{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import scipy.signal as ss\n",
    "import h5py\n",
    "\n",
    "def zscore(x):\n",
    "    return (x-np.mean(x))/np.std(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs = pd.read_csv('L5Segments.csv')\n",
    "segs_degrees = pd.read_csv('SegmentsDegrees.csv').groupby(['Type','Sec ID'])['Degrees'].max().reset_index()\n",
    "segs['segmentID'] = segs.index\n",
    "segs = segs.set_index(['Type','Sec ID']).join(segs_degrees.set_index(['Type','Sec ID'])).reset_index()\n",
    "segs['Sec ID'] = segs['Sec ID'].astype(int)\n",
    "segs['X'] = segs['X'].astype(float)\n",
    "\n",
    "segs['Elec_distanceQ'] = 'None'\n",
    "\n",
    "segs.loc[segs.Type=='dend','Elec_distanceQ'] = pd.qcut(segs.loc[segs.Type=='dend','Elec_distance'], 10, labels=False)\n",
    "segs.loc[segs.Type=='apic','Elec_distanceQ'] = pd.qcut(segs.loc[segs.Type=='apic','Elec_distance'], 10, labels=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "spks_control = h5py.File('./output_control/spikes.h5','r')\n",
    "spks_64Hz_soma = h5py.File('./output_64Hz_soma_inh/spikes.h5','r')\n",
    "spks_16Hz_soma = h5py.File('./output_16Hz_soma_inh/spikes.h5','r')\n",
    "spks_16Hz_dend = h5py.File('./output_16Hz_dend_inh/spikes.h5','r')\n",
    "\n",
    "v_control = h5py.File('./output_control/v_report.h5','r')\n",
    "v_64Hz_soma = h5py.File('./output_64Hz_soma_inh/v_report.h5','r')\n",
    "v_16Hz_soma = h5py.File('./output_16Hz_soma_inh/v_report.h5','r')\n",
    "v_16Hz_dend = h5py.File('./output_16Hz_dend_inh/v_report.h5','r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.8533333333333335"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spks_64Hz_soma['spikes']['biophysical']['timestamps'][:].shape[0]/150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.08"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spks_16Hz_soma['spikes']['biophysical']['timestamps'][:].shape[0]/150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Electrotonic distance')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,10))\n",
    "\n",
    "plt.scatter(segs.loc[segs.Elec_distanceQ!='None','Coord X'], \n",
    "            segs.loc[segs.Elec_distanceQ!='None','Coord Y'],\n",
    "            c = np.log(segs.loc[segs.Elec_distanceQ!='None','Elec_distance']))\n",
    "plt.colorbar()    \n",
    "plt.title('Electrotonic distance')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'distance (um)')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(segs['Elec_distance'],segs['Distance'],alpha=0.2)\n",
    "plt.xlabel('electrotonic distance')\n",
    "plt.ylabel('distance (um)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How does the average membrane potential change as a function of the phase of inhibition?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 64 Hz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Get PSD of mean membrane potential by electrotonic distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cmap = plt.cm.jet  # define the colormap\n",
    "# extract all colors from the .jet map\n",
    "cmaplist = [cmap(i) for i in range(cmap.N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = cmaplist[::25]\n",
    "\n",
    "fs = 10000\n",
    "\n",
    "F = []\n",
    "P = []\n",
    "for i in np.arange(0,10):\n",
    "    print(i)\n",
    "    segments = np.sort(segs[segs.Elec_distanceQ==i]['segmentID'].values)\n",
    "    x = v_64Hz_soma['report']['biophysical']['data'][0:150000,segments]\n",
    "    f, Pxx_den = ss.welch(zscore(x.mean(axis=1)), fs, nperseg=2048)\n",
    "    F.append(f)\n",
    "    P.append(Pxx_den)\n",
    "    plt.loglog(f, Pxx_den,color=colors[i+1])\n",
    "plt.loglog(np.arange(1,100),1/(np.arange(1,100)**1.5),color='k',linestyle='dashed')\n",
    "plt.ylim(10e-4, 0.05)\n",
    "plt.xlim(10,100)\n",
    "plt.xticks(ticks=[10,20,30,40,60,100],labels=['10','20','30','40','60','100'])\n",
    "plt.xlabel('frequency [Hz]')\n",
    "plt.ylabel('PSD [V**2/Hz]')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-75, -50)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(v_64Hz_soma['report']['biophysical']['data'][3000:4000,0])\n",
    "plt.plot(v_16Hz_soma['report']['biophysical']['data'][3000:4000,0])\n",
    "plt.ylim(-75,-50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'time (ms)')"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10),tight_layout={'pad':0,'h_pad':0,'w_pad':0,'rect':None})\n",
    "\n",
    "plt.subplot(3,1,1)\n",
    "for i in np.arange(0,10):\n",
    "    segments = np.sort(segs[segs.Elec_distanceQ==i]['segmentID'].values)\n",
    "    x = v_control['report']['biophysical']['data'][5000:10000,segments]\n",
    "    plt.plot(np.arange(0,500,.1),i+zscore(x.mean(axis=1)),color=colors[i+1])\n",
    "plt.plot(np.arange(0,500,.1),11+zscore(v_control['report']['biophysical']['data'][5000:10000,segments].mean(axis=1)),'k')\n",
    "#plt.plot(np.arange(0,500,.1),14+np.sin(2*np.pi*(64/1000)*np.arange(0,500,.1)),color='k',linestyle='dashed')\n",
    "\n",
    "plt.subplot(3,1,2)\n",
    "for i in np.arange(0,10):\n",
    "    segments = np.sort(segs[segs.Elec_distanceQ==i]['segmentID'].values)\n",
    "    x = v_64Hz_soma['report']['biophysical']['data'][5000:10000,segments]\n",
    "    plt.plot(np.arange(0,500,.1),i+zscore(x.mean(axis=1)),color=colors[i+1])\n",
    "plt.plot(np.arange(0,500,.1),11+zscore(v_64Hz_soma['report']['biophysical']['data'][5000:10000,segments].mean(axis=1)),'k')\n",
    "plt.plot(np.arange(0,500,.1),14+np.sin(2*np.pi*(64/1000)*np.arange(0,500,.1)),color='k',linestyle='dashed')\n",
    "\n",
    "plt.subplot(3,1,3)\n",
    "for i in np.arange(0,10):\n",
    "    segments = np.sort(segs[segs.Elec_distanceQ==i]['segmentID'].values)\n",
    "    x = v_16Hz_soma['report']['biophysical']['data'][5000:10000,segments]\n",
    "    plt.plot(np.arange(0,500,.1),i+zscore(x.mean(axis=1)),color=colors[i+1])\n",
    "plt.plot(np.arange(0,500,.1),11+zscore(v_16Hz_soma['report']['biophysical']['data'][5000:10000,segments].mean(axis=1)),'k')\n",
    "plt.plot(np.arange(0,500,.1),14+np.sin(2*np.pi*(16/1000)*np.arange(0,500,.1)),color='k',linestyle='dashed')\n",
    "plt.xlabel('time (ms)')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'time (ms)')"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n"
     ]
    },
    {
     "data": {
      "image/png": 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JmuPGUX3sWLQODnndfEVRcoAKlLsICQmR21es4MzChUQuWkTG9eu4+PlRoV8/Kr366iPtbvhHb2Xs2LG8+eabOP5HEOW2HTusDBxo4Px5yaBBegrWcWLiToFTU4kom0H5avFkuhsogZ5h+PIinreD5SRbCUNygWD7RSokH6F43A2cTpuQp3QIgxUsNWB3HJlXr7PXyY9zl+PwDgyk0fz5+OXx+JKiKNlPBcpd+Ht4yFFpaQiNhhItW1J54EBKtmmDVq9/5GteuHCBESNGsG7dOsqWLcvkyZPp0KFDvhhfycyUfPCBiWnTzBQpInj1XWem7dRhqwzWYIl7kXQCqscT72ikDA4Mx5c2eCBvB8s29mLlItXlRSokH6b49TicT5iQpzUIox3Sa8KOaC4npLLb7Ep6eiZVhgyh9sSJOLi753XzFUXJJipQ7qKMo6NcMW4cFfv1w61EiWy99ubNmxk1ahQRERG0bt2a9evX54tQATh40Eb//gYiIuy06+5ApKsj5zIE5V+CKCTVA9LwqhRPjNZEAI68iS8tcMeO5Agn2UYYJi5TXV6kYsphil+JxeWoERkpEEYBN4Mw74zgYIqdk2k2XIsWo8HXX1O6bdu8brqiKNlABcpdPMy04UdhtVqZO3cu6enpvPPOOwAkJyfjlQ8eCDSbJRMnmpg40Yy7t6BcR1fCYzTUbQvRJSHZIukekkps8XguCTOVcWIEvjTGDTuSY5xiK2EYuEw1eYnKqYcoefE6zoeMyPMgDA4QU564PafZmaYlyWSjXJcuhM6ciUvhwnndfEVRHoMKlLvI6UD5pw0bNtCjRw8++OADhg0bhkM+GLQ+edLGq68aCA+3U7GNE5FST2CAoEIn+PkmlHOTvFInhW0e8VzBQjWcGYEvobgikRwjgi2EkUEM1WQMgakHKXnuKi4HjVn7wKQ5YjtThGOHLnEoXaB3daXu9OlU7N8/3/TYFEV5OCpQ7iK3AyUyMpJRo0axYcMG/P39mTJlCm3bts3z/2O12STTp5sZP96EprAOWc0ZZycY+6ZgXhqcy4DepSSNgpL5Tn+T61gIwYWR+FIbV+zYOc5pthBGGjFUk1cITDtIqdMxWcFyDbjlQtJBF3ZFJhBrhmIhNWm4ZCme5cvnadsVRXl4KlDuIrcD5Q8bN25k5MiRnD17ll69erF48eJcr8PdnDtnZ8AAA7vC7bjWd8WgFUzoL0ivCJOiwFMPXwTZ0ZdIZra4STxWnseVEfhSAxfs2DnBGbawh2SuZgVL+kFKH7+E6wEj3AB5zZXTO2zsjzNi02io+/54qn74cV43XVGUh6AC5S7yKlAALBYLc+bMoUCBAvTq1Qur1UpKSsqfC0/mFbtdsmCBhbfGGDH4O2MrpKdrfclbAwRvRsD+RGjmCzOC7ex3S2QuCdzCRkPcGIEvVXHGjvwzWJK4SpC8SpX0A5Q5dDErWG5CeqQru7YbiDHY6bh8CX4vdc/TdiuK8uBUoNxFXgbKP82ePZtx48bx0Ucf8cYbb6B/jKnL2eHqVTuvvWZkw1kNBDgSUBR+/USw2QBjI8Bih48qwev+dpZqbjGfWyRjoxnujMCXijhhR3KSs2xlDwlcpaq8RtX0A5T9/TyuB41YYmDpInBwcKDLletoffI2TBVFeTCPGyhqgaYc1rBhQ2rVqsWIESOoWrUqGzZsyNP6FC+uYf16Z378RIt7lIGoGAh6TVIyQXKmObT2ywqWBjs0BCcWYgf+jKAQB8igLecZxhUuYKYalRjJQHrSkzhRhx/dO7OmxcucHB6EtY0joQ0gMdPMieahYLfnaZsVRckdKlByWGBgIBs3bmTdunXY7XbatGnDm2++mad1EkLQs6ee8/udaONtxJBkp91H8NnXdlbWhjV1snZHrrsTxh3X0sfiy04CeIOC7Cad1pzjLa4Sg5mqVGQEA+hNT27wHIs9OrLqxd4UGulMmSJw6OhZUscOzdP2KoqSO9Qtr1xkNpuZNWsWwcHBNG7cmNTUVKxWKz4+Pnlar+U/W+g7GYzeegI8bITN1uDoLhh/Gmaeh6JOMCsY2heFRKzMJ4EfSMSCpCNeDKUQxXFAIjlNNJvZjc7+Oz1mfc+akVb8dNBm6RJEBzWeoij5mRpDuYv8Gij/9Pbbb7No0SI+/vhjXn/9dXQ6XZ7VJSlJ0vINKweTdTiY7SwaLunZXseBRBh4BE6mQqei8GU1KOYMN7EwlwR+IgkJvIQXgylEEfTYsPMzG0iwrqROj+85sFLSrJAG/+2HoUpwnrVRUZR7U2MofyGEaCeEmJeSkpLXVXkgffr0ITg4mGHDhlGtWjU2b96cZ3Xx9hYcWKLn85fsWHUaes3U0uYVE5V0ksNN4H+BsCEOKm+B2eehgNQzniJsw5+X8GIFyTQlmgnEkoiNl2hDWd0rHPquOwWLwr5EO8aejeDWzTxro6IoOeupChQp5Top5SBPT8+8rsoDCQoKYuvWraxevRqTycQLL7zAhAkT8rROY/prOTEHCrlJNtxwoGRjM1s2WhhbAU41g1o+MOQ4hO6CUylQBD3/R1G2UJ4X8eQHEmlMNFOJpzENCHQZRfrSphjscPBiCvLl+mCx5GkbFUXJGU9VoDyJhBB06NCBiIgIPv/8c7p06QJAbGwsycnJeVKnwLKCS0s0NK8qSSnsSJvx0KO3AS+Tnc314PsQiE6H6tthXAQYbFAcBz6jGJsoTws8mEMCnblAQaoQUn8mjgPLEpEO8eGRyNFqv3pFeRqpQMknHB0dGTNmDBUrVgRg2LBh+Pv78/XXX2O1WnO9Pi5OsOlzDZ+/IhF+OpbGOOAfnMmKFRZ6l8iaYtyrBEyMhKCtsD0+67zSODKV4synJAnY6MAFDlKQul+sRevnyC4j2Jevxz7vvVxvk6IoOUsFSj41fvx4AgMDGTx4MDVq1GDbtm25XgchYExXwdaJAi9fDSmBrnQbaqFTJwOWRDvfhsDWUJBA0zDodyhrujFAY9z5lXI0xI3/cYNPPdwoP3sWt9LhhBbEJ//DvntJrrdJUZScowIlnwoODmbHjh2sXLmStLQ0mjVrxrx58/KkLk2C4dgsQVB5IMSF9Wc1VKyUzjffmGlSSHKyGbwbAIuvQMUtsDgGpIQC6JhDCSZSlOMYeLtDXRzaNeNggoY0BxADeiIv5f/ZeIqiPBgVKPmYEILOnTtz5swZJk2aROfOnQGIjo4mNTU1V+tSqjDsmyLo3RisZZzQ13Lh1deMtGiRSVyMnYlV4EgTKO8GLx+CFnshMg0Egq54s45ylBNOzJz5DlatE5s9XcEE8qVayLRrudoWRVFyhgqUJ4CTkxOjR4+mQIECSCnp2bMn/v7+LFiwAJvNlmv1cHaE79+GGa9BsoMWv47u7DshqVIlnS+/NFHZTRLWEGZWg/AkqLoVxp6CdCuUwoEllGFAyWqEffwGN49mcPx5LzTXJbZepbHb0nOtHYqi5AwVKE8YIQRz5szB39+fgQMHEhISwq5du3KxfBjeHrZOFNi0Ak09Vyo2dOTNN03Ur59J1FkbQ8pB5O1B+8+joNIWWH4VtFIwhEK8++YHJFeryJbdem41dkN32IrpLV+s0pBr7VAUJfupQHkChYSEsGfPHpYuXUpiYiKNGjVizZo1uVqHRkFwaAZUKC44giMdR7tyNtJOcHAGn35qwkcrWRQCextCIQfodhCahcHpVAjSudNr3iJcYxN4z7stpsp6nFcYyJhZDJPMzNV2KIqSfVSgPKGEEHTr1o2zZ88ybdo0WrduDcCRI0dIS0vLlTqU9IU9X0CfprD6lJaQQW60bq9j/HgT1atn8MsvFur6SMKbwKxqcCQZqm2Dt0+Cd/U6VH3jDYJnLaPf2NnYCgk8pyaR+Ks/6TJ36q8oSvZSgfKEc3Z2ZsSIETg4OGCxWGjfvj0BAQEsWrQIey4sG+/sCN+Ogq8Gw45TgtOeLny1yBmzGdq3N1CnTgY7t1t5oxxEtYBXSsGUaKiwBWIGf4qLnx8vjpnNFz/8jNRCkTHXuXGkOrdIzPG6K4qSvVSgPEX0ej0rV66kdOnS9O/fn1q1ahEWFpbj5QoBQ9vBtomQnAHvrtMz9itXZn3tRGyspFmzTJo0yeDcESvza8CBRlDMCXpHerLltRkkHTlKq22XCP9yNjIVyg07z5WLDbjK9Ryvu6Io2UcFylOmdu3a7Nu3j8WLFxMXF0f9+vU5cOBArpTdoCoc/hIql4BXZwje3uhAcH83eox25mSk5PnnM2nbNhOHGBv7G8Pc6vBbjS5E1GhN2LgPKF6xLalvvQmXIXhkBFfj23KcC7lSd0VRHp8KlKeQEIJevXoRGRnJwoULqVWrFgA7duwgPT1np+cWLwh7p8CWT+HVFnD0gmDJKT2Jwa6U7ubGtgsaqtfLpGf3TBqabUS1EIj/m4XVauOzXsP5pfN07K2bQTjU/vAoyUm9WMGRHK2zoijZQ+2H8oxISkqiePHieHl58b///Y/evXuj0eT83xNSwtHzsHY/rPkdTlzMel9k2JBxVto+J/nyEwdOfT+Zqx+9w9fvrMG7eSs2TaiI4/mLyAGwdUQouz0+ZDxNcFR/AylKjlEbbN2FCpS727dvHyNGjCA8PJxatWoxffp06tatm6t1uBgHv+yHFXsk+86ARIDJTlABE28cqo3dkMSEGaexZ2ZycZI/TpY07KNhY+8mLHN5g3doTWWcc7XOivKsUBtsKQ/s+eefZ//+/Xz33XdcuXKF0NBQLl26lKt1KOMHb3aAsCmChGWC6f3slPGSnEh24vPCcyHuKj2mf0DVQoUJHbQDm1mDZg688Nt2Ohnm8TErmEs8Np6+P4QU5UmnAuUZo9Fo6NOnD1FRUaxYsYLSpUsDsGbNGjIzc/ehQh93ePMlDRd+1nJqhqRUiRrs8R5Amd+/5MzEoxw7WoPBnb+FeNDMhNZhW+lqWsYe1vAy57iGOVfrqyjKvalAeUa5ubnRqVPWRlcXLlygU6dOVKhQgZ9++om8uA0aWEnDjuWOjF73PyyOBel1YACOxw2sienF1AojEVGg+9pOu/BNtDP9iovcTAdOs5pkpOqtKEq+oAJFoWzZsuzatQtfX1969epFvXr1CA8Pz5O6VK9XkDaLplPKdoSXTXO4+XM6X1z8kGNFm8AB0P9go/3JjTSy7OA56y4+IJph9qskk/ubkCmK8ncqUBQA6tevz8GDB1m4cCEXLlygSZMmpKSk5EldynfvTokWLQi59jFbViRRrpiOhoe/5YqmFGwVOK4w0zHyV0Js+wk17GGv/Sp1087zv5PppKmlwBQlz6hAUf6k1Wrp378/UVFRrF27Fk9PT6SULFq0CIMh91YCFkJQf/Zs7BYLtmVvs2ePC0t/9eNNr1VkGJ2Rvwpc1hnpcukXgjXHaCD34GZMYGHVy5TfGkurT+zM3wgGU65VWVEUVKAod+Hh4UGTJk0A+P333+nfvz8VK1Zk2bJluTa+4lmuHDXff58LK1cSs2EDrVrp+flYdY4NWgJJwHpw35hJ12trKG+NItRnN8G3UnB/MZGo/hcYut5AtSGw51SuVFdRFFSgKPfx/PPPs2PHDry9venevTsNGjTg8OHDuVJ28Ntv4125MnuGDMGSkYFGIwj98EUYOxFxGcQW8N6WRo/4nyljvEIpn+1UuJqMdxEbpb+8iK39DRq+b2fobNStMEXJBfd8sFEIMeoBrpEhpZybfVV6fOrBxuxns9n45ptvGDduHE5OTpw/fx69Xp/j5caGhbGmfn2CR4+m7qRJWW9KCUN6In9ZimgEtIIbjQqwWPQmtmhBDkTXxeYTQHyBVJxT9VycVoSCF92ZPxya18jxKivKEyunH2wcDbgB7vd4vfWohStPDq1Wy8CBA4mOjmb16tXo9XrMZjMzZ87EaDTmWLlFQkOpNGAAx6dOJeH48aw3hYApCxGB1eF3PYRB4YO36C6W4Hogldr+v+OZdpTU30vg4qTB78MY9CNjaP2Vmf7TIEltt6IoOeJ+PZRJUsox97zAAxyT21QPJXesWrWKzp07U6ZMGb744gs6deqEECLbyzEmJrKkYkU8ypal0759iD/WILsWA61CgAxk80xEc7hcoyjzTryKqZkDiTeLsupIB4qXtSPL3RHIKR4AACAASURBVMRqlyQsKYTjtgLMeU1D+9xddUZR8r0c7aE8SFDktzBRck+nTp3YunUrrq6udOnShcaNG3Ps2LFsL8fJx4d6U6cSf+AAEXP/cne1WEmY/zOkmBEHPZC7NZQ6fZ1Xq39LkV1OuOhu0a/hAjwzrhO1qTwF0tzxfjke10nn6fFrOj0+h5t5MzNaUZ5KDzQoL4SwCSE+E3/581MIodYUV2jatClHjx5lzpw5nDp1itdeey1HZoL59+pFsaZNOfDuu2TExt75oHZ9mDATLqQiTrkjdzpQNvIK7YJm8fwFCzfCvakb/AtDnvuVY2G+pO0vhZcXFJ1wmV2hVwh8z8LSXVnDMoqiPJ4HneUVcfvYzUIIn9vvZf+9DeWJpNPpeP311zl37hyLFy9GCEFCQgJTp07FZMqeh0GEEDSYPRub0ci+kSP//uHLr0GfwXA4BXHeAbnTCf9zl6lbag4Dq2zh0pzSaLwiGNViPjUdkzm0oRzOF3zxrJuGx9RzDD6fwIuf2rl+K1uqqijPrAcNFOvtW1vzgT1CiJqgFlBS/s7Lywt/f38Ali9fzltvvUVgYCBr1qzJll6LV0AANd57j3PLlhGzcePfP/x4OtRpAHstiCsgdntQ5vJVQpI28+4rU7B948rNOBuB1b5jcqN9JJwpwPnN5SlocKVA/xuc6HuBal9m8M1m1VtRlEf1QPuhCCGOSimr3/45EFgClJRSeuVw/R6JGpTPHzZt2sTIkSM5c+YMTZs2Zdq0aVStWvWxrmkzmVherRo2s5lup06hd3G582FCPLR+DsyZ0DgRvN2QNazI0kYu+xVlx8XmbL1ej6LtYylpL8mFs+356qwnvsXT8KsWS5qjhbQdngQeKMw3/fSULvyYX4CiPGFyaz+UAX/8IKWMAEKB4Y9aqPJseOGFFzh+/DhfffUVR44c4ZNPPnnsa2odHWk4dy5pFy9yeMKEv39Y0Be+WQNpGRAZBJ4VEWGZiG1elDl7lS4+Kxlafx7xM324bI7FvdJ8Vr9whnIGd47/Vh6XS4XwbJDKpWHnqLX+Fl+tl9jtj11lRXlm3G/acKd7nSylXJXtNcoGqoeS/yQmJmIymShSpAhnzpzht99+Y+jQoTg4ODzS9bb360f04sV0OXqUAlWq/P3Dtcvgje7gVwzaNwLrBrCmIitpkVWtXC5elB/3dCGhajl05ZOpJauTcaU575x0IEVnIqhWHEne6ZjOO1HstyJ838GFgOKP/x0oSn6Xo1sACyEW/eXXdsC6v/wupZT9H7XgnKQCJX/76KOP+PjjjwkICGDKlCm0adPmoZ9fMSQksLRiRbwqVqTD7t13nk35w++74LP34NA+KF4SGpYGdiPdnRA1jaQEuLJfW5NfI3rg0CaBQqIA7S0dmRnhx5wLEr9SaXhVjsXkbCVjqxeDMwvzXhsdOm22fQ2Kku/k2p7yfx1HyU1CiA5AG8AXmCWl3Hy/c1Sg5H8bNmxg1KhRREZG0rx5c6ZNm0ZgYOBDXePst9+yo18/Gs6bR+WBA/99gJSwcxNMGg8nDkPJklAN8IxBFtNif87OpfLF+H5Pf2RbD0wOJlrTBLek2gw9LjiQYqNytZsYS9zClqnF/Tdfvn/Om+AyaoKj8nTKzT3lH3ruixDiGyFEvBDi1D/ebymEiBRCnBNCjL1noVKukVIOBF4Buj1sHZT8qXXr1pw8eZLp06cTHh7Ot99++9DXqNC3L0UbNuT3MWPIvHHj3wcIAY1bwoZwWLgaXDxgXQzsKoI4rEezDsptvspbVSYTfHYbfje8WMdWDnsvYWPDdBZU03LjlB/XdpTDzexIZtdY2lkvMHyjAbPl8b8DRXnaPEwP5YiU8qGW1hNCNADSge+llFVuv6cFooDmwFUgHOgBaIH//eMS/aWU8bfPmwL8KKW87wOVqofyZElISMDBwQEPDw927NjByZMnGTx48AMtPpl09izLg4Io17UrzRYvvvfBdjusWw6TP4QLUVDcBwISkRXAXktwvmopdt16jQuBEgfhSHdepLC5POMiYO5FSZHSKbhWuIHN2Yo+zJuvi/rSqLwum74FRcl7OT2Gso47PZMGwO6/fi6lfPEBKlgaWP+XQKkLfCSlfOH27+/evtY/w+SP8wXwGbBFSrn1HuUMAgYBlCxZsubly5fvVzUlHxo6dCizZs2iUqVKTJ06lZYtW973nIMffsjh//s/2m7eTInmze9fiNUKPy+GaR/DlUtQxAmqGOE5SK3vwm59W85XqMsVTTqhPEcbmnIsUccbx+Bwug3/KvFYSyViT9dS+0RhFtbywtVR3QZTnnw5HSgN73WylHLXfQv4d6B0AVpKKQfc/v1loLaUcuh/nD8c6EtWT+aYlPLr+5WpeihPLikl69evZ9SoUZw7d45WrVoxdepUKlas+J/nWI1GlgcFgZR0PXECnbPzgxVmNsPSb2DGBIi7hiwioIZENhNE1S5LZOHX2eNkpAi+9KIjhWQhFl6CsafA6GKkeJVY7IUz0Z52ZXuxkhTzVNsLKU+2nB5D6QX4AEeklLv++XrEMu/2p9x/ppqU8kspZU0p5esPEibKk00IQbt27YiIiGDy5Mns3buXHTt23PMcnZMTDebMIeXcOY5MnPjghTk4QJ/XYe85+GgawuSD+BU0kyUVp5+n6eEPeCnpIhkkMZ2FHBCHGVhGEtUCenk7Eb23NJkn/LBVzqBJ1HVupKhH7JVn2/16KHWAlkBTwAxsBjZKKY8/cAGPecvrUageytPj5s2beHt7o9Pp+PHHH0lOTua1115Dp/v32MW2Pn04t3QpXY8fx7tSpYcvLCMdFs2EmZ9CWjqUBHsbuNy9AnvL9eeYMBNIAF1piysu7E+EN47CxcI3KVAlHt3GguypW5hCntnQcEXJAzm9fP1+KeVHUsr6QFcgBnhLCHH09gyuro9QZjjgL4QoI4RwALoDvzzCdZRnQKFChf4Mj3Xr1jF06FCCg4PZsmXLv46tO3kyejc3dr3++qOtHebqBkPHwsGrMGIc8oYeMQfK9Iuky8LxdDNcI5JopjCPaC5Sxwf2NoJayQVJveiNtWUCDdclkaCWxFeeUQ9801dKeUtKuURK2ef28yizAP97nSOEWAL8DlQQQlwVQrwqpbQCQ4FNwBlg+e3lXBTlnpYsWcKqVaswGAy0aNGCF198kXPnzv35uYuvL3W/+ILY3buJfIRpyH/y8ITRExCHYrH0GoA9RuD0kYWQF7/mrS3f4CUzmceP/Mp29Foba+sKql8rQmacG6Ye12n4Q7oKFeWZdN9pw0KIikAx4ICUMv0v77eUUm787zNznxCiHdCufPnyA6Ojo/O6OkoOMZlMTJ8+nQkTJrB8+XJatWr152fSbmdNw4YknT5Nk2+/xa9ePZx8fO5xtfuzXo/lQp8e+EftQkiwPafh0GfdWRFQkeIUpRcdcbf50D7cxumKl9A7mXGdVoadQ5wo4PG4rVWU3JPTs7yGA0PI6kkEA29KKdfe/uyhn0vJLWoM5dmQmJiIz+2wmDRpEp6engwYMICUyEhW16uHOTkZAO/AQIqEhlIkNBS/0FDcS5V6pK2Kf/rfcRr+2pKil+JAA8YXPJn96UCSfH3pSxdK2MrQ7oiF6CoXwAQek8uyY4xehYryxMjpQDkJ1JVSpt8eXF8J/CClnJFXS7E8CBUozxa73U6rVq3YvHkzQUFBTJs2jfp16nAzPJzYsDDi9u4lbu9ezKmpALgWLYrfXwKmQFAQGu2DLdK1aZOVVWPmMbPgcPSRNqQOLnXx5+dBrWkQ8ApBtmDanDByscpFrDf1+Ewtw7YPtCpUlCdCTgfKaSll5b/87kZWqJwGmkgpgx+14JykAuXZI6Xk559/ZvTo0Vy6dImOHTsydepUSpcuDYDdZiMpIoLYsLCskAkLI/3KFQD07u741a2LX2gofvXqUbh2bfSurv9Z1unTNtq1TWN20860OLsdcRGQcKuiNzd6v0zZdu/T6oYTMZUuY4x2w3d2SbZNEPi458IXoSiPIacDZTswSkp57C/v6YBvgF5Syny59qoKlGeX0Whk6tSpTJo0ib17995zwcm0mBji9u79M2BunTwJUiK0WgrVqHGnF1OvHi6F/77b1s2bdjp0MJB67Rg7R3fHZ9tVRBSQBHadBnvTdrzf4CXW9Awk8agvRRcXYdtEFSpK/pbTgVIcsEgp/7XynhCinpRy76MWnJNUoCjp6em4ubkBMHz4cKpVq8Yrr7yC9h63tkzJycT9/jtxt2+T3ThwAJvRCICnv/+f4eIXGopXQAAmE/Tvb2DJEivzZ+6nd6m+OG6JQ0SAvCwQmZIkLx/Wdm7Fd0X6kXq6CVtUqCj5WI4vXy+E6Cml/EkI0V1KufRRC8oNapaX8k8Gg4HmzZuzd+9eqlevzvTp02nQoMEDnWszm7l55Ahxf9wm27sXY0ICAE6FClGkXj0KP1+PBTuf4+sNVfjwYzdGjvoZse8N3MJT4AzYr+iwX5LorDYi/CqzpVA/XpnVC69yRXKy2YrySHIjUEYDl8naQ37yoxaUm1QPRfkrKSXLli1jzJgxXLlyhS5dujBjxgyKFi360NdJjoq6EzBhYaTcfg7GpnMhylqLUk0a0O39BmRU3UDRE1/jfjgTroHpugO3Yr0pev4GNjTYG7yAvntfeKE9ODnlRLMV5aHl9C2vDwEnYDQwCTBKKf/vUQvLLSpQlLvJzMxk8uTJfP311xw7dgxfX9/Hv2ZcHLFhYVzbtYuDP+7GOekkGiQavR6vWkGIOjepViSWMlYLDklgzNRz7Hx1ykZexddwPeshynbd4KW+EFI3aw8XRckjudVDuQIUVz0U5WlgMplwdHTEbrfTuXNn2rdvT58+fdD8cxvhh2SzSV7tGcfh5WH0b3CAUua9xB86hLRaQQM+/oLixSRFPKFAcS0nEltS21GPw67NYMiEMv7QpQ90eRmKl8qm1irKg8uNHRuv3R47ufaohShKfuLo6AhkPRgZGxtLv379qF27Nnv3Pt4cE61WsPAnP4J6tmHU7g+Iar+TV5OTabV1Ew7vv8Ston6c2ifYtBp++srGtU2/su/IGs40CiR92EjwKwZfvA+1S8NLTWDlD2CzZUOLFSV3PMx2c2ptbuWpUrBgQfbt28dPP/3E2LFjCQ0NpXv37sycOZMCBQo80jW1WsF33zkjpYF33zUhhCPvvNOCfk2bs4md7DZtoWr4UQpsOYBpWwrnDts5cywcCMe9oDNFQxpQxNObIlFH8BzeB/H7TvhiPjxm70lRcoMalFcUICMjg88//5xVq1Zx6NAhnJyckFI+0hItAFar5OWXDSxdamXSJEdGj87qFR3kGCvZQAFpoyjHqZNwEMet8SRvNHE9XBB7SWI0ZF3DzdOD5vpU/AYPh4+nq/EVJcepQfm7UIGiPCqr1YpOp8NgMNCsWTMGDx5Mz549H2l8xWqV9O5tYNkyK1984cjbb2eFShQX+J6fMUkNaUJLO9MvVEw9h9+VW7hczCR5txPXI40cO6THnKmhk7sJz5HvwdhPs7u5ivI3Ob0fysdAItAbSMzvYSKEaCeEmJeSotYOVx7NH3uv3LhxA5PJxMsvv8zzzz/P/v37H+FagsWLnenaVcfo0SamTDEBEEBZhtAXT6HHVRqZ6jCKmZYhHKlaiXN1yuIxUEPgUGjTW4PEzK9mN4wzJsKXD7EbpaLkgadqUF5KuU5KOcjTU22Zpzye0qVLc/DgQRYtWsTly5epW7cuvXr1IiMj46Guo9MJfvzRmZde0vH22yamTcsKlSL4Mpx+FBMFCeY4EX6VGXDkezYamxNeyZ/YkEA8u9lp1UNDWlo6G6U3ts/GwcIvc6K5ipIt7hkoQohfs/4jXKWUS3KpToqSL2g0Gl555RWioqJ47733iI+Px8XFBeChdoT8I1S6dNExapSJ6dOzQsUDd4bQB39RjiDNcQJDTvJW9DTGL/uCI06liKhamsIDNDTppCH2RhI7HAoj338TlizMkfYqyuO6Xw9lHtAWuCSEWCaE6HB7215FeWa4u7vz6aefsmnTJoQQxMbGUqVKFZYsWfLAwaLXC376yZnOnXWMHGlixoysUHHEgUF0pSo1KauNplvzpezxCqXrtJXsiu5CRFAZyr2lpVZTDdGXbxDuURxGD4Q16u87Jf+53xjKWillD6AksAroC8Tc3k++eW5UUFHyiz8G5hMTE3F0dKRnz56EhoYSHh7+QOfr9YIlS5zp1EnHiBEmvvwyK1Q0aOhLK4JphK/mGn1fWAR1LAxfOYHNxwdwqkpZgidoqFhDcDjyKmcLlIThL8OmtTnWVkV5FA80dUVKaZBSLpNSdgRaANWBfLX9r6LklsDAQMLDw1mwYAHnzp2jVq1a9OvXD9sDPISo1wuWLnWmY0cdb75pYuZM85+f9SaUQNEGF20K/VosxKtRAm9vfZsNB8dwKqgcoV9qKV4Odp26zNVCxeH1rrB7S042VVEeygMFihCisBBimBBiL7AG2AzUzNGaKUo+ptVqefXVV4mOjmbMmDFotdo/l8a/X7D8ESrt2+sYNszIrFl3QqU/1SlFe9Ba6dP0W4o3iuHd0/1Zv/8zTlcPoOlcHV4FYVPEZRIL+EG/9nAwLEfbqigP6n6D8gNvb7J1BAgAxkgpy0op3/nrpluK8qzy8PDg888/Z/78+QAcO3aMgIAAVqxYcc/xFQcHwfLlWaEydKiR2bPvhMoIKuHGi2RoHOla/ycq1DjD+KsdWH1wFtHPV+aFBTp0evg1+gqZ3gWgTxs4rp67UvLe/XoozwOfASWklMPy64Zaf1DPoSh55Y8n6q1WK25ubnTt2pWGDRty9OjR/zznj1Bp107HkCFG5szJChWB4BMC8KYtScKDNnVWERJ4hI/jG/HdwUXENK9Gi1k6jAbJhqvXsTi7QM8X4OypXGmrovyX+wXKu1LKzVJK+38dIITwy+Y6PTL1HIqS10JCQjhy5Ahz587l7Nmz1KxZk2HDhv3n8Q4OghUrnGnbVscbbxiZOzcrVPQIPqMsz9OJeOFLw5obaFJ5N9NuVeezA0u4+VItGn+mJSHeztbUm9h1GujeDC6ojeWUvHO/QNnwANd4kGMU5Zmh1WoZNGgQ0dHRjBo1isK396OXUmI2m/91vKOjYOVKZ9q00fH660bmzbvTUxlAEfrzErGUoHqV3bxY9TeW3CrP0H3LyRzcmDpva7h0wcY+TTJYzdCtKVy9nKvtVZQ/3G8tLxtwr0eDBZAqpSyW3RV7HGotLyU/WrduHSNGjGDy5Ml06NDhXwtPmkySTp0MbNhgZd48JwYOvPPI1zmM/B9r8SWamKsB/LyvM6XdU1jesD8ZA9YRscROvVAdQTedoYAvrNoDhdU2w8rDyem1vLRSSo97vNzzW5goSn7l5eWFs7MznTp1omnTphw/fvxvnzs6Cn7+2ZlWrXQMGmRkwYI7vZnyODGDTqQTTMniUfRo+gNXk1xpvO1H5KxulGwo2LvXysXSBoiPzbr9lZiQ201UnnFqkwVFySX169fn2LFjzJw5kxMnTlCjRg3Gjx//t2OcnASrVjnTsqWWgQONfPXVnVDxRs9M2uBEKIULXKVnh0Voku003/UtxkWvUrCyYOt2K/FVLHDpHPRoASnJud1M5RmmAkVRcpFOp2PIkCFER0czfPhwKlSoAIDFYvlzfMXJSbB6tQsdOugYPtzIuHHGP6cg6xBMoBHlaYmXcyJduy/CLyOFl47O5eZ3w3AsCL9ttZAaIuHsyawpxRnpedZe5dmiAkVR8oC3tzfTpk3j5ZdfBmD27NkEBgbyyy+/IKXEySlr9tegQXomTjQzYIARq/XOeOdgQmgqOuOiy6Rtj++pornKO1enc27e21iADbstGOsKOHog6+FHozGPWqo8Sx70SfmqQoiXbr+q5HSlFOVZExgYiE6no3379rRo0YKTJ0+i0wm+/tqJDz5w4JtvLHTsaCAz806otKUCfUQvdELSsP1SggqcYYl+EscnjyY5ETYfsmCtK2DfDnjtJbBY8rCFyrPgfk/KewohdpK13EpPoBewVgixQwjhkQv1U5RnQrNmzThx4gQzZszg8OHDBAcHM3nyZIQQfPyxE7NnO/Hrr1aaNcskMfFOqNSgBG+LVxB2B54LXUupsuFcqPoZx8cO49p52HPeir2OBrauh75t4UZsHrZSedrdr4fyCXAI8JdSdpRSdgD8gXAg3+1Hqp6UV55ker2e4cOHEx0dzRtvvEFISNbszYyMDF59FVascObwYRuhoRlcuXLnWeOSFOQT7atIkydB/luwV9iFZ++pRPTtzdnDcCTFhqyng/27oEkV+GV5XjVRecrd7zmU00CQlNL6j/d1wEkpZaUcrt8jUc+hKE+TESNGsHHjRqZMmYKrawvatzfg4SHYuNGFwEDtn8cZMDI25Sd0Htc5a6xO29QmXHy5M2W2/EbTbhDgAxwtADG3oH13+HQWePvkXcOUfCdHn0MBzP8ME4Db75ketVBFUR5cixYtkFLStm1bPvusHYsWXcZqhdDQDPbuvfM/T2ec+MKjD+bYclRyPspvBX+l0rJvSagWwo5VcM0LZMNbyJo6WL88q7ey/bc8bJnytLlfoDgJIaoLIWr841UTcMyNCirKs65169acPHmSqVP/v737jo+iePg4/pnLpXcSCCGhh15Cb9JFlC5dBBFU4BGl/wBBulRFOkiRKl1RCShdOhKaEAgQWighlSSkJ9fm+eNOBQ0C4SCUeb9eZ67szc7snfdldnZnZ3D06FE6darMwIHryZdPQ5Mm6QQF/T3Ybie0zMjfmdTzFSlpc5GtHjtx3fUdqX4lCfpKcCJNA40N8JYJTPHwXnMY1kcdWqxYxcN2ee0DHriAlLLRU6jTE1O7vJSX1Z07dxg7diwDBw7Ew6M4b755i9OnXViyxJUPP/x7qhadQdLr6F7y1j1CJAUokFCV4t0mwLYfca/nQqv/S8PlkkQcAc4DfoVgzmqoWS/X2qbkvifd5fWfgfKiUoGivCpatnybffsukpY2mYkTWzBypN1fc4SlZ8J7O4Ip2mYXcXiTIRvywdy9XB46GFy0vPa1lsq2d+E34DCIVAG9B8GwSeDgkLsNU3LFUx1DEUJUv3d6eiFEdyHEZiHEHCGEGs1TlFzWq1dP8uc3AO0ZNaoN3bqFYDSa/5Ho5ADfNq5JyPI2eBkTyMN2vulfhYYnfgevIgT3vMuKQyWJ6+uK+AgoIWHRDGhSBs6eytV2KS+mh42hLAJ0AEKI+pgvtrUKSAIWP92qKYryMG3atCE0NJQvv/wSO7vfWbu2GvXqbSQryxwqnq6wonUFDn39LiIZisvdTKgQTr0ze/H+oC+ZCy+xvJs3hxqXJm20IzQHoq9D82ow5X9g+NcxOYryQA8LFBspZYLlfmdgsZRyk5RyNBDwdKumKMqjsLe3Z+jQody8eYl69frw+++1aNYsnfPnb2EwGCjgBT9+UIQj4/pw7VRJChPKPMeNuC0dQYPvf8Ip8i4nXrvJqvMNOD+lCIaRtlBYwryvoaEfhJ3N7SYqL4iHBorlnBOA1zHvbf2TNpvlFUXJJT4+Phw4MI/Vqwtw4ICOqlVbUKFCZfbs2YO/N/w23pHo1R3Z/k0rXGQK21jNgQ756HHuNC6B1aDfdr57rzgH2rzG9RV+mN7WwO1YeKMiTO4GpgdeuFVRgIcHyjpgvxBiM5ABHAQQQgRg3u2lKMpzpmtXW7ZudUHKYVy5kkqTJk1o06YNibFX2D0Z/G4Hsvz/epOm8+IKvzG94AE6Hg6i9OgJFNy5lyPlr7P1ciuC51QkYX5+pD8wfw3Ud4Gz6rwV5cEeepSXEKIW4AvslFKmWZ4rCbhIKZ/LkTt1lJeiwPHjRpo1SyAzcwFSTkevz2LPnj3UrFWP92fA+iNGOn27mwJ5T6LFjvdpjefBWDZ3fhdTbBTn+vSly8ybOOkvEzguAtuNSQiAjnVg8l6ws3tYFZQXzNM+yssBqIV5d1e3P3d/SSkvPa9hoiiKWfXqNhw5koe8eQcj5Unatx9ErVq1sLOFsW0u8fEbsLFHUy6ce5u72LGCjRyqd5duocfxad6awAVz+LFGCieuduP4l6W4tqkMsogG1h2B6s6w47vcbqLynHnYiY0bAD3mXV3NgBtSygHPqG6PTQjRCmgVEBDQ6/Lly7ldHUV5LkRFmWjaNJ2ICBOnTrmQL18GAQEB+Pj4ULnlLFacakidATF4vbmPElzGC0/elW1IWvgLhwYNJNXBjdNjptCv/34ghKpfx2C/LApSgboVYPZ2yF8gt5upWMHTnsurrJSym5RyEdABeK5Po5VSbpFS9nZ3d8/tqijKc8PXV0NQkBNSQufO6Wi1jsyePZvExERWTGpEpaT2HJmaRuTqtzgq6xFNFvPFSqI/Lk2nk8HkLZCP+kM+ZFYHL67FtePE8AJEbm2ArC3gyFmoUxDmjFGHGCsPDZS/JgnKbpJIRVFeDEWLali+3JHjx00MH66jU6dOXLx4kYkTJ3L5zA60h8twZmkUSbOrcdjUhFgKsYuDrC13guYntxHQpy+NNs/kcrU1rB9djUt+aQSvegvjeH/wMsG0L6BBYThxJLebquSih+3yMgJpfz4EHIF0y30ppXwuL7KlBuUVJXsDB2Yye7aOH390pG1bWwAiIyNZs2YNgY3/R7tJAg+vo/gtcMfdNoJqnEFioBVv4LvlNodHjSUl5DSZnp74fOKBR5/85IstStVv1yJ2Yj4WtH0nGLcA8njlaluVx6fm8sqGChRFyZ5OJ6lbN41Ll0z88YcLRYvev5Ni64HbtGocgDZPGcqtHwqNS9KRUBK5SWmK01G2JHXfCf6Y/jW3fv0F7DV4vOfFxWadGKxbh9vyBAgF4ewEY2ZCl49A80hXGleeAypQsqECRVEeLDzcROXKqZQsqeHQIWfs7MRfr0kpPj0unQAAIABJREFUmT53HSNGDMeYHkH+di2wm9GfTwvbEc9R7LClIy2oQGkSL17k9KyvCFu5CplpQN+wGAVaeNM+6RhiKxALVAiE6SugfKXcaq7yGFSgZEMFiqL8t59+0tOuXQYDBtgxa9a/Zxa+dCOd19p/xZ3T07Cxh4LXd9Azb15cOcRtoqlOIG1oigP2pMfFcGRhL8LnbcMQa0CWKED95tGUijShPQlkCeT7fdEMnwRu6oCZ55kKlGyoQFGUhxs0KJNZs3Rs2uRIu3a2/3r9ThI0GXyLkJM76bS5OScKJxB4MJTur+XhkCYYT9zpQmuKUgiAmMxfOL52AHEzYsgMTcXBW0tgdQNlU8D+GmS6eqBv1BK3Rk2gXhPw9XvWTVYeQgVKNlSgKMrD3TuecuqUC8WK/XusIzUD2k+CnackzXrsY1vnxnhUr8jXs0YTUyeaBJJoRG2a0gAtNqRykfNyMIk7r5P2tQMxu/5Aaw8lSwgCbSXOSVpsM80HjOqLlca2gSVcajdUvZfngAqUbKhAUZRHEx5uokqVVAICzOMp9vbiX8vo9ND9a9iw30S1st9yev1oDJGxvNmlA62nNuNaoUj8yE8X2pCfvOiI5yJDSSEEt7NvEffl71ze8BsmPfiVtKF8YSNF7EAfa4tNrAmt3oi0sUEEVjeHS70mUKUW2KurjD9rKlCyoQJFUR7dzz/rads2g/797Zg9O/srNRqNMHQpzNoMeYrfQes0ltjZS3F3c2P3jd0EOewmCx0taMxrVAf0XGUasWwmDw3wu9WesNn/48Ka46RFG3DOAyVq2VKimMA7VYcpCjLjXHCMSUNICY5OUKs+1G0Cb7SC4iWf7UZ5RalAyYYKFEV5PIMHZzJz5oPHU/505hoMXw67rxgo0Pso+pTTDGvViZ44MHbbJLTNXCglitGZVrjhShQbCGcmThSmDDOwM+TnxublnF84m5t7QhECCteC0q9pyOPpjHtcCsRAZqwjmjg77OKSwNYW5q+DFu2f4RZ5NalAyYYKFEV5PDqdpF69NMLCHjyecq9dp2DoKhORLaJwe+MuvhuOc+idnpSvVYEqs+tTqEYR2tOcSpTlLsGEMQITOhwphB15sSMfhusaIhcf58bS3WTGpuDqb0uZVnrK1ASZ5oxNlAGHu1kYD9mgiQcxayW06/qMtsirSQVKNlSgKMrju37dfH5K8eIaDh/OfjzlXiYTrNknGRMTj+gYRdbcX8mcMouEuGiqdatNlal1aeBXh7a8BcQRyVqyiEZHLDpi0ZNoLkdnInlzEgkL40j9LQWhhYJvOlHh7UwKFjVhOigQW0ATA0xbBF17Pf2N8YpSgZINFSiKkjObN+t5++0M+vWzY86c7MdT/ilTB8OOp7C1cgSGuHQc+6/nxo65+BTLT6fQj3AXbrxDawIoct/7TOjQEUeWJWB0xJJwKZQbi38jankIhoQsHIvbUrGDiYquRmw2g7gNjJ8FHz23k56/0FSgZEMFiqLk3J/jKT/84Ej79g8eT/mn42mZfGi8SZqDgTvj9bQypTByTFE2iR848etRurXtipfwxPyLI5GW/8r7njH/NWZmkf7DflIWBpF1OJS81TS82dSE6x7gFvDZJOg30sotV1Sg3ENdD0VRnpxOJ6lfP50LF4z88cfDx1PulYCBj3S3CLFLJ3G9N2JzPhrn+YbvF3yCX93CNJrVDJ+q/31Co7D81zwDLTiv+YP8fYPQoqdBeyhxCbgO9P8chn0B4r93zSmPTgVKNlQPRVGezI0bJipVevTxlHvpMDGOKDZyF6dQV86Oyo933Cp05z8n5W4c3Xt054tJEyng68ufwQGCZIycJIPjpHGcdM6RgRFJOc5R5lowxd7dgDE4ipK1oZ4Au+tAr4EwdoYKFStRgZINFSiK8uSCgvS0aZPBp5/aMneu42O9VyJZSQKTZTS+GQ4kTC7IueAMPGImkXJhFvXq1ef737ZzzBIex0kjjCwkYIcgEEdq4ERVnJlONI6cpKDhIsXH7oKph3H1giYFIX800PUjmLpIzWpsBSpQsqECRVGsY8iQTGbM0PH994506PDo4yl/2k8KA4jAXgpanfdj02kjNzNDcShyF8fXi2CIjUceOEWD9m2oKVyojhOBOGJ/z7X/rpHF21zlNc7jzEXybb9K3j6ryYowULUIVM0ATbsuMGsVaLVWbP2rRwVKNlSgKIp13DuecuqUC8WLP34v4ApZ9OYmN9EB4GTUoL3mxPWDzqQumYn+6GSq1WzA4m9mUrly5WzL2EQiw7lNd66SzFnsrmVQedQ87qxLxscDmtiBW8tWsHCT+URIJUee9jXlFUV5hdnZCTZscMTGBjp1Sicr6/H/ARqAPT9SlK/xYwvF+cOmNKdKFOZ4M296dxuPXaVvOHEqlCpVqtLs7V5ER8f8q4x2eNAKD9ZQnFJURlfMkSMzRlJsRUES9bAxAS79uAXZvSlkZlqj6UoOqEBRFOU/FS6sYeVKR06dMtGrVyYZGY8fKh5oaYMHZXDAxjIMX9wX5n2iJfrA/zFm0WWcywxie9AKyjQYzrKdkKX/+/0CwQR8KYAdqwmgJtWwya9nS9OBlDhdDs9yNuy5C7s37yOrfV3ISLdW85XHoAJFUZSHatXKlvHj7fnuOz1VqqQRHGywWtmerjC+pwcJZ75m2vJQ8teayIezwK/ted4d/DNxd80B5ooNM/EnBgMHKEttWR0H33Q2OPfG91gVAj9x5mombNxxksj6ZSExwWp1VB6NChRFUR7JmDH27NrlRFqapE6ddEaMyMzRLrAHsbOFYe+X5PwKf3ZNAqeoOayb2ZYCpZrw4/azAFTCiYHkYxspGER1Kuqr4+ibzKbEnog5gTTe4IPGCYJO3OB4+UKYrl+1Wv2Uh1OBoijKI2vSRMvZsy707GnL1Kk6qlZN4+RJo1XXIQQ0qQzXgufx2bh5GO+epn3zSnR7/2Pi4uLojTd1cGYi0dS2bYBfWjWETzy77vYkoUNJ6h4LoERZOBGZxuayJUnZudWq9VMeTAWKoiiPxd1d8O23jvz6qyOJiZKaNdMYOzYTnc66R4xqtVqmjP2EA0cvY1f8U9Z8t4SpX85Bg2A6fjigYRARfOz8BiK+Gsl5ojmV9gHRpQtS9GBlGr8D8ZkmNjZrxdWxw6xaNyV7KlAURcmRZs1sOXfOha5dbZkwQUfNmmmcOWPd3gpA3cp52PPzbOwanWVf2jBSM+D8vsO03RLCBZnJl8QyyfNNYm5X5ZpLBOH67sTkcUbz7et0mGqHhx3snPAV+xvVRp+uBuufJhUoiqLkmKenYOVKR37+2ZGoKEn16mlMnJiFXm/d3krdcvDD5DKcuelKu4kwY8YsPm/dGfHmJ3wbeoyDmlSm5HmLi9ercsI2ghRjd+KcU4nt35o2G7yo5APn9x1lUxE/4kNCrFo35W8qUBRFeWJt2tgSGupM+/ZaRo/OonbtNEJDrdtbaVUTlvSHXX+AY63vmTlzFvHHQ4gIbE+XT/+P5PQY+jm+xYWb5dihicWTAcQ5XCe8WQdqBZWmZQXIir/LpiqVODtnDi/jSd25TQWKoihW4eWlYd06JzZudOTGDUmVKmlMm5aF0Wi9H+6eTWFaT9h4yJZrDgO4dOkyXft8RNw36/ngpxU08YGKqc1IyXBlrSGRQgwi1vYE16p2wH/j63R8A/y0kkMDBrCtZQsy7tyxWt0UFSiKolhZx47m3krLllo++yyLunXTCQuzXm9laAcY3BbmBsHiPd58N38hs0OPENezOYu4Q4WQII4tdSVDm8BBgxf+fEi0zTZulmqN05KeNO8Gr7nBrW3b+L5CeSJ++81qdXvVqUBRFMXq8uXT8MMPjqxd60hYmJFKldKYOTMLk+nJeytCwFcfwnuNYdQqWLwN+pWuQWubPMySMUybM4Mz/T9gRcPN7LryK1nyTXxoS4RYRaR/E8TkCVTsB+28wTYxhi1NmnBo4ED0aWlWaPmrTQWKoihPhRCCLl1sCQ11oUkTLYMHZ9GoUTrh4aYnLlujgaUDoXl1+Hg+/HTYPDWLn7DDbd+3TJz+JWmnLrOywjze7d8Th4Tu5KER4WIGcfmqw5AV5B2joUM+KOcmOTt7NhvKlydi924rtPzVpQJFUZSnytdXQ1CQI8uXO3D6tJEKFVJZvFj3xIPitlrYOAJqloIu0+BkiHlqljg7QeSQdwi/comCbd7l1IKDzAheTikm4kYVLjOWRM+S0GM7ttMdqJ8P2uQDTVoiW954g70ffkjW3btWav2rRQWKoihPnRCCHj3sOHvWhZo1bejTJ5MWLTKIjHyy3oqzA2wdBwEFoPV4kFedGIIPO0hmez4bDq36jtq7vkPTTEOovMGeuSU5s9OJiwwjxcUXWh2FRZ4UKCTopE2icuWChK1cyfqyZQn/+WfrNP4VogJFUZRnplAhDbt2OTF3rgP79hkoXz6VtWv1T9RbyeMKOyaChws0GwONorxogitTieaOUzofl+hM7N18LM8MYuE3S+n75j6Gt7rM9ku9SHd0h5o7YJED2ip21Iq5RfvqeXH08mJ727bs7NSJ9Jh/T6evZE8FiqIoz5RGI/j0UztOn3amVCkbunbNoFOnDO7cyXlvxd8bdk4EgxHe/FwwJNEPX2zpTwTN/EHeaoO019E7eCxTp03l9P403i0fTK8hjYnRuUOJn2CyAd72JO+taNrbXKfGoE8J37yZ9WXLcmn16geGnj49nZjgYEIXLWL/xx/zY+3abKhY8ZU8euylumKjEKIV0CogIKDX5cuXc7s6iqI8hMEg+eorHWPHZpEnj2DJEgdatcr5FRePhUHjEVCtBMyZkkFnTTi1cOYrXSG6hB8hsNReOpjepmhcXoaP+pS1qzax7swbtC69Edu7WyDiPdgeAPOvgMaGxBHT2btsIzG//06hZs2oOWUK6dHRxJ8+zR3LLenSJaTJHIZ27u54V6pEWmQkSVeuUHXUKKqNGYPmBbk0sboEcDbUJYAV5cUSEmLkvfcyCAkx0aOHLbNmOeDuLnJU1rfbodcc81n1zm8lMJooBpGPgBgvVmpX4usezxhtb9xxIyxqO/G+43GlImtGuPNG9SReL7kYLjSAcQcgSWIaPJJzNvkIHjkSwz1zgbkWLoxXpUp4W25elSrhWrgwQgj0qakc/PRTwlauxLdePZqsXYuLv7+1NtdT86SBgpTypbtVrVpVKoryYsnKMsmRIzOkRpMkCxVKlnv26HNUjskkZYNhUnp0lDIy3iQHyVsyQJ6Th2WK7Hc+XvbXT5FTMtdKkzRJKaWMkb/IbYmB0r+ohwRkmzeLy8u/IOXhD6SsYytlAaTs1VImXbwozy1cKCP27pWZCQmPVJeLq1bJxc7OcpmXlwzfsiVH7XmWgBPyCX57c/3H/2ncVKAoyovr6FG9LFkyRUKS7NcvQ6almR67jLBbUtq3lrLjJClTpUG+KS/LGvKCvKbXyTcvHJND5Bdyt/7EX8vfkAvlnozKctik9tLZ2Vna2mrk0J7I5JOjpXzb3RwqjUtJGXX7seuScPGi3BAYKBeAPDx4sDRkZT12Gc/KkwaK2uWlKMpzJz1dMmJEFnPm6ChRQsOqVQ7UqvV44xCT1pvPpN88BsrWyqId1yiLAwMSCzNTvxZ/r9uMtOmFN3mQSC4xijvswD1qKF+P+JWgzesICzLiXXwFTBoDW6+D1h4CykCh4lCwiPnm/+ffwuDimm1dDJmZHBkyhNAFC8hXvTpvrF+PW7FiT7aRngI1hpINFSiK8nLYu9dAjx4ZRERIhg+3Y+xYe+ztH21sRaeHagMgIQXOL4J9TncZzG164UXWFUfiCi/Gy5SPMfbvoUGDiSzO8TFphFGeRejjXMmT1B5TRigfTmlAD+dbNLhyHlKBDFtIMZkPK7uXp5c5XMoGwqivwDPPfS9f3bSJfR9+CFLSYMkSAjp1ss6GshIVKNlQgaIoL4/kZMmgQZksW6anYkUNq1Y5Ehho80jvDb4ItYdA3xYwry+MIZK1JDLfVJD5YeGULLOFevrXaWNbGwA9iZyhByYyqMgKHAw2XD9QgwbdIrgZZaLDW/X4snstiprC4dZxiLoBaZhDRnqB0QPStXD+GhQrCau3Q4H7B+OTr19n1zvvEBscjKOPDy7+/rgULIizvz8u/v7mvwULmu/7+WFjb2/lLfpgKlCyoQJFUV4+W7bo6dUrk4QEybhx9gwbZodW+/DeyoCFMHcLHJ4OVcqY6Ew4N9AxO60Ys5M3U9jnKkPEB/gJHwDSCSeEntiTjwosQ5sVQ8b52kxfoWPqtzqMRhODBg1i9OjROMkMuH3SfIs4Yf579wZEAwftwcsH1u6AgNL31cmo13N+4ULiQ0JIjYggLSKC1Fu30CUl3becRqulXN++VB8/HnsPD6ttywdRgZINFSiK8nKKjzfRt28mGzcaqFnThpUrHShV6r97KynpUO5jcHOCU3MgxlZHG67ijx1v3MxHaL6luAk7Jth/iAPm3sBdjnGefrhTg7LMRGSEQHgDbsfnZcQ8b46eusO50IvY2dn9e4WpcbBlAOxdBwedwMYRVv0CVWo+tH26lBTSbt82B0xEBFGHDnFx2TIcvL2pPW0apd5/H6F5euejq8OG1VFeivLKWbdOJz09k6SjY5KcPTtTGo3/fSTY1mApaSblhDXmx7tlsiwuz8nPTbdljwvX5SDTRDk1fdNfhxJLKWWU/EkeklXlFTnF/HzKXikvlZXyLDIlGCkvV5ap10bK1i0ayoMHDty/QqNRyp/6StkXKSu4SlncScq923PU1tiTJ+WPderIBSB/qFlTxhw7lqNyHgXqsGEVKIryKrp92yibNUuTkCQbNUqV168b/3P5zlOktGsl5YWb5sfTZLQsLs/JDcZE2fbKITlEfiE3pt//Yx0uZ8tDsqq8Ldf8/WTmJSnjvpLy6mvy9A9Ifx8kIDu1KiGvh66T0mQ5f8ZkknLHaCn7I2U1dykLaaXctDpHbTWZTPLiqlVyuY+PXCCE3PvRRzI9NjZHZf0XFSgqUBTllWUymeSSJVnSxSVJuromyaVLs6TJlH1vJTpBSs+OUtb9n7kDoZcm+Y68JsvLULk/I112jl4vBxknyZCsiL/Ll0Z5Qf5PHpLVZLzc/+9C9dEy9eZ8OXZACenogHSwR476PwepC/9ISkOSeZmDM6UchJR1PM3nsyyemeP2ZiUlycODB8uFWq381sNDhsydKw06XY7L+6cnDRQ1hqIoygvv+nUTPXpksH+/kZYttcyd60CRIv8ea1i+Ez6YBQs/hT7NIRY9rbmGKxqG3PXlR7vlOGhgot1HuGkcATCSyTl6k044FViCC6X/VS7AresXGT60F5ERl9i7+A7CMRCKbAOtD5xcBRt7wnF3CEuETz+DzyabLz+ZAwnnz3Oof39u79mD1tER76pV8alZk3w1auBTsyYuhQohclC2GpTPhgoURXn1mEySOXN0jBiRRWYmvPaaDe+8Y0uHDlry5zeHi5TQZCScuAwXFkEBLzhGGu9xnca4UiFKw2WfVYjUYkx364wG84+yjjuc4X0kevzpiQ9tsMEp23pkZWVhr9vD7ePt6f65YNK0VdSq3wHOB8HqjvCHM4QkwjsfwKT54OCQo/ZKKbm5bRu3du4k9tgx7pw6hTErCwBHH5+/wqVUjx64+Pk9UpkqULKhAkVRXl03bphYs0bP+vV6zp41odFAw4bmcGnXTktiloYKfaF5Ndg0yvyeZdxhMjEMJR+Xbl9H+O0gb2Ijhnu+9le56VzjKpNJ5jRa3MhPe3zpjB3e2dbj4K6FdO7al6g4ybud32La9CX4Z12Bla0gxAaOJ4GtLZSvDJVr/n0rUjxHPRejTkfC2bPEBAcTe+wYsceOkXjhAvaentRfuPCRTqJUgZINFSiKogCcP29kwwY969cbuHTJhFYLb7yhxaWiHd+HaPlpFLxdBySSAUSwnWSWmgqxMn4Xbt4XaJDcjTbuhe8rM4Wz3GYV8exDoCUfLShAN5wo8q/1p8afZOqoxkxflozGxp4RIz5nVI9miBXN4LYBqAy3EuDSFUhPM7/J0wsq1zCHS7U6UPd1yOGhwncvX2bPe+8RGxxMyW7dqDtvHvbu7g9cXgVKNlSgKIpyLyklp0+bLOGi58ZNiXjNGXtXwYIuRrq9o0Vna6Id4SRiYInOn2/0q9DY6Ohn+ogyTi7/KjODm0Syhli2YiKLPNTHj+64Eojgnh6G/jbXDzVm2LTLuHjXZ9nqfRAXBt+1hdgL5mVMgCwAGfkgXgM34+HGTfM+usbNYPYqyJN9T+hhTAYDJydN4uQXX+Ds58frq1ZRoEGDbJdVgZINFSiKojyIlJJjx4zMWm5k/Q07uKWnpF7H5Mn2BLYz0l6EE4A9A9Kc+NF+BSnJfsx264qLNvtego4EovmeKDZiIAlXKuDH+3jR8O+FjIlwow2G5INoC87m1I26DBgwgBlffE71AgIiT0PkHxB1Gu5cMgeJHohwheAM8M4P32yA6nVy3O6Y4GD2dOtG0tWrVPrf/6jxxRf/mtZFBUo2VKAoivIoBi2SzNos8EjRc/d0FrXKCzot1TG/bCTv4knhpDguuG8h+fZrLCrQ6D+HNoxkEksQkawhk9v40oWiDERgOZPflAG33oWUn9l2piM9hxwgJiaG7t27M2XKFAoUKGBeLisVos+aA+bUSjh9DE7kgYRkGDEV+gzO8dFh+tRUjgwZwvnFi/EKDOT11avxKl/+r9dVoGRDBYqiKI8iPRMGL4GVeySZOoFdigHdJR015icQ3yGJL/HjVNJBMt3P4HLrHcYVDHhomRID4cwminXkoT4lmYQNjpYXDRD5CSQuJkXbjckr8jNj5hxsbW2ZMGECgwcPvr8wfSb80BOOr4cLhSHkBjRtDTNXgIdnjtsdHhTEvo8+Qnf3LoFDhlB11ChsnZ1VoGRHBYqiKI8jPhmW7oB5WyS37giEzojvF9dxqprFN4l+bHHdgMEmhdoJH1Hf3Z1kPaQYINlg+au//69GQNNCG7B3/RpnUZIyzMSevOaVSQmx4yBuAgg7rsWWY+j0VAIrVWXM+NlIG/Nyf51HIiXsHge7J0BcAPx2A/L7wcKNUKl6jtucHhvL0WHDCFu5EpeCBakzcyYBHTqoQPknFSiKouSEwQhbguHrTZKjkUb851xFZkHD713w7LeGhFRPDp1vyI2YYphk9pNSOmjAKEEvoVGBQ4yuPgIh3ShimEURhxJ/L5i6G1J3QNphyDyJyahDo4Gf9udn5ioTs6b2okrtruBQxrz8H6vhhw8hywf2myAuFkZPhw/65XgXGEDUoUMc/OQT4kNC6AsqUP5JBYqiKE/qbDiM3JfG+W7XSf/DBZct6TQf+Qu2jpmgd8TuTmnc4svhnV4Yd1uBmx24a8FBCw6OcFXA1mg4lxbGkKoDcdKmsyp0CgF2dWiRH6p6mnsyAJgyIeMkpB/h++838snok9xJlPRoA5NGdca38lLQOEP4QfPRYZlGuFwWjhyBDt1h+rfmc1pyyGQwcG7BAgIHDFCB8k8qUBRFsZbFmQl86RBF8nfexH/vTZEqVyndMJSAWpewddCTcseVsANlubi/HDGXfcFyyHClYtC1EbxTH+7YxxBtNwgn+6vMPD2Un8M74GMP0ytAt0L/XmfS3btM+mIos+Yuw97WxPThPvQZuh0cK8GdK7CiBSRcA31rWPujeVzlmw05Puv+T2oMJRsqUBRFsRaJZBi3+VkmUXahL0HD7Xi7rZZBnwmiXK5w0z2UWJcrSI0Jx0xPvOPKobtYgR9+8eLYJfPeqIYV4L0maVRp+Dmp2kMkJXdj8qn+HE7QMKMCDCqR/bqvXLnCkAHv06F+KO+1zMCY9ys03p8iMpNgdXu4thdEC/juV6jVAJZvBle3HLdVBUo2VKAoimJNGZjoRDg3pY6Ch9zY/q4jXRo6sny5A1qtIJ0MznKR04RyhesIBF14G5fb5Vi7D1bvhSuR4Ghv4MuRM6hcfSNuxkZMPTWKtbfc+bwUfFH2wUMhUh+LuN2Tr+f/ytZDXsyc+wOVKtWBH3ubDy22fRNW7TFfy371NvDKm6N2qkDJhgoURVGsLRI9U4hmB8lIEyRvdKRqiAc/j/PEzu7vJEgmhdX8RDi36EJrqlABKeH4JVizF9YfgPr119O/99cINESlVmFjeAOK2DRgajlfbB40vi4lK+a9y//GrCchCT56vyUTpywh3/FpcHgW2L8O3x2GgkVg7U7wK/jYbVSBkg0VKIqiPC230fEdCazKTETnYMLxoj0TinnTys4drWX8JAsdy9jANW7QiVZUJ/Cv9xuMsOc0LNl7Ce+Cu3i31X5snK4BEJtWikqODcmnaYATJe6fwsUiMXIvE0a2Zd6aJJwc7flmwWLe9b0Ju0aDY11YFwJuHrBuFxQv+VhtU4GSDRUoiqI8bWkYGXggnh2+idiVMJDfpKW7xovOeOKODTr0rGAjlwmnAy2oSeX73p+cDo0+gwu3YM/0G1xz20+y2E8FrxCEkNhTgDw0wJcOOHL/BJUYUwg71I0hY4IY3q8R9drvRndgDra/DkI4VYdN4SA0sGYHlK/0yG1SgZINFSiKojwrS5dlMeDnuxQel0pWlUwcEXTEkwHkwwkTK/iBMK7SnmbUpup9741JhNf+B4mpcOgrOGKC4aHxvBdwkB4l9pGmCUZiwIvX8afHvy/uFTcVYkZA3rH0mxjPhWN7mVnhAhUKloUtiZCaAqt+gRp1H6ktTxooOZsTWVEURQHgww/sWdQ5D2E18uLZvQBNdG6sIYFmXGE/GfSgI2UIYBPbOMz9/9D18YSdE8FOC01HQVNnWFzJiwUX3ua932ZRMGMrfrzPXX7nDN0IpR9JnEJi6Qh4DwePnhA3nrJF0zl1OZJKy+HjoPPENbID77zQpSns+fWZbAvVQ1EURbGCTZv0vPNOBoH9mJjJAAAMFklEQVSBGmbvFkzxiOIiWbTGnRF4s5UgQrlEG5pSjxr3vff0VWgwHPy84OBXcDoT2vwOPg5woD74OKYSzfdEsg49CbhSEX964kldhEkH15tAxgkS3Lcw7ssgFiyYj4vWxOq23rSM84HLYeYp8N/u8p9tULu8sqECRVGU3LB1q5727TMoUULD3IX2nK2byALicMeGsfgQxx7OcpGWNKEhte57774QeGs0VC4OuydDaDo0PghVPOC3eqDV/D2j8W2+I4sonAigOJ/hZigAV2uA1EHx45y/nMTwAX2YXe4cxVxtSDvuh9PZEMTkBfD+xw+sv9rlpSiK8pxo2dKWX35xIiFB0rheBtubuzD1YhHyY0t/IjlBdUpTmq3s5jcO3/fehhVh7TA4dgk6TYHKbrCoMhyMh/GW63DZ4IAvnajCT5RgPEYyuMAQMrUGKLwFTClwow1lSxdhy66DFPs8GFzd6HTlHG8Z3Dg/tC/MmWyecPIpUIGiKIpiRU2aaLlyxYWpU+05etRA2zJGHLvmp0d8XnaTxiLKko+S/Mpe1hNECql/vbfda/DNJ/DrcfhoNnTxhw8Kw6Qw2B379zo0lksPl2M+EiMXGY7JoST4r4XMUxDR0xwaeUti6nOYNyoWIDgpmYp3oN/Iz4kf2e+phIoKFEVRFCtzchIMH27PtWuujBxpx5afjYzP70DV8X746uxZTFl0lOcU55jKAvbxOwaMAPRuBhO6mU98H74c5gRCGVfodhyiM+9fjyP+lGA8aVzgGtPBrRX4TIXkjebp8QGNuy8D113gypev06cSLEiHEtPmc6hLKzAardru5z5QhBBlhBALhRA/CCEevPNPURTlOePhIZg0yYGrV13o08eWjZMEuzy9Kb/Vmz2yJCdoSh782MoeprOI81wGYFQX+KQlTN8Em/bDxprma690O26eGv9eXjTAn57E8BMxbAHvoeDR3XzNlaTvzQvZu+D9yTbmj+jJmR7QpLA75ff/Aj3bcPdciNXa+1QDRQixTAgRK4Q494/n3xJChAkhrgghPvuvMqSUF6SU/wd0AnI8WKQoipJb8ufXMG+eI2FhLnRsb0dQayei6uQjI9WNxVTCn+YIBMvYwLesI07cYXYfqFcO+i8EtyyYGwh74mBq2L/LL0Qf3KnONaaSJi5DgcXgVAci3jdPiw9gYwsdllK+yxg2dk7Co1UZDAd3U69KJTZ3aQOJCU/czqd6lJcQoj6QCqySUpa3PGcDXALeACKA40AXwAaY8o8iPpBSxgohWgOfAfOklGsftl51lJeiKM+zc+eM9OiRQdhtA29fTOZ39xSa4szbRHGAQ+jQU5fqBETXo0ZfB+qUge1fwHsnYf0t2Fcf6nnfX6aOBM7QDQ12BPIdWkMGXLVc0bH4CdDeM2HksSXw88fo7QJY/ps9H1wNQevugbhw9/k+bFgIUQTYek+g1AbGSSnftDweASCl/GeYZFfWL1LKFg94rTfQ2/KwPHAuu+WUXOMN3MntSjwjL0Jbn4c6ugNJz2A9T7Ot1myDNcp60jJKSSldc/pm7ROsOKf8gFv3PI4Aaj5oYSFEQ6AdYA888HRPKeViYLHlPSeeJGUV63uVPpMXoa3PQx2FEIullL0fvuQTr+eptdWabbBGWU9ahhDiiXbt5EagZDc58wO7SVLKfcC+p1UZRVFyzZbcroAVWLMN1igrV7dpbhzlFQHcO1G/PxCZC/VQFCUXSSlf+ECxZhusUVZub9PcCJTjQAkhRFEhhB3wDhBk5XUstnJ5ypN7lT6TF6GtL0IdreVVauuTeqJt9bSP8loHNMQ8KBYDjJVSLhVCNAdmYT6ya5mUctJTq4SiKIryTLyUk0MqiqIoz95zf6a8oiiK8mJ44QMlu7PxhRB5hBC7hBCXLX89c7OOrxIhREEhxF4hxAUhRKgQYoDl+ZfuMxFCOAghjgkhzljaOt7yfFEhRLClrRssY4W5TghhI4T4Qwix1fL4uaznkxJCeFimarpo+R7Wfhm/f4/rcX4rhdkcy2wmIUKIKo+yjhc+UIAVwFv/eO4zYI+UsgSwx/JYeTYMwBApZRmgFvCJEKIsL+dnkgU0llIGApWAt4QQtYBpwExLWxOBD3OxjvcaAFy45/HzWs8nNRvYLqUsDQRibvPL+P17XCt49N/KZkAJy6038M0jrUFK+cLfgCLAuXsehwG+lvu+QFhu1/FVvQGbMU+z81J/JoATcArzSbp3AK3l+drAjuegfv6WH4zGwFbM54M9d/W0QjvdgHAs48P3PP9Sf/8eY/s80m8lsAjokt1y/3V7GXoo2fGRUkYBWP7my+X6vJIs0+5UBoJ5ST8Ty26k00AssAu4CtyVUhosi0Rgnh0it80ChgEmy2Mvns96PqliQByw3LJ771shhDMv6ffPCh60XbKb0eSh34+XNVCUXCaEcAE2AQOllMm5XZ+nRUpplFJWwtwDqAGUyW6xZ1ur+wkhWgKxUsqT9z6dzaIvwyGfWqAK8I2UsjKQxqu5e+tJ5ej78bIGSowQwhfA8jf2IcsrViSEsMUcJmuklD9ann6pPxMp5V3MUwTVAjyEEH9Oa/Q8zATxGtBaCHEdWI95t9csnr96WkMEECGlDLY8/gFzwLzU378n8KDtkqMZTV7WQAkC3rfcfx/zfnzlGRBCCGApcEFKOeOel166z0QIkVcI4WG57wg0wTwAvBfoYFks19sqpRwhpfSXUhbBPDPFb1LKrjxn9bQGKWU0cEsIUcry1OvAeV7C75+VPGi7BAHdLUd71QKS/tw19p9ye5DICoNM64AoQI85VT/EvH94D3DZ8jdPbtfzVbkBdTF3jUOA05Zb85fxMwEqAn9Y2noOGGN5vhhwDLgCfA/Y53Zd76lzQ8yXk3iu6/mEbawEnLB8Lj8Dni/j9y8H2+WRfysx7/Kaj3lM8CxQ7VHWoc6UVxRFUaziZd3lpSiKojxjKlAURVEUq1CBoiiKoliFChRFURTFKlSgKIqiKFahAkV5qQkh+ltmnF2T23WxFiHEOCHEbSHEBMvjHkKIef9YZp8Qotp/lLFGCJEghOjwoGUU5XFpH76IorzQ+gLNpJTh9z4phNDKv+exehHNlFJOz+mbpZRdhRArrFgfRVE9FOXlJYRYiPnkvSAhxCDLv+wXCyF2AqssEzt+JYQ4brnmQx/L+4QQYp4Q4rwQ4hchxK9//kteCHFdCOFtuV9NCLHPct/Zcr2J45ZJCdtYnu8hhPhRCLHdcs2JL++p31tCiFOW66nsEUJoLMvktbyusVyPwvsJtkFrIcRpyy1MCBH+8HcpSs6oHory0pJS/p8Q4i2gkZTyjhBiHFAVqCulzBBC9MY8pUR1IYQ9cNgSNpWBUkAFwAfz1B3LHrK6zzFPafKBZTqWY0KI3ZbXKlnKzALChBBzgUxgCVBfShkuhMgjpTQJIVYDXTHPtdUEOCOlvPMIze0shKh7z+MAyzYIwjyNBkKIjcD+RyhLUXJEBYryqgmSUmZY7jcFKt4zjuCO+YJC9YF1UkojECmE+O0Rym2KeQLG/1keOwCFLPf3SCmTAIQQ54HCmKcDOfDnrjgpZYJl2WWY51OaBXwALH/Edm2QUn7654M/e073PB4GZEgp5z9ieYry2FSgKK+atHvuC6CflHLHvQsIIZrz4Km6Dfy9q9jhH2W1l1KG/aOsmph7Jn8yYv7/TmS3DinlLSFEjBCiMeaLdXV9aIseQgjxOtARc1AqylOjxlCUV9kO4GPLdPsIIUpaLsZ0AHjHMsbiCzS65z3XMe82A2j/j7L6WWZbRghR+SHr/h1oIIQoalk+zz2vfQusBjZaekk5JoQoDCwAOt3TM1OUp0IFivIq+xbz+MgpIcQ5zJc91QI/YZ599Szma2nfO+4wHpgthDiIubfxpy8AWyDEUtYX/7ViKWUc5mt1/yiEOANsuOflIMCFR9/d9V96YJ5R9ifLwPyvVihTUbKlZhtWlIewHF67VUr5wzNaXzXMhwXXe8Dr44DUJzls2FLOCp5hu5SXn+qhKMpzRAjxGearXY74j8VSgd5/ntiYw/WsARpgPtpMUaxC9VAURVEUq1A9FEVRFMUqVKAoiqIoVqECRVEURbEKFSiKoiiKVahAURRFUazi/wEbQ5Kd/Tis8wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = cmaplist[::25]\n",
    "\n",
    "fs = 10000\n",
    "\n",
    "F = []\n",
    "P = []\n",
    "for i in np.arange(0,10):\n",
    "    print(i)\n",
    "    segments = np.sort(segs[segs.Elec_distanceQ==i]['segmentID'].values)\n",
    "    x = v_16Hz_soma['report']['biophysical']['data'][0:150000,segments]\n",
    "    f, Pxx_den = ss.welch(zscore(x.mean(axis=1)), fs, nperseg=2048*2)\n",
    "    F.append(f)\n",
    "    P.append(Pxx_den)\n",
    "    plt.loglog(f, Pxx_den,color=colors[i+1])\n",
    "plt.loglog(np.arange(1,100),1/(np.arange(1,100)**1.5),color='k',linestyle='dashed')\n",
    "plt.ylim(10e-4, 0.05)\n",
    "plt.xlim(10,100)\n",
    "plt.xticks(ticks=[10,20,30,40,60,100],labels=['10','20','30','40','60','100'])\n",
    "plt.xlabel('frequency [Hz]')\n",
    "plt.ylabel('PSD [V**2/Hz]')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Electrotonic distance')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,10))\n",
    "plt.scatter(segs.loc[segs.Type=='soma','Coord X'], \n",
    "            segs.loc[segs.Type=='soma','Coord Y'],\n",
    "            color=colors[0])\n",
    "\n",
    "for i in np.arange(0,10):\n",
    "    plt.scatter(segs.loc[segs.Elec_distanceQ==i,'Coord X'], \n",
    "            segs.loc[segs.Elec_distanceQ==i,'Coord Y'],\n",
    "            color=colors[i+1])\n",
    "#plt.colorbar()    \n",
    "plt.title('Electrotonic distance')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "negpi_vals = v_64Hz_soma['report']['biophysical']['data'][negpi_inds,:]\n",
    "negpi2_vals = v_64Hz_soma['report']['biophysical']['data'][negpi2_inds,:]\n",
    "zero_vals = v_64Hz_soma['report']['biophysical']['data'][zero_inds,:]\n",
    "pi2_vals = v_64Hz_soma['report']['biophysical']['data'][pi2_inds,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs_meanvals = pd.DataFrame(np.concatenate((np.arange(0,2a526).reshape(-1,1).astype(int),\n",
    "                                     np.mean(negpi_vals,axis=0).reshape(-1,1),\n",
    "                                     np.mean(negpi2_vals,axis=0).reshape(-1,1),\n",
    "                                     np.mean(zero_vals,axis=0).reshape(-1,1),\n",
    "                                     np.mean(pi2_vals,axis=0).reshape(-1,1)),\n",
    "                                    axis=1),\n",
    "             columns=['segmentID','mean_negpi','mean_negpi2','mean_zero','mean_pi2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs_mempot = segs.set_index('segmentID').join(segs_meanvals.set_index('segmentID')).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f9578959208>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sUj0OZsCg12Hn4Yp7zwm3wnM3QcM6IDSlES67muMMOw96d4qK9NbrPOtXPz1etQCW7Yalf8Irn1Sc3ZWdzQFJ74MBfg1AUJrRNJ1JZhEYkUgGVZbXZ8O8Fao4tTcAWW7YnwGXPR4/mwacCZ8/pyaTmqacPlk5kJEFT76lIpLGjlGd2BIcasCX6IQWJxdMhwEVYRUdEQDq2IuWVfz5VEXe8fponJHFqGw3GzSNPF+cEbdtUDq++xHemaJWvbxeyMpWYdYXjVSd2uJB964w60vlPNI0NcnKzFSr+C9OVE7roUPhujFq8paUpB4nnKAme9EUVn/EbIY5cyr2XKoq3+6Hut/DsBXw02Hwxqa+v0EVZt0WeOAVlSLi9qm6kR4fDH8YDseg05YerU6BmR9DslONZ3w+lbLv88HHn6vfu3SBJx9XEZJJSZCcBDVqqAilaITQX3Tz+2Hq1Io/n6rI8kPQYCYMWQhTdijntkH14/l5sGgzeALgDUKWD3YfgeEfVNx7CgG3XKIW4EBpRI5HdWqcMg/uulql6iY6VWSSxRpVh7KQ1DePF96bVnF2V1YCUnL5wRBt9wVZG5RlmuMYkUgGVZa3vlWDpEikhI27YOeB+NgE8P5M/YljKATfLlT1AWa8BitmwhuPwdz3Yf1ceODW/N3YnA5wFdKdLaTBS69Dn0Hw0FOwP47nezyxJhjiHrcPL5CNscpmUD68MyWvIGwkfn98nb3TZ+jXBdA0+GyqGrxNnAgbN8Abr8OM6bBjO7z2mkp7y01BcTjyP48+1pdfQp8+Kt1ty5aKPaeqwgEfXLYcskOQFcQQI4Ny4dPvIaAz/jCbYPbC2NuTy6+LITu74HavD15/V/3+nztg51Z4+w349GPYvwc++lBpT67TyGYDR4L6GY2mqfpJffrAtdcaUUnFxR+Cfj9Bmg8yg0YtmerMO4uVAymSkAZLt8Lh6OLX5ciy9SrqKfq75/HBZ/Nh/Qz47mV4YxwsnwItTy6Y0ZEPCYTUeObCkfDFHKUP1YHnMjW+9kp85XAdH++RSJXJFoNKhr+QFX6TKPxvseBQuv4gTtMgI6LeRevm6pHLI3dB907w2kdqv8sHqvpJN/43aoKqQc4R+HaeSnH7fTm8/j4smwdNm1TUWVUN3vP5S93q0sCgMLyFfamEciTFi4wM/bRXnw8OR4SnN24MV12V93zECDjlFHjpJVW8tn9/6NkTBg5UkUyReDzw449hh9kieP99WLAAunatmHOqKnyxx5isGZQ//oCa9EWjSf3ObbEi40jhTujI7m2pqTAsoiFBnz6wfBm88CJs2AA9uiutOuMM/fdZulTp28KFKippyhQYNKh8z6WqMX+ffmt3g+pHoJAINCEq9juSkaUf7SwlpIW1o1fHvO1/fArvzIBp81Xdt+UrVEmTowQBTTmuv/0JflkK076Fqa/p61BV4rVsiaecxhbHe3c2w4lkUChX9YFnpqri05GkpkDTBvGxCWDg2fDZtyonN5KQBud2P/Zr+52lHrloGsz5AebMUxNVmxV8OcrJHgyLvc+vnFY33wsd2kJWFgy+EM7vU/XFsqSkSxlRk08gNQEmafyfDMrE1UNg4ZKC0UiaBr3i6Ew5/zx46JGC210u6N/v2K/t1g0+/zz/tjvvVJFLgYAa8AUCapCX6ygLhIvgXnut5NJLNfbskfTta2LwYIHFaPOTj6wg+CMH5Rp5sdfGv8qglAzpA69NA7c3/3ZNgwt6xscmgF499J1YLhcMuejYr23dGt55O/+2yZNV5KOmqYcMNybJLaSracrhfe21cO+9sGkT9OoFw4ZBQiER3tWVzEBUIKShRdWWyzrB6wtVdFokzVOhrl5ToHKi+6n6i+9OBwztU3C7ywl3Xq0eAKv+hj4jVBZIjpsCxbdzcmD2XLjkWmjXCkYNg2ZNyvssKgc5R89dQHiOU9rr+Hh3IhnpbAaFMvYyOKUhJIYHBA6b+n3KA/F1nlx4FnQ/LSIVTYLdAj1Pg70HSrb6bDLBZ6/Dgi/gf2Ph0XsKL8D9wwJ44VUVlTRkJFw+uvqEbxaXwTYrkXWEpTShaSbQoHlh1YQNDIrg8ovhzG4qZx+UszfBAR9MjO+EpV07uPqqiOLZUtUcaXYyeD0l14ennoJly+Cxx9TvdrveXhp//x3k6ac13n5bMnp0iF69Qni9RthNJP1SwR5dLDSkBj1NjEmuQSnp3g6uuRBcjrzaQQl2eOJmaFgvfnbVqQ2PjYtIi5WqW22tFDUhLGmjkOuvh/Xr4cknlR6dcIK+nh0+DP/7H7z7Ltx2G7RtC4cOFdyvOnN2PQhE/+801Z3rxNL2Bjc4LnnkQmhSGxLD9/YEKyQ74JNRFfu+yS54/jblNMrVB5tZdYXr1a7o13dsCzt+gYkPwXndo+ZJ4Xurzwuz5sKzr0G7c2DGtxV0MnFmQILIc55IE4TnOLrDtWJwPKezGbM6g0JJTIDlr8Lz10P7JlDTBWe1Va0p44nZDN+9CW88Ar07g92kHMG/LYPzRkL/0SVLcRECuneGh++CO8bot8HNXUbKLcKdkwPfL4Dv5pfHGVUdTjOZSBXiqMgJwCkF/7M7WZNUI56mGRzHWCzwzcfw/kToepoKrz69XSHtaWPMm6/DlI9hQLg7ktBUDaQhQ6FDR5XyVhLatoUHHoCxY1V77vyER2vkaVx2Nvz1l+Tttw2PdiSNEuDURIgM0HKZYdSJsFVn5dXAoDgIAa/dB3NehLM6QmoNaNMEGqbGP33y3jvhu+kwdBDUTAZCcGAvXHsTNG0D23eU7HhNmsA99yg9qncMB1ludFJODuzeDY/oRGdWZ1wW6Fc/Soss0LsObCsiSsygalHTCWvGwX19oVkd9fyyTlA7uotrBXDrUJg/Cc7pCGYNRAgOp0P30TD2paL1KzkJrrscLu2vHNRHiXpdIKCKbo+6UzVCqWrcmShwiHAnTMAmBYnSzC+1dQrJFYFRWDsGbN4cxOXaTa1au7n77gzcbmOwHCt2p8G4d2D9dtibBt/+AX3uhulxLCAJalJ59cWQnaVCuD1elXaW44FfV8CkD0t3XIcDhlx4bIHMJTsHvvhKrcStXJ1/svjvJrj/YRhzM8ycpd8BrqrxtT9Ap8wcdktJECWw9QTMSkrgvwml9dFXPlatyiI5+SdGjfqbtLQ4FuSpZmRmwT0Pw5q/YO9eWLgYLhmpogPjiRBw8UWqE6Q/3D3O51POnY0blTOotNxyS3Sklb4Yud3wySca2dmSlSs19u/P22/PHo3HH/cyerSbDz/0V4uIpWWHodlcWJOhwu/NEpLN8H4HeOe0eFtXfqxe7cHpXMWgQZvZutWoRhcrgkG4bzIs/Qv2HYQV62DMY3DTk/G2DHr3VLUgPR6lQz6/SsHfuw9GjCn9ce+6KyLi8hj4/TB9Ovh8klWrJDt35ulNerrkxRd9jBrl5pVXfGRmVn0t2poFzWbA/D0QDKgoAruAZzvAD33ivyhbXqxapZGc7GHMGD+HD1f9z7UszN8AT38PWw7BniPw0VJo9yRsikEDn46nwPK1qvyHL6DKlXh88OZM+LGYTUouGxiVjVLYlFzAl3Ng7ToVxej1woefwuib4fFnYc/esp5N7PnBo3HuQY2gVMt5ZiDVBCvqm+hmL113tuM5EknIeC+dFAMh2ktQcXEOB3TrZuPnn+vi8ahaKw6HkVRcUVzzNExZULCQZN0U2POlfupXrNh7AE7uowZJ0ZzSBDbOK91xs7Jh8Aj4fYVKm8nJASELhoMLAa2awdatqpOJPwDXXQO9usPoG9VAMxCARBd07gjzvoHt2+GLaWr74IvhtCoyofFJyYnpWWRFbXcCk10ORoS9ckKIFVLKLjE3sBwR4hQJr2G1Cho3drB+fQ80DUIhidMZxwuiivPki/DESwVXthIcsG+dWiWLF1KC3aGfMuJyKWd3aQgEYORImDlTpbZ5vZJgMKjjlJY0aSLZv1/DalUTuYEDTdx8s4mLL/YQDKoJpcsFDRsKli5NJCdH8vnnPjIyJOefb6VXLwuiChQvkxJO+QE2RXW6sZvgnhbwRFv1vGpoURsJn2AyQc2aZjZubEtyshmfTyMx0dCiiuKLH2DMo5Dtyb/dYYe/pkLzxvGxK5dGLWDX7oLbrVY4sB1SUkp+TCnhvvvg5ZeVFgUCylGlN4WoVStEIJy/FQhAt26CZ58VXHBBDh6Pep3TCYmJgmXLXCQlweef+9m9W+OMMyz062fFbD7+tQig7zxYsE8VXs/FLGBwI5h2tnpeNbSok4RF2GzQtKlg2TIbZrMgIaFqfI7lhZTQaBzsjopQNgkY0gG+vL5i3/+7RXDFOMjU6QQ3vD988njxjvPTYhh6o1ogd2frdMzWQATBblWL/i4nWE2QnqHmVHY7WC0w7RPYukXpVY9u0L9vfOeVxyIoJfV2hzgcNR92Cng+RXBLkrnE13IrIeS7pbClF1QKzahMDq1i4fXCH38E6NgxjbVr1Uj6nHNsvPJKEh9/7OWTTzwIIRg1ysG997oMB1MZWbBSvxNJtgd2HYST6sfeplyCocJrMwXLEPmTlAgLZsLGTbB1u6pv0vnsghNEs1AOJK8vr3vUux/BW+/kT6fLzoHlK+Ha61VL8GBQeeWffR5uvxWefbr0tlYWlhbyD3cDU3yBo06kqkQgINm3z0+PHitYs8aNlNCpUyJvvXUKP/6YwRtv7MHj0Rg6tA4PP9yEWrUqUxDq8cc38/VDo202WLkGzo5jUVspC69/VJYoRKtVdT/asQP+/huaN4d+/ZTuRGKzaezdK/H51AQNYM6cEN995yMnYrCYkwPbtkmuu87NN9/40DSlVS++6GXAACtTpyZiMh3f98ydHtjtKbjdp8FnO/OcSFUJTYOcHI2+ff/l77+9hEKS5s3tvPlmY7Zv9zNhwgEOHQrSt28yjz7agEaNqp4ex5K5vxd0IAGYTfDrqvg7kQrTHCFKr0dCwHPPqfS2lStVjaT//Ed1aYs8ps2mkZWl5RsvLV4s6dvXS1ZWntPJ7VZO8ZEj3axc6ScYVNsSE6FtWzM//ZR83DsgNAk/RjmQAEISvtFx8lUF/H74919JjRo+TCbo2lVwxhkmvvpKfSeGDTMxbpyV5OTj+7MtLQeyIC274HZNws//VPz76xXXLs7foulzBuxfCYuWw6Jl8PQklQkCqIBpv/rh9QE+yM4kXyC1z6dqKA24WEVb5177bVrBz3MrZ3H+lX4I6DjN3RI+zpHcUoqFzNxIpOOV4zKQ0uOR/PlngGBQTcgXLPBz6qmHeO65HLZu1diyJcTTT+dw3nnpHA+RVpWZOoWUsQlpkJIYW1uiaVgfGkd2iZOApuoj1UqGv8soyC2bQ/9zoUVTmPWpiihKSlQedYddOZGiW4973PrRCDk5MOUzNcELBNSgy+OBV15Tod+DBkGNFGh8Erz4kpoU+Hzw1ltw7rkweDDMnZt3PL8f/vwTdu4s2zmWF8dyj9irQHRDYeTkhFi5MpNAQBIMSpYty+L001cybtwW/vnHw86dPl57bQ+nn74Ct7sa5DRWICfW13caBwJQt07s7YnEZIK+50esoIXrqAmgfj1YsqRsx2/cGAYMgBYtBLNnW0hNhaQktZrvcIDTKY/WJcnF5yOfAylvu2T6dN/RdBcp1X7ffRfg3Xd9XHNNNjVrplO/fjrjxrnxeiWaJpk61Uv//un075/O1KletPDMSNMka9cG2LSpBCPQCsQqCo+utx2XI57i4fVKVq/24PNJgkHYsMHHeef9yw037GDNGg+7dwf46KNDdOy4nn374tiLvgrQoI5aRY/GZILUmrG3J5rLhyrnOnB0XEQQXHZYtrxstZvq1oX+/aF9e/j4YzjppDwtcjqhRg2twBgoEJBkZmoF3lfTJL/84iczU00iQaUBr1kT4rnnPPznPzmkpqZTu3Y6N9+cTXq6urLnzvUxeHAG5557mLfecuPzqQNLKdm4McC6dYFKMfYXqAgTPapyM81QSI1hg0HlQJwwIcSmTZLt2yWTJoXo0cOH3x//zyceJB2jkHrtGMypzjk9apE9XGbRDDQ9sWTNQKxWOLsHPHg7XDdczYucCaoJU4FuZdEfd/h9pYy+9uGM3lAzFeo3hNk4LVIAACAASURBVHEPQ1oavPQSnN1HdX/87Te1f3o6rFqlfsYCmyi0ugnVNV7luEtny8NMUT6wxETBrFkpnHOOsepWWj6ZBze9BDkREQB2KwzsDtMejZ9duaz8G/pcrVLJvBHtv81mlYr20Qtw6YDyea+cHPjmB9Xe8ryz4KQ2OoKSV/c2P5r6xkavAgqhOiT4/XkDO6cThl+lar/89VeewLpcauWvdSu49VYl9oEAdO6sHFHHKnxZ0fwVCHFmVg7Ri7Mu4IPEBC62KTdT1QjbVulseZgoSotcLhOTJrVgzJgGx9zPoHB+WwL9Lgd3xJfMbIZ2rWHVT/GzK5ft26FbN5UO645w3gihVtUefVSt4pcHfr/k++8lBw5A796Cnj29pKVF7yUBPceOhsmk6Q4W7XalUbmh6Q4H9Oxppk4dyddf+8nJUSLlcgkGDrRx/fUOhg8/TE6ORNOgSRMzM2fW5pRT4hd1tz0Huv8M+6KcaglmeLwNjG2hnlcNLVLpbCXBZhP85z91efbZEyvIqqrP1t3Q9jJVizEXISA1BXZ9ryZX8SQjA7qfDbv3QHYG+QYqLhcMv1I1BCgPNA0WLIBt29RY5PrrA6xcGb2XBPQq7BY2YMrrTJnrHLfZ4OSTTQwZYmbyZPdRB7nTCe3bW3nllUSGDTvE3r0aQkCtWiamTq1Fjx7xq8d40APnzoO1GfnHijYTjGoGb/ZQz6uGFql0tuKQmAjvvGNl2LDjOQaj9Ax/H2asAm/E7dlpg0mXwXUxiKj+Yh6MelRdW1rE5edKgH5nwLTnSteBe/M2+HkxLF0OH38WtcgePRTRu/R1hix2u5o7SakW3lUJGzi9C/zxR7iUiB+uvRYmT67YVLjskEbjPRrpURM/l4C3a5m40mUq8bXcRghZsju4onMlSWc77pxIJlOup9RCQVdnQc4918rMmSkkJVXhJcgKREp45AN4fqpyyvj8cGY7mPFY5eiMBHA4A0beC9/9XNBJUyMJDiyLWJUrR07rAWv+jtooVd5v9EqczaK6NkVHCyCV+yF6Qme1gNWW50A6ehybCpn3REykLRZVW2n58jKcTBn4zBPg+kw/fiHBrCFQV6ZdwDV2K5OdjqO1VqrGYEk5kfK0yExxtKhVqwR+/rkj9eoZTu3S8tZHcPfDaqDg90OrFvDNZ3BCHNNqI8nJUY6id98tqAEOh3I01a1b/u87dKiPr74q6BiyWoOEQjLfdrtdQwhNNzXQbC6ooWr/UMFaVAkSKYP5tgsB9eqZ2LGjAVZr7JfmFh6ACxaCX0Ig95YvlAOpTx34qofSZ2VrVdCikjuRAGrXNrN0aSuaNas6DQ9izbe/wYiHIBBS10zdWvDNZGjTNN6WKfx+eGEijH+kYL0SZwIsWggdOpT/+z7wQJCXXioYGWk2+zGbQ/lS/W02SSgU0k2xy7u/RtjtlAQCwQLa6nRKhAgddXLnkpgo2LatPrVrx77IyoYM6PE1eEJw9F8hwGmGljXg576QHB4KVA0tKr4TCWDAABPffls99SfHB1e8C/M3qkVkXxDuOBuevaR0zpvSsHAlnHtjwdIfrgSY/RKc07X0x/5zLZzRL/+CHyHye1L1nEghCoYRa+hHMUXhdKqabePHl8rkIjkcknTZDXtDEq8pz0i7gCtcgvdqmTAJUeJrua0Q8rNS2HNaJXEiHReeFZfLhMmkVne6d7fhclkpzqQNYOHCAD16HMbr1QiFKr/DrLIhBDw2Gp67DqQXhB9+Ww53T9YvaB0PaqXA3v36uf6aBt/9op9iVlZenqCEyxS+ikwmcLrgndegVk0V4u1yqRDPMaP0bw6CQsJHRUEHEqhVg+jJXDAI69fDunVlO5/S4JGSm7L8eICQFISCJkIhgUkTjLXZeNmVUCWK9eZHYDZD1641SEgovhb984+HDh2Wk5bmN7SolNxwDXz8igor1nyw7i+45a78nRHjicsFR47o643FAl98UTEtb596ykpiYv5VOKcTJk+206iROKpFCQlw4YVW3VqBFkthGlpwQgjg9RZMW1GpcZK5c2Pf11dKuGYp5IQgEE7fIQTmEAyuB9/0zHMgVRWEUPedTp0SSrRQcuhQiE6d1vPvv15Di0rJBb1gzkTVojvgU1E/Nz4Ku/bF2zKFzQZS009d8/lhyucqfaS8uftuMzVr5l+4c7lg/Hg7bduaSExUz10u6NzZRLNmpgJjo8IiudxuqTuOcrvl0ZS2SEIhmDJFp3hVDLh5MRzxgy/E0cmxCEG7ZFhxYZ4DqSphNhc/EmT+fI3HHvMfTYuuTrjs8OFI6NE4PM4PwmdLYP762Nmwbot+Sm6OGz77vmzHPu1UGNhPlf7IxeGEmjXVGMTlhKRkdZ3nu571vgrF/Hq43TBxYlmsPjZPZ8DuIHilgJAJNBNogprSxPthB1JpEKhyICV9VBaOiyFVq1YWvN4T8XhO5KefUqlf35zvJmOzFS5cgQD880+IlJSDWK0H6NTpEL//Xkm8H8cJ3yyC+1+DrJxwEWk/fDoXbn0h3pblUSO6oFnYy511BK64Bep2hDc+Lt/37N0TFs+DoRdDq1Ng2BBY+iNcMxz2bIGP34GXX4D1q+G1yfD2myoaISFBhWg6HGolUO+7q2mFbJf6g0KzGebNU+3EH3pIOZViwdKAFiUiAilN+DQTP1XRnPdOnZLwes9h8eIudO2anG9CbrGoz8Kko6yaBmlpfho1+h2L5ReaN1/C118XyEEyOAZr1sLV10HaQfD71Gr7d/Ng8JXxtiyPmjX1P//sbBWlVLs2PPxw2eqSRNOypYlVq+yMGmWmVSvBwIEm5s2zcdNNNjZvTmTaNCeTJztYtszF9OkuZs5MPDqRs1qVJnXsaMKhU6/BZNKP5DSZpK7TKRSCZcv8PPDAEe69N4M//ojN/XanGw7oRHqGNFh0MCYmxJxOnZx4vR1ZsaI1V19dG6czT4uEUFpU2IQ8K0vjtNPWY7Gs4oQT1vDuu4YWlYR9adDvJtixV40zA0H4fQ2cObpsxfTLk6REnc9fg5AfJk2E1Lpw/Q35G4GUldRUwZ9/Wrj9dkGbNtCnj2DqVDPjx1tYscLFd985mTTJwY8/uli0KJEZMxKpVUuQGLbV5YLWrU04dSLd7XZ9bRVC6i7GeTySdev8PProEe66K4P5870xqZWkSVi4L2r+Gx67rToUu2iTWNKpkwmPx06nTuJoKuKxCATgkUdCWK1ezj/fx+bNJSjGUwW4YBIs+ldFAvkCsCsdBr8K62PU9j7JGTXHyE0lC8H7M6DzMPhnW+mPP+VtmPQ0nN4R2reFxx6E3Rvgj59g8vMw/WNYsRhq1+LotW8t5PouLhkZcNttMGkSHD5c+uPoMT0H8mRSgBQgTWRqgq1lKAeZW1i7pI/KwnGRztalSxe5PCJX59AhjQceyGLaNFX9f/hwB1ddlcDQoRns3l20EDmdsHx5bVq3rkwfReWlx/WwJDptC1U87eC3kFgJ0tpmzoURd0d0B4gOnUSFcE95GQb1jbV1eezbBzNmqhvoRQNVWlrXbvmjjhwO6NoVli3Ln7YG6rurF41kMqnXeTx5E4cJE+CWWyr2fJYFQpyX7iVbR0YG2szMqpl/VloVwrYj9cjjCfG//23jgw/24fNpDBpUhzvvPJGRIzeydq1OVeMoEhJMfP11O845pxJUYz0OGHkjfDK1YPReQgL8uQhaNI+PXZGsWgU9exa8diNxOsu3RlJpyMjQmD49QEaGxvnnW2nQwETz5kfIzMy7mK1W1a551y5/gSLddruGxaIVSCGxWNQjEFCfU0KC4KabXLzwQin6ipeAg15oNEd1YYumdRKsuyD/tqqmRaGQ5IUX9jN58kEyM0P06ZPE+PENeOCB3cybl1XksZxOE5MnN2TMmDhXqT9OePodeOwNtagWSZITpr0Ifc+Ij12R7N8PJ7eI0KLcItsRJCTA1cNVE4944fFIZs70s3u3xhlnWOjSxUyzZkfYty/PUW0yQa1aIESQgwfza47drmEyhQport2uHDdSKj1yuQTnn29n+vTaFdqFUkpwfgReHWdikhUyR+TfVpW0KDtb8vDDAT75JEQwCP36mZgzR9ONrM8l97PdtMlBjRpV0MMWxdrd0O0pcEdph9kE158Jr19d8TZk5cAJ/SDbjW5qmRBQJwW2z4WEYxQDLyseD8ycrSI5W7WEq0dAZmbe381m0AJRi26FuC1yU2CdTjV2+fVXaNeufOxst1OyVifC3A5sawz1LaUr2dFeCDm7FPacbKSzlZ7atU289VYNDh+uS1paXSZNSqZbNytvvZWMy1X0630+eP75oid4Bood+/W3m01wsJKkkQzuC7eMALtNdVHTExm3B25/GAZdC3eMhw2bYm4m9evDLTfDnXdA06bQti18PQdOOUVNvBwOuPJK+O5bNahzuSA5WaXGNWwIc79XkQyRkQEOhxJat1sJbTCohHnsWDhwQK0yVkQKDUBni4laOstqCcBNzqrvpE1IMPPss83Yv78nGRln8uGHrenUKZkvv2xTrPbEHo/G+PFbi9zPQLFpi376p80KOytJy+SOHZUD1+FQ165++gU89hhccglcd51yGMealBQTY8bYGTs2gfbtLaSmmvj11yQ6dzZjsahB2IABVn79tQazZ9ekZk1BcrJ61KwpmD27Fi1aWPJFLyUkKA3yelU0huq8InnjjRxWrfITCEjc7opZcU51QNfaqmtmJA4T3FIJnIsVjdks+O9/67NrVzsyMzswa1YzOnd28uWXTYuV6uZ2a4wfH6Nl8CrAph0FHUigIt92VpKUtnr1YOqUvHGEnt/E44EPPoQhQ+Dqq2H+/PKNkiwOCQmCq66yc++9CfTsacVuN/H778mcfbblqFO6Vy8LS5bUYMGCmjRsaCIpSWmRyyV4++0anHeeI1/0ksOhHEd+f156cU6OZN48H199pdI4c3K0ColMEgKuagr2qBmW1QQjq7gWJSYKXnrJxsGDCaSnJ/D553YuvPDYU01NU/fEjz+uHB0+K5odh8Gik2kQ0uDfQuZb5U2SS6XjJrvC3dSikBpkHIGeV8NTb8KhCprrJSTAVcPg3rvgogvg15+gcyeOjkEuvECNlRISoEYNpWWNGqnn0VFLuWNDt1uVFbjmGlWnMromXGm4JRmcUfppAjrb8xxIpcFIZ6tE9O1rIyXFVGQ4XCgEf/xROVqAHg90P1V/8GGxQMMKKBJbGoSA5+6HLb/A8/cpZ5IeO/fC7Pnw+sfQ+QL49sfY2qlHnz6wcQMcSoMjGfDeu8qTfvVwOHgAZs6AeT/A9m3QqxesXh3u0tYaevdWr9cTSZMJ+vVToaKJieq1GzeWr+0mIZidYscOR8O1keDTBPuqx3hAl1atXLRrl1is4sLr1rmNuiTF5Kxe+te2zwft2sbensK45RbYvRs++KDwfbKy4Kuv4P334eyz4fVy6pZUFtq3t7B8eQ3S02uSmVmTWbOSSE01cc45NvbvT+Xrr1P4+usU9u9PpW9fO7/9lsojjyRz6qkWTj/dyuDBCbrpUx6PZPTowyQl7SY5eQ/t2u3j9991Ci2Vkc97QHKU7zqgwZ7Yl2iqNNSoYebSS2vq1sGKZs+eAD5fJcnFquSc2VkVodWjSyXSoosGwv7d8MmHUCNZf59AAGZ+BZ9OgcGXwD33xtZGPRo1MjN/fjJHjtQkI6Mmv/ySTLNmZtq1s7J9ex3mzavJzJkpHDyYyogRTmbMqM2ECSl06mSlfXsrw4c7cbkKfudzcjTuv/8wNWrsICVlB02b7uLrr48RJlNKJnaHE6MWtUMa7HPH3kkXb+6+26qbnhiJ2w2rV1ePf0yHRqqjdDQOK5zdMnZ2nN0FDiyAS/pE/SEcmRTww6p18Pgb0OpC2B6Dhbr27WH5Ukg/CJmHYdYMeGgc7NsL076EXxeqBiVLlsCll0LLlhSaPrl6tXI8JSerMVlZFtNvSIaONtT/JvyQEpwSyjp8N9LZKpjodLZjsXlzkEsvPcKGDUGEKDylwGyGxo3NfPJJMqmpJk44wax7wzGAdVuh23WQ441oQ++AF26Hmy6Jr216BIOqBlL6kaL3Ta0Ne5dXbFvIiubuu1UOcHSERm7R1dxwcCFUvZZffoFZs1T+8IAByglVlhz9Od4QV6QHcEup3OpS9WdzAHvr20iJ8EBWpbDtokhL8zNs2DoWLTqC1SrIztaPwDCZoE4dK++915JTTnFSt66NGjUq022i8rD/AJzaDdIz8r7XLifcMBpefDq+thVGu3awdm3R+yUkwN69atBzvPLGG9mMHXsEtzv/uCJai0Cllvz4Yx0WLfKyc2eQ3r0dDBzoxFKGVb21GXD6PPBGp+yYYWVfaBUxia5OWuR2a4wevY1Zs45gsykt0hv6CQFJSSYmTmxI795J1Khhpk4dQ4v08Hih/VDYsS9vQuh0wLndYPbL8bWtMIYMga9mFe3EcDjgz9UqQvp4Ze5cL5dffihfeq4ihNmcv56b0yn46qtUtm4NsX69n86d7Vx6qROHo/Tr7Ie80HBqwZQ2lwW+7AMDGuVtqw5aNGVKkNtuC+D1Fj4vs9sFTz5pYehQMyedRBVsypLHLZ/Ah7/npbRZTFDLBeseg9qJsbXl61/gyvvCqW2gaiNFYTLBpX1h6osxNa1YNGoEu3Ydex+HA7p1g9NPh5QUFXV50knFf49sDeptJmKeo7a7hOD9+nBZuC5vSa/lDkLIH0txi60dNNLZKoRmzSysWlWbjRvrsHp1bUaNsut6wEMh2Lo1RM+e6XTseIjU1APce29WtewUUBRtToYlb8NFPaFGIjSoDbcMhmsHxtsyfSwWeO5BVQOpKNwe+GdLxdtUkYwYoe+JlzL/pE1KVdy3UycVHjphAlx8sUqpKUsh0PdzQrilAEwgTeR2K7MKmK9XoKSaUKeOjQULOrBtW3f++KMzTzzRBKezoORqGhw4EGDgwLV06LCcevUWcc016/HqFVSo5tSrCyt/hRFXQM0U5QS+bBA8+mC8LSuciROVg6gorFb47beKt6ciueSSBN0I32gtAtXdrVevvTz4YAYvvZTFiBFp9Oixt0zpbp/vCHdmiyIoYc6eUh/2uMfpNDF1alN2727HkiUt+fTTk/IV4c5FSsjM1Lj22h20bbuOhg3/YsCATRw+XI3DSgshwQF/fAa3DIPUmlAzGc7vDm89Em/LCufxx1U6SHHm5j/8UPH2VCRnn23XOU8VQhCtRW635MILD3DXXYeZODGLm28+ROvWezhwoPT34Fk79CP4c4LwRTXMYL/qKgsHDjhYvtxGhw76Y1afz8Q990hatgzStGmQxYur7vjxlavgxcvh5DqQZIfOJ8G3d8TegQQwoBecclI4ra2QKbCmwfeVdHxy7bXoNgWJxOtVC+gTJqj5T+vWMG1a8d/jF3euw0QcXSgHQY6EzzKP+dJjIkReHcmSPCoLVc6JlEvjxmZOOcXC22/X4L77XCQe48LMyVGe8ddec/P000atJD1qJqmwxpAP9u6DN6ZDy6Gw/1C8LdPnuith6qvQtQPUT4WU6DDucIHJgL9ii8bFgo4dYfx4JaJOZ16nA706GLn1AXK7seTkqBoIM2eW/H0zNEnfND+zdFrr5mKvugtJxaZ+fTutW7t48MGTeOGFZsdc2Xe7NXw+ybRpB7nppn9iaOXxQ0oNWL0KAl44uB++nAFNWsGGck7VLC/OPVd1TjznHFUTrV49/UlcIFB4WPbxQr16Zt57ryYOh4o0cjoFVqveAE8SCoUIBMDrVfqRnS35+28/kyeXfETmC8Hw3+GZDQXqgwJgBmxVdrRTfGrXttCmTQJXXlmbjz9uQpMmhRdL8vlU2/QFCzK56KLNMbTy+CHJqRah3NmQkQ4//AYt+sPC4gXOx5y2bWHJ7zB4EDRoACeeGDUhyU3VoPCufscLdrtg9uw6JCUJEhMFCQlqTFRYfbBAgKMRlNnZkl27gtx3X8lbPEkJ9/4BNy0Gt15EB+CoRJPAWGKxCNq0MbNwoYNLL40M/xcolVY3Rr8ftm2Dfv1C7N1bNRf2hYBVO2B/JuT4YfVOOPM5+CIO9RHNZvjlfRg7Eho3iPpjbjF+DRIq6fjkgQege3flIHc4iu7w5verOf+oURRoGKLHZj/ccgDdBkIACWUYWwgBVnPJH5WFKj+sslgE48cncs89RVfcdrvhhRfKPze6KnDrs7AnLS/cMdsNuw7AHS/E165jMfA8WDob9q6AyY9G1C/QUDMNDYJ+OH0ALFkRR0PLgfvvh3/+gZdegldfVbVWilNMFZSIfvxxyd/zyvQAv/hldLOXfJwfXVmyGiOE4KabTuSFF5qTmHjs/4vHozF16gGysowIgGieeBbWb1RRdaC+v+kZMHx0fO06Fj17woIFKl1t2jT9yCSvV6WbzJoVe/vKkyuucLFzZwNefjmFSZNSWLy4+IXzPB746KOSL+Tcsxpm7j5GbQIBlzYs8WGrNEOG1OSjj5pQo8axtSgQgNWr3WzcWI0LSxXCR7Pg52WqK6yUKsUt2w2X/ads0b0VSdu2MGMG7NkNv/0a4SyKuHa8HlV38dVX42JiudG7t509exrw5ps1efHFFFasqFfsdNlgEGbMKPl84LX18NoG/YhIAIcZRlXx4tpFkZQkuP12C8nJuRVe8hxIkQSD8P77VTMa6ccN8MkSlc6mSfAFwROAUe9D5jE6u1YUiU544nbY/gMMG6CalSBRqW0h9Th0EF54J/a2FYXDAT/+qBbrXngB+vYtXrSO2ayik45FSEKfXbCzkKG4S8CYMpQgMCKRjoEQoqUQYnXEI1MI8R8hxP+EELsjtl9Q9NHKRs+eVhITi755pKdLo+B2FFLC178VHBQFQzCriAuwsnD1EBh9eVgYI+5JmgZph6H/VRyzBenxQKNGcMMNqiPBgAFw6qn5IxtMpsLD2H/7DVJTVYHfRYuKfq99IclPPolOcxrMKGGdVcuKo5LktFcmLTrjjORidYswmQRpaTrVF6s5U6aqQtqRSAlr10FaWnxsKgm9esGjjxaMOpJSFdu+6irYsSM+tpUXdeqYGT3axXXXuejSxcaQIQn50qeOJQs7dwapU2cHnTvvKVbB25AG724Fj86kXaC6s73dBU4sorBrrKhMWnTaaQn4/UWPd8xmwa5dempfvXl/pkqJj8bjg5XrYm9PSWnSBD54Xzm1o69Jrxf++1/4/fe4mFZuJCaauOoqJzfdlMipp9r473+TdVM5CyLxeIKkpm6mTZttvP/+kWLNDSas1Y9AArCb4YHToFulaUgTPy069VRR5DjI64WtW6vmfGzKUhWBFI3VDD/EWTve/B90bA1CZ843fjL8tCQuZh0TIaBHD1VA+9VXi1dCIDtbjbeuuAK2FFLW5GcPZGj6WX5m4LYUOKcMYwsBWC0lf5QFIcTjQog14Wv7ByHECeHtZwshjkRc9+OLOlaFOpGklBullB2klB2AzoAbyE2ceSn3b1LKbyvSDoBzzrHRubOlyA4BAGeemc7OnZV0GSlOFDborxwugqIRAl5+HG67Rr+1pqbBnHmxt6uiEEKlqd18M9SurYr1Xnml6lKgx+HDagL+yy/Ki//zz/r7aZpyJh7UJLZCPvxUAfvq2ehTiaKQKpMWNW/u5Mor6+JyHfv/43ZrXHTRGtasya5ok44rCnVAyLIViI8l99yjaiXp5fEHg6WLDKzMfPhhLR58MIkGDUwkJgouuiiBZs0sup9Xdrbk0CGNlSv9DBt2kI8+ytI9ppSSUEji1Qpf9bcK2HkxXN2k/M6lrFQmLUpONjN+fAPdWm2RZGVpjBy5i59+MrQoksL0Rh5HWnT55TBntr4WqTIPsbepIhk/PoUXX6zJySdbcLkEZ51lp2dPe9TqvgrBCAY10tI01q8PcNttB3nkEf30NiklwaCaZqYVErBnAlZeDA91KM+zKRvx1CKXS/DEE6Yi52Q//CBZv77qOZKE0J8/SeI/r6qRBK8/DA6d9DW3B17+KPY2lYSmTWHxYtWd2uWCOnX0MzM0DY4cgS+/hM6dVUfdSEIh2BMovBFBfyc8k1pGY3MzOUv6KBvPSynbh6/7r4FIZ9GvEdf9Y0UdKJazvHOBzVLK7TF8z6OYTIK5c2vy1FOJnHaahebNzYXmfC9ZEqB378MEgxput6z2xbaFgEFnFQyhs1pgSHRryEpOIKC86dH4/HAoPfb2VCQul0pvS0tTndg++QRmz1Y1kxITVSSE3kDX7VaT3JUrYfp02LwZDh5U7TQdDvW6sZcIpM7EzQIMTTCRqFdRsvIQVy0CeOedlrz66il07ZpE8+YObDah+1n8/beH3r1XceRIEI8nRKisvUSrANdcVXBwYzJBh/bKYXq8UFi6i98P+/fH1paKxmIRjBuXzJ49J5CVdSKzZtVhzpy61KljIilJYLfr1zFwuyX33pvO+vV+pk/P4a+//OTkaNx4436czs3YbJs4t9dO6lv0vUi960KdSlrHIUzctej+++vz+edNOOusRFq0sJOQIHS6lQp27w4ycOBWNm3y4fNpRyfN1ZnrLo1Ik48g0Qmd2sTentLi8+nXQJIS9lSxgvRCCG68MZktWxqSnX0SP//cgGnTUmnc2HJUiyxhPYmcPLrdkgkT0lm3zseMGdksXeolENB46KEDpKT8g822gTZtNtPKoh9e0yQJWqfE4gxLTcy16K67zHz5pZk+fQSJifppOjt2QK9eQdLSChZEP54Z0R2cOo6NkAZ928benmgysgqPeDlQ8lJhMefUU+H771W00YEDakE9d/4Sjaapsgh33aXqw/7xB5x3ntr32tPyOuhF4hR5HdnKhEBNnEr6KANSysjCky4KLadeNCJWqVtCiPeAlVLKV4QQ/wNGAZnAcmCslLLQKXxx29iWlGXLAowYcYSNGwsqU0ICuFwW0tMFLpfgnnscjBvnwFS5J8cVxv5DST3JtgAAIABJREFUcMYYOJgObh847VC/Nix+D+pU7htjPr7/CS67PqKVZQT168KiWdC0BG0fj0eyslTNpLQ0GDtW38suhCrSbTbnDTB9PuWEg3Bq3DwfoZbkLZuEV19X17HSvpAqtpWhlW1ZtAgqRo82bnQzZswGFi/OLPB52O0mUlJspKWFsNlMjBlTlwkTTsZeiSK9YonbDecMgL/Xq5XyhATViXHRj9C8WbytKz4bNqhOiXrtjhMTVY7/6afH3q5Y4vNJ5sxxs2dPiHHj0snWqVwphCqSa7OpKC2bLYTHowrQ52IeW59Ql0RA5LXfFZKZPQWDC6mFZGiRPnv2+Lnjjl3MmJER1qLcjpsCiwVq17aSlqbuAUOHJvP66/VJSalElT5jSCgEl98Nc38DXwDsVvV/+eEd6H5avK0rPhkZqtC2VyeKxmZTi0kDK2k33vIiFJLMnevh33+DTJx4iG3bCjqDrFalRw6HQNOUs8nn0/B48rTIcmkdggPqkD+eRPJMZ8F9hXwnDC2CYFAyenSITz+VBcZAaoHNjMNh4ppr1OJocdKVKjNSwtgv4I1flOPIHB7OfXYDDKoE0WrZOVCvO7h1NKF2TfhzNpxYP/Z2lYV//lGRlW+9pT/uMpnU4ntWlvrOSYm6/S2RkEzeqrtUmRhpzQRJUbe+kl7LXexCLi/F/1HsoEyaIYR4ErgGOAL0kVIeFEKcDUwHdgF7gHuklH8f6zgxmYUIIWzAxcCX4U2vA82ADsBeoEB5ZiHEDUKI5UKI5QcPHqwQu04/3cqZZ+qHI3k8HPV8Z2ZKnnnGwyOPxKHaWSWhXm3Y8CVcexGcUBtqJcKIAeGWkMcRfc+Cnl31QxsPpMGQMbG3KdYkJcGIEapwZmHpbVIqz3xmpnIeZWfnOZAAtJM1QieRf5wkQPpgZhladFc0pdGi8OsqVI9atnQyZEgqVmtBJ7XPp7F/v49QSBXcfvfdA4wcWX07tzmdsPgnuO8uOKkhpCTC8MugRiHf5cpKq1aqO4heGkl2NlxwAcWqnXU8Y7cLLr3UxR13JHPSSfrLa1KqDm6ZmRK3WyMjI5TPgUSCidCpLtBEXncpCfjhs82GFpWUE06wMXx4bZKSbKglz1wnkvo+7t8fJBRS94MZMzI5//wd1baOpNkM0ybCi/+F5g0hOQGGngP1asXbspKRkgJPPaWvRX6/Snk7fBxEH5QFs1lwwQVO7rwzmdNOsxfaQdPvV3OC7GylRZEOJAQEe9WkYEKS4LN/DS06Fpb/s3feUU5VWxz+TpJJmwJD7x1FQFBAmogiioWiKIKIiuUpKip2RZ9Pn5WnYkVFQAQbChaKCgKiqIAoKAgo0ntvw7TUe94fJ2Eyyc0wJRXyrZU1mZR7d5J79z1nn71/2yQ47TShm5EqpSoZLCyEyZOVhk2yIwS8PAjGXQdNq0GWBQacCW0TpAFERjqMHqmfjXTkKFxzX+xtqiinnKKyjcJdrjRNBZAg4DXn4tN9DzinhcDrhHmR0tEtXyZSNf+557vdGrhJIcR8IcRqndtl6vPJx6SU9YGPgDt9b/sdaCilbAu8AUw/numxWsq+BBXh3gsgpdwrpfRKKTVgPNAx+A1SynFSyg5Syg7Vq1e06DA855xjJj09XHZR0eMFBfDKKw6WLvXw3Xcejh49+QZNdzwPE76A7bth6254biJ0vUGVgiULBgN89b5+BF3TVLveLdtjb1c8EAIefJBS6YSFcKoEPc1nC0zfnriDJcrhi3yvi7o/OuusTN0gkqLIVRcWasyYcYgffzzK/Pk57N9/8olvv/QyPD8KNm2AHdvhzbehbfvkENYO5M03oVMn/edcLvjpp9jaE0+eeKJyKQRvda67NdLAX1rlb0csAaNgweaULyoP7dqVJLhd9Bu5XPD3305mzMhj3rx8tm8/+XzR59/Cvc/A2vWwey98OAPO6Afrt8TbsrJx770wZIh+ibvBoMo8ThZGjqyCzVb8iyiVxpXVELbf95rEDsIlhC866yxRQoaR+gEcDvj2WyXPsGNHhXcZV6b9BsMmw9+7YG8OTFkKZzwBGxKknP22a6BmtdDHvV74ZUVySoA0bKgaCOmVtenSXIJOcN2bBnO2xDUOcMB/7vlu4wKflFJeIKVsrXML7v/7MXCl7z1HpZR5vvvfAGlCCJ0joIhYBZEGA1P8/wghagc81x9YHSM7Qhg40EqdOgadzBRB8GpCQQH06JHPFVcUUKtWLmPGOIPfdMKyYRt8+A3kB6Q2OpywaSdMnRs/u8qDyaQvGAdqsKTXbeVEZeRIuO8+lcJps6nMpFA9DB02Cf26XCcc+hnGjvUyZ46WiBo+CeuLunWrRPv2mdgCBqFFA9fivsjtlvTq9TcDBqynQYM/eOCBrSdNNsDRo/DkU8W7KbpcaqX89THxs6s8CBE+GxBUNuDJwlVXpfPSS9lkZxuw2QR2u9DRyNCZyR10KwXtYDRJ4QYn48Yd5ssvj+J0JlxAKWF9UcOGZgYPrhymo17xYaPDIRk4cDdXXbWHU07ZyuDBu3G7Tw5fpGlw55PFSz48XlUu/9jLcTOr3ISLA3i9yd+9tix06mTlo49qUqeOEatVYLGIEhabA3BoECb4qu1zMWHCQaZMOUxubsKJ+ySEL+rZU9CqldDNiAv0/U4n3HYbNGumuhEnY8aupsGdHxXX2/FokOuAx76In12lxWBQc8BkZNo06N9fBZL8Japh2aqB3ucshOWfuZk/31Mx3eQ4CGsLIZoH/NsPWOt7vJYQ6tsQQnREXewPlrStqAeRhBB24EIg8LR4QQixSgjxJ9ADuDfadoTDahUsXVqF4cNt1KtnoGlTI40bm9D7laRUZW5Hj6q/Dz/s5Oefw3uvIzmwYUvxMqBkZfGf+l3N8gthbgK2ezweg/rpB5IKHTB3Yfh0xxMNgwGeflpNwDduVJkczZuHf60fsUEUrfj7kYAJdjwnue8+jYEDvTRv7mHnzsT4MhPdFwkh+PbbNowc2YBGjazUr2+hTZtMjEYTwZNnr1fpyeTkeHE4JGPH7uPDD8On4eTlSdavlzgcifFbVIQ//9QXgXU6Yc63sbenolx9tQriBnP0qMpEciVRpmdFuf32LPbtq8+mTXU5dKgBF19sCypvUIs7xQZ9eRoc9oQ6bQH5n+/n3nv3MnToburV28CqVWFaJ8WYRPdFABMm1OOFF2pz6qlm6tQx0amTHas1DT1f5HZDTo6GwyGZMSOfp54KP+50OGDDBlWymezs3gdHdT6HpsHCX2NvT0Xp109fa8bhgKVLlU86Wbj88ky2b2/M5s2NOHSoCcOGVQpabA5daEYC2xyhvkhKtDn7GTFiF8OG7aROnb9ZsCAxToBE8kUGg2DBAiMPPWSgYUMlvWAwGFArlsW/6/x8dc3//HMYNSp0W0dyYcMOcCdogGnXEcjVWbDWJCz8J/b2hOPKi8CsM94SAg4nqT/IyIApU+DgQaVNqR+09LEEsFD8nJYSjPDnaAdXXFHAaaflsXdvORep4iCsDYzylbb9CfQCRvgeHwCsFkKsBF4HrpbHWZ2OehBJSlkgpawqpcwJeOw6KeXpvhZz/aSUu6NtR0lkZxt4+eUstm+vzoYN1fjww6yQVFZF8YtGYSG88UboCD+/AAbdAbXawxkXQ40zYdLU6NkfC2pVBaFztKSZoH7N2NtTUe4bpgS0bUHOQ9PgsVHw6PPxsStemM1KWDMtDSZOVE7WP2Cy2VSLzEGD1EXdZoOzH9VCx1ACcILWTFBYqGqLt22DIUM8TJ3qpl+/+C5lJoMvslqNPP54IzZv7sy2bV34/POW2Gx6yw7Fv/z8fI2XX94T8iqPR3L33R6qV/fQrp2HatU8PPusN6mzlmrW1A/MCwH1EkRPoCwMHAidO+uXlb7xBlxzTextiicmk6BWLRMWi+DVV6tQubLh2CDPYoGMDBM33JBJlSoGLBbB2QOzINsUupzollDPSkGBJDdX48ABL337bmfOnKNcddWWmH+uQJLBFxkMguHDq7F2bQt27mzJN980JjPTqKtZUnxcJHn77ZyQV0ipJnvVqsOZ7aB6DRg+PDmzCPxUylSTPj1qJlGnSD+dO8Pgwfq+6LPPVBlIEl86yozBoHyR3W5g5Mgq1K5tOpadZzKBzWbkllsqU6uWEbNZ0KG7HdHMFuqLNAkNinxRXp7GZZdtYeHCo1x//cY4fLIiEs0X2e2C//7XyJYtaaxalUZGhhFRQqpIQQGMCchALnTCNf+FWpfDGTdB9b4wflYMDC8jle3hfUeNBNJ3fHw41K0ZmkTgcEDXgbB1Z3zsigTp6dCkCbz+uvJ5/mubzaZ04qxWSLvcoKQ7gjSRADy1DeTmwqZNGr165XHJJbllNyI+3dmu9JW2tZFS9pVS7vQ9PkZK2UpK2VZK2VlKufh42zo52/sch65d05gzJ5OOHY3YbFC7tsBq9eecFSEl/Pyzl2rVCqlevZC773aRkyMZei/MnKe0gvILlAjZ8MdhfhLrW/TsCFnpoW2Y00xwyxXxsakiZGbA8jnQukXocwWF8NoE1Z3gZKRLF1i9Gu6+W3VkeeIJ+Ocf+PhjtRJZUAC9HpAIPS0lCxDQgcTrlfz4o5Obbipk1qwkni3EiaZNbSxe3IYLLqiEzWagRo000tIM6LnuTZuc1K79J9nZK7n++s3s2uXi8ce9vPuuxOFQK//5+fDccxrjxydcaU+pad4c2pwemo1ks8F9I/Tfk8iYTErj4dJLQ/1rYSF8/TVs2hQf2+JN06ZprF1bl8ceq0zv3jbuuy+LtWvrMXFiLQ4ebIrD0YzbRtUk3aIzyTAboEXxtIpdu5xcccVWPvssSZdQ40h2tpFlyxpzxRWZpKcLqlY1UpSLX5wjRzQaNdpOpUpb6dt3L2vXupg0CZ5+RvmgvDw1CZk0GR4ZGetPEjky0mHAxaFZzXYbPHyr/nsSGSFg/Hh17Q8uJXU6Yf16+P77+NgWb6pWNbJqVUOef74qffrYueOOSqxY0ZBx42qze/cpOJ0teG1qQzKtOr7IaIDmxdNN3W43F120tsQM4pOdhg1hyRK46KKStTv37YNKlaF3H7jiEfjyJ9UtMd8BOflwzxswZ2ns7C4NGVa4sgNYg8Yx6WZ45NL42KRH1WyYNxndpDuHC155Lx5WRZZ//Utlfd90k8rGfOst2LNHjb+uGiVAL6nEC7QyAhKPx8uff3qYM6ecZUcxLmeLJBVPijpB6d49jaVLKwGqE0OtWqERRiFgzx7V6hNg3Dgv8xdobHJYcLqC9JQKYdRbcME5UTc9KhiN8MM4uPx+2LRD/W81w4fPQOO68baufFitcOhIwAOa7wZIL6zfDGe2jodl8adhQ3jxxRKeNwrSDRDSkbsQ1RzyGBpSaieVtkukOf30dObNUweipklq1/6dffuKB+SEgPx8ydGj6vEpUw4zd24uubktKCgI1XZ7/nmNW29NoCtRGZk1Ha4cCL8tKwomvfYydOsWX7vKi9GoArRamNje8uVqxexkpHp1I//+d+WwzzdKB2EQx3z3MVwa7A7MFJa43doJUV4eLxo0SGPatKJ0v7PO2sayZaGCEVIKtm5Vui9ff13Ijz86qJzdQNcXvf02jHo+NGiRLIx7RmmDfP29yt51u1UA6Zp+8basfAihAkZ6GWKFhfDLL3D++bG3KxHIzDRw993Z3H13tu7z9dPBJfX12dhX3Bc5k6kjTRxp2RJmz1b3zzgDVq4MfY2U6vr5zVzgCCFrbAUOeO4DuDhME4t4MX4oFLpg9ipIMyo9tYcvhcEJZufWnZBug5xcippXAG4NFi2Pp2WRo107FUAP5hSzWhsPucpJYFewpkc58GciJSmpTKRSkJUl+N//LNjtRRlt/lIfTSv6Cp1O2LQVnGFkF1b8ldypwM0awFevQpumUJAPhw/D6EmwPbSKJmk4rZnvN/X6br720I4CGDEyuVPto0WeJrHLwMbPPjSUp/068MGEE5BMagwGwYQJTbDbDceyVsxmgZTg9Rb5Io9HZQOEE0PduZOkFr+tXh2mfw49ukNhHuTnqsnoqlXxtqz8tGmjr/XkcMAjj5wYGjKRxumFXDdkm8EUPHfTgO8DVwmS93hPVN56qwbp6UUC6P7jV9OKAtRSQkGBZNs2/e/f4VCrvsmK3QYfvARXXQSOQjUO/Hg6LEywzIeycNpp+jptXq9aXNq1K/Y2JTpeDTYchZaVwBI8s3JLmL0/4IHkzQSOJ2PHquMybMA5jbBf7T8J2HXZboG3r4NuzVUwyemBb1fDugTzh80a+rpwBwSQQP2/5h/YlSDd5KJBF4uO8LZbwj4NfvNPGitAfDSRIkYqiFRK7rrLwuzZdgYMMHHuuUZ69DAhZajYmzMkNaOII0fh6deSN5BU6IDO18Jvq0HzqgHFgt+g63XgStLV3X/fAxYzuheeP1bBrCQU6o0mU/M1au70cvMhiddjQEjlz8xAO6Og/l2CdKM6J2w2sFiETufDFBWhb99sFi9uyXXXVeOcczLp3Tub9HQzIb7IqaGKuUPxeuHGG5NXG0lKOL8nzJ+vAmaaF377Dbqdo1Lbk5E77yTsubJ7twqSpSjip31Q6wu4ehEcdqrFfpNQE7jmGZLWs/aS4VJBbLNZBVv1tQ5TlJezzrKycmUDhg2rRLduVvr3zyAzM1R82+MBpH4rH02Dq64Kn4WXDAy5B6bNViL4mhf+2QS9b4Y16+JtWfm4+mp9gW1Qwez//Ce29iQ6fx+GBh/DZd/C+kPg9oJRgNUIdeySbmsOkH5AHf8mE1gsSs8tRdno3Bn++ANuuQXatgWzv4zU/1WW0DfhYA4sXBFtC8uGV4NzRsEPa1VnNk3C4o3Q9TnISaBuiA3qwEXd0I2XuN3w5KsxNynqHPXC2dug/24wSnWIGYA0JJaVXmzD1A9Uqm7WxyOJy9lSQaQy0L27ialT7fzwQzrXXmsmIyPMRSBHp1MMauL2xMuQ1hgGDIM9STbZ+Xy+6sYWONjzelWK44wkrZPv1A5G3BQUaTYARsgrhI+ToNVmrNjqkdxwSKNAwlEJ+VKgeY2YvQb+rpHG8tpm1s1J4623jNx6q+Cppwz8+qslMk42RTHatk1n0qSm/PhjSx54oHYJwpO70bvyaxp89JGG0ejmggvcrFuXXMGkxYtVN8Hg0iSXC959Nz42VZSGDZXAo55wcWEhfPRR7G1KVPI90PsHOOKGox7I86p1AJOABT1hXT/BH9Nq8f77dbj99so89lg1Vq1qmpq4RYGmTc2MGVODn36qz+jR1UsoFzyixkU6Y6NflkqMFkmHzpKlSZbBs2M3zF4Y2u7a6YIXxsXHpoqSmQmzZun7Io8Hpk+PvU2JipRwyWzYXaCyInN9ixoWCZO6wY5Bgh/fqM6MGQ0ZPrwqDzxQnd9/P4X69c0ltxZPoUvz5kqzZs4c3/EZ+B1KYCu6wQ6vBufdDZc8AJsTJJNu/l+wJ0cFkPxICQ43fLgkfnbp8fJjKjB6DF9vF48G0+fHy6rocfs+WOaAAgn5qEPKDNxTWXDociNjnrAwbFgaI0ZYwgbcS0UqE+nk5MorjaQHCU0fu58nS8xW9Wrw5RzocrmaBO3dnxwBpQ3bIE8nOl7gUM8lK2d3VAKZgDo5DUW3mfNh1d/xsy2R+Dhfw6tzcRYIFvpWgKxWwfXXG3jnHRMPPGCkTRsjn35qIyMDshKo48SJRJcu6TRpYtEthVKXv3DaCwIpBd99J+nc2cOBA5JDhyQ7dsiEz1DaGKahjcMBq9fE1pZI0qlT+AyA1atV5lUK+CpMRxivLHrOZBL075/FW2/V5j//qc4pp1j49tsmVKtmJDMzNfSJBvXqmbj4YpuvEUkwHsChUxsAIEATLF8uOL+XZO1apXGybZtaqEpkNm/3ZTMH4fXCmvWxtydSnHZa+LKhQ4fgvRNAUDcSLNsPB52hcYsCD3y6UR3uQgh69sxkzJi6PP98bVq2tDF7dgsaNbKQkZHyReWhVi3o21enPftBSpx/zfkVOg6Dzbth5/74VoZs3Key1oIpcMFfCRLo8lO1UkDWjT945/t7MAf+3hA/2yKNR8JnuaEjZwcwOVd1ELzpJjNjx9oYPdrOq6/asdmU9E2ZSQWRTk5sNsGSJRbOOceAyaQutt27C+rX93UsOY7eiCZh7wE49Txo2AUadYXTL4QfligR7kSkzSmQqdMhwWZVzyUrvc7zaTn4HaQo+utyw20Px8euRCNH0w9HeCXklnC49+2bxr59mXz2WQntNVKUGyEECxY0p3fvSqSlKX2SM8+0cdZZGRiNAiig5LptQX6+CiTVru2heXMPTZp4mD5dI7ccHUtjQZs2+uUvdjt0TjBRyrLQsiU0aKD/nNcLQ4cmd9lPpMh1oxvQdkvIKaG0umNHO7t3t2TWrEZRs+1k5+OPqzNkSLpqj5wGTZua6NMnHbNZAE6QYQ5g33XX4YBL+kKNOtCiNdSuD+9NUhqMiUiLpj69kCDSTNCpbejjyUKlSnDhhfrlGlKq8ttUwwzli8JNpA7rV3AC0KyZlY0b2zJvnk6L4BSl4v3J6pro9zUZGUHZMmE4mAPNh0Cz66D5dTD7l/gEk9rUU437gsmwwFmNY29PSVTKggvOBqEzT9IkDH8yToZFAY8Mr+aar3P5uvVWK3v3ZvPJJzpCcscjFUQ6eWnc2MAPP1g4csRKTo6V77+38tVXaVSpAja3dlyvVOhQq1hOl7qt/gd6DILsM+CGB9TziUTfc6FODTAHZDyY06BRHbj47PjZVVEsFpg7DR2laMUvv6cEtte7JdvcQtd3CQEX6a48F2GzCS68MIE83wlG1aomvvyyKUePtuXQobb8/vtpfPFFI+rWTSM9/TDHE/9zuQQbN0pcLjWJ27IF+vf3UrWqpE8fOHgwJh+j1JxxBnTtWnwV0mhUZRhDh8bProoiBHz9dfgMgCNHYPPm2NqUaOwqgNWHwKEzyks3wWX1Qh8PxGQSnHtuRnSMS4HNZmDChGrk5DRk//4GrF9fl48+qkqrVmmkpxeA8HWvCMZ3CdE0wZYtEqdTlXHu3w833QI1GsDZ58PmLbH8NMenelW44UolsO1HCLBa4MFb42dXJHj/fX2BbVA+avHi2NqTaBx2wi97VXltMHYTDDxOR00hBJ07Z0bHuJMAqxXGvg1Hc2D/Pti6BVqcAuYDlNjTRaIWZRwu2LgLLn0U6g2Eb36JkeE+zm6uAkmWgOu9yQjZ6TCoY2xtKQ3vj/Z5bp3h/sLfklfvN5idHqimEx0xABeH8YeZmYJLLimnAGxKE+nkJj1dYLers6pNG8GOHSbeG2vg9qs0qmbJYx2/Qghzwrmc8PFM6DkEDudEzewyk5YGiz+AGy6Dypmq5WOn1vDmoxESF4sj7dtCdiX959JM+toAJwsz8yVn7IBpeb7a7YDjNl3AbRmCU9NSxf2JgNVqIDNTnYz16pnZuLEFH39ci/vvL6BBAw8lO6PQ39Dt9jJnjqRDB5lwHXlmzYR7RkD1aqoE7Iy2MOYNFUhKZho3VqUkeni94Sd1JwO/HoBTp8PYdUp3JPBQzjBBz5pwQa24mZciALNZUKmSASEEWVkGli+vwcyZVfj3Y4W0bBnQChWKj0Slvi/yOGHJUkm7LpK1/8TgA5SBN5+C/94DdWupzOwWTeDFR6B+7XhbVjGqVFHZSHpoWvL72oqw6Sic8gk880doVmS6CVpUhhtOjY9tJxtpaSpzrkoV+PMPmPkGXHgqqoK2lIGNXQeh/xPwfQzFt4WAeQ/AHedDlXSwpUGHBvDZHWBLwIY0VbMhI0xBgcUcplI5yZidC202wkF/Nzrf8WMVkG2Al6pHeIepTKQUwdhsgkGDDLz1spE/ZgssBwh1ZiU5NgluDyz5HWqeBW9/GF17y0KVSnD/9aoDjkGD3/6ES26Fy+9M/mydmwer1cNgqmTDvgOxtycRcEvJ0P1KXM6DAM0AmgGjBu1MMKO6gdGVU24kUTGZBP36VeKll7L5+28LGRmbUJXdQX1aS8DrFWzZAg0aSB5+OHFWm6xWuPdeyM5Wq3dr1sCNN6oOLnl58bauYtx1lyrNC8ZkgpwEWliINTf8DHkecPqD2V4QGjS2w+Qu8MU5YDgBBrInIkIIzj/fytNPZ7B6lZGGDXJAOMEgdVe2Q5AgpeDIEWjVXjJ4qEyYMYfBAHdcC41qqXHR5i3w4DPQvDvsTvL217ffru+LHI7E16uKJiMWwyEXFAZ9B1Ut8GY3WHwZ2BJosneyYDDARb3g23ehcT5QiL5Gks6w1eWGnvfDC59G2cgA0i3Q+3RwOlQXsJVb4dxn4fHPY2dDWbjhSv15UvNGye8PvBKu3+Wf76Cy2aTy6edYYG1jaKSrPVoBUkGkFCVRv75aHbfkgDEwsukk/NwtoNbU7YHhT0CtznDzSNiWANkAA0bAvkOQm686khQ4YN5ieGdqvC2rGE8/pLq1BbP/IPQYkDiT51iywhm8yiZACryaEYNmpKfVUEJnsBSJhN1u4LPP6mGz7cZkykWNrCRqlHV8Z+T1Cl56SVK9OgwYoISe482wYbBpE+TmqklNXh6sXAkjR8bbsopx882q7XkwBQXQrdvJqUVywAEbdYKDUoN8F1xRX19fIkXiIYTgyy8zqJxViDnNP8uTQAmCVsdckUDTBJ9+BlUbQK/LYFGMy1D0eOpVWL4K8gvUuCg3H7bvghvvj7dlFaNnT3jkkdAsA48HLrpIiZ+fjMzbobRggjnsguuagyXJs/OTHSFg+kdQ+QCkBQ53QJUDhRm2SgkPT4DTboIvf46+nYUu6P8a5Dshz6H+d7jh5dmwaF30919W/vcgNNPRbVy/Bf79cszNiShrnOAIPqc1lXW5xw3VonFOC1LlbClK5l//gs0bYcx/4a1H4cYLQRxEjZf0IuRBzk1K2LsPJn8JZ/aDXXFc2dq6U3ViCw6oFDg2fJffAAAgAElEQVRgXJIHkaxW6NG1uOYTqMHSjt3wU5K1Ho4EdkP4RhepBkfJx0UXZbBzZzPGjTPx+uv5/Oc/R7DZdgN5lGa5TtMEBw/CF19IOneWrFwZC6v18Xjgq69CMyCdTvjoo/jYFCkMBujVK7R0TUoVLJs2LT52xRNzCf7GlkCDqhSl48wzTezcWZlJE4288qKL10Y7yLLnglaov2IT9BtLKTh6BOZ9rwJJc+bFxu5wTJqmgkeBeLywYHHiNkspLRdcoJ+N5HbDO+/E3p5EIFyQKE2ULrEuRfRp0xp2/Q3vPw53dgH7Ror6tR+Htdvh2lEwOsrX2nmr9Y+XQje891N0910e7Db94GmhA974QPmEZMVu0G/YARC1JoqpTKQUpaF2bbjtNpUaPGKEqptnP3AUX96cjxIi5F4vHMqBu58o/vjmbbD8TzV5ijYud/i6V2cSOw8/6zapzxiM0wl/JeCqQLSQUvJFvuS+Ayq0EPyTpwu4PSselqWoKNnZRm68sTJ33VWF4cOr+B7dh+qN628z5L+y6Z/sUgry82Ho0OL5yzt3wm+/EZOubloJvQsSpcylImzZogJGweTlwapVMTcnrizYBdf/qAZ5wYMWmxGGJXF30JMZu10weLCFe+6xctttVkwmAdIBWj5InwaAkCW5IkAFaa6/tbg/OHAAflsWu6YA7hJ8TrKXeWzdqq8L6XIpf38ysXwfDJmnfFFwJzCzAa5udmJow5wo2Gxw9QB4dRRkVQI2A7sJr5cUcJwXOOHRiVDoVL7lr62wcmNkz2e3N4xKpUzcOdWOPfqPO11wNEmlBI54YWoYqYB0AXdkR3HnqSBSirLQti28/LKqK80SkJUPmfkgSnIYARelz+fBxdfD1wugUz9odQH0uBqqnwmToxw1b9YQqumcTCYjdGiV/IOlbh0hXW/FzQMvvq0GTScDdxyA6/fBXAcU+rThjUCGUAJzN2XCgJNY4PdEoUYNE9Om1SUjQ5CVlUtW1g5stq0YDAWleLdg5UoDnTt7mT4deveGZs3UqnXNmvDss9G13WyGs88OHbAbDMrHxiKoHk06dFADYD0mTlST5JOB0aug73yYsQ2OONTgWqCEtG1G6FUHHmgVbytTVBSzWfDtt5lUrSrIynSRlX4Ui+kwFrObsKkDAef+/gPQoh18PBVuGgb1m8MFfaBuM7j97uiPTa68RAn8BlOvdvIHFdq1C59h8OOPsO4kWWD7YiN0nw6fbIA9+WohA5SQdroJzqwKr3eNr40p9DEaYe7nULMGZDkgcyuwM+hFOh2aXW7oNBwaXQsd74Ru90Ldq+GHCGVh92ypMhaDMZvgkjaR2UekaddS/3GPFxb9HltbIsERL5y5CZ4+oOY7fiy++c6QSuqWIhQhk0DopUOHDnLZsmXxNiPiHDkC33+vShZ69ID774exU8CdjnJkAdpIx26y6CYEoIEMcEB2K3z3CXTW0faJFEtWQK9/qcCK0x9U0SDdDC2bww8fFm93m0zk5UPzrrBnf+hzGXYY9yIM7h97u2LJPy7JmTuLO1MAKyr7aEQlaFjObmxCiOVSyg4VtzJ+nIj+qKBAY8GCfKSEnj3TmTgxj/vvd+JyVaW4M9LH350xcKJmt8N778HAgVEzm/XroUsXpRVUGFAyYrerQNYvv0CNGtHbfzTRNDV50ysZtFqV7tN//hN7u2JJjgtqTQFH0CDbbISrGsGjbaFl5fJtO+WLEhO3W/LDDx7y8iTnnWdi0SIYMFDDKX1Oxh+RMaC7DJqWBpoHvAFBD7sdRj4A/34kenYfOAQd+8K+g0oXCQCpuizZrbBoBpzaLHr7jzYDBsDnOmK/RiMMGpT8JcTHw6tB7UmwPyg71Cjg3LowqjN0qF6+gGHKF8UOjwcWLoKco1DghpueA3clis+z4Lglb+lW2DAZalUp+XWlYfJPcPskpYUkffs2CtXA6OuH4LwwQZt48etK6HKVfllbk/qwcUHsbaoIT+2H5w+E6iFZgOVNoJW19Nsq67ncoZqQy/qWfvvH9jOJhPAZqUykOFK5MvTvr7Qv0tLgtdfggzHQpgZUNoHBSFFkPPDC5DvQpQz1c4VOePXd6Nrd5QzYMAcyrSj1eo/6m18Iq/6B0VHefzTJSId7by2aFAeSVwA//Rp7m2LNQod+yMCB0oMvbwApReJitxvo0yeTvn0zsdsN3HlnFrNmZdClyyEqV87HZApUpQzF6w1d6S8ogP/9L7p2N2+uhLUbNw7d9/btcN990d1/NDEY4L//BYtOJxSHAxYk2UCtPPy6X18LyeWFnfnlDyClSFzS0gQXXphG//5msrMN9Olj4McfDFx4rpeqlTWs6RpYJKShKzLqdqsJfyAFBfDam9G1u1oV+Os76NbeN7D2qlthIRw6AtePiO7+o81TT6nsz2C8Xli0KPb2xJotuVCgU7LolbDxCJxVI/kzzk4GTCboeS5c0ReuvQJ+mgDn1gerAVUm5PcpJkqcIXs1+CBCOmxDz4HHL/OVR2rq5vVAgQuuei3Un8Wbjm3V96jHlp3JlwU+K1dHUBsVxMuJ9nef0kRKESmEUCs6K3+FEXf5LthliIyDCiwt/CX6bWWdLsj3a/EG2OVwwgfTo7vvaNPyFP1MKrNZ6U+98CZs2hp7u2JFFYO++L8ZqJHyGCcNvXrZWLy4GmPGZGA2Hz8bSY+//5asWxfdbNeMDPjnn9DHPR748suo7jrqNGumH9A2GNTE+Nln4c8/Y29XrKhq0V/tFECtJM12TVF2OnY0MHeOiZnTjRjMBjVYCswc0LtgBbmrg4dg2fLo2mm1wsrVKhMqcFwkJfyxGo6E0dxIBurUCR8kMRpVkGnRohO3i20lM3jCTCirpnxR0tLpDJg7HmyVKe5TBCXOkB0u+HlN5OyY/Qd4/M2WAs4hpxuWb4rcfiJFzWr6j5uM8MEMyE0ibaQaYYIyHhmljmyBpIJIKaLBO58oJ1WMUs7h9h2AMy5Wf6OFQYSPaekJMCYTF/eArIzQz+Fywbwf4fEXoFUPeHtyfOyLNn3sYNI51kwCbsiMvT0p4ssbb0BBQXmWWCWFhRodOnhYuza6M4twk5tkXxlu1QpOPz1Ua0XTYMUKePJJ6NwZHnwwLuZFnTOrQt10db0JxGaEuxIsxT9F9HlnkuoCpMtxznUp4dxesDDKHY9EmPGPILn9UeXKcOWVKlAWzI4dyhdddJEqe0t2bUw9qtmgR11IC/p9001wf9v42JQiMsxfUcIxW8J8Zs5vMHZWZGwoad6UiHOqR2/TX2x3ueGeZ6DhebA6SbTS7qkC9iDfbARaWOAUnUzwiJMKIqWINHkFHD+l0q+PFIQmVRe3VydEzTzq1YbmDUMHRTYr3DQgevuNBSYT/DwDOrQBixnMaUWf0+tVTtLhgPuehJ2742pqVDAKwSNZyqmaUWLalQzwaY1UKdvJyOHDpXlVgFjbsf8BNPLyJCNHRm9WYTBAnz6h6dVmc3T1mGLF119Dz57q8wQKbbvdKtuqsBDeekvpP52IjGwDWWmqdXa6CewmGN0JutaMt2UpYs3Bwz7PUprESJ2skYJCGH5v5O0K5PoBqmlKIAYDdDwTKiV5R9MJE+Cqq1QgyW4vGhe5XCpIl58P334LU6fG185ocU9bqGZVZUfpJrAa4e42MLh5vC1LURFyC3yt3f2lbMF6tKA713J54KHxAdqwFeBfPSBdJ2CRYYV2jSq+/UgzbDA8MgzSbZAWNPbKL4TDOTD4nvjYVla62+GyDPXTWwCbgNYWmFU/Bjv3Z9KW9ZYgpIJICYCUsGkHbNgO23bD8+9CAaiafxNqJh+4Eu1Pd/QA+eg6N48Hxn6g7rvd0UkxnvJq6GCpXk0YMTTy+yoPbje8ORbad4V2XdX9cB1GgmlUH5Z+A1t/g9uv118JEAI+//rEWnVzaHDOdnj6oKDAreqy3R6YWBX6pKcCSCcDO3bA2rWwdy+88w5s3hLulZIiZ6QBeUH/KwEJKQVffaXhdkvcbkk0mjm8/TZUCuqekZkJL74Y8V2VCyklH3+cR9euu2nTZifPPHOE3NzSFdtXrQqzZ8Pu3fD006p8LxiHQwnbekpoM55sSAmDvofhS+CISw3y3Ro8dSbc1iLe1qWIBXv3w1/rlWj1lC9h4VKKBLUDy038WiJ+11OouzkA1vylmpp4PNEZFz1+r68jW8BjFjOMeyHy+yovc76Fnr2gVRt48GHYt69077PZ4P331bVh4kTlY4PJz1fPlXaslSw8sgSumAN7C5Uv8mpww6nwXOfkzjA7WdE0+GcXrNsN362BfElRlofZ91eitM1K8BN5hbBsXVGnvvIyuCt0bFrcb5gMMOm22GUi/bkFBr0ELe+CIa/Amm3hXysEPD4cDvwGtarrv2b9VtiR4AvtuV5ovx5m5aj5jubTsnutJtTR6bYZcVLlbCkqwqoN0GIAtL5a/W3YDx59EzR/dDKg5t9qh7NbALnAESAHCHehlioSbGsA5rpQuxWMez+ytn8+G+VgfUJweGHHLpj6TWT3Ux6khD5XwEP/ht9XwB8r1P3e/cs2cKxZPXRy6sfhhHuegPSmcMM9yVUDHI4JObDKCXm+5V4vAqcU3LxX4D5BtQ5SKHbsgE5doflp0KYd1KoHtw8Ht84qm8kE/fs7MZnygKMUOSO/0n7xEZXHA5mZBZjNuWRn5/L00w40PbGbcrJwodIICqSgQDUrSASGDz/IrbceZMkSJ6tWuXn22Rw6d96Nw1H6kWeVKuE7zWkavPmmmuT16wd79kTI8DgyZwd8swPyfYExDXBp8O/fYX8JQYIUyU/OUbj0Rmh4DrTrC9U7wJARkOegaADtm20ZTXDN5WCVqNW3fJQbCoeEmnUgzQbpleCuESoIGylWroad20H6Go7gAc0F/02QgPYrr8KAgbDge/jrb3h9jPL3pQ0kAWRlQd264Z//7juVrdS9u75eXbLx9yF4/U8lrO2/bDk0mLwOVkZRNiJFdPjhL2hwF7R9BE69H8b/SPEsJN+cS0jU2thR/GtiIUgJ3e4C60Uw5Fk4Us55wPaD8OvG0HjVY5/GRmfsp7+gy0j4bAn8vRM+WQQdH4alxylJs1pUtYYeThc0vxDueipxxbZH74eNLsjzDcXcEgo1GLItRvpuqSBSivKSXwjn3grrtqmuascU+AM7sgWstJ11Brz0H5XOf2yQ5Ave6EbKNdUyEqFW9IY/DG9FqHOapsHoCT59goAqlkIHPPV6ZPZREX78GRb9UnxiWVAAi5eWXRNhYF99Jymlujld8Ml06Ht9xWxOBKbkQoFeiSSwPIID7RSJhZRw/oWw/Hc1ofKvIh8rHQmidm145ZU0LBb/TMlPkKLssa1oOJ3qapmTY+KppzyMGBG5A+rJJ1VZVyCFhfDqq/HPztmyxc177+WTn1/0vTgckq1bPUyZkl+mbfXuHf7zSKmemz0bunaN/+euKNO2FAWQAkkzwLxdMTcnRQy5ajh8t0RdW/2lIjIwjT8gkGRKg3deB7vFN+nzE94V4fJts7AQ3hoLl18ROduffzVgXOTLjnI6Yfps2B/ngENeHjz2H8gPGBe5XKpk+ZUyBtw7dw7VavMjpRoj/vwzdOlS2pLoxOXrrb5ypyBcXvhqS8zNSVEBth+EPi/CzsPg9F9fBKraI2DOJQSkm8Hgz3B0ou9PpHqf2wuf/ADd7i5f8OHNuep4CsSjwd+74I8tZd9eWblzPBQ4i4Kkmqb+H1GKOePQ/qFVKX4cTnh3Glz/UORsjSSf5Oh3ZjvihXWxCnylytlSlBYplWC22w1PTPC1DNVLhQ3sEODDboPOHeH9cVCzhlp1tligTWPf4CnwpgVsx/crezxwz7/hh5/hg6nwVwVWiAodSl9Aj11lWNGKFj8vDp1Ugnrs58Vl21arU1WKutWqdEmMOmeN0wWLfoOHn4l+Z7xoYguTlq1JsKZStk84nE5VjjlmLGzbpT9Q1tMfsVqhYUMjc+Zk0qSJ4di50aaNG6PRH9UOdEaSQKfm8Rh4803J3LluPvjAxa+/eitU5rZjh/7jDocqr4gnixc7dSdb+fmSOXPKllJTpYoqFbHZ1E2vc5vHAzt3wk03waYE7OpSWtJNoYLafmwJNIhKERlcLuWLvvkBvv+1KNBTjEC9Eh8mkyrx/PlnOOMMNSYym+G05r6W2cGuSCu+DU2Db+fBJ1Phw4/gh4UVK03ZsFn/cYs5/hqKq1frB35cLvh2btm2ZTLB55+r795u1y+5kRJyc2HwYFi5snw2JwJWk+9YCsIk1HMpEh8p1aL6/2aB00txPyKC/qKO5xt6Q6dWahHZLIDARfNgGUjUOHnNdrjnLfhmqZKCKC1/79R/vdEAW/aXfjvlQdNgVZiO06XpDPfAv6B9a8iw6z9f6IDP5yjfnmiEnfMAtlhESFKZSCmOh9cL3/0Od4+BugMh/RKwXAyvfglOiVLyMpe8jXQb/Mu3WnblZbBrHfyzHPZvgu9mgh3UypuvnjNcDa/bAxcPgjsegg4XQP+h5atdt9vCt3g8/dSyby/S+INswdisUKscgqwj74JV38HzI+GUpvqv8XjhlfHQrCvM+b7s+0gEbqoU2qUAVJvLtrHoUpAiqkgJS36Dx56Bpu3AXhfMNeDex3y+yIzyR350jgWbTQUoALp1S2PDhkps3FiZPXsqs2xZFlWqeDi+MxJICb17O7njDgfnn59Ply75HD1avkBS2zDdcapWlWTFWcy2Vi39iEdaGjRoUPbRwODBsHEjvPACdOum/xqXS2kktWoF48aVeRcJwZCmYA4zMb2oXuztSRF5Vq2D58dD68vA2g7S2kDfO3yt1P3aR36Cg9lCnUNX9VP/nnYa/P47bNumgsp//QWtT0W5Iv+thODQkOvg9juh3+VwymnhA9PHo8tZ+sFdtxuaNS7fNiNFjRr65clQcnlaOM49V33fr74Kl12m37nN44G5c1VG0siRZd9HInB5I/1DxyBgYJjxYIrEYMsBuP0DqD4CbMPgzYXg8S+uh1uMEGA2wbCLYfFE2PkNbJ0JHVpSXMJDb7giYcwMuPo5qDMIVm4snZ3dW4BNZx7o8sAZDUu3jfJiMECmznwJIDv9+O+3WeGnKTBjLNQJU3Lv1eDK4XDb4zEqEyslt1UJDSQZgFMt0OA48/KIkAoipSiJLXug6VDo+zi8MQN2H/b5Hulb9Q8UiAw8MHwnmRDqBL3yArjywqKnDQaoX08JG1arCjM/1s+Q0cPpgrx8FR3+dgGMfgv27IVdZdDREAJeelR/sHRW69JvJ1oM6K+f4GU0wVXlTF1v1hjuG6bK28KlbrrdKkNrwL9gX5RXDyKJJuGhvXDzTl9KrVTZvVkCqhthVt2UeGSyc/iIChz3vAKeew02bfONhYJ9kT+1G4oPkoRace7UCe4N6HAkhKBOHQPZ2QbS0gTffWfHbg/TOrIYAo9HkJensoX++ENjxIhCDh7U2LZNK1Nm0gsvQFpaaK756adrcT9uzz3XSkaGIcSOtDTBsGE6yrSloHZtuPNOuOUWfaFtUKuLDod63apV5dpN3HhtFVzkb1ogVWe2zDTIMMHMC30l3SmSFqcLLr0DOg2BR9+ANZtACl8ZlL9Lkv988Y9rAjOsgQybuia//HTxbdeoAdV9Qq9fzYIaYRa7gtE0Ve6VmwdbtsLVQyAnR90vS/OMx+7Vz/apW1t/YSuWNGmiAsvB4za7HR64r3zbzM5WfujBB/XHg6B+18JCeOUV1W0ymZi2HtpNAenzRSYBGWmqM9u486B++Vx4iigjJdz1MZzybxj7IxwsoPh8y38/8Jj1JUybjfDEIGjtC95Uqwy1qsGM58BaUmDBN37SNNXx7cBRuPQx2LhTSZaUxC3ng0XnupZlhfpVS/upy8/wi8ES5LfsFrinT+neLwSc3wX69ABTGD/gcMHkL2BuGSVFosXCXHhud9GcxwBkGKC2CT6PcuDuGKkgUskIIbYIIVYJIVYIIZb5HqsihJgnhFjv+5sdbTvixYCnYPt+KPSv/oigW2B3kYATz2RUJ/Rdg2Dx+zD52ZIn8ed3h+8/VynTxV7n7y4QhkIHPPE/aNQemnaA1t3gzzWqdv/Nd1V9/8xvofd1kFYfbI1h6AgYPRYefRa8BYCLosi8ByZMKVtAKtLs2gXdL1SZQf7vIi0NGtaH+V+FF8ouLXfcoAJ7JXVMyC+E+h3UZD0ZeOYAvHlI1QZ7fDpbQoNrMmBHE9XuMtk52X3RbQ/A6r99eh0Q2sY28P8AXySEKg+58QaYMwcWLFAlI+E4/XQjK1ZYSU8Xx+kqUjzQ5HLB5Mke6tTJo0WLPBo1ymPBAg9Hj0omTnTx7LNOpk93M2SIE6u1ELO5kMsuc/L2225uv92B2+1ACRcUKf0vWqSxdGkF26ZUgNxcjQsu2MOhQ95jvshkgmrVDEybVp1mzSrW/mPAAKhWTW0zHG43tG8Pt91W8Q4yseDTjfDob3DU7Uvv96py7XOqw57B0KN2vC2sOCe7L3puPPzwW8DEKjBgFDxGCsSrxjj9esHUd2HVj5BdOfx+6tWDv1arhbZwAQ49vF5Y8gvUaACt2kOtRvDxpyooO2UqPDMKpn0Bd94PmbXBlA3nXQrjJ8MNw8FRQEgS5q49MG1m6W2ING43DL4WVq0uesxkhMwMeO1lOLd7xbbfubPKCC3p2uB0wuWXq6wlPbmBRGPJbrhhHux3qIwQf3Jt0wzYORSuTYCs+4pyovqiz5bDe4uUVhEQ6mOCxyZSZR+ddxr8MwYe7h+6zTrVYM4LYQJJwVmTPnYdhNa3QrUr4bGJ8M2v8MwUeGACtLgNDJdBzetg8Gg44u9P4s+a9KrA9odRDrr8sQkmLgjQ5QXSjHDj+frfQ0k8dIuaH4XD4YK+w+CzOeWzNVJscULvjbDN7fvcvnM7G9jcAprEcs4TJ00kIcQDQggphKjm+18IIV4XQmwQQvwphGh33G1Eo91ykJFbgA5SygMBj70AHJJSjhJCPAJkSykfDreNDh06yGXLlkXVzmiwfR+ccqM6aUIIlArxOTmjgC7NVIvBdi3g3muhSRnT9pf/CU+8CH+sUW1YvW6OnxAQRLrdN9kQKvXZ46VY5N4gfNO/4O36Vg/tNnj9v3Dz1WXbb6Q4qxv8sbL46qHNClMmw2V9I7OPDZvhvv/C1/NLnpil2+GTt6HPheFfE2+khOx/IEfnc9QzwfZTIrcvIcRyKWWHyG2xTPveQgV9ESSnP/J4wN4gTOmqji8COPtM1fL0lOZw373hS8bCsWGDxhNPePjxRy/79oHL5ddFCtxxyaIBVqsKkPhXsqVP6VtK5WyECJcaXfT8Qw8JRo2Kz9LN4MH7+PLLgmKdSaxWeOqpyjz4YAmz3zKwbx888AB88knJpcl2Ozz3HIwYEZHdRo3W02CNjhCv3QiHbgBL5AZQKV8UJ+qcD7v1RKb9PijgrwDatwCjhAZ14M6boHvnsu1vzx545jmY+RUcOlhcWLpETBxzWTarOoecLtWkQ/gyDqSB4m4tWLcp4Pm+F8HMD8tme6R48il44aXiwRuzGa69Bt4dH5l95OfDY4/B+PGh3TIDsVrhhhvg7bcjs99ocflXMHNT6BDaaoT110O9CGUhpXxR5DnvRVio11ksaLwjUL9jm3pwWy/o3e74Wfe//g1PTILvV4DTTbFznOBhTgAGXyMANwHjlkB/YUQ3y+T81vDdEyXbVF6cbqhzMxwK6ipnTYOVr8Apdcq+zT/XwpD7YXUJnd1sVlg5C5o3Kvv2I8HDO+GVvaENzjMM8G0z6Bomw/t4lPVc7lBfyGX3Hv91Ifu5nwr5DCFEfWAC0AJoL6U8IIS4FLgLuBToBLwmpexU0nbiVc52GTDZd38ycHmc7IgqBc7Sl5iZTXDHFfDTu7BoErzxSNkDSADt28BXH8DO32HNQmhzmiq9slnDt2EMJr9AZSsUFvoCSFCs/leTYSZuviCEwaBWC+PBps2w5q/Q9PNCB7z2ZuT206wxzJwE08apQFE48gvglQTXJHFLOBomELavDGn8ScpJ4Yu83tJnoRgMcFFP+HkhLFkEkyeVPYAE0KyZgY8+MrN9u42tW62ce64Ri0VNxCwWiRDHP7gcDo6Vu2mavyNiUV1L+DUQ9bzRCLZwyolRxuHQ+OKLgpDWtg4HvPVWbsT2U6MGvP8+LF1acrlMQYHSLkl0todpkewFjobRczlBOCl8EYRZWAvGd243awi/zoRfvoKp48oeQAKoVQvGvA7bNsGenXBlf5Uxk56u/pYmS6nQAQcPKX+kacqnBriiIkr4v6QV+mjz1tjQ7B+XCz7+JHIZiunpysds2qSvj+TH4YBJkxI/M3LtIf01WLMRdsW5YUOUSXpflF/KzloZVlj3Cnw1Evq0L51sQ8fTYPb/4OB0uKqHmu8cKwUr4f2aVOdcsXGLN+i+zgGnp5UUKeb8EZCtFWiKBu/OL98227SARZ+AvQQf4PHAxM/Kt/1IsM4RGkAC9fNtj+U4I37lbK8AD1H8iLsMeF8qfgEqCyFKzP2ORRBJAnOFEMuFELf6HqsppdwN4PsbRooruWleF7L0AgyBVRyaqu1vUBOevDGy+z+1GaxcCBt+g7VL4MdZkJFelG4crj1rWEp5wfd4oE/PMm47Qhw+HP5zHTwU+f31v6RkjSSA/Qcjv99Isc0Fp/9N2Gy1NidAGVsAJ60vsligwxk6TwT6IqkColWrwNuvRHb/tWoJfvjBwrZtVlatsrBmjYUqVYqCHuYyD5KO54zUhzIYYNCg+ASRCgvDp4Dm5EQ+A/jMM5VwbUnlJDk5Ed9txDjihK5TIU+vlTJQyQxV4zgJjzAnrS8C6NNdRzdDFr9vs0BmOnw4OrJ6fBkZ8NlU2L0dVixTgaWGDVQABALGDzqd4HQp5alsMcPQOGVnA+SFiVu7XGrMFklq1lSC/iUFkqKx345jQyYAACAASURBVEjh8sIVM2GDTkYkgFuDFklX4BWWE9IXDToLbOHmOFJVftjM8P6w4+gclUC6DaY+Drs/hd/fhi4tIb0016hQ+cawWNPglgvKZ19pOJynvxjn9sL+o+XfblYmfPwKpIUJeLg9sFcvGzUG/JoH846g+727JXQohZi4HvI4mfVhiXE5mxCiH7BTShncM7MusD3g/x2+x8ISixz/s6WUu4QQNYB5Qoi1pXmTz5ndCtCgQYNo2hc1DAb44GHo94S6WLo8RaVgdatAt9ZQJQO6toYB50Uve6euL47YoB788wuMfx/WbVLd1d75oOS04zIjlQDhdXfBlxNL1uqIBq1boTvws1giV8oWiBAw8RW4/Xo4p79KdS+2X59+Q6Jy2UbY6PSl5KdR7LuzC3i5HJ3s/LjJAyRpqJzvf3inIqZGgnL5Ijgx/NH4l6FbH3C51UqwwaBWgqtnwzldoGZVaNMahgxUgv3RoEYNQY0a6iBbvz6DiRNdLF/upX59wWuvuUOydiqGShMYMsTLwoUWMjJiG0yqXNlAgwYmNmwoPrAwGODCC6MTDXn8cdW9rUsXOBA0QDMYoGecgvul4V/zYfk+n7CymWJlAXYTvNxZXT/LgxMXHjzYsSEQLOXXCFldbk5qXzTqHpj/C+TkQUGAL8qyQvf2UKeqKnMY2h+qR0lUNjtb3QBWrYAPP4aFC6F+fXhtrPKREUMqmYI77oMlc6F2rQhuu5R0Pwfmzg+dMLZtU54g/vG57jq44AI4/3xYq3N0n356dPYbCf67BGZv9mW0+ydsPt+TboIH20NWORfY3Lhw4cROBgLBRtZEwuSKcEL6ojvOg4+Wwvq9kB8wLs+2QYcG0K0ZDD0HGpZSeL8ksjPVbeFo+HIRzFoCs3+Fg+ESjstwHfN44c3ZcOmZ4QMyFaFH64CKkwAyrNC3ggWWl10AS6ZCl4E+fcPA7duh93kV2355cGhw0VrI96IiIAHjDKuAAZWhaSnPbYnEwyGMpONmP+u5vuwG+TORyk41v4aZj3FSymN1L0KI+YDeleYx4FFAb2aqd2SWuEwS9Sm+lHKX7+8+IcSXQEdgrxCitpRyty9Vap/O+8YB40DV2kbbzmjRsx2sGQ/jv1Gd2nq2g8E91CpbPKhTC554SN2XEpathGUrisR2rRY1ydRNMz5e3pqvxtjphQWLYPJUuPmaCBpfCjZvgdYtYcnSosGSzQY1q8O9d0Zvv2edCeNehNsfUd+llOq7rFFNdXRLRNY7YE2hL5tWQwmkmwADZAuY0wg6lqObTAF7WMEojqDGIlk0oQG92cb0iNleHsrri3zvSXp/dHpLWL8Uxn8Aa/6BTu3ghsFQKSs+9mRnC+6/v8gR7t8Pn37qPhbUTksrKhsJpTRJtF5cLlizBp56ys0LL8R2xrJzp5fWrdPYuNFzzBepEhoDo0ZFbxm7WTOYOhX69FFCtl6vmqzZ7TBqVNR2WyEK3DBjE3j8Z1aAL7IY4Mte0Ksc5d0FFPIZM/iHDQBkU4kLOJdviK+q58nui+rUgLUzYfJMWLISTmsCt1ypOiDFA7sdbv2XugFUyoZn/le0wGYwqACmJnXGRsHDbj3XpCl9yZ174Lb7YcZHEf4Ax+HwYWjUuCijS0rlXy1mGBvBMv9gateGzz9XotsOh9JsM5mUHxw7Nnr7rShjVoDDf93xa4Kifup3esI15dCJdONiHl+whuUA2EjnPHozj08jYXK5OVF9kd0Cv4yEacth9iqomw23dodmUcypSjPBwHPVbcEfqit3QfDCmF4WSaAmUpA/8WiwaB2Mm686qEUaswla1YffNxfNmdIt0L4J9Dur4ttvfzrcdR2884lqOARKN/eM01SQKdZ8cxjy/T7cQ5HeL3B2OkxqVLrtHGIB23gWD0cASMOCRgVSt8rOgZI0kaSUut+uEOJ0oDGwUqgLQj3gdyFER1TmUf2Al9cDdpVkRFSDSEKIdMAgpcz13e8FPAXMBIYCo3x/Z0TTjnjTqBY8e1O8rQhFCJg7DUa/Be9NUTWw1w5QukpDblcOxeVWWkpVqsCeQ+p+3wth83b48y+1DWdwjS+qzf3ET2IbRPpjherK5g/igBr8DRkEo0dBVpQny9dfBac2hVfHw/ZdcGlPuGMoVK5gN7ho8XuBSt0sJgjoKxKuay1fAEnDzWJG4OQw/pKjHNbzF6+hX4EcG1K+SFGjOjxWzlbO0WbCBCsdOhgYM8ZNbq7k8stNXH55GldeWYDHoyZ0djtkZAiOHDGgadCrlwGHQ/LzzxKjUT+r0umEDz/08sILsfssO3Z4aNt2F7m5WjFfdP75Vt57rzo1a0ZIHToMPXrAsmUwerTKAjj7bCWoXaccIpmxYGdeQAAJivkiq7l8ASSJ5F0+YDd70Xy+6ACH+IwvKXVtdhRI+SJFVgbcdY26JRojH4SmTeB/o2HPPujRHYbdDIOug1yfRlt6ugrEuLzgcEK3LpBdBeZ8pwIleTqaOR4PfDNXBaJK7lwZOXJzoX1H2LW7KABmMKis7c8+hSZNorv/li1h9WqllbR0KbRpA/fdB82bR3e/5cXt1dFeC3AXA5uVr7zya6awgTV4fSUveeQwm0/i2q37RPdFljS4trO6xZrzz4T5L8B/JsNfW+GUerAnB3YcgnyHss3tAc2gsphMaaqk26VTEVXghHcXRD6ItPcItL0PjuQHzJmEykB6f0TZOlqWxEsjoUdnGDtFBZKu6auyTGNdqQKwKFeVox6b9/ib+QINTKrM8XjksYLNPIyGP11V4qWwLAlmRZQ/E6lcSClXEVCeGiisL4SYCdwphPgEJayd4y9rDUe0Ta8JfOmLdpmAj6WUc4QQvwFThRA3A9uAq6JsR4owWK1qUhk8sdy8HKbOgKO50KuHvp7Knn3/Z++846Qo7z/+fmZ2tlzhgKOXOxAQkY4iRVRsKCiaKJYYjYYkarBHY4lJbDGJv6ioMdFYUOxg7yj2AgoISDs6Rzu4446r22fm+f0xu9y2Q67s3e3dvvPa4M3uzjyzu/Od5/mWzxeWroRfzErc7cRs5rjEjbfFT9xMEz7/KvkOpDDjxsDLrbzjSJjldaXaShjYwKSNYhaj4yF6kRbdyr2FSNuiVo6iCGbNcjBrVnSa5o4d2bz6apA9eyQTJ6qceKKKiJnFl5VJCgtNxo8PtAqdjXvvraCqyowai2nCN9/46dixeVaPQ4bAU081y6EazVe7rLlUnJWQ0KeB+gRF7KWE0gMOpNpdRnSJaBnStigFOP9c6xHJ1nXw5juweYtV+nvG1PiFUGUVlOyDkcfVZni3JE/Pgb3FRJUKmyYUFFhO+eYgLw8efLB5jtVYvtllJYQYCbpsdbRbrc/ri4caNrHmgAMpjIlOwkTb5iNti5LIhCNh4X21f5smfLwclm6E/O4w49ho8elPVsFZ94E3gbBzMhqp3/8WVHqihbVNCe8ss5xZTVU+JwSceZL1aGk2eut+rt8hVggV8VSEA6mRCBqtcdSEfIDVmW0z4AF+Uqk5qU4kKeVWIK6vj5SyDGjF6gxpunWFq3978Nf06AZnnGJFFGOdSJkZMLOZRSS/X5p4e+H22shhmlpMsFK1I2v+Qy2VJ9ezvWUJS9jKfKopxEhgXE1M1BaMuaVtUerSoYPgN785uFczN1eQm6ty1FGCJUtk1ITL4YBf/rJ579Kffuqr05m1aVOQYcNaqRhIC2FIS5ItEP7eIjxKkw7aGySeHezic75mN3swEizRDESLRv/Ttih1cTrhF+cf/DU5HazHOdNh/ltWCVcYVYWppzZfFhLARx/Hd2UDsDtg6TKYfmbzjSUV0E1wAm6o1UsJ2aKh9axCLmUvi/iEXWwNOa+jkYiE25uLtC1qXhQFTj/aeiTi5OHQrQNsj9EzzLDDb5LggPn4x8SZTzYF1u6EY1pptmBjsMdGq0J/q8Don3CqByhhD3OoYlHTDaiZM5FikVL2i/hvCVxVn/c3460sTVtEUeC1J60uKhkuy+OsKpYHu6qqiUW7f4Lczom3OxwH7xLSXvlZZxAmVl2wWfuQQTihHsLK23iD5dxFGSsJkLjlgUIGmeQ3zcDTpKmD55+306WL1YFJCFBViaJINM1g//7myz7p1Sux0yoYlHTt2nrCTq2FM/qHhDfDLY7D9kiHY+vhRFrHBp5kLgVspIrquCwkABs2etFK6/rStBke+rvVzCQ7ZItsNmu+1K0L7NrdfOPIy0tclmIa0KMRjTPaKpP6gF8nbl6EDhPqYTb2sIO5zKaA5VRRntAWCVS6pedFaUIIAa/eCB1cluMIrPIylwP6J+Fa7VNH04KgAd1bqQxHYzmrE7XXtKz91zBh0kHWPQFKWMu5lDAPGSfNITBQGp7fbGvAo5WQdiKlaTQTx8L2pTDpGGuiZJhQUQV/+RccezZN3HGpbq75fXx7a5cLLp/ZdLW9bYmKANjClWYG1qTJANWAD8sObR8GPjYwB4O6v2SBDRfdmEASFTzTpAEGDVIoLHQyY4bAZjMwDAOvV2f27CAjR9ZQVtY8Ud/rr+8QZ4scDjjpJFfS9ZBSkUp/jC0yODC5+6Tw0PYhkbzF+wQP0mZXQeDEyaVc0ugxp0lzMLrkQsF3cN2VYFMtgftgEJ6bB8MnweatzTOO318ZX3KnqlYXuqMb2X2pLRIIO7Jj5kWY8NX2Q9/Pp7xFkACyzqWlQEPjLC5t5IjTtCXGDoR1syHLZdkNU1pd3i54EO5r4t40N50NTi16m2aDcYMgP4kC5C3J/kDI8REZrDLBKeHTirrft4en0KmBOuYXChnkNuRaDmcipZ1IScS7EXb/G4wESoVpWgUeL3z1XXTqttcHm7bBvHeSf/z/PQ1/vbu2blgIqyPRBefCfX9L/vFTkd0B0AwsAdvwwi1oTXYLf6Lct4z1LOPfLOKeOidJAhUHncjnLCbyCCot1JKwiZFyD1a2d5rWiBDw2msBgsFa7RufD/btk8yenUBsoIl5/30Pl14anY+uaZao9ksvdU368VORohpwKURH/0M2adtBJnYAeyjlVT7hKd6ghsRzBAFkksFoRnANl5NJM4nBJBt9FwR3tvQo0tSBzQYvzLOy7MJzk2DQ0pq87e7kH3/pUpgyNVoIWtPgqDGwcEHDBKLbOqVeqyPkgUyFiGyFopqDv7eccj5mAS/zIrup2+PkJINBDOVX3EAnWqglYVPj2Q6Vq1t6FG2C+Yug2gt6RDW22w93zofyn/gNHiqlVXDzc1bQP4yqwHFD4PWbm+YYrZFdASsLMyrr2QBpWmuiWHwUsZX/sI93qMuBZKc3efyJPBrwwYU1ker7aCW0In/WQTCqYdutsOcxGL0U1LS4TWvjmyXW5MQXk5Di9sB7C63OZcnih+Xwh5ujjy0ldO4ETz2WzkKqi/Hh1M1wxC1ElgKTO9b9vgLmU8CrGAQQGDjxJ+xK0IWjOIa/N+GIWweSvXgCw3HZf0AR9RRsSZN01qwxE2qO+P3w/vs6f0uiU7moSOf88/fh8UQ7VjUNXn65Gzk5qRG3aW5GdQN/2AZFTGqdKpzar+73LaOAl1mAjoHExIWZ0BblkstNXN2EI24l6CWwbRjkfwuOYS09mjQxlO2HPcXx200TPvs6ucf2+eC0aVAe44RVFHhhLvTundzjpyp5HSxNGCCqMl8VcNxBukQWso3nmYuJiYGBC5nQFmnYuY6/IRrWy6n14i+Fz8bDuHnQKy201RjeXZ5YXNuhwdItMCVOxar+XDQbfiyMFtW22+CXx0PneshZpBqTcuCJvVATznYOYRMwIea8K1jBGq5HoqPhTei7EdgZwvPYaWCAsIU1kRpL6sxoTQ/SV4CvKB+/OQeZDKn6NA2mSx16RDYVeia57v6xJ+OdV2A5sL7+NrnHTmUUYIgLHBFzGYeAfCecGxEcMzHZzWo28gV7Wc065oXK1yQSBTNBLbCKg8P4CQXSlMXEpJid+nh28AyypfurpIkiN1dEZURG0q1bcifuL7/sxjDi701CCN54I51JWxfVATg5HxwRszRNgY5OmDWmdptEsok9fMV6NlDEPD4iiB7KhhToqHG2SEPjBCY2x2m0ABJpVuEtHsc+7sLkIK1n0jQ7mQdJeOt0kEBNU/DhguhMhjCmCc/MTe6xU5n9XpgxONoWqQIyNbjz+OjXFlHMElayka28wesECR4Q8w8msEU2NMYwqe05kMIYHlh6NrjTP7DG0LNj4ixB3YDceja9SURpFXy1NtqBBJbj6uH3Gr//1sykDtDFBlrE55uhwPE5MDbkRKpkAzt5nwJux8SHREdHi7ueBRrZHN1wB1KYFC5na0VD+WmECbay/bh7XY9BMRnitpYeUpoQkydaXdpq3NGtKDUNrkiy/MS+UmtiFIsAysuTe+xUJGjCjDWwcL/lSJLC6ljQywEXd4eb+4A95F6uoYwPuBs/NSGXkQ9HjECkHwcO/KiADScSyRCupAujmv3cmgsF6GAWs5qnqWYHQ7mjpYeUJsRhhymMGKHwww9mVIe0zEz4wx+SW1K5f7+ZUAMuGJSUl7dcF57WipRw7cfw1EproSawIoI9MuHnh8OfJkCuy3qtBz//x7vsxUqtEASxx6SXB7EjCGDDxIEdE4PjGM/RjG7mM2s+BOD0eNjFs3hYST5vtvSQ0oRwueC8s+HVd6K1ITMy4A+zknvs8vLE86JgEEpL47engQcWwZ+/sDKR1FDHpq6ZcGp/+OskGBgKluoYPMurbKEQEChIVKqj9qWjIQANHTtODHSOZAzHM615T6q5CM/7DRNZcjl0q0Fk1qvRU5oQ10yFt5aAJyIbSRHQNxfGHNb4/Vd7rdK1RJS34VjXC3vh8vW1cw0B9HbADX3gml5gCj8/cBuVFCAxcVBxwN1rohJEQyOIdc1bDqQB/KtxgwqXs6UoKeVEkoDUQODHJ+/BLU+gq2irEcbUQlXh0/kw9WLYvceqs1UE3H0THHl4co99ztnw6RfgjjF+gSAcPym5x05F7t9hOZC8kamcwKBsuKdf9Gu/4N+42X+gDa0NHYkRE0cT+MngME5mIKeTRT4qbb+FuS5sQJB9LOAHjuUoTmnpIaUJ8fbbGZxxhodVq0yktJwVv/61xmmnJfeWd9ppLh5+uAq3OzpmpaqCU091JfXYqcjr6+GZVeCLiIgKwKnAw6dER2Nf5Ft2sR8jZIsUTGxxJSOCAA7605efcQJd6IyjjWixHQxTEQh0fCxnBQ8wmhtbekhpQjz+IJTuh0+/suyQacIpx8OVv07ucU860dI3jCUrE6anq43iWFYEf/0SfDGyJ14fPDENnBG3ji9ZzBYKI0T8JS6Is0VB7GTTgws5nxw646INS3GET16CUAPo1TdgZpyDPV3yX2/GHw4Pz4RrnwbdtGxGt47w5s1No2OW3xVyMqOdVACaCtPbqNj+dq/lQPLGONbLfHBJNyvzeQNzqWAtJgESdZk20DCw4aI7I3gaO02gPp4uZ2tGFAj0tFx2Asla/oyeTt9uNeR2gqAHhAGGH4wA3PFPeGdB8o5pmlaET8pa4yqEFem783bIraOFZXvmiaJ4Q6oDX1ZAVcQEykslpWw74ECyXpfY2qnYGMhZ5DCoXTiQDBRKFOsGYiL4jteoYH8LjypNmJwcgZSWc1vXrcXUnDlBHnkkua0iy8p0HA4RNdHLzBT88peZDB/e9q+L+vLf5eCOKT2UwJ4aWLsvcptkCZsPOJCAUBmtiJvq2dGYzFh607N9OJAEVHa0FqcSKOYjiilo2UGlOUBGBthVK8NO94EZgE8/g+tuSe5xt++AHt2JsUUw7hiYNjW5x05FnlkZ70ACa2758ZbobYtZEdMFUiQs69fQGMcEetC3bTuQIukAaKBIne0yXS3SWIIGGBIqPTDjAXD/RNObQyGgw9Qx0bbBqUFuNvwlifq1Lcm8EutzjEUAb4TmGrv4IORAsp5JdE0ruOjFxU3jQAoPIIXL2VLGiSQV8OcpGBHCpDoOSlnSgqNKE8k/H4GS0lDatrQU8D1e+M31iSNiTcHMK+GGW8DjqXUkZWfBW/PglnQw9gBBE/68Cbp8DoUH8bv6TUvxx0MFAbwJavcFXlxIFGxkYMOFgsZIfksO+Uk9h9ZEqdKFMtUSjhKYeHFSwKoWHlWaMM89F2D9ehNfxITL44FbbvFTUZEcPb17763gkkvK2L/fPGCLHA547LFcnngi7c0OIyU8/D30ng2fFyZ+jSIs55JEUoUXf0g6O5qwLRI4sOPAjg2VExjDUAYk+zRaDe5MF/u75gDWfNSNjc182bKDSnOAT7+AT78Er6d2m9sDT8+FDZuSc8xX5sO06VC4vVZeQFXhr3+GD99PNxuJ5JXVMHA2PLbUaqceiwQ8IUd3DR58BDASdGnyY0ci0NCwY8eGjSM4knGMT+4JtBYEkAUMtv40haBSrMRIB/rrjdsH1z0D3ogAi8cPW4vhqU8bt2/ThFPuhJe/rrUNioC+XWDNQ9CjU+P239rQTbhnG9y5FQIJrm9DgseQ+KnAJDqi5cdxIFClkIGCg1yOpxczmnaQ6e5sycV0CqrH2qxQDlYWQJHohSkEfprALZumSXj7Q6uELBavFzZthSMGNe3xNm2G+a9Z6cZhpLRK6fbsbdpjpTq/WgNvl4QykMJ+2Bj/0AAXlNm/4EPmo2NlbGhoGDGGVeIknzPJYwgGAboxAjtNoPaXIniEi11aHmDZojJy8WPHQ/Lbx6c5NN58U8fjid9ut8OiRTrTpmlNerzKSpO//a0Sn692lhKeoG3YEECI9nN9/BR3fgn3Lw4tzASWPYqxRTYF1B47uIFvqAotQrJxUY0nypUksTGQI5nGUGrwMoA+5LQjW+R32CjuYzkoTQQeXNSQhTc9L2o1fLgwvtQ+zCefw+AmnhcZBlx7PXH2T0pYuszSqUxj8fxKuPLdg9uioAFHDCziXj6kNKTH1gkHCgpmlD6koAO9uZAzqKSCXvQml3YUPHABoa5hBoI9WV2RAiCtBVhflm6J6BAYgTcAr30H153R8H1/vNLqyhbZ/c2UULQfNhTBxA4N33dr5MoN8HIxeOuIHY7q/AOD+zzEQspR8Mdk1gh8uMimL4O4hGyOwEXfph1gupwt+Zi23vhsLiSgo7JL9GGn6EsQP/9hBU/xJl6SW6aQ5qfplJN4u25AhyS0jFz0XeKImtsNn3zW9MdLVXb64K2SiBK28L8ho+pQIEuFh0csYzEv4KcGgyAGQYLoKKgoIStnw0EWuYziHHpyNH2Y2K4cSAAGNiSWA2kPPdjA4ejAbDxczVL2pRdwLU5urkioHSClVerW1KxaFcCRoHLK74ePP07/HsJ4gxEOJKiVHQj9qymQYYPZM/bxuPoJ+3GjY6JjUk0QBQV7KAxnx0YWDi5mEoeTzxiOaFcOJABDWLbIRFBKLmsZio6Nd9H5I++wk3RniZamcyfLeR2LaoOcJCzY9uyBmpr47aYJX3/d9MdLZf70SYwtCj+wsjNcNrh3WjUvOudTHNJjMzApx4fV3NvyyNlQcWDnIn5GHnkMZ0T7ciABUrEyNnShsju7G3syu1BBNs/xAlVUtvTwUoqcDCsYnojcRq6lvimAmgRTkoAO365v3L5bGyUBeLEYPHV8lkdkb+WW4XehKyWYodWOdfkrof93YCOTEdxFN05tegcSpHw5WysaSt3Y6M5edRYl8gt0/JjC0kJYw1B8qKxlG0/zNle32ZbiqcF1V8AVN1qp2mFsNjh6JPTq0fTH69kDRAI3qN0OeXlNf7xUY4sbPtgH27xW97Wo+4YBCOhqh2vy4Le9YJHjLfSYbBqrXa3GKKZSQxk9OYL+TMDWDnSP6kKlB98xGT2k0GKiUEg/KslkNRVcwzJe4liUttrGNwWYNcsel40kBHTsKJgwoelzgXv0UAkkSEQTAvLzU+I2m1T2VMPb62FvgsVt2Ba57HDNWPjdKPiw848Eia6B1jGxoXIGIyijmny6ciyHk9EOdI/qQiWf7zkKM/Q/A5ViurGXLkA5d7KA/zADJ+n0k5bi4gvg3vvjtwvg7EZkFNRFx46Ju7IBdO/e9MdLNcq98GYBVPpgV1XMkyYgrHnl1cfAr0fBrh4r2RWTTWMgUXEykVHUUE0XOnMMo+jQzpzYkfi0bJb3GISJD13YMFH4kRF4KGQuT3A1NyJSI2+hxRnVD3p1gi3F0SWWGQ64+vTG7btXZ2s/npi8C4cGPdtQKduaanhid1xi4QG62OChka/hVyIrLQRBNFQEPRlPJ4bQm6nYqSNDoilI8UyklBn6cG6lQpzJp8yliCqK6IUnJFRnYLCN3ZRRQS4dW3ik7ZeLzoXlq+A/c8Bht0rbunSGe25NzvFOPhEyM6yom4wwtJoNfpfkzietnb9uhH9ttf5bCKyCkBhrqkmTmYet4Yy+RfjogZuyOvc3hCm4aGN5rg0kiw5cxnW8zBesoYIiulMd+mxMoJwAKylnDJ1bdqDtmIkTbfzjHw5uucWP3W6JazudcN999ibpbhLLoEEaRxxhY9WqYJT+m8sl+MMf2vd188xymPWeZYekJHGenpRMHrWX408qZR+Z7KEiQW8U0FAZTh4DSa+GARxkcTYP8hnv8CPbKKIr5XQibOyDmCymkBNp4pqpNIdMfh68+BT86nJQ1Fp9yLv/bIluNzVZWVb3tXfeJcqxnZkBf0rSXCxVWLgZfvaydXXodUnjSRgxoITpp+/Ai5M9lKITL+opUOhJD47ixKSOOVVwMRCPmMFeFlODiyJ6o6MBkhpqKGQb/duRVl1jEAI+vB2m3AMlIUenPwgXHwcnD2/cvn9xHNzyfPx2uw3OaQPyXVLC5evgpT1Ww6CAIGbtIxnSoYBf9C1Ata8jvtxSIMggj3PpwojmGXQr0jiqLynjRBIIOjGcQkayg3jBGxWFCmrSTqQWRAh44G6YeRFMuwD2lUJ5GZx5IUyeBG8+nzit8K2VagAAIABJREFUuyGUl8O0n0NFZe3ixGaD3M7wwhxr4tZe+b4CHtgGvkjbGKODlGGr4aZx/6RnRjnfoWNDQyWBoBVWCZujHUfYEtGdXlQxnA0JbJEEStIlbS3Otdc6OO88jdNPr2HDBh2/H373O5377/fxySfZdOrUNFFRv19y4YUlrFtXe/2oKmRlCR59NJcJE5xNcpxUZHeV5UCK6nqkEFVIr6gGJ1/8EV37ljIPAw0VEwMFgRnjStIx6Zm+x0eRTXdMxlOAI+7z8qNTSh2CPGmajZ9Ph72b4exfwNffWrpEf/0bPPRf+PKDppuvSAnXXAfvvlubjaQolsD/n2+HC9pxsr43COe+ElG+lgghOe3cBQwatol3QpmPBjo21DhHkolJn6bq0NQmEOyjH+tCulHRSKoSbk9TFwN6QMFDcOo98N0my8nz0jfwVQF8fkfDBLANA26YYwX4w+smRUC/bvDWrVaGUqrz9j54eW9ECVvE2kcVOreOuJsjO67BqQRjFBZrMQmSTTMtIlM8EynlcgsH0gc1wbB1DHrSpQVGlCaWP91tCVt7vVZpm8cLn38Nf3+w6Y7xm9/D8pXg89VOlmw2qyPbKSc13XFSBVNa5Wslfnh+F3hjA2cmaFhlbQK4fPg8umfswxB+JAZBfAQQcenGNuwcw/koqWcqks4oOuFM8LmYSAans7ZaBQ8+6GPjRsuB5HZbjzVrDGbNSqC63UD++tdyPvrIi99fm2WgqnDhhRlcfHH7c75KCYXlsLsS3liX4AUmKCY4VcsWTTppDT367kNXrA5sPnSCIXdIZADRjo0pDCOzHZev1cVAuhzQiorEiY2B6XlRq+DF+bB4ibWAc3ugugZ27oIZlzTdMZ6ZC8/OBX/Ayr4Ea7E4fhzcenPTHSeV2F1p2aNPtlBnFqoztIgbe9RGBg3djKlYxep+ggc02SLnQBo2jqQ/3duZ7tFPkU9/tASlsyaSXvRpgRGlNg++Z4lsB3Rw+y0to8174FePNmx/D70Pry6GgBHRtVGB0f1heIo3V9ZN2OSGx3aCO3L9Y3JA62xKrw8Y1nE1TtUHwkjY81XFQT5n4EgHqw6JlPN/nchYvmMNXvzI0NevYiOPoXhQyQA2SZ0PTB8KgrMUB/ki5U4zZfF6YcGnEIyJ9nh98ORzcGcTpFPX1MD7C4jTIPH54D//gxuuafwxUokPimHmSqjWrXaVnZ0k9K87gMeHwIW94SnxQ4LImiSIRh4DKWM7WXRmDD+nH0c1y3mkGlPoyQtsYx9+9NAnrkmFPnoukAka7PLBqyXgN2F6Fxja/nwKLcqcOX58MUlhgQC8/noAXZfYbI2vbXviiRq8MV2MAwF47jkPjz0mEcmon2ulLNkJF82Domprkto5M3HbbAH8aSLcdgLcrGykOMYWSQSgMoIebKGELJxMYwQnhPtHp4liKD3IoxPb2H9AS0qVCi6ycdAVBJQZkvlu2G/AyS4Y56Bd/TZbmseeiu+YZpqwZh3s2g19ejf+GA8/Eq1JCZZje9FiKC2FLu3In7ilDM5/GdaVWM6jDo66xYp/NgSePwceV9dSEJeRLbBhZzC92U4RdjSOZSQnMTbp55BqjGA03/AF1VSF9DRBwUYu/cihC99QxWo89EBjCh3JTOU6nmbgfwuju6iB5Sz5ch1UuiEns377e/T9eC2koAHvLrO2p2om0otFcO0Ga57tia88BROyVbh8wMeYauQHIDBQUBHYcWEnh8P4Of04s7mGnvKZSCk39ByyuJlf8QHfsoZCShHsph/f0I1nWcuRRic+MxxhrU7uNar5h5rNr9V6Xm1pGkQwGK1PFIm3iSp8PJ66xdKqYoUS2zhrq+C8ZdGGs8RraS9Ez5ck/XIL0Hp+y+sigJmgxt96lWAaNyPSotA/iROVJxnHXLbyqSyhRFfYXdWHZVV9mQeMUyTfbwMpBQZwdyFc0wfuG9jCA29H+P2JjZFh1C0+W188dbT+8PkkUtYd/W5rlLrhlDlQHTFHK6oiYb1/176l6BM2crfio4YEiuRYJeyXcRy5pO/dP4WC4C9M4W3W8LncTAkGO2VP9tKf9yllsO7gu12dkQh8Ev5RAdMy4JVuEqW9/EBbmFjnThhVjXcuNZSKOiqGVBWqq9uPEylowHFPQHFNrRPbGyThiqdnrzKOPHUVs9UKquroZigQnMwxDExn0xwUDTu/42q+4jN+YCXVmJTQh8X0YT6fUkNn3Ki4UPg/dvMcgxiEq6WH3Wrx1VF6KQC/nvi5g1Hlrfs5XyA1nUjfllsaSHV1YAMY0mkNU/MWgLonwbMCcDCJh8hORve1QyGFfakpWaPSmRx+wVQWcxyLGM92euBGEkCyQinHFH6CQABLxPM2o5o9MvGiOU3T0qEDHHlE/HZFQH4fWJ2ovKGedO0KvXvFb1dVmHZa4/efSjyyzfK+R2JIUCQ4Fcs8agKmH/EOvxozh+3qarazgWCCS18gyGNY2oFUD3Kwcy1HsLfoOJbuPJZtlflUSwWfhC+D4MsAv7REPL0mPLoLvk93u202Tj9dQ0lwl+vVS7BsWRBZl8e7Hhx/vDOho2jcOAeK0n6upedXgB57m5VWCa1dBZsCqoCBYzcz4bLPWe3cwWpKqKpDl6ArWWkHUj2wY+M8RmHIk1gkJ7GRAVSh4AVWCD9mThUeaQUX3BI+8MD8tFxSs3HezyxtoliEgM1bmsapPf1MS28plo45kJ/i5Sr14YMNUBOIz4LUAE2x7JEABgzewdTfvsbOnAI2UEQpiVfZAkF/eiZ93G2BDDLpwyS+YTzfM45t9MaLRGLiogyJxINJFQY3UdjSw23VnD0WtAQOho6Z1v20vpw2yipfi6VfN+iUolny/1d4cAfS2f3f5KYx/2BMt+/wi2DC2YadHLJaykEczkSq76OVkJJOJICVuPHEqaoDSDKU6LCOAD4w/QlemyYZPPMoZGeBM2LCZEpYtQ7GnQK33dW4/W/fAUcMjo7wO53QuRPcc0fj9p1KfL4PXtttOY1iyRBw7+Fw2wC4Y8h+Tuj/JSi1EX8/NiQCNVS/ruEggxwmc3FzDb/NsEuXrAoQn9ulANnRm3wmvFLcTANLw4MPZtCli4jogmQVx+/aFWDKlHIuvLASM1G91SFSWmrQp4+KELX2yG63RLUfe6z9dOdbsRv+swi8CaKjQsJNE+D24+HWyTqjz1iBVGu1CPyoSBRsoemIAxsZ2Lmayc02/raCLiXv4o3L7RIKOLOj50VuCc9UN9/Y2js3Xw/5fa0uaZHUVMEFl8Ckk4kri60PbrfVmc00a22Rqlod4J5+koTO9LbI5jL455dQk2DKH9ThF0PhrhPh5uMk0y74DGHTMYVljYIQUj+yPiwbKnZs/IYzUVM5XaCZeZed+OvIdtdC5YIS2I6fkjoauqSBey6Anp0gM8b5XOGG/Fnw7fpD35eUMGmItR4OL51sqrXvp2alZsZ0iR8W1ZF9maHAzD5VzBgwH4fqBwE6GibKgbmHigMbLsZxa8sFz1PcidSKhlI/PJgJv3IhiPiJWJjA/TU6V7j9ZAm4MkPhng42tFS8alKA0SNg41KY/Rjc/2hthM00rZK2R56AGWfDUaPqv+9thTBmgiVKGU4iUBSYcjI8/Vj7Sdd+cQdcviLkgVeIq+/zm3BhL4nTWcZW1vANKiaRKzyBFyf59KMv/elMTwZwFDaaqH1eO8JtHiQbNcHE/a3d8J+VVkT0ojx4cDRkJ4gep2k8eXkqGzfm8OSTfm67zY2uS8KFnm43vP++nzfe8DNjRv07qFVUGIweXURJiRHVCWnkSDuvvdaNvLyUvb3Wi6+2wtSnQiW1CWyRKuDnR0JeHw+bKWMbygHdHguBFwddyGQSvcgliwkcRkbaFtUbA6iryiHRdGe1B5xLrAXdmR3h0X7QM/2xJ4WcHFj5Lbz8Glz3R0vbMRwHrXHDyh/hkf9azUHqSzAIx02GgvW14v6KAn37wgfvwJAhTXUWrZsN+2Dsfy0R4kShgSw7nDEYpozwUEolD8R1URUEseHAzhSGkomLoxlMh3RGZL3wHFCJjEeJCP4HkBzFDnph5zY68bN0F+AouubA2gfh8v/B/MW1ml5+3XrMeAB2/+/QHMR/eQkees/SVALrNm23wRf3wNEpKLFQFoBR38H+On2QJtcN/o4CRUU/4KgUBHCgYJJDNwYznb6cgD022tucpDWRWoYxZCY0U6YUeGX0gsAnYYNXQwKVEh5xm+wwdF7qnF65JYse3WFgfysbyRMTXfP5Yf5bDXMi3f13y4FkRKxBTBO++NoqpWsPGBKuWxUjIBfRyihThSuGbOJV58v48CIJoiaI9iiodGMgEzi7WcbdVhmkQbYS0xECQnUjMZskbC+3HKBBA57fDqsrYfEpqRkJSgVychRGj1bIyDCpqoq+Z7jd8Nxz3gY5kR5/vJqyMjNK4N80YfXqAE5n+/kyr30rom22iP43Q4MTxlTwRJ8llOBBYqIkjDwLetCR8zm6GUbcdnEIwSipsTzmM5YSAt7ocLaQUFJdm8n6TjksdcPGkVYpdJqmx+WCyZPAsFJeovD64NkXGuZEevsd2LSZqCYCpgklxeBvR0n4f14I7kDcRwuAwwaD8mpYO+wTFrA/FGxOlC0jyCaL6Ryb5NG2XU6gB8sowxfz+QokgVBwwArnKBgo7ETnRkoB0o6kGLJcsLU4sSh8jQ9WbYdR/Q++j9IquP8d8EfcFiSWjfhweWo6kR7dAeXBxNf6hO5LmDlsDitVDwq+mLiWQKLRmZEMaE4B7YMgUzjJMWWnCpmo3E4fnBFNyV0o9JAOpOlCw+pGpUoI1LiQZu2peoE3fCaX75HkbYRBm+BfpRBsvDxGmggUJfHCWIiGp1Z/8XW0AymMaVpZSu2BXV7wRn4GBgdaWNqAh0eX0q3/HKqpIkgQHXmgk2EkCiojGN9Mo267KELwXFerhDDsls4Q0E0FRzU4haVLpQmw+UBGpAr4TVhTCVcsgsNehvyX4PYlUJ1YazhNAzlYF6qG6hYtXOjD642/rhwOwQ8/tI+Vm5SwKlKr0iCqpe4dpwfJOOtrdlFDAJMgMvECD5UzOLxZxtzWmS06kYUg7DJyAh0QUN6BDGFlTToANQBGxM9UB8p1uHITDPkG+nwJs9ZBcfv4KTcbQpA4TQZLO7IhfPl1KLMpBonVma298HVh3d0gLx9rcvxl77JdKUXHwGovEv+B27FxCiOTPta2zGR6MJgOOEM52tZ0X+Cnw4G/JAJ3RIaXF8kNZhkDPWWc5KvgYyM9CQpzsPXSoQQfV24DZ4KcCV8QFv7Y8HG1JB+XWfIQsfTvsJWZwx9DUavRQ3m5sSZBwcYgpiR/kIeAFGDY6v9oLbSiodSfc+nCUDKYTxnl6JxCDlOUTmzXDD4w/ajAM+UKPwTir8CghGdqJLpuXYF37INvPPB2XjOfRBtm+ulw9S3x2x12uPCchu2zd08o3B6/PRiELrkN22cqUR2EZ7fEOJHggDt+dK6frF7vszemXCSIDQ0DDRsKKhKT07iQznRvrqG3aU7NEKzqI3m8CrYF4RQXXJINFb0Er5VYN7vFRfB2Sfx7vQY8uxmCocXaA6vh/R2w7JyGiSemiWfSpMQC25mZcNll9c9CAsjPV1GUeEHcYBB69UrpW+shEdDh6e+thW+ULptpPbpmG3SYUBBXuhZEw4GOhkBDRcfgAoYxkh7NfAZtk6FC4zu6M1e6KSDIGOxcomRi9ha86ob9BhS54fF9EFt7WGPCi8WghzJantoNb++DdRMhJ5243ST0y7dErtdviN6e4YKZlzZsn337WLqQvpjqLJsNeiVoQtLWkBJeWZlYBwnAoZlMPn0d7ytezIglpYENBR0VgQMbQQyO5QiO58hmGnnbxIbCA4zlK4r5imI6oDGVPuxHsAo3/6CKIBqx9scnTGqQFJs6F/ureEjL4iKtYffntsRvToIft4Mn5vedkwHDD2HN2rOTlfkeiyIgv2vTjLE5KQtARR1lbD8f+CqKCDsgrfmGhiWoreFEYnIUvyaXVpJ+JVqXU6i+pPDQLY4gg78SrVQ4UNi4VrVObY0tyI8BM04nwARMo9aAeSV8WAPHb4SJmXBVV+ib1gZoFN26whOz4fIbrFuFYVoe9Vuvh5HDGrbPG66BZSuiU7QdDjjzdMht404ktw5jF8B2N0gFK6QccQ8+Kn8FU0a/x0Y8iJh4v0QBnIzlBPrSj170R0trjjQpAzTBv2J+g5kOuC7UNfQhHyzcHVOGiBU5NSOzkwxYXwETXoPx3WDWCBjSfjSak4LdLnj99Y6cdZalwhgISDQNzjvPydlnN6yv7axZHXjpJXeULbLZ4PDDbYwc2bavLdOE0/4HS3aEMkMj1TqBnkeUMvxXP/Au/gS5RwIdjdPpzzh6MIhcMtO2qEnpIVRuETH13SpcGdr0LvCcAtWxX42M7rAXlFAagGMXw7gOcEU+HNMpmSNv+wgBr74Ax0+xHM4+nzWHGXc0XPP7hu3zkl/CnXfHHyfDBdOmNn7MrZ3fvgrzfgR3kLh5Udfe5Zww8zPe0DyIuNwja5E5nL6cwpH0JZectP5Rk6CicCI9OTGmq91EOvAUQYoSlBJKGbEmA64O1LA+KLnC6aB3e1GGT8Clk+GdZfDpaksLyWGzuqy9+cdDq+oYmgeDe1mlb5FlcU4NbpietGEnhbIAjPwaSoJEzTsybG6uGfMgA3I2Rl3/EoUAdjTsDONcDucUNFwtMfSESAF6opZ5P0kTtPNsAtr8VXlTlo1YeQpVAkHF+vYiCEr42guzS+DIdbDsENrfGki2U0NZnEBfGoBLLoBXnoSunS0dgJwM6NihVhS7Prz+Flx6efQ2TYNpp8GzTzbNeFsruglzNsNOTyiFUyeqbKR3zj5OG/0uUgkSJHG2vInJUI4mn8FpB1ILcGl/cKnRRlcVIEzipBn8JiwrhcdWw9GvwHvbfnr/Ukq2SJ2dsi5p3fbNSSfZ+fjjjuTlKZimZTv69lXRG/BxLVrkY8qU4qiubJoG48c7WLCgbWfUGCZ8UADLdoa0kGTEA8jMCjD00mUYmk6AxLZIQ2UifRhFz7QDqQWY2hF62GvLbyGkiS4hVrIqIGGtG57dAScugke3HtoxivCxI9TcO000w4bCd5/DkMHW31LC4MOJ0lc7VDZsgPEh+Z5IWzT0SPjqc6tbZFvFNGFVEby80tJCItw3IfSTs9tMjp/5GdLpo66qTAc2xtCfYeSlHUjNxC10whXjzpMS/MHoH2sAmO0LMLKihtV64m5vAJVUUMq+OoqlUx+bCq/+Ac4bD3YF/AE4qh9kHWKS1n8/hHW7av8WWGuxZ6+FMQOSMeLk8cA2K7ARDGU8h+celwx9mr4dtoNINOewwuoDOalVOZAApBAYNlu9H62FpDmRhBB9hRCfCyEKhBBrhRDXhbbfKYTYLYRYGXpMS9YYAAbYBF/kaozTLO2kDgImKgoObx1fgrQmTTUmXL7j4Pv+ir2cw2dcyWIu4iuu53v213mrap8sWw4XzYQdOywnUnEJ3HoH3Pn3+u1n+w64ZKYlhBsZ+bfb4dknrNa2bZEdNXD6R+CcC9ctjcliCQJ+yDThprE/oCjWDdTAhkREGVINjaGMoRNtPF2rDlqDPepkh+9PhVN7WM4jlwrHdYbMRCYjdGM0JHh0mLkwsbBimO+ln1GymBNlCRNkMcebxWxJO5Oi2LnTYOrUCgoKDAwDKivh/vvdXHZZZb3243abTJ1aTHm5ic9X6xBXVXj22S50757CKokHodwDv5gDrutg+v+gJnLBG1q8acCvz9+LwxberMTZIgcKA+nEMNpJK80YWoMtsgn49kj4eWewC+vv47LAmajFfMgWmVj3nz+uq7uUAKAQD+ezgvNYwUWs5Cx+YDXVSTqT1KSmBk44DZavBF0HjwfmPAcnT6tfgE1KOP1M2LkLvN5oW/Tvh+HwNioz5gvCNW9A1m0w6gHr7wOEg2xBOO/EElwuPbSwVDBQo2yRDYWOZDCeFFtJNxEtZYvOI5t/kkuvkGaSagp8AQe6Ee/xDADVwNXu+EB9Bft5gkd4lPt5gn8zm3+wjc1NOdRWwyUPw7xvwOOzbMYXa2H8LbCr9ODvW7oJ/vicJaodnkNKwKHBOeOSPuwmY0EJDPwE/rEJ/OGLOKSN78DHsK6rUBUDI/Sbir7OHQxjGo5W6iQ2VLXej6ZACHGTEEIKIbqE/p4shKiMuO7/+lP7SGYmkg7cKKUcAowHrhJChAuNZ0spR4UeHyRxDAAcZVf4rqsdvaedyp4O5nfV0GLVyMKR1IiF2ioveOtYuG2mir+ziiqC+EIifWuo4FZ+SNZppCR3/N3qOhKJxwP3/9ua9BwqL76SeBEtBLz1buPG2Frx6jD+XfikyHImyIhofyRCgtPuwzzw4xX4caJjQ6KQTUdO5WzOZEZzDr+10Srs0YAsWHACBM8DzwxYcCJk2GIMcfg7jnAYeg1YX554n8XS4HxZxm4MPEh8QAE60+U+gg1J+WujzJ7txueL/jy8XnjjDT87d9Yd5Yzlvfe8CRd6hgFz5yZQt20DSAmnPAxvrAhpK9Rhixw2yMrS0SNskY4WWrwJsrFzEUO4l2MRCURt2wmtwhZ11WDeIPCNhcBY+PxIONxpOZTiiLg87Ap8U5Z4nwFMfsdqtuHBj4kPkz34uYo1lCfsytc+eeGV+C6zfj+sLYBF3x36fpYuhdLSeMeTzwf/+W/TjLU1cvGL8NT34A1a557IHttV6N45QGRtSwA7QTRMBBoapzOcO/kZ9tRX9mgoLWaLziObZeSxm3782+yJPcaBJCWYhkL4+/veMDAivmgTk2d5gr3sQUcnSIBqqnmZuVRQx2QpRdleAu8sBW9E4EZKy3n6yE98M//7GHwJMhy9AfhyXdOOM1ks3g/nLoUtnsTP25RwbRuES1TNUP9FUDmW3zKG85plrPVFIjBQ6/1oLEKIvsCpQGy6zNcR1/3dCd4aRdKcSFLKPVLK5aH/rgYKgN7JOt6hEO7Q08MGn+bDILvVOenAhDjmQhPA7zfDhRvgrbLorg+vs51gTOqkgWQHbrako24HWLU28Q1eEbC76ND3U1GZONVb16GqquHja828sd0S0jYSOBXCKAJ6uEz6ODIj+hSCtXizo5PFZVzDGMbHPN++aG32KOzDdqjw7Vkwpgs4lNBtMIEtCppw33cw402YG6qLDzNPetBjVvQS8CBZmC6zPcDSpXpCG+JwCAoKDj1rq7LSTNghMhiE/fvbZjr94q2wsQQC4fOuw+dmE5JRPWwxd0aBiQ0VF3dwLOcxGK0JJkGpSmu0ReHHwqPhxFB2kgpWUC2mPtqQ8EIhnPMN/HujdY8K8xX78UdJF4feg+QDEnQVaKesWGllVcciTViz9tD3U1VdtybK/ra1jj7Argp4f11M9hHEObVtCpx8mIYvShHVcmpLsrmMEzifY8ikYZp4bYHWYIsEgp/ZHNytZVpdJGWtA8nQ1YjXwQXlQV7xGuhSUsgWvAnKZU1MlrOkOU8h6RTssjKHYgnosGTTwd9bVlN3x8LKQ5BsaQ3ctSGiCiNBAMswHQT0SG1kgYENHSf9OJ4BTGy1QSuJQEet96MJmA3cTJ29Qg+NZllVCiH6AaOB70ObrhZCrBJCzBFCtIhM4zEu2DAANg+Em3LAFXNDUgFpwHOlMK8MLtkE56yvvRj34k1YfWtDpPWRIjhiUOLthgk96yEdcvqpVielWARw6skNGlqrZ0MF1ETOf8J6FdJyOGSocGSOyZVT5/G1+BGdaGugoXEcx5JDDgA+drGfr/CwDZNSqplFGb0poy813IhJFZhuqHwKSn4PFf8GwxIiJlgGRU/Drv+At7D2IGYAPNtAj7kbla6AZXfC8nuhMpReXLm7KT+eBtPa7NHAHFh6Duz4JTwyzipPjPwiFQGBILy0Fl7fCFcthGNfBF/ot7ELI2ERrY6M6dLXvhk50kaiUnK/XzJo0KFHok85xRnXkQ0gM1MwfXpG/BNtgI0lxE81QrbIpkCWHfrkwMzbN/CEtg3/gSighROVCXRjCB0BcFPBdlayj0J0vGzlYRYxhW85kfXcgZ9SJEG8vEklN1LDQxgUWzsza8DzArgfgeCa2oNIA4KFYMSUJ7o3wdZ7YfOdULXS2uZvHZGH1maLutrh46Ngz2SYPxxcBnH6nW4dXt8Bb+6GW1fBsAVQGjJApQTiHNoAfiTFsZ7xdsywIyEjgalQVDi8jjlTIsYdYzmvY8nIgHMb2AG3tbO1jAPlsgcI/UYVAdkO6JwBt12/gSezl+APlbCFf5UOVPrRkQnkA+DHzU5WUMwGTILs5BmWcDqLOY51XI+HQiQmfhZSyR+p5h/oFFo7kwHwvg7uhyCwuDZiKiUEd4ARU2vkL4IdD8CW26H8K+t1RuvI0GtpW3SF5qLQ1ZlLRQaKX8PQbRzILpGg6wqv+yS/rdCZUhakQlYl1FszMNpcJtKgXlY5WiyaCiP7Hfy954yzGrzEEtDh+KFNMryksz4ywTtS90xCli3ATcc+gE0zo65zBRUHmRzDOeiUUc1neOVKgsF/4ff0we/JIuA7HdNYBZVvQNFVUPJ3CO6GYCXsfhZ2/BvcG60dGn5rrWOE0qFMHQrfhKW3wfr/gb8CPv5Lg87PwFbvR2MQQpwF7JZS/pjg6QlCiB+FEB8KIX7yF5L0HE4hRBbwOnC9lLJKCPEYcA/Wd30P8AAwM8H7LgcuB8jLO4Qehg0aG/TW4N5esMUPC6pAE5bAts8AGXHR1pjwSaX1mNIRjiKXdVQQiJlhudG5j62chptf0ofM9psmC8Adt8Gi78ETUbqWkQFX/jqxUygRUlpaSprN+s7C9+nMTJj5K0uQsi0RNOEvS+HhtVhXSaQD3YRMA+4eBVP7gD9nIy9TRAAda3pkoKIjULiIGQxlCCY6G7mwq6u0AAAgAElEQVSd/XyNggYE6EchNvyEVVR9PIuuf0XOzj0IswKkG0QG7L8TnPfAxpuwfM4mbL4J8m8HMmHTHdY2aUCfmTDkYfj+Flj3uNUnWlEtR9LEB+Gjllc/b832qJsLrhoBGyvgyTVW2YgBeAIg/bXJH+4gFJTBM6vg92PgWOFgnvTgjplQ+SX8K+CjQIE/ahl0E+03Ew3ghhsymDvXR01N7efkdMKUKXb69z/0yM6WLTpdugh275YRtkgwebKTU09tW+2IpYTZC+Ge90MaSDG2yCXhqolw8TjQelVxlSjGjwnYMTCxEURBcClHcG5o0fYtL7GOL1CwITHoRyEOPMiQk6GEhVTyPYdRicEOwA04cfMvOgfuQtt/o3VwGQQUcF0IyhQovQakx7JFmdOh+zOw6znLdkndSvMo/BfkXQVbtjfr55iI1myLOmtwTk/422C4fb1li6QEtwGmH/TQ795jwF4f3LsOZo+GEWSjEE7vrkVB8A4VlFDILHqS146zPwAuuQju+rtVdhZ2SGsa9MuDyccf+n7Wr4eBA6zspch50aCB8OtLm37cLc1Ly+CPb0Gll9ju8NiAc4bBTSdCv14+fqsWhKoFrNIWNbT0OpHDuZSR2FBYw4f8wLyQLZL0oIgsqpChsEw531LFCgbSAYPlSNyAhpuH6ajfibPszpDNCYCwgTYBXDdDyW/B2GfZHOdE6PESVCyDNedb26Qfdj4MuaeBe0izfoaJaC22SBOC+10udhnweVBHA6olmKZA1621lFvCkqBkrb8P0pkolC/Yzm7WsJZhpIiX5CcY0ANOGg6frYkuTXNocP2ZB39vv66htZO/djnhcsDdF0JudjJH3TQ8u926x0SthcJaSCq8cty3bHEVo2Ni4MSGjggVrP6CO3DzDDuYg0AjN7CTbKMCJbRul/pHsHMhMuBESA8IB+y8G8oFCBVMA/gjZI8NBaCkdf32ngkbv4TqQtBrwJYBn94Ie+ufiR4uZ2sAXYQQyyL+fkJK+UT4DyHEJ0CiVI3bgT8BUxI8txzIl1LWhHTQ3gIOGtYQMomaGUIIDXgP+EhK+WCC5/sB70kpD9rw/eijj5bLli072EuahE0+WO2FVW64fxe4E/weft8d/jsAqgkyk2+oiIi8SUDHRhA7dhR64+Q5xmBvx2VEAB9+DNfdApu3gtMBP5sOTz8KrkMUyb/9Tnj4UXCHHMBCWILac5+E88+tLQ1qK/zmS3hliyWofMC2hM7RrsCAbFj9c6vF51zeZiUFcftwYOdCpjGKI9jB4+zmeczQxCibKrpTjBrjAM3aq+OoCSIis1dMYLdiGc5ITDsYCpgRWXdKBnQ8G9a8DXpM8bJhhx0K4j7fD1LKo+v/qTSeVLJHu2tgSTEUVcFtX0B1giD+5L7w+UUQlJJTZAmb0WszkiQYpoIe1NCAzgi+c3WiSzt3JC1ZEmTWrCqWL9fRNDjpJI3nn8+hS5dDu4k/+2w1V121H4+n9r6pqnD//Z245poOqGrbMkb3LYC737UcmQdaZ4dOURHQJRM23gU5LniGQp5mW1yGrorgcvpzCflsZBFf8dyBX6oLD/lsj8lbglwq6Mx+RKSOjpR0LXGjmjHZdabTalkpIy4S4QDbcbDpm2gbFToqG3XENcG0LToE9gfg6zJLl23md9a/seRlwPZQq+gbWMdSKvGFJ+qAGdLpUxBkoDCfwfSjbTlc68umzXDFNfDl19Yc5pij4fmnYMAhajx/9jlMP9vSnAxP4xUFbvoD3HWH5SBvS7zxI1zyXKgjZFgqJ8LcZjvgx5ugfy58zg4eZQXeBJm4J9OXGxlLMRtYwD8xQs5rFZ3D2Bpni7Jw043SaFsE5O5zY9PNUN+nEKYjJKQa+VobqINgxy4wYqQulEzYpCAur07bohg2GAZzvDr/rTGpMePnLTOcCr/s/CbrWE0w9HmHv7kgGhp2jmMSJ3Nik42pJfH64cZn4ZnPre5s/brD45fDlNF1v+ejFXDOfaH7dwhVgf/8Dq44LelDbjTP74ArV4RK2cLzjxAZKtw4AI484gGKiG8ZasfJqRyFwT+QeFGkQT9v9FxDrQC1PNSVFKwf0F6iYyAxlQEAVNksb6aMsC87AR+I+6jXtTz8aLt8Z1n9m4wcJvY0yGYIIYYD/8/eecdZUV7///3MzK17t7P03lFAQLAjEpGiIkUkqIklavgZe4nd5Ksx9hiNRmyRoMaKXVBRRAUUFBXpVXrfwpbbZ+b5/fHcu3vboii77OJ+Xq+r3Lkzs8+0M+f5nHM+ZzYQn6S1BbYDR0kpd6asuxEYKKWsVb69LruzCeA/wMpEwySEaJWw2jhgWeq2Bwvd3DA+Hw5zZz4xBuAS8GkZbPM7eJrjGUcHmuNGolWL9oESmNxJiNnsqddjaIgYNRzOGgtOh0pMmfEBtOsFi5f8+LalpfDQIzUEEiiHSQhYserQI5BKQvDiuhiBBCr9JJajaQg4ryvMP129CLayhxCRjLW+UYJ8zhTmMpUdTK8mkABchNMIJACXP5RMIAEEIa2eAcCMpE/O7AD88BqYGRTTbY0Mw6w3NDZ71MYH47rAUS1r79bjc8Lnm2D5LsEMiriGbDqjgy2ImjpmVEXuosBeJE9G90PJ/hDFUUc5mDzZhdMZxek0mT8/SMeOO5k168dLkE1Tcu21ZUkEEqjrs3Bh+JAjkCwb7pmZ4IDGS5ukepTH9YOvb1IE0mZC7CSCnuEhl1jMZC7P8C6L+TCR6sRVSzfT7FQCCXBELUQqmQ0QCSUTSKAi/aWfktHoWKFk56+e0dhsUYETxrSCk5tl1tYA8BnwxR5YWAz32r24gg50wYsSOTUI4ybeZjmAzaPsqMcjaJjo1hVuuEaRPR6PyibqPQimPvfTtr/yapXhnfh+sG34ePahRyAB3PpujEACZYcSJncnd4P5VygCaQ8hNhOoRehDspjveYr/8R0zqgkkULZIZrAXPsrTbJFm2RimmUwgAURrsrtrYIJ/Axn9KNsP0YMnTNOQbVEPXedkw4GQ6bMxDcXVtY+cyQg5Gi++WEaHFpuDCaJE+Zy5BDk0/B6PCyadAA4NfG4oroAz7oWH99FY6IpnkgkkUO/1aZ/W6VAPGG5fkaCFlOB/aMD9h8HtPaJYtTzpUQLs4Wlk7Po77Uja861VJRBIQEZ3JNPuA2a6D9FIlCOklEullM2llB2llB2BrcAAKeVOIUTLmE1ACHEU6lTX0kZDoS5rrY4Hfg8sFULEhAi4BThbCNEPdWk2ApPrcAw/C6fto/r38c0wdYsqeTs8y8l7R/SkrTOPh1iHlfKSCGLzDXsZRYs6HnHDxqzZ8MgUxZ6HEwzaqRNg66rahSFBEU0uF4RSHu5QCGZ/AnfcVjdjPljYWKleEiEXkIuaA1UAVdA9G54+ASoJ8HfeZiel1dX+qa6PQOKmjDXMpQcVSb/Hu5OkRtykEIhUxqK2RMVaExjt2KBTVnDFSuEOHhqlPRrYEgo9qoQt8Yw6dfhoLXy+PqYv5tOYeU4OR+W5OTtSSTi1tA34xIpya72OvuFh1aooV11VTjistJDiGD++hO3bW5GTU7sx2rLFTNomDtuGuXMzkyGNGeVB1f0IB+BBuRNhIAjZbph+CYSwuZzVLKIyVpyWboskihT6nj10ZxeJ+qARnBlNiUQnfTJWC2o1K7W4N5oAdw6w96ft/8CjUdqiIjccXQhfFNeUs4Ey7RsrYeQc9d1rCN46sTUPNWvGaFakaSTZwCIOzS6G+4O9e+HMc1S32kRcdg0MPl6VqdUGKWFFLZ2Vliw9cGNsSNhYhrJDbQAXUAbsAt2Cdy8Cp1PyAMv5iO04ENhYGf2iXMpYw04ibCVRliqKA5HBGsn9ibXX6hcJajVUuYVw8ILNDdoWDXUJXJDWqsiW8GkQhgQlLfQBXNbyO6Jaerq2js5OdtKJTvUy3rpEMAyj74bKlHjXrf+DEw+DASn2IhKFdTvJiG/TE3caJLYGQfdF8XauwPCahHe7CW7KRpoawzqu5EHxMhoREtSzYpDomHjiOopAVGR4vn9u3C/Tdln8bJfiQHRbO0CYAFwqhDBRKQST5I+Uq9UZiSSlnEfmU12nbWsPBLJ0mHEYjF5ZIwQfjmWoRuyaxkmLq2DCUrj3SGfGbBAHgla/8pRtgCenJmcSxVFVBQu+huOOrn3b1q2UMUyFpkHHDgdujA0B26tgXRn484E8atK1swA/9It5PM/wAdsoriYtDQwcmBhoyFg9cHs2x9wWEz8+fFQS93AqyKEZxYgkJ8sgnJ2HuyKAkAkTYo8BZfGwXwI0jYzqwrn56mJbKdEfYcMZ/4B7L/vZ5+eXoLHaIyHg/bNg2Cs1JW1hE+womNGawMn6Mhj2Asy6XCOawZMVQPt9sbW/ErzwQoBoNMP5EfDOO0F+97vahdoKC3UsK/P7tHXrBuMEHBCUVsEXa5UsGh5qbJEL8EJ3n1rvITbyNRVEYioiGk6cRDAQEKMPOrIRByY2UEkuhRQjY/YkgJcoDjQiCQ+noJIiXBRDQhQ56jBQTFZKyE83YqxGyvIsoCTD9dJdMORB4OKfd3J+IRqrLQJ4+VgY9ilsDqgDiNhg2hBOOPWVJoyYA6vG6tgZOgoBNKeWH35FeOtdxWemwjThfy/DX/fB+AsBeXlQlmHSUlBw4MbYEOAPw/z1kNcGdrZD3XgaUAC0g/xV4Haojsmz2U4UG9Xw2xXLuo7bIkELduKOvTUr8OElCLHubVGcBPDiJZAUYKuiEB8WibbI1gSW7sBIFcXWdLBE9T6r4bZRxjPFL9Ky4Ji/Apf/spP0M9HQbZFDCD4odDCyJEoYRR75JWAL/FIN22/ColAunTzbkSLZ3ltYZJNT/wOvA3y4OPPysAlTP0knkRwG+FzppBNAUSM4JVsC0LxNAHvAboQmERo4mwfJ6lZB4bdZvC5erC5jdMb8DgANGw2b1uzATxZOomhILM0goHnx2v5qWtjKAVGckI3k5Kf1KvNAWhykQEBAac7uD+Ld2Q4WYtlI8X8/Bjy2P9s3zSpqweAc2DUIXu4O07rCkQ6lZp+IqISvK6FNKJ+sDIn8EpiHnztjzSh/raiqJegotMxtbhPRs4dK+9ZTnjG3C6654sCM72BDSrhsDnSeBhfNAzuPmpp/ULXAPhjRHSoIsI7tSVlvJg6CuBE4acsWurMGT0KHwF20AlwInLElTrbSHY0BsZ0bOBiKs/ArhLMfiCwQHhA+cHeFrveD5lHCkQilfdRyHOhekvwPzQv9HoUBt4HuVh/Dq/5/0lQ49k91dxIPYfRqBpsvhbfGw7OjYEJX1RgiERIoC8LurQa9NSNtimYA64I6F5SHWRhtJHm3dYCqKhsrw+HbNmllaqnIydEYNcqD05m83OsV3Hxz7gEc5cHFfe9Bm6vgnCch7CXZFmmAAUP7g0TyDnuIJHhdNjoh3Fg46MwW+rCUXGo6oe2kENWrTd2hAp2tdMdLPwQGoJNDbzryOi5ORnlrHgTZaKIFMu+pGLMVE2YWWZB1PGjZJLkzIgua3QqHPaNsl+YF4QbNDZ3/At0vqqOzd2ijlQeWjYRZQ+CZQXBtd3BkeGxsCR9t0RlBHq4Uz8gRK3H7E9v4HH/GDku/BgQCKos0FaZZu8+UiEsuVlnaifB64bprDsz4GgJe+hqa3wgTnoGdrVHuSvwx1wEXHHWCItXeYFNM1F9BohPCQxgn7dlDd9ZQkJAqUEYONl6Mar9IsIuOuDky5itpeOhMJ/6LlwsBN8oW+RAiF5n/LIgclI1C+UuenqC3gMQ3sPCC77fQ921FGmlZIJzKLrU8Bzo3+UX7wpFOje0tnUzPd3CcQ0OzNEgocZPAV5XHxN4fNRAIBA7m8B27D4FubYFwZn7DsqEqA1EkBPxppBLfToTXBX8eWydDPCCwbLhgIXSfIbH77kEzFIEEoBkS3W1y8qAF2AlnI4ILP1mEcZJFFR3ZiJMoFeRioVdnE+5ytaRSz0fiBHRkdg/IHhab73jAyIaCbNBc6hkFMNxKZDsRuR7I7wmGDzQHOLLB1xwuX7Dfx6vKMOu3O9uBRMMZSQOES4Pjqrbg372bsmh/MnFuDgHbQ4LLI0fw36zlbMWPsCVRQycsnCzCz3f4eZcSLqANR5LLINwZtSMOVUyaAPMWpKdtmyYcf0zt2wWDMG4SrFlbs0zXITcHnnwMjhxQN+OtbzyzHJ5dB+ECCPtqWUmDpREYSSTW/SYVAj8mOWn9AsEmizbcg2AZVSzDS1daMQk3rZCEUL1znOr2bvslhOZDZCk4uoHnN4rtKzwDdr2kMoyKxkLu0VDxPay5HSq+AU8n6PZXaHYKtAa6ToJN74HuhI7jwPvrLun8pdA1OMazm8o9m5ladQS2TI/kCwE7quBWZw53+ypYLCIYlk1IN4iGHXxhwpeYTA+ZXOJwcprDweCsWKXhrwRjx3p45pkAfn9KiY0tGTmy9qxR25ZcfHEJ778frE7A0zTweAR//3s+48b9xFaTDRyzl8Mdb6ty2pCL9O6QABosK1W5iZGMbq0giEYelWmlTDoeunMe+ZSylRVk04w+DKOANrH8ARutunPXC0RZQpRFaLTExSkItwOKRkLwBbD3gGs4OE+GvE1Q+lcIzFaTuPwbIfu3ajeFJ8PuN1X6XtFo8Db+0oaDCSGgv7GXDrvX8XWkFyE7/d6P2LA7DGeWtKcsW/KVUYZu2oQdOlEMFguTxVQyR1bxG3IYKws4RjjI/hUJ/48aAdfdnL7c64Exo/e97R1/g4f/VfNdCEUoXXapEtY+FLBmF/zhJQgVAjmQMVivwbqYffKnZv8AIDDRcFGZpgOpYVDIaA7Dw0a+wk02vTiF5nRDYmJjoldXEvTHy8VE+AxBLm5GIhxeaH4qBP4H9iZwHAfuM6CwDErvAv8bILIh9zLIvVT5USdsg92vg1kOBcPA1+fAnbBDGA4hOKZ4G3rQg+1KD9jsirTFHTwD0/0elhXBNCQWOhVCZz6L+ZIlDOdEBtOHrEbaGXJYX4hmuMWz3HDmsenL56+EJ2clFww4Dbj6NLji1Lob5y/Fw2tgerGJ0acC4Uxn2YUOlXolRSnPu0TDxIGWUFJvo7OFDnSgFTmAQ7Qi2/V7XLI7EEEIL7QHQssgMA+MFuA7FcI7YMeL6jktOl0RTOv+qjq0ebtCtzugYAjs/ByKvwZfB2h/hspy/hloQOVs+40mEqkWBEtLeXXCBLZ++SW600nh7+/EGHMZpp58yoLBMIPn2TiRROlNz3Uf0bHlUjaPOxE7NjuzAAubKWzFogo3Os/Rij6/klK3cyfCs88rfaMqPxiGamf75CMqclYbbrxNdS4JJbDsug5nT4QJ4+p+3PWFO1ZBKD6vSYz6J8ApIFcHH1k4MIikOUwSDYsoNgaiOrqroeMlj/Ycj8bgtP2K1HtQCPCcoD6J8HaDTn9JXpZzBAx8J/NB5XSGPldm/q0J+wUzFOLjCy7gh7feQne5yO11Lu6RDxHSkq+dPxDlvOeVwLMpXXTxr6J34ee89/sLCXuV3ZKohPp/RSL8Z7uBQPBKBxjZCFq9HggMGeJizBg377wToqpKomngdgtuvjmb9u1rfx1OmVLJK6/4CSdUemoaHHeck6uuagS54T8Rf50BwcLYl1pskQAKPKpgowte1pFaqywxMAmg48bGjk3eVFxY5xj64cFFP0YlbaVlKHFy0BcHfZMX6q3Bd0PKip2gRS2KxK6W0O7SzL81Yb8gbZsPr7uOb554At3ppLjL8biufp2wkdxq1Y6EuX1OEHQnNi1pURVgZPFTfHrr+UR8Nc9ZUEjek+W8Y0pMNO7Xc/i9vg+n4BBCp45w47XwwMMqYCYlZGXBmWPh+AyTwjg++BAe+AdEEqompIQ2beC+ew6dZiP3z4fQAJTBiVeyZkCOoYrVepPPAnanBdE0bMI4ycbGSih51dE5kWMpJJ8eKR28BAZ6yvTIoDMGnVN2XgC+lJR4vQiKHlGfVBi50PoPtR5zE9IR2ruX1yZOZPPcuXh/eyGOm+4m6k2Otlbakjt/6ITUrmRs7su0alGMNNT1s5HYWLzHZ7zG9/yWoxnOPhvNNUg0z4N7fqc0kMKmytjJcity6dSUgHogDKfeBRWp1ZMCLvhNw7YRD1cE8I4oURIYtYwzQHscLKsuZ0uEL0VBS8NNZ/6Gj3Y1CwUk0R/u3uoTh6cjdL4leccDZ6QPpNUQ9fkFUJlIjZdE+vWEffYTr02cyOb58zFDIcIVFRz3wl14ynahh2NPpW2hR8PYlsRyegg6vZhON6u6DGPj8CHYqXnGAEgCWBRjcQ7ba4niHnpwOmHODJg6BU46AfKylX349xRFEtWGqc8nE0igHKf/vlC3460vmDa8uAq2xcvX9vE0GsLG2+YrLuZ1iquJn5q+lAKJkyg76EIOHWKpvDrt6c9obkNretQbLeZefTU/vPMOVjhMpKKCI7+ZSv7uNTgiNbWgRjSItCRhp4+AnkXE8LA2awAzTz6PcAamVkqoNGwqbDhzI+zOFMQ9BCGE4IUXCpg+vZBTT3VRVKQBkldeCfDGG7WXHD/2WEVauZtpwuefhykra/zlgbYNs76HL8tIt0UprymPQ9Li5FL68gNLq4WxZdLKHoJsoRMFtERHQyDoRlv+zDl4GmkkuAmw4OGH+fapp6r9og7fvU+75Z/iCNXUXxlhP5atEXLnEXJ4iTg8bM3pyXtnXU7El5kgCmtRgsANVgVL7Z8oqH4I4P9ug9kzVVCsTWuQNsydB089W3tXzscezywDsHMnLPkJHW8bOqSErzbAS5WoeV58rhcXKE1Alg4nH7GL4XzFZwRjFJFM2sBDkF20wEsrjJhaW1tacSm/p5B9dNFpQoPA6+ecw6bPPsMMhej18rMUbFiPEUx4AKQEWyPizSbq9pHTIlxNICVCYGNi8ipfszZBcLkx4erRMPfvMKIf5GWp9/auMpi3Mnm99xZlLn0zbZg2p16G+rOwISAJ9y9BGBKhCxDpx3EYa+nAF7HS1cRfJQZRIrhQaYuCHLpwLPckE0gNDBIw0ff701DQlImUARVbt7Jl/nzshFBPVnkxl17Sl4VjLmf9oJHk7t7Mtm6D2NsyOTJhujyE9BzcZG4ZHU+0M6Xk9fAOxjha4tUP/Qm+YShC6KuFqi0twIKvYNRYmPEGDM1A5gZrmdPFo3YNmU3fF2aXwN/Wwxe7wYoAqVkgNtWTuJyYZuyVA75jkfEDESwiGHiQOIhio6Fj4YwJ00Zx0IUx9OfwmBbuoX9vHcqwIhFWTpuGlcCmOs0Q1z1zDPOPvITFh5+FN1hGlauQTW2Sa0NNw4m0s5WnkUlUOxaylUie3FnJ1c19ZDsP/ftFCIHHI/j000g1MbRsmcnvf19KRUUeF1yQXp5TWZl5RieEwO+X5DfSucg32+DO2fDRKggHwXaRHP2zUP6YhGyXKlMaP6mCd/PLCCJRemoaXgLY6OhYuAijIYmi0Zkj+T1dUZmSh/69dajjy4ceIppQly6Asx8czZITfsf3g89Hs0yMYJC1h41M8i6lrhOxPLiie5GOZLczsb9oBHg8UsLdeiH5jl+H+HZBPrz/ocrSBtiwCa69ETZvhr/fkb5+WS3yLroOFaltrBoR1lbAXcvgzR+gqhxkAem2yAAk+AylSTqmdxnzCn4gFHuZeRJskYYdE9a2sdHw0o2/cD42Er3JFjUKVO3axYZPPsGKzcUc4TAXjR/Mt7+9kOWjz6KsbWeqmrWGhDLYqHSSJmAeg0QQlSYz7e+4Uh+RsSFSQ8eyzfDpcpVtBLBgLYz6G8y8HYYcrpZV1Ka3ZkHZj+jQHgzMlWFuCVSyQkbRtUSNRQ0tpn4kbOgkttBHLMHCJIJOLv5qQsVJFB2LYorwcSJjuRStAZEttUM0KI2j/UWTJc0A/+7daKnqqYC3opShz9/JxVcex1l3TSLizlwDUrqhkNRgmmIbjWqBr0op+VOFTrMtAa7ctglz3130Gj2khBtuqSGQ4ggGVdlaJpx4QjpRJETm5Y0Fz26DM76Dz/ZC1Al2FulPobpZ6OeCF3rCtmMtNnnXEklIxQ6QhZMIXoK4Ejob2dh0oxMaWhOBdAjADASQGZSgndEgQxf8i2v+M5jJL56BrTmTHKk4jMUWIlWEO9bdBFOtH7ThzrVuimZEmTR/E1W/gqykG2/cm5ZZFAhIbryxnEwdTU8/3UOmOW2LFhpt2jQGRyUds9fBiU/BO6uUy227yZw+bkFLN0wbD9uuhzXd4gSSgh8fbsL48OMhVN3ZyIHGMTSPWaImW3QoIFhamrZMty36fz6NC/7+G867dzjOYBXSSPefgquzkLU49dFYGzcLeMHvoOUam2FrNrHrV2CL/n4/BFNijoEA/PNRqMxACp11Jng86cttGwYeWTdjrGss2wsDPoDnN0KlBjLenTYVJrgt+O9AWDscvF22EhI1s+UwbjyE8OHHS7BaB8mNwXG0i+VnN9mixoLAnj3oKXMxZyjIMdMe56IJQ8nfvDlN9Pj78v5E7XSiOhprBC8FzBe7+W3V63wX3li3B3CAISXc8HwNgRRHIAI3JFRzn9w3c/NknxtGD6zbMe4vXrH9nGOXsNITRnitlPmQiPVa0+hkujlVrCHe+TCMGwMTLyG8hDBi3aYNnPTgyEZCINWUs+3vp6GgyZpmQNFhh2V+AlPQccmniAwTvNIdzSnbUoRtCSxTQ0olnBUgIcItoCKaS1Bz859IPtftLuHxjTBgnqTPXJt/brCT2uY2dgQCsGdP5t+Wr0xftnMntIxpMccJI5cLsrPhsYfqZox1BSlhbjFctwQmL4dA4q1VCxnm0eGfPeC0Qkm57k/qRAAQxEMQD3ZsB0pvxMFITiKH2tS5m9DY4MzNJatNmx9dr9f6DzDM9OzH8C4f9jwDGQUZUeUSWAK5N4ExkAIz4CQsXby9uzlnf1nMS4kSxg8AACAASURBVMvh2GmSnk9JbvtcUp45sbLRYtmyzLPTsjI7LeuoosLG7VavhLgtcjhUV7Znn22GaGSM9vdb4fZ3YNxzEEgMdojYJ4VDcxvw9xEwtpfEctsUy+RzF8VJObnYCXFdNzqn0JoeHDpd65oAbY/ZRyeMGLou+zCpvC2OYCiHkk+aY0cFdkRgS7ClwG/6iNsiaUPY7yUiXHwWbcXJ68v4YDuc/Kmk+0yby7+12XGINbpd+BUZO0Y6nLD+h+RlkQgEQmr9uNnRNKUt+e9HM5NLDRnrK+Bv38CIWVAVTTA9cUOSYoscAq7qAWe2AZ/XYntKxr+NThl5yFhBPygCqSeFHEPbOj2WJhx4FHbvvs/3a9dP38cIJRuEJRUDWFvVA9PWsaW6hSx0gqhSWhtBpeZjhy+X6/UVnM9WjmUrF7GL5fvZnr2+URWCklqyDVdsqfm3JqBbq+TpRZZbZSoN71enQ/zJCEvJi9EwV9nlBMW+kigEbqlxuzMHPzXvFYlGGXnYiGoz4cBFC9rRk0F1OvYDjcZMIjXeHKo6hOF2M+z++/no+uurU7c1hwPbjDnPsUj1b/57K+uPHE7E5UUaDrBtdCsKYZsdyzqyZ21rPPl+srrtRcu20Ay1qZSCyoocbEud/oDu5bGgC2N1mIil6gn+vNrkP7vCPN3Ow0sr1QRm0mFwfJvGmYXj8SjRyPKK9N/apcyRS0qg3zFQWlajC6BpMKAfTP8ftG5d9+M9UJASfvc1vL0D/DbgJZ04ipev2eo3twGXtwUtfxfjWUUlUXJJZXwFe2hOL1z0wokLB4PoR3sa0clpwo9CCMFJjz/O+xMmYMbqOIWuI21b/T9mk05a+DAL+v2BgKcQ01CaM45oEGkKzG89sEJCawu6CigQ4IjdTbYEv4BYZCskPby/x8GHX0eIhlQE8O4vLZ5cDjNHarw6V1AegDGDYFT/zFVyjQHt2+usWJFOJLndgqysmgc0HJYce+wO1q+PVk/0NA3atzf44IMWdO3auEpu/vIuPPgxBKNALrWS2PFSR48TRveE7keY9K3ys0XaeL06upE86y2hEB85nIaFBIbRigEUpu+3CY0aIx56iGcHD8YMBlWGpBAIIRC6jh1VjOThX73CFyOup7R5F0ynmrg5w36imouqTYX4n8/H1TKA0SGE1jEKhkAIRSBZYQfRKqX5Zwona6M2Z3wXIVrlBATrqiymbjaZdazGrGUaWyvhlC4wvpfqPNQY0aM7rFmXroEUCUPbBN9IShg9BubOrxHV1jTIz4cPZjS+LKT/roY/zYOIBVYWtftFpvrN44D++XDu4RFOYxcrCZOFSFNY85ONhoeJeAlhciztGETrpgykRgjd6WT4Qw/xwZVXJpXRxnHUC4/zzTmT8RcUYbmU3ZBSMHvXKBYWn0C//K/pmPsDCDVvshFEceCPBfTDuoNv5A72iBZsIMiHMsCEvc0pr8qivxvOK4C8hjNfJ8sFXme6YDZA29jrdksx9L9OrRM3KZoGZx4Dz17WMHy2PbbNEH8lO2wTzScTHn2BLVUJGwAW6EIwWi/hXT5FYMfyyRQC+IjiJJcw/ehCV46gG/0aTRYSNH5h7Ub62q17DLr0Ugq7deOLBx+kYutWuowYweETJzLv3nv54aOPMFwuujii/OmKgcw96wa29R9KzwIP5kczmXfShQCYYSeVO51U7srD26YST+sqpA/8/mzC4ZRuJmhEEi6HZRssL9EYstjGqlDZTFOXwcV94cq+MHMJuB0wbgA0awSdlTQNbrhWpW4nvgu8Xrjj9uR1H31CkU3RhCi5bcN33yuR7saEmTtjBNK+ssokUA6iDHo1h7dPhpB3L1ezLCYeB5VkkUNltfEUgBODCzmZzhTU8VE04WCi46hRjP/sMxbdfTd716yhxdFH02fyZJZMmcL6119HaBrtm+Vx19RBfHDUNSztMZr2bXPp/vmrvNLlAkyXG0ICfjDgB6At0BnIAwICUmrkLUtPqtGWlk5xqeToB0EvVuKML82HIYfBE3+A9z5T9fejh0D7VvV3Xn4J7rgjh/PPL0sqafN6Bddfn42u17g006f72bzZTOrKZtuwY4eVVg7X0LF8ewKBtC+YQDE0L4QProSClhYDqyqrbxM7nEWOXqFsUexUudH4PzowjHQ9qSYcOmjZrx9/XLSIeXffzfZFiyg6/HCOufpqVkyfzvfTpmFGIjRr2ZJrHxrK3CF/YvGgiRS1asbAr1/lf0ecT9CTizQ1Qlt9sNWHvj6Ms3sQkW8TjXiIVibXVEakCxKeRyl1AiHJ4DfAsVsREK8ug/vmwoxz4INvoTIIw4+AXo0k8eSWP8PHnySX+ns8cOYYaNasZtmCBTD/y2StSNuGcBi2bwcaEYlUGoJL50Eo7hdJMhPaUWAleHLgvQtgUAub48RWymO52ZX4cBBBJLT1dqPxR7pxdlNA7ZDAgIsuIr9zZ764/37Kt2yh3fHHEywpYf2sWRjRMJeNP5r5F1zF6qGnIV1uSoraYjk9VJk5zNtzMqsre9On2TfkuUsJaF78ZFXLiggBjliHL4lGVMDzrgpKt2TxqoA7d8OdPqXn2j8PTmp+cIP4mgZ/Hgv3vJFc0uZ1wR2T1L/veV1lLCVqItk2vP4lTJkM3gbAV/wlHGSbtIkKQXrypCKSrEodud7HnV1LWJLzHRFMdDzkxlpS1VwGL8MZxyD61OMRHDhIRIMSyt5fNJFI+0DnYcPoPGxY0rJJb76Z9D1cWYkdjeIpUBP5GR3PYNHKCEE9UVVSENiSQ2BTDnQ1IYcMURcBaUSDIOqqkacPRGHKt/DE26BFVMriVS/Ci5Nh7IDUbRsebv6zMmYPPKyMstcL110JE89MXm/2nPSubAAuJyxeAsN+Uz/jPRB4cWsKgRQXqk0RjHSXQLMofDgE2nrhJjZWE0gAITzYaGQToBCdrhRyNkfQsam7yK8CLQYO5LQ33khadspRR3HK1KnV381AgEv8flzNVInVmgnn8eLjGTphbQE2A52AlqQXNQtIy+oWApkF5m71tSoEHy+BzhPBCAISrv8H3Hs1XHXuLznS+sGECV727rW55ZYKysttHA7B+ed7ueWW5FLQzz8PUVWVmSxauDBM376Nh9V+ewlEE21RGEgV0rbBUQk+CR9dAX1bw62hcNLtYFoOKvw5+FxBmhk2PYSDaynk2AzuYBMOPTTr0YOx06YlLWt33HGMeKimztwMh7mivBxPs2YITaN84h954X/pIXBrh4vgdhe0QhHbqb60IF0jVwikVxFIAFURWLEHOt4KznJFct/8IvxxGPzzgoafuX30UfDqC3DZ1bB9p5oonnEqTPlX8noLFiYH1uKoqoJ58+GM0fUz3gOBWVtVMmw1iRQh3RZZoO8Gdzm89Tv4TUt4mSoiyOoMCwuDUgrIpYp8LNrj5kLaMrQpC/KQQqehQ+k0dGjG32zTJFBSgic/nyURwTEbraSp1J5QC+bvHMqAjl9Ua2RVb4sgQHLHSN2jHrKAhIAJV24HfSs4NeidC7NPAu9BnDnfcqbKSnzgbQhHVXbSbRNg4vHq90+XpbznY9A1WL0N+ndO/62+8VY0GqPulOSLbthJdlqaGuaSPC72eijPnkMkpoNkYVBOLl4CGFh0oAWjGEwvGsBB/QI0CWv/iuHKzq4mkABOPbwFg1p5cEcTWBApa9qTbtNJ60xoATvighQJsEVcQ6waURsibghFlZhaMArnPAVPvgmDfgc9xsJN/4KyDGVjBxtCwG03wcw3oaiZSte+50HocQQsXVazXqcOmVMuo1HVBrcxYXMpydc6hLreMvZ/Czr64b8nwLo/gjMnymz2sp50TYkILkI04wZO4WZOaiKQmpAEw+vFXVRUrSHQvUseZx/lwitTbBGo+28rmW1RsSDF11LrpBBLYROibiUKGwxDKAw3PQxP/RdOPBG6dYP/9/9g69YDeJAHEBdf7OPzz5vRubOOZUmmTQvQvv1O5sypOV8dOhi43enb6jqNTlD7hx2qO0s1QqhrKlHX24Z8E6ZMhM1ToF1beLcKvohapM5dTduBFczhDrMNr9G2iUBqQhIMlwtv8+aI2Is8N9vN7Uc78doJ4fO4LbKBnaisk0S7YwHlIp3QhjS/KGJBNAv8YTWxCkbgmdnwyBsw6iLoejKccw2sXHfADvGA4rRRsOAzOLK/+j7zQ2jXDV56tWadNm2ULmQqPB7o0L5+xnmgsGmPulbVMKmxRTG/yFUG/+gPG++F43pJZlkRPrNDBFKEkiwMKshjEt15jiOaCKRfGTTDwNeiBbrTSX+fg9OydVzBhHIHCeGoh+KKFlh2zcTCjmnVVqTo9kkrYfIhwPKqrqRVJnxbCke9Dl0fhOHPwmcpmmX1AU2D2yfCbWeCoal3+i0vwvj7wB+C9kWZtwub0KqBTBnMBDsfCbuwLC0m9QLSFGgrsvmij4crjyxnuyhP2tbCoJIcAhRxLuMaFIH0c/pjNXZh7cZLfzVQCAGzjhU8tELyn6U7saqq2Jbflqgem4kEBKzSoY2l9HHCwFYt1ikpQ9/68pQ/EHf4E2BG4aonIRzLEnj4RXh1Fix5FXxeGhSKi2HUGKhM4EjWroOhI2HLWuUQXfb/4NXXIZzgPDoc0Kc39OpZ/2P+ubh7Pny5BhVlTbysIdQ13ASeKMyeDJ3yJfexjZcpxolAR2Z8OE0k7fhpF9WyVUTCnSDbUhGEd5cqAnLEYdC+QDncT8+DV76FHDdceiKM7lN7BLc8CAs2QL4XBnVQ632+Fq56DZZsgwIvXHsy3DhcvfAqQ7C7Eto1kBfYrwn/OQuObWPw7xk7qaoIUqLnUW7ELkQEWAy0l5AXm6xtIXO2nA0Up+w8TownIBKBy24Fc7v6vnEjTJ8O33+vJkENCdGoZOjQYnbtsmMvf4nfLxk9uoRVq1rQtq3Beedlcddd5SQeqKZBTo7G8OGNhzh56XOYOhMoJPm6BmOfcvBIeOd2OKEXPFIGN20FJ2B6Dcgy00JOUeAI/ac5M7atSEaPu8auhMIwYx7sKYMhA6BXZyUY/MJMmPqOWucPY+DcUYq0y4RQGOYvBqcDju0LhgFL18Ll96nlXjdcPA7uuUJlsgZDsH0PtGqWeX9NqDvc0h+65zh44OMd7KowiUrB9qxYe24L+AboABShSIWtQCXqJvwxWxRfngB/GK5/EqwN6vuGrfDuJzD3Jeh32AE+uAOA08+EJctUsCxePnvxpdCti9I7Gn26eg5Ste8dDjh70sEY8c/D/A1w2xtgd0n5IYryjTaBpwqePhfOPRbeMUP8MViFhgDdRHOm+yYuBL3T1JEyQ0oV9PC4avZjWjDra9i0C47sDoNifuY7X8CUd6AyAJOGwiWng7uW5FPTgi9iWSDH91brbdkFlz8M7y9UmSBnDYVHroT8bIiasGU3NGvqPXBA8Wp7B49KP//eUsLm3GZEHR6QsHb74VQFc2hVsAVdM6mI5lLuzsXWal4u0hYEilMa0yQ8bBEJy6NAKawvhfmbYOqZMLFv/RxbHG8sgDtfU358HO9/C394DG4YC58tV4kGcbgccMoR0LIB+OAPr4MK24nWPBxrKCyIhNyqK26ZhrYgh38fbfFc3mesYy+eWE/P1OmIQFC4j/J5y1bBBU9s/rO7CmasUc/86d1VZc8/voAFW6BnEfz5eOjdIn0/S3bC9ko4sjUg4ar34I0VMY26nvDoaDXn2VoOK3bv//lo0kRqQhpcOtzcx8PNfdQk45kNcNX3koAlQWgYfhNrrY40E7xyDfDEuyWhHKKNZChxk1CZ/DhFTUgMFYcjsKsUrroL2mdB924wfkzmKFZ946XXUqLhMUQi8Na70KoljJ2o/Mq4s2QYcNJgeGla+nYNFTd9CfcvBqkBASCLmkm3APc2yBcw7SzonA8zKOM1SoggiSDR8JArw6pddlx3RGocX9qRZ741aF8Ip/UFR4YnOBCBq1+D5xcqh6ZXS3jyHGU0xz4RExiUamL35+EwYyms3FmjlTJ3HfxpCNw/DraUwoqd0LUIuhTBY5/CDW+CQ1f7aJ4N/xgP5/635oVW7Ie7PoBdlYqgei7mQOlNeY/1Dk2DP55g8McTWgLw0WoY+6wkGJVINPSQibVaT7YzGpBPTWmJBDZRLb5djZiWVyJsG+yELAHThIoKyaWXWgwcGKBNG52JEz1kZx/8m+HDD0P4/TItemSakqlTA4wb5+aUU3YihFTCv1LZoiOOcPLaa0UYRgOvk4nhqY/g0qfV80oVkE2NYyzAGQCvBv+6SBFIXwbhlmIISTWnI+DC7Q0jZI0t8gCDgw5mztApzIUxQ8GbgVOzLPjLE/CvlxSB07YFPPJn6NQahk5WE+b4++C3w1UG7ccLVUQVYNFyeGsOvP4gFO+F71YpAqhPN3jzEzj/LwndO53w9G3w+79AZUzAqTIAT0yHdZuhX0/4x/Mx+/fjzVebUAeY0EVjQhclnLa0BI57QxKMWljoiIiFXKvBapF0f5KLIpLiy3aSpuOGLaEs/XlM1QWpCsDkW+H0AUqQ+re/haJaIvf1ieUrYOXq9HK1YAj++RjcfxcMG6H8JKEpEXJdh04d4eX/QUEjkUX8YD2MfhXMXBRBmEOSX+TYrUoSbz0NzjkGttoWF0eqYhWNEiwH2THh3ernHugQcfL9DA/r3DDmBEXSpEJKeOxNuOM52FsFBTnwtwvh1KNh8FVQWqneV5oGxx4OvTvA0zNrbNHidTBtFnzxKIQisHAl5PlgYA9YsALOuA0iUXUc0oZnroerHoHde9W9FwVemQ2L18Jl4+DGJ9Xfs5ps0QGFIeCajnlc0zGPRUE4aaMkZFlYusGO0nbsKIun7Ul8Lcvw5FUhpUAISbDUS2B3AqtnA/uo6ghE4aLpsGYljD4KjuhUl0dWg3teT8nkQ5FGb30FizfG3vUx6JpqgvLcVfUztn3hYz9ca4LEg8syqXY8LZARHf2bbG7vrbG70zesoYwoNiZu8ggjE3IsHLZB881H8mqFzpiekJVA7IZNuO4DePZbRSJ1K4TRPeDRhUpeTwiY/I76t2mr6p5vtsP05fDOOeB1qOvapQDGvwxrilXGV8hUU3R/RG0D8PZKmL0OzFix0Y/qTdaCxqyJJOTPyb+qZwwcOFAuWrToYA/jF2HOHnhgDWytDHOcq5SpxS2J2BnaUZgSzNikLgRUJnpTwE6pUrxTNmM5aYSTHgRrE/h8kJsDCz87+NkAN94G9z+UvtzphL/eAvc8AFUpDqLbDSu+VQ5TY8DSEjh6OgQTr4cOOFAvpFJYehkc1lzpWu0qhT+4VrMhK7n7hIaJ1wpghGyaay7KPunAN++1xrQETkNlDc27RRFF079RBnF8f7jxbZi9OjkS4XUAIjlyAeDU1Usm1fi5dBjVGz5YDi5DGeO+bWDptuS24CLWTS4UJTUpBV2ojjlJ+54ivpFSDtyf89nQ0Njt0Xdb4Z7ZsHJHhIHNSnltVXP8kVRSJ/aWNDXl/ZqQVmFZDJRk2GwdaYSTEFGk3EVWlsDhgM8+KzroekLPPOPnqqv2ZhTIvvhiL++/72fbtmSj6nbDrFktGTw4Q41bA0RJJbSdnGwL0FC2yASPCa/dCMP7K0J6bzmcvRk+dKU8z5qNwx3EIEqhIWizwMmSe91IU2AYYOjw8dPQqghe/hDKq2DUcerfT7+p2pLH4XFBTpaye4lwO9XfDKfYKK8bxv8Gpn+siKKoCZ3bwLqtKhMpEfEOXZGUcidDV8cXTFz/uyZbdLCxrhzu/RYW7jDp6S5jYVk+W/ypkZEYy2DFbJGFYjgT+8GXS9ie4hdZKPI7dRJog7ZJBdU0AW+9BSnSl/WO2XPgzLMzd6894TiwwvDV11R3iASV1Tfl33D+efU3zl+CqAUtHoGyRL1LgbJFVeArgQfGw/nHq66QgSDctDvAC80CRJMurcRNCKcVJVsTdF2bzexbCxBhDU1TZNFrd8Ixh8PLc2BHCQzuA2u3wQ1PJdsirxvaFcG6bclkjsuhvqcGPH1umDAEXvlU2RPbhsIcKKmAqhTtLocGDpEsgAwxOydV2WU15jbZorrCqjDcUwzfVIbZYOkERLJ9EcJCNyysgIGUGsTbzUsBYQmbE8r7bZTPsz1hBzZoa8ElYPJI+OfFdX9M7S6Bram+F8qeCZF8L3ud8NglcOHJdT+ufcGS0OoH2FP9TEk0p4nQLORODXu1A/8kgRA2E/V3sETNQeiYSgfJNomW5bF4Tn+2rOiCoal5xrTxsKZEzU3mbYL5myGY3nz3R6ELNVcSQmntidi4geqS/x/FPfv3LHcZmCfvXXTifo91oni3QdiMpkykesLQIvVRcZNWFHwP/1pbI7psaDaaN4pTBKjanYvQQeTZ2A4NwlosJQcVbdMkwhYq4gGIHSBTs3skWLGXWlWV6ujx/66Ef96nOnn06aMicfWNE4+Hx59SY0qEw4i1rc0Q3LdteOFluP2mehniL0LQhClLIZx6PSzURLwMmgs4vLky9L97wuKdUIhWF5g4UjIzbQzKI3lsur07drEH3a3YcFBsuz8MJz2gSsVMWzkmf5+pfG0zxdiFzMyZQJGY/kAqJDBzmfo9/je/3pQc4QD1NzMRSKCM789l5ptQd+jfFl49H1R4vyWDv4QrpteQg4YOlkNgFEWIrncqTzguehpGXWyd6mVaLEsHAXIP6RlLgIwZKL9f3SmTJpUya1YB69eH6dHDTcuWjvSN6hjHHeckUxDF5xO0batRUZHuMYTDMGVKRaMgkUwLnpyVwaTaqABFUL03Tuqjrvmf74NHFoF1HsgeqdtoRPdkEb0fdi+FYreKxgPVmjWnTFa2wpYqIv/gc4oQSo20B8OxiH0KQpH0ZfH1X5mlyKP4Oit+qMXm2Jkj+5YNZob7sgkHF11z4ZmhoJybIj7eDGPeU4LLtgRdSGxD4mu3l8rVeWo1A2V/4n6RBjgFCIkmBLYdy9bZS+YsAlP5FPEuZ2dNhOXLJGvXSjp0EHTsWP8ZhgP6pZOnoEjrY4+CRx9NJpBAZSk92khIJNuGV1fU+BLViGvtRSBSAqP6KALpsemS6+eAPsZGFKaWrwmCYQ/lzzSjZKaHDVq6PTnzL2A41d8NhMHnUaRNNOXvB0Kwekv6eMPRzOX8VSF4/iNlT+KEdFUw87qWlVngOBz9edopTfh56OmCaW0AXHxYBeO3QFDGk99skGD7VXabZQlFHoG6L7clODd2bNnO9L9hm2qfT30IPVvCgM5wZM/M2q4HAicdDi/OTffH7QwSA4EIPDrz4JNIC0NQlfRuFtgRB+AAAe3dMHuF5NIFpfS5JFloO66DZEYMPnr4jDSnZuxLKiAetTL7BT8VloTKWvyQJmRGE4l0kPD3vnB0M/jXGtgbgTHt4KtuO/nBEcIfKkaPaJRtzmLvwuZqrhdHZxQLURqzbbkg15NeKC+BvTVfLQveex8+fl9Fc8NhuP56uPPO+u1eMnI49DlcdVmLO3FeLwwdAs2LVHpvKqJR2Ls3fXlDwxNL4fq5ELBiZWyp5zUWGS1dDb8NQ2hMFfMvKsdpCcIOA0NG0q6FjArC29zgSXeAbAmbUqL5ZpxsJH1dUQuLnnrrQGZjnPrCikPXlFPV5Bc1TvzhWOjSDB78BLbshVN6wKrDBXNwYQXBCENkF/AWyd2TmgM5scmaDTIb2IWa1CXdazaqdqEGq1dH6dp1JW63JBSSnH12Pk8/3aFeS8QOO8zBuHEe3n47VE1uud3QubNO//7OjHZRSigra/j1B+9+Bec/rPTL7EyCAhLYBeYKOP106HEJPNkX6I0qd7NJb7thAMuVyGgmseOylAzSxIh/KmqzJZrI/Fsm21cbdD19wt00aWscGNYe5p8F9y6CVWVwdAuBe0Alr+cG8QwLgV8jFIGK51sk26J8IEsgy0AzwfahSt50koMkNkl+EShiu2NHC69XEg7DkCGC6dN1fL76s0X5+XDjtfDgw+CPJSQ7nVBYoKQIHn8883aZMpcaGhZugTNfgV1VYMYyotNQCda3cMYFMPF6yW09gZ6geZx4yGxIzEUOZJSM7YHCFoQSMoNSs4R+EjLYDEFmkjqTfbFj5c9pPm2TLTpoGOGDeR3h3mJYHYEWngrsZl/h0MPs8efy7erjsO2YA60DbQG/gKiECqGyrBOvf9yexK5pIARX/BtcEcj2wtv3waA60F+7YxK8u0iVWsYDxm5HLICTYQ5VEUhfVp+4bzfcvguiqfp2cVTB3m8j3D5kMS3Pi2Ji4EjpnmBbsGdd88zbU9Ots7GhSROpCT8LQsCYNuqjoGHTnvkEWOIOUuEUPGAYmR8Yn0S6RI1zNAKYA5TFJvQhVLplqqMvIRSqebn+85/QqxeMGKGIHE896MTqOnzyPjz2BDz3P9ANuPgCmHwRbNiYeRuvF0afWvdj+yWYswWum6tagu4TPyin4r3tUTxHVCCcIJAE8eIhhCYVAy8t1aVgx5QOqktfJmRanKAvkAiHFnv3pTgwntiLJ5ww7kyk0r6gaUojKTHrKC5m15SJ1DgwpJv6xCGlihzNiWWr/N+WmjrwJLhBNqfGsToe+ALYBYYDzHDcy0pOA7FtCIcl4bDa8NVXy+jUycWVVyqtIZ+vfl6qzz9fwNSpAaZMqYqRWV6uvtqHaWZup+31Cs46q3Yxx4aAtdth0gMJZRSZTmVM2N+Mwrxl8GkOVOvSxjX2HNQQghHgWVRJY6b3xH7Otw09nRjyuGL3xS+wGfHSOn/CpNHtUmVuFak6Ok1okOhXBC+PSlySw5+khw9dIQwnXLtZz1xW4FS2qDor+0jUvbxBiU9HwyhTlMxnq+dcQnlM3+3TTyWTJ1s88YSBbUNuPQkf/99t0Lc3PPQolJTA6afCDdcovaOsLPCn3L9OJ5w5rn7G9nNRHoLhz0FFovlP9U+iwGpF/C79QbIkH+K9Q2wMzLATYEzM8gAAIABJREFUwxWJifCCDEL0Azdyi1Frf+n98V9cRrL/A8qfcRhK0zGRIIpr4/0UZHlUW/hyf40Gm9NQ5WxVwX0T4U2oO/T3wCvt4t/y2MHxfMl2nvJuV+VsidCIaQgKpd8VooZIslCZjjuSN4maEA2qazzsKvj+eWjbTL2bDhQ6t4TFD8Hd0+GzFdCxSAlq/+4R2JlCkjsNGH/sgfvb+4s3y+HOXYqHS9K6iyPW4KXlOatxFITQDPCTRS7l1b2mrIiGFdVZ/UGf+j+AOGJjri3Q9UvQmEmkg69u2oRqaAgGk8VlNOMGUUBhWys2AUitISI5upYFnA6MB2tU7Htq5EWS3r3EDxdeCK1bq0jYueeml5nVBdxuuP5qWPI1fPclXDZZGdjVayA/LzkzKisLRp0CQwbX/bh+LqoicMfCFAIp3jpdohxZE5iPui5Cwil+cNRcV4lGqSygMuLDvyGLso+bseGmHlQtUh6sYStxt1RkmrsJqUijxHU8TrjnDEXuGDHR8iwnjOkL086DbJfSWMpyQadmMLhr5n27DVVjHd+v1wkPjIP3L1OaSQIozILbRsGUSTXrQv1mvDXhl0EIOMYDNxfALUUwoB3gI/NNkWhXnMBJwBlgnwj0rAItNQwWN2A1GwYCkjvv3EHz5kspKFjCyJFr2bmz7hlITRNcdFEWixa1YNmyltx6aw5ZWRrLlkXo0EFPsUWC3r0dnHuur/YdHmSEInDPaykETWySnNg+mzVUZ2SYx5A+69qD0n74AZgN3ATEOqZptiJqfipSy2i9bnjoOvV/V4xs9nlgQE+Y8Sg0y1NR3GwvFOXDhGE1WkeJcBhqohZHlgcuGQdf/hcG91fkts8Lk8fD9PvV32tC40QP4eBKkc2ftGzOynWgtbFBS71pZbIt0oHjgAlgn4LKssvk38jq/wAqS/ullyQFBZKiIjj6aFi9+sAeT20YPxbmzYaVi+GBu5Xo98qV0LVL8vvT64U2reGG6+tnXD8HpgX/+jKlpCse2Iz7ozGSjw2xxUeQMisRhMt9hPb6iG5zEJ3jJHRnDpF/Z1XvZ39KhlJ9EI8L7psMOV7lI4GyRR1awux/QMcW6ntOzB79YRR4MzSo0bVk+5L1/9k77zApqqyN/2517snDDEMOkgRFFBHBiLqYXVkUUdc15wimz7CGNYuYc0TUXV2z6IqgiIgiOUhU8pAmMHmmc9X9/rhV09VhgBEU1Hl5+mG6uqrureq+b5177jnv8cIR/WD+K3DiIMWXHjeMPAa+fFxx1a+V6tSC5qEtGQynBxc7u5OfW4lIDtm3fqsC6AEcCwxEOZM2kvrstDlMaxugx0goOAXG/GfXRsR2aQ0vXQk/PQOT7oKDe8LRfRNNNL8H2ubB/+1GZ/N9pdAoO2mZdJY9EgVWgrYqRnbvajTzOa/jopo8gsJHKOph9dReTH/kWIJbM35RJJ9LA58Zk6EJ9feAdkr7Ncej/teaWqs3t3td0CYH/tpbpc65NDh6LzWn2pm5jUQQw9Hs156ClkikPRQOIfjMn81Jx9axbmomRlBDCql+6ZEmfrF+1GryiShyqwWi6oEVCIBMk4IQsW374AMoL4dLLoEXXlDHnH22eu/9lQ3w51+CG29TbVpwOmHM/XD5xXumA8KQcNMUeH4+hN0kGj/2CdtyYBkq4fbCGBxnIAr0FBeuRCMQy0CbnENwegYR82HkdkJrP2Tkw6YqqA8r54xDUyVHk1fRPBpcfiS8Mw/qQnBED3jsNJWrfcp+8NZsqAsrB9JRPdW9HdYP5hYrx1K/DvBzGRw8Rq3ERXS1Mud2wGdXwrIt8MFCKMyEq4+Ew7qrdhfdTkIFBVCke+/nsK4CDu4KH+7C+9+C3w4f7wdD/wbLPgWjCvXbtVIn003MvGYAXc8sKA9BdRR0SUaGoKHBIKWsG2olWjdVDKdMqeOII37mmWc68tRTFZSVxTjllGyuuaaA3Nxf9wH6xRcBTjutPEFwW9Ng9Ohs7rgjF7d7DyQj4LH34a7xEBIkBoJbuiMSpefwE8qZfZL5akViyrSFADi/AvdEJXILinOy3NBnX/hxpap25XGbBliycDVqYnXxMJjwLZRVwv694NHRMGg/GDYEXp8AJRUwdBCcfLiKVC35EuYuUzxyYG+oqIHvF0JlrRLS1jS1mv/63Sp0/83/qfcX/w1OOlwd9+2rqVz09Ytw1wuwZBX07gpfLdgFN70Fvzmez3Gy5S9Rpk4Go0SLR8v5gao0B3hAd6CcSKtQDtSYqiaoxnhqHoSU8TSkOXPg0EOVffTcc7B6NQwZAtdfrxbgfk0sWgSHHmnabyYdaRqMOB2eeVIVTdkT8e4iuOJDqNdNc9UahxI1yRaoaPkFqEfBocAZQCGQYmsK9IgHY74H7wsC3eQYIZTj5+iDYep8FXnp1BSHZGbB1qRHjN8D/zgWpv8Ia0ugR3t48GLl5Pn7X+CNSbBqMxyyjxLP9rph9b9h0WqVNjSgp7L5Zi2H1ZtVe1Yf7rkAenaAVz9XGpHnHgtnDFHOo08fSuWi2S/CXa/B90ugQyHMmr4r734LfgmG047le63h8VUaNbU5oEkM3WE6LWxfngMoQGWATDS3xTDLc5H08FXO1JoG+Nc4+PZHKKuBojwYdToc03/X9D2mw+G3w4pNcR+LJqBjK5g9RjlBf2usCsGIlbBQJz7Xsca/hqLd/0FWh0paPViCcCR6hwwcBMkgGnGy+qveaqNQh3qcSn/WrZnp9UlwapDnhYYoHNoJHj1eZUW8u0R9k2ftB/3bQVk9rNgKnXPhxTnw1Ex1DECGS1V2278NrK+BY7vBZQdBni/OxULAj1vgzq9g7ibYKx+aO5RVOtvv1xXTUp1tD4eUkgWGzpJqg8uLXQT9AjagJgJ228fy7FoDylptLoW3zoHrrlQh0tuDw6HCpO16RfvuC999p0LCfw1EIlDYEWqTwswdDjhzBLz12q/T7s7ivu/hwRmmILEblf6RPL+MAR+gvpuronCIAR5wuqJk59U0hmhbkBEYt7YNmzdpjJkoCQRh+EC4Z7hGth8+ng8/rIa9CuGcwfDBfLjmbetg1f59p8INx+389W2qhqemwsy1Kspo1NHQbSfLIQvRUoXk94yl9TB/M9z2PWwUQCUwn8QIAIuHGledJGwN46qNcNd5Dv77ejGLF29fpMLjEYBGOKwGldcraNPGycKFPcnJ+fUcST17bmTlytS81IED3cya9SvPGn8h3psG5481dYisSpDpNNmmozjpBJQDyUvcKE7ePwwPxKCHC+58Dsq3wtGD4eHR0KkdTJ4BX86Eonw452RYvAqGm5ERUV0Zcuf/FZ69ZecXAapq4fn3VHtd2sF1ZyuH1M6ghYt+31gdk8ytljy6SjBHFyrV5AdSU92S/USbwV0MFxwCWxbE+Owz2ZhulAgn1qDweBSNRU1RZLdbOXDmz4fOnX+FizNx/EkwaXLq9jZFsKl4z4xmmVUMR79g2kUayjZKHv9RYBoqGrI/cBFmoQaptPaS9w/CWWvgknZw02uwfhMc0Evy6KUa++4FM5bAhO+U0/rvQ5UA9lHXq8l1KKIiHo/sB5/c17woynQIhOD1SfDBt1CQDVcOU+feGbRw0Z6DCiI8E6ngjUiAupiLrSs6IA3bQLPPteqBn8FZCo7ZEE5n1iRrEpr+Ar8H7r9IOZN2Fh/OhPOeUr97OzI88NXdMGgnn5XNRdSATguhLAqGi9R7ABCWZP1UScGIUjSPJIdqHOgJuxkxge/n1oSmdWN9peDADpKHjnVS0gCTVkJhBrTywXUTlY0RM1SFtVGD4YGhze/3pJXw4ly1yH5mX/hHv/RR0NtCc8dylwGt5O1zT2puV7lUvLlHcEaLE+l3hIJVUGGlSa0E1hEXsLFCg5MhVUrvJQ544XblHLJWRXb0q8/MhNdegxEjdsVVpGLlKug/GOrTaFZ07gjrmhlKHg7DhImwrhgGHABDDtv1kUy6AbmPQr0948aP+j7sbbUGOgIOCe0jNn0SSUZ2PR5vWO1v5lhHNmbzUDs3z/tLiJhrClEkt5PPxaQXZ9hUBR/OV4FOw/aHLgW79lp3JVqMpT8G+n8KC6xV/2KUw9puXKXTQpUqSu6ygfW8eu8qQiEDXd8eF2nYQ/a8XsFddxVxyy2td9m12BGNSjye9Wn74/FAKNSlWefTdcmkSRGWLo2x995OTjjBvcvFw6WEHuer1fFGWNX07BEAHYEu5rY2JGol+YmnK5opuFoV3NYP/qNBWUx9CxEJV7SCR9um59TKGnj/KxXGf/whsG/3XXqpuxQtXPTHwJkr4b9WgYlyYAnKaWSN4XTVdqSay53XWfLBTTECAbWYFeciB9tTe3A44Jxz4PXXd8VVpEd+a6hKE13l8cCGtSrdbUchJUyfAbPmQsf2MOzkXyfC/NiX4MuVtg1WlLbFFzpKCL09VlG+xEhIr6TR1BFAGEQdnJsPPxc2sFw3cKD8UCe6nLyR6cOVhowagvDBdCiphMP7wqA+e2ZEO7Rw0Z6GydRxPVuox6C+LJvKtUUgUc4kQ6Q6qg3wjwe5XlVNbIQgVZPQ5pTweaD0A5UquTO4aTyM/SR1u8cFD/8Drjt528eHozBhLqwrgwHdVPW3nRkrH1XC31epinVAPLpQgBAGGe2qcGeHyHHWoAm1k4MY2dSicjKUDpIhNfxucIsoGoIYksNpxV30wWnj57J6+GCZijY6qRf02o1zoOaO5c4DCuStc09pdjtXiNf3CM74/cZQ/QlxQQ48U6XSFeiJqtRmhU+uRBlQ9smPuQJXF4PnnGol94s3YN069fH8+enFY5NRXw+jRkFJCVx4odIp2pUoLEgVWbXQoUPzzrVmHRx6gtJ7CoVVqkXfPjDlY1i/ESqrYf99VITVL0VpFZzwH6WFlOAwCqCMIQcqbWQISozPCbiTZ6WChtpMwkEvbk8YGXUSqfOjG04e8BQjk55SD1JFO2LMophV1NKFLM6lG73IoX0eXLOby3e24M+FK3rBqDmqEiGdMKuYmB+uQTm4k7lIKmPlxdmZPPTS3iydWsqiRUH8fsHs2QGCwXSepERLJhSSPPRQGdGowZVXFtCq1a59hDmdkJUlqK1N7UtBQfOWsCsqDA47rJJNmwyCQYnPJygq0pgxI5+GBti40WDffR3k5v5ya62uDs66J8mBBCpk3ImavNWiRIbbEg+uSJ4fB1CTba/5eUilbjxYD9KbaDO/VAE9M2P8lF3DD4Rpj4NryeFIvOTnwKWn/eLLaUELmo1LW8Nn1dBgoBwSQ4hz0XrzlcxFqCiVN9cLrnvBiT5b57vvJNnZgu+/dxAMbn9M6jq8/bZy5Fx7LXTsuN1Dmo22bdI7kTQNsrN3/DzhMBz3N5i3AMIR5YS67maYPgmysmD1OuixFxTthG8+FIIbPoSvfiZVONfyydWjFtY6EHccJUe4h8xqWBYXBUGG4W1nEJduYDdZJ0ZjPBBqwO+rZBrVZOPkXNpwHHlk+ATnHvvLr6cFf14cQXySk9m6loyCWqIhN5EGNxUr2pMSVqNB4FzI/xEGrIB5P0EgeX5A6vtIFG57FR64aOccSR0LlMRFIMlh7nZC+/xtH7u2FA75JzSE41F7+3aEFy5TkU37d1YaXzuKqjBcudJ0IFnXG0LZHg5J9l5bcXijCIcqKmRBx0k1uXgIo6HT4M4kkzp0gglrkj9Qwh1sIEYtufg5mX70y+zEFQN3vI97En7v1dlaIpF+RwgacOImmGMbUQ0hYBNqdaccpQlgT2mzOWdO7wXvmQb+5s2wzz6qIsmO/gQ8HlVxae+94a+nwDXXKEHuXYG/ng5ffJno1PL74b234MTj0x8jJbwyHh55ErZWwOGDYf1mWLychPB0jwdyC6AuoCaJug6P3Q2XntO8PpZuhX/cAlOqweiJWr1Pt1hZhXIiXUzcA69JaBdJU2pbQswBYWVJuf1B8tuWpuQH+wnSmY1IjMbiJm407udA+pNPmChuXGjNLZP0G6Nlxe2PAUPCed/BB8Uq915DaXXJLSjOKUONASuNJEnYf78usOgp9XcgYNC791I2b44Si9mXrCVNRQO43QIhYO+9/RxzTCbXX59P+/a7Jt/2hhsqefbZWsI2fR+/X/DQQ3lcc03TM7dPPgly1121FBfH6NfPhdfrZMqUaAKnORzQqpWX2lqBx6Mmdzfe6OaeezyIZiz91dfDpZfCe99ArCsq8sh+6yxEgBXAaBJX+1uz/bIabqB76n6aO0brHlsQDtn49foQPEgeZ5JBCAM3Go4WLvrV0cJFCndsgLFbwCnUEGiIgbEZ5UytZZtclOeDyjvMjyQMGgQLFybqRW4LVpp/jx4weDDcdBP02kXpI6+8CldfRwIX+Xxw0QXw9JNNHzf9e7j1Tli2HLp2gX32hfc/To2SyMtTOmYej1p0O2s4vPxk8ypJxWJww73w4v8gPBDFRenSV3TgK+B2Eh1HrUh1JEFiGqKQuHvXpXKR0NkrZx0eTSdqTkh9aJxDEdfSgTAxHGgJUQt7Ilq4aM/DLAJcaCpnRyREkNQFsqjdko++xZuqlQR4BPxvXwitgDPuNJ06yT+9ZP+TUxWJOG4g3DISBvdufl8r66DTZeZ80GpGQGE2FL8UL2ABiuPGfwMPfaz0mSRQG0isOCZcpli8RznbHzwTrm1iHmbHc1Pg+tUQ7kncCWyD0x0hq/dWNHNRPUvU4kgWMgcMBAH8dGVtwikcxOhEMRpG43Y3Ts7gIIbQEydOtN081ps7ljsNKJQ3zB3e7HZGiZf2CM5oiUT6HcGnwdSOMC8EP4ahuwvOmQnFVuWA1qiBu550WpF8uQbGfgftS+DJsSqUua5OOVV2BOGwes2bC0uXwquvKgHuKVOVw+fvZzXfeIrF4NyLYPKUROHIzAx45MGmHUgAd9wLjz8XF+Oe8AVpy1mHJZQm6UFdd6dyOJ1wFBw6oOnQzWgUVm2A7EzY/zTYWonSE3GiJssWOVtpIDqwFEiuMmIIqNcgw7CJzBlkRAJc+f1LjD3o/5BCQ9MMHGmiZQsow7BtVfp0Bk8znTwqaSCEFzcnciDHsT9iD5/AteD3DU3Am4fD7TXwQzm088GDX8E0y2ndGhWFt5S01TRWbIA7X4f+hQ08+0QJsZgDTbPy4azfbtO/4UhEnXTRogDLl0cYN66af/+7A9OnR9B1yYgRGQwYkKaMzjYgpeSWW2p49tkGpFQDWgiVQnfDDdlcfXVWk8e+/noDV11V3SjG/c03EeIlXeLQdTdlZervkGnwPfpolPJyB8OHOzjmGIHDkf66DQNWrVKTyONPgmVLgL4ozrPEK+23T0cJCXck9XlQh8pztnGUTwYYHXyMR303EhZe0OK0ZkdG62qMpMpYQST3sZH3qKScCC4Ef6M9V7DXHj+Ba8HvH/d2VBFJX9dCrgM+WwmvR8w1tGzUb31p+mOrgjD6YxiaD688AZs2KSfKjjqRLCfxsmWqits778Cbb8LipWqR7qQT4aghzU8Pef5FuD6p+prbDeecDY8+0vRxU6fBycPjYvhVC2HBkjQ0LJTWGCgHEsA7H0F1HVxwNhx3lHIupYOUsG6D+vuqu+GLKSD3J85FDlK56CdUpJhOotOoDsglkYv0Bq4ufoZX2lxClSs/VSbARI6nGkTcgQQQxOAd1rKahWyhFg3BoXTmYg7Cl9Zb1YIWpOJg/MylO99Qz0I9xtg6QYN04MiPotc7oDa1GkVEwsM/gPZNkl7ZNsa+YZjpZD/Alwvh9CMgN1PpGJ12SKIDKB0iUbjoWTWXstJxhYC+neD9m1KPv/d9GPOJijxKC4e5tm1ArckhN70DFQG46UTITBOVVFwBL38HD3wKxgjixQ6S1gQ1RzRhchOSXvwEErjRGw5y1Nxv+GDw31IccHlUJjiQVHdr+Zb/MhMdBw76M4ChnITzd+LeaBHW/g3wR/Nw70q8vwXOXaSilAD1gF5C+jKIDeD4BvTZ2CKU7E/6ZkAoknQ4TTEzh1qRe/xRuOySHT/No0/CnffEDR5QBtwxQ+CLCan7V1XBpK/UBOzy6xNX6NTBqf3EgzIi3aj0P1Pw0elQjrRuneHrf0N+rjrEMOCdSfDIeFjyk7rOaBSkARyGEqHVbOeP62+CD+iKMpLs+wEg0fwRsnzVRFweDt44m8e/uIkeW1dx3+B/8tCgW/FpOoXdiokmfSU9+SnlW8qkjkLK0WxfthsnpzKQ4zgg9ebtAWhZcfvjYuZGOOZNU1AVFLUsJK1Dm6jEsa4C/ectiUtgvwguhABNcwBupFSOn6uuymLMmO3EctvwySdB/v73ShoarP6o/3v0cPLTT21SIoUCAYMvvggSCEhGjaqhoiL5OuzEYMGrlh41hyIaQ4kmaBpkZAhyc2HaNCddu6rjpISJE+Ghh2HWTPXeMEzHf08Ux1iOc0t/wTLgslBc5EClsiX7crwGOVk1hDUPffTljA3eyMGxWfzXPZILM8bhFuDaJ54ZZKFg701o7sQv1UuQtmxJ4CIPGsfThv/jN1b13EG0cNEfF2vrYf+JUBe1mUKrSK/VFgPHUtAnk15X8hdAaOD0KLshIwOOPxbefWfHhbAXLYJDDk+0iwBycqB0U6pzJxqFL79SxVPGPAFLliWdMF1kkAPIQNksUeJVNgVkZSo7bPJ7MGD/+CEz5sMDz8HX0yFqpuvEYsDeqKhFezsO82XpeO6F4qAiUrnIbZDtryPictM5tJ771vyTU8o/ZXbWQI44YDpuoLB3PeWOxOW1jlnF+FyJN8lFhC6sT+AiFxp705q72DPz/lu4aM+GlJIhdQ0sjBmEAL3Khb7ZCzJpUK0A3ibV5kmUdkyF9Qx3xd9n+qBNHswaC/lNr1/xr//Cwx+pSsoWXA4YNhDevSm+raQKPp8HV7yiqpo2Oe1zohzvfhQvmAaAw6yK+uFVcOy+qr2bP4HXpqk0OCMG9AYOsl2rZl6bQ0KrKA5flJzW1QkFhZxE8dOAy4jRtXQdN7z3JIcsmcmY4dfzvxOOxy3iodydWI/bltDqJkx7NiWMdSdOerMvwzmz6Zv2K6K5Y7nDgCJ53dyRzW7nZvH0HsEZu82JJIQ4HngS9RN7RUr5UFP7/pHJaVdgYhn882dYEwCvAeUrQU+qdMZ0VCjxLjKSklzBjfB6oHgbgo+r1yi9oj69lZGyVx9Yuy51P02DVq2UUbRPb3h8DGwphUuvVI6rSMRcKXSiJktOVOpGGOU08qMMlyjQjUSPeBjYYn7uAjLB74D9usHJQ2DsG2o1Dp+5fxBlCHVFkaQr6XyY5+qKEoS0HgR5xHVJzH06NGxg5Xs98OqJ3q+t3lYUXriV3Aq4/+gaHtWqCJvKSH4EnViFTPryOrIed5ov1I+HJ7loj4xG2hONpeZwEbTw0bYwcyPcOgUWloJPQNky0JOrQm6qgUUlSp2+8eG/M8RkX2rzNf7l9wtmzGhLv37p6tfDxo0xyst1evd24fVq/OUvZUyZkhp+4HYbFBQISkp0Ond28sADuRQVOTj1VBVSFI1KM6rIiZqVuVHEY9WytfoUAU8OCRaUBMLmtQvApeF2aPTpJRg+HF56GTZuIM45Fm3koyZtFr8kD/UOqGgw69bkEk95M9vNErX87O5JG1GacGgQL4WeciJbM3nlQriiVEVz6oBfQE73EnRf4n1qw2b8BFO64UbjMw4lcw9caWvhoj82VtTA/y2E6WXg1aBsPehbk3ZaD3yMesbvalPY5lDJzIA3x8OwU9PvWlYGGzeqlLisLLh2FDzzvK1LZpCmz6dsq40b1f+33gxHHwV/OU4trEVjZmVdB0oo34MauEGzL5koDgihhK2tYiBWEOg6GhfZyFZ2WK8OMPx4mPA1LF6B4hwXanIp1X4cYm5P56zKRXGRRcM+82WjQY8RYtaag+gXXpJwaIPmY/++i1hV1YP3T4lxKQEiKFPPB7TO2ILXXZswly+kjDyq03CRg0c4kfY0Q0zqN0ILF+35CEjJ/cEwb4WjlEchuCoDYmaIXAx4H7WA3xSaegRaGoXCto85jtxOuPQ4ePqyxEPKqmFjBfRoBz2vgpLq9KfWBPTpCIN6wlvTVIRSo7MpC5W5EkH13yqs0ZZ4KpqVXbHW7GOG2v/AdrBgg+k4yiBu6pxCmvmRhM6RxgWurLwaXO5oY/SRpsdoVV/FzFuPJCdQG7/G7AL2uWchvfNWIYQkiqQDm/ESaNyniBIyaEjjH3cymlvIILOJm/7r4Zc4ka6ee3az27lVPPGLOUMIcTdwCUoEB+A2KeXn5me3oupl6sC1UspJ2zrXbrHshBAO4FlgKLARmCOEmCClTF4/acEO4ITW6gVqUX9sa3hwFtTUmtEzy4EpNGOe9gujk1CaSS+9CgsWwcLF0GdvuOMWZfCceoaqxOZ0qLDsl55RxlA6GAaUmz/vxUtVeLaUShQyATGUcWIZNgUklpTNJDUgwIMybHJQjh4JAQEzK2DmsyhyPZi40RNBPRw6meeyDC47hHlO+4iqMtu3wj8DMOuTgSkOJID8UCWskdQIQcVPObzX28Nb1FGLwUmmzsgbrCZkW+JwpQ3xgDBBVrKUDDJpRydESzpJk2jhol2LQR1g6nnx9+Onwy3/gdIykDGgKgQL7dFHlqVi5YcmY3tc1HTMeDgsGTeujro6ybffhujQwcGtt+YyYICbESPKmTEjjNuteOXhh3OZPz9dlQGdSESy2RSuXrs2xoUXbkXKeDpaHBYZuWn0Tts97K4MMy0jyfvscqiKRBkaSIgIwcJiWHi3eXh3FGdZWi4bUToiVspIMhdJ1Gq/nYuqUcaepeMWhi8yjktxIAEYhkar9RUUxzKZNBXmnArPV8CGCJyQDUWebEZRQTAh6iia9ltyIpnJOtrjpwdtWlLbtoEWLtq12DsHPjky/v7zVXDtF7C2DAwdFXnzHpBu2KfFL7eL6hvgtdfhu+/0h+RVAAAgAElEQVRhwqeQnw+jr1PakhdcBB9PUNFF0SjcMBq+/hZk8lDRlYOouFi9LS2FW/+pbKmamqR9DdT4t3gjE7t/PS59YG9DopzPAaBz/DTLI3D/K+Y++6OcRhbv/ERiWqxB6jnzSNRjsxblfKjbGYXntlye4kACiBpu2v+0iVVaDx6a6GTBmZm8GI6wQjcY7HRwmKsD14gVhGw5Ml7CTXCR4EdW0kAeXemIqyW1rUm0cFEq/EJwv9/L/X4vDTrcGIBxJSoVjYmoKKRtoSn6sLaleTRGYvDa1/DVEpWWdtEx8O0y+HSueh+JmlFFTcCQsKRYvVJQTzzV1+IGL6laRgKVNu+lcXzPq0KlyfckLl1pTWuSbRK/TIjEqqvKxpcZwOsLgYBhcz7jX+/en+BAAsirq2ZrSXuWVrTinu6bWC8CtCeHxSwkYs593ETS3FKJjzCrmUlvDsNFmvy7PQgSQWz3CGs/LqUca98ghOgDnAnsA7QDvhJC9JRSNil6s7uWBwcCq6SUawCEEO8ApwJ/WoLaVdAE3NxfvWpDUPgwRKbTTEMpUZtEiVGLuAC33cOsJQ7h+ga4+34VZCAlrFkLX30N2TnKKWQXvD7z3B3PZAmFm9AUEMQrEbmIl7a2PkuXUaKhSlwnG1FZKJLsSeLI8KKMJ3tfretwo4i4KfmVeqACnFuijBT/JcMIxI+3yhBrsDx7bxCqVsG49XBHby/9beRnkEENET6iGKdZ6tKLn3BSskk21RRSwWdsRiLx4WMEF1PKd6zmS3QitGcg/TgHL7lNdPpPhRYu+hVx3uHqBZBzKtSuqUqj5G85kpIVeCwesrSFBJom0DQzhSKlzFjig1jXJc88U2f+DatWxZg9u4wOHRysWxcjEok7gkaPrkbX0z3IUwkqGNyWvolVotHKLbPtmG6VXghzZV6ov63PLV4pQvGaPUWkM4rPrVtmcZEL5chO5jULDSj9kXLJKV0/pWPeBgwJmp2LBESEi016exDw4VL490h4ur39RH7KiPEQNeYcUJKLnwZqE+5WBvUUUcq7rDO/KY3rGEoN6/mB7wkSpCt7MZRjacVurMm756CFi35FnNgdTrxa/b3Pw7BsBr8g+kjH4iIhwOUSabSTZOJYNvH5RPhiUlxD6aJLodte8PPKuN4kwNjHVXGy1CIcqb0JBs3IozRdoJ54pJHlsLFgj0q0IMz9C0mkUg+Kc7JI0VGjN/G1bKtdSxPJclinqzoVRkVDrYfD875lgJyHjobDMBS3mZNVryvIIq0fCPixHPwRjfv99kmhh/vpyj2sI4pER5JDNpIwMZtjyUOIVpQynfV8j8DAYCR/JYMG5vApDVRRSGcGcxqt6ZKmw386tHDRNpDhgOe7wJgO0GoKROexY4v09jFsj0BKjia2Pe8DUVixSb0dPc5MaZem82pnEUHZDFZ79vmTBb9tuzX2i1BcYOeJTBKdyZaUSIZMOqcgWJ9BsD6DrKp6Hh5/J60ClYo3rGtywOL2+wIQinnpH+zGVSaPTMXHO8xCAhF8CeltLsIUUYqGwWLe4kfG05eDCDObMOVksTfduIIs9m7+vfqVsIdpIp0KvCOlDANrhRCrUFzwQ1MH7K6etwc22N5vRMV+tGAXItsLx+wFE+u3t6ed2UKoEBrLA2MgpYvOXbyUl3toqNfiu5uRnAnQlJp/45mlqggSDqc6jKLNzGBJm3lpzTEhfYWPppBuouUk1YEE8eusRUUvWdfsRa3oWeSabg5qQG5U59OqY9g/Op9MfwMyAOg2vTkdihrKKAiXs9VXSANQE4Uc2/VoCC5nb86lOyUEaY2X9WzhWSYSMZ9eXoIUUIFAEjHFH6KEmcht+Aiho6zddXxDCQs4kWdwJSxP/inRwkW/ES48Hp6aGduO49j+YRCVd6qjvCo6UropLMwlGs1m61aHbX8H6R5nup44GwsEJD//nEo84XA6r1DTHW06C9z6oBkRNx5SnPGNYeVNPaGTJ65uVBRBOk62dc2jS1498DxOLfqQTBpgK8iojYskeGSEbo7V/Gz0QgdK66EoKSr8UrI5lyzWEqUQBzXkcwnzGiMCnERNY04Sshl5L/MmuQSImtuWs4zVrOZqriGnxandwkW/Ea46FK772HJGNwX7II8CFaiB50bZRRo5OT68Xj8bNiQZH8nDX4IeA902Nhsa4MfFqa2GwqS3JZoLOzXuKNLZRRrKsZRuoUwj0cltbcsnPjG2FyCx7xaDO7Pv5UbvQ/hkAC0EMmjjIgO0mKSvZzHTPUdgaFBcBwVJJsux5HM0eawjRBYO3OiM4jN0IqZf3GicWEZsxPkp4ymgBt3koo0s5yPGMJz/o9AKxfrzooWLdgBZTjg6ByZtrziRtdhTiTJrTHPFWQCx5Mgfu8ZhEvTUQmY7hx0xU5IdS1bWRTKSHd+ZKKqUqQ51AE3XeXTGTWRr1RBRker2se9tCOE0IkiXi6C0Goaj6M1h9KSUGmI08DYvm+Na0oaSRuHtGEEyqWMr/23UTKpiDvNZTH+eJ2sP0mrUd08k0tVCiHOBucANUsoq1Lifadtno7mtSeyu2PLtWuxCiEuFEHOFEHPLy8vT7N6C7WHGDPB/Bq7UIkEmLA9MFbAZ2IQylKwDFGPpepR1a0M01NeglrIDqGWuqJp1SJkcvJSCndbOZRuilDrKUEmX1qE3sT1dP4toOqJIQ03q7GO9FXFDSaJW+u0kL5UWw4IenzHQmE+mbAAXCCOVk7Niddy8dgz4oMYBbabB4+tSu+HHyV5kkYmLfejEVZxIJwpw46SIUILAHCiRSSd1jQ4k1S2dCA2s45smLvZPhR3yHrTw0c5hyZIQtfO24ItFtpERogNbUTkSP6EES0z1VnOASxlmy5ZKtm5dBxQDpSjeqiHOZ5bW0i9PP1EQza6opNDEEmE6LkKmfwrnsW0uyifRwVRAogOpLqktCU4Npp6/hJEdPiDT2aCO11O5yEOIRzJvbMzM6/IkjJ6U6jjzIuiNmwIcdCOT5+jPAeTgRaMdwRT/l4aOn9pGB5LqliRGlO/5romL/VOhhYt+A6xbBys/gOwSmrCALR6pQ3FQMco+soQ/rIGsU14eYsOGKpTdVAfUgAirz+22EewcFUGClNqOHUCqs9mCmnOlPya5n9moVNim2kjmogwSIyuSuQhlRo0/dCv/zHmADC2AZlZ1S+YiN1FeqL8c3GA44dCPYMQXEEmatDsRdMdHEW7y8PEQxzOADnhxUkAMZ5qwrhwqGx1IFmJEmMlHTVzsnwotXLQDqKyFA1eASLfYY5kgdaip+AbiOmIGEIHYFvOzMuIRffZ0sJ3kjG1CJv0PTfOCHa0BkWYnF/G0VSfxgGxdg6hIOK8woEvdRv6x9D+4MCCWOvY71mzk9BXvE3TCsDL4tCF+AhcOOpBPFzpyIVewF93JJJZEX5JcalLmRAZh1vDidi7yt4OKRHI0+wUUWGPPfF1qP68Q4ishxJI0r1OB51FqwfujVmoftQ5L28VtYHc5kTaiMiotdEA9pRshpXxJSjlASjmgsCmV5hY0iaeegqFD4cP3IFpJ6s/Aiao0tm8NOIO4XPYdkvMu7H/HaDSiZAR0M8TInhKxg/C4VT5/MrKzwZ8UAu3zwV9PSmNIWcEIIdQ8sp5ER46ZPeYzJ2SZPujVETone9I9xGVM0o0KDbQ8VGinz9w/+cFRj4pWikKmFuOs3HUs6/s9XVa+hTtmpp2lm19K8EQinP/T65y16j8QDREy4J+r4JvKNPvbsA8duZORPMdl9CR1nLibsCJdVLOFJ5nJiSzjVgKs23ZDf1xsl4ughY92BhMm1HHwwesY/3o1DZVpctg1AW1yoZMLtErcbntaW1Nx3qAGUwjFSdWor7IaZalVk74sXHo4nQbONIag263h8yX22O8XnH22X018Ei8kqV9WXoZtswC/uZKemQFFRXDQfiDsxGlpcSenoFgQ4C5ERQ34UMZa8mpmCHULIuBz6JzQfRNzLp7OYNf7OKWZw2dxth0SHIbkWDmZi8QreI1aQjq8NB/GL0rTFxv2Jotn6c/XHMmpFGGkOLSjyDQX5CBAMZN5g1F8xlhKWb3thv64aOGiXxlz5kDfvvDss1C5Ls1cyAl0EnBMAJxVuD0CIewzupR8VPN/KxfDABkCPQRGVNlGll20o7aRTL9g5vKoarJ2+P0w4jRSucuKjg6h7JI6EtNtwurafab95fdAdgac2A8cyZdoCXQ3wUUZBWybiyKoCIwwuIXBIXnlfHXodM5xf4zD4UzcLxkG9AqtYHTVY7SKlRHS4X/r4e45afa1oS1Z/B9H8hYjOZf9cCR13tGEseoiQojpTOJMpjOKMrbT0B8XLVy0HWzeCn3OhcfeUtG8CRCo+UQtqaL9yeaMNX8Jo+56hXlcmGbNp7YFTdgJyPzfZbZbiuIIabZpq3eS4TTT3S2YkiEiO82qvQ9wSTVHSpYhqnVBwAE6uHWdqxt+ZM6bRyp9WGud0ILpZMsK1HPdtCfJCVZTJ+HMMtgQS70hRbTlH1zMcIbjtomvOdLYfw5i5LMVLx9RzFBqeR+5q27yTuAXOpG2WmPPfL1kP6eU8i9Syn3TvD6RUpZKKXUppQG8jEpZgx0c93bsrnS2OUAPIURX1DLymUDz5clbkIKlS2H5crj55niOvQWhgcxAhSYfBHQUQB7+QRkcEAlTvTzMmiUxgsFka6GpUDuTbexL1FboctIpenaHTZuhwXTqeD3QqRMMOQLe+Dc4HMpw8npg8v/gordg/nigFkRHyLsClh8IzoEQ/QZlr21Aee9tK/YiqHxbznxldCHg1ZuhNgJrtsBBveDUQ2DJBjjiTgiGQZfEnVEdUAuP9qgih4R8iaYJDEPES9emQwjyQpVsdreHSifeDQLKDPPmG8qwS4oQsB4yBeGtvPjtZYydeSODh/1AcVZnni6GITtYpbwnfdnI6oSV/liaIe6nnmxzeTACbGUqVczkAMbjp9OONfbHQQsX/UpYsybK8uVhzj9/C4FA/EcvTckQ6XRAhgfa5kOrTBDtcLXrTN+cTWgNlSyeW0oolBy/va1wRANlDWWgCChEqiiapGNHBxUVsrFPLhfk5WlcfnkWY8bU4XSqCCQpYcKE1jzxZZQJz1VDjY7IdeA8KY+fj8xEyw1hzG6AsK4Mv82C+JK9aOyT0+nG4VD9vv9eKGoHPy5RRQfOOE1QUQX9j1OFEKIx4lzUGuUYryLORWaFFIcZRdQoWJnODoqAIxql9Jw8HJqGPyygKgqaE4w0EWGWMWuAhwhPMIqx3MjRfM2CaH8emwnn75+mnTTYj458zXLCtpmrigdI7KiHEHkoT3kACFBDCSs5iRtoS88da+yPgxYu+pWwZQssWgSjR0O9Lb2/0XTxoCJq9gF6AVomdPbStS5Am3CUHyYFiaTUw0iTs9YYwS3V896CQarNICEnF6IRlfIvpbKD/H74191w+91qnAsUL7z8HMwLwZN3gdwMIgv0YVB6FohBwJcovmgAVpNIRREgCq5cwKXOe+nJMOQQmLkUOreBs/6i2u8/SlV+CptOb0BFXeehphONXCTBDZk50FAjEqOykxEFrUpn2f49KXKXk1EC1EVIUA+3Hytp9MlpSO6r+Cf3VtzB6e3e54uME3h+CTwwKE07adCDrildMtI8R1xEaE0ZAkkYCFPFHO6lH6PowNE71tgfBy1ctA1sKINLH4GtNUpvMQEaSoh6EGoMLgL3RDCqzfTZ5NTPZASJLzYnq02YFGMNFYemXqAquQkBhiFpe1iU1bOdyDqB1tbAd2aASEQjNs8FTpDlGpQ7432pByLgzgMCcN5BkJcJ3XKhVyGc9CUEYiCdqhPuXgHC87NMx7R5EmEadrZNcQgIOvHWR7h3zZ1cWfwifouIk4X4LV880H/9fIrv7MyxV01iYddBvFkHt+WluWdAEX0wbI4jI8kw0tAb01oVJa6gnNuIsppW/F/6k/5BIYRoK6XcYr79G/G6ghOA/wghHkMJa/cAZm/rXLvFiSSljAkhrgYmoR6tr0kpl+6OvvxRUFkJJ54Ei80c+5QqZiibRhSAHJ64PZDjZj5uHIWZxDIDFK4IUL7FSmlLpwabDBsLWLqTtl+WQ8C7b8Kyn+Dp59Vkafhf4abRKuroplEw/XsoaAXHDYWXS2DFUOAYlC0mTFdoEEXOfa2OA7eAreIj0ge4VH6tLqF/bzj5UMhKCsc+oCssGgtjJ8C8NZCXA99UQ9iDEossk1AvlaHUL4boF4MvvLDVFhkRImXVzUGMW7UH8BKKZ9b4hZoISuJhntb3YwsfVWlt9fj0IC9Pu5jjTv6S0tRCbk2iLwexkBlUUE7MbMAgEw8RYtQgzdW3bOqSQjwlOiHW8zK9uXfHG/wDoIWLdj1CIYORI0uYPDmA02lN2jTsUTlSgnBqyL6J2hNRZyZLA71wahDruIGihuWUl9Qr5629xEeTsDuNrIig+LKYw2Hw+OOtyMhw8sgjtWzaFGPoUB+3355DmzZOLr88k8mTQ/j9ghNP9DK9RGNKnhduzgIpkUJQC8wtA4q8cIp57oiElwJQbudKF+BA19XkrGNHOOssaNcuscd+Pyz+Gp58BabOgNwc+HoNRN1AF1Q6SZ15+/YGDoDIPNDW2dKE60kRvRXoXLjva2S5zShIA2XUljfuoN5b2vy2wCkBZAr1wXtyBN1ZRWXK4kLT6EM7+tCOZWxudCQ58ZJBAWEq0U1jL4ealG80RoQZvMNp3LnD7f0R0MJFux6GAVdfDa+9pqqf1dY2saMOnJ60LcPJWn82Gw2QQ0O0WVbD1uKoqaNk1qtOQPL4SIqiTKpcpmlw8w1wzNHwwENKYHvAgXDXHdC9O1xwLnxuppGecCyUOODSL0GOodEuCgPfVqAczn83TxwGXgNW2Zp3qVc0ovxlWR649DTYpwf87YjEXs9/Ap7/HD6ZBRlumFEPATcqZdYvlaMqikqGGAzlP4FzviQWFnGKT4nolgzJnko375r4/baqPVnIQp3bulc2LvJLpR7+380jad2tjLrojldcKiCfwfRnFguImLNzFx6ctEejrNFWyqUakRQrqRNmCS/SniH8marctnBResR0uGgMvDtNzbEkJJs26v2hqOc2wADQ9wUxCcS3IK050ramVtZCUo15Hms/CX3aQrcO8PNmOLgn3HWGiiicvEhFFP7cJ8RjWgjvP+ILdoY5lXEdoJ67MgzRxzKhWosXlAWMILTPgdsHQWfb4vXCYTB2McyogKUuifAaeAbU4tmoE63y4vEFyWxTw6atnZEhp3Iu5aden1PqXLB5HH5Zr8Z/iHiUoyU/Yhv3bj2GW6/jg1dPp+M969matviJgp88+jKMpUwgRhiJRoAcMqhDYJBFbaMDyYIkSDUvk8tlOHaTJuNuqs42RghhlYtaB1wGIKVcKoR4FyWgHwOu2lZlNgAhm1YI3WMwYMAAOXfu3N3djT0aRw6B775LrH6WvPwiBGh9QD8haR/L+2vC74Z/tg5y37+CBAIkwWI/9fff/ualfXsX48ZBJBKvPAKAptrcry8sXKAikS64EqZ+qz4+eAC89iz07JHYQu/vYEVKu2kQBj4Avjbfe0kJu/a44awTYNwO+EZOfhW+CIOeDWLvMLSPJaTPiSqB8ZEPKW0NZGESsAQBI7R3ecdxlhk+GkesxoWjQkM4PWrpYksYdCfUhNKu3Engmb5X8cTgO/jX/kWcU6S2RySsjUCBA1qlcQHHiLKYOfzMj/jwcwCHUUg+s3iaUhahEaWQMkTCU8+8V7TlYD7e/o3aCQgh5kkpB/yqjfzKaOGjbeOSS0oYN64uaYXOIpr4707L9mL065q4C2BqwgMqDfXxC0u4/pr5BALJzzI7F2kMHFjI8ccX8fTTFdTVGcRiVvqJhnIuSVq3drBxYw8CAclll1Xx0UdBpIRevZy88koeBx+cKER0yrvw2ao0F2kZPBZ0CfNj8JkVeeMgOSTT4YBBgxRPbw+jH4NnpkEsDxUd2Y3ESIYA8AmJKSpZKKeQlKDBQW1m882II/G7Ez3R0XofzjKJEG5lXZYGIOKAhliicqc5kTMQfKwN43bvI1w0pBs3DFS8rhuwuhay3dAmTQUmA4PZrOV7VuJE4wh60Yc2fMYElrAYkLRmY1o7WsPJpby8/Ru1E2jhoj8+xo6F225LskvSQPMDFydpN1qReSYy3DD26Cg3nFvZhF3kbPy7c2cv117rYexYjbKyNNEKgD8D1q9TC2k33AKvjleRCu3awLNPwEknJO5/00J4/GczctqORFpVWAmNsh8aqSlmQIc2sH7aNrQmTTw3DUZPgUhboLVUi3h22yMKvIlKwbEa8WKLhJJ08hYzs8/BtHWXJpw7FvKglTjRMAu2lAcgINQ57ZVXzNRbXQp+yBjMdZ2e4aiDD+ChAUrrTUpYGwCXgI5puEgiWcFqZrOAKDH605e+9GI2H7KEaUgM2rAeLY1dpOFiKP/GQ862b9ROoIWLfh+49w247w2IWHxijR37GHQA1xBfu5I0Lha714F8QzlzE2AzZbJzwMiAektg3/pMA68bxo2Gd2bB5/PVqffrBK9dCf26qON71lWzMc28XkowdOXYljEwprnRv/amLoQL6NsOFtyQ/h6cvUTycdsa/J56+mQswyGMxvPPnnsYwTozEtyJubClbL+iSBnv/3g6h9V8r06kAyUgYxoCH2xpUIEC1n203VNdCO455XZmnHY7HxZ6yBCwRhpkCUFRksbJFpbwE18RJUAXDkayhC18TCHFaeU9BFm0Yzw+Dkp/wc1Ec8dy0YAO8uy5Vze7nSfErXsEZ+wxdeVa8Mvx3//Ct9+m+cCaP5kGjM8H990Oj6xUvouwNWdIMrA0AZ2O8nKnhAcfDNHQIInFQAiBlA6EUFpG48d7GTnSRUklHDIMyorh5Zdh6SzinmUvGJ1UGdpDh8LGzXGDasYsOGQorF0MWVnx9ut3VMrEgwqztmAJudkQjsDbn8Or/0o1lipr4f1voboehh4IH54H10+G5yqBoliK/pLhl8jkcO061WaXjLXM6H8IRRvK0MKpBB7M9TKy22c83baabnlZ0PlwKFsNNw6AUGr5PAFcuvQlTl/9AQdpS5jbvRWbgC9MozYKnJwJ49tDhq2fTlwcwCEcwCEJ5zuSO4gSJEoN8xhhJrIlwkublG0taEFzMG9eiFdeqUvziUVGyqDIyBDcckc+b8xXoeExXfGCDCUeFdOhVG/DCy/05aabllFRESUWk2iahmGotDNNE4wZszejR3eipkbQ94D2bNoY5LMJdXz1ZSVxMnKhaR2prxeccko5c+dGGstzL1kS4y9/2crixUV06RJ/LFbvaCSgQ0CunTCS0+jU9c2dCyUl0CZpqDU0wIefKEf74INh7HXQuhD+OQWMNqSmwqQrqlgH1IM/q565T/Vlr+AGPA2pk6Kg28U1W57nmoPyGNBRQOEQaCiFN46GKlukgEljGpK/Gp9wTGAKh307j8WV3XF54INiiBoQkzCoNbz7F2ht65eGxiC6MYhuCe2fxgj+yjDChHmXm4mQWqPc17iM24IW/DKsXw+33JLegQM00oLPB5dcBT+0hh83q22RmEqLt6MhAtMqXHz0US5XXFFLcbFBLAYOh0A3V8g1DUaN8vHQQx5ihqDbQcpRNPc7ePM14o5nB2idoDYIN94K736obCSA9RvgjHNgykQYNDDefk00jQMp6VoaYV9Ub6JqbU0dzFoEgw9I3B6Jwqffwc8bYL9ucNlhkOWDi+dApA2pswaXma1v57uQejlcUeaddyD7xJbi2JrKRbrH4K7COxjcdgAnFwWg/ZEQDsLrI2D1dLWTzUZ1IDmk/ge+XXEYp4jJnFp7KN3y4b0tUBtTTsCemfDewdDTZlMKBL3pTm+6J7R/KCMZxGlECPID11NPcUofBRou0nimWvCnQl0A7hmXWH06IaXcAJcTMrtBwAdh6+cepXFsRrpA7pmQMQk2l5nptKZppGkwaD/4/Hn4dhP8bw689L6KGrJMJ70AbjXthKjZj/lrlTTHyqehdQ4EmuIIG4QTyDfSSo/oEn4qgzUVsJc5v6oJwfsrYGsQrukk0MI+ZmcUJzhdhQA9bLN7YqgMDIfAJSOsX9ARj7Q5hh1AO/gpszvBg+/jgI4HwZ2nwLolKY5xh5T838SxvF29kb6XP0XEGyGGxAD6a07e9GQ3OpPasi9t2dd2RcfQnSvZwhUEmUwiUQJEcO7muc9uqs62S9DiRPqdIxaDy6/Yxg4CXO3AUQkPPgjXngXXGbCuCh6YDK/9kDqkDAPWbBWMutbHjTd6qauTbNli8NxzUVauNDj6aCeXXOImL09w/1tw31vgcqjz1LuBfVEpEg6QHlhbAnc8DpVViQadlBAKwTsfwCXnx7cPaw0vboTo9sgwBNoqc/XQCjpIg7CEwZfDqs1QWAg3joTOreDUO03dSx3+NR7OGAKv3QzX1kG/ervOoyRXq8JY7qZapl3mIhZ10dZVCtkgt6YKdkZwMtl1CEMbnKzub6YOt+0FR/wdvh4HsVSnjseIkhuu5sLFz3Jf3p0qVc92jZ/Vw3mb4P2OKYemhQsfLnwUcjTlTDUz/1UKXjYNZDCbjYwgn2vwc8R2ztaCFqTiggtKt/GpxOHojMOxnssuy+P2G7K5HeVEeuN/cP9rEEoaNzEdNpTA1dd25JxzOlBbG6O6OsoLL2xg/vxaDjwwm6uv7ky7dl7efAcuuxacLkD6qKvzgVYIRghlhbmprhbccYfOggXRFM24cFjy7LP1PPJIfAY2sjfM36L0ALaJqIG2PmKKSW8j7UvA8BHw82rIyocrLoNjDoVjTlIO72hEiecOHAATP4bzT4H9JqiadY3IRAUgp+uThEiDl04FG5C1EiNgLgTa4NIifLrpeD7anE/pXeBzANmdYcDVMPV2iAZTHgpODDKo55bIXZe5onsAACAASURBVJyz6t8pDvvvS+C4z2HBadu5T1YfzH/9OJ4F/K8xpURDJ5sA2TQwjavpzum040jEdlOqW9CCRIwevQ0HEkAr8NTDySfD2PuVNtqWGvhiKVz3NtSlKaddWgv7DfSwalUBtbWSUEgyblyEqVOj9Ozp4NprvfTo4eDreTDs9rhvp64BpbdkpdN5IKDBLY/ChPdT9SuDIbj/Yfj0g/i2Ye3h7WKob2LcN0IHbbXNLoK0lGQIuPFpWLkJ3D4450T4x1A4dhRU1Spnkt8LHVvDdy9A+f4weJXKc7Dg9dTjWR+ipqFV2kZcRowiXxlOzUBWkMIrOk4+jpzMY+v3YdV+0N4NuLPhqBthw3yINKTwnIYkwwjw8PpRDMybo1J+bE0vroUjvoXiE8C9AxloDpz4yKIXf2chj6GbdpHAIJMgWdSzjDMoZCStGYH4HU/4WvDL8cS7SQ4kC6byh6MA9i+AiY9AlQN6f6kWWJIh+8DqGyHQAF/NhP98Dk4HnD8M8veCLi+osdsQATkAVSAjAHghqsH6mJkSZ0MkBq9MgduGw/FOF+/GImnNA2ugyDDIVc70popQsh4HvAK5mXByTxi/UDmXojp4nHBSNw9nnOrCjClCQ8fbECIWTeOx1kFKjZjmxqMn9irg8vLm/mfxep8jWOlqjf/ka+Dl0RBMTUXxR0Oc/cPbPHbm1VS0icsgzDFi/8/eeYdJUWVt/HcrdJqeADMMWZIkQZRgxIAKIipmXV10jatr1jWHNa5izmmNmFkTmFkQVFRAkaTknBmYGZjUuavu98etno4DA+J+4M77PP3MdHXVrdvVdU+d+95z3sMJ4WqmeYoQDZTT1TAp5krWMRnpLFqZMkqeHcTAIMYtaNrt6KJHzuN/TySqs+2u+N9J8v2DYvp0J1S7IcLFC+TB9Flw1VVqk6YphvnsASp1LRPBKDz4KZReA9e/J1hVrVHQ0uDpp71cOzKPKZabUx8XXPcK3Pc2hKNQG4K6EOqOSlQxczJD6kIweWaKTlMiPFOHQBgWZ6SL3NEFWrnA59ydpshxo0pweeCVS2H/fcHrASORMZMKp1rIT3OVbtSiRXDJQ3D0LUpUOxJVD4ZgBP79DXz8A3QrgIv9Rr3Of/PqLWx5qA1V40tyTtwMogwr/tLZGYSp9AoAopgE8HFuszewhMHGONy1Ee4th+8CIEc8AK32BNOT8yf0WmGGrJyAdKGYKU3Wh4dGpCKSKrY1wc1AN26llMEIXJhotKACL0FsygkzjQ1cRA3vb1+jTfifx6ZNcRYsaKimNIAX0/Tw3nt78uijLRFCRRLt0RJGDCV3WqeEdz6HNkfBiJsFy9aa2LqPkSO7c/fI/VhR050zr/Jw031w8VVq8lVbC7V1OGIagmQ5RUE4DBMmpFYzSqShmMRiOr/+mh6WeeE+0L0Y8hzfSBdgCLLSRzRT8OQ1OkOHang84HLlrv4TicDUH6CyDFbOh5tuhP2OhOpqCIfUpDcQgCnT4JkXoHUR3Lk/+BI+hgk8CbxP7kqP2BzYU7l2Vj7YXjVZBIjbGsG4l+tnPsKWqBI8uH0y3P0jfLESrP6XQ7sDwci96m5gc1js29QMwvr/4xKWVMPsipyHNoh+HE9vBmPgwsSgBeX4CBCnmmqWMJvHWcgb29doE/7nYVnw5Zdb2UGAOw/ufwzee08RSACtC+H0fulZnfWQMGUBdLwajh4pWFShUWXp3HSTl8dfKiDcPY8LXtG5/lUYfquKXKgJqr9K8BCV4uWkj9g2fP2TSrmvh44SvtVg4aL00x/TGgaVgt+o/wq4RPaCFTrcdTycdbIqVOIxyTZFOgQETJkN5eWwbjU8+BL0uQDWlzsFR2zV98Vr4MZnVdrqIx0hz7EnPq2G2BNuakYVQ8DJKctAad4mWuZtBB+IIuUX2RJsKaiTebwQvoT5Vi8A7lwEdy+D98og2nM47Hs6GN4Gfdt9A7NTMwjrnUQJBC34fEPu4xpCWwbRkwsw8KFjUkIlfmqR1BBiKWt5lGXcvH2NNuEPg9ETt/KhDkYRjH8cigthTz/0yZX96JBDLcfAc2tgwMHwzzuh8ES4fwscMQaqoqoQkAXqvi4iTe9QJlLcEq6LAWEL5q9Vn9/t8dJciPpgZY3UVDbVB92E0o0GZuacSQfylHtTE4DVG+G5nyAQg7CjMxuMqRT/Zgs64BYqRCq6ysN/vjwROyJy2oGucgl5LYIgkqerM3wsLerCq73PQdei3Cg38uXRp2HvPYgcpW8BiOkmA5bORAgboakCBnFglbSYZW99IuRhH1ryNDot8NgWRXY1LqJoBInzIQH7YCw5f6tt/B5IaCJt72tXQVMk0m6KeBxuuAGefz5lFSvXIniRKim9bhP0ziBZD98TTt0HPpyjiCNwxn9UGQ2AJybAc18pQ1Tqh4pNinABmDwfLBPIlfJhUj/JcZnQoTXMgnQxOU3t9/54uP5qaOlUCG3hgrkDYdQ6VeJ+zzyYXw1fViYnRNjKyH5aCj9+CktXws+/wmUPKAcoHAXT5YjTZsCOklbRLYFQBO55F3p3haXvuIjOdyE9Npu9rZERZ9DW4ISKK8U6twiTb9RwZ6e7k9+pE0Sr3XxVfSTztV68mHcxS42u4IJgCTy0RUVH+QQckVfEmEd/wZjwgkp2ttJnhpbQWFnYUTFkaX2WIOKgST4J65yfpzXIwmdCw0137mBPrqeMSwnhxPDXtxyignvIk4diyU+Q1GKIoeiid8ONNuF/FlJKHn54C/feu9kRnW0ILRBCsGFD9mOnU1u47QK4/7WkYKWUQDxpb979Et4fB6YGxUVQsU7ZPilh6gyIu8hdFtegnvwVAjp0gGXLUpUtk6z2tGmCRYtsundXDpfXhKnnwrvz4dMl0NqvggZfnaVSuRKhBrYteHmDi1lfwrp1klmzbC67TBHXwaDSQ8o5MY0mCedURCLwwBNwztkw/VWIjiNJ0CfK8cahXqZDgGnEcBthHr742vovG2kP8Sof0+fuz6LNPXll2YXM2twPDKgrgecWKgfUb0K3IhffnjER/6rP4d2TIYdTtl5vW+9opj1rbIjr8P466N1c6ZQ0BgKNAzmdAZzIPF5mNRuQKeyYRZhlfEBHjqGWH4lRSQF98bNPU3RSE3Li7bfhmmtUlHODKFJ2Zl2OwEm/B/51Dlz8BsRtJ23E0UBL+FpfzYVJ85RGSb4bqjYru2DZMG1Rii3KHPNu0gqBtCyGRfNI94uc/1dXwPfT4BCnCpkmYOxA+Hg9vLcafAa0d8OD85zUmUTYkw1PbYENT0NVFcyeD9c/BEtXQSDkpJ7lSoe1wM7hy8UteH0cPHY1THgH4pOca9HGg1VlgKU5E1qnA0KgCwu3HubFYRfXF2yiLViFLqav7seCYE/eiPyFb2OHq8iHAnirAiLl4NfhRlMw9dTXaH3oFfDwIRDL/jErjWJlEzN0MBEQ0mDsZjimlRNp2Uh05iQ6cjxlvMsGnsZOsUU2Yar4miALkCwmzipc7I2Hw/+nRLf/1xCPww3Pw4LsTMckCsFtwrJN0N+ReXytPxz2LURtCDkFG0HZiWrg9l/grtmK8BZRJ3LQhXrGV5FuOxJ2Q6LmIAkfx0bNtdywoFz5Qm01jdn+AkZFI0yzLOZGbZZEHfIJVNFIW+Ooq6JcVunhzLegMqjIoZQaJAoNPGJDcXj2Jx/W0sNYW6Nju500tjqSqbQCNBnHQ4R/RS5RRJgbqIZ5nu483fsyxnQdjtsTRRDjM+BrTTDyricZ/+DtuL59H02mG1CBpLy0BNMVc97baFKi2xpzpZd+DeXuOvAzFJ88ijq5B+mOog0EiUauwBs/BrRm4DlN/f0vwNqNqZgmYe1dEPM//JCvb7+d6tWrKe7RgyEPPkjnwYPT9rnpJnjmGXIIPJJclWkDGCpKZ+446JyjeruU8M0S+GA2vPKdSkfPcnwSIrKJPNVQxmdB0lfFbZQ+h7PN64aWMVi1OmN+lzIZMU146k742whywjMuJcc4o2/98uCNftCrAMo3w7/eV5FHIRsmzckQG4dEZktuFEB+KQQiEls6IVD5ElIJGkP12/RGuKb741xX+hgtXeVpzcSEj5Y1lWyxU6xya7K0TfIEPNMazisCbtofa8Vs9BQiKWD4OHTEZGb16pdCvtkIj3KqBJI806K9S/K8z8uhmqvRZBLACvpjsSlru1tCoe0IPhFDqS2di0d7Yrvaz0STgOTuhVXffMPEG2+kfN48Ctq357C77qLXmWem7fPKK9VcdVU5wa0l47uLINICvx8+/hiObKBi8owF8PY4eP0TRcBkEUKptihhe1I/C5NOakvnfcIWeSU9emxhzpxYhl0QJIyRYQj+/nedBx4wc97rnR6DlVU5Oi+hcyG8dioc1klFRI0aBV99pRzE8RPILhMuyElog9reoptKLakn5/wZtkhDBVq5bE4/4d/ccfLtdGq5Mq0ZW7rY9/FlLN+cUhauJVl6CB4dru0L9x8MfDACa/5H6FZy8laHj7Pz3+bjVielpw+n9N/jggI3PLM3nNJKRW41Ft9xNVtYmOMyGDRji/ouRNFwUUB/uvM44jc4X022aPfCpjlz+Pq661g/dSqe4mL2u+46+l91VdoYnTQJhg9vwC9KoBDwQZ4PnrwHLmygcPniMnhtCoyeCivLSBfSz4QkWeUw8T5Gbvvk7Jfnhf3awg/fp2tIA2psaop8Pn04vPWC+j8TR42HSWW5+1NiwvMHwWmdVNGT0Z/DmPEqCuGzn3JX8M0iZBLQoFNPWL8ZIgn3pDDDFiVsmSE5er9xPNT/JvZp8WtaMzYejpj1DZOrDkhu9Gef1wBOKIUP9wU+uwt7/MNoseTFrNN83LXHXTy61w3pRfC81EdsuA1V9vzBjnBBC3BvB8+znNup5OOs7QYmxdQhiCMJI/Bg0JmWjEXD3/gTZKDJFv3/Yv4HHzDp9tupWbOGkp49Gfzgg3Q+6igAbnwenv0ouZiVBQ/QSkX8rXkCSlK0uCoi8PgSeGCBMw9JtSEJHyaxLTUYIIIiZEj5LAj6FrBSSaQEnEil7q1g6i3QzBG1l1Li2RTMndom4Z48N9e4dN74WfDeLzC5LKO4gCCn1ixuFFmUWH9LHb8Jn8SUdLcXMtY6mR4yGVYZ0UzO3edlxpUejU+vw9TiWdOrv6zfzO2XDkGLJMd8XNNZ1bI9+7/0HUITGMQwRByQaNi4kZwtCrmNVhhbWWCyZRl1dnfSqiZIiafWwgxL5VMIxzlq9im4j2iwrVzY3rFcMqCDHP7zLdt1DoBR4tJdwmY00ee7GGa/8QZj//IXKhYuJBYMUjZzJu+eeCLLJkyo3yceh2ef3YqjpAN7AceC2w9HHpybQALlAxzRDZ45XaWf5yhOkbIzWVVrEWQJNwpNrZLl50HzQrjyJKiozBGVnCjnKNRq37X3wfwluU+9Na5zZg0c8j1siUKL5nD7JfDJ03DqYNBz3eG5IrYMVClNj6Q25BBIaV8yBXGgGjrry7j7iFso9ZSnfTcpQLQ6kH0LPfh1x7dqwDkLSHg1MSG97Qv0nodgGW4Cpp9KTzHnHfs6szr0S7l4EuGOOILCNr7CACIvxFpXmNPiWxgS30xAbu1HzPzaLbM3Skm+XY5iCxMMYYgYb2KxtZjeJvyRsOrbbxl97LFsmD6deDDI5kWL+PzCC5n14otp+9133+aGCSQBFPtgvxLMQthjDxg0qOFz9u8Jj10LesrKXYPtJhyY1G05bJHbUBWQ8vPhmmtiLF6cSSBBMrRHEI/DM89YjBuXexxtrVvLN8OwUbCoXJ3vyisVaXblFdthixJOmE9SXikzorsydraBAOTZAW688l7at1yTsb4mCOldObRTG3ymimZwO+W+M5sKW/BmgsM54SX0HidgaW4CIp9a/NyRdz8f552U3o3E9RaAD8Iu2CRhxFzo/j2UNVaYHPDRKsfFkPjZiE0ImxBgYROihp/ZyJjGN96E3RqbFy/m7UMOYdXEicSCQWrXrGHyrbfyzQ03pO13//3b8ItKgGNBtFAkzpknNXzObq1g5ClQ7GLrBFICqXymICvOX9fAlFDgVwtrF58CU6fmIJAgWZXIgo//Ay+Myn1KeyvGqCIM506GbzaoQih/ORnGPA8jr9/Kd8gcfolJpEeyokwmCSTIDqF0SDI9aPHYiMvZq9X8rLX+qMvL4Pb749VV4JKZK5IIZYk/dSIrOPYfaAMvxDY8BIx8QpqXF9tczmN7XJfuj7pIvvdAxAO1Bly5DtrPhQXZ+v0Nwk1bRI6ohnwqgFokAcBCEiDGIqp5qPGNN2GXwqxRoxh77rlULlpELBhkw4wZvDt8OMsnTiQWh2fHbIVAygOOAXcLOPPAdAIJoMQNJ7ZSPGmWDREpL0jOxhNjLgHpqIMIkLXkdkCi6rglm+DStxv3vSVwf53Fs1GLSwfCq2fm8FEyz5VQByiQDUs/Oj6JqJIcHp5MDxalHW+acX4sORQNmUUggRr777QpRrtjDPFmrQi78wibbmZ03peTRr6H0AQCG0PEEULiERE8IoIQUd6mnEEsYG2OwkHJLmTnGRpRiRm2EQn2XwZBBmDLKdkVFnYyEppI2/vaVdBEIu1CkFIy8eabiWV4QfFgkK9uuqn+fV3dVkrW6sAIYJD6v/9QeP+ZbZ9bCOjVtqGOZe6c/tZ07iJdU87Ri9fBz+/CN6/Axq8VOVUXIDdslIX0QViHE69SK++ZOKFljtzLlHzeqA2PLYP7FsKtc2FqJfTv34BsiEBFBSUMuIZ6GGioWVaqVXPKXGeyWB4zxOkHvIvt0Yh1BtuvwkVtN8TbgV3qYuIAGLsv3NkF/t5RhWk31B0ACkrg7knoL6wk75HpFL9RxnknnKZSQxI7CVkvguD2hdE0G0230TWbqJD8KmP808qu9tYQmnElIqPUkxvZwAp/gKj1CjL0LDJwNTLyJjKznFYT/jCYdPPNxEPpnncsGOTr225DprAwZWVbmWH1awd92oIuaH+QqiK5rZLSAIf0Jcu5yImMfRJtC6EiDW6+FubPVdFAmzZBu3bxHARSAjZqRuMhGPQwYoRg1arsvc7uA57M4ZFiHqIW3P8NPPod3DQOxi+B3gOyRcMBZa9bkT4Z8pDbFoEThZXekGHGOHjYZOKayQpXJ6q1AuLoRDHZqJdSZrRj1JnwzaVw1xD4xxBVCCEX6s/m8sEZ/0a/YR15l/9I/u3ljDjvaryZ5FOi34kJnKOTFJOwKgQXzst9nlzowqnoGSGiBkpINxM2Ycr5kGo+ZCN3s4W3sMhVFbAJfwRMve++LFsUDwaZ9eyzRKqr67etWNFAAzpwKHAikAdF/WDa58pGbAuDe6uIlm0iw64JksPX74VTDofln8GEl6HsOzh6f6VZlBMJv8gPIR2ue1ClpWXivD0hbyt9C1pwx0x4fj7cMA0+WA6tW4HIFTSTINlSU+sSUQh66mzXgVO2PBWaFqfPXrPwusKsLymhxufD0jTimka138/G5kX8Y2/BjGPgnj7wzz6NiBDSdPjTU2gPbSTv1ml4H93EKVc/RDNPxoEJ2+ToxCRskYXSjTx5+dYXI1PRgpOzfCC1RpErRzFKQH5ATI4lZF1PxH4cW2ZHdzdh10ODc65QiK9uuom6EA2n6BvAqUARtNgbXjw/9257FTqp71knp+EVKWd7nglHdYQJ58M7p0F+ZrpZAhaqErYb3vsFVlSqzUIIjnXrWZSDlIAUBCXcU2dxfVWU8S4LV0GODiUmUQkCKeGbpJ47B7xakHM6vKnS8xwNXJqB1tHDpxrcpPu3TkD0Pxrj7XV4np2J+9WljHxwEutbqGhqXagfxSCGho2GjY6FQFJBnOtyVFlMQAgvJiNILXFrhqzcnFg8BuvPh7KbITRja739TdidSaTdNxHvD4h4OExgU+6HT8WCBUjbRmgahYVQXAwbcgkHtoL66sg6DDhApbM1Bk/9GY5/EkLRtMCX7GdmynuvC+47G6bPh+IC+Otxqixs/eEShA6mxyG+Mg1OYsLkYPkGOO5ymPJm+m5P94KfqmBjROkJpeUEA0EbRi4GzSk5/eQyMC1gMPAVSf/HBvo67wtQycm5/IJUBIB8MM0ItqVjGlH27TKT4QPHosUk0gvxTqkHuNG0/ggBRxWrlyXh1cVQl/H98wRcUJS+jWat1As4rhl8ZsLwTZmEmMR0xfCYUYc9V4jGTUbbIUY2skS2n2HEWU8lDztbYnjohWAKmWcUlsRT9xHwCRCEiB9CdyILfkRoLZwfe8dT3Zqwa6Fifm6RwUhNDcHKSvJaKBGzffZxM21aDjLRbSS9Hg069VJ2qzG47ypVuSQYTtESymWLUsZTnhduvgSWLFLpseeNgEMOUp917pzYS2BZBulx5AkkZiHqHt6yBQ49FJYvTxXihlsOgy+XKA2CUJykLXKai9vw1mxw6UqM8rlpai4mjwU+I+k8SlTFJhOVYlONirBOXfjKjFQKA3mgu2PIuIbpjtKi3SZOuGwMAklMuFhvtks5XtDMqTiyX3v1Ahi7EWZsSvdhPTr8JbM4ia9YvYD+pTDjNOjzZY6qMyZq0ptiy+NRmFCpIpw8jfB5iujGvlzPLzyNTRSJRTM6ojMDm/T7S2BjMIsyfkESROClnEfpyEe46IR0vlmTbtIfA2XTpyNzlFrTTJPKBQtoc6ASDho4EFatylGVTQAdqR9LRa2gUwPR2Zn4+7Hw6rdQFUiW1c6JlM98brj0aKitUv7Un46EYQcokrudU01a05XILjrOQlVKW046W6K/kTgMOguWfwvNU/yFEZ3gg1UwcQOEUrX8U+zk9xthxkZVYdJvqEIl4UOB8SQf8TawB8onao6SIwiRzPjIFTEZBlw2umkhbYHLFcXvq+OKix7HQkdosLmwkM2FyZV/E2WIexaqF8DsOLy/Md2mGMAJLTLcCW8BePcC1E+55DhoOwnCmc8EEzU/TLE5Mgaro7AsAns2wh920YpuPM9ybiZOFRIbL50QbCaruoqU5NlrCHEhUAfSQ0Tei0/7HEMclGSumnyjXQ6xQIBQZWXOz8rnz6fID80LoGxzjh1KqH/eGT4wG5hN+024a2+451cIJGxEjnGa2ObRYb9m0L4NnN4DhndVC/SLXE6VWIPk4nYCjiRRoplBT8HyO9Vxz+S7mBkLs9ZS0UOJ21FK1fmAhEeDEjdxIkOBT1xJH8QWyjcpRdmExPZMexDBSWu3MfUYurC5pOULHFLwg7IpqQkPQqe32ZbewsUy/EykLs0TM4FhOCFdmgbtuiGA92ybrrKOQIqhNIjjIYyWcjHiGMwHNhOneQMUh0d7HGlHiPO+c8YassZ1EAgFgNHqfeXTUHwVtBq5U+c6CWHt3RVNJNIuBMPjwV1QQHjLlqzP4uEwD5WUMOiuu9j/yit57DHBBRdmVEJ0AQOTb/1uGNg5s6WGcURP+PYmuPdTmLMGyqqUM5YYWl4TXDZYHkVEWza88Dc4+3DglOz2LAtOvgAmfu/4KokVosQKlkaWkJttw5xFMG8p9Nozub2VGxYfDg8tg3uWqIlaeg6Z6o/lbAsmHKoeKI9jFcrQtQW8FszTIF8oh2klymAkVtSzSDNJ55ZLOOjo73HVxjiw01T27jQHWxjUWn7y7br61XIbgcCNYV6e1oQu4MP2MGy1CkEPS3ALSc/CGKtckk+iGseaBkYOwzTULzgzKPkoAAEpnDByG48ZSVvtBHAZMWKx7TNIRVxIIWcTYy06xWiY1NIuaz9vKPHkSjxJ6pQSZ/VFEFwH0Zkg8qHgMmh2j5NX3ITdFYUdOlD+669Z2+1olGc6dWL/q67i8Hvv5dFHSxg8ZB2h1JQ2Q0C3kvqb0+OCI/Zt/Ll7doafR8O9/4IfZsOmSqXrkZjEeT0qvDsmlVZINAq3XQW3XJ67PSkl11wT5qWXYkSjiceeibqXEwPeS2aublUVjBunyoAnkOeCny6Bt+fABWMckiuDVLGlIpAA6hL2rhPwV2A1Su+gFSrOfT7KLjYD1gEJnzaXFoGU5BXUsv/tU9DX2/Tccx69DpqLpkkqKaY5lehpnXHThkuyrsfbQ+GQDxQJFowp296qGUg/vL0STm2fm/jpWQR39IYH5js21kbZ8QSBlNpfV7pNbgzachhtGEiADZj4cVHATIZlkUheIghiSEdIQhJCEqaMK/CjEeUHwIWXM8jnPjTyc5ytCbsLmvfoQeXChVmhJNHaWt4ZNIje55zDUU89xR13eBk7VkU+12d1u4AB1Hu7uoBD9qTRKC2EOSPh/rEw7hcor1XEUNQZ315TEcaRmEpbD8fg3CPhoQsbjrp88kW4+V6Hd0qs0lskiSgfWWM/FoO3xsJV5yW3GRp8cgR8tR6Om+hEPGSMN2mrRTaAugTpXQqcCWxAkdfNUXpr61D+RSFQDmx09s9JvEjMeJThV48huslNz9L5HNh3CoZhsZFSWlOWFkVo46E52dofT/aAn6phU1RNsn26itzq3AJeqoQziqAwhy1q7oKX9oZLflVEkh0jnUBKvX6m8mOj22GL8ulPH8YTYS0aLly0pIzjiTKDVCfRLePOJDYRAa5sVTh+FnnBfojop6ozruGQ/yxorRrfiSb8rjB9Pky/n0hVtshhPBTivVNP4YHzXudvz/oJRxI3lFT32QAAgS5gYA5ViFTcuBd0L1Ai+D9vVv5BgujWAGErgjdswwXd4emB6cE+G6rg6IfBThBITjfqdZRSIwsFbAnC+IUwbC9oq2ssLvHSY1OEVbaNJDGHSDcwEVDj/s9RWGuoxXO/gPUCvEKRRBtIT8FLwAKCksFd/8OBpVM5ovVEepnzsdc7xaQdRIULV7ObQKiI43/SinmspAqLEBIfNoVE6Y6HVQTpQDJU1KVpPGkXcSVVRKUBwsJNBA07rTsGcWw04lsRHhDCjU9/BSkfxWYjmu9niF5CvWCdRYr2r3PB7SCsez1VnAAAIABJREFUfRhWPAN2APL6QudnoOCgBs/TGKh0tt2XimkS1t7FMOWRR/jmzjuzwisT0EyTYU8/TacLLqHL81D9ImpgdwMuRD1Af1RBAF1KYNaNjQzFzoGN1fDwF/D5bCgtgOuGwfH7ws/LIBCGA7qpFbeGMOrfcMVtEMj8KlI5ZptyaJgAFPrh3Qdh2KHZn0kJg6bAT1uSK1D1C3mZYacJY5eQO4mCkDZmaYjobJ9jGwRsAlZJVS834SylUOOaEefUv7zLwYO+p4Aa9mQZLmcJT0ibNrH1NI9vRgCLtL7s43oDTdsr5zWpsuD9Glhi2bypBYgiqUM9A9ppGt8W5FGkZVpoNQkeE4TXaqFa2vzqqcFTVJVFhksJXaSb77U2WW1sD6L2x4TluaiLFAPpxl9Tkxb1BKjrVJfxTBFeyDsDWozKardJQHL3waKPP2bsn/9MvCFbZBj0v/xyBj36BF0fDLPmnUrkmgi0MOG4Yij1wUQwdBWlOP81taq3I6gNwBOvw7/Hgc8Dl50F55wA8xbDpgoY0AeKcpXUdfDtt3GOOy5IICutVtKiRZSKinykzJ4peTzwyCNweQPk1IUfwuhfnMomKMcvp05Jpi2KoJyULsAUkvamClgs1Uw3RSQ22Y7NXufO4aDbpuCSYXoxD5dIGD5JS8ookeXoSJZHuzHMdTNFon/Ovofi8OFSWFgFr2+E6jjUOtEKfgOmDYYOebm/96QyeGGJigydFYHahMhmBgqBqoNzt9FY1PILC7gUsLEJo+Eln42IjEgygU0+tc4lS/wILkz6Ucy4rHabbNHug7IZM3jnsMMatEVC1+k4ZAinf/klB30APz0F9lwUOXIGasL3HzWh8bthxj9gz9Id60ssDv+aCC9/re6y8w6Dy4bA6nJYtQl6d1CEbENYuRp6HgzhTJ0VqQRxq6Nge8g5nq46D568I3e7D8yBf86BQKoflCvg0knzAur9Iuok9IrDNEPtL4RaWPvV2T8xSU1rS9Kp/1LOuvNNBBb9mIVBMtSiGZsppRyDOGW0piv3UMqxOfses+GzcvilDt6LwmoLAraqYGsImNQZ+jWQejijGp5aCSuDynSWFZPz2uk2RLunT863FzFWsJHjkISRBBDkkW9VomWQ3EiJvzqOsLUUO2WA1g6aL85aYGuyRf9/+OGhh/j27rtzz7mEwDh8EA/d/im1o93IjRqis4V+ZgSJgVzgIc+AGSdA1634H6mojcET82H0SpWKell3OLAY1gZUZdNWOe7zk5+Az2Y7i+cJJCKzE8L0KfCa8NjJ8LdDktsmRmyGV8ZoWBpMIoTDQkuBjBu0NtZTtnIPpBQQE8oeNKCpaGgR7h1yE39qO7p+IcsTjFBUXocZswjoeSxvdg59Cp9LW/mOIfmKWj5jA7PZVO8m6QguYA/OIz1kdI6M8pKs40dqiYkNOQOCdDR+Zv8Gv2n2V7eh6iwIfw4EVQ5xMEdkUqY+iuaDfaaDLznf296x3GxAZzno5/sb31cHY8VZu4TNaCKRdjFIKZnyyCN8P3JkzogkUOw5CwPcuzZbZ0NY0OYHOHsvuHUIFOQq5bqdiMbh/XnwxRJo44e/DlBBBltDOAJ7D4alq0k6Mk5f/Xkw8T14+WN4dWxG6WtDhYUuGQsdGuBBQhbcuxheW62cj30LYFplhvOUWBVPWTzAArN5gNgMH8QzdI9+lcrDNLX0YwDDjHL86WPoN2Q6c9iHQUymD3MQSCznRC/zN9ayJ8/Qh96NSCUbXBPgh7iVFvTkAs53mzyVt+0fbbRdy02ikpjIHr9HSy+jxG9f7bLlemLyfSS1mAxCqzqSLCvqGNZsO+6GPVaDnu6pNzlLuxfmvvUWE2+8kbqcubMgNI2Oc0NcMtWlVrlTP7OgZBac2hPu+Au0bmQq29Zg26qy0Ic/QL4Xzh8C/btu/RjLkhx9dIRJkxJb4iRWl/x+ePllL2vW6Nx6qyAWS7+T3R6YMF6lteVs24YnfoCnp0J1GAa0hSmrk6QS0KAtwgPMIrtiy3ypQqxcWs7JUPc//8q+d/3MjHh/eot5DNEnIKXARkPD5vXyvzIveABvl8JJedueMV0yHUatVLpyCegCBpXCV4O2eTjfVcPR83NrPvXwwIJ+225jW4hTQwXjiFFJAf3YyMXYVKft4yaMh3AObWAfzfkCk/RQuCZbtHth5YQJjL/sMqqWLcstbiMEA35dzfAN7eojbxLQLChYAEPz4J4TlWj2b4WUMHmFSl2VwIh9YFDnrWc5SAmX3AivjE6p1uSMf8OAe26GvXrC6VdkCG7ritB+5g648PSG235jKYz8BcqC0LcYvl+fMfHUSUt9Seqy2LBKQCSj88sk1EjwZPtFCGjfawV/uvctltKZYjYzjHFONDYIJBMYwk8M4mpac26uIh4ZeLQc/lEGoYyft7MLlnbfdgZJWQzar8hKTAGgQED1Np4VjYFNgCCfEWcVLnpjW//AZm7aPkbUxlsXz2G+86HgVXCflra1yRb9/0FKyZSHH+brO+/ECmen5f/ngYeYc+FfiWeGFVpw7IJ8HtxH0K2RBFIqKmLwykaYFYABfriwJTTLseAft8B9CdiJ06fIgpg6iCKlwwjUa7x6DPjuChjQIb2tbyI2t9TEmR+XBGSq6yERmnonnJQ3txYivrKAeDxFp3ANUC0Vs5sBrxng8kOf4IiOE+jBYiCRmSGZxDGUsQ/XchF+slemNhDmDH4mmpEG4kbjdfrRiWxmrZIoxzArZ8RRPjqT2S9r+1YhJcSmQeQ/UDcXNn8OCc3XRMXxLOjQ4s/Q7Y36Lds7losGdJGH/fzA9vUV+FScsUvYjN03huoPCiEEA2+4gYP+/nfuNXL/PLFgkO/Lw4RzrJznu+C5i+GE5junP6EYHPIyLKqAQEyFTz83Hd46FU7OHWxDOAIDT4Pl61FOi3T+xgErKTh5/9Uw9munhHUiJQLAgL5/hU8fgIF7Z7fv1eH+nuoFitlv9UXKDoL0SRsk9HKTFeFSoQF7S4piW6ha2Tx5oGOQLY/OPHqzpaYId0GETxlOmOM4lVpmYTGNXhxAMQ/Thta5477Tr6mUTM0gkEAtCL4fjTWKRDpM86IhHW2QGDq2yhCULo4VDYQPbCc00Qa3uLr+vTSOgvhXpLlolsiOTgIQHqgbD1pL8PYFYxusYxN2SfQ++2x6jRjBw/n5xLLDeJC2zcSZa6iLd8n6zDTh1ivhmhxjeEdg23DSvfD1HKgLq1SRVyfA/efCNQ1UWZJScvLJFpMnp+ZaaShDEEMIZYuuvFLjpZdg5UqVGgdq93gchh0Lr4+CU0/Nbl/X4LpD1SvRx/YPZZBImbbIQNk6g2QaS+q+PQUud5joLxnhCALIt1nl6sC6lS3R29p8LUuptfvxsLGaaWGdr+r6s59ewGttoZercUvu761JJ5BApaB9uwkiFri3kR07wJ/iU7pRq5QS9CicspOeQwYFtOKM+vchTqaad5ApAlJ6Rlh7Ehox+R2CcjR6oonsVN0m7ProOGQIFy9ZwotdulC1fHn2DlIy7ttZ0C3797V1OOMY+FcDPsuO4O+fw0vT1ViXwOg5cF5/eOaEho+57l54/SMlNYJOMioomjQTJwyBQ/eHqTOU/4VjBqIaXPEg1EbgmrOz2xYCzu2qXgkcPBZ+LE+JjkwlkHDO7QF8NqzIMdA7C9zxIJHlPuqrsSX+5FmES918teYo/O0DVFDKZjrxMIJ51PIdXWhOKa9Rwj45Jo65MGpzNoEEihxaGoWuW4l8B2hpQBsDVselEsU0HcMW0zjSnZnjtmPQyMPPn+rfR8QqIvJW1Iqas0+DObwBiPwEVgGYncDcCaxWE34ThBAMvPFGlo4fz8qJ2dWH1x5wYDaBBBQYcNNBFt0aEkPaChYG4aBfIWKr+/2TLfDgOvixD3ROmULYNpz4AtipkT86ikiKKv+jfXNYuRliCbkQIKbBpZ/BuPNVcdwEBrk1prZQpNDfq2M8F7CJgBOBlCBpJaYrToEIUmFnCLa2Q60w1WSIInkgYnjYlFfCdA5kAb3oTR0+WrOCPenO3pzDvngyQ6YcTKaSXCrjcWy+ppxOdMj6rDkmxZhsJFI/BwIlUn0AWwkFbQhCgOsg9fKsVyRSAg1p5koLtvygXkUHKgHg7USTJlITfhdouo7udmNFkjHP0cJ8Vp9xNKE2LXDXLcA09iGWke9gSei4jQft9uBf02FBhePMoFa14jacPwaO65Y7Ve7tsbBoeYrjkrA1BmCB1wv99lZaJjP/Ddc8Ah/+lDw+ZsGWWjj2BtgwVqWvbA35Jry3P5zxkzpVIFP0LUEgCRRblcuPMOGwI4PMmR5m3byWxCNGspSlJlj2fXeWfdeDHsN/ZY/9VuOhM53oQydyykHtOITN3WxhPCGK0DgPP5sI8hW1NMPgPIo5DD9tMPgTeXxAeZrGnRARNhGC30MDxP8q1AwEuwJFeZlgeJHRzempJTYQrIGai1XuswxDi+ug1T93fp+a8LtDCIG3sJBYIFA/0Yl4PCwYfgJbOnUm316L1+hEKJ5ui9w6dNyJt+Hn02HSHJVKC8rBCkXgltfgz4OgNFOgHvj6a8nXX0viqZGHJGZwceJxydChBm43/Pgj3H47PPd8MtDBsiAQgHP+AvvvD+3bb72PmgYfnw2DX1VRSoF4hmtkkNQ6asgx0STdDpVU71/JurebYYc0pYZbqGxReIIfJuTjPiOA56I68kQL+mrd6euDSxtRbSoTDU2rJPDgKnivXOlPXdAGbBe8s1kFJlxSAn9qpkj9+zrANZXpUgu2Dit/J9+olBsIM5MIS1EsnIEy2FsgNbVESlx2FXFuI44HCGNwKl7tpd+nY0343eFv3TqNRLJ1nRXDj6Rinx7486vQtbgjHpKEV4NuOzA2GsLcMuUbhVLI4kAMXpsBFw2AfXNEUS9bCc+/CdFMgtmpaqgbcOrxai7zxSvw4Atwz6tJTTFbQjgKtz0FB+wNB+2z7X6+fSQM/ATqYkpvKM3kaCRl4GyRu1KUgJIuOu2GLOHn17pgRTWVD1YokUKjYn5LKhe0pLjvJrpdOBdDK6ILh9AF2AqX1iAaijSykbwbshhTbRMDzvEK2ngs3rbCxIGzdDfnGB5cQvB8qWT4lhi2JpPGzWWxzrCR0kTsZIFrl/grlpxInImoK2wi9YRgTcrCiwQiGtQ9AeJFIAruQ6DlRzu1P03YMSQKhSQQaVtMxemH0Na/noDoRJ1MzzCISmin71iB80uXQ7WVHHIhWxFKV6+AT3sm95u4CL5dSqZUo3K9bThlADxzLpw0CiavTe5iSfilDM7/AD75S+4+3JNv8H00xoK4JCBkPYFkmDFMt4UVzUG6CqA1mFYMIhDDBc2db6HBuzPOp2vpQk7rO5qAOJShnEkDQdxZzeaCRpyJrGAyK+hGPiYx1lFLJ4o4le7cwB7czlwUFZM8xsxdl7vxMNtAmxdh/cWArnJhMxMBE7IEYg3MHAa6F/p+ukOn2501kXbfnv8PoHTvvdnghIdWDujFxK9eROoals+DEYrSKrKUNYv2BEdl3yWgtw/67JxAFABGz013lBKQwMwNcGDGpKqsAu5+CQIm6u6KkNRhFuD1wUcvKwIJVKWS7t3BmJldSlMCn0+F04/Ydj+Paw1rhsGY9fDhehhX4VwWE0UiORbG8ua+5TUEz/RsT9v94KOZ8K/vYFK5xEYgpUDG1DVe+OnetO5ayfFFHbfdqQbgFYJDDJ3v4lZaEIJbi+Mu3MKrToDmSnRuYjMmsn6/6QS4ghZcQgvyHP46MxvmBSo4n2LydjK7LbTWyMIlEBsH9grQ+4C/FLF+AMgUZymkOQxiCKRjeCueBPdOXAZuwn8Vew4ZwrzXX0cAm/fowAvjJhDN8xHN8+MJBLDjtYhv/Mi4uud0AQUmHNfICkiNwQffJwmkVJgGTJwNZw1K315bCzffDHV1iTGfXtLENDXeeMOksFAZh6IiGDAAfD6ytJMsC95+B26+adv9HNAO1t0MY+fDf5bA23Ods7pIF5/WyDlxE6bguaE+Du3pY8JAeOFd+HgOWImJXlQ1EPnAh/+ACFf2/W0G/097wKsr0qORhAC9Jdy5gXrthVnrQDOT9mZ6ECbUwisdwHCrUt2pP48U8FEdLI+qdJSdCY08OvAxIX4kzEJcdMBLbyrY3xHbVhfWtC00J+osoUIaZwwRuykCYHdFt5NPZsMPPwAQblbIv6f8m7o2LYnl5+GuC1KgryQyvR3RSHL1ydTg3N8mE5iGLxarNJNMROLw+aJsEikag+sfgYgH5Y9Eof42FaC74J83Q1cnoNPthsMHgm+00oNLRSgCL7zXOBKpUwGsPAs+W62qtD21OEXMO1WWJ6qBVzopGylTOkPyjwPcXNK3Gz91gme/hPfmQ9hS+8i4Uj+pnN2Cqp/a8PcDd1D0zsEFzeC2Mgim2UWJKAnyADFsl8SO69xtWRhRqz446lc7zodWlM/cBeiGxKNL0hRuBCywJN9GJYPcO5dEEsLAp3+AJWdiyWkI0RrDPQQR7AP2Guojt2PCuWkkSCcVNzwZKhsQ3GvCfxV7n3UW80arSlybTj+EJaOuRWqCPEOnj/YLZdFWLA92AQQe4CjToF1DyvlbgS1hck32o98GJmToez/1HQQEiuxN1LRxDizKhydGQDMfrM0h5xS1lP9RG4H8HIEFfk3wY4nJN1HJmdUWFdLGcMUxXRZCQNjlwnRFiYTTI6I13WLk4YLiGpPLlkqHWhHY6Ni2zpLy7vy6dj8ubt/4TKvDKeZpVpB6VTyEyKOOapQYeCXl9b1YSTXfs4bB7IUbQTTjak6hkrWEaMdv0HNpdg7kD4WaTwAb3N9C5VglsG2TFDWXMbBiYNXCT0du92mUsPbuG4m0YzRqE353BCsr60tsS+C79x8hXujH8vtA04jnecjzVtPOswgXNi4BxzaDL3fyPN3fgPNv2apKUSqqaqHfn2HtFpJh2l7nBbhd8OHLMDBD72xLTTaBlDhHdXYGTYNo7oILO8Ir/ZzKQukVuwGwLRPROwa6VKHOpo1wSf55pKR9gYokOG0AHDMADD2HsyGhx9z+dGyE7tHW8GKel1Ih8JPQrZQ0L6hAEkMg0ZBOlYF0+dgQkudYxxvMZga/UEgFIiOkwUCwlEzVzp0DIXSE6ziE5wqEeRjC1QNafw3uA1E/eBFYCWm8FNgBWNHkLO2OsGIxVn7xRT3/8eHTzxIoLibqzwchCPv9aL4YzTuux8TG1FS1kiknqcnbzkK+t+FqR5kC//G4Kvc9c2ZqbmtSUdbthkcfdXPaaelGrKYmR3lwVIpbjgIuDSLPBSP2hRdPgqJEihekL7nZwL4osj1BurvhvGFwqLMaOeQQOPsMyJnhGhH0GF/AYO23hZ6O7ANd/UpMW0P91VtCNJH64lw2mVFpLWDD6GqLu2JVvODehN68ql5XIQETmN6wkudvgkDg40Cacx5+jkCnBcVMxMWRgImQPgzsLPsIIYhsv5BlE3YNLHjrrfoR/cPI66nu1J5YgR+EIJKfh+aK07bDUgxp4RLQxw+T94OSnUhk+kyVSpIJU8/2iwBOuQa+mOJE6mkoIskRq9Y1+Nu5cF3G47GmLndkjpRQWZ29vSG4dDilEzx6AHQvJCmqneYbCejq9MuUyj9ySY7oARf1UTvt3xWuPUlpN2XCjhqEJnfi5BxVXbcHlxXDQT7I01Q3/Rp4WwSQvihoEk0D3bRAk2mjOgjMsiM8INfwoj6f5v7VuLR0HygkYWpm3u5OhC764dIuwxQnIzQ/NJvmaB85ofBxD9nUQQQ2v/279akJjceKSZNACOIFPpaMuhbb50Z6XGDo6JqklVlGc1mBGzjFZfCmf8cICoEKLM4FV4pNefp7+M8y0tNenchBjwse+zO0cKYhdQ24+wIIRnN/BirK/Ai3xqP5LjyGhZZSSk0IgbtjLboRR9PjIOIIM86g5hbXtjTZrzVoemauPsQsN0vXDKEt2wjbTkFLPFxDZ1xomAg8xCigBh3b+eoyw3WSQIA5TKQz8yihnNSxZSCYT02jz98gjFJofhE0vxi6vg5tbwSjuaOpm/Ej2kB4OyasfxA0RSLtopg7ejQJ0fOa7h2JlGTnatheN3uIuTzz75cZ/Nij5P0OZOZl+8O0NSpUOwEBtM6H3hnVTV76SBFJaZqXArUCH4EWxTD0sOxzDB8Ib45XOid4qNfUiFpw1A6Isrb2wG3d4R/LHLOSkd4mfS7oK/HXSrSoRkwK7l4s+KIS/j0Q2vhUyl5OzXkJETsI5Mid2Q500DUWFfn5JBpnhW0TNAO8IWylleAg8W9q930E6MIyPgcMbNoi6M08mlOJiyhr2IP59KVFrrJ3vxfc+0Gbqer/8HyoOwDsuvR9bCC+E4x6E/7rWP3VV/VptVGvl1UHHIjMmElYLhfsUceEkSfQ9/PPKNjJkScAFxwNr02AYIbDpAkYmlGA7NNPYcUKsKzMOHD11+WC887LNphDhsDNtzi7ulG2SyqTNHjw9vfZY8JLJ8NpY1JsUWpXXEB/MGpVJbNAFN6dD9NHwnvnQ89WavG6IVsUsiLkLHG5HShywZyh8GUZ/FIFlgn3lGfslOCFbeonobo7Rn739byqSeJ5Er83SJsWqymOVuLWI2wJFrO+sidtTT//LRh0pjkfAiAJUUsONXcp0eP/e87eHwGbFy5ky+LF9e8Xn3Estjvd2EjDwGoLY47vx8Gz5tD8d3gUnt4bbvwye7twPkvF7IXw9XRVoCRtRw1wqYnjtRdlt3VIv5TUt0RFJJTTfmxjckQy+ybgw0Gw1+dJLe30yEgNeoEekLSwYXMEfqwTdH4b3hoMh7ZRflFD2WBxK4rE48hq7xhcGkzoDJMDMCUIHsPmDiOWLhvnNC9tgdCVYdSJ09azlC+EhW3atDUE3fyLKIxXU6DVUhEvYW7tAbTVd2I42raglULBu8n3KwvJSomRKP2GJvy/QkrJzJdeAinZMrQfIsdvoguLQf95mXv3PJk999+Oyl8ZEALOKoF3KyCS8lx3CzjXyaiLxuH2capwUPJA1P3iUlknp6TUiTiuB7w5C+I6ycwLC1q6obQRj98RHp2/x1Sl6FTYHg3PXtXEqlzEbS9uBD+gcXx5nFtceoNjPWZvhblqAKfShoNpzjdUMIF5lNNwmlsRm2nLegQSgaQbi2hBBRJYRUfmcDAtGtBf2mEIA/a4U70WXg2rn0r/PJeafyPQFInUhN8FwcpKQn1bEvzHYOwRvTFF7hxPYduYK5f+LgSSlHByT7iov1L797uUcHdLP3w6ItuZGP+jyu3FBZljoqQEJryRO5Jg6P5wYG+ggGTKh8O6Pzhmx/reIx/yE/NcC7JWgIQgFNapiQtClspHnloBR01S3/vEnqBrOWZupmRNqzlUykxzu/1wC8HpbpMbvW5iRjSNQEqFTKGTOrAKDZuELPcerKYLyyhhMwXU0YOFHM+HnMdPPMAKanfUsu0o3N2UDlImpL5DonNN+P9HqLKS2u6tWH3LiWy4eiheLXdoiZAS7/oVvwuBJCX02xPuOxfcpopKKvCp12d3q5W5VEz+DupCqBlXhs3xegVffKGTn5894Hr2hPPPB1GAcsYcW2SZMPKpBsicbaBjs5SIzky9NtQ5ZAQqgxCOq9e8DXDokxCKwpD9IJZLqDXPpnzvSmbEf7st0jU4vg3cuhcU5OWWRwHSRFUK2lUidJu4YydLtHI6actp5t2CzxWkdcFa9u00idOrqzi7wmJdfAcu3m+AEF40emRt12xoWj/bPRGqrCTWuYSK64+i/Jaj8WkNk4Gujet+FwJJSmiZD2+doSKS8t3q5TVg1GnQNqNS05TZTuEQF+m3nVBpoK8/Bl06Zp+nWQE8eLWqIl3vF2lgafDERxnaSo1EK68qjgIovyjTFgkgItgUFkRtQTAOq+tg2Gewtg767gFuI3sca+4YBXut4Zvoyu3vVGYXBBzuh1tKoWt+nNyPEyUzkECpuRFDxLAdgeAiUUUPbSFtzfUUGLV0dK9gWMkHPCCXcEqwloW5wk1/b3iPIuthJGFniH034bdBWhaxeATttK4UnNaaUrM8RwQruCIR7PLMFZbtPJeUPNFRsm+eirjza+DT4IB8eMDRj15TpQq04iI59gGE4jK+vBzyUjiSfw4BTx4qUikRuWRAuQaLN2+7T0IIPInb0IZUD8C2dKK2FxtBCJXFNTEMt4UtfHr2ODLMKN1bfUslq7bjqii0xsNZtCOSo8pqfV+xaMt6p7AQtKSMjqyigFoKqaUXczmN13mDKcxg03b3oVEoPgb0DHbuN7g3cfTtfu0qaCKRdkHYSOZe2paa8RcRunMw9nUHcoj3R4qpSNvPCITY+9WxtIpGkdHtZ35zwZJw7yLI/w9oX4H2Nbzlh9vOguePhw/OhDXXQY90DTq++hm+WYAyeCYqosiRJPC44fOXoUd2ASdAEUsH91PaJqmWI27B65NgfeX2f4+jmjtGGKCZhBJUmLaQYEgIS6wcFYnWBv+PvfOOs6Os/v/7mXLr9r7JZrPpvRASIDEgEDSEbhQQFARBFKSI6E8BRYEvIhbEQgelI9KkSocAgQTSE9J7sptks/3u7TPz/P6YuXdv22Q3jSj5vF73lezcKc/MnTlzznk+53NgThMMr4BTj9mCqsftzgW6BeUSSgTvvD2NYX93M7uh9+PqDv3RcWWYTYGFmwguRzxByxCM04hTSWOyKwHYHYpcRBjH26zmTS5jDubeWLfeQmhQcy8IH0nzIjygFoHYxzMDh3BA8NGptcx77zo23fgNtvx6JkeXfEiNtjFtHS0a5bhnn6Y0X4XAvmGcSQn3fQplt4FyC4jfwC/XwBWXw92Xw6M/gR1PwNRR6dstXQb3PkyXLXJBYlLK64UHH1SYOrX7V9/kY8CdEJx1YFkwdz58Mr/35zGuIqVjM/kAAAAgAElEQVTDWSFQRZfQv9NsINMWSWx9leeX2NoHF/+/AMJt2WqaqoQyCQUK9f+q4egLvTz7ce/H1R1q3bYQcdaIPKb9ceyJuyCcnEgQWPSlHlV0nYiiSFRhMKLoIxazhC/vbKbdOrCJJI9yJ+CnK3p3IUU+4iBywg6h51g10cvKT35E482nsPPGk5joX8wQY0XaOkrcYMQ7H1Phc8GObfvs2C82QP/XQHkZxCtwzhY4dybcfQY8OBO2XwdnjU3fpn4n3PCwI2OWsEM+QIBLhxuugDNP6f6Yk8aBO6NJowS2NcFz7/X+HIpcMCqR5PID5XTZIqeTrmmmNEVxYFjw4Ao72fzbS5rRXHEU3bC3K7awCjRWLhrGjFtq+etHvR9Xd+inKDmCSYmuRnFrERK2qFDtQElZsZbNdgmMs0wRoIs4U92v0yTmcGZ4FZusA5xIKvkdKImZUgANFC+IA8gaP4ScCGthvOsuRnvwK+Sf2Ydh3nV8idm4U1T+lFCMsofepKzPnrHZtlgmp0ZaKTW2M1BpYP2oer5yWDO/H2TxwWiYNZokGeClNRBOJJBc2DbDuW0m94cpGbFUsdduepEpwB0z4eYePo+nazo6kO/poMTVjK7EEFgY4ez7MwbMi8M1Y5fiViPoSsy2bSUSM1/l1ZaTOXG5l5Y9nMMuJ7MLgsRFFBdR/HQmJ9ZVjJwxUCFtjOBJ7uZFPmXHng1iVyibDkVTQE3Ro9xDwX6biaT1+nOw4FAS6SCBhUmUNixMFrOajWUBu7heVcDnQlUk46xF6IEAIm6gd4bo++FCJt/7DFXvvUf7+d1I8O8CHVh8SISVKW2Sf7wMblkPnYn200CzAbfUw/Zi+Opg0DL877gBZ/3KmW2rBkYAtfb2qhtGDIBJGYFeJj5YnpvV69Zh0YZenxpFOtw5AlxeaQduHqAS6Ov82w0EUO8QLb55QgOn/+A5Rh+9ELXcAlVgSZV43EVzUOfEF6BpH+l9fJ3CtCSSlyB9aKCMZkppppIdeDHT3hE+QllNrb2EGMNnTGU2J/NvvsH/8Q4P75tB9hRF34DBH0DRt8B/DFT+AkauAlfPa6QP4fODxCJMByZx1tLCW4U7sHxu0DWkW0dRYVTeCvKDzSiGgTcQoN/aNXzvt/9Hv+ZVcP4JvabshC1bbHJ+sGvTuz+Bq16z7U/iTdUZh78ugFlhOO2obAYSwDkX2AweyoBhwECSQrKFhYKZM3f9sp/zKURyCHibFsxb1KvTAmwT/sQZdjKdUmxbVAX0x7ZHTvluJiJx2OroME2bEWPMY59RfkEDSq3pbCOwwirhoMp5f4ZlvZ/4y4mTiyFfTXEOPCaiLoSoiqBURFCqQ3g9BiKFCaCTPYnhIspIsYIJnvmcUPIaZ1Tey5/jryAPYFJbE5PxK3PRuQiVqbi4HL+2BNTjDtgYDmHPIZFE6XC8oyBPuz9Bel12naiuoWiC/soWiju3IwwDT0cnhTuauPh71zEktgNOPiL3w7wLGFIyx4wz14xjOMbote1w9qew2SRZAhaT8FADPBiGM8dAQY4uspf9AVqDQAkwGBhEstmH2wWXnLnrscxbmXuCuzMMHy/r1Wkl8fBR2GzRCuzAtBTog22TupF5iVqwwZkbmDIizjd+82/Gnr4A34AAwmXTK42oi1hc4+evw2urc++ntxinagxX1GTIpClxKvN2UOprocTbRoW3kSI1jEgJZezJt/SaZxWDgaxnnLqEme5n+Z7/Dv4l78A8kExtfTD0/QwKfgTuYyD/YqhZBMXfP3BjOIQ0WESI08LbPI/s40MUuBBCoAkLl4wy3FiOiMZRQlGq7/0Po99fxtLp0zHady9KFiDGYnaylQCdUnJMpJWP9BBCsRDCboj4gRbhkdKdjPd3PeXbAnDtu9h+Qo2EYRJKJbhsm3HDV7KPtaE9t0abKeGj+p5di1+5vVQrFvlaJx4tRrmniWrfdpSc9GnbdFQXxPjdsT9jct37KHkGCIEUKnHpYnFnKWet6dmxM3E2I3E5AaiLKJVsp5gWimkhjxBxxyJ4iKSpJakY1LGRWjYzkXn8gDuo53Lk3nZry4RQ4LBXYMRdUPIVKDsFBl4Dau9bgCbK2Xr7OVhw8KSzvqCQSNbwFGt5Cos4CjrNjCYm8sl8cH2GxXmvv0X9gi30/WABUz5caMdHhkH0hRcwt25FremZsOHf6OD3tKNjl3JWWxpV28p5IaYhc+j/RSz41Qa4qsYWj0zFpysgoAGTgaHYwZsGtIHnRXjjr7tP0g7rC+9/lj0jHzehriL3NrvDhX3hGeDVTB9SYCeW2qXdRqoIO4seh2gHTHJkNI5kCG9WL6a5vQWxwcpqyW1KeHI1XNGDLim7QykaT1LLj2hgGyFKaEWk/QiSKjoYQTmr2YmFJJbBXRJY1LEhmZXXHCWBCE9Rj4WOhZdh5PGlNKdrv8A3Afo/kr5s5Cx2mcE7hM8dK/mQOTxFnAgCBcko4pSROd/gMUwu3zyLjpeWMWDJEmbMfZv+RRa6BaxdDgs+hsOn9OiYTzbBJRvs2WLLJtgwNQLPLQXDRVatedSEh5bATcdAVQajeNs2WLkZmACMxr7dNCBoMwhmP2+Lau8KgwfajKVwRoJY16BuD7vNfWUAXHos3LE2w7QKIJ8ubZIC7EDOBDUER9XZqx1LEXrfjeRPCdD8VjXIdIMaM+Cu1+CufRCPuBSYPQbOWQ0LwhKzOpI13SRKo5wh/bxKJzHsFrWZ9qqOTegYCAGasJNMna7FzEJQgEoh5dQxDnU/uyGqGIJXTdcvEL5nSCobH8JBie0sYD53EsHOpOqMQqUyKxxQsThn2wpCTyyidOV6TnjtbQa743ZzjY42eOUZ+Pq3e3TMD8wY344GiDv3sobg2EABz23Sifgg8+CGhNmt8EkbHJEhkyglvPwJWMOxbVEVduQVAWbBO5dDZQ7JrlTUVdt2J5KRo/V5YFDfHp1SFsYWw21fgis255DxSMRACrZd8mM3JgrCsQ4BYyiVFBTGqDtqPUtmT0Ba6Q5hKA6/fx9OHLpn48vEC748vhsOMsuMU+JrRggrzZ/MdwU4k2peZQtRp5OTiYKW4rD1oQEXURQBqrATTIqykrk8QCUluCmhmqmo5MgE7ktofaD0tvRl1bcDf92/xz2ENJiE2chvaeI1QFKAQokyhGbKkusoAspEM0N/+RjVr3zKsOWbKQbMYJCGRx6h9oorcu5bInmE5TzPGjQU4lhIvEh3fwR56cGQgI3S4B0R4QQng/vKGoiVAGMsXP2juPJCSCmI1PuZutDF9GHZwVSV32Yd5cKgHsq3likK3/PHuC9juc/dSTTmRnMbePODqKpJPKoTC+QxzTWEN5V2dspKrIz3eFyqzA7A1ijU9LIIYTJ9uYhxPMoi8mjJ8C0gSB4uWomjp31XxTZcxJy4yBZxHMBidnI+BUzHxekoFPduMN1B0aDP+fYnAd8QoPdO2MGUFOotDiWRPmds4AXW8CSmQ5u0iJPPAmoYxNYMdXvFpXPCewuoufPFrP0Itxtj1ardJpFmsZbHWEQrYUaQxzoGEaaIdSLOyuImZHuV7VkYkNngK2TB8Svg7ZHpXQQ+WQ9GLXAY9owWJJ2Q4MWg9KAD9VWnwSPvOqK5iXI4BSwNlm+HkXsYvIVyiOgDUGUimhVkCbZRF4AmMX2CJVHo74e+lHIGR/BZqANpZiddwgY07L0cSRJj8PA2A/k9K3kFSeY7wUIylRG0EaKNCJBPFC8+QoDETzDrVFUMqmmgmdsBiYILF7UM4nHUAx1E6XuYDTyEA4JNLOZDHsVIY5UsZSh9WMmItHUVl87UhuWc8PQf7QWpjoqUdiJpN0mkWbRzq9XAxuIo5T43O7f0obOtkE4T/pXQA/Bi26KMRHDcgilPwMLvQGGKg7JmE5h9gYlAHV0CtgVgXQiBHjRUOe9s+PVtThJJc8agQFCB9Q326e0JczkiuymbL8EO2ApIE7qNe2FhOxwDFKFxCwO4sq3RLq/NcDpMC7bsQdlvdxjggTlj4U8BgxtCpLfLdjAwWshoX9xhsup0UkQBbYDETSzFmbMhsKgWW/mMTQgEGjpuvHyda8mjZN8NvgcQogcvpUP43NDGBj7iVswUJyTKMkZTzzzSu20IRWFYIMTMv98PRpy0SohgJ6zaPWVnBc3cI5eyUmljoMfFlng/dphVADznbyfoKrFrPFVwqsuTiEn46kJYMhlqU3IQ21vBqsb2iwbTZYvygJmwNs82U7vCjKOgKA9CEafpqaN5EgK2BuyS/0xmeE8QE/b8WZZMmQ/bHnno0lYBYm6Ya8AFgIrCjzmB64Ifo6kmMSM7jNgW6P2YukOpovCCP5/XZYCf4vh0KTCEpAM3kynlY5pRgBaqKGM7itOdMY/ODN9IUiW20cKztKGg4GI5f+MobqeAgftu8D2BOBSGHWis5Re0MRvp+DoeYCTLWcR4Aimdl4UlOeP3z6Z3BguFCMzPXdfeTCNP80+a2cRhaDRQzRb6YRHELcIYaJioxJOtoyEmJNezk6OpwY3C3FawhlkUjG3G5Y8ghP2Q+gqDLCwshBydoUu8cOYweHa13YUwqecIDKq0J+eUHvgs7SI7E1VS0ETY8uArDCGcfSqaidsfJSYqmMJFdMRzJ2Z0ATuN3ieRAGYwCJ0OnmcbRkY0pKEhyUOgEyYPL52omPgJpfxWkgLa8RFC8AqdvAP8jAL+iYv9xESuu4TeJpEOCWsfQq8gpYllvo1p/BNpbWV1SgIpAQWDAWzM2lZBMFDU5OyxKgPtaNuWpC0L0socnuYFfssHPMq/+ZAHmUsHQadutINxLCafdqQUdG4vBqTt5BRi18unlYtIViktXBFaxSOspYEQUsLvXsUuX6smKf7oDBjccGm6ZEFODK+Bl34BpaXYjowKCIiY8J374Pl5u99HLpziS2FoCwvVE0HL78RTFkDUmundSYTABH643g4ULQyKeJ1T+76IpmTTnvN0OHbvOtrmRCzLZNqwXyUKf+E0fs6XuZhJnMdl9GcIKhqS7CC1mFZUTOwpVAOLEFHWsZ0/7fuBH8J/FSSSMPMI8Dwx1jGPFzISSAAGNWxFybgjLSSTjErw5qDvxkLQND+tpC1EhDeYw1/5J4/yKs+xjqvZwGYlgqJKPL4IfQdvIL+41d4goTfmx/aZKujS7nCwVTeYsSHEjZEQS037+bz+duwSsRrSgqCE0OS5r+z+upSWwKyXYcAg5/iOLbIk/Pz38IfMqboe4qtVkJdquhNaB8XYZS5q+vlZwPUf2TP7EonBfKYPfd1pL5sOnxtmHLZn49oVDCU3ETwKBC14iWqepprfUMofOZKj6YMuFbBIE74FKKQdjTj23WMSJ0KQNt7hoX0/8EP4r4PBUiL8C4NFrOI5zBy2qIhmPBkdrnRUJsVqHfGgDKhA82I7ueQgTowFzOZJ7uJ5HuIjFnIdH7JGtKAKC68SYZBrHX21rUgJ0Ua/zfzzYtuicpKtthMIa1G+2VrP7WxhIQEkkluecdatIdsvUuAHK3d/TTQNPrwHxg/H9ssSupEC7nwZLv3b7veRC1/Ot5NISejYtqgQGOD8nRIdSAEP1cOW5KWfz+nlz6PIbPFhXYWvDtmzce0KlrByBsIW0ILJbxjNg0zkJwzjGk7kWMajoyGlluUY5dGJmygCicTEJEycTubz6wNabnsIBxBWGMIvEQ/9nYD1HjJjllzBopbNyb+FJSj+z6bsPhgC8oXtb0gMGnmFz7icpVzBi1xHK+tRsXATo5YtDGA99aIfCAWfCJEnAhSJNlTnzSqQaKzjj7zKGrmRZxokrgERXP4IimLregkBQpGofdtYa+YuwXxgBpwwkC5xbcdOPLoGfjm3Z5doKvn4nAdfOPqqxUoreUWBZAIJ7PEYQnKb7KCC2cwofBVdZJe0S2BEDybuukOUGGaOaMjE4miO4Uy+wRiuoJyxDnO+C26i+Ag7IZ7ETr2HCPCtrN/+84Tkv1tY+1AK/ADCslYTjx4PMiE8G6NOq2K1PjRrattFDB0NEwvNeQwu4gzyrzZoeegRZGcKBUYBdymoT1yHLF6AcfhWwrqfdwq9NGpFWBhsZw0Gs3AzliiFKZtaDGADs3ccixF1suMJ9o7EDnAk0CEpL9rGsGGfsUoxWY/gCdZz2pZxbPNWQEk3aW4FPuyhJMFxY0HPAzLKjUMxuPZf8LXdTdvlwCUFcE8HbLEsrLwgCFCcjgJWJCNqc7AjDq0GbNOfYDtzGFQZY1ztAhZvnkDU8IAOugsGFMC0/SDzM4VyZtFIGFvE1kXMcXhUBuNFQTCaquT6Q7iUIAE2Us9afkRX3Z3Ek9XlQOKigzh3sZm7cTGBEm7BxT6oyTuE/xoYNNHAN4mzhUQ/2L6U0MRwZMbcgoqCD4sIOgmZ0x8wkcKTi+GPN0Ek3JUwEoAP5MqHMF7dQdvJFmFcvEw/1tGHOBYCgckKChhJJOU+VlRJRW0DgbXFkGi6lMokLHL+3ynBZ6Ce3skiBZbG4C+xKJdFPHy4zQM1InfXewXW9tB3GDcaKmthQwa7JxSGW+6Cqy/KmcvfJU7tA+OLYH4rhBMJscSl7qbJlCpgRQtQuYQ5zMNXEufwk+ay8LVJxKMu0OwOT4V5cM4etP3eHaa5VG4inkwkaVocjzuCjmCsqxCB4DDcHOYolx/JkQREjA1WiEe4F0SX8fcRyrizJDoR2vmYJziLQmqYwAVUk6FOfAj/05CE6OBM4sxzAgGLSvKpZ2iWgKiGizximORhIVEQzGAC/SZNgMpq2BSG1CBLBdn8Ltx3PPHzC4mJOLPdFSzVqjCcYq6VLKOMftSnML9VYVGrb2Zz2wCMdudhTbVFBc4nLFFjcQZPWUq7kDwk4Z+ikePiJTywvM7u2+0j280Q0K71jNVYWwUjR8Ci7enl/qEoPPYO3HoBlBV2u3lOjPPDzGJ4rhVCDus7OaHWjc6jLmBuG7i9y1nI46h6lHNmPMzjr15ALO4BBVSXxKMJrpjcu/H0BJPwJ8sMwWZZewjjQnCYw2QciJ+B+J31p3EqR7ODAM/IP+AT25Pb+glmhJy2rpvKKj7iSNxU0Z8fUs70fX8ih3DgEXkPmk4HbJmHCTLMhuK+7Mzrqie1XZcIAoGOC4/wMeKuRuKqikzp5qcCVe88hfzzAjqPCdBcl09bsT2ZNggFP5WsZ7CzrsUm6oihgxBdoZW0KBQdxNEQUjKROTRj8ufQJto8l5FfFELJ0R1aInhZRvhRjioCtwbxLoJTEiED/rQErj/c7ia5KxxPAcPwsIIAgigqBgZaTiNlAR/STpC7uKw6j+ebvkaHWUBcuEG358h+XQWevaCqDKeW15hHDINEPGM3F3IznBoGkajpPYoI7SzlDNzODKSXUNozLiwLdyyKZnUSoxhFvQDN9TuE+LzL2sVBJZTdWxxiIh0gSCmJR08F2QAEnE+UWqOeCjO7DWE+/biKcziZqXyN47mR7zOUWrSBAyl+5x20YjsTKVTw9oXC0UAsAvc/hv7Re+Q1v8Kpm55lQuRj7HlsCxWTYaQrHgrsWZlIhx9kpvAFyUBHFEn69t+Mppp2FhpJjDjXP6/ZDIF2uu1UWt5DKqNhwo5u9Oo2NOVevjvkK4L5NTChINaV0U98crSqBYdxrsJ6XknOhv7kpN9wzpSHcJVFEYUWlleyQcK4V6FlHye1j6acoeTjQaGYVkpoIY9OCujgRl5hSZKm0QU/+dRTxLucQBwtS3A7AS8hPERRsACTGJ+yg68RZ/2+PYlDOKjRyNXEWIckhCSIJEIJjWkzcQm4cPEbTuHbjOV8xnE3p3AcA6CgCJ6bC9W+roRINTARhBFBe+15Cj59CY/xKl/nAabxMgomEomCxQhWktlGV3fHoK27ui/nGIWgHRm1qwAUu1N1BIvb7zRsGncr3dqivNz9onNi1brcy6MxaGnr+X4SUBV461iYUWvrMibtqyB30gtb56DSBx8yJ5nKOfb8tzjxhy/irgpDoYX0SgIqjPo1bNi77sNZmKCrzPSoNiEsr52ykiby/Z34/AF+qtfzVGbGH8jHRZuVx5vB6cSlhpl4r2T8pm6ieImgOO+nNjYzi9/SyPJ9exKHcFAjyK+IMxcIIekEQvhoZjDZD6DA5Gou5OtMZiZH8Wu+yalMAlWFF2bDkIquZ6oMmATCisInH6K/+QrejjeY1vEEp4SfTYrBC0zq2Oyw5FKPJTHb9Sz9MefLZMK8eOhOFFWiKPaqYUyefFMS1bGTw93Ysp6UlySwaF22XiTYjUfW7WEDuocHwff7gJLCWrDL+nOvL4FqN6ziP0m/aNqRb/Hj826juLIZkW+BBywPHP4ozNt3jfEAKEPjUsrwIvDRSTmN5BPAQwf/ZDn3szZrGzcuIhTwLDOJShdxaZ9cZt8HnRg+Qg5r2yJKA2u5mUZe3bcncQgHHlYnNJ1qT97LDoQMomBR17YVTzx1hlulhEkcw0mczLl8X1zPlCdepsqvJAPlEjdMKgeXYSDuXkHevK0Mf38Fo9esAClRsahiB96UAvCNDCAz1E7EIC7iVItt6MJEIJm7aTz4QcZF7t4kEmp3YTiWdVPSrgpoyFWTngENwcMMoMhp4iOQaZ3PMlFGPZIQFa5G3hzzZUaXLkYUWAivieKT3BCA/3QzQdYTDKSKMQzAg0IFjRTRTj5BCmjjRR4hQFcnYAMvr3AWUVx2ci51R1Lii4TQrERzojCW+Xfi0RORvWwCs69xSFj7ELpHcCM0vgaqD1k5GGQ9mR6FikGtUU+jVpmyzM0oLqGSKmpTZuoT0EcNp3SSQBrZCWIRBrbYml+MlIzesZqt/WvYTjWQmA02sZybMGq5WBwdi7uyA6TACLkwOrxZjpNEUN/SnyK/HT25iOBrDtPZUmB7Q0ELpSAOKlghHeIOJdKCn/ew5EtTobIQtudIJNWVZS/rKQoUQZNipBJ0kIBaFsHY5ks7V4+QXFghcCm2+F4CqmKxPjQUS1GQll3c02nAmk64aj482jMN4R5BQ+FPHM49LGA29Ul6tS2mbXIHs7iPsx2Gmo1ODG5lFVEOZxN9Gcdi3A4LqS8NCEcbwEU8K76WRGjjV3gYArjxMhON/cBHP4TPD/FGaH8JkFiFxxLSZ5Mpq6pgUEM9m6hLLtNwcQQz6Ucx/XIJEtYOhMOFrVmUaYtMcNVbFBIhMMnLYSxiLYNYyzD7eyQ+QgSdWTXLFOxY1beL1RjGTk5n+TACc60HvdYO+lTVoFhrYesnQ2yD6JTR4sNmMCdY1hZc3guSy9ABMHdx9nKXDiU9FKvMhFuFVivjLSCxA96MgFNXYGpfqMmHcIotEgLa2kqc2SsFU0Jn1GZsnnM/zLluz8bWHf5R4GaMJ8hfXOGkqZRAFMn1NPEV8ihJcWpMKTm3M8xOOZBt7ecxxr2UPCVAWPgYqq+1b4ycLEk7rb2Ah+jHeCxMaphMsTOrewj/IzA6oPEFMDuhdDpR3+NkCjAqGFSxnVWOrQDbLxrIdCqpptLxZ9JQUgaH53XpMqbcXEKA3A7KJ8BUiyHhjYxyL2ORYusrSQQFdNCCzUywpGB9YCAxrwreKMQUCKiQpY0oaG2uoKqmwRm3SSGtrPlkjD2AfAmqBUUSIgqEnUyNBV8r77m22rgBsHxzdiIpGoeBOS5FT6AI+7SSu0zUwxcCHaTZIgWocsOUYniL9rQvA7ECQqYf6diioJOLO+052HpZ75Jlu8PlVDAQld/SkGZDo1g8xSaOo5LB5Kdtc6lsZTV9+JO8mkl8ShlNlMq+HMECVJHQxMm2RRYRNvIX4mzHIEARUyhgIqK7GYpDOLjQthK2vwOsSOoapkJISXmwhS1FfQCBiocRXIOHFMV6XWNUEYzKy8EaDIGYCxwHBStCVPVpZLvfjuOKaCOMjwaqHdZbAAOVEH6M1BkjIWihlBga5exk2bYJoAnim92UlTYihCSKO7mNW8CJSvf1YSNLYGuOpI0poU8PG4dFkISSJWQCRVj4ZJAQ/jSWuge4SDyT/HuLWctKaxTSqXuLAEg4swG2D4K8PaCsCAQXM4MHuJdtKY6gxCJAB6/yb87GFrZ+nCV8RgnruYIJzGckKxjDUnQMdCOeRiS1dxJFGvMwrfNQtCkI/VyE2EPHbi9xMCWFeov9wkQSQvxeCLFSCLFECPG8cH4ZIUSdECIshFjkfO7ZH8c/KLDiJnhrBCz9MSz6IeL1aYiduTOeRbKSIoahk0cxwzmCm6hkUvf79uZBfkluB8SPPTW/AZDgisfpZ25JWUEkWyKaUuGD4DE0xqsRCghVovmjuMoCZE+fCSKGx/mfLVRYEd+BIkyUUTH073eilkdRy6LotZ0oRRFUKbmwAs7eTQeS5BEE3DgTvC5szqjzXPlccOtuWuHuDhUpF8uy7NteK46hlUVASFAshGJxeKXFuEqTbaaklFFp+/h481QMK50yELfgmWzyxl5DR6Gdlpz1+RaSNaRTDj6hBdX5XXdQxRtM5yVO5x6+T4x8FHwO+yj7plGJYPAKQe4gyO9p4miC3L/vT+pzwhfeHjU9Akv7w5arYMtViKWjyd+ZW/nUh4caRuHGRwk1HMfFjGbarvdfOTw380e3GTeuRhMRlQgkg1NmiwXSpkpjO2ib5w2mvb6sq7TCh62FlGPfMpZ4dUn83iDV5jbbZPUHLsNmRJVg65GUSRQk02rg+l6UxN7yE7sLUkJPCQE+L1x7We9L2VLR15Py4k34RXmka8opMKIWTh4PazthGINRUl7XSz48DCOebossCYu2QNM+FLUFUIQg4A7bdjIDKvB2Ri3eYtMi7MzutVtFfBg+mteCJ/FI8NsErBJ03GR2W0keC4MAK1nB06zkGd7lWhbz4L49oc8RX3hb1Pw2zOoDKy6DVdfAR6PwrGnNuaoC9GUyLvLJo5qxXMg4Ltr1/gdMBEXJthkShBc7qdwBFkGJlHEAACAASURBVIL+8a1pTEgjZU51aetY1ncOtjMgCuC2oDQOOUpMTLNrOz9BqtmOGVehzIJLYjDAgHITauJQE0dIi5F58MDIXZ9KKq4922YdpZbA+txw7nFQ3stStlT00ezAFOhy+XTsTnIpbMkBpXDRCFgShX4cgZoilvnu4hOIxrP1qDpjsGB71uK9RpRQRl9aG3Es3mNH2rJWabHcKYLrJJ93OZ6n5Vk8wMVspg7VUcxUcrItJCY72Mo9bONhVnEVq/lxjpYn/534n7VFUsLHl8JLE+DTn8C8++H9ziyZDAG4LB8qBRRzLKN5LD2BBJCXDwX2A5YVbzmdC9lk/1m9064okQgMNDZTw0IOQ3XqAnRMCujIyXgEqKQRw9IoLG9m2PjlFNBBgeygTO4k32rHJQVPKuVJzaJcuHES+ByGdtJn0eDKMbsvZUvAm+JpJJIbFWKnI1BtoWDiIcKpSIaJ/iSEc5/uOJuIzLYDCvD6XrCRFASNbMlaLpGsZmUyRprNZgwkAQqYxXHcww9YwASiuFCtjNoMCYoJihUF43GsyE8xA3VIc0nWcfY37PvlwGoiCSF+LYSoT3nGT3KW9/rZ31/lbG8Co6WUY4HVwLUp362TUo53Pj/YT8f/fNEyF9bcBlYEzDCYnQgzgr44lKOnqheX9l2O4S/M4FmO5s+UM37X+xcCLroV3BmpZQUY7vzfrlZy1rcfMhUdD8Nw40JBEDDqQHqTSSWwgz5FN1Hc6QMVwqQ0z05cuIiRR4C6ivVo+THUEyIIDfuj2B+9NMI1Y5/igUFWj2fbAI4ZCf4yEE57WVEEF06DmbvIqfUEP/a6U5q2CCzLnk9yV0YoHN7G5IERPLVxFnsNrgkYDNwRY3bn1WjSQ0WklQGdm7OEYhMw9xMbUskZmSfOIB1qN+s2U8673Ecffkkx30FkkA/tl4LlONMWiVZYAX6ByX7wAD8ffHHtUaweNn8fZASsIFghhIxSvqUFLZppjDTymcEp/IQLuZOzuJlBu0pmJ/C120DPmB1TgaGAsIl+SsxCILGcV46CQhFl+PCjAlp7PlanL/0ZSwRM3pR9CgCJUmY7Yppq4BJRin2t5A1sh9Ol7dMkhGEVIF9y+FeX8+oZJq5evHtHDYPqQSAKsB3GQjjuWPhZ7zu4puHKugydAJuYgygBfQSMHwv5Q2CDB65fCWPeg9eXfhWv9FBFM0NYjbC6Nzr7wx7lVo9Ll3VKXTcXQtLPG8FrOZ4LOYyTULNq+Lqo89K5KCZR1vEaLazZm+EfTPji2iIzDIu+BmbQZiFZYbAi+DbF0Voyg3iBxhSmcC2n8zgzuJfBnLR7FshpvwBXhi1SsBt/JESpnQoWUyjJAM6PDzeVKAik6acx0ifJ1naG45SvZYvaen1BZxULjTjFtFI3fB2cErcZkS5nDCrgtRg/dgFzjwxT1MOgDqC2HMYMB+HDpgD4YfhAuPuHPd9HLnynKON5TfiMPtAH2McoHwCNhXBTC0zZAD/bPAOPrKTECDE4vB7V6D6pEu++EmaP0d0dYP9E6d92F+AY6Nwnr+dwbmAw56KRmYmTjl8EdmsBiUWYdubSwtt7Nf6DCP+btmjLi7DuUSf2CoMRte/rxaTNjQvhp9x3H5OYxTBux5vCwE5ZCa69FdwZdfAKMMTZn8MgFqq9c4FCM+WsYFSW1o1dARvM2JVFKS1UsoMJ5Z/Qf+w6FNVKimorAvIIcpt4nqPJ0TwgBaNKYURNis9SAGNr4P+O3N1F64ILhRmUOYlaOyEmhKRK2UF/sYVq0Uyl6GSu0sT3OY4buBnRokG7khZLpiK+lz5Jd3Y/dXlmvCRReICLuYNrQByHTPE3hJXYPoEQ0I4Z/vbeDXQPIB1NpN5+9gH+lPKMp9bt9urZ3y9JJCnlG1LKxNt2DvZ88P82pIT2bRDugM2PgJlLTdqL0uSiq4rQjxBDULU9sNEzvgs//QcUepMtrJmIXRZhHwpLhU6fj51KP1R0qhnKeVzJTXyDCo5ns1qFx9eCW8voDidA1w0UfwS1KIjqD6NpccpKdtiMZwmlshmvEmXSNz6iiwedAgFLcLGORT0+JdOCaX+D5pCzN8X+9x/zYGm2DFCvMNOl83Ov226wIsAjFb4sdOb7CvisoJDFhkoYW7M3KG0/86aOAuq2BZnctJCxrauYUfwf1EQWUJBsQT66AsL7YXLqOIbgzjAWOjEK2MEDPMwN/JV3mWt3yqI4J2vJjcJXqaOEmfThBnychkh5EWV23UpAoBLljX17Qp8TvpD2KLQTwi3Q9mzOrwUq+a0GiVkkgReVMkr4Se+PNfx4uOwlKCu1bZEfGIMduDkwfApR3NTTHxc61ZTxM77O88YYpm4bR/22QcTKFMjsvK6AcGOXhRQDedJOENXadkhKKKADD1EG/GBt7jeaqrC5s5DnepmI+No1sGm7Y4scb+O9hfDKB73aTRYmFcHdoyFfhQLN7hw+3gfzjoQdx0NDDAImBAwIWRCx4LHNOpU7DKbxNpOYz+mTnselpXRDcWxRcbHDWNjHOJ183BlOmoqBmxb+wDKOYw5/YSMxLMaoCoU5Zg78wIVuD4OZyGS+wSi+hkqXYF5uNoBd4raV2fv0fD4vfDFtUQt0NkLL2+RMAVgWngYg+V7yIMgnb086iPYdAde/b5fZKs4uh0KyOtvCLtcSgga9Lyo+CijmfC7nTqYzmS+zRYymqKIFX14n6VEn4JLgiUNRHPJjoJsU97P9IqTELSN4iHHYyfMgz8pm76mCzbKap8WbvTqtS++HRZvSbdHKHXD3Xr6i++rwQj8oUyFfAb+AAQq8VwPbB9sdaJstCFh26/CQhLeCChvqxzC99W0O71zGDwfci09LCYw1wA2GBv32giXVHaZSkeXpKA7L4y0+4ds8xV3MIUiMQqFwGK6s14IbOJs8ypnEML7LIP4fym4CdACLMDvpQYvP/wL8z9kiy4LWBvjsbjByUF8suthIwg+e6eA+Yff7Pfdi+PVt9sOhAPnAYUAptnC/08W6qaQKjWIGczc+voWPIEW0Ot0ku+5YDRMvnXgJohFjFEtRkOQT4MQRLzkaPel3uBCSDzDp3I126Q8+gWUdKXZCwJIA3NPLOZifM4CpFOFC4EdH4OI0+lInijEFhIVFBEkEyUJzNG9s+irfXvcEftMRXhISXDGEJ0pEj3OMb++ySMMZhZKS7taJUUIzZWzjMX7MMt7mGPqjZzzpCgoejsKvP4kgn4TxFLKbZLS1CmllaxTvbxzSRNo1vgs8lfL3ACHEQuyq619IKffSJT8IsPpdePy70LEdpAXVlTDAyhJLFUJD1W4GbSvIBhT1JBT1mwjRQ+XpTBx7Fgyrg6ePA6PLUEkVrDEQd7vZWXkEI7iZo6iliCrqiXMqG+jEwlJs3Y18tR0lahKO2RGcV0A0P4a0hP2kuQ1UxSSED1MqFOClQHTSQDUNfauoVm0FxVDUR0eoAFCQUsG0FD5jNoOZ0KPTeX8tBCLZhXRRA+7+EO46a88uUwI/87q5zONiuWlSLRRqVdvgPBYy7br9jAPHMHnc+jK3SdtTu2vwZRyx6FPaZClhrytppFfFYeT78MmUnouI9wRH0p95bOYTNmNi4cakkBaEM08fIMh/+IB2OjmDadzEKH7BZyiA6ZzMTPoynq4631L+TBvVdPIQkiAqFUAjmcIzFhBnEx08houhuJn0v6IF8L9tjxqXwovfgpZVjtZONQw3yfSPhbQokhchKSHOOrwcSQFnomToSfQYw6fBtfNg1nik0YlwkpOWCoHhHmKqh9VMZjJXcgp96UsFHSYcvh52GMImeOvYAZ4OOMLVHgVkHsQs0SVdlg9WzEWkRcOtxyjwhwjE8lnnHUpSPicENJO8rc24xhts5JtJquausbEBFq+2xf5TEYzAnx6HU47Zs8uUwPk1cHY1LA5AsQ5DnOTZ7GYI58ilBE3Bk5uO5EtVdmnXpaf8ldnLjqa+uZaw25O0RW0SBv0WPr4chpbv3RhTMQ4Pl1DEPbQhHcZQHi0ozjx9HJOn2MZGwtwuRvB0vo8TA0EsCTEkKjBd1znX1fVSHMOZaLhZzr+JEsBDIRYBrCy6vyBCJ6t5Cz/lVDMmrbTvvxj/27aobQv861uwdS4goLACBhmQQaAWSNzWDCymYLAQjbF4uACFPbyB6ybADfPhpdEQbQTLvp+kClYNWF6VVXljqBO/YDRDqKYWCziR7awiTlSxK+L8eUFc7hhtzcXgcHjdLklEl5gCkBLhN4mrGgGZh06cEmKE8fBZ4QjKi23mdjym09FWgOWUvcUNnWU5RMO7QyQGT39s+0GpCEXhjlfgqpP37DIlcEIebB8KiyJ2adsot03AaIjD0mi2JF1ICh4ITuZqdwwF+O6QB3hmw0w+bpxC0OVPlsEZCox4Al47Fb60h7pNuVCGmx8znNtZCdhlLYW0ojmWI47F+2xgLc38gZO4WxRzktxJEEkUCx3BSHSuFl3vunKmIzHZxJ3E2IFOodN0IrtriolBAy+iU0Qpk1G664rw34X/blu08EV4+AcQagUzaid4hpFOs1P84D4WfEXgOxs8J/dclOz8H0FkPsx/DmJ2okQmktR1YI7tS6HvCUqYyBW8TRuRJKvWTxANg84U38qd7DYWJYabiHMPbdVr6CMaHB9fpZ1CYniQCCKWm53KO+QxMOcQwwY8uwWiGQ9syIQ/rYLLh+XcLCc8KPyRYTQSYztR6vASRfIVPsuyBxHVxdODzuDlVV/nrNZ/8c+ys4jkCfvSCjvJMLU1ztxSL+V7KJA2g9NooJ5OOpCEKKYtySIN0sYc/sVoTmQ5hdQTII6BCxUfLq7kSITwo3s+xohdhrTeJYfQJhIwNEFcPI3OV9AYukdj7S0SwtqfAy4XQpwPzAOukVIm6sp79ezvcRJJCPEW5FB9huullC8461yPXR/zuPPdNqBWStkshDgc+LcQYpSUsiNzJ0KIS4BLAGprazO/PnjQuAbuPSVpWABo2AYdCkzMuFGtOErlBSiuHooE9QTVR8A3Z8PHN0LjAqyiCsLjywjVVODyfIMBYjpKSv36XTQTwkp7hBQBee5OwjEfGoK4hJikK1UrBKZU2RGqZKo/yD/EQB5gBY/xJQxNT67mdYdQFYOOUBGmqZLfHiKa102/2BxoDpIzPWxK2JF1h+wZ8oXgyAxBk2g3zaAsqRBJmSmvcdezduIgRq1ewUajf3J5yIL6CFy3Gu4fs2/GCTY98wqOYT3NLGMbK1nIdtLHGsdgNgs5kal8iTIeZiK3sJD1zpTLJppooJo+DsVDoFPMLynml0gsDJbTzFdI7eubEM2N8rDzl0BnKNX8CyVHa9GDAYfsERBuhceOhmhK8f/OLdBuwdGks3SEC7XoPMoydL/2Cr46OGYBYvXN0PwulqeYnYMH0FTVFy8ncizT0FKyWX9vgxaT9JRBgskUAGHaz74hU7XvhX1LNkrqqhXe6OPhMauIWzcfRdxydTmFPkCXsBOISDydYaK90LJoaXd0j3J0XtyZW8Kl13CrcESGjmPU6r5cI2J22aI8bydP//I0LrrnMRZuOjxJI48YEDXhe0/DrMv2zTgT+AmlzCSftwiygEYWk/7bRbGYSxubCXO45mV5YR4XxNuYQwxLwDYRZ4nUOUzYDrNAMJLTGcnpSCxiBHg5Q/PGtkUuVjMHmItAwUMBM7gRn9PW+2DDIVsEmAbcfzS0bwXpPHctW2wmwJGkT7CpfkT1Bfg4Zd8d31UEJy+AZb+BLS8idS+hIbW01ZWCaxrDxEz0lBKmtwixDiPtcRcKaHoc3RUnHrOLO2JgJ5AAhK0v2dxWzvCSRv6h1dGgxPgxowkqvqQp0l1xSspaaG0qxoqpeFvDWH16XucVjnXfrLK9Bx2XegJVwOEZVYAx2X2pQkR2+ZS6YvD69Ol8Z86jPFl/LqZjrOOW/Tn3Tdh4Xs/j9Z7gZPpyBKW8TyPr2MFimtJ+OwOLRjpZwnbGi2o+pZIraeRdwsSRhIjziQhzbAr1tYKTqOAkJBYSk/mcgJmyV4ndAWonS2liBQIFBReH8Tf83QT2nze+ELZo/adwzznpMVgTdglbmj+uwqBnQd3Dmd6LH4LBU+Ddu5HhFhiaD8fUQP/zUT1nUSDcvMQaAkQxUiIsgd2JNIQPCzVZ0m+nzwXb6MN44HVcbBNVKA57UcOkhBZaKSYsfVhhFcPf2e3wgkb3dqIt1s0Xu0EFLiqc+LGeWLe+SVyx48AHN1/E3MrxrBRDbAOK7UI1WJJfBGLcW7hn196Hnx9yNWtYxSc8RjDjTA1iLON1fsMd3MdcPmUDBhb55NNAK+X4UZShuDxvIaXEit6EjP2WRG2zqSh0+rxIoYK4Cfg1bs4kjzv3++S5RGBae5REKhNCzEv5+z4p5X2JP3b17AN3Azdj3zI3A3/ETiT3+NlPYI+TSFLKXfIAhRDfAU4Bpkmnh56UMorjlksp5wsh1mGTjedlbu9cjPsAJk6c+Pn24NsVZv0FjIwn1DIgpELIA74oCBWEDmP/Au59mEBKoGI8nP480BWDpVaFdGIwiyaCmHxMZ7YsE/aN7FYMpgovb0dzCTALRDyfyxQ3V/AZ6xmLhzAhlKR2gCLAo0fJK6wHQxBu9ZCXq6NTN5g6COKpg7PV6PCocMroHu+m15jhUbg8R0c4HyG+Lv+dtsxCYavRJ2vduITntu/bJFICAyllIKUsZXbOkjUVhRbaqaKcG/iUbYSSay2imcuZzWMcjy+rPltBZzR5/IxObsUO6xRiSCQapLQpjbGcZm6inN/t+xPcBzhkj4DPHgczncWBtMBy2U5VRUJ8xwMVV4F3HyaQEvAPhMP+Adi2qNL5JBCRkleMONsti39HNEIyxytIguKCI1w2FTtXPb0aE9w5IM6l8QhLIrWIgiiiU0Uazv4S5ab9LUASbnFTKPXuMzQZGDUox0INdA1OntqzfewJppTkdgS9aohTa9Jtka4ZrNw+PEuHQEqYvRFiBrj2Mdd4IC4uwcUVNDhytenQEKwnRC1evm+2MU/Ekqm7RdLgFKOFj/RS+otsW+SmkElcyaf8xXHcJBFAJjkGNoLE+IC/MZ0b9u3J7SMcskXA2jfsMjaZmbjVYYeEfgKkAaoPyk6GspP2/Rg8FTDxDph4B4Jsv8hA8iEdbCbKPEyCORpPCAFuPc5Qy02HJdmSI/fjlSq3KmU8qNSzGBcaBpowMZxgUQgQikV5eSMKEl3G0XrBXinyQ78yWJcqUajZ+/1yL8S5e4v+OlRpsCHjleImwjfd/0xbpgjJp+0TkwmkVDRFYG07DNnHjY/K8fB1anmYppwTBAYWW2hjPNX8RjTxPkFijs3agMH32M5T9GVCBk1XoCBQGMbtrORKbK6TiekwBiQG0vGiTUIs4accxTMHJVP7C2GL/vM7iGVMVktsNnMUu1OP0OCYx/Y8gQSgqHD8pXD8pVm/dIQ4C1jN+6xwUtHZL143JsGkMFsXCjAI4Kee/uSJEGE8Sc0bISUltGDKDhTLQt/FxEmpG/p6YUOikk8Aqv3PtMpuN+sx+qBTjs5W0uNdlxllxqbXAehU81jnG5hMICUQB56LGtzLnl9/BZVhjGQO3WfOH+d95rM9mcRrJMAdvM11zGAIFQAIIVDcP8M03wFzPpI4Qa/LnqgUFom4J8qz6ByLh70sgdkdJBjGHiWRmqSU3baK2d2zn4AQ4n7gZWebHj/7CeyXcjYhxInAz4AvSylDKcvLgRYppSmEGIhdqb7rIs+DHTtW2UmjTGh+qPs5FDSBmgf9vgX5B4Yel4r5tHENywA7MR9HkoeHTvJINWYe4CN/MeVolEUDGa9k+91Q5tnJTewk4jygbuK4aKeNwi4RSqcCTtEtNpbX0U7PrVdVAfx0Gtz+LgRVbDaBtNvQ3jgXjh4Kg/fD5HMfVfDzQskfwjEicR2pSPI8USbGlzJ84Ur79OsALyhCQQiRM9LT97MPUUUZTaTSICQ6cXRC7GAdWzBoJpIsZbPXgBgWb1PPqfTP2idAHj/Cy0yivIFEJ8QNZPBDgBhBnj9ok0i7whfGHrWtByPHC9YSUHAlVKqAhOIzwX/4AR/eCtP8/+zdd5wkdZ0+8Hd1nrSzM7OzeZe0wLIkSYKKSBAUEJUDTzHg6Q+znnrm7JlRFNOZwYzhFEGiEhQUySh5SQub0+TUuer3R/fMTujZnYUN6O3jq184vV1V3+qu+tQnPo+Thvrlo8oIVLmRdCIp39lgtC1qiHPlIRzTyKw/V6TrxyPRlvea3FClfy4gli5Lp/rlu5o2JZJGPkz3zDZDg3ubaiNdOsU33s9bP1/pNBwm9y4FfO86XnoiR+631V/BFpGJ87UDefODlSmcUljRT5iT6fW84o3aVvToa29QrKtINSUnaRWIBdtWWns89tHgDr1jEklJBUlFa2x0b1Tnb1FhQiNXQeS75SGfS0yrud+FjjHTQda4Vajs736vaGzrVyS0wUMKhqTGz0Y9zfF/xxYtr+0XlYtMO4s99qXUy8wX0/K8bdumMgVsVPRKD+tRUqyWZqaL6akQJo18rlHgG01pL29OeebGgpVjCO2rHQPJrE/El8sP/63C09avSXG4CzwICAIxoXB+4IkpjvgPb/q9N3LauRV+tLDOSEPmH5dz2d2cdvBT+TY2c9y5kZeuLyuXArlyTF2maHp8wIvXXla5OhcwXCdMx2p3ekaRrRI02FrM1ywtIT+qPBpXUq+o13qrzfdL/SO/zzByIl/V5ScmFgVhmsMc5o+6XK9swCrXKnhwwucKegxaplGtysPTF/8ytmj9I2o75PXMfhG7H8heZ9O4fTqlHrPeeS6v+tolzSJ5aYM2+TV14vY1w1/HkGpH6gxps85aUXUKtKTJgAENSpJVuxhJxwt6GqcrWDDpOoKA7x/JaTeQTTKcr4lwV6kyLTFvy7Rfk+9f4Fy7eZMHhSrTCo1h1rShHmdd/muSxOdVC5U1kNpGNn662bKjpPZiytLyYvJu9pDCOGLNgrKL/d0HvGDTuQQZ8fo/U75JMbxCGPs+wXhvZUjOBds9iRRFgfJ4n3U7IwiCOVEUra3+eTqVJMGTufe3F7HAN1Xox64ZJxN3DO4JguBu/AZvjqKoazutYfsiiujvYY+jSda4M0sFlryaA7/Mkv/eKQmkgtD73S8rlBUqCEUi9bJSo7LJKYFjggbzg6R0EHhxKiGFVDKvtblTe8tGM6dv0Fi3YSSBxDANR6TO2CrA8KxqOUj4w1YkkeBTp/KhU4gP299YZXp1ZR+nXlT52rclhoTOts6PGtaZ3dZlxuz1Zszs0NjY7dFpsx1x7F/9bvC0ytW6Mq0+2eKE1onc+JkY/7GdaQlP8hzJkSNHWnSbrkeDfn9yqRt9Q8pEfe+csuU13h+NuIXqnaPea5hk7CeakFj6p8G/vj0a6mPmoSRrZEliCXZ7CfM/z/wv7JQEUhRFzsoO6IoiAyqljlJALF0Ub9j08E5gzxTPrfoBb55fIZ6WwkzMw7xIYs/sGKszPH+fbBpXkaxKcofibugbJ9+7Bbz2NC745ChbVA3cuvp54QcqXCXbEuWIc5bz1g7SMynPJJiJxpI18emev/HPfrj8HItuXal15aCYaV59aEl6nDFKxnnREhLbMXD7d3NGkVhGpusyQ6d6vS7xgE+6Wkswsb2ziPuiWr2wm5Ax3Z5eYJFTxg1ej0VYs6f2aY9/fVuUG2TGAbUTQ6lGFp3Cok+w+Cu0HrvDE0jwUcutUzAoVBApisSU1Y+qcgfIBIGXxCqJyv9siGtAPF4yva1L+5wN2udsMKt1tfw4Au1K59PYgHHYL4picXebPabYsyUcfyDXfJxYkxHOIUElwf7y77Km58l8C5MjiiKfzWX9e7lHw4x+8Zl90rP6JZqGDGRCL9jjEm+t+6roMtwaR4M37p+syIuPQoBFzez2JKn2poLn2E2dxIg6U4MBbTrV6XOHe5zrQnOtqrntozZvxOMatDvNbGeZrI01EAhrzT0//fHPb4vKZRYeUfFxxiMMOfF7HPzR7ZZACoW+5io5RflqOnp4fG04xooJtGvwantJi0koatVppg1mWy82yg5Ub+tRMdUmuyEI3KZ28WUYJ8zmk4eSyIzaWcATWc6486md6326fdptWnWbptOMqEt9NCCWCL3uP7/rrq6D1V+Zc1z3TRLjbFsGr81sG4fkCC+VqCbnM4a06dCoX4M+x/mDvWoIqKwx0RcJgkCQOFqQepkgqN0ZGqklkPUvgS8GQXBvEAT34Di8u/r+Vt/72yX9FUXRokne/y1qywX9M+GmK/nCW+lYU2lxbMeCuJHgO1XPoa+gZfKs8Y7A3/XWdFMCTJM3KKOM52v0JZuYD/+nvs4juq1p6B3x7xJBSViD0b4ycTbszG+SRR3G2ifh6N+yfmIaI4xY3c896zm41pTnk8QHdPiLnLxILjAyr1yMJxTjldvjXS86zzGP/VXbjUMceocLW9Oeewsb8tVRmzhLGvjE3ps50DbAArO9wZl+6xr9lksqjnzXwzX/Je5xs6PGbJcRt2iChG1tVDhHniPnJmPJ52LqHKNog4QZgn8iYtt/aXv08G184/+xemmlhXhGmt1SBFXnOFHHnMOZ9+ydusxlUWhlGE60RzHqGgvKQxkhnl3HL+Zviis/sid/6+fapE0lj1ikHJsoJhsExJLDliMyXoKjo7z11+xdj1c7s8cZpHLIVbdy+nO3epeT4vPr+EUXuajScTB8++UlKu34+HTy404tXenAx5aaOeOPvnDydHes5L51lTXFksxs5Dv/tu3WVQuzpP3AgT7vMY/aoE5+xNnNKROwe+IBa4tHGf0jpHDYJA5bLezmSI+4TjjuB2gyW1lZqDxGteXpjn9pW7TmUc77Dx66tfJ3WxNzy8SrAXY8RdMcDnjZTlsileLazcZ3W1eu0np55Wole5Gk1JGsawAAIABJREFU75shU71+X1UX85ciFzd1CYJoxEbFJimuVNQGo3F/V1BEVqRxK0agHlhPOlGDPSHil7fxXydNeVdbxG9LRecXcnIqqmxhWOU3icWIVYqmv9zr35284g9Oe/haDvyZNx20t+vXcfWKyppiCTIJfrUN11ULGQmf9wLfdZsHrNRgcORbLVb9zyX+bpX2TZ1hKr/3AVsxXjPLSQY9ViNhFJPQpqwgPmr/T3f8U9uiKOKCz/Gjc8nnUGaOCqE2pBo48Z3Ubwd5wFFYZoNijaJrgIyCUJ3F2rzPUVpkvMpsl/nHyLNyMkXS+CjbMZxkKotbu5lRrmH8bqMJUVdZRcRjZZYFdbW22jwGFL3fHbKjzzUgjMfl6io7/PiHPubis1/twrvv8LwTj7chjJSEYvHQgbGEjzVum3tjrsVO9FZ/82Mp60dZ0Mo8zIHutc4cg9W28wC7bWYMMOEgaty3kToJp4qE2zXeqXQi7VgfJoqi10zy/lbf+/88keDTBfffzgdfxrrllIoUchXy1q7daJpN+968+FzO+v7OXulmK13HafAHe7jdIt8yT8OoS2F6LLBnY3ZUgTCSUBAPKooCoxFFlMMYUSSuLDHKyMQi9he4wjI3W6O4maryaHTXSv7GKKX47v0sq8Ff9GSQFbrM4EibcziJQxcLy/6wz4kEaZb/zZwMDz2PN+5F1Ey8iaUxjriHJ7Zz4npvu/ugN1ioruZq6wxpGOXkxNEo6dhJWrZrYYZzxTQLhmd41MtpstFdlnq+Bx2tx9VP6Tx2YRtg40o+dgIr7qsQ2ZYKFQKKJ1ppnMe03XjWB3n51Tul2j8apckkVbFvOvLAXqzam+t3Z9ao0kYqxt6ziY96UsUTRfHYRFsEUTmoGKV4RGosS/WBmaKL9LhMn6Ep2qKu/okKbQLyARfdxL3Lp7SbKeEbGysS2piUIbMg5ReJswRRTLzjOo3pihLbp08l3lJRsusIOOxH/H1d7X1sK+yjwQ8d5HipTdXSUUiKzAg28TFWHOvAG+NTH0F7hn9Xr02iGuzFpITSuvT4lff5qbe5z1PUOd+Fp47cIO9+Ng/eXLFF5RIdfTyartihprk88y285VYS21DC9ElgbGpnLBrF3GKu28x1vTn2GsVdFASBw5vz6oNN5jSuKAhqj3BEUSCKKoHi6IIPtIv82RpXW6Nvih2+vVmKtWxRjMse4m9PbLtO7a/mc5vC1Un2OZhs8KN9XkOpxNKrJWL89oVc+HzqWgkbKNZx9PX8cW3tfWwrtGv0Ucc73cKaQU1CzALrx7yXEXjXVpDzz/USjRaJV/2iQFJJxpCkG7zeNU631A9EU3y27MJTwI++WEkiDfZX4rBSxNo4Q03MXcJrvskZn9nuy6hRFhvBYq1+6EU+51gtVd6tQP+ozo1K92PMRPsxXCKLj4pK6pRM0+9+jylv5hrrqWVOEoRJru95cjbiT9ZtsW8ywj+WLDHnmh+7tzXjuOaCTPOgpqacRxv6va3Uq7CNDNRuDna4o8Un6YOZZ/XI/0+K+zeHTLqvQEKTC1Q4C1IiDGrSK2OD73nCofpduk3WXRMR5VJ8q19PF+zYQbx/Bfzo8+THjUwUcjyxmm+soHXmzllXDRyquWYiqU7MKWZZuJmqyWPVVsw6g+ZaIz5iLgODGkYRv8U8/uBiqcactvnrBdVrOwojs4L1HjPk8SpVYVrcFx1j/hZkxM/Yj7vWViQrUZntzVRGYC54kB8u5UtH8/anyAMwtEWzWEVAKTZ8YpVt/j7Itzsqym756m4ezHLSAzx0yPaP2ScSbFcc1Zik48xxnR5lBfVi9lVnhT77TJHkPGl38/3NgN8oeECvR5U8bljutiRvpQ9ImqHBpLxuu7C9cdW3JpalS0V6+jnlRvaaOu/G9sY+sZiWIDA0zomowyuTKbtvpkh1b65SSYunC1oXrhNPVKxagKFsnWKpEpQmQobuqKu08hw0KoEU0Ta9w8ZpvT6t0l4e4IfmO2ILnDovfha/up6B4eRwEvUVlabf3cEV/+BNJ3H+67fyC6mB3imIx4UCJYnKuVW/y7UDfPQmhkaVHweKnHARq99B3Q5XoK5wtaXF/VuQ9uuIgVhZQxA4KEh6RNGcKXYPZTR5iS97wt9s8JBundZbplx9PpUV3O7X0hrtbed22/2fxo2/Jj9UIfIfRliVV3z2eTz3zJ23tnHIiDlYg7+P0/hJ4ETN5m7GLV6qKBdEYkrmWiNVZQULkJVRqAaLiTCwceUsvV0tZhy0etMIGqaF/epjnb5WHcA6z4M+Yn/H1RTS2YSTlvCxS2zqiqxUiMCNKzjp+zx/b3579tik+5NBRzS1REgptmm8HnJl3noX3dVANlfdzek38tBpzN8hFGaBTUF5xRallJ2izv+K6VSSwZ6SHpe3n9SUSLHj0g7xbR3+osttsvqs8/cxnUlP+J2YpH28druc2S6oPPd+eC65cV05pTLZWXz2/h22lD3NrHntpCUcZz/N4zrdlutTFqk3MEamPhQzqEEoriSmzzSxkVRSpN0G9XIettajHlAn7Z3O0lZjwuClszj/8WpcEjPC51jA2x7j1x1cegCJrYhRehUUanRcjUaAcjxOFPlaOOSWoMJSVqqe45VRzifLsUn5ELcW42OgoBoDhZIyEuJCSXF7a9/i3Z3yfC3ukPMzXS5TtF6FQTivLG+D94mbqd6ztsnax5xHFCgVnz5Joa3Frk6krcXyh2qncpNpNtSeu94ZeFiXj/qraTZq0aVBtspfFHOUFs+zeZW4JdLiSuZbPZINj6m0VjYakMF0Ccf3LRLlGvUNTLd+5Ty5gYxiISEzVNQsqyiUV5ZV0ivv027Z4trfeCh7tlA/PMIyar63EFYclff9leWTig5ODX1yZujVZqNpesXHGclAKCMrnii5d8H+Hp8+lz1PBN9cu8lBGkaItQXumFyFc5vhAEdIVJ3dOoNmWa9VlxYbzPMLLbrEhYYU3WGdD7jRbaZeDoxr1uz/afFhWctGEkjDiORs8N1tek67sJVY+cDEJBLE46x7+vBgPq7gP4K1wsZOrY1dmtKDiDRi/1jcW1KbZ3s8oo6kUOtua8UT5crYWrUboL4uqyFW0oizC3XSa1IMxLgvRhdy1OWzWqf1KgaRrMig0IDQOVaNqPVMhlOP4ln70zBsg+qN2KJyWJHf/v41/OWBp/YdrSyHZrfnJGYPirdlSY5z2IKIhrKgrey+1v3cmTqE9tPBT++rrGU8SiG/n0gPsM1xvN1lqkmhlJxZ1mnVqTHYoBy/xqxEp1SMwSBys4JXRV1+EE7dSCakLHKso5xjg8dHEkjDKCn4u0sm2XoXdgjWPFbpRhqPQpZ1j+/49UyCLgWfdL/V1mrWo9GQQKhezGwp77F53rSDpdQLRhJIw35Rhcckp15RRuBF5XbdK2cplJI2Lp0j11WvnI/TH9MedCmL5JRlleWFPut+3Vvg5zlwPmc/i4bhhPsorrYQgwWufYSf3/XUvqNuZQszQ1rqu0zL9EjEx7c2RFLpnGmNPbIzMv6y53EseRW4bDXFGraoHPGTHfBIOty+klVblFA00/qKLbJB4HKLLJcWyQrdL++91vqUDVPef0zCTMdZ7AN6rBSO+83K8h73213dSNsT+RyDkzj/OzAGKwtd7xbNequ2ZKBK8pywtzmOMpHfYm8tMkpadY8kiSo2JNRoQELMWgvdZ39rzZaVVm9QRk4gUlSWV9BrwI9dVnNd79uTOZkKT6tx3EiDIX/u5Udb2aU8T8J0PdpsVKfiv1UQSSpoMCCWKSs1ZEQnnO174eA4plxy+FE4JNpG3UhzPctwCqPBgNnWa9Vthg0OdKtGg4pKHrTap/3e/aO6k2ohbqGMtyjYYLywUCSr29e3ybonIhCWE1v9erpgVxJpa3HAkZUgbTxKBebXHDHe4Viuzwf8xQM6las8RQ2GHCrmKw7weUtGSAhrIRJ5nZRZNppsyOtEjf7gmdrrGsT37ZJZ2C9sC3UUZ1j/wL4OSPcpBhM13tYbssbmA4iGFLefw5dPZJ/Ztbt6IlzyFJySO/V6jXvEDEorajBotvWVcbwokoiKpkV90lFePBa54oCTnf6GX7ij6sCtKajpJsQCNu4AvtcjHafdHHUqSjAxUfWhFBq0wZGuG2l5jZBX9k3/sN6gu6y3YQqz1VC0QTCJHHHBym10NrvwpLD4OaRqDLiXiuyxHeR6ngQ6lJxmlT8ZUggiQSxSn8o5qGHQhXUN/tTQpG4LbXuvacubNqNLPF6uaQsOzpStbJru2TLy+2AhpsfoTcjcnnBEa79CMNFxKePWLdwH8ThXfoHvv4fDJiGrHirw8xs3u5vNYmm57NC+ARvrC2KZslhjUXLeoCBVsZ+xWIn2Mo2hMB3zx8YTHTP/er8KK5x76wbI1ygSFkM6pnabPyUcbYFnmCWDlqpzHKsSgg4EQ/YPblAexdKQFfmUPsujohtkPTbFcZ6S/KRk2kO2MbPwLmwdFh1CXQ1S/1SGPZ8etiiv7Bx3uM4G+eqzMaVogZxPmO9y+2nZQnP+88W16pVSqMkP2a7kJgc5KZottigrNi+n1BLpyjfrvn+BA7LUmg8LcOMUkhnffjW/ehPH7V/bFg0WuPD2Le5mUnQoeYFlnkj0SyaK0sm81sYu6WQOkURU1jStX11dTizF3fMO9JrTv+vr8yu/8cZcZbJoPPIh63YAR+0e5jraQZLi2nSIC0fsUUHOYleLjxIZyYpcpMfDcm4y6AG5Gl3etZHXWfP9crV7YRe2E9IZ2iYR7NljyQ5bxq9d5Vo3y8kLkFAy3ZD/8Bzvdop4jfD6ZHuabqNgXPQwLFJ0vH3k1WvXiUCnGRoMiU8Yd4usskG/iYn71hT3PJe37VG7I3Eo5IKtSCI9aK2fukHGkLSiZr3SckShhmhQfTQkqSQeD33rP8/x3VecrG+SeyhrMtmerUejuZZ4jYyyJgPVZFzlXm/W5QWuxLBCdckFbnC/lTo3E3+WbGCSeKdoxTZa+ThEKMW3/vU0wa4k0lSxbi3f+gqDmQo5z2hk6nnFO2ncNm16TxW/tHQC2VtZZI1OizVstnV3pW7/5VIXuNruHteqW2Kckx+gR8EN5aLzykOiGEE8EsSJp0J77d2nOVG7EhNDaQpVmrokbz6c/zi4tiF8qtNin/OY3Cjtn2EDdLB+P8812G/N44IoHAlay/GEbCzmE1WVj9NaqK+xrkLIkVOUEX8qSEo527vso32MugOVh1FaXts4J6dT1htd43Nu9UZ/9Dm3bpGnKmWhqIbZj8QFdtfjDuE/r2rbPyf6evjVt1m2jkKyyvxcRaqOw05m7nZmeZ8ifqJPbhxzQCmgM16wJEl8MwmkDQrOdp83J/9ht/bHtNsoNc45DwJ6grLHs4FzllEOVMY84kiS2ot92ia/xrfUiUQlWDvrBN77cuomoXN5KuOrHxzK6482kWEGQZUjfX7WlYuKnlV6UFypkqFGGMQNSXpLV6QYRZ6/B401/J4Az9s+ojRjEBf4kGd7kZniNS1zZI41Y/4uB2XPsdY5OhxvnZdYr3cLtiipTtpE4xqhzmxPeFDhX1dN5emJ7BAX/5ibb6PcVGF2H0YyXbFDhzx/561vFG7QoVdpzNMsrFb3ZwqkNuMODyn6lL96h6ss9JA2XdITau1kleTCwIt7cvJVWxQMv+blvWBGKKyR0A6ZEmdkEHDqQXzh36ibZAT4qdii7+jUrTySdA+qHZ/tjT1+3Zhxxqq/S0f5TY+cICYbTzkv6NWl7NhJYvvGBCduQ0GUzeEMxzrToRI1RmYDkb09POa9UORUT3iz1c603Eket2YKPk2TPSe8V5kgarbBA/KeYqv8LkxAVCoJr7pMac7hytnkmOlZmXre/aUdso4+A+7ywAhx+6gVWmVFzSL9HW73fV8xywatujXpm5BM+p11ysojyZCYaAzP7HhMxo3UlODV86ibJNcwVRMRifzATfKjzjOGVt12z/VJF3Nj7E0unfKnxCoHBbVt6f4SEtuQ62MfZ1hg/oQYKC7Sqss0vSoMU2Vd+vyPa3zIL3zHteOeBBUkLTSRn4qSpMgeirq32do3HSDYlUT6l8c1V3LEIj77YS74tsq45Czqm5i3J+/6Mm/7/M5e5Qge0V2T8K3SKlmj5byKgpJP+oM1eqvzr5G40DS90oaqBHCVm+pI7b5dzE6o40cB64Oy/aO5NZ2yRpEu66waR3I4Gc5YRHLY5lSYWWkiX8fMJ5mzG1SyapJgY1DW8z/9QZ3TG4hNXP/j8oaEXj+L+amq/HgVDTE+PJ+2HcRBEohNWjeNGJEYHf1eUWhISUHZLVZ6k6v82L26ajjEVCRuZ3rTKJJtipL6NNpgqfu9381eqNut2+akdmHzeOAuXrgbX34vPz2fdWV6p1PXTOs8zvww7/3lzl7lCP4uO0JcPxpJPLSZ8Y1I5M0e8IABBZEwiMSDyHQ9GvRXkioQRY6UccGG2mMUAhYMTFNfw20KlUQG3Kd7StXnFx4yjmQ7jUaCRubNevKktjcWSzWPPhAPPe+Wb+pIxZXjE+/0Ih4q8sI9OWy2MfLaDUnOXMwBO4iiLxCoF6s5xhETSo/6rQORkkgxoE8kJ3KbvKOs8SFdlk0SwAUCRzlrjAJSWcygRuv1udwPfMeH3D+Fkeld2AZYvZwT9uRTb+f7X2RFP+sz1LXQ3M6L3sJ5N9Z8ju4MPKxPtkYnW1Fo2Ra6o7/kFndbryhUrna3NBrUYKBaZIsQ2V2T3+Rqd8sF6C201PSLAmUtch6werOkucM4bH5F+WwEVa62WAN7zKo93joVXGeg5t2XCdjvzmuV+1YrJSc6OKkocJu8Jc28YiENo2Kc+jiHtHDK1LU9njLqJGomtOPCUfLpFRSrr36hIaFlcl7gUe+3yn2T+EWwnzeJjeK8CQWGNOjDzb7iUue4z6+30RntQjQwoHTcEcpveJXo0t8Lu2NKq2OieAMHHsk3ruCZx++QtWzQVU1Sjn1yh0IrTWzzWeYxV7lCvqpiGiCpWJ0i2ORUDJoY1HRpm6AOFlM2Q2jA+klHJw9qYNrwfRioCJDVEc9wzBT55LOKNo7q3BtGgGwsK0zViEDC0Jnxfg2CkfgkrsIE8OVtxIc0GtEkMW0oqI4BhiMTfVkFRWW3edQn/K+l40bcYuq0eOdIvBMK9GnSr16XR9zt+Vb55pS7Fad4ApXK6ta+niZ4ejzdn87I53njWZWKW75aBc9m6RrgXd/nksc44807Xf0Iltno436nYIU2XRoMGG3kikIzN0Mke7uVNbOzUG/IdN0yBgUiL7ObjkmipoTAgdEeFpg2wpWRFJhjgzbLXOQqX/UL5/mpoS1Ujvdp4ZNHVaRtNakEbnGiBOfczPce3uzmNZHajCh0gziXX6Sxv7ZTGRdICTTEufYATminbRqLp3Ph3nxswdav56lggcPEx5D3ReJKEko6J+W9iqpE6ZEOQ37vYW/1B6tqPCxgpreY779l7C3QYkhTdXAuq2xQ2YD7vV9he2Tpd2ETooj3vZyBvk2kktlBBoY47r38cBUv/yiJHc6kPAEr5LzRA+6zUptOjeOqbiUVYtPJcJ8B6yahcmwwpE2nJr0IfSDWZGNxoqwtFanphdkmz1I/kkhKiLTrNtdK57vP+93h1W60bgujbdMb+OHbyaQIpqkktBOEcb7wBz7wv1v6Vmpj2iTPjiRS131H22BHzX8vRZGWWKVT89J/54yDaJ/BbjM59wR+dNqTW8+TxWILpMf8plGVJjS0UfvIu7FgolRfiC6hnxhwgnVumeS5sMiznegd2u0prUm+aotKigpySgqu80sbt8B/sAvbAB99A10dDFWflUMDFd9o0an8agNvOr/2iNsORo+cz/uba9ytTadpescEbikxCzfjF3XLuceGCZ1ClZpWTrPekYr3a83VE0UKtUa6oNTkNPNkqr0Klap+n9084Tf+4huu9m4/8YSNmz2neIyLX1sZ/Y81GPGLwhi/WsqZT9IWtUziGZXQ/NsfmbFxvVi5RmdyWNZa3fY7z+Sc/ZjVytwW3rc/1x7/1Mm+twa722tcoFexRSFWmz/JVtGItHpW6BK9XuFxv59kVLbVAY7yJW0OkdKsoEUoLlRUNCRU9KCLrfYU5gt3YQThV8/l4aUMVu1NPk8pVErsxk9u4fBjd8g6OnW4wRXSNmjWq97giG8TE5gz6lk3jL+6UbHGREdcWZM+GUOKErIaJmy7wnwx9VLVZ2urXgus0miN3/mWC3xCd41R2FjAb5fQkFDJ4CQRp5zgG138qmvL55oSn3RyJZktiOcmFgKDQskBsaTfJJsdEg/NiecdHQ/8MdnmyNhmFFSeJFocIxhVWAqq9OSBSKfWkQTSaERYo8f5rnK5sSRyrd5qpi9JWWxQs1C8utchkYL1fqLH9dv2JEpP4vU0wa4k0pZw60213x8a5Fc/3rFr2QzW6/N5l3tCJeCoODh5TdXEQFrc8RZqmkSRbaNut7pNgw0aDIwJ+EaTR9bLatOpx6Dj4pG6qjMWCKViOYmgqCRyRCzjfMf6L4c71R6eJ6VZVllZTkFB0Wob/NxVWzy39x/Gyw+sOiGjrMFQmffeUSHa3hokBJ6twTQD6gyOOJQZMWeZS6nk1T/7hUx2bBUqnct5UTRdQuDxAoc+zvUFOmOsCHhrB49unhtzm2ORYzVqF5dSb9Bs67TbaJ51TnKtaSKJcSY0PiozTyW5mFV0gX/UPEYg0OIl9nG5Nu8bY7A3IdLh2m16brswDmuWs6FGcJzPcflPd/x6JkG/krPd545qO3+AtILmaqCVEniGtH3Vng3rlHOxR9VVE+GjA75RHJHq5MzUoVPOUW0ljclhmxUJMiVBuqwYRU5oDnzffN8x39mme6mEVv3KIkNKssrWyfqILTPSvvxoPvYqkkljbNFgnq9fy9onQc3zijqmZ/o0ZPrFYxXvIIOzUkmJQta7//o1DfmxSe1EueCIWNG8RKArx2H/y8UrKnxs68p88E5um1qz5zbDErvZw2wpCWk5s2wwU4e51jkxuF677HDebVKUVFQz/8vkHu4CB3upTzrG28Z0JQ2jrORekzy3d2HboFzmlusrCmyjUSpxze92zppqoCzyAX9ymzWiUR0A0/WoJA1okXTUJAWXIXlXu0OzDk16N3VAVjFsi5JK2m1UMOAZqbJ0MPy5SCpRkErk1QeR56fi3mmx8x3mZRZ6kVYzdQmFcopyivrlfNkVkxb0hnH0HvzwlRNt0VCRPy7j9ieRRz1Tg+kGNOqXrAa9CTxDxqz1673uFz+RLowbKS6XTS+FDpeSL3PsrVywlvUhG/HFVVw2de7qbYI2Mx3ocEkpSQUzbTRTh3nWOcUfzNOjTiA96osbVsoafidETuQT1ipM0u3RYomjfMmRvl71qsZmD8vyHnbFdjjD/3sIf/2ziq8zHo8vE61dM/H97YCsIRf4H6usGHXvFzVWC/YJCcc7ctw2/Xo9arpujfrH+DNsitWa9YrJV2OvSEpeUkFK0kuc6RVOcpg5puuvdvPmFeX16fY7367ZHXPUNE4d5pUdbSMi3r6yQni/OSTEHWaeRtkxXZepIs/69vViNXYQCyM5LV4brPZYfMhAvGhpfMB7grWGtgPh/ByvktQqJm66Lu02atWlXYcllm12dK+g5Pfu1Deu47DJS8zyQ+UaPmooa52fbbsTqMzL7Uoi/cuiFon2yL89fRjSr3bvBB6kSgdjUR1Os5e3e0bNbR+x3HkutMoT0tXE00wbJxi7yj4jJXGnucN1yfvtXvew3dNPWFC33Oz0OvMyqx2YWWsgKEqIOdo8b3OIPquUxl35ZaEHLJPfgioJ3NZZm5AtCli6FYFbJPIVd3rMEzIGNRrQpkODnBdq90pzec6Jzrnwp0654g9S+ZzmXLfmcre52U4vC5rA29fRVa4YYyr/7S7z1qkLoG0TJKSd6rP2c7hm/WMItvfxhLe73YVeaLHh/tXaT40I906B2LOkvyYHUqgop1OfZUpTJO3eha1EfGL79AieJiMjcJmN8uMGaiuJ6LI6Jadr9EO1ZxuW6/cG17vdagkF9Ya06poQvA3vM8LJUbfPTF8vc8hazftvlNmvR3qPfpm9+rQs7tOfKIsJHKPBp8wW6p4QFFQq1ENWbGGsBf72GIUaxiiZ4ObHtrj5GHxNh0vSa9TVDWiq69fevEFzesBxyYSvNGQ48kxnLL3cf/3lfJnikKZYj4bGXjMynd41s/Js+vQdrBxgsPoV5csMFHn1tU9+xO7JICbwn17iRQ7WpqearI4EQWS+Nd4YXOGvwSz/FtRP2gk6jBVKerbgcOYMqXU/RCL9+qy3xtBmxrd34aliEvd8Ej6MnYG7rNUjpzzqOhkmsa1T8BwzfNdhNUefeg36pJ+6yT8k5TQYNKMGL9vwPkMxH7bOB5P32639EXu1PmbhjBXmtKw1p2WduTNWiicrwcoBpnuHfc0yOIqZcRNKyh6cQjfdnWsnJ9W/YfkWNx+Dq6z1PQ9o1K/JgBk6teq1RNq3zONFr/SMZY/5zOf+W93QoKZsr2mlXm2Fbu+IVTrOfriKu/sYqK6pGJENef29tde5PXGKM5zsNO16JJSrY0SRmTZ4s5+41Hzv0DaSSNokqT4WIR7eAlF20aBgEquW06vLql3k/08Vk8Zi0Q7zf+52V5UHaaw9iQnN1OTNXm7mqIR0n04X+ZiYjdJVf6ZNp+QEqolAWdzuHrXYQxZ5xGxrzbHWHKvtIelwS0zTV0NcIjKoR4faibS/Dtb2GgcjVm4h9LrbQ1a5W70B9Ya06NGs31GFeY779GVe8YqvS/cOqh/q11TqNS3X4+WrGr3HRlnRSKQwJPKYogu3wz2Q0Owgv6ry2pVG+G0z8s5wsYM3M5IKcTEP11CuLukfNZC3CRFyOmSnSMmyRexKIv2L45nPJlFRVWUjAAAgAElEQVQjWVTfwKtev+PXMwlW6KzJg1Qv6b890+sdUFMtIBL5hSsUFEcy2TEVo9hUY7wpEsjKKIvJBaEgiNTFhqSDglhQCRg6YjlvGUdemJ+UqDCoQU43EXPGd5vXo5mBel56F3+qPfExAbdb5yar5Uc6qCqvFgPea/eKM/mJ/xE0TvfmT5xvj/WPyQQ5iXiof3rGe9ztCmtdMzBRnS3E9YM7NnCDpIzQwxNI+iIFebdpVvRWB8tMwhMwjMwWlGmgxTPFxo0hVYxqxlKXuNm7XONMD/repLPau/AkMXsBCxZNHJ3N1PFv5+ycNdXAI4bkavz29QKf0+o8szRM8uj5H/caUhoZHRkO+GrZIihKKUnIIYoRbyzINOQEccToi4dOHupXHHVTDkxib+ICQ1PQDlnQOm40o07FFqV5w8X8cooS2w/L+7ZOuep41zCJ7fT6ft9sSqoPAk7/mKBlgY/97sue2X2LVENOkIkMNNd5S6nfZwqDfrusQug/HqsHK68dibi4vHUTrEwYhLJBh7pgow+YrnkMm8hEVLrXNo/59lYe93tFKEt7wCN+7H98zadd4qIJBYxdeIqIxzn2lIm+UTLFKS/fOWuqgdUGJhTXqFxfrzLHFxyodZLu7MvdYkB2ZPvh4KS52sU0HmVxBSkFkSiIKt1H8SGxWCgWi5RioTcEK3SOuhYHJ6TbN2FoCsW1OU3UjedGaqCY4RN3cP6dU/NHehWd62GFakpr2O42y/mUFm0SnP460eJDnPbrS534x8vVyYolIqW6hK8m13uvFS5aExma5LF/W++W17EtEQgEumr4vRW92rQHna3FLAmZkT6kiSiLTNtC2nu63dW6Jooy1ur1e5/yS//lKl+U35XYflKIvep1FV9nNIKAxfsLZu0Y1vb11inViGWSkl7gmfYYNyp5s9/IGWSUPxMTmVbVL4uqd9qm52Ul0ZlUklaosgwW/LdrlYRykyREAjH5Sf5t1mj7MExO1EC2ji90VxK9tZBXcJHLR5JmwzahUclzGxaZ+ZnPWPCnB829/yGZICeeiMQy/HLvrMEaNjcv8vspFOmeDELr0TXhLg4UvNiD0luIbeprPAPqLJowyleU0KdZpwF/80q3eoPcU00mVchqt/71NMGuJNKWkEzy49/R0CjM1CsESeV0Hae/nJNfsrNXN4I9tNdMEpWE5po+6XZ9BvTX6BwZbrGshcFxCjlBoKogULmBy1gh75FR+11ijwmKBXElswy60a/d7S+Km6n2vG//CkEjaFBxlqpzdsvznHorD9SOM8fgeivlahi4hMDdVR6CYqbRPR2NfnrmS/S0tyilKwYmCsgLne8RyRoKK1RIwHcGPVZuEg6FQEJBt0VafMsJTrGn5hFGhk1IiTvZXls8TpMlZjhWbBTRdkFDVb2gpGRIqGC533vc02es4V8G5/2a5jZRXYMwTIiS9TzjObzyHTt7ZSNYokFdTfLYwKLNcI/AvTonuOLDLeMTVDMiBqOxTmUQEIuHgqDitEXIRZE/ljY9dY8xawK5bUxZvW43utXV7jKwGa62tx3PCJ9knQphZdUWdeV5/a+4dgpcbVfrV6wReAQB1wwnzRJ1PDzDpfNP8dBu+8inMyOfG8JXS1mJ+CTdhRGZnSDi0TMJUXlMTJ8+8yXcaI63mmaB+ITwLIUXqqt5DY1Go2ZHOElilAMYSSuIKysryCsrWeoef3TpNjizXRiDT32X2QtE9Y3KYUKYqmf3ffjAjlFImgoWmiZZIwGQkbDHZvwiuMfjNUmu48o1urQjg+NsWxBUgq7YqH2EuMymbMqh9pgQ4ARCKT2ecKs/u0afybMvrzyA+PCjPGmMLRoK+chNfP/ezZ4muEXnhLF3KAhdUw2SokTSo4U5rpq52C3Pf65C3SZblBW5Xp8wUTsJH0ZjRUh2FAZ0KNfsnC4b0m2auCvs7t1mWDTC4LkJcSyStnCSROOmz6Uc5k1Vfsqgeoy0vKSykqKcspI1lrrWN7bNyf0fQ+zt7xEc9kxRfb1iLKGUaaCtXeLCHSckMtc8yRpcjoFAu4nShCvcr1ZyMV7tjYyqz7hhUvZN+yMxquOpqOwf1tjbMyTG8Q7WGdJknQ3+pK+qHj0a759VVZKOq8zJxxCLiId+3B95+yQDCI9YXlNlrqjkDvfZMGuWK156sN4D5wrrNq0pDAqTKk3WbXa47MmjbK3ag/KhjA0+5WWOsGfNo6ckLK7RGR+TtJuPi1W/tIqIR0M1zVcSKujzsDu886kRbVcqX1v/eppgVxJpCoie9VydZ7/Lso6SFf0xj3eG1g8GotLTo7p5lwc97G6NujTpk6wmY1LiDrO71hqyyGss9yvf8RPnabJxQnslFUOXUJCWFVMSKMvJyKmb8FmMyQInBLpGVdxe5Bj16iSrN3qdgnlWy9hoqdvd4GI/8hnZSTLVJ8/jc4dQl1SxFTGVAK6+8t9shnc9uOnzkcgG66y0XElJJPIPj1nnATOtm0D0W1l/BSs/+EH5Vavdc9pRSjU0vQOc0lyQHmeRUgFnbXvxgSmhxcHG386BUMaAQVcY8g+z1HuLZ/iBkx1sppS4ekkpMc80x8stmdKx9vUJ+/q4Vkdr8Wwl6QldR2U5y3Ypk2x77Lmf0us+K/d4JL82JresKN9dJ8o+PaTN79TpSo9KV+VVU5UeIUmBvdQ7uKYt6vFN13qnn2vROcm4SIUYNSVXfZyXqw/1pprrCGKbbFEZG0eV40+3m1nqZKr3S0rJQiu06nKbR1zqdh/xM+snab0+YD4/+X8019sUtGVsskUp3nLJ2G3W6rfUBtlqQPN33f7iCa06NOqvwUFXNS4XfIMH7nHlMScYbJj43SXx3P3KY5TZqASWR8xiRm1TvV2xh0USExy6SFy/TvdZ5X4zBD5oulvNdYYGaTQJ1AkcJu0rk4oCjMWzneql3mRvh9jNYgnTJjh0JSX3uH1XN9K2Rvtshfd9U8+ahN61MT3Linr7pwkHnh7jzE/ocIXbpHVo1istq3IdBpqkPKcGwXKfPpe6xHnOlbZaprrNaFQSQ2Up2SpxfFkk0KOl5jpG+0V5kY2jrsPD7Wl3M0cSSTFl86wxQ5el7vVXf/ZNX7bCEzX33d7AVa9iTqNNtihtky1K895bxnYjdev3qNUGqp0Lj+tyvfs0WmeangkJsmFb1H3ppXquusq9zz1UKTMxqZIXOXDhwBhltmFMT3Joc81T2K6YbbGEzLh3IylZBQ9b5yYNeJM2f7Cnt2iXFmgUUy+wh5RvWzilY+3hWCf4jN09z0wHSlkwIbQMlaz3iAGd2+L0/k8hyGQUP36u1ZqtGQis7i5YUzdTsbRjOt7zsjo8Il3lNsoYUiFxjptllvmjrpMOS/3JJzRao0lflUtoLFLy4opCgZy07CRxFZXkc6+8gx2t2Yxq4aQymtmqS71+y1zpWu+ywo1jtn15Cx+aRSyFICJdpL5AXVGuvuCCbElfORIJdXpMp0eVFK3ygCZrtelQN250PCqUXPOGN+h54X7CprH3V72serkJXUH1AmfbPkYgZX/GxbCxsKyhmNdUDM0I13urk7zWMVLi6qRkJE3X4H1OE5skFdLmZIv9WJsXiSw0MWUSKujSYwqZ+s3hn3ic7elD6vM0Rt8Pf6j7/PNF+U0Xaf9FFwkaG8386ld34sq404MucrVidRY0LlQvK5R0vEO8xKETtlnhUb/2vZG2zBRaFPSYrjAyRBBJKJpj3cikeEnMGnNVjMnEnO7oifKi0JJRlbkWTT7i9W5yt2VWKbpDUSSsOiwlBYN6/c0VTlC7Hf6dS9irlVfcyeBwwWfUMq4b4KFB2hs6XOTH+vSIiYkw037+oVNBSRpJvRoMWW+WYTfvYBU97K6LL6ZY1NAxvgIYSSqKy4nPusGc/HOsL2RIlQVRYD8JX529c1T69vQ6G/1FSRahpII2XWKSNvq6Dt/W6BgLfF1Gwn87xmr91hiw0DSzaqhCTIZATLvjtTteqGSFk2t+Lqff/X4jEFjgWZom4cHZhamjfMOfFD/wboY2BWrhdX9UeN1Z0r/duQSe9+n2EXfKjyiVROrkpAVeaIF32W1Ce/BaPT7pEvlqT04C0/Xo1yRbtR8VR61opg0jNiYU6I8arTNLVOMxFpY3PexDHD2Kv65Bwvc829VWucVGOY8YHLFElUpbScnP3OA9anebnnkEByzk0K+QjVMV8BjBYwNc9xiH75Vzrhs8oVtcTFlof7u5TkFOWBVMKWowZKP2qng4LxhOtv3vT8llzejsEC8VlUcp7yVjBcnkkHsO7jF7/TyrV2VEiYoY8Kwkvzhx87/X9sLhjnS7vxms8r3ElbTqFhe425Xud40W85zm/ZLSvqHNBzV7UNFCCftsRrWvFhZabKHF4Dwfq/mZssiNbkRgscXmmvNUT/P/PMoPP2zgFS8bY4vKt92q76QTNN/7gGAnKtau1+ezLpOvettBlSMjIXKofZ3jGVLj+k4GDfq2b8rKjvAUTVOQUDIwkqyuJLPbdYyxRXlJK82lRtdTOCrwqBd41qhnbVzMe53qdsvc5lFFj1ePXjl+ufq/S/zaO7xvgv2Eoxey4l0kv6rizCWMsUX9ERcs5ez9ii50pQc9ISmuqGxfe7rJgIJQAg2K6mVt1K4sIS3mBdUOi46f/1w4OKihu08iX1QYNcoYV1Iv5+GZD9pnwSL3r5ghSFVWWx9yxeEVtagdjd0c5h/a9VmnrCgQatMtLrLKpda6Wtp0z/Z1aS3eZaaztbpH1gwJ+8vU/M4nQ6tFjvJO8BsfnuRTCX/3Z3FpC+xrvkXb4Ez/9VHu6LD6xBNF/ZtGDgr332/VMcfYfcUKsfSWBqCfPCKR//U1ndaOJEcSyhKG7ONYL3DayHWyzt3+4nPKCtUu6rKkoj7TlCQNj6y1VxOJBUlL7WNSjjmEIku0S0p7pfd70G0ecaXQWsPJnahqK+70TfMcOaLaHAR8dA7fHWJVvEQiHHOocrLsiwMbHdL8MaVqB3ZJqFurZNV2JRVkZHVrlZIy/9ZB/YmExMZ+imWSFbsXU5aW82x/9VfPQ6Ja8It7kelOn6To91QR12aac/S5UCSrrjhkerFXJBDzB8XiNeKJD3he6pOeaZFHrZORtJfZNbutRqPBEnv6rD4fMTAuQVcZjI17yO/N02feOFL1KWGYE+mfFLs6kaaA7s9/XjQ4do45ymb1fe97ouLOHU68zI0TOIUCtAuc4XCJGj/xdS6ZMNcbYJoBGSlxMQnlEQ2v4VxNQmieNeZZbTwjUDgyXxZp02ex1d7pct90q65qxatBnZMc5TVOEtaY3w2VPTKJQtgwDp9OYbRE0yhE+PbqyE/8QKcORUV5eQV5K9095pgxlXbRZllpcR92pHTVAQyqBH7P+9rFUgObtknLqY8qam598QHJmY+J2vvFm3NS07NWtPR7KNo5fYb15jrSheY4UcYsbVWS7Up2viSSNeBGvX4/ss08TY4wZ6sSSOMRk9Bg3oT381IGZdznl+71C1d7t6Wjjr0LTw6l888dE7SBQl745+t3mELJZLjQIyMJpGEEaFTwXrurRad8sTvllcbUrCrbDKgXl5zEFsVFpgd99gweH9vFE6G4KYqakeizX+Nyb47/w3s97ImqDciIe6ndfMHhsnomVIwjLLV6s23Ke7RV+TzHJZCGtz/vJv+fvfMOj6O63v/nTtum3mXJ3cYNDNhgwGDA1FCS0GsgEAgl34Q0IIGUH4EkBEhvQEhCqCFAQgmYjunGNuAO7rYs25KsXrbNzsz9/TGj1ZaRCy6ExO/z6LF3dsrd2b1nzjn3nPfl57zBGtoxsYmTwsTmA9YhM1p9+znoiogSQHAT1dT0J1K8QO2SfzyIkfGsMdQEhYEeFNWiU7XoHtuFWSKhQCIKoDUIC/YwB0k/QoS5kq9zMIdRQikVxFBwkNhIHFIkaaeRhcxKH1OHxnGEdjiBlIt6hudts1CJEeA13uRVXuNP/Jl/88xOXWcvIHHXH8HMqWC2bZxNG7HeffeTGZSHWSz2FRoJY/NlJlOaV50C7zKHBIksomv3mDghVAw0r1HSnfD9tshNlpuMZyVKhi/mismq6ZaVYuIMZTO/4y2+yzsspxNwFZAOYyxf5yRUun2Jtnvp2Wpbm6bAyCIG2vxzPvhti+BRXmU567GwiWNiYbOU1Sj0pq1cP+9JCT0EUDiHevb1qgeE7s7NaY++iMgobdI8dSoFiz6RIlrbglXmIAskFECsCN76hIrTFDRO5Sb241QKqaYcCxUHtz7VwSZOnC0s4/fpY8rQOJpC9iW0QwmkXNSxL0rOM89CpQuVBbzJuzzHk9zJk9z5sa/xv4SeBx5w1R8zISVOPE70md1rzzexmk62YGfMbzdBpDOMaowMBr8F/BU7oyqm304UpKt5+sVvBsSPJvER5RnCNq7nrqOTooYtDGMD/+AxlrICHYPJHEEFCv59TQrtLM/bOjUoQXd87cNfEyYJurBIeIkkk2Ja0r6VgquwG8LhECYzrKMIhKDsz28jPJURBZtCejFkijAxKmgiSDcBYhQTpYE2endjH1YpN1LBHQTkeEpSPWnb7MZACWzrdhznA0IY7McwxlK7zQRSJso52Gttc+Eg6KGYPjQamcd7/I7n+cqOD3wvsfZ/P+wt/k2j0rJwop8sSV6HJ6Odvz3b4YjRyVwe5Cm+R4IPfcsrVSzO42Su5VJcOdzsCdZf6VTPJurZRAU6kyjkZsZzGcOYQJh96aaSdqLE6STBa6zn27xAb0aLioo2aHCmbSOIqAnCURX+70lgeSJG3KcEHSThHO4nBcl4DO7jM0zN6Geu+MIXEIEAQ5+fx+G3PoQWTxLs7iUoE2m+o/ZUGY3JehwUTFx+km4Jp/XGsPY0s7aHMEPYl+9zED/0uY+SAB0kuY4+LiXF7F123X35mkeT694cGwUTA4n0AkeXoWTRrpTF/B+F3Njo/4ZhIFua9+xgcrB+kFZUCXRmzP84CV7mdX7Hn1jPB+g+/ENBVL7MOP7IUV7I5vOoEoJy2hnJWqoRTETjl6KEm0QRUxWVKYEuakItxJQE7aSYTQcXsoQNOdfTBiFN9eOYy0RAg8sPG/z9hh6b1XRkKUNBPzllX842qMfiNUZxfiZXyxe+DKEwIz5azk+u/zbhWJSini4K9L60LUr16nQsrEY6CqYjiDsQs+HcOdC5bW7e3YIIBXyGz3IFV6P4Pmv6aODvzOfHbOatvHbYj4tjOAUDI/3scjkr3dYbGxuJJEWK91iwS673vwxn/br8oA5AUT7xhHYDbb6E1RoKzRm+kUWKxbzM4/yUFTyLRpRc3yFAgJOZzLWcRSRNKjKAfi+pgD4msIJKFIYT4JvU8wNGMJUQkzCpphmLGF2YLKCN63mHZTltTX58K+BWQuS3iGbjpsMHf68tIZnPcp/EWr5fJIBCLO7jYK7K4EmsvPRSlEgEvaObyz7/dcKdPYS6+wjb0XRAbFkqq1dPwJEqphQkJCQkXLsBPtq6SNJug06QKZzF2fwSnT5yF0A14sR4mjV8lXaexNkOQvPtwf6cjEE4nUhyBUhCgEgv4qZI0siqXXK9/3ZYjY3IeP6PSJom9qZtKxnuDNpp9n1GWZhs8XiIelnBMn6AygIK6MlrC1WxCaKikq0C2B9XDWMDERKMoYqjmMQIiqijiSBRbEw20sRDPMkcXOWO/DbNfsh0FVImvlXms6uHXie/VR4glLXwLpnJRM7geEYcfwLScQh82ETtlQ8hokmCSVcGTghYzWh6KcTx7kICh7Uk+CkNgw9iJyEQFHAG1fbFiEx+OgkiDlpbHDadD73//ljqR0M4kQDlCM9Gxzx+pP4ngEWcLjp2fOB7k0j//QhMm+a7Xa2uRilUofev0HkTxJ6BPVyJUjpIeWApA+Q8fbTyL77DR7xIO+sxSFJKp8dXMoAAISbbDgWxb6PIrTv1M2nmWQ7jrxzIiVRxNXX8kZHYdGJlGFsbSQyTF1id3hYkTB1j0oGhRopqmhjFGqpZyFLuSpdV+uGefb3+3gjQzwUABJQk1eVPEqEtz4C7hjq/1388VRTlGNzir3yFOarKHCD804c5uu4cpv/8UUJyYLpsTtR5BeDZSErJO9Yny3qW/7CTlNJJCV0YbCbFP+jjbGKDllvvGCqYymH8gioOJcwQQozFT+7W3GtudhrKUcf4q0XaNuwzijj/opdbifNP5DZkiXc1hm2loq3Um2MJEvyWu3mNN9lEEyoxyuggkpNUkUiOQMfgNrb6xBQwUdnEMmUIbyjVXKRE+FogxEsFBTiBVlIim9Q2icOfcsgnD2NcOpGkYFNOK8NYz1DW8TSPEN2KositJ4EeYMAWeblUVbWJjFlEEe2oPuNXfBzSsYSozQkiU587lzlmhNkdUH/v4/xxxESuv/GGLIsVXV+EdPJX1BTgqd3rW38sFNJNGR3odNPEmyzgDuZzy86RU3qoopbL+AaTOJAyKqhgqG9gnvxP8sI+pdCOOQ7CPkT5pok6dQokn4XoTRD/K8jdo8ozGIZR7rvKbOFQ5flGNhZPcDtz+BctrEXSSxHdeUqQEocDZC01qd+iy61x2QiqaeMVpvAMk7mEWs6hjEcYSSFteSTdSWz+xIdZ2w7i0PTvVeBQSjtDaaCetczlTnq3ogR00XgoCeHaoEzCfxxqa1ZQRKvv4qHiM+/KCDIshyi84OijWT50KG8Afa/O47SqmXzu9G+gZvDPdXWW46tSJuHB7VTQ3Z3ItTEhopTTTpgoPbzKRm5hJV/A2QXPzjAlnMGPGc9MiqimlJGoPgTd5n+S1NJ/MEIzZiAK8pMdQlUJTkjC+pug5X6wd33ZWxnVvgtZOgaV1NHOO3zA1WzhVXQswsQpz3n2B5wAqjV4XKNgcxEWP+TzXM50xpEiN+GZIsUsXsXGYRQnpZNFOiZVNDOM9QxhJXFexsn5Xc0IQoXqoBtJAqE4eiCJUBwEDvsaiwnm8B7ligLoGFR5i+16OMzkb3yDPsB4aB5Dq67H6OhOL2w1UYvMiQFSSF4cRHRj1yL7/Gon6G2gxECJroTNF0DTF3Y4kaQS4hDuYQTnE2Ko15o48IxxEKS2oeL434i9Ud12oPKOOxCRiNe74EKEg1T+8nrExhHQfg10/Qi2nA+bDwZnzzlMpzADIyeZYaBxCkekX3/AP0kRT7N+9OdOi+ilf8Jp6ExzxmJHpxGwHqLEyS+dlgz094/w4bdZR6evEoqJwxKyq7lO4ouUUIGBxlA2UkAUBYkkyXqeZS7fH/Qz394GSr9CmwaEQBQ4FAc6OLhmNkF6qaAtq81FIkjmZO5VVGawX975/3HuuXQnk9i44ava2Yt48m1smZkc8586Anfl7ZNEiP0QGc6KgUmAZI6zGCPJXdis2SXXLGE8B3MLM7mfOo7Br7/b3onS8L1woX/rO1BYBFrGPAsHUb5/HW3hGfRwDVFuo4ev08pUbPZcddKljCWQMy8CKJzF8LQa2hzm00sfVkZCt1/ytn++6qgcTDXNfI4uHmEka/ELTPpR76P4tomE76/NBhblBIlncRgjqCSASi3NXmuGW0W3jIXcy++yytgzcddiEAUM2KIgUCjRgwn2P2IOBjEqac1LaidzEtdBFM5laN75F115JR0dPTgSLAlGNMbQZ2aDk2HbbMX39jhA/BNW8QhRRGkG/5CKlbb1/d+PTYJWPqBtG63M24tyqjiNC/gK3+VwjvF1/p3/QWdvVyP4xUtQKqvAyAiMw0GML1yAWnQ29JwHsR9B3zXQPgysZXtsbCczOc8X0VGZwnDKvGT3OhbSwWasjMoTV68jng7+VFRqZCUF5vFYzq8Yby+BQRfYJIVoeRXcSWzaB1kUW5tTMT6NwxjLeDR0qmmjkF5U3ECvkfd5lhtJDFJ9/tRGl9QfDbfFVgfCEl03Oe6Qf2OQoJy2vESSlZPYCKDyWSbknf+Nm29mQ0MDDl5a37IIvLuUUGzgfI50m/hyYQPxPcN/vFVUMz29wCVwKKY7yxY5xEmwho5dpOYYoZTDuZhzuYMjuNTXFtl7bdF2IfLZz2Lssw8iOODHi1CA0IEKwfAtsOFHsOr/YN5IiO8av7Yf9YylmIqs9kSBQMNgPAexgttxPBER973simPVURi/cRF1XQ1bSV4IKjPiqkb8qzktbHropYYpjOFUdKCWJkLEUZAoWDRzH+v4XtZxyx0HO5xA020UVaJqNoFQgqAa5/KiP1NALwUZvpFEYGbZBsE4DgCgfeVK3vrFL9LvKDETdVVb1rF+cHZZzfHgUNRT6G/zEyaoUZfmID0i2Qe9T0F8zg6fW6eQMXyZw3kwby4PFhNuE3srkf77oY0fj/z20TTVO7QVg34o1N3rUDjtZ+B0gvRa2mQfpD6Crp/ukXEliJNgI/XEqKCbAAlKiHA2xzONSen9NrPUd+q6Qh4qGjpTmcG0+D1AFIHD6YmnUKWVtnf9Zs9GRSCZzvS881US8ZXEVRAMyamYKqCYS/gBhzEJLWfN0MGki1V0ka+TvSYJ97bnzCEBimZz8tinCaim1wvrpEsxNXTKKaeAGgw0ghgEMbiE4xmSowLUtnw57StWIO3s6Etbup7S5S1oCBRsRhrrfCsMUkjQl/ICc2igKe/9PQGBylD+gCCMIEiAJLlKCQBIiR39BfT8HpLzPlaJpx+GclgeF8Be7CLU1NJx0wWsGSbYGBZED1Dp/WuEzmuexqYJ6Tktkj4cmunhuj0yrBQ2m2hmLFGq6SJInCI0vsgYLmVser/lrPJVyZIIwjjoqBzCKE5iNg69gMXneQqdFIMlks7IOH8/ytFzmJYGUJeXwDH4DmdwPpMJ5rg/rhR0LytYmneeXtOV0DYzTZ4AoTpMOmwJ4YJYnjOpo1BEkDpqCaAQQSWAwhWM4tAcW2T19tLy9NM4yexVcb21nYOfnu1RvjpU1Lcg1Hy760hJpEz93vMAACAASURBVHYzD7KK92nbAyuA/jiWKwkQQSNAgKSvg2kTZzOP0cpD9DJnl7ma+zDW93PvCBfCXgyCggLsn11Jy9gULYWQGguRnzhEbnkNrKWQruCLguyCngv2yLAcJBvYwBgcKukjSJwgKscxiSs5Or3fBpZi+VacCIKe6tIoRnOO3YOkFUhyvP0SYWJZfpH75870o304uQxUH/F4F2U5C1sKKmdzIedzJqG8hR+JhclKXsn/zBKumg9Jh4FoyVstHDNqJVWlLWlbVOgloVQUghgMZTS6p9Sqo3AcYznBx6bO/8MfsHLaiax4nBG3P+wpXUpqixt9zXRQkYwt3cwTLOQ9Gnz9xD2BSXyVIOWePpOJv0BMjB4eJs7dJJmF3EURWzXD0H0qkfb6StsHoWmU/P5bdE00aS6ARDWUXZ5kyI/7wPaSH04fpNpgxaW79NpJehnHECqIUUQPBimGMZ7zuQ6FBKaPkms/35EqA4xrXsP4po84ZOMHqNLOsx+WVNGwGcWp6eOL8Zd6lkjCHl/XZL7IZA5GyUldSxJ08grJjBjkhkTMtXbejkK4f9XhFobpG9IJdIGDgoFFGEkhOgEiFHI2VxP0Fuw+uOcenBw+4OCtr0HURMGmhmZyq6gEMA6TxTxH125c3BSiClX/IxBESah+zCYQj8L6H0Hrcx+re0igUMNBWYmknfIoPsVJpL3qbNtAsr2dl6ZNIdm8ASsGahCaPoRjikxCjk+mWCag+w5IPALhs6HoBlBK8vfbSZgk+Qu/podubCwUoAKHgxnOIeyLjUkTb9DJMkL0EcdJEzz2Q0XlQr5OKTXoGFj2mQC0ijLeDU6j2lNDissgHaIEGz3du/sot7IvR3M456Qn0ghKGEYx6+hKt7TpmFTSQTetPMx6juYIhlADuBNR0IUcpJy3h3WUsE/Wtjf6XPnqXMNgo7MqOp7pFW8DbnVDOQFKqGcSk9Nl4ptpJ0mKoVSi+/z8Y+3tKH7tQsDBX/87zS/fyipWUWD0sSE5jA6rHAsNI5BE02yqlBYeZAGltPMSc9mX0VzMqXs8aIkwjX14nW6eQfI4gtlkWh4l5VDY1INw7vXE9lQITIeaZ0DkOzo7gkKGsB8XsoSHsgK4cRwNPLJT5/5fhp1IsPCYo+hbMh/ZJyEAmxfYDAmlCNOQV+0CFgmeYRNTCHEMRXwbbTeoUjk43MKLrPMIpAEqsTiAUs5nFA4Oa1jCej5C0O5plGU7zgE0LuVERlBPCIPV3Ag49BHmdY6khiYkCgkCdFKCjYYAhrCZB1nPYtZyISel53QJOjMp4zU6SKarLVNU0Y7BRu5gI6cymQlpWyRQSGRotA3AxGQLzUzM2f5+CxgKeRIBUqps2jRQVSSAUiQVlHEgQziFcRQRpJEYnZiMoYCwjy2yenuzql8zccE3b6PqjNN5mc0o5Ralw9voaqhwVemCQAC0wl5+n2ykONJGAJUxFHE7h+SpUu1ulFHHF/g5a5jPFubQw5tZvCMChyq24PAsm3gOgYpBPWO5H20QR3p7ESTI2ZzJo55KpIPjOd+Ttn3wXgwK6Th8eP55tD/zOE5MggatcdhHmtTIdfh57tJeAp11oB0B4R8h1PG7ZWwP8wxLWJluEypBowaVc7xgawtL2MS7mKxHxyGV4xcZBDiK0xjNgYQJE3eOxiGBicYr2jFU0E4ZnSSlQSelmMLtYa2hicWsoZ2NfJ7L0gGXguB0RvE4a0gyQEJbTjdD2MKveZSZTGH/DJUuhTgaep5oio1JWwY1QD8aY9Dr60YJNnYMz3gFYRwKqWYktRzLQZRTRBtR2ohSRzGFPnwqAMneXt/tw398H1Nu+h5PiDVogQSj65ezZtM4HEdxq6ECgB7jEbGcermeoNApIcRNnErhoLwuuwdByjia+2jmLbqZQ5LHctq+JRW0EqSZKG/jsmgVU8yLqBkS7h8HCgqf4wr+ye9xtbQsFDRG+CTs9iIfGx56iAWXXYRjSaQNHTZEF8MhZ9Gv6ePBgZ434cOjoP5HUHT0Tl03QQ9Pcx1J+nC8JqYgggmMIkyUDh4jQicmmle5M+Drh6jh9Ni1aJuOQQKNNTXU0oSNii1VuimijwgKDsNkI+9yDVPETwhRw/HM4EGeIOXZsSBxSuilEI15/IspfIYIJZiswY9gW2CQYA0Bz+d72/ZfVmuVlSRkgKBIAioV1DKaMxnODNq8JFQ19VkJk96mJpwcPjz9+ZUUfPclxG+OZH9lEe2Ue5GpgoGJQFLFe8xlBe/xJFM4lal87uN/MVuBpl+Kqh6DE78WxFMgPePoAFvAvaWvQtMcMCpg2tsQ2DHfeCpf4VWux6QXmyQBjI/XmCr7x/PpxN4k0jaw5Ac/IN64Ccf7ku2E+zfvOjhhULEpC+x10PsbiD8B5fcCOuhT3WB9F2Ah8+ilJ6vNIoXJXN5kClNZyHdJ0IZNAh2NCmw6KfVMoKtaUc8BVGU+GHuLiDox/lF/ttu2JjyJVhmnmB6SGARJInBN1jLeoJAK9ue49Cl+wFH8hndZRAsB4tSxAQVJB5JOOviIlVzCBYxmBACFjETB8CUzjFCft61S8xPRdWWyi7WB1QAFjf05nKmcnrVfHYOwcnuoOeCAPOMIoAWD7Hf0CZzJvtzAakzhcGTh62xJVbJYORBbKCAU2innBXkM0+RcRioNLGUNi1jJgYzb6nV3BzRKKecibGbQw1Qyk0jhVhNhS0R/mb0Ekm9B9y+g5IadvvZ4Pkc9h7KJuQDUcxhhyoGrdvrc/6vYfPfd9C1chIx7rkDS/dqaz+9lZFMpjupqAWVDYrORPv5OjFmUcw8KBgaTEYMECzuKhWymgY50Askdms1CNrKaFt7nYbbQSIokCgrlSLopwvSuryAop4wJjEofb8QLcUyb+4q+mA7SBBAiQQEbSaERwELx1omXsJonmM05DOja38RoforgBdrRSDGMtag4tCNpp4cPaeZLTGeGF7yVUYmOjplTnaBjUEZl3ueuDEHKd0HdIRIZaGkWCPZjGJdwUtZeQwkz1KcVrx+B2lqMsjISm3MWKxSF2hlHcis1vEUjloBhB62hZuhGVq3YF8vWkShEk4W8v3gqw4evYdTI1ayim3+xjvM+AUlpnSDjmcEYDuJF3slaoyyl06s0G1iZTbKOTdzKcG7d6WtPYiLX8S2W8iEWKcaxD5VUct5On/l/F+3PPkv7s8+4CSQACxwLVl4PFSdLNN/cnwRnM6Qeh+5ZyIJHQRSCtj9C7Brp52baWMyKrORLCosW2ljCCkyeYyNzPPUkQQmSXiIkMuahhs5EDkH13GORqEL0wYM1F9EtikC4S0JBmWSI2IyNiuGpftnARtbyNPdyDv+XPueFjMPE4WnWIbCpYSM6Nj049NBDA80cx0Gc4lV4F1Hrm9BW0Cn1qXYq0cEepNAwHMgWf6mimsu5MGtbBREqtqHSWn/IITS+807+9oMO4nIxmtdYSR8wcshq6osamNd8ODGnEIlCnALeaZ5BfcFQpte+SSs2DzOPKzlyq9fcHVDQGcJMajmKZbxMKqMqopAeAl7A2+8vOcTo5UuU8PJOX3sIo7iCn7CKBcSJMpR9qGE4fBxVp/8hpHp7WfDly7GTAz9yOw4t86DpbRgyg/y8dc8bsOJkGPJ9KD8Hgh/vubeMZ9MJpPS1SbKW3wMNSGzCWAQRpNDpphh3iTzIcC5C04dA3GTh6Ik0Vtel4yoNm3LZQbloQ/fIHnrlOuZzLTN4gEnsw+c5gWd5BYN2SmhL+ztLmc1K3uVc/h8h9qGXReSWp0hSBDJsRYkQRH26DTSs9PNXReMwbiDsxV41gyROx55yCsuffJJUjrBU4MUVwJGoxDmDf/E20+mkjP6mp8VMpoVqjuFVPuAZRjKFMp84b1dAKMNRS/4EbbNIZ2m6YSDUtNwKtngcll4GU2f5n2gQhCjjJO6iifn0solihnsq5Y/u2EAl/iJ7nxLsbWfbBjY+/jhOKv8b7loBpn9rekYiOgnWamg7FjqOg5YaSL62S8a1huVphYdMaGgs48/EaMb2EgTSC7aK6UEnhIpODeM5kivdg9rXwm+not7Zzbvt01w5bZFROSMEKakRJpZVT2NhspAXs65fSIDvcxR/4zQOxULgpKtR+pVxnsqQdh7OiR7Z4MCZ+2Xjy/LW/uG4AokwHAjbELI9TW9Qhc0JFc/S/yRR0BifUbq+vTAiEY67/Xa0UGhgo6oSKClh2le/iontVRVJQiJBQgsjFQGifyop2Gi8x8HYUsEkxVyfVpg9CZURhLkTl22zEGFH0JI+TSUyDr1/3mXXLaCKcXyWcXyWCBV5XBF7sWNoeeABZDy//cJJSJKLbXLN+QCHmcCllG2nlXPYwvlsZCJRntgl4/qQZhI+9bUOkrm8TgsbSHmJGbcSxOVACmCgo1NDNZfitbok2uC54xn6yGwaVo3ylLWytUwcVAqIZbV6pLCYy9KsNokgCjczhtkcxLnYaBm2CMDE4n7eTVdNjmUiIcI5JcqCAAEmMDnv800sh9piEF7lT/9humZx+JTX0xxPGirH4i/OsDUIIZh8992o4TC9QtAANCgKsXCYcbfckiVgEBBJUhjYckBSHASOo9HQMIakaZDE4YUcUvE9DY0Qh3ALGhE0wmiECBPPswySFJ08v8uuW0ABhzKNIzicSp+E4F7sGLY88ghONF8pSWjQ+QbkFvenZ51H9Ax90Hcq9J4KndXI+B27ZFxr8VevNEmxkrfYyLvYJOm3jm57V9SzRAEKqeDzXOsmkFJxeOx8Ar9+iubX6ujxEkgDH1YgpSBMzJONd+Fgs5E19GXwHakILmcij/MZLqWSEDKrZdPE4kXm0+fVNZYxgnJGouSs86pojMtIlPej2IAjqkEJQaaAnKEmOH7Cc+kqVR2dI32O3x6c9LvfoRcUgDqwjKcGApz4m98ApO2RgYmjqiRkOKv63ZI6jX0j6EiUY+Mwj/Ufaxy7CgKF0fwJnSoUIihE8p4rLhwsFuCwNVL17UeAEPsynYM53ksg7cW20Dp7NkLLXz6249D4ks8B/cSvThw2fh8W7wfLprutbjuIzSzMSiCB6+UPY7VXxWZ52yQ6KUK4tTd1nMEQ83i481qseyw2DhmSHVd549TciMt7LUnSQZdHuH8oB/IDrqGa3qzfpYNNkjjvM4tqLkLJaZMUBCjiYIIZPItXGAYR3SQQSKDpLj2AQYIT9efQhIVAp5iJ6QTS1jDxzDOpnDABNYOfStF1JnzhXBRFReCQJEA3JWT6pRY6LVTT5CXJ1zB/m9faKailUP8kKIWgFEHULwaxoOMl98e0g1DQqOMwxnMWtRxMnccZtUPYy4n03wfbNFn80EM8ds45bIpG/SkRJQjFAFHmMatm3EolZ0cnCbIXZBt0ngr2FrDXQt+10H0axH4DzkBGSspebLkMKfP7bAE62IRNA6NZzf4sYDSrCBGlki1Us54Y8337uA0EM7mCM7mDz3ADBmGwLbj7SGhaiLAsWuqqsh0lDwNChtlIEvXZChEMmnM4gVQsFGxaaU0T6xoUcQS/ooxJ9HeHD2FfDuMneUkHU0o+02aTKnAgLCHsQJlFMBDlu6NuYVRgHaV0U0wtp/AdIpT6jm1bOPjqq6mdOhXR7yw5Dsnubj74y1+opwQDQTUtBEmwmTpfklYJdFGCwGEzjfyQX3AHd/HBJ5RQCnAOJTQQ4a9E5G9hsCoU+Smuq/wvhHQc1v3737xw4YWs2bDBf7Y5oBhBNCoRuLZogMMst9jUQtKLpI8OvonJMiy20M4vaOJLdPBrLNoyTp0kzmpSg0iXttNDM+sZzRoOYj4TWUaEXipoZSgbiLLIl3ckQIDPczTXcAXXcOVA//+Lp0Lz6wgnxbqqEb78OYORNtrYvnxLYVTW0pIl+a1go2Bj47DFI5NUUbmErzGG8SgoqDiMopaLuSpP4UtK+OIb0ATIoISghEKJEkxx8lFPMr7+IyrooJgIX+JzDPVUTXYU1aeein3mmaxVFNqBdsdhjeMw+7bbKEBjNAHKaCNMlM7WShwnv7hYCCetmtRNH+fxDF/iBZ5gta8M+u5GOftxIo9wEN/jQL6DH9msi0/x8tx/KTa+8QYvfOlLLH73XbrxZykTRgCUkUABMrM2Mu9rdnCXhuMQvwlpPoOU3VipX5JKnEbKvB7prE/vLbGwWI49COFslD428xH1rOZg5rE/Cyihg1I6GEEjQRZh5zWfgk6AQ5jJGXyXi7iVcurcN566HJY/ibBNGofW+d8QoeTRBIBrS2I+qo4GKg1szKqUctPiFhoqDRlVMcdxAyM5HAUNgaSaWo7nu4R9/JofrYJ3kuAEJAQ8WxSyOHbcixwx4nXK6CJIiBP4PPt8zFbO2ilTmH7ttVnWV1FVXr/pJhzb5mCqKKGTYrppjdVgy3y/yJEKzbEhuJp3Jl/nPr7FAzzB/LzWvT2BEGOYxCuM4g8M51b0QRPM/fX3e7GnsXHuXN68807WxZO+NkcxgJwkSvbjWro0I33vwcrToO1eWHMGNFwNscXeLiaYy8DOVj+0iGPQwwjWMpX3mMgyKtnCSNb58jQqSCoZznSeZgxfRdx9Bcx7gniZMYjfIvKI1QUCk870615ac9537YXEopFlBBnKOP5MmImAQEdQyUxG88v0MRuw+JvRgRFMYgRSBIMJCgr6OFibz3XBn1NOJ5Ucxv5sH5+vahic8ItfuI6QlxgTisL6e54kYAsq2ULrIHPJQmMTQ1BJ8iFP8wQ3sJ5523Xdj4XI8TBmCwx5BMRWqi23oUi+2/ApTyLtbWfLgZVM8rejjmLL0qWkolGEELQD1UA/s5FQoXKaQB/2Myi8CmJPQOIViP0diG+dYUva0HczmPfiltilwHwJ4j9HlrxPkl9j8gdcK2iiczEB5ZfExXxMVtOBw+u8yVgWo5NCxcGhldGsJUkAiYKCREMjRpjMwUgkVYzDoHhg26rnidXHiO5ThJJwKO/uoK2iPC+RJLObjtOo2UprRIgQvfQRJsoo1hD00nG9lGDRg+Y5Q4UM4zB+SCPfIMZcBE2s5WVq+X+UZPTM/rnPYb4JaQFPz3gZxQmmFs1HQRIhxUyuI7iNtrWtYfXzz9O8cOEAubaUWPE4s7//fSZfeCETa1JsJIVAYgwiBStRMEigkyLmVYzFiPM4z9JFD0dzGAkSBDBQ9xBHiaAAg1PcWa/f4pLADwwYEhqkCiF5NdRcBoUH7ZFx7YU/pJQ8f955NMyalS4bbgUqwGPycaFVq5RMvJhifoLJC5jMpYe/eKtngxsjiUk3v6GXt7x20iQx3qCLe6jnaTqZy0Z+4+1rUcwMRvITemmkixX0oPEAKxnDEqro82wRni3ScdBQgQIEfRTkjEVSRx2VmfO06yO6tLU0T3NXwioTbQhknvMlkGQqL/ajjGICPsSlAMWEaKUPgyQjWEfEsyJxwjgcA55NLKSIs7iIefyeRuag0MwrzGNfzmVCRmvsi5vgXw0Qs90R9Q9RicD+4xd4rXeSSzmJekYO+h1sC60ffsjixx/HziD6T8ViLH7gAaZ8+ctMmQqzMZEINMPEDczzg1pNNzEwSQAJoAeT+1lGA918nSn0kSKI6quuuTugYlCFa19izKCHNxgg4pQYWBQRopv/I8g5GBy5t5LxE8abN9zAgt/+1iVXlm7qpBgYQfbMLj1uJpQ+DdYbkHob4j8GkdoG82gMErdiWlcAXUAcHB3T+iN64HmSaic9XAOYSCx0plDCfZj00Md8Eig8xkKGs5T9aEPx0qMjWI+JQQoD1UsMxwnlJH4EZdRRkamOmOgm0foUXTPDOEYBZbFOfCEdl+Mtb+FNUEaV7yGlFHocbClGsJ4ij+jaJIjkEPDshU6Iw7mKOkyaeAxBM6u5jF5OZyTfpF9lbEUf3LamX/1swBapIYdDx7yNItwK9WP5DGM5dGtfwlYR7+zk7Z/9LEt0JBWLseGtt1j+xBPsf9YYVnsKVbpiogjHU2sbgCIcDCWJjoVA0uNFQ8+xkBVs5jt8jgQpVJQ81eHdBYFKoVcp2sdZJLibjJ4X1JRNKKagON+G0BkQ+Nwuo6XYi63j7dtu4/Wbbybl2ZweIMyAzVGDMOKcg2DCD2H1JWB3kC6+zkMK+t6B5Adu1T0qtN8HVReA9RhussmE0DHYFd8hJT5gOU8xVllJRERR0zalgQRGeoHO9SEGfg8GlegUQawb+eFjpE40UWpVX18GQM1JTjqkKMnowghS4Plykjo2UUkrAomNSpQpABSwH2P5Kr1chqQbuJce5lLEA6gM5zo66BBO+gkrBChYlIU7CJFEEGIEZ6FTsN3fzTNXXYWdIfphJ5PEmlsYun499mgrrQid66n1ix65n8Gkkw28wV3E6WYUh6ET2vVk80oQCk6CmnNh8/0Di+UWuCuzRbDybzDmYjB2TWv1dmOgc/ZTib1JpBwsfuCBdAIJ3EAOoAUoCRhousAoC3PIQ89AsadQVnABRM4F81WwG8lbsch6jiYgcT8osYxtMXBS2NGzMCNL3H28hEuKB+l2XqBHNXCwsLGYikqSQNoc9dcdBEim2z90UhiYad4RgUJJbgIJh+aqXxM7J4QMKmBJRjjrWMVoHJnR0iYdDEwUx8ERjssJIAWaMDicswe9l0dwKK/xEhP4MKvcu5hu3uQGjuPOdGCwga8Q4wNcfTP3Ab6ZGzGoJ+wZygeikpjP0mdK6qw1RzM2sAoFgygbdyqJ9NE//0mqL38VUdE0Vs5+kebzN3k9zRYTxEd0yHKP6NdJO69F9FAu8vsdTVK8yGze5h0SJFBRmM4hnMBMlD1ZGFj5IDTNBFJuyW+bCkkb5IfQvRxa7ofhN8PQb++5Me1FFja++irrZ83Cyug7l0AbUB4wCBgKwlCY9OSDlAg3wRHkVIKcSpwlJHmPrTP22cR5E4co/QliSRKJSRNfo41WT7bWRTdv8j6n0UYYiUMKh0MRJAhm2CIXAVKYXv2iCgRJkGCgRTRAiKqcsumV6r00Hj8GR3WVfiJ2NwYmSRnIKAOXqNjpRJL0mks1NM7dSpvGqezHXbzGWJajeXSPAGGi/JvfcTm3pJVz3uceNvKu9wnd+7eUfxCmguHMAOCRtRD1efCrisXqzePYb+QiBIJ2tuxUEmnVc8/h2Pkr4FYiwcpnnuG9qVPoV10aOmQdW5rqcPoVmlTAkaiKQ01Ja94yQBKbV9jAArbQSQKBYCZDuZoDCOxB8u2hfJ8VnItDDIc4RUQJ04ugjThrSPAEQc6jOGNldS/2LLrWrOGDX/8aOzFgD/rriGIBgyJdIKVk33/egVr1NXe+GscijGORcgOYD5NPQZ8NaX8IWh8DHrW7yJYyL6A7aIIYuHaK+bQwnS2e6quNwwwc4hm9XP0WI4CJRPEW2CBAIosDSSKpYWrWWDrse2m+rAqpukkZJWVS6PTQo2S2tLkhoSFNTBQc4SoBacJgJqej5VQv9uNoDuQDVjCGlQSJp21RkDgfcBcjGUXEU2rcxIM087hnl1208CQaRQzjCgCeagHLxy9ypMKilinUFjyLRZKuQSq4thfrZ89GNQysRHZtfioaZdmjj7L4rLPoV4EdXbiCpW0HentI0GyQAhzJmMIGL6DOOAc262jhRh6iw6sMdXnkjqVgD5Jvh7meFC9gswmIEoxKIj1xIAk8CMknQD8Cyp7dm0jazehrbua1m27K+r05uIvIUUOjSMDoq86l8tIHXHtj3w4N14ATG/ScbmdI/0K/7SaTWv4CpaQNhow/j9zyIqlyjVHYCBxMPYhUBuRxgpjEUZEIQsSJEsGtIQpRyjkA2LHZJG61QBEQkAw1G9hoDHPtRHo4El2a2IprK1QZYJg4gwBl6V0iFFPHeBxeoILWdCylYFHCQjp5gyJG0sNZZCyxY7OIbk6imMW8QSIvmeMIjTkZKttJ1hDmQLYHsbY2Otesyb+7uoM91ESgMJZVvO8tFA3ERq68xVhWZaXTLJLM4W/M5UEUNPbjZA7g9K1UKX9MjL0V2l9x2xpjfe6qrATogPnXw6KfwWnvQ8h/AWC34VOcRNrbzpaDZf/4Rx5ZGIAeiVD75SuY/ugTnLK2lfCIHIl7oULV62AchNsq5JLBopJD6REG3+qVFErqHTKNgIs4QRpxZB+QRMXGwEzL1w8GAUSIoqOgEiJABQdyY9Y+UedFYuGVbgIJsDWVVqOCejZSLVuIyF6QDiV2NxduepwzmmYxOrqecrOTOqmzD3X0sjavX7gfM5jOZN8KJoc4rbSzDACTRuIsJDfglSRpY4CjRx9kJVMiUEU/CWLKl5B7R2AUFiJ8VJFSsRjdrQMtegIYK1azL0sIiihhESUo4oRFnJECwj5Elf2EjVGi2NiYpHibuTzvI9u7WxGYAkPXQulPQTkVTI207iiO+yBe/z0wW7Z6mr3YfVj39NNZCaR+KMEgoTPOZMK9D3L4pg5K9js9b59K/kaQI3GbWEN57wMIwlj04KekZLI0K4HUv1XQ7AX7JqpHyBgZpKW1P6Bwq3LihHAwCBIgzGlcleUg9LKaxuC7OLoKisBRVDbrdQxhM7U0Uyh7ENgU0sO5PMIXeJhJLKOcdoaRYn+K6aUZ04egH+BgRnAsRageS9TAGMEixSoWAK4zs57XPOLdAdgk+ZB/pl/rymCFFQJFDLhrFR+zjS19nXAYRfVpl5WS3k2bssjMKwrbGT92IYQcKJIQkVAIlWUwxCnxbT2ykbQSx0KSwuE1Grl9d5aW+8BgCBN5njpuoIITiHirlAOJzRhx/k6KhXt0XHsxgPUvvIDI5fMAHCFgxpHsc9dfmN7URukJ1+TzfkT+AMa5uGQ9g7UTGDiKiZ83LeVmRB6pgAW0o9KHJIlCCg3bqzDM/6UrXgglAB2LMBYaQVQCTOcGtIxEhUUHzYE7kYYCqkAqgi2BKipEO7WyhWLZhSItQjLOadFn3T7XGgAAIABJREFUuLT7EQ5MLKLcaqNWmoylDGgjgb+a2TCqOY1J3kp9zv3E4qMMX2AzD+bZYYcEm3k4/VpX3Dg1F0JIVOHaB40gpQzSkred0MPhQZtfo1u2kMzw34q0Po4e8gJqII5SFEMJJ1EiCUqK4wyXfipIEpsUrXRj42DjsIQN/Jwnc9JNuxcKJZQwh0J+T9C5mEhP/1KIZ9NlFFJvQeLJPTam/1WsfeUVX6VkBxBTDuL4j1ay768eHLA3lV+CId9zy4GFfwJ3UGSYHYFETdqotonq8RUZVn7MpnjvKdLBcFz2xDLOJ8IRSClJGN9waUgDAguVArWPGpqolC2EZB+qTDGqcT0jVjRS2NtDSbyLGruMUmrzhIaO44tUZSSQBmCykbtJ8DfybaeDpBOLNwYN9JX0+QSBDGGTbUEN+NNhiMCArxLE5ESeJ0wfEaKEiBMmRgUdaIO0hjpYWCRYwjMs5KntHs92w6iEwz+CCX+AnpLsR4UVg0QLvP+DXX/dreFT3s6225JIQoibhBCbhBALvb+TM967QQixWgixQghx4u4aw8dBoLjY/w1FYeQFF1B70km+Tj0A2jCofheGrIfajyBylmvQ0oiAfsigZd35hX8uRM5DtL8KZltQsRnLBg7gGmbyAKGcgKav6S6XzwOXYnI542mhBksYqIpDmezlgMQSLm38O6WpHirNdibEVqJqKRKihWbm8x538jI3YvtUPCgI6gj5KEa5q38x3ASFRSvCd9VOkmJT+tWXCxTCIv9chUoPo/XVqGhUM32nqpAADrjkEl8jKR2HOTfcTHGyv+RTUkgvpUoHAZKI/uItAQ3CYKkPyZpfG06KFO8wjxWsYTlrSA4SCO9yqOVQ/A1IVrq8XXkD0+Dti+GlU2Dpz8Hszt/nU4BPqy3Si4pQNC3rGSNxK+IqTz2VyjPPRBnkYa5QQhUPU8cianiNQq5BZCmBBVEZihwkwTSYkZKIDMfD3ct1prbeTy6QjGUVMzmeK/kpVZmtI0Bb6+NulaOH5YynkWEkRQghoJgo41jNVfyJoWymhG4msxgNizh9rGMlLzKLO/kV8bxEvIvRhNF8bFGKJN0eD1RqkIQYQCKDp+CLYyGk+dg1CfvUL0MHyqliyE4Sp04880z/N6Rk8QMPMK5NTX9TYaKUBrpRgzZpYyQEW5IB3lm3P+pgD54MmDjMp5k5bGYeTfQM0q67q6ESoYKzKBvEkVXsOLLvW9B1MkR/CE6z737/6fjU2qJIBKG6T3Lb++u3ReVHHkn1hReiFfq3AQgRQBTcCyXNULwQQvdAVqt9AEQZtj4YH40zaCIhtxVEILPs02AYznr253g+y33U5Ky+R3tmIRID/kwDw2lgBAkljFCggDjD5Uau7voLE81VRGSMA5NLMJQUtoixhWUs4F/8k2vpYYvv9YcRIejTeutg0ZNRMWTh/8y16Uv7i2fW5PuI7r1wmFo7Fw2HAEFGsHPt6SOPOWZQ33fT3LkMXRpD80KKAHGq9Ga0YGKAUFNAt9R4oOtAdJnLA5M/fhuHVnp4hxUsZD2dPhxTuwMCgwBnUZCciRA+VVB2FDbfDMtPgYZvQiK/IuPTgP90W2QUFOQnpAGhqlROm0ZkZE6FrxBQdyNMbYMJb4JWDaLfP/JKcwcjd83dJsDLv7qHSIkYhDNHAEPirYxx/kYNNyIQSNmE9EQsbBTWGqPoVEuRQkETNqV2FxM2rGDfRaso6+tGD1kQkES1j1jPrSzl4iz+NpVUWi0yF0k247ABfOIGiUTSxGcI5fk+OibH8jIKKgHGENrOKiSAQGEhI2bOhJzFdqfTxFrtJs8VbAxSbmzEwK2PE+JtDt/q+VOYLObfNLAAcxB/7mNDDULpSWDmnFcCfSmYcx88eh6sej5jYX034hNKIgkhvubN72VCiNsztu/Q3N/dlUi/klIe4P3N8gY4ETgPmAR8BvijEP85daEHXX01ip6f0NALCqg/5JDtO4laA9pIKH0Eiu4C/UjQD4fiX0PZC2AcTn4nYRgr6O9AW6i+xjQzjequ22ZaSIcwMSBJgCW+PaZi9bq0LmwXJWlOpX7YCrTrpXT0lYINllCYX3EgtqIivYDPIkE3G1jHq75jL2c09TQxmUXsz0KG0YDqhcPFXsAQYCzSt+1GJ5JRbnlhWHB0aB5BEcNQ44S0PiKih9srv0Wp6KKENlQWEGPnHuo1BxzAkT/wz0ZbySRDbl+BgUE1rVTSyhImY+esfCSRLKMKLed79ptwEkgguY9/8iD/4iZ+xfss2anPsENQc4jhwS2Ia4zChldg0yz44AfwwCh46Hh44FhYeC/YnyoS7k+dLZpw8cVYikIX0OP9dQOWbTPys5/drnOolKEzglK+Rzl3EeRoDA6khO9Sw3MUcjYij2Q9gGAfBns85BJB5kKm/x1oQQsRQ5LCZq5vm4dYtQzFdm1KHwX0UJzFM+AISDhBumNlaLaFBN5iBhZaWpEthUkvPbwxiC2qZAi1bGE/FnEACxjJGgyS6ATSSa0gJehZybb0CKlgfPrV4dVw+qQFaKqJpqXQdBNdS3LlMb+jWmuliE4MGmlmxVbv1bYQqari9Pvv933PSiSo+8pdFGBQQSc1tPDRlv2wZfb9TQFr+wpxrEHI9HNgI7md+dzOfC7iOf7B8p36DDsCN9GZbTM1y6aiswc9/iaknoPY7bB5DKw+EVYcBS2/cQO7Tw8+dbZozGmnkbJtoriPhhgulYQtBOMvvHDrB3sQSjFCHYMIXQ6FL4D+eVAPguB1ULwEVf865M09HansAyI/2S2QpPxsiW9Cov9WSi+oMZHM8p3rYvGi9P9NdLZQlWWLpABLqqxI7NPPOsCcyDRMoWN7kaeNSZIo73Kf770oZRjFNDOBD9mPxYxiNUHiqBhUsk96v3DG/zMRYlS6knNYCG6cON/lGlKTaJqJpiS5fOIfGR9aTjkdlLKZFt71Pdf2QjUMLpw1y7dK20okiJ93GyVEKCHK/2fvvMOlKM/3/3mnbT29AQcOVbpgQWyAGCuaBLsmxhJbiiXR9JjEqPl55ZvYYqImRo0aK7FXbCg2moUmUqQe4HB63Trl/f0xu3vO7s5BygE18eba67CzszPvzM4887xPue8BbGVJdAJmzr3sAO22QauVnejrzbuN4XAfb3EXc/g5j3A/c/eeGIAI5Y/MArYCzR9D+4uw7Xb4YDy8ezy8OQ1WXAuJvlFx20v4wtqiEccdl6ET6Qmhqux3wQW9f1HxQ8HBMGE59P8ZhCZByUyo+SPoHpWQCni5NE6uackZSrqmWUgHw46jJv+T+czetC3zhTa12LU/PXjTpKbQUl1MXBqs228QjtZdTugQI84G6nk8s75OKT7HYrC5nrGJ5YxMrKTEagYpCTEanSPwrvK00TiIG4hSTS0BIhjECRBhMOv5BX+kmCaKaMPZyXbXk+6/H8XDFrScPx8RSVLNFlYwBisnWC4RtFFCtJcEZlpVOInFG9zJg1zOir7u1FBzfCEJrnIJ0JWA5Y/BPTPh1zVw24nw4VN7LqAkydAj79RrNyCEOBKYCUyQUo4Dbkwt3+l7//NoZ5sJPCqlTEgp1wOfwi7oH+8h+HupRPKFQr0EcrYDoUDwO1A+F8rfgeBFbpll4SOgjgbCQCHgB9/pqIEHcZ2obolmiUqHUpy1WQc3NOSkagAkGiCwUg9sgYOOlWozSRDjLc/hBV8OQcK9MboIe6uMCUGzVgK1gmb/yB6R/W7YJNjEO/nfRRLkbirZhoGFjk05zYxhJRWMoyjFFaJSQAWX5rTdaKgUUM6FmSVJsYUzSv5BUVEz/oIovnAMoyjONvqlHvU2Mdazggs9VVh2BkOmT8fwyKxK26briflcyEwKUnKwXo4suHmBM/gmBYTQUNHQKCB7m25mV0mtnyROAhOTx3mBhj6SlP1M9LsAlB6/q6S7V1im0jHNcahrgXWvwYY5MPtyeHjG56do0Df4QtsiJRikk2zfxQG6DAPF8CaQ3h6CHEclj9GP2RTyAxRClPNbfByAIIAgjMBPgMlUcycqQbK9K43OnuQBKbiNJGmmIrd/10rZpLSSSBHtgEMbS/BC1dJg5kC7eiF3TCoG20Q/BrQ2k3D6k/BwmmxsPulFATHB4/RjM77UiEtpZSyfUEyIoSnFIoHCAVyI2iOwJlDQ8DGB72SWWSQZN3oWRWVtEADhlxAQbIv0J+0KRmhhNjfRtZv3cc2UKWh+b16Q+OvzuZXDKaENBUnS9g4UaQgusw+mHyF0FDQUqgh6VidJXL6kKBYmDo+yig/ZO22tPmaS660XdsbcTHA6/daRgIYItL8CXW/Bll/ByoO+bIGkXHyxbZFhkNCyc9kSiAmBFvQKum4fQp+CKHgKUbQIEbweoZSjalegqCfhtr0VAiGEGIvhex6FUrIVmAwiFOf5LE6msc21PBJBEh3XZrkeU0mqojDOJ3ghuK5/5jijBD0rm2xVoy5YCZtBmgVs0yo9/EPJ1l5sUZynGUgtfhJo2BTSyUhWE8ZhFNMz6w3jJyj46ba5AgUfw/hZ1vb26X8Xgyo34gQVlICEkKA2OTh1K9mYdLKYG2ndzYDwwEMO6VatzUHs47VcY59EJU0oSGJOT1+2G6qA0+R0aihLkZ0rVFCUR+rvpNg+LRxiJLGweY81zE3Jn+9x+I4iL7rgPsa6/aKoCdviUPcyNL0NK/8Ir4yD+JezUjKFL4QtUjQN3eu5J6VbpfRZ0Mth0PUwfhGMfAr6/xQqrwLhT0m+F4DeHwqLQXQHO6WAZAFZ97NEYAkFKd1YQhw/SDeAVBLrcIPSVnegQ1CK+YFAmpKICCG9FK9tSUtRIV7qjg4JmnmlxyFvYrj5CQVOJyoOPpL0t7fS32pkEJfh41QUBpCtuhzEx0w0RuLnIU7lcTQsAsQwSKJhESWEwMZiCS18vdduGC+EKitxrPySmOSiZrT7PkJDuufJA67kSjFqxjanjpPu4ByASRwbk/k8QiPrdnhsnwmjEPpP7/7dE7iUfeku+hagOQlNm2HZi3DPOfDg9/tu/z3Rs7x3Z167hx8Af5RSJgCklOmS2Z2+9/d0EOkyIcRSIcS9Qoi0Lmk1UNtjnc2pZV8ILLjttiz1iTQ66+rYtriPOBmUKihZCsWvQuE9ULoCCu9DUw4hpLyNxkkIhqFxAn7lCSxRnWlFcYWpNdYygs1yIFbMR1VTmHFNh1NkRQnSRTFtlNOUujUVdGqydi+lpOmHP6TlpvdRbuiEmMRIxBEy/7gV6RBMxMAJoxk/6bXXWPOIKieYj8WqLCdMQeJDMoGJWetW8EMG8meCcgxhJ0yZczTDeQ4t1Zpm00WtfIBfRK6jg2JMDBL4iRPg/+K/ZLOdvoRcyt+W3Yxclwwbhp30aCsTgqoJE+ikljQpeA2bwMP47o+fAxjLb/kxV3M51/NTzuXMLLnwbtaYbNg4LOplwt3nCO8HQ//kPlzVApDh7MMxgS6y53ZmBGrnw4Pnw61HwUOXwNaP9854dw1fOlu05P77PQPX0nFY88ILfbIPhSADmcVAnqGKPzOQ56jm4ZT08eOUMxMfNRQwmWHchMJI1JRjYCOwUPiUfVgvh2BKnUF2hBn2EMpkC2E6KKGF/tRlevl9Xq2mt/+ZwP+7jzE/+RQlZuOPuUGDXGiOSYndhir91MS/lQpY5UP3aBOJU0czb6D0ePq6Be6Sw6jOqtQczFSmcTVVjKYIP4MYyzH8maJUtZKNyQo5m7/OvZyWaBmWo2M6PkzH4Jllp7OyfkxmWw42K3nzs36G7SJQVuZZHQtQOnIkTTTjSyUQhhStzTrGNIo1OM4o4x6O5QFmMIuv80em4tuBJrcENs/tZnXnjkKlgiLugXRQU4bRLbt7jGk256xoRgxiG2DZefDOMbDobGiet1fGu4v40tmi1c895/2BECx98ME+2YcQKrrvIQz/cjTjbnTfHHT/R6hiBOW8RZBLUBmOziSK+BuSI1EyfpHARmEN+7CGkXRZhRRFbA5pO5gKs4swnRTTRn/q0FPBSJXivDFEH32U+u9fTeikbdDpYHTFkdKjpcZxKIx3IaSGiJyFIrxbTVSPBJNNlHru6Q6Kkm4LlkykBKNHdVQh+7Evd1PK4YQJU8ZoxvF3ijkIcL2drbzOzasuYmNkCLbUSUofljR4ddsMXtt2bI/9Jvm0R3XDrqKopsZzeahfP6JqB2pqWjHG9wmaR4uNJeFErZhrOZ1bOZe/cj7XcDpBfKSpi3vzi5JYvNZLYK7PIQwofQlEMYhCEAXZ3PASaCUnyxN3K5HePAeemQEvnAIbXto7bTG7hi+sLVr3+utYCe926g//+c9d22j1dbDvehjyLxjxLOxbC4OXQcFFoI1A+g4nWTICM+wmqJyUXVmrDqOrvQhnk4F/s0UgGqcg0UVlVws+2wQEQnFb16Vt88nVV7P8PIfEFtASSe/fX4Cv3f2uF9QedsC0/oTAylpTRVLmtBKSAxEEKOYNAvJy9ER/fLFBhJxrCHMXkgTvsZl/cR4WOkl8JPFRyyCu4ubU5es2j5q8t8OnUghB4UBv/tmyo0oAh5GsSXWeZMNA53v8kTP4C8fxS9Q8ny37nNiYfMIbOzy2HcIRD0DRSNDCkNS77+ME+Z2BsQi8dC/85BC4/YewZXXfjmXvt7ONBKYKIRYIIeYKIQ5KLd/pe3+31NmEEK+RrTadxtXAncD1uD/N9cBNwAX0Xrmau+1LwJWfqOnlobUn0LF5M9LJDwgomkakvg+zsUKAni+3qorxBNVHspYN5wi2cR/reIAoOm2UIKVg+ob3KI21ojs2sJCx9RYNNaXECrodF4GPQi7K2l5k1kOogbupfstECZrEZnUi1nRQ9+sB2MEeEzPHQbNt+jduAykobavHKA3jEEHDwkHBQkPFzwjyWyeTLMtrU9NNC9VOYOnzQO1WdpNS4rNeo9KZgxtNvx9LLEXTn8ERGis5ldeskW5rXw5sVGabx3OReo87bOIkdzNzHq6qYp8ZM1j5dA6BopT4iorwU4CKhoPFsbzKvzkbDRsFmQr06fwmVVGhIChI/X8Q1VzMubzEa2xlGzo+uohj5cl8OsxlPnOZz3BqOJnjqdxNrqftovoyqDwLWl8D24ZNF7hyp+Aa1Vx+dBvYFoEtD4Njw5q5sPAhuPhxGD9jz42zF+xJW5Ta/l63R51bt2ZJqKbhWBZdfWmLAB9j8DEmZ1k1Q7k2a9l0prKJubzGA8TRaaYcW6oc58xmFKvRMFF4g6kObBI11Cvd16yCn6Gck7U9+f48EnXXkHhPECjtZNLSD+maG2bDJUOJFSrIHuXSCg4T48uBGCHrQ6qZxhbWoaUk7pMY6Bgc5CFjHWFNinet2zvQMDGIEGMhkJ1lslmOn7dSTAKbWcsnjOWvGFQwm2tZ0i5piR6LzOH2SNo6c9Ycw+gqt8rBwaKTxs88/9uDqutMvvxy3rnhhrzPjHCYEIEMZ8zk/vNY0zGKhO4DVQFboiVsbqppRRGVgKAola30o3ELR3Ivy1hOEwYqXZiYPSLI6TbpBTQzg+cYQRE/YDxje6jH9DUCnIiP1SSZkxrBt8nM3rzmFA6wLQb2U6nKSAF1T8P4G2HYD/bYOHvDf6Mt6qqvxzHza+jteJzOrbun+pULoQxHVYZnLVMop5A/AH/ILBvBaXTwDvO4ngSCZspJ4mP/9iUc0LkUVdoIFjGxS6M5VEh9SXfQSBCgnIuzj2XzZmKPnUflS0nUgWDNX0/zXD8bLhhMV00hUuu+1xXpMK5+FWAhIh8wnEtYxztoRDO2SMVgRErNsSeSbEHkMEWqWBgksfkg/3zwKWGew71ENtHJ2fh5CIN9WcIfWGcuY3HrQ1gyeyKWcAI8u+UUjumfrmjo5qHcHRx53XU8+Z3v5E2MjVAIvwxkWvoODH7A+/FJdGlhUHGDcUnBbwPthBW3Cr2n8tpvOYMnmMcSNqCg0ImZ1bqWtkVb6OA87qYfhZzFwey/m7xz24VxMFRtg8SrILtg268gscH9LE1S2BMSaLag7vXu87PxFRj/PZh2054bZy/4MtuiSEODZ/DFMU06Nm/e9Q3r/aCkB9egNhDK7wTcAzekRYNzIabzCklh0EYx4xZ8SiASR7MdpBCERRx7LHSLXQdQDLc6cPPf7yCgzWKfWyTaerCXNtM2swSMHqfVlvjakpSsbMeYmiRZoqP38GMUgvRLqby5q8+jZ+RAmBIlAY6u4eirUcVBKGYToW0Pgr0Ntz7kp8hS6CycxaN8m3gObYGDxlYGsJ6hDGO9u5+dbGmb8qtf8eKll+Ytl53uHPRgFvAxY1Pq1RKJwEblUvqjo6FTRDVFHMcveJ9HaWITToZxL2uLrGIu9azhYL5FTU4Rwi4hUAWnLIf6d2H+32DpU2AnXR8ji3CbVGeGBe0LYM0H8Pr98PsXYML03R9HmhNp51EuhHi/x/u7pJR3pd98xr2v4WoSHgIcBMwSQgxjJ+79NHarEklKebSUcrzH6xkpZb2U0pZSOsA/6S6J2gxZrKoDIf/KlVLeJaWcJKWcVFHRG+Fi32OfE05AC+RX1diJBNWTP5/qcgdBKzYdhLDQMUgytHUTZdF0AAkgiSIdKmvbwTEQBFEopZzb8DEha3uqvJKiC020SlDCEDwcBp4eZdh9Kyg32wk7Hai2SUlnO0ctfAtVSlBDEBpJNaUU00aYLgrpoJg2hnMkA3IkcgE0ahCpCLPiOFQ1tVDV1EJ5WwdFDX+F9kszDwnLvh/L+QcuyUA7EMWRi0hY59LIw5g00in9nqWfFjptsttBVPARzjnmXYFRWOhZCfLRPffQPzI6w0nQRiFhomipAmwdiwLaWcRNxPJUZaCGgXyP87mWX3Jpr89sN5Dk4LCGDdzGv+jY08SSerkbSOp/NlRN7a4687ISnbiTt/T159guUd2DF4JHEHZPY0/aotT297o9GnrUUb2WbQ+eNm2vjCEfCg04tFFEnAAGSWrYyChWY2CmLhULBYsauRFDgkoAlSD78D0qcyZV8dYfEfuVxBmkQEjgHKzguzTGkY+9Q6XVQVh2YMg4pVYL57Y/SkjGgACoExlOAWU0UUQHRbRTQRMjGMwkjyCSn2pkKlArcOhHHYOopZIGinmRZs5FpiIU7bzPRm7HIYFNBIcYMTaxgivYyELaqKUjaaAoXjXFCp3xwsw7DR8DcoJzuwIjHPasRqp95x2K1ycIE0QgaLeLcEKqK2Wp4P4N28zWXqJeduR9fxAFXMNh/Idvcg/HoeTYIicljW4jcZCspo1fMo91vRD+9hUUCvAzE784CeE/D9KTTS9blFaFz7TWSrCjsPwnYO0dMt6e+G+0RYOnTfPkwjHCYYZ+7Wt7ZQz5EDRj0UoJEcJoWBRZbRzYsRRduk3iAomQJqWRDvxJiUIIgZ9SzqGMbF6V5KKfUXJjEn0kKEEwxkPFBQnGPbaUymiEAtmOYccJJKN8bc07lMTaARWCE6mmkjLqKczYokbKKecgzsobtU5Fj+SapJQmqtlMBY1UsJgOpuOkWu5MNtDCZUi6kHQiiWBTTwOn08YyGphHl60ghPczt8vqbp9X0KnwEPvYWaiGgerRTh2pr6flrSUMYggKKl0yjB3QUDQHRQFVlfgCCZbqc9nIprzvFxPiQo7mNi7iFr5LUQ5flXR/TbebDEkd7dzO6yzNSpzvAQgf+L8OgbOg6kfuxQGuLcqdXiVwK7d7Bj+sCCy7A9rX79lxeuDLbItqDj/cs11KD4UYcfzxfbqvnpDCIarqdOjFxLUAAzbWE+yKoaU4G4WUCAfU1YAMgShF+P+J0A4FwOj4HUO/beGvAC0I5ZVJajZtpijZRtjuRLVMCjZHGDVrAwpQvSVCOU0Z21FOExVMpYRuu6qIkYBwW/m2OgTWSXxbJYENnSjrrgSrE7YdC9Y6N9gpO9wK3ZarIL6YForxbC3FpgPXX5FY6B7zuO0hGYl4+iUb/rAW4RhECKJjoWKhIFFxCBJhM7dliQb0YzRf5/ecxV96JRAHaGMrr/FXNvdVNaIQ0G8KHHkjpKl/ck9TLqeEbUEiCrdd1DcVhrtOrN2UvvdSr7uyNrudex/3Hn9SuliIO5srZyfu/TT2pDpbTx3PkyHzqz8LnCWE8AkhhgL7wF7WFN4ODrzkEsL9+mWpc+nBIFN+9SsCpXsu+9obJA4LuYotPI+Scul9JBjWvgHNq/2MADWxvzKA2dSwhDAnZq9grse/fzNKjzhZwjD4cNwEYpeUYugRipwOBth1TFm2gIJYFNBAL6W2wqGNDzPElRYqNipNvEgzS/PGEuBoFIoBlbLWDgzTQgGUNL9F7H6I3u0Oy7kF8lj4k9jO63TIl5Ek2F/7KEOQqSg2Pl+cQCBK0Ohif+1DwK28CjGGwt1UIgHYMn++p5FQdZ3OT2s5gZ8ToIT3mIrVo2xdxUTH5AFOZAbzuJFVWL30GpdQxDQmY/TCq5SGicXDvMBNPMgtPMQCluPsRP/yTmPaw1A8FrQQFBTkx7nyY2Muou3QsnHPjWsX8GW1RaO+8Q0qx4/P4hzRQyHGnnoqlePGfS5jepF/MZ8XM7bIIMk452N0T3VGP5PluRzMP5nOc9RwWtbnki7iR3wCoe6LK4nOy8HjWXzxODASFMguymUzp3Q8R7W1DVc2xcfGwGGs5m3SUvA2CiYqjXzIOo820BDDCTMSgU4pzQRSfGauhK9FnDm041b6bOWxPFltl6Wgji3MwSLO0JK12I6WPlCXyq4QlJDFmP7LU4s1ghQxnEN38Wx3Y9M773hWgqiGQcOSpVzKGVRSwnvN0zGlQfqGFZqJUpzgkcRMhrc6fLszSmcvjo8fje8zMdPi1t1Skn3zJ7C5haX8mPf4Ie/wBOtI9EGTfq8I3wT6FCAAvgKXVKUneqO/Ezq0LNhz49oFfFltUb+JExn5jW+gh7p5yLRgkKqJExkxY+9XngLnEHALAAAgAElEQVQs42E+4C4EZip5Y7JPbC1eiVNF2gyNnckwnmA0C+nHzzPt6IBbYTzh+Ux8ANzk3aLq/dn08xFQGCMoo5TRwtQN8xjUnvKrFR+d1d9hFXcjUgyVFhoJfMRZzUbm5PGMaBRTwgwEfgroJEzE9YtSeXqbxUT5HgARHs6r5gaQmLTyCBKTcl8jYS0VLBW4hdwhwO8wtnhZarGKRoBhnLxrJ7sHtixc6FkhayeT1H3wAadwDgMYxDzzcJcvMsUHoygWPn+MOdpUpkqTM6ijvpcUvEBwIdMx0FAyVl4h1xYlsbmP9/gjs/k1T/M4HxLZk4qS/S6H0tPc1n+jEPw5U6g43nl7oUBtH5MD7ya+6LaoZNgwJp5/frbNCQQoHTGCsaefvp1v7h428EOSLMz4OBVbW1Edjx/VDqIyCzVcj2p8212WqKNichtqan7lKFB/YAnJIQZ+I0lIRil3Whg8fyt61CY2rJDIWJE1p3JfT5OkO+ioq78AAujNEq0ThAThpP5G34fNZ4DdQB6thkzg6+jiSN7Al7o4dZL4ieIjjo3CaFYCAfzMRCO7AvSzsOnttz39ko4344SWH8JCDkmR67sRVyPFx/QqU/gps1iRE5/wU8AkTkXzoCRIw8RkNnfyGNcyn6eI90VyvWggnPqQS7xeHM42M73NdRproaNp9/f9ORBrA0+DG6UUQozEJRxsYhfu/T3JifQnIcQyIcRS4EjgSgAp5cfALGAFMBu4VEqPaMjnBF9hIac+8ggDJk0iUFZG1cSJnPLwwxzxu999LuNp5gMibMTp0YYhcAmvvSFRRRUGIxC5rV9Sklj9KE48+7vrSgdhqhpOqlxbagq2prJm1FCXeKziBDh4HrXKszjEcRCY6JmHukmEhfySOt7O2q5Ao4rn8DsH4U8m8+ttZASit6b+35r7aepoLHTeJ0gXNcomTjGeJKBFCIai6IaJpttoPodHtLORQAk2A/l6toO4iygZ7m1QrUSCggEDqGAYJ/AnEj34oIJ0UUobIaKEiKIQ5QXquJU1ve7nBL7G+ZzORMZQTb88RTdXvU3wCbVspI71bOU/vMZ99MJT0RcIVMI3P4Lj58K0B+Cs5yBUBUYB+ArdVhkv2BasWwqrFnwuFUm94EtpixRN46T772fwtGkEysooGzmSGbfdxkn3eyv+7Gm0UM9almP1eIKl6Wq9wxIKGkWEGIzi4RSYda8gYtnXyCpGEREhLMUNqjqKiq1ozCmY6tobfRoUz+Nj5X0sEkjcwJOTskUWNrO5hw96kFKmMZ5bKGMahXR6PPjiRHFV0ExaPI/GwaKddwkRoUDv4Kz9HkAzElAi3SCSD5yAypzm44hGQ5QSZyKHbTeztqMoHzXKM+Pn2DZFgwdTTjG/5gKaElWZz/RglILKFvyhGP5QHOFP8rxlcmZn75K5xzGE/2MqR1HDWMryyG7B5Z9ZSQfLaWU17dzLKn7CvIxKXp9DBF3+wJIPoPB+GPEK+PZxy2iVwjyZ4QwcG9o3QN3bXyQlyS+lLQI4/i9/YZ8TTyRYUUHR4MEcee21nPv6673Kvu9JJImwimexewQMXL9I6cU3UlEI42NEhkepJ6zGjxF0ZQUAtgaqaNcLsNV0sFjBUVWWDxuDJRQI7gejX6XWvxoHM/Wc9mOhIVNMkIu5mw+4I29/g7iWMk5O2aJc65nElC8j6cCmEa9eB4cEHbxAkA78Is6PRv4ZQ41DgXSL9nTAJ1hkHsqGyDAKSDCcaRi9iBbsDEqGD0f3IFNXfT6KhwwhSIjzuYxmZ2SG+FxXEpT5WggpMQIijiYSzCfKKdT1qrY2jkH8ntOYzljGMMDTp3MQ1BNhGVvZSAvPs5Rf8wxRDy6mPoFQYfj9MPETGHYfHP4alB4MahC0Itcv8iBRBgU6m+HTOfnS4p8fvvC26Ngbb2TC2WcTqqoiPGAAh/3sZ1zw7rtovh1TGt1ZRFlOhPczVckAUvGeSwgpEdooRA8+NLtlEU5UyRAfdw4IYgY0pJa6JjQBhqD5xEJkwQA6jpmMVJJYKUGA9JzKJsEGTswEklRlEj5tFlqbisjr9EpA5DW8pvMC0BM250YeolLWE6ILHwl0bHRpEpBxPjAnUZAsJexsR/GuF/Tml0jbpjp5Gg0MJh1AKqCdMBH8xPETp4MktzCbbTlVzRM4gRn8jCEcRG7Q2EpRqCRI0EQti3mZR7m2bwJJY0+GnzfAWY/BqdeCv9B95SatIKU+4sCqxeBRLfclwL3AMCHEcuBR4LxUVdJO3/vCS0Lxi4ZJkybJ999//7NX7AN8dO+9vHjZZdimibQs9HCYYUcdxZlPPulZzr2nsZYHWcO/SEeYFcum37pGKuubqLRbUUrtbNuh9YdRm/MfZNvm4rz+LWS0DsUAUQSMAQx4Z/CBOIqXxqVkiv0qiu42/r7FKSRoSCkxuepLPeGjjKN4NP9hb29CNoxASNON6kZxb0IDCAVgYJSEeTGW8wC5DpONQoNRBcKN1Uelj5N5lojIdoY0kpzCk1zKHQgCVPAzStl5o9gTm959l38feyxWtPuhL1SVfU44gW89+ywAJg5TWUACgUGCItqzjt6tVFSRhHmJKfg/Qx69niZu5W7MHufBrZXIVjEAMNC4gm9R49n2ugfg2LB1ods3vGkVPH4VJHsoIsUVaBfgC7kVXIFC+N0LMLS7f1kI8YGUcvfLxD5H7C17tPaVV3js5JNxLAs7mUQPhykfNYrvvv02ukfL7Z7GSt7nNR4mmXKwhOMwvHkDQ9o3MNy/DrtCuk5SBkEKlE0IkaNyGPkYufRUiK4CA+ygIDLGwAkqvMAMuigkF5ptcZp9JcXGAQA8zQ1sYzUOYNJdeZNZH4NLuBE9hwdAItlKJSDR7SRBM4bi2FiKTtQI0k9pZTMPsIl/ZDmS7nehkXJkatpnonPVvNupi2WTSwoc9i/7gF9OvB4VH0M5mv1TlQW7itZ167hzwgTMSI/7TQgqxo7lh8u7S7urN5pstTUUzSJc1ZzVjSslSEcgYn4WFxUwtLdAcApdmJzFy3kcSY5HRUAAlZ8xkWn0Z69ASoh9BFYrxBKw4HS3hS2NpIAOAWrqOSEUOOY/MPDozCpf2aIdx7YlS7hv2jRs08SKxdBDIYLl5Vy8aBGhvUg3kEYTq5jLdZjp6mUpqWpopH/9NkYm1qOUSbKKe4Uf+i0HLScxFN2C8/YZ0PgeQnc7lxgNFMHCkok0+vN5CDXT4oDIuVQUu/7FUm6mlhdwEMQJkHtvKOgcz52EqMzbVpsciBQtqKZNIGKh2g62qhAL6oT0tSTEEpq5DEm28qBEUEc/bFzFPBuVn667lfe7DiZ3Mlnj28B9o76Ngo9i9mMit3zm+d0e4u3t/GXoUOKt2Ym/YHk5V23Zkml1OybexHzHtYcVgcZsW5T6KwhyP/04vBe57zQcJJfyAJEewaHebJGOyinsxzf7gjdlR9HxCcS2uATcj08Hq0d5pAm0CJcSQiggbZh5Oxx4XmaVr2xRPiKNjfxz8mSijY2YkQhaIICq65w/dy799tv9tkwvNPMYW7kBmSo/MVqS9H+vkYKGCEoRdMefBYRGwbSUwqOUOPP+iPPmb1ANxw30VEHdKSWY4fwgi4hLqqL301x6HzH5FkkMD+oMQQHfoJrbMkvk0hDCibrUjmk1MT01rmI/uWUzEnCCIAPwd+MC7vZdhJ0jAhCUEWYnj8dAx6+/gars+GXYtmEDd4wf7+mX/GDZMq4Uj7OZJCE68ZHwmBsZHMkEzuHwvG07OPybH5BMlRqnfa7c+11F4wBmMJmZOzzuHYKZgHXz4e2n4MV/ui1s4J77dkDVwBd0//7pCThweurwd+5eFlWTJGfvwn1zyxfDZuz9qMgXGPG2Nl687DKsWAyZii6aXV2se+01VqWCBnsbAaoyctP+rjjTHlnA2LdX029FE+JT4EPATEtWFsPg5/IDSJ3r4bUTUcw6VN0tgZRtwBJAuu1lXhBSIpLdUeJKxjOAOs+yYoAk7Zh05m9IGeSWa3bh9pfauDGxONASA7MWXfs9UExaolKmisPbteKMcRVAs6jMM4LgGqN3UnwrkhhN3IzczWxUzeGHuxVoPaU+pWTj3Lk0rnBlZnUUTqEKA5Mg0byzIgAtdcDtO1CDWEU5QxiUVY3k5ShJIIHDP3iWh3mVBrwrufoUigoDD4XBR8CUi+GwC0DzudF64Yc26ZJyRzsg1gktW+B3R4O5h7KC/8VwbJsnzz4bMxrNqASaXV00rljBojvyM9t7A4WUZpx/w0pwzsLHOH7F60zYtJLApw7hBSZK1AeEgQAB5eH8AJLVCUumQnKVO2mToEYkBUsSYEvUXtqipBBoZjdB9RDG0T9DEptvixQUWqjLWy4QCArxmTEKE53ojhviNZwkRfE2LOcN+nEqPqoQPQJQEkEn4Qwnm8ANom2LDcgfKwrLW11ONpsE63iFOG2ex7WjKBk2jG/ee292IkNKWtetY/0b3aolVxdr+ISJEc7PdgsBQpHoiqR2B6oEw+gcyyB8PQLf0qO9TQJdONzMx1zPEtaQz73U5xACggdA4VFQdQKMuQ4Uv1sNIEIpKW4HzA73lWyDl0+C2O6RnP+v4pnzzyfR0YEVcx16MxKhc+tW5vzmN5/LeIKUY6eep8JxmP7Wu0x5bwGjVq+DWgUWA51+91rAD0W35AeQpANzjkC0zEPRXFtEHFgKJECVdq+cF2q8OfP/SiZRTkuq9sjLFmm04K3moziVaAmLgrYkmumgOKCZDgXtCUj+hwDHYbAvokeQxUHQRSiVyHP3qGKzKjYOL5d+a7KaTqsAhwRtLKGzl7HsKPxFRXz7hRfyeJGSkQjLH3008/4XeiE+LAJafr9p91my2bwDrLIKgpkcgJFX1Zlvi+I4PMEy/sQcPmbbZx9QX6BwDFQdDZWT4ej73LYYoxD0AjeAZAPJLkh0uIm3p38AdfkUEF+hG2/89rd0btmSCVBYsRiJjg6ePv/8PbZPgwGZDo7S99sY+Y+NFCyJILaAXAlsUV0FY6MCDniq+4vL74d3r0XTHIRL2gUNIKK9FGkoINqaCcmjKTQ7M+1s2ZAp0Y9uCKXETcJ30T2PSgBtQPACEMHMliS4hPYpOsF39KmecyeBZJUYBURJWjtnz4uHDOG4m2/OC4B11NbSvGoVp3MQOmZeAMndr0v9UdcLv6KCwv7MzLS2SY973UGQwOF9XmMpc7H7QLYsA90Ho46AC26GaWeB7nfb6dPqsJYFkQ7oaIErvw7t3hXsO4S9r87WZ/gqiNQD6+fM8SzNMyMRlj/22F4di02UzdxNI/8kSAs6JuPeWoUvmkSzUgRvtg1JDerGQ/XdMHorBDyI0VbdCU72RF4AMg5OK1Q2NiKs7EmFsB3KN3Yh/G5mWSLReRslVYfkhXTfff4HAiyfN3eFBBpvQRHVBI3l6OJHaLGRyEiAdopJqP6s1f1IJBpejeehHtk6iY1Fg+c4dwYrZs3KdiQdh0RnJ7N//OPMoisZwjep6vW8ABgIyrbT59sT3+UMJjMRHR0BlFGMljWRcwNLDoI2uniXZVzLv/g1d/Emi3stD+9TCAFn3gZ/2AAXPgpjz+ompusJMwmL81uLvsL2Ub90qae8rRWLsezhh/fqWBwsPuFVFnEvIdrxkeDQdYsojrVjpNqEFMdCWILgyjL84jYKlI3owoMrpXEWOMksn0MA2KDX24yIrkHLaT0SjkNprI2wr9u2JZmf4h7zksgBG4tQt3RKFjRZTMiMZbkk6dCInbwBjRAT+Tc1XEIp/QkiiGEQy2mDUfGjKdKTF9+nJnqsp9PRB+SvK596Km+ZFYvx3MUXk64o/kEh/KpYQddML00AAEwhGfcZVUhpXMoETmc4odTkrR8BfD3chp7VAO1YzKGOS3iPmbzOfXyaVcW0R7HPT2BGHUx+FAb+yG0vyYW0Ye2j+cu/wnYRb2+n4eOP85Y7psnKJ5/cq2ORSLYwh8VcRwFJfFgMW7+B8pZWdNtGAIpju5OrTw0ouhkGrIeC7+dvrOFNiDcgcvpDpARnMwxs3opqeyj12g4l/mMy7y3moad4EHsTsglQ5rlcdwYSjFhZodn0/5XIrQhUKvkPJfJ6wuZIgvEgcTNAm8y2bULqBFRBfq+Le9YMpdsede1mEAng09mz8yrzrVjMTcKmnltHqwa36IX4RbJXW+TgMJEda006jvGcxcEUpXzMEkJoObbITjFLxbH5gFqu42XO4yH+xcI91+KWi5FnwMWNcMLjsP91roR47nVhJWDB3/fOeL6k+OTJJz35dhpXrCDW2vdJ0yTrifI0PtoJdkYY8EojiiVRnHTSCGhQoP/v4MhaCI/u/vK8P6DIHH/NgfCiGMLK+e0didrioJV9DcNahCETeQGSNLTcLgNR4s3RI4GmRqh6HsQUnKibQ7ELyRiWkOwiTUvfEzYq4VQ7mCM/3M4Z8saiO+7IniNJSaKzk5evuorDGcKZTOxV30tIyejtVC/vywwmcyYBClOBtu7z5KQKDVxKlSRv8DB3cAXzeLZvg0mKAj++B+7+FA77jhtMyoWU8Pp/dm37u06s/YXA7pM1/BdB9fm8b2UhMDx6wPcUHBIs5zzi1CJJoAJBmaR8c6sHr5AFWz+GojPyNxRphvqVUL8MHA953ghsuhZqJm8hcm6QaH8/juOq8QTa4oyIXQCqG1Qz2YhFHQIoppUmKuiplKbgYxAzUHojiBbjgV5ITiPz3VUS6zG2/h2kjU6MUGsXHYVhmsqLQAhe4ATu47sE6cKPy4XiTuwEfmKcySPomCkiNwd1N2WoHcui7qOP8j+Qko1vvZV5q6NwNSNJMosFjMdLQe4CSrMcnu3BQOcUZnAKM5BIuohyLf8k3WjtVZkE0E4Xz/AWjbRyOkfu0L52G0X9oGgGvD7L5UPKhXSgrQFa6qHQ25H+CvnQ/H6k7R2U3JutbBLJq9xEPSuxUk54AIUxDWvQZE7gGYno2oJhnwB6TgAn2QWNS6F1MdKJ5GelkiBvMNnv6E9om1zG5qoBSCmQUsFnJTmmtRoGuq0lNkma+AgBlNBGjECWE6aiMZBRhCnxPCa/PBRBvrMkAJz0ZLkRwc2E6SJAnGIcOihgLcMBwcK2Q/j7pitwCpVuJyDVpmsoCY4b8Bw+4iQxsLEIsvstP+teeQXpUUHUUVtLrLmZYHk5QgiuKdFoMd/kIedgLJFvj8/QOyhTvM9NLlQE5zCacxiNRGIhOYvXSZLMZAJd5GQiMXmUdayknT/upOLLLsMohqrj3Qy/4zFhtBMQbYBIPfh37Pi/AtvlPPJS6dqT+Ji/splXsNPtJigM37gBzctWOhKsSaDmTMSsBGz5CBrnIx073xZJaHoCyqpbGHzkJmonDgAHHKmiSMnk5QZiUnc7TQvPIHAoooMOirJskUDBTwlljMYLGiei2L1wG9opGXOnk1DH/xFyXG7MYiwGqA18XDgSR6gsT4zn2qbraAn63ECpDURUkAJNJJlS8BaFSjsmRmo8u9/+vurZZ7HiHrNZIahfupTqgw4C4Bw9iCnnc6McR1LkB4vGEWP0DibXBIKjGcvRjEWmZqW/5mk204aD7NUWxbF4jVUsp44/8Q3UvZE71wJQcwy096JiKR3orIeOBvAXeK/zP47t2RZF69upa4JVbGYmkjgCm8I1EbfEItes2DY0NMG+qbFJCVtWQP0Wt60s59IKLkuQ8EVJTDHAcQM2SlxS8c5UxGkDsBOPuYplTpSoEsjqIhEyQJn4YfYGfZOgN2Wyzk9g7c3Q9qFLuC2ABrBHwKMFp7NWHUFIRkGAmSL/F9JhgLOV4cn1OBoIpWanzpuVSNCwbFn+B1Ky4c03AfimHMx82UqrKMldBQXJ17ajXisQjOMYxnEMEsnj/D8a2YSD41kV7WDzPrNpYCMzuXynjuUzUV4Nxf29OyuSCdi6CRK9sXBvB2li7S8pvqpEArrq61n4t79R9+GHOB5Ouh4IsN8Fu8evszNo5mUSbMni5BCZm8YDue1rUsITV8JvqnFuPx7npdk4q8kj7hcqFPYTNM8oxj8gRqlsoUxrpmZtLfvfswa9f7eSh9sa5u6ngE6KaUXgoGARIEo5YfozFtlbNU5RTpmkDZnEnTECpI3cOgOcNpCdKNJGkVDYESEYjbOAydzDhUQJZuLRBiaFRDBI8E2e4WSewUeCMFEK+ZongebOQKgqmt8j6gye0usnsBg/MXzEMEigYCOkw3GJlzk18mOkvXjnx4CggBDf41QKCKbKuXsnDU9iMZePaPVqK9yTmHQi+EPZyyTQHoP/uxxOGwIn5vNLfIVsxNvb+fDuu/nkiSfwe6hB6qEQk77vkVXfQ6hnFfWsygSQXHi3bWSQa48W3gx/q0TOOh7n+duRS8l7aMokiELB2jFDSVQZVMpGKpQm9un4lDPfeZFC30nd62KTTm0FiFNBIwp2xhZVojKOcZl2l1wExZXZ43dAmKm/iqtu2sB5WNQj6ULBQsWhkE4qaWBddBi3rP857VYxNiLds4oScjP+B5Yu4Pyhd+MnRiHtlFFFuA8mbr4i78oqhMgjuv269ikhNYJPjWOoCRRhg3Q4gPe5KnAFXczf6f0LBDoKN3MI/Qim+N28A9pAqsy8gU9oy0z69gqqjwbFI5mR1OHt2+COIXDLV0Gkz4IVj7Ps4YeZf+utVO67L+QEk7RAgP0vvHCvjSdKPbXMzgSQXDgITyJjAJlfHbt4FlxTifzHsdgP/xYWR/My+3YcnE5onlBCdF8fZU4zJWorAzq3Mv3RhRT5shXOZCotbGDSnzpULAQ2fqKUIhjNFOw85VkXmnZOtr10Sd5cWyTc56WMXIB0PgG6UEii4hCyYwyObqHJLuPKhtuoswdgoaR7RBAFNj4RY0xgBb8fdDV+EhTQiR9BMQds7zTvEIJl3gkhxzQJlGTfW1NFJ6WiOeUXxVGxAIdBbOIWfkCEF3Z6/yL17+ccx2BKMVAR27FFFg51tDOP9XvXFg2Z4k3q7/jggzfgFzXwo69sUU+YsRhLH3qIspEj8zpDhKYxZPp0fAV9G3hr5gYkUdJRo16Fi4TotinbPoWfjkFefRDOyrgb28ktkKqGojERKjpbqYi3UlXXRP/ft6GLNJWNe22UWK0EnBhIB10mCMgIJRxIkBzup6oruv+fTl6l51EK0PoKwolm1NswoWtTIff6zicpfO7wAV1ahGSEaqeO29t+gj8mCUTAEFft1HlTNK3XYF/6NxL4OTn+PD4Zxyfj6CQR0u1ouXTT3YQ7dky1UCA4kcupZDBiO/MgB5tNrKCxD6q/8zD5aPDnJHETQIsNf7sRDtiFwgW3hHLnX18Q/M9XIq1+/nn+c+aZICV2MomiaSi6jurzuWRpts3hP/85NYfnE3/tKbQxDyen90vYkogvRLguggj3II1UDBieU4X09h3w3l1gJVBIgADZBc4GUIa5q9gJaFis4Hyrkq59daTWHdWNjfDRelgRZV3boHQEAAYjUAhhp3h/SmklTBdRQrgd+atZy2/YxhjGcGe+GlPB10GrgcQmt6fUpNsGhPtjxe5Alfk9pYqUFLXHeDT0LRJkB3QEoJPkfs5nMOt6fCIReFQQ7SSEEEw87zyW3HdfVtZN9fs56IfZGYIYJg9wKjqWS4ItLXRMjk2+wkWJ+wGwI1NQQ+8hzHKIb4PwKNByAi+9YB8GcT0/YDMN3MysLOLtbki3GgTJNfydUoo4la+xLyN2+RzsMA45CZ7bD9Z91E1AZ+oQl2ClCel2IUr/P4Qtixbx76OPxrFtrFgM1e9HMQz3Ie04SCkZd8YZ7Pvtb++1MW3rUYGUgZRsVSsY1rIZJWjTfVsqUHiwy0uTxrqX4N3fgeW2jwkFZNTlFxD7uqs4CTDXC+qnjmTt8GqcHpPVjuIClo/Zh/2T9ZllGgGKGEkbKwFJIV0EidFFGIGCyVY+5F98wjMcxw34chSJNDEchylI5220DlASpPp7QRZU0+mbjylW5fEUqDhU0Mzz9adiyhz7JkDVJddO/C0HlszLPl2sxcFC2c3H7cE/+hFzfv1rzB5E/4quM/qkk7KCSDaS28UpCNVBFa44tq7EmSQXcZ24BlPAer7HEP5GgT0G7I2gDYMdrE4aTAEPMJ2NdPELPqChFw1cN/EhuZx3Kcbgu4zkRAbv1jnYIVQcAENOgg3PgJVqcbZ8ELXA2Qt8Tf8FaF2/nnsOPRQzEiEZiaAHg6iqihIIIB235mPgoYcy9eqr996Y+BgvxdmmUDFFaztRDJusvJFeDEUTut/XLYfHzodUK6uquMJGchWICYBwC7bNDkFseDXNRxbi6N0BnkSJztpj+jNmS7ascxFH0spLgEWQGDVspJMCQAWibOJetvAIB3I3gZzWDSGCSO27yMQ9iC7cln/h5gFFaCBWySYU87k8W6QgqUi28KL1TWyZY1cE+ITDlTU3cXpRduuzQSMWbei7WaV9yI9/zOb587MIdYWqUjF2LKUjsv2N+5lKjPaUHIFEI04Nm7iFK1FxaOQKbJoptE8Ccw1oA0GrYkdQQpA/MJNtdHA777Aab86zdBvPnczlPt7jBMZzEvuhbC8Z0hco6AdH/BLe+jOY6XPlgzaT3hSJ/5fRsnYt9x52GGY0SjIaRQgBQqD6/aiaRriqao+o08ZZRM+eq+hwn8vxmcCleEw/7lUDxp3l9or9v6OQLbUudyzu1+Umlx6UAFghYIb73UyNXCk4P7IRczalbNAMbOc5FGzKrBYiehApFBACh9doYn9KeBKDg90NFOwPwfHQvhw6cIMJ6Y0ba9xsXA8IIBSNEjBjxI3u4IcQYMgkT7eciS+dbHNUtPgC0Hfcv1RUlQnnnMPSf/87f4506aXuuRSC2f5vYJDEFjqqtDAw+cbWF9m37WNoPwMqbwH1QAjXQKD3qu0gRZzG1Szmdd7l6XzfFImKA5SycwgAACAASURBVNj8h+sYyzSmcBZabx0yO4t9D4HDZsB7L0Es4s5j00JRTnLXKorSwcAvKf6nK5HMaJTHzzoLKxp1ybRtGzuRQDUMDr7iCmbcdhtXrFnDEddcs1fHZVBJz/hesDbKAb/6mOBHUajFFd/bJlzSvsLhcOhN2RuYc3OejKiQQIvb4da+TVDXfiyl588icpiBNLIvA2kotEzyQVW3AyZQGMBtKPgIEaOItkwrWbrEySFGhBU08Ez+QbW/C62NLgFc+kZzfQrkhr9htV3f6/lok/vRwnC8Gms1khgygm4n8Vlxl09FSmxqsdna6zZ3FMfdfDMDJk/OWuYkkxmy4zReYS1NaCkVNUAIpFB405hOPN3zb0VgwTHwxjBYMB1eqYRP/7TDY1FQqKEf05iI7jEhdTuEu+vVWmjnPp5jDZt2eB+7DFWD6+fARX+BfY+Eg77uTty+nPKXex1SSmadeiqJjg7MSATpOFjRKKqmMeE73+H4v/yF7334ITNzyZX3MIIUZ4gNAUIdEU6761kGz9+C2OjAx8B64cqtG1Uw9oHsDSy6qYfz7EIAshPitRCvg7blE1GnPMPGKdXYOWXqjqqypX8FdnF2S9QEfoqOnzAxSmnOBJjTWWaLOBEaWIZHn7q1Ab39fbR2N4AkcO2jAJSul+novKrXXLXlVLLNmupZFeoTCRQtjoaJDzfj5o5I0t5bCfpO4ODLL2fUSSdlLZO2jUwlO9J4lSj/n73zjrOivPr495mZ27eysEtvgoAiWCCKFBE0ii2axNhLjK8xmkSNJvbXxPZq1ChGEzVRYtTYSwQVkCKi9F6kLn1he719yvP+MXd3b5kLCy5i+/nZj9x7Z+Y+M3eeM+c55/x+Zw3uFPqIFAorlGOoFHaHKCkjmDUXYe3pgVk1Dsq6Qt1vbZpFGyAQ9CaXS+nr2HEy3RbVE+dvrGPqwcgOOmHcSzD2Beh+GnT/IVBsd5f8Hm3Ce1dcQbiqingwCFLawQIhOOyHP2TCxIlcOWcOl8+YcdBabTvBk0ZP1SI6I/++mD4f7YQdEjYBmwUoATuQPeLdVMHX+c+AkbbIEmBFIbQNQtVQtq478oR3iV9WgqWlzXFVIVTiI9Z9QMrb3bgFF4X40SmkJqmTqm1FLKLoNLCRRzJPygoiat9ENNGqGdkssxZeS7zypzj5PQBSutlkXkHcYYEkhIGmRlEwcRNDS5QrCDQa+TTzYPuJw886ixNuvDHl+krLQnW7U4LcGwgzjRjxlCYFCuWUsCFB8ZMyjFX1O6zSEqxd45ClvaDsZ/YP00Z0Jo/zORqPo18kE0pJNiLoTGE1b7J0P8/6AHHqPXD5u3DEudB3LOQMyirY/l3He5dfTri62rY7loU0TRSXi16jRnHBO+/w6w0byO3S/h1AlSTb4tqp0+OmStgOchfIdcAeBVQPjL4bSo6C9Z9CqA6R/jtKiO+BHdsEoZ5FmStsFcgF+QM7SOrWngCrA1pQw4q5WgJINqJIQtTzi9bqudBWqNhsr6PM1u+0KVGZGpoAllDwZplLYcNvB8oMENKA2P5rBp7+xBN0Gjw49Tt1nbwedlX3LBbSJHyYInVt9HHJOEypwNYwTP4lfDgWXukBs66wO0DvBYMZjZox1+0AUnM5hESynnlM49n9PqesEAIefB3u+icc/0PQCrLqPe0XvsGaSN/pINKWmTMd+f56KETD9u0cc9VV5HXv7rDnwUUJP2nNWluSgU9twRU0UWMWwpIJETUN+t0G568GT1oGOVyTcUyw1wf/vRPevVMQDffG/cblWFlox6bfBZ7UVtteiulEIwEijro/YDtM1UzJ/KBsIpgRx5tfWGG0tOxeMyLCwwu5Y7EIkkuQ9BmrSZPD4qX4jRBeM0LACJKrNyKkRXvc3prHQ/2WLSnvScti0VNPsXnq1Jb3FrCLuEONoYJFqWqXfymbgaJKOCIGA5ugdxi23gN7MgVz94ZzGMUQDkvj9jsxhEHH4K+8zm38lQ/5DPNgCt263PDDq+H+WXDr2xAN7Xuf7wFA1dq1RGozK/H0cJg9S5Zw7NVX03Ggs67GwURvfpCgCdgY995cchrDuHQDYSZsUb0G6sVw4jbw9Uk9QKgCJ1hxWH8rLL0Q6tf2RFt1CTFXlntTKOiB1C5oPvLpQpA8gmgYGKhk8uMNdjAv83iRFxDSQI07FETLMB0aliV0x1IRtdy82HguWz1AoQlKqi2KS42jfKsIEMJLFB9h8mhEYGRWUBwAhKLQsH07IumZJS2LTVOmsOSZVpHWGYQJO3g2KiYrE22vixuriQQibO9WwI6ufspKcojHJ0HTYxn77Q1n0YNz6JFoAZA0VocwWwyTR1nFWUzlSdYQPZg12UKxK3TPnApnToPYV0zv/QYjHgyya8GCDP0tMxZjx9y5HHv11XQd9tV3Fi5iCC5yaZ61g9/fQF55EC1uopiWncsKqaCPgbN2QYe0MTaW2ZpBabAMWDEJpvwGNs3qgO+za9DVepzUoBWpoHdJDSJp5NIZi3wa8BIjipdMy2JRy6JMKlXwXdsxcxTLjeKtXUpEc2fMZh2VD8SpLNd0fHlBhJJ6XhLBce7F+AnjJo6XKDkEUdBT7PmXQWNZGWoy3UhK9ixbxozbbmt5awGNjrM8hodlHANAoD6M9ESo7Oemsi9U93ERM6dAxa/3azxD6MqFHIMr7fya5XeTBkqcGB+wnKt4nqeZSaNj15d2RP9T7UDSNbMTibXvg0jpiDU2UrZ4cYbdseJxKlevpu8ppxy0BFoB1yLwgZR0faAatcFCiduUMDsBr8GIJ2HU7fYOjVWObCoBbFkLGz+QBLRaZ66PUGBAfwAUmYe/OoC7EWJel6PNsajFbGZabHvevn+cbp8Iju9XuzsQ9njxp62fcs0m8kONtu0JYVfUHIBtMONxqhPdqpshTZMPr7+e2tJS1rARU2T6dpZQqQh2sq/RQKBvEA6LQcVrsPC2jO2ToeHmx9yEP6l5iuKwtjHR2cYKXuQPbG6voLGiwA8vhKemgcdBwmN/0ayJtL9/XxN854JIejjMvMce47nhw5l5++2YDur/wCHNFCgodGIQASJ03FKPGnNYXBk6bFhht11PR7+THI1ROGjrf2l+Pz3k54h4GPce5/P3KkMz9+dWoCmxKEq/PhI3MbxEUAllOkvx3XudYCIGkY4qUrRuFhY+VnkH81HueCwkCia+pIe9D8EN5n9wobcEUASgSAufIVDbQYdk95IlROsz23ProVDKwi0vS4cRCwW/DEMcRCcQPuxZpwABoE8UXv4VPHMZLHzD/l33AQ2VqziT+7iazm0sSw8TZSaLeZOP27T9l4bLDSVpIn3fFwKkwDJNlr/wAs+PHMnbl1ySUd3WDHkIbZFEpz9HkkOEoqZaCqvqUdLHY+pQusim1qaj7wTn94FwBSiBAJ1H1IAepqiizi4TT4NLdMCT1mmtgn9gUgvojrbIRRwvETSiyHTnwixnb09hl2lQQ1Gi+4eNkOVnu9GHvzf9yi6gVoCc1hs6oMDlxZ9QpNW02iHsYIqPBvI5Iuv3tRXBigp2L1mSIbiuh8N2h5QEOjjk6MBeTAUIgbSIBzSiHndC40EQd2ns7hjAXPAnmHwJrPwn6M46LqnHFPyKgbzFyQxr6UC19/s1islH7OQuFu/z+O2GkmNSX39FTeO+KZBSsu6dd3hx3DheGD06pbLt6wKLOL04gVxi+K0wXdZWopjpnY8M2LQw0RErDYPOAncmfVxRoXo3KG43A8bnQ6yJvC3BjI61AFLz4BOpQaQwr2FQCo7dvyQaOl4iuNGx0rcxqzIoKMkQUlLtK8ASSksoJIifajpyi/KgrZopwBNoXUH6BYz3buMI9xcpfpEAPNSTy5is39dWSClZ8+qrGc8sMxZjZRLdKA8VzWG17cIgN6HbqHhNYjkaKAIUgelWqe/mwlj7Irz9M1jwF4i0jfp1BkfwTy5kPIe3UohSR46SFFQysFjCNu7l/YObYEvGYSNBSbLQ3/F4kmUYLH3uOf49fjxWlsr1g32JApxIDsXkbW1CbbIymxzqcfgsKdk7YKSjrx7XYcseGNMXlBXSOTjscSHco+1/N0xEmLsRxFO/U0rcuo43FkMzotBMWY2Vg8xShpKIEcnEzR0TbsKqj0cG3ogQIqmDJHisKDdUP52gmCZgAHL/m2Csf+89O7CSBsswWP3KK/idOnYDplDwmVHIo3VN5Aa6xuGdiTDpLqjIzqIopidX8zD5FLe8l42cGqSWmTzPlnaQOUnB0ONb19oSskjf7R3fayJ9c2DG40waPZqqdeswItkzD65AgCGXXfYVjqwVcbZTKn9EYE4lfd+sw1VtICwLCiEjmR1N03eY9Q688hjU7EGiITsbKC6JZdmV/PM/sbmqhUOG4A6tRnqh08paajvlEVM9WIoKpkQoPkpEJoXPYDbN3reHGComBgIFiwLsQIudgV5BGRfQjZcQzcGVonOgaSlOVlVKUGpB2axg6CaqDlWuIiZ3O4N/drnCLvEkwe/FoAAXnXFxrSxiuPlcxvEE4LaCbb7me0M8FMqa/UgOLp1Jf1ZSTixpdgtpUmTV0tvajmjWXUm2cgoJPmwFzHsZlr4H0yfC7bNB23fHknxyuIQf8iRvobchNK1jsIi1HMPhlFNNHjkMpr8jNa5d8OvH4L7LWzWSvpdEakEzfW3LjBmtuhIOgV+X388xX6GofzLiNDGdG8hfU8ro9zeQUxFCkRYUQ0ZDHT1tvq35BN5+ECpKbTJBZwXFayEte523dQqguHEVF+MrqMYKW3QtL6ehWy4xXFiKC6RExc1R4vqM7Hk9M5GJe17FwkuECD4EkE9DS/ZZQeczruJ4nsRNorLScxpE/oOdfkuFlKDGLLqVViEDBvneJmpFB6aaZ3B76EFi+LD5JgLhgu4uSZEmuLkYjujwQMaz3da5NbCIotI2/bNsMCKRrLYo3tRaaXMBufyTRgwHTafhLEbFxFKU1PtNCLAkTZqkYMV/YPN/YeHDcPmiNnUyy8PN7ziSq/i8TRVGOhbrqGcee6gkQgCNE+lCoL20C9Jx8kPwysmt+mwH4ux9i/HxH/7Akr//fa+2SPV4vlI9tmRY6KzgakTpOga9uQ3/zggiKKETZORvjLQHzcbl8K/7oHQV0hTIThpKwF6I6XHYvBxiURVXQS6d+3uQuyLkl0OjESCOC0Oz70nFctFN+Q1qWsOOGO+TfEPl0UAD+YAgj0a0RPm1IM4GxtOPV3FjUz3wjQWhYbendDhxQ1K4IUyTx0eOEaFR5PKxfxy35D1EjdIxIZ4kcCmSTpokgODaHME5ubc6zkIFFxblQEEbrvpeIKVj+3UAPUkbZTyFPORApxdIxjAXgYXhUe0AUvLhgVCRRv78N2HjFPjs/+DqxVDQe59D8+LiUo5jIdsIJrpItgaUZOL/rTCxaCTCZ2zExEBB4Vj6kJdl8fulMeE2WPSqXR0pE7o731FIKfnP2Wez49NPU2iQyTjYdkdnHbXGKXjfrifwchSxW0Iu9por+XEbTTxjVy+Bv92P3GD3iBZdLPCBbkB9CHbXatDTRCyXiFogD6Q/cayYQORchVB628cKvQ3Sni++pjhNLi8KkvxQsFVriTiolyP90xAlp8OO/4DhsH41gR2gezV04WJLx178/dir2ZZnf5cActDpZXr5ecX9DA87VGnHMhPm+0I8FEI6BP8sXSfe1MQYhrGbSuJJaxRFmnQL76ZQacgsZVGAPha88Qi8/QT830dw1GjH7xYITuZCpvAMFpGUuZ4OgxhzeYUmKulIT7oyEPFlNdFu+BPMnQaRMOjywGhm32sifTMgpWTtW29RvWGDYwBJdbsRqorL7+eoiy/msNNOOwSjhEqeoOOzO+h+fzmBlVHcZQaiHJvvn+wVuAMw7MLW1//4E9xzOayaB2VbsXbpmMskleWwcbPgg5kFNLkPY8idd3Lau69hDPJQf78X42RBntVER2rIaWgkd1Wc3tY7+NK7AgAiaREkgG6UoWCRS2Ma7zxGjOXUJXNRu1wLni7gSgtYWImS0SqJZ5eO1gSKDsXhGi7b9Cq3lD5JHo3k0oCKjg+FTxjEa/TjJHLBstDiElfUQtVlUgVZ+wgmdj/hhKxZ2d2LF7Nhst2edwiduYDBuFHw48IrNUpknDvCExF4Eao3o1EMYAcGm/25WBC2r4TPX2rz+PrSlSuZQF5CVHjvsK3VP3mLKXzC63zEn3iacpyphF8aY38CD74Dg34AuYVfq+j5oYSUkl0LFrDl449ThEmb713V67UXBoEAPUaN4tj/+Z9DMs7NTKHLrNWc+NB8uqyoIndPGFGBrYOUnIBWPXD4+a2v57wMD5wJqz6Gii3IPVHkCouG7VC+QbD8zVwaKnrS5Te/Yej8TwgW5LDoZ0PYdUwXAgQppIH8aB2ddtUyIn47XRmVMTY1TSy7O2VoGAQIoiTIaDYvXidMGet5unVj74/AdRS4EqvPZpNhgTBBVEuKzQpK3DV4lThdRTm/FM/xRt4FePOCePKCKC4dRcDGwbB8EFxaBEKYuIjjJtqiQQIkHJUvn0vN79WLQCdn0clgeXlLZeRhuPgLHfEjyEWQg6ADMR7iPjwoqMLtSEeWLgWjMGGf9RA07YQFD7V5fF3w82eG0Q1/m2yRhcEDLOF5vuApVnMx01l1sGxR1x/AJbOh1zjwFYHx5emF3xY07NrFoqeecrZFHg8IgTsnh6LDD+fke+89JGOsZhbuFWsYevtKOi6oI7ArCg0gSyGFiSQU6H966+sVn8J1o2Due1BWitwTRK4yqNkGO3cIPp0TYOPWrvS+4gp+uGg+Vr7Gzt8UU3tmHgE1RIFoID9WT+72MIfV/5bOXJExNoUOJPsbJVTgIYaPMBpGUu7IwKCG7dzcurP3WAicDe60LrAS2x7VQ+6eIAXhEC7TotBo5McN7/NB1Xl09FeRl9uA2x3DLWBGicq6rho35KloQkdDT9iiOK22SKU9bJFQFHqOHu0YbJSGwcw770RKSR4aT9GfPFQCKARQ8GNxO3+jiDAKLmdboQqMDok5akQgWgvTbmjz+Py4+RMT6EMHFNSkM3bucRwnxr+Zw+vM51XmcQsvM59Nbf6+/ULH3nDnYjj6PAgUkRkF/e5g25w57Jg7N2sAyZ2TQ8cBAxh7EHVpg/KP5N9QSe6fw2ilFiICVGHrzzbfOG4/jLwQ5s2ES05CznofUVuPrLGwvoDK3TB7DbyxujOHX3UdrjEg/giKAUojqFUgtoDywQAUb5IvorYGc/1NcTwRg9xwCEXKFh9GYIG5GCv2CHQ5FwqGZHTKxKLFJ3NFDQKxCIN3rufRj+6mb9MWfIQQmAwhn7/pfoaHVtl2M5TYr2WC7P+6qf+ECVk/K1uyhCMjvRjNcWioePHgllASreHnW95w3kkBOmJH+KMheOiyvTKDenEk47gEN3vr2GdXIEaoYSFvMZWJvMO96F82sz1gMLzxOYw5nczMahvRHET6XhPp64na0lJePu007nO5eO/yy1MdpQRcfj+Dzj+fk++9l5/PncvZzz1ndwU4BIjWfUbR63Uo0dZJI6RdwSjrE2PyBKDnsTA8EZ1vrIN/PZSiQaMKe0G0+XP4cLpk264op82dy9CT+6LcczjBS4PgEeAV4BEIBQK+KJ0bz8OjOlMvPFwNSdkZLzH6sAtXGudcQyeHSizuIcS1Np9Xy4Njl0PfP0LeAGSzqn194q8QhJ+UQIsbg7N3fUjnSAUKkhxCjKRVp0kYi/EHJe6oxB0HT0TiDUmQGpry4wO5/Blw+Xyc/dxz9sI+Dc3C7DWbbGfjPAbxCKdyGH5UESWmeJmZ8zpmTiki9wUynIWEo8hA4DKwBkHsixDRhx7EXNH2ssuj6c8DXMO9/JKfMI5C8hwfBQKZWLqZGJjEiBMiwiTeyaQftheOPw3+sRA+rAH3d9dZAghVVfHWBRfwgNfLpFGj0LNUQ/YdP56T772Xiz/4gEunTk3VnfgKUWEsYeiLq9DiydV1tqyILE/cYa4A5PWE4/9gvzZNmHRjirC/otj7NS6G+f+SlG026fvWW/S58Sy0d49k3QgT06NhulWkZmel3arOwPqudPA4d8Us5nKUJFvkwqAfW/EkqK3N0NDJpZoYr7KFGwnzhZ35L5oNhY+BfzCWrti2qMb+kznYFQ5J8W63anCy/ISRYj6KAm5/lKO9Bl7RnCvcho8qPMTwoOMlij9R6eTnyIyg14FACMF5L72EKxDIWLxZus70m29m6+zZAJxLDp/RjZEIPERQkSzgL5Qwg968hBCZc1HoJnqxSsUFBTQO8WFtjcN/noWlc9pM7z6KQl5iNG8yjjs4mp4EsjoZFhYGkjgWUUyimPyRRegHi1bS9Qdw8Uy4sRryvnqtw68T9HCYD667jgf8fp7o2RMrC5W2ePBgxv7pT/zk1Vf55fLlePLyHLc72KhjMYc9u8HWhUzciiLx/JQVzbbIbwcIz/hL645P/Bai4Zb7VxG2b2RsgvfelGwshSP+8jg/uP93BJ4fSeXwZZi5CtKrIF0KqAK3MOiyy01Bhysdx+bnKpL9IhWLPmwjQDSt8NgkQCMe5lDFecT4zP6g5D/Q+R+QOxxpasgYrX6RAqIk1S/ShMXhsc2c2zgFRYDPEyHXpdM/UaVoUYObjXiI4UbHQww/QQQWCrm4SaXjHSjOeuYZvPn5KRptYOu0LZw4kRWTJgEwnDymM4Tx5OJBx4XFAu5C5XO68jlSOAiD6xaqx6TpMjeRkRpWpQX//QA+nWI/Y9qA7hTwEGfzDBdwC6fQl46ojtp0dkdbC0kckzgGOiaT+OTgaSV1PhyuexueqIbDRhyc7/gao3zlSl4YOZJ/jxvnuCZDUegzfjw/ee01rlm27KDaHbnqU9wLDJTkn1omCoRC2OutHkfAKVfDvb+GaLhFUFsRtjRitBTmrxcUdchjzO6XEedLuyubN1FoKOzGbsrQh1LXlnk3gLCT8wIoqAqjmUnrKQuUEKh1EUTVAxD5L4yaDcc8DuTaVWxN2J3aEpSwBHEDoYBPj3DRirdQsQgQ5mR6gG5CXcj2eaKJ/RsAfJD38/2+foV9+zLilltQHPzUsgULmPrbGziLsVzOWRSioQkDvL0oHfCSfVFSfgzsAEkAjFPsYdYuKSO+cO/NAAZxAv/DY5zL7+lGpnZosl6ShYFOjBp2sYh39vt8M798KLzwIZz/c0da3z7xvSbS1xeRujr+efzxbJkxw+5ik+XhI1SVIZdcwug77qDLscd+xaNMReALBenODAEICajd4AeXwGWT4MZZLZQnY/VCm4qWBk2B3gkpEaEobH/jRXjuF+hH6c6aEJogNqZj1rF5uQ0XpwJekLlocRVftAsiqcWsmxh5NOJCRyVGnFdoZAQmG+yOKb3uRB6/wDZazUbbJutn0vUAYUmOrF+HlWCyW81l41JC488QmCncd8UCVzwXt+bQCeUAcdTFF3Pm0087GklL11n6nE2pCxPnfqaziUp0TELEmS428ZCyCuH/CWi9IJmuYSQG3RvoB+IcUG+A+NwthMaNInrLjW0eo4KggBxO4jj+xC+5jZ/jTqOpZZvsddTzIR8zh8+pIVPcuV0gBEw4NFSIrwMsw+CFE09k3bvvYsbjtnikw8Lc5ffTb8IExtx1F71POumQBbMBCstxHKMAiOXCwItg/ES4cgV47YyaVbEVGcl0ChUFOiZMixmNUvbayzDlXJqKJGZ6FyTAcqmUH3lY9rFxNh34MQI3CgHcKOSlVcC4iNOBWrzE0DBo4GM2cilNLLa9u8D1ULIas1HYjlSiFloGmk8yFV4RY5Q5F9NQsExBzNu68N7D74F4qi1C4kPSlweynsf+oteYMVw6dapzQ4hwmPmP2cLYJpKfs535BIlgEcLifRq5iAYUjsMjhoNsdeCEZaJoEr2LRqyXm/qTcii/pRBrfSPcdCbc/KM2L94EgkI8jKMbLzCW1zmFnDRlFDVL0NrC4llW8Abr2Mr+l9a3GSOuPXjH/gbg1bPPZvkLL9hV2VJmiNmC7Rf1GDGCk+6+m8PPOsvxnvuq4I0V4ivP5P0IgKgKR10Ap9wHv9sAhb0AW9xVbl7peLxOiZiuEQrxxaQX4PlzMbRa9BIlk1rlFjSNyN522s2J5HIH4EGQi2a68cV9qLI1M65gkk9DiwxAnLnUcBEh3rBXe7mXQq9FxHUPIln/Nkv+wIPOqU0zMVGwhILmjbQ8K5r4X2SiOrz5GgnAS5zOPNtuwtodBw7klytWOFYj6aEQ8x5p9cHuYCOfUE0IkygWn1LHlewkSBd84mKQrUk6YZm4NAPZCYzeKtETNRrv8WJVm3D7RXDZ8XZ77TYiFy/H0pP7OId/cgVFBFCSrNHe7upXmctkFrOJ3Qcv0Xb6/gmIf9NRv307k0aNYue8eVmTEy6fj8EXXsjhZ5550O2Oe6mKcFqUWyCLBsGvnoMHPgehIrducDxGVw8gJafqm5BDap1vKs0Dh6Vpe/nPg7xfA14gF+KelACS2gAiarM1FCMGVVdA44PQ7zf2eiqCXeGfLpWRgBAwdPcarETfsrBsgtKLM6+7CejdIffybJdprxh3332OVdJGNMrql19mU3wTb/AOtdRiYlIr6nnXs4J5/W9ICMXSmlQHyAN1OOT/EUIugx0nn079U0/tdQwKCt0ZwLncwklcltRVOJPCar8bZwOzWMtHhGmb5tpecenV4MksNmgTvsGaSN/qINLKF19Ej0QcHaQWCIHL7+ewU0/96gbmAIsmGngRrUMHHITskYpADD0Nfv4yHHc+qBqxFSvY1K8fO0dNYOe8ELU7SenQbElobC5xVCU9Vr8MdbFWo5MOBdtiZYHATQ6vkWe8SUGtQU6jJKdpO5oZScxTSYBQmj0zgSAR83qo+AHs9MKeo8hopmThWGWtGSaGodFsJRdRTQQDMnlODwAAIABJREFUzPVgZU58AbiMrgiRPRh2INC8XjSHaiRL12ncabetnkMpUYyU+JyORSnVbBFNULIAcq4FpQREsX2+STNQ+EE9ErSTgEiY+KR/YMz7/IDG24WOXM/P6EEJAvDhIeDA8VcxEET4nIVMYxaP83fmseiAvnOfuG3iwTnuNwCbPvqIYEVFVh2JZghFYfCFF+51m4MNkzi7+RglV8sUrk1AdBkK5/wHhvzCrgDYsY3IuGEwpD/MjsJ6Mkpum6UyhCLpGpgNtU1YccXuOOkAS8l+rQSCHtzJIF6jEzoFNBCgnBxadeJyaEqzRRJJlJ3cTRkXUUp/tnIsKGmmJ8sDWhjgirR6bJsMyU7TwiJChGWkR+YF4EbBS6+s53EgUDQNl9/v+FnT7t0AzCXI7jSlNAOoxmAmTZTwbwrE9ah0QaHINkNCtC6gfQKjRCV4ntdesC2ZBdNePaDxFuLhSUZydOJ7vKgUO9giBQOLCDPZwn9Yw++ZxfOsOKDv3CdOuuXgHPcbgMo1a9i1YAFmbO9iLKrHw7Bf/eorGpUzJIatf6btxnJlcVfzS+DC12DU78BXiFVTw57TT2ePplE5D+rXgZl2qrEk29Qvbxvs2mJXR2exRVLZO38gwK/pJJdTGCokP9RETrSR/PielqopH2HSOxZKIjTI2wmZP6PRLKTR7IwiYqm2KEvcQlqghlttUSOwMsFniTKZ9FS1rc1m4eXIvZ7H/kLzerMu8kPVNjV1C2GW0EDymVnYAvvvUUEefyFX/BGV3ggKcVuJuJSauFpegcyDyDUuuztM6VqY9PABjdeFyj2cy7H0QkVBQ6EL+Q7usMQizjJKeZ9FPM5knuYjrINRJXl8+1TNf1OwcOJEjH3YHqGqHHH++Xvdpj1gyjWoHUqS8ymt8GqIM6+D0RfTNH8Bi0pKWL1RsrYUymtS4zARC/r6odCQ9px3MlWq2qJ/1AIhoMNDUPAKVBuIBhVitkMiotiU1uTtZQjq/w/m5kJkV+IY+zhJvXkjhRlyPejOHXOJq3bZ1AEiGyXRsiymi1noaQ6hjs7HHYuw+jwC3n5gqS2JPADhAsUHxTeDjEap/v3v0XftatNYBnMSo7mIQEIrJF1xTcVIaNVFWMLrvMnv2PZl1z3HDIO7Htz//b6ns319Ub5iBUY2sTavF1cgQId+/bjyk09QtEOnMa6zhZ2cQB33Ehy4AqOTipX+XHZ54Se/ad1n61b2nHgirtJSW3HDgsZKqNrauotpwbIKe13w06Oj5FZuAFPiWmxm+eV9uPjRPserNt6AsOoQMgSE6NxYgyItFKmS2SkJbFdwHsQXAzGE6WAIwmQ6TInIdJcv9iTesLVFZlAGe+H2iy9hCLOhx8iRjgEAVyBAvwQnuJRqYg6zWyDYQR0ohVD4JHQrh/yHbAuZvm0AtLGJF5EI+psHtnAD6EM3fs/lTOT3PMxvGcvwFBFtgYWaqOSyEv8ZGHzIx9Tb9a0tkEh09C+XjQvsjbP87Ub1XsT8FZcLd04OOZ07c8nUqfiLihy3+yoQp57PuIK1PM7u/EXUDu6QUSkkPX445/etbzQ1Yo07Ds/KpXYc2gJZCaykZYoaBmxIJPFGXCzo4FkPpkXujiDSqZU2Pjpxesb76WjifiTlQARJiG7sRMNAQcWV5UkbYzthPkMSxaTKLgFP1phuIOvird+KLc1bAYKJ0XjLv50g9prnPjAUH3WUYxcb1eNpsUXriRJ1WPCEsFhPFAUvhfyeniylhGcRwkH02ycIj0vQ3iIhmDLpgMfckxwe4QSmcyZTOJ1rOAJvyrWRaInonZnopxfHZCpbWJemkyQTtJMvZYvU71RPkRRUr1+f1d8RioI7NxdPfj7n/fvfdDriy3cVPFBYRNnIJWznVurUd6n5YSGmO90W+RDntmoMSdOk5sQTkdOm2XeXhFgt1K6yabhgszmWl9n/HjNKY1DBFjAttCoTJegUJPAQ4Jx9Dzj2OIq5CZHomd0xVo7biqNIpaWDbDokDehMwXaA6kCzUgt7mqXV0m51YUGPlTuT3+Hhlsq9bDbHXki2JwLFxY7PK6Eo9D7pJABKCTu27oghWUMTAoUA19KJFXTiU1Adyq9cAn10YuzxKHz48gGPuQA/v+VUJvELXuAXXMO4tOYisoX+YmIhgTgGX7CTRWk6SbZfZHw5W3QIq40PBcqXL8+aTNO8XnK7duWy6dPx5uc7btNeiFmPErJGoY//AlSHR77ihTMvIrJqFVvGj8dbZyetTQuq6qCsyt4sbsHKBrigGBQTmEcWsXQL/Gdkvm2GYfOVYEXACqPutuzgkZ7Fq7BM0II23T55A4PMkzDAtSmOYtoB5yoRp17NQq3/kuumnqNGOd7LuV27UqU5VxXHhU6ky8/huE32esjhhN29QXgAIQi9/36bx3MEo7mSR7me5+lM/xYRbZHWodFExyTOpzzTopEkkZjE939e/7Ltum0t+IYHkb51nlT1+vVMvfFGts+Zg1BVFE3LcLhdgQAT/vpXuh9/PB0HDTqklBGAKm7Goh4RMsl5MUy8UkCVQM0RKAV+hKIh/vAc9B/ask/jX/6CFY2mugQSwvUQjoDiglllKlWGRv/uFh0KFIQvBj8BZTgUVESJ5qpEc7QEj9OHW/kpGifufbDmZjC3kGytPKZOr9o9NPkHYvlrcUrli7RqMBGgpSUlQWxxtxjQBWjmIpv2gm6w94vWrwfWUcfZ6lBQuoBeau9rp/1B8YPn6r2fwwGgoFcvjrn6alZMmtTC4da8Xgr79GHwBRcANgffjUrc4fw7k8bpVgpto51mo6QOstbOchgC1HYSCAcYwzBWs5EKqomhZzyDmiGAL9jAifwAC4vZzOFz5hEnTj55nMEEjuQIIkTZzk58eOlB95QS8e9hV4VMu+kmNn7wQUsXnXS4c3IYdccd9Dv9dDoPHZq1+9ZXhQ38gyjVoMfp9n4F6lodY48GPhOlo9/uGHLBfTDs7NadXn8JGWxqSRxDQjspDEYtiHxYv0llT5VChz4KxYdZSMWgamwBDUNz6EANUdNLCD9S1VAsF7nKYDruI4gkiRJjJslPVBcGA1hPIz2I44MsmhbJv0Qk141WE7EziGEQMVC/AHMAYIIStKuQaIBjQq2VMRJYaJgoBPAzgghzcSW8Rx0X4CWPc9tw1fcP7kCA8f/3f8y8/faW7J/qduPr0IERN90EQG88eFEIpQWS/Cj0TtNmU8gns6cxYEnU2sRiyrQps+01w0fShU8oYwmVRDFxZXHW4ph8yk4GYVeWTmcTr7GSJmLk4uFChvBDDieGwTqqUFEYRCe0b3d+bL8Ra2xkxm23sfqVVzB1PaM1O9jPs2N+8QuGXnEFnYcORXUfoFBoO6GKV4iwESmj5E9vwvtZFLNSQSgmoiQHYRqI034FZ7U67vHp0zF27MgIo1gGBCvBVwLrajSWVUhyO7gZPCCGkBaxUxXiJ6sUeOuJ6W7C+LFcGsJwoWk9KeD6fY5XxieR3IJUxaJvaBtNWj4RXzfsrgQZeyGS/AUzH7TGxHSMJQ4XAUqwy3easM1dFHo1JQWRBKxJVCJ5+SkROQmXFQYJpqJiKW7cjEUcqPhrFgghOPOZZ3j7wgttjT8pWyolxz9oZ+V74HUs7nQj6Ed6RWUOjqX4gEg0x7IsQLYXKQ9604lxHMks1qJjILLYuTgGn7OeExKaUivZzFt8Qh1NeHAxjmOZwAlIJJvZjYlFP7plyAp8V7Fh8mRm3HYbNRucKWGq2835b79N/9NPP+h+kCW3EpP3IWUEa7ak1idQNko8ueDr6EXJK0I8/gYUFFH5y+uQhpFaRSihrhE6FsLSIHT0KmjCQhwH/Biow17D5JCgpLqg0/+Cq2fmYBqmpbwUMVA3A4UgVQcfXWDbAB+2PbAS36VjC1IrideJYINaa+EPhwnm5uIRLnblHUNB1bTWZZoKaH7o9OXWTaf8+c9smzPHZv8Yhs3y8fk4829/4yOxg92UZ+yjouIlwfDQciGe2VVbmnYSUrg5MM0hYCxX8R4PYKAjCWZZ9yjsZg0mMZbyMhHqcOFnMD9iIKdRyUYUNEoYgNKeycFmTaRvKL5V1q2xrIx/nnACscbGrFxb1eOhePBgjr7yykMePAKQxIixBBEyKR5XjbrDREmww0wfMOF/UO9+GLTU7Ex8+XIUh3OMS5i600u/x5+iU00tPcwQg7a/i7pnFfwvdttKV4IjHzZx11rE9ONwDXgMjdH7XibICIjMsL0qJQVRjZD/IuK8RbMzJSyJYkg8DWmzpDfIL0A00trpqQnbcfLSYjllLhytrKJP/RZ2FnRHQbKTOqpFlI76WKgvbT1mCCgYBL5r9n4OB4gJTz5Jz1GjWPz008SDQY684AJ+cP31LTS3cfTnv6xOCSJpKJSQywDS+ML+CY5BJAyo3ALrhsO2RRLluRcYkteB4ffc86UfrG5c3MBlfEEpW9hJFeVsZnNGtN2W37bP4WNmMJ+FLcSYehp4k7fZxBaWsBIVFYnEj49fcCmdaF8a4TcV8VCIfwwfTrCiolWLTQj7LzFvhabhLSxkxE03OVIlDwUq+BRp6Qy7ehUFKxrRIokggk9BDjgF8dAr4Elz/FcvRzUyn4KmCevWaqi3/AnvuABHRWvp1eFzxO7Z7Li4mGhXty1eC3jMGF49hrKrF0U976OQUfus4pGOqTdbi6iQBhRupZxnkC0LO4mKiZr2xK7rlkdOXRTCEpHIIIpGUFcDnROvhW2L+h65nXH6LD4NjEIIqEZlg+WhqzIcF1NaxuMjgk4RHZM7MbUjjv/tb+k4aBDzH3uMpj176D9hAiNuvhl/QnhqPLnkoxJtmcm2bxlAYUJaQNvFEah0w6CUZEqeiElYGGdDNxfhmTqs/ZQi61q6P/EEype8XxUEdzGM1dSwmEoqaWIZZcQylpsSCwuJZBalvMjSlm0aifEiy9hCPXPYgZJoHaCicAejGZRuc7+jkFLyr7Fjqfrii+wUNiHQvF7G3H03OSUlX+0As6CWyUhi9LhzD4WTG1HD9twyfQLZ8TDU52dBXoeUfYx16xBOVQ4WrNwB+oRr6Th4KCfWlDPAuwZ13X8JXyowhil2oxHAY8Zxmzrxjd3wDXiQAOch2tRBKzMwJ4A8I4iXe6nnJmSSpqNqmSikLk71ziru3RIislVZQAfKaNVHSiTM/D0iXFT2Gm92+wkCiY7KMqIcZY1A1Z+gZS6boCsecrUn9019OQAMOPtsrpg9m88eeojazZvpMXIko269lYLevQEYSA79CbCeIHqSvXah8JNmA5uAQiEaYzGYTcrKKmwhZhhsPUzQMEci124j//zz6fnss2gdUu+BA8EFjOB4+rGUrTQQZAmbiGek+1tt0SZ2MokPWyg6UeLMYAkV1LOGnZiJay+RXMmpHEv/Lz3GbzLW//e/vHPxxVkpT5rPR7/TT+fwMxwqdQ4CdPmB/f/bTcy/WxBKyALFINIhn6JppQiPPeejq1Y5Bix1Cc9vh6Pvvov+rz2CMjwGV9HaP8cEaoGyPDjjI8jPkqC3IqT7McLC1o0tVEEknokWrXo4OnaAqobWJDxANal2QgW1l8XQspUsHjgcA51oYAzsSA1ckd8bSq7b2yXbJzoNGsS1K1bw2cMPs2v+fIoGDGDUrbfSddgwTDbyCm+lEOxduBjDiajNV7frr2HHA2C13iNWDPasgnmHQfnGCL1ef52zzz6bvG7d9mtsBXTmYv7MZhbxBR/SSDobxi73rGYz6/gAM3FB44RYzpss5W3URABeQeVUbqH4Oz6nmyFkG7uuHEoMGzZMLlmyZJ/bffyHP7Bw4sSMLJtQFFAUNI+HIZdcwqmPPoon9+tBrZHE2UY/As/Wk//HptQOAQBeL9r6PYiCAoxolK2vvcbaf/0LZcECBsViGbqLBjDZ4+FXFRV4y9bA3afZ5b/Hm3A5ZEhRmG7oMAPco9s4YBMqSyBaQ4sgtgLgBf9dyMDvCFmXossP8Qd13M2dnaRdnpmSGG/wwKd6qpBTLhkV1xaCBd2Hc//YWyHxcZ5UeGbzL8kzK1M3Fn7otwfUQ9NFZhf1PMs8NlOFAAbSiWsZRXF6JRJAbClUnAlWGKkbYESQFhjx1kfKtF9DxQo/Q268keMfaD+BXoBKqvgrzyVxle1Ftt0iXVBIIXUEMdIWdra51TKCTwXkcys37DUQKYRYKqUc1q4n8hWjLfZo2fPPM/WGGzI6jyia1hIMHHDOOZz+5JPkduly0Ma6v5jJuRTM3sLQm75AC6f97h4v4r8roO8ALMOgevJkSp97DmPBZwwTQXxp81aXMCvqZsSKNeQVSvjnCIgFCXcT7LysGOlJ3UEYKp3Vh8kXP23zeKvkaIRpdzLUFTeWogAaPn5MIU+xi/uo5jW8RPAkHAM71GD3KmpeVXnC0P3zaoSRpFnQDceurWu1gZzQdW7iWBBA8q73DHor6S2hvXTkczSyC4QfTJSjcye7+SxR8jkID/fSlSFkUtcMdlDJBZhUgGEhrRCqaWHFmwOegsbrgsTeUMg/+2z6vpGlPe8BIkicK5mSFICXKJhoWAgEBXjRMQmmLdRtxnNmsNGHxguci3cvebLvii3aOmsWr/3oR8SDqVlexeVCqCrSMOh98slM+Otf6TigfTp3tQfWcz5y0zIGnLs1pVstgPT7EU+/A2NOQ0pJxezZrP3b36iZNYvj6uoyeiHGgYVuN8dOmULf44+Ge4dDYwVWTpTggy5wpT2zDIFb+wNe9d42j9cM/hTC79hC5S4SKVoByvFoOfNplE8Q5AHcRhivlUiySVsExNTUlkpVEfWSM19FRJI0HzVIMlctqNfyOXrsAkzFvs+9UvC8fhXHyc/SRhfA63oXVRnf5vNpTwQxeJgtzKAaE4ueeLmRPowikwpnUUuQH2OyBkwFzCbUqIVlSaRlU1vqHjSpf1TDO3gwA5csadeEsInFzUwimFRVpmCgYaIg8OLGj4eaJP09SCR+HWyRC40/chkdnXzABL7ttuipAQOo2bjR8TNPXh7HXXMNJ99/P5rnq+ngG7eeJbz998QGNWVSzwJu8p//N3L8eJY89BB7/vY3iiMRCkmdfiawYehgLtSqobocnoaEBE8qfMPg2MXZB6NXwtKeEI/ZN5GbRKe1AHT/JQQfh4hsjalK7OrE5i5dy0kV4neIeNUGCvjNNY8CArcV447lj9G/MSkBr3jh+PXga1/9xmSsYA0f8TGNNOLCxXCO4SxOb10vSAM2/Byq3sLSJcKyVdT0CAgF6nbDa7crKIHuXLd58wF3LS5jNTN5HCPxwzfPbQArbV3T6l+k2hcXPi7iaTSH5ML+zmXhHyYZuO/4RgaWfz1sxrem5jseCrFl5kzHMm13bi4XT57MHcEgZz377NcmgGRDxcfR+D6IZQaQANwe5NKFhMrKeKd/fz6/+mrq58yhOhbDVhhqhQHsVhSOf+ABvHl58OhlEA3ZHNo+ZAaQAFQFTOcOJo6ofgKqm1rbSlYBUTdYObDtX4h1J5GztYyC8ijumNmiFiIEtoFrfsYKP3T+DS2T0yILj9iuLBhU3foAsoCw1Pkw3yHwJVQIfdT282lndKeA33ESfQjgx6KMSm7nLd5neebGnuOgRxl0/gjR5V/g8qJ4wJ0LnsTfhL+D6gqzauJEqtevp3zFCkc9lANBMZ0Yz1g0NFRUXC098OwMWg21GQEksIN6TlzhMBF2UtYuY/smw4zHKZ02zbF1reJycdoTT3BXLMb5b775tQogSSTFDKPjZ3UZASSwqQssnI3R1MSi445j1QUXEJo6lUh9kAX10JiUODYlNEqF3EuvJK9/f5hyHUTrwIoT6+JyfPJIzSQiVrV5vKbxFnmRxQTiYQLxMIXROry6gcCL4HMaOYFcVlJIA15iScpFIiFyayVeedH8Z7RSPZrLw7P4KIOMDS3VZLY/J3lad+r2ZRKl7Rz+9kZnXDxJd0bgxo/BHsJczib+yI6E0kcrNHrShXmU8C5F2nNorhzwCZR8BSVfQQQEeX/PQemt0zB5MtVLlrBn2TKbwtIOyMHNbxmGGxU3ChoWWlI2v45IRgDJ/sy2Vpnvw+LvbRGWaVI6fbqjkK2l6wy79lru1nUumz79axVAAijgJHLnR5yLysNhmDsNyzCYfcYZzDrjDPa8/TaxujoWQYqKlgUYQmCMGkWf8ePhvXugfjfoUcxuwplKoElMFrZ9sJHPUSqmoTSB0gRqLShNKkgParQOKgeR0zCXomATPjPaaouEff+Kls6HboR3IKiJ50KCYgtkBJAA3FacklhrIi0qJH/WnLq6hjDMf7f9fNoZOWjcQz/GU4gHSR0xbmcdN7OGaJqPodCBPD4hj08JKC+jKb2QXlByBWq+QPEKCv+g4jtZJ7ZhAzXTplG+dKnNQGgHqChcxwQ8uHCjoWKiJbQjJZIIsYwAEjTbokxYWCxkXbuM7ZsIKSW1paVZP7+1ro5TH3nkKwsgAaj8CDkn7vyMD8WpnzSJl3r2ZPVjj1EdibABWENrDtwAdmoa5wzuBrVVNnsii9QQsfV7H0zldKg3bZ8jDNRjd5yMKLDoP1AmU4sc7VaLiYBRUtByL8uCvEgT/lgEBMRVD6/2S0/USahqh3b3e8FQjmQ4Q3Aj0JAsZQlP8wxBEskNocHAl2D4RpQe12FJF4oCngC4fdCxJ/zoDotIbS2LnnySYEUWgfB9oCuD6ccYVNyoWC1z257fqVTabHNaItnBsgP6fkd8gzWRvhVBpLkPPsijxcVUrlnj+LkZj9OhX7+veFT7RpzPqWQAgqVQLJFO96tpIvPy+fi88wjv2tXSZlnBjrmsIUGpFIKKvn3p/sEHnHjzzVBTBnV7Wo9TTjJdvxXCBUqftg04uhoq7waZ5sw3xKGsHqKbIbwY6hciXA4SMInySkQ+5N4GRQ9Dfn/bMjeXZGZJKNV6UkP8cUVltf8I+yLEICmB3aqgeYjwONPZTT1xDCLo6JhMZgUr2ZG5sVDBOxKMsqz6in1Oh8pwmGePOYZJY8bwSHEx6997r13GOpaR3MSvGMcoVEeT6eTBZxMRFkQdb7LvDla99BKPdOrEhsmTHT9XVJWi/l+/MtgQW1jMj2ngY6xCMNMz8wCqhswrZPkvfkHTmjWQoI0ogCFhRdBubmQAe4q6EJz4AiOeecYOuGz7pCXw4qo1HGUvBD7c9G3TeKWsxohfDsRQkCiJezegN+Kz6oBNWKzBYhq2gck0Rrbj4CGPi+jMk1A42t60AdtWZnlQ15OfYtxMFJZax+Ay47jMOIo0E+dq56YPJf6XHawgRAxJExZxJO9TxytUZWwrELgZisBwnuIucF/lYZ6u88zIkfzr5JN5tLiYRU8/3S5jHUNP/sEZXM4Q3G0UtHRu3gsWkpBD0Om7hC0zZvCXrl1Z+OSTWZtCHErh7GzQqWArZ9LAUygFpqPognB7oEMnlt5zD3tmzEDGYi2y0RawCtudMIGqoiKa/vxnzp861a4CXfYemAnbVS2z6FBrKAxq24ClDnvOQcigrRlHInEWkaiNFkLfAOZ6ROQ9LCXuYIoSuXipoXEuAWUaovh0wGXbouY23k6jtAzqXakCxBtEf1xRC3fEQtVlUsD70K48nmcHn1JDHEkQkzgWi6jjr2xx3F7lCFS6IEUlIu03UnIEeb9SWBWL8eI55/DauHE8XVLCJ7feSnuwKw6nK49wBRcyinxcX4oFaGIRypYh/ZajbPH/s3fm4VFV5x//nHvnzpJMSICwr4KyiaACiigKiCgqblW0Fdy10mqtS61t/bnXVltttdparRZ3UdEqaN0XFAQE2UH2LYSE7Mvs997z++PMJJmZOyGEhFD1+zzzJLlz75lzJve8912/79c80rdvxg7Z/q5dDzgPpG0vw4wcg9HOcn7OuVxs+fxzrFCobi8n6MiKUHKl5qijGLNqFVnLFyqbLIxTNauCp2fmyYQLYfXVKgunIQIW7K6BcBFkkz5PDVUF0nky5B6iHOEBUhvE1kEiiBj1adXb/L2V3ZRgBJCtr6usZR1fsgATkwgRYsQoppiXeCX5RG8vqPgEXU9+ZukG9BwCmlHLx7/7HY/07cur55+/z4EsgWAMlzGFu/HtZW/XS/PU4zbRDHyb+4z/cWLt/3kn0upZs/ji/vuJBYPYGcgi+44bd9A5kWzKqGAqklLMshoqhuuEUh6UUtOI5bTjqat+SsXX6emQApUM9BzwzTnncPzmzfQ7LU5Ga3gVA2F/4BrgWOpTIOugg8gH9967IAFQ+WK6AwnUJhAN7urG7io9F3pUQO7/qRzFk/4OUV0ZAxJHQShN+LzTCcnDSJsewcL6DRUmnskUA//kpq2nFVBMNYVUpEX6I5i8h7OTEwCrCmS6oiFcYPrBlBIzHCZaU0O4ooLZF19Mydq1DgPtOzrSgcEchpESllHiM10hcyFwOWjeNha9aeSB+R1HwcKFzL32WiLV1VjhdGeaZhi069WLQyZMaIPZZYaNyUp+RphCZG2Aqs5uYpF0WjnLlsx+5F+UvP56OlE+ELbhiXJ4tdtQem4opM/0S+vLDHQDs6tG9YVeoqdr+KlBt2JJIwjc5HJu0+ZsvYWzoJG4zPqa+kTpmhMEgkNYRSfuUZwnAx+EqLu+uraINL1KxuDDUPr/ry9bccUj1h47ituOgtTxcmaT1tMaCGPzEVVEU/ZwGJvnHZxICcg6ts5kCENQ0VFQZllY0SjR6mqitbV8dOutbHr//fSBmoH2eBmPA/loBrjRMDI8cIal8K18n1C1YwevnH02gT17HLtCCk3DyMriiB//uA1m1zgKuJwI3yIjIWo9kkhIpskiG8F7XyxjxR/+oFhXU2ACLwLP5+UxrLSUYbfcUl/+YHihA3AB6JdAVnkMPZRqQLlxa3sn0wYg9EW6EQgIbIQZTfrbMVCIyobM1haTpT+PEHlw6K1gZ9XHw2oYmXZ1AAAgAElEQVRx1IvW2QMJupLLUzvbezCiYMTAE5J4AxJkFi7t4qatp5XwBoVEUhYRRTKHYsfMZgBJNZm6zUU7CPaYJlYsRrS6GjMcZtljj7H8iSdaZL5ZeDiRw4k20RntRnNsLuLBYCitVyZ0sCJcWclzEydStWOHI0etkZXFuLvuOqBzkjJELHwyyJ3YR5jUivQCCMuy2Oigv0lgA/C+18vI994jf9Ag8HgU6f0lKP6jSpINfC0LejdSElv8Bhkj5wZk8GHE38+B4XPgtCeR4fhJQdIf3SYU0A2rQUfS9uFKNc8EeT8C8lu+CUhDzGdBEicSqCy9XRSmdYPGdM4qtC2VlWRFIpjhMBvfeYd3Zsxo1nw60BszJeitujLKBn9nckhLunN4sz7XYaj60sR9eR0k+J90IlnRKIVLllC6fj3zH3jAsWwEFIn28EsuYerrrx/gGe4dIWZjS4uK28MU9Kyh6P/CrK+BdQGIZnsxXQYVpuSZ7aUUr1zJHjI6mdHdbiXQGiI3Hyb3hauAgSjW/hgqshUTgAuMiZD3JWlhnkyQ0UZm0QAJAri06wEjpQ1kz/Hg6VovJytQnrGq+M8Q2Gs05h12Ut0lAolLxgjqPpa2G17frNEE2t8BevumracVECBSTxSXgprGPNdZp6oSvxRICzan0hughGhLZQAAtKcDlsM/TUfQmx7kkYcLFz3pwWVcTCfy65xOqlLRYDKn1Hda+J5A2jZFy5dTvHIlCx5+OGNURLhcDDzrLC6fN6/NO7ClooKF2ETIeXIPfbsso8PV2ykthOIdEHW5MQ0PtRY8uz3Gmg8/Yo2UjarVuamZVkIQG38KlVf6iA7SsTtquI0YeaIal20CLrwMow+vo9PEtr6NyKJUx6eeIWxj0B+tYY1vzhDIGlkvi4pR5bqV8VcQzG91nvNd3nAiePQQWUaQdzgDE1c84dImmzNwkSKXDyDCjcjqmkaijh7GOmYt2DWSDf9JdUlBLBhkwZ/+1NxppiEbd0Yuo+7k0JN2GGj0pB03MYZhdMHTwND0oHMK/ejOwVS23vqQUlKydi2FS5ey9KmnMpc9axp9x4/nqoULcfsz1WC0DSJsJMpWtHdr8XTeiTG1lD27BTt3QkjoWB4fYRte2wOLXn6Nor3Iona9eqUfnPwj+CVwNJAPLg9kBax4Ca8LjYFkaXPRRRMzRmXTNXo9RoamLx40MaDBn12g0wX1sihMvU5UBQTB2q3zYvvpDSeCYUfobu1ilvd8gvhUdpYN7tgQdK3tgmsAwQwyJ9qA/D8VOkfjpEzaQcn62XaahIsFgyxuQVkE0BlnfTIbL33pioFOB9oxlQmcxDA8DWSXGxcD6MHgfXCMfxdQun498x980DEDElRX2kl//jNHX9M6TXAywbbmIGWMzb+Cr4+AHRZsFLBZg7CmTKRPpGQbKvPIMQ9f0/DmxSsjLp0Ct6JkSRbqVq0GwgJc+XDIXyH/gkYmFCNjBlAiBcpJjEvAH7eJuo6kztEajk+8inqdZbfgy57HQbyE321H6FWzk6LseOMJG/CfDFmtm2gRxJlUXUcjnGob5Z+NFOmElJFgcoGNGQ6z+pVXMhK27w1+kptIaBDnhFUEHzl0oj29kriPXHgYxETa0UINKBJJYPv6OkjwP9edbe3s2bx95ZVI20bGI6JOMLKymLF6Ne0PaWKp1gGGTSnB16qp+WsEwiDjDtGQAWswWFYdpSgmSeRIhlFE/A37zSQSd3S3m5Gp3lhpwfiSZCmoA7YA+1zIf97RadEo2v0Iyp8EGVCCp2EKp4v6gJGMT7Zz/O8EbYXwQ/YDDuP2hZo4f4UPtUESXGsRsDv1pW/HIZSzB4GJJk00YTO/4/EszTuaoTVruW3zQ+joan1tiF50cHzwuNA4mr6ZL/SOhuyzIPC2+n6BWBA2feSjbAektiqXlsXOBQvY8eWX9Dr++P0mlvTh4xiO5WsWp3RQcPEjziM/pdPRz+jLN6xgNeviDc5H0QcHhf07jB1ffslrF1xQR1hrRaOOBoKnXTumzp5Nv4kTD/QUm4QYlRiLq8i/cQdasF4tNwXsLtL4OBKlIAgyHrMLAuuA4Q3GSHSkFllZjPzNb9I+o3ZMMWgN7lFNlXB0tHuTy4doDmTPjUHTz4DYTXUfrgdAi8tQ6YdYno2QEs22yRYhqnVXkvNa4KUj96cPnDMQu3QhmrRVhFGn7oEta0BzZ9G774l47KiyzowYOhafiQkslsfyT37Kq0zFRxjdJlMQ/YAgF52uGOxMMbM1YEwjDhad7vi5ngB/R8ogCLBrJeFvBLs/cnaAlqxdy+YPPuCQk09G0/dv0RqCnzCcZ/kmqVubG52fciyHpyhvI+nJAnYyj+240JhIP47m4OEaOxAo/fZbXj7rLGp27ULoOlY06qgbGdnZnPaXv3D01Ve3wSz3DotyRIHEuKAEEayXpTZQVCj5UkTYFgQ7HkG2UI3L+pIcsLcB2+dj3N13p3/I0VuUsGpwKwsNfOE8yN6A0Pax25dvLPVCgvqsaIkyLBMJvja4asB0x2daN2Evbv0hhEghaMkZgKl7cFkRpV81CJLLGGhS0HX4+fiQ2EhMaaEJm6/do1jjGsIjWT/j7YoL6CTLcJmyzbsRDyeXr6lMOz4Af9z1ng4hfHjFo4Tl9UpJFjZ2AGI7ddY+nW5JSaBq927Wv/02/U89tUV4ds7lRP7J2w0akCjn0HmcxOiUbASJZCh9+ZLVmFgcyyBGcFijzUa+S6jYupWXp0yhcutWbNN0lEFC1zn+ttvSbZYDAVlC0cwwRTOVbWHF05ACwHIJq6i3z0OobZcIM9lA1O1m1HXXobvjDo4RW5Wtk/j3Jn5a3WHU9mTOIid0PhM2/C5+DUp2WCjZlOjCthvoSX1WkiROuv1HdZ2RBZoL7HgZeqx+HjKo1K6lE0bjlqZahSZY3eVw7uw0mCuWP8uxu7+BYGGTv8LmYhADKaciLVgt0OiU2km1728RJa8jo2UIGcIywTLh7T+T5tmzbZvd33xD7xOSq1WagqOYznz+WteNDcDAzXFcTx+OU+Njs5WFbGY+Om4GMo4eDNvnz8qIRDnb/ygOrpD4XlCydi1vTp9OpKqKaE2NKmHLEG0zsrLI7X1wev+taBRDHk/1X8yEv6AeMTALa6iIpUeRg9SXsCYc1NrAgUz/6CNyUyNuZgGOTNWahPDCfXcgAWSNgbxpgC/ubY9PxEY5kyLUKzohoFiHCh8E8sD9E+iwDFzpKYDVx91AxPAoiZ2Svil0MHw7uStwCM8wCQ+2Mmri2VNh3cfqnCEszhular9E22bCGOhMZwxuXHHyXgsdSTYGkxpLfxQCurygXq4RYGVhuDUGntGVASc53+Ol69bx4uTJPDF8OMGysv2e+yRO42ROoR3tMDA4hH5cydVpDiS1ThfHMoIrmcZFnPe9cyAFy8p4cfJkaouKiNbWEq2tzejQtqJRuo9s8yYKjrBjMdrZw2n3+C5EKKVETYKsDBMJphZnKqUrUXlqoWRRRbdunPbqq3QZNSrpXInE0pxLLy1tzT47kACE1hvduA+kF6M87kSy1MtbbZGzO4IrFkO3bTxWiPxoGR2iAfwxSbY8iW78Bx/pSkdw0HVENI8irvSSbGi6QO8Y5h+x9WzxdqCDW3EqWHHjLyiy2Ux/nuMSlCvEqZPBgYNAcDe98aHF+c4sdCy8wC/24mTJ5TY68hIeMQYdL4ZfkntiJwZc6dCuDgiWlvLq+efzSN++VGxx5jjZF0xiANdyLN3IwY1OPzrwW8alOZBARTLH0offcSK/5gRG0P17Y7QBWLEYM8eNo3zTJmLBINGaGiwHIm1QmZO9TzzxAM+wabBNE7c1CO3FMsXMnwIrYiOD6dknNvVVHIlXRW4upz36KIPPdSiPNb901HwFQYRsBs+FlgWdZ4LwQa1Qk7Go53pMEKlYoMckvhLwlXtxV2ehW2PwGnMxXJenDWv2n4Yp9AZckg3mqoHIhpt2L2QV/TgUHZCYCVmkZVOi5fNg9o3qfNG2sgjgJvqTpUJ9dbLIDdy4Fx48tzaNbO0TdHE6kIuWreEZlMfIO9ojGvwfY8T9d7EYb0ybxkPdurHLgQZiXzGYvvyUs+hJJwxcdKE90zktzYEESuYOpS/XcibXcTajGIj2v2Vm7ReemzCB0nXriAWDGfUhl9dLnzaSQbY1hoK/mQ27yANK13HaIUEa2FuaxvBf/pKT728QfKpa7FxuFi0Gy7lCJgnZh0H/28D2KFmRMPCs+E+JOl4IlAmozYZ258GQ5eCL338uN5UjLiCqu9LtJwHCp/OzzQHciLpAmqW5iLrcPHPkJUR0A/TWlw9jOYFsstHREfEu0C4EZzI5LhUawN0Jjl2N6Hk9iI7oaAip038EuFJUEGmaPH/KKcy++GJsa99SdHpxDGO5mVx6o+Mml54czy/rHEgAGhr9GcMkfsXJ3EBPhre8fvEDJ1LrIlRezttXXcV/LrvMscsIKO92AkZWFpMffXS/I6ItjV3vvstbhx7KK14vb+VOYs8G0zFrRZI5RayMeJZip078eM8efvbtt/Q89tj0E7X2ZMx505vJFSEEdP8HZM8A6TDDhAPJhTLAsFR/xkAYir8CB2cEwNOHdePlE8/HcglngWzGYNZtbKYcl8MtG9Z9fNE+vunbN5I6eoAwlgGMohcuZHy2NlGizOKrjLX/gNIMzRKIrFMhBGw0uZXzHpQMPi09omZFIkRrayn99lvmtEBkWUNjDMdzC7/m/7iLy7mSbnTf73G/a6javp3XL7oIyylVW4hkWZSdzdjbb69Pfz5IULVoEYuOPppPPB6+8ven6tMqxyoLKXFoYqq2+TaUbrPL62XMpk1M37WLQ844I+1cgWrS7gSRoVSgKXAZN2PwMMJKJkcUUpWN6NHEZ6DaxctasuxKsqMfYUjnsrnHO/TjpuP+TDjbcOYvkTH48DoKhEXEYS+HhY+3OBvwYmiXNHttLYXR5HA5+ehY8fp+ldJ+D9twfvo0hInJ1yQIWWyxm+Me9jD8lvQSKDsWI1pTQ01hIa84Ge7NwFgO4W+cxUtcxINMZuj3mOMoE6p27ODV889X2ZAOGzhVFh0+depB14UtuGEDy8aNY57Xw3xfR8qfqa3LEEiCnVkWlaAoScoMgwlffcUN5eUcfdVVzh+oZSpDsEFrppzOOR86z4GYg86ZyDAA0OPlElYQIxzGW74c3XRu/f5Olo9rJ/6DKk+Oo2wWwoT3byImLTYRSetkYgqDDzwnA9ngbYOsjxT0I5tb6IeOXafFuZD8ifUE9moVebH4BFWnYwPlDLshyti/e0CIukAGqI6ECe7Il04/3fk5vY8YTF9+w3T+yi+4g8s5mgF7v+h7hvJNm6jetSsjiTYo26z38cc3K2tkf7B59mye79uXf2WNYM0GJStSt5QkPXHYQj39Aj4fP62o4JQHHki2K93ONg2aG/QmBuoPvQOMoenHBUrgdUBlM9oSgiHY9iFE671gEsn9U8axtVfvDG1wTLr+569EHbqZ6NJmQ/5Q6OPUXbZlkU02Z3IaGiYainZAB+bxmXNDHisCO5+EWDlgYxgWI06Hi1KTS+N8sev/8x+WPvnkPs+rByM4k4e5iJc4k7/Si2Oasbr9wA+cSK2Pqu3bWfb00xQuXarIolPg9vs5ZMIE8gcP5tDTT+fi995jaBsTRgaKi/nmkUdYeO+9FC5cSPEXX/DF+edTu3mzuulropRXS0od/gOJyJoTLL8fs1Mnpn7yCf5ODgJszzOwrDcs6QC1bjBTUqRFFnRMLzdpMoSA4DZHIsm6ybtJ9ojLMJi7ocyZw2cpu5h7zGTW9BjsTBcggE9fxht07vwlpI3HjIL/nDbPRALYTQVL2ZpErh3FZDGb2cqezBdKCSW3xx1I9dANk7P+0EmVrTk4Ru1YjA1z52Z0sP6AlkWgtJStn3ziGO3XdJ3eJ5xApyFD6DNuHD966SVO/N3v2mCW9YhWVbH+ySdZfvfdFH74IYENG/jm5JOpWbYMpESGYtTsjlDgIIs0yHjH2n4/FX4/J7/7Lrn9+6eVS1jWXKKhwUSCLrKDNbhiqV6ZLHxct19r0yJFCCdOEgmaYyA0ClQRM+9yHO8/BHmj75nMPGS6MyGCBHYuIWtP8v5uCJ8dxhM9Gl32aNoiWhFVmMxkd1I4IYzNKgJ8SHmj19ZwD6lltJoR49j729Hv1Im4vOmyVto25Rs3UrF1awvM/gfsDYGSEjbMmZORF7LrkUfSedgwehx7LKc//jhnP/PMAZ5hMsxQiG0vvMDqu+6i4I03iJSU8M1xx1E1bx5YNjJmEdwSplg4b7+iDOOKrCxqvV4mPPMMPUaPTuedC30FO4+BTQZUboOwK+UDvOC5SKX3NBfhAhAZyqeiELecGgTKTJC1UOEsA+dSxZddR3DvqF87jymB8B6MNV9knJJbxkD2A+3Ipq2hFWEheYxNWA2++Ag2hYR5lYJGr43Yf6TOEydVxzmhhRl8uYvBF09Gb+fsiDMjEbbPm9dSS/gBjSBcVZWRA8mTm0u3o49m4oMP8uO5c1u9tDJQUsLixx7j83vuYfFDD/Hx9OnUbt8OUmJL5URKffqZpDdYEy4Xlt/PBe+8g7fhPbb5aXirN5Ruh5BIIdP2Qe+rVIlZU1G93vl4FvVyAwAbrBpYd0PdKcVUUe2yeX/sKc5jSMgpLyO/oNTpLQxXd+h8etPn2kzY2MzlbRrmkpqYVFHJAhyIXwv+CVaYhoLacEOfYTqd+qafHgsGWfL3v7f8xFsbP3AipUMIMQtF5wyQB1RKKY8UQvRF0WkkdsxCKeVeXaB2wnGUwcNtxWKcM3MmOd0PjqyJLe++y9wLLkDaNlY0yuIHHsDv9+OOt4xMwDZVVVh7DVx2fSLPGpwVqKOvvpoBU6Zw6Kmn1tfkNkTRP2DnLdTlapo1YOqQ7VKU9tKG/Duh3fn7t0DvISAMZ0LJTHeUDEPNHOj8W4dLNHTTJG9LlfIBNfySErmkMcHhG3ejDa/zTNUR6LrtGBOLP4Xa7VD+PgxfCL62ixStZIdjxlEMk+Vsp18mQjYZAStd0AN4vYVcMW8jf+zQlUhVVfoJUiL3MZXz+4KWlkdARlmku91MfOAB5+zANkDp0qW8P2EC0rIwAwFcfj++nBzahcPJSX8mBIWyrbxmfZn2NzgWxTLwjDM48tJL6Xf66biz0w0v23ofMzKVhBNCUIU35iKCB9NohySGl0vxcdP+LdDVUxl+qXXBAuyMTzcLy/7Q8R0vAqSk3/ptZEySqhb0Wb+Ynp1OYRNmvP+b2u9eGebS2HPo5nys2CD0rPcQrgMbdW2IpdTgQqRlTYWweZ9yJtMx47UWmxyPCyPIj9/7J08ePsWxQ6Sm680muvyuo1VkUYaW5obfz5hbbmHoRRftz5RbDIHt2/lo9GjM2lrM2lpcfj+urCxyQ6HkNZhKbQlpkBVXMWLAVnBg1IGuRx3FcTfdxGGnn46vgwOfUWQVFE6sD87YNRAxVDZ1lk/pMe6zIecf+7dAdw8yxmVTytGSEHUuufLFxxqwfWN9aUvqGCGJZ+18xg69lC/i+TwifrLbjnBB4A2V2bznaGg/E7Kn7uOiWg5bCaR1igRFrP0xe7i8Ec5ImxWAjbAsRNL9HuG0Z39K4DyD9W+9lXadEOIHWZQBrSKLHGBkZ3PKgw8y4gCRaG/99FNenjIFaduY4TBCCAzbJpcGcW1UD58O1G8tp6fdxAcfZOQ11yTrOBsehxW3gpWQJyglSc8C3YbuF8KQfSR393QCszb9eKZimsqv6n41cCGRuGsiyrngJGuigsHfbOOLnvkkbCeJwLBNDtvxGRQMggmLwN9/3+a9DyilNK07GyhH0hpWM4EUztDqJfVkwQ2guyR9hhmUbEsfK/q/uNfbiBNJCHE9cF3809+RUt7anL3fKk4kKeWFDSb6ECT179sspWyxsIiRnc2oGTMOCgdSsLSUkrVrmTN1KlaDm9kMBKgKBmkHab2rhA+2RZUwCwHbUY6lVPQ87jimNJaqJyXsuoO0Yl8ssA+H3i+D+1DlJd9fdJ8Bu/+hOgskbn4Xe89rczmXI4ynP91e+TXdthVBDqrqLcEDYAO7QW6K4rrpeu67/15+e2y8+j2uTOSaVXSKlIIdUsc3z4ChH+//OpsJD0a8Dj7Z0aCj4cOZUwRQUUy9QwZHkoQ9NzPgjDNYPWtWmsMoKz+fFyZPJn/QII678cb0bn3fYxwoeWRkZ9Nv4kR6HHOA02EdEKmpYc+aNXw5dSqx6nqJYtbWUhsMotl2GrWy9GusCtj0QOlEa1GcjqnI696dC+fMaTSaaEZ/Q2oWi8DEG2uH5noPXfRBa2ontsbgvxAqflVPziTjlbZC0QxkhHAmz70MP1uWPMSJG+YjcoBDqZdFEtgMcquFWHY7s6WPcWNHExKKRVfx6AYZbK9DfYMRrNB0dP+WNiO19WUQygLw74X1W6cfJssd3pFUcROHX3QRX95/P2ZKO2QpJe/+/Oe069mTY3/xi4NiPxwsOFCyyOXzkT9gAIN/9KOWGG6/YIbDlKxaxfJf/ILInj115S5mbS1mMAhxA68hpBs2xFRvDhvYCOxwGNvl83HFggUYDllxdai4z8EYiUHMCznvgjEItPxmr68O7caD0VG1EDKt+voYDWfClQSEc4e8C2mPtXEO05e+oirVOpFoH6Q2cBXIAhAf/pVHXZ0489wJlIggUqpwpCFMRkS+QWU8mVBxJWSd1WbZ2l70jNmbWXuRRRpDseU6hJQpMUabWOwmDr/wHrZ89FFaRl40GOSrhx5i+b//zcgZM+h/SoZsje8hDoQscnm95PbuzbBp0/Z3qCahfPNmZp1zTtJ9IOMdHCMk218S5ZSOosryUy2nQyZOZMyNNyYflDasvrPegdQQrt4wcT6495GYH2DwbbDsRtVNJ9FYqLEtoddrbx3x0zfkZfrMWWoxHUjU8IOmkh2tAsmEF9ey4sQBhHM9JNIUjtm5GM0MACFYdj2MfXff595EuDFIZ7RLvOdgF+UcCaXvOlS92IyaorPk7ZTDmoYdi/HOz37G6BtvpGNql+CDFW3gRBJCjAfOBoZJKSNCiM4N3t6nvd+q5WxCac5TgZdbclzNMMgfMoS+48dz7nPPMfHBB1ty+H2GbZrMueYa/tKrFy9OnkxlIECI5GwiKaVT1Se2CZttWIzqDODkQNIMg9GpwixtoACYTnE6ILIVvEe0jAMJwNcfevweKjTVTrIaqNTB6KsUogZdROogsiD/l47DXRTpz/gF8zCyLeVECqEkeg2KeCUAogBYvYI+F17I4V+vUaTVcZ64GsPPvUfcip1oXVD1Wcbo7IHASEeiSJVSJZDUOt4JqMXkO3STSVxf+QSn33c47brnY2Spemvd7QYhCJaXs2PePJY9/TRPjhjB1k8/bYmlfKfQGvJI93rpOHAgPY87jsmPPsrU2bPbtAuOlJLP776bP3fpwgunnMLGnTspJtmdKW0bp+IXGbbZ4BW8C3yMswMJITj65z/f6xql3JjhnRpctJADCUBrB+3/DVUuJYdqgUqB6R4Emh/n8H82huacAfUT/Ny44HG8ORHohaqgCKFYxNcA1SA2A7u30+2uS5jy8WxAkuCsDGrZTMt+juqEi04Wg3Qyfw8MRpKDkfaYlxhAR3SKHfPMFHK4nUzpEzE+Z9itETod0RcjHqXVDAOEwI7F2P7556x66SWeHT+eFc8+2zKL+Q6hVWSRx0P7Qw+l24gRjL/3Xi7/4gt0w9j7ha2Ilf/+N3/r3JlZJ5/M6oULKbTtZH3Ztp3vQAk73fAhShZl2kGDzjmncQcSQGQ5qQEdBTfgbxkHEqguIP1egxqPkkU1KCvVNQRcPrA1hxRzH/id+YqOx8/t85/CJyKQS33zkhBQjNKLVgMVZfj/dBOXP/0YGnZcLxKYwuBXHf/ANleiwYwGkYUts9ZmoCc+eqW5tSVuJH3xssPxqaTg0W7DgdIlrvFt59Dz3qP/5BF1sghNAyHQNI3tn3/Ot2++yaxzz+Wzu+5quQV9R9AaskjoOu379+ekO+/kqkWL6vTV1kKwrIyZ48bx9yFDiFQ7WVGpIS0lEdaiMpBSXUJC1xlw5pnpg5i1EHMen2BB8xxIAP2vBt8xKj2qBuXOqxIQSi27RRH597k+6dD1iypx2Zaqxo3GX2GU/AmAuRryP/iaX578F4RtkzCeFvUdxaLeIwAb9jhnZ7cU8mhPJzqlkVJraPSiT1rXNnrNcOb5Azr1Nhk2yZ1ckWPbVO/cydKnnuKfRx3FzgULWmEVrYC24USaAfxRShkBkFI2wrPSOFqbE2ksUCyTLYpDhBDLhBCfCyHGNmfQDoceys/XrOHSTz5h8HnntXnr0i/uv59VL76IGQ7Xpc6apJeBpNXpG2D1Ya9toHXDoNPgwY2fpGWB7lwXjqeFUxSjlbDq/5RXPrHHbQv2lEDeZRB0qS8gjLrZpQZd7ofsk5ynV1OB4dGgHUkedDSgI/A+dZ8jQiHOu/+1pOulphPUs1idNyR+Utsqzn68/IxT8ODCi4EB6NjoSOawmF8xk2/Y7Hxx3gzqewKnwsYb/T2/+KwfEx/4A0dcfDH5gwYhhMCOd8KQlkUsGGTOVVdhRqMUrVjxAz9JPVpcHhk+HzNWruTKBQs46oor2pzMf/UrrzD/T3/CDIWI1tbWdZxOzW0TmpbkH7BdUNvNRWQvotTt99N5qAMJZOr4IpPM8UMj7eX3GdKCbdcp+QPKnyMlrqLtuKPXAy6wJVpEIkxVD+LSrsSlX+o4nC6hnVmqHEgaSjYnsgn6Ap9SR5wgwkFufvyBND+Lhc5cI0EwbtN4GkLrwkDjCQaQi042Gl4kLmw0bF6lmLNYzovO7kI8TERkaIYAkojnKc5Z6OXMJx/miIsvpsfo0eiGUd+VR0piwSDvXn89sULqr8UAACAASURBVFCIPatXU7p+PbINHfwHEVpcFglN48oFC7hmyRLG3Hxzqxtue8OuBQv46LrriNXUEK2pQaK2Tpq2KgTo9bqR1CGSI6jKzM8LqCykJmW5uY8gQwslcPXZ+/X7gtXXQSyFWaVsG4ibwTLqSbYTnWy9kyD3nozDdasqUA6khhlIAmQOsIS6qKMIB5n6zFO4Unj6TOHiFX+CvsCmWV15WxB/5Ag64yELHS8CPd7G7hOKuIKFPMK3jlQAuhiKzlEZXNo2NrM484VvueC1Rxh+ySUcOmkSLq83qUNYLBBg/gMPUF1YSNmGDRSvWtUoCfT3CC0ui9w5Ofx87VpOuO02PDkt+LzPgNcuuICCr77K2BEuFRIacVmqDCrHTBaXHwznzEH8jXcZbBRb3oRdX9dPDsDWoUQq71eEepmRdxL0T6YFySnZjccdTZcTbrArQFaBHjPJ21XBkPfrS9CjLg/vDYyXkWmNpW63DH7MxeSSh4FR50ySSL5hCX/hz1RSUX+ypytkOX+nAsk5twguePhkcnr0SGoqIE2TWCDAnKuvZveyZVTt3Nmqa2oRHHhOpAHAWCHEovgeb9hSeZ/2frOdSEKIj4QQqx1eZzc47ccke7d3A72llEcBNwEvCSEcPR9CiGuEEEuEEEsaeomzOnXiov/8p7nTbhUsevRRx7rrhs5CV7bBMXdqdBihgaZ8LHtisG1bZo7qBLoceWRmw80KwdYH4avhEPRB1Ej2XGtZ0Ov3+7iivaDwdeVASkTGEs9hacG2JyBoKgbMEtTPIiCWQXnZtQ5euwtphJ31PAHkqsYE1WEoqYEOC7biqU6OK0gEFTJPCVzP0TizSh04DKcPj3Ap5zKyji/FxCaCSQyLp/iIgFNGkhCQNS7zwDKIFlvFMZf24bwXXsjYDaNy+3b+3Lkz/x47lr8PGcJTo0ZRXdA4eeX/MtpCHhlZWfxk7lxnfrI2woIHH3Qk2Q1Rv021LDedb22PZ6If6VJyaqcFKwtM7EDj+8aTk8Nhp2cgYZQWBJ6CkpEYNRXoaeS1WejG/yFEC8Yuaj4HsxoicWUr8XCVUSh9BFdthKwiibdc4tsj8ZbYCFtzDjxUFcDcGyEngyNQAt2p10BLodv6QvL3lCSdFsJHsdUFPQjC7IoQbduZ73Cy+ZQjuZM+UCeLJGFsokj+xk62pMVpFbycTWandgRbK6LfT2Kc98ILxGprHZV4aVn8pXdv/jV6NE8efTSPDRjAntWrW2ZxByHaQhZphsG5zz9PtlOzjTbCkkcewQyl31cNCWyF20WXaT5yznODW71XaMPiUqk4VRuB0DSGX5KhA6KUUDEbvj0eSpdCWE9ORhJZkHMZ6M3vDpmG4FaoXgFRU8mihAJoBWH7oxCMqP9yCcqTthsIRZyDXsFy+PBOiNZm6LgE5Kll2iEwy0EriXHEslVJ55nCYBfdVapFVIDetiUe3fHxOsdxP4ejx/8hFpIINhFs5rKLxZQ5XuvSLkYxDTvBBCrpPfFrznn2WTy5uY73ntA0nho5kn8edRTPjBnDwz16sO2zz1pkbQcj2kIWCV3nJ3PmHDC9qLqgYK8OJJcHOnaJcxgLlezj/MSLn+/10v/UU1M+aCt8ek0861lLNvB0Hwy7v/mLWP4wRAPJziJpKp2qAtWWuwxlS21drbIeE6gogg1LkQ5cSEKAyIOACSURCFRE6LUgOahc7WmnyME7ntz8+TcRebTnl9zEUI5IciJFiVJDDa/zavIFnc/L2KxAyAgDB83DClU6ZiyVrF3LzJNO4rEBA5g5bhzBMme5clBANuMF+Ym9F38lkY7tZe+7UKyfo4FfAa/GMxKbvPcTaLY2L6WcKKUc6vB6K74AF3AeMKvBNREpZVn896XAZnDulSmlfFJKOVJKOTLx2PB37cqNBQV0HHBwtdcMVVRkfE/oOi6fmwHn2gy/waTPLTbbvapKq5q9O5A0w+Did95xflNasGQ8bL4LaldDeBeEBYQ8gADPIdDvWWg/pXkLy4SSpVAWjPe+RKVMhgA7DJZMb3Fg2rDxrvRxNi6E20fB/BeUI9nJiWSB5YLtZbCnBipDUF0a44Z+v6bDxuK602yhcVjlZiV8K1bA2rZvaevBoJqAIw+AhmAF25wv7PIwaDk4bk8J2LVQoxypnlznsiBpWUSqqojW1GCGw+xetoznJ036zmYBHGh55PL5uHHXLnqNGdPqa9sXBEpKHI8LwNY09Gwf/jEGXe/ORX8oj0WGYDFQkCCwbwSGEFzy8cdorgxUepXToPqXYC5FWDvQIxpGwB1/4HVBNx5EdzmXtDYbtaugJFBfylaGKjmTFpoVwl0TD8rJeJJjTKKXOHTwKNsMfzkCFv4dpIV0kkUS9egtRBmB1UAFfDF6IiO+/qbutCwZZGT0G4QELVIM5ZPbtLwWVEZSGBvDQcia2Lyflqum4OdmNPJwpk+UQJAwbwKQ1dGZpDsWDBIqLSUWCBALBinftImZ48alcSl9V3CgZZFmGMxYuZIhBwH/UUPUFBRgS4lJHV1ZHWxNw5WTje8w6P+oiw5/N/hSg/nAJqmCRo1CCH708svORNoAhXfAtkshsACi2yAiIBAPsGl5kHcLdHqsBVbZADUblKVWibJSy1EGoEQ5uqtJNgIsYNf7So9riGA5PDIcPn8AYpn3iDTA2gNWsco00EpM/n7O9Zz81kd153jtEGMCC9XnRSOw4zilp7UhNAQ6wtH4CGMzh12O1xn6FQh6ofqeO8HEtJWunNWpk2Mn21goRG1REbFgkGhtLbVFRbx05pnUFBY2bzEHOQ60LNI9Hs584gl6n3DgmkkESkpUKXUGGD4YOAli2cp/WybJRCgBKJvt9MceS84qr9oMs46Cb2dCsARittrjYSC7H4x+HrqfkWHEJqBkS13pWZ1NFUXFb1If2YGdUBWnAS/bBb84AlZ+isggM00JuyNQaUJ5FPr++TN6fBpPOrNt+u/Zouy27R/CzrnNX0MToaGxlS1p/EgSyS52EWxYXNj3FnDnk7ErgRT0GJK5nDlh/+xcsIBZ557bArM/qFCa2HvxVxJp8l72fgHwhlRYjNL+8/dl7yfQmuVsE4FvpZR16Q9CiE5CKBeqEKIfcBiwZW8DCSFw+/1c+OabuA6iqD+otpbuDGnjub16ccL993PBR12Z+LiFELBqluJOawpcPh/j77kHb16GSHbJu1C7Jk4oHYeMgqXDwEVw5BbouJ+d2FJhhmHtC+mJPiHAdpPREg0Uwdor4YvO8GV32Pw7+PcMiARUKUo1SqlK1HvGx5calG1Qfqg6O8yWeMuDnH3lvwHwmBGOKV5K92C8AbAdhN3PQajtuEgSMB0JopTAtDJ9V56h0HclZE2ibosmlM7Eq/wFKLiU0Tf8PL1sIc4HkPR5lkX1zp0ULlmyfwv630WLyqPzXnwRX6Z92UawYrGMpb3unBxG3Xsvw94dz4APuqC5BbveCGBF9+7c8AL5Xi/HXHZZZsL22GoIv0VDdgFBFM1249Zm4ckqwmXsnUtpnyAlbPirsjjrozOKcz/qBkOmKVbKkRTBqr0Ws6Y7Zk1nrNDPkO/dgoxUgxWDchT/RgylyCVkkQCWJx8TEvyBII9f80uQEq8dZoj5LSdFvox/XhhiiyA2v+XW3UyYSEeHto3qkOQEna7k8xVeLqReXZBoWPESXRv4mirO4dibf1rPSZJAgrguBVY0yvq3U5kxvzdoUVl0ygMPHHSNFKSURON8R4ltFEbda5phcOTttzP85TMYuaIdrjzBzv+aTe6IrRkGvU84gYFTMgTHzDIo/pPiiaxDTNXJ+X8P/Sqg493J0fyWwPI/K2OsoSyKAkE9s99DStg+A9b3hXUdYedPYN7dyEAJmBEIxs2nBD9CfJtKE+RakA3INwXgDUe4b8Yd+AIh3HaEfLOMs6oSQcgoxHZBTTIdQFvAjDNYOiGWQRYJkY3PvRiXdhsZjUqKCEZHMnLGuZkzYVIc+rZpsvz7y9vWorKo9wkncORll7XWXB2R062bY/Y1mkavYzty6asw6XaocvZNJkMIcnv35vCpKV0MF90BsZpkh68EzI5wxgbotR8O/OoCKHMI/mVSzSTw9miY2QEeGousrYRwrJ6LNkZdRrZtQeXG5KH0iMWki55Fj8XwWFHO/SYuH6wQLPpF89exD8ho+0Cyc8mdD2NWgu/QDCfXMuUmL/7OjVMG2LEYhUuW/EDtUY//ABMAhBADUASBpc3Z+63pRLqIdKK2E4GVQogVwOvAtVLK8r0N5O/Wjes3bqTn6NGtMM39w3+vuw4zkk4NKVwufvTKK4y68WSyO5Sy+DH49G4IOgd806/XdYZfeinH33pr5pMq5oHl0BZSWlDVSkZL4YeQsRylWyMX2lD0HMRKILobdjyE3Nag808NKrpfApSCLIaYqbPOdyjVTs8HKem1YDP9ykqYtv5lrl39dPIJwq1aRLYxRtIfwyGKL5EcQSN8DO6+0PNNFTUFB7JyE6pe55ip5RwxbRq6x4MnNxeXz4c3Nzdj5sOiRx7ho9tuY8f8+d/ZrKQMaDF51Onwwxl8EEY15j/4IMHSdAEjNI0pTz/NkN9OxXtkETueqmDVb0qpWd80/gBbCPpMmsT4fzTSAjs6H0fFXtYiIp80cQX7iNo1EM2QeRV2g5Y5QiUj/wa5G2QJMvY0cvMchIwrL7WobKPdQDHIAoiEXCyUo7AKnMhxoUNlJRPWL+fG2kd5uewStIYnyShE247QNoGxODs9PWhMxDmLCEAjn1weQ6c/oKumBtTRLgA2Mb6k62lzOOE3v8Hl9eLJzcXIzlaZIg5yxoxEWPXSS3z4q1+x8b///b5xk7SYLMofPHjvTTfaAGtefZWilSvTjseE4IR77+WIu66mw7htbH2phkW/CVK0wGxyAXr3UaO4sDFKg+A3zntfhqH6/SZ+yj4iWg3F85zfCwFZGboHSwEVz0JsO1jlUDULe9XfEWZcpzRRsqgQ5B5gF0QDLtbkDSK01XA2NHUXp3/xFZdWzOK1bReTLRsGGWsh2PZNN4bT3pHWw4fOqY3okUL48Rh3oGungWOnWxspV+I/9Nec+cQTGFlZeNq1w52TgycvD92T7s2zIhE2vfceH9xyC2tefbXJvDrfEbSYLMrr25dp77+fOVO5lfD+TTc5BipcXi/n/y2XQDHMfxysJnTAyunZk8s+/zydv7bwc0XhkQorBLX7ybmz9lVnh3Zj1nm4HCIV2Fu3Iez4wkpR9lMlUAZ2JcRqYY+DGWQEo4x99xN+O+dhulcW1b8R2AFmY4V+LYOhDEV3IAPuSD5+UjinjA4w5B+KmsUBfn8J0x5oX2cDOd0LoALpn95xB1s//fT7Zvs44RmgnxBiNfAKcKlUX8o+7/1W2+1Sysscjs0GZu/rWDnduuHv6twevi0hbZs1r76KHUunSndnZdFr8F/Z9vbbvHRJBGmrJB5XvNJsbxqTZhismDmTaE0N5zz7rDNhr7eH6rhmp2x6zQ2exhw6+wEzte9cA3Q8AbKLofQj5/elWW9n2hFiHgN3JKaGy0Y5SuLfjZBAheC9m09h0p8L8JSlJ6BqQuPuXTvRir5SFzX0wmsBiGToVncA0Z+ujGEgC1hPtEFfmmy8bGI3I8ngYQelCPf+BAqmgOnwoJJBRMU/mPLPMsbdeSd7Vq8mt08fNr33Hh//9reqfXIDRGtr1f1qmix+7DEGn3ce5zz7bJsT0x8ItKQ8cjkoogcDlj7xhGOJkNA0Op2+nLVrfsG7Y4uxoxIzAHqWaBJBn8vlYudHH/HW5MlMmTvXmbBX76YUoTTR4AG9d/r5LQErREZNyzMAkT0GWfWYg2tLgquhoRClMqs9HYLxsuSuJMsiQJQLnjn3UvIPLeOw1emBGZ8UPGutheCLQDRZFgkbvHvVwVsdXfHwc3rxOAXEGsT7DARrqGUw2WgZIvwCQQfeoIILkax2OCtClLmM/d12Rs2YQeGSJWR37kzljh28efHFRGuTgx12NMqm//6X9W+9xZInnqDbiBFM/+CDg4pfrLXQkrLI8LUdaXtj+Prxxx15IoXbTZ8zQ5RsH8CLY0OEKyAWAFc2mI0x3Sau13X2rFzJzBNP5NJPPiG7c+f0k4yuIJ3a12jgbmEi7QTsRhwPrvbQ7XbYcp2DISpBb3itTYk/n05le5Rkc1HX8rsuq7JK8OapUxh70hcc/2a6c9qH4G47ilb6NMiaeAl8fByE+sKl3UgwsPXhRed3HM59rMaivmOfjWQ7AaLYuBuxoj2u5wnHfoQtvyA9+91CynUcMe1YBv9oDwULF+LOzsbIyuJfGQLRuxYtYse8ebj9fj694w6uWrgwcwXAdwgtKYt8HToc8MYitmmybvZspJWuyLhcYV69aislmyAaJHPyWgMES0qYde65TP/wQ3ztG/ClZXWFgEMqk7TA28yObAnEQqpNd9rxRPMTB+dVXBZU5/rJC9bUk2k3eA9TEAq6sKPpstAwTc5Z+V98PWkgGwDD1fIZmg4YxwQ2spEqKok1IJfqQQ8iRPCkpm52PBkOux/W30iqkilklC49y7jh20UUry/i2zfeYPnMmWnOYCsaZdWLL/Ltm2/Sb+JEps6e3eaNcNoKUsooMM3h+D7v/bZ7inwHIG0b23R2b1vRAHb5m7x2TYRYUDmQQGUoNyXkZoXDmOEw3775JktSMwBsC7a8AzsLocJOlzGaGzqdTYsjVAE7V0BJrSo/S2IO98MhU2HIEyoLKIRqU1mLElAukoW4gM/HH0/EaEC+6yDkh369jm3ThmB56jd7FNgjoCQ/n8IFPbDMeEQuQWZpA6YFy6+HHc+32PKbA4FgGuO4nAnoDbZbJQGe4WPeZ1njA3iHQ79tZHwCWqo9S0737vSfNIn8gQM56oor8Hfp4hh1s2MxkJJYIMC6N95g8/utFJn9AQccMQciUQCETSj6T+ZdXEK0UtYZa1ZQNkmxMmIxzGCQoq++Yn5qZqSUUD4PCpYqPqJUXU64IOuyfVxJE2CGoOgrqAilyyLNB92noeXeBSJPlXxUgqxWfmw7i7R1v3TC+QRd8ewFB4JKzbY4a81c3pl+GiFf/b4yLUXJVFirUfGBG6sm7khLdKa0AcuC8keg7O4W/Qqag+l05wkG4W7gLqrB4i/s4H4aT/XW6UU+C+IcSU7QkNTi69CB/pMm0fXIIxlwxhl0HjoUl4OzI6HkRWtrKfz6a5Y+9dR+rOwHHExIdRomoBuSaNnv+eSmELVFyp8BTXMggYomR2trKVu/njemT08/oXw5bHobqtpDLMVA0LzQ+YZ9WEUTYZuw5T3FuVRDUrkrmgF9fgSdr1AclVGUvKpByQc3aVr428dNJmx41fsNjcM43GaMc+fP5bNp4whn1csiy4aKMBSVhShbFMKsaKcynUzUS6LkdeVc2JGBkPwAYhxd+Dejycao+woi2LzINm7lG8cubQkI0R6f+xOEODzDGQaSMtzZ2fQ7+WR6jh5Nl2HDGHTOOcklt/EAmhWvJojW1lK5dSuf3nlnC6zwB7Q2bMvKaIPFgjbF66VyIEGT7a7iVauYc00DjuLi9SAHQpWRQqbthX7ngrtR3uHGISVYHqiWSi40tA9NN/j7q2OV8VeK/fj5GScQdhsZdBaJP8tCdFRyMNEPpAgo0VwETU+KbEDxhrx3lnPWVQvCh48Z/Jx2tKsj2AZYyQqe5qk0viQA+twA3gxBAOEip5OPQ089lfH33ou3fXs0p4BU3PbZ8tFHrJu9z37SVkIi4rivr4MDPziR9gOay0XP445LS58TGvQ/3mL3NyZmeqXbPiEWDLL48cfrD0Rr4KVR8M5FsPhPsFuD9RqYPpXulzUARn2uBFxLIlgC/zoCFj0M0TgzXQXqp8sP3cdD7zPB1RHKrHrSuQDKuHSQ85+cPZ6dnXsqmehgzBoxk9zSKlbfdzyVwzoR9bupdmnsRMncqqIi1t7yexbc3AUzkJ3+kLCCsOK6xqOEBwjL2ZamFEUxeZuviTl9OQ2haeAdkXwsEV109VEcEA3gycnhmqVLOf7WW+k0dCj5gwc7GnGxQIBVL73UjNX8gIMRA6ZMcUwlzxsgcVkBKtdZ6XukEcVKADlQl3RshcN825A7wjZh2Zmw7HTYci/sNuFbDQJuENmgdYP274CeoZSjuTBD8P5xsOw3EDPV87Qa5UTW/eAfDL2vBZGDrLCU8hVEObRLUIpYClYcfSSfHHpSRv5rl7TpXrmbd6edytKTjiLk81CNi23lUBmAQFktZbffx/aTPJi789Md+zIIlX8Es9hx/AOJr6lGpkgjRWhbwp60rgjpMJhIsuogEdhouJEpskzTdS799FMm3HcfXY88kvwhQxyd27FgkJXPPde8Bf2Agw6HT53q+MzRXFF6HGay+R322lSkMdimyfbPPiNcGc82lhIWXwfvHw8r74TCUtgsodoFml91YevzDGSPaHzgfYWU8NbZ8PG1EAooWZRoOOLKBl83OOoeFVgLoAJrYZSsSjQkSUF1j/bMPH5aGt92Q+RXlbJiwjA+vmQ8Ea+bgGGwrRbKIxAImZQ9+Cc2n1ZNZFsfZ1lU9aYq+2tjrKeGaIrJGMFmDdWspWqv17u081CsfXFIibAlwg4iZHrG7HkvvMDkv/2N7sccQ6fDD08vW0I5t9fMmpV2/AccfHB5PHQfNSrtuNBAd9Ms+8uORtnw9tuKpuSD++HPR8Hi16DUhu1AjQd0D/Q5Hcb/a/8W8PIV8O5dELXrZUcN4PLBqOtUkKwMpb8EUb832BZFg7uwpd8hyAyWvG3o1J7SDdOns1tTDqRaoCoU48sHLda/m3pBDIq+hF0f79+6moCd7KCGmiRNxMKinDI2sN75ovzJzt0sEeDpBUB2585cu2IFx15/Pbm9ezsT7AcCrHy+bRMM6iGp9+bty+vgwA9OpGYiFgzyzb/+hb9rV3S3u04xdnlVN4C8HrB5ftMdukZ2dsZa4qSo3sJ7oWytKnYFZVBZEsoOhTEr4PhvwZ8pOrMf+OoBCJWQ1nc36IGTXoSJ/1GSe9X9Kjzf0EKRqHrd+LEd2T14dOgMqrJyMSImIoyjMSttGPHyCo74ZB0fL5rOojevZo9hJJ1qBQIEtxez/d3s9AESH169prmrbjFspsiR1FYAJVTvfYDujyvDnHir4gRHUrQQ1vaC6uSuCr727Rl/zz38bNUqTv7DH5zvLSG+F+Uj33VYsVhdWa3u9eLyKqVa9yhdpPsJGhteNJvcIMzl9eITgjzSm7tbDcvlCp+F8s/ACgBSldXaNuxsBx0WQucC8JzUAitMwZbnoHqjchI3REiHgQ/DcV+plrt7nkOEA3VlIIkubdou6gyrAtGdX3vvY7lrGFgCkSHtXVow7KtVXPbGC9wz83bueOtxdup5Sd+pDAaxSiop+1OmNtRuCH+5f2tvASyhmoiDLHKjsZ69p4RkcweCdoA77jyy4zxJAaoZRpgnks53eb0cd9NN/HTZMs5/+WX0DJ10Guuw8wP+NyBtm43//S/lmzbhzs6ucyRpLiWPDpsIS5+lSRmQCTg5owAQor58t/hT2DJTyQRpgR1RCkSRC/p/AMOLocOF+7U2R+z4GArm1adUJRDTYdDNcM5a8HWG0k+hYnu6XlROnT1Qruf9P3vnHV9Fmb3x75TbU0mlh65IExAQaaJSLaDYe3dXxfZz17Kurr3rWhcbrIBix4KCIEWKIr1JCYSaQEgCIeXWKb8/3pvklrmUAIorz+cTyJ2Zd+59J3fOnHPec56Hp3Lu4evUoWio6AkiQ9OErMJS7nj7DSY8eSUPzXuN/EbNMZFqT2/6/RgVVex8OEEmytSg6ihx1R0C1lCOz6Kn2sBk7UH4RTbldiSyASeSaaIYJrJpopgGoUBvQsF7oo6XZJmTr72WGxcu5Lr58y2TSMBvzutzHPVDydq1ZJ10ErLNVvv8UOyghn/qC9MwMApXwfTHRbuZHhIdIDWxzLk/wdDPwJYo7jgI7FgOyz6GYIztMFQY8Bx0uhpKLVQDfYAGK5u2Z2daLlk7y5ASdLjYfCFS2zpZ+UxvvKpSd4hpovs11k4BXyzrh1YN27+v/7wOEoUUolkkQ4IE2cEOixFAy3+AauGZmhrMbwd+QfuRlJPDoOef57yxY7HHin2EcezEPscrkf50qCou5rUTTmDqnXey9rPPBKeMJJF3ajZ2t/BdFo6H+W8ffCZckmXcmZlx22WbLZrEd+1E0GNPakLZepAaJCQVO2zkfwW6xSq1ZIOk1nX99Vs+sa5uCPfdFiTn8Wj3+1iS1ZmgTcFp+MX9UCPdYtYdL/lALTcY9PpsWm6s5vz0q1EsngyGz8fOHxNI3hkhsB9mz/IRQCbJltt1DFJJFHRGwN0DWi8Fz3Cilh0Mn/jZcjHolZZDW511VkLi2lUffMDEYcMoWbv2wJ/hOI45hLxe3unZk6+uv55VEydiBIOYhkGTvnm4cwEJVr+ls+BBrY7n5wCQVZWME06I58qSJJqccUbd66KxQgkxFoYf/IGjx7mx48v4BBKIlX+loWjnBSj5ACkRYbMXCqVGnJv0BZNtIyiT00kx94mAroQ6TfKwKqIUBNtOg5HTv+b0JQt5pNm52EstVso1jarpu8GCNBJMkBMTWP9WaI7T8tNpmDRMKCNVB4U80vgFB5fVdttIAGYATB8+HkBPIOiR3bGjtSy7JFG0eDHvnXYa2xcsOITZHMexAkPX+fC88/jkootY9u67+MvLMXSdRt1b0qClaFpY/QVM/5coYjwY6g3ZZiOrfXvLBGNK06Z4cnLEi80TrXviJBvsLUywen0EsGVa3YJeJGQbKJl1QWbhZ9a8JwBeqJSTGNnqIyZmXMpOew7ZRrG4p8L5+VrfyBQUa8pek15LfmHEtO+4r/WlJOcXxhPYmya+JTswdYt7WrKB8vv7RY1w4bAIQ1QkcjlwNb1omjf+EQAAIABJREFUa1uKKv8fsiFF2CINTB+GNgZDt06WOVNTadKrV3ylgiRRvXs3b3buzIZvjr7k+XHUD0vffZe3unVjxfvvh3lpTewuQaCtBcFv7Q4fFLI7dsSe/51IHsVBgo1HYDEo/wdrm6BrsKcI8qfE7wtjU2pz/nPW9ezMzMVuCBXHSBsB4rW0B9r8uIUOs/IhGJ+slWTYHev6Kw5wZdVzUgePNNJQLWiZbdhJJ91iBOBsBL1XQ0pXopxZ3S8W1FdFt+k269PHshIJYNv8+SwZM+YYINk+Xon0p8MP999P1c6dtbKSmt+PHvCze+1uAhUicY1JXS/uga6yJOFMTeWCDz/E5vHUZkhtbjfJDRvS76GHoo79XeBK4HAYGjgiODISKSKZgM3Oh13+RVBxYEoyDShjzZntCDlUsSK3D9GWsg/RKhdORishnfO/9qJ6ki0J9ADUjOagxMpLq5DWBdxHiUzzEDCc7thjDKaKRHMy2E35fvv/a+FoCzZRsllrd/TwjxaEcmvpXpvbzUWffYbN7RZ8ADVG1TTRfD42Tp3KOz17Ur5lSz1ndxy/Fxa++iql69bVVivqwSB6MMjuZVvwFYPmBUwRX5lhgtaDwfDx47GnpqLUVDU5nTjS0uj3yisRR+3vZEfRTjmzrM9vmuCIsFPKfpKzso033R9STQq6pJDKPmaf0hef3VGnErk3/FMKrAYMcAX8jJ4+C5c98blld6poX4mCBHIKuPoe5CSPHi6lYQQLiYANkxwUyglaVkzGQqEhNtoDDtFCouvIhoFsGEi6j6A51nKcJElcPHkyzrQ07ElJdQ6eaaIHAmxfsIDxZ53FjoULD3eax/EbY93kyWyZNYtQ2BYZmoYRDFK8ooDybSZaQNggzS/+Pxh7JKsqw954A092di2hv2K3Y/N4GDFuXESiu04rMA5H02dyZYigKxayCo6IQEh1Y5lYlgBF4ZNmb1Jua0hItpFEFUu6nIymKNEcShXhn12AAc5gkAt/mE0OSUgJxB4k1Sba4eN2SJB2GLLkRwiDaYQaY4tkTGyAhIm2HynwGkhSOqp8ChJJIsmmg1zzo1WjB19OOHbk+PEkN2yIPTm5rvrINDFCIXavXMmnF1/Mr8cMd8px1MBfXs53t9+O5vNhhjmRjJBG0AcYYiHfOBjREJcLe3JybbWj4nBgT07mnLff3r/dOBI2xZUOikVyW3WCJ1P8L8cvmpvAspadCdocZFBG/hkt0WyyiJuqEQmlakRMVQk2v0aHPdV1fn/MNOLX5WVoc/nhzu6AOIETsWGL4EQSGTAJg8Y0TjzQkQ3+bcLfqyEFr+HB3fMjaHVJfcVu55LJk8XfOEYQprq4mGl3383s353/7Hgl0p8O6yZPjidzM8FbHi8jada0HllAttmwJyeT3KgRV3z/PXkDBjDy/ffJOukk0lq2pOuNN3LLqlV4siKywideEc93JMmQfXLiRM+RwCl3iaBMo24+sgqNekByBOdJu5vFcQZ1hG0ATgd0/oottjrLbifIquEdKGnRADNJcEDWQoaaZLRsmDgqqvG0a4erefMop0gHSlSVZSsK+M+lIb7/t4xvjx2CCsi50PXY6Hs9kSZcyQCScKKioKAjoVFECS/xOU/xEV4rspZYmCHxpYp9QJoaFP0rfjUyjNaDB3PXjh0MfPJJ5NgHoGkS8nr5dvRodAulweM4drHqgw/QLAi1g9V1ZP6RkGr/idmuKDhSUnCmpXHZlCnkduvG2V9+SVbXriQ3b07rUaO4Yu1a0tu2rRvU+DqQLUqFlWRI7lLvOR0QbW8FyVmnfiZmIIK2zAj1ndybxeerSbjWkt3KSOlv8bPSGD18LVQ0FnXqxsJO3TFywYz07VSgad1LT3UVsseDe9AgiKiQMIEyRWFjWQXTOuosvkmmusAOARW0VMhJIOX7G6MFLl6iHbnYsQM2NGRClOPjXtZwAYsoxuLLEwcNzHDiCCJ+DELGG5imdXVow5NP5u7CQoa9+aZla1vI62XKLbdYqnsdx7GL1R9+WLuwFgnDsLZFsi1BsaIkYU9OxuZ2c97YsTTp0YMrpk4lr08f0ps1o/WQIdyyfDnNTjutbkyLK6yTxqYODQfVf1IHwolXAFLdgk6tSIgMrUfUHdf0KtFnU2OLanwoE8h7mAWe3vjDfbd2gmxr1JQpAwdjKFL0I90EIoQBHAFh+9Ouuw7J6Yw6rFyW2awofNtLZ/51CuWr7RCwQcgFjceCknpEL0V9kIKNV+lOXpheW8VAwUBH50lWMopZbDyYdv8wgZSsi5blqJRi6DtMw0JZC0hr3pzRBQWMfP99ywrJkNfLlL/+Fd/evfWb4HEcFRT88EPCtuiDgSTLKE4nJ19/PdfOm0fT3r1Jbd6c1kOHcsuKFTTq1g06j7JO8gB0HGG9/VDQOZzE1YnzT+h6KZw4qlYhtjZRAiBJLG3fEwAbQVZe0p7qHDemnWjfzgGEO4HtNjWqfUsDdgLr/fDpBIkZkxSClaog+e77Nnj2k8Q5QrBh4wZupiGNUJBRMFAwkTF4l9f5kk8xEwXPphZddVUDw4DS6Fa85v36cXdhITkdO8Yl/0JeL/OeeQZ/xUHYmKOG40mkPx2OVC+lzeXism++4a5t28g68UR+eOABvrjySnYtX0755s0sfecdZj34YPSgXg9B5knCESiWoNQOpMPQCUfkM1nCMCB/PpQHRIa7EvDKkNkBRsZUv7S5AYKZYvW+ZhVfT4ezN0CDwSRHlChXkUzQprL51GYYqhx9f8uItlcTEYQFQCrZSbevv8bZuDFKcjJyUhKFkkSFYaD5fIS8QfLnGXx8fxDdq0P1HpjWB6oT9Nf+xjiVdrzItZxGG1RkDEwChAgQYgclfMisA58k7eKYCDcCWhlU/ZhwqCs9nUZdu0ark4Rh6jobp0zhhdxcdvwcLxt8HMcmVOd+Kv+sNhvW+0zD4IKPPuL/iotp3q8fa955h6+GDKF44UIqt26l4IsvmHHddRiRlYCNrhLSq5oLdkmw0wYBN3T57OjKR2/9EfZqYYZIoEIGV1M4Y3r0+6YNA/3E2qoiswRMrxPaL0JxXEOjiL56L24MSWFxr24EHfZoWyQhighcgF8GkqEon9xx47C3b4+UlISUnMxOWaY8XN1n+IKUzDH46cIggd0aBAOwaSj4Vhy963II6EUq33Iyf6UxTgiLWxp40dmFn/s5cHurjbOp8WxjLxfohMxPE491u2k5cGDCFd1dK1bwXHY267788iBndBy/N2xut+XfMxFBtKFZ71Psdoa89BL/t3s3HS6+mE3TpjGuZ0+2zZ5N5bZtbJs5k88vvJBgZMIqpz+0vgEMJ5TIUKyCzw69x4PNupX8iGDLfKiQ6oj7qySwpcP5U8GeVHdcakdIHhbtF1Wq0OMryHmIJpK9tk6piiRkTFZ06ETIZou3RTX2yA+omVCwjKzHH8fVpw+S242cnEyZqgo9E58PIxBkz1KdBTcEqcwPibaW9VfD3mNDmbUNyYynNw/RHkeY18mPjhedfYS4jyUHrI6UlYFgCrqF+MslYQRftxwHoNhsnDBiBN6yMsv93t27ebFRI3557bVDnNlxHC2oTufB1O4nhCTL3LhoESecdx7v9e7Ntrlz2bd1K5tnzGDSeeeJyu6cE2DwwyA5YK8CJQr47TDiRUhrcviT2LcbtPS66qFKwHTBtZ9BSi6kNIYOfxFk2nsQNmOfRGDo6+xJEwnPKpIJuhzoSUq86ZURCecAyI3b0enZp5GdTqSkJLZLUm2nbMBnsmKezseva+IW+v4WKPrp8Od3EMggg1v4K9lkhCuSTEKE0NBYwwqWk4D8P2dUYlGYTU/GbXIkJ+MtKbFcZDeCQV5t0+Z3pvQ43s72p0CgspLVH31Eo66dEpdhx27fT9WjMy2N5v36IckypevW8fPLL4vVV9OslSJc9t577FwacSPZPOAYAusNEbgV6bC6GpZMP9zpJcbPb8Did6PrQw0VkjqCJzv62Bm3w74S8XtNpnhfAHYuB+BsutS2de0lnRB2sreWoegWGeea8X4NZn4FI9vhqSxmwObNdJs8maxbb8Vwu6P4fgwdfBWwaTGCN8VfCkvuOlJX4rAhI7OUfLSYUiIdgyXkH7iVJOl0sLe03mea4F+33+FpLVrUytnGDTcMfHv2MGHo0DrC0uM4JqEFAqybPJns9u2QDoUDNIE9Uux2Wg8ejGK3EygvZ87o0aJUPJw0ClVXUzRnDgWTJ0ecSwHpXFhtCJXIIg3WmbD08/pP7EDY8h0sfFhwndXcKroEeiNIaRt9bP6zsOdX8XvN6rRPRto1G4C/kIErfEGq8eDDRePSQpyaFfcb4mkZMODXn+GOzijrZ9Ns2TIaT59O8j//id9mi+YeMwR93fZPAdMHRgVsu+aIXYrDhYTE9+wmELPaZwD5VFFygMpIhRbYzDMS7PVhmL/ud7wrIyOed6sG4effZ5deSmWRBbnocRwzMHSdjdOm4cnJRj5ChXZthg/H7vFg6DpfXnEFIa8XPSjuy1BVFWXr17MkUrVWkiBlGKwFdslCKbJAhdkTD66vpT4oXg2TrxXiJhE8JARckNsj+tiCT6Hgu+jV86ANNgrekyvJxBa2RUEclNGA3OJiDKv7o2ZTENieDw/2Qf7+DZpPn07eTz+R+eKLVMhyHA+iEYT89xHJFsMLG65InOH7HTCbXXG2CMCHxhpi2X+jIUnJKMqtCfaGQF92wPdPbpRYRVTz+5nx979TtHjxAc9zHEcXhq5jGga6/zAqVSWJtGbN+PyKKwhVV9falmBVFXvy8/n53/8Wx2X2hA0KFMtQrMN2Fb6bEt9ycsiTMOC5M6C8sM4miJUcSApXAW1fCrPGRHPFairOuR/SmTxUFPaRihc3ycUWvGwgfBYd+HUlLb56gWGrl5N6ySUQUwiha1BSBDs3BwTH23dXJOxqONLYRzl7KI2j9AgRYhEJklnN7yGhM+vNt9yc0a5dws/gLSlhwpAhCbljjy6OVyL9zyPk9TLp/PN5OiWFzy65hI3TZiTOgppgc0a/tvquqy4X3W65pfZ1/rffWvL9aH4/67/+um7DthUw9SXB2F3T+Bvyw4d3w96j5GzPewlCMQZbD8LKj8V71yBQCWsnCacqahJe+OkJAE6gIdmkhQsXbWziRPa0bI9ms1IPg1rF6WAAvFXwjyuRZJmMgQMhMxMjGB/whQJQur32g0JhrI7l74uQhRoJCEWShOWbNZAkyBot2nni9sngbL/f4SmNG9N66NDEFSwILouNU6fu/3Mcx+8CQ9eZctttPOFy8dHIkax4f0JCqWxJFkqRkbX9kkycPVIcDjpcckltQL9j9mxLdZpQdTX5kdLH1bth+m0iU2KEezk0Hyx5AwqPEqfNshfDRE8RMHUoWQH7Nkdvz38+noBb94rkEtAWO11xIQMyEtvJozSrC367hRqUiVgtBEG2GfTBq9chhQK4evXCbNEC2YKXxAhA+eqIDf41oO8/IPot4U9gi2Qk/AfBR+KU/oJkKQzgQZY67Hes6nBwym231XLdWMHQdVYfl9s+JmGaJvOefprHHQ4mDhnCTy+8iKFZO0ayGu4MibA/kkKcLZJVlUbdupGUmwtAyerV0YqQYWg+H2s+/DBiQxDGXyT8kZoAL+SF9dNgZeKKuMPC4jEWYiOm8IO2zInevPSJeLul+2DDfyHkJQsbZ5GKgrhEheRRlNvD2kE3qPOLTEOQb374D9hThLNTJ5SuXZEtnu+mAeWRa0xmAKpXHsKEjy68CVbXJaSEdioSiu0mJEsybgco3Q44vv/DD+/XFoV8Ppa89dYBz3McRw8rJ07kCZeLSeeeix6sXyJHttloNWgQ+7Zvt2y/1fx+Vk+aJOzIo6Mg4AUtHLQHvLBiNvww8TBmAWyYK/hPYhM1WhBmvSl+n/lCfB+wHoJtizl3d3pYkEdiPe0paxgvygTUJaD8XijdiX3iiwQMw3oh2YSSneHfq3dC5bb6z+8QECSIlCAVEcRiQQ/AnQdqivU+zwmWm/s99FAcL1ItTBNfWRmFixYd4NMeDRwn1v5NEKispHLnzqPOpF5jQOY/+yxbZs/GNE3GDx7M+i++qD3GNBJ/BlmBflcTvSJXIzEtU0vi1nroUHr/3//VHqI6nZYs8rKiRLfPLYxJ3NRAkmHZVwc9z0OCL1E/uBktT+kvI+FSZOUONlPKP/iK7ZSHBUckDBxkDHwa1ZYUXQpvhkvEY21d6U4oFu1paW3a1BL/RsLmgPSGERssyOl+T5xEc+Qo79lEQSMNlRXkox/IYcq4EpQUoj1wmyDeTupzwPc/f+JEOl11VcL9eiBA4HftET62YRoGlUVF0a1dRwGGprH+66+Z/+yzrP/6awxN4+ubbmLxG2/UOh/7s0WKA854SARwNTbIrOHtkMCWlITN46Fh164MjSDMVp3OhG1GUffbpm+tOX40H6z9+BBne5Dw7bbertiE/amBaUIogd0KllJIiMFs5he8tX6WgkKrtjfjdGaHL1rNuSQRtMXmfiQJNohkmbtNm1qCz0jIdkhuEzkGsFAk+b0wMKICQsBERkMhxDJKDxi8KZyJTHPALgi2DQMMCclMwSYdmLj3jCefpNdddyWU1DaCQQL7LFTwjgMQiZyKwsLalfSj+T6bZ81i/rPPsvqjj9D8fhY89xwzH3ywbvFrP76ZzQFn3hUmca2xRRE8ILYkN/akJNJatGDUx3W2Q3U6E64OK5FJ260/Wb9/sBoWjTv4iR4KqnYlruTxxbRGVSda4JOoDpYxkg18z75a6hMVmSbNzsPRqCuojqjjMREtMJGQFVguuEDczZtbLq4hQXKLiNemkVgI5XfAQBrG6EYKWxQiwCb2UJkooAxDUtoiqWcATmpU7IRxdyDbE1Up1eHk667jzGefTZxIMs2ELW/HUecXHckYrXzLFha+8gq/vPYaqyZN4osrrwwrsSWGrFp300sK2JOSyDzxREaMG4fqdCb04VSXCzYsEUmdWPirYaq1cMRBo6oUa3EQHfaFMzmlm8P8A9HQFZVPyj9iL2EBA2Q+u3IUhj3mXjYQrbM10ELwwxdkdexonUyRIb2Gftc04rl3jxIyycRBZIxmIqGjYJBOCn7iOT+RFGj9cDwPnuSEtvHtbABNTz2VCz/6KKFamxEK/U5xzx+7EunY8Wb3g72bNvFcZiaSLOPJzuact9/Gk5PD0nfewb9nDyeMHMkJI0YkdEQTQfP72b5gAarTSeOePdlbUMB7ffqg+XxoPh+q00l6q1aU/Lr/svwaSAq0OgV2FYhqxVjINjv9H3mEtsOGkXlCdLb0xAsu4PuIpJKCoAQiFGLRo48SKilhwLPPIkuyCF4s7fRRUiFpeTr8OjneoKU0BncEGWFyE8GWGfexZGjcm/EsJBCRQZVDIYZ/NpnsqXeCTwN3NgRLweGGSgV2WKzYmwbYhVOVN3w4rszMKIUGSRaBW8MTa97EAS2vPJzZH3FcRD82UkSAEDpBVDQkwEs1HzKVWSxiNJdiS3R7KsnQdias7xNR1RBm3zMqDkiYaXO5OGfMGNZ98YXoE46BEQqRd/rphzXH/2XsWr6cV1q3xubxMOiFF2h22mksGTOGfdu20WrQIDpceik2l0U1y35gaBrbf/oJU9dpcuqpBCoqeK93b6qKi4UtcrnwZGVRvm3bwZUZS5DaGKr2SSDHH29zOznl1ls56cILBYlkBJoMHIgcQV5fQ08mATsmTWKWYdDnP/8JJx+sbI509BSR8obD3vWi+ikSpgkZEZUvkgTJJ0Klhe1O6ci/KaUSozZFYpomF/40kc5zx2JWlyO5MsDcAzYFgg1gjUUQaJoQrlpK6dSJlG7dKP/lF8yIVT5dhczaji8Vks4AJSn+XL8TrqIZMymllCABNFRCSAgX5VU2MIEtvEVP0rBOxEuSjFv6Hp/WA9MU5Z8yMhImplKKFMlIbgFZURj4+ONs+v57ihKsAjbu2fNwpvg/jV3Ll/NqmzbIqkrf+++n09VXs+yddyhZs4YmvXvT5ZprcKYeGoGyaZoULVpEoKKiVgJ9/JlnUrxyJZrfj+pyMXX0aAJVVQdd/i/J4Ey3XmNSnTZOuvBiulx7rZBkjrAdDdq2JaVZM8rWr6+1eyrC6pQuXswnQ4cybNw4PPvzfY4WP1vb4ZD/HYRiMjp6EJqeFr0tpxds/Zo4x83mYZJLpQSNQMS+AYunceZXb2LuKUZypoJUIVijPU1gw9Z4X0ySwSFskT0jg8aXXkrhpEkYkaILNmg4XFxGSZLA3ghc1qv2vwfOpBHfsoONVOJHwxa2RQAfsIFP2cS/6UtjEttP2fkJZlVv0AV9goSCJMlg7Aa5YcJxIK5Jj1tvpWjxYlaMG2d5TKOuXesztT8Fdi1fziutWuFq0IA+DzzAnvx8qnfvpu0559B+1KiDIsKu3LmT4pUrScvLI//bb5n5wANizUuSLAVErFBTFB0LSVYZ9dFHtB46FEmScGdm0iAc38XasbJ161g/ZQrtErlah+vftDlNdJPEwu6BzueI39sOhB1L444zND+bG+fWUl90n7OYc8d/ix7QkSWnqDDUTZFAiu1yczjpcPXVLHjsMXE9wzZVksGTCk3yEIFs1sngyTm8OR4kJGRGcjGTeB89XGUjrq7Jdgp4g6e5jjtII4b4Pu9O2DsfimvUE+UDhsBtzz4bu8djmSzSg0Ga9OplMepoo6YS6Y+JP0QSyV9eXuvs79u2jQ/POQckCSMUwjQM1n35JY179uTKadOQFIXKwkLsSUk409ISnvPXzz7jy2uuQZJlTNPE5nbjTE+PIt8KVlUJA7Of/ldZEfZEsYErNYnT7qnm+8dNSyOmOl00PPnkuAQSQFJODiPHj+eLK68U7RU+X+39oPn9LB8zBiMU4sy/3wxTXxDtFJEwDeh2BBQDYqEFwdEYKsJzUgGXJIKn88dEG1NZhQHPwYzRohpBItxT44G+j7GRaMLm254fQ+elq3AEI0pFkxvAy+vg6/Hw2oOiDBNEVt0AkpJh5S/QbxiyqjJqwQJm3XwzW779Fs0w8NtMNJ/Ja/dCbp7MBQ+eRPrJTx3563IYyCCFR7mKeaziO36MahoJEKKIUhawkv7sx2EpfhmMyO+ABv61sP1OyEu8SlJZVMSaTz5B8/lqZeFjIckyrvR0y33HIYKsmkTzNzfdJLYZBkYoxIZvvmHBc89xw8KFOFJSqNq1C1lVcWcmKDcGts2fz6QRI9ADgdoAKqdzZ8q3bq1ddQtWVoYf+omDNkmuaxtRbCqnvJxN/sRSjIDVCq5CZtu2cQkkEPxI50yZwlfDhmGGQiheb60tMkIhNn/6KYGyMoZ8NgGm3RI3HtUB7S9N+DnrDdMAMwX2acIWKIATkXTu+5KQxI1Ep3/DT+eKtpGaCShu6PgS86iOqrH5+9QXuXrBRNyh8D0VrBbEuDcugS0bYMUloIWDxRpZWUmD7Rug5cmg2ug+ZQq/3n47OydNIhAMUuKU8AcNtlwDKY0lBj3XkOxzD3MF8wgjGZWJdGMqxbzB+qg1Pz8GJQQYSwF3kTjY1Iz3wSyL8N80THYSCF2Gyz434Tjf3r2s+fhjvKWlVO7caXmMrKokNz76SjF/VJhhUQmAOY8+yux//UsEXH4/G775hnlPPcVNixeT0qQJ3tJSDE2rbRWzQun69UwYPBhfWRmSLKNrGi1OP52dS5fW8uQFKysJVVcfMIGk2oV/ZJpwxist2J2/2XJhX/OHSGrYkOZ9+8btkySJC7/8kvH9+xOsrITq6lrXytR1ts6YwYf9+3P9qhVIioU7a/fAKdfu93PWG7oKFZrIuMoIW+TyQM/RkBLDr9PjCdjxQ7i9NjwD1Q29XmCW7I1KII2a+zn/mPQMrmC44jxQDXY33PE9ONLgvp5Qc6fW2CLNK3pR/NXg9NBpzBjsGRlsefNNgl4vJU6J6qDB5ofAmSIx6B8p5N3w5dFL9tcDNmReogdzKWYMq9gbsdoewCCIwWus4ilOTXwSbRqSFsmJooNZDpVnY6ZtFQklC4S8Xn799FPKt25l96pVlsdIikLmiSda7juOsF/k91NZVMR3t90mVMYMg/VffcUvr7zCVTNn4i0txZmaiiMluhXJNAym3Hory8eORXU60QMBtGDQejU+AWwOkUByJIPXoghZdTpJadIkKkl98RdfMK5/f6pLSqIqnIKVlXz+8PPcO9AeHyQ7PTD0+oP+XJZQnUKYKH9J+MMDSU7IbgWnXia2DRgNC94SAkGGLnwYu5vp/ftQHRbH6fftPC4e8zmOWh8vJJLJWR2haCmgRfgrMrTqjNNh5/IFC5h2003smDuXoGlimBDcAy89LnHOVQ1oe/2kw5vfIaIlbfgLdzGeN6mIKJ/SCKGjMY3JXMx10YMqlkLJdxEbDDD8sHQEDNwFarSAUFl+PusmT44WZIjBoS7+HhnUVCL9MSEd7fawI4FGkmTefIBjbB4PPUePZuWECXhLSjANgxZnnsl5Y8ey9O23WfjKKwTKy2ncqxe977mHTy+55KAz24kgKzDwCpBUhZ2bVNb/IiNJPkL+cB4qxv6pTid3FxXtN0D379vH+z16UL5hQ9y+3DQHl99wHsqqH0HbDTkqOMMPxWvehL7XHNZ8LPHacNgwC0IR18rugrtnQvOYrG11KXx6C6yZLIye0wEdB8KZL0FGO27hAyrD0tG5hbt46s5HsAdjbh67Ey7+J4y4F+67GOZ9BwENAhHHuZOg3zB4YVKtE1Q173lePeteghGdfpIskdSwEXds3nxYcqBHC5sp5E0+xW9Rpp1HI+7m8sSDlyWBYWEMJSd0tf5er/nkEyZffTWYJoamYRqGZSCQlpfH6IKCxKS3hwFJkpaYptn9iJ/4N8SB7JHqdNLl2mvZMmcOezdtAiD35JO54IMPKJgxgx8fe4yqXbvIat+e0x97jM+oMp66AAAgAElEQVQvv1wESIcBWYHe14EnQ6GkQGLNVCe6UY3uF8nf2K4L1eXipiVLyNqPU6z5fEwdPpxdc+bEOXOp6XbOe3AU9i3zIFgIDdWw9LQMvf4GfR85rPlYYtodsOydaH42WYULJ0HbmNYpzQs/3wX54wSjrM0GjbpB139Dgx6czWZWh3tlk/2VLHq8L87YlUFZgS6Xw4Xj4L174Ls3QTPAH3G/Oj3QoiM8OwdsolpHK/6S9zuOxFtmRuX8bMnJXL15M66MjCN3TY4QyghwIfMIWfAgZWBnMv0TjvUG22GaGy322HHbtyNJ8QnUbfPmMXHoUJEE8fuRZFm0FsT4I/akJO4tKdkvh1t98WewRZKi0Obss/Hu3s3OJUtAkkhv2ZLzJ0xg3/btzLjvPvZu2kRqs2ac/vjjzLj3XioKC6P/DpJ0aCSrEnQZArltZcqLZVZO9xDyVaKHDEw9Pg9uT3Iz6qNPaDNsWMJTGprGdzfdxNoJE+LaWVLT3Vxy+3mk7lgElZshxwZuXVRFd7wALv3vkU+WzH0dvv6b4COqgSzDyOehb4yQh6HD7H/CL/8WVUuqAk3awYAXoelg7mYr37JPVFwYBgvuGUiDKosouOWpcP8CmPIqjP+b8C+rIxwehxvSc+HlxZAsfExz32I+6HkqJZs0jIi1UNXt5vLFi8k4RpMiw/ga3WIlVga+5ZywklM8zIohoFmpziVDyg9I6ilxe0rXr2dsnz5ofj/B6moUmw09FIr7zisOB3cUFOyXgLu++F+3RYrDgWKz1ZJitxk+HFdGBmsmTcLQNDLatqVs/fp6C7o0awehkMTu7SamSdR3vQb2JA/3lpTGPUuC1dU8m5ERxxPU0gGDGrnJkf2QokC6AS4n9BgG/5gk7vf6QNfg7k6wa1Ndu5wkQYPG8O+14ApX2q2bC2/fADs3iP0ZmXDps4zuFcIrBZF0g5cuuY+kSguC8bY9YfNeKNoGlRHX1OWGjBz4fDHYDcZ2yaOwoJrIrj6b28118+eT26VL/eZXT5gYPMnf4wi2QVAN3M8z0Rt/HQ1bXycu0FaSodNYyK3zCec9/TRz/vUvDF3H0DTL51lGu3bctm7/wkQHg0O9lyXpBBPercc79TkmbMYfhhPpQAhVVzP/mWeo2L4dze9HDwYpmD6dNzt0YN6TT+LdvRs9GGTbjz/y8ahR4iFxkKipNopFu67Q+7rTcDQ/m/W/KIS8PoLV4YDNIKq0zuZW6X3vvQes8HCmphKyCCibJsGlzQLIP3wKxbtgrwQbgX53wHMbj04CqXAVbJgdnUACQILNS6I3GQa83g9+/apODSUQgjW/gFusfA6mPTVCts227ECz6k0N+mHdT6Cq8Pxn8MIXxNFyeKtgzhRYFCav3LOSVa/fHyfCYhomgYqKY5Yk2oYao8ZmohDCiY8ytvIN06jG4gEBYCb4/prxzg+Iar7JV18tKmj8/tokEhD15Vbdboa+9tpRSSD9WaD5/SwZM4bSX39FDwTQAwGKfvmFMV26MPWOO6jYvh0jFKJ4xQo+GTUK3YJLJxEkKZqupwY5rWHAnV3J6jqSVd/YCFRUoVWZmFo4aIuw9Kpbod155+03gQQi0aT7fHEJpLRkOG9AENsvH0HxNig3YYMJeVfD9SuOTgLJWwpL34on+EeCgtnxx/9wAWx8XySQAEIhYc9UkdC4OUKZrVnZNkKKRZLZ0GHHYnHRr38Rnl8UX3Xsr4aCVTBzQvh9Stg2/iKC1WZcsGxoGuvHjz+kaf9WsCPHOW8KOg78+KnkBZZRnNAWJVJxkzEtFN4MXefjCy4gWFVFyOsVVXw1jl2EY27zeDjjqaeOSgLpzwJT19nw1VcULlyIHgyiBwKUrl3Le3378tmll1K2bh1GKMTeTZv48pprqLaSQU6QQJJkCavin+QGMPjuE2g17EKWfKXiLdtHyGsIQcUYv0h1QtZJHWk9ZMh+5yGrKpJpxiWQ3Ha4oouX5EWfQOFGqNBhiwENz4Fb58Jl7x/5BJKuwbf/iE4ggbCTqy18je/vgl9ermt703TYsQXCbVlXk4UjfFGSfVUk+RIoLRWtEf8Pvx3e3AyxJNIBL5QVwqfhYMsIUvr5mZRt1eKCaj0QYFkED96xBltMaCKHbZEDH88yn60J1doSLQxLYFonKD6//HK8ZWWiMts06/jFYmxRt5tuOioJpD8D9ECAYFUVms+HHgiw7osvWPbuu7UV1sUrVtQ7geTygDstmd2FKnrIOoFkc8kMfNL6WRKsrIzzd3t54OJ0yAl4wWdAmQm7kuDhL+GfH9c/gQSw6Cuh/BNZlmmaUF0O6xeI19tXw9NDRAKpZn9FFSyayulSR+yoeKq8OPwJeMIK18MXa+KqcfB5YXchvPU0ZW+PomhLdAIJQPP7+OnFF+s/v3pDQo667wVXrJ0gCgFWszDaR9G9xCWQwuPQ675LJWvXMufRR0XcY5EcRpKwud0MffXVIzmZQ8AfmxPpfyaJBMRLmoZCeEtKCHmjH/aGplmSoFo5G4rDRs9ByXQ4pa613pMK594AFz54AlK/ecwbuzLuPUAkn9KaQeOuTs57720G/OtfBzWP3G7dogN7YHATsMkg1UQmhg7BICxYLDLYRwPbl1kby6AXChZEb9s4E/ZtF+oBNTANkYBaKgKs8+jEqbREQaa0YTayVamqaodmJ0V8hs0ioRQLvxdmhonE17/L3t1arYBCJIxggIrt2+N3HANoTDZJ1JVP2ghiJ4SMiU6In1jEa7xFwIpQMvks4m9fGZL6gx5PRLtx2jRrzjBJIi0vj7QWLWg9ZAhXTZ9O2+HDD29ixxFHLmkaBoGKirjqRz0YtFQfsoKkKrTrn0r3c0AJU9Q4k2HgLXDDuFSUE35m/pi9hLyxra5hiqCWCg06Ozjzhcc4f8KEg3rP3D59kCOI/RWgZyexmC7VlDeZhnCIfpwB6a0P6ryHjNJ1gik8FkYIdsTIwFZshJ1zohwJQHCVrHkJgLNJ5hYaoCJRktoEW5zKEoAEWRGysKWFolIyFoFq+DFMBrznEyqLTUtHVvf5qNi8OX7HMYBkbHQkrdaiqITCzptQjJzBdm5lDqUWQZoijwILziTJbAhm/N9s59KlhBJUAXuyskhr0YJmffsy6qOP6HHbbYczreMII9Y3qmnHjYQeCCQm6I71AySJ7BYe+l9QS8WDzQk9zoXRYx04+81l4ZcZaIH4h7Jsg9QWEg3ayfR96DaunjUL6SCCskannorNUxcUqUDvPHAqIEfecKEgzJkO2ftXKq03Kout+UwACpdHvw5UwrK345Pfmhd+fBSAzrj5J41xIhF0ugnaEgiBZDSr+91biaXDEwrA/LAa3d4fqCwOWvJQmbpO+Uar6sFjA6fTuDaRpKDhIICCgYTJQnZwHzPYjEW1lv0ysFSLNEHOi3sue0tLRfuaReLU7vGQ3qoVDbt1Y/ibbzKkRvb9OA4fpnlIrWo1kBXRiACgKHBSd7jlYTv5ywPoFrZGsUOz7iqjPniDnrffbnlOd1aWINIOwy7BwBSwR5okTQNfAObOP+TPHIeCZeC3SBSH/LAlbD++fjbexgR9sORLzt3blG60wu9JQk9AEk1OcyjaCn6L52wwCFM/oWL1fBQLs2saJnvCFfS/JSQk2tMZBQUwsRMK3/MgYTCDT5hFncAVuaNAiUmSmYiFw/S61ui1n31mScYuyTKuBg1oM3QoV8+aRauzzjoq8zow/tjqbH8ITiQpopxaUhThEMUYfUmWD5rksXbFM+Z4xW5HcTgwdZ1QdTV2t50GDUIMOLMSuwNGXgGmDHKaTQQ0vd8DEKt3CfCXhS9izxltrWKUAH0ee4ytM2eieb04AUWCNIv4CYCVPyXYcQSQ2dJ6u+qE3JgqhtJ84kqBQDhPu8QKWgiDrexBRaagZTN2NG9K84Kt2CITeooNTr+67rU7yZqNU1EhKdxXHdxLs9awYj4EY+yuJEs0OiW+hPlYgITEzVzAq3xEiAAyelSRto5OFV6WsJze9Ige3Ow1WNdDtLQZXtHGpmmwby4szQZPD2g1HpwtOBBanXUWZ48Zc2Qn92eAJCFJknBMI+yRrKqisuJgYbHSb3O7sbndosS+qgq7x4nTHWDYTRUkZ8CQm8EwQUmThS1q+Q7INvYlSJiqbonzJv+Flh2fRyKRMYlHhzvvZP077xAMhXCYJhKQkwmy1eJ+2Xbw7gNPYi66eiO1eTyZNojMfkYMX0/FRsGur8cm00KwR/BdGMAKQsio7EzKYGqHwQxePR1XpKSu6oRTIxxPV1Lith53mLxYryDnBMOSy9fmsdPwtNPidxwj+CcduJ0l7MGPWUtuKWAAPjQ+ZiN/pWPUOLv6IHrwa0x2AtVCDckIIrOVkL8xktQW1fFfZPnApLQZ7dpx7Zw5BzzuOOJRozpjRiwtyzabaFuOXW5O9D1OYItcDRrgLy8nWFWFze1Ekfycf6OP7MbQZ7hwpZQMwOaGNv8CeyblBQXx74u4rQY+O4COF3yFJB08yXz7yy/np8cfRw8EcGgaCpCXJYJJS2xbC61PPujzHzQ8GSRkcG2QF/26ssi6dBREYjyMdeHkbEBRGTvoKq6fOhZ3ZG++zQWD/1bDii3aaK38LQBXsvhfqyS7jYxVflx1yDQZMMB6/DGAm+jAFirZzD6kCIJtECGXH433WcHDDIge6LgWghNAW45gFa6RJvXBvjYg52J63kKyDTrgZ3CmpTH6GE60/SkgCZEOWTKRZZMzBkOvvqIYUHaClOqh1H0Biu1TdAvux6RshWt/3hev4hUBWVE446mnmHbXXWg+H7k2wUtti73FA36Y+S3c/c/Dm1NuK3AmxSeS7C7IDvvr21db39+qg1BJPpvSS0F1MO38Mxjy2YwITiREVv+yh8DpJq7MqAYuNzmNZMvdigotfidhncGMpJTdlCL82Mg/QYggy5lHD84kiRTIHAxZZ0PJN6BXgy7VJSdnnQBNr4EOLyd8L8UuhK4SJRd/O/yxOZH+EJVIqU2bktGuHZ6cHDpedhmXfvUVrgYNsKekYE9ORnU6yTvjjIMue5cUBU92dtSqls3joftf/sLd27cz+KWX6Pu3Ozj/apMb/2bWiIEJ4lpJgawhcPYqyBIEf426WpOOJueCzfHrISWQAHK6dOGyuXNJbyjUJByI4hK93KJzIPkoESBrQdhdBJobQko0Ubhqg9NuiD4+t4P1PO0eaCLIe79jNYWU1yq0Pf3InSzudTKaqmLKCiS5QQ7A3zrBw/1h9xYYeG68Y2sgrLxmQmkxJLfjxI4yKelEldcrKjTs2oXsk07iWEVDMnmMWxhAF0s1thAhNrElfqAjDzrkQ+NnIP1K0GXRR2mGxE/VT/DraWAE2Dp3Lms//5yQBaGczeWi4+X74V46jjjYXC7c2dm0O+ccLpsyhdRmzbAnJ2NPSkJ1Omnev3+UbTkQ3FlZcbYob+BA7ty2jbPHjKHv/X/n7NFw+3smyRnhZLoEiiKDrTuc9AtkjAIgb0BvJIuYxTRN3G02HVICCcDTuDEjFi8m66STkBDVkMY+hPKHj2i7ICuCl+NIwzCgcDXYmkNIjbFFTjj13ujj09qDYZFwku2QJZS+plDFfHz4wie7Z9RTTDplFD6bU9gihwukEPx3MLzaGYqWwYmngjs55rMB2ERguXMz2FqS086kYcfowilJBWduDo0HDjzsy3G0kImTifTmr7TGYeEaaJisoDRuuySl47KvwK6+hipdi2q4w6M1IIhpribkH4BpFlO8ciVL3norjn8CxPf+5Ouui9t+HIlh93hwZ2XRvH9/Lv36a3I6dcKelCRskctFo1NOQXFY3PMJWrzsSUlREuc2t5uMtm25dd06zp84kb4PPMCQa5K48yXIbqzXnkokclpBjxnQUqjMtjjzTFQLnlI9ADldNxxSAqlmrlctXkxev34ogCqBWYmwRdVE2wUtBKmJxQzqDdMUrfwNukDIFt1NYXPDkIejj09tmkAMQYJcwTmyEi+fhFO3JvD68Jt4a+h1VDk9mIoKDqewRRNvgIdawdrpkNEIWnaOXmAzAckGWa1Ei60zj6RkPycNEloHte8sg+Lx0PaSS47QRTnycKPyEn34J6eQyHvOpyxumyTZIXkWJL0P9htBaoqon9WAABhboXIkpraKvQUFzH/iCexOZ1xKUHU66XzVVUd2Uv/jUJ1OPNnZtB46FGdGhvCJkpNFcvsgW0prEuGSomBzuznn7bcZcM/19B+kcssdIoEEwreXDAVOeY70899CkuIX7SQZ8npKELImSo9E95tvpu+DD4Ik4ddF0U9FJfj8MeFH7hFoZ8w9AfwGBKQ6+yErIvl7ynnidatTrJPPWoDvcn2UUEEAjS+vGM63Fw7C53KiqxI4ZJBD8O8rYfKT0L5LXZY9LOCMZIOOvXEnp3NKD0EXWQsJbE473f/yl8OfZz3gxMV13EEuuZZpegWVEnaIF5IEXT6ErpMh8xyosRSmJkSHto8jtOh6qsMcyVY4YcRREKP6k+EPQazdvXt3c/HixVHb9GCQghkzCFRUkHf66Sg2G6+3b4+vrKy2CsDmdpPUqBGVhYVRpds1xGG7Vqxg1YQJ2Nxuut50E22GDavrjV3zDvxwmygpVCHqSdbmUhj0AdvmzWPeM89QsnoR+7YXC18hfDltLrjgTWh39umQMbNe834nN5essmLOcotqJBmEerYHlEyQXG74y6Nw1T31On9C7NsND/aCihKRLVcUkaBIU6BpB7hqLDSNWeEzTXilFxStEF6iDoRk0W9z33LIzONePqOI+Far1KoAr93xEHLV3jqHS5IhNRte3wJL5sPtI8R7eAOCa0lWwG4XDdDDJGgZxO+DudNg9WJBgRIMKsh2J6Zh0P2WWzjrueeQEy5b/r7YwjbeYyLBmNY1BZne9GI4+ym13P0ObL0znmhbTmbtirP54o4vRftIzb0uSUiyjGK30+2mmxj80ku/GQfS/wKBZKw9Mg2DLbNnU7VrF01OPZWUxo35T5cu7C0oqA2WVZeLpNxcqnbtirNFF33xBaHqapa9+y5GKESnq66iwyWX1H1Xy+bAwiGiPUtB/NT8uVK6Qa/FFK9cydwnn6Royc+Ub91ax8uGEAHq/pSbzqPbkcvSes15ao8emGsWcUZbYQ5kKewXOoBcRJtXvyvh5rfqdf6ECHrhtdOh+FcIVAnHytQgTYUGzWD4f6Clxb0x6zLYOllUI+lAEFCcMGI2NOzJNRTxgwXHT5qm8fOr5+HZUxBNruBIhrvzoWQ33H+m8DJ9AfAFhS1SRAk2ZwG9NPSQybKPYc03gsqgMqCA4sDQddpfcAHnvP12VLB+LKEEH9fxA0ELvoGe5PAoPROONfSZhAIjgFhePyela0cwru+X6MFgXYVK2O7Y3G5annEGF33++W9mo/8nbZFpUrhwIXsLCsjp1Imsk05iwpAhbJs7t9buKA4HrowM/Hv3xtmiQS+8QEa7dix64w18ZWW0v/BCulxzTZ1qjbcIPmkeLgUg2hY5MuHCEvZu3sy8p59m65zZlG/dgKGJWxaELepwFZz5shuPI7FKzv7ww1VXsfPD8YxsKmImRQ5/jVSgEeCwQfvT4NlZ9Tp/Qhg6vHoRrJ4m7JKkiImlqJCWAec+D6dcET9u9sPw8/OiKttA2CLZBhd+AJ1G8RxFvEtpHJ2s2zCY8vo9NNqwACIrJO1uuPcncDaA+06H8l0Q1MDrj5ALVqCjDv11TNNk1TRY+iVUlkNVSMYw7ZiGQfMBAzh/wgQ8WVlH9lodIYTQuYLPCcYRY0ITUniVxGTspl4A+zoQz5MkU10+iDc6zUUPBqNaXTREIjWjXTuumTMH+yEsBh0O/tdskR4KsXnmTHx79tCgdWsmDBpEoKIimodTkuq6QSQJZ2oqXW+8kR0LF5LZrh297rpL8DbOexh+fCxceo2wOxIgq3g73s+CWUFWjnuZqpJAVPhg98DN3ySR3m0ceGKENyww6+GHWfboo5xDXUNkza2UlQmyxw0Tp0LPeBXJg4Jpwpt3w5QxouXWDHfUeGTo3A9uGwfZzcWxuzbCAyeL+KumUEW2Qc/zuPuec9lLtO1st3I9dz32ep3SNYjKplNGwIzFUFwElT7QwxfIoYKiYZ4NyzfCT/Nh715RuKQ4nNjcbs564QVOvuaa+s31MDGVD+I5kAAVO1dwN1nEJPPm94c9P8adRwvCSzc68O6tW7SSVRVZVTnrhRfo8de/HvHPfujE2m1MqA8H1bnHhM34Q7SzWUGx2+PUPG5eupTZjzxC/pQpOFJS6Dl6NF2uvZaZDz3E4jffJOT1ktOxI8Nef53cLl3I7dKFLldfHX/yzTNgyu117RMBhASjE/GQdmaw+sMP+eqGG2q5kCRF7PJkChqN/ndCs55OsJ9R7zm6PG7O9MWUVZoiVyClqiiXXAtX3JVwfL0x7k7RmqKHPT9dF5PLGwL3fWM9RpLglh/g2/th5ttQFRCGPhiEB9rDLR8gd7UufOu6eKnoB45csTMNQVq7aDL0vhjmFsPYF+GVx8R+Q6/r9/0GuAWcLjhrBGTmSHz3mYoeCqGHySyXjBmD6nJxxhNPHP71OQpoTlNSSaaUPWHDaSKFg7imNNz/4ECBpVKbafgonPcxIW+0A6bYbJxw/vn0feABcjp2jBt3HIcGSZZpEVNhcv1PPzH3iSdYPWkSsqrS9YYb6HX33fzyyivMe/pp/OXlpOXlMfjFF2k9SJTWnzhyZPzJy1fCvHPF/VEDhbASGqA2YNu8eUwYPBjN78c0RCuVJIMzRyKlpUKnv7tofo4L+36C/wPBnpZGj1Zgj3ximOHKyCoF6czhcO1R4IyY+TwUrawLomoSO/Y2cNuaxCuc/f8Ly56AxS/AvqpwGakJHwyAAc9g73ah5bDOO5bjrCiKZ+fUQ7DoHTj9QZhYCDM/gGfC1ZiGXld6/j3QDpR06H45ZJwo8eH9MqGADuGk1drPP0cPhbjw44/rfVmOJrJw0YkMVlAWVmsTtkhBohPpGJjIidSRzC1Yk136KV7xKZov+rrKqkrz/v0Z8MgjNO3d+zih/2FCkiSa9OpFk151yqmXff01C55/nmXvvoseCnHSRRfR76GHWDd5MjMfeIDKnTvxZGcz4JFH6HbzzUiSZN3OULUDJp8K/oi/oQS4wv/bUijLz+ft7t0Jer2Cd1IKu0zZkNwIut4qcdIVIEud6z1HR3o6p+eCS4loqzXDWhPlMlL/XvCPT+t9/oT4+SORQAqEn7U1mbFQEjy0ldqS9Vj0fwQ82TDjYSguE7ZIAsZfBafOQx35d2QpXj8kp7yEnPyYBBKIZ8H05+Da8fD2BljyPTwUrmCosUO6BiuBVqIYp9NQaNwRxoyWCfkNCKvkbpk1iwlDhnDT4sXH5L1nQ+EsWjKdgqhEkgx0JBsNAzVRQ4WxFcHV9v/tnXeYVNX5xz/nTtnZRl+adEGiYgMpFjBRQcRgiwrGIBas2EssaKLRGGOJxvzEGqOxYNRAVCxYEVCRovTepS5t6/S55/fHubs75c7usjuzs8uez/PMs7Pnzr3nnDv3fOeU97xv/CSSSenPMwmVx91Xw6DzUUfxq0cf5dARI2rlp0tjj8PlovcZZ1T+f/XChXx9//1s/OorcgoKGDhxIptmzmTl1KnIcJjup5zCr194gbZ9+sReqPhnmP13CFiTCSHUl+8Bn9/F85f+A2+xr3KxThiQlQd9h8MpN0LrbmFw126c7WnZklOEwBNlWCGl5SWi3KD140/VfQIJYNm38PFLEIh7HkNuuHNq7K6Sjr3hj3Pg/y6DFYusSTcTvv2YMc7dPH/TmJi+z+h3P4mdQAK10DVvGkzdAXdOgM/ep/K3OaC0WcyG486CjRvUJJKUKjBM2O/nk4kTaXHIIRnxFTSAX7KShYQJVY6GwCCHFrShfeIJXntfk5EIeDyBmOVCT5s2TJg7l9Y9a3b10TDo7WyNhvzOnRn94ovctm0bE1eu5PjrrsPp8TDi8ce5p7SU+4NBrl28mG4nn5z8IuEATP1NolPWEGqZwpGF2fcKPrnpphhn2hWha3ucCOOmQLfBTjBaQW7dzQIHjbRvvEJCqO+pcPf/1S9KQDLm/69qAqkCMwKLZlQf6jcrD/qNhaA10qxwrB3ywQuXMNzXBXfcvKUAuhcWY/htViWDXii0xMGTDZs3qBn8eAxgc9W/sz+VhPyxjTLk9TLvmWdUGOlGiEBwFePpTlccSByYVuOMMJVpTOfj5CfnDgQjbmuABBkWHHOayVUvwuALq5wxR4JBkFJPIKURT8uWDH/sMW7dsoWbN2xg6L334vJ4OOn3v+euffu4Pxjk5g0bqjenlRLm/gZCJbHplZY1udDtRj6+4YbKKFdgLXCFIa+rweg5Lek+2oMghxbcmZBFbTnit+fhsfPLLiHi7g63v6dWvlLN/H8nDqIA9m6E4u3JzzNc0OcKKLd0TJqWhaQfvrmby/fvIcdmIqT7vp8xbELMEvbDbsuHicMJewvtJ7AksLzq3zlvSkL+WM0J+/2s/uADvHsSt4Y1Fu7leI6nvaVFESt2m8lbrOQhvrcNvw0gjP5gc0yG3XQ+NsKEOTD0bsiyXEiZoRC+vXvpdtJJjXIQezDgcLsZeu+93LR+Pbdu2cKIJ57A07Ilx44fz23btnF/MMgdO3dy/LXXVv8dfHMFeHfEpkksLcqBvjfy5b33EiwrqwpcYoXbNgSM+07Qb5yBELm4nY/XuT6H/+4SOnkS/bIJwAxkwxOzoEXbOl8/KbNfrZpAisY0YeP85OcJAcdcDvstHZOmCggQ8sHcl7lw7WKcNlrUae9WhNNmYkqasGtV1bV95WDnjDsErKj694cPIRxKDD6zd/Vqdi6KcwjeiLiM4ziFHjH3yAS+ZhN38Xmle4QEHP3AJjqkjDjJyvIz4QsY/ifldkJd1KR028sD6FQAACAASURBVDZ6jxypJ5BSTOtevTj/zTe5fccOrluyhOOvuYYLpkzhPp+P+4JBxn/1VeIEEsC08coCORrLmm/enDC+El/M1mhpqiHcyPuhdfccyP2t2gZfC44cPZr2UtoOisvIhd9dXfsK2/HVFBVBMR6HC+Z9kpje+XDYbI1/pFRjsICXAbPmMWDe8piPdtiZpC/hdEHRLvj+GzUbFo0EdoKvFFYsTzwc8nqZnaFF9wI6czaX4yYHEwfS6pWVUc5rPEUwvl23HkzMdIa1dc/lgHNvgmN+RaXFrL+oCE/Llg1TkVqho7M1CYQQ9tGp4tmS3KlnoEywcOcFfPqnlwmUlCQclyZs+s4B4hDIuQra/QRGmzqXufOJJyQ9VrxpU52vW2dq08f/7nWbMNyA4eBXyzbQj064ceJA4MLAjZMuPU9Demz8I7izoUfUtrk4B8YxRCWXxe+ksKiYYW+stCCfCxidsLIWIsQCFrKdHfYnth4NWd1BRHU4wwYiEqagu6RzXzh1Alz2tLKYEw4H2W3q/lxq6k+ttKhsHfjsJ0rC5bB08Rl8+fT37Fq82PYze36MIOhINufSni9wksRRfi1oNyS5FvkLMzEZImv2s7Bmqr1emGGGrPmIC8nHg8CN2pXnBvp3PsH+HFcOdIu+B9JuriSBoiRN1uF2U7ojycFGQC4u7uQ43HGV9BNhMbuZi/1zaRjHIoxTICrqpIgYOAjRrrekw1Fwwi0wYRa4LfdS2a3T5NdPUytqpUWRAGz7Wq2WxWEGYPWWIXz5+i7Wz5hh638iUCwo39keh3EmHtdMHEbdHcy3rWbxI62/70n1pjZa9IW9z8hgOV3mT+FWOpKFIAuBGwMHgmM7DUSEbHy7OVzQK+r+VbewF3Vo3zbbrw/D4Wi0EWwBnBhcwwBy4iJA+gmzlRI+Zq3tecIogKyriInWFgYRDtO6K3Q4AvpfCld9qazkQG1l0zQcwjCSb18OemHz7ISHNhKBFUth4aIWhP2J7cPhFuxc3R3a/A3avVTrsuR27Jj0mF307QPGNhqJhZ1+LJ9t27adfh/DP19IljWOcmKwuU9PpF00D9OEgm5U11kpL0senKB482b7Aw1AL47AiGvzIYLsYzcLiNu61vcBy3m6qJxAkqaysejaF0ZdBeffoj4qoNb+kxuGph2drdlMItUaM2xNVsQmF+6Cpx91MuPx/zJ/8uSkoXBz20llU5n7e3AkF6XasM80KPPDrlLYXQYVxjUhCRsjadyJOPh85Qk2QtV9cDhhwNk1d5ZsIudV4DDhdoZzPcMsJ9KCCCZP9nezp11bpDNKMFxZyqTz6ChrrLMvgWybPeom0KPq345d7R9rw+1m1sMPs7+RhtkGWMXqhH3AAGHCrGSVzRmo7+qIb6HD9eDqCEYBSAMRdR23Bwp6Qt8TlU+MAVfXc1VF0wCYtlpUuh/+cZOT6X/8jDl/+UvSs90tDSIEyeMGnBxar5L4/BKzCNgB7KTSkW04Ahv2pdGCZNBlypdRtBYh1J7hljU4ubR1aAsgEVLyMO2ZQmfyK50swKSOnZjfYxDSFWVVZTghuzUcN64qbej59lEjBRAVWbzbMU6ETRzdkM/HguefZ9fSmp1+ZorF7LbdKuInwqwK55Y2uLL+h8M5CUQ3kO0QUsRokStb7e45brxypj0o49FRNDUipWXiGJsc9MNLjxpMfXgec/7yKMEym9DVKF9NzrZ+HM6JOIwB9SpKREJRMYT2qlfEa23DMGFd8YGHDa81wy5Xk8kxWgQ43XBoDVuFTTP5Ipw0uZwCPqAP7cgiggEYvJLn4L2TL8B0R02CCKF8Ip0e5QdzwHD7KEwuYrSox7FOnB5XwscCZWUsf+cdtnybgvDlaWILxbZ+kYJEmE01A92cpyHnCTB6A20h4lYhwy1Zc7rBnQdDbwFnTg7HT5yYlvJr6oKs6v9Y7c3ng+eeh/ffh9JdiY7VAcywJLdDBHJHYxsmNQmm08lOoBDVxSlCNfUIkJIYfaf+FlweNV6JlqlIGAadmfj5pP0XOMxszzAOr5ShD8eOJpDlipXnrBy4cJIKEvLrMYnWigLoAK2qcYfmyMpi15Il1VYrXexhV6LFERAmxIp43575R8LJ30L7UeDIB4yYoarbA30HQqfeTg4bPbqR+aPUlkgHD2s+hg+uhdJSZQUbolK8pr4j8HvDthGuKnBlw8k3mGBug6Ix9SpKZNcuzFtvozyoOkfBCOz1QrEfNoUFkZNOqdf1k7J/F2xYC+URdQ+8AFnQpgtMeLbm84dcrDzaVVBh7r6vDKY8BFMfZbp/LgFChIgQxsTnkPzx4bvYOPwCyG8HOdnglrB7OTw+ArZbkyeH/gI6RA0cBco/zKlC7dVy5YMjmxEP3m4rEmGvl++ffJLn+vVj/Wef1fUOpRUnLoRNb9PAsI3eVnViS+j+N+i/Aw55UEVgiCMrB35xssGlL4yiY/b/YP8P1a9iajLH7nnw5W+gxKcmbKIioX38ikHpPjPpgA3UosyRt2YjKaaQS5C2fmpqic9H3nVjcZShNDEIch9E9sGeMtjXpebQ7XUiUA5rfoDSgHLh4QVMN+S0gfFTaj6/z7kkjNyCQLEJs1+BT+5iSvl6ijEJIAkC5UjG/e5ZPh96PeR3Uttos50Q2glvnAZbv1fXaVUAvftXLQqZKC0aZkC+C4x8EB6G3XkF7ty8hO0RMhxm4Qsv8PLgwfz4z3/W7z6lCVeS7oHyp57c+bUQbpzuSWRlb8aV9QaCxNV9Vw70HQXnP3cyfYf9CL7Pq+00azLI/rXw7mlQLlUb9FE5CJo9Q7Bnl6jSIpvfE4cH+lxg4Mr14TMvRspEK+7aIqVEjjmL7CCVIzyzDEJFUBKEVbnd6nztaomE4aevVQesQotCTtXXuWlqbFhYOw47LdFFQBjwOWDRN/DqNXyxZxm7CBOs1CKT+y78Pa+deye06an6RS084CiDl0fACss/pdsDg+McTDuAwwzoYCgtMjwMGH8untbtMFxxfQPTZOlbb/HGiBF8ee+9db5F6cSNw3ZxreJYMoQwEJ7rEK3WIlp8p6K3xeFwQc9TYPgfjmHwJUVQPNVysKXJGFLCrKdVO6t4heCrr6CoSLlatcNwQkEfKOi1A/YeWHS93ZMnV3RvCANlVE0mbUiF/5ziIvBKpZ8+wC9UCNffvwp5rRI/f+TQWD01rfPKBOF1a9g3ZwomkjAmm7u155FH72D5sYdj5nlU4JFsPyx4HRZ/DGOujPXZZqBMr0924szO49QRblzZiVtn961dy8tDhrDwhRfqX/8DxIkraZt3kji+ocXRMHg6dL0SO7+MAjjj0jzOu/NwKEqyIJ8RtCXSwcHWefDOhcqRWwURIATlgRz27BZJB9xZeSrS9NCb4MizAUwILYbIzjoXp/jJJ5GlpQlfUHEAFpBNv9tuq/O1q+WBs2D9j7EWEEHg+jegVS0sq37xSzhpnFotEwYEDNXpCkv4eTny3Qe5YtLvMUKxjaA4J4vJl58Hhw8Eh4RIUDmzXf4VPDgEtq6F8wbCz3FWRAVATwkhAVm94bLtdLnkMS6bNYveI0fiyosdwJmhECGvl6njxjVK/0j9opcOoxAIjqJf7S7i7oC06ViFy+GoIdC19Yew5iH4/lRYNF5PJDU2yrbAjNOgKGrfewTVgXDmsXaBREbsB9zOfDCyoM9lHo66W02kSrwE6xiVDYCpbyF2bsMRNR8j1AZ1ftyexZEPPFj3a1fHq1fAis9jn8+QgNFPQUf7dhJDq14w9CFwZqvepV+onmHIhL3rkHOe5o6/n06etyjmNK/TzU2nXQfHXaiiGkT8yqR++3x443TY8RNcfzKsjIoYKlE7uAaY1kJRKxi4hta/fIGrFizgiIsuIqt16xgtkpEIYZ+PT2680XZ7dKY5lgLbCW03DkZEm35WgxDtsevwyAB0P0zwi6GzEcUPwa7zYeepIJOMDjSZIVgGb58IO76nskNQ4ZfZmcvS+Q7CQfvfUVeeGiP1HCk4/bmK3yODsKzGv18NyFlfIxfOT1hOiQThh31ujnkoTT483nkQZr0RO9FpGnDqLfCLYTWf78mHS15TK42OLKxZImt18GeY/Qpj/nAqHQpjrWoihsFjv7oI/6hbwS0g7FNaVLgKXr8IVs+AP10Icz+Kzc8JDDIhYoDfAYO/I3vYu1zz44/0nzCBnIKCWKtyKQl5vcx96in2rrXfHpZJOpNPWxsvdlk4OIPetbuI0RZpNzkUgRYewXGjlyL2/hm2jYe1R0Fkf73LrakjXz0KXz5S5SgeIAjLV9gb3YFaRz7kGLj4XwARCMwCs3a/q5GyMrbdf39CrzkCrHI4GPrII3WoRBQ/r4V7L4RA1HZbE/AUwLAL7M9xe+Cut5UlkSNL9V2CQETi2rCKqx54iTNfn1GVRc8uLDvxaGS2UE4xpQk7VsIzv4FrhinfadF0BrIlBA0Gv76G896cQutevWJ0QZomYZ+PT2+5BX9RbD8p3bSmHS1pQ/xCoAs3x1HNdmhPZ8y4bXD4wRmAbl1LcK16FD7sD0uSW/E3LNoS6eBg9l+Uo8MoiothyWLBhhYTkXb72YH8Tg7Gvwd3LoWhN0cfMazQRXXD9/nnttPtUgiG//3vtOxdyx/OA2HLCvh5pc2KWRCm/6N21xACLn0O7pkFp1wHkdj7JoJ+OuwsZNDchQmntt2+FVbNjI1EhVT/v3gjlBbHlk0Ce6xXJAD71sC+1QB0HjCASz75hFbdu9v6aAh7vexZubJ2dWpA8sjjAs7HiRM3bly4MHAwiEG44oUxGW3OIuSPxC7sS3CEwRCmcmKBqfYB7JgKhR8lu5ImE6yaDGZs2/eWwtLvHazcOqbKQ3ochlsw8qtWjN3ejhOebYFROesjkDZmwbXm6xngTbTANAUMueUGCobWI2JJMrzFsOh95SUzmnAAvni69tcZdAeM/wkG3a0GU1GISJDW3iLGf/dGwmnZ/lJY+GKif7ewHz68GbZvhGh/JRK1WroGtYod2g/71PaQtn36cMGUKfQYNsxWixwuF5tmzqx9nRoIFw4e4ARycJKNEw8OnAhOoBMdqKU5uHEs/uJWRKL7PFIZUxiGBGndX1kGgflQ8nzK66GpB2veURMXUSvCwQCsWOxk2c+/RObYRw51uA1Gv+vkyvUuRr/nwpVTFUZNUne/RfKHb221yBBw3Fln0vuSS+p87Wr5+B/KR0s04SB8dgAr9MdeAJPWwKiHIBLXfswwOf5ybp6WaO0tTBP3jAcStSjkg2m3wMLPVSSmmLIBK1GDyYgfdqjf+LyOHTlr8uRqt7Ov/bjuk3zpQiC4h6G0IItsnGThwImDPrSjN7V0om60JVA6oDLocgVmMYBEmJY1nVkGoY2w675UVkFTW0wTvn4s5nn3emHpSoiY9ntChQOu+QSumAZ5lduzRFUExRrwLV+OiLfQQw2Qu3fuzJEX2kdzrTXTXiD2RxC1OFZWDD8l98PLwFHw8no47JSE7fNZ/iDn/usjsstU2xemyehpH+KI14KQHzp41X2twEQFIyqPqD7VD89z+Hnn0fG44+ytSd3ujPRRfsMV5JKH22rxBk460oNfUE10z26/IxIdqS6ihuICVMRrGYaIDxY/BMWr016HmmnGlkhCiAuFEMuFEKYQ4vi4Y/cIIdYJIVYLIc6ISh9ppa0TQtxdn/xTyp7VVHSUpIQvvoT/exY++kgy/Y+TVWKcPyCnx8Nxlw6m09FZMTu4AHB0AkfdTaudXbrYphtSsvall4ikw4Hk/p3KtjceKWH3ATpe7DEAuvRXm87j8PgD9FuyIibNhYNTtoft8w8HYNtS8Nk4txPAPuu9GYGdsVFSXLk2PpQAMxJpZPtiqziKftzNnYxgOFnkAS7ms4hHeZpP+TKpiWclRhYfPNGV/TtU3zLgBX9R3NxcBZFyWD8Z1v0bts2IXflpQhxUWlS0PGYSaeHX8NTtMP3VCP+75y1kJIKI84RouFz0OX8I7Y9vRVabeFmXZFEPPyRduqkoH3EICT+//Q7Bvfa+CeqFd7+9zyGAkl0Hdq22feGQU0kUafCEA/xqTayTRgdwQdFe+8k6acLelYlhekGtEhZa7yNlsH9OzOGs/PykPuWS6VSmOZJ2vMEorucYCsjGQDCPnUzgM55gPpEatkkKIZjz4DHsXqbGBIESCJZY89jxSC8Uvwh734Ci98FsvEEQauKg0aOidRCqmrRZswKeeADefzvMh49/Qdn2HYmDLyFof1Qfug/PJ7dj/PMexllV5QNGdOgI2Ym/26aEHV99Tdn69XW+dlKkBG8Si4byA7RWadUFjrnI9pBDmgxZNS8mTQBHB8MY/iTRQvZvst9KFwEqZNL0Q+FXMYddubmJ29pQQTcaa7+oCy14mXO4mSF0oTURDNZSxK18wf18g68WA6t17w1j13dqLSBYAmEviIhNkGMZhP1ToPBt2P0uhBufpWhtaXJaFPZDsOp5n78InnoRpn8O4VBi31c4BD2GCArig7u5fgGO2gWQcXXogGm3aA+U7t5N2dbkPgBrxa4tEE5iPbK3hh0rbTpBSbGtCVbY5aDbWjU2y/H6cCfb55dtM2ZwYDl+CsDGmQC4k/RRpJQZ0YU2tOd6/shQRgFZSFxsZytP8yBLWWB7TsTRjjcflpQVqW5a3BpIFaEQ/HA//PxVhrfSN7wlkhDiP0KIRdZrkxBiUdQxW01IRn0tkZYB50Osq3QhxBHAWOBIYCQwWQjhEEI4gGeBM1Eu/y62PptZFn0Em4thG1AE69bCvHkq5GEwCMGycsxwGCEErrw8DKcTd14eHfv356S7b0I6WyGNbOs59YDIg1Zv1OyEuhpa3H47Iq7RmiiLxsKlS1lRjUPdOnNo/9jV9QpcHjjexvFbTbTqYPPrDKbTTXHbdpVOWwWQg4sjOv0q0QoKwJmlNjpnJfGob0X5weGC/K4xhwZef33CAE0YBi27dcO3bx/hQD0sNNJINtn8xDJKKSVECD8BwoT5jh9YRs0WVCF68txv4V/XwOs3wvt/tpkfsrYksfYzmHs9zLwQ3usOJSlxI9jQHBxatPlbWLMRtgjYo+ZuP52i+h9BPwTLfJjhMNI0q7QoP59WPXow/Jn7EXRC4rG0yIXAQxueQVCPaBTjr4W4AYcpIWjCji07WJ4OZ6RtuqqtH/EIA/r+8sCvl98xcSUQZdm5p1VnKrwBGKhIbee3OjLBGswqALQ4FDw2HSo3UBFozMiGnNhoeP2vvhpXdmKdhMOBKzubQGmSgWKG8eDkJwrZiZcgJl7ChDD5lu28lyQyUjSuvD5MOd3Jv0+E986G/wxPMlftA3avgC3XwcZxsKQTlP+Q8vo0EE1fj7YvhUXfwnYD9oCvGN77N4SCyhop6A1ghsNgLchUaFFuQQHnvPU3pDgak2xkpfPCbLLEwxjC3nqpNohzL7INJSSBLftKmTemfr4o7TMV0ONo+2O96jA5n9s66WJNSYuCyriGArUr7Rp3D+UzwY6WXe0HQAZVWiQckBc7wu43dqxtVCwzEqFVjx5407EwkAKcGGyilM2UELa0KEiEFezhhVps2Xa37sasq3L44CT4cgz8b6B9xDoCwN79sPZqWHMlzO0Ee95PeX0aiKalRdvXwn437IDC9fDZNyqARzAUa0wjHA7c+fnkdWjHOU+3VFu+AMgG0QLavFbrLLN69CBv8GBkXJswgW3BIJ+PH1+/Og0+Azw2C0XhEBx1Ys3nt+9qO550hE2K27YAwJeTjXQn6efZrHlhosZOwoC2amdL/wkT7PsoQtCmT/wsXUMhmcWXBPATIkjA8qj7Ef9lN4kTcIbTyfYNOfxtAvxrEsydHjd/V2E1XhaGNe/D9HPhtT5QWs+JwjrT8JZIUsoxUspjpZTHAv8FpkJyTajuWvWaRJJSrpRS2tmDnQO8LaUMSCk3opzbD7Je66SUG6SUQeBt67OZY+oD8OwYKNyuVpL3w8Jv1SRlPK6cHE6+6y5OfeQRxr7/BpdP34vLnACOYnCZkFWAzL0bCtaCO3lI7NoQyMqi8NBD2YxaUAoCpajdEhGfj43/+le9rm9LXisYMwmycpXABIGgUKHjT6uDiB4zQl1LWGEXfUAxGHuDDFpSSKvdyoRItekQDxyynkifIWrSKhpXFlz1TGx0AYF6enOBFta1yYJesQ4mjxk3jn5jx+L0eHDn5eHKzUU4nRRv3sxrp53G4wUF/PTqqwdetzRTRDHb2YkZN4UeJMQc5tZ4/sAbbqCl201os1pM3rTY5jcoiOosyYhymBQqBe92+OrclNWjoTgotOin1+FfI2DbCghI2A+LP7X3AeDOzeX4a6/l1Ece4bw3X+H8lUdSWnAjIXYicSBpQR6X04lvyOWsehUr6Auyu/dgtu6FwmIVJbI0DPP2gwyF2TVtGjLVfrUMB1z8jPKtVuGcPyCUY+3Tbz3w67U/HNofoXwjVWhRCYgiycCft9Nrh5oMMVFrPBd5vJQdMx6ccZNFrmw4+xnIya+aIK/QIgfQHdVBCQOdx8Wc2n3oUE6+5x4cFVqUn4/hdBIqL+fNM8/kiQ4dmPXQQ6m/l/UkhMlsthGKszoKEGE6NVt+HH3lleQaBuZGKP4Jdq8G7964sW8IS8Ol2k5ilkKkCNaOapJObpu8Hq2dCU8OgTVzIGBCKaz6FtsIY8Lh4MixYzntL39h9EsvcOXmkTgOu4yQWEHYcBMy8nBwCbnGbLKMm+pVrHBxMftOGMHWUthZDuUhtSPj+zKImJKSZcvw76y7L8qkXPkPpUUI9awGgIgTzp904NfKbgH9z1X9GmldqxQoga57vByz8kcE6pAJ3GxsZ8fpdytv9NG4cuDcv0G3wxMtvg2gF5YWOaDX9TGHW/fsyegXXsCZnY07P1/5jnQ6kZEI715wAU916cL0a69tlH4jP2YdgbhIbUqjfiZcg2VktwsvxGOauHaAbzEE9kPhjyoocyURlL8qgEipepleWHUxBHentC4NQZPSoqVfwv0nQokfQrB4pX3/x5mdTb+xYznnueHcPK+Elt0Dyn+hxwn546HTenAfW+tspZTkXnEF20yTbajNDSHUjq8S02T77NnVBjKpkRG/hY7dVJsPU6UfQ8+FTt1rPn/MreDOjtELWQJ4ocUe9bCahsEHZ48k4o6bBHJ6YLs1wSao6q+0QfVZpAtOVH2qbiedxNBJk1QfJT8fw610xYxEmHzEEbwxcmSD+2/cwBoiNpMmESL8ROIikxCC/ldcQb7DhX8TLPky7gMVntNBLRSGSqF0M3yahgWIWpE5n0hCCAFcBFREqkmmCUlJl0+kQ4Do/U9brbRk6ZmhZDdMf1RFAYoimOT7EYZB1xNP5KQ776THwDcQcgPKlMOPatkl4CgERy0cUFfDrvfe48fTT6d42TJC6qpsxppAsj4jw2naE3nxfXDxgxBwQFhASII3BBNPhqID/AF1uuChb6BzX/AK1Xgt2i+YywMT/0SWT21ZCBGhCB8zbnkEhl2hnMq5BLRrCb36QOEC+Od0FaHEAVYUXNWWirEmAMth1mMxRRCGwdkvv8x1y5YxavJk8jt1Us7i/H6CJSUES0v5ZOJEfv7++7rfszTgx48jSfP02i4rVFG8fDlLL7uM9kLQFtXA2ocNZn14ONLIVqG7hAv8dteXULqhqVoj2dE0tCgSguk3WX4AYv2P2C00Sylp17cvJ915J+1HryPoWITEC/iR1ivAGpy1dICcDP/337Nj4EDKv/6GcATKA7B9P/y4H3wV5UrXQGPwb+HSVyDoUloUlqq9/3k47Fhz4Ne7bDp0HaSe+yCVt7nVpkX897GL6Lh/B6CyKMXkgZF/gBPugKxWyiSgdT4c0hN2z4G/z4CWrau0qGKtZrd1AS+w6K4E/wLD7ruPmzds4Kznn6fDUUchHA4iwSCBkhLCPh9z/vpXlv/nPwdetzQSxiSSZAutt4YVMd/27cw9+2wKDIPWqDgInQyDmY92Q4oWymoXJwSSRLeSYSidWZ/iNzaahh69fa3yARQlPqGQvdWGGQ6TW1DAiXfcQe8xJhHPp4APRMUrQMAxD0PUMjBEEoLr17Pl6KMp+d/7hE3whWGXFxaUqYCLAAiBabcCWF+OGAr3zQAzRzn3D6M06S+/hWVzajw9gSv+Cf1GqgmeAJVa5Nm5iRcfupojNqjt/hHAi+SWYb+BXz8GeR2U1rTMgc6HQOF8+OMUZakQjUmVFvkM+P5WMGPvy9HjxnHbtm2MfuklDh0xAofLhRkKKS3y+1ny+uvMrq9D4TSQbNtaxIpUlYxIWRmrRo6kvRCVWtRFCBb/vQBpFKgodjghZONSAQABe6bWt/iNicalRVLCi9co/wvW72YwbB/3RRgGPYcdwhEjPsXhDmCFOwPCEJ4CRhLLvSQsufde5l9/PWEpK4cUm1HuViuLV59+jicbnpsNOR3VwnwYZcr92fvw8Vs1n3/UiXD7ZLWIZvVdBJBVHuS2a5+hx3LlkP+jM09l6kXnIVsUKMvoVlnQuy9ceQ24japxU0V/pSIC95yXK7Maeu+93LJxI8defjnCWnkOlZcT9vvZNHMm08bFLo6lGz9+WxceEhMvif7xiletomzKFNpLSTsgfy/MfRsipgNpeJR+J1wsAoULwVuYeCztZNQn0lBgl5SywqT8gNu+qGnVUwjxBWA3KzJJSvm+9ZmZwB1SygXW/88C30sp37D+/yfwMerxPUNKOcFKHwcMklLeaJPv1UCF979+KJPMTNCOWC3R+R58eTe3fDOZd18pZX7NH0skU1pkHW8MeqSfU53vwZh3k9MiaPZ9o+b2rGQy7+aWbybz1lrU9LQoVWTyeU8VTb0OTb38cIBtWQjxKareB4oHYqJUvCilfDHqurXRhOdQVodPWv/baoKU8r/JCpFk+a8KKeXptahMPFuB6KWRLsB2632y9Ph8XwReBBBCdgLLNQAACI1JREFULJBSHm/3uXSTqbybW76ZzLu55ZvJvIUQ9t7wakGmtMjKO+N61NzyzWTezS3fTObdFLUImnffqLnlm8m8m1u+mcxba1HT06JU0dTLD02/Dk29/HDgbVlKOTId5ahJE4QQTpSvtGjHftVpgi3p2s72ATBWCJElhOgJ9AHmAfOBPkKInkIIN8qB0wdpKoNGo9FoLdJoNI0FrUcajaYxoLVIo2m+nA6sklJGexRPpglJqdESqTqEEOcB/0BtL/5ICLFISnmGlHK5EOIdYAVq895EKdVueiHEDcAM1K7MV6SUy+tTBo1Go9FapNFoGgtajzQaTWNAa5FGo7FhLFUOtQGoThOSUa9JJCnlNGBakmN/Bv5sk/4xat/tgfBizR9JG5nKu7nlm8m8m1u+mcw7Lfk2oBbBQXbvGnG+mcy7ueWbybwPunybQd+oueWbybybW76ZzPugy7cZaFGqaOrlh6Zfh6ZefmgidZBSXpYk3VYTklGjY22NRqPRaDQajUaj0Wg0Go0mXT6RNBqNRqPRaDQajUaj0Wg0BxGNbhJJCHGhEGK5EMIUQhwfd+weIcQ6IcRqIcQZUekjrbR1Qoi7U1CG/wghFlmvTUKIRVZ6DyGEL+rY8/XNyybvB4QQ26LyGBV1zLb+Kcr3cSHEKiHEEiHENCFEKyu9Ieqc0u+vmny6CiG+FkKstJ6xm630pPc8xflvEkIstfKoCLPaRgjxuRBirfW3dYrz7BtVr0VCiBIhxC3pqrMQ4hUhRKEQYllUmm0dheIZ63tfIoTon4oypAqtRVqLUn39uLwypkdai7QW1bEcGdGj5qhFVj4Hfd9Ia5HWokySKW1JJY35/lZHJtp+fTmY2nJKkFI2qhdwONAXmAkcH5V+BLAYyAJ6AutRTt8c1vtegNv6zBEpLM+TwB+s9z2AZWmu/wPAHTbptvVPYb4jAKf1/q/AXxuizun+/uLy6gT0t97nA2us+2p7z9OQ/yagXVzaY8Dd1vu7K+57Gu/1TqB7uuoMDAP6Rz8zyeoIjAI+AQQwBPgh3d/BAdZFa5HWorRokZVfxvRIa5HWohSUqcH0qLlpkZVHs+gbaS3SWpTh+mREW1JY/kZ9f2soe0bbfh3LfNC05VS8Gp0lkpRypZRytc2hc4C3pZQBKeVGYB0wyHqtk1JukFIGgbetz9YbIYQALiLOg3mGSFb/lCCl/ExKGbb+nQt0SdW1ayBt3188UsodUsofrfelwErgkHTkdQCcA7xmvX8NODeNeZ0GrJdSbk5XBlLKWcC+uORkdTwH+LdUzAVaCSE6patsB4rWoqRoLUoBjVCPtBZpLaoVjUiPDlYtgubdN9JapLUo06RVW1JIU72/yWjItn/AHExtORU0ukmkajgE+Dnq/61WWrL0VDAU2CWlXBuV1lMI8ZMQ4hshxNAU5RPPDZbp2ytRpnzprGc8V6BmTytIZ50bsl6VCCF6AMcBP1hJdvc81UjgMyHEQiHE1VZaBynlDlAdOaB9mvKGxJCODVFnSF7HjHz3KUBrkdailJIBPdJapLWoPmRCj5qTFkHz6RtpLdJalGkyrS31oamU045Mt/1UcbC15VqTkUkkIcQXQohlNq/qZk+FTZqsJj0VZbiY2B+XHUA3KeVxwG3AW0KIFjXldYB5PwccChxr5fdkxWl1qecB5FvxmUlAGHjTSkpJnasrlk1aWkMGCiHygP8Ct0gpS0h+z1PNSVLK/sCZwEQhxLA05ZOAEMINnA28ayU1VJ2rLZZNWoOGi9RapLUoulg2aWl/HjOkR1qL4oplk9bstOgAypFyPdJalFg0m7SDsW+ktSiuWDZpzVKLUkWmtKWBaCrltCNjbb+BaMrfTa1wZiJTKeXpdThtK9A16v8uwHbrfbL0OpdBCOEEzgcGRJ0TAALW+4VCiPXAYcCCWpS/1nlHleElYLr1b3X1T0m+QojxwK+B06RUGzpTVedqqHe9DgQhhAvVSXpTSjkVQEq5K+p49D1PKVLK7dbfQiHENJQZ6i4hRCcp5Q6hzBwL05E3SqR/rKhrQ9XZIlkdG/S7t0NrkdaiKBr8ecyUHmkt0lpU13KkS4+0FiXQLPpGWou0FqWbTGlLA9FUyplAhtt+Kmm0bTndNKXtbB8AY4UQWUKInkAfYB4wH+gjhOhprSqMtT5bX04HVkkpt1YkCCEKhBAO630vqwwbUpBXJSJ2v+R5QIUH+GT1T1W+I4G7gLOllN6o9HTXOV3fXwJCCAH8E1gppfxbVHqye57KvHOFEPkV71EOO5eh6jre+th44P1U520Rs3LcEHWOIlkdPwAuFYohQHGFSWgjR2uR1qJ6kyk90lqktaieNLgeNUMtgmbQN9JapLUo02RKW1JIo76/yWgEbT+VHGxtufbIRuDdO/qFasRbUas8u4AZUccmobzQrwbOjEofhYomsR6YlKJyvApcG5f2G2A5yvv9j8DoNNT/dWApsAT1AHaqqf4pyncdau/mIuv1fAPWOeXfX5J8TkaZEi6Jqueo6u55CvPuZd3Dxdb9nGSltwW+BNZaf9ukIe8cYC/QsjbPWT3zmoIyCQ5Z7fjKZHVEmXo+a33vS4mK9NEYXlqLtBal+fnKiB5pLdJaVM+yNLgeNUctSud3aJOP1qIanrN65qW1qIF+V+tQn4xoS4rr0GjvbzVlzljbr2e5D5q2nIqXsCqq0Wg0Go1Go9FoNBqNRqPRJKUpbWfTaDQajUaj0Wg0Go1Go9FkCD2JpNFoNBqNRqPRaDQajUajqRE9iaTRaDQajUaj0Wg0Go1Go6kRPYmk0Wg0Go1Go9FoNBqNRqOpET2JpNFoNBqNRqPRaDQajUajqRE9iaTRaDQajUaj0Wg0Go1Go6kRPYmk0Wg0Go1Go9FoNBqNRqOpET2JpNFoNBqNRqPRaDQajUajqZH/B7rT+3p0Az95AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "\n",
    "plt.subplot(1,4,1)\n",
    "plt.scatter(segs_mempot['Coord X'], \n",
    "            segs_mempot['Coord Y'],\n",
    "            c = segs_mempot['mean_negpi'],\n",
    "            vmin=-70,\n",
    "            vmax=-30,\n",
    "            cmap='jet')\n",
    "plt.ylim(-100,100)\n",
    "plt.xlim(-100,100)\n",
    "\n",
    "plt.subplot(1,4,2)\n",
    "plt.scatter(segs_mempot['Coord X'], \n",
    "            segs_mempot['Coord Y'],\n",
    "            c = segs_mempot['mean_negpi2'],\n",
    "            vmin=-70,\n",
    "            vmax=-30,\n",
    "            cmap='jet')\n",
    "plt.ylim(-100,100)\n",
    "plt.xlim(-100,100)\n",
    "\n",
    "\n",
    "plt.subplot(1,4,3)\n",
    "plt.scatter(segs_mempot['Coord X'], \n",
    "            segs_mempot['Coord Y'],\n",
    "            c = segs_mempot['mean_zero'],\n",
    "            vmin=-70,\n",
    "            vmax=-30,\n",
    "            cmap='jet')\n",
    "plt.ylim(-100,100)\n",
    "plt.xlim(-100,100)\n",
    "\n",
    "plt.subplot(1,4,4)\n",
    "plt.scatter(segs_mempot['Coord X'], \n",
    "            segs_mempot['Coord Y'],\n",
    "            c = segs_mempot['mean_pi2'],\n",
    "            vmin=-70,\n",
    "            vmax=-30,\n",
    "            cmap='jet')\n",
    "plt.ylim(-100,100)\n",
    "plt.xlim(-100,100)\n",
    "plt.colorbar()    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs_meanvals = pd.DataFrame(np.concatenate((np.arange(0,2526).reshape(-1,1).astype(int),\n",
    "                                             np.mean(negpi_vals,axis=0).reshape(-1,1)),\n",
    "                                           axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in np.arange(1,157):\n",
    "    next_vals = v_64Hz_soma['report']['biophysical']['data'][negpi_inds+i,:]\n",
    "    segs_meanvals = pd.DataFrame(np.concatenate((segs_meanvals,\n",
    "                                                 np.mean(next_vals,axis=0).reshape(-1,1)),\n",
    "                                               axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs_meanvals.rename(columns={0:\"segmentID\"},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs_mempot = segs.set_index('segmentID').join(segs_meanvals.set_index('segmentID')).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segmentID</th>\n",
       "      <th>Type</th>\n",
       "      <th>Sec ID</th>\n",
       "      <th>BMTK ID</th>\n",
       "      <th>X</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Coord X</th>\n",
       "      <th>Coord Y</th>\n",
       "      <th>Coord Z</th>\n",
       "      <th>Elec_distance</th>\n",
       "      <th>...</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "      <th>151</th>\n",
       "      <th>152</th>\n",
       "      <th>153</th>\n",
       "      <th>154</th>\n",
       "      <th>155</th>\n",
       "      <th>156</th>\n",
       "      <th>157</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1027</td>\n",
       "      <td>apic</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>14.147771</td>\n",
       "      <td>-2.303151</td>\n",
       "      <td>11.476587</td>\n",
       "      <td>0.071639</td>\n",
       "      <td>0.999627</td>\n",
       "      <td>...</td>\n",
       "      <td>-63.625088</td>\n",
       "      <td>-63.774816</td>\n",
       "      <td>-63.905619</td>\n",
       "      <td>-63.987423</td>\n",
       "      <td>-64.033106</td>\n",
       "      <td>-64.120500</td>\n",
       "      <td>-64.220489</td>\n",
       "      <td>-64.321965</td>\n",
       "      <td>-64.445991</td>\n",
       "      <td>-64.546655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1028</td>\n",
       "      <td>apic</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>19.273949</td>\n",
       "      <td>-3.554566</td>\n",
       "      <td>16.424751</td>\n",
       "      <td>0.046743</td>\n",
       "      <td>0.998422</td>\n",
       "      <td>...</td>\n",
       "      <td>-63.602905</td>\n",
       "      <td>-63.751834</td>\n",
       "      <td>-63.882447</td>\n",
       "      <td>-63.964809</td>\n",
       "      <td>-64.011234</td>\n",
       "      <td>-64.097992</td>\n",
       "      <td>-64.197472</td>\n",
       "      <td>-64.298563</td>\n",
       "      <td>-64.421829</td>\n",
       "      <td>-64.522534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1029</td>\n",
       "      <td>apic</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>24.400128</td>\n",
       "      <td>-4.910495</td>\n",
       "      <td>21.177870</td>\n",
       "      <td>-1.216934</td>\n",
       "      <td>0.996346</td>\n",
       "      <td>...</td>\n",
       "      <td>-63.565588</td>\n",
       "      <td>-63.713218</td>\n",
       "      <td>-63.843422</td>\n",
       "      <td>-63.926545</td>\n",
       "      <td>-63.974091</td>\n",
       "      <td>-64.059930</td>\n",
       "      <td>-64.158594</td>\n",
       "      <td>-64.259032</td>\n",
       "      <td>-64.381085</td>\n",
       "      <td>-64.481765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1030</td>\n",
       "      <td>apic</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>29.526307</td>\n",
       "      <td>-5.852709</td>\n",
       "      <td>26.024932</td>\n",
       "      <td>-2.438397</td>\n",
       "      <td>0.992809</td>\n",
       "      <td>...</td>\n",
       "      <td>-63.504911</td>\n",
       "      <td>-63.650441</td>\n",
       "      <td>-63.779868</td>\n",
       "      <td>-63.864058</td>\n",
       "      <td>-63.913283</td>\n",
       "      <td>-63.997795</td>\n",
       "      <td>-64.095172</td>\n",
       "      <td>-64.194547</td>\n",
       "      <td>-64.314664</td>\n",
       "      <td>-64.415160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1031</td>\n",
       "      <td>apic</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>34.652486</td>\n",
       "      <td>-6.340006</td>\n",
       "      <td>30.845376</td>\n",
       "      <td>-2.985270</td>\n",
       "      <td>0.988541</td>\n",
       "      <td>...</td>\n",
       "      <td>-63.433509</td>\n",
       "      <td>-63.576612</td>\n",
       "      <td>-63.705028</td>\n",
       "      <td>-63.790265</td>\n",
       "      <td>-63.841317</td>\n",
       "      <td>-63.924419</td>\n",
       "      <td>-64.020329</td>\n",
       "      <td>-64.118452</td>\n",
       "      <td>-64.236360</td>\n",
       "      <td>-64.336526</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 169 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   segmentID  Type  Sec ID  BMTK ID         X   Distance   Coord X    Coord Y  \\\n",
       "0       1027  apic       0       85  0.055556  14.147771 -2.303151  11.476587   \n",
       "1       1028  apic       0       85  0.166667  19.273949 -3.554566  16.424751   \n",
       "2       1029  apic       0       85  0.277778  24.400128 -4.910495  21.177870   \n",
       "3       1030  apic       0       85  0.388889  29.526307 -5.852709  26.024932   \n",
       "4       1031  apic       0       85  0.500000  34.652486 -6.340006  30.845376   \n",
       "\n",
       "    Coord Z  Elec_distance  ...        148        149        150        151  \\\n",
       "0  0.071639       0.999627  ... -63.625088 -63.774816 -63.905619 -63.987423   \n",
       "1  0.046743       0.998422  ... -63.602905 -63.751834 -63.882447 -63.964809   \n",
       "2 -1.216934       0.996346  ... -63.565588 -63.713218 -63.843422 -63.926545   \n",
       "3 -2.438397       0.992809  ... -63.504911 -63.650441 -63.779868 -63.864058   \n",
       "4 -2.985270       0.988541  ... -63.433509 -63.576612 -63.705028 -63.790265   \n",
       "\n",
       "         152        153        154        155        156        157  \n",
       "0 -64.033106 -64.120500 -64.220489 -64.321965 -64.445991 -64.546655  \n",
       "1 -64.011234 -64.097992 -64.197472 -64.298563 -64.421829 -64.522534  \n",
       "2 -63.974091 -64.059930 -64.158594 -64.259032 -64.381085 -64.481765  \n",
       "3 -63.913283 -63.997795 -64.095172 -64.194547 -64.314664 -64.415160  \n",
       "4 -63.841317 -63.924419 -64.020329 -64.118452 -64.236360 -64.336526  \n",
       "\n",
       "[5 rows x 169 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segs_mempot[segs_mempot.Elec_distanceQ==9].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "phase_mempot = segs_mempot.groupby('Elec_distanceQ').mean().reset_index()[np.arange(1,150)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in np.arange(0,phase_mempot.shape[0]):\n",
    "    plt.plot(phase_mempot.values[i,:])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 16 Hz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# peaks for entire trace\n",
    "peaks = ss.find_peaks(np.sin(2*np.pi*(16/1000)*np.arange(0,150000,.1)))[0]\n",
    "\n",
    "T = []\n",
    "for i in np.arange(0,peaks.shape[0]-1):\n",
    "    #if np.mod(i,100)==0:\n",
    "    #    print(i)\n",
    "    \n",
    "    trace = v_16Hz_dend['report']['biophysical']['data'][np.arange(peaks[i],peaks[i+1]),0]\n",
    "    #if trace.shape[0]<630:\n",
    "    #    trace = np.concatenate((trace,[np.mean(trace)]))\n",
    "    T.append(trace)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "625\n",
      "625\n",
      "625\n",
      "625\n",
      "625\n",
      "625\n",
      "625\n",
      "625\n",
      "625\n",
      "625\n"
     ]
    }
   ],
   "source": [
    "for i in np.arange(0,10):\n",
    "    print(len(T[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 10000)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(v_16Hz_dend['report']['biophysical']['data'][:,0])\n",
    "plt.plot(peaks,v_16Hz_dend['report']['biophysical']['data'][:,0][peaks],'*')\n",
    "plt.xlim(0,10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "soma = np.reshape(T,(len(T),625))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2399, 625)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soma.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc91a635780>]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in np.arange(0,100):\n",
    "    plt.plot(T[i],color='k',alpha=0.2)\n",
    "    \n",
    "plt.plot(np.mean(soma,axis=0),color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
