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To reference or cite the objects present in the Software Heritage archive, permalinks based on SoftWare Hash IDentifiers (SWHIDs) must be used.
Select below a type of object currently browsed in order to display its associated SWHID and permalink.

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swh:1:cnt:d10e30159bf42f7a8052a144db2131f97aa91e9b
Citations

This interface enables to generate software citations, provided that the root directory of browsed objects contains a citation.cff or codemeta.json file.
Select below a type of object currently browsed in order to generate citations for them.

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Generate software citation in BibTex format (requires biblatex-software package)
Generating citation ...
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will start by downloading a sample mesh for the geometric texture that we would like to synthesize. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import constants\n",
    "from process_data import files_utils\n",
    "\n",
    "target_path = f'{constants.DATA_ROOT}/cloud.zip'\n",
    "files_utils.download_file_from_google_drive('1e9vpySX4WUic09JGk7-LV_h8V6H4Nb_I', target_path)\n",
    "files_utils.decompress_data(target_path)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets have a look on our *reference* texture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=303x202 at 0x7F72D2BE4940>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from process_data import mesh_plotter\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "mesh_plotter.plot_mesh(f'{constants.RAW_MESHES}/cloud')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we will create our training data. This will take ~1 hour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "cloud_demo Level: 0: 100%|██████████| 3000/3000 [06:50<00:00,  7.81it/s, e_g=0.155, e_l=-1.09, gravity=0.623, dis_s2t=0.0377, dis_t2s=0.0379, n_s2t=-.0117, n_t2s=-.898]  \n",
      "cloud_demo Level: 1: 100%|██████████| 3000/3000 [06:49<00:00,  7.48it/s, e_g=0.243, e_l=-1.08, gravity=0.412, dis_s2t=0.0472, dis_t2s=0.0483, n_s2t=0.00366, n_t2s=-.934] \n",
      "cloud_demo Level: 2: 100%|██████████| 3000/3000 [07:24<00:00,  6.41it/s, e_g=0.196, e_l=-1.08, gravity=0.322, dis_s2t=0.0584, dis_t2s=0.0586, n_s2t=0.001, n_t2s=-.971]   \n",
      "cloud_demo Level: 3: 100%|██████████| 3000/3000 [08:04<00:00,  6.44it/s, e_g=0.187, e_l=-1.09, gravity=0.215, dis_s2t=0.0924, dis_t2s=0.0922, n_s2t=-.000803, n_t2s=-.988]\n",
      "cloud_demo Level: 4: 100%|██████████| 3000/3000 [08:58<00:00,  5.77it/s, e_g=0.181, e_l=-1.09, gravity=0.119, dis_s2t=0.164, dis_t2s=0.164, n_s2t=-.000648, n_t2s=-.993]\n",
      "cloud_demo Level: 5: 100%|██████████| 3000/3000 [09:49<00:00,  5.21it/s, e_g=0.179, e_l=-1.09, gravity=0.0639, dis_s2t=0.299, dis_t2s=0.298, n_s2t=-.0013, n_t2s=-.996]  \n"
     ]
    }
   ],
   "source": [
    "from custom_types import CUDA, CPU\n",
    "from process_data.ground_truth_optimization import GroundTruthGenerator\n",
    "import options\n",
    "\n",
    "args = options.GtOptions(tag='demo', mesh_name='cloud', template_name='sphere', num_levels=6)\n",
    "device =  CUDA(0)\n",
    "gt_gen = GroundTruthGenerator(args, device)\n",
    "gt_gen.generate_ground_truth_meshes()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our *ground truth* training sequence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cufL9J76/tb7VZu5Ca1Sh0CIUaLSh6lEhBCQQUpDba2d2r5BCYOuXUVJRnnprpoH2a4GCKphIvhFCKN0e2VY2XTXItF+INse6lXKojglF+3Up7BJbzm9fWI55A4kxvvTDl3B2ZCHmtQghbG6zpcwMd8fyMcwt59vf/vanP/XpvTeE/+xn/rPrDj9EzLP8zMqZGxqoKaXa1yklrXSRFQctKhARFdoVy1uvzF6qqnrkU49g3VYhhRim8ykAHDSclgZLw97whr4FlXj08t6+56Qqj37Z77azdh8AyRlnlCFHvRSStnl3HhNS0FJjiXLMDePvds6/dP5bX/vWdDJNkJx2VlslldGm68fRHiegzEujTEqJXDMJEj1OEY+dfcY5RzqgVfaawoIppbYRHiBoo1NMAKCkyl2+1/MYYtBKW2Op7k8ppZWmfVotdYgBBUopBQqUKHpCjfh2zcBisfj6l79+6dVLtIx0ztEwk0oKEM45UksAQGtN5UgppQQppiilzFzW5Z52nZLIaKBAaa1pxhJSILnQGCNVWxKSYqKlL2k3PnojDUk/mNBaq5UOIVBasLMupkjle51SQ1IOFqjHmm/LzGw6+/pXvn75wmWlVSvB0OCUojPbKkFh6LLTSowyCRJGNNa0ThYtpZASJALSs9Q4qRu6VBgqhaQmd+SLpC3PToWkD4L2Pk+VTju6jO3M+m2D7RBAgsiFWWGF8XaE5Zg3hBjiuR+egzncnBCzCyGELWy+nJvBDfdhZZij8Oef/PPvfve7ex/XWv+n7/5P4WiDLmFaGiytjlZv7j3EFMnLYLSxxu6qJUFEMGBXrMxZmmRavv/d7//g2z8gU0zt69l8RtP3g44v83JtvHbT345q7vplv2trHWLIXX7dEjwy3ncfByGGGKOzbqdZpgmNUSaJJMaC7WB3J09976nvPvHd6WSKAkMIy8PlvYMZAUMIiFjm5aA3kCApqOigcyZM/aLfvhYxxJBnudP7j9gYY+5yUltor9Wa3U3cM92W46WUfPJSSK20kYbSZEIKbcdWiWJJ8O36riXG+JW//sr558/HGKWSRhkJMmEi+0knbccYqdSiKIoUkpRSq7bPF9UcUdS6UcYZlyDl9lrwog/eGiuVtNrSJeCDTymRyav2tbMuYerUHFruOuUSJNJcpJBkqIkpdqlJrUNBSkhtWBIIgAHoAd+W716+/tjXn3/2+RiilFJLDdBWumFCowxIoI7sSqqIkey3AoRWOmFq05GuKiZt1i8gdXAnd0wr7nQt2xEQUCvdGmRAWG0TJnqcnGUpJalklxnctcSmR7p8mTayWgBlW6NCdsrchrAcc4sJIZx7+pxcyEP8wzeNlNKWNlvObJ8vJObW0DTNh373Q5cuXdr32ZPLJx+696EbPeep5VO9ovd63lXb0QOAPnVoR5ceF1aYFcNZG3c5i/nikU89Ah588JP5JHf5ISoMYY09vXL69SvaiAgCcpcPeoNedgPjPKTQy3qduyGl5IPXWnc1VjFG2i4LOqgVJQ0P8ruFpmn+9Pf/dHt7O2FSSoUQhuUwc68pqaN1aUpJSeWs6+U9RGxCI4Uc9ob75hw1vqH2Ybuom9oZt9MC00Udtd8LU+ObXtGTUoYQmtBopY0y1tgQA72B7rUhhpCC0UZC20YkYlRKCRTgQC5LblNwt/HiCy9+4XNfkCCVUt575xymdsGJgE47o42P3ntPgzwzGQCQWENBSEYbASJB6tacwQellDPOGEMthIUQPngppHUWEgghyHSTYpJSZlmmpaYc34TJKSelDDE0obHGaqWdcT74NmhDtE3iEdEnr5XGhCCACk9IQkKJakWpjG1fdxeXL19+9HOPLqaLtgpJKRrMbaoLCmMMiLaJNSBYbREQRfsUJcgIISiuyJo2Ol1LTcpjCMFaq6VOkAQKqSWFKymtJMgQAiAUeUFpvpRjTdcROblI/m5FHAlaaACgXk7X6u/E1RbvsrXegAK5LE3OTpnbBZZjbhkhhHNPnZO17MT7Nw6ppOu5bDkzJV9LzM1z6dKlD3/ww3VdH3TAW9/y1jOrZ270tGQiOLt61phbMz7JVC+EoCmUlFI4YVaNtDzLvxv5zre+88yTz1RNRckCRymRk1KeWj7V6XpHhNIfU0pJJCB3QIxk43LWUTq1NbZf9I+YUV3VVb93zVxDNL4BAZnJaEbV+IbOlvIkx5JjOO54FvPFH3z0D5qqoehcACiLcqfS54MPMezMfBmWw53BWwgYY5RS9rJel93b+GbYGx5yddRN7awrszLGSHab3Qf42hln7bWrJsQQQtBGK6Fym1MQmDVWCBFioLo82jr20QMFWApMZTJjnqvcLXztK1/7/ne/L0BQ7IXRptv/BwRE7BU9TNgJiLTpElP0wVPgRQpJKZW7vJOqQwjGGvIaRIyZzrTSMUWj2pOTF4YWzD76whU+eSMN3bSllqTm9PIedV8iUYZMMUqpTGc+ehJDrbIJU4JklKGaqTbrl6T8DOQyt3i/W/jG17/xnW99h3QNGrHUyYs8iWS5ggTWWPJbXU2UFpjQWNNFfdFnupEmYiQthhxYUkitNV0sbagMiJSSMUZJRb3GMpshoJGmCY3WuguxNsq0vZZACikA2nfYVjwBdGk1nRxDb0e00cCABt0px1UXtwMsx9wCfOPPPX1ON/oo8ZC3FqWV67lsJdM5uyiZG+PJ7z75qT/7FIXYHcTP/dTP3dD+/04SpjIvTy+fvrXJR7SxAADOOZtbu2aV5YnR3cJ0Mn3kU49sbWxRN9+jv/DkyslDhPKUUkghxBBJfYF0Nf9RiP1K9QSIftkXQsQYy6zMs7wJDaX29vLe4QM+hAACBuVg1+MUyUEVTI1vqBlTxIhj5NqlO5jJZPLHv//HvvExtk2slVLj/lhJFWPcnm9rtXtqIYUc9Uf7no3KkZRUzrhe0aPsGIo3UkqleLVGQ0kAiCHGFDFh7vI8yzOb7Z3DpJSa0Npkdj6+qBdaa6utM64zptHZhBK0SKariYJ+gwxqVWnLI/lOJqX0x3/0x5cuXAo+ZDYLKRhjnHa0gq2aSmvdz/uISGPDGNM0zWg4SjGRqAc74ntJZJFCllmZIOUup4wkkki891Zbo40xhlr8pphCCEqqftlXUkkpafQWrpBS+uStsuQmIyNYjNEYo5X2wUeMVltq+h5iUFpRBAiVjWilqeVw1+5dnpA8mO9sUkp//ok/f/nll4UQClTXphoQrLWU2JXbPEGinUKSYJx1pNxpqX3y1OhaKUW2FK21Fhrk1WQiBNJiYoopJK20MkooYYRJqS3rK1wRIZIWAwDkxMGEuc0jRoFtKjZVAiqttNCkJJK+QyEybaNt0cbNXI2aEYhIni9bcMnFmwzLMa8L3/hzT53T/k0QYnahtHIDl6/kyvHSlLk+f/Gpv/j2E9++7mHveed7Du9jfV0SppXhyvJw+fWc5CBijCDBOpv1MjM0KufBfyfzve9/77Of+iy1FdBS03+dcwIETb4PeqHR5uzaWQCIKVZ1VTWVDz6mCHA1q0jbG9ogyl3+mgI6IZYGbTP4EIMP3mgzKAcHtRujlcm+FwUi0hyLnM9kbA4yyFXJsuOdx/qV9U/86Scmk0k3VBCxX/RjjORA2TuqEXHfoZVSihgRkHDGKaUKV+zqgb33bACQ2awOdT/vA6VvYBIgjDa5y2m7tfZ1lmXk6gohhBSoHNsHr5WWUlLeMJChLCWjTcRopKH3QzZ7H71aVmbANpk7E+/973/s969cvqKEotAWqunIbCakSCkJEFpryi1qfCNU21wmsxlISJiMMka1Pa3Jn0LjUwppjDHS7KzIo7rOqqlyl3eDvGqqPMvJPkPdsmOMIYQsywpX0MuruqKIMR88Ckwx9fKeUqpuaq01COgWtF1/sSY0XYkKNRJOKcllybkBdyre+4/93sc2NjbIb2W0oQo48q90faYFCqstSXWUogUAKBATZi6TIEGCEipiFCCssVSDr7Wm/mJKqrqpc5eDAKOMj741Z6VE1XNWWR+9084nTzVK3nujTWazgIHOrJXWUpN8E0PMXEbldVrqgKEVkqhMidJkQIAEuJoKTME0ohTZ6pu8jL3LYTnmJmnq5txT52y0O1ur3g5oo7Nh5lacMjx3Z/bBe//hD374woULRzn4KG2Vjsjp1dNl9rqUnZ1Q7kbnyQQAa21ucumkLKQaKE4ruPN4/6+8fzFZ7PvUzg8yIYQxxhlH7lxn3Km1U5BAK22MOST09Ihoo0u3T9+ZpcHSa1YLiOQ0zl2+twE2ACzqxbAcdqUle09I+Qhtn2xM0UZuIXwnceHChU/+6Sfn87mQIoRQN3VM0SqbZzmVXVht9w4PErgBIKW0qBeLZqGVpvjS7mYYQhiUA9r8XNSLQTk4SFX33vfLNuiXcjR2HUl1UsaaawKocTs/FLz3SisjTUiB3ApUcFdkBRnNtNQULdmurkuwK7yIvdMIIXzwgx9cv7weYxwOh9WiEkJQ28Re2YMEVImppfbRF3lBrkNyFNK4rX3d+Cal1C/71thOYelSNlJKVVNZY8u8pHKk9oCUIkanXUihm2PUTW2soSyYuqmLrFjUCzLsULkHZaOGFKyylEjdrZC11rWvAdtSO0QsXJEwoUAjTcIkUKBABJQ9yYP5zqNpmt/94O9ub25LkNbZEALl5mrdjkNK86WQXUBwxiGiUCLFRFs7SqrGN9TimowzpO6BgBQTOWioa3vmMmpZTX5YMjM67SLG9rMewQdPtlkSytu0daGqpsqyTCtNYdgJU3vVIIAAJVVKSWkFCFTQR6YY+kyhrF9IrVOSemUUZ29B8xnm5mA55oZp6ubcD87ZdNsJMbswzrihy5YzXpcyHVcuXfnQhz5UVdVRDi7z8j3vfM+t+tZtoMza2YMsA0eHtmf3jW5td3SlRoHgQPWVKhVXxt4BTCaTf/xP//Fy/0ZsVghaawRcHa2SSfjE0onXKS+mlJx1+8orVLhU5Ps8FWKg8U/bsN3jjW+ssfuerTvnbDEzxmip2z2ugTDL5tYWADLHz3w+/43f+I1qce1WHFOMMQ7KQS+/Vh/a7nmmGGPMszyGmLucYgV2debaCZ2n+ycizqv5eDjeVa8XMe4SFmnt2i/7+0ZjNKFRUimhSDDa+c5TTEVWULMbo43Rpm5qUnbakiUprbERYwhBOGFO8hi+c2ia5rd++7cmWxNaFrY9X6TUWnfh0CEGas1OcS1kNwCEsiyrqrL2agMvAaShUMVokRWLajHsDak2JEGKMdZNPegPMLaLF6ON0goBMSHNCjonS0rJGjss2wQl6l5HM5AmNCEGo0zucqXUrJoNikHt65hiu6JWyjfeOWe1bVIjUGipyeajtKIaEEAAC5y+cScRY/ydf/8765fXqTpJCUU3Q6MNKSNlUYYYQgy9ohdiIF1PCRVTdM7FFLXSVAqklIohSi0BARKUedmEhoxjKaYsy6hqzxorQPjGI2KWZUabhCn4QPdYIYUxJsUkhEiY+nk/YNBSN76ht9SVOymhlFGkeOY2DymQYYc65WFCOg91zRNSSCElSiplAgkQATXmb8n5zvymwHLMDVBX9bmnzmUpu9E8yDcXk5lslLllx9fYXc73n/z+n/3Zn5Fb8iicWjn19nvefmvfQ8I07A1PLp28yZfvMcXsi1a6cAXNuhARNcpMyiGXe/wE89u/+9s/+P4PlgdHlWPIx0t6x8nldrzFGI02N5Hp21E11YmlEwc9u6twaS9knpdSFllBJa4xxRDDuL+7/U2IYbaY0WinRyiTjzrXCCGu/VcJoYTQQmoptZRGKqekkbxCuJ351V//1e317e6fta8pYXRUjnY1VCJiilRMMe6P66a22g77+8f0xhj3DTCiErle3qO2d7Wvu5vkLihfY1d3PDoeAFrzfPRKqjIv6RvFFGOIpL+QKEOPd9ISjXNaA1A2tl7WyiohBUiQSvL85CeUlNL7f/n989lcKdU0Tb/XTyEZa2KIVHnX+AZF2wWmGw91UyNgkRfBByVVkRXkNXC6lTZiiggYMRplrLZa6u6GVjVVr+hVddW1bKcO67nLm9CQraz9Lr6m5aizLqWklMKIQgpnHZXX1aG2ysYUaSnUy3sISCEduc2NNk1slFQUtmG1JbWRfmoQEDFiQpSolpTLHAoUQihzWOUsc5vzO//+d155+RWqR6OOYNbYGGNKqciKEAMAkD9FgHDWUf1S3dRUNw0AKaU8ywFACqm0Eijo3h5SsNZKkEoqKWTjm9zliGi1nVUzqgaNIaJEKaRRJqSgtMpMRoOzzaPxXmsdUnDWUe8kKWTCRNMDow11fweAVjFMoI3uYuCvzh5Em/KLbQ9s+nEwYVKpvKektOAUEwiw9sZKuZmbg+WYo/KXX/jLx77y2JmVM0oqpZRWuixKgcJZl7mscEWRFWVW3s53YZvbbJzZsb2d3yTzBvHZT3/2m9/85g295O33vP3Uyqk34s00vlkdr66N127oVYeYYvZFSVW4YmfGBwoEA7InVZ8nTD9h/Lf/n/92bbQ26o2OcrDRZlEtKPJZSXVm7TXdwUiRXBuv9Yv+Db0HH/yoPzrIktCxt3Bp/8NCQIGZzQpXBAyDfNBu4fpmWk0pauGg1yIiOZwpuePACiwBtNxVRhljzJLhLq23A5995LOPfuHRrrBiXs+10vRHXBmu7Bo5KaVZNdNK0zqwU+588NpoKm7aeXwIYdgbHvStSZShArpDxj8iUhcwejPT+XTnOWtfU2t52iUu8sJqmzA1TbPznE1oaAnxGmFRtMIiAFBsARn+jTVdAhT56rXVyipZSFMaLr6+bfnDP/7D73znO1ZbTAgAxhjqUQ0AtDjMXNYuUzGVWVk1FQCQGO1sK76EGKgoCQCkkJ3za1EtBr0Bhaz3sjbhpcgLehUiLqpFkRdKqc75hYh1rDOdocBMZ23JXrMoXUk2hyY2VE5C2b1NaEiaiSnOq7k1tlf06DKRIK21ICC3ee1rAMhtvj3fJp8OJkRAjNhayQS0N2wErXXX1KaNm7FSGSWN1LlWueLGTLcnf/apP3vsscekkNbaGKMzLsVETZSUUhRvpITyyWcuAwRqO001d11fJClkgkRd0n3jpZYSZeYyEGCk8cn74LsaPYpdp2itGGOZl5S6FVKgCgwKQooYqXc1QJuypKQCBKHI2iKpQzwZYajTk49egpRKtr4YTEoqUoLadtcCmtAgxX2lRPMlCe1cQqi2JRMAtI20AbXUoEAoobSCAlSmsiLjufQtgeWY6xNC+NXf+NVHv/Loux98t1LqgVMPHHQnpa1RugUrpcgV6Yxz1tHsh/5/zO9/F0IIW9hsnJkhu4XvCkIIH/nQR1555ZUbfeHPvv1nB73d/V9uFdS/4N4T95bF9QNlUko++bY53w2i5Gv6ZXbfHSWKTKiB4gDg259nn3v2H/7v//Ch+x6itNHDQNBaz6v5zsfuOXnPPgcixhTHvfHKaOWIb8MHf8SDaeFBsS/XpWvinpmsDnX3oXzE+3MnzXTqDD0uQNDOQfdgSgkcqKGSBd/53zRefvXl//O9/+egGJR5mVKi3Mfu2V3Owcl8Yo3tNOgQw+podecBVF6klBr1R0qpmGKZlTs16xBD4xsys1BXL8oUyLO8V/QSFRphylzmvQcAqiqyxkqQZLwHgL36DjXJ7hyITWiklIUrGt90dVJ1U28vtkMIcLX/q1RSwmt8W1JKrXTbZ0QAxVVee5aCJ+laUCCNlE6qXOlS84bt7cCLL774W//3b02n07IoE6YiK2KM1HKOijq9941v8iyv6mo4GOY27z7HqdzDB7+oFi5zVPxDvXvLrCRDgZCiLWK6qksWWaGVFlLUdS2lNMZQq3UtNfVrR0RjTV3VNJKddUqptoiJRr7LhRA+eqMM+W0pYBglOuVIdlFKZTZrmqbMy0W9iCkWRbE92w4+gACtNUakjjb0s9BSmdbJndTYdsi+Ooy10nQZtEtcq0QmVE+ZjMOtbwteOPfC7/z736HmXEooqSRpFtSlyFmHCckk1VVfUug+qXiUTIQJi7wABOo8TbnmTdNkLospGm2ssiiQ+nnR/VOAqHzVK3oCBLXAo8Hsvc/yzGhD3kPnHABQr6UuarquauecEMJqG2NUWgkhrLIBA0nh1B1MK02iDCLS+KxDTQV9jW9IEAcEbbRAQVnFiNh2YILWikuziG6R2/XSlkKCApUpMRAuv61DPG5nuE/bdbhw8cI/+Wf/5KULLwEACGh888z5Zx449cC+XvdOsI8YY4qNb/Ye00k25LIhH6a1Nrd55rIiK8q8fENTaRCxntX1rBbnhS1tvpSbgeGZzZ3K+pX1D33wQ4vF/gGoh7Nr0/XWQtXjL116SQp5/5n7D7ESJEwxRQnyYK/AYcQUp4vpvJ7nNu86oFEkPiwgLVLAAAY4APh25mN/9DEAUOI6wlm3w3mUc5ICMllMNiYbRVacWj51uPxRN/XqePWQA3YihZxVMxRY2Ovr73T7ncwnF6oLSirKIVZKQYR2nrTjMLjaEOGgFvWUXpxneZmVu27sUkpsMF6KqFEMhOzzaH8T+NVf/1VEzLM8xEA7891TO0uHZosZAu5S9PYapoQQVNw0mU8AQButtU5X0VLTRr2TDgDaxh+INrdKqul8qqTqpJZu3QvUjh0AAJrQAELCVLhiZ16Ms46CV8ngQJOWqqlAwLSeZjrbnG2GEGh5DADtcI0AAOSCIb/PNTsMgBQSI1LPeKOM1pq+NbXI0aAhgYpKzEVzpUGJ4MCM2TjzZvKBD39gOp9aa4MP2uhFtaD6C+89dXshOXhRLeivWdd1whRiMNpMZ9OqqUa9UZseLdpZAQD44GtfCykyly2aRYyRugtTQPtsMRuWw86H5ZNXQjW+UVoV5mq+r05lXjaxoYxeQEDEWTNLMYUYMptZY+umttZS5tF0MRVCyEJmNqubWivd+AYlLvzCGrsx3ZhemcJVd1eMkdbq3XweIhhltNQpJnJG0NKaYlzpPt40jdJKCprLiLAIxps4iVFFoQRkoIbqoGR35o0GET/y0Y9UdaWlppodX3ullLWWAnRjjCSrUV0PAJCQoYJy1gUMNA6TTN57n3wMsVf06CXW2ZgiRbcscEFNBsi3FVLITFZmJSDUvlZaKVSVr6SUeZGnmGpfRx8H5SBA0EJLJafVtHRl1VQJk8scAEghY4pCCSrH9tELKQQKQKir2mWOSqRjjDHFkEIKCQBCCjFGAUJqKUEKENFHKSVGBAVCCJIUEyQ6VRJJCimSkFJGiFR1RelmGFHMBc4xiiiUkIWUA2kM64w3AF/5h/HFL33x1//vX1/U7VK2rWiN8ZmXnrn/1P0353PpJBty+dZQ7z2GbvFSyFay0cYam7t8ebhstXXGWWNfv9cREetpXU9rKaUtbbaS2d5PUiYOc12efurpj/+Hjx89LGYnFMd4y9/SLmgu/qPzP+rlvTOrZ3Y9m1Ka1/MbbUK8L7SxtqgX1BRz58JbCgkBYBvCVkCJYDkA+PYCEb/7/e/C9dwiRpt5Nb8Jv6fWugnNcy8/p5U+tXxq55pzJ52v/ohIIauq8t738/51fS7TxbRuaqAMjjpWdaWkMtrQ1u6ug8kOs+95yAsmhfTBT6upVtqq13xYtFJOSLABsAXQAzEQtI/HHAMf/YOPbm5uOut88JhwVxdqEjUQcDaf7Zsgs+8IrJpqXs0R0Blnk218k5nskEKkJjQktVMb9YsbF5f6S/uuA6mpqjY6YmxCE1KQStKys305YEiB/gkA5EFYVItL80tKqs4asOu0IQaSh6iCiVatUsoYIkBb8VGHuvKVBJnlmVW2E5Ka2CihQIBKCucYFzGZJEoh+5w+c9z82Wf+7MLFCykm13MxRfDgnPPBU/MXAACEBAkA6KaaYiIVw3sPCEqp3OVVU1HWqRTSGVf5KqXUNI0zLkEix1ZXoxohKqVIZwk+FKZoQkMhRzRdubx5edgbggSSeKyyZA3LbZ4wKaGKoggpUJMmIUWIARCUVl1DMR+9sQYEkJKyaBaXNy5LJaWQ5GKLKUohIQFVedBPQTsBCVMr0IBQSgFCCKFtYUOVo5Sciq2toC2+jgAJRBBxFpNIohByKJVmkfFYeeTRRy5fuQwIYEAr7WtvrQ0hVHVV5mXraUogtTTKUC41KXGLZpEwCSmSSD55pRSpyVmW+eAjRqONkYbi2FNKWZYJFD55733mshjiLM4kyCIrpJASJHX7anwzbab0rZVV82qe2Wwe5rRVM1lMrLXUEttIg3B1m18pKaRUknYchRRFUVDAtpCiaqq6qQUIyrGmVympoGnzgEGARk3eHHoJOc7ItyiTTDIJKSABZVojImUYCyEiRKEEIIgkcIJpmipRyVzKsWSR8ShwsdL+pJR+7d/+2ue/9Plu1itAvPP+d+485szKmWFv+Gat2WiyTv+3xtJ/rWnFGmfcrjXnUZBKup7LVjJTsKj5E8/nH/n8448/ftMvXxmtPPzAw7fw/VwXH/yJpRPLwzardbaY0Q7qLf9GQojMZpk5rOS1DQDOpRxwAPCbzOce/dy/+e1/AwA//baf3rV87dBqd4HSTvYtVtoXmk+vjdZ2NqYBgKquTiwfmOB7OEKIXtY7aKcopTStprTq2Bcy5O/Mp9wfBPJLX3sAMaZY5mWIQQqZ2d0DvvY1NS3GDMVYCMWizBvLufPn/o9//n9QNMaoP6LVaYyRfLIAkLuc1o0HnaFf9kn7QMTKV7PFTGvd2WmpUokEjnk1H/fHe/tbJ0x7pfbGN866LsuGQESQYGR7pJSSEgTon2SPp85lXfANIk6r6Ww+23keWiTAVVu7Vnqvwo7Yrmw7vwyVA7T6lECKotRCU1JDSKH7Ea5VMzkQfaEKvl0fB4j4j/6//6iqqvbPlAAAfPSj/oj+mgKENjqzWScdK6moZS/JdgkShUPHFGeLWYxxNBwZYTrveYJEA2BezbMsy0ymhNJa++BRYAihrmsAyFzmrKOIU6lkXddlUWJEKaW1lpQRah7cec3IsdIWX8g2XoDK6NqEDgFKKlq+goDXmLwQqNd1mz1sHFVzSNlaDOj8CRMN+LbBjdbOOLo2u++rhUZAqk+RUpJERdoNKpQjqQtexx4HiPgL//gXFvNFV4NjtKGSJZAgQUohjTFdKhAm1FonSCEEaoIulJAoqdROKum9L/KChGMJsomN0YbGCJUvGWXoL97ExlmXYqJuYs44QPDJl1lJOzouc5iQ8nS11FLJFJM1to2NA0khL532TU3c4er9tkvtres6pCBA+Ohjit576oGNCSlfRitNOo5SSoGi15IziHJn6P0joKIwYiEoS5guFqrPugaItuxUAAiQI2n6vK48DL7U9+HSpUv/5J//kxdfeXHng3tTAM5fPl/7em289qYoMjHF2EQKRTsIMgPTPN4YY7UlyYZm7c64XXOyFNNia7HYWiitXN/lKznnPv4kEmP8yIc+8vLLL7+ek9xoyunrx2hzZevKxY2L95y8Z7aYDcrB0VN7bwhEXNSLyleZzTK9vygjhBBRwBTiJAYROAD4TeSTn/4kfbHveFBSxXjUAqXrQtl1l7cuX9i4MCyHlDadUno9IUqIOFlMspjtNVTGGLfn24f711JKdV1TUIK11mizc1VM5zfK7FVbqBprvpgbY6y1TWhCCFQJRQc442KKEaOtLL6C0UY5lsKwKPOGgIi//Ku/3DRNSAER19P6rgOMNmVWTtUUAKy2bbStkPR/2ozVSpPhPKYIALvUFpoiA4AQoszLylcbk42lwdLOgTeZT/a2BrPGppQub10e9a4lVSOildcUwJRSgqRB02WIiLWvm9BIJSltQUixub1JgmaXqdEuYlNCwMY35PltZKN1W8QhpKDAV5r0k3Solc6zvHsnVCmAiFLJpmkQUUkVQwwpZDYTQiRIEaKohapVkAEykGMpFd+r30D+5ON/sr65ntlstphFF0mnyFw2X8wBAAGzLAOARb2geiWhhNbaWUeVTSEG730lqhACVQzVvlZChRSm29N+2ZdCZi5LKZEna3N7M3NZimnUH9HaT0sdVaSuw1JeawTmhbfKzppZacvWt4UgUIQYKBKbBJe2GbYUChUVxFHuqUxSCAEJrmxeIfeWMYasLm18BgIgBB9QIsa2s3u3Hi5cEVMk5wR1X1JSGWWkkvNqrpUmM46SSoOuQkVquxTSN17JtgOxQCFAwBXwG172pBxwm7w3li986Qvbk20JMmBARGss9WSMEAtb+Nq7wpFI56wLISirrLaA4IUHAAlSoJBS+uQxoRY6xDBfzKWQKLBwhZaaxjZtgSzqRbQxxVS6EhOGEEIIeZYbZZrYWG0NGAlyOp/mWZ6ZjMqjtNAChEiCzCbUDiypJIIgK6IAgRJpVEspIUGCJKWMKVZNRbfi2tc0hq21gIACqa2SlLLxjUJFne9QISaktmUU9StBBggKFF1NJNOQpEhttgFAJtleIABkPaMPCyll3Ii4haIUZsyizP6wHLObL3/ly7/y735lUe3O2tg3R+Py1uXGN2fXzt6e90qqh+qKrfZCJd/OOvLUWGOtbo02ZtuYCybP8nyU56s5GwR+Utjc2Pzg735wPn+9q9OuIeUbTUppUS8W9aL2deObEMP3nvveqZVTJHSWRUkVqkabnaGkrx9MuKgWC1g44wpXHHRa+pADD7ABYT1wAPAxM51Nz50/R1/vlWOMMvP6+gVKtCd59G9K695ZNfvxqz+2yo4H4/FgdyPqG6VqKh9fU7jkg5/MJ0d/YymlqqoqqICkdmPI20L1dwe9SikVY9yabvWKHtW/zKs5BWRShCoAVL4yyqhG4QWMOsqxFO52/ET7iebTn/v0S6+8hIAxRfrA3fks2ZoW9YJ08CY01G13J0VWUEuOg3Tq4APsOKsUsszLqqk2p5vjwTi3eYzxoN5k5BmkHFPSQfb1c7XNqq9230DEGGKE2PiG1rrk1adsgp0oqTLbdmylXsLkCaL0ge4nSilpo4UQ0/nU6HY7Wsk2U2NRL8gLDAAxxZTSbDEzxtCZEyaPXiZpFgYrjIOoBnyXfqP47KOfBYB5NaebD3XGHfaG88VcgFhdXr145eJoZTSZTXzw4+H44uWL+TifzqewAAAY9AbW2YSJMmUAoN/rQwISnaum8sH75KnvtRKqX/RjinmeTxdTqy3tj/roAYBaWc8Ws0ExQMB+2QeAMi+7SjoycAEAGVtkkghI9isFKkFSQlH9iAOXIPnoZ9WM9vgRsa5rWp/D1b5RkMBZlzAllag1GNkHrLJtw2BoAweomqP2tU66DfhAoVCRJgsKSOihJOwkkkgCIiSRJEiMKLXECYZJgBJ4HfvG8fkvfj7GmCDJtnO0kCDLvKQu1MuD5a3J1ury6ubWpla6yItL65fyYW60AQGLxaJX9rTWMUYIII1MmPIsjzHSpVE3tQ++V/bI2zWbz/plP8VktZ37OSJKlDHF7dm2VdYYs11va6ULV2QuizHWvqbqYzCghKIBDBIgQZJJo6Yw+Latk4dWYUyJNJoQw7yeSyFjjGTUoqdCCFTWlFIyxsQQpZIJEyaMGKk5wNzPqTRVKZUgUVgSaeskP0EAACD3jZKq83VSZR8pkiSXk/dHbstm1kAOdpmTMXbDcsw1Ukq/8Vu/8dm/+uy+8+OdJvCdbM+3n3v5uftO3fcG7eS/oVAzv8MtNkqp0pX33nPvT/2Nn9I5D5jbmh8+/cNPfPwTXQrj6+ENyvFtQjOv5otqQcpLjHFvCsZ0MX3yR0+uDFfe9eC7aK7vwdMopWuTtinog1NJZa21xrZ7yDdO7eva11bb6zaqf00AMAQ0qFe0dnxRvFFsrm/+yq//Cv3Rd91ghRB5lm9ubx7lPBRid0Pfumqqqq7I+r49257Op5nNaOcfEbXWxhhIbcteGof03xaxj5Eqxrg126LCpbqpp4vpQd+d/DK04YyAFOhL+1Ha6BRT4xuskJYlAgUmPCjyBq6qS9P5lDLISAhImKge0BlHHUZiilpqFRRexKiiGApZsr/glvHj539MfZ0BwIfX1KbRXsjmZBMA1pbW9u4GFVkRMU7mk7Xx2tZ0CwD6RZ/aZOw8bN+0LyFE7vJ5Nb+yeSWz2ag/ooUlthUYSN00qJENACyqBSL28l6RFftG1DVNQ1VR1x4JzfpkvXszWml6Lc3dAcBZR0vTa+8KRIqpCpUP3hhTZiXN1wtXdMUClEZMP1Rd1xEjxaNWUJEm1XbaDmEaplZbUhsRsQ61Ekptqnq7NmtGWh7Gt5j5fF7VFUXWUrWdU66ONZWtjUfji1cuAoBW2jmX2/zC5QsAYLWdwazMS6315vbmiaUTNOatsUVeSJBBhNl8ZrQhTwpGnPhJL+9JIRMmWtw646jAUws97A1TSiEGAEgpXdy4aI0dlAOlVIqJzCxJJUyos/ZjOoaYVNJSN76x2lJnMWccAiqtmthIkOvb65SdQb1mIIH3vpNmgJJTfbTWppBaFwwACJj5WXs7xVQ3NS2/RRJCCPoAoms2YfKNV0pZYxfNInc5aUDOuCY1VKMtUNCyO4YopYRt8HMvRkKXPN+4xaSULly8EGKgyGdKN58tZs66C5cvrC6tvvjKiydXTk7n00W9KIri8vrl8XDsrAsxlHk56A22J9tlUWLCRjYpJa11ikkpVTUVNcmmcqR5M7fGgoBFs1BK6aTJkEW2wV7WQ0QffBuL7itq7k4SiVIKI0aIAoQEGSFCAplkUIFus9ZYiRITdh3xYoqAMK2mUsoUUsDQzVUoFAwURB9b1dtoatweU4w++sYLKayxUsqmbow2Srezmq6YNMUECAJEFFFpRRoNXK3Ua92RCgUKqvbChCgQEoiZqOe16As7YlHmGnxht1y+fPmX3vtLz59//qAD9m2lRFRN9ey5Zx8488AxRJ8ePzHGXtF77oXnZpPZz77rZ+0JKw1Pbm5HHv3LRx/72mO3JA2Kdkpf50lCDPNqvqgXtDkgpDgkIKMDEZumAYDLW5cf/eajD93z0P1n7u+W4jttaAkTdUmgHV2CpoPd8vjaF+I6dt8mNM20oXqBQ6RVyuMAqsv10r/s4SSwTHnLeeG5F5781pNbW1tPPfcUPdJ50YH6hkpxRC0GAA7IvX3tIYh1Uy/qBU3u29ESgbIqLm1cKvNyZbTSiSwU60hza9hTbNS6AK5ejGVZSpSk3czrOTVepdemmGg2f8QrN9atrpS7XEpZ+9oH38t7ta+pSISKUve+kOpctqZb/aJPVwQpOJTqR9ZIn7xCpZVWScEGxI0IfWCr/OunmlevvPwKACipQgo7/0Akl2xsb9A/u1hcAhHHg/HG9gZtPBptyO5KfZTGg7G1lm6YMcZdtUsxxiY0i2pBHgQp5KJeJEzj/hiudp4GAdSyt0nXzDgJ0/Z8uwmNNZYaYVOqC6VIdt6x3OZSykW92Jxu7vy+IYbt2TZ9RwCgDqworrZvVzJhquu6q9Hzwc/mM2ttL+81vuniY+gGTu56Z5wC1f1OZouZVDK3uVGGHiZ/hFbaWWe1DTFEjCqp+EpMRVIrHM1+y6jm1Z/88Z/M5/PCFbSbsjpe3Z5t51le+3o8HM8X817eU1qllLTQ82pOeooQYtwfb0w2dt7rMpu5zE3mExLUuktDibZlb13Xta+VVIPeYL6Yy6vUoV40i0E5uBb2oZSSar6Y51lO8l+M0QevlKp8RaMxYYLQFniSBUAr7ZPXQmPEhV9MFhNqBtzuFUXw3lMehxKKphMAoJQKIVC7mZgilZworWaLGQhwzmmhydi1qBfOOOo03LbiBuy0VKXVvJ6DhMxkCVLCpEDFFKmdTRMapRVdgJAA19FverEmtOEpx61huj39+J9/fHuybbRBiVLK02un66ZeGi5NppO15bXZfHZq5dSsmvXLfp7nW9OtQTm4eOXi2vKaFPLS+qUY48p4xXsvQGQ2Q0By9lFATOObJBIlPVNVGmX6GmnWt9eLshBRKKEqX/ngy6wkIc8Yo5U20iRMKikU6INXUkmUVKAkhUwiQQKDhqo+Y4whBqVU8EFL7dEDwHQxVUrVizpBopwXDTqEoKWm5GlKYpJKKlT0kaBAoUChhQCRUprNZ9po8BBSMMoEDHA1WIeESKqZArwmJ7QfNyABAANSuEyMUUmFEql3uAAhtkU1qfQJrS0PZgCO8iW++thX//W//deHpw88dM9D121m9MDpB/ZGzPykk7ucGmcCwLA3fM8735MNM7XCIRq3ETHGP/z9P3z++edv1QmH5fBnHvqZox+fUqqbel7Pq7qiiIquxcCNfuuqqa5sXdn5SO7yv/nw3+znrzfLhmILXqPRyDbAb9dgNtoUrtiZIkzVs3DVlrnz4JiiPWW5dumWEEL43hPfe/bpZ2kTcnO6+bnHP0dPLQ+W7z9zPwBIIeumPqi10L7cd/q+ffNZEFFIUVWVD57a6+49ZmeGrrNuZbjyOts3ppTWt9ettmvjtUNU/kOg4va91S5dRAgt3bXUzrq9YdgxxV2hvwS17cxMBgK0vFYVGDFijmIkuNnHjbK5sfnjp3482541VfMnf/knFzYuAEDCVGQFaSKAUOYlaSvEfafu66YiFPq2Pdvunj27enZrtrXruwx6g37ZR8QQwnwx99FbZ4MPRpmdNyvvPdVx1L4e98cH7R6R+Yu8AIi4s7yOBERSqyksRgm1Pd9uJ9whdldZ930z1xYoUWvhfS8xUgONNo1v6DAfPK3ec5cLEFLIEANVeKWUmtBkLpNCVr7SUnfVWzFFJRUKlFJaZalQJcYIAkCBHEtV8gB+Xbz43IsvPffSfDZ/9PFHn37xaZLnBuUgpECWq5Xhio+e/LlLwyVr7Pa0Hb39oj8ejr331BhUSplneVVVZJARIIw2iJi5rCzK+WJOdRlVXSmj6kWdFZnTrsu9AmoQ5vKIMTMZDYBrZXQClFBk+KJoUvoEp+RgioKmVjJKKBRIg1mC3JxuUlIpXU0Unkp1WABAWTYAQD9CSsk5R+3AhBAIqEUb6pG5zCdvtaW+MzHFEMKgNyBBxwdvjaVCEhTotKO2gBQUQMMYoC3TiylabWOK9EOBAAQUI2EGd+Du73Hy0o9feuHHLywmi0e+9shz55/TSi+Plq2xIYRe0duabC2NlhbVYjQYCSG890VWrG+uL4+Xq6pyzvWLPo1AUlgylzVNAwiLerE8XqZZijU2YZrNZkg2EiG01tRsCxNmNosYY4yFK6iyKUAQIGibhDy2rRUcgZKwBApSORExz3JK4aUH6TuAAKMNSIAI27NtOpiuRyGE0Yai3AUIahZGHc1oStPlSSOgD556PCGgkQYRnXNSSARUQoUQsixDRGccaTHUXEkqqbWmyimyqydMrV0YRNvFCa5uBVArbgHQBzc+0Nt793C3yzGI+Ju//Zt/8ehfXPf38FP3/9RRTnh27eygGNxJ+zCnV07vnP/lLv+b7/ybvbIn+1KNecfptuCX/tkvPf2jpwGANsaLvNBKa6mp88VNNCc6u3b2wbMPHvRs45t5NaemAz54KiV9XT/ADramW/sWcTx49sG3veVtb1BJIH1OtPUmWimhBAhnXJmVtDJpo+IPIKRgT1pugvB6mG5Pv/X4t86fO79TN/nyd7/8yuVX6Ou3nHjLifEJEEDz/hvi3pP3dkOUCn+oJLvLtzuErnqiY2mw1C/7N3frQ8Dt6Xb3IzjjblSUQURnd6ewE0oqcr7sfLCbflH6UneShKmX9/aq6iklH7yxRgtN36VqqtrXMpf9e4473vsnF0T82pe+dvHlizTuEPHjX/z4zk/Se07cE2LoF/2dagsAUHo0AAzKwXQx3VXWdHbtLBUr7YRMMZnLtNSHlB5XTdUFx1BHmH13j7pGSESMsczKfcdbTPHy1mWjDLVx3HtF0Jpz5yMUVLfzokuQrLbdjR0RQwxlVu58D7SoDjEIFHmW70wmrpoqd3njmyIraO0KCM468tR0LatCCFJL1KjWFEf83gTP/vDZZ773DEak6p4//9Kfv7L+ylJ/qfZ1kRfLo+Urm1fGg/H61vqZtTNbk61BbzCdTaWUdHMr87L2NYWSwtVytizLFotFv+zXvhZCpJgAoHCF1pocUp2U00WxVE1FUb4++k5QbqssldrZsSulRIm5O3O1fPC5zZNI5EEjbZFGSErp8vbllBL1pqHg3tbAopQxRmutpabm1lpr6phDzbClktT6FxEjRirioIxeEGCVJedaTHFnNyUEpAkbJeBIKWOIZVbWoVZKOe0iRhrYmFCAMNaklIQUrb8gE2bN8Az8Jvjxsz9+5gfP+NqTN+qjn/7o5mxz3Btba5VSo95oOp+OBqP5fD7oD+qm7hW9GCMgZFm2qBb9ol81lRLKWHNl48p4OJYgjTFVXY0Go5TS1mRLCLE0WLLWUngKIm5Ntow1IQQqDgKAJjaZzeqmpll6prMQA3UHoxB3Eiza0ShFZ12hncWYIoXXULS5VJKUawAglRwRvffU6UlLTWXONGJJeRFCYGqNWpTPRVVRlNFLzhcabPWi7pU9cpOFGEgwoipXY4wCRVVOJA9pqbs3ea3jmBIk/VAJYde/jKp3QYE9fcO9gO8w7ur1w/rG+i/981967txzRzm4/aS/Hi9dfGl1tLo6Wr0z7pK5y3ftxS3qxZe/++Wfe8fPrcCKn3o1UpyW9+bymUc+8+hjjzrtKLp/7wFKKmectVeboGtnTdtpq+uVvit1pSsMSSnNqllXcBRieKMF3IOWEz966UcvvPLC33jH31gZrtzyi4vWADRThKuVT866S5uXTi6fHPaGh79cCdW80sBJ4Lrum+CVl1759je+vbG+sWtoIeLF9YvdP0MMMUUE3PmZTUJDe3y78N3xdfsVCilSTCGEyld1c6207bpkWdadv2N9e319e31psHQT7ZY2tzfbYQYAALWvz108Z41dG6/t3Pg97C257CCBNaa4Od0ss3Jnjgy57gGgK8KiJYpSajqfOut2hc5I2RYxzZt5WqROiIyLWE9q1+ddrOvz4gsvfuNr35BRCiHqppZKNnVDHVg6ecUaW2TFXm1lY7KxPFwe9AZXNq/sOTF0kxApJMV7bU23yE7YL/tVXZ1YOkEZt3tfu3OACRB1U3vve2XvNTd/AUK+ZsArpRZ+ETDk5jXaTcJ0eesy9QRZ1Avqg0O6DB2QZRkV9O2kbuq6qTObUUrl3sAj2sJd1AtqDtU9SL8xCbLxjQ+eEqy10rSeId/NdDHNXEb1U6Q0NbGJMRpjjDEJE3r057wcSTNiZ8FRef5Hz3/3ie8mnwDBB08NdxfNQklljOmVvUsblwbloMgKqh6tmzp3+XQ+JVfIqD8yymzNtshvUuZl7vK6qbemW1pryi60xg6LocnN5vYmTTjXltcur19eGa0sqkVMkTbbASB3+XQxBQTnHGWveu+pRbqzrm5qaplEJXW+9lLKEAONH9r5nzUzpVSSV+9sCcjVcnHjYndntsLGEMkyQLnUVGothKBBSOVLCVKIQStthY0xKlCU60Edl0gtCjEs4kKA2J5tW2vBQzKtGGS0aUI7mEl8zGw293MBQqJc+IVRpszKqqkoTIe6j0mQCKilTovUnGvkmjQZD+aj8vJLL3/9sa/7hW9nDgqa0EznUyWUs05IsbG1QYnmi2oRMW5ubaLA6XwKCEVeLKpFlmXzaj6ZTfIs355tF1lBWS1WWCnlbDGbzqdU1Hx583KZl3mWK6XWN9dXl1YTJu991VRSSEp8izFSpLREWcea/riNb6SUFNSSYrLOKqFSSAIERUcHEYwwAkQTGkrljxhDE7TUSSaB4tL2JakkZcqQfpcg1b4WKEjE6bqwU80ddV/CgBSHB4IyphW1W0LELMua0Gipo4xKK/K8pJSMNCGEpBJtYUopm9CAAQkSBfroFSpERIFUahpFm/9FvcPoJUIICFC/WKuTymZ3b5rM3euOefzrj7//N94/W8yOePxPv/Wnd06jD2dYDs+snrkDFJml4dK+qxchxLsffPdbTrwFAFCiWuFGM28Oly5d+vu/8PdfvvQyAFhti6K4gUCNHVAuQGYzarb3rgfetTRcIkvkcQ7jGOOr668efszyYPlnH/rZQ4JLXz9kJegsDOPBeG28drhyT5ky9oTVPVZkjkRK6anvPvXDp344n+1fJfriqy8+/oPHAcBZd/HKRSHEPSfvubkPrJMrJ0+MT+xtVXNdrLG0d7oXqhg6uXzyukWsHZQFeOD30nZt6TqiTJEXe+WhvVAE0nVyqaVQSkkhtdRkkyG7EC1v4Go7qizLuu3lJNLobaM74HPtjaOu689+6rOTzYlWuvEN7UbSU5/80ifrUMPVv87J1ZMUz0zxFjTtTilhwkExoEnqa37VAgChV/SstQCwtb21c3+Imi7R17nNl0fLu6T5lNLePusA4L3PXNbp701o9j0MAKq6WhosdTaWV6+8uu8GFS1stNZlUaaYKL2YqgK7H4f+mbs8d3nXpImSqncOWh881S4BANkEaPBTJSzVNHUxZ1TZhIi1r402mJB+EERs29bQykSAQGHWjOnzIvY6hBA+82efWb+yroWmvxK1ZdFa/96nf4/sdVZbBMzzfFgOQwwIqEBpranWLIWU2azd/1ZKSpmZjORCH31ZlEoqAWJje2OpvzSZT1bGK+SIoZgYAHDWDXoDpdR0OgUJVV1R0LV1dlAMdiqJlKCBiJ2KR33KyOtnVXsTI/Gu9jUZCemDe317HfBaEraxhvKYWs+skC5z5HkBAVLKLMvajCcBZIRRUlHbR8qojhgX1YJsjHRL99FbY7XU5KAxxkiURhsEDDFkNvPB++gpt9h7b62NMVprqQG8kkooYZWlEFaffNtvHtCcNCbnwXwdQghfeOQLF16+IKSgjkKUaeWj/+hffLRX9sgVMh6MZ4vZaDBKMdFfx2gTY3SZa6omz/I2UF9rKtXxwWd5lkKimUme5U3TSCEXzWJltBJjpPvS1nTLWZdSctYppSbTibV2Xs211r7xSisquKMSnrbyTogQQuYyCZJivGi0Cym6fDGttRJtazBqFqaVnswnZNRqmkZpRUV5wQfqbK20ovefYtJa09Bta5eowogSrLUmS44UkgxxUsgEqambvMgxorHGKNPGzUhFJ6HdL7qsEJBUcnLEkFuN7vAkA9HNnGQjIYQEmSDpNe3Ku3TL526UYxDxt//9b//55/68a8p1FN794LuP4o7pyGx2/6n7f6LNV/2if/iv6K1n3/rQvQ8Bza6sUCuKWxgcJ4j4z977zx756iPdI1rqsij37rjeKPeevLdwxcMPPJy7/DhXX7PFbFcq5EG84753vEHXVxu599qLvciLM6tnDi/7oqItvap5on9dFtXiA7/9AZq4dJ/Q7Tzp6pzga9/72ksXX7q4fpEkjGE5nCwmD9//MC0Ajv69yqz0yQPAfafu69rHHIUuuuKQYxBxabh0Xf8UAGxONncVnuyL0ebE+MS+roHMZkcf8EKIXt47Yrq8MgoO+HBLKRVFQZoUIqqh6p/ikqX9+fa3vv3Vr3wVIzrrrNptvf6Lr/5FwrQ13aIdjl7RG5bDvRLhynhla3trdby6M6G8Y9wf51m+t3fe6niVMjg6Tqyc8M218VbkBRWD7AURG9+sjlerpqJwmYOgZjT9or8x3aDVctcCjIJm6DASjEb9USe17MXY1rGf2WxnOQkCkpmLupRJKanTam53fxKRLtCuqDEKEFrpXn5NV2pV9aahUhdyc5ARUinl3uI4QvIQ1q+sf+qTn5puT/u9PgAAQojBaFPVlZTyjz73R2WvJDFivpivjFe00pPpBADG/bHSioZHZjMf/fJgeVbNAKDMSkpCoWG/PFpWUk3nUwBYGa9sbG0AwHgwFiB88M45JZQxhiqM5tW82xClLjD0gUt/cYoWomerpurnfQQ0ypBWjoiLejEoB7WvuwK9xjdaa7LbUHUJCLDW+sZba7tEGIpfzbO8u3w6qTR3OY3/TqOk+GoaqEIKHzx9wCEiiTg0SttQJwES2pUqDebMZT54EKCUosKotsoJY0rJGeejp1oPJVSKSSqJgCBBn9CuuEsXsUfh0qVLn/mzzzR1I5WkXz7JZ4tmUVXVJ/7qE5RqRB+yJIgoqai5Gw2A2WJGUsuwP6RtDIrOFSCstsa2ohvpEcP+cDqbWmsxInU0d84Ne8MQQwzRWbc92ybnYJ7nNNJiilJJjJgwGWO6iiHaLyF7i1FGSdX4xhijZRvB67QTUpAGrZSqfe29J0FQiFaFSam12FB4O41SRGz9XxGVUm1VPghylgG2+ilVM5G5mLqPkTrTK3qkiYMAkiypKRVcjfIFaAuRlG6/b1t+JYQEidiG6ZCCSZ1S2yq8ZVEM998SuLO56+SYzc3NX3rvLz37wrM3+sKHH3j4Rn9XWukHTz9I4/InkXF/fN395NMrp3/6rT/dfeaJXKgVrs0+Jv70T//0A3/4gV3RA1LIYW+4Mdl4PWc+tXyKlLi18do773vn6++ydETWt9cPsQ/swln3nne8Z9gb3kLByJq2TcletNJnT57N7WFZ3TFFAUKtKI7ZO5wv/tUXH/vKYwc9S0umZ1585ptPf7N7kCajAPDgmQeH5fDoYvrJlZPr2+v09bg3PrF84iiyCFDroiO0TqdJyYnlE4eodY1vLm1cOnpGjFFmbWmtu+6EEJRdesSXdzjrdjYk3hfKkaF52N5vQcGWlLQKADHF4YNDZdkL+Rq2trb+6A/+6MLFCwnTqeVTQL/VlADAWIMJhRCf+KtPzBYzmkVopX30ZV72i/6uwqIyLxfVwhk37A93DVQKSQGAlfGKQLHzElgZrexV4a2xg2JAh9FKeN8374OnpWlms136HeVfdIYpWn5T4w9qk9e17u5Q+tooUlKNB+O9JUttZuRVqObooOHd1XHQCmrnVUatxHaeinIWuv8ppYxs8zW899rqrs2TlDK7Nzu6te2u4sknn/zLz/4lCOgXfVosVXVFGjH5jP7k0T+hNkZKqUW16OW92WK2Ol6dV3NSW1ZHq9PFdNQfbU23qJG5957qicq8pLhoHzw1DqNADR98mZe0ENVKdxOb3OVNaLTSw3JInq+iKCjrHQBiirnNqWQDABKmEEJMsSxKowx9Incj1Dkn8Nqqh4TIkAIAkEONUl2cdVrqbu1KB9NNuDsX1YDQwri1LYi2yy8tjMldSKWyWrTHSCUlSG00LT6FEEYZcgfQWpfkm3b5enUiTctjALDa1qGmDYlruo8QKNGcMDa/ews9DuF73/vel77wJQDQUpM/hSJ4lVRNaKqm+tzXPmeMcdaRapZnufc+d/lisSCBLLMZCrTaNr4p8zKGmDD1e/2maYwwSSbnnJa6qqvMZfP5PHMZIAwGA0qcUVJtTjZH/ZG11ns/W8yGvWGRF9T1AmjCEwJZWow0EaKW2kdPvZmqusqyrDWmmTbACAC01TSYtdICRIihbmqKfK6bWmkVfNBKk7hDw09rjREpt4WaWIcQXOYECDK8AAImNNZQPDApiUoqGrEkP7UuHiHaS1VfG/+Uxt35boQUkEAqSQ6ybrhSKdO17Bi6pAS0zZgEmpMmL++0rjjX5e6SY775rW++79+8b2cXgyOipCIbyE3w4OkHM3dMq9lbyKg/OuKiZTwYv+cd7+lWGggoSymXdnerYW4tP/7xj3/113/1iWee2PuUALE0XNrVn+joOONG/dHOR86snHn7PW+/uS4wRwcRX7nyyo3ekU4tn3r3W999S3rMG2UOH/NCiBNLJ8aD8SHHkD1VLSmOJziEf/tb/3aysf99mLp0UffEL3/ny5c2L3VPdS3ezqyeObV86ijVo0qqLMt2/lm10m87+7ajFC718+vYA3dyuE3mhVdeOKgG5BA6UabIdscJHx2lVJmVB0lFAgStRgDatcG+ZxBCOOto1hV1XHpw6ebezB0JIv7Kr/xKtahoOr4yXNn5bExxvpgj4Ocf/7xzjmoxhr0h2QC74F6icEUXnlVmZZ7lOzWUXt7r1Gpn3bg/poHddqU5wDI27A1peYmIVVP54KlaRCudsM0cBYCQArXj7ef9Q0SKlNJLl17KXFZm5V4BpZ2jv3asZjbr5b3uxr5LQOlemJt8794V+SDoa2ssudu00QrUzuVotyGkle5K7QAABFhjKaSAZEcqUmhdBlaW91xHrLwLeezxx772119LmFJMo8FoNp8548hQ0GUhPfqNR+f1XEq5Nd1aG62R+WXQGywNly6vXwYAJdXq8upkOqG/+6AcDPvDze1NSuQd9ocSpI9eCmmsIUPZ1nSrO3hWzZZGSykmajncSY29oqekSjFRpnvrddKK9uop8pZ0EClkE5oyK7t5y2wxo5q+3OXdhOHC5gVE7EqZQLSGLwqjoSgNkkvonSutMpt1g5l0k6IoMCIAkFeL1qi0Jg8YUkxKKmutkkqgAABa9tOglUpqpckmQ01qpJTkY7DKUlBrV8RHvczI7UXhwfR4SilByt+S383RG/vyjW9846+/9NcCBYWXU+ozDTmjzaJZAMBj33tsXs/JbUSlQ0VWeO+pYq5X9ran20vDpa3J1omVE03dkEx5eePy8mh5US1IXkyYWgEdIXf5lc0r1CNMCjmbz8aDsZCClA5MuLm9ORqMENvG5wlT1VRaatJrqGkRXG0GqqRCwKZpyrwkH6LRxntf5mUTG6cdxc0447Zn20II771QbdETJqS7NEmTUkqttTWWMndJ+wPq4iQVKT7WWdJTlFKYUButRJsrTJdY1/IJAKg/KSRQSrViIsUPC0WfR+0jIKSW13KChdBKt9dCK1oCSKBxTu3ei7cULru7DF93ixyDiB/40Ac+/pmP7xtxd136RZ9yUm6Oe9bu6RW9n6CSeylkv+wfPSsnc9l/8q7/ZOc2LALKkdTDn1Rn0G1OCOGX3//Ln3v8c4fkkq6MVi5vXr6Jky/1l/Zt5XvPiXvedvZtb5zbq/b1zb1hAPiP3vYfvZ60ppQS9bY8ysGj/ujE0olD1MYQgxRSjqUd89xof9773vfuLWSgufXOIT1dTD//+Oc7TaRX9LpEjKXB0oNnHryuZLy2tLZv+dv9p+5X6rC/uBCCuqIeHTKSnF45vesaOX/x/BGlTJqYYELqf0nNIwfl4MT4BFydM1lrIcGNdUwTULhir8dNCLHrJk+dJvaegJbQtCqLKdqeLU4X7IIkPvzhDz/zzDO0YFtdWnW6nUT64KfzqZTtr/Svv/3XL154cVAMyM3e1Rbde+peisMAgDIrd9oDh+WQYjgAoHDFrvIlAWJtaY36XOya2FBIh9a69nUIwVlnlDn8A91H39ZxIPR7/c5UsosLGxe6UK0yK3f6BcjycNCNsV/0SU855C5ttaUxBmRziGFX7yet9M5LqY0hkEperXekVAVqCNK9E1o/0ESfGg8bbejiUgNVnLgbjfEH8dd//dd/9aW/ooWc1ZbqzjChD77IixgiDeZvPv3NFy+8SH1kaBsjhEDLVMorBYDc5trqqqrIQtUv+l0rgMxmzrmuKHh1vHpl88rysA08ctbRWDXaLI+WBYiYojEmpVTXNUhARNgx3kMKRhkfPYUuAcB0PiVlPKbYdilKkTonwtWmS0aajckGLcgRUUsNAowxVOIhQFhnBYhOfGmrKgAAIM9zqubotELnHH2iGWPI8kBmLnqWEmpo9FLrRmpdrKQKMWipqTSPknqpjqkt3ABB3R6tsgkSAFD/b6stCqRUEQECBQoUworhA9cvm717+NYT33rkM48I0Ua9CBSZy8gw1St6jW8oK+25l587f+k8pdqTq9EoQ9Vti3rRL/uT6WTQG4QYACGz2byaF1lR+Yqsf2QwqevaWVdkhVZ6Op+Oh+Pgg9JKSz2ZT8jYOOwPpZR1Uw97QwGiaqoYo9Z6US0oTFdLHVJw2tGVUmRFghRTLLKiTSfUlrpNS5DkXqFUFyXUrJ5RanXTNIgIEowyxhjSKNucOK3JiaOVds6R68qYth8CCT0pJWMNJNBGCyFIiyH5vo0AAyGlpIh0auekhOoibyh3ps3eRugS0KSWpL9QWg1VJ7UuMDLOJEgpJUxCCzJ8jR64u4Lq7go5Znt7+5fe+0s//PEPb/oMa+O1ldHK9Y87mBPjE8vD5Z+UsbU0WNq3cP0QlFJ/46G/sWuvDyWqJaVK9gPfYj784Q9/6fEv/fCF6wzpm1NkTq2cOkS1fOD0Aw+cfuCN8Hhvz7ZvwrnW0St673nHe7oYv6OT4rX2MUcks9nZE2cPsuTQB6cUUo6kXWJFZjfnXjr3sY98bPejAhaLxd56imfPPfvkc0/S18vD5Z1VeGVevuPed1DSxEEsj5YPGlRL/aW18RoVQO2lyw29URBx1B91FqqNyUbTNPuuUSlug3IBYopUi77zAAGCVtqFK06unNx7BlqFUskA1XF0S469GGNKdy3fV0ixN4IErqZX7nqfncBEHh8ffL/sCyPkQKrebjfEXcUX/+qLf/VXf0X1/wCwNFgqsqKqq3k1p2a93ZFP/PCJx3/w+H0n76t9GybaPXXPiXuov8zev8iJlRNUPkk9Vva+gVFvNCgHCKi17vrf7ZLp+0W/9vXyaDmFtO/wCDGQd/3aQwi5y3dZuqq6urh5ceefWwrZL/q07KSONvR4azHQKoW2AAQRjTL9sq+NJiuBsSbGSJulpI2SAYEKQKhmZO9bJXvLXmOOVloLbW37U9BNWElF5QlUvKSVpiqPhImunZiiXtbFMisyAADP/ujZj3zkI7SIAoBBb0ArwwSJugvRn8kH/+wLz3796a+fWD6xNdkalANn3byaZy6r6urkysnJbEJrYC21Vjqm2C/6s8Vs2B/6xidMo8Foe7pNxXG0yCRhvV/0M5eFGIwxUkrvfYyRHunu8/2yP1/MO/mjXaYaCwApJWutUWZn066YYt3UNK6KvAAAOm0IYbKY0DBAROtsXdXOOrr75XlOohIAWG3zLKeQFxqxCG1QtDY6+AAA1lpEVFd9BpiQjAMkslDFBwA0vqGQdcrOaGuXlKbdoM44JqWUINsNA7J5CUFBHm1DYkCqGqMQECVUSEEIYQamf4azvQAAzr98/oMf+mCKiaxSuc3Jr5HZzHvfy3sgYbKY1HX96qVXv/fj7+V5joiZzagD48nlk+tb66dWTm1Nt4a9IWm45DEpsoLKnSj0pyzKqq600BEjImYuW1SLQa+tVPLBl0XZL/tVVYUYnHOLxaIsykW1oE366XzqnKMiUHKsdFuD1lqBggrZ6FIi/UUbTRk0IIDmDdroRbNomiZhEiiMNZQGTfHSpKQEH6iwiDRHRJQgu7FEMgr5d0h5bP8vhABBqVsk3yRIVLJEMgrdq6mpfJcA2GqLV1OWBF61dwkSDluVBwAE9cK+qt0AtiGMKFAWcuneu8iHe+fLMU98+4n3/fr7tiavK9z0LSfe0i9e7z1u1BudXjl9+89ctdK5y28o55gQQvzUfT913+n7dj6IiMIItaKk463UW8O3v/3tj/7+R7/+g68f5W+0OlrdWe5xFO45ec91mwE//MDDp5dP39p6tEsbl26i980u7j9z/zvueccR3xgtEm4ikgMAlFJnVs8cpP50iowYCrd8d1kur8vHfv9j554/1/0zxnhl68pBodEppS8+8UWyEux0xxBSyAfPPnhQPEq/1z98JBtt3nr2rd1u/2teeyOVSnuRUp5aOYWIXWRM7euqrhKm3OUkvlw3G75wRSfQ9PLe6nj1KB8fraleqS5rg+ZkAICI/V7fKku1YAedTcvdHgdaDMDVeGOaMA3KAQBEjFFHvaTvwuSC5194/kMf/FAnXqeUcpfnWd4taHfy45d//MjjjwzL4bA/3DXkrLar49XMZFT0sYsTSyeMMVVd0fYmreuUVnVVUzOscX886A9m8/3bRHabnwBAUR1K7BbTE6SdebodUsoyK7unzl08t/cYev+0tL7qO9/vGGOpu+quhjiv+XbU10NCCqnMS621M26v9E8JDjvVcCkkuTPoV2SNtdoiYoJEdgNrLK2dulVE154pxKC1zs5kd/kUBRH/xb/6F5evXB6UA1rEJkzLw+XuRkHFPhFjCslH/4UnvnB54/KwN6QSvDNrZ1JIk8UEAE6vnVZSbWxvwNUErsxmJCYWWUFOFiAHYlaQZyrGmDCllHplz2jTzdjHw/H2ZDt3OWk9QMvp4AFac4qQovP90e46DQBS4qjSp+2GY7SWutOaL25cbHxT5AVJJ3RLBABnnVY6yzKMCBKCD3SSfq/fpfnSGlVQV6+rFzopI9a+Riv00ccQ+2WfOiuTxpRnuZLKB29Mq0a1BXcJ2iImAVJKyu+QVMUBgpwUbWoMCBKhaPVL1xy5kLJ+5k65u9y6mFL6F+/7F7PprE2ZpY5vmYsh5jYHCY1vKBN9upguqsWTzz8ZfKBPt83tzX7Z11o3deOcM6YNHe+qhKyxRV5QnREF0Iz6I6pFcsbRYCvyomkaY40UcmuyZY0ts9I5R/Jl5jIEDCEIIWbzGYU3U88sCuvNXEb1PsYaoI5mmKSQXTUxCXlkhzHaTBfTqq6o/pRGZkqp9b8kMNaEEGiKRbfBPMspDLs9hoSS2NZStRHpCclNo5SKIVpnY4ykIrX9mLosGCkTJiMMVd5R0Si1rwJog36FEtQMm3qu0THU565Vba4m/WJsU7oRMRtl5enyLkn4upPlGET80O996D/8xX84etHNQbz17FtvSXBGkRX3nrj3Ng9VWR4u77sLd0TuO3Xfww88vOtBRBSZUCtK6tv6Z7/9qarqf/vF/+3lSy9fWL9wxJesDFcub92AR+aB0w/suyrYhQDxU/f/1OnV0zcnZ+wipfTKlVde/3kAQIB44OwDbzv7tsNv4tP5tGtCedOsLa0tD5f3fYqm+wKE6Au3yorMNd73/vfFplUitmfbFPF4yPHPv/L8Ez98AgBo7bT3gPtP3b9vaEu7K349Hjj9QLtdeRUp5K4qiRuC7Po+eh88LRpJHLmhk+Q236XXFK44sXzi5gT9VqORSipZZMXSYOnwy3avInMtnkNrZxyVuHcLoTrW+b35bf7Rdsv5xX/yi7TbH0KgHcLggzOOivwBoSzKGCJFe25sbfzho38IAG+7522019ruHIIQQpDRHRPSfYM6egAAIKSY+nm/Cc2+ltWu0Rj1Vd074LvmHR1FVmQm6wYS7cAf4vVTUvWL/tZ0a17PEdFHTy14QwjtAlhqAFgeLZMIss+bNLYTN5VQo8Fob75vd2QTGvLGD8oB6dqkCGilaakMACklKSU5FEIKlPHRPU7ze6NNbvOUEv166RpPkAChi30VQjS+CSGsLq9igXrp7i2v/sM//cOvfe1rAJDZjIwnjW+WhkvkJggxoMCtyZbRpl/2lVCfffyzlzYu9Yu+1jrLMiVUv+iHFEh06Jd9ytGgVsHOOgqEjik65UBA7WvSMcu8dMZ1c84iKygvpvFNTHFQDmaLGVytoCc5g44UUrRxGFIDAAVmA0CIIbd5SKGXtxEB5JMCil13VoKsmmpje6Mbq/2yTyUepBhqpclHg1db8NJhRpuu33BHr+xR1kZnbXPOdQIo7cqEGCi0O6aotKKm2s64ViUHbBvoACRI1BOq7SIMQgghlYQEVtskEkXDYkKQbUgqvZAcDY1vQgyrS6tiIPTo7h3Mf/zxP/7aV79GYwMBM5s1vnHWUThLbvNOrtqcbi4Wi+88+50ECRFjiCtLK4vFosgLKSUV75R5WTd1kRfee2rQVtd17nLqnEV37DzLKWWpV/ZAwHQyXRovkaxQuEII4YOn/PXa13mW9/JeCGFez8l4VVUVtXy2xrb56Ajk86LyN0rzjSlaZ7XQVI8plIAETWims6kxpvY13SRTSiEGii2XUtLdT4jW0tJmuAhBZisQ4Kwj25fLXPDBGENqJskumFAoIVBQfHUTGjLNaa2pbZMA4YxrlUEB9Gun+21bSSqk1K3hSwhBMT1UfKdFO0rJC0bDmJRN2rJaWV7BDM2yueNnF3esHDOZTv75v/rnTz795C052zvve+etcrVorR88/eANlP0fL5m9Bb0G1pbWfu6hn9t78SCgKIRaPtBOz1yXX/63v/zlr375RkuQlgZLm5PNI+72P3jmweliesQzSynf/cC7Tyzd5CqxownNpY0bc/EcTu7yhx94+MTSib1PIeLlzcvLg+VbMg4H5eDUyql9T9Vtm4uecGusyAAAeO/f96/eRzPU9a31I3ZS/8I3v7Ax2ThIjgGAs6tnd9WTCiH2jUDal+XB8urSajfRv243og7Ku6EWCT56MtVTLEWM8fyl8yeXTtJe8RFPSNBW6t7Hy6xcW167uSqqjlk1W+ovrYxW8uzA1lGtnXhXzxoAACClgOoLSESgx730+dm7qBvC95/+/m/+u9/MTCtILeoFDeYYoxSyV/R2HoyAIYbPfu2zlzYvZTZbW1rrBhtBHUNH5WjvXZo8I2VeDnvDLmWmY3m0TPHAAFBmZZEVu+rvirzYWwMVY8xdTp7fRbM4yPzbltGliAmb1FA7m70XrFWt2iKFHPVHO/048Nq6j45+0d+VG031Vt1bpZVJ17i6g9JwAIBqwQbloIub6X60nWnBSiurLfl36LRNbJRUVtmQwqyaAQIiro3WlFaoUK0pae66+cnG5sb/+v/7X6lvoFKKRrIAkVIa9odaahSopa6aanO6Seavc5fPvfjyi+tb68PekIZcZjNao1ItQ7/sk4DYL/q0miVTGP3dV5dWtyZbrUoCOOwPY4ha62slQqYtEaKbIT3lnKuqqnOyUCALdWKiHdM20kK0wbdSyM6wQJ5EEJC5bGu+VS2qrl9YSmnYG9K46ibnVCtKPYC7pr+0/0/XOJULkbaSZRkAYEJAUFpJKamvMJ0KEVFgYQugARyDNdYZR/4dWvYbYzC2vYdJjmzl86vtgenXLqU0ypAfQQmVIJFPQQpZNRXpuaP+yDknpJAjqXp3hbNgJ03T/MIv/kKM0WhD1iEpZeYycsSQt8hoQ6lbMcTnX33+0ualSxuXyDRH9Urks6t9PeqN5tW8l/UixjIvBQpqlx4x9ope0zTGmEFv0DSNQKGtbuqmKIr5fE5em7qpy6KkjZkYo1a61+uRIUtJVTf1olqQgNIls5CFlkQ6pRR1h6CLse1uJqSU7Z/bOTev503dUCM5ACD/Ttvf2lgaNghISiIVgSqlUkxKKWNM8IFGIGk3ZO9qK5QREFAr3TSNlrr2NRVqKa2MMm2usDJU4BxjlFoqaK+XFJPSSitNLhu4uilFze8AoNUaoe343va6liCv9oZPIZHdbNAbgALsoxveybPoO1OOefJ7T/7LX/uXG1uvq9fvTt71wLtej3F9FxLkA2ceOHxD+M3idVpjOgbl4G89/Lf2tRQhoBxINbqrEwduDkT8+f/+51+88OJNeLXGvfH2fPu69REA8MCZB2g/6ugYbd794LtXhis3/Tc9f+n8zb3wcE4snXj4gYd3Oh1qX8/n88O7I90ozrqza2f3/aPQRykAiFK4E7fjJX/MfPmrX/7yF7+8Pdv2wR/dmjSv5o88/ghNTQ46ZnW0emb1TPdPCqE8OtbYe0/cS/f5gyqVUko+eB+90moym1Bv1IO0ke3pNqUIG20eOPMAlfYc9c3sVzlCLI2WhsXNNHdPmEIK3Wrn5NLJzGXOuoN6DJO/uHsqYeoMFCGGMisR0RiTMNGaGRFTmdzK3TLI/+m//KdP//Bpamvd+Ibie7pnhRCZyTpRYLaYOecub17+zFc/Q/bvXTlructp7bo02F0tTw1B6OtRb3e64bg/3qmeSylXR6udj4Y8OPu+fyrVXB4sU8vthKluairf8N5jwraBCwAAbM+3N7Y3yrzcq59abXdljfWKXq/o0ZxbG32QQW1psNQ9FWLoEkB2vsOU0kGxfSmlWT1TQlG/8J2//BBDV6BHRIgSpJaalgQ+eCVVuz0rNQAUtiiLUiklpBA9ocZ31yL2Qx/70Be++AVrrDFmvpiPh2Or7WwxA4SiKLz3ZAINPiRM2/NtCrN49BuP+uClks44ujNLIVfGK977Ngum7FMec93UAkS/7CPgtRSYvK+08sFTO15nnYJWnVFaLRYLpZQzrvFN5/kqsiKE0CmMVVORdE7LNqrvIIsWAtLSrl367hBHtmfbm9NNJZUzr7FPZi4r8oLWvVRIQlqMVe0IJ4sBLWi7s1HkU6/oXRM9BWitBQqjTcRItiAKBDHaUK0HAIQQjGn9uYgYIaaQMptRCVKKiZJlySzTdc6mbk2UOCOVtMbWTY0J2/omEPRXWB4tK6UQEDTIZansXTSef/+Pf/8LX/qCUcYaSwYW+k0qqYw2FG2ulQ4xZDZrmmY6n/741R9f3rpMkUNN3SijSldWdTUYDKqqyrKsbupe3tuebo+HY+89/bm99xSqQrfZLMtms9l4OCZFWKCgXpCD/mA6nZI4WDXV0nAppki1UYjY3m8BSXQLIaBAo41Mkj5zpZIpJapjihiVVJRHHmPURs8X8/li3mWTk5/LWQcIzjnK/Q0+kEOz63hNlwn9uowy2mgaotZYEj0FCO89lVxZZ+njIKbYNA2lz8QQnXPOOIqUprdqlEFALXSSSUqpoO2ETeVXpCJRe7K2wk4A2RUpDPhaW7SroTPJp4hxdXm1bShmhVpVSt+Zg/kOlGM++vsf/YNP/sHh+Y43yk8/+NNdN9Bbxb0n7t21gfam08t7R/H2H5Hc5f/xw//x3t0tAgWqJXUXKvevhw989AO/+7HfvemXD8vhvJ5ftxnNvSfvvTlJzhn3Mw/9zKgc3cRrz1049wZ5pqSUD93z0H2n75NCbk23rLavpw7lEE6tnhr1RnsfjxglSEQUhXAn75bF6kH8+m/++vmXzu+cHB+RHzz/gx+d/9HhrfHWxmunV07T10esVNrF/WfuN9LQRjrNDCbzCTnAffA3dMILVy7srC45vXr6iNlhh2gxxLA3PKhE7iA2J5tCip1LVh/8vafuzUyWMDnrcruPTalqqkEx6I7PXLbz5b28F1Mc9obzel5mZbtaWAbTuytavP/tv/u3F4vF6ZXT5LLeq8ZWTTUoB0aZeTW3xtLW5RM/fOLbz3y7zMp5Nd/ZoK3IrrW4XhotCbw2NyPHQXfa3OU7m2TlLt9rGVsaLAkpYoyjwWi+mMMeQgwhhISJhkSRFVbbg+7AKaXzl8/TpWeMGZTXwl+UVAd5tcq8HPaH7Q7oAfTzvtEGBcYQ97XlHqTILOpFiMGZdpWVZ3njm0E52KkYUm4l/bNqqjat4OppqdaJGplZY2OMS4MlavyklBJGyFV599hk/pdf+F82Nje00KQFUDnDoBxQwYIAUft6PBhT+YNP/rvPfDfLMt/4b/3wW/2yX9VVv+znLm/XulIDgNJKoMiLnHa5nXNN0xR5QfUOpHpkLqM6Dnob4+FYoKBe7EAdrxczUo3rpqb2NHQkpZwmTOQxiSlaa6m3HSJq2TbwovFDNhZKRRRCvPDqC3SzUkL1+/2qrmi9oJSSIPOsLbrUWndhMRSNBDusYf1e33u/U8imq5LC1VsDlzLdkCO5k35kYw31qOr+D1ebZJMpg4oBjTEKFF3d2mgttNIKEvjoEZBaLNHPK1VbigLY5owsDZesslRlhQJhCVzvbpl7/MP//R9ubm4aZVJIWZ7VdS2EGPaHi2qRZzld42TRIrFge7Y9r+dPvfDUbD6jGGZnXfBBCmmtddb54AtXkFSttV4sFsPBcDqZlmVJ8bfW2qqqqKCSCotqX/eKnlY6+ECiIXlkBAgKTZdSCim2trfyLI8xppRCChS5ElNsy4tACNm2HKK8Z8oV6gSLGOLmdNNa2zRNjLEoCvL6WWMb37RlSiDJGqOkoqLaPM+DD9ZaOpisQ957rTXdzClamEYUpckAAN0qAQElkkDZBaKDBC20kkpLLaTw0WcmCzFkLgMB0ccsy6j6iRw32mgppAQplSTnGgLGEI01baN3yqNJie4Gy6Nla20r1gCKJeH6d+BgvgPlmH/1a//qi1/+4q0958+8/Wf2jXt8nZxcOrk0WLp9TCLjwfjW/phGmZ97588dtHJAQFCgV/VdHqF3dP6b//6/OX/x/OupdCuyghoNHHLM6ZXTRzHRHIQz7u1vefvJ5ZNHl1emi+nW9HWFbR9OSqlf9M+snbn/5P1vXKNuqh++//T9e5+iAnIAwAyzU7v7Dd9V/A//8//w6sVXZ4uZlJK6NffK3nQ2dcZZYzObkeN9X/PgX37jL6/be2tluHJ27SztHB7l/ZBHwDmX2QwB5/P5oBj0yt6NGsR2kTC9fOnlve2H37L2lrWltYNeBQBGHWhn2Mm4Pz6iw8sHvzXb2leCrOrqoXseomXwrJqNB2OqVth1DPl6aOq/86L2wWc200oPeoN5NaemJDFFfVrf8Zux33jiG+99/3sBYDwYF1nR+bxoctn4NocixNDv9QWKnS2KvvjEFy9cuUBlRyeWT9CCirz03TFa63FvTPfhne4YwmpLIeKH9I3OXDYoBnme13UdYpBSLuqFMWY6mwJcawJNsbgpJaXUoBjsa/Gb1/OdlaRa6eXRMo3t3L2mEIl27ymFAQDKvOxO2Db4SNh61Cm6EUSe5W1eL8JBigzsMA0h4vZsu8vdAABa4tJiOGI0ypC0RBEMtOzx3lNd4U5FpsiK9jAUFCtLCiMiGmu01DAEPbxN68pvIU3T/J3/8e/Q2mzUH3XNg5rQlK6kFr/0Cxz0BkKKft4HgG89/a1nXnrGGDOdTkmqHvQGUsjGN/2yT5ETIYbhYDibzwbFgNRGajBcZiVJ1UabhGlYDulZygG11vby3mwxK/OS4nspOCbPc8rIEEKQnthqkVeTs1GgVZYSlMq8lELOq3l366NIrxjjwi9IpqH9+X7ZpzFcFiWV42mluw5NIMBam2LKsizFNpkIAJRSbVx0THDVjEkLeGoMTN9UKmmlnS1m1lgSdBKkwrV3A0T0yVPQhjOOlqzkCQKAJjYChFWWCrWonpF0KCmkT54KowQKKmyhchVKbxUolpeWY4zUZwcB5ZK0gzs/bX06nf5P/+h/UlIlTFZaqrUhxTyEMBqM6rqmkqUuCnpRLXzwr6y/cv7i+clskrmMRlSv6FV1lWc5FfIopYw2dV0P+8PZfNYrenQrI1nBWUdFc6TXaK0pkIVisyazCRX90dbOeDAWUkwmk36/D9TqC6OWmnJYqApYSKGFrn2duYzeQBdMrpVufAMCEHBRLShByTdeKpm7nEZRlmWdyctoQyE4NOMiExAVK3VlRG2LLqVSSM65GKOxhqQcKveLIYIAJVQTm5QS1UmRU8ZIE1LITBYwUFIMdfgm9xDpSvQnIH8ifSOKpadEYaEE1T1RjycUSG8PBGDAFNPJtZNUzNVefSNlR3faYL4D5ZiU0t/9+3/3wqWjBp0ehbff8/Y3KO1lebR8crxPB9PjZ9gbvv7M471IId/14LvecuItBx2AgGBBr2pO+T2cT37mk+/91+89ehzGIdBka9+njDZ73fI3Qe7yh+55aHW8epSg31evvPp6BKB9obbBKSVqJAwAg3Kw1F86uXKycMXKcOUNSmsXQjx49sFduZg7VwLoMDt99yoyf+d//DvRRx/85mRza7q1bzopUGSs0gDtFg0V0aeYKEx018FtX4yEADDoDayxZ1bP0ISM6DoZdaaAQ97hfWfuW99cH/fHy8Plm271dWXrykGCzrg/vufkPfuue/c2mT6E5eHyvgHGO9maboGAQz68mqZ5x33v2PkIdXXt/omIZIQBgAjRqte8bdq165d9a2zVVK0bPAV7z4FWizuDX/xnv/iDp37go6/q6szqmXF/DACU8bDrSATcmm49d/653OXvuP8dZVb64D/xxU90FUar41XaL93r/FpbWusCSvfSK3q9vEdRtfRIkRdSSB88RTmmlMajcVM3h9xdffQ7F4da672pLi+8+sLuHwqxyIrc5VrqEIPSymhDIlR3DI06o0yRFQcV9DntfPSDckB34zZAQYmmaYwymc3IkEUxycNi6INfVIudLi0ixDAsh90tnYQYykqglI32hw3+mhwDqLXOTNb4hgoBjDKkDdEB5GpUhTKr5s62yXz1G1/9v973fxV5QfeKzGZk0wgpUJgg6S8AQDvzk9mESvNCCj94/gcbWxuLekFygNbaaaekqn0tpaR4aZJaBuWAciLIOdLP+1mWdTdJZ92gHFRVRTUL1lqqd6P9fADwwfd7/aZprjnFaHEYGqUU3aDm1by7JVJhKXlMqGSJpjwvXXwpYerkUbroKHqGbClaaW10immnB82YNlSV1sMAQAdTY6b27QhBoSRdGzsKBg4pUOFSbnPqPuaTHxQDSkGiSi5ybTSh0VpHHzOXUVAINYrChDSjcMaBaDVfylM3xpBzX0qphW5CQ6EhCtRoMKLSPCFEgiSEkD2Zrd7hc4+vPPaVf/Pv/k1bUAZtuZDVlrxyCOi9H/aHpAUrpcgnsjndrHx1/sL5y1uX6W+tlDLKVHWlpdZGp5DyIg9NIJlDKUXJLKSyVXVFN8Dc5eTXK8piOpmWRQkAIKBX9GKIUsoUk81sCIHC16qqUrp1CiuhQACZWEMINEOgeCAKVCEJiT4pGt8YZS5uXKSg35iiUabVPoTQUscYnXNUpdU0DYXIUJUQad+dD4u2vkIIZVnSFUd9lwCgS9ihy5YS0Mg91PnLQIIzblEtnHMKlLWWQqaklGS100ILJSRIuq5DCNZZSGCMoR+qve0LgdBepHSXJl2JrtATqycECmoEjgIFCtVXd9hgvgPlGAC4ePni3/uf/951izKOzi2M8t2LFPK+U/e9QQUUR0QIMegN9gb+3SreevatD9370CEHICDkoFd2t/NgOn7+//3z5y+cvyVtjOBgRaZf9rvZ+eunzMqH7n3oupkyt6RSidbbSqtFtdi7sHHG0STeGvvw/Q8DQNVUuc1XRiu3XGlNmO45cU+/fE06pg++++Sb4Wx8//j2scUdJz////r5nUv6eTV/5fIr82p+xAFAe9fUBPGQw86snDHGYMKbkPnOrp3dnrXZqINysDxavonS13MXzh3yDqWU95y4Z2X0muuic1AfnZXRykGRNCGGzcnmTmHlIASIvZau7nqBq4vk3OXzar5rVFPjG6PN8nCZig5iipnN7uxYX0T8r/+7/3p9a50CSoa9ISKeWTtj5O4/32wx6wptnnrhqW889Y0iK86snlkdrT7+/cerpqIiptFgRJHA7ULuqjkcAEb9EdnXacIKAsinQIu9pf6SUuqgfZRe0aPohEE5OORus7enEm1RjnojpdROawyNBHozCdOwP8xtvu/9szWxAwCAVrrMyr2KjFGmuzyHveG+d4CYIvVvAgFGmbWltYNK+Xzw4/5450lIU1BSdQseACDxBa4md5DjQAtNcZKr49W6qeku7ZOn/iYgwayZbHBHTf138mu//Wuf/vynS1dS49sYYpEXZNPrxgZJjcPekMKqL25cJDuhj/5r3/3adD4FAYNyEGIo85I0RKo4GA/Hs/msTbKQEvBawv1oMLLGbk+2aUQtjZYwYhNaUa9f9uu6XhotbU/au7FzLoQw6A+CD7TV30khta+dcZQh6qwLMVA3MR88VZ/RQPXBv3z5ZbhapUKv1UorrTKb0Wq5+2FJnaQu1LTKBQBrbafIEKTIvCa7OsvpR6CLRUtdh3pQDBCxaqqEiT5QlkfLnRuxVb6kAgAfPYV9UA87ijgRQpAKQGtp6iamtMptLqSgNjp1U0sjFSqK81gaLgkh6Aw0vBFQ5rI4c8smeLchv/2h3/705z5NEcg0Eow2VlsfPf2JrbZVXdFoccZtz7Z7ZW+xWFS+2pps/eDHP9BWS5AxRYGiLMo8y7cn24P+oKqq0WBEOb4CBBlPyDxCWqEUcjKd9Ms+ZQbHGOumHvQGFGpbN/WwN9RKb0+3R/0RzWGMMRT/T4U/ZAnpAp4FCJtZCRITkh5DWYQhhjzLffDTxZQMX5TImxe5BEm+Y8oeapomyzKllAARQ8yyzHvfRRF1/iDyLRpjKIKXnqJ4XSpcohouBJQgQwpOu0WzEFJYY2kpkemMwokBIKRglGkzqq9GBVM/+5CClpokoVavN6arKKQoZRrhdGnTj4YJV5dXJUhKjaGkcBQoClGePGrXhdufO1OOAYBHv/To+3/9/bfkVEqqw6WEW8LZ1bPX3ep84wgxvNHf/dTqqZ95688cvuiKKUIP7PIdvrN6E3z5sS//g3/8D25t/HOb9fBahr3hzk2hW8KgHDx0z0Pj/v4CRIzxlSuv3IQ2QS0/2v+ldJDfh+gVvc53IEA8dO9D1EwkxrhoFs641dHqQa1ebwJEXBounVx+jfFtUS+6QvFZnI0fvOsUmfl8/l/9P/+r1dHq3qe2Z9sX1i9UdXX4tY+ITWhohnqI1HJ6+XTtayHEoBiEFA5PnNnFTjmGKPJiebQs8Kh/rJTSuQvnrvvH7Rf9+07f1xZZpGi1vdEGTACwNl7bm0E2mU9oHnOUM8QUx73xvoGpWmkqiokxUqVSt/e78+UCRJEVtMEbU4wYrbIhD3fY5lXHK6++8rf/3t/uahY6RYyshV2vJWr7svN2mlL64Us//Op3v0pBJwjYucNWR6tUKrKrbHNpuDSdTYe9oVRybynxuD+eLWaDckBlYrueXR4tT+etB0dKWWYlbZVfO0LAIQogpQNsTjaFEBRP8Brzi9Z0WQ3LYZmXu4VFbXZedEabMi93vlxpJZLY6VNbGi4dNB2NMc6qmTNOK52ZTBvtrLN6d8vhEMMua2fCNJ1Py7wsskJc7YRNlR1UahdTdM5poWkLelAOiqyY1/Pc5gnTfDFvw03Aj992K9Pfbyv+wT/+B098+4myKKWQZV5SWYTWusgKgaKuayp5G/aHVVUZY4wxvvE+eqllXdW5y7/87S9Pq2mv7AUfYoplXja+WR4tb022loZL29Pt5dHyZDah1njOOKOND37YH07nU6tt5rKqrlaWVja2NqjlUOOb8WBMLcNyl1tj6VOe3rAQosgLyhuq6lbgsNaSH4oEFAComqoT78gsM11MKbeCfFK0+IQdtXv03gCAajcQ0DknQVIoLJ3WObdzMCNiZrK2Dc1VFSbPcpqP0HtGxNrXNMdOmLZn220UujZkKaLCqF7Rq5qq3ZoVkJnMB0/LWvq7eO9d7owwQgqyedZNnblMKaWlbpN0qNcSiH7Wz7M8YCAVjFbICZNdstnKnXlnBoD3/cb7vvSVLymlIAGVw5A0bIwh+4mSKsVUlmWKyTfeZc43PsuyhGl9c319e/3FV19EgaSyIWJZlCGEXt5b1AuKSSqL0jeeXEje+37ZJ9GtqquiLIwyKSUqo6PDpJTkB5kv5mVRhhjIR0NqPkUFA4IPfjqfGmO0bNuEUe2ncw4ExBSdcVLIGCNZUa5sXiGDSQit3iGFrOuaPqOpjpWqlgBBa92mCyUQSgC2TisAICtWG9AbYxu5hUAN8kjQoQLGiFGAoM0zqq3TWtdN3S/6ZJ+hvBinXdVUw97QJ980DU0MqDW7My6GSFE11loqnkJE7z2ppQCgjY6h7Y9G/QSUVJnN8iwHAYBgtUWB5M0xKyYb3yGD+Y4ti/0v/h//xde/9fUvffVLr/9Ut3CRdggvXXqpCc2+C5U3mpjiQYG7t5BXLr1y/sL5//Jv/ZeHrPaVVDCHly++fPbhs2/0+/nJ4jc/8Ju3vBVX6w987Qz4Jno2XZft2fbjP3h83B+//Z637w273ZptHVGVoLSzI+ovO9lVA4KAP3j+B29Ze8uplVOdz/nK9pWqrqyxK8OV1/9LEEKsb63PFrP7T9/fTfVyl0/nU5UpIUSpyvVn15feehtFRx0Dz7343GQ22fcuNygHtKzd2N64uHGRguj2HiaEoJnxol5Qa4x9Q9YjRgBAxK3ZlpRyUAy6Tdfrsvcwal5A3YspH+HwM2xNjzSkJ/PJkz96ktJkgg97c1uOwsWNi0IIEk3oza9vrzvrjl7VqKS6tHWpl/f2rQFZ31rPbFbkhQ/eCbeoF933IsgB7oxTQtV1rY020vjo9Vz7iTf9OzDW99TJU9JIDEgBKN3jPvgL6xdijCeWTpRZGTH27Gs+WKWU77jnHQ+ceuCx7z/29ItPa6WddiGFmGId6rquJ/PJoBxkNutifUmCoRE16o0C7qMtbs+26dldd0Uhrw3ClNJkPnHG7bTBLqqFKXf/gRKmeTXvuqu+euXVYTnce1ForZumAYCt2dasmo374+62qbTa9SZ98FuTrbIo6T6cUgIPuy5wapm896qfzCcCBF0dVVMZbayw3nvvfUyRFCVSapRUW7OtYTkEgGk1bUIjQQLArJpROg+tf3z0FHcKAFLI4IPQQklVh3pezTOXFa6YzCe9vIeITWycdiKK+fq8WLozbQUrSytFUdRNHVMkz4gAMZlMjDRVXfWKnhIqz3IlVK/ozRYzq+2wN6ROLudn57/9w2/3yt7CL/7/7P13tGRZXh6Ibr+PD39d5k1ftqubNnQ3MMLTPZLeAAskJCHsgJoGppHUejwhhsfTSHrwRj1vMUtooQEN5gkxCKlHYmQWSAgNGmYJDdC22pTvLJf2ujDHbf/++EVFRd178+bNrKruzKz+rVq1bkacc+LEiX322fvbn/HegylYJ++0qt0Z70gu27allE7KCczxALH1xoPxCsHEOlvWZZZkEB/jvFsYvkBgjfPOWDPoDUB2aqypm3pSThbuFTBhU0pxyh1yUz0NPmRJxjkHWQdjDGFEGZ3WU4i+hsPaxhJMIhFJKZVSIYQ2tJTOLXLh4njvtdVMsPBSNU1jrQULYQRyTmMYY9DYoOD5JbgIOGitJZOc8bIpgacATzpllEDz/HUUUNVUk2oCME0SJSigaTWFLVvV7pV7kkmCSataSyywupxznPLgQ2OaJEpCCNpojLFFFkxnpJTII9CblHUJZEk91iQhIrnXrDegGGeg1mSUKa1QQBBHDSHlIBbDGO/s7WRpNmtmSZo45sCihTHWL/qVqp594VmEEGR4VXXVtA2YCs0tqKw11oCzjOBiVs1kJHHAiKDpdApeubAxCqhRTZ7lxJCmbSIROee88yu9FevtnPoRQlVXAEaAJVZAoW7qKI4wxjZYZBAjzAVnka1URSkFp95Wt61uEZ7fJgubGEhigjZMGYWDw2c551BAsYiDCxD2572HtRaEUdM2wNaBW9VYwxhz3rW6pZg65zDFbdtGMlp4viijUECTcsI4o4TGMgYfX6311mQrjVKMMPDWnXVCCINN8KHRDcPMeuuNB7ucgEOjm0hExpqmbrjg8OkCz2W8CwaNd15jDVbWiCC35Tz3SXYv9Mz3LDsGIRRC+MEP/uCrN5HJk/wI65PXsEIIvby3nNX6+Snn3S2FsL6astZ+1du+6mgTSu/9lE9HJ78AyNSdWY89+dgP/LUfeD2AEoTQYmAKtTZcWxCAX48adUb3nboPmClQR0Rcw4qWdRY02Lcdl5bI5ODsNITQSTsHiW8++Fa3gop+p3/8JOYj6tzJc8vHmZSTxe1W2rJ3vvfG4YL91u/+1t/8u3/zzRfefJyNt8ZbO+MdY83B6+O8a1QDf4M79b4H2aDYbx/OKMvi7EZWNcu1Pliv2hv6+BJKsigr0uKIX+3F6y8en4/DKMuTHNhbELfAKOsWXRBKAKxzU3BnfbgO+TtKq+VJ+PGraZsHzzx4I3qOcw4GYZTQhV7JOQdSHcFFa9rgAmccXAaFEMYaSum9auv7Z7//z04nU4qp4GIfPoUQalXrve/m3UhGkYzAuyhLM4yxNRZ+6Fa1H3viY09fehohtDpYBQYB0AEQQoPuAJKGQfO/KEpoJ+8ssMVO1gFLYCjBRJ7mC5n2xsrGznjn4MlDYg5nvNUtdMVKK2UUjMuXTbUm1QSOIIXsZt1Fm5+P7F9ZsYw7Wcc5dzAMGwojnCbpXCdyg4fMoDdYxNk457bH2/toldNqujHaOKiQ0lbDeD3mMcJoH7YINCXnXZ7mYJYJ+jv0ks4FpDedtJNECQiayqaEBWTwE6lNvfqm1cNP+i6vf/TP/tFv/PPfMMY467Iki+IouGCt7Xf66CWFmhAC5orWWWtskiTOurmch4u92d5Tzz91ZfsKsA8a1WyubVprp7NpEidZmjnr6ramlHbyDgqobmuEUDfvQsoSNOZBd2CNXXTRvaJHMW1UA++uDdfqtu4Vveu712GDSESgjQJF3qIxO+fAuYZzDvExoCRqVXtt9xp6SRaKMWaMzS1OCVs0eyGEMSZJEowwRnhhCAXMVuCqwJbQfkBdghCa8y+WKo7ixYNAGTWejQfdgbMuiRKga82q2aAzcN5NqyloHq2zwOhsdRvJiGEG7tRgLw3UAMooRtg6C4ZH2mrAhTnjXHAIoymSIouz+Xw7OJCigPEwYwxRlJ3NXif7vC9s/ZN/8U9+9Z/+KiFzgU+WZkYbpdWoP7LWSiaNN+A+iwlmjLVNm6UZOJAHHECIt7W79cK1F/I8p4RqpbtFVxsNHtKMMLAHbto5BAaWvfB/Smkko7qpQWpHKQVAJ45ijHCr2iRJwEKoUU236FJMt/e2V4Yr1lqlFWdcaWWsgfsIIwyut8CZEkIgjyblREo5nowxxcEHIENBXBGYzoAnOqMsjmKgQxJCtNaUUKDMQMv3zgshGGWgkJqHghMCWddRFAUXhBAhBGhFjDII5LbOEkSMN4LPEVXJJCbYeZeK1HhjrEniBC4U5IUBTkQJtc4KLiiah1UDE4cQAsY6IOCCgCdCieQSIM4kSgQXnPPggscerjPElVJCMcfd8917YF3zXoZjEEJXr1/9kb/+I8vO/7dR/WK/6OB1rUQmp9dOf95maMCQ/HxOCK2173joHSdXjuK/1G0tToo4vWfdB26p/tIH/9LFZy++fsdfRmTWR+uL0fDrV2v9tQsnL8A0Ztk4xntvnHHWOe+ga35NOtkjrBMYZW86+6ZDoS5gAjPK+kX/1Qi4fPAnRie6eXfxynLcQ2Wq7oXuGwSR+aVf+6Wf/0c/f/7k+eWgmaPLe7813jLWTMvpYuU/hNCadnlCKPkrYq3TKD30JxNcJDI5GpRZ6a3cNOgdxjogEjl4wjdVKs3NiV/60QGe01YfLVYSTMAwC2j28+RLQkGzPegMhLgdudOitNEPnn7wiA3AoWDQGQAbf99tVTZlFmetaiHXBm5hRJA8Je+95v33f/Hv/9Kv/9LJ1ZNFWqCAnHd1U7e6hXkdgAWDzgBhVDWVDz5P8kM9Vp69/OwzLz4TUAgorA3XZtUMJA8++BBCJKI0Tg8mSXPG8zRXRuVJfjAmb9AZUEJb3Z5YPbG9t33wQyH/JYmTuq4hLOZGE7Mr21cWuCfBZHW4OrdafEmpBAXDSB988AF8neMo1lqDdWuWZMtjsEQmSZJYO8/ggOnB8oeCs28IoVHNoVqqRjfrg/WDr3vvQWaYJmke58tfygcPke3gbUQomdP1EUIIaaNXe6uD7sA6WzUVhAoD1V9ZBQhpq9t4Nc5GrzuP+PNfH/3kRz/4kx+EqwEqLW10t+hqpSFgCGPcqnalvzIpJ5TSPMlh/i+5bHRTq1ppFUIYl+OLVy62TYsJXu2v7kx2GGGccSGE0grQHDAHLbICkA6gO0kulVHdvDurZpACA+m2k9kkjdJYxtNqurGycW3nGkKoV/QIIbDlYv6SZ3lZlXEcL4dPN20juACQLk3Tnb2dWT0TXMDZ5lkeXEAIxXGslcYEwxWAKSuoNrIkAz0LEMEwwp2iA6AqJHZFIoJJKdTcIOMl+2GEEGhAQgiVqhKR1G2dxqkUEpYQIPCbU77A9yFTGfqKaT0F4kPEI5iTF2nhnUcYgQlICIFTzhibkwVeAoDWhmughAIGE8QnBx+UVYKKWteEEJKS4ZlDBKp3e125euW7/pvvooQ65xZK2zzNZ+UMVGZgNFskhXGGEBLLOKAA+iD4Ufamew65K9evvHj9xTiKy6oc9AfT6bTf7YPtS93WWZLVdd3r9Ky1SZo444wxnHHKqGDCurnDEQTAN23T6/QQQtbYNEm990mU+OCrpupknUY1e5O9IiuAblM1VRInZVNGIgKrZs65s05pNceYGOGUT8pJWZVRFIFPzSL3IBIRqCw7WUcbzSiDoChCCFgvQW+20AqhgIw2WZaBQQwAjpxxrTXIhbz3cAJCCISRd94625o25rHzLo3Sqq2An6u1dsHlcS6FBH+ZcTmGkDWtNeCb3ntQHimrwPYI1GQweKOYAnwjmOCCE0Kwx528A49UMM0B58GAw9wxDSPkEe3QwebhAb53Ud3jcAxC6D/8/n/4+7/w91/NEVZ6K4fq6l+/4oyfWz/3+iXyLlcI4aD1wOtdzrkLmxcePvvwEdtsTbfWH1m/ByDPV1kvXn7xO3/wO1/vdYwFIrM+XL8lo41XUydGJzaGG5NyYp2dW7S+RvjLcgkubuqTfd/mfQdVVIsCBz5KaL/o357ldgihk3cWxLcQQt3WC0iiMlX3fPeYwcx3df3r3/nXf/t/+NvnTp5Lo1s2YPPe7053J+UEsJIQwj4OC9gWLjQIEHZzaOVpziiDCNWD1St6x+RhQQxNIpNXEArKyaGp7QCaHJx/MsqgBwbq7+3hKUmUGGNGvRGwKhhjyyEgxywY3J9aO3XENtbZJErWBmuHEirHszGYdzSqgbmNcQYJlGzeC1zi5bq+df09f+49hJDV/iqI4Q/+cGmcLj9bgfUNBpPLEqfPfu6zc3tRjEe9EXSDi3cxxnCzhBAIJZGMwEUSIUQpXemvVFWFMOKcc8aBsBBCQBjlSd7Nu9ZbayzAPRCJWrf1woNm1B0FFHzwMG0++DWfv/r8Pp/gSERA3YIeO4qipm0W6idY6kzj9Eb9JMztF04u6CXN7Dx6lsyRrFjERz/yZvVsH2e5bmvjDMA3xple3mt120lfVj8tfHzg8mKCwV01ElGRFq1ukzhJZQpT/SROwFEV4ttb3RpvtNVrj6zde2MSY8zX/ZmvM9p08k5d11JIiInp5l0ueNu2ILJY7c/JQdpojzxMdxc9uba60c0LV1947OJjANfGcdy27XxWHJD1llHW7/TruoZsoEF/ILio6xraQL/bh8bMKMuzXFDRqhZ6y07eoYTOqhn4WQCCA9Ozpm2qprLOrg5Xq6ay3hJEoDFDN76QVIyrcRInbdsC3AmsgUQmEOBCCInj2Bq7AOmAmBDHcXDzWxI8oUFmhV7yioZka9gFVvuzOFsOwYEWuHimtKbN4oxRZp3VVksmWzNHBxBCcIMnImltC9bgAQdJpQ2WESaEoJhabxljDLOAQsQjH3xAgVOOMBp2h4CJJ3HinIPc8SIrWt0659Io9cHXqkYBaa833rxx7zVmhNA3fdc3zWYzwYRHHgUEtjuU0DiOm6aJo7iqq0FvgBHGAUspjTUoIIgFRBhVdRVQsN5eunbp4uWLWZoxyqSQs2rWzbutbtMoDT4wwTjhPnjGWdM00ETrqk7ShBHGOTfGCClwwBA2pJQq8qKsyiIrOOO7k91Bd4AxVlqlceqdDzhghAkh13euD3qDqq600YBxgy8SJng6mwI22ugG3IKttYwxa2wSJzB0j+MYLJPAjRicegFYSeKEMQYwK4A7EK7E2Rx5ATNsuBoI0ty5QAgtHmSEkqZtAMSHOwtQHkgZS0RSqzpP8kY3BJNYxj54yaQLDjCv+awWI4YYpRTODeM5ERi8fiAcIBFJt+hKLq2xnHOlFRMMjIfBFYgTHnzQXrvgEEajB0d3+6rPvQ/HIIQ+9LMf+oM//IPb3n1juLG8sv35KUrombUzB8X8r21pq7vZF4bl5YMfdUdf9siXHbHNterayYff6CYyk9nkB/7qD6x114BMaKyx1hpnrLNgyQ7xvXNKvHfALrHe3mpsOSAyiyHXrRbMM0FtAf8H5zD4e/4HIbCeD7nFwLHUVi9M8l6P6nV6N+X7hBDWB+s31SQCLkMw6RW92wAUGGXnT55fDM6MNQs/oMpUnfOde5I8vK/e823vkVSu9FZu+wjW2d3p7rScVm11kMYihUyjtGzKle7K0bFKMCbex5TBCO8LD7ppMcb6nT4jc5PmS9cvLT4XphmUUHDLu+FpLCHvMHO4pduBUQY+jgihNE7XBmuLhgSLUcBWOA7Q45wbdAaHRt3DPD9Pc1i/cs6tDdcO3gULRAa95PIbQrCJTVbvNUTmy//0l2urBRWwsgo2qMsbcMZB7rGvnHN1WwcUYhnDvPGjj3302t61Tt6RXEIEKdBDYPs8yRc49b4mPegMYPn9UBbMmY0zlNDre9dvNMzbGG7sTncXZwsBNItBrfPu2cvPLuMm0IF38o7Sar8rMEIIvRypDjHY+zZYROGAaulGHkyRjJRWvbzngwf5W9mUnPBlw2CwERn1RuglnGvfXWOcWemtKK0WMQXOO7CVmW9gTTfvnlo9BedctzUosIw10KpdcGmUwnMWcCJttItdfuLW+oe7oj7w4x/45Kc/Wdc1ZCpJMTfTRdDkMAoh4ICLrGjblgsOLqdg3GO9jWW8YCNOy+lHHvtIN+9SSqum6uSd6WwqhQT1YpIk48mYUVZkBYgrBRdFVoyn41F/VFVVr9vb2dtx3p1YOeGdN9bM6hlCaK2/FsXR3nhP2zmYGIlodbjaNA1In0a90bgcw1ucc601hMEtcMbnrjyHECKEQA8PcHyWZd56AHcQRhhhjHGRFtZahBE0UYww8FmgX10oL6DJAWrDGYfgZJBwLhYG4ItD/jGjDGE0LafKqCRK0jgF9BCWZxaLvq1pZ+UMME2ANY0zWZSBFRqQg4w1ggkpZPABfIX7nf5qf3VaTyFEOZKRc854gzySUmql4zhuVSuFhA9tVUv7NF+9Bxvzj/+/f/z3/+D34ckLNi6wVGOMSaIEGBlAD2nqplN0pJTWWERQEiWz2azIirqpx7NxFEfbe9vXxtcklZDQHEWR0Wbur4Qx0EYAU1BKBR+SOImiqG3aLMuUVlmcaaOh44KcR2NNGqfgtrsz3hl0B5zx6zvXGWPD3jCEMJ6Ne0UPJJPTchpHsVKqUU2SJE3TMMbAHujK1hVQRXWKDkYYbJLmlNswH8wncQKvQIocfGuEkWACGFvgew0XDSi3EOcEazlCiuADZP9VVZVnOaQ4pWlaNzVcBOssZHJjhMGf2CPftE0n6wANB0iygBZxyo01gKgCFwk+FG4cwcX8J4viIikgD8t6C4lLcHOCOmmR9MQpB3PixjQ4w4PTdzdB5g0Bx4QQ3v/B91/fun57u59aPfX5548ghDDCmyubtzo3uKWCEcnrd/ybViSir3/n19/oXeddFVWD9bv7Hnv19Ycf+8Pv+cvfc+HEhS+5/0tuyc3EeTe30Vr88RJ845yz3lprF/8EiGeZUwALU5GMIhEBXv4ytkLn/nmEEkZuP54cXOuqpqqa6mAS6qsvsF89zuQ2hNDr9M6vnz/OdwkhKK3APvOWOocQwrkT5wBmVWZOg4e3Kl11zndAUnsP1+/9p9/7O//D3zmzfuaY2zvvtNbKKjAsaJrGBw8E2s2VzQdOPzCrZsoopRU42xljCCWzepbKdG+2N6kOIaosVyftBBQWdhuMsuMLqZaLELI2XMMIv3jtRWDyw1Dj6L2WrViWvzL4NRznczHCnbxTN/XiFc74+nB9H5QPTngwkZjf0Tco6+2Z1TP75Hs+eCnkvr1CCAGH9f76vtcn5WS5G5mnIxMXbUa352tzZ9b3/Mj3fOTRjzjrBt3BXE+EEUEkjdI5zIrR0eg26HGMNZzxjz/x8b3ZXifrJDIB5jbGGCYGy5gXjEoXoMxqf7VqKoQQaJoW2ArU6fXT49k4iRLO+L63oNYGa+PZeN+LGGEhRCKTSTXZnewCvE4pBfwFEwysK2hOyy0chCGLf0oul/veBTQJ/wTDV0gjXq4szcqqhL1G/RGIRKB88FprIALEMqaEJlECcMnBexagnIUMELxRMZqbXhtnht1hLGKgcY26I0JIoxsI5YHfBeYAEO2MEDLWwGIyogj3MMvuqRyMpy4+9b0/8r11XRd5EVxAGEkuYb4EiIAPvpN2AKEAr5ZIRFVTLQBH8BZllCVx8plnPjMpJ1LIQXdAMMEI9zo9FFDTNpDz4pyzznLOq7oy1vjgOeej3qhRjdbaOQcI8uWtyxjhYXcIzqlbe1uCi5XByvXt6z74IivqtiaYrA3X2rZN4mRSThhlYMKyM97RToO2DixCr+5cRS/BjgghaMPgFMMYg0A0RhncfWAtHEJIk7RpGoxwkiTQpbeqxQgDqxH6VYRQJCPBBRi+IoTiOEYBRTJSSsHd2u/267qGz21NG0JAHoHfapZmFFPKKEFkYd+rre6kHW20tjpLM0GFsUZwQcDeCVPvPfxGnawz6o6AZxFHcRIlzjnlFPa4SAvjDUIIB+y8i2RkrBFUzG9bjKikuI9ZdE815mdfePa7P/DdzjnBBIBT4LYDPz1YQUFiGiQ9w9Pfe782WgOPFULJrJzB7/LEc08Yb2IZg5cKowwTHHxAAWGC27YFaxWwPinLEj6l2+lCjwGuKxBsNJlOBv0B8iiRScDBI59ESdu2hJBIRmVVWmuzNIMwuPF0POwNwbV3MpsQQrTRxhplFA541syKvJhMJwEF730cxZxxKaT3niDCGMMEW2OBvSWlBAoYgHSQdoQC4oJ7O/fHjaIIgBJINeKcg4VWEieAwkQyAukcJRQoRdro4ILxxruXhisYCSo445hggsl4Nu7kHc64tRboYHEUE0IEFcYZuCwIIcEEowy0h7GIe50eJTSgILjAAQOTDqyCwVMGuDmAcM1pMiF47GUicR/z6G5ND3hDwDEIoavXrv7Ij92miczZjbO3p1B49RVQWOuvDTuvi1SqrMvVwR1gTRfQe9/93hvlgJRNmZxOZPwahwrddfUzv/AzP/uLPyu5fMt9b3n47MOvxiHiiKKEnl47/eTzT77mKU43KoBjEELW2r3Z3vHDko5ZkJF5/O0ZZQ+deeiWnGKAoNFNu8dETn3wJ1dPwjpt3dagqIe3al3n53LG76mx0cH6iz/4FyM8v8LW2kY1rW598JAcCVR2hBBM/eC5u+8Imyubm6ubPvhzG+cOHh/WIQedQcAhi7OqqabVtGzLaTm9unN1e7x9fff6stAJEA2YIcQiPk4mEWdccCGYEFws/oYl01kz253uNm1zHBDwRjlN4EZ5qNvIvjrUPQRjvD5cPwIoBMSHYBLJKI3Tff1JWZePnHtk0SyVUd2seyPxLCC8p1ZPLToNkN/vU/jC3IYUhPYPYVXcjfXhf/Xhn/y7Pwmy+X09hve+3+mjgE6snACHCOcdrI4CyQgsHiBUAoozft/p+8qqxATHItZGK6NCCMabyXQiuZzVs1k9K+sS4m/SOB3PxquD1bIqF58LQv2F1+nJ0clZM4O/i7RAGO1N95bPs9/pLwN5ywUWlVVT7ROQxlG8PI5aBmXAdGD5IEmcZHEG89WDzyyCSTfvLrM44yjeJyHsF/0bcdyMM9rqVKZpnEY8OtioXHCdtLM4pYACJTSNUiHEsBguw+7W2YDCoBgYZ5YDzsBKJokTjDBEIIPXCaPMx54N76mO+k/9xT/17PPPZmmG/Nw/BbJ+tdGdohN8ALLGPL0LI+dc0zRpnK4MV6yxEMWFEILl7qZtekUPVhfmmosQ4Dq3bWut1UYncQJOSZTRyWyyNlqblTOCybSawlPSeTerZsEHGUlBhTYaE9y0c3AEITSejsEtmzGWxzlC6OrW1YUR3gJnB+9ej31VVZTR4OdNOkmSyXQihNBK++CBswPKO4CiiqyA1g6uNGDXCt8x+LDMeYxFnKVZq9o4inGYH9xbzwWHMB0fPPALYA0MITSrZ/2iD528867RDSY45rFgghI6FyfyCCjPAMGAt7QUEmCgSER5kg86A+ttIhNMMKhXOOdZlCmrBBPGGspoKlNrbavbKIrAm6+bd40xQHRCGeKDu3USe2h931/9vk9+5pOALAMBRHKJCW6bttvtBhcA3UijlAtOMAE4vW3aXrenlAKFV5Zk3vpa19e3r59YOyGE8NZD6rN1ljPug2/bVjCBCbbeGm2kkAEH1SohRNVUmOC6qcHH13nXmpZhBqjHHAwKQSkFI59Wtd1OV7VKSpklmQ/+yvUro95IGRWJCGBQ6+3OeMc5J6VsmqbIC+vsrJppo+M4bps2jmIgQ1FGwQZea53nuTUWRsKMMSmkVhoQIoQQ5C7BPwUTYEscRZFSKk1ScJOBQwFEQjCZVbNO3tFGW2c55caZ6WwaRZFkUhkVR3GjGwi8A68uuP3hinHKAVIHOAZ+Hc44YyyRSRqnkIodQpBSIoQIIdCMGWcoINBVgbsToQRYe2DEDpwjH3kxEnfjGOONAscghH7nP/7OP/if/8Ft7Hjh5IXXKdTmOBVC6Bf9jeHGa3vYub3ZgUiIL0hZa7/uS7/uRrPZ69PrG4/cmxrXW6pv/f5v/dijH0MIZXH2pQ996bkTh0xEX2X18t67Hn6X9/4PP/uH49n48xPxvoxHjGdjZdRr+FvnaX7TWOJ9hRE+t3HuUJXB0QUGgUVaADf+picGbtaQqLp4vdZ1fjZn4p4a6O+rJ5554v1/7f1VVRVF0bat4AKe8cfZt5N1Hjj1AMz8vfen107v28B7n6VZP++jlwKYVvqHCKO00WVTzqrZpJzsTnd3pjvbe9vzJXFY/+ES/Cz2AS4wgLhRE51WU5heeu/LttyZ7BwBMGKMj2gq3ntw7zvidkhkcoTQr0iLlf7KTdlekB8P/OEFs0Np9dCZh0ApcHp9/0U+WNZZFNDptdOA2jjvyro8aN/jvffEsz6j2b3AAvvev/q9//mP/zMs4C9e9MEzxqyz3vm1wRrM4pIoyZP80B7Vey+4GHQGw+7QGHNidGJaTxcrQMqotcHa5a3LC+cp8MtodLMz2YmiaDqb7s32dqe723vbjW4QQpGIOOc7453N1U2wtoUKIYwGo+lsunDnpYQKJvaB4HmSr/RW8jSHzZRRV3euzqoZiJUWQTPLBZYZh14iQggIog8VN2GMe3kPbhkgJhzU9IFqad+Lu9NdkIRYZxllq/1VMGzq5l1G2OKDtNXAfJl/HMGZzCIZzZ2/w0t0I4RAjMA5Z5TBbQULy4KJ1rSMspjH0LZBLMMZ98yzVXbPeH498cwT3/FD3zGZTrqdrtEmhDDoDZBHhBJttBTSaNMpOkqpLM6gJU+raZEVCCEpJaccrGQwxgGHLMoIIidWTlRNVbf1Sn+FYAK6nlk16xU9a21jGoyxs84YM62nkYxm1azVrfV2Z28HYTSrZgSTNEn3Znu9ojctp/1Of2+yB6SYUxunpuV0ezyX6WGME5nkWZ7IZDKbgLbIWLO5urk6WC3rEiE0mU0m5WTWzBbgIEa4VrWxJomSuXwpzRYqJIQQGH+gpXg78OuFhgpAquDCWRdQAGYKQmiewgNQy0uuMZ2sM9eDYAyYyKye9fO+sqpt2zROgcjcyTp1Wxtj0jSlhEb8JV8qjGIZt7oFRW0ap4lIMMZglR1wkEIqrRKZMM6ssZhigkgkIkywMSaO4kQmjWoIIZJJ5x19SUTug8cM0z6l8b3QLSOELl+7/K3f963GGIiIjmVMMHHO5UkOkFnVVKPeyFoLWT+EEPDIhwQf1ao0TrtFF0A3cNikhI6n407REVRAmlUsY0hcgl+fENI0DcEEEYQphrAk51xZlYQQhFFZlwDPYYQBsHDOaaebpukW3Va1W3tbJ1ZOEEx2xjuU0DzLB92B1np3shvLmFHWzbtpnDLOvPOT2aRsymk1BcOXRjVlXQLYB0JRQECCD5RSjDE82Z11jDFIUAKEBbzM5jYuCMOtTRnllEM/kMTzYQbomDjjEB0FolqMMVxGZZRgwgUH9jrzPp9g66xkEpo9QQQuFKdcCAHBZ5zyLMnAIBxM4oGMCdgNZKoCmobDHMMSQiCEcMBgyo4CmvPLGJkLm/pYpHdZlPsbCI5BCP30//jTf/SRP7rVvR44/cDrREY4fqVRemrt1K1OLI+oO4Ua81KFEN79pneDFPxgXWuvnXzgjW4i45x723veNp3Nh9fD7vBdD7/rtc38urB54fzGefi7rMv//On/HJZiHV+ngsXGxT8b1YBW/DU4MuVJfJuOFaPu6PiCmn2ljPLe52ney44KdGeMnTtxjhI6rabLyd+NbtIzKZf31GrVvnrm2We++wPfvaB2g7cizArBnwLM86SQi1gZRtnZjbPLDT4S0aj7ih7DOksIObX6CjNa5VQ3PZZDFtA6pvV0d3KIsuOmtbA5WD6gQ257vF3X9cETiGV8UxoaUCQO7flh+Hi08XYapyv9lVvCVZ2bu+51ss6ptVM36pMPLWMNJfTU6ilKKYQNHYo3+eADDXRw14/+Qwhf82e+5vr29UxmUsiyLmHUC30mZxwUEIuNEUIw4o9lnMUZeDGOeiPnXS/vrQ/XE5kghJ6/9jyonPame+dOnoPu8fre9X7eX9b+WGeH3SEINKAhGWvqtjbe7OztbI23Lm9d3pvuNapZBlwwwsP+ECLkEUK9vLdAZzpZZ9gdcsZjEdfqFawZH/x0NmWczbNvOAeTAiD4EEJa3U6rqTYa4fliD8wS5+FKUQY2jd57ELwA7gkHHxQDFxxG+CDsArXMkSGE7Ex29tGRyqY8szZX2PngW9XCDAoWpUe9UavbTtZZ7c3HPI1qwJr9IAGtUpXkUjCxEECFEACp0UbDnMF4wwm3wRJK6IDS5O5uxov6uV/5uX/4a/8QI4w8ooxOy+n6aF0plUQJIQTIMuilAESIX8niLEuyhSTBe9/NuhCxjAKKokhbnYikk3Wubl8d9UeDYuCcu7JzJc/yXtoLIdSmpogqo/pFv9a1sw4CcRllk3LCOa+bWll1+drlaTMtm1IZJaiAdJtGNWmcaqN3JjsIoVFvBFHxgouNlY1IRJJJMGNO4sRowzhzzoUQLm9ftt5OppNIRpxzSEArm9Ia64O31gJ/AYxOCSG9Tq9tW4h8wggncQJzVIiXBn4B3OBpnDrrAp7fcYwyTrkPPk3Sqq4QQkVWLLy0BRe1qjGa58vMjai96WZdoNSBEhykr5xyLjinnFLaL/qACkFIMMKom3bLpuwX/Va3zrskSsB0KYkSSmgsY6UVpZRg4rwDmR5sY4JhhHnkCSYoRmxw+9rzO6p+9hd/9pd+/ZcAcII4rSzJIOGLEprG6d50r1f0jDFpMjfw7hW9qq6yOEuTVCm1NlzL0gw51Ck682FqQGA1LbkE4dhsNpNCQkoR9DaU0Ml0kiSJsQagc0CirbfOuclsgghy1rWm1VojjJq2ccEhj+ZQQpj3TpLLcTlWSllvT66ejGXcL/qJTKD/BL22trpu6t3xLmGkqioZybIpq7oCR7zgA2AfAC9CdjVjjFFW1mWapHNnGWPTJIX06CRKnHfeeTDSArUd5E9BfDUY/QI/C9g0mODJbBJHsTVWOQV5eQDgooB88CBihf4fQBbJZCQjyigKKJZxr9OD3HFozIwxRhgkRoGaNU1SCPAGB+J5jBTBEHcNyiZIZVroEEMIJCVy5W7SVbyx4JgQwvv+yvu2dw4xvTuiHjrz0J1AzZBMntk4cxz6+k3LOhuJ6PMmSDlmee8fOf/I2Y2zB9+yzrZZ21s5anL7RqjPPfe5r/+2r1++ZzdXN9/50DtfKwOgd7/p3fsChl649sKjTz/6ujYVUI0uv+K825vu3WhofvwC3uNt7x7L+KEzD73K5OAQwqg3OsLx5/T66VjGVVstO0S8ERCZrZ2tb3//t48n4yO2WaTM9IreV7/tq/f9moPOAKavUOAktz48JAG3bMpe0bspKlE25ebKJkJoZ7Lz2c99duEZeZwKIczq2Y38s733O9OdWT17ObQYo07aOc6TBda79m0J68ywbHt0EUI2hhu3hEtqoyWXw+4QI3x242ytanDkgWRrwW8Spw27n1w5CT5/N9JM+eADD2yFEXYXj/6VUm9779ucd4IKmPks3oJw5YMx1YCkYIyH3eFDZx9KRGK9feDUA4vmfXn38iAfTMrJ5urmct+7O9ldhIs3qllAk9baSTXZh3xVTbXSXymbsm7raTndGm9d3bkKHth1W1NKe53e9d3ro+5oUk46WWd1sAqoXySjpm0Wx4lFTAk11iCCIhFZb1+8+iLMAxfbGGOKrCCE1Kp+7spz+5oHsM0xxvvIL6BGlELmaZ7whHE2h2kQRghULGEO1CLUL/owpp/Vs0NHrWB8toxrIwAOrOlm3VFvBN4KyziOtRbSDBbIS6MaSI0F+5gkSmD7uq3njh5GE0KkkNZZyaX1NuBAcsJ790hf/S3f9y0f+9THvPP9Tt8HH4sYfgVgBnWyjuBibh4U/ELIBlfjwqkLq73VqqlW+6sBhX7en7UzwUQ/7zvvqrZSSq0P1zHGZVMGH7qdbtu2PnilVJIkkMPirKuaCibMCKFJOQFH8DiKAwqT2QRj3Oim1e1kOqnaqmorEDFZbymmO+OdbtblnMciVkadWj+1MFkHt12AC4EV1er2uavPSS5b1faKnrHmuavPNaqBJClKKehAYfcsy9q2XXBeIhmBrAkW8CGsd7G2BNZdYL3nrMvSrK5raNIIoVjGmGDOuNLKWANfMIuzEAIAmphiiiiIYRFC4OXkvW91uz5aT0SCCRZUeOwjFqVxCisBhBDGGEhjQBwKXIYFap/FGQi4wH8mhEAxTaLEeEMRDThgjAMNYkPcG4jMd33guz766EeB/AKgGAKUXETQ6XHKIUQMnqeQAwCYyImVE92iC6a8ZVWeXD0JxtUIIeDMgqW95DKKomADFxySjLTRgPEB78Z5B9HvlFJo24yzVrU++Fk5o4y2qtVWW2un1dQYgyiC8DuM8Hg6Xh2sGmOKtOgW3UhGMFqGtStrrZQSI+yc88HvTHYAHzTeGGussWVbNqoJITjvCCZ1W+dpDlyeKIq88yAGB3omPLWBnAKeLKDFE2L+uAfjGPjKdVMDP2Xu1+tcEicBBeccUIzhbyAqBhTgruGEE0bArl5KSTDpF30ghUkuvffOOimls45SOifO8Pk9C2I9sNpmhAF9BsAmcKfCGFNMKac44DmnOKDAg1h/ySnpjq83FhyDELp2/doH/voHjm8iwxm/b/O+1/WUjl+U0DPrZ27J2OLQutOoMYsKIZxaO/WWC285+Na0nhbnint7gnqc+vC//vCP/q0f3Tc3e+DUA29/8O2v1uEooPe8+z2HrsN/4slPXN6+/DpJ9mBEfvB1mEi8miMvpi63XZTQB08/eHvervuKUx6JCJ7iy6+HEFb6K72ip7Vetl9tTRtvxiK+y/iWt1R1XX/b+77t2vVrN93SWHNm/cy73/Tu5Rc3hhuLiV+r227W3edXslyNapI4OeIeKetyOVrLWPP0i09f3rp886+BEELIIz+ejm+62aye7U33rLOxjI8fnOe8a1W7DCdZe4h96RE16Az6nf5NbwdlVCziZQPaqqnect9bFvkLUBDxBk4osCQl2P5BjzIqjVJYxYVR7MGyzhpnSIcko7s4d2lvsvfWb3grQohTHiA4OZ+jMJJJ6DbBrCdLM844QYQQkkTJ2+57m/Nud7Yby5hTPugOUplGMprVs4DDoBgcbK670908yRvVHNQvl00JwAdCqFFNr+gt8J2yKQMKgoqFK+2V7StXd65WbaWM0lovjIEiEQFZJpaxEEIptQix7vf6C2NdZdTl6y8/ERbpRQgh7/3FKxettYvG1sk7Cx7coSA7JGv0O33v/EFAE0RJaZIKIeaZ3z744Mu63CeA8t5TRtf764uz4oyfHJ0khGiri7SIRWydbXVrrImiyBlHCBFSGG1iGXezbqObZVQLJsCgMmtVuwAWlVZgVym5DCFYb4MIfJXfLeP+I6qsyq/+lq+eVTMgAhhjVoerEKCutYaFH/DOyLM8iqKIR0aZSETro/VRb2S9XWQGd4vu5sqmdRZcftf6az54bXXwATx9SlXGIlZa5WmOAqpVDatBu9NdcEEihMDudVNHUdS2rfdeW22DbdqGIIIQMs7AeB4M3feme9fH1ztZJxIRsLScc3mWJ3ECnhTQnsHTFCEUUNgebzdt0+/126YVQjjvru9dh4xta21Zl8YagDYgbWpxFwAoCc8g0NuCAQ2oRRbgY57mTduALTfA2ZzxBeoHGWF1W7e67WU94w1yCKbHjLFu1lVGgf5xWAzXh+uEEGUUAAfwlRvVdPIODhii3Ku2klx2sk7VVHmat7qNRCSYqNsabqVIRI1uGGMRi5RR8/l2QIjMpXuBBL7Bb2QWdheVtfZPfsefvHz1Mg5YSAH9M6BgjLFIRBhjq22WZT54gIzHk/HGykY/6w97wyzNCCbwsE7jFDDHRCataSMRwa+slY6iCHpdSijCCI4PWeyQcwpR2dZZuL5lVSZxUjc1YcRoE3AAdAaeqtNyCjigNrpqKhccBM9bY4EtQihJkoQEghDCBDvvCCIEE8aZdbasy7qu8yzf2t1Ks9RYA+MNpdU8wNtZyDCak9eUhgYArR3QECml4AIS7kHZBAwszuZKpSzNtNVgqQ4224tMd+ss2JkRTKy3AQW4sJjgRCQhBMEEwmhQDOApCU5/jDFr5wB3JCOYhsBVBZQTOHqYYDg973wko+CDkAK9RKkG12REEA4YYQShS4EGukaj6PUNKX5N6g0HxyCE/u3//m9//pd+/pgbJ1Fy25qF16MIIpurm68m6Ukbnaf5a8KyeT0KvHK+4i1fcfCta9NrJ9/8RpcsIYQ+8BMf+De/82/2vcgoe/P5N7/5wptv+5eNRPTVb/vqG72rtf6DT/+BMuo1F+5hhG80LzXGTKrJ7dFkXkP+1+nV04f6j9xeMcrSOF2Oo4L4hvXBOkJoecrdmjY6GcnkzmKxvbblnPsL7/8LF5+7ePRmrW6/5MKXtKp9x0PvmO/o3Zm1M/C30mrYHd7UssdYgzA6dLOqqdaH6wfb9vZ4+7GLj92UJuO9n5ST4xhRw2r/zngniRIYglhnffBz9+KXjF0P3bdpG1j2sc5GPLrVBcw0SleHqzfqH5RWSZQcGkBet/XZjbOHpl8v1wKjQQhxxmEcZp3tdrrDfLiIE251q61GAS0YFgGFwf0DKu7iqezFFy5+1bd8lVIK2O8I/KQ5S0TCKY+TOBZx3dawZO2DH/VGX/+Or5/Uk1jEZVMuy+uqpmp1uzJc4YTDJQKzA0qp995a65zr5t05CV8IjDAjjHMOXo+TcpJESRIlBzvVuq1b1S7iorXRdVvnST4ux5+7/Lntve04ihFCjLG2bReGF1CCC1gOXS7jzM54R1tdJMW+t/Zme1d3ri7iPJZRfsYYzG/hn5xz7/zCVDKJkoP6O7gOkPQx7AxfznEPXhttrfXBU0bB3wQhtNJfoYSeP3F+ubVbZ+u23lzZPPTGMdY0qpFCwrwaglchv8l5BwZAaZQu9vXBW28FFWC94b132MUn43vA9mt3vPst3/8tn7v4OQgjr9s6ElEcxzDbh3kRQgisIrTV/aL/8JmH4yiWXDrnNkYbu9PdNE6zOPPBb4+3e51eIhPIc9FaY4KLtIAez3sP9sAEE8aYUopgsjZaI4gwyrYn24POoGzKld6Ktnoym/SLPqV02kxjEddNTQkFJ/jxbAzoWxzHwHm5tn0tT3NCCJhVL364WMaxiOMoBk4EQiiKIvBewQFbZ0MIWZxd2r5UViW4biutru5ehTs3+IApBk8NYBBA4wTXUs64c25uK4MwrO1DNAxCCJQgCKE8y6ezKcGkW3QXTDSAbxYSJKCkWWPzNBdcnF477YKDXEvrLUy/U5l65PMoDyG0pk1EIrgAG/ha1Z28gwICrUoIIUmSLMq892Dxm8jEOAPTY0KI9TbmsXEGIQSIjDghjuNqf4fXZDL55v/6m69cv8Iog/sa5v+g/KrKKkuzBdWibupIRm8595Z+r++9n5WzjdFG3da9opfIpFIVIDjQRwEi46zL81xrDSa4lFHBRKObQWcAwF8SJdZaQon3Hh6I0CU2TZOlmdIqoBCLuNWtR75tWyFEq1rnnQ++1e10Nh1X493xLuMsiRKMsWpVkiTWWhBhAYfFe++dj6M5l81626rWew9J81VbWWeVUrWu4SkAjxJAOkIIzjkhBKgR4StYZ+EbgTtS0zRgno0RhlsVeSQj6YPP49xYQyhhlHnnm7YhlFhnXXCEEORRQCGN0vmzQERSykFnwAgDkx2jTRInC/oSmIhDRiHwzjCeR2g77wghkYjmUAtCjDCILQdfZIYZnB/GeEFYAwiMn+AHn193Wr0R4RiE0N/5//6dj378o8fZspN2TqyceL3P59YqoPXh+k0Hxzequq1vyQ7gC1KSy699x9ceXGu6rq+fuO8O+zk+7xVC+BPf/CcuXbl08K1Yxm9/4O33nbrvNmyGVnorb7v/bUdvsz3e/uPH/vg1t/g9grPgvZ/W04XW+viVJ/lrSLjt5b0LJy+8VkdDCGGEweIeTM4QQpTQ9ZX1RCTLp62MkiekTO9lRCaE8L4ffd8nHv3EEdsorYA057yDP2pVP7D5AEKoaqqTqyeXpV5HlPe+Ne0+Ek2r2n7RvxF4Z6x58vknIST1RlW11cF4o30FEpVWtbDaBlLqg904BHu3poVUSxiWgVEuwnPhkqDi9pYuGWUbo419E3WlVRZnRxCLEELGmjzJD1WSHl3WWustZJTAXOLgNs45GtPR/Xf6U+no+uNP/PE3fe83gZn3glECMzQwHFlsKYX8L9/9XyqtQFgHSp/Fu9rqLM5gHnVQhQoeKMDu3ufE77wDdZhzLpYx5xz8BYwxnHM4JYyxscY5VzUViE0CDgA3aKOv7Fzx1h+aZFRkxT5YHIhRwQdwrtFWa6shQwfo7tbZKztXgHW/72iwBbD9YY60/O6ytTmCuKW2XcY6B50BzIsOnqcP3jm30lsByCDP8pi/IlyvrMssyfaZTINqKY1TH7xxZjnLch6GBanuGMOMCMwj4WIugsmAABWtRXHvCxPE+RpWVVXf+F9/4+ee/RxQXaSUyCMueNM0RVrA72WcKaty0Bl8+Zu/3FgjuUyjNIojzngv6zHK6rYGAAJ+i4hHyijofJRW3bwL8ytwigFEb1JOINuoSAuwGJ/MJlJKSKqOZFQ3NRgtgfW4C44g4pFPo7Rqqt3prrHm4pWLxpmqqSBFGyGUxZlxRjABrjexiCFn3RgDchIE7ZkSQoi1tq5rLvh0NlVWJVECa/jXx9cXatOAQtM21lrGGEzvoXlAqhTM+RFCWZoFG+IktsYyxjjlcRxrrQHKgRSkoiistpDxBE0aEyyZhKm1D359sM4Y884zxiBZqUgKQsh4No6iqGmbWMSQSwhmyZ20Y5zJ4xwacxZlwFlw3gE8FEKAuHrwG3bOccIZY4DIWGcZZyEEhJE8Ke8BQvre3t63/sC3Xrl6BX4pwYUxJokTpRTYYIELkhSSE/7wuYdRQDKS0I0wOnfVATYNZ1ww4ZGXVBpnwDHXGMMpJ4wIJiCkSXI5K2dCiCItUEBVW0VRBD7KYIzStE2apBCqDcYomGDGmFbaY2+1ZZzNmplS6trute3pdtu2dVND5jRkVEOmNVCoIhkB8Qca1RxklBHCSCm1M9npZl3rrPGGETYux5zxSTnRRjvnwJ7JOgsJUDC2hzAmgoj3fm6py+fWORDAJLm01gohKKbKqDROvfd1U3fyTlmXcRSD5x1GeM5nERI8uUedEeccwqSssVEUCS7gd4lEpK1erEhFIrLOplHqvAO7HMKIJBIRBDfyIrMc7LHRS+wkiimQcaBbBvVrwCHajO5wROYNCseEEL7vR75vb2/vplsOOoNl5vYdUiGEQWcAy+m3VI1qBp3BnWCFc9PCGH/tO75230TdWGM6pjO8eXLNvV3jyfidf+qdN9LcdbPuOx9+57Ly4jj18JmHj7nLE8898cL1F27p4EdUeCnr+oiq27psyqO3WS5K6KthkB1aksuHzzz8ejB4gdcKCVPD3nBQvOIO1UaLDSGzexmRQQj9tz/93/7O7/3OoW8BnfuRc4/A3/1u/8TwRFmXD515aFbPzm2cu1UalLIK0l4QQpCVe9PWMq7Gn3rqU4fCgt77cTm+0Y5AR291u7xvkRVzE4EozqJbaKghhL3ZXtmU4BoIM2pYjA0hgFkSKMkRQsAaOHiQYX/YTbuEEKUV5KQe56PB4fJL7vuS458t1LSaSiEppYPi8A+CsI/B2UHcvbvnsf/md//N+370fca8PEWHNua8y+IMQAGCyTe86xtG3dErpGfOgulJ2ZTdrAtbGjsPQ1lsZqwhhMCW2mgX3D4ra4RQWZcrvRXn3KyerQ3XDiVDlW1prHn84uPLL9Zt/dmLn0UIzfNxEF7gMhAkjGDKiglCyDlnrAECFEKok3coPgRom9WzRjdgjqCNbtqGMuq8A/aNR957D5YE+3YUVEQy8sGDeerBIzPKht3hvm+njYZMKISQ0gpQG4RQoxqw5IhFDM+aWT07uXISdq+aCuZai+NMq+moN9onzm11K5l0yC1TgVrdzrNvKJ3HKmPUua9zD6iWjDHf/H3f/NhTjymlsiQDEyhnnXOu2+mCu4R3/q33vVUIMeqNIADoqReeytJs0B0USVFW5dpwDXzTlFaUUCEEjOjgQjnroPPxwU+rKaSrgDykairgxSzLl7I4G5fjQTHYm+5laQY3wl65B1YpAERevHzxs89+NoSgrYaQ8ohHkktjDXSGRVaAdA4MSiF2F/w1AEzpZB3ALqumSqJk1swAvFNGaaN3p7soIG11WZcOu7Is4T5t2maRezAPGgsIcMg4iimmxhqgsAG3cSHKS+OUUpomqXe+Na133hjjg5dCnlk7A9cHXHjTOA0haKettQijTtIBbGtaThfOaI1qgILHGBNCgLKDE+6D72Zd733VVr2i15o2YhHEYyurCCKSS2UU5xxICpjgEALiqDizn/h2N5Zz7jt/5Ds/+smPBshsxggjDAKiIivKssyzPLjw4OkHgZ0E3s+UUnDeAQhScglIgWQSmkrAASMMrzdtE0URp5wSCtHUkDrUqpZzHlwglGCE4f8hBCGEMSaLM8gfKNKiaRsuOCEEXGMCCrN6dnXn6u5kd2+2B9RZiilG2DiTxAlY2ACg5pwDRiTYPyOMjDaEkkhEINWsmzpPcmWV975u60Qm1ttpOQ04zKqZtdYF17QNmJohhJqmYYxxxuGbQsOOoxhcYBaXEfKz4StD7iQYuzRto7WWUjLK4AYZdAZplCqlKKXe+V6nF1CAHRljiUjqtk6TdDKddIqO5NIFJ5kEG3UhREABewyAkTJq7lkT5inaEHQNVjUAxID5OgCUhBHsMeKoc/aOnjm+QeEYdGwTmdX+6jFHq5//KrLi5PDkLWEroH19/U7pta0Qwle8+Sv2RQ6Py3H3/u49wKJ8lfUHf/wH3/5D337Er78+WP+aL/2aWBxrhhNC+Lp3fN3x3WGcc599/rNXt66+emjvOHAMQsg6C65+xzlmEiWvR0o3Y+y+zftuaf58SwW4zEp/ZRFqC6Wt5is86twF8tdXU3/vf/57v/pPf/Vgi9JGM8rOnzgP7dM6u9pf7aSdzbXNs+tnb0+dtzXeWhuugeLjRjDBwdN47NnHFrmqiyqb8iBMA+AFwgjSNPZVL+9ZPx+O94recRx5oWCi6Jx7/trzxwGhYP6MMfbIe+cBqQkoRCLK4uzk6snl6J/jVNVUj5x75JiuNyGEaT1dTHQpoYc+TKfVNIQgpFh/ZP1u79j/r4/9Xx/87z741DNPASFoIfkB+nQapadWT507cc55d3r19OLLGmeKpNBOg9xgcTTIp4BpZwhhH7M1hDAuxydGJxZ8uvFsvD5YX9xBrWkZY920u3yG2+Pt1f4qxvjK9pWnX3h6wVyZ1bMnnntieUuIfyKYxHEMVpcw51zeJoszaPyRiPZ142AMVKTFeDZudLPPfgghVNal4OKFay/AiijoRABhTNMU+P9SSq00TJjhreUjCCF6WQ+UcUVS7CMTLSMyL5+VtbWqQRHQyTqU0F5+iMk3TKIWBwRnX6DgaasX1EullRTSeQckR+10CEF0Rb6eo7u/vPd/7W//tX/97/41GMcAdtYpOjhg4Ojdd+q+NEo546uDVe+9MWZ9uK6sgjVtiLuGMFqllZCCIgpKHBCGSC6zNIO0JucdoYQRhgJaPOUH3cGCaQKSijzNF9a5jWo45YPOgFK6O92lhGqjy6a8vnf90acebXRTtzU4uXjvi6xI49RaG4kIBUQoqZsaqDH9Th8mAmmSzrOu4wwHjMn83tib7hVZ0aq2m3eNNVd2rqRRuj3ZXh+sX925WusaKDOU0kk1mZUzoH1B35umKcFEa80oi+NYKUUJdc5JITHGRVbsTeerwpC/DsHzSZT08l5Zl/2iD3AhhIsLJipVRTxy3sFs2TpLGQ0+cMaDC520A6pG400n7cCPCHlVaZICtwJEf72sB4FoQOgDcB/MlZx30KpDCKIv7mpjr+X60M996Jd+45fAYQRaXRzHwQbKqHf+zMYZMNdf6a0IJi5vXx51R91ONxYxZ3wx8w8hSCZ98GB0ggIC4JiROUkQeSSFdMHhgI01UkopZNu0eZ6DAA0gEkA5gVSVxZmyKrhgrIHPwggro8azca3qF7de3Jvszc2MnEUI9To9ggmYrRBKQKRJGVVKFVkB+krwkF5QZoAJZaxBAXHGr2xf6RbdVreAj4C5+854B8xoGtVABrYxRggBKeygbKKEwjmDygm4MyC7jmUMAr25jy9j3nmI6+4knaqpsjgrmzJLsizOEEZaa0BksjiDn8A4E0exd3PJEtzm1lrKaCQiZ1yWZdpqUDhaZ+Modt5xymF7eI4QTAgl4FKMXmLHgK8T7dDO+p2LyLxx4RiE0G/97m/9w1/5h0dvc2J04qaWBF/Ainh0Zv3MMZdiIGrh9T6l17a892+9/637WBtXp1c333xr1I97sj70Dz70c7/8c0cDIm+7/20Pn3v4iGQfKM74173j6271BGpVf+zxj4GV+q3uu6hjwjEIIe992ZStbm+65as38b1RhRDW+mun1k7dfNPbLYzxan/1xOjE8mUx1tARvdvpAzet3/jN3/jQz31on9QOzAs2V172zNJGn904+8DpBxhhi8E6yBkwwi44GArPubvoZaHDYjMYanTyztn1sxA5fMwzvLpz9Ynnnlisbe6jxoAiSRt9tLwOiPov/zPrHgc9LJuyl/cWc+8Xr794hNHMEWWsoZjmWV4kRa1q55zgolf08vhYc8hGNZsrmzdVvMLduowZwZ2+L/sGITSrZwQTbXX/dH+4cZRm6m6pX/6NX/7Q//Sh6XQquVxuzLGMHzzz4MnRyU7WAcOLQWewNljbmewUSTHs7ad7oJc8fdI43Zvt7UNpoXYmO8BBaFSzYH8sKoQwqSejzgh+iGk1BWNaeHdrb+vx5+YcmfFs/PSLT+/bF9J8U5kmcXJwrAhLlIt/gixr34nB39rqS9cvQTgRFPhiAvZ0efvyeDre15JBbMUom1WzZaUSBMrCaBuAvPtP3Z8lGWAr+86w1e3iu+8rpdWsmRFMirQIIWRpxgmPZbxsTFO3NQjKyrpc/mp1W3eLLiVUWw0wkzEmlrEyihCCMOo/eHPb7Lulnn3+2R/+b3/40c8+yjl3xrngYM28SIsvf9OXt7rdXN3cHm+3qh31RmuDtRevv3hi5QTIDVxwwJqp27qTd8ApnDNetVUn7fjgq6YCmWSjm07SmVWzJE7AhVcZRSlFHsGCnHVWW40JllTCg6BVbdmUc/kPCsGHsim11RjjsiqfePGJnfEOyJEWVERGmWCCEQZMmUhGwL1K4iSNUussMBcIJSQQxlhAAR4oZV1GUQSwCyFkb7bHCQekO6BwafsSkKQQQq1pr25f5ZzPtYAYwxwbzIAhGx4hBP6snaJjtAEBiLGmrMphb9hJO1mcMcZ88JRQ4McZa3Ynu4KLbt7N4owQYoxBBM25clbXde28y5IMYyyEgOzqLMqss3CEWT2DS22dNdaAL1JAAbKZwaQDngXeeSFE8IFQEkjonu3eA5IlqMefevwHfuwHrly74r0Hyy2EEAqIYvrgmQc542mURlFUVmWRFkBUGfVHlFEw7QbBjg8+iRLQRUYyatsWnE0QQlmc1W2dxqkQwjnHBBNYQKQRxhhQMwAvBBc+eMAWAdxUTsVRDL5aBJOqqVBAl7Yv7U32tqfbe9M9ABOTOFFaCS4455RQYwxIriim1tlIRiGESETWWCHFHJsgBOKKIBCtUY3gQhkVfJBCtqrNZKacatu2m3W3p9shhFa1s3qGCGraBpM5+wygmUhGxhhKKXyReXy4kEIIo02e5XBJtdFplEohwfEX3KPzOA8oMMwa01hje3kPEZTKtFQlJLg3ddPr9lrVgk0MaAzBpieVaa1rgokQoq7rIi/A0Hc+0vMO+DKMMAjqRmH+nIBIJoRR8KE4V0TxHbqu+YaGYxBCf/Pv/s1PPvrJIzY4vXZ6n0L7TitG2Zn1Mzedb8M85OBQ+M4vH/z5E+cfPvvw8ovbbnv93C1rte69+ubv/eZPfuaoBowQYpS96+F33bd53xGwXb/ov/Ohd97eOVzZvgL04Nvb3Qd/TOMPqFa1s+bwrFMosGC8vZM5TsGs8uEzD79OYZCMMs45SJZWe6sLpMA4QwYk6d0jS1U3qt/9/d/963/rry9f27IpE5ms9lYXRLlWtUKI8xvnN0b782WOX0qrQXdQtdXDpx+OZAT+L0DWjWSEEU6ipEiLg0DJMk2mrEttNXDdAYW56Y2AMT6ojeqknaO5adpowcW+ieWkmgCWcdzv/BIWA+u3g+4ruAONaiAuoZt39wXe7yvrbCSiIzIHrbMw5tv3ug++l/X2fYudyU4kota0POXnv+T88b/LnVwhhA/+rQ/+y3/7L0kgnPOqriilm6ubG8ONSETL+QC7091WtafXT6dxShm1xsJUljFmjAHtfRInw+6Q4PmiH8wDF/dI1VRRFBFEbiSsrtu6Uc3acA1jvKx+gk9/7OJjPvjdye7nLn9ucfKYYEjhhbkx5/z0+ulFpgwUvLX8CqUU1uQxwfugJUgRXpi27E33lm/eVrXPXX3u5aNhBCR5hJAPvlXtwdtKckkpHXaGzrlRbwRze2AcLLvPWGcHxWCfNGw8G2dJBqz7VrcLnGvhDcw5hwVw51yv6EUi2vd1GtUUWaG0WowPjTOSSe+9R172Zb529421jqh//L/+4w/9gw9d37keyQjMXwfF4B33v6NsyiItBBeTcnJq7dR4NgbZEaxYUDKPT87jeVJSWZdpki4Sx0B9wxnPo7m/ktIKEdS2LQBhIM/s5b1JNYE0MWvt7mx3c2VzWk37Rb9Wtfc+jdO6rSmhT774JCTcPf3i08YY620IQQoJ7khSSLALXemtGGtg5RwhhCkGKQTg7JTMBRrAKAFzjfF0vNJfAfGFtdYGOyzm2PEL117wwfc7fWddQKFsynE1BsICLObDGpJzzhgzt859SUk66A4wxt77Ii9SkYL/aBIl03LqkS+yIpXpwmDYWAN4q/UWmHcQYt3L5zFq43K8NphjoGVdLkKXId5OG93NuyADsc5SQiWXcIZJlAQfEEHwNAkhgE8zYwxxdLcbe+2rn/2Vn/3F/+UXq7oCyxVCSMSiB049ACPkQWcAwBx47kQiOrFyAoA8jzzGOOKRD55SCpI9Rpn1NhYxpxw0O5xx662zLokSF1zbtnmWSya11ZzzmMeNaRhlWZSVTQmOVGVdooCEFHPjJOQllduT7d1y9+rW1UvXLmGGJ9MJ4EdJlAAzBSxvAVLBGOdpjhGG9acoiiihTdukceqsk5EE9ASCn6qmgrsG2CUBB2g/kks4pVjE17avIYIIIXVbz6oZYaSsSs44PJWUVt57eJTDA4sQwtk8a4kyGrN4riGiTFsdR7GgglE2v2GjVAopuazbGlodwSSJkla1oI0FzR2AhmBH3agmljHCiBAiqKCMRjwy3gBhZy6qoiS4IKRAAUkutdaMM7idEUIII8TRyv13KCnhjQ7HhBC+57/5nulkeqMNzp049+qDpV/vwhifXr0JbDSrZ4tu+q6rEMJKb+Vdb3rX4hVlVBiGvHtPjXhuo4wxb3vP2yBY7uhK4uTLH/nyzdXNQydvF05cOH/yVU2EPnvxs5e2Lt3GkuCtwjEIIefdpJwcjESFyuLs8yDdxwgfX7Vx/AJyKSW0V/QEE7BOstJbAVDGOov6KO3f0QDxq69PfPoT3//B7184gAYcggv9or+YbW6Pt0e9UQjh7Imz6/3121uIrlUNXSLwWd5y/i2H/pqNasByEkxJCSFgqTgpJ08+9+S1vWvGGGXUwTiYGxX4+B58vUiLG6HqIQRl1KE8zWk1vbp7dZ/76Y3KB488Woa61gZrh6KKkE1LCc2TvFf0DvIO4JTecuEtB9/SRmurb8T38cGPuqPlvXYnu8CNt8E+8GUPHOeL3C21N9n7rr/8XZ9+7NOMMO/9A6ceKLIi+PDQ2YcW22xPtkGptJyvtFzGGkFFnuX7hiJhqSDsdtGRwosIIUIJGGEEFJqmWR2sdouuYCKLskUjnNWzTz39qas7V5+7+twyEAPvdrLOIvxlpb+SyGRhSCSZPJgmRjDJk1wIcWi7eubFZ7p5d1pNR93RwQ1euPbCeDamhGqnlx8KAJosbjFO+dpwDTApeKVRzcmVl1MX67ZWRjHKunk3ElHd1Cv9Fbh6ZVtSQpeT1wGCORgcDgX6l1F/hAOGnhkmZpTSVreMMrCqmZ9G24DHhMe+/8C9Q5CBstb+2E/92L/69//KaIMxpoi+803v9M6fWjsVy3haToe9oXV2Z7ITQjh34hzsZbxx1gEvw3k3D8lOc4j7CSEwzhBGkkogicBmggvk0WIShTEOIXTyTtu2CCHI6+1kHbBkIpi0uq3berW/6oN/6oWntsfbTz7/JAAuxphIRlVTIYSKvIDGLIUEw2wYRSwcMWAUnWd5Xddw/uCKDdjHpJwMu0PAZRBC02baz/p75V4/7xNCZs0MISSZnFSTftGfVtPd6S5GuFFNFmfXdq/NI+TjuFVt0zYQIQwK5W7RxQFDmzfWLOi9s2oGs1BYG6CUVm2VJzk8Kaq2AjYWxRQglYhH02q6Nlzbmex08y4EY3WzLoyIlFba6VjGzjkpJaXUGdfNuoQQSFlKosQ6SyllhGmrGWYe+YDC4L6BiO9oG9Rbrbquf+JDP/G7v/+7TdsQTGIZn1s7xwUfdUcRjy7vXO7nfeB2YYxH3ZEQQjBhvSWERDxqdBOJSHIJfxA8175FMvLILyKBACwDuA1s3WBjbXSe5VVTJUlCCS3Lslt0IWOul/XqtjbOuOCUUtuT7bIut6Zb23vbVVMRTIBXBVSdRaBeLGJIIMIId4oOxHsB2JQkCUZYa40wgmEkhBzBekmjm7Iq8zR3wQkmpuW0W3RjGUPMHEa4aiop5N5kD9xzp/UUIQQPCBccsL2stXmag2hLMJHFmXceYRSJCPyDYxGDggkoKlmSMcaAQYMxllJijMH5BRjNSikpZTftwr1T6UpwASQX4NqARQ4guUDpAn4Q+OYEFCimmOCAgqACHlgEk0ACcqh/oR9ndyLN/I0OxyCErl2/9sP/jx929nBPivs273s9TChej9oYbuzLC1gUtNfXfOr4ea5EJl/99q9ejOF2Z7uDBwevh7Xq3VVPXXzqvX/+vce8kSEH4WCc7X/x5v/i1XvfKqM+8eQnptX0VoehN4rJOLrKuqxVve9FggnwdW/1aLdRIYTzG+cH3dfSW2pWz+bufVadWjm1+KAFKGOdDd2QDV8v/5o7pJ578blv+0vf5t3ckhYcTGHGBb6Gi245jdKHzjx0fNsjKLB/W+4S4bBvPvfmY2J5IYQXt1789NOf3pvtHR+LQQh1ss6NstvzZP+UG2paTw+ati7KWPP0i0/fVFSLCXbG7ZsDc8ZvKjuCDGCQuA+KV3S5ZVO+6eyblgUyjW5g6HnEAbXRy5NnYMcghGpVX3jXhTs8/uA26tHPPvq+v/6+y1cu97P+A2cesM6++fyb4S2IBJZcgkr/UGc3pVUv7wEkcaMfy1o76o2qtkII3WgYMCknCKHzJ8/HMvbBN23TqAY4s9bZ//Pj/+ezV59dBmKgYhEvC+sYYydXTnrvgb2PEIL/U0a11qAoiUQEuiSCScBBGaW1JpRAJtG4HCOHpJwjj5GMlFJgFhNC8N5vj7cDChCohBACa0bvPWOsqqthd3jweQGrowe/eAgBMqTAsACu0sErAyBUP98fc9aoBiYYjWpW+6vL944PHkLQwE8B5h6QGAVsETmU2co92Evvjnd/+Md/+A/++A8YY+9+6N3guYsxXuuvGWeMNaPeyHnXqnbYHYJwgxLqkQdaVlmXvbynjSaUAIg8no1XeiuNahhlgIaMy/GoOyqbkhEG9j2zdtbP+5WqEpGAOmxvuieFzJJMcumD35vtVU1FCZVCBh92Jjv/6VP/CRbwszQbT8eQww2sQIQQhMcba1b6K1rrNE4hGo9gwhlPs9Q555231lJKwW8FeCuNbiCHCCE056cw5qwDtlpAYTqbro/WW9UmcVLW5c5kB25q732jm3E5hlZNKS3rctgbJiLBGNeqHhSDqqm44MEFH/yoN6rbOo9zjLFxJk9yiJoC/CgRibYahgrgUgx8Ru+9ttqGOVkjEhEldFpNh51hQAGkH3Vbd/MucAoa1UQyWhghzZ19QgAnWmtsHMUuOJ7z1fN3XKTJqy+t9d/6mb/1m7/1m0qrCycuDLtDwUXd1mc3zmqjq7aCgHaE0epwFXmUxAmjDGEEflUYYXBlxhRzwhFGrWrzKNdeM8ryOJ9WU0ZZv+iPy3FAoVf0tNY++E7a0U5754u0qHXNKccIQyOE9KuqqQAr0UZf2bpyefty1VSVqhBCgLuBkVNAgVMOHD1IP1RaccaDDyISRhspJPj7AtGPEMI5b9s2iiJrbKMbFBDnvNENQQSwkjRKp9V00BkgjIw3gIlQSnHA2uqIR5WqUEDKzik249kYYwxuNUVWBBsa1eRJ3pgmkpGgAmEU8WhaTymhkYiEEIKKWtWCC7C7zpLMOgsASl3XSZKAFVfEI+00fEeE0Dx+mwvIWQOwDFyZIxEB+UtKCZ7ZwAvz1iOMpJCA61JMAwo0oSceuBPzeb8IxyCE0G/9h9/6h798uInMg6cffJ0kCa95hRBG3dGhdOWyLlcH90JnSgn92i/92sUa8tXZ1c1Hvmgig379N3/9x3/qx4+PQZxaO/Wuh9+1UPITQt7zzve8ViezO9199OlHb0RdObRgnHQbn6WMmlWz5cltLONbnZm/mgohDDvDxUrgqy8YKiGEjDUrvZXl7wKs2tXeKmfcdVw+usepYXvjvW/87m9smxbSKGIZg8Rja29rnwcWo+z+zfsPpgIfUXVbL4wtlksbnUTJg6cfPM5Byrp84foLzrtrO9e29raO2eZ7Re+ILfM032evuzPZuRGHZbkuXr4IOQuHvosxdnY/FoMQCiF08+7xBbnOu7qtYR110BlILqu2WumugDZha29rEZZ50+MskgFfhmPauneyt3723lShfvjffPin/sefinm8ubq5ubqZxdnOZCeJkoWyclpNN0Yb+7qvuqmXM8hb3fby3j7E0Fgz6AyAcASyo1FvtO9XAGNOSmhZl5urm8ucDqinXnzqY49/7Pmrz+97fR8cA7UyWMmizFgD+Mu+YWQapcaaftE/2N6ss3vTPcbYoDM4mPKOEAJlyrSZcvyKxCUgVmxNtsDQ4WB4ttJqdbB6aJI6mGIyyjpZxzrb7/QjHu0TtEI6yXKfMGtmgi5xfAjaZ4oMkJb3fjltAOJRUEBxGp/6ktfRYuwLW5967FN/5f/1V2xjz26cRQit9ldb3e6Od6WUaZz28l6jmk7WkUICeuKDh1BwmGjBK2VdDroDUFsgYOSZtp/3wWscttkZ76z2V7XTgLVBunYn68QyZpSVdQlI/fW966Pu6OrOVUClr+9dv7xz+TPPfEZpFcfxrJxhjEGwg9DcKlgKCf1wlmaDzqBuamOMdRbERJGcC/Fg7pfECah7EEKA8nTzrg9+d7oby1gKCWiIMspbX+lqY7ABJsTaaO30IB8gwEMx0kpbb40ze+UegsUGTNBLft4IIe+9skorncZpN++CGzGwgRDoQHUDLC1wF154G6dxOqkmkBk8Laerg1VgfoF9exqlkktGGCHEeJPJTDstmVRGSS4ZZdpoj3we51VbYYSzOGttK5lsVCNjefqtp+8xtteinnjqiff/jffv7eydWj8lmRx0BmmcXt25GssYBZQlWSSiIisCCj74LMqAEsg5J4hQSgHIgN/CBw8xec47kDVpq51zvbxnnJlW05XeitLKI99Nu8aZgEIs4kY3iUxa0yKEwEO3m3Wn5TRLsms71yb1ZFbPru1eG0/HjLOmaSilmGDsMcIIWCEQtwQkkTzN27bljHvvCSUoIMGF9z6JEzAwFlJAGBlCaHe8yziTXEIwXCITIAJLLjnjjLCyKfMsj0VsnGGYKauA9QPgo7NuXI4b1UCyNTAx4f6C9OtYxHPDFyYopbGIy6akjGKEYxnHIm7MvDErpaI4Qh6lcUoIgQ5ZCAERYGC1E3wAU55IRnAOzjlAeYwzAO6AuRijjFDCCbfOzo1+X3LmDiice8drNmJ/DeuLcMy8fvL/85Of+vSn9r2IMX7ozEOHbn/HVpEUJ1deEbcET8G7heNz0wohfOVbvxKeTCGEPby3evpeQJpeZf3Qj/3Qb//vv31Luzx89uEvue9LYhnnSf4Vb/6K1/Z8Pnfpc89ceuaYz+/Fc+I2yns/qSaLFd1u3v3892mCiUfOP3LoTOCWqtUtuPTBPxvVLHtMQAFTZtQbsT7LV+9xRKZpm29//7c/98JzMJg+f+K8NhoI3gc33lzZPH64u7HmCFpTWZfrw/XTa6ePPoj3/rHnHluo/7b3tq/tXrup1XQn7xzNphFcFMmcrA7RA8fsva/vXm91ewhhMCAwlbzRjjeaxx5dMB0llMRRnEf5qfVTqUyPiauGEDjjMCFfwDHee0fdfV96Q0uau73+9F/409poa+y5jXNplEZyfxrR1njr/lP3L34p66xkcp/VjtIqktEyglY25ebKK1p+3daEkuVIZjDxXby7Olhd5pKUdTmrZ5TQZ688+4ef+cPlNgxGCYt/grNpq1rO+KmNU5AZvFyEEE44zFjSKF02yXbObU+2YcWo1S1nfN/qEbjngvvMzmRnTjx5qXYmO9NqCkG/ggmY6i+36oDCsPMKK2jr7PZkO09yoGspoxYgYKtaCA5P47RICjDUBFm0D357vH2Qa6OMWj7hWTWDSTvIB+D8jTGUUUCQN9+0mXXvQYIM1K//81//hX/0C3VTn1k7c/bE2SvbV1Z6K7Wqh90h2HjvTnYvnLqgWpUkSdu2mOA0SuM4NsaATCmKolk5S6IEfsQkTtq2TeIEeYQQCihIIZ1z2upep2e0gUbFKGOcMcxA8QSoRzfrzs1TqrGg4qkXnoplrLT62BMfM940bWOtBadbbTTEFXHGhRDWWmjM/W4fGnMiE2UUQqhIC2BAwPeFCGSEEXC4yqYMIUB7CCG0tu2m3d3p7lp/DSE0LsdgZwPt7erO1bXBWmvaRCS1qhvVOOcub19GGCk156PFUSyYgHBuTnlr2l7W8963pgXGRCfr7Ix3Fr7vk2oCYtsQgnGmbmsU0LA7hC4FyHSLDrabdcumXO2veu9dcMYYJhhyCLgG0PLzJA8hIIwgJ4hgAtocuP1Xzq90hnduqsmrrA//qw//4q/+4qyabQw3gAy1NljTRhtrKKHg7bK5tkkosc5659M41VpnaQZ4n9FGSjmbzbI0g3DrfqffNI2MpOSyrmtMcJEXwQfvfRzFBJNWteA7E0LAAUdRVNXV+mjdeiuZNM4A1oARfu7ycwGFsi2fv/Y8yKIZZbN6RhBBCOVpPqtmlNJe0QshQEA15CtZZ8HRFgUELryMMbinQOLnvaeMtqoFGV0SJYKLWTMTXORRPq2mjLFIRACtAsCURmnVVGmcaqsFFyBqxgTvjndDCE3bEEa885RS+BbwdRBGeZQrq5RRiUxAr6SMQhgBRwY6hDzJKaXOO201QaSbdbXTeZxDeBkllFKqW93r9hrVdNIOyEVhcQKMiime/x18QBgBdiOYgNsWEwzY2dp9a3nvjhs8fxGOmVcI4bt+6LvK2Ss8OCSXr9JQ4wtS4BS4GMfcjYFKR5f3/p0PvxMeRY1q6DpN83vcTeOmFUL4im/8iivXrtzSXgSTdzz4jq//0q9/2wNve81PyTn36NOPbk+2bwrKcMZvL654Ua1uZ/WMEHJME43Xo/apNm6jptV0eSW8Uc2p1VOHzm+994ig0eZouHkvJNEcUVrr937be8fTseTywuaFrfHWQandojZWNjaHmzdVGxlrekXvpsBBWZfnT5w/Wsvz2LOP7XtlUk6u7lwt68PtnAgmaXLzzkpyCYEvMGK76fbL53x9fH1Z8UQI8d4fsPh4RTHKXs0zQhu9N9vbXNss4gKMdZIouamFk/Ouk3aSKFnAMQihSlVv+hNvuu0zucPrz33/n9vZ2+GEo4AePPPgofqy8Wx87uR87a5RzaEp7NZZhNHCbllwcdB+K4Qwno17RQ/oNrNmlkUv942NavI0XximPP3i0wvsxnv/kcc+8sTzT8A0DNgNQM0z1sBMdTG66GQdSP9dHHmfv+8iqBsh5IKD4fLiDHcmO/efun9xJ17euryMqI5nY1gIhX9e2b2itZ7nsC4dnzPOCYd830hG8HHOu0Y3BJNlQMc5F0fxwWeEcw4wJsFEN+tmSXaoGXwIwbq53ElbjQKCR5tx81BhmOQjghhhyqikl5x75E5chn1N6tf+2a/9+v/66yGEx599/JHzj9y3eR8kKMVRHMv42s61jdHGtJ4OiyFcpb3ZXjfvMs5SOW+rkK4F87qFw7T1FoyWFs27bMphd7i1t9XN50hE1VZxFENIE0LohWsv5Eney3uMs6qujDOzcgZYG2f80talR59+dBHHDrPKWMSEEnhx0ULAokVwAVbxIOdJ4qRVLfBoJJecclj8Z4JNphPInIZ4YKVVkRbW2iRJ6rr2wWdp1st7zjtrLcKIERZ8gP5/b7a3M95BYGZsNEIIYyxjiT0GzgV6JV+mtS2cQPAB4EXnHWU0FrFzbtbMEplUbQWSsblPh0eRjIQQsZg3ZgBofPDKKE55oxrAHF1wxhoQgzDGKKaUUIxxLGOPfPAh4NBZ76ydvlvdJ29aH/5XH/5n/+KfKaMuvnjxxOjEqdVTlNK92V4kIuccxnhzdRNhFMmIEdaoJokSaDZa627e3Zvt9Ys+Z7zVLaAtAQXBBDQ2IKpEIgIDrFF3tDXeSpO0SIqyKSmhYFirjFpgKNZYyign3HmHMHLebU+2lVK1qp958RljDMbYI1/XNTjCxDJu2gZjPOwOAeMDJxoA8pIkQQh547nkVltwLwJEBsQ+AYVpPU2jtKxLSikl1AWXRqn33iHHAoN4pjiKtdZpkkJEGkJz5G5aTyezibWWMaaU4oIbYyBt2lvPOTfBgLELo0xyqazy3gsuMMLGmkhGlFCI0lNKCS66Wbc1bR7njW4wxcgjySVjLIQAtBrtNMZ4EXfF6XwBwDmXRAl0KZCqRjBxzslILm7zEEKxWpw4f8fplb4Ix7xc165f+6Ef/SFwK4DK4ux1TbR9/YpTfmb9DDxXjjPxuOvKB//g6Qch2mN7tr3y0Mrnwb31Dq/d8e67/tS7gC54SzXsDPM0P71+etgZnhydXBusrfZXXyWysKiyLj/+5Mdb3R4ByjDKXj17q6zLsi0XC6Gf//LBn149fduG2ZA3uU+q4Jw7Ijyo1vXbvua1x9HutPqOH/yOy1cua6NPjk565I9OkRNcPHT6oaPVN1VbQWzHTQsc7x4689ByRu9y/dFn/uig7gMh1Or22s613enuPiJMEiXH7KkiEWVxtkguOM4uUNba564+B6wE4FId5ymfp/nt5e5tT7Yh8DiEcP7E+cW3Az4OCGSkkGmUAgl5eV9jzWp/dVJOFnBMo5rNN29mnXuTU/B9f/n7nnvhOUooDvjilYtFWjDG+kV/c2Vz0W/AWvfaYK1ua4hXu9HR9qZ7GysbbdueXD15o20a1TSqWRusXdm+sq9rgqyuU2unru9d987v+2mqpvr9T/z+9mSbYhrH8WT2Cut0mGnA34ywk+snF6FLiUz2afHA1WUe+XGgyqbcGG4ILhrVMML2OdzVbQ1pX9roq7tXoSXvQ2SgrLWSSynkxmijVrW19tBHmPV22BneKIxsPBt779dGa8DgoITmaQ4eHLCBcw4yniGSebGjcy5P80k5iWUcUOCMT8tpZ61z4ZELh37QPVC//L/88r/8rX9JKZ1MJ089/1S/2++knX7R7+W9PMmzJINnOljDhBA88nAZtdV5nFNKG9VAvwoOFKuDVWddmqRz+GaylyVZnuQ2WEAS67au23rYHe5Od9cH62VTSiGTKLl46aLkst/pX9i8YKx59vKznPOqrWIRW2ezOAshfOLpT3ziiU+ggKI4mpWzKIqatimSwgcfyQhaL0TXJXFSViX023EU++ChSadJCvSZIiuMNjBPbnRTxAWj7PL25fXhujY6lrHkEhygi7Tw3veLvnUWUBKtNfSKV3evGmcYYYww4wxCKPjgg5dCgkOqEIIiGkdxoxutdJ7mYPUy6Ax88D54QohSSgrJCFsY/2mnF5K6STkhlORJHlCYfx0ZhxBiMRd0++AxwpLLWtXw00QimtUzSmkapY1qINEcALLuWnfz/nvWGeA3f/s3f/2f/jrBZDKbPP7s4ydWTmRRNuwNJZdJnJBAIHsIE5wlGSBoWZLVTZ3ECTRa4O1GIqrbGlyiEUGCC2fngDLFNI5i6y1GOJXptJlSTLMk25ns5GmutU7iRHDR6rZICuddJCIIGYA/4H7Zm+wRRsbl+IlnnzDGQFsNOGitVwYrQAFDL1EaIxlFMpqWU04455wzTgiRUs5ziAK21kZx1DYt5zyE0OjGGAPx55xxAIYkkzA0lVwC7tyado7R48Axb1QzqSetbp11EIAthWSMNU3DOHPWYYIJJdhjSNdGBHHK4QhgcgyJ3eA4E1AgmEQ8Ms5gghlmYGUASfDgFgwQkhQSBwwCbU65sopSarVFBMVR7L2PeIQJxhh758EmHDoWjLAs5H1fcseRcL8Ix7yi9pnI9LLe+uhu1bETQk6vniaEgN3XvVchhI3RxtsfeDtC6Gp5dfNN9+yj4vj1f/zn/+O7f+S7b1Xi2y/684wDyowzMJju5/3Ntc1TK6c2Rhvrg/XV/uo+zvwt1eWty489+9ihw3GE0EEY4pgVQqjbumqrsi7ByACCBpMoSWQSyxjWuG77tG/jfLpZ9/5T99/GvvuoMVBlXR5B0JuYybu++l03eveeqZ/5hZ/58G9+mFEWR/ER1JhFYYzPbZy7UegvQogQckvG1dZZ6+wj5x456LP7kcc+cgT0Y529vnt9e7y9oA8cit1AwaDZOqu1NsGUVXl24+wiAgaM7jDBVV3BaioEjkC0ZPCBEEIphZUiSECA7Mzj9gYBrQxWbgnKrNt6Vs+WeQSCiyMUXhBdiTEe9UcUUyD/G2tiGS8ubAiBFOT0gzeRid2l9YG/8YHHnnwMecQZxwh/4slP5FkOySawfp5G6Up/5eToZDfvFmlxKNcPLqNxBhQTsYzXB+sv0b1DCEFK2aqWUcYY01oHFOq2llx2sg4hBMwjGGNAVgfzl37e10Yro5RRsAiptALb3c8++9nxbLzvHLIkW8QtQeVJ3uv0rLXL7BhKqBCiaRuYvTDCCCUQfgyuKwSTSEaQfWOtPb1+yO8OEfJbe1tl8zLjLIQAvsX7yjoLd0SRFDfKLqib+iCApYwq6xLuZY/8SvcV/QzwYsCngBAiuVzprSwDWMYaEMLA48Z5p4zqrHQuvPmehWN+/ld+/t/93r8ryxJipJ96/ilM8PpwHRJnR70RxZRR1sk7gIv1iz5GGChXkGbdz/vAurLOQm5LVVe9vCek0Er74GGqJqhgnIH4CGNcN/WgNyjigjOuja5Vra1mhIGJsg++n/ett867aTV1weGAYUfv/WPPPnbxykWwQYVxDmOsl/XAWBfcYTDGksksy9q2jWQEXXckoizJwAYVZsjQ/RJMCCPTcgrAdxZnSivoEgHdVkZlcaasKuICIVQ2pQ/eejstp8qpa9vXKKH9oi+4qJsaIUQpXbQrsApOk5QSysjcPFhwAYMlZdS0mnLKi6zABANzBzpYyeW0ngK9CBAcOKAyyjmXxiks2gFxMk3SeaKTM4ILggiwlow3kPjurCOUpJ30wXccy1Ltbqxf+/Cv/fN/+c8ZZ844F9xHP/vRWMQrg5WTKyfBKBcj7LxbH62Dtg7Cob3zSZRAgBdEzmGKCSLwrnEm4QnCSBsdsQhTDEQbRhmmWDBBMTXepFEqqFBGpVHa6MYHzwkHkQ74nlBKQTEEqMT1nese+7ZptyZbl7YuWWvB7JlR1rRNJ+/AQ5xSqpUOKMQyztJMaw1WMpGIUECcccpo8GGuliLYOx9CwBTPqhkAQJxxiiljzDoLZB9CSMxjZRX0gc47pVTAoVWt824ym2CMITwbFFtZkoFZEuPMOQdgJSWUUOKcA5gPYpIAxgI8FKLoGWaQsiS5bEwTizmBKJJRKlNlFaMMI8wZ98F75CWTIQSImiKEwFez3oIxjfOOUEIRRQhhiqMseugdd5wPyRfhmP31Ez/9E5/5zGfg71F3dNPUiS94gZDVeQd2X9ZZa62xxlgDARaRjCIRRSKSQkI2mxRyroO9+ytP8q9621d576d8Ojp5p/9Yn4f66Z/96V/41V+4JUQmS7LFrA9AGevtvnwNhNCoOzq1dmpzZXNjuLE+WB/1RreKoXzmc5+5vH354LndKhzjg5+W07IpwVV08XoI4WDWEkgnkiiJZDTnZ77OxSh75Nwjt8r3gRnLIUdj7FDBAkIoWU82z977KOTO3s7X/5mvz5McGOnHadvgAXH+5PmDP7ey6oiUoiMKMgvedPZNy/SWTz39qZuGu3nvr+9dv757HeZsi/P3wcMYpdUtZLjs27Ff9Pd5YRyzYPZ4eetyEiU3TVxaFCX0mI7vEH8Di1r7PvfU6qlbivDjjHvnB53BsDuEeUjr2wfffW+O+3/sb//YRz7xEWssTNgwxh97/GMY436nv0y/CiEwws6dOHdq/RTw0iHUGcJB96EAgGTlab7SWzni1ri6fXXYG55ZP7PYBiKHrbdPPvfkqdVTh/ZXVVP1O/1L1y99/KmPL4MyksuDdtSEkBOrJyIWWWu11a1ql/H3ftE/aAkMtTvd1UafWj8FJIWAAgpICpmlGSMMpo7Xdq8tn2EIwVijrV4+ThzFEPYhuUzjVBu9mG0uj3YgpGmhhUEIzZoZxS9Pg0EkeGhAVQihrEuMcL/TDyjMU1oDhsjkhaEyWDx01jrn33T3qd2PWT/zP/3M7/7H3yWEeOdh2ePxzz2+NdlaG6wNikFAoZN1IEANeBarg1XJXl7Rsd5qrXtFbwHFQn8IC+wLm2dtdRZne9O9fqe/GCRMZpN+0c+SrNWt8253ujvoDTjl3vvdye6J4YnF0lFAYWeyE8sYYwxGqtvj7f/4sf9YqzqEEMmorMssyeq6TpMUBDuLfribd+MohtukbuosyjDB4BYEAcaAJCqjFjysEEJrWmMN9LpN2wgudie7w+4wz3LQTQguru1dI4iEEK6Pr1trQa4CETNAeDHWSCFb1QL2ClCU9baTd8CVY1bP0iiFFCQffB7n6CVinQtOUJHEycKIGhCZSTkBHY0yqpf14IIbZ5x3aZQC44ZTDmxKTHEqU+ss8ohwYq0tesXD73z49W1SX7j6hf/fL/z2f/ht5FFAgTHmnf/0U58el+MkTkbdUZZmw85wY7hR1mW/04dgR0YZ9AARj1rdGmO6edc4I7msmmrYGbrgqqYCRx6w2i2yghEGcemMsmk17WZd66zzjnPuvBNMlE056A7KuuSUg02+sopgAu5I02oaRRHF9Lkrzymjqrp6cfvFsimBXFM2peRSKdXv9Ju2kUIyzqqqwhgXaQF57VJK731wgVIqhBBCNHVDCIniyBkXUKCUaqMhzpJSCoaGcwiGyaqpsjgTQoBDsHV2Vs2UVsqopm3SNG2bNo5jY00WZ1VdpWnaNE2WZt57pRUlFCM8lxoJiQkWRCijwBwQIwy5iqBpBSQIBQTtX3IpuHDegViJM84pN9YwyiC7HRMMnnQQdI0IQgFxyn2YC6N88BhjhFHezR/+0juuMX8RjtlfIYS/+AN/sakbhND6YP3Q4MnPWznnDuIs2mpjjLJKa620AqLjjaqTdYAVdrCgEUciimW8gGwiOcdr4P93hQEwZ/xr3/G1xhpxUsTpnZgn/3mu/+q7/qtPP/7p42/PKDuoU6CEgsb4RnthhNcGa6dWT51cObkx2lgbrI06o5tOTZVRH3/i47N6tjxzIJgch3rjgtub7E2r6UGoaFEwPjviILGIIxnFMoZAhNcpLCCE8MDpB8BQ4DhVNdWNuppZNbuwecgSa63qt37NW+/VsIN99ZXf9JVa6VjGZVOCDDuLs07eOVq4FMv44bMP79tGO317GAdU3dbLBKhnLz/b6P26iYMFdINLW5em1dQ407TN0f32ou7fvDWmFaQbwDDx4uWLO9MdhFCRFKPeqEiLm2KRa6M1MAg8oqbVFMI4Dn0XI3xoc73R2U5mEyEFsHiSKBl2ht2se9+X33fvCWwRQh/6+x/6d7/375RSC9pL3dTPXH4G8ryWp6ZVU3WyDqX0wskLo+7o0PhzhFDd1oulbzDLOLFy4tAn/vXd6wBJbK5t7os0euzZx5RWRVIcZOfZYBdOH5e3Ln/siY+NyzGCVJqXVLGwSgneK9bZPM1HvRHyaB9WMugO9glpIRu4bmtg0wguDhLNgGqOMf7Mxc80qlnpr/Sy3mJYUrf1fPIMca0vKZgiGaVRuhjchhCMMZBFXaQFRIcMO0PGWKOasi4PctYCCv28v09X6Lxr2oZRBtKk5dGR8w4cLuGE8yznlPfWe/cwHPNP/sU/+bV/9mvgdkEwIZg4765uX3326rOMsCzO0jjtZJ0LmxfKplwbrIEPSypTRpm2GiCMeeiPTCmhyqo8mv8QjWooo4lIlFbD3hC9lCiUyIQS6pyDoPGz62cRQn/w6B9EcXTfyftiGW+Nt1BAc2Vr8ODXDg7rhJBUpo1uGt089dxTjz37GAxvQFuEEIpkNOwNjTYQKW2MydM8kpF3XlsNeWEIIcFFHMecclC0IYScd0VWYIwb1YD1rzKql/eA4AOdG7QWIAL80Wf/yDo76o8EFZBKQzCJZQzHz5NccumCg/uFUiq5hHvEeQcjHBifZ0lGMNFWpzLljFdtZYzJkkxZ1U27IQQXHMKIUYYCypMcUF24mLGItdPgFxOLGGOsrbbWgmlr1VRANbLORlGEEe6v9+9/8+3Qfu+K+s3f+s1f/se/jBDCGAO9C2N8devqk88/CaqfPM6TOFntrzrnzp86jwJKkxQilo0zkCKEECKEUEwppcYazjhEGgFhCiK0BReA8VFKOeWYYMiJU0rlaQ4pjUVeOOOEFKAJ5ZwDnsgw6+d95RSA8j74568+b5zZnew+e/lZpRUmGCxs4yhWSgEpBuhUdVNLIaWUBBFrbZzEGGFnXQghTVNwawI33KZpOOdzZ6WAnHeAMTHGOOWMMYg/10Y769I4fXHrRULIrJ5xysF7yGpb5MWknIBaKpZxVVVAk8zTHBMMnE2KqQvOB++d54xHMkIYWW0555RRIOyAAXAiE201ZZThecq4oALkY955TDCjrGkaiPQGhR3A4uDkBdbCGGFCwMkXd1e6D7/1i3DM3VDXrl/7wb/2gyGEzZVD8iBffb3MZ3FznMU4A3wWwNrB0PuImfAtFQh3b29f4BLD3HWB1+RpnkYpp5xzDsT4O2FO+DVv/5ra1OuPrN8JJ/OFLaXU29/79qo+hMt9oxr1RoeazsD8bZ7Ad7PCGJ8Ynji1durk6OTZE2dX+6uQWHFwy53JzhMvPAHsXNjxRvMNgCP3pnuTcnKcZgx6peOcLXwutG3477VNyA4hnDt5blgca+YPqy6HvuW862bdgz4Ie+3el33dl73as7xL6sd/6sf/t9/+31b7qy+Hzlh7be+aMSYSUSfr9Dv9TtY5KEyjhN6/ef8C6rLOZkn26n/oVrcnRifWB+vTenrp+qVDNwDi8e54d1JOxuV43noDqtu6k3dCCEfjhlBn188eExMHRowPfoG5PH/t+et715e36WSd0+unBRFHyAZX+jckWRhrdqe7kYiO7mNH3dFxQscBXfXewyR28Trn/E9/65+W0e1LI+/Y+pV/8iv/+J/+Y6XVAv72wVNCq6Z6+oWntdXdvNsrepTM1yQXO672Vk+vn95nYATWofs6WKAYZEk26o0WLcF7vzfdg4vsg49lfGHzwoIworR66oWn4ENPr51eJpJoq/ch9Ze3L3/8iY8DLRFidPf1t92sO/c6paxX9Agmxs59WBbsPyAXAENhsSN4srz8RbxHGBE0n0B+/MmPL/g4nPH1wXq/07fWlk1JCEFhP/oDErCDPwH4qhJCBBexiDv5IZ0GVNmUy8F2ZVMijxbrDcaaBXoVQqiaKqCw+MlccN77Cw9cuIe9Yy5dufSdP/SdSqlu3gVjToBIYhF/+ulPb0+3QfjDGV/prRRpkcbpqD8y2mRxFkdxnuUIoVa1KCDnXJEXggnkkfc+oBBQQBgBbUQwgdE84IgQ0rRNN++mUYoxHs/GD5x+4I8f+2PJpTJqc3WzaRt4kjaqMcasDddAx2esmZZTwQV0p1t7WwSTS9uXLl6+CJoghFDAASMsmIDV+BBCkRcgyotE1Mk71lqlFTTvbt5tVYsQwhjnaW6tjWQUfOCC121ttBFMRFGEEMIIK62SJGF4ngLziSc/oa3uFt3pbOqDz9Occz6fUopIGw2ggGAiSRKjDdySUkpllLV2YWgKjv51W0NMm2Tz5SXvPSYY3JG101prxliRFN57Yw1lFObqkFYTiUgZFUcxJxyIYy44hJCgQltNMHHIYYTvf8v9J8/c0KPqbq/PPP6ZD/4/PwjZyQghRhhl1GhDCPnMM5/Z3tumIP7ELEuzLM4G3cGZjTNaa+iF8iR3wYF2yVrLBUcIoYC44M45iinYtVBKUUBRFCmtsjiDVK9Rb+SCo4ROy+mZ9TPPXn02T/KqqQQTkNEGyeVlVfaKnkceoJ9WtZ20o52u6urS1qVpPa3benuy3bYtqJAgx51iKqUEjBgCzrI0U0olUQKL/ZzzSEQgIJqVM4JJp+gYbRhnc3SmbYBXwinHFOOAMcKUUYpp2ZSc86vbVwF12tnboYxmSSaFVFo557pF1xijlKKMgmaqqivOuNIqjmJMsHPOOw8HBE1TQAGylmIea68TkSirOOMhBAh0B4PtWMTKKZg4WG855YwwwDqVVowzAIjBfkEKiV/COhhjPvj7HrnvxOkvWvneJQUmMmfWz9ySoekCZwGZ8TLOoo2GgYvW+pjroq9VRSK6PY/G41capUmcQKolhMlLISGHkjPOGQel+ut6Dt77L3vzlznhNh+69+UbN60nn3nyvX/hvcff/uTqySPgGzDBUlrdaBZ3o+KUn904e2b9zObq5vpgfdgd5km+mHpdvHzxc5c/B13QsgNFCEFbra3em+7tcyi4aR2qVzpmweAP/oPByu0dZ7k6aeemVjJzSe2NHV6VUadW93uKky657+E7zo3sdarHn3r8G7/7G7t591A3jbIur+1eK5sykUk37/aL/iLvE+rE6AR4mozL8Wvlzg7JNfdt3nd97zohZFJOJuVkVs2qtrLO3ijuGmO8N92Dv7tZVwhxBNULtrmpXc5BIAbq8vbly9uXD92lX/TXB+uxiA/e0bCmfXAX8Ds4jsTVe//A6QeO3mZaTZumwQRTSl9x76PwVe/5qvWNu9Wy7ej67f/w2//93/vvrbWJnDs6z+rZPHsooFk1e+y5x4wxg94gkclBqkgv751aO7WQ2s3q2RFtw1hDKV3prSRRorSqmld075TSQWewMLR+8oUnIcQA/BThsNZZUDcs9lJG7U33ZvXssYuPjcsxDHUOnuR+K19Ci7TgjGdxhjCyzip9CGLOGQe8Bpwyl1OuQwgfefwjB3fZGG6AY8vB00AIjbqjQxHPEMK0mgYUOOWD7sDouf1klmTL0MxCsgQJUDD/X7wL0iTYbFbPIDwF+pymbQIJKKCvfO9Xdnvdgydwz9Q3/NlvMMYwygQTIQSjTSSjPMudc2VdPvr0o3VbI4SkkIwygkkapWAayilfG62lMu0XfbiqMCMF37ciKaCfAVJhlmStaYMPRVZEIgoh1E29N91L01RyaYxBBLVt64MPIeRpDrQFcJPhlJ9ZO7N48HlZrQAAbv5JREFUtnLGr4+vG2sa1TRt44KbzCYXL1803iitAF6JZQx8H6CWBxRAfAfyN0iGBpYBQogLDr6/YDiKEKKUWmfBwBVeIZTALBQFxBjL0uyFqy+0ul2ExAOS2Ov0gHEDPItO3oGrhxDK0kxSCflNcyqZECQQcAUGGoKUEnhboCGlhEJsNoy4AJPK4gyy5CWTAQewjPHBu+DAegMcgjnhlFCPfCxij7z33gb7Dd/4DTflPt+9Za39xu/4Ruts8AFIKzC3j2RkjZ3MJk8890TVVjCRARWPYGJ9uE4wEVwMeoNUpHEco4CKrGCURSwKOIC4JpGJCw4jDDRwbTVGOE9y4wyI18B7xTkHcjOtdZ7nwQWEEPiFgzewNhrkkISSJErqtgbLGOvszt7OtfG1y9cvW2/BiQm01bGMy6oUQsRJDJHbSZTAUAHcqUGZRTF13kkhAUIF41utNdB8nHUEE8BKOOVaa+Ch1E0dx/HW3hbcUFJK5FGjmkhEnHFGmHIKbLA7Rcc7DyHcgos0SY0xgBIihCDSG4gtGGOMsEceIsyAhMsoAwsFgkgkIrDOSeIEnJLgIxhngKW64CiiAK0GEkggcFhwL/bII4y+9v/2tXdgY/4iHHPD+omf+gldavDUgJVM8L27Ec6itDp0THAn1O15Jby2FYkojdI8y9MoTWQCNDbJ55ANowxy0V7NR3jv33TuTaOzo/764USDN1T96od/9Sf/7k8ekyt0euP0dDY9ehsg+7WmfTWdhhTy3Ma5h889vNJdWeuvdbLO5y59bnuyDYZerWrLppxW0315NLdUN9UrHbOSKIHkS3i63DbrijP+8JmHj2BkTMrJ0R5V2uj14forVq2NfvDLH5wvwrwx6h3veUdZlevDo+hv3vvd6e72eLtqK0ZYr+it9FaG3WGWZL289+DpB33wBxUZi4LxKMhClVHGGmuXqIvL/xmjrZ73/1oPeoPj6zqbtlkmFEQiytPce3/QOwbqCL1SCAHMXA+9Ja/vXX/+2vNHn8ygGKwN1vbhMsPucLm5EkqUUgezbI6oNE4XIcoHa3e6C5YoCKEoisClEiHkg3/Xn3jXuQv3bDbwJz/9yQ/8jQ947wkhaZRCsilCSBu9cCqp2/qzFz9btzVnPI5iMP2NZZwmKYw+0zg9vXq6X/T7nf7yEzMs10v/gnGLlDKPD4mcY4ydXj+dxdlkNrm0dQlmjz74uqnPbpyt2xriz8u63BpvgTIIQGpt9Ece/8ic2YTwwgAeIdRJO/taMmccNBFJlAApPfgAGn5Yrp+fPwq9vKeNhsH38hG01p985pOLrxmJiFJqrW1U0yt6xpgiLbqdrtZ6GdwkmECs7/KhpJC1qmEmrI1e6a8sgz7WWTAHiaMYFlSH3eGsmh0arBZC6ObdncnOAvkFUAaENr1B7yu/4SuPag13f33L937Lzs5O0zac8W7RxQEjhAIKaZwGFAgil7YuPX/1+Vk9g4koCCK6eRcmseBsemL1BCc8jVNKKcGEMUYpJYj0ip53ftAdQN8IdtdVUxFKOOHAhZy1M4LJC1svMMKKpKCEwm+XxikA92mcKq1WuisQ6wbL7Nvj7Uk1ubp3Fay7nHWPP/e4MkoKSTChlMZRXFYlZNwgjIqsAF4MyEwkl4wzo40QAuJdGGfWWuA7LPpJzjnI4gQT0IUSQgghxpjPXf5c0zZZkiVRIqRomiaEULf1qDeqmxpWg5RSSZxUTRWLuNVtQKHICqWV4CKJEqA/YIyNmd96xposzaBDAMBRCNFJO2CWTAk1xiRRAvQlhJAyqpt3W90CRyagEIlIOaVa1ck6LjhjTBzFxpo4ivNO/hVf9xVfsHb2eak//74/v7M7jx5nmCE057YILiIZ1XU9rsbPXXqubEuM8Nwul9A8y733/W6/LMs8yyMRaa2zNBNMgEEnhBx1so7gYh5zHhDnnCBStRVnPEuzVrdlXRpjVoers2oGXlfQfsDNZ1AMtsZbvU7POSeFJIgQSmIZG22KrNiZ7HjkQwjPXHpmMptsjbe00SDPWTQSzrm1llGWpVlwodVtEifgExx8AAMjUKVxwcuyBA4OZVRrTRlt21ZKaY1ljEkhtdZJkszqWfBha28L3Lits5Aklec5gEFlVfY7/UhE03KapVlZlVmcSSmruorj2DkX8UhwAYwthBAw9GGincQJPGsEFcoqTDDQcr33nHBM8DwUXHCGmTIKyERgOkMZXaTFwx0B9sAg4k6z9Gv+5Nd8oZrZEfVFOOaGFUL4tu//trqsW9Xu48HedUUxHXQGt0pt+PwXZzxPclAdw2Q4EpEQYg7ZMAapEEccIYSwMdp461e+Vcb3INf9Vut9//f3/fvf//fH2fJodsy+Aq+v1wTyQAilUXpq9VSe5DDWefUHvCW90vEriZIszsBxhlF2S+gMxvjCiQuHKjhgtnAjrdaiQEew+Odevfdl3/BGUSpB/cCP/sDv/affK9LiRpnTUIuJHCb4xWsvbu1tAVGlk3bOb56/79R9c/dc04Kx4mQ2AdKiMreDp2OMr2xfwQg/cOaBMxtnjvayWdTBqBqMcS/vAbd231tn1s4ciuXN6hmMt270KXvTvWcuP3Oc80GvxGUIJiuDFfB0tNbeBgLrvT938tzCIHxRIYRJNVmEIiOEGGcRj+CtN739TY+85ZFb+qC7q3Z2d77pO78JIQTU0Wk1fdkE1IdlJ++mbZ544YlxOQ4oMMyE2O9BHomoV/QYZUDePvrhTjChmOZp3s27vby3PlpPZboIu82T/NyJcx9/4uPLfJymbSijjLAbwXBPvfDUtd1ry+cTRRFEOL2s20cI4EvYRgp5qJ0WzLR98MP+0FsP1sWcc+89rNZOy+mTLzyZpRkKCBJwFvsCk3/xzyRK8jSHDA745+JdSijCaFbNlj+aCw6RN4fWrJ6hgHpFD5YiOnmHYIIRBm+Cuq3BdG+xPaW0aiqCCWX0vd/8XtCq3MP1/h99/6OffZQQElxoVbs6XLXOMsySNGnqBtqzC85b//jzj+9N9owzQC7ABAsuBBULBmosYkop5zz4l1WcvU4PsDmMMEjeEEKAHQAmLrgY9oaT6STJEuxxL++NuiNK6Wp/tW7rJEoIIRvDDWC79Iv+tJ5ijAH/3Z3ubo23EEJ1W0/L6YtbL2qrtdFplAYUkjjRRkPuLwJIkQvJJaUUFEMIoTROIfsGhCGxjK2xhBII9y2yAvKJAdcLKGg1d6p+8rkn4zj2zkOEMJAFWt2CbAS+O7wOEU4wNotERCiBiwAQj6BCSkkJtdZqo7ngjLBpNYWJK6ThLFaUp/U0T3MUkPceI5ylmXU2kQl4nTjkGGUEERB3gITEIRdcCP//9t47TLKzvvN948mnQueZ0UgzAmUJJFDEJBEUUSAaCYERBmNs7PU+a6+vsb2+sHcvzr7PGttrvOvdNbvru9c2u8vaxoFgDDLBmCAkJCFpgiZ293SqqpPfcP/4lkpN90yrZzSaUXg/eh4909WnTp2ues+p837f3+/7ZfaVr33l9JZNubw/e/nQv/nQF7/6xZHxFqozPO5JT0Ijxpd7VVTffOSbRVUgdooQ4kkP+VZId0YmF3SWRjWMsiiMqqoSQkAyUI1ijIVBaK2tqxoiHaV0dmG20+osLi+2W+1ABp2kE4XR9MR06IWQ79F9A1csT3jKKCFEEiaDYtAv+mVR+r5/YP5AVmRL/SWlVVVV0GLarbYQIsuyMAytsZxxNMehoAzNrYwwLjhcaWpVI14DTrpVXUVhpJTyPI8xpo3mlCul8ipXWu2b3Tc9Po37BGJIEARWWcbZyOs3CIKyKlE0BMmmKIooiBAiJrlEqqDv+YQS2Buh5YoYgr9xWERDmLWWMupzv2xK2IdDJOWUI+8MTszDOjXKCSVw+LbUUko55caYl7zsJTt27jht4+zYODlmIxaXFq+46Yo8z6fHpltJi1hyrAXMZz6dpPOs8OV9UhhjaZgm0fdJNoEXoCsYFc6dbuc1N7/GmchYa6+++erZ+dkn3XKsPWbNcVwKUMiNbOmncIBDkijBXfLWia1bJ7YGfvBUGoWeSr/SJqGEJlGC7jxPepgzPOmzZsZntk+t7aTrZ33YDW5MVmZnb32iaqDxm4tf+lyeuK7n7+75u/f99PsopVvGtxxLk4VX3OjHqq4mOhPW2vnl+f1z+1f6K8oowUUcxlgIXf1czBNwN0CH/Xnf95muLjp44lmMHZx/oiHo3DPPPefMczbu6OGML6wsHOu3nbQT+mHVVKNXacWtmbGZNUeirX7SE3aQDx587MGNt1nPeHt8ZmxmojuRhElRFiesumqtz99x/ppHDswfWKM8Sil96Vtrzz7v7CuuueLEXuvZgrX2Vbe9SittjGnFLdz14ldKqzRMRwO7n/c7aadu6of2PDS3PIdUXTQgjIYlPBrRsIDJWxzGZVkeNbpufQZW4AUT3YktE1siP2rFLZTnZEV2ZOXI/NL83NJcVVcIxu62uhOdiW7aRcjr6ID/8bv/uGZ4CC486cGU9KgjB3Pj1Y9QQpVRCL0+arSc1jov872H945Sh9cw1hobRr9//5F0Wp0wCNMwRQv5qPVjDVNjU+uXAeDkilOs2+quv+AYY/Iyj8KIUx5FkRSSGKKUQkDPznN3Xn715Ud9uecS//PT//PXfufX6qrGEjeaHSyxTdPAAgkz2LzM0f94YP7AA3sewFI84wyVX4ILZDmP3Osooa20pbVefYmmlDLOGGHdTjfLMmOMthph7WVZzq/Mw/ckCqKdMztfsP0FhBA0ZbTTdlEXvUGvrEos7MFvNU7i2bnZJErQ3LRvbt8gHwRBgDgkhJqjyQLF74SQVtxC3S6WCQUVnu8tLC/gWo0TFn0cTdPEYQx7Y2MMKoOGh8TZfQ/f53ke9hkHMRLc20k7jmKPe5TRqq7grDc1MbXSW2GMxWGMpSAEGw/yASEk8AOI5nh/8J4TSow1kLwNMZGMtNUoVjLWRH4EF9hGNyi7w1FpoxlhiLZBxQRcPOq6bnVbt7zpllM2qE4X995/74//3I+jcG/Ys8ME59wQ40tfMFHXNUJpCSGU0X0H9x2YOzCoBnDqwaVPchkGITp9WmnLGlvVVSttKaWssVEYFWWRJElVVowyY00n7aD2hHMOfaSqqyMrR2APxCxrp+1u2k3jdHp8GmlEhBB8LpLLKIyWVpbCMLTELq4sKqPKuuSU52Ve13UQBFprwUXd1JTQOI6lkBje1lrpSWII5AxMnbTWRVkQSjpJhwtutIGFE2oJR7ok5MUgCOYW5wI/eOzwYzgeSmkSJ0VZ4FYqDEI8hRFGOcXSUaMazrjv+dZa3/ObutFGwzxOSkksGWSDJBkmnUkhcfpQShvVoIwLZ73gwpBhHrYlFsEjnvAMMYIJLClZYmEGpBolpYRAGcfxLW9+hg5mJ8c8CV//1tdvf8/t+LKnlE51p1BpebJKA04lT8XT99kCY+wFZ73g+tdcf+2rr31OZnMcL3NH5q55wzVPWnUybOw/TuyxU7GPiyiIVlsbCC52bNkx2Zk84Sz2k9WvtEk442mUQhzcOK0pDuPzzzx/9cgsqmLzUcTTY9OEEG30jst2RPFx2Fo9B7DWXvyqi+umTqP0WO9YrWr4F46o6mq8PT76RBrV7Jvdh6ANlLsf71UChd9YwCeEoDq9rMvVp8ALtr/gnDPO2aBupVb1yMf6qAguUM+I3b7wjBeOqtC11puscyzq4v5d92/y7yKY3guPPB4Tc/bWs33fh9idxqnW+rhaCI0xM+Mzo0+qburZxdk11UOWWLioTJ8x/arXvmrzO3/28tkvfvaDH/rgZGeybuo1l1yt9ajyq1b1yFLHWrvv8L68ynt5b9RcALnQk976YYbmXxgfYuSPlnyttZ7nITJjJC8GQcAZX15Z5pRLKT3pCSHwEqMbhsOLh4uqkFxum9q2ZXzLzPhMt9U9vHT4wOwBZJcaa2pVY4SMt8dRVI/2n9X6y/aZ7SPLDMaYJ7yyLkfjao1dDmQUlP988dtftNYmUbJlcgsyJUebteP2+qs9pRTTjLIuO3EHq8E4njVb+p6/+oMo67Ioi9UD1fO8Ne57iPFmjK1+vKxKznjgB+Pd8Vvfduvz5PbjpjtvWllZqesa9sxhEBJCKKOhHxptEC2Eq2USJ2glmF2YrVU9tzTXL/qY/YIoiEZqOKEEXiecc600YyyKIhjJRX7EBfelnxd5FEb9rI+FUgQG9/N+URWwUCGWcM4DGXTSDk6Wbrurlca/MW73ze2jhF549oVJnBycO4hpsOTSD/xBNiCEwMEXfqj9rB/III7iuq7rpm6nbQQnoa4Hjht5kUMxSaO0rEuEFjHO6roeuWN89b6v1qoO/GBybJIYUlalEEIbneVZJ+14ngdPnEY1nbSD8rQoiDzPQ+8SZC9tdFUPI42jMIJfD1YlcdqinigKI200JTQKIkqopVYKqRo1nJNLifm2FDKQAXx/oyBSRhFLPN+TQl5343XjU0++YvQc4LZ33XZk8Yg1FuXPUF4445xzow2MdVH7RgnllMOVdrG3uO/Qvl7eU1pZYqH3RUEU+IHWup224QsTBAFuaBllkktLbFEW1ljIFnmRdzvdQTaIwqiua9WoWtWL/cWRxxAEjnbcDv2QM84oS9OUcw6baohBWmtf+NrqbqublzkxhDHm+z70Ea01ljmlkFzwvMillIEfwAQXB0YZ5ZQLKTzhNaqp6kpwoZSCOy+qq4QUOG2PLB+RUh6cPzj8VhLcGou1gdAPB/kgDmLKqBTS8zwE2EMJDcMQKmroh4ILz/c45cu95VbSKquy3WpLJmtVK60YYwg+U1qhdoaQYU6Z1ZZyioobdIRRSqEiCSGIJYwzayxjjFpqieWCM8uuvfHarVuP2UZ9enFyzJPzH/74P3zoox9a80aNt8dhqvQs0mVCPzyBKfezhU6r89LLXvrW2986PfUcL6o8Xj73pc/d/VN3P2n5xnhr/ISLvyBar1+i3CRplPayozjXpFG6Y8uOdtw+3kKnp6lfaZOgJj8KopE12prfIpKTHKcWM0q8Xs6Wr3r9VSf9sJ/5vOW9b/n2/d8mhGyZ2HLUPBSsa615cI0iM2J5sLx/dj/CI0YT1xGMMs44cigJIZZYtDSv348xxmiDci5jTD8fdkPs2LLj3LPOXe1TO2JNw8UGtOJW6IdT3anQDzcvxACl1bce/taxfoslJkpp4Af9rL8+P/7MmTPXN0klYZJESeRHaNlD//axXqKqq4tfcDEhJC9ztFat2UAb3U7arbHWDbfcsPm/69nOj/z0j3zmi58Zb4+vLocBnHLUgKxRdVELgCaLRjVHlo8s9BayIsPCe+APu71GATRJlFR1NcxepQyFsZgYQ4JEvQzjTDAhuVzKlg7MH6iqanp8epi5qxsUgkGPk0Iaa5BYgTgMVLND8lhjzZtG3+dTM4rDgB9q5Eee5zHCiqpYc1sV+uHoDRFCYMUVP37je9/oDZ74jmglrTRMYfaURuloP57wCCWNarIiG32dbZvaNjpCRlmn1UEPQlM36A2EoSxjbGF5YXX9Eaibenp8enRgKExgjEEeIoQYa5qmYYxRQuumvva11774shdvZiQ8B/irz/3Vz/5fPws3X2KH9UGwvA2DEOVFuHji5tNa2xv0xrpjg2wQeMGgHMwtzDW6yYscdqfYLRQcjLEoiGpV+55fVqW1Fha5jDKMXsooMcRayzlvRa2qqVYGK1VTZWXGKVdaUUKLqkjiJPIjTEQll1EUEU1gUYE0X0JI6IeBH+RFjuve0MOIDi+VUspGNYIKTPmUUVrrdtLmgnvCK6sS/neEEEJJXddRGKlGEUoQGzwYDNCC53v+Q489tNxbRmokvn3aSTsvcqVVJ+2MxmoURK2kRQnVRo96Bsfb46N8AynkeGccelCjGlgRd9vdqqqklFVTaaUJfH+h5hNrrPGFj+81z/OssVCRIDRYa1GIhyYsY8z5F57/yle/8pQNp9PLf/7v//ljf/gxvA+eHL5po4IUzPO10Qilrps6CiKlVRqnEES01gdmDyz0FpZ7y7WqITIi0FpIYbQRXCRJUlVVEiZFVURhxBlvVMMpt8Sirw09PkKIQAaU0Nnl2bIutdUe9/I8l740xgReQA0NosBoE4ah4MIok8QJ7Gm00dZaX/pRGNWqRq9f4AdSykE2wKILLncog0KdWlVVgokwChE8J4RA/DYUH8YYWpYwYHCtm1uc45wfOnKoVnVVVYQRZFF1Wh1CiBACdwgrvZVW2mqaptPqoPVJClk3dStp4URbWl7qtrtlVXY7XeSs4YsM2q4xRnLZK3rDkGpCCSGcc055YxqsNOA9GZrXGC3YcEgP49g4o4RSS89+4dmvft2rT9PgenKcHLMpfuz/+LE//Ys/PeqvOkkHxofPWB/f1TwTPH1PLkKIHWfuuO2m215+zctP97E8c/nIb37kD//4DzfeZqIz8RStW3CHegI6SCturQxWNtjgeJuYTkG/0uaJgziN0yiI8AWPNeezt5490Zno533Ec2wGa23oh+2kndP8smsue1qP+ZnJf/mz//LhX/8wISQO45H16Yg12cCrOZYiA4wx80vz/aJPCFFawWruuA7MGLPUX9o+s31xeRFVx3VTZ3lmid02te2CHRes7vIghCCgdzN7hhMHvACHKXVcSCmzPIMPH+YMx6oj+6eH/mn0FY97I5inoqJn45dmlJ1z5jmbWW8QTKDnCPYK+D+mr91WNwzClZWVowYZaKunp6ZvefMtz6vG0qZprrjxCtUopZQvfVjA4FdlXY63xntZbxTNPgJL6PgEkyjBO5YV2dAXmVNqKS4vyqixdAx3rpbaUVY0pTSOYkYYtJ7FlcVGNaN3vp/39xzas5KtTI1NNXUThREyd0eiBqJh1jhhCyGMMWmcrnaZoZSOtcaOWkvVTtvUUgg062+ZQj+klNaqRkn86l/d+8i9i73FNdtTSsfaY0mQdFqdLM+K6ui9dZ7w2kn7qFKm4KLb7qKAIi/yrMiOeipZYic6E0qrvMhHIxl/OMp/rLGMMm11nMTve//71u/hOcwNd9ywd//euq4x3WqnbaR0aa3RuTOMRxECeiIqYAQVqMLzQ18rrZQilmRlFkexVnplsFLWZVEVUBKttaOkLSEFJ5xz3m13i7I4Y/oMX/qt6PHEd0a00g/tfWjXgV1Ih+hn/XarrRrFOQ/8IPRDRllv0KOEoke7MQ0MobHSjoCtUQcQsaTdaiO5iRDSSTtQQ6y17bStlUYesFIKPi8oKMBcF0olLIpR/9uoRghxePHwvsP7oJliDgkpPI3STtrxPV8rXTblsF+pO9XP+mmSDrUnQjjlcRwbY1YGK8aYic4Eds4ZbyWtQAZJnORFvtxfhuCujQ790BCjGgUJ1uMeAs4opUmYaKMtsXBmhOyrjU7iZHJq8k1vedNpGFKnj5vecdPc/BzqL+ASpRrle76lFha8gglf+rWqfeEjIBz+sjCOiZOYWZZXeRqkK9kK5zzLs16/V5kKJR643sIGhRASBqHv+VrrM6bOyMt8cnzSGhv5UeRHlFNPepTQlcHKdx79Ti/vEUtQumWsSZOUU045JYZQRqmlksta1WmcxnHc1I1SilEWhmHTNLhzQPdZ4AV5lYdeOEqCG2QDIUQap9ZYYw0qrYwxjW6MNsQSP/CVVkgZ45wjs4xaenDuIGGkn/ePLB9pJa1GNQi8L6oiDuORpEUpRUo4IkSrusJSZVVXxhqt9CjovaqrwAswj5BCKqPiMEZAGDy5MJgZZUwwGMFIKSmhxhg0W0GOkUJaYznn6GNCqd3E+MTb3/H20zy8NsTJMZvlNW95zX0P3bfBBkmYTI1NQaI7ZUd1vDxbPH03QyttveJlr7jjzXfE8dpAUMd6brzzxgcefmCDDSbaEyen1IsSFGdu/hlPKseA42piOsX9Spun2+4GIgiD8IzJM3Zu3blBS8t6elnvhWe8cOq8qbGJ52N2WF3XF7/6YviWzkzMrBkG/by/XqMZUdXVWGtsgw4CpdUo97dWddVUvUEvK7KyKsumrJtaKbXBldMYc2TlSORHaZRiXoogDygvE52Ji86+aHXK+3o33xFYEzbG9LLeSNzcOrF1I6HTEs45bpVaaYtTzhkXQuw+uJsLvtxbzov8BGrfzt9x/gl/nfmeL7mkhKLjYLgAi2VtxtIkpZZ2x7pvu/NtG0S8P1e552v33PnjdzLKYN7JGIM53WgN9qh+1SuDlVbcqpt6tVijtV7qL62OdddGo6txNRBW4BzRqAYqMGTExd4i2iu00YcWDi0NllAyg8lwGqdKKSEE1t4JIePt8VGYFxwl8XgraTHCIPNNdiZXjxxIimVdGms6SQffDvAawAbwI8Dq7lFN7nYd2LVvdl8QDFOZECdcVmXd1IyyVtoKvRDFNUf99tk2uW396SOFRCX8Un9pemx65KKN3ABO+XC4UmaJTaLEWrvazQSlSZh+c8Grpmp1Wu+5+z3Pt/H8hS9/4X3/4n2BH+DKXDXVtultcN4RUmilV7d0CS7QsNOoBo2lyihUS9VNnZd5XuQT4xOU0EE+0FpnReZ7/nh7HNcNQgg6gqu6EkJgSjzRmTDGZGUGaQMGMVmZ3bfrvv3z+33pSy5X+iuY6XnSS+Ikz3PGGMJlcPFETpYlVmmFuqeqqlDwi4hrRKETS1A2AuO8TquDniboehgMwyk3Z3U1zGZlnBVlMSxVoHS5v3zfrvt86TPKEM8UBmF/0MdVeqI7YYwJZOD7/iAfBF4AZTMOY8/zGtUkUaIaFYZhWZa1qhljkR8RStpJuz/oD4rBzMTMqJQMoxEFF8PyGGI44yOD5GGdERcIPw6D0BjDOBsbH7vrrrueJz13Iz7zhc/87P/1s5CCBRdN07SSVlM3lFLf9xFWTSxhghFDhBAId8uKDIlyxpjAD5q64ZILJuYX58fHxo0x/UG/nbaLskBCdlmVcRzXTQ39QgoZhzG1lFIa+qEyapAP4jCOg9gTXq3rQT74+ne/3st7MABGvJexxpe+53loFUySpGmauqqjKNJKd1qdodpuSRAEdTPUuKWURhspJGUUxVPwTtJaw6+XEAJjF5xi0Gg453VV+4Hf1I3v+cPThNhBPiir8tDCIVjh4L4FV2nP87I8C/3QGhtFEcyh4M4ehRFa6hrVBDJguNDaYcer4AKRppRS1BAprVb6KyjYMdagfYwSCjdlfLlILqu6QoPY6EHov4yytJ2+64feBevlZyxOjtksWZZddfNVcwtzT7pl4AXT49NxED8zdZlnu6cvY+yC8y646213nX/u+U++teNxqqq69PWXFsUx02pbSQut3ScFpVSlhutCT7rxJuWYEZtpYjq9/Upg2PBCKaq1tda1qrXV/UFfSmmthRv8eHs8CZNW0kqjNI1SeFRHfgS/wNVvIHJYX3bDczxycgNe/7bX79m3hxAyOTbpi+9TsrIi27jza2NFRhs9Mz5z1F+NyMt8UAzyIi+qoqiLuqlXR4whHMESO94ax3xj+DihnvRgNXfBzgvaSZtSmuXZmhClMAh96fey3spgZf338szYzPrQpWOBheiyLuum3nVwVyfpYP78pBUxa2gn7Y0j2I8Ko6ysy7IuEf6KkuP1R3juC8794Ac+eNSqmecDP/kLP/mZv/9MlmWI4MWDlNJW0gr9kBEWeMH6N6ef9Tnn68PaszKDayMhRGs9Pf6EHFPVle/7jLDRqyilxtrfp+caY5az5SNLR5RSCysLi4PFLM/GOmP9QZ8Qwijrtrq4e8ZoD/xgoj0Bm4A1GmUYhO2k7YmhWYAxQxXmiQ28cL2errWGUwB+hRJCVPujZwrFO62k1Rv01p8d0+PTI6deSmi33cWUFQuwhBAUl2ED9NEMssHqDlnOeKfVWb9ntG8orUIZMs7Qlgirb2NMHMWCi7qufd8/Y/sZ73rnu55XdV4jbvmhW/bu21uVVRRGjLE8z+M4JpYIIeIwFkwUZYHxXNXVKGGwrMokTCCuVaryhQ+T2jRJtdJoBCurMokSNIGWVUkomehOaK2TIMF4LutyrDUczJZYbbXWulGN0Sb0wz0H99y3676l/tK26W15kXPKq6aaGZ+p6kpbDYMMBE4v9ZZgMhqFUV7kmO5GYZTGqVa6bmrOuOd58BUKgzDwg6Ishlm80tNG102N9h9jjPQkrn44KnQODnN8rdFKP7D3gU67s9JbqZu60+r0B/1W0kLrShIluFAjMiYKoyRKsiwrqgKDudvqjgyYfM/vtDqMMET/FlWBWXQgAzj4Nk0DrTMKInjAU0olk4wxGMa3khbjLM/yKIyQ2C2F7I51f/g9P/z8vDi/+6fe/a37vqUaFQahEKKpG0ZZ4AeQG1AyQx5PteeMa62FFJzxpm7CMMzyLAzCJEyyIkvjFBcKKSQqWSSThJG8zK21cRhzxsuqxD+MNUVVoBHYUhvIAPUpqCVc7C/e/8j9h44cMsZ0u12USmmlwzDUSiutBBOe53nSY4zVVQ3pIQ7jpmkCPyB0aIJT17W1FokHMIWhhCJ2uigLSmk7bUOnI5SoRqEiBqdhVVXDDHsUwtfVYm/RWrv30N4oinSjvcCz2qIVTgqJRDPf94klvufjdjcIgrquszxDjx7ywnr9XhRGVV11Wh3BhWqUsSYIAk55VmSU0MY0jDHYUUMlJ2TYugTbmqFhMKWccEKHsUpgbGzs7rvv9ryjxFM+o3ByzHHw0KMPXX/H9RtbMK5GCjkzNpNECeLEntZjOy6epZ6+E+MTN77+xttuuu35tvp0svju97570ztuOtZvPc+L/ZNcZ6S1rpoKSX4bbDbWHltYPmbWzAZsGd+ybXLbUZuYTk2/EiUU9cNhEFZlBVfjqq7gBzlaN14NLJw22atCCGnH7U7aaSftsdbY9OT0i170oqte9nw0jgG//ru//vuf+H1CiLV2sjMJ1wyAhaaNn46K+qP6zmxGjjkqSisYVSz3l5d6S3sO78GK/WR3sq7r1RNRdHTHUbxz6840TLMyI4RIKbXRg+xJ3GQkl8dquFgN3DRQ1otHal0/tOch/DuQQbfVRW38Ju23Lzr7ok3KmoyxuqmLsnhCh6J0vXBgrU2T9NwXnvv+977/+Tl3Bdbaq266au7IHBrQVo9JY00raQkmKKFKq1bS8jyvLEs0fdRNPTU2tX6HdVMPikHgBSM5pqxKbXQarXWoMdYcS8s2xvSL/sHZgw/sfaCoim67i8a9YU+cENrowAt86RdVAf9y3Jrj6Z7nYf1fKRV6IbZff7PRTbqj0W6M4YLDJgYGwKvfImMNZVRrba398ne+rI3mnI+3xiWXq9PHJruTR5UaKaWw8eKMQwbVVi/3lo/6iYx1xtacXlVTYeVZabW68k4bTRlFrxll1Jf+BedfcMcddxx1t88HFpcWb3rnTSvLK1gJV0o1qoExc6OaTqtjlLHEaqXTJBVCFGUhhYRGPKqd6ed92N+24paxZpAPummX0KERNVosMcAkl4jExpp8GqWDYgA3CrSMedwjhNRNbamdPTL7pXu/pJSC6Uy31V1cWYRQgvScwA+quvI9f2TCAodsxJZBcETlArylu63hSYF6GTRkVVUFL2G0ICHuI4mSkUhaVmWjG7RsEEIe3PNgURWMMl/6ggshBcLUCSVGm9ALpZQjXX7r1NbFlUXYAwsuoK4iZWmpt0QIScJE2+GqQBiEk53JSlWzR2alkMgQlFJyziHNDE3EKdFa100dhzG6OYwxURgRSl6w8wV33HHH860uZkSe59ffcf1yf5lZZon1PE8rjTO9rmt0qAkp6roO/ABiYpZnY62xsi4jP6KM9rN+p9Whli73lttpW0rZ6/fCMPR9v6mb0A/RE6eNJpZ4nieEsNZyylGRVzXVYDBopS2U6fnCr1SFjKG55bl7vnmP9KTVNk1TTrk2OvADxDmXVYlhnCapsYYRVqsahZPGmsAPOOXGmsAL0NFDCAmDUDWqaipjTbfVxQ4JISibwp/sSa8oC8SxB34A5QinycH5g4EfHJw/qI1WWlFGPeEppaIw8oRXNzWlw0AlYgmlNI1TPB3bIFAPlTLaaE94KPL1pFeWZeAHg3ww3hlvVNMb9KCC4yRljCmtPO5ZatFaiF5azA2RUcUIM8ScvfPsu97x7CjycnLM8fFnf/lnH/zQB4/XYoNRNjM+g/LjZ0JU9rPL01dKeflll7/r7e+amT6RyZJjNX/4x3/44d/48FFvxK2xa5ZMTxba6KqpNujj29gQ9Ek5VhPTSelXwhUSS7WcczSt1KqG5nK8hz3Znazq6riCqBhjE2MTF5534e033X7xhc+vcOv1LCwuXPOGa/ChMMa2TgxN8rF6s5k91E3dSTrrJV1jzOqags2DnEukJFhrH9r3UFEVy4PlQT7wpT+Wjh1VFuykncnuJJz/N/lC2ya3bVDegiICFBSsefzA/IGl/tKa7bEwhb7rDVSeHVt2bLxGineyn/fLcu2xRUG0JitHaSWEeM0rXvP2tz2ju7hPDd+671vv+sl3rfRWjDGrRZPRvfL6liWsOoZhiFwYtOX7vj9ak6x1zSiL/KjRTezHxxpdvvQ3aJMsyqKsyq8/8PXDS4cjP4rCaFR7ghpy/CiFjP14amJKCpnl2ep0PELI9Pj0Sn8F9T6RH0n5hONvO26j/6IoC2TE4nEYssJKs1Y10jFGO7xv132YfALO+HhrPImTQTaQQq4uRMc6sOACUa9FWdRNPdmZxNzeEx6su1eHOhFCfN+Pg5gQorTKy5wRNrpKNLoZSx//cqSkrEpjTeiFQRA0TXP1VVe/8fY3HuvNfJ7wrfu/9fYffTtnPMszjFvKKFbstdKYJRJCCCPfV9VISZqkdV0P22cojaOYWkoIoYSirQYZSaNLZT/rP1EOY20v63HB23F7dKkxZlhQgB9RwPilb39pobfgC59xppTCkOOMI3sr9MJGN3EUd9MuhndZlr7nt9JWlmWQYAb5AFlajLIoiLIyg7Ay3h1HEZnWmljiS9/3h/PPJ8J0OFNKoYEIHtUHjxzMq5wSilS+JEwQ9F6rOisy2MFwzqMgSsIEJtxJnBhjsiwr67Lb6lZNBc8mKSWcaxCattJf0UbDdZUQorSqmzoMQmKHXXiEEDRxcMGFEGgSgSLABHvly1953Wuve7pHyzOcL3/tyz/6oR+12jLGkG+tlGKctdN20wztY1H653s+PHoJIZbYMAirqgqCAOIyWnUopZ7wLLWIIqWUDrKB4MLzPCllURRplDa6Cb2Q0GE6JKxqtdFFXQQy8HyPGNLoRistPfmVe7+y2F8khEgpGWVaaYjCSZxorauqisII3VXEEkgwggtYKRFKAhFoo9H1wwjzfA+7ZZShzqtpmqIsQj8sqiIMQqgwuDijtZYRVjalFHJ+cd5Sm5d5P+sTRogh2mh0FQkmhBTEkiRK6qYuqiLwg8ALKKOqUXEUw96lVrUnvaZu0iRFr25RFZCQUCxJGcVdd1M3llk02VFK0YuE23JYC0M5RQY2J5wLfs3V19xw3bMmJcDJMcfNL/3aL/3eH/3eiT2XErp9y/bIi9CnfXIP7Lh4Vnj6bj9j+1tufcsrf+D54ut+arj7p+7+/D2fP+qvkjB5+hrZYM+OFaQ1vzpZyfFrmpi44KvDODY4MPL4SizSc5RWjW7AUStcToAkTAIvQEHEZhBC7Dxz56t/4NVvuPENa+a0z3N++sM//am//hTUh7H2GGZQGxvHrKFu6k66tkbGEjvVPUrRwbGw1pZVieSO1ZPeQ4uHDi8c9qVf1mVe5kv9pVbcSsIEgSyrGW8Ps8zG2mOccqz0bvCKx3J9PpYQM8IY8/D+h48VfEYpTcM08IM1efOAMXbO9qMY+goukjg5fORwlmdHfV3KKJq2Rj9iAfaNt77x5utv3uDPfF7xs//6Z//0L/5UKaWNfsKOlA7nS41uOklnzdtbVmUrbpVN2U27a8aw1hrrlmmUhn6Ipcijvq7neYEM1jxY1qW1VimFKrN9s/se2f9Ib9Crdd2KWsjZJRgwUZqVGbSMbtqtmioJEvi5jPa23mE6DmMckmTS9/zGNPB8/b4/wWhk6GDFnjz+xRH4wcLSwv75/aiUIY9PJq21nvAooZEfUUob3dRNfVS9e3JsUjVrL+ZIemqn7VrVR5aOwEt4fbiS7/se97TVVV3hLdVaj4+Nb92y9U1vfNPU5HFcN57D/Nlf/Nkv/uov9gd9SmkUREqpbrvLKIMuIKWklpZ1ia8zOF+gwxR9HBj86AgbBdJlRQbLXnTAUUp7g954e7xqqqzIAi/wpAfPLEss7K7TKLXU4hFjDObDswuz9++6P2/ypeWlKIh832eMZUUG/QUtHshnWe4vt5M2CmFwDO20HXgBIUQKiU7VTqsD/47AD+q6DsOwqqumaTDfHpUDWGJ9z8e8XWuNDiliCfKb9h7eWzc1oQQWyJRRow0ylSWXcRT3sz60P210O24jqBH1NVLIRjWjnOCyLCWXlFHJZRInxppDc4dgSgIVDI6nyiilVBiG1FLkW4dByAXH9Hj79u3vvOOd3e5mv0af2/zRn/zRr/7uryJ1SzCB/Cm089d13Wq1IIGhIAXtYIwxXEAG+QDlIRhFMC0yxqD3PMuzOIoDP9BKMz78ryorxlgcxIYaTrghpj/oj3fG0XQjuLDUKq0Gg0EURocXDs8tzs2tzEF58aWvtS6KIgxDQkgSJ8gnQu0wgrchQTZNE4QB0vEgjgyygfRk4AVIyLbWGm0a3WithRBaa/TfWWJR7YKMbWNNEAZaaTjclVW5nC2jIw9W3DB8kULWVe15XuAHZVW2klbVVFVZCSFCP+ScB0Ggla7qCu5pMOqqqsrzPJSFwgx7ub/MGDPWwFkMHazQeqAnMs6stYwzOrwPotOT03fdedeWmS2neRgdD06OORHe8t63/P1X//4p7mQYlc35U4yzOTGwsvQM9PS11iZJ8oqXveLOt96J/kbHycVae+WNV84vzK//lSc9TG6fViih2uo1dSUn90KEJibf90chCGSV4KK1RlcRDG7Q0f30wRib7Ez28/5m/sZup3vZJZfdetOtF5//fC+E2YBP/fWnPvTRD+FeBKvWeZkf1f10A3AvO/rxqJ0167HWGmLKosTt1/oNtNbf2fUdbfRYZ2ylt0IZzfJsebDcilujRFXQTtpr9iC4iIMYRfLrRwuldKo7tfrEeVIhZkRWZrsO7HrSv84TXift+NLXRo/mtDu37hyVCUghoyAqqmJ2YXbj8Tx6Py0CISy96OKL7r7z7lbr+D6m5zbW2te97XWP7H6EEBIG4cg4Fg6ghJBGNWtSlsqqhEdSrWrO+PphX9UVngLDUdhDtuLW6kFSVuWo40kp1S/6lNDAC1Zvo4z68r1fRttI3dRVU7XTdhqnjLEsz5B4WlTF6mjeOIx94SPBlxCSRukaZSTwA8FE3dTttD3KLxvdh6BtZGrs+5qphz6mQcwYGxSDex+9l1JqtMnLfHWxWBqlqLBIoqSVtvI8X93NBKa6U2uOhxIaR3GapAdmD1RVFfgB44yRYSAxkkFgyD10QiUWAa7bt29/65veeuYZZx7rk31+8qu/96v/9g/+rRDCl/5QqqYMzp2wNueM49OGB0Rd1xjMaEOD3EAJzYosiRNOeV7mI0ewRjUoB4jCCDliw1elT1TcKK0GxUAr7ft+Gqfw7SKEGGO+ct9XKKVL/aWiLBrdRGHk+74nvOXeMqMMk0+oioSQOIp93/eklxd5WZaNbpIwoYT6ni+E8KTXH/ShZeR5Dt9TXMxhg4p5bFEW3VYXhRXQpCDnSSGDIFBKPXzg4bzIfc/PioxY0qimlbSssVVTwZokCZNOu1MUhSc8Yw2lFHUKdV2Pdcag4ORFDtONsiqjIGqn7YWVhbIq0bJKCRWPAx/ioiyiKELgGqWUMZakyZtve/MVL7ni1A6WZzof/dhHP/Enn2CUKaVQflI1lSe8OIzRgzZytkIrE7LD4S/LGINhCpKnEYJeVVWSJEabLM/aaRt1qYEXDJU76SujhqcJ5XVT+8KvTS25VFqFftg0jZSSMlqW5b65fXVdL2aLi4uLltg4jOHeUtZlFEbGmjiIUXUOtREnjjGGEgptBUeexAlugH3fp5aivQjDj5BhxLvSyvM81MggQwqFwNAHy6qsVV1WZa/o9bM+Y6woiyiIkKKNXmyUxlNCgyAoiiLwA/TnSilRvdhO25ZYtB/i3bPWogmrl/WyIkM1KCGEi6HDOsIBLLWMDktj8HG00/YN19/wbFzFd3LMidA0zctve/nufbtPyt5OV1T2M83TlzF23jnnveNt77jo/ItO97E8x5mdn33ZLS9brwMyyjY2Qz25WGvhTnq8VyHOhjWTw8pJOryxGEIoVqXKqtwyvqVqqrzMR56OpxhUNIxK/Y+KEGLnWTuv/YFrb7nhFqxvOJ6U+SPzb33/Ww8cPNCKW3AfON6rmVIqjdORIsMY2yB0HGaiVV0htmPjPR9cOHjoyCEcEozD0Cw9yAdREI2qVAIvOKrNLfClHwURljdH89WpsSmcttZayugm5XTMseeW5pZ6S0NpcvQfNJ3Hf1x9JsZB3IpbggtPepi6W2JX+itHDTBe+4qMjqVjlNKsyJIkee2rX/uW297iPL+OyoOPPHjd268b3mtyHvkR1r1HG2BZFevzBAXq5AkVr6xK1CCMHmGcra98wQjkjId+GIVRURZTY1PL/WXP8ySTx5Lz7tt93+LKou/7SytLiLkp6qIVtzzPy7M8jVPf833pN7rBKBqNnzRMpZSIyuach36IFKTRTU633R2VxqwxPPI8D4VCSGZdc3hVXX37kW+j+Y5znoRJVVVZmWmjt01uW+3OyxjrJJ00SeHr0ahmy/iWsi4ZY0mUhEFYlAVSpbB9FEZrTiilVRRGg2wAAw5CCKX03Bec+5673nPOC8/Z6EN9HvOhj37o//1f/69SinMuuayqSko5iuKK45jDcpNSa63neVZbay2+yn3fRzMCIcQYUzc1An2NNYQSXKGG4gslZVkKIeIgbpqmk3b6eZ9xhgoarTVW0cnjzUppku4+uHthaYFznlVZnuVVUzHOtNZ+4BtlKKVI58Vf4Xt+0zRJnKz0VyI/SuIEydCjLJtW0sJksm5qwUVWZOitYIwZbdDZIYXEmxB4QeAFSZJIJsnjfVhaa230Nx78RlEVSKhppS2llNaacTY9Pm2tzYu8UU1Zl0mURH4UBiH8yLIimx6fRpR1GqdxGFNKIbjkRZ6XOabfllhUhHnSQxmGNhpNIuhVnJyYvOF1N1z7ymtP12h5hvOvf+Nf/7f/9d+stRD4OONaaUgM1NIoiiihhBFf+nVdCyl0raUnBRPGGN/3GWVFWURhxBnPyzxNUkqoNtrzPE94RhtEAhlrVvorE92JUf9pVmSe58F9mRLqCc8QU1alJbau6jRJ9xzawxjrDXqMs+Xe8uLSopBCSJFGqbV22DBFaBiGGADGmDRJGWNaa/wV6FGCwS2jLAgCRhiuk7B5Qn0iniK5hAUkgr0ZYeOdcWQkaa0b3fT6PQTz9fN+1VRGG5zjQoimaZIwMdagIA6Xem10GIRQhYwxkRdpopVSvu9zyhlnlFDGmVZ6kA8IJahxo4yijQvOxDjLCCGoWhrrjr3yB1550/U3PUs96Zwcc4IcOHzg2jdfeyxPuBMjDuLp8elTGZX9DPH0HR8bv/6119/+htufUfLQc5u/+cLfvO9fvG+9zcSoK/uUgYpiyCgjPeX7/iMEazhCCNS2bP5qu3PLztGaFW6nqqaqmupYjRsnkcAL0jhd36IyAoUwt998+4XnXfh0H8xzlZ/5yM/89ef+GgUdJ/B0rXUcxrjsCC7WlCGAQT4oqkJy+aQ+wSPKurx/9/34N+7RR5d0GA8xyoa+A4/3K20MGk9gWR16IQILIPTgAk4fj3tBmBdeVHCBpzS6gaOeoGLf3L4DRw7ML81vYEMzXDWlDI0b3bRrjGklLVTPYfkLOThYklq/B2NMO21PTk6+9fa3Xn3F1Zt83563fOO+b9z9U3cvLC5gvhT50ergaoLaAcbhjpQV2ZqrtDHGWDNS0ldnzawHlqiU0CRKAi+Igmgk9Kxn/9z+XQd34SXQ0k8pLauyqAptdRImC8sLSGmVQmLuaoyBhIdnteN2kiRVWRFChsWJZphyjQgPLnhTP1GxgkHleR4sTjHAsEiLoNnAC/Ii7xf93Qd2zy3N+b4PG2CslHZbXagnWusgCFSjoB7CRCYJEiGE0qpW9RpV0VobhiF0LkopaifxpYM5A+d8rDv2gfd84NIXXbqpD/V5zMf+48c+9h8/lmc5mhcopcaYMAi10hhFgR9A+cLCCSEELWDWWlS+NE1jrLHE4hKdxAnaEAgh8PrFC1lr8zLXWnc73bqufemjW4QQJBIzQgjSc62184vzy/ly0zSqUXXzRIcRwnR93zfWZFmmtPKlH4bhSm8FwXBhGPayXtM0cRAj9YkyGvhBlmeIzMvzPPACQgnnHFfiQAZobyGEeNJLwxT7tNZmeYa4GYQil2W5sLKwb3ZfL+sJKSyxSqmmaTzPC/1wpb8SBiElNAqjKIiqpqKUEksYZZxy6cm6rlGbsGVyy+LKoie8rMhQ28U445SjAL+sy3bShmbqCc/3/TO3n/mDb/xBl0/6pPz2v//t3/vE79V1zRiDU3VZlaEfPlELIyQqR9DmCUMZzrlqlB/4KGXCh9jP++iOhFyijUYDFGS7ocetVmgygvk09v+EQy0xZVlabWeXZ+EKpI1GOUle5fML82h9ioKIWFLVFWU0CiLUtvjSr5s6CiLUyFBKUY9JGTXG4ICFFEVZIFReGx0EQVM3aCkK/MCXPrGk0+rUVY3eBTjUIEvRGFOURS/vzS7OLq4sSk9WVSWkqMrKk17oh5ZYxplutBACZ70QQtWKcYbTp67rIAgYY57wiCX9vN80DaHEGDMsOCJEcGGJpZTiikEp9aW/fdv2619z/cuufnZHjjo55sT5u3/4u3f8+DuOy5VzkwReMDM+EwWR1vpp7Sc6vZ6+UsiXXPqSd/3gu7Zu3Xq6juH5zC/+yi9+4k8/sfqRp8/Ndz2Y7GEiobQ6aqrrU2ckx6zBWovye2RnbD5CeJN0kk6jm/V1BFLInWftfPXLX33L9a4Q5uTwuS997hc++guhF+IO43ifrrSKwxg1L6MEVkJIVmRVXa33v9gk39v3vX7eH/04dBN4HDgaaKvbcbtW36cMYjqKDm3GGOc8DEJ0TQ/yAWf8vB3nBSLYZKWJNrqqK0xRyqpc3Y21sLLw2OxjhxcOL/YXj3UbgN6ojbVLKSRWjH3pI5FECvmiC1/0nrvec8a2MzZzkA5CiLX2n/+f//yP/uSPojBq6ma8PT5a3h9toI3upJ28yI+qG1Z1FYVR4AWjZqUnnktsVmQQsiE+WmvTKB3unxK05EB6QPECnmiMuefee3ATwjnvZ310s3I+nDlg8pDlWVEOU3iTKBFcEDt0Up/sTpbVE8IfOqcQ2zHWHpN8OA+B8y7q/wkhyD9eIyrBtxX5OPDWMcbMLs3e/+j9++f24zzqpl1l1FR3yhK73FtevbLVTbtFVeBvoZROdicll0VZwJpBCIEpATKSR0fbaXe2b9v+0he/9MbX35gmrnt6s3zmi59538+8z1qbZdnk+GRZlqjjGNUiedLTWqPUy1jj+z4yfWEGBHFZMGHt0C0CNQWwO5Fc5mUOExZcn6WUI0FHGw2rDpxKI8vqWtXfePAb8BvCPn3PH+QDSiiSlRrVeJ6X5ZnneeiwwEIRscPiAoyToiy00rWq0yRVjapUZYwJvVAwAX2k2+oSS6bGppAzjeLNdtJGnUscxsYaT3h5mXPKpZQYpUqpQ4uHDswfmFucQ+I1RPF20m6aZrm33G61+4N+p9XptDpN06CMAqnG7Va7KIqiKmCkOiyNsRa9J7DXMcZ02p2ZyZmXX/3yW264xdUqbp7/71P/30f+n49kWeZJD6FyqPiD/oJSLK01qmDQxdOoRggBJ6DRnS30ZW00IwwytBBCcmmphVNhGqdSSJR+QE5UjcJ9chIlqHWC73Je5QdmD1BKDTVN3fjSl0JywcuqzPIMBVae5+V5jgc7rQ6nPC9yKWXgBxgPggmYmuPYtNVVVTHGuOBN1Xie19RNu9WmlCZh4kmPMx4HsbEGxW7oK6zqSgqprc7zPAojDMKsyHpZb3FlcVAOhtlk6JvjQhvNKfd9XystuBCeUEqhqA1boiK4N+hVdQWRlDNOKBFCMDL8D1rYti3brr7i6ptff/Nz417ayTFPid/9T7/74d/48NOnmAgutoxveVqjsk+Lp+8Z28544xveeO0rrn2WFpU9Z7ju7dd979HvjX58uqtjRqan69NPsyIrqmKyO7lB3scJsGPLjmOZWa7GGDOSZqqmeiq+wqEfosd49YNj3bGXvOglt9102wXnXnDCe3Yci6Zpfuk3fum//6//LphoVINhNpIz4CgBh8X1Jp2EEMZYFETdVldy2eimrEqtNdITTphe1nt4/8OrH/GEB6u81Q924g5MFlcXgm28ZyHEOWc8eaMEMo9Xa0lVXR21G6tW9f65/cvZ8mOHHhvlrydhkkbpakWJPC6hCi663W47bXfb3YnxiS1TW7Zt3XbWtrN2nrVzamLKXdKfCvd+9963/9jbDx4+aI31PR9GFUmcqEYhU8n3/TAIBT26RIjakziM20kbRQFY9lzvmIuNj96aaomQQiklufSl/8DeB0ajAvYWw3AWLlbf+UyPT1d1VZYlitLhmIB5IMwyhvPY769tPGvLWWgCwhU4jdJRPpq19vuypa3OiizyI0JIWZVr3M211rsP7n5s7rGszIqyQBWAUioO4sAPlFbGGE96yN2AhwJsTYklXHLOuFIKJTYTYxMTYxPbtm47+6yzL3/x5Ze96LJNfG6Oo7Br7643/8ibl5aXyrJM47QoiiiMlFJxHDd143ke5zyQwRODiBLGWV3VKH6x1nLB4TXDOUebEiJUoNdYY0fWMI1p0jBFsUyjG7Qd4Ytg5M/oe/6jBx5dWlnCdLSqK4QNGWPCMMyLXGmVRmle5mOdsbIoi7pAS0XTNL7vD6fWTPi+b63NioxaCrcjY43v+WmUokXaWJPGKafc93zUpwgpkEAPDx3GmTGGWUYpRclYURWog0AP1/zK/N5De4u6KKsSYTfW2MAPpJRlWRZVgaziie4ETrSqrpRSlljGmOd58GFllIVhGPrh5PjkJRde8tpXvNbVwpwwD+9++N0/+e7ZxVlGGHqX0jSt65oQ4nu+4ALaotEGJTPQU7Ii67Q6hJCiLNIkZYQZYzzfk0JqpbngjAwHgyc9SmiWZ1EYIVxp2Enn+8wyhIVRSi21g8GAEBJ4wd7ZvYyxftYPvEByaYmFAQ1qYYwx2mpcpVf6K770h3XnlOK8gH5ECJFCYhRB7sHta+iHMBgK/VAIUVUVEtwhOXHOh9qK1oEfGGIEE1ppJhgnvKiLqqmKqtBaa6sXlheW+8uW2TzP4b6EdGpY8HLGYcQjhaSMNk0zyAeNalCuOKyOZMwSyylPkmRmfOass856+ZUvv/qKq59jNxtOjnmq/Oi//NFPfvqTT/erMMqmx6fbcRuFWydxz6fM09daG8fxy69++V1vuytN3SrTM4KiKC677rLVCbUnPVwJXUK4Odhg6MKbIyszRtnU2NRq64Snwo6ZHSewCmSsgddvWZVZkW3yjKOUdpLO6h6QmamZN978xptef9NzQ7x/hlNV1U//65/+87/9cyQIHOurGt63SZTg3hcZq4yxbtr1Pb8VtU7W+P/u7u8WdbH6EVS+rBb7ukkXAiVMLuFmt/HV2Fp75syZx6pqtNYOigFnfE23CyGkVvUTYb3HYCVbOTB3ICsz9JtgGRlhq0mUBDKYmZp5/wfevzpU2HFysdb+/C///B/8tz+o6xpJtyNBGSoDtTQMQ497kPBaaYsy2tRN0zTIbUHHR+AFSZhsEKNe1dUG3tWY/WZ5Vlbl/vn9SCNGi9woCE9wwQVHvUPgBbh1hjvS6rKU6fHpqqrssLPOLveXcUWljHaSTrfVbZqm2+qubwaMggiNQv28j3QSPF5UxZrxb4ktqgImx3VTzy/PH1k+stRfanTje75uNOWUM940DcwRRk8Mw/DM7Wdundp6zgvOecklL3nxhS8OgmO2bjmOl7qu3/vT7/3MFz9jjJFchmFYlmXVVOOd8aZuMCdMk1RppZW2xEZhhEjskTl0EiUw1xgpL4SQuqlRckIIwUir6gr+SugKwa+g3RBC4IKRFzmub570YM4quOh2ukVRREEEI4+maaIwyoucEGKJhZkL8hbTOEXLVV3XxJIoihrdCCbgrMEZ93wPh8oZF0x4vkcttdYqoxhhvu+jeSovcsppGqboNIHfNi7XuFOijBJCtNKMsqquDi8cLuqCUko5res6z/MoipRWOMi6qeGuSghJ4mRmZib0w60zW885+5wXX/Tii867yFXBnCyapnnvz7z3nn+8B+028H5GMx1MWNBrY4zRSgdhQAzhghttfM9njKGwizI6WuzBjYe2Ogojq4f1I3hKVVdSSl/6uGHggnvSI5agAhFp1gu9hbIpKaNaaWONoMLzPUopRqOxhhHmed6wqdlYONlBQ0GvnBRydLJAzamqKvACY00QBIIKOA1bY2E0MxxLlkgpi7LA+WiNDYNQWRXIYGQ0g0xuz/MG5UBrjZD4uq5LVeZ5XusaDaFw4bXElmVZN3Wjm6ZuYLfUbrfHJsZaSWtqfGr7lu3nnnPu1S+5+rl9I+3kmKeKtfb1b3v9vQ/ee8pecao71U27aO07KTsc744ze8ybtqcOpfS8c8678613XnLhJU/fqzhOjO888J1b3nXL6Ef4xj/13eImgxCC1dHNPMVauzxYHskZk53J0UrpCfPC7S9EosEJg5WrvMqrulJaYTK/frM4jPFlyRmPw/jMLWf+3L/8uenJ6afy0o4ToCiKn/xXP/nnf/vnuOfevOELo2yiMzEM/qDDTAG0b6BEefO7AivZyiP7H1nzIIpsRxPC0AvX6yYoQSfHtrj2pPeCbS9Y8yAScKSQx5IytdYbG3Vba6umKsqilbTWDHJttCe8dqv93ve+d3z8mIbHjpPFgw8/eNdP3PXo3kcFF2htWD380ElBCImC6KjNdMYYzB610fCDjPxoTTeo1roVt9boNWVd1nVNKFndKnXwyMGFlQVkjhJCBBeBFzDKMMttJa28zDnjq/2bfM+PwmiQD5RScPRY/SqNakZ6zURnAsE0ggvOOTJupJCYi050Jgb5YM1XUlmXowRAZVSWZ/jT6qYeuYporWtVU0JH5xcSkQgh8IAIw/BVr37VZS9xxS9PO//jr/7HR37rIyvLK0VZoPpVCgnRENMwJE8jvxmzRCklHFLQZYmPFYvnqJRpx+1GN77vI9OXEIIUYXxBY5ZbFAVnPIkTo8xIlXhgzwO1qmHsQgmt6xqpNEYbayx6T7TWSZIILvI8Z5y14pYQoqzKpmmk98QFtqoqZCGhB6RRTeAFvucXZSG4IJS0kpZRxhMeYywrs26rO8gHEJJwPJZYow0M3Y01ZV3meY6OwqqpcOZi2l83Na4Avudba4UUjDLJJaPMD3zBxI4dO269/dbT8Ok+z/iLz/7FL/7aL66srMBhrWmaJEqstYKLvMyjMCKGSDkcxij98H2fUorCGUss1BwCDVF60B9rVcdhjCdiD5TSrMjCIBRMwGXG8zy48MIf3Riz59AehD1JTxpjUO6HrjqlleQS5V1GG0MMIywMQsYYI0xbjXhs9AExxuqmxhcNhpwxBpdiyH+QKYklGJzaaN/z8RLGmmHgNBlmS8E+rFY12o6EENpopRTysyFBwqYXMVKI2/N9H850xJJt27fd/sbbT/dHfapxcsxJYHF58RW3vWJ+8SjJwU8rY62xic7Eap/IE8Na24pbG/j5nTBj3bHrXnPdm259k/PofSbz8f/y8X/z//wb3Hw/lXAlFMJoozGVPYFKQmvs4mBxtVfFWDq2fnK4eaa6U6NltJOCNjovc9/z8yIvqqJqKsFFGqWMsjiKu2mXM37NVdfc8YN3PMcKKZ9d9Af9D/78B//yc3+JNaKRxcDGJHGSBMlovWgN1lr43iGeBoXontwoaOm+3feNlnlXk8ZpXub48p3sTB6r/IpzXpQFmv9XH7+1dufWnaNZAVq1felv3OhHCT2W0qq1ZoItrSwRQoIgWJPLo7TijMdR/INv/cHzL3Dl7qeOD//mh//DH/+HsiyNMbAkGA02OF8Ya9IoLatyzde3NjqJktVxS0gvIoRILgM/wPaCC7gAoMUDXUXrD8Na++BjD670V5IoGfZ9SB8zEErpyPxlvZ02JTQMQkJJHMSc80Y3xBJMs1fvfP03jrGmKAtjTBzGnXYHngsjU5tBMUijdGWwgqLL1bvCSVFUBdoVIevAT2RUD4808euvv/6ylzot5hRhrf2Zj/zMJ//yk/AibaWtsigFF5RRhAHjc4yiCPNYtNdxzj3P00qPct+54JTSoixgbi24iMMYHRiIVbLWZmUGYUVwgdhyPJdSaoipq/rg4sFBNsBVN/TDYScIoyjRyrKMUhr4gVZaCBGGoeQyKzJKaJIkTdOgpkAZZYyB8RBUJKNNo5rADzA1tcYSSnCilVXZqCYKoziM0T/COZdMMsqUUZ7w+nk/CqK8zDtJB+cjF3zYc6cVJxy+qqiDgBMwXNs94fmef9bOs974pjeeno/2+Udd1//sl/7ZZ7/4WZR0+dLHaGxUg6pSzjm8b5VS0pOc8aZuPN9DUySWeRAzRAgpyzIMQkssIsnhGs4pxyCB4gMbI6jVEMGVUtrqsixRA4gKKSRbh15IEFxNKFK3OefIOMfpAMlDSIGLuRSy0Q0xhHFmtOGcQyWEa5KUclgMawhlFKeqkAKZ9NiVlNIoI4SAaEgplVLiCwLGwBAch38jF1prONQMwwc4R3ASUsmmt0zfeeedG9R1PldxcszJ4dvf/fYt77xlg6yKp5XAC1pxCxf6E5sEUkLH2+MnawIphLj0RZf+0B0/dMZWZ+X47OCdP/HOL37li4QQiAvH9Vz49idJYtRJaKMzxiz0FtYojK24hYqw493bGdNn+OJkmtGMwNqaMir241FccRAEP/LDP+IyUJ8hrPRWPvBzH/jbL/xt3dSMMU96gR+snr+thzE21TluAxTcUsChRgqJWgYp5O5Duxd7i0d9CpSRoiom2hOb+RZudGONZYz50meMhV64Y+uORjUr2cpYa2zjPwqsqbAAdVNrq/MiH/3JQohRJwjmsWhCue611732da990ldxnFwe3fPou//5ux/d/SgqqhDsQgjBeB5tprQSTCD5CI/EUbxB0xva0IIgSKOUUIJODVS1w3Rpzfa9Qe+7u79riV3dPEUen81C6JmemB4lGa2hlbayPIN5E1SS0a+MNZ2kMzoqbTWKEBll8PJYfcwQlWDTkESJYE/c8FhifeGj8GFUEYmhywUnZpidpBoVhMHrX//6yy5zWsyp5uDhg+//P97/zXu/aYhBOVVe5FjAT6Kk1++1W+1BNmjFLcpoURa+9FGQ0opaVV0NI1cIIYQIKUY6C9bzhRC4vBtjIF+iuIYzThnN8mykNu6b23dk5Ygv/SiKyrLElkEQWGMxtDzpJWFSq7qpG210p9WBuldWpTU2jmJIgZgkh15IKLHEFmWhrW5FLc/zkLaDV0ebidIq9EP0ynmeh04QrXWjGiQcSyGVVZJLnLaUUqUUXJxge0QMYYxJKSH0jDyMt5+1/W1vfdvp+USfx+w9sPdf/J//4lv3f4tYQhmFRAJ1G77Uvu83TQMRBAbV6LmDfGO0QdwbzGtxuTPGBDJAkDZcrrXRGLR1U0suhwoIIUorXPoOzB3oZ32IPpByIHmgUw9XbMooTGGQFu95HrQSjECEdnPJq6pC7RWjrKqqIAyGzkdC1HUd+iE8ibBbmPJqpVE1I6TglGurhRBVWWHJijCCUwDNU5BZKaPDdDDOhv1Zj/dAEUvO3HHm23/w7c9DLYY4OeYk8ief+pOf+IWf2Exq6dOHFLKdtBEUcrwzisALnnodwbat226/+fbXvuq1rjTg2YW19vLrL19YWgiDcM3a+LGo6qrRDWMskMHJ/biNMfMr8+tv66Mg6iQdqO+b3FUcxDPjMyfrwBBVEIZhP+vnZS6FPHP6zFHZwnnnnvf+9zpbjWccC0sLP/ZzP/aZL35m6NwpOErKj7W9J7yjWt4eF5g0Ukr7Wb9qKsaY7/mBH1hrq7rC1y6jzPd8rO5uvLfRRBT/RyHxloktY62x9b1Ox9rDsBL4caq66ud9VFyv3rKVtEbiDpbLCCHnnnvuD9/9w8f1DjhOIr/yO7/yWx//LSxm4k7a93x0WKzejFGGaHNCCGNsfduaJbZRTdM0nHIUzLfT9nrVxj5OEATIRbLWzi/NL/WXCCGEkrH2GCMsL3NCCCacSMcbZZFGYWSNHdU5aqNHbUSEEEw8sBqMxSSE9cbR950LRVWMrOWttYSRuqo541VTIQQNSpC1FrKL4GL16aCN9oUPR2H87Uopxtk77njHhRdeeEKfg+Mk8E/f/qef/7Wf/+6D361VzSkP/AD+0IyyKIyqqoKzKVxpcdGmlI7aKPCFa62VXHLBCSFaDy3SMTMEcAIeZAMpJHIbYc5ljKnqau+hvZbaoigIIUmSEEs86RVVEflDQdNqm6apEIIY4nkeIcRYg8Cm4aTJEmTEUE6rqkIWNSNMSGGtraoqjuKqruIg1kY3TZOmaVEU7bRNCKnrOgoixhgGJKecEEIYKYrCk14rbdVVPSpmtMTWTY1AMcy3CRlasmqrL3/p5TffdPOp/ggdj/PVb3z1I7/1ke/t+p42WjABvQOSmZSyruogCDBgBBfoV+KCw4cFFy7UhuDOhD4OLqpw2CWWYDNtNSHEFz5sj5AtbayZXZw11lRVhZJJpRSStimlxBCEE0kmueQojRnWoRiDHiLGGSUU6y7YoKzKNEmtsYILFNH4no9jhtzpSa/Rjcc9SywSoDjnw9dCWc3jSfNSSgTDD43zlGaCecKDpoM7DcoofnzxJS++7bbbTu8HehpxcszJ5N9+/N9++vOfXuotrfRXBtngqGXqpwbOeTtuJ1Ey9NPeBNba8db4ifl+hWH4A1f9wF1vu6vdPsE+F8dp58DhA6+47RXoyj7WmNFGl3UJpf9pbUBjnB2cP3jUq5MUcrw9Hnib0oAiP9oyseUpHgzyKRvVaK1HkwXO+ZnTZw4t2Ti/8213XnnllU/xhRxPH4fnDv/EL/zEZ7/02eGcltjxzvgT7nTfT+iHoxX74wJBHsYaZC4AbXQv61V1hXOHEIJ+ad/zfelHYZSEww4pVKPgLDPaaKNHoUtrRrsxZuinQKgQwvf8sfZYII/Zk6W0Gv1F2uiiKaqyWn8GaaMhRaHr0BNeq9N6421vvOiCi07g3XCcRA7NHvqN3/+Nv/nC3ywtLxlryqJknIV+OCrNG2GtxR2zFLIVt2AJhJX89Ro3GnyOpU42qkFsMCpiiqo40jvSG/QwxUWTkVIKlQtofVptaef7flVVggltNWKS4CkWBEF/0IdbcOAFo2mJJ73VomFZl920W9XV0B/h8W+cRjVp/MTSkbGGMGK0wVouHCKlkJ7nwQqEUKKUYpS12+23/+DbX3j2C5/KB+E4KTx24LF/9Wv/6ivf+Eqe503TBEEAfw1rbeAHlNKqrqAncs6RKBT5kSW2qqsoiBBqMYxIF2Lot2UJpDdkCY/uH+CVW9YlsQS5SIyx+ZX55f5y0zRSyqqq0niYY13XNSarcAWWUuZF7ns+o6xqKqMNvJNqVXPOkcpX1RUHjCO6C9U00ICgFlFOOeGEEhgGwyzDE15e5KjNGU50PY9xhuFKKa2qKvTDKI6QhmOMgW+3ECKKoje/8c3nn+e6R08/D3zvgV/6zV+674H7yrKE3oG2IwiI0DVQ7uT7vuACqyue5xFKJJdKKa01Fxylr4QQSimKYUf7wT3AsDOUcUKINhrFNZTSwwuHEa2lGsUFhygPDxfYJKFEa6jlUYqVRUKI4IIwohuNoGvOuDEGd9fQuOEjZrQZSUK+9NEbZY01xAgumrqhnIZeCC2JMdY0DaMMoioOHicLtBtqKRccTYJDsUnwG2+48crLn9e30E6OeRppmubRvY8+svuR3ft27zuw79Dcofkj84sri71+Ly/yuq5PQSkNpbSdtNMwRa/pxhsLJrqt7sbbrNn5OS8454633HHpJZc+paN0PDP49Oc+/YGf/QCqq1Y/jkIYTjnc8k7NwZR1OVyMPRqYaRzLyXJE6IVbJ7eewKsjPLJqqqMaMzHGtk9tR1v4lpktP/FjP+HCwp4V7D+4/4O/8MG/+4e/wxcf7pZgp7fGhKIVtTbpJA3LJGMM7paOtZkxZqm3VDYlyoNX/6rT6ggmAj/QWm9SQMdK7PrHpRg2cQReEPjBaAZrrGlFrazI+nl/tUvrGrTW453xuqmllGkrveXmWy590aVPejCOU8nBwwd/8+O/+enPf3p2fha2PlNjU71+j1IqpED3UF7kaNT3PX9ybDLLMtyXH9VVHeZxqyunOOeob18fF1A39cGFg1meoVreEx7c6yihgR9MdCfgUzCUFI2Baasf+IEICCHwCFi9Q6XV6pIW1H8lcVKVVRiGkh3FmprzYdcJOkRGte4jUQktIaEfwmpBNSoIgvPPO/+H3/3DrnrxGUVd17/8sV/+07/80+WV5UY1nPE0ToezU8bjKCbkiZSlOIo545RQ5Phi0ovSEm20kKIqK096URihZooRRhnFTQtjTCutjcY1v25qRllRFQu9BXiRUkpRLxB6YeAHZV3GYYwcJRQkllUZBqHSCsog51w1ihCitfY8Txsd+EFd15TSNE7zIpdCwi3VD3xYz8BPgFGGwZmXOaUUogycWeumRqOoJVZIMYzE0UZ6EpNzVF4wxs4848y7f+juOD4JqQuOk8Xy8vKv/O6vfO6ez80vzA/rBJmwxAohmqYJ/RDD0vf9pm4gVWAbYw1CytF9iUI/VP7BE5o83hCNFiTGGaPMEtvUzbD3h5B+0V/prQwLzQBh0pOqUZ7vcc6ZHa4Vaa2rukJZFmUUTXCWWE94SitYI40qCpHeDcUEqUmj7iqttfQk7Gbo42KC7/vaaMklTLUpoUO3YMKwsMQlxyvipQklZ2w744fu+iG3lu/kmNNJr997ePfDj+55dM++PfsP7T88f/jI4pHl5eV+1i/KAtHrJ/HlWnErjdLQD4/VmLd5T99Ou3Pda657821vPt60EccznJ/76M/9xV//BdL1qroyxkgp16gzp4yszHpZb6MtLEmipJ20jzUOfemfMbVZAyMsI9dNjTXhY01ZKaVnTJ2BquYbrrvhphtu2uT+Hc8Qdu/d/YEPfeDLX//y6BFrrSe9OHxiZR6z3A0jp4e1A4ir3ORLG2MWVhaUUVLKwWAwyrQ21iAnEl3ZoR8mYXKsEQiL080EllFKYfErmEC9gOTH1GII1Jw48QP/1jfc+tLLXrrJP8pxWpg7Mvdbf/Bbn/78p/cf3A8TRNyyr5bbrLVJ/IQ7NSVUetITHtZRwyDEMqa1tpN2qqZqVIOigKquCCVhEFpri6LARIIQkibpIBvkRd4v+yiVr6oqCiNOeVEVlNI0SeE9jCICHInWOgojQog22hrre34YhBBAfd+H1QvyfZFPh4p3XNUxblFIP/SC4VxbbY0dqZ+NajCPRe19oxpjTShD6UmttJTy1jfceu2rrj2lH4/jeLjna/f8u0/8u3/6zj9leYaMmCiMmqZBUcDIjUUIAemEEAKDdqTAVGUVBAG29zwPXRsIgfakV9UVRiZW6bXWqBQTQhRFUau6bMp+3sfSDqc8CIK6rhH2lJd5FESUUK014yzwA1UrIURe5FEYNapBHU0gA2MNZqejEWuNRXsUynYQKIMcX5yw0Ewh9/i+Ty2FxlQ3dRRGeZ4HYeCLYTECBKN2u33bG267/CWXn+5PzHFMvvS1L/37//Lv733o3n6/j1Yg6MKjKlcEh6EqcGTIwjiDFDLsr7QEmjgeJ4SgvAUjR0iBgimMMZjj1k2d13lRFVVZwU2JUsopRw6vpVY1Cj1TaEOWUg5Dr62RTFJK4W4jpURnH+piIGHjaHEMUkqllGCCcoo/ymhDKBFCQJoZZZwJLqyxaCrE1Rv2vXitNElvuP6Gl1/98tP6cT1TcHLMMxdr7ez87MO7Ht61d9feA3sPHD4wOz+7sLSw0lsZZIOyKk84UCkO41bcivxo/VoupXS8dUxPXyHEiy9+8Tvf/s6ztp91Yi/teObzU7/0U7v37q7KSimFekhjzOgOBr3Tx8qCOen08/6gGGy8jbU2CqJO2lmvJHrC2z69/UmfnhVZrepNJsdvm9yWhEmr1frgBz64ZeapdkI5Thffe/R7P/8rP7/7sd1HFo+s9FcwpOHngptpQshEe2JNU16jmrqpKaVSyGOpMHBFRaJBVVUIyAjDcHpi+gU7XnDpxZdeedmVf/ypP/7ff/u/Z+dn4SVJCDHG+J4/EllgEzDeGR8FyoxQSsE7Yz328XQz3/MZZwhnha8B9oybKrSfdNtdrfTqWJyJ8Ylbbr7l6iuvfmpvreOUMndk7rf/8Lc/+6XPzi/MDwYDY82oMKppGkJIK2nhLn/NE1EGH0VRnuWMsVbaGga9r9mM2MAPrLFwJ0UturGmVvWRlSMQa8jjpjYoYRjdWGqtPemhAG3UkUcptcSWVckYmx6fbppmvUooPbm6/stai3hsSmm33TXaYJ8Y1YwzySRhpKqGlRRKqW67mybpVVdddePrbzyxLmzHqeeb3/nmf/6T//yt737r8Nxh3HVwyn3ft8SiKAbRRUYb3JYQQpRWCD5njPm+r5RSSsVRDGclxtnIVddYI7lE3K+1FmnoqFNommbf4X1ZmTWqgZvv0D7JDxhldV2jVAdaoe/5yOi1xsIXI8szQshYZ6ysSl/4lNK6GbqfaqPbrXaWZSi3hMtSoxpKh5dlNI8gJ3sYhcM4ZteUUM/34BEbxdFrX/XaG6+78XR+PI7j4Utf+9In/uwTDzz4wNzS3LBahFJOh9UiEKChSqPsBZcpBFQPo6MphSsNvGbQ3ERWpRRB44ETMB5Ej9v+uf29Xk9bncQJRhRC5cjjF2po9/Chg4iPNs9Ra6onPfgl4XQTQlht0RuotR5W1hAiuNBKc8EZZVxwKDvQnow1aIZihOEgcd6hO+/qq65+y21veX669h4VJ8c8i9Fa79m355Hdj+x6bNe+g/sOHj44tzC3uLTYG/SyPENpw8Z7CP2wnbQjP4KrH1jv6csYm5meufXGW697zXXOo9cBqqpa6a/0er2VwUp/0B8MBoN8MMgGeZ5nRZYXeVEURVlUVVXVVVVXNVC1apRSCv0dhBCsEmCB6KiXo5XBSl7lmzkk2BmsLn2H2+76LZVW/ayPKLTVg/9J2TK+pRW3rrz8yrvuvMudC88ZtNZf//bX7/naPd+8/5u7Hts1Nz+nteacB16QhikhhDFmqR2Jkhi9IyfRwA+44KNA4qGVHaHtVnvnmTtf+qKXvublr3nxxS9eP2DmF+Z/+Xd++XNf+tz8wnxd1wj0XbOZtTaNU8SCYI49jC0gxBhTqxpzj7qpoROteTrnPPI3svv1PK/b7l5wzgW33njrJRddcjLeTsfpYXFp8Xf+0+/8+Wf+fO/+vbi64ibYGJPECVI/ho4DdlhwvmYPnuclUWLtsGwLk8kkSiyxeZFjh1LKdtqenJi85PxLXv/q119y4SWf/ItPfvyPP/7gww9ihqyV7rQ6RVUMTyI/kFxKIX3Pz4t8dVWXUgp+pZxzpRSCw0Z18r70UasID2xIjWt6l3zfZ4x53FNawUnB9/0wCLfObL35+puvvsIJi89W8jz/kz//k8//w+e/t+t7yyvLKHVBGwUqpGCwYq2ljML3FPF2I8tbmFNILjEsUReD+SQhQ8tVQoiUcuuWrefsOOd1r3jdZZde9rVvfu2jH/vofQ/eRwhBdTAahbI8C/0QgxM+R0hrUlolUYIrvyc8zxv6ZQx1FmOttaiaoWxYdyC4aKrGEut5XlEUUkrf91WjEA+MabmUErnCnPF2u33tK6+99cZb3S3Hs5Qsy/7rJ//rPV+/Z/djuzGYUX4CH5mhpkwZOukgHeISDGEO5VGMMGONEEP5A01AlFBUrOCfnue1ktZZ28665qprXvfK133qrz/1+//t9/fs3kMFRVkZds44o5YSQkaFOVpruGUPPYAJIYQILgQTw7PAWmKJ9OTIOIYRRjkdJfFBCYLZDaMMK1JD82lKqB264HU6nasuv+ott73FSeRrcHLMc5kszx7Z/cijex/ds2/P/oP7D80dOrJ4ZGl5qTfoFWVRN/Xo0/ek10k6aG0lhIw8fZMkufIlV9719ru67ePwlHE4TgxrbX/QX+mv9Pq9/qDfH/SLssjzfN/BfXsP7D00d2hxaXG5tzzIB0VZqEbZozWTIF8MvR6Ci7NmzhrtfFAM8jLHPdkJqPJT3amZiZn33f2+884776n+qY5nPIdmD/39V//+4UcfLsqiruuRqtioRimFmhfYDWil4fSMhaZLLrjkVde86lU/8KpNxh4RQvbs3/Ob/+43/+bv/+bIwpGjPmtkCiiljP0Y3eOr75yOitKqFbfWtzVRSsMw3L5l+yUXX3L7TbdPT05v8jgdzwqKorj3wXsf+N4Dj+x9ZN+BfSiq7fV7SiulFAwjISc2zbAn2hILjQZtREorJAGj+8PzPMFF4AeXX3b5Ta+56fxzj2Iguri0+H//9v/9yU9/cqW34kkviRJGWVZkI4UxDEKk9sJ7FeG+SO0llhBK4ILZNA1EHMHE9wlGlARegIIIBLTj8p/GKWr1hRTEkksvufTdd7x7+xlPUhTpeHbx4MMPfuErX/jW/d/as3/PYDDo9Xu4g8WEFkVbo9AltFfD5ZRzbrRBTpPVVgjR7XRbaavb7p5/3vkvfdFLL73o0vU3A4dnD//2f/rtz//D5+fm5xANwxmv61oK6fs+hJ6maZI40XoYRayUGpZMUjJKLoOCL6X0pa+VhiMMvJkkk5RRnJJxGCutrLFJkmittdaBHwR+sPOsnbffdPvFF118yt9vx9OFtfar//TVL3z1C7v27Dp4+OD80nxd103doK2JckotClkotXT4IKWEEmg0jDCETDPKpJSRH7U6rcnu5M4dO1/2kpe96JIXrV9fnD8y/+sf//V7vnLP7PwsE2zYQARLF8aopZRT+HzhVmH1vwkkeCHh1gRTGkoohjEMaIwxiIUaFv4wBo+wUYEPNKDt27bffP3N11x5zal+x58lODnmec38wvzDux/etXfXY/sf2394/+z8bJZl1FLBxQt3vPDOt9x5xWVXnO5jdDiOjrX2sQOPPfjIg7v27tp/aP+huUNHFo4sLg+rwzjjnbTTSTrdpJtXeVEVq70GToDx9vg1L73mAz/yAWcG6Xj6uO+h+37r4791z9fuyfO8UQ0hBDkjSq1tTY3CqNvqImXjqLuilEZB9ERqNWNCiDRNt23ZduVLrrzthtuCYFOR9o7nEksrS/fef+9Djz60Z/+ew3OHD80eOrJ4JI7isc7YWGes0+5MjU9tmdkyMzWz44wdZ2470/ePGQl/LB7Z/ch//O//8R++/g8HDx/sDXqMsjAMKaGQLBGlFAQBYoZhb7Ta/AvOHVBwsNDKOW8nbWstZNCRCskYi8MYpQTtVvuiCy66+w7nb/p8IcuyvQf2Hjh04PDc4dkjs1me9fq9Xr9HLAmDkEvOKGslrTAIPc/bNrPthTtfeN4Lz4OH0eaZnZ/9vT/6vS/8wxeOLB0pygIzVdjBQHkJ/RD3FapWllpPePAkpoxqrZM40UorraIw6vV7aZL6wjfWIOAJSVKoOCOoZWMsDMKdZ+684iVX3HrDrcdVuut49pJl2f3fu/+hRx5aXlleWFoY5IOqqhrdEEJMYzzf45RHUeT7frfdnZqY2ja97cLzL5wYnziuV9m1Z9cf/Nc/+Mdv/+OB2QNI6eKUE0MIIVJKiD6jFCSUz0CLIZSM7p9RDoO+P2yAcTtUi4bewk88eOYZZ159+dW33HALAuMdx8LJMQ6H47lJP+s/vOvhI4tHFhYXlleWV1ZWsiIriiIv8rIqy7Ks6qqpG1jk4AbrWLUG26a3/cgP/cg1Vzld33HqqOt6195dj+x55LEDj+0/tH/2yOzi0mJ/0IeXalmWSP3wPT+NU1/6q7/NlVbtuG2sCYJg68zWC8+78JXXvPLySy935e6OU4a19q8+/1d/9Xd/9d3vfffIwpGl5aWsyKIwioJodGdfNRVWawkhUkhEewwLCjy/bmqtNeKihmE6XDDOoiDqdrozkzMvuuhFr3vV68484ygdqQ7HScRa+7l7PvfXn//r+x667+Chg7Wq0UAnhdRGo4uqrmvP85q6wcxTaSWYQMuG7/nGGNTpwNAX4ceQdTqtzlh37OydZ7/hujdccM4Fp/tvdTzH0Vr/77/535/7h889+L0H54/Ml00pmCCMaKVhnAc/I0optXTkESO4sNTCcJpRxgQjZhj5hApHyDlREE1OTO7csfPV17z6ypde6W45NomTYxwOh4MQQqy1y73l2fnZxaXFhcWFpZWl5eXllf6K4OLH3/PjrVbrdB+gw/F9WGsPzR56dO+je/fv3X9w/6HZQ/2snw0ya+0F51xwzRXXvPoHXh34rgTG8Yxgbn7uU3/7qW985xtLy0uLK4uDwWBpeamqK8QGG20QacwoC4MQRWGwbg2CIImSOIqlkEmSvOqaV13/2utbibsgO04bRxaOoHlq7769B2cP1qquy3rYmkeotRbBwJ704GkqpSSGcM59z/d9v9vpjnfHZyZnLr340muuuKbT7pzuP8jx/GX/wf2fv+fz93733scOP7a4sFjVVVZkjWo45ciEYoxxwi2xlA2zqxlnyAuLgiiO4267Oz0zfcE5F7ziyle4gIsTw8kxDofD4XA4HI7TgLX2yOKRg7MHZ+dm5xfnkyiZmZzZMrNly9QW1xnqeHbRG/Qe2f3I8vKyocYqSyhBvsy2LdvO2HJGEien+wAdjk1hjJmbmzs4e3Cxt1hVFcKzGWOBH6Rpum1625aZLc6O9yTi5BiHw+FwOBwOh8PhcDgcjlOKS/x2OBwOh8PhcDgcDofD4TilODnG4XA4HA6Hw+FwOBwOh+OU4uQYh8PhcDgcDofD4XA4HI5TipNjHA6Hw+FwOBwOh8PhcDhOKU6OcTgcDofD4XA4HA6Hw+E4pTg5xuFwOBwOh8PhcDgcDofjlOLkGIfD4XA4HA6Hw+FwOByOU4qTYxwOh8PhcDgcDofD4XA4TilOjnE4HA6Hw+FwOBwOh8PhOKU4OcbhcDgcDofD4XA4HA6H45Ti5BiHw+FwOBwOh8PhcDgcjlOKk2McDofD4XA4HA6Hw+FwOE4pTo5xOBwOh8PhcDgcDofD4TilODnG4XA4HA6Hw+FwOBwOh+OU4uQYh8PhcDgcDofD4XA4HI5TipNjHA6Hw+FwOBwOh8PhcDhOKU6OcTgcDofD4XA4HA6Hw+E4pTg5xuFwOBwOh8PhcDgcDofjlOLkGIfD4XA4HA6Hw+FwOByOU4qTYxwOh8PhcDgcDofD4XA4TilOjnE4HA6Hw+FwOBwOh8PhOKU4OcbhcDgcDofD4XA4HA6H45Ti5BiHw+FwOBwOh8PhcDgcjlOKk2McDofD4XA4HA6Hw+FwOE4pTo5xOBwOh8PhcDgcDofD4TilODnG4XA4HA6Hw+FwOBwOh+OU4uQYh8PhcDgcDofD4XA4HI5TipNjHA6Hw+FwOBwOh8PhcDhOKU6OcTgcDofD4XA4HA6Hw+E4pfz/3l+D/ndRO1QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1498x202 at 0x7F517670DD68>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gt_paths = [f'{constants.DATA_ROOT}/cloud/cloud_level{i:02d}.obj' for i in range(6)]\n",
    "mesh_plotter.plot_mesh(*gt_paths)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Finally we can train a *deep geometric texture synthesis* model. This will take ~2 hours."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "cloud_demo Level: 0:   0%|          | 0/2000 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "init SingleMeshGenerator model\n",
      "init SingleMeshDiscriminator model\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "cloud_demo Level: 0: 100%|██████████| 2000/2000 [08:57<00:00,  3.28it/s, d_fake=-.107, d_real=0.0344, g_fake=-.107, g_rec=0.0659]   \n",
      "cloud_demo Level: 1: 100%|██████████| 2000/2000 [11:05<00:00,  2.74it/s, d_fake=-.166, d_real=0.614, g_fake=-.167, g_rec=0.00396]    \n",
      "cloud_demo Level: 2: 100%|██████████| 2000/2000 [13:47<00:00,  2.30it/s, d_fake=-.0477, d_real=0.666, g_fake=-.0481, g_rec=0.00128]   \n",
      "cloud_demo Level: 3: 100%|██████████| 2000/2000 [17:01<00:00,  2.04it/s, d_fake=-.0991, d_real=0.276, g_fake=-.0992, g_rec=0.00104] \n",
      "cloud_demo Level: 4: 100%|██████████| 2000/2000 [20:37<00:00,  1.60it/s, d_fake=-.0941, d_real=0.0625, g_fake=-.0939, g_rec=0.00121]\n",
      "cloud_demo Level: 5: 100%|██████████| 2000/2000 [46:08<00:00,  1.34s/it, d_fake=-.126, d_real=-.0491, g_fake=-.126, g_rec=0.00209]  \n"
     ]
    }
   ],
   "source": [
    "from training import Trainer\n",
    "\n",
    "args = options.TrainOption(tag='demo', mesh_name='cloud', template_name='sphere', num_levels=6)\n",
    "trainer = Trainer(args, device)\n",
    "trainer.train()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use our model to synthesize the geometric texture on other meshes!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading options from /home/amir/projects/geometric-textures/checkpoints/cloud_demo/options.pkl\n",
      "loading SingleMeshGenerator model from /home/amir/projects/geometric-textures/checkpoints/cloud_demo/SingleMeshGenerator.pth\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=303x202 at 0x7F69977E0470>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dgts_base import Mesh2Mesh\n",
    "from process_data import mesh_utils\n",
    "\n",
    "m2m = Mesh2Mesh(args, CPU)\n",
    "mesh = mesh_utils.load_real_mesh('bunny', 0, True)\n",
    "out = m2m(mesh, 2, 5, 0)\n",
    "out.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=303x202 at 0x7F699764A898>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mesh = mesh_utils.load_real_mesh('duck', 0, True)\n",
    "out = m2m(mesh, 2, 5, 0)\n",
    "out.plot()"
   ]
  }
 ],
 "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": "3.7.3"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}

Software Heritage — Copyright (C) 2015–2025, The Software Heritage developers. License: GNU AGPLv3+.
The source code of Software Heritage itself is available on our development forge.
The source code files archived by Software Heritage are available under their own copyright and licenses.
Terms of use: Archive access, API— Contact— JavaScript license information— Web API

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