{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Copula - Multivariate joint distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "sns.mpl.rc(\"figure\", figsize=(8, 8))\n",
    "np.random.seed(1234) # for reproducibility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
       "    return false;\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
    "    return false;\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When modeling a system, there are often cases where multiple parameters are involved. Each of these parameters could be described with a given Probability Density Function (PDF). If would like to be able to generate a new set of parameter values, we need to be able to sample from these distributions-also called marginals. There are mainly two cases: *(i)* PDFs are independent; *(ii)* there is a dependency. One way to model the dependency it to use a **copula**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampling from a copula\n",
    "\n",
    "Let's use a bi-variate example and assume first that we have a prior and know how to model the dependence between our 2 variables.\n",
    "\n",
    "In this case, we are using the Gumbel copula and fix its hyperparameter `theta=2`. We can visualize it's 2-dimensional PDF."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
 
 
 
 
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oKLBtbBustImVSpNOpkkmUiQTCZKJJGbapMTvp6TEj9/jwe104jKcGJqGZis0y0azbNyGgVPTcaHhsEBX4DUULk3hxsal2bidFi6HhcOrcPo0HF4do8yDVl6KKvGi3F5sjw/bG8D2lIC7BNtwgrbxy7O7349C5Mu2Cg9Hjx7lu9/97qLbfvCDH3Dw4EEcDse6zmXbYFm5HJ0opLsTTZbFlr1YEWuTr+POsNzXMZlIkkwmSSST9/6dTCZJJJIkkylS9/6d+TiZSGT+XnR8ilQqdf/fyWTm48TDt6Xvnf/uv1P3wkHyzoW8Wbz/ILEuhqFTWlJKWaCEgN+H1+3B7XTh0A10paEsG8u0MZOZr28imiAWiZKIJbAXbFiIEiFK5KHzulxOKivKKQsE8Hs8eBxeHC4NZdjYepoUCRLJKIl4jDKPjzLbj892404bOJI2Kp7CME28hsLt0HDrJg5MPF5wuUycjhRGqRNHwED36WgVAVRZKaq0Anwl2J5MQLDcpZhOP7bmvP/N87BNXJ9o225Nidhuihoe1tt0493vfjef/exneeGFF/jH//gfc/bsWb74xS/y0ksvFetTEEKILS2ZSBJPJEjEE8Tj8Tt/Mh8n4gkS9+6PP/TxndsSyTt/EiTuvDMbjyfuXeDH79yWSqWIx+L3AoG8Sy7u0jSNspISKsrKKPEH8Hm9uB1ODM1As8FKW6QTSRLROJFQlFg4ip2yYTZNYjZIguDaz6Fr1FRVUlleRsDnw2M4MCwFqTSpcJzYfIT4QgSm0jA1h+kI4a6uoLwsgM/pxOFyoSwHZgyStkmJclDqMPBqNs50DD0cweEw8VQ7cPoVhp7CKDXQA060gBNVXo7m90JZBaqkHNvtx3KXYrnLMB0+bN1VgP9pIQqjqOFhvU03mpub+dSnPsULL7zAZz/7WWpqanj++eelTKsQYttJp9PEYnHisTixaIxoLEY8lrm4j0VjxO5cvMeid2574L54IpE5NrY4DMRisXv/jt+58LdkilXkidPppKaqiorSUgJeP163G0MzUBZYqTSJaJxoKEo4GMIyLZhJE5uZI8bGCpyUl5dRU1lBWcCPx3BimGDFksSDEaIzC1hzFsxlzh+785hAqZ/qqnLa2stxo1DRJOnZEImpIAzO4Q0lqawrxed14HJaaO40thHDXeLAW6XjdJsYyRBag41eX4kecKI8BqqsBAIBVEk5lFRge0qwXSWYzgCmw4+trW81hBDbSVGbxBXTzExIli1tY0pBVVWA6emtu8ZarG07fB1jsTjRaJRYNEYkkvk7Go0Ri8Xu/zsayxwTixONRO/cF793W+zO8ZnHZT6W8tJiKysvK6O2soqykhJ8Hi8u3YGyIJ1MkYjECQdDRBYeXhiUi+ctpb62hnK/H5dmoCVNkgsxItPzpGIrNxnz+j3U11dT5vPisoBwnOT4HKmF6P1jKnzUNJTjc2k4Y3EYn8aaXcCo9BHYV4krAI5UEDUzgd7RhFZXge40M2+z1jeiPB6Uy4CKRvCWYLlKMF2lmI7A1goL8SjVzbXFHsUi0iRuZ9lWex6EEGI1lmURiUSJhCNEIlGikSjhcDhzWyRK7M7fkUiUaDRKNBIjEokQjUSJRmP3Lvwzj81c8Ms792Kn8ft81FVXU1FaRsDrw2k40CxIxVMkIjHmpudIJVIwGSc4Gc9i0dD66IZOQ20NNZUV+J0eHBakw3Eik/MkwjEIzxJiltAKjy8p81NXW0Wpx40zaZKamCcxMQ/zY6SBNKB0jeqWSsq7qvGkU6jxKazJCZidwCj34t9fiae1FCOSRJsaRmlxtKZWdH8NetjGLvFCSyPKpaMU2HVdaL4Atu4k5a4k5aoApef4fyY30lNTsMXCg9hZJDwIIYrONE1CC2FCoTDhcITwCn9HwpHM35Eo4VCYSGTxbbFobO0nE2KHKystpb6mlorSUnxuD4bSsZMm8UiMhZkg0XAUZtKEZqYJMZ23ceiGTmNdLbWVlfidLvSUTXI+QmhiDnMiSWpifM0FTL6Aj8aGaso8HoxYktT4PMnpBZgeIQncfS/b6XVS01pFqdeBMxTGHhjD7uuDPlAeB/6DNXhPBnBEp1GTo6i5MbSadvTuVnQqUcEp7GoH1DejjOZMYKjfg+YLgFKk3ZXEXZXbYu+CFZefgyK/JDwIITYtkUiwEAyxsBAitBAiFAoRCkVYCC4QWggRDoVZCIXv/TsUCt//O5x5518IkR23y0VjXT1VFRUEvD5cmoGVMomHYgRn5olFYjAeZXY8ymyBxlRZWUFzXS2lXh+OtE0qGGVhfBZzPEFifJREFucwHAZNzXVUlvhxJS3MiXniE3MwN0ICFp3D6XNR11ZFqVvHmJnHGhqHq5nP1lLg3VuLv8WD0wqijQ+iwpNge9AP7EE/1oQenUTFQ1iBWmg4gFIJNCuN1dACgQo0ZZF2VRB3VWI6/Pn4L8ubdCxe7CGIHU7CgxACgFQqTXB+nuD8AsGFEAvzQYLBBRaCCwSDoTt/L7CwELoTCsIsLCywEAyRTG6htaxC7AABv4+munoqyyrwuT3otkY6lmBhdoGF2SD2bJqF2UkWCjwuTddobqinrqoKv+GEaIrw+ByxYBgrOLmurdBllaU01FdTohuo+SjxwSmsGxOkmSD90LGG20l9exWlXgPnbBBzcAwuzwCZqqZawEXJ4Rq8pRbG9BAqdA0GgdIS9NOHMQIaWnAUZY5huduxO0+itBR6MopVVQ3ldWjKwjY8pNzVpFzlW3ZZ0lrS8vNY5JmEByF2oFAozNzsPMH5IHNz88zNzROcCzI/HyQ4/8Dfd28LLsiSHyEKzOtx09TQSHVZBQGPF91WJKMJgtNBQvMLMBFnZmKUmSKNzzAMWpsbqS0vx6scpBdiLIxOkx6LExsbZr0/MWobqqmvqsBrQXpsNrNPYWJg+fMoqG6tpqrSizsUxuobuTezcLdjh7ujkkBnAJdaQBsdQM2Owyyo6kr0YyfRPRZacAyVGsYymrCPPYYyLIxECNPnxq49gObU0YGUq4K4uxrL8Gz4/2ursOLZzPMIsXESHoTY4lLJFDMzs8zPzTM7O3/n7znm5+aZm73zZy5z+9zcPPPzQdKph9+3E0IUS31NDY119ZQFSnApg3QsycLsAsGZeezJBLOTYwVbXrQSpWm0NjfQVleHYSpScxGCI9NYQ2HCQ2HCGzhnfWMN9VUVeJImiaEpUoPz2IPzS5q33eUKuGnsqKHETsPAKHZ/H/Qv7pfm21dDoN2NMziKmr0Fw3fuCPgxTuxDdybR5sdR8UFs2419+DTKrWMkFrDNBaz6g9hllTjsFKbuIe6tJ+0sA7VDOqvZNmZCZh5Efkl4EKLALMtifi7IzMwMszNzzEzPMjMzy8z0LHOzc8zO3PkzO8fc7BzhcO7LIQohcstwGLQ2NlFXVU3A40UzFfFQlLmJWeKxOJG+GSJFm0NYqqKinLbGBsrcXogkWRieJjkSY3akb8PnLK8so6WxBp+lSA1OkRyYwxyYWzV4lNSVUt9Qhjccxro9DOenebhqs6upjNIDZbhjY6ip6/DAELV9XRitlejBYVR0AKJglVVhdx9EtyMoM4KdMjDbjqH7SzOhQdOJeptJO8tX7vC8TSkzQSIis8givyQ8CJEjCwshpqdmmJ6cZnp6JvPvO3/PTGf+nQkI85imufYJhRBbjsPhoK25ORMSXF7slEVkPsTs+AzmTJrZmeLPIjxMN3Tam5uor6jEZSmiE/OEJ+dJL4xvqtaSy+OkrbWRCpcLe3ye2MgMTPStOLNwV1VrFbVVPpyT01hDIzA+wsMFkY0KL2XHavAwhzbal9m/cFdJAOP4PgwjgrYwBbOZnR9W6x5oaEJPzKHSc9gOD2bbaXSPC4dtYilFzNdGylW540LDXSoZIRWXmWeRXxIehFhDNBJlYmKSyYkpJsanmJ6aZmJikunJGSYnp5ianGZ6apq4rDMVYsfQdZ3WxkYaauoIeLyolE34bkiYSjI9NZLHIqebE/D76GxtocLrh3CC4NAUqaEwwaGNLD5arLGljoaKchwLMaK949iXhlmzVpqCus5aqktcGCPjWAP9MMCSwKB5HJSebMDnjaKN3EaNjiy+/1APRmPpnVmGfgBsw4HdcxRV4sGIByE+g+UpwWo+hOHQ0LGwlE7M13QnNOyQ5UkriUVIJKQ3jcgvCQ9iVwsGFxgfm2B8bIKJ8UkmxjN/j49NMDExxeT4FJGILBsSYierLC+nvbmFipJSHLZOLBRlZnSK5FySmbnibVjOVlVVJe2NDZQ63KRmw8wPT2Fdn2SayU2f2+vz0NbeSJnSSQ1MkeydyfzJ4rF13bVUB5wY/SNYt24DSwMDgP9wPYEmHcf4bdT0uYfu9GGcPIChh9FC0zCbqedk+0ux9x5BUwn0dBziSSxfBXbzAQzdRmFjaTpxTxMpd9XODw13qOgCyfTu+FxF8Uh4EDuWaZpMjE8yOjLG6Mg4Y6NjjI6MMT42wdjoBOPjE9JfQIhdxDB02pqaaaytxef0YsXTzE/OEpwNbrk9Caupr6uhtb4ev+YgNj5PaGKOxPxoDqJCRkNTLQ2V5TgX4kR7x7DPDay5FOmu2q5aakqcGINjWDdXDgz39jFERlAzVxbtYwDQ9rRjdNSgL9yfZQCw6lqgrQs9NY8yM72vrZIaaNyLrpkoLCzNQcJTR9JdvWtCw112LErSfHjXiBC5JeFBbFvpdJrhoRGGh0YZGR5jdOTu35k/kxNTsrdAiF3K63HT2dpObUUlLs1BbCHK9MgkqZkUkzMja59gC6mqqqSzuZGA5iQ6Okd4ap7odBbLhbKklKK9s4lanw97ZJZY/yyp/llSWT6+vLGCxroAjoHVZxjQFWWPNOH3R9CHby/ex3CHdvwAjioH+vwozN5PFFZ1I6qrByM+A4k7/R08JdB29E5oMLFRxL31JD11uy403BOLZTUrJMRmSHgQW1ooFGZwYIihgWGGBofvhIVMYBgfm5BwIISgJOCnq62dqpJyHLZGeDbE1NgU6ZEQIyOhYg9v3UpLA3S3tlLm8BCfDLIwNkNsfmTdfRVWo+k6XV3NVDldJPsmSV0bX1cYcQU8tHbX4Jufx+odhJEVAgNglHkof6QWT3gQNXcB5h8ejIb+yGEc/jTawuSi+62KWthzAD0xi4pnQoOtG1htJzDcTtSdrg9pw0880Ialu9fxWew8diRCfEm9KiFyS8KDKLpIOEJ//yADfYMM9A/S3zfI0MAwg4NDzM8Fiz08IcQWUhLw093WTlVpBbqlCE0HmRmfJtY/x9C6+htvHU6Hg57OdmoCpaRno8wPTZC8MpazZUh3OZwOurpaKFc6idtjpC+PZL0cCUBpiqa9DVTqFva1PnhjasXAAODprqKs241j5DpqaHTpAU4nxpsOY+ghtMgoD7bLtkoqYN+RzPKkxP3lZGbTQfSyShx2GrCwlU7c10TKVbVjKyhlzbawojHkLTWRbxIeREHYts3Y6Dh9t/vpvd1H7+1++noH6O8bYHpqe6wzFkIUltfjpru9g9ryKhy2xsKdoBDtn2NwmwaFu1pbmmirqcWIm8z1jZO+NcNUHvZcOJwOurtbKbM14jdHMS8MriswAJTVl9PUUJJZlnTl+urva2tQerqZgD+MPnxzyV4GALwejNOHcFgzqNjitUu2N4B98AS6GUIl7xe9tSqbUfWdOOwU2JlSpElXJQlfE7bmWOdntDNpZoJEMETS8hV7KGKHk/AgcupuSLh54za3b/Zm/r7VR19vP7GoNK4RQixP13U6Wltprq3HozmIzkeYHJkgObTA0NDC2ifY4kpK/PS0t1NquIgMzxAZXWButD8vz+VwOujuaqEMnfjNEczz2W94vstwO2ndW09JJIR1cxDGVl6WBKCXeqh4pBZPZGj5pUmQqZx0+iCO5CQq0r/oLtvtwT54Cp0oKnU/GFq+cmg5jK6lUXZmF4apu4n7WzEdgXV+VjubSkYwF2KkbW+xhyJ2OAkPYsNCoTA3rt3k+tWb3Lh+k5vXb3PrZq+UNhVCrKmuuobO1hZKPQHSkQRTw5PEp+KMTQ0Ue2g5oTSN7o5WGsursIMx5vrHSVzOXUWkhxkOg+7uVsqVTvzGxmYYABr21FHtM1DX+7HPXV41MAB4Oisp2+PBMXoDNbzM0iSA0hIcj+zHiI2hQounImzDiX34EXQ9iUoHH7jdhdV+AsOpocjMNNhoJLz1JD21u3dD9CpUIkRyIUnKLXseRH5JeBBZGRsd59qV61y9coNrV65z7eoNRkfGij0sIcQ24HA42NvZRX1lNYalmBufZX56jtnr48wyXuzh5YzX62F/VydlhpvQwCSx/gVm+vM7a9LW0US930/y5ijpDQYGpWu0H2yiLBTEvHELYM0tt56uKiq6DfSBa6j+FY52uzAeO4ojMYYK9i652+rYj1Zdjp4MwQNNka2qNrS6tswSpTsjMXUXsUAXluHZwGe4O6hYkFTUxHJJkziRXxIexBLjYxNcuniFi+cvc+XSNa5duc7c3HyxhyWE2Caqqyrpbm2nzBsgFY4zMThOaiTE0DasfLSW+roauhqbcCYsZm+P5WWj88OqairoaKhFjcwSvzFBlIkNncdb4aO9vQpn3xDW+StZbbT19FRT0aGvHho0Df2xYzj0IFp46aYHq6QCDhzNlF1N3u96bWsGVtcjGA51b4kSQNJVRdzfDEpf76e4q6joAvGojVkq4UHkl4SHXS4ajXHx/CXOnb3IpfOXuXTxClOT08UelhBim1BK0dnaSldLC7qpEZycZ2Z8mrkb48ztoFmFu5RSdHe20VReRXoqxPzwFMHp/C+18vjc9HS14l2IE7k5SmJ040GstrOWep+OfeU2nJlYc2kSgO9ALeVNFvrgDehf+Tj9xEEcZTZaaGjJfbamYx95E7qeuFd29S6rshVV335ntuHO8Uon5m8l7arI8jPbxaw0KhImntJI21JvSeSXhIddZmJ8kjOvn+PcGxc4d+Y8N67fJJ2WHzRCiOw4HA72dXVRX1mDStlMDU0QnYkwMLN0WcpO4XQ62b+nkyq3n/DAFNH+BabzvBwJMkGla08r1YaT2LVhrDO9G1qWBHeWJh1opDQcwrp9O+tOAP4j9ZTVpdAHry3b1O0uracTR1sJ+twILJNrrLa9aHXV6IkFHpzisHUDq/M0hoNFsw1pw0cs0IGtu7Ic6e6mp6NYc7PE4pA2ZeZB5JeEhx1ucmKK1378Oq/9+Aw/efUMQ4PDxR6SEGIbyazj30NNaQXpSIKJwXGSwyEGh3feEqQH+X1eDnR3EcDB3O0xUtcmmcz7gqSMmroq2uuqsfunSKyzF8PDXAEPHXtqcA+MYF24mtUsA0DJ8UZKK6Now1dWDQ2quQHHgSaM2X6YW/qaWLREKbE4cFlVbah7exsybCDpqSfhbZC+DeugJUPYwTAJS2HaEh5Efkl42GEWFkK8+spPeOWHr/LqKz9hcGDp1LEQQqwk4Pexv7uHSn8piYUYEwNjRPpm6MtDD4KtpryslP2dHbgTMHNrhNil3HZ1Xo3L42Tfnna8wTiRW6PEhzfXILO8sZzmGj/a1dvYZ1Zv5vagije14PMH0UYuwWrvNZUEcDx6ACM4gJrtX3K3rTTsY4+hq/iSJUq27sLqfgRDtxbNNliai1igHdPhz3K04i4tHiK5ECOhNGzpMC3yTMLDNmeaJhfOX+KH3/8xr/zDj7l86SqmKcuQhBDZyYSFPVT6y0gEo4wPjrFwa5KFAr3LXmwVFeXsb2/HGTOZuT1K6Pzgcqtu8qahuZbW8nIS14YxN7Es6a6a9hoa/Br25dswkv1lpKerispO0AfPwxq5RX/0GE5HEDW3/FI1q6oe1b0HIz6/pGyTVVqLat63aLYBIG34iZV0YWtyWbIRKr5AOpgkZrmxbQkPIr/ku3Qbikai/PAffsx3/+77/MPf/1AqIQkhsub1ejjY3UNVSfkDYWGKBaaKPbSCqawoZ197O85ompnboyycL2xvCYfTwd6eNgKhBJFbY0T7Ztd+0Boae+qpUSmsa73ret/ZWV9C1bEARv8V1ODq8xOqtQnn3hr0uWFWKs1kHXoTujOFis8vuc9sOoRRWrZotgEynaLj/lbp3bBByoxDJEg6mCKOG9OSZUsivyQ8bBNzs/N86xvf4Tvf+nte+/EZkslksYckhNgGnE4nB/b0UFdeSSqUYHxglFDvNCF2V1W18rJSDnR2Fi0wQGYvQ0dtFembY6TO9m96lgGg9WATFdEw1vWbWS9NAtBL3FQ/XoNz5Cqqb43/C48bx5NHMRYGUHPLr2WySipRBw5jxGeXtKK2lYHd8ygO3eLBO20g4W0g6W1Yx8jFw4xkCHt2mmTUJo2NLXseRJ5JeNjCwqEwf/ft7/G3f/MNfvzKa1IVSQixJqUUezs7aalrgLjFeP8o8YE5+gfmij20gisp8XOwuxtP3Gb61khRAoOm6ezd20ZZ0iZyfZjYJvcyAChN0XawifL5OcxL19YVGpTboOrJJjyzN1D9azf61E8dxuGLoc2vXE3LOnAK3QMqvnQGxQrUoFr3Yzw022ArjZi/Tcqw5oCWXMAOhUmmDZK2hSnLlkSeSXjYYlKpNN/77j/wlf/9t/zD379CIpEo9pCEEFtcU0MDe1rbcWMwNTRBeCLM4MTOLZ26Gq/Xw6GebvxpnZmbI4TPDxJe+2E5V1peQk9rI3b/JMkNdn5+mNI1Og81EZiYxLpwNaumbvfoioonW/AnBlHDZ9d+rpZGnPvr0GeHILr8MVZJBepuJaVlBmO2HMEIlCxZpmTqbmKBTukWnSNaIkQ6GCYeUyRsC1P6PIg8k/CwRfT3DfDyX36Zv/6rrzE7s/n1r0KInSvg93GoZx/lngDBiTlmxqcZu1T4d9W3Ct0wOLKvhwrdzeyNEWIXC1cl6WGtHY00un1ELw+QmLqVk3PqDp3OQ034Bkewzl1Z10wDQMmpRso806iJc2sf7HTgePOJzBKl2ZWr9Zl7jmCUupZUUoJMp2i753EcWpqH1zClHSVEA52gSbfoXFBmAmJh7GCEeMwgoZtYlsw8iPyS8FBEqVSab3/zO/w/n/8rXvvx68UejhBii1JKsa+7m5baBsxIkrHekR3bwXk99nZ30lRSwULfBPGr40WrD6VpOvv3t1MSShK5MZaTWQYApSu6DrfgHx7BeuPyukODs76E6iMejIFLZDP9ojpa8HaXYa9QRQnudIk++SRGag6VXjozbju90H0ag6X78lKOUmIlnbIxOoeMVAg7OEM6YpLESdJKk0qniz0sscNJeCiCaCTK//O//or/+enPMTG+O8ohCiHWp6qygoNdPfh0F5OD44THwgyM5ead7O2sqaGO7sYmkqPzhPrmmGS+aGPxBbzs62xB658mcW4gZ6EBBR2HmymdmMQ6u/7QgNOg5pkm3BNXUQPxtY/XNIw3n8QRHcaeWzmQWuXVqL0HMOLL75+x/JWotkPo9jLBwVlGLNAhwSHHtMQCBOdIB1MklI+0bWGaEh5Efkl4KKDZmTk++z//F5//zMssBBfWfoAQYtfQdZ0De/bQVFVHfD7C+MAYE1ekySNAIODn8J5unKEUM71jzEz2FXU8NXVVdNVUEb8yROr12zk9d9uhZirmZjHPZ98N+kGlp5sodUygBtfe1wCg2ppw7qlEn+9f9Tir+zB6mRu1QnAwa7rQaxrQHtrfAJByVRDzt0vH6DzQEgtYCyHSMYiaNilMmXkQeSfhoQAmJ6b4b//10/zVy39NPC4boIUQGeVlpRzu2YdPdzM5MEZkOETfcCFblG1duqFzeG8PlbqHmZvDhM4PFntIdHY1U2e4CF8eJJKDqkkPat7fSFU0hHVxnRuh73C1lFO934E+cDG7B9ydbYgNo+ZXrrp0d5mSvsIyJQCz/SSG14VaZqNuwlNLwtskwSEPtFQEIvPYwRDJCMQtSMlmaVEAEh7yKBKO8Of/7X/yP//8c8RiWUwdCyF2vJ7OTtobmkmH4oz2jTJ5Zfm6+btVZ3srbZU1hPsniV2bKHqfa03XObCvA38wTvTaeM4rN9V311NHAuvK9Q3NNGg+J9VP1eMavowaWPqu/3JUezPO7vK1Zxsq61F79qy4TMlWBvbex3BoSy9YbSDhaybpqc1qTGL9nPEp7OA0VswkEdMwdUUqaaIkqIk8k/CQB5Zl8Vcv/w1/8tInpHKSELuc2+XiyP4DVPlKmRudZm5yjoFJ2bvwoJISP0f27EGbjTE3OMnUUDGKqy7m8jg5uKcDbWCK5Ln+laqVblhVaxXNXoV1dX3N3R5U+lgLpdYgqv9cdg9QCuPpUzjiw6j51Tfbm3uOYJQ4lu0UDWDrLtj7KAZLA4sNxP1tpNxV2Y1LrJ9toidDmLEY1myEeNxFyg1JM41LwoPIMwkPOXb+7EV+7yP/J1cuXS32UIQQRVJdVcmh7r24LJ3R3hEWbk2yUPT30LcWpRQHerqp85Qwc32I4LmtUWrWX+Jjf0cL5vUR0mdyu58BwF8ZoLO5BC7c2HBJTUeNn5rjPoyB89k/qLwM1+ku9Nn+NQ+1TjyJYYVQ5vIzGbbDDXseRV+mohJAwtskwSHPHIl5rEQMFhZIz8UxnaXE0mkS6SQeTTali/yS8JAj6XSa//qn/43/9l//B5YlreGF2G262troamolHUow2jeyq/surKaqqpKD7e2kRucJ3ZphkqV9AoqhvLKMvU11JC4PkXg99zNDTq+T7n31OC7fxD63dmfnZSmofHMrvoWbqIHsN9NrR/bhKkuiZlffN2IbDoxH34wWXjnoWp4SVOfxZSsqQWaPQ9Jbl/XYxMY4EtPYU/3Y80FM3MRRRKNxEqnslq4JsRkSHnJgeGiED/+b3+L82Sw3qgkhtj1N0zi0dx+NFTWEJueZHptiYCb371TvBJqucXTfXso1F9PXh5k9W9xqSQ+qqauiq7qS6MUBohO5//opTdF1pAV//yDWmctstH2Xu72Cqi7Qh89l/yCHgeOZkxjzfajY6s9sB8rg4BHs1YJDoAatdd+yFZUAku7qzOZokVfKTKLScYiGsRMWyZSDaDRFJJEAQ5M9DyLvJDxs0tf+5hv8zm+9QDicswrfQogtyuFwcPzAQar8ZUwPTrAwFKRvKLdVd3aS2uoq9re1Ex+cJnJtgqliD+gBjS11tPoDRC4N5Lxy0l0tBxqpDM5trFfDXU6D2mcacY1eRg1n/66yam7EubcSfX7lhm93WS3daHVVaCvsbwCwKpvR6tvR7OXLgCbdNcT9LVmPT2ycIzGDlUhgWzpmKEliOsHCfJqkw0R36GiybEnkmYSHDYpGovzu//dj/PVffbXYQxFC5JHP5+XY/oOUOLyM946wcHuKhS11Gby16IbOkX17KbedTN8YYubs2hevhdTR1Uy95iR8ZZBInpZMVbdV0+SysC5vrILSXf4j9VSUzKIGz63rccbTp3CkRlHBtTuQm0cexdDjqNTKW8LNum6MyrplS7ECJNw1JCQ4FIwjMYs1NQijQ1jDE0RHdJJaKYbHhaZbMvMg8k7CwwYsLIT4//y/PsilC1eKPRQhRB6UBgIc238QDw5Gbg8xc210i6zM37pqqis50NaRmWW4Or7l4lVnVwu1lkbk2kjOy63e5SnxsqezAs5f3/BmaACcBnVvbcA5cAE1vY7zeD04nzqEkcWmaBuF/cibcaRmWW0tlVXdgVFZi1ohBqWc5SR8zdmPUWyKloqAlUZF52F6HCuSwvaVojt96G4bZcdBk/Ag8kvCwzoFgwv883/2QammJMQOU15WytG9B3CZOsO3BqW7cxaUUhzcu4dal4/pa8NbbpYBoLO7hVozExrytbhU6Yo9R1rw3OjDPru5qlrefbVU1iyg9a+jkhKgmhtw9ZSjZRMcNB37kacxEqtHYqu6Hb2mccXgYBpeYgHpHF1IzvgUVjyGbbuwfDWY/ghWWQCUC7QkKq1k5kHknYSHdQjOBzPB4fK1Yg9FCJEDleXlHNm7H0daMXJziPHLxe9ivB0E/D6O7d2LPRkieHOaSaaLPaQlOrqaqbMNIleH8xYaABr21lMbWcB6Y+OboQEwNGqfbcE1fAE1ub4uwfqJgzg9IdTC2vM9tsMFJx/DiK8VHDpWDQ6W5iAa6AIl6+sLxjZxJGcxx29hT45hhtMkUk4SmkFK07CUwlagkPAg8kvCQ5aC80F+5X3/gqtXrhd7KEKITSgrLeX4/oM4UorhW4NSUnUd2lub6ayqY+76MPPn+os9nGW1dzZTrwwi1/IbGgLVJXTWebEvbrzJ212e7iqqmmJoA2fX90Bdx/HWU5lqSsm1o4tVUok6cAA9vnrzUqumE726YcXgYKMRDXRi6871jVdsiiMxi4UB8Qhq4AZWb4r4fC2RlJO4S5EyLCzbRpNlSyLPJDxkYX5unl9+3we4fvVmsYcihNiAkoCf4wcO4TYNhm9KYFgP3TA4cWAfvoRi5tYIkyNbb2kSQFtHEw2ak8i1obyGBsPloOdgA45LN7Gnlu91kP3JNGre2oJ79CJqfPkqRitR1ZU4j7egz2X39bDq29Ca69Hiq1eW0hr2oMpX3uNgo4iWdGI5/Osar9g8Z3waKxzE1r0QqMKauUK0V2fOB6FyL3GvhYUFMvMg8kzCwxrCoTD/7/d+gBvXJDgIsZ14vR5OHjyCTzkZuTXExGXZw7AelRXlHO7sItY/RfTyKPFiD2gF7Z1N1CtH3mcaANoPN1M2Orapfg13ebqqqGqOow2uc7YB0A7vw1WWQM2NZHW81XUIvdS1akUlyMw4aBW1KHvluZSYvw3TWbqu8YrN09JRtHQUxq5jzkQwNT92XTP2QIrwdIg50kQ0A9NpycyDyDsJD2v4+It/IsFBiG3C4XBw8tBhyt0BRm4OMXV1eMtV/dnqOttbaS+vZvrK4JbcAH1XY3MdbV4/4csDeQ8NJTWldFa5sC5c3fQSJYCqt7bhnbqMGl//zIX+5EmcqRFUPLt9EeaeIxh+DWWt3iPCLK3DqGmAVYJDwl1L2l25rvGK3HDEpzExUOkUqu8KZtBH0lmOarDRhyME5xdYcDpIleqyf13knYSHVbz2o9f54hf+d7GHIYRYhVKKowcO0lBayXjfGPM3J5hnotjD2lY0XeP4/n0EUnpmadJQvoqZbl51bQXdVVVELvQTtvNbQFfpir1HW3FdvoE1ucklSoBR7qH2dAnGevc2AGgajmcfwZFF07e7zJ6jGD616kwCgOWrQG/uQa3QAA4gbfhJ+KR7dFFYJo7ELObcJJYRQOkOrGu3ibn3kQ6U4qpxwHCYmbl5nN4SNNnELvJMwsMKYrE4//k//i62vdnJaSFEPuzt7KKjoZm54WnmB+boZa7YQ9p2/D4vx/ftwxwNEro6vqV7WZSWl3CguYHohX4iI315f766rjrqEyGsM5c2vUQJIHCsgXLXKGpgdP0P9vtwPbEXfTb74GAdOInhMtcODu4AWvthNHvlmQlLGcQCHVKStUic8QnARhu7gbmQxPTVYDNE+Mok0T2laCVeHB4XsdAMdtKFkg7TIs8kPKzgT//wvzI8lN16UiFEYdTV1HBkzz4SM2Emhifom5QlhRvRUF/L/sYW5q6PbNmqSXd5/R4OdbaRvDRA5I3beX8+V8DD3s7KTKO3XLx55NCpe7Yp0/Atvv5FT6q1EVdnCdps9nt2rKOPoasIao3h2w4PquvEqsHBBmKBdqmsVCxWGldsAjNloXQHqvc8JrXYtc1Yl4IE56Kkq8vwlPkhBLF4QjKeyDsJD8u4cO4Sn/n//a9iD0MIAfh8Xk4dPILL1Bm6Ocjg+fxfQO5U+/d00eApYerqIJNTW3c/A4DT5eDIvi6sayPEz9wqyHN2Hm0h0DeIfS43vXw8XZWZEqz95zb0eO34AVyeECqc/ZyQdfJpDHN+zeNs3Qk9b0K3V1+OlfA2yAbpInLFxlG2iT3Rh6X5ULaNefU2yfJOcESYGZ7FrPDj9LsBiMbjaDLzIPJMwsNDTNPkt5//PSwrF9vihBAboWkaxw8eojZQzsjNIen2vAmarnHy4AG8EYvZ3nEmt/jyLk3TOXKoG6NvkuTrhQkN5Y0VtHnBOnclJ0uUACrf0oZv+jJqYmN7JYxnHsERHUClsh+RdfoZjOTqPRwgU27V3vsYxhrBIeUsI+mpz/r5RW4pK4UzNkkaB/r8KOn5JFZZPSycJZZOo7fUYd+eZyEcRfNnZoYi0QhK9jyIPJPw8JAv/T//m5vXC/MLSwixWEdrK3tbOjL7GPpm6N3Sq/C3NrfbzamD+7FGFwht4VKrD9q3v5OS6QjxM7fZ/PbktWU2RLfgvHgdK7m+Pgsr0TwO6t5cjaN/A5uiAZSG46cfwZFl/4a7rFNPZxUcAKzuR3GwevUlS3MQ97fJPocickbHM/02xgexHB5U/wXSnhZsh5PQ5QnMA3uAeSYnZvCXNQCwEA5LqVaRdxIeHhCNRPmzP/lUsYchxK5SWhLg5MEjqEiakd5h+mZlH8NmlJeXcayrm/CtcYLntkczvNaORhptg8iFwYKFnOq2apqJY565nLNzejoqqWqOovVv8JxuF843H8ZYx8ZoAOvEkxjp+ayONZsOYjhXv7i0yfRzsDW5RCgWZSVxxqcwcaLNDJB2VqDZNua1Aay6FuwLM4STNs7KEmLBGZyWicPlIBVKoSTwiTyTnwwP+PP/9hdMT8k7nULkm1KK4wcPUldSyciNIUYv9hd7SNteU0Mde+ubmb06xPQW7s/woOraCvZUVhG+0Jf3Xg136U6DfYca0c9dwzSz65WQjYqnW/EHr6EmNxh/ystwnWpFn11f4LNOPIVhrd41+t6xVW0YpWWoNRZnpTw1ss+hyFx3Zh2s2VF0gLFhrNI67PELJJoagRmmx+dxVJdBcIZoKoHH6wGQaksi7yQ8PODLX/ybYg9BiB2toa6OI917WRidY7Z/Rsqr5kB3RxutJZVMXRlgcnJ7hAZfwMvhjlbiF/oJF6Ds6l0Ne+qpDc9h5XC2IbNMqQbHBjdFA6iWRlydfrT5sXU9zjr5FIaZZXAIVKPVtaDs1QOTcvmkn0ORKTOJIz6FqRzoY9cx3WVog+dJBtoBCA9E0KrKCE2F8LbUALAQjuDyuDKPl5kHkWcSHu6Ym51nfEwaSwmRaw6Hg9NHjuFXLgZvDNB/TvYU5cLh/T1U4Wb6xjCThIo9nKwYDoOjB7qxr40QLVAFJQCX38Xe7mo4l6Pyq3d4Oiupaoyg9V/a8Dm0g3twlSdRkfUF6WyrKgHYTh9a64FVS7JCZiO1o2E/hG1ytnNcrJsrNorCxgrOogP2fAgFmDeGsQMlxH4yhTrYBdPjxO98oWbng7hKvQDSJE7knYSHO65fu1HsIQixo7S3NLOvtYvp/nFmro/K1uccUJrGiYP78UdtZm+MM13sAa3D/v2dBCZCxAtUQemu5n0NVE1OYJ3NTfnVu8qfaCEQuoaaSmz4HPrpIzjVFCqxvs3a1oknsw8OKOh+BG2NykoASW8dbrcfwtsjjO5EykzgiM9gKQNt+BKWw4c692OsQDX2a5dJtx0Ae5SYI1OaNRiJohk6s/NzNNdklprJzIPINwkPd0iFJSE2z+1y8ciRY7jSGsM3B+mbk83PuaAbBo8cPogxHSN4ZYzsaupsDU2t9bToroJuhgZweJzs21uLOnuVnBbeNjTqfroJV9/5zZ3mqZM4EkMoa31v8VsHHsGwFrI/vus0jixqV1mak6RXyrIWmys2jsImHQ6h2xZmWkOzLdJaAIBYKHPZNjcXBWBqag5fZQn2yCS6oQMgEw8i3yQ83HHzxvZYKyzEVtTZ1sbe5nYmekeZujpc7OHsGC6Xk0cOHsQcmSd8YXv1uigtK+FAcz2R831E1nmBvFkNPfXUzs9gnb2a0/MaVX7qjznQNhscnj2Nc2H9ez2sroPorlTWS4rMmk4Ml57VsXF/i1x1FpmeCuOIT2VmHQYvYGsG6mrmtWYOTGDrOgsXJlEeF1ODUzhKvISCQapqm2AElJ75+smyJZFvEh7uuHlDZh6EWA+Hw8Gjx07cm2XonZFZhlzxej2cOnCAeN8UwfPbo9zqXQ6ng6P7uzAvDxEpcNUnw+1k//5a1NlrOd3bAOA/WEeFfxw1vIlN/krh+OnT6+7hAGC17UUvdaGs7JY4WZ5S9JomlL328UlXBWlnGbLYpYhsC3d4AAWkozF0K03aVYEWDWGV1mC9dgm7sR3z0jza3jbsa9M4GyrgVhDNk2kQZ9/5Auq6hAeRXxIeANu2uX2rcBU/hNjOmhoaONzZw3T/hMwy5FjA7+Pkvn1Ebk0wd3b7/Uw6cLAL31iQRIH3NQDUdddSH5rHeiO3sw0AlW9twzdxERXcRCM53cD5UyfW3cMBwGruRq/0o6zVNzzfZWsGqvN4VvscLGWQ8LWse0wit5yxCXQzhqV0tIHXMzf23wYgnciUYI1rZcA8CZ8PmMbyZaormXeygmlnFuhJqVaRbxIegNGRMaKRaLGHIcSWpWkap44cpdzpZ/BaP33nZJYhl0pLSzixp4eFG6PMbMPQ0NxaT7vLQ/DcABvfPrwxhtvJvv21aOeuYeV4eZTmc1L/VBXGRrtF3+X14HrqAPrsBpYqNbSj15ahzOx7bts9j2FkERwgs1xJmsEVl2bGcUVHATDjCXQzgemuQBs/j224SN8pLRzuDQMwH858bcN3+pTEzUyoTFuZjzXZMC3yTH5iAL23t98vayEKoay0lNOHjhIen2f21iQLTBZ7SDtK2Z3QMH9teNs0dnuQL+DlcHsL0XO9BAu8rwGgpqOGxvhCXmYbnI2l1HanNt4t+i6/D9djXeizg+t+qFVejdZUi0rFsn6M2XIEh5Zd87u0I0DaVbHucYncyixXsjN7HfpeA8Cens2UZy1pgMgQdnklsVemwWkw2T8FwOR0ZgndQiTTYjGRyoQKTWYeRJ7JKwzo71v/D3UhdrJ93Xt4x+PP0OKoYPD8bWYnpNBqLpWXl/HWk6foNH1Mne0lFcv+XeWtQCnF0SM97DMdRN+4DQUODkpT7D/RSv3AANZo7gvW+o/UU9cwgzYxsrkTlZbgfrQDfZ3N3wBslxvVsw9tHcHB8ldiBEqyOz8Ql2ZwRWckZjFSmdK4ZnAWZaawnAHUzQsApPsyr+9UWSMAWlsj6UQa3eticjzzc3l6NhMiYolMPTOlycxDrv3kJz/hV3/1V3niiSfo6enh29/+9qrH//t//+/p6elZ8ucd73jHssd/9atfpaenhw984AOLbn/LW96y7Hk+8pGP5Oxz2wiZeQAG+7dXFRMh8sEw9MwG6JTGyO1hesdlaVKuVVSUc7yzi9krQ0yd234zDQBtHU3UpyB6ppfsVuDnVkldKZ1+Laddoh9U+UwbvqmLqPAm9jcAVJThPt6EFlx/81FbKTj+GHo8+9Buo1Bth1BrNIK7K+2qwDJ86x6byCHLxB3JXH+Yyok+dDHz77iJjo1VktkoDRCdyQT0RMAPzOBuqoLeMJqhMzmTCRjRWCZoyp6H3ItGo/T09PDcc8/xoQ99aM3jn3/+ef7tv/239z42TZOf//mf52d+5meWHDsyMsIf/MEfcPLkySX3vfzyy5jm/ZnEmzdv8v73v3/Z8xSShAdk5kHsbpXl5Zw6cITg8DTT10aLPZwdqby8jONd3cxdGWJyGy5PAigpC3CwqYHI+T6iOa5klK2uoy34r9/GGs/DzgpDo+6nmnBtdn8DoKorcR2uRVvY2DI/+5FnMNYRHOBOP4csg4ONIu5t3MjQRA65oiNoVgobsMd6UYCtu9AuZ16D6VSmEZzt9RE8Ow7A7ELmtW8FMvf5q0qxhzOvs9Cd5UtSqjX3nn76aZ5++umsjw8EAgQCgXsff/vb3yYYDPLcc88tOs40TX7jN36DD33oQ5w5c4aFhcU9XCoqFi8r/NSnPkVLSwuPPPLIBj6L3JFXGDA4IDMPYvfp6ezkHY8/Q6NWxsD5W8zPzBd7SDtOWWkJbz11io6Uh6mzvaQTxXivfnM0TefE0b10xyFyrheKEBy85T6OHajFd+4Kdiz3wcGo8NL0TBmu/s31bwBQdTW4DlWjhTa2nMo6+RRGcp3BobIl634OAElPDbbuWu/QRA5p6SjOeOai37QMtJlMSWZTeVDJOLbhIH0ms5cnVdsByTTK5WSqL7PfIXLn3WhX2f3Zo+BCEJAO01vRyy+/zGOPPUZj4+LQ/md/9mdUVFTwi7/4i2ueI5lM8td//de8613vKvrXeNfPPCQTScZGx4s9DCEKQtM0Th89RgA3QzcH6J2UpUn5UFoa4OSevcxfG2Zqm840AHR2t1AdShF7/XbRxtB6qInywWGsy+tf/pMN774aqsqmUMOb3N8AqNZGXO1etPDGeoBbh96EYQbX9Rjb4Uar78h6uZKtdBIe6SRdVFYaz8LtzEwDCgYz+xts3YW69AYAZkkThDOvydBIJiio9gbMa5lQOjV7Jyi4HQBoukY4mKkaKRumsxcOhxd97HQ6cTqdOX2OyclJvv/97/Pxj3980e1nzpzh5Zdf5stf/nJW5/n2t79NKBTine98Z07HtxG7PjyMjo5hWVaxhyFEXnk9bh47dpLEdITpmxPMF3tAO5Tf5+XU/gOEro9u69BQUhbgYGOmO3T223VzS3caHDhQjzp7NduGyutWerqJ0sRN1Hx80+dSLY2429yo6Pou/u+y2vaiOxJZd4++97jOU1kvVwJIumtASrMWlSc8iG5lZtDSSQs9ktnwbFoutFhm83S6PxMS7PJKwj/KbLiP3envoHtcTIxlZiCSZK5ffAEf9nzmxaNtwQ3T1oVLkCjWT5NluDzwC/DUU08RubPcC+CDH/xgVnsa1uOv/uqvCAQCPPvss/duC4fD/Lt/9+/46Ec/umRp0kq++MUv8tRTT1FbW5vT8W3Erv8JMjK8/ioYQmwX1VWVnNp3mMneUUYu9hd7ODuWx+Pm9MGDRG6OM7ONQ4NSiqOH96BdHyNyvnglrCuaK2hTScyzuS/BelfVW9vwjp9H5eDNI9XcgKvdg4otrH3wMqzyarTqUlR6fSHGrO3CoWc//sysQ/EvPHYzR3waRzIzM2UpHa3v1cy/DTfqXKZMq1Vai/VaZvN0orQZ7MySpumpzEWuu7kK+07Ph/CdCksen/fec8jMQ/a+//3vL/o417MOtm3zxS9+kZ//+Z9fdO6hoSFGRkb4tV/7tXu33X0je//+/Xz961+npeV+88aRkRFeeeUV/vRP/zSn49uoXR8eRkdkg6jYebrb29nT0Mbg1T5p6JZHLpeT04cPkeidYnYbNnd7UFNrPc04iJ7ppZhzsXuOteK9chMzkafytbqi7m3NuPo2vzEaQDXV4+rwom0wONgOF2rvPrT4OpcrGS706kaws68KlXRXy6xDEWlmHHf4foEWMxRCT2dmIMyUjp66MxsRv3+RuXDzzibo8gDTg5nZCKvEc+/+mWDmdeP03H+Mrkt4yJbf78/r+V977TUGBgb4R//oHy26vaOjg7/5m79ZdNsf//EfE4lEeP7556mrq1t035e+9CUqKyt585vfnNfxZmvX/xSRmQexk5w4dIhqdxkD1/ronZbQkC+6YfDokcOYw3PMn+0v9nA2xeN1c7S7jdi5PqJm8WKDp8TD3pYSrLOX87ZMSQu4aXgsgN63+Y3RAKqxDleXH22DS5UA7BOPr7uyEoDV9QiOdQQHG42kzDoUj23hWehF3YnmpnKgDZwDwHL40N74SeYwh5v0mSuZ22sbif39ncDQUg9zmTc7F+40g0MpJiYyy5cM1/3woKTaUs5FIhEGB+8Hv+HhYa5evUppaSkNDQ289NJLTExM8LGPfWzR415++WWOHDnCnj17Ft3ucrmW3FZSkunR8vDtlmXxpS99iV/4hV/AMLbGZfvWGEURjY5IeBDbm67rPHr8BM6EYqxvhAHmij2kHUtpGqePHEKfjLBwfqDYw9m0Awe78A7OEj1TvA3RAI099dRMT2Jdyt84XC3l1LZFUYM3cnI+1ViHqzuwqeBgnXwKI7H+4GDWdGKsY7kSQNJTja051v1cIjdckRF0M7Oh2UZhjdxCvxOTrZiJls7sW0n7GyCauUiNO2uAfgBCD1yujd9p2umrCBCfyIQL9cBsg8w85N6lS5d43/ved+/jF154AYB3vvOdvPjii0xNTTE2tvh6MhQK8c1vfpPnn39+U8/9yiuvMDo6yrve9a5NnSeXdn14kEpLYrtyu1w8ceIU8akwM9KfIe+OHzqAP2Qyf3G42EPZtJq6SroCpUTODVDM3tZKVxw42oL+xhWsPJaA9R+pp8IxiJoKr31wFlRTPa5O3+aCw/6T666sBGBrBnpNc9bVlSBzsZr01K19oMgLPRnEGb9fLSwdS6LPZX6OWM4A6twrANhKI32p/86/FcGLd6p2aYrxwUxgcJT5mZ3OvEHkrSqFu6d9MC/InoecO336NNevX1/x/hdffHHJbYFAgPPns5/lXO4cAE888cSqz10Muz48jI/lp/yfEPkS8Pt47OhJ5genZBN0Aezv6abWdjFzdWzbV6nSdJ0Th/aQvjhAZHhja/RzJVBdQldJ/jpF31X6WAul4auoSG5ikqqr2fRSJauuBd1js5HNJVb7iXVVVwJIO8tk1qFYrDSe8AB36x+ZyoHW+8r9uxdiaPadpUzlrdiv3tlA3dhB8komPGjtjURvzwPgbKqEa5nwoDz3v6Zp+34XYk36PIg829XhwbIspqY21shHiEKrrKjg9IEjjN8aYfB8cZeZ7AYdbS20+yuZujbI+heWbD1tHU3UxSxir98q9lBoPdhE+cAg1lQ0r8+Ty4pKAFSW49pfiRbe+CvCdvvQWltQydC6H2t5SjDcTtabOpKemnU/l8gB28Ybuo1mZYKrjcIeuop2Z7mS6SpFnf2He4enrt9f9hJNBoBMeIiXlcKdty6S7vuBIf5AYEim7gdKXcu+YaAQG7Grw8PM9CzpVPYbzoQohsb6eo527mX42oBUTiqAhvpa9tc1MXlpgCk7svYDtjiPz82xzjYiZ3uJFaE79IN0Q2f/4Qa0N/LXuwEADere1oKrPzcVlQAoLcF9rAFtYWpz5zl2Gm0DG6QBaDuGYn2/s0zdjekIbOz5xKa4wwMYqfshMR1Pogfvr3awZoP39j2YFa3Yr93ZNO1yM/+T+0tRJybun2MmdH/p3UL0/s+nWOJ+mV+1Bfs8iJ1lV4eH8XFZsiS2rpbGJg61dzNwuZfe8xIa8q28rJTjXXuYuTTA5FR/sYeTEwcOdOEdmiXyRvFnqsrqyujwWJhv5K93A4DmcVD/dAVGf24qKgHg8+J6pA0tuLk9ctaxJzZUWQnArOvGoa3/za6Uu3pDzyc2xxkdx5m4v7LBVA602/eXK5nuMvSz37v3cWpg/t6/0/VdWOcy3aW1ukpmhzMzEMrQGR66/xqcmL7/Wgo9ECR02fMg8mxXv8ImxieLPQQhluhsbeNnH3szgYhG7/mbmGlz7QeJDfN43Dxz6iQdpo+pc71YO+D/u7Kmgsd6OjHOD5CcXf/ymFzrONJCW3AKsy+/G/uNKj+Nj7oxBq7l7qReD64netA3Gxza9qKrjc1k2boDvapx/Y9DI+mq3NBzio0zEnO4ovcLK9gorKHrqDuzDLbSsPvvV2szyxuxrt5/gyg0fn9eLt14v7yup6WaVDKzPMnhdjL5QHgIhu5/n8vMg8i3XT3zMD0p+x3E1tHV1saehjb6L/fSN1v8dek7naZrPHr0CObgHDPbvMHbXUopjh/pwb40RGR0cO0H5JnhMjiwrxbOXcnvMiXA1VxGbUsYNbbJZUUPcjpxPbnvXmWcjbIDFRvqIH3XRjZJQ2ajtDSFKywtHcMT6uPBy/d0Io0evL+fwTRK0cbuL6lLTSbu/dsuryT0o/shezr0wEb/cj/c+bb215Zj375/zrn5+yW6dV32PIj82tU/VWSztNgKutvb6a5ryYSGGQkNhXDs4H78IZPg+eJfYOdKXWM1HQ4vkdeLv0QJMsuU2p1prHP5LzHo2VNNdfkkanY+dyfVNJxvOYI+u7l+HrZScPAIWnx2Q4+33CUYLgcbKc2UcpVt6DnFBlkmntCte43g4G51pVfvH+Lwos79+P79pXVY37pw7+NEaTPYmdecVhZg7Ob9Ga9g6n6QcDzQZdrlcRGdvB9MNVm2JPJsd4eHyZ1QQ0VsV3s6O+mqacqEhumtccG303V3tNHsKmH62ggbL7S5tWi6zslDe0hd6CeSnC/2cABoPdREed8AVjiW9+cKHG+g3O5FLeT2uZw/fQpjdvMzUvbxJzA2GBwA7LYjiy5Gs34cirSjdMPPK9bJtvGE+9DNB2YR0LAHr6BZ9/eqmAsJ9OT9C/303P05OVtpzF+8/5PJam+Es/dnvYZHH+gVYdyf2/CXBuCBVdgSHkS+7erwMD0t4UEU3qKZhkkJDYVQV1vNwYZWJi/1M20Xfw9ArjS3NtCYUlui/CpkutwePNqEdib/y5QAyp9oIRC8jErntmqe46ffhDHbu+nzWG170a2Nv96skpp1d5K+K+0sBSnZWRi2jTvcj+Oh8J4OzqEv3L+qN90V6Ge/e+9jq6QG8+8u3b+/pZvE1+8fPxu//7X3NFayMHF/FmIhfj8su73uRc+rSYdpkWe7OzxMSXgQhdPe0sy+pk6ZaSiggN/HI/v2M3t5kMmLO2NfA4DD6eDEvi7i53qJmTnqYbBJZXVldHjBPHOlIM9X/VNteEbOoXJcftZ45hEc85sPDra/BK2mHJXaRC+Lpv0o1r/XASDlqtj484p1cUcGcSYWX0+k0wp9+H4wsJWGfev6or0QqZAOD7x+Q5P3L8mU38PozfszDVpNGTwQHiZn7j+fw+Nc9NyakvAg8mtXv8JmJDyIAmhuaOAdj78Z74Ki7+It7Fw1rBIr0g2DJ0+eYJ+jgqmzvZjJndPPpbO7heOlFcTO3MLeIsGh9WATHdE5zN7NbSzOioK6t7fgHT6b8+CgP34cZ6R/0+exUXDoBNomgoNV1YahNhYcbLTMzIPIO1d4EGd88SZ9UzlQN360+Da9FG3q/kZoK1CJ+drF+x/XNLDwxgPVyDqbF1XaC3P/37rTYHTi/gyFZiyeYZIN0yLfdvXMw8zsxtehCrGW2upqTvYczPRpuLA1lpXsBscO7scXTBM811/soeSUx3u32dttNlazJw8UHDjeivHGFcxCNKDTFQ1va8TRl8MeDndPfeIgznRuSslah9+EYxP7HACobYMNzjqkHQFQcgGZb87oKK744pLvttKw+y6gPdD92XJ4UWcXh4lU2An2/fAf1WqA+5vz58zF7+2OTtx/s7OkrgKr94Fmc2rx957seRD5tmvDQzAYku7SIi/KSkt57PBxRq4OSHO3AmptaaKrpIqpa0MsFHswObanp42yyTCRs1tnuZsr4GF/cwDrzOXCPKHToPEtlRh9F9c+dp20nk6crnlUevMzOVZ5DYYjtZHiSPeYFc04NhgcAEyHf+NPLrLiiE/jji4Nm+n5OfTI4uBohVNoqfsbqc2yOswHKizZPj9zP75/LuV1M3zj/hIlV20Z05P3Zzccpd5F50+Zi69ldNnzIPJs177C5ufmiz0EscP4fF5+5smn6fDW0nfuJslEcu0HiU0rKy3h2ROnKJtIMHVtqNjDySmPz81jh3rwXB4hMbV16kNVt1Wz32tiXdn83oBsaH4nTW8uyW3ztztUcwOuWguV3vz3q6001N79KGvjF/4Aqr5zU483HYFNPV6sTk8GcYeXlvBNW/qifQ6Q2SStXXl90W2pscSivQ7J6k6s2AOvme6WRUstjYbFjf5SxuImcLHk4rlI2TAt8m3XzjzMzW6dX8RiezMcBs888ijBwRkGzm2dd4Z3OsMweOzoEWI3J5g8X5iL2ELq2dtOyfgCkbNb63PrOtaK7/J1rALtIzEqvNQf1dCG8vC9VVGGqyuAisytfWwW7OOPY8Q3dy6rshljE7MONhqm4V37QLEhRmIOT6j3Xrfou5bb52DrLuyrFxdtkjYrWrC+fj9M2JrG7PnF1yNz6cUX/wv24u+1YHRxp/JQZPHHuixbEnm2i8NDbn5ZiN1LKcUTpx7BnkswfGHnVPLZDo4fOoB3Lsn8DtvXAOD1ezja1kLkXC9bae5Kdxoc3F8HZwu0TAlw1pdQ1xVHjU2sffB6eT24T7SgBcfXPjYLVks3uh3e/InqOtnoXgcA0+EDqbaTF474FO7wAOqh2y3lwL51Bu2BHg8AZsREm7/fjNZWiuT1xXskzOY9JC/ff30rn5vhG2OLjhkcXvz6H5tcvEF7Lrh4oaaSDdMiz3ZveJBlS2ITThw6RKnyMnZ1pNhD2VXaWpvo8FUyfXV4x+1rANi7v4PA8DyRc1trtqGkppQur415LvfLhlbi7qikpnYWNZ2Hwha6juupA2izuekwbrs9aPXVqGRk7YNXsdlZBwDTkP0O+eCMjuGOLv15bykda/AKWnxxP4+0uxLt7HcW3WaWt2O/+uNFty1MPHSh39WKef7+83iaq1kYu78fwulzMzG1eBwz84u/R3QJjyLPdm14WAjuxEsPkW9dbW101TQzcLWPKDJ7VSglJX4e2bOPqYv9TJsFKAdaYB6fm2PtrVtutgGgaW8DVaMjmJObuzBeD09PNdUl46j5/Pycdjx7Cj0HTeDuso+8CT2Zg5BT2wFsbjmYaXg2Pw6xyErBwQbMqdFFjeAALIcHde4ni4/VHaTeWLz0zqptJPT3izddz6YfmteoKYEHwkOgvhKCD4QLn4fo+OLu6rLnQeTbrn2FBedlz4PIXlVlBe944hlc8xYDV2WJUqEoTePxE8fYa1Qwea53y/Q1yKXunjYOOfxbbrYBYN/xVipv3MReKFxw8B+qo9o/ggrnJzgYzzyCYy53/9dW296cBAfLU4auNr+PxNJdmz6HuG+l4ACQjiXQJ5aW4bbmoqjYQzMRgWbsh5YbRVXNoo+1sgBD1xY/12x88WZo3b/46+svXbo5Xvo8iHzbtTMPQZl5EFnwuF08fepRJq4PS9nVAtvb3Umt5WLufG6Wlmw1Lo+T490dRN+4TWLtwwvK4XFyoLsS+43C7W8AKDneSJl1CxXNTycL/ZHDOCJLq+RslG040WqrUMnQ2gevda6m/UvW0m+EpUl4yBVndHTZcqxwp7JS7+tLb3ctXa5ku7ykXllcYjhTnnVxUEh3NmOfuf/zTnMa9PUtPib6UCUvj3/pTJOm5eKVJMTKJDwIsQylFE8/8iYSk2EGzkmDt0KqrCjnWFsnkxf6duzCsI6uZqrnEkTf2HrVucrqymh3pLAuFDYsl76pmdLIVVR6c2v+V6Lt7cSpz6DM3DWzs489ip6c3/x5dAPdZcADjcU2wlIGaLv213ru2BaecD+OxPIzSqZyoK7/YMntlsOLOvfqkttTRg2E+xfdlqjqxootvm1senFHck97Hanbi2e6p+bnF32suxxLnk9mHkS+7dqfMsE8raUV29+R/fupMgKMXtlZPQO2Ot0weOLYUSLXx5jcodWrHE4HJ/d1EX3jNvFCdGRep9YDTZQPDGKFo2sfnEPlT7YSmLuIMjd38bwS1ViHq8ZCxXMXTKymTnQzN79HrKZDODYZHECWLOWCspJ4F26jp5dfqmcqB9x8HWUtXmJmA9ZsCC2++HGWv4L0D84uPtbjZfqVxVW+tNZ6pgemF92WDCz+eipdY3DkoZkQfeksg3SYFvm2a8PDwsLmp5nFzlJfW8uxzn30XbzF6I6s5bN1Hdm/l5KwzdzZnRkaAFo7GqkLp4me2ZozWQdOtGK8cQW7wKGm8plWfBMXUHae9rP4fbj2lqNCMzk7pW040JrqUYnc/B7RAqVgbz7Y2JozB6PZvbR0DO/CDbQVmvzdK8maWFqS1zTK0G59b8ntySkgufh8iZoezDf6F90WraqAgcWvp/GH+lGV1FWQGFi8byJtLQ2dsmFa5NuufYVJtSVxl8ft4u1Pvpka00ffxa15YbdT1dZU8TMnTmHfmCI4Or32A7YhTdc5fXQv5beniY/moezoJjm9To4drMU4c3lR19tCqHprG76J8/kLDkrD9cQ+tBwGBwD76KNoOQoOZlk9eg6CA2Q6XIuN0VNhfMFrqwQHA6v/4pKSrACmuxz1+j8suT1d0YZ1cXF5Y9vtYfpHD/UtMXQGby4OBc6KAMODi2cnXBVLy/BGk0v3B2maLFsS+SUzD2JXe+zESdR8kn7Z11BQToeDx44eIXR1hNEd2B36rvrGGtqUk+jrW29vA0BpfRmdegrzUuHHV/3TbXiHzq594CY4fuqRnJZkBbCqG9CtHDSDu6umPXfnEhtiJGbxhPpRLB9ibTTM4Vvo4aUh1DLc2Jcvoj0UgG2Hm+RPlv5eSdT1YJ5dvGlf7WsndnFxUHC0VsPFxW82JJfJBKHI0tei7HkQ+bZrw0M6vfmSeGL76mhpobu2hcFr/cUeyq5zeP9eSkIWszt4iZJSiuNHerAuDBBNbs2fNY17G6geHcEsYBnWu2re1oZnML/BQX/iBI753AdT1bUHFc/NVn4bhe50gJ2r14hU2VkX28IVGcYVn1z5EBTm5Aj6/PJ9HqzZCNrC0lCRctTCzOJKcbbTxcyrU0uOnTWXXuwHl1mONBNaumJi5qEN1AC6LFsSebZrw4PYnXw+L08fP83gpV4G5/qLPZxdpaa6ksMNbUxe7t/RO0oqayro8ZcQ2aKzDQB7T7TiOne1KH0zan+mFfdAfoODdqgHZ3r5EpubYR04hZGj4ABg1e/BkbPgACgJD9lSZhJP6DbGChujIRMO0vOz6FPLh1DTKEO7vXSfg1VaS/rvziy5Pdmwl/RDpae1ihKGri1+rSpdo2/gobCiFAPDSwPM5PTS5Z6yYVrkm7zCxK7x5COnOVTdQd+5m5jp/FR1EUvphsHTp07SHHcyebm/2MPJqyOH99A6nyRyY/mmUsVmuBwcPdyA68xlKEJwqHt7C+6Bc3l9DtXciKssgVrmndvNsH0l6N7c/spU5fU5PZ/MPGRHTwbxzV9ZOziEwugjV5a9f6V9DjaK5FAUrIeXMTmZObN0z1OqvQnbWrzXyNtRRzS8uGt0oKaMcGRxFTR/qZ9kcmlPepl5EPlW9FfYZz/7Wd7ylrdw6NAhnnvuOV5/fWnTlQf99V//NT/3cz/HkSNHeOKJJ/gP/+E/MDe3U6vBi1zoaGnhbSefYPrqCMGZ+WIPZ1fZv6eLx5u6mDvbRyq29JfcThEo9fP43i54ow8zutVavmUEqks4VOfGvnCj8E+uoP5nm3H1n8/v8/i8uPaUoBK5LzVrHzyJSueueZ3t8OSko/Tik8qbIquybZzRMbwLN9FWmfHJzDjMow8u/3q1dRf21UvLbvQ3K9qwri2ddUw17SU1uXR/wsj40v2XqVLvkts81aVLbvOXLe0uDbLnQeRfUcPD1772NV544QV+7dd+jS9/+cucOHGCf/7P/zmjo8tPN7/++ut8+MMf5h/9o3/EV77yFf74j/+Yixcv8p/+038q8MjFdpCpovQMvrDG4PX+Yg9nVyktDfDsiZMYffPMDy9d47uT7OlpY6/tJHwpd52Lc622s5audAhrYKzwT66g/u1NOPsu5Pl5FM4nD+S8shKAVdeCnsxtpSyrrgtFbqtbaWZ+OnPvBJn+DTdxR0dWnZ+5FxxGlu+unpmRSKLNL10uZDs9JF+9vvR23WDmbHDJ7VpXM3MjS9/8HJ1delvasXTUbq976TllyZIogKK+yj796U/zrne9i1/8xV+ks7OT559/nrq6Oj7/+c8ve/z58+dpbGzkfe97H83NzZw8eZJf+qVf4tKlSwUeudjqTh87zvGmvfSfu0k6tTU3rO5ESikePX6EHr2cyfN9BS/9WUgOp4NHD+/Fc2WU5OzWrd7WcaSFuqEBrLkijPFecLiY96cy3vIIxmx+Apxq78z5hb4KVOT0fAC6hIdlGYk5fHNXMFKr77aygXQwuGJwADC1EvTr55a9L2XUwNz80tub95EcW/rcC/6lMwfOyhJGHirRCjC7TFUlzbl026rMOohCKFp4SCaTXL58mSeeeGLR7Y8//jhnzy6/me7YsWOMj4/zve99D9u2mZ6e5hvf+AZPP/10IYYstoHqqkp+9tGnWbg1yexE7t+BFCtrbW7kmZ5DRC4MEy9CBZ9Camqp50RFFdE3bm/ZgKQ0xcETLQTOX4FiVHzSoKFAwUE/cRBHuD8v5zZ7jqHHczvrYCsdXeV+z4myTdQKfQp2JdvEHerHG7q96jIluBscFtCHV34zMu2uRDuzdJ8DgFnWQPr7SzdJ25rG7OWlF/7K62bg2tKQ4GipWvb8Aw93lgbSy5SWlf0OohCKVm1pbm4O0zSprKxcdHtVVRVTU8svczh+/Dgf//jH+fVf/3WSySTpdJq3vOUt/NZv/VYhhiy2MKUUz7zpMYL9U/QVoWb9buZyOXni8BFmLg4wPbY1NwrnilKKE0d6MM8PENvCM1ouv4v9LSVYZ5bf7Jl3GjT8TCOOAgQH1d6M072ASuU+xNkOF3qZB5K5DcN2bceKPQU2SzfjmLpjQ4+9W6xpJxRt0lJhPKE+NHPtPUg2YC6E0IdXfr2a7jLUT36w/OMNF8kr40s2SQOkWg+Q+Nrw0sfsbSf9xtCS22fTS8NfSX0FwaGbS25PpJbZLG0YO+LrJ7a2opdqVQ+9ym3bXnLbXbdu3eJ3f/d3+Rf/4l/wxBNPMDU1xcc+9jF++7d/m9///d8vxHDFFtTV3sae6mb6Lu3cvgFb1ckjB/DOppg6u3Mbvd1VVVvB/tJyglu4BCtAVUsVbVaU1JUifT/oitZ3NMHNPO9xAFRFKd5OH/ZCfjp3G6eewI7lvvO5o7oRO08zBCUe0MuX30ibrcrKzT2+mOx0kvRkL1Ywy/09SkMtzKINrbxUCZcP7eol7PTyRR9sTwP28KtL7/B4mfnJ/DLPqRiZji252fC5uXJraaAINFTA0puJJpY5h65TUbF9v35ieyhaeCgvL0fXdaYfqlE8MzNDVdXy03af/OQnOX78OL/yK78CwN69e/F4PLznPe/h13/916mpqcn7uMXW4XA4ePZNjzNyZYC+aQkOhVRRXsbxtk4mL/azc2so3XfwYDeuW+MERwbXPriIGvc2UD08RCq89KKiIHRF40/XFyQ4oGk4H+nEnl36rm4uWBW1qPhcXoqfmnb+1gzHZ8eJmRu7eFQqExxmZkJbdTXeqoz4NO7wECrLqlOW0rHG+tFmVv6+tpWGOTKJNr/8MlizopnE15cJDkCseg/JN5buw9H2tjF9dekKC3dnPakrS6uhhc3lg+bEcj0edI3Z2ZAECJFXRQsPTqeTAwcO8MMf/pCf+qmfunf7K6+8wlvf+tZlHxOPx5dsBrr7sb0df9KJDdvfvYcGTzn9524Veyi7ilKKR48dJdU7xeTF/mIPJ+/cXhfHO9qInOtl6y5Syug+1or3wjVss0jlOu8EB6N/lXdwc8jx1kfQZ/M449VzABXP/b4p2+lDs/O3L0FPBiGdwNZdGz6HbW/ZrTzLUmYCT3hgzQ3RD7KUgTl0A32NGYp02o0+tPw+TNvhJnl2+eBhl5Qx/f3lK0fOaM5lb59fYR/M+OzSmTWlFBNTSztj67q+rb52Ynsq6s6a97///bz88su8/PLL3L59m9///d9nbGyMd7/73QC89NJL/OZv/ua945955hm+9a1v8bnPfY6hoSHOnDnD7/7u73L48GFqa2uL9WmIAnK7XPzsk29GTcUZ6dvZ6+u3muamep7pOUT4wiCJYr2zXUCtHY0c8ZYSObe1l2QpTXH4eAves5ehWMFBg9Z3NBUsOOgnDmIE8zfbaDZ2oOchOABYVc15beWmAGd8Z5dHvse2cMYm8M9fXmdwcGD1X1o7OLgq0S/8aMX7U1o19sTy/9cRXztWbGlI1OoqGbyy9HeX5nJwq3dpEDGcDnoHl86u+Uv9xBNL93NItSVRCEXd8/CzP/uzzM3N8YlPfILJyUn27NnDpz71KRobGwGYmppibOz+N/dzzz1HJBLhs5/9LH/wB39AIBDgTW96E//u3/27Yn0KooAO79tHmeWhT2YbCko3DJ48dpTg5SGmx3d+YFOaxqnDPSTP9hIvQhfm9XD5XexvLsF6o0gbo+HO5uiGwixVAlRjHU5PCJXM39urWksLKp6n5qP+yrWP2SRHfJqEtwHUzq28YyRmcUdG0Kz1NWU0lQP79htosdXDhumuRP3471e+v6KZ9NeXVlcCsKvrmPne8mWDow31MN6/5HZvdwOJa0t/t5U2V2NeX1qVKVBesuw+CAkPohCKvmH6Pe95D+95z3uWve/FF19cctt73/te3vve9+Z7WGIL8bhdvOXUY/RduM2UtXXr6e9Ee7raqTNdzJ7dHXtKKmsq6PEFiLy+9QNqWUMZ7SSwrhbxa6NBw9sacfQVqNeOx41rfxUquHS5Rq5YXYcx8hUcAM3pBDu/O4U0O42RnCftyn0viWLTUyFckWGM9PorYKVxoG68hpZcvQO56S6H13+4bAdpuLNc6dwyV+53BFM1YC69X3lc9F1ffrYjvEwTOACtZGkjOADnMg3iQMKDKIyihwchVnNo7z7KbTe955aWqRP54/G4efzAIaYu9DFvZb8cYDs7dLAb581xIit0uN9KGnvqqR4dwQqtfhGUV3eDQ3/hmnQ6nz6MNtuft/PbSqFVlUIiP695W+l53e/wIGdsckeFBy0dwxUdwZGc39DjU0kb7eb31mz2Z7lK4NzrqNTKMxpJVY09vvysg9XYRvDbywcLa28HybPLhApd42b/8j93FpLLj0NzLD+rZBgSHkT+SXgQW5LT6eTZ04/TL7MNBXdk/158cykmt/ha/1xxeZyc6GzfFpuiYQtsjAZQd/s4FC44GM88gpHH4ABg9RzDkafgAGCXVOW8U/VKjHQYZ3SUpLehIM+XL1o6iis6hpHcWOUrG0U6FEIfPL/msZbDg3X9OlpsaVO3u9IVbZhff23F++emvEBw6R1KMTS5/GyJd08jkZvL/7wdGF1+qWjKWv77X2YeRCFIeBBbzr6uLmqdZfTJbENBlZYGONXZw+SFPlb+1bmzNLXW0xiztvymaAAUHDregnamMJuSVxtH/dubCtIA7i5tXzeO2MrLRHLBVgq9zJe3WQcA21eet3Mvxx3NvJu9HQOElorgio1hJOc3vMHcVhrpyTH0ybWXIdqagTU6hTa38pI4y1tK8ocr7y8yW/YQ/sbyy5K0vW3MLVOeFSDqWb6pn6+qlMnx5X82hePLzzrqMvMgCkDCg9gyNE3jpx9/iuFLfUykl24QE/lz6sghtJEFJi/sjr0NoDhxtAfr/ADxLdwp+i6Hx8nBjvLidYx+QP3bm3H2FWZzNADlZThrbFQsvzMt9v4T6HkMDgC4C197f1sFCNtGTy3gik2sq3rScjKlWK+jB9f+XWID6YiFPrxyA0hbaSSnFISWf2vF1jRmVvnxOcXyAUHpGrcHlp9d8NWVwwrDnwvOL3u7rstlncg/eZWJLaGpoYF9tW0MSCWlgqqsrOBYUxuTl5evDLITlZQFOFRTQ3iLd4q+K1AdoMsL1uXij7fu7S04+9Ze/pEzSsN1uhNtNs+zDpqO5ndBMs/7EZxuoPAVvLZ6gFBWCkd8Gmd8et3Vk5aTxgG3zqDH117yagNm2oN+7cernzPQhvXqysekWg4S+9vlX6d6Uy3DV5ff0+DtbiR0a/nZhYSx8hK3sanlZzF0fedW2BJbh4QHUXRPn36U0MA0w7e2dvfeneax48dI3Z7aVcFhT087JSPzhK9sj9daTUcNjfPTWAPF37Re9/YWXP0FDA6A462n0GfzPxtmHTiFI5n/xXqarlOM8ABbMEDYNnoqhDMxjZGYy8leEBtIx1Not3+Y1VInG0ibXvSLK/dyADDLG0l9a+V9DnZJKRM/WLm3Rqi6CoaX3+8Q9S0/IwHLN4cDcHvczE8u31ld9jyIQpDwIIqmNBDg8UMn6Lsosw2FVFdTxYHqJqYubI8L6FzQdJ1HDu4h9sZtUtuk/Wr74WZKrt/CShSmOs9qat/eiqv/XEGfUzuyD2OhP+/PYxsOdI+CAvw3KwUF2i+9LHd0FGWZmR4QWhEuMu8sS3Ik5jCS82h27pYMWkrHGh9En+7P+jFp24d+4ZVVj7EdbpLnR8BaOfSFXe1YoeXfhFElPvqWaQoHmSVLvSssWXK4nVxepjkcQGlVGaywNcOQ8CAKQMKDKIoj+/fjixsSHApIKcVjx48SvzHB1PX8LgPZSqpqKtjj8RM5s31ea/tOtOJ84wpsgaBT+zOtuAscHKiswFWaQMXz//nb+46jpwpV8rb4TQdd8Qmc8SlSrgqSnhosw5vfJ7Qt9FQYR3IOIzGX08BwV6bx2zm02HzWj0nrpeivf3/N45J2Jfb42RXvtxrbmf32yrO3ye420meWv9/b3cjCCkuWSltqMK8sv/na4/es+HyyYVoUgoQHUVCapvHTjz3F0KVe5rZ4996d5N5sw/ndM9sAsP9gF55bE0RGl/8lvNUoXePwoQYodkWlO6p/ug33wMoXTnmhabhOtqHmln/XNZdspdC8DkjG8/5cQMHKtK5FYeFMTONMTGMaPpLualKuitx0pLZMjHQYPRXK/ElH8/p5py0ddeMHaGb2oSTtrEB79btrH7dGWVZbaUwPrbzsSHlc3L6xcvWmqHflx9o+54r3aa6VL91kw7QoBHmViYKpqa7iWGsPA+e3zzvAO8HjJ46RuDm5q2YbHE4Hp/Z2Ennj9rbo3QDg8rvY3xjAOnet2EMBoOrZNrxDBQ4OgOMtp9DnClP1y+o5hiNZwD4yW2Am6WF6OoInHMEdGcTSPaSSAZxpHVPzYBluLO2Bi1jbJtM5wQbbRDMTd/7EM39bmX9vtLTqelhKx5ybQR9ZX9BOuytRP147OFgl1SS/v3o54lTbQWJfW/nnqrm/k8SZ5d+wUbrGrf6VA/J0eOV9Tiv1eACZeRCFIeFBFMQjR4/CTILB67tnc26x1VZXcbB298021DXU0GYbRN4ofnWibJXUltBppLGu9xd7KABUvqUN30jhg4N2eB9GqL9wz1fmh8QyDb3ywAa0LTLzsBxlW+jpCFYwgqvYg1mDiQP79ln02Pq+dml3JerV76HWCHG200Pi+hxEYysf4/Mz9cr0yidxGPT1z614t3dPI+EVGsNlOk6v/LtypR4PIHseRGFITS+RV4ah87NPPkO4d4bQvHSKLpTHjh+lOeli6trumW0AOHJ4Dw2TEWJDK1c+2WrquuvoiC9gjay8vKGQKt7cim/8XOGfuLICV1lizQu7XLG6DqIXKDgAIMtJNs1GkYom4PLfo603OLgyMw5qlXft7z5HMhbAHlq+tOpdkZJu0vMrhwsOdhGeWfl3Xsi18uVXeXMNsdjKS+lm5+dXvE9mHkQhyE8zkTd1NTUcauyUTtEFVFVVyZG6ll1VSQnA7XVxvL2VyBt95LeVWG51HGkhcOUG9hZpVFf+RAv+yQsFu4C/Rylcp9pRee7nsOgpq6shvnwpzLywbGwoyJKenchUDqzhm+jzy1cnWk3aWYH24+9kd2xpO+a3Vu/5YNU2MvP3/SsfoGsMjC9fmhVA97q4enPlmQWjfPVN7KOTKze+k1KtohBk5kHkxcnDR2hxVTJ8a3e9811Mp48doT3tYera7goOTS31HPGVETm/vbpj7z/RSuD8FdgiwaH00WYC85dQduELGRhPn0QvYHCwqhrQChkcAGWb2Erer1svG0ilbLjygw0Gh0rUq3+f1bFmeROpv1t5gzRkNtnPzZWuWjhLHehifmzlJUvuPY0kVynBPLvKsiRfiY+FFbpcQ2a2X4h8k59kIqfuVlMavNiLvUpdbJE7ZaUlnGzrZvJif7GHUnDHjvTAxUHiya1xAZ4NpSsOH2rcMhWVAEpONVIavoIyCz9vozpbcCTWf1G4KZ09qGRhwwOALe/XrYupHNhjt9FnNhYs7y1VymKvie0JkHi9b9V+DgCp1oOE/3aVSmBKMTi3epfsicQq1b2U4vbgym8AlVaWwSrfLlJtSRSCvMpEzpSXlXK6+7BUUyqgk4cPoo+EmLzcX+yhFJTH5+ZYazORM8tvONyqnD4nB1pKt0xFJQD/0XrKkjdQ6SIEMK8HV5sPFZop2FPabh96ujj7r2zLknVLWbCBdNJCu/WDDfeFWFdwUIrErAEzK88WANil5at2kgZQBzqZvbTysiJXdSnnb64cDsqaqrjQt/LPB5dv5R4PAIYhl3Ui/+RVJnJiX3c3FZaHgWvba+nIdhXw+zi9Zx+TF3bf/3dLWwP1oTSRC/3FHsq6lNSU0ulKY13dOl8z38FaKuhFJZNFeX7nU4fRZgv7/2HvO4ayihQe0mlYubS/4M7ehpFb6Jvo85F2lGcdHABSnhasV3+y5nFBmrFCq8+CjEZXn7lQLdUwt3KVJmdlAFb5lrCN1dOnbJgWhSDhQWzam9/0KLO3xplNFH4ZwG50eP9efDOJXRkcThzdi3mun3h6O22LhtrOGhpmprAmt07FMU9PNZWuIVS0MA3SHqY/fhyj0MFBaWhOC4qTlSAVB4e7SE++tVnKwJyfRR++yEYvf20UaduL/trfZ/2YVHkH6W+svkEaIN22j+Dfrh4ctL1tTF5bvWrawPQq5V2B+eQqFZyARHr1F6+UahWFIOFBbJhh6Pz0o09JNaUCcbmcPHnoCJPnelm5jsfO5PV5ONbcSPj17dO74a7Wg02U3+zFShTrinUpd3sF1aXjqFBxXkmqqR6nXfhyunbXIfRk8b571OwIeDuL9vxbkQ2kU6Dd/jG6ufpegVXPozTMhI5++ZWsH2NWNJP65uobpAFsr4/J19cO/hNrTCt52+sYH1olgCjFjf7+Vc8xF1q5eRzIsiVRGLJ7S2xIZXk5bzl8WoJDgXR3tPFIbTuT57bXGv9caGqt55AnQPjS9mswuOd4K2VXrmNvoeDgbCylpm4OtcZFSN7oOs79Naj0xi8UN0pVVRb8OR+kBccxlaxbustUDtJjg+g3fojaZHBIR0G7/HrWj7H8FSReubHmBmmASMkeUlOrh05tTwuj18ZWPSZesXoJ1vKWGhYWVq6kBDA+ObHq/bJsSRSCRFSxbns7u6iwvQytsulL5Iamazx1/DjzFwYImltnyUuhHDuyFy4ObKtqSncdPNGCvoUqKgE4agPUtUVQs8VbYuh45iT6fOGX3NmBMrTE6htiC8GKRdHduztAWMrADM6hDV3Y8BKlu2xNxwym0G9dzP4xDjeJ3jAsrP0z1WpsY+bv+tc8btx2rnq/5jS40bv6siejwgerTK46XA7Gp1avTCYzD6IQZOZBrMtjJ07iDtnMTcn+hnxrqKvh6a4DzJ7twzJ3V9lbt9fF4/v3YJ25jbXNgoPuNDh6qB79zJViD2URo9xLfU8KNVu87ttaTydGqDgzSHb3waL0sHiYGr+V5TbencdWOqlYCvvKD9GHLmy68JRluDGnw2jrCQ4okvFS7P61N2TbusF0v8FaXzBtbxtjN1eusATg2dtEJLRy/waAmejqsw7l1RXYazRwlD4PohAkooqsve2Jpxm60LvmDy+xeY8eP0Lq1jQz06PFHkrBNTbX0ZSwCW/DDeGeMi97K51YF7fWcj4t4Kb+qEKNr76sIq98XpyNDlS4OBfwmhMo/EqpJbTILJZyoNsrNwnbaWwU6ZSN1v86enL1C+hsWa4SrBs30GZXX8bzsFRJG+a3X83q2ETTQWJfXzvsjiTXfh92xlr9TRBN17jeu/rPPG+Jb83nkZkHUQjyKhNrcjgc/PQjT9B7fmtdEO1EpaUBTrXtYXKblSHNlaOHe1CXh4iv0n11qypvrKAtHca6vXq1lULTPA4aT7vRRoobxpxPHip4Wda7rNY9GImts+zPCi+gr1Gvfyew0UinLNTQRfRYMGfnNd0VcPY1tPj6Nr+nK9pJfz274GA1tDLx7bWb02kHO5m8tHqAcVYEuHBj9RBS3lZH7Prqs4Kac+1ZBV2qLYkCkPAgVlVRVsaJ9v30XpDgkG+H9u7BP5fadQ3fABxOB6d6Ooi80bstl3TUddVRNzmGtbDF6mA5dBqeKkMbvFHUYehvOlrwsqyL1DVCETpKr0TrP4t58OkdO/twNzRoA2fRE6svxVmvtLsS9er3UNb6yjWbFS0kv5Xdhmrb6WSq14D0GrNkSjG4sPaySr29Fvv8Gq+/krVL+MbNtV8vhkMu60T+yatMrKituZkmdyXDt2RjdD7phsGbjx1j6lwfkV24JKy+qYY2y0Hk7PasJNV6qImyG7ext9psia5ofLYavf9qUYehaqpxGnNF661gKw3Nys1SmVxR2JhD19CaurJuZLYd3JtpGDyHHs/9TE/aUYH6UfbN3+6ySmtJ/MNlMLMLHNHqA8TP9695nDrUzcyFtZeWDkyv3UF9PLh2uJ0PrT17I8uWRCHIq0ws69DefbjDNjPjqze0EZvT3FhPp6eCqW164bxZBw524b45QTRS/Co4G9FzvBX3uStgbbELQAUNb2vA6LtU5HEonMebUbMb7xa8WXb7XvR0cRrhrUYPjpOuasXh3v6/hi1lYEZjaMOXcran4UG20kibHvTXvrv+sXlLSZwbhcjqzdfuHd/UwXQW1ZXQdfqn1j6nt7OesYHV34BzeFxc7l17b8Xo5NpLIqVJnCgEqbYklnjsxEm06QThYG6nm8Vij584Rk0QZvtXr9KxE2m6zqNH9mKcGyAd2XoXdmtScOh4M+43Lm+94ADU/UwLjmIHB8B4+iR6EYMDADV1xX3+VWi3X8Nco7HYVmbiJDU/h33p++i9r6HyEBwsw405G0M/n33zt7tsh5vEUAJ7au13/gFsl5vJazZks6f/cDfzY2u/6RHNYjlSWVstZnr15U9Ol5PxbMKDLFsSBSCvMrHITz3+JCOXBrCzaJwjNqakxM8j7T1MZjEtvhOVV5axz19C5Mz26xYNYLgcHOyuxH6juMuBVlL7M624+s8VexiotiYcieJWC7M1Hd3cum+CKGzsaz/C3PsoOlts2dsKLKVjpS3siX70ueFN92lYjekqxb5+DW1u/UUIbE0nEfFj386+ZHKkYh+Jc/1rH+gw6B1eu8miEfBw4frae32SrrXfxy2vrcCeXnuGWpYtiUKQmQcBgFKKn33yGYYv9ElwyKP9Pd0c8Nbsyk3RAHt62umM2URuF7Fk6CZ4Sr0cavRhX7pV7KEsq/qn2nAPnCv2MEDXcXVXoLLY4JlPdse+onSyXg9lJuDaj0jbW/eiz0aRtg1Ss9PYl3+Adu0H6HP5nVFKuyvhzKsbCg4ASaMB61z2wcFs7mTmu/1ZHWsf2kNoau3w4NzTSCq59vfAwMTas8+ewNplWgF0feu+jsTOIa8ygWHovO30k/Sek4pK+aLpGm8+foKZ831EtuAyl3xTSnHqyF4SZ26T2qabwkvqSunUEli9RV6Gs4KKp1vxjJwr9jAAMN58Ei24Bfp0VFZvqSpLK1FmAnXle6QaD6CXV6LZ66sklA82YCkHVjSKGr2KlocN0CtJO8o3tDH6rmSgHfPvsivJCpnlSlNXrDWbwQEor5ubfdktg+qdXHvPoK+qlAtDa88oKEd2LfVk2ZIoBHmV7XJul4tnjp6m98LWfCd1J6itrmJ/ZQPTu3RTtC/g40hdLZHXt+9rrKajhsbZKaz5rdMr4EFljzbjn76A2gLBTHW24IisXR+/ELRilXjaIH3kMvaUj3TXSQxV+M7qNhqa4SQ5P4OauI0WD+V1WdKS59cMzChoZ/9+w+dIlXeQ/saP1/WYcNleEuey63ye3NdJ9Mzax/p6mpi4vXaA9jVWwvjavxtiqexm0ByybEkUgLzKdjG/z8dje4/Sf2V3XtQWwonDB9CGFpi5NVLsoRRFS3sjdcEEkatb42JyI1oONFJxuw8rvjUvREtONlISvoLaCssNHQau9hLUQvEb5VmVdRjJrbvfYSUqGUFd+R5pfzV2XQea25O3fhA2CgsHVjIB4Rm0yV5sM1XQwHCX5Qpg9Q2gTWz8Z0W6op3UN7KfcQBIt+1n9m+zCw5aZSk3LmW3jyfozu5/cT6VXRWo2YXsmuwZhlRbEvkn4WGXqigr41hLD0NrdL0UG+N0OHjqyFEmz+3eYHbsSA9cGCSRKvw7qLmy53grnvNXsc0tcGG+DP+hOspSN1FrVGopFMczJ9Hmt8Zr3m5qB7ZWf4f10MJTcCvTcThVVg/V7eguJ8pOkd0ClsVsNCylY1s2djyGCk6gZkdQdrooYeFBaXcl6uyP0OLZXUgvJ9ME7gysY/bNLq9i7AfZl4leaG4kfW7tvkfOcj8Xr60966B0jeu92S3vGxzNLrTIsiVRCPIq24XqqmvoqWxmtG93vhueb00NdXR6KnZtcHC6nZzsaidyZnt//gdPtKKfuVzsYazI01NNhXMQFd0aG4Idh3owtsI+hzs0rxvi2zc8PEifH4P5TJEBSzewvRXY3hJw+8HpAd1AQabYhW3B3b/TSVQ0mJlViIdQsKHgkS+20jBtL9qPvrOp85jlDST+/iKY2YdoW9eZXajGCmVXKltrqeP2+ewapmqddVjn1g4lFW11nL9+cc3j/KV+5oaz22sl1Zby4yc/+Qn//b//dy5dusTU1BR/9md/xrPPPrvi8a+++irve9/7ltz+ta99jc7Oznsff+Mb3+BP/uRPGBwcpKWlhX/9r/81P/VTP3Xv/k9+8pN885vfpLe3F7fbzbFjx/iN3/gNOjo6cvsJrpO8ynaZ5oZGWjxVTI5MFHsoO9LpY0dI35pibnJ3/v/W1FXRoZxEtnFwUrrG4YP1sIWDg6uljOrSCVQoUuyhZLhdOGt17IXi77kAsJVCS23N/Smbpcw0KjQJoeIvDdsMy+HBmpxH6z+7ufMEqki8cgvi6wvR8cbDhL/Rn/XxU74SsLNYBqcpbo5k2bsnix4QAGXVFZBlnQYJD/kRjUbp6enhueee40Mf+lDWj/v617+O3++/93FFRcW9f589e5Z//a//Nf/qX/0rnn32Wb797W/z67/+63zuc5/jyJEjALz22mu85z3v4dChQ5imyR/90R/xy7/8y3z1q1/F6/Xm7hNcJ3mV7SKtTU00OMqZncyuUoTIntvl4omDh5g8v3XeeS20ffs78d6eJBbJbm3uVuT0OTnQXIJ1/nqxh7IiR7WP2pYIambr/D87nj6GPbd1AqNd21z0MrFiZaa7Ai6eQfv/s/ffUZLd5Z0//r6pcg7dFbuqc86aGYVRlpDECptwfGDXXrzsOTgcw2+XZQ8Y42Mf4GsP9lrgyPFhDRgbLGwDtlmCJISEhMJoUucw0zPd1Tl3V4fqrnjv749RjyZPV9Wtm+rzOkcHurrq3qd6qu79vD/P87yf3Tvbnd4O3uJCanAZ2Mmvt4UPRLHy4uFLdunmasyNHa5syNwcxsb5w82wmd+8sxsTAOhMukM9DyBlS6XiwQcfxIMPPpj369xuN2w2201/981vfhP33nsvfvM3fxMAUFtbi1OnTuGb3/wmvvSlLwEAvva1r13zmhMnTuCee+7ByMgIjhw5knc8YkHmPJQJ0XAYAdaB+Nrh6zsJhyMc8uOov7pshQNF0zjW1Qzd0Kw6p0W/jdllQatHD348Jncot4SxG+FrFUCtK2fXmW6qBRtX2Gffq9yp0uWMQNHIUlbgzZ+DKlY4mB1IjW4cenr0lRj0BqxMUEDukFkymsJ04vAZtTUczmbXYDVhYvJwAiZDHb7nimQelMV73/teHD9+HL/+67+OkyevdQHr7+/H8ePHr3ns/vvvR1/frbNxOzuXM6p2u138YPOAfMrKgOqqMCppO+LrcblD0RzHujuQvbiK+P6q3KHIgsVmRkeFum1YAcAVciGS2gE/rVxxTZt1CNzFgV5QkMmBTgddUA9qR2ElQmYLkFJGLwjhMrzODH5hFfRscWVKAMAbbUhd2IawlL+ITuRhywoA6GjERv/haoYMPicGzh/u2LZoBYS+wzlLbe0e/vtFrFrzY3f32qyVTqeDTnf4TM+t8Hq9+MIXvoDW1lak02n8x3/8B/7bf/tv+Md//McrGYO1tTW43e5rXud2u7G6evP1hCAIOHHiBHp7e9HQ0FB0jMVAPmUapyYSQQUs2CLCQVR0Oh0e6Ogs26ZoAKiKBuDbSiMxrl4bVgDw1/tRuTQPfkfBzbU6FoH7rKBnlSXSuId6FOOudDU0SMmSksgZ3ED/adD7xYtMwWBBamofwmH7Cq4iE23F+iFtWQGAMugwMRM/9PNzITewdjhBs5OH/e5CHj10Ss087J9dhbCnnGssZTLBDOCBBx5AIvFO79jHPvaxvHoabkVNTc01Tc3d3d1YWlrC1772tWvKjSjqWgsDQRBueOyAz3/+87hw4QL+6Z/+qej4ikWZnzKCKNRGovDAjK0N5dRGa4FQwIdag7OshUNXZyOooRmk0sqwCC2U6o4wbOMTEJT8PhgKwUfcYKbH5Y7kGuiWekW5Kx0g6A2gUwrLhJQpAmtAbjcDuq84N6Urx9ObkJzLQpjJ3ymQrwxi6ef5ZYjTrfVIHGIgHAAwBh3GLh1yXgRDY/TS4e4fnJ7D/NLhBQ/peciPV1999Zqfxcg63IrOzk784Ac/uPKzx+PB2tq1fS8bGxvweDw3vPYLX/gCXnrpJXzrW9+Czyd/WSbpedAo1VVheGDGNhEOonJXRxt8CQabM8qpOZcSlmNxb3sThLOT4JW84D4EjT1R2IbGAYW/j8ATQbAKEw7Q66HzsYqYaH09gjcICsqLq9zIGVzInZ8APXZOlOMJnB6pFQbC5OHsUq95rcGI1Zge/P7hd/vpShfODx1epOhbwkgcMnvpqvFj55BN3q5KD/g8BkAqNfOgVCwWyzX/lVI8jI2Nwev1Xvm5q6sLr7/++jXPee2119Dd3X3lZ0EQ8PnPfx4vvPACvvnNbyIcDpcsvnwgnzINEvT74Wcd2FxVbv222mBYFg91dWO1jLMNTrcDTWYrEn2HcxJRMu29VaDPDssdxh2pfDICbqpf7jBugHuwW5HlSgAAqwOAsgWhljmY3UC9+XPQIok4gTMgtakHf36ioNfvWBqR7MuvV2jDW4Hc8iH9USkKk3k0bmfN3KGfa7KbD/1cgIiHUpFIJDAz845wnZubw9jYGOx2OwKBAJ555hksLy/jT//0TwEAf//3f49QKIS6ujpkMhn84Ac/wPPPP4+/+qu/unKMD3/4w/i1X/s1fPWrX8Wjjz6Kn/3sZ3jzzTevKUv63Oc+hx/+8If4yle+ArPZfKUfwmq1wmA4nNVvKSCfMo3h9bhRY/VhbbE8G3hLgdfjRps7UNbCoba+Cs7Fbewt519nrCQYlkF7SyWEs6Nyh3JHvI9HYZguvrlUbOjGGrBbMbnDuDUmM8CTjKsc8Hob+Jk50AvifW4FzoDUhg78WGHCIR1tx2YefQ7AZWvW6eFDCgdctmddvnD4TZWpxcPZvgKAkOf4b053eGFCODzDw8PXDH07ceIEAOB973sfvvjFL2J1dRWLi4tXfp/JZPAnf/InWF5ehsFgQF1dHb761a9eY/fa09ODL33pS/jzP/9z/OVf/iXC4TC+/OUvX5nxAADPPvssAOC//tf/ek08J06cwPvf//6SvNfDQAmCAvPOElAb6sWuUgYsiYTDbkdXsB7Ls+pe4CmJjuZGGFeS2N/Kz0dcS9zV1YRs3xSE3OFT50pEZ9ajNWQBf0g3FDlxPxyFZUl5wgEcC8ODjaC3lbs5wd/9MNjUhtxhlBUCRSNHW0H1vwkqK16zusAZkFrjwB9ybsL18JVBzJ1MQ0jmkYliGMz4gticP/xnaK8lgIkLh3RZ8rvx2uyFQx/b1eDH62dPH/r5r5/9GZxOG9xu66FfIwVrv/yU4hqmPf/xE7nDUC2k50EjWMxm9EaaiHAQCYqi8PCRu0BdWi9b4aAz6HBvSwMyZy6pXjhY3Fa0uTlVCAfHfVUwLw/IHcZN4R7sVbRwAACKKsv9MNnIGRzILW6APvOquMJBZ0RqjS1YOAh6A1anDfkJBwB8Z2NewsEY8hxaOACA3pefP//SWn7fN2LVSpAC8inTAAa9Hvc2dmJ2Iv9GMsKNWK0WHI3WY7VPeU4yUlHh96AGOiQG1f83cIXdiCS3kMvDclEubEeCsG2PgBKUJ9aomiqwu8q/xlA5Mt9BCgSaudzbcPIXoEX+vAo6I1IrNPgLhZeK7libkMxnngMA2mHF2PnD26ICQLLCBiwt3vmJb7O8e/iSOoZlML1w+PIpgPQ8EKSBZB5UDsMweLjrGBEOIlETrUKHzYfVsfL9ezY2VyO8mcL+rLJ3mA+Dv8GHqs1V8KtxuUO5I+bWSjgyF0FlFdjsS1HQ1blA8YebnisnFE9mPJSanMGB3Pwa6HOviS50L5cqseAvFL5xkaruxOYv8s8y7kTDSCcOLz45hxkj44cXOHqrCWMTh8+kuH0eZDP5XQ9IzwNBCoh4UDlP3vMAYqPl28grJnd3d8KxmsbOcrm6VFE42tUEw/A8srtJuYMpmmh7GBWxGIRd5dTZ3gpDtQtu0zyolDL/7uz9vWDih2/ylBUVCBy1IjA6ZHIm4M1XQS+Jv8Ei6M1IrjDgxwt3dONDNVh6Ib/degCgowFcHMjvPdF1fmTShxer9mgFctnDfz7NDkte8TAMc8sBYwSCmJD8lop58viDmBwozIGC8A7s2zas5Tz0zWgyoKcqhN0z6rdhBYCGngiM/aMAr/z6d53fhgrfJqi4MgebUZVecLn8SjnkQqBo0UtoCJfJGtyghvvB7JSmGV0wWpGcTkGI5b/wv3IMuxOLfRkgm/9nYJE1AcL2oZ9P6zmMx2bzOkc8z5I6Ps8VGkcGxBEkgmQeVMpDx+7B9IA2Fnpy4na7cH9tc1kLh8qAF51WJ3aHld9MfBjaeqtgPDeiCuHAus3w1SVBxZXrDqTrjoDKqKSPgCvdgKdyhddZkN3JgX7zJVAlEg682YHkxURxwoFlsb7rQ3atAIOLrkYsXczPbMTYEsZ2/PDnYnQsRiYu5nWOnf38sqak34EgFeSTpkLu6ujE2gWVlBAomKb6WjjiOaxfKt+/ZXNLLUyXVrCfUGa5TD4wLIO2Vh+gghkOAMDYDPB3ANSScnf1mXu6wWyoqP+HiAfREBgOOd4A6uwp0Nl0yc7DW9xIDa9BWCmuxyrhbUfipVjer6MdFoxP5imKKAqT6/mVt7pqA9gfyu+7vpDnXB2OI/0OBGkgmQeVUV9TA35lL6+6ScKNHO/tgWF2B3ubyiwVKTUUReFYVzN0Q7PIakA46Mw6dNQ6gYHzcodyKGgjh8BRA+ilwndaS47TDh2rsv4fUu4tClm9G/z4xOWG6FIKB5sXyYGlooVDJtqG9QKEAwBsRaqwv72f12vMzWEsLazk9ZpknrqW03OYWchvY4slZUsEiSDiQUVUeD3wwoz9RH4XOsI76DgOj/UewfbANPgyFWBGswH3NNQieeYioIEZkSaXBa0ePfjzMblDORwsjcCDTtDzyrbB1R1rApVSfrP5NezuQKDyHMlLuAJvsAPxJOiTL4HKw1K0EHJ2H5Jn54A8d/Cvh68IYOnn+S3kD6AbI5jMs0kaAFap/ByQKJrC2FQsr9d4fF7kcvndo0jmgSAVRKaqBINej3Z/LRam5uUORbW4XU50eIJYGSjv/obqHIPEiDb6G5xBJ6KZXfDT6tkhD7zLD2ZqWO4wbgvd3gR2Q9ni5mZQECBwRlDp8hzsWCg8a0AuTYM++Rp4CRrOc64QUr8YA4rcCBPMFqxM6cHvF3AcjkVsN//3aqr2YSDPYZOuaj8Gzg/l9Rqj3ZzX8wEiHgjSQcSDSnj0rnswOZhfsxXhHRrqquHaFrA+efhhPlqjqbkG5slVTfQ3AEBlbSX8q0vgtxNyh3JofE9VgZtS5vToK+g46LwUoNL1t0CTBdRhEWgWOcoCaugUmKQ0Ge2sK4r0S31AHhanN0NgGGzmIkjNFNazlu1oxObZ/DdRtqz599XkCnhNlso/M07clghSQT5pKuBdxx/A5AARDoVyd3cnUueXsJdW4PAtSaBwtKsRqbOTyGqgTAkAqlpDcF2ahJAsXT222FQ8EYE+1i93GHeEe6AX9LZ6s3OCQKpx74QACjm9ExgdAL0tndNX1lWD9AunAL747EaiogM7BfY50D43xofyz+Ibg24MjuX/3bg0n/+5NnYObxt7AHFbIkgFucoqnCOdXZgfjskdhiqhGRqP3nUEe0NzyJWpcDCY9Li3uQ6pM5c00d8AAPXdETjHL6hKOHgejcI40y93GHeEqg6D3VWRu9LNKNNepsMgAMgZ3MgtrIM++bKkwiFjr0b6uZOiCId0tKPgBmkAWHW6C7on7FfaIOR5HXVWVWB+MT/XJACYWcjfTIFMlyZIBZGpCqYqGAK/ug8+R4Ye5YvVasHRSB1Wy3h+Q4XPjRrokBiKyR2KaLT2RsCeHZE7jLxw3l8F02K/3GHcGYqGrt4FKq7u0j5hOw7kXy6ueXIGN4Spi6CXBiQ1pRJAIWOOIPvTt0Q5Xi5Ui8WfFt77R3XUY24w/1InvceOc6P5308otxnI82UWmwVj8wWIB9LzQJAIknlQKCajAbUOP/Z21FPPrRTCQT86HQGsjuc3/VNL1DdGEN7KYH9uTe5QRIGiKXR2h1QnHGxHQrBujoBSQdaHPd4DRuXCAQDoyVEIDJn3cEDO4EJ2dRfUmy+BXpI2qyTQLNK0H9mXT4lzPIcLS2eTBU2QBgDKbMDF+cKaebIRD7LZ/LMVFwsQAS6/O+/XAKTngSAdRDwolIe778bSjPpv5FLT0dwIX4LB9uK63KHIRm9XE8zjS8juaMPSl9Wz6GquAPrG5Q4lL8ytlXBkJkDlVFAy53KAE4rz2lcKVDaDHGuVOwzZyRlcyG6mQL35Mui5S5KfX+AMSCWsyJ3sF+l4OqzHvchuFG4fnGiowe56/rN9OLsZw+P5/w0dYS/mFvIvWWKMhYlfknkgSAURDwrk8fvux+QQaZDOl+O9PaAmN5Da1caiOV84HYd72xqRPXMJgkZK3Yw2I9rDVvAj0i9+isFY54bbOAcqpQ5nK93RRlBpDX1vVpU7tbuUHPQ0XM40vAw6Jo/g5o02JBcBfkicoY0CRWHH1ozEWGHzHIDLMx0m+grLvFD1fqRT+btDMR5LQefbzxR23SAN0wSpIJ80hdHS0IClsfIttykEhmXwcFcPVsq4v8HhtqPZbENCQ38DW6UNtWwG/EV1fR/0YQe87jVQ2+rwOqU7mlU50+F2UJNj4O86AjqrDvFWLAJFI6dzApMXQK9I29NwPbzVi9TwCoRl8TJZ+6EubL4QK/j1lEGHye3CGukZkx4jE4Wd+9JiYTayS2uF/e1I5oEgFSTzoCCsFjNcggnZjArKHBSCzWrBQ43tZS0cojUh1GcY7E3mnx5XKt6oB7XpHfDz6iql4XxWVFbtgNqOyx3K4dBx0HnkDkJ8KIEHT5vkDqPk8KwBWcaB3NQc6JMvgV7Jv75eTHLOEJKnZ0QVDunqdqwWIRwAYL+lHluL8YJeq2sJY6+AYXb2oAczc/mLB4ZhcGmmsAwJcVsiSAURDwrigY4jWF/SRoOrFFSF/OhwBLB6Xl0702LS2dEA59Q60hv51/EqlVBTAMHlRfCb6npPrMMIX0MG1IZ6vsPs/T2gdzXaHzQ2qNnG6ZzejmxaB6HvHOgzr4DelF9kZ101SL04CGyL973Nheuw+EJhu/cH0DUhnO/LfxgcANB6DmOxwpyd2IrC+m48fg/S6cJsqEnDNEEqyCdNITx07B7S55AHLY11sK6lsb2l0YXPHaBoGsfaG7B/9hK00d1wmZrOKlhHzkNQmVc/beTg7+VALxS2SJEDqtILbr9wy0ulQ2+vI5tuAMeoZx7I7RAoGrzeCWFpEfTUq7KWJl1P2laN7HMnRT2m4K7E4lt7BTsrAQBYBjNZ5nIzSAEYWquwNVhY30ihJUtmZ+HN/jqdNsUyQXmQzIMCqAqGsDUl/86RWri7uxP6mR3sb5Wnja3JbMQ9tVHsn1VXE/GdaOyJwjo4pr4hXyyNwAMOVQkHAOC6q0FltbGwvhX04ElkdYXZXioFXm9FlrKCn5i6bLc6NSZ3SFcQaAYpNojsi+LMcLhyXJMZK/MW5LaKa+LPdjZhfaawDSaaYzE+X1gpqCNcUVDJEgBk6cJtnUnPA0EqiHiQGZZjUe8OIrlfHo19xUBRFB458vbE6DLtC6kMeNFutiGhsab69t4qGM4Nq28KNg0EH/eBmbkgdyR5Qfe0gt2IyR1GyaEggHrrZdUJCIFmkdW7kd1IAidfA33uNVA7cbnDugZBZ0QqYUPujT5xj8swiKMayanipl/TQS/GBwvvATG0R7C5Hi/s3J7CpxSuF9EvRcqWCFJBPmky8667j2Oqn5Qr3QmdTocHWtux0le+jdGNTVFYYutI7mpHaDIcg56OANJnR+UOpSD8T4bATg3JHUZ+GPTQ2TNAmSTuKAjAWy8je+xhsGnlljkKNAteZwe/GQd9aRh0JiV3SLeEt7iRurQDYVocK9YDBIrCrrsd268UmcWjKSyabMhlCrPsLSbrAAATc4WLlsmZwt87R8qWCBJBMg8y0tXaithg+S6GD4vdbsN91Y1YGYrJHYps3NXVBMPoArIaEg46sx6dNQ6kzyqnDCMffE9VQac24QCAu78bdCIudxiSciUDwTkLLX8vCQLNXJ7LkOLAD4+AevMlMOPnQClYOORcVUiemoEwLb6z036oCxvFCgcAue4WLE0UPuujmKyDM1KJ+cUCy508TmzECzsvQMqWCNJBMg8yYTToYc3osMZrqd1VfEIBH6K0FeuXinPcUCssx+JoUy0SZ7TV32B2WdBoAXLn1dUncEDFE1HoY+KWa0gBFQmC3VHn37xYKAigTv0cuWgT6EoP6LQ8bl683gqeZ4GNNVDT46AyKUU1P9+OjLMGmRdOASW4b6WrO7D641jRx6HDlRgeKFzY0DoW4/OLhQfgMgEFXq4dFU6giJErRDwQpIKIB5l4+Mi9mOqfkDsMRdNUXwvbegbb28XVvqoVm8OKNocLCY2VajmDTkQzu8jNbModSkG4H4nCOKM+4QAAuuZKUBvyzgKQGzo2DmGGQbamGfBUgMlug8rlPz34MAgABL0VPHQQEnug5qdAbwyoLuUvUDQyhjCyz4vrqHRArqoBi8+L8LlkGMwxJuSyhdfkGdoi2CzQYQkUhfFYrOBzQ1fcJ0NH5jwQJIKIBxloa2xCbFBbO8lic1dHG/iLa0imS3NTVzqhKj8COxkkLmor41JZWwn/6hL4bXUW3Dvuq4J5aUDuMAqCOdYJpsyFwwEUnwN1cRi4CPCsDnxdK2inE3Q6DoovzO1LoBgIOhMESgchkwXiG6Dmp0Ht76hOLFyNwBmQ2rOAf+t0SY7PVwax8PoWkCu+oCzb1YTVs4Vn1mgdi7Eisg7uWj8GxwsvZYwnisuGkSFxBKkg4kFidDod3LQZK/yu3KEolgfu6kV8YFp9zjsi0dJaC8P5JaSS2rLRjLSF4JyYhJBS5/uy9QZh2x4BJaiw1NBkBGdIAMU5X2oSKpsGM345k8TTDAS7G7A5AbMVMBgBjrvcHSgIgEABAv/2/xeAVBrY3QLia6Dia6AEARSgmjKkO8Fb326MjpXG0ECwO7E0zoDf3Sv6WHTEj9H+4lzoDO1RxAcK78HKmItbvMfmixP3JPNAkAoiHiTm0WP3IkbclW4KRdN4tKcXK/3aKtM5PBSOdjUhdfYSchoTTg09ERgHxiDkVLjwBmDp9MORnQCVVadFMHe8E3S8XL9Xh4fic6A2V4DNFblDkZ2sK4L0L0aARPEL+5shmMxYXfcgsyTCRHaWwSz0EHKF79zTeg5js4UPTaQZGiOXCq8osNgtGJsrsFzqbUjPA0Eq1JxNVR1NtXWYHSqiG0rD6DgOj3Z0l61w4HQc7mupR+rMRc1lXFp7IzCeGwFUKhxMzZVw0VOg0sp1wLkdVCQIdrs8m6QJBUBRSNuqkX7+TOmEg06HjXQV9idEEA4AMp1NWJsu7liGtirEN7YLfr27IYTN+FbBr3f5PQW/9gAyYZogFUQ8SATDMAiY3cjlVDY9VwIsZhOO1zVjZTgmdyiy4HDbcVelD7uD2hKWFE2hszsE9uyI3KEUjKHGDY9lHlRSvfU+umZfwXX8hPJCYPXIMYHLE6NLtIkh0DS2DE3YHSp8jsLV0FU+jBVZrkTrWIzNFtdftkMXl5VkDMVnDUjmgSAVRDxIxKP33IfFqcJTolrF43GjpyKCtYny/NtURQOoz7LYmxLnRqoUWD2HrmYv0FdcGl5OdAE7Kio3QO3KY+kpBsyRdjAb2ppGTigNvMmO5AqDlMgTo68nUdGBrbdE+kzqWEzDUHQ5pL49UlTWQWcyYGC8uIF52/vFm0iQhmmCVBDxIAGVXi9WL2jLNUcMqkIBNHAOxGfLs764ta0O7tk40uuF37SUiNFuQnvQDH5EvSVorNsMX80+qLiKbYL1enAWdTanE6Ql5woj2b8M4WKspOdJRrqw/rJ4JXTJtkZszBRXrsSY9BieKk7MOOr8SBVpBDG9ULwTGsk8EKSCiAcJ6K1vRXJfO5OBxaChrhq+BIPd1bjcocgAhaNdzWD7p8GntGVFa/c70GTiwU+q1xKUthrg7wCo9cIn1CoB9v4u0Al1ztIgSIMAChlbNVLP9wHx0m5ipKvbsfyceMKBbori/Lnij8e2hLFbpHX08n5x2UmzzYzZheI3GInbEkEqiHgoMe1NzYgNk5kOV9PZ0gTrUhLJndI04ykZTsfh3oPGaI1RUV2Bmv0t8IviNEHKAW3WIXhUD3pJveIHAChfBbg9db8HQmkR9Caksh5kXnzrsv1sCclGmrD4vHilqZTNjInV4g0MOLsZgxeKy5CaXFYMny9u4Ks74C3q9QeQhmmCVBDxUEIoikKl3g5BY+45xXCsqwPU5AYyGpthcBjsThvu8vmQ0FhjNACEmgMILM2Dj6u3P4AysAjcZwG9EJM7lKLhuqKgstrKahHEg7dVIHlpH/y50psZ5MK1mH9pXZQhcAdsRauwu178tUao9yG5V5wIMUe8EPjixJcYzdIAEQ8E6SDioYQcP3IU8you3xCb++/qxf7IAvhs+Tm/BKt8aBR02JvUVmM0ANR0VcE9cQnCvjqtTAEALI3AQy4ws+rPEtLtjWA3YnKHQVAoWVcUyTcuQVgofVke76/Cwhu7QFq8+ShURwOmBotvuNZ77RgcLf77fnG58InUB2ztizM0luPI6C6CNBDxUCIMej34dfXaO4rNw0eOYKs/prkZBoehqaUGlYs7SK0V7gGuVJp7I7D2jwJqFoQ0EHzcB3a6OLcURUDT0PlI3TPhRgSaQdoYQfq5U8Be6e9NgseHxb4c+F3xssy0x4GxKXFMDFJhFzLp4rJzzkglpmeK3yCcnJ0p+hgAyTwQpIOIhxLx4JFj2FhRsVOLSFAUhcfuOoL1PvU67xTDXV3N0A/PIbevsTItCujoCUOn4hkOB/ifDIGNqf99AAB7Xw/orfJ0LyPcGt5kR2rThOwrpyU5n+BwYemiHtlNEfvaKAqrngqkdoo3HzEG3RgcLr7vjHcaiz6GzWnD4rI4WSBi1UqQCiIeSoDb5cLqxeJTmWqHZmg82t1bllOjaYbBve1NyJy5CPDayrYwOhZdrT5Q58bkDqVofE9FoJsakjsMcbBawFHrckdBUBg5VxWSfcvgz0tTkidYrFhZdiG9KK57E9/TjLlxcSzPt93movsUaIbG8MXiBYgYk6UP0OlJ5oEgDUQ8lIC7WzqxnyjvkiWWZfFIWzdWNNgcfCfMVhPujoSR6FN//fz16K1GdESsEETYtZObiiej0Mf65Q5DNLj72kAlix80RdAGAkUjbatG6vlzwJY0s2QEvQHriSCSk+KKWKY6iNEBcdyaTDU+jIrQ6+BpDGMzXnwpqqATbxlGypYIUkG6a0SmNhIte2tWg16P++qbsTISkzsUyanweVDNM0hc0N7EbKvXhjp9FvyE+icWex+Pwjhd2km6UkLVVoHdLD+hTrg5vNGG9AYD/q23JDunoNNhAzVIjIqbdaeMekzuU8iJ1Fe1bmREOU4c4pSibuzERTkOQOY8EKSDZB5EpsEfAZ8rrWe2kjGbTbi3uhGr4+pfYOZLTV0YVdsZJBe01+viiXhQl9sFP6f+enr3I1GY5rQjHABAV+cBVYZmBIQbybnCSA6ugR+SzgBAYFhs6Rux2y9+ue5OYy3iS3FRjmVuCuPC+VjRxzFYTegfHS8+IAAXpsQT/STzQJAKIh5EpL66GtOj5Vfff4DNZsGRQDXWLmpv1/1OdLY3wHZxFZlt7Q2+Czb6EVpbAr8hTelDKXE9EIF5qV/uMESFOdIBZpNYQpc7AkUjbX17WvRmXLrz0jS27a3YOiX+Z5DqaMClfnGciEBRmEmLU05sq/Uhmy3eftbj9yK+JY4LH8dxoChKlGMRCHeCiAcRqfdHynYgnMNuQ7cnjI0p7c0xuD0UjnU1A31TENRsV3oLajqr4Lk0CSFRvMOJ3DjuCcOyPqitHXodB86qMScvQt7wRhtSuzZkf1b6adFXI1AUdr0diL8u0gL/KuhKF0Yvidc7Ye6sxtyMOJmR6Y1VUY5j9dhFOQ5Asg4EaSHiQSRqqqoQGynPrIPL5USHM4DNGfWXtOQDp+Nwb0s9kmfU3zx8M5p6I7AOjql7hsPb2I6EYNsdBVWkw4rSYI/3gN7VXpkc4fBkXREkB1bAj1yQ/Nx7gS5s/Hxa/AMzNBasTqQT4gyepPUcxpfEsUN1VlVgYjImyrEylHjXVtLvQJASIh5EojlcW7T1mxrxeNxotXgRnxNnJ0Yt2BwWHPH7kdCimxQFtPeEoT87oomhftaeABzp86BEKDNQFC4HuBSxhC5XBFaHlC6M9HOngbj0JYX7Vd1YezFWkmNnupqxfFG8Cdj69gg21uKiHIt3mUQ5DgAsrol33ySZB4KUEPEgAgGfD9NlmHWo9HrQZHBha6G8vOV9QS+aGRMSl7S3cGN0LLrafKA1MMMBACwdfjj5S6DS2ivt4Y42gcqov5yMkD+8zYvkPJB77aws509Gu7DyfKwkx6YbqjDWJ14ZFGczYWBCnE0eVseh/7w4jegsx+LClHjrBjIgjiAlRDyIQFd9M3I59Zd25IOv0os6zoHtpfIqmaitr0JwPYXk8qbcoYiO3mpAR8QGYUgbZVjmlkq4mClQKe0tsKloCOxmTO4wCDKQddUg+YuLEKblaZJPRTux/JMSlCoBoOwWTKxnIIg4WJOv92FfpJ4tV2MQOzu7ohyrIlSJtIibGnoyII4gIUQ8FInTYcf8uPjNYkom4KtADW3Dzor2FtC3o7OjAdaJFWR3tTcA0Oq1odXOgJ/QxmfZ2OCF2zgLKqm9fysA0DX5QEnYGEuQH0FnRIoOIP3cSSAlTi9AvqSrO7D0kxJdIygK68Egdtd3RDukIeBCv4gDLRf3xSsPM9jFK38CSNkSQVqIeCiSu9u7kU7KcyGXg4CvAlFYsLsalzsUCaFwrKsJOKdNRyVPxIM6PoHcnHg1xnJirHHDa18CtafNact0dwuYDW2IPMLhyDlDSF7YQ+5kv2wxpKvbsfiT0s3vyfU0Y3ZUXJvvHY8FvEhVATafC6PnxRMi2ylxbb11JPNAkBAyYboITCYjVie1V/d+K/y+CkQpa1kJB5ZjcbShBokz2pwaHmz0wzs3C14DVqwAoK9ywutdA7Wt/pkUN4VhoXMBEG9zlqBgBJpFxhhC9oXTspoXZKKtWHxuDihRCHRdGIP94goTc30Ab4yKd91m/XYIc+L9ASZnxd0AIJkHgpSQzEMRHO8+gsS2Nnc3r8dX4UE1XV7CwWw142gohMSABh2VoK0ZDgCgDzlQGYyD2o7LHUrJYB/oAb2zJncYBAngrV4kV1lkXz4lq3DIRpux8MIiUKIqOcpiwsWtHISciO+RojAH8dzVaIbG0KR4zc12lx3zi+JuPJKeB4KUEPFQICzLYHcxLncYklDhdaOWc2B3JS53KJLhrXShzWhFYkKb07Kbe6OameEAADq/DZVVO6DiGm7gt9vAZbRRWka4PVlXDZJvXIJwSd7ytGykCfM/XQHEXNhfR7w6gp1VcTOF5s5qzEyJd+32NIWxvi7etcXp94h2rANI5oEgJUQ8FMg93Xdhc1XDC5W38XrcaNC7sKNBd6FbEakJIpLgkdSiBS0FdPSEoTs7rIkZDgDAVVrhq90HtantHXnu7hZQaW02gBMuIxitSGa9l5ui9+XNCGYjjZj/2RqQLWFjfncTYkPilisxBh1GF5dEPeZaVtzvXY4V/9pLeh4IUkLEQ4GYBO17KrtcTjQa3WVlx9rSUgvX9CYyce2Vox3McKA0MsMBADivGf6GNKh1bU83p8JBsFulscckKIOsK4L9wTXw50bkDgW5SCPmf7YOZEqXmWSifgyPiLvIBwC2rQrx9S3RjmfxOjAwJs5shwOW1sUfqkrKlghSQsRDAYQDAcxe0PaN3G63oc1Wie1FDe6+34LeriZww7PgUxm5QxEdo82IjohVMzMcAIB1muBr4UGtib8AURpcawAUr40SM8K1CJwBKS50eVL0pniL3kKhapow99JGSYUDZTHhYpJGLi3u1He9146+UXGvcbqQEwIvXvaF5ViMXxLfgIOULRGkRHbx8O1vfxuPPPII2tvb8f73vx9nzpy57fPT6TS+/OUv4+GHH0ZbWxsee+wxfPe735Uo2su01TZA0EjJx82wmE3o9oYRnxN/d0SJUBSFezqbkT1zCRBxOJFSsPnsaLIA/ETpbBalhnUY4e8E6JUFuUMpOXR7I9gNbW9WlCs5ZwjJySRyr5+TOxQAQK6qHtM/WwdEXtRfA0VhM1KF7SXxhdJe0IFMWrzNH4qhMTwlrmFGZZVP1OFwB5CyJYKUyGrV+uMf/xgnTpzAH/7hH6Knpwff+c538NGPfhQ/+tGPEAgEbvqa//E//gfW19fxR3/0R6iqqsLGxgay2RJe6K6DpmlszWu3jMdgMOBIqBbrl7S/KAMATsfhSG0UibPa2ZG/morqCgQ3V8HHtePtydiN8HfToJfkmbArKRQFnU8PyL8hTRARgdUhw/qRfeGMYnqPcuFazL8Sh5As7f0019OM6bPiN4Kba/14Y1jcHX1vYxgDg+IKO73VKOrxrhxXry/JcQmEmyGrePjGN76BD3zgA/iVX/kVAMBnP/tZvPbaa3j22WfxyU9+8obnv/rqqzh9+jRefPFFOBwOAEAoFJIyZPS0tWFzSpviQcdxuK+2CavntbNDfTssNjM6nG4khmJyh1ISwi1BuKdi4Pe1M8SQsRkQ6GVAL5bHZ5Q52gl6qzyEfLmQcwSQHl2GMHda7lCukAvXYuEXOyUXDnS9+PMcAAAUhXk6B7EHUazlxDcoiO/vin5MANDptN+HSVAOspUtpdNpjIyM4Pjx49c8ft9996Gvr++mr3nppZfQ1taGv/u7v8P999+PJ554An/yJ3+CZFI6V4oKi0uyc0kJwzJ4oLm9bIRDhc+NVr0FiUvaHPJX11UF1/mLEDQkHGirAYG7uLIRDtBx4MzamMFBAASaQdpSjdSLgxDmlHPdyYXrsPCLHfD7pe31ouwWTGxmxZ3n8DbmjiimRbRmBQBrpVP0RmkAOD9VmoGjOh3JPBCkQ7bMw+bmJnK5HNxu9zWPezwerK7evNZ+dnYWZ8+ehV6vx9/8zd9gc3MTn/vc5xCPx3HixImSx2yxmDGvobrxA2iaxsPtXVjR6A789URqgvAuJ5Dc0uYU4pbeCLiz8ju2iAlt0SF4VAd6oXxq/9nj3aB3Y3KHQRAB3l6J1OQ2hEtvyR3KNVwWDtslFw6gKKwHA9gdFT+Lxhh0GFsWf/4JF3BAmBfXptbj92Lsws03R4tFb9CBoi7//4P/JRBKhewN09R1n3JBEG547Prf/dmf/Rk6Ojrw4IMP4nd/93fxb//2b5JkH+7t7kE6qZ2d3AOeOHa0bIRDR0c93DNxZLa0Z8VKMTTuOqI94cBYdIgct5SVcKAcduiy2rafLQsYFnDVIfnSKIRLyvr8UjWNmH9VAuEAgLq7HbMlEA4AYOypxuaauE1BDMdi8KL4fXDugPvOTyr02C4bPB4rPB4rXC5ryc5DIAAyigen0wmGYbC2du1gp/X1dXg8N5++6PV6UVlZCav1nS9GbW0tBEHA0pIEdo0J7VklPnzkCOZPT8gdhiT0dDaC6p9GLim+04Xc6Ew6dDW4kTmtLeFAm3UI3GMGP12aVL9SYY81A8k9ucMgFEHO4cf+Ao29594Acsq6d1x2VdqAkCy9cKBbatB/crIkxzb4XXirb1z043qaw9jYjIt+3O1U6YY8ZrIC1tZ2sLa2g40N7RhkEJSJbOJBp9OhtbUVr7/++jWPv/HGG+ju7r7pa3p6erCysoJE4p1d46mpKdA0DZ/PV9J4Q4EA5i5qq2Tp+F09WO8rzUVdWVA41tWM3NlJTVqxmlwWtFXowY+JaykoN7RZh+A9JtBz5fAZfQcqHCAD4VSMQDNIW6uRenEIwrTyHMFy4TpJXJUAgK50YXR2W+w+5ivE3UZkM+K/j9mdTdGPCQCxhdJ9HvR6PQQBV/4jEEqJrGVLH/nIR/Dd734X3/3ud3Hp0iX88R//MRYXF/GhD30IAPDMM8/gU5/61JXnP/3003A4HPjMZz6Dixcv4vTp0/g//+f/4AMf+AAMBkNJY22rqdfUbIcjne3YGRTfLk9p0AyDe9sakDyjTStWZ9CFRjaFXEw5DZhicEU4zGtLEB0GrjVIBsKpFN7uQ3KVQ/ZnbwEiDhYTi1xVA+Z+viWJcICew5zRjtROaUqKLW0RnB+PiX5cZ6QS4xPiZzqtDismp0u3KUDmPBCkRFar1ne/+93Y3NzEV77yFaysrKChoQFf/epXEQwGAQCrq6tYXHxnUWQ2m/H1r38d/9//9//hAx/4ABwOB5566in8z//5P0se6/5aaezV5KC9uRHZCysQNLgLfzUGkx49gSAS/drcufbV++BbWgC/o63ylnIWDnRrAxkIp0IEhkXGGEL2pbOKK1E6IBtpwvzP1ko6OfpqEs0NWO0vzWeZ1rE4v1Eay/SMvTSLcHfQC8yOleTYAKAn4oEgIbKKBwD41V/9Vfzqr/7qTX/3xS9+8YbHamtr8Y1vfKPUYV1Dc10dVubFd3OQg7rqCHRzO8iUINWrJOxOG1rMNiTGtVVqdkB1Rxi28QkIpZwEKwPlLBxAUeCCRiAelzsSQh7knAGkx1YhzJySO5Rbko02Y/6nK0BWomxIdxMu9pVwl70jirV+8RfieosR50ZKs8DPMSU57BX0xKqVICGyuy2pgWpfWO4QRMHvq4Bnl0JGQ97/N6PS70UjrcdeTBuC73qaeiOwDY0DRDhoCuZYJ5i4tsrPtIzA6pE2RZB6YRDCjLgzBsQkG22RVDgw1QEMD5fuc6yvsKNvrDRlqLZ6P5Kp0twfZ1dKa+pCypYIUkLEwx2gaRobczefO6EmbDYL6vRO7G1q24UhUhNEeCuN1HJc7lDEhwLae6qgPzuiuY442lLewgE6DpxRW+VnWibriiB5KYnsz08DgvJ6Gw7IRFsx/8KSZMKBsplxMUEhV8LSqF2/HelUCVyiKArn50uTqTaYDLgwWVrHOIOBZB4I0kHEwx1oqa/H1npc7jCKQsdxuCtQg635tTs/WcU0NldfnuGwrb1FGKtn0dXqA31uVO5QRIe1GxA8Zihf4QCAvacLdCIudxiEOyAYLEhRfqSfOw1hWdmbSploGxaeXwBKMNH5ptAU1oJBbK+IO3PhasxNIYyOlGYR7m0MYW6hNNmByiofciXuhdHpiXggSAcRD3cgVOGXO4SioCgKD7R1YO2ictPqYtDZ0QDj6IImZzgYbUa0h60QhrXnGMXYDAgf05fVALgbMJvACdoW9log66rG/sAacm8NyB3KHUlXt2PhuXlAwqRIuqsFc2OlGQQHXB6CObVfuuGe6yhdOa+gL3HDA0jmgSAtsjdMKx0+oe7F6CN33YUVjc9yONLVhPSZS6WyEpcVu9+BGioJXmMzRgCAdRjh72HAz8bkDkVWuHvaQW2Xb9ZF6fBmB9JxFvxzb8kdyqFIRTux9GNpbbip9nqMnSvtBoChqwaLA6VpZrZWOvHG6PmSHBsAljZKn6UiPQ+l5fTp0/ja176G4eFhrK6u4m/+5m/w2GOP3fL5L7zwAp599lmMjY0hnU6jvr4eH/vYx3D//fdfec73v/99fOYzn7nhtYODg9C/nUl65JFHMD9/4+bvf/kv/wV/+Id/KMI7KwwiHm6DyWTEYqx0Oyml5r7ebqxqWDhQFIW7O5qwp9EZDpW1FQisr4CPa8cm+ADWaYK/E6AXtSeK8sLtBLun3muMlhFoBllbBJlX+4CkOkwmktEuLP9E2iweHa7E8MX1kp5D77Xj3PnS9QwwfjuE+dKkaTg9h9GJiZIc+2oMpGyppOzt7aGxsRHvf//78fGPf/yOzz99+jTuvfdefOITn4DNZsP3v/99/PZv/zb+5V/+BS0tLVeeZ7FY8Nxzz13zWv1V/5bf/e53ryl5m5iYwEc+8hE8+eSTIryrwiHi4Ta01TdiZ1Kd5QQdLU3YHVbedFOxYFkW97XWI35Wm8Ih0haCc2ISfErdma+bwbpM8HcA9LK2S+kOA3dXI6hN7Qp8tZJz+JG+uAnh5Em5Qzk0ySrphQNlMWIqq0OmhOVEALDjtyM9Wpp7sc5kwNmx0s1f8EUCGDxb+syinoiHkvLggw/iwQcfPPTzP/vZz17z8//6X/8LP/vZz/DSSy9dIx4oioLX673lcVwu1zU/f/WrX0VVVRWOHj166FhKAel5uA0em1PuEAoiHPJDP78LIadcF5Bi0Bt1OFpdpVnh0NATgWP0PAQNCgfOa4a/jSfCAQAVDoDdKuNeDwUicHqkDVVI/XQIwqS0pT/FsBfuxvLzEn+WKAobkQjii5slPY25NYKx0dJlHRwNASQSpTPZoE1cyY595Rw0DU5X+vMQCofneSQSCTgcjmse39vbw8MPP4wHHngAv/mbv4nR0VuboqTTafzgBz/ABz7wAVAUVeKIbw/JPNyG/U31lYvYbBZEYMF2ojTTN+XGaregze5EYkyb5S5tvVVgzo7IHUZJ0Pls8NUlQa1qc/5GvnCtQVBkmrRiyLoiyPTFICyfkTuUQyNQFPYCXVh7ISb5ubM9LZg5W9rPL2PQ4fxm6e5lFE1hdL60IlGKfgc9aZYumN3da9d5Op0OOp34/SNf//rXsb+/j6eeeurKYzU1NThx4gQaGxuxu7uLf/iHf8B//s//Gf/xH/+BaDR6wzFefPFF7Ozs4H3ve5/o8eULEQ+3wGG3Y3mmtENdxIZhGRwJ12H1vDYX1u4KF+qgw96kuv5dDgPDMWhvroBwVntWrACgC9rhi+6CWldnGaDY0C31YIlwUAS8yY7MjgG5507LHUpeCBSNRGUn1l+MSX5uurUGIyVukAYAui2M9f7xkh3f21yFgYFzJTu+Tq/DyIULJTv+AXoVNEvPnHeA31WOyKEtRngAPPDAA0gk3im7+9jHPnaonoZ8+OEPf4i//uu/xle+8hW43e4rj3d1daGrq+vKzz09PXjf+96Hb33rW/j93//9G47zve99Dw888AAqKytFja8QiHi4Ba319dg4r65F6sNdPVjp12b9tD9UidBOFsn10jbmyYHeakSLzwh+sPRNdXKgj7hQGdgEtaHNbFghcCEzEC+dHz7hzlxpiP5FP7CflDucvBAYBjvONmy+HJP83HSwAiOxOEptb2cMeXBqqLTXxMXkdkmP74v4MXC29Pdk0u9QOK+++uo1P4uddfjxj3+Mz372s/iLv/gL3Hvvvbd9Lk3TaG9vRywWu+F38/PzeOONN/BXf/VXosZXKEQ83AKHwYoNqEc8HO/VrnCI1oTgXtxGemdf7lBEx1ZpQy2bBT+hnvrqfDDWuOH1roGKx+UORTEwRzvAxInDkpzkHAGkL22oqiH6AIFlsWVpwdYvpL9mUBYTpng90iXsEThgxcKCXyrdYDVnpBKvnC9tppcySbPEMhgMkpxHi1gslpId+4c//CF+7/d+D1/60pfw0EMP3fH5giBgbGwMDQ0NN/zu+9//Ptxu96GOIwVEPNyCnTX17Aq2NtVjd1ibpUoNjVFYLq0iq8HhbxXVFQjGV8Ev78gdSkkw1nvgdSyD2i7t7p6qYFhwlgygvnYqTSAYrUhn7cj9tA8Q1DcZRtDpENc1YvtNGa73DI21cAjxEg6CO8DcVYOB4dLNXQCAlK30DcaLEpVpkhkPpSeRSGBm5h3BPjc3h7GxMdjtdgQCATzzzDNYXl7Gn/7pnwK4LBw+/elP4/d+7/fQ2dmJ1dXLvS8GgwFWqxUA8Nd//dfo7OxENBq90vMwPj5+w/wGnufx/e9/H+9973vBsspYtisjCoXhcbuwOr8idxiHwlfphXklhaQGnZVa2+rADc8hly3d7pNcVLWG4JqcAr+vDv/4fDG3VcKtnwW1W1oLR7XBHu8GvUt6HaRGoChkHdXIvD4E7JbOuaeUCAYjNoRq7J6Wx4I73dWCubOxkp+Hs5kwNFtaNzaT04pzw6XNOugMeoxOlL7fASDTpaVgeHgYH/7wh6/8fOLECQDA+973Pnzxi1/E6uoqFhcXr/z+n//5n5HNZvH5z38en//85688fvB8ANje3sYf/MEfYHV1FVarFS0tLfjWt76Fjo6Oa879xhtvYGFhAR/4wAdK+RbzghIEFW6/iEBtqBe7Ozdf2Bw/chTr48ovK9Drdbg7VIfNae2513R3NoLvmwJ47X08G3oiMA6MARoUfABg6fLDhUlQKXXVkZccowHGo0FQ+9rMNCkV3l6J9PQu+AvqneItmC1Y3w8hMSLPtZ7qqEf/4OKdnygGPdUYGCztotvVXY2fny6tq1ZVYxTPn3mtpOc44MixXnzj23975WeaBtxuqyTnPiznmv4z+F3llB7TFiN6xp+VOwzVQjIPN8GuN0MNbbn3t3ZgZVC9N8RbcaSrGWmNTo3WshUrANiOhOBInweV1l6ZWbGw93aC2tHe91WpCJwBGa4S2Z+dBXj1CnXBasfqZgX2J+QRDkyVD4MXpLkjmhuCeKPEwoHVceiXwAEJBunGaJHMA0FqyJC4m5BYV36N9vHebk0Kh7s7tSkcGI5BV4cfjEatWAHAcU8YjuQYEQ43w2YFl1KPAYPaybqqsT++g+zPT6tbODjdWF72YH9CHotjym7BxTQjSc8ZzbG4VOJJ1QDgag4jvlX6e/ychPNsyJwHgtQQ8XAdLocDKwrvd2iqr8XuiLYm9FIUhXvbm7CvwanReqsRHVE7BI1asQKA64EIbNvDoLJZuUNRJNzdraDSyknZaxXeVoFkwoH0c28B66WdfFxqBHcFlqYsSE3LZHHMsViq8GF7SRrzEK4ziuXFEg9UoyhcWCl9SbLRYsL4RenuZcSqlSA1RDxcR3NdPZTcBuJyOeHc5sFrqImYZhjc21yPRJ86Gxlvh63ShhYbNGvFCgDuR6KwrA2AUvEOb0lxu8DuatMNTSkIOiPS5iiSL4+BH5GmSbWU8JVBLJ7XIb0oXxY80dqIpQlpsmXGoBvnRkq/uVLRHMZMiZuxAaCyyodcTrp7NClbIkgNEQ/X4TCWzvO3WBiWQVdFWBVlVYeF03G4uy6KXQ2WYFXUVKA2tQN+vsS7aTJS8a4oLIt9oBQsuOWGO9IAKpuROwxNIoC6XKI0soXsy6cACRdspYIPRLDQJyCzKp9TGd/bgov90rmCrVg5ZDOlz1ouJKUxK8iy0l4PDUYy54EgLUQ8XMf+VumH3xTKQ909WLuonXIlo8mAI6EgEiPa25WPtIUQWJgDH9eus47vqQiMs31yh6FoqHAQbJxYs5aCnN2P1Jb5conSZlzucEQhF67F/Mkkclvylbjp2mox3CddpszcXYPJi6U/n7vGj9EL0pQSTc1Lm2k0kLIlgsQQt6WrMJtNWJ6RyI4uT7rbWrDap50J0marGR0OFxIXtCOGDmjoicDYPwpBgzazAAAa8D8Zgm6qX+5IFA/XGgS1EZM7DE0hGCxI8w7kXlTnoLdbkY00Yf6ldSAtX98Q7XdjeGZHsmsX5zBjICbNQntHos15u8uOkzFpHfX0ZMI0QWJI5uEqmmvrwSvQe9/jcYNb0M5IWrvDhnaLHXtT2nOfae+pgvHciCbnUwAAWBrBJ/zQTQ3JHYnioRtrwRLhIBoCzSDjqMH+uWXkXjunLeEQbcX8i6uyCgfKZMA0Y8b+tnTZ91S1F4md0p/P5nPhbImHwh3gCnolOc/VkLIlgtQQ8XAVXrtT7hBugGZodHiDSG5rY1Kv0+1Ak86I/Vlt9QEwOhZd7T7Q57RrxUobOYQedYONafc9igkXtckdgmbIuaqQnKeReeEkoLGp5enqDsw/vwBkZdy4YmhsVEewMSeds5O5tQpDQxI50FVaIUhk6LCXS0lynqshZUsEqSFlS1fB7yvPZvLBnl6saaRcyVPhQk2WQXJBJuvBEmG0mdBUoQc/pD2b2QMYmwGBowbQM+p3spEC5q52MJvaK8mTGt7iRnqTBv9caacBy0Uy2oXlH8vfE5PsbMbMOeniYM0GjK1JM7vCaDfj9PCwJOcCgPFJ6V0DSeaBIDUk83AViS1llQa1NNZjY0AbLkS+oBfVKQqplbjcoYiKw+dAk5kHL0HDn1xwFRYEemjQ89r4LJYcmgZnV175o5oQWD3S1mokX7sIvk+bE9n3Qt1Y/on8wkHobsJ5CYUDAOQaA9hcl2Z+hKmmAqmUNIMrK4KVWFqVfk4UsWolSA0RD1ext6OcdLjdboU9ntVE022oyo9QPIO0hixmAaCythLR/Tj4RXmmv0qBvsoBf/0+6GWyi35YmLu7QO9oqyxPKg6sV5MXEsj+7C0grT2LW4GisevrxupPY3KHAroxgqHB0g9NuxpzQxD9g9JkMDmjDmfPj0tyLgCweOUpVTSQhmmCxBDx8DYcx2E/oZwJsEci9ZqY51BVHUTlSgKZLeUIMzGItofhm5uBoLBslZgYG72o9G2A2tCuOBIdjgWn1+5nopTknAGk4iakn3sLwpq2ShsPEBgWO652rL8ckzsU0D43xhf3IEhoEkLrOVzc3wUgzaaYozGE7W3pvo/ru9JkU65HTzIPBIkhPQ9v43Y4gaTcUVzmeG8PVgbkT2cXS7QmBPf8FrIJhfxhRaKxJwJD36im3F6ux9Lph4uJgZLACUVLsPd2g06o/7srJbzZgcyeCbnn++UOpaQIOh3iugZsvyb/XBvKbMA0a8b+trQijWmvwkq/NJkAmmUwNC1dvyDDMhi6IF2W42qMpOeBIDEk8/A2TrsynFFCAR/2zytz1kQ+1NSF4ZqNa0s4UEBHTxUM50Y0LRzs91bBJVwEtU+EQ16YjOCEdbmjUA2Czoi0JYrk6zHk3uqXO5ySIpjM2EAdtk8roPyPobEekdZZCQBM1ZU4K1G5EgB4Wqqwsird9zFQE0IiIc81k2QeCFJDxMPbWMwWuUMARdOot3qRSUrT3FUq6hoicMQ2kNuX3rKuVLB6Dt2tlaA0bMUKAO5HorBvDYHKqPszKAfsPR2gkqRk6U4IFI2Mswb7w5vIvnQKSGv7sybYHFjdCmB3QBmbQvudzZgdlVbEUAyNGSormV0qKAoXVqTt5aCM8hVykJ4HgtQQ8fA2Rr38X74HenuwfknaC57YNDZFYb20ipzKBdDVmJxmtAdN4Ielt+CTksonIrAs9oGS6gavJew2cEllLA6VTM4ZQnJVh8zzJ4G4+nu67oTg8mB5wYn9i8roGxJ6mnFBYmclANB312B+RrqhoBUtEczMSXsvnVmSL6tEypYIUkN6Ht5Gz3Gynj8SDmJ7RN12n03NNTCOL4LPKG9eRqE4gy5Es7vgJ5flDqV00ID/yTB0U/1yR6JauGMtoOLamMdSCniLG5ltFrnnz8kdimTwXj+WznPILMflDgUAQDdXo79/TvLzGkMenBmRaBjc20zvSFs+aHXYcPrSmKTnvBqSeSBIDck8vA1Ly6ejGJZBtd6BXFq9i+6mlhoYxhY0JRz8DT5EttfAL2vT+QUAKAOL4BM+6KYG5Q5FtVAVXrA78jfBKhFBb0LaFEHylQnkzgzJHY5k8P4qLA5RyCzvyB0KAIAOV2JkZkty62+KobFopJGV8L7gbQxjYjIm2fkAwFtVAUHGPjgyJI4gNUQ8vA0tY//r/d3d2IhJl9IVm+aWWhhGFyBkc3KHIho1nVWomIpB0LDbEGM3InS/FWxMvh0zLcD11ILKaUc0i4FAM8g4arA/sI7sz08DZfT3yYVqMX8qheymMqy/aYcFl9IM0gnpS0kNXTWYnpK2nGcpK33f0W5WXmMQUrZEkBoiHt6Gz8pT510TrUJ8SL27ls0ttdCPzmtKODT3RmAdHAM0lEW5Hp3fhkCnAHqOlNoUA1UXBbNBJm8fcHnIWxTJeQqZF04C28rYeZeKbLQZc69sg99VSM+XjsWix4ftZen7S4xBN86OXZT0nO7aAEbOS3tOiqIwPCGdi9T16PV6UBQl2/kJ5QkRD2+Tk2GSKcOyCNNm8CpdeLdoTDhQDIXO7hB0Z7VtxWqs98AX2Qa9Shp8i0VX5wIl0cArpUN5w28PeTsFYVbdxg+FkK7uwPzzS4CCyk93mhuwdFGGrDZNYcnMIiPxfTXOSX8v8kX8WN+Qr7TVaCJZB4L0kIbpt0nJYCt6f3cXNvrUuWvZ0loL3fCcpNNJS4nOpENrxA6+T54hP1Jh7QnAKUyC2lJGSYWaobtawGxI34CqNHiLG5ldDrkfnZU7FNlIRruw/GNlDQfM9rZi8qw8MZm6azEwIG05pDNSiVeGpbfS1jvMkp/zakizNEEOiHh4m/1daWvbA74KbI+qc+HR0loH3fCsZoSDxW1FvQXgx9Qp5A6L8/4IrPFhUFnl7IyqFoqCzssAW3IHIh+C3oQM40X2F32aLvG7E3vhbqz+JCZ3GNdAdTRgRCbhYPC7cHZc2tIhAEiY5CndWViX14mP9DsQ5ICULeFyzeKexI2xzZ4gsinpS6WKpamlBroR7WQcXFUe1FP74Ke1XcLjfVcU1vUBIhxEgjnWCXpLw/a9t0Gg2cvN0P1rl5uhy1Q4CBSNXX83Vl+IyR3KNdD1YQyNyfTZpCis2nVIS3xvc4S8OCtD1sFkNWP4/HnJz3s1RqNR1vMTyhMiHgDYLBbkctLVSh7tbMfquPqapBubq2EcW9RMj0OwKYCq9SXwa3G5QykdDAX/u8MwzfaB0nAfh6QwLDiTvO4qcpF1RZGcyV1uht4p32naAsti29mO9ZdicodyDbTPjfHlFHIZea7Rpp4aTF6Ufl5R0qGTxSq1MuqXdO1wM4hNK0EOSNkSALvNDkhkRmExm0AvqM+BpKExCtP5Jc3McajtqoJl+LxmhNDNoE0cAg84wZAZDqLCHu8Gvaus+vZSk3MGkYltgz91Su5QZEcwGLFJ1WDndWVtAFFWE6ZoI/a347Kc3xh048zYJcnPa/O78frgsOTnBYA9XvpeyeshZUsEOSCZB1zOPEjF3c2t2NtUl3ioa4jAfHEFvIJcRIqhtTcCS/8ooGHhwHnNCN6tBzMtb0pdc5iM4ARpp9fKCW+rQDLjQer5PvDnpV8YKg3BYsVaMoKdcwpzk2IZrASCiC/EZTk9xdBYNDGSuysBQNZjhMBLX0Z72aJV/uur0UTKlgjSQ8QDALNENYP1NVGsDqqrKbe2vgrWS6vgVdifcT0UQ6OzKwj27IjcoZQUY60b/vp90IvSlw9oHfbeDlBJ7Zfr8CY7UlwIyZ+Ngu+TvpZciQh2J1bXK7EnVz/BbUi0N2HhvHx9W3oZhsEBgM3nwukhebIO/mgAa+vyWbQeQNyWCHJAypYAGPT6klctUTSNIG3GBq+erEN1bRj2qXXkNCAcdGY9WkNW8P3y7xSVEltPEA5MgtrU7mRs2XDawe1ru7Fe0JuQYSuQfb0fSCtk0JkCENwVWJoyIT2vvKxTrqcFF8/JV0ZnrKrAmZEJWc6dqzAjNydPBpmzK2PHn2QeCHJAxAMAHcuV/BzHu7uwMaCeOulwJADXXBzZpPoXEFavFXUGHvz5mNyhlBTXQxFY1oZB5bRRXqY0uKPNoDa1OZFbYFhkrVXIvDkM7MTkDkdR8JVBLI1QyKwqz5eX6mjA8Dn5ei8olsEcyyMrg4ubtdKJk4NDkp/3gOkl6TMtN8NEeh4IMkDKlgCwNFPS49vtViQvrZT0HGISCFWicjWBbEL9jjKeiAd1/B74WeWVGogGBVQ+GYF1uZ8IhxJBRUNg4zG5wxAdAdRlB6VYtuwdlG5GLlSL+bM5ZFYTcodyA3R9lXyWrG+j66rG3Iw82Tih0oKcTH1rdpcd4xeln2VxM0jmgSAHRDwAoIXSDpc5Ut+E1K46JvpW+D0IbqWR2VZ/2UuoOYDQ6hL4deXtGIoFZWARfNIPw3S/3KFoGl1TJShBG7NNDsg5Q0humpB+7hSERfVsbkhFNtqMuVe2we/I76hzPXTAi9GlfdksWQHAVF2JM4MXZDm3pcKBt2RyWAIAd7hCFmvYm0HmPBDkIG/x8JnPfAZvvvmmYr44YiDwpXsvQb8Pa8PqKFdyV7gQ3QfSm+rffazrjsB94RKEPfVnT24F6zIhdJ8ZbIw0tJYSprcNzIZ2ms95uw/JtAep589BmFCXgYNUZKrbMf/CMqBAhznKZsYUr0dqR74NKZpjMY0MeF4m8eK3ISfjwMvNfeX0LhLxQMgXQRCKXsPnLR42NzfxG7/xG3jggQfwxS9+EWNjY0UFoARyJZxd0FwZBK8CS1CH2466HIvUmvp36Vt7IzD3jQAyD+8pJcY6NwJNKdALMblD0TYcC86ujc8Rb/UgBT+SLw6B7yeC81akqjux8JM5IKfADTKOxVKlH/GluKxhMJ0RLMhUCmqtcOKtAfl6HTgdh/4x5Tj2GU2k54FwOP71X/8VTz/9NNrb29He3o6nn34a//qv/1rQsfJumP7bv/1bbG9v4yc/+Ql++MMf4pvf/Caqq6vxS7/0S3j66acRCoUKCkROsiVyE2qsq8HKcKwkxxYTi82MJtaE/fk1uUMpCoqh0dHmBzRuxWo7EoIjexHUpjpK4dQMe5/6B8LxJjsyWRtyL/cBMvjhq4lkpAvLP1bovzdFYaelAUsD8g6nM9cH8eaAfK51fKUFuQX5sg6BmiAGTysnY0cmTBMOw5//+Z/jm9/8Jn7t134NXV1dAID+/n788R//Mebm5vCJT3wir+MV5LZks9nwwQ9+EB/84AextLSEH/7wh/je976Hv/zLv8ToqPp2tJIlKm0JMGasQ9k7+QaTHu0OF/Yml+QOpSiuWLHKeFOTAs+jUZiWBkCRRWDpcdrBZdXbC0BsVw+PQNFI+Dux/lxM7lBuSbqnBZNn5RU2jFGPC4lt2cqWbT4X3hySL+sAANnSmzPmBSlbIhyGZ599Fl/4whfw9NNPX3ns0UcfRWNjI77whS/kLR6KapjOZDIYHh7G4OAg5ufn4Xa7izmcbOwnxN/BvaujDeuXFDaF9DpYjkVPIKB64WD1WtHqYrVtxcpQ8L87DPNCHxEOEsEdawaVVl92R2A4ZOw12O9bRfblU0Q43AGBZbHjasf6z2Jyh3JLhO5mjMksHACAbw5ibUW+wWi5CrNsDksHjE4qw2XpABMRD4RDwPM82trabni8tbUVuQJKvAsSDydPnsTv//7v47777sOnP/1pmM1m/O3f/i1eeeWVQg4nKzRNIymyeGBYFoZNZd+wKZrGsbpqJMbn5A6lKLxlYMVKWw0IPeaGbmpQ7lDKBqq6CuxmTO4w8uKy7WoNkhdTyPz0JLCrPHtRpSHoDYjrmrD5mrylQLeDbq3B0ID812lzawT9g/Jldm1+N94akPca6Iv4sbCkrM02YtVKOAy/9Eu/hGefffaGx//lX/4F73nPe/I+Xt5lSw888ADi8TiOHz+Oz33uc3jkkUeg1+vzPrFSsFmtorst3dPZgW1FD4SjcE9rPXb71D3wKtoehuPSJPg95VkpioW+yonK6B6oGXkmuJYrusYKUBvKXVBeT84VQfrCMoRTJ+UORTUIJjPWU1VI9Ctj2NfNYKIBDE3GS+oIeBg4uxnDy/Ju0GQ8BvCz8mZdDU6zrOe/GSYiHgiH5Lvf/S5ef/11dHZ2AgAGBgawuLiI9773vThx4sSV533mM5+547HyFg+/8zu/gyeffBJ2uz3flyoSu9UKMdsSTCYjMrF18Q5YAu7pbELirLJSr/lS1x2BeWgcggqcrArF2h2Ak5kGtap+61w1QXe1gFGJcMg5g8jM7II/dVruUFSFYLVjdbMC+xPK2kW+GtrjwPltHpl9+bPYe1E3tkcuyXZ+R8iLXwzIN9fhgNiS8kqRSeaBcBguXLiAlpYWAMDMzOX7m9PphNPpxIUL78xroajDzT3LWzx88IMfzPclisZiNoPfEi+9f6y1DesK3tE/0tWMvTPqFg6tvRGwGndUcj8ShXllEFRSu+JIkeg46FwCoHC9xtt9SK9mwT/fJ3coqkNwebA8a0NqRrnucpTJgBmTHYkZ+TeizJ01eGNEXiOKPRsLQeZeL4fbgTcn5Bcw10MyD4TD8I//+I+iHq8gtyUtYTIYsQtxxIPZbMLuxKIoxyoFne0NSKtYOFAMhY72oLatWBkKvifC0E+RRaEcsPf3gN5Rjg3j9fAWNzIJHXIvDgIaGtQpFXxlEEujNDIrm3KHcmtYBmtVVVgfl3+XW19hR19M3hJcZ6QSrw7Jf813hbxATO4oboRkHghyUPbiwaDXi7bJeFdzMzb7YyIdTVwam6KgBqeh1uWGzqRDa8QOvn9c7lBKBmMzwH+PBczUgNyhlCWUvwLcvvyNqTeDN9qQ5R3IvtKn6eGHpYQPVmPhVBK57T25Q7ktO62NmJN5lgMAgKaw5jJi/6K8GZptI2Szhr2alR3lCU6GYVTdc0pQL2UvHvSsOKbNer0OqWn5U8w3oyoagPnSKnI5dVp8mlxmNNkY5MaUuyNcLIaoExVh0hgtJ7rOKsU1SQusDhlTENnX+oGkerOGcpOrqsfCq1vg90szEFQs0r2tss9yOMDQU4uB/jFZY3DX+PHysPylQkazEf2j8mc/rsdIBsQRZKKoOQ9agKEZUY5zpL0Ne5s7ohxLTCr8HlSs7SGngKa7QnAGXWhk08jF5E/hlwrbkRAq3Mug1pTbvKl1mOO9imqSFmgGGVcNkhf2kH3xLSCpXUexUpONNmPupU3FCwd0NylilgMAmKorcXrowp2fWGJWaWXct3w1QWQyyvv8mMwmuUMglClEPFDF/wkYlgG/oLxJ0jaHFdVpGpm4Ov3effWViGyvgVdyfXKReB+PwrE3AmpPnf9GWoCq9EInrModxhWyriiS8xQyz52EsCbfQC4tkKluw/wLy0BG2aVedHM1BgeVYRnLGHSYyqXAy1we52kIYXhcfgEDANsZZZa6kWZpglyUvXigRCilPNLeht2VePEHEhGDSY9Wix3JZXUuvKPtYVROT0PYUeZFu2h0LAJPBWGaIxOj5UbXXQUqk5Q7DOScISS3LEg/dwrCrHYzbVKRinZi4SfzQE7+evnbQVf5MDK9BUEhcbJdESwtyC+m59LbcocAAOB0nCJLlgDASKZLE2Si7MWDkC1u4UZRFHSbyiopoGgavaEQ9mLqnLrc2BOBfXgcSGflDqUkcBUWhO83gYvJX8tb7rD394LZmJU1Bt5eiWTag9Tz58CfV67Ns5rYr+rG0k9moHSHCNrjwMQehfSeMspzLC1VOHVmVO4wUNESwYWLyuhxC9SFsZtQZmaYlC0R5KLsG6ZzRQ4Z625rQXxMWbXqd7c1YPecfAN9iqGttwqMhq1Yza2VcFuXQS2oMyOkJahwEBy/Itv5ebMTmX0jci8OENtVkRAoGglfJ9afj8kdyh2hrCZMG23YnVVGaRpnN2NoRb7vwwEUTeHilvxxHJCmlVvyRhqmCXJR9pmHTKq4HR976nDT+KSit6sJeyoUDgzLoKsjAOas/LtepcL1UARu+hKoLSIcZMegh77RCSojfdZQ4AxIm6NIvnYJuZP9RDiIhMAw2HG1Y/2lmNyh3BkdiyVfABsKEQ4AsFvlwnZcftMPb1sUsWllWCbTDI2BceXek0wmknkgyEPZi4d0ES5ELY31WJ9UzlC45pZaZM+pr+xBZ9ajo9YBYVAZzXGiw9LwvbsK1uV+UFnlOXaUI7qHukBvS7u7KVAUsq4a7I9uI/vyKSCjzbI8ORBYDluWVmy+phzHrFtCUdhuqsfShHIy1qaeWoyPyX/vYDgWIwvK+TcM1oSwvqnczR6TmfQ8EOSh7MVDcn+/4Nf6ObOIkRRHOBKA8cISwKtrF9PitqLNzYE/rwyLQrFhnSaEHnZATwa/KQbmeC/YDWnrqXPOEJJrBqSfOwlsxiU9t9YR9AZscg3YOilv78phSfW0YGpQObEaQx6cGVdGttrdWoXFJeWULAlGcazcSwXJPBDkoux7HvYThYmH6kgYq+PKuAG4vE74NpNIJ5XRdHdYXGEXIslt5GbicodSEkzNFfA410DNKcOCkQBQtRHoctLt+PJmJzIJPXLPn5PsnOWEYLZgfS+ExKg63KmEnmaMK2SWAwDQHItZnYBMWv6MKGfU4+xF5WSfKYrC0MR5ucO4LaTngSAXZZ15MJtN4Auculzr9YkcTWEYTHo0sEakN+SvVc0HX70PVZtr4FfjcodSElwPRODRTYHaVObU8bLEYoY+YgSVK/1CSeAMSFuqkXx9ErlTgyU/Xzki2J1Y3fQhMaoOVzm6rRZD/cqo5T+A7ohgfkYZ5VO2piA248qZlxSoDmJJAQ3kt4O4LRHkoqwzDzazBSgg8aDX67A1oYReBwq9VWHsDitnJ+swRNpCcExcgpCSf7dLdFgavsdD0Mf65Y6EcDUUBd3xFtAbpf2uCBSNrCOKzKkxYFM5tdtaQ3BXYGnKhPS8OsQ5XRfG0MQ6BAWVlZqbw3hjQBk76wabGacUNkuBserlDuGOkCFxBLko68yDxVxYz0JXcxNSBZY7icmxribVCYf67ggcYxcADQoH1m2+3N8QI/0NSoN7/BjYEguHnCOA5LoBmedPApvK2UHVGoLXj8UJA9Lz6vgb0wEvxleSyKaU0yDP2UwYWVuDUgZhGGq8SCSUNRB0dHJC7hDuiJH0PBBkoqzFg8lY2BfPnJbfnrWtrR7JMxflDiMvWnsjMPWNAAWWiikZc2slAg17YOaU0XhIeAfusWPg4qVzkhEMFqS4EFI/HYBwMVay8xAA3hfGwhCNzLI6yjRppxWXchz2t+XfbLqaRNSDrU1lTHC2VjjxRr+yNlz80QBmF5TfR2O2EPFAkIeyFg8Gff5pyYCvAmsT8jbAhqN+cGPqacKlGAqdXSGwGh3+5n747fkNceV4thMuwz12DNx26ZyVsq4o9gfWkHv9HJnXUGL4YDXmz2SR3VTWDvWtoIx6zNk92F5WxiL9AHNPLcZGlbPJka0wIZtVTlYGADi7OsqBiNsSQS7KWjzoOV3er2kKR2RdJNgdNvjjGfAqKfth9Ry6mrxA/7jcoYiPjoX/3SFYlsj8BiXCPXZ3yYSDYLAgBR/Sz50CtpS1ONQiuaoGzL+eAL+TlDuUw8EwWI9GsBpblTuSazCGvTitEFtWAHBGKnFqYEjuMG5gbEo5f6PbYSYN0wSZKGvxoGPz6xenGRr7M2sliubOsByLVrsDqTV11PrqrQa0hy3gR+QfPiQ2Or8N4eNG6KaUd+MjHGQcSvO5y7qi2B9aJy5KEpGNNmPupQ3w++oR6In2JsyOKavshdZzmGZyirBlPWBTz0NQWMbOF/FjZl5Zrli3gmQeCHJR1uKBZfITDx1NjUisy7fLeLSpFolLSnB5ujMWtxUtDgb8RWXMwhATa3cAvtAm6EXipqM4KArcu0qTcRA4A1J04HK2gTRES0Kmug3zLywDmZzcoRyaTG8rLvYr0MiiLYzFOeXY2nqbqjA4qryMtN6pnOGvd4JMmCbIRVmLBxr5NT57OPlUfldnIxJ96tjBdwZdqKeT4GeVc6MSC++7onCmx0DtklIVxWExQ/fEkZI0R/P2SiRjaeRO9ot+bMLNSVd3YOEn80BOWTvTt0PobsKogobAHWBpj6JPIbasAEDRFC7tKKuk64DRSfUYkZgLdIwkEIqlrMUDlcc9yWq1YP2CPKnMcCQAakgdu9yVtZWI7KyDX92UOxRRoa16BJ+shGm2DxSvPbcotUPVRmA4Gga7ERP92FlXNZKvnIcwr4xhWuVAKtqJxR/PKsVJ9FDQrbUYGlCekYXeY0e/wqbce9ujiE0rrzTIXx1UTckSQHoeCPJR1uIhn4E9nQ31yKWld4QwW83w76TBy3DufKlqDcI/NwthOyF3KKJirHMj1CWAnVZeip0AMMd7YajIgt4V1+1KYDmkuBDSz70FpNOiHptwa/arurD0E3VslhzA1IYwdHFDUUPgAAA0hTWPEYkd5ThUcQYd+qdL54BWDJzNIHcIh4aiKBjJkDiCTJS1eOCzh6+jZbelXzxQFIVOXyVSK8qvr67prIJz/CKElLYWWc7jVfBa5kCtaa8ES/UY9NA9eQz69CyonLhNoLzFjeQSc9mClSAZe6FurDyvvLKf20EHPBhbTSOrQAc8Q08tJhXWd2ZvDmFtTZmTwYcvXZA7hENjNBlBUfLPnCKUJ/l1DGuMXOZwu/mRcBAbU9KXLBztbEJCBYPgGnoiMPaNasvnnqXhe1cI+illDS8iXIaKBKGvd4LeEH8HM+eKIPWLEUBhE2+1jEDRSPg6sf7TmNyh5AXtsOISr8f+tvI2eMz1Qbw5qJw+BwAwOiw4OTIsdxg3JVgbwlj/SbnDODSkZIkgJ2WdecgccqeozhcocSQ30tRUjeRZ5XtNt/ZGYDw3oinhwFVaEX7IRoSDEqFosA8dgSEI0Nsroh8+66pG6vmzRDhIiEDT2PV0YP2lmNyh5AVl1GPe6cX2kvKEA2czYWx7E4LC+rO4iBt7e8qatn0Abc5/7pOcEPFAkJOyzjykk6k7PodhGSQkHvTjrXTBHFtDVskLcgro6AqD0tjUaGt3AE5uDtS88hYE5Q4VDkDXUglmszRlLVlXNdLPn9KUEFY6AsNix9GKzVfVVaoEhsF6dRQro8pqRD5gN+LG5piy3PnsQQ/eGFDmhgxFURi8oK6eNhNxWiLISFlnHpJ7d55W2lATxd7mjgTRXIZmGNTpzMjuKneSKsMy6Grzg+obkzsU8aCAiifetmHdIcJBURxkG8IUmM3SLNaIcJAegeWwZWnB5mvqao4GgN32RswqVDiYeuswrjDhAAC7Vga5PPoMpSRUF8bSqviZzFJCMg8EOSnbzANFUUju3znz4Le7sIZ46QN6m6NtDdg7q9w+B1bPob3GAX5oQu5QRIOxGeC71wZ2uk/uUAjXQdVFoatxgImXbmc666pB+vm3iHCQEEGnQ5xrwPZJZTXzHoZMbysuKXCWAwCYqitxekR512ZPQwgvDSsz6wAAOYP69lEtFpJ5IMhH2YoHs8kEIXHnelA+Ll19ZkNjFPvnlNvnoLfo0eIzgR9Tps1eIRgbvfB6NkFNK6uxsOxxOaA72gRmcwpUvHT9B0Q4SI+gN2ADNdg9o8yd+9shdDcrcggcADAmPS5l9pHNKsvWm6IpTCXEtVEWE4ZlcG50SO4w8sZEMg8EGVGf3BYJs+nOXzy73YrNaWlclmwOC+wLW4pdxBjtJrR6dOAVZvtXDK6HIvDqY6A2lDnptCzRcWAfOQpjsw3sxiSoEn4fsq4IKVWSGMFkxnq2Grv9i3KHkjdUWx0G+5V7/cs0+LGypDwLVG97Naamlft3C9VXYTOuvlJVM8k8EGSkbMWDyXhn8dAQrZZo6A+F9opKpDd3JThX/li9NjSZBeRi6rvh3wzayCHwVBDW5X5QGW3NpVAtFA3mvh4Y7quGbjcGKlPanh/e6kH61WFAUJYbjZYRTGas7YWRGFbfpG66LoyhC2uKnXht7q7B0LDyypV0JgPOTiovrqvZg/LmcxwG0vMgLadPn8Zv/dZv4fjx42hsbMSLL754x9ecOnUK73//+9He3o5HH30Uzz777DW/n5iYwMc//nE88sgjaGxsxN///d/fcIx/+qd/wnve8x709PSgp6cHH/zgB/HKK6+I9bYKpmzFg9Ggv+Nz7Kw01m13dTVhd1SZTYPOoAt1wh74BW3szhuiTgSPceBiyvQaL0d0vW0wPNYCfWYOdCJe8vMJrA6pyR1AoZaRWkSwWLG6E8TemPqGLdIBL8ZXUsillVUOdIAx5MGZCWWWkpob/djcjMsdxi3RGfQ4o+BejNtBeh6kZW9vD42NjfiDP/iDQz1/dnYWv/Ebv4He3l78+7//O37rt34Lf/RHf4Tnn3/+ynP29/cRCoXwyU9+El6v96bH8fl8+N//+3/je9/7Hr73ve/h7rvvxu/8zu9gYkJeUV62PQ8GnQF38lDamy99nWZVNIBsvzIv/N6oB8GNVfDbCblDEQXHfVWw7V0AtUwWjUqAqqmCrsELZmMWkLBqIE1VQJgik6OlQrDasbrhxf5F9W1A0C4bLmV1ihwCBwC0nsM0yyOdVF4G1VrpxJv9yl6Yh+rDGHhDuX2Gt4P0PEjLgw8+iAcffPDQz//Od74Dv9+Pz372swCA2tpaDA0N4etf/zqeeOIJAEBHRwc6OjoAAM8888xNj/PII49c8/MnPvEJPPvss+jv70d9fX0hb0UUyjbzoNdxt/19VciP3bXS3jD0Rh38iRwEBdrXVdZVIri2DEELwoGl4XsqDPvGAKgkEQ5yQ3nd0D15DAZv6rJwkJCsqwa514lwkArB7sTKqgf7F5VXi38nKLMBs1YXtleUKRwAgG8NYXFOmdmclEuPdEbZJUFr+9tyh1AwJPOgbPr7+3Hfffdd89j999+P4eFhZAr8XuRyOfzoRz/C3t4euru7xQizYMo286Bjb//WIz4/tpZK66rRW1+DhALdlQKNflTMzEA4hJWt0tH5bahsAejYoNyhEOw2cMdawO7MgtqQPtvG2yuRfokIB6kQHC4szzuQmlGu084t4VishMNYG1dun5e5qwZvDCrTJc5TH8RLQ8q+5lrsFpwdUnZm5HZYLBa5Q9AEu7vX9prqdDrodMWXrK+trcHj8VzzmNvtRjabxebmJioqKg59rPPnz+NDH/oQUqkUTCYT/uZv/gZ1dXVFx1gMZSseGPr2b12XLm1nXG19FRJ9yhvkE24JwnVpEkJK2TtGh8F2JASHMAVqQZmN6GWDxQz27jZw+4ug4vJ85gXOgNToKpBWXnmHFhGcHixNW5Ce35Q7lPyhKGw312NhULkOQYaAG2cvKbPclaIpTCeVm605oCLqR3ZOXVOlr0ZtZUvDsCADRu4wrsDBiB4ADzzwABKJdyosPvaxj+HjH/+4KOegKOqan4W3nf2uf/xOVFdX49///d+xvb2NF154AZ/+9KfxrW99S1YBUb7igbp1xRbDsohPlS4VbDDp4V7fR0phFpHVHWHYRi8ACiyjyguGQuXjVdDPDJTU6pNwByxmcHe3gU0ugdqWd6GThgfCPMk6SIHg8mJpyoz0gvIXkDcj1d2CqXPKnOUAXO5zmNMDqRVlCmFvexQDZ8/IHcYdmVlTn+vX1ZCyJXF49dVXr/lZjKwDAHg8HqyuXtvntbGxAZZl4XA48jqWTqdDJBIBALS3t2NoaAj/8A//gM9//vOixFoIZSseKNxa+TXWRJGZLN2OWXddNfYUVq5U1xWBeXAUkMSatnRwlVb4OljQ0/1yh1K+HGQaFCAaACDniiD33Gm5wygLBHcFli4ZkV5Up3Dge5oxrmDhAABoDWNeoeVKOpMB56aUdW+7GR6/F78Y75M7jKIg4kEcSlX+1dXVhZdffvmax1577TW0tbWB427fc3snBEFAWuYsetk2TFO3WSNX2h0lO299Y0RxwqG+OwLzgPqFg603CH8kDnpOeeVgZYHZCPbRYzB2e6HbngKVlr85XdAZkT6jrO+bVqEqfFi8aEB6UZ1NqFRHPYb6lFuqBACWjmr0KVQ4AIC5wYeNDeWXqpkr7XKHUDRkSJy0JBIJjI2NYWxsDAAwNzeHsbExLCwsALjslvSpT33qyvM/9KEPYWFhASdOnMClS5fw3e9+F9/73vfw3//7f7/ynHQ6feWY6XQay8vLGBsbw/T0OxsYX/rSl3DmzBnMzc3h/Pnz+PKXv4xTp07hPe95j0Tv/OaUbeZBuF05y3ZpGoWNJgOcqwkoqQ25oScC47kRucMoDhqofDwC/ewgKDL0S3pMRrB3d4DLrIDakT/TcDVp3g1hTeE7yRpA8PqwdF6PzJI6hQPdGMHg2Ipih8ABgCHgwrmYMucBAYDN78brCrdmPWDkkrIH1x0GknmQluHhYXz4wx++8vOJEycAAO973/vwxS9+Eaurq1hcfMdgIRwO46tf/SpOnDiBb3/726ioqMBnP/vZKzatALCysoL3vve9V37++te/jq9//es4evQo/vEf/xHA5cbrT33qU1hZWYHVakVjYyP+7u/+7gYnJ6mhhNuuorXLb733/4fxM6M3PG42m1CfNYPPib8Ivbe9CYk+5eyCNvZEYTin7mFprNsMX68BzOxFuUMpP8xvi4b0CqiU8ix9c64qpJ5Tfu212hG8fiyOMcisKu8zcBjoiB8jaymkE8rsIQAu9zmsBGyYn1VunT7dWIH+kTG5w7gjobowftr3ptxhFAVFURi88NYtG29pGnC7rRJHdXv+oemjyOzKn40+gLMY8eHx/yt3GKqlbDMPuczNp4U2VEeRGxe/WbqhMaoo4dDcG4XurLqFg6MnCJtuHtTsnNyhlBdWC9ijreDSy4rLNBwgsHqklV67rgEErx8Loyyya+p0NKMrnDi/IyhaOACAoOA+BwDwNlfhZ0Pq6CHgjcpx/CkUs9mUt2MPgSAmZSsesumbW5G6jGaIPQdVb9TBsbKrmHKl1t4IWDULBwrwPh6FaWEQ2Fe5M5SacDnA3dUENrGgWNFwQMYYgLDyltxhaBq1CwfKZkaMs2JvRdlzKJQ8zwEAGI7F+XXlzsO4Gk7H4cywsudPHAbS70CQm7JtmM6kb555yKztiH6u7sZapFaV4T7S1hsBe1a9PQ6s04jQExUwzfYBOSIcpIDyusE9cTeMTWZw8UlQmaTcId0W3uxA9rV+ucPQNGoXDtBzWKrwY3Ne2cLBGPLgzEVlC3VnWxXmFpRbTnU1oYYqbG2rsy/naki/A0FuyjbzkE7emKZ2Oh2Iz4qbd/AFKpDsV8bFv7U3AkbFwsHS5oPLugxqekHuUMoCylcBtqsG7NYMqE31OFhl9oxASil5Pu2heuFAU9iqr8XSsLLLHRmDDtNM7qb3KqVgdtvwxtCQ3GEcmvWk+oUDAFisZLo0QV5kzzx8+9vfxiOPPIL29na8//3vx5kzh2twPHv2LFpaWvDLv/zLBZ03lbxx97Q+UlXQsW5HjdEMQQFD11pVnnHwPh6FCxOg4sreKdQCVMgP3ZPHYIgy4DYmQeVunqVTIjlnELm31OH4okYOmqNVKxwA7HW2IKZw4QAA2eYgFudX5A7jtuT8ViRvci9VIjaXHWcG1V+yBJDMA0F+ZBUPP/7xj3HixAn89m//Nv793/8dvb29+OhHP3rFN/dW7Ozs4NOf/jTuueeegs+dSd3Y82BjxJkseEB7Wz0S5+W/SalZONBWPYJP+WCa61PVIlaNUDVV0D15FIYgD3ZjChQvv+jNl8yMehe1SkftrkoAkO1txUSf8hvpzd21GBy6IHcYt8VTH8SpfvUsxt1VFchppNSVZB4IciOrePjGN76BD3zgA/iVX/kV1NbW4rOf/Sx8Ph+effbZ277uD/7gD/D000+jq6tL1Hgy8T3RjmU0GWCYWRfteIWiZuFgavIi1MmDjSnf/k/N0K0N0D95BAZPCuxGDJRK3Zuzrgj4MfX7tysRweNTvXBAdxNGzipfOJiilTh9XjnOfDeDYmhM7Sl/GNzVTMzF5A5BNKxEPBBkRjbxkE6nMTIyguPHj1/z+H333Ye+vltbvn3ve9/DzMwMPvaxj4keU2pbPPHQVR9FekP85ut8ULNw8DwahVc3BWpd2Wl7NUP3tEL/ri4YzHEwG9OglDwh6w4INIPMKOmFKQWCpxKLF3SqFg50aw0GB+flDuOOsBYDLmX3kbmFG6BS8LRHMTWt7GncVxOoDmJiShm9h2JgtVpAUbjtfwRCKZGtYXpzcxO5XA5ut/uaxz0eD1ZXb960HIvF8Mwzz+Db3/42WFbc0CmKQnJbnJtjOOrHvsxN0l1310I4qb7ab9ZuQOgBN4SL6vAMVx00DcM9XWCsOQgbi0Bc7oDEgfLUQDj5utxhaA7KW4mlCSMyy8pwiysEXX0Y/ZNxCDnli+NMow8rA8rOnpldNpw6f+OAVSWjcxrkDkFUKnxueDzKGgJHKC9kd1u6ftCJIAg3HX6Sy+XwyU9+Eh//+MdRXV0tehx2mxV8Qoyp0hTClA6JEkyoPizNvVFVCgdToxcebxzCRRXPoFAqDAvm7g5whiTonTkIGuo7FzgD9l9XZ4ZNyQguDxYnDEgvqlc40H4PhldSyOwr17HoAGNvHU4OqKBEM2jDTp96dvE5PYc3zp2TOwxRYWgOa7exladpwOUi4oJQOmQTD06nEwzDYG1t7ZrH19fX4fF4bnh+IpHA8PAwxsbG8IUvfAEAwPM8BEFAS0sLvva1rxXVQG23WoFE8a4RHe31SMh4YW3oiahycrT74QjM66Og1pV/k1cVRgPYY+1gEQe9NwcouxqiIDIGP7A5I3cYmkJwurE0ZVG3cHBacUnQY39L+e/BXB/ASYU3SAOAuy6An6uoSRoAQg0RDL6hHrFzGMxWC27XmqbStjWCipBNPOh0OrS2tuL111/H448/fuXxN954A48++ugNz7dYLPh//+//XfPYP/3TP+HkyZP4y7/8S4RCoaLisZhNAIoTD5yOg2F2Q7ZJ0nVdERj71JVOpo0cfA95wcX65Q5FW9isYI+2gEutgNpTfpNoofAmO7Kv98sdhqYQHC4sz9qQXojLHUrBUCYD5uwebMfEndtTCjiHGaPbcfAKdzejGBqx/TgEla1MV3bV1dh9GKwW0jBNkBdZy5Y+8pGP4FOf+hTa2trQ3d2Nf/7nf8bi4iI+9KEPAQCeeeYZLC8v40//9E9B0zQaGhqueb3b7YZer7/h8UIwGQxFL/o7WmqROiOPS0ZNZxXMg6Oq2nIw1nngDeyCipGSE7Gg/BVgO2rA7syB2tbWbtvNyGRtQJIMhBMLwWbHyqIDqVkVL7hYBqtVVVgdV0EDPU1hK+hA/HxM7kjuiLc9ioEzp+UOIy9cFS68OayeIXaHxWoj4oEgL7KKh3e/+93Y3NzEV77yFaysrKChoQFf/epXEQwGAQCrq6tYXFyUJBY9yxUlHgwmPaiJJdHiyYfqjjCsw+MArx7h4HooAsvmKKhVUqYkBlQkBK45CCaurmnQxcBb3Mi90i93GJpBsNiwuuZFMia/xXTBUBR2WhsxP6COMjZ9Ty0G+pXf52ByWnFyTH2bPFa/C/wl+foPSwWxaiXIDSWoLQcpEu9u+iXs7b5jzfrwkSNY7yt80XW0qxmpMxfFCC0vqlpDcI5PACoZfkMbOfgergA3pb6+DCVCN1SDrfGA2ZhRtdVqIaToAHIn++UOQxMIJjNWd4LYv6D8Mp/bke5pxdg5dZTpWVqq8PqFSUAF31tjewhv9anLhIOiaWwaUlhcXpY7FNF5/uf/gWAocMvf0zTgdiurYfofmj6KzO6+3GFcgbMY8eHx/yt3GKpFdrclpcAUcf222MzIjkrvee2r98F1cRKCSoSDocYNb3gPNBEORUN3NoPzm8BszAIb6vXfLxTeVoHcz9S1mFEqgsGI9b0Q9i+oe6aK0NOiGuGgr3Cgf3ERahAOnvogXlKZcACAqoYqjJ5+Te4wSgKZME2QGyIeDsgUvgBvqw5j/6y0vQ6eiAe+xXkIKXWU/Tjvj8C6Mw5qpXhHq7KFpsEc6QBny4HeWgY2VFxeUiSZHUZV/T1KRdAbsJGNIjEmT8mlWFDt9RjoU0epEq1jsWjlkJgWbyhpqaBZBhd31Xmd2RXUcW/MF4qiSNkSQXaIeHibXCpb0OucbgdSQ9Ludtn9DoR3NsArKAV4SzgG/scD0E31yx2JejHowR5tB8vsgE4sAMp3niwpvM2L3M+01wQpNYJOhw3UYHdImr6yUkE3RDA4vqKGTXwAgNBehdmB83KHcShc7RH0n1ZXkzQAWB02nBzQ1myHA8xmE2ialjsMQplDxMPbZAqc8dAc8CGxLF3WweKxoobfA7+xLdk5C0UXtKOykQc9pS5fcMVgMYM91gYuswIqqY5dVSnI7LCAoL0mSCkRWBZxXSN2T8/JHUpR0OFKjMzvIldE5lhKzF01eEMlwsFa6cTrg+orVwIAT7QS2Vl12ZYfFqtNWb0MhPKEiIe3SRWwi1/p92JvUDo7TKPdhHp9Dvy88scD24+FYc9eArVYfvX4ReN2guttBJtYALWjfbvVfLjc60DEaDEIDIMtayu231C3IKW9Dkzs0Ugn1GHVa6yqwJkJ9TihJRwcUvPqK/2hKAojUxNyh1EyiHggKAGS+wLAsExB4qHO6YSQk2YHlDXo0OziwM8rvKmRpeF7qgr2nSFQe0Q45AMV9IF78m4YG4zg4pOgMqQ/5HoyWzTpdSgCgaKx62rHlsqFA2UxYdpgw+76jtyhHArWYsCkkEI6pY4R7xVtUfSPKN9C9maE66swPafujNrtsJF+B4ICIJkHAHabDdjOb0ESqvJjdyhWmoCug6IptNc6kBtR9q4VV2mFr4MFHVNnqlsuqPpqcLVeMJszoDaU/W8sJ7y9ErkXSa9DMSQqO7DxsjociW6JjsWyP4iNCZX0alAUEtVerIyp47utNxvQP6vejGeCVodAKxSSeSAoAZJ5AGCzmvN+TZXVKtkOaHtnCLzChYOl0w9/ZAv0nLLjVBJ0Vwv0T/TA6EyA3YiBInX8tyWzAZJ1KIJEqBvrahcONIWtxnosqkU4ADD01mJcJcIBAKwtQaytK7809mZYHVa81d8ndxglxWYn4oEgPyTzAMBsNAI4fNmS3WHDvkRzHZp7o6DOKnsugvfxKIyLg6B21NG0KCsUDeZoOzgbf9ludVPugNQBb69E7qck61Ao+1XdWHs+JncYRbPf1YKYSmY5AIC5OYw3B8blDuPQuKI+/PzUGbnDKBhP1IfMrDrLrQ4LyTwQlAARDwBMegPyablrjAYlmSZd01UFnYKFA201wH+fHey0tnd6RIFjwRzrBKfbA727WPZ2q/mSUedGqCJIRTux8pOY3GEUTa63FRfOqkc46CscGFhahqCSbBlFU5jnE+Al6uMTG4qiMDyp3UbpA2w2m9whEAikbAkA9Bx36OeyLAvhUukHKoWaA7AOKdfSz9TkRagzB3ZaPbtqsmAygn3oCAz3RqFPz4JW6cAlOeHtlcidJVmHQshUt2PpOXU3RwMAOhsxrCLhcGUQ3I56TCO8HdWYmIzJHUbBVDVGMTOv3UbpA0jZEkEJkMwDAI46vIZqaa5Gui9WumAAeKMeeGLTEHLKLANyPRSBZWMU1Lr6bPwkw2kH19sENrUMak89ix4lkonLHYE6yUabsfD8vGqGp90Kurka/cPq6XEAAKGtCrODyt38uR6zx443RpWb5T4M2zkVDE0VAZJ5ICgBIh4AMAJ16Oea4/vYK2EsJpcZod04+H0FepdzDPyP+aGL9csdiWKh/BVgO2rA7syC2lavY4lSuDxNWt2LGjnIVdVj/sVVIKdu5cBEAxie3pLMElsMzN01eENFwgEAUh4D9pbUu/h2eJx4a6A8ymdJ5oGgBIh4AIDs4W5M1bVh7J0vXckSwzFodHLgLy2X7ByFwvms8LVSoGOkfORmUNVhcI3+y3arm+pxVlE6mYSOOCzlCR+sxsKrW4BKpi7fCrrShfHtHNJ76slwmmp8ODV+Se4w8qKiNYoXB87KHUZR2ENu5KbU/Xk/LDY7yTwQ5IeIBwDCIW+yAb0RuyWMo63FB35AeTtW1p4AnOwsqIVtuUNRHHRjLdhqF5iNGVAbMbnD0RS8xYXcK2SadD7wlUEsnEqC31e31z1lM2OKMWFvOS53KIeGc5gxnthBNpOVO5RDozcb0Ten7gwpwzDoGx+ROwzJsBO3JYICIA3TALKHKBFyuh1IjJSudr25NwIoTThQQMUTUTiTY6B2iHC4GrqzGfonemCw74DdmAal9sJyBZJJmwGF9v0oEcHlxdIIhdy2uieTU3odFr0+xBficodyaCiGxqbfjs31uNyh5IWuzot1lc50OKCqOYrl1VW5w5AMknkgKAGSeQCQTtz5ZtsQ8iO5XBp71kh7CLpzoyU5dqHQVj389zmIDevVUDSYI23g7AC9tURmNJQQ3mRH7nUyqfywCDY7lmcsyKzG5Q6lOBgam/U1WB5Wl2sO01WNSyqa5wAAnrogXj7XL3cYRbO4o27xky+k54GgBIh4AJDcuX0LNKfjkJtYKMm5vVEvnBenFOUFbqhxoyK4C4rYsF7mYEaDfg/0zhKZ0SABWd4OqKj8Q04EkxmrGxVIza7JHUrR7HU0Y7pPXe5k5o5qvKEy4cDoWEzsrCrqvlMIlaFK/HxY3f0a+WAw6KHX6+UOg0Ag4sFgMCCXvv0ipaWpGplz4teFmpxmhHY3FeWsZL8nDHtyAtSaep03RMNkBHusHaywCXpvFlBP36aq4Y02ZN8kvQ6HQdDpsJGNYH9CXVamNyPb24oJFc1yAABj2IszKpyNYG8No++0eidJH8A6jXKHICmkZImgFMpePDhsFmDj9rsvpvWE+PasFNBYYQR/XiHOSjRQ+a4o9DP9oFS+G1U0ZhPYu9vBpVdAJWJyR1N2ZGkXkC79BHe1IzAMtgyN2H1LXSU+N6WrCSMqEw6sxYBJpJFOqmtXwRH24hd9/XKHUTRGsxFvDpyTOwxJsZFmaYJCKPuGaYvZfNvfh6r82JteEf28rT0R8Odjoh+3EBibAaHHvTBM95W3cHA6wD1+N4zdXuh2pkCl1DMdVisIBjOyb5JehzshUBR23e3Y0oBwoJurMTg0L3cY+UFR2K32YGVRXaViFENjkUoil1V/SaCvPoREopRTl5SH3WGXOwQCAQARDzAZDbf9fcDlEP2cVa0hsAppkDbWuhHsyIGZuSB3KLJB+SrAPXE3jM1mcFuToNKkZEsuMlwFkFROGZ9S2Q91YeMVde3U3ww6GsBwbAuCyobZ6XtrcH5MfRannvYoJlRYZnU9FEVhZGpC7jAkx07KlggKoezFg1F3++YjekXc7lhbpQ2u6RlFDL6y3x2G1zYPal38zIoaoMJB6J68G4YoA25zElRW3d74akfgDMi+RaZJ34lUtBOrL8TkDqNo6EoXzm/lkNlXV9mPpS2CU/0Ks9U+BDafC68PaaOXqKopiuk59Wfd8sXmIOKBoAzKvudBx3K41T6zp8KF/Rnx/KMZHYs6I5BbljnV+vb8BkOZ9jdQdVFwdRVgNqdBbZBp0EohawoAuzNyh6FostFWLD2n/r8RZbdcHgK3GZc7lLwwBt04NzMHqHCuS9xKITmnjazeenJH7hBkgWQeCEqh7DMPLHXrP0EkUCHqudpafMjFSmP5elhosw7BJyphLMP+BrqpFvon74LRtQd2I1Z271/JCAyHzFl12V1KTS5ch/mfLqlx3XoNlF6HRU+lqobAAQBj0mOKyWF/T31D+Co6qzE8po3SVG+wAmeGyrMvym4nPQ8EZVD2mQfmNjdi/XYSYrWV1XVFgP4RkY5WGDq/DZWNWdBlNr+Bbq0HF7aB2ZgFNspzx0rpZO1hYOOk3GEoFt4fxsLrO0CWlzuU4mBobNbVYHlEZSUnFIX9ukosj16SO5K8MbtteOv8mNxhiIbOZVb9fIpCcTiJeCAog7IXD8jd/GZssZmxd0kc73Rn0AWzzLs+lnYfXMZ5UMvbssYhJXR3C7gKPZjNeWCDTHZTLDSN7FBM7igUi+DyYnFAAJ9QV2/AzdjvbMb0OfU1eht6azHQr84FeMprxM6yNpzjTBYT3uhX/3yKQiFlSwSlUPZlS0Imd9PHayMBCLcQFvlAMTSquSyQkq8Z1/VQBC5MgNopA+FAUWCOdMDweAcM3Npl4UBQNJS3BsL8ktxhKBLBYsXynA3ZdfUv/nK9rbigQuFgaY3glMomSB9Q0R7FuWFlOPuJQWVdEHt75euGRzIPBKVQ9pmHXPLmi3pLRsCuCMdv6Qohd1amizdDwfeuMPSxfnnOLyUUDeZoBzhrFvT2EkASDapAAIX0KBF4N0PQ6bG+H0RqWiGDJIuhsxHDKsDSzlIAAHwmSURBVBsCBwCGgBvn5uZUWSZjtFtwZlI7dqY0Q2PgojpFnFiQOQ8EpVD2mYf0TZrfOB2HvYniG5t9dT6w/fJc7GirHqHHPNDHNN5YRtNg7u2G4ZEm6IUF0NvlaTurVnKuKmQvqW9RWWoEmsaWoRGJYfULB7q5GoPD4pSASglrNiDG5rCfUF+DNADwISviW9rJNkeaqjG/qL7PkZg4iHggKISyzzykdm5MgdbWhcEPzhZ1XJ1JB//OBngRSp/yPrfPhsqmLGgtD36jaRju7wGYXdC78wDpg1Yl2Ul1TeiVikRlJ7ZeiskdRtEw0QCGp7dEKQGVFIpCosaL5TF1WjlXtEXxYv9ZucMQldk42RgiZUsEpVDWmQeGZZHZv9H32sVwRR+7uaEC/PJG0cfJF2OjF77oNuhljZaCMMzlTMPDjaD3Z0DvSv83JohDzhUGf0F9U3pLTTLahXUNCAe6wonxbR7pPfU1eut7azGuUuFgtJtxNnZR7jBEJVgTwtC4OhvWxcJg0MNgMMgdBoEAoMwzD3abFbguq0tRFNJTxZUKRNvDgAzOHPa7w7AnL4DaUmea/bZwLJhjneB0CZJp0AiZeTG6irRFJtqK5Z+ov4yLspoQ46zYW1GfuDe3R/GGTOWmYsCHbNgcUP8gwatJ6VSWuSoBpN+BoCTKWjxYTSZg+9qFdrQmhMz5wp1fLB4rHLFpyec4eR+Pwjg/AErQ2EWWY8He3QmW3QGdmAXUt4lJuAk5hx/8KY334+RJLlyLhZ9qwHVKx2LJF8DmhPreizHkwbnpGah1Ep8Wy5VclW68cU5b76kQSMkSQUmUtXgwmQwArhUPlRYLijGCq/cawI9J2NTF0vC/KwDdVJ9055SC60XDjdVlBBWT3dSYyC0SviKAhTf31D8EjqKw1ViPpaHiesbkgLUYMYkMknvqvNgYHRacntKOu9IBpkobchdvbqleTjidDrlDIBCuUNbiwag33DBBWlgsPM0ebQuBH5Yu3U0bOQQedIKZGpLsnCWHYcHeS0SDluGtHuReGpY7DMUg2BxYvsCB18AclmRPC2IqtGQFTWEn4sbKefX24OQCVmwNqvBvfxsuD4UjWQeAlC0RlEVZN0zruWu1ky/oRXKhMPHAGnRwLkuXpmfsRgTvM4GZPi/ZOUsK9bbl6gO10KVmQSfickdEKBGZlBFQoW9+KRD0BqxtVyK9qH7hwNzdjvNqFA4AuJ4aXFCxcKhoj+LMoPYEeWVdEInEntxhKAKSeSAoibIWDxxzrXgIez0FH6up1Q9+NV5kRIdDF7Aj0CmAno9Jcr6SQtFgjnXC8Ggz9Nl50IlNuSMilBDeaEPu1KDcYSgCgaaxpa/H3pj6LSipjnqcO6nOxbe5swZnVNwgbXJacXpSe7bcLMfi7Lj2BFGhkJ4HgpIoa/HAXvf2ua3Cuh1cYTcYiW4+puYK+MKboFdVPiznatEgLILeXpU7IoIEZGkXkL75VPdyY8/Xia235uQOo2jo+ioMqVQAmap9OD2hTkvWA1KVJmxtac9+LtxcjeVVcl84wEEyDwQFUdY9D/R1vYnZzcKsIyMGAXyu9A1dtiNBODIXQW2r24qVuasdnEMAvb14g1UuQbsIehOyb2moP6cIUtFOrP0kJncYRUOHKjC6tIdcRn0NrTqnBeN7O8ioWMxWdFTjxXNn5A5DdCiKwvk5dWaySoXL5ZQ7BALhCmWdecA1U08ppOP5i4e6rgj4idJ7ajuPV8GxPwYqpV7hQHe1QP+uDujpZdDb6typJBROVl8J7BXjZaYNspEmLD2vfh9+2mXDxRSL1I76rkk0x2KtwozN9bjcoRSMxevAm+dH5Q6jJESaq3FpOiZ3GIqCZB4ISqKsMw98+h2vJYvNBGEjvyECRpsRlslYyR3BXQ9FYFkZVO0MB7q1HlzIAmZzHojLHQ1BDgRWj8wpbS508oH3hbH46gagzq/yFSijHnM2N3Zi6iwrEdqrMDWoYrMJisKOnUFiUZvNxAs7a3KHoDhIwzRBSZR15iGXeiddbbNZ8n59Q40bwnZCzJBuwPNYFJYVdQ5/o6Ih6J88AoN567JwIJQtWUsQ2NZeXXY+CA4XlkYp8HvqLZMBADAM1qIRrKpUOJh669CvZuEAoKKzGkPj2muSBoBQXRUGRslGw/U4XQ65QyAQrlDWmYdM4p10u9lkyOu1vvpKYKC0N6DKJyMwTKtv+BsV9IFrj4DZjIHaUKd1I0E8BJpBtu+i3GHIiqA3YHXDg8yyOhfcV7Pb3oi5fnWWXZmbQjg5pO5Ft83nwmtD2nUs2y5qTKt2IT0PBCVR1pmH1FXiwaDX5fVaP5UpnVc9DfjfHYZhur80xy8RlNcN7sm7YQhTYDemQBEvfwKAnKMKwmr5liEIFI0tQwP2z6tfOGR7W3FJpcLB4HdhYHkZPK++5u4DKIbGqiGHZEqb0zN9VX681ae+DbNSYzKboMtzjUIglJKyFQ8syyKz/84FWM8cPgkTaPSDv1CiGyhDIfBEALopFe0sWczgHr8bhnoDuI1JUCq+ORPERQCFzFh5l6ztBzuxdXJW7jCKp6sJIyodAseY9JjmBCR21N0j4O6I4vxFdVvL3o6cmZE7BEXiIiVLBIVRtuLBYjZd8zObxy55JV+iXR8aCLzLDy42Uprji42OA/vwURi7veC2JkFlVV7LTRAd3hWGMK3+WQaFkq5ux+pPY3KHUTR0czUGh1QqAmkKiRovlhbU7fDmjFTiFQ3vyrt9Hrx+9rTcYSgS4rREUBpl2/NgMRsBvLPYpbOHa0gONvrBn58QPyAaCDwRBBdTwURNigZzbxc43S7oREzuaAgKJjOzJXcIspEL1WLxhQW5wygaJurH8PQWhJw6yxC5nhoMqHiCNACwOg5T6S3kstk7P1ml6L0W5CZI1vpmOEm/A0FhlG3mwWS8NvOA5OF2zStKkXWggcCT6hAOdFsDDI+1Qp+ZA52Iyx0OQcHkHAHwoyUQ2ipAcFdg6fQ+cMhNCaVCe50Y3xaQ3svPxlopmDurcUblwgEALC1BzMyqNPNzCOwuO35x5pTcYSgWUrZEUBplKx701zUf8bt3dngINQXEHwjH0gg+EQA3pWzhQEVC0D95FwymOOitZbnDIaiA7Hp57iIKRhNWFmzIxtXtGkNZTJjWW7G3kf/wTCVgqvHh9IT6pxR7m8L4xdlzcodRUmxhN9JpdQpUKSCZB4LSKFvxYGC5a37ObN15XkNFRuRmO5ZG8PEKsErucXC7oHvyGAy+LJgNdbqsEKSHt3mRO6dsQVwKBJpGnKlBcnJd7lCKg2OxEghiY25D7kgKQue2YWx3C5m0uvuwDFYT+hdnIGjYuc7qsOK1syTrcDuITStBaZSteOCYd1wdOB2H7G7yNs8Gwi1B5C6J2PhJAcHHfWBjY+IdU0z0erCPHYOx0fy27aq6yy8I0pJJ6EpnZaxg9nwd2D6t8vISisJOSwMWLizKHUlB0HoOy0494hvbcodSNHzYjvV1dQq4w+KMVGBv//b333LH5SbigaAsylY8MNQ74sFmv/N0ae++uNNxfU9VKTbjwNzdBcM9VdBtT4HKatNPnFA6eLMTuVMqshoWiXR1B9Z+pk4r06tJ97RgckC9WcZMcxAzMfU3qld0VOPMoLazd2abGa/3nZE7DMVDypYISqN8xcNV/99iMd3yeQAQaQ0hNyXezajiiSj0UwOiHU8s6MYa6N/VBT2/AHqvfF1yCMWRzVmBXHn1O+TCtVh8QeUZBwBCdzPGVDrLAQAMd9VheFj9TfrWSifeGFfm5pKYeGr82E3cuWS43CFlSwSlUbZWrdRVtoNGo/62z3XtxCFW0Y770SiMMwrz6na7oDtSD2YjBiquzuZIgjIQjFZk3yyvrIPgrsDSKQ04K7XWon9AvTM5zO1RvKEBZyWKobFm5LE3r+6G+zthtJjwRj/JOhwGUrZEUBplm3kQsu/sjF7fPH01gUY/+JklUc7peigC82K/KMcSBY4F+8hRGJve7mtA+dWoE8Qlw7iBMnJNEQxGrC6q31mJqQ5i6NImBF6d1wBTpAJnY9OABq5hro6IpqdIH1BZF8D2DtmsOgwut0vuEAiEayjbzEMu/c6wHR1N41aV/V4jc4vf5IfzeBUsq4OgFNJESne3QufkQe/G5A6FoBEETo/sKe2XWhwgUDS2dHXYF9NIQQboShfG41lkk+oUfTqnBedTCaT21Rn/1bjrgnjlnLZtWYGDrMNZucNQBUaTEUajQe4wCIRrKNvMQ+6qGw1zi902Vs+CuhAr+lyWTj+s8RFQvPxlDVTQd3leA7cKelfldpIERZE1B4Hd8qlf3g91YustdQsHympCjLVgb1Od/260jsWK14SNtbjcoRSN3mzE2MYC+Jz894lSU1kXwNaOuCYkWsVNSpYICqRsxUN6/51cA5W5eXNnuNEPYa84Czld0A6XbhZULnvnJ5cSjgX76DEYqhgyr4EgOgLNINt3Ue4wJCMbbcXqCzG5wygOHYslXwCb8+q1As22hjA9qf5GdQCgql1YWlmTO4ySYzQb8caA9rMrYuF2u+UOgXAV3/72t/HII4+gvb0d73//+3HmzK37dn73d38XjY2NN/z3n/7Tf7rmedvb2/jc5z6H48ePo729HU899RReeeWVK7/PZrP48pe/jEceeQQdHR149NFH8dd//dfgZdyQLtuypVTiKlFwi3S9I5sqqlGatuhQWZcGtSLvDgvdWg+dTwd6R/3TVgnKJOeogrD6ltxhSALvr8LCyytyh1EcFIXtpnosDc7KHUnBGO6qw1v9Cp2TkycVHdV48Vx5NA/76kM49wv1O2JJBWmWVg4//vGPceLECfzhH/4henp68J3vfAcf/ehH8aMf/QiBQOCG53/2s5/FJz/5ySs/53I5/PIv/zKefPLJK4+l02l85CMfgdvtxl/8xV/A5/NhcXERFss7IwT+7//9v/jOd76DP/mTP0FdXR2Gh4fxmc98BlarFb/+679e2jd9C8pWPFzdMJ27yYA4k9MM/nwRloUMhcBxB+jp84Ufo1jcTuiONILZmAK1o4xeC4L2EEAhM6aN3d87IdjsWBoFhKTMmcQiSfe0YupsTO4wCsbSHsXrGnBWAsrHlhW43Ovw+gDpdcgHt4c0SyuFb3zjG/jABz6AX/mVXwFwWRy89tprePbZZ68RCQdYrVZYrdYrP7/44ovY2trC+9///iuPfe9738PW1ha+853vgOMum/cEg8FrjtPf349HH30UDz30EAAgFArhRz/6EYaH5ZsDU7ZlS1eT2bqx3jdc7SnKq97/RAiMXMKBosE+eATGJivYjUniokQoKTlXFYRpddf+HwaB5bCRCCCzpO5abaGnGWMqFg6maCVOT2nDWYlmaKwac9jbU7db12GpqA1ga1v9k7+lhIgHZZBOpzEyMoLjx49f8/h9992Hvr7D2e9/97vfxb333nuNOHjppZfQ1dWFz3/+87j33nvx9NNP42//9m+Ru2r92dvbi5MnT2Jq6nL1yPj4OM6ePYsHH3xQhHdWGGWbeTiA03HI7d3otWRe30Ch0sHzWBS6KXlmOVDREHQNHjBx9Q56IqiL7FR5NN4n3K3Y/bm6v1d0ay36+9Ur9HQuK8b3d5FWqTPU9djbI+i/Tc20lrDYLHi9/7TcYagO0vNQWnZ3r7UL1ul00Ol0Nzxvc3MTuVzuhn8Pj8eD1dXVO55nZWUFr776Kv7sz/7smsdnZ2dx8uRJvOc978FXv/pVTE9P4/Of/zyy2Sw+9rGPAQA++tGPYmdnB0899RQYhkEul8MnPvEJPP300/m+XdEoe/Fgc1iBvWt3El1VHuSmYwUdz353GKYFGaZH6zhwD/SA3Z0BFRdvGjaBcDtyrhD4U9pvfkxHO7D+E3ULB6Y6iMGLG6qd5UDrOSy7jdic0kaJnLcxjJfKwJb1AFd1JXZe00apmZR4vNoQD8NsBkk2I3cYVzCwl5e/DzzwABJXTTn/2Mc+ho9//OO3fB1FUdf8LAjCDY/djH/7t3+D1WrFY489dsPr3W43vvCFL4BhGLS1tWFlZQVf+9rXroiHH//4x/jBD36AZ555BnV1dRgbG8OJEydQUVGB973vfYd+z2JS9uLBYjYCuFY8BLwmoABDIl3ADnv6IihB2g54uqUeOj8Heps0RBOkJbOg/XILPlSDxZ+qe8F6ZZZDSjk377ygKKSbApgZ0Yajl9FuQf/iNAQF2HdLgc1pwy/OloehgtiQsqXS8ur/v737jo7jvO7G/31mZiu2oC56byRYwCKZkkhJFm3HEZ1YCW3FTHRS5J9lW8d2YidvJNtMXBTJtOUwtpOYb8TIkk8cWlZeyqYViWq0GnsHwQI2kCABogOLsottM/P8/lg2iAC5C+zuzOzezzk8ohaDmbsEQM6d57n3vv/+pP+fatUBAHJyciCKIgYHJ3dEGxoaQn5+/k2vwTnHSy+9hAceeOCG8xcUFECSJIjitZliNTU1GBgYQDgchtlsxtNPP43Pf/7zV7s0NTY2oru7G88884xmyUPG1zzYrJbJLzDA1DGDGwWRobCJgQUmEhNYLMwmmH7vDlgcYxDG07/FH9EXJbsIamt6dLuZDs/ORc+hMCAb9ybP6LMcAMCytBbH0yRxAGMIFdkxNOzVOpKUcZfnYyIwu7bnmYqSh+RyOByTfk2XPJjNZsybNw87d+6c9PquXbuwePHim15j3759uHDhAj796U/f8LElS5bg4sWLk9qudnR0oKCg4GoswWDwhtUNURTBNRw6nPHJg9U0efGlbE4J1KHRuM9T+LEKCJdS9+RfaKyF9Z4GmEaoIJpoQx7ROoLk4iYzBkc8kIeMe9MNk4Q+g89yyGquwb40ackKAAWLqtFyPH3ez63kFOTg3f17tA7DsPLz02PbUjp4+OGHsXnzZmzevBnt7e343ve+h56eHqxZswYAsH79ejz22GM3fN7mzZvR3NyMhoaGGz72p3/6p/B6vXjqqadw/vx5vPvuu3jmmWfw0EMPXT3mvvvuw3/8x3/g3XffRVdXF9566y08//zzN2yBSqWM37ZkEkRcX3qXb4q/h4draSksF1sTGdb0zGaYPrwE0mgH2Jixu74Q41KdeVDe1q5NXCr4spsw8b6B6xwYw9jcevQYeJZDVl0J9p1u1zqMhMmtLsa7MXZmSRfWQhfC59KjwD3VbDYrHE7HrQ8kKbFq1Sp4vV5s2LAB/f39aGhowMaNG692TxoYGEBPT8+kzxkfH8ebb76JtWvXTnnO4uJiPPfcc1i3bh0++clPorCwEH/xF3+BRx555Oox//AP/4Cf/OQn+O53v4uhoSF4PB585jOfwZe+9KXkvdlbYFzLdQ8NPTb/rxD0BXBn81xMHIwuh5uzLJgrjwFx7As2FWShuHoMbDz57eeEObUwl1poixLRXMhcDmVH+vZrD1U1o/c1Y09iDy+dh7aDxk1+LIXZaJMDGB/13fpgAzBnWdFti6C71+ADBuNQUFKAnWdbJ7WdJLErKy/F6+9sifvzBAHIy3Pe+sAUunLPpRdWhw1PH/u51mEYVsZvW2KRa3+pVTYUxZU4QAAKF1uSnzgIAqSPLoPF7afEgWhOtbmg7EvRSpsGlLJa9L5l3HamAMAXzzF04iA5rLhoYWmTOAAAq8rNqMQBAFSXiRKHWUiXTksk/WR88oDr+oU7JuL7h6rw9yohdiZ3SZ0V5MPysWaYx86nvIsTIVORxVwgbNCuPbfAs3PRezBo6AJpoakGR48YtzsUEwWMVeahtzt9brQ9i2qw/8hRrcNIqeLKEuw8QHMdZqOg4OZdfAjRSsbXPKjXD4iLo1Da0Vyc9DoH8fYFMFvHwbzGvREg6YWbbZD3pmetA5dMGBrzQB7u0zqUGROrSnD0/IhhZzkAAFtUhTNHTmkdRsLkVHjwfqsGs3805pcimnaDSQe08kD0KuNXHuSxaGtVJjCo3hi3H0kCct3e5K0EOLJg/v1lsLA+sFAKW78ScguyrRjwp+f3pD9/PvzHjZs4CAU5ODmmIhIwbnGqbWktDqdR4mC2W9Ee9CIcNu7XZCbKGyqxtyWzCsOTId9DKw9EnzI6eRBEEZHxaAFPVk4WoMSWDBSsLAcb6Ln1gTPA6qpg/VA5pGEa+Eb0hUtmRPaf0DqMpAhXL8DQOx1ahzFjzGHDBasTE8PGrRFwzK/E3tb0SRwAgFXnoqu7V+swUooxhks+qs1LBA8lD0SnMjp5cLrswOVl1axse0yfYy5ywdZ/MinxiCuWwloQgeAzbk92kr5kZxkwkvyuYqmmllSiZ5uBb/AkEf1lZRjuNO7fG/aqQuzvuJhW21wysc4BAKrm1eD4qfRKArXi8RRoHQIhU8ro5MHhzLr6e5tt6qmCH1Sw2A4WSvCkTIsF5t+/A5ZwJ5iSnoWoxNi4IEI+nD799q/gThf6jgMIy1qHMmPj8xvRfTI5K6GpYM53oS0wjnAwfbb25FYV4f0jLVqHkXKiJOJ4kpuIZBLatkT0KqOTB7vNevX3FrN4y+NdS0shdSR2MigrK4b1nnpIw+cSel5CEknJrgTvH9A6jITiggBvpBzhXuOupkSWzsO5FuPOoxBtFnS7TBiJo1mF3lmybDjtG0A4knkPgirn1+BCl7HbHOsJrTwQvcro5MFqvrbaYGK3WC43S8i2J/bmSVgyD9ZKE4TR9GlJSNIPB0OkzbhTiqcTKG3G+OFurcOYuUVzcMLAsxyYKMBfV4BLFw28ZWwKaqU74+Y5AIAty4Y9x1q0DiNtmEwmZOe4tQ6DkClldPJgFq69fSly820LhfeVgg0mrhOLdN+HYDENgkUSvAWKkARTcivAL6RXu2C5ai4G3uzQOowZE+ZWo/WogRMfRFuynmpLr8YQBYtrcLD1uNZhaKKgrgRDXq/WYaSNAk8+GGNah0HIlDI6eTBd94PJAtPfxNtq82DpTlBve5ME8+/fAbO/AyyNigMThYP+stQb+Vx6dU7h+UXo2W7c4mKhogjHL46Cx9gdTo/SrSUrAOTVleLdw4e0DkMTuZ5cvLd/j9ZhpBVPIW1ZIvqV0UPihOunyI77pz6IAfnVCtilBBRU5rhh+VANxAypb+CCCJ5XBLjzAJsNMJsBSQITGAAVjCsAVwCugqkKoCoQuBJNIAQRXJAAQQSYCM4EACK4ooIHQ2D+MYjjXqiDfdHPJUmh5JRB3Zc+N0TcYsVAtwOqb0jrUGZEyM/GmQmGsN+4xcVZC6qwO81astpznGgd6IIiZ+bfRVK+DcH20K0PJDErLPRoHQIh08ro5OH6Divq8NQFe67byiBcmn27PVZdAUuVDUIaTovmFit4YQV4Th6Y1QomAEwNQwj7wXBldSUIqEEghnseBg6oMpg6TcImAnBJgKsAQnkxVLMLPCQD/d1gl87Rik4CRXoCWoeQUOOORgQMWmDM7FZ0ZmXDd8G4K0H2miIcONeRVi1ZmSjAl2/GUJtxV7Nmo6S6FG/v26d1GGmHVh6InmV08sAnok9KbC47MDb1cCVXXhiY5dwloakelpwQmN/4+0G5yQJeXgtk5wEWEwQ1dF2SMAGEUzt9mKkyxODlf7QLHOBFt0E1OcHH/WCnj4CFqaZkppTsIqhvtmodRsKEqprhfc2YiQNEEUOVFRhsM26dg8WTjeNjIwiH0qsLUc7CSry7/4DWYWhmSPGlVTKoFwWUPBAdy+jkQfFFbyyzcuzAFN0aLRXZEC6emdU1hOa5sGT5wCLGXNJV3flASQXgdIOJKoTQGBhXAT4G6PC+nClhiMoQYAL4wvlQWBZYWwuYL31aQaaK7E2fGwK1rAa9bxm3heTEwjnoPGzczkqSw4aLVoax7nGtQ0koT1MFfnfgoNZhaKZqXi1e2/Oe1mGkpUJKHoiOZXTyEBmN1jnYHZYpP54z3wV2fuZFieKyZpjZAJhsnAFU3OaAWlEPlp0DASFIYR8ABYgMAwZ7YMiUCCSMgDfWQRGdYG2tYOOZubUgXqrLA+V3CWoSoDHucqO3JQzIxiwwlpfOwxkDt2QVTBJGynPQe8a472EqzsIc7D13OmOfupvMJhy7eFbrMNJWYRHVPBD9ytjkwWa3Qh2J7keymG/8YxAcZph7Ts/4/NI9t8EU6gRT9f0PCwcDL6sBisrATIAQHIUIFQgbs6B0KkyVIale8IYqKMocCC27tA5J9yI+CUiDmyIuCBgOlSIyYMwJzKy5EccNnDgAgDy/DO1HZ7eCqzeSxYQeUxjjvmkabWSAsqYqtG5/R+sw0hYlD0TPMrZVq8ORdfX35in+FHLvKAELzqxYVPrIMpiDF3VbuMslM9S6hVDvuA/sQ8sgFTggKSMQgyPXFTinH6YqkJgf/M6V4DaH1uHolurIhbIvPWodAqUL4WsxZuIgNFTi6HFjD1Az31aHo2mWOACAuaEQ5zoMWj+TAK4cF7YfpiLpZGGMUbclomsZu/Jgz7Je/b30wVafAmAPzqwrkun37oBpRH+tWKMJwzwIOTkQwqPRTkahzNzCIwaHoC5cCPVSH4Sudq3D0R05kgWoxtzicz25cg4GXjfmU3uh1IMTPX5Dt/7MWlyLXS1tWoeRcJ5FNdh2YL/WYWjKXpKN8YsntA4jbeXkZMNsMWsdBiHTytjkwWq5VucghMK4/lbJ/aFysKH4n7xK931IV4kDF0Tw6rlAgQeiPAZRiQDB9NmONBtC2A/mcUHJv4u2MV2H25yQdxt/1YHnedCz05hF8kK2E+2yhND4FF0cDCJrbjn2HE+/FYe82hK803JY6zA0VVJdirf37tY6jLRGW5aI3mXstiWLJF79PfNNbi/qcsTfm1VcvgQmvz6ecqpltVCX3Qdh6VJILhFSaAhMMVi1cwowrkJifqi336t1KLoREfKAsLG/V7jZjIE+N9RxHbYDuwVmNeNSbgHG+oybONgrPTh06RLUNBveaM9xonXwEhQDNcBINMYY+sNjGVsknirFJUVah0DITWVs8mBi7Orv1ZFr7QOzmgohXIpv9UC8fSHMcrem9QLcmQ118QrgjrujNQzhYTDZmO1hU02SR6DMWax1GJrjFjvkvbMfiKg1X3YTAmcMOEhNFDBcW43+c/1aRzJjlgI32gLjCE6k1989giRiJFvE0FBmbvW8onpBHY6eTL+taHpTVFyodQiE3FTGJg/i5ft8ySKBj13rmJFdGd8fibCoCWZxMDr7IMU4GNS6+eB3roRQXw0J4xBCxn1iqSXJIUHNzey/sCOWQmDC2BOlw9ULMPyePlYA4xVonouLx407gd7ktKErS8TIcPr9HeSYV4aTZzK7PsrusGNP2xGtw8gIRbTyQHQuY5MHFokuqTtyrnXdMZe6IV48GfM5hKZ6WOxj0eLjFOJWG5RFd4EtWw7JKUIMDmmSvKQTpoTBGueASyatQ9EEN1kh7z2udRizohaVoWebMbsTKUubcPqQMZMeIDrLYbwqD91dfVqHknCe5mrsOHhI6zA0l1NTiKHhzF55SRVaeSB6l7HJAw9F93XbXNe6LuU2u8Fi7DLDaipgyQ2DyeGkxDcVtaAkWsswfx5MzA8hnF7TWrUmBkfAl67QOgxNyFklwHj8tT56wW129LebgLDx9qOzBfU4dtDAbT8Zgzy/DKfazmsdScLl1RTj/VZ62l5YUYR39lBjiVQpLqHkgehbxiYPqj9aTGmzXWuHZh6P8aml1QJLtQMsnJotHmpRBdQ7VkIs80RrGaj4OWmk8DDU+matw0gpLpoQOXhK6zBmZcxSh9DFEa3DiJtQV46jpwa0DmNWzEtr03KWgz3HiaPDPQhH6O/bUQSgKOlVAK9nRUWUPBB9y9jkQR6LdlgyS5cLpxmAkdiWZM0fXgxhPPkFmWr1XPA774NUnBPtmJTGA9z0RMhzgYPd+sA0IbvKgSGv1mHMWKiqGSO7O7UOI25CST5O9oegGHC15Ar7klrsT8NZDqJJwki2iMFBam1ds7AOh48be0ujkUgmiVq1Et3L3OTBH+0GYrp8Q24qyAKTb/2ESVy+BNJwcmc5KI2Lwe+8F1K2GWKQ9pimmhAagzpnkdZhpAQXTYgcOK11GDOmllaj960urcOIm5DtwDluRWBs4tYH61TW/ErsOWrsFavpWOcWZ3yBNBAtkt570vhzX4ykqMgDQcjYWzNiEBn/HSpe7mlv9jhveSyrroCZJ68gUK1pAr/zXpjsKsTgSNKuQ25NyL7190M6iK46GDNB5Q4Xeo8pgGysZgHMYkZ3ngejPSNahzJjWfUl2H/uQlr2+/csqsHuQy1ah6ELOdUeDBr07wejKi4p1joEQm4p45MHFojWPpizbzEK3m6DpcYR0+pEvNSy2uj2JLeJkgadEEOjaV/7wAUR8hH9TESPB2cCRpQKRHoN1jRAYPDW16Cv3bizHGyl+TgyOICIwYcJTiW/oQzvtFBnJeDyJGkqkk65klJq00r0L+OTB4xGO8xI9pv/UZjvWZjwOgc1rwj8zpWQChy0PUmHWH6u1iEklZJdAd5rzJvYUPlCjB0y3kyE4KImXDhmvG1WV5hznTitBuEfN+52q+k4C3Nw8NI5KDIVBjNBQHfACzXG7oMkcWjlgRhBxicPqjc60EiSpv8HQ7rnNkjDiWtDyCUT1KV3Q6wqhRikgjy9EoJecGd6JhCcMUTajHkTq5TXou8t481EUJfMxSkDz3IQ7RZ0Z5sxPGDc4vrpmO1WdAkBjI4abCUrSaoX1qLtjHFroYyspJSSB6J/GZ082HOygMtPmUQlOOUxrLIMpnDinnAqjYvAln4Ikpr64XIkPgwcvKJG6zCSQsmpBL9gvCf33JWN3kNhwGAPRNmCOhw9bLyOUFcIJgljVXm4dNGYQ/huhgkMcrkLFzqN9/OQDLmeXLx3eJ/WYWSs0jJKHoj+ZXTykOW2Xf29EJj6iZNpbgmYOvtlbLWwHPzO+2Cycwhh4w7jyjhOl9YRJBwHQ+SU8W4CuSBgOFQCedBYPz9CXTmOnR6EYTstM4bwvFKcPW3cVZObcS+sRMvx9Gs3O1NCvhU+n1/rMDIWrTwQI9A8edi0aRNWrlyJBQsWYPXq1Thw4MC0x7755pt4+OGHcccdd2DJkiX4zGc+g+3bt8/42rYsy7X/Gb2x5oDVVUEcnt0/mJyx6Bal0nyqazAgQZ16RcrIlNwK8PPGm2gcLGuGr6VH6zDicmWWgxwy7iqjuLQGx4+d1TqMpPA01+D9Awe1DkM3qubVYvteWnXQiiAIKCqmgmmif5omD1u3bsW6devw6KOPYsuWLVi6dCkeeeQRdHd3T3n8/v37cdddd2Hjxo349a9/jWXLluHRRx/FiRMnZnR9i1kCAEi5drBw6IaPm+vyZzWYTc0tBO64N7pFiRtsnwUBAAgRP9T89HoSFDlrvInGSkUD+t/s0DqMuKTDLAfbbXU41HJS6zCSIr++FO8cOax1GLphc9hxqH1m/5aSxCjw5MNkkrQOg5Bb0jR5eP755/GpT30KDz74IGpra7F27VoUFRXhhRdemPL4tWvX4pFHHsHChQtRVVWFv/3bv0VlZSXefvvtGV3ffPndWwodN3xMmFMLcXjmT2fVebdDrCmHGEy/4sJMw0uqtA4hYZTcSvCzHVqHEReenYvefT5DbfuJznIoNPYsh0U12JOmiYOzMAcHuzugyMZdEUq0nGoP+gaM92AhnZSWlWgdAiEx0Sx5CIfDOH78OFasWDHp9eXLl+Pw4dieBqmqCr/fj+zs7BnFICnRWgZTrvWGj5kq3TM6J3fmRtuvmsNgSvr1Qc9EzG679UEGETlvsO5eooTh8ULI3oDWkcROYPA21KCvPXkDJZPN0VSBPW1nYaiMLUaWLBs6hQmMjo5pHYpulDdU4O3dO7UOI+OVlZWAMSTkFyHJpNn6mNfrhaIoyMvLm/R6fn4+BmJ8+vHcc88hEAjg/vvvn1EMZjmCMAB7tgm4rhzBsqwZojf+NpZCXROQ5wKo/WpaMZkY0qHzOyushrpvr9ZhxCVSsQi+re1ahxEX5faFuLDXWDFfz9VYin0XO6Eq6fBdP5kgiZArnLh4lAqkr7BYLTg72JWW08KNpmFONfLznVqHQcgtab65jn0gReac3/DaVF555RX8+7//OzZs2HBDAhIrZWT88jWvWyEQBDCnDMT5UEpdcAeYKQQWNtATUhITJWTcPevXC5wy1kA4pXIOug2WOKhLm3DMwImDrSwfh/oHEAqGtQ4lKbLmlWLnQapzuJ6nsRQtO97XOgwCICc3H4ODs581IghAbi4lISR5NNu2lJOTA1EUMTg4eWrz0NAQ8vPzb/q5W7duxdq1a/HjH/8Yd91114xjUIejGYJw3YwHafliCGOx7/vkggh12X2QpAAVRacpFpkAl0xahzErSm4F1NOJG3SYbDwnHz27RrUOIy5sYQOOHjReF6srLPlunIoE4B9PzzadBYtqKHH4gNKaMmzbtUPrMMhlZeWl4BwJ+UVIMmmWPJjNZsybNw87d07eZ7lr1y4sXrx42s975ZVX8PWvfx3r16/Hhz/84Zlf32YCn4gmDULoct94uw0mYSTmc3CbE1h2D6QwtWBNZwwAzy3UOoxZiXQYp3CfSxKGRvKhjBmnTa7QUIGjbcatcTC57LiYxeAdGtE6lKTwzKvE24eoJev1JJOE86O9UFV66KUXZeWlWodASEw07bb08MMPY/Pmzdi8eTPa29vxve99Dz09PVizZg0AYP369XjssceuHv/KK6/g8ccfx+OPP47m5mYMDAxgYGAA4+PxL/PZc651WGJj0Rsr013NYNMMi/sgtaAEbOFCmt2QKdy5WkcwY0puGdSTxtlKM+FZAP8J49yIC2UenOiZgBIxZo2AaDVjoMiB3kvp2Wknt6oIO06dAKeb5ElK51WhvaND6zDIZWazGZ7CAq3DICQmmtY8rFq1Cl6vFxs2bEB/fz8aGhqwceNGlJZGs++BgQH09FwbCvXiiy9ClmU88cQTeOKJJ66+/sd//Mf4/ve/H9e17Y7ogDjRZQULRJMHUY1tm4SaVwShupImRWcSs+XWx+hUpNM436dy1VwMvtahdRgxE3JdaA+bEBo31harKwSTBF9tAS6c6tA6lKRw5LtxdLgbwaBxVrFSobiqBNt2z3zAKkm8svLSmOo9CdEDzQumH3roITz00ENTfuyDCcEvfvGLhF3Xaom+dXOxE0APIIpgEyO3/Dw1xwOhrgZCOD33BZOpcVHzH5UZUXLKoO47pHUYMeH5hejZbpyVPGazoMuVh7EOgz6xFxjCTaU4fTw9p0dbsmy4ZAphqNc4W/ZSQTJJ6PQPQpaNuVKWrsoraMsSMQ5j3hElgFmMZvjmXCswArCiAjD15n+Zqq48CA31ulxx4EwCtzrALVmAxQaYbIAoArjS+Bm4uktNiQByGCwcBI8EwcITYEE/GKeBSdNhoqY7/GYs0jX7zh2pwM1mDPS6oPoGb32wHogiBqsqMdDWrXUkMyYsrsbxI6e0DiMpBElEoMSOC22ntQ5Fd0qaKvHGjve0DoN8QEVludYhEBKzjE0eJFWBCsCUJUaTh/wcANPPZ+AON4SmuRBC2t2McYsD3JkPbncD1iwwyQQmMAhcgYB49vPeuAWHI5qAqJyBRyJA0Afm94KN9IIp6dm2MS6iqHUEcTPSqoM/twmBIxe0DiNmvgWN6Goxbmcl82112N+SvrMOrHOLsefwEa3D0J3S2nJs203dlfSoorJM6xAIiVnGJg9COAwVgGSK3nQL7qxph7txmxOY3wwhlLp9zVw0geeUgrsKwKx2CAIg3rAyICdsACwDwLgcXZswATA5AKcDvKgCKkxQg35g+BIE7yVk5K5MA+5FNcqqA+oXYuhl4yQOkaXz0H7QOPF+kG1pLfakceKQt7ga7+w/oHUYumO2WnB2qAtKGg7/Swe08kCMJGOTB+aLDnMTeSj6/1YJmKKmjputwKIlEIMjSY2Hg4HnlYHnlEKw2iDw8HU36YlLEuLFwCEiDNFqAkqqoJbWQlUY+EgvhJ5TmZNICMbatqTklkPdp//WlDy/EJfeNk5nJSyegxMGThyyFtdgV5puVQIAT3M1tlHiMCVPQwmO7KQiab0qp+SBGEjGJg+qN/pUVghe/q8w9X5/vvhOSElqx6paXeCFtWBZLggCh8gvPxHi+t0mJHAleh+dmw8lrxiKfwzCxeNgSkjr0JLLYFN3IudHtA7hlq7UOSgGqXMQ5tWi5cglrcOYMceCKuw6fgaaPYlIsoI5FXjnCA2Bm0rlnGq8QcPgdEsySSgtK9Y6DEJilrHJA/dPALg244FFJm44Rq2ohxhObKcObrJCLW6E4MyBiMjlJ/farSzMhsgjEO028LkfghxWwS61QfAbp1tOXFTjfIHk3Eqo+/ZrHcYt+bKNU+cg1pah9ewwuIG+D66XNbcce8+cT9tZB7nVRdjV3gaFOgjdwOF24FBHG7jBHoBkkvKKMogGrKsjmStjkwcAEN226IwHJtzQppVLJgglRWChsVlfh4NBLZkDlu2ByBSI4AAisz6vXjCuwmQCeFUT5LACoX0/mJpmnZu4cW66Imf6tQ7hliLVCzC81RiJg1CSj7aBMOSQMX9ms+pKcOBiJ2Q5zX4mL3MV5eLIQBcCAZrlMBVToQP9B09qHQa5iaqqCq1DICQuxtrInWCW4uiUaVaYB6ZM/oeVL7oLwiwTBy6aoVQvBZt/D0w5uZCYDGbEJYYYMXCYzALQtAJqQbXW4SSWQZ7YyrmV4O36vilXC0vR+44x6hyEbCfaVQsCYzeuTBqBvaoQhwf6EDZo4nMrtmwHzsmj8I4Yc0hfstU012PXQaoB0bvKakoeiLFk9MqDOefyjIeCXADXtiepxZUQ1ZknDtzigFqxAKLFBBNXgAybnyDyCLinBHJeGYT2A2CRgNYhzZpRtnvofdWBW6wYuGCFGtD/zTizWXAppwBj5/X9Zzoda0kejvtGEPCn5xN5k82CISfQbdCvT7LlFxfg3cN7tQ6DxIBWHojRZPTKg8kR3WPIsp1XX+OCCFZVBTaDbSqq1Ql1zt0Q6hbBZBYg8Mzdf8sAmEQVrPFDUDy1Wocza8wAWz6MsOrgc89B8LwB6mJEEUPVVeg36I2pxePGaSWIsRH9DbRMBNEkIVLuwtnz+v5+14ooiRhmE/D79Z+kE6CqplLrEAiJS0YnD5IUvbkXbNcWYPjSFXG3ZeWCBKX2QxBrF0ES1bTemhQvgcuQCoqhFDVoHcrsBPW9esIZQ+RUr9Zh3FS4agGG3zPAzR5jGF/QiM4TxuysZM514rxJhXdoROtQkoIJDKYGD1pP0D7+6ZQ0VeL4qfRtyZtuqmurtA6BkLhkdPIgqtEbQiZEkwi1ei5EOb69s0ppE1jTCpisJrC4pjxnDgYOKc9j7ARiQt8D15ScKvDznVqHMa1onYO+k5srwkvm4ZxBp0eb3FnodEgY6DPA6s4MuRZUYN+Ro1qHoVuVc6vx1i6a52AU7mw38vJytQ6DkLhkdM2DcPmGUJAvt20tLACLcYq04i6CUDYHJkQAnp7FiIl0JYGQAYi9p7UOJ27Mp9+CTC6IiBzV7xN9brWh/7wVPKj/LRTqkrloO9ihdRgzIjls6M2zofdij9ahJA1Nj745d64b+88co7asBlJDqw7EgDJ35YEBGBmKtmn1e8EZgxCObX+wUtIEqaweYhq1W00Fo65AcDBAx8mDkl0Bfkm/T/XH7PUIXdD/k3C2sB5HD+t39eZmRJsFQyUudKVx4uBZVEOJw00wQUDEJWDIm9jZRCS5qmuqtA6BkLhlbPJg9jjA5MjVNq08txAshgJnpe4OSDk5tEVphoyYQHCTFUynT/K4ICFy+JzWYUwrVLUQIzv1f0MuNFTiaFu/IYc1ChYTRqvy0HGuS+tQksazsBq/o5ajN1W5sAYHj9J2LqOhlQdiRBmdPAAAK8iLvpDjuenx3JwFdd6HYbKIl6dCk5m6mkBkl2gdSky4aNE6hGnJ7grwvgGtw5iSWlKJ3m3dWodxS0JFEY5f8kGJGK87mmCW4K8rRPsZ/W5bmy1PUwXeaW2hrTg3UVZfgTepzsGQauvTbCYSyQiZmzxkmwAAQs7lNq1O17THKp5asIbbINE2pYRh4BDKGqJbgnSOQ9Q6hClxkxWRvSe0DmNKPMuBvhMAdH5DLhTm4pSPI+wPaR1K3JgkItBYjNOnzmsdStLkN5Th/ZPHoRigVbJWXDkuHOk8DUXR988amVpdvfFbmZPMk7HJg3T5YTKzXr4xtJimPE4pnQepoAhChg16SwWRR6BWL9U6jFuL6PNrH7EWAyOzm4KeDJwxjArVCPfoL7brCdlOnGd2TAz7tQ4lbkwUEG4qxck2/W5Zm63cmmLsPn8K4XBY61B0iwkCZLeI/oFBrUMhM+BwZKG4pEjrMAiJW+YmDyy6iiAI0RtDxm6sYVDcxZCycw3wbNy4JLsNapbO29TpcBoytzog727VOowphSqbMbpP3/vvmc2Crux8jPSOaB1K3JgoQF5QgRMn2rUOJWlyKjw42NOBQCA9p2MnSsUCqnMwstr6Gq1DIGRGMjZ5EELRzkrscoclITL5BpGb7RDLG6kwOskYVKBqodZh3Nyo/rqXRMR8YEJ/g+uUslr0vanzGQmSiMHKSgx06LNW5KYEBnVhBY4dO6N1JEnjLslH63A3xsfTczp2olTOrcYbO9/TOgwyC3WUPBCDytjkgY17AZME5h8Bd+aCKdeWxjkYeP2HIND8hpSQEIFStkDrMKbFhvq1DmES1e6GvLNF6zBuwF1u9LWEAEXHha2MYXxeI7pO6r+Q+waMgS2qRuvR9E0cnJ4cnJwYhHdEv62R9SCnIBd7TrVSEbnB1TVQvQMxpowdEscm/EBJIRiPQC2YvOeQz1mRlOJoDgYumKAKZqiiBVwwgzMRnAkAYwBY9PdgYFyJ/lJlgCtgXIagyhCUIAQ1/fYAC9l54F3Q3RYx1WQDC+hrunREdgE62wfORRHDwVJEBvQ9ZyCwuAnnDhmwMxFjEJZU4/CRU1pHkjRZ+W6cU8cwMDikdSi6ZrKY4BWDGBmlBMvoGhrrtA6BkBnJ2OQBAARPLoA+cFc2gGjRpFJ3B0zi7LcqcSZCkexQJAcUUxYU0Q4umC4nCbOkKhCVAAQlAEEOQJQnIMo+3d14x0PkEUSKGyH26OvmiIs2Xf25qs58KO8c1jqMG0wULYRvW4fWYdxUZOk8nD5IiYMe2XOd6BQm0NOtr1U+PcqtK8K7e3ZrHQZJgIbGeq1DIGRGMjp5YE4b4AOYxQKE/VCqlsBkmVlbTg5AMTkRMedCMTmgitbEJApTEUQoggOKyXHtNVWGFBmDFB6FFB41ZHcollsM6C15kFVdJQ+RURFQ9VWHI1c1YfC1Dq3DuCl1SRNOUOKgS7ZsB7rNYXR16XdKul7UNNfj1R3vaB0GSYACTz5ycrO1DoOQGcno5EEwR28LmRDdNyo6nECcN92KZEfEkoeIJQdcMCc8xpgJEmRLLmRLLsA5BGUCpuAQzKGhmCZn64GECCLuIoij+rmJ4OP6aTeq5JRAeaNF6zAm4fmF6Nmu720mbGEDjh7SeRH3NIQlNTh85KTWYSSNzZ2FXruCixcNWIOSYuX1FXhjz/tah0EShLYsESPL6OSBKdE2gII8Ee2uFGPiwMEQtnoQthWAi9ZkhjgzjEGVshByZCFkL4UpNARzsB+iYoC2h8X1gI6SBzagn1ginfqaR8DNZgz0uqD69NtjXphbjZbj+vkaxkNcWotDaZw4WJ129Ds4LlzQd1tfPcgpyMHB822QZWM8CCK31ji3QesQCJmxjE4ehAkvuDMbghyCWhDbiPiI2Y2QvRyqpMOkYSqCiIjNg4i1AGJkDJZAL6SIvgqAryeJHKrJChbRPtHhohlsSB83nnJuJdR9+7UOYxJfThMCR/S7FUioKcOxjlFwRV/bvGIh3laLQy3pmzhYHDYMZws4f16/3z96YbaY4RVDGPLqr2U0mbnGOVTvQIwrc1u15ueBRYLgnlIAAHfk3fT4iMkNn3suAq564yQO12MMitmNCXcjJpy1UIWpJ2prjYHHnMglm2pygEH7VohcEBE5pq+ns+HqhRh+V783fmJFEU4MhBAJ6Ksr1S0xBmFpTXonDk47vDkizlLicEuMMbiq89F25rTWoZAEm9PUqHUIhMxY5iYPxQXR37iyo/9vtU95nCJao0mDux6qKStF0SWXbMmBL3s+wtYCHdwaT8GVr3UEAAAe0kfRueyuBO/STwtUtaQSPW/pd4+6UJyPkz6O0Lj+hujdFGNgaV4cbXXaMZwtUOIQo4qFtdi+f5/WYZAEs9msqK6p1DoMMgObNm3CypUrsWDBAqxevRoHDhyY9ti9e/eisbHxhl/t7e1Xj/mf//kf/Nmf/Rluv/123H777firv/ortLa2TjrPL3/5S/zhH/4hlixZgiVLluAzn/kM3ntP2wGRGbttiWVnAV4AFgsQ8oGJAvCBwmJFsmPC1QAupOEfkyAi6KhExJIHq+8CREU/N1qiNLOOVwk3rP0EYm62IbLnhNZhXMWdbvQe50BEn3uvhfxsnJXNmBjWT6F7TAQGLKpCSzonDq4sDLqAc5Q4xKR6QR227nhX6zBIEjQ01kMQMvbZrWFt3boV69atw7e//W0sWbIEv/rVr/DII4/g1VdfRUlJybSf9/rrr8PhuNYdMzc39+rv9+7di0984hNYsmQJzGYznn32WXz2s5/Fq6++isLCQgBAUVER/s//+T+oqKgAAGzZsgVf+tKX8Jvf/Ab19dpsf8vY717BcrnTElPAwW5obSpLDvhdjemZOFxHMTngz56LkK1YN6sQAo9AdRRoGgNnAtil85rGAAARcyEwqo8bYS4IGA6XItKrz5oZ5nagw+LC+IA+/rxiJjDw5kocaU3frSk2dxYGnBznOozZ9SrVSmrK8PZBmuWQruY0UbG0ET3//PP41Kc+hQcffBC1tbVYu3YtioqK8MILL9z08/Ly8lBQUHD1lyhee0C6fv16PPTQQ5g7dy5qa2vx5JNPQlVV7N597ed/5cqVuPfee1FdXY3q6mp87Wtfg91uR0tLS7Le6i1lbPLA1BA4YxDCPqjuwkl72yMmNybcDYCgkyfgycYEhLJKEXDWXp5wrT1eUKHp9VWLCywS0jYGuxvyjhZNY7heoLQZvhb9bJ+6HrNZ0J3ngffSsNahxIWJAtSFlWg9ekbrUJLGlu1Ab5aK8xc6tQ7FEHIKcnGk6zSCIW3//iHJM3feHK1DIHEKh8M4fvw4VqxYMen15cuX4/Dhmw9u/aM/+iOsWLECf/mXf4k9e/bc9NhAIABZluF2u6f8uKIoePXVVzExMYHFixfH9yYSKL0fq9+EMOEFzy8GU2XA5bn6etiSh6CjEtDJTXQqyZYc+EUL7KOnNR8yx2yOWx+URFwRNB8OFwk7gLA+Cn7lyjkYeKND6zCmZjGhv7IC/Sf1mdhMh0kiIvPKcPxY+iYO9lwnui0RXLx4SetQDMGWZcMAfBgcMlYSTOLTRMmDbvh8vkn/bzabYTbfOLPL6/VCURTk5U1urpOfn4+Bgam3OBcUFOCf/umfMG/ePITDYfz2t7/FX/3VX+EXv/gFbr/99ik/Z/369SgsLMRdd9016fVTp05hzZo1CIVCsNvt+OlPf4q6Ou1mhWRs8sAiIfDyWgAyYHMCAIL2MoTtRdoGpjFVsmPC3Qj76ClNEwgmaHzrPqzt4DMluxjKWy2axnAFzy9Cz84R6GZf2/VMEoZra9B9wlg3p4JZQqCxGCePn9U6lKRxeLLRwX3o7uzTOhRDECURrMCKM0ePah0KSSKz2Yz6DBwQd0wexoQ8oXUYV9nlaJOce+65B37/tRlKX/7yl/GVr3xl2s9jbPK9Cef8hteuqKmpQU1NzdX/X7x4MXp7e/Gzn/1syuThP//zP/Hqq6/iv/7rv2CxWCZ9rLq6Glu2bMHY2BjefPNNPP744/jv//5vzRKIjE0eAAAOJyB7IZhM4IggbNN2n71eqJJN8wRC4BGoTNRkOjZnAlhnW8qve71Ipx/g2t+tc6sN/ZccUMd1OEVaFDA6px6dR421HUa0mTFWnY+zbee0DiVpXEW5OBPyom9AvwME9SavoRjv7b35lgZifHPmNsBkyuxbLz15//3JU9unWnUAgJycHIiiiMHByX+nDQ0NIT8/9g6Rzc3NePnll294/Wc/+xmeeeYZPP/885gz58aVKbPZjMrKaIeuBQsW4OjRo/iv//ovPPHEEzFfO5Eyb2/OdZgUrXQQoEAVrQDLkBqHGFxJIFSmzV9yDIDq0iaZUy1usJB2Q+rk3Cqobdo/keaMYdRaj+A5HSYOAsP4/DnoMFjiIGVZ4a3IwdnT6dtxKLusACcmBilxiENFcy0lDhlifvM8rUMg13E4HJN+TZc8mM1mzJs3Dzt37pz0+q5du+KqPWhra0NBweR7m2effRYbNmzAs88+iwULFsR0Hs45whpua87o9JfJE+BODxhUKFJ6zHBIJFWyIeCqg330lDbD0hx5wGjqJzzziKpZvQOXTIgc1r7LEwCEKpox+ro+b3Inmptw7rA+Y5uOyWVHX0EWOtv1NfAvkXKrinB44CJGR/XZkUuPaprr8eqOd7QOg6TI/AVNWodAZujhhx/GY489hvnz52Px4sV48cUX0dPTgzVr1gCI1iv09fXh6aefBgD8/Oc/R1lZGerq6hCJRPDyyy/jjTfewL/9279dPed//ud/4ic/+QnWr1+P0tLSq/UTdrsdWVnR+9J/+Zd/wT333IOioiL4/X5s3boV+/btw7PPPpviP4FrMjZ54M5ciHIQijvaI5eSh6kpJgeCjkrYfB2pv/jlWpSU69Ou8Fa2l4H37dXs+lcoFQ3oe1OfN+fhpfNx5mCH1mHExZTtQHe2Gd0X9Dtcb7YK55Rj1/nT8Pv1s69Z76rm1eD13e/f+kCSNuYvpOTBqFatWgWv14sNGzagv78fDQ0N2LhxI0pLSwEAAwMD6Om5dv8QiUTwgx/8AH19fbBarairq8PGjRtx7733Xj3mhRdeQCQSwV//9V9Putb1tReDg4N47LHH0N/fD6fTicbGRjz77LNYvnx5Ct711BjnOthYrYHxXz4NyRyG0rAcJhPgc8+BatK2w4+eWcfPwxxK7fYVWRUhtKX2H1YuWaAeOADG1ZReF4i2Zg3u7QQC2m2ZAgCe58GloxKUUf0MDrxCXjoPxw/qM6mZjsXjxgULQ1+P9kMHk6VgbgV2nWlDIKjt966RlNdXYPuJgwgEqSVrpnC5Xdh5YNu0BbaJIghAXp5GD9+msWrOJzHh08+DBbvDjq0nb6w9ILHJ3JoHV7SHrmA2gYNBlewaB6Rvoayy1Nc/aDCBUxEdmiQOABAJZGmfOFisGOh16TJxUAyYONhK83GGyWmdOHgWVuO9tqOUOMShuKoEu08focQhwzQvmp/0xIGQVMjY5IFJAjgTIXA5umUpA+c6xIMLJoSyylJ6TaZB5QEf8ab8mgCg5JRC2duiybWv4Ixh1NaAwFn9FUgrS5twzGCJg72mCMcCY/AOjWgdStJ4FtXgd4cPQpa1nQtjJAUlHhzpOoNxn//WB5O0smjJQq1DICQhMvaOWYj4oeaUgIFDMVG9Qywi1nzIphQuhbLU7qjjTIRwPvUtWjkTENbBDXuoohmju/XXvUhd2oRjBy9qHUZcshrLcHiwH76x9L1BzF1cjW0H9iNDd77OSE5BLs6MXMKQV5uHFERblDyQdJGxyQNTwoA7OllakajWIVZBRyV4ilYEUt3hSasWrXJ2FXi7tjfHcuUc9L2hvyf7fPFcHDVY4uCYX4n9nV0ITqTnlhQmCnA0V+Dd/Qe0DsVQnNkudEe86OmjoXmZSJJELGier3UYhCRExiYPAMCs0aRBoULpmKmiFSF7cUquleoBcao/9YkDt9gR2X085de9nlpQjJ4dXv1NkF7UiNbD+lsJuZmsRTXYdfocIuGI1qEkhWiWYGosxK6Dh7UOxVDsDjvGzGF0dBrr+5kkTkNjPex2m9ZhEJIQGZ08CCKgCBZwwaR1KIYSthWlqHg6dXezHEyTLUthngeMadcTnztc6D9nherTbtjMlBY14siRS1pHERfbbXXYdew0uKpNwX2yWZ12BMscONB6TOtQDMXmsCPgBE62az/4kWhn6e2xDxIjRO8yNnlQs3KixdKp3MOfLpiAiDX2ceyzuFAKrhGlWnPAxkdSdj3gcpH0zkMpveb1uChhOFyGUNeIZjFMadGcaOKgt5WQ6QgM4tJa7Glpg3GCjo+zMAc9dhltp9u1DsVQbA47wi6GE6dPax0K0djty5ZqHQIhCZOxyQPPiXYOSmkBcBoJWwvS6jaJj6e2sJULIsInBwANi039BQvgO6LdQLwpLZqDI0e6DHMPLpglRBZW4NCRk1qHkjS51cU44R9A5yWdfa/onC3LhrBLwLFTp7QOhWhMEATctmyJ1mEQkjAZmzywLBcA0MrDDHHRAtmcneSrpGblgQsi2NnU1h3IzkrwC10pveb1QlXNGHqnQ7PrT2nRHBxpMU7iIDmsGKstwIlj6bsdxdNUiT0Xz8A7Mqp1KIZitVsRyZZw7FT6JpUkdo1z6uFy0b0GSR8pnvqlH4LIoHALuGjWOhTDCtsKYQqPaB3GrKnmbLBg6lYe1KxsRLZrV3CqlNeh902dFW5eSRwMwpznwiWXhO4zxuoEFQ/Pohr87tDBtK3hSBarzQol14SjbamvoSL69KE7aMsSSS8Zu/IgcBmKmZ4EzIZickIRk9g9IkUlD3x0LDUXuizitwIaTZbl+YXo2TsBKPp5vG+6vSm6VckgbKX5aDer6O5Mz5abTGDIXlQVneFAiUNcbFk2qPkWtFLiQK5D9Q4k3WRs8gAAssmtdQiGl8ytSzwF355cNIOdOZr061yh5FZC2deasutdjztd6OuwQxkNaHL9KS2ZiwP7Lxpmq1LWnDK0+kYwPJCeQ77MdiuEBg/eP3BQ61AMx+FyIOhiOHJC29bLRF8kScRtH6J6B5JeMjZ54GCQzS6twzA82Zy8BCwVw+gUyQEWSc0qADdZET7UkZJr3XBtsxlD/hKEOkc0uf5U1KVNOHJIZ9unbiJrcQ32nL+ICb+Okq8EchbmYMANHD52QutQDMed64bXFKSuSuQGC5rnw+GkWVIkvWRs8qBIDoCJWodheIqUBTVJf44paUR0KXU3rxGpELx/IGXXu4IzhjHHXPiP62ebjbx0nnEmRzMG82112HX0FFQltYMLUyW/vhTHfP240Gms2Rp6kOvJQ7c8irMdHVqHQnRo+d13aB0CIQmXscmDbKEtSwnBGJRkbf9K8n5r1eKE0JmaTjlKdgnk97XZChIsb8bITv3cqEeWzsPxgxe0DiMmglmC0lyJ/S3pu4fds6gG7505gdEU1/6kg4ISD9rHe3DxknFqdkhq3bWCkgeSfjK225KSxO02mUY2u2EKDyf8vDzJT3nVcGqyZy5ICJ8eBHjqi08jVfPQ/5p+btTDS+ej7WCH1mHExOSyY6jYifPHzmgdSlIwUYBrQTm2HdivdSiGVFRZjNbudgwNJ/7vPpIeXG4X5i9s0joMQhIuY5MHLpoBaiSSEEkbtCdHknNeAJwJYGdSs7c74igH79ibkmtdTy2rQfc2nWxVYgzBxU04ZZDEwVaaj3MsjP729HyibHXaESzOwvYD2k04N7LyhkrsOX0EY+M+rUMhOnbn8g9BEDJ2gwdJY/RdTWaNi2aoLAl5aHA88ee8TLHkgI0n/4mhkl0M+Z0DSb/OB6mFpbi0JwBEdLBHXxQxvnAuTh3SzwrIzWTNq8CRcS/6e4e0DiUpcioLcdEcROsJGmA2EzUL6vBO6z5KHMgt3feRe7QOgZCkyNiVB5JYqmiFICf4H1N/EtthdiW/UJqLJoRPDgIpLrLlufnoPc6gjgdTet2pMIsZw3XVuHhEPzUXN2NdWofdrSfBU1Ktn3qehdXYfrwVoVBY61AMqXpRPbbueDdtvz9I4kiSiLs/vFzrMAhJCkoeSEKokg1IYPLAAQjjgwk73/UUazaEziNJOff1IrYy8Iup3a7Esxzo63IjMqD9PmzmsKG3uAS9x/XfwUewmCDPLcXeI+lZGC1IIhzzyrDtYOpXwdKBIAoobqrA1u3vaB0KMYjFSxfB7aZ28CQ9UfJAEiLRk6Y5k8BUOaHnvHrusYmkT5BQsoshb0ttISo3mTEcKkfoQm9KrzsVIduBTnc+Bs/opObiJsx5LvTlWHAxTQujs/JcGHYytByk+oaZsNgssJVlY9uuHVqHQgzkwyvv1joEQpKGah5IQqhSgpMHnpzbe1Wygp1qScq5r4h2VxpKeqvZSddkDGPOOfAd1UHikJ+NjqwcDF5IzspRItlri3FGjOBiR7fWoSRFfn0pToa9OHX2nNahGJI7142QW8TuQzRxm8SH6h1IOqPkgSSEKpgTe75IcjotqdwClsQuTgAQsZeBd6S2S89E8SKM7NR+WrNQXoizzA7vpSTWqyRI1uJaHOjpwchwGs43YAz5i2vw3pnj8HpHtI7GkIqrS3EhOIi2MzQ1msSnYU49KqrKtQ6DkKShbUskIXiiuy1NjCb2fIh2hWLHkvsEUckth/xGarcrTZQvxuCbHSm95lSExioc7xpH2O/XOpSbEiwmqPPKsKs1PbsN2XOcmMi34O39NL9hpmoW1OHtQ7sRCIa0DoUY0Ko/+D2tQyAkqSh5IIkhiOBgYEhMFxLmTfw2EoXZIQSTd2PLbU6E9rUDKezEEqxchIHXO1J2vWk1N6LlWA+4ou/hKZbCbPQ4JXS2pufT5ILGchzq7oC3bUTrUAyJCQLKFlTh1R3vah0KMbD7KXkgaY6SB5IwnIlgfPZFzioTIfgT2y2IMxE4dTSh55x0fjCERi3A8EjSrvFB4epm9G3VfnaCsnQejh3UPo5byWqqwJGeHvg7JrQOJeEEUUD2wkq8ffAQeAprbdKJ3ZkF0WPDmzve1zoUYmDNixegtKxE6zAISSpKHkjCcEEElAQkD1xIeDGOYs6GMJa89qVyTjXUN/Yk7fw3XK9qHnpe03h2gsAQWNSE03pPHBiDZWktdh9Jz/kNTk8OBuwKWvZTG9aZKqooxllvNzpbTmkdCjG4VX/4ca1DICTpKHkgCROte5j9HmEeCsw+mOvPBwDnkrdNRXXmI/Lu4aSd/4OUinpceqsXCdohNjMWE0Yb6tCh86nRksMGX3UejrSk5/wGz4Iq7DndBl93+q2mpEr1gjq8e3gPJgLaD1UkxiaKIj6+6qNah0FI0lHyQHSHeXsSej7FmgehPzlD4bhkQui8DwilprBSKa9D9/ujgKzd1hQhz41L7jz0H9W+u9PNZNWX4OT4KIbbzmsdSsJZHDYI1bnYdphaiM6UyWJCQUMptu56V+tQSJq46+47kJ+fp3UYhCQdtWolCcMSsCVEZSLYUOK243AmAKdPJOx8HxRGIfi51GwfUsrr0L19DGogua1mb0aoKcVpbkP/uX7NYrgVJgqw3FaH3Rc6MTw4onU4CVcwpwLnpQD2Hm7VOhTDKijxIOgW8Dsa/EYSaPWDn9Q6BEJSglYeSAIlIHlQWEIzWsWUDWEoOVuK5NwaKK+nps5BqajHpfdGwIPJmbodC7awAa0n+6GEtYvhViz5bgzm23AuDbcpme1WmOsK8LtDqdsil45qmuvxzsHdtE2JJFRefi4+vJIGw5HMQMkDSRw++6003D8y+ziunEuQwE4kZ7uS6i5E+O1DSTn3Bynldeh6dwQIaXfTHlk6Dyd0XhjtmF+Jlkvd8J/V/2TreOU3lOHE4CX0HmrROhTDsjuzYCtx49Ud72gdCklDf/zpT8JkolsqkhnoO50kTCJmPLCBjtkHcpkiOCCMJ77DEjfbEDreD4TDCT/3B6llNejePqZd4mAxYayxDud1nDgIZglYUIGdR9KvU47JZoatsRjvHDyclp2iUqWsvgLHLrWj50D6fY8Q7THG8OnP/JHWYRCSMpQ8kMSZ5cqDwkwQAomZLM0lS1KmSXMwhANO8O7k30yrpdW4tMuvWY2DkJ+Nbncu+lr1WxhtKy9Ap6TiUhomDvl1pTg12o9LB1KzwpWORElE2fxqvLVrOxRF0TockqbuWrEMZeWlWodBSMpQ8kASg/NZD4hTg0GICQpHCQBCwJegs10TcVZB+d3ehJ/3g5TKRnS/59UucZhbjZPdfgTa9VkYzUQBlsU1OHD8DOSIfmswZsLqtEOszsM7h4/QasMsFFeXotM3gNe3v6t1KCTNPfzIn2sdAiEpRckDSQimhsFme47eswmJRbFmgx1O/JRYObca8uvJTxwiVfPQ/VavNu1YGYO8pAnHD13Qdo7ETdjKC3DJDHSmYVG0Z2E1DrSfxsgh/a726J3JbELx3HJs272TVhtI0jXNn4s77vqQ1mEQklKUPJCEENTZ7f9XmBmCb/aFrhwMvLMLQoLvfJXsYoTfTn6Xm1B1M3pfu6jJjTtzZWGorAydOq1vYKIAy6IaHDiRfqsN7pJ8DNtVbDtEU6Jno7S2HOe83XhjR+IfHhAylf/v83+hdQiEpBwlDyQhBGV2yYPqH0vIliXFkguhqyUBZ7pGtbsROngx6QXSwcpF6NuqzY27WF2KMz6O8ROXNLn+rdjK8tFtE3DxSHqtNkgWE1xNZdhxuAWynF4JUSqZrRYUNpRi2+4dUFXtBiiSzFJZVYGP/f5KrcMgJOVoSBxJCKbOfMIyByB0z77glYtmsOOJLS7lkgWhzjAw5E3oeT9oonwx+l7XJnHgi+fgSJcP4wNjmlz/ZpgowHZbHQ4MDeDieX0mNjNVMLcCPU4V7+4/QInDLFTOqcaQKYA3d75PiQNJqb/63EMQBLqNIpmHVh5IQgjKzJMHBSYIodkXN8sRE8TxkVmf5wouiAiH3ODtxxJ2zhuuIYrwexZi6M2OpF1jOizLirG6Gpw7nJoJ2fGyV3rQbQEupFltg6soF4FcM37XSsPeZiM7LxsmjwOv79uudSgkAxUVF+KBP/4DrcMgRBOUPJCEEGX/zD+5r2PW11esuRB2vzvr81zBGUOYe6AcTM6QOQDgWQ54lUqMv92RtGtMR6ivQPuogrEj+kscpCwr+NxS7Gk9DZ5GT5KtrixYavKxq6UVShetNMyUyWJC6dwqvHdwDyY6AlqHQzLUV772RZgtZq3DIEQTlDyQ2VNlCEpwRp+qMDOEwY5ZXZ5LVvDjRxJaJB0xl0HZnvg5EVeoBcXo77AidLE7adeYkklCeGEj2nTaTSmruQbHu3sw2nJS61ASRjKbkD2vHPtOHIfvgP6SNSOpXlCH1o7TaN1OU6KJdhrn1uMP/2iV1mEQohlKHsisibJ/xm1aVW/frAul5bEQxLHETZIOO6ohv528lqxKeR26d/uhJnCLVSyE8kJ0CjYM6rCbkq08HwMOM44cT6Nhb4zBM78SR7su4ND+/VpHY2ilNWXoC41i6653tQ6FEPzd439DtQ4ko1HyQGZtpluWVGaCcGl2+9llSx7Ew2/P6hzXi+TUQH5jT8LOd8P5qxeg+83ulM9wUJc04dixbijhWWwvSwLRboGluQp7D7VB7Umfnvz5DWW4GBjBtsPJW73KBLmePLBcC7btT97PJCHxWPnRe3HXimVah0GIpih5ILMmRmZW7Kz4RiHOZu+MJQusJXErBHJuNSJvJGfFgTOGYPki9G/tSMr5pyNkOzFYUoLOQ/rbLuNYWI0T/X3w7k9eQXqq5VR4MGLlePtE8mplMoHdYUd+bTHe2bcb4fbktkgmJFZmsxn/5xtf1ToMQjRHyQOZHa5CkuNPHlQmQbh4dOaXZQLY0BhYMDFP0uXcaoTfOgDwxBcCcIcTo2I1Rt/oSPi5p8UY0NyIk+eHEdDZ7IasuhL0SiqOnDitdSgJk1PhwYRTwvtHj6dVkXeq2R12eOpKsLv1MA7uSJ/vD5IeHv3K51BRWaZ1GIRojpIHMitSeASMx3+zpIwMQVRn3nFGUawQziSm1WXEXYPI68nZFqGU16GvJYRIf2dSzj8VobIY3SY7+lq6UnbNWNgrPRh2mnHk5HmtQ0mYvLoSeCUZ7x1Lr3ayqeZwOZBXU4RdLQdwcDslDUR/PnTHbfj/vvCXWodBiC5Q8kBmxRSKv1BZYSaIXTPfqiKbcyHsTUy3lXBWFeS3Ep84cEFAsKwZ/W91ACl6EM3sVgTm1OJ0y0VwdTw1F42BtTgXE4Uu7D52Frps8TQDBXMr0BMaxzsnZ756RqKzGpxludh5+AD829OnwxZJL9k5bqz75+9SkTQhl1HyQGZOlSGFR+P6FA6A97TPuDuTYs0B2/v+DD/7ujgYQ9hUBuWdfbM+1w3ndudgOFgMXwq3KbEF9Tjb7YPvkH46KZnzXIhU5mP/sbNQB/q0DmfWmMBQMK8S57wDaD1KA95mo6DEAzHHih0H9yPSEdE6HEJu6onv/SMKizxah0GIblDyQGbMFPaCxfkkWVFFCEMz28KjmrOA1kNg6uy68nBBjA6A25H4TjhKRT16909AHu5J+LmnIhTlYTA3H51H9VPXYHLZgYYStJw4i0jrkNbhzJpolpDXVIGT3Z04Qt2TZqWkuhQBk4Idhw9BpdoQYgB/8mefwsqP3at1GIToCiUPZMbi3bLEIQAdM+tCw0UT1AtdEPxjM/r8q+eRTAgFsqEeTmw3HC6KCJYuRP+bHanZmWOSIC9sxKljlyD36iNxEG0WmOaVo/XMeQRajF8DYHHY4KovxuH2szh8gOY0zBRjDBVzqtDn9+J3rcmbn0JIotXV1+Cxb35V6zAI0R1KHsiMiJFxSJHY99VzAPLIMMRAfNucAICLFii9QxB6Z9duVHV7EDrtBb9wfFbnueG8ZTUYPC8gkIptSiYJfH4dzneNYVwnw96sxbmQS3Nw4nSH8ZMGxpBfXwq/BWg50YbQfn0VnRtJTkEO3KV5ONp+Gq/v2651OITEpbyiDP/x3L/CarVqHQohukPJA4kf57D64ruRl8MqxEvx37RzyQrlUj+E7tl16JFzqxF++zAQTlzPeO5yw2epxvBbKbiJl0TwBfXRpOGwPm5os+aUY1jiaD3VAW7wmoasPBdsFfk42XURrTSjYcZMFhPKGiox4B/BnqOtUM/R1iRiPGXlpXjuv/8viooLtQ6FEF2i5IHEzRQahqgEYj5ehgnCmXfjvo5qskG9cAlC38zbnHLJgjDPh/J64rZLcEFAuHIB+rf3QR1PcuIgisDCepzTSdIgWEywzavA+aFh9Jw9p3U4syJIIvIbyzEoT2DvyVNQ+9KnhWyqldaWQXKZsfvwYbTuoj9HYlxl5SV4ftN/oLikSOtQCNEtSh5IfDiHOdAd8+Eqk8BO7Y27u5JqskM9dwHCYOzXuuEcrgKEzoyAX0hcZxy1pBKDnRYEtiZ5YrMoAAvqcb7XhzEdJA0WjxtqRT7a2i/C32rslpo5lYVQc6xoPXMWLUeoAHqmcj25cJfk4eSFdmxrSc6cFEJSqaS0GM/9NyUOhNwKJQ8kLtFVh1BMx3IAau8FCJHYVymAaFcl9Uw7hOGZb4WRc2sQfvcwEIwt1lvhVhsmcudg8J2O5M5tEBjYgnp0DExgpEX7QuishlKMWEW0njwPPjyodTgzZnNnwVFdiHMDvWhtP6F1OIaV5cpCYXUJuob7savtKHh7esztIKS4pAjPb/oPlJQWax0KIbpHyQOJHVdgnoh9JUAOhCEOdsR1CcXiBj95AsLIzG5UudmGCCuAnKCJ0VyUIJc3YuDQOCKHOxJyzqkwixmYU42LQwEMH5n5aksimLIdMNcU4oJ3BEfOdWgay2xYnHa4Kz0YVoI40HYKyoEkrxalKWe2EwXlhRgOjuPA0VZELp3SOiRCEqq6tgr/99kfo7SsROtQCDEESh5IbLgK+9hZiOqtn+RzCNHOSnEUSHMmQmFZYPt2QpjBHAduskC2lyKy+yjgm30dAne5EcyugffQACLHknQzLzAI9ZUYs2Wh83QPwke0W2mwFuWAleaiz+dHx7ku8FavZrHMFBMF5FYVAS4rLnkHcez8BagtM6+XyVRmixlF1SWARUBHzyXsP3cSvNPgXbQImYIkiXj4kb/Ao1/+HMwWs9bhEGIYlDyQW+MctvFzMbVmVZkJSucpiKOxD0lTrDng7Wch9Me/t5+LJsjOckT2twHe2d8oqkXl8Ct5GN7dBUQ6Zn2+qYhlhQgU5qPzwjB8pwYBaLMdyF5VCCXfia7BYXR39QGD/ZrEMRvOwhzYinLgjUzg9LkOHDl1VOuQDEeURBRVlsDktKBvZAgnTp/Gkf3GLoYn5FbmNjXin77/j5jT1Kh1KIQYDiUP5OY4h9V3HqbwyC0PlWECO70PYngitlMLJsiKGcKe9yDw+PZOc8YgeOoQ2HMSfGB2W5S4IEApb8RoD+B7pxeAb1bnm4qQ7YBcU47e4QAGOgaBLn/Cr3ErTBJhrytBIMuEjq4+eLu6AO1rseNicdjgrvQgKAHnui+h9dJZQPvSEEMRRRGFlcWwuGwYGPPi+JlTONaij5khhCSb2WzGo1/5HB5+5M8hSXQLRMhM0E8OuSmr/yLMMUySllUJ7OR2MB7bliPFmgN+qg3iDIqildwKhE/1g+/dGffnXo9brAgXN8J7dAyh472zOteUzBJYYzWGVQGdJ7vBD6V+C41ot8BaV4JxgaP9fBcmDNZeVTRLyKkqgpplQvfwEI51XIB6xGAZj8aiKwvFMDujycKJs6dx7AglCyTz3H3vXXhs7ddQXVOldSiEGBolD2RapkA/zMGBWx4nywA79V5M7Vg5E6AwB9gMVhtUdyHCfTLU1w/E9Xk3xODKRtBdhaG9/VBaEl9EK9SUwp+djQtn+hE6Gvv2rUQx57sgVRRgKBTEufYuyCdOpzyGmWICQ05lEYRsGwZ9Yzhx7jxCJ4w9gC7VrDYrPBVFEGwSer1DONV+hlYWSEabM7cBf/f1v8ady5dpHQohaYGSB3IN5xCUIER5AoLsnzZxUJkElTPwSATweyFemr71JRfNUE12cC4C4QjQdwnCpVvPXeBWB1SrC1ywQJUBPjIBZdtxgMfeJ5WbzIA7B6rdBUWwQlElhMdVjOy/BERmdzPF7FawXBfgzIJqMUMWJYRVYGhgHMPnhgGMzur8N722JMKc44DotEGwW6CaJSgCEOYcw6PjuNjRA4wMJe36s2G2W2Fx2mB22CBaTYBJhGgWMREOwxcM4mzHBYyfOaZ1mLpltpiR5XLA6rDBbDFBNJvABUDhKsJKBL2DA2g9dw5K/1mtQyVEMzk52ahvrMPcpgYsWtqMj3zswxAEQeuwCEkblDxkMKZGIEb8EGUfRNkPUfaDXXdzzgEozASucPBQAPB7wUZ7IQTH8cG/hlXJCi7ZwFUGHgyBjY8Ag70QxobBgClXJVSbC9zqBGdmqGEO7gtCHR4D7+kD/DEU71pt4K4cqDYnFMECWRYgT3CER0II9/kQGfQDPIy4CpIZg5DtANxOIMsGxWxGRBAQVoBgMIyJ8RD8Iz6E/WFgYgJAbPUdsVzX5LJDctkhZFkBiwRVEhEBR1hVEAiG4Z8IYGzMB/94APAGAR00RDJnWWF12mGyWyBazYBJABcYZK4ipMgIhELwBwIY8/kwMjqO8NgQMKZ11PpgtlqQ5bTDYrfCbLVANIlgogCVcciqglAkgmA4iHH/BEbHxzAyOoKJ8aBW9fWE6I47242qqgrU1tegvqEGdQ21qG+sQ35+ntahEZLWNE8eNm3ahJ/97GcYGBhAfX09vvnNb+K2226b9vh9+/bh+9//Ps6cOQOPx4PPfe5z+NM//dMURmxcghyAGBmHKPsgRfwQrmu7ysGgMunyzb8fbGwQbKQbTIlMuvHnkiVar6Ay8GAQbNQLNtAN5h+bMkngVgdUm3tygjA0At7dDwRuniBwqw3cnQvV6oDCrJAjAmS/Ek0OesYhjwQAXPkVA4sJQo4LcGWBW62QTRIiYAhFVAQmwpgYDcA37AP3qoB3DLO+yxUuJwTOKwmBCarEIDMgoqgIhCPwTwTg801gfNQP1T8C+Edmd81ZMNnMsDjtMNutEK0mMJMILgpQGIesqgjJYQTCYfgmJjA+7sfI2DiU0aFkLrLoHmMM1iwbbHYbLHYLTBbz1SSAM0DhCsKyglAkhEAwCH8wgLGxcYyMjSI4HgJuvSuQkIzFGEN+QR5KSotRWlaCisoyVFRWoLKqHFXVFXBnu7UOkZCMpGnysHXrVqxbtw7f/va3sWTJEvzqV7/CI488gldffRUlJTcOa+ns7MTnP/95PPjgg/jhD3+IQ4cO4bvf/S5yc3Px8Y9/XIN3oG9XkgUpMg4xMg6By1c/pjIJMpfAgxNgYwNg3i4wRb5688+ZANXsBJckIBwGRkeAge4pVxK4ZILqKoQq2cBlBtUXAh8ehdrdD/imTxC4xRpNDmxOKMwCOSIiMqEiPBRAuGccylgQ0Sf7t366z9wOsOzLqwUWM2RBRFjhCIVk+P1h+L1+hMYDQG8o+muGBLMEkysLotMGZjMDFgmKIEBmHGFZQSAcxkQgCN/4BMbH/OC+EcA3MuPrzShGUYgmAVlWSFYzBIsEZpKi21vAEbn8VDsQCsEfDGDcN4HxsXGExyPArbvxphXGGCw2C2xZNpitl2/+zRIEUQATGFTGoXAVsiIjHJERDAfhDwTh8/sx5hvHuM8HdSyZI8cJSV8utwuFRR4UFhZE/1tUCE9hAYqLC1FSVoyS0mJYLBatwySEfADjPM6q1QR68MEH0dTUhO9+97tXX7v//vvx0Y9+FH/3d393w/E//OEP8fbbb+O11167+tq3vvUtnDp1Ci+++GJc1x4aGoeabv/mcxVSZAxSeBRSeBSCGo6+jOj8BR6RwX3DYMOXIASuPS7mggTV7ABXhehWnOEBsL5OMDky+fQWO1R7DlRmAQ8qUEf84L2D4H0DwBTfRpwJQHYOVEc2FMkORZaiyYE3hFDPOOThGLb8iEJ0tcDtALfboJgkRJiAUERFJKJgzOuHf8gHJRL/YLkrJIcNJrcdgt0K2EzgkghFYIhwFcFIBMFQGP6JIMZHfQhMBGd8nbjjsphgcdhgslsgWaJJAEQBXGRXk4CwHI1vIhiCf8KPcZ8f/okYV2IMTjJJsNqtsFitMFlNkMwmSKbojT8EdvnJvwpFVRCWZYQjYQTDIUwEg/BPTMDn88E3MQFFmfn3DiHkGkEQ4Ha7kJuXg5zcHOTm5lz9fX5BHvIL8lBQkB/9fX4eDWZLEkEA8vKcWocxyao5n8SEL0HbfBPA7rBj68mXtQ7DsDRbeQiHwzh+/Dg+//nPT3p9+fLlOHx46oLalpYWLF++fNJrd999N1566SVEIhGYTKaYr89Y9AfM8FQZUmgEUngUYsQHhmhGpDATZFUC9w1DGOoCC/vBEN2exC1OyI4iwB8EhvvA+trBVOXaqoNogppTCi5aoQZVcK8Pas8AMNwP4AMrCYIAlFZAtbuhiDZEwgzymIzQ4ASCPePARQXTbS0SXHYIOS4wlwOq3QrFZLq8jUhBcCIM/2gQEyM+8CCAYAjA1CsGgsUM4bqHU0xkMLkdEB1WCHYLuEmCKglQAIQVGcFIBIFAKLplaGwCihwB/KPRXzcjMFgdtlt+Sa7HJBGWLCvMNitEmwTBbAKTREBkUMGhcI6IIiMky9Eb20AQ/kAAfp8foXAA8I8B8YyEEBjsDntcMaaSxWaG2WKJPuU3SxDNEiwWc/S7ljGA4fKfS/SmP6LIiERkhMIhBEJBBAJB+AIT8E9MIBKJRLdMzWLblM1uTdA7IyR92Gw2OJ0OZDmz4MzKgtPlhNPlgNPlgsvlgMvthNPphDvbDbfbhexsN1zZ0Y9RYbL2WCytDwmZBc2SB6/XC0VRkJc3ubApPz8fAwNTbwQeHBxEfn7+pNfy8vIgyzK8Xi88Hk/M18/N1VdWPjs5WgdACCGEEEIygOaPCNgHUmTO+Q2v3er4qV4nhBBCCCGEJJZmyUNOTg5EUcTg4OS+g0NDQzesLlwx1arE8PAwJElCdnZ2skIlhBBCCCGEQMPkwWw2Y968edi5c+ek13ft2oXFixdP+TmLFi3Crl27Jr22Y8cOzJ8/P656B0IIIYQQQkj8NN229PDDD2Pz5s3YvHkz2tvb8b3vfQ89PT1Ys2YNAGD9+vV47LHHrh6/Zs0adHd3Y926dWhvb8fmzZvx0ksv4bOf/axWb4EQQgghhJCMoemch1WrVsHr9WLDhg3o7+9HQ0MDNm7ciNLSUgDAwMAAenp6rh5fXl6OjRs3Yt26ddi0aRM8Hg/Wrl1LMx4IIYQQQkhSxTPY+M0338QLL7yAtrY2hMNh1NfX48tf/jLuvvvuq8f8+Z//Ofbt23fD5957773YuHEjAMDn8+EnP/kJtm3bhqGhITQ1NeGb3/wmFi5cmJw3GQNN5zwQQgghhJD0lg5zHrZu3YrHHnts0mDjzZs3TzvY+KmnnoLH48GyZcvgcrnw61//Gs899xz+53/+B01NTQCAkZGRaNvxy0ZGRvDAAw/gySefxOrVqwEAX/3qV3HmzBl85zvfgcfjwcsvv4yf//zn2Lp1KwoLC2fxpzBzlDwQQgghhJCkSYfkId7BxlP5xCc+gfvvvx9f/vKXp/z4z3/+c/zrv/4rduzYAbvdjmAwiCVLlmDDhg348Ic/fPW4Bx54AB/+8Ifxta99La73kCiat2olhBBCCCFEr64MNl6xYsWk12822PiDVFWF3++/aXfQl156CZ/4xCdgt0eHvcqyDEVRYLFYJh1ntVpx6NCh+N5EAlHyQAghhBBCMo7P55v0KxwOT3ncTAYbf9Bzzz2HQCCA+++/f8qPt7a24vTp03jwwQevvuZwOLB48WJs2LABfX19UBQFv/3tb3HkyBH09/fH+C4TT9OCaUIIIYQQkt5O+S7BN+7XOoyrHMgCANxzzz3w+6/F9eUvfxlf+cpXpv28eAcbX/HKK6/g3//937Fhw4YbEpArNm/ejIaGhhsKoZ9++ml885vfxD333ANRFNHU1IQ/+IM/wIkTJ2553WRJy5WHTZs2YeXKlViwYAFWr16NAwcO3PT4ffv2YfXq1ViwYAE+8pGP4IUXXkhRpORm4vk6vvnmm3j44Ydxxx13YMmSJfjMZz6D7du3pzBaMp14fx6vOHjwIJqamvDAAw8kOUISi3i/juFwGD/60Y9w3333Yf78+fjoRz+KzZs3pyhaMp14v44vv/wyPvnJT6K5uRkrVqzAN77xDXi93hRFSz5o//79+OIXv4gVK1agsbER27Ztu+Xn0D3O9N5//30cPHjw6q8vfOELUx43k8HGV2zduhVr167Fj3/8Y9x1111THhMIBPDqq6/i05/+9A0fq6iowH//93/j8OHDePfdd7F582bIsoyysrIY32XipV3ysHXrVqxbtw6PPvootmzZgqVLl+KRRx5Bd3f3lMd3dnbi85//PJYuXYotW7bgi1/8Ip566im88cYbKY6cXC/er+P+/ftx1113YePGjfj1r3+NZcuW4dFHH9U0Myfxfx2vGB8fx+OPP44777wzRZGSm5nJ1/Fv/uZvsHv3bjz11FN4/fXX8S//8i+oqalJYdTkg+L9Oh44cACPP/44Pv3pT+OVV17Bj3/8Yxw9ehT/8A//kOLIyRUTExNobGzEt771rZiOp3ucm3M4HJN+mc3mKY+byWBjILri8PWvfx3r16+fVPD8Qa+99hrC4TA++clPTnuM3W6Hx+PB6OgoduzYgY985CM3f3NJlHbdluKthv/hD3+It99+G6+99trV1771rW/h1KlTePHFF1MSM7lRKroakOSb6dfxa1/7GiorKyGKIrZt24bf/va3qQiXTCPer+P777+Pv/3bv8W2bdtuWhxIUiver+PPfvYzvPDCC5Oebv/iF7/As88+i/feey8lMZPpNTY24qc//Sk++tGPTnuMXu5xasuW6mvbkjML7V0H4/qcK61av/Od72Dx4sV48cUX8f/+3//DK6+8gtLSUqxfvx59fX14+umnAUQTh8cffxzf/OY38Xu/93tXz2O1WuF0Oied+8/+7M9QWFiIH/3oRzdcd/v27eCco7q6GhcvXsTTTz8Ns9mMX/7ylzCZTDN497OXVisPM6mGb2lpwfLlyye9dvfdd+PYsWOTeu+S1ElVVwOSXDP9Or700ku4ePEiJX06MZOv49tvv4358+fj2Wefxd13342Pf/zj+MEPfoBgMJiKkMkUZvJ1XLx4MXp7e/Hee++Bc47BwUG88cYbuPfee1MRMkkAusdJnFWrVuEb3/gGNmzYgAceeAAHDhy46WDjF198EbIs44knnsCKFSuu/nrqqacmnff8+fM4ePDglFuWgOhK/BNPPIH7778fjz/+OJYuXYrnnntOs8QBSLOC6ZlUww8ODt6wXy0vLw+yLMPr9cLj8SQtXjK1VHQ1IMk3k69jR0cH1q9fj02bNkGS0uqvJ8Oaydexs7MTBw8ehMViwU9/+lN4vV5897vfxcjICNatW5eKsMkHzOTruGTJEvzzP/8zvvrVryIcDkOWZaxcuRL/+I//mIqQSQLQPU5iPfTQQ3jooYem/Nj3v//9Sf//i1/8IqZzVldX49SpU9N+fNWqVVi1alXsQaZAWq08XBFvNfxUx0/1Okmt2XY1+NGPfjRtVwOSOrF+HRVFwd/93d/hK1/5Cqqrq1MVHolRPD+PVz72z//8z1i4cCHuvfdefP3rX8dvfvMbWn3QWDxfx7Nnz+LJJ5/El770Jbz00kt49tln0dXVhW9/+9upCJUkCN3jkERLq0d7M6mGn+qpy/DwMCRJoi0vGklEV4Of/OQn03Y1IKkR79fR7/fj2LFjaGtrwz/90z8BiG4/45yjqakJP/vZz6iAWgMz+XksKChAYWHhpH29tbW14Jyjt7cXVVVVyQyZTGEmX8dnnnkGS5Yswec+9zkAwJw5c2Cz2fDQQw/hq1/9Kj21NgC6xyHJkFYrDzOphl+0aBF27do16bUdO3Zg/vz5mu4ny2TJ7mpAUiPer6PD4cD//u//YsuWLVd/rVmzBtXV1diyZQuam5tTFTq5zkx+HpcsWYL+/v5J/dPPnz8PQRBQVFSU1HjJ1GbydQwGgxCEybcJoigCuPb0mugb3eOQZEir5AEAHn74YWzevBmbN29Ge3s7vve976Gnpwdr1qwBAKxfvx6PPfbY1ePXrFmD7u5urFu3Du3t7di8eTNeeuklfPazn9XqLRDE/3W80tXg8ccfR3NzMwYGBjAwMIDx8XGt3gJBfF9HQRDQ0NAw6VdeXh4sFgsaGhpgt9u1fCsZLd6fxz/4gz9AdnY2vvGNb+Ds2bPYv38/fvjDH+JTn/oUrFarVm8j48X7dbzvvvvw1ltv4Ze//OXVOpYnn3wSCxcuRGFhoVZvI6P5/X60tbWhra0NANDV1YW2trar7XbpHoekQlptWwKihSVerxcbNmxAf38/GhoabloNX15ejo0bN2LdunXYtGkTPB4P1q5di49//ONavQWC+L+O13c1eOKJJ66+/sd//Mc3FDGR1In360j0Kd6vY1ZWFp577jk8+eST+NSnPoXs7Gzcf//9+OpXv6rROyBA/F/H1atXw+/3Y9OmTfjBD34Ap9OJO+64A3//93+v1VvIeMeOHcNf/MVfXP3/Kw0IrvxbR/c4JBXSbs4DIYQQQgjRj3SY80CuSbttS4QQQgghhJDkoOSBEEIIIYQQEhNKHgghhBBCCCExoeSBEEIIIYQQEhNKHgghhBBCCCExoeSBEEIIIYQQEhNKHgghhBBCCCExoeSBEEIIIYQQEhNKHgghhBBCCCExoeSBEEIIIYQQEhNKHgghJAlWrlyJn//855Nee+CBB/Bv//Zv2gRECCGEJAAlD4QQQgghhJCYUPJACCGEEEIIiQklD4QQQgghhJCYUPJACCFJwBi74TVZljWIhBBCCEkcSh4IISQJcnNz0d/ff/X/fT4furq6NIyIEEIImT1J6wAIISQd3XHHHfjNb36DlStXwuVy4Sc/+QkEgZ7XEEIIMTZKHgghJAm+8IUvoLOzE1/4whfgdDrxN3/zN7TyQAghxPAY55xrHQQhhBBCCElPtWVL4Rv3ax3GVQ5nFtq7DmodhmHRGjohhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCEkJpQ8EEIIIYQQQmJCyQMhhBBCCCG3sGnTJqxcuRILFizA6tWrceDAgZsev2/fPqxevRoLFizARz7yEbzwwguTPv7mm29i9erVuO2227Bo0SI88MAD2LJly7Tne+aZZ9DY2IinnnoqEW9nxih5IIQQQggh5Ca2bt2KdevW4dFHH8WWLVuwdOlSPPLII+ju7p7y+M7OTnz+85/H0qVLsWXLFnzxi1/EU089hTfeeOPqMW63G48++ihefPFFvPzyy1i9ejW++c1vYvv27Tecr7W1FS+++CIaGxuT9h5jRckDIYQQQgghN/H888/jU5/6FB588EHU1tZi7dq1KCoqumE14Ypf/epXKC4uxtq1a1FbW4sHH3wQq1evxnPPPXf1mGXLluFjH/sYamtrUVFRgb/8y79EY2MjDh48OOlcfr8ff//3f48nn3wSbrc7qe8zFpQ8EEIIIYQQMo1wOIzjx49jxYoVk15fvnw5Dh8+POXntLS0YPny5ZNeu/vuu3Hs2DFEIpEbjuecY/fu3Th//jxuv/32SR974okncO+99+Kuu+6a5TtJDEnrAAghhBBCSPpyOh1ahzDJlXh8Pt+k181mM8xm8w3He71eKIqCvLy8Sa/n5+djYGBgymsMDg4iPz9/0mt5eXmQZRlerxcejwcAMD4+jnvuuQfhcBiCIODb3/72pKTj1VdfxYkTJ7B58+b432iSUPJACCGEEEKSpqXtPa1DuIHf78edd96JcDh89bUvf/nL+MpXvjLt5zDGJv0/5/yG1251/Adfz8rKwpYtWzAxMYHdu3fj+9//PsrLy7Fs2TL09PTgqaeewnPPPQeLxRLX+0smSh4IIYQQQkhGMZlM2L1796TXplp1AICcnByIoojBwcFJrw8NDd2wunDFVKsSw8PDkCQJ2dnZV18TBAGVlZUAgLlz56K9vR0bN27EsmXLcPz4cQwNDWH16tVXj1cUBfv378emTZtw9OhRiKIY83tOFEoeCCGEEEJIRplui9J0x86bNw87d+7Exz72sauv79q1Cx/5yEem/JxFixbhnXfemfTajh07MH/+fJhMpmmvxTm/uhpyxx134H//938nffwb3/gGampq8Mgjj2iSOACUPBBCCCGEEHJTDz/8MB577DHMnz8fixcvxosvvoienh6sWbMGALB+/Xr09fXh6aefBgCsWbMGmzZtwrp16/Anf/InOHz4MF566SWsX7/+6jmfeeYZzJ8/HxUVFQiHw3j//ffx29/+Ft/5zncAAA6HAw0NDZPisNvtyM7OvuH1VKLkgRBCCCGEkJtYtWoVvF4vNmzYgP7+fjQ0NGDjxo0oLS0FAAwMDKCnp+fq8eXl5di4cSPWrVuHTZs2wePxYO3atfj4xz9+9ZiJiQl897vfRW9vL6xWK2pqavDDH/4Qq1atSvn7iwfjV6o3CCGEEEIIIeQmaM4DIYQQQgghJCaUPBBCCCGEEEJiQskDIYQQQgghJCaUPBBCCCGEEEJiQskDIYQQQgghJCaUPBBCCCGEEEJiQskDIYQQQgghJCaUPBBCCCGEEEJiQskDIYQQQgghJCaUPBBCCCGEEEJiQskDIYQQQgghJCaUPBBCCCGEEEJi8v8DhcRE4925sfMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.distributions.copula.api import (\n",
    "    CopulaDistribution, GumbelCopula, IndependenceCopula)\n",
    "\n",
    "copula = GumbelCopula(theta=2)\n",
    "_ = copula.plot_pdf()  # returns a matplotlib figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can sample the PDF."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
 
 
 
 
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/statsmodels/tools/rng_qrng.py:54: FutureWarning: Passing `None` as the seed currently return the NumPy singleton RandomState\n",
      "(np.random.mtrand._rand). After release 0.13 this will change to using the\n",
      "default generator provided by NumPy (np.random.default_rng()). If you need\n",
      "reproducible draws, you should pass a seeded np.random.Generator, e.g.,\n",
      "\n",
      "import numpy as np\n",
      "seed = 32839283923801\n",
      "rng = np.random.default_rng(seed)\"\n",
      "\n",
      "  warnings.warn(_future_warn, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = copula.rvs(10000)\n",
    "h = sns.jointplot(x=sample[:, 0], y=sample[:, 1], kind=\"hex\")\n",
    "_ = h.set_axis_labels(\"X1\", \"X2\", fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's come back to our 2 variables for a second. In this case we consider them to be gamma and normally distributed. If they would be independent from each other, we could sample from each PDF individually. Here we use a convenient class to do the same operation.\n",
    "\n",
    "### Reproducibility\n",
    "\n",
    "Generating reproducible random values from copulas required explicitly setting the `seed` argument.\n",
    "`seed` accepts either an initialized NumPy `Generator` or `RandomState`, or any argument acceptable\n",
    "to `np.random.default_rng`, e.g., an integer or a sequence of integers. This example uses an\n",
    "integer.\n",
    "\n",
    "The singleton `RandomState` that is directly exposed in the `np.random` distributions is\n",
    "not used, and setting `np.random.seed` has no effect on the values generated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "marginals = [stats.gamma(2), stats.norm]\n",
    "joint_dist = CopulaDistribution(copula=IndependenceCopula(), marginals=marginals)\n",
    "sample = joint_dist.rvs(512, random_state=20210801)\n",
    "h = sns.jointplot(x=sample[:, 0], y=sample[:, 1], kind=\"scatter\")\n",
    "_ = h.set_axis_labels(\"X1\", \"X2\", fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, above we have expressed the dependency between our variables using a copula, we can use this copula to sample a new set of observation with the same convenient class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "joint_dist = CopulaDistribution(copula, marginals)\n",
    "# Use an initialized Generator object\n",
    "rng = np.random.default_rng([2, 0, 2, 1, 0, 8, 0, 1])\n",
    "sample = joint_dist.rvs(512, random_state=rng)\n",
    "h = sns.jointplot(x=sample[:, 0], y=sample[:, 1], kind=\"scatter\")\n",
    "_ = h.set_axis_labels(\"X1\", \"X2\", fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are two things to note here. *(i)* as in the independent case, the marginals are correctly showing a gamma and normal distribution; *(ii)* the dependence is visible between the two variables."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimating copula parameters\n",
    "\n",
    "Now, imagine we already have experimental data and we know that there is a dependency that can be expressed using a Gumbel copula. But we don't know what is the hyperparameter value for our copula. In this case, we can estimate the value.\n",
    "\n",
    "We are going to use the sample we just generated as we already know the value of the hyperparameter we should get: `theta=2`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.049379621506455\n"
     ]
    }
   ],
   "source": [
    "copula = GumbelCopula()\n",
    "theta = copula.fit_corr_param(sample)\n",
    "print(theta)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the estimated hyperparameter value is close to the value set previously."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
