaLoOvlxxiggTat9YJGia1ERNyq894ZC2Z00GJA7RXGfFc8fljWk1AYR9A01VxI9BptraozXu/AFzu85hUMf7MYnf34Hu9/YJomIKUt+uhUGJQANF+qkVlamrXAMzv2s/nnoOakfEnNScN3ye3HNi/oZM1+9QMul0HRGKnEKlRZNyyCjVl4JfcV5siMC7S3bGUEQvIIgfAngDQBbAZwG0AggojU53KjtcnSUSAqoV7LkRjpRk9Ky9CatYY7JKF0vPp/eNFwmHv2yO4EcRZ/QDHYzU4zFai9JDcPvugwzFt8ICK3BV44Eyt2nUVlm0ZBwRVV0sTloypVqDEqj1gb2O9scdjE92jxSC1BvIwCgzqSXnN5wxFYW7mSPNLEyjIa1lcyRtOUSAKPj1udtRUu9F62NXrXhTmxUNCwEUgrSsXDVIlkcRYzQSpFaAyVbPVRiFmY9q6N1A7Rb6KMtpXxavWYIYTmmgkLCFyILycHEYJNc5QQ+ZAz2WfZEtUKxhksfogYFq6P+8tmNAIDtzzDxlPD1GYrG9UZKgXndl7q3bVJAX1oVcQaK3KGOT2lUKHEkUgO5YI58Lls5bsPF5qCOSmVaalwOkDwAyNdvLRcO8ZlJWLhqEbLHFsOd7AmYJB9cp47Qs/RMRvbAfDjjFZP99GGqVFmf14fEnGTM+OsNuu2WTMkaI9/TS28HYFM7B5X3+dRBmjd34HzHKqpjUVEmA0CKNKoyNsRlWRNUm3H1pGUC3qpKqhOiNGpZaisElaL4l89twrTfzccNbzxgfh51ZgSBGov+0OZffoWKsJRFouco1qvBLl6geupwO+FO9qBovIkDp+kUcH5zSGNkaFWVpchy8gCklclOPWdiEtDzVqBoPmIZQkhfQsiPCCEfANgMYAyA/wDoLwhCRHuvcaEoTttojwklw96GHlzaSU7aYN0epeFtmoDYSUC9RnsjCKDRHgXJoke9qTpIzUaoGBlFzOhwahwKelEgzW8w5deieqrVmigdMnrnYuj3L0XpZKb2axL5ayehtKObqVF+cP0ujI7wtpmHVorUZoygUcXjbxi8IwxRJGWKXFyO1L+PipNZuAm7s4Hms6F9JkAjxFU7QniDhd+P2GktW92B0MdjRPEC06i4IeK5Yemw017bMkaE1OYryEDUT4nNJNINFI7phYWrFsHX0opl1z4uLW9pEKMFViK1EULZvgK2OFqjekCsoyuYS6O0Z/REAG2hCXGlD6PpocdWqJcrI+mulMj0EGY4klWq8BJFYpYTE1DMuSz8nsnETt/rrTRdjWUVaInPSERKSUZwJ2n6JYA/hBIQPXp+L9B5ZLPTlkkA/R6sHY0rnSrHau8zvQJrs2MKNl5232TfV3l9Ycaq5sJh86TDmeBC85n9VPhSmb128BmgxwwIfj8qDsjX4tIpA6LT3qw9qT+qzvKrP0TvU6Ioo7/VB5vDjrozNTi4fqeh6KN+dFZn3uJQCMOx/sYG5+P4B2eg5QeT0VzbhNXlzyF7YD6m/tZC1mIQWJZM6eT+OPjBbjl7hdgw+X/n4rWb6bXC5rAHzAljlN0AvgTwewCrBUEIs09VcLhR29VI6i1GOGPQg6mHNj0nGG2sW9THglHgSAJatWrH7bSPNemhTASqtSFQDj4xlxqXzWZ9JiMBuylnjZHVUFWEsC/sVlL7DFKXbUTuGefJM0+zDUaYytvMA64rYmJ5Iy5deX9HnBOtTS1yPRoh5mn7xTdQEYrjK0P4cIPjPaEkbM+yJUJV4rYCIZG/qYdpUEj9joNNKnOnhZ92mmLWZ1hxzjgSZSVuPSvbHh8gXqKNsPlbWWSo/Y3aib+cjQ2PrKbtwdIuASq30/uY0ojRSztmEEKF8cyMWpUjjkRUCd8SJQuCrwOEb9ACAGyWsgyUhhDjoutGYvCNQVTgNUx+ZB4++OXr6DVdG0E1IKmPnB5q1lYHoF0DWOeAIo2hkDmuc/Rf1c5XMkbQQIAyS0yKwGoMLELgTvKguUpU3W+tR9WR8/C3+pFelg2cegcEwMzHb0bN8Uoc/ngPBi+MtJs1Bjj1rvp5tagw7WtGxf4zePfHr6BoXG9UHjqH2pNVSO+Vg+yB+Whp8CIhKwne+mY4411wxrvQe8YgoEBx3GVfCpz/VD23c2UAhVdTx5CFlmvOeDec8W6M/dEVyBmkX5e77ucrkDesJKAe19/qgyAIAdfe+rM1cMQ5MeqBaeg7Z6jcXiuhGO7kbzHt9/NVPXc7AfcAGATgPgCPE0IuAPiG/QmCEMoExhRu1HY1nIltU/trKzY34DNIC9GehEoVz6QyKpveUkUFDgSBTvzjcoGm0/J6bbrhxzIKMS2N4m3RuN7Y+/YO9JsTmDKXNSAPKUUZ6HOVhTojtl29aEFQxN/OSFRLNzxlNBEOMkFO7EXrphpPmUcE82eabycYrlR6DFZ+TVslBKA/TiZSRW9QYU72s8YDZz4IWJxSnIELe04bCEXpYHS+KyMB6cNpGwiG3m+YP9v4upE5Djj/ibXxBEV7I9bsP08uTU9vi6hXlBhWPgmZfXsgs1+Qmuxg9bwmLSSQZdKexJNL01bThgBn1pu3l4ovBGr3BCy2OWzwt/rhSUtAU5Vo9Pq9tJVJO6KaDCaW0vsBS5O3pPYcYsaC9npVeE1AW40OxxYn9dMMStZ44NymwOXE2n5wJrjQUk+daiwaFE5f35xBBRi9aBqKxumLHQW+YZL1tkdmpA4MXzCqIyGa9GObQydjTNCsK70ZrkQ3vLX0mKjbuRZvP0DbYs1ecqvUjsnmsCO1JBNDSgKV8s/sOIaqIxfQ94cR+C6xQqNYC95Sja+XbgFAHYll0y7CV89vwqY/vAW7y4GWBi/cyR401zTCnexBzqAC2qJq315afiD46LU4saecJVF2h/w7aA3ahBKg/rDhsEomyqrYJz4/iObaZpRO7o/mmkac3XkCNScqVUZtc00j1v/ydeSP6ImLb1Jf1+vO1CAhJxmEEKSVKByg4hxO0s7oJAiC8KTyOSGkAMBgUEP3GgARM2q7aNI9J2oUzAqvLxyx0SigskifENpvlXnYsyYY19mW3GRaN6Yi70pVW4vwlWLbo+2JVq2ZRoCueuwmpBQFeg3dSXG46rGb5HpVM+xxdIIYH04PR519pKoLCsGoNRKsSRtK08xyJ9NoboKBGmGkSbsYKF5I0+EsUDZ1IK5bdq9+T0+rGHhZR5RPQtaAPKT3CkOlUwuLYhO7Wj04ZQCNhpXcbG07Zo4kEmG/aMoAGn1WRuVC9Uh7ItijNATikj3oO2uITjukEK8T+XN0W4MEhdiA7PE6zgmdz2f7t8d0UbWYMv/lezDt9/PR0uhF7ckqNFbV0xd8Fo2tMHG4Hbjk9gmY9vvr6HXflWaSMq04HpjSPUu7VUbAWJ2qon91q82gXMad0X7Xm5KbrF1bSm4Aet6iXlYwlzqltFgt+8nQF0YaMI9uc8bihfCLqcjJRrXPhsrjVI21dPIAfSecPYHebzK6YPTQMjoClVrscbSOOyAqSOCIc+LUl0ew7emP8dWLchbNjqWfWvr0E9sO46sXNkHY9yTgb4P6fAzSUnEEp7ZRxfSRP5iCAfOGAaAZJi1iVhvLYGuuacS53SflOvCMEUCm3nFpcq3ucTm9Xlpgw6/X4NPFawFQgSoA6DtLHXhwJcUhvSxbUhNn+FpaUXuySt0yETDQwuicJpwgCMcFQXhbEIQ/CIJgcSJijc65RzixizNZ7LEaQViaUryJd8oRb1o3piK+IKyeogFoJ68dpZgZDfQMixCFGoKSMUKTZham0yAcYRdnok46HPOuK6KeYiskR5xTJZQSOvqTnPReOZj2u/nWI7WW0Yw1Y7isEh7yphTbag8RHaN0a7F/clDCFIAzJVlscRJKFgxzBui1oDHDZg9sowZEth1QSn+xt3KRykCyuxzI6p8nKeR+8eRH9IW2tGOySL/ZQ5HZ11ovU4m86dRwYsek0qHKMlKYc8edjgtx46hTsyNxxAdPtQXob64tzYjLpvWrSX1EZ+wMjUNWB+ZoSuqrI6xEGTBvOK556S6klWRh+J0TMeR749BjqME9Mb6Nxn6EtCw6Jey4NHPM2eNodoVK+NIGEIKaE7Q2+sD7O3HR9SNx6cM0O+nwR99hz5qvjJ2KYi1oYnYyfF4fzbpoOKq/bixjUrddceAcACCtLFsqCbriz3Iv+kn/MxcZiutJi5WOCcEEERKKRDEza/haWmF3OlA0vg/yh6szdAghGP3ANBSOlp1uZ3eewLJrH0fN8QopEi9RcgMC7uNMD4MjwY3azkTB1dEeQXiEItjDbqDKeqfcaTRK216px5GqTVCmdXY5A1dnHwnKm0R71NyFuc3Cq2lT+/bAoP2CIQkGqaZWHTB0ZfrPrJ+ytk1PrNbbpA8L/9xI7hM8FbX09rYJzBmR0o9+thXjhBGfDxTMi1yaZPbEMN9ocB6ZXE+vfOwmFI4pw6AFYqSvA4zayKD4rp5c+pvFZQH5s4DsSfATt7qWPmdK+10rIknOJNEZW0gdssrzW1u3mTuFRndzJhpmxRAbkfoDuxLjMOCa4cZOunB1LJTnStmdNLWzu8EcoqHOXXrdAYCgqZKmxM9+8hakFmWgcHQZ+osRyW1PbUBrk4GWhuioSsihn1t3pgZoCkPcL9q01usuPrJxLzb8Zg0AYMLDchlSRu9czPrXLRjzwyvQY2gRrvjj9ZK6+8x/3KS7rZBRakMYqNWPfoC2u2o4X4fkgjSMf3AGUnXSw7V8t2q79Dgp10IJToiOijVr1qC8vBwAOl99j0W4UduZiOuYnnYRh6VAWREISu5NJcqVqTgOD51UdjS6fW4RZJlI3oxIjybK6Bm14U50rYqChWnUOhJoU/v2QKfuyRSj+kkjY1cPu4v2cTSL0ASkRQnqsRnuS4v7OOtS+XFiGxRhPT2A0luoEqzpuMKknRSvwyYu+ESmXVAaImHsE0IILn1opixQ0pFGbXs4ZDw99B1JSWXtd61oT5RR+2Jl72NCI8PpipY4BZqOGXrpzIw4MbKljABa7G9sCiGR2U5nw5FAr805l1lbP76Iin2KTPrvOSiZ1A9xKXJGzMU3jUXuEJp2f2r7Ef3tiOcri/Yd3vCdcelWrNJ4Gv5Dr2Dnq5/h6Cf7AABHP9mHpXMW45M/v0Nb6gFSVgkjqUcqek7qJ5WBMHX3+CyTFpDhYtBWko2p/pxWXNScCT+fhZKJfQEAJZMUc17WylF7LQ+WtaFh1qxZWLJkCQBUh/TGTkQ3vMpwOhwWYbF6U+twiXKDSZSylihHL0qiucAov59ZVK0zojfRzFMINXVCYZ/ghNozVQenwX4J1dCIzzc/L7QTdtXnCibHo0UDIqU/PYfL7tBEHi28v2Bux0XDiC32DNtwKbyGRnrDIT2M9kBWUsntnvCVm7UY1moGQbcWToT99uG0ZOpMKJ0lyjICvbT1ANVok/ODZaKotC0iXDefezkVuuouJBRZVPwHTadnBjAhyBtWgrE/VBguPabDZrdh0i9nw5ngxonPD6nfX3obrccXhd2S8qjRVXX4fOTO247i9Do0Vzfi65e2YNMf30ZLQzMaK2nkNmdwGCnxoiq4EOnjueetAX1sWT3sx79Zg01/fDukzY390XQsXLVIzKQQ55TSea05d13B1Zm7G9yo5XD0IA51mpoVL6dVb2ynRCftVlnj3C5GfJSNEzYxTrOgLB0K2e18nPS8NdDJYNoKRkFqkO8aTrQlLruDo2FdxKh1Z1DjhaVxhpIGqppEW9wfOZOCr9PzZpreb4hFJ0n6MH0DzMo2QkkB725YUYQ3c/pkjqbCjOzeF5drrmVhisHvmFhCBeE4QdD5nXw03djmsCNvWDFOfHEIfp+f1vwTO3Vu2pySSq7NbsNV/7gZk391deeLlBMbPOkJGHE3vV/uXrkdfWcOwYLX7sPkX12NrAF5GPujECKVZt8/7yoguX9447S7AtLLE7KTpfZ8UusdZxiRYtYnW89JlzOlfdrkdXI62VHO4XQQWePpRTB1CK3H0kM7OXAkRMCrHaO1kFaNIitYjaQlWWwT0V4QG41OmrVACjUq6M6iKfZ6hCBAoUvR9UDhtfoR3bamH2tJbuukNMLHuULhtstF6bIm0LZKHoWIUslNAdEBNWH8rqb9Tdv4e+VMVkf/PPkwHGOs1oN3BoxqN7WqykZ4coHi64CscbSGu2C2+vXsSYoIexB9gVD1BzgadM4PTz5QNB/oMR35I0rRXN2IC3tPU9XzMsX9Q+EASylMh90V2FUh5hFbkvWcPACJuSkgNjp+m8MOYiOY9rv5qjY6AMzvS2bfPz6f9qxtCwXzpGwXZX16/gix1CgcAdWs8WK7PTHFWvkdksr039PN6WRHOYfTDphd7DJHhlaLIk3cQp1Uxnh0yW2g4Jo7rf3URB3toKzbkWSOoR7z1MGSarIpbfW6ulI0v5P6mDrrmaxOGdfD6o2S/Ta60bYo3FZyJstOgYB0yw4id1r7bNfuChSbcsQHabWk/O0jcG1pq6EZoIpvsr02pY/H+HU0WphF7vXSwG0OILlv4PLkPnJEPy6IUnWmfjshjkXYeWD3UAdDz1up+rorDUgoQt4lJbjk9glI1BMU0pvTRDrttj1ROEQcbgdmP3krLrpuZPD3pQ+jZRtKWP15uIJnVonLpO3oRIovpedV3rASuiDZWBfG12KgWWBzqJ2Z0u/Kr3NGdKKjnMNpJzz5tE+c3QOc3dC2bRXMAuqPhahuGwwbgnrF2xOzlg5GQkjtTTAV3FiAtdPIHB0TypM+W0LwVEI9I1XPyEgbIjpw/MD5LerX0oeGPcaQcCiMOkIUk5Yo3fBZz9SYIJR9IBqYyt/ZmQK0RFhLJH0Y0HACaDptvl5niyh1OpTHho0aqbV7Q99MYgmN3J79iJ6LrTV0eerFNLuFp4lHCKLrYHD1no1+iW5rrb6yL+tcWgO+5oBFxEZoJLZml/qFXuVAawPQUkOdNw4PrduuP0yPa2Ygi0a91xaBUqncy6HrmFM4poffNQn95w2jIl+ltxle1058fhAbfr0Gs/51C5J6WEhRzhzX+US/OhB+9+gMJPXpXF62zgYhdJKe3DfElFedm4QzOXItPKJNyY001SkSIj/KKJY9wXg9LUXXoct6JcvuoBP9WMUsjZfYxOM8ir+NqqexDqEoTEeCmJo0WlG+1qyrvMdkjon4iALQTsaZ6IktEsZQLP0WHUDaUISXct7G/ZTUm2bqFCtam2SO4gZtRGDnpcE0PaGYOhWCqdHnzzYueYlV/F75MeuekXKRQiROW/oVTyOabF8llgAJJfQxU263u4HCa1DpNlH/tkpiSVCHvt3pQHKeaECbBDnOfHsCAFB7ssraZ6cONM6c4/BIbacgZ5I1EY9YIn92+/SL7KrE5QA9ZgCOpODrdhSOBAAhGKBmJPakN9+6/aGlFbtSafSQ3eSKb1Df8KKOzqSw5/dM6smUxoZN//2Rgt1Iw0m7ciRTB03j8ciOSSICytJGEwVCqEMmIsZRKMSQIaU0VkxrZUH7mtbsUU+UAibSYaQfJ/UFavcYv546iKYVBcX4AAAgAElEQVTMn3qPPi+8mgrhOPh9I2QyRtA/K0QyNZ0QtaAiJ4JYuEYmW1AQ9wRJE49FHInUyebOolF/pa5F3pW0rOfQC9a2FZdNa13ThwHOxMirH2txZwHN5+Tn2h7yGkqnDMB3K7ejRWxRhJ63AjXfmQjpcczgRi2nfeiMF1IVFm72kUyTc3gARxgy9bY4wN8EuKNUR2iKZiKcOpgatQkhpmk6EgFvBX3sjCGj34hYiVKkihOBlDAzBySj0cK5YHNLbSRiwrhzRMgZEwqxGKnNujR4izRnEpChiV5oo6hWa2qzxgFHXhGHoNgfgs4EnRAabZKe2yLwu3GRqeBEuN6aEV8kqfNyIoE4v7DaDqgrYbMDZbfpv8acKM5U82ipdP0hBi0Z2wmmDr9/Cf2fPcF0ddq6B/DWNtEFdheQNri9Rtfl4UYth6OLhclRewsPaCm5MXBZzkQa6cib0bFjCYe4TCrmE6ogUlyObNR2VdLaoQ7VZgfSLwn//dkTgKr0oJ5mADQN0eYCKreH/3laYspI7KyEaeS5NLVdWqPXCGcyNaTPbdR/PaEQaDplrQ6Q0z4k9wPOb6aPI3mO5U2P3LY4VBQqY3T0dCtiHWXKux6szSBLQ44WQSLDcSnxmPvM7XAnRzdDhRByGEAtAB+AVkEQhhNC0gEsA1AC4DCA6wRBqIzWGK3Aa2o5HY89hlVtM0bTGuZECyqwHW3U2nQ8tgnFVCghlr256YoJcXftq8bqU7X9YyUUSpexgj2OGjNmE1+xHyI8ubQtAmDNCOa0LyyLJFTV4oK5+g6WxFLr22DZFKre1eI40oYAJTd3joyLrooybT+Wyl04gaQN5udKuDiTqUBTirHqcLuS3I867/TKrRROPWIjiM9IhN0ZE3OjywRBGCIIApu0PQRgvSAIvQGsF5/HNDxSG6sklgF1B6I9ivah8GrAG6POHofHev1yh6eZdrbIlThes9YjVoiVdN624EqltUDB2mAUXA0cWdoxY4oEnlxaQ8x+o7I7rUV/ekwHqneaR+yYh9ukFULMUTS/451dpoRo1MZl67dEEgTrl5/4AqqpEJcTqIwN8JrZWKIzZPhwwsOZAiQFEZHq6kS0C0WImKUd2+NoH974QirEefBpujzY/KDjmQNgkvj4eQAfAfhZtAZjBR6pjVVyp9D/ri6ocuZI6BriEtHqh9lZyBxDDZK2qtCmtSGFNpaILwh+k3V2wrRMpdPBajqjO502uzdb3+agCtGZFvoTxgqutLY7cSIC269tqDFtS8Tdkxud9HGbm6bC9+CpsJbo7L3AOcYUXx/b6vrdEeaoZRk0nh40e83Jyj3a75q5ZMkS9OrVC1lZWQCgJ2wiAFhLCNlGCGE9E3MEQThFhyycAhDzk14eqY1lSr8P7nfgSHS2GkOHJ6hIgiW6csoyUzhUKh2mDe2azqxw4D1Lw0S8VoSafqwke4Is+tRZBJgIAXIui/YoOBwOJ5DCeUDjSeDcJnGB5v7WjnO88vJylJeXix9DjuqsMk4QhJOEkGwA7xNCvmu3wbQj3KiNZbikN4fTtUkZSA2P1IvkZVZbc3A4RkRkcqSYcHHnQteieAHgrY72KDic7oUrlf4xozZALTx6gQtBEE6K/88SQt4AMBLAGUJID0EQThFCegA4G7UBWoTfqTicWCeWRaA4bYPYqBhIzBkNMR6Zi8kWVrEEoeJkkTquYu745LQJZzJVouZwOFFENGKZDkOUAlmEkARCSBJ7DOByAN8CWA3gFnG1WwCsisoAQ4BHajmcWKdgDtBwnE8sY5JOlhLeFSj9foyJMcUgNgdQemvbthHR602MO0k4HA4nWsTnA94LkSnXCo8cAG8QmuHjALBUEIR3CSGfA1hOCLkdwFEA86M1QKtwo5bDiXWcyUDKgGiPgsOJDXhZRgfRQQ6b+EKqlMxpX1hbMQ6HE2MQ6qiNUqcHQRAOArhYZ/kFAFM6fkThw41aDofD4XA4aljZQyREy8wEq3hbmY6heCHOHPkIfaM9Dg6Ho4bY2ibqx5HgRi2Hw4l94ouA5D7R+/z0YVRYxdMFWlFxOFYgNqBXefD1okH2JMCdEe1RdC7sLvgJj9ZyOLEHAeCP9iC6BNyo5XA4sU9elPtOutKAomuiO4b2wJMHNJ3m/So5nYtoOri6IskDeFo/h9PRJPem/4miBVtna90YY3CjlsPhcLor6cOA5L6AMynaI+FwONEie3y0R8DhdD9caeIDZsgK4OKTbYPLqXI4HE4oFM0HnCn0cWdXpCZEY9DyGyqH02nw5Ed7BBwOJ1Qyx1KHMoPNI3hdbZvhkVoOJ1RShwCNJ6I9Ck60cKUBBXOB5gu0dUpXgimkJhRFdxwcDsecsjvAnVAcTick9SL1c+IAbG7w1mdtp4vNyDicdiRvJq09dKVGeyScaGN3A/F50R5F5LG7gZKbotZagNNV4ZO1iNPZs0Q4HA4l9aJAQ5cTFtyo5XCs0hWNGA5HCxeN4nA4HA6H08ngRi2Hw+FwOJx2hEdqOzUlN3NVVg6HE/Pw/BUOh8PhcDiRJ6FEfMCnGp0ah4eXJHA4nJiHR2o5HA6Hw+FEnuwJQHUWL93gcDgcTrvTLdynDz30ULSHEFXcbne0hxBVuvv3B/g+6O7fH+D7gH//KHx/exyQPrTjP9cAfgzw79/d6e77oLt/fwB47rnnekd7DO1FtzBqjx07hvLycqxZsybaQ4kKzc3N0R5CVOnu3x/g+6C7f3+A7wP+/bv39wf4PuDfv3t/f4Dvg+7+/QFg2LBh+6I9hvaiW6QfJyYmYsmSJdEeBofD4XA4HA6Hw+FwIky3iNRyOBwOh8PhcDgcDqdrwo1aDofD4XA4HA6Hw+F0WrhRy+FwOJwOYccOYP/+aI+Cw+FwOBxOV6Nb1NRyOBwOJ/p8+in936tXdMfB4XA4HA6na8EjtRwOh8PhcDgcDofD6bR0C6O2rq6uW7f04XA4HA6Hw+FwOJyuSrdIP+YtfTgcDofD4XA4HA6na9ItIrWdkR07duDuu+9G//79kZSUBI/Hg5KSEsybNw/r1q2L9vA4nYymJhtaW6M9Cg6Hw+FwOBwOJ/J0i0htZ+PPf/4zHnroIfh8PtXyI0eO4MiRIygqKsLUqVOjNDpOZ+T993PQ3AzMmRPtkXDawtq1gNcLzJwZ7ZFwOBwOh8PhxA7cqI0xVq5ciQcffFB67nA4MH/+fPTr1w8nT57E+vXrozg6TmfmzJloj4DTVg4fjvYIOBwOh8PhcGIPbtTGGL/5zW+kx3a7HRs2bMDYsWOlZX6/H0ePHo3G0DgcDofD4XA4HA4n5uA1tTFEQ0MDtm3bJj2fNWuWyqAFAJvNhpKSkg4eWddm717guecAQYj2SDgcDofD4XA4HE6ocKM2hqisrISgsKx69uwZxdF0Hz75hNYptrREeyQcDofD4XA4HA4nVLhRG0OkpaWBECI9P3ToUBRHw+FwOBwOh8PhcDixT7cwauvq6lBeXo41a9ZEeyimxMfHY9iwYdLzN998E1u3blWtIwgCjhw50tFD43A4HA6Hw+FwOJyYpFsIRSUmJmLJkiXRHoYlfvGLX+Dqq68GALS2tuLSSy+V1I/Pnj2LDz/8EFOnTsXf//73KI+Uw+nenDkDEAJkZ0d7JBwOh8PhcDjdm25h1HYm5s6diz/+8Y94+OGH4fP50NLSgqVLl6rW4T1qI4si4zui1NcDFy4ARUXts32reL3R/fyuyqpV9H95eXTHwQmPhgbgyy+BMWMAW7fIWeJwOBwOp+vCb+UxyIMPPoht27ahvLwcffv2RXx8PNxuN/Lz8zFr1ixcddVV0R5ih1NXF5s9OmtqgNZW/ddWrQLefbdjx6NHY2NktnPwILBkCTUG9Ig19ejmZuD8+Y75rGXLqIHE6Txs2gTs3AkcOxbtkXA4HA6Hw2krPFIbo1x88cV48sknoz2MmOGNN6hxdscdwEcfAcOHA8nJ0R3T/v3ABx8AeXnAzJnA7t1AfDxQXAy8+io1xAFqXLnd6vcePw7s2gVMnQrs2UO3kZIS2fHt2QPk5ABNTfqvnz0LxMUF349eLzXYzp6lzysq6PdU8tFHtDVSLEUt16yhY+2IMVVXA59/Dgwd2v6fxYkMseaE4XA4HA6HEz7cqOV0Cli08eRJakw2NQFXXhndMR04II/ppZfkCGZ5OVBZKa/35ZfUaC0spMZsYSHw9tv0tc8/B77+Wn6fGV4v4HRaS5fetw/YsMF8nZUr5c/1+ej36dMncL0vvgC+/dZ8W3v3Bh9TR1NREe0RcGKZjjRq/X5ajlBXB3z3HW0fdvnlHff5HA6Hw+F0dbhRy+mUtMeENJRtanXHlCm5586pX9uxg/6NH09THhMTqWEqCMDp09Y+r7kZeP55GgkcMSL4+szgtsq2bcBXX9GIa3ExcMUV8mt+f2jb4rQPtbXRHgEnXKqqgBUr5OcOfuflcDgcDiei8JpaTqdi+3b6n6X2xiJvvKG/vKqK/q+rkw3oM2esbZOlEB88SP/v2QM8/bS+wSkIgYa18jU9lEY57xgVOzQ2UkfIBx8AL78c7dFElpMngS1b2v9zmpqoE+rcObfu60aZD01NwHPP0XPJ76fZFUuWyOdxMM6epUJxerS20myK116Tlx0+TDM3Tp60tn0Oh8PhcDgy3KjlxDQHDtAJPYNFNpWGYWsrrU9tj+it10sns5EwooOl8Jrh86mfb9hAl+mJVH39tbE4FGt7rFRE3rjR/LO1k/627GdB4JHfUNiyhR7b+/dHeySR5803gW++af/PYQ6eAwcSVMvNjuPKSuCFF+h58tZb9Dp0/Dh9bflymj6sPSe1rFwpG616hvOHH1Kjt6mJOpXWrqWlCm++afGLxQCNjcD773OFdQ6Hw+FEH27UcmIKnw/4+GM5Mrl+vf6E3ucD/v1vmpa7bRuNZh06pF6nutqaAcXW0ZvkHjxIJ7MsQhwtWH1sdTXw2WfycjZZXrtWriE1qyXdsYP+X71aXrZ7d+TGGYx9+4CnnqKq0ZzgcDGj9sMs9X/fPvmx10sNUCXPPgv85z/Wt21WB9/aGmggGxnMXi+95oVKRQVQWekM/Y1B2L6dXndjsaaew+FwON0LbtRyokJ9PTXUzp+nk7qlS6nxeOAAFVJhEcVgnDghp/AqU/3q62mbFe12KitpbeKyZdRY3rXLuCVPLKFMJ/7qK/VrFy7Q1MUVK6wZ8WfPBhq+oUyUzX6bQ4dodCqYMdZevYH1CMcwrK2lx6RZhD4tjdZGtmcqfEfup2hRWWk9Db+t7NpFnTjV1TTaaoSVY6apSb/OWRDUTqNvvpF7Guvx0UeBy4wyLZ57jtbWh8qKFcCmTZmhv5HD4XA4nE4CN2o5UaGpidaF1tbSqF1dHU21ZJNJq4bIunVyVETZJ5RNCrXpja++SmsTq6tpWvOmTeptsbY1R4/SiaBSxdiIw4eBu+4CHnlEbVRWVARPUVRSWxu6gS0IaoP0qaeCp6rqRXLN6mi1fWnr6uj31Bvr++9TI9voe7PfNRLG2unTxj1zw6G+Xt53u3fT72kWgXI6ZYcM47PP6LHVVioru0+U9tVXqdEXyd/SiE2baLq9su5dr5e01X2vV+esfe+WLfI5WlNDjdLDh+k1yuvVr6G1ae7MFy7Q/aTHV19R9XUOh8PhcLoz3KjldDjr1tEUY6BjIlEbNmTi9OngUcyTJ2kd3Icf0ihyRYVxzZ/XK9f1fvIJXXb8uFx3V1EBPPwwcO+98nv8fhqVMYrsvfwy8MwzVIzGqnFr1RD461/74q675HGEgt54P/yQjjVUImmorV4NvP56aJ/p9dLfiKVhK3nrLeroaG2Vo+Fm+0rvu3z1FfDOO8HHZMb589SAef552cmiRau+3RV46aXIKjy3tKiPXaVQVLAa0PYSazp+HNi8mV4f/uu/gPvvp8u110GtUbtmjdrB9vXX1DCuqKDiUsrrQEMDzWBh7NolPzbqWc3hcDgcTmeHG7WcDqGmRq3gy9JplZM57cROz2DbvBn49a9DM45qapzYvNm6euy+febb9/up6NOPf0zTpZmBDsi1t8q6V4BGhu65h47hz38OPoZdu+jEO9jke/lyc8Orvl7uRwvQcYdSZwwE7guvV90yKBqtZtj4jIx6I1Gu556jwl+ffhq4b5kBpJz4hyNq1VYhLDYOr9e89jiWFcDDZdmyyG1rwwZ1FN2Mxka67unTNEp//nz4n2uUOgzIqcPKFOILFwLHabNRzYBPP6XGufYc3LqV1tGvWBGY3bJqFXXQMJTZKC+8IPfI5nA4HA6nKxFTRi0h5BlCyFlCyLeKZemEkPcJIfvE/2nickIIeZQQsp8QsoMQckn0Rs4Jxiuv6BuVrF+r8jlA0z71Uuqefx44dix4H1Y9o7S+3vp49cap3DZr6/GnP6nXY1E6ZXrj8ePqFEcWnTHjs8+oAfbcc8En2HrfdfFimhL9ox+pI4fbttGaZYAaTUZpwk89Zb59JaFMktkEu60R+s2b5cdaA/a779Svs5Ri7XdVfi9W2w2oDYxYVmo2Mtiam2n6fCwQamQ+kvubtb8yOtZ8Pnl8LN189ergauAMVpN7+jQ1Lpcvp9s0E5Bi1w2l40RZNsGw2ejYduygolRm9b8M5lwK5mRi2SRtYdOmrpktwOFwOJzOS0wZtQCeAzBds+whAOsFQegNYL34HABmAOgt/pUD+GcHjZETJnoTs3371EaX2aRWGQExEpbxemk6sFZ91GxyXV8f+Lo2TY+lIzY20klrZSUVCWLMmiU/1qaMPvKI/Pif/wQyMujj3/3OOH1WuR/01nnhBeAh8UzQ+27KlEMlLPURoMb1vfcCjz1Gv89dd0FKUVZi1GuToVdD+swzgYqxQOSMFuU+3ryZPj99mu4rZeQckFMxzVoTKY1go3VCea0tGBlhfj+tQw/Ge+9RJ0o4KrmRoL5edhD8+9/U4FuyJFCdPBKsX0+dXGboXXcEgR77d99NnSJffBH8s/x+Gv31++ln3ncfPc9Wr6bnVFWV+lzYu1cdeRYEWoc9bRotTfjJT+hyvRr3cFL7X3kl8Du2F0bXFw6Hw+FwokVMGbWCIHwMQHuLnwOAJWs9D2CuYvkLAuVTAKmEkB4dM1JOKJgZMgcOyCmkFRWBBsmuXdTQqqpS14kZ1Ro2NgI7d1JxFiVGhllTE41m/va35t+huppOEl98kb6nqgpISQF+9SvgZz8DZs4EFiyQx0YIcNVV6m088YRcKzdmDK2Je+89GiEKRVCqro4a7kzJWbt/9QzT0aPP4957gf/9X/pcaRx9+61sILPtM9i2/X6aChtKP0plWxQtkZ5wr1xJjQu9qLaR+FgwYx0wP3aNUp/bargbpRy//DLw17+q1a/19qNZS6eO4D//oUYZE9li4/n888h9hiBQle0DB9ROsaoqeg1QHsPvvx/4fuVv99hjxp9z/Dg9b30+6ihYupSWEaxdS19fv974vYsX0xpt9v2PHaMGdlYWUFIC9O4NFBaatxYKFWWpgfLY8PuBpqbI3O6VxxdzNHYHlW4Oh8PhxDYxZdQakCMIwikAEP9ni8vzASh99MfFZQFUV1dj+PDh0t8SnjfVoShTWUNl8WL6/6WXgL/8hT52OIyNWqs1eSdPUqNr0SL6/OhRfWNQibKtTlUVkJoK5OYCpaV02eDB9P/TT9MJZUqKvH5qKmC3y8+Li+XHP/4xjRqZKRAzvF61eNX27fSzBIG+ppys33MP8K9/AU8+CYwdewEXXwz0EN0+ZqeAXkTt8ceBBx+k0V09EauTJ9tmTEUjTZWlYQPGk3IzI165r30+WcjHrKbSClqHDEAdOszh889/yp+tty7bl21Jt48E2lY1LPU2Evh8+k6J5cupUR2sllbrPNMiCPQ8fuQRKsr0k58Al18uv85q5rWp70qnSloa/f/wwzTC++yz9HlurrxOdnZkRamU10XlOfX3vwNPPNHbkpp7MA4flh+zFG8Oh8PhcKJNZzBqjdCbhupOjVNSUvDFF19If+Xl5e08NE4kUBou33wjP3c6ZWMuFGprqeH6/9k77zAryrON37O971KWJtK7CIh0UIpYCRIVNZZgxxKNxi/RWKLRaERN1E9NFIyK/dNooijB2LvYBVFUUGHpCCxlGwvsfH/cPL7vzJk5ZfcsbHl+13Wu0+ZMnznv/dSPPgLuvDO+gk02r71mXouotZFBrAiOnByuK+D1hAIU5iee6P0sLATW5qKLmGcrbNrE/fDQQ/zuN7/h523bAoMGhYu1Hj34/Pe/m8/GjePz3Xeb7XBdhnrbg/egeV53HQfv/h66YdjH7quvgBdeiO93QiwB/e23PNb/+IfJL01E5O3axd+FeZttYe+69Pb9/vf1JyT9hcfEOxkUBirhtk8/XT/rUltKS5l/nUhUQhixCrnF4pNP+Dx2LKMn/Ot03nnefV5RwXNhwoTIedlh3m+8wXvDgw8C115rPi8pAY44gte9bdAqKjKh/7Yxaf58VjwWqquBP/yB061YweP+u98BN94YLiyrq3mv+OADE5nx3/+G7ZH4iXaNV1U1zQJmiqIoSsMn6aLWcZxcx3FSY08ZN+skrHj3s9iiVwLY15quI4B6asSg1Ibt2+tWTCSs36d4ws47jx6s1auZ3xYrZ0+8uP/4h7c9xs03m9fRxJKEhbou180vav1tOAoKmDd70UVG8Ao5OcD48QxZbtuWn2VkcFvOPz9YrPgH6wUFHECWl0d67K64Inw7AHq52ral9/j00/nZQQd5p5HB8jXXmM/23ZeiSUSAhCUL99yTeJ/WigpgzZrEe/SGMXeu8ep/9BEH2hs2ZETkHEYTV/feS8GweHHw9+Il/OtfeR7KdCUlyQut3riRIubCC4HMTO93Ev7a0HrZRhOUb77JyrxB3uVEqc12b9uW9lPeuOTh9urFdV6yhNfc7bdHRmyMH8/nO+4Ajj7afH722Xy2Pf4AjULz57PIU2EhH6eeCgwfzoiHrCwz7ZAh5vUttxhBuHAhDT1iIHviCeOFveEGRrBs3crz7eabuU/FSyzn9bx5FLZ2ePPrr9dOdH75pblnRrtOH36YXvKGXGBNURRFaZrUWdQ6jpPiOM7JjuPMdRxnPYCvAaxxHOdLx3FudRynZx0XMQfAabtfnwbgOevzaburII8AsEXClP2UlZVh+vTpeN42fSv1Tl0Hr3a4L8C81ZtuAo47znx2/fX0Eu7YwZxKoaaGg9O5c9mfcuvWYME6dCjFqYiGNYFnkJeqKgp2v1AFOHgVevQA8vOB/v2D5+M4HDBffz0HyMOG0ZNTU8N8wbIyepRkAF9TYwbBgwZx3tu2RRbCmTQJyM6Ovg2lpSZseuRIitGOHbmPHcdURnZdYMwYTnfZZcBVVzFkWzy8W7YwPNPmsstie+NsUSKD/GR48Nat854HAMXB+++3iph22TIz+HYcHtdzz+X2SB/bsDD3sjL+VvJGhUceqdv6C7t2AVdeydc7dnCdsrIotoX582OLu3iq5iYTv8CzkfB7f97z2rWmSFk8YtV149uuFSs4z3feAWbMAO67r7vn+7FjTcrA7bdTKNrrf9ZZDN2XXPlBg3hd9e3Le4Zc1ytX0rghHkwpINeiBYXqLbeER0x060YR/Ktf8Xx6bve/28iRZht27YoexZGezr7Gzz/P+9IFF3C7N2zgvvrPf1icbtIk2ny/+ILnTiK8+y7vSdGwK9I3NGOLoiiK0vRJhqf2dQDdAVwBoJ3ruvu6rtsGwEEA5gOY4TjOqdFmIDiO8wSA9wH0dhxnpeM4ZwGYAeBQx3GWADh093sA+A+A7wEsBXAfgAvC5puXl4dZs2Zhsl2iVql36ipSJOT1wAP53K8f0LIlcMghwdN/9ZWpiixexjlzgEce6YLf/S6yDZCISYBeOYBhySKmly3jwHDmTG+RKvFM5udTCNr062depyYQrzB0KL2gbdqwiMzPfsZB5KxZZr3T0oBzzuH6nH8+kJtLT05NjdeT17Vr9GWVlfGxj5WBLl7mdu1MyLHrcv47d3JQ3L27yYtctIjfp6YGV+S97TY+h7WWsb1Vsuwwr2gi2JWixVsdLSRYPGGua/Kr7ZDs0tLwQj6uG3kuxlN8Kh78186yZfTMOw49w4ARVdFyVdeu5Tb6DQ/1RTQPnVwPds7xp596w3TjyS99++3obXOEG27g8yOPeKM4ZL91787oiCBatwYGDjTv5ZoDgEsuoXdUDEdz5tC4Ib1nf/yRhiAxGsUiPR3Ybz++llDmLl34vGIF99spp/Bede+95nq57Tau191304D2ww/e7dywwVxTOTlAr17bkJPD61WMNvFgG9XCWLfOWzQrWaK2upoh06+/Hl7xXlEURVEAIC32JDGZ6LpuhN3cdd1NAJ4B8IzjOOnxzMh13ZNCvoqQMa7rugB+lciKKo2HW24xYu6MM+i56L7b0ZKaysHcPfcY70hKCgdd11zDcN8wj2tmphk4StgvAOTlmdebN3NeN93EweLSpRx8z5zJ7yV8b9Qo5tg9/LD5batWHPx29zqFfuKYY8Kr2wpXXEExJV65W281y7bJyaEn8b33uE3HHsuBuL1dQYhw6NAh8jspYrN0KffBpk0UITKALygw0770Er1YjkNjww030NN15538fXk5B9CdOkUuxxYTMkj/8EMKcrvAVjwsWMAw0sxMtlb6/HNg+nQKgzZtvKL2rbcoiHr3pkdr7Voe4zDhu3kzhYJd3AegQSM1FTjySA7mCwrMcU1GGHVGBs+j9u1N+Ld4jQ84wHs+VFREhsLv2mVE5Ouv0yjTtm1ct+E64Q/Bt5Gw9MpKip4VKyLP6zDPuE00b7AQ1s7ohht4rn76qTGW9epFUdq7NyuhJ8LPf26qtrdowf1eVhZ5PILo29eIztRURlhIvm1eHsWzGM0OPtj87p6A5nU9e/I6kMJ6++7L/fzpp3x/3nk0uHe1XSoAACAASURBVHTuHLvHt594BKr0gk42S5eaAnpLlvC6buq4Lv+/gu7PiqIoSjh19tQGCdraTFOfaPjxnqemJnjwFGTtLykxg6/Vq9lv0f5tejqw//6RvxPPCUAhJdx1l7dITkqKGZWJR9aP45iQvx49zODQ720591wKboCD46CwQgkNDqK4OFzw2sTjscrJoaARsVBYSPEVq72G5GMGDZqKi/n8wQccXDkOl5GTw89TU01e4dq1PJ6SX5yaajxOAIVUPK0+7EFzopWDb72VntVLLuH5UFVFoSSCJTvbeGOlxzBAsf344yYM03Eoim3xWlxsDBx+RDDm59PTOGMGjS8APXWuS3GdSAskP4MGeQ0U+wTWdo/Mkfz4Ywr2DRtMKDmwZ/Ic5XgvWsR1sA04Ug152zbuHzukVsRkItV5Fy5ktIW/p7QsA/BGMPz619+iuJjHbuhQI8AvvZSGsEsuiX/ZwpFH0os6ZAj3syzXNv6EccAB3vdHH228w45D0Rt2H/EjaQlyjK++2uS/A/Q8A7zm16/ncYn3fLCnsw14AO9Tt90Wed3W1VO7cSPvQc2JtWtpjPniC6ZM2FEulZXeqtOKoihKJMnw1P6E4ziXu657c+wp9ywSfqwkTk0NBeJhh8XnfRDCvFX+KrelpUZoDhsWWeX1mGOiLyfIg3nkkaY67F13AUuXfotevXrDdSmQ+/UD+vSJ/N3pp/MxdCg9GzNncvmpqZyfPw8tTNQmg/32o6f2qafC8+lyc+lhFFEbz0AaMC2Bgo5nVhbn+8MPRtRWVtIDLRx1FEMu8/J4fpSXe7+/7TaKxg4dEhe1c+bE9sZIGOIPP0R6iN55x1R2BrhPNm7kevpFi90aSfKkR42id2zhQg78V68OHvzb6yzGAXkuKaGn5cMPueywcPlECdsvb7xBb6Mg19DChfQi+nPT65OUFOaxS17zZZfxPLbbeonws+nVi+H1iYjaxx6j0SEoPFw8taedRuPCgQcCaWmRSmvAAO6nsLz3eCks5PlipybEwo4OqSt2fv+UKeZ1WZk3UmLAAEYWLFlCQ6JdqCqMF180r6uqTLsjx2Gax4YNTP0YNIjFtE4/ve6iVvJ3e/eu23waGlVVNCp8/72pNg9wf82ZQ+ODGCCWL+exW7KE0RYA921YyLyiKEpzp06eWsdxnrIe/wRwdpLWS9lLuC4FqVjeFy7kwPGpp5Izf3sAumKFt9WNX9DecAPbYMTLzJmsLjplCgXGiSdyAJCaygGztNe5+GLg8MP52t9WB6B3r1Mniu2UFDPIkD6TQosW0cMtJS8uHnJzIz9zHA6Wq6oYHvnss94w2fx8emIkjzNoIB0U+jtiBL1EYYJTBtsLFvC17amV9WrVimJaRK39fW4uMHiw+W28xOs5KivjOTljRuR34qEV2rfn8fz6a6P477iDx9ReP9mvubk0KJx0EkV/mKc2KLxVvLzz5xvjTTyFx/ysWMH2UeKBvPpq4MwzI0OgbV5+2bwW7+THHydeEKiuOI63UJf0T/7oI77v0IHHz3W5b9PTWehNzvUtW+IP35b9E5RTLN9lZrLg06BBwfPwny+1paCA54QUwYrXwJRMzj2X3t0jjzSf5ed7PfwSzlxaGn/+tz9q5KOP+PjwQ7O9n33G999+a6JckoE/X3/16rpFP+xtHn6YRoJvv+W9e/ly1k247z5+v2GD8a4vXkwBLIIW0KrSiqIo0airp3ar67o/CVnHcQKyffY+En48efJkLRYVg7feMgOJXr28XpVNm+idjIegkEA/YS142rVjld3aWKSl8qhdfCZR/EJs5MjgqraFhVzesGEcOP77397vx4zhAH3lSmDixMiiUjbpIemOMjheuJDCRfpkDhrEAdC//mUGebawFCZM4G937ixHv370EEiYbBjjxzMEfP16GgQqKiKrKRcWUkxIMamgZQPxi7qrrqK37KSTmJfoOOEGA8ehR1a4+25TyMtvSJBK2f/4B0+mO+7gthxwAAeLMkgUUWtvZ14ez2Np/2IT9Jmcr/Z6JyLqha+/ZnTE8OF8v+++fPgpL+c50KmT91oSwS3GmD1JSgqv382bafRZs4ae9b59eR3070/BXlPDabp1M2JdjAiJevmCvLuyD+yCZEGEXXeJIgYlEYCxRK3fQ2rn+ifC8cdzn738Mg1Jgwd7v5d2XUJuLu9ZmzfXPsrk/vsjP/v6a2O4yMysvfiqqYkuWl94gcd02rTazb+h8fbbkZ/ZqTfST1lQUasoihJOXXNq/RmKV9VxfvWCVj+OH9sy/u23XlEi1Yjjwe91DeLgg4Hf/Y45qtI2A6DnJpqgDRNQtcFxIr3B/pYjUhDIj4iXQYOYfxlUoEkGt7m50bcpLLRbfi+DZfHotm5tCipJeKl/AH/EEVzmkCFAv35bMWaMyRuOhhgutm0zfV79+zw/nx636moOxut6TDZsYBjtzp0cNPvb8ti4LtuXAMypTU+nmI3mGa+oSENRkRGtrVpxWWK0kcgEW9TKvg4SpuXl7LvqLzDVrVvdC0WVl/O8jLVP330X+POfIw1I4rn0ezB37nTw1VfefPNkk5HBENwRI0y/1++/57nSuTPP5507eZ/ZutVbFCxRz74QzVMbS9TGYuJEYOrU2NNJdIMYV2xRa4fDT5/Oh1981rb1UosWPO+jefGFtDT3pyiLDRuYo2mH4Edj2TIK5yBR1a+f1/hZVRVfTYAgXnklMm+3stJruIjHYNoY2LUr9vnuN56pqFUURQmnTqLWdd0fAMBxnNa73wd0AlWaCitXxj+ttNQRXNcberx1KwcrPXpwYDt2LL0O0gomGom0yvFz8smxp5FiSTaHHcZnOxc3WuixMHIkfxutIvGoUeHtP2TQv2oVB+iy7W3bmoGziFpbkI0fHxx6HMs7c+CBZpmbN5tBr99TKz1yJZ83Vl/cWIgokHzZaFVwbU9evGGe5eWpnmklB3HLFs5PvotX1C5YwEJT9mA+I4P7xV/d+sUXExvkp6VxPWIdK1ln//JEAPg9mPPnt8I77zDiYs0aUzk8mVRVcX9J0bLsbJ6727ZxfcWj+eOPNIbYolOKesXjqd2xw4gbezs//5yGMjHG2YWiakO3bjTy2DnjNlLsyTY+padHLtcWtkEEeeL99OsX7FmWftexOOggWuvatTP34nh6iW/YwErwTz/N43bHHbxPX3EF89TtEO6ePXnf+PLL2PMNwl8Maf16LuP3v2eudlPCL97jQQoqKoqiKJEko08tADyQpPkoe5GwVjPffsvBRjQxuXZtdAv6nXcyJFj6m/7pT94c1ZQUekWCckv91KU4UzyeG3uAOWwYn3NymLNrFxvyr4ddrAUwfVzDPIg//zm91f37hwtkGSxLOCfACqm5uV5PbWamdx49e4ZunofRo7nfAXp/s7PNAH7jRuPBDPPUipcsmmi3e8cG4bqmkrUtUDaFmMiys3kcEynAVFGR5hG18nrLFuazSQXheEWtfOZvTVRUZIS+UFJCD1T86xrbSNC7t9f4YP9WruPS0nCB+Pzz8UVTJIoYWKSnbuvWPI/8oraigvcLW/xJNe94vFG2McHe/nnzuP0ijqJ5u/2huQCvh4ICXmvHHhv8uzQraWfgQObsynatXWu23WbCBPaY9nPqqcAJJ/Bctot9BdG1K1MHDjoo8jv73hxkzJo4EcjL24nRo3mtrlsXf7iz3aP7mmsYSZCby/ta374mlLpLFwrv6urk5b2++aZ5PWdO7Tz5DYWwgn+JENQTXFGEd95hjraiNFeSJWrrqQZsctCWPvERJCIqK4G//pWW+mhics6cyJDRpUuZE7R6NatjAsyJOu88DjwXLKjdetrCdMCA2s0jXvwDTcdhdeSTT47cH6NHszKwEMtL1KZNcBVmwAhNu0KqDNDFWyMhy+vXx+8p9Q/y99uP3qhzzuEg3nG4zMxMemhkEBkkamtqTA/JaNVj7eInb77pbVUhSMizfQ7aBVJsdu6kIIq1zbbHvaIiNVDUigAMErX5+Sw0FYSIffsYt29PMVReXrdBfXk5j8Ho0eE5n2PHGiOHXfBHBF6bNtzniYiA6uq6hXYuX85KrYDZv23a8PNduyiERPytW8f184vaqipOGws5bikpXoErv5UUAr8Rq0cPhuUfemhwOkCLFkyFOP54b06yXOvHHutNRUhLo6C0r9Ow6IGg+2dODq/jtLTIaA3/uSfHu2/f4Pn068fXNTU0lsl62PPOyODrmhoTeRNL3PqNNH7DY1YWDX5XXGG+C+v7HA3bAFNTw/D6lSu9xkK53zQ2VqyInr6zYAHD9W0DTUlJZKG6ulaVVpo2Ms5SlOZKslr6NOhbrbb0qT3Z2RxUlJbG9qD4c9tuvTVymrDiUInQoweF3LBhzGcdPtxUjwQ40A1b13i8vLaQyMnhINhua3H22WY5Nqmp3mJQaXW4urp1Y8XbBx7gfHftMoJLhLyI2h074he1Qb1pAbNfHMdUN960yZtrevrpwOzZfC/iRMLMCwrCPf0Aq/COGMGQXelzK7guvY6OE5wf6UeW49/mDh2Cw3xraqJ7agFTnMWeZ9++wB//GByOHuSp7djRDMBLS6N7r6NRVmaqMBcWAv/5Dz9PS/Pm68r8X3qJIeyA2Tft2/MaKS2NL/oB4LGpro7dUimM//6XFVsBsx8LC43ozMkx15YYL/zhx67LYxJrnWWeHTqYba6oMKJ240YK5qDokiBPJsDzMiw31Z5Pq1Y8FhMnmntAZia3bccOnlt9+5p9Ea8Q6djR245s8mTz23juW127mkFtnz489l984b1PVVeb82bjRvbM/vbb4D7ggtwDpNZBtHuNHDd/7+R4sI0zDz5oIglGjaKR4dJLeZ0GifqGjhzTMP7+dz5ffjnw298Cf/lL8HR33JHc9VIURWlKNAtPrVI3JNwtkWIm8bSLaNMmvnllZHgLHPXvz/6x0qbDHvAdfrgZ4AtZWdFdP37x6R+Ehg2CwwaaaWnh4jEeTjvNu17iZREhKZ/bIs0WB/H2v4yWh5eXR+EgHpecHK+Ak3V56y2zLv7qzk8+acJuJdcSCPaQpaZSAIWFHNvINH7h06ULQ7oFOT4MaXU8+0sG5yKItm3jfrXXTX4fJEoqK/n96NHe6e2Q4G++MSI0EQ+oXU3a3qf+/SZCyy7mJtediLNYfV8XL+a2l5YmJ2RUvH4SGm57+LOzjUdfjBd+Ty0QX+6+Ld6lRdCuXWZ/S/GyU0+Nf92jFVs65BDmz7ZuzeNw5pne+4LjmOsxL692KRIpKZH3IjEyxUP79ty/Y8fyvdxf7Xtnjx4mvUC82bE845WVXLe2bWNXv5fzNagXcSzs7bRD4zt35rHs2JECvKnhL0wYJmiBxIo1Ko2bxx4zBs1orFlDo7t68RUleaL2iiTNR2mAyEA91gDZRnLrbOxWMlOmAL/+dXzzchwObGyCvGcAp/MPDPPydnk8kTbZ2RSgY8fG79ESwvJgzzwT+NnPEpuXvV7+sGURkP4+tFJQCPB6T8JyAf1Ey7uVnFnxZPqrM4twluOcn2/WYfhwDrCXLvV6q0TUdu0avEyJCIiFiFq/eM/I4EBe8qAlHDMzE5g6dUVEr1Lbu1xZGemBEpFlDxbee4/tjiorOV9/eLoIm0cfZTGdZ56JvT1+/KHVfjEr54HjGAGzfDm9cpK/LKGrpaUssBMWIfH228ATT4SHeifaF1RErQgnezvatzeeWjmv5Fxv185sl7SGiYb8vkMHeuJF7IhXEeD5IftO1idIlJ1wQuwCcnl5TDuINQ1goluERIqo1WVgmpJCg57cx+Q+aBe5yszkIz/fGEDiEbVZWfGJa9kHtfHUOg4Fnr/IlBgPevZkZEhdq4vvLWpqeE90XYqVlSvZM116Wo8b551+7Fh+f8YZJhQ+WjSM0rQoL4/PwPfKKwxV97d/AhjCXxsDk6I0VpISfuy6boO2H2qf2sSprORNtXVrI2gSEbXiibn+egpQKZr01lu0LNq5pwAHm34vnf1ZIi1jZGAovy8sDHYxn3WW8Xb17h2Z4xurqJQ9gK4vfv5zU1ArK8srLmtqOICVQacQa72jFeSSgXBeHgemIlL8LY1EgEiV4qIi7sslSyhe9tmHA3vbuBHUC9amRQtvUZqwfFA5D8POiUGD4BGwb7wBdOpUEVHBtrDQiCO/qD3tNIZMr1tn9klNjfGUVFRQMInBZfly7ncxAMl+sQf38+bROx7r+Gzf7jVsnHACRTIATJpkBNM++/BYvvkmBy9DhxqPsISYzp3La3HOHIZv1tRQxPhzdf3eIoBi9oUXKBzjNdLI+SLnl32eHXqoucZEZMu+6N3b9OyM57rasoXHXwb7//wn8Ktfefd3RgaP3bRp3J9paRswcGDviHmFtdNKhMxMsy1ZWQwdb92a50FtwmVjVUuOh2ihy61bm2MeK6c2LH99n32816vMV35TG/7yF3N9jx/PdRMjWJcu7HEcdK42ZCQlYsEC4N57eW/6/HPguef4uVSgHjuW9yqA56wdBTJ8OPCb30SvCq80TFau5D23oIDnczztt2yqq6O3AxT8lbEl4+7LL2ufUqIojY1k5dTCcZwlAL4AsADA5wAWuK67LFnzrwuaUxsfkodaWsoWCgALjhx8MF/Hk+8oyLRFRV6P5mWXBU/fp09kdcjJk4GHHuLgLJH81E6dOLAcP55/JosWbcUPPxiPxDHH8HVYNWfXpZCIJT72RM/ANm3MemZkeMNrXZeiYcOGxLxBYe2D5LvXXuMfcHk5RUJKihFZY8ZQtD7xBN/b1W47d2aIYEEB16lFC1M4aOtWI1L96yrCp0ULehtdlwPxykoO/vwe1qCiTmH4ven9+pm8w4ICU7RKRK20KsrMZKuSb74xbYbsgbp4ah2HLZtqaniccnK8Od22MF+xgm08zjknutfL3+pGcF0KCeHgg836r1rFAa+so+xT+5otLU3Hb3/L43rTTeGhpDKIkuslnpBwe90Br9dS2Hdf4IMP+NpuudOyJUWtbHMsUbtzJwf/qalm/uXlNCzYnk75TuZbWLijTpXTo3HiicCMGd7ltm2beF51Whqvg2QUwAsTtaeeCvzjHyYfftGiyJQNm6AohjZtgo1KEyYELzMeHMdbYKpDB/PfAxhDWmPzPMn9SrYtrJVWhw7ASScxhNwuUgaYOgeJGJaTxZIlNNbFmy6kePGHECcqMCsro4vaoOgOf6rYsmXR+7grSlMhWeHHADATwFoAGwEcCWCR4zhfOI5zveM4ITU8lYaE5DGJoAXoWZUBcn4+B7h+S3nQTXXrVhPqFo0zz+RNPmi6zEyKXb9XNxbZ2bR0t2rFP+KUFIrBwYP5urg42FpqD8SKirzCIkgA1yVvNtqy/ciy/TmfImqB+FoVxYOIQLuysh162K8fB91paRzU7tjhDYOW8NtWrTidtG7ZtClc1IonpmVLzs8e2EqfXGHhQuDjj73ziSYc7P3aogVFueAPP87JYUEaf06zYJ/n9kDDccwxGj7cm+ssvX7tEM9YIjFM1PqR9RsxwhgXRNRmZUV6+z79tMVP+/app8LnK/u3NtiidsIEr/DJyTH7Sc6FzEyTWiD7TUTtmjWm0rUdcipF7HftMveNqirg2We961LX3smJYF8jdVlumzaRlZeD+MUvYqcZhIUyZ2bScLFxIyvuxmLSJIp2uxrzIYcEVwZv1Yr7wV8xOR5c15tDPmKE93sRtSISX3ihfnotJxu59v0VoQcMYPGtYcOAu+7iZ+PGhR97aXkF8D5Yl0rlifD665HXlrLniGUgCjoP7HaJAIsJrliRvHVSlIZKMkXtqa7rXuC67t2u654HYAyA1wBsBXBbEpej1BP+fJ2BAykqZZC2aRPw9NOx+44CRiTEQgbmYV7Tgw9OjoW4VSvTTzEWQYPBs86K/Cxa395kIkLTv141Nd6c2szMxPOCg2jZ0ojatWuNR9KP7Qnze0QdJ7JNT1h7IIDCVMJqFyygh37HDp5H9nZ/+qnXU2uH/AZhC16/l6OwkAOC6mrTGzYtzQgl/zbbwvTHH034sX+7bVG7ciVw990MDxYkzDaIXbu43baoDStYJe/btKGI2LHDDHAyMyMHO999Z5KQP/sMuPLK4HVIpCCcn+3bGdqclkZRbR/rlBRzzYi3beJEc13afYGrqihe//UvercfsDqhS57ZRReZ/bR9uxHDci7uSVELGO/8nlhuQUFs4Svnh//aTEnxike7dVcQnTszd7x7d3p0x42jwOzTx5uLPHCgiVaoragtL2dkxl/+4jXgHXSQ8f5v28bc1NWr66fXcrKR6932MF9+OcPl27Xjf0s84aXZ2TzH169naoSEKiuNi6B6I9GINyLsm294PZx7rslLd12TO1+bNluK0thIpqjd4jjOT0FTrut+DmCE67p/ATA6/GdKQ8IuKHPBBczjEVGzbFn886mqSsx72LUrLfN7M0Rm4EA+h1UPPussb8hmMkMZ992XHpHDDov8Tgb7/sGp65rw0/R0eqdjFbyJh/Hjjahdt47HMag4i4i/7OzgfSHGiOuuo3CMFjZ8+OFm3z78MEPRpSflyy97py0r4/ZmZcUurBN0LG0PK8ACG0EhlvY27djBAlFCRUWw2C8qCg7rtUPro+XFibiI59oRgSjLKy3ldec4XLff/paiXgq0lZUxYEbOp40bg69p1+V8pHK1zcKFkYV8bPz5wLaodZzIQlEdOph9KMaJkhJTYMwOny4r4zpXVjJcuX9/syxb1Moxr4s4rw1y7OwiUXuTsGvDcZgjPXw433/7bXihMD/9+3uLo9nX1/DhnHdubu1FbUUFBbtdFE9aJNlFqF57zXwfJsg/+CCx0Pn6ZssWGiJmzoyeAhKGeGolGiIZ1cqVPc+//53Y9PEUj3vtNRYmvP9+vr/zTj4//jjTIqKlWylKUyKZovZcAA86jnO/4zgXOY5zNwCxMcVhh6w/pFDU8xK3pgSyc6fJC5s40XwuOZVhuW5hLU8S8Vg4DsOxJBT1uOMip4lWpfSww/h9XejVi6HQYVbz1FRvj9VkitrUVOZLBon6iROBqVO9+WUABcJ++/G19HlN1jrZA/OsrGCBIIOrMFFre0m/+cYUlQk6L7KyIsWAeFb9wstueVObarEnnsj9KQJr9mwOlKMJSRHYguSd+re7SxdjWbe3/4cfvOtqV5YWFi3igBfwrguLHEWGY0qUg+0Rr6oyYjs7m4Xa/L+74Qbz+qabaNnftYvFpL75hiLn+ee9rYIAepzmz6fXOagfMGBErewXv6iVgZUYOGwv+/jxvNdUVQVXQK6pYTXpzZvN74JErUScxPJkJpspUyjGgsJy9yZB12ZKCnDKKXy9eXN811E89xbH4TEvKTGFkOJl1y56k/zRJmIcE0OWP6f2n/+MnNfSpYz4mDs3sXUAeJ793/8lp6e6zebNdStKlp3Ne5/0vE303rd1K/D88+09nsLGWkm6oVNdHbuqeLzEOs6uy/Z5ANMCjjuORnLXZTTF1q28DvwdJBSlKZI0Ueu67tcAhgF4EUAbAEsB/MxxnFwA/xftt/WNFIrSysfRsUO5/KJSQp+EWDdaf0XeeOnZEzj9dERUqgU4IAjzonbpkpwqprHIyAgPT60vcnJYOdbvqe3Uibl1v/ud8bokAxmYCmGti+xqxtHCkwEOEOfPj/zcZt99ve/D2lfYoe21EbXZ2RSC0g4H4ODOHxZtb5M/j9wv3mwWLuSzv3WRHQ78+OMciCxZwkF0TQ29ueJ9sa+dlBTmnvvbBwkiam+/nRb76urIa+H0083rnBxWYbW54AIOfG7bnSjiD9WuqTHeU4BFhoL2fXW1d79IkS9pVyJeZMCIdSEri4+wXMGdO7nMLVvM9sl+qqoy9yc5jyTyYk+x//4Mm01WfntdiVb9GOD+Lypi5EA84a9B92Q/KSkUpRUVjPKQSJJ42LbNVHQPon9/U8jNZvt2U+kV4HaLJ7c2Feqrq3nviZYmkCglJTQW+atFJ0JODs9zMZolIpp27jSRJtL+qqSEYf3xVlSOt0CX69aupVNTYvZsGnWkGBvA/8sbbvDeR+Mh1n+cHc0ydSoN/Fdfzete/jN++CGxYpuK0lhJpqcWruvucl33n67r/sF13Ttc193oum6567o3xP61sjexBwKtW0cKGb+otQt0BP2BhbWBiId4Blh7k2OPjWxxs7dwHOYuhgnP2tCypXcg/N13pgKwMGWKEYXp6eEDZ/EKzp1rBFvYeeHvPRxUzEjyX21RK9sey8jg7/ObmuotphQt/Ng/72htFs4+m89S4EwGEwsXRoYMvv468MgjJmdUvN+JCCO/gK2piexBPHIkcPTRq3DrrXwfbV/5BW1VFc8Bm6++Yt7zihWspCsGDttTLMu5915WdZVIArv1jX8f5+eHV1l/+mlTNEqOpRyD7dvNvrvkEuB//ifSSNLciCZqxbDQpg1FjZ0H7iclhR6feGobSPixnA8vvhj/+vpbdcn9RY7xyJE0aoaJK/kf8ouAzZv3bhhyeTlw4418HY9h4OCDaYQ6+miGXf/ylyxwJ/cn+R8Oam20a1ewCLLbNlVW0sAoBod4RW28BsSPP6bRrrkL2w0bvCkca9fyfpmosSTWfl+7ls+XXho5DsjPB/73f4Ff/zq5YwRFaajoaa4A4I1TBhPXXx/5vV/U2qGJfo+a6yYeftyYyM9v+gPmCRPMQGzixMhQ1IIC44lcsiT8D7O4mNOlphpBF+aJcRyvJxwwv6msNB48KeokDB9OL1n37tG3afz4yM8uvdS89p+vdg6SXxhE89QOHcow4rZt+SzLeOABFjfyeyK3bzfeF9lefx/ZaARNGzQQ6tGjzCNepHruhRd6p/v668jfBuVcVlczFLKmBnjsMfOZHZbdp49X4AIm7Nrv4XccCnQRLZWVkcYUEUtyDh14IJdni9o2beih2NPhxw2NaKL2mGP4aCh2twAAIABJREFULKJ24UJe40G5sPZ/QywkyqM2RWlEeA4cyFSSXr1YmErC5x2H95MwsVRSwnPGXzzqqadoEEnEa5xM7HDfsIrV9nXZpw/P6XbtWCArO5tV5yXkPloa0P33e4vSBfH99zze0tosWpEw//xjsXYti9BFW8/mxtatrG798ce8b8V7LQnxitqwLgB+46GiNGU0IEEBwBtnQYG3L6pNZmb4n5+/Ol9ZmRG1EycGF5xRGjauS1Fw773hocUDBzIE+vDDo/9p7r8/w5/i6S8rRS3eeYfhW1u2cCD7yCMc7AE8D9u1o5AeNYrn5siRsbfJH7qekUERJq19/F5Ue5tSUpjbe/vtFKZhObVBdOrkff/ee6afpx8RZvEOCI85hoVHbrqJwnPkyPgKaAE8bocfztczZ3KbLrqodkV+hO3bvYWybO+7eGodx/Se9ovavDwW7vrTn0yVY+GCC4xXWkRtjx5c75dfZj6ZVF4GYrcTa+pEE7UFBbw3v/gijQiVlaZVkvTRLClhIS/pGx0vubmcX00Nr5t4fy+e2m7dzHHu3987TVGRCZ9dsICvjz+e7xcv5jkTVtBw0SLg1VfbY9iwxIVFXbCNvv36eb8bMiT+FlqyzmH/w3K8Fy/2ti6Lxeefs62Q8NVXvAfEc0/1M2dO4r9pavjrDfz97/z/y8ykpz7RPsux7uWlpRyz2fUJevUy1wngPb6K0pRJmqfWcZxLAx5nOY4zKFnLUOoPqTwZ9mefleUNYSovNzdvv6jdvp0DzezsyCqP++yTvHVW6o9Y+XgAB6xXXcWBWbTp5Ji/9JJXdAQtMzeXA24pamGHoooHUXJqzz7bCN148If0Sh7y5ZdzHQcPjv67J54w4a+7dsUvatPTjXgEvNeRH/kuXhEhorFlS+bBd+jA17WpdClechl0rVtn2kHES0VF+H6Rz845h88bNkSKWjEs+AUtwMGhCAQJP7YjBF59lcdKvIR1yV+sDYl41/cEsa7hbt1MSLHtEZ81C7jvPgpeqdodLXTRH7qck2OidYD4+6mKqI1WPbqwkOen6/J8eOUVI/I2boxe+EjOqS++oPCL1SqlNvn6Qcg5e9NN5liccQavAzv9YexYRh6EIWHYtsHrySeNsVA8r7VZ7y+/NMaAd96J7A8O8LoqL/fmiSqRLFrkfS8GuBEjTE542Lm3fj2NegC7AFxxRezQ+S1bIgtFSg0DQcddSnMhmeHHQwCcB2Cf3Y/pAMYBuM9xnMuSuBylnvCHdQrFxRzs2oPx0lLghRf42v8nKn/iMi+7sFIy+qg2V6Q1i43fC5gs/Pmn/gq6fqINevv2Na/T0sIr59pIKNWCBd7Pa2rCz9MwJk8G9t9/S6iYbt0auOaa4LzCX/6SxbikQBFgBtF+T2M0jj3WFGd69tnw6WqTUxtEWhrDoBNl+3YKhbVruU+uvBJ46y3vNEuXBocof/ghhUV5efB+kQraMsAKEjthheAECW0Ur0RKCo+RkJmZvKqjiRJNkOwNundnGG+0c0nSKCR8XJB7uhiVop3nU6cCp51m3tv9hgFGWcyaZQo6ffABw1/9A3sRtUEtsYT8fB5f2/sZFBq/eLGpEuxnwQLmNX72GQ0f/v+vZBaIAsx9Iz+f/6WnnRZch6B37+jnkBzHDRu4DXJPevxx4NFHvW3DEuXdd2l09HuBbSPBCy/wPHnlFd4DlGCWLWN9EjEMXHQRDRonnBBb1D77rBG1775LQRuthRpgRC1AQ6/UdABouDrnnMh6FYrSVElm+HErAINd1y0DAMdxrgXwNICDAXwC4JYkLishpKXP5MmTtQJyCDU1tAAHDSiyszlYrKpi+w/AtB5ZtMgrMCorTZVF+RP+5S9ZTAZgWJQdFqPET5AnqL5yZfxtSWKJ52iVFTMz6ZFYupTnh78QkWAPLuU8fPllDuCuuIIeoD/+kdMlImrbtwe6dImM2YvHo2Ev58YbOSARQRcW1VBUFFzsyD5WS5cCt95Kr5S00QLMvBMpltalS2TI5Zo1LDjz0Ue8Dlu2ZLueeLn2WvP6sceA0aM5r2HD8FOxqXbt2IP43XeZNy25g1u3Bhs50tMpbMUT17OndzrHYbulkSM5wBd27WKI5KxZJl9QDBCOw3tKSQnw5pt7vjetTf/+psJ3QyAjI/Z5JHnHJSX8D9i+nb8RT78YCKIZrdLSvNe/XBdbt3L+ct4/9BCfxVCVnu41eMk1E81TK2LALiI3Zw6XcdRRZllPP03P7LBh4cWZFi82AuKgg8y6JLuVT3k574Hp6dyvQWHx8dyL5Fg9/DCfL73UXCfx5sWuW5eJp59mVEdQlMujj8Y3n6oq3k/y8/n6nXf2TPeBxoK02Bk9mrUcxHgUS9QKtsEvVrjyli2mjoDtrZU0AkVpTiTTU9sJgJ2VtgNAZ9d1KwFECbirf7SlT3yEhR8PHcqwRvuPUzxK773n/UNescKEEAb9eWtZ+eSyp3JlYh23WINn25sWNkC2zyN7mvXr6XWprjZhknu6kqPrckBaVMSw5d/8hvm8QdgDdT/7789nEYalpUY4PP20EW2J5IMGDSZLSzmP6dOBadPi3192H2bAFN+64ALgwQeB8883361dyzzMhx+muJWeyZJL6Scnh+dRZibwq1+xTZGf7GyvoAW43+1qzp06mfNNliP7fG8Wp0lJ4bo3pr8ZxwGOOIKv//tfVo62jSxiJEjkepPf3HJLuLfUnk4oK+OxjmawEk++Pw/1uee8HnopnnPlleHzsv/Pauudra6OnYOemZmcNk+5ud4Immje0mXLvMJJQvIff7wzSkpYG6Cqil5u6XrgZ+7c4IgM4c036b195RXOS/a5kGjuaFPBzgN/911v0bS8PN6joqWgAN7K1rGKrlVU8NzwhxwrSnMkmUPDxwHMdxznWsdx/gjgPQBP7O5T+1USl6PUA+KpDRtQ+MXu8uXmtV2N8tNPjaiVgae/+qmSGNOm8RFENK9GfSMCLR4knLhTp/hzvkQkAQyNE28/EC4oE6G2OXOOQy9HWN5qtP0i+aQ24n1++WXzWSKFbIKuq2ghnGH9bv2/O+kkhsxFY+5c81qE+JFHBouglBQTBjdgQGTrqGjHo6DAeGftyuOyHAm/8xf72tOMHRsZ5dDQOfRQPktYfEmJ8RTFE37sx+4P/Nxz4cfVf6zKysIrigsiaiXE2RatUujKng5g+HNdqK4O96zNnWu8cmFUVISLWrnODzggvnWR+/2IEdHbyr30kumXPX8+j63rAq5rdu7FFzOq6skng4/RqlU0Wm/YkHhuPdB8C0T695Ucs5NPNt7xWHmytpCN1Rqpqqrh9MZWlL1N0kSt67p/AnAOgM0ASgGc67ru9bv71J6SrOUo8eO68VtLly+n5TxI1EqbBhv7pmy3ULCryNqi9sADTRsJJTGysvbun1aQRw0wfSOjeSYFx2HI+lVXxZ/zeP753kGrhC3OmNF4c7NtD6xs2/r1wHnn8bXjAH/9a2IiQqZt18585s9NtQet0eZtF8saOdIbdm7v83vuMZVxhVde4TEeNix+z569LrFC8qSokb0eshwNfaw9QXnMkrssJOKpTU9nGLlw442RxXMAGkBtb21FBa+PaMuS/6Hycho3OndmpWyA59KOHTyP7Jzbd96Jb703bmSIu0ARCMyebTy5GzZ4Uwvsdj1hyHYFkZbGaIp4Ct65rplPr16RucXl5fScyj4tK+P/tIjb22/nc5DRJSw1wXV5z77ySu/1GU9dBCGe+/0nn8TfL7eh49+OFi2Y55qXZ4x6YSk4Qryitrqaoraptk9UlERJZvXjTAC9AeQCKARwlOM41yRr/krifPwxK7aWl8cuhSp/UjJoyMnxDhT9llx/yFVJiQnn8otagKI2nsbzSuJMnBje/zAZRAs9Pvlk5qMlQjzhxwAHx507m5DXq68Gbrghed7p2npq/W1GgjjrrHBDxMyZfHTuHNk249prYxdL8iOVou1iXv6iV1268Lm4ODhUXELXMjPN+onAuOsuVoj+y18YMfC//8vP/X2Ba1OgKRHxfsEFDJW1jWPy+6AiX0r83HILz5/LL+f72bO9A+tEo2wmTKBxBmBKyl13BQ/Of/yRBtV58/h9rJ6a9uBdjnmbNny9ZQtDYDdvpgAbPdpMKzm4paXpgfnuAPDMM9731dVGtC5Zwud//cubzytEM8hUVpp7QV0qKruuKSRVXMz9+4c/GBH7+9/TW/3003y/bZt5DRjhesEF3qrLAAVvWRk9urZQX7HCvP7hB7OssLZJfnbuZO/cjz7yfu4/Fz75JHoBvcaEHTrcoQNwyimRESWJeGr94ceua0K9JWJOPbWKQpIZfvwcgCkAdgIotx7KXkKE6vbtsUWt/MnIzfGEExgiCHCQ7a9Uaovar76iNf6GG2R5fI6VZ9lYvW0NjW7dTBGRhoiILiHRAfKgQRRZ++5bv1Ucw1r6AN5zNZZHEWBocjy9Ik87jQNTQbytieSeFxfT2yOeTCCyH+Z++wFHHLEWxxxjBK5Nr17hxoaMDJ5jKSkUCnKPsJcxZoy3T2K82OdCLG9rbi4Frb+4FMD9de+9psK0khiFhayubrdgu/RSExIfzznvJy/PK57s8GDhhReYy7tihckDj3bu2xFDtnexuNiIMREVgwfTuASw3dPOncCDD3bD5ZfHrigrhBX+mjs3Mnx63jxvioRghx/XRXy0bs2iQzNm8Hrt25f/y889x/0n/7eLF/PZFqRCcXEV2rQxnnS7ov7//A+34eqrjcfa3k9PPAFceGGwqA9Dxg12ccjVq1mxedYsPvzV1Rs7En580UXMUbeNlHKPDDOsCNFE7YIFLI62apVJ/1BPraKQZIrajq7rnui67i2u6/5VHkmcv1KPiKiVm2NGBkOipk/na/vPuE0b3rjnzOFARP5EN26kJTfIUxvEKRqU3iywcyCB2MaMESO8eXlBHHZY3dYJMOt18MF8jpZragu4eAf43boBHTtGn8ZxOI14R0WkdegQ3zKC8O9vIT2dbqL27b2VMaVQUKLFtwbt7kA+dSoLgSUjvcAuCNWrFzBpUvTp/WHVjqPtKxIhKCz2+uvN66ef5j29Nn2PAeC3vzUe2zfeAO6+O3zaTZu4PtGWZQte22hki9qSEj537OgV1RJ+CwB33hlfpeywa33VKnqzBdeliKypYR7qc8+Z7yorzX6uS6FEMTJLpMohh/D55ZdpUI4Wpvrpp3wuLeWfcqdOvN+MGEEvvZ9PPqHwFA81YETyq69SWN15p9k/ZWX05H73nbcNkPS0LS9nK6d16yJDnaMVo2qMiGDt25ci1j6fJbpg3brgyJYhQ/hsFzHzi1qZ/7ZtZqylnlpFIcmsRfue4zj7u64b0LZbSTY1NfyjGjgwuNVLosjNMcziZw9427dni43PP6el0B5cbN5sbsKJFLtRmh7dunFQ4zduyGDMj5x7rVvHtmQHeRsTpbDQiLtYOW22R7FTp/ofiNV28HvSSYlZ7bt0MXmziYZGpqSY1l61xe+1l3UYN46iduXK4N8VFjJaJMjr365dfLmOCgu4lZTwGpX/gLZtmTP9t78xF3bpUuDww2s3f8fxeqq++CK8IOH27RRssYwrM2dGCu3iYoqmq682x148/3/6E6Mh/NWCly+PDMP1I6KtpobzD8O+dvz5w3b4cV3o0cNbqTgsTWHdOrbeu+Ya0xNartMTTigB0MUzfWEhvdqffsrz4MgjOaaQ0GXbYCD8/e98njeP2xbkvZ0xw+vpXrAgsu+4n/nzGWLtH9OsWMFtiXVuvPQSK0T37s0Q6WjRN/XFtm3cJ3J+2uss5+Rbb/He6y/2Jf+VtoGirIze7aIijqlkfq5ronNU1CoKSaandgyATxzH+cZxnIWO43zhOM7CJM5fsViyhH9C/tYGNomEecqfcq9ewS0p7FYC/kITX1hmjMpKFq9ISwsXtfFWelQaN+J183vOwowwo0axemyHDg27UvaeCPWq7TLy8+MXxKee6jUwBHnQkx3WHuu4DhjA80O8zTJY83uuxTuclsYWS4ksQzEccggwZUpknnpKCit1d+xIsZtI9dugc+auu8zrZcv4sD16AENVYxWKEtLTvdMVF/M/LMiY0aaNyfvv1WvrT2kyt95K8fc//xNu0LE9tdEE2VcB/R1mzaL4Li+vP9Fx770Ur8LZZ5vXL7zgnTYnB2jXbntgz/GzzwZ+/WumER11FO/DQkGBqdzrb5G0dGl4OLL007WJdWwXLqSxXPomAzRszZsXWbzM5quvaEBdtozjkWef5dioNmHzdWXr1vD7t0QHVFQEh4fLvct2DGzdymMp09v3N8mtjVbtXlGaE8n01EYpMK8kSkUF/wDC/gwldMU/MKgtUiW5b9/g6oj77kuPTr9+kZ43O7+2qoo34fx8U9TCz9ChfChNm86dE2sAn5ZmepTa+aENjURywaN5G4Po0IGiYE94GPxGp5/9jKGTdhGYggKTo9ipkwntrC2dOnkrp/rFROvW3jy/1q25Xu3amXzFtDRvP9OBA71etD3dw7gxk55Oz+z48WzvYpOVRc+n48Su1mojg+4uXcy5lJHBQmO//S1wxx1mOjsHWqq4Rjt+qanBYZu2kO7Xj32QbcQom5+/M6JgYVkZPY/+3wCxC/oIdhVim/vuo1FAztVkGVxycyl8HIcezGuv5bVkV0BftYrX64038r2EL3fvHnkdp6Z6W6hlZNBb/9//UuDm5Bihe+ml/M9/5JFgMS/IdytW8PetWsUnMpcsoYAdNIj3T9m30To5+CtcxxoXffEF8P77NIjZqS4bN/JecvjhtQ+537Yt/D+ispL71g4vDkJEbX6+mda/PsuW8RgDNEQoipIEUes4juOS5bGmqeuyaktZWRmmT5+OyZMnY3KQG7IB8sILtL5NnFj3eX3zTX7U77dsMX/e0UKGr7qKzzU1HFiOGEHL7c6dtPSXljJ/KjeXgwx/gSCl+XLyyczRipdWreg9SElh7ppdlMUWPXuDRKoT9+jBwYjdg/bggxlK1qZNZGGZESP2XtGvvDzmKq9da1qXSKGXESPYf/errxhWHq33p9+rWlxsRNGAARyoPvNMZK5YrPlNm8YBY6z9o57axAmrHi37smvXxOc5aBCFsYTq5/v+hqTl3NKl/P+QMN1oonbcOOZ0+rHTEYYNi4xWGDkSePddYP/9NyMlpSX69fMKsoUL6d3r0IG/TxR/IUWhspLPyY7u6NzZu/72NTdzJtOC5swxghag8AlK6xg6NLI6McDjENQLVwyPH35oorT+9jeeK+XlPJduuYX5tZ99ZgwX99zDecpnt97KabdvN4YqwITebthAr62QaJsz1+VYJeh8ev99Pn/wgVfUvvkml7t6dXhtAj+uS2Ngv348j7dtM8fbf11JBFs0UfvFF6ZNolT1BvjZa6+Z/bRiBQ0A2dm1O2cVpSmSDJv2647jXOQ4jieoxXGcDMdxJjiO8xCA05KwnFqTl5eHWbNmNRpBC/BGvHy511JcVla7thkbNmREzVF88knTyy4eL1RKCi2ZhYXGImq3dSkvpwdAc2obN1On8pEMEm1TAwQPRsaMSU4OeTKQfLVYdO0K/Pzn5v2++9KjkpJCD5ld9bchVLFu145ti+xc+dxcDhT32y92KKXfo3DMMd5ex7HatoSRlUWBHOu3ml9WO0aNYiueIETIxIMUR8vJobC1z2+/R+m3v6XAuekm/pfEEn/+KCHxHqammhDqoCiPNm0otFq2ZPznlCn8/IwzjHCbN4/tZ6qrGZZ87rnx/99KQSQ/InZlu+pSKMomVhFGf42A006jRx7wXh8pKUwHqs091T6WIkpFxJ16Kp9tT/z553N/PvEE38+YwSKTv/412wz53R7+CJdEIjBkXrV1pcybZ15XVBjjhJ8dO4A1a1gl+p//pKDdts2Mffz3qliitrSUhs4PP+Rv8/ONqBWxv2sXjRZvvcVwe+3RrSiGZIjaIwDsAvCE4zirHcf5ynGc7wEsAXASgNtd152dhOU0K1JSePOSYg2uS0+XWKnlZrl9Oz+zPVnbtjGfR/It5PdBiAclVqGoMI4+ms9jxnit+SUl6jFp7LRsmdxcnWnTzPlSW/ytavYWZ54Z7MUIQwahvXp5DUc9e5ow/VhFaxoKQdf1wIGsZj5okDcfL4xkhwjbQrohh643ZPr3T845OGQIIzPy8ihyjjvOfHfooRS9554b/Ft/m5xY2Eag669nCx+7LVEYXbqY6r/77+/97qKLzOv//Cf6fN55x7Qq+sc/Iqe3PbUHHujtJV0XJJQ4jO7dGREyYgQ9pKNGme+ys9myDzDiqzaGoC5dgOOPp8fVT4cOwcX8nn/eiLSNG00oOgCcd1705S1eHBnmPXs2eweHGR/sdkE1NUBFRWpEaPKrr3K89OSTkeMoAHj0UUamzJoVmVc9b543d/mJJyg+wwz6qal0VHz+Odfntde8/ZG//94YBjIymGO+Zo3p4VtSQi/znDnAY49xX9amlZqiNFXqbDd0XbcKwN8B/N1xnHQArQFUuq4bo36pEg2/CH3oIT77m56Lhbi42PzR2TlrQmVlZDGQjRvNDXX79sjiG/EwaZJpu/H739NyeeGFbBOiuW2KTVaWN+crXhqicSRRj0tREXNDgwRX9+7e4kgNiREjOPiKlUogxZriDYM74gi29qiNBz+Ivn1N1Vm5d9Y2J665k5XlDaeNRyTa+Cse29dvTo7py3zrrRzgFxczTxMw7bXCsP8X99nHK8YyMmoXhinbZ+cACy+8wMKJUizLX29CwvDz800I74QJZr38ojZZZGWxkNfq1aZXqZ+wlnlFRZHh0sXFFHFjx/K1GNP9HHYYKwwD/H+Plh51wAHcn/37c0xw443GA1pUFBwK/dprHMeERaz83/+x3kDHjvwvqa5muPDf/kYxePrp3um/+84Uw5s3D3jttTYRrdu++47Pdm0QgALVXxPigw8YPj1tGpdtOw4EWbcgamrMvv/sMzNGWrqU51ebNtz29espaMUYunkzw5L9LbGWLzdtgBRFSW71Y7iuu8N13TUqaOuOv9qk34LtF72xwmxsa+LWrbQ6vvKKd/4ZGfEJiGjesvR0Ft046qiGKUaUxodkDSQrFHpv0aFDuBju1KlhXi+SZxu03mF5mPFQVBRZtbgujBxpBsKOw4FeMvrmNkdOOAH4xS8oELp184ah14Yw42ZBAYVkbi4LUh1zTPyRIamp9Prm5tIrHMTw4cCxx8ZuR+Q49NpecUXw9zNnAjffDPzxjyYs+Y47vMLw3/82r7/80qTliKi1+y8nCykSZRMrkmXkyI1ISzMRWf6CjWlpPAZ2usD48ea7RIx5RxzBEOMLL+S69u3Lz7t25b4EaMi75x4jwJ980tTukNZEtrcVYNeHOXNMXuyGDcwvbtWKwvSjjyILUq1caYoqheG6NMo/84yJYHv33cjpqquBF18Mru4MULxL72//Pb2wkEW9ABbhknHbqlX0ApeUmCKBhYU8b9q25bluV3+WkOOdOyNz1RWlOZPM6sfKXmT7dj4/+2zsHp8iZm3LZHW1aRAfi1h5t+IhaYiDdKXx0bJlYlWUlfpn0iQel2gFo/YkjsOB34IF9HZI/qCSOFlZxtOYjEKFAI2d0s4kiH33TSxSYZ99jBcrzNvfsyc9w4nkqd92G73GJ57I8/ueeyii/CxebOpQAF6BO2sWny+5xISw1iZCJYjOnc1/vdCnjynG1aIFDWR9+hiPahCpqd57alDu5/jxwOuvm+iSli0Tz1G1o8MGD+bY4+ijKartHtcDBzKcVrC9ko89xsfw4V6xLUWqXJcRJaNHUyi+/jqFsxz3zZu9++KHH3ifqKxkdMdpp5mw6KIiTvvSS8Dtt9NAsW4dp7XDqaNVtF8eWjKVXugPPqAB59//Br79lsYdO+x/1ChuU//+3OdieBg+nEambdv4+k9/Ym6uhh8rikFFbSMlTDCuXx/+m08/5R9LUP7J9u0UtcuWmUIfdUVFrdLUCOrx2ByJt0jWniQ/v+5eRaV+qO/eB6eeStFcUWFyXGtTqDA314gtv3j0c//90b+380WTlecd5HW2Q7BTU+klDKssnpMTnHwq4tPeZz17Gg/zoYdSmAf1AfbTowdDsCsqmI8KMHLrP/8B7rwzuChVYSHTM777jgYDf5gtQDF4+ulez//y5RSdEnbcq5cxZLz3HgVgUZG3xc/SpTx2cnw/+YR51f582fvuY3Gr667jmOmqq3j/37qVnuIJE0zV6epqjr1ijZ1kTNSvH72yt93G9/fcQ/GdkUEjjYThT5zIEPOePYHnnvMWbOvWjaI8WSkcitIU0KzHZsTHH9MaGTTAEFEb1pfPHiyKhdwOXQoKMdOcWqUpMX26CStTFCV+4ulPmgh+g2lODoVR+/a8TsMiO9q02R5YwCiIzEyGNss1P2UKBe/ll3un89eqCMLf5iqZSChxejp+yhcNKvx02mnhovaAA+hBDepRD9DzGa2IpF00Typo2wJZxF60KsuTJzONADB5zv3781nGEuefzzBc16UA/vOfgQceMOlZgwZRHAP0pP/rX5F50qtXc7xz/PF8X1Pj9cKecw731YEHMvJNnAC7dnE5v/sd8PbbFLvvvkvP8EUX0XMa1G4qiE6dWNRMeO01hr//6U9mfJaRYcL/ZV/a++/447m9zcGQN2tW/Pu2ObBsGYuN7b1GqQ0X9dQ2AoLyOoKI1dAbYM6KHa5SVQVcfDFf9+4d7l2VHI4OHZgbU1PD9h6tW/N1YSHw1FPe36inVlGaNt26IaKaqKL4GTDA23M0jFhFbzp2pNAZNCix5Y8bR1H23XebMG4cw1nFm5mSEi66pZL3pEkmn7RbN3p0y8v5H9injym4eNNN3M4hQyh+AIqf+vwv3G8/ih37/1vCi9eu5X90rPQix4kvRFoG0S1bUoRKAUsJHY+nJWA1e2jgAAAgAElEQVQ02ralsD7uOAq59u0Z6puVxbxrgF7SffahsATopQ9qcXT44RTAS5fSmymGBRG5AwfSE7ppE8+NoUPpDR48mOeEPTa6917uI3/YsT+vNh7jTVoa75mpqcBdd1EQv/MOv+valfP45S+9+cuSKlZcbAqBtmtHkR9WEKypYRf9ShY1NTyujW2sKuH0PXrwXFq7NrKNV3MlKaLWcZxi13XjCExRasOXX3rf79plbug20rA7FnYu7RtvmNcbNoT/xrYIpaSYNgjR8qAa241CUZTESFbOpdK0GTaMwuujjygw5X9nxAgO7sVwK0VywkhJ8baniRfxYEql20GDzDIzM8P7kAp+0XTddfTQTZrElivPPENx0bKl8VTeeCNzXdu1q9//wpSU8AGtCNVk9ccV0dq1K/fbSSeZXOkTT6x7j+guXUwRKUHGGMccw1Dh3r1NBe1onkpJFbnvPm7/mDE8v9au5bnYqhW/l+Jk2dnGywsw9xbwFr3s2JGVlgFgxQoK3+efp0A+7LDI4xx03KdNYyj22rU8r+69l+fixx+zMJa/ejhgPLQ7d9KoU1FhOl80x4g4GY/K/v30U4ZiT5uW2Hz+8Q/eG8aNS+rq7TGefZYGq507uR0vvsh7QaIV65sSybocrkvSfJQ4CMrlCbKC//gjb5KLFnnLlG7cSCvyG294qzYefnjsohqJ/DmrqFUURVEAhrhOn87BV14eix4NGFC/oblh7LefeV2b3tn5+fxdaiqFzs03Awcd5J2mdWsjuJrKf2Hr1qwoLcaH/HwjCgsLo3uDJSQ8PZ0Fn0aNSswodsQRzGs99FDzmd0myV+NPTXVjGd27mQe66BBm7F2LT3CthicNi2y92/fvsD//m/k+SFVoLt25TSXXcaxU9AxDvosLc0rnh2H58kll4SfJ1J8c+fOxPdbU+S++xiyDTA3+eOPI9tUxcu33yZvvfY0FRUmUurppxlJIMXpmit1ErWO43R0HGcsgA6O4xzsOE6MLnNKfeI/mSVc56WX2nsqT95/P4sdPPEE3/fvz1yhsWPDLb7xxO6fcw4fBx+sxQsURVGUYE4+2RQ92tt5YYWFda+uXlQUXbg2FVELUCjWdnumTqVHNy2N445YHiV/T1mAx+vCCyms7b7EW7dGTnvddfSidutGAdqyZTVqarwFnQYPpod5xAgKWDsXOCuL23rmmbVrnRPmRU1JMfnC8SD5zHaIuIj4oNDr5oBEXbz4YvTpamro9GnqaTLS9aQ5eu5t6hqUUgSgC4D83c8A8FbYxEpy2bqVoT8SRrNmjfnOX+H4wguZ5zNhgrkZCOeea16HFb0Qi+fAgeHrI390ffpofL+iKIoSGxmUJzLITwbHHbfnBPXe8EY3RIL6EB97LAs6+RFDQ5Anbf/9TQoUQM/nt99GTpuWBlxwAV+fcgrw6qsOLr7Ye9ztPO527TgGqqhgaHl+Pj3LaWn0CkvYfG4uQ9ZrapjXOGAAw5DFeTBtGvNto+WI9+/P88Lfekn6+drk5rIwlF0P5cQTgztZKF6++YapedXVXiNItLZMDZ2WLZkLfvLJwOOPe79rSga02lAnUeu67iIAixzHGeG6bkgraqU+WLcOuOYavrb7vQEMw5ALNj/feHA//pgPgH8Y5eW8Ucdj6cvK0l6hiqIoSnLJywNOOCEyfLS+EWOwsM8+wKpVdZtnamqk0CgqUu9JNFq3Bs4+m+15PvrIeJyEnj2ZSiWfS6ElQcThW5Y7pV07ik0pwATQA7t0aR7y8kxf66C2Tz168DwoLPRGnNlFoE45hRWU160zubvTppnUsHjGSwUFfBx0EHvujhsXvfWT3+HgOMnLlW5MRDNE7djBcOTu3c1nUn9m+3b2Sa6o4E6bN68eV7KeqanhNvrr7QB6r0nWJXFnkuYTiuM4DwD4GYD1ruv23/1ZSwBPgl7iZQBOcF23tL7XpSEgghagxVDCZD7/nD3PhBNPBBYt2oD5873JsnYuiqIoiqLsLaS6/t5k0iQOmL/8kj1O/fTpw8JP0QgacAeF0CpeUlKYo9qmDdOi7JzT8eP5PGsWn884gzmVAKcTL7gdfjx6NEXp2rWsfgxwfLRqVfZPvV67dg1el969KaT94kDaBgmZmd6+5TJ9tGi2IPr2DfbONnc2baLH3Pbu//ijV9yvX+/9zdtv83jn5/N4iBNH5rduHbBmTRGOPnrvpz3UBamebfdWfvBBnpMHN/Mk0KSIWtd1FydjPjGYDeBuALZH+PcAXnVdd4bjOL/f/f7ygN82KUp9sv2SS1j44qKLvIIWYL5IQcFG/OIXrZGVxQpxGhqsKIqiKF4cx+R6pqaaljUAMHw4vYVr14b/vqjI2+v9nHM0HDARcnPptY2GvT/tsO5TT6WwbdvWTDNhAsVoSYl3HpMnR19GkLerb19g/ny2/glbL41mSx5PPx352b//7Q0hfvZZ7/di2PB/DhhPu+PQa+v/7ssvOY5uDJ7OsjKznq4LPPooz035rjnTaIIXXNd9y3GcLr6PpwAYt/v1QwDeQBMXta7LBt0Aw2eOPZa9yr78ElhsmRbuvNNbiVAKDdh5KH5q0ypBURRFUZoSQWGpKSnRq/sC9PZu2GBCG1XQRm/7lwi/+IWpGzJuXGThppyc4ON2+OHGK5ea6u5+Tnz56ekqWvcUO3fymG3YwN68NtFaV0bzvsp3O3emeIxVALBwIef7/vuJGaKqqxm94a+cXV/s3Mney4CJGlm92oTZT53aOER5fZK0zXccp5XjOOc7jnOG4zjDHMfJTta8o9DWdd01ALD7OTAjYcuWLRgyZMhPj1kSx9KACROfdg+z7GyewCJY5WSfMSP2n29Q6x67CIGiKIqiKCTWYLFXL/4XJ0vENQWmTweOPDI58yoowE+hw716Ae3bx/c7xzHHrlUrxhA394F/Q6esjMXDbriBkYnPPOP1rj7zDHsW+/nxx/B5iqe2vJwWjR07WFdGXguPPALMmRM8D3/boMceo4f0o49ibFCSePttM84X4X3rreb7iRNjj/2bOsm8tP8NoBjAnwHcCmCL4zgxMlD2DIWFhfj4449/ekxvBOa2aJUgL7qIeQUjR/K95Jy89RZP9LAKxjZ2CPIvfsFy9vpnrCiKoiiRpKSYgeSQId7IpunT6T1UGjYdO1YAqJ2nVtlzFBUBJ51EEfn737NCtF3Y6aWXKGwBemDffNPb/SMIu9AXwLzsSy+loLULj1VVMcVg/nzvMj//nBWtJbx340Yjhj/7jDnf69bVbnvjZckS8zo/n9teWcn3117L+5OK2uSR77ru9QDWua47FsBJAB5M4vyDWOc4TnsA2P28Psb0jYagMBqhuJjeWEmgt5uDx0p+b9vWvJaqxxkZey58QlEURVEaA+PGMZe2e3cOGMeMYW7loEF7vgWRUndWruTASj21DZ8ePbzjYDuX+dhjKSrPPRc47zy2tZFwXNeNFLBAZFVtKbL02WesPu1n4UJgxQrmyK9ZY8Key8ooJJ99lp7hH37w/mZPMW6cEbRTp5r8crtid3MkmTm14pjf7jhOtuu6zziO8yaAm5O4DD9zAJwGYMbu5+eCJiorK8P06dMxefJkTI5VIaCBkIgl0Y7/32ef6NO2aUNrUlERX69cqVZLRVEURfHjr1yck8MWLErjpHv3MqSnsyCV0rAZNQr43e8oKPv04TFbuBD44AMTnWgjOda3387etEccARxzTPC87arJq1dHX4+gglVvv83WXfffT1F71110DpWVsR1UrHF4bfjPf7zvMzKMUJfq8cOGsZ1VcyaZovYvVoudBxzHeQ9A0g6t4zhPgEWhWjuOsxLAtaCYfcpxnLMAlAA4Pui3eXl5jSKPti7cfTcr/PlDiKdMAW65xbyX8vFFRcyrLS1lAQRFURRFUeJn6lS201MaB61bV2uYeCMhJYXC1PZ+lpezTc+QId5pR4xg5ERNDQUtALz4IvDzn7OCueuyFdTq1UBZWarHmymiVqIcYxWJchwTdixe2pISepZ//BGYO7d+CoqtXOl9b4taqYczaFDyl9vYqLOodRynk+u6Ja7r7o5wx22O4/wSwP5gdeKk4LruSSFfHRLrt43RU5so6enehtNC27bAhAnrsWoVKyzY/QAzMrzhyIqiKIqixIfdQ9NPvIWMFEUJZsQIisV//Yvvhw5lzujAgUy7a9HCm9u+bJn39zfcYMTghAnAn/8MAD1wzz3AzJnA3/5GIeq6rFVz0EHAiSdyetelNzbNp5LmzOF327aZz+w2XjaPP06h2a0bp8/Kiqza7WfjRgptu1isiNcHH2T0yOjRkZ5aDaknyfDUvug4ThsAiwF8AWDh7ufnXNfdGvWXe4jm4KlVFEVRFGXvc/bZ2s5HUZKBXfgoLQ0YPJivJ02KnPbLL3ndXX45iz+tX8/iTnbOKUCxeeqpQMeO9AR/+y29r6+9ZkTtnDnAK68Af/2rqT8D2K2BGO774YfBVZerqxmO/M47puUOAJxyClP+wiI8Xn2VYrVlSxPGvHAhhfP8+XyIqC0t5fctWgD9+oXvw+ZEnbW967r9AHQA8GsA8wH0APAHAF87jvNDtN8qe5ZoxacURVEURak7dqVkRVFqj6TH2VGGQXz1FYVox45A165Az54UfzffzFY36el8DQDffcfnLl34fNttZj4SWrxzJ4XpwoWsiPzWW97WPy1aAGedxdo0JSXedXFdik5bDAuPPUahbc9LsAtcSTXn6mpg8WLgqqv4/rLLzDSbNrHVVXq612PdnEmKw9p13WrXdT8D2/p8AGAtgEoAC5Ixf8WLPxzCzwknUMD6E8Zj/U5RFEVRFEVRGgJZWcBRRzE/NhqSe9u5s/fzoiJjYCoqAk45ZRkuvpjvxXublmbyYJctY1Xlli0pXF9+mYLyscdYn8ZfWblDB+bxfm01MJVpqqvD1/fBB+lZtr24771nQoo//ZRievZsVmGWeXbvTs8zQFEbLQWiOVJnUes4Tm/HcS51HOc1AO8BGAngMQB9XdeNcRruGSSn9vnnn9/bq5IU7HAMqc7YurX5LC2NoRV2qx9FURRFURRFaUx07Bjs9bSRitaxPLpt227/aZriYo6Vr72WubupqcBzu3uofPcdBfKyZaY3bUkJ++PefTefa2o49q6sZNXl+fM5Xbz9at99lx5mYb2vKakUvXpwd3NUKfoqQlZErVZkNyTDU7sYwCkA7gEwxHXdS13Xfdl13Sg2ij2L5NQ2lSJRdi/aceNoYYrWmyo9nSaeTp3qd70URVEURVEUpb742c8iPxs7loWkxo8HDjww/nkddBBDiAsLgRtvpOc1K4vVku2WXqecwudXXmFf25deYoiy7VB68EGOzz//3Hy2bRvFqC1e/YgX1p+ysGED83VXr2aIsVQ5BrgcEbXNvTetTTJE7fkA3gdwIYAVjuMsdhznKcdx/uA4ToPw1DZWwnJyXJcJ6j17xjefjAwXp57KSnKKoiiKoiiK0pgYPZptfjp0YEGnM84w4+CCAhZoy8sLFrV+4SchvDYtWjD8t317em3t7iBjxnj73h5/PL3HtqgFgOefZ8XlDz7g++XL6fWdOzdyeV98wbZAkuPrH/N37MhCVQA9yn5uvBE47LD66YvbWKlzlqXrujPt947jdAQwAGzpcxyAZ+u6jLrSWFv6jB7tjbcXevdOvB+VFolSFEVRFEVRGiP77Wdei9dy/HhgyZLIabOymJMKAGeeyfzW1183Ib1hXHCByYXt1YvC9rDDTN/c8ePpWc3O5jT+HN65c4HJk4EFuysK9e5NQXzYYZHLevJJ/n78eIpzfw7ujh2scOw49EIDxkvtOBT3HTpoOx+bpJcOcl13JYCVAP6T7HnXlsba0qdfP/asWrzYfJabSy9tNORiUxRFURRFUZSmyhFHAG+8YUQsQEeOvE9L42PSJGDp0goA3to0fiR/NyMDuP5673f+3xUUALfeSmF5//10OO3aRU+v4zBs+Je/jFxGTQ0F6+DBpr9uRYV3mu3bgWOPZb5vz56MtrQ9ztu3x841bm6ovm/gDBzofR8rL/aww3gxKYqiKIqiKEpTplMn5tTaTJ0KHHkkcMgh3s/799+CqVPpIJLxtJ2rGsbBB4d/V1BAsXnxxZznr34F3HBD9Plt3cqc3Fat+P7VV1nl+PvvTY5tdjZw+OGseDxxolfQlpTQk6vjfS/a5KWBY8fY/+IX4QnhclGql1ZRFEVRFEVpLnTuTKeOnQe7776R06WmmurBhx8OfPIJsP/+9OTef3/4/Pv0Ya9aP2lpFKeCLH/lSgrXgoLg+W3cyGdZly1bmG742mvAnXfyM2nvE8SqVXyO1jaoOaKe2gaOXem4oCA8dn7oUIZW2Be0oiiKoiiKojR1unRJzLHjOMCQIQwpDvJ4nnGG9/20ad4CU9OnR/4uJ4d9bgHgxRf5nJbGMOIhQ4ApU1gdWdrziKd2wwZgzRqgXTvOMyUFWLQofN23bOGznZ6oNBNPbWMtFJUIKSlaAU1RFEVRFEVR6sKJJzIf1iYri4/jjmM+K+CNppw4kS1/evfm++++A04+2URYSqXkXbvMb0TUAhS1XbvyddeupiryySdHrp89D8XQLERtYy0UBURPZlcURVEURVEUJTl06BA9z9YWohJNedJJQH4+X+fmAtddxxZBfmEMmJBjwIzxd+xgT9v27b3zBYK7l9jfK4ZmIWobMypqFUVRFEVRFKX+EWEJsHKxv39sEP5p2rXjc1BYc5cuFM1jxzJP95lngJtvBu64w+Tnfv99+LwBFbVhqKhVFEVRFEVRFKXZM3iweR1vjm6Y8E0LUFnHH2+mX7OGrYe2bgXatAlu0RM07+Ji/lbxooWiFEVRFEVRFEVptkyYwNY98Xhm/STyG9t7K9WRpfBTvHTuzGfbq6w0E1ErhaKef/75vb0qtWLUKKBbt729FoqiKIqiKIrS9OjRg617akNYZ5IgbFErv9u6NbHlSfhxbQR4U6ZZhB835kJRANC/Px+KoiiKoiiKojQ89tnH9JANwxbArVqxmFRVFd/vtx/w5Zd87e+Ba9O6NSsxH3hg3de5KdEsRK2iKIqiKIqiKEqy8HtKjzwSqKkBHngg/De2p/bAA4G77jLzGTgQOOAACt9du4CKiuB5ZGSwb67ipVmEHyuKoiiKoiiKotQXKSnBxaFs7K4m3bp5hXFeHlv4ZGWxNVBxcf2sZ1NFRa2iKIqiKIqiKEoCDB3KZ3/V4n79gO7dY/9e23YmFw0/VhRFURRFURRFSYC+ffnwM2bMnl8XRT21iqIoiqIoiqIoe42gHrVKYjQLUdvYW/ooiqIoiqIoitI0GTBgb69B46dZhB839pY+iqIoiqIoiqIoSjDNwlOrKIqiKIqiKIrSEAlr36PEj4paRVEURVEURVGUvURu7t5eg8aPilpFURRFURRFUZQ9zKBBe3sNmg7NIqdWURRFURRFURRlb3PUUUBV1d5ei6aHilpFURRFURRFUZQ9QMeOkZ85zp5fj6aGhh8riqIoiqIoiqIojRYVtYqiKIqiKIqiKEqjRUWtoiiKoiiKoijKHsZ19/YaNB2ahagtKyvD9OnT8fzzz+/tVVEURVEURVEURUHr1nxu2XLvrkdToFkUisrLy8OsWbP29mooiqIoiqIoiqIAALp3p7AtLNzba9L4aRaeWkVRFEVRFEVRlIaGCtrkoKJWURRFURRFURRFabSoqFWaDbNnz4bjOFi6dGnU6ebNm4ejjz4a7dq1Q3p6Olq0aIExY8bg5ptvxubNm3+abtmyZXAcB47jBIa3l5eXIz8/H47j4Oqrr0769jR03n//fZxwwgno0KEDMjIy0KpVKxx66KF46KGHsGvXroTmdfrpp6NLly4xp5NjvGzZstqt9G6effZZ3HbbbXWaRxD+7ZBzaPbs2QnPa9y4cRg3blzS1k1RFEVRFKWxoqJWUSwuvvhiHHXUUUhPT8ftt9+OV199FQ899BCGDBmCP//5z7jiiisifpOfn49HHnkk4vNnnnkGTjPtpn3HHXdg9OjR2LRpE26++Wa88soreOCBB9CrVy+cf/75eOGFF/b2KkalvkStn/bt2+P999/HpEmT6n1ZiqIoiqIoTZVmUShKUeJh9uzZuPPOO3H77bfjkksu8Xx39NFH46qrrsLrr78e8btjjz0WDz/8MH744Qd07dr1p88ffvhhHHfccbXywjVm3nrrLVx66aW48MILceedd3q+mzJlCi699FKUl5fvpbVrWGRmZmLEiBF7ezUURVEURVEaNc3CU9vcRIWfzMzMvb0Ke5V4t3/GjBkYOHBghKAViouLccIJJ0R8PmbMGHTr1g2PPvroT5+tXLkSr7/+OqZNm1a7lU4ye/IcmDFjBlq2bIlbbrkl8Pvu3btjwIABP73/8MMPMXHiROTl5SE3NxeHHHIIPvzww5jL+f777zFp0iTk5OSguLgYF198MbZv3x44rX/7//vf/2LUqFEoLCxEXl4eevfujeuvvx4AQ4QfeughrFq16qfwcgkZrqqqwm9+8xv0798feXl5aNeuHSZPnoyvv/46YpmvvvoqBg8ejKysLHTv3h0zZ86MmCYo/Pijjz7C1KlT0bFjR2RnZ6N379648sorUVlZGXV/lJWV4f/ZO+/4KOr0j39m00kPEEAIXRGkqXQQlENPaXoWLKhYQU895Txs2PUU/Z16ejYQFcUC6NmCIIcFkKaEIr2GFloISUivO78/njx8vzM7MzubbArwfb9e+9rd2dnZ6ft8vk+777770Lp1a0RERKBZs2YYNmzYiXVT9wG1/ac7p/s+UNt/em8/oPbB6b79ADB27Ng29b0OtcVp4am1M3RPF9T2+9/+AwcOYNu2bXjssceq9Rs33ngjZs6ciSeeeAIA8Mknn6BVq1YNJuexrs6ByspKLFq0CFdccQUiIyP9zr9+/XoMGTIEXbp0OZEPO2XKFAwZMgQrV65Ejx49LL9XVlaGiy++GMXFxXjrrbeQnJyMqVOn4quvvrKcX97+9PR0jB49GldffTWefPJJhIeHY8eOHUhPTwcAPPHEEzh69ChWrVqF7777DoD4IywtLUV+fj4ef/xxtGjRAtnZ2Xj77bfRr18/bN26Fc2bNwcAbNmyBcOHD0evXr0wa9YslJaW4umnn0ZBQQFCQkIc98m+ffvQs2dP3HLLLYiNjcWmTZvw7LPPIj09HbNmzbL93sSJE/Hdd9/hhRdewJlnnoljx45h2bJlJ/LA1X1Abf/pzum+D9T2n97bD6h9cLpvPwCsX79+b32vQ21xWohahcIfGRkZAIDWrVv7fFZRUXHitaZplqLk5ptvxjPPPIOVK1eiX79+mDlzJm688cbTLqc2KysLxcXFaNPG3UDgs88+i4iICPz0009ISEgAAFx88cVo27YtnnnmGVuR+tFHHyE9PR0rVqw4Eb572WWXoVu3bn5/c82aNSgrK8M777yDuLg4AMDQoUNPfN6hQwc0bdoU4eHhPqHB8fHxmD59+on3lZWV+POf/4xmzZrh888/x8SJEwEAzz//PGJjY/G///0P0dHRAIABAwagQ4cOOOOMMxzX76qrrjrxWtd1DBw4EHFxcbj55pvx1ltvoXHjxpbfW7FiBcaOHYvbb7/9xLS//OUvfveHQqFQKBQKxcnOaRF+rFD4Q9d1y+krV65EWFjYiYedWGvfvj0GDhyImTNnIi0tDZs3b24woccNmSVLlmDkyJEnBC0AxMXFYfTo0Vi8eLHt91asWIGUlBSD6PR4PJbh4WZ69uyJsLAwXHfddfjyyy+RmZkZ0DrPmTMHffv2RUJCAkJDQxEdHY2CggJs27bNsH7Dhw8/IWgBICUlBQMHDvS7/Ly8PDz88MPo0KEDIiIiEBYWhptuugm6rmPHjh223+vduzdmzJiBF154AWlpaQFXmFYoFAqFQqE4WVGiVqEACQ6AQj9lunXrhlWrVmHVqlUYOXKk4zJuvvlmzJ49G9OnT0efPn3QqVOnWlvfhkrjxo0RFRWFvXvdRbdkZ2ejRYsWPtObN2+OnJwc2+8dOnQIzZo185luNc1Mx44dsWDBAni9Xtx0001o3rw5+vbt6yiimdTUVFx77bXo3LkzPvvsM/z2229YtWoVmjZtipKSkqCs36233op3330Xf/vb37Bw4UKsWrUKb731FgAYfsPMf/7zH0yYMAEffPABevfujeTkZEycOBFFRUV+f1OhUCgUCoXiZEaJWoUCQMuWLXHWWWfh+++/N0yPjo5Gr1690KtXL9uwT2bMmDEoLCzEe++9Z++lXbkS2LgxWKvd4AgNDcWFF16IhQsXuspdSUpKwuHDh32mHz58GElJSbbfa9GiBY4cOeIz3WqaFRdddBF++OEH5Obm4scff0RYWBhGjBiBrKwsx+/NmjULHTt2xIwZMzB8+HD06dMHPXr0QHZ2dlDWr6SkBN9++y0mTZqE+++/H0OGDEGvXr0QFRXld5tiYmLw4osvYufOndizZw8ee+wxvPnmm3jmmWf8flfhkt9/B5Ytq++1UCgUCoUiKGia9oGmaZmapm2UpiVpmrZQ07QdVc+JVdM1TdPe0DRtp6Zp6zVNO0/6zriq+XdomjauPrZFiVqFooqHH34Yf/zxB15//fVqfT8hIQGPPvooRo8ejeuuu856pvXrgeXLa7CWAeD11s3vmHjkkUdw7NgxTJo0yfLz3bt3Y/369QCAIUOG4Pvvv0d+fv6Jz/Pz85GamoohQ4bY/kb//v2xf/9+rFy58sQ0r9eLOXPmBLSuERERGDp0KB566CEUFhZi9+7dJ6ZbVRsuKipCaKixFMHMmTN9Qn379++PefPmGVoX7d+/H8v8CKLS0lJUVlYiLCzMMD3QCu5t2rTBgw8+iG7dumHjKTyIUuesWwds2lTfa6FQKBSKk5S2bdue6Kxwyy231PfqAMAMAJeapj0C4Cdd188E8MvESYEAACAASURBVFPVewC4DMCZVY/xAN4BSAQDeApAXwB9ADzFQrguUYWiFKcdP/zww4kqtUx8fDxuu+02rF69Gg888ACWLFmCa665Bi1btkRhYSHWr1+PH3/8EbGxseJLFjmLTz75pLuVmDYNGD++JpvhzPbtwKJFwPXXA/I61wGDBw/Gq6++ir///e/YsmULbrnlFrRu3Ro5OTn46aefMH36dHz22Wfo3r07nnjiCcydOxd/+tOf8PDDD0PTNLz00ksoKipy3Jfjxo3DlClTcOWVV+KFF15AcnIy3n33XeTl5fldv3fffRdLlizB8OHDkZKSgqysLLz44os444wz0LVrVwBAly5dkJ2djXfeeQe9evVCZGQkunXrhksvvRTffPMNJk6ciJEjR2L16tV44403DDnBAPD444/jiy++wCWXXIJJkyahrKwMTz31lN/w4/j4ePTr1w+vvPIKWrRogSZNmuCDDz7AgQMH/G5X//79MXr0aHTr1g0xMTFYvHgx/vjjD4wbVy8DpgqFQqFQKBo4uq4v0TStrWny5QAurHr9EYBFAB6umv6xToVoVmqalqBpWouqeRfqup4NAJqmLQQJ5c9refUNKFGrOO247777fKadc8452LhxI9566y0MHz4c77zzDv72t78hJycHMTEx6Nq1K+6//36Ml4VoVbuXapOeDrRvX7NlOC0bAHJz61zUAsADDzyAPn364LXXXsM//vEPZGVlITY2Fr169cLUqVMxatQoAED37t2xaNEiTJ48GePGjYOu6+jXrx8WL15s284HAMLDw7Fw4ULce++9+Otf/4ro6GjccMMNGDFiBO666y7HdevRowfmz5+PRx99FJmZmUhKSsKgQYPw6aefngjzveOOO7By5Uo89thjyM3NRZs2bbBnzx7ceeed2L9/Pz744ANMnToVvXv3Rmpqqk+V4c6dO2PevHmYNGkSrr32WrRs2RIPP/wwVqxYgUWLFjmu3+eff467774b99xzD6KiojBmzBi8/vrrfnO6Bw8ejDlz5mDKlCmoqKhA+/bt8dprr+Fvf/ub4/cUdcjOnUBJCVA1eKJQKBQKRW0zbdo0TJs2jd82cfGVZrquHwIAXdcPaZqWXDW9JYD90nwZVdPsptcpStQqThtuueUWV6EeI0aMwIgRI/zO1zY6GvrUqcC4cUBmJrBhAzB0KGBq42NXWRk//gjcdhsQWguXofybuo6EdeuA7t0BhzzVYDNgwAAMGDDA73x9+/bFjz/+6DiPVfht+/btMW/ePJ/pEyZMcFxW//798e233zrOEx0djc8/9x1g9Hg8eP755/H8888bpu/Zs8dn3mHDhmHt2rWO69a2bVuf86Nt27aYP3++z/LM85nF8UsvvYSXXnrJ53uKBsTPP9OzErUKhUKhqCPGjx9/wimjaZpz8RBnrPpU6g7T6xSVU6tQ1JQPPwS++QbYtQtwqvp7/LjvtHXram+9pN+N2r8fWLiw9n9LoVD4R8ohVygUCsWpRWlpKZ555pkTrfnatm2LRx55xFBno65JTU1lYRvvYvYjVWHFqHrm3ocZAFKk+VoBOOgwvU5RolahCCZHj9p/Nnu277Ta7iUqe/esRLVCoahddu4EzLneVgXN0tLEfIsWUd59Q+XYMeBgndsrCoVC0eCprKzEyJEj8fTTTyM9PR1lZWXYu3cvXnrpJQwdOtSxNV9tMmrUKA5BdmMMfgeAC3KMA/CtNP3mqirI/QAcrwpTXgDgEk3TEqsKRF1SNa1OUeHHCkUw2LRJeGl797afb8MG4M03gY4dgX/8wyg6gwmPBq5aBVx0Ue38hkJxKpOZCSQn+5/PHz//DISHA3Lqg6YBpaVARARw5AjA4fC7dgHXXkuF3sxUVtL3PA1gLPq//6Xn2ix2p1AoFCchb775piGlqkOHDhgzZgyOHTuGDz/8EOXl5fWyXqmpqUhNTQVMnlpN0z4HFXpqomlaBqiK8RQAczRNux3APgDXVM0+D8BwADsBFAG4FQB0Xc/WNO05AKuq5nuWi0bVJUrUKhTB4I036HnQIOvPKypIwL75Jr3fuRPYuhVwKIZUI7hv6rFjtbN8Rf2wYgVQVgY4tDtSBAGuHt61K+AiL9ySrCyAe1uXlRk/q6gAPvqIBpx++UVMP34cOHTIennvvw/Ex5PobSjk5QExMSS0MzLoHpeS4v97CoVCcYry7rvvnnidkJCA33//HUlV9UwGDRqEm2++uV7Wa9SoURg1ahTee+89g6dW1/Xrbb7yJ/OEqqrH91jNrOv6BwA+qPGK1oAGMOSrUJyk5OUBK1cChw+LaVk2+feHDvmG6y1ZUv3f9nqFcDVTUWF875Tnq6g+ul57nnY7NmwAtm2r2988HeFrq7o9fjMzga++AiwKfhmQBS1DI+nWNLQUglmzgF9/pWrr8+bR9qrcfYVCcZpSUFCArVu3nng/atSoE4IWAG644QafPvSK4KFErUJRHUpKgLlzqUjU11+L6WbPaGYmhR/Ony/EyAsvUBXizMzqi6KZM4EvvyTviJkPTANlq1aJ1zt2VO/3FL7MnAl89ln9/Lb0p6moI7xe9/MWFNCzfH1+9VVw16ehcOCAccBu9+76WxeFQqGoR3Jzcw3vzb3pQ0JC0JgjeOqYAAtFnZQoUatQVAddF16cdetEGx+zqP3mGwo1BkiINGlCIYldupCnt7qitrSUnu1CFefNAyxa0lh6hhTVo6RE5C7XBfulFnBLlgDr19fdb5/OTJtGntstW9x/R7PobmAXxeGE3fUdCPv3B7bu1cFqexUKheI0Iz7eqBePHDlieF9ZWYlj9ZQWFmChqJMSJWoViuqQlmYUsKGhQGQkwKN0OTnG6qXl5eQlPesseh8bS209aqNgQFkZFZ5ZtOiEpyj555+tRa7i5MEcyrpyZf2sR03Iza3bgQAnTCPqBswDBnZREXYES+RZhSIfPkwC2Wn9ZebPB379FS1SU+me5PZ7dpgrOSsUCoUCABAbG4uzzz77xPvU1FRkS6lin332Wb0VijodUKJWoagO339Pz5ddRs833khClQ32L74wzv/bb0BREdCnD72PiyMvbXUMRKdy8BUVRoP8ueeAnTuRuG4didziYuP8hw6dmjm3Xi/w44/Va4uSmel/HjPbt6uiXG6YMwf49NP6Xgu6RubMAT75xL1Yla8Tc966Gbei1usF/vUv4Ikn3EdteL0UymzVFsgMR3TI7Nvn7nfsmDXL+L6ggO5tCoVCoeAQXwAUjtynTx9MnjwZEyZMwO23315v66XCjxUKhTVcsOX884GpU4F+/agKKOfSyeg6CayUFIBH8OLi6DktzVhoyh9FRcBPPxmXzezfT/m05jDH//s/8doczpiaCixYQMs9VcRteTkwfToVrwmEsjLKk/3mG2qtEgiLFok2Jwpr6qk3HwDqHy3nxLKXu6iIQvXdkpNDz8uWOW+PG1Hr9VLV9B07aCBlgUNLv+XL3a+jjFVhqdoIFVZ5tAqFQgEAuO+++zB06NAT73ft2oUXXngB06ZNQ6dOndCkSZN6WS8VfqxQ1DW6DqxdK8JyN2+2r/Jbn7BnIipKTIuJoZBis7DNySExOWCAMChZ1OblufcUVVaSAX7ggJjGojY9ncIMKyqocFWzZsBtt/kuQ87vkENgvvnG2ag+mTDlsPiwdi15cM2Ff1avFp7shlZl9lSAe7HWFQcOUDG3rCzg668RG0jV6LIy4PnngTVrxLT9+4FHHiEP6bZtwMcf258nmkbn091303Vr5uuv6TM5FNsuf7a01FiFee5c8dqfd/fXX6kN1IQJaK3SDxQKhaLWCQ0Nxffff48nn3wS7dq1Q1hYGFJSUjBx4kQsXboU0dHR9b2KpyxK1CoaFrt2UbXe33+n90uXUj5bQ4PFj3xzYk+tuSIuG6QtW4ppsqj1uLgMy8qoTyUL/AkTgBkzRKgsG8fsYRw8mEKdH3wQ6NABGZdfDoSEkFeYc+o+/FAsn4W4U67H4cP0m+aemw2NTZucP//jD3o2b2t+vnidm0vFmNxUvK3rtj7FxcJjeDJhFoCVlb7h8MHk+++pKm+VWAzPzXU+VhxSnJZGgnT/forC+OgjKvbGYlKOlJg923c5uk6ilwdO/vpXsZ2FhcAPP9ADAC6+mH6je3dgzx7r9XLyrJrTHMx06HAigiDq0CE6BrV1vk6cSPelnJzAKkUrFArFKUZkZCSeeeYZpKeno6ysDPv27cOrr76K+Ph47NmzB7quQ9d1zJgxo75X9ZRCiVpFw4K9Gg09kb6oiIzNiAgxzRx+vGsXGXcsls44AwgPp+/FxtI0uXIyQIa1VU6nnLPGv7FihWilwYbqq6/Sc79+tNyzzgIeegiFHToAyckkTJ1EqVPY7Zo19F1/vTfdUlwM/O9/wRXJBw9SGLXXK/aJ2Yi3Ewly/uHOnVStmgWwE7UhEnSdjm9GBg2SyMf/00/JY1ibgrAuWLCAwr1rmyqxGJ6VReebFT/9RKH7779P5/myZeKz5csphH/dOjHNKWXgvfd8W2f961/0PHs2eWnvuosGnHr3punt2tEyrYpozZhBgywTJgCTJxsFY24uDfrxPSYtjVqIMaGhwGOPAdddR+/ffrv2cr/5HF27tu4HehQKhULhiMqpVSjqC02reZVOJ/btE6LgwAESDv6Kv8gUFVHosexljYkhMV5WRl6el18GvvuOjMjYWHpoGgnbRo3oO9u2kWeaBdXPP1MosFO+ntzahffR1q1GYzcmxvd7zZuT4bxokf2yKyp8vSwZGeR1YoM7J4cM/+nT7ZfjhnXrSHDMnRs8gTZ3Lq3/3XcD995L0+yq7boRu1aFdszUhlfq0CFgwwYKNy8ooIJG/Fvcd1gWWScjgVQTtoIrivtDDuvdu9f6mPJgDg+q2S03JISe/eW48m+yaM3IoOP422/0vlkzGnDic659e7F+VkyeTM9ZWaLfNZOdTZXN//c/ui65hRhAy09KAi68EKWNG9P1tnx5YHn8jNdrXL9//5uE9oQJxiiH7GwlahUKhaKBoXJqFYq6ho2hXbuM1T2DaSR5vRT+xxWMV6wggzMvj8ShmwJDFRUkai+4QExjoVpYKCqMzp9P4bByA+4hQ8jYbN0aaNWKpi1YQBV0jx4Vy5dJT6f1fv11MiYZNk5zc0lAA8C4cdbr3KwZeYGdPDXLl/sWPPr1V3rmkNeyMvII1UTMlZeTaAPIUOdwzEBJS/NdXxYkFRU0SGAOB7fDTRi43TowwRK4duc7n1ft2gF9+wbnt05WliyhvstW/V+djsNHHzkvl5c3eDCFBk+dKj674w56XrDAuU8wF04aORIYPpxeP/ig+PyMM4zz8/svvqBBp6NHjb1l5ftBejp5Z829Z63ClzmSRNOQceWV9Pr336uXM75unci7P37c+PvyQFtBgQo/VigUCkWdo0StomFiFnWyke8mNLmsjLwj778PzTw/L4u9nPz+yy/JUP7xR/8hseXl5A3t3BngZtucXyuLWv4dNlo7dADatgVuv53yatlDaeVBzcwUy+EqyZs3G+eRjVMOCz7vPOt1bt6cjM2jR5290uZ8zWCGuZaUiBBhmeq2BFmzxlekywLZKufRLvzYarqbwRRZ3NTUe+20LgAwZQo9jx9ffRHeEPF6A6+gy95BDsGXcXOP2LOHvIz33kvHec0aEeILUAg/M2UKcMstwLnnimlvvUVhyua2XLpOVcU9Hgr579zZ+Pnzz/uuC6cjHDxIXtfHH6fBq+PHRR79NdcAjRvT4NXChfS5v17FktisiI2le8/Wrc7fsUPeTh5AA0j882Ccx0PXsvLUBo7XSxEx1T0+CoVCcZpzCllFilMCOXRO16li6oEDYuT/jz+owNHu3dSr0VxZ9IcfKAR1xgwKx6usRFh+vrU3R/4dM1ateWRKSkTl48suo9Y+HPJbWEjGpFwZmUXtwIH07PGQZ9dJMH7zDW0PG5Mc8ti4MfDCC/SaP+Pcz5QUIDJSLKNpU/G6eXN6PnyYBLPXSyJZ16mYlV0+rZuw7HXryCDzJybmzqXH2rXG6XYhwk7IPWh1XQwA7N8PdOok2idZVZ/l78hUV9SacROy7I/t232nHTki1icpqea/0VDYvJkGAxYuNHr8/MH3BFnYrV1L55eukyA8fJgE13PPIYKFF/Pii/RcXk55yrJHFhAhwQCQmAj070/nyNtvi+nffUfXKQ+QFRRQfu7x47R+Hg8JyQEDgIcfBiZNMl6TjN0gxtKlYvvOOksUmGPkYm9WmMOomzShdZXDhd3C98TCQlovgHL4x44Vn7VpQ6+DJWoLCynXuSFWwA82fJ9dsaJ+10OhUJySqJxahaKuOHyYjHbZ63LwIOUUPvssefYOHxYtNhYuJKHK+YXMvn1iGVVGQuNly0gAHzzoG3aXnW2duytXXLYSaiUlIrQvLo5ELYcfFxSQl5iLNQFC1PJ7TaP52auxeDFtD+fSysJo1ix6ZqP8+edJ1ISHi+3hsMAxY+h51CgKlbziCrEcFrVHjlBI8ccfUzjzXXcB//kP5QBX1xjlatUffmgUm2bYOLWq3htITrO5wvHy5TQAcPw4Gezdu5MHCQD27IHmphiVppGH7d//pu358EP3AtXrFeddMEIvrUQte3C6dKn58uuK1avtq/oyLJCAwDz2Vvt51So6DpWVdB4+9RRdPxkZaCZXLTaH7nKI/SWXUFGod96xF5ohISSAmzenKI2SEkqV0HWK8OCc1xtuoOfwcEoJaN8e6NhRLOfKK0VURbNmwK23Ulg5M3gw0K0bDeyFhlKqAueJy1jdv8wViEeNouf4eLpG5FZFbuHzm/OFO3cW0SkZGeSVTkykYxis8OO9e+m+YI5QORXhyAu7QTiFQqGoASqnVqGoTXbuJMMzL488HuY+lrJhv2oVzWMWmE55bWbmzaNwVBYqXq//dkHZ2SRuzHm2sqeWYQNv0SL6jZQUIazkdj5MVBQZgIcOUd7n9OnCoOGCMjLHjpEh6fGQwR0XJ0RtUhJ5cM86i963aCHmu/56ZA0eTL8XF0eiNjfX2iNQnV61VkJk8eLARCoQmKCWq9MCQuSygGrXTnhqN2+GRxa1LFbMv7d7N3n5tmyhKrgrV/ovqMODMXffDTzzDHm8ayufkHODb7+9dpYfTH7/na7t1avtKw5bsXix+3mdjH+vV0R9VLXUijp4kK7jggLg3Xfps3/+07g/e/ema8RNaPf559MgGp//W7eKAnedO1PuvBNNmoic+t69aRDs4YfF55deKtoH9ehB6xQTI/J8b76ZPnv4YV9PprnVT4sW9BwfT/cmp0J0/vj0U3q+6iox7dAhGrjjCvBr19bsN5jTKYzZrlq7QqFQKFyhRK2ibsjK8g3pZW8BeyLNyHmX1anWaYbFhtnYOnIEeOUVCqGVPQJpacJYXLXKKLKtRC3nxfF8rVtTK40XXyRjT87HA8jA1HUSQwBw+eXiM6vw54ICICFBvI+OpvBlXacwPQ5NbN3aZ73KOe83Pp48mRz+aza8uXiTTOPG9Hz8OO0rs2jjyrwy27YZCyi5IRjG3O7dZPynpND+iYmh7WWx4RQebRX6ag6TlikuJk/gk0+KaYsW+QruYCCvt1Vl64aGuTJzbVQydxo8KC72DdUFgJdeooJNJSXAsGEkLLlCMUDnjVvOPpvOWQ7b//VXICyMtpXDw+VlW9G8OUVUyJEc//438PTTdN1dfjnNM3Kk73cHDBCvOXz/99/pflNZaX098X0g0EJRfP/lnHjAWPwuJ4e2uXVrWpeNG6ufJy/D26BpwQnrVygUCsUpS2h9r4DiNOGrr+h5/HgyqDweZ0NX140icvdu4Jxz7Oc/dMi9h0ye79dfhSjj33v1VRJEcoje8eMkWDp2JO9waamvqA0LM75nb6mdgSsb0GFh5N0pLxdhxmVlFJo5ZAiFPBYXixBngMKfS0vJiCwqEp7iSy6x3u4mTYTIO3CApl19NXmEvF4K896509rDsn07CX8AeOIJ+q3ERGF0rltHIeETJ1KoJODOU/PFF2RoX3JJcDycw4dTSGd4OL3n7fV4KES0eXP7PGY+/uefT+GUR47Y51Zz9esWLUQ4psdD+6Om+X/sSXv9dfLkbdggwrVPBi+t1cBBbeREOnlqly0z5o1ee61v0TAeINI033xagAakKivJW1pR4VsQir2fcq5ubi6dMyyozfcEK8xe4agocW9JShKDXmZ4vbmFlczOncEVtVwYKjKS+t5GRdE1FhZG9x6u5M7F6ILhpQVEtMemTfQYPVqkUZwu5OXReWUerFQoFAqFAeWpVdQ9s2dThU8r/viDPs/IoHBbrkCal0cGpl0rmdRU0aLHH2zsLl5s7WWcOdP+u9OnkzektNRYkImZOhV44AHgvvuEuLOjQwfxeuJE2r577yUjdtMmyhGdPZtCkdlQlIU0i9rsbDIsWfDahU6OHEkir7CQ9kF0NBmmSUkkeEeMoPmqwjVPkJcnBC1AOb1ctErXab3feYcMabmyq1OxLV0H7rmHKk3/978UNlwTUfvEE1ShNjzcaPzFxdH6s4Eve/zNhv3x42Skjx9PxxDwX1DnkUfoecgQoE8f8vaaxU+g5OXR/kxPp2rccv5x167ulrFwof9eqrXFrl10LGUhu3EjFSebPdsoRjdvFr1O/aUCmHE6X7hXKue9d+2KbX//OwnVJk1okOjMM32/d/75VMjpssvo3ElMpIEfHiSRiYmha1zezjlzaL1Y1FqlHdSEnj19p5mv9z//mQqlyf15meqIWi78lJFBAz9t2lD+LEAVocPCyPs9cCDtL4DuMcGIvOBcfSYzs+bLbKjYhR/Pnk3/BadDXrFCoVDUACVqFbVPIMb1229Tb1EWRxx2d/w49aR87z1qdyETqFdg4UJ6cI7i5MmUY/fWW/R+7Vr/4ZJWnlqmc2df8WFVrVbTSDy1bk0PWZRv2SK8qQcPim2MigIGDaJ8tshIWo+yMvI+2q0PEx4uPJf5+b7hmRdfTPOY84flUNKhQynsUA4Nlz1Vhw6Jz6xarTDPPWfMuf3mm8CMYF0nY4/bsGRmkjefq0Cffz49VxXGibCqfp2aanwve8I5xNdOmLOgioykgYwbbiDP+/HjNRe1mzbZt5Tyd4yZ3bt9ByfqiiVLyHP46KN0bAASsk8+Sdc2h+tWVpI3mlm4MLB953Td82d/+Qt5FlmEXXQR5dG++SZVJb7iCopUYOLi6DtuwpA1jc7DhQtpO0tKxPrHxtK5xyKPp9WEs8+2F8lvvCFec1GoX34xzFLYrl31RO2ePZRr/txzNLglX9fmYlq8/Jq2ASsqsi44dzrmm/I2L13qv9WcQqFQ2KCqHysUwcCNcX34sDCAmeho8ppER5PXlsWTuS/pxx+7W4+DB8mjcOiQ8ArdeisJSk0jrwuH8X32GeUBr17t6x2orKSHXaEoK9q0sZ7euTOJ6rAw8hx16UIC+PBhUegmM1MYiVFRNE/jxsJTq+tGT60TnTvTsnJyfI1sj4dC+8xilIXdOeeQwd+ypfAC6bp4zV71F14gz6mdASoL9oceIsGxZUtgntrt20kgmcNGufhV8+b06NED6N8f8Sx27aioMO7D8HDav3ai1mrbWAhlZLjfDiv27aNznSvl9uhBgy7vvmtfkbchYW4NlZ1N5zDvMzbMrUKSrbyLdhw/ToLS6liwRz4x0fraY+9mcrLRs88hxWb+9Ce6dniwY8gQes8tugAK0WVRGxdHfWUBOo5xcSSgR4+23x4rb7DM4MF07d1xh5jGg2UREaKAFIc8m0R/XteuFIYdGhqYqF22jEQtQNcHDxAw8jbx/uFc/+piF66+bx/d86ZN819VW6FQKBQnOB2qH6ucWkX9wvl3Tz3l+9nYsfTcuDEJTLlQyPr19F32yNmh62g7Ywa1xvB6SaSwgXbllUKIMexh/eMP4fUDyHPM/SXZKDeLyF69fKu3nnEGiUQuBONE5870mDHDWJk4M1MUXTGHH5eU0GeVle5ELRvBhw6JHOUuXciIPHyYjHpzb8vt20kA/+1vYhlr15LRqutikOGKK0RPzcxMa4FSWUmFcADy5LVtS6Jt4UI6prJIcMIsHB98kDzIvA9atiRvNOcxc5sVJifH6EUrL6eQSXkfciVXK6wEOOdo1tRTW1FB637mmeRRDA01itnLL/etFC5T38Y+e/Y5j3XzZmqxxHBINwtPbnfz1FPWrZ7smDmT8o25yrUMX6P+hCJDo9f2xMcDF1xA19vu3RTe27EjbWNSEkUabN8uQppTUoRwHjpULMfJ0z5gAOXt+8PjIW9sQQEJ9qwscU+zQo4aCQ2lbQnkHOV5Bw2iezJvF9+f5RxXFrU1Leokn+/Z2bQ8zl/nc2T9erp/nE6cjp5qhUJxWqBpWjSAEl3Xq93XTHlqFf7Zvz84lSzN/Por5ZDKvRcbN6YQ5AceoGrB3bpRDtzRozRKzy0w3npLtAOyY8cO4K67EJGdTWKTc5K4Kq9V4Y3QUGMvSebxx0mQFRQIo8pNKKhd+xgn5CrJ559PRqvsqWXYU8v7wM36sEgrKRGe2i5dyNty3XW0/3NzhbdW12les2D2eoUBnptL3qGEBPIUTZ5MLXWsQuWOHBGv2SDlNkRcjMYNWVm0/e++S7951llkrMuFec4+mzxsZhYupFzY1auN083e7ujowDy17Kmv6bXC+619e9oe2cDv14/E+7BhdG1YEUgLnWBTXk7XR3Iyhfo2bUqDQ/IgBJ+vfB3JHtBA9h2fS+bIDSBwUeuWyEhaX4DyckNDKf+2XTvaBhZzbsPEZTp2pLxsN7RoQQI6PJwGzG68UXxmvlblNIPkZHofyH5mrym3FQLofmEVmcLbXV5eMwHGubQbNtDg19NPV39ZJwvy/uLjM2+e/TwKhUJxEqNpmkfTtBs0Tfte07RMAFsBHNI0bZOmaf+naZpF4QtnlKdW4czmA9w6ngAAIABJREFUzZTLA/j3ZpiprBQhtGZ03bdI07PPktcjJEQYjqGhJGq5EvGQIaJPIkBekx49yPuj62TMJiWR8fWvfxmXbzZ+7apJTppEwiAxkYzVyZNp+iefUCg1G+Vm41FuccE4hYt26SKEdt++ojdtu3ZinpQUEl9WwrVFC9pmNu6jovzn7clFZeLiKDeXvbdxcfTa66XfPOMMsU9lccDzp6XR58ePk6DkbW3dWhRQMsMG8kMPiWm83wIJPS0oIBFhtX8vvli8lj2qa9aQEObQc/nc5BDuM86g9eH8Y26VYsbKU8vivKaiVs6flomMFB7P9u2pyNaGDb7XZUEBhc/fcEPN1qM67NpFvx8dTccmOZnOD7lAF3tqecAgOpquecB9LuaRIyIn28q7W1ui1o6YGBrc4d+Nd0hZSkgweq4Zj4cKQbVsSfuMB9esckvNyPeis882Vm43XyPNmwcWIs/HRP4NcwXiyy6ja4KjBMrKaibAONXkzTfFtPnz6XdOJcrK6Ho31zf45BP6H6hpKoPi9GX7dqpnMmaMuyguhaLu+QXAjwAeBbBR13UvAGialgTgIgBTNE37Wtd1i4qu1ihRq3Bm1arqfU/XaZTZLFT27aNnK7FgJQrPPJNELWMWonv30p//pEli2pAhJBKtSEwURjD3MR09mgwLbjsEGNvi3H478P77vgWvzKJD7iELGAWklYHXt68QtbIY5aqrAweK32AxKBt1XDSGc34vvBC4/nrf35GRfyc+3tf45p60ixdTiKPXS94nWRw89RSFlbZpQ8Z3fr77IjgsZOReq02a0L6yKuZkR2GhfQ6zXJW66liHFBX55t/KudJerygUxf2CH3/cPhzWfDybNCHPc0REzUWtlVceMIbZOhWM+fVXGpRo2hT4+99rti6BEhtr7KccF0de/6ws8jrLId0FBbS/+NwKZN/JOZuyN33/fgoF7tGD3telqM3IEJ5ac/9nmTFjnJfVtKlIdQAogiIQOnemyuKtWlElZLOoTUigHHa32J2PMpxPzgNsTv2gnUhPF4N65mvsm29oe04lvv6a7qHjx/tu7+7d4nVJCV0fylOrcEt5Of1PnAx1GBSnK8N0Xff5s9B1PRvAfwH8V9M0F33xBErUKmqH1autPW8//EDPnON4993ksbTq53jBBWSAyaK2WTMKPc7JAV5+mSoGm1v5LF4sclv/+ldsi4xEp1dfpffDhxs9vWPGkDc4JoYMi6wso7gFKCRw2zbhsWasRj+vuYZEXnY2CfBt28jYtWr/w382Ho9vW44pU+iZc1TZuyULGxZ1LAbdjMbKYjI5WXjIGPbCZmeLP8SyMqNB2749Gd15eUYxWFVp2MDevcZCPVaiNiSEfjcri4w2N3/ChYXGZQBk8Oq68Xyp2q9RZo9HVJRRDO3Y4dsHODnZaFjKyMblmWfSgMKWLfT9mopa3tfyPv/LX4zb5QS3kqppXmN18Hhov/brR9d1XBydu3l5dC2Hhor1Ki6mYxgXR72Fo6LceWoLC0n8sLCX2y7Nn0/RFCxmr7qKCh0BKGBPOsODFzWhdWsaqGOxzusk52vXFLMXzx8REXTd2fXx5Zxat9can89uc/Zvuom8zIEKsO3bRUpDcTEVmwMozH7DBnrNBeZOFfh+WVZG215eTud2p070etUqigCZPJnyt2+6qV5XV3ESwdFEdi3+FIp6xkrQVmceGSVqFc5U1zB28rrNnSvaqcTF2XtT+KYsG/Ns6LOokpkwgYyE2Fhq/QOQcSULmj59yPBKSbEOp27ShMI2ud0Pc8457kRtYiI92KPcty+JOtnzYkViIq2buS8jG7Qcjid7VlnUcli1G6NT9m6OGOFr1MqilgvflJWJ323cmL7DAkTT6LlxY+q727077e8ff6T5ua8lU1BAf7J8HK+6igQlFwNbssTZyyUvx7xPrarcVm1fKEcG9OhBHuiFC43hx3v3khEu78PycjLorTzRcvixptHD4wmOqOXqwfJACP8G4+SBZDFTXW9ZTdB1Ep2JiVRYKC6OwoSzs+mYezzinsLe9rAwijqIinK37z79lH6HBbD8HV423xs48iA5Gfnx8eTF5Nxtq8iQQLnkEjo/fviB9nd+Pgl3q0G62ubaa8mjx4N0fM6br/HoaDp/c3PdiW8e+LrrLtrXTv23ueVYdZAHNEJCxGDFdddRUapHHvEt+HaqMGMGPX/4IQ0Iv/gi5aLPmiXmsevRrlBYoUSt4iRC07SHdV1/qabLUaJWYc/WrbWz3CVLxGu5emWrVkYB2r49PcstJHr3FiHREyaIkNLXXjMKEq+XQhFZxN19N3lUIiN9e8iasRIMVlU23YhIj8d/5WNNI9HYs6evqOXfzc4mY1JeN/ZUBiJqu3QRrzt18v28Tx8ScMeOiWIvZWXk/eHP+bfYCOUeua1b0/q1b0+FjH780deg5nxLjwe45Raav6CABhM2bCCj1Z+oLSnx9araebOqfj+Exc6ECWQws2fN66V1YREkC+XISNr2ggJfUWvlhdI0sV+KiqhCdP/+gRsVck5tu3bkLbby9DNbtogcdEB4oO3ygWuTigraZ3w8ePAiJ4eOsaYJ4Xn8OB0HXafzK5ABgfJyYbTJrWt4X/M1ERMDXH01PS9f7psLWlM8Hrp2+VrMzqZzuj5C/uR0gkaNRK9t87rwftu+ne45fG3bUVFB2xkX55wrDIj0EqBmobLh4cAzz9B1yYOaCQl0Tz9ZKS2lR1wcnftW28LF6zIzfVvhHThAVfHlmgEKhR1K1CpMpKamIpUcSvXep1bTtDnyWwA9AShRq6hFZPEZLIqLxQj8qFHGG+7w4fTMhVHYINY0atkSGmo0lHr2JM9bt26+gq5PH2Ml0Z496REIYWFUfXjlSuHBlKlp8YXQUPIucmsdgLwcSUnCm9S/Pz0fP+4rbFiwc76tm4qrck6yOfQYEPm8OTm0rzmntlUrCrFNSaHpUVEihLGkhN7Lgw92Bm1FBe23Xr2EQG/ThjxqeXnOuaIM96qMiKDenVYtXZiq88vDOWm8zbGxtIyiIhIkfE7KIc2cw2bl8SwpoUdCgmgL1bYtbduxYxRKmJFB5/uwYf63SYYHC+68k4qB5ef7hloDFKa4fj0JX1nUsjAMpD1OsDCHl/M5m5ND506jRiItoaCAzpmwMLoWmjY1FpRyQhaycjQJCzi5Qrl53918c/BzE3v0oBZD2dl03tS3ITlkiE+f2hPw/vjqK/IG+isAmJ9Px82NUG/WTIQK1xTuNc3ExhoHak62/NIvv6T1Hz+eahKYkc/j116j8+jcc0nUh4dTms3GjUrUKuzJzKTBkvPPV6JW4cOoUaMwatQovPfeew2hT22erusnmq5rmvZOMBaqznaFM2Vl1BPTrbHptJzNmymM1uslj9nIkeLzK690/v5ZZwnPbXy8qHD8179S7m0wYeMtJobCaVkIPvIIeXwZu0JFgfDnP4s2RQB5UmVDjsMnc3N9PSosYtkj40Zkn3EG/eENHmxtpLZoQfs2J4eOE3tqGzUS1X05/Jj745aVif6cDBucHDbNlJTQ8TvvPON0HjTgbXGivJzEcXi4s6CVCCktNe4f9rxyYRsOqZS91+y1tWrrM3cucP/9tD9ZuMneRt7u9HRX62eARW1cHO1rOy/03r2UQ2rOM2SBXp+ilvcvn6O6TvspKkqILa5gzaI/JiawQlGMLN7k6WFh1gM3vB7BhAem2FNb33TrJno0y95TQIhau3ZVZgoK3A/guRnY8sdnnwH//KdvpEF0dO20lqsrnCInMjLoPvrCC2JaaSndq6++WhQFrI9rWnFyUFxMxdS4nonX65u2olA0HP5pej85GAtVnlqFNRy+N3MmhcRmZVGxCisj0Qq+kS5YYCy8NGAAPZtzudwWwQEodwxw1+rCDPd2dSIsjPqbtmhB71nwtGtnNNSCIWr9IYf7mUUtG5osBN2uD3tmuCWK+ffi4iivs7KS/hhZ1MpwTq1Vuw9AVFeVi/gAvr1gGa6W60bUsmHrRjywp7a01Chk2LDPzKRcYN4XcjEhFrhWxj97b825kyxqa1KkqbiY1tvf8eRzg3NwGV7fvDxaz7rM7+Tjzet+wQXA66/T66go2j8lJXResYef542Odt/Sh+cLCzPua1k4+AurDSY8+FRYaB3VUZ+YRW2g/ZQ5ZcAN/iq++2PDBlHkz5y7Gx19ahSKMteb2L8feP55ev3KK8Ctt1JuLSDuRzyw5dSXXXF6w63qABqs5dQahaIBouv6bgDQNK2JrutZVRWPa4wStQpfKiqA//6XXnPeT1ERGTf+cqoYXaeHuZIwt8Uxt7+RadPGnREVHR143uDVVxurH9vRoYN4bS4KxNSF8RqIqHXjTZHX385Tw21ZystJMHi9vp6tqCj6jEWMOTTarucsF5Uyw9tprp5sBR/zADxiISUlYv9cfz3lEwLAF1+QR5YNfDlUlc9BszAHRJi0WTCyJ7Ky0v0AkJnQUNqf/kbY7fYZr6+uixYpddXvko8Ne2o5ugKgbWLhyt5V+RgGImpZyCYmGj218v2gLj2mTtdpfWMWl3xeu/XUTprkbrAJqJkRXVkp+tIOHCj246hR9J/06af1kycebPg/Udep/RZHdZx3Ht1re/emqKZzzxXnlRK1Cju4A4F87+TaHKGh9LnX61zgTaGoPz4AMDpYC1NnucIXuTet3Cc1kDCWffuceyE6takw9yLs2xf47Tff+QYOBP73P+O0pk19Q15loqMpZNVN7iZjLhKkaWSQVFe0uKF5cwr5Dg8n4VRe7muks3Gal0fGpBsjXjZw7URwXBzNl5MjjEgrTy0ger26DU80F3hieFvcGK2BeGqrwvY8paViECI2Vqx/URHw88/CIJAHU5zCNNmzaxa1/H1uV1MdSkrcDepwATKzx62wkAaNcnPJi7tzJ3DgAEI58qA2MYcfywM/XbvSfaS0VBjnsqEVHU371Y13mY9XQoLwRHq99eeplUVtQwg/lhk82Pieq1C7FYjR0e7vdTW5J3q9NJi4axflPQPGfN9GjWid+R525Aid404DpA2VrCyqwM4tjABKyWFuu42e27enQSsuGGg1wKZo2KSnG9NUgs3SpfZFPSsqgOnT6bW/3HmFon4Iany8ErUKX+RCHzxCX51cHg47fPFFMli2bAE++YSmsfEzfLj/UM0ePWiedeuM09u2FTdqDkUeNgz4/HPDbCXmiqdmI88fffpQ3uv8+fSeQ8VqM7RnxAghnKKiyNA3/ymyMCssdOfZA4zrLOfyyrAgOXZMCCYrTy0gclLN65aSYl3d0xwGzASS52fl5bOjSlR5zDm1/NrcFkYWk02a0D6yGuHmQRG7PGcuQFUd3OYwXn018MADZOQfOkTh8ly4q1kzunbz8094crW6aAfCx4/3ozwgFBcnrnUeeJJzMHmb8/OdoyCaNxfnQOPG1BJK12mfy0W96lJcxsSIwa7qHvfawjxAMmwYebg5xcQfbvvZAjUPPw4JoTZsmgZcdpnxs0aN6H9EjjqYM+fkM9ZLSiiVxw2cb75yJd2HlKf25KKkhLoAJCcDV1xRO7/BgrasjAYDzdfqzp32PasVivonqBX/VMC9wohcECo/X1TWNYe3+EM2oJOSSCD060cj8ffcIz5r1coY6usPf8ZVbKwY5QaA4cORc955FIJZ3XDhkBASaUyTJvSoTVEbEiIEEwsls5Eui0O3bUTc5FeyF72iwt5Ty+9Z1JqFqtm7zVh5nAE6NyIj3XmP+PvduvmfV27pI28DVxBlMWslart0AZ54goq1mHHKqZWXVx24RZI/mjal30tPF32fOVycc9al0OQT/xwbN9ZewRlz9WNZ4MXGiv3L543cQskp3FuGeyMDJGpZ0JrDsOvSU2t1vTYUzPeFDh1o0IOPgT8Cyc2riajlHscxMVT52zzoxufHnj2BLbehwdEtMk895TtNHvCJi6PrR3lqTy74GuBjnpdXewMT06cD774L/PKLsL/WrQP+7/+oj3ZttWhUKGqG8tQqahE2Shct8vF4Ii+PjKFAlnPddWJaWBjw0EPVWy82aOw8WBdfLAz50FAK20pPp9C0kBAq/BRs6qoIA3tBzd7Q0FBjaHKwqhyyIM3Pt/fUcr9b/rM2f962LeWFmZF73sr06CF6x/qDBQ1XBPWH1+tbKOrss43iaN8+ozABxP60Ms5Z1Jq3pW9f4O23jaL28OHA+qOWlrovghUXZzSS+LUsajk0lrdn+XL67h13IOiYc2rl7ZBbsrAwkY+3W1ELGEUtf4eneTxk1NWlp9bjoeuTW0c1JKzuC8nJ5P3TdRq8csq3C8RTW5N7EItaq57gQGDnR0NDri3BUQqPPUaDpXb/I7Ko7dyZ7o/K43ZyYb4eZs2iZzfRBenpwE8/UeEwf/mwR45Qe66mTUnI7thBv7F+PX33+usbXgE7hYJ4NJgLU55ahREOeV26VEy76SZ6dlPEh2Hj2i53tk8fyrFzS5cuFIolV6eVadfOmFs1ZAiF8NZmKGBdiVo2ks1GuqaJacEUtXzMMjPtPbUsKO1EbatWFBI+b56YVllJDyuj3+MRoparLtvBgtFtHm9JCQ0FtmwJjB1L0+S2RAAZyuZ96EbUmj21VnmuXJSqal0wbRqFhNlhJ/zNeDx0zsteV7OolSMvODwWcN6/NcGcUysje2q5YrPsmQ/EU3v8OB1/vuYLCsQ+5/O3LsWlxyOugYbgqfUX/RIeTudiZqb/CJzqVlGVr5uKCjK2/XlvCwvt88m7d6fnQOohNBS44nFGBqVlaBqlC1jt12uuof8vuc+6ptHgVH0UysrLs66Ur/CP/H8S6HmblkbXi5tBnCefpOdx4+g8Wb2ajtk111B7rORk++gphaIe0XV9YzCXp0StQlBSAixZQkZMdjaNIv/730I8rFjhfllsXNtVS+7ZU7T3cYOmkffVrXALC3PvyasuddX/jY1zs5FeW6L2zDNpdHfNGntPLR9X9jpYGfLHj5MBx4Ys50HaiY1mzej33n/f2J7AjFWosBNhYTg8bBiFOPN3NE0UngHodXi4cd3Y4LQyxHlbzN5zFlmyqJWNGR4Y2uhwH+fcKH94PCKMlNeRl8/rIYtnWdTWFrxf5POBKyC3ayf2r1WhKB6A8heeV1FBPXoTEoxCWO7vC9RuITcz8rVYWwVhAkE+zlb3Be7vvGyZb0SO1bKqc2+R12HVKqrIam4/JVNcTINFdgOR3GLrZM0rPXwYeO45qs3QvLl1JMH559OAVKdO1i2N6lrUer3kXfz557r93VMF+RpYubJ6ywjk2uvQAbj3XuCRR+j+FxVF98lbbmkYg20KhQWapu3QNO0rTdOe0jTtck3T2lZ3WUrUKgQff0zPS5fSn+dFF9GNkI00q8I/drDhcSqPDtaVgcGGu1noyBWPgylqBw+m45aXJ7bRLCD5uDpVP05IINHLLZT8idrEROHpy821z50LVNRefjmOd+9u9F41amQ0EsvKrD3hgL2oDQvzFU6yqN29mwRnenpgfWvdhh8DFFJWVETX7ObNohVXdDStn9TuJqSw0Oi5ZXbvJu+x2xYvdqxbB2zbRsa47IG6+24KhWvZUhx79j7I57RczduJN9+kdT540Fhcyixq6zJU0+MR29wQRC2LVsD6vnDbbeS9WbDA/34KhqeWB3acPH48IGMnavm4yoUMndi+vWb9ooONXJXfruWZ0/9lfYlaILD/foVALmpmde91wm00DV9bl19O12nr1jSAKF/3Da0iu6JBoWnaB5qmZWqatlGalqRp2sIqwblQ07TEqumapmlvaJq2U9O09ZqmnReEVZgK4DCAYwAuA7BR07QNmqY9q2maixF+gRK1Cl9YhHTuTM9sIMn9IP3BBopV+LEbL9TJQF15anl/mfdbbXlqNY0My8JCIRTMo7wsTuzCjwESqXJeLi/LzuhPSDCGWv3yi/V8Vu13nGjVCt6ICN/9Ex0thFxJSfVErXmZUVEkdAsKgClTgGefpenm1lNOWAlsO/r2pecVK0jYyn2Do6JoX738MnD33Uj67Tdg7lzj94uKqLUI4L4arh2//y7a8cj7JS5OFNvi7eL7gznnFvAfbrd2LT2PHi2OX05O/YpaTRPb3BBErb91KC4WefF21xlTXU+tXX9vO3gww5+odSPssrOpLsTixf7nrSvk6+svf7Gexyldpj5EbV39x52qyP2d5dduImZ4Hn/zcvqJyplVVJ8ZAC41TXsEwE+6rp8J4Keq9wCJzjOrHuMBvBOE379R1/W/6rr+pq7rdwEYBOBnAHkAXg1kQUrUKozwDTQ5Wdwk+Y82EFFbVESjhh06kOevVy/gxhtp2pAhwV3nuuLCC41tJuoqp5a9gcEStf6KfXk85AErLrb3ioaF0YNzxaxEbUICGarm8GM7wZaYSJ4VzlctL7f22gXqqd23jwpFmfdPbKxR1FqFdwPOotZ8DnDBIA7VZ88UVxE3L9sKuwrRViQmUr9mDkGWw6IjI+kY7toFeL2IMFe7TUsz9qQORmhyRYX9oJXHI/YxH8M2bXx//8gREqQ7d5IH2VxJulEj4LzzKGeel7d3r29ObV20MJJpSKJWjiCwOtfatweuvZZe+xtECIaolZdlB19Lci6pTEwMnVtuIgr4uquPHFQ7srIoiuH554FLL6UKz2PG0GdnngmMGiVy8q3g61nXjQKpLqjttIVTFT6nvV66r999N4X8u7k38Tz+9j0PEMqpXnLo+iWXuF9fxWmJrutLAJiMFFwO4KOq1x8BuEKa/rFOrASQoGlaixquwnFN07pL67MOQD9d1/8FYGAgC1LVjxUE3zh/+IGe5YJMLB5KSqjCXseOvoKispJu4Gz8lJSQ0Bk0yFjAqTYqrtYV5iJVdTWKzX9u5j9CTTMWkXK7Ppdf7vw5F1FyKhSVkEDzsOi0Cj+Oi6N1ZqHlL/xYLvrDhY4KC329/YF6ajl/1SxA5RYZTp7aH37wrVZp56kFyPhkrwx7H3WdPLDmXstWBBJ+DFBRrmXLyLjhcMtWrej4HDx4YraY3buNA0pr1rj/DbeUl5NBZbVf5HB5FiY9eojPOTxv716KFuHz5dgx4/lVWCjes4BMSxPGHe/zuq4Uy9vcEHLX5HPd6lgkJdE88fH+RW11w48DbRvF9xq7/tma5t5b2ZA8jCxAMzOpOi23sdI0uudddhmJWX854JWVdB9JS6NohdGjA6uqrqhb9uyhwZXJk8XgLwB89x1dU/6ONw/M+BPAfH7JdtZtt9GgYGKiqBCvOK2ZNm0apk2bxm+buPhKM13XDwGAruuHNE3jcuwtAcj5CBlV02xyKlwxAcCnmqatA7AOQCcAfOIHFDuvPLUKQtfp8c039F5ugcNGWkkJ8NtvIjxZ5v33gV9/Fe9LSsjg9FeK/mSmroxXO4NS14VAtPIaVhcuoiT3JjZvqyxQrD4HhMe1sJAMMrtlMbKoZaxGqTkKwG11W845MhvvsbH0WUkJrZudp9YKO0+tPNAA0LawUbJiBQk2J7xeMmYCqdzLIiAjQwjBzp3JeJZEbdSBA0bjykxZGfDFF75e5UBgT60/UcvrIQ9MsEAtKTFGhZjPgYICIWp5P5WUiH3L51ddi9qGlFPr717An3O0wrRp9vmngXpqhwwBtmyhvplWPVnt4PuDXQiunBZx5Ii7kP6G4GHkYnl//GGdM5uS4q6oGZ9XfJ4H0o2gujSE/Xcy8u23dH6uW+ebR964sTtPLV+Pbj21F1xAEQAXXkjvO3ZUglZxgvHjxyMtLQ1paWkA4GAI+MXqz6BGNwpd17cC6APgBwDJAHYCGKlpWjSAWYEsS4lahUDupSeHQbGR4a/ohtzcu6KCDM/abKlT3/CIe23DBo/ZSI+MNHpqgyVquT1JUREZkGahxvPwemmatSHPgqWoiP7k/Xlq2eBbvZqMbDuPTHExba/b6rZsWJsFJXuAOe/XvA1OhnxpqbV4y8w0LkfXgU2bjKHBTvgL0baiSdWga3a2+H5MjPEa7tQJ0fv2kddg8mTr5WRkkHdt9Wr3v22Gc2qtkEUtC2d5gCMkhL5rLqIjh0jv2UO/YfbUymHrKSn0PGhQtTejWvC2NYReov48tTxNziu3q84aqKiNiKB81tRUerZbBzO8HnatuuLjxfq++ioVRbO7phpSheSICOoXyq+rC1cR52sn2ILTqYiXEreBIad6vPgipV5NmUJpE/JApxvciFru9tC6tX3bQ8VpT2pqKsZT1JlNWxIDRzisuOqZRygzAKRI87UCcBA1RNf1Sl3Xv9B1/Qld1/+t6/oxXdcLdV1/PpDlKFGrIHRdiFbOG+V8t5496abpr5+hTEmJfY9aRWCweDP/EUZGGnNqg5nj26gRnQ8HD1ov2+MRXng7LzEPaBQUkGfOn6jlnKD580lYrVplbQyzqK1piCHnYL79NgloK+Fuh134Meeyyt9/800SXP68tLxcwL2oDQmh/aZpFIZWVkbHJSzMOKAkR15kZQE7dvgui8+vmuxXp/DjkBCxXVatolj0mvs5ygV2tmyhZxY+iYn0eyUl4nstWlArMjn/vS5gMd8Q8jjditrERBEmbLfegYYfaxrti4oKOifl/w0nA91fWkFUlOhlzaK1tNRajP30k/v1rW0aNaJ7DGBfIMoNvJ27d9d8ncwcOwZ88IHzso8dA/btC/5vn4pUVgJz5gATJlBV+gsuoGstMZGuiUBErZt5Y2Ko4rFC4cCoUaM4BNlNmMd3AMZVvR4H4Ftp+s1VVZD7ATjOYcoNASVqFYSuk0EZFgZcUZUP3qYN5RLGxJChHkh7hMJC9zmPJyt1lbfFv2P158aGdDB7coaECNGwaxeJPfO2apqxgJWV0cue16++ovPLructYx4E+e03ayM4WKKWq3sfPCjC5WXceGrN2924sViOPGLuNqTXn/A3c/PNdJ3GxZGxdOSIENuyqO3rLcQHAAAgAElEQVTRA7vuvFNUvP3Xv+i3VqwAPvuMjFlu21GbolYOF+bcbaayko5rejoZgx9+KD5LSyMj8fff6T2fn/36iXsTG/1RUfSoq0JuzJgxFP7XsWPd/q4V/kQtQOvbuDGJ2spKEi1WbbQC9dSaBye+/tr4+fbtwIwZvtc23x/sPLWAb07tsmXOPZ8bgodRHpTh3ulO22gHX8/mwmnBgNsN2YlWXSfPONfcUDizfr0YWJFDgGNj6V4VyMCXv3O4vJzud6ptj8IPdp5aTdM+B7ACQCdN0zI0TbsdwBQAF2uatgPAxVXvAWAegHRQiPB7AP5aR6vvCiVqFYKiIqMQlW+mkZH2oV5WYqu4uHp/3CcTdSVqOWeSDSKZ1q3puabtWGS4aTtAQslKQMqeWrs/U66evX8/GcvsibETbLIIGziQxM2mTb7zsaitqWhp2ZKKrQCBido9e0ikWnlqY2PF9rVrB9xwA73etcvdOvE+cmughIWR0ZSQQAb+unW0DE0Trbiq+vNWxMYC998vzpn77ydxsXgxhcaxCGGDq7CQQkjNVZOt4HuDv5zakBBj7qk8GMMDa2xYr1wpiketWUPnonlgJDSU9ndpqVh/s6e8rkhKIk9cMAeYqoubbU9IoHNH1+l8Li6mPEBzT1JdD9xTe+gQHa+8PN9qxcuW0bHicHGmqMjozbeCRS2nfnz7Lf3W0qXWxr/XW/dVsM3s3EnPd94pplUn79osaoMp2Pl6NXu+G8KgwMkI/2899hhFjjB8DJ1qG5jxdwysUmcUCgvsPLW6rl+v63oLXdfDdF1vpev6+1Xhv3/Sdf3Mqufsqnl1Xdfv0XW9g67r3XRdT6vpemma9neLx+2apvUMdFlK1CoIXff1rso304gIe1Fr1Zi9qOjUFbVXXglcfHHd/V7v3sCTTwLdu/t+1qsXhTYFu2w/e1mPHnUnaq2M3rAw4Q09csS/qJWXce659Mw9VGW4UnEwRAv3TwXsqx8z+flkoK9fL3JHzesg5/pGRQEDBtA8GzdSgTX2iNgJ5u3brdfF3zZwtWiZ6GjKPXzwQeCaa8R0ORRZhsOjvV669j/9lATDt99azy8TGUmeaX85tRyayt8x7wduN8Xn31NPGT83V+PWNFrXlSvpvJDzdhtSBdy6JiREGNBO+4HzseWw0/nzjfN4vYHtS00T+dyTJtGz/F/CYlauwQDQf4a/CIWYGFrWkSNinVatohDP994T68vk5FDBqmnTgBkzkFCTfPHq8ttv9BwdTef8oEHVC42vDVHLy+B9uWcPRUQoasb+/UCnTiKFi++5fAz5f8CJY8eA778XA3t2FBY2jIrrCkX16QXgLlAV5Zag/rcXAnhP07SHAlmQErUKwp+oNXtqy8qoKM7Ro9Yj4Wav76lEkyZ1m7+iadZeWoCE5Y03Ovc3rA5s7ObnWwssc/ixndF7zz30WWam/+rH8vnG2yNV7z0Bi9pARYt5/pYtqSUGb59ZjJk9SZ9/TqG6WVlCvFmtA+cGFxXRPJ06kehasgR4/HH79SspERXEAykowzm0jOzxjo6m4ySL3vPOo+fEROCtt4DXXqNlvPgihSV7PNYecpnsbBISMtu3k5fHKfxY08RgiFnUJiVRr86uXcnDwfzyC3n8vF7yKgOiUrbHI0K7Fy82DjTUtai9/vq6/T0nPB4KzQac90PbtvTMBZ2sCNRTC9A9iSkvF95a+Ro3hzpzBIYT8rnds2oQ3+wJ5kGZ3Fzj75WVIergQUqHsMopry3k6AKPh1IAqvPfyP+/PLCzdCkNllVX3JaU0ECAOXzbX/V5p+XVpHL6qURxsRiYGz/+RLRMQJ7avDxq/+Ov9VpRkRK1ClcEWCiqLmkM4Dxd1x/Udf1BkMhtCmAwgFsCWZAStQqB3P8REGGKgBC1+fkkaDMyqP3P11/7/vFVVNBDhcScvDRuLIxhq5xac6EoO8M5LIxCBY8eFaLW7rzweoFHHiHvXFIS/a65Ei5Q/Zxas3eExR3n8pqFZFwcXQ/Dhxsr2lZU0DVgl0vMeat8/Zi9+nJuekaGEIdffCFC/+y8nXawUXP11cATTzgbo+HhwNSpFHIcGkrbyB7SHTvI4DLn7U2bZjRYv/ySjGqZ/HxxvJxELRvlkZHG/derF+2z++6j43/PPTR91izy+D33HO2vpCQR2u7xAFddRa85z5kHW+o6/NiqXUt94kaQcJ9TPt48kDNvnpgnUE8t5+Byb+f0dDHwKbfVMlcoZk+t02/JYpBz1q1E7c8/Aw8/DNx1l+8ysrJooKSukAfzahKaHhZG18zatdQeCACWL69+v2m+Drdu9d3nBw/SNf/zz+6X98UXdF8ws3VrwyieVld4vXTMObdfJhBPLYfYHzjgPJ8StQqXBFgoqi5pDUCuEFkOoI2u68UAAijmo0StguFCPikpVHxm/HijkcZ5a//4BxmdTrDRXpP2BYr6pVs3YRRbCUivV/xB+xOYZ5wh8lAB+/PC6yUP+Bln0PISEqhdwbRplGe5aROdo+ypDRSzd4Rzndizal4v9oK3aiXCghmn3NGOHYGXXxahzWedRUJ36FB6z0bKwYMkHpYupWumuFiIikB7UA4dCgweTD1CExLo2Jm8+xVO1cgvuEC83raNcnN13Zirzd6tDRusl8Gf23khzCIzIsIo3s0tsrp2NQ6sHTxI3rchQ8Q0TaPQey7OJIva0zn8WMZpP4SEkFA6dAh45x3g3nsptDcjg3JfgcALRTHcWunLL0XEBbe2AXwHToqKAvPUdutGz+Zrxes1Fjyqj7zQnByRi84DMDUtXnbppXSN7NtH1ZR5u+WBv5073ecQ8zHNzvYdGOCBtl27aFDJ6ppev14UbgOsuyOUlFCEijmk/VSmstJaaN58sxhYdVMDgx0MXJ3cDpVTqzj5+QzASk3TntI07WkAywF8XtWndrPjN00oUasgOPxYrt4qExVlvBHLf2Zmo6E6vTYV9sgFRsywwRRsZI+9pvkatVFRQgw6eWoBEldHj1IFW/OyZcznUXy8MNw2bCAj+5NPyACrzoCJnXHL+bsc0mpFWRkZi2yIs6fWbrvjpeiesDAqynTRRfT+t98oT2rBAjHPJ5+I5QLCC+6WFi2AsWPFNafrIoS8ShhmDRpEhpVcjZO56CJqPaRpIvT4118pDHjFCnr/xx+Un8jvAWNKAnt7s7Odjff+/ek5L895Oz0e8tyPGWMM25arC/PvsHdc14UB7s8YPNUx50ta4fEAd99Nr9eto2fOdd20iQZdAm3pwyQnU05hZqY7oVVc7N9TO2KEeN24MZ3v5kJm8nUKBFaUJ1h88YXIRZfDj2viqW3d2jhQxQWomD17yLNq57nVdTTavdu6j7LcCxoQ67x8OXm1J08WxzAriwYaV66kc8ZqkKuiwnjcA2kHeLJz7Bhtf1SUsWZDZCRFRmiadR0SMx4P/Vfm5jrPZ1XkUKGwoKGGH+u6/hyAOwHkAsgBMEHX9Wer+tSODWRZStQqCPYSxduc6xERxqqITjl3bOgGGkKpsMbJyGNvIxv1waJRIwoDbt2aCmOZ14Gr7gIkPO08lgD9kes6eSjtQnYBX8M3Lk6EKMohWCUlwRO148cDw4YB//wn0L69/XfLyoCnnwYmTiRPZkWFu0Eb2avIIpPzF+WcXTY0WdTWdEDI6wXOOYeO0eDBAACdvXJyr0yukAzQsUlKogEILhQFiEI3vFyZjz8mA3f/fuFpbdXK/pz1esXvx8f7GvlXXknPHCUSEkJFVlKkXu9cfAUQv5OcTM95eWIfmr1PpxtuRG1YGJ0D8rkvF43KyAjcUysPmlx0EV2vO3f6D7nk3s9OyPc5j4euqawsGiSqqKB19Xrpt/icoHA7X6ZNs25hFGzy80Xee02jB668kgavNE14o9kLbs65NbN7N+I3bqQe4Hl5Rq+5GS5OJB8zuRK5jDm3HqD89m++EetUU2/5zp3WYrwhwgOUUVG+/8vcFWLbNnfL8idqy8tFSx+Fwg8NNfxY07QIAJ0ARIME93BN056szrKUqFUQHBpqJ2rNI4Hy6Ljy1NYf/fuTJ2vQoOAut3NnCgOePJmEs1Xla85pi421b+ECCA/e9u3Oocrm/p5JSTTaP2GCcXpZWeCeTMD+dzVNCE47QkNPiMMTotSu2It8LDp1Eq9lMW/luSooIE+o07LtMB9/7lN71VW+nnHZu9mnj9FDzfnPckjjli3+w+Xmz6dj+8gjdLzsBi727KF7zL33Arfd5vt5kybAddfRw8xVVwEXXmgUPnxMWVDXd/uWG24AbrqpfteBcSMk2Gs+cSJVWO/RQ7SfYu9aoKJWNrD5mn7lFfK2O7W2Ki72L2rl8GOAjvv69TQAN3s2rWtFBZ3DPXrQvWffPlGF2cz//ud/e2pKQUHwREd8PN2HWrWi3Fren+b8ZCt4EK2wkEKK5ZQKDjOWhaOuG6vPp6aS59Ysms33Kl0X68UD4VyHoDrs20ce6LQadw6pG9iGkgfiGO7N7dZzHRVlzEM3I9cnUChOXr4FcDmACgCF0iNglKhVEOzVsDOm5V5rgPFPVPbgAuJGq3LagkfHjkavH+PxOIfNVhfzsTNXAgbIYBw7lsSGlYhho5qL0ZSXO1dSbd+evHJcsZcNbkB4A3SdjKNABkwGDoQ3IsJ/qDaHIVsREkIe3TZthKfCKowXMApZwHhNcWsdq0iH2bOtv+MG8zngr2jR+PEkhCMjaVCEPbZNm9JAArdHGTeOnh97zJ3h3K4diWi7Y8yhoN26iQJdZuLi6Pzj/swdO9K5cMklvhWG+TyVB+P4e/VBTEzD85o43Yf5OgoPp9DWDh3o+N91F/DAA6KgUnXCj7t3982TZi+WFbm5JGqdxA+vLw+UNWki7jM7d9J/0Y4d9Ny8OQ2yAHTu2gnYbdvc95EGaODkt9+MBd+cyM8X50Sw8nu5rdHLL1MhrrlzReV0O7hyOOe+6zrw+uvAs8/Scn75xZhW9PHHxu+vWQN89BGFVX/3HQ1erV9PnmI53FuuWC+L2hkz7NetoIDEq9mWAMR+PlmKTXGl+V69fD/jYl+BiFqniBO+n54sXmyFwppWuq5fq+v6y7quv8KP6ixIiVoFwX8YdgaZuQ+mPHq4d6/xJs25Pqd7+F8wGTrUVyzVJVaGsaYJr4EVbMBFRIh5ioqcjewOHUgo3347eYqfrIpAmTWLjJ7HH6flBiJqzzkHR9z08XVq08TrLB8Du5Bv8/bJ7Ry4INM774iQ/5ISMkrYoHzllerl1MqhxIGGZw8aRF7Gpk3pXnDwIIkceWBh0iQKwU5NFfmXgAj5lLETQf484jKXXQbccQed+1wUCKC+zQyHL7NAjosLfnurkxU34cfm84w9q/zdM8/0vwwrxo8XLYW4CjLgOzBy8CCd+16vKL7GYcN2vP66yLGWc0yLiihc+vPP6X3z5jTA8txz9P6//0WnV18lMSaHWC9eDPz0k/ttW7OG8stlAehEMD21SUl07+vaVUybO5cGAviYOQim0Px8kc+5YAENFsqpHTNm0ODCsWPklQWoKJXM1q3UPxWgEGPAuD/5M143Ga/XugheRgbwww/WAwVuzuOGBG+fVdRb27Z0LrjZliuvJAHsZEdVpwWc4rSloebUAliuaVo3/7P5pxoxfIpTEh5ptSviI3tV5FxHgNr6TJ1KI5Pjx4s/JpVTe2rQq5cxj5EZPly0/rASMbLwfPxx8v4kJgZmnLRsSWJt61bKe2WCWdH0zjv99+Jk0TZiBHlRzWGwTrDXtWdPqnR87rkUOvjAA77z3nSTb4ilG3iAoUMHCvFl77hbPB76XRY1F19MHnhNI0/OU0/RPjp0yGioPvAAMHMmGcFPPmnfT5mxu7/YbZPVuSJ7/6Kj6Tw8cgS44go6T+u6lU9Dxc01EhlJ+y06msTQ7Nl0f4+KEpW/gZrt0549KY/66FESSkuWkOE/cqQ4l5KT3eepc6hlYiKFGLdtS2JvzRoqDpaZSZ9fdBEJuORkcc0xX37pG5Kcl0fbXlRERekuvJD+ywoLhWdYxu31n58f2HnvxNVX03NBAYnq7GyK+pC923LlZ4DuXdOnA7qODhyB0b+/seAbQJEnx45RKyRm7FgaOLr4YhGKzDn2I0aItmhcKdsfS5ZQ2PO4cUYhxuvsdJ6dLKKWbSOzIwAQaSFOIcVMRASd604tfTg3tzp9jxWnHaNGjcKoUaPw3nvvNaicWgCDANyiadpuUAsfDYCu63r3QBekRK2CYFFrl5shh/7ExxuLF/AobVoahSNx/mV18h4VDQ82XMzIHlorg6NvXzIS9+0jj8zjjwfmYT3/fCpqcs89JJwiI8koAoQHKRjYiScZHnWPjKTWGv6WJ9O1Kxm17duTqDVXLZXp08f/+jrRsqV/YelEhw5UBVk22Js1o2nz5tF9gHOKAeDf/xavn30WePdd3+0fNUrcX2qS85qUZOyVC5AR3KoVPbhdhhK1Rvyd2+wZjY6m4z5lCu3DYIiIa66hfOtLL6VquUuXigJkxcUU+g6QEC0vD8w4b9KEROyjj1IF3jVrgDlzqKBReDjVBbjsMvIm3nUXcOAA8mbPRlyTJiTCli0jccfny6xZNCiblkb/abL3UfY28/xu/9/y8wOLUHBDeDjw4oskzhcuJJEbE2Od/8z/1Rs3imksaBMSKPezcWPg2muBf/2LQrFDQ8kjztt49dX0mDqV9vPZZwOjR9MxffNNurc/+CDNK98/zJWzuTBXYaFR1PJ0pzSWkwUWtXZpQWFhdEwKC53P96go/55aHswYPrx666pQNAwuC9aC1L+/gmDR6qbdStOm5LGZMIEeGRk0XdNIvChP7amBXcEeK6wM4LAwyqtjEZiSQgLJbcEQDrELD6dw5LFjydB6443gilo3tG3rX8wy5n2haSQWefrEifT86KNk2I0dS8t/8EEh+usznEy+bjl0OjSUjNjrryfD1pwrOXAgbU+bNuSZk2nRQiynJvBvygMjJ4v3pj6IjKTrLdA2MiEhvvvVyVvkRGIindsAeVVl0SKH/FZU0MBHIOsqz8s1H/bupeU2ayYEGec2tmyJQyNGiHvaxx9TOyNzyx9/Ioo9wQD9bzrNX1lJIqe28qzPOYeeP/2U0hbuuosGftauFYPLX35Jz+vWwRsaamyP9cwzVLTt+uvp2Dz0EN1j//Mfsf9kQX/rrSR+77iD3oeF0cDCyy+Lee69l4T8lCm0f2XPL9/7eZ0Ao9fSSdRu3x5Y/+7qiuGMjJq1IOLtsavhwIWi9u51Xk5oKNljTrnEXDuhrv8PFYogoGn0R6Pr+l6rhzyPW5QrTUH4Cz/mfEMe1ZXL+stFfIqLxR+XErUnN3aFfKzwl7fXq5eoXrllS/VbENVnlceqfq+uaNVKGPMyXDF66lR6fuMNeubKygAZ3fVdOXzkSJGbalVE5/nn6Xr/8ks6lmxcn3eec05kTbwuAwfS/Sc5mUJDuZ+qGX9Fsk4X2ra1Pgfd0qWLuLf7y3N1olUr8hJGRdEg6DvviM+4snnnzoH/TnIyPZYsIQHRqJEotiYPIrVsSaKXK3qHh5MH+Ysv6P3kySTczj+fwjmtKn3//ruIouBQ2dxcEpPnnEPnJiNHMf34I/0n8n2rJsfDirPOomXK/8dbt9L+yMoy5tkfPoySZs3QKCVF3H+skO+x5jZn4eGU487w9ph7Bf/jH+J1bi55bzdsINEsD3Bt3ChydwH/gxp//GG8VzL799O6cZj4ihX0e3feGdjAl9crUmqio2nAMVDy8ug37e5DsbFkb7kZ3OVWiocO+RbrBETkilV4vEJhIjU1FampqUDDyan9RdO0/wL4Vtf1E3kTmqaFg0KSxwH4BcAMtwtUnloF4c9Tq2k0qvvgg/ZtfwAygv74g14rUXvqc8klZNT5M0ZkEes237MheuHkIkVODB9uLdy5eI4TcXH1J95vvZVa7cjFlgYMMPa2ZQ+OppE4YEEL+A/9rYmoDQ0VRvZZZ5Hn2IpABmMURvg6HjWKiodddRWJGKtKrm5p3Rq45RaK2ujZkzyBf/6zcZ4tW+jZ3NbLibPPFqGeHo8YCGrdmjyPvC2aRoM0MsOGiSJ0gCh8tnixr+dW/lwmPZ2ezZXM5bDl9HSKXGrUiATS+ee72zZ/cLhpSAilZ8hwIajsbAr9XrAAePVVYO9elCckBFYtnyNG5PtBXByllgA0wH3NNTRw8eijRo9teLi4b2zYQM8vv0yCNzubUpWWL6dw8aefpvX254mVveQy8+dTVeYjR+jBodaB3m/k+atbbTk/n+7fduHp3Ld9504qjmXVLo/h/4HDh2mwwhyKnJ1Nx0jl1Cpc0AD71F4KoBLA55qmHdQ0bbOmaekAdgC4HsBruq7PCGSBylOrIPx5aiMjhRjp2dMYPsTfKyqiB7d/UaL21MetNygykgrPpKUZvRpOhIdTTtyKFc4N6OuSc8+lB/0xBE5Dzw+zumY5DHzkSNFu6bPPqrf87t2NLT9qAy7QEmyv2OnAX/5C3sr/Z++846Oo8///mvRGQhJaMEAApbcAokhXpAixnO0spyLfA+9+nqfeWThRgVPPenr39XsqKigqp2JBg4o0IQKhl4QSQkjvvZdt8/vjnc/s7O5sSzb9/Xw89rG7szOf+czszO7n9Xk3YRWKjLRfusod/PxoQiIpiX4LbrqJSpR5eZElc+NG+n9xV/SpBei11wLffGOuE6zutyQBixejIjSURNiHH5IF9733yG33yBFKmOXoWF2t13v0KAnJyZPNbseBgZ4VHtHRZF0+coQE9z33kDg6dcrs1lpVRX3+5htls4aoKIRdcw1ZI4ODSbgtWkTW53PnzK7GKSnkwiwm8SIj6b4dPpzKrgH0W2400gTB/PnmvqmtwLJMgiwx0ZxYsKaGMqhHRNA+//UvWjcpicSoyBBvNNJkx8aN1M6oUbYx9dZ8910LT6iqv61FJAazd62IcdSvv9KEYEqKOWSjspJEed++VHppwgTyPti0ibwZFi2yTCRYUUHvO+MEMMM4QZblRgD/AfAfSZJ8AfQB0CDLcosHfCxqGULMFtqzEKktMH370h9iUxPN5u/dSwOUn36iP0khajlRFKMmKEjbdcwRgwaR+2tnEbWC+fO1s1u6w+TJNIhTu6G1Rc1hTyGsNdY1EUVCL8D54GrwYBo4t3RSwBFLlpjdIJcv54RRLSEiwrKMkyfp18/83Xt7mwVkeDi5AAOWrq32WLrU/N1GRJhzOixcSI9x48gjwvr7HzQIjQMG2HqVzJ5N8Zpbt5JFWacjoW0dE/n++xS7WFhI7qDqutZ6vXlCKC+PhOTOneZ40raKqRUiTPyuVlaSO7bRSMcprMkAEBqKqrFjMcDPj8rFhIXR/erjQ/elerJx1ChL12VxztRurtdc47w2riTROX3gAaUPOHCABPPgwcDXX9Py8eNJLEsS1RMePZru5RMnyMoM0Hf7m99Ytl9d7dirxZlI/fFHmnARorw1iewEoi6xvd8fcQ5zciy9XER/1NbYpUspBjo9nc6Jdf/KyzncgukWyLKsB1DQ2nZYdTCESO5kL0GN9Q/0s8/SH11oKMUAFhSQqFXHioj4QYZpDdbX3syZ7sW3tgXWsWauIgZZgYHk0jl1Ks22i/i+thr8ehJr4RoZSYOzs2dd7/8tt3jek0Od+dnd5EhM+3HTTeSiO3EiZTVX48pEqNoVdtIksvBJkvneuuYa9/vzwQdk9TxyhCaWKitJTFlbVy9epPjQkhJytx08mARtSQn1y2Qyux/X1NC9DbSde6j1BFNMDCXK+uMfKX41NZWWv/Ya/VdfuEBiXes8O5qQio2lYxOxzwC9FkKroYFikbdvt9xOXbZJWND79qVEVJ9/Tu8ffdSy3cxMczZk4bYMkPXb2m1dtGGP1FQSfdHRZss1QM8Gg3lCRCC+r9bgrC7xvHn0m6lOvqbXkyXc2r34iivoN+3CBZq0sxa1FRUsahlGBYtahtDp6E/N3kAzJsayJIDaSiVqrwE0OB8yhH7UZ85ss+4yPYh+/chFa9gwuu5ammSqMyAGjupBZXg4xS5+/XXXiAdVD37vuosGVYMHk7B1tR6ndfZkpufQv7/ZWuXnRy6t06a1zEoWEECW2SuuoHrpruLtTckPr72WJmOvvJLchgGzV8jjj5vX/9e/zBZB4QJ78iSVECopof9NLy/qh6jjCpBrM9C6RFuOGD2afhsNBnqvnmzbvJmssQMGKL8r1WPGtMyDytfXfj4ALy8S7cHB1HZ4OMVkW+8nMJD6YjLRhLdeT67GakF77hx5e335JU0SHD9OIvzKK0nU7thhzh4vJuIdYWVJ7iXLJCr37TMLfoDEYXKybfI5nc79pH3O6hKHhtL1L+omHzlCr4WHW0ODWRRXV5MXnL2SaGVlttZehunBsKhlKD42O5v+hOy5zEyYYClqrRGzhZWV9IiKYvc/xjOMGkXXk6MEZV2FwEAawFtbeiMjyQrRmhqz7YVa1Ir73surc7tOM50T4ZbaGoRl9ne/c70Uy/Ll5tc5OVSi5p57yAqrVUf62WcpyVFhodk6evw4CVqAlg8cSJZcLRHUVqI2PJwSuwl3/j596HektJT6l5tLIu7ee4HKStSphVxb8OCDtsvGj6fzApDYff99c01bwW9/S9bbnTtJcKq57Tbg+utpMmH3bpo0SE62rJN+/Dh5itxxB3mb7dpFVnyrybNgYUW3Pg/CUwYg4ZidTec2O9tx8jK9nq459WRkba3j2Oy6OvqdP3eOrrdhwyje2GCga+vRR2m9m26i9W6+2TyRsmcPPaZPp+uNLbWMwGAAPv6Y3Pjt5JPohNmPPQ6LWoZ+MMvLtesTCtTufCNHkjuMGkmiQYVwJysoYFHLeI7uIGgF1nVcBUOGtG8/GKY7ERjYOvf9wEDgkUcoe39dHbm2Dh1K7sTV1VQDVtC/v2UZGyFqARK6k8YCp/UAACAASURBVCaZMyY/8UTbu8PfeSf1eds2ijutrDTHuV93HVkOg4JsxVx7MH262cqrHl8MGEDn7fbb6dx/9hklhvL3p6z6tbUk2ObNo/VHjyZr+q5dJFZFaaW0NLOoLy83Z9IuLDS7PDcjCWuoPb780lw/OSxMO8N6Sgq5CqsnP9S1fBsaHLubm0wkWCMj6RpLTiYRsmkT/QeMGkX7yMgg0XzrrZQA6+JFsugGBAC//ELnzGRiUcsQNTU0KXL0qF1RGxcXh7i4OLz//vudJfuxx2FRyxAGg9mFSgtHf8oBAfSYMYN+lF94AbjvPs7IxzDdlSuvpCReDNOd8Pc3u0IPGkSu0U8+aS4dJIiKshS1paWUdbhXL1o+dSol96mutqzL2laEhdHDz49cZnv3Bu6+m5Z1Bld/9VggIoLE54wZJLQDA2kwvmABudn+/veWfZ4xg5JLiazBhw+T221cHLWlrqMtLMKAuZyQwUDJLL/9Fn2mTKGyQEYjcOgQxe4uWEBeak8/bdnnuDjbmGVZpkRc1phM5A5dUQF8/722tV8QHU1jrXnzaNLkH/8wZ4CuqKD34eG079BQOnfFxZTITF3TV9AVQlaYtsdVL5VOhiRJfWVZLvFUeyxqGcJgoB92e0JUxMeok3QA9MfRty/92L//Pg0EREp/ttQyTPdEnfmVYboyIp42PJysnTod/XcJt9NXX6XlkkSTuwYDlbM5dYpiaPPzyZX066/Ncbd9+wIvv0xipz0nd++4A/j0U3o9Zw49W/9ndxYkyWxZ9/amXAljxpCl8qqrgP/+l76L0aNJ1F52GZ1fcp+k8y9iTXv3Bl55hV4nJ1OM//79FIcr1gHo+9i6lbJT79pFyxISLN3Df/c7+n0LDjbHsJaX04TBZ5+RJffsWbLOiv5fukTWU4AmEhxZhENDSdD+8gtZ1B54gCZJJIk84MQ4zMeHJlgAsvwLb7pJk0jwFhfTRIpYh+nZiIRsXY+1AP7oqcZY1DKEweDY/djLi9yaQkMpsQFAf5piRlVrO7bUMgzDMJ0ZEQseFkbZeq0zMqsTIQrmziWr7MiRFAsqXF5FabyICPo/FR5OwsrY1gQFmV1hDx8mV+rOJmpjY0kYWrvN/s//kBgUFRhmzyaR5+Vldud+5BFyszx/nqyvggkTzBbg8eNpWVKSpaB9/nmUVlcjUq8nkQzQ+aqvp2RjkybR96nm4EH6DkXCqQsXzPG3jz5KYnTQIHKVFtdIlQuencOHm0WwuoSWCEGZPduypBJAx3fvvbRtZCRNpNTWul/bmWE6AZIkRQMYDmCgJEmzAUCWZQ03CPdgUcsQztyPAUpCAdDMtnomW3DZZZZp6tlSyzAMw3RmBg+mbLxXXkmWtzlzbJMVaSHExODB5hI0grFjzRmJAVuB0h7ExpKlc9y49t+3I4YP13bJ9vKyLCk4bJg5od60aWTF3byZ3l9+OVlHZ86k+OElS8iVVyRUAoCVK0n81tbSd+rrS+7gmzaRq+af/0zf+/btVDPcnvj/9VfyRJMkc8kfUfapoIAe/fpRHwwG17Ile3lRAqjUVOrX6dOWn1uLazEBcM895njdSZPI7d1RUiqm+yDLNBkzZoxtDe2uSW8AMQB6NT8DAItaxkOIYu2uWFf9/bVrAV5/Pf3piDq1bKllGIZhOjPe3mR5FYwcaRa1ov6yI8QAc/x4cn2NjKSMveoaqqI+anvi50clc7oLISFkzU1LI1FrbT2fMoXE6rlz5s+0yhCVlJAwHDWKxOXSpbRcXdYJIIvw9u1m93JJojjld96h12fP0iT+7t3k+incP1evdi3fQL9+9BAJxdSTKdZjp2HDqE3rUkHC0MB0f8S1nZlJFvsujizLZwCckSTpalmWN3mqXRa1DKHX04xha4Sonx/9sSQm0vu2zvjIMAzDMJ5GZKAdP94san/7Wwq/MRrJDXX/flp+3XUU6zlnDmWsjYpyv7Yp4xpeXmRdBch6K0KhREzszJn0AMiS+uWX9DooiMTr3/9OLsw6HVmLGxooS/KIEWTZ9vKikKr9+4ETJ8xxtwBNTKirOowbR4/Bg2k/+fm0rbuJuYR1OjqaklOJuGzrddRWbKbnIa47g4E8EsLCzGNsR4nJOj//9mRjLGp7OnV19CwSRbXWZXjYMLOobUmRd4ZhGIbpSGbNInHk5UWJisrLzdY/9WStJJGAFWVnhFuttQDpCEttd2fSJBKZOTnm86+md2/LUjsACm64ASMvXSKRO3as2e13zBh6njiRnq+9lkTxSy+RWB07lpZ7eZEL8GefmRsdOxZ4/nkSyiKOeuhQ14+jVy+KuZZlmhBhui7795M11eq68yg6HfDVV5Skzt8fOHPG5U07Y51aWZbPe7I9Vh09HfHjrNdTPFF9fev89YODqZyBSJjBMAzDMF0JSTJ7LWm58IrPRo4ki669zwXR0Z7tH0MsWkRi0NXJeG9vyhDt7U1isndv+v7U2Y8BGgPdcAPw44+2MatBQRQPm5REbuvHj5M4Ftb5OXNsY2IdER3N10dHkZ9P14C1W3dLOXfOM+24QmEhuci7AdepZTofVVUUgzFrlucSMX3yCblNDRnimTYnT259GwzDMAzTGXElTOeGG8hbqb0yH/dE1JMPriKyXQMkZrTGK15eJDQfeICSS9XX0/ORI7S/fv2A+fNp3aFDSdSGhdH4jHOJdB22bSNDzD33dHRPehySJF0P4A4A/yfL8ilJklbIsry+te2yqO1q7N5NGe/GjHEvdqOhwTa7oCxTfJCIDcrO5h9khmEYhnEFWSZxo469FLD1revj52eZjEkrk3S/fuRuWl1NNW9jYtqte0wzjY0U13zDDa4nzxI1iEUIXkdiMtHDUciedQiDPSutqJ3c+fkjgGUAVkuSFAFgkica5ZorPYVPPqFU9no9udvU11MCjOJi8zpxcZzggmEYhmEcIQaYvr6UR+Lee4H77uvYPjEdS2goJaPiMZRnOX8eyMpyvE5eHglbkUkaoBrD6hJP1ogkY52B7duBDRta10Z8PPDhhx1TPqxllMiyXCnL8l8BLABwpScaZUttV6UlFlVZJqvsxYvmZfn59LxqFbkfc80zhmEYhrHPFVcAZWWUPwLwXEwewzBEYSEZXQ4dovf2ki9lZ5MHo5qEBDLeXLoE/O532tslJXmur1qYTOSOHh5uf53KSnKHz8113p7RaP+zoiJzSSlPhSW2PT+IF7IsPy1J0p880SiL2q6GvSyKjY0kdJ2lfbd2tSgspOeBA9n1mGEYhmGc4eNjLh2jZsKE9u8Lw3RHvv+exrvOxqXbt5tfp6cD61VhmbJMY+Pt2ylMwLq2cVuRlUX1ZC9cAO66i5KSWZOTA/z0E2XadoWDB22XNTSQhbcL1iuWZfk7q/f/64l2u4yk7/GYTI4zCm/aBHz8sfN2rN0xRPkddpnp8vz3v/+FJElISEiwWF5UVIR58+ahf//+Ntv83//9HyRJwhk30sK3N7t27YIkSdgvYr/d4JtvvsFbb73VBr1yzp49e7BmzRqPt7t69Wr4qGJvDAYDJEnCCy+84HZb9957Ly6//HJPdo9hei5XX00PhmFaTnU1jU1feokyUFdV0XN9PfDzz1TWBnCe/VeWgaNHyeIryje1Bz//TIIWsB+zW1FBzyUllssrKy3fFxUBn39Oz9Y89hhZnPfsoffLl5tjhbsQkiRFSpL0B0mSlkmSNE2SpBYHBrOo7Srs2kXCVbggtNSqKoTxzz8Dr75qe0MxXZY5c+YAgI2oTUhIQEBAAIqLi5FiVX4iISEBkZGRGCvq8HVCpk2bhsTEREwUNQTdoKNF7dq1a9t8Pz4+PkhMTMSyZcvafF8MwzAM06aYTEBAALkWf/cd8OSTQGoquSJnZdFrgNyLHSHLFJMLAE1NAADf8nJLa25bc+QIkJxsu1y4Vas/y8+nhFfqcdrhwyTyGxrIuitCBquqbD03p01z7KbcefkWQF8ALwF4DUCVJEkatdKcw6K2s5ORQRduZia9F7M49m5mvd5mkb9wMRZs3gx88425jVtu8UxfmQ5l4MCBGDZsmKaojY2NxfDhw20++/XXXzFr1ixIHnA9b2r+0/A0oaGhuPrqq9FLy4WnA2ir42wNV199NS677LKO7gbDMAzDtI6AACA2llx3o6JoWUoKkJZGrw8eJGHqLNmTsOgCytg4MC/Pdr09e8gV2BH19bRPIahdpbDQ7BEp+pSRob2uGN+rjU1CuDY2Ai+8AKxdS4mxrC23q1bRc9cUtb1kWV4HoEiW5TkA7gKwsSUNsajtzKSnAzt3age0nzpFbg0ZGZazThs30vv16+kG2bEDEUePmj/X6YB9++h1YCBw/fXAwoVtexxMuzFnzhwkJibCYDAoyxISEjB+/HjMnDnTQtRevHgRBQUFmD17trLs8OHDuPXWWxEdHY3AwECMHDkSq1evRqOV6/vMmTMxd+5cbN26FZMmTYK/vz/Wr1+vuMKuWbMGr732GgYPHozg4GDExcWhtLQURUVFuO222xAaGorBgwfj9ddfd3pMWu7HYv87duxAbGwsgoKCMG7cOHz//ffKOvfeey8+++wzZGVlYd68eZAkycLVtri4GCtXrsTAgQPh5+eH0aNH48MPP7TY9wcffABJknDgwAHceuutCAsLw4wZMwAAhw4dwvz58xEREYGgoCAMHz4cf/oT5TpYvXo1XnzxRQCAJEmQJMnCZXj16tWIjY1FaGgo+vTpg+uuuw5HNP6gjx8/jpkzZyIgIADR0dF48cUXIVvNzmq5H6empuLee+9FTEwMAgMDMXz4cLz11luotHZtssJgMOCZZ57BsGHDEBAQgD59+mDWrFk4qBXPwzAMwzCeJiAAWLYMmDsX+NvfaFlBgfa6R49aisaGBm0X3Kws+zlp0tLICnrxInkxVlXR+Pm778yW1Koqek5pkQHRTEoKjeu1sDZAZWebxataB6xbR30DgOefB95+21xKqgu6HwMQA8wmSZICZVn+GsANLWmIE0V1ZoSQsBc3UFFh/+YAyI1BUFdHPxT//Ce9v+kmqumlRl2UnOmSzJ49Gxs3bsSJEycwbdo0VFZW4syZM1ixYgUCAgIs3GGFwFWL2qysLEyePBnLli1DSEgIzp49i3Xr1iEzMxOffvqpxb7Onz+Pxx9/HM899xxiYmIQqcqcvXHjRkycOBHvvvsu8vPz8dhjj+H+++9HWVkZbrzxRjz00EP4/PPP8cQTT2DChAlYsGCB28eampqKxx9/HKtWrUJkZCRee+013HrrrUhNTcXQoUOxdu1alJaW4vTp03j22WcxefJkBAQEAAAqKysxY8YM6PV6rFu3DjExMfjxxx/x+9//HjqdDn/4wx8s9nXXXXfh7rvvxh/+8AcYjUZUVVVh8eLFmD59OjZt2oSQkBBkZmbiULNL0UMPPYS8vDx89NFHSGz+w1Vbw/Pz8/GXv/wF0dHRqK2txccff4xZs2bhxIkTiit4cXExrr32WkRHR2PTpk3w9fXFq6++ilwXMiXm5eVhyJAhuP322xEeHo60tDQ8++yzWLp0qcPY5BdffBH//ve/8dJLL2HChAmoqqrC0aNHUSHifxiGYRimrfH1Bfr2Javl0qWAVu4HoxH44AN6XVoKXHYZ8N57tO3bb9uu/+OPCM7MBEaO1N7nL7/Qs7qEUFERJWIqLXXcX1dcmqurzW7HWghLtECdBEt4a6rX9fIC+vcHvL3Ny1uQiV2SpA0AlgIolmV5XPOyCABfAIgBkAngDlmW22og8LpqfxskSToIoEWuZyxqOzPV1fRsL0HUjz+61IxXYyPw+OOWC+fPb0XHmM6KEKgJCQmYNm0afv31V/j7+2PEiBEYMmQIcnJykJmZiZiYGCQkJCA0NBSTJplrXt9xxx3Ka1mWMXPmTAQHB2P58uV4++230Vs18VFSUoJdu3Zh/PjxyjJhIQ4KCsK3334L7+Yf26SkJPzv//4v/vGPf+Dpp58GQFblrVu3YsuWLS0StaWlpdi/fz+GDRsGAJg4cSIGDhyILVu24Mknn8Tw4cPRp08f+Pv7Y8yYMbhalcDlzTffRG5uLs6cOYPhw4cDAObPn4+KigqsWbMGK1asUPoOAHfeeSdefvll5f2hQ4dQWVmJ119/HWPGjFGWP/DAAwCA6OhoxR34ao3EMRtUNemMRiMWLlyIUaNGYcOGDXjjjTcAAG+88QYaGxuxY8cOpa358+djyJAhTs/NvHnzMG/ePOX9Nddcg+rqajz22GNITk62+M7UJCYmYvHixYrFGQBuvPFGp/tjGIZhGI9yww2Wrrg5OSQ877mHLJInT5o/GzQIeOcdeq3XAytXAg89BLz7Li177z1y2xU0NJBLsStlLOPjza9LS4EffgAWLTKLSUdJXAWpqc6FsUDLhbi6mgxPam+rsDBLQTtxItXNdp+PALwNYJNq2dMAdsuy/LIkSU83v3+qJY3bQ5KkZwHUy7L8RvOif0qS9DsA4wC0aODB7sedGeFukJ7eqmZsYgjuvFM72zGX9OnyDBs2DNHR0YoVNiEhAVdddRV8fX0xYsQI9OvXz+KzGTNmWIi3yspKPPHEExg2bBj8/f3h6+uLZcuWwWQyIc1qFvHyyy+3K44WLFhg0e6o5oLgC1Wu7r6+vhg2bBhycnJadKyjRo1SBC0AREVFoU+fPsjOzna67fbt23HNNddgyJAhMBgMymPhwoUoLi7GBZG5sJlbrOLOR44cidDQUPz+97/HZ5995pL1VM2OHTswd+5cREZGwsfHB35+fkhPT7fYb2JiImbMmGERK9urVy8sWbLEaftNTU144YUXMGrUKAQGBsLX1xePPfYYANgcm5orr7wS8fHxWL16NQ4cOACdOiaJYRiGYdoLf38gOtr8/sIF4MABKvfz8MOACBdavZqWWyMELUAiVmAyAY8+Sq7Nx4+71yeDgcSxu0lW9+4FXK0y0dBgK2yrq0mAv/cecOWVtMzag6qFeTVkWU4AYFUaBTcBECVVPgZwc4sad8zvALxj1ZdPAFxs3r/bsKjtipw9a87oZo/CQpqt+vJLRH/3neVns2Zpb6Oy7DBdl9mzZ2P//v2QZRkJCQmYpfq+RVxtbm4uMjMzLVyPAeD+++/H+++/j0cffRQ7d+7E0aNH8e9//xsAbOJqo0QCBw3CrQqO+zVPomgtt27XVSIiImyW+fv7u9RecXEx9uzZA19fX4vHXXfdBQAoKyuzWN/6WMPDw/HLL7+gf//+eOihhzBo0CCMHz8eW7dudbrvo0ePYsmSJQgLC8OGDRtw6NAhHD16FOPGjbPoe0FBgWYZJq1l1jz55JNYt24d7rvvPvzwww84cuSIUl7I0fl59tln8dxzz2Hr1q2YOXMm+vTpg+XLl6PcuhQYwzAMw7Qn115LZWvUOR4kiay0wcH0/re/BcaNo9fNnlMAgK++IsssYBmfu3lzy/qSlEQ5bRITSegCwLffmj0sW4OI71WTmwv060ev77sPGDwYUHmPAaBJADusX78eU6dOxdSpUwHAlcK2/WVZLgCA5ud+LvffdRpkWa7XWL4JwL0taZDdj7si33wDhIYCo0fT++Ji4M03yQI7aRLwyCNK+nIFf3/gxRcp1sDX1/KzRYuAgQOpoDzT5Zk9ezY2b96MQ4cO4cSJExYJhGbNmoX//Oc/2NecLEyUAQKA+vp6bNu2DS+++CIeeeQRZflJtYuPCk9kTO4oIiMjMWjQIPxTxJhbMdIq5kbrWCdPnoxvvvkGBoMBR48exYsvvojbbrsNycnJGC3uTQ2++uorBAQE4Ouvv7ZIHlVeXm4hWKOiolCkUZtOa5k1n3/+OR588EH8TSTZAJTv3BF+fn5YtWoVVq1ahcLCQsTHx+Pxxx9HY2MjPvvsM6fbMwzDMIxHufpqikX18qKyNVFRQESEWcgCwOLF5Jp71VWWBpoJEyj8bv9+ID0doRMmmGNV/f1bnksmM9Mc55qcTIak7duBhAQajzujro4szrfcQlZZ9bEA1A5AOXX++ld63adZi/r5Ac88Y173hhuojb597e5uxYoVWLFiBQBAkiQX/aDbnAZJkqKEeBbIsqyTJMlgbyNHsKW2s/LVV/Y/GzDA0jd/3z6gvJziCVautBW0ANWk7dWLkkWpGTmSZnxY0HYbhFB9+eWXIcsypk+frnw2c+ZMXLx4EV9++SWCgoLErB0AsuCZTCb4qiY9ZFnGRx991G599zT+/v5oULsdNbNo0SKcP38eMTExyuyl+uFO+SAfHx9Mnz4d69atg9FoVGoB+zfPmlrvv76+Hj4+PhZCeceOHcgX9eeamT59Og4cOIA8VfhATU0NfvjhB6d9amhosPgeAeAnZyULrBgwYAB+//vfY968eTjjqtsUwzAMw3iSPlaGRbVlVtC/P7kUWydKCg6mMS4A5OcjSp186ZpryAJ66BCgNWlbWupavCxA7QBkDXZW9qehgYT23r3An/9Mr3fsIBfqzZvNWZr1erOgBQDVWE4hIoJctF3ItREfHy+EbZgLR1QkSVIUADQ/F7uwjbu8AeA7SZIsOi9JUj8ALUrjzEqms+IoLfdllwHHjlH5nsOHtdOU//WvdDOOHYsLFy9ipLWYBYDmWRumezFq1Cj069cP8fHxmDJlCkJCQpTPYmNjERISgvj4eMybN89C+ERERGDq1Kl49dVX0b9/f4SHh+ODDz5wyTLYWRkzZgw2bNiA+Ph4BAcHIzAwEOPGjcNf//pXbNmyBbNmzcJjjz2GESNGoKamBikpKTh48CC+/fZbh+1+99132LBhA26++WbExMSgtrYWb731FkJDQ3HVVVcp+waA119/HQsWLICPjw+mTJmCRYsW4e2338ayZctw//33IyUlBS+88AIGDhxosY+//OUvePfdd7FgwQI8//zz8PPzwyuvvILg4GBUO3FxWrhwITZs2IAxY8Zg+PDh2LJliyK2HbF06VJMmTIFkydPRu/evXHixAns3LkTDz/8sNNtGYZhGMbjDBxIHoVqQeoOf/oTeSqqkyytW2eOcd3YXBJVkoC776bX1dVkDZ0xA7jjDoqjbU4qqYkYM0RFOV4PMJcJEvuUZSoZ9PXXtOyqq6iNL76g9wMGUOkeLy8at6szLd96q+N9qYiLi0NcXBzef//9KhdW/x7A/QBebn7+zvHq7iPL8hZJkoIAHJck6RCAUyBj6+0A1rSkTbbUdlYc1ZMULqOHDtHNEBsLqCxuePpp4IorgPHj6Saw5rrrWNB2c2bPng1Zli3iaQHA29sb06dPhyzLNvG0APDFF18gNjYWf/jDH7Bs2TKHLrpdgRUrVuCOO+7A+vXrMW3aNNx8M+U66N27NxITE7FgwQK89NJLWLBgAZYvX474+Hhce+21TtsdMWIE/P39sW7dOixevBjLly9HQEAAdu/erYjTm266CStXrsS///1vTJ8+XRG7S5YswZtvvomEhAQsXboUH3/8MTZv3oyhQ4da7KNfv37YvXs3evfujfvuuw8PP/ww4uLicP/99zvt33/+8x8sWbIEq1atwp133onGxkY8o3ZXssPs2bOxfft2LFu2DIsWLcK7776LVatW4R//+IfTbRmGYRimTdAay7pKaCjwyivAO++gYMECYO1asuyK2FvBvn3k7djYSOsDZD199lnydnSUVGrAAHp+/nnKSFxYaK5ta83kyVRW8x//AN54g6qRiCoKMTEkaGUZ+PVXWvbXv9o/fjfCwOxZaiVJ+i+ARAAjJUnKlSRpOUjMXi9J0kUA1ze/9ziyLH8MYCiALwH4gmrW3iXLcovinSTZXjHibsTevXvluXPndnQ33MNZzauVK82v33uPnsvLgZAQm8zGFy5csIwRXLqUZr56CHv37kWX+/49TE8/Bz39+AE+B3z8Pfv4AT4HfPw9+/iBLnwO8vKolI6aQYMoqZI9xowBzp2zWGQxHpZlKvsDADNnUtwtQJbZL7/UbvPJJy0tsbJMsbWvvELGpWXLqOzQli0kOF95hfowcaLjGrKrV1NG5RdeoNjY8nJg1Sra7o9/NK+3YgV5ap44YX7vJpIkHZdlearzNbsebKntqrz6Kj2r/e0jIrRL9QgGDqQkUT1I0DIMwzAMwzBdGGGRvO46c26Y6dNtRZ265N3Mmc7bfPNNGk/fdZc5ZlUI2sBA221efZWMSitXkrfkY49RFmJZpu29vEjQApTHJi8P+Ogjc8ytPZYvJ+utiB8uLDQfrzXCqnvNNY7b7IGwqO2qhIWRhfaKK1xbf9IkstAuW9a2/WIYhmEYhmEYTxEVBfzP/wDDhpndhoW4VQtbUUHA25ueHQnbiAiynoaFUbJUdQkggGrhCrSs2xs3Wta/jYoioTx5Mr2PjTVnJBZC1x5Dh1IWYyHe9+6lZy0jVFAQHbO1+7QT3EwU1SVhUdsdaa61CQC4+26UX301pUFnGIZhGIZhmK6EJJEVVJJILC5bZlvNAzDHnopswMKqaU1wMMWvWiME8p//TEJTcMcdwLvvUs6ayZMpZ4014eH0PGoUPYeEmEsGiZhbVyluTjbcq5dtpucWEhcXh/UU2uhKoqguCWc/7g5MnUo+9lqEhKDJQe0qhmEYhmEYhukSSBKF0qm57TYKv/PyAu65R1vwqgkMBMaONcemCqZMMeepAYC//Y1iXYXld+hQc+nMRx6hZW+/bdmfqVOBtDTKnOzrSy7LqioULvHnPwM6Hb2eMAGIjDS7JDN2YVHbHYiNpYtd+Oy7kQ2NYRiGYRiGYbosERHm1/Ysm3FxwIUL9Pr667VjZq0ZMkS7Bqy/P2U6zsoyC9pevYCaGtr/8uXmdcM0vH2nTQOOHLG/X2H1XbyYEmIBrc6HEx8fj/j4eIDdj5lOS0QEidgFC8zLfHiugmEYhmEYhunh9O5NFtyoKBTExZGLca9e9Nntt1OG4Xnz3G934EBzcimAsiK7mo140iSK4V2yhAxTl5nPMQAAIABJREFU9tASxC2E3Y+ZzomPD2Aw0OyRqKnp40MxBmVl5HaxdKmtewbDMAzDMAzD9BRuv93+Z+HhQHMNeQwaBPz3v4Be3zb9WLHCslynnx9w2WX0OHnSvDw0FKiuptfseekWbKntigweDMyeTam+1cLV19ccjD5woDnrGsMwDMMwDMP0NCTJNXEYEGC/QsjNN7u+v6ktKAGrdi1W74uNU27BorYrMmIEZVdjN2OGYRiGYRiG8SxeKonUrx9w553A3XeTxdU6Hjcy0pwRWZT0cYelS+m5Vy/LJFfOEl65AZf0YToXMTFUp2vw4I7uCcMwDMMwDMN0X4KCzCI1LMycxVi4LAtuvdVS6N57L3DjjdptipI/1tx5J/Cb37Suvw7gmFqmczF/vuXMEcMwDMMwDMMwnkWSSJxqMWIEUFBgzqZsTVAQPe65B/j+e8qKDDhOJOXBpFA9FRa1XQkWtAzDMAzDMAzTsciy83WCgylRldHY9v1hWNQyDMMwDMMwDMMoCFdje3h7u9aOj4/7OXD69AFKS93bxglcp5ZhGIZhGIZhGKYnERfn+HPhPamuVespbryRXJc9CMfUMgzDMAzDMAzD9AR+8xvA359iYh0h3I/bIjSwJdZdhi217cVHH30ESZKQlpZm85nBYIAkSVizZo1bbT7wwAOIiYnxTAcZhmEYhmEYppsjxuRaj96XX06ldZwRGUnPnOCp08DTAAzDMAzDMAzD9Ci2bNmC6Ohoi2U+rlpIR4+m+rVC3DIdDotahmEYhmEYhmF6FJMmTcLll1/e8gZY0HYq2P24k3LE1xfzP/wQIY8+iuA//QnX/fOfOHLkSEd3i2EYhmEYhmG6PRkZGbjnnnvQt29f+Pv7Y9KkSfj2228t1lmzZg0kSUJKSgoWLlyI4OBgDB48GBs3bgQAfPLJJxg1ahRCQkIwb948XLp0qSMOBfHx8VhBdXK7rb80i9p2xmg0wmAwWDyMVvWrkpKSMOePf0SFwYCPNm3CpmXLUN3YiDlz5uD06dMd1HOGYRiGYRiG6R5ojclNJhMAICcnB1dddRVOnz6NN998E99//z0mT56MW2+9Fd9//71NW7fffjuWLFmCrVu3YsqUKXjwwQfxt7/9De+88w5efvllbNy4ERcuXMDdd9/d3ocJgLMfM23AqFGjnK6zbt06+Pv7Y/fu3ejduzdQXo7rR49GzNq1WLt2Lb755pt26CnDMAzDMAzDdE+0xuRLlizBtm3bsGbNGsiyjH379iGy2c144cKFyMnJwXPPPYcbb7zRYrsnnngC9913HwBg6tSpiI+Px3vvvYeMjAyEhoYCAAoKCvDnP/8ZWVlZGDJkSBsfXc+DRW078+2339oEpRuNRlx99dXK+4SEBCxdupQEbTOhgYG48cYbReFkhmEYhmEYhmFaiNaYXIy9t2/fjhtuuAFhYWEwGAzK5wsXLsQTTzyB6upqRawCwOLFi5XX4eHh6NevH2JjYy3WESI6JyeHRW0bwKK2nRk3bpxNULr6ZgGA8vJyREVF2Ww7YMAAVFRUtGn/GIZhGIZhGKa7ozUmFxQXF2PTpk3YtGmT5udlZWUWgjU8PNzicz8/P81lANDY2NiabjN2YFHbCYmIiEBhYaF5Qb9+QHExCgsLERER0XEdYxiGYRiGYZhuTmRkJGbNmoWnnnpK8/OBAwe2c48YZ7Co7YTMmTMHP/zwA2pqatCrVy/gxhtRU1WF+FWrMHfu3I7uHsMwDMMwDMN0WxYtWoTExESMHTsWgYGBHd0dxgVY1HZCnn32WWzbtg3XXXcdnnrqKUiShFdeeQX19fV47rnnOrp7DMMwDMMwDNOlOXXqFEpLS22WT506FevWrcO0adMwe/ZsPPzww4iJiUFFRQXOnDmD9PR0bNiwoQN6zDiCRW0nZMKECdi7dy+eeeYZ3H///ZBlGVdffTX27duHiRMndnT3GIZhGIZhGKZLc/vtt2suLykpweDBg3Hs2DGsWbMGf/vb31BSUoLIyEiMGzcO999/fzv3tPXEx8eLZLPdtk4ti9p24oEHHsADDzyg+ZmPjw9kWbZYdtVVV2HXrl0O2/zoo4881DuGYRiGYRiG6f44GpOriY6OxgcffOBwnTVr1mDNmjU2yzMzM22WzZ0712a8317ExcUhLi4O77//fretU+vV0R1gGIZhGIZhGIZhmJbCopZhGIZhGIZhGIbpsvQIUfv00093dBc6FH9//47uQofS048f4HPQ048f4HPAx9+zjx/gc8DH37OPH+Bz0NOPHwA+/fTTIR3dh7aiR4jaioqKju5Ch9LU1NTRXehQevrxA3wOevrxA3wO+Ph79vEDfA74+Hv28QN8Dnr68QPAxIkTszq6D21FjxC1DMMwDMMwDMMwTPeERS3DMAzDMAzDMAzTZWFRyzAMwzAMwzAMw3RZWNQyDMNYUZRchOPrj6OuuK6ju8IwDMMwDMM4gUUtwzCMFbmJuQCA0pTSDu5J96IysxKVWZUd3Q2GYRiGYboZLGoZhmGYduHSjku49POlju4GwzAMwzDdDBa1DNMB6Bv0MBlM7ba/ihMVqEjv2aWtGIZhGIZhmO4Ji1qmTTAZTCi/VN7R3ei0JH2ShIs/XWzTfejr9ZBlGQDQkNeA9F3pbbo/hmEYhmEYhukIOkTUSpK0QZKkYkmSzqiWRUiStFOSpIvNz+HNyyVJkv4tSVKaJElJkiRNVm1zf/P6FyVJur8jjqWtOHz4MO677z4MGzYMgYGBCA4OxoQJE/Dcc8+hvLzzi8WcxBxk7M5AbWFtR3el01Jb0HbnRl+vR9KnSSg4XtBm+2AYhmEYhmGYzkBHWWo/ArDIatnTAHbLsnwFgN3N7wFgMYArmh8rALwDkAgG8DyAqwBMA/C8EMJdnXXr1mH69On45JNPkJGRgcbGRtTX1yM5ORl///vfERsbiwsXLnR0Nx2ir9MDAIw6Ywf3pGeir6fzX5Vd1cE9YdTIsozs/dloqm7q6K4wDMMwDMN0GzpE1MqynADA2tx4E4CPm19/DOBm1fJNMnEIQG9JkqIALASwU5blclmWKwDshK1Q7nJ89dVXeP755xW30RkzZmDNmjV44oknMGDAAABAdnY2brnlFhiNLBgZbXgyoXNSV1yHknMlyNiT0dFdYRiGYRiG6Tb4dHQHVPSXZbkAAGRZLpAkqV/z8ssA5KjWy21eZm+5DVVVVZg6daryfsWKFVixYoUHu+45Xn75ZeX1DTfcgG3btkGSJADAsmXLMGbMGADA+fPnER8fj5tvvlmzHaZnk30gGwBQX1rfwT3p2ojJJYZhGIZhGKbz0plErT0kjWWyg+U2hIWF4dixYx7tVFtQX1+PEydOKO9//PFHeHnZN6bv37+/y4ta2SSj8FQh+k/sDy9vzlvmKYxNbKkFSNRn7s2Eqbd2pum8I3koPFWIKSumtHPPGIZhGIZhGE/RmVREUbNbMZqfi5uX5wIYpFovGkC+g+VdloqKCrcsQyUlJW3Ym/ah+Ewx8o/lozi52PnKjOtoTfl0I2RZhq5O53S9vCN5aChvgL5Cr/l54alCT3fNIcLrgmG6I3XFdbj400XIJvZwYBiGYdqXzmSp/R7A/QBebn7+TrX8YUmSPgclhapqdk/+GcBLquRQCwCs0mq4trYWK1asQFxcHOLi4tr0IFpDeHg4JElShO21116LxYsX211fuCJ3ZUStVqOeLYuepLuLp/yj+Sg8VYjx94yHX7Bfh/RBNskwNBngG+jr+jbszsx0YzJ+yUBTVROaqpsQ0Dugo7vDMAzD9CA6RNRKkvRfAHMB9JEkKReUxfhlAF9KkrQcQDaA25tX/xHADQDSANQDWAYAsiyXS5L0dwBHm9dbJ8uyZq2bkJAQrF+/vo2OxnMEBQUhNjZWcUEuLCzEQw89hJCQEIv19Ho94uPjMX369I7oJtNCdLU61JfWK5mJOxt1xXUI7hfc0d1wiaocyupsaDC4JGrbQkxm7MlARXoFuy4zjEDcZt17To1hGIbphHSIqJVl+S47H12nsa4M4P/ZaWcDgA0e7FqH89RTT+HOO+8EAJw7dw5jx47FLbfcggEDBqC6uhpnz57F3r17UV1djYyMDISHd4sqRj2Cc1+fa79YVzcHleVp5cjYk4Gh1w5FxOURbdOnbkZFeoXb23R3CzrDMAzDMExH0JncjxkAd9xxB86fP4+1a9dSTcvsbPzrX//q6G4xHqA9kze5K54aKxsBoNvUT63MrERodGi77EuWZRarTIswGUw4ueEkBs8cjL5j+nZ0dzwG3w8MwzBMe9OZEkW1GSKmNj4+vqO74hLPP/88jhw5ggcffBBXXHEFAgMDERgYiKFDh2LOnDlYt24dTp48iZiYmI7uKtNZcXNM2V6xnrJJ9ohwdjRori+tx6Udl5B9IBs1BTWt2k/ZhTLnSW84TJZpIYZGA4D2T1jWVnDMOMMwDNNR9AhLbVeJqVUzdepUfPjhhx3djbZHaJNuNhZqKG9ARXoFBk4d6HC91lj5qnKqEBod6hmrSDvFwmUfyEbp+VJMvG8ifALa5udHCIWyC2Ut2l5Xa5lVufB0IaJio+yuL8sypHYMIpRlGXXFdQjpH+J8ZabbUJ5Wjor0CgxfMLyju8IwDMMwnY4eYall3KeupA4mo3ZtT8Y5Kd+loOBEgZLd2S4tFPOVmZVI+ynNbikktdB1xVopyuO0tdtgdW41AMCoaztX7Is/XmzxtpWZlUjenGyxzGlf23lCpji5GBe+u6CcS6brUHiqEBe+v2Cz3BULZ8aeDFRmVrZFtzwHJ4piGIZhOggWtYwNulodUr5NQfb+7I7uSpelres0ChFq15VXNahMjU912l75RUoc3uaZmVWD3oaKBhxffxxp29NQmlLaprs11BpQV1LndL360vo27YcnaKhoAGBrUWY8i3pCylPXRd6RPNQW1qKu2Pm12Fa05YQSwzAMw3QUPULUdrWY2o7G0ETum/UlnX+A39Vpqxg0exZXkRDKHsVnittckANAWWoZCk4UAACqsquQlZDVpvurPluNlG9TWrStM+t1e8cRchKetqe+tB4nN5xEZWYlKjIqcP6b8yhLLUPxmWKP1NQWExPtTU1+DU59dKrNrfx8jTIMwzDtTY8QtSKmNi4urqO70rXgcUmnQVerQ+6hXKcCqjq32uE6wsKrpuR8icV7UQO2LRB9KzhegIpL7pfE6ZR0s3hwBooltSqnCk1V5A1RmlKKnIM5yP619R4sWfuyaPKoBb+xrZlESd1GXhu1hbUtbkONtaeI6BsnjGIYhmHamx4hahk3acfxSFee0a8tqrWweOgb9O679rl4rtN3p6MoqcihG2R1bjUu/ngRhScLIXmZz2tTdRMu/vMiMvZkWJzvqpwq1JfV21hv64rqUFNQo2mxlWUZyZuTUXZROwlTaUopjq8/3m4ujp1h8NwZ+sC4zpnPz6DkXAlq8p3Hmlv8PjW/dDV7d01BDc5uOaskLrNGNsnm+9+NS6g9PCmcYTKYcHz9cZz5/EyHulIzDMMwjIBFLcO0kAvfXbBISpT0SRKSPk1yup1skhUXb1fiPMU2mqjG3CIetr6sHtW51cqgXQjQs1+ctVg/7ac0nP/6vE2ThacKkRqfivzj+cq+i88Uo6m6CZl7M6Gr1SFrn7a7cFFSEQAHyak6fjyuiUNh6mzepQXH1Boh3Nbxx92dpuomZO/PRuq2VLteCeL7qS+tR/klijcXAleWqSxVRYZjT4OCEwVorGhEfZn2RFRLxam+ro3j3l1AfQ1auGO3QKQzDMMwjCfoEaKWY2qZ9sJptmOQuNz+yHYYmgyozKiEyWBC9v7sFlk3tVx4KzMqcfD1g9i3dh+Kki2tu4YGbauRFsKCK9wuz3x+RkkopUXu4Vxlm0s/X7JroerUtMBxQMulu62ozjN7BrCFuPXUFVlOKuUk5uDkxpOKKKsrrkNDmVX8qwyc++oc0nemO2xbNlIjaq8Ji89luUXf4ZnPz7i9jafpDNZihmEYhlHTI0Qtx9R6Bn293iIWq7aotk3jL7srmXszAQC7ntqF+tJ6lKaUouRciWIZ1cTOGNLQaDCLKtXYuTqHxM/Rt48qMYEAxfLlHs61SFTjzAVcy+VZNsk2IrzodJHF+9ObTttu1wWFmLPzc/7r86jIqHBpQsPVNu3hzj4YW6yvP2vBWZxcDJNe+xwr1tuyepe+ByH81PuQTTLOfnmWrLcyYGzqBpmINW7prnifMwzDMF2bHiFqmZZhPfA+99U5ixqLF767gLSf0lrcvojp7GmEDw8HAHj7eaO2sBb5x5rFbAvHgcIiVHiqUPNz9TkuTSlF0ekiXPzB7DZdW1SL8rRyZCVkKW7RauxZXE99dKoFnXV/k65A+s50nPvqnMvruzLob6hosK0V3U3PX1uhb3Dsqmvve9Bc7qZrrYg1FaJWxOBn7M7AyQ9PQjbJygSXVimtppomHF9/XDNmtbawtlXW0raytLKYZRiGYToKFrWMy3janTTtpzSnGXBLzpegtsj1TJ0nPjyBnMScFvWnpcmNqrLds1aLYw4dFNry/VqNHXV1OjRWkOtvQ7mlu2TRKbMFtamGrLbqwWddUR0S30hE8mfJOPTmIff70gnJO5KH3MO5bm/XmsRlriYQcgVDowHntpyzybTLosExulqdhdt80idJlLDpy7NoKmlyfVLAg9bHlG9TUHK+BBe+u6D8hlZcqoAsyyg5W4KMPRma24mSagUnC5Rl5WnlMBlMuPD9BZSlaidrs4faKtxaUas+Fw4nABiGYRimnWBRy9jQEQPnwlOFKE+zjdfM/jUbF74zW4dlWYa+QY+Gigak/ZxmU+9RNsooTi52e//1ZfU49dEpFCUXoSLdvVIz6kGnuSPa61ZmVSqvddWWsZiunPea/BoUntawyKo2LbtAg92YuTE2q9mL/xSD3MqMStvPPHg9tPW1pavVQVerw8kPT+LUhhZYkrVwQ+dmJWR55BjFRId16RVhlac3rd5NtyN5czLOfnkWAJTM5JWZlWisbERNak3raszK5GKv5c3gDDE5ISaVACD/aD4O/esQzn5xFlU5VagtrEV9aT1ObzoNQ6MBXr709yy+8/rSehx87SCSNycDcD3JnMBYZ0RZahnK08pbb6mVXXjN2CX7QDaOrz/e0d1gGIbpVrRI1EqSFCxJkrenO9NWcKKojsOdAX55WjlMRhPyj+Xbul02U3CiAEmfJOHclnOoyqrCuS3OXT4N9QYlK68WjVWNSNmaAgDITcxF+q50p26LauuqI+ue9fHrasyiUj3AdZW8w3nIO5zncJ1LOy8BAEbfOhqRIyMR3D8Yg+8bDMB+5lRvP7qdvf27zG1NWF1eFekVOPDqAeW9tRXc2ffaWkpTSjVdST2FWoxwKRU3kYHTH1vGeRccL9AUF1q/W+Xp5Tj6n6M4+/lZZZm6pJcrqK35JSklyvX56wu/ovB0IQpPFcLQaLBICCaoyaOM4iJeviXCNPGNRBx87aBH3I/1DXroanWa54o9ChxTcrbE+UoMwzCMW7gkaiVJ8pIk6W5Jkn6QJKkYQAqAAkmSzkqS9JokSVe0bTdbByeK6jjsJV3RQpapdEzBiQJNESrLMqqyXHP1VVt9yw+VI/dQrl336fRd6ZYWMMDmvTVql0FraxoATeueyWhSkicNmDwAuhrtAaEr5Bw0u1ir22iqblIGv95+3pj++HTMWzcPfpF+kLwkTVFr1BmVwbVs0sjI6kYXGyoasG3lNotSRxZNOTmv7mLtumltif7pTz8h95DZDdne9SjqbirxzTCfV3uTFnUldUh4IcEt9/jWov7e3XU/7amI709X4UaW6ubLVFerU0r6iMzfpRfM5WzsXecA3UvW16PaO6PwZKHFtVVytkTxEpG8JIsSQoA587VfLz+lfVfJPZyL2nTzddpa0SnLMnb8ZQcS30xk6yzDMAzTKXDVUvsLgOEAVgEYIMvyIFmW+wGYBeAQgJclSbq3jfrIdEFEVuTsA9lO1jRTnVOtDNSss4vWFtYi6ZMkzUy8ArUVLmNPBiozyZXWnpCpya/B+W/O25bscAGnVtbmgZ7JYFIsd5UZlUom4tCBoTAZTG6V2HG4O1lGwYkC7HxiJwAg4vIIi88lSYJvsC909bYD+8YqikEMHRQKk96kxCQK3IkZLj1HA361y7ga9feadyRPqaHrNs1awDqOVTbJCIwItFh2aqNzN2Tr72Hvmr344aEfHLqrpn6fiuqcapu419bE5WqRvisd6buofExL4747I/nH8ju1C2ZdSR12/GUHDr56EPoGveKa7+o9e+6rc9j11C7l/gKafzeaL4/KjEroanUIGxIGAEpMPKB9DQnBK34jyy+Wa2YY16LodBEa8s2/c57Ioi0bZdTkWtajVsQyC12GYRimnXFV1M6XZfnvsiwnybKs/BvKslwuy/LXsizfCuCLtuki02G0ZmzePKixNwivyNCOW1WsE1ZWiAvfX3CaqEptZQNUVjuNAVZjZSNSt6U6FMmOkCQJjVWNTuPakj5JQtKnlKxG7VIYEB4AwCr5llU/TQaT68m5ZODMF+b6laN/M9pmFb9gP01LrRCxvQb2AgAc/tdhc7NOLDrWn6snFrRcKJXPcqtx8sOTSHw9EdtWboO+Qe+xjKz6Oj36juvbqjZqC8iqJVw9tRAu8j4BPq437OY91VTdhIr0CrfjvLsCBSc0YtHbkTNfnLGbMVyWZfyy+hfl/c+P/qxMoDi7VgtOFqA6txr5R/Nh0pvI1VQ1CdNrYC/49/ZXjj9iOE1Andx4UmnDutSQLMvKJJ2uVoecgznQ1encSt5nrDP/Fot43Zai9rgoOV+i9PH4e8ftnlOGYRiGaUtc+meTZdlpkJgr6zBdBHUuGpNskdyoNW2psbYGCpTBnJv6RlerQ+n5UotlJoPJMqmLapzYWotXQ3kDjr1zDL+s/gVhMWFO10+NT8WZzSQ6566dqwghR4PS89+cd80SI9OAMiya+jFl5RT0HtbbZjW/ED/FUqy2BIllA6cMBGBVO9PZ92D1uTqe1DoRlpqEvydYvM/am+UR65FPgA/09Xr4Bflh0oOTAMDm+zE0GpwKaBFjXJNfY1eICmu92hLnFA/o9opLFSg+434ytI7GntW7MqsSKVtTPB6H6ai9hvIGZO7JxLF3jinL1NeflluxEG+QKZ4570ie5nWUfzQfF3+8CL8QchMuPV+q/K7panTw7+WPpsomxUNk8GyKdxdhA6J/anGor9cr8fjVOdU4/fFpnHj/hOMT0IxRb0RWQhZKD5h/H/W1Lfu7FsernhzLTiBPBWOTEbmJuTj2zjGOqfUQJoOJzyXDMIyLuD1dK0nSU23REaZzknc0D5d+vuR2QhQ1x9cft8lS7Ax3/shNRpOmSM07nIfTH59W3I/VQi7vqONkS2L/RclFdku1CHfES9svudxXAAgZEGIWtQ5cGdXC3+n5kEnY9x3TF1GTozTdF4MHBCvxn2rxeeln6n/48HCEDQlDyIAQm23Pf3Me21ZuUx4Zv2iXIVHHENaXa1vBtcSNllt0SwjpHwJ9vR6+Qb6IvioaEVdEwNvXnPzKqDPi9KbTTss+ievJUWIp4S6qdhttDw68egBH/vdIu+7TE6hrI6vJ2J2BuuI6tyc1Tnxwwu516Az1BJiwgKrj+NVW2rnr5gIAmirNvwN7n9+Lkx+e1M583oy4F2qLahVR21TdBL9QPwyZMwQAxcf2iuqFodcNBWC+7vKO5NGECkjsiokntVeAWgQ74sCrB5D8WTJqzprXb6xu2TV7dstZ5BzMQVOt+VzkHc1DaUopcg60rJSaI+pK6uj/o9z9EJHuwMkNJ5G1L6uju8EwDNMlcCpqJUn6UvXYAuB/2qFfTCeh6DQN9Fpbo/bclnNKVl7AtbhDV7MDn/zwpEuZYOvL6pX1XBkQGnVkeUjdlmrzmdoC7Mq+havqiKUjAJgHp9blQYqSi3B8/XG3y4bIsoymmiYliYwWwX2DoavR2bjUCpHpG+yLwIhAZQJC7QouhK/g7OdnNZNK6ev0FNMqQTNW2dBowE8P/wQAGHf3OCx+ezEkb8ljNV6NBiP0DXr4BvvSMQX5Wgh4caw22UdVl6PaLbb8Yrnmtapv0Ct9Lk4udn0SxkX3Y3tu8er9eMKy3Z54OluzbJKV5E1aiMksre9GxPwDFLYgyzLqiusgy7LFvTfjqRkI6R+ihAtYuwU7+p6EZbUmv0ax0DfVNMG/l78iYkfdMgoATSgBlNhMLQ7L08qRfzxf8QYIHxaufCZciKuyq1B81r7lXuu3zpEXhSOaqppQfKbYIou7rk6HyqxKy7rQHjIuCrd7d2uBdyc4IRzDMIxruGKprZZl+Y7mx+0AdrV1pzwNl/TpHGjVQLWmvqx5kCgDZ/57xvHKKrISnM9mp8anImVrikvZatVWJS0rsNo6V1dcZ9edWiDc9XxDSGz5BNq6H5ecL1GsRXlHHFuSrZFNMpqqmhAQFmB3HZFA6cI2cxKngpMFqC2oRd8xfSFJEvxD/S0GrLIs49xX2mWTmmqabN2P6/TwD/VHQFiApnVFPTgN6hMEb19v9I7pjcbyxha72Z3ceFI5bw2lDYAM+AZqi1p1f+25oKu9CsSkjjU1eTUWCcjcLuPj5FBFYihrLNy7az1j3W4vjHoj0ran2YhxxYXXw16WineJRrvlaeUICA+Af6g/KjMrkXc4D1XZVTj98Wlsf2Q7AGDQzEGKiBTPwf2DLdppKGtAfWk9MvZkWLgi6+sp7rZXdC+Y9CbUl9ZTlvEmI/xD/RHSPwQL31yIQdcMAgD0iuqlbKsOOTj42kGcWH9CEc9RU6KUz0Q5nbTtaQ6tpFr3oVsu8xqorz19HR1rS+r3OkNMHLELLsMwDOMMV0TtiwAgSVKf5vfPtF132gYu6dMy1Baq9hpUCMtLTYFrrnVjv7geAAAgAElEQVQtwRUrrdpyqHXsQtRe/fjVGHPbGIv1y1LLbGLthBjxCyZLqo+/hvuxbBa/asHkSobYhvIGmAwm+Pf21/w8MDoQA6+kmNnA3iRuTUYTjr9LbYsYUr8QP+jqdBb9V9cMHnHjCExaNsm2783o6nXwDfJFYGQg6svqbc6DWvz3G9uP+hMZSFY8Ny4x9bVp0puUsj2i/IqYNLAWtervUisesvBUoW1yKC3rqhdtL6xlnrI0O0M9mdKSrN0dSeaeTKR8m4LMvZman2fvz/ZYsjD1hEXxmWLkHsrFpf+7pEwiySYZQZFBiL4mGhWXKlCYVAiTwYTcRLO1UdwTABQX9rBB5vhs32Bf1BXXIedgDsrTyi2ubTExJJJA1RbXKteIcO/3DfJVruPgfpZiuTyt3MLtNO2nNGXb0beNxsCpA2FsMrp03TWUNcDLh65TIcpbYqlV/w4IUesT4EOvZcDYaD7nnsjSXZpSap4IZU3LMAzDOMGpqJVlWQQtbWh+b9/fi2E8hBiw5x3Na7VVoaWc+dy+pbihkvonrJ9BfYKUz7QG7eIYhFusPfdjgbNJhDNfnMG2ldtQkVEBWZaV+LuA3gFKv8SgfOJ9ExEeG64MoEX/0n5MU9qb+MBEACRqIVtmjvb28Ya3vzeuffFaXHHDFYqlLfdQrk0/jY1G+AT4IKhvEBpKG2wyIAuBOWjmIGVZQFiATT1Pp9hx4xXt9LqMLF++wb4wNhnN2VpV3dVKwnXsnWNmYSNZfq9qZAM1FD6ULHi6Gp3L7vKO+u+IlK0pFpZuzfrInRhxrVh7NSglatLKW1TzV8tKfuqjU5BlWWn71MZTMDWZcOjNQ8o2QX2D0GdUH8gmGaXnSm0yso++xZxBXGQGH75wuLKs75i+qCuu07yHhdjsM6oPIFFyL3F9hESFIHZ5rMX6Xj5eFtfawdcOInlzsvJe3Ed9x/bF8OuHY8DkAbTcKtdBXXEdMn7JsLgv60rqENQ3CEOWDcH0x6cDaFlMrXoSS2wf1DeIrNKyDH2jyovA3ftZg9IUc9xzd7HUGvVGl8tYue39wTAM08NxJ1GUZ4svMl2KuiLPxcM1lDe45F6rq9Ph5AcnsevJXcqgRlera3UsoatWBMU1WGM8JZLGCHdftVVHC2H9Cwil9YWovbTDTpIpq302VTVBNsk48/kZVGRUIHNPJgDgwMsHAJjdeoUVdsxtY5T4P60Boa5Op8QKD545WHHXFQPr2sJaJUmSQWeAt583gvoEQZIkxdJUmlJq009DkwHe/t4I6B2gORkhBmrjfjtOWeYT6AOT3o3yRdCOydbV6pSsrmr3Y8Aqo7MWMmxcOPuO7gt4ae9LXEP+YWQZP/buMez8604Y9UbXBuAurHL2y7P45blfFGFWV1yH6pxqSN4SIFECIncTsHUk4jtxlBzNUYysPUSiJ2tS41Pxwx9+sEkKteeZPWisaIS3rzdCLwsF0Hy9N3tJzHpmFpa+t9Tinh46fyjmrp2L0OhQTFk5BVMemoLgfsFoKG/QjBUWiZ1CBoQgbFAYsn/NVu7VgN4B8PL2QuSISIREmZOyXfvitZj2p2maxyJKTEVcQZZfUYfaet/ZB7JRfrHcIjtxQ3kDgvoEwS/cD/5h/pC8pBa5rquv65JkikkPGxyGpuomGJuMFv8RzsIxXMHi2LqHpkV5muvXd0dN5jIMw3RV3BG13eRvhXGG1qC85FyJxpotw577oTWl51QlKOr1KLtYhh1/2YEf/9+PAGhQ3xJ3RXWWU1eQZdnC9c5kMEFXr4OXr5cy8BXuffYQ9WyFBVGs31jRiKTPkrBt5TaUXii1u71sklFfVo/MXzKVwTFAg2ZjkxHpOykGU+1+LASql7e5bwOnkQty4huJyrJxd5sFphCsRUlFykDaqDNaDPAjLo+Ab7Cvciwmo0kZJBt1Rnj7e8M30BeyUYax0WiOkwYlWPLy9bLISCzEjjuDOC0rRvLmZGWyREwaiLZNTfT9OUpWZB07HNQnSLOuL2BOOOUfSudbrFedW+2RX0pZlikrcFGdRQbm+tJ6hESFILhfMOpK6nBuyzmb8j4mg6lzJpFqnhswGuxPMKitc66SvT9bc3nhaSqJc+itQxbLRXyqQWfAgFiyeJ794ixNDElm7ws1Xt5eyr0RNTkKUbFR9F42X1Pq301xLfuH+aP3sN4WruKi1E/M3BglcZxAJKSypiq7Ct5+3sr15h/qD58AH9QV1qGppkmxAovJG7VobaxoNCe6kiR4+Xq1LPGf6roW90pw/2AYGgxoKG9QXP8B2Ey2GBoNSPosqcVZjLuLpTb7V8tr1eFxdY9DZhiGaTfYUst4hLwjeS5nN9XKGFqZWWlT6qUszZz1sbGi0WLwmrk3E3uf24usX1tW7qAmvwZnvzzr0mBJNso4+eFJpe8nN5yEod6gWAF7x9jWhAXIPVcM7irTKxE5MhKSl4TLpl2GmLkx6DO6D3rH9FbqPKrrTqqzswIkatVlRgS9BvZC8ZlixTKiThQ1bP4wjLxxpIUgFe6yIq44dnmshegVg+b0HSSSZVmGscmoxAALFLdeWUb6znTFVdLYZISPn48S05q1Pwvnvz6vDGb19XpFaArEuu5YdxqrGlFyvsRmUkNYAYWo9fanY5f1tF7+sXzN9mSZkvoERgZi4VsLMXfdXHgHeNu16ovl1gJIPeHQGkSMMGApUET2XN8gX+VYre+7kxtOIunTJI/0o6XUFNSg5FwJuQDLMnS1OuWcCdfttkbEr4sJpPBp4Rafe3l7wb+XeRIobXsagvoGKaJTi8uuukx5LSZ1xL2kq9EpLs9lF8vg5eNF8eW9La+R3kPNvxeSJGHifRMx4XcTAABBkdru7pWZlfAP9VcmgyRJQnC/YFRmVWLf2n04+OpBlKeVK27PF76/ANkko7GyEbpanUUfvP28LeJfXaEqu8piYtPb3xuh0aHKxFljZSMqLlUo90NjueW9XJ1bDX2d3qL2rlt0V4HnSNN2EyHPMAzTXrgjale1WS+YLk/hqUKkbE1p0bbJm5Ox/x/7LUQdAIvBZVN1kzJI9QvxU6xT9hKeXPzhIs5+cdbuPvet3YeM3Rk4898z2Pf3fS4PIISA0DfoFVE7fMFwm/V0dTqc2ngKh/55CCajCTX5NQgbTElmQgeFAhLVqFQLFhG3B1gmirJH6KBQcz3VOj18AnwsLMbeft42NWfFoFMsF8mjABr8CxGoxqgzwsvP8qfCx8+H9i2bXZ9lkwyTwaRYagGz27WwrKonAwRiXeGy6QoZuzNw+K3DOPp/Ry2WG5oMgGR2Bxdi3On5lEmQh0SFwDfQFyH9Q+Dl7UWxuBrTeaI932BfRI6IVJZ7+3u3ejBq1Bkt3BQr0ipw4JUDqC2sha5WB78QP/gG+jp04/VEop6WYNQZkb4rHanxqcjen40T759A8mfJqMqpUvrUXlbk/8/el8dHdZ1nP+fOLo1WJIEkJBAg9h0v2MY23jEmcZMmTZq4TZo2dpN0SZomX/Klbdq0/TVNvuxJ/dnZk361myZxXWPHYBuwY7ANZhcI0I4Q2nfNPnPP98eZc+652yzaEDDP78cPzcydmTv3nnvued73eZ+XZyP59/nr9ddCfnk+QFjbHoAFrwoWFGDRHayHrOJSsO6D63Tvketeef06J5Ite1sAygJuvSd6ocZV1G6rFeoJV74L93/9frjz9KTZ6XWKa0DuQzt//XxsfnQzAAjXZPn6LqwpxEjbCKLjUQT6AqZShngkLvr4ygoOh8uRtVNx84vN6D3VK1Qrbr8bRYuL2DEEC2JExiIoWszmuMn0bk5EWb2pVbb+uiR41+FPvhYx1DwklFo55JDDzCJjUkspzby/Sg45ZAHu8tl7sheX3rwkpG2D57RMbSwQEzWPsWBMLFTVuApKKS69eUnINCmlOP8/59G2r03+GiRiCfz2X36r6/vX8WoHxi+No2VPC3Y/thu7H9ttu5+xUExki3nG0di3kiPYz7LRgb4AJnomoMZVRmbBsjGEEHgKPLqsdSqSIi/q6u6pw42fuBFOb5JYEraAlRfEduCEcqJnAsV1xbp60eqbqkEIQXFdsViwh0fCIvsqw+FxmOpU+ULZ4XGI7KssnQWS9bkScd70kU1i24sHrWWkVuCGQkbpbTwUh9PjBFEIFt+1WJDbRCSBfV/YZys9p5QiEdX/TsWhsF68FhJ3TtAUp4Ktn9qKu//5bszfMB/eYi8anmqwrfPMBBcPXtTJnk/+7CSGW4fRfqAdwf4gvMVeOH1O07GdCxg4NyB6i3LEgjEmRU8eMyvC3flGp8lULBXCo2F0vtGJPX+1R1caIEOW2BKFwFWkBVM2/8lmLLl/CQDWrmfJfUvEe3jwiRAiAmny53C4fC6A6KXwVKXoPKTVZhdUFuiCVe58d1qCtu4D67Bg0wLc+IkbUbm5UgRV3IVunRLDGEwzKWUoMHiezXXyPmQrP5bP1+l/P40XPv4CC6J5nCJINn55HDRBRY3yZGq9+Xi2zOZeowTPaizwIEm6kpYcrg607WvTtQjMIYccZg5ZzZqEkCZCyK8JIV8khDxMCFk8M7s1vcj1qZ0cMpUT22GoZQj9jda1uJRSvPL5V0wk8sSPT6D1pVZ0He7SZauiwaiuHQc3f2l+sRk9x3tw4scncOirhwDYt+wZaR/BaPuoKSMMAOee0bLMdotruX9rLBQTZMwKMlnl2cqimiLUP1QPgGVk5Ey0b55POBhbgWcG8+fnY83vrcH89fOZjDCZLY2HGVmct3we1rxvjeVnVN1QpcuScpMjjoq1rMWO3DMzFoiZamoBlgmNR+K6RVnvCUYYe0/22poCqTFVV0+rOBWxrezsmwr9Z/sF+SQOfVBBJvelS0tRd3cdACDSE0FwIIjGXzfafm4iktARbr6oFM7J8rZJqbziUEAUgryyPJTWlyLQG0BwMKjLmmVbvzjUNIToRFQnUwWA9v3tANgYcPqcKYMgcxG8LY1MxqMTUcRCMZz8yUm89qXXMv4sqlI0PNWAWCBma2InZyPzyvPg8DpQuaUSNbfWoOrGKp3sfvk7lqNkaQnqH6o3BarWP7JeuJYrDlZHX3NbDZbcuwSgTBXCnZMppTqSSxQiJP08y2tlPCZj0Z2LcMOf3qBtmxx+3kKvCDYB5jZA3A2770wfooEohluHMdLBgiuyTN7hdmQ1JuXMOg/qxcMseOTKd0FxKmKO42N2MiZH/HqzCnpMV6un2UY0EBWBN8tghvRUaCiEiwcvouHpBnbfzBV8XTO4UsqZHHK43pBtKPAJAD0ABgE8CKCBEHKaEPIlQogr9VuvHHJ9apk0Ts4gpMQ0rR8OfeUQ3vrmW7rnuLSs82BnStMQXsPKpYCxQAwgQMW6CtO2R59gLRI4mZVl0HJWlkfAU5FRALaLa/lz1ahqqjOVIdfENr/YDIfbgfz5+YIwFi4shLtAI7W8z6xsFhUaCmH3Y7vR8lKLIAKcpAFMRpiIJhALxkTda/HiYl02R0ZeWZ6O1FptV7ayzJQFTMQsSK1HI9TydgCw6t2rTJlavihV46ro7crBF8KZkrSxS2MiE0QTVEde4qG47vzy3xvpS0qb7cY2TTo3S7+TOInud8kQpFbKppStYK28eW/NYz88hvYD7Tj5s5NZZ26Hmobg9rstlQDlq8rh8rnmZKbWbiEutx+SCdXeT+/Fnk/tEY8zWfzxGl0ebLBrHyOPJx5A2vLoFmz40AZtd5ME0+lx4rbP3iZa8Mi/xZXn0l03Gz+8ERVrKuBwO8T5P/jlg4z8Ue33rXn/GhAHcwtfct8SbPqIvo1PpuDBJqIQ3XgjCsHKd63EjR+/EQALQoaGQzj87cM4+sRRTPROCEm/t8SL/MWMBDtcZpVFKjTvabZ83uFxgBAC3zyfGPO8j6/xPGbjCM63pZSi47UOhEfCttn4uY6WPey+GxmPWAZTE1HWa5hSirO/PIv+MywIPN41njLImUMO6TDaOZpdm7kccrgGkC2pfYRS+nFK6XcppX8KYBuAfQDGAHx92vcuh2nDSPuISaqZKSYTJbeL1He8xqTGxoXoineusNy+Yn0FnF4nc9ClQPEia1Mmjt2P7dYRWdnll5NoI5m2qiMFWEZwz6f22MpPHW6HLlsyeGEQL37yRQy3DItFHsDacSSiCZHV45AztXzB++bX3xSGSTxT3fjLRrFQlgmbw+0Q5CoeicPhTd1WCIA+U1voMb1euLAQnkIPEpGEqE81ZjCBZE2tYWHMs6a1t9emzNQaZXX8nGZK0tS4qnNUlsc1zyCxHdLqdWPj7LMT0QROP3Uae/96r27hHQ/HTRlpnslTYyrOPXtOt7jnv13+LdxhlgdPaIKKsWhUPViZpYnfl1zAu/1u1N3Lghi1d9QCYL1R88ryRBukubbYt8tCyrJvnskU51u6vOTzaoee4z1o/k2zyCBaBUOoSnXj065e26oVF1cSLNi4QPrA5P/Sz3Plu3DDx28QjwfODyARSyAWiKF+Vz3q7qoDUQgSkQRWv2e1IKd2xH/FO1dg5e+sND2/8t0robgUzN84X/e8r9SHZTuWYf6G+fAUejB+eRwtLzKFQLCfzZfhkTCIQuAt8qJwTSHWfWAdFLeSVU1tsD+IrsNdJlVNXjlTJ8gqk4LqAvGbJ43ksX7rW2/h9P87jZf/18tXrfxYzDE2+3/2V2fR8HSDqc58uHUYl49Ym9rlkEMqhEfCiIxH0PybZtEVIYccrhdkS2pHCSHr+QNK6QkAWyml/wfAbdO6ZzlcMcjRvWggiuc/9ryQPmYK3g7GDsZFD1+8A3qikDcvD95iLyYus8+TJbNyKxrjZ8skbLRhFMGBIDoOMELNpbxLdyzFts9vwwNffwD1D9Vj1btXifdQSvHWt95CLBjDK59/xfwd0QQ8RR4s27FMPOcp8iAeiqP3VC9GO0ZRurw05THg9XpLH1iK6ps0V9WX/9fLCA2HRLYa0BbusnOwkB8DlnWvVpCPixWppSoVGVxOzizlx8lMrZyB4efU5XMJ8s33m8sgVZVlale+a6VoZ8LJfTwUF9+ZCpRSHUkZv6RlNOJhLVNLCBF/JwJs30JDIXQc6EB0PIoTPzkh3td+oJ1Joz0OuAvccHi0LFw8GkegN4DRDi37rkbZGJLHqjvfDYfbgfHuqWVY+DErqi3CyodX4r6v3of1H1yPXU/sws1/eTMAfc9XOyLY+Iy91HqmER4NY/djuwWZ5XOKt8SLWCBmOocccusbOxgzWHLmNxqIMmVDkjgvupMpPazGOsCUCbJZGsAyoFse3YIFGzRSy+ts5aBQ3rw8VKypwPYvbQdRCIaahoQUml/bstSe75Md8fcv8COv3Ox+XFhdiAe/8yDrmwxg2YPLsPJdK3XBNuIg6HqrS7RL8xR6WBuwgSA8RcxgiigEbr+bGUVlKYmX5yKOFe9YgcXbF+scmwuqCqC4lCnJLfmcIvcXtgosBgeCk2tNdAUgz5OUUrz0mZfQsqdFXOtWJQ6hYabUOfrk0VnbzxyubiSiCZz5xRlceI71oE8VPM0hh2sR2ZLaxwD8mBDyQ0LInxNCvguAhxjt+yDkMGfBHWs5JnomdASW10pdeuuS/n1p5GTyIsSYGY2MRUzGCU6PEwXVBShdVoqa22rE8/5KPxSnIkgRr20D9NkXY39HblgCAH17+7DvC/tME3zVlioULy6G4lSw4p0rsPQBzXiF/27AutVMIpqAt8SrI3ucDDa/2Ix4OI6K1ZpUet0j60yfUVpfihs/cSNWPLxCPOZ45XMakXYXuEVWy5SpTRJL3h82HeQFNT+HBVUFIstKKRULd4/fA0+BR8hy+X7y745H4nr5MSe1+S52LIiWjeMLVDWmwlfiQ355vjCv4f1+46E4Gp7OwI8u6VTMCUvTC00IDYVAVcpIrWSY5cxLktqgeZHdfbRb/M2VA063E6t/dzXKV5WLTK1V1olnuoxy0LyKPOusID/sGWSc5HOtOBVLQibLu+2yYtysbDbBlQiv/8vrAIAz/8UcyHk9ekFlAevzPB7VXY83f5KRdTspcSrIGf6Lv72Ixl82ilKLwoWF2PhHG7HxIxst3+twO1C5qVI8Xrx9seV2lVsqsf6R9SbjqKLaIvjn++Et8SI0FELTb9i85va7UX1ztb6d1hLWUsiuBRjArs9Vv7sKGz+80fS8+M4a5jrM59iyVWUm06joBGsvNN49Dk+BR/d+hzs7+bFRQeHwOFB7ey2W71oOQojOEZrP15MhtfI9xdiHOh6Jo/NQp+5zG3/diHPPTs5x/0oiOhFFZCyiq++3KnHghmvyPHUlMNQyNKnrMofZBw8Ky10VqEqvT/fwHK5LpE/tSKCUniOE3ATg3QDWA2gG8EVCSD6Ap2dg/3KYYZx79hyC/UFseXQLAHMWhDtRGkmj3eI80BdAfkW+LoL+yudfgdPnRO1ttVj93tW6ulHFqQjzpDv/7k4ArBak49UO3PqZW0EIwdgljWC6892o3lqNrje7UHd3HbxFXkHITv1c682pqipu/MSNppYvMuSaVo5bPn0L3vjaGzj6fX10PBFLwOFyoPdUL0JDIeaUa3Ablk1cAEBxK3DluxALxEytdQC2UJ2/XpMUbv3UVkTHo0xuJyE6HhWkQM7UKm5F5yhrJaXUf6H+IZfp8owpAIBKhCnMMmpqTEVRDVu8y+9NRBNQVRWjF0dx7plzyCvPY3V/LgVFtUVwesxmRmpMNe0nz6hmUyOqxvWfw7PpvlKf7rykPSbS5wEQEu6qG6pE7a+lUVTULD8G2PmRnYsFeL1gBlJ+q6y8jMotleK6jIfic9JEh7d0CfYFERmPCJJSWFuI/rP9mOidEBnmrZ/aCn8lG1uZZN5471sOeYyJEoNkxtfpdQoVRMniEsDG+85d4NYZwRlBCDG1ogLYNT96cRRuP2vPxc3OXPkulC5jQarCmkKMdY7Bv8CPmltrTJ9hhF2vWuN7+XlfsHEBFt+1GP1n+tHX0IeKtRUYvDAIqlJEx6KihINDVnhkArkeGgAe/PaDuse+Es2EKm9e3qRJrQBl/a0BiPmz7ZU2lC4rBVEIFm5dKDbNpg3YFYFFUl4m7GpCheJQ0PCUOZgXm9C7ats57c8k1ISKtlfa4Cn0YO37rZVROcwd9Df247V/eg1r378W8UgcsWAM4dEwihcXY817rQ0kc8jhWkLWnvGU0gSl9L8opX9LKf0mpXSQUhqglP7TTOxgDjOLdNkcHvGTnUIBs5yKg5spGWu24qE4Wl9uxWDToMiCLrl3CXZ+byfqd9brti2qKcKuJ3aJRWH5mnLxmtvvxoY/2IB7vnwP3H43Ft25CLXbalG7rRYV67TFGwHRatgkyFkFT4E5A8bJZ7CPHRffPLZg44vkI987goanGkBVaiK1RgLl9DjxwNcfwL3/ei/m1c9DOigOBd5ir1jgA1qGl8sajYtTmmB9IzMitQbMW2HeJ6fPKUitw+0QRNNX5tNt5/A4hClOy94W9J9lC2qHx4FgXxBEsSaqVqZTANL2XZXB1QWKU8G2z2/TvRYaDsHpdYrzBqrV+uaV52Hn93Zi1xO7tM9Kjl0uSXe6nQBhGUe+n1akkW9vdF925VkbOHESmknbJVE/bWNEVrWlSsjwJ9MPdDYgB8H6TvWJTBTPVgb6AggNhODKd6FsZZllDXZkLIKzvzprSXRldYn8Hp6R5MRBPt6K1/52t+Qe1tKncGGh7TaW4O128t2IBWOCiBQtKhJZXR4MsiLFmYCPQ+N8tvT+pZi3fB4zFCME6x5Zh62f3Ip5y+cxA7lADNGJKDx+jy4DLVQWGSJdX2E+FolCoDiUSZNarohR46qQ+nOjQNkJ/0ojForh1L+fSml02N/Yr3f+l6YQebxaBsCSkLOjVmqh2YSc+cth7uL4D49jrHMMF3ZfwOFvH8bxHxzHy599Gce+fyyXrc3hukCuEVoOKcFvwMab71CTtsiwWlgnwtaLmtGOUbTsYWYmq9+7OqN9kCPzvIWEnB3guOnPbsLmj24Wj7k7qKtEW0zKiy2rPoBGqSdfUFrVpri8hkUqAe7/2v0iY8szfcYMrhW4lBYAbv/C7dj80c1Y/s7lgtiEx9gxNsqPAcCd586K1D7wjQew41s7LI9hUU2RIALhkTDiQX3WsHxNOUrrS4XUOTYRE6QjPByGw+PQslUWRDURTejqDDmyydTy3rGKQzFLOSkjMiJQQrXz7PQ6xd8r38UMeTg5FZlaScLNj300KEm5kguDeNQsPwaSpDaY/nekIjii328K4y9uUNbX0GdarFCVoutw1xXJ4PJzExmNYNmDy+DwODDWNSYILCd68VAcwaGgIL/5C/JBFKIbAz0nexAaDIl2OTJ0xEB6D89m8RrexXctFq8Z5fmr36PNP/kV+djy6JasiScn0bxvMx8rhVUaOV6waQFWvHOFpVojFZbtWIbqm6ux5n1rsO6D5vKFvLI8LN6+GIQQVKyrgK/Eh7JVZWIOG7s0BqpSuPwuPbl3KBmNUY50BFW0O3Kza2GypLbvtGb4xvevpK4EnkKPMFqbCwvzsc4xxIIx257XAJPBX/ytdd9tXQ14CrIov8b7cueQQypwg0q5Hh1gioZcfe21jfHL47l5AjlSm4MEuXUCpaxVSmQiIl6TwV2MAWtDGr4wL1laomvhMtjE3GDz5+eb3mMH2RzKKrsqg5O+QD9bBC3bsQyL/2ixeN1qcZgK3Jjn0huXTAsqY9aNEGbEwklsdCzz6LZMQBwuB6puqMLyh5YLospldvw7/ZV+kVXKNFMrZ4xSZQwLa9jnDp4fNNXy1t5Wi7q76oQpVXQiqstociJol6nlZkxWyLRPbSKul/5u/9J23PLpW8TrsVBMkA2qUo3Uyq1+uCsyz0QnM7sOj0OoEjiplAkAzyDZyY+Jg0w5e8o/2+p8cvUCJ4cdr3XopM1qXEXHax04/ktZolEAACAASURBVMPjmbfwmkY4vU5ExiPMcKzYC1+JD6HhEEY7R1mpQPK8qHEV8WBckMjFdy42995NwV/kcSWTBD5/8etFlvIaM7Vy79ZJI5mpdXqdiEfimnRcqv0nhGRNaAFWr7tgwwK4fC5TLa8RcuDPXci25T4Esss6wMgnD+ZkArn+duEtC02v65QFhJFmK8l+OsjzK1+AO/Oc8BZ7RUssq0Dc1QbZiDFVyxWZ1J78yckZ3SdbGNos5ZAd7BRtM4HoRFTUYXP4Sn3Y+OGN2PTHm+ZkmcpcR6AvgPZX26/0bmSEC7sv4Pyz56/0blxx5EhtDgA017ye40wm2bq3FS/+xYuizkyWq1FKkYgl8No/vcYyRRYLmHiYtYO59TO3Yud3d2LHt3YAAHpPsOh2KrMUI7jzKGCdXTVu6/A4sPFD1sYwnBSkwpr3abUn3Pzp8tuX0f223rAjFtYTNp4l2vLYFpQuK0XVTXpX1VQLW7sbjkxqOeFa/Z7VqH+wXpBPfo7SkVqH24Hqm6tTbgNAmM7EQ3GRoTdmsDgxjQaiOvJBKWUySQITSVHjKqhKTfupOBWMtI0gFohl1KJGSH+TfWT98/2686rGVHEuqEpFUEWuUTW6M8sLc/5eTtCNtW2APantO8WyTXYtrcTnpFjgcBJhdT75dSNfP/yzmvc04/iPjosAlBW5pirFyZ+dxFDLzMg5nT6n+F5vsRfeEi/CQ2FERiNwF7iFXFsEYqSsfTYSdHk73d/J88gNU+SAmOJUhHfAdEHO1PK2UPzxbIIQrYett5DNWQNnWbbGSIg9fg/UeObtoPhvuusf7zIZWAHMaM7pdQrjKKKQtJJlS0iXBD+uLp8LiktBaCiE0YujV6SudCqwcrqWvR84cQ2PhtF3pg/xcFw8Fx2PiqBJdCI6ZVf1VBhsGjQRohymAfK9cRKBnmzQd6YPE70TOmXYg995ELd9LteYZLJoeqEJg+cHp+YRkMOsIitSSwj5K4t/f0wIsWYQOVw1MLovcldJnvEwumWOXRzDWOcYTv7UOoIcjzAXWn5Td3qdukyZLAtMB5fPhc0f3YxVv7sq7bYOlwMPfvtBzN8w3/J1V74LDz3+EHb+207bz6hYx2rXyleX6xZRx35wTLedacGSfOgr9eHWz9wqCDHH8ncshy1s7neC1I5HBMnylfqgOBVB0i4fvazbNiUyuK86XA4oLgWxcExkKY2mRUJ+HIzpAh6hgRCIwha2Lp9LR/yFrNZoFKUQ4XgdnYimXWwLQunQOw9zLN+1XJwLqlI4nOz7dK7Iknsw/x3GfePbW0kE+T7IEtaSJSXiHE+l1QjPrBlraivWVYia1LKVZVh4y0Im302eU16rLgi9BXGOh+OIh+O49IbmZj7d9XpnfsEcj32lPniLvQiPhoWSgO+bGleRiCVEwCGVWZgVMZCPbyzEgiHc/RrQzlkm0v+pgI8Rp4f1beZkTm4HNFvgwSieqeUkyJipdRclJeAZjtFUygEAqH+wHg984wFR/0oUMuX+yWLeyXOhoKoA8VAcv/3n32ZVCzxTmErGrf1Au+5eysfpqZ+fwuFvH8aLf/ki9n56L2LBGCLjERRUFojtUsmdp4r2/e1ofdnc01T81lySb1KYzUxtaCgENabqAtf1O+u1oFbuHF4XmGu962cb2WZqbwDwpwCqk/8eBbAdwPcJIZ+d3l2bPkxMTODRRx/Fc889d6V35apAaDgkoop8kWZcTPDaMasI1mDTIBJhszvwknuXiL/zyzOXHwPMjdbYtiIbrP3AWlTdWCUyCUbjKxn55fm6nqB2ZLpsRZnucbosgl1/SkAvV5QhSO1YxHQ8OdHkC6NMSG2mdbc8a2abqU1+TqAvoFscc5fOqhuqTJlavp3VPpSvZmZgsUAMLXtaMNg0iKNPHrUkOTwAY8ySPvidB3H7F26Hr9Snz9RKNbUc/G++f7wGXN63pTvYeNNlXZOnkPeplTON1TdVCxKVNuOYYoHBpfOybB8Aam7Ru99yx10uxxYfrerNr1JhoncCZ35xBn1n+tJumxEoMNzCMj758/PFOOLu4f4qplagCeaq7XA5sOxB1uvZJD9OAT4uvCVeJCIJHP/hcTQ83WCaj2aa1JavLmdj3ePUiLpTETXPswk+pj0FHoBoTvZGQzgeLMn0WKfLPhdUFWhzX9JkbTKZWnnRz6XTsnEdAFw+cjnrz51LkMt2ACAyEkE8HNfVEwPAnk/twVjnGAoWaqRW7pM9a8gRoamB2vw9AxhtZ+Nj86PMVySvLO+qUzbkMHUMnBtIv9E1jKxa+gCYB2AzpXQCAAghXwTwSwB3ADgK4CvTu3vTA7/fjyeffPJK78ZVg0NfPWR6To2pWlsBqi2YrUjtwLkB1i/UkGlavH2xaAo+WSfQyWLxnYux+M7Fk3rvknuXYPDCoGnhYfwNqUhrKngKPWkztWpMNZFavtiTSa3s7myFslVluPi6tYGJ8bPj4TjGusd03yVe5wvjcFwX8Fj/B+tZPa3HCZdXLyflGUEr11BO6qOBqDC44du6qvXHmX+mkRw73A4hVbcitbL8m+8/H7/c+GnBJi3DVryoGCBA/5l+lC7Vy9bFQl8yc/IUekxkeTKwItiyAziHu8ANNaayVjUSuGtqdCKqawUSHYoKwszBlRjT2dO2Ym0FgoNBOD1OUWuaiCaguBVRE6/GVcRCMbjyXCiqKUJwgG2fadaYH19vsVdk9aITUX32kVjPM2WrykxtaiYLohBUbq7U5PjjUSguZdJzwdR2hv3nLnDD7XcLx3beMo1DqCwyNGYzyuGX71quWyzLcwMhBMShGX71nOhB1+GuzJQ5FDj65FF0H+0WQS7jPaT3NMtWXm01nsOtw1DjKsa7WKCh7u46tB9oR9MLTWh6ocn2fbxFEp/jeXAoh6sDiVgCbz/+NuruqZvxMcsN9RZuXYjNj25G6VLWAsuqrVQO1y6uyL1nDiHbTG0tAFmLFwOwiFIaAjDHG8ZdnxhqHsLoGesIr7EnLQdfDBkhE1geiberBY1H4ib3VrffjXkr5sFf6Z+TEcTiOus6X6IQFNUUmZ535mUbE9JDZD6I/SJNJjYOj0PXKkWYHSWzqYvvWmySGhqR6YTn9DIpKK+BNpLaBRsZ+YsFY0iEE/AUe7DxIxtRu61WM8/xadkrQKtztFqUcYlUqhYXHHx8Gp2qZQijKKmnqZwN58eekyA+tmXZKCfnqbLFxt8i9/hNBb5PoxdHLQ3IiEKwbMcyrH7Pamz4ww2ova3W9BmcIHYd0Tsd8xrgyHhEJ5kfODggnMdnErFQTEjvnV4nQJOGYi6HCDCoCZXNIXy3iWa2xMGPi5Vrp8jUFnl175GDCYpTEYqMkqUa8V90+yKs/t3MnNczhZCqj0evOOlwepyaQRYBfMV6cyV+DrLJ1BKHpm7Jr8jXBYiMqheiEFHn33Wkiz2ZwXqeUoruo8y3gKsjFKei60UrvmuWOK0aV7NyijYhOReOXhzFaCe7D/sr/VjzvjUZGfdw87eWvey6bX6xWbzWsrdl+hQWdt9/lQUP5hpa9rSg50QP3vjaGzM6ZimlGOscg8PjgH+BH1VbquAt9s7JdVYOM4zr/JRnS2r/A8CbhJAvEkL+HsAhAE8RQvIBnJ3uncth6mjb14ZAa8DyNWMdLUfZKr2stu7uOgCaBLltX5tOXma8OU90T1hmagHglr+6Bdv/fnvG+z+bWHqfvbxZJpMc6RxJZWz6yCbTc7yZfdmKsrRGUQBbrK58eKV4bJQfu/My359UcPmYO3I8FBdZGmPGq6CKyeLiwTiigSgqN1Vi4c3MGVU2eQGAEz8+gUQ0gb4GtgAzymqLFhWJz+dZRk42rUi40ZHZCFmWzBeFgP58cRLCfx//3yTxzneJtkYywiNhKE5zRi6bTO1w6zCaX2wWx0XeZ4fbgZK6EvhKfZZO1UQhcBew32OsQ+bjQSYDdpiJ+ptYMCbOJ5cbJyKsflZXUxvVamp9JT5Wl2rRCqz/bL/pOT4+PMUe3XvkYILDxWp4131gnUmlMd2LPT7XRcYipvE9a5ACBDyA48pzmWT63JV9ondCBJpSIR6NMxXEoiJ4S7xmx2/5WCblx0ZTHGNt4Uj7iHnOkx6Gh8Oovqkam/9kM6q2aIZ7mezvdKLxmUac+vdT6TdMA0q1eu+1v7824/fJJTfRiSgmujWFwUj7CDoPzr7DeQ6Zg7t2AzCViaTD+OVxDF4YzGjbpuebMHBhAL4SHxTF2msiF6DI4XpAVndfSuk/AvgogBEAwwAeo5R+iVIaoJR+cCZ2MIfsMdQ8NKWeZDRBUVqvyS29pYzQ8YU/l1JxyE3iObhR1LUCK1JrqoNNsU62cm12epzY/CebsWDjAhRWF+pe431WfWValsXtd+tJrkF+PNXMMYcrz6XVQiYzmEajKJmExsNx3et8Uc/3r/toNzoPdYpMhXHR7ynwiGPJM7VcomwkH5GxiCBrdhmxNb+nuVdTlYoFtpzF5seRy44FqTUQZVeeSze+OYmd6Jlg59RwzvlxSGvCQzUzHJ7V4ohH4mlrnwsXFqJyc6Xl+/l4GL88blvbyBc4l95khlGhYWt1RraglCIWYKTWW+zVmaXpMrVxVdTUAuw8F1QXZGxeFA+xY+TOcyMeiWv9gw2ZWqKwNlvpXNOnCq5KiU5EZ/y7MgEPeFgF3vjY6ni1Aw1PN6TNGCaiCTg8DpQuK8Wa965JuS2QJLUpCOvg+UG07G3BULPegZtfiwC7Nrhz9fwN8/HQ/30IDo9DzAuTWaBP9E4gOpx5mzXA2kGcw6qMwhZUuy6NbelWvnslVjy8Ajf+2Y3iuZrbavDANx6A2+8W7cqMvUdnEpRS1hs4x4OmhOCgtg6TAxKZ4MLuC2g/0J7RtuOXxxEeDot1yuLti1knCLfjupejXm+43s93tu7HHgArAOQDKAKwkxDydzOxYzlMHm372tD4a3PvWIAtUOTooRXUhArFqeC+r96HTX+8SUjZZJmfvFi2ip4nwgnLTK0R3DHTCg63A3nl5hrRmltrLLY2gxNDOxgNVFLBqh2PkehZYfk7lmPVu+1dmzlpc+W5dO1G+MKT94MFzFlEI6mdzjpl7kTLs/lWGUwgSYao3kSmpI5JPWVCykkMYE1GueTWKD82ktqxS2Oa+3EmGTGqSYvl4yNqapNZPitnZkIIy1hbEC01roI4iOkGYpQ1TwZyBjMVuHGUFalVXArUuJq2GbuojY9kl0WwA6WUZWrzXVj+juU6UsUzpwD7jXK7JYCNqUQ0kVH2OBaKwelzsnOaDBBQlep+x2xmTEWmdjySsRnbTIKPdVe+y3QN8ePCAxlpSW0k2QM7xWYOtwOl9aWiplZVVZz91VnL9/AgkfG+YSx7kQMihBB4ijxaL+tJkK3zz57HwOvTQAyT3x0cCKYNHvP5ITgQFGUBPLi2/UvbsfYDa7HsgWWo31kv+o6Xry7Hhj/cIM4hl84f+8GxWcu29Rzvwbn/PjdttefXK+QxbpynpxvhkbAwxpu3fB6W7ViWkx9PE66qLPd1fsqzves/C+BhAHEAAelfDlcJWl9uRcveFkaEbK5TvmD3FHpQfVO1SaoJ6J1VrRbEVjW1RpSvKddlhI3Y+OGNWPUuMyG0IrqTAW+XkArcxVTUqEmQe2AC1hGygsqCtOZNVuCTqOJUxCLU6D4qsqXTLD8GNKMoTghNRlFeJ0C0hahuIZ88DBXrKsT71JgqbvBWmSxCCFz5LuGqzWEVqRb1rHbkQToNZas0abfO0EYhUFyKILOJaEJXg8nh8Dgsx7caVy1JE89GpiO1lFJ0HmLSQSOpECQiDfh1EBmPiGuZUoroRFQEFoL9QYx1jeHC7gtpPy8bdPy2A0efPGp6Ph6KQ42rIttfvlYzuFLcipDG8eCFHCziJEZkwOzWEZR9j9PrFOqEeChucmifzdpWbmyUiCSueKaWECLmAitXdT62+LWdbsGWiCbgdDtTkl9Z4q0oCqDqSWomi0Ljot84v3oLvRlJ6mcTViolGfLvbni6AYB2Tvzz/TpZvK/Ehzu/eCdu+NgNus+Q56RMPAemA/watGpnlkPmkM/XTB5LNaEiMhpJ7fZ+FfGyHDLHwPmBaW/LdzUj27vvQkrp+yilX6GUfo3/m5E9y2FGwImFMRsiT76RsYguyyo73XLImVpOMsKjYWHwocZU0R/UDrW31ZpJBHfYlHq68h6mAGvtYyVrtiTHaSJWpfWlWHjLwtQb8Y9SCLb/w3bc/7X7seTeJczpNoNM9KRBte/lx8QYdRXmNIHplR8D7JzHw3EWvCAWvWUJ2y+eqZAJt8g++1zY8c0dcOW7EBoKpc2wuvJcpkWbabIm6ftmynC4HBqp9ZiJuVxTaycRt3L4VhMqG7sEWHTnItHbGGDHwo7UUkqRiCV0dbrGmtHQcCij3+b2u6G4FN1iKR6Og6pU1DxHA1E0Pd9kawon75cVek70oOUls7mUnRSSny++cJcDOg6XA8TJxkagj8VCuUwWkEhtkgylqieLh5jkXXaxFkqA5FiczUxt1Q1a3eeVNoqSa2qtAl08GCYCk2kWu7zHcCpiKnoQEwAKoKqGbLv0Vjt5nJEg+uYlSy+4q3OyhRVV6ZzJnKST+vF5QL7fpmonV1BVYHnt8zYt4dEwKKWiB/GMgff5zuI495zoQcN/Npiej4fjc+Z8zTZkk8HIxMwFZIaah0BVqlsr5TCNmMPDt+PVDtEbHsjJj7O96x8ihKybkT3JYXbAx7vhIuW1daMXRxEeDqP/jLbQ5hnXeCSO3/zFb9D460Y9qU0u+l/+7Mt4+bMvs4+nNCsZBFEI1vzeGmz40AZs/pPNuixqxZoK4bZLFAJvkReLty/G8l0a8a27qy7zL+PfSQjmr5uve652m9lllsO/wA+3343V712N+756n+n31dxWA2+JV7df2WLFwyuw7gPrtEWARCiNpEs47U5Y95KdChSXwjJi4TjLPiqGqYIwwsfJkiyTNsqyfaU+1hg+OWbsgh2Z9CklhKSUMVuBk1pjptvpYW67Y51jiIwnDX6kc6omWM2nlaGaGlOFUVTZijIhBSYKgcvnwsC5Aex+bDfa9rfh8HcPi98+3j2O3/zZb/D6v75uua8j7SPMbTYD2RghBO58N2LBGE785AQALRvAM6BTzQ50He7CSFvqcgUZPJPGx6IsIS1fXS4W9D0negDoZe0OX+atZrj8WMi9I3FxjPl3E8fs3dxlcj7b7co4PIUeeAo9qNpSpcmPLfalfBXLKvNrLdOa2kwCLYQQKIqS0ijKDnJAy7/AL9po8e91+Vl9O6V0Ti8yZfBjzH9bNiZRMrjTe2Qsgt6TvaI13kxBLIyzOM5dh7tMmfRELIGTPzuJS29cmsa9u3ogm9hxg7bpRnQiiktvXIIrz4XV77Fwdb++Oc71h+v8fGdLarcBOEoIOU8IOUUIOU0Imbo1YA4zgsh46sggN+6R0d/IyKwc8eMLz1gghkQkgZY9LTonPzWmmho+8/6Ya9+/1tallmPt+9di/SPrmQU9IRkt6OctnyeyUVbwV2qyRk+ZJmOz+uy171+LNe9jBihFi7TWPbLhUEG1+buMEbG8eXlY8941KfcrHfzzGXEWmVqiZWqNEX5FUeBwO4ThUDZuzOnACXQsFGP1mYbMPt8vnnHj5MIqUuwp8CAaiAoyapdBG20ftXS61X+xFkTZ8OEN4ul1H7CPtfF9N2b4HR4Hut7qwmv/9Bqanm9imUTpnHKJsSy15zcMXndudQNxeB0I9LLjcubpM+g73Ye2/W0AgL2f3gsAGOscsyTLsVCMqRwyqctM9mGVW47wRZSnyAOH25FxHdd0RXe5UoPL9mU5nNvvFt8jjLmk7LnLmzQLS9NChapUmJMJKW0koblcc0Ow6Td2toVs/nOlamodbgfWvn8timqLhGGMlfyYG//xc5WOcPLxyCXt6UAcqY2i7MCJ3x1/dwe2/8N28Tyfi9z5WqbWiL4zfTj7y+wbMLTtb8NIR+ZBGyNkI6BUECUiaVqu2UGQ2tFIVqZuR588ynr/Huue1PfKx3q4dTjr9/O5U35v7+lenHv23KT252qDrPIx9gjPFOmuz7GuMYxdGkNxXXHKNnc5TB5Xk9Igl6nNDg8CqAdwP4B3ANiV/D+HOYiGp8xSIBmyhJBftL0nWV/Slb+jtY7hZIDXBAFm+bHutQTrP0kUAkopfCX6PolGeAo90+KUXLG2AgtvWYgVD6/AsgeWCRKouBVRn2UVyfQUenQZJQDCvZVnYOS2EhzpyLeQz00BOvmxReZJ54Y8jW7T+eWMlMSCMTjcDksJrsOjkSZOaq0mVC4r5iRuKrJQQogwUpIzvqkWi1by43UfXGciT8b9EqY3FsZFNE4tZYT+Sr+lLD08FMa5Z88hMqIFmozZLPYku54yOUaEEGboJZPauHaM3QXutIEtjulqlcI/h9cKynWRTq9TyI+tJOT8uKUitYG+AEY7RzHRPQGXX5Ify6Q2GdyZiXZFdnD5pR7Ic8Aois+5Vue1bHkZXPkuTdqfgfw4Y18AwsblZDK1vJ7eeL9YdPsioZKhCYrwSNhUI955sDM7N+IkhpqGMu7dbKV6uHzkckbv5dehnNHPBpysTNZs6PLbme2nQHIal42wWl9uFYGQqeDSG5dE0O9aR2QiIgJMF397MeMWPTIs7xMS1ISKQF8A+fPzU5ZEXU3ELIccJouMVsGEEEIZOtJtM327lkM2CI+E0XOyJ6WbsAy7SDqPiluRJT65GrNXakzV3WxjAeZESggBKLDkviU4+dOTAFhWVCbAmcJf6QdOaBkgjvWPrBdkyeiK7F/gR82tNRi9PIo197Ksa9ossNTrEWDuzCV1JabvTYd1H1hnkrtmA/8CP8pXl2P++vninJhqPolGxBSXMq1yS0EwQjFTBpN/t8OlZYlTLeRd+S5dptZONlx3dx3a9rWBUpoy2piIaUZK5WvK05J50dKnwJ3SUMEoPwZYdly3qKDMmIFncY37uej2RZbKhNBICIHeQNq+gVSlulY36eDKc+kkf+IYOx0sQz5DkjcrBPoDoh6WL951jtM+pwgEcFMn+dzxOsHRi6O2C7Bz/30Or33pNfZ9vQFdayYhP05mJ9MtBqcTDqdDzItzgdQuvHUhXHkunTcBR0F1AbzFXnEtpJMfxyPWPcetwANBpvOXRabWeD0X1RahqLYIjb9ijv7HfnBMZ9w3mQxYNBDFaIdZqWSH8e5xXHjugujZnvX3TSJTu/HDG9G8pxkT3RPCHT4aiM4KIeTzmjE7m8k1ZTV/8/EgB1m4mutaRnQiCl+pD5HRCKITUYy0j2De8sy7LgCsBCjVuImMRJCIJJA3L89y7rneM3dTgk253lyB5X3yOj/dmaZM9hNC/pwQois4JIS4CSF3E0J+CuBD0797OWSK1pdbMXh+MG20mk9wVkY2Y51jGDw/aGp1YzJzcjEjHL5gTcQSuih2ZDzCbmzJG5a8IPIUejB/vb6ONRMU1RRh44c3mqS9rjyXKcsqo2JtBRQ361c5mRuow+VAyZISy4ki1ee5/e4pGcYQhaB2Wy3cBVqPzVSZ2mlfSCe/Kh6MQ3FbuxXLz4tzbHFIuEQ2nVEUj2inai8TGYtopI8wszFjFt1Y03vDx29AXl0efKX6DJDxmJlqfQk7D2pCRdMLTQiPhtF7uhcdr3YwUuswk2DiILaZWkB/3Zlcj2MJ9J7qZTWMmZJan15+zIldukytVeadIxaMTapv7blnzolaWZ5ZkhdULp9L19IHMNc5A0nnVcO9uv9svzhenLSueHiFzpndKD+ezUwtUYjYl6kEs6YL+WX5eOAbD6BiTYXpNUIIfCU+9J7s1WpUk2jb34aO3+pj14lIIisVCFGyy9T2nelDoD+AWDAmyBsAE4Hk2XBjtvLcM6mlrJHxiMmpu/nFZlx8/WLK98mv82BNqhZZPSd7cOwHxyxfS0dqrTLhilPBsgeWAdDc4WOBmCn73nuqN8WvmGZkcgtNQQCaX2zWNrsOciDR8ShceS54Cj0Ij4SZoZ1N73A7pAs6jXWNAWDKsJTrgGv/cF9/kM7phd0XRODvekampHYHgASApwghlwkhZwkhrQCaAPw+gG9QSn8yQ/uYwyzhyONHAMAyEpw/X8tUxoIxXfRQjeon6chYssWINLrkmtSFWxfqerJmiukibuWrU7cSAszRTcto5yxExAghIqhgJF1yvW02TdZLlpRY1trJ4AuOWDBmSbC4gRSHkEhb7IM7n9UIc4JlR9iE8ZWNUVAilkD3sW7hxmr1Xb5SnynYsGDDAlS/q9rcU9YwnrjxkwziYMZU5589j5c/+7LmZhpXrbdPSoKNEK2DpDpa42Kl8VeNiE5EmfzYIpBgAmGO1/LxkuuWPYUeW1KbKuNy+qnTOPtfmdUnqgkVR588KuSN/PhYBZq8pV5NfmxRU8vPR3Q8iqYXmhAaDmHgPCuRuPj6RbF4d3qdKFlSgtKlpVqmVjKKEvLjLBePUwLRfstcyNSmC+Dxsbf3r/ZiqGVIPD/UNGRyto5H4ml9EbQvzr6mtvNgJ849c060aQKA6purUbpMP0fz+0225meit62EdIZ0gMGVXDqcRjLGJbpdb3WZfjelFA1PNaBpdxMAexOxJfcuMT3HS0/qH6qHK9/FaootWgjxmuCB8wO49FZqQ6aM+1HbDJ+ss36Gza18BK5lRMejcPqYg/6lNy5h7NIYjv/oeFafkY7880CLr8Q3q47v1xPmSgAmMh5B1+Eu8Vjer96TvRhuHZ7d+94cREZXAKU0TCn9N0rpbQAWAbgHwGZK6SJK6UcppSdmdC9zmHFQSkU0msvS6u6pw6aPbELd3XU6IxSARa45MQoOsZt6YQ1rHj/UxBZJhGgytOUPLcfmj26e+R+SAWq31dq6Jbv9bsxfPx/1O+vTfs5syXp4hpYTvkfnKwAAIABJREFUAhmC8LodGZPsJfcuwfoPrk+5Dc+kRcYjllmaQH9AdwNN1ZOYj5PQYEgsei23y7M2Cjrx0xM69+RE1Jr0bfjDDbpa8FRwep1mUmuxIJBdnz3F2jUgjKIMIIp1plY4u8pKZsMCWLTbylB+TAhzWo6HtJYZvKbWV+KDu8CN6FjU9oZsfJ6qFBcPXhSEt+mFprT7wF3TOeGMhWIgDmKZrSxdWirIVjzKSIV8Hvn5GGoawvjlcRz+zmG8+fU3RUCAz0uxQEwQHP49cqZWyI/TZDimE4Rov3kukNp0c4FsKHPsSevsIsBICE3Q7DK1RF+HnmnGPBFL3eN3sqR2ptH4a/vsyET3BNoPtCMyFmG9saXf5ynyYNGdi7DhQxtSGvwUVhdi/QfXi0yt1XeER8LoeLVDeGJY7kvPBHr39uqCGJkgFophpD1pppXBPSYVAdDdM+cGT5hRRMYicPlcTO0F4PmPPS8CdRkjzXEK9bN1W35Ffk5qfI2j9aVW9JzoMfVyDw2HMHpxlLV2msWym7mIrMM6lNIYpbSbUjp5y8Ac5h4oy2ACQOnyUvGc4mTSXaPkafzyuCAhHQeYXG3hVtbzdayTyWGIQnSOvFfLhLtw68LUTcw5ZunnCCdi44KGaBmZ6V5I8yCGXY0gIURHvERLH4tjwrP0g+cHLbObHFw2bMyiJCIJ9J3pE++zI31OrzPlorjnRA/q7q5D/c56KA7FLD82fibVZ7xoQqsVU+MqCzIYforD7bA0kOIZCnnBJ5MuuWwgU6MogB0zqlJ0Hupk+8Vrat2sppaq1NZ4qed4j+7x6MVRXSuvsUtjab9f3h7Q+sfKx42TTJfPJY4NzxjJqhDhZJw8VuNdrMY22MeCZtxkhbfzASAcqGVZn5B4zvK9nZ+zuSA/5uPUjmCseHiFKDMJDYdM0f3h1mGoCVWMnUxJLVFYTS0/9l2Hu/DCx18QgU8ZvGczhxpXU/oCCFKbwixposdCHmw4BH0NfaZrwijhtSXiWY4peX+Ez0QSa9+3FmUryjKuV7bL1ALIyPmZZ5TbXmlLu628ny/99Ut4/V9eh5pQM7qHh4fDsxpQmoto29eGo08eRTzM1AebP7pZSMy7387OiTpdlpCXimz8o43WG1wdy665jTkynI3XFVdp8Xlmyb1LrvtrL6dVuAZAVZqx86OdHDE4EEQ8EofiUnDTJ24yvW612HD5XLoJs+pGVtvIFwhpazyucsx2ptZIluT2R9nIjzOB7NLp9DitW9fwcysZVlntQ+HCQoCwDItdBnL5O5ZrmdpADO37200ySL4PXH48mZt16bJStj8wkw8rIjncrhmlRCeiwpTGVn6sEMsaN042dTcc6U++KKU0C6MookkrT/3slNgvgGX1+Tm0IwGX376MyFgEZ395FoloQtRmTQZyFt04Frf//Xbc8+V7GOEhLBDAZcrydpWbK8VnyDDOWfGQJoclhGW/ug53mUjtbEvG+PWZKUmZSaR1Zi/1YeuntkJxKggNhXSSNoB5NHQd7tJIbYbyY8WhQFG0FmC83rXzYCcGGgegqnqy2PWWJKVLSI7iFqfOU+hhAdYJe6fu8/9zXvydiCbQ/mo7hpr1mUkeAJLBFQcA0H2sG8d/mJ1E1O6zrEys6nfWp+xXW76m3PJ5V77LNks9UwvZ0Yuj4rqKjEUyuqYaf92YVgYN6K/PQH/AlrBfjRhqHkIixgJtLp8LTq8Td/3TXfDN82X8O8XxSXPIYwGmjjF6SeRw7YKPDd7hhM8LNbfV5Ejtld4BGYSQHxFC+gghDdJzpYSQlwghTcn/S5LPE0LItwkhzcmeuXND23oFwHuFZgIuTbiw+wIopWh+sVksqCNjESzYuEBzO5YuDr7YqH9Ik+U6vFpWysqw6WrJzE4as5WpddgYRRkztVnuT909dVi2Y5nla7q+m1bSYonIyiRmuM3cy1BxKJqDs00GsqCyAAULWUY3Foyh4ekGvPnNN3WLQtHjNGmkNNXxlTZTC41g+Sv9rC446TQsjKIssPBWpliQAwNqXGXXUwr5MaDPtGaCirWaEVA0EBWZr8KqQrHIEdJBC7S+1IrWl1px9pdnTVnXycBKlu0p9LA2LQSi5QvP1MrjYd7yeSAOYqq7a9unZZYo1XrUiu+MqQgNhtB3pg+AZjiWSQnBdIKPxzmxOM/AtZMQAl+pD+GhMPoa+kz3kehE1NaROBWcPqcY2zzY2vZKG9785pt46TMvmVQJun1Kkamt3VYLt98tgjTRQBS9p63ltpRSnP6P0xg8P5jV/REABpvMbVfStdKRW93IUnyuNuBwF7hRuLDQVM4DaNdC7W21lp4Tbr/bUn6cKYzZZzEnpYDcwzc6HhVGcOlgmTFPgXPPnEvbgvBqg1HlwA3aIuORjIjH0SeP4tDXDomSEjtEA1GdwZod5kpd6NWIK33sRH9ui3l9/PI4jv+ABeHcfvesGiTORcwpUgvgJ2CmVDI+B+AVSmk9gFeSjwGtZ249gEcBPD5L+zj3MMm1fdfhLpx75hxaX2oFpRSRsYjuZitfyLyeUzYYcnqcWhYxeUPm2RYgg/Y5Vzlmi7QLUmuRFZxKprZ0aSmKaossX5MzMxdfs3YJ5SRQJmCyZFV2uZbb+czfYO1+zevKwmPaAnH/3+wHwHoqc1fWjI2U0sC4ULci3Js+sgnrHlkn+htzqRdv6WN17dXdVYetf7UVmz6yCQBEZjgRTejlxxY3ymx6+RJCsPCWhShbVQYAaNrdhO6jTNpWWFOI6puqAQAnfnwCLXtbMNowit2P7dYZS7W/2g4AGbU3CQ2FcGH3BfQ32pNfGqdsTrDyVSNEqAt4nawcSKCUwuFymBxC+073ib8TkQSoSi0zh7wHsCvfhV1P7Jp0+5XJgs+FU3E9ny5wCX86BY+v1Ce2MWYVR9pG0PIS6+Hq8maeBcorz4MaV3WEteNVdu0Onhs0tYnhUNxKyvIBh8uhI3YnfnwCR757xLJN11DTUEqHbyvw68JqHjWqL07+7KSuNd2Z/zyjez3QH8CeT+7RZaKrb65O+fvWvHdNykCM2+9GIprI+ndxyPsCAMd/dBwte2169CYPgUyiw6NhDJ7Prs8qPzdWxly8TInjWssw8UBI7e21otWip9CD6Hg0LfGglKLnWA+GLgxhpDV1pV8sEEsZdLrmkwvXOBLRBE7/x2lcPHjRsqzk9P87Lf525buuuesoW8wpUkspfQ2A0cXgYQA/Tf79UwC/Iz3/s2T/3DcBFBNCKnG9I4vxfOJHmr9XdCKKRCQh2iYYP4tL6uQaWadXi8jzDNaCTQvE69ey9BiYPdLOAwpG6Z6R1E5n5rioRiO7ViS0eHGxdTshqt9GfF6SPMeCMZa1s4DHz0jtuV9rLTrk8TTcwhbDU5EfyzA6kVqREV+JD4tuXySyf7w1D5dKWi0YHG4HylaUoXx1OXZ8ewdqtrH+yYlYwramliNdL18rrPvgOgAso8lN2hwehy7r1firRvTtZeRw3xf2mfbBWDNvhbO/PIvxy+O4+Fv7Vig8U2t1XPhYlVu+iPr95L44vU7EQ3F0vKa1leHHHtCIh5yp5UGD4CCrGbxSpJL/vrngQMrd6u0yn0sfWAqALbJTnXsub09lBGdEsD8IUHO9NZBaxqzGNPWDVesbh8ch2oMBWgDNitROhvid+jmT8Gcyr3Qe7ET7/nbb1w999ZD4u/rmapSvLceyB5elvD+7/W4xlq3Aj53I2kwBnFSNXhw11c53He4SpR9yhvrId49k/PnxUByDTYMYabMnZIH+ANpfbRcBrmsFxjnVv8CPspVlWHLvEuSV5TEZd5rzJ/ceT9deLRqM2pYIAWxecuW5rvkkw4ziCvHEWDCGy0dZZ4HRi6PaOZT2R040KQ5Ft3a7HpHx3ZcQUjaTO5IC8yml3QCQ/J/r7aoByMUxl5LPmTA6OoobbrhB/HvyySdndIevJIyT5eUjlxHuNt/0AT0p4xItu3owvsiQ3+P0OMUinMNTpGV67QxqrhXY1SdPN/hCj8b153aqmdpUyCvLw62fuRVEIVj7+2tNn+0p8CC/nC2c5UWlvIiW20DxY5VqTFjJBK1MdzKuOU0D429KRUZEvW+SVPGa2nRwejSX5eGWYV1LDauFDc9uZRMQ8hZ5TQsaxanYRu9jgZhoA8Gz47y3tB0yXUSrCXtZNlGITjJPFILKTVoc0uF2wDfPh+BgUN+2QPpunvGRSe3tX7gdiksRplNXOpg2F2pqxTGwOW3Fi4qhOPW9jK1IKA8+ZEPU+Rzw9uNvm15LRTa5UdTS+5ea2vkAQEFVAXylPkSDjGjxa8mKFGXr8Csj7TyawaUgkxJfiQ83//nNKKgsSPGO9ODj6tUvvYqTPz1pux2/tlNdz03Pa87msst5w9MNOolxPKxv5yRn33tO9uD8c1oNs4zoRBTt+9tTSvH7z/Zj8Pwguo9lZ5w010FVije+9gbe+tZbAJgrMcBa6ZXWlyIWiOn6lVtBlrPLY8kKPFNrN27zyvKw/pH1KKy2D5jkYA1+TBufacSZX5xJs/X0o/WVVp1Sid/ndSaTgyF4Cj3Y/qXtKFlSIsbb9YpsQso/mrG9mBysrmDLWbyoqAhvv/22+Pfoo4/O8K5dOcjN4dWEimM/OIbOpzoRj8Rx9ldndUYTNbfViL8FqZVuYPKFw6NBsnTRatEstyaYt3zeVH7KnMesWaeL4FxqUjudmdrKLZUoXVaKhx5/yDqzSoDCWnaTpAkq9qPmVm1MEUKw/hHWOuiOv71jUvth1VdxsjW1xqyVUXptJMryopCPdWOf2kyOOf/ctx9/WyfztSS10czlx+Lz3Q7Tglk2EbMCXxTzIIMaU1P2sDz2A/u2LzJSyY95Pa2c0ZQXd3nz8uAp8jDJXTLDU721GvFwnLUjOdUrSK08TxGFwL/AL47nlSK1fDxmEuyYaYhAWIpgxKaPbIKnwINEhElarTKeXAaeTRBpw4c22L4mz5njl8eFsgDQMrVyT3MZhBD45vkwfmkc3ce7xdi1qjO16rU+XZCJudVC11gnLJdKTKU2T8xBoTguvXkJiVjC0jjq/LNJoklZIO3wdw+bggnGmlc1rmK4ddiUtY9H4rqSJJlgdb3VhYnuCYxf1tcN6yB7CFCq219jQBzQHJqNSBd0m0vob+wXTu2APrhrVPzYQT5OoZHUmVohP84lYmcMiYj1/DjTmOjWX6f83ila+EUTGLs0hoW3LoR/vh8LNi4wfcb1hmzuvlfqkunlsuLk/zxscQlAjbTdQgCXZ3nf5hwuvaG5Dg5d0BYML/7Fi2jd24rOg1pyW76BcZMGK6KquBRxscjSBlmSdsPHbgCgz6Bc69p+btE/40geRquaWi5Nmu5MrV22TXw3IcibJ/3+5Fcbxw/PcMqy9VQzya4ndmn74FTsSe0kiIvRyKxycyXu/ue7te9LQSR5liQyyqRjVLWXHxuhO04yLMqqJiM/BqyJVKpzONwyDKoy0yXfPBa0mI6bdqoMtjhWyf8cbodpjvAWaueoaFER8ublIRFJ4PV/eR1HvncE5/6bSdON46ykrkT8fcUypTz4NAcW32Lxk2YOFg7ZNq66nNRmE2TxFemDYDJJlWuljcSTZ2pTXVPNv2kGABz9v0fFc6la1AT6A5YOxKlgbG9khJxF6z+rZbcTsQSG28zEcLrk8MZx/eY33sTeT++13Z5Sisb/bkTf6T5BPMPdYcts+cGvHMTBfz1oUsvwljQ3/+XNAFiNtnF887GTiCXQ9EKTLvAtI5OMrBWpDQ2H0PBUQ1ZGdgPnBqbk5t59vBtHv380/YYWMPoTyO0BeYBAHkNWkK/H6Ghqk7JoMAqHd3rv/9caxrvHdaZnVyv43MTndR6cEoGn3BDIitReqTv1/wD4UPLvDwF4Vnr+D5MuyFsBjHKZshETExN49NFH8dxzz8383s4BDJwfwMXXL6J5T7PpNblmNjoRFTIvPiHKi0We2SqqKULFmgo8+J0HRRNx47ZcnizXKc6FjMVMYKZ6w9qBH3NjvRVRiDDbmPXsFDGMlQxuqPM3zheGGalw71fuxboPrEPxkmLTAmz88jjr92iXDcwSeWV5yKtgpNOYyZXHLz/ngYFA1gt9OVIvI5VRVLYLYaNMm7e64SisYWNn57/tFM8Ntw4DVKt9llUeALtxNvxnQ1aLQy4/TlVTyzNrDrfDdFdZtlNz4972uW2mDDnPgPB5pnILky/LxzidW+hMwb/AD8Bcq30lwMdyOoLNSa1dKQXPrGYzHt1F+npYmYypCRXHf3gcux/bbdo34Sie4rq+8RM3AtDXWRtXMV1HNOn6/r/Zj/1/uz/jfQdSn7/+s/26zKQcsGrf346DXz5oIl+6YzeFVZSxrpl7DNiScKoFyaITUYxfHkfnU51aJjeJRDQhiJgsF37rW2+h73QfHF6HkDRO9E7YuiZ3H+3G+WfPo2WPZj412qkRvNBg0gl7f5uu7ZF8TKx+Cw8SyNlPO1x68xLGu8fR8VqHTmKdLS4fuTzpcyW3nPKWeHXBRWGGmIbUyuoDLrdPte1cKHmYy7jw3AXduLxawa/nsc4xDJwbEPdFsTa88vHUK45sroQZjwEQQp4CsB1AGSHkEoAvAvgygF8QQv4YwEUA701u/gKAnQCaAQQB/JHd5/r9/mu6jtaIN7/+pu1rsvwrHoojvyIf3hIvaIKKqCzAeuUZ5cNG4uR0S8OHmLe5VkmtwCxFxapvrkZpfakp40cUgkXbF6HjQEfGfYonC+MClJOWFQ+vsCVtRtz4MbYgTWdY4S3yYtGdi9B7uteUPTz6JIueB/oCU5YfcxTVFCHYFzSNV6PsOn9+PtS4ioHzzEQlXTabw8r0BjBn0XY/tlv8na27M1/UVG6uRMV6ZjtAFCKMgLY8tgUXjl+A4lCw/g/W49TPTwkzm6LaInQf7TbVbgUHg2jf1472fe26DLrdb+n4bQcioxH2e63cjw3nPRFJmIyDvEVePPidB8U8YrVYyyvPQ0EVy/6VLi1F99Fu5JVr14avxMfMimYZK39nJUrqSnSBvyuFVP1eZXBzNruWNdxQKJu53HjOdFl1ClEv3X20G1U3VImXErFE2u9ZdMciHPneEWF+U7m5EpePXsbZX55FxZoKlK0qQ89xVhMqgjQZLPSCA0GhvOHjNDoRxetffh2r37NaJ+u7fJgJwhSXgr6GPhz62iHc+ulbMXCOzQuittvjQCKSEEZ/U4VdjXw0EDWpUAB2TfLjGR4Ni9rj9gPtWP3e1br3c3BljJpQRRba6XEKr4zoODOp6j2juUG3H2hH+4F2tL7cCkDvm2BVonPmaSbZXrh1oek1o3RbRnAgiMELg6Z1yejFUSRiCZQsKUHvqV4xP08Wra+0Zrzt6MVRdLzWgbXvX6sd66S0eP0frEf1TdW6kix+HLlTux3kTG26Nk45Ujs5xIIx9JzowcKtC68aEy0evBZtwwx9xLNpvXatIpuV0+dnbC+SoJT+PqW0klLqopQupJT+kFI6SCm9h1Jan/x/KLktpZR+glK6lFK6jlJqdqW4DpEuMi9HQqPBKFx5LiQiCREN5RdF5abKtKTB4XHg5r+8Gf5Kv07+x3Gtklp+jGdL7mOS+vLnFSLatmRKsKZvp9h/9TvrUbWlKiuCb1VLZQWH22HK1PLIpB1RTIXqGy195AT4At8OeeV5iI5FhQtoqgWYEbd8+hYsuW+J7rm2/W3ClMV43eoCRhlgwWa26K67pw41t9SIz7zvq/fhoccfQn55PvIWsTEUHtYHCvgY4pkUDk4OMsF49zga/qMBoaGQ/XVP2D7xBXV0IgpfqT5w4Cn06AJjVq6781aYa/V1qoErtEBxuB2ourFqTsgARd1ymjmYZ2rP/fc5xIIxvP4vr4u+xrFQbFI1tYQQVG6phCvfhXu/cq9JRcDl7sbMWybyY55FjY5HobhY/W08FEfrS604+XPNPOniwYs48HcHxOPgYBCHv3PYspyh60gX9n1hHwbOD+iCgxO9Ewj2B3Hs+/p6ck44+JzLy3z4MQ8OsYAKb2nm8rlQsY4FmqYiTdeVcFjsT+/pXux+bDdCQyGMdY2JMgmAlU3we7wxGyq32+HEVw5wufPdcLgcUFwKYsEYqEp1Rm4cokWPzekz9svmZJqqFC0vteDtx9+2dkKWDpnRqRkAml9sRtsrbeg9yRb6qbwBMgHPgPN9S4VLb15CLBjTKR1k12OH26G7BoUxn43j+Ej7CBqebtC9blcaACTrlAPRlK7iOVij47UO9DX0TUmmbkQilphRA1HjvY1fQ3xumMy66FpDxithSulV2xn7epIfGzNb5WvLdY85oVATKiIjESSiCV2mzel1YtEdi1JKsLgZUGFNIcpXl2P732+3XEhea6R29XtXY90H1l3p3RAghKBkSQm2PLZFF3mfre9O9ViG0bwgpbGIhIFzAwj0BnRSLb4AW/k7KzPdVQE7ifayHctQXFeMeStTG5t5CjyixQmQWY0Yx7zl87DoTr30uuvNLrz9+NugKjVF47PN1NbcUoNt/3ubzjWWX+vGa1Mm17ue2CWIZfOLzdj3hX1iIdf4q0axXTonc/l1Na5ay48JAVWpbjwYt/NX+nWPZZMaDquslJypmAuk8kpDcSnwL/Cjdlttyu34Inuscwx9DX0YaR/B8R8dRzQQxZ5P7hFS1WzGI1EItjy6BQ98/QF4i7ymLBInVePd46bn08mPuWEhN4uTs2ByUObUz07p3rfvf+9DX0MfWr/XqiNXoxdHcfwHxwGwDOvFgxfF9/O5Ro2ruj61XF4qm5xN9EyI38UztXV31WHzo5uZemJNsmnDFOSBnkIPiuuKTc/zLDsPto10jKDp+SZmDJl87fyz5wVRJQoBpVT4Mcg1sJwQHvo/WkuiosXMR4O3U+Kk78JzF3T1ylw9kSpoKRNqntmlKkXjLxvRc6In43sDhxwksCLaU0XaIAQfq7IhVnL+lMcmRzpS23W4C5GxiC7wmCpTGxoOAdQ+4JGDPabqfRAeCZsCRC17WoQ/TaYIDgZNc6EV5CAVR2yCjY0cmdVwbbEOG3D58Tve8Y4rvSszju639QvtRbfrF9Ldx7vx0mdfEjbhkfGIbpFZuqwUZStTd2/a8KEN2PXELtvoPY8a2sk9r1b4SnxzbvIghKByc+Ws19Rmkw2rvqlaXw+c4Vv5zVx26uQLyemU2RTVFmHb57ZZEiiO9Y+sN70+rz47d2+7z3/r22+ZDFqylZMRhaB4kbbgpZRaLqoAduzu//r92Pm9nabXggNBdB7qNN3wu493g6pU3MQneib0rXaC2gLfjgAThWCgcUCQaGPmGtCyxhxW15tO7m5R9nAlXCrnGgghWPHOFWml0E6vU2xz/IeM3EXHo4IAceMehzOL+cVwfRvPoZ1rcSKaSJuplRfviksxjXExJlPMMfIC8uTPtOwuTegXjfI4lmtD+XwkB22DA0GR5R3vYp/vynehakuVzqV+KnD6nLj1M7fi3q/ci9v/5nbU76oHYM7k8d8QGgrpSCcnUlSluHToEl753CsYbhnWZWq5Mob/n1eWJ65JTmpHOkYw0TOBC7svYP/f7Befyb9LNqM0QibQfP3AJe4AEOjRz4MD5wbQste6FnKid0KM2ZmCVaY2OBjE0SePYvDCoOVY5deM1fzLTaPCY2EEB9jnyESez7s8A+f0OlO2ReIBFLlXaQ4zh+5j3YiMRaDGVZz5xRm07deb1PFzmU07y8ZfNeLCcxfSbhcPxU3merFQDCDJHt65MQAgA1JLCLmPEPJ9QsjG5ONHpdd2Jv89RAh5hhBiXiXlMOOQJ1Zjo25jz6qRthFERiOi7mTdB9fpHIsX3myuc8kWd/zNHdj4kY3XfsZkln9exdqK9BtdKaQ5FqX1WgbRblzwSD/HqvesAgAMnpfaI1TkC6lttjCqD+T2Q+ngcDtMMsrl71ye1fc7vU7UbqsVv4tjoHFA3Kz4Qjkbt1nb70shSXPnu3WL8ls+fYv4+9TPT+H5P31et337/nY8/7Hn8cInXkCgP4ADXzyAUz/XsmHyYjUeitvW1MbDcRCFYNcTu7D6PWZ1gck9O3mj9pZ4RfCtcrPW25ZLQGVSm64HZA4a6u6ug69MLwGPhWJo/HWj7rlsxqMxC2W8Bwm1kCGjl4gk0pZRyAs3h9thIsycWPHnV77LrOg4+ZOT2P3YbvSe7NUks2ABXjWuClLa9ZaW+SOECDLLs2hrfm+NeD08GjbJ960CjVPJDhFCoDgUeIu8KKopwuI7FwMAjn3/mI588exsdCKql+5KMsv2A+0AgJM/Pyl8CgBNfuz0OFF1UxXu/ue7RSCBk9rxrnGT0VE8EtedT74/bfva8Na33hK/W17sczLNZcMATN4QHa912B6PQF9gyh0W1ISasncyHwsyeLsxfgwB/XkNDgahuBQ4POZ7Bg9sRsYiYjxx5UD/2X4RTBpsYvc8T6Eno97u8v31WgVVKYKD0+iVkGboRANR073k8tuX0fxisxh3VnJ4IL2DemgoNKng66U3Lun6SCciCTg9rEex7LJ9PSOTO9XHAXwGwCOEkLsBbJRe+xKANQDKAOQl/8/hCsIoQzESBY7h5mEQhSC/PB/OPG0hOR2S4byyvGkhx3MWNi12ZhrcwXYugpMRu0WpLqtpc9iMi8AFGxiJ4S6WsVAMgb5AxjW5HCveuQKFqwtNC2DuVpspihYxGV7VjVXY9cQuXTBIRqpraP0frMeSe5aIGjuOQF8AIMBd/3gXNnxow6zLyeyivAULC3Qu2wAwcJYFxDoPdQozHpnURoNR62sjg8uFEIK1718rHnuLvShdVoo171uDLY9twY5v79ApRHgW7Er1pr3aUby42JQdA4VQ8nDIrWvSwVjTyGtoTdsZatLVhJpW3SOf59GOURNhDvYHQVXWD7V+Z71OdbTlsS26bY/82xHbVHR0AAAgAElEQVTd46GmIR0xHb88LuaM88+ex4EvHsCBvz+A8EgY+fPzsejORdjxrR1iX9S4qmtfNB2BKRlyRhPQX7NWGVm+IK/eyjKtwT6NEPAF9UT3hO58BfuDCPQFEJ2ImuZLTmoBvdSbUiqIoZDXJusKz/znGeYYnSSHclY4FmafNdSstR7MZqFvN//KsJJsymh6oQknfnLC9nVLUi0NUZ4llw2xIqMRuPJdll4YrnwXQNjxM7bduvj6RbFdoIfdD9x+d8pMLTfEs/IZuNbQ19CHxl812vYytoOd1Dsdzv/PecvndYTVZmilC7ac/dVZND7TaHo+PBJOKaM/8ZMTePvxtxHoCyA0FEI8opm7XmvlfpNFJkehn1I6Qin9awD3A7hReu0OAH4AYQBnKKU/m4F9nDKu9Zpa2a0vHo2DOAjWfXAdHvjmA7bvGbs0BqfPCaIQfY3aNZ5czWGSSBPVrN1Wi4W3LDS1HbKCbb22YezJJkJjXWPY88k9AMwL7nTwL/DDv9SCwGYz1gkwf9187Pj2Dmz+k80pN12+K3UGlygEN/3ZTXjo8YfEc8Ntw8iblwdfqS+rDPJ0oaCyAIu3L9Y9N3/DfNz5t3eabtCn/+O0+PvEj9iCUCc/DsQsSSYhxJbgyPAUerDi4RUAWJDk1s/cyozrFGIpy3b6nKaMSA6ZgSgEq969CiDAbZ+9TfQbNyIbIzpj5suuZMOYzaAJmvZ7jK8rTgV3//PdgrCOXx7//+zdd3hcZ5k28PuZKs2M+qhLVrFky3K35ZJqO06xneIESIOQGJLVR4ell91kCUuWTWi7HxDwxyYhYSmBbBZDAgkJgZCKTYpr3Jssd6tYvb3fH0fn6JxpGkkz0khz/67LlzUzR+e8M5o5c563PI8WUCkt06wxBVSAgoWhZ3gs//RyuDPdlsRVakChq7kLpReVWs4TbcfbABmqUe5I0d57TQe0dab+mUNBtOW9GmLt5UgFZhI2vxbvPPmO8bMeGPZ3aX+H1EztM9fb0WusjQ53oX/ohUN44Z9fQF9XX3BQ6x0Kat/+ydC07d72XiMw1j/f+hRk/UJbH9GyjNR29UEpZZl+Gy7JTvvpdrQcabGMiIYb9VZKYeevd6LlSAvefuxtSwKxQG3H28I+Fu4YIoL9z+7H4b8cNt7r5nNkd0s3XJ7B1y5wKr7XBYfbgd7OXiOo1Tsrupq70NfVhzcffhOH/3oYjhQHHCkOnD92Pmh5iq61UXtd0wpCD15MJfr7JFKQH0q4UVN91PfQC4fQfqodu/5nFxq3NBp/y3AZ4c0ivQcj3q9Crz0/8vIRnHjrhPH5DNdZ8cI/v4Dnv/Q8+rv7je8+duxqovmmMuahKaW+COBR0+0OpdQ9AM5AK6uTkKb6mlrzh0+fjlB2aVnEnkw1oIzHzcHDlJ8yPIkFrqcYT8MFIw63A/lz86PaV/b0MFOlAr4HbA6bcVH04r0vGvfPvnk2xptRxzmKta6BGX2nXRI6WY/YBNXrtHVxTQeagkadohGrYE5sgjm3zkHxsqE1rXUfsgY4oZLUdDV3oflQs7ZOcfDU4fF7Qq4hFJtEPQLty49yFF0AqJHX9aVBAvhn+XHND69B1vQsyxQ2fWYCAMv7Yjjm3wO02ULefC+mXzndcn/gRd1A/8Cwow2h3lcev8eY+dB6tNUI6lIyU+DOcCO7KhsLP7jQ8t1mvljMqc4xZoX09/Sj/VQ7nvrwU1ADCqlZqUEXi/3d/Zb73OluI2jTA+e8uXnGNubPw1guPAM7nczMmcr1gFKfSpySPfQ3dWYMXRO4MyNnew85Uju4Dto8Cv2nr/wJbz6krW3VMz7rr7X+fFuPtWLbz7ahcYtWDknsgv6ufrzx/97AO0++A7tbyxJsHqnt6+pDd2s31IDCC//8Av769b9aAntzINl6tNUIGE5tPYUDfzyANx96E/3d/VFlQ97z1B5jf10tXfjd//kdXr7/5ZAjbt3nu7HriV3Y9rNtxjHNwfj5xvNGx23gd53dZdfWybb1DNWS7lfo7+3Hc194Di994yUce+2YUTpJLwsVrkyRPlJrniEwVUVTdUINDHVoDEefNdDX1YfDLx5Gx5kOHH/juGXmwM4nduLc/nNBv2sOTkM3JPiuA88fGLZ2cmBlAvPSq1CBcmdTp3FNkl6cuDP5xtOwQa1S6jcAICLFInL74M8rxfTOUko9r5T6p/g1k6LV39M/7BenHqDoJ17OxR+lJIn/F35wYVDNVgCWJDSxSIQS6qS98qsrg+6ruKxizMcCRtiBM8JRXd3i+sXInZUbdlM9AOjv7h9VErI5N88Jm5E7MLiOxuybZmPmdTNx5beuDPqbLv/H5UHbdzV34aV/ewmNmxvhTnej7sN1WPbJZaF3HqfPS8GCAq0mb6YbJRdM3LKHqrVVE3bs0Qr8DJjfg+bX0psbfYdL4IV8bm0uVt27CjU31FjekwN9A1ADCk99+Cm8/h+vA2r45ILmx82dW3anHe4MNwb6B4ypsSlZKcZIf2ACstKLhmZDiE2Macrnj5/H3qeHLjzdGW5Lh4nH79G+Y93WoBZK20/W9Cxc/cOrsfRjS43HldI6kEsvLDU6sUYjVOKhJR9dEmJL7eJeXxJgPnc7M4eC2lk3zMKl/3ypcXvt99Za9hEqqO3r6oMaUPDmeo329HX1GetM9eVOSmlJ5fSR2cbNjTj8l8NGwJ2anYrerl4c/7uW2NKd4YbL57LUbz22+Rj++Lk/YutPtxpBgnkt77l95/DMPz6DPU/twYv/+iKOvHQETQebjGnl0UzHVAMKZ/ecxZldZ9B8uBn7n92Pnb/eCUAr7XPirRPoPt+Nw389bEyX158roJ3/etp60HGmw1I71OlxYv4d84OSbopdhoLawfPruX3njGDHPHKsD1CYp5jqBvoGsO1n29ByWAveQpX8m3L0y4MIp4i+rj50nuu0rHsNxbxcBrBO7dd/VgMKB549gFfuf8Wyrd6RCoxspLZpf1PE7N5qQBmfl8DR5Z62HpzbGxxcN+1vgtgFJctLguo3J6uo5hSJyJUAtgBYC2AxgO8A2CsiF8exbTQKfZ19YRPErPrXVVj9b6uNL339A2Q5+Y/hwnO4TJs0NhOVeTncxUHF6qHgMhZB7bSLgkc0U7Li1+EyktdzJAHwSLY1Zy4dTbZwR4oj7PMIlZ05syITlZdbsw6bR11cPheqr6627HPdD9Zh7f9dC4fbYQRugWuCtSegBZihOkCA+MwCERHkzcnDjGtmYPXXV2P+HfONC8Bw2Z/jJaM0Y/iNEpz5727u+R9LQh49ABSbYOkntGCvYFEBBvoGjItPfc1uNNOP135vLdb9YF1Q51ZKVop2UTv4/aZPEQ4lMOeDXq+3t6MXDa82GPf7a/yWz0dfd19Qx7H+Pkv1p8Jmt4V9n+fNyRvTOdw8WyZjmvZe88+yBk16Erqu5i5j+rH5HOrKGTq+J9djWS5id9ot644HerQL67IVZViwYYHRCd7b0Yuu5q6QUyP1bTrPdloyRgeOQHlzvWg+MBQcZpRmwJ3htgStZ3YNrt03ZVPWr1n6uvpw5MUj6O3oxZ5NWubYU9tO4fXvvj60bYRSOLo9v9uDV7/1Kv74uT+irbENTQebcGbnGaMU4tl3zmL7z7fjzK4zOL1De4+e2j60/OXk2yfx7GeexZYHt6DhtQac2nEKvR29cHgcIWf1iAgcqQ70tvVa3uvh1lHqI7WB36+NWxrR09aDthNtsLvsEUswTjXmGR593X3Y/svtRoIxczAZaoRVZ05yCFjrMuuf30jJnkYzUjscc5UHvWNF9/L9L+PVb70a8veaDzYnXFWOiRTtQpl/BXCJUupWpdQGpdRCAO8H8EMRuTB+zaOR6uvqCzqZ5q7OhcfvgTfXa+kpN1+oZJRloOSCkjFdeKZkpkzK0YqRqr66GlmVWeM+VXu810zoF07hmJ//SILacL2bLp8rqGc78CJ3znvnIFbsLjsW1y8efsORCvFSOD3OkFPESpYPXVwPtxZ3rAquKkDl6sqg9s27bV7E37PZbcZ7b+b6mZi/YT4WbFgQtJ1+ERwr4dZAmunvO1+hDzaHzQhygcjZnyk08wikeRrxcNk8Ay2uXzw0cmD6uKcVpuGaH12DzHJtKrteB1cnjuFHau1Oe8jg1+VxaQFXaxdsDlvIC33/Sr8xWpo3N88IzMwBm272zbPh9DgtAVl/d3/Qd6we1Hr9YUazx5ag1xDq+8butGP1N1YbtzNKtL/Z6Z2nh6Yfh5mJpbd77nvnGmvYCxcVGjXP9Y4r/0y/lml6cJ3oyW0n0dvRGzJ/gt6hdOSlI3j5Gy9bjqObce0MOD1Oy3uqcnUl3Oluy/Rjc7ZmXduJNpzedRpvP/p2UG3PznOdlmy1nU2dxuiqUc7INH15oH8AR/46lJzpyCtHcHbPWfS09SB/Xj48fg86mzrR29mrrZ0dfPn1Or3AUBJDPVP20ZePGiO14ThSB8v0iJaI6pUHXgl6rvPePw8L71oIZ6oTvZ29QZ1Kxqhwe6+RfCpZHHjuAJoPax0i54+dR3dL91DNeNPLZH4vtZ1sM26f+1twsBuq496cyM7y+qvwWY9Dbh+lPb8LX9bHvPQsf37+sNdmySzaoNallNpnvkMp9SqAdwG4L+atirGpnihK9/yXn8fpnaeDpqpkzs/EZV+/zLi9/NPaNELzyNAlX74k5IXqSKRkpUyJ0YrhpBenB412jYfxHgmvWlMVfdAXoy/VUAHvqn9dhep11bj6wauNMhaJLNTF57zb5mHG1cFBq81hw6x3z0LV2qqII0ujVbjYVP7GZQvZ+WB32jHj2ugCahFB6QWlcPlcxoWwLmx92lHWqy5eUoyFH1xo3A6ZoVmG2hV4X6yCiWQiIph982xc9MWLrJ1oo/gT6sFMyM64MH+b4aaMRhrJVUqh+WAzGl5tgNPjDPk5zFqUZbxvl35sKS74tFbKyghqB0f3SpaXhFzm0N/Tj4HeASP4tzltcGdoz9OTG/rzO5YyPtEwB436uvetj201Ah9nqtOoaZtaMtSprZeXKVtRZpkWXXl5Ja750TVBoz9q8I/29iNa4qWUzJSgDPJOrxO+Qut9ZSvLLLdzZuQYr19qdiqu+ZG2ntud7rbkBwk1VfPc3nPGOkNzRvZQt6G0fCMD/QPY/ovtOLv3LI4/fdyYHXP871rNUX3GUcvhFpx8S3vNcqpz4Mn1oP10O577wnN45ZuvGO/NthNt8OZ74Uh1GMGyHgCpAYW+rr6IQa0zVVub/NI3XsK2/96Gc/vOYeuj1pHDaRdPQ/GSYnjzvFD9Cq0NrRjoG0Dj3xux9/dD0+N72nuMTMtTnflzFKrUUqATb54wRv7/fPef8ed7/oz20+3oOhmcYdscJDYfasZA/4BlRFgPogFtdtWhFw5Zbpu3CyyrOVp6YBxYVqh4aTEu/vLQJNnL7788KJN8Mou2K7tLRHKVUpa8/kqpPSKS8FGMnihqKus812lMuxquF0lP1hLqAjeaGo8pWSlB04lqbqgZ0borii1z7c6JEM1Irc1p074oIlzjhZq66s31BgVQ48XpHUqO4s3zhs1CORaBCXRGI6Msw1hfZaZfmObMzMF5pV0IhLoASisceaKRqrVVaNzSiJwZOTi98zTm3Bp6FH3BHQticmFvd9mDphSGei6BpTLGU1FdUdBF/WSx8M6F2PU/u0IGc6O5aM6bmwdHigMev8dSWxGw1oA1C+yQDWpHhPOMHnREk7U0kP6dqNdMHS5pmz7KKCJGcBguqI1354o50De/fmd2nTGS7c28diZmXD0De/buCbktEPocYn4vBHaqOlOdWPnVlehp78Gzn34WgPY6Fi8ttozA68cpWFSABXcsgCPFYQTc3vyh19nlc6GnrceoZR0qqG14tcFYH22e3hz0mjhsGOgbwIm3T2DHL3bggs9cYMyU6WrugiPVgXd+o2WMzq3NxaE/H0LTgSb0dfXBne5GWlEafPk+oxZty+EWI9OxXu7I5rThfIPWxuaDzWh4rSFo5D8Up8eJ88fOY/8z+4Puv/z+yy2JrXxF2rnk9M7TRlIos972Xrg8rpgs/0lUp3ac0oJY82Dp4PdJ4PdK4O0z75wx6gD3dfVZsoSbmYPCliMtaHi1wXLf8S3HkVURelCh81yn8T370n0vwea0YcEdYxsgAmDMRPjTV/5kub9gYYHlfJySkYK2422WzOvJLNqR2gcA/K+IFJnvFBH/CPZBcaKUwvNfet64Pdz6isAToDkgiuZCMNQFDgPaiVVUVzT8RnEUzZeqvkYv0shd3ty88BeHE6Dm+hpUrakyfp553cQE18Opuir0tH8jwOuP/ZW1iGDF3Ssw55Y5WHXvqrAJsWwOm5FsZ8TBrQT8H/hwiPfSSMrPxFrhosJRdRBMpLnvm4u5750Lmz14ym7W9CxjqvBI2Z125Nbmhvwb6Z1UqTmpWPOfa4z7fXmROwQinTvMa/yzq8JkWA/X1sHRZH29pLlsSKglD/p0QPNI7UR+B171natw1Xe0En7mEVbzFF/9XLDwroWW10pnKe03yPw6mjOSp5emI2+eNj3Z5XUhuzobaUVpsLvtlqQ7l3zlEmME1eVxBdUzN68jdKVpNVl3PbkLe363J6jcTlFdkTZi2T+AN378Bpr2N1lmouhWfnUlLr1bS4C14xc7AACndwzVyt379F68/ZO3jQA+uzobvnwf2o634dy+c/DmeeEr9AWNQutrNLvPd8PlcyElXXu99FHntx5+C3/7z78BGBoFD8WZ6jTWJRcvL8aCD2gBkK/QB7vTDpfPZXSM6eeSc3u0Y6sBhe7z3XjpGy/h6KuDU53D1BifKo6+fNQITA0BXyPNh5pxcuvJoA6tgb4BSwdauOvb1qOtaNzSaLwfe9p6LCO10Yy+6p+1gd4B9PUMPzg0nL1P7TWmwwPaua/uw3XGZ8eSrC5jfPNHJLKoRmqVUk+IiBvAqyLydwBvA3ADuBHA1+LYPoqCefoDAKy8d2XE7T1+D9zpbtS+W1s7M5V7+aaCvDl5luQUiSiakZzyleVoOdISNpGQvh9vrjdkr/REcHldljI0gRc6iaR4aXFQwhH94iolKwXQBzZG+3E3ZX0cLY/fE3JEeTQcKQ5rj/XgDBI9QJmIkdrJyPz+Lr2g1JKk5KLPX6T9MIaviFDnhoIFBbjwcxfCV+CDw+3AZV+/DIf+fAgZ5ZEnfkXqsDCPPM59n5YRPK04LaqpioGqrx6ajhuqVMb8O+YbP+fMyEHZirKwNSVza8NnP48Vc2fEFQ9cgde++5qlHIhZ8ZJiFC8JLtFkLmUSzrJPLkNvRy8KFxVa/q4XfnYotUr+3Hzs/d1eFC0pQsa0DNTcUIOze85aljhkTddGvarXVcOb70VmeSYaXmuA6lfoONMBh1urz5pVmWXUAE4rTkPjlkac3XMWjZu10kCeHA+WfnwpUrJSjLJvte+pDZ5RE/AWHOgbQPPhZjg9Tiz8wEK8+V9vGrMJpl0yDSXLS4wySXobWg5p562e8z1IL043Oj5mXDsDLq8Lb//kbWN0OVLmeafHaUxb9uR4ULCgAJVXVFpGxStXV6K7tRsdZzuQkpmC1sZWHHj+AHY+PvTZbD7YDJvThszK0XU6TTaROkTVgELDaw1B67dbG1otNZnNpZd62npw4u0TmHbRNHS3duON//cGIMA1P7wGEOusxcDa2/oxIdr6cYh1xtWb//UmFt25aMRrX3f/Zjf2Pr0XNTdonenm5FBXfvNKy+f88m9cbnzHZZYlx3sgGlF3aSulfgZgFoDfAcgA0AXgFqXUoxF/keIu8OJtuADD7rLjigeuQP78EHVFw/wqk65MnNILS8OubZ132zzMuSV2yZNGyugtjOKi1+6yRzWCEpgsKpTJWoYqniPqBQuCEyv5Cnyoub7G8pge6KbmpGL2TaFr/oasexiDGNGciCYalnNZwPHn3z7fcrtmfQ3KV5XHZW1ysgh3MT6mNXuDv2pz2CxZs7Orso1RRY/fg9r31A6f/di05jZnRg5qrq8xbmeWZSKjLAPLPrkMaUVpqFpTFXIdezjLPrUMubW5WHHPCkugn1mRidILS40SRwvvXGipAe9MdWLue+eGrQuvJy4bL2LTRnSipY/yhDp/BMqtzUVRXVHEjvDM8kxc86NrsOiuRQC0ToHV9622nLPz5+Vj3ffXoezSMuTPzUfB/ALjvdDb0YuBvgF0nOkwgt+ipUXG57rhlaHs1N58L/Lm5BmlhAAAElxXvaupSwtwTg8FNU37m5BZmQm7y26Zbl56USnc6W74Cny46rtXGaXM9Nqn3ee7kVaSZnSipGSmoPTCUqMjBUDIJFo687VUdlU2HCkO1L6n1vLZc3qc8BX4kDc7D74CH1obWnHsteAp+wO9A0YCr6lGKWWZMRFq+nHgd0Jg4DvQN2DJqG1evvLsZ57F1ke34uTbJ/H8l5+37E9EhnJESHBNbaW0UmRPfegpdLV0oed8j2U0t/VoKw7+6WDY53Zy60mjE+n4G8fRfrodbSfbjHJi+jRp/X254p4VQbNonB6n8Znh9fmQqF4JEXkewCeUUjsAPCQi6wHMjfb3J5qeKOraa6/FtddeO9HNiTn9A1d5ZeWYL5rDXbyYLzZcaS50nuuEx+9Bx5nEGFFLVhOeyt/0JRAriR6UZFdnh6wZF43CRYVIK0rD7k27I2433Jq+YZm+2wP3lZqditoba5GSmRL275ZTnWMZ4SpeWoxz+84ZpRNGS0SMkfqRdkyYs1mGYnfZkVOdY1xccKR2dCouq4h4QTZS+nvM7rKj9IJSnNo2+lkngetAPX6P8XkUm+CSL18ydNxoZyANzkDInZUbcgq9zW7D/Dvmo7+3Hzkzc1C0JPrvWPMUwfE03Npks1k3zEJXcxe8eV4cfeXo8L8Qwdz3zcWx149ZRn0DZ5Lp9A4K/XxvLqvUc74HakAhszwTl913GdzpbmPETZ+NUrG6wqg3bMnEL2I5tzg9TnSe68SLX3sRYhfMu3geDv/lMNqOt6FkeQlsDptxjvTkeeDyamtUCxcXDtXRzXSjaX8Tmg83Y6B3ACmZKciuykZrQ6tRl7ns0jL4CnwQm0R8/Z2+oe9sc+ehvqY4kCfPg5NvnYTH70HOzBws/fhS9JzvMZacTdXpx8ffOG68/sBQ7WWbwxa2gzVoPb2ylpOyvL6Dn/u2k23GNbR+zmg+1IyOs9q1rTfXi5ajLejv7TeW0ZhLAHU1dcHj96CndWjfvR29IUd3AS0g3vx9rZbyRZ+/CH//0d+14+QHf+e7fC6kZqdaO20CFC8rDtuhloyiHaktGQxoMVjC51EA06AFuDfEq3GxoieKmooBLaD1Sq77/jrUXF8zqmkIlt6tMNcBeukRX4HP+ACNx7QqSmzFy7RpbNEUuo+pGM6Yn3/HfDg9ztC1V0OoWBW8Hm0koprCPMrnl10d3VrC1KzUsAFt5eWVIfcTbckhPQNrJAvvXIja94xyxDaG21Kwka5HHamxdsTpgUDxsmKITVCxqiJ09u7Bt8Gsd82K+NkuWhxdkGp3akF5tEstFn5wYUwSxoSiP59wn3cRQdGSItTcUBP0mP69bXfZUb6y3DJSWb2uGrNvDj17Ixour2vEo0aBo019nX1GUFx7Yy08OR7YnXZLroWaG2ow+6bZlr9F3YfrsOyTyzDQN2Dp0MiszByqY9qv0NXchW0/2wZAmxUkNjHObfpotdjEeF84vU54/V40H27G2z/RMj97/V5klmVixd0rjE5CQJs9MNznJ71oaBS3ak2VUWvYKIEVwJ3mRvf5brSfbkfenDwsunORZVQ35Iy7KUCfyq0Hh2pA4ZlPPYPXv/s6lFJQSoXtfHvnf9/Blh9uMTpIdJagdvCy98hfjxjnFPPa1I7THbA5beg404He9l5s//l24zE9oRww1Nlq7nTt7QxfI9kcEO//41CyMHPZHn1/vZ1azeNIWKPWKtorUXM63dsB/FApVQ9gFYAvxLxVNCIiomU5DBhNHY5+AjcnNQj3ha33PHL9LZnlzsrF4vrF4/K+mLl+Jmaun4n8+flhEyONhsPtwLzb5qH0gtKY7XM4evIps3AXNSOhnwNGk2245voaFC8tNmowL65fjPKV5QC0L/toR3+iSZRks4cuLxRIbIKMaRmYfpU1Q3TEC+fB3XKkNkEEJPuad9s85M4efYdo9dpqLPygdQpwqGnT+vvL4/dYkhwBsBy/YGFB2PfTcLXBw62Zc3qccenoq1pbhelXTkd6cToW1y8OWkNotuiuRahaUxU0U0NPQuT0OIPOOekl6UjJSEHF6grLuuJQbM7Qzy/caxZuSq7+d9Jr7G796Vbs+KWW4Mk8ddvhdsCd6YbT4wyZ6GrmdTORW5uL3o5ey3VMelG6ZUaZnnU4uyrbSIJWtKQIyz61zEgEqLepel01Zt0wC75CH843njdG/cwBttgkaKQsUnlEvW3ePC/y5+aj7JIy1N5YGzLpFTA4o2WwPJF/lt84D8961ywAY+9kTVQtR1uw9+m9+MMn/4Ddm3aj6aC2tlrv8AhXqWPzDzZj3+/3aWuiBejp6DGCVT2oNf9uRlmGcbu7pdv43ug40wGP32PcPr1zqPhL++mhAFRPYmVOetbb3hv2+639zNDv6tONdRWrK7DsU8sAACfePoG+zr6wo7BG5yC/5iyi7VLbJyLvAfAigOuh1aeFUurUYAIpSjBzb52Lv2/8e8RtChYWoHhpsaUGVziRLpID168QjVVmeWZQxkNvnhciEnSBOhlFmk40FsYX6Si+6Lx53qAL4JwZOUjJShlZZtcY928EdgDkzcmLuP5PXw85VUcwJptQ78mxjKaLTaLrEDEdI7M8EwULC9BU1ISslCyULCvB6R2nx9yWkuUlOLPrjHHb4/egt6N37MsHwghXB95f40fZpWXY8asdQeX2qpDbfo8AACAASURBVNZU4e1H3zZu6x0AkTp99Cm1kbjT3CGXIwRm/tUTuIlNIi5Z0qch61mPc2bkwJMzFDyqfoUr/v0Ky++YS65lTMtAy5EW9HVrJYGWf2o5mo80w+G2Xubqa2OXf3q5cZ/NbrNMPdffE3ognlGWgSN/PYLXvvsaAC15lB7EiF2bbjxz/UyjlFGkzhBvvhczrp1hmcauL8koqisKWpZhnqKsB7AVl1VAKYWSC0qiGsCYbDrOdmD3k7tx4LkDALRMwProp80ZPP2440wH+jr74CvyWUZR+7v70duufR67W7q1oDYf2PXkLmObnvM96OvUglo1oLDv9/tQfXW1EdTq78ee8z3Y+/Re7P7NbhQsKoDH74HdZcep7adQeXkljrx8xNhnX2cf1IA2mhx4fuk8M/SZCUxiV7SkyEhM19fZh76uvrCdySmZKejt6OV62gDRvhr/COAxAD8H8Eel1CsAICJOAJP/CjNJRarxGEgfAXKkOJA1PQtn3jkDX4EP826bN2xvNtFIZVdlBwW1k21aaaRSKDaHDTOunYE9v90TdpvRKFhQgK7mLiPBSiyYA9pw677M4v13SitKiziF1eawhU2sRiNj1JYeyz4GRyzNQVTg90z5qnIceuFQ1EsAomGelic2QfGSYuz9815UrqyMyf5nXDMDdqcdTo/TSCqTNzcPOdVjn3ERtcGXVF9XOfvG2Ti987SWkXVQ4EWxvi5wtMHQrHfPQufZTvT39OPoK0cx931zse2/txmPZ1dlG/VdAW09vj46WnN9jVaWprXbkmUbAFKyh4K5RXctQt7cvIijvtOvnA6xi5a1FkOjp95cLyCAf5Yf/ll+nDtgzX/QdKAJHr8HNrvNmHZsLn0USmCQ7yvywT/Lj0MvHDJKIpoD8Ej06c6hRvJD1Zs371efbp41PQvyJ4E73T3pvhejkZqdipp31aD9dLsRpB760yEA2vdLV0sX1IBC++l2dDV1DWUJDngpulu70dvei4yyDNjddvS09eDgt4emLKeVpKGrZXCab4oDfV192L1pN7rPd+P8sfPa1HCllfoa6BswOi1OvHEC3nwv0kvTcez1Y+hq6TLWfDs9TvR0aN+R5xvPB2VPP39iKJANnHKcXpwOu8sOm9Om1WzuDh/UUmjRlvQ5AeAKEbEppcyf/lUAXohLyyjuRjJl1FfgQ8kFJciZkQOH2xHVReO4r7OkKWM002cTycI7Fw77+Yo0TXe0Fyounyvqta+jMfum2RjoHzDWltHUljEtA037m8a0D71D1Fy/NPCz4U53Y8GGBWGntI5GLNaauXyusMnRjNkWpqcyrgGtiSVRUojzzqK7FmHbz7chrSYNLp8LhYsKR7x2uub6Ggz0DcCT4zECLX+NP+h7Xh9JVwMKZSvKjLYppYzHUrNTg8otmadSFy4uDHv+LLu0DFmVWZbjevweeHO9mHPrHLh8LktJuJr1NXjl318xbqsBhZTMFJQsLzH+hn3d2khdbm0upl08LeiYaUVpqL66Gnuf2gtHigMujws51TmWv7fe3uHew9MunoYjLx2JOomYuYNSfy0t06tLw2danqxEBNVrqyE2Qee5Tvzpy38yHuvv6Ufn2U4cffkoXv3mq9YEggGXDe2n29HT3mNkCjZPIQa0EfeGVxsApf1d9JHhQy8cAjAYXF9fg2OvHwv6ztNnBADAmz9+06jbnJqdipNvncS+Z/YhrSgNp7adgq/Qh9M7T6PjbAeKlw6V09KnMWfPyEbrkVajE8c476jhk81NxU6NsRhRF0BAQAul1LMAno1pi+Jgqmc/Dmf2TbOx4/Ed4TcY4Wchf+7IpvNFWu9DFNHkjmmHLU0S8ncmQSeQzWGD2Ic5ccT7O5bf4XHn8XtiNq1Nf18Hll0xc7gd4z7jZ9a7Zxmf07BZwGfkoOG1hpCP6fSpixMh2s4/sQnmvW8ezv1ZG7UcTZWEUFOqw52z9HI+wNB030BVa6osGWLdPrdRBze9JB3lq8pD/l56SbrlvVK1pkqrw42hqc/6rAB3utuy7lmcAtWrkD4tHfnz8i37dKe7jaRNocy8biYKFhTA7raHfN5iE5QsLxk2yNQ/B9EGI3piwazpWSHPfVM1821meSamXzEdLQ1D75+CBQU48dYJNB9s1sr1hMiInzs7F/PePw/Pf/F5NB9sRm9HL1xeF3o7etF51tpB5U5zGzNRvAVeXPT5i/Dy/S8bjzs9TtjsNmMdui41JxV1H6pDak4qGl5tgCfXg4EebT8pWSlobWjFO//zDqZfMR1iE7QcacFbD7+F7tZuS/1ovfNl6UeXWvbv8rmMtgZOn6fIkuLV0rMfJ5uUzJSIo0Xx7uGpXhc50QRROJN9pHY0xCZxmZIca4HnjcASMEwmN/npSWgOPK+NXIylI0Fsgtk3z7bUfk0rTNMSuQAoW1EWs7rTdpc9bCmNQOZpneml6cbFpiPFAf8sP4qXFKO1oTXk75pHz/QAquzSstE2e9T019TcgTxRZYTC0dfKBpZLstltsKUOBYcZ0zKMzMzm2SbePC/aTw1N0ww8v4RK1qX/TZxeJxwpDlReUYmMaRnY9utt6GvpC8rLkJKRErHe+8zrZqK1oRViF6h+FTaYNwfK4Yz0/FiwoAAr7lkBj9+TdKNyWZVZ2hTrwZH/rOlZOPHWCWx+cDOWfHRJyN/x5nqRmpUKb75XWzevtPeBufNp7ffWAoClhJUz1Yms6Vm4+EsX46V/e0m7b3CZi/n8tPKrKy0VDHyFPvS296LL3gV3htsSOHec7TBGW/XpyS2HtSBdn+6s/2zm8rrQekw794QLapPxGikaSRHU0gjE4JxZfXU1zu4+O/E1VGnySvbz9SS5dllcv9gyrRSAJXiJh5SM2ARAFIUYfQ4D/2bpJemYf/t8QBJjJKLskjK4091oO9GG6rWRO2P9s/yWKYS6eJdCCtcWV5rLkkAqqyIL5avK0XK4JWiEaSI4Pc6oliuJTaviELi+dfpV09Hb0Wt09kUTFOoX/M5ULajVy4dtf0IryxKqJmgkvgIffAU+HH9Dq5uqjwyPxkiDWpfXhZyZOVppGtOvmtdyT2VOjxOOVAd623uNDpLOs51Bnb/ppeloPdpqfA4zyjLQ+LdGbR9eJxbdtQhv/PgNpM9NN9aVm5Oa6derGWWmkf3BTgTzOSrwvdPf3Y8Tb51AdlU20ovTUVhXiK2PbgUANO1vwlsPv2XpBGk/1W48p76uPksnVNGSIjRuboTT6zRKEQV2UtXeWIuu5i6c2j76et9TWeLPd6OYiDYpRLTJDiJJL05HxWVTM808jQ/9oiRcyYxEEJfpwpMwmDePHlSvqw5bumPsB9L+m4rZPpORI8URs4BWDxRClfaJ9vcLFxYOG9ACWgAcst0T0BElIiEzIudU56Dy8krkzY5d4q1IXGkuSzbf0Zp32zyts8PEmeqEJ8djBBvDLn8A4Mv3IWdGDoqWFFmWgugjuL680QX7ubNzAYlNx91IEgCFWkubLJwep/F5S8lI0UpNyVBAuuY/1uDCz19ovNcDp6Lrv1e4uBBzbpmD3BVDMwbMU7f1zlkRwcI7F8Luthslr/R10q40l+VvkDc3z5i1cW7fOfgKfZh20TSs+JcVAGAkTAvsqHGluYxpz7NvGqoLXbhQSxRmzgcQGNSmZqUiqyJr6Foh+d4SEU18FynFlf4F4E5zGz0/894/zzJFS+9FL72wlJmMKTEMnrATNV19zfU1SV30PH9+/lB2Z9OXatwCWpNkvLCjyOxOO2ZcMwOpOanY8csdYWtYjtRIpvgl8/ty7q1zY7KfSNcf0y6ahtxZucYoWyQ2h82osW2+1vFV+9D89+awNWGHU3pBqbaudgzXSU6vE9lV2ZYavKORXZWNk1tPxjS5WqJa8x9r8Jd7/6KNxja2AkqrY+vN88KR4kD29Gz48n1I9aciq1ILMs3fz+kl6RCboHxVOXbv3m3c7/AMXV+Y/x7FS4stszHsTjsW/cOioNkYIlom68bN2oiwvl5an67cfDB0uczU7FQjSVqojjhzpwlnPI5MYl4x0qhlTMvAtEuGsvfVrK9BQ08DChcX4nyj9iFypjotPVQpmSmYd9s8fngoYehTfLIqsiyJFRJFrOtQevwe5M/LNy6iI5UDSgQly0qMn/WL+bFMySMaK/2Ccu77YhNgASMMVJM3ph0XdpfdspYxWuYZNf6L/bhgwwVRjfaGIjYZ8yitiIx8JpsE/A+geFkxChcXRhXkT3YVl1UYU631ILDlcIsRwAJaEFt2ydC6dv3vlJKZEjZpqXk0d7jPeqjkakopy3RkfX/m62tvvtco3WN329Hf3Y+syiyUXlSKPZv2IKMsA45UByovHyo1lpozFOgOlwgsmTvTQmFQO8WkFaVZTrqp2alIm5mGtMI0pJemh51ezICWEklqVmpS1BrNLM9EWlGapZd4/h3zE2Kd4UjMuHYGUrNGN/UzapNwajaNv9FkHg8nrThNqz07Iwe7ntgVcVteXCYm8xpWsQvsLvukXZdvKd0kkhQBLWAtk6R3KKsBFbEj1Z6ivTaROohTs1PhK/RZAsoRUda/iV4rGYBRsqr2xlps/t5mANp1dn93PzIrMpE/Nx/FS7TR4MrLKy0l/syJqcJdmzNRVGiT68qJhhWpeH0064WIaPxMv3J60H2TLaAFItfcjTnGDuMuWQM2EUHpBaUT3QyKAcvo7CR7Oxufv0nW7lgJrEmsC5WwTaf6h8o6RbLyX1ZGfHzOrXNgd9kj1mZ3pDrQ19lnCbIX1y/GwecPIrc2F5kVmWg+2IyKyyqw64ld2prYQdVXVwd9f5o7XRJ1CVaiSopXK5nq1CbrxQcREVG81L6nFv29weWCSi4oMdbUUWIqXFwIX4EP7+x8B8DkvU6arO0eKz2o1cvg1N5Ui52P70R2dTYKFhQgNScVB58fKitXckEJ+nv60XSwCTPXz4zqGNOvnI79z+4Put88RTmQPlq6YMMCnNt/zjJV2FfgM5ZCLP4/i9Hf04+KVRWYdsk0y3bpxcF5KNwZphJd4UbjmSgqpKQIaqd6ndpkSe1ORMmrbEUZGjc3Ju2F3UTQRwmSIRnNcMJlVs6fm4/8ucPXJ6WJU7Q4YD3kZD2FTNZ2j5GeKTp/Xj6O/e0YKldXonK1NmVYH63Vg1qbw4b8ufloeLUB8943L+pjjCqPxWBgWbCgAAULCpBVmYWBvgG0HGmxbKYvzfHX+HF65+lhdxtNEsqiuiLsf3Z//Jf9TDJJEdROeUl6oiOi5OGf6Yd/pn+im5FUSpaVaOVUQpSNIaJxos8+TtIOPbvTjgUbFsDusuPY345F3HbGNTPi3p55759nTG8+s/uM8XPZpWUQm6DtRBsOPHfAknkbiL5zUGyCkgtKIlYTSC9Jx8IPLhzlM5i62P06BSRzaRGa+jLKMlC+qnyim0GUdGwOG/w17EigqcE3XcuenKzB4WSml1Hyzwp/PkrJShlTZQJzgiYAlgEjPSNx9bpqOFOdcPlccPlcWHDHAgBa7Vm7yw6bw4b0kvSQiZyiqW2vJ61asGHB6BNYJTEGtVNA1VVVALQU70RTTdVVVcipzpnoZhAR0VQwyWJacwbnZFd2SZlRysecBKrm+poRJ0MNTKxa+55ay+inufOjel01Zr17VtDoqc1hQ9mlZZhxdcAI8WBMW3rhUKI5c2Z2/yw/cmYGX9dkVWaFTCBJ0eH04ynAkeJIivInRERERMmkqK4Ix14/xll5g9SAFjGaB3KGG6Gdc8scbP/FdgBaAGx329HT1oNT204Z24hNLB0I5szDzlRn2JqxoWazmGvO93X14fgbxy3Tj801dQONZbQ52TGoJSIiIqKkMNmmH2eWZSKzbBSJjKYoPWCM5u/o9GhThc2junrQGK5eccHCAjQdaEL1ujGUwRwcqRW7oKiuCPnz8mGz2+BOd8NX4Bu2zWbePC/aT7WPvi1JhEEtEREREU1podY50iQ0gnI2826LPgOyrnhJMYqXjG05nz6arI/86muCZ980e0TTyWeunwlvrhdv/PiNMbUnWXBNLRERERElh8k1UEsBiuqK4M5wI60wbUS/lzMzB/bUMHVfY0wfbTWvowVGvj7al+/jmuoR4EgtEREREU1pnmkepPakjq4mKSUMj9+DOTfPGfHvla8oxyF1yHLf/Dvmx6hVVhWXVeDsnrNRZTym2GFQS0RERERTmjPNidqVtRPdDEogDnd8wqC0ojSkFY1sJDmS6qur49bWqYSvEBERERERUQJKL04ffiNKjjW1bW1tqK+vx29/+9uJbgoREREREcVJanYqPH7PRDeDxllSjNT6fD5s3LhxoptBRERERERxNHP9zIluAk2ApAhqiYiIiIho6rM7xyfLMSWWpJh+TERERERERFMTg1oiIiIiIqIEkVnB0lMjxenHRERERERECWBx/eKJbsKkxJFaIiIiIiIimrQY1BIRERERESUZEXlIRE6JyPYwj4uI/KeI7BORrSKyaLzbGC0GtURERERERMnnEQBrIjy+FkD14L96AA+OQ5tGhUEtERERERFRklFKvQjgXIRN1gN4VGleA5ApIoXj07qRSYpEUY888shEN2FCud3uiW7ChEr25w/wNUj25w/wNeDzT+7nD/A14PNP7ucP8DVI1ue/ceNGbNy4EQBw/PjxmceOHRvJrxcDOGq63TB43/GYNTBGkiKo7e7unugmTCg+/+R+/gBfg2R//gBfAz7/5H7+AF8DPv/kfv4AX4Nkff719fWor68HAIjI7hH+uoS4T425UXHA6cdEREREREQUqAFAqel2CYDGCWpLRAxqiYiIiIiIKNAmALcPZkFeDqBFKZVwU4+BJJl+TERERERERENE5OcAVgLwi0gDgHsAOAFAKfVDAE8DWAdgH4AOAB+YmJYOj0EtERERERFRklFK3TrM4wrAR8epOWPC6cdEREREREQ0aTGoJSIiIiIiioEHH3wQixcvhtfrhYhARFBeXj7RzZryOP2YiIiIiIhojB5++GF85CMfmehmJCUGtURERERERGP02GOPGT9nZ2fjox/9KNLT05GRkTGBrUoODGqJiIiIiIjG6NChQ8bP69atw7333jtxjUkyXFNLREREREQ0Shs2bICI4ODBg8Z9P/3pT401tRs2bJi4xk0wEfGKiD3ex2FQS0RERERERGMmIjYRea+IPCUipwC8A+C4iOwQkQdEpDoex+X0YyIiIiIiolG65ZZbMGfOHNx3331oamoCANTV1eHmm28GAMyZM2cimzfeXgDwHIAvAdiulBoAABHJBrAKwDdE5Eml1E9jeVAGtURERERERKO0Zs0arFmzBt/73veMoHb27Nn47Gc/O8EtmxCXK6V6A+9USp0D8ASAJ0TEGeuDcvoxERERERERjVmogHY024wUg1oiIiIiIiKKKRH5wngdi9OPiYiIiIiIaExE5HHzTQALAPz7eBybQS0RERERERGNVatS6i79hog8OF4H5vRjIiIiIiIiGquvB9z+yngdmEEtERERERERjYlS6iAAiIh/8Pa58To2g1oiIiIiIiKKlYfG+4BcU0tERERERDRGhw4dmugmJAoZ7wNypJaIiIiIiIhiRY33ARnUEhERERERUaxwpJaIiIiIiIjiT0TWiMhuEdknIl8M8fg0EXlBRN4Uka0isi6K3X4pDk2NiEEtERERERFRkhERO4DvA1gLoBbArSJSG7DZPwF4XCm1EMAtAH4Qxa53isiXY9rYYTCoJSIiIiIiSj5LAexTSh1QSvUA+AWA9QHbKADpgz9nAGgcbqdKqQEAl8eyocNhUEtERERERDQFbdy4EXV1dairqwMAf8DDxQCOmm43DN5n9i8AbhORBgBPA/h4lId+U0TuEZFxiTcZ1BIREREREU1B9fX12LJlC7Zs2QIAZwIeDpXQKTBz8a0AHlFKlQBYB+CxKAPVUmjTlRtF5Dci8jURuXGEzY8a69QSERERERElnwZowaeuBMHTi+8EsAYAlFKvikgKtBHfU5F2rJS6CQBExA1gNoC5AJYB+FVMWh6AI7VERERERETJZzOAahGpEBEXtJHVTQHbHAGwGgBEZBaAFACnh9uxiOSIyIcBvBfaQOrjSqnPxrLxZgxqiYiIiIiIkoxSqg/AxwA8A2AXtMBzh4jcKyLXDW72GQD/ICJvA/g5gA1KqcApyqE8CSAXwH0AHgDQIiK7Yv4kBnH6MRERERERURJSSj0NLQGU+b67TT/vBHDRKHadppS6V0TepZRaISLvBlA1ttaGx5FaIiIiIiIiiqWuwf+7RSRVKfUEtERTccGRWiIiIiIiIoqlb4pINoDHATwkIq8guFxQzHCkloiIiIiIiGJGKfWEUuqcUupb0KY3lwJYH6/jcaSWiIiIiIiIYkZEqgF8CUCHUupj8T4eR2qJiIiIiIgolh6DVpP2UgAQkTki8mi8DsagloiIiIiIiGLJppT6PYB+AFBKbQcwJ24Hi9eOiYiIiIiIKCk1ikgFAAUAIiIAUuN1MK6pJSIiIiIiolj6FIAfAygQkQ8AWANge7wOxqCWiIiIiIiIYkYpdUhE1gC4HsB8AH8B8FC8jsegloiIiIiIiGJGRJ4D8Bml1K8B/Drex+OaWiIiIiIiIoqlzwP4jog8LCIF8T4Yg1oiIiIiIiKKGaXUG0qpywD8DsAzInKPiMQtURSDWiIiIiIiIoqpwYzHuwE8CODjAPaKyPvjcSwGtURERERERBQzIvISgGMAvgOgGMAGACsBLBWRjbE+HhNFERERERERUSx9CMAOpZQKuP/jIrIr1gdjUEtEREREREQxo5SKVJP26lgfj9OPiYiIiIiIaFwopQ7Eep8MaomIiIiIiGjSYlBLRERERESUhERkjYjsFpF9IvLFMNvcJCI7RWSHiPxsmP193vTzjQGP3RebVgdjUEtERERERJRkRMQO4PsA1gKoBXCriNQGbFMN4EsALlJKzQbwqWF2e4vp5y8FPLZmbC0Oj0EtERERERFR8lkKYJ9S6oBSqgfALwCsD9jmHwB8XynVBABKqVPD7FPC/BzqdswwqCUiIiIiIpqCNm7ciLq6OtTV1QGAP+DhYgBHTbcbBu8zmwFghoi8LCKvichwo60qzM+hbscMS/oQERERERFNQfX19aivrwcAiMiZgIdDjZwGBp4OANUAVgIoAfBXEZmjlGoOc8j5ItI6uO/UwZ/1Y6WM/BlEh0EtERERERFR8mkAUGq6XQKgMcQ2rymlegEcFJHd0ILczaF2qJSyx6Ohw+H0YyIiIiIiouSzGUC1iFSIiAtakqdNAdv8L4BVACAifmjTkWNeZ3asOFJLRERERESUZJRSfSLyMQDPALADeEgptUNE7gWwRSm1afCxK0VkJ4B+AJ9TSp0Nt08ROQ9tCrN5arN+Wyml0uPxXBjUEhERERERJSGl1NMAng64727TzwrApwf/RbO/tJg2MEqcfkxERERERESTFoNaIiIiIiIimrQY1BIREREREdGkxaCWiIiIiIiIJi0miiIiIiIiIqKYEZE6AF8BUAYt5tSzH8+Lx/EY1BIREREREVEs/TeAzwHYBmAg3gdjUEtERERERESxdHqwzu24YFBLREREREREsXSPiPwYwPMAuvU7lVL/E4+DMaglIiIiIiKiWPoAgBoATgxNP1YAGNQSERERERFRwpuvlJo7XgdjSR8iIiIiIiKKpddEpHa8DsaRWiIiIiIiIoqliwHcISIHoa2pZUkfIiIiIiIimjTWjOfBGNQSERERERFRzCilDo/n8bimloiIiIiIiGJGRH4iIpmm21ki8lC8jsegloiIiIiIiGJpnlKqWb+hlGoCsDBeB2NQS0RERERERLFkE5Es/YaIZCOOS1+5ppaIiIiIiIhi6VsAXhGRXwNQAG4C8PV4HYwjtURERERERElIRNaIyG4R2SciX4yw3XtERIlIXTT7VUo9CuDdAE4COA3gXUqpx2LT6mAcqSUiIiIiIkoyImIH8H0AVwBoALBZRDYppXYGbJcG4BMAXo9in6KUUgAwuJ+dkbaJFY7UEhERERERJZ+lAPYppQ4opXoA/ALA+hDbfQ3A/QC6otjnCyLycRGZZr5TRFwicpmI/ATAHWNteCAGtURERERERFPQxo0bUVdXh7q6OgDwBzxcDOCo6XbD4H0GEVkIoFQp9bsoD7kGQD+An4tIo4jsFJGDAPYCuBXAd5RSj4z8mUTG6cdERERERERTUH19Perr6wEAInIm4GEJ8SvGtGARsQH4DoAN0R5PKdUF4AcAfiAiTmiBdKe5vE88MKglIiIiIiJKPg0ASk23SwA0mm6nAZgD4M8iAgAFADaJyHVKqS3D7Vwp1QvgeOyaGx6nHxMRERERESWfzQCqRaRCRFwAbgGwSX9QKdWilPIrpcqVUuUAXgMQVUA73hjUEhERERERJRmlVB+AjwF4BsAuAI8rpXaIyL0ict3Etm5kOP2YiIiIiIgoCSmlngbwdMB9d4fZdmW0+xWRagBfgrae9qNjaWM0OFJLREREREREsfQYgF8BuAQARGSOiDwar4MxqCUiIiIiIqJYsimlfg+tvA+UUtuhJZ2Kz8HitWMiIiIiIiJKSo0iUoHBEkGipU9OjdfBuKaWiIiIiIiIYulTAH4MoEBEPgBgDYDt8ToYg1oiIiIiIiKKJQUtkL0ewHwAfwHwULwOxqCWiIiIiIiIYulJpdQiAL8e/AcRWQ6t1m3McU0tERERERERjZmI3CQi3wCQJiKzRMRuenhjvI7LkVoiIiIiIiKKhZcBpAC4C8C3AcwUkWYAjQA643VQBrVEREREREQ0ZkqpYwAeFZH9SqmXAUBEsgFUAHgnXsdlUEtERERERESx9I6IfBhAF4AdALYppeI2Uss1tURERERERBRLTwLIBXAfgAcAtIgIR2qJiIiIiIhoUkhTSt0rIu9SDdbSkgAAIABJREFUSq0QkXcDqIrXwThSS0RERERERLHUNfh/t4ikKqWeALAuXgfjSC0RERERERHF0jcHE0T9EsBDIvIKgOJ4HYwjtURERERERBQTImIDMFMpdU4p9W0ATwMoBbA+XsfkSC0RERERERHFhFJqQERWQ0sSBaXUY/E+JkdqiYiIiIiIKJbeEpF7Bkdt444jtURERERERBRLpQDmAviwiLwOYCuArUqpX8XjYBypJSIiIiIiSkIiskZEdovIPhH5YojHPy0iO0Vkq4g8LyJl0exXKXWTUmoWgDIAXwWwD8DS2LZ+CEdqiYiIiIiIkoyI2AF8H8AVABoAbBaRTUqpnabN3gRQp5TqEJEPA7gfwM3RHkMp1Q3gjcF/ccORWiIiIiIiouSzFMA+pdQBpVQPgF8gIEOxUuoFpVTH4M3XAJSMcxujwqCWiIiIiIhoCtq4cSPq6upQV1cHAP6Ah4sBHDXdbkDkWrJ3Avj9aNsiIgWj/d3hMKglIiIiIiKagurr67FlyxZs2bIFAM4EPCwhfkWF2o+I3AagDsADY2jOf43hdyPimloiIiIiIqLk0wAtS7GuBEBj4EYicjmArwBYMbhGdlSUUleP9neHw5FaIiIiIiKi5LMZQLWIVIiIC8AtADaZNxCRhQB+BOA6pdSpaHcsInUi4o1payNgUEtERERERJRklFJ9AD4G4BkAuwA8rpTaISL3ish1g5s9AMAH4Fci8paIbAqzu0CPAujXb4iIX0SuiWHzLTj9mIiIiIiIKAkppZ4G8HTAfXebfr58lLvuUkp1mfZzRkTuBfC7Ue4vIo7UEhERERERUSwdEJG1Afe54nUwjtQSERERERFRLH0cwO9F5P3Q6tvOBrA/XgfjSC0RERERERHFUjGAiwE8ASAXwFYA743XwRjUEhERERERUSw9CqBPKfWEUuqfAfwSwKp4HYxBLREREREREcVSUKIoAPfG62AMaomIiIiIiCiWmCiKiIiIiIiIJi0miiIiIiIiIqLJSSl1HMBijFOiKI7UEhERERERUcyISA6AmwB0AfgtgG1Kqc54HY8jtURERERERBRLT0Ibob0PwAMAWkTknXgdjCO1REREREREFEtpSql7ReRdSqkVIvJuAFXxOhhHaomIiIiIiCiW9HI+3SKSqpR6AsC6eB2MI7VEREREREQUS98UkWwAvwTwkIi8AqA4XgfjSC0RERERERHFjFLqCaXUOaXUtwE8DaAUwPp4HY8jtURERERERBQXSqnH4n0MjtQSERERERHRpMWgloiIiIiIiCYtBrVEREREREQ0aSVsUCsiD4nIKRHZHuZxEZH/FJF9IrJVRBaNdxuJiIiIiIgmKxFZIyK7B2OqL4Z43C0ivxx8/HURKR//Vg4vYYNaAI8AWBPh8bUAqgf/1QN4cBzaRERERERENOmJiB3A96HFVbUAbhWR2oDN7gTQpJSqAvAdAP8+vq2MTsIGtUqpFwGci7DJegCPKs1rADJFpHB8WkdERERERDSpLQWwTyl1QCnVA+AXCC67sx7ATwZ//jWA1SIi49jGqEzmkj7FAI6abjcM3nc8cMMPfvCDyM7ONm7X19ejvr4+7g1MFG63e6KbMKGS/fkDfA2S/fkDfA34/JP7+QN8Dfj8k/v5A3wNkv35A8DDDz88M+CuUPHUsnDbKKX6RKQFQA6AM/Fq52hM5qA2VA+BCrWh0+nEli1b4tycxNXd3T3RTZhQyf78Ab4Gyf78Ab4GfP7J/fwBvgZ8/sn9/AG+Bsn+/AGgrq5ud8Bd0cRTUcdcEylhpx9HoQFAqel2CYDGCWoLERERERHRZBJNPGVsIyIOABmIvER0QkzmoHYTgNsHsyAvB9CilAqaekxERERERERBNgOoFpEKEXEBuAVajGW2CcAdgz+/B8CflFIJN1KbsNOPReTnAFYC8ItIA4B7ADgBQCn1QwBPA1gHYB+ADgAfmJiWEhERERERTS6Da2Q/BuAZAHYADymldojIvQC2KKU2AfgvAI+JyD5oI7S3TFyLw0vYoFYpdeswjysAHx2n5hAREREREU0pSqmnoQ0Wmu+72/RzF4Abx7tdIzWZpx8TERERERFRkmNQS0RERERERJMWg1oiIiIiIiKatBjUEhERERER0aTFoJaIiIiIiIgmLQa1Cainpwdf+9rXUFVVBbfbjfLycnzhC19Ae3s7ysvLISIQEWzYsGGim0pERERERDShErakT7Lq7+/H+vXr8Yc//MG47/Dhw7j//vvxl7/8BV1dXRPYOiIiIiIiosTCoDbB/OAHP7AEtOXl5bj11ltx+vRpPPLII+jr65vA1hERERERESUWBrUJ5sEHHzR+Tk9Px9/+9jfk5uYCAJYvX4677rproppGRERERESUcLimNoG0tbVh165dxu1rr73WCGgB4Pbbb4fDwX4IIiIiIiIiHYPaBNLS0mK5XVhYaLntdDqRk5Mznk0iIiIiIiJKaAxqE0hGRobl9qlTpyy3e3t7cfbs2fFsEhERERERUUJjUJtAfD4famtrjdtPPfWUZfT20UcfZaIoIiIiIiIiEy7QTDAf+tCH8IlPfAIAcPbsWSxZsgQ33ngjTp06hUceeWRiG0dERERERJRgOFKbYD7ykY/gqquuMm7v3bsX9913H3784x9jwYIFyM/PNx6z2fjnIyIiIiKi5MaoKMHY7Xb85je/wVe/+lVUVlbC6XSitLQUn/70p/Hcc8+htbXV2DYrK2sCW0pERERERDTxOP04AQ0MDODuu+/G3Xffbbn/ySefRGdnp3F76dKl4900IiIiIiKihMKgNgFdddVV8Pv9uOyyyzBt2jR0dHTg9ddfx8aNG41tKisrcf31109gK4mIiIiIiCYeg9oE1NPTgyeffBJPPvlkyMenTZuGTZs2we12j3PLiIiIiIiIEktCr6kVkTUisltE9onIF0M8Pk1EXhCRN0Vkq4ism4h2xtpHPvIRXHPNNSgtLYXH44HT6URubi5WrVqFb3/729ixYwdmz5490c0kIiIiIiKacAk7UisidgDfB3AFgAYAm0Vkk1Jqp2mzfwLwuFLqQRGpBfA0gPJxb2yM3X777bj99tsnuhlEREREREQJL5FHapcC2KeUOqCU6gHwCwDrA7ZRANIHf84A0DiO7SMiIiIiIqIJlrAjtQCKARw13W4AsCxgm38B8KyIfByAF8DloXbU0tKCuro643Z9fT3q6+tj2lgiIiIiIiIaf4kc1EqI+1TA7VsBPKKU+paIXADgMRGZo5QaMG+UkZGBLVu2xKudRERERERENEESefpxA4BS0+0SBE8vvhPA4wCglHoVQAoA/7i0joiIiIiIiCZcIge1mwFUi0iFiPz/9u4/XK6qvvf4+2MCKMINVsQfgAULIogKmCKIIv5qg3JBEWsQq1SE9rlSpbZX8dJLFaVXi0rrFbFUMeqDUISiARHwIoqtgAQMkBADEZREUFQkKMjv7/1j7xPG45zkRM6cOTPzfj3PPGf22mvWXmvNmR/fWWvtvSEwH1g4Ls8twMsBkuxIE9T+bFprKUmSJEnqmxkb1FbVg8CRwIXAMpqzHC9NclyS/dtsfwscnuQa4HTg0KoaP0VZkiRJkjSkZvKaWqrqfJrL9HSmHdtx/3pgr+mulyRJkiRpZpixI7WSJEmSJK2LQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgzeigNsm8JMuTrEhy9AR5/izJ9UmWJvnidNdRkiRJktQ/s/tdgYkkmQWcBLwSWAVcmWRhVV3fkWd74L3AXlX1yyRb9Ke2kiRJkqR+mMkjtbsDK6rqpqq6HzgDOGBcnsOBk6rqlwBVdfs011GSJEmS1Ec9D2qTPL4ddV1fWwIrO7ZXtWmdngk8M8l/Jbk8ybxuBa1evZq5c+euuZ1yyim/R3UkSZIkSTPNlE8/TvIYYD5wCPDHwH3ARkl+BpwPnFJVN06mqC5pNW57NrA9sA+wFfDtJDtX1Z2dmebMmcOiRYvWqx2SJEmSpJmvFyO1lwB/RLPW9SlVtXVVbQG8GLgc+FCSN02inFXA1h3bWwG3dsnzlap6oKpuBpbTBLmSJEmSpBHQixNFvaKqHhifWFV3AGcDZyfZYBLlXAlsn2Rb4Mc0o79vHJfny8DBwIIkm9NMR77p0VRekiRJkjQ4ejFS++BU5KmqB4EjgQuBZcCZVbU0yXFJ9m+zXQj8Isn1NCPE/7OqfvF71luSJEmSNGB6MVJ7SZKzaaYF3zKWmGRD4EXAW2gC0AXrKqiqzqdZh9uZdmzH/QLe1d4kSZIkSSOmF0HtPOCtwOnt1OE7gcfRjApfBJxYVYt7cFxJkiRJ0oiZ8qC2qu5N8hXgbmAOcDtw4di1ZCVJkiRJmipTvqY2yZ8Ai4A/BXYD3gNcmeRFU30sSZIkSdJo68X04w8CL66qFWMJSfYE/i3JEVX1nR4cU5IkSZI0gnpx9uMNOwNagKq6DDgQ+MceHE+SJEmSNKJ6EdTem+RJ4xOr6gaaNbaSJEmSJE2JXgS1JwBfTvK0zsQkm/foeJIkSZKkEdWLsx+fnWQj4LIkVwHXABsCfwZ8YKqPJ0mSJEkaXT0ZOa2qLwI7AufRTDm+H5hfVZ/vxfEkSZIkSaOpF2c/BqCq7gFO7VX5kiRJkiRNaVCb5D00I7SXAPsBN1fVu6fyGJIkSZIkjZnq6cfbV9WhwJ9X1euBTae4fEmSJEmS1pjqoPZJSQ4HHpPkRcDmU1y+JEmSJElrTHVQeyRwE3AQ8ALgfVNcviRJkiRJa0zpmtqqWgmsbDc/OpVlS5IkSZI0Xk8u6TOmPXGUJEmSJEk9MdVnPz6zcxPYBfjwVB5DkiRJkqQxU32d2ruq6m1jG0lOnuLyJUmSJElaY6qnHx8/bvuYR1NYknlJlidZkeToteQ7KEklmftojidJkiRJGixTGtRW1c1J3ppkozbpxUn+MskL17esJLOAk4B9gZ2Ag5Ps1CXfpsA7gCseRdUlSZIkSQOoFyeKemdV3ZfkfcC7gG2Bf0jynSRPWY9ydgdWVNVNVXU/cAZwQJd8HwD+Cbj3UdZbkiRJkjRgpnpNLcD97d9XAXtW1UMASV4NfBI4cJLlbMkjlwcCWEVz7ds1kuwKbF1V5yX5u4kKWr16NXPnPjIz+YgjjuCII46YZDUkSZIkSTNVL4LalUkWAFsAjwN+DVBVX03ywfUoJ13Sas3O5DHAicCh6ypozpw5LFq0aD0OLUmSJEkaBL0Iag8FXkcTcJ6d5AJgKbArj4ziTsYqYOuO7a2AWzu2NwV2Br6ZBOApwMIk+1eVEawkSZIkjYApX1NbVXdV1Wer6hrg9TSB86HA04E3rEdRVwLbJ9k2yYbAfGBhx3FWV9XmVbVNVW0DXA4Y0EqSJEnSCOnFSO0aVXUXcMLv+dgHkxwJXAjMAk6tqqVJjgMWVdXCtZcgSZIkSRp2PQ1qH62qOh84f1zasRPk3Wc66iRJkiRJmjl6cUkfSZIkSZKmhUGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYM3ooDbJvCTLk6xIcnSX/e9Kcn2Sa5NcnOQP+1FPSZIkSVJ/zNigNsks4CRgX2An4OAkO43L9j1gblU9FzgL+KfpraUkSZIkqZ9mbFAL7A6sqKqbqup+4AzggM4MVXVJVd3Tbl4ObDXNdZQkSZIk9dFMDmq3BFZ2bK9q0yZyGPC1bjtWr17N3Llz19xOOeWUKaymJEmSJKlfZve7AmuRLmnVNWPyJmAu8JJu++fMmcOiRYumsGqSJEmSpJlgJge1q4CtO7a3Am4dnynJK4BjgJdU1X3TVDdJkiRJ0gwwk6cfXwlsn2TbJBsC84GFnRmS7Ar8K7B/Vd3ehzpKkiRJkvpoxga1VfUgcCRwIbAMOLOqliY5Lsn+bbYTgE2ALyVZnGThBMVJkiRJkobQTJ5+TFWdD5w/Lu3YjvuvmPZKSZIkSZJmjBk7UitJkiRJ0roY1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWAZ1EqSJEmSBpZBrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgbWjA5qk8xLsjzJiiRHd9m/UZJ/b/dfkWSbbuWsXr2611Wd0c4999x+V6GvRr39YB+MevvBPrD9o91+sA9s/2i3H+yDUW8/wM9//vPN+12HXpmxQW2SWcBJwL7ATsDBSXYal+0w4JdVtR1wIvDhbmXdcccdvazqOvX7RXTGGWf09fij3n6wD2x//z9IR70PbL/vg/3uA9s/2u0H+8D29/+7wB133PGUftehV2ZsUAvsDqyoqpuq6n7gDOCAcXkOAD7X3j8LeHmSjC/o4Ycf7mlF16Xf/8R33313X48/6u0H+8D29/+DbNT7wPb7PtjvPrD9o91+sA9sf/+/Czz00EOz+l2HXklV9bsOXSU5CJhXVW9rt/8ceEFVHdmRZ0mbZ1W7/YM2z8/HlXU/8EBH0s+A38rTY3OAfs6BfjpwSx+PP+rtB/vA9ve3/WAf2H7fB/vdB7Z/tNsP9oHt7/N3gZ133vnZ11133eP6WYdemd3vCqzF74y4AuMj8Mnkoao2nJIaSZIkSZJmlJk8/XgVsHXH9lbArRPlSTKb5heQ/i6glSRJkiRNm5kc1F4JbJ9k2yQbAvOBhePyLATe0t4/CPhGzdT51JIkSZKkKTdjpx9X1YNJjgQuBGYBp1bV0iTHAYuqaiHwGeALSVbQjNDO71+NJUmSJEnTbSaP1FJV51fVM6vqj6rq+Dbt2DagparurarXV9V2VbV7Vd3U+fh1Xed2GCU5Ncnt7Um0xtL+IMnXk9zY/n1CP+vYS0m2TnJJkmVJliZ5Z5s+En2Q5LFJvpvkmrb972/Tt22v5Xxje23noV5nnmRWku8lOa/dHrX2/zDJdUkWJ1nUpo3EawAgyWZJzkry/fa9YM8Ra/8O7XM/drsryVEj1gd/074HLklyevveODLvA0ne2bZ9aZKj2rShfv7X5/tPGh9vvx9em2S3/tV8akzQ/te3/wMPJ5k7Lv972/YvT/Kn01/jqTdBH5zQfhZcm+ScJJt17BuqPpig/R9o2744yUVJntamD91rYEYHtY9GJned22G0AJg3Lu1o4OKq2h64uN0eVg8Cf1tVOwJ7AG9vn/dR6YP7gJdV1fOAXYB5SfaguYbziW37f0lzjedh9k5gWcf2qLUf4KVVtUtVjX2RGZXXAMC/ABdU1bOA59H8L4xM+6tqefvc7wI8H7gHOIcR6YMkWwLvAOZW1c40s73mMyLvA0l2Bg6nuTTi84D9kmzP8D//C5j89599ge3b2xHAydNUx15awO+2fwlwIHBpZ2L7vWg+8Oz2MZ9svzcPugX8bh98Hdi5qp4L3AC8F4a2Dxbwu+0/oaqe234enAcc26YP3WtgaINaJned26FTVZfyuyfL6rye7+eA10xrpaZRVd1WVVe3939F82V2S0akD6rx63Zzg/ZWwMtoruUMQ9x+gCRbAa8GPt1uhxFq/1qMxGsgyX8D9qZZnkJV3V9VdzIi7e/i5cAPqupHjFYfzAYel+YkkhsDtzE67wM7ApdX1T1V9SDwLeC1DPnzv57ffw4APt9+Zl4ObJbkqdNT097o1v6qWlZVy7tkPwA4o6ruq6qbgRU035sH2gR9cFH7OgC4nObEszCEfTBB++/q2Hw8j1wlZuheA8Mc1G4JrOzYXtWmjaInV9Vt0AR9wBZ9rs+0SLINsCtwBSPUB2mm3i4Gbqf5hfIHwJ0db+rD/lr4Z+DdwMPt9hMZrfZD86F1UZKrkhzRpo3Ka+AZNNci/2yaKeifTvJ4Rqf9480HTm/vj0QfVNWPgY/QXI/yNprrQl7F6LwPLAH2TvLEJBsDr6K5UsRIPP/jTNTmUf+OOKrtfyvwtfb+yPRBkuOTrAQO4ZGR2qFr/zAHtZO6hq2GU5JNgLOBo8b9SjX0quqhdprJVjS/Ou7YLdv01mp6JNkPuL2qrupM7pJ1KNvfYa+q2o1metHbk+zd7wpNo9nAbsDJVbUrcDfDN81yUto1o/sDX+p3XaZTu27yAGBb4Gk0oxP7dsk6lO8DVbWMZqr114ELgGtoluboEaP4udBp5Nqf5Bia18FpY0ldsg1lH1TVMVW1NU3bj2yTh679wxzUTuY6t6Pip2NTCtq/t/e5Pj2VZAOagPa0qvqPNnmk+gCgnXL5TZq1xZu10/BguF8LewH7J/khzZKDl9GM3I5K+wGoqlvbv7fTrKXcndF5DawCVlXVFe32WTRB7qi0v9O+wNVV9dN2e1T64BXAzVX1s6p6APgP4IWM0PtAVX2mqnarqr1ppiPeyOg8/50mavOof0ccqfYneQuwH3BIx6U/R6oPWl8EXtfeH7r2D3NQO5nr3I6Kzuv5vgX4Sh/r0lPt+snPAMuq6mMdu0aiD5I8aezMfkkeR/PlbhlwCc21nGGI219V762qrapqG5rX/Deq6hBGpP0ASR6fZNOx+8Cf0ExHHInXQFX9BFiZZIc26eXA9YxI+8c5mEemHsPo9MEtwB5JNm4/E8b+B0bpfWCL9u/TaU4UdDqj8/x3mqjNC4E3t2eA3QNYPTZNeUQsBOYn2SjJtjQnC/pun+vUE0nmAe8B9q+qezp2jUQftCeJG7M/8P32/vC9BqpqaG8060huoFlTeEy/6zNNbT6dZg3RAzS/whxGs6bwYppfai8G/qDf9exh+19EM33iWmBxe3vVqPQB8Fzge237lwDHtunPoHmzXkEzFXGjftd1GvpiH+C8UWt/29Zr2tvSsfe+UXkNtG3dBVjUvg6+DDxhlNrf9sHGwC+AOR1pI9MHwPtpvrwtAb4AbDRi7wPfpgnkrwFePgrP//p8/6GZenlS+/3wOpozZfe9DT1o/2vb+/cBPwUu7Mh/TNv+5cC+/a5/D/tgBc3a0bHvhJ8a1j6YoP1nt++D1wLnAlu2eYfuNZC2YZIkSZIkDZxhnn4sSZIkSRpyBrWSJEmSpIFlUCtJkiRJGlgGtZIkSZKkgWVQK0mSJEkaWAa1kjRikrw2SSV51hSXe1SSN7f3v5lk7hSV+80ky5MsTrIsyREd+36Y5Lok1yS5KMlTujx+dpJ/THJjW8biJMd07P91x/1nJjk/yYr2WGcmeXK7b/ckl7Z1+X6ST49dCzXJx9vHXJtkt47yHuo4Zk+ulZ5kQZKDHm2etTz2qCQbT7Bvn/Z/6b93pJ2XZJ/2fudztzjJWW36+5L8uCN9cZLNOso7rKO8Xdu0v5ugDqcmuT3JknHpH0nyst+nzZKkwWJQK0mj52DgP4H5U1VgktnAW4EvPspykqTbZ9MhVbULsBfw4SQbdux7aVU9j+batP+ry2M/CDwNeE5bxouBDboc+7HAV4GTq2q7qtoROBl4UhvYfgl4T1XtAOwIXABsCuwLbN/ejmgfM+Y3VbVLe9t/8j0xoxxFc93biayiud7jRA7p6IPOwPrEjvRdqurONv064A0d+ebTXG91IguAeV3S/y9w9FoeJ0kaEga1kjRCkmxCExgeRkdQm+QxST6ZZGk70nb+2Mhekucn+VaSq5JcmOSpXYp+GXB1VT047niPSfK5JB9McliSEzv2HZ7kY0m2aUdFPwlcDWy9liZsAtwNPNRl36XAduOOvzFwOPDXVXUvQFX9qqre1+XxbwQuq6pzxxKq6pKqWgK8HfhcVV3WpldVnVVVPwUOAD7fpl0ObDZBH3XW64ft6PFlSRYl2a3t2x8k+as2T5KckGRJOxr9ho70TyS5PslXgS06yl3nc9UtT5rR7Cs7Rlj/T5Ljk7yD5geBS5JcMkFzrgFWJ3nl2tq8Hm4BHpvkyUlCE7B+baLMVXUpcEeX9B8BT0yX0XtJ0nAxqJWk0fIa4IKqugG4o2Oq7IHANsBzgLcBewIk2YBmxOugqno+cCpwfJdy9wKuGpc2GzgNuKGq/h44A9i/LRPgL4DPtvd3oAkMd22DkfFOS3ItsBz4QFV1C2r3oxnl67QdcEtV/apL/vF27tKGyezbEljZsb2qTYMmOFuU5PIkrxn3uJVVtSfwbZrRxoOAPYDj2v0HArsAzwNeAZzQBqmvpemv59AE7C+EyT1XE+Vpf4w4FDi5DU7nAe+vqo8Dt9KMhr90gvZDMxr+9xPsO61jivEJHel/05E+PmA+C3h927argfvWcuy1uZrmf1OSNMRm97sCkqRpdTDwz+39M9rtq4EXAV+qqoeBn3QEGTvQBHRfbwbNmAXc1qXcpwLLxqX9K3BmVR0PUFV3J/kGsF+SZcAGVXVdkm2AH7WjnBM5pKoWJXkS8J0kF3QEv5ckeQi4lokDKwCS/AXwTuCJwAurauXa8k9SuqRV+/fpVXVrkmcA30hyXVX9oN03tsb2OmCTNvD+VZJ7k2xG85yc3gbwP03yLeCPgb070m9t+xQm91xNmKeqlib5AnAusGdV3T/ZDqiqbychyYu77D6kqhZ1ST+xqj4yQZFnAv8OPAs4nTZw/z3cTjPSLEkaYga1kjQikjyRZprwzkmKJqCpJO+me2BGm76/hjvQAAADUUlEQVS0HVFcm98Ajx2X9h3gpUk+Ojb1F/g0zbrX7/PIKC00U4rXqap+luRq4AXAWFD70qr6+QQPWQE8Pcmm7bTjzwKfTXNSoVnj8i4FXjJBOUuB5wNf6bJvFb89ZXormtFNqmrs701JvgnsCowFtWOjjw/z2yORD9N8Pk/0nMAjQXOnyTxX68rzHOBO4MldH5y8FviHdvNt43YfT7O29kEepar6SZIHgFfS/AgxNhq9NU3QDfCpqvrUOop6LM3/piRpiDn9WJJGx0E0U3z/sKq2qaqtgZtpRgT/E3hduwb2ycA+7WOW05woac105CTP7lL2MsatZwU+A5wPfCnNiaSoqitoAsA30ozArZd2jWxnYLhWVXVPW49PpDkRFElmARt2yf5F4IVJXt1xvHlJngN8AnhLkhd07HtTu15zIfDmdq3rHsDqqrotyROSbNTm3ZxmGuz169HcS4E3JJnVjlDvDXy3TZ/fpj8VGJsWPJnnasI8SQ6kGcHeG/h4O1oM8CuaE2JRVed0nNjpt0Zfq+oi4Ak006WnwrE0J+ZaM9W8qlZ2HH9dAS3AM4El68wlSRpoBrWSNDoOBs4Zl3Y2TYB5Ns2I4xKaacNX0ARn99MEwx9Ocg2wmO5TQb9GEwz9lqr6GM305i/kkbManwn8V1X9cj3qflqSxTTrWhdU1UTrW7s5hmaK7ZIk36NZw/o52tHUjrr+hmZd7l+nufzP9TTrTG9vTwg1H/hImkvULKM5i/JdNIH7TTSjwv8G/I+2yB2BRW2/XQJ8qKrWJ6g9h2ZK9TXAN4B3V9VP2vQbaaYtnwx8q63/Op+rifK0QfeHgMPa9dafAP6lfdgpwNfWcqKoTsfTjFR36lxT+/860jvX1C5up6F31vU7VfXldR0wyenAZcAOSValvRxQu354O5qzYkuShliqus1gkiSNmiSbVNWv22nK3wX2aoOoyT7+HJrA68Z15DuPZj3lxY+uxtLE2qnSu1XV/+53XSRJveVIrSRpzHntaOi3ac4wPOmAtnU0zQmjukqyWZIbaK7dakCrXpsNfLTflZAk9Z4jtZIkSZKkgeVIrSRJkiRpYBnUSpIkSZIGlkGtJEmSJGlgGdRKkiRJkgaWQa0kSZIkaWD9f5B/VQCof450AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x1260 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TO DO: subplots f, g\n",
    "#        NEEM depth axis disagrees with published figure (same prob in Fig 2)\n",
    "\n",
    "# Figure 1\n",
    "# Create a new figure with seven subplots.\n",
    "fig, axes = plt.subplots(7, 1, sharex=True, figsize=(15,17.5))\n",
    "fig.subplots_adjust(hspace=0)\n",
    "\n",
    "# Draw an x-axis using an alternate scale (depth) along top of figure.\n",
    "ax_top = axes[0].twiny()\n",
    "ax_top.set_xlabel('NEEM depth (m)')\n",
    "ax_top.xaxis.set_label_position('top')\n",
    "ax_top.tick_params(top=True)\n",
    "neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
    "depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
    "ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
    "ax_top.set_xticks(ax_top_xticks)\n",
    "ax_top.set_xticklabels(neem_depth_labels, rotation=90)\n",
    "\n",
    "# Draw all tick marks inside the plot area.\n",
    "for i in range(7):\n",
    "    axes[i].tick_params(which='both', direction='in')\n",
    "ax_top.tick_params(direction='in')\n",
    "\n",
    "# Use log scale for y-axis in subplots a-e, but don't use exponential format for y-axis labels.\n",
    "for i in range(5):\n",
    "    axes[i].set_yscale('log')\n",
    "    axes[i].yaxis.set_major_formatter(ticker.ScalarFormatter())\n",
    "\n",
    "# The 2nd, 4th, and 6th plots have y-axis labels and tick marks on the right.\n",
    "for i in [1, 3, 5]:\n",
    "    axes[i].yaxis.set_label_position('right')\n",
    "    axes[i].tick_params(which='both', left=False, right=True, labelleft=False, labelright=True)\n",
    "\n",
    "# Remove lines that don't appear in Figure 1 as published in Nature.\n",
    "for i in [1, 3, 5]:\n",
    "    axes[i].spines['left'].set_visible(False)\n",
    "for i in range(6):\n",
    "    axes[i].spines['bottom'].set_visible(False)\n",
    "for i in range(1, 7):\n",
    "    axes[i].spines['top'].set_visible(False)\n",
    "ax_top.spines['right'].set_visible(False)\n",
    "ax_top.spines['bottom'].set_visible(False)\n",
    "    \n",
    "# Subplots 1a-e.\n",
    "# Plot data using a lighter shade (by setting alpha=0.4).\n",
    "supp_data_1.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', color='orange', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', color='blue', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', color='red', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', color='purple', alpha=0.4, legend=False)\n",
    "\n",
    "# Calculate the smoothed function. Use min_periods to remove the extraneous \"mean\"\n",
    "# where the actual data is \"NaN\".\n",
    "supp_data_1_smoothed = supp_data_1.rolling(21, min_periods=21, center=True)\n",
    "supp_data_1_rolling_mean = supp_data_1_smoothed.mean()\n",
    "\n",
    "# Plot the 21 point running means of the 10 year data.\n",
    "supp_data_1_rolling_mean.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', color='brown', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', color='blue', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', color='red', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', color='purple', legend=False)\n",
    "\n",
    "# Draw vertical gridlines.\n",
    "for i in range(7):\n",
    "    axes[i].xaxis.grid(which='major')\n",
    "for i in [0, 2, 4, 6]:\n",
    "    axes[i].spines['right'].set_color('lightgrey')\n",
    "    \n",
    "# Annotate the figure.\n",
    "axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[4].annotate('e', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[5].annotate('f', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[6].annotate('g', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "\n",
    "axes[3].annotate('Hol', xy=(5, 2), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('LGM', xy=(20, 1000), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('Cold stadials', xy=(34, 1000), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('Warm interstadials', xy=(29, 8), xycoords='data', fontsize=16)\n",
    "axes[3].annotate('Eem', xy=(120, 2), xycoords='data', fontsize=16)\n",
    "\n",
    "# Set labels directly on the axes objects.\n",
    "# Matplotlib includes a subset of latex.\n",
    "# See https://matplotlib.org/users/mathtext.html for documentation.\n",
    "axes[0].set_ylabel(r'$NH_4^+$ (ng $g^{-1}$)')\n",
    "axes[1].set_ylabel(r'$NO_3^-$ (ng $g^{-1}$)')\n",
    "axes[2].set_ylabel(r'$Na^+$ (ng $g^{-1}$)')\n",
    "axes[3].set_ylabel(r'$Ca^{2+}$ (ng $g^{-1}$)')\n",
    "axes[4].set_ylabel(r'$SO_4^{2-}$ (ng $g^{-1}$)')\n",
    "axes[5].set_ylabel(r'$acc.rate$ (cm IE $year^{-1}$)')\n",
    "axes[6].set_ylabel(r'$\\delta^{18}O ()$')\n",
    "\n",
    "axes[6].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\n",
    "\n",
    "# Set x-axis ticks (default ticks were drawn every 20 kyr).\n",
    "NUM_XTICKS = 14\n",
    "axes[6].set_xlim(0, 130)\n",
    "axes[6].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
    "axes[6].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
    "\n",
    "# Only the bottommost plot has tick marks on the x-axis.\n",
    "for i in range(6):\n",
    "    axes[i].tick_params(axis='x', which='both', bottom=False)\n",
    "    \n",
    "# Tweak y-axis settings for subplot b.\n",
    "axes[1].set_ylim(40, 250)\n",
    "axes[1].set_yticks([50, 100, 200])\n",
    "axes[1].get_yaxis().set_major_formatter(ticker.ScalarFormatter())\n",
    "axes[1].get_yaxis().set_minor_formatter(ticker.NullFormatter())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(120,2,'Eem')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TO DO: plot gray area in subplots a-c (how to calculate?)\n",
    "#        NEEM depth axis disagrees with published figure (same prob in Fig 1)\n",
    "\n",
    "# Figure 2\n",
    "# Create a new figure with four subplots.\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(15,10))\n",
    "fig.subplots_adjust(hspace=0)\n",
    "\n",
    "# Draw an x-axis using an alternate scale (depth) along top of figure.\n",
    "ax_top = axes[0].twiny()\n",
    "ax_top.set_xlabel('NEEM depth (m)')\n",
    "ax_top.xaxis.set_label_position('top')\n",
    "ax_top.tick_params(top=True)\n",
    "neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
    "supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
    "depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
    "ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
    "ax_top.set_xticks(ax_top_xticks)\n",
    "ax_top.set_xticklabels(neem_depth_labels, rotation=90)\n",
    "\n",
    "# Draw all tick marks inside the plot area.\n",
    "for i in range(4):\n",
    "    axes[i].tick_params(which='both', direction='in')\n",
    "ax_top.tick_params(direction='in')\n",
    "\n",
    "# Use log scale for y-axis in subplots a-c, but don't use exponential format for y-axis labels.\n",
    "for i in range(3):\n",
    "    axes[i].set_yscale('log')\n",
    "    axes[i].yaxis.set_major_formatter(ticker.ScalarFormatter())\n",
    "\n",
    "# The 2nd and 4th plots have y-axis labels and tick marks on the right.\n",
    "for i in [1, 3]:\n",
    "    axes[i].yaxis.set_label_position('right')\n",
    "    axes[i].tick_params(which='both', left=False, right=True, labelleft=False, labelright=True)\n",
    "\n",
    "# Remove lines that don't appear in Figure 2 as published in Nature.\n",
    "for i in [1, 3]:\n",
    "    axes[i].spines['left'].set_visible(False)\n",
    "for i in [0, 1, 2]:\n",
    "    axes[i].spines['bottom'].set_visible(False)\n",
    "for i in [1, 2, 3]:\n",
    "    axes[i].spines['top'].set_visible(False)\n",
    "ax_top.spines['right'].set_visible(False)\n",
    "ax_top.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Subplots 2a, 2b, and 2c.\n",
    "# Plot data using a lighter shade (by setting alpha=0.4).\n",
    "supp_data_1.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[1], x='age_kyr', y='Na (ng/g)', color='blue', alpha=0.4, legend=False)\n",
    "supp_data_1.plot(ax=axes[2], x='age_kyr', y='Ca (ng/g)', color='red', alpha=0.4, legend=False)\n",
    "\n",
    "# Calculate and plot the smoothed function values using a darker line.\n",
    "# Use min_periods to remove extraneous \"mean\" values when the actual data\n",
    "# is \"NaN\".\n",
    "supp_data_1_smoothed = supp_data_1.rolling(21, min_periods=21, center=True)\n",
    "supp_data_1_rolling_mean = supp_data_1_smoothed.mean()\n",
    "\n",
    "# Plot the 21 point running means of the 10 year data.\n",
    "supp_data_1_rolling_mean.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[1], x='age_kyr', y='Na (ng/g)', color='blue', legend=False)\n",
    "supp_data_1_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Ca (ng/g)', color='red', legend=False)\n",
    "\n",
    "# Subplot 2d.\n",
    "supp_data_2.plot(ax=axes[3], x='age_kyr', y='NH4 atm. residence time (days)',\n",
    "                 color='green', label='${NH_4}^+$')\n",
    "supp_data_2.plot(ax=axes[3], x='age_kyr', y='Na atm. residence time (days)',\n",
    "                 color='blue', label='$Na^+$')\n",
    "supp_data_2.plot(ax=axes[3], x='age_kyr', y='Ca atm. residence time (days)',\n",
    "                 color='red', label='$Ca^{2+}$')\n",
    "axes[3].legend(loc='upper left', frameon=False)\n",
    "\n",
    "# Draw vertical gridlines.\n",
    "for i in range(4):\n",
    "    axes[i].xaxis.grid(which='major')\n",
    "for i in [0, 2]:\n",
    "    axes[i].spines['right'].set_color('lightgrey')\n",
    "\n",
    "# Set labels directly on the axes objects.\n",
    "# Matplotlib includes a subset of latex.\n",
    "# See https://matplotlib.org/users/mathtext.html for documentation.\n",
    "axes[0].set_ylabel(r'$NH_4^+$ (ng $m^{-3}$)')\n",
    "axes[1].set_ylabel(r'$Na^+$ (ng $m^{-3}$)', )\n",
    "axes[2].set_ylabel(r'$Ca^{2+}$ (ng $m^{-3}$)')\n",
    "axes[3].set_ylabel('atm. res. time (day)')\n",
    "\n",
    "axes[3].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\n",
    "\n",
    "# Set x-axis ticks (default ticks were drawn every 20 kyr).\n",
    "NUM_XTICKS = 14\n",
    "axes[3].set_xlim(0, 130)\n",
    "axes[3].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
    "axes[3].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
    "\n",
    "# Only the bottommost plot has tick marks on the x-axis.\n",
    "for i in range(3):\n",
    "    axes[i].tick_params(axis='x', which='both', bottom=False)\n",
    "    \n",
    "# Annotate the figure.\n",
    "axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "\n",
    "axes[2].annotate('Hol', xy=(5, 2), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('LGM', xy=(20, 1000), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('Cold stadials', xy=(34, 1000), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('Warm interstadials', xy=(29, 8), xycoords='data', fontsize=16)\n",
    "axes[2].annotate('Eem', xy=(120, 2), xycoords='data', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, sharex=True, figsize=(15,10))\n",
    "\n",
    "NUM_XTICKS = 14\n",
    "axes[2].set_xlim(0, 130)\n",
    "axes[2].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
    "axes[2].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
    "\n",
    "for i in range(2):\n",
    "    axes[i].tick_params(axis='x', which='both', bottom=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TO DO: appear to have plotted the wrong values\n",
    "#        subplot e disagrees with published figure (wrong data?)\n",
    "#        number of bins to use?\n",
    "#        plotted density, but density != relative freq?\n",
    "#        subplots f-j: wrong or missing data?\n",
    "# Please see comments written in ALL CAPS in the code below\n",
    "# for pointers to the problems.\n",
    "\n",
    "# Figure 3\n",
    "# Create a new figure with ten subplots. An adjustment is necessary to\n",
    "# eliminate a vertical gap between the title and subplots.\n",
    "fig, axes = plt.subplots(5, 2, figsize=(10,20))\n",
    "fig.suptitle('10-year means (7.6-9.8 vs. 124.3-126.5 kyr BP)', fontsize=20)\n",
    "fig.subplots_adjust(top=0.95)\n",
    "\n",
    "# Set labels directly on the axes objects.\n",
    "# Matplotlib includes a subset of latex.\n",
    "# See https://matplotlib.org/users/mathtext.html for documentation.\n",
    "axes[0][0].set_xlabel('${NH_4}^+$ ice conc. (ng $g^{-1}$)')\n",
    "axes[1][0].set_xlabel('${NO_3}^-$ ice conc. (ng $g^{-1}$)')\n",
    "axes[2][0].set_xlabel('${Na}^+$ ice conc. (ng $g^{-1}$)')\n",
    "axes[3][0].set_xlabel('${Ca}^{2+}$ ice conc. (ng $g^{-1}$)')\n",
    "axes[4][0].set_xlabel('${SO_4}^{2-}$ ice conc. (ng $g^{-1}$)')\n",
    "\n",
    "axes[0][1].set_xlabel('${NH_4}^+$ rel. source strength')\n",
    "axes[1][1].set_xlabel('${NO_3}^-$ rel. source strength')\n",
    "axes[2][1].set_xlabel('${Na}^+$ rel. source strength')\n",
    "axes[3][1].set_xlabel('${Ca}^{2+}$ rel. source strength')\n",
    "axes[4][1].set_xlabel('${SO_4}^{2-}$ rel. source strength')\n",
    "\n",
    "for i in range(5):\n",
    "    axes[i][0].set_ylabel('Rel. frequency')\n",
    "\n",
    "# The Holocene (current geological epoch) began about 11,650 cal years BP,\n",
    "# where BP is (in standard practice) defined to be 1 January 1950.\n",
    "# Source: https://en.wikipedia.org/wiki/Holocene\n",
    "#         https://en.wikipedia.org/wiki/Before_Present\n",
    "#hol_data_1 = supp_data_1[supp_data_1.age_kyr <= 11.65]\n",
    "\n",
    "# The Eemian (last interglacial period) began about 130,000 years ago and\n",
    "# ended about 115,000 years ago.\n",
    "# Source: https://en.wikipedia.org/wiki/Eemian\n",
    "#eem_data_1 = supp_data_1[(supp_data_1.age_kyr >= 115) & (supp_data_1.age_kyr <= 130)]\n",
    "\n",
    "# Dates selected based on the title of the published figure\n",
    "# (instead of the dates in the comments above). \n",
    "hol_data_1 = supp_data_1[(supp_data_1.age_kyr >= 7.6) & (supp_data_1.age_kyr <= 9.8)]\n",
    "hol_data_2 = supp_data_2[(supp_data_2.age_kyr >= 7.6) & (supp_data_2.age_kyr <= 9.8)]\n",
    "eem_data_1 = supp_data_1[(supp_data_1.age_kyr >= 124.3) & (supp_data_1.age_kyr <= 126.5)]\n",
    "eem_data_2 = supp_data_2[(supp_data_2.age_kyr >= 124.3) & (supp_data_2.age_kyr <= 126.5)]\n",
    "\n",
    "# Lighter colors represent the Eemian reference period, and darker colors\n",
    "# represent the early Holocene.\n",
    "nh4_colors = ['greenyellow', 'olivedrab']\n",
    "no3_colors = ['navajowhite', 'chocolate']\n",
    "na_colors = ['lightsteelblue', 'mediumblue']\n",
    "ca2_colors = ['pink', 'red']\n",
    "so4_colors = ['plum', 'indigo']\n",
    "\n",
    "# Subplot a. NBINS? REL FREQ?\n",
    "eem_data_nh4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['NH4 (ng/g)']\n",
    "hol_data_nh4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NH4 (ng/g)']\n",
    "nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
    "axes[0][0].hist(nh4, 50, histtype='bar', color=nh4_colors, edgecolor='k', density=True)\n",
    "axes[0][0].set_xlim(0, 50)\n",
    "\n",
    "# Subplot b. NBINS? REL FREQ?\n",
    "eem_data_no3 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['NO3 (ng/g)']\n",
    "hol_data_no3 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NO3 (ng/g)']\n",
    "no3 = [eem_data_no3.dropna(), hol_data_no3.dropna()]\n",
    "axes[1][0].hist(no3, 25, histtype='bar', color=no3_colors, edgecolor='k', density=True)\n",
    "axes[1][0].set_xlim(40, 140)\n",
    "\n",
    "# Subplot c. NBINS? REL FREQ?\n",
    "eem_data_na = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                          (supp_data_1.age_kyr <= 130)]['Na (ng/g)']\n",
    "hol_data_na = supp_data_1[supp_data_1.age_kyr <= 11.65]['Na (ng/g)']\n",
    "na = [eem_data_na.dropna(), hol_data_na.dropna()]\n",
    "axes[2][0].hist(na, 25, histtype='bar', color=na_colors, edgecolor='k', density=True)\n",
    "axes[2][0].set_xlim(0, 25)\n",
    "\n",
    "# Subplot d. NBINS? REL FREQ?\n",
    "eem_data_ca2 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['Ca (ng/g)']\n",
    "hol_data_ca2 = supp_data_1[supp_data_1.age_kyr <= 11.65]['Ca (ng/g)']\n",
    "ca2 = [eem_data_ca2.dropna(), hol_data_ca2.dropna()]\n",
    "axes[3][0].hist(ca2, 25, histtype='bar', color=ca2_colors, edgecolor='k', density=True)\n",
    "axes[3][0].set_xlim(1, 16)\n",
    "\n",
    "# Subplot e. NBINS? REL FREQ? WRONG DATA?\n",
    "eem_data_so4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['SO4 (ng/g)']\n",
    "hol_data_so4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['SO4 (ng/g)']\n",
    "so4 = [eem_data_so4.dropna(), hol_data_so4.dropna()]\n",
    "axes[4][0].hist(so4, 25, histtype='bar', color=so4_colors, edgecolor='k', density=True)\n",
    "\n",
    "# Subplot f. WRONG DATA?\n",
    "eem_data_nh4 = supp_data_2[(supp_data_2.age_kyr >= 115) & \n",
    "                           (supp_data_2.age_kyr <= 130)]['NH4source (ng/m3)']\n",
    "hol_data_nh4 = supp_data_2[supp_data_2.age_kyr <= 11.65]['NH4source (ng/m3)']\n",
    "nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
    "axes[0][1].hist(nh4, 50, histtype='bar', color=nh4_colors, edgecolor='k', density=True)\n",
    "axes[0][1].set_xlim(0, 1000)\n",
    "\n",
    "# Subplot g. MISSING DATA?\n",
    "\n",
    "# Subplot h. WRONG DATA?\n",
    "eem_data_na = supp_data_2[(supp_data_2.age_kyr >= 115) & \n",
    "                          (supp_data_2.age_kyr <= 130)]['Nasource (ng/m3)']\n",
    "hol_data_na = supp_data_2[supp_data_2.age_kyr <= 11.65]['Nasource (ng/m3)']\n",
    "nh4 = [eem_data_na.dropna(), hol_data_na.dropna()]\n",
    "axes[2][1].hist(na, 50, histtype='bar', color=na_colors, edgecolor='k', density=True)\n",
    "#axes[2][1].set_xlim(0, 500)\n",
    "\n",
    "# Subplot i. WRONG DATA? \n",
    "eem_data_ca2 = supp_data_2[(supp_data_2.age_kyr >= 115) & \n",
    "                           (supp_data_2.age_kyr <= 130)]['Casource (ng/m3)']\n",
    "hol_data_ca2 = supp_data_2[supp_data_2.age_kyr <= 11.65]['Casource (ng/m3)']\n",
    "ca2 = [eem_data_ca2.dropna(), hol_data_ca2.dropna()]\n",
    "axes[3][1].hist(ca2, 25, histtype='bar', color=ca2_colors, edgecolor='k', density=True)\n",
    "#axes[3][1].set_xlim(1, 16)\n",
    "\n",
    "# Subplot j. MISSING DATA?\n",
    "\n",
    "# Annotate the figure.\n",
    "for i, j, ch in [(0,0,'a'), (1,0,'b'), (2,0,'c'), (3,0,'d'), (4,0,'e'),\n",
    "                 (0,1,'f'), (1,1,'g'), (2,1,'h'), (3,1,'i'), (4,1,'j')]:\n",
    "    axes[i][j].annotate(ch, xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold') \n",
    "\n",
    "# Equivalent to the preceding for loop.\n",
    "#axes[0][0].annotate('a', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[1][0].annotate('b', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[2][0].annotate('c', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[3][0].annotate('d', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[4][0].annotate('e', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "\n",
    "#axes[0][1].annotate('f', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[1][1].annotate('g', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[2][1].annotate('h', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[3][1].annotate('i', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
    "#axes[4][1].annotate('j', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 50)"
      ]
     },
     "execution_count": 13,
     "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": [
    "eem_data_nh4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
    "                           (supp_data_1.age_kyr <= 130)]['NH4 (ng/g)']\n",
    "hol_data_nh4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NH4 (ng/g)']\n",
    "\n",
    "nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
    "plt.hist(nh4, 50, histtype='bar', density=True)\n",
    "plt.xlim(0, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Zen of Python, by Tim Peters\n",
      "\n",
      "Beautiful is better than ugly.\n",
      "Explicit is better than implicit.\n",
      "Simple is better than complex.\n",
      "Complex is better than complicated.\n",
      "Flat is better than nested.\n",
      "Sparse is better than dense.\n",
      "Readability counts.\n",
      "Special cases aren't special enough to break the rules.\n",
      "Although practicality beats purity.\n",
      "Errors should never pass silently.\n",
      "Unless explicitly silenced.\n",
      "In the face of ambiguity, refuse the temptation to guess.\n",
      "There should be one-- and preferably only one --obvious way to do it.\n",
      "Although that way may not be obvious at first unless you're Dutch.\n",
      "Now is better than never.\n",
      "Although never is often better than *right* now.\n",
      "If the implementation is hard to explain, it's a bad idea.\n",
      "If the implementation is easy to explain, it may be a good idea.\n",
      "Namespaces are one honking great idea -- let's do more of those!\n"
     ]
    }
   ],
   "source": [
    "import this"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}