{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reconstructing SIMIND Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import pytomography\n",
    "from pytomography.io import get_SPECT_recon_algorithm_simind, simind_MEW_to_data, simind_CT_to_data\n",
    "from pytomography.metadata import PSFMeta\n",
    "from pytomography.priors import RelativeDifferencePrior\n",
    "from pytomography.projections import SystemMatrix\n",
    "from pytomography.metadata import ObjectMeta, ImageMeta, PSFMeta\n",
    "from pytomography.transforms import SPECTAttenuationTransform, SPECTPSFTransform\n",
    "from pytomography.algorithms import OSEMOSL, OSEMBSR\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the default device for all reconstruction for pytomography:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pytomography.device = device"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the folder location for downloaded files (you will need to modify this to be the directory where you saved the files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/home/gpuvmadm/PyTomography/test_files/quantitative'"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Quick Way"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The typical file format for SIMIND data is as follows:\n",
    "\n",
    "* **Raw SPECT data**: a header file (containing metadata) and a corresponding binary file containing data (3D sinogram) of photon count data\n",
    "* **Scattered SPECT data**: sinogram data collected at energy windows above/below the primary energy window, used for approximating the scatter in the primary energy window\n",
    "* **CT data**: a header file (containing metadata) and a corresponding binary file containing data (3D attenuation map)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can create our recontruction algorithm as follows, by passing in the header files, along with the PSF parameters (must be specified using `collimator_slope` and `collimator_intercept`) and the prior function we wish to use. If any of `scatter_headers`, `CT_header`, `psf_meta`, or `prior` is not used as an argument, modeling of that phenomenon isn't included in the reconstruction. Note that `OSEMBSR` and `OSEMOSL` correspond to `OSEM` if no prior is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstruction_algorithm = get_SPECT_recon_algorithm_simind(\n",
    "    projections_header = os.path.join(path, 'body1t2ew6_tot_w2.hdr'),\n",
    "    scatter_headers = [\n",
    "        os.path.join(path, 'body1t2ew6_tot_w1.hdr'),\n",
    "        os.path.join(path, 'body1t2ew6_tot_w3.hdr')],\n",
    "    CT_header = os.path.join(path, 'body1.hct'),\n",
    "    psf_meta=PSFMeta(collimator_slope=0.03013, collimator_intercept=0.1967),\n",
    "    prior = RelativeDifferencePrior(beta=1, gamma=5),\n",
    "    recon_algorithm_class=OSEMBSR)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From there, our object can be reconstructed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed_object = reconstruction_algorithm(n_iters=10, n_subsets=8)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and we can view the maximum intensity projections, for example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 128.0, 0.0, 384.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1smvXLhERWbdunUxNTYmIyC/+4i/K6aefLldddZWIiLzvfe+Tiy++WM466yyZmZmRD33oQ/LDH/5Q3vjGN3b2PoA8fBncput1x8U41iXbmm97bsp4HQhFV309P3gBAJ374z/+YxERueyyy4bW//mf/7m8/vWvFxGRBx98UJYssfHkxx9/XN70pjfJrl275ElPepI873nPk2984xtyzjnntNVsAACQU1d9/cTCwsJCrgcWnOC3rzbIxnTZRNFc67SQIrFlso9NRENd0caQ9lMXusgM70nqdXfKjnSdXka9ch5uc9u/f7+sW7dO7hORNbVuuboDInKWDKYcKFLXg27R1zfHl8Etcn8TQp/1IOarp4pc6Zd3P2dlbU2/vlcec26TbG/z6u7rRcLt72Pp66nhBQAAAAD0Epc01yArGmeisTqa1nUW09XWrkdh7HqfhKKJGmDXdxAAEB5f3W7TYh9vJJb+zrWfy5x76e+Ia6yZWXV/19l5oGv84AWAyIU2Eb1IeO0BACB2ofX3IbVlFH7wtizE2lWyumGpM8ru+r4R6QWAcPj6w66zvbEIPbPrEuN+BmJEDS8AAAAAoJfI8OaQFV21c53Vn4UjAwogrwkJL3rJWL8A6sRc90B4/X0sfX1I+wwAAAAAgNqQ4S2o6VobMrsoImuUxrxirHkCAIyvrLrXtjK/rvM0+lIgbPzgBYDIhTZqo0h47QEAIHah9fchtWUUfvCOYKJ4G2TjonUiNprYdFa2SNSSEf/gwvcCALrlmisV9fH1c03s87yZXd9r00cDzaKGFwAAAADQS2R4R3BlcHWUzqwvm+FtoubDtC/GaKFvf1DfvBh1QxAJ7xInkfDaA8SE/q5+dY3yTL+LLoXW34fUllHI8AIAAAAAeokM7wl0VNU1z67r/jpfsy5ZEcwQM795o6X6cX2OflPbBQD9pvviqaRv08f+2Pu7vP1YF+ck+jVD6W91O0I8TwNixw9eAIjcEgnvcp3Q2gMAQOxC6+9Dasso/OCV4eipHpHZLDcVXe0iauuKZnYRTawavTbPjzHy3SbXZ0v9EQCgDlUzpGQ2AbQhlh/mAAAAAAAUMtYZ3jI1un3MKDYRYfVFfatmms3nEHudkxZKLRHiE9qojSLhtQcIie67ZtPZFdznH3mvaGpz7I4m+qsuZpmoa+TmEA1/X3Z31g7UK7T+PqS2jEKGFwAAAADQS2Od4TURvfWyKV2na3iNpjKHodShlommuqKhWe8j7/tbr5aHo9+La05Nm7ved31BXS8AhMN19ZJep89V9DmMy5Tj+G62VaT/72MWtI/vyaBfB6yx/sELAH0Q2iVOIuG1BwCA2IXW34fUllHG7gevjopukW0i0szcunmMeq2moo5VamN8tc76/mnZkC5PJn8OEzKRrlviuJp+Xuady7NJm/cM1aA8JiLhj+ro+xy7bn/Xrw8A485eseTOyJk+1pyziIicLeeky6Y/1f2q7kMXZEFEROZkLl33sDy06DW7zgg23R+FnM0t8t67/pyAGFHDCwAAAADopbHJ8JrMrq51MVHTvteBVo2amqhoVib8NNkqIiJL1ddphaxIl5fJMhERuU+Wp+t2OL56G1X0+Vw5li6vlJVJO+xrmjbprO+eCEchLBJxdtVxASLhTUQvEl57gNBlzTpgMrtPk3PTdSfJSenyd5M+cre6uHCVyvCa/nS1HE7XPVnOEBGRg/JEum6n7HC2pUmxX2XUVr/s276+3+xTzhX6KbT+PqS2jBJLOwEAAAAAKGRsMrxGVh2q6/6YI491ZXVF3Jlwk9UVEVmeZG6nZCpdd4N67A1pPe9Z9gXOVl8981J7VAN2zqSLZ8o9IiLyBtmXrtP1wMao0ZzbFHKdkIh7BOyYv+sAEDNzHM7qO86UZ4iIyBpZk65759CMEucPbp6jVqlD+ufuHWRxJ5O+VETkvTKTrLNZYV0jbLK9viyha77grnQxj69P3isJ1zvW7U3GKsmzXr/nvY4xTrr+bICujd0PXgDom4mVIhOLY0CdmlgQUVdQAgCAikLr72Pp68f6B69rHtxQIoO6Ha6ob1PtHFWv68rqDu4fZHb/VtUUbZen2o3+7ObB7YvUC02rCOXymcHt3Eq77vEnp4v3f+oFIiLyru23pes+kEQwF1RNti+aGcpn61O1ptz1Pl31PXo90V8A6JY+NuuMnxkT47f12pecb5d/Prld+327bl6d3h3aJiIic99+Xrrqd67ZISIib5UH0nVPUq9psr26rtenSLY3b3+cVddcZZt1cp1H6tlAzIwVOpOed8aKLfKUdN1O+eGi19TjluisLzW8wGLU8AIAAAAAemlsMrwm4qUjYhscjwtxxOY256YbVa+rR2E2IyeL2HrdoazuL2y2yy8+Orhd9w277thNdvngFxY36pRftcu/+jOD2w3np6t+5/pvi4jIe9XIzjoDbeYYzBJittf33SsTMXdlcLOyvYjYagkvfDkvUVzmBIQi6xhvMoJzapRmea0dhVmmrx/cHviwXTevju2rXzG4fem/tOs2PVdERD76frvqHfKDdHlNMnevzlZ2MRNCnedkpr+rc5wN1xzJekYJk51fos6ZvumYseKQOoCbGSsuUwfQbY7T9Vn5Zrq8k3rd8RFafx9JXx/SLgMAAAAAoDZjk+G1NQ+LTQ3Vy46uFwkxA1xG1mjVZllHdU1mV8+t+4OhDG+SK3+OyuperF7MZHaf+JBdd+r37PJ5jgY+psLOD986uH31e9JVc98f1CLddO/N6boXqrl7TbZXZ3pDjHo2Ua/re5yO0oe4TwBg3Olj80KSbZUNapyL6Vvt8v4rB7fPUBtYq5YPfnJwe8cn7brzrhvc/sqF6aoPXjOTLv9e0p+u7zjD2wTfGCk+rjmSV6sxTPQ2r0s+iDvkmXYDL5m2yy9IblX66f7bB7fbr59J171Gvpsuny1niojIvXJX4bYD42psfvACQG+dJOFdrzMv7ggjAAAoJ7T+PpK+fux+8Oqoqfl8Vg1luTbJibJGHowx2ztqFGYRm9nVNSgmwzuhMrw3qQyvyJbBzeVq1TpbCyTHk0j0JpXV1ZHo05PbZWqd/uOZ/NLgdpeqX7piUON7w5V2FMML5Ui6bFqqM9Uxj9ys+do8/B0fROT1CI5kdQEgbPo4fVyODxaGDv0zdnFbcvs0dbeeptfU1+lTllt/Y3B7yf+w6/7i/HTxjtmviYjI2ao4r845d7ucM7dqDa8+rzDnSqvVvrlKjXd94Owkg36l2sBGNZ6J65fC+clJ0U88N1113TuerbY/OKeK8RwU6EpIMQIAAAAAAGozdhlezTcH6Wxaz2rFGFHzRTOH63kHy3rOOJPhvUulYO/X+2FDUruia4aWq6jlvk8PbnX0WZX7/kqy2Wepu29WO/06k9jdrUagPM1ETVX90UeeSJevSmp359QozjoquzOSLGeRKPqoEZljzGSjgNUi6k82DHP+hwBwGx53IblCZ/bH6hHqD950xyqr+1G9seSCrLeeo9btSca32P0tu+7XXpEuXv/BKRER+XU5kK7T5woxXilUJbOrz/2m1VnhlAz205/JunRdmtUVEXnn/sHtymvsupVX22UztbIe5dZcIPdUVXN95aXp4sMfGetTd4TW30fS15PhBQAAAAD0EmGiE7jm6dUVFrHM3ZvFNc+uXjbz/S1RsRCT7T2Y3Degani3LF4lKiosS5M9qHbTVvXYVye300ftugtU9OrOJGp9p45Of+M1g9sXfM6uu9w+4D9dP4iq/qoauVlHZc3nXGfms665/bIi52VGZPZdxQAACI8+Zn9f7hYRkc1qntxd8yfbByfd3AvV8y88bpeXJlP2/q6d/lV+e1uysONau3KrzfAeSNLFS2Vvum74XGfxiM1F+pm2rjqqq1/WV4gtH5pHd7D9++V59sG/oeZIXva7g9sz/tquUzNTrEt26T6968zVcvd8xq7bfKmciLE5gPz4wQsAsVst4R3Nj/sfAgAACgitv4+krw9plwXHFYE8lJEZbUtd0coyDg1dAa++OlPJrR5lWV/UP3nCrYg8WT3ypOSPZdomY+W4+gP6SPKWf0kN0pzOrnvre+3KV/23dHHX9YMRDXfLLem6tWoUZ/PZ6RG624o4Z31vykRoXfW6sx28JwBAM3bKDhER+TXZl65758xF9gHJMBr71HNWqi7Y9LGX6bo/M47Gsm/bdWseXvSAebk/XTMVeQ1vFbrfXqZOdq41O/9d6pxo+gt2eWOS2VVlvZ9Rn8PJyef0WXVa8CHz2dyp5tlVV8BtTv5PX+ZFBtpADS8AAAAAoJfI8I5gIphdZlWbev3hzKDd/oqkEFeP0rwgCyIisnFoKDY1pKApclYZ2qF071FZRA/obOqLdET6uArFnJUMvvxJtRsuM/P4PqSi0wfU3Ha/cJmIiHxBPen/EDuKs6nH0TUwTWv6igCTzXVlfdFzJ0l4R/NILnMCQmf6qSdUHybfUQ9I/vbvzHi+6VtPUn+TZhyNh/TAJAd22eUNp4mIyGN7bGe8Ro3jYfqzPtftiuhxT+w2dYZ3Tp4yWNim6nb3vdcu/8TgRmd1z1cfo/HCk+zyh8wuX6HSwqoE+CBjc4y30Pr7SPp6MrwAAAAAgF4KKUaAFrgignscj1uvRiQ8mqRot6mo5ho1CvOBe5OFoU2rbOZ8Ekqes1nh/Z526mzvimR5swrP/EoSbL1mq3rS7TfZ5fMuExGR+9XIzMtlxm4zyWTrrGuZ6LMvktxEVjcrg8ucuwDQP+aY/qA8YFdeo9KEL/6Fwe2Mnbf1sMoYGksX7LKZ9/6hNeoBB1TPfPbgZscee5r47KGZGvLpS3+kZ664T43SLBuS0bLX3G3XrbZnVeuSetyz1EVx69RVbweT3fuQKKY0d9nl6ao1t9+aLt8iN4kINbxAEfzgBYDYrZYTBo0LwDH/QwAAQAGh9feR9PX84MVQltCV7d0gm0REZJWq271M/bV9TnYOFh7cYp/0FFUYtHTb4Pbw99JVD6rtH54cvhU5IcNr1qkSGTMj3TXTakMHP22X1/9msrA5XXVAvaqpUfbNK9i1vkTHAQDlmD7ajNYsIrJG/ildPrDsxYMFleHdNW2ff7IenTmxziys1GvtlVsmw7t7u32yznL6anj70neZ96nf+w596nxxcjup6p/X28WXJ7f6nEYz5z3/j15pTpXusTW8vy7Xp8t/KncJgGKo4QUAAAAA9BIZ3oJ8NZv6/lginLqdo9p8spySLl+ivjo3ySMiInLgqyrD+3y1vPqywe1Bm+F9SF0C8eMkWTytotA622vqjo6r8iFndHqlKpJZkkRbNzw1XaVrkc6WxSHv0D87VyRdt9M1Dy/GxGoRXVYWBMfo7ADK0xne31QjYfzOofMGCyrJePM2u3xW0t15+1A9+0IyPobOZi7x5EhC7DerMucF+r3fpa8nPc8szNh1ahoKUyut66ePqNOPHyeXsD2kLzCb/ODg9r32A71P7kmXqd0dc6H195H09WR4AQAAAAC9RIa3gqbnVTV8UdMyc875tqkjiK6M4aScli7/XLKtP7v3x2oDJ9vldecObmfUBtQm75we3G5W30YdiTbz9Oq5efe5Gq0j1fPJCJYq0Xxwj93oRDLapN53e13brEjvu7zfF99nQwYXAMaPnjf+mO4HdgzG2RA1MvOfqOf9qyQhqbOMKX2x0/EddjnprnaLu4bX9J07A8rq+s6FTN9a5JzJ9NuTaj/s0uk1M8r1ke26ISmTST+szl/08lfMec8O9aJHXiAiIq+R76ervivfTJc5BwCK4wcvAMTuJAnrEieRaC5zAgAgGqH195H09fzg7VDeKJ0vM1hn3cyoNun6oWk1v+225PXXqDkCD9ylMrxPTeb0VQNA6lKhO5PbZ6lvo87gnuQYYTKtXnLcJyIiS44PbqfsqkMNXMGv932ZTHvVSK1+fh/rpwAAA/oY/6g8bO94b3L7589LV+3b8+10+aaku36WfcbQTAkpneFNrpiaU+cfrlGaQx/7wtUm1zpf/z0xNAexSqWb3XNMjZw8VBc9cDhjjJIPmYUd6sEPPFlERJ4pd6Srvk7dLlAJNbwAAAAAgF4iw1uBya7pDGwT9Zdl6kDLbj/v/Q/LQ+nyGXKWiIhcptK2n7tRPfinTx/cHlFz887YGX+v2ywjPcVRf5RGp/WE13qeu4mlpvGpVWIn8l0QVzFTs6i7QWNWi52wOhRHum4A0C+6D7ldbk2XN8tzRURk1+pftQ9+6A3p4oeSrvfl9l75olnQ/eaC6qPSLOV0umqpOmWcKnFFU9OqZJizrtZakeyIyaHLyVYuXpxzZ2DNucoT6mz7frWpfeZUaPYn7MqrBjf6PIuRmZEKrb+PpK8nwwsAAAAA6CUyvDlkzVPb1ijNXWR1fc/Ry8dlUC97rkq3fm7nE/aJh5IRnde+2q7bdbVdTqLP102rF1OhmK1JNHSduvs6szCjVuoa4alkYzvtqtWOrG7eOYjb0PXrAwDioMfUuEIGacLf2a1yuCpzuy8ZRuO6TWoDpgvX/eaEOtdYZq6IsvWq+4ZGbB7UtK4Xu9FDQ4Wo8Zpy1C0P1/CqU+clyX5aojLeh+0VbN9IbteprO51opgk7pTNyG+eHYzIrLP4XCEGVMMPXgCI3WpxDpTSKXoXAADqFVp/H0lfH0kzu6Uja3oePGPDojUDrsxsmWyta/RA33ayooEmi1i1Ha7nrxsqBlJz8j6WRIjX2xEkVWmKHeVwvVqnhlz/kJnyV5fQmHKWH6l1J73ZLu8fjHIoe2ymeVuSiRYRmRtqaz8QAQaA8aBrOveY/vYq9YA/+KBdvvcdg1s1O0J6QdaMWrfsXLucPtaeWe9Qp4xPS5b1eYFvxOYy5zJamT4u75VTWec3w5ldh2PJ5Wgr1b7ba09wbk4S4DevUc/ZpZa/l9zutjW8VyQV1h8RNfIzgEqo4QUAAAAA9BIZ3oKGa3gH0cbZjMigaxRnzUQU9f2ux/oyq5p5zUOOdmi+qKfrNTfIxnSdnofXjF54fCh+okLJJgt71ha7bvIX7PL9nxzc2rIXkWVq2TRfZ3hNov1edV3HtBrlMB3G2RbxrlE1xvuTDG/XWVHqdlGLkySsS5xE6F2ABum+a7vcJCIiF+88067bf7l98MFPJ7d2bt60P9VXSa3dapdN5nLK9us7Zu0f9TnJH/h6dV6guUYV1ucvVbO9Lr5zndn0nG3xzBdZbTMZ3uHzG3u1WLqpjf/crnvwS3Z55Qm3IsOTIE9+eHD7f9lVO+WHi9oOpELr7yPp68nwAgAAAAB6KZLf5eEYHql4EAU8lBGV9GVrzeiGOnO6KnmOnu9Oz//mqifR9airkxEVj6sI5IxKnR5Ko5nuEZdd2VwTwV2i4iPLVZHtsiQde4suvNVuT24veJpdt/4yu2wSr4/YEQmH7Pre4nVHnzG4nX67XffwxXb5A4P3/0oVZT4qR9PlI0kGuusMryvKTVQXAJCXGbH5l9XYGdv/o+pbfi+p4X1cjQ98LKkPXa0ywTpbay7SUpu5a9ZeenV5MhHoSjX7wclySrpsrgLT5x+uK8Nc5zf6PGeJIy+TVVe7kAwEMi/z6Tp9LmTW71XnBeacZ4VKmek2Dc+/a6hZKB5Obrfa7Loc+Td2+bt/vfjpS9R4I4+/SkREXjp7c7rKZOy7Pj8B+oQfvAAQu9UiMtV1I07gOk8EAADlhdbfR9LX84O3AjvisY3CuTJ2rqyuiMhpMqiXWZFESkVEViZRxu+qaONdqqB1d/LN0nPKnqMyl5cmYdnDqoZ2g3pN01ZdLuuqzdUZZtO+Q6pN31JtujvJ7N6v3ofIyXbRvJge4HrFs+3y6mS7yy5TD9DZ4pnkVkV6lyfv6eHn2nW/bxfXyHdERORilS09qGp4XfVFAADExvRn305nfRW5+F7bB2+/7dLBwnmq8G+F6ZDVuoPqKiw9P2+66knp8rVJtvRCdS7wHDmSLptzEH3+oc8rzJVhet3DyfJudQatR4Y26w9mZHg3Jle76RkZLlLnRwtJ+3Qm2mSQdTt0Vtks25yxyBq1cw4kQ5DI1nPsA7a+Rj36suRWDUzyxAvs8hWD/XSxOkG6uifzGQMhoYYXAAAAANBLZHhroOssDjlGXNa1vCarK2Izp1Pq2oRPJTW4dwyNfLhZLZtorI1g3q8mdbtbHhURkVerCOmUzI5s/5TKQJuo60oV9f3bpE3bhybK1W1K5tnVXyd9uYXZvB4Ncrna1nRSe7tExVAPqFiMaYqeOtckaP+LXTW5x45A+a4kK/yEyvDuURFUM59ynfWyZluuLD/QqKUS3tE8tPYAPWXOQb4vd6frXiOXpMvbP3DfYOFdKgu57RmLNzSj+t1Hklvd7e85K128X7YktzPpuuvFzj/7+qTO9WTVxy5TWU5zRZi+gu3WZN2crFMvOq2WXUMeW7uSrPIdqk03pW9E5OeStmxTGWKT2b1dXaG2w3Hw2qhOQM5VV4tt37NjsPAX2+yDf05deWaar+dA/oBdfId8VUREviE3pusYxwMjhdbfh9SWEcjwAgAAAAB6KZLf5WFyjaA3NbRu8fx0esQ/E+38isoI3iGnJkvb7JPU4MPpIId71Ed3u33s/ck8eTrS+lqVDTYjOuusrq5dMZnd/1fWqDadnbRD1eXqNplN6aDkTrVsani/r9bpx5r3NKviL9sd29KFx8nKM1Xa+I2yX21+8AI/TjLeg6fvXnR/7BjFEQAgYkdrFhH5R7klXf69pF//rQ+o84aXbBvcPkdtQPexpt/V96vBh2VJkmV9yF7tdeCTdvmjcpuIiLxVPeWQyrF8Mxmn4w51rmHH/lDnGltUm7ckt3aw52F7kqvNbj8pXXVAzR18fTIB7qtVRe61yRVqB9TVd/aqNc2OgL1ZXS12ZnKOcf/t6qG3b7HLG5LX3zOTrnqNfDddXkh2+r1yV7qOfh2oHz94ASB2oV3iJBJeewAAiF1o/X1IbRkhkmbGyRelM6P/PTZ0ZXkSWTxbrVLBwjSyqWtkdYluEtnUNSj7h0ZcXjzPna6ruSXZ8B1yht3m5Um09SfV60yretuJJIM8q0ZW1nU/9ya331Xr9HIaVZ5RK22K+LxkREQ98qKpoVmlCmMOqGVTr6sj3q6srmsO4q7pGuC+ZKIBAM3S/dntYue135JcMfYB1e+/68ZkLtkbbV2ubFC1seYqrgvUC+jM6mQy+vFm1e+fru7/4LNEROTT8o/pqgvVKM72HEVnU5PlDY6srl7OyvCa86Khc6LpdHFXkqX9L+pKuzmTwv4V9ZqnymJ32nbu+iubgd6c1E2/VF1t9piqG169ZzCjxmXq/GRCHk+XvyCDeXqZOQJoFjW8AAAAAIBeIsNbM9eIzXrdnBrpbz6pI9k0NMNbEgXcO7RR65Bj3VBt6yALqufp1csmR6ozvLqu2IySKBvUKMzJFH5ysq2RleW2nkWWJFtdoSK186fZZRONHarrVc9P7jhPvSkdDd2YrNf77njyTg6qrO/Dqm7ZNQpzW3Ux+jUZsRmtmJTwjuaRTEYP9JHOGG6Xm0Rk+Cqm30vOCz6h+sX795xpN7AlyWLqbOrqB+2yubJrme737Zy7cvnggLTren251yOy2PHFq/SFTbOO5awLn8z9jnMivTwn59pV70oOnE9VG12lT1YSp+lMuMr2XjM417lc7k/X/TN1/mLOVQ6rdTfKF9JlcxUadbvILbT+PpK+ngwvAAAAAKCXQooRREtH5lwZPR1pnVGhx+XJKIU6m3mXPCwiIrv2qFqa7WrEQhMs1VHPnU+o/zOYk1fXyogcTZdMVnlBZX3nVYb5oMn86qCsacqyGbtuuWPI5aXqvW9SbTr4tMGtirpOyg/TZTNf31PVfjii2j+b1OvODs2pO9ine9VoiV1kc318Nbiu7wt1uwCAupj+8ka5Pl13sVwmIiKvkyen696tx7E4lJx3LFFXoE2qyWSX6IllE6vUucrZJp9is6H6ajYzDsetsi9dN2dOSWdVVlbV4KZXienzE81cGbdHt22XWk62f7k6vzojOT9a+231OEc97bSd8UEu+Am7vGVQWHxw5w/SVboPNzNF6Jpq39giAOrHD14AiF1oozaKhNceAABiF1p/H1JbRoikmf2hs73TSXHMEhXhe32SYf20qge5X83fJmnmV9el2PtfmYxofIlKAR9OIqmDZy2ul9EZXjMS8h26hMW85Ir77LojX7XLx5L545apupgV6qL+jUnty9n2Cvpt99p2mMzuwaH6Z7vsqnExUdFQMrllEd0FALRB9zcm46jrel+p5sT93I3JwvNU5dtKVa9rzh4X1GnkvHpsegpi+/pV6lzDXNm2UY3NcXfy2B3qcrA5nXU25z97sk5dzWvNpGv02CB3mOGXn6ueclJyXrNgz7nk4KcXb3r1q+3y2lPs8sXJFWx/pZ4u9go3s59jP1cBYkcNLwAAAACgl8jw1sA3f6uO7OkMr3neabI1Xbciqa19g4qK3q9qWx9zxCj0/LSbk3rdWccogYP1h5LXsTUsevRjU1dzhy4tXWGiwmqU5qPftMtzD8kiKy61y0tNtHNtukpHeo+nIyfadugaF7PPXBHSrKhpKHPqNm34fTKP39gK7RInkfDaAyBl+k5dW/pimU6XP7fze4OFbz/DPulCNfvCquS8YF7Vw+rRkbebhZl0la7hnU/OUS5WV6BdlJy/6POcQypbasYYOahmmdDMjBQ6a6xf8w5zUFqmnjSZnNccuduuO/69xRs/YveTrFRXs00Nv7aIf05d3W+vSj4HMsDILbT+PqS2jECGFwAAAADQS5H8Lo+HK7OYlW00ET09crOp69WjKG9RIxY/JZnwKmuU5UNJtlRndfX2TQ2PHh34ZLH1KGmUUkdq0xodVZc7od/Tyux1IiLHk7ofVRess9Ims6vbqaOdRTK7VehtxpghnnLM+wwAGD+uGQD0Old/sUt+lC5flfTh7/zktN3A7Ga7/KxkWzaZKvKPavn2GREROS8ZV0REZMnQ1WaD85qjahaJyeQcY73K4OoBmZc4cjQT6rHmvEifEy3V5yLm9Y+pVclsGTK5Ua3Tz5HF98+vsMvJyND6nGa7mj3CfwXg6uRx4c0yAfQJP3gBIHahXeIkEl57AACIXWj9fUhtGSGSZobNFUkdtd4wUbw9jvt0VHDKsx0dzTyS1MXoGhJftFA//6w02qrmrtuTRHXXqQinHrHwaFL7suJCtdVNdnFXEpWdtds81zFytG5zmdGLq2ZlY8zqAgAgkt2H5e3bvi+2jnW9DPr7t8o/pes++ldqftu/2mY2bs3+OF1cIw+IiMjlapRknc01V3YdUeONrHBlVhVXhtdnucngishkcrY190/b7AOemiyv1nW5ly/e0LKL7PL+s+zy9YPzlwV1JZ7r/CXrM9jgWGfOCcn0AvWhhhcAAAAA0EtkeDvkigKayN5URobTZI2zMqCzOUf80/dvEJu5XZlEWNeIHXn5wP9MMryvVRHOaVXPu+LMwe38OrvusWfb5T8Z3JwpP0xXTamo7+MlRimsKxvr244vS691Macuoz1CRMK7xEkkvPYAPWX6AVeNblnfTUZvPl9ekK57v9i5aq+VR0VE5LFZmzfRdaxmnt1VKoN7xDG2iGvmCh9fv6y3ozO8pk036Ez1s5Mq4TOeZdetsPMRpw6faZfvtK8/Kd8e3K3eZ5HzBmNUpleEfh1KaP19SG0ZgQwvAAAAAKCXIvldHjad2dORRV/GzzzW9bisaN5szpF4i2Qb9Zy3q5Lt/6aac/d3brwvuVPVrfykqtc1ZTd2MEaRa/UL3CYiIm+QfemqJ1S9i3n9LjKkWcpEaH3Z97pkj/rNaI8AMA6Gr+5ZtWid737X4zTTj90jd6brnia2zvX1ST3upJ69QTmWjNNxRNXt6tkjzPZ9MzK47M1Yb96LzpaulpPS5Zcm2/+m3JGuO3BVci7z60+2T9qolo2H1fJH7JQT70/ysP+kzqN8XOcX/tGc7XNc+w7AaPzgBYDYTUp4R3P3eTAAACgrtP4+kr4+pF0WLR1l0zUXrpqMqprIHg63fzB/3Cb1DX5rUs/70ettdFauV9neqeRrNPtEumqNGtnxXTIjIiJPOF7nxNdviyuaWiarW9UqR9Q2i2+eXVvHVTxiDgAImytrq9f77s/a1ii6xvb7cle6fKY8Q0RElmacRpo5cefURL0z6gzJ1Te5MpdlapH1eZh+vslG6yvYPjb7TRER2fX+p6knTdvldLiR+9JV75AH0+UDyaVtw1fK5T+XcD9206K2D9c6m/E63OcP9PvAYtTwAgAAAAB6iQxvzVzZ3uGMm66xWZzRW1UxMpc3GppVa7zTUYdiZtS9StXffEPPmZuM0rhRRXLPU6MwP5Fs/8fJqI5ZrzOOqmbsXZ+36ztGxLfnQhu1USS89gARqatGd9T6onSW0dCzPOjXcfU5+vnmft+ctUWyve6ZL+xruub5/ffJect35bvput2z9gq3VTIvIiKXqlGYD6gBS25PRrOukyvrq68YnE3HC9HfB72/NyaPs+vIAPdIaP19SG0ZgQwvAAAAAKCXIvldHif3nLij55zLW/uRHck9tGg7RaK7JgroysBuSHO9IheoDK5hanZERJ5Q2eC9yXvOyuqGNDpzG3yfcZ1ZX+bmBYCwufpoV+Y0q+9w1fC61Nn3mMxpkQxsmX6oanZav+bDyXgkp8nWdJ0ZOfppKoOrqnnT85r96pzmXrk7XXbtM72urrFBfHXYrnreqYwM8KyjTWSA0Xf84AWA2IV2iZNIeO0BACB2ofX3IbVlhEia2U+uKFreyJqr/ldE1wBvct6fN1rqquvVtTA6+ux7/l41IrPrfh/f6MR1qRqVrStT7Ru52Vcn5Xosc/MCQLfKjrLser5vfZW55EXy92dl+70mr+zybft++V66nPdcRp/HFGm7eWydn4frnMhV363vH379jYu2uV7d67o6kbl/ETtqeAEAAAAAvUSGN1L+KJvOqrqzvUbekQ/L1njUFcktktlsWih1x3kz9lmjf3e9H1GT0C5xEgmvPUBDfBlWX42tb5TlUa8TklD6RU23yZVt3enpA+t6T1nbqVLjW/X7kP38xaM8G66RtkXIALcqtP4+pLaMQIYXAAAAANBLkfwuR17u6NribG/VyGDXkdym63pd76+u0RabGMFRZPRnOptxH9FYAMjPHGez5p8tUntb9nFZ6uxP+qzr8xdtVFuqfp5NZICzrrTz1TpzroGu8YMXAGI3KeEdzSe7bgAAAD0TWn8fSV8f0i5DjbKjaYtHTN6glkOvEWpbVoTVtT6UqLE7KuuOtLY1AjYAxMA1561rBNys0X3b6kOrZv9C6a+Qrc3PKO8cza6/hcHywUXbcWV4XVlhjXMRNIUaXgAAAABAL5HhHQOuiNmUWjdboeYoa/shKhN5L1Jv20TWt8y8iL7tDI/aPcj4x/IZIkNoozaKhNcejK28oyhnPafMiMs+RY7nZHPRhCLfK/PYrO+Sv97XvJa9MsKX4SUbnCG0/j6ktoxAhhcAAAAA0EuR/C5HXUxEbE/G/Rsy1rctbzbWF+Grs56qzOjKdY6a6Yuwuu53vX/X/Vk1vgAQqlH1tr6Rk33b9K1rc0Rk1/yxfdRmf94WX7/dpSLnEnkV+Yzcj7UZYNf3gbpglMUPXgCI3PySwb+QhNYeAABiF1p/H1JbRuEHL06IjuWLbjehzOt0FfHtMuJeta7X1eZVGRFQIqMAuuLK4K5XYxCY9XmzsnWocsyvmuUrcpVRiBlFlyJ9jHlszJlekfA/mybaV/X8zvU9sZlo+7j1nm26tpOVIeb8p18i+V0OAAAAAEAxZHjHVFbkyjWXWtNR1dijtUZdWd8ytcI+vn08q+4PPfqMxRYmB/9CElp7EJ4m5rwNJfPZxXGUYzdCVeZcxjceSZ77Flt8LPFleEPLAIfW34fUllHI8AIAAAAAeokML5xcWUYdzYoxK1tVmXl4q2o6Yu8apdlVz0stC4A8XKMju7K2WpE5cV3qnE/UJ5Qsaijt6ELo5yKjrgBDfq665yY+7+Hjkz7XGWSDfRnePbJ70TqEhx+8ABC50C5xEgmvPQAAxC60/j6ktozCD14MaWsUxBCjsj55I7Rdz5XoGw3SNfLhcM029bwA/Fw1tr4Mb5nt+4R+nKqa9YmxvxxnTYzDEbuqY5y0NZ+x7woTPQr0Xnls0f1mHcJDDS8AAAAAoJfI8GIo+uyq1x3nCGXVkQXb3Hd1RT6HMzSLRylEeEKbiF4kvPaguLz1uL4a3Dzb7xuOmfm4vgNl5ubN2pZvu01/B0O/+qBtoWe/i7VpMCf4VMt/66H19yG1ZZRImgkAAAAAQDFkeDGkrZHwmla13qNM7Zkrehx6dNf1/vLW/QLoH/23vkW2pcujjol9ztR2ZZz3adZ79/U99E1xifH8yHX/HrXONcsFwsAPXgCIXGijNoqE1x4AAGIXWn8fUltG4Qcvcssb7WpTkblxfdHEuupJfNsJPaqZNWKzCxF1oF90Vjdr9OVRmIN0gKti6mf2aZH9Oc6ZcuRT9dyvyDkTukMNLwAAAACgl8jworJYIqihZB6yool1taXO95m3xhfdWlgS3mVFC4RTo+QbcblMNqTIlTaxKHIcz5uZbLMvDaktdYmxzUBRofX3sfT1kTQTAAAAAIBiyPAiSk3M31Yk81CmlqguTWdYdJTc9VjX61OjBiBUVWs+ixxzR80Q0HUGssz8tl232SXENqF/XH8Dvtk4OBcKFz94ASByoU1ELxJeewAAiF1o/X1IbRmFH7yIRp1Z3bzZXP244ZH4ykfxuq5hc2V7syKYsY84DaAYX/Ys65joe2zbGMnXKtNf9X2fdMn1eYS+v/Oef4V+TlDmPJJjST9E8rscAAAAAIBiyPCilBijWFUjj6FELotkWJpGPW8YQpuIXiS89qB+oRwTQ9LEPhlVF1xVjH15TGLuDxmRPUyh9fchtWUUMrwAgM5dddVVcuGFF8qaNWtk06ZN8qpXvUruuece7/M+/elPyzOe8QxZuXKlnHfeefKFL3yhhdYCAICiuurr+cGLaByq+F8fVX1/q5L/tClZvejfKvWf636gqr/7u7+TK664QrZv3y5f/vKX5dixY/IzP/MzcvBgdobkG9/4hrz2ta+VN7zhDfKd73xHXvWqV8mrXvUqufPOO1tsOUIyKwdbyao13c/oY65rnev+LK7jNMfudvj2c4ifQ97vVSiy/i5c76PM3+w4nls2qau+fmJhYWEh1wMnJnJvFPEyB94NsjFdZ5b1QTm0AzSqXd6cddA2J476BNI1BP8e2b1oHRbLebjNbf/+/bJu3Tr50fdE1q6pddOV7T8gcvozRPbt2ydr164t/Pzdu3fLpk2b5O/+7u/kxS9+sfMxP//zPy8HDx6Uz3/+8+m6iy++WM4//3y5+uqrS7d9nF0y8ZJ0OcbjfBMDNLmOrU2f6BY5nudti943MX62Mcv6Xob4OdT1Y7etH4NVB8+rc/A98znfsnBj7ufkFWp/H0tfTw0vEIm8B+Wm625co1VTy4ss+/fvH/r/K1askBUrVnift2/fPhERWb9+feZjbrnlFnnb2942tO5lL3uZfOYznyneUDQm65hU1wlx06MQl2lnmZF4y/7QyFvjG+KPq3ER4r6PKYvbJLK09Qi9r+eSZgBAY7Zu3Srr1q1L/1111VXe58zPz8uVV14pL3zhC+VZz3pW5uN27dolp5xyytC6U045RXbt2lW53QAAIJ/Q+3oyvEAkfBncJqK1rqi067I4srndCm0iehHbnoceemjoMqc8Ed8rrrhC7rzzTvn617/eVPPQgqYzSCHOL8uxEKFr8u+SbGnzQuvvY+nr+cELAGjM2rVrC9X1vOUtb5HPf/7z8rWvfU22bNky8rGbN2+WRx99dGjdo48+Kps3by7VVgAAUFzofT0/eFFKKINfVI1UEo2sh/4OsE9RxsLCgrz1rW+Vv/mbv5GbbrpJzjjjDO9zLrnkErnhhhvkyiuvTNd9+ctflksuuaTBlvZb6IPrhJjVDeU1ga64+v06M8khn1foYxJXePh11dfzgxcAIhfaRPQixdtzxRVXyKc+9Sn57Gc/K2vWrElrc9atWydTU1MiIvKLv/iLcvrpp6e1Qb/2a78mP/mTPykf/vCH5fLLL5frrrtOvvWtb8mf/Mmf1PpeAAAIQWj9fSx9PT94MSSWUftiaWcXdCS0rbpebZUjwknUEz5//Md/LCIil1122dD6P//zP5fXv/71IiLy4IMPypIltnjp0ksvlU996lPy27/92/Kud71Lzj77bPnMZz4zcvALxE0ff0YdV7rKsFZ53aaP3UDTuvjeZv3dhJwVHmdd9fX84AUAdC7PHMU33XTTonWvfvWr5dWvfnUDLQIAAHXqqq/nBy9KRaTLzCfYx2hbnROWV32too9rivlu9PHzDtXCkrAucRIZtAlxazpLmnf+2CL6UjvL8RNanecavhkfim6nKWW2X+Y5Vfdt28ec0Pr7WPr6SJoJAAAAAEAxZHgxxESqykSsus4sFlE1MhnTexWpXhuWt24OQNyqZivaPDYyDzhQXpHzgrznTFXPNUK8soG64H7gBy8ARG5+ichcYNfrzAfWHgAAYhdafx9LX88P3jGlo/iuKJxe58v6NhHRr6sGOMZoXJH9WSbzGuM+ARCGEK8Q6UvdLpDFlzmtmoVs4rzA1ebYzz98+5ljUbgi+V0OAAAAAEAxZHgxpEoNb5a8Eb0imQPXNpuus2i6Nq3M9ruoXfN9N0yb9Puhxq5ZxycG/0ISWnvQHf7+gWaFnjkNvX1ldJW1Dq2/D6kto5DhBQAAAAD0EhleeOt5fRm9uqJbVbcTYwSxiaxx1ex3kfpp13djKnmszuowyjOAE8V4zB5nvmM39YvtaHqWCf4u83HNZ8y+Cxc/eAEgcqFd4iQSXnsAAIhdaP19SG0ZhR+8Y8ZEYF2jMJ+43Ja8Wc4uImdtjUDdtDojwnkzxLPqu0TUExhf/P3HiytygNE4vsWBGl4AAAAAQC+R4R0zJvtWtW63C23WSVTJwnYd7aOeZPwcXzL4F5LQ2gMgv7yZ3RDPFYA8mrjaro0rIkLr70NqyyiRNBMAAAAAgGLI8I4BV41u13W740xnXUOc27cuw9+r3Z21A0B+WaOrN6Gu8RuqzuGOAep1AfQVP3gBIHKhjdooEl57AACIXWj9fUhtGYUfvGPANSJzl5m/E7nmMsNieTMTXe9H8x3LymSTRQDiUDXbW1c2tetj2rhgvvTxMM7nXE3X7fJ3Ey5qeAEAAAAAvUSGt6fK1ui2Vc/rGkm4zdpWnzIR0LqyGVW343p+1f3paxOZgW7NBXaJk8igTeifkI7TeVG3Wxxje/Rf7H8XsRx/6hZafx9LX0+GFwAAAADQS2R4x4xrHt62XztrvY42urIIsUcjXdp6T11kZYbrdvUVB4eSdWSCAVTXx74BwGJdZ3U51sSLH7wAELnQJqIXCa89AADELrT+PqS2jMIP3p5xjcLcxVyKdUbBuoyoFcmM9jET3af3AsCvzjnafcfELsdK0MpcbUKNK1Bc1t963r/rJsYoKfOaGmOYxCGS3+UAAAAAABRDhrendMTJl+0lUp1PjKOT+uqjRz3nxOW8z0f7QpuIXiS89qB9VbI2bXL1gTFmaqpmz4CuVLlCrshzYjl3GyW0/j6ktoxChhcAAAAA0EtkeHumy1GYfYgyN2tU5NI177FeXzZCymcKjIcuMiNdjosQYh+aJe/4Ei5NZ8foIxArvrv9wg9eAIhcaJc4iYTXHgAAYhdafx9SW0bhB28P+EbVbKtuN6ZoWNXMQZnRRUPhanPT72P4+7a70dcCEIaqV5CMWld0u21ss011HbNj7MMQr67HQinz+kWuaovpypBxQw0vAAAAAKCXyPD2gGsU5jYjZ7FExLUY2+zTRda5SgYnxlFQQzUX2ET0IoM2oT+anDO3i2NWkfv72F8AXev67yrvMa3rdp4otP4+lr4+kmYCAAAAAFAMGd5I+ep28zwP1bnqQboexbjrGhkA8cq68sL0HSFlO7ocxXkcsZ/hU/acI+TvVtfndKgHP3gBIHKhjdooEl57AACIXWj9fUhtGYUfvJFy1e3q9TFlcn1R+rwRw75E3uqsJ2mrrte1fWp0gfFQNQNS9aqUIq/vOyb2pR+piv2ANoV8tQZXzfUDNbwAAAAAgF4iwxsZk7nNyuC2NeduVV3MBduWqhHKrGhile12EaHU3ztX2/X9ZIOrCe0SJ5Hw2oP65T2Ol7kqJWtbZdrkev0QM0lF+NpfZt/Fvk8Qvy6+t75jTmjnpqH19yG1ZRQyvAAAAACAXiLDGxlXja4r+hRLVrep7bcVqW76PTXxPprIDABA3eo6Vo3jKKvj8j4Rli6uJmvq75tzoX7hBy8ARO54YBPRi4TXHgAAYhdafx9SW0bhB28EXHPuZo3SHGJmty1NR7SJ9tUjxPk8AQBx0GM+jPM5T1lV6+zzGsfRjRmPJFyR/C4HAAAAAKAYMryByqrR3SAbF90fS4SziWhfiFndkOrF2prbrkitHRHQ+h0UkYWuG3EC8vdxKtK3tDXPd51Cnu8T+cRyzhOSrv9GXX9vXbepLm0fS0Lr72M5kpLhBQAAAAD0EhneQOnI13rZlC675uH1RclCjGSH2CatL5FHI+v9xJihAdCcrCswRmXVujqec/waL+a72ccMb1t1tXlev63XHccaX3SHH7wAELn9InKs60acYLbrBgAA0DOh9fex9PX84A2MK4Nr6nb1+iLRsJBqSkMWS11xEa4MSBftC2mfABhfHIsQklHnHb4rs4oYl2xqm+c6HEviQg0vAAAAAKCXyPAGqs4aFaJQ+ZSJgMayb7Pa2VakV7/OXnmsldccJ6Fd4iQSz2VOCEsTtYyxHKfr5KrFbrr2ta75cRnJv1vjPJK57zzQt0/a+O6G1t/H0teT4QUAAAAA9BIZ3sCYiJKOLBUZkRn1GJfIJqOcAgjJuBx765Q3q9RE1jfrtcuMqExmN5+2MrBd18NWPS+pup/yPo/vbRz4wQsAkdsvIke7bsQJDnfdAAAAeia0/j6Wvp4fvAEoEgHNm5EjSo5Qme8731EA6FaRutsymSyyX6N1cZVVmdfsoq43lpGl9d8N3/dwUcMLAAAAAOglMryBaXoURaAJrlofop7t2S8iR7puxAlCaw/6J2/Wp4mRn7vWxDHVt80mMsB9l7eWuYka1j4JebyRtr/3ofX3IbVlFDK8AAAAAIBeIsPbIRPxc43IXCYaGKsu5gssUwPd57rpOmtlXLU++vOcStfvrvQ6ALpVV+a0SB1piBmeLrR1BU2Rvpireharci7T5sjIsfxd+c7Nqu6zPp/njTt+8AJA5A5IeJcVhTSKJAAAfRBafx9LX88P3gAwz+5AE1ndurKV44RaIgBZfMeCNufuxIDpO/ueVWWMk+Y0kRlt6++/zeMMx7d4UcMLAAAAAOglMrwtc2Vzu45adhGxKlKzlVffs5BdzIOHOOwXkWVdN+IEx7puACprq2/qum63L1mbkGpo68o6d31+hHxCHkW5aW3/3YXW38fS15PhBQAAAAD0EhneDrkil11EM5uOaHcdaS6jyShl1WxCX7IRAOJR5pgY4lUprraE1L661JV18l2N1cTVWm0K8TsasyL7scwxJfTPKca/gXHBD14AiNw+CesSJ5F4LnMCACAWofX3sfT1/OBtmWvOXVeUq09Roj69lxOViTbWGaEMMdtr2qEj/1nLAMIS4vE6xvlCQzLqMy1yPC5z7A6prtgllH5zXIT49xtim1A/angBAAAAAL1EhrcFvoh5iBH1GLWZBRi3qHCRfWvuz4rm2+/77lrahsFE9KEdzI933QB0ronjZJnj/Lgcr8vU07aZgS3zWrHXCKMeofwNu9rR9hVsofX3sfT1ZHgBAAAAAL0UUpBgLLjm4c26PzYxRmJDiRqWFXv7AYQl6zied57Npo9J45LVdWWKilwt1sTz6+Qb8dnF3B/L+UWoynw3utD133De1w+9Th0D/OAFgMjtF5HJrhtxgrmuGwAAQM+E1t/H0tfzg7dlbUXRmh69N28kVqSb91zmOV1HE/OKpZ1EPYH+Cf3400X7QuxH8mZQQzpO521zkXaGmLkMUYxX6DWtzNUs7LtwUcMLAAAAAOglMrwtyIoSmUhQnRGhtuYTCyUq3Pf501zvL8RsQhHm+5L12XWdZYjRfgkvejnfdQOADpjjWtVjcxOZIle/Hfrxtuq5Rl31qn3KgHbR/j6eq9X1t15UaP19LH19SPsMAAAAAIDakOFtkCuD28colxF71LPrzGnI342Q2wagPk0cx6tmxzj+1M98DlUzvDH2+6Fntfsilr/bMnN7a/o5fLfCxQ9eAIjcARGZ6LoRJ1jougEAAPRMaP19LH09P3gbZKI+OgKatRyzkEdh7pqrzVnZY19Wua16kab3c12ZBQDNqjrnLX/j4Wu6/876DuXtx7r4DvXl3AzFlcn2xjiWyjiihhcAAAAA0EtkeFvQRMas63rTIsrMZebTdJawiWxq1W01+TnHmD2Htb/rBqA3srJbXV6ZUbXGrglVM5d9VOSz6WKEWzK32YpcjVZ0O2XFdJ7bJvr7csjwAgAAAAB6iQxvzZqu0fXNy2p0HQ0LPdKbV9UIY4jvSQslWwIgDkXmRe0iK9xWfxL6sb0tIfYhZHLz8X12IZ1bjvq7LnJ84bsxvvjBCwCxm0v+hSS09gAAELvQ+vuQ2jICP3gjEGIEtWtd1JHFXE8Sc9sBtEcfW/POL5l1fGGU5mF5M+KwylxRgNFiPqfkXAZlUcMLAAAAAOglMrw109GnLqONMUXB8rbP9bgikUrX51E2AxFy3bHmq/k27e864ksmqKL55F9IQmsPcvGN0qyV+bt1PWdcMnO+95m1P0PeP22OoF3XfgipNjU2WeeWXZ9DdCnvlTC1Ca2/D6ktI5DhBQAAAAD0EhneGviijmWikr5oWZG6lroUmU+3rWhp1Qhj2Yix2edVo5pN7KcQI616PxNJB8JV5Col3yjMeUdpLpLZzHvMr/M42NYxq4t+vU6hZ/zyfl/GvY/K+3cb4mdcVZFzb0Pvp5Cvxhh3/OAFgNiFNmqjSHjtAQAgdqH19yG1ZQR+8NZMR3eajH5Vjf420bY2s51dRxZHRfGKfDZ1RpVH7ZOszEHX+xFA//kyl6FnRbrI/vn2SZljd5uZy9iypLG1t0kxXl3gUtdxpchVnHyPwkUNLwAAAACgl8jwtixvxKlqLUxWlKmtjF7oEfsmFXnvrmxr1Ux3naNRIxKhXeIkEl57ULu8x5UQr0gKUZn6wTxGjTkxThmpcXqvMajrXKXq+WbW310T4+/UIrT+PqS2jECGFwAAAADQS2R4a1Dn3LuuLF/X89z5Im6u55TZD7GPUFmG6z1XnVsYAPoglMxuXZnBqhncOo/3efsbsqL9Yz7TNv++8n532zwPzHuFHPqBH7wAELvQJqIXCa89AADELrT+PqS2jMAP3gY1ESlqOto6KqKW9X5c66tGDkOJOleNMPq+A1Xnb6NeF0Cd9DEl75yTVY85ZY+DeR9bpH1tjZZf5P4uMt2+DDCZ3/i1OdZLjKOzG0XO4xAuangBAAAAAL1EhrcCE/Xxzb1bJIrVdNS0TO2Gr0a3izqItjKbvvkXq0YtmxgF0NXm0COQ41i/XavQRm0UCa89qEXXf6shZoXK1Ob6+lDf85vgy7T75nBv4vyl6lVQdeliLuY2dXkVgUgz50JVP6e8Vy/qdXsqvWJOofX3IbVlBDK8AAAAAIBeIsMLJ18dl29k6hWyspmG9VjeCGvs9STmfe7tuB0AwtbFaLJVXyvvrAWx9KFZWThXP9N0FtS8ZpuZXl9Gz4g969vmbCAuXZy35D2+FJmndyry70Gf8YMXAGI3L+FdVhTJyI0AAEQjtP4+kr6eH7wd6iJKmLfetkhE2hWJXtLS1fLz6i8tlIh4lrzRxBBr1OoUeyQcGBdlMj3679uVtSlSt+d6/bzPbzpjVHXWgjb7ULP9I3LY+fp1cdX4Nl3Xq+UdVbxO9GftqPK3XuT7UqUdCBs1vAAAAACAXiLD27K8tQJ1Rg2LjKJs1heJSLsi0RMyUbidPguysGhdW5lkkfwZ5KxoYltz24UolnZGK7SJ6EXCaw9yaTrz51pf9jWbOK7kbUuROXPz1ujq/qxqH6r7S7PdqldB6fMS1xzMrhrfqnW9RUYFz3t/mSsLqopplOe2aud9n22Z8UpcV5hUPU4U2Q+t1D+H1t+H1JYRyPACAAAAAHqJDG+DQpkzzifvnLpls7plItWubG6R7bieX5XrPfsi5l2OPNjV6wOIl2/0YF9drms5K6PVxWiwRtX50n0jt5apy63ah+p+z/Uc1+tnjYNh6n2z9pP5TLOydK4McExZzrx8V+X5RnkOeT/42lbm79d3dWHWscR1v4/v+GMz2XqbmxyPy1+vH/LnOe74wQsAsQttInqR8NoDAEDsQuvvQ2rLCPzgbVAXc8b5mLb42uSq1/XVF9VZt+vaVpGsbRM1xJppi94nJlJeNusb0vekbWSigfi4Mij6b9msL/L3XaRvcr1m1e37HmeyWln3u/pLF18fVaYPy3qO6a/0/a4+TMtb7+uq6xXxfyZlxisp00c23beQ0cun6vnNqM+x6vEn+/5Btncq4yqFPG1DOKjhBQAAAAD0EhnelulIVBfz8Lq4arZ89bpa09nUvK/TRN1uFtMW10iYRWqiykQG64wmVs2WuJTJ6qCi0C5xEgmvPcilSCbGNQqq7sP2ymO5tqP7oKyaz1GqHlOztuVqh2/E5SqzFrTVl+rXyuo3Xf2Z5qtfzNu3hFjPWud5WijvKRZZx5+8f9e+MQZ8dL3uVHp8W+W8vzOh9fchtWUEMrwAAAAAgF4iw1sD36hzWZqI/PnmAHTNs5s1v+6J2ow+l1HXaNBlX3NUXa+I3bcm0ytSb92uK7NaJttRZG48srjAeNH9llneI7vTda6sri9j1qa65mItk9Xtqg8dlc119WFZXFcsab5sra/vKFPX61O1j40xQxvK+DF1vr5rlGbf1WRVr6Czmd2NhbeD8PCDFwBiF9pE9CLhtQcAgNiF1t+H1JYR+MFbgS+bGjPfiMx9USS6XUaRUZxdEXPNFa10jU5YZp66IllbsrrA+HEdX0w2N6uG18V1/yHHVUhl2taUvFdBiYSV2a2D74olrcgVQaPmVc3KrseYbe2Sa3939fq+drSVlS5Wf7160XPW194itIUaXgAAAABAL5HhbVkTIxLmrdvVj82KWJtobhNzBI4736iXrhrfMsrU2NY1MnOeNhGlb0BoozaKhNce1KLqPLtFmO1njeLcJd/sBSHJe/WS74qnrGyvUWTk5jJXF3Vd/+3i68+6mI2jrWxumdr8rM+4L1dHtiK0/j6ktowQzxEbAAAAAIACyPAW5Bvx2KXNqKRpkyurq9dnjTA5KnNbNqvbRG1s1Qxzk23ybTsrM+Cq8XWN6OybpzJvnVQerkh0me9zKFkZAKNl1f2ZY4Fr3ICYrtpwZZKazi6ZPiHEUZqrKjtys6tvCjHLF2PWuQuuqzHGRYjfWyzGD14AiF1olziJhNceAABiF1p/H1JbRuAHb6TKRtFMNLZI/VHeqHQT0eMQXqstrs/EFT3Pqnkale2tc+7cmLI5AMpzHSt883z7ji+urLFv5FNfrWBdV6I0ral+K28f7Xucbp/rsfp+35gUea9ICkXZ2lKuXhpWds7tukZprnp+MnwVQv5j2ah1CAM1vAAAAACAXiLDG5m8IzK76naz1DVvYNNz2vZFkf2ks76++R9HzXlXNgptvkd1ZnWJiDdgQcKb/J1DQK+Umee76LYHy6P7rjKj4hZR9fld1OvW9Zq+rK6v7/JdkRQzXwaYfq0eTezHsucvrmOe61hV5xV0uYTW30fS15PhBQAAAAD0EhneFpSJLoVc64L8qs5nXKZmSnN998pEI33fxzLfcWqBgfDskd0j1+u/2zLz8BYZlbeuur4mau30cTimOXmLysrqmvVZ7913RZLrcVXnoO9C1fmE6Qeb4/scRl0VJ2I/G31M3CAb1f3Fr0BBd/jBCwCxC23URpHw2gMAQOxC6+9DassI/OCtWdWosS+TFsuocG3V81bddhN1VnVu07Ufs+p6fXMgGkVGUaUuCRgvWRnecTsW+PpVX1bXN+JxE5p+TVd/lPU6ZbLeebPCbTLf+7LzCefN9o5jZjDEcw3X56jXFRnFGWHp73U4AAAAAICxxg/eglap/6Zk9aJ/RZ7v+s9wbfvE0Zhdr3nidspaUP9VNZH814SJiv/FxNfmFbJSVsjKQt/HvI/zcX2H0aK5QP8V8LWvfU1e+cpXymmnnSYTExPymc98ZuTjb7rpJpmYmFj0b9euXcVeGIXMysH0H8K14PivTr7+tEzfu6SD/wzTf56YZR51nlVnfzfqfBD1KXP80s/xPb+VY2PX/XqkfT0/eAEAnTt48KA85znPkY997GOFnnfPPffII488kv7btGlTQy0EAABVdNXXU8ObQ9kMWJkIXd4a3axtl2lrW7VGWdsuE3luep7fKvuhzToqHaHOGr25qCLRySp1R/o7TLYIL3/5y+XlL3954edt2rRJpqen628QvEL8uzXHpKzjS5k+smptaRdz845qh9bUmBOjXrPq6xaZG9jHNfuBbz7hOr/3fa7d1e+tzHgiXXO1L2tOXuTXVV9PhhcAYjcf6D8R2b9//9C/I0eO1PrWzz//fDn11FPlp3/6p+Xmm2+uddsAAASl63490r6eDG9BOspnIlZNzxHoioz5XrNIRLrrqHOZ1y8yf23bqu7PshFrE6l2ffauUSVFykUoq0akXSMfor+2bt069P/f8573yHvf+97K2z311FPl6quvluc///ly5MgR+fjHPy6XXXaZ/MM//IM897nPrbz9cTWqNm3U/bGpmvXtWl0zITSRgc2zHVfWe9S6Im0rc36QdbWU6U9jnCO4abH8DTWVkTfLIb/3NoXe1/ODFwDQmIceekjWrl2b/v8VK1bUst2nP/3p8vSnPz39/5deeqncf//98od/+IfyyU9+spbXAAAAfqH39fzgLejEkZJPVKRud1Rmt2yNriu7V2Y+vK65anSKRLHryvC2mf12vVaRSPeo95w1hyB6IrSJ6EXS9qxdu3aoE2zSRRddJF//+tdbea1xY44bXRw/imSSQhndtom56LP6ozJ9pE8Xdce+PtCoOk5GE5+N1perILSq78l13Ajlb9XHV7fb+ucdWn8fSV8f3y8hAAAcbrvtNjn11FO7bgYAAGhImb6eDG8AytTrVh01MnR5I72+53dZy1u3Jt9TUyNQAnk98cQTct9996X//4EHHpDbbrtN1q9fL09+8pPlne98p/zoRz+Sv/iLvxARkY985CNyxhlnyLnnniuHDx+Wj3/84/LVr35V/tf/+l9dvYXeCfFYULVu0Dy/6bq7tmY/aFpT76OubTU9y4Op3dXfO52tDPFvpAmh1Kl2fYWaK9sbS6Y6FF319fzgBYDYhXaJk0jh9nzrW9+Sl7zkJen/f9vb3iYiIq973evk2muvlUceeUQefPDB9P6jR4/K29/+dvnRj34kq1atkmc/+9nyla98ZWgbAAD0Smj9fSR9/cTCwkKuUNfERLwRyqo2yMZ0eb1sWrTel6HNYp5XZOTnMpldXw1vXTUwXUSxsyK1Ic/TW3WbvvesR5gsE532RazzRliz6l7M8/fKY+m6PbI71zZjl/Nwm9v+/ftl3bp1IjeJyEm1brq6J0TkMpF9+/a1VteD6i6ZcJ9EmL/RnbIjXVc1u+Uas0L3sb7+sMw4GnlnRdDrqo6NUefI/aPUme3M+5ohZa9973/U/Vnz2OftQ9uav75PymRGXftO73t9LmHOMeo8v9DHhafJOSIyfMwyvrrw+dpe0wi2v4+kr6eGFwAAAADQS1zSXLMyI9Hp+5uo19WRy7pGbHZFSn2R4qxaIN/ce6MiyCFFl5vQdKa6yTlxs7IyRLcboCZ/D0Zo7UEt6jxWuLY1pdaFUhun52ANcfyMKv1E1T7U99p19tFVMrhZXJld/Xmb72iRul36uHz0fgrlb70IOw9vy/MRh9bfh9SWEcjwAgAAAAB6iQxvBe7o9Ojojm8eXyMrihz7nLptbSeWeXh9cwz6lHmfzMkLIA/f/JNdtMPXx+a9yiqUUWezVO0bXKo+v0x/WOQ166p1znrNrDpdEXdWNw9XBhj1C2X/jsuo3H3ED14AiN28hDVqo0g0lzkBABCN0Pr7SPp6fvBGoOmsbtdz1RapB25S1/XAed9z158XgP7SI5pmjX7apOHRcBeP4tyFMnW7VWc/0Jqea7bJbRYZm6OuGt1RmVyR4WyukZW5M5nFUK52qENdf09dZ127/hzs628c+TiEIb7rYwEAAAAAyIEMb8vyzvcXY61uEUWyuk1mNLvI6ma9pq/+yLcffFFto+uoLBoQ2kT0IuG1B7noeXa1JrMpsyVHZjbPq1qPW2cGuc7MblEhXv3TZr9eV2a3yDy7fexPR/09Zf2tdrkfxumzEZHw+vuQ2jJCv39VAQAAAADGFhneEUyUKyva5YsquzK4scibLcwSeoa663rdmLmyIb2NpAJjpuu6OH0sMfNb+jKwrlGcy2ZtzfObnimBPqi8MplcbbhOfHHfVWae3azvWyx9Y97zVP24ro8VLm22yZf9R1j4wQsAsQttInqR8NoDAEDsQuvvQ2rLCPzgLcg3n5++35Uhdt1fZgTIpoyKnIaetUV3fLU8REAB5DE8Gu7guHIo5/z1WZq+yqqP2VpzLhBTv1+mRtf1uLzPqUNddeghqno1WOjZcdM+PYL9VOBtHmfxHMkAAAAAACiADO+YKlKj21aEt49RcqAVoY3aKBJee9BbRbJjrhpf3/NjynLWTZ8rdL0fXOctOqtbJps7al3W8/vIVQdfhq92vkhtfSijQGcx+2zP0NoW5isPrb8PqS0jjO9RHAAAAADQa2R4R/CNsuyLFFcZLbJsVLXM6Mquupc264rHJbM7Lu/TKDPSJQAY5hixvsXXzNv3dTnfblfamr0h63V8Nbq+PiVvZrfNvqmL2l3z/rLOTZscc0Pv2zrnv+4SY5TEgR+8ABC70C5xEgmvPQAAxC60/j6ktozAD96CmojG6ailK7pcNaqa9Vpd8kW6XfcvyEJTzemVIp9xk5FJ33x9OrpLhBRAFtfIzSLNZseyspF5s7RVs7lF+ru2+kbfuYpPXVeglZ1Ht4tsrutKwbz9XdNtayLb2mYG1/X3PzxKcgv1tIgGNbwAAAAAgF7iBy8AAAAAoJe4pPkERS6R8g1q5eOacLytS46zLqlxvZe6JqAvcxlz1v0xXt5s2pz1Psu8pzovd6+CAag6Np/8C0lo7UFv1TWlSh2qXMocU7/W5blKVn/T5KBURQYnHb4/32W9ui83+zbr0u298tiidV3o+vXHVmj9fUhtGYEMLwAAAACgl8jwjlBXpNhXxN/mgD2uiJyrTVUHpyhDR7fbyubWuW3T5kmZTNctVX9iy2SZiIjsV+t2q8ceTJ5/UL331ap92+S4iIiskWPpuiNyJF0+ptYbTX+3RkV4s7IuRIUBlKWPH01mc7OmBsx7pU7TfVjX2eC2zluKDErlu79KZld/1zbIxnR5fbJs+ncRkRWyIl0+kKzfofp9Vx/v6utFjqbrdP++RZ4iIiJ71aBMezKWR/ENKlU1E17m/qqv73otBsWECD94ASB+oU1TIBJeewAAiF1o/X1IbRmBH7w5+CJSReqHus5uueqGXW2qM3Jepqapruh1U1Fw8550JHdJkgm/XqbSddtlvXrWtsHNc1TG/GJ194bkdlKt00nbm8xGZ9JV58k/pcuvkf1JO2w2IpTIZijtABCfrD7W1Z+FIvasrulHssaJMPvcN0VQncpmdoty1eNuMf23iKyWkxY9drt6zudkq93YhuR5r1AvoO5O+3vd1/9DcnvjcbXye+nSa2SviIico8411qus85T8UERsra9I89MFNTGtEVAnangBAAAAAL1EhrcCE4nKimw1mdUqu21XJDxvZC6rpqkLXdQv6RqdqSSy+ikV6b1DzhgsvGSzfdK/UBs45QeD2+Xft+uObbfLR25d/KIrLrTLz33x4Ha/TQvf8d8vscs33iYiIlc56nd+LI8u3nYNzHeHqGzH5iW8y4oiGbkRKCNrzIkmtt8EX5vN6+u+Xo/n4Rul2ZyjNDGCdpHznzJ9k26nyeyukbXqfptZ/c8yLSIiu+Qiu4HfUxs7I+nvl95t1x3+sl0+vmNwO2kztHLBZYPbf/cMu26v7fev+8tk4cb70nXvkAfT5W3Jqb0+t9spO6Qo/fym+3jOIQoIrb+PpK8nwwsAAAAA6CUyvCfImkstL1fk0bedqpngvCMv5zGqrb6sbhNRbpFusrnmvaxUEe0fqn3zZ6bg9uxn2Se9Obnd+o923bG/tcsrPjm4fZp6odPUsmvXz9i6Hbk3ef7B59l1v/z7dnnV+SIi8tvXfztd9b4k9LZBNqXrDjkivdTYAkA3mujj6pz33rXON3tD3jlxmzg/KpMt1CMv62VTr+vK6oqI7NqSZHbfqTa28Qt2+fBbB7fPVPfrGt707au+fubvB7c71ONm1PK/+9PB7b/4Z+mqD759W7r80qQI+MXqFF/vZ5Pt7brfryur2/X7QBz4wQsAsQttInqR8NoDAEDsQuvvQ2rLCPzgrUET8+zWWc9QJlNdZO7dvJndIvMSlol4u0aTLFJrPFyrNBh9+VZZk677nKnRFRH5hS2D25fst+tO+urg9ujb7TqVjJWkHOcratVZT6inO0qidj7JLl/xE4Pbm9fYDK7c8R/t8v/2IRERmbvevugd8jURETlb1Vvp76gexbGMMt9T8/dAzQ6AvnL1i23W5epl07f5srau/lL3q6665SUZV5NN5Zw/t87sXF3z7OoRj81VXv+vOhfYNaXqdX8zud34Obtu2ZV2+bLBzW+oEt03qGae7Oj3Z5KXulnN4vC689QDbn3T4Pb4m+26T/xKunjDVS8UEZEd9/5Duu51juz8/Sqr3MSVhk3ztZlzDGjU8AIAAAAAeokM75gxUcwiNb5lRmQuUh9UVza3jOGaJDunrsnsfk7Otg/+FTX68gsfHtwu/e923ZqrB7cqq6ujulck2dzNj9h1Kx5XjZlJbtVf5RpV4/tnTx7cPkNHeh/6kl0+/PrB7UvsyM47bhxs7OnqM3Rl/ImERi60iehFwmsP0LGq/V7WtlzrJtWE7mZZ9+Vm3Zx63EHHNlerdk6qP+rjMpgj9piaQHZKnVeYOtg9alt1ZXOb6K/0OdFS1Qk/lmRD79CFt/+XeuLmbwxuj15p16nM7EeTc4DXzth10w/Z5UkzqYKacnfD9OD2VDv0hjxPnX685rLB7Z23XW1Xfucmu/zuPxYRkfs/8YJ01X+58Zvp8q8mt2eKHQW6zmwvGhZafx9SW0YgwwsAAAAA6CUyvFKsxtX3WF89b15ln1t1zrm8fNHlWOisrh6F+XMmmvsLjqyuiMjknwxuN33Srksyux+dtqtevc8ub/jR4HbpTtWAXWrZ1PKo8unl6i90czIw9GvUV+M6W1YkcjiJypb/2gFAMEymSfeHvuxTXXO9llWmHzTP0Vlf17z3vhpdncFdOnR6t1xERL6Z3IqI3J0s36/6QHGO3WGLTDfL0XT5smT9s9X9h4fm5l2V/K/+7OxnsyeZL77NuV5dzPdl2sy8IMP77lazfzZssU863e4HOX7z4PZMu2qdSgb/dPKW1qi+flJd5ZWeA+hdl3wMq2bsqrPV/Z9PmvLvzrfrvrhSjfL89Z8d3L7hOvUytu7YZHt/1T5jKNt7p6hxQhK+c9IuPzsy0siDH7wAELvQLnESCa89AADELrT+PqS2jMAP3hzKRoxNxKtKpreoMq+lo2NdR8fzMpHsrFpeX92xieAuVxHva5P59kRE5DnbBrcvVpHclTfb5VVJZvd8u8pkdv83NXDzk1Qkd6mJ5P5YNUQvp6+jllVdz0RyUNmnH3tM/5/kvaiiKVN/pTMHXUdD7Xds98jHAYDIcPYo77ytbfa7VZnjsyurK2KzuVk1uqY/WybL0nXfUB3JF5J9MafTkGdPD25VvenQ/LCG6k92fdUuX3fvoEO7Sx5I1/1bR3Zbj3g8fAVcWKP16/2tl+8y+1Tvpyl1mdbBTw9up+2q16iHTid99FKdwdXLpo9XMzaky+oMfehqr+Sj/6ga4+OtNkErXzQf2tdVS375r9LFXbODbO+nt9+SrvtZdY5wtpwrIiL3yl2Sl/l76/rz7Pr8BuGihhcAAAAA0EtkeE/QZoazy/qDIrXGJuqso56u+fhc67K4RqgsM2plkRGkdZtMRFxHwYei3/8muV1n57GTw++wy88d3LzGlv2ktTpP2mvXLVfZ3jRqq7K2Oqmc/jXqDO+0XXw8eewX1d2it3/85MHt7XbVtuTF5tQ1J/qz7zoai5qENhG9SHjtQS/kvSIp69jWdB9v+rEy8/C6srp6WdeW6uWDSZ3pp9V7u1/3Zz+b9A0vVi+2/geD2+UPqpV6n5lssRoo4gXn2OUHBuNb3PH+k9NV/0n+MV3+teRWv+cNKtsb8nzs+nM4ZJbXqwcsVenYhSSbukxGmrcXk8kS3ceb5Wm17vgJtyJ2FgcRWZE853Sb5JePnmKXTbb3i3MqPX/rr9vl//PjIiJyx+2XpKvOnf1aunx28sLrxQ4TvVcekyrM513n39/YZnND6+9DassIZHgBAAAAAL1EhrdDXUSn8kbZjqgikxVJCDKrvsgV0S6Sra06H2Feruj43aqGV7ZM2+VTk9rduTvsOl3fdPrg5s0qsrU5+TiX64C1rtWxL265Mrw2YC5HVHB9l4kE69LXx1WKWbYNbmZtYfBZyaia+9VnN7ZRUQC9UqZet4kaX98VT77nnPjcE5ddY07cIVPp8nWydrCw4Xy7sd9QG9723cHt3P9n1y1JxqFQc8UPnRaYvktPpLv0n9vl814/uP09O+/7rt96brr8KblVREReo/oefaWROQdZpfqjELO9qVm1vKA78aRjPmY7e50zn0kyv2vU123ptHqAq4ZXZ3Zd62aGXllE0lMSEbHZ3teda9fdfFiNvHzPHwxuf/+96arrrrDZ+/cnl4ltNecUYv9uipw/uB6b9fxYxo9BvPjBCwCxC23URpHw2gMAQOxC6+9DassI/OAdA0VGYXZlgE22d4Vzjj4rK6KdN+LdBJ2J1iNYmuj4/bLOPliPwrh6x+D20P+w61Qy9YXJrjhZZXCXJbt5qWu0RRF/ttdRy3NYLX/FPFaX0qx+tV1+0ET/bYb3eBIWnlWRczK8AGKij1l1ZWZ92URff5elTA2veaxr5GUR23fdoPrlG3RO7yXbBrevVZccTV9vl+euHNzaBKzI2YOb31B1oE9Wd5s5Ca7T3cX3vmSXv3Nrsp2P2XW/Y7O9d7z/DBERuUjuSdedLkfSZVPPW7U2tC7zGZnojcnyLjUwsxybtssrkvd84O/TVXqcjfck3fJmdep1XF3ZtdSVzT18wq3IcIbXMR7ISrW8JWn+f1WjOD/veXZ534Eku7/Mzs0rv/MKu/j+wcnO+9TntSXJ9maN3Bx0dh4QangBAAAAAD1FhrcFRUZErrr9Mq9Tpn1Z9bwuXWR2TcRc1zyZkSxF1GiWU2ryuuerDSx9dHC74iG7btouvjy5PdkGQG3tblaGVy8bOomQ/DXOqdEeD6sS4zRqrEaBlqXn2eVknt8z1Uy9NsPbXlbX91pkmBsQ2iVOIuG1B2hRkX7PZHZ1Vlf3XZ9N+qvt8lT7pF/ZbJcvSbKky/+rXbf+arucXL30FZVlPH9mcDs1Y9ctUQniX0xOBX5djU78Up0lnE+Ke+/5tF15xtPt8tmD9n3zXjtP78+qDLbJoOurybrIEpr+SI9bslJ1zOcmk93v2q6e9AsqdbrxXw5uH7MZXl33fGtyZdhmW3Ity9Rp1pJkuJAlrmyuPkN3zeObcX6xIlneqo7BN2+zy88yV7N95q125TnqAWefP2j7vQfSVecn+0GP3LxTdsiJ6N9bEFp/H1JbRiDDCwAAAADoJTK8BRWph3XJm03tuh7C9T5dIzeLDGd7m1Bkrl3DFTG/yTXn7n9QT3ry9+3y4esGt9vU/SrSbQKkU2rkxrR215bQDs2dZzKwQ7aoZUctzxPqL/RmE0XTo2aqaKvcOLg5JxmZWcR+Nl1/nwAgVkWuaMr7HL3ONQrzZ9X5xXZ52mDhSjWE//N/YJfn3je4PctmGbfaclr5cnL4P+N7dl06/e6Mu/0rkwTyM1Vh7/VqpoIXmWTz/X9tV65QY0pcPGjA3ffa91SmL2+LPudZraZPuDCpY71BZzN/tM0ub0x2ysNqY6qv/3+SDO+F6mqudWvt8tLktGq5vtrLNd6Ha05e11VjIiLJZ7dcPecsVav9laR++6dUxl5uVeOVvPm9IiLyubefmq66ODmHOE1NV6Hrr805hj4vJtuLkPCDFwBityDhTf7efiUDAAD9Flp/H0lfzw/eDnWZdcvKVJs2+Wp5s7K9TXBlkH2RYnP/ATUy83b9np4zPbjVw1IutaNJyvJkNMqz7aqPqoT+85O5cNfqCffuS25vc6zTTspYTpq0oCKxOsMrppxGZ3gnt9nl2wefiak5ErGjTc42PNehb769Q45Roon+AgiV74qmrD5o1BVPrqyuiB2FeTirq+p1TWZXZ3WPvcMunz+YY/WF59tVf7nfLp9u+qE7VWPMsu6jVFmwvGhws0r1UZv1nL3Tya2aK14OqWN6Moj0nBo7Q7//ULK9pm/aoya4n1ZTMqxOvgfnySPpujuu2WY3cFWSJp3+oF23w342DyUXYX1F7buT7S6RZclHvlRldZdkZW4Nc7++akwvm8/sfLtqhfocn5e8vXXq/GbfXZ+0/+e0nxvcbrBz8/5gz49ERGSz6st99deuqyCrXiUJlBXGEQcAAAAAgJqR4YU34uaam1c74iw4sZrIALui6HoOQ7N8l8rwDoWvX5LcnqQi5rOqFumZg5ut6ik/rQKYq00wWM/Nd1ty+3W1zhV13Zxx/7bBjR6leSjDO5PcLv/ndt1eVVichOrXqAzv/paGz6Nup2OhjdooEl570DtNZIh8/Z3hG7tCZzBd8+zqet1bknnht4sa/fcXVEfxvORSIlOrK5JmdUVEXn7+4PaTM/buDXerxphs7l+pda6rj85Xy45ufam+dHFy8f0x0/3WjLqMymTif05lMO/Yo4qhv53M9PCTz7Hrdqvi2B2Dz+m3VVf9IjVi83SSIV+mus20nlf3/655eLMyvC6q/Puk5Kv116pNP3Wmeuz3kvFM3mQzvDd9cNCo/0M1ysylLDKcIR+FrG4NQuvvQ2rLCGR4AQAAAAC9RIa3oNijU77otSs7Z+p5szJ3vn3SVgbYRNFFbCR9x9BXfNoumsDk8h/ZdQf/ftH9v6KefYp6G0tnkgU9IvNtya2KnC+ooOeEeU1dt6slTT2udsdNOopugs4rVYZXRXXPTB5wVI3SbCLVbWZdXd8HXd/DiNEAiui633X1YUX6LVeGd5fK8H7OFMJevM0+6SfVcXLyLwe3ahRmXa9rMrsbvqte9Ftq2WR2b7OrFpIZBibOyGh08vb0FUcz+oIp06UM7Rq1Tx4f3EyKnaxeZ8Wbnt2hClc973HVb71GjU583TVJuvTJT7MbOFvNb3vX682GUr+lamc/lmR7z1Jf8eXmHGFGNcp3tu6q+9VZ3x1qU9uS19TPURcXyLf+dHC7+VXpqvtlXdKMvek6/XdpzhPp3xEqfvACQOxCu8RJJLz2AAAQu9D6+5DaMgI/eHvKN99v3rrdLHqbrscWicj7MsCj6Ci7awTIoQzvFhV9njYLM3adHZgxXb5M/SEvV6NeppldXQeVLM+prK4+DixL1k+cr1bqet4kqntYjXr5IXW3PGQ2qopt/tQuviL5zI+pGl4TqW4z6soozAC6Yvoe3Ufp/qiubHFWv2X6JNcVR8vUmBI3DWWInzW4UdPYytob7PL01SIisu5iu0qPwpxmdm9Sz7/WLh59YHE705boK47OV8vTg5vD03bVDjW6cJrk3Kvex0mqKDQpA92oesGFQOYvyfpuuNaZq6TWq3rVc1Xfdp78k4iI3PG7l9gN/MefsMubPzK4vevKdNXN6pTsvyejWV/xJLvOjNi8Ylo1SmdjzXmDa4wQvT6rxndmcPMktc116lxk31RSozxhs7nmRSfFTk3R9AwdPuZz4lwDeVDDCwAAAADoJTK8I/jmoo1FkWyv4Rp1N2vOtTIZ5CboiPq+JKJ+QE8SqAZRlDUPD271yMzb7OLW5GlbVAR0lQ52mgyvGpF5Lomi672pM7wmFjqlI61q5MS5JIC8Q+3OfarEWPYnUePH7ciJssemmDclGYc9qgWhRD5DaUdvzUtYE9GLhNceoEWuDO8jKsN7h8oYypXJqdjWf7Trjl5pl5PM7j+oC3VOv0292HWDm4U/tqsOqLtNP7RcrUtboq8y2qaWk/Uz6+yqoSuOTD82dbldd2iLXf6u2aQdXnhO9YgmQ95m32DOVdbLpkXrss5TTBZT1xwfVtn91yZ7+u5ZO2r23KfUKM1vfOngdvXb7bq7P5wufih52WdN27svT74aem7eSZ3hNet1Vjdr2Xhi8fJy9X16jbr7GnO12x59sjI475hTdeihzKU8dkLr70Nqywh8WwEAAAAAvUSGd8y4ajnzZmizsrZmm1kZ8bzzGmaZSrarI+ZmWUcYl6qv881iio2eYTf0MrXRld9MbtXIzGrkxI8mtxv1KMw71HISUT96i101k9zqyi7XVIVTOtI6bRcPJlHd39FheDXdn0z9n4NbFcV/pTySLh9OM7y2iNh8NnVm3MnWAoCb6ZNcfdNQ3e7UWXb53GRk/cN/Ztepet2bkkP22XoU5uvs4tGkT5hRd/v6odVmLlid4Z1Wz0+Wd6ju4mb9Aib5t+Iyu+4RdQ6wZ9DRnavGlNA1vHX1I76+Tc8Va+4fXpd9fiHizmK6sr2/Krao+qPb1eAez0k+5xf9C7vukW/a5e8NzkFep5LCX0+uMDtPXQSw1u5G++Gqr5B3Hl59f/J8nUG+VN19jfkYZ2bsyiR5/9hOuz90Itns2y7GCwHy4AcvAERvhYg6SQvDgoiakgQAAFQVWn8fR1/PD96aubKcoc9L5sv6ujK0rqiqr67XR4/4p7O1pv5p0lM78ph6/g2SjGT8O+oBm7fb5f1JPc15dtXLp+3yi2YGt6u+r57/3+zi7JcHt7qsN5nWcKhuV0fW9RSGKRXwvzcZ4PKLD6n7f6RGe3w8icGq6PFFqjBnT7K8V80R6FIm20skFUBX9PHH17eYxxaZScDVd5W9KsZ19dGB5Og/VLf7a+pJ6/5hcLvmS+mql6srjl7wg8Htkr+162bVlT4meWdnYB9mLhpyjqmrs4TTdtFkeD/rmgtev+i0ShHrDjF5gK7hPax6xybPi3QGVy+bOXXLnF9oOlNt6pI3pmcAw1defe6aZKCOU59sN3DOm+3yHbcObtfYdOubzx3cXjdtH3am2l0rzXo1BshQpt58Nq65eUXEfCRL1BfmKboOM/2iqBRwkuHdvdPupzVB/egCRqOGFwAAAADQS2R4pdicbL7n++4PPdtrFIl4563RzXq+qaHRUVe9bOYu1KMDPuaI1XxU1ER2lyfhzrMftusOf9Ium9JeNaXtH6qPZoPJ7H5Gtf9v7LIJoOqLOI5LTufbxblT7fLvmzC8rtNa8Tb1gMHNa8S+Jz1apGvO3SYys2XmbUbDJlaJTAQWv5yYlxguc0K8XNlco+xMAq4xKcpke3XG8NZ0TIlt9gFPVSm12aR2VxVSflQdUlfeNrhdeI9d5yjJHLq6SOfeXDW8aQGmygzOr7XLjyZZvj/Rz1FzzMvUvxncHtxm191kF9fI4yIiskT1jPOO4VzLnBNlfR6uEZdNVlfEnlcsV+NVm3Xz6pzjoNp7Znm1yurq5RXJXtdZ30tVv3xrMiHxro9eZN/A+1SB9sYPDm6/d2W66s6kyZ9Rn82b1RTHy5Ny4SV6jBGd4XWN0uxalyX9wqgUcNKmgxm1zmhRaP19JH19QHsMAAAAAID6kOHt0KjMcCyZ4Cy+6PqUWmcirDqrqyOwDyfrd6j7dychSB1tlKnz7bIZkXmlnRtPltj6KJPZ/YoqrD3zXtXA5KFHHXVSIpK+Oz1woonv6j8qHVFKZwRWgzX+WJX1XGde4PF/Y1f+6Nl2eeedIiJyropu71FFOqZ2t62sbtb9ZHsBtEn3N65jlas/LTsmha8e2GS9dIb3m6Y/u1z1DtNqzt1ktoCXn25XbdUj9CfjR7j6IBHbDy2odbof0utTJ51wKyLH1K6bSZq8b0Y9R2d4V5h54VXqUQ2TYUZnPp6R4a2rn3BdoafrdvXnYM4xlqkRNczcyK7ziywbVS59U/Ke9DqdAb4syfZet2en3cC9ar7iJz19cHtMjdfx0OD78Nsqa/svpuzyScnntMI3D29WDW+SvV8Y/TZlaILV5PUPqbMa5uFFTPjBCwCxW7JKZElgJx9L5kWSyxoBAEANQuvvI+nr+cGbQ9U5TKuOXhyiIvP0uta55rnTUdeH1Vfz7iQ6riOwpob3gB718j+oF9uUFMLue79d93y7uDWJnF6oQuZLb7PLplbqR2qTOqJuKlvmT7Jh1SVPDMKpuqpFf9pTlwxu5y60665cpx5wo1l4i133Drv41iS8PqtGg9ypJgfeMxR+715WLTEZYAB1KlKj67vfNSZFmT58eJTm5Pqe5+pHqN5l2+Dm/apkcrmaIeBoMn6ETtjpq4vmTD/0hDulZ/qkoZkCzOjMGRneW013O6Oeo0dpXp30vY6RmUVshndOZT5n1Aaq9ANZ52FmvZ7xwZXh3a/OJcx5xd3qqjLXGCE6a6szwLuT97dN9fyrHTn1SXk0XZ67XmV4n/G0we36V9l1uwYZXr3vfzxtl83ntEIPu+3K8GZlgJO3P6e+EDP6LacfmVqZZHgPZtTt2s+k2fOQIt8bzjWgBRQiAAAAAACgPmR4R8ibzc2K/sZeh1s3HXV1ZXj1ut2OEZkfc8xrKBu22RdQ9bCyJJmr9lQVkt5qF/8miaSv1fPs/pFdNHFqNQvd0ByHOrNr38eADrqeph/w3sHNt55pV12nSozl2NWD2/9l38h5cku6/CQ5ICIiD1TM6pa5SgGBm1glMuEtyGrXxJz/MUAFo45lWfflHYXZN4qz77WOD+UTkv5iWq068vd2ObniaJvetJ1uPTnyD88E4KrL1a844Vh2ZnhVmw6qt/EFszCjn/Q8u3h00+D2fn2/HTb4rKTHfKKluXc1nV13nWsMZ2gHy/r8QtepmtkhDqn3cdAx2rSmM7zOjKgq502/ZuvXLl6nEpQ/mrbL86Z5vjN4fZqiR3FOTlLmbVJb7tTPSy8fUH3KrCAUofX3kfT1ZHgBAAAAAL1EhrdmfczquiLiWt55eMu/visuk3x1X6FW6XTtgf88uD3brtpqp+OTp5upbNVImAdtMjWtlRrK6uqXT2ql9B+Q2Ts60Tzxl3b5h8kcixc/oh7w/Tfb5Qd+enD7SRtrfbUaCGCv7BOR4brdvDUqZHUB9FWdY2u4+rMi9cCrk7TacGZvpbnTOvpNu5yU+K7UF+yoDG86ZsTitzHgGD9C53/MVUcqoZdmePXcuz9eYZe/aJI2M3pDl6nXTOpQ1cjMm9U+NaMzu+beFWn2XCnrNfOac4zSPLxu9PZd8/jO6Q8/71Au6iX1cB9LzMvrS9CeyFh2Sb4Qx9XlaEMZ3oMnPFAkrd921Se3gXpcVMUPXgCI3cTqsC5xEonmMicAAKIRWn8fSV/PD96WxTxis6/tWRE43/s00dgFFTnUc9qZZR01PWAKj1QGV5Y+bJfXPDS4VfMaflQ99CRTQ3OtXTej7jcRdR3L1Hlm84ej63XNuIvL/6tdt+dn7PI2U4D1lWfYlbO/YZd/a1A5fJXYFPCM2qf3yl2DpxSIdNaV2c36DPt4RQOAOLjneK8n2+sbxdnXjmFJjzGprhmae8guJx3JpB56WU+662H6pknHOrV5mTxDrUxqOofm3tVFvjPJrR6ZefKpdnl/ki++11YWn6vGjjb9ehNz72rDczAPtn9EpT6Xq7z2vGPO3I3Jnto0tPfs+zBXmK1S70NnOVd5sr32CjV1uq2mLrYnEWrfrD7hVkQ2qwLu5fuTBZ3JVVcEODO8up43ec0j6mt7nX7sTHI7py6Lu3dwo/dd1Ux6Veb7lDUjBKBRwwsAAAAA6CUyvB1y1cbGkjErkqk2j9VR8iXqOSZKeFyNQXmayuaem8RldFR1lwlXDgXzZ+zixhNuReT5+9VDdwxujqq6XT0IoXmlrJqoZEo6nUCWqWsGt/tebtedrNv3F2ZDn7TrrrDv+a3yTyIiciAdk1PkflVk3MV3w/fZmvtj+d721pIpkSWBHc6XHPc/Biio6fEIfKM4u9qR+/g3of4m1J/rusWPHMrImb5HZyhc2QrXVUgianTms9TK6cHNkTV21U26k5s54VZEZO304vvVyMzbVB9u5t/V2dams29m+8PZefs5mlGa16g9tc0xivJG1du7RllenXE1motzlGbdrS5zFOQmn8k69dlsVlnbNMNrd/1whtcs65GZHRneH+ui7hm1bOZWXqrmC945aJ/+jPVVeWU+W9f5BecSOYTW30fS15PhBQAAAAD0UkAhgvEVe0Qrb0RclwJtUKnXKU8W8UznqIDJV1cX0c7pGt7BzWvU3Sc/qv7PTYObA2qVK06r/0DUAJZyanI79WG77mCS2X2KyirLX6vltZ8e3P6BLeB5qdycLvvm2Q2xNiX27y4AuBQZs0Jne03Wyzuarepw9iW38zoFobJzJkOr+yNXf6UTtLocN+0mdYY3yfjNTtlVX9QbmzEbdcy9KyK2m5pJV+ns39Hk/bfZb5nPTPeb+rOZcGRbzW7epOpRs+bkNbLqeY3heX7N/SoL5uo2F9R+Sj68S9Xd0/oSNJPZ/bpapzO8pv5bZ3in7eLxZHmn/lo/qJZX/0KyHTWEdzJ58Fr1Pg40MGJzjFc8Ig784AWA2E2sFpkI7HA+EcdlTgAARCO0/j6Svj6gPRaeMvPxYbG82d4pR12viK0FGs6xJnRI+/gOuzw9uHnHEbtqxb3qsdcObnTLdKzSbFb/gajxCmV1MrjykVfada/eOrjdd5N64Pyf2uVvPFdERNZsvzVd9WIVHX88ifPvlcfSdWWi43V+L10RVl+2w1VHRaQWQEiK9OV5j4OlJV3cvK6pdNTwZo0p4VqnM7zLTRZXZXjN/Lt6ZOabddrYXP6k596dPdku32te0+7HSccIvl0c+3WGV9si20Rk+FzDZOQnVeZyk8rqLilR+bdO7QdTw3ur2k9ze9WDjyXbn1DfwUmzHWupa85dPZK3a1TvjBrew9OD2/fox6pBw2XZZYPb79tVa5LZI/RYK7OMjoyIUMMLAAAAAOglMrzwcmW6q2znxGVDR8xPllPS5ZVJBdKfqXXyjiRcuf4mu26NLZh9+ZmD22forO7n7eLjST2MSgA759zVEdYn/bRdnv+3g9vfV/MAf/HbycLuD9mV3/tndvkjgxGX3yE2vLtfRUjNPLvD8wqOnv+xC2RrAzSxSmRimf9xbZo45n8MUNDwlSOD42PV42SZK7dc879mS7Ji87omUg1AcWyQvpvTf8KOGl6d4dXLrkpKVwZY13GabPKMzirrQ7t5S5On2XWzqv1J35o1au+Co1WhZHv1GCLTybVbk2qP6Vpfk+F11f9q+n69LTPLxF1i52C+Y49K1x5Ivgcb1fcu2fc66Xpcj1diztz1yMuuZV2zvc0u/jAZRuRmvWt+qK5hmxxcjSbX2FWXJ/NYHFNzFOt9az7bpq6CNNty/X2P3dVkofX3kfT1ZHgBAAAAAL1EhjcyTc972mUWcb2Kuq5U0e//ZPKsFz/DPvjcZEjBg2+w6/65XfzkzOB2hS2XlaN/bJdNjjWr1N6UPG1SI1jKr9vFW581uP3tu9T933/z4PaRf23XvXtnunhVEq/dL3ZCva7n2W2CK9IbSnYaQP+ENLaGyWwuVeNQpPQwzJOqnUmGd0GnZVVGzzUPr49zdljV4ZmmHNeJy6NqOU1CrnasE5E9g43peWjn1LIrw9s1k5F0ZQT1FWb6O7RiaCqIxVwZYD0GyfJk/UXqdPsOXXC7a9vg9qkqpZ/cfbPqNnepj2Fd8hR9zjNUr2uWn29X7X+yXf4V85bsJBEi6z5ol28zmfw701XnJRne/epL4pufGggJP3gBIHYTUyJLlvsf16aJo/7HAACA/ELr7yPp6/nBW0Fdta1lxD5Xmd5np8lgeGOd1f2mKkjZJRcNFt6g/qjm3z24falddacqadhw4+B24X+363Q9jJnSTseg9eFj2ix8xK6bUdHSi83Eid/+CbtyXzJ089tt9Pb9ck+6fCAZ9nKn/FC1I3/mc1QNCwCgGf5j7sZFa4YznElqVJ8Xrtlml48O5i2Ycxbe2mytztrqq5NcuVSdjD2adHjLVWJxMim7W5qViDVleZOqY9UbTf7P6oy6XZPlDLG/Gj5nGsyKoAdO1ucnvvM7cy42/Bx7fmYyv2eqEUPOlEfT5fs/uW2wcM75dqNr3j64vfvD6ar/cKG9+5NPHdw+SaX8lzjmWNZZ3Y+qDPDN5sq0R3/BrpxR4418YHAV2lsdNboPqzOprNGwgRBRwwsAAAAA6CUyvJI92mKt8+w5uLZfV7a2SNuzRgVukh4lcXmSW50VWzD7OTnDPtiUlqz7rF33jL8XEZHtp9pV537VLi/8q8Htfeo1dZx57qRBCHTpE7aeVv8xrE1efv4iu+7frlcP+HRyO/EBu+7fD27eoLK6R1W97p40kmzn2S2jic+o7Hc9xqsLemlitchEQJc4iYQ1iiQwguuYWiQzqR9rMpvODK/OkD5pm10+Nhji/7D+k3GcnWVleE1/dlz1Z7o0dya53fR1u27yssHttM4660OIK9s8VBg8eDMbHXPvhs7X3/nGn3CNCj6l+sINQxn/wWvpGt9Xq21+cE8yjsffqzFKXpYU5955fbrqiyvteB+XnTe4vfo8+5RpNVDuE8l35+3qO3TzHapJ30muTJt7m133brv4UrldRETWq/OXfcly1fMXTZ8/lDkHGdvzj9D6+0j6ejK8AAAAAIBeIsObQ5sjQLpGYfZFvlyjCxZp55Qnmpk3ipbVZrN+i5oIbr0jw/uneiK5n91il5/6jcHt9DvSVb+bRDZf8A37sIWX2WWTYz24RW3nssvs8szM4PbzdnLeNfrN/Pbg5t6n2VVf1BFSuXpw82U7R+GZ8g8iIvJkFRU9pIq2TL1L1n5qegRuAMBAU335kSTzOTe0/aRPOKBWbVNFmQcGc8g/oafpVUzybiir6+jb5k2/JiIHVd9mkrUbvmyfMvnGwe3JOsOrm2ySNnqKzaEE7vHkKeGNxqxVPT8y50S+rG/WFQEm26szvKtUqv81Scb0uk+q858NSZHuRX9o1932n9LFO3d9SUREXrRVvZBOsplTiB1q3cG32+WjyYf/DpslvHiPPZl6cXJNwCHVzp3Jxjg/Qaz4wQsAsZtYJTKxoutWDJugewEAoFah9feR9PVxtLIjrvnZ2npNn/WyKV3W9SJmdMAl6mr1JY4r17Pmy5tNXn949L3HCrXtxMea/af3o27TQRn84e6Sp9oNvERt7MC7BrevsKv+w45k4c123ffVUw6+6EWDhde/3q6cnrbLn/mMiAz/Aeg5d49eOrh9hj6m3KrCqQd/enD7yR3pqjfK/kFz1WiMvhENXfs09hG4AaAprjE3ivTRTWR2dZtMpm/OjvWfjtB7/w71pPPs/abI9seqC3y6SviZDO1QglVfsfSqVyXbmbHrtm1LFw/+0R+JiMge9fRNSUnoihfZdetUk/alS6qYd6iGd5DhXaVapc8ljgwP6dwqfU6kl6dlg4iILFU9v+v8SNciH0/e54zae7ovd2V2i9S5npPcvkZ+kK677iPJws+qS8xeprK9M8noyjP6nEKn4pO/h6Pq+T9QX653Dz6bl6qJeF+cVnrb7/P9YuuG2xqRucw5T4gjgSM81PACAAAAAHqJDG8FVSPFrgyyK1KtX8dEKzeoDO8yVbxh5rJ9WH20u1WE1tTbbBuqBrJFPCbyuULNiWvZqGWRKJyrbmZStem7pv0bTrZPWn+3XZ4eZEk/o3b3qv+ZtEjV1drKWbGZ3fPPt+tuu80u33TTYNP6OR+3i7eYwOiN6v7V/9kuv2dw80qVwZ1NZvfdo/ZT1RENmxzJGz2yZJXIkoAucRIRWZIxqSjQY+b4rLOE5yR97P26P3n5U+zyg4ObP1JlvS9U86aaXmAoQ6GzuebqJZXV1cwozgfVKM5mCoMlqoZXlxDbDK8qDtU1yJ55eLtgz490hteeK5nzo0Pq/OZ+x2mwPj86KcnO66ywPpcxmc+svt6s11lIPZ6J8Uy1794q94qIyH/5Kztf79xfnWsffPHFg9uznS8psjO5vVGf592WLr0jmXV4uTprelx94qZet+msbtWrJ83z9RzKY5HtDa2/j6SvJ8MLAAAAAOglMrwncI3IXGfNT96IliurO1jelNxvC07vUo/9dLI8J6eoralioDRy+eN0zXnyeLr8c0l0eonKIm4RFYlOFc/26qyxHrEwzUDraOWkqjZK3v5ZuiRox+BmKJanR600dFb32mvTxZN2DkKgp/+0vXufWr7skWRh7wftyruebZu3czBv4kVDIzIPamh0VLRMNtY3QrfvO0QGGACsMn24a67VPGwNry14vSjJ8H5u5y77wB+r+sp1g3lRr9vz9+mqPz7L3j39fye377HrdqlRmNMrmXSGd8eOdHFJktkdmrkzySAfU7vmId3HziS3K9QE9PfaxckkI7hOvc8nVFbbNbpxE1z1uier8x/dX34umYthu8r62uu89OnwTLp0ngxOBl6r0tuuut8iozjvVMMnmzbrmSuelOzT96mr7w6IHUX5ru2DrPuh7e6clZkb+TlqPJGjaltHkvWPqvM43aYmziGaGAuHcx0UwQ9eAIjdxCqRCVcZQocm4rjMCQCAaITW30fS1/OD9wQ6quurp82rTGRLRy115M/UoOis7nVD0cpnDG70KMc68Tmb3N5u62XvuNdmew/J/SIi8nr1FFOXc5roSd+0xaM4+96zK0KqktbDkqDxYf2UJDo9rVYd2rkzXT585ZWD11E1S7o+6cxkHt8jH7PrplUgW/58MJqjzL3arnu/3U+/kUS3D6uRKPcmmd2ua0hcozwXyQq3OSo5AJRljrWHVH/Y1Py6edk22X7A9NubTbGuiOz6mirS/blkuoHtNsP7by+3d//tzw5uT/+SXXf0Frv8xO/+7mDdSfZqLt33mbV21ngR+anBzX3r1LqH1PLkPx/cHtxm1223i6Yu+biqd9U1vE1m31xz64rYc6WV6moyk9UVEdluZoI4W+37ix0v8N3pdPGO2wfLh+SedN0vq/dpMvn6nG2n+ux9+2GP43FmW1PqfU6qc6bzPdWIpn58/1DG3W7fZHNnM9qZ9xzA997KnEswSwWaQg0vAAAAAKCXyPAGxlU3rEcHnEjmrL1+KB26zS4mkWB5lrpbX/lgym1UfZD8tc323n/vIGN5k/wwXffPkgiurknS0cy8GU09L5+OwKajPKr6IDmuapCToPjr1QiW30qWn/Qbdt3qD9nlA0l028Z2RZZ/2C4f+tfJc7apB1yrlpcmofQ32VWvETtytBndcL+q4TW1uyFFJfNGWLOiqowSHYtJGZovMwihtQd9oPsb1/HJ3N9VptccH/VYDquTHOvrVX/xwb+yVyTJBWbU3Y+kq764/cp0+erk7jermQTO+Cu7PJfU9s6orK4aW1nWJlc0ye/adY++YHD7fD257z+q5ZX/++D2e6ryd49t80WODK8+R7CZ7vr7i6wr8cy50kGxI9huF3Xp1pYks/tv1MbMSYI+XA1dzDYtIiL3327PSX6gzmVOT+phpzKuMnC9f73OXoU1ugbYd/Wha/tZdcV5ZwjxKXM1WVmjasLH75wktP4+pLZkI8MLAAAAAOglMrw5ZEWK82a/qtZH6hGNDybLB3T8dkqlcE29rs7q6lDvEsf9usb33kEkeof6aph6W2fdrdj9k1UP4rp/jaqovTCJkN6gR7DcqUaw3DZI3d653aZzfy2JeP9HleFd9xq7vCEJwB6xiWj5thps+vlmwMU/VW9kuSqKevsgKvxSuTld9XQ1T93hpM16ZMMm5qzrora2TA0NUVcAXcmq6eySnpfVXBG1TvWrr5EfpMvX/db0YOHDr1RbOJYuvfXYoKP77Z+w93777XZ5688lr6MnJFV9/KEkyflPqoj3+Wbzqi5Y5Gq7uOPSwe0HbDbzYlWDvC3NItp2zoidXaGtsSz0523OlXYPZZzULBVmJgjdlbrG/nGdH91uVz6mzoW2JK+5wrkh+93M6g/z9p06A7x30b1uXfTBVc9ZirS56/FSEBd+8AJA9JZIeBfshNYeAABiF1p/H1JbsvGDd4S8keIiEam80S8duVqtIpRmzrvNak61XbNq8rx7kyjjdMaGTYnNUbVuVj/geNI2W9ijR14swzWSpq77WZXUw1ysIt7bf1ONovixf71om9fMDCLe15ynVp636GF6umCRr6rlGRMef7Nd93r7R2syuy9SsVQ9IvP98j0RaSarm8Ud9e12RGUirAC6Eko2Vx8HTZv08dpcCbTCzKIgIs9UJ4mvlO+IiMjn3n6B3egHdb83yBDv+9PXp2vOOl/dvS25PTOjgTPJ7e1q3W3mXEFd5vSDS+3yO44nm7RP+peqBnk2OYnQo1FXnYO+Lvr8RVS/nXbner7hocmJHffvXLxyk+P86MjQkyzffnBdAef6Xtc5tkZd5w2+1yxyzsIVYWhaHD/LAQAAAAAoiAzvCL7RHqtGpEY9PysbarKMr1Yf3UflPvvE65MI8iH10apy2JSO9G5fHM68SKWAjztGadZcWT5XFE/XNOn7NyTzCF+uamRFvmGbd8VFg4XfUxHvM5Nhpr9hs8Iy97BdnjTFuxvsukNq6OrvJXMXf9DWDb9BzbO3RfaLiMi+NDTefL1uGXm/g21mgsn6diG0URtFwmsP+qCLrK5+zTLHN9Nf6O3oee2fm2QMN8m303V/9g416MTlSfHuK+6363aoIZV3JP3YgrqkaV71DZOmeFddOTXx3MHtDSrFec1Munie/JOIiLxWDqTrZtXlYAeSPlL3i20d+7NGHzZXw52q6oo3q6u0dt2eZKinVF3vcxwvoM+Pbp8REZEz5dF01ZnJGB4iIgeT86KsNuVV5HsdYza066vR+iW0/j6ktmQjwwsAAAAA6CUyvDn4aivqZCN3jznv3yKDqO/JKsL3VpVtvDaJwB64UU0kd+O0Y0sz6dKk/ChdfnXyXp+q6lEOJ9FSneGtmuF0Pd9kekVEXqHqhrcl2d7rfksNMTn17MHtxc/WG9AvMPBdvc5mc8+TwYjM/1bVJOmo6T5H9DqUrG4W32iQAICBLmoJ9VVO+rzizKS29zRVG/oBlUX82+sHVy9tv972kSKq73tOkq3VMy5MqWVnf/hjERFZIw+kq35OvfenJO07OJTNtP2l6RuzZmeoS5HaVnM1mh5v4wqVof6Y3C0iIru2q3OJ7Senz7Z+nC6dJ4+IyInnCjbTbfZJ6OcHwLjjBy8ARG+JhHdZERcQAQBQr9D6+zj6en7wjmAih1n1O01me4cjpYuzvbr+50kq8/qOpPZ2l4pG6jl1DyVfzI3qOeeqepeFJJp7SEV1TdQ0a469KjVN+vn6Pev397Tk9X9P1w/NDuYD3H2j/aM/qOYrXp1kiLcNRW1tXfKx5D3vV+99p/wwXTaR+Bizpa55dIvMjRfjewYwvlzzvodIt9N1nDXz9YqIrFfLP5NkLIfHubD91WO3D/r13be7T4JNf6j7/bVJ36jHCDmm+sPZZP1e1Vf7+u26+M4pipwfaf8+ef/3q3OJHcl+1CM76/OGzelo1DZrbOqXRew+aTrTXSfTvqbnya2T6+96Km0L2XX4xfGzHAAAAACAgsjwyonZShvxyjs/Wp2v76tROeSom9FR4emkkHWt+mjPV3GNCZUFNQ6rqO98EuWcVa/pimDWGc101S273t+0KtKdTC7n2Ox4PyJ2brxDqhZYvyezfVfEWrcpK9IcchbBJ/ToM8oIbSJ6kfDag3Hgm12hKtd5QVW+LKHJxOk+cIn6+1qT9INrPf2hdiBZ5+oX87SpCb596vpsfdlefX5kstmnqQzv6Y59pvfXEx1mupvWZpu7uBKgv0Lr70NqS7Y4WgkAAAAAQEFkeEcw0aMidQ6u+kmfMpHoPRnRRhPNzNqm67242umr0W0iWpdV3+TKxubdZ1kRQFdUNvZoYZm6HEZ2BjCOioxr0JasbKWZSbZMH5jF1d9VzeaWOf/R8mbP/X213nd22Wxf7zvfOZF5razXHOe+M+/5ZJ1iP09Dd/jBCwDRC20iepHw2gMAQOxC6+9Daks2fvDmUHYEyC6yZzYC7B61Lm8kO6SopXuk4XxRPt/7KBItjKVut+nIPBFWAH1SJRvZlCaOw3X2675ziS7Of1zZWFe9rz5/2Cujlfkcinw3qj4/NFWz/FlGfd85J0Ee1PACAAAAAHqJDO8JymRzQ6n/yVJkztwuI4tFRkQuEzksEwWMOdIq4o+yV43AxjxCZb+EdomTSHjtAfJrKlNVRdft6OJcp+la5Sb4Zt4oMxp1iLr+Po6v0Pr7kNqSjQwvAAAAAKCXyPDWwDfaY4iR4jYjh3lH8mu6TXr741bzUSQyX1fWFwD6oIvRaKuqa7yOkLK6ZT6Hqv2+77ykySvHfJliAPnxgxcAohfaRPQi4bUHAIDYhdbfh9SWbPzgzSH0Gt0i6ooSuvZJkW0Xibp2EUmPOZoayveVTC+AJuWtdRzHTFnX8wzn7bebPpdwjctS58jITX6fst7buHyHfTjHQBFx/CwHAAAAAKAgMrwnGB7R2EQeN458TigZtTr5oq6uCGPZ/XBoRNQ1+znVsr6jIr3jpK796KvJHvf93LzQRm0UCa896AN9LOmy7w1xbI4sVdpXZ6Y473lFU+cS5r2UyZBmtamtz56sLqzQ+vuQ2pKNDC8AAAAAoJfI8OZQZm7ekBRps4li+qKu+v4VslJERJYUiJ/My/yibc2WiJjXGV2N8bPtgitzq78bsyOyvgCA8ZF13jDqvMKcU4j4zytc5xJ7PG0q0jf5ss2+ue5RL/YzyuIHLwBEL7RLnETCaw8AALELrb8PqS3ZuKR5hEPJf323Sv03JasX/dsgG2WDbJRp2ZD+WyWr039LHf8tc/znetxSWZpuR2/fvKb+p5m26bbHYlYOpv/KWOX5r02u74v5BxTxta99TV75ylfKaaedJhMTE/KZz3zG+5ybbrpJnvvc58qKFSvkrLPOkmuvvbbxdqJ/uj6O9tGocwrdd7vOK7LOFXznElOySqZk1dB5w6jXrvNz5ruTTwjnLehWV309P3gBAJ07ePCgPOc5z5GPfexjuR7/wAMPyOWXXy4veclL5LbbbpMrr7xS3vjGN8r//J//s+GWAgCAMrrq67mkOYfhTNzoEZt9QhnZ0VdXozOqU8ljdS3NpLqEYUImFq1zWZCFdFnX3ehlQ9fw2HbY/eXKjpbZt21mImMZqTiU7yiKmJDw4pcThR798pe/XF7+8pfnfvzVV18tZ5xxhnz4wx8WEZFnPvOZ8vWvf13+8A//UF72spcVem30h+uYPo5XnPj6my72ie5bpmWDiAyfN5jlrHMNlzmZS5fNucSUeh19LmNqe8vMCNFUFpIa4IEy+2F891lo/X0cfX1IewwA0DP79+8f+nfkyJFatnvLLbfIT/3UTw2te9nLXia33HJLLdsHAAD5hN7Xk+EtqEhkMMS6BN88eOZ+nWE1GdysqKtZr++fUBEfndk1dFTWx7TFtz9jyaBqus1dRtx1pHR8o6ZowtatW4f+/3ve8x5573vfW3m7u3btklNOOWVo3SmnnCL79++X2dlZmZqaqvwaiJfveOrrT7KOg67nhXhVjG8edLOuqX7HbNd1BZmIPV9wnUssVaemrvMK1zmFpp+jz2XM5zTreM++z62pzzWU70uM7OcZ37lfH4Xe1/ODFwCiF9qojSKmPQ899JCsXbs2XbtixYquGgQAQORC6+/j6Ov5wTuCiRoNzw/rjlb2mYmq6qytXjbR1Kz7XVFZ1/Oz7jf0/vZFRUOsi7HzDbef1dX7IZYMBfph7dq1Q51gXTZv3iyPPvro0LpHH31U1q5dS3YXXlnHxKrHv1j6nq65zitcNbxZ5xUnPkfEnkPo5/vm8UU7QrziEfUKva/nSAAAiM4ll1wiN9xww9C6L3/5y3LJJZd01CIAAFCnuvp6Mrw1yMrYNT26X110+11tddXL+GpouhZSdP1EVbO6ebPbbbBXQYweNTukzEI/hXaJk0jR9jzxxBNy3333pf//gQcekNtuu03Wr18vT37yk+Wd73yn/OhHP5K/+Iu/EBGRN7/5zfJHf/RH8pu/+Zvyy7/8y/LVr35V/sf/+B9y/fXX1/ou0H9d9xdljtll2lxn3xP6eQ38mr7arMh3JO/3efi8wrR5d5Fm9UBo/X0cfT0ZXgBA5771rW/JBRdcIBdccIGIiLztbW+TCy64QN797neLiMgjjzwiDz74YPr4M844Q66//nr58pe/LM95znPkwx/+sHz84x9nSiIAAALVVV9PhreCvKMcdh091nxZZ3P/8MiKg8dmzaNrRlwuMg+v737XY11Zwpj2fVuqRuGp50UXLrvsMllYyD5GXHvttc7nfOc732mwVUB1vtkR8mbXsjJyrr6x6WN31bnuTR/v6vf1+YWrBlc/xzUPr36+Xna1eZz7uK7Hoalr3/v+FhCWrvp6fvACQOzmlw7+hSS09gAAELvQ+vuQ2jJCHK1E7XyRtT1qeYNsFBGRVQWiga7RFLMyuCZCqyOxrgzv+qQdg2VZ9Jwjcjhd3pPWdDyWrhvHSK4vou3KPDSxn4jAAmhDmSuBisg7Noe+f71sWrRuWjaky76RhE0/p/s4/T4PeUZh7rLv023SM16Y+XF1htZ33uCa8cGX4dX7zNUmxGtqbGt4UQY1vAAAAACAXiLDi0LZXmNKRWpd8+j6uCK0ep2OeC+TZSIyXCNsIrj6Ob4a4nHP9rpU3Q+uzImrDpz93bCFpYN/IQmtPRgrTdcnZl0pY15Xv/5pslVEhvsovWz6O93vua54WqpO2aaGXnPQFldfndXmprley9U+nek2XFndLK4M76x67T0q+0dmt111juo96lxj7GaECK2/D6ktI5DhBQAAAAD0Uhw/yzumo1TrRzyuD0ZFgHV01lWLpCPSvqisa8RnHb1eLsvTZbPetU0d3dVWOWqaZkdECPPIG6Ec92ym2U9jEWkFEBRfZtd3HC8zH6hrxGWT1RWxfZju4/Sy7+ok08/pPvC4HFevuWpRmzRzLO5iBP6s1znk+JzMuUTZDK+p183K6prlpt970/Pb9kXV76N5/t7aWoQ+4wcvAMRuYTK8y4oWik1GDwAAPELr7yPp6wPaY2hD3hEsXdG2rGypq47CF9XU2zKjL2dFv+eT5YMq0rs6iQDrPzNXXbCuD9LvqcnsY+jz2BappQmx/QDQFHN8zDr25R2dWdfjmgxuVg3vXLLs6uMGj13MNetB1rgJU55RnPOq2ncMr3ssaVN95xLm+a6sblabfNvM2w6Mlnd0c811LsWMDyiLGl4AAAAAQC+R4S1IR5SqjjoXCl800xcVNc8frpG1NTSuyKjed64aHb3ORL0POh63LqO+xzevYRl1jjiYV121QGXbm7fezdW2qaH95Y64oyahTUQvEl57gBr4MlXmWOjr1/L2cSLufs5X29o1X6Z81HnFcL83+moz3/pxvEqprjr1rsXSztaF1t+H1JYRyPACAAAAAHopjp/lHRuuB9E1BYvn22tidL4Q60mKRN5M+3WbdQTS1B+5apJERNYl9birHfEZ11yFer0ZtbFusUUem8pO+6L4LnXVkwEYP1X7vrZG6J0q0MeZel1dt6v5nr+Q8bwT2xRiv5X3CrI6tlXX6/g0cX7Wdb9dl6qvyXkDyuIHLwBEL7CJ6EWE7gUAgLqF1t+H1JZscbQycFlZXVdms4yus7l5FYnc6Tn4TI3OEjkpXafnGDT1uK66XP0413LWaI2xaOL71EUtcpGacADIY9SxsOm5UH3zyw6PYZBd1ysiMunJ0B5PrnLK6u/MFU1Z8892ocxxPsS+ocvzr6b75zpnlHC1tenPM8TvC8JFDS8AAAAAoJfI8DYoxMxsKG3S0ec9ye0KWel87KRzFsIBM9+uyHA970yy1ayId4yRwSazFGUjyTHux15aCO0SJwmvPRgLrith2s32Ppb5OF3Xq/uuUX2ciK3R1c85NNSHDvq5qvPP+viuDoq5Pwjl3Ehr+mqsIp9XiLOSmDZlzRDSW6H19yG1ZQQyvAAAAACAXorjZzl6x1Vf9LA8lC5vkI3pssn86hpe1yjMs56Id8zR5zxGRWDrfO95t6Xb03U9GYD+ajP75BtLwR4fbabXPEf3a/r5o/o4bSa9Hmr4OGy232Z/1/f+NDRt7u+6/p7KbKfq+8y6sgPgBy8AxC60iehFwmsPAACxC62/D6ktI8TRykjVNapu7HxRPld0Om/NVVYEr8t5B5uuFysTNfWNxlikVsi1LSKpANqgjz+u42vedWXl3ZbrOLszo2/wbdN1fB2nq5fQrqpje1RR58jRgEYNLwAAAACgl8jwwhk9rjMinjdamBXNy5s9DCUaGHpGnwhqDy1MhjdS4sLokWeBvIpkQ0Pkv6qmWh/H1WTAGAmtv4+kryfDCwAAAADopYBCBHHQEdapJKoa4vxkPl3UXBbJJpJ57E6f51oE0B/m+NR03W5Vpp1Zx84+HlObvnIMzSszD3DWdznG82T0Cz94ASB2oU1ELxJeewAAiF1o/X1IbRkhjlaiNnkzu02PNNyFsjXEoSkTdS2izCjNANAU38jMIXIdR5vug/rYbzetL+cFTQtxP5jv+FRGPTyzR0CjhhcAAAAA0EtkeCOTN2I1LtHdOjOcRbYVSrSz6WxvXYa/j7s7a0dvhTYRvUh47UF0YuzHqhyHy149Y/ZTnRmtPo7fUHUOeyP2/RAzfUyYdYyjMzs0ovuhocf1Rmj9fUhtGYEMLwAAAACgl+L4WR6Q2aH6ADPyYnhzBNYZ0epijj9fpLvrbGaZqG/TtUJd7idX1BUA2hZKH9wF33HYt2+67lfr0vT7YByL4sx+KvLZkF1HnfjBCwCxC23URpHw2gMAQOxC6+9DassIcbQyUCbStF6ta3qUxLy1OlmvXSb7FkrEvEhksGqby+ynEKPjIUZDzX4iEwwgj6zjeSh9k1Ymk9WEJq66KZLZbKKu2CfvPi/yvaGfqled4464599ePGIznyFEqOEFAAAAAPQUGd4a6OhRFzWTZZ4XesSrTBSwzmi/a1tN7LMQM7CI0MJkeJcVLUx23QL0hD4eu/qDkDO9It3XIta1f8q0uevPpurr+86ZzGdLX55P1XNk6qclvP4+kr6eDC8AAAAAoJcCChHEZzatD9ARp9HRxK6jnYavHaFngNGcWOb2BdBvvmxuKP2pTyyZKNexP/S200d1p8y+b/r8wjUnr67r5dx2fPGDFwBiN79k8C8kobUHAIDYhdbfh9SWEfjBWwMdsZrqoJ63CXVGzpuefzY2ob/fMvPkhf6eAMTBlcGtsy/tup42FjHvk1gy/0U0PQNIXnXW4JYR8/cS3YrjZzkAAAAAAAWR4a2Bjry56nn7GG30KZMlRHe6+AyamCdybM0l/0ISWnswVqr2QWSSgGa5/sbqPBexV4joc/QenGuE1t+H1JYRyPACAAAAAHqJDC96o4kalzLRwJAyA3nrp6uOnOh6Ti8iqQCiwhVDqPNcIMR+zNWmWK4k9J0fhXT+hH7hBy8AxC60S5xEwmsPAACxC62/D6ktI/CDt2auEZtnMyLOsUTk8moqsl6mzsNEQMvu49gzu1UwDy+AruhjTt7jN8cpZCmT7S3S/3fR73dx7lh1zt0m5P2chkd+Z07ecUUNLwAAAACgl8jwIhhFooHmsXkzvU0JPatbpn1kSyK0ICLzXTfiBAtdNwCx8GWsXHPzanWO9hriMZ25S7MVuSIp5oxe6FcEdpnpzsri9/Z7H1p/H0lfT4YXAAAAANBLZHhbMFzX222UzhfhrNK+LqJpbdab9jZaKGQQAIRB90FVjksxHpO4umaxJmZfKCPG71OdXFfVhbJP9PdCf1/cf0+7W2gRQsQPXgCIXWijNoqE1x4AAGIXWn8fUltG4AdvzXR0yYzOnBV9MrrO+mpVRzfuUp11XKO22Sdd7B/z3er7vgWQT5mRmfuoqSuWzLZiPOYW+T5wDtC82PeH/j7EXNON4qjhBQAAAAD0EhneBplI2Poat9l0pDaU+d3qen9FthNibYrWRPY972jXRbjaGeL+7JXQLnESCa89CI45RmTV7bruHxd1Znu7OP422a8XQd/TD3XV87vm5I0u0xtafx9SW0YgwwsAAAAA6KXcGV5fHSqy+UeNG831nNCzkS5F3ntb7y+rTU2Olln2/eTNcvja7np9X5t8+8kVQc363nP8AKBlHdt8x7y6rnhq4nhfZ78VSx/vE+N5C9pR19+g+3xZj63D+ce44pJmAIjdvIQ1Eb1IeO0BACB2ofX3IbVlhNw/eImKFGf22exQVFPXD4xHXZIr4uZ7767sYOwR4VDaXyTK3mSmm6wvgBNVHZXXp625bsc9m9nE+BBllLniCe0o890oc94866jbHWBO3nFCDS8AAAAAoJe4pLkFw/WNi+fp1VzRK9dojaFHJctkdbMeS/Yvny4j6UWyGa4aX1QU2qiNIuG1B8FxHbOamKu+6yxjX5T5bJqaWxjx6/q7YV4zunOR0Pr7kNoyAhleAAAAAEAvkeFtwWxmVndj4W1Vzez6smtV5nptOkJXZ03UOEeaQ7w6gIw+AJET58lsZ5TmpsXSziLKnCOE+P67+Gzynn+EuL9iNDzPtz4fN/N8H1LrOP/oK37wAkDsQrvESSS89gAAELvQ+vuQ2jICP3g7ZKJ3ruxW0yM4+zJqel3etvjqMYps0xdla2vexDpfp4mobiiRYiLRAPJooh63iRGR66wv7Mvxsc7zknG5yqrK+xynkb7zjupd5txUm3KO2MxozeOAGl4AAAAAQC+R4W2Za8RmXdfbxdy8db1mkUhm1ShdE0KJOGe1wxXh9WUh2pqncpwi0UEKbSJ6kfDag+CYY38ox14R/3HWYH7X0ZqcYzWmOsu65iOOpY9t6m/ZtR/r+h40sc1Ghdbfh9SWEcjwAgAAAAB6iQwvcvNF7srOs+u7v62IW+iRvSYzCiFlWACgqqaPaSFn2drU5nmB63Fl+m3Xc4pcWVXEuPStbc7SAZTBD14AiN28hDdSYiSXOQEAEI3Q+vtI+np+8LbMPSdv8fl469RErY3r/rIRulHPqxp99dUSh5711WKJgPpGBQcArcixLZbjYOxc+9nVh+adS7nOdvjOC4rMUlHX2Bh1CnFe57pqlYGmUMMLAAAAAOglMrwBGB65eRB5bHoU4yJRuKrZXN/zV8jKkfcfkcOl26YVySK65kMmC4lghTYRvUh47UGwXH0gwlC2Rtc3Aveoz9l3TqC5zg+ytl2lD/dlfdsUUmb3RHXOX12X6EZh9gmtvw+pLSOQ4QUAAAAA9BIZ3g6ZSNiUo663qSh33ohbkVocXy2PidYuKRlfmSoRJZx3VNHrqLGJCjcx2uM4CjniDCBsXWeCOH4NVL3yS6/Le16glTlH8J0f6HMB12u6rqrz6aLfj/E7GmK2d/g7Ovgc92bcz/ldv/CDFwBiF9pE9CLhtQcAgNiF1t+H1JYR+MHbIRM9mlWRr0NJdCkrytR0fVPe7ReJ3pqo7YRMOLeVtT6PBVlwrp+UyZH3F6kRcqmrxreLqG3VSKvrPa8a+g7nGyFzj+yu1A4A8SkyvkOTYsyYda3MKMxlzwuMMucHut835wJZ95s26bYV6debyAKO43fT9z1qMtuqX3sc9/24oIYXAAAAANBLZHgDMDxC5eKsb51R8DJzpeWN4LqityI2QpsVqS1b2zuKqdvRr6mjuq7XdGV9fSMzurLvvkhk1xHEMnU1vpE4y0RfezdyYpcOi2RczNCdI103AKEokgVsOuvb9fG3z1zZ+zLnBU2cE4i4x/ZwXQ1W5gqw0Pv9EDEie0mh9feR9PVkeAEAAAAAvUSGNzAmSngoI+Ltqh0Nka/uxhXBrVLLm2f7ruhu1nN82V7D99m4nlOk3rVprtfPm8kGgCryXmHiO066tlPnsdWXvRvHY2Le9+zK6p647HrsqMcV4bqyq+q5gA9XLA00MTJznSM/m+/w1NCxgrFF+oofvAAQu8MS3kiJR7tuAAAAPRNafx9JX88P3gCUqROtKitKViaD7Jtnt65RGLPqcUc9Nqtu10R4s7ZjHuuL7g7XX5evZw1JiHPnAegH14ioVfu1rq+U6Ysyx/6sUbfzZkazMsCjlDkXyHpNX7YX3clbF815CvKghhcAAAAA0EtkeANjI96js75t8mV9j8jh5P5m2umK0LrWuSK9vkhwVkTZFzXOK6Z6XsP3fYs9g91Lh0TkeNeNOEEklzmheVnHlK77trzGsUY3lOxZmSvEivTfvrpe19VeRWq68/aXRfZz0+cKbY0VE8q5hN73UcweEVp/H0lfT4YXAAAAANBLZHgjFeKouTpCWmS0RRONLXt/l0LM0JbRdRQfwHjw9Vdl+raQsmMhGpWpKnL+0MVo1Tpb6zsHKHNlVow1vE2PSh6iUe+PcUeQBz94ASB2h0VkrutGnOBY1w0AAKBnQuvvI+nr+cEbqOFI6sbO2lEnHX11ZYN9kdwy0Vvfc6rW6laNqvYlKtuX9wGgW74sYdUMjnk+x6wBX0a9SPZMb6vM/LV5r/Yqa9Tz9X2ucxUzVkkeRWo/Q8xIur4HrvfUREa/i3MqjgXjgRpeAAAAAEAvkeENjImiZdWGtlWvWyTq66KjuyaDmzVisquGJmtO3yp8tTpVo7pldFED3Je6YyizEtaojSLRXOaEdvnmnXdpIgvGcXCxIvXTvlkHTN/pOhfQfFd7NUG/ZtOvVZeuv6Nlzj19VweUeU/83Up4/X0kfT0ZXgAAAABAL5HhRe4aHV/0N6tuxUR4i2Rtmxg50RXJ9WWaNV9djuv+MrU8TUctu4iK6u/L2EZlATSCUVpHq+vKsKoZuyLZ3iYVORcwmWrdlxfpw8rMZ9zHPrKu99RE1jiL+bsJdj5eFMIPXgCI3ayEd1lRSJdcAQDQB6H195H09fzgxRBXNNJEt3SUuGrEyxfpbYIrqpsVUXZFdbU+RmDbYr5beztuB4D26X6kaubRdRwuk1EbF0X6bd9nU7UPLHPlV1185wJlRmTO2rd5v4ecUxTH3zqKoIYXAAAAANBLZHgDpaN969V6V7a16dc30bOm6xiy5u2rKwLsyuZmRXJd79UVga1at9u1JiOjvisChjM9h0Y+Fh6zEt7RPJLLnNCcvP1U1uOq1OiRMVus6fOGMsduV7/fVNZ3VI2w71zgEH1UsKr+rQ9f0RjBeCOh9feR9PVkeAEAAAAAvRRSjAAZysxbWCdXlKtIjW9dWemsDPAovlqcsjW6dWV264wgUscCIERFjv0cx+KSNWpu3v7QN/tDmX4/y6jzAd+5QNb9ZHuBOPCDFwBid1hEJrtuxAnmum4AAAA9E1p/H0lfzw/eCAzP/zaIgJbNllaJnutIbtXMpCuq65tfzRcJ9r2OS5lMbpH7i7yWi94PTdST1DXKoa/Wrs4RvgHESx8rmq4pjU3Z43AotYZNjP1Rpt/Pev4oWfuw6XE6mvzsfN+nOmtffbp8n0XaMfwd212yRQgRNbwAAAAAgF4iwxsoX91uVoSxyYh51WxjE1HRrMheE+2rGikuwxUxz9o+c9KNsUMS1iVOItFc5oTmmGORb+5djlnV+PqGLrj6o6rnAE30+y6xz76QV5lzurJ/q018R6seN1zHopD+hjKF1t9H0teT4QUAAAAA9BIZXpRSZ0S+ychpkW13PcpyF6/VRGYl73zFAIA4+eZWN6qO4lxGnXXDTYgiixioOscb4XMYL/zgBYDYHZbwrteZ77oBAAD0TGj9fSR9PT94IzA82u0g8th1zZNvROWqfBFWE0nuUwYXAGJHje5A1dGFY+R7z0VmYhi1nab7fZesc4G83+0uziWy9neVtjR97tc0zunGV0gxAgAAAAAAakOGF5V1MTpw01HbmLUZge3j/ovSrIQXvozkMiegCWWyumWP3W0dh5uef7bIjBR1K7sP2xo5uqom2tFFtrfqaxbJdNc1l3TtQuvvI+nrQ9plAAAAAADUhgzvmKmSjfVFw6rWuJRpS9ltdxl19bU5lIhwHqPeS0zvA0D9TJZzeByKavWseTM0fTrOGjG1OW89rpY361vk+W2J6bPJK8Qa3RDbhDjwgxcAYjcrIhNdN+IEC103AACAngmtv4+kr+cHb2RM1PSQipQWiZh3ER1rosa3i/dRJmPQdI2JTxf11UbWnIt9jIQDKK9sXZ55bOwjx6I8+pO4MA8uukINLwAAAACgl8jwRkBnx6pmDKuIpZZGK9uOKvusqUx2XXPnZW0fETvcdQOAbL7jTNXjUJv9YpN9W9+Px2XmJg7lXGKctPU9dL1O1+cq+nX2Jrf6uxrEiM3096WQ4QUAAAAA9BIZ3p7qe6Q4RDHu8yZrfH2R2iAipQBQgKtueNTjssRSd1zncbrqCN3ov5D+FlyjzCNe/OAFgOjNicjxrhtxgrmuGwAAQM+E1t/H0dfzgzdSIUXBfGJqaxV1jdKcpUi9CwB0oeoc77H0F1njK+RtfyzvsyqyugBCQA0vAAAAAKCXyPBGYMoz565e54oa1zXCXJFsYtfR67rmr9WqZi6qcr1+3ja1mQkm69yF4xLWJU4i4bUHMWj6ShkXV79apK/sc1a7yPkD2dx+qPI3WHWU5aq18eMhtP4+pLZkI8MLAAAAAOglMrw9VTbSWiU71/fIW9eZyyYzH01nG3RmoOv9CKBeWf1NXRm/WLKhZXFMROiqnn/U9R3v4goQ9AM/eAEgeqFd4iQSXnsAAIhdaP19SG3Jxg/enipSfxRKdLnOeQ3HRV3vuYnRpH1tYx5eoH9irONs61gUex8V42eLdmWdS4Ty3Q+lHWgfNbwAAAAAgF4iwzummohyNV1n5do+0bp69L1Grv9Cu8RJJLz2oClZxwyzvmpmsM5jkjnWNXWco08CFvOds1W5gs93/tK/v8nQ+vuQ2pKNDC8AAAAAoJfI8AYqa25ds76LUZhD0pf3UUSTkcus6Kr5nhWZf5HaXAB18GV98h6fXMfJsle1jGPfUxe9n5vYj+OR3etW3r9JEfffZdkrK/Je1Vfn5825TL+Q4QWA6B0P9F8xH/vYx2Tbtm2ycuVKecELXiDf/OY3Mx977bXXysTExNC/lStXFn5NAADi0XW/Xr2vF2m/vyfDGwFXtjcrA+xD7Wtz8n4OZfd9KJ9Z1Xo8oqZw+cu//Et529veJldffbW84AUvkI985CPyspe9TO655x7ZtGmT8zlr166Ve+65J/3/ExMTbTUXHelipOBQjr1F6ONsiKMrVzkXKXPOo8X4eYbO9R1zrava//uuEijyebvawnejHV3092R4AQCd+4M/+AN505veJL/0S78k55xzjlx99dWyatUq+cQnPpH5nImJCdm8eXP675RTTmmxxQAAoKgu+nsyvIHSUaoNsjFdXi+bFt3vi96SURtoOtKbdx7hpuuYivBFytv67vAdrWpOwhspcU5ERPbv3z+0dsWKFbJixYqhdUePHpVvf/vb8s53vjNdt2TJEvmpn/opueWWWzJf4YknnpCnPOUpMj8/L8997nPlAx/4gJx77rk1vgfkoY9jvv7Id38Xx6Suj8PjqIl9XiaT3ZfPvsoox20KcbyPUNqRX2j9ff6+XqS7/p4MLwCgMVu3bpV169al/6666qpFj/nxj38sc3NziyK2p5xyiuzatcu53ac//enyiU98Qj772c/Kf/tv/03m5+fl0ksvlZ07dzbyPgAAgFuevl6ku/6eDG9gXKMw+2p4825TxEayYhqVsi91x03P/5hXE69fJkIa++eJfB566CFZu3Zt+v9dEd8yLrnkErnkkkvS/3/ppZfKM5/5TLnmmmvk/e9/fy2vgXyqHlO6OCZmvWZbx6Um5hbWQqzbDYVr39Af5ZM1urk5B2j6isMiozT7rqrL+z2ILwPcjab6epF6+nt+8AJA9EKbiF7EtGft2rVDnaDLySefLJOTk/Loo48OrX/00Udl8+bNuV5t2bJlcsEFF8h9991XrrkAAAQvtP4+f18v0l1/zw/ewJhIlK7bzcr2jlqnuUZrLBKxylsb0nSUv2oN7jhHcOvMJuSd85KoKPJavny5PO95z5MbbrhBXvWqV4mIyPz8vNxwww3ylre8Jdc25ubm5I477pBXvOIVDbYUWl1ZxLJz4ubV9VU1RlPtiOUqqLbqdsucE2lNzOXaRMY9lO+11nQG16fIeaRvlOfZ9IrLQ2od5zVVddXf84MXANC5t73tbfK6171Onv/858tFF10kH/nIR+TgwYPyS7/0SyIi8ou/+Ity+umnp3VB73vf++Tiiy+Ws846S2ZmZuRDH/qQ/PCHP5Q3vvGNXb4NAAAwQhf9PT94A6Ajf2YUZt88uyHV53QZZQxpxOO8YmknYhLaJU4iRdvz8z//87J7925597vfLbt27ZLzzz9fvvSlL6UDWzz44IOyZIkdZ/Hxxx+XN73pTbJr1y550pOeJM973vPkG9/4hpxzzjm1vguU5zvWhdSPGbFkS0MUy5y3bY4U3OR3vOkrI5pWdQ7mEL9b7Qitvy/eli76+4mFhYWFXA8sOMEv8tMHxC2yTUSGL2l2Xd5c5CDqOqD38bKM8T34+bXZGbouadbLe2T30O2J9/dZzsNtbvv375d169aJyN+KBPfj4aCI/EvZt29frroehKFIX2/6oaxp8vLer4Vy4t5Ef9L0e+u6D2zrB69vWsYy50e6D+p6P5bRxbREVb/PTfzgLTMgaxPnKnX39SIh9/dx9PVkeDtkDsr6B22ZGl4MVI38xTRydVGxR4IBxKHqrAJ91matctN9VN/6kazvaGx9fZauM6NN1OZWvRrDtc1xCb6PI37wAkD0QrvESSS89gAAELvQ+vuQ2pKNH7wdckW/XTW8RMebUzZKHVudV9+i8QD6yXdMrXosc/WnrqxO0xmxqpdjoh5lZq4IUZGrB9o6fymy/Srfff5ukMcS/0MAAAAAAIgPGd6WuTK3rhrepl7TNSdc7JFNo61oYtZ2Qsz2thX59L33EPdNv8xJeJcVzXXdAPRQ1TrYMv1d6Mf5tpBJa4frO1rkSj/zHa3z88q7raav0KiTa9CqOITW38fR15PhBQAAAAD0EhneDrmmGPJNO9TF0PMhC+n9xlbXCwAxy3usbSLTFeJxPsQ2dS3vOVPXozQ3kWX0XQ1R5xQ/PiFldjGe+MELANELbdRGkfDaAwBA7ELr70NqSzZ+8LZMR7nMct4R9VCNaz+WHQF7VDS2iYnRm5b1Onnb6nrPWfsovnoZAC7mb1n//eu/71D6rtDnIQ+xTbHQ37cy/bkvY99WRt831kpVXYxx0gXfPnMdn/Q6rpLoL2p4AQAAAAC9RIa3Zb75dc26cZkftqwY31+IUdO69mOMn0e/hHaJk0h47UEbfBmWvswrP44jNxfJlIeyT/K2OaQrr7r+G6lrlOe2znmK7C9/Jn13Xc1qUGj9fUhtyUaGFwAAAADQS2R4W5CV1fWNyIxsVTPZZfZ53trTUCLbIt3MiZd3P1HLC8St6b6rTBbR9Rz9uKbnKO1i5Ogu+pwu+7msrG3V+WsxLPTa9yY+W9/3CfHiBy8ARG6JzMlEYJO/L8iczHfdCAAAeiS0/j6Wvp4fvC1wjcx84vKodSivzf3Z9Dx2fRFSBhxAc9q6iqnITAfm+NNU9irv1UehZ89i0cR+jKU+GUB+1PACAAAAAHqJDG+DXNHtUSMz913TkdgiUde889wVqeGoa4RsoscoapXMy0RgFxUtyLw80XUjEISqc6VqVY+PbWVTi/RNZWqR+6jqe26rfnocR+jOq82rFcrMV+w6p4utVje0/j6Wvp4MLwAAAACgl8jwNshEunyjNPddWxHQMpHFJiJ7ZSOcRIoB9FHZvm6cj4nj8t7L1F/7FNl3RV7fCCUjSKZ5oOznMc77bBzxgxcAIrdKFmSJLHTdjCHzshDFZU4AAMQitP4+lr6eH7wtGMcRGEOJnDESZrNC+ZwBxKeu0XCrHueb7ifqGt+hT2Luj/UVC118pr4ZPvryPfO9j7q+Q1lXoEylc3bbDHIo2X0URw0vAAAAAKCXyPC2TEekTFSpyYiyyHCUzLxm11GqpiPqh9LIXLkMQszR5xB1/X3ru9WBXeIkMrjMCYhBmexY6H1EH0d5zpsp9302rv6oSC1vF/1Zke9bE1cU5D2nqut1ijw29L/FuoXW38fS15PhBQAAAAD0EhnewOQdzbLOCKN+zbq2G0o9SdlMcojRzLp0EQ2dpQYGQA5dZyGbPD423S82MeJxnerat232Ya6r4vQ504bkdo/sbq1NedX5efcxi+rKhHN+0l/84AWAyE3JvEwGNBG9iMhcYO0BACB2ofX3sfT1/OAdA64oX1ZWt4ka31BGqCzz+kUyxF2/v1CY7w77A8Ao43yM6DpjFkq/rLmucAsl45Z19V2T7avzO9LHmu62sJ/6gRpeAAAAAEAvkeFtUBNRoTLRxDLtaKKuV+s6uj1umtrfo7IE+ntDhLRZq0RkaWAjJR7vugEAvLqu6/WNW1L1XCTvuChlx/uw2w+vhtfH99l3cZ6W9ZpdfDfN963rEbpPFFp/H0tfT4YXAAAAANBLZHhboCNTw3Pi1h8pCjmTFuOIxyHW7RZpE5l0AF3LGuEWKMJX41vXd6tIvx5Cxq8Ovhrfrs8l2qpB1t+hqWT7ffmMxx0/eAEgcqtlIahLnEREjgfWHgAAYhdafx9LX88P3gaZqJCODu2Vx9LlriNmfdPH/VnmPYW4H4iQAv2lsyKu40/ZzBsjy8KnalbX9E1Z2/F93+jbutP0uY7Z/t5GXwVtoYYXAAAAANBLZHhbsCdj9D4TUZwaqpOoJ1pInVS8mo5a1jnX4SFHjYtrHZo1JfOyLLDJ348F1h70Q9ejCofI7IcQr+7RQqoJPZGvv8q6f1y+g01/x3znrF3Md+zK/uvz9a7OcULr72Pp68nwAgAAAAB6iQxvC3QUaFZFknbKDhER2SAb1f3FM7Ou+ilf5GkcM8B1RhBHRXW7jlyXiaIXmetwXCLaAEbr+lhnhNKOLHXNcdrEsbfr43mZUZarZtbKnAtk7SdfDXDez7nrz0ELZU7eupQ994t5jmUsxg9eAIjcalmQZYGNlHgssPYAABC70Pr7WPp6fvC2TNfzTjkjeqMjSa5I1QbH47KicSFFEUfxtbNM5rLIY30RZPP6IdYkuWrc9Lqq8xZSQwdAq/OKoSLH0VCOuS6+Y2Odx85QssU+vna2VRNZ9WouXx8a+uwKvnpc1/nNOBv+jMn2xooaXgAAAABAL5Hh7ZCJEu4p8BwzivN62TTycb7MY4iZya6ViS7Hvu/qiqgXqXlC/VbJgiwP7LKio4G1B+GJ8fjpyo61dayrur+aaGcXmcmu1ZXV7UreK9TafE9NZPerXsEW6kwTofX3sfT1ZHgBAAAAAL1EhjcAZaJI6ws8tkgtUShRSl8dKgZ8c+r69lkTc9+FGhUF0Iwix5wyqh6n6uzjuuiHQun7umhHKFndsrqcX9YnlO9VnaqOJ1Bk/BjOdeLCD14AiNwqmZflgU3+vjSw9gAAELvQ+vtY+np+8EZqOLK0MfNxeYQe5Qu9fW3zRTCLjDbt4hqBkkgmgBOZbEjX87r7jnlNXzHUlz4qlPdRJKvr+ryr1m76xJ51riLkjHVRZdo6zp997KjhBQAAAAD0EhneMVAmauurDa2aRQxFzG2vQ9X3b56vo55m3bjv2zatkgVZEdhIiUsDaw/C0+X4DCGOXeFTNbsW+vv0Zc/y9ilF5ppves7cEPtB137O+56K7Nu2NNWOED87kfD6+1j6ejK8AAAAAIBeIsPbA3VG3EY9vy9ZXZH22t/FPqvzdZhfF0DX6uzjQs9yuuR9z33qow39Pqq+p1Aykl2r628glO9YkeOD75zGdX8o7xPV8IMXACK3ShZkZWCXFU0G1h4AAGIXWn8fS1/PD97I2PpIHaGrNkpzmahnLJHkkCLCsYx4XOSzJQMMoM3MWYg1hE2o82qtMn1O3tdvoj/LyuqavsX3mkVmMsj7nCyh9+dt8Y370pZxOT6gOGp4AQAAAAC9RIa3B3RGbSqJbrUZ2eoyc1nkfVaNCtcl63Xqmk+w6fdBjUt4lsp8cJO/h9Ye1K/reti+HHdCyUTVebVXXfO1Vp0BwPUdrfN7G8uVW00ok0lvYj+F8vfTltD6+5DaMgoZXgAAAABAL5HhjZSOeq7vsB1taiKK1+So1icKJcNcxDhHrwGg75oYp6LIY4tcMVSmHxq+Ai5f7W4o9ajjrulzPvOZ6ow/n3N/8YMXACK3kPwXktDaAwBA7ELr70Nqyyj84O2B4YhU8RGb89aOlo18hRItbTObO+r5MUUQTVsZeRlA3fLWUhYZ9yBGszWNvdGX/aEVmQnAfJ/KjNRbpB7Vd87Ux8/BCPFKtDqNy+c4jqjhBQAAAAD0EhneSPmyulVHISSyNdBWDUnTmpqbjsxvGEK7xEkknsucUJ75+88aR8J1rCnSN+XNuvWlv8p6HzG+zy6u7DLfx65HD++zsucSMX13Qxdafx9SW0YhwwsAAAAA6CUyvD1QJHIWyrxoZbKcTWUpXfpcp9J0pJVILjC+ms7qNi2UMSdCev269Lk+sm/vJ4+q77nrv3WMF37wAkDk5pP/QhJaewAAiF1o/X1IbRmFH7w9Y0fVtZGzPtazNDGnLdHGxUxNlG9/j2N0Gxh3ofQtTWcO+5yZrFPVftc3JkTVMSPMa+nXpN9vB/sZXaOGFwAAAADQS2R4e6BM1LPvUeq88xoSdSyu79+dGIU2aqNIPCM3Aj4c8+oX28jTbbYztn0TOt9+1OfQMezz0Pr7kNoyChleAAAAAEAvkeHtGd+8iE1Gr0LKlobUFgDoI19/c+LjRJqv+62aHYshw4Nw1PV9cZ2zZJ3H8B3Np+p+qlozjrDwgxcAIhfaJU4i8VzmBABALELr70Nqyyj84O2ZUEbN7EKRrG4sGeC65h5uepRRIqEARNzHl6yReJvsrxhZGQhH3nFVqmy7bub4xPGjH6jhBQAAAAD0EhneHogxq9tFxCyUrG6ROW2baLNrm9S7xW1BFoKb/D2Wy5xQnT4OVO2Pmj7+IS5N9zFNZh7LtEOk+7Y0yfc+uzinyDpmub4bq1T7ujr/Ca2/j6WvJ8MLAAAAAOglMrxjoK2aqRAjdyHJ+/7rjO7WFb2mHg5AHVx9UJ8zWghPkWxqF/1dn/tY3/4O6VzDtCVrjBLmS44LP3gBIHKhjdooEs9lTgAAxCK0/j6ktozCD140gohXGMicAAgVx6dhvtHuuxivw5cNbeIz1PvBtU+yzi9cGTk9R7R5XozjnmAxriREEdTwAgAAAAB6iQzvmHFFS2OJdsaSDahzxONQ3jNR07CFdomTSDyXOaE55vil+5i2jmkxHrP0fnL11W2NxxGqvDMcZNeBbmyiWWhB3uNGSDXATQmtvw+pLaOQ4QUAAAAA9BIZ3p4qMgph6FHjULKcPk1EE6vOzRfKHIMAxsPwnJWrFq1rWl+yOl33xW31HbOOeU3r/Azzbqsv35s+Cf28he9MXPjBCwCRm0/+C0lo7QEAIHah9fchtWUUfvD2jMnWhh4ZK6LLLKWvpkrrek62LqONRDoBNKXqlS7I1vSxu0gfariyvkXo5+jXN+sPqe8Q36d2xFi779pW3u8wwkMNLwAAAACgl8jw9oBrzjnfPHW+bXVdP+TSZpTf9f7LRKp9fO/JFeku8t6bHtmQzG4YQhu1USSekRtRL31MOFRx3tYQ6y997e/LMbFqH1vmHMJmYOvLovm2xTgX4Spzzuc6l8l6ru9v1TWvcwhC6+9DassoZHgBAAAAAL1EhrdnTMQqxAxtncrMWVtnhtjsX1fkr8554Fzbano06LztAICiqh4/ujj+VL2qhmPmQJF5hptgtr/e87giuh67Y1zkPeej3h9Z+MELAJEL7RInkXgucwIAIBah9fchtWUUfvCOAV+Uqy/Z4C4ie03U9VZV5r2TwQVQN9exJJb+ps4+JOQsYIjH/qba4bpKKpbvIxYrc6Ufxhc1vAAAAACAXiLD2wPDUa6NIx87LtHMvKPzdRENDCWKXge7/3Z32o5xF9pE9CLxTEYPaOOSIXK9zyIj3NZFXxnV/PgUo8+P0BxGw65PaP19SG0ZhQwvAAAAAKCXyPD2jI1mEskUKTbPrb7fVY/ryo43XbfbVjY463VGjUYNACLZc+/Gks2JpZ11yptxy+obXHXJrj40a5wL13ab7u+6mOEAw4qckzWxfYwvfvACQOSOyOGum7BIiG0CACBmofWtobUnCz94MTZ8I/r5IoN5s5xZEcousrVNRDiHt0ntLoD89HE075gSvrEYQhRy27Sm25nVb7pGTG7rSqKsKxKMsllvFBNLRp/Pux+o4QUAAAAA9BIZ3p7SkdL1DWy/idqLLnQRYSySdW16jsQYPzMsdlgOybzMdd2MIUflSNdNQEv0ccqXtS0yU4DvWFnX/LZVr4pp4jhaNdvZ9IwMrhrgIvvBvL896iqhtrLNvvMj1/eBvjIMRf4++/qZhdbfx9LXk+EFAAAAAPQSGd6eMZFLHbV0RbnKRH+7GvGuywhr0yMKFpF3/+s2VY3CA0BZbfUZbR6bYzl+5p1poKoiozjrNu2Vx4Zu2+CqG/adH8XyeSNb1TEAhq9gGf3dQbj4wQsAkTsks3I8oEucRESOytGumwAAQK+E1t/H0tfzg7enhiNPi+fkLTNSZptcEbmms5RtvWaboyhT9wtgHFXN6nCcq8bsv6y5d03t7p4ORvr3ZXg13/mRr9a6rfMrX0a/TE14iOeGRbQ1BgDiQA0vAAAAAKCXyPCOgSLzy46K6BXJTHZd7zqqHVqRSG8T2sr2ln1v5rvR9dzCGO2wHJQ5OdZ1M4Yci+QyJzTHNYZA13zHxFCOaWWya1lZvC4yda6+Q2dzu8jsGno/meWmvqNm+01/Bq5sbpGsbtU5sY2m/n6a+HxC+VsvKrT+Ppa+ngwvAAAAAKCXyPD2jB2FUEf7bGRsyhNxzzuyoy8y1sW8hmVep++jF/veU5m6Hld0HMD4Gh6JV/c3o68oKqNqpqePx3kj9JrLrq+oGt2OxWOd5BHiPm+iTXn/7uo8p+JvHXXiBy8ARG5WDsnxgC5xEhE5Flh7AACIXWj9fSx9PT944VW1BqVMHVfTta0uZeqSta5rgJvcfiiReQDhMMeCrL7Bdawocjx39T2hH3/KzJdeZTtdyTs+RIx9h/6+hf45GHXu27recxdX0JV5nayrTlznP1zVFi9qeAEAAAAAvUSGd8z4sq1lsrhNzyXbVoS1at1L3ucXiRAWiVaWySy42kwEMz6zckiOybKumzEkpEuu0Cx9zJjyHF+KXL3TZX1k0/1Oke13mWX0fQb+uV67G425iKxzDrOctR+66C+rXjkRsq7fRwxXIYTW38fS15PhBQAAAAD0EhneMeOKnvkiuFVHP65LmyMPrpCVtWz/iBzO/Zous54MbFvR0BiingDCV6YPKrPNqrrONPnU1R/63meRvlBva4/j/pCvHsqq293gGb3Ztf+a6C+76PeLyFuTnvW4JuqGffLOYhFjHToW4wcvAERuVg7J0sAO58fleNdNAACgV0Lr72Pp68PZY6iVjnK5Ipd63XrZNHJbZUZZ1kKZp87Vfl/0eknFq/6rZor18022uOrIh76aq+H6pcXbH35OHPVZANrhqn/M6o9cz6n6mk3oYqyDOvvNvPunan9Y15VRXXPt+6rvrWpm0F8rHYeqs2G0aVXyme3tuB2oBzW8AAAAAIBeIsPbM67omCu6rrO6ZSLJvih9F3PCFZkP0MdEc+dlPl2XN9urnxOiMhHUVRkjr5pl6lq6dVgOyaRMdt2MIXMy13UT0DBzLNF1jvr4YNaXHXU/xKuDfHMPV8m+NfV+q16lNYru7/SYFXvlMRER2Sk7FrUjJKZNe9TVSvr8KKSMoxHK30WbdcVNXBlixkg5lHFVm+vvZkq9566+z6H197H09WR4AQAAAAC9RIa3Z0zESY/uOxyFGj3ioKEjd2Uia777847oJ2Kzra4Ma1PZ1BnHGJNNRDDLRAizsiWjtpXV9qojTMZcSwSgHvo4skW2pcsmU5aVkXKN3Fqk7xj12LLZl7x9W5nt+0ao9R1Pi2SVXfup7PZH0ds0WV0RkdvlVhEZzvCGyGZ273Levzc5Z8oa68S3z0LpI4t8tnnPC4rUFZepg8977lm29tw8L2t0cXOFyp6hsUoYtyRW/OAFgMgdCuwSJ5F4LnMCACAWofX3sfT1/ODtqT0ZUSgTUduiImu6/sodgR49irNRNavre6wriqdrhpqup2gis+CLcJaJ0hd5HVeNimvOue/L3em60GuyALRLHweG6/pGZ4Vcx4+8c2OeuFyXIsdk1zpftnXUuiLyvk4drzXqNZt4nS7oc6Y9ctOi+5uqPR817opvO0XaVGyk9N2L1lX9bKteETFqP+nzQM01Fotmnpc1zy7z8PYLNbwAAAAAgF4iwzsGhiOXg+V7M+pVQlZnBrmJ13chGog2HJZDleeMrlvoo5WjOnN826mOc2VqNrOOrRw/EYqqV6hloya0qjrHV4nhmBNafx9LXx/OHgMAAAAAoEZkeBGNriNvXb8+APQRx1YAZXH8QB784AWAyM3KwaAucRKJ5zInAABi8f+3d/8ujcNhHMc/rVAzOAoNiuAiOCgKSktdXAodunRSXBRxcHAQOopYt06Ci4t/gCguTiJIVwvij8XBTXBK1aWC51mouc0jXPRy3nnfJLxf8Az98jR8EwofHtI2Ycv7qGR9eK4YAAAAAAD/EAMvAAAAACCW+EozAETcs56VUML0Njxcuaa3AABArIQt76OS9dzhBQAAAADEEgMvAAAAACCWGHgBIOK+65ue9RSq+q5vf3weW1tb6u/vl2VZymazOj09/bB/f39fg4ODsixLw8PDOjw8/OwlBAAg9MKW95/Jeun/5z0DLwDAuL29PZXLZVUqFV1cXGhkZESFQkF3d3e+/ScnJ5qZmdHCwoIuLy9VKpVUKpV0dXX1n3cOAACCMpL3bkCSKIqiqL+of63ZbBo/p99Vs9kMdC6ZTMZdWlp6e91ut92enh63Wq369k9NTbnFYtGzls1m3cXFxc9fUBj/vFAURUW9vkLY8z5o1ruumbznDi8A4Ms8Pj566uXl5ZeeVqul8/Nz5fP5t7VkMql8Pq96ve573Hq97umXpEKh8G4/AAD4GkGyXjKX94EfS+S6buCDAgC+XiqVkm3bchzH9FZ8dXV1qa+vz7NWqVS0vr7uWXt4eFC73VY6nfasp9NpXV9f+x7bcRzf/rBei6gg6wEgfMKc90GzXjKX9zyHFwAiyrIs3dzcqNVqmd6KL9d1lUh4nxfY2dlpaDcAAERTmPM+ClnPwAsAEWZZlizLMr2Nv9Ld3a2Ojg41Gg3PeqPRkG3bvu+xbfuP+gEAiDLyPli/H37DCwAwKpVKaWxsTLVa7W3t9fVVtVpNuVzO9z25XM7TL0nHx8fv9gMAALNM5T13eAEAxpXLZc3NzWl8fFyZTEabm5t6enrS/Py8JGl2dla9vb2qVquSpOXlZU1OTmpjY0PFYlG7u7s6OzvT9va2ydMAAAAfMJH3DLwAAOOmp6d1f3+vtbU1OY6j0dFRHR0dvf1Rxe3trZLJn19KmpiY0M7OjlZXV7WysqKBgQEdHBxoaGjI1CkAAIDfMJH3CZe/ZAQAAAAAxBC/4QUAAAAAxBIDLwAAAAAglhh4AQAAAACxxMALAAAAAIglBl4AAAAAQCwx8AIAAAAAYomBFwAAAAAQSwy8AAAAAIBYYuAFAAAAAMQSAy8AAAAAIJYYeAEAAAAAsfQD1BemtB+5svMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,2,figsize=(12,10))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(reconstructed_object[0].cpu().numpy().max(axis=0).T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(reconstructed_object[0].cpu().numpy().max(axis=1).T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Methodical Way"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `get_SPECT_recon_algorithm_simind` is function that allows convenient formation of a reconstruction algorithm for `simind` data. We can also build the reconstruction algorithm from scratch, explicitly defining the components of the system matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "object_meta, image_meta, projections, projections_scatter = simind_MEW_to_data([\n",
    "    os.path.join(path, 'body1t2ew6_tot_w2.hdr'),\n",
    "    os.path.join(path, 'body1t2ew6_tot_w1.hdr'),\n",
    "    os.path.join(path,  'body1t2ew6_tot_w3.hdr')\n",
    "    ])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The CT data is loaded in a similar fashion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "CT = simind_CT_to_data(os.path.join(path, 'body1.hct'))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As usual, it is good practice to ensure the CT and projections are aligned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HUVtbm5Mq33///XjttddyEuUQbrvtNhx99NHYY489sGrVKvfvhBNOQFtbGx544AF3HgDc8oMPPogjjjgCJ554Ih588EEAidz56aefdm0jInY1TjzxRDzyyCM4/fTTsXjxYnz729/GySefjL333ht33HGH155nlC+99FIAcP/XS6USfvOb3+C0005DqVTK/Z85+eSTsXbtWjzxxBNob2/H7373O5x22ml473vf6x2nkhLCpVKpolmuf/7zn2htbcX48ePxne98BxMnTsTPf/5zHHTQQYVpIxMmTMCf//zniv4NGzYs2MfmzZtRX1/vrRfT1c2bN5cdf0TErkJniGuAxPj3lltuweGHH457770XX/7yl/Ge97wH7373u3MpPzU1NairqwOQqHHeeecdtLa24r3vfS+eeOIJ1+6Pf/wjamtr8ZnPfMatq66u7rBipiOIcU1ExPZFjF92bPzyuc99Ds899xwuvPBC/OMf/8DTTz+Nc889F2+88QaAfPwSY50dg5h+tYsgkrP169d3mTG88sorGDNmjCe7EwntK6+8klu/3377efsD8BzQpY97770XGzduRENDg1u/zz775NrtscceAIDVq1e78T/88MP46le/ikceecTz21m7di369+9f0fkJBg0ahJNPPhm//e1vcf3116Nnz5645ZZb0KNHD0ybNq1w36VLl+Kpp57KkVkab731FoCkoseYMWPw4IMPYsaMGXjwwQdx/PHH45hjjsGll16KF198Ef/85z/R3t4eg5+IToUjjjgCt99+O5qbm7F48WL89re/xfe+9z1MnToVTz75JMaOHevajhkzJrfv/vvvj+rqapcnvnLlSqxZswY33ngjbrzxxuDx3nrrLaxcuRLr1q2rSDK9rViyZAmAhGzeZ599cNBBB+Gxxx7D9ddfjyOPPBJPPfVUUGK8xx574IQTTtimY/fq1QtNTU3eesnjDx03IqKzoDPENYKzzz4bZ599NtatW4e//e1v+NnPfoZbbrkFp512Gp5++mn38nDzzTfjO9/5Dp599lm0tLS4/XX88sorr2D48OHo3bt37hgHHHDADht/jGsiIrY/Yvyy4+KXz372s3j11Vcxb94857X63ve+F1/60pdw1VVXoU+fPq5tjHV2DCKps4vQr18/7LXXXnj66ad32RgOPvhgANlNYHtje/yn1LnfGqVSCUBifPbBD34QBx98ML773e9i5MiRqKurwx/+8Ad873vfy5n4dQSf/OQncdddd+Guu+7C6aefjt/85jc46aSTzKBG0N7ejhNPPBFf+tKXgtsPPPBA9/f73/9+/PWvf8XmzZvx+OOP48orr8S73vUuDBgwAA8++CD++c9/ok+fPjj88MO36hwiInYk6urqcMQRR+CII47AgQceiAsuuAC33XYbvvrVr5r78IyU/P/85Cc/afpTjB8/3v1/3xl4+umnMXDgQIwYMQIjRozAu971LkybNg3jx4/Hueeei0cffRTHHnust19zczPeeeedio4xePDg4L1t+PDheO2117z1MtO11157dfBsIiJ2HjpDXMPo168fTjzxRJx44omora3FzTffjL/97W849thj8ctf/hLnn38+zjjjDFx22WUYMmQIampqcPXVV5vlv3cGYlwTEbFjEeOXPLZH/AIAV111Ff7v//2/eOaZZ9C/f3+MGzcOs2bNApC/T8RYZ8cgkjq7EKeeeipuvPFGPPLII5g0adJOP/6BBx6Igw46CL///e/x/e9/P8eihjBq1Cg89dRTaG9vz6l1nn32Wbe93P4A8K9//cvb9uyzz2LPPffMqXQqwZ133ommpibccccdOVVPqHpFR3D66aejb9++uOWWW1BbW4vVq1eXlSgDCZO/YcOGihjvo48+GjfddBPmz5+PtrY2TJ48GdXV1Xj/+9/vgp/JkyebN8+IiM4CkRTLA1mwdOnS3Iz3888/j/b2dmeIPnjwYPTt2xdtbW2F/2fa29vRr1+/si+LlciYy2HJkiUYN26ct76trQ0AghV9AGDhwoU4/vjjKzrGSy+95JnCA8Bhhx2GBQsWYN26dTkDwb/97W9ue0REZ8aujmuK8N73vhc333yzu081NjZi9OjRuP3223P3Dn6xGzVqFBYsWIBNmzbl1DrPP/98Rce17kvW+hjXRETsPMT4ZfvEL4I99tgD73//+93yX/7yF4wYMcIJCYAY6+woRE+dXYgvfelLaGhowKc//Wm8+eab3vYXXngB3//+93foGL7+9a/j7bffxqc//Wm0trZ62//0pz/hrrvuAgB8+MMfxooVK/DrX//abW9tbcW1116LPn36BNlfjeHDh+Owww7DzTffjDVr1rj1Tz/9NP70pz/hwx/+cIfHL4GBZsLXrl2Lm266qcN9afTq1Qtnnnkm/vCHP+BHP/oRGhoa8JGPfKTsftOmTcMjjzyCe++919u2Zs2a3DUW+fG3vvUtjB8/3smpjz76aPz1r3/F//7v/0aJckSnwoIFC4KzTpJjzqmV1113XW752muvBQCccsopAJL/vx/96Efxm9/8JhjwrFy5EkDiX3HGGWfgzjvvxP/+7/967WRMQgrr+0tHsWTJEqxYsSInDW5ubsZ1112Hww47LDfbpLE9ctKnTp2Ktra2nJS7qakJN910E4488shcNYiIiM6IXR3XbNq0CY888khw2z333AMgu0+F4oe//e1v3v4nn3wyWlpa8OMf/9ita29v9+5vFhoaGoL3JOt+FeOaiIjtjxi/7Nj4JYRf//rXeOyxx/D5z38+JwaIsc6OQVTq7ELsv//+uOWWW/Dxj38chxxyCM4991y8613vQnNzMxYuXOjKhXcU9913X0WlP4HEPG/JkiW46qqr8Pe//x1nn302Ro0ahbfffht//OMf8de//tUZ61100UW44YYbcP755+Pxxx/Hvvvui8bGRjz88MO45pprKjJHnDdvHk455RRMmjQJF154oStp3r9//4oMEBknnXQS6urqcNppp2HGjBnYsGEDfvzjH2PIkCEe695RfPKTn8TPf/5z3Hvvvfi3f/u3ilREl112Ge644w6ceuqpOP/88/Ge97wHGzduxJIlS9DY2IiXX37ZlSo84IADMGzYMPzrX/9yBmwAcMwxx+Dyyy8HgBj8RHQqXHrppdi0aRPOPPNMHHzwwe5e9etf/xr77rsvLrjgglz7l156Caeffjo+9KEP4ZFHHsEvf/lLfOITn8CECRNcm29+85tYsGABjjzySHzmM5/B2LFj8c477+CJJ57AX/7yFycJnjt3Lv70pz/h2GOPxUUXXYRDDjkEb7zxBm677TY89NBDGDBgAN7znvcAAL785S9j+vTpqK2txWmnnYaGhgZUVVWVLQm6du1avPrqqwCAY489Fueddx42b96MX/3qV/jHP/7hmcFrbI+c9COPPBIf+9jHcMUVV+Ctt97CAQccgJtvvhkvv/wyfvKTn2xT3xEROwO7Oq7ZtGkTJk+ejIkTJ+JDH/oQRo4ciTVr1uB3v/sdHnzwQZxxxhku9efUU0/F7bffjjPPPBNTpkzBSy+9hOuvvx5jx47Fhg0bXJ9nnHEG3ve+9+GLX/winn/+eRx88MG444473L2p3Az7e97zHvzlL3/Bd7/7Xey1117Yb7/9cOSRR5r3qxjXRERsf8T4ZcfGLw888AC+8Y1v4KSTTsKgQYOwaNEi3HTTTfjQhz7kmTTHWGcHYWeX24rw8dxzz5U+85nPlPbdd99SXV1dqW/fvqWjjjqqdO2115a2bNnitS9X+vPOO+/scEm4v/71r6WPfOQjpSFDhpR69OhRGjx4cOm0004r/f73v8+1e/PNN0sXXHBBac899yzV1dWVxo0blyvnWSplJc3nzZsXPNZf/vKX0lFHHVXq1atXqV+/fqXTTjvNlcAUSEnBlStX5tbfdNNNXkm9O+64ozR+/PhSz549S/vuu2/pW9/6VumnP/2p167S0p+C1tbW0vDhw0sASn/4wx+Cbbj0Z6lUKq1fv750xRVXlA444IBSXV1dac899yxNnjy59J//+Z9e6cSPfexjJQClX//6125dc3NzqXfv3qW6urrS5s2bKx5vRMSOxj333FP61Kc+VTr44INLffr0KdXV1ZUOOOCA0qWXXlp68803XTv5//uPf/yjNHXq1FLfvn1Le+yxR+mSSy4J/qbffPPN0syZM0sjR44s1dbWloYNG1b64Ac/WLrxxhtz7V555ZXSueeeWxo8eHCpvr6+NHr06NLMmTNzZYnnzJlT2nvvvUvV1dXuHrB+/foSgNL06dMLz++hhx4qASh9+tOfdmPZZ599Sh/72MdyZUx3JDZv3lz6v//3/5aGDRtWqq+vLx1xxBGlP/7xjzvl2BER2wu7Kq5paWkp/fjHPy6dccYZpVGjRpXq6+tLvXv3Lh1++OGlefPm5e4V7e3tpblz57p2hx9+eOmuu+4qnXfeeaVRo0Z54/vEJz5R6tu3b6l///6l888/v/Twww+XAJTmz5/v2oVKmj/77LOlY445ptSrV68SAK9cON+vSqUY10REbG/E+GXH4vnnny+ddNJJpT333LNUX19fOvjgg0tXX3117vw0Yqyz/VFVKu1EB6eInYIvfelL+O///m88//zzwZJxERERETsSX/va1/D1r38dK1eudDO4uxJ/+MMfcOqpp2Lx4sXBfHPB9ddfj4svvhhr167N5XlHRETsWnTGuOZ3v/sdzjzzTDz00EM46qijdvVwIiIitgNi/BLRVRE9dbohFixYgNmzZ3eawCciIiJiV2LBggWYPn16YUAEJP5ee++9dwyIIiI6GXZ1XLN58+bccltbG6699lr069cP7373u3fJmCIiIro/YvwSUSmip043xGOPPbarhxARERHRaTBv3ryK2i1ZsgRjx47dwaOJiIjoKHZ1XHPppZdi8+bNmDRpEpqamnD77bdj4cKFmDt3Lnr16rVLxxYREdF9EeOXiEoRlToRERERERFIZrpiUBQREcH4wAc+gGeffRZf/vKXMWvWLKxZswbXXnstrrjiil09tIiIiIgYv0QgeupEREREREREREREREREREREdEFEpU5EREREREREREREREREREREF0QkdSIiIiIiIiIiIiIiIiIiIiK6ILqkUXJ7eztef/119O3bF1VVVbt6OBEREQUolUpYv3499tprL1RXdy0eOd5rIiK6DuK9JiIiYmcg3msiIiJ2Bjpyr+mSpM7rr7+OkSNH7uphREREdACvvvoqRowYsauH0SHEe01ERNdDvNdERETsDMR7TURExM5AJfearkUvp+jbt++uHkJEREQH0RX/33bFMUdE7O7oiv9vu+KYIyJ2d3TF/7ddccwREbs7Kvl/2yVJnSgXjIjoeuiK/2+74pgjInZ3dMX/t11xzBERuzu64v/brjjmiIjdHZX8v+2SpE5ERERERERERERERERERETE7o5I6kRERERERERERERERERERER0QURSJyIiIiIiIiIiIiIiIiIiIqILIpI6ERERERERERERERERERERmIHLdvUQIjqISOpERERERHQZzMK8bd6/XB/TcROm46ZtOk5ERERERERERFfEDZiHGbgskjtdCFWlUqm0qwfRUaxbtw79+/ff1cOIiIjoANauXYt+/frt6mF0CPFe07Uh5M3cbQxKtlc/ETsH8V4TERGxMxDvNRFdAULM3LCNk2IRuw6V3Gt67KSxREREREREbDVCxMq2kC1bsy8rfLbXWCIiIiIiIiIiLGwLMSP7aNUNr4uET9dHJHUiIiIiIjodmCQJkSW8zkqrmoV5rq1FvhSRMuWIGt1/RERERERERATDIlC2hliZgcu2ipgpt08l6Vah40RyaNcjkjoRnQq9evUCAPTokfw029raAAClUgmbN2/eZeOKiIjYuSgiXcTvZj4uKNynCEUkjqXIsfbpSB8RERFdHzU1NRW3bW9vB5DEMREREREMTYQwOVJEllgETCX7hNQ75ca0vdGRc40oj0jqRGx39O7dGwBc7t9+++2XW5btNTU1LjCqqqoCkJE5IUhA1NraCiAjfJqamnKf69atw/PPPw8AWLVq1fY4pYiIiB2MculLej2TOeX60gTLi9gTADAaq7xtQGKSPBcHpktHmW10H3NxmakSqoTMialbERE7FnV1dQCSuKO+vh4AUFtbCwCork5qhkj8IcsSl1RC4EjbjqBUKuUmrgCfAGpubgYAbNq0CUAS58g+ERERnQ8hokL+LkdW7GhTYjE/LteGx1KJsmgxxhe2Ce3D/UYyZ9sQSZ2I7YI99tgDo0ePBgDsuWfy0iRGbKy+kQCptrbWreNtEiAJgQNkJA6TOvIpwc/gwYMxcOBAAMArr7wCAFi2bBkAYP369dvlfCMiIopRScqThtU2RJYIMcPkjpAtL6ox8D5CxPCyPt4sCBlcnKoVWuZ+GTFVKyJix0HijZ49ewKAI3AktqipqfHIGiZkJB6R9Xo7Ez6yLJ8hsEJHlltaWsxtEtfI+TQ0NLj1W7ZsAQBs2LABANxyRERE50FH1DIaQo5sjYqFCZs5+IHX5m70D7a1+ihqm9/+FABgEW2TMczGJV5fkcTZvojVryK2ChIwjR07FgCw9957u+9ElDgyMyazYRKcyLL0oSFBFgdK+mfa0tICIJvRkrQsWb9hwwa3Tkict99+GwDw+uuvAwCWL1+e2x6x4xGrRERUAiFImLjRKVeslGHIvoL5OBCzsDDYxiJ5gGJiifuScVqkVFGKViR5ti/ivWb3gMQSDQ0NLp7QihzAV+FogoYnk/hTK4clBmGiJ0TmlFPtaOKGFTo8eaUJIFkvbWWdTGitXbsWAGKq+k5EvNdEWNgaEmYERgXJDwsjMAoAsByvFG4X6Ha8r5BJU5DcR2bjkq1SDjEJxccJKZgiyiNWv4rY7hg8eDAAYPz45D//sGHDACRBlcyI9e3bN/cpgRdLmKuqqlxAxDLokOzZCnKYHBowYIAja2R2S4imQYMGAQD22WcfAMAzzzwDICN5IiIidj60esVSusjydNzkqWuE5OG2mliZi8np32FyxxpX6DhZ/1mfrBKq5Fw7YtYcERGRQCaI9thjDwB51S/HG6FlJl1CsQmvl3VCGgn5wqSOEC7ltgFhjx2tTtaQ9PKWlhb3t5ybfMrYJFVr9erVMVUrImI7ooiIsEicOfhBkNAIIUTOFJEiVr9FZI61bkKqtIHat1LSSIgoPQY+TkhxtLUG0R3dZ3dBVOpEmOjZsycOOuggAMDBBx8MIAuiBgwYACBLsaqtrXWkjgRXsiwBmAQ0WvIsbWUbB0E6DUv+lp8se+zIvi0tLV4eusiTZb0EReK5s3r1aixduhQA8I9//ANAnO3a3ogzWhGCIuULkyxM7ujtjlyZehYAYHrjA2WPbal7dP+s3vGOl5I54rkDPOzIItk2Hc8Fj5dsz3v1RHJn+yLea7oHJIaQuENiCVmvYwxO5WZihhU7+m9Wy/A+IeVNkRqH1TxWipX21BHIMXm9TGKVSiUX80g8w/47Eu9s3LjR/b169WoAWUwUsX0Q7zURgo4oa2ZjHABgDpYAyIgPTcawYodJkcUYr4iYfP9MwmgVTuhYoX1GYJRL1Sp3HK0wknQrJnN4/QiMMskiRiRwolInYishP5pDDz3UKVrEo2avvfYCkAVDOn+9T58+AMLSZb0+NAtmBU8SrNTX13uBl3zK7JQEOnV1dV6KlwQy8snEk/Shz2nx4sUAYopWRMS2opL0JUuZw9CpVEK6zGq8Pbdc1EeW1pWaIU8dlutjPg7EdNqH+8kInIfdsqUa8nFUYen1pN9I5kTs3ujVq5dT1soz2fLL6dGjh5lCxWlSOsawDJBD6y0SpxIvHSuuKZVKXpzExJIsa4KIz1EIHz7X2tpa57sjbSWeEZInIiLCxtakUDFuwDyP0EBKgCwPqFqEMGE/HD5OQtAkENJmRJo6BVovKVW6fyZhmKhZjlcwIe2HCSAmnJbjFfd3RgQh1z8TOCFCp0jJtD3LwXdXRFInwkFmwyZMSP4rDh061JE5e++9N4BM5ivEjwRZkt4EwJwxk0BDB1scEBWROyxd5ioRMrPV0tLigj3ZxiSPBDYysxUag/S/ZMmS3D4RERGVoXxp8LyqBbCVOVm1qoVKKZNi6jHJZ+OKXH96Xz+tKyF1fHXPURhNvj4WWSTHmYvJ6pwOdOMM7TsL84LrQsua3ImET8TuAEnb3mOPPVxcIevk+R3ywilXuSpkeszrOFbRpIxF3nCsUlVV5ZE5liBer7fIHPYXbG9vN71/uCKoJox4/LJvrBAaEWGjI2XErRSoUPoVmwcLQsbGTH7o4zBpw1iEc9LteeJGj7MotcpW0tyftsmURv655ZdD14eJpSJYpE0kczLE9KsIl0o1blwiBxQCZ9CgQc4zh2fIhACSwKC+vt4LqljCHAquLFJHoH+e1k81JFPmylia8AEyVY8YC27atAkbN24EkM1grViRvCC++uqrADLlzrp164LjiChGlClHCEJmwpYxckXpVy7IejjXNpQC5QihVKEjpE4o5cpPt5Lx5315QggRVv5YLK8e36A5kjmVI95ruh40mQMkE0c8aWR58NXV1ZUtQ15UyYqXmdQpUuMUbeNjh2IYTicXsHGyViqzWpl9BnW8IxNXEvNI/CIKHol7IrmzdYj3mu4NJnCKfGCKjIFDqUd6uQihVCfe1yJ3QilVDJ80OjU9n7u8tnwcUeUswjnBa5X0Y1+XSj2AKrnu3Z3cielXEYWYOHEigIzE4RSrhoYGZzQsZcolgOFKVrW1tV5AxLNJAh0wWfLnjkACGAlwRKWjtzGpI23lPNra2lyFLAkuhewaOnQogOy6LF26FE888cQ2jzsiojtCEzaWUidEUGgjZACYn6pvOLVKkyKyLtsnT9RoeOoY6jek6hEIMeNStqjPJGUr38YifkLGzFw5K5I5Ed0dMkE0fPhwAFlRA63KkfiC1b8hVQ7HHYKi9Ksizxy9vkjds73BJA8TOO3t7Z6fICuSNSEkMY+odyTVXF7qZWJLrvv69esjwROxW6HI/JiJCE1csNqmKHUolK6k+xfo9CgGp1jl2+VNjjOyJRnTRPzCtZN+FmGfdEx5AmUilpnHFuXPhPQ8FqUEUNJ/3nenqJQ59yv7hkymZd9yJtOC3YXkCSEqdXZDHHrooQCAMWPGAMjIHCEvJI+9vr7ekTmcw64VOkASZHHwZAVZemZLtlXyM7QkzZx+FVpnfWpjQVknAY0YJUvQI+uXL1+Ohx56CACwcuXKsuOOSBBntLoXypn86m1Wme8iooZR5I8jEEKF1THW/lZfrNBhwiakvmE1D6uENAHEqVkWEaS9hqKZcuWI95rOD5lMEmWOqHGE3Kmrq/PSrISQYHWMjj/KfVZXV3sKnKK0KwHHHVb/GpanTlEbq0KWJnUspY4sC9nT1tbmrZO4hsuhi0K5qanJpZpHcqc84r2me6EjhACTFqzGEcJCmwyP8EiXc3LHDZU0t1Q9Oj3KIoJ4uy5TbimABLNxiZcWJeMOKYIsrx7eR5+HpboR6GvIxNLuhkruNZHU2Y0gMzGTJycvH1KeXIgbrdABEvmzXGcOqriUpq5kVU7SLNCzaxz0hCTNHMAIWJ6s/XcsCbMEOPK5ZcsW97cEO5J+JTJlmel68cUX8cILLwAAHnzwQW+cEWHE4Gf3gE4lqtQ8OKSOEYQIDy5PXknFLE7rEiVQSNXDx6ykf67EJUqgbMzZtWByqBzhFEIkc2zEe03nhShgJf6QuERX0pRPS6kTijEsX5xQbBHywQktc1+VQPdVLrwuastEjV4fSskKfba0tATXARm5I3GNxD+rV6/2UtElBorwEe81XQ8h4qac+qMoXcpKHdL7lFOZhNKnrNQsTXRUcuzQGPW2kJmy7FMuXSw0lnLVtTJ1jl9VK9SvoKi0u17urtju6Vc/+tGP8KMf/Qgvv/wygETxceWVV+KUU04BABx33HG4//77c/vMmDED119/vVtetmwZLr74YixYsAB9+vTBeeedh6uvvtqrABCx/SHKHLmZC3kjCh3OX29oaHDfiwRXQupwcCXb9Tr+Tq1y5UXr9OyVNSPGs2ttbW2e2bGQUhIMhfqSYEfayn8eWV6zZg2AJBiVmSwhxOKM1vZFvNd0XliqG1kW8kRve9HoK0RmMOHhqVqmHmNWu7KQ9Jn47cy/LknRwswVZnttgBwaAyuMdMUsJomycuu+Use1MQykQylc1nWP2DrEe83OhVVkQWIL+dTmx7o6JeATNqEJIiveCKVfFSl0GJaqJ9SGl4s8dcopgULeO9wfH7e2ttaRNQK5lkwWCXr37u3iJKloGkmd7YN4r+kcKCIDLLWJ3t4R4kTWs2plgpFuNEWZKnN/rO6ZgMu8thb5Yils9Fikkpa+PuWIk0ydVJk/kD5eci3Lt5HzKUfm7C7kThE6pNS58847UVNTgzFjxqBUKuHmm2/GvHnz8Pe//x2HHnoojjvuOBx44IH4xje+4fbp3bu3e4i3tbXhsMMOw7BhwzBv3jy88cYbOPfcc/GZz3wGc+fOrXjQuzvLvDU44IADXFUrmSGTcuXy/cgMmpA9ffr08UgdITjYqLBHjx5ljQp5e+inV5Tjbil1Qu3KyZM5Dau1tdWROvK5ZcsWANlM1ptvvgkgMRZ86aWXAADPP/88AODee+8tHFNEx2a04r2m66BchSuNULoVkBAf5YgancY0n6pdlfOv0Uogy6sndCyGZX7M4wutLyJqipRAforZBYgoRrzXdC7U1NRg1KgkOOd4Q0gdjjWqq6sdAWERNSEVcLmKVjr9qlJ1TxEs8qUj+2pwzFJE5nBcw2nnpVLJkTqh1CwgS7/Sqeii1BFTZZnEknRziZEi4r2mOyCknilKC2ISIaQq0e0m4heOiLHKewtCpJFFBIXGXU65EwL3H+pr9k+Tcc/5lJRitxVLW5M+VqQWcmMw0tyK0J0Inp2SfjVw4EDMmzcPF154IY477jgcdthhuOaaa4Jt77nnHpx66ql4/fXXnTrk+uuvx+WXX46VK1d6szEW4g2p4zjiiCOw//77A4CraLXvvvsCyIKqIUOGAMiCql69enmBVojMkWUJUCyFTiUyaEFodspqy9Wv9AyU5a3DAU57e7v7W4IbliULqbNu3Tq89tprAOBmXBYtWgQgmUWJCGNbZcrxXtM5YCl1GDolSa8DwqRJpmjJK108Akh514Q8aICw902R346GNj0uN34+nkZRapXl1QMcla5PU8QCqqesD9uvaHdX78R7TefC0KFDnXefqD/Eu4/9+fSyPKetmKKIzAmpefSn/psnoEIKmHKTUpX473D/lYTfrKjRy9akFaeZA+GJLP0pcc/mzZsdaSPpV0LqRK8dH/Fe03WhlR1MkBQpdizFCENvr5TwKCojLlWp5qRlxO9G/6CiJQRNjgiJIygiUhhF/jihY4VQtE+RGqdcipygOxE5Gju0+lVbWxtuu+02bNy4EZMmTXLrf/WrX+GXv/wlhg0bhtNOOw2zZ892pMEjjzyCcePGuZsRAJx88sm4+OKL8cwzz+Dwww/f2uFElEGfPn1c0CSmx0zCCGGjt7MxoeyjvXSAJCjikuXlypUDWfBhVawIteUgJ6QIYqWOVWVLzl3PPDFhJZ8iF29qanJqJlknv+lI6mx/xHtN50K59B9ZPx8XlC1Lnlufqm6YMAmVE5d1FonDxI0mXSw/G+lrFhZ6aVYCbivLswKeQJkvDxFAU4/xyqhPd/tISXafeOKS7wK+/rs7obMtiPea7QuJE3T8YZUnD6UsWSlUofXlFMKaQClH5jABpNtZbYpgkTdVVVVlC0CEyqtbZJG0FeKmR48ejrThfrhIhY53ZB/5rrgsunxnUbGz9Yj3ml2HStJ0QtWugITUmJISEJyaVbSvkCGsMskIlqyylVWeXEqM360MgycYZFQR+TKB2grkuDco82YmW6YYKWfagLmSdDRpx9WvRtC11deySPETWh9SV3V3dJjUWbJkCSZNmoQtW7agT58++O1vf4uxY8cCAD7xiU9g1KhR2GuvvfDUU0/h8ssvx7/+9S/cfnsic1+xYkXuZgRkL8NiShtCU1OTU00AmSQ0onL07t07p8ABfLIiFMDwTBnPBISUOuVKiur1HTEgFHAwwkqd0LlIG+t4WuotYFWPGDpu2rTJXTMhwLqaUV5XQLzXdG6UU+oAfqluQShViVU3THhoMGkTqkaVjHGy2UYQUt9YJspM3BQpj6wKV9MbH/Daa3IoGXcWjGTXblVuOVbD2n6I95odA1Hj1NbWuuerTIjIs5lVN9rzpahypkZVVVVZMkfHIZZyxqrgqdt0BJUQPpWqlfX6ct4/Ou6xYiAmjXRqPaepy3ci5I6orUTJE1E54r1m56FSzxVNGAg4LUiIjon4hacmkXLhopqxUomAkPInT2bMxjhH3rDfDKd5TcEPHHmzOG0jx2RCSFeOkuswG+PS8ecno4vSupg4CZEuAiaWQmle2TiLCZtKwN9rkbqnu/rvdJjUOeigg/Dkk09i7dq1aGxsxHnnnYf7778fY8eOxUUXXeTajRs3DsOHD8cHP/hBvPDCCy71Z2tw9dVX4+tf//pW778744ADDgCQPISFeJAHshASXK5cltvb293DXLZxAKBl0RykccDBSp5KjJIrCaRkDDqlyprhYyJIjzVEDgFZlQjZt0+fPti0aROAjMyRsqziVxRLnW874r2mc4FJA1HhzDU8XpI0ICFVwp43IVjVowRFpceFSOH0Jl1yvJz/zvypx5iqoaLjmalg/51cn+ln3+RvM1LC8tXCwqkO/H2EyJxI9FSGeK/ZvpBKmvJ87Nu3r0u/YoWwxAUWyaP/LlIBW3FFKC3casMTRqE2FgEUQjmPnlClTr0tdBydim75DIqiRqtuLLUyH09PbokSR2JGXt6wYUNU63QQ8V6z89ARA10r7Ye9cIC1TikjZA4TEyMKzIgX4X4AwN0pkSKqGTn+HNUPY4QjiTKEjI9D5yXH0UbMksZViTeNkFFyzgJNZPF5y7bZadqYkEdyjeeosQiYPAqpfiy/o1AKnYyb23ZXbLOnzgknnID9998fN9xwg7dt48aN6NOnD/74xz/i5JNPxpVXXok77rgDTz75pGvz0ksvYfTo0XjiiSdM6WCIZR45cuS2DHu3wbvf/W4AwNixY901E+8cMSocPnw4gIzMEakn4Fe74qpXOlAQJRDLeyupelVOsVMqlcwcdg6GqqqqXKBhBTtM7mhPHfmtsYGgEDnNzc144403AGSeOvL5xBNPAACWLl1aeD67I7Y19zzeazonKvHU8UmRvMqnkipWusy45UnjlklpU5QKVgTLGHn+danZ8szbXbtyXj36PMqVSg8ZPFc67kjgxHvNrsZ+++0HIFO3Dhw40E0MyScXX+AYQ6dUFaVDyXqLtODJpFKpVFFquN6H/w6Nodz+cmweC5NFHKOEYJkoh7x1mDTicuhyPImZWltb3TqJeeRTKoCKkfI777yDtWuLXyq7O+K9putAiJlKXvSLFCIWEVFkOGx56bC/DVA5UVM0BlbHCEKlxxlW+ldon6K25fYNXePZY5JKcHOW3mP2Y6WWsW8RUJ7Q60qKnR3qqSNob2/P3Sw05MYjpMGkSZNw1VVX4a233nLEwp///Gf069fPyQ9DqK+vd4FARMcgBE1NTY1ndqzLkAPhXHEmcaxynrW1tR6Zw7NeISPDcrnhemwh8kZ/6mBFzk0IGWvcWp3D/XE6ls4r50BUjidBbMT2R7zX7FqUM0hmz5e82gTpvqJwsckcq4qUJk0s8sahMS9F12PpCIFkEjUzuf+sXXn/IOXvk5JD02fmx6+vYTlijBEySo6KnY4h3mu2DhJwcpXM+vp6M5awVDOhdVbqUIiUKTJI5v2Ljs3tyk1AFfkBVrKfXCdO/w6Nx1LqyPbW1lbz+sq+TJS1t7d75yhjkt+rVAbtbr/fXYF4r9l5sHxyQmk6ReqVcgbJAiE8FsP3iGGPGk36iBKnktQjbpMRSqNyy4udZ49vxOwTM8k+d2O8Z8Tsjyk7Xrl+Q2lpTDDNWHp9bvy6jLtcQz5HARNnN2Deblf+vEOkzhVXXIFTTjkF++yzD9avX49bbrkF9913H+6991688MILuOWWW/DhD38YgwYNwlNPPYX/+I//wDHHHIPx45Mv8qSTTsLYsWNxzjnn4Nvf/jZWrFiBr3zlK5g5c2a84ewg6NkwPQMGZF46TMJoHx02Gq6kooRF5oT25VmqEJkj4P1lbBzo6X04QJK2MisVkltz/jj7CW3ZssXMR6+0+kBEMeK9pnOhyDdHYPnE6L/ZNDhE4IRSp/Lr/WpTvGz52YT6LWrD49dmynz8otQvXi/9CJnjq3AeTtdnx7FUTuWMq611EQnivWb7gcuT6/O3iJgiHxsmHhg6lmBio6iiVSWpU3zc7UHmlKuKpdfx+ENVPa1y6kVePltDovGYeDIrojLEe82OR5E5rkXG6GUmGdjHZgRGqRSkvCJHUrWmpORDKA3L8u4JVddikkSqX80IePRwefXF6fYplBIWIqtk3HDnlZEv7OvDKplQWhT7BQn5sgj7pPsu8fpbRClacL5Bo9JP35S6yBiZ11Xiq9QdCJ4OpV9deOGF+Otf/4o33ngD/fv3x/jx43H55ZfjxBNPxKuvvopPfvKTePrpp7Fx40aMHDkSZ555Jr7yla/k5EKvvPIKLr74Ytx3331oaGjAeeedh29+85teycoixHJ8lWPKlCkAgFGjRmHUqOQ/x557Ji8UwvSLcSHLo+vq6rzZNc6D16SGNetlfbeVBEwhs0Ar91x/WqU+WYKs18s6mTWRY+u0KyAp6ymmdK+8kt58lye3vueeS17kHnrooeD57M7oiEw53mu6DliRowkKi7wJLXs+NUaJ89CxPBUL7Tt/6jHOo6ecUkeXNHfrSFFjVdDS/XtlzqcOc3+yX5CVhhXqz/IEisRNhniv2TWQGEM85iTWqKmp8Qo0WF46+ppx/MEI+cxY6p1Q+fNy/WpUUvact/HEUygdq5yZMvfV1tZmkjgyWaUnvjgW4tLm/Nnc3OytkxhI/AXfeecdAImnjvwt5c53N8R7TddBSKEj68upb0IVm9hvh9OAmADRbTKC5i5zvEwo8VgAlWo0+4WkvznXlx0Dj8Uq365Nm0Ol17l/Tj8rZz6dkEb+Ot1WnzOPz6qyFSKuOqLQ6awqnkruNdvsqbMrsLvekATifQNkMliGGPZKqcRRo0a5HFoxMRRPHS7PLWqTuro6L/AqUuzwQyUUpOl9dJvQNr0ckiBzsFJE6kg/QswIJHdce+ow4SMkj1zr9evXO0+d1157DUBG7vzrX/8CEEmdELY193xXoLvfa7YlLcdKv9JEi5VKJdBEhUX4MJmhK1pZipxQ23L7aCLHSr/yx5alSVnHzpYzRU3OlBnFxBUfW1D0nZX7Xrt7Ola81+waWKROXV2d58/Hqg9WvVZXV5uq3xDBUq4QA2/XKFIe8/4WQvsWGSQLJN4oqnal24VIHYHEMDpu4gIQ5UidlpYWz/xYSB2JhYTIWbNmjfPZ2V29deK9putDG/Za5I4mWMqRCBYBotcVETa839ZUhLLSx0LpV0WEDRM0UjFrjlLbCMp5FYWIFes6W+QOjw/wr2ERQdfZiJqOYKd46kTsPAiZI74tuiS4PHQFcsPWARIHU1bqkw5eLBluaDsHGKyKKZpJqCT4sQKZEFi2be2jc9Ot6yIBTmj2joNNDqBClSS6II8a0U1RSeqObC/npVOUSgUcBQABs2JSswT6Q0qczE2XQv44XP6cCZUi7x7Zxylrpg5zJAufk99PlibFpdeFEMrSrm5Kl1WaF5E5oVQtRpYCtvXpVt2VzInYtShKgWJCxiJS9OQMT+pwDMFKGP13JWlGRWXPrXOrhACyJrhCkHOw4oPQpFWl6h49PstUmdsVEVqhGDEioqvAUuFobxc2Ms68b4S0HGUqUmT9DWma0RzVPxMNUwKVrPTxdH8T0uXMF6c8gWopdWbjEi9Vi8uqyxgW4VSPMJH0qNA1YAUNj4WvrVZIzaGUtSJPI67oJWDCJqho6uaIpE4XAqtPevbs6XneyANZUqh0brs1y8UlwfUDvFwAU2RCyP2KSqYoILCMEAG/agO30ddH1vE+Vo6+JqWYmAkFQazm4cBJcs0HDBjgxiIzWSJhjojoLChnrNsREkArSjIPnTyZw6SFrh6VKV7Eh6dyU2Umi4pUPax8cYqaxsneGMopjkLrrXSpWaqiFZ+HoCitq1wVrJBRckTEzgCnMIu6tba2tmx6iOyry3GzF16oQpZ8WulXTKi0t7eXraZVZE5czltHn6vVb2iySdpyfGCZIBe1CSmcrdiniOwKkWZ6n+rq6rLXIyJiZyKUOtORlJsilY2AiQ6LZMgIlVE5zxy9jyCk5uFS6TeMSeOZpQvddk7nmuhKpec9aSyTaH1sVhHNwRKvHDkraKTtDTjHu4ZcyYr9fiagfCpVqLpWObWTjKOIyOmsKVbbikjqdGG0tbV5gZIYFYr8WVKsevXq5RQ+LHvmAEfIl549ewZLf+t9QxUa5CEv/VgSYW04LGOSFDCuXtXU1OSlTsmx5Ry1P45V4lMQWs/BDRNCOhDj6h58neT6NzQ0uPKfTBZFRHRWdMx89+H0M0tFsuAMgj3SwjcpZhKjiFjJ0qWQjtv3nbFIEafQUb45ss5K6+LzCIHHEFLfWOfEpFLoHAVyvec7RZP/XXX3dKuIzoG3334bQOK1AiRpHkCSDj506FAA2fNfpz4D2bNfe/HpVHPdVmIMef726NEjWPRAL2uCReKXcnFCyIfHIlnkU6tzmUjheK2trc2bTJN0eIkb+Pgh8ARXSKljkTmVKIeZTNMkWywOEdGZEHpJZzVIyJvFStkJlc+20qK4DyEd7kZ/z3+nKIUrI0r2SftLfXeWLs+NRffD6VCsANI+QGxkLMQNyHR5NuY5U2ir4pSMZYK6bpKiJZWslru2/nUrIs/4uHy9ZZtv0Ax3HpV66XQXo+RI6nQhhIIJCYw4oJDAQIKeXr16mdJiIRt4Vqm5udkLqlgBE6p+YPng8Bg3bNhgEkoSPMhyS0tLrkynHi8HhxpWyc9QMMfjtpRBOqfdOp6gtbU1SpYjuiw0CWCXNBfyQpZ9osIiRZySZuowoDFfplzKks8iEiYxVU7GkBFIR6Xbwqqe+dcd48qQW2lS82dmY2XSSfYxTZAD58YoKnvOCibBXFzmrrNlkBwR0VnAz04hJlpaWrwJJ55Ukn0lpqiuri47GSOKoNbWVhdXCDnEZIn0qytlWTFKkaLGIkNClTpZncykVOgcBXI+VrlrPRYeg47TLNLGIntCCm3eR5NTMa6J6Cpg5YYmCfiln8mMux0pcqpnHsx9ZGlNCaZgrSM9LBJDE0WZymZt7tghHxuB5S/D6xfhfoD6ERXOonQ5U+r8AMsN02MmnuaobVkFq/y5hZblejDRVgSvDDpd2xBBZ1VCs5a7KiKp04XAD1itSOG0KwlsZLm2ttYFNRIs6Fku63gsfw5JmXl8XGmKU8OkSkJzc3MwyNH7Slt9XJ4tKgpkmITigEyPn3PaeR89VlbocOCojyukU0REV0NI4ZERKWGViVbWuG1S+akx38YRNo3qmFQZiv1x9BgycuThtC1yx5O+Zs3M+rRUMW6MX94f8696IR2XEEF5RY5XHWvqMZjbODnYhvuf1Xg75l53Vm5cXCo9I48exouBVCzdJiOesmvCipyo0InYFdAkjxQT4BiF07V1LMCTR1bqdVtbm0eg9OnTB0CmGhJyRJMQsr9MgvG4Lf8ZvW/ReQskBtDEkgWr1HslJc2LUqs4FrKO297e7sVWlu9ijx49yvr7RETsTIRMeC0Vjq76JGRC1iZPZtyQKm1m4DJTqSPw07Psald+KpFPgjCxFKpkxala2TmKl46QVRnhxORTlj7l95+VHj8n11YwG+Mc6cReQ0XGzOy3444z5rMAstStu9E/qPQB/O/X8k7S27oLicOIpE4XhC4zyRUltIeO/tSzL4JypcYrkftqkiREfmhIICCS7JaWFjMPXvLKdaBmlSgNSY7LjZdz6TURxEEPk1QhhRSDVUUREZ0RlablTMdNmJum97BRskU25PZPDYG9UuMFladYmaIrTmWmw351KyAjc4Q8mT7zATdOVtk4VU5jerzGeZiLMJljYVbj7QWG0alJdKOM+TJMnxkmllhFpK+BT0blvw+9bKmqIrkTsSMgZAWrNjSRoFU7uq1VWbPIDyZEXnBhA/HzYWWv7k/WCfEjRFAopuC4xkrDam1t9c7FUv1WVVXlYhC9D0Nfl3LqG91/ETHF/XI/HakgFhHRGaBf1i01BnuuzMBlirQIE0B6OWsb9rERaPLCInOkzQilysnUL3lFTYjMYSUO+8wwaZKQVaMKx6srXHF/U1S5c33uc7Ck0NxY9x9SKzHpNWVp/lwnqHFn++TTrkLHLyJ4uiNiSfMuBCFwJCWqVCq5gEVKh44YMQIAMG5c8h9u2LBhbvvw4cMBZJWxuJQ5Ex319fWehw4HbfrhbpFE8hOTmTJR37S0tJQ179PBkJw3z9oNGjQot29oJqpcNaympiazlLku9QkkhsdvvfUWAGD58iRb9NVXXwUAPPVUcuNbtiy50W3YsMFdM+mPK5XtLoilPzs/isgAixhgTxdRzUzHc2Z5ck5vCpU/Z/IlRHBwfxYhFCJ/PCVNYJvApUcxKZWmis1qvD2oKAqNocjvR5C/lkel+0ViplLEe82OR1VVlVeQgb32tMJD4pcDD0z+v0k6lqyX56T2aOGJG07Z0tuZDOExaXKjnAKFYw0d2/DkFfehq5Ja0J5ATOrw5BKTU21tbR4Rw6XMdQxkFYvgZW1UzbGQToMHsom5VatWuZLmr732WuE5d1fEe03nwtYoMbT6RsDEg/OJUeRMUVlywPfjCaGo7Dn3Iwj1V2kZ9ETxkqp3UiNj8b4pKpXOhsxMUmnVzyL2AkoR8hzicykqxV6uTRGKypzr7Z0ZsaR5N4UmJKwSovwZCmQ4MJJARpM75Uqah0qJyoM/NGukx6Ql0zz7xbNW2pxYtknwV6SaKTejpI/Dqho2lJbzam5uNk2VuTypPicrdz4iorOgqKS5tW4uGSSPDnjLeOlWhMTHhvvP96OJHNnG/RV631BKFpsdB1VD5O/jPgVq2S9hziqfo9LtfvoYE1pZxa/nMH9qkgr2IpU/56pgWjEViZ+IHY1QlSeOMbRiReILi/AoKmluKUc00SEEE/vXMIq896R/eX5L/7179y6c0OIxWiriUDxSFFNZy5ZvYag8vDVOa0Kt6NxC8U1ERGeCfnnnF3WvOlOq1BkRMOFlFYioZpbDT1ticierXmUTEUUECm+rlPjQ20JVo7IxpuqdlMwpGiOvs8gcfZwpTmGUPw+5llpdJCbKmWLJTm0rR/hY32Ey7nAqXiUV0boC4SOIpE4XQkhUxQ91npUqysNm0oKVNj169DCNBLl0d2trqyNorPQrgfaf4YpWlrFxVVWVS8mSGT5RGIl0Wo+fTZmZEAqBz5/NmyXA0wQZX5+QzFrW8blGRHRW2KbIYYJHQ5sYW/41vhFxZWlO0pYVMwIv9cl5+RAZAzsNKwfazxFAaaUsMV+eO/UsZeyclkYncidP5IRLsbsx3Zrc22ZNe9Wdo1XKPDNZLm9qHcmeiG2FTvm2PPaY5NGVrLiNgFOW9EROqHCCRqlU8oosSCoVe/bofXmyqig9mxXC3JY9gXTbIlhjsNLBi0qQM3Rbi1gKEUOW/w6XrG9ra4tVPSM6JYqqYPl+MJd4hA+n9Oh9mSgRcmgKmfxq8oKJB8swWStpGFujUGGSBxgP9guylEE35Cpl5c9JxpiljfX3Ur6sfQQjMMpL4+KKVpWUYPdVVZd4+5ZT6uht0rYrkTmCSOp0IUgwovPXLUImFGyF9geK86a5Dc/ASZ8tLS1erjzLetnMubm52ZMRy6dUyFi7dq1bb8m12XxQV5SQQE/2ZTJGB5KVypP1eXN5Vj1zGBHRVVEJGSAkhUu/cqlIWRUsX0WSkBYhDxkmfCy/nOl4LvPMoTbSnyNHlNHx/NSMWQghywR5Pg70VD18HDE41n25cVP/ghApkxFLRDBNSwjscCUtMYXOp2W5sWFexUbJobYRESGwalcreTlNWyBte/Xq5SlpQsSJXq/7FT8eIRNCxAYTSawC1gUimBTSKef6uDo+sEiXUJlvfv6HJqms87DiEL2vpUIKqbErMVHm9ZxSxpDzK6quFRHR2WD55GhFSogQsNrqKlGA72+TGfva4H0mAIBBthR50thkS15VFOqHkaWT/cKrfjVFkTj5ttlxrHSxUHn4OchDxhsqLT+hzHlwdTMN7s8qc6/bRlInYqdAiIOGhgYXnPAMilW+XINThkJEBMuI2V9GpyxxfwIO3oYMGQIAGDlyJFasWJFr07dvXwAZCSP55GvXrnXKHMkFlmoaErxpwomDMvGxYSNpHZDwuVlBT0tLi2f6GMp7Z8TgJ6KrIVT1KlOGULpS4/4AgBe9ylQ+ipQ5TACF9mGyw6ljlDEykFfjZGlWw3L7ep46U4d5xs5C0HhpUlSpS7cN+Qblz88/NxmLLnHul0oPkzmCIv+jUNuIiCIIGSKfISUKxwnsTdPQ0OCe7QMGDABgTxSFUqo4RTzkn8O+O5waJnFCz5493VgkXrIIJ31eMnnEFblYvdze3u6lNlkTaFVVVR7BxHFIR1K3BFr9w8ppy5A5ZK7M8UyoQmhUIEd0VliqDEvpofex0qN0xSY4QiNZtpQqiwPqmAx5g+MpWOuRLUWpW5X49jAy0oUJn7w3UNJn+DpkxEy2vNzb9gq1yfcVOg/BYldCPvHnmYhlbh1X52KCRrAcr5jpViFzZStdryuRO5HU6YLQD2wOjDhVSM/2yDoJZIQksao9hWS4bMwXmjHi2SKrjGdVVZUjeHhWjWfOBg8e7II06U/AMm5Nnsgx2XdHliVQbWtr886FZ8p0Oha3DVXrApLAUgigSOpEdFZYJIAmDl6kffwUKiJ9rjvLkSuWf41WxMwi8sMifjITYSBTraSpTjPZdyYjRByZUiZNan6jOieq0hVWzijyR/XP26QvPRYmbFjto0mj+eRdBCKH9HcY064ithWWojdU2dGqeqWXuT+rOqYcp66uzjQ/ZmWQVhVb/j564kue+xIDscqY1S319fVemlRIWaTHps+R45pQW/arsSpnatIoVIWUwePla8r76upaPCaJczTZI+siIjorrKpXWqUxEb8AECpHXqSKyZMUchzpS6D7tNKuNBFS5LfDmEDEEh+HK3RNwVqX8oQb90q2XbQIgO+Pw0RLaLyyzw1jJrvy4wwm0fRxQuod3Ua8jHR6F/vwsNqmkrL2RaoegZWy1ZlJnkjqdHEwMcNlPXVFA9kmqhWpfsW55jpQknUSCAhpwQFCW1ubmQvOAY1uJ8GBHEfGxAoYnVIlwSHPnAna29tNSTeneelZMm7D11SPVfbjilbWLF5ERGeG9dIf8mkRWGW4HSEx8/ZAetRzuU80SqrVZV4aF3vJZKqZh/2BpuTQ/Maj0hVSgSsDEzKZKbFP7ljjDpkpJ2NaAVwn/j3IjZuNmUertLT5qXcOpo3M9avTvjJTaCFo8tedPXX09xTJnIitBT+3Q750FqERKkHOqVncRvqVZ2lNTY03IcREjVahyP5FxI+0lYkWUQSz34+A99XguEBXyuLYpyMlwK20K73dInP4mlrEUOg8Qj6AnFbOFUFbW1tdjBYR0ZkQMkrml3QhEJK25wAAJtC2EJiAEGRpWPl2CBgOMzSZMcJIV2IyShNAfvpVsl7IHMHd6A+MSaokT7woiS0WjUninYlL85U5F42ZDCzNJ49ZZdYnLL0efsnxU3P7+OXbM9KIr0/Y4Bm5fqzrL+vn4AfBa2bBUuZ0ZhKHEUmdLggdOGnzXsCfSdEPdX54C0Ejahhpqz1xOOBi+a0mkXgdpzjxcWtqarzApWjmickiCcQk0AgZGXOgZwU5OijkVDbtGyTjZ1JIAhuWUseKVxFdCUWKHcvjxqsQlWIuJmdER2oo7NoKjk8/F7yA+YYHDac6zcVksxx5pmLxfXI8QkmPk9qWA3vhzMJCzF1wVq5/rwIX+fQAmXfO/DSlaj6EsMrII07bykioPIkTVTkR2wM8acLFFwRFRAWreurq6rwJnJAxsj5u6NnJkzQhVa5VplyTUhwfsbmyQD/PuVw7xxIhryGB5ZNTU1Pj+pEYwvLjK1JFF8UZVio+xzv6+5EYTcYkRJu04e0REbsaoRdyS6XB0IqOcghVhBJYqhPAr5CVedLksQj7YEJaYWoKkReiAJqdpiTNATyjYVkWIkXSl4TIwVVPANMSokbIHFzWnradmHzOS+8V04GJc/KkkH3OGaGTkWVy/mESZgpGuf2tlDitfrJKx/NY5Jomnj3lyZxkrD4JGGqjx9QZEUmdLgh5oDY1NXkBlzxk161bBwAYNGgQgORBzQodJiZCM3GWWTAHAjqokH5kLBKksaxYy3ZlbKxw0Xn20l6OxYGG9hPiPHKWZLMKp6amxiNvpI1U13r77bfdcWWmT67zm2++mdtXz+JVMlsWEdEZUKTY4fSqjLRIyApHtJyVSo+PvwzYI3343Xpc8jkt7VDIngX2WFhZI+TLLCzMtqX9SNqV9qIBkFW/ApwqSMBklCZ72PfGUvXo9CmXqkVKI53WBaS+P+l5Z9W78uqjXJWtmTK+MMIEXCR2IrYOVnpOqAqTRV4IZGJHQ57T/fr1Cx5PlpuamlwMwQQQq3T1OELKHP3Z0tLiKYokppIYg32EdHoXxxShZcsHh8e7ZcsWb1LKSgMXlEqlQhNlvT5k2szkmo4nZUwSW8mnxDsSC0kBC4mJIiJ2NYqqXXVkH6uCkl62DIvZ60VDq3YShD125mAJZhMJxR4+GTGUeeJI/4vS5dljTkn+kMBhpNxHlgE/nZ382Se1Ka7+WPLZ/p3k87LTk88Bd2DRmDOSv5cKEZSQQ6FUKzmmKH6YwOJ0NT1uC9k1yDx7rLLtIdInlJKlETJKttCZyRxBJHW6MDZu3OgIGoE8dEOKHQ5kpA1Xb9BKGw5KWB2jS41y8FQuH17PgrHiRYIpCSZqampMI+MQYSP7W3JwNlLW1cEkyOHyqXq9XFdOu5Jl7dUTjQQjugMyL5uEgBBCQ0gRR5KsTj8HPwbguOTvlUckn1PTLpjMUelLnskxqX002eO1ZaImUA7c+deQX44Gkza8Ly8XmUKzUgcL4F8zwZcTs+n5S+cny9NWqLLseQ8jS5kTCZ2IbQH72/GkRFFKFVeaCiltBawM5naaHJG2/MwPeerIs5iJGR0LsHrYShHXSl8eC6t82PC5qH89gWQpaYo8/qzUc77Guo+Q4hjwFck6vuE0c4kZI5kT0dlR9AIeMsS1THLZt0UjI4Dy6phQifARlELFKWDcJ++fIE9iJH0uozaEcb9LPpeckXwO2Ac45dnk73uE3EnJnDUZmZNbBjKlT0ruyPFE7TNl6T0e0ROqvKURTh+zSTWL5OLqYkXVvZjcCVW9YnQFMkcQSZ0ujPb2dk/+un79egA+IdHS0uICANmH0644dUiDzYllWfbt2bOn57/DsmfO825ra/OIGlYC6U89u6W3sSpHb+OAkUkdgQ6G2Ayaxwb4M3tC5nCKWdE1jYjoKpiFeUqZk8ARHLe+mny2pX42NWmLtunAOy8kf39q/3SvF/Idp0QNpg4LVqzSbUJKGjYhFjUMI5eyxeliKWkyupGrTPkkDhM04uEzHTe5beyhk1MLpdu9VLY0DW364amv0HWKBBMCyCt/Hq6CFUmdiG0Bq36ZFNEkBPvwcR+aKJAJISvtqpJ0K6uCU3V1tUkScV+hcXK8EFLa8DpL6dzU1OSdGy/r9dY58vF0NS+OeThm0def08nZFzGUGsaxj3xKfBkR0RVhvZyHUrYEIWLghjGfTdouvR4AXFluIQgkTWpxoB/ZNsLw5dFtZqc+P1ZFLm0eLGOSVCrvVD+XxGB/GQac8OOlyboep+XbuOX0jAbcgYlLk2I2zneHPHo0spSpvJfOckrDEki75BzvyrXhMvFz8AOnBJLrvphII7kWmhCyiJqQ+bFF7HWFtCtBJHW6OCzSgFOStFEyByPShgOa0IyWgEuNaqWOZZ7IAVRLS4s3AyfbuEy5lWeu23DFCsCWYvNxAJ/ECV1D2Zfz4EVRJMu6UlZERFeHTr/iFCSXUjU1JWymPZbtODAlc3772fyyED9TU/LirHlA45H5g6ZkSJHahgkPrsiVr0r1XK4/VsmEKlvNJwLFefY0iqfPw2lfw3LVrXKg9K65t44Ebk2JHrlWrfcl/dyS7iNqp+OB6aTQydRBkcyJ2HGQ56pOawbypAMTEEwAheIHnoxhpbA8f3XBA3mOcplyfXxW8fCzngkPDSZqeEyhSqN8nWTfLVu2uEkviwgShEyPeUw8SRaqTmVNjmlSx1L1hDwPWY0kk1eR1InojtBKnYpe3JdKG1bb3A8AzhNHl8++m1Q2AiYmEvVJso4JIPbsSYyMZUypXmVeqqhx+dr75Hp3hA6QpV+tOSz5HPjF5POddPmwj2HRmBdy/S2SuC8N4STV6m70dyobIXM4HUuTXMn5LXOeP5VU/GIyh0vIz6bvLuSVxOl1RegKJA6jqtQF6yyvW7cO/fsbUrMIAMCIEcl/7KOOSl5Ghg0bhqFDhwLIctnFFFBSuGQmTQib2tpaF9zwTBzLn2tra00DQWkjlSa0rFv+5tQsRl1dnTcbJYGG+Npw4Bc6prThoEsHMkLQyOeaNWsAZHnkK1euxGuvvQYAePTRRwEAzz77bHDcERnWrl3rfntdBfFekyBf2jyfcjT3upQ4Ef+cHscln633AYckD2HIf4/SZ/Md354+cI9HwGcmgaR9yRhexJ4e2ZIhUBnLnUNKRpG6h314puM52yyZiKb8OCnNSkygB6fEza0pgTXtsUTFBPjXY3V6PYT8eucFL1UtRHIl44+kjiDea3YOpPqmkDlMukgs0dDQ4L4PiTdkX4k7rApXIYSUwzwGVgaHTI9lfBx3cJEHwK9kZRFAGlYZdE3KMAHGKpxQxS9WKlmpWnoCio/Dk3oS72zatMmRN6tXrwYAF+9E+Ij3mq6HSpQXFhmglTWW/w5jhDIEZiJCoFO2yilehNRYhH2ytChR6Awck3y+k5I3p43JHecvw4ATbkvSrVadmJA4hw9Itr2arneo/mLWz6t0f5uTkkhSSWvpQkfQiOrGMjLWxBanqlmGxosx3vTfsSpcFRlgbwthU4mp8o5AJfeaqNTpphBvHZ0GpGfAAD/FSdrqfHhrNodnw9rb291+XB6U8+v1bBKngPHYdLl17d8DZMGIQI6jq09wDrtAmzTLdvbS4YpWISPBVatsL42IiK6OUHlsUas4pY6QDmchjx7HAc8mpM7vUg7jjC0pyXNnOs0jxMce8zA9Veqw6kaO92JgfFm1qwSjDSPjuZickTZEyIRMj/XfgG9+zERTMhak2/IeQEBSrtz5CQEembPmhOS6DHgtvT7iqTP4MQBHGOOOJE7ErgX78oVSoYF8LMGTM1wSXCtUWG3DatxQW1a8hMgYK3XKSt3SsCaeivyDrGVtehwyfdbLOkZiYskq9a7HGoq/dL96WWKd6J0T0R3RETInBN/cOG+2y6lDwFNY5I75C7dO95Updp5yfwuZY1XKmohlWCTCm1dTcufVVFmTeun8JQ1HxBHxAgB/+VhC5jyZrvv7muRzT1H1iHJnwD4mmePSsJZm6ViyzlLdhEqzW6bTTO4kZFh4G19/UTiFvkuuhFbJb6ErlTiPpE43hahLdOqQVd3JykVvbW31zAc58NKGw0z4CGHDQYlW6rAkmGey9NikX5npkzZCIumgiE0erbx9vWzlkbORYFNTUyR1InYLFBEHzqPm+DRqENWNpBStPAK/+1zy5xlPpjv9MyUzqlIKZLA49ByH+Sn54ZUrd0bBWRqTlwLmxpQfm8PUYb7XTQouEQ487Ppxahgqt56ZFAfKvFNb5zkkKVdjpmekTZp2NaBv2vbg9PPZdAQ18z1T5ayq1k25MUaSJ2JXg8kRrZrhtCtGqLIVe91wG62SYe8+Tt3WBJDlQVPkwceeQkXgMVjkiyZ7WGEkCKWNlStlrvu3FE8cY+lJLZnQiiXLI3ZX8Ms/EzaAr5wRMmF5SthkJcn1flwFK0FewZM3AHbmwbPT+Gm+2vGqJ5JPSYO/ca/0j4SgOeGmNKhIzZFHDssInldVpjwAReY8mV/WSJU5QiYJ8aRRVNodyK4TsNbbxtdUV7RiM2Vp6yt1sn0q8VGy0JnJGwuR1OnmkJm0pqYm0/iXAwTZp2fPnl6bUH63bOcqEOVmq7Thn16n+w3Nvsnfkj7GM12awLKkzawM0kodnrliJdPmzZtdyldERESKj6YpQ8LTTgbOkOBDPHQOocLcC4/I/k6VLGJ27PxxyMB4Pg7M0sUpHYpVPiGfHEaWdpWaFCNkSoxc/7OE7NGEE5Vpd2Nq/Vuy4vj0XP/52ezJK+lpP01n19hzCJrkyhsuZ9XIIiJ2Ldj/hdO1AZ+cKDepVFNT43n3WZWiSqWSp+6VtqLg1ce3/GW4sqY+juV9E4pVysU+Rest1U3I67DcvqECEIKQQgfIT1pFROwO0IoOS5UhbbQ5sSBUShvIkxnllCjFVa+S/ufMSapLzZ6dliufsxxY8u7k71tTcufLqWLn6qRM+V/SMOGE3ySfy9qAqqrbkoWj01Lmd5JxcnWaLy+qH8CVRJ+4NCmavoi8ehJPnYTEKecbFEqjYhJnUWoSPUWRaEUl40PQ1zRkjNwdEUmdbo6nn34aADBw4ED3oBafGSFvOJjSZUk5JYsN+XQAxSlOllRaH88ilkJl1mXWyMpt13Jua1aQA0udysW55fIp+eWiflq1ahWeeOIJRETsLpiFeU4JkhEbablv5/lCRsn/vC/rIFWkOKWO+O4IiVH6LDAtXdeYKHZYmeJw3TBgJpkec1UqkPeNUs+w4TBXxZrVeLtZ9cqZHYuP0MysX/a+8Uq8C868Hvht+rdcD4EodYTsWgDMvw65Y7GXjlXaPCJiZ0HiA4t80WlG7Gsn4KpMPXr08BQ6nOalJ4EslQ1Xj9IlwQWs5gkVaLBSy/hcdcxhlUjXRE0lHkJ6X20KzTFQSBEUmvQC/NLm8rlx48aYdhWxWyH0gm+lYU3BWqegsQgaLkG+COd4JdGtfZPy6McC0GlFibeOS3lSKVCLkJI4oqq5Kv9uImROaxoiVQ0GgJTMeTD10BEfHsG6NBA5bX/g38QoOX/fm0il1BdhH0wh7x/xBJrhjKOl2tWydJ/sutyQkjgT0uvO1yvkZcTl5kPeOrsLmSOIpE43hxARa9aswaBBgwBkklpJY7LULKGAgAMaTcJwP5wrLwhJg1kJFAIHbRzIhEqlCyRg4TEKWltbvX7kOgnZo1Ou4kxWxO4LMSdOHo4esSKKlMHIyBw2TBYvdZn0Xn2ZIkVSoiT125nf6Jc4Z2ImG1MSgEiqlfbLKUfUWOlZGnJcKb+e748qWjHEHPl3yK6HkDqTU3Ir56UDAEd4Jd2DKV8REZ0ATMJoVYsuPw74BQ9YldPa2uqpYoSIkJhCp3QzYcLFEIpMj7mQguUdqPsX8Bg16cIp5xyz6L6stC5O+9JKIJ4UE4TIKKtfjteKKo1GRHR3sI9KqMS59r/RsKoyTcEPTANgQVa6ewnuVulJQEagOBVLWl4cS5dl6p0bT07WVaeETXtK2Oyb+Of0kEzKh4GRH03+fOlg2vZ0Sua8dHfy2UcRRGlosmh2cuwZc/KVqBLihr2GxBNI0tOS88gUPT9ISazsOvO11QSOXKOicvBAuLIVk0SCrlSuvBJEUqebQ4KgF198EcOHDwdgl+4OkSMSaAmsmSzteSOwDAD1siVlDs2y8UwZmx3qQCl0LP0ZugZM4sg2IXDEfHrpUlUSMCJiN8BcXJarPpXA8JMarEgNqeb0z3RZyIylxyWfbenyAjgSZ3ojpRulnjTTp21O1x+YS8UC4MqpC8EUIj64opVX/lwZQVvVr/zjZilRjtwSEuq6Ybl9sUApmcQzRxRLqaE03jkit8v0xgec4kfS0EAmzVGhE7GrUQkRUM7clwkQ7Y3HqVXyrJb4pK2tzVTF8LNfH5MnkTgW0h4+TJxwv3q7FdcwwaL9fTi9KzRuacfXziqZzvsBflq55WsYEbE7o6gUdqYMSZ7B4hEzhfxytD/MFEqp4pQtSWeagLucIfLdRBI5756lC91+UjbccRLTkzhj5DeSiaKsolWaLnX0x/Bqqt7pIYocxjhF5iwlY+S0CnpGtki59fHub04f4/Frz53Mk0cIoTyZo4mbKUQacZsiQo4rlHEJ+11V0Wp7I5I6uwnWr1/vylOKYsfKqZZAqaWlxatcxcGJJkms2S8rFSo0S1VkqmzlmLPPT1tbm1npgYkmvRzKLQeymcQ33ngDQDRHjtg9weQBG/U6/xkp3d24AriFypwLeVG6L+njE6mPzXXw0pey5SPS49yeHlelNklaFZkJu/XO88ZPs8q8e/Lnk/ydN1r2lEHs5SPHDY4/hSh4Wu8DkCp0uLS5pHOlhND8qccUmDRHMieic0AmPIqqR8lz1TIRDpExbLzMZIv02aNHD9PzpiityfLWCSlqWPlTpCq2JqdCpItFFlmq4pD5sUXEaP8dy6uH+ygihiIiujusF3shA2bgMo8gYK8XNvsFbDLnBk6tgk+YwFvO9wlkRM+idELLkTnViRrHKXeATNj8aiqdfpI8dSSV69VqiF2zKHREsTNh6fW5serxCLklRNUUR/bkFTbLkYFTqtgUOYRy6icNLnfO6A6EDhBJnd0Gq1atwuLFiwFk1aJ0CXAgI3OExKiqqjIrPoSCCvar6dWrF4BM6SLH1ftIv+JfIylhMiOnZ5NYCi2EDUun29vb3UweB2CswhG/nJaWFjdOWSck2DPPPAMAeOihhxARsTtCe+oIxKhXyBBHhIjS5rpjgE8kedK4JZUTr07VKinh4fxiFAEy/7qUIOG0o6mpj03jCkd0uMpV6TYhWZz6pjEJROZicrAiFuAbM+fOkckaIliC1bFYoSMQsusX07OS7pKGdruohFKSaCbc+XE6WCRzIjob5Hlq+d4Bth8OK2+1Kof9dziVWyCxh/6bxxBKXxJwW4mB9HY5N46bQsexiJpyvjm6TVFlKyZoWJWkyShO0eJl/mRvxIiIiDxCKVmAX8o7ZAjM6hvxmxGESBLuT9Q5c5beg0WpksalZKV+O7g1Vea0p6bI+6ZpWfccDPT5TLouJXyEzJH11anHzrwXXLUrh/R4ITKKq12loh7TFHo2xnnVs6zKWZog4+tq+RMl4+weZE2liKTOboS1a5P/CC+//DIAYMSI5D+rPOSF8NCGglxS1JL7VldXm9s4D16gFTUse+aAplQqmQaF1j56vFb+uDZv5MBUArtXXqmcDY6I6I4oIhJ8f5sUC5ARHELugBQ0Ws1yFql60hLnLtWpMVOxiKeNI3rEfwek1FFgssiNgcyV0bgiM4FuzCtnXGpYSgRps+X5tyYkNqaxSijfB85RFSU+mip1Gs/Jnasc/0Xs6RkjR0R0VlhESnV1tVcoIZTCrdHe3u4RQVwpS8cc/KzneCFUMtwiPJjYqK2tdccUokkmwUJeOEze8ORYkUePpdAJpY9xv5Zhsl5npVtVatgcEdGdYXmshNKvmMxho97MLyYjbiYgjBAxIW05bUlDSBUpMe5IGClxfuv/Jp93pnHHuN9l6h3hY4TMWXN68vnqGcnnVU9k1bX4eKTCCY2NDaO57UQsc9dIk0OAT9BMyZU/z5NnrJwS3IB55vcZStXqDgRQJHV2I4gCRcpxL1+eMK4DBgwAkJ/tApLAhvOuOSgJzchxZSkJJoQ0YpNDjSIiiMdgIZTbLp/Sb2imi9Ou3nrrLQCZ2XRERISNILkzk8gVITb2SB+eWsmTqlVcmpJVInymf2wheUJeNwASYoXHIsfR6WLpvqLw4TFYVbaS/lYE93HL4jXUONL5BGFlGmil5dyFnHpxpnj3XOClW8X0q4jOCssvR/9tpS0VPfs5VuAJpBBpJJA4JBQ3MKEiz/6iVCQ2Yg5Vv2JlDh9bF54op4YOpatZpBGjqKQ5r49pVxERvh+LLGvfFk4NypQpeTNeUaHMxqnubyaC2PxXw/etSdrOWZqaI2OcI0OyYyWkjiNfpr036UwKXH3ui4laR6OPcTG+rAidy5L7g1MECZYmx9XqGVHxZEbJ/d14cxgzwqWNMeETuj6WQTWTOfq7swyvrdL1XR0dInV+9KMf4Uc/+pFTehx66KG48sorccopiRRsy5Yt+OIXv4j58+ejqakJJ598Mn74wx9i6NChro9ly5bh4osvxoIFC9CnTx+cd955uPrqq90sSsSOhwRIQlZI0MMeOyHpriAUrHCwxjNCXNK0qanJrRNVjARKoaoTXJHCqkIRCk44SOPyqa2trblxAZlCR8iwiJ2HeK/pOmCyQaBLg7s0JqfMSR+wQmasVg/clSnJIiRMmro1v/Ec14RVMY5sEbJkGnxQWtT0aZImJmvS7R/dH5iWpketpIpWabl1h5SEyRFGTB4dPyx/XtcBwKv5tmQGXYRI5mxfxHvN9oN46wj0+Wv/GyDvgQf45EWPHj2C6uFysJQu8nwPfSehaph6TK2trabCqGgMTNSwz2AlJc1DaVIdUdVU2m/Ejke813QdWOSOXrfctc2X7hYIMTEDd+X8YwA7zUhXeWLygv1lOHUJyJsoAwBmp8odScv64QvAyPQdSdKujk6VOz88I7/vVb/L1DsXvZ58ihIoTcOaPfuUrH/eptLEEuTVOFOWLnHnqkujA8AiSvua4vrIwNXG5DvS5JpF5nS3qleCDt0FRowYgW9+85sYM2YMSqUSbr75ZnzkIx/B3//+dxx66KH4j//4D9x999247bbb0L9/f1xyySU466yz8PDDDwNIHmRTpkzBsGHDsHDhQrzxxhs499xzUVtbi7lz5+6QE4zwIf41EuT861//AgCMG5ewqOKFU1tb6+XIh8gWIAleWCrNJsWyr059YiKJq1rIPlu2bHHBR79+/YLnxalVep2QRkXlytlD5/XXXw8eJ2LHI95ruh58suFhl0bklT1nNQuQESSyTtQ2ouC5TrUV0oaUP9OnHZkcR8gdUeFMewy4VZE2AOZPVWlQQJb+VTM/WydjETJnKpE8jqgZptqGU8zy10DIocSxcNa0vPpGfIpCXkYR2xfxXrP9IeSOfI4cOdIzN2ZvHZ4o0sUXLANjrRS2PG64yqf49ultnN7F+2hFDSuBuJiErtplkTsaHEtZhsYh1ZOl7tETW5Z3Dk90RcXOjke813RelCtlzu2AjFTg0t0hLx1GiMyxIMdZTPvejf6K0MirY1xVLCFzZiuSZMCTyeeStHT5PVPCB15yRva3pHGt2Sv5fDXtT8IlpboRNY9WFOmxBZU7KYnj+kjTyfIKJ7kOeTKHoVO3uhtpUw5VpW2k6QcOHIh58+Zh6tSpGDx4MG655RZMnZpMvz777LM45JBD8Mgjj2DixIm45557cOqpp+L11193zPP111+Pyy+/HCtXrnQPx3JYt24d+vf38/ciKsMee+wBADj44ESCN3DgQADA4MGDAWTkTv/+/d130qdPos8TskUCIwlwevTo4VQ2odLoQBb86Lx1IZaEZJF+pa2uOCFt+vbt644JhIM3rmQlwaUQWhx0rlmzBk89ldwgpMrV//7v/+bGFrFtWLt2rUnIVYJ4r+ncYKWOTsOyfHdy6UzsPTOYiBPB4MeydUKkCCE0MCFs8E5K2KhqUi5FS1RDQswIblXHkf54DNbyrUdk+3BqmZxPYCxZOXWRNKckT0yx2ibEe03nwsiRI71neu/evQFkMQSbIbe3t3vXjtUIWrXL5AorgWRiRyatZD8gixNYtawVOxL7yLiFjJH1MjadClbOkDmkRC63HKp+JQgpqzmtXE9k6U9RJL/11ltRndwBxHvN7oU5+IFZQYmJmRBhw1WwtGlw0v8Sc3/2n1mEfZw6SIgOUbpYBsSLxkz2yBeHq9JS5uSjAyArc87bxv0uOd60ereK06x4LI5wWrrca8PnqAmy0DXS4O+lI546XQGV3Gu2Wq/X1taG2267DRs3bsSkSZPw+OOPo6WlBSeccIJrc/DBB2OfffZxN6RHHnkE48aNy0kJTz75ZFx88cV45plncPjhh2/tcCI6ACEpOICRoOfVV5NZ7oaGBhewCFiNo2XRVhDC6VKh3Hr5m6XZAr1s5Zrzdt2vNfslRNCqVau82blI5nQOxHtN1wCnYWk/GIYjcwSNK3z1zvFEnAiY5NFtbk3JnONpO6dE6X64/2mPZQSPjMGZKyvlj+6jcUWWZiWpZJJaxsbMM1e4ymFyfTJj5EShMzfdrttEgmfHI95rti+44qUGp2N1JJUolGqtfWr0MhsEb9q0ycU1VgGF0LOfS5pbaWPt7e0uXrG8dXQfRaXRKwVfj3K+gxG7HvFe07lQ7uVfsByvmNWW2LD3hjGfTZaXXu/1O8GlcOUrRYX6FTDRMQF3OTInIz+WpWMZ5+0PAJiuDiakiqQ6iYeOXi9Ej0udStukJM/EaUOS482ejIlzFqbnkhI0N56ctL0o7yekyRyBSzlLxyJKnUWqDSt9mBgLqaws0qYrkTkdQYdJnSVLlmDSpEnYsmUL+vTpg9/+9rcYO3YsnnzySdTV1TnTXcHQoUOxYkUS1K5YsSJ3M5Ltss1CU1OTm10AMqPfiK0Dl+vkgEa8dt555x0XyIhSxyJH9OwUmxqyWbEmaKR/Nl4W6JktGYOAA5hQUGgZN0pAJsTW22+/7a4LX5+IXYN4r9n1qIRQ4DaWx46GlA/PkTtCrqSpVeIv45Q12r9GCBJZNy1NZ7pOtQFyRNH840kx40yOySj5rPuydTImIXPkeOz7M3VYphL6DaV1URWshMCRa5ZX6IQQDZJ3POK9ZseAn9kaoQqXen1NTY2ZCiTPfK3cscgWxubNm82JJvk+JC7Qx5N1ck4Su/DxampqcmXZ9bZQ1VD25ukIISNtrXMu8v2xsD1Ipggb8V7TOVHu5V8TBUzeCKkwEb9IW6RpQUvTmACXuW2cdiUIETlsDDzBbcmUP9xf5ruT969x7ecsyfvgAM4EGa8m//cnzkmVQNNHABtmJ9v6pEwQKXYW3SrkzkIsunFism7AHUn30+4F4FfBCiltnEKHVERuGfu4c5TrUIn6xkqri6ROioMOOghPPvkk1q5di8bGRpx33nm4//77d8TYHK6++mp8/etf36HH2B0hsltJZxKligQvL730kqsAddhhhwEIS6SBsFKHAxqeQauurnZtWFbNRJOuhFGOACqVSp58WiDnJg9AMUNet26dS80Sb52IXYt4r9n16AiZU7Req3cA7RmTPLDnTj0r88mRylKidOEqVbqyVUqqOJJIKmOlbVzK1XXH+OlXgbLnAFRJdWRkkYyF0720uihN+XLeOelxZFkjS0PLp1sJQteuHCLps/WI95odg0oICnlGi3pGlxNnFQ/783Hp8dCxQybIq1YlaY9W9SuB9hKUtCuBxBKS8qKLMHD5cytm0ZWyLH8cXi6VSp6nkKVgKkrVYg8i+ezZsyfWri3vCRKxdYj3mq6FIqKAwR4vuvS5bPM1KgmKUrQE4puTpV/Nc8dgs2YhPlhVdDfGOx8cp/xJlTSzb03uf4vGnJE0GNkOfOqG5O8b98oPOE27Qlpda9GYEcBFy9PzTu7lVrqUVhG5balCZ0paTQspmTPBEVq+f04lJsjdtcqVhQ6TOnV1dTjggAMAAO95z3vw2GOP4fvf/z4+/vGPo7m5GWvWrMkxzW+++SaGDUsC32HDhuHRRx/N9ffmm2+6bRauuOIKfOELX3DL69atw8iRI832EdsGHXhIcPDiiy8CyPLJhWTh9CwAXl4vB056lqxc0BeaNWJpMyO0XitygESFBOSDQvb+EbJLyJ5oILhzEe81nRuWIkevtwmfPLmjiQ9XJtxQ4Uyf+YCfvpVCyB00PpffoA2ZiczJEUtAQi6J4qeRDiBmymLerNK8Zs28Pd9PY74yV5ZilfkKFZE5oe1FiGTO1iPea3Y8OuIDAyTPZn4mC3iyJgR+XmsChL10LDNh+ezbt6/n0cMp4iH1jUW66O2VxjGapOIYiE2otWpImz2HPqUvucaV+rJEbB3ivabzQL/8M0FgpVhVgnIpXLpNKL1LCBn2yQGOBQBMSYmcKbkqT+HKW6IqEszBDxxh4ipNyUZXNTQhZyZetAyLbn0rXSdjIIgBs6ovIaSUjEmIrEzR5PvleFW7aB9tCs3YXVQ4lWCba+C1t7ejqakJ73nPe1BbW4u//vWv+OhHPwogqaq0bNkyTJo0CQAwadIkXHXVVXjrrbcwZEiSh/fnP/8Z/fr1w9ixY81j1NfXB8mDiG2DGAayUaFAEyoSGEgpxkMOOQRAFgD07NnTC1ikX5Y66xkhq/wot62rq/Ny47l/Pcsm/QlpI3JT+eTUrdraWkdYiYGcbBPTQFE2bdiwIRI8uwDxXrNrYSlBOkJEMBH0Yrp+Pi5wBI/DgvyiqHLmTz3GI2bKkTwhtYwjc9IUqFmNt6dj2hPzF1CA7I5HwZmqbOVSqYToacyPIT/eC3LLmbeOT/J0VKnzIvY0+4/ET2WI95rtgyJzXyY+xMcmRCrINlb0Fj2H+XjyPO/Zs6d71suznatjMqHS3t7ujZfHoEmXcn5/Oq2clTqhyqLch1UqnYkn7e/DSmmJjeSa6ok6mdCKhsk7HvFes+tQ9PLPKVZadSOwKlaFCCI2PebUrXC/eZXKCBrDCIxy4wyNL3ScEDki5I5TAKWpT4umjwCQplutOSz5nJfen6Yn6Vdz5qgKV6y2MYgxOd4ULPFSqmQfTitbhFOxCOcEz02wO5M5gg6ROldccQVOOeUU7LPPPli/fj1uueUW3Hfffbj33nvRv39/XHjhhfjCF76AgQMHol+/frj00ksxadIkTJyY5NmddNJJGDt2LM455xx8+9vfxooVK/CVr3wFM2fOjDecnQB5aA8fPhxAFjxx9QZppwMOgRAnkrZ00EEHAcgHV9bsVJHqxppV4770OGWbBCdaoq1NEYEspYpn+ORca2pqvOoWsk0CHPEa6tOnj6uaJcFgkQw8ouOI95qdg0pf9ouIBe4jpETxyZx8FaxZmOcIHk5fEgg5Mrpxodt//nVpGyobLgiRPdKPkDBu+bpUYaNMlZmQmS/KHfLJmY8DvRLmQhoJHHmEheY1y6ph+WqncuSObmf5HEX4iPeaHQdRudbU1HjkhTxf5dnJZcD1JJOVfhUq3S3guEPHMiHFjO6XSZmmpibP68RSHmnSxSJ39DWwFDTlKmhp8ISXVu5U6pEj+9bW1rqJrUjqbF/Ee03nRSUGyUCeoGGipqgsubVN+vANj/113BZ4yiRzXIpTWmlqokpn4n4nUAUtwZw592RVs2an95HU5Fh8d5xfzuwRjuCx1E1sCj0b4zCjjLdQdt2O9fpjhY6lTtqd0CFS56233sK5556LN954A/3798f48eNx77334sQTTwQAfO9730N1dTU++tGPoqmpCSeffDJ++MMfuv1rampw11134eKLL8akSZPQ0NCA8847D9/4xje271ntxhD1jZQtl8/evXs7skLayLJUqJBlIU169eqVIz0An0iRtKyGhgZ3LOkvVOpTIzSjFSJxgPCMFlfvEsJp8+bNnjJHIGMSs0M9Jhm3lIxjjyEp/V4qlXLH0seR9TKzuH79+mi8vBWI95pdA4uEKfJ48dte4LWzyBwhMTQcEdNIfjkpySOKGgCOgOHUJvazGY1VjlRxKpapiQfO6MaUfBFl0NRhuf1C4+by67Nm3o65jUQSEWmUKYMuy9LO0k+/GpZ/7cqRO/o7iubKlSPea3YcdPEBeb7Ks5crXYZ8Z5hksVQtPXr0MNtqtS+QV91wWxmTxBQy5j322MPrzxp3dXW1F+twurpOdeICEuXOOQT2IJTPtrY2Tw0tcY3EgRKryPfSr18/l54uWL7ccgKJ6AjivabrgYmDkKKGiYgQQSNtrLSrkIGyqFfuTvub4NY/5foSA+ZM6YK0/zQda2l+fTLmvL9PRkql400JoMzgGJgx5/pcW4FLtZpzPWan52YRTXzuM/CKeT0EWjG1u1Wy2hpUlSqpI9nJsG7dOjeTsLtDiJhBgwYByAgJJmzq6+vdQ1wCDGnDih2dUsV51nqbXm5oaPDWcdDDSiANazaJ89Y1mNyR4GTLli0e6SLKGmkj60XJs3HjRreNgx/pX5ZbWlq8dRI4Sb9iNNjU1OTayjo5zu6m7lm7dq37fXYVdMd7TRFRY738h4iEciRDkgYU9pNhMmcuJnvpUJaJsO6HUXS8rN8UYqYcSM3ifrTKRi8z4QQQ6QT7nItQiVFyOU+jInR3sifeazo/JE6wyJeQioWLL+hliSusNloBI8eQ5z8/87WXDpBM6DD5ohXNen1NTY1H0OiJMj5H7o9jIdleSaiuyRz5lHWs5pE4RK6BjnckjpGCEk8++WTZY++uiPeazo9yXitz8ANPdSPg9ZqoYHPiIjWOtU1IESF1QulROnUKyJfytkyVFzsiKF/2u5L0sZDBcbnrEzoGL99ApM9sXGJWpyrC7kriVHKv2WZPnYidB3noS2AwaNAgF3QIIcOfmtSR4EC28ewRkzo9evRw6zg44dQqIF/9Qe/DqVU8Q6dh5YqH8shl/EWzUyz15nxyrlyh/+ZgS/rXpA4HUZrkkmvBVca4bKqQPVHqHFEOW/MyXrSPRRhsj/Sd0ViFWS6dKE/UeP45OAovOvVKmmZFZb+DZdANMJGSTwlLlTlpKpXf/wUAHs7tJ9tcPy79KlXhKCLHqYUMYgg4ylQucXUw7Y3DpJT13U3HTQHSrLxyp5wiqJJ9IiIqBZcNF4SUrfJclXhAnq96oohTtJgkke265DiX/JY2MuElx5H99CeTOVpRI8eUMUgcJv1JXKXJKPYSYv8gQVVVlZdmJTELf7a2tnoTT5Zxslz3Hj16eFVOV65cCQB47bXXgmOKiOjM6AgJwKk7QjJk5ElGVmSkh6T95MmQfLpUmKgR0uVupe65O6D0Ce0LQPnMiGLnqdy+0tdit8f4HIGkIev1+DPVUVihM6WALLL8ffQ1rlR9Mwc/2K3TqipFJHU6MSSwkFxuVuFo8zMJKITwkU89+8UkBSt0QtJg2UeCEg5ktPkeEz3clgkVXXqcjZFDJc4tg0JtCijLVsUt6Zfzj3VFDB6LLOsAUq6RnIsQNbJeB43yXcj3J+csfgNM9mzZssURPJHoidDYmpdn64W+yK8ltA/vL8QDV7ISaGIhI0zy24TU0J46AiZQJE1qOsJKH30cM20KmXeOlDhnVU9ynmFFjvTL6VlzMdnz32FPnWzZD2KYqNLn55M54SoRel//e3047eso6suvUJYdtzwJ2BFVUEf2iYjQYAJIVCY6nZq9eFjZohXCTGxwrMIqokrSpHSqOscZnJIuMZxW9TBxVa7Kpz5Hi9TRSh2egOLUekFLS4t37He/OzFFFeUOk2EREV0JrAbRihFOHRKCYjF8OL+Z1PjXqvYE5WMjpIsQQBOpD2CZSebwcadgrUu/yvbJky+yXggRaZ/fB+m4fY+gEcZYQmO0Usw6Ug3MQiR0KkNMv9rJkBd8ebiLT4v2uWEvGsvIuLq62kuL0kGIRl1dndtfK3EAP5DRszRM3nBgI2Orrq5251AuB1z20bntVoUGLT2Wn6qMWwgVDjC2bNnilUnlnPNQapWQKjyLx6RRS0uLRyhxv5qs4rHwPqF8ePmbjZhlWcba1NTkTKA55ayzIcqUO45K1RNF5ItFxmjiwEpn0uQIe9pUYuBb3gcmS2uy/HZC68upYcqle2mETIp9JVF+TLzvfFxgqm94X92/Na5QH3KuTDBZ5xEep5BHWWpbR42YddutUYwV9duRvor2i/ea3ReSii5EisQlOp7i+EjaWirivn37ejEQx1Fa+Sz9yYScKHSY3KmurvYm2ay0tBB48opjifb2di8mkU8hxiQGkkmmjRs3uhhCtsmnTDL9+c9/BpAVoNidEe81XQc67QcoLmluYTHGe9WiBEx06NQoNiEWhNKjLIPkULoUb+N0Lm63GOPNlCzufzYu8UguJqdCsEgdvv4RHUMl95pI6uxA9O7dO2c+B2QP91CgIcvsScOzJqGAgBUurEypq6vz2nBbnrnRKVtM0HAgU1TFgYkVQXt7u0c0cW67fIby1FlRI8FKc3OzR5gImHzR6iGWKTP5okkeJmi4rQRBobbWrJo+dx6DQIItabt582aP8JF0L0nrEj8hWb+rEIOfPMopGEIv3OXSaBLFi11JKbScrMunR/EYdZlsf9xhv5kiRYnnbxNorwkTQKckHVhWrWIRK4BNFmnSxCKLLEIlN16P/OLr45cpLzKQDqeH+ebTofPidaMD6XDlCCY9Dn0OIRR5L1nI/w63T1phvNfsvpB4QCbMuEBEbW1tLoYCfI9ArpI5aNAgL27iOE2We/Xq5YpGiApXxsCVNauqqjxCidXXHHtVVVWZpdJDsYY14SQxisQNQups2bLFxQyyjlPGlyxJ0jMef/zx3c4bkBHvNZ0f5QibkDeNlUIEADeM+WzS79Lrc+uZuJG+FquUJwGnPgmmYK1S8Sxz6/Q+IUKlnGePEFFzVBlx6xz1+kraMCxlTkiNU87vKCJDJHV2MNg0WC62EDladcOpTZyzrMkTK2ebSRhNdFhEjSZf2IjQquagx2TlpfNsVZGqh8uHcj54aPwst+7Ro4dbF0rNAjJyZMuWLd4MFo9Bq27k06oSwUqb9vZ2NxaLoNH7Wv0JQn1YhA8Hm83Nza4/qxqYkDmbN292wZqUZ2fFEl+37YndMfjpiClxEcljVUmqJEXGUnBsDfGhwcRHNu6MhGBiqShFa+7UNC1KSpob/b+IPT1ygv12vFLkOLCswqUjYKJJ98uqGB6LNm2uJF0sdKzQdkGoXYjMAVjx8nC6LmxYrb16LOIwRBDxNh5vJSozRjnyZ3e810TkIYSKTKRpckdiNolZLJWxxCh77LGH6UXIquWBAwc6UkfHgoBPHlVXV5umyhwHhqqDCTg+0LEKe+lwfCAxgMQJmzZtcoocrd4B8lU9AeDOO+90fju7K+K9pvOjnBmvJkTKKV80GcPrshSqBKzk0fsILDJJj0UMmbVxMbexFDSVGBvzGPTxLCIpbBwdrn4VCZvtg0jqbEdoHxuR91qzL3pGKETa6OWQyR5Lf4vUOBaZE/q0ggUOJjTJw9u4BHnI8C9kTAj4yhrAT7PiilaaKLIM/jhoaWtr86pYcKnSIvUN+/xwWy1pZtIlpMbh/iwvIP3JM298HL2eSSO+tlpCzSXXJZATsofl1ps3b/ZSwbYW3TX46Yg6oRIfm6K+yxFBobaWEiNEjpRTwBShEpLI2iekTClW+oSvYSUpSBYxoZcrTQWziKfQcYvAnjqa7OFz7Uh/rKzJSBP7Gpe7TnodEzSCkMIrO7c86RRSgJVTAoUIII3ueq+J6Dj23DP5rep4zSqvzj6Dsr6hocFLk+J4T/ofPny4+x7lN2ild9XU1HgxikXyaFgqHo4XdCo3xx3scaiVvuzpJ5+a+AGAv//973jkkUcA2MbX3R3xXrNrYBE1lVRRChEd5dKXQqiUAJqAp8r2byl3QggpgMr1q9tZ5xZKw+JUNYa0LapkFUmd7YNI6hjgCgoDBgzwZlTY+0aXpAyVyNRtQilL1qwLEyuhtiEvHWlnkThMfGiyiLexQscqrRkav5YR8zkxmKzS/TMBFFKzsNqGx6eVMBJgWNWvmJxqbW31ghImgDSxwoERB1N6/OXSrjqyD0NLsS0CSPfL6+SaCckTUv2wAohn+vSnKIBkZk8TQV09+OmI4Su/gOsX144QM1uDci/lIdVQuSpMRZh/XVrOe+b+5j4WqRPy1CnXViuA3LZU5cMpT1qRUo6oCRE3ZVUyaapVqCy6Zeaswd4/GQHysBu/TjsL7RvyEaqURAudKyt28udQmbdTCB3ZtxJ1T/TUiagEEsuJeqZXr14u9rPS4kNVRNn0WGLFYcMSI3chjwYMGOBVubJ8DLVSxzJI5kkyvS2U0q5RlP7Nz3PtLyjxgEz2SCq3eOhoJc9jjz0GAPif//kft//uhHiv6VwQImEERnmpQZaSRNprWClK2pPG2jdE0ISUONZx2FOnKO2K2xaNQdoV9WfBUgIVETZMBEVyZ9sQSZ0U8vCVHGshcPSDnB/YQgIwgVNdXR1cp6Ef0uWks6EHOZM5TKDofbgNj0Ev87FCxAwf11Lb8MwWnwPgEzX8U9NjtAz/tEKIFTMCVvcAPhEj52iRJLpiFpMsnJqkz8MiVLSSx+o3RLrIek6z4sBOtuvypjwmuS76uHxM6Vdm3izSR6+TgC9E8rCvz8aNG9He3o7ly5d36eDni5iDeiT3hiJSphKFAStntkWZUvQy3RFVifWyr/epxEw5tD6ESs15gYywQeOKsuO30BHljl5nfTehfU01DxE/RelXIYKmiDiyztEat2UkDSjSKK02lqXBZcRWJWl5PCaLMOzIb5a9nkKYhXlowhZ8B7O79L0mYsdg8ODBABIih70OJVWLq4fquJBTqCSe3G+//XJ9NTQ0eG2tmLFHjx5umzynLYNkPallKXW4j6L4w/ID3LJli4t5mNx55513AGTkzsaNG/H2228DAH72s58BwG6XjhXvNbsGHSEMpC0TE1tjPBxS9TDRYZEyRShS0nCp9JAqp8hMWW/Xvj/+cfKqnBEYZZZpD5kqW2qeSOZsH+y2pI48oGVmRioQ8INWq3D44cvpRqyE0X9b6puQeiVEtmj06NHD9Lrhig16locJGd2ftOUxMJmjS37KMqdHMamjAxJLqWNVb9DSYwETQrovTqmyiA7d1iLTQh47nFLFxoIhw2eLjNKBVIgg0ce2+uJjhfbRpditfXV6FiuV+DcVMou2zKsl4NMKKSF1NAHU2tqKRYsWdeng54uYg9cwAkDY16ZSL5AQrEpOlexTpLjw1UJ5j5f5uCCgAjkquG/oWLaiJvNosYyGQ0RHORKqkpQh3pf9bCpBThGTEhxMKPnVpMqPkz2DQscMVe2yDKMFIULI+s5DXkS+oqhyorCS34SVPhYywC7nMVTOzDmSOhEWREnTr18/FxPK9S6n1NZEjfyuDjww+b8lcaZs79u3b2G6lUaPHj28daHYRy8XxQmh2CiUkqU/Q2QPV9KUSRpR6Aip88477zjC58knnwQA3Hrrrd74ujPivaZzYgYuK1TmAGFD4Mwf55zcviECx1LJhIiPSqtUhcCkUNE+1nEEOhWsnPlx0fgZmtTRKVkR2w+V3Gv8ZN0uBi5bOXToUM8Yj/OkuXSkVt+U877R5EAoxSm0PrSOCRuBJoIsZY0mnCyyIkSkWD4+TO7osuJMElkmyPo8eB8rpUqD/Xa4/1Kp5M1o8TnLebS2tlZciUufM5dKZ8JDB1WW7DlEwvA5SRv5zYbIHb4elsonRDDxNvnUFdCYpJPgLXTdpE2oygeQBXytra3u/5gEjL179+4WcuzvYLZ7KS0icCohcyw/Enm5DREpvG/RS6/0M5eIgunUZ5KSJMcW8kMIg1XpGDPSgvf3z0eOJ9cn28Yv6+VUJ/kx5RFSxVieNLw+GV9xRavp+hwb8+fI11vvy+fqER0pMVRJKfmMjNHjCqeAhfrIjuGfvx5jaP9KfIoqJfhexJ5ef9w2eN2N44SqdhUpfyIiBHpCgye2OMWdn3X19fUurtRpVoCfwqVLprO6muOa+vr6nOoW8GMIQYjsCcVJFjimkHNkr8KQqpuPJ2htbXXHHD16NIDs+qxaVUzARkRsCyotQQ74hr2yb0bUZBDSZoLXxlf3LE4//QpTCfJVrMbn9vFUMrNPScY253qPOLEUPyEF0BTaV8Y0A3cBSCp3zVl6j7ef7m9KBZ46TAjp7RaZEz12djy6tFLniCOOcA9SbXwnZE6o7DbgP7Bramo8g1h5eEm/glB1Kkupw8qXUBvdrx5bqG0RwRQiKfSynhHigEYQMuQr91DX/VvpVRw8hCozsCKIiSZ9TpyaFCrvyUodHneIYOKZKwGTGlVVVW4myxqLTmOS68pyZyZh9BiLKoXpffVYeSaPz6e6utojWISECaWNyadFJOmy6tKW07eam5vR3NyMn//85116RuuLmIPvYDaA4opW5SpNFZnwFpXNLvfyLJg79SygMe9tU4nqoZKX846m3oSOXbRsegBR+lVybrbyxDqPrJ/90zUP57aHCBpBSFmkx1rJuev15dRZWnVTzvCakbR/2Dsna7yVlHjn45ZLGeyIuXLeVDmvGCsy+S6qBNeV7zUROwZCNgwePNipa7hKFX/Kb2jQoEHYe++9AWTpVly2XE+6WX6LocklXmfFOSEyx1Ith8J6jjesOKe1tdWr1MlVMkWxs27dOpd+Jeqdl19+GQBw4403Auj+5E6813ROzMBlHSrzbVWw4opTmkjRhsVAKJ0pX5pcwzI41qohRqjUeaUqHp1GZVXMKqqyFRonIyp0diy6ffrVCSec4G5M8sLdu3dvzyvGmoXRD1ohh8Tg1SJJtKLDUsXohzv7yfBDviiPOmSQp9frGRXeFvosp/wJ9S+wqizoNjzOEDGj22kfGy5XLmQap0kBNpGirwUHLHydmDThcYX6LwrEQhWy5HyYSOHvnGfKQoSTpdQJnSsTQXq71Q8TlCFVlHxHsq+QOfr7COXpNzc348Ybb+x2wU8l5cqLqg1V4nnT0fQTjY7s25GKR9xfkdqEFTNFJIBNLvgkAJM4FjQxYRkXV1L+vJyippLvTBM55Ugp3jdpU5zaF/THSWGljU3Hc2aaWyXkYtE15P4z5FP8dN8eUUNEnFbnhAifmH4VYWHo0KEAElJHKpgKMSPxH6fuy+ewYcOw//775/oRpU7Iz9CqXMVkjy4AwfETxwW6nZWyVYRQanhoPRAumAD45M66des8n50333wTAPD4448DAH7+85+XHVtXRrzXdA5UotyxDI2nYK2XXlSJjw0jRLqUQyg9isdrjWUCnvKImEqqYJXzydHLrHKaiF8E+1+OVypW4ETFztah25M6Z511lqfK6dWrl5leVFQqUhQL8qJajgjSCFW7AvIP3yLfHb2+vb29sIKV9Cuw/Hd4tkebKgtCHj26z5qaGvMlP0TqhBQtGrJeAoOqqipPGSLg618qlVx/VjpPiMQQsJcMq1p0RauQwbAev06pss6ZZ7qAzIOG09HYzFlfF6tyhf4tWCSUdT66jZVGpsm0UPUvwFdeNTc3B318mpqa8MMf/rDLBz9WWgpQPk1KEz+Wgqao5HjomECxmmJ7qm+S46RmtVNfSD5T5UwREVHpeEPl1a1+O1LdKTSOcn47WkljqYUq8fUp+n4tfx1HYKXXeFbj7V4lL8tTp+j36HkaKVNkHoNHQqXVzabPfKBsNbCOEIe8PnRs/v8T8rHS/bRgM36Dz3X5e03E9oeQMUOHDnWmyULMiDJHSBzZLuqekSNHYsSIxFNtyJAhALKYMZRub8V9HJfpYhSVmh/rv0PbGByr8ERZiOxh4ofJHPlsampynjpC5gi58+yzzwIAvvvd7wLI4p/uhniv2TmwiADLMDmk1Cnym7FSnELrZZ1FtoTg1DBjPpusWLo8t2+ISNGmxvq4oapdoo4R0oWhVUkCS0lUiWdPiJCJJc13LLo9qXP22Wd7pE7v3r291CkrpUf20WZy8qCTbfLg1g9cq8pTSEZrKX6KDJMtn5xQWz42+7SEvt5yJdk1YWMRNCFIACBkEZMNHFyUSiWXxsTqEjmefL96P07nYn8YPfvF+1rGzyEfG6tSVKgf/i1opQrvH0oX0+cT+j1yW30tuS3/5nTQZqmG+Denq49x0McEk66UwQRQe3s7mpqacM0113T54KfIS8dKpylWneRLR7OaJ1nOV/2pxO+kI1WvBBbJUJQ+0xHDXiZHKjlOkW+OpQyxznEuJldsmlyUImcZEOs2fulyO5WokrQ07p/3DW0v570UUjB1pLpZeRLTN2Kee1363c9MvntJaZMy9BpWSfN8pTn+/xLTryJsSPrUnnvu6QgeLqYhhI2QOlKufNSoUW5/q0KqQBeNkE9Ocxboaqes3BWEYjh+tlvmypUgpNwJKZkBeFWxmpqa3N9C5kg61iuvJC9/DzyQ/H//7W9/2+GxdQXEe82uhWWCDJRXl2iwwqWSkuBipszEUih9qlJj5NkY50gWJmJmj0l8d8QT527091KnLIJG72ulUhWZOJfbp+j6x9Lm2wfdntQ577zznGxWK1TYpI7TpVh9E/KmsQigIpO6UFqW9ZDlF3ythJFjW2SAHn/oHHRbPSMUUgXp/vg49fX1ph8O+/yETJV5LBy0hLxpeExC6mgyzSI8BC0tLaafD89W6U8JWKwAKbTe8sXRxBj7+zAZEgr0OLCzxh2CHFsMjPV6q4KGXEv2WdK3B0uhowNAUbpJGiOQBH7f/e53u3TwEyppXlQhil/sQyRPJWWzfTKhvFLC9uwJvyjn14VJKZ3uwv3q8er1W+M3o1GJp4tFmNilse3y5JWMryNeSVwiXKt8yimYhPBA4wqTwOJ+dTtLjVRERvE5FVVLM/chouZF2CXZOzIW3h5S6gAx/SrChpAyQ4cOdWSNpGHJslbzAMBee+0FABg+fLgjgGTijGMv/WytxF+RYSl2Qqpaa7JQEFLlVnr8ojLosixx25YtW7yy50LuSGnzxYsXAwC+/e1vVzSOroZ4r9k5KKf6EHInhHKVm4BiEsdqxwQHe+vo43ZEFWONtyOlzCtRJfGYhERyy2MmY+LSJF5io2j2zZmDH5gqnqjY2T7o9tWvevfu7WSzmlhhJYpV6YCVKXof3lc/aJnEYQJIqylC6TKh/kPkjGVKLKivr/ce5kXmenwMS4UTChQswkYQSgnjalK8PaSOsb670P7WuEMBVCXj5+/RUuHovznFSaDXcwDG1dfkOBIotbS0eOfI5xQK2qStkEXSvyYbJQCTwJR9fDiYa21tNQmlULAps5jy2dzcXFFA29nxMgbhICREVehlkpUEnOYSevnnlJhKSJBKiRV97Flm9aSHg5Wfwv0/jPmy0iATdMUmRpEqI3QeCcKVm/Q58jlZxFKo2lNRpaWtMbPWRAygFCSN/vfM5NksGkuIFJF1cn3nN8o18NPUXBsiAUNt+XpYptAa1jXU47bWmWXWrzsLs2bm21rpXEnltuI2EREa8pzt27evI2iE6BHyRsgdSbsaOHAggMRzhye/rCIM+nnHEzhWGr5eZ1X3DK1jxbFAnvk6HqxUxaP9FznNnuNLPVnI8YDEHxLXTJ8+HfPnz0dExNagXNoVQytHFpepPHU3+petMCXbdUlwgSyPoH51O4vMCZEyMt4RRL5k+2bpXosKzI31+DVhw6lai8YkMYpWAOnlBHlyiIma2bjES/2K6Vg7H11aqTNz5sxg5QF+WRa1h1X9SaspyikiamtrzRka3UZgpftYla1CSiBOI9MPTyttLAROo7EqW+kxdUTWW0npcj6eKDosgkaUWNXV1WXNfbVZsRUYyfcs14l9hUL9CvR1t8wNGSGvHh5/SJFlVb/iaysBE5BJvPmaaqWQ/M2lx638+lKpZM7ahZQ6HPS1trZiy5Yt+MY3vtGlZ7RCSp2QaqHSqkAaReoPK13J2jeUZlRJFSaB9k8pOk5ovKGxFSlmgI4ZDFeCStKkyrUNja9capJGOTPh0HHYPFgrX0JEiXVsbmeVei9KqarENJvBv9PQ/wnrdyn7zmq83VSkVeo3FT11IixI1apDDjkEY8aMAZApckaNSl5YJA1LPoXU6d27t4s1Wekt0HGTpbIOxX+Wyrdo8orJIauPcttCy3qdZa6sjZOFsBJlsCh2JA557bXXAAALFy7ET37yEwBZ9azugHiv2TUQZQ4rRoQ4KFLlCDShUuSHA4TVMZbnTah/QVGJ9Er7D/nvWKlTlRyPx6bLoFspbJWkW0XyZvui2yt1dHqQ9sARFUIoZQoIq2+EPNAGcLoPXVHLepFn5U91dbVTErHxra6OxGPkMupMCnB6FpCRE0UltrmUOxMEIdKoHHkRUvXI+KyULYGeEWKSi5U6eizcVr4zSf1pampy6wTWWGSsDQ0NOQJJt+FZqpD6iZUu+vowoccBH1/3UE6+EJMSDOnfj/X7ZqJPV0sTUsfyBtIkp1VRTdro44XOJWRc3ZWRKXV8DxOrgpBWZlgKndBLs6VyEARVMQaRUS61BbDJnJCRsSh2ZIxFyiOPyHBqH38sPM5QdaZKyZbptJwfZ75/nWYUSq0Lj8km9CwyI0RkzXfl1fNkYN4oOQ9W94QIRUt5lUuXcsqiVKnj0vLynk9aYWQRVKzWSlRDYS8jp6IKEJb8f4z/j1hVwZrQPc1YI7YdEvcMHTrUPU+HDx8OIHu+ymeoQEbIEBkIT3jJsTilm9O1NawKnUVejaxwtgoghLYVKW95f46FBO3t7d4EmY43gEz1NHToUEeidSdSJ2LHYwYu8wgDIRWYxJH1odLjTGhoRQyXJy8iQSxljiA7dl4hFOojRPxw/9JmeWDfcmRORsL44xOFjqRYCURVNAKjlGeRVOUKq5SW4xWTaIvYeejSpI4mBeSFXJMurLqx0kDa2trcA1RedoVY4Rd5raJgBZCsl32rq6tdf/ICLGOQB2BodoaVEJYCRp+/gIMJWdbjFvCLPBMfLS0tub8B/5rKA7yhocFU81jBQ3V1dWHlMP5kwkBSifhTmxNzv5aCZ/Pmzd715tx5TYZZfkqhGa5yKi3eRwdtTCjJb06rZLjUOO8bIlXKkXRyPvo3w7N0nF6nTZWFFO3Vq1fFsu/ODlYR6DQsJiKKTHmLDIt1/9NxU5YSU+AvA4QJBCsdSo+fvVCkdDQcyWArXeRlnFOcNPkj58oECpNVYUPm/LH1cSwFU5GKyo2bziV0bpUSNPlUMLuaFu9TrgJXiDSyxsh9hNRa1m9heuMDBQbP2XjlPGYF1DUA8GJjmPzSYzErW6m+Qp48um1oXFkKXkzDirAhKVb9+/d3RINMusnsJ8dneuKlI+lL/CzmT62wDU0y6s9QEQnL64ZjXK0E0uPT+1gEjt5mefHpZ74cW+JficckThg2bJhLd3vppZdy44+IKMINmGemW1lGvaEy5YIQATLFI2ryZAmTPkBmlMxmzVMqUMPw+CsxUpbKWTOWXu/GYhFLPrmTHceVTV9avI9OS7NSzjQs1VSRYieqerYvujSp07dvX0fmCLQygmcx+IGnt/OLMFe/EimpTu/iNC+BLPfs2dP1a0kdQ0oYVuKEfGWsfliJoWdYuFqUvIzLrIkoXdhUWK/j1DXZZ9OmTd51kbGw8kig1TdMKEn/WpEif8t4JWjgAKq1tdWbIROwQkqWdblNGa/IiWWbDlosHyUrJUxfD33+en1oli2knNHj1+O1vl9NxvDvQpN+uq0GkzcyXrnGmgDi76+lpaVbBG7fweyglw7DqsijvV/KGQpnKhE/rSWkhNDHKyIZilJYsv4fDu6rz83qLwRL6VKJfxBS8ml04Lrbfi8Pp+vz1yOUCibI1CZSaexhj0gSZRH72ISqboV8fPh4lnonpHYqZ3bMJGPIYLuoD7+N/FZtg2om9ASh45ZLo8sRc6lqyCf2fEQvnYhKIATO+PHJy9iYMWOcQkfSrOQ5KM9SmdDRJA8/8wWsYtEpywKJJYTMKfLEsxS8erul1OEYoKiCablJPd0/x8ehsQjYTFmW99hjD7zrXe8CAKxalfzffeaZZxARUQksT50iE2ROHRJMMFQngG8e7Ct2Mk+dRbg/Xbck16aokpakNk0hDxxZDywz/XZEUaMNmSutqqXHwIbOVupZMqb8dbDMoDU64qUTyZztiy5N6tTX13sv0Vq9wgSNZVIcassPL1FItLa2eqQFqxu0T0so5Si0b9HLND+oQzM23E9Ilssv4+vWrcsts+JDK1J4X11VS47LD3cJkIQMkGU9ZktNEgqc5JhWipmMW6dehaTL+niaqBDyRtpasmJt/CwkiZVyVltbWyij1uPW3yF/n6GyqUDym+BZOhkDp9kVmTZzulrI38dK69IEWihwrISU7EoIKQNCZc718otqXUjpE8L8qcd4ZI4QDxn5kkdRafMsRSw0pmIl0IvY0yOOLDVLps55zlMAZWXh8+TFXFzmmR5z22y97cPj+gsoeaxzzNQwcrwA4cam0OQ9pFVJFolRRHRYFdVy6U1GultoH6eMMq6//t2US8uTaxmqxCVghU3IdLqiMuguLe+5dLx2pTL+vYmnTkSExgEHHAAgI3AGDRrkJgN5wo8n6nS8Zil1LG9FIIsVOHbRMZZVcdJK09YTJTw5xbGAHhNPlFkTUkUI+fxwDMdKZyF3evfu7b6Lp556ChERHUFHjJF5H0l/YmJCVC6aEBEyJyM8xlMfOvVLjpmQLkIIsWmxNlcWMkfazsBdub4WY7yqInVqbkwCPd4igorbWijqI9sW7k+nq/F3ZH1nUZ2z49ClSR1tGKcfwpYKgdNoBDq1h0mXULqRZW7MD9+QH4llfscqDn1srrqg92HzZ1ZT6POQ2SIhc5gECSl0BPJgLlJBcaUHbsPGzzw+3ZYJjx49euQky7o//n71dbJUIiEDa8v7JkT2MIElvylOt9PnZBlU87Ke/WKCiQM93ZZT7mQM+rfLBswcxIY8gsrl4uv0Rj5mdyJ1ilJBhJAQoqRInWCli3hpMI0rAkoQIR7y5I5++bUqNGUvwZX4wOQxHwd6qUBMoHj+P7f2wvRpeQWQ84zxlC8ZoVPOYHju1LMcSWGVdsfx6bgbszSmotQp3b9Wr/jETzpe8h5y44JSPVEVKd0/K7j4N5H9xg5010r6YZKLx6q/u+w7sVOUyqptPGLRb8tjK0o/LIJlCh36v+dSwaKnTkQAkuojqVVilNyzZ0/33OOKqDy5p9cXpSlp6IkQnizRamJZLqpYqsegJ2c4Fdry0qmqqvImezgeq6RWShEBxHGedS0bGhpcdTGJk6xJpYgIhkUAsAonRGKMIF+ZUJtKS5pDmRMzOSTki1++fLznqyNkTqjkuGCOqnIF5NU8GfJjsM5LV79i9RFXB9PHv5vMmmF4D2mUI2tC2yPRs33QpUkd/SKuHzIyQ1DOTC70smnNmshDqKmpyTPRs/xxNAFkBQBFvichoofHxooOPicJBFavXu1SyOTF2zJvDo1FzrlI7cTH5P6YINMEnKVE0deWv2tWimhFkHWODK1s4lQsrjqmCRVpI9vk2kqpVE2y8blYueyhgIkJIavqhe6fSbWQwslSCTH0dRHo/wtAPtWKx93c3NwtjJKT6lf5l0jBLMwzPW5CaVGWh8ksRyD4+/gv7vkUGf0y7UgQUmmECBAmc6wxFlWP4lQcR0RNW+gRHZy+k43xuUDp7jAxkOybPxePRJuZV9bo87P61de9XBWtIGmXqnncbyFd9tKlph4DNArJlf+unApHXbf5GJbrN2T+rMeiU80s82o9pvm3/C35+xNHev1wH1y23fPoKSBzrMpwoRQx+/ojXb7AJvQiIgAMHjwYQFLtCsjU1jqVij+tyT0dq/DzLPQcDyly9Kf2auRj8TOZldqtra2mgpfjM/1M5viC46kic2VByKPQmqBkFZS2LhDV1IEHJv+vn376ae/YEREarPqQl3+r4pSoXACtvgn774zAKNMYOZTexEbGlvGweO5MxC8CZdSFLHkqN7Z8+XIhTMbTefgEDhNNU0iFNEGRSHcTEVR07ta4Wcmk1UjWdxXTsHY8ujSpU19fH6xOJQ889nJhvw9NmlhlykWmKy+wdXV1rl82YA4Z4DKRZFVwEoSMkotSiJhUkQBg7drkP5yUl2xtbXUPeDkXVubwGFtbW13/QhTIuYuXjvRZV1dXNi0tRHpZFcoEIdKLzZsFMiY9q8ZkiPQnpIxWD7Gqh710ZPumTZu8dXJdZFlmBxsaGjw5NR8nZBJdToKtgy0O+ngsmlhkgk3IKFbu6P87ch0so2S9ngkerabryngZg/AbfC5ZmPpC8pmSJcnLar4ktSzPTZfkBTRvHlxcFahoG7/Qz8q9gCfHnt54U9o2n26lDZ/5xdjyegml0bBxNFdLmovJnpGxR1gpIsQq285j04qRonQrIE9s8bn65Fra79RhXj8hM2K9fhYWYu51yRhenLmnW6fP1Y1bpTE5soI9ahQhZCl0rNS7RMm0AiG43016XeY3HoXpn7gpPdYFab/Zb1WfB+CnflnkS4iYtAzCQwSZ/zs/kJb17y4iIoN450yenPxG3//+9wPIYrm+ffu655t8cqq1NREI2IUf5Bna0tLinn+s9uVYa8uWLV5MaCl7ZWybN2/2JtmslCo9FulXztmK13SatpWapWNRTvln30U5XnNzs5twfe973wsAePPNNxERYaGIBBBzYiZd2EwYyIiOzPQ4gSYxFhPJIqTQHEqXStQrYR8bOab0O8FV5sra+fvmiZQZuEspgERJkyCs1EHaX9L2htnJfW/KnHty2/W5Wp49PMZFYyZj0dLl7rxDbfR5ZNcIuf4FHTFMjsqdrUOXJnV0aohW2FhECitq9EOIySGexQgZ9uoqV/qTx6H7s9Q3OmiwKimx0qNHjx7uvCW1Sl7ShbjRihXO7w5VauJlfkBz8KArNAjxw235oa89X6xjMyGkSSn282G5b1tbm0c8yPXgcWtvnZA/kz5eqCqEQNqwQqilpcWTIYdMlEPnrvfh66PHxPJsvt76/0aogprul8ff0NDg9pfv1yJpamtr3XXWxF13SL/6DT7nXnbnp+uy5aNMLx15+Z3v1vsvtpYqRisurGpJ/ov+c8pYmEgL51ciJaznYW4FXjr6+Elb0Dq/9LX0ySlI1su69lNhX5aQWojVSJy2k5EmaepSML0rnwKlVShMcIRSjzRexJ5OHeT6T0keVg3lIebMxeSahlXOXRNClgIrS+3L1Fus/rKuaSVjkO9wbuPWpWGxt5ClFNPjjogAEq8cICNv9tkneQHiiqa6khU//8qt139b5E57e7v3HGRPQkF7e3thfCRtgHxBCFbJsvpcjqM99wT8HA+RO3xOVuq1VoszOcQxb01NjfsuRo8eDcBXGkVEhBAqaS5gYkVUMnnCJoEoaaYsZfVJf89vh0kMWV6OV3KVpDQqqRDFCBFEMhZWxSxKt2tShtO35hCZw9W7bsCp7lx43wmkDJqx9HrvHFjVo8cvKWVwSqZi5Y7exuRNJHO2Dl36jqq9cPTDhh8UVslITbAwmcMPdU36WORQyD8nlCYTGgufV9G49XHl4S6kjqhV2CenubnZm1Hicw/JfZlAEQUKExKa7JJtbIwcIm6scwtdFyaY2OtGoPfl9CuuiqVJEiaH2OBZoK8fV3iQfeX7qKqqclJjgVVSVJNSVpAZIpg4iLJStfT/Cz5miNADEpJQgmTLHyAETQRVkrPfFcBpNdlL5cOAkVLCL79JOetUYZAqfoTwKEztEQ8dpxISYsZ/eecXYUdwNObPJ1Ru2vKxmYWFgSpd/rlxX5b6JnR95jeKuilPEoUUOvxdMFgBo02ns3MkIkV5x2RkTpjc4XNPxkPEz8z82ELEnKUe8lVQcL8XIUzYayfn2WMol7LvW0iTA2GVrS8iFN02TpkL+O+Uq36lFUFs+uybcPtG4JHciQCy1GdR6oinDvvn1NbWepNr1qRbKH6zJoZ0LMHxhhUDaVUuxxA8SSaxXVtbmzeRw/FMSAnOsRD76OkJpG1R11rXVtsRyLEkNuKU7ogIoPjlP1s+NV1OCAVR4SxHhkViOJwSPlJ6W9Q+QEbmWGqYPOmTJz+EZLGMkjX5wiSUVXocsH1ytCKG/Xtc+lmqWEKqtJHj8Ng0ZIw3uGvgj4H9d4qqYDFCxFwkb7YvujSpox/O+mFmeelYZsW6YhanUvGMiDYnttKiQjJWi6DhWRptriwoelDL+ITgkECA06N0oMGBAJMC2miXzY3leH369PHGwgSQpbrh0ue6LSNUXavcd7V582azHDzPWoUqQ7HZLyuEevToYZJ1nGK1efNmd959+/bNtWUPHP1bsWTVrOLSM32s6OK8ft0vzwYKmLjR5eEl8GKlV4iIs4wbuyq+iDmel46YFoeMdflFU7/Yuhd5KsttmRQn68L7hPxIvNQeJneMl/hQm0zd44+pXMqNJoJ8Lxbf64bhV9Pyj+2VHrdgkD8aofLkct2DyiLkSQfznK5Lr+FMfwz8XXjKKCHxQudAyzmCrjFMKIXUVALfC+iCdJ9MNeORfZSOlSFTIFlqG1Y/aS8jgfs/l16HFxuz62Olc0XsfujZs6eLSUaOHAkA6N8/eUli8kKbB7O5L3+GYE3KaNKEq2sKtLJZjmNVFOXnq8Q3OuWJn+Ohwgp8TI5rOJ4KKYX5PELnZHkNaVJHfI3EFkDUVFwpK2L3hKXa0CSAT+4kKPKDEcJHCIlQVabMgyZT5CTHSQghIXUWKcLDUwmlxAqrbxYro2Teh4kgPW4rzUsfZw6N1ymNliaKndmzT0nazvH9eGaPOSXXVuBSzsacggmUUsYkTuap46ewlVMq3YB5Mc1qO6NLkzo6bUqnYfHLbRGZI8tWBQImhELVr/hToMmicpJd/WBk9YS8TPNDef369Vi9ejWA7GHIyhH9gLbKXvJskiZ9mHhgua+e/WISQcbNQYO+pmxCzNAEkwQEooKRQENSzvR3JH8LuVVJjjinaMn10H5Ksl7OVc6xyGSafWtE7STnHuqjHBmix89BJn+/2kcolNam++AUsebmZne92fhQiESB9pDi/0/dAawiKKokZKkT5k89xktrsatV+WW++UWbX4w1kVIu9aWSF2OdNuWZ+XplyX1TXu0jo8Gmv8l1kYd6nngIEQZMtpSrulR0XZiw0d9Zdn3z15m9fNC4wuvHtQ1UymLSzKmoWH3TGFYqhc5DkBCH+d+SXGc9XiB/Xfzy8Mk11il6JiFI40bu+wmnrhUZgrNCanT6m8v29f/v+aRrRHeHPLf2228/nHpq8vL1rne9C0BGFIjSVPvFhSqgAn4spyeOWC3LvnR68oeLLliTe3oSjytmcQwT8uSTfpkM4ZhCH7OcT06vXr3M+KCo6AH3x3FsbW2tG5d8Tpw4EQDQ2JjcANesWWP2H9H9UfRizyoPrbIBfAJEkxdsHhw2Ck4ICFacZKRJgolY5pEuE8jsmAmPKVgbXCf9aVRSglywCPs4A+TFXpWqdLxzFnr9yrhFucTn4dKmAulXrCjSlcUsnyBOw7LSsiK2HV2a1NHpOyEVi1UuO6SakQenKFKEQAj1b+UMCzTxUS6tKKTY4dkWVqhoRYogROLotnr2iCsjSIATygNnosOqqNS7d2/XRoIpCU7kWjIpUFNT4xE+VkUorTKxlCgSQLW2trpAjokZ9trR36GVlibQ6Wksf+bx6gBMGygCWRAoyp1QOiD3V2SazbLtIpUPky3lUrb074arghX5DnQ3fAezPSIhZDhcrmrSrMbbPY8bJnky8uEmj8Th0un8YhxUUxBxM0uNMeSZo8ebQ0oEWCWwZxHBEhqfwEsRa3zAJLf89CDfT8UiMXTVpHIEUMhXKFTaPbePUk5ZaqHgtaXv3il/2Mdm6jBV9r0oPa8yzCJyJEdgXZeSdjMtfyK74pRXzj7npXRUOu5wwB46n1m59DAAgd8yeyJJSfPvYHbwOBHdD0OGDAEAjB071pXLtkpry/NKEzqWx2EoXmNShX0LdWWrcgpejiFDbVlRo+M3VsuyajlU/twqqsHnWltb610zy4hZ/22lwevYmb8bIXfED+m1117zrkdEhFZ0MMnAqVTa/Jc9bzLCZrzZlv1yMoVNnsRI1uVJjOx442m7TywJRPkzpSAtihU1jpTBMo/M8dOh8ibRU4LjT49D5tA3YJ5Hnlmkk/5e+Lpz2fNMBRXVOdsbVaUO5EdcffXVuP322/Hss8+iV69emDx5Mr71rW/hoIMOcm2OO+443H///bn9ZsyYgeuvz5zIly1bhosvvhgLFixAnz59cN555+Hqq6+u2DRt3bp16N+/P6677jr3UNAzK2wAJwhVvQLyZrb8KS+wmohgmWqRH49V+anoAVhO3bNy5UoAiWJFVBQiZ+UKVwL9Ms9BgoDJAE0C8JhE2iznp6s88TkLwSLflZA+vXr1cm24GhVfl82bN7uxSFshtYQkkWuxadMmL6CTNgwZ26ZNm7y0K0GRbxPno4sEXH4jdXV1ufPV23gmUVe6YrlzKBdfwOl0Ap5R1AbSVgU0IeLkGre0tHhlWGXcIQNGlqJv2bIFW7ZsweWXX461a9c6lVI5dLZ7DaArW+WRU6S4tJOHc230y6hFigg06cAvvJUoU8qV39bHM4kISpcKHcv04SFz5NDY2CslmAZECBEQIRWMBYvkCqmpphupcYJQKptXutxQqOhztZQvoQpfblt67pLOFbqWRd9Bri91riHVF/drwbpOmDrMNFzmMWrlmPW7DP129e+7BZvxG3yuy99rIirDmDFjAACnn346jjzySACZElaexVzhqmfPnp7/oTzHZQJKntGskgb8FHdWOOuiDvzsDBWnkHFJf9KWldQ6rrLSskPVROUcWLnL8aq06927t3vGW2qeEKnDSmGONZqamrBu3ToAWdUriVu/853vAID3f6wrIN5rdhyKlByWgkQwBWsdGcJVqToCTmsC2F8nf8zQmJjUKBr/FKw1065cVaqUCJqBu5x3jqhuGEWpXKFrxuO2yCiG7su6PowJeCoSOx1AJfeaDil17r//fsycORNHHHEEWltbMWvWLJx00kn4xz/+4V5MAeAzn/kMvvGNb7hleVACyUNuypQpGDZsGBYuXIg33ngD5557LmprazF37tyODCdYMQqwFQRWJYL29vayD7yQMa1lyMzt5Bh6naUC0UogJknWr18PIG9+zH4v7ImiSR42QhYUKVT4gS3XKTRTxMoZ+U1w4BQKPFj5Egq6uGqD5WujwbNUPMaQp44VyISOx0EO++MAGbkoRAmrndizpqWlpey5hcymrfHq79eq7sbXVh+Xfy+s2AmVm9ff0dYoeDrbvQawjVlHY5VSdIiSwX6xL/K04fXs3VLuZVeXTC93HoD/Yu1UN6TomIvJgZd+UcU8F9w3pBqy0nbQ6BNYRdeJ1SRcVt0jQoSkAjAXYRNhh8YVOYWPhqWCehF7unMZ3eh7ADHKkTn6mnqkClXTCpKEFXgIAci1YxLHI2FwYGHKl+4jq8Tl+03xsXWqldWWU/FmYaHXZmtLnHfGe01EMfbcM/k9jBgxAgAwePBgz7OvXKEJ/bdlkKx9cuQZyRUiBaHJEystWxMf2l9HjhX61N44Ie8cPW69nb1zeAx83NbWVk/RbMUY/LcGX1s9Ycm2BvI9dnfEe01lCFVLKpeq4ytUMtKEzZQFIXUJkxcjvDSjzPR4MfJgkqToOCMMsuVu9HdVurA0nzqVjW2Z65f9cASc7lUES92TP2YeITVOdp6+qkn3HyJ7yvkpRfKnMnRIqcNYuXIlhgwZgvvvvx/HHJMEzccddxwOO+wwXHPNNcF97rnnHpx66ql4/fXXMXToUADA9ddfj8svvxwrV6701DUhhJQ6ekZFqyQA/8HE5sf6gaXzrvW+WhFkldJm6H51WWnAN0i2iCIgU5nIrIYsr1+/3gUa8lBnvxk9Y8QqCtmHS5DLmHr16uWuFRMyfF79+vVzDyVWOfGnzKDpfHIOkDinfd26debsl4z7pZdecteJgxDOVxdozx4rjzxE6jA5IpAZLj07JseQ6yPnJA9q2S7VO/Q5lVNT6fQobsvVLkJm2VZqmCw3Nzc7EocDRyZAm5ubgxL1zZs3d1ipw9jV9xpAV0DKp0RpIqWcCkebwYq/iZe6EnjhZz8b3R8fz1LOFL3oW+qSEEFkmR8X9kvKmlBKkqXiCfVZjhQJ9uGVdM+fW/B4RpqUd36K8NAEUq6tIpHKfZ+5CmId9NTRKF+i/qjC33WyrK5lmesh0P8fLEVXkYKMxxtSs/H/OU3qdPV7TUQY8ow84IADAAAf/vCHASSKncGDBwPI4gt5BhfFcBzLcRq4xFM1NTVm3CHQJEzIb05/hp7fHPPIcSTuC1Vr5fSrEEnFMRtXA2OVT11dnYtN5FpyarcgZKAs14lT31taWtzEpHjnrF2bvPRJ2tX555/v9dfZEe81Ow76hd4neionalg5wsoZnX7F226glKS70T9nlqzHwG1DcGqblLhxhsaqihWTLJaqJ1G65K+DpR7SKVyWQic0VlMtlI5fVFA3jPmsUwux4kfAnj36HAVW6fpoqrwDlDqhAwDAwIEDc+t/9atf4Ze//CWGDRuG0047DbNnz3YPiUceeQTjxo1zNyMAOPnkk3HxxRfjmWeeweGHH74tQ8pVxOKXTyYt9AwIP7SYFAh56lgIlTQv6k/GLcfnktosY9Uv1/xSXm7WRB/LMtjV5nscuOiyl/oTsD1XLC8jHWxY/kT6uJa/jJy7lMfcsGFDriy7HierZLRqi38XTP7pZQ7E+PvV15IDRPHS4TFo82UrXS9EMJXjZfU+lmcRS7B1vj2Pj8lBTWyF0ue2h9fOrr7XfBFzUO+8Y8IvvYD/ohpqI+AX+iJ43ivUX8iXhMt6e0oYZdrMJbBlX92f7M+VjywiK7d+AdwxQ8fRaUCs+hBoAsEkNFLSQdQ4eoyioJF++JyDKXKNeRNoQYjEY1PoojQsV15djIuPTzek18mVCO8AgVVk8Gz5FAEPY76MyanMiECRMSpYptOhc7W9kvw+rXPl373+rrZWoWNhV99rImwIqXPYYYcByBQ7tbW1HnlRzs8Q8OMNmfThT63kZWKGj6efydzGigd1vwKOiXQsU86bUcNSAhVNHMmznp/xHB/rcVixc0iFbqW97W6I95piWC/4gG9gzKW2EwIhWedKdc+eLDvnsBg+4SCEhJAld6uS52JunJUyT4gVWc9lxkM+NlMC/jiCjLTJLy9Kxy/mx4sx3iNzmJSScVvpWbp/HuMEPOUZOwsyhVBK0CxdXtYfiKtjhWCVrtfrImxsNanT3t6Oz3/+8zjqqKNctQEA+MQnPoFRo0Zhr732wlNPPYXLL78c//rXv3D77UmQumLFitzNCIBbXrEiPOPb1NSU84iRvFw9y1FkBmspdARaecEVs/hhpkmXohQq2R5KZ9H7hraz2oHLlWu/Ep494mXdP88wMYkhZIwcr7293R1LXvY5TUc+N23a5FQqfM2sYEv/beUCa5UVV8oqCjx4DOw7w3317NnTjUWug7QNzZQJ5HrIufPxWltbXb/yUGbzafk9Cumjf5+hFCp9HN3GIn40AcWBnBVkabLKqnzBv13dvz63ba2E1RnuNRpmqkkAnCJT5GfDJr8h812r9LWuBmR5xmTEROr70/iwIi/2T/pLS0eHfFamu8880cHXIZTexUQHY1bj7Zh7XUoeOK+YPDmklTCm5w2phjSh4PWTGhAXKUY85U9KcLjS2uJvkxt3WGlkeezofQWh3xRXzHLEECuztGoo3cf0Pwr42HjpXo2hfrOUqSLkUxPzYKNjIEDkkZqtaP/RWLXNRsmd7V4TkUDIGyF15CVYq7KtcuQ88aLTgOSTYyyeLOvRo4cZU7DpsX5O8nObYy+9v4Ane7idnpyx4gP9bA4ZFuvz4Mm89vZ2T9ks8R+TRzU1NV6saUGTOjwmjsl3B8R7jY2OVEXi9CjB3RjvCA4hJubMCacqJUj64RSkxYrMEXj9eiTGstw+i8aMAJYuz7UV4ocxEcucCmbK0uScbkj7kfFrb52sbDpy4+WxiqIHWBZYlx1b9z8Fo9x1lfFmyqhR3r4ZoTQqd2wmyvRyNpaEsBFj5t1dlbO12GpSZ+bMmXj66afx0EMP5dZfdNFF7u9x48Zh+PDh+OAHP4gXXngB+++//1Yd6+qrr8bXv/714DaWneqS4NbDkVUcujS6VXEq9EANvdRqVKJQYOVLfX19jrQBfNNjnWLFL8xsrhcqFW69pLMSQ0uOuRIDq3BaW1vduIQY49mX0DXmsViqk5qamlxKkB4TGw3qql3WuYXUPvy74VQtfQ2sqlFyXDl3fY4WMcNkoyZH9PlrhEqVhgKu0BhD4N+5BHEsIw/1o/0BQmlvVrn6StEZ7jXfwWxVRjyfphKCRRTodBR+SZcXV00q+L4heSUDEywJ8qbNWXUgIRsy35lsDAmZk/mcVJ7qwy/Xbt/rhmX7N4ZTbjRJJalZlrdO1tcDHplleeiE1ERsNOwfR3nHpN+NkDh8fVw62dRjKkobc8dfkJ1Lrr+AGbWrKkblyLlfJgUBnyQJtbVSykLfVVbpbF66De789fnoa2qRRlzhSp+7Oyb1l0tdbMwH/tujpHlnuNdEZJBnmKhbDz30UABZ1SuJNXTKCT8PQ6QOe+BJWpDEEKFnHKfx83NNkxscl1mq6KKUKvYx1OfD/nzcb2gix5rYYq/Fqqoqb+JMrhOTL6Hy6jymEIFlKdV3J8R7jY3Qi3ylRI/la1OE2WNOcUqWRUYK1RSVflXOADjrOPGKmjPnHpPE4eMsxytYtHQfdywNXtbqnikG+bI4QDwtp/05nSyUPpWRUfnrIyRYUh0sT/QwwqbNo9LxXpbrL5I5W4etInUuueQS3HXXXXjggQfKGpxJRYLnn38e+++/P4YNG4ZHH30010ac8KUkJeOKK67AF77wBbe8bt06jBw5Msf865QkzjNmEkCgiQl+aebc6iLjV8uQL7TOCjh0HxJgiEJEzk0CDp2zzMGDVSVJkwCs2OExaFKJlUscNITkyTI+7pevqVZa8T5MmOlUMw5CeN/evXt7QQiPl4+jjZitUp8haTNX1xIyRNDc3Gz6EHHFL1les2aNSyXjFDNLlaPHIpDrokvAW7nx7JcjY6qrq/OuJSuj9DW1ZOdbi85yr/mi0utmL7Q+6WCRH6JCCVZrSlUyL1JZ9ErKkxcpL4S8GV3g95OVIc+n2JSr4KThl59OodQnGXlk+81YqVlFY7KIDi6/nvuOyNcnRIbocRWBU64AX7kk5zX/+PQ3N3OFWU6dlU1ageWOkRJNXOpcH4/H7RNN2e+Jy78LQoQkb3Pjp+8s+53avx+/ZPqBOZVaaAyChKzLE0vTcZOrfrU16Cz3mogE9fX12GuvvQBk11uqBMmkiZA9vXr18sx3WV0iaG9vd8+st99+G0BG6shzUPrXcYKlug4pn4uUM/qzpqbGPZ/52alVxEAWY7S1tblz5YmnUCELK46xfAd1yXQ5J4k9edJT/21NGun1Vgp+JT4w3QnxXtMxFBE67MmiS5JbhsZs2KvNhicYSpRs+1MmqcMqH62s8dQ8Y9LvfWl+/Q041SSUeNy6Upbv0ZNX4UClgrH3zyJqGSLG5NgTaVvIHye77qGUuCytDLmy8/k0Ly5RXwnRF4mgDpI6pVIJl156KX7729/ivvvuw3777Vd2nyeffBIAMHz4cADApEmTcNVVV+Gtt95ysy1//vOf0a9fP4wdOzbYR319vfeyLOMRhIgUgSUh1Z8sx+WHjn4g8jorh1g/UHnMlrmyDgbYU4clsdpomKsuhRQv1nj5OFoxYpXb5PNpb293RATPglm526HUHh63Hit/R1bp99raWtPrRoI1JlKKUsJC6h6rOoSslwCsZ8+eHunE3kOsqNGKFz5OUSpTOSJFE2N8rtbvNJRyxsojOW5LS4uXhra16Gz3mpcxCAch+U6ZSNGKFzZBdi/XlF4D6BdfIUXyKS2awGHCIfRCLPvwC3yRATMrIhih8tsMJlYcqXTrSEyfltw33Et6Y57o0MoXRwwYBszBc+RjVmCuzOdRaYUx7o/HZimLHAK/Abd/qh6Sql7s+wMg892h6lfe96quW4j009A+Ni4tj1Kq9PWwyptb/j4hLylWAunrH0rhCy0nhuB++tbWoLPdayISDBo0yJkfS9qVPDPZ7Bfw1cP8DNNK3HfeeQdAlobCE38SE+m4j5UulmJVT/xZfoX6GcrPeE4N52d2W1ubd66hap5yPCaUeGw8SRNS93DhDa0eqsTHUR9Pn3+59PvuhnivCWNbUm2yfe4HkPexyatI4BEIolCZgLuUJw2oLdL1mQ+MVWmLy3/nCBf2tEnTsUJmyFy6XMgX7n82xrnz5SpYrMLRY+I0K1b16LbsGyRtRe2jx80kjm/AnCfKdPqVYDZ56RT9JiKJ46NDd9KZM2filltuwe9//3v07dvX5W/2798fvXr1wgsvvIBbbrkFH/7whzFo0CA89dRT+I//+A8cc8wxGD8++bJPOukkjB07Fueccw6+/e1vY8WKFfjKV76CmTNnbtNNJ/RSbnnrWKQAYJvTFRklM1ETeiHmY1vkRalUcmlMVnqUQKe2hDx0uK2l3uGXdF3xik2VrZQerXYS4oRJC0uFo9cx9HdlSXQ5CNLj02ltemxyjbkyBpAppNhjiPsG/CAndN0lYJRA1FIR6aCRA61yRBafv25bbiYtNG5BaB8rUNWB77ais91r9Ow/GyUn6/IPbE77CREpDE5f0kSOlZIkx5W2c6eeVVZdIggZD1uExHQ853m5sBFzRsYkH7OmvZodg711DPNm3cYc93VnmWW9i86DiR/LeyhUuts0K1bnZV27UHUzJnEkHcvyswGA+Y1hfx9ndq3UYKHS6MlyftzzG/U5+Uqx0DnLOWhYPktJmlTYTylEPparlJX1vyrnpSNogp8uWg6d7V6zu0Oqe9TX17uXXvHUYWVHaAKKVdCsNmlqanLPeIl1OCZi5UhLS4uZOhRSbvOEhyAUg7JKVo5dlFJl+SOGVDisZrfSx/TvlM2VBTzxJ+MJ9V+kXC+Kwbsz4r0mDOvlvKj6lRASouhAwJyXvVwEmRHwXd4+DCZF8v3lSQx/e4KJSxd6Fbiyalqi+nkqXZ+lULH/jk63YlhEkCh0dPUrJpLu9kyWR3nnzFjsTKgzgmuKUaVLIGOT88iXQUc67h/AQlTmlEeHSppbN96bbroJ559/Pl599VV88pOfxNNPP42NGzdi5MiROPPMM/GVr3wlV4brlVdewcUXX4z77rsPDQ0NOO+88/DNb36zYrZeyvF9//vfd2X5NGEg/XC5Rbnhycu6Xi8PKS6HzoFB6GHGy/zg0n9bJstaTivlHeXlXwgIkQjLsp6FEWUIq2TkGrS3twdTyTRCOddcyYof9lqFIkodMW2TZSnlLSqO0PdsecjoAETOkQ2S5VOuz+rVq935y0yc9MfEimwPqVhknKzm0UaLlgm0XDddjY1/W0IwyXopH9q7d28nK5d1TN4JQmXK+XvW5xVSewFZcMs59C0tLVi9enXhviHTZi3/3rx5My677LIOlf7sbPeaBEk6U0cUHeGqVBek/eTTuIIEh9GfrZi4wHvZDb5oA0DjCpPYcP2FVDPilUPEimdaHBofed2EVBrsNeQQIAfsFK0LaL2v5rCuty4L74GILQ1v3JQuVUhWWW2mDvPT0cpcl1A6IKe2VYLQta3kN8p9WGMIVWOzDLD939hlQU8rMUru+vea3ReScjVkyBC8973vBZCVMJfnopA8cr169+7tvgsr/Urih9WrV7uqQ1y0gCd5JGaprq42fRdD8RR7+Ank2a+JJ7YLYIJJF64AkudwiOjR/erj8u+PY1GOffUEnayTeEY+JS7Rx7ImDSU+27hxo+dhJN+JfA/HHXdcbt+ugHiv2X6wXtr1+hFkaMzqEqsMuN4WKlPO+1fim8OGw5w2lfeOQXCbT8L44+WxaA8cUc4wgVVUppzBbSu5BjzuvOlxvhoY+/2EyClrDJq4mYhfpMc+B8DuZ6Zcyb2mQ6ROZ4EmdeQE9cOMvWH0C7Zelgd3jx49vAeb9BEqx80BQFEVrHJpXUwMrVq1yhEN2mMFyM80AcnLtfTHL+U8+6PXhSS6oX3a29vdjZ9zqjVZJH3tvffeAOByhDVJAWTXW0ieUPoVpyoJWltbPTKHq4PJ7NuWLVvcNZTgQfqXMck+8rl69WoXcHG1K5Yr62tqfY86KJS/WcHFZI6069evn/uNSvAq4HS75uZmM8efr6n+W66lfMr3G6qwJteSf1t8vKqqqpzKS8558+bN+NKXvtSh4KezQO41SUnznma7isp6E4rMlIE8QVNUvjrUJ1DgN5NiOp7LTINTpYhJEDCRAJ8gsKozhcbnkUe39gKm5XP8i1Qx1viYLAojbyDNqpb5U48xr4OlBNKERyWEkEUABRVCRKJZpI4eSzkvpBAxVmSGzWCPG8/IWJExlfavyTT+nYfKoPupZRmR15XvNbsrZDJIfEEmTJiAMWPGAMjUO5KGJctC8vTv399TusjzVZ5tMjnx1ltveRN+lv+fTimX5zPHdKGUKn4mW+nMIY9GAccd/GwG/PjD8lTUbUPGy/qzrq7Oi1NlH4nldMzCcSPHmRI3bNq0yZuAk1hLzu1DH/pQbntXQLzXbH+EXtZlnUVeiBJFDI+134yXDhUgJJhU0MoWBitptmUf3leXHrfGrVOrQmXTQ/sIJmKZR7KEzJqBhNTha8WED6dPATbxJqhkHyblluOVsuRNdyd5KrnXdOlE1urqao+42ZoUkJBvCEPPyrACwlLohEprW2k6sqwf2Fz9QJdyF3CVJ6vSV3t7u5luxUFKaH8JlHSJTyBfLUL6t2YLeAZH526z4Z9Velz3z+SOJkvkb5lpE2Js5cqVro0+bu/evd25yLlyQCMEUE1NjbvurFxiQlGPi4lC+b1wWfTm5mZPgi3LTMiFFEZ83NB2TlG0DJhDHj6h74T77W7Q1a8EmpgIvXQC4ZLYPhmS99IRhEo9+y/P6QwWlSIH4BMTpJIBYPqzeKXIC5Qp7mX9umG0/ZiAyuSY/Dmm26dP24z5RHBUQhIJQlWuvDZkII103JyWNb3xAZOgsRQv2uSXESoN7sC+Qdz/dcMyMkeub0rAcdqVtNOkVCUqIYsoDBGJHSFzZL11XSqBRXzmK12JB9W8bS5pHrHzIc82IU2E1Ondu7enjtFqEiD/HGMFtp6wAeB8dHTVUE4vF4Q87fiYVolwraRhL7xQcQpW2HLsw8fR+/DkTCiWsyZ9+Fx1XGtV4mIlr05Ts+JLHTuXSyOXCb+uROpEbH/wS7lW6rDSxFWVSj1qdAoRkxdZf3elfdlKFCFmWN0D2CSIEDIhYkITSEDAlycdvyZnWNniEzjLFGmT36bb+McbFRxThkz9NIGu1RQyn9Yl3/1y7XnSSI4TUgBJGheTOxrlSJvQ76a7EjwWujSpo18qtfmsZTBnmecWmckxipz8eZ/QLIxFqGgVBBMcIlEN+dnIOpYR88Nek1Hsv8MyWU0oCNHBwVTIhJA9dBgcIIRM9nhMOqhj80KeidNkgwQH0r+04XQymXlqaWnx+tGyYT5XASuNmPTS2zjokSCWia3a2lr3+2DfnVC50EpJzFDFCh6jrJf/Ty0tLZ4/QLnqGaH+uwP4xVK/cBYpCgCVZtR4u3rxTWCVdtapK76XjnikpMSPIhlMVUn6Yp8pePZXpcwNFYVTidgpT25Z1D7Hwx3PImZEISQ+MdPxnK2yYeLjumPCVcRgq07m40AzlSfDUWnbhwFDGSUVpwShylkVKV4ssqVRETNArlLW/Jn5/h0JswAe3D7ib1SgfLF/u8Vqn9A+vpLpQPN6h1MIk+9gboikVNAE64vuc0+0YHPZMUd0LmgPHSBLqerfv78XdxTFcBxfsLJFq1Gt4hYWyVNdXW164XEfWqljqaP1813URkJkyL4S0/FEoJ7IY7U4Tw7qVCoerzXpoyvI8gRdKNXKMkTuSAwgfexuVbAiiqH9VWbPTpQsM+Zcn2vDqo9Q2hUbAXNVLK3qgVqn9wkpbDIj5M8mbajylFa33JC2mbH0+nRdfrzavNhSx2TEUpa+5KU4BRRLyZiEYLHLvodSwbLr+VTw3EIpVZxeJeOfkC5rIoiNl0FtsrGd40gdJncssmd3I3SALk7qAP6DQ6fpWISBRcLofZhcCFVh4n34waofiFZlA1aBhCpahYx05ZNlxNbMTVVVlVmqm6W2emwyLpHbyrHF10dQV1fngjM2Dw6lgum+QuuYGNLBAwdIXBK0rq7Om1XbZ5/kZvXGG2/k2uprbalTeAawVCqVLQuvr6UVDPLvRJNu/LuzzLj13+XMpltaWrzA11rWM3KWeoe/D/39FhF3XREfxQ89RU3et+XhdFsCeYFlFchcTA5WBNJtdeUgTkdxhshFZr9U8lrgXq4b5Tg3YXTA2wYA5jamxEpjdj6eCobTgoTM0WlCUp2KjuPKiqfkxejGhflKT4CtLlmQkULSj+UxlH0PKi3NqJqUkWsZ2Iy4EtWJS2mb6VcDAwDcOsz3jqGS91L+fHrjcxnBIyACjomyHOGV/hbk+2RD45CBtyNfjH11W8vTqBJ1j5/a5pOUfon0DPI9sjdVRNeCPL9FoSOK1YaGBk+hw8/Zoqqoktojn7rKJ6fkc7whzy+t3pXnHPvihLx1+JlnkVEtLS0uPmCChuMnrdSRc2EPRZ600pM+HDsUVfHiWJbJKT3Rw7GyIFQ1NLROj6GrpTFFbF/wy/lsXOLWC5nDaT/88i9EjVaO3EDlvaVEuE5vEkLDUvEIeTFDVcoSCJkjZAlXl1qEUx3JwuljN1Ap8gT5/acYyhpNRjlyJT0OK3ikhPrspWrc1F+IjMn8ccIKqSJ/HFbmyHeWqYmWODKHvZFAZN2EgrL2gu6eflUJujSp09TU5D2Um5qavIckS0VDsw2WcsGS5eptIQVKqL1uKw9f2S7kScg7hvdl47xQG05Ramlp8dQv5WZUdEUJkS5LjrmQPNK/zs+Vc2Jyh1UmIUUPX0smPPQ6rlyhA0Den02a3377bQBZSpu+lkxuhSqLWaonDnBqamo80225LhzQaIWUnNNbb70FAK50JafDNTc3ly13HqqQxf8HeDZTeyZJv5zqZymyNLoDoSMoSo8aTYQMv2CGSm6Xewkt2m69nGuz2Ur69UqvU//yUh2slDWzeBmNtrEuV86ai8l+VS2rAlXjA07hU847RiMjy4QEoH7V+XEJdgGfT/A7MipzOc+gqVlTl0Y0c3J+LIqY4evimVeLCmpm1o7Lm/P3qUkXTsvjMvc6tWoWqdRmUdoVEziaDLR8ofRv1yP/5HdO5NqL2NNLh2Rz7IjODfGLE58c8eQTo+TevXu7OEme30WFJuSZK890SbUWUkenUll+OFZ1ppAalvvQE2qhSSndv6ClpcU9y3miiD/1dqv6lUCTL1wyndXWsl0TZRwfWDFMS0uLF9/xpKqOm8qlgsl3//TTTyNi90ElL+OsGBFYXjITscwjHoqqOWXKk7zJr++/kxE6TF4IacFqoUWB8bnjkv/O3eiflEBH3l9H7xtKK2NyhQ2UvZLqyNRPmLM810d2PrYiJ1Qq3ULWRq5ddp3YVDmUdsUIqbGA3ZvMEXRpUkcrVfQDxFIfWLMNOo2JH3iCjniFhEqZC3j2hVU42pvGqiagCRs+N2u5urra9ELhMWoiRdKYBBxUSdDVr18/b1aNAwFBKMDhoIRn5Eqlkhc0WLnt1dXVQaUSkBkr8mzY6tWrPbLMCk5CpBETVfr3w149TPxwcBUKqqw0Pp1WJwhVwOA+rN+YEKBC4OiZRL7uDB1A6kDSIpu6EvbF284ouSiFRcDEREgZUVR9ScAvzaaBcaPdLys9NIHjEynI79OYqU3kxdopgOjYoSpH5cgtfZ3YT8YibEIKKUudNCvgwWIaJKtlJiKs6xJMo5KxIJxipT17uKIaX5ccyFOHU6x0KljWf5j8ClWcEvB10coxy0OH+xWMxqqK/i8ACWGjj6UhY9Tfyyz6nUdPna4F9tCRWENSoqurq71JOzZD1pMpXC2Kq2Vqoob7s56VmtSR8TIJwtDp0+XUs1r1y/1pha1erq2tdc9kJqVEQa3jEIvEYeJKK8vLpVTpySAuBGEpwa14XX9Gpc7uiXJpNPolXrZJJaTFyEMTKxOI2NBqm6SvTMEj6h1O1WKiIwQmLXhMIXNiPq4mbKYQ0WOVOA+t4/HfUGQKPSf/nOUUrglLMwLNIrl4Xz6X0DKUWonJKMtTZwRGuXW8LZI5Gbo8qSPQRA2rKCx5q/4MqXc0ikgdbltkDBeS6uox6pkLzgnnvrSig4kIrmygx2iZKYdKwVtlL+Wlf9CgQQDypA4HDVw1QqAJOCvtTdbX1tZ6njq6H17Ps198PaR/URjV19c7NdKqVaty1yNUiYtJHTZe1mbLrMZiooyVTfp7DZWZ1207Qjbq34A1C8i/5ba2NtOjir9n3UaTlR01Lu+MeBmDcBA25taFKvxwmpRA+4pUmiaiU1csM1smQLRnj3sx5rSoFMmLsTzU8y///KKvlTRufyJQGLp/9/LPBsz6xZ4MkpkkkvOYPvMmvw2PJSVAXpwp1+ths5KVIPQdWb5EnvmxIs4qKRvuvseUABJFUEid5K7hzDyBYqll9DomnbzvQ/keud8s+ShJWtesmbfbHjrue/VTqty5WCbTSilkpWrxdxYiRyO6BmRiRZ5l8iIvZI6eYLNIHVmvIc8ceX4zgaAnXjjO4Mkf7lP75FhpRryPBscSui+JGSy1EE/G6UkSLhTCBFGPHj28568VBxfZEvC56riBFepMRul9rUkqWd+ZKzJF7HhYBsnL8YrynknIHDv9SnxzfJIh86hB2leeqAj1JwiRFry8aHaqsCGyJLRPkScNkxZz0s+Q4TMri9gvSNKu7l6a9W+VPefqXcv1uVHlrZByZ04grU0j6ysrSe6nXSF3HlkfT3nbYrqVjy5N6lRVVQVnIfihyi/arI7REljG1qSPhJQSVqpTSFXED2+uNMVpMHp/vh56Joc9UARMgEjA1KtXL9eWPXQGDhwIIAvQ9OwUBy6WEiikaOLAQJffDOWWh85Vy6s5zU3WSxqZEC3Nzc3unOR6SNWM0OyXlWIW+o3x+bPHjnyfQn5pc2ImSficdQUxS6FT9Bvm9CtO/Wttbc1JrfVxQpU22FixOxA6APAbfM5L9xDotBELIVUOv6iy+kGrFXx1UF55oUkfT+VApsJa0WGpJqwxFo1BE0s8boZPBqwIEhqAJq6OcetD+wPISAwisHTf1rnq78gjCgxfG3ctGx/wFFEVpYaxCTTvM3VYlgJGHkaOmGFvI+RJmxAcuXPdWe734c6FTajTfnWqltdvSrhJWlzo9yjnwddWp1SJCkv+rxWn4tl+OxGdF/Kck+etkDnyQi/PkPr6eu/ZKWlYnIbc3t7ulcfmmEj72rDCRcDeN6GCB5a6RxNPPCljxX86PuD4iSd0dNzAE3C6MieDz4lV6XosMn6u6ingeDVUMZXjPh1nl4tVJK0/ovujqDJRyAhXiI4pTrWTfI5wCpjEf0fMlRNFSr6NhYlYVrb8+SLVllU3rjpVSuYI4SRKoBm4y/P1YaJJe+NMNIgUR6Ck6Vk3LD3VU8x4JAx57MzBEkfeTCEvIE4FS8iTp3LnJCQMK4JCRtJ2Kfkf5NYDdinzrGqXJtzyaW4zDL+d3ZHs6dKkjjah1Q9RVh9wVQFZLzNEVVVVpv9LETgw4GX9cJfARcDeLrp6EqcByUt/qGQke/TotBkAOWksk11s3MvVqxoaGrB27drcOsl5lrZ6lkkeyBJocfoVByeaSAtVmwDyBIJlZshmiaGZMpYYS7+yb8+ePd34JHCU34eQOlIWfd26dR55ZpWWb21tzRFTgB+8sReA9hKQfkRFJN46+vhccYtVN6GqVEzmcNqVfG7YsCFXtl5fM4E+n5CCqDv56gABMqZxoakoCKkIQhWTgHAqi+VDwiiqvmWleeXPSVKaHja2H2irPsjkN1PlDPO9eji1SsiB64ZlyhDZduuryfKtvsIj23//ZJsz2M33ESIhrGuZ9w2i48i+XoUutd0gUDxCYmqg1LuA07lUn2wu7VRDRMLoPj3CUMyaU3+fWTN9MtI7Z02a0HcvyBRReWjVk5cWGPi/It9jqBKcPu6sgOJtbgVGihG7DhIfSCy03377AQAGDx4MIHvuahNjPcEE+GSL9k1ctix54ZH4yaqcVVtb6/nwMXkRKl/OihrrOBpWcQg9KcOTJLoSqh63JmesiUr5lOsl10b3z3EB99/W1mZODnKVTz0BxQod2UfiB63atUgumSSMiNDQqTcMWS8v9rNvPDlZvuhGwPBe8dQsyEgLVr4IecH76jZMvjAxMQKjgobCGto8OEPeC8j5BanKVlZamKUEuhv9vQpcU0gVo1UzUrWLySFpc4NbXmIqgDhlS4/J8iHivkZglCPnllObCXTuuyOZI+jSpI6Wc+rUFVZRyENNZnJkuwQPurqRpTYJoVzqS8jfh8GKjJaWFjdu3mbN/gDZSziPX18XAQcfnFql+5fggB+2vFxdXV22EhSXDdUBDQcGIXluudS40OybToMC/Bkt+W3o48m5MSmlCUQhCjmQCVX84u/PquIlaVmarNSGyKHron/vfD0YoWvIvykJKIXI2rx5s/ttscKKA7/QWLpL+tUXMcestpNXdgg5clNuf11xiasvcRqNflm11CtWieq5mBwkEQBFSKQkTPJCn77AX5eWNieTX90HExGWj5AoR6bPfKCst0sI7kV+mrzYEwEixAeA6Y3568wpPlLpqxKD6pAayaUxpeldrKLS1995DpGXjqVMSY6ZH7fnv6PGZLUJqZXcd0XXY9a0V9Nxb3bj9/2Z8r8BreayCDGrSpVuZ/kryfq5U89yJF1WiSyvJCvys4qeOp0bMhkwdOhQANnzTiZPOA4JVQ8VcPrUm2++6Z7trPplpYpW2pZT6uhYkk2TWQmkwaQRq8P1eUm/4gFkxZwhZTOndHMauE5TY+U3I2RoHCp3zufF/VoxRcgouSh2i+jeqOTF2xE1uMSlXbFKg9N05lx0L4DkxV8UKUJiCDjl52709wx7fXNf2TdDRl7kCRshmkRxo31suDz5ojQ9CktTqmLMCDdeIStkDKLQcQiYHwvMsuWzJ7t8LiajhGBZHtpPpagBPlmUKIzy/kNyzqxG0qoe9iFiQkgreJjYyxRTeU8mrfTa3VK0ujSpo/ORNfPPqSSyTZQWQuLIA7Fnz56OvLDIl0rUBlbZyhDkgRcyoWUyhMtrCrQJLZNbnHOujf6sSk1CVEiA0Nzc7KljtImhHmN1dbXrX64lEzQhFZRlqscIpdpxAKOJCj5/OUcrBU8TcOzDI8fVXgCynwRiPDYtxbaMojkolO9XmwXyzBh/39XV1V6wWUkaFvfL6jZZ39TU5MbF3kgcuOr+9Ris/1NdCaEXRevFMkGeoNEEDlfR4j4E2k+FPV686kCBNCpOX3J9aEWNYb7LfZjlxUPQaUBSpjzkoaP7XxBItTHMj/VYHJlFx3HHVyRMuSpMGlZbvt65NCOqHsWVw7TqpJxXT5EJtya1LLh+xU+pgJRif6AiWOXgGUXKMSZHdQpbRoYWe0np/aJCp2vASruyypZr9a+V+iTPq7Vr17o2HGcUTfYIQpMReh9dXYtJDJn00B44rMLluEArayR+4bGEFDQCuZayL5db1zFGqOgEXw+N9vZ20ydHt5HjsjqXY4uQ96XlqVNJRc2I7o+iF/DFRAIsopLgLtVnzGcdOcI+OUywTMEoz7A4IxBSQkWVPGciicmRG268KFm+KKt7lZEglHa1NE8ILVoKE1qhI+DKW165dTovzFnuqYKYaMopapaGKB44r54pS4Wg8dPSuP8phnKqCNojiU2UWaUlCBlrM7or2dOlSZ2Q8kCnXzFxIusl5Ul7mvDMhqUK4eMDxSSOPGStlBut0JGxcj6zKIw4SNm0aZM3a8QpVZqgsEwBi7xqhPiSQEwUHHIcCS4aGho8YsYyGtbkl1WKs+iaWv3r74NNfJmA4L6s3xLgl0PXPjZsZh1S0lhSZgETcS0tLR4xw79PDgRD51QEy9xRrpt875s3b/b+HzF5qY28Q6aL3SH96ouY46pfCULeNwz2CMlv881kNWZhoakO8ioHBTxSyqVsAQBmJsoITH3BHAOQpO1IGpSnQCFCaH4gJSm4TZ9HY2Y2nX/J9xU62r/GGQwHym/r/kMl2T2VU6C8e6gUfbDf64Zl1yHdv+icPSVQCi+ta+qw/5+9v4/SqzrPg/F7RjOSzJc+QDAmAsXCInZWjJzYfi1DXgI1je3IbQkoquos1yGrAbvCa6VxSVeUNb8ud2J5NbSrK6lJkPNbJXm9SuaVJzaNUXATO2Aa5HGoG8tOYocxEIQCMsggySCQ5uv94+xr73tf+773eUZIoJk59z9nnvOxzz7nPPPs+1z7uq+rKMUqxaeH6HxDsXRNdsOJK++D5X7luYFlge8JldX18l1jgPOxsL4mdMzff/25BFKlY+qcoTE4OJjlCiJJ145LoPSY7YEKCORyk5OThZgy5yN6oodZxQziaDMKfLYYu7pdPeGCa+F2a5oyXnk5j5/9/f1xooXL+i13KYu1w9em+6rNHbz7oSdqOJflfMHKe/g+IBYCq7eLkw9+OccL94h8Sg44oAWADmaOjEzcV7BsPDFekZLZso/AnAjYSKljU+jJKDAn9tMppWLHqQacykEj7r++Vo9RFLWAAviC+2SVgbFOzh5y/srOHWzQR0ZyEG2zHClcurj9CMTtDrn01gsL0Mmzh9dMIDCY0rZbQ/+TsDY+e6DNQgNzEPMa1NHCa3ow41IkHmTASAFAsX79+gi+MPWX2TJWiYk38zE7O1sM1EybBdNDz3JwCQz6gM+aXWHZnOv2dNLCNeB8rVzq09/fH1kjWmdHJLGddGlVm6sCz8TpbZ74sV7PSRuDITpJYTCHmUxoV89s4bpxbQzc4LN2r0JS9b3vfU9EEgCnkx5OVHAdDDzp9fgOs/vYs88+KyIiq1atiudBsmwxufR5asAVltBQgr7PoUOHYvsMUGK9Brssq9gaADUfw7NdtgMaNeW+baUs26QEgzxnqAgkbH+wFSzSx4yif+Q8xWyQbVsfFKEyKAZB4JIEpo5mpHAZlidWLFICKNyXUbncteFm8WZL1LkEfiS7Dg0yeMAdfwd2br/SZdBY11qzsc+OMdgzfH8KnZ+xgyJjl4R2CBgLzKzR7fmxzbXYNuUZw8i4R/p6LICM2U6eOLfW30nHo8QRfUzgDgM9XZy5sXLlStmwYYOIJF04S0NHJI155557rsvyxDgLpyuRchxlBhBCT8pwuTSCzzszM1OUUWOMrrFnGfBBaFCH2/WuWZs6sPU3ckPcU50jMnvHciHV65csWeIyczif1ZOQAOmQh7CWj27Hm+hB3tHF4oya+xWijZGCfYcN8MUT4z0gT8i4ox1Ti1gORQwa61guTcJ1RDAmMGL2yArXRSu6XwWgZnzb2sKWHH2K10HMn3G5VBhyQt8s56+oNRTuD8AchAaa+H57IM/mrTjmwuI8CHYx0wAWuEOeztJijnkN6kxNTRUDoQY6GMzhzxhADh8+HAckLtnCMZrB08bi0YMYU3WZosrMHSshwGBuzdhwWQ6zJyxXL54lYjaIHnhZvA/JA5df6ePYQt6ro16yZEkxo8V9skq1OKwkxdIdwjl1HzU1GSAFz0ZZ1wpgB98hfEaJH9q17r9Xk6/dx5AYaScQ3W99LzhhRFjlV1ayqvuERBXPGQCovibPul73S1urLpTyK9bAyctsrhIRm1GgY6fcVpSuFGVHylK6YGPQS7XHULHaR2hmhguusOCwFkpGSc/9dAw+K00dBnoQsb9B30e2H/RBEYdJotsRxy7bKr8q7MoLZ6uDxf3mkiqEZtrws6jpznhaMVbJmWe9zteYMWwA3tyfXwfEqBGPyQUyujuIqkI82WPdbBmK3wsGuwpQKj6zm5T4sdFPEUmA21Xx/8UDj/LrLv/HOqbOmRlLly6N4A1PFHmTQPpvnvTB5IO2zebxqebC6U22oT3um56YYBCEBYH7+vriZA8zZ/hatfsVj9deif7k5GQEtbhPnFe+/PLLMTdhxzAvn5qZmXGBH4uJjH7ypBK7qlrsHkQvzPguFn54LkYiJRAj5DAFoAL23zVGSmSMRBbOiqJ8yxM23iT7E1OGNG08HRuRZHeO2DxyJOtLXC9HZHzUaYRYN+MjlypgqYE6cB0RABoOAFC4MSPyrQJscfV35NIItnjtauAJIIvH/NHXyMdw2AwmydpHQG9pLZXVld+ZhR/zGtSZnp42Ff25pMnTC8Fg+cwzz0TmA3RTPJDBGnQ8arC2EefgmnDtnsSDoFfmNT09nZXs6L7wy7WeseHyJQYKMNtz7NixgtHBLB/WWdH95s+etox1bZbrAtfKczKkWUnec0N/2WFCt4eEDMAGz+JpWjjuKe7Z+eefLyIJ7NFJm1fTzvdWB5/bShK9UjPrO8wgDv9vYD2SxsnJybiNgTCLMcXgogZZ53N8TEbkP0cR5Cbwstq82ObgDZdLJUDiruKlv2AwKDejNjtohMUeKnRmwov++u1hny1XF+CNC/JsGSrBHBb1NazHs+OlBEngvrRTrixtyUNYZUDMRnKFgRVAwSwksFQsYMxrjyMD3QjwQOCe1kqUSvv28nm4zygKHD8StwPMcRlYeJbbD4o8i/KtFgBr7HOp7+G7BNcrz/VNA5iePlQCu9L/EP+PFGLTC5Q6vdAC4+15550X9XGYfcpAh2bKMoCCsQZjs84pLMdMtCNi68zw2MljqM6NeJLK08LRWocIHvs1u4fH0za9O2syD3kI8kjkMGeffbabf/HkFe779PS0W5bGx+rgsd/SPPTysjaWUheLI3aR4K1m7tR0U3RoLRwucWI2SE2bhl2fEONyaVFKBeCBS5y0Ds+ukdzSPLZHrJzhT79HNt0cQBsSRmbgSZ8zXVu4LwEAArMGfTwwcW8m4Kz7GbV0FJDCQsbx2keIfSPfMkSlrwjb8rK32HfZH/fhciv0LYlcJ6HkcWUVr4PVfxYjk2degzonTpwoZlj0S6jlLCWSBj6wEJYuXRppvLDXZEqtZh60zSpokMETq+X1GnBiNgknHrovrNWDa0P7GKi1Pg4GW5R+IRjwGBwcjMkTiyyzs8GyZcsK3RruG88mWeCLV3NuCejVxAe9hM7rowYIOSHja7dKinBP2c5dgzKceDHdXJeGedpIrDlklQPWEiPehvbw3cDy6aefjtfKZVYMIOpgzSKLqTRfg18kH3P2EylZCRps4Zd6fsm1RHKZ1eAJDm+TksUT99me9y2zy8YLdmDWAFiK668dKtg2sd0K8MF221Z/RXL2SiwnQgkO9U2zTTznJr5fO2Rv4WTF/c+ADgTW0THF/R/zS9fghqXBIy518uzh18uhAiQqQC4C1/T3x9X1UfboriU6gV87t9yQgDDnuVpgTLrGQ+a+cIx7TO6KGlQAg0YJSNX/g+l/I9+nizMnkH+sXLmyMFlgMAOhxwxmOGOyhAEJXTLE+YA1mcITZZ5JggaIuHTbc4YSKcd4L4/p6+sr3E49pyzNCEI/cU85T9DX5+nn8aSSZinxRBPfF51fYUKLj+H8b2pqqlUzR09udrF4g8GdtbKu0E1hIAXAhBb7ZQYKtiEi+LLhysRE4TIsEmIu1XIksmRi2RUxaqyyJmjTSGDlRGDl5v+Z2DDoJ3SDiLUyvmFtUV61i5g7sa3weZ9cUYAsm9lqPJyvxjyy2D5cGsfn4fY2yjcVONcsWaA6B3lyBhADQAzaNfvmAOFCFUhGzGtQR798W5bgGCCwBD0U1F3ooDz//PNxFglUVdbY0QOTR+vll2s9OCJ4HwZsJicnI2DArgp44UZfV65cGfvJCQ2HBi04OcF1AORC4jQ7OxsHbC4Bw3o92IPlxEwgBlBqIoEeUKaBGt4XnzX9mdvxatt1IsXAkjdb9brXva4Aqphlg7aOHDlS1JZ7QsPamYtp4Mzoeu6550SkASGxrk0gWd8T9In/J7B+YqIZKS666KLif4ABMiTuug9YHj9+fMEkaqzdYel7pG05K0G7BjHroGR2lOExaCyNHQZXEmtC4j7peIO5IaU2itwvhVNWjIozlmthTmVG29Q1RNCLARrVN7Z/T+3Y9ylj6oSIjlZgx4yVujtgEiH42fC9bfptAykaaOJ+xmume5u5U1Fw2Vgq2bq8YBpFwWper/sVnm+8Zgayxh50Ld352elrtezfs3YVgJMYbuU2jiQ23ZVfnamBsWHNmjWZe6S15JzirLPOKsbx559/XkTKMdoqR/ZElvXEmTfZg9BMZJ6gsDQUcV4Gc/gYDSJ5pggYmzF+WiVgnMvpCT8RGyBjVhL20Xkas3yZEa6BMx7fPX1Hq5+ccy2UXKGLkwuv/OqAPJEBPCIJ2EjOSiUbhDVvmEGjgwGNyO4JTJFhsjzPjlHgUHZ+lFyNHIjlSjISyqSIQcNtNv0msOi25v9k+GYF1EBfJ4A7FrNIJAdfPLBmhMEd2V+AWsx+0YAKns2ucE52FOPQbKsEEmEbA0/6c72sqsbw8nSbFgrIM69BHV3Pq5k6zHDBPmCdYIntTz75pPzYj/2YiKRBBeUnmAnRII/nIoWwZnKYOYL20D5YM/qaWFtnaKhJujVzgpMazZwRyQWCeWBmrSEe9LW4MpIzbxZMD+48U6OZP154TB0d3owegyZTU1PFs/Fcx6zw3MF0AsjJjmfNbukS8Xk4wdTfAda6YRFnPpcOq26dS7NYBwl9BGh07rnnxu8ou4BxWZbug76HC8XRohdhVrZ8Ll88y/Ipfum1tFe4fAlRlLuMPViwJYpyH4uhc+3V2WeLzSMEnLjlQFsfDvtfolyY3pH1PwIQYfvo7quL8itm7CB2SvpcsJFIwyfrK7F5ytI4G4yx9uW2RK7ybb7DNW7b2rykrZdDhci0x64y+0dATel+lfpfOIghjO8AyvI88EWDady3WmlV1X2NwrdCbwS9d5J2VRdndmC8WrZsWZHPMHOXARWtL4h8jEvFrRyMxyCLHc1jEpsBMENo+fLl1fZ06HHW0wvS/eX8wsu1NJubdYM8LUjtpIklawdyG1buxWCR/sxsbmZRefmJtW+nqdOFiP/iLVK6RvF6zdZggCMKGQMIkWZ5y8SdBevDsyAflrdEICVGsCVndg9KqiwQKYIjAbjRgBNr3cTjb36q2Lc4npg6HLWSs1g+pezKx2lfYZetcL7NE0dc8MbTx9EA0SbnWN1HZgCxVTquWH9fat8la/t8j3kN6kxNTZmDGAYcLAGYYOYDgxBelJ999tnCjYr1VPTLMA/UvQQPlDgWs1c430svvVTMXGFZswpn8AKhASJOpjznByQVL774YmQusRsTAypLly4tRAUZgGDwSPelzZnBKmXrhQbN94EDfTl+/LhZHmZds55NYnFpZifp4P5zGZNmHnGy41Gx9XqvLl3v67XL/zO4rpdffrlgvOE+8EyrnnVE9PX1LYg6+f8sw0nElSyZ9QsmgzlzCX551ywNgCCtL/h3DBXsEk+4V4MxUdsmgA1FCZRyMeJyJdZvka2h0S1DUa8lsm64vwHska0Py7ax5vd59NrmmAjeMHihgKsC9KKyIO1+xS5Rng6MKCDCA65KsOQhWe+4O63fWt7/Ngt2HVyaVTClKsGlcRYoldbl+1pCzx6gV7tf6RrzZCqxcEq9KWYEpWeUtKraSrW6eO0CYz/ym7POOssFOLx8qr+/P46jyM94Qg1hlSF7duL6WPQTORbnRFivS7Z0/3oNzyhDA1c1xrfum9auswwfRHKWN9pHjumxbvSkmyfazJNBr3vd60yzEh26LQ+86YSSuxCpv2ADdGEGB6/Hi/0ueX/BzAFzhEu29skVSTyZQBG2Ec+OD/tuJNFmbn9EviV7RnLQZddEXgqmtXW4tKwQSFb7FoARgTltYsi4/iwCI2jPzSsKYIxDCygnl6v92TnZkSsBc+uKftX6yUBeKXztf38WGiPHi3kN6ugXWj3YYMDTFpAiaVDDZ80wwACHY5j6ql2sePDyZib0C61naYkB9aKLLhKR5oWZHbPQN4s+y0kIz77omS2PVeL1bXBwMJ4b94P7hvNZmjoe/Vmf32K26KVe79XB1xIBj73CbVgivwxS6WTFcrGw2l+6dGn83jFl2hM2npyczEqa9D6WjSrP6NXEvRm8YeFl9BXx7LPPRmAPjB22s9fffy6xaysJm0/BLBxLx4b3rblh8bqakK5l/yxSMjuiCLJIVgKj28fL++iYuI5Tlo5LeqGHOxcJG3vlWXob6/JExsg7ZFTsbcV5xQCoPEaKAhlYONpzYdomj5hW6NYx+rl4bld8/x+TC1ygzQI1uDSLr5XBquy74oFpdA+adT5TSUQaxlEA7NJ9uCn0E4BnHrr/pRPcTcV6j9XD/18awDkZALWL0xvINQCKLFu2zCyV0sG5xfT0dDFOIXjMHBgYcBnTXAY0ODgYS9jZ9pzZRHqc9wwrGKjR5d8MeFhafzyhxXkaT45NTU3FsZhzRBZOfvnllwuGLbuTWmCYp59naerUDDB0v/m6rc8LhdXbxdzCY09Y5VjssMQv+gB5Nsn+AvAoAAPFSOHyqwIsUcBK3BYGvCiCTKVQCNbIaVYGts8l4f8jDIPjcmnm9CQiMh7OA8es8ZFUlsUuXWwfHtuITl/JGpyZQLGtwAgSSYAMBItZlwisJ9kmIoV4cng2VNK2h4SarW18Xl2qxc8xCWGXYtr4vix0MAcxr0EdLbym2QQYtKATAo0YaMZgCXFkkcTQAagDui/aALV0cHCwGHy90iE94HlUV2bCXHjhhVkpmUiZCOiXaXZ1QvCMzeDgYFaKpfvNyZSm0TKjw2PFLF26NCYaXGblJSv9/f2uU5Y1a8cJBSdkLF6sz+UlVbzd6otVWsV98BytNMjoHcOaOn19fUXZGzPG8H2tOX3xcmpqKp4Lx7OF+T/8wz9k9+Dll1+Wv//7vzfvgyUmjv5q0GyhJGoJoMkZAaPqby7BYeBGv9Cnfe0X/PwcOYhQCOwqMVougUHE9drS3GNwMNij3J2ydVl7AThA+dXudxROWR7DaMfY5xKQRGCRtveO/XaFonNgQgMprCcDRpBlt16zI2+C9HKURk3Bwglg0s6xBLrs3B3sw7eG0qxwLFubPzamtIBIY6jtu6DDe87rx/aWLmkhtLi3iMhjW9M9SUDKQ6Hftu6P3tf7fmvB4wTw4H/MTsR6AYK6eO0COQTcIAcGBswxXSRpBFrGCsjDkLN5gEpfX1+Rx2BcWrlypYjkJfTs4umVaesx1NPQsYAK7icDSxos8iaEsJ61fLSTKQAb7TCl48UXX4xjPc4JS3lM1GE9clGt6cf5kcWw4TzYyw80MOeZmDB418XiCAZxLFbFiHwqO8YDJpIjUmKfeMK6GHj3jCSQgJk6rHkjIqn8ajT/bLlT6b7pfYZH0W7z/5exfyZCqVcQU0YZF9utjw9fKQIGUDyHre+jwapxYv4wm0e7e22OTJxcUyiykABAjZTXzQANSrl0X/jcYD2NT+Sg2gF5omAUea5aa5Xo8mIBcxDzGtTRgne6jITZNsy6AcjDbXE71voTJ064JU6sjaItx70XW83owPm4PIppsgir/IoHX8seFAkX2uVaaM0gYRaPx+pZvnx54fzkCQQzQKHbQTB1WttsIhhIqQn9sVgztzE7O5sBEdY+OtnE35xAIkFF4vTUU0+5z5EZPLhfg4ODxf3ghEl/H73SNT6WjxMpdaeeffbZ4ngGOllnCtste3UNJs7n+JiM9CiUfMjcJ3cDKoEekZL10LTtl+Xo7YjH5IKkK+MBKgYTg8u8itgyVLpEhfZjexrMwXnB0Angxeiz1LegN7Nz65Ul04es2FknxwoWLtb3D/0HswUaQQyK6GsqgA3HqUyXp/G+EbjSAFPQ14nPnq3YQx+zEryidOqR7DNAo4zdQ9fDzzmzkg9RCFZTG80++b4c6f4dKu5vuoc5AGqVMQqVbllaOrp8a1Jekj+Sf232qYtXL7iEXLtTITw2px6TWTjXK4GyDCwwFiO/0aLHDOYgmGmq+8w5hcdE7uVa9cScB3Cw66YeW5HXeQYNOjDWA9xhLUV2Q12yZEmRCzHYpe+b52LGE5hWGVYnkNxFLQDkaO0VBmaY0aEZPJsjayU/BsDBxpGkv8OCwFG4N7piNQDL+PCVEczhMqzYlsPyEREZJkFjPlYmDiRmDxg5BDQBWNHlV5Ydub4OHW3gE9oflrekc4VlBF3oGoeH31doCOEYZh7p87LYNJ4fM5D0ufk7AHCHbe53ye3Fdwj7wE1tocW8BnUs6+rp6elMD0SkZCNYjA6mf2IfBnX0vr2W9uh1XomMBj44AfCEdnXpDQ++lqsDs1E4abBmWJh2y7RkPaBbyYd1n3SbbeVXiJpNOYcGaFgI2LI/x3oGoVg0UV8r/maAjEvlzj333ALYY70dgCUAH/VsFQNWnPDVNJ5YPFH3gcu5sA/b3OvAbCkAKxyr+8bfi4GBgQUB6mhHndLpqnzR9MquLKcs1gbZqT57Iso1YCPaVfOLPNmV65d0dlIqRIq3PpzEjpUddhZbLwl/EBgjSSRYhI4FALRFRNYEUOjGABmMNSwQC8wpyolCeLpB+lpZjJdBjPVyyGXBlA5ah2J/LJFjfawOZvGU5WPlc45/c5lU1CdSABlH4TaWQCn+bnmW5paTladLpMuw0r3k8sX8e6/3QXiCyPn/0VXh3LfLcXnZ3L+LVzcAOoD9YY31XB7FAIUeB73SJ2uyDOfksiOtO+O154k26z4guF2dc3iAFY/nmqnDk4O4ftxLPb4zI9hjQek+IGfgSU0GX/SxWnNQpGSnW33xLNP5OL0v57ZdLM6osSq4FGsjlhP5i77W3OEX+aStk+vk3CL3Ftox7AQVtWpG0j4RvHAswCOrZcJoDwGHK+WUxWwYLgkrgCApwSK+jtjnDWsjEygyaEIfLP2dUpDaBl02jexNgE8EoXJtHbSV2txfahYR6wkKQWsz/R2AcVeEffLnjM+3yG1F+ZXnsLZQYl6DOppJosuwPO0ci6GD4EGFy44wqFl2mJ4wnC53QXAdM4MlGrzg9vjlvbYvoqZtwmCRxTiyHLGs67D0ZvgzA09Wvz2QxxIqZKDDeh4M1lnC12iLbey9hE+DRh7wA0BxYGAgJpkea4vp58ePH48Aj26H7weuXQM8eh/rHjAVmmcHa3H48GEREVm9erWIlNo6AwMDxTVOTk4uCEr1x2SksErWgI33MjoXTZ3H6JwWq2eb2tYcU75cM8skCuyyno34QroRHAErZ+slIneHvo+9Mz/GYfDImgQEFSwTi9Uj4W95NCxJs0eBGawjE6/H0YPZJo8U5WNt5UDxOGNfBn00U6cGuCHYXazoty6PcthaRQna1vLaIwgzljOCcC+01XtRvmUweEpArD0YvPEc4fT/EIuRdzG/gjVfRMrxVOc8ertezwwOZpfowDjrjclWfuCBLhZr2dMKtPIbnjzy2tf95TyGdRF1iT2XZOFYnqxaunRpkUtBvBq5BZf5a6Yzu14hL8H5LXAHUXMy5X5yKVgXXYjkJVee61XNYhusDxZXRqAsa59c0aozo5k8KIuKejg3cwmUZMfIxIGitAkR2x9da243990W9h1JAA73n0GSCPZsS+VmDBYx+0n3m8+D+75HMaP29FgehWhAoAaIieDTBANLTZv7jONT+8TeUgCOxd5ZyDGvQR3tfgUg5+jRoxG8wUuoVVJitSVSll/xwHf8+PGYUHDCwQwP7WLEjA4PMNDJCtdU80CqS5La2BD6fDzIs0W1vh6vxMlyUfIAJU8g0Sof8/qiZ788kEsvecaNgSTcZ903LwmxGEweu4lLrVatWhXbYTDH0xNasWJF0Rckybh27YjGM54enVsnyfz9novuDRg7tQTM0jqY79GLpXkpBts+K1DaZQdQY+xzwpolbfokVruFvbcCcthViwGUjNXzgQ+Gv0N4wsgAA254oLE1N7ZFpysWRxZJ4JCwZk8CLTygo2TS+DozHJZQdVEWRfuk9m8rBLQRvQAfzHRBKdVjckGpLdRib681h5gJBDANFvYa6CucxMgFSwsS++VdeTTlYzmYk85XAp29OlnpYzp78zMnABhAx0YD/jxmepox+PyDH/ygYNh67J5Vq1bFc+H4mn6eN0nFeYIGpRi84TxBn7ctl9DXg3a5TAxh5QnMoObz6XyWTS74PCyy/OKLL7r6OFxCPzAwULRTy+H4bxzz/PPPSxddeA5FB+SJyMwReknnsOzD8bLPrJVdSicmAgKf3tRsDGLBsT2tsRPKoqIwsmLZoD2RRoBZpAFYuLzLAlAQnvU6QJhbRkrR4vFPX9zsc/O4WBGvY7QEW/iImuNVYjc9kberWDdg/rSJHu+TKyLg5oF2iAY0WhGPa+Kb2edYVrdInK6smNegjrZo1i+0bME81zatz1qDxGNEMJXU0hOx9Fm4LZ4JYoqtLm3hwZYHY/3ZK9Hy2DG6NtzTm9Ev9p7TA9ttMkDU1m989u6lVX7E4BPfb8vGs2bFqfednp526+m5fnzZsmUROGFGTe3aWVzaA6m0mDVfK1/P1NRUUVboiXzXAtcDYEkDnpzgLRRNHav8Kr3YppfV0tEqB4Ks8quC9aBYFAwitGmlNHFVWN6V70vlUlF7R0RkVWACfeCd+b5g1GxVBwL4YfcrYgJt+8A7EwBUiCoH4COUDKXSLb+8S5eReSVm2qpbJLGUtm1/sCzZon0LcE1K4KTcB8uH4rUykOS6SRlhuWFpfR0RX/dIl9cVzzrqHoUVW9RGEsX2nMS2SQnMsEsYg46abcYaOhzN/4XtZGWBpZZeVRevbXCpD68XKcdmHpNhTmGVDfOYBnaOLv/mEm5rTPPyMIQF4Hj5hjdBp/fhzxZb2QurFIzvg2VCgf5zPgCQpzbJxhby3j3V18cTo7xe6wdxrlxj0XexcKPNZhq6J7pkhkttamwcBgi49EmXOUXAxwNFCLgRkZS0jXr77k3nmUg6NSKSdHZIJ0fv45VdjYfcYtPE3nSum1W/RJd7rc3PJ0r8mezPLe0eLo9CPwEoZVo+JLwc2w3t4VntYrctFax7hPPop8LHMWNHl1/xd2uhW5svOFDn2LFj8cUVWiW9BJeIMHCjByymunLZkhUei4UHTYu9wlRjS6TOE7bjWTERn2FhCd55wBVfa19fX3EfGNzhUi7NZOKwwB0PWGLQa/ny5a7ujgcw6RkzD9zRyafn0qXBHHxuSxg5CdJCySzwbGkO4fvBFGbPsUwfz0KFvSSb+L9asaL58dX0cNbZWbZs2QJ0v/J1cjR4o/fRbTB7x3vpbV6qwVh4KBxvM0/0y3TqC7NviBWTgQMfDEsqHQpgixYaLtshkCT2fyiBIiid2t0Agdu2hs8QTpaDCUAy3K5EJGMGMehUCDAj7k9tuOVixFayyqd4W0102nOTqrXL91aXd3l6NQygAOhaL4fKZ0LfARO48ezP9bURQ4oZSwywaAYTgy69MN/K8+v/lUNmu128doHxA8xSKzwrbYQGT7xyKC16zMexjh7rwCxdurQVmLFyJN63tuxlH+63df36ejS72AO5cKzOGb3JQYzV/LmvL7lvekwjhCWqzKFzF8/C3Msru1jYwTon3gs4l9CIlMwOZuMckCdiORAAgk3OMZtkfxJG9izBNZjD7le8PpRl8Xn0Ph4bRuvlwBpda/Nkn+XS2AcWSo46OYYoMoCgTeScxaLQAKKKc6rQABQ7cBXXVgFz+F6tpbIsSyx7eMOHRcS2PUcsdBCHY16DOrOzswW1dGpqqhB/7SWYgqrPoZeaqdPWvmZcePRYK6nwaL4Wa8Zj33hsHP1324BdYw9Z1+4lIQxQWLM8NVYMhwWy6H2t+8L7Wk5aHnPJY2ZZ/WOtHW3zjevFd5aTN31evn5PDFmLPiLw/efESe/H3+saAMSBY9hBSzN19P/LQii/0u5XtXKPNnAnL9PJtUYQSXPkkDwWX4jzBIBf9DXDoyhNYivyEKNbrm61Gs+EehkUAQjzbNDCAaACsOR+A/R4NpQShbKryLi542qR3fk2jozB00sZlxcAKwKYE4GyAMaMypB5/SIarMjv8agSEUbpFKKnEjACUDKNJCoBQ3B7Gmhhl6uqBTwJL3uCz9bx6dx2bJO7iu95W2mVSDvg0wE5Z2bUQB1vkocnr3R+5Tlz8rGaPcslVQwYaHMBBOcH1nV5Lk8Ia4xum9Cx+oDgfERfB/eF74/OzyyjB90u52nHjx+Pzw+yBr2wnxDMHNbXw/mGZebQxeILD9zR61kEV0i/hWOtrCt0WJi5oz8zP6fG6mEGDQIaPbue/HDWxoh8KwFI4dhSgDiALhMHCtAjnmc4lGONKpbPbc3/zvDtAYiJg3Gzz/BI2f+MbSQKECIL9fENV6b7EtplhysJZV9y835XD8hn1qTwQDq9L7teJcDKZmvNBcixWD3zMeY1qPPyyy/HQQGDz8svvxy1dOYS+/c3X7rLL2+SqpTekAABAABJREFUVaaSYuZi+fLlhUCvxUARaQYxj9VjUWqxngdob4ZIpJyF8gZuizGCYHBBD+Btx9T2te6HDsslwivD0mVGfIzWMBKx3RZYaNjqS5s+kU48rHPp88AhSoMarCGA75THJtL7eoLbuh0WVuRk8MSJE8X3EMECiL0EtHV0X7SGAvq0EISSdflVTfQYUXspZaHYx8J6bQMttI7ZGRxa7JZfsNnKOwJAWx+OmjeeUG984dflPABtUDJ1B51Ql2V5LCF2Y9qegIR4rhsgzAwtn+T2VOjf0HkKgGXLUAPWSAItPH0iLXrMIJcF5iDYKQufLUvvNverDITxxJQpMsDJ0d1h7SRdylU4WxlgEoOJXmjGDgsis/aQ5Q52MuydLl77wBjEuja6PIoZNBiTWN9NawZye6yJp/ex2CoieZ7G7Xr6f7r/bZqBFtjj5TNWO8gTvEk8zbjhHIhzUCsY3GKXLRyrATlmXSPP1hIDeF6s+8eAzczMTDEhhLyDQR6AeZ3V+eIIdiSy2BVciuVpr7DQsY42kEcfz05QaO8WuTdpugzngsUAHRj42CMrjP7sz/qgWSxceoQYGcltyjfJftl8M1mZj/j24V5EZo5hoR4BmZH8GAaw9PWxuDSzknT51ya6D9zfdK0rImjDYs2bC8t6dPlTZgmfFQsB0BGZ56COLoXSTlcno+EBIIhZOMxgOH78eKzj5m3MvtGJgAda1GZ3amCOSM7S4Bkmi+3jATQeY6c2G2Nta6Mw91LjzvdJX4c3u+axk/hvfYy1tIAq3W4tYfIo1EuXLo3JJevZsMaOpZPT9nytGUrPhcIKrm2fy4wZEjLt3sUAlr6WhRY19yuLoYPPpS7OTdm+Ohg8iBbaBPboF/ICGPA0Y5ROTgIibsj7pgCh5IoUNnpaOsQSyfbFPsz6GXukAJ92jn0wO0YDN7HECUHlRsyW2Tb2YCz9GpVcbyYxd9R1cLkSrim20SzBLtJAUCyHInZMxqaiEi0GOCwhbM9OHH2Fw9UO2RufEbfDYJd2Syu0aQiIa/RxAFDloE7tO23pBDUBxk7vZVhWyaP+vzkuLxcudV28eqEtzHXoCRzOsfhFH6FzFp4ssMSVOW+qOY16ZVceO0aDUlbpObfh5R218IAfb+LLarcmBeC5dfH2ycnJIsfFvtDR06XeFmtKt2dpI7FWJU8ydS5Yiys8u2n9GU5YeJFn1ytRLkxNJHZImwtTYTOugkuG9skVaZ1itDT7hr4GBokWOo6lTeFcSScnL8fSLlIMjsC2PAIq8n7hUqcImIRgZtBmxRpi8WbW2tkk+01wLAstGk0aPVbpl25fM5hYSweB82+Ub2b25iLl92YjbS+/Iz4rbKEwdfpm54CAfPKTn5TPfe5z8p3vfEde97rXyZVXXin/8T/+R/mRH/mRuM/LL78sH/vYx2R0dFSOHz8u73nPe+R3fud35KKLLor77N+/Xz7ykY/I/fffL+ecc4586EMfkk9+8pMue4Xj6NGjsmLFCvnJn/zJOLhAXO/73//+K1LS37x5s4iI/NAP/ZCIiKxZs0ZEko3z2WefHZ0dsMQAiJd0vMTDCUKknNXhmSc9Q9SWPFgJCQ/8NVDHs9lEWKK5NTZPW/88dowGUrzgOnmrL1bS49GFvYRJH+Pp8fD5rWuznCo48WIhb+s+eRbsPCOnmUAMaoFJAxHC48ePR/Dye9/7noiIPPVUo/D/ne98R0RE/vZv/1ZERB5//HHz2q0AK+m8884r3E9Wr14tk5OT8qd/+qdy5MiRuG9bnGm/Na80LOZOL649af9GU8djSmgGCYM6XDJ0UqFAmQjIBIAjll+xcPLYwVaHrKzsCwwgw3qd+4B9Mx0Z8UuSaiwXr/Ss2gfso6+PbdoRfK1aiLkHVzN+1m1i2evlkCn6bMUO2esKDUNkesf2ALIZ+j6+C1lZWlgDL5u2SktzLtXqVYdnMf/WvJbxpje9SURE3v72t4tIyo103oRyZIwVXLKL6Ovri/cOx2BpsU4YtOCxEnmZBdB4nxHavQvh5TlWKb2+Jt6HQS0PyLKAGu63VULu9YEndPSEDFhT0M/jknHN7sH/GZ6nZdCAY9DOc889JyIiBw40r2kHDza/kY880vyO3Htv89IKZtCZHN1vzemP5oU7F+ZlwWSLkdLG5tmo3JOSzkwAaiBATLo5IxP3lWygYdLYYbq0KndioCYCIUrIWIMeOgqRZTEAmVCOBfcus5SLGEaWQHJ2fSpqLBxPVJn3je1uWFuATp4L1rC8pWBPtYF1e2RFweqJejyBwTOfopffmjkxdb7yla/I9u3b5R3veIdMTU3Jjh075Kd/+qflb//2b+Pg/W/+zb+RPXv2yGc/+1lZsWKF3HrrrXLDDTfIQw81LyXT09OyefNmGRoakr1798rTTz8t//Jf/ksZHByUnTt3zukCrdIWDEYnGxhELIaOSJNU8DkxwFm0ViQhPIOCzzy7oZMTj9lS08nhsPZp099pa8f7bGnl1I6ZC6NGiwNyMLCikzYuZfMYNfpcXv81cOPp71jH8IyVVwqmwSSv1EyDOSL5DBeeI77DnAROTU0V52T70ZMRKtTaOsycm5ycPClNnTPtt0ZkbpbmHnOnl9Av2dtIU4eZEswKsV7iPTFbEQXMBCCiZNAkYV2sS5o6AHFCYwA8YnnWk8ptyS7D0iVVLJAcAZPtqQ/pmJz5E8Gcuz/TLGG/bgE11G4vYbKPhMrGxgCuUMkTXMa2J5FlXlcTV/bAuAikxOvJxYuzfdCXihh0cR6HgcXnsCL9H9wU/04ATxJR9sIr77JA0VdafnUm/tbMt8AkFV7sLSasN1lVM0vwyqSsl1cvj7H29Ri73oSR1a7X/xorpwb8cKkT5wU18WZv0k1PnHEe4rHGtWU6gDDkv8g3LCFm9J8Z65oFzMYmnC/UrnUhRPdbUw+LPZG2NUDfnsjIWVdtqwFsPMYGNFia7fsk2YSjtKrQjgmRlVKRYHJkpozkoEPjDJWXNkWAYwONu6okyXOp0uAI9onrbg/te7o8IqnMiuzaLRCGr59ty3X7YCrhWeH+Yt+CRTVRumslV7DmehJzJ7GpvFItRLI2FxH6nljsnYUUc2LqcDz77LNy4YUXyle+8hW5+uqr5ciRI7JmzRq5++67ZcuWJtP/zne+I29+85vlq1/9qmzatEnuu+8+ef/73y9PPfVURJ7vvPNO+Xf/7t/Js88+25OmB1Dmt7/97XEmAcj/M888c7KXIyIib3jDG0RE5Mormy81mDrnn3++iDQzTkC4V61aFdeJpBknlKMMDAzEwQ+0VR5ALZtvT4uGk6GBgYFiwEZYjB0PgPBAJKvkqQ1ostZ5yYOIb5lpgSYM1HiMmsHBwSJBYkpwjQHkhe6bR9Ou2aJ77BuOycnJYp8aXZnvAwsyg51z7NixyNrB/wkYO2DonAxTB3HWWWfF2VigyUNDQzI1NSV/8Rd/MacZLY7X+rfmlUbNKQvBWiMiV7k20LVyHQZ2WAg4giN3XF0CG7AYB9tElzURO4VtxQtWztjBouwqllYFFoi577WSB/ZRTJ5eGDhZn9Y8LNu2BlFlACrUbnE9In7/K6wnCzDxwgNZMqFk5xrL0rwE/HnizLW+eX2JrJw7bkgAW8v9122UrDK7NNGKk91nMf/WvBYBMOed73yniIhcfHEjnoncaOXKlVFzBeuQE/GYrNk5yKkY3LF0DNt0cSxQydvX2u5NsHBoMMoLK4/yTBf4Wi2ghpc1Vg9PKAJ00Swc1sVB3gFGvO43/s+Q6/IkDgChEydOxElXMIR5+eSTzfhz333NyzFymDM5ut+aUxee7skuub0ov2LmDrM3hje8L4IsXliggOfQpMEXLqWKQTblMYbXRiClYMEEoeFNwUp9XC5t1aTJ+gqWELWfAUq6T6ovCD4f3KR2yfur1utmf1QA3NlHotbRbUuXgql1ut/a2aqNocNsnAPyRKvD2nyKU87UsU4gkkqTvv71r8vk5KRcd911cZ83velNcumll8YfpK9+9avylre8JaMSvuc975GPfOQj8jd/8zfy4z/+4z2fXztRnSoxVtBA0R63b5X2YBBjUVuLMeLNJun92rR0NOjSVqs9F8yuRiPmfXoJjx0zF4aRPtZL/izHMg/s6qUv3syhdT29nMerXUcwIKQTMk/fR4M+nJyx6wdienq6OBfv80r+j44dOxYTds3eORXuV6/1b80rDUtcOQkl27onIrdHEWWEdsbSx1YZGKQ/E9krBlMlAh+BfRNf3rc+KSK5yxVruhRtySMyem0O9MS+rL6s2WcsAFkaYKJjYqjPpfuSIeisY/c7ZBSCzttzcAqfE3tG3RcASeg/QBK+ZsWwKUrBSLR4VLFXBILMHhCnABoWMGbhZ83a8sCcWpkXCxanNsJ3a7sSkKbyqlqJmFve1QPD5lTtM5eY7781r0VgXGJWjM5l2hiwiFre0caMtdqz2rJKzHsNL086mbZqpdy1l3OPYcQ5qb7ntdJ5HZoVzbkEgDmALfqavQk6nWNwqVdtEmwxRPdbkwe/gCdb608VDAvPepydkazg8iANEmym8i4AElofhsWUta23iAEMjeyX8U9vav6+eX+2bfxmKY4pLMaHcyFjHLtJ9sv4JQ0oxADK8KffE85H5V0jB4oSNhZk1iAMXxMDNxqkYkBm18T7i31E8mdXgDkAyggY06VUHAnsyVk5++QKl/01n8uwanHSoM7MzIz88i//slx11VXyYz/2YyLSACJLly6Ns/WIiy66KIIlBw8ezH6MsB3brDh+/Himgg+2gbYvB2PnlQYGK7ZK10wJnJNnOCzGBDMtmJljlQ5xe72UxLRpxlgxF8Cj1/Nb7fB6fZ96ScD4eM8mXgMfvQBUtXPVjtUzZZxc8XdC6+N4faqV23ENOwKzYrrckFlJaIctS61gJ5KTDV2miM+92KTX4kz4rfmYjMgyaa7plbxE9mJpnvZNL+barlpHAayMPVKwKNySKlUGpMuIRCSCGSgpasqoSDOHgQ3S1BndYjCBEGMPhX2MUiiPDYJ97xjKGT56H4Awaxp9mwRSXV30j695dLuU7TNL6FpiKYXyNVirixjsGHLbEnlIQJL3mDPsmKWDXcyS7sxD6Zy4d+H5xmsrvi+J9cTntICgxPp6tGk3uo3lJVWadeaJP7+S8ilLl+dUgDtnwm/NfAzkKAD1uRTdGtMw1oCNw23pcdbTF6zlSB7YMjs723OZcS95A+dRvZQO6VyA8xhPF0XvNxczBM4xeTzm89fcQ9myXj+jXs7rlVtxfrNQzRV0dL81PnuCX8D3yRWFCG5b6c0ew/Ic20aKLSmSiHDj6sTgkGbSeH1gcGNk4j6RwMRpKx3SoEkhemxp3QTtHAZmsD6GYtqwdXlqNwg7K40dLjVjkEeXVLFtO4d139hOnYErRM2pDM8VMJAlfgymV80NayGweU4a1Nm+fbv89V//tfzFX/zFqeyPGZ/85Cfl4x//eLF+dnY2E2E7lcHWjdqxwaOmYmZFJxqcFPAA2osFZc2poVfgZS6gxiudLelVE0iLCHs14VZtOLdXc6PwZuRqs2u96O9wO17frOSEqdIWawZ/A1zk5Fhr4PCsVy//C3xObvdkA+Aqkr7p6elXDOqcCb81vTrq8MtmzdIcL+GjclV2rOWe5DFTPOvqpr287ApgQOzblhuSCC5pukTQwmK+GLovWR/1di7nQkRR4aHYhifwLNyH7UqAGRo3hU4OrNpDH8ceTEycAPiMXpszc+J13D9UMHSwLO5zEIkelQSOeCCGfq6jxNBhppEu8/LEiRP4AlAwPYdRxa4xz6O0gXgbl+llrl0QRqb7kASTc4DSKsOqCYT3CvTUyhhfSZwJvzXzMdpKu3X5kqdbw+VRtdzIYqJweGCLzpvaJor0mNymw2MBV22MmrZr6DW4v1b/LRMHq6/W/cG+zB6anp4uwCKeVNKTTZyvcx7SVpq+kKL7rfFfnq2X641hHb+UM8izT7lggfWRWCDvp885YycLLqFCDK+VzSN5yRcC4sqbg604wA3NMomgEQszs3Cy/nsULlo2wFILFnMeH1HW6FyaFQSetZ5QLG+b2G/2WztpFWVpVBpWxIa1UTsH7SFS+VgJrvF9X0sMHf3d4LI9BH/3For71UmBOrfeeqvce++98uCDD8ratUmFe2hoSE6cOCGHDx/OkObvfe97MjQ0FPf5y7/8y6w96HpgH45f+7Vfk1/5lV+Jn48ePSqXXHKJvPTSS6eMocPxD//wDyIi8vrXv15EEgNh2bJlEfBBTTgzITBAHT9+PG7DYOjZTtesKFlgF6HLu3phpPQK2swlyehlXw9Y0awkhEcNrvXZ0rXhxALB97dGRW4Dp6zjLZ0fvkf4LoF6C5cqDQbieHx/MJtpzdAhUUL/2BpW95UBFk5qX+n/E64BM0FLly59RbNuZ8pvTa/BL5jWi6e3D4d2MUrAyU1hGVgZkamSWD8ABuKLd9incCq6Vll/BxBj25ijlaIYHYhYBkQW55pJMro7ZwelyEGe0S1Xp2th9hAfu2XI1r8RqYogl8fkZVij9ysx52vz70fBdnLbVEyd0G4EzpSblFc+x8BbpqlDz5XBF8QO2etq/hT3a8tQwSRiJpAum9rR4jLG5V2e4HHTRqmtMxe9nbns20vMt9+aMyEwLoEpwAwdjF+W5g0CL/jM2NHaNDyGMPAzMzOTifeK+DmEHjMRnsahHlu15TfWeX3yACC2/9b9qukJ6j7pcbxNWFjfgzZQh9vU18+yATqPZYDNA3kmJydj7oN7yBNSyF28HGahRPdb01vghVwkvZTrdSLlC74GTwDWpGO5/RKcsUqERBRQMXKgAGbi7NElzfc4Y+hIXrIVQRaIFXvOUDq0Ho46j9wshbtTwdgxgJXIikHgxozkgsbjYgBf1G8NCA2PkOtVaJeFk9O9UI5fFFxGp/WL0F6KvJRKs3A8YWQGDhcCoCMyR1BndnZWPvrRj8rnP/95eeCBB6KoMOJtb3ubDA4Oype//GW58cYbRUTk7/7u72T//v3yrne9S0RE3vWud8knPvEJeeaZZ+TCCy8UEZE/+7M/k/POO09+9Ed/1DzvsmXLigFfpBksTheoA+FlnlmwhG+9siVdXoRByqs5R+gB1bPXrIXHitEASpuOTS/te+ex1tXO6zkyeFo1VvC5NQOodj/09lry0wsY5h0zMzNTUI4ZhIHwlWblcPLHya3F3vLq03UyW6ujFzl1FqKa6XYyoM6Z9ltzsjEXTRC8nOoXYy7RSmUtV2Wf10eWj9QtuUW92N8vqQwHujKe6PEdQ9FdqWDvRDZOc8zO3U2yiNInM2o238wSuiEMtsHRatvYg2VJFoM41P9RUeybFterbfJIDvCIcc3GMax3JNtpn+0l86Usn2sWplU4P1fnOe/cckMBzETWVng2O7Y2z2zntTfEErsdWhDZ6K8GaHoVg9blhgi2Ntfff/zdy//NqQJzFspvzWsRAFJQbss23Ij+/n73pZ/dIGvhlVtZrGg+Rp/XE0hmbSCdL3jt41gNYniTbZx/6H635Rl6Pe/rTRbqfdqWtfPwJJnOb9j1ioEaDRZ5Wn6e6cVCi+63xg4uhWG9EwZydDAIk17iU/nVvuh2lZfwWMK745IHAzTDw++LTJ1xLhUifZzM0ckRGo4lTxogCoyZCBZFxk6z2DQRRJU/vSmWdY2LrV8TwZzA7hmZuE/2jDT7oGxp1+7/q9m29XvZfblF7pVdgSkjE6QFNCH559EE0DCjCNo6eEYAhLQ9fOwLgVIbA4CTA3I5MwfB7C0tlIzvkKexs1BAnTm5X/3rf/2v5e6775b/8T/+h/zIj/xIXL9ixYrIWvnIRz4if/InfyK///u/L+edd5589KMfFRGRvXubpHJ6elre+ta3ysUXXyy/+Zu/KQcPHpQPfvCD8q/+1b/q2Y4Pyu1DQ0NuDempCvywYiZq9erVsW4cjlhwfoCaPJaDg4OFWwN/5iRCz07x0qIrt4kqWy//vVqOW9HLjJCXJFgAS69MHauf3J5l7912rF72WiakKcfM0OHZLl3HzLNTWlBbJH0HdPteIqzLs7CNbUfZBevo0aNy6FDzYvbss8+KSOk+8Ud/9Ec93YNe44ILLpCZmRl57rnn5uQScab91sw1ai+cbSVaejvrppTH5qU4DRAUgAKALaFEyAQ+7s9XWayYuN5jwRBDp3C2UhEZL9CigeaNZpDwedgV637JXbnEZ9KkMq93lNfmnYfPpT67ZWkGk8kLyzHqZFypivbUs2L3K/5cd6fK99H95dIyTyB5vdLYqZVbYZ9eo1cgZzH91ryWgXu8ceNGERFZt65Jpjknet3rXhdfKrW7lf6M3AhA0cDAQNymGT96ifX9/f0FUFMDVhjE4bIiqySMy6a5DF+P2byO27P67ZV9c2iAqU1bZy6MIGvyxyulskAYBnXYtvzYsWNxshR5+4svvigiIgcONC+ecL/60z/90+o9OJOi+6059WGVViVr6yYA1LAosbbIZrZNTYeHS3gsN60YBNDEfQoGTAJUCgtzLnXS62PdeFjiM5rV7BXHnYqBFYvx4jp8qRKwmgsYR3EOKhNjXRyLIWWJV2Nftj9nxo4uvROxWTrzWSD5lLtf/e7v/q6IiFxzzTXZ+rvuukt+4Rd+QURE/st/+S/S398vN954oxw/flze8573yO/8zu/EfZcsWSL33nuvfOQjH5F3vetdcvbZZ8uHPvQh+Q//4T/MpSsi8sr1P3oJCNFqvRIedHmwR78GBwcL+iq//LfZluttvZRYnYqw2u+FmcPhWW1bABNfW43d4enW8MxfL/2fC8OoF6CJZ6k0WMT95ERVW4LyOZEYYV9NT2Ywir9btVm8U1HPX4sTJ06c1OzbmfZbM9c4GYYOH2OxHPil2bLCjuK6W9FOoFnfMZTtK9sPloAJyo6C7gzakC1DrQyXyEABEGIAQQlwCiVPcKRa83AEnwoB42tL8CVeN5eLMRtnDBRzda0Aep5Nej5NG375VdF/ApV2yF7XiYzL4SytJNbS4basdgqdJVWG5en5RBHrwAjaJo+Y59JhaQQxyFiCOVdm262+1EqzvDjVTlci8/+35rUMrzyYl5agbm2yCtGmb+fpDYr4zFUN0HDJVk3/jydwvGvVxzHDm3NEXWrN1uXclvXZ02islZN7xg26Tc+EgkutLFYS3ycN8nglX3w9CzW63xo72kphbpHbCtBlrRLoFSlBAG2X3RbaLpsjAgMBYBkZuS+CCmDXjAN0AYiDkqew3DSyN4EsBOYUMSoRVBkZyQWXsb6wUheJAAoYNDFwjAFKRXaQ2H0aH74yspLYlcrSIeIyN+jwILgE7Ra5t7Cm92KjfDMKIaN9aCQxuKOtzdnmHMHssEXJ1DlTAijz4ODgKRdI5vjJn/xJERF54xvfKCIiq1atklWrVolIsiFE7SvXlZ999tlx8IJwLLYhCUJSoV/wvUHeSoI85gnC2pfD05nRJVu9fE1qZWi9rK+1Za3zwBeL6s2JhjfTZfXP6gsDNVxapZMVTuywZDqsVdrHteV83mPHjhWC3WDs4Lni84svvihPP/20iCSmDmbMwNS55557ims9VTGXGa0zJV6NGS2rDAVhuQlZ0YuosmlBDnCCWStcfnWtFILCxfkca3ORUvfFLPPyBJgDq0e2JnCK3afitrs/0yxRqqWu3WKe6H0skIF1a1jvx3wezFyy2FQG08frk+t4RufL2Erec6VjZOyg21/rOdfulRWPyQUumye5djWhy69eaXS/Na9OQMMDeRLu+TnnnCMiyQ1r6dKlkQ0DFg8+s96MZuzwPsx01gxnHstrujZWGZFICRIxi1aHNyG1ZMmSoiQJY7PFwOW8zgOcrPDyPiu8fIYnm3QwAOTlMrodTITi2lGK/eKLL0Ydwe9///txnUhi6jzxRPMCdv/9Bs3zDI3ut+b0hX7x5pdyDn55PyBPuE5ZFvuGXa6qIsohCj0cZrooFk1k0BBTJ4oWkyOViKHZE0IzX9g1Ku7jMGxGJu6rWrqL1Nk8zJax2ij0g0J4zBp9PB+ry+r2GY5mVv9rkbSH5h+Ic8qZOmdanG5AR6S0NrdE6jzK69TUVMHQYWYOwhMT1uusmaK2Om/E7GzplNXGvtHlUW2gTi/7MkhllTH10n5byZkWSm5jOen7znX0nPD1wjBijSD9HLAOtHOPYVObKePlwMBA0Y7H0Dlx4oTb3it1qOrilYfFetihtXLEF6StleikUidyPrpjKGq4RJACDlEFK2fIBUU84MAEmjSYIJKxepgREoGP3WjlYOxrZK1sBVgU+hbAnNQnH+wqS5LCfndcHe8Hiwhz+ZVm1kSWShCfZsHknfcrgIhAFxaozkAfYgUVABBbpuvtXFoGLSN1DPprua5l51GizVF/h5zVmIWjAR0LtNSfTwcLp4vTGwBveEzmMim9jxe1XIBBFavEio/nySo9NnvlRB4wND09XVwj697pNnkfZtjqvrbp//XCnO6F4dKWK+pcwJtAsxyzOB+uafd4uTOzerrogiO97DdjPOvsWKBP2zExVLlR4QgVIgIsIwmgYXHj+JnBmA1rkyYN9hlt9omgzGg6T7QaH6H2C0vzBLi0llIplk+tnew8G66U8W1r8/5hJ2b7KDYSgJjNpHPErJy1ckTd7+ZaucwOsUve35PNuT7fPrnCbY9jobhfzWumzqsRb37zm0Uk1YxfdNFF8dxg7GAJjR2wcpYuXVq4X+GFHoM86mgt4TzW20HoGR0P4OCB2nJkaKM2W/XYCEuojwEC/syJnq5tZ8CGoxdQynJv8Bg5NXoyA29WssLgDQBGdnywwCh8J5jSrGfMuB1egn0zOzsbzw0Aku1CcZ5nnnkmzpChth0zZHB727NnT3FfTlUslBmtk3kJtdg3HFxqZbEhegJxuPynwuyoatCIFILGZntU1qVt0gutmzZdG9W/GDgGGkFbL4l/F5o8FbZQ0R6dOyuXagFSCgBKsVgQLhtny5CvXRQiK7FqAc0s5hGXQRXhXJdIujaEJezsgYscJvvJ+f5rps4rBXoWym/NmRxLly6VN73pTSKS8iTcc7BxkAtp1g3YO1pXRqTUtxkcHCx0eHgfTztPxGct9/f3F2OjB4pocIZZO8yw0X3xtuF8YLPovMZiA4nYJWK9sJ2x3dvHE1uenZ0t7ofH0JmcnCxYSWwMATaOZuog/8A2MIW/+93vikjSj5kP0f3WnHx4orUca2VdoYFSE08WacALMENYa4WtzvfIisKqG8FsEw0stLFLzDIpox0+ttDmATgUgBRcVyYq7NiHW0wj71rNvtA1eP22tnnOXBpU8p5RYUG+4cOZm5i1r2Zp6TZFamDR/AFyFjxT59UIDDr6hdubZahplyA8ho4GCSzbS+tzLSwQpo2qO5eZIW+mq9ZujebLTCav3t7qZ02Hx0q4dB90ksLX4l2jnonzavI1O4YZOgzmMMW5v7+/+C7x80RSe/z4cZdZxGCangXjGbF5iO2+ZnEyL5o1wWRs66WkJWnp5J/jy/uWoagrMxrclwqwIbBzRuXyEsTBEuuvhcjyIyVwQvo1hfbK2EG/FAyMIM2yd4SL4zFbdcnWk+ka9L6eYLISMo7bwrmZsZMBHQaole2rrsuygc+iAqSwTk4sK3vWsG+HLg50fxTbKV5fC2hkbYtW6Q4QVBNX9tZnDCZHEFw7Xr0SwLRj+ry6oV0aPZFihDV+e2N+Lc+pMU3bmDp6HOQxl0EXjx2Nc4mUGjX6eriE3hJeRl8QnHewTl9NK7CNWWMdw/ffystY8NkSSOb7zrpBeruXZ8ylzL+LhRP8Qu2BO8NyawRx+GU/AgbBpemWiTtDG08o9g5e6JvPbGU+LpcWgsUAEMZRQhVifNvaZOuNlbTPMFt1a9ZPLMnK2TIAOvbIilSSRSVO6NuuT8Ct6lsy/On3NO3dHM7x6YvD56ey9rOIrJv83IhNc2AA6e2eExnAFQa7RuRbMhyeGwM2cPPSYsulQHLzPGuleQn4kWxfz+pcx3x0xupAnZaABgms01esWFGo/COYQmrNCHmgDkIfw8kNJwg13ZkasOQlLMwYsUShrfp0nM+qFxcpRaIRGhxh5gsL8uk6dazzyu80gGWJGOr+68SD2wNgYyV+YMpgye4ZWmMH7WIfbAOzhgEm3V8uCbO+eww6od/cbl9fX8EsQjvoSxenPzw3oJKlcGWr2xBHU9rT/A3wonj5R4wdLBg5qR0wYBRQoI8Tiefh8iJs3yF7C4CgAD6uxfkeiSBUAdAwmHS/iEjot6AvjpCxPjezhUJ70a1L6wkRK8YDp7LgEicGkWDNPvbBop2kDRQ2wLFMHR/vBwtHR6ZUOn/B4gEAF74DWuNolL4vXM6lnyHabfs+auZOslUvQRxef6oA0y5OfwwMDMRZQwZ3PJBER1s5lj6GJ0AspyWeIGPnLIx5L7/8cqHJw/kHs4osdgzGcc4PLAAL+zJbd/ny5QWzlq+fl4ODg1WQRX/W/e7VyUqXSSG8XFfvx/pBlguWZxrBOVEXiyPaXprZjjrbd/jRZlsAQFDWBABho3xTMTqaF3mPUbNR7k2sDhYWJn2cTSN7C6bLvX/5UyIi8v5VjaYf6+bIiBQuVbqcKztGRMap9AvAxGa4S21twI3h4Z+QTTcTs+jJ0E8HjNk0sbe0Iyfgx2IaYV+AZsysaSIBU027tggy2jogTxRaRptZAHsi9cXTN2KmDpb7RIrvQC9gznyODtRpCW3HKJLPCHnMDi1U64nhepomenapjZnTC6NGn9cb+J9//vmsDwjt+MBUaZ7lOeuss1zAx2OQWH3xLDo1aOTVwetj2zRurO2eTo7FksH3AvsgKfEcv6x12rqV7w/3u6Yf5DGW+H7r7wCXc3W17Kc3rBfXNm2RbXKX+/LML+AAFNaPJSAlgSI2mJEJDjMLRHKAIjsX+oBjHBHendfekJys2KUKAFNgBGkdG4AWo2Mkpoy4v+4SlQU0a7Y/GPvA2jcRnEJsL+3J4zEBAIr3xwBJ4j3cCkv5sP5zAXy4Q0RWNc969PmwDrpBcAPT9yewpeJz5HAErPW6CJiFsMr3SqHksF4Bi165VS8sM6+0qgNl5mdoO24vajmMxVLmY3m8Qns/+MEPRCSfiEI7KPniMVoH220jT/OYwhro4HEboUEdD0ixNOw8owpvAtCa/Kk5jVqTRtZn7qtul69H99Fj81hgkXX9et8uD1lc0SuYc0CeKAGeAObgJX1zwdZYFx2yPNHjZL39vggKRRYPmDQshiyXJqZL2HbB//VoaJ/KmS4Jv2mfvhjkYpFLwKQhpyyEFkUOQBAzf9AXGdlfWJcnFtGl5jHjcmnBFnLLxTasLbSFuITKAn60u1WzD7tUNYCQZtgAfEGZFAAh6PJoN7NUVpWXVHEbYggre0ydhaKp04E6PQZqoKenp4tBrCbKy4kL225bIA8nAPyyrhMNDwypMXa0c5JImh2xQAxm2XhlVrrfDJzwTBn3wzq3xbTxLDm5PUtA2mvfSjh0vbhI3fnCW69n6JhZpN3RRKRg/VhJqDfjqb9jHmimP+NvrpHvkqnTG9aLq/eSC22d9XIoCtEWZUCOWK6lfxJZGgAvcOy1Q4ULVSGYrI4pSpqo/CqGbh/tBBBDBgIjBRmOwUiJduqwYjeAExfMIa0dCCVbmje4ZmgAcdu6fQgDe7buo3J5CZoxC0qDUwPX5A0QkyZ+3v2OdDycvQAEkdOXJXIdr5mer+63J4ycgJ8UfN93EMjDAsmabYbv9c4WO/Rmnw7oOdNj+fLlBZvVCwso6KXkxtOqY6ap5ZSFsEANLo9CaTRPEGlQw8uFrNIzLmniMVmzmJnpY2kD6mM0gMVRE23m8AAzKxfy+m+BRpZGIJb87D1WTxeLO8Dg0S/eWAdtHYA7no7KRvlm/NsrL2LApmnf1sHR7JxoG86lWYptk8WT6f91081N0db47uY3R36dQJ1tIjJqrBMpAJvsuhyrcfQJjBeR/an0K5ZShesPpVvDN6c2mWWDkjMuU9sjKyLLZlzySG2ASXNEOADE4JlxidUeWRH3Sa5mV2THYmnZpLdZm1uAznwEeTpQp8eAwJsWsfUGKE1F5kGRwRxL98RzbeCwaL69lF3xIMw10Hp/D8SxGC8MfnDtOTNSLECC29fXw3XonpPY7GwpwNw2+2UBH3x/LCFELmfCjB8AmqmpKZdJ44kg9/X1FeVn3n3S1+oxi/C9rOlBdbXsr32w05VIyY5pi8Ym+qHm2FiCk2vTxH3vH6KSJpHRu7/W/PGBstwoslOuFTtYM2bNw8lqPLhPFNouKEmCa5VIKkFyBIJrNuJw+GJGyQ7ZW9iTA+CoWYYXejteWJo1uE/XGtu8gJYR4oYHRAKuF8GcWEYXPm8JHwGG3f1A3DfqKm23v0e6RC6CN2RxbolBF/pJIUrB5KvkMQVSNsfmIGaniTM/Y/ny5RFI6cWwoaZTo0MznjHOYlINwaDMwMCAaygBMwpMXun90H8un7b65JWrW+xiHle5fExr8XmTMQwa9TLxZ7F1a+YT+ry95ADW5JJXvm8xd7ycmcuwuljcYZVd4aWcAR+r5Aaf15KQLgADdqsSSWU/UUNHz2aIJEBlWOUCYNXwvm/5P+EPACz/NAI745/eFNZ9o1l84p5m+a3rU5uhveR+FQAlgFGhD+OjazN7cxHfvSuWRCngid27Rm7+n00bitnEdvDMZEJsliNp33APd03Y5Vc6+Dnq58fBuknM+MH59fmSfk9+Pg6LqcPaTvMB5OlAnR7j0Ucbet2b3vSm6OyARIPrgfFir1/oWezOE9vr6+trdWqq1al7oIUGUKAPxMwQBl2WLFlSJGu4NgtI8EqcvMRDJ1ferJQ+hunU3rXqsjGvTr1Wk47+ew4bGtiDkDb3AUnb4OBgAeThe4LvDc9WzczMxHPyjKRVf8/Pje+dPobPyc5ZXZyemMuL66hiMjA4wULJpRPVowmgoRIhS1Q4rmMWCICCAEyM3m8AE2yXHfuAz0+mbVGQmYAhMFbu/kw697NhHw1SiLIrl9L5qdDfiTbuzfd6p1wZAaRRMKLoGA1YWELIIqUAc2rDuD9UYqZZSbIhPMFnm3ElMpk2hGRlb1i/Rh2HfRjk4Ri4png2Vjldc13+vSy0hrYMxRK2tvIrraOzk9lOXSyIOOussyJgguhF7BjhTXghr+rr6yvGVx6btW4Ozok+IVdhNtHy5csLkAV9YZAKY+qJEyeKUnR2osQxy5cvL/IMPp8GqdrKvdkFVU/6eMLRFuiC4JyCj9XsHs80wpok83IVfe0M/HA+gnvZxeIMjzWhhZIRCWzI2RuWzfU+owzHiwh0jOTlS7FM6hL1/7StP1+38hvN8oXhZnnOL4X1fyzy5PX5Pv0/1yxnPtssIxD0E7H5CACF2xFLqkYSK4cduOS2pi8jN4eSKrCK6PqyiOVY34rtZufLIgdzGPSxzsFuY/pYLpvDOTdGpo6EzyLjE5fSOpRZ5W1odyyt3zPXmA8gDkcH6vQYetDxxN40pRbH8CyL52SgB0meoeHP+hgPOOF2NSjCg67nsFQTHGaQRwMpVjvWemud14a+L177enuvs0/6+moWpSI59ZsTOU5M9XoGaDygSVud8758jEfR1utYH6A2g9iVX53eqIE5zFjQZSney3IB7gBsMEpvYlkOMW1Gr7062Y8HwGSbEKNDO2URq6cIADUAH3bfVrJ6mIkSAYsHRFZf1vy9JEx/geWz+5pmqcCjyD4CqEIMI7Y63yaPiHzgneHocAwBNOvHEisH9y6Wv1Ewi2Xb2IPKsSpcE0CpqQfCUWH9/SIij+YNAtzae1t+rEi6nwBxcJ/WXJO3gfM8f1sC5RhQQjmdBntY2Bn3jEu1xkoGVAIVfavzxHbqmDgLKTTbxHKpFLHzGi94TNM5C4IBDn0sj73oCwAUa9IHZVdeeZFez06X3CedD/JEjlcOPj097erveNo9+hhuz5oMa7vvVs7llf4jdB7B4JDXrpUjWmLKXSzesMAckQbsSbbY+T6bA9jDZVO3yL0F0MNMjshqkSROnIAHKlECcPNkv8hb7gn7/NNmQWDOl276joiIXPfwx5r1f/+fFRgUQJGjb2qW5wVwZ8tXcNGp/V+/PrumCCxB02dCZHw4CTiLpPIu1hGKpUkbPlyKPwcQho/ROjYJbMnLpLQbFrtecTC404hZN+3gGSVnsry0qjnfT4mIyFp65ugvW5w3V1nq9+h9LOBmPrpeITpQZ47x0ksvueVX1sDnuS5x1MCHNuaOtc1KrnRJkO6vNyujz8NCyR4QZIWXGOjj24AakTLxYuaPBtXa+oVETAMpDMp5pUrHjx8vroXvj17P3w/MJHqzeZOTkwWjy6N+6xlEpoNrHSj0uwYGdXH6o2Eu1K2d8VkDOvwyXYA7yrGo0D0BcAP2CQR8t15SgBajapuI5PblDOYwQwfbrw3XN3YwnQuAA8AL6M0A9Om7M4E5ACB254BEBuAE0eEoGP0BCddvl0uZ2jGGQ1YRDuCRWcjH63AAqzXhM8AYeTSBNtgHzJ2phl4s04GxM/vh5t6IiKyivmkQR6QBxkRC2VvYJz7H8JlEp7dtT2wtT2w6fg+3XB1BIQYVEZaDlud+hdCfWTy8A4LO3KhZbFs5hAdEYLzi0puBgYFi4omXmvHMjBzOc6wyJOzL5VfMJtZgg8eSQeixlfX0eMJIu3ryMZ45go4aW5nXef21SrY8fURLx9BjPVt5sjcR2uUjXejgl+pdcntk6mAba+lsUuyMZn0ZzOKJrJyxD0ZQpShTimVMQeD4khmR/gDWrAybXvi9ZhmYOdf9XgB7Bv5Js/yxj4lIOAZEl3P+c7OcCewTWJGvvEcEDJnbiAGEGA1sng1r6zo7aj27belrY8cpACnD8v6iPWY9WcyfNmaU1kXaR9uY+bMvA3c+E/ZpAro7XH61UR2fruX2cEz+/bEAnPkI5iA6UGeOMTU1VYj1MatCW1h7ZVYeW0OX3iB4ULaEkhEM6uikwhPt80qfdKLETlaWbbYHpPQC2HDUtnF7HthjreP+W216s0UWPZnbs2rbcRxYTVxuxZT1ZcuWxT6cc8452TXiWN0XgDee25hVs98lU69NWC+wDOaUuiS9WUfjcxKxtXVPAKhskwejnTUiWZmHiMDHkF1GJJLAHOjjAGS4Y0hk+qrm7/gveU2zYFbPc8RcMdpPTJjbEsATWEjRGSq0a2nIcJlVYfuN2DIU78ucyq6ifhCBRXC2Amil2UtrCAgC6AXi3JvvFAkTevLfwn29MoA83w7r4/2XMgznMB2jd1xtO3iJut+7kxZRW9kV26Fb32WEBfJ0IM78iV5KrHTUch4RGyxhZnMbexnHiZTGBHoCyRI3ttrQIsaWa6fui6UDyMcgTwCIpMvGuL02ZzHrGA6d13jl2RYowzmWN7GonxE/x5qmDgITjZ223+IOC8Th7QACNoUXe3Y+4rA0WTyx3JEtn5I9jnhyBEPgXvWW/yPyXKhpAthyXsPMEXy9V29oliH9kYck4jRpXQB5ZgK4s/rn0udfD6AN9HYOB5Do5qea5YbUdxZ9FtK6EWLyiJRlVcx4YYer7DwEHum2UDKFkipm5myOLluBlaTKsawyruYYsKyuKEC5PZGFk6/Xz5e1mDz3q4USHagzx5iammoVttOlLF4plTew6gGVkwXrRdwTC+ZE4YUXXnBnUBA8i6QdpzyrcUtTx7Po7IXdY1F2+fxeMqkTtJrukEhpQa6v1dMA0mCPZ2fKpVZ9fX1xX9iwIpHha9QgIc4JhywG1zRVm58Frs1KVD2aeRevXXgMBrgF6YDezjYSn81enqNgMY6xGRiju1+XGB0ox4Gob2TdhOWah0t2DQCZsaB1A1DhF8FIEZH/FsAasFTALgmsknv+RQNQXP/Za9I2WH/fED6jbAnb739HKinjfobys+i+FN3DLhMISHvgTlZKBRBnLGf3sO13PK8GSwCk6DI0HTfcLhHcwjV9OzB0ng/X+ouBA/OFUZHvhL9xD0P+KG8O4I4F5gB4Qzke+sQOXfendWzbHsEoxWhiXaZSoyeUrUXx5UeUE1YOXnJYLLYuztxoExfm8HIU6LlxCfPMzIxbksS5zODgYCG6yyYUmtHKkzqcs3BJlF6H67YMDrD0tGc4F7K0b7wckfthtcuh80lv31oux+e0GMNev61cw8qRRcqJri4WV/QiUJteyvECnwMzzPjQMTzclFndMtKMmZbGSwQnJsgS3BJDfmtAVQLmccmNzfJJlFshAhA0Oy3SB3zkEjrmYDjmobD9//6YyK8F5s/hL+Tt7X6mWX4ruWONjzKjiAJMnppAMluah7KszRPfKsCPyPwxmEEAg2KEdg5M5IwafQyXTO2jsitRJXS97NMWvQgld+VXiyhOnDgRmRHM1MGAhCTlrLPOKgABlN5wLbFVvtM2CPf39xeJCx979OjR2G9moDBooWelRJrkioUQPRZIL6VmFv23LeHQbXpOUHyPjx8/XuzLdqecgPT397uzXVaSyPo7XEOP5zk1NVUIUkP8EUsWgB4cHIzHMzPHSpjwty7J0kucZ2ZmJvaF2WZdvDqhX2jbyrAsi2cPzGGgQkfBSAlAxI6tT8pOvLhPhdkvACoazBHJ2TnRnvyaZgmRZZQJfSftGgGeL4TMaDov2Ln+DwOYIQ+k9j5Dx6AvzyeB49ExEn0mZk4EFSL75K6Ym7GjlcnYCWAFwJ0I5gAkssAcAB3xnoV7GUWiwz383G1pHVhNOGa1cb+YxYR99hJgNvvhcp876Ng7FJgTrmMbix9jG5We6b+hP+Qxd3YY310PzOlifgWMIpYtW1aMgxw6t+CJreeff15EyjFfs3PwN1iuHJbwMMZOBnO0UxbyAS5dRjCgcuLEiXg878vmEVpHj/dlQEjnHV6uwmXhU1NTLnPGY/3oc3qgC6K/v999JpxraNMIXrIY8vT0dMw3kJMwENcZNnQhIsXLtQ5m2+AzC+5q5sfICGy3GzAg6bakfViXpXCRgn3S7niIfCkAM9eBcAvAJgyzT4b1X94aN8WpupuE9gWDRyQJLMMhCxEZPP+nWW69MOnsjOS7sl5OtGEfXpuAoJCO7Rlprj2yb5S48lpi3SCs0qeCvRPuHYM9lhvWPtLWGQ7H6PPwPoCxGKix2Diepk5+TfMXzEF0oM4rCB60+AV5amqqKL3BSzU+s8WlBkc8wINne/Q6nmFiRoreB8EJgk7UaowivbRquNvowzURP48ZpK+NZ8j0LBCO57IoBCdKtT5wrb9m9XhuHxadmMEbbzZMb+tFTwlsHu4niyB3pVavfdTKr2ovv2kdWA9X0nb1kh1exguRX7AqAntjp1ypmDoE5uDFHtu1TgtYJgApIqOG4k0i9ywPf/9ckz1EEAcsE5QQvfnO9DcDQGtiMZiIaOFntU5yLZdi+x1X59ctfmmVjB1MQAYBHompk0qSmvNrQIjKsLbgPikwjB2toKHzHAE1bxKRbxOIBur1dwjMwT39zp1p3Sr6LjFop6IAsCo27tjGJX6s9WSVX3lsnI6lMz+Cy3xF2nMVHcxM7aU829Ox0UxijH/eBBf6rcEor0TLmpDiXArHMFgyODhY5AUeE8jSHPImxyx2Lod1v70SfW8/3b7nZGqJTveiMemBaOwk1sXiDgZzNIuirfxqD2nr6HWRZRIAD1hj75L3l+LJAHOi1s03mmX/z4n8dVMTfd1fhxP8mJ7JSsANCD0/LiJPhnTgrSEnumtl+Hy4WWKkPLRc5IIfVgLLIsnuHGAOQmnqAMQBIMNsnBgjSdB4eCQHapi5s0dWuOVWAFjAkMpZMrauD+vzNO5XXFLVPCuAOTjPruw60A6DPE9kbYwrTSAu0bJiPoM5iA7UmWPoEpa2RMYa8LzBWNchW7osIr7DhD4n4tixYyJil1pxkoPgpGLJkiXFOm7PEtfz2ENW1Fwb9HqLusvAjGbuYB9mQNWAFF5nsXlEbK2kmtg0s2PQJ8x4WsmPd1+4fSs8q1L9tzdL18WrF7283DIzB8Ev06nMSLlfWYCDSG4zDnABII4W8xUpBY5FkqjvVoAtYRvsuN+Udr3+G+GPkPPEcisc+rPhmM9/WP735f9KRETevuTtzbpPhD5YrBgErvcOuDldna3XTk58H1jUNystGstdnBIQlJ83PpfdryvvJQsx4x4++46SzYNnDhAGoMx37kwMKLwHfdsAcXTMfjh/XjpYF2n7wQiSge1UA3OYEeYxxTRA6ZUXWppSbft08doHxi/LDaqttEdEivGQxzitNefp5VlAhQf4oJ9wulq2bFnc1zMksCaMuH1maGsLdc6xuF1LZNrLx/iz5X7F0cv47k0uae0bLD3NQBH/mXtlWdY5u3ykC5GSKaE/p7+bcm+4XuEFHi/tVglOASoE3Zl9xNxptpEz1M0BHNkd0JiZz0pjUZXiEpIZvC4M/WDhiIhMPdssv3Hif4uIyE1va/IcgDtToQsDa0S+FNq7bn8Ad4C9REFmRcsB6ARBn9tzcIcZO5vlSKGhw6HFok0LdHFKt0Jf4MC1cQ7AGwMzYNYAzLlFWZwn9tCtoS9fCfs8kbU1Lpr5k5zUmnZLNljH1FmEUSt74RkoLXrszcIwANLX11cM2AwMaRDDe/lnloamP3uzUWwJqkEZr0/W/fAACAtQ8cAWbl8nbaAns0C1VTPPpVmsEWRpEnmJncWmatP3mZmZKWb4vJp5LT6ty7dEbLaQSPPM+HvBYI5OBj2x7C5e/fCEkhE1kdnSUroMftEuGC5bL5HEJgnZxx8RkPI59TIdAZRmn3v+dQMAXZ8qH0RE5HAjHSUPrBG5Huve3SyjiQOAH0xwPX+bvP0RCC2HPtxITJSt1zTL3SqDovKreI0kAD265eqyhIpKrPR1pntH7RTgRQBAdg+VTlncLvrNtu4iJcgDcAfiyiIluwcRy64SuHMPmFGfHc2PRdzv/C2+wLbpIBaCrcz1dzt9ryEacFXcpsMCbjow58wLz2xAxGeBWCVJnB9YY2lb2ZWlo+eN254luUjJuuEy+SVLlhQ5Ck8cISYnJyOA5DGBdHi5YVtJG//ttY9oK7/SeaaXs/G+Oi/jEi3ed3p6ush9UG7VlYF3IVIvu0oATAPm4OV/Y9g+XDB5EqiwqUWEV6QU6i2YLocDeLJ6g8g5n23+DhbmkZlzuFleELR0/gpMZRVvXfr27BgAQJiz+dKQyHV/lB9zyc814M6Tnw3MncNvbZafuCexeDhiWVautaPLqMY/van5Iwgws+jyLRN3FmVL42GJfbMyt5v/Z7YOZVdcbpVKn9YV932cjsF59imh5MTmuS1sy0E6sLi4Ik0Hf8fWyroC+EHMJ5CnA3VOIrwaYh7Mpqen4+AFkdzzzjtPRMpZJIRmpPRSesPnRK0yBljMimlRQ04EWIQXiZTWjvEYR3qQ5sGdS88sQIsBCB7cdeLHyR+uiYWrLXtTTq54Bk33jduz2EMM1vG+NfCPgx0xJicniz7wd0KzfnBt+I55bhTa0hxRSwK7OL3R9sI6Kjf1rkOiGTr04h0ZKdtzRoreDwLJcZ+tQUtLl1b9egANJhqgILJwKFZqJnIAHB54azj23LD+8x/OjsmAiugIFQAJMIMmrmmWYwcLod4Ibm1P9yGLsYMJpGBxX4vRBObPdmoHgtLa9YratEAiERH5w1A0v9tw+sJ9Xh2uFUCN1tQh7Zx73tp8vB5laxEouzMBbWBaBWHqGLCdv3aouGe9lFBxsBiyFvnmdUnbqLMvn49hCSTzOMJMVhF/XPViZmamyI947MfnH/zgB0W+gWDwxWItc78tljRPsPCkEpbLly8vSsuYpatzCp4g8gwlemFo13LEXkrjsJ4nCzmn0zkv52ycy+ncEQxybo8nrbpY3GGBO+OBobPRYVoA7BkOgMTIxH1Rc8Ur8UkAx0/F4wFaRDAnMF3kZpRjTSSr8sCYue7gz2Xtg2nzjfD5rYdFlpCGcpjnkqmA07whdOWvDoscChsvoAmzyNRZCaDpn0oRWm9H9X9cmuXIxH0JSLk51xHCegBauzZ82BVVRtRcpHhflLaNTNwX1/G5+RgAc2tlXaGfxM8XoAxYXLp/CQDKS7b0fh6YM58YPB2ocwqCBz79Mu0BDxz6GC4n4gTJAkA84EAzYXoRMxTJGTpe0mPVT1tlULqf1r3w6q+txIOBDb4/utafLdc9HSF9rWgPoot8X3Ty5ZVfWUkQ99fTRtLn42uby+wmwjqW9+8YO2dOWKUn1kuyDhb5zYAah8WTMXfwQr+dWCsQA7xRcVVQ9tMX1gFEuCcswurrVfnV4R80YA4YOhGIiJo6aPPO1B5ACogIAwYA02WLcy0ihT23BlgAxHi229m9c8CceF5qf5s8UoI5CIgT12zbo2DyNc0SQNa3P1yCXNOOPtE9Ybfr1d8o3QLjByCPFsBmoCoCVJbVewCmtjTXwhpGrP20Te6K38P1gQHUC5jTlV2duVEbc2plRt7EUE2Xzpp00YH2ly5dWggNWwAEzsPMXRZ8ttgsOIbdunjCaGamdO3iyRg95nt6fF4peg3csUr324Cfmu6RNUnVFl451uzsbAGEWZqPXXSB0C/R/GI9ol7cRRQoEACD4Q3vi6VULIycXugBaqi2AOKEYyOoEd2jZkSm4Er1x83iviZ5mXp7M6PFL9az/1Lk+yGnOj9oE375T5vl2vDvvP//bZbTbxY5HGT5vhSG5JvQELR79gcQaeBNIpeEvtwefiNHg5iy5AydJIq8InPCEhHZHO5ZAWTpCOv2hNI1gC2JHZOCXakQeDb6OZRATfM52aqDyfPNeC7Wx8Ex/J1o9l1Hn/MyL0Re4nd7sW2+RAfqvILwBjr9Qt+LroxIDljgb66xtmZA2JGBgY8a3dcT79PbvVkdD4TRwcmUJQDtiexZ7eJvsI8YLNElScx+sWYO9bXq9lkI0kpsvH5aiSv6ArDIqmHn9TyDxeV02K5nMtmJy2J8sQ4R96GL1z70Sy+/JCOYPYGSGRFDCJitzQFQbC8ZLzFQfgXGyMA1SbiYwBx8BnPn8A81ywfWJNZOBHPCPrHsCtov03fmAI+ICL/QX6v+vp+uiUqIYigL71I7J9ff0QBZAZbRsRFECuDI6NjlpV04awHh842XRYAnMqNu+FrYeE2z+La67wBicF9w/8FcAgiGewl0TSQv39Kh7elDv3ZsD+VpwdKcHcWa71FTQoVStjYWz3o5FJ2wUslgk6LWWGgdmHPmhqdr463j8HITHjsHBgZcAImZtuedd14x/iFPgpGAHjt1WZVux8uNjh07Fsdv7bQlUtqsv/zyy5EtxO6hc5mUQdRyL2YUWSXuntYQ50Q6v8E6T9DY6ltbDqHzPW6nY+p0YUUvDAkGajS4g78tDReRBD4MK6FkBLthjUfL8ItFVgYwB8wZCmjp/NVht9vy7p8Of/zjZvHlAPa8e7fI+YHV8+5/FfaBSQUkcGYCvUd+L7GGtu0JJ8f/YSgXw63TqcC2fB2LQ2t2DgAgrckjUkBG2b1lcWO+l3pf7Z7VbFuXHaPBI35+pbW5H1xaxWBP09/5A9540YE6cwwLpPFqlWdnZ+Pg7jEvemmXP2sdHhYd9IR0LWtwDov+a12TF0iiPKHkNtFiHZbgMDtgcL81kMOsIO8YK3nx3MCse+CxkiwGE+rsGVjh56qvle+3de8sJpE+VveF26vV+ndxesPT1KkxF7yXaL3eY+9EIMIqUWIgwrLJ5gjgAkCclaG0asUHmuX1/7+0aywHApijy4ucdmWCrMARYwflntmGMXJ9XwMyWMwcEcW+GVNMGoAvDGQhtgxFICzanxPQMXp/uF9Itu7+TOkstZ1Anvj50VLPZyB/+cvEkfE37tmbAO6Ee4dSNrB7dPkbIt7nsC/brIvSByLWFu7tDtkb9+HvIQOJWtiby7k6Fs7CCM1Iqe2DJcYndgJlQMXKT3hCi9k9MzMzsmLFimwb+obzYV8NIDCIw+5LmnnL+i8eC0czgc4666ysPWtSqQ3Yscqw2kqpaiVWbcfovzmXsNjG3gRfTSiZ+9BZmXdhhS5/wUu4p6kDkAGaLBvl3oL9wcwRgAKbZH8qSZrI4Yq4XpdhfTqUPQ3kwsUDjwQGzZpwcNDUAUtHROTonzXL8wIz5+/+ebNc+fVGQPnLW98u7/7/h53Dcn9Ygt1z3V3hvD/2neSQBTAn6ONETR0uxxIpdHYysWMVm2R/FJWOJU7DoYQq2MTvU/vjeLS32bAu98ISuBZJ4IvlXpWOyZ+rZWVeE0jG5w7UWYShS28QXm31zMxMHKygpcO6M8y0qQ3yDGropMqjGgNI6O/vL2qfmXoMUEQnLQxWMNtE3wumMHMdOZc19TITp2ncDAp5gIdmO3nlXfwcdGmSV6KknxWzebyyNH0O7i/0jyxBaQaHOBnU9wfHYVYQian1jPg7YCW6Xbw64b3U6pfeVHbVvBCzC5YF8hRgDuvNKHZOBEOIecKlPvJP7kwOVm9tlgBqHgiJy+Hg7tAXwJzZ50T+xz9q/r4mbEMh+covhc/Xq45/Piwn6NzXUtnSDZ+R63+uWbdDcvFj19LcKI0qtIeIlaPbLYCwCAwFnrR8UKLoNMqYGCgLukWy5uF0nGYfiSRBY9i4g6Wj4x76HF2w1DoWvIabWXQ3u6ZZbH04AjvF94X1ipTYNCJavTviyjoYvLTKsDrAZ/6ENcZ5Gnx6DGL3R4w9FpCAnAHj3fPPPy8iIueff76I5PmNZQ4hUrpU6fwA+Rna9xi+J06ckKNHj2bt4BguO1+6dGkci70JlhqDuxeQp1cQR0/k8DPhPEqDVJ7+nwUm1VjKIrb+DluYd1bmXVihAZxUlmO/lGuARiTXYGFWBgNCuoSIS7ViqdJt4R3i9rUiKwNQ8uuBHfOJe5rl0TAj9b9+SUREBrc2lJuHZ0WuCfjGd8N5zgvLHwlMnaNvbwSUz/vHqZ9cshVdtW5qBvsnD4oIHLIAMA3vya51ZOv3wvU0v6Wb5UghdgyghsGe8Q1XFiVTAHOY/TS84X1meZX+zIyatYZQMrN5ahb1HFp/h/fFsx4h17ReWD6dps4CD64FR1iDG4MJzLSozWLwZxb805o0HiVa9wmJCgMSLCyoj2G3KL4H+vxe4sJ900LMDFp44Itun6NWa97L/cZ+HquH+yJSUpe5/A1LLXrM4BYnwGjLEkpm0M7SIeDkFWHNlnJ07hOvffBLr9bRaROvzcGeUCIUlpFtAiaGAhmijgpAizsAKgRwBzow91xWlFlp63KRxNRB9D2T8IeV/xD+0GVFInLP8gaQuP6zo2k0CoyTbT/eXP/obmKVjH1Q5A4J1xRAl62qDEqkAFS2bX/Q1bxJ2kNBL0bpwLj7QicnlFZtG1OW6VR2xQLVIpek/qE0C4wfgC54B36zpHuGiNpDWB9AnevDx++IyA0h+WDtIi7HevYdBWuIS83S9+eGlu+dPuaQWpeXW9WYab2w1rp4bUOP0b2W7eqxh1/+kQ9Yk1bMhkEOAzAG63WZE0/CWOM6xk+e0PL0fQYGBooxGO2CIaQNJzwdHA9I0X/3wpr1dHis7V75u9emzvt6YWhzeOViFsB0Mu13sXCDX55RMqO38Us5gi2xD4gP5pSlN98s1sWX/WANPn7zpaEf98q+rVeEcwb9HjhQXRIYPD+8QUREVuxuWDSHDn8s6uS8MTSLIf5wAG5WBsesv1MSNW8M6wDuYFS9AODOkMiTM8GJa+qtzfIt9zTL0Cdm34wPr43ATCy7CmAOW5yPTNxXsG8QuD97AKZN7HXBFgSXSx2QJyKbygsN7rQDPnlbe2SFC9pgfS/W5vMBzEF0oM5JBDsyeInA1NRUxkrR+zK7xwoPgNAzUsz0qTlm4dxIoryZJg0yMODgARFa3JfPw2VB2oXCo/daSZE308Rh9YVZSFYSwf30tI00W4ufIyemg4OD8VwMquFYZtbo6+LvFItAWtfBLCcNjHmAFesEdHH6o+3Fdb0cKsCcCMyEALvCsjgvbLcRmnUCcGF3yB7kyXxfgDsbUpnVijC294Wyn+t/NgAH94RFINhcb10USommA5gDjGH2AVW+1ABJEczZGrIhCCTfMVSyjmIZUbM+ar6MhfuiWCZ8r1KJVQCwSEsmCxJMzgARZt2EiGCSUfIUGT8AdbSGkUhIKB/IG+TyKjCbvhNu/HOPlrbnaI+tzdc8nIC8ADAloCYHtjRwxcycVFq1NzvmMbmgYOT04ujWgTlnblhGBxzW5BKPkTzeWq5anliwFkgWETnnnHNcjUB2Gq0xYSwwR6TJZdh8ga9Vj+8eeMO5hMUq7iU8sIjzSas8ziu5ttg32LcXJm8bwHf8+PHiWlk+oIvFHd7Ls37hBtAT3a7C53H5iogkYV2L2bGRPo8rpyzeV8glCeyWfXJFPA7rIsMFJVq/FmZezmmAoAteTjo7srJZYMru3QGw6XtDs5z9f0WOhpIsAEE/Ho7ZDx2e/6dZPPmwiPxwKPlCGRYcsZBbsbX5JTMJqIGoNAE/+t5FNk/YJ9qeRyHjHAjSxwM0Yj2ePYoZZZVVWdGAMOvC8XXwSDOxACTBPc0quxKpCyXPp+hAnVMY1sCEdZhZ4hpry26yTRdHCwXzvpzYaGYHz06xLaiViHiggqXfwuAWgyPMOJqdLa0zvYTJmuVhFpGlj8PgjseushK9WqLhgTgMqGiABiCOx6jRSRY/TwZ89GyhJ7zsXatuH+sOHz7sXmsXpyc8VgK/KOuwNEt07DDW76gAQrAyj0DDjYEpwk5NG0RWfjn8HfKVe/5RAGYCHngYpVXfCNvfqrR0ok5OyDT+CenB9N0p0WYbgT4FVk5ktdyv9nH0a8DgAevEKsvi8ivNqImghQKFdDvR8l1C1rX1Ydm2NdeFiAAbADOAU3IwgUNg/OwmjR6UXT1/W2lzDrYNW70jrrxMAT13xqttIjzXeA8TyOOJH0NPKBfWpmsMbBx2aVsvh4rveWy3A27mZehxyyu94bHectT0NPIAnixbtqxg23CZFJYnTpyI7SE/YiYyGDVW2Tfr8HDfZmdnY+7GoAiEmBFnnXVWddJFx8kYFOg22/RsehFirokrMwBn5UR8Dg8s0udBux2Y00UvYblgIZLjkW+1ndggzRJAwsaJO7P1Opj5IwHU2CjflI0TufNTdI1CidbjoQTqDZub5f/6rDz5wnDz93lhVubG/Hyzv94sv/ynIm/96Xzb54PeTt//05RowRXruodELgntPCmhDOvvcdT1zSKkAlE352aJQM/wiH3NEfSSSyNQxcCMkPhxzopp7ieXY6V7mUAdtjlP7KyvZP3WTCoANJvkM1n7XH6lvwPsjMXCyTWmznyKDtSZY+iExtNe0bNJXOfNSQ4DHydOnChcHACkQINFs2b45d/ThRkcHIz15ww8eHXeFqjDbBsraWG7SpyPHSv6+/tdmrK13ivnYl2bqakptwSsVsvuafRYYBLP+nEShWu36vePHTsmIiU7Buv7+voKgW2mqOsEyRPUtoQnGdxixlEXr37wy+1oMrAsXpK5vIVZJwxUZBFeyLPymvtpHwAGLJSs2SH4+635obH8Kmy/XgzXKxbzZRFgkcQyCVgC7L6zfgMMITAHwAQALO34xXowNResgs1D7UYQBjo6u98ho2AJBUAIMAqAmlEq2coC4BSArBseaJZrHhbZELbB5QpaQyipej4cs1rU+nD8QHieYOiocjERgC62+HFkMG1XIshjOTMsMXMATOalVvpvT1OnA3fmV+hx1isTtpYe0OABQJOTk677EjNHdHnXOeecIyLlBBpCi/Li3MiNOF/AuLhs2bI4BrPwMvQS9SQZ6wsyu7sXsMWbbNNhmSzoz1Z5F8KbKNLtMAOI8zOLze0BWtPT00W+8dxzz4lIJ5TcxdzDL6VKwRbYOGZfZOGkl/+yNKiJXRuacfaWAADtUk5Zu8gCfOTmAEx8+j3NelifH5b0th0Oue6uZqbr0M+GZEgBOReEV4Mjr2+WP/x8A+bMBqFkCCjLJ4KujogUhBkATE82/5fDElgzI3tl84gtjIz7o1k4GyfujdctksSPo3PYcMhDRi4TCSBLvC/yU82mqI0k2bH75Ircgl5EbpmAO1Xex6z8a0MzObWZmEYlEFc+TwQzvbRQMgOH8yk6UGeOodklCA9Y0bXJHrPDot56Az6/kFtMFwSXJtWo0vra+Bhm5DAYoPtaY73o9bX9PNClppfDn7XQH7NWeAYKfZmcnCxq8Rm4sZ4R3xckm/o+AbzBNu4Tfyf0PeBk0LpWdu7wvhMapPNK17o4c6J56QXLJn8hZjbPNnVcBIW2BNtssFQCaJFKZQ7JzmtvkCwiqEA6LteLyBdyhkgsnbq+WdyzPHxWnSmYOgBzAEhA82XvbWXJ0OcIzAH4cq0UYA72ScDEVaErARQbS2AXlxCBdRJFkcceKbRzdt5P98lyzsK+GgRRoZlAyW7e1gCK8ew7EqiDYEcy3Dewq1bdnsqtEACSQvvpvFcX3wsvatvTfX8oLFMZlgfa1FzeOqDnzA0NHHhgjlVGzWMPgwDM3hgcHCxcLFlDRx/DYAtr11llyFxWjsBYjYmW2dlZWblyZbYOfWM9Hl1+xeYOnMPpcdgDQyzHKURtEoz34c9e/mQ5a9bCYz1xaFYxnls3mdTFyYb3Ar4rAhIrIoOGXZiwfqM0gMVaWRddnNhiGwyVfQa7BNvgEBVBEjhQoRzrE/9H5FsQMA7sncDYAYAD9s013xKZxQROcMj6Pl07XLDkoMhUMKGIL/OwWYdw8iUBWArgzviGK6M9u1U6pfs9vm2tCLF52HocZV3Nc8j1azYTO2YflbTp0iuAOwy+oI8Z60aVy4mUej8IC/Dj8j0d85mhg+hAnTnG5OSkWwaEsAZCb8DupeTJoq+KNIOnZ41uLfHS72np1KJt5sZqB7Nfnli0ZrF4QswIfR4PkNAzTZw4MpvHoi3ztSHhsIAVToy43Ep/Zm0hPg+zigYGBuKzQuLIwI+VDFosHn1MX1+fm1x28doHv9DulCsV66MBJx6jY/jld4fcHvcdpRf4qLFzd3CO+sBltr25SGLJgEnz+Q+L9DVoTbQwB1ADbR3si/VvkqSUfL3k21AWBHBnzcONfbeIyAcaai00dDIwR6QBKEjbhjWH4j1QNu7AmuJ9iCBOYOgoJlAsv9pOWkWsqZM5idluWkVsGUogE9g70C5Cidbua9L+exVYowP3G+wqbNeADhg60a2r7A6DT5GlFO57ZCltuSFj+Iik7x/ut9XWXMquOjDnzA8NpHiCt14Jjv6b2TYeECJS6u0wUDMwMODmPjw5ow0aLB1E3UdLqxCuXZ5pgZ5oQXjAigWg1HQReV1b+VINlLGs2BE8eXey59B91dfhOYJ20UWv4VlU6xd8gDbDAei5RQEDIjmA4wFAbLW9Wb4leyZsMCSWOEGAGPGtn0h//+KuZvl0w2KR+5qk6Lr3NSDPl94i8u4A6lwaWL7Q0pkOsjmJyy3yBpBtYKP+UJg5A1nm7/84/BG0diaeUjo7+XXsU6LH4YIKTaHI0In3NDF5cP0AyDwxax2Wu5VIAnE2x2d0RSawLOKztKzyK6zTjmpN/1POwWDOfAR5OlBnjqFBlNqMBO/jlUVZAIU3SDIANDk5WQA0tVpu1vdBLXjNkcEDXVjwr1aGxUmWNWPm1eRbM07evvozl7B5/ayJQtfALosFI1JPglikmffVffWAK4sqzXo+nuDzkiVLCo0C0J+7eO2j1B5JbAfPypzLs0QOFWACu1/t+IBqi0EKACdRtDgsFeiy8twGTIjMnH9xp+iI7JzvSKGWfPgHoQ0WBBaJZVZyN4ETADoASGwZKjRyWC8olqMVzlO2dblILhDsWnOH+wMAB5pEDOiISNTS2bH1ybyP14qMSgKbmoAYNJ5H0OFZdXt6FgDaouhxWA8WDvR4NmxLQBBCgU86dEla7B+xn+L3ZuxzRokWvqv299MS++ZjOyBnfoUex3hM85Z6POPJB08bT+cHXIoOpo7W2mHwpqb1wvp7bUCT3oZze0LPWr+wbQLQArv4s5ULtLmq6vA0Dr2JKa9/Vlu1SUgrmKnTaep00Uvo0hiOUislleuwzfkuEvdla3OREoiwrK/HQ0mWTJAF+Kcvbtq/ucm5otbOiCQgZfczzfILwVbrrYGKG4b86x4SuSSM5X91uFkCzHkxkIUeD10ZeFnkr0IedgE8LuCG9ffoFQFQG9ZGnR30jxk7sd/q+MIZK1q/KwYTlXONUAkV6/AMy1tclg2e3S7VRwZxPC0dyzUNwYAQa+vM9+hAnTnG888/X8zQeBTemosRwtKz8WqpkTSA/iviiw1yHycnJwvnraNHj4pIYtSwtXkv/UZfpqenC9crZriw3bflfsVLS3CYk0FOfnSCx8fwdeljsM5zZNDgEesG8b1F6PIrBEA1ZlnhOZw4ccKlsVszXF7i5V27vu5HH3202NbFaxMWo8F78S21dm6K65llEoVuw8t/Jv6rdGSadogVAwbJ9LbGXlsksm/+2YXNsg94Ckqr3kRLUQBQAHWS1Xb4PHCNYqsEpg4Ehh3Hqaa/eZnUNnKuysAcsHbCfRhVIJGOzJ4c63B/7qe+hLY0eBEjlLI9Ji/lbWzX9ztnUcU+QVPnAx9Mrl8Ac7R7lkh6VgC/7ng03Utm6tzd1Lxv+8A7Q98uSEwoYixx6OuLQA8DhuGzBnA6MGdhBcb8EydOFJo6/FmDG9AERCCf4TImhC7ZYgFjjKnaSZPHZO9YXZ7NgAnr5mirdN0v3W/sq/NBvh8MAOm22qzGWTenr6+v2NebxLJErb28yRJg9pjZFpOHr5HL4CYnJ2NuBWOGkxGK7mLhRy8MCWyDWC5e7MHG2SNXFBorWstFJGd67HIADnZsGpdLE5MlBNyw5OYD2TGbFaixaSQAPcPNvvHzpwO4s7oBd750Y9LbueDHmqTqkjCMA8z5xolGOHn28bfL9wMm9KWwz3VCbljRbl39r0Fv52aJ1ySiWU77s/U6XA2jDWtVCRUYMmDHAABakS1H5FuJ1RRLwlZk5wYTaJ9cUbB6IJi82WHf7JLbi/76ZXul+9V8ZO70zc5D/uPRo0ejk8GrHUuXLpV//I//sYiIXHxxg8quXr1aREqBvhUrVsR1eGHnmSamCC9ZsqQQIWY6MgZJ/ejYycqiIHv6OFiyu4NOHjzhYS3uyyAXzwzVZqmYvs2zeTpZ4f5rYWqcx2MfMViEY/S1IilEH/DsdF/ZwQrt4H7oJIgFrtE+niP6pkEdj2HEteiTk5OxPSx/8IPmzRng0bPPPhv79sILL4hIAvQ++9kG1T90qK6ncSriyJEjUVRyvsRr+VujQR4GDPhFOZUdPVIABYUdutJviUyW3eHlJWrqhHODPcOlPyJy+LoGmIkCyfeE9cEF64E1pe5OBH7gzjT1QDoPlyCxzgwYKXodmC4knMxlQKNyeclWoc8RWKnYk+/YHkqRtCNUOJbLlRCeDX3slxEM+mThsaus4PI64x4UmkV0P9aTKHfWr0KgOi/HavZr9I3arMxPJcjT/dac/njb294mq1atEpEkFowcAvkNxrTBwcFiUgdgCMY6KydCXqPb0UuMqdpyHGMjT8roCTBvYgj9Z0OIpUuXFhMq2IYcT4/ZfK3cb8Rc0m+di3mMb87TZmZmityKw2M8i5T5hmaJY4m8A/kG8hrkGmADP/PMM/K9731PRES+/vWvi0gzSSqScpb5GN1vzekL/eLNL+cHqJSK99MsEAYDrM8l28MQ6A1RAhE5CLKJGCn6GABCAHfkLf+nWR5+a7Nc+cdyyc81TlZPPpyf91AAcKDDM/WsyAOBBHMdhvon82MKq/OV30jlYEEPp2TUhFBADbtUxesKx9wi9xZi01qHSKQssdojKzLWjkh57zSzhoWuETXXKwRvs8CdMxmsEentt2bOTJ0HH3xQbr/9dvn6178uTz/9tHz+85+X66+/Pm7/hV/4BfmDP/iD7Jj3vOc98sUvfjF+fu655+SjH/2ofOELX5D+/n658cYb5bd+67fi4Hgmh7bObNMj6UXcl/e1dGa4HSQPk5OTLtOFQztleXRZDNSW/aj3WYMinFhwsmCxbnhfZq9YgsAek0nfC+8+eIKCOtHjPlnOD1zGxFFzlGBLeYuCzO1z3bulwcR98WYj9fFnciy23xoWQd4pN6mX45uyfRAeY0IHOxXtHAv7jCkwB4wOAATQtYGduCqTuufnGnWaB7DiG2F5fbN4IGCg0fFKJHfPUm1c/9nRtBJ9+MPL8p3/KLDJNNhAltrM0EFk4IMlbizpvkTQYuygCMqqtueARwTPaP3oWFmuxMCSPo/LBDLWa10gEaX9Q8wjPLsd28syKcSoDGV9kTHVX6cczfpOseV7PF8Q5x4duyz0/y4ZpWPPRIbOYvutORWhNXU83T/9mSeeuFyYgQM9znoaODpXAbjg6eYhdC7BjBMuAdPn58kjnnjReZtVpmSFZTTBUcvtPK0ezcKxzDhqfbMYO955rOB29fPwNJgWU3S/Nb1HLy/ZXtnMJtlv6LJwKdW6+NljoHC5zh5ZUQAb6Tw5aKRBCAZzIlNnd0iYbg95+iculSc/G4CY/gbcgW35BQB5wrzXwBqRL4VVUTAZRCOQbCCcvDKs+PWfKMrGGFBBjE+oD+EYTwOHgRYr+NjNciQJUodzs1uVdjBLFvJNfuqVViE0EOSBgNZ3zNNrOtNBH5GTAHVefPFF2bhxo/ziL/6i3HDDDeY+733ve+Wuu1J5AJf1/PzP/7w8/fTT8md/9mcyOTkpN910k9x8881y9913z7U7r0mwi1FNJ6dN/M4Chjjp4Xa1JblFzdVLDUwwbdgLpk7XAjNPlruWl0RojZc24WidfM2ldtsLTzenVv5mUZE94IcT1JdffrnYl58rZiFxTC9le1YyyH1ggEzv8/jjj7v7nCmx2H5rbMvnQ9k6BnEKQEIclookG/QMAAKQ4jE6ABhsldL1CnE9ffydAML84mXJ0vwPc8em61F2BWhojaiyorwkUAv1ikjmTsXXzwAI68OIJCAmgjAkmCx3DKUSrchgkrRNREZXN+wT+ReN25Nm6jDzpdCmkb3xWUTrdep3PO/WS4pnE1la92erI9BkgUZRcJtcwkbvuLosWUNfEJqNRO0WpVWRsdPcl1G5al6UWy2235pTEbOzswVg0KZ7J+KL9FsaLyjX4X2tsR/7ehNnyFWWLVtWlMwzoITQ/WdXTD2hxft6oE5N9Lit1N3qly4/s84n0m41buVpDLp4/df3GveDdYn0edt0BRdDdL81fngv03odggVvrXIsdrLiUqq10YVpXQH4oAyIwR7LPWozsXsQON8uVcYUwRys+/WgtQOg5Vs/IbGZsvqpicDGueQdSTT5Sag84Ji/D9o6MhzOE9g52yQ6WkWGUSgfG5dgzR5Aq/ENa0UmGhaPV0KlgSBmzOwL62N5WgSTEhtnnGzhJQBJzHrSWkfJjjxnU/EzbBhYTfB3yiq/sv62Pp/JMWdQ533ve5+8733vq+6zbNkyGRoaMrd9+9vfli9+8Yvy8MMPy9vf/nYREfmv//W/ys/8zM/If/pP/ymWNJ3J4dkwcjnQ1NRUwbRAeIOaBS4wQ8WqI/dqnnVJkVcWhfYwGOOY5cuXu0maBWR5s2g8Y6PvD8/WoQ9W+ZGXYFjgC2/jMqlehI35WJ3AMJhW01mynDp0/5GM6plAD1BiDSU9G8nP10ri8N09eLB5UdP6TGdaLMTfmh1ye88vtxqoSdblhiCvkE05AT8SXsQLxsWWofKFnh2PorjvO0SmAjAD4d5fD4ya4H4VdXJWh/VfGJXrAxAUtyHgehVFf9+RWEIo9QrnyRg0krNZLBaJiBQaO9pGvLi2EPF+bVflVYgbwzVBJwjlY3/YgDujS0ZFpkK/x96Z9dcKZvOMbs/7sHMr+naVJJvw/NjYb+d6dLBYcdxXAUbxO0bfCV1+FZ3Diu+YfV3re/i+nwmgz0L8rTndoSdyPAFcBh30No+5qoEJ7ItSHjARGJSZmpoqxlkGgnROxJM5eGn22MWDg4Pxb0zCeGCJBnU88wI9JnuTVR4j2Spb93T0rFItDmYV61zLc8HSz4iBMS9nnJmZKfQKUbK1mKL7rfHDe3nW6/EyzswLgDlaZ4UZKCyCjNDrIabsCfhumthblAbtIUFmS4sGQsnjDKiADQNQY+RAmkT6+WaC68lPhBKt/qCXE8SQn9z/c6huFvlrJWIoInJOAFvOCSdEG9/6iSTWvDVdU9ZV3LeJvW4ZGpdY6WveVQA1B7LPmydSW7HdCb7fZQkb32/o7YBxlZ5LGR6jS3+3Elh0a7bPgmbq9BIPPPCAXHjhhbJq1Sr5R//oH8lv/MZvyPnnny8iIl/96ldl5cqV8cdIROS6666T/v5++drXviY/+7M/W7R3/PjxOBiIJD2Q1zo8G08L1PHoyQw+zCUGBgbiQMov/0xB1rXcXGblUaanpqYKR4k2irDe16PsastwT7PHA4+svvA9tEqSag5f+Ow9CwvUsc6pQ89GcrLj3e+2GTu9r2WFimDQUd8v1LvjmnhWbb7FfPutsV5ca5bPpbsV9rFfqvWLd3LIskV5RTk2RT0Vaj8XCIYLU+gvHJaghQP2Day2n1VAEAIaPb8YQJLXKfvyCIJQ6RcLGo8ddN2cPIt2CwwrxIlD7Nxyg9LqAZMpACsQbwar6NpH1Xmbfo+Svg/fd/2MEPwcY9/ueDQycko78RtSfyWBOxlTJ9yndI02w0m3UzqL5To5+bb8e2K12xZnMoNHx3z7rTndUWN5WjkArpW3aV0ckRyM4fGOtXUwfvX39xcACmvfIKanpzO2s74WL28YHByM/WuzHNf5h5fXWSxoL4+0Srk9AWNu32LseBOMNc0eL2p5n2Xq0FmZ9xbdb00TvQgl44U7lfQkBs9Ij+fZLEfcEioW7JVKmZElkIxj147Y5V3YFzbp4xuuTE6Wn6YS0plQlvVCYN9MTYjc90+av8/5pWYJ7ZzDdKKVf9ws3yKRtbNZ7sv6uclwumKnsPEAejFwtUn2F9dfWL+Hz1pfiEWaS7bNFaHNI5EBtJbAG6+0SjuWcVgiyHMp0TpT45SDOu9973vlhhtukDe84Q3y6KOPyo4dO+R973uffPWrX5UlS5bIwYMH5cILL8w7MTAgq1evjuwBjk9+8pPy8Y9//FR39aTDK3niAXZgYKBV26WXwdMDPgYHB+MgyWwPBg6mp6cLdopV7qOPnZ6eLhIi7pN1TQwYeILDeh9OyDiZm5ycdF0bLOqxd89qoFQN8NGhB0fPcUOLNXrn9MAdnRQyOGdRp9vo1Ijp6WnZv39/1u58jvn+W1MDc9L2vLwlMXbomC257kyzjw0cWKLKRYlTAQaotrXNuUjjjCUiIgHAWRJYLKsvE4F1OZg6e8OxX+AaLilKpeA0xQK+Wh/HdZEKnyMAsuWGogyKBYeT1tDBCN5s2wpwJfThWZo91ULN+Hu73bdaxHIoBt4MkMoSadbXpZ+752SlQcF4PwwmVNNeAnM0I6wWo5EUfmYwcV5pzPffmtMRs7Oz7sSW3kekGb/AyrDMIbxjEPj7yJEj2bEYZ5cuXVrYnvOElFV2zmMwTyppcMSzDbcAFV7n5YqaVczt8dLKYfi+9wrG6D5Yz65tEk+zc7xzW/kNJpU61ys/ut+aeqyNjkp5+RXCEvRlhg6X/IxM3OeWaoExsk+BCwhex8dqK3UWI9auTlmfJg4khktw05JPvzWcMSxvDoDep0Xk8T3N32+5p1kOBJBn6gvN8sn+/JgNayNzxhMn1kLQm+j6PfFpKywHK5H82QAASs8RpXEAwXL9o3zfPJhl5e3X9Gn+sG/mEqcc1Nm2bVv8+y1veYtcccUVctlll8kDDzwg7373u0+qzV/7tV+TX/mVX4mfjx49Kpdccskr7uvJhAYMEN6grMuLvLAGzTaLSz2IejaSDHTMzMxEcEXr4OilVd7klTzVGEbYBtcntI+kSl+fRz2u1ZFjyXRtvZ3p2d69tPrPM1oWjZtrw1lLB0td9sbXb1m8o33vO2b1jSnvHv1ZazCdyVo6vcZ8/61hDZ25BAsn71TbGMxh3RPt8qTZHVkwaDImpc6OBLbKVgJoph5ols8/mkqpPpHr5MgYOVzpayMtmrgegIeyHHc1XqKwcdLLKYEfOrfqSwRz0BeUcd39tdDeB/O22OpcEhCkS8BwDJdBoZ3E0EnHFtcawJwI0hHIk7UTtHm2bc3LHDQzyHO5KoWSr3KZYwUYpSIxxu4K+/J3N4E9ZyoANN9/a05HWJp+HLqMSTOYdXi6dFaZFIelc8f5jDaWEMmZOyyQ7DFJdEk0j7MsrqyPb8ufdP7jASkWIHQyzG4ObwKwFtY98IAkzr1mZ2djGd1CmFQ6XdH91tRfuC0x3OzYiTvDfuU2ABAbA8iwdqLZrrVwvDIj7Z7E7ba5a21WbSZwpwEgmB2zWY7IsBYoFhG5+an8M0Af7XQVrcsDUwdgTnC4QvnXppG9UeMGZVeFAxWt19fEDKZx1YV4beQOxho7ug2+3wwSabAtaRTl9w7rvZI53Y7nfmWV+M1HwOe0lF/pWL9+vVxwwQXy3e9+V9797nfL0NCQPPPMM9k+U1NT8txzz7k1pMuWLSuEwl6rGBwcLJIELmHRgyT2YZaK99KugRSrrpsDNqA4p2aRiORJg5eMcLKD/SxAgsNKTjgR47psfLZsyjlq5UbM8tEgD9f4eyLFViLG50bo62H69ve///2sT9asnscAslw/uH9eIqwTa6/EDNuPHz++IMAcL+brb433ArtTbmt1v0JY4AwLJHN5zbaxB4vSGhdIkUcSCFIAPsRE2RKuZ+vDIrtvy45J+5RtsZsT6/tsU4d7LBgGp1zQSoxrVYwgDSBl2z6Qly9p56iCkUPXoZkwbUwXDdB4JU2RbQOb9fB5vRxKz3prnaljtZ+eeb59pzwUnay4XIyvRzu5FWLKFeDmTANzvJivvzWnMo4dO1YAA5yz6Mklz73y7LPPFpE0dmpdOuQk2MfT/9OTbTzGcRnWwMBAwRrCPmiXcyFtmc7BYJT+u405MzMz45aj1Ur1OVfp5Xy1nLPtGG8iytIM9Eq7Z2Zm4kTfQs5DTnUsxt8aqzSm7QXbcqlKLI8r1LpUQmSVG5UOWXloRyVxmDrclrUPO03p7WC2eOBR1OEZkQjWxICL1rZ89S0jDdi1T64o3LvQbioxa2JYMYwYbNlsACixnYl0Lr2ewaMR+Zb7TMr7f0W875uoPbY6x3rP0aw5t830EpmfYA7itIM6Bw4ckO9///vy+te/XkRE3vWud8nhw4fl61//urztbW8TEZE///M/l5mZGXnnO995urtzSoLF3jyRQA3QeGwYK05m8G2z+9bbPGaRdf4260kr0WC6sFfD3d/fX8yMeX20Zu0YzNCgERIK0H05IbOsUvncvVCZeZaObcp1iRwHP1fLPrWNFWY9F76nnLCKLEz680L5rcmBm0PGugTCPBY+48V5vRySnX8YgJp/gX0CU8IsxYFLEdrNwZKauxazYqLQcbTefklGxQZzTLDF0cPxLMJ1eNusUjPNVGr6+WDWp51yZc+lU1mpEzOkxjyw5BEFXjxUbBPJQSPkZsyk8cquNGBTOHIZjBpm5lAuWJwvv6abpBaWMPjJMNPOtFgovzWvJA4fPizr1vlJMwfGNx7HGSjQ4zqP01459czMTJGPcV6g3Zk8NisbKWA8n5qairkETwzVSunbconZ2dlWEIfPMzs725MbGKJNw68WbWVYVh88Fo7OsTpQp/dYjL81vTAlmGlhvcCzBguCS372yRVuqRCDGQfkiaLMh8EcPmaPrCgYLqWocimyzP1GaECoEF6GRs1I3jdtOW5ZizexLttuMV8YPOM2+Vx5+5K1q9k3GwsgK2fW5Nu+Gbbl52Oreh0sfozQbljzGcxBzBnUeeGFF+S73/1u/Pz444/LN77xDVm9erWsXr1aPv7xj8uNN94oQ0ND8uijj8qv/uqvyhvf+EZ5z3veIyIib37zm+W9732v/NIv/ZLceeedMjk5Kbfeeqts27Zt3qi2a8cFkVw/RSRPFLyEpZdB8mSsxRlw0slEr2CRlYi0JSeaEox9wCJiEUJLsI+TKp4h0qVanvgxlloomF0t2srVrPtgBbYh0eNnpJ9dr/pJtfPVQEEvKfQcutrOdabEQv2t6bXEpBG8bV6a2xg7+sUcYM56YuiwS9I2ecQtvYkAATR2zOMpyEZcCzFb19ZcTwma1MAbhAe2MMMmY4lExoxt+S6qzXicY5H+2FjOmmnYNzl7B+yVQhNIRNjRqjivsa64Z4bDV3PevUkfiKJwq1JaQ/pa2o7lkiqr3+m4eqKkt79WTJ2F+ltzOuPYsWNzEr5lRygsLVFfkSan8cAXayLEsyW3DBqYiYNAzoIxVffVm/zinMJi0tTC27cGqHhizbVJH6/c6mSAm1r7tTwT51qMrleI7remPWqlMQjPzQggwEYR4Zd7BjN0GQ/AHM/9KrFLSpaNF0l8eV3BhgFAMU6OUOOSgBkGOrgUbHjD+wrnqlJPJgdYxuXSov8lW+WKuL4EaPJ7yro8zT4lqIVz874c3Bc+v7WOnbj2qfW4V56F+UIAcnT0zc7x7e6BBx6Qa6+9tlj/oQ99SH73d39Xrr/+evmrv/orOXz4sFx88cXy0z/90zIyMiIXXXRR3Pe5556TW2+9Vb7whS9If3+/3HjjjfLbv/3b0a6yLY4ePSorVqxo3/E0RF9fn/zETzTK4T/8wz8sIiJr1qwREZGVK1eKiMS+nXXWWfGazjvvPBFJIAPKsZA0aOcHJBysC8PCgtpGnHVsaskWW4h67S9dujT2AclOL2wfTjg8IGt2drYAHJjposEwTkq4v/q+8fFcBmcBZQwSsf4M2tesISQnLFStE0w8W753YM7gmWH7smXLTPt33a4ukcO2H/zgByKS7F8hKnn48GEREXnyySdlYqLhbT72WMPxePzxx4v7cLriyJEj8f+gl1gsvzW9gDy6nEWkrmGC8DRSLKv0knnxUNa+ftFnvRY4QRWlSio84EADIX4ZkMGaMcq3RJIWDUqSdFvevWKnKE9cWLeP0irNOCruZUUbqM2aXgsZe/ej9nzbvh8a8GOwznJU8/pXsLaMY9J1z53Vc7LR/da8OoFcCDnQueeeKyJN7iOS5znMauU8B+MklkuXLi1KuL1JH5FyrOdJJDyHpUuXFm5a3B6LLQ8MDBS5CQL76PIWtIdjakzkuerj9Pf3uxNalkAzg1peeZoFyniTkZqVjjwGudBzzz2XLZF/fO9735OHHmrGlUcfJY21eRzdb82rG/xyzlopmkHSpnWD0Jo6rNNiHZN0WWxhXmb5DMtbXCADgESblboXnk07dHOga6MZSAyCePdDO1qB6YKyJb4vGgDyHMSsa9NOWNye7qMux+LzeILItfIrPmY+aOr08lszZ1DnTIjX+gcJicyllzZfVFgN4mavWrVKRJo6cAZ1kEQg6eHkYXBwMANt9DZOcHT5ElOZ2bq6v7+/YMOw4xQL+fb398dEBTXtbWVYOjiB4cRgyZIlsZ9cT89aOJrxwgke+q0TPgZk2MZdAzQ41mNEWbRoviavRl/vw6wtgDm4BxrUYS0d1m/SoA62oT3YVWIJvZ+nnnoqgjnzAdQ5E+K1AHUsZkOvFtHr5VAVxGnbF6FLeERI3DcI87KWi1WqxSwVBhlMsAjrggPVjq1PZsdYejAcFhPIc8qyAAkGetr6b4EnFnDFfWkDQ2pMplFiEen7712jxdpyLe+NYMCuBoDhvK8F+6b7rXl1AuVX69evF5E0saUBFCy5/IqZO8iNdN7DYzzyEWb/atMIBLN0kXNp4INzCdahQ5/OPffcAhzRgI9uSzN1OGezJra8vMObOLPElb3PVpmT51hmMXkY1EEg59COVlgi38Ck0vPPPy8iIk8//bR87WuN0DwmlxZCdL81r254DB2OtbLOZJGI2IBNG5tEH+M5PvXiCFXoy5BbVy/tIzQTxdomUooKi5SATy/XqoEv65hxubRgIbXdDwuMYTcwLoezr9Euxau5X/XC/pqPoM5p19RZiMEDHAMQmn3iCfbiMwsQ18ARjhMnThRaMQwI1cqLEExprtWG97peb+MkTpcuAQxhUMeiNltMIu8aGbDixEWDXSLNs/ISL8s6na8NyR/fy6mpKfce1WjQ/H3h+6HL6zzQzGJIebN1Xbx2UQNz+IW4l3IXRBurJwMvChvr0kErAg7bLwvH32WelwEE3V4BUkTr8JfUNYV9tsKdIwd1tD4OQp9LROnkGIAKR1WzZ+yy8IetfVMDczzNm9E7rpb1223xY25jh+xN1xb70tx3lF0hdFse26YEYa6K7cV7Fc93UO3TfD/5eO97mPcl/17PFzHkLtoDEwkcVrkwgzhtGjJWzoJ8gcfvvr6+gv2M45kpa7lXYpueXNPHLlmypMo4ttbXrg0xFwty3RbnUpyj6PMxUNXWx76+vp7dqfQzartGC3jrootew3thr30OcjOJWbPhw80KKlnSgAhbjyNQCqXLj9iefHOFNaRLsbJzThwQHRoA0YLCIgmM0ULEu4gFw0BGAb5suLIQSubQ147rHqF9mEmzSfa7YI7HutGi06WFuWTHbJYjFeezr4TPbLe+TrGqSvFtHXr7mQbmzCU6UOcVBA98NVCn7Ziajg0PljVdHk4SNAjA21hnpgb8sL5PLwQvD7TQSYYHRFgUbQZ1vPujhQy5fIzLpPh8+u9edGzQJ77WGmjCCSXP5mn7+TZXMM1KQtRm3izdoS7OjGBwx7J6FqfkBmGBBN4L/no5FHVmWEiXS4e0vk/qXw5e8Lkt6/GC6bIV4Mwj8Xhm/BSgyJarI+AQwRouw4qlYcnxi9k37OZls2IAXNWFk62SKk9sesf2z5VMIir9stk9OaDH4IvFlPKYP9D72SG3R7HteJ4C+ME9OFRoPCFq5Vg10LKL+R0YT73cwSo3YtCFy7J0nsClyjVrcAA+AGK4FEX3gcvJub8InFeXVnn91X16JeBF2wSaBnU8wMbSupnL+U6Fzo7VN6xDmR5Kxrvoohb6BRxlQFjnCfc2YECuQSMTmBj5THGOmphvai8XLwZgwttsEWEwTXJHrnyfBvBAewCL9mBfAoB0PxEe0yVq+EwccBk0rPuzT64ori0BPvlzaGJd1q4H5uwr7kX5HKGLo1lDG8O6wsY+9PdAPCaBS/gbZWMc/H2a79GBOicRzKLgsF64cQxTghG6RIdF+hD8kj4wMOCya7gcywpvMPbsv3UwO6YXNy9ORDSLhRMl1h7SSVKbS5W+75aIoYhNJ+aZRI/tZCU6HjtGW7my1ad3X6x6e3ZWq1GkWU/J+g70OhPXxasfCdxIGiPey3khVizt7ImsLIsAjQgMjJUsH7zI72RwZEyyYzXY0Kbpgv5rUCQCGeSUxQAO+mVGZPmo60MpFYKBoMy+/fKsn+l8/nV4AI2lVcPgEAMp+h6w6LO2Uddtact61khKgEqzr6WTw8FAXHMMBJ5zIC+BUDmA85hc0LMweBfzL8DU4TENYU28MODB5dN6O08mea5P09PTRTkUJi54HNcTXLr8Wu/DZc99fX0RJJoLYOOBRnNRPahN+PXSbhsjqtYXTxy6F3YSQud2aA95XQfqdNFLWHonCL/U5ookKBzLsBowxwMdrCh1W3xLcwSXQo0PXxktxdEnZtikWBe3pXYb8MOyWWcLdgAfCQzJQRltI85Rgi7l9Sc78VxbpzkuDwAqa6kvum9cCsdgDmJcPigb6dlrRo4XXgkWs3HmMztHRwfqnERgdorZGPyirJk6/DKOJIgTGu2Y5QnaacCmzVlJD7qcEDHQwaCFTgZOZnBnDRler4UQGRzCEvd6YGCgAJk8J6upqani2li4EPdfzwDiXOzGgb5Zs5IeU0ffFzzHY8eOZdv4mrVVu/cs+DyTk5MFmOPVwetjcS1dvLrRixis5XDFoMsOYuzoYxhEKMtpdFt1tk08v2LHxGshsCW+4Ft25RQey0T3D9uKdu4YKhyfGNxh23K5VpKD1R1g6Ih9jAJcGGBiIEgDZXgmaLfNelwH+ol7F5/v2AUFa8qzZB9V15OuoQFhdlL/dfD9XR9ZPKUmk2d5j2A2jtbU6cCdhRcYUyB8u3r1ahGxxyKMRwy28Jim8xSe7EFYYyj+xjjL2oE69+IydZ1nWOddsmRJkT+xNbsOL1/iXKWmj+OVo01NTbkTf7U2TkY+cy725wgGyHRfWUC7iy509OJ2xfopfknON2WY9GRYH2aTwVjhkicr2iy0Cw2Zkb0F+MSlYbpN9CsBNk2UYsqleHD6nIdm5/g26rkG0WY5UtwrDktzp03sOdcvas5VAlZ8vxLThkvZeH1kJRlAEOJMFUN+pdGBOicRbS/ENWYEM3aQ4AAc0Nox3B4nQXrmA8FCwDq58hIKCyzSn2tRK93iRMzqK1N0PeHn6enpwg3MY99YtdteiRbampycdNlNDI7ottvqyGdnZwubeWYnsc6PZmvxDCgnWTpZ5uB70N/f7854dvHqxFxeaPN9rwrL8qVZRJfDHCrLfSogS5uQbmTSjPmuS4gaeyjuQ+AF2sj1fUKQNXoEFLb7pU18nghijGlAYihvr+J+xRbpzODR9u6eKDRflwbIIsBDNusZWATwjMG5sGTWU/M5Pyffb83OaRPWtpg8DPik+1ECOL2WXZ1K96suXt1gF0tvEkKkzDd4YkiDPjy+cm6kwRLPFZP7pgEab2xHWyjT0uAJj998bC86OTo/aGM91z57uZpVVn4yoM7JaCky0KRzLQhpwxmriy50zOUFG/sy+waxT65wnaxQrpMiWY572jS65CedKwcePFcmDT5YZVx5H68otHPWxhKi0mWL2TwsjGyxb7gkqwR3mtCW6exgxWwfDeQweyiWhIXrSpo+Se+HQa/UfrpfDHLxebiNWkmVpbGzEACeDtQ5zeHNdPSiX8OgBc8uaVCHgQ6EFgBkEMH7rPvYlgjoPnqUYLYaRSxZsqSYEfPKo0QSmAYnrpoItFe6xsGWptYxLOKsRRMRnpaRTtrAEmInLqaLa6FCjyptWdZ7ZViIJUuWxHNpjYAu5k/06oLVS2gbcQQDCJodwqLKnliwBogKfRbSwtHiwZF9Y1iie+HeD2ak3DEko9vD32sets+jS9EioHRZWPdQtms8rwKevDKpwqp97KpCk4bDFLA2WU2+vlJtH/18GYxiPR8N0vVq267BmV6Bmg7Qmb+BsQaOR5aejZcD8WSKld/wuIdgkEeHB5YsWbKkGCu5LJ5zrsHBQTe/qQUzdGqlW157HqPa6qc1YVcTUW6LXvQWOZghpe877jOX2XfM4S6s0C/lzNBJ0bzQQ08lsTQuLRgjDDJY5UyeRo+2MS/dorjMqAQkuA9gEQkxgzbKN2XzRA4acR80QMPnYrcoZvBonRkGZhgEG584EP/eXIgQ59faaN7kJWAMMAGk2mOUu3EpFd9L3T5iXD4Yll/Jrt36rpRMqYb5A02dhQDoiHSgzkmFV36FsAZuT6QYAx+SC62TwxRbq9TJEw7k0GVA3qDLbeqkipOd2uyRB0QAHAF4sWzZMjcZ4WNffvnl2F8IInrCyUuWLKmKJ+vQQspeOR2DLxrsaqOHv/zyy0WdPj8ri9HEzwZ2oda99RJRC2jCzCO7rnVx5kSd2WC/uOOFWIMF/ALOL/07avbnxALZeccNhduS5XIlosR+xz5Xuk6RTk5y1DroAgQcNcttPk9k2GxX67aCQWODGLJlSIFbj5p9iveyUs7kl109JKN0DAM11jW2MaSscimPyVToFBnnLMGdR0oml/OsaqVWXRnWwguMQRibmamjx6m20OMk50AMAFmGAjxG8vh67Ngxt/zHKhnCZ0+3plbyVBNT9vrLE3U1thIzna38gLUCPbMEq09zEVnmPInzM11+hW343IE6XdRil9weX9A90d2NEdwBS+MJYSYN3K/APlmbCermui+eC5Nm+bBmT9pma+3oYxh8sfRhPCYKs3z0vgziWPbtXGLmWo9vWCsykbuBeaVVTbt5eRgzorj/wxveF4GeFPkzy+9H/qwTSwsMJgnn9cEcBH/WTJ35XJrVgTqvIPjFmy22Nc2X6bG67EfEFgS26Mi6/VpYIAMnFh4YoNvolRI8OztbMFoQzA7R9w1JGQNOmmGEJdO2a8kPX5vHTtJCiTjXCy+8kLXL99KibzO7St9jz5bcc67Q6/j+W4LSuO9tIOOSJUvi92zNmjUiIrJ//37zmC5eu7DcgsoX4IY5ktgyDZgzKpcXL/IM5uiXdA9IKTR27k/bimMAbNwB4eTEMmFdnygebABB0ITh0irLjtxjBzEohdghe2Xn2JVZ/yNriPqmS6GYfYOwgBULBOF90Bc+3nT4kty1C6CNZ6ueM4Py8iuXxaMALO4Tg1OW1hBfsxZIxucOvFn4gZdyMHWscZ3HzLacQq/jySXkWroti5mq+4Bxcvny5UXZu55U00u9nSeGaiXMDIZY5VD47I3tnkGDzuU4B0LUyt8QfO0IK4+olep7EgCYQNJLMLjw/MC6fv75591+drH4olY2A3YGtFK80pu1RskTW3lr4IBZK8zU0eLF2BfgBAM0G4k9pMukkvZMrl8zHtsvhYy5L4hheUs897hTdgUgROvoYB8+T8HcmdhbCCR74tJ7ZIXvxEVlV5EtM3FfvEccCTBL7lQJ4MHSZmkhhuXWVoDG2j4fwRxEB+q8gvBe+vUg16btgsFND9heexZA5DlAIfTA3eYkwW3OzMyY9ejYZl2fSEoKcG4GM3TCwTRcDg1IeOLBDNDo+nqP9mwxgzwqNjNt9ExZG7W5JiCN8zCAo/vqCTCjT5OTk0UCClaPxU7COiRaXZy5kb8M5yCOkL4NYkcPJTgabMALfTpnDqAkzZeDpb4M6ePs3F6CGexYxYBQxvZxRIgttkmpX0Prrw0rtqe2IjhBAsnsALZNHjHug2T9Tfc9HVOAIN61ypWusHPUx9EgW2AYwZHM0wJC7By70gF6fMZOL6GBsdR+yRBr+naTOs5m5nSMnYUTAEzA1OG8QTN1eEzEsTzW9ff3mxMqeqmFjj2wyGL5MIjDWoQeS6aXsMbvmqEFT1J5OZ0lquyxhGpmGt5z0Pux62aN/eQxg5Fj4J4uXbo05rsQ1O7cr7qw4mReqpnpskdWFGBCLtCbxIpFfHAoAkKK1VIKDeeACoM7zXJdto9V+sXR5qpVOyaWd21Y2/Rf3QNm7+B6uPyqCWYH5YAK6wjpiNc4kfffshznSGDSZ+L5mVHkldFpTZ2279J8BnCs6ECdkwi8jGOA4kRDD3JeeQ6zehB9fX0uQMMsk5pgHs/CaMtPr67bmjHiJIFDJy2cCHggjE4easAMX7MFCulrtDRvuD2v9MkqqWIwBzE9PV0kfV7fZmdni5kwLYqtj8VS26sjvGc2OzsbZx0Z3OFjO02dMzu47EqLzD7GgsbOy7TlNuSVWK2XQyVLJYTWuhGRrPRqtM2dymgnHgs2TmhXM4D0NTTXmGu6ZACWJ0a8tdHL2bH1SWrjEV/ImLR1tCg09wnBAM56VcqGYPArlqXJ3uK+c/uJFXOV7Bizn2O8L2Mlo4nZPJatOtpkoMpjGllgVPqOpfaaY++KbTJo04E7CzcwVvJEhdbU8RxBuZTq+PHjhcaex5DV7BUP3NGgEec1PAHCEyx6e1t+pttHWCxoa71e14tBhqcbpPOStnIxvqc6f7J0Fjl40pH3Qa67dOnSmHecd9552bYuuqjFLXKbKlvKxwnotqRSn2a/zXJENgcgoywdyhnquhQn7YvIGS8b5ZsFiMAgCcICPLjMC58BmhyQJyLQwWVjCAA041KKKA9veJ9YEQGcDVfG+4JzbzSEoxEeM2c8agLhs+oD3cN91HqNIcXgkP7MYBo/BwaNDsgTxvfFZ+wsBICnA3VOIvilnBMDLK0BC+u8WmsNdPCAj6RHH+vZeltgkVcnzZafGkjhMjH036LoWuCE/mw5TniaPZYNulduxQmf1U/W9UFoQMRL7CzgyeuDBcYw2MUOX7U6e77/fA8t9wz+3unZSBzPgoVzEULs4vSEVXaFYEDGAnNSPBT2tR2VdLhgzpYSzGF2Cq+PbBkFKBRlUbAT307uTyq80h5RzCCvrGt06+XhmEuyNh6TC0z9GxExQZ7okBXaTdbxtoV6xiIKLBU8I2bD1PpSlGEZ6zgsBpanv2OBeK6NPT1n63mWbld+Xz3wpgNzFk7wWKbHUC//4H31emyD9krN3IHzAIz1FluXGToMEvEEmM6f2pwj9ZiM8BjDFpPGmyjS+ZU3acXn0397OQpCn4/vs5cfWPqF3B5Krl544YWYm/Dz7KILK/BCvlbWuW5UpZNVCrzks7AxhwYsytIkBmZsZolI6RCF0GVSaV+AIjlAsUveH4+P5UQTTYERA1cjRqkW9IIYHIlgz8SBYh0zmUSxllgHh++pPg9vwzPbGLbjPpfW7O3RADQ5wMSAHruONfv0Vna1EAAdkQ7UOak4//zzRSQNTHhBRiKgwR1sAxUVAxzThzWg4A10llNUGxPFEvflYBCJj9X7sMCzTjgY4OBgwT6r397Mkw7W3bHoxKzJw7pHlnsV90GLJOr2dbLpOVPoe+Hti7DczqyZTr5GXB/PcOJY2Ifqcix8H/Hdvfjii0VE5MABr7K1i9cymJEDwIBZOPrFvFeWibVPBAjIwtssL9rd/Kbt3B30ccg96TG5oNT1CWAOSobAMmmu1WaTWLbf3E8GlmKbbANuXDODUXp/i6lktZE7fT0U2kP/831H5aYCuLOAGZGgSUPW7iXwU4IvHlDDAsna1QzttWky6XX4Xj4Wt1wVllh/Qc+W5l3M/8DYA0BFs0d5ggLBAIrOMXjs5fNgvWanch5mTaBpNpBIys+gOcelQxZIwp+tCTVmb1sGC20CzBaIhH55YIs+D/fL0/+zGNTcF2Zi6fY9Qw+sv/DCC+OzP3bsmIikPAS5yuHDh83r6WJxB3RVdMC9qBeXKtbhGQfzxQBAuCSJgRS9DwLHM5ixNgNfcnCI7cnXqvIsr/QLWXoOcOUMGtbSiRHAHA2ksMYQs4j2SZ05w8GMJS1Erfum9/NYTpZGEpdfjctPhW2fyvYFQIPviBULBcTh6ECdOcby5cujuJuuFdZLq/yKy11qMyxeyRbPRFkzQlZduj5GB2veWKCDVQalz6MTBWYSeYLJOpnwkjXr/FbyYe07MDBQAD4Iq0QO520TF7SYNF7yY+kqtQFA1neC76U1Q9mrgLZOkmtssi5e29DsB/yNl2gGc5gVoqMXMCed09bS0cBBZMfc0QAlO7ZCYPcl8zyjW65Owshon5g6Gsgpyn3CeWKJVgSNDhVAhpC4Mgsma/CisBhnUESxWGCD7gNAqRSt3Oem8Ndd+T2Qh4pyusIqXLdvaP5YkbGsiH1UCF8X11EGl2OJaPaUXeIXwUdVctZmud6VXy28sMqwvPGOxz0AKzMzMwVQABCG86mZmRl3LKvpDjJwgjbYHcvKy7zcqK+vr8h9vNJuHbUSa32Mzvs4L/Bs4kVKIMxjAmkmclt+o5nINW1JfMakJkCziy66SEREnnvuORHpQJ0u8tAv5wzsMHMHYYsKf0VERPaRtbYGDnYNN0DPyAhKk6ChA3AkMWkA9EQxX2K8MJtHgxce40gDH1gHceaNJMSM2CxHDCes/FgATbYmUBPJCtwSW877VzCAlOBzKuf6ZrhW9BP3o3w26X5cUbTXtJX247I06O0MB9AO7BttV86MnPnsbNVLdKDOHGP16tVxdqFNU8dyNrAGRR36GITFnNHrrXU80GrQxSu3sjRevPprBk1mZmYKbRdOPKzkh2eLPNFADeqgHcwGMlBhCUkjuFbcolcjPLaQ3o9r/mvMGr423C+LZeU5hViChRY9WyTdHyRQL730UgHmdILJr360vcQmgOZQsS+zHpjBs03ucgECFuN9TC5oBQp0RNbQ9pwd5AkCa3ZMbH87awM1gIEWShYq/WLNG63tUpYDJVtykdw63dOXYZHlURmK19IKoAAUuWNIJABA6Z7elX3WDCRmEHF71r6+qPHl+XkVKOXZ2mtGE64brCkP/NP3ghk6/DxrAswdiLPwg8ueNWOVNXU4/9B5FEAcZt/w5I92r+QSawu88EqpPCHm6elps39WWHmTBwhZDCDOczjv00xeziE8ZpO1j8cE0jkFg0ZWyXgbmKO3I3fGEoLJlqlDF10gmpf4r4RPP5VtY6BjrWLC9Fp+tVbWyS0jsNa2QQwAFJtkfwEcleVLedSszRnU0G2j3wy2IJKTVlkOZYsehwjiyQC3uIxpX2TqXBHvZ9Kvye8PH6PbY8t0BPrULHG93zT3yc+X75OYP5/KzmNZvqe+LUwwB9H9ks4xzjrrrPgizBbdPHAPDg6aQIM+BmGJ7HkaKTo58WrMLcaON3vksX2s2aRazbxFVdZ98krFrPb4PIODgwV92HOG0jNZHsUYoWvpvVp/C2jyqNIMqGjgivf1WE9TU1PFtfKxug0WxWZ2j+4bU6XPPfdc6eLVjVKHJH+51YwGtopuL8fyQQtuU+Sq1K4jmIxobLhzNpAF3mTtbxmKJUPMCNkRwYVUWhUBiDECFTxRZCkZRjGulaKtxHZyHMI8zR0pAaxi3/ulNfR98e4zO12JlM+kBGhK63SPmWMFt1/qNyUAzWN01c7DrDKODtxZOIExjW3Ely5dWmjJISz9PLTBtuQ8/ukxjsf4mmAy52zehIvFrMF5OP9D1Mb8uYAuPGGkz+9pMvI9sDRv2iaK+FxoR6TUA9RR0yAUaXI43FeAOpxLd9GFDi1ym9gx+Qs8l+9oJsy4q91Slmzti6CKBhxKbR3r3MO7G8bZyNbvFe2KNE5Um8gpC33iUqED8kQBGrFjFvpqgVUeo0YDK9DdKZ298hIxfQzfH4QGcLA/CyZHJlAoe9tsOHGx/TlK45KDWMnCYg0gZvLk3x+bobPQmDt9s7Vf9DM0jh49KitW2Ijo6Qq8/L7tbW+Tyy67TERELrigSVZBKUVZFj4vX748AjKoGfZYPToxYFtNBoZ0wuCBRtaMEwZUHnS9maeBgYGitIx1c6w6eZ5h8pguen3bzJNO/LyZIZxvamqqFUhitlJNcNhLVvTfmFGEpatmLbF9KrZxAqzX8zn52WnRZWjmIIHGZ9StY/33v/99eeGFF0Sk+R8SEXnqqadEROSee+6R0x1HjhyJrhfzJV6N3xoP3NElVV4plcXE8F6wrTY8Qd3avm3CvVZJDwMylu5PmxixbretPavUqmCTONoxGrjwdGuijTjAnTuGXN2dWv85Mot3aQAXSzMna5et5Y3+cx+s83vlUfq7we5rKR4y+6jbZHDHcns7VdH91rw2gXH3R3/0R0VEZNWqVSLS5EbM0uA8B5+1XoylmaPbwJi6fPlyd8znY7VhAMZ47IM8DyADxtnBwcFCH5FL6zWQwqALaxEiuG/6nAhLs4fXeTnKwMBA0R6DaAyY6fzDK5XTE1IM4GGJ/AO5y+TkZMyTsO3pp58WEZEvfelLIiLyl3/5l8X9ONOj+605/aHdr7zyJYTezpbXXOqkS6I8/RfrvNwus4W06HHT/3td628GPiztmLjvcFPmBVaRPi+Xd3nsHu0YFYEUKtXS18XtepbvVh/mEnx/rHvgPfva+eYC1pzpAE8vvzUdU6fHAChz7rnnFsLItTIsZq9Y5TN6u17nzcYgNHvFq9nWxzA9mc/DII/WpkHweXT7XnmYx9zRgnxebbhmJXl0Z6ZKi5T0b3aP4lI0q7yLQwNM3C7uqSWUzIkXf+bnYDmL9fK98UrvNHOMv6OsHdDFqxdtpVXiMUrEL6vppaRKv1xr6+navjr4hZ1BnkLXRoWnZ6PZRG0lT/lxXtkYBHvTPcU5vf7pkqhSsDh34uJSs8e2l9fq9dFykSoAJdLRMfuA+61KzLCfqxdkgDzsJMalU7q0j5ljCHZaS+stplTb976L+RrWpAPW67/1suZm6ZU1M9tElxYzC0cDM2jDm8vkMRPjowZ1eNLKyte8snXvs74mhMfcqbF8+F5qLSBPH8dyWeUyN87LdI7EE2ScW1lupzgeE6AdY7gLkfKlWn/WTlg6GGzIt9fBHMRaWRd1cZjFsisKJicQIzJ0qJ/7qISKGTC6v4hkna4BiivsfUfAcKmAOYENw7pB6fw+mIOwACguqfJAGOuc3n3Pz5kHtzsul8ZnwO1ujH30dXN6sTY/U8GcuUQH6vQYQMfOPvvswpYcYQ3yPFvErA2LpttWOmQxdrgvFh2XmT9ecmW1yYCENRvmAUyeWLFl54l7y7M+WmfGE+bT5/UEFhEW0OLpBXH7IgnMQbssDKmDZ+m8WTbdN07cmBGl7zU/T/SBnb6sGUokrXDBAnOni9MfbdbOO+R2o3SlYUR4ltrNS3wDaKx3HJYQlrhyzd7aLVsKYTFhTOHfrA+qtMdzqtqS24trIILLogBIaF0iPsZ1j6IyL5HkfhVduyrB7CAue9PncwWXjWttC0+0WAc7iqX1hwqgqhasS+QBfJkmEJUMMoDYlV8tvMC4rVmoyIG4hMdyf0R47Flr4oOZPwgW/dWTVd5kmJ4IQRucP3G+h7D6X9NSZOCE22krIbdCn8+77xbzGOf1+sslYZamHztzWWLZ3B4YXV0s7mizn9ZRlkXlrJlGRNhm3wBA0SwZzwqcHZb2qfZGyHUJIMlmKvfaLEciaLR5wgc2RHJL8wPOPswi0tcNfR8+NgEr61SJWV4mxWVqGlQC+MTuYGhDiyojWPSY+7Ix08i5IttWxk+JEHjGujv8PdGfFwJg00t0oE6PgUHnrLPOKmjClpW5iD0bY9Vfi9iieF5CYAXrqViMGk/sjuvKPaaKFbp9L/nwZpgswWEGjzQNmsEnblcnKV5i512bNaPlzeZp0WkEH6Pb8vRx+FqtGnoG8piBpPvN18oAzsDAQPH9w7b169eLSAfqvBpxMsyE9MJetyvfIYeU9o3DBjH0c7xyLg1UeMwWyyYbbXigRFk+VTJO4rm5rGjLkOwcw2D9ULYP99Fir3iixK4+TziniAJbSByar1vEL5nL7iWVcTEDaIdRvmTZnnMwyMVtWCwiV/A6llalfRkk8sDARqA6B3Ncu3V1HR3QM78Dkx36hd5jfSAsli4DEHyMzns8TR3OBQYHBwvABOMi8g2rpKpNKLkG5vA1ImZmZtyczRv7NcO5DeDRrGJPKLnGAOL7XxNK5ok0S3/HA4vmUylQF6c/aqwKbNtcsEHyF/1heUsEKbzyKx0eiwQOS3uMbZbejhcAjfhYLuEq9X+0cDH6uq7YB7btmyP4lDONLPcrrONzagDIK23iY3Zt+LDIxGVhW9OHqCMUdHI2TkCMGtdzRbx+tpBnts9Guc3UH7JCl2XZbmgLNzpQpyXe+MY3iojI2rWNWvh5550Xa6oxiEFLB3XeujyLa6ZZ9JjryfUg6TFo9OxVm2BeTTyYB2NmE2lBQU6meADXiQY0XTwhQX2MB3hwLFu2rOi/1vHRYTFdQPP1EkrdnseUQqI6OTlZ0Ms5IdOzjxa92boO3YYnBs0J2LJly2K/8N3ifmt9H3xXWYdn3brmh+8v/uIvivvSxemJ3l5cA2gRGSc3hc85K0MDCAwmcImTfmn3SmBSG5eHvl5ZsGPYrtxkzxjsFyssEV4OLao8Shou3G8L3CmdpS7Pr8dgDUUHLjhMEfBhlkd5zlZKZDlajVM7NRt6yxlL76OBGn42ngbRejmUGEVj7WVvbc5qVnmdpZ/U7Otr6nQOWfM7/uEf/kFEUlnN0qVLYx6Ascdirej1Oj9gZgezfLRTFtinWHIple4LtmFc9ErFly1bVuRazLquBecUyAEspywL+NF90RM5Xmm+lWPVJtV0W0uXLnUnoBBav5DLrLAvix/ryTCeEEV+1kUXOricRsQvvypFcp+IbBUGcxjUGM7YMXk5V61kqCwr2m/up+24y2NQNpbOo0EVEZFdw804vmmkZNwmNsxnwhqwcHI2Tn5emznDluQi64wytHvDMbmu0MjEfXIgPKfiGgOghXsKcErbtyeQyAZhLHDG+n6I5GDPsNxqtrdQoxNKbol3vOMdIiJyxRXNF/iCCy6ICQBKsljJH8mDZvXwTJAnJqwHeTwaBoJqZVeW4xHv54E6nChZNNxaXxDsHGGVi1l9t9rwytR0WAlIm0gzhxYH5GMAfKBP2p2Ky64ssEgnQNa+1gwlM4E8raGZmZlCzwdJM5LcF198UUQacUIIOf/gBz8QEZHDhw+LSCOiLJIEk7H+VEYnKNiEpynCZSpWePbkiJ1bbjAFc+1+lOyb2nkTMJADS55wslkmZQgY87Xp/tXat45B1ESWmR1TA6MKJo0DjuT3x77GGuvJA3N0u21MF10CVdM14vBK+9jpq/Z9aetb3j/f/e1UgTndb82ZEZgsuOCCCyLA4+VLnCvpMmrPrUoHjmeghs83ODiY5Wi6fdZJ1BMlnFN4DqbWRI5X7qUn27xj9ISfXlrrLNaNp+HH+kSWpiDnKJz3zM7OFpNrWhhZJOVPL774YhRIRk4Cw4bHH39cRER+67d+S+ZbdL81py+ssitma1hCwyK5sxIHi/xuliMFc4a1aRBayJhjI1lu11gillgzH8PnYTCq1h6CS6v88qYUWs+m5qLF4V0/32+wiiwBbE+PRwNACGbqWCDPQiq76oSST0GsWbNGRBIYs2TJEjcBYGaKHtzbLM31oO9pxnD09/cXMzbeMbokyWOiWLo5Xt24lSiwdgw7WjF11yo1QzDDSYMunJRY97ImuMztYult88qk+Hirb9ZsIx+L0N8RXL/HHsI1nzhxwi1ds2jcnusaktwf//EfFxGR+++/X7o4daFfVlMZjicYW2rX1MpbRHJ7cQZzPHDBarNkYqQX/mSh3YBOO40SJN3GDsPRygMbmmNyoKRXwEkf413HDtkrO+8I5WLb81ItCzSKQMpYPjPmsZL0NXr9r11XTdi4zaHMuo65OKAlENFhUymbdcshrDmnfZ7muw1WVQ4GWtExcxZW4CV+amoqszcX8Z00uZRcr0PwOKjLo3g8tMqbeKxk5og1Ocb7ehp51qQbzme5XXnhlbNbrGtrMgnn57J7jpo9Ofef2eMWU4efg1V+5d1D1lTsYnGFV3Z1i9wWAYFbiA3CDA/N3PG0Ylj0V4sTx/MEMIf31eVLAJL20bGItUYpWAIi8n25xErHxmjZTYDNhvdFDR0ucQIAghIoW8dGsmtEaJ2cPSSqLEFjSOQrIqLsyqmNpg9Hsr4kNhJYRd9U+9pMprw8LS+jYxDHAgEXW3SgjhNDQ00iC1RMl1R5FpwYoLTlpVdb7VFiNbW2TShPgxfebIw+r7etje6rr42jF0owC+bp5M1j71hUYW7fu6fa0tzqp+4TH6vDKwnT5VFcbsVAU19fn8vi4b7oZIgTMS9p08d5M4halwjfVYA4sDjH+vPPP989TxcnH/pltRdWA7avp7IrvIB7pTi1UhneZ3TL1YVGDFg+qf2k5cMAEmuvJFAhnb/NclwDHb24XuFYz9Y7lh2RbtBOuVKEcMoEUpVttJUZ1dg3vV5z7Vo1uFMDkrx2PUZXjSFUADVGiRk7iPH6UjD59qgDNUrXagmDe9u6mJ8Bxuf5558fWTHsksRMFD0ucs7g5RQiJQvaO0bnFpbunG5Lj8NeHmaBIp6JBkLnG15O4oFeAwMDblk2t1k7j6dJaLXrmV6IlOXkXoncsmXLCrDGY4J3oM7iDmZXaPcrBIseI5ID1ZEIOByQPFj0tylzyhk6EDRmhstmOSLj1B5bmDOAM6L2TWyTvP8Wq8hjr8QSs4k74/GbqMTJC+3excAYPmtXKS7jksCQ2hPAorJ8qmzHcshCX4RAJtYL0verpolUtpsYQSJnvl35qYoO1HHizW9+s4g0tGERyajDePEFeMP0Xu0C4Dk2cUKjZzA8qi6HnrFhkMECELzkwXNWsmi4nAjoBMdLDnjWS+/Hui88o6VnttrEAXX7bRo9HiAkksqWOHHUbTKI41nXa8cHj/lTKxHjxJGvy5t9E0nfMZ2g8v5MwcVzwHcZ5VpdnLrwXlh5fV6GVYrVipRixesVO8YTP7bsy/ECXwOaWJvHYsPoz3ZplQ9ssJAzi/xq0KEo1WKhZLIE3yF75bGxnNFSOEJlx/guXXxt/JnLxtgNKyvVcthO2fnCPui/dy97AY1K0OWQe79TX9Dvm4rSQO87ZlnKp+/w3nBuX1Oni4URGE8OHz4cJxK43JvHTj054Y3T1oQIj8mWVh321ZN0Vp/4PBrUaWPq8N/WZys4z6uVZ1vsHf1Z961tAotzDC1Q3dZHq50aExyl4Z7ZCE82dbE4omZlrj/XAqwcMEk2qmP2kf4LM3i0oC6YL1zWNR6ZKEmPhttNfWl0XKBzo/Vy2sqMdCkY6/AkC/K0L2sKMZBilU95DKYSWFrnAjO4Zq2ts2s4lKyN2HbqCC1czbpHCMuqnq91o8PssmKhgzmIDtShwKB10UUXiUhZUvW6172uqLfmRICTFN2uN+DpY7wBG2EBKV5o8MWj4XqJgU4GalRg3rcNjEL09/dngoG6XevavaShlrRY4FPtWL3Ouw6t2cMgmuXw4YE4vF5/9vptMXc8hwp2zdCJKfqP77AWhBQRedvb3iYinXDyqYrEsEkvxp7GCOIxox12Rdo5dmXYVwMoN4W/oJHixNhBGd3dgHey9ZJmSRoyGpjwwBwEs2MsJlDNNju+1IdrKjSB7ggOVNvLNriEymK8cHh26DVgy9Mp0ueJgtSO/bdm9XiOX7otZsx4bl0apPKeeRJxviysud1lN5XxkIhTQsbgjv4uMyPKAxc7ps7CjZdeeinTpBPxteUszRj+bJWKIwAMeCXdAwMDpkGFbhd908dY+odW6Ak0va722bpGr1y7F3dSPQnHBhjWfeb2vUk8zlUGBgYKRpGXy/X19cV8A+AO51Gs2djFwo1blJvRXKzMEazFktgwnzL2zst2ylKoEgzZREwUfN4sRworcERivDRgjmYTeWAOwmOz6G0selzrf/2zLZTMZWVNXGG2BzBGl0eNjNwXr1cfk+4DWFRp+8awhUE0ietvDetva2UhIRaqpk4v0YE6FD/0Qz8kIiIrV64UESlmdM4+++xipoapu4j+/v5WkWAPuKmFHpSZYsyODJaDVk10l/uoS5q4HatPuh12hmKw4cSJE8W6mkOD59aAYIFmvU/bjF9/f39MNPh8fL80OOLZn1vrayVUHJxEcVjrLectkdyFgl27eIYMLCVYnHegzslFyUK4Sa33X2ZF8hfmttKb9IKfRJZTe/kx5Uv0Xtm5NbcG98SDvf5lAXHhEJndd2GTbbS55dFs30KHZ7shZIz2iUnDQMpOubJwaIqgSGirF3Fivi+aXRQFqon5wmCY1U++DgBNo2MlUOXtqwWyXbZOvG8Phet4JAFJdE+5ryI3RdcxU1xa9LNLwCIzomqCyfi7c79aWPHSSy/FkhpmvmIs4pxFs1K9vEODDzwGs3YPor+/v3CK5PHacynVx3DovMMrI7dKoNom8fhYzdD2Jqv0di6PwrWxGYMGfbxSLb6+mZmZAuTinFN/5tIsBspqzOMuFlZYNuW8rReh5JOxrLaEkrX+jUgCcaxjUaLFrB5RwI9IYrGslSOtTBQN5rSJE2tgBSVfXGrGZUy6TQ/4Gd/QuDzLRLPQpVrcF7Q/vOF9IpJbtnsAELelGU4M5iAs+3JdHtZFHh2oQ7F69WoRKW0xUWKlxYk9xosuuarNWoiUgIGlw9PG2NF/90LzZUFjL4mwBAW9UiGdPHizOkga9EwaAxAI63xoB8lhzcWBn40HojEQYp2b9x0YGCiulfuo2/LAFg5vBs3qC1+XSJmkseuWSEroAIAx6wxLOIcsX768ALu66D34pVS/uCJYlFhv99gNrF+j2T/eizafT0QikFIrdWr2u9plcNT0WzztH/M8AVTQIIKIyE7q446xz7mOWDULb3Zz8oAb3WbBRgpiy7IdAMjlRZ8YHLEAHE8LKfZRrY+gS2BR8bPi0jnddhRRdlg4maU59ZcFmDVAU+g0UbsMLOp2S5c3retTB3E6sGd+xokTJ+I4wmOnx9jR0YtpAYJ1cuD0aLWHvI6P5Rypr6/P1RWsCQ17/dTnYTCkbfJKh6elo/vBeRLGfkzoMFta6xcyu4evR+/rMYt0PsWTeJwz92IP38XCC2ZTWPonWGe95Ouw3K88IGitoWPDYA7OAwBhrayLIsrDBKiwUDJAiwNSgk8sjJy7YJVAj95HAyvcX60pZIW+LwyyAKTC+fcZfdDtiOSC0hvDfcC98kqrdHg6OalULjF19N/6WM8FS++7WBg7naV5CAANN93UvEhANwcgz6pVq0SkSQLwwsvlV5Y+DsLT1uHQyUObi4Ne1zZ7pIGONjAK7S9btswt/0EfNaXaAy88568lS5bE4z13C5x/amrKrXfna7Xaqwkwo0+sLcT3ViefeCasBVQTcuREr5bMMsDDzwGJmBaT5Gvmvk1NTcXEGvvCWhTL559/Plv+8R//sXz729+WUxGLyfrTe/ncIbdXBWJF8hfmAhCgF/s2a2wRoyyqB+0Vjho7xrL3bq5rbwFYJV2VvA2r7zXnrHhfCGSp2YoX9/LuhiK97QPvzM5r3cNe7rMnYIzQIJLHdrKeTZXdVDlPLaoCyVy6pkryPCe1muaQB+yV3w3fEW6uIM5i+q2ZL4HncfHFF4tInlOJpBzsnHPOEZFck5CtzS2Lc7SD8+BegqkKnZbly5fHHA7acWBmow/saLp06VI3T2Imcq38qjYx562rpei8zQKYei390jkGt+PlNzoYAMLkG/Z96aWXohsalgDc/u7v/k5ERP7gD/5AREQeffRRs49nYnS/Nac+eim74ujFatsDXSwbcQY8NLOmsD8P4M4mYuqAxZLAEt9i/GSEknfJ+wtQx7Nx18cC4IDmD9uqaxDMYxRZ5WKlnXquLYSw7jufxwLtPA0jxEIHbjpL8znEhRdeKCJpUOeyK0u41xKl43080KXGvKixMdr27SV54Npnj0107NixwuKTgY+aeJ/XrlXu5QFYSAy0+DEnVxZY1TaDZSVDXEfPoIvuv8dKskCYGgPHOtbSSrLAHN13fTzTnzWIhO83CxbydxnLc845p7BX76I9PJ2cnXJbITYrTslQUwYk+boxyfZF6JftAhgwRIPL/ubnLtgrFS0cPgbCvjvHrlTnsst29Hk8oIPLpbbJI+lv0tdh/RbL5jveyw98MBxT2pZ7wEjNRYpBEAbR9LEeUGNp4SQdnINZ+1zeVdMPqlnKeyyq2JexUp+InzX2sUv97H5590BHx8hZOIGJA4zpWCLX4nIsDS54pdCW+yYHxi/oJPb398dx0NI/1Ov1+b2SJ4SeOOolL+Dw2EhW7uhpCllGCl7eUWNo15g5er2eVELOgOfKE39LlixxQTl9bV0sjtCaOhxzEUhu05IRKct/sI8F5qRjclAhBxtybRgWHI46PwHM0ewYsHr2qNIvL5hhlErDVsTzeiARgttfK+sKMIdLqkaULhEDSiyQrM/Dujh4fmAjQbMnMZieUCVwNlin7zvcrDbH+5EzdxYbK8eKOYM6Dz74oNx+++3y9a9/XZ5++mn5/Oc/L9dff33cPjs7K//+3/97+b3f+z05fPiwXHXVVfK7v/u7smHDhrjPc889Jx/96EflC1/4gvT398uNN94ov/VbvxVnaF6LwCyPJYwskoM6LC5bY44wcOIxRjTtlMEPBhks6m4bZddKBLwSMBYP1Of2gA9dNsblaQxE8LG10MkK329+Djrh8BI8T9dmcnKyoF57WkOWKDQ/M73dY+h4SaGuU0efuATKcsOqtYdjuL6ev+fQ1MH6VatWyZo1a0RE5KmnnpJXMxbCbw2XmliaOjEiIwKAwlUySjozBYBCoctpPEaOpR3T5sbUtHWVugZfq0cfy0AKg11WX2oARDpfDhTEsqVrm8WO7SXgEcEhy+5cbHYMb6vZlifw6Yasb6x7JFsedUEyCzTSWjki4pZ37aiCRpfnbYTQYFcCba4K21JJX/PZKJ2ikrlUsqU1nmx2T7w+IwF7tcusFsJvzZkeGKuYLVoTTOYJihqD1QMIMJbpUiu0x/mdV/5j5XLeJJVlf+5p31j6NW3MGl3ypNd5ffLyPW8CUB+D8O6LZiVZZVw6amCRJ2mwEKP7rWliLi/e2tIcL/IAHphlwi5QTdglSZod4gE+2EcDKnxOr7QKAs2bFbtnnFg9Ngj1RNgHDJcj2TF6XwaJEGz5ru9bZBL1AAiVYscSruPSrE8H5AklVm2zeligea2sK54JP18d+A5ES/eTcElb6DFnUOfFF1+UjRs3yi/+4i/KDTfcUGz/zd/8Tfnt3/5t+YM/+AN5wxveIMPDw/Ke97xH/vZv/zbOjvz8z/+8PP300/Jnf/ZnMjk5KTfddJPcfPPNcvfdd7/yKzrJABWYX3K5bErPHrWBOvqzN7DyYFmbwWENHKt9L3Ty4LFWsB4zLXrA9mZsLMqxl9DwbJKl2ePNyOnQ2jbWPjUghdkr2va0TfRYCzp6QI+VONWSJ30MQh/DAJAF3vGz4GOsJItFJHEvkdxi++tf/3qZmJiQ1yLm029N20toXu5is3i4pKop1WqiDaDReiV44eZ9eymN8cCGbfKIrHfAHP6sr7UEQe4K6/PYIXsLRkoJGgVgYssNpfDytXl7FoDArCNmm4xKzrBBv0QsG/QcmMgYUkWZGyIXo9bBWjr6u8BaOek++dfK4swW2wnnjVpF8T7jOeftN/vgO0subKEMDswpDQjx990SjkZ4pYmnG9yZT7818z3A2AG4g1wLYzHWL1mypChj9kqgRGw2tUiZH5x99tkF4MPgQk3fhyd/WHNPRy+lTny8x+y11nPOxWO+XuflQL2wY9gow8pv+PrxPDWDvU3rsBdnr/ke3W9Nil5fynUZkKepY5UHWSK+Ohh8aY7jdtaFviXdnLaSJBZK3rXhSlWCVQIz3MZapWkjUoo3W0AQgy58bRZI4pWA4bNmGDGzyBOS9vpn9VGkBMb4O5DAsNuLbXwMf48WI2PnFWnq9PX1ZSjz7OysXHzxxfKxj31M/u2//bci0tSAXXTRRfL7v//7sm3bNvn2t78tP/qjPyoPP/ywvP3tbxcRkS9+8YvyMz/zM3LgwIFYb12LU10Peu6558ov/MIviEjzEiuSQB4stY4O2DwM7lhib1ya5Q1etQEWjwgv2pZLAQ/4lnaPN2DydWhNGa+Uypph4QH7pZdeEpFyBgdJXH9/v2uz6SUIVljlWF5ShvNpRyj00ftX4JnEwcHBrCzM2seabfTo1daMFhgz/H2oWbAj0J4GrPga0X8k0NgXCfdzzz0nIiKHDh2SP/mTPxERkb/+67/Ojp1rvJLa8/n6W2NphHigDkKDGR6AwqFf6GslThy1ciKrT7Vj2/ooYjk1JfctLgNiIEUzbLxSo7noBBV9y0ARmxHls032uiLNXnmTiC9gbD1Prw+96NnU7kvbc+zluXptZQwpp8RPx1yEkmuAz2L8rZlvgZJ3LPG8kB+cddZZRTk86xdq98ahoaF4nEjK2Xh51llnxfawZJDHEvLlPA/5GI/vesz2dPl0ftA2xlvt8wQOT85YTCDOrbz1unysLfTEHOc3DMgdP348aukgN4Smzt/8zd+IiMj/+l//S0Qk5hzzIbrfmlMXngCupb2CqInwMsuEQRiwTUbkW66mC+vwaKDCA0MszRgEmCiyoWFhA3DS7bJVOgsx637XNHl0WNfDIIt17W1OXFZbfJ+9+6GfJXSJuJRN7+uBf4sFvHnVNXUef/xxOXjwoFx33XVx3YoVK+Sd73ynfPWrX5Vt27bJV7/6VVm5cmX8MRIRue6666S/v1++9rWvyc/+7M8W7R4/fjy+5Io0P0inMrRwHgY6DPY8AGrAhrdZsxDeTArC2u7N1GCQtCwpPfptrYa7bYbGcmbgWSqm3uK69ZLvi571wXPlY3iWR7fBCZdVJsX3EEAEzod9dVLXVg5mzZB5YJSeWeQyNO87oN06vGfDz8Na533XBgYGCnCMNZL4WA3WIQl49tlnzb69mjFff2s0kwZMiF60RRBcFoQXZl1645VF9QLuIKx9GCAodX0OFfvxMcxGSvpCjxTn5PPoYz0Lc2a8sNOVPsY7n8Xu8cARDaB5luOWc5ln8205cFnsGpG6TTyXZPH11NZ5JWeWwLN3X3IHs94TLkuDylqvt53umK+/NWd6HD58WEQSmAMwRpsQcK7jMWnOOeecYrzjkioGPHQwmMMMnoGBAffc1gSUx5q1xui5ACg4b5twsTdhVAsrv7G26dAGGXwsr++FyYQ8fLHGYv+t4ZdzzcpJIrlNeC5PGkhAqZNXOqQBBAYMGMzpJZjVAqbNRvlmbA/XtCeAOejLZtUXZtAA8LC2c5mVB6TsMzR89hBIBPbNuAJYCttzuncAoDbKN+O5mFnEz8oC6zxdIoT+bvTilrZY45SCOgcPNgk0BOkQF110Udx28ODBODMTOzEwIKtXr477cHzyk5+Uj3/846eyq1kMDg4W5SceM6UXqqoVvWrf6H0RnBjoPnksDT6fNaB6oJGl1+IJFOpjuC9enbqeteIyKCRx3vXodQxYWYAbB9ZjgNOMHY/uzFpAWhSa+8f3p6Z5g7DutxcWIFQTPNTtaqo0A20e2DMwMFDMap4Jcab/1tTcr1hTpyztCevvuEG5OjXhvUTrF3EPtLC0ajzB5VqM3hHYNttJ6yWEBlzKfuefa+fldi39naI0SXLmiz5P0QeyOLeC+8nHWHo8bc9Is3pYL8cCq5h5VR5j9bmuS2QFi0zz9Yi675aOj3WebXJXBC97KR302Gtt7LbTGWf6b818DUy0gLXBwsnavIAnk1hUWZf2eKwbvd3TpOHPGozhsm+v3Hzp0qU9M5Ct4xE1p1TOteaSn/L5LNHpXkGhmrEHno0G5DxgDZ/B0lqs0f3WNMHaKSISRXI3hm0MZliRgIJ8H4ANWmi3LE9q2i8dl/zzIdhtqwEvmnV7HAcn7WiFfntaNBq4YectBLNiam5VmwlQ2RwBm1uL+wLWEO6DPm+0OQ/7MGPHcrTqxfVKpAHDIsuJwgN5rG0LPU4pqHO64td+7dfkV37lV+Lno0ePyiWXXHLK2j/vvPNcJyVm7Gj2DYKTCT0Ie8Jvvcxu8GwMMz20eJ8H7ui22hIZC1zgGTKmEWOQnp6erjJydGjAiUE0Zvfo5MqzdveYTbodBpj4GVrW414pm2YltenleP3SfWHByF7qyjnJ1cd5Wj3W8fx8Aarp2U0GPBdynOxvTR3Eydez2GwhwrslB02sYzyr89GxUrPEe6G3QBevhGibPJLWbedr94EDt/wHotAhHhtTluNRM+aysO+j8dq4LY+ZUwNsmOliWYIXNu1OeydjU65ZPbjWQgxZ9ckCjqzPGpRJzzP/3pTlb8npi8FFBsy0bhCDOcU103lqUQNsXm3B5FczTndeM1+CS4C1dh2AHh7vLBYIa8thLEMJl84tPAMLCwDC0ss3rH0tR06R+sSNx7C1jCDwN7t3MVBj5R6eUDJP6ll9q7WHvnBOofvfxlg/kyaOFlKcqb81XhmNpY3CDBpPrFjbjDPQsVEJFzfxmXBsWbrETB2tUcPnYqAH29cqIGWj5OG2v2GtyETO1GGQyCpnGt/QjN/Q7vHsxMflUlcYmc8zIp8yStUkOzYBT+tkV+iDRBnO/H4foGtdq/SDGLDxSvH0NgQDN4sNyNFxSkEd1DR/73vfi9o0+PzWt7417vPMM89kx01NTclzzz0Xj+dYtmzZaf2xHxoaiu17Vpf6hZbpvAhONKzB0ROps8Acr7Za22kzXdgbzGszRJxo6Gu1wJXadeg+MOWYz7tkyZJMv0dvY0ClppNjfWYgzLt2bc3uAWMMdul92/qk+833hbVpNKOGz43gNvRspjcbqPvv0cJZVwnLwcHBSInG/8aZEGfab02vL536JVgzFETSCyyXKImIAjYOhn3xAh9AhbHEdEkv57lwMTMwLPvzAiwKobVRADh4+jLa0tttl+y5m/YPxeOaY8LATICHFveNQWVWAIB0JIt3KrMigGl0zBBIRh9IA6cUQzYEja8N7W5P/YhMF7q2wilKXSszc7yyvfxZ5cLGCKvMy2NpWfbnNaBQJNcI8kCp1GZKwCz2jo7XAtw5035rFlp8//vfF5E0vmiGDYMjtZIe3oZ7C3BHTyAxi4ctzC3Qx2O5Iiz789o+IrZGnpVv6Jid9d2vEHqCxyvJR1iaPm0TS9ZEGudy3Bedr3K03dvFEovtt8Z7+baEbxOAkTNeNjv6O7p0CLGPyqIs9gqCy4wsG3RLaNk6nz5Ol2TpfSLgNHHEcKWyASAtwDxc+Jl8JVxHEwC4Nsn+wiksASo5ADQsb4l9GJf2YEHqshwrB6kO6GPDucHI6gWYWczgjRenFNR5wxveIENDQ/LlL385/gAdPXpUvva1r8lHPvIRERF517veJYcPH5avf/3r8ra3vU1ERP78z/9cZmZm5J3vfOep7E7PsWzZsupgzktvJqUWXo1ybRDzZlR0csLtMNCkZ00YvGmjHGsQwANqarMw3J5Vk873zjuP3tdLYCyQio9hYEyfh/dhgA8lWzVKsiVYyAkL3zuejdSgFO9rJXPMuplLoJ9cfqXP57mKvJZxJv3WaPHj2j4ijY4O23lzWMAPM0QYUNHMibLsJ2draBDJK5/pRXCYXakYNBGZK2MjB5IklHklR6XUfrxHDOYwwyZ8tkSQGRDT9zQCMujbtfnn0TFbqFm3E5+ZwTAq2SlXheXteX/Vc69Z03t9KCzqDTt0fvZcpqe/P16p3ajcFPfh8BzEatpOHnvHEhw/3XEm/dYs5MD4ivFweno6juVeebbOqzBmnnvuuSJSN3fw9P44dE7jATU1RqyXRyIs5k4tx8LSA2Ys4KZtEsxje/dyrHX/rW1oHzkKX/crlTdYKLFYf2sYxOHSIf2ZwR2JrJiyLMpzhGIwZ7MccYWRE0PkimJdcsoq9Wqa6ym1ezSzpTlfeY1eFAwdBaKwMxYCpVC7Mp2cHNxKJVbMWNof29PW5c115GCaJarMfbCCWU2bHXczzdbqFQxcjDFnUOeFF16Q7373u/Hz448/Lt/4xjdk9erVcumll8ov//Ivy2/8xm/Ihg0boh3fxRdfHNXd3/zmN8t73/te+aVf+iW58847ZXJyUm699VbZtm1bT6rtpyPOOuus+HJrlZ/o0NRdva72WcQWRLZCs0A4EeA+WuBCTbzZEjXW69GefsH3ZosQGrjxBPI8DRw9I+SVL2E5MDDgllnVmDocfP8164n7p2ngui/Wvh6deGZmJs6QeKCaxdzxhJg94EyknOGzdI96qZHXyyVLlrjaSKc75stvjfVy6ZVhWewKBnnsfXL2B4AIsDYsMdvEkAilN+HFG9bajynGCL+Um4wdAggYAIrHKHvrUhiZSobG0gt/8bK/3XZ1GpXLRe4YiufIAqybsUfs9ZJYPAWjJkTjrkX25uGYWIYVz3Mw9YnWxQh91UwdPIOdgr7k3wENSjHAwWCI5Y7FTCDv/ut9eZ8EwuQW53qf9F19KPQ3326JQnsC27oPlmtc3kbd/WquMV9+axZywBkJ+ceJEyeKXIdLldngQqQUOeYJu4GBgVaAxstl9DqPGavLrzwmLELnZ22afpqRy/mA17dexI+tSbhXAuZ4JXJ6Ys7LlxZDdL81ZfBLuNa6EWle8D2gp2YvzusQFjNn14YPi0gqX9pMejxa5JfPnUqr8j5qMKfN5ltr7YDRwv20gB/PgYv1hCxXKRZpZobQZilZQwe4ERW8L/fb0s9J5V0NQ6dXm3sdHZiTYs5vaf/7f/9vufbaa+Nn1Gl+6EMfkt///d+XX/3VX5UXX3xRbr75Zjl8+LD85E/+pHzxi1/MSjf++3//73LrrbfKu9/9bunv75cbb7xRfvu3f/sUXM7cAi+r5557rksZrbFw2sCcGk3W2hdLHuA8EWdrlofrovUgz3oybHltaexgH5ybXZKsQbo2qOvtlk6ON0s1MzPjliLVwktOrKSI7c7RPsAWC9Rh9hQzjZYtW+a6UnmlZtPT0/GctVk0bPeAmtrMmyWi7LXPpYivVszn35peXjg9dyr90ssvxGx9zcfqkioGONLLeakDk/qbM380W2PHWNgnat7kLJkExiRQo6bRY23X+wAMSWLRj6Tr2t6unZPfg4Pp79AuRJVjfwG+jF1etMfMGRNIGctBoliiBQ0i9TyYveLHVS6Y42kD7ZC9FdbNlcVnr5xrB30fm/t/VdjXBqEQlvtWzcqcj/PKrvT/1alk6szn35qFEgB1wNiZnp4uAA3kH17ZuUhpf24BEh4oUou2EnGds3D+WJv88frCORdCX6uXa/VSDu9p6lhCyTVNHQ8sssKbkJyLnuB8j+63pj2sF3sGOABilJoriVHjASkW+AAwh3VsEPuo3EuvY/co7uMeWSHjn97UrLw5L2QaJ2crfRyzhzw78VqUpVwrYn85wKgZDn26Re41AKakh9MsE+OI2TxcWpZcvH4q9OlTsR0u77KAGktrifdZ7NE32zZ1fwbG0aNHo73yK4m1a9eKiMg//+f/XN7whjeIiMiqVatERGTlypUiktT4daLgzQQhLEAIxzAYYM2sYJ2229ZhuVJ5j1H3DYMCgxRMidXgjzfYWomNN7vF63upPbeSIC5f6kUM0NuHr133n3WUkFTpmTJ+xpxsWu22CT3r8iYczxbsCHYFse4LM7JmZmYKIA/fBYhVwonkBz/4gYg0/2vf+MY3RETksceaufpHHmlezp566imZSxw5ciTa186X6PW3pk0oGaG3c6mKJWzslRNx2UtbSVev50l9K1/SvXIfr1RLs1cs4EH3wdLJ8QAh2TJUgjgATJArE1Aj96v+EjBmlS/FIEYQnL8KoEl6eVal1XsEVxS7yYs2gMZyB2sTy9bRq2uadW7+3ltlWPxdRdgC2/a+vQI5C/m3ZqHH+eefLyIiF1xwQXyGrOuG5WWXNWLqq1evjpboWHfOOeeISBpXdQ6nNeP0ksd+zbThHM4r79JjsmWuoI/R4eWGmk0skoNdbQxq65wMlHnXYYUF4Hj5KTOHX3rppXjuQ4ea35oXX3xRRET+5m/+RkREDhxoeACf/vSnRSTlJWdydL81rzw84Vu9nsuiWJPGKv3x7L0RWkyYmS5tpVtWeCCSxTQC2GKVJjHDyOuLPpfHkmF7ceuYZGVe6gixALMnrrxW1rmsIe6/vr7Ul1vDuf3yq8UevfzWzAv3q9MVsAW88MILC6G8XgTbPBquBjwslyLdviWi6zk01VyN2hINkfQCj9kSdpvgPlmlZnw+DYR4OjDcf30PvBkh7xirDxyW5TgfwwwV3de22Ts9E+dZmPfCXOJrY9cIEdvlSq/XSZXXp9oMHIfFwIJGgafbtFjDAnJ6eQlN+9iMBcviuQQ48pfemqU5M4C0qK9nTW0xavB3G8tEgwA7x+x9ihf5XmzFvfImUaDRGO2rwR2wexw7dQsUAcsmHgNwKLKIEqhTgFu7n2yO3Wozp0QUqyeAObVSM89Cnp+zfr6eBg5ivRxyxZ9xX/R3I52DmVYliMPhgTnW930u/0cL0RlrMYfW1uEcBUsWfdXsWc+NtFb6XiulwtJjSPP59Lqa2xXO21aKZAFD3pjP2y1tnRqrp7bO2m6VanHfNHjEWobeM1oMjJ0uyvBKbrQl+FrSsUEwSGKJFCMAGCSHpSMF06cs90pADQMbAEPY7juBHOtczR4u+2quIzFZdHuIfVIGzo3yqLVUdpW7WOWMIk8UerMckfGJy8K6RsiYAbI9irnDYA4zguzSs3Wh//Vx/Ba5rQN2eohFzdS55pprRETkn/2zfxZnecDUQfuWLSY7J3DdND7rl1+evWAABNHf3x8TFra87qWuuTZwe4Mt+sClVVrHpq1MR1+r1wd9jdwnL+HSfQTwxtdaY+rwZ75GDZrwTBuWlkAyg37MfqqBLghOcKy+MGMHwbNueh3uGc/w6evnfZixo5k6Tz/9tIiIfP3rXxeRxNSZmCjk9quxUGe0LNFWy54ZkV7YG2Cm9kLsWYK7ltsi0Qrc60MNAPLOr0t6ECVY5LNDvPNkbQTQgxk7/PJvMowcwMdiEVWZOaEtD+AowDVd/kV9MBlGYpfQFYLGlejFqr6XZxLP7TigeSVcOjwdqJo+FNu4a7ZWuu/5/4ZXluXFQv2tWUyxdu1aWb16tYgkpg7ytHXrmhcBsHpWrFgR97n88suzfZHDIa/SkzJc2s5jv57IsCa9RMrcRWv2cO5mlTO1CQwzG1gzddq0CGuaQAw4cR4y1/DyMvTl+PHjMY85evSoiJRMnf37m5fN//bf/puIpDzkTI7ut+b0h8XY8dg3FnjisWs0eOGVdzFjZG0FoPFiXD4Y3Z24Lxa7hcu5GByxgKu2dq2osW5Emmvn+83XXGNIcXj31GqX2T0doNMxdVoDDASRcmaDgRuETgh4EGRxZQ1aYB+8PFv6NSJNAlITu+PghMIr8bGOaZvd6e/vL4AfT+hucnKycKZoExPmc1mhz+slDbX7g23MguGkS5ea4To4cdLXw85VJ8Mo8nSbLNYQ+sRaO/39/QWDi68R164ZTPxMPOtYLZSMdfycuzg51gC/sNZKZDwx21gOFBgkzUvxXWHfJjxQoWGk1M+Ta684AIHBWkHfvHIidu3aJo9EBgsDAiaYAzDlWqHIgRXPol1ECivzaKU+trcQT35szC5Jkq0PN9cx9mTcJwE9tsuWvpZ4H8i2PMVV0c6eAR+PkfWYXOA6TDFYou3PU0lVft/1d8QrwdtB4E3tO81gToyxg0bZlc1mezXdr7p4bWJqaiqOd5hU8yaXZmZmCr0Wb3zVDGFEG3NVgy9ebtULe0X3l9dzrumN0Xod5yicA+hJJWYPedpAvUQvGjsWe9ybxPOYO10s7tDaKYm1kuuzcLkR1m+S/a42DWKjctCySqZ05HbocwM6NsptGdNHRGR4w/ua/geGTtmn1E4UMg7HrJ1YF6710uL6GczBMbdM3Nkcs+HD8W/PDl4zjFK/14V98ns6rDSBkv25rTHEujzjcmkEqEpAqQyPzdMBPikWJagDMOf1r3+9iDSzNEgIoKGDsNyA+KUZM0CWoCwP1EhOMGNRG8y8kiRrQOWXf4upwokAM3T4uiYnJ4uXfK9eur+/PyZgXnkO97tWnsY16EuWLHFnvTh6mf3iezs9PV3UzFtMF/QVjJYaYCViaw3xTJ9ul9vywBb9feQaeQQDQSdOnCiurZekiv83MAPaRRO9lI1oByoGgDymji4D8tgqDJpolkZRPjOWt7HD0MnhF3rrpbxYtz0HUCIgtP1zLjMHNuimfXsIvg7EqFxe2IXHEiWH5ZMFwJwAyMjudzTtBoBsx/bPucBDwZja3Ryzc8s7EkPHYdtkoBTZtXMkZ65Hze1t7XO/0+eHwtK3rLfEq9EGAz343nj6PlqLKbYfhbZzRlnz3asnZ/p/pyu/Wthx7NixONZgDMMYZE1ice7m5Ql6UsYbv1lzp5ar8Pl0WwwAeazuXvqic7AaG1fvq91UrfJu3RerVMwri9KAjSemXGsX+3LO7AFxXSyO8LR1RuRThSNWcmPKAQkACRpY0WK++bYEamgwSCQ5WlnMIIATnkU6Ayv75Iri3JuCHXkJOCWAiK8NwTbjOgrmzMSBrI2RifuykikrAMpslHtNVzGrT5tkvynKrIPZNxvlm4XQtcXi8aIDc8pYlKAOgBWAOppay8GDjB7EvBduPYgxCMIiywg9IPLAWXNxaEsENGjhDbI82Ovr8gZ1y3adwQXuNwvzaVYSM4IsIKUmjMz3xUu8PL0Z/VwZ5OLrmpqacmfVOPHTz8hjRnmfdfB3AaFtyr0SPJ1A1crE9Gf9PbXYO13k4VkvM+OgAXD03355i2X1bLkX6dhmtINIZTblOj4Phxb35Zd9z/moBjJY5UwegFIDVrz+F2VZou3Jw/EAhATMpavN81nnscq9PMFohL4vDOZ4oMiOsc8p0OKubF8u76oJGVtW6bgOZiF5Qs+6He+7YN07BusS6IXrwb29Ku7jlw6m/7MOzFnY8dJLLxXgBcqxrLGTy9495qr+22PDcKm3zm84rLHUY2LzMTo8YKYXhQRP08/qN4MwXk5kRRtbqS28iUpMHHnW710szGhzMdKW5ompk4dnW47jmnZzVo8FUJRgEECLHIjYIyvc0i+EpR2TnJ/s82jQxytfAhA0PtyM75tG9rpi0Lh2uFdpgKgUMqbzhD5a4scIq484zhJn1n3TbXjAEusracCvA3P8WJSgDpg1mAXSCQHCe2nXjBddoy1SgiV6X4+uatVlewOnB6jwOXW7+Dw4OOgydDwWi74er8wLoXVgvPpxhE7UkDxhUOeZJ71kJg0zWzztIb0va9VYgBn6xOKMml1lgX06LMYVh8cmqjGNLKYU3yuvZG52dta1SfX6qPUBcP8BinptLebwwB0L4PDAnAjUKG0XhAd0ICxmRM1C2hIJ9ra7/Qwv41xOZrkwcYmPVd7FYfUpvdAH5glEkIkBMxqAGw1KFYAMO1ypfvcaWp+oEB429HI8BzG+rh1yqAD/eukbCxl74M76sb2+yxj1tbnvNouHoxe9KGb9rK8ANZ7FeRcLNyYnJ+NY1otTUxuTpgbuMDOHx3Wdl3EuxHmf/sz5hZUbefp/tdJ6PmcNiOF2Oefs5VhEDUzzrsO6Vs6XYFryxBO9z9J3Mf+j15fzXXJ71KThkid8RikRAIVx+akIBDGYo8uuRBrAY7PDhuESJR28brMDMG1WoBGCWS1JNyft57FkNo+UTlSlsDOXS5XX5p0n9fFWF0xDoHxKn388LnMBZj7/uFyqrMxz9ys8713yQXWubtxvi0UJ6mAAscqEeqnp5YEfYdU1e7MhnjaNXuexcDzmjtV/fX6PDeMNxnqWp0Zl5j7yNXvXMzs7W1hs8wwZtmuWidcXKzmpMXP0Zw3iafcN6zxTU1PxOFC+vf7Pzs66DB2rHA1Lj9Js3W9+rh4N2hKD9mbxLAFm/n+BMOXhw4elizw84eTH5ILi5bx0LwKT5BEXkOGXc14v4pf4aMZIKWhriwg3ffaYOvmLuwY1PI0e7q8WYvYEmGP7cqUCkKjcZ7unJZOuK+rXoAxo+0HhABATy7kImIE+DtpowKNwDtLziceo62IXM4n38KHsmvW+fExx39X9YiDJY9g8Jhe0Mq90+56deqEFhLKxivCzJabsMXS41Kpj6iyOaJsg0pNA3iSYlWPxPm3OjjoHqJU6IZAHePto9q9XmuWdb3Z2ttVVC6FBF68UzLu3Xntt2zyQaHp62s1pMVGEmAvQ1MXCCWbuIJoXfbBLcjAHAaAgAQifKsqXNhPA4ZU36eDyqKYNG2xBWOLB5T450KFFkdlFi69RgyVc8sXnYx0by6UK18ig1C1yW+n0FVhCIxFYSu3yM/D6htBgzwHFytJ9GVf7dwyd9liUoM7Q0FCxro1Ro4NBHW+Qt4Jf/ms25RxzYeogNHsFfzOQgkTGGkg9Fo91Xi+Z8q5Ngwzom0ednpycdAEI7qsFSCD4nul74iU/FijDoBOX4unztfWb+2YxdWrUbA80ssrVWMybXbWs4GRTi3ovxujlBdN7OW1eYPMX+QQ4tLsk2e2lyEAjsslmUWR9bt4WQQUF0HjsEm6LQQ39N7/I6/PXGEXedbiuXdoNTPJ7GY/xXKrUNj4+sX0I5FEMqTZQKmuXmSzh2QM00vclAWAACPPQbBzvu+OxcfQ2T09JA3IeuBNjLP3pMdNqwuDMAiu3d5o6iyHY0tzLz7QJAMKboJuZmXGdq7yJFitq5g7or1duX2PqMIvYysE4z2ib2NHteUzn2iShl8Pp/nsMc690XO/rSQ50sbiCX9p1CY7negUQgNk3zfHvD8ffm33eVDB2yuDz7ApAigZjPDcn1toRKS3XGUhK+5Y6Ocx40UBHCd4I9SmJEqP9JMBsg1za1p3LozaO3Bn+CqDLhmas3qwEny1HLxHLDn2F684FDaUu5haLEtT5iZ/4CRFJwMrAwEABJvCLrNaB8QY4axBuAzh6GXx5n5qODdeg6+ByK3Z5svrklZb1ImjnuTIhNNCEa3vppZeyvnG5lNVf/rx06dK4v+f0YB3LyVTNWcK77wiLFs7fJQ/ssejVlkYSlm16UJaQMr7v7KbFz2pgYCD77oukWTWeXVssYb1E9vqC2TAj8hf5JIqbl+1okMN7AbaAg15srEVy4EOXKYnYrkyeVk8MYrdo9obH0LEAD2b14LMGB1oBCM9hKetvA6DwtYuke7NzLActokCwAi34PH45U8l0YiDLsvkubdola9cC13z3q9K+HP0twEUKC2Cai6bOtso+WJ/uhw3m6OjAnIUfyAfACuXAmKlLuduYzpZOHPbx3Lb0PlwGjtB5g1cexXmNdS0e+KKBD4+tbZXq18AtHVzipsPTgLSiF0CM+8TusF10IZJKcXQZEACIxFppci+U6+QaOA2Qsks5NIlosKEUDGaAhvVhtM13ai8HaPZRW2tlnWLf5NtY72ezHInXyOcu2Uhl8LWxg1ZzXmYa2cwjDbqkcrE84N6l98W1cR/Y0WqjfDOuY5DOE83uoh6LEtSZyyyABcJYbAzrGM24qIkdc1seu8Qqp0F4zlAWC6cNVND7eXo+1qDeyz4cbfo4fH3WNk62pqam3ASlTatG78OAkgV28TXWxJw5yawxr9rAP91HvoYa3dqjelsgII7FvtCQQnhU9cUW+uWyN4FXm8HRC5jTVs6kt7UxJBoR3rro7s47GqBpx/bPqWux+1+AOVuGinXxPMR0GZWbqi5g2bVuuVoBMXn0wo6JwAbdb820YXAlA1nUsbXwGFIalOL+WiCP9x3YUTCCwjFGKVuKUljaEq3Wx1pOVgwOlYLdpbhyG4NJO8PF63fA0q78anHECy+8ICIil13WOKV5zGGL8cLRxjoRKfUGNaO6rXwJofMmZiBbrpNev3thDZ1MSVWbho/Ob7yw2u+F5e7JA/CxvZaXdbEwwnuBxwu+1nVhxo6Q1o4GB1jHhpkjmiXCZUpeSdUeucIVDeb1a5XOzy1U6pWuLbcrH5m4LzlVVcAbDgZUGGhC7JMrIojlsWSscimAUsMEQunzMUgEcAuAkBQCylfE58ZgmgXieOV5XaTo3spCeABHTeytlySBZ3VqNFY+dy+sHvTbExHW+/bS317br/WpzRlB983riwUytCVt+tq9WSmvNEnPfnnsm9oz9NhV+vvCCR3PFupjmQnFbBurL2333UrA+NpqYBSXHXYU6SY8IKfXffgl12KkeGVSVe2YCPjk9uFsXy7y/7X39TF6VNf5Z/2xtjHYhhhszGInTk3SRvG2IsI2JPlJrSsauVFVYhGjKIqsKiat0z9Cyh+xtCHRSqaqlbZq6hSQWpAitS6xkn7gJFVLPlBslrYkBRqSsMQUY8AOxvEXmPV69/39MXPunPvcc+7Mu97v9zyS9e47c+fOnTuvZ+597nOek3rIyLTk/B09fyxvIOkJxMgpgIq27CECAsJU8+xXPHAUBYqsIyY3YmKDFVIyHXqVdjsO0cIwLC2cqS4bmKaqssii3XR3YkCdhDwF42db9VQRQanZtSSDZP2VgXF1Xi6zy7im1GQ5JessBRZfb1Hfg+X37ck1yXKO2Q1+H1mhvtqCg0V0aMfhefB9y8oRmTAAj0FIJa81vtHGZU3IFgvWQo4kaOoWFDV/wXbGinXjsyZt8DFFZ6Jukl6kHK/SmxcoiIMeQ3XzlCAMkEghUNpoYUAV6RKjUNK8CFvXR8ek3jSPBDLq/hBKRVEZTj2uKYH4OqwsXtwu7Vots2UNeh9wP+skEUO2BUkhLfU6n68vCZHTM6A5kdMMTuoAUH2Ak10Zu21N5BlyxcYKoaozl5PHaAZ6Tc3uNKIDkRu0NCGlcitX2Ja6ejHLkyxbd4zsd6ssrgjJOHsLOUUNDqpk+7FfsJ6cmgqRIxTxt6T95nAfhqnxCmWOFLT8gzoV0t9DbiOKDZIZVurydAJ+wiQ2LFIhysLE6omHXyrK3K6TGUSUECU5UqSOQJGoS1OuhQkFvx3D6DnKZAWw2i3rb0ISIblS5yeUUwbl2mK1oervg0Tgb5QQb4KM4u2pKiZGYsotgPdEhgUmhshwzK5EGSTaX5MtbRs9KNodkzmaYsc9dToXTYga3J7LSFkXsqWFMbVDtmiECZZpsmDG50clcu5Yq31jWfzJ1WORUk3QdMHRMXtwJ91tTtRxIn8n3W1mPrJMeDXc3/cpIpImv8WxA7SaeiE8KoenwKeGSQve/hSUj71pdIJDphEnIKNQHSM9apDEqQghJJFKRRC910ztjnX0UpqlKz02JtewfXF9TE7tKY/9ayL6f2WZMnxuXZFk4c7B+6Ky+LdDR0eROp/85CeJqJpEy3CVOpWDJHDqSAs8hs8hz21lw8rVr/mpWNDCdOpinbUwHr4GnuzXGf/hdcv6LI8a7dxclkmH7u5uUz2lEWR4jZYSS94X69waciaJ8nPu3LkmkWIRiHIAiX2mEUB1mSK03xamIW+iSkJvnU41StbQ1Cg5PsbO7lTUcchUZ6CvSpwanOJ6b+eagYTZvzwhGnDS3sTUlqGlHrfClrTrwjawSkhTjlhKERJl4uu5hTCzlBUeVRwTEw9N0q0nKhjwSModbyl2IlUPZLKqrjFWt0ifHKwXCaB9ez8YqbE0xPdM9/Gxjo37hI99MLp2vpdFuy0y9AQcu93JnA7C6dPFhCE3lrDMlDXPwKbkgSRy8J2MYwA5DmmiFiLSSR5rnCbPjyH4llJH7rMWwbAtuQW6HOrGl7J9DGz/smXLiCg/9nLMDtxPe0wVBhMVvF+qRJBkQM+XgZIk2EhfTdQlTOZU5soU6kBvFyYmeiBkK6rPSNXN0MybGdgGGaqV+NYoyhysB1OYM9hUWfPjwfZV/VX5EqGfjwVN7YRtYnKK1hXk2oHBQ+Iel8cOFmMGSejJ7448OorUsbxw5IvGmkTLkBMsY71gtVAtRm5VCV+KqAjCEBz8W7tGTdWD0IgPKy05EipaH2LbtE+Z3UqDJCGsNNxaG+uuVVNQWf2O/a2pnjRCzDqntV1Kvy2iBn9zOS8gbeVMM00mSn/n/P2tt95S20HUWatqn6V++hL1RdukUgBVA1WoEysODpbHyEluQRzsK9M/axP5JHX0P5QT+DsejNqSSw2OE27NIyX1aeHrKCfRWz+oti+CkrUL/WvwujRPliRN9t4yI9TOqu8szxistyJw9tDhGmVRTBDFxIMVcibbmvjNKB5JvD9tX1mmVOzw70Z6MDESL6Pw26tIEst8O+m3ncdqfZuCofb+dyaEjOUFpIW0WX2oXYt1f+sypDlmJ958800isr0Dm4QMaaRLXXhUbnyA71vcjsdrkAs4VvtzYfd16txciLvWXu38skw77/yxpCVvh0RyzHxYE/c0vKkCh+mgCW8V4lN57Bwww5hic+UeOp3JRhWjl55OwqOC4qfMBMUqE9wv24AZsrRwL1TSYNke4WOD6h5GjhCyziPrQKUPHiPVTgPreoiIaOPgIbVsaMtgpVZKs5hRWR+f38mcdtBRpA5irC+vHEkhj23yQs21C+vTQmLGspJSN+iRAydL8YKx53Pnzq0dHOTCgbANeD5NfVOXIUr+rbUX67dMjrV+s/pF+03U/QaQENLqtQaOOXm1VlfOyFm2haGRRp2IL1FfQtxIpYCmlpCIlTTPxWXZXybxcVH8au6IJ9U5JISQ4d0j/67UE2na7FT9wtBJDHmtFqRaxvSe2Wl7DVlm0FobLaIDVSxaiFFFbMTp2uU908yfizalIXhYL5+7Iv2qY3JpyDXs3npb9Rsyw8iq/rLILUbVLwdpreGpkyjJBImE9wa9euR51wrVTlFvrNyJDcddqdNp4EUGi9xpgtx7vMliWzshSYxcqLI1jswB60OFsDY+sBbkUBWTG7O0Mz7WkLMHIEpT2Ds6G5J8YcIh9daJsUWoQpCIqMKYmLSoVDhImKB/jfS1QZPgoPgZ5Pri8Kx+eiZR1HCIVpXhqiJntJTo3E55vj76tCCmYnIEQ562iP1VG3RyShpKayFfBeJj++mZiKyJr+1I9F3WWfV3TPBpIXhO8NSjo0iduheKVlbbhy/DsRjHWhmotHCXsaySaISKRT5Z19rV1VUbOiSJIGtVCs8nr4vrY6NDDC+SihRUmbBxL9ehKYAYOOjRJNp4/SjnlqbR2HdWRi55HP5OLLJOG4hZaGc1TPa3hVyqVUSnZb/CCSZuJ9KyU9kT+ur4kkQoJ+JSzWNlJGoyMcYU0paqImpfqbZJUnkLcsAiGbBe6X1jedBEJrnS44c0M+XK+NkKU7K8emRIUpIiXAmPSsK59jNZxPcaszQdIiozcln3PsniJdpiqWUkgYVAIlG7HlsVwynD94iyMQmFaptsVq3wu0nbFNRYQFoSnE8qxyzkfHR20R4aorcSRZ1j5oNTjA8NDRGR/s6vI0M0JW9dWYY2psjVYYWAaanU68ZL2thCU+RodWgKbWvcIcek1lh2LApkbT+OW5jMaWIt4Jh9wMk6TvCfojTVtaViYUhzXmlYXCAmQLbQmoQMwWxPG5XwJVTFVFmeKCoriRSpbMF2cp1M+CARhKnBJdlVqYVK36Ay1TiGfkl1D/ZZ1X7d94dI8ccpz7clnK9SLKFiB0m2LXQ6EGBVyvqY5JHtdtSjs2ZlJdAcVpvsaiFOvB1VHkh0yJcxkxVWSJI2iUbFiUUiadLdHBmgmf/lzjs8PGwqRTDlpwZrcCKvg/uM+8kyIRwdHU1e+Ngfsm058kaDrB+vGdOSSqNChpWiUyN30NMpR95ZAyZ5rHWtmgcTEmOWz5EMP2ziMdRJyCkE6vxOisk0TMKBJMmFIu0CJUNok1Cf1KXfliQJpyynnSWhBCa8GiwvGgw5s1KUy7Yxtu1/zDy3GqZjEj4FUI2ze+ttprcNqlckUgLsYHneEoKUkURM0ab4uww1q4yF8f7aHkapCulgWT9F9WvhXRVuKeuqCCdpVFxsK+vLeAElflBBXRYryXbRIdPgmSDDVc6HCn9bmlLHlTuzC3PmzKGrrrqKiCqvFR4nsGKHP1utVjIuqFNS8znkPoYWyjwei2sMOcaoUzRrY4q6UHGNFLFIIm0Mmgsjl9ulgtoa48qxNI6r+V5x6noOs+OsY47OgjWxlybJaUpzfbKvhV8hdB+bODyKyR2phLk/ED0x+YFlK2VKBSZzuCyaLvfSI0JVk2830dNJ9qjewbhfMOxKCytDBQ1DHsvtw3qYPDpASyuiCsgcRrivpWH1nf33JanXtXtetPHTap2OGB1B6qxatYqI2jNw01JD1kFbjalLbamRMhgnji9L+VKuG5Ro5EIduSMHHKhwwfNZxIoEDrJkO6xMSlr/47VgGUm+IGlhxaAztJA2y09IqnqaZqlqAk3pVLciZ12DdUzd7xjVSRqRU5dFrVMgJ8b7jNTLlbKgmoweVkumxMRhWl472Q/nLZU1miIl6yGzM1atWObNmv9O1QbMDFWFoCHxE8qCKmk33UwEIU6YSUmaHjOpUqW+jlVUGAqWU68EMuThRcX328+HshbBhKobLbuWmZI9U6+23Qp7w7aEvt26MklvboWCFQRQgcRLJ/RTvF+77pxfjhXWVpU5WH4eMslQ6/+XY/Zi4cKFiYJXywBKFC/kWGMf7Z3c1G9mvP3jcl47TTx2kKCxiCstxB3RZDGpzhtIwjrfyMiIeTwvErISy9GZsMicHqGkQU8aVrVoJr1oGlyRPHEd8twYkvQUpEon0jJA8b6YoJBKHVa0MOGB56nqXB/adz+obtIQrvVwHCXKHS2EC8vIfYjK36hU8ZS+OTSo9UFBcg30le/6/qNwTPGxsb/qg57EUyiv2CFy8+QcOoLUWbx4cfQ9J+1sEqJlqRrwUyN1rEFJO23QiBos02Tije3VVnAscgvJEWke3NTkt9VqJWUtA0NtdY2hkVK8godyZ8sTSA44cJUOCQ5N/lw3ENPaiwbYciBmKcWa1I/1oTJNK5uDS6Fj5EJAUuNeO7W5FRojyRP0LkGFy679/FJLDZgrwiMmauSE3EpLrn3nFONB1WP4q+B1yPowe5IMl+KQL9yHxxIdFASYrjJB9Y0kRyyyaNvt1X3QPHPkNW/DY+k5M1RO8+hJU44zKZKqnDCkjNVVbByd/Eb2ayqtg2UZO/OXSWAJ35/6lPEc1pWqtNJ+sf9voKeTpy/vHDCRM3/+/ITMwU/5bsPFGGuxKucZM9loJ5SKoal7cqgbj+VU41i2HX/HdhagmNRxhU5nASfn1iRdGifX+c1oyJke8ydmfsqF+8iwLXluK5ypnyoyBwkVVBwV+4u/+Rj00pHHsppnC4SUDZQKnl5QBEkFU6/IcqWhl55OvIX6BuM2sDpnC6h8IgweVa+9CL/iv7Evi+9SseMkTj26Wk1mddMMZ86coaVL7f/AiPXrix/whg0biIhoxYoVRERB2rt48WJasmQJEVH4vPzyy4moCi/i9M0LFiwI29AbBctqacSb+O9gGX6B8gtPSmOxfksZJAkUVNnwJ+4fHh7Ohn7J88gBQV1ImCRa+O8rrrhCLSNVPqi+wfql/JpJHR4scL2WD4wmI8YBjEbM8d8Yeqf1CwJ/Rwztvubk0FbYGOP8+fOhHPcn/5b4O/cT9xuvmJ0+fZpOnjxJRERHjxYP5ldffZWIiAYHi6f7k08+aV6jxOnTp8P/r5kC7VnTZIJphZLsprtNM2XLV0XbhwSLnDDX+ZJo3i5MFGzb+VhUpkm9FpElyZd6xVEa+mSpP/YJ0+M03M1Ws+AxpkHy1pXC7FjPfqWpqsI1lNm6uC8ZucxNyXWI8DHrOEtVlTtnqsJ5zvwtaaSjlW0sCX9TUtVb6iarT4t6dKPkOsyWZ00ngd+Dl112GREVY60rr7ySiIiuu+46IqrCsLgMv0Ovv/566ukpVoN5fMfH8qIek0ULFixIsjxiGzCrZ1dXV/JetdTFTa4x5+9Tt4gix5VIYPF7XI4frCQOOI6Si0yWUien8rYWB+U4k8cVHGb1xhtvEBHR4cMFffvNb36TiIj+5V/+JdcF0wr+rJl49NNfJwbGGOrEkOXqUo5rZI9mFozfLZLIqss6l9ZuIvuacPsBWhqIGcuzRwsJ47CxOmIsJrviMtqxVmiZBVm/dY2u2KnQ5FnTEUod9LXRPEIsozZ86V+8eFE1u9Pqlysq1otbkwqjWTC2rR3kwnYstYksy5N/i1yQx1irR3wMk13a6g7fC8ujp9WyjQrRm2b+/PnhHr3++utRGcsXRjNKlvUhrMEN/l40Tx1LOs39I/19EE1MBzUvHT4W67W8dSTRh78BRwxJ4NRNOrfRg4kaAzP+8GRXEgVJGuuduv+MJI0SQgJUPrv3V94uSOZYXj6yTGhLotZI07c3IXPMcKISUmlTR+bgMRgGRkSmSTHtP5aoeiwD5qiPt+pkDnrsRG0tj5EZz+JjtycEoRXWJQkh9K/RTKzD39BeRvUbkBmndNUXI0feWVnY5HVZ99MyKZf7HDMTPD5jM2R+386bNy+8E7WFD/k5OjoaCAP+tPxlLl68GM7ZVHXdBE38DNtR2GIbJOmCYwcr3Dx3TTn1TV2IvtZuayGKP4eHh5Ox7NmzZ4mo8tR5+eWXzfM4OgfaZP2pYKjLRI2upGFSAAkdCQ4P2tJfmfui+qZv3YeISPeHqSOHmpBHVruLY2OixiKyttDpoNRBMgf7SaZMR0Pk9BgKx2JYGpsgD5Tqm41QhyxbZSKLs2BVBFkVflVH5mjZrzqFzGkHHUHqYJgLQ070c7JSuV2m7rZe+HI7Kl2sMB1t8o/fc+RLO22ykBvQaL41crtcPbJ8a3Ln5Jc9ElpNvG60cCwuywNFXhHKxXtfqv8N10Ok/+bqwuokOWX5AmjttnyVtGuti5W39mvImWR3EuSk0sp2FRM57CEST2o1Q9m6kJVQf1CdCM+eh18qPm+npN6iTTck5ERFMlDZ3ioUKiVzdDM8zR8mNRGuMlnJY+Q+i5CIya74GCQDcqqlROFSXvuu/V9Pzl31D4Q1hf56Lsmqhdcj21YZDOvhb1XY1INJSJmdDevm0H7sBzTYltdnGVxX5MuDZS0nknujG4ETHRaEpSQptfZL8oh/15jaXTNFzhkrO2YOpLIZPy0FLEN+x4Ub9PJrEppuhRBJ9az17h+L15xGoFyKn43WT1a76xTVVnuttiB5ppE7mqqaqFLuuKdOZwPNcTld91F6OoQeMYmByhRUrBTmx7r3DZM58lj0zukX2ZwkZMgQA+tn4kOaCKMXEH6X2bCStoBvzlPi3NwvVRawON06Qypi+glRphxXiCwmubgtW6BfkLCR14IhWbx9oPx+Jz2S3E9sr/xN4O/DSZ0UHRF+9f73v5+IiG64oRgUX3PNNUQUh1qxrJe3sWSXSQEeXCxcuDBMZvkTpbz8OX/+/CSDEr4wtYEAZkdiwgMhBxpWHLmW8QBfrBjHLOvifUg8YPulKgkHB9x+GStPVBAfGLrG/Z2DNTiTbcSwotOnT0dlsK2SHMFr40EnY+7cuQlpo8m1ieL053WDQHmMFWKGdWkZ0BgYgiZXM/l4vr/8ifLos2fPhnCrEyeKCeHx48eJiOj//u//iIhoYIAf0XnMFpmyFgqC26xwkVxGKIZUK1gT+LoJvla28juplDRWyJemqEkIJiChMONUXX2y/bL+1Hg5DQdCEspSpmgKnlx4EbYPj7Har4VIWR47sp2VAXCsbjJThytQQ7f2p2F5sqwGq4zWBiuELSEJlTakPkKp75FFXnr41ewBv1f5nc+f8j24fHnxe+JPHJ/xe/i6664L4fRc9uqrryaiKmSLj5k3b14Yi2BINS4UyU8rw6W1XQOeRx5vLSgy5LvfUuhoXnw49rSSR2ikjrVopbXFGovymGJ4eDiMM3hswsqcp58uJrjf+MY3iIjo+eefV/tgOsKfNeMPnLwT2V46GJYl1SaWz45mFGyZB2vpua2QJ2v7FjqdZJhC0kVeX46Qkd8l6q6V0bfuQxHZJMtg/Voqdobmx8NZrdgImRFUPH2lYXJpoNxPz5jhXBqsUKxOCcPy8CsDuRCW3MuRv9cZwlkEiwQOGqTCo87oTxs0WJJabWVlPI1vm5hO48tehvbggIgHALhCp6lX8DxycMQkEZ/TUuzIcCMk6XDglIs5R8hrzqUsl9tlnegpZJWVdaExsiaHtuLpEdpvsInyqhOgETeW6St+j5URqI5JQ3DqjJc14gDJlVT1QFGb5HnUsCLSiY+QLpzboKTAtggCNCvW0olbJE9EMO3X1UIYLqW1RdYnywZzZFlmP2wAFZSsvwr5QtKCov0FmpM5CUEFhJZGqmHbEDK8yyqTVTvBbyCnwEKlDobGRZnbQur4W0gi562zi/bQEL1FX6I+s72O6QMmdVDxqREfCH7HyXGCRVqgZyCR/S62zqm983FRJhfi3o46qElYfLt1aPty14qwCCfZLzh21sK/0VKASR5eKGL/P0dnwJqM83eZCakuhTkrRTSSICUg1kTbe2iN6aVz5+B9RZtEJqo+IJAw3TcraTTFChoBV6iuD8Ot8Jgqvff3k5ApKxRMpiDHUC0KYVExefQUrQ/XkhJWqcKov1RAseKHySO+/r5SIsT3KqemYuQ8dRwpOorUQcmnfOlYWZcY8oXFgxB+MfHgJEdwYMajXNanuhWbJvHeuX2WF432wrYGPZq6BwcL+In9L5U6eM3oUaOFMWm+PvI7n4OIEnUVK1HGEpamkVHWPZGhYAwrE5dWB4bvabCyjiEppQ1MceCrkUi5czt04KRcU0FgCA5CDW/a+vPymK+b58NJPRI/mnIEJ+VIumghT8l1QFvUcCM+H6h8JPC60YtGmvtaZsQY8rOWTtSqbzRVDypQAm6PzydVVTL1etH+mIDbRScSQsPKJiUJLGw3E1qhbUr4Vz1ZJ8K7ILSsiboH26T1YWpIHROT8e8F+6w53FtnZoBVMpppMH5aCyBIIOSyJmGId3d3d6P3vkRuIS1Xpq5NGtnTRKljHaOVsfqXkRu3Wtcox2s47kCFubxHqJx+9tlniagaj505c8Zsi2P2oW6izuSFptxBr5dc+BWTMEwmaD4uehaq6rtUtyCBZIZ5hfOzh41NWsgU7dhuJnc4VIn74yk6IlQ966P6eoC4ir110J8ohmZwrKmPiKpQKrmP7i6eCX17CnKHs1/h+QYeWEW045movopw+nh0rbksWNJ3R9vfSegoUicHVObgoEEa9dWtoMiXHL5AJaEhyzaR7iK0VZImBndNBzRN/GCa1GmRGFI5wkASJzeAYVghZ/JvK9uFXPFDkss6nyTe6uLoNQII682RaU0GjuMRQYnXYWUac1TQwq8YOcVFk5AaooL4QIImKCMypEhqilsAJ/TSmJYzNh3eqU/+tfAra7Kfy8qEnjGyrJVZKdRTtpF2PpcYRVtqGJmS3CafwBdGkGzWtWDKdAlURqFCRQurs0hASaBZ5tW5TGU59U4CIIW0dO5Wtquqjelvm89d9UPZz9D/tPXntGt//P+oMv3eHpd1zFhYZI6WERTHYajCke/hnB/OpUIjmLQy7dTXtExu4ehSCKBLgdYWGeYtP7VFpV/+8pdElHrq+AKSgyg/Ocf03oyKiGAS472EyIX4pMcX0MKPkICwwpgkOYJhV9W+9cqxxTnRGBkJG1bRaO1FyGN7atQ8UtmUZNUqw9F6SwWT1s8bdwxE9WE/BWPmHf9mtoHJIs961R46mtTRZLlI7mgEAnrEoAon59NSB23lw1JgaO3TQm4YdUZ57YRlYahPV1dXMljDtmjnRdUU9y3Hwcu6cNCH9UkCB6+FFTroETQWSKIG25JDO4O+nNwZ67IUV9rvu532MrjfxzNsbzYgl/WqiYlramYL2YGUiXiY7MNEWfMlYeTScIc2lOmsrRTeWrvrvFK0dluqIbkvZORCRdHOinRAQik18I37cN/WD9I+MsLc9hbqp30ipbeV/co6n0SdH46sP2lvGx49TfyQUHWDJJQMv0JCLEcE1aUpl+2vIwEDcbP/WEKwVeRWTO60k3HOMb3A7xPMIsqQ73x+X2MoD7/TeP/w8LAZ6qQtWKBPHiK3yFa3ODMeJJJWf25bk3Cr8UDd2FRu08bOHF517NixqCxv9/CrzgZO1itFyvow2e8J5EcMmVGJgT4wlo+NPJ7rZX+YO/sL8qJXHGOFalXni5UusXdMQZLcD2bKMdmT+tUQpeQO0XrVSyitT15zqmri79inT4nsVCFUq1TdYJYxmeqdrzUolNb1RNcqzZytrFfy3hfHnA7KLUuZ4yRPh5I6uclp3WRdhtNYihFZB56rLuOA5mEyUYMFbNOl1K959lim0LmBAH+eOnWKiAoTa6KClLFIHCu7mTwn75OG10SVx45GvuX6pemgaix9OjIykgx4LYJMhr1ZBJD2ve43LL87maMjNbutJp8c0qKpQawsQAw5QbbMfHOeNxYBkbZbMT8uiQPMhGS1LzqfzARFBZGCSiIki2RdlnrFSieuARUuIY27UKEkhBWTRWX71+5PDaRTcstW6Ozee1tUb67dSXuNEDe13dzfjNL3Z9/WD1ZklpElTHo+YbusULDDtFw5Pv5t5bJrpWF5MUFTEGgcdlX9n7KgEanuqTP90VT1qyVfwKQRckxgjTcs8+PxbneTY5uMKZoodPCYuvPmymrnrbMAyMEifkZHR+mllwovMgz3ZuNkh4MoDbcaoI9TL2xDtYqWhalSnsSKl6qOmIQo6itDk/qZbIkRGxmvSfbJ+jQfoHAufilDKqqijpi8QTIqLnsk2pakIFfSlaMnUN4MudgXUpeXZFQfFUQNG0gPrLs5qGswDTx/7wNVTz+lfYWEjUU4Sbhyp0JHkjoM+TKzZL6oIJk/f75ZBnHx4sWwImRNyrVVKs0LRfvUwowwHIsxZ84cU51SN7GXsK517ty5ZjYq/C5JGGugxP3NKzdy0MafuNqG6dZlWQYfw87/uRSauRVEvCbrfF1dXQmZhSQUX6tcwawb4OXUNyiDzh2DnjoMabZsDYIxlK3ToKsG0m3y+2GxzTJBjogUQTRI5LJiVZN/m5jhOnCiXamFDpZtlOqhOHtWdW2lsgaUHTK1NpfJtQlDmizVSlEOvVf0bEmS3EACApUph/fHqhkNuQxdgRz5blwW++AwLU+IDktJI5EorkoSR1MnpSbc+u8lRxxqZAySTZZiR95nM9wQ/KEkuVSXTU5T57hiZ3qDlc38PtHCrRBoqMvH8PaenmJiIccSVhp0zVS5bjEmR+TkjIabEldyvGfVqy0EWgt97SiGrWuU/ZMLEWegItgyqD58+HDw0uF9PL5jo2RHZyPnjZKqVGKgUqUgctZExyKaZF6ysm7J4wce2Ficc8cDZVkmSdaX17E6kCKYVh3Pcz+tDteC58b29tF7Q4iWRTBhbtrYayjOyIXhY7IMt58JmiRb2ODR5Br53FXfxfvjTFzry/N8tSwbkzwSVmpzT3k+AaTOF77wBfriF78YbXvXu95FP/3pT4moYOQ/+9nP0r59+2hoaIhuvfVW+spXvkIrVqwY76YEoFEvQ056m67CNAl9kt+bpI2UbdO8e5rUzxiLWZ/1PbdPS+NpDZAscoSoPo0nv/Rlv2DKd/4uyRIOt2LShr/zYILJHR5oyhVAJF8Y2j1CIIGSU9IgtFU1S8ml1WkRbk1i8BHynk2UQuxSMR2fNQwrNKbI8MMvnjjzERIda+mEmSraSssdExcHyzKk7CtJACMlNZMmh6M2xWRORRiQiZTY4Mk5kwBVvyR+OOAdE9cZK6IwgxOa/uaAvjNN0sRryinsXys0SbbPUjJp6c+T8DzDQDlSSMG90X6XVoiZFjZlXVPaZxUpiL93hpWGXmuLpsqZTBJnOj9rZgosb7kcOWKFk2tqXVTuoj9fu2rcycZkt6HpIp+1jaiZEojv2ZtvvpncRx7fnTx5smGrZz/8WaOTO1XGpwKcGQuJiCpzlE1MMCQxgYqWvE9OTLYM7HiFiGzyaCMdCYqTAzVEjSSjtOxZeD0W2WWZOPfTM6HsRiMNulZnpaT53ahNAyKMLAm7gvZyGNaWksi5c/C+0B+o1NlS3l/5G+C/KzPsTydlOh0TstT+nve8h/7jP/6jOolY0f/MZz5DBw4coK997Wu0dOlS+vSnP0233XYbHTx4UKvqkrBo0SIiSifh2sqIZdCWUzkgqZBTQlhhXdrkvWnYlfYStUgS7eVrpU7XzmeRCbxdpiVFmTMeK7+jNNoaaIyMjJjeMTnPIVTF4HeZiSOn2qkDEodaCF47qc3r/I40Uicn0+Zj6lYm8f+Blr1rOmE6PGu0yWXORyT4gwApkoSnKGE0FrQJsZXdqdp+C9H+g9G+ipiICSGN6NgHShGtLVYKcyQo5DmQZNEILYu0CWUULxm8fiwb1V8T9pYYBW/9YFD6IFGjkTDWtVmhcvLvujA02SdNiBpVIaa0W/M/Cuc0CCZZ79oG4XNI8KDyKqfUmWhMh2fNTAaSLlZYlHz3cVgOjlW0UCtLAdTEF6euzWPFWEO95Lnr3uu5Y6QSqG5hsQlydgRWshE2RZZ+lKjAci+dGJ3+rEHFhfxep9iRxA2TDEjm4P4BoaRB4Hl66enEpwZVQqiAOUBLE+8bzFrF6KE1YR9EZhlZtfR05KmhcZrRKqdQ4rZwv+A1I3GjAft0YLD4lP5CHD5neesw5G8AfXcQGhHUKYTPhJA68+bNo5UrVybbT58+TX/7t39Lf//3f0+/+Zu/SUREDz74IP3qr/4qDQwM0MaNG8e9HUTpSz5HAqB0VJIVDFRsWN/nzZtnEihcbxN1TDtSW4vUGRkZaWRyZ7XBGgDIAZk1CMFMX1pad0s1xGXOnTuXDNowvl6GL+GKnmZiLbcTVaoeJDi03wDCCpfKXZu1YtlEWaPJn7G+Jr9zixiTJJL1O5kOq5vT4VkjfUnMjEolDtNy4fPyznJrrDIJhMf+u2lfSa5YoUiospDkj6WmiM1n9ZCbhMwQ6o+EHAGCRU74w7UAUYMkxm66uZrIJ+qkIpSHw3XW7j+UtAVDtvaBEijyn9mvqZp0U+SUbLlBvR5JpFSkHHreVH2a80SS0NLOo6Ip7Bdtssya09CyG5LQQCTitIxXSehaCAFDFdqJpIwVghcTTXqWLc2AfLIInunwrJnJsBSuTdTMSBjwYoym1GFY4eDyfT4e77BcHXXveq1M3cKL3F6nAm7SNm17Ows5VkYyvmccWjUyMpJ46TCZcykLarMRnf6sQaWOJDoYFgnAZMaWwdOJZ46W9pxIV9LgeSzjYQkkkaRHTV2YlKyjF+rjtuG5N9IRRfFT1M9hTeifI82JMZtWzpcIr437+c5AGq1J1E4W8cPlBigluViBZZF2RClBkwu76hQyhzEhpM7g4CCtWrWKFi5cSJs2baJ7772XVq9eTU8++SQNDw/T5s2bQ9l3v/vdtHr1anr88cfNB9LQ0FD00D9z5kyjdvCL34Kc2NbFNTNkRiskCFBtIifGuDplKS+kn0pdeJSWhSmn/kBYA4ImWZO0fajEsdQ3mkLIGtDJgeC5c+eifRaJkUuNaq0W5iTHeK8kgYXtbwdWaFUuDToeK1U9lsLL+s1hPbKs7A9sC5Ol/MmKuKlYbZvKZw36fBClE1WcwK6lE4LMofJ4PZymCDGJYXqYCGKFz3kYMghpqg2rPiQtpPokUWWgl46iyEhSsyvKDouICKSDII3qyJAk/bdoP6aDVz10SkJGI6qiYyHtt3asZh6M3jRWivRY8aIrr/haJRmGBsm5sD3LKBnPK7dbvylNhWaVwfsc/V6M+zqVvjnTZVwzU8HvH1yEQMUOQ4aXIxnA7xzGvHnzar16xjvUqh2/nRy5Y5E5OXKn6XiVyFZMW/tz14PjBRlezuB7dOLEiej7hQsXwkIcJ6h49dVXzXN2MvxZU0CbkPOkHxEIj8HUUrciTgryAkOT+ui9gTjpTTJPrYnrp5SICYRSSaAw8aGlBrfCpCoVzmmTWLofiJQeWpOYGydpwyH8ikRGKzwmEDZ9ZUiV8P2RPj5EFPr5frhmtT7I9CXJHiSjrJAqSdx0mvqmHYw7qbNhwwZ66KGH6F3vehe9+uqr9MUvfpE+8IEP0P/+7//SsWPHqLu7O6SrZqxYsSKkONRw7733JjGmTdCO9FV7WRGlag1t9ch6KUqyCJUhOW+dumxDWoYsvA4GTvhzaCLzbUISYTiaFS7VarVMyW4OTB6ggka2zQq5w7ZIYHubKGnwGDy2yYoXklxN/GzkwNgKiWPINlm/u7qBsHYM18vk6WSTOlP1rNFMkK2U5lomITz+cDLRLhBnMSrVKuBLEibCJalQEAYPRvWREaqkTaKDUkcpaxrecnuVzE1WJqUcLHJHqpDqvIU0c+JQX9lXVjjTWjpBu/ffHNVrtTFSHpVEBhI+WiYqvDZL+SKJN0QSAlZiH21PyEVUaclwOKt+TU1Vl6EsHKOYH2O9FeG0vTxP/QBNEqkaqTpRmE7jmpkKS7XM7xFU18rxE7/v0IuFEx7kzpd75zPqFk+0/U3CmJCw0YilOoVOrt46Amgs19wEcqyFY1wOqZJhV/wpCR6iKsupo4I/ayrIyTsb6PbRx4moMtRl4mSgTEFO/QXZoKXY1lQxRV1HTFPiHkG24HFVmvU1oR4JzWMHM01pnkCoXmGaCrNKae1lYEiYVo7bgiSPNHFGkgjNkGV9qNDhskjmpERThVzonaXQcXKnwriTOh/60IfC3+vXr6cNGzbQmjVr6OGHH05WV5ric5/7HN11113h+5kzZ+j666+vPa4uO49GeDTxs7H8cJoQE5bHTjtlNekunlub6HM9VraCHJBo0giapqbQlwoeEPBqD6cn17x0GNbASRucMJoMrrR+kJ/y2i2ypUn9WIcmwUZoPjlNsnVZ9Vj/n6YqC9ZUPWs0AqeaYOZDSzRiBNNaI/lQIDZVxnolmRGUG6GeuKwWGlZH2BQkSUxwWN4uWl1Wdqpcv1ieLjLDF6Pue2FkfCLal/c9ypMXuF36H9lkjp12XiNz6s7NwPMRHTS9kHKp2q0+1MLRtJTrWh1jLVMpoApVWxMidSIxncY1Mx3WOCnnIYNkgBZOXfe+bmccMpYxSzukzETX004ddcSQVq8EKrBwfCn38z5WjRw9mktU3Jno5GdNLoyGyZstQanDZEh5bP995TFs5Hs6UdBg9iUZ3oQEDCpTtJAkBoYZIbmTI5ikgoaoCNPia0ICaKAktLgPZPargbKvquxRFB0r216X9asypf5+MDdmZY4MncJrDecKxxT7+vrK33Q5MDkwWCl4mPDBULC0LSmJ41mvUkz4bGzZsmV0ww030PPPP0+//du/TRcuXKBTp05FTPPx48fV+FHGggULakOp2oGWKrzpS3xkZMT06NF8bCzlRm6Cb4UV5UiAJt4rdZmmEKOjo6ZqCF/k2qAKSQVsf50iSUIzsn7zzTeJqBroLV68OOzje4SSbIvQamcA1YRQkcosXDG0wtTaPTeeq4n3Td3ALUfEWTL5SzGDHE9M5LPms9RPX6K+aJumGqgmn7q3jlQ7WEoUnjDLya+mJpGf0seFDXu1tNuyjYfFPnOyH8JojtX6vmj+PoGEKv1wDqOxcfAXOkaourGgpWJPvXTSMDIsq/kQ8XWk9cfXimnEaf87g/8RXlsgd/aW33c+ZiqLqmsUdZTknkVGoTEzKaQXI/m9UNp3uZC2imzR25JmLqtISNyG/jtFqOEt5bYyRK4mtflUYTqOa6Y7UK1ct4AmF4pwvMHvfiQSiCoVzxVXXBHVL+utC1+yQpiboJ2yTQiUSyV3mowN8XvTBS6ptuZ7dfbsWSLSjZPZ+JpJnXbGgJ2KTnrWWJNxzRAXyRAmG5hQ6BtMsztZqpanaH0IbcKU3VbGLFlPTnmCx1QhWamKh6jog9RXZn15norMkW0v2vnV6Fw5oin0FYRbbezn9/X3i491PWrIVNGWNEtY3wO3FvXsOATnKVESQyHUbDBO6x5fc4F21DidTOYwJpzUOXfuHP385z+nj3/843TjjTfS/Pnz6dFHH6WPfOQjRET0s5/9jI4cOUKbNm0a93PnUk8jUN5rDSa6u7uTFxEa90rDZEsxghN9hhxw4MCiiSeKtb9JWbxmjezCNnC/DA8PJwSKZb6Lkmq5LUe21CldWLmzfPnycC5+kWGIHEos+w8AAENkSURBVA8KcZDB1yKvgyHDylCdYileZHYIvt4mfj54zTmyxYqVz4XmWX4++FsbGRkxpePcB5wefqoxkc8aSehoE01LiYL+IVrYy1pQkEhYk2Yzdff+5xLlD0NTWdQRKFIpkaSZNtQU8lrVMCXlWnfRIZOg0bxXbB+imPySYUCBTNhbEj07dS+g3Vtvq7yEoD4kIiqiZU8Io2PCI+nb71LYnnj+GKqnXEp2U8GzdWVkyizbohGGFimHxxLdYIaWMTR/nqp+NO7m/xsVyRPUY8HLqDl5s4v20BC9lZCvE4GpHNfMVPDiC4PfG9Y7SJI6TBTwO5QVHldffTURFe9vrt8K2apb/JDIKW4ZFhFElL7jc2paPNdYwsUstU2O1BmLmoc/ZfYq7vfTp4uJGodUoSrn/Pnz4e+XX3659pyOAp30rGlnAs+qFT4mEDaDlRoHvV1S5Q5F+6N6DILmKL1I968rQr2YAEJD4woVcVOFHsXA8KstimcQlpF1WKqb4GdTEivctj4R3hX6p/8Q1FH24eAziVIpkEasvuk/Wh1TpnZP2lA2GEPCJPieW0bJd9Ld5u/CyZwKXa1L1YoC/uRP/oQ+/OEP05o1a+iVV16he+65h/7nf/6Hnn32Wbr66qvpD//wD+mb3/wmPfTQQ7RkyRL64z/+YyIiOnRI9wfQcObMmWwsNYPlhTfcUAxKr732WiIiWrJkCRFRYLqXLl1Kl19+ORFVqzsc0sOfTA5Itps9XXhyi0qGhQsXhoGLZVaHE+Surq6EXMmhLuRLxqljfRqJI7dLpQ5+8gubSRGi1LwQ28jga5aDPGvApRE/lvKF+/Cyyy5T75cED0BkBi0kJyxSp6ury8yIhQOyOXPmJNdkDfjk7wd/NzhQlb8jVELhYIohr5X7nvud7yN/cv+cO3cukGWvv/569Pnaa68REdFPfvITIiJ64YUX1D5hnD59OvzfGw9M9bNGUw1U23TSIcpmZITpMOSxVsagan+a9YqR87GpCyuS5JGZPtxQkGghVVZbNO8YS/UhQ8y0fdp3qe7RUqRr7dHazSQaesaspRON7jnWZ503l4HLIoJkubCtVAfRzthvQfMasjJOyTbX3eOch1I4j0EIyWto0oc5wme2PWtmI/g9iO9dzXOP373Llxe/p8suu4yIiN75zoJQ/pVf+ZUw3rvmmmuIiOjKK68kIqKrrrqKiKrxSXd3d/hbZsyUQI+8efPmNfahk/twjNLEP8fyIGRIsstauNEWw6yy2njTWpDjMQSPEy5evBiUUa+8UkzoeLzAC2dMyL3++uv0i1/8goiIvve97xER0UsvvZRc/0yDP2smBzITFpH0oInDjiqlyqcTZQt61eQyWVlmyE/R+iSLlhVSJb9bnjQcXiQ9gtB82PICktut8KW6UCu8NqLYPycxOS7VOP07/i2qX7ab1VJMeuG1M1ISrIJG1Fjmydb32YYmz5pxV+ocPXqU7rjjDnr99dfp6quvpve///00MDAQVlT+4i/+gubMmUMf+chHaGhoiG699Vb6yle+Mt7NUNFUhqpBriZZqTLxJZ8jZZCYkJN0NJ6zwl7kcXXbR0dHa1Oaa3XVkUWMoaGhZIBkETXy+rRQOK1+mZId62PijfvnwoULoR4efKAChQcaPKBsxxem1WqFwQ0O/nLI3Uci3Z9II4nkdbQTOtgOmqxMTsR528F0etZYYSIMbXtiJru3lE+XE/AofKlUhuyjGLksUgye2O/amZrX2kRK3N5t+x9LJupp2E4KnOQnBsdCaWSeW/F2qYOWxt3K6qQZ9ZrmxEmok0AIVasLTbq7lvxjSANmDquz+kMjvViNhKSgPG/qyxT3/1jMrbOZsoSpN9aRElVxu/U+nPhQrOn0rJktQNPjHCzPOjaHve6668JCBb+bcQFKkhhWkouxhFtpqDteG3NankI5Amgs52kHloJakjyszLEWB+VCFN8jzmTqSOHPGh2Wf0pF9qAHzleJfXeYZAheLqDUIUrDidJ03BUx1FcqdTiciH1tDoDZslQGWSqVfvAIIlqjevIU9cTkSEwWLY36wcqKpZE7TOYgySLDp4KqZ8dA3KaS9BkYXF0ZJQ/G9XP/3A/p1fuUULMcIYP76r53IsZdqTMZGKtShx+KvHLDSp0rrrgisF+WUkcqJ5AIwLAjmfKZFR18jBVCJAkhVMXkpLtNSRe56mWtAOExw8PDZhgaGhdK1Q1fM6pL8Kc2PDxcS/zgAE1u43vDXjqyr62VMmwvK3mk8ob/xmNRYSO3MazMX/I4LIP7586dG9qAhpDYL5q8Gge3jOHhYbNfUanDg64zZ84kSh1OVcqfzz77LBFNvlJnMqA9azTCBieY6SS08ryxQmpyoVBNsw41MaGV52vH7JihpgCnlCShrT9P0nqHOiAVuFSX1Pm0aKFDdVm2JKlTa3qcqS+nVEEiAkO0tPNYUBUucP1WKB7tf6ep6GrSfuuYXBlUE2l+RWPpB4bmqWMRp0Sz51njiLFixQoioqCs5nf/29/+dnrXu95FRERr1hQr1azq4fEel124cGGi5OV3L753Ge0qdVC93YQsskKqcuoby/tGbscxlpV8QVtU4nECf+exBS+KnTt3LpByPGbgfazU4fTZJ0+epBdfLCZujzzySFTvTIY/a8YP7SgtNJ8dolipYhEZmvkxA4kT7buloEEiiMmMp2i9mWI89bMRbQGVjKYAQtUQXnsgZvpK8+L+oxXJAmFkDK7z/r5PJaFZfes+FJVlYqufnlGIsBhIbMn2u+lxPaZEqTOdYHnRaIoPy8sFX4hykm69dJnEmDdvXkKgWL4nuVSXFnDSLo/R2qYZOUtoKhncZq1+Xbx4MRAC/OLngQ1mq+JUl2fOnInirWW9SL6cP38+kHAsq+aXEg/weP/ixYuTeH3uKx60MSEkQ5dQYYS+PJYiS0LzqtF8k2QZ7Zg6A2b527WUP9rvv47DbRLyh22bCQZ84wFLGaB76qAhbWEAu21/NdnWzIiLOqqJMZepJsdlPZmU1bnwp7jdJ4K/DKt4qhAcnTTC9snzVCnCyz7Y//XEaDjUo1wrwzLUlZN4JoVYOWOFEGnkCAMVOvJ66kys830bZypLibcUOVIuEGB87v1Qb5Ky/kGTZGmSYj4xgxbnR6VSdTwbHO+JrkeSdVg/Ig4Fi/+PVb939uexfawcsxeW5+HQ0BCdPHmSiKp3PZMLPC6RRrJW+Dsfy+MRPs/8+fOjxTqiagxhLSDJbTkfvaaqIG18gONLTVljhVmhkobLXbhwIdnH4zQuw98vXryYnBvHcHKMd/jw4ejcDodEOxN4y4Ml9reJw6uQdJBKFMsQeQv6z9AR04w4bWOlCErIHD536UnDBA5tI+ovU4r3Dt5XHm0TNki2MAGExtFMzvTS04HMsUyQJdGEpspM4jCkX5FlTM31o/fQAP1u+Hu2h05NFma1Uucd73gHERWrOETVKg9P/jVPHf60PHXmzZsXXuroq4Kx4YsWLQovdS5rxVRLRUbTF56WEcoisiQB1CTUiUj31OEXtDTK4+9M2iBBw995P8t1X3vttbByMzDACfJsvOc97yEiop6e4iHFgzS8n5dddlmIued+50++j3yv+FNTx2BolYyvZ1gEj7yfluIHIQd33E5U6nB/y98IGk1aBpEyhM0apOE91JQ6PHhmcu6nP/1p9Glhtq1oSTKgUmcUQKWOnEzXTXKbTLSt/TK7lravaJuefUurP+uNUuMho6fC1g18tcm/VZ+mMLL8iNpRg2gYi3oIgQRL7rjUP+fuhHRCaL+fuv5uJ6uZrFfLniXRxOy7akvqE9WOMgrhSp3ZD1bfoKL6+uuvp+uuu46IqsUevv/8nccHl19+eXI8hl/j+1eSOqjkxfe5HEtYpA5Dhk/X+e1IcqZOqaMt/ljkDiq4paIXSR0+lomy8+fPhzEJj+tYmcPjBh4vvPbaa/SDH/yAiCiQO7MB/qyZXFhKDvTcIUoJlCrsB8iYvh5h+FsAlTraPoZWRkIqVMw2CVKmSaYp+V1tC6cVL1eRmCg6QEsrAqkkaMK1roP3+uDRSOGjtaVR/5QkEbcBTZA1OLmTouOVOow6JcNEeYPIlOaMOg5NtkUqfqw6cABgqW8kLNUQ7m+i8EAiQQJVOCzPlaSPpjZqCiQ6uN45c+Yk8mck4DRii8tYfjbyWlHV006mtfFKZc51Weduwtfm7p9j7LAnv2m6aSvr0zZ6zlR3pPXb5AiGOmnnZljhWCG0hyq1hpWCXFOihHqAtJCKIMsQmERYUVH/g8kkf1cb5E2d79E2ejBR8Wip6WVb+RrkNXL/YNryXXQo03eYzSvNOmZfV/U7QlIr8ckJae+3ExmhWpoBs6WgsX7vluly1Ja6CzOuY6rTmjsmH7nQcct3h9/RPE548803k324eNekDfj9UseTTY9rZx02l/0qd34tjMtqi+WLqKmpMAOaw9EEkshBEocNhqlUfEg1iOadUxwDZsX7epIymAkqR9xshNTgTF5IcgYJmS1AMGEmLQkM1RoQBBQSMkF9w742/XEdaruB5InARo4ludPXHx+reQWhaXNv/33l9gJPCe+hJl46juboCFJnPJFT0eSM7TAMCE2Fc2Z46K2jrb60A+tc2sTe8sPRzAettPCWNFhmzmoHmAFKg0VuWfHkc+fONcOrcuFR7cTMN0Wr1QrXaN0reT4rDDD3u0HDZa0NDMv7x/reaVhLJxKCQDPq5e2W4bCWihwn/zhJxhCl3XTQJGa0UBxL0ZKEVO3/ehLCY5IwUEeBOHzsMBAJRR/qxExIo62YRadp23UyRpIjGMqD2Efbk/uJYXV83ijL1M44tbvV/0Tpva7LIlW0y8qCVZYp1Tf79mtEUhpixtt3G7+tqt3VbyFVoMXt1X5jVphbTn2DyjeNgOO2YFnH7IW1+JBbgML3oTZmqkuikSNHcuO+OgII/861ZbxQl1wj137tWBwLom+fDMdyUsfRDrSQnFSRo3uy9NCaJNvVAcjuxITNxsFDCWkTCBklk1PlAxOTRpovDiOXfYpIUcnIfVS0gckiiUDWlIQMZvrCcgPrbg4Dj4F9QOb0pecJ5tL9sbIoOX/U3qJfmPjpLbfzPXuq/N5Hnza9kRxjw6wmdXAAYElgtYmtVUaqK7h+NAaWGRUsmayV2SoXa51TU1jePRoBYpEt2goLvqAxU4UW2oNmyvjSvxR1jgTWo7UFPYBYwaP9NtALKGeQjLB8lSTqCCCNrMPfibYqZpkpa/U2hTw//q4R7SiOZhM0pYDl76GpLVIvlBSWN0pKDPFkOyUOKlIEzGa33pZm4DLaqKl8UlVJmko9ndDHpABDZmzC+tK23ZJ4CmEoD6o/ctmSeHvk2WOoeczwq52PJZnJAtmw9+ehTLUvb2xd3Xc7RC7pLyUzV0I+acovyK7FyIU6WcSeRtTgPdHCrtJ2x4SNfs8uLbTOMfNghQy9+eabJrlgjW+Iqvc0K3QsD0XpSYj72lnkyJW13tuWT2ITtFNW9kud+kaOr9BUmcdR6K1z+PDhkFzB4WgCjcxhcCpw3p4Lv2JvnYEHNhZfd7xSfBfKmoGSvAlKl74iHEojajAVOip1WEnD2/vovVUYUzlQ4POEYwerujC8ius90C+IGQslQYPZqfh8NHgoEDQhRGtd3DZphszHobKIyR1pJG2lKMfU73zMnXS3GT7H99fRHmY1qTOe4JecDOOpW7khSifjlvJCI40YTSbl1oAgp7iw2i8HR1Z4jvbixm14Xm2Vpp1BR536Rg5ErKxavL1JCnO8jnbSlktY4Va5MLi6TBhye44cQmAfetjV2KF56liki5Y2G8kcLXwHlTi0tSAIeAKf82tJSZKYoNi2/7HUk6ac4IcQq0aEk26qXLRfT/WO/aSmYkfiI/jAHCRChVHZL2uB2NCIGtynEThVmFV836xwpgIHy89D0b7dO+MU3jJ1d9W2OARPpi3HfqjzV9q39YPm70NTBlnEnmbEjEQPkk74m5DEYXWMHnYlib30PCkh5+FXnQdLbSPHFkj8MOQx/N7DrKRWeJckdXLJKCxoCh3te1O0E1JVR3JpsMaK2vjDCrfiPmayZ2hoyA2SHWOCnPxbYDIAQ38ivFSOwZnAET4zSIYwmKgIRM66HhrYFh+fZIQKPjTCW4ZXfVhRg8eUGNjWQ1v6mUgpyJ2BfXFbBgYrIiUch1m6jMxZA303i/CwNOyMSKiS1t2cmBuX0Vdhu/QEwnYhOYWhZ0fp0gyS3Vw5RUeQOlaKcLnSUkdwSDIHfVSsgcCcOXPMejEkhuvSFDXjLce1CAPNMNl6uTdpGxIGqGK5ePFio2xLdcjJqpGUQqUO39eRkREz7MpaodNgDd40WPdBk2ZrIWBNz6P1cZOwK0cecmKP4TmMirSoQn6qyWicJUnL3MR+ONtYRVGSLEgCSJJEU8wQ6QqJhBTaHx8jy6EaA8+NGbpIeN/wtR620nELryH0yZEhYPwdFScWQWZlU4rqVXxzLJWK7cdzs3ovirLpSp9GahGlyqhddCghTuo8diRZZx2jKWqsa9YUQHbmM/iN7H/M9NnB80liLxdGZ2EX7aEheou+RH1mGcfMhpXUQSKnzOHvuXBmLMufmpraOm/dWKHJOGG8w5rrrrlJWJrWp6jeQeUOf47HWM/RGRivtNZMIgRj3v54O2OAVkfpx4kqhQ6qcvoHvxUUM6zmCYQNmC1HihowJSYOawIyZkv/6TTlenns/X1l1qp+oSYC5Q969IQwMlAKyXoDSrIrkEmDR6tQM0h/jlm3ZFp0DG+zyJ1LhZM5KWY1qVP3EsnFDrdjgJt7ydfFS+d8cppMsK2yuWvXBjkW+IVskTgYYiXLWlJprf1N0HRQcPHixcZ9KIkmi9SR9RIVxBCGZuEgrgkB1A4xY60S5mLzm4SLIXL3qkm9nQjp72GpKKIJbKkq4Yl7msJbGN6WZIUVrqOFMWmGy0X9sUJCI2qsVN60dSXt3q+3E1Ug+1Tvm5i00K6rzkdFoq4fNKVHU2WHbAcqiyylUUFkcchQ3txay4AWzgeqmSjjVCD4Hovq0xRS3M+WCkf2j6XWYuD5JJpmLON2SViKsqJsRYLGx9jkjit3Zj9Q7SvHJfju0kKF5HdZtm6Ro12fnCb1WGVy7/i6Oi4F7Vxrbrxn9b+rgh1NgZP1JkodDRzCw2nPg5dLSUTcWaYM30hLA3kjU4sTUaKwGVjXEwgMDM1KyIvBKlMUEx1cvyRB5PaBbVW9HHYV2oDhUf1HhYFx7AEkw7mIiAZKQqufnklIo0AsQZs20pHKN4ivn6+jLINKIFkvkjdMEDGVdD/tcU+dccasTmnOqa/XrVtHRFVK87e97W1EFKe+XLRoERFVKc05xpo/WdGxcOHCJLU1f2reK5xaG2O2cyku8WVoDRZkWQS+YDWfGSyLg57h4eFA6rCpMaYpl/u5jMwyQVRlveJUl/z95MmTdPRo8d97cJCt2m1winpOXXr11VcTUZWqVKYpXbx4MRGl9xFT1XPfLlq0KNxHTEOPnknz589P1F5WelNJ6nD9OFhD4qerqytKtU5U3Rvub/nfltuHxoT4XasH7yNnLON7KVOac2pSvo+c4pzv3Y9//GPKYbam/pSEQS6jElGsSEGg0iWX6hkh99f5tcjzWWQL1ltcSz4luh4+xaqdg9k25UiGOuKpaBv2cxruZqGJN1JTjx25zYIk0xBayBPeTyRscuRIrp18rBUKpnkamdm0UBklCKimaeVlGKNFkmr3Vbt/s/VZ4yhwzTXXEFH1zl+0aBH92q/9GhERXXXVVURUjb2uvPJKIqIwJli0aFEY73EZ/uTt/P6VYwCZ3pyoejfju3/evHmJLx+OGRldXV3Jwh4uDOH+Jgt2cvyHRAwSWfgpFdQ8lsMQeh7bvfHGG3T6dDFx43HBL3/5SyKqxgs8xvvhD39IL7/8stn2mQp/1kwPMDmAyhqiVA2T7F93M9HdxW98444BvYwwUkaz4KDYAaUOPbCq+NzxijANjpUvqLChdT0VoQTePAnhRIIAglTm0thZ1rGFTifeNlYWrI10xCah8FhanRhT471AkucovehqmzbQ8SnNxxK/W6cGuXjxYnjhW8j5quB3JAHkS95S9TA0Ps6KI28nBEcjAywpsxwo4OChTqnTarUCidAEaIzM9Wny3rp7b62KacdqfkdNlV05I8R2UOfJpEHzWWrahnb+77STzr1TgMoOVhxkU2+HiXw8oc1Bm0RbGbOQMKD9x0yFC9cniQPL04W/a2RSIFlEZiatTVr7mGBSU7TvjzNNoekuKj00NZXlsROdC8rkyAWL2EC1jBZmlJBe5fURPWgSYVbIU444xL6U5RLFGCiD9tF20a+xf1ASSiXIQSTcEJLIsfx2ZLYuWaejM2GNR4jssO9c1tBcfbzf8i3MZb2qC7+Sx1vvdlRJa3YB7SiB8Ly5cpoyR2ubdjzv44UjV+o4xgpNqWMpPBIPHAWoqNk4eIgGdqzOlmHC4gAtDSQOh0EhsRKIjh1lZet6gnIGs2wFhQubFW+jhMwJKMmW/v7KtJjVPKENsD4u283HBJNjPudgfB5J1CA5xEQVk1+8XUttzkCFjvQ7su6jkz1jw6wmdRjthDNdygQVX/I5A1xsUxPpbi61tFWmCdGRG9CwYsPy0pHSWiRzMDRLM9I7e/as2iYNdYMC7Vqte85EEBN0Wjn03dHuEd7HXNheHVmXkz1jCnIZ3980LE0qu+r+L0iZuzVIZnRCrPxnqT/x6sipQCxCJgqngcmu5gtjESiyjHZs0b50sk9EgjCoslElqg8lbKdSEsXkTVXmlrKNnE3qhNk+LeSM/0YPF1QIFenVHyz35dNxyz62wruqdPB3J/uwjOaRZB2LpJRGelW/ofheaeRGOLfhH0RK2d0PX1/Ud/tLUVn5u0LPG7xnVbsrUgZJo1x4F5JpuWPqFG+MdsLpHLMPGqnRTiKIukWL3Hu8SViURbowcos9TULGm5I6WlnrPLmxAY5v5PjPCrfncQMredwk2TFWaBN83MYhVjIrFhI7VXamglQIvjCskjG2EVGUHYuNi7FMFsE8uaQ2ghonLrax/1BQx8jwLSKRTUsog5LsXEDUYBtl+FUVUhaPAeT3JIxrx/8ryxQ2Aqw0OkovBrKm+mRlzppQRl5PL6VwMufSMKtJnbrJaN32OjQhZLRVllwdTYzzcuaATbdLIBmDbZd/W+Z3MvW1FcuOypqLFy8GqW4TsKqHV35y2bAsiTEaJjNGRkbMfZo6SZNR18HKcKaF2dVlTRuLX85Y0GR1jUPZZjMkoaOZt2pmu0R62BSmIWckabLFxNkiibSJslVPVV8VCsah2ruCEsIggugWO9QmnOfBcn+K1N8nzuq1i/aY6hXtWtFMGYET/lzIVu74JuFbDOwfq62HaXkSQpVD7ndBZGe4IiLadvt5tU7ZRiv8CjOh1YWVybZqZCBm3gqKMWKPqa9nPIti5FLUO2Y/cipUHHNp4xosi4s8eB45BsB3fxN/O3nu3H6tLLahHQ8+/Ft+z2UHa6p0ln9b4z8O1XJSx9EuZHYjyzyZtzNhIMsFw9/yO6bWZkiiA1N2a0bAiXqFCRs+bz+n+y4xeJQ29oPqpj9Og85kzwCtrjJkIWm0DoghAfTFscKmJNC0Gesi0vrhq8U1cor0Ej20ptYImUk2LfW5kznjg1lN6ljS0VxYUF34UpOVGxlaVacSwhe1FuJjfWrnxOuQL1pNXaO1RRI3uA2Plf4trO5AHx7Lr4VXcJqCCSCuj8/Hn+ybMzQ0pJI2sr1IrAwPD6sZyGRZ7TeA90/7/Vj+SbKMPE8TUkaSPNbvYyxZr9o5d6cCJ/xyUomeLmnIT+phIk1xi3rT9OSsgrHIo7h9ee8bGVbDE27TuDe0pXrhIsmA27VrS0PCuOzBsi55zli9gnVpbcBrTfulPpRNC6WqwubiAQdeR3G+E7BPN5TeR9tDlrHdkAEN1VBF3Ywqq1jc7tRzKAlZM3xyivPFhFsVApZm88rXI9od0s+/0yS7mpBFSNhYqp+iTZ79qlOAIeKtVivxf8FxHh8zd+7cWn9BLVzeWoxhyPEVl8WFIm28Z4WC5xbq6pJdaEoavEY8Vl67NQ7GRb3R0VHTw89aUHM4mkJO9JtO+rVU5oGYwKxSJZDkicoCSTKAGaOoCn3CjFDBL+fhFUS3x8cENcy+ePtGOlL57pTZrlDdwwQRhnJF9YKxcYXUVwjDxmT/yBA17RpDSBg9Y5I5TLhtCYqdAvKeenry8cGsJnXaeYlYL/MmaEdF0cT8uJ1jcmoV6xjLMA/rlC9s/kTDZM2QD1U8SATx4IsNeNuF5vmD14UDCiusjtvS3d0dyuJqXU6WXEdwtHOMtlKWy57FddWROdpvuh3vpVw7OxlayA2SALvBe2UXHVIMheMychKN6hoySQuuK00NjpDqEFRPVNfGk/dKeVGXvhqP3UbPmZmbQluA+MDj8dr4GCSLEFZKbA3Y77nsV1aackmkWKnfGUUoGJIfpJaV9eI9RwVMSpjJc1rp1u1MXKrhdtlezoSGCP1SXs9herDKtmaok2KC7hbSgNculTqu2Ok8oBoE/yayQ8blWCWXGavu3LgIk3t/W+FXo6Ojpnq7HWUOLipp47+6/pHQ+lc7ZmRkRE3KQUSJX6IrdRwTAUuxI/cRfZ+IlGxPpJAjIsyKSFHL9PUoGbGK92FvmU0rSRV++zWVf035wg5pyTHMS7QlMUHmMoK4ScyTmQDC6yhJmC2Dz1QKIgCqhqivJ7STyZ1AgAkypyk4NG4jFWofqarC++jkztgwq0kdK2a4HaAKRKvXCqvp6uqqNcrLhV3l5LHWMbn4bCZDrBUhNCImsgkNbaXI8s5BZQ1/f+2115LzNYEW+oVtqZMYW4MWeQwSQTIUyspkNV6oM09kyEGhldI8RxTm+gGP7QTvnLFgm5i4JoaxSkgSqnhQBaKpelDNY3ntbCNtsh+fD88j60FoBItFHlhkDJGdhlu2AQ16WSlSlanUK5YvUVVX84l+zjDZql/bXhciF5N1JUANg8j55WD/c52S8LBC5XZBm4gMEgeORXWNlZVNU1XVKXOK+28N5OL7XZf9yjG7ge8imbHJClvKEUAITf1qjYXa9cSRZbRFGaus/G6Nx7SxnbXoYyl8NUNpiyCTYy2rflfoOMYT1qQfSYEeWhPIg156hIhs8+RIucNeNKxECeqYcsGiPyVZWMXC6b+D941QBvUOlm3oL9qQqINE1qqkfm6fotAJ4VWlNw+GXeF5DtDSxDw5KJlE2nMior59PYnKBv19ZCatO6GfWXHE6in2PTpQtiUXVucYG2Y1qYMv/jrVA1EaVoRhPEQVqYATe0YunplfujlZbi6rgtwur88aGMiXsFWmSWpLSxUjiRpMg2nJb9kThz/bBa8AWWF0sq2aOTORnWJUtp/TmyKkpNn6TWnhUXjfkDRqos7J7RuLgia3WoftcoWOjn20vbH3ylo6kah6ciaz7Uz2GehXk/PusSbwqOA5TMsT5YmVrUpT1KByRgufypk0y+vKXVsOFtHTxDCZElJEV2LJ462wI5l23gpj0vyUuIwVclbVuScps3tvSZTtPBa1ZV8U5hXXtyu55kNJO3fBuQnUOPJ3Y4UkMnIZyppkJnN0DngMIMc0uKjUJCTJev/h2KKrqyu8r/EYDNuW4Vd1hI2W7RR99LD9ufewNv6rM5DOvd9xYU4LacMQfYvccTjGA9akX5I5DPRuwUxNwXCYKKhvWNkyAJmmJDmiKnyIAjGD5sK99HRIYW5CqH7Qs4c/mTSR19PEOwcRpU8n4Y9Tfj8gPHaYoLkfzJS5nyTJw2Urs+mC5KrC3yoTayKiXn+Hjzs6gtSxvGOaeI9ok36ERepoL1REzlPHInW09lrXZPnnEKXkCEO+wDFemo/RPHWYpGFShEO12CjvzJkzRER0/PjxpC3tgI+/5ppriIhoyZIl0Xnnz58f2okDLuwXHJDw8bIsQ94bLQuV/C73W0ouS+WTU9YgIdRqtdpSCTXN+iH7xxqUacouR4xcWvI6FYUGiwzQz3ew3KarfWjrykQNg0QNT85zRFMupKoyRkZCJfaSKf6OQ7UwbbkkFDA7lEYQyGOtbXGbKOxHgqc6hsODyu97S5PfnV+Pjpft1f1fdEJPy+JlpSFHHxvtNxFIup1pdjSsz1LdpFnO7BCztftjtVWRqSzO6GWRmYVZdnzN7Siu3FOnc4Dv7QULFiTvLgwD4vd6d3d3sgDE+7g+/s6QSh1cfNHGijiuw+9yOy7uWEpqbbGwzktRLipZYx8cJ8vw9Tr1tZb1tMlim8MxXtDIHKKCQMB9SYpwYThsqVcYMnU4hm8xEjImZLESXjMQtpT4/AweqciikMmqOIZJk4hMKlfgBvpL4qcMAUPVUAShCpJtwLCxjYOHAjE2MBgTYpopchX6Fvc3b2elDn/XPHUYrtgZG2Y1qdPUTK5dtDOJbuq3o6k0msh6m4TNMDTzZLmdSRH5EsaXe07Vg0SPpdA5dixeLW4XSBrx5+LFi8P5cCDDn9pgjfdb+xjyHln1tYN2vJiwTeO9+uWraWOHzNzEsCbIRHaYi/Y9JQRuIA1aGI1l1BvqF0bJibfO/vj/aC4MiFGpQ3LtPxj2WddQqTxYhYNhRs81JmguVemBx2Eqc9r5zrKug+KYop+t34DsE1Q5JW3cexvt2qkrl5DckeocVGthJjHtd2SFz2nKLkstpKmtLNUN9o9UMFneOtp9bCdDmWN2oYlqRRsHWu9RJCBy6llUW8vzWYpaXJSR4Veyfbm2aZ5AiFzZXLgVfm9S1qoXx5MOx2RAqkGQ6KnIkNgQeAudDkTDQDAn1pUvA7Q6Oq44Z5wxawDSlx+gpQnhg1m1ZCat4KUDih9GRKxASNb9oI5BD5zkbwG8rgO0NBBJIaTs4YIk33h7eryVXYyBSp076e5A3jiJMz6Y1aQOGrXlXi6XQvg0GVjUqTLk9qax1do2y7ROgl+2Vl2SCLHIHDxGhl9ZZA7ej0uFZfAsz437cJWKy+UGVwipjmlqaKzBMkKU57V8cnJox/umHVLQoUMjB6yJK1FmIpwx30UiyFKBaOSLdYw0Va6uxfbFsZCoNRpkwWqCvP+Obm5skTzthOpoZa2MZ1W2MzvlO16PLGOFmoXfxM6vJ/Vh1rFcn9ZlEouNmJvfm7rfjbye1OhZV6JpBtVYh/TWcYNkhyQbUEWMZeQ7DYkIPoaTJOTUMVb4tFZ/E5+7pobITd7JTawAcMypKYIsogbbrJFGl5J0xOGwgF46qOzAck0gSR72jLmzv1C6oP+OZmyMKptA1IDB8cADG4n2lHOEklBBMieEdEnPHg7nopIkurv4PzWw45VwjGX6bGX60oBeOJKUYbVRCEu7/X3lnthTRyp2JClElHrqSDPrtC1ulHwpmNWkTo7YQLQzEbZerk3SnjOs0Kp21DgaLHJKqxdXo/CYkZERc6UG04mPjIwkWanQGJnDr8YLHNbFgzk5qNCyc2EZopiMsVas8L6OjIwk9w/j63PqG+u3wBhv3xzGWOXPTcmuTkUT01bpJ1KXRUpT8tSlQbfMkHPYRs8lqp5grqz45OBEPufrw/v5Wi3yKReiZO3TvFfqSB55XyyCRn7n+ncLokGDTKG+uw3izfKk2RWuJ80KhuqalBysrqMKYTumls0pyfDa8HwamoUD5s/TRHGTU145Og/aGKYdIqIpRkZGwnvZ8sLLvRctAqWJMltbCKxb+JPjEmtsa5FfWsg1XmOO7GrSHw5Hu7Am+bhdIw6q8J8YA5EHDpMf4AsTUncX7zhJkiQhVKi64TCnHYcq7xskWUKIVaUeQp+cQJjsoKhNWwafCdewZbBUCVEeA303V6RTSNMeE0MRQcN+OyWw/bIsKnR4H/e/lm4e4WTOpWFWkzqMOhO8ixcvhhWauhThFy5cCJmwcmbKCMuDRSMHkEywXu4jIyOmZw6a7cmVLOwPzE4lvXb4b1wF4/qljw7Xw2TL2bNniYjo1KlTRET0yiuvWN0zJhw9WjDey5cvj87b3d0d7gnG03MbeWDG21utVkJG4aqdRtph6BfeZzkYtOL1c2nnMW4fkUtZipD7LYInR/zk/Jk6AZZ6YHeDFNgM+d1SouTSiCMqAqgic6wJtkYkWBN1KxxIuyYGegJpSiNum5XGXdZjta3wvIlJLEupk0NO4WGRQqlB84lQvu7eq9mvSiTKF0HKWMouNCemMs34brol/F2X3p4oJfByYWNp2ncO67JC/k406g9rW9MwO0dngt+po6OjySKPFQ6ujZv4nY7vaP7OYwFZT10qciLdYw/LWl57FrHS1dVlmhBrfjl4rXVeN6Ojo+G6caEOF/W0rGPoZeQkj6NdtKPWQGWO9GuxVDvBN0em+x7UFS1oCEyUhl2lbSqULz2DBYnR98CtwYYPVSzBE2efIHLYNLkkh7YAeSTTrSdZrsrQr40QPiYzaFnmyhieNkCriR5YVZTdUdBF7LGDqh4ZlsZlKqNkHU7gjD86gtRh1KUIz0GWvZT01XWKoFarlRjQamQOUbyiYil/tIk4vpjluSW0yTsaJ8vwKxw0MOEx3godBl+HNojDAZYlDZZkHYZUIXJKrBzq0pLjb2LevHljkmI3yXLRNLRPfvcsFgWsrEnSWNdWnhws9z9neupU56km5DYxEytr5P5doMZghJTXJWGwbf9jtSFgcjt65uB1IJmkpSuvrqfqD4TVL5JQQNPdqr26p04O7ZrxFmVRGXUwXAuSZ1r67zTtfPwdCRZZT9I/Ser3PUQGsZf+nrbTtv26uksjdyoCiJVS+YwbUvVUbdN/azGxh15AcVlPae4gis19GVb4T5PwdYa2sIZkjha2xMcyUWNlyNLGGk3HlZpSJ+exY5EquQVMK6xfGxNaPou84JdTizscGppM9rEMEjiapw4DSQeZRjxnBMwIBAoYDgfly7ZSYctGzDteqUK0ZMYtIqLrR8s6CtJkoO/mEOrF58FQKmnmLEkVeU4kbpJMXZSqkVAZNEAVmRPKlp5DHKYmPXzScCs96xWjn/5aNU2WZZ34aQ8dRepY2Xo0ooVfXqzKaWeVocnLCwcIWvYrPCcOBLTYZ+tFrYVS4UBAy3RgpQlFYmh0dNT00Dlxol6Cfyng88i2WNkbsA+bhMxpiixU0rQDbEtOim0NiLSYfOs8OS8BBv5utJU+Rwwt9fVuw3hYGtfWKTokAZKSQ9vLesrJ7taVxWcZZiPTTluEDfu47N56WyAP2g2tksdU5ra2Wia9VlZ6VBN+S7nUJOTmUpQc40EKaFm8GNp1JcbUhgF2rh5Uy2gKL8sIuwrrOphkR8PfizwvegChv0/4jYU668MNq7ZuTwggLJvLZubkTudBvvOtbJ7au9PyCrTeuzLkmscB6KeXC02qW3yTx1sZszTUjTWl8hvPY33K/rHGl5qyHNvEi3rt2CA4HHWwJvvotdNDaxLvlsonJ/bLkcAQIvyeyzwVDIhLaUrwuVl3c2V6DKFPgcxhUqn/WwlRgyFPqKjRy/TAecTCyGBMDiGZoymQ0C+IIUkwblcvePRwSFx1XR8P253MGV90BKlzKeEi2oS+yYu0DliHlsocy47lOuRKFsqRrRe1HOhY2a/Q9PjChQuRJJeIkhTnE4Vz585F55UhcgxuL2+vMz0k0qXXFqz6NQNmK8W5BmsFTlOOtbN6ZxlfNwEOVD0cKw3LscJdZKYsS9Eh1ThpxiMONyqyA1WKCTtMyzS1FUodBk60t4ljrLCuirCKVRVZYiikApeePRT+Luqt/GqK+utDrMYy0c+VtY6/lLAvnawr7ufaTDgaKlvQBFk7hpEogcRvwrqf+HukrSuVFPcYppYSQqlXlN6moo4TUJ9O6OmqHkenYmRkJMm2ZJkhawtcWlpvCxaZo4VHIQGUWzyqW8Bp4glkETW5ehlyLKCNBeUnj43kog8ulKGa20kdx3igziiZVSKaGS+GPknShTGwLQ5fGnhgIxER9e/4t7IOoY5B8sYwLdbOlfjlsJKH3lsRNOC3kxgoD6Ymx1JlQ6SHj4Vr5esO2bDirGAS2N4DgRh7uvxcH9rC6A371kTfe8t7J9POexas8UFHkDoMJCbkC6/uhaO98HAyixN66dWD9VjEjXzR8qDBIkVy7ccBjrY6hR4yMpSKP/FaMdaayYzh4eEQ087hVi++aDucjyc4Rfrb3vY2IiK67LLLaOHChURUXRvGzKMyas6cOaEsb8N7x30xNDSUkEaW7xFR8wxZciBoZc3A1bvcKp72m0a1mhZPj3VYA9+cJLsToCl1CNQl2uQf1RlWqmqJNPV1QaCsTTxMUiIIIRU2uww1jwb0usFJOUOe3yKNOE03YxedMDMoacSJpeap2jqxSh2NtGtCQBBxv8XXVKfekvv4t4CqGWmWjd42uYxreO8tYo/DvOJrisPoNOJP84rS22QbYGvp0PH/lqNzMTo6Gt7frBDBRaaczwz65/F7kkmZCxcuJP44VtbKkZGR4MmDZA56+LRarWRcgGSU5sPDsEyK5X6LdGEgkSXD1/Fdz5DEDdeLY0MPu3JMJKzJv0b2MOHxVPkdyZ3+wUods6UfiJ8y/EiqVxJVDJAjiTpG+PWkZE5ZR58gltiEBrx1EBvpCN2/7lPhGohSMgvDyA7Q0urcEJqlhaCheieQRWUZJmx66DQxNcT9XZE6BbR75iTO+KKjSB2GNhm1SB3txdTEyE7bX7dvIpDzQ8HBg1x94f0yuxVRLHeW2+VKGZM7E63QQWAYFlE66LHUN5K8wGO1UC3c147PTp1KqMnqmvwdWQShvLY64P8JKzNa7thOha7SKCa7+6CMVGnIkKy6+mQWKiI9dXRR180JMWOlwia6hQ6XE2NLnSG9e1ANhJNyy0MmvsY4VIhxmJabhJLWH2lIz8Qa6VpqHnlei5hJCZoq1KqurNovZagdIyVAbqAm4VxF2VSBhUop+fvBbF0VwacrlqRSJ2caXh1rkIBulOzIQL6ncIyihRfxOACTXvAnkzKShLG8abRwdhwXWCHv8m9rgQbHadpY1EIu7N4av2rttJIk5EK1HI6pgCQJOOznKSgTDIcDMZGaEoftSvhSQn6AyTKHWklCBImgQBKVxsbshbORjiSET/DhKQeUdw4KP5ugsqHyWksFTbkdCayi7XFb0EdIXjtnv7LKaN5DTObUqaokPOxqfNCRpA5CTkpzL1BEE2M7a9JvTeibeKXkXuoWkSJVN1i/FYYl/7bKylArXiHjz8kGkzqtViu0gQdn/IntxmxYch9mwNA8b/A3gOF6mmliOz481mAw57/T5HdTdz4Jq75OVegg4gkmkxY6QbGWTiSqg1zoTh2RwgiKm723Ee2k6BhEVcceOmyc1wq1ItJTrmttLkikMkwsKDB0NUiTDEhV26r+mmyVhnWvNNWWld676FsuQ2pZPEYiDafDjFx502q5vzh2j7qPIb1wUmJQh/zdpl5AtpF0ndopl8VrF+2hIXqLvkR9jdromD3QFmWsrEwXL15MVNWM3DutbrFEvofxXdzEF6fu/dzO+zvnp8fIqXTrxhCS7MH+1VTiDsdEQ3rpEMWKFczYxGFCB0TIkraNqFKmyNCqjSJUikhJba6EL/HxfJ6g7hFkTtgOChr0seHr2EhHQplA2kC4GPfDAJtCC9KIj9FCs4goIozQ56c3hFpV/kTc91wWiRq8R2ygrMFJnrGhI0iddhQjFsEx1oxXSN6MdWJt7W9qkitluCi31dKqY/utT1k/9/NEGyNbOH26eFCdP3+elixZErUvZwTM360YfExBTmQrftpJc58D/m4sNU5XV1fSbiR+ZNpXrL/uuybfrlu96zTEYUF5w+G1dMJUHeR8WlBtgyFPjG07HzNDbli9oYWCJYofkSGL60j9auIU5tX1VOdfG6lHZDr1NKU5Ejyo0pBpxZEQm2jlhuXVo2VAYyApJUmXfZA9C8kKWT/Wy8ekKpZYMaVfR/zb2EYPBmKpLhNacb5bym+sROP7qhNZGnIhfprSp64sppt3dB4kkcJefjhWke8ty1Mu5yWDYzhrwU6OJeqyksrjrUUZbexpqYg11Wydlw5+lwuAVpvaCQXrdCWvY2JQ58XCKh2iikToCWqS4rtU8DwF5smYPjxsX/ehQHb0g6qHgUbGMjNUIGQgnTgTLVsGv5WQQ6aB8bqepH0DO14hIknUsFlxqrRhYomVP9w2JoI2irJMjPG1yaxXiJREswk3hmV87WgPHUHq4CRd8w1h1IWbyAmspdJgEkAONKwXmzaoaDIQwG2WkkYjtPBly6oWVK8MDQ0lxsiWGfLZs2eDlw5vm2zw+d94443QBl6R43vC18oDKanG4W38iWaH8neEAzkkeZpk1eL7nCurGRPKY4nqf7My5r0unh4hf+84kMM2dSpyk8lc2Ig1gc1l+EGvFAzh2kV7FJIFCYkUSLKwX4vW7qr96bnl9sO03Mx4lCNj0hTYzUyoJwJ1xIGmLLGURUyeyCxP1rVUxE09cYVt0Aiyqt5UXWWZNrOCR2ujRcw08T+yzl+kekfjZduoerd76ThKDA0NhXcVjwP4XX/FFVcQke6pw588vkFVrSQoUOWLIVqMuXPnJtvQF4e/a4syjJzyyNrH4wL5XrdCqXBcrIWPoe8iv/NluBqOCbkvrXA1h2M8UDfp76NPB2KHSQRUiPB+adjLZTAMi9E/+K1QH6p6mIRhUkMqV9BfBo2NpeqHiRI+D6deZ5VPIEcGHyGCtO2oEkJVjvy7MlGOPXCkJ051jWuiNnD/Hy377SlaH7JacV/iNaMy506628mbccaUkjp79+6lPXv20LFjx6i3t5e+/OUv00033TRh52vHW8SCnEzjagaSMVrmozqSpx1vFs3E1oI0v6uLCcdzaO3mlzu/0C9cuEBnz55t3PaJxIULF0yzPlxFkjHzdf41fK3SJNmKnZdEjZUtwwq900KrLGgDJiSLJKxUrk3OYf1+ZgKpM1nPGpyMpumn649psg8JoSaKlSaZoazjtbCjOpJBwiIx9Hq3G2Uq5ctYrn8suJRsWljHtuBfVHnH1GXX0kOS8sdqXkZjydaV+801TTuvZfqy6pUqtrp+ns7myJM9rnHEi1c4RsklyGiycIb7rBB9mczAMj/Gd/O8efNqvW7aCd3SPq19eK1NlDU4btIUzu1YGDguDf6ssXEn3R1IBPR0kWQO729qvNwjSBQmLThIaaCsYwuQSQO0hwbo++W5nynriX1zmCzpE+3YSF+NjuHzcL33056kfb3JFawp21ClEUfwvi1hX+WJw/Vzuyx/nF56OmS1auql44TOBKA1Rdi3b1+ru7u79Xd/93etH//4x61PfvKTrWXLlrWOHz9ee+zp06dbROT//J//m0H/Tp8+PQlPlhTT6Vmzi/a0Xb7dY6ZT/RNxvsls70TfV+yPibofM+F3NJ7t82eN//N//m8y/vmzZub/u5Pujv6W39utZ6zHTkZ9E9V3072Ns+Vfk2fNlJE6N910U2vnzp3h+8jISGvVqlWte++9t/ZYfyD5P/838/5N1eDHnzX+z/911j9/1vg//+f/JuOfP2v8n//zf5Pxr8mzpnkannHEhQsX6Mknn6TNmzeHbXPmzKHNmzfT448/npQfGhqiM2fOhH9siOtwOGYOWlMgw/ZnjcPRefBnjcPhmAz4s8bhcEwGmjxrpoTUOXHiBI2MjNCKFSui7StWrKBjx44l5e+9915aunRp+Ld69eqkjMPhmN6YCs8lf9Y4HJ0Hf9Y4HI7JgD9rHA7HZKDJs2ZGZL/63Oc+R3fddVf4furUKVqzZg0dOXKEli5dOoUt6wycOXOGrr/+enrppZdCqnDHxGG29Xer1aKzZ8/SqlWrproptfBnzdRitv32pztmW3/7s8bRFLPttz/dMdv62581jqaYbb/9mYDZ1OftPGumhNRZvnw5zZ07l44fPx5tP378OK1cuTIpv2DBgijjEGPp0qUz/mbNJCxZssT7exIxm/p7qgYO/qyZmZhNv/2ZgNnU3/6scbSD2fTbnwmYTf3tzxpHO5hNv/2ZgtnS502fNVMSftXd3U033ngjPfroo2Hb6OgoPfroo7Rp06apaJLD4ZiF8GeNw+GYDPizxuFwTAb8WeNwODRMWfjVXXfdRZ/4xCfofe97H9100030l3/5l/TGG2/Q9u3bp6pJDodjFsKfNQ6HYzLgzxqHwzEZ8GeNw+FATBmp89GPfpRee+01+vznP0/Hjh2jX//1X6dvf/vbifGXhgULFtA999yjygkd4w/v78mF9/f4wp81Mwfe35ML7+/xhT9rZg68vycX3t/jC3/WzBx4f08+OrXPu1pTkY/P4XA4HA6Hw+FwOBwOh8NxSZgSTx2Hw+FwOBwOh8PhcDgcDselwUkdh8PhcDgcDofD4XA4HI4ZCCd1HA6Hw+FwOBwOh8PhcDhmIJzUcTgcDofD4XA4HA6Hw+GYgZiRpM7evXvp7W9/Oy1cuJA2bNhA//mf/znVTZoV+MIXvkBdXV3Rv3e/+91h/1tvvUU7d+6kt73tbXT55ZfTRz7yETp+/PgUtnhm4bHHHqMPf/jDtGrVKurq6qJ/+qd/iva3Wi36/Oc/T9deey0tWrSINm/eTIODg1GZkydP0sc+9jFasmQJLVu2jP7gD/6Azp07N4lX0VnwZ83EwJ81Ewt/1sw8+LNmYuDPmomFP2tmHvxZMzHwZ83Ewp819ZhxpM4//uM/0l133UX33HMP/fCHP6Te3l669dZb6Re/+MVUN21W4D3veQ+9+uqr4d8PfvCDsO8zn/kM/eu//it97Wtfo+9///v0yiuv0G233TaFrZ1ZeOONN6i3t5f27t2r7v+zP/sz+qu/+iu677776IknnqDFixfTrbfeSm+99VYo87GPfYx+/OMf07//+7/TI488Qo899hjt2LFjsi6ho+DPmomFP2smDv6smVnwZ83Ewp81Ewd/1sws+LNmYuHPmomDP2saoDXDcNNNN7V27twZvo+MjLRWrVrVuvfee6ewVbMD99xzT6u3t1fdd+rUqdb8+fNbX/va18K2n/zkJy0iaj3++OOT1MLZAyJqfeMb3wjfR0dHWytXrmzt2bMnbDt16lRrwYIFrX/4h39otVqt1rPPPtsiotZ//dd/hTLf+ta3Wl1dXa2XX3550treKfBnzcTBnzWTB3/WTH/4s2bi4M+ayYM/a6Y//FkzcfBnzeTBnzU6ZpRS58KFC/Tkk0/S5s2bw7Y5c+bQ5s2b6fHHH5/Cls0eDA4O0qpVq2jt2rX0sY99jI4cOUJERE8++SQNDw9Hff/ud7+bVq9e7X0/DnjhhRfo2LFjUf8uXbqUNmzYEPr38ccfp2XLltH73ve+UGbz5s00Z84ceuKJJya9zbMZ/qyZePizZmrgz5rpBX/WTDz8WTM18GfN9II/ayYe/qyZGvizpsCMInVOnDhBIyMjtGLFimj7ihUr6NixY1PUqtmDDRs20EMPPUTf/va36W/+5m/ohRdeoA984AN09uxZOnbsGHV3d9OyZcuiY7zvxwfch7nf9rFjx+iaa66J9s+bN4+uuuoqvwfjDH/WTCz8WTN18GfN9II/ayYW/qyZOvizZnrBnzUTC3/WTB38WVNg3lQ3wDF98KEPfSj8vX79etqwYQOtWbOGHn74YVq0aNEUtszhcMwm+LPG4XBMBvxZ43A4JgP+rHFMNWaUUmf58uU0d+7cxC38+PHjtHLlyilq1ezFsmXL6IYbbqDnn3+eVq5cSRcuXKBTp05FZbzvxwfch7nf9sqVKxMzu4sXL9LJkyf9Howz/FkzufBnzeTBnzXTC/6smVz4s2by4M+a6QV/1kwu/FkzefBnTYEZRep0d3fTjTfeSI8++mjYNjo6So8++iht2rRpCls2O3Hu3Dn6+c9/Ttdeey3deOONNH/+/Kjvf/azn9GRI0e878cB73jHO2jlypVR/545c4aeeOKJ0L+bNm2iU6dO0ZNPPhnKfOc736HR0VHasGHDpLd5NsOfNZMLf9ZMHvxZM73gz5rJhT9rJg/+rJle8GfN5MKfNZMHf9aUmGqn5naxb9++1oIFC1oPPfRQ69lnn23t2LGjtWzZstaxY8emumkzHp/97Gdb3/ve91ovvPBC6+DBg63Nmze3li9f3vrFL37RarVarU996lOt1atXt77zne+0/vu//7u1adOm1qZNm6a41TMHZ8+ebf3oRz9q/ehHP2oRUevP//zPWz/60Y9aL774YqvVarX+9E//tLVs2bLWP//zP7eefvrp1u/93u+13vGOd7TOnz8f6vid3/md1m/8xm+0nnjiidYPfvCD1rp161p33HHHVF3SrIY/ayYO/qyZWPizZmbBnzUTB3/WTCz8WTOz4M+aiYM/ayYW/qypx4wjdVqtVuvLX/5ya/Xq1a3u7u7WTTfd1BoYGJjqJs0KfPSjH21de+21re7u7tZ1113X+uhHP9p6/vnnw/7z58+3/uiP/qh15ZVXti677LLW7//+77deffXVKWzxzMJ3v/vdFhEl/z7xiU+0Wq0iJV9fX19rxYoVrQULFrR+67d+q/Wzn/0squP1119v3XHHHa3LL7+8tWTJktb27dtbZ8+enYKr6Qz4s2Zi4M+aiYU/a2Ye/FkzMfBnzcTCnzUzD/6smRj4s2Zi4c+aenS1Wq3W5OmCHA6Hw+FwOBwOh8PhcDgc44EZ5anjcDgcDofD4XA4HA6Hw+Eo4KSOw+FwOBwOh8PhcDgcDscMhJM6DofD4XA4HA6Hw+FwOBwzEE7qOBwOh8PhcDgcDofD4XDMQDip43A4HA6Hw+FwOBwOh8MxA+GkjsPhcDgcDofD4XA4HA7HDISTOg6Hw+FwOBwOh8PhcDgcMxBO6jgcDofD4XA4HA6Hw+FwzEA4qeNwOBwOh8PhcDgcDofDMQPhpI7D4XA4HA6Hw+FwOBwOxwyEkzoOh8PhcDgcDofD4XA4HDMQTuo4HA6Hw+FwOBwOh8PhcMxA/H+OxhFF0RIprwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1400x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1, 4, figsize=(14,4))\n",
    "plt.subplot(141)\n",
    "plt.pcolormesh(CT.sum(axis=1).T, cmap='Greys_r')\n",
    "plt.title('CT; Coronal View')\n",
    "plt.subplot(142)\n",
    "plt.pcolormesh(projections[0][0].T, cmap='nipy_spectral')\n",
    "plt.title(r'Spect; $\\beta=0^{\\circ}$')\n",
    "plt.subplot(143)\n",
    "plt.pcolormesh(CT.sum(axis=0).T, cmap='Greys_r')\n",
    "plt.title('CT; Sagittal View')\n",
    "plt.subplot(144)\n",
    "plt.pcolormesh(projections[0][30].T, cmap='nipy_spectral')\n",
    "plt.title(r'Spect; $\\beta=90^{\\circ}$')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to define all the required mappings to model $g = Hf$"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CT Correction\n",
    "\n",
    "* This transform corresponds to a mapping $A_i(\\theta)$ as specified in the user manual and takes in an object/corresponding projection angle and returns a modified object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ct_net = SPECTAttenuationTransform(CT.unsqueeze(dim=0))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PSF Correction\n",
    "\n",
    "* This transform corresponds to a mapping $A_i(\\theta)$ as specified in the users manual. The `collimator_slope` and `collimator_intercept` are parameters that need to be explicitly known for a given scanner. They can be obtained, for example, by fitting Gaussian profiles to a point source at varying distances from the detector surface, and determining $\\sigma(z)=(\\text{collimator slope})\\cdot z + \\text{collimator intercept}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "psf_meta = PSFMeta(collimator_slope = 0.03013, collimator_intercept = 0.1967)\n",
    "psf_net = SPECTPSFTransform(psf_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can build our system matrix $H$:\n",
    "\n",
    "* The forward method `system_matrix.forward(f)` corresponds to $Hf$ where $H = \\sum_{\\theta} P(\\theta)A_1(\\theta)A_2(\\theta) \\otimes \\hat{\\theta}$\n",
    "* The backward method `system_matrix.backward(g)` corresponds to $H^T g$ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "system_matrix = SystemMatrix(\n",
    "    obj2obj_transforms = [ct_net,psf_net],\n",
    "    im2im_transforms = [],\n",
    "    object_meta = object_meta,\n",
    "    image_meta = image_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also define the Baysian Prior:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "prior = RelativeDifferencePrior(beta=1, gamma=5)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use these FP/BP nets to create the reconstruction algorithm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstruction_algorithm = OSEMBSR(\n",
    "    image = projections,\n",
    "    system_matrix = system_matrix,\n",
    "    scatter = projections_scatter,\n",
    "    prior = prior)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the reconstructed object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed_object = reconstruction_algorithm (n_iters=10, n_subsets=8)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the reconstructed object next to the CT.\n",
    "* The reconstructed object has units of counts, and would need to be adjusted by a proportionality factor if one wants to obtain units of MBq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,2,figsize=(8,6))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(reconstructed_object[0].cpu()[:,70].T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.title('Reconstructed Object')\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(CT[:,70].T, cmap='Greys_r')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.title('$\\mu$ (CT scan)')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "324f5aa1485c6e81c0125c86ad1340c603dab08bc11babd97bd730cfafa2ec4a"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
