{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Basic Image processing: Filtering, scaling, thresholding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almost all image processing pipelines start with some basic procedures like thresholding, scaling, or projecting a multi-dimensional image.\n",
    "\n",
    "Let us import again all necessary packages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import skimage.io as io\n",
    "from skimage.external.tifffile import TiffFile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most filtering functions will come out from the filters module of scikit-image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import skimage.filters as skf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A specific region size/shape has often to be specified for filters. Those are defined in the morphology module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import skimage.morphology as skm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Additionally, this module offers a set of binary operators essential to operate on the masks resulting from segmentation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will start working on a single plane of the dataset seen in chapter [3](3-Image_import.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mPaQ1XXPAxv66kZgDGR8DIhwUsV9zSZZSnDQuyVOV6E9AaA5IqPj2eo0Nr3sdCWg5yPOE+UQrAYWA3zAMEy+HK2zncwrdOQhJMulyRFqUR8Rnq9Y7Fh1kuQFwGfZNArrWzTXWw744L8gH/19tpLC119GBFAKkJMuJxpubmzHk5eDSeUVZ99wnlxtvK80f1ee7Rclj8inxtSqH2p03CVA6LQ7Iujns76XrooH3uflFfXF6OLbUhQm4u/x42/o/7QL2tubo9v4m3exgLNl3leR8qKr2WAjWqb9py+hQIMhSHz75HKu9vb3V/v7+hpLoJgP/Trv/qjYnnCege1hRhUnoYmhKXAx9mACpObDmXiTvp+eApULQx7Al207HJAzD+tC1hNI9eZDtOD1z4KtTDq5cCBB9lZaATgINcwngTg9zgqqmoZOPyfuhd8D56v1OuR6uJLrcpKSMOrDmoJHPEnRwV5635QrVZZ0HX3o+CevQ/W5Vm0JVTrsr+MRr9yp1Bvbg4GB8xs/V2t3dHeull0hjPGdoVCh7cwBOsuteLPKZ4MWBkDw2KVRO3nj+jxtS8oqhf2+P45DkrlscdN4+zS+1ox2IVWtA3eWSLZfLDe+eg7IkK5w7nufTLVjpQUl6QNd8DmiMqtZylkBZWgBQPth/BzwONh3AuFxU9bs6lTLiOaHUp2k+62/yN9WvkJxHVfz5RCNLSufodGkqtLcpdUfPaBHF55lTTcCl659FjhWBVVVtTAg3oHzOFbPXoeKT3UOHPhk/0DYOgieU6/mEotO2zrkde93OQb+WcreSkUvhwDQR0sRzxdHdc35yjNLvVFcCTYne1M8EMlh8PL0e0u7PuyFNijuFwzrA0ykU0U86vKSVZipuPD3fx5Unx8hza/R3Gm8CNoVnaFTmwI6u+9ELXd9lsGSkyK/O4NJoiyeJrhReojeK3rruoNPUTz99Xf1NIRwCDQE8FTfUBPRezzCsw8cdH9Pcd8+xj33qX2rbnyPA6/RZos9/8/gO9rvbVUlek1bXVXqH1/hsB5JdD+iZzkuUZMgBfcdnr2NunpA25/f19fW4WHadw747oOLZdK4j5zyXKi4bHBvW0+XVVvUbN9KRRikHjPf0N8tclMhDhMIKouOzAFYKBdr1dqujG2i/xwHtEtV03d1/XV18vytOmyeLP7UbwVdRCZh0+VV+/gjRtR+MlnhHvrjySaspebdEpyc1JuDj/PE6nxpPT6BXPXOhNb0nZUzPQAem0t9uOJKyTrI5pwxVPL8igUlXaKKDZyw5rQkQOF87Q+kKM42X95NgS78Fipg7QjAwDMMIROgtIv1dIjDp4CGb5FF3/pTnGCXj7u/4PecJw1+JdpepNM7uFaVxJT16R4AqhXA5jql/BKEqc8aebTpYTV60NCYpIT71UYDaPxHkAMhBoPfRwdFcTmZHP72c6g/BnfPRARR56zt3XU/49wxJn/fdN8s4CKqa5rq6fLEk3qX/vU/JDnG3t7ehksCZy5HrGj7b5YJVbYYB/T3SMqf3STejQlWfwQGhAlZeOuWdjFV3dAGBzFyIrduxRsDi7kMdZ+DIWe93ICy5LhPgIFDRUQhV6zNk/ABRF4jUB17nhOx4kZSUCyFDaclF7oAgTUw942OeSuqffieAlYARr3v/5pJT3UAm2kjHcrn5CRx/zj0ZNJAEK2w3KShXRInPnXIUILi7u4seF5WklMmbOUDagUWXEfbZDXhXbzIIBNKeJ5b0SAICbgT9G3+sL33Gx+9X1YaXrGpzN56DJIFT9o11OcBMx0l0vJkDlg7K5FlL4T6GXavegwI+L/7pnhf1k+2nIx1UkteKifop2X0uVJn+Vl2kX+BI/dD9FN5kG91mAfc0dvWRR0+d3aW6yROf7+lA3CSPXsijZIv9vad0ZXrH21HpbDHr6Hb3Je8W6eCXU7ztZLM/eWA1DMPKjUsCTlXrDjJPqEPZjoa7OCvDZj4w3Y46L57DxTNCuu2d7n1hP/yQstTHBJxUJ3+TH13COYUrHYfANhz4dSsUGggfK9IxBwq7SUxQ0u2Yc556/d3kd6+Q15FCU53ymKNjDiB6mQMDc7xKgIWK2Y1Hqt93Dc0BNO+vG/KqmoTFUj+p3FO+keqfO4qA/aqanlulxGoCCgd7iff+DTi2Jx3Tge85r5XO4mIOlnjkwM4/M5N40p0vpbaq1qerix+ee0dwm/RyJ2sa32GY5m2lZHT1jYDDQWiX6zYH8Lp5NQf0KQ9+7lhVxYVGNxdJWxdO9nacJymHkDzkAa+JP2m8lFNHXvH/BLJ8Iw1BNvU7QYmcAL4Yck/8HOCqmt/YxNxitet9Y/u+KYLt0J6pPOWoWS6Xn34ocBiG1dnZ2cYBnAQqc8CC3qiEer10RiqBrVS63QkJdDhYI8r2sEhnoBJA0bNd3pb3jxMz8TCF2Fwx6j0Hp3OHlSZaOAac1D7R5+rpxtlXaW4AeI98ca8b2xUv9DvtPqRxJu9SvwhynUbWxfp97JKBo1Knx0W/nad6l+Grp4BMAmU+5hzXzsNDfohPyVOYxtvrdiPMNkhnAiXpCAIml1dtfmTYzwUTTX5cDI2JAyS940Y4eXaS/Hu40HnBcSLPKA9uwByMuidrDnyrjRR6TqBC9/nhcpcHHz+XeYLZp75hyLH2s90IYF2uO+PvgKkD05Td5MV0flRNc+skO3NzU4UAyPnlz/F96iLOX+VmuX7jMx2I9X7qn4M7FvUtHWzd9Zl2sPNgJfvj97od9nM7ET/5XYHDB4/Vh7/b55bL5XgAKD1QHHDVQ8TJwTg+Ph69XWkHnQAVgZpoSsc1pPOf+AxpVx3+6RsPI9LbpTKX+K56va20IvFcKXdxkm7xe06w/b3kuUoHynlx8KCJrfrmQIh75ZLC4XUPnfHdBNA8EdeLK5qOX/7cXH1VecWWDE3ymJEW3aeC5vuJHtb51E5M5kk5nXzP+zUXyumMot/zvztv4hzvHWw7CKBnJQELPUOA4N40jq0DPY6H2mISvfqga3P5OaqXxtwBhYOoOVDQ7YD1Z5zXAivqQ+KrG3aGPX2OJ68Pw3IcywRg2SblUPWIV0meOi9T4lfV+kR1hte7sSIf/Ew0b893q+qdNEZJT7At57/T43ZRz3U7ndO5gqyPY9zZENfd/HsYNg8m5e49ATHnc6d7kk1KHiuP7NBD9smHAvf391cOJjqjIQYKnOg4BA/1zRUHEmJaF/Yjk33C8xnS3aHgFN9lX+aQclX+4LCH1CQ8/KgxaUvfTaLB8YnBlQaNEz1uok1jxjoZ9uGkJFjUoZ3Oww4o+cRhceXodH8MUCStetcNIWlRYb5EMhAOIFMdKsnD4rt0nC9Ou3tbqjbzW9yYJe9les+VoCtNNwA0Gg5uaUjUlnvf5g609Dp532VbIa7OE9UB3lSn/k+JzG4E1QenLyU6e5/1ftq+T9oJqjgHHCg67wiK3QD6uV30vrlsEWh1HrguqVt1p5Ccl24uJwDI8UmeKb7P+l02ku4Xb6rW88blKOkq0sQ57bJKIKhCuU3hZQdX3s+bm/ffC00n6vvvNJ9S3T7PVA/fZd6gfnd9Jr+8XoKcZMecDzwGSfWJFrfdaYxZh3DCw8Nn8BHm4cO3ArsEZ4EOR75exCCGFHXd46XumXFg5bsD/VwLAiD3Fs15kVg/XZ3MiwJfJv0heuZ9LxQo9pltdV6eTonx/yT46Zt+VCT+rj/nXpGkjDghSFvHD79Og+dgUM8npZDochpTex1gYr1MXq9ar8KV9+JGNK2qq2ri3VNfGRpSv5Py8/rdmMvouschhU07wNvJWBfaODo6GvOOeN/DJAmQJbBE2mUM3717t3FCezKoBBLpGfXNk7UdJHIcvM+Jv6lPHuJNtHcbLDrgQB4RGHEsXGaYG8WiNheL9XfhHJSRZ5r7AiQ+pt6X9K3F1BenVwsenw/UPeRT0ldu+Pm8vFMOYslTbvCQR+/y8jICFM+LZN+cTp6oTnDseihtdkpggnVwXFPd9Pxwl7jrf9XhaRQsnv8rOfdcMndysH710220F//ubrLPVfPfEvwsgJXnvSSm8DwJH7jj4+NJwrfq0Xt0Aeo97qxjW0qOlxdNdblRSjsFngJHAmiq24WNCeF+dIILvNPkxtZBH++5YuDmgQ4MJE+NGz6CRPdCpomgvhEYEPQwaZJ0d31OdOt/9/aIVgdvVGzeVgKFTpe3W7VWRmlXUgfWHHQRyNDAONjgew7GNIYpTCEFvlgsJp/kURvMPeJuPRpCGmnV0+2SU5/IJy/Ja+d1OJ0Cg3zf+dSt+BPYcJDE4iEgjg3/dhDgQCN5gDSGV1dXG6E8Fp/LBC/uPUpgjUnWc+eRMX9L9+hZI4ia81ARSCXAOZf8Tdo6meHYdGd/8W8H19RX8uywLdKUchjTfNBzPORVbTio8k0SVdNwe9JHTnenF13P+POsqwOX6bgf5qiyrWRvUt9Zj+eJuX52vUt7p+JHKCWbnPjD0p0ioOufPLDa3d1d7e7uTg4MrNpc8XMXAAWL3iS+R08XQ22+S68bfCJZhut0T9dVv4CRv8vrVdNvGqrOdM4Ui9NBoOjhPnq/uJJJ7s8UvlPhxzh1Uq8rqEQzhd/fZX8ErLhzq2p9Rg5zNtg31cNdWGl3ZVI8LlNp8vtE5vsJBPlkTzkG/J+5Ha60VbhaJ31JKTqd+p3yUZzmDngkOtL4zSnoxAOvp6o2VudzHheGpbw9GmSGxBaLxegZoCFPSdMpbEpQTP50OUQOMkSnQJ8MMfnv4TnRlQwMDXkHPEmDAJb4R12Qxo5grAvDJl57Yjj7k0At6+uAsvNO9Ln8qd1uEwwXFq7DyF+f+6k+7mrtkvLFa9HrYMsXJAngp5QCB+Lkse+Q9r67HuG9YZhGHQRIul3bTlf6yDfb993mczv+nJdsT88mZ4ToSXnDXLT7SezkT5cjnADWJ59jNWBXYIdyaZx8t5q8VQQY9EwJfFWtvynYDSavz+1Uq9r86LM/0+Vs+QBSIPSbIDLVpXdSMh5pYb4MFarXRYHtQIVf47uMn7MNbr11AOIKzvmhIt74N59cUepZ/j235dvBVgeaundFs3sSUh/YP/LR6/Lxe2qV3u2I4nZ9vktD1G0DV3+Tdyzxw40bjSEBgHuRfFzIOxpz9Z/30/lSem4udOIhGzfe4qHoUbhQYMbBmcsu2xegIaAahmES2lAdz58/b3cIz4UV+Ry36ftYpNDl3N9qi4D7Kf52Ce8uy9JZHnKkF9Hz1Pw58YHhXPcKV21+n5H948fIHWxybJ7K++pAUwLL5CPvJVD5MfrS8zW7dJqkH/W8e6D0HqM2CVy5nfBQnvSv98P1rB9T0rWV9Gv3P8cmgS0+l3b0cxyqpo4UPffJe6z2PhwQ6sasQ8fJE6W/q9bghe+qPhlnMi8dq+AxVu1ENLonbbg3Tc+kQSXwSwnrqR0KowTSJ4YLYgpXurCzLvKrmzAOONiOgwMHLw5afDLoN+khQOIE7frjCj0pJm/Xc85SoqUK6Xee6/tYpCkpbN2ToWeuhYM8Ah+nj/UmbwHHV3XPGQo3Et2OQx5CqbYIIFJuU5eMLo+jpwPQqCejr0Igo+eU0zIHZh1YeliHOwzpjfK8qy7speeSgRQNXvxe5/3pnku5Rp1RTTRwXLqcHtGQwpcpiV7yRVBLwJQ8f6wv/XZgknbHpWNT9Dt5d1w+qtbgi3NO7/s8TbxLPHcPbZrb3YKQ8zWBLgeI7A9p9QW2J413spl0I/nF3Dpu5PG6u1w116n+Lttyfalryfa7bfY0G4IstsEoldf7yQOr4UPyehpM/8iyiof0uiSzdCgo0aeuc0A8TMfkvDnApLbTLkICDx7pQDoTGHIgoiKwIzqddympnkKUztVKwNaFP00EnwR6zkGEgwbWd3NzMwk9CvymD0J7+95G96wKFW7KeZorTkvXrk9C9tNpYN2+euMzDuxdKdOYOH+qajwziIBFpQsnsU9PPUejN+dJJL0CaZ7rpbokC0pkT4aKeU6e2+T9HIZhzPvSbxUmGBMQOQ8YWmTbLAIKDixlmDxh3N/z3CP/Ld5cXl623h0HlinR3fvYAVIHl+Kjxo90CuCcnp5WVY397QCRaHOAzHf57HK5nKQN6PoGbe0AACAASURBVP1u0aH/fQNAmj9pLL34kR7idSfDKUTqnuikexMAV/86AOL9ZunAki+c+WwCkFX5MFH9dhtAetOGl47n1GfdmFIHd+ksVfmcR91PYUG9k74PrGjT999//+kDq8ViMUGHYoQnNet4hWEYNuKhDhbSboB08KiYeXx8PAoZkW3KzepCc25oq3IejNOdjmtQSYdwUriSO9jr9brTeSJJ+OeUlLvyq/InT3xV4OFCKgmfZKn9jk8JuD01efme6GcYwZUD+8/n1C/mMlVthhvYRgdcE+BzeUpeJ67smfxK40XjlABQAhxprrhR8fbVnu4nA9/lJPGe/+2gcBiGDe+DDLzLgYP5ZJT4+SHO0wRYKW/+7DBs5qwQ/HmSuugmvxyEJe9XSvDm+KQ8O/8+I8e9GzOO6XK59j6psL2nvMt+HAv/phwQdDpQ7UCQex3TM+71SZ4XPzMs6ffEW173fKjufenbBMLSmWQcO5dr/9g3x8A3FKWvbDiAkgz6dR+/Dli5Hei8aXMLQgdPaUwJ+JLc+vh1Nlzt6b4fhURM8Vl4rLj7iR4fuvDce8UBmNs+OQx9mM6LEKofbaDiIMhzm+bCc8lLxJJ2IjoIc0XvISrR4Pf0LpUehVCTxg0C2/R2vC3vTwck9V63ykjnKHW8IE3eF9JKnjkoojEkX7we1u0rVH61nXzhdmHep+LrPDGpvykfSn3qwEkK1ajvXPFTifPZuTb1XAJ77CeNQtr2fnBwsKF4meBNPiQQQe8Wi4Ni8ZVtkF5d52IgjY0DFwI5GWQZZx8X552P1ZwXQyV5gwj2nManZMPDnP6++MLrndEnv8RHeQm9L0ke5kLTKXTGMpdjlOYBdwp7PqLPcc5X8k3zyD2NBK56X15j5xPlnvmInc5wPSSgdHZ2tgFouQu9A6QCd0lfag6JnmQf+JzrOhb/LmJVTXiWQt/87TZFG6M4X1PesctdiihVTXGER8EcL3w2yevJU1S1Ga7yM6hY6PXSfQElvptCeN0WzYRWGR4konVEnMCX+kIaExBj2/4eARaVCQGJe4o0Gen69fYSWKFx8omZ6uI73TglQ+d0U3lIAXu+kp5z45mUUFpdOWBzZUcjy/KUR6nrm/PAwVIKl7D+1E+Wziio7qppaKkDTClxWc+rDebMqPgREKSTAMu9GnOA2fuqehhaYxtVm0eUUE78WTeIaRFD+XC6lBjNc5u8z+Rt4qfvDmRIToWGump6OGXy4nif3AviuWJeJ0Ei6R+GYWNHpc4d85w4zpGUBM856OMqunmdvHeglcLQDv5ZPlYPcI4moO3zy0OAusZndM13nJJW6h+2z+J6P82hp3RT0vlJ53VzsWq6I9Ftip6nblJJR29I5vQO8zmdVrXJtBEHdgRP+tu/KFJVky+yJJ45JvgsPFYnJyfxEE7//EtVH0tOHii9x0njTJs7ikHPiB7VR9CktlMS/VwuFo9BkJs2hSKr8srF6XPw4P1dLpcbJ5ynXSEOLF0A9V7KE3KQk1ZIDrp8EvjzDhBJU8rl4STzupwO1eGA0BOp3cXcrcieAqlen59q3YFBz6NJORsJJOmeSgpXuJx4iMiVaBeu87ww8tANjF9PsprGLl33MBSVK99jO9xN5t4mjtMwDHV5eVlVm6eaJ4DHMDC9li4rT3mO1IbTn0KuqU6nT/31MSDISsAsyXi3Uy/NU/aDcj437uynP++LDgdPuudzxPVEVxyU+VEJ3v+5nYj0+LB+zm+v273brmc8HzHt8nb9wd/e16o+35PzoKvf2/+YtsUv15XueeZ9z6HrADBpclp8HPSONpL5h6OHYRhPEUjeq8/GY6WSwA3zqvzIAiagkTH85l/yRn2Mu8+PcegOIZMx9zM1PvRvfI5/zyl+Xu+8bOx7EkZuMVa9cp2SLt1jeC5NKtKfDvT0fqhoVZKU9FPAx2nxMB377M91bcwZb5+svgrzdz1sMgzrUKrvNOR1NwxpqzF52yk65+lTnijW6wav28bvfdb7c7vC5tpLnlQexUB57TxbSS5d6c6FRN1g6f03b96MQCkZDl1nAnwCRi6fvhOS9d/d3dXp6ekkn4pjoL767jnymDxNfX3z5s3EwDEXcu44BfeaeRiHIIaeUPGIAEcLFuYUcTw/BpBxPNn/ufCg0+lgS38TCBFUJS+5A4YuLO4hZv+e5Nx4f8zvpG/n9JpvgJFeqto878nb6vhatbaTzk+nNS22Tk5ORj4vl8vx99XV1cSbJTlwcJqAuctUd1Yk78uxwb44sPqsjlsYEAp0wMNO8jBOlu54ghS6Yz0CXAIvzOlSTJqKlWE/AjsXJg5e573hwNNj5ArGDyCtykAlCb0rBV5z8CqeegjFvVtzyiWtVvRuZxg5vt5vjYPaZrKl5zM5OGGf02qFwIclgT+/x7qc7gRskou8W0Hzd1K8VOTM71CbCfBJLj0852CN+TosHm4mL9zD0oFB323m4ZIkV6rDvWx8XvLphlZK3cPRXViPQC7R4GPF+/7RXQc3iW+dd8eL5y4xlMq+eSjFvVfpenrP5dlzjkj73LzmLsLO80XZIygkLb6T0gGhh7UZNkqeWo5B90wKL3b6rmq6qcBzCVNJnq85MJRshopvmHEgI3pdb3ielGRfPO1SK9KYOU2p3SQnmi98Ntk0vev6SX1OwIq/Pe+5atN5w+tOg0en1N5nAayo8D5cG+87AEgHeJ2dnW0ABgESMZYHkHKXHb1M/GK2SjryQe12H08m/QwX6rcGbC7nS9cJQjyPy58RbV3ek08o8tpzitJE5bEYVGiuONmmx//V5lwOmE8U3nfARmXoCp/GNH3slHWTFjceVZsfo/WSZLdqc4XtuTL+fLrn/VRdVOAOxJQQTjBXVRt80rPkP4EJn+OWerZJWpbL9VZ7H1/nl+/oE30pEdppZtK7j4H+Tl4D1kvaErCcywVzXrrHT/xwb4YbOX+ny8tJoJRy4OPloCbx36977pQbw5Q8TkOn4guMRK/zMXnHfOw4/ySHXbja6SJ4SICdc4G/E98clHU5VM5Dhgz5PHOKSIOnTLCPnD8+Znze82PdA6d32F/XzdSjKfxIG+J1cOz0nPQN8xOr1rtyyQsCK/WL3l3Z9qp18nkHtKo2o1B0tKg4HnBbu1wuP59QIAEDGZJynjweWtUfsKnyMWddVfWDUzV1BXYfX/Zkc4XNqtbCrkQ5DpSDvLRC0N+eGzW3akhlbvXDk6E91OjFFXqiU3+zXa9DJYUMuQWePFTdvtPkqTZYF/uge7rGic3ini4+5zxgSMCNqANTKl9dd8CYwjTJmCTgmEoCHx7C9JwzGSV5TvQMwURV9h752CSgzLZpONmmissX60nAWfR4mz5fHEglz5F7iLxvHIt05Ib3txtnr8/70x0tQNDLIx26XDHKHvngCwkHCPSOOnB0+UwfdFadeuZjPJN8xz1Galv0+Hyld9vlj/0Rv3gtLSJYj+tCetBUp+t2X/BVTcEQAaFoSDmqXRuUZRUHSMvlsj1qhLxhe6zH7RRBH/nPUP/JyUldXV2Nob+qqa4XP/b23n+79+bmZvznQFTFF2miV/fYF/+2sEfCZLsTBvlscqyUVJ3AQFK8+nvuAFFdn8ubYmyVhTFZ90ip3QTg0jsJoLlHqTssNPXZ+0RXp39dnGFD9wqq+M6gOVCRgJ6KA0FdIy26xvOd9Hwa/7kJnpRJAki87ytuFu6Iqsof6E2HMKbVruf1+BEBVbURstDzXYK62nMeeGGfk+dN9PguK37v6ymFypJA6nK53JhTSaY7MCjjcXp6Om7x5vOJBx1453xwg+11OF0OlB2Iev5HCr2lHC+9S7nRtcRbeks7D81cDlY3L3iNNPGcKgLatIOLPHY6Ut4eeeIgzw21y5snblPfeIjIT/52A+/HITD3i6DM87I89UD1U75JHz1gKWzo/aJMEKx64rovgpPtTAnqCdx56I/5thwb2hQvTOtgWoze0/lplKeTk5OJjRLIokwQWNGecAMK5yfne0ovSjv4WdJRS8kR81mEApW83oXGeE8Dvlgs2m/usQ6G3qzdsT795mC48Om5FMKaA1NeD71AVZvCr99+MGgyWK74uRLpQJArMi9pMrnSYN/0d/c7AaMEzHxsnL/pmiZsct076GHd5IMrXY5HSpR15U5g4kZWJYVB3LB0YZN0z411yoNiH+m5EO3kYRojzjMHFwlwJFBCGvTb8298XCh/bvQ9T4z9VN+4A473CND4vAP65XLTU6HioSfJgIMtB3/kgxc3VGlOqm2nyfnj4D/JD41bkjnVSzo810mlk8c0V6tq9FIQ/DwFktl/AYwE4ij/HnJLRzX4gqDzEtIz58CVdLt9cA8TZSylLuh5Hi1AMMYxS3M2yTF11MnJyfg+PUkOklzPqw6ehyV+Od99DB3w8igNASs+u1yu84kV1dHzV1dXo04Sv7lI1pz2edZFUzhmvObAWNcYbry9vf30gdXe3t7q/Pw8AhM/zsD/dgWQQoF6Zu64hKopUnWl7udciUYBqrnwYVWOj7Ofbtx9wElXSohPho7AQMKoVYW7jzkBfXXjOVfJtUol4J6oqs1wAe+lcZQHjrSS527cU12dd8p5yHqrpt6BxPM5ujtFnA5dZJsyGkdHR6Orm2GZBGbZL9FIgJXAqysfB8JSdgzb6fBTvu/gJ9GV8psSuPCQJ5Wv3mGCeMrBSuc+kQZfDNH7kkJP5A3Pp1JbnjjtOmMu58aTuTtA3Xm7JE/cTUgjI2+TgzUCRnpzCNQ8J8xDWexTMlRziwXx3QFIAuxVNdl56e2RF3NzwnWY+JaAlINL90qlovoVwiIIcnvgYI9tzm0MkmcqLQQSeHV+ua5M/Pf55nqB/U0OgaRPfIEgUMwxrqo6Pz/f+HSZ6uCmMgIqhQSrprl9BIHpXEiv248Z4jPsc+LxJx8K3NvbWz179mz83RnedD7Uh/fH61bvyAzmRql+xlQpeDzQMx3JQBDVoWQNMH/7ALvwEqg5fbyf6uLkTsbLQVF6hoWHpakNr6ubzOyT8yaBT6/baZwDCN4XX2lQiTh93nZVPrnZFb4Xtk/lSUXu1x346V22Jc9LpzC7Qrl05evgOe2QJA1UZhzzFErswlFVm8ae9SQjR36wuDeGc8LH3sfB6afXrOMpV9mUJwdRKcHcwbRoTuAp0Sy+8B5BovORfU281P0uBOU895wv0uGG00Fp4pX3lbxLz5Dn3aG2Hl71Ov0Yk07nOKC4ubmZgM+ke11mCKo4vgRCnVeMOUPL5dQL7/pHbSZbILo4F/gOi2xGqnOOL1XTPFMPq+pdX7xrEUC9dH5+Pj5Db5gv7qtqEg4UsJKeZLvkg9fh/UnvVT29a3AYPoNdgfv7+6vj4+N4xPzH7JyrmgpESjTz+hypdgLogvvUGVi+e4BgjX1wEMV3nKaOFj7n+QS8l4RNxQ2s1+1t8xmfbG58XSF0k91BH4vvYuwUjiabJq27zNme89gVO/MDEoDz74glvrK4EfN8mbnQmR9TID6lJH/S4kBpzl0vBav++rgxWTSBAdbDfg7DMPG6Va29EAzbkU/OA/WVhpX9lExV5R16SfZdbgkIvU8EMU8ZNNErHnbhYPV17pqHlB8fc+K3y0dVjR5HjcPp6WldXl5ugJA5MFm1mfelZ+lRnDvXyuVNYUDvs3sPWZIHLHmWqMdIr881p5c5Or6jjTqEQMH7muYVF1I+1g5Y0n3Roffnwn9VFfVVCg2yff3NuZbud5EU0ij+MbLjPNS8lCxwsUtQpSJdf3V1NQIaeqoUUnZ9Tp4kz/rcbnqWdFxT1TqKdn19/WkDq729vdVPfvKTNiH8wzPxyAUXAj9FXfc7gEZB8BhqCismkOZtJIBVNR/SS4WTmUa1A1dz4S3d9xUK63CgQppZXwJENN4OpBLA8kTTqk2XslzgbL8Dl533au4agYImfJffIFqrcshAxcFWCnGRnpQMf3d3F89ESgBMxtU/iusG2OlnH328vPgzVWsD5t4cttUp1cvLy0m+h3sXmP/B8WGOlI8lw2xV6zwVtcldce5dSTmJpINevQ58EjCSHwwJcWyd156j5ecJyVA74KJHjYAogS/nmeinZ5QLjJQ3pb5yk0YqapdAo9NdLkfdMQtet97neUhJfplP5YaXJXnT3L6ojg4Mqa++EEh1aVzd48KFgee9kQfJu672k07reJTsk+sP6qjObpE+zQPxVX05ODiY7ALUvKLtZCqCdkP+9re/HXOs1I50kHSC9yPZK11PRxelHGzRkBwCn3wocMAnbarW7jYJWdr5554flm6HIIXBdzA46EqTuWpzteHve64V31G7c2dTVeXkeK+LhpGGSM8yL0bv0dPhk4X9850WqR9J4ageTvqneMh3+Ds9U7U+B4o8Oj09nRhX0uuTnYXn2VT1niiCQNKRVsapdIBIND2VPOpANj2b+Fs1/Ugv+eBAiGNAWdHz8jTQE0SvU8oBordpzlvCesVn7r5yXpJuAl/R1eU+dXxIPCWNpLMLP5I2vuteNh9vhoDYJ98xmuaS2nYvmfqgeeH891wvgs6qzbOV/PgBXXP+dHQmviawJ5An2kSD52c5HaleAnzXJaStA0gOilj4DsctLbB4b7FYjLmCVevwuO/sS3rEaSXfubB1HdfZEF1LOjnJmbfHRRPf74pvUhmGYQNgVb23n/Kec6H++vXrurm5GcGV+ND1VV6udNo6nyVNdKY8FR2r+gw8VgJWaUJ2nqoU7uO7y+U6UZteJQ83zp3Szro6gZ8bPBW/l4SZR0DwOSbOchXgK3fSJwSePjTZAR3uVKSx4PvKu+Kp9O4+dh7JKHN8HTQmZeB1JUCbwIErAJZ0QKgUlq8Mk/Jx71ZVPmvKd23NKTVXTAlckgYmKndenK5e/e9nxTjv9De3RSeQSmOsVXoHIEmzJ0irMNTl45GMqK77lnTNFRnpFGL0sdV192g5cJG8MqTl4I9GtUskd1oclKkkT5Ofz8QcHQckBBisj3Kb8q8c7PmYpbwo74fSE9wjqbYcFPPZdHo6eZXqES3kI/voqRIEv94n8tM91b6omtNFrn89dJf0UJI5r4+eTHo2nZZO/7MuAjPRTnmTrJF2v0+94v13rzP1Mus9OzuLG6eqqr755pux37rneV16L3lGvf8EUsnGp5Qe2T9d/+Q9VgoFJjBVtRYCnYjOD+wKROg9XpOAJvSZTlZ9aoeA6lV9yeAkQ5US4NK3C12gpdjnVgIEEd13AFlUJ4W2E0Jvx3dtsu0ERji5CWr8WbaR6CWNirvzmisRKcuqqsvLywk48Zh7akO/06rVDYKDAJYEwKi4q2riVUhhNSmsm5ubjfAWDTsNi9pO4LQDA+S3jxELw5puUMkzN6LkOcMcBAUOIviunueY0CPmxtT54Z4ftsG5wrBCMpgqHq5NIMnBoN5j3pl7bpK88BnPX3PApOcTwHJZZc6Rh+I+xmND3pG2pxLKxTP2LYU5BWJl9N3TpjHovr/nxpn0J6+PJ5sTUFAe2HcHlHM7/yj7eoe7qFVfl06gPpF/LARkKnzO9TUL54BHNXjN33cASP1KXe3zlvqa7dDWy27qm4EEceQh+8Y++7OilZ9G47mUVfmQceEOp+uTT14fPpxjxQ8m+8A7UGJHBZCeOtDT2qyq9YCkZHfWp+tV01wsFQpYOsVdbXq7fo/C6ejbVw5zgIsHcCYDO/duB3acdj7Dd9MKgEqO/dDfCVCQDvWZbmKunKo2FVhKdPXnqBxV3IAn5UR+sM8MvXm/ktFM8pBAIHmSElZ9jJ1GGixe19+km++4W97boOdK9zys54m8VLaen+c89/nBM6o6WUnj5LJIw5nktBtvBwZ6/ikA5wqeddBwe6K+G7xUElj2saKXUmPlnp7kzUrAl8+wn5SBqtrIExSNXX6ie8/U9y6UWTX1lPq9VDyPqgORCQT6535If5dv5vT4osyBrPPeF3R+jEMCXmkupLniwINAVr+Tp5W/O1ukRYrkmrKmZ3mGVUefikKAyZOdbGnV9BR2YQKCK8+J7nAHMQaxxCfvsRrwEWaWm5ubOj4+HjuUQFX33T0ytKoiuPJvBlVt7vpzwJQODvUdf35cggu7+qK/ed0VaTK+/Fv3fGVVtQ4X+oqtA0h+bQ58JdDH4v1z4OST6WPadYXAeshTj//z3blwhu476Eh0pp1MqV9SyGnVKaWYAIuDO/LdAR3Dxc4n9qNTqGzT++/POa165+TkpC4vLzdo9oR5779+z7Xt41xVk3wVGfAuX428TGBd9WvOpf51v30OODhwnvHv5PGr2jyUVIVJyCmxnEY68Yy7BVO7rJNAaW6HG+lNRxskUP2Ux4uFQETAJukUeZwI5P2YgxS+c3lwXanrnHPJC+nzQs+RXuoMD2t78c/gsL/keVUOI4vHCQz6AoM0E+zzuocCxRcW6mTWQZ562Pn58+cTHjtY0296LNU/8Z10CDTp/EPW7f0nRnBQNfd5vM/mgNDhQ46VSpc45sgxAaq5k9s/tDX+nYyGrieQprYJmCg0vnMguVyTtyvRkHZ8sL0EnjiBCT5YSJeMUvooMIFdV7r4vpeU7Mh+ia6kSLx9gQgPoal0YYtul05S/L5ri3+ncBTp8j5Q2eh34hFpfCrs2K2MGUph31KejhsWz7PoitfBvtLD4bz2vCVfkc+t9mnMPcTlAFnFgX0CXV2/9JtjRX6dnJzU27dvI7165qkxIr0CiQl8Erj6QaXOy7m+aa4kMO85ar7YED30QCUvlvOeieiJVoY1uwWG8+1jiudHyXvMxHECEIFIeoTIO9/kwjGS15UJ6KyXY93tLuN9teMAinOLtOk537mq+h3geK6Z6+3E47QwcB55hER1OcgRb0QPc83cK645cX5+Ps43zjHP8RUf0jd0aVe7UKiniXR5159VKJBftWaSukoHEnitQ5jpXRUh1c770jF5GNYfaOROQHcxcjI5HQ7M2F56VtcIjAQyz87OJnR7n7x/fp8gLtHL55RkzKMJ9AxDdN4OV5Iq3PmVVqydsk10datwXeuMD4EIx8MNqwO9zlC74fQwTEo2JiCiUWCZM7yel3J5eVlVNTmGgYalCwMR3CVA5mcc+W89T8NM3pKn9K7wPe7SdFlx7x8T3udklgaWsik60+5CKmYfU2+nC7P6sROe+5b0AseLvHWASl6lOjhG4qN/r01/s4hOtZl26Hkf7u7u6vnz52PIhm1o7DiPOR4qXKBxsedzgfrHaXH+U+9wt6XupZJ0ol+r6nWLAEPaVOL5W5RDf85LtzD1Rbj3I+UCex2Jj6ojLVJSXWyDx/pQpyW+OrhLx0FQztNY6BoP957LIea8ZuoQTwvgvfQ1l89iVyC/FcgQnwqTpn1nYPJOcaDSYZ6s069XTY9NEIPT7r9OeL39qpoc2+/HLjitCei5AOpeUspE9N2KJBkgP2ohuXMTEE206R4/Q+KJxukd0uWrPn+uUwpqtyofzOmFk96BZTLa4onT5jkH4pVCMKSBBosgQvX6ip9tdeEVT5J1Lwn5o3Y9NJS8QqyTxUOoqpdAN+WCpZBQGmfvp3su3r17NwGPKddJJRnzZMRc/vi3+jGX6yij6vKRDALHg7xxwEiw4SGmVKcDQnpkHBBwfDzfp2rTe+6J8qLDATnHRPLjfGP/1Bbfoxc2LUJOT08nx3107fu75HnyfHrYngCDC5wUOqTc+HNpcwQTs/Us5czlPYEdp7HTmbrX1eGymlJMkt5nYT6sbwhwYJoWOlpAebg0gavUb/I9bVbifS8Etm6/q97jAjlUPguPlXKsBAYc2FTVxv2qKSDR8+mbgEnA/Owp0OP0xQmWQBInTBJYp8VXLV3bSdlTAFxoKVhphaB7VP6qn+DqKWPQ8Yl8SKDHSwcOk0Hz9xk+87AD+5/OmvIQ0TAMk4TtZIz1HDcZVL3/5pVfY98oQ7ruwCABEyqVqs08MC++Y430ei5Tmhu+u8tzFdj35B10AMf+d8nBKgkwJrDlnhu1I1rlsVM9p6enGwcJdv0n7XrGDaFCc9QFaf66zH6Mck/PeAJ34p14QzlP76X+Js8nAY3nWxFMkUbKcpI30u6hwae8ylwgqI50hhpDRB56Ja3qD4+v0FynQaZX1qMAnBOcU8Mwjbz4WYySF9fP0uf6n6CQGzfSIkl/i7bd3fWZf3NpHUlued0X10nHqzifq6ZgmREKjlnVpv5Iu6DnbIf4lu51Nih9A1jXqzZTgfT/9fX1p++x8uMW2Ame7cSs/M5TxaI60vEGAlMpgX0OiPlxA2yDuwtU0qTmNXeFV/X5Ib6i6YrqTZOJuTRaLfguFIIDN6QpfMjfbkhcAbBe3vc8LT3D1bODNO9bWkm7IiJ9qsdBWSoe/1cbyn9xIM1+sh2FIzx3SvcZknMgqDZpOFJCsMaJtLMOKmL2m3SQdzSOnkBNulg6L5mK0ywwyXrncqzIQz+zyflJwJUWIg5CkmySd6kd9wZpDByAel9oPFk/c65IbwJoBOJebyrOd/WNIdb0PD2/KnPA2YuDFNaRQLTnCjrAI19JR/JOOe8TGGCqAtMXXMYS4JZ8LRaLyXFAtC9+bpJA1zAM9fbt28k81aKOCyzqZvdM6W/2SfUkvcr/O32awIjLI++lqI3Tm0BKNzZJvxNAprSNNEd4zenw/nkoUCUd//TJe6z0EWaFAMU0392XABeLe60YTkw7BdF+zKFywOQJcUS9jOsqgU5JewIy6UiH4+PjKPTJKKltnVdFY5E+pklAliYi6xbt/O1FEyVNWq+vu866utWHAzBXZMkAuDF2YEa+0kvHFW+X7+F8pQy4otHOOKed9Hffx6uqDcCTeJByr1LCOF3pnWfAk/HVRwLtDqC6wqJBYh0cF3qayFcHJV1baU4475LnJQE8XhNN/m1Kf+5j6a2qybfxKLMJtHZb7tUf1UdgqHfI63RUA/nndTJh2j0/i3xxHgAAIABJREFULMzHWi6niexPyXU3F9S+5hpBqMuq00MdSfChseG4d0DTAYB7pdmuA8HFYjFZUOnbd37GIUE6F2fMIVYdtCnclJR2qqr4Ipj8dTnnfYIUz31NNOs53wHpR0CI31qAuY4X75hnmnLEOltBOfG/+a7z3u31XG61yy1pF1h+6oDQPp7wd1h2dnZquVxuHJIpICJGiBn8lp86qk474EqhQPcodc/6oaEpMV73uDLRZBBdfJdhx729vYlQsR8PDw/x0NLlcjkBY5ys7pbu7rHfKand75NXBF+O/p2fyctDUKY6PLxA3jqIqZr/lARX7W4gVacrC++X6vYQWOc5ZL+kgPUs81j0rn9Ml7lMquPu7m5UfB6aY6Gy8xWue2DUP6+HBpqK8+DgYMNjSKOXlJ363NHrRoGeKt+1RmPv4MoBLseNbYhmV7I0SBwr5bp1gMyBOY2yA0pdV90J7DtfyAsCKvGLxeWe84Pjw35XTT06PJ3evYiS23fv3tXj4+NEntz4ql4BLJ+jDgzEJ9EgvjjfEygkHz2EybHmuIk+0sEUAskdZcflmHpCQEr1vXjxYnzm9vZ2I7/V7YGf6C2alfwvufExd8+9AzgvnKN8joszgiAfL9drrNf1tZ5zfZXAz5x8sF3pK96n/tXihYUJ7A5k9/b2JqlC7vCQt5F1qM2Hh4eNTXVd+SQ8VsMwrJg3JbBUtbnNce4TNAn4+L30uRp389EV6CBFz6SPLOseS+fpSp6wJKianKzfhVqTK7liWbrrH1N0LEMyLipJOVHpcTK7YfTVVNX0XBz101eyNMysh0qUyeBpV5aXpKi004f8dZkgICOYVTsOKlV8VSwj4t4Igg0ZML3X8dzzkTw0lXbzOS+cfpexJIuUdU/GFdDgWDi4TGEXzzNzr5yPD/vlCvzu7m48sqNLQvd5RxCVNnVIvmhwUw5Q8hz6bsynFgXkG+VG/fJFDRcJHHvXcaJLwJohOAcmad6l8fIx0nMdOGUh2Gdbc3om8c43gtDL4kabIE+F8586Wf8fHx+PnhrVc3p6Wo+Pj5NPel1cXNQwDOPi+ObmZgRW1AvL5XKyw5JAlHNLNCyX001CKaRGb6euc9ylX52vfhbW9fX1hP405zu72UVFXH58Tnc5YqS/m7+0uVUVc9/8GCU/GJTOHP3+LA4IFeIXo7rE8vQNHyJM/0J21XqQuk+yJMXrHjF+d88RuAu66mG+lStF94KwcPImoUkGjqDDzxNxI6c+OKiRwkrvd4UTioqFhRNexY9q8BUzV1Zzya0eyvJxdYXdTeiUp8O6uu/rUSY4XqRhsVhsnEHkNBBcsK/+TgKErmB93FwuSXsC8y7TTrN+e+iN97okZPeqqXT5EuKpG03e976pcBNC4pmPqZ9FVjWdJ05DN56kxb08BPf02FGG/R3KImXMeZdCcW6Yec95xvspdcCNpPMhhagJ0qTT1AfPI/Pxkm70HDLSLz3inxdiX7r0AJ9LaW4RNOijwfpWKncdHxwc1LNnz6qq6scffxxpk8Pg/v5+kkjuvGcaiyew8xr7RcDp/PaxV2HIM83pJFu0Kw5wmOvpB7jSY0c6OHedZr7f6UrN07SQ6vrN/rpOm/tb79FmCw98//33nz6w0nELCWgkkOVhMpangBTabQ1NOtLB0bYPKOt0w5DysNxA+/f0EoDSNVd8Xd8IlljXU2E8GhhfjTCx08MO7p4n3e61cqXgpUvg1j295x4d0SFFxMTilESs3wSzrnQ4ibuxJn2pDjdAHB8HlUlZsCSgwfYJBFJuCUOWLq8uUylxdy43oeMbw6KuEFNxT5eXJPMaP3/ejXVHr/pIg5qedx1VlXfWuZc2eUyTbOpvHsPBHCu218kL6e1kzr1QLEkXsw3VJ1pSuMjlsfOSpbpJdzc30nz2fCi/zmt6t8sp0z+FY5lLKPuzWCzq6OhotFOLxaLu7+8nkRB5qq6vr8dFusAmw7GXl5f1+vXrcTFWtZY1HsuSPPbkQZqTnHPuHWTokvW4E4EASnOMOVVP0cAcRtqYNA763eVRMYXE9Xanl9lnpme4bhNPuPhaLqeRpk8+eZ3AypUd49K653HQpCxdWaSzrHikA4sz2oXTr9GY8jeVNBUiDRiVDOtnnpYKz7ei8pxD6d4/Tyz0egh+OmDAvjFx3l3KVZu7jlTS9bQCq9o80Vptp1yepxSt2ky5QM4LjqeUmk9APee8ZPFt/qQ90Ua5ICDxwvvpyIYul8rfT3T7eDsocj4mA00QzPyb3d3dDZAgfqptvdd5EWn0GJ7zedn1z+eKK+/kXe5kI80Nzo9k7F0HkIc+/xysOfAT/X7MBkEbx5A84PtpPvhzNM4c/0Qjr2vuMB9mzpPksuoyxTnE0iWq+1xw/rNujqtkUnNddkr3jo+PlcjcerBkiL/77rtJ3cMwjO9///33dX19PTHilCH2maDCF4gaS9JO/jJSwDYoU3quW9CwzlQ8Gd690f6eH6egcecZaclGdovX9Lv7e/gAdqumn6BT8ZAgnTlzHqs+xvN3XLSDzwHQ3t7ehBH6vVwuJ7lJei8BFa9T98QoPkOh4/OcgKrX478OeqTwed4N31fdrrR1f7lcTg4VTYXtd4DLvWO+WpkDfi6oLpRC9L77jiBI7zKxMU1a5YZ0Hij9TiEoV9JJ6Yo+Fhp5PqN6xBsCBz4vvrmR9t1ZLlNujLnbyhUIaUo00iuiEMtisdgICzioSvzo+FS1XsH6fHAvjNPL5FPxUXOCIMVXnDJUKWzubbEOyrd/6FUJwT4P3NASUHl7+psA1vlFcOGeEq6IU8hNQIS0OH8FUFNCeXf8hOomyHBQ4TxYLqcJ7uwXAQznm/gi2aR8pPbZVyaTk156aA4ODja+TZkSsMUHn4uUXaY9EIQOwzCeSyc5VV5R1ToMKNDkCxvpsaOjo9rb26v7+/vRFtze3tbZ2dkYIlTqisrt7W29evUq2o2qaS6m69vLy8tRL+sZyfnd3V30VLmcENj7PHOZSeFzLpB1ALEvfli3y2Dydrn+cDukfgok+VFMKdokXqTNbAJS+lu/dS3lc7N8Uh4rHp7m6NK9TQ625s6q8qR3Pnd7exvBS2fcVDQ5NMhOs4rnNLE4mPLrrIuC+BTwczCUhIrtdkY/XdfzNGZp9ezgzBOqU3/dyzQM0/N8fFw8cTf1naHAxFcpdQdxzt8ufOWKinQ4H0QPw5v6P4UCqVSd194/1rNcLsfEbF6vyh+h9rHscngEGMm3dNYOc4gSvcnrmMbRvW6URyYQEwQ7YNV9Jh/7WDlYTKCSPPE2xEMCEYba+B77L0ObPK9zQNrHlIVzRTJPedB7KeyS9FAqi8X6k0kO1h2csI9dgrnT5X1N/GHx/iZPl4f9FNKSd93nnGh6+fLlSMvx8fF40vswvPcA7e/v1/39/di+A5XT09PxGYX9kq1RcvTV1VVdXFyM4KxqugGCu3YJ+tRvJctTd5DXrkeSU4DjMmeLfA7wXtU6OqJ30xx1W6Mx8Nw4H5s5G8VrvruP/UtzTPzpNpUJe3w2yetC2Dx/6ubmpo6Pj9vdgN0nZubOntIzeoeKWrlQPONCz2vA+H1A1cHB4I5C1aH4up8mL5p98D03jCWBMdFAFO4CwT6yLl1nWxRqggO+s1wu44c3bVwn9XHCqcyFAxLYoDGgy9j5o3ZFe0qq74yLT/T0N58hIPP+61nxPXkw9GxK/tV1va+vwdN4f2x4lG1y15N7OJ7aMMB+JFBPJdvl0OgdejScjwlkOcCuWhs/tnV+fr6hM+RxkBdjuXy/S0ttKax9dXUVcy9Iv/ejC/fxf09Un+sf5fip8ehyoRyEOf88/OkGizS659g9vKQz6QJ6mckXD/eozOU9daCrm4cJzDlNXKAwtP7y5cvxPYaBPN0hheaeP38+fjzYFyAKE15cXNTV1dVosOVRrZp+2J2hWpVuEaF3yJME0vW3y5z+p9729xMA4xi6PHm7yY4lW842O3lN4CzVkQ7v7uaO51V7nvQwDJ9X8npysXnSevqcTUpsR/1VVZOdgw7KfHCYZMi2HIzpXrovWngSb3pe11ifx3OTYLE9rl6qpiGR1F4zDmM7+t9PFVd7DB96Inyn2AiivF21yXOTVNSXBBZcCXhJHhoqdSWD+ko1KRv21en3PqmQd+7Nobw5H5JiqHr/qRbS4GEUN7o0PBqzj8ktS/k4nbFn35xniVcEkOJHAmHsU/L8qp3z8/ON8Nrx8fFkN692cvlJ2PQU+LZ3GTlPYPXzttRPhnNSaJl/J4NDYJI2DNBDS3nVTsPOA8W23fPqxsuf90IQ6d8u5BiopE0OLluJbn/WATjnvdfj3vE0J3yxR/lmfzimi8X7HX5aUFbVKFf39/cTWd3f36/j4+O6vr6u+/v72t/frx9//HFiyBVav76+3vhg89u3bzfmhfeboXm+655i3vOxcF1D2dQRO3yf6RwJ6HBh7+kcVf2p+A64EsCfA03cVJDyH6uy9yphBn+P9o6Hjn82yet+Urp/iFmM65LQ0zXGSatqPA3dPTeuABwBG73RcFBpO91zgEZt6j0Kl8BS+s4ZaZVS42qctHqSY3ItJ1r0LldlDp48uZztuJLWqpBG3rdKOx98RxPpfwpM8JqUnviZwAPbcVDb8T4pKQ8veVgv1SW6PVToOWddSMT76Tx1/nCHkfjlxlHzwg9xVN36/ymviYMFv++Fsp/6oHcl+zJ6Wvnr+Jbd3d169uzZGLan0bm4uBgP6VWIRuBKXivR6rkkc3Oau/wUgpOH0fVMysUT3wXsuqRzB5kEDD5ODtRUh/OXiw3XRfq/82KSbv1NoOr1qCRPTMrbc48Q5x0XCdQX3RlvLO55Uj2SK/VDIJ25oOlQaNVJgLVcLkeZIv3KCRKPXO7IE899Wi7XUQMfxwSsVJK+d12V2mfd5K94lxYQBFjDsHk6v3jhhfKlxaTbEtoDlY/R0+SDNsf5Z4jS5/J0T2UOWM1b+7/j4qema9WpTnLVOQzD5BTVqqyk9RwRqa8OOoVJ5FuVvVZeD709VJIqjvJZl8576gSIz/v/aSXC4uEy/e8JhbxOelnnMAwbwMkLFRhpZZKpFCXbcE8U8yb8kFLy1l3xate3a3Ni+zEM3hfnC/knHiUPAOsRDb6BgHyW0jw6Opqs+KS8pcjFBzdurFft0zCq36enp2O7Wu26J0/v+djMHazqn27pACB3JWnsHHhS1tPKm7LEe/x8lLzfh4eHo47Y29ur4+PjUYdUVZ2dndXFxUWdnJyMp2Wr7bOzs4k3wb1WLg/eT+enH4ZatZlTJZl7fHyc5NVIPnn0gn+KiflvkmvVmXaDqi1eo/xwjvIdnwt6jjqO+TueQ6c5w5CXe6lorHWvO9xXf1NviC+qh4nlHC+Nhfrk9dNwL5frg6MfHh7GvKm9vb1JnpXK/v7+BFTJIHPeqv8KF5L3bnMEll3vPj4+Tmj2KIVkz9MMyEPXcT7HPQ+LwFn6OSWmpx3IHFsPv2oMfEyHIXvPku2hflDxaAT7XbX5gWx31Lie6WweyyflsUq5VExAr6oNkCQvkX8E2Y+1ZxjQ6+EgOCjidQqcr+hoDFj0jsd3vT3+ZtsU4vTb6XLQqGe7FWOayPonNziTv50fBAf0PFX1H/NN4JFeMT3rPEz91bu+mu1CgGm1TQPk9Kr/neLxSUxQlPhNQ+TPusGjkiSNyVtAw+cy6EaSfZr7biH55SCfhePDlavO6Un0eF3uLRAfXIG6IZDCH4b1ri0lFR8fH4/z5Pj4uE5OTuqrr76qqqpvv/12BE6i5fr6ejzcseo9eNEOLdKQDE+XO1e1uSLXfErnPqkeGkKX5ZSE38la4nMKAad6PLletKeNHKwnjZnzyNujN6Y7MoHHUSQwxGR9Tx1wuUxzgnzhP3pEZeAlVwLv7969q8PDwwlwl1xeXFzU/f193dzc1OXlZV1fX0/mvE5YJ0+TzvBUAoYGXWYcmPEaFwp8RvVqfB2Q+CYg1wV6l/wdhuni1gG6zxUudLsFr94jmFT7VZtnXHpajZ+yTl570jrpJMao+kxCgScnJ7M7/1R8dx9dc557ReaQmV6SoHAwCCKq+p1+bpQIWpIy9nf0XsrjSYprGNZhOhdUTRKnwWPQpN2vp/q7hG9uqfVEUu6+SW5fTlzV1YX6mN8ir4t/ysFpTjycCyWKBirhLnm6y1nx3XMEKR1I1jU3kqzLQXECkdp9REOva+SRt+Py5QrNZUzKmW250U9eMYZ/O48o3/XQqAyW/p2dndXJyck4v/f29urrr7+uYRhGj5O+Cyb98e7du/riiy/GOqVPFDKUB+v6+rq+//77iYdluVzG85g8x4yFgICrcp+DlJWq/JFuD83TqNIryPnmMp48DNIB3KqfjBqfdyDPXCjxOW3qSItXATny1b1XngTOZ10npg9Faxw8/NcBAMoaZa9q7SUVeDo+Pp54d/i1BSanq+hvypX6Qjo8tCkeMMeVgFI8Vh30ciUQlXZNeziX9PnYUyfJ686x5rzms37SPsEl9YaHQEnPHLjn9fQMf1MH+HNpwbJcLj/9XYF7e3urly9fbiSWhucmRzJUbbrxdI2M4Ucufdde1WYohfUnpus+vWocdH1LSYX1drkZrmwovE6XgAQVo+eMaXJLSFlX1XT156ED3a/aXEGQPl9N0FXt71BpUVF4CMgngfrKOvV31XvFLcBBWhnmq8r5Gez3UwmvCUhROVEhuYeQ5wCxLldYKh7SEVhKOUw+bk957cjbZEw8TOX89nrTu+JtN24d4KUcpxwRNxri78nJSZ2dnY0eKhm8qhpB1cXFRe3u7k5Ckaenp/Xw8DAmu1fVxMulHVvffvttXVxcjCEb0eyg1OllqMPBuo9Lmv80iJ4zlbxG4gkXAYnXfN/HgG17WPfk5GQEXfLi+fzV3yo8CNYNooM69oc5mGn3L0uXY8n7PqddNgnKWM7Pzye8pW5128MoCvmqdwXOybeqzW+HcuxTP5xPXGQKuLO/HkJTm5QP0kl96AsaPkt6RQf1JO0P89U015ST5rb21atXk3bc1hEUk4d+GoDGJkW91B5zrPj9QP9Wsfql5z+b4xZknNKxA2SIe54IbqqmE9zDgbqm59JHn5OLUG1oNasdg6pPdametCPRwQ+F2vOuHDANw7ABpjwpUzT7BKFS4yRk/zy3oPOA6fdT58TQyD5VOF40wH6WVHLZOxCaA0TDMIyH57nBIABaLBaTs62q1qvubkVUlb2YaUVFg+E5MmmVRZAmWjzvxPuqv13eqKjIQwFT5gcmvqdQl69OuepMQM7HRuDez93iO+S586Oq6sWLF+O4nZ+f1+Hh4WQx9fbt23rz5s1kHmis2I+zs7N6/vx5/fznP6/nz5/XxcVF/fKXv6xf/epX9cMPP0x2ail8Qzrd4LAf7LMWA+k+i3uuqScI1jxHKXmpHIzSU5MWdM578Z2fJPF8KbYhHvFZ926IDl+wkU4Veui8b+pzSobuQJnqdsCa8jT1jUAH/eoTAb8vcPm3j5/oSnRzEcZogIdJHXDQy0MQ7X3vktu52OTi0eWDG5loR1QWi/c7KhmKd7t1dHQ0zkva+qurq1F2mFPoY9qFCT0k6ItSAnryg++nueff/v32228/fWDFUGBCniqeI+UernQau2+lTIYvIVI3VH70vQ+Og6FkTPxZTQhPLpcQ+jkkbsBVP0+yrtrccsx6afh8gqi4ctFk9pWdK6yUI+U0qE4PDSr2n7xdHjZzIEUande6z0L62R+OKcdTfaIxSgrLDZgbXdbXAQ9/l7+7vnJcxLMEgin7Cg/6mNIbknjsisnvqf7Eezc+as+Bpa75WIhuB1ZKzD8/P6+f//zn9fr167q6uqo3b95M6tGBwE6TaP/iiy/qxYsX9ad/+qf14sWL+vWvf11//ud/Xq9fvx771H1Q+/LycsO7mPLkxJ+qzbxD5jA5fQnQMqlb9QqEsE0CKT1TlT+47MZKYNTBj4+xJzdTnjn27B9BmQM+0a3C/LK0cEt6hn3mokbP+9zk/66ndY8AOz3P9jl+5FnyKrrdmEuJcN2e9D3/Tgty8sjzXgnK0uJcQEf0a3FGWZJ38+zsrIZhGPPRNAZsT6fQV72fR8xtHIZhoqdIu49dp1t9LCRH7nzx+rVAS7sE5zxWm1b/76Hs7OyM8Wl6pFKOk7xW3BFIwWVIUNfo6XJlMAzro+qPj4/HHUUpCVxgi/Q44NHfw7Be1foE5PNdonzV5g45KS2f7KxDk4mKWv9z0moicILofafVFa0bcXcbq3jojf3zSTwM77cxM56utjQRuLLVcwy3JDDHtrizhPzRe4+Pj9EDQEOg9nnNDYUMCM/A8fF15UX+zMkEf1PxcnzVr+Q99F2QHpoj8HEj5+PlRX3w8CWf97weB5+cF54PuFgsJuE4XXt4eKi7u7t68eLFeMyCg0UP27OvMjgC2cMw1OvXr+v29ra+++67Sa6OvvfGBGDRKF66ZyJ9F1FFsru7uzuCYO74U31pkeT8U2EOFunQe8o/0t8EEP68inukyH8HVw6KKR+8Tnlh6EjtyZOp34+P692SDPlz7ru+oyyobuqltCv4KT4wfyrJLa/rmss5w3SkU/2Qd52HMOsZyaPbB49G8LuAos9BFWWICe2UB4Il6lLVt7u7OwFh8lYNw/v8x6Ojo3Hn5OXl5Qhoqqq++OKL8aR557f4fHNzM5kfSffoup+76OPo/U7RJb7LlJ40f7vyyXispBCJIJPHStcZDkyM0/V0bblcbnixqJy6RPc5VMzf7mli3VQeTleXf8WJywmke6TfB1+Tk14X1uuJr10dXDE4XzuaHXgQvBHQETixPika905xi6+v4tQnFk8aTvTrOpUmxyUVBxz8O4Fh3vO/RQ/f7Z7lOyl/ivU5P7vxY936/fi4PuqBYH65XI6fNHGgTjChxYmHupOSq9oEsPRucHzYByWtC5h//fXXVVVj8vmrV68mssucDi6UVN/z58/HNuTtvrm5qYuLi7q9vR1zrRw8iUdzRykkedM1H8dOTxC0DsM03Oa8dN57Xf4cQ1wJbKl4dIFnOXFuS88ytyjJfAKH6bnkoXWdycM7vXgoOyW862+fMyxpHKUjuVmFhbLvY66/vY2UVK/CtBCnk+3Qw/9UekYHWLzP/F1VE2+VwM3h4WF99dVX4/jzEF7y4MWLFxFQaWz1nryEelf9J02UB5df5VpWrXOwZec9X1EbDXTAqwCi2tN7n8XJ62JwCqNxh96cEmZJp6t3kyXVQw+UQoBiritG/Z+SylWkAD2xOU1Ap5GAxJOVCY7mAA9X2FIeVbWx0nNaCG5UkhIg4Jv7v6pPuBbP3GjRnc08Ay9dsrw/Q5rTuSkOwMgPvus8oPFXnQ4O2C/KM1eLrI/Ju5QpGSreJ43MxUq8IqD1+7zOe8noJ1lX6fIafB4LIKTiMk0ZVj3n5+f105/+tF6+fFk6aJigTt4PKlNXolKwx8fHdX9/X8+ePdsIGb569aouLy/r4uJiDFPwg9wO2slj54nLghtZhQTTO3q2C209xcekJ3x83DhzYVdV9dOf/rQNH8mbIfAtPu/t7Y2f99Kz1KfdwpIlgTPxRIVzfi506HPf+Zfml/PS+ch23XuVvFlpbvqxM9L7Am0d393G8b6DR/JSxfnvdji9I37r6wfa/HFwcFAvX76sV69e1W9/+9vxXfbbUwDoGVM919fX4wepaUs8X8/BFeddAu6pP6zPU4sSNpkDVp9EKHC1Wo3bVYUqHx4eJievu1JOiZwqYoSfVp4Eeximp6myTk1KKVhX/t6mT16GNtWvpIRVKAiev1OVd7JU1eRcFU5UrtB4JlXV9FwX8oPuda2OSatcsg5G9LfnTfG3X5cn4fT0dJKfQfcyeclJk8Ch+uU7/ZxnBwcHkxCgZMK/J6h2pNRc5lKeimjUbxreBMb0DIGK85Pvqm4aXU9ErqrJoaJuvDnuDvz0jCu8pJyoJCVjbqz5nMAe61FeUuKP6KNxYyhJIYfDw8NxLOSRYl0MpegZeVwIqvTMs2fP6ubmpn788cfa39+vX/ziF7VcLmt/f3+ki8ncCYgqzMQ5yL54flsy4p5j5jzydpPBddBL3UZZI22UWXoIpQePjo5GffbFF1/UcvneM/Xjjz+OHx0WD5bL9eniadHBPvGYh2Q4Oa6exJ42gjhYS8dcuK7gURW6x5B7Ms4pH9DBMOlI+oB95UYO5mHREyjvoNIdfDOTz0PO36fANWXCwYna5jE6pP3k5KSeP38+8VhTb6cxdx4pfPj4+Dgmn6suhjedd26jqZ+e4oPa53dFq9Y5VpJxr7srnwSwkmES4U8hSz1ze3u7cRiYDxLRJuuqWufcpFwuDZIrg4eHh9Eb5icyU8mpDh0ql/JNqqbbZUVbCh0RaFG4GHtmcrUbyqqpJ0ao348qoMu4UyY8U4Y0sg397YnxFEjylUm4d3d3oxI5Ojoa84WYM+WgKt13L5lo1ZhKTgiSaNjowWJRf+j299WeNhOwvwQEvEa56BYSfF9gqgtZ+KKCPCGN4rkMvAAnaXPA7sYugUWCTP3mwsO9c3rPZcN56kZRvPCFz2KxGE9V1/PMeRNdWlA9PDyMxv/+/n70WCnfkmdbKYk9re4TT1wf0OAzUZ0hvsQb9Ut95m/ON/XVeVQ1lWcuYASkHLyfn5+PdSvcp7q4aWhvb6/u7+9LR+YohKpzwnRAJoEkc+iYi+qyQrqZE8VcUs/ldKBKmXUgSj5Rz+ieLxTFA9oVgmk/JNmfT5828nHkHCJI5O5dB5YpYuGLcwJMLqzZf/KRNHaHfqpozknH7O3t1fX1db17924cYy2ECDodBJ+fn49zUXbz4eGh3r59Oy5wfXz9+J4EqBwDkB9pHosupgQJbLmuSuWTAFar1WrybUA3ElWbCHG5XE7i/I64fVVEtKlnZLwpgInJPkDT0ziEAAAgAElEQVRJaWng0jZqTyJ0xexCSsNfNQUonsBHV7GuU9CcJ1ROPEXYQ2YOXBI44pg4uGICPUGI6ia9ek7Pijbno+p2Zemy4ee4UEnqPYUp9AwnrPdV3gUPuZG/9KhxfPi86uvyXrx9ed9Etytg98TwvRS+cAOvMTo4OJjw2xUQFTVXj12/COqohNSPq6urjV1qlGPykYCDq2OCFI25wn77+/v11Vdf1TAMtb+/X7u7u+PGCNXt3yWteg/47u7u6vj4eDws9OTkpC4uLkbjIJrd4+NjILDEzwiR5hQCfXx8nOw4dGOZdCDr5PjyefKJ85zhRIJPyrSiCFwcKhH5/Px8rFvvVa3DKPpfG5P29/fH3DfJmXv6XEapyzy0LVDIvjMZXfLj88VlR7ynHKrtdA5X5xlcLteH5QoEeJ/Ef16jZ4ggjgBEtDE3lUdQuN1KSe8aJ8qVFlYuu57T6/O1au0U4LVnz57VMKxPm5cH+ank/mEYNhZcop8bTsiLlF/oNom6pANdfs3f9bZTNMnLJwGsdnZ2qqpGpKsi7xDd9rynXIm9vb0JU/28CYKwBJb4bheXpRI4ODgYd22ozgTWJJTc+eGDrJUIJwlXDhrYo6OjjRg5BT4BkWTcE9JOgsXJrkKPB0ETQQsVA407z5BSH+jxcUXgdLPQXa82PURZtXmUAr0Dos3zX9JuqqfOi9L/XH25TKW/xTuek8V2064uN+YeupUs+Kpaz3K17OcpibcyTLzn3pKqqSLjooFy5CFSB99OI6/Lw+R8dX7e3t7Wb3/72zo+Pq6jo6PRA6335V1O+Y96Vn0dhqHu7+/HvI4vv/yyvvzyy0mfVJ/aF6B7+fJlm99BI6rrzjPfhcl7asc9reLD+fn5SAfHjPOBRl3FQRX7uVyuN/no23cq2kJPna2cGIJOPXN2dlbX19fjzrAkL27YNAeok9xwdr99Yei7jb14ekOabw68OI708otu3dPYiEcO1thnjo/zh2BNNFNncgEuWXF+Oq8ZSnQAwTHoog8EhsPwPlz84sWLurm5mXyxQM9eXl5O2kr2WL998SF+aGch++f9clli4T3ed5Dl75K+p8DVJwGsVqtVFPjumz1Vm6erSwnoPaFzR5xVa/e1M2+5fJ8P4IqZKywJeHLZqy4JtoqjdU82l3D7Nb1LpeueGE0093pRKUkhkAcCHFpR+zlaPE9K5e7ubsMLJTroUaOxJy3ylslTJgWr/pF/5CfpIuCQR0egzHONEkASAGMukfjsRy1wa7fnWQgQ8XcC5/zfCxWiA33VI8XEXBc3HioCqgmosT2t9DT25C37nwww+en91DOSWdFMg0+jy8/akEaNYfpYusvFcrkcvSrq+93dXX355ZdVVZO5zK82uIw9Pj6O5+zoOb6zWCzq4uKi7u7uRvDgQNh3LonmxE/12/vjRt09xn5Nsvz27dvRq0e5m9NR5GcyFAzvEDyxDaZLXFxcTEIn8m4uFotxHPb390e+EhxSrjtj6/Km4vzmu9Rr1JXsP2WeOXGaD9S5Hk5nBMDzu8gr8tfnskLNwzCMp/1zjKgjXT/yeAnyIxXXA+SBRw0YYlNUo5Nh6R0fz6oaP0Itvih/zGl1UCN+pXQU/u3ef8qK7nGXP+ekA3WfE/594URrVz4JYFW1Jpp5VuoAE9qr1sDJmVA1/cq9b5vn/2rT6+HnaVzhe+4I63HAxLp99eZ0VK2TwrvkPE54AibPOVDpYuKuTFJuURLytMOMSks0O4CjV8mVn/7nJKZHwT10uubvE/SI7wSzAlwJvPB/z3Xrcpj02139ChlWZc+Ut0t69B7HQ/cZPmbx1TO9Ptx44LvG1HYCix4uUb2ed0El6zkoBAYah7lcrfSbxpZz0cFd1TRhXQDrzZs3o0KVcl8ul+MHc9mGz0V9sLlq/XmLLj8jjQv7kEBc92z627+TyNxIhefYRgIq7qF1w+orf+W6VL3Pj/rpT39a+/v7I7gSPy8uLvhB2o3F7uHhYR0eHo47AV1O6YUTiFb7rkfkTWOoj8CS/VHROEsXMnIgXaJF4VM5cx1/OX+o593bqP7yc0vDMEzO1lPx/ECd5eSLVdI6l7KR8kbnQJaeU58c9Iom0a/719fX9e233459raoRQHPcVZcDTLXvnmrqAdfL+p/nirENf1dj4/3ywrrcA8sx7conAax2dnZGgv17S92nYqqmwsXEMobtfHu1GNydkeWgiANIhZDe8UHlAZHevicGsl6ukPSbgqJ60m471ulC4zv0qKTkPSLIYTJz5wb2cUjJlEye9503nOjJuPik5j3xyUEfx4qFY6v3nU+iVbtaxOfuMzdURlQc2u1GUOVGRGMgkOaKnQClAzHki4qvoGWAJHMEpFVTrygBKseJPPbNDb6K1/tuxEUrQ4C65yCS17x0gEjl4eGhvvnmm/Ebgs+fP9/4lqjCpUqo5jcCxXPlWF1dXdXFxcVo7JRvJdnQHPHddASEDqJ9fqfEdeoy8e7m5maSt5V2Krv3N4WUebgpF6D6HqDG7/DwcBICFC2/+tWvxr9//PHHevbsWV1dXU2eff369UTP8rwr/T48PKzXr19P6lefCFoUQlLhpp2kRygbDJETXImH5A9BnXQh5xPr9IWX6Oecp8dKmyE0p+TR+vrrr0dgwv+ravzb5cn7QJolT1x4cd6St3qfICrpXNKt3LOq2uD7xcVFnZ6e1pdffjmeA6U5RP65PWQdus4UILfDokO8YRhbfNLznD9s0/WHfgtrKLQtvMDnOkA2PjN79++h0AjxGjuSzqjS37qnkJ57t1xAq6Yr65ub91suj4+PJzHspPg52L6S4T89w//5rCa7FEA6zsB3gVCBcpLQ2It2GmOu9hK6990wDF/qup5175JAE/PLPAG32xYsxSd63aOW+Ce+eNhL7/nkoYLxvDTed+XFcfTVpRQxwaOvqmlcFS5SIfjxvnufkrzJuLJOB3waV55tpTocVHNcfLep+Mnt4EnB+Bxxb5XqEjh1hUtFzzr423fs6p/q4ode37x5M24BV96mu/fv7+8n51apHv96gusS0sxxoAeG3gSBaNal6zQGkl/mz6VCsKw6uDmEnm7KFGn1NACFFfWs9Kh2T15fX48eLXm3/HT5V69e1WKx3lmocDAXszpvjN4GH1MtPujN524/zj8uEKoy4KdMExQLQBGYLZdTjxQ9YJrnzL/k/GTOkfrFYyqUiyR+ivcPDw91dnZWe3t7k1w0ea1c5qgjOdaUI1+YdzYgASoH+gR5ek7jq3vaTLa3tzf52onop5wIXEp+2D8/vFNj694mt+UOPP1TdOwP+646mSzPRUECm135ZA4ITd8K1N9V61yJqpxYhro24q78Wx9QpsL2rfHJoHoYMIEmlZRjkxQgjU7VNCSmwtWYx5sp9MnL5eBEbfj7UmD09HVF/FV40NumwEtxdUaBhrZqvYrmtmwZFq7I+C4VIccmARS/RsVKvlZNAROvs+6qnCDPZ8lrAi5fUTo4dz4xX4nPOwDh2Plv54E/wzoYHvLkcfaJK3Iaaz2XvLYOLNVGCjvoPdLWzXsqVB04rLH5kz/5kzGB+u3bt3V7ezvRBfxg6+HhYZ2cnIwhr2+//bZev349/hPYorzSI8gTuH0MyDOXW+9zGh/3lieDyL9dX7n31evWuC+X7w9elcevaq2X/bMhPExRz93f34/P+UL44eFh/IzJzc1NffPNNxsg0/nmOpDXXSc4HxkK9c0pHg53nqYwusABczr1Tx8e1q5SyZTmgXaY6viJqven/WuXsvTlixcvRp4pp+8v/uIvJoBd/VHRRqm/jYzoNzdZUc7cztEjlkDdMLxP1v+jP/qjevnyZf3617+u169fjzqK+stDcrr2B3/wBxNaNOc4nlWbG6zoFXM762ProT39nfhE2vj+J39AaFX+LqDKcrmcJJtXbQoHBYGDpmty7xFU0VBxwviAJbocFZMeGU0aLz6jCeigyY3gcrnekeH8UJ3MNXA6fHuu3tX/Ukoed5eycECUAKuDDF1jW6SbRRNaz3Mloza4SvQxYT9YP8ee9DBpWv2jEfSt2inHytslMGMbXIVxvIbh/crXgTDpdfBGJSE+e6jPaSNAZu4XgZznlegdgWzyj204qKMyYz6JAzEZ7Q58cg7f3NxMNp/oGsfW87fIK33/s6rGcBP7OwxDffXVV2N7ygP6xS9+Manr5uamfvnLX455VsMw1MuXLyeftaFsEpCycEwJcuhZ7cBVymvjePu8TGCVnnrV40d58Jnz8/OJYdeJ9KpXgOn+/n4EXAIS8hCI/zobjHla2jhycXExoddljH2m11RFizB++5RAi4s76TVPRvdC+Xbwyf/dGygwXrU+g0nl1atXk9Cz6r6+vh53uYnXrHtvb2/0eiUPqfOExl+eS9fx7DP754DM8y8lMy7fbruWy/eLixcvXky+A1i16QHm/wKk9Bze3t5OPHZOl+SGffH6fT65HuD/7APnGudget7LJwOsqqadqVp/ib5qGv5jp/xE86r3neYOlWEYYoxUdQl0uRHks74a1z0VKgV3vXJCUnh9FdaFtbxduscd8FGBD8Pa4+MrC191OR0cB/c6cdKyv5yABJYOqMgzAgC6qJ3P3a5BFc+dIHhQ6RIOuTpyIEvl7IBFvGIRXzyETIVPMEa+cgXHvjpw8tCN0+QJ/8vlcgPsExix6Fm9K7pIB+WNu4n0ftV6Puqso+SNHoZh9ArprCN6jrg7Ss+TP2xzGKbhQe6Sq6r69ttv64svvqjFYjGCAM13ncEkUMEdawzTKGxFvhJI+ZceuGnCgTL5yPnjICvVy7Ggh0klJf36R4MZPqOBEs845tp1qWMDmNelXX4vXryo169fT3TW69evRzC2v78/kbW0aHMvMWlVfpTPx6RjpB+r1jrF87NIg57x1ArmV9EzTSAiXssj9fDwMH5eabFY1G9+85txoSJZqlqDTgEGN/A//PBD/fDDD3V4eFhffvllDcP7Iyu0SFDfuUmFoIr9c32RdIYDEvGRz4s+179p88rr16/r7du34yGx19fXk8gQZTLpF/FXPFI7tGeeVpLeTXou2YaqzaNsPMrE/v1LA6udnZ1/WlX/cVV9v1qt/q0P155X1f9aVf+wqv66qv7T1Wr1w4d7/3VV/RdV9VBV/+VqtfpnT7VRtRnyU9K5QA/dzVQqUn58drlcjqBKzzLW6ysRKfeqqdJz48T6XMm7ItM1hs3SYHDAfCuqJ+hVTV3ZVZufQFGdpFOJnrpPhZHyuZhfpTaowDyngH1N/fJri8Vikr/mE4RHNoiu5NKVEj44OJgoPzfyvip1EMV2xR++x/wOnvOkew5m6VWR8vMQLBPvqRz5DOmgTKkdenAIgvS/K4qUbMvzjwi+6Q1jPWpT7acVv+pXHo6SxZmXozxGzfX7+/uJZ0Eg0PPHfOUo+mjQPXQpnfD999/X8+fPN+qT0Ts+Ph71zHK5nHx4WTxg0jf56PRRNlQ05r6goAy6F45G0OVsGIbR20Fw5CDBjXYHTHlNNOpUdX4vlZ8rUT7Nzc36g7minZ8o0+eB7u/vR4P98PBQJycn9fbt20mf6bkmfzTXdZo30xHEX80P90p5Qjqv81nPR1VRvV4oDwqd/uxnP6uzs7P67rvv6vHxcSI/DmC0gNA4u8dTC37x0/OQ9L946otiB+ucIwRLPvdYh4d+9Y7KcrncCC8r3K4NJH/4h39Y7969Gz1YepZJ59qNK1nSs5QD5rj6DnrqSMqxF90/PT0d9bODpWTX+W6ybyxP5ljt7Oz8u1V1VVX/E4DV/1BVb1ar1X+/s7Pzj6vqp6vV6r/a2dn5N6vqf66qP6uqr6rqf6+qf321Wj001YvYlb751RHsn65JcX3f5eer8yQYjnC7PA/9TQTMQWU7TwEoB276WwrEd5xRobI4GPFn9b+7b6loulVfxy+CPae/Q/a87iFLKTlNTtKZdrFwlZb4w1UuwZv46+N6d7c+HZsrI/Kjy8PyyZgAqis2Jt46zxNPeY/v+gpP95jn42FKL3Oresm4Gx2Cx6rpfHFQIKV6dHQ0ejW0ldyVq5KjCZR+9atfjUZURyrICHsYk8CKtFStP0mj8HvVew8KD7nUDiYlXeswy8fHx/rmm28mfPNEYvKr4zPnY8rnZH3Jg6E+8WO0BO2cAzS8zCFyUKZnvA2NSVWNuyWPjo5qf39/TCh+9erV+JvyKACm9wSiVb777ruqqjG06uCd8quSciWpRyQjvhnFPSksvlBxnclx5QJQ1xys/OxnP5ssIE5OTurXv/71JGzKiAhlQN5Vgh4+p4NvtQj6m7/5mzEUzRA/++06niXpRX/WbVgC4aqLHlfpp8ViUT//+c/rj//4j8e59fr16/r+++9HWRFfPD1HPNCZXlU18V7TZjiN7rWrWs8nOV5OT083nBDqMxfEPKeRPNac++u//us2x+qjktd3dnb+YVX9bwBW/7yq/r3VavU3Ozs7f1hV/8dqtfo3PnirarVa/XcfnvtnVfXfrFar/3OufgErFYYKnHlkEL1cvp1axQWF7zKvyxWjnusUkApRf9Vmoq9cwxwc96y40WdJE50KZnf3/ZfF37x5M9kpQ5rS2S+siy7WzmtFzwiVEd9LwEDtdbsDvV22zR12pNVDhvQ0iTb2naVLdCXfSIuD3gR4PExJ/hAwJkNHmWCYdm5VlHjsnkwVeq7mAB/p13vkU+q3v0vjcHZ2Vqenp/Vnf/Zn9eLFi6p6b1Rfv349Jo5X1Rj2+wf/4B+M/Vbir8DU999/X1dXV3V9fV1/+Zd/WQ8PDyO4IX2kjSt/AQXXBaJRH3wXMJCcS5kLADAHKYFcX9kTnLrM+xlLzl8BBj3D/jFpnmN5d7c+LFfvERT4Isfb49hzPHVIqDxO+/v7ozfq5ma60+/mZv3JG+b2SSeLvw8PD/Xq1avxHZYk9wI4VZunqvMa9ZTLaMoP6njDL2twjMRj59XXX39dX375ZT1//rwWi0V999139Vd/9VcbMirPFsFkNyZcqBwfH485gRcXFyNoe/v27cYimfVSPv2a21e9m+Y57/FaGqvT09PJLr8XL16MvEmfNNIHvDVG33zzzdiW+Of2RcVDfD627AMXXN5v/c+FR7L3+n13d1e//vWvf+fJ61+uVqu/qar6AK6++HD966r6v/Dcbz5cmy36ViAZI4+Ul+VyOYbu3EvFvylIrEugyldafE/KhPc8vKNyc3MzUag0wlwNpEGmAU4eBuUWOI0MxVS9R/PudZEiSp41JpmniUHa9JXxFOajsutWMsOweWioT2om9FLISVvaLZkUotpk3QwDkA73HrFuhhlTPgInn+cIEOAScLunwcM0aiPlhdE4OC3qW1LQpMHz8tyw8v+0EqZi8t80xMfHx/X111/XF198Ub/4xf9P3fv0RpYlZ39B8rJ4m8xisphsspU1ZqM5mII0QA80wGAwA2hhwQt9Ai+8MuDFu/beCw9e4AW88gfQB5ABAwPY3ngzi4Y2aliyRlBDNZoqNBvFabIr2UwW/1YnyUvyXaSek7/7ZCRbFgyZPgDBzJv3nntOnDgRz4mIE2cnLi8v4+XLl7G3txdXV1dTFoKIKPE4T58+LcBqZ2cner1eCYIdDAbRNE3s7u626O7CNXOjeZySrh8eHraSGHp9WZ9JZ47FQwBB80Agen19PeV5Pae/DCyrL0x7wVgrrqzFw6rX3cukYyYP1S/yis6Bq+u6uAkJRJ2HRNOqqlrxQZojssSJBpQrEW1XoFvpfTzoCqUV0DfksA1MtaDCXGH8z7njvK9FgvqqTP4CEz6Xnd4+lq7Ys/nKRZ2DhywEgkXj4osQ11EuLzJwRhAqS5r4Uxbq4XAY/X6/WKg7nU4MBoOyyJJlWoXWWc4J9sfdxxlg4ukJs2jhfZO1XYs4r3vWTvdS34O//j8vc8m11CQ2Nzf3HyLiP0SMGYAHKXMV5MqCgo9AijFVTCbaNM1UXby3aZrWlnAVZ/iqGufv8YObHfCoaKDEGMxd40qFwk/1KH4lA0au0MlUDm5c+AgwqW0Ed2qL09zdF7yuez0HlZvhWSfrUv8k+NykTeDjAp5B4vpeVVXrDLxsteHCX8KIY0paOh8QNPE3uiio6Ga5rTLlnAEt/s/ckpmA8x2OrrQphNk2/Z6NofN39l1ui263G9vb27G3txf7+/sxGAxKIPP79+9LDKVooeSbGsPDw8M4PT2NlZWVePHiRdR1XcBWVVUlBYJcg66I1EfRnjzXNE0cHR21AusFDDxwO2KSEDSziLqCyaxW/O/t87mm7xcXFy3XOJWw7lObuZqv67p1LifHR+OqMadFjmOssAy6r+SukVvw7u6udWbb0tJSK+YvYnpxLGuVL0Q85sxBg6679d7nnhenOccvC3x2V6A/75Zs9Z1xQr1eL5qmKYuITHe59V/1ubL3e2RQIF25o/nJkyfp4cs+TzOdxfcTaJOPfNON5FHmSpTeES9fXFwUS534RS539Un3M9ef2uF6wGnKtrMdnCsOwpkw1nVct9uNzc3NkgYjYpLLajAYTLmdvfxbgdVgbm7uj+AKPPyX619HxH+B+34QEQdZBff3938ZEX8ZMXYF6vostCzgRYSqot8ipmOlImJKiLsw8ZgGV4Q+6Wcpy4j2QaeZUKWi8512ei4z5fqko/D2XU2iAXfvaOL5DhGuBhmwzDaxzYyxUr3sCwNGdZ3vUfsY7OjxJ5l1jDTTO3SfghAd5Kn9BJeeyNDN/GwLgaBbn8QnHrdCYcL28x16D83ls+JzMtDlAoJ1czxdQakvqkPvzeISMqVPZcK2cYVd13VsbGzE9vZ2bG1txW9+85uStVwKgbTU3FZdTAp4eHgY8/PzcXp6Wg5Dlluxqqoyp09OTlrzgWPmQJrKSitR9tnHzflolvWSINXrcd7gs94+8qnf5zyQKefRaNSy5M4qHHfyjfjarYBXV1fFZSrLjBSeArQJJBiaQUVJ2TsLWOp33/k3S7FGTC8IWRwAuAtRqREuLi5awI3zW/d6vRybpmmm0gvwM2WzZDZ3xrH/1FXsK1OIqE6BA/G8ThXgwpkbgVynOK/TwumxrRynqqqmwC7HwHWs5qlSm/A3pyXHm6Ez6uf8/HwxcjB1ketltsn/U/+oaLF1dXVVUkZEREnk6jw7q/xbgdX/ERH/bUT8T//y/3/H9b+am5v7n2McvP6jiPi//jUV8sBlDrQLIhUKOFd8ERNiMsMy69dvdAnyPtXr1/xz5ibw70wFoGvcCuvChf85GdkvrpQIFLgapMLOBJDvvlMQKNvqljZNTNZFs7vH+mhVIGHW6XSmAJ5+y/zozhNuhckUkm/TV9sz0EggK0HuLsNM+WVg9+zsLFZXV1PgwXdznHhfFtv1fcDKAWVE+7Dw+fnJQdtafbFdup/1k99UPEu6BBz7w/QmEVES+11eXrZW2Qpm9XZoLJjiIGI8RxT8+uLFi5K1OmJyTiDz45Bf3KrLcfTUCdm81rMOtrMxi4g4PDwsykljkPGL8xLBre+EnCWbnEdmCX0fX8oG8nt2n4+PK0S6uZjDit8JHBxwqq9+NI+77yOidRSQ3H2+SceBmL7Tta9yfX1d6hFNPM8Uaetz0cdFiU89dY/LY/IXaSCLTjbuEeMYRaWtkDWR4DZb8KlPWRiLy0JfNEt3sc/eb8l81kPZw7FU3xnvSP3k7eF7abDw33wR4PPCdSjlI4PttZipqqpsRPB3aVHxfeVfsyvwf4mI/zIiNiJiEBH/Y0T8bxHxv0bEdkTsRcR/fX9/f/wv9/8PEfHfRUQTEf/9/f39//l9jaiq6l7nKDGPDQFQRDy4a9Dqa7kDZykkFgcimcDSIBI5Z+1xwOUTQM/4jgrfsZOtXCImW+TZH4JLgkc/YyvbIcjrHhhO+un+Wf5lPU9B5eZ1fvagb9GD4InWpywOza0tpIErWd3vbjznBbe+qd1+LeMlT63g1lCCBVmtJFxdWRIUZK5n508qJ/I8g+j122g0KrE+Dvpm9c0BR0SUfD0KrtXOv6urq9jd3Y3d3d1We9xaobqcTvrvsZeyhG1ubka3243Dw8P47LPPSuyOg+pZlkDOZ/Ia2+mWRALRTElyvFm/nlW7KMB1v4LBvd2c594XgjvOO8ZvMckq63V3lAMI8Z5cow6ofM644s4UXMQYzGoe63ePe3JZwLooezQOs2QM300ArPYz0J+04GaBWQtfbrBRtvWVlZXY2dmJ7e3tGA6H8fnnn7dANXlGfEqQ4YUgWvNL4G0wGLTyqvmmI6+TGxkiohU763M6cydmgF2/ZeEEfKe3gXrG25bpao4baUOdyt+zRavPU+rbuq5LQlwV4RDGWDmg+vzzz//twev39/f/zYyf/qsZ9/+niPhP31dv2phqEmyms/48zULEhHDc2ut5rnSfiitXXXNFS8DE7xFjoSCh6DvXIiYMmfnvyTAR07lZdF/TtHeOUfC5P9+Fne7nKsBjjbxtmZuP7WH9fKcLTl3XxNF3BuBnVip/PjO7i/6yBkmYcNXH8XQlxNVbxOSAZbWB6S2appkSyhwvV0CumGSGFx3dmkph+ZDgoiAW+OI4sC1U8C6c1HaBBt5L4MA5wbFikH3WF40Ft0w3zThQ9fz8vLXRRO/yfFHss0AWacSFlXIl9Xq9qOu6BMg3zdjFoLxI2diQ9nKhcINCxGRbd8bfBOlZ0k6nI/lKSlT3y+Wpe5UIOSKKlYdtdVBF8E9L6+rq6pS7k/PB5UnGd86jmbWDYy/eILCnDHKFRoBPACqQornpFlgm8mW9BFIciyw/Ed/rcYjcKKT3qQ2URwQHbJ+U8O3tbTx//rzwueokHaVHmGpBhXJNxyvx0HAHtu6O07MuX+QOlaVO75L7kP3L6MXv0hWq1wGo2sVn6JqMaB9yraIFpvroHhj1R989Do+LFbY9A8aiu8aCuoOySNdpkWX1ty8AACAASURBVP2+8m91Bf6/WmQ1YyyUfPpZYk8VBVjqM4sIRKblJJ5FcK4mfKIS1OhMJrrGeEgoVw4EHb47hVaqbCWo97MtvMfpwpWu2kQF7ysb1uFA0ekZMZ4MmhgS4iruZvTJpneSuTUxm6aZKSA5dgSXUk7D4TAipuPrODmdLiwSKj4m7g7SO1xJsU4CLL2PPOiTlfxHsKW6lVRThe5fKkjNERemGSAjHWTRcOXJVbsrRik/rdTVdp1vNhwO4+joqMTeuFCWsiHImzUvKUSbponz8/NYWFiI/f39WFhYKO9cXl5uHVvj4M8tNFRembIWjTQnfNGltnEhwTqy92ncFeD/9OnTAjzJR91uNy4uLuL4+LjQv2ma1lg5UHYaq5CH5faSHHLA6MCZwJ39FnidJUP1OeNN0j2TtZRRPlcFfAQQIibKm2Ahop33zi1ZtIbpXm6+Ud/VRu8n06ewP/KQUFbI5U2akn/EKxkNfcG1uLjYAnNsr1t/WJfTgO+Yn58vFk6PZXJd4MCJi/RZfJAZDfSd8bce3uEyh3zq+pJWt8yq6xY5ur7X1tZiZWUlNjc3p1IWMXY7Ikr83L/GFfgogNXc3NwUQ3HHH02oFEAcAHfhUZnpWQE1LxnK9f/Zqlclsxi45UbPC3xlOywyk6ornVlFK0Z/pw5QVdtpDYuY3pHoE89z6ChOhwDDhZzXo+cpzNyt58o0Iori1u91XZecYNrKLKuFzi1bXFyM8/Pz+PbbbyOifWQEs6bPz8+3rFhsg/7rft7DLeS83/up+jLAoDHln7b20jUkOs/Pj3MIKZ5F6QhGo0m2a90rwOIZwim82V8Gz6oPjF/RNa3q6H6QoOOOsYj2bjCfuz6PXBmTppll8t27dyXm6urqKo6Pj+PFixel3YPBoORHIp0pkDNl7osJWZcyd5+DX++TBD0XAUqYGREFDOqaYs62trbKwvLy8jL29/dLVvqzs7PY398vY+Vy0Gmp4sCe40Ya033kYEJj70DM6+OOSIL/DCiTZr6hxpU7+cPnGJ9hf1ko92bV4TvfHJzQMkJakZeqamy1Us6mly9fljmaudtn6S79prn15MmTuL29jdvb23j//n0rPpGLUrWPoRbiXbXZx1ZyUe+nnsl2jfO7ns9cjyr0CpCeaisBN0EN7/WFg+QbU/qQn3x+Oi/QQumL8W+//ba0R3KNNHGQNqs8GmDFCeUAyJUXhbyKC08SQytkCa2I6diXjGD63bf4ZswpxuBxC7zX63Qz6t3d3ZRLypUyacHt0BHtdBN6D+mjrdGM/3Ehwfdy8mS5X7xveoafsy3QUtp0rWX00Wf2fWVlJZ4+fVrOehMgiYiWsFlfX4/FxcVyKrzAlejM1bpbn1SovLyNXhyQ+TZ5FvIvi6y13PWmZIMcL67IPDlgBgIIEpnYkP2k8BCPeNtdISq7tOpQgLzSJiheSAA422ofETPnst7Bdy8tLZVt/RFRQObm5mYMh8N48+ZNqZO0IqAl/WR5o/VQ75aLRvc0TdOKbVS/Vb+EPenF63LnKON70zQlcWJElHw+o9GonAnX6/XKGWuird7vVtKMz9h3lod4Wb/zOb7LQRJ32eqPwfcuW11msE7KGcb50CpFwEX5JbnGhaDHcjJflXaVOXhj7i++n64y1e+Lj9FoFMPhMF6+fBk//vGPi0WVVltah93l5eNHZV7XdXFxqw7SjHqCngHqMB9Xj20in5A+pDl3Vbqu9GD17B72i+khyA8cN8ol3ZPpH184ZjzufdE9t7e3cXZ2FnVdF33SNOMdmK7nHWjNKo8CWN3f3xcm80NavRPsXES+enQlSXM7hawKLS4koCZshop5D9sRMe060fvcT6//XEm59SpbfamNjD0TsPBJogkoc7f7tOXao4DS5PEJ5YBJbeNEVt08x4lgkjTwDNK0MIim3W63/K2srLTOm1O/pcy73W4r7uby8jIGg0EMBoM4PDwsR5NwrOje5XjyHaQ9n8+ApgMHPUd3DoVsp9OJra2tkjdFhdYLXwzojD0J7L29vdjb2yuuMJ5Nlq2KvR9spytOtd0BpuagBNFoNIqVlZXodruxu7vbyiPHVClUugIi3BHM+n2+6Xqn04n19fVYWVmJlZWVOD4+bs2ZiPFCwi0UvkhhGgAvAgwCNdfX160z7ci3nKeilbZt/9Ef/VE5+kXJTpU1++///u/LIkOgLWIs6Ou6jvX19dje3o6maQoPqx/kN8pED33I7lMhaHlo15X+CNxFA1ovRU93s/oiVm31IHMpWtGB1uIMlNd13UpE6TuS3d3H/kte+WYYvVMyM2KS9PIhdxt10uvXr6Ou6/j5z39e5I94lHPK5xdpJKtmxFiW6nmBb/Ujy6eUgWn1jeNNeT0ajcriiLn92EfqJoFf/uablgRixSNMC6TimxFcNrnrnTKX/MAFEp9X+7lRTGMrWaQzCnXcluLkIqIcHURXvluAs/IogNXc3FzL8uJCVf+FIl2heeFAOBEyCxDNlGIWuby43dQngJ4hyON3f48DPyoSrpRcufFdPqByGV1dXbWYkIpVzC2G4s5ACldaNPjfV3QcF44TgZOvIAggJQCZdJE04gp3fX297Nio67pk35aLJCLKzkdZGfb39+PP/uzP4pNPPomtra3Y39+PTqfTWvEzniDjN44N+YTWHP3JGigB7+BASpqlqqpyaGvE2MpGoLG0tBR7e3stWkphy43U6XTKbqGqGlsxpXxFi4i2NUjjrXFlP/yIFN3vLh3STbGQVVWVg4xHo0mQradOoFvJg595zRcUWqWzvVtbW9HpdGJ/f7/E2am9fiis3sP+kM+4ld/n+Wg0SuNNsro13hGTAPVer1fq2tvbK3m9CJCU1FNAdHt7u8V/a2trxfpBpedpCtyNwnnobl/1izzrMVEuwzRGtM79a2Wx1+tASZ9l1Y6IVoLGDPTTcjXLbciivjAEwncn05vgzwk8MBY0K3t7e7G5uVmsnqI3eVILJF3j0WwCTAI5EZPcYG6J9dhQgkddV9vVL19gc6cqwVrmInZ9R2Cs38lj7D/bzbnC8WSsr+ah6uT5fRxfd4/rPQwDYf+ur6/L0Tsax5ubm5ifny9eA8Zsctw8HUpWHgWwimgTu6rax9Cw0EXI88bcv+91qvhnn+CZcueAZ6scBzxcjYjZadVRG2gd0kqNSD0i3423srLSMuOenp627vc+ZmCOTOhbdL19pAP7yb6pKKifQaK0znmhSZY0l1l2Y2OjgMfLy8t4+/ZtRIwn1sXFRVxdXbWUuaxWBwcHUVVV9Pv9Esuyu7tb6OOxY3ovBbSPBWl8fX1dxkxWPxc4ciNpNaXxk/8+YrwBwBNfNk1TMpa75en4+Dhubm5iY2MjNjc34/nz59Hv92Nra6tYjIbDYVnZZgsBjt2snU/kYfEKgZfq4mpOVquPP/44IsaKPNsB2DRNy4XrbaRFhBtU9Jz6qZxWu7u7cXp6Wlb1WkhkVhoBewrIpmmnouB/gpjMYkI68FlZGxngr7kqwCxFKrcpk2oKKEZEPH/+PLrdbrx582bqyA/R3uOFXJY5UIyIKdelg3+CsoyHKDPduuGuymxjClOMsG7erw0yDLp3XUGlLqCR7ZRzmezAWLSjvFIePm60YfGxl3w5OjqKpaWlkoJEO1oza597azSnbm9vy3vp/pPlV4tV94ToeVqoKNe4mFUf1O9sR6Anc3Z+4IYmT48hmvi8Yr+98Nls7rIe3qvrfG92nI1kHutQWMH19XV8++23U8mD+a7vA1URjwRY3d/fT6FyL5y8p6enrQDeiOmVmwtUWq4c5HAFm4GziCg5Pzi4+t3RtTMFTfS+UtI1D+b2jLy8rslH652ENPtMZK3rAj4Z07BPah+/uxBl7EPEBCR5cLzqoN/ef581ZgIgOhmdwFG8opxlV1dXcXBwEEtLS3FzcxOnp6exs7MT3W43+v1+vHjxYir7t09s7uaTcKYbgkWrSU/nQPpHTNyNBAt1Xbdy4MjSpH7QBM1YOlk2vv766zg9PY3hcBg7OzuxtbUVOzs7BXToSBgXynRncMyc/r7Q0CqdRX1itnQClk6nUwCCzwvullL8iO4T/Z3fut1uPHnypMSu9Pv9uLq6iv39/Tg5OWntNswWJr7qVVuoCKjssznBusg7dBHIGrG6uhq9Xi9WVlZiOBzGwcFBOWzW+a7b7bbiBJeWluL8/Lzc9+LFi/jpT39a3L6MH2R7RXeNA+OE6G7P+J9gmvwgq4PLRQfYGfjSb2pDBmYkU333HhU9eYe7yQgcHdypUN7T5Um5Vdd1y33M3XcEhB4f6otR8WtVVSUUgbvb5W46OTkp8aKa4xHjnX967+3tbdlZS11CnvXC33wsuXj2cedmI58zoqHo6Cl76NVxunMHHnUl380xchnDUA1aj0hzp78KeUPjkrVJ997c3JR+a+crwZ+HjTxUFn71q189eMO/R/mP//E//kpR/hw8mqk58FRg2Y4ECkpaXHTv/f19K4ha93EFwMnDQaeCefLkSdzf35f6OLH1Lgqzm5ubskKdm5sr9dzf35f3alKrvbRkqV03NzexsLDQsgbd3Ny0TPsUnAsLC6X+ubnxcY7aiSl61HUdi4uLBeRSGInO6rMKTbvz8/OlHtU5NzcX19fXMTc3F7e3t3F/f19oU9fj3VCcsHd3d7G5uRkffvhhPHv2rLhQDg8Py5ECV1dXcX9/Hzc3Ny2fucYgIgp9pajkjtE9ypP2/v37+OCDDwr/6LeIKP0h7+l94oW5ublYWloKJtn1FR3HSHy9trYWq6urMTc3F3Nzc3F3dxfn5+dxcXERw+Ewzs7O4ubmJm5ubuLq6qrQUS7Pu7u7uLq6iqurqzg7O4urq6s4Pz+Pu7u7ePbsWSwvL8fl5WXc3t7Gu3fvyqIgYiy4eVgs54vGQoqLu3VFWx0fQde1+Hpubq7Q4t27d3F7e1uUo3jak0OKdzhPyGui/eLiYtzc3MTS0lI8e/Ys/viP/ziePXsWX3/9dXzxxRdxcnIS3333XRkf8b/qldLknCZ41thdX18XSwHnverMdlctLy8X5fzBBx+Uzx999FE8ffo0BoNBOdfw6OioFaStz+fn50XmVdXYYq/fvvvuu6iqKnZ2dspYz83NxXfffdfKxyb5wcNrtTBZWFgodBe/E7gwKHk0GhX+a5omPvjgg8ITeo/qoUwUH2ncJI/EY+JjAhfRU6kECLBWVlbi/v4+FhYWYnFxsfDY3Nxcictju9Tn29vbWFxcbFlr5ufn4+bmpjwvGbi4uFh4TqBG8tID4SVnFhYWilxjX9xSJmus5sf8/HwZB/GIZLTA/v39fSwvL8d3330Xl5eXZRes5j/TSqhN6peAAXXY3NxcOfmCv4lvFxYWWs+KtgQ4d3d3JWZSspfjXtd1CctQqaqq6IC5ubnCB7QgSQeKLyR/1U5t6HJrmVvVaLTQnJRcJZ9JB6uPjBW+v7+PDz74oMj8iMnuZtUpfhBOefv27Te/+tWv/jKS8igsVhET9M9jZoTaifiJxjPUKCIQXPE3vcsROX/nM24Oz1ZOXq8L3oj2jhYiXt+lp9+4W4p+6JOTk1YeGacf0fXh4eGUpYHWMgolFXf1RORBhXy3m/j1n33zNrCtWlkoMH1+fr7s+vvqq6+K5UfbljUueg/pI5ppxTgcDmNvby9evHgRP/vZz6LX68Xf/M3fFKuQ6Esw6m7VqqpaMTgE3Vw9Zyso1aU2yuqyuLgYnU6nWNn0Lj+4taomQepN05RAfb/+9u3b2N/fL67Bv/iLv4ivvvoq/vqv/zq++eabqKrJmXoRk9gVusBoIeLmA64UBe5kERG9mB5Fu+BOT0/j7OysZGLXWDmg0xj4CjKbT8vLy/H8+fP4xS9+Ef1+P377299OWTLdBUhXrK9o/ZoneNXvnMfz8/NTGbP1mTv/Njc34/DwMAaDwVRcFRdhpDN5UPdqg0bTNLG1tRUvXryIV69exXA4bD0rfuTCzPvrq22Bk4jplANsE2nqMk+F3gO2K7MAsnBRKxr7DlbNQVo9NEaZDFa9Ahh0h85yEVMGaL7oOdKVhSCVlhCVk5OTePv2bbFoygWeFfZBi0KGF1AW0QUvUOEB2povWgyJJmy37tOOdlnSxUtunSLI8V2F6numA0lXvlv99rATvsstkjSsqD4mC3fdq0Jjg7chYnLwcl3XcXR01JJB3J3rbUjH8sFf/x0LB0CrcT/HL2JiIhXQ4i7CiFzx67sPmP/OOij8/dlMSPv7JUw8+I2Kw4WshOH8/Hwx46+urhbF40zKfrlr4eLioigJ3cPVqfeb/fMsvBmtuPqncPPAT61C+R53P/E35vaRMlZGY9KVTC6w6YpOtB0Oh/FP//RP8bOf/Sx+9KMfFQDz8uXLODs7i+Pj4ykaUdkInGY8RHo5D0noqG0CVwxEPj8/L3XS5See4O46f7feJyEsd3TTNPHixYvY3t6Ojz/+OM7OzlpxOK44Oa60ZLnQzMC1xqJpmhIPI3fkaDTeaaR6mF2c/aGJXYUKJSJKnq/FxcVYX18vwFKyQP0mONH4Z4rdXSFsky+smLtNzzo/VlUVz549KxZBjcvR0VEMh8NWskG61dRWLSqo+H1uEIR2u93o9XrFZezti5jejKLrbuHK4mbUL9KGgMfBvwNw5xfyrCs1Dx3wOCZZvyiXsvlI/qbiEz1Jd9HZx56ftVPT5Z/HeonW7BNlrErTjE8kcKWc0dPPsXR6ucxRm9zT4zpIz3i/CJhkVRbYoeWWcbOS8wTnrDP7rDZwTrFdjClTyQA766qqqnXcXbYwJi3Zbo6FnqecUtymdiBLH2W6n+XRAKuICQGpTDKhKMDlRMlWLRHt7bEOivwZF35enwM9BTeyvWyT/uuPJ3F73yjkVLfeTUGe9SFT+nRdZIXPM+bGd5Pout7hKxhNMgqcWfVzVcp7dV9d1yVY9+DgoDD10tJSK6WE05kra8XsyJIiN+fBwUF8/PHH5Zw5xSJRAXGnHMeOwmMW70S0k0NS6WjyR7R34Khtw+Gw5HxinKHvqiPfq04GNI9GoxgMBrG7uxvdbjeeP38ex8fHcXt7m1o5mVaDFky3yjGGjPxEYSUXZdOMLWvaSKD6ZHHgsRAEQGwX6RsRJaeMAMVoNIqDg4MYDAZTlsxZIE2/az5RqGeAOVPUsl4o+JXvo7t0a2urzEEJYgJXB5XZgdD6LPooQais+JnlTH10gKmSBZHrvZnVhc8r7QDbqHt4v+qltYrv8l1s3hZ+5g5W/q4+UlZJrnIcfVHAXWCbm5tlvt3c3MS7d+9KjrFsU4Xzlc8bjpnHYdG6ywPDnU95LQN1PpYOQl1GKZzEY6PcfcZ6CZYe2iwg93HTTEJHmH/M5X+2C5HWZNJI8VDUNW4Nk3VNbj4CSfbR+U90IRis67pYhrXjnFb7Xq8XCwsLxTr+feVRACtO9Ihpl1rENHgg08m6FTF9phsJz7qdoT2ITu9kWyKmd675RGadHPyI6W29/h4VZ+RZE05/mRBlnIWuC0DQ5E8/NOvTdxUCNPWHNFP/aB7WpOSWYYJHX+Vw5cGYKl8lZBO9rutWtmxNXE2Wbrcbe3t7BWxsb2/HYDCIL7/8sjXhaV3z/+prNl7OR5zMNNn3er2SsFT9Ul9ZX/YO/S0sLBSXoOpl7jfVpwBvHdoqFx/7QcArYer8kAkmCi0KtKZpSnB5p9OJH//4x2UnnNpGXvYNFow78b4/e/asmOoVtC6lxcWL09+BgEBMZpUmaOWcV5vEZ7yHAEtySO9QDitvj8oskEo5pfuVdVsB8aPRKP7whz+0wJ0UVbZoY8oTB0akgVtrXUFl48X3OWh0q5DyJem7eFhyQ0AgIorlhPQigM3Ao48l8ydVVVUsDzzdoGmaePr0aSuFS9OMLUx+sDeTojpvkAYe40OwKf5zPiMoJn9UVZUueD3gW5+V+oXt8DF0XnMw6zmyNO6SI1ps+bzjdxaCK9en3PhEeex86mNAeqo4v3Ixky3ICew0h3Xt8vKyHNOl7/SQzSqPAljJ1MsDlzmIXOFFtN1H+q7/DnS4W49nwhH0ZMAkE2wqPqnYBhUOIHdNCGgQYAiEsEjBZwyqNrBOunD0Xfe5smRsgrsB1FZ3N+o3Pa/2a9VCnzvHYlb7madFAkX5mahY/axITlxe9xPIOR6dTidub29jMBhEv9+P7e3t2NnZif39/ZbQdzeHCyEKEt/+rT9PScC4AB79ohWxrC2yrkVMXHsaR/WN8UlUpvpP8PnmzZtilev1eiVmjWOmPtIaxXeQDg7AXRhXVVWsSnTLqa/dbrd1lhpjyfguPSulrPQK2qouULG3txdffPFFfPnll+l80LUsG7orQj7rAl8lU3S+4NG2evKDYqMEfrX7j3T0zw6+fKXOfnDea2cl72G/HDCz8N2+ONV/xhnq3ZkcZtHc1GduZtCOWIJrgTluh3cA7PU6+HPQHxFFruhZuauVEiUiSvxTVVUlqacWCOITLYpUBMDED9xpGNGOvVLxvHJevyyiTld6MPSsb4zhWLHIQpPxFmVaVVUtmUYLPAGfy0ofc5ZsbnrhbnEHWNk8zgCVfiP/M3SIemV1dbXFc3qP3kW5rHoVkuJ8n5VHAay0SyMipibT6elpEciZNYAlE1IEGTTt6X6vK1NYRPus14GHhJKUkBjV64yY3j3m/XDm1r2eQJEMxOczU74UJJ/TNU1EtZ9M66sgjx/wnRcuxGm2pxKPaMcm0M15fHxczLLqj5jex5eTf5Z7J2KseL744ouo6zo+/fTT+MlPfhK/+c1vplJ1ZDEQ6p+Ctz2mQgGl6+vrLd8++YpCa2Fhoeyu4QrYj1HwsffVmH6LmAhJZQ4eDAblgNGdnZ149epVrK2ttep1t5FcqKw/i4FysCvwd3FxEZeXl3F4eBhfffVV9Pv9kstnMBjExsZGOb5FdagNPMpKtIoYK8Wtra340Y9+FJeXl/HZZ5/F6elp7O7uxuXlZSsjuuhAGvK/m/E5dwmIMtDngES8rTG5ublpJX0UMCQfc7ME68lW1HLd0kI2Go0z6/M9mRucwD5TphHtdC8CPYy/U1GbPPeP3yeQ4Pcwi73OZxMtIiI9KohuPrqjPLDdZbna0Ol0yiJdc1XpDeSm3dvbi8FgUOYuAVdVVeUkhKOjo6kFJxeeDGkgWGcgOQPoPdZR8UZ0jVLmcCGsPrO/vKbCuijbXVZTJvHAd1rixD+dTqd1zJTLOYLLTP9qUcd7MwtxZq3WvdkCI5OF5D3/XTThvHCrnut7xnfNApQsjwJYaYsjFQwBSUR7ICWAKTSIvDmYKrMI4c/6oOqaJuj19XXx/0owUbgwJsAH2dvgE8hNvA72suC99+/fx/X1dTmhnJM6MxlzJcB3cIJxZcp2Ziulqqpak0WTN5sANAP7GIm+jBnyCeHjq7ETWIiYTkxIAMoJX9d17OzsTMXS8VlXuhpXbQ32eCz1m6srHiQd0c5TEzGxnirJK3lO/6lY+T8iSuyZ5oMWIaenpyUWSc8InGV8yLozYe0CTPX6ET1SHvo/HA6jaZrifo2IcnZg00x2vGWWpY2NjajruljdIiL29/fj9PQ0Dg8PS916VtaHTDhmOWh8zotfMtDAz6SZLJHkM23AUKJW1idedZDnLgrdS7eDdnitrKyU1bMAi57jrk0fK7ZbfOoK0C1zEdM7k0VrzhEHOAL4vG9tbW0q277qZ9s4b9UeymBXbA6iRSOBxrquY2Njo5zBKDeyDrnWswL1cgc+ffo0+v1+RIzB1dXV1dQ5lOyz8woD8cl33HUnOUuZ6QHjznt6N0NJXNZz56TLYX+n5DLHqqomFlafN9LBBJjU2+y/g6zM/a42ubzRdT+zkH9uNeY9vojS76yf45UBJ7Y3os2rD5VHAawiogAHKpfsYFYqWPd9ZwLSFYb/J6jiuzhobvrLBK9M2AIX7srjb3LFuIuQTM4J6fWwHVLufgabmEOTlz53gSenrZJPqh0OpByIqd+kA3fV+b2eR8cn4u3tbVHUSiVAxcIxUz8zH/+suA89K4W8ubkZKysrLRcK+cMnla/iMiXsSuzt27fx0UcflWuyXFCJqW4meVXdfAd5VW0kQBG9BEb0pxgrzg8FmrLoPYzFEV/4OHPcnI+apmm5NaVktQnh448/LkkSNU7cJi33n3iCdHULAy0dvlOPINzHSbxABe9zzGUFeYTgURYSpVnw95G/1RcBANLOA+rdHd/pdGJzc7MVW1TX9ZSLmHzl1zk/SCPOEZedtBLrd97D7PgqCwsLsbGx0bKisp8cC8pa9Z0Jk8Wv/n4qc87VZ8+excbGRlmgyWqreMY3b97E2dlZy+WuugW0lpaWyqYS8uPZ2VlJc6F2Rkx7IBwIcCyYA07fed35VP3jYpluO+oSzknuDnSLmesX/amfVVWVWDjxLhNScyxIf42fNnWx7+Qt8YXAF61XuofGC8buOm9z7L/Pq+WgiwsapyGNEFxEZ2mKvDwKYOUWDg4Wdzy5+4sTMmLaLO3C1BmAwoPPVdU0gs4ENS1Is9AuXUDcRcF3iQY6YZsTTkKFdPK8M5x8nMhUlARaETFl8p+160vF85mMRqMSZMr8Mmovg6NJu1kWIgELCmuuwrIYKk5yXud4uSKIiLJinZXCgm3z+v0+0t+VkvrrwF31sJ2eOZ/3kw9FCwostV+xZMqXpKOeIqK4N5w39FnuBvIA3UtUYixc/HguKl1T+/b392NjYyP6/X4BfXqPgKHilGTJ4tEuo9EoDg8Pi4DP5jiBN+ehl1mAiaCX9fvYUQmof5ubmy1+Ynwg5RgDb7Nx5DvUHo2f2sqNHazHAR0VBw8w9/HPFhTqX2ZlEL9lMbGyMtCCyv5yoarrEW1AL16UBY5t1QLQwwoEcHVN9FfwscILpFfcleVWQ55HWtfjPHt1XRfrspQ/d9pl85f0Y5wTZbHrOV509QAAIABJREFUIz1P0MQDql3n0cKl59gG1SOAQF0hmi0tLZXFVl2Ps8FzgXNzcxNPnjwpQf6iLXmF/EVgpBAJpoWImITn0CIq/nLg73Mlk6suEzIZocL577yt/hDIut59qDwKYKVs35rEtET5jpqI6QRhKr5C8Ou6nwrXC3/X4PlqiuhbxS1felYM7+kFmIhQRfcTnMiyIOWnc45kQaIlwVcH9OXTvZfFjFF48bNnL/YUCQy0pODwfCoci4zRm6YpK/6IMfiR20y0cSXC+nyrrupXPy8uLmJtbS2Oj4/L8SLK7O6rGPJCBlI1lsx6zTZm73bApwOEh8NhvH37tsRZZEqS7eGk13cqRFoj1AatNrM6KbhcuPN3vpPP0OriFiMHC3U93k00GAxKNu2IyZl5CwsLrWD09+/ft9otBenAxxWFLCSZHHBA4QsBv4dj4f1nv5pmfD5cRMT29nZsb2+XMwE5dg7o+A59Zr8YdB0RJcef3IBuIfW5xe3sfq/aroBpjjeVDJWY6LC1tTXF6+vr68Vy9fTp07Jz8fb2NlZXV8spAao3sxpIzknmeeC308v7++GHH8ZPfvKTkgD4+Pg4fve735X7dJ3jmAEizsP379+XOMGqquL4+LhYgOkapIzweCK9T3xGIOQWLN3rMXAClCp0tbFO/UagRYDAeSuelqVb8W6j0SgWFxdjb2+v3KM5pXYxdRCzlHPXs66R9+gNUdye982Blj77InkWJnAA6nziMoK/ex5Hn7M+f7PyKIBVFlBNhnfTfkZUriIfsipETLttdJzOLOHioMyVsdI9sD2Mc+CkEUKnqZtCTOBK7RHQ8i2odO1JObhp2ZE1d45oFcR62Hc+y6DWLHDd3X5VNXtHIBmZK0/Fk4imOiuNOYp81UIQ5ZYWjpOSu+n9mlCztsF7Ph9edyCbgRLnE++/BJh2qogvbm9vy8qR/ZbVh+DRwaSEIzOca17IekX+mQUg9DtzVzGGR7SWe9CtnH5avQNpuVE0JjqaiO3SZ7mD9U6e86hxzviCsoDggONGd5yecfmTjanawsUflcbFxUWxaGxtbZXM6+RRB5xUdHyHlJ2sArTm6Zgc9stzYREkiGcEWrjQkgL2c9nIr5LDKqQxS7/fb9GX4ElyiRsUOD4qGd+QLg7+VTqdTvzgBz+IXq8XL1++jNevXxdgJ2DOceZCXiCJckVzqmnGFkLuVFVRGIGe9ZQWngk9YmKh4sJZY68xolx2F5UDTnpDIqIFpghidC/7p3hAlYODgym6ioaKueJOV24wEeB3cOqgJqKtizjfXJ5kMtZ5wt/lC6Csnqoauzrdg6S2sbiczHjPy6MAVlKoEW0/qb77wLj7b9YAOnF1jfFQmYBmnRwMj03gPS6MmLtJ/aE7je/0hJtaFXhOD+700CqTdXL3R8T0gaH+jojJjhRZmNzCpj+3EihFBvvm7aZ1S3Q7OzsrgkQ+fE3029vbYpGo63HiTMXlXF1dxdHRUQtIEXBnk1JF29sdhNElwfgGPk+hR1O852PxCUegTOV0enpa4o0WFhaKsFKbBI4yS4GDA1qGdE0WDin49fX1ODw8jDdv3rRWaBT8ai+VO8+oZP8EQpRlPftdY+EKRUV1ODBQ/yOipFdQHVJg7ipTe33uZ+PiINpBEelCHnCLinZOUuZoTGmlUGzPzc1NielhParb5ybHd35+vuXSlXs0A5Vra2txcnLSkhmeDsQPU84SMLJd/r2ux/FwnU4nlpeXi8LVWX5N05T0HsqdproV6iC3r/rprslMnmbyl21UNvqlpaWSOJbjnSlqlmxTAfssl7Q2UhweHkZVVcXCI+t1xu8MJld7nO6+EGWYiWQ4U9So6GSOiPZh0xmYIc9r4bW6ulosxzqblM/S4qkEmR62oF3SWgQIiLps8tgkBqarZIsBbz/75WPp+px84sWD4vkM28TwlSdPnkxZ17LyKICVigu+iOkgvoh2RzOw5YLdgZi/J0PFfF7PyaXGNjjapRuK/dJ3WoJ0Xdf8nSouaAQCmJdL92ly0cKke5umaa1gpEBZ9Cx3rvAdbuLmc27R4e459Wl+fr5lQmcdw+Ew1tfXY2trKxYWFuLo6KiVeVxgyvP1uKuD7luOBXMMjUajYs4fjSYn2Lt1jnmpfBwdEGfKnX+6rjMMT09Po9/vx9bWVvz+97+PiCjWDlquVKfzBfnUhYeUjICcC1wKCl3PjmlRYf/ZJ/7G92cuTblgpAipUAlwsvcQoOqd2XtV6JIWPWcpcNLEF2lZf5z+opmU0ps3b+L29ja2t7fjl7/8Zezu7sYXX3xRxjfjD2+TLCVqv3Z4Hh4eljgh7cwiIHCXnVtoyIt81mUMx1X94xjIykzrjRLxKmWBgLMWzor/Yyyl91+ggxYZWr84Bg68lJZjd3e3uB25GCQvcvxcR3hC0aZpSlLeq6urWF9fj2fPnrUS9YrWBLJNM4kzkhfC3693crcj56pbz1Uke3QcF61g5H2CLfVNuyYFqrjRhKc/uOxiXylbFU/H+SV+oXWduoHyM9Pdrl+zOZldIzaYtbjLFjOcy1khlnjovtK2773j36Hc399HxMSFJmuICrOdOrrMrA9OKAoNDpSbtl3Qen1EuO7DVcl+yxhAwokxTHzG3XieMZvBdCwCTh4kmaWG4H3MwK3JrTYrpou09ESY7qrkuyigVOi24K4mrXJ7vV4BF4rb0OpwbW2tBah98lARe5t0ortWbHK/aXzVJg+YzZS3F/bZJyB3wClVgKwQOzs7sba2NmW216ovA+seHzAajYq1SgcV0wqYufOyQtCcCShvB7+7ANNvBE/acu+5lrLEe/6svyNTUg4KqVC9bayX9/sCITt81eeS6H91dRVnZ2fl4OWVlZXo9/tT8iwiSgoJWWMZeK0dsk+fPi1gRYpNz1xcXEylKpA7SkXjyTmW0cCtv6rTLVWytNZ1XSytso42zTjgW+6luq4LkNLZkR6AzUz85DvOI/ZlVvvp+tZh4/SEqA9qbwY8XaYQGKi9Sq2xtrbW2kXtAEAuVw8lYN+ylDweFqPPnjTU5baeld5g3ZTdGl/tYq3rOm5ublq7Omcdf+V04hmulEesSwvXTCdRPxI4c4FMvc3x4f2aM/Tw8H4HWBwrtiHzQPl8z3R5Vh4FsJqbm5uaWCpaifig8j5uxaT7hULV4yx0fZby0P+rq6upnS96P+9ju3zVSOXoK2J3Z+g9ZDxaiwRqaFXJBJLawvgu3c/+s/hKkTtI6A93xaO2eUZv1smdg+qTVuNcEVHYerJBTjAK3Ewp+BixrTs7O/Hpp5/G/v5+OcS2qqri3vKx9cSJer/n1GFgu7sqlWPJefHg4CCqqoqPP/645ebSgczuhuI463On0ylxK8vLy7G2tlYU8WAwKAk5nd8yISHB7MrWaeILEQc1DohEO48T45z18csskD6mfs0tNFKkbLvaktFA9RHsuWtB4FDPCejLuigwW1VVfPbZZ7G9vR2ffvpp7OzsxO7ubrx+/bpYEhmPpX7IrbKxsVHADHe1KV0Ix4b0I6/KVaR5y5ItgBxwV1UVn3zySQF4+pP17M2bNwXMNc3YTfrq1aviHjw/Py8ufc3pTqcTh4eH0TRNsSK7ssty9nmSTCrOqppYxrTpwWW5L6w9MTAL54nafnV1FZeXlwUoy60ZMQmpiJgAHMp/0vshHvSFM4ESk1oy5yCBBf+zTgd+EWPXnixUh4eHU96BiPZubF2Tx4BFO05pidbC0emu/tzd3ZVYsuvr6yneo6xwec8i8E55IN2X6UWOhfMZ5btSb5CWfP6h8iiAlXYFRkxP9ohoCctMGHo8kwZNGahXVlaK1UXPuqCeFWvR7XaLL1jF0S+RNQdIRSsNMhJ/p+JWYexUxpSafBSmvmOPFhi90/Og+KonO26HYM8VLXcvRkzSNohpPReJ3iGauHn/4uIijo6OirtgeXm5CK0MdHM8nO5SjAIe/X6/lbzx9evXRYFSSNN87TlfSBMH8fxdz0dMhA0FjZ7vdDpxdHQU/X4/NjY2WnzW7XandvNlQkKgqmnGOysV4yIrglaN2fMOjqgMMmFMOvliwEGX7s/ca9mz+nMLnYSrniPNaeniDi3+znpIRweCbMesvHDeP7qS+A5ZC09PT0tqj08++SS2trbi4OAgbm5uYnl5OXq9XmujQsR4Tm1sbLQsWnVdx/n5eRlTP8iXVhYG5KuNEdPHkJCm7Is+a94IGC0sLMTKykr0er34x3/8xzg6Oorj4+PSbu1YlEWL9FY+s5ubm+J6V9Z8AufMJUy6Ou+rrQJo2kjEQHUVXwxkoNnnA8eVm2A6nU6cnJyU7+IBeh74vNOanzm3HFC5FcplEWNoKaN1j+fF4rjKfX1zc1OAqccBau4p3YcspbouWtGjpDQ8mQ4XiFLbZln9RGOnGeeo7uMY8F2z5BlliLsOOV6ZHHQenVUeBbDKLFZkaP7pWsTsAFUKaH4no2Sp7mcpiexdfAfRsSxE9JPTqqRkaAIaHsPkhW30nBqqg8nYdL9n5fUYK/aXoEj38Zqe0/0O7Dgm3jZuPWY+FvaNjC3X39XVVXS73Tg5OWmBDTcLc+z4nfePRqNy+LIUw2g0aiWppCCVRTCbkA6uWAi0OH60mBCQSdgqqHdzc7MFhmS10nOeGblpJulIqmqcA2prayt6vV45VmZ/fz++/fbblkneASnzG/n8Iz19XhBU0CXvc8atZHy3848DMQoyHo1CEKD3U3gTZLgg1v9M6ZG+KgTYVM6emNNpKFkzGo1zeC0tLUW3242tra1ihb+8vIyjo6OSqkCB4QIGrE/n0ukvGyNf2T90huas8VLfut1uPHnypOQs6vf70TRNvHz5cirhrFb32nzh577KRbiyshKXl5dxfn5eFKLSVPhil4CRPM/FDkEZLVDMG6b7yFuiDeci+0/eZZvkNlPffSccF6kcf4EuWqS0CFVYBevQZ8+nGNE+YSBiOrGluxh9gd404000Nzc38fTp0/IeAXjGWOnd8iJQ5/kcFk83zdgg4SlB1BYHUdSbEdM5uMi/6h91p8s0jRvbz5LhB8oxfWZ/mb6CoTGzyqMBVhHtSU9B4IqtaSYZx3ktE9yZAs5y3DhgcqWgQuWpiUrFQoI7wqXAIPiicObEc8agq8kzEdPCRSDHXX6eK4UJPXU/d2kwzsuDK+naIwjz2CQJD41ZBoD8v5LyrayslLgqBaPyXv35YaysX4Gay8vLsb29XYS7dg5pTEUDV9jOJ+QLCjTnQec7f56TV9YAZdbW9cFgUJIwRkTLPajdkprkT548Kdf0vuFwWNpIQcN20HRPfqLCYnFw5UCT7yDY0T1N04734fN0mzvva5xdFnh/MjDngtXvdXDnPKp2yNLqCt/BFH+PiLKJQDtedQadAMkPfvCD8qw2HTCjvixaPF+RY+r9ZrvolvLCuePzhsBNll656sX7OhdSbVpbW2ulxJBFpGmakjH+9PS0WFgZDM2xYioLApDMI0B5vLi4GE3TlHnwkLWS/K96HuIDxrLp3Mu7u7ti+RH4pruO9XkMquSyrHeeLJSgwT0afmwTUzPQ0+AblVwXKd5UVkl6JJjYVc/TUkU6cVElnXNzc9NylTqfsvgCwQEPZSvv8/p8DvK3bOGj56U/yfMP6YGsD14eBbDyo1JmNTwjpv/OCeOol3VETJtnqRQ4cV1Ryprg+Vj02dtJoaWB044NAhkCKFmimqaZQsi+00/AiSsWIXqukvguuvzc2uaBhbrf+8CSucv0bgobT4DqijpiDCCePn3aOgPv7u6uCFceDcLtwO4KUtEK+sMPP4wPPvggIsZC/eDgoAUsRXu6a9lW0Z47cDhuGcDK+EvCSe0+PT2N3/3ud8XapGDmra2t8pyeZaZjtXd7e7vkOJLJ/osvvoivv/46hsNhCealYFU/PMaA7ZQCFT9mCkN0V72e3Zn3Of9kCxQWF5A+tzIw5zyo9zjo5bx2q5PTgkI5ky9qg7u/BIoVm3N4eBh1XRegMhqNirtPAFsASrmq6ArWH91+sxSW04S/M1M4QRRBL2UWXS1y3wkUiU9knZJCluVZuwZlIT4/Py9WHylw0i8DDRcXFyUDu88vtl27JbvdbhwfH7fG3RUm5bv6Qcstx7WqqjKWmjM8A5L8oD/Fm+ozXXaMc+VnjhcPms5yArpuIy9Ktkve6nMGOLSzVDnldFyUj43zhOjEOXN5eVl2G9b1eJOOaEng6At//dd1uRI5BtJpAqN6Xvc6aHYrpHs6vC+kGcfDgZrfM6s8CmClXYEREx9tFt1PQcmByIARB46r9oh2/BIVM8FEtqJumqaYuGX2nFUyUKcioOBmRTI9JyVBkO7lxON7uMIhcCEwYr+y4lYnB0GZcmXMVlVVZQKIEbmqYlwW+yCLRNM0sb+/H6PRKPr9fvzwhz+Mi4uL4n6g4qdVhKtvvVvATNavy8vL+Oyzz+Lzzz+Pt2/fTilajhc3DWiScjdmBiAYZ6G28FiO0WjUioGR+1N5chRY3zRNyRjtQE27z5aWlko8VcQYQO7u7sbl5WW8fv26mOL9WBDxD5WUgxrRgLu4OP8yK2zTNGUDgOjnAccqfDdp5YKMgpKFAtLBtAMuvv+h1TGfpetI112Z+z0aXxfyVVWVA5mHw2Hs7e0Vd8vNzU0rjxABqsaUlrqTk5OSVJLzyZMNO60yoOUWCPZdz62urkZVTQLzaaHxcVK6BbqRuJC8ubkpFmgWHz+BA7afLjXdp3vYly+//DJ+/vOfx+3tbYnhoVWNfMu/iIkuID24WNva2oqPPvqoHLckIMcxdystx4lymTKfhXKf7icfS11nPJb64smcKbOY2uf169clZYZiPOm+u7u7K4tYz4Qu2ognfvzjH8fR0VGcnZ0VcMbUIvScsN8ZHegBkV5x/aVn3Ajgiw3KkwxYih7ccemhMWzfaDT6/58rkMAgYtpX7ABq1grGlSWFr0omaCKmBZPfp/PNVFwZR0wmqLvshLA9UZrH8kRMnwMYMRnwDPSRgTn5mPPK6cs6/TleEzjIdgNmAEtAUGCK4yd6SMCoDaxX46dgWG2l3tjYiMXFxdjf3y90oztN7Vd8lurZ3t6OX/ziFyVgfXd3tzwnIehbuZum7cZUP9ydqZUx3S16TmOlRKi+GteuRx0Ou7CwELu7uyUJ4fb2dumPYqmurq5KjJhAWdM0Jb+RUhlot2NEO6YtiyEgf3keHvK5K7cM2HO8OT8FQkQHXnMe0nuyeZH1g5YvKkp384jmbKsDOZc3vMfBXXYfy8nJSUk8yZge1ScX8Gg03oGk+DoVjR+3vrsi9pAJ0pUgRDTlGOtdHE/SQztMmZw0YmLl4PzRO5n8U/UtLS2V+aUgdrkJ5SpygCqXOBdNBD1ScARMStJaVVX0+/1YWFgomcQzniWvikYEafpN4QTz8/Ml8WlElDg43eeLBbdYzbJORbQt/rQyccw8PtbfGzGxGBOwMGRBslZzUP8vLy/jk08+idvb25KCJiJKEli5o+U6VH0Kz+j1eq3FgtyknOuSqRETQOULHQdGVTV2V2ceKAfK/D8rjIEGB97L8tBuwkwGZOVRASuPrcg6xkKAwlW0/mfnDdF0qAHXPRlQcTdC9tkVhL67RS2ibYYnc2gCq/1iAqF/Duj6+no0zXRAuWjiuwEZRO5WhCz9AlMn0ELmtNQ7WGjyplBxQMedIfpO4CgaaPeQzurSjh9Zp5QJVysrCd+qGp9dtrOzE3/6p38aGxsb8Vd/9Vfx9ddfx1dffdWKmWAhWGuapmXtUfto/SF4pNDLhIAD0mzVL5Cltsi9p7ibqhq7W3RW2+XlZezu7pZg1NFoFO/evWsJZvKC6tVv/Jwpdd1PMJa5BFxIEYhFRDkCh8VBDRU93+dlFpgg37CNFOx6h3Z1ucD28RIP6x7xrSxzbjFgvzxdCD9zJ6BiURyY6pmNjY0pqxg/e98IqgTodD1TNlRKpLvkC49DOjg4KOCI7/YxFM2ZTuH9+/floGr1lzThc3RfO49QAfPzaDQqFsGdnZ2yiePy8nLKUkaecJC+sbHR4islPNVZgQJxHDMHaRExZUVkTKsvUH1cOJb8/hAQYSyW7xZ0q1YGqvf29mJ1dbW4RPVu7fRkXFhEG2ScnJwUGazQj/39/SnauJfCDRAsqp9yhEX9J986X5CeGgO6CX2xpXo1xi6zFRf9EC6JeCTAilszZ63MVHwCf999KiKyB5e7cFdcjzM036X3EwipZMLC28JdfOwPTZ9qq4AgzcLsgxiTE3Z1dbWsXGjqJN3IdFSs7oKlgM12D3rRPQJi2Q4Xj62iS9RdVO/evYv379+XOI/nz5+XVAIyxWtyCYDUdR0/+tGPyvXj4+P4h3/4h3j58mV5huNCxeCCiwCFuWN81UOgS1p4Dhndy8mtPwUqd7vd4iKSu48uhqurq5aFajQaxfHxcTlgNnNr0mLkrksHXe5udZDo7g5eZ38omDwGLwMDLHq/j4cvlngUSVVV5TtLVjfTNFAOMJZHzxEA+zUqMPJM5iLSs9zSLtcwAQ0Vl1b83AnGOjUWoktVtTdzkMY+9rwmeUCgKV4TX3LziMIhlIeLdatttCJLqUVEWSRow4XyclGBOlAhXV2u+jyUbNAmgZWVlXj9+nXrLFLOexXFNGayn/FG79+/TzcS8D9p78e2eIC6y4hZukcymDkFZ80b1S8e1QIgmxsMwbi9vS0A7enTpyW5q34/PT2N+fn5WFxcjKurqyLnFV/FjTZqA/WT+h8RJSWS05x9ouuSHo6sH1xwke8091xmc+Gj56RnMr7mPHUPh5dHAazc9Ja5KTjRmBeK152gjkAloMiUBHJEwIy90u8+iXzXiQoVtJ5zq5YXuYtY1EYPPqflSTFYzBHlMT7sgzOShCpPNZcQdMHlO148rooWiWw3ktrV6XSKAuPv2s6uZ2VV2NraKjEqWjkKXPFwZdG43+/H9vZ2vHr1Kvb29uL09DSOjo6KAM9Wriyii2JZ1HbRjvFi4lUff/WH7yCv0rpCntfvileJmGxHV6bkvb29iIgSbEqwqDHP4mdcULOQ77O++Pzyz+yLzzu+L1MGLgRnjY1o5ocFU1CybVSgpD/f5+AnA0r+jMc4OWh1uUIAx1W13sn3+btcERD0EvzOkpnZOGegZVYy1PPz84iIVkxp0zTFde0rf56UIGCmZ5W4M2IMrm5ubuLbb78t7aLHgcCb8ZqZq0h0lTza2toq1tt+vx91XcebN2++V1fIyqU+SOk/f/687OxUfFXTNK2jtVQyhUsZzkWqh0LIQ0B5Thmr8hBQJmCjJYgL82z+8r9cvmdnZ8UlKxCiDRbSF4o5Pjg4KO9TvCjfIT5XyhABpcy1loF/lymULT6v+Z/hRFqIiIckXzmHdYyY2q7FgS8kv688CmAV0TZ9c5JxYPS7+6pnZaVl4kovGcDge/g+3uff+d9jGnivC1zWrQnH4iDFJ1hmPtVOQhVOBpq09U59vry8bFk+aMIlapdw8FwtdB3Shx0RUyslCQ4PFvR+NE1TfOtv3rwp2cTPz89bk7HT6ZSdVcrAe3JyEr/+9a9LnZeXl8W0q0IBrfZ4vQQjHI9Z6To4qVWXrFs8IJtuCY6pnlf9R0dHU0raFa5nj36o3sw0rrrdLUnXmoCE10k3ot79EMBgISjVd1plZHnialHKWzyt2DNaWWRx9t1COkLIFVTmbuQ4+pz25whq/DQBWoIYgM53OO0y+nEuiAaqK3NpE2zoO+/TnORuTloC19bWWrxS13VJHplZlPg+9tm37Hc6nVhfXy9u0NFo1NrlmoEHd/tmRdfFo7///e+jruv45ptv4pNPPomdnZ348z//8zg+Po7BYFDO6VT6Cx/bfr/fyoM1HA7j7du3RUbTwhPRPrGC7jjPL8Xx8XbLIh7RPr+T9/tzGd1cX/Ieyu0sC//R0VFrXp+cnEzlr9J4HR4eFlDFA5lnAUC38ktnqE/M/6j/1N/iM+oWgm/ppYxHPvroo9aZlhHtTSakj6xzsqo6XbPFSlbmuCPv/6tSVdW9Op4hWFfy9mzKWJkSyIjOQWHyTtWVMXhmsn+ojRwMKi29l9tP/f7MNcVC61XERAFV1TigUIBB2ZO3t7dLbhkHfvr/1VdfRdM0RaDMKr5jpa7rqdUWJ4SuRbR3ZvqONT335MmTlhJR0kK2W/2r6zqOj4/L+5ijKqIdOO6rmlk8oz4y1YDGIWISKOruM6etj61olQElL+Kz7LeHLF5ZIRjLAI8/V1Xt45NYsj66dTQ7vsYtaKKdL6bYXtFL9chKGdEefwXOUrmrXq2UeTCviu8mzebrLNnhYFoKhG46lQz0qmRWU9XvPONjRVk0q362MQONLNosUlXjFfyf/MmflGN8lL7j3bt30e12W7tGv/nmm/JMRBTgq7b3er1ivbq4uCjWVp55yEL+phU2u09jJFmoZzqdTvT7/fjlL39Zklbu7e3F/v5+OcBY9KyqquTbUr1KySKgpbbyObcW6rPHtbou0T2MX83mo9rDseS4exu+rxC0uFXdacp3eSoOxs9pByABP70P7G+m57Ix5fzXwsItvixen/TH2tpaawFWVVXhO5eDynkYES08wCOSIsZehH/+53/+v+/v73+Wtf/RWKxUSBjP88SSARF1PNuBQQFF5tezzJvhgseFGN8pJiO6ZRv5n3VTiKuOLK8Vf+OOuoiJ2ZkxVVVVtbbQ0mccEfHq1asiCLX7Q3FJcrN1Op0WMKHQc8DBCSOlwvFT7BTTS6gO3st6NRHlg8+UDMej2+2WSZNtgeaz3IKs33y3o+5jXi9a3QjGI9rbtKXAI9rKkte0IYGCIxO6fI5KmX+uHB96t1tZSEP2y9sw6zvbQIsHFxyiD0Ed63DgyziGpmlau9KWlpaKaV48qy38EVEsEKqDW8VlDTs7O2sd3UHZ4S7iLA3KQ3SpqqoxqB2/AAAgAElEQVSlJB0IePwSnyctXJ7xPt3jCisD7xoDB5EuTzmvSH/JBuas6nQ6JQ5HRfE2aoNACM94VZ4k8ghdtew/+VrjwDZm8ljPSqaQlqPRqJxKoD7+8Ic/LOkFnMZZLFZEe3cmeYVjFjGxznBBIq8DF52iMS2drI8xQAS6biFyfeaWHN3ri1rfxCQgpHucp46Ojlp6iycgZH8cD8lU182Z/KJc5D3eZ19YkjfofpesULvl5uUiilZmP0ZMcqSqJicLZAYUlkcBrObm5lorKRH1+vq6+GJdgJHwuscHNjvOwplu1sqDTOkrhIgJmNG92flYzvBcBRA0cYJ5+1Qy6w5XG8vLy0WBbG5ull1jjAeQy0u5Xdgv7T6TANrZ2Sm/D4fDsm1ZwM6BBguBiZucaY3Sd24nZl3qF797rIUmh/rpE5tgSsJO4+hChO92AOgTKQM+itHx/FYqHE9Xgtm9FAaeIT0TRtnnjI8pfKkofIeo86/apc9SIAI+yj4tmmb99t1ZHE+2ObOsaDdkxGS1rKDZpmkKz0eM42JoWaYAlYJULAjpzD4yPsPlTUZ7uusEHPSsjw//nE6khy8S6JZ1pZSBsYdcndlztEjoHm23F8gdjUbFFauzAmnd4NmVnU6nKFdlRq+qquTu8ja5wqSs8DlIGvnz7rbd29uLg4ODWF9fL4vHzc3N4vqRJXx/f78VsyjASPrMmm/6rsIFm4McyQmXI5qXtBo6XRXLpvg1BtI7D3jWdi9V1Q5D8R2unpmf4JJxubzf+Z2eDR5rxqSfpEG2WKC8ov6kfOB4MJZMPChQlS1S2WcfU4GpWfgjpeuDv/47Fa4yMgKxuEJSyQCQr+jogvP3RUQK7gh0IqIlKATouOPJj5zxuCSuvijsNckUJ+WKjn2ksNF719bWotfrRb/fL8Jib2+vCAKhcAV8V1XVshIMh8OyA2g0GifD6/f7RYHJBO5nDvJoGwp/j2+jdYtjSnDoViOP88jAb9NMzrrLgJeuy+TOyUE+YmoJ8YbzhEomiPQMLXneBgpVugdo8aGgYl9nuagzQELa0B2b5SEjfV2hZXONbVJdFKaegZpCyMGcj7ErKCkXWRCWl5eL1UqrSKXhGI1GZSVKJUXrAxWCrCy0yDrAUjuU7sCtoOQLT5XigHYWIGZbaeHLklXS0uj18V1UHBkg9/FV+zN+0+elpaWSnqKuJ1m1FdN2cXFR5I7q7Xa7sbCwUHa3cjev5I3Px4wXODb6LVOq5FWn+3A4LLx6fHwcm5ub5QDiuq5LUPr5+Xmx3tBt7PTmewlePN6KbfJUNwIdEdN5C+u6LlnMCUIVt6aNLMvLy63F5zfffFN4OgM3bLPT2fledCd/cQ5Tf3D3qutbvl/Ps9++ACdPuLXK+V2fnad1gsYsWeZ9VT+4KNB/guvvs1SpPIoYq6Wlpfu1tbXWIDOATUqBBOKOitFoNBWsGjE9OSNyQCaApLoyAcjvXm82cBpsD8DTQD179qy03xkxYqKEPP2AfuM71tbW4pNPPilZjweDQRFgzkAuiDJfelWN3Wvb29vx05/+NCIifv3rX8dwOGwJGhcKHmhIAKH73afPCcrJ5Vt0/T100Tmz0w/vymTWWOm7LAJ0ufDdKllS06bJt1ZTwDImi8KG/MHv3j4KcQKmrI2+0OA1X8my73qP2p9ZBrxIkH2f+3zWd46PlLfc2L1er7j8dIBxxMSaoMWA+FvxPCwSmrq/acaZ7QXIlDcpc5VlMTKz3C2zZEMGatz1Rxo4kPB3krYaryyfllufMsA7S2ZqfnLzCz8rK7xArkCKXIjcHRiRxywRBMxy+TiNKa9IQ4/5zGQ2wb9oUFVVKwEvaexA2+mlOhUDxsUL55DaJ5mejZf6Vdd1fPrpp9Hr9UpbZEVbXFwsPK54QqVFkDVWdBd4VVA6edQz27Nd7KN02CxPCuW6xtBlJuOq3KJFixV1Hz87L2iceNSSW5EVX7W1tRWbm5ut3dOe183fxbb4PBF/j0aj+Pzzzx93jNXd3V1hTHVExKblJ8udpOv67DsfMiGvyUKF4ZPQlZuu+zV9J9FZnFEjxrEHvmJwYMO6eV3KW4yjgO66HmcyVloCCQgxiIRJ5scn4KLA2dvbi6qqYmdnJ1ZXVwtQc5BCwOQpIWSC9dQMer8muLsMuYtO/X///n2sr6+XMWMaCgZjykSd0f4hZSI+o+VJgkM00bv8qJfstAC6NsWbmpTuqlD9s0CM6llfXy+rQwon3SMepCB1WkZM8oxlZnEJJiqXzBSvd1bVJLbIecj7OAtM6V7xdFWNM9I/e/as5NLZ2toq19Xu0Wg0lW5CQItCMOP9fr9frCe07Dh/MAksnyfvaOxI9wwYOBhzOjlgIC/5+0lPd5n7Z7fGOd9lYNeBpixUOhFgaWmp5SZh/j/JIMVVZRYxbyflqOYdFwACK74oEa38u4+Rvmu3rce8cbcf+0zA4IsaB8kRMbWQpudEOQw5ZuL3pmnK7mdt5hoOh4XfT09PW7sV5VlQDJxiiWSB0wIli1OVjJZM4/+I6bxz5EeOke6lDFTReFGfra6utpKM8h36zHf5e/U5s37rN8q529vbcmC4FgYRk52drN9T1ERMUtfoM/v/UHkUwGpubq40VoTyLK9S4O7KcOFME7HfoyJkrkHQZxdmfD5iOp2CCyH/TuUhq1jENODzYHT1PzMpV1VVDrms6zqePXsWP/jBD4pyUaZh0oTvoqDkdmsHdrr+9u3bcl7fu3fvpujg/nEeDO1Fyk79oTXLJ6Amvt4hV54OsiUtfYeL4j64IqQwcKWk/vIad/MQYOi6/+ZxgKKFaCOaZK6LWblqZgm1jD9VvxSE+OPi4qKlDNxV52CDioK8QzDo/OLPcrw5XzgnaSl10Kb6dBQK3Xa9Xi9OT0/jzZs3Zbu3BKfao3aenZ1FxGR+6eD0uq5LbrSIsXvl8PCwNYfVZoIAB63kKwpmV7SUTZ4fj9bGLBRB7ZilSEhb8rgD5cw1pLn60OpcuwGbZrIbczgcFnes6KnnFftzeXlZDluOiAIK5GJz/qWF2OWi7hEw4XyirNGiKFPUep5ATWNB3slAqYNqX7AJdDXNxCJNeejgmvPx+vq6ZUGj8j84OJjyPDgY3t/fLwdEK8ZveXm5WBZHo1ELQLLd3I3u1m4fC9La0xowEN/loO+252+ZHJ5VsrHhuDrQ0bjrGdGCgf+8l+/2zVqcU+pntou1VeeDv/47lfv7+xYDEFxxJZahRA6KE5/3aFL6zgi6GLM6svofAmEqnNCsx+9xMKbC4G8qbz7b7/dLMC+BlVs7aOp0HzkZT78xc3NVjS1XP/3pT2N/fz/+8Ic/tBTQrHgCtV1tUAJUV15OWwIyD6aOmBznkwEjCU1PvKfrPrkdFHgcgIrHBbh1wAP1vX3kL60K+c5su7UrB32ftavLhYMED10OTn+1h+PofWaOLyphb68KeS0Tbt4O76fuWVlZifX19RK7JNfT7u5uaRf5mDTLgMLl5WXc3t5Gv9+PiCg7e7Ta1243z3BOYDhLvoivMled2uG8qnqpiN3aMgtYu7uFKTGc5ygLXMlksoe8RGs327KyshLHx8fleCntFouI+Prrr4sS5nxTLBbdgw6CCFAjcjc8aa16aFl2xe7WKwIzHwsfX85TjVXTNFOLe7dW+3ycFUBOnVPXk13Z6+vrJR0E47x8XCjLFEvINAKqU25O9juLc2V7Kbsp91x+aHwEIJWgmrqLNGUuK/EAgZ/LE1rw1QbR2126BIFaiFdVVU6y4AYp0dRlkI9/5pJk7rVZ5VEAK+0KjGgDnqqqWkosYhpdurIkYeiW4RbTiAmzVNUkl1TEtFJ0H68LSQ6Wr2apoPm/rusp1K+iZz0/EvuuGIe6rospngJEqJpKkL9lQlPtzix9h4eH0ev14oc//GEJWnXwoXFy370Kr0sYRrTdZeo36eUxT03TpBYj9iEDJQQktJipbvWHqysXvplgcUDIHYaZInYQ5TzrfJYpPX12oEI6qD8u0P1dFKpZu+kyZFvJN/pd18lHPlfv7u6KO1e/020XES3BpdW7rFNHR0eFJ2SpcjeelLeK+jgajWIwGJQdYaIT5+rbt2+jqiZuosyNQmugKwmVWfNPfeY4+pwkmPP5LxpndTp/eF2u8AVQKWc5xpRnokVd12UsZH2an58vOwd1r9JZ6OxL9dOtf+yzW+Wyfjn9yEO6j6lnCAiz+cj57RZVAi4HUoy747OufwTEnPbeP23K6Ha7sba2Fl999VWhmwp35LG43FtYWCjjpXF0QMtFq2QwQ23UNy5gWHSv+vT+/fupvH7cha17PWejJ2LO+kVPlns2/DkHjicnJ7G9vV02AFxfX7fSL9CYwHp9/pOWntMqK48CWKmIGIxHIap3IU1mJiEippGvGIl+ZJ/UukaF5Uo2YiLwBMjcPKs2ZQxDIUAAxjaLDsfHxy3Fp3Zwq/Dl5WUcHR0VheFAzpU3BUlETLkmXMCJpnt7e/Hpp5/GyspK/Pa3v41Xr17FyclJKy+U5z5RX7hLkC5OghGCXoIVrcjVJ4Iv1uG7ShjImlkw+B7xBWmvOgiaJJB81cX+uYWIwNzHRe3PVnH6zASCrsy5endFTlCootgzCquHVm6krVZ/VPZsJ8GcgzeWLB9YZoleXl4uLkBtKVdwcESUZLC3t7etVBtabPCQX57/SYvu9vZ2ybCs+UxBn1kzeD1zCXBeuQwiL1Bm+LNUWC6LVASudKwK78kAli9MZJl1j4CDCwLGup6kqlDb3K2n+70NDk7dCqe+cGGgZ52HpOx9Q0FEWw75IiGjC+/R/7Ozs6mUFso9p0WxwBXniW9U8jmeAWt9lwV1YWGhZIannnLrHmnDeb62tlbcXaKjvAXide3upsxzbw6tVpkOYVyr+Elgi4vobPzlMuTGHt1HGZIdXcd6nI4cUy4U9vb2SjJb0ULH1jifEHNkPCy+zGQWy6MAVnNzc1PXuIJ1UOCHJxJQaHehDqP151WnBpZma71XCDUDc1qtKVaIxHdLUVVVZbeiu0Q4cJyQ7lpjUfu1qhmNRiWDsd7rwCgDFc4ULuQ1kWUNiIj427/92xiNxsGS29vbcXBwECcnJy3ApPdk8Ua8x1ctGg+2mc/rucx6qf8EIaojWwF7XhaCchfEGgMJDD6j1Rnf6RNRf7N2RmqsxG8ugMQPBLhsn4+Z3ksh4YpZdc/Kvq46ZsX0sG0OEp2XPH7FgRf76skQI6Kc80bwoPt55tzt7e2UAmB2dlpT5PJjP5UoVzuu3IXPeet9oOUus7647GqapsgoKprMMqV+i0eUVkT04fxkGzmPyLcqblnn2JHOVTU5QshTUuh+X4i6onMA4QtVzhOXC/xMvldKGp+vzsecHxkdMv6OmLYqZ2Av24Hp/RLg8BAOAQ+5ukXP4XAYm5ubUdd1y30XEeXc1Iy3sv6r3e6B0POcUxnAyHZX6j0EZV4HLf98hvo14z2BLfGA9GtE213ubdI7MqDF3yKiWK20e5lt8AWj60TKaccfWXkUwCoiUmWTTSoBCu54INJUpmDdz11qRL4cJFqMdJ9PSt7nTM3J56tcf97fQeEq65Ge8+3wum9+fr5spb24uGiZjD3wzoWHW/Sc1qQz6xgOh/H69euyhVW5sHQPd/BoteNlVs4W/k5Qk+Vc0qQlT6gexsxRAei9pC1p44pU9CFoYZ4rtUuK1g+nJj9wHB1sarzYrsxyRiHgz2eKje2e1S+ngy8ISG+NrwCk2u33iCZ6t2fiJ21cWUuZqP7FxcXyWaBIAIpWEoEkZlOvqqosgNQWxWipzrdv3xYeXlhYKIcCU3Fp3H389DvdCE5/VyR0v2Tudqd5Xdct0MRxd7csfxN4jJiAvllKzd/dNM2UG03909zmolDtd7BE/lPffZHsvOngRTKe/fK+8lkvBGw+JhlQytrPhYFb8fWcL74i2otiyryqmuQ5JI3E+71er9U2WmJ9d6aKt5sLNC6sxP/OW5qnmRz2OGSVs7OzMicUS6XxpItR1xjeQV2YxWGxHQJws9x/HBMfF9/4wMJM6pmMFG1Yr/50Nq3zoZdHA6wiYooZImKK2RUoKcTtRGFdTTMJWM92nfk79D/LjUTQxHdS+PngUmG5EPF26F5aKDgpKQTW1tZaR+hQWEXkApSmYnejOv3YdtVxdXUV5+fn0TRN9Hq9kqnYGbtpmlYAuFtr1Genxywm93GVhcgnIuvwHYmMsSH96epz4e7Kg+PlY0zXA+/jOFAZUxE5r/vuHLYluz8DW1lbnSdGo3FguzYDMM6Eyq2qppN+ZmPI+53HyUeZO4l90Z/iREajyUG92vG6sLBQQJOEpBYXBKk8WoVgbH5+PjY2NkqaEleetPRwzM7OzlqgOgs7yNxpUmSu7MkL2YLM6TdrTmiRqbb7DkAF5LN9XpfaROsrg6BnAUb2k2NPPmP7M/4hv5Ffnb58JpuHkvGaQ95GXzxkMkTyQ3U6sPDNT+In7UAVkKC7VW3jDma62ZQI1Ber/M++8B6/j3OoacYnbsh6K96ly5V9Ee2Y6kjPsE9cZOr5WTmwRDPKLqclvUgq3PzkclHjmLnTnzyZZHN///59rK6uxsXFRdlowSNpfIcg53tdj92yBLc8GN7jOL08CmClJKVuEcpWD1zF8DMP/qTAvri4aLmmqKR8kroS9ELh5SjZlS/rzFaesxTi9fV1nJ2dtSZIxGQFp3MAdeCs2kUBluXdkAXKrQTZ6mdjY6PV1tFo1DodnHlWmKsqYjqeQJ8pYHiv6tD3bFwchHmaBu6M8vHNBJPq8gSf/C0DeexvltPG72Wdal/GX1R+LiiY8yZbQTkYnKWoq6pquRLVfyqziOngc9KD40taECRlANOBBmmVxY5ETACTVofD4bAAKgo1ygQHez6naREjLbWlnfVyfqgOxhD6mHPeVFXVCuT1eU6Q4nLO5QjbQ1d/pmgFgsn3cjUxXIJ18TgiKhWOvf67TJJMJj28X84LLjdnyc+MZpwLGd/oOQ8ZEJ+6rPK5puvKW+Z6gvVFxNT8F5/7LkYCFLfE6//Tp0/LjlXt8F5YWChy4eLioshwtkeGBudJ6QMt1uu6Lh4OgSvn8YiYWmRmY+Xl7u6u6CwBG6cRr6mN2UYyvdO9S+Rd/qeOIo/IIkb+vLm5iZWVlVhcXCxn4RIs6T6CNtGGCYY9rjArjwJYRUwyqEe0fcEu9CPaSdv0XSdYq3AwZg2oBpHuGBGW7/YBpnDIANYspazf9RxjvPScVreanAw45ntGo1G8e/duirGouElPp61+p4+fYNTbfHl52UqZwP8enO7Ki8pJ93G3GQMg+Zlmcwo9mq9FJyZx5AqdbSD91W7ywSwgJ3ef4iUIqghECCpdwdCvz6JxY+oLAiHvf6bYvX8OqjTG4iXe70Dfeci3NM+yijZN07LoqE7vq54lSFChG8PzI2leHB4eTtXlIJXv73a7rV2zOlFgZ2enRS8FDHM+cRwJJma5qXSwq+Y2QazvIsvAv0omizSOGhvd9+zZs1YMp8sIT51CJUIe0B/nKi0Kzs/sN8fXF2zkL6XumCVXafEgeFS7PVErnxdN5JYnDT2kwnmZv6ntdPurcNx0XXOLeRGzuaHiu3RFM1pgpbxJQy68NKa0VM4CqqSrjhzSRqeIyfmeo9GonN9HGechHa6zaOGKmM5DRmuV6OMLadUpcKb2c+5l/ErZkXmYIibxcgqd+fbbb6Pb7Ra50DTjHaz67jRkvUpe/OWXX07xjpdHAazm5uZaKwlmX26apnWit6+6aWaPaG81JYFmxVi5ospWVLzmk0b3uMDjNQo6xX74hBe4o2C+u7srikSgZmVlpSSOo0uP7VCf2U+6ImgZoRCkYBQj61qv14uPPvqo7NBSEV19+y5jhDzmQBYm0jBLP6H7NH4UKsyt5CBSwoL9Z4oF3wJMBcZnqAw8GSiFsNOCfKOinUYszmOij9rDhUSmrFT4HldO+qxxJ1jxNupd7H8Gsn0h4X8OIJ3WvJfz2QOxZSllXaurq3F9fV0sV8rfI/BPGtV1XXiVweydTqckuJS1KiLKweQ+5921zDZqDukZBwO8xy3dnK+ZMqZCIqCTTNRcVaLOm5ubODs7K4qabVHoRMYXzkOulLw/+u+bVjRmGY1Go1FrDrnFTYrdgZPz+iwAwVxeVMhZ/7jQVnyQ5IlKtsNZhRtkCFyzhKYEaK4/eC9pMhpN3N+aI5QBjJ3zOZMBT/G+5LlkQcRkEVrXdSs0wuOAJYPZZt1D2cnfSWenj9qj/6QzwZdcjGoj56YX0kAWq+vr6+L65HtWVlaKTvGURZpzkjFy0VIuO196eRTAisWtJg4MKJxIXIEvBbi6idPzJfFZX1XMui+bDGy3xxJpcAWSfEAY96V+axchGcvbwqBctoWHpLLvDqZohdAZaarH68zARlVVrdW9JgL98JxYFNC0FtIv7+49vctXqaSD2pr5/j1WSdcExCUUqWjcLepB8gSrHofBVCFUjBFtBURhPUtxc6VEkJEJE+dPvp/CmLxAaxEVfKb0xS9urZjVNgecGchw8BDRjsO6uroq280VWC73sxYaEVEEnxZdAhPK/u2rSm1s2d3djYuLi9je3i5tolwhXSVkM5pnMoR9dau37ufhtaSleNPr1u9SkAJV3W43zs/PY3FxscgEHaguutGt4UqJY0ZQ7POLx9E4IHIgnYHnbHWvhYbcieJ3ZXon6FYhD/phv3oPY+A4HgJecv3oWkQ7ebG7t0n/TEZFTOa8ZILui5heMLosUT+Oj49jMBiUuD/RQ+5pLohIiyyX2traWuqCHg6H5bxXgjiCUwEmymD97nJKu9EzHeGLCMlT0q2q2jkkBb4pdwXuVL+nYKAc8TFje9nGo6OjMoc0p+q6jg8//DDu7u7i9PR0asFGWeUpirLyqICVW0tcwfC7T3AxoATJQynnZwEkriiy+2b9pt81qShEySRE9pkb0LftZ1tepbS0ylZb+M6M0XwlSeFKIJr1SX1V0PpgMCire/WRipSJ8TSROJkjogWCXAmrXlmsMnO8TzZfrcg1J9M8+ci3LTN1QlVNEoHqmupxgZGBHSpVB2r6zmznrpxZhwMd9p/C25/X+70+3kfXibsv6M4hvbw+jx1ke7N2eF8JaH3V2zRNvHr1Kk5PT2N7e7tYrgQWMpqrLo5BRBuAEQhIaCoru+pmH5pm+higrJ9sB5Vg5pJmv52f3e0oAa8il4XmxNOnT0vsmANpWbM4hrQSsF367KlHst29eseseet98jkSMTl+hrztAMQTvzJs4SHrLee02qVF3Kx3SmZxTnGjjC++3DpG+aC55It5pxXvv7i4KIsGHbfUNOOdsMxXqLoIHFWYBkDKn8cQMS0JeU/1eIJQyT3S2IHRLF1Kesvo4AHwETFlHaO+JL9SjniQPN+tflFGZLL49PS0zP2VlZUy9qPRqAWqFIvF90mXP1QeBbC6v79vEWttba21mstSBPiklsVKRCLi9Z0Nes4VmK6zuEJTYRs44LonE6D0+zOmjBOXbjS+9+LiIjY2NlomYrUjop1cz4U/GcL7QFrpGQU26p6qqmJ7e7tsB+aht6qPbi6PJ7m+vi7WO71L1iPRyWO0KCAjJrlMfKJRwIv+19fXxdKl7bqeuoFpDSQ8VldXy3VXng5A3dLm72D9dJdw1UVh4eeVuRXIXZs+ng6OCSw1Bh7/pXHzOvV8ttAgQCUdaIkkf7JtdNfoXsVlMeZDCv7q6qqsLnUI8+7ubgnCZXH6OYgRMKuqqhUA3zRjS9fNzU0alEohSnAly4euO+Cl24ZFSlRtdSXp4EQra9GAYFFzkXyq+xkK0TTjwHpZtLOz8QQCfRFBlxjlicsRFvKub8jQmLA+9pmgLQPlrjQzOVdVVcv1Jpn25MmTqaSYbvUmOHaZr7ZSRvC/f/aFj9ejd2usTk9Py4kaOoZF4Kqu67I5QvT96KOPWkDRU7fovzYa0RWo93tcqM9n5qti/jAvnqeQliYWWu75Hl+kOm/wmYzW+u66THULOBFUat5pDul+5b1T8VQXvHdWeRTAKmJiefBJ6knwnHACVVKKzLgs06bvPiPIIqNmg5hNLv4neBIy90yx2XNeJ5/XNaJ3rSRPT09jfX29MAaLM2O2y4z90e++cnbLQVVV0ev1YnNzMwaDQfzd3/1dDAaDlsKXQlGQtgPbiLaVSm1gcKOYn6simeklFERbnicmAalVEeufFdfkuWQioljHGP/lAccccz2rdnO8KewppFUXhWo2dnrPLD70IHr2jYCVdMgUkCtz1sN3cu650svmB/tAGjn4Y24s0UqWmsFgUHbxdDqd2N7ejufPn0fEJIu0sqozDlNt5S5AypZerxe9Xq8Iz9PT07i7uyuxj04LzhG6kbOFiUomiNk2gh+1SzuP9LwUrA7m1QHUHBuBLhUBp0wp0Q3GRaEvENXu7Br5l1bObH5QeZE3MsDJdlZVFRsbGxEx2RDg9bplUb/ru+9udc8Hn+E9zu8s+r65uVnu8XkR0d41yPElIOQckgwYDAZlrugMWMk7uqM8aSvHhfN5aWmppFORVdaBK9vk8ae+m14pDDJQoXu4kGQ6Cuoz0tNT8GTyxV2THi/thfWQHvI+SI8wnUhElOOsuKjkeKkO6r1Z5dEAK3aQgofCQKd4S7hogt7e3sbd3V3rwEoqO9/OGTFx0emaAJFbClwR8juvqz0sPsn1bBZIT4UXMfHbc5s+i0y8EjyMzVDclAMv1qGJmSl9B65VNT7wuWnGxwMMh8NSh9OJIMl3i3DCaVJxFZRNJOcNKWONocy3epcEg2cGZhwEJzotZbyX+c+yPvp4EMzT1O05rsQz7jJWvQTDyo0TMXGTK1mjB+9Tqem7EvllQJsK1vMgUbhQMGUgwS00VBayVLJ95Eu+092PGnMFmA8Gg3LGoO5z9wsFop/b4AAAACAASURBVNoqF5/aRbBydXUVh4eHcXx83Io9cdDjgGIWKKYyEL3IH+RhX/RQ4Wk8lHen3+9Ht9uN4+Pjch9jHOn2ubi4iMXFxZZ1hjGZtAhSrmYyiHztFnj99wSq5A0HqeQFt1Bkwed6B3mK7kDSPqKd/sMtUbzfAWdVTSw1GQ86TTROrrR9h5zq5BE8Ee3j1WSt5TsIjLvdbuF18jnni8v5iLF+WF5ejk6nUzZouH7yxMZs96xFU1W1PT8e5O56TjKX85zFwSnnGMeJ7yRwZayr/hzws+0cY7XFT+NwoKwx8/F7qDwqYCWh0jRN68BJVyCcsE0zDurUqd4EC64U9ZkDqYFwRaz63QLlA6b26besDl8F+XZVN7uq7WJQrRQi2llhKQBo+tfvFN4OfCQ0qNi9iPkUW6XAXwE3B09kfAasqwjAcDcJVy0sfM53BvK9uk9WK4GhDIxKuDF2wsGsaOyKO1MY7JfABd/lE5x8QsDTNOPgVfEb73FejYgiZCl8OH58F39zno9ou1R5jy8oqHB4n/qRBRzT1cJ2qB4CWqeV5vHS0lIBwgcHB7GyshJLS0tlQcUt0lU1CQlQ/2S14ve6HgeJ7+7uxtHRUaGl6HlyctLiIVe2Po84v1V897LqJX1ZeFTGwsJCrK6uxuLiYknEqzPeeAAs61LMo+gTMQ4EPzk5iXfv3sXCwkKxfKmuTGnOAtHsH+WJ2p7xSKaoXNHp++rq6pRyraqqdfwP6erKMQP7rM9BntpAsOB99P6KRz14uWmaltXcx51yX/Ivs0Y3TVPGsdPpFBfecDiMy8vL6PV6hYe1YHD5oDmwvLwca2trraOfxOPuRmeojNqktmb6j8+pKE0DZYbklMufWfR18PWfqXub30iz7MzvYfIlGWAwSSaDRbLIbuYUS5VSl1WQElALargXvdByAK1keGPYwgCzMWAY8GLG/gtmNYC3LXhhATbsAWzAXsmwDTUEAZJcqC6rC12FqnQzlVQlK8kiWfxMBZPBpBfs58bvfeIGqw3YPekLECQj3vd+nHvuOc8959xzyUeZ2zF1T851AsME1PaEeIPrvrqwbsufWt/HlTcCWE1MTBSmpOC/y89NIvH2dCspadTyIY0qINfvY9wZ/2ClyR2gv/eC4pHTmiLhJOful8+mMswdkDS0UDHmInfGNUBB2iUal0bdTl7cDx480MOHD3V0dKTt7W3t7Oy03HAud1lp/D3pMDs7Wx1fumtdR+5gaP2iMPB3VNwMwkxlQXeO26Hw5rFkf8858v8UbGma5+67toOWhsGe/KwGzlKAeJx5mil5LoEU+cJz7b99NJ80z10d12iON+mRgs7tWsFIKnF9GRBvkGBQ8cEHH6jX65WUCZeXl3rx4kW5sLnmxrayoUw5Pz9vHQDh/Euj10llnS65jvyd42G+7X63ceDs+vpay8vL6nSGV5scHh7q+Pi4BKyzX5OTkzo/Py+xV7beT01Nqdvtqt/vt+JGEmD4M/KL/x+Xg6smi1k/QanHSp52YWqd5BuWBFE1a1Ku55Rr3HhJ9Qt+/Td/yPfLy8stqxI3JX6GfUgwmfLXQM2yfTAYFN72UX9bWh2HRdolzTqdju7fv1++MzBLUEqLEvkgXXYeg+VWuuUMTHKe0iuUcofhOAnGx8k704qHjbL+Gj+y3aZpezRS/nc6w3hgW1LpJfk2UCW9IcDq5uamNbAMZCXhzIDOQ0Om9qQwSVwiTWn0CgUSmoKCLjubO9MS4u+56KW2z9kWF0+Y1D4teNfCpquFipT5ulySCdPsSqVaM5eaJsvLy63PVldXNRjcHlNl/RnnUwMuHoNBLq1OLpkLx59xAeYJOr7POB2P7ejoaGQXWku2SmsUFaBpwQXtPhJwua+pmDl+0jrHn/TKsWXAN087+Vlmiub7CX7yeD/nOa/TGAcCeIow+58Ch/yQ6zTHa5d/zcp6enpaDiT4pvqFhYWSld07eLs7Li8vR24KcAJhg6rLy0sdHR2Vvz0+pnnh+kmZwbmugV0/Q0CePMHnGQwv3QYc24VHBf769WudnZ1Jkq6ursoNDLRu9Xq9ktPLcWhN05TDPXT3+u8E3rm+UnHxe/I+12Ee2Sed3L5dmIyNJRjmQYVMZszNbIZMMBkp6ZyyilZVyv6aHHMKi8vLy5FrglinDwGkTEh65fpi+ycnJ7q6utLV1VWxXrE9gyvPs3nF7fX7/ZKKwyfbeMoyY5QMsBKUuu/UW14bBDe106MEY3nK0JvBcfKPMs/yLmN1CY5J65RDnH/qRutmt8l4XPbPHiOulZzTLBO+TubfZpmenr556623WgPm4uNuepzPO5lUGjJBEj0Xek4qGTxBT6LZcejVz6XbL82qafYkqCPDcse4uLhYzMLn5+cjFrtE7DXaeDw8oktlOTMzo62tLT1+/Fjdbld/+qd/qhcvXrTSH3gsXASuK/NJuT26fxJc2jyb8+J3auZzCujBYNCiF0tNGYyb95rV0e7DVJ6sh3NZ4yN/xqs5XMZZshKYuX+c40xJwfdZB387GHpra6vkc5JuLR9PnjzR+fl5CQZ3VnImpXWbuR5r4Jf0SXrw+9evX7dcQuZNKzXpVjk4dkQaZlI/OTkp+a/6/b42NjZadKILzNac3d1dDQaDopxyozFOQJNf/I4PUeRcjyvJG3Z5eW42NzeL8myaW1ffzs6OpHrWecuXV69eaWVlpbjwbZnb3d1tuU0JDhMgpizK+eTnNXec5SI3PAlYDAI9h76eK8M3DJQp3/yT1k3Od8ZPelNAecQ1l+uj0xkmWZVu5cn9+/d1dXVVlKw0vI+S+QBNE1r2U0YaJGeAuOtYW1sr/bIV0vxlEJ0uPSfMPTo6KolxSZd0AyafpweCc8rveaLbhcAq1xB1LfNWsW22VZMh/L+mM2vroCZ7U85zHSa9Uoam3N/f3//o5ubm91Qpb4TFSmq7PTiI2k3TuRNIYtTAktQ2EzPortaXphneeyS1QYCklhVqnADm87krckwF86fkaTQLp0ThrtfZYzudjvb29qrjTxA5Dgi4T4PB7YmUzc1NPXr0SN1ut+X+o/uOPviMf/KYLNCkNhBjnxjvRNCR1jACJ46lZi3kXNbmmfMojV5zxDZrSjMVbLabfEGLR62tWvyYv3MguANdE/wxwSHr9G+vIR/lnp+f1/LystbX17W+vl7mYnZ2Vmtra9rY2Ch5dLrdrj777DPt7u7qyy+/1Onpqfb29srN88lTyV/Jh6RTxsnkWiGdaVHxO51Op4Ap6TaOpNfrFYVoUDEzM1M2IH7ewNFuz5wPl5rgzWfS/Zifeb7Mq1yjTdNO2GugR1p6LshzTBfhK7DcJuNvDNj6/X4JkXDhIZeM2XPdBB8J8sljlsFS+1i+x8U1auuoQxmY/mJycrJ1s8P09HQ5xEF+ShBT48GUe3lKj/PHDTzX7fT0tKampoqVqN/vt/pDV637sry83LKmWXb4MIlUj8tMCznngvx/eXmp3d3dlgXFfSCveSxZVy0/lS8sdh08/UaDAONOXZfr4cEhy/UEWC61lEIZeuB5ZTqbjPniPEntwHbn0fJmLd8ft4FK/iAvkc/uKm8EsJqYmBgZjDQUSMlgnAQOsnYUkqf9XO7a8bHtmnmzRuRUZjlpNcVvixaBCPuUYIQgwsLXu6izs7OR48UESsnctf52Op0Sh9Lr9Uo+sJ2dHX322WdFAY1TMgQ9PlUnDd2yDtqkr9rFIJW+7LSG1Zid88n8OxQw/r9m1ZGGoIRA+fj4uGVZY2Bj7mKSB2uA2sLGtEnLFuti3blz8pxm+6QHNx3+3n+vrKxodXVVGxsbJYbDifIuLy+LS+2P/uiPdH19XWLqVldX1ev1tLm5qe3tbUnSs2fPWi5qClTP17jYPypyf2clxVKLzbHS8EbHoMljtQvQYyIQtlLs9/sljIC7+Ro9qSBJT841x8ixpbvUz7BOgiq6xo6Pj4tVp2maEm9zcXFR3rWLz+DRCt/xZkw/wTvt2FepHXKR1qu7rJLJuzX3iL9zHc6FNzMzU0C98wgZ+NdOsFm2My7O9RMw3hUb5+c9l7Xs7Z4LJmY1+HMdvV6v1T/mTjw+Ph5xEbq9dG/lXHhemQrA9fqEvNepLWUXFxctmpj3uNYSDNf0jttySgL30S5VhjtQznMN0H1GfUBwlHPxbeAmdb3f4YbedKvFP83NzbVSRCQQTwCefE55Tnn0beWNAFbSeLOeiZCCKd16td1MWplcp58Zt/Dy+5z8GkBxyQRofJ7BetwVSMMrcdK6wsXgMRrNf/PNN8Wa4mO50jDQ2LehZ7+pDLlTsyB+/PixVlZWtL29re3tbT1//rw8S2sV4888bo7fYJXAwN/lwYLsY8ZH5Uk/uv7S/y8N3WN5LJjPcvd17969lkCquXXYXoIgf+c5zrxWFKopKPxu8hWFAWnDNulS8OedTqelsA2Wl5eX9fDhQ62srOjw8FDPnz8vbjBbDA4PD/X+++9rZWVFu7u7+vTTT0tfer1eCSan+4xz6mKB3DRNNe1DAmGOMxUBj9k3TTOSQZ3lxYsXklTcNqT56elpK2anBia4kWNOKPIi5yCBbAITK0VaHA10CBSp5Nnnubk5ra6u6vj4WE+fPi3fmQa8B860u7i40OTkpDY2Nkqm9ouLC01NTY3wNMeTubk4l+Zf0pzrOTcA5D1/53yDU1NTI4mO/dtAf2FhoTzjlAFXV1dqmvadkE3TzhjOeWHdVKieU25SOG7/rK6ujgC8fr9fLFiSSnJZgmmuTddVAyN5OCfBHeeKG2fehEDeNEBjXB83MC48te0yTh57/lPeuZ6a3va6pqUp81WxzdygJU9leh1/7/ot62unqF2f10Ral9kfjqNmhc6DAneVNwJYWaHbFJlKSBqNX5FGQZDvLuJ73I348wRK+Q4XYjIl360hV+b0kIYuLU5IbXJdkgnZX9LCAs4JFJeWllpWpcGgnbKCfXcdTdOUoF7plnFWVlbU7/e1vb2t3d1dPX36tBxJp8JLiw7HYzowTYLHVMv3kuB3HPOyXe6ITLesK2OzErRLo1n9TQe6bli4sNPiaUVMoUW6pdDg3zlWCuWa8k4lkIuffep2u5qfn9f6+rpmZma0s7Ojvb097e7ujgQNn52d6cc//nG5c05SuadvfX1dq6urury81BdffDECrMa59u5yC9XACpUE6eRdu09P1ejpzcne3l4riJ1B6R6rFWyCeq795MOaMnNJkJdzQ4Wb1qrcods6RUDpuwFfvnxZ3FJ2m9naLN2uhampKR0eHhYLx2AwaLnZXD/lW95TSFrV5q9GO9KA8+wUANfX1wVU+sCBedt94ak3x8r5nseXL18W6xHpynVB1xcBDtcU1zbBi1N5LC0tFeuh6/QmxvKSIMZuJwN386qf8/hqp9QzvIHraJy+I405N7nZ8Ji5ASXgYT9oMavFqHp+aH2yzh6X56lphmkmaqkbOp1OK4hdans8OO7shzR6c0S64BO4u1B+J1/U+J2yINd9rbwRwMpm11TEZMIMNEwXoT/PnUu/f5tMzwK2psRSYNSsLPm328ngQ39H5vHvGoCrLRa2YWDGZw2gTIe9vT1tbGwU4ep3aDLmzpv5cjY3N9U0TdndStJf/uVf6quvvtLx8XHLIpK5vmg1ysUvDZWc3/d8cqH5f9KQ1qUM3nc7/pyKnFaiFC412uYc+H8GTfMZgi0uMtO2tpun4COQrwEpFh6BTgWX/Ma+2jqysrKihYWFEk/luKmf/exnOjo6GlknPADxzTffFN6ZnJwsruGTkxM9evRIv/Vbv6Wf/vSnIzmVcv45F/yeeYBSiCWorlkMKFxrisSgpWmakU1B9qsmLHMdc0y1tctxJUDM+bYC99/+zTV9cnKilZWVMk7fFec8VIeHh9rf39fk5GQZ2+XlZQFRPlF4fX1dUjAYyMzPz+v6+loXFxfl9gSOgXK1Blw55nGnfOlq80lMJ7R9+PBhoZVB3u7u7si6v3//vpaWlgrI9BjtlrJljpnZXVK5stTkrE9kzszMaGVlRcvLyyW7uuNLKWd8EtOudCec9Xg83+ZN94+bUT93fn7esvJTzyVoTzqb1vyd1nJucP09aUNdy+/YV+pHgyi/77odcym1Y2/pZqZFiePKdce4Lj/jDUbKzuRff+ewhFzD5HEDYR+MqenifL+m52rljQBWPpnoiWZx8Pbr169b8UfMK5XJKBPB8iQC3XFmbFqmUoiSmTk5tZgf7nTTSkHmquVvct/yHirWT0Gd/Tk8PFTTDK/x4K7v8vJSq6urrd3t/Py8FhcXW/eP9fu3J6W++uqrIhTcT7puUrl5IZH56DL0+7mo0gLm5/kszcB2L7mYniyer9x1dTqdEoNil4zn37zARWtLj/u4srJS4nKurq706tWrEjDKnQ93ZHT/UDCbtql4bdKmEMsNBMFxWq6otN3W8vKyHj16JEl6/vx5i0fNDycnJyMud8Yn+cSd53tpaUnvv/++Tk9PW0ongWVa9KT6vVtURDXhluNPkHlwcFCAFHmKeXs411lP7kgJoJ2iI0vKGPe9dh8iecQ/qSRyvZtXPU+8mPfq6qpYrBwITjl1dXVVXB90fxh08loc7tZr/eVY+Yw3cB5/0oM80DSNpqamCoDh9SyUsVwPjrM6OTkpJ6BNM9+0QWDJeXPbdDnXkob2+32tra2paZqygVhcXCy3TJDvX7161bKy5Ua51+vp6upK33zzzZ38y02o+ZN9e/nyZekzU5t47lhv7bSh68v2adFnygMW0o7Pk7eYYiHBdG1tJX9n3eS/NFLc9cM1S5mSsbS5AUqAan1pfslNEPsi1UN9auWNAVYpMCW1rCRMOmmw5WfJSCkopFFfMAU7P7sLvPA7l5wkP0slVUO/LilMecrKzxOI1dI1NM1twOTy8nLLRD49PV3iFLx7nZ2dLckFLQytoJ89e1by+vjHc8D+M9aJp0sc9JixTNJQACRoZk4mz+tgMBgxG7s+JtEkP2Rizey3vzffUCA2TTs5ZrfbLcfVO53h9SfOmXRyclJcZM+ePSsAi8GmbpNjohBJfvHnHFMCfVoHHQ/m71Nw2L07Pz/fchkdHBzo9PS0BEC7bf92v2whoWtmMLg9iXZ4eKjd3V19//vf1/b2dlGAKYQSEHqua3mdpNH4HtIs6ZBm+drGKNdIuvX8mQEX6ch4Fs5Xvk+Zk2Aj1/a4azNcr/mNzzjuza48J4ikC4uHPThu0uTw8LBVP+PM+JxdW5xLAnyX5LcawPdaapqm5aaUboH82dlZWd8GWj484aB8xmH1er2ST893SDp+zIDZfT84OCjjNT24IfPn3lg2TVMylbuNk5MTPX/+vJVawUHynIOmaQrQ7XQ6rWzo3DjQjZb5tRza4L9Nl0xXkbppMLi9tsrGA4KfWniGAVF6htIyRX7KQjCXeipL6jKCUcp0/2/+oUU314XrM539GelpOiZwq2GDcTrf9dUOW30bqJLeEGDlU4G0gEjtybUPm89RMEkaEQQJjlio0Ekov+9J54k1MybBRDKPSypPfm6GqIGsWl1MVMZ68sSg3+l2u62kisxsbLDgmIW9vT0dHByUC6wJqshgtTwlNB8THLHUTmpwEWbwuTScf7pkuWA4r57nzIrPv1lHmpJ9HN1ulm63q4cPH5YklD7CT76zxWpjY6PQcGdnRycnJyWJqsdJxc25Z39p5XQ/SYuaInVfMujZvN/r9bS2tlaylO/u7urVq1e6vr5uAafcADRNM3LcnyeQJicntb+/rx/+8Ifa2trS/v5+OQnFfpK/0z1RE3C5VnNzQisp59DtpIWFu1vSp1ZfrrlxrvoaL52eno7sYrMt/p2CnJ8zDmxmZqZYnnydiS03fn9qaqpsmhyo7/5dXV0Va5XdVBcXF+U5gzbSMOPQ0uJIOvPzpJHrvLi40MrKSusUnXOi2Q0jDe8ydKyti0HLwcFBcUMbZJ2cnBSXttdPnoJ2yTqpP+w2ttvSNwC4j0wga7DHAwNObWGvgGPbTk5OWpuIBNKpd6ShvrN+IQAyTfm+50hqHzCg/LC+orzJ1AScM2k0FYKL5TFTHzBflAEjP09dzrYJ6nj3KWMPHfNmGcpkvrbgErzSku8+Z/Jv4gNv1sk3XP+eg3EAcVx5Y4CVFQiVap6yqikgv5PE4e8aEzD3ktvjEX+ChlwAvtfNJdvkxHAS3Pdx6L5WEmxkcZ9TWFhon56elrvTfO2FGe/6+lo7Ozstk6qFgMfv3VStv6ZV7j5yTKQx6ZYn/fxMChiP04U7bP+fyo0nX/xZZreWhrmdnIpgYWFBKysrxRW2t7dXUgz4s4WFBf32b/92uRzXdyk+efKkdR+c285F6P5SWTNI2SUFAenu8afCt9Vhc3OzgCrHs9CyRBryaDlBhwUWYxB4gvTRo0etU4MuBAz9fr+Vr4cn/Dg3NaWRY2Phc1SW7meCrQQE+exdO1nzDelnWVRbl7XNUQLYtJqSblYgFOyeo5WVFc3Nzen4+LjEXfGqGuk2BtOgi227vdw8+Tu6xQn4aHmp0T+z8dvN7liv4+PjMudMAWGrgy1U/nxubq4E2mfbpK2TZDLvVbp8PZa0SnLdea30+/1ikbW7j7Qlz1LpS8M4Ya4lzj2tmmk1ZyGIoo4inV242U3LCmVu7ZSyZbc0ap1Kg4Y0dAESoNW8J6Stv3M79HTk5ofzZ+Bq3f769W3iYJ+A9/vcVNLy7j4k+OR8+N0abVIG1yzk31beCGB1c3NTZQjG7XiyU1hK7buNkvlrCi53lm6XbeVOjQI8rwbhczWGoXAg6k8UXJtYl2R+t+fgcJ4AZF+Such49ttTaNmakruWPEVChhyX40Qaxo1l+gTuZlx/7jZTCXqR8WRgbRft3xyHBazN9U1ze5z6hz/8YXGx7O7uant7W3/1V39V5sxC20qq1+vp+9//fom1aJpGS0tLJe7oz/7sz/TixYsRvqvNqelFHnNfOVemUdaXQo0L3ha3w8ND/eIXv9DLly9LvIgFC0+J5Vpw+27PdVvp/O7v/q7W19f1/vvv6+XLl+UeOwq4mmndSo5jyfbzZOM4QJQ0dRu0EJDPa6A143JqICKVspV3zqv5LTOCp+LIsVAxuN9M6urv7dL1/LmfBtCmuzOuX1xctC7f9YlC36noBKHjwHzyWFr3ah4BjplB9E1zaxV+8uRJ6X9agwjGDeiZWmNnZ6esQ/efiVIJzNxvzy9lttvxGvH7e3t7JRzC7km7G8kfBkecj729vRZNSQ+pztOkHQ8CpJXff/P6nbQmuk6++23uuUz6aTnNU+wEbO5fLRln8kqt/TwtOD09rbW1teLytfWPljMeYmqapqRMkVSshwbsvJbLGwj3g1ar6enp1qXOuZFPL0wCRf49rrwRwCrNhFae0nBCaVKsoe40l7pQIJggRt9eIBSaZCgTmG4gCt8ET/6ev1N5mIFZKOT9m5+7/hw3F2He5yWplX4hLQSkTwYUZ+oCt2ema5qm1Z7r58LhwQL2iaDVp1FoDq4B2sFgmCOJ4Iq7H9KSQCvnyd+vr69ra2urXBWyt7dXcuX4IABdYj5x5YBZJ+ZrmqYkz+z1evrzP//zsqAZQzYuRoVzksAg5+suMOFil0ZaJrjrMj8ysWCCNQOgGoiTbq22Dx8+1MbGhj755JORNZbv+12DEreZmyTyoxViAs/apoFKmXWnRYC0/FWEZvJOTVG7nXTb1sBc7bPBoH1XIPmX6TA8X0yCOhgML6rudruamZnRxcVFASQGHg7kzjEmnWqhFjWZWtuoGYAbFNkdSevT/Px8SdLqUgObHp/b86lUu+bZr+xz3jHLsXAuZ2dnS6yW17vBnsfjzUjyH63Fk5OTxUon3a6NbrdbzYGW824ZRks95SDbyntC/T2D39NzQB3JOrmxt3fCIINWMv9fS5mTHgiPK91/6YWS1LJw+iqeycnJAvrJ/+Zp1882/bnn3xZcWshNH27Ia5vXo6OjIkvGyY1xlu8sbwSwYlZb7grsH625UlxMaCvymlUqd5ZE9Vk3rWCu359zR+F+pNA3Y7kNts+dR/rPXTjpkkaAo9umj5ouMyJuBwtbyfF+N/bfC8vMV7MucReSJ/wMqniqw2O0S44ChHORi47jpLuMc+G+GXCZZncpUwMgpw5YX19Xr9fTxx9/XK6HoBJLC4J0u4i/+uqr4kJ1NmyDssePH2tra6vUl27OmlvC48jM+eRFzoV3xVJ7F+y+Ol+Q41C8C+czbodCJDcY3Jmz2GLgOBLv+pNm5rXcVWeqBbdFoOTvKMRqVkmOJddZKtJx48/66aasAbpxgJcXfKfgZVsJ4rgx4VybVp5nf89M21dXV62LtH1PnBO/Xl5elvXuQwtJiwSilD81BcJ5zEMqBI22PCwsLBTrrl2ULnYLmm+pPN0nK1vLSvfTlgr2OXPS0WqatJVuY9RIf96lWNsMUb4QDPLQkOumLKnxBOul/K0BMfeDVnqCIteR8tr/17wNpmfNqpQpGWrepHyHtCL449hYR03WLCwstEI6Uh6Y72prks8RDHc6nZY+zLr9QzCYXq+UjdK3Z19/I4CVpBFCccdHQkrDpGQOaE+FO04R5/f+nwnP8l0+b0BB06Qnj3XQ0uWSSeuyTjMjnyEDGJAkqOHJPDMFY4uOjo5auw0yjvtP/3me+POCvcsVyZIWqDzZZ7pRwZAOrD8FRPJH9pFKwsXKdm5uTr1eTysrK+XS3k8//bSAIAIXC24LdPap3+9rf3+/JTi9YJeWlvTo0SN9/vnnLUHj+tMyeJelxWPt9/utHWktXQHzbs3Ozuo73/lO60JiW9tIT7ddy+LM+c3x+z0HjhpUWbGRpwhYPL48ccexcL5YV1ogU2HlRiHdJLXiucxNF3mBn9X40bxO0JRzUwMqbJMKgPzN9vyM+ZG86pQAg8GgZC3Pfr969ap1ypN1pqxl6V9jzgAAIABJREFUP2ugj3yQ6y15xSf8bEmj69mpS0hTt5eJTB1zMzU1VVyjpoX7lzKtBlBSAdtaldYl0micTHasoGlhl6DzUvkmjHQ1s4/uu61MNT2Wv3MslME1Xnd8kjQ8mUpvDEEPZTCDuqmDWC/75DWQp7k5F5nHqt/vlxPMtrRLbUu6aZ1rRGpvLD1fdAcmPdgnAibpNr0JU9Wk/uW8ue93lTcGWEl1cykLXWUUPgQ1rCcX7F0otQZ6iHAz+STfT1Mx+8D+esJOT08Ls3tR1CxzuUunxSePyvpZCnrThM/lYuQOxf2nlcmF1iguwHHB5/48Y7XcRl6TQBq7X6RhKikeLCAYzF1d09zGejhIdX19XScnJ9rf32+lCvDumcqn2+0WBWAaG4ycn59rYWGh9HF/f187Ozv6wz/8Q3388cf6+uuvW4cBaDnMxWoBQQsfFb/b9ftJS3+2tramqampETDqIGFpaCpn3SwUOjlv3JmfnJxoZ2dH7733nra2trSzs6O///u/b9GJrnYDr6Ojo9bJRj9jq4zH8urVq1ZwKhVM9ovgM2mbPJbvM9dVba26bwRF/pw785RVNWtfTcaw7VTs/J3vc976/b6ePHlS5tfpQGiBSQsdx2jrExVXDSyShp1OZ+RCcIL+y8tLnZ2daWlpqdwPaBelr4Dx+pJULFN+t2mGOfkMggyw/Pv4+LgALdIi5yT1hftv4OP1QXeSgRLrMC8kCB4MBsU9e319XeLYavqHPMi+5mGpBHS1uN/BYPxVSC737t0b6xplG/R+uD9ui7ou+1jj2aZpWhtotuE+udiySR3q/3nQgYVyj5sq86xPw6aerq3R1Jk1AMuSWGNceSOAlYENFzQXMHcj0qhPflzgc/pLkxlM9Jw4P1sjNAVrzURaS7pWU6R5MSQXC/uadHEdZl4vOE62A/NqJ5ZqJx3Tf+7f6Vt3vTXa0fLmz3Mh+Vn6960Mx7lHDfzGnVDMuBHTxgLHCmBlZUXdblc7OzslZxeTXqbw7fdvM9pzobN+Wwu8sE9OTvTkyRP96Ec/0h/8wR9ob2+vCLTz8/NWctJMk0EBe+/evar1gHzG/kq3PLm8vKwHDx5odXVVW1tbev78uQ4PD8t80u3CMXFesk3yOufd3zvexVmqXQjO/Hwm86XATSVO2tTGnu3QYkJAKqll+aIsSNdcWr7TrUfFm32koDdvcyPGXHykfc3aTrCTQIf9Mm+a1903HkHn3Kb8SCsP6WDARD7j/+QRFtJUur2vkXmpfLl0po1pmqZ1+i6VLeuX1Fq3BpEeD8eZVjkX/+84tLm5OV1cXJT4r3TjuW3ymXNu1U4Bsm3SzH2jXPQzGRfFNZPjTzBjniKASp5nux6D+0B3ovtCuS6pBZQSeGedpAHHLbVDSTx/3vhS1zCJbPJe0pgyQBpezeSNc7rp8+R5p9MpnhwCSdKOG3qDvrvKGwGsJI0Q0MRKZM3vc2Jdj9RWEv7NutKSkpNoYhqh2grjHTWZlIHk49xRtT64bzxFZKFssMhkbzxhx8VFCxHdRjwJwdgmjjOZjMdzm6YpgGB6elrz8/MtAEcBQVdlDWBy12BaEYB5rG7bf9csXqaj20ih6bE5AeDCwkLJOfXs2TOdnp62lCUF5l1KNMEVf8wX19fXWl1d1erqqra3t6s8an7iacma8E+BwnrG7bDofmCgfc59WqRcEtynUnc5OTlpuZ4IZvlTUwbsRw1A1mjAOmvKg204HQHpSqtf1pUWiBpP1J4jMHS7tv5w7LZAJm9R4eRJSYMlAp2Dg4OqLMz+cH4pD3NeazQmn8/NzZW7GfkOLZFJR4JMW6XcTrfb1f7+fnH5uD5eBUPLlev0HYO2Tp2cnOj6+rps9GquWgLOBMJu15dT+xogt+m+0dpcAzMOWrc7/PDwsLXWeMmzNDw1WpPFlt2ZAkhqy/emacodhJz3fv82i3zmIOTNIpTdNW+NQQ9PdlP3uE0/R3rUQBbrZeGYDw4OytxPT08Xl/FgMCigWWq7zN0eD7aQX1yfrYa5ickNP+tOyxxp6b8NAumyzPKtwGpiYuK7kv5M0pqk15J+fHNz819OTEwsSfrvJf0TSX8v6d+7ubn55pfv/OeS/pmka0n/yc3Nzf/ybe1IozEIXBQmQCoBD9aFzxCUELS40HKSvxNl+zsGwmXSQ/vKazsyqQ0u2H8zqwuTkqUJeH5+vgWY/B3rJlCRNNIfP+/3aUVxHc7oS2bMtrJuXj+UfUrBlCdHaMXh4uZYLHxIM9edbkAH9TbNbTqEmZkZPXv2rGS3dx2eZwsfKkmWBPuOsTCA6XRu0zh4B2Y3BmlOviSfk++T15PfE1Dw/4y1qMWdUKhJ9VNgNf5smqalfJi/a9xcexdtxWD6OQljrrnsa45bap9gSmDD5/0Zg+hrADXpxOcTfAwGg5b1Kenn/2v8nuPj2E2XDHXw91YMPDmYOXxyc+ZxUZbW2s0xplWAsUcEGd745abRCs9xR14XdgeyGCgRfPl/P8sLjx0n1u/3S0b0dI1nwtbkJT7reWZmep8W57P5rg+GNM1tTKPHd3FxUcCV6ZD0JD8QUKUOoFHBoMhJNFmvM8X3ej1NT0+P5DVrmmH4QXowKDdys+7+ZIgN80FSnpmeaXBIme12efLQYLnX62lycrIcKmAoxjh+Jb0MkM/Ozsr7PjTh9hkbnYCv5jLmerlLhmT5VSxWA0n/2c3NzU8nJibuS/poYmLif5X0H0n6329ubv7VxMTEv5T0LyX9i4mJifcl/fuS/h1J65L+t4mJiUc3NzdjbWc1H2ia8GuL2O9QILEYoOSugIDIJw+/DbBJasVVUBjmDtTtcRJZr//md46xSrdl9iOVsHfDvACTC6bfbwezs5/SaDI4Mr1/mz75bKZHMKhK0JSn/Tjn9OmnmZgLl4KcoILPpQDtdrva3NzUw4cPJd0ep7UFh64D05xxUBwTY0lqLorLy8vWsXbfv0iwxncyLoL9r/EhaS61LbaORer1esWF4kzQPIGVtLIi5iW2CQBc3F+7Pjzmvb29lrWBgilBnetnvjV+nm4pxl41TVNcSHQlJn0SMEvte0STzrU4KFqXWCyP8ih8bv4SsLKeDGFIcJ2KmLIkASfjmWq0JAiirOFzSZMaADSPcXcvDe/bJD09Hq8t3+7gfFQ+keuNiN2WdlNnNvilpaXSP2aPN3CxK89jtjzknFke2ZpoYNLp3J6UtMVmfX299NvuvfPzc/V6vVb8pfvtPjmg/vDwsIAq02ic1ZvxVA4Sp9eDG37zhX83za2lzFayprndbE9NTZVYMWekt/UswbV1A0NoPPdMiZBeB1qqyDsZd+W/6WbMjZfHyvVimi0uLurq6mpELnDjm2vD/L6wsKCrq6tiGDDIpLEiD4K5/pqeZdvuZw0sZ/lWYHVzc/OVpK9++ffZxMTEZ5I2JP2RpB/98rH/WtJPJP2LX37+393c3FxKejoxMfF/Sfp9SX89rg0OsAZqcuGm0PPO2O9lPELuaJmawcK6FhxIkCINlZHbMMPm6QQmJiMA8cLnaQkyTE2xpeUiTbd5csPjc7+tKLjzoFVJGroDSXMzXr5nupH2pBvjpDKeiObsPEHpsdkdWUvNwCsTTGvSyr8XFxfL/X4rKysaDAZ6/vy5pLbv3kKWwjldRgRyeWokd1CDwe1ppX/8x38s/zM4ugYExvF07pw4vpyDweB21+00Ek1zGyi8v78/Um+23zTNSEb6vLeP4zOwurq6KorQVqsaXyQwqLWfc0iLjedkXEwUaZc0SZDjz/l9yocEfQmaagqPgCKf5TtUuJQb/Dxdp+PuVkxAVHPNjQPsnKO0jtXmq3ZU3pu2mnfBa8onFm1pOT8/LxYoSTo7Oyv1e71PTU3p6uqq1Etr1vn5eVG4zoyeijHdby6MPzItnQ/LCUEfPnyovb29An5s8XDxXJjffRcn55Z0dWyPwykoR8h/mcbHcZauy787nU7ZQNmyY2tZvz+8XsfWM4O8w8NDXV5etiw3/m1ZSy9DLQUD0+JYvuehqOQxyvb0DpkWbtcbLqfRWFxc1NTUVLEM8jAB14HpY/fhzMxMC+x63hnG8vLlyxLT6/6YHslPKVvSmj2u/D+KsZqYmPgnkh5L+ltJq78EXbq5uflqYmLCEawbkv4Gr335y89+pZKKWmqj05o/XWq7bsYBlJq1g4qaWWad0oGIf3V1tVxk7MXPNlyfc8jYDOndtoFcCjr33a7Emo/b/fLOhqbb3EVkPqr03bvP3L2wZJyU6+NukGZi0pumYo/B9PdztBpybMx3xXlxX9PaSEtT0nRjY0Obm5tqmkbb29utbOjkoXRL2cXHcaXSZ5vmq8nJyeIKzaPkVOxNM4xbM32o3JJ3CQhosvfnnoNut1sUWNM0reSM19fXZZw1wFFrO58jALm8vCw0evbsmZ4+fVqEVM1UTvpxTFyHfJ4xJP7NtZb1OXh+cnKyuPIc7+hLerMdA4C0EBPI8TkqQoJh8lQCQj+XwL2WcsLPE1xxHlwv5WMqAo4jxzvOJZXz7L5YBrD/rJeW+1SozL8l3VqKX758qYWFBW1ubpb5XV9f18XFRQEzBgoGKxcXF8XK7HnMmwIS7FImciNHEG662wVomb21tVU2GT7VaBqSzt68+P/Ly0s9efKkZRGSVNbc/Px8AWuDwWgCU8dbGrB4LphGxbTzFVymyZdffqn9/f0CSp277P79+5JuXYXSMIWB+5h9SB2RG2T2lbLb9CU4TJ5MvcZ3GAfHhMbSrT6enZ0tViiDbt6Naau8N8xPnjwpSV55b6v7Qd2Za2Tc5iP5LWPuauVXBlYTExNzkv4HSf/pzc3N6cTExNhHK5/dVOr755L+uTS8Zyl3iSnE/J1U38Gl0EmFkYqD7/q368nPbT6emprS2dmZXr16pf39/Va7g8GgZPQ2o/ialP39fUl1JmNfCJI8doIcuwwTbXNREiil+47xB9wxZNwUdyPS6L19XnCuh2MwQMpTJnlMNa1SBHlk8oxrSQFKBcWdLlMLSMNTIllo/UgQkYDefWMfLIgtjHhMmNbUjBfLhexFK6kE2Lu9dLXxc4/ZqRaYeZupFdJlTSHr+thWXgMiDS/vtavG909mluncvBgUE7T4u2yjZn3hmux0Onrw4IHu379f4nEY09bv90uAs3e8Bj4EUtzB+5laXAzfSQXEORxndSZw4fhYd276autqXD4ftleTg+TF7FsqCW4yxln52JZ5iJs+jtUWTtdla6gtL6yHOa68pjgXvKSZfMv2anducn5zs5AbC4O9fn8YeD8YDIOsrchJC1+DQ7rm+jbQdz+ZH9AbaM696+p2u5qbm2sl/XVQ9osXL/T111+PAMtut6vT09NikXv//ff17NmzooM8H/RcZJwt3X48vFXLa0j3ocfC8JpXr161vETeoFs2vn79urju/Lnn55tvvimHBLhW7t27Vw4vmFekIYBkWhvPMT0w4zYwtc9yLf6/4gqUpImJiSndgqr/5ubm5n/85cd7ExMTb//SWvW2JM/al5K+i9e/I2k367y5ufmxpB9L0tTU1E0qKw/Mu/9059UETO6UxhUi6XR5JJKlIkjFPA7E+TZ6x/gYTdtyRVSfgir7SSWTiif/tuLygmHcElNDMHDQZlEGUI5TjDQH06qVcVNeeNwd+H+CNbZ3Vxn3DPtHodnr9UpQp3e5XOhcKPyMlo08VeZn8sZ684gViHeIfMdzMk4h1xYt5yg3EayfgMsgo9/vt+44y/6yzVoeHL7DTYN3y03TvmzW4CXHnRuW2vccO6/AoeXIz1gh+/mlpaUSP+f6fD/dycmJjo6OdHx8rGfPnumrr74qGyRvemqAIi3ifjYVXs0yx5Jjy7b4XNKc81Pj2dozBEEJohOYsh1uUNJ6yhic5Ncslj1JA/OGvzs6OipZ1r35WVlZaZ0utRvr6upKV1dXZfOULmrPjaQWsEkAyznI0Ax/Z55JeTw3N6elpaUCnjqdTrlpQRpezJ6blZzPnHfS0fKRQeHeyM/Pz2txcVGdTqfEq/leU1/BUwOR1p0PHjzQ8fFxOTxAfk7glyEYPKjlOjN1jgFLHvDiGs62fBraVrymaUpeR79XuzQ7gRIv7/YzucFjyMmvApBq6zrBVk1XZ/lWYDVxa5r6ryR9dnNz86/x1f8s6T+U9K9++ft/wuf/7cTExL/WbfD6e5L+j29rpzbIcQPg4vFAGfzHCUhmZoC0FTaJlT80vTrYkgKXQcB+5/LyUru7u3rrrbe0tramra0tdbtdbW9vl0s66UpLxZPM5IWbQf41a49BFQWm22PhvVMGHel6c19oCeOOhi4/lwRw3N1kzBrnjP+bF2gi9xhrVgF/nvziHDoMhGyaRsvLyyOCmvMwDsSkBSeVzdLSUtl582SQs9+zLrZFkJSF9LMw8vsu5nO7n1dXV1vrg2vL7RoISnXlYJeIP2d9g8FAq6ur2tzcbNWR43r58mVxgyRIHBf4TN6n66zX6+nevXvlfkLvxt1fHuGfmZnRD37wAw0GA+3s7KjX6+mnP/2pXr9+XTZHCY6oaJO2BNOcJ86dZRIBC0FOgiSOPecmwRH5o9PptEC/3/fzTo9AHqmBMn9+1w6dCpXP0NJBmZG3SzAXlw9JeO7tunI6FLdxcnJSnrW8YUD4wcFBC+yn7Pa6zvgfl9ykUWbv7Oy0Lo7udrva2NjQ6uqqFhYW9Nlnn5U0I9Iwnxb74nlIfUY65bpPl7Sf63a7un//vnq9Xmnr5OSkXCfFOeHfx8fHJb7r66+/LmvIOsQpYbwWnC2ep3fTI0J9kXKf+iFlOa1Zg8FtzO9dB5bMKymXDdAd1sANAIE0+dh0zvpdJ+uv0dJ1cs5yDY8rv4rF6t+V9B9I+mRiYuL//OVn/4VuAdW/mZiY+GeSdiT9sSTd3Nz8fGJi4t9I+lTSQNJ/fNeJwNIRDNRXcOTCryk9D9TmxiRYCi8yRc3tZCLy1nMDKpeaoHHxQltcXCynTj744INiVt7Z2RkRHFkn+0QQlfFZGRvl8dVQdeZ8SgYxA01PT7duUU+QRQsYg079HOPU2KafzUSRuZOo5a7y+6lEKMwoXGdnZ8u1GBcXFyWmye/73QRpFJDS8JSgpHLSjrSw4rf1ZmpqSr1eT4eHh8W/f35+3rLaZSCwP2f8mr/3nBBA2w3sY+FWVOZDj21ycrJYZN3vBDeujzyYYGFubq6AsOTJ6+trnZ2daX9/v2wYyFPmowRnuaunpYptLC4uanJyUvPz88Xt9+jRo+IScVDu3t7eCEDb3d0tSntra0uHh4clXof09d/jQA+VuPkuY7bs0uAz7ovHxvF92+W8phHnwM+mhYLjoDWHcoK/k06sh2vC/crTv26H/FKLceRY/ffc3FwrTYE3oAZPjJuxnGBMVfbPbdPVTctj8jX7Lg1TcTgWys/678vLSz179qzMh2PBvJ7yBKDXYNKB7ZO3OKdJt4WFBa2srGhjY6Okcdnf3y/xQ+SdBOKUj51OR/v7+wV0Ly8v6/79+3r+/HlrTZ6enrZuRCDd3CfLdMqH9EBwDJbnyY+1OGO/Zw+K55L8XtvQpK4/PT2tbgjslbGrMk9l5lhdGP/Mufs2YDVxczMS/vRrL03T3NjEzysOOMh+v9/KdJuDq5nrWPgs/ccOoDOT+d6ilZWVAoC++eabwvy5s3Bhskcqe7svNjc3tbGxocFgoC+++EKffvpp2VnRsjYOMQe9RgQnGaP2zLhCq5v7kflIxgn/cXSmcCIoMogw3fMoLpnd/2dsFxdFunKb5tYatbKyosePH2t7e7vcBcgj0wkeEkjlYqbFgVYrx2F0Op2i9Dc3N/UXf/EXevr0afUUTm13lOb3dBkahNeOLFNpGUh88MEHur6+1t/93d+V2A4eZc/xJ/+wv3Nzc+Wkji+d7nQ6+pM/+RNNTk7qo48+0l//9V/r+fPnLTqNGysVIGlS+/nud7+r5eXlcrR8ZmZGOzs7RaHZdeOx0RU6GAxKni1eFM08Qw505X2JSR/3mUr8LqFKoON3TY90z6XyN79bHtV2y1m/n6m5ovJdunZZ0mXGdzudTrG4EnzxdoeUXQQ7CdYppykj07uQwJt9df/4Gftg5Txu3WUbCZLZD/OUgZTbS1rVwFHGVkpDyxU3nUwhYrq88847+s53vqOFhYViJfviiy8KPfys00hk4Xyazsw91+/3dXBwUHTbYDBoXdbOdcxNLWW4NJTj43Im1uiescC5kaZb0oUel9x8JP9xs+50SuOszHyP/ea6rQGpwWCg/f39j25ubn5vZID6FWOs/r8uDoTvdIaZzk0AXiArtYlaE9w1FO8dkoVXKqnl5eVWDqCrqyt99tlnLRDlhZIAysUM5vQGFKa+m67b7Wp1dVXvv/9+ycqdbgnTIZXrXcDJKQrMSBkkTkZOpvZusxYjwfoZU8X0DLl7yUXI/zMRnefE9WSOosy+zvf8P3epBj2+a8xCsWmaEsxt+taUj+vi99xxk5+k4Z1l09PT2traKmCOIIYKpgaQk96ZxM9zlO4kKi2fsnI5PDzUw4cPtby8rIODA/X7/eLeoAsw++iSCs4KZWZmRrOzs1pbW9Pk5KROT0/1+eeftzIkZywPAWkNXKXFzO92u129++67xeV3cnKivb29YuHwerEVxM+4ntXV1WIR2d/f13vvvVcy8JtGdv9Q+ec8Nc0w6WT2c9xYvZ65rg3MSFcqhrR0Nc2txc51O/cT58pWfZ+Yq/W9BhA5BvaH4JLrgoHV5sNMaMzTbLzKyXKYmzdbT1y/M8rX+pTWuPzcfeX/jKHimGjV4fikdhC/gUqn02nFD6ZlNWnLfmfb/f4w8zk3lD59TmU+NzentbW1Ek84GAy9JgkibW2jXKJecZ0zMzPq9/vFjfjee++p07lNiOp5qlnW09PgQrnuMZmuHI/7U/NkpF6yJ4RuydRl6ZnihsHf52n6mmU2+Tllcc3y6M89prvKGwWsJLUyY+cuUhq6CV1IHAq6JKAZhp9RQDmvhRmY5noKBbpsEtESDeduaW9vT/fu3Sv9d+6RphmezEtG9edulwAn+5AMKKlqKWLgPNtkwCEFU8ZmSe1diQUE+8LxZ5wUffDcYbhwURpojNs5sQ9s+96929vlLy4uynwxHoJ9pUXKAKW2s6/tjpqmKQrPruPnz58X03v2NXdKNYXs3bYVk9v297V30207OTmpR48ejQDlcX0i7fr9fsu14zF6vThHzP379/XRRx+1cvTknPAzJvikdYU8z521++7DBwZCtpxJKgko04pB5W7+PDw8bK15Z8d/8OBBK0lqyhwrhXH8VgNSbmccqCEozHeYK81yzkDTn9mCkSCIfOKLwrlpSP5Nay8BSsq0nE/Xk+5dzum4ernO/JnnntYXtpV1uO9cvzW5RmDv962c5+fnSz28+sVt1qx/VMT+4XVEVNL+O08118IBUomvrq5qcnJSe3t7evHixci8pKInvUgzzs1gMCiHBvIuPs4Z60m3Xe1v/8+4O+uqfr9fAtNrIIl0oE6g3un3hwd/XDddjIyVdj+Y9Z3rN/tQW+81etQOR9DCl+WNAFacvAROl5eXrRNIZOga8BkMBsVlUUOVFCxWIp3ObX4pC+4U+P1+v7XwkuiprF248AaDgb766itNTU3p/fffL8d6nV+JdRBMuC2i9JoFJHcIBEgsZEx+RyGWDC8N42Uyh0mmc+DYU9hJau1MasHyTCth65sXkfvNd2m5Mb1fv36tmZkZraysaG9vryh/n0KiUCHA8OJZWFgop1HdhhdUCjhbIX0K8enTpy1FTZ4Zd8UF6WwhRD6jAvbz6Q4iGHKagYWFBe3t7bVSJLAkz+S66vf75TSRabW0tKTHjx9rb29Pz549qyoa1+eSirHm9rHVZnV1VSsrKwX4XFxcaHd3t5UQ0vFulBUJMC1Lmub29ND9+/fL2nbbvV5vxBVOfhjnnvdnCTQyqDzpTTpz7twWecquXbqiVldXS9JKj5W3CPiwhvMzjQOL7Fu667y2SAv2LV0qri/BbQISzhGBkd8nOKH1qAYgWD9B3zjek9TKV2ewTDkuDa3TBFW1E+YeL+Vwgir2kyd883krfgJvb9JsKfaGn+Au3cSpC/1ZzUppPefT0+ahBOc5JsYnpV6id4EpJAiW8rCV0zK4ZJhI8kCeTHc/EvxZR7gwLQPr4xzxu9raIT0yzrFW3ghgJamlyFjsBuRiucsawAUrjRJRGsbmeIfoXTATlOVxT9dL61K/3z4dw0WTSTu9wE9OTvT555+X2JHz8/OWaZgnK1hScVkYuW67DzOHFZnUfUhG5I7BvzlOx+lIGsvw7r+Zku8TyLkN94suFp5KcR2522A8Ft/lHPX7fT19+rTwymAwKMHsnBN/n3Tm0W8XKgW/993vfldra2va2NjQwsJCMbMnYDVNmA4k+bbGrxwPv0tFn4L+5OSkWNE89n7/NlaQ7Ri4ULEbtPhvt9/p3MaRPXz4UKurq/rwww+1v79f3qcbK3n+rl01adTtdovwtRuGQc0GD5QV/X6/bKIYaM9YTel23bket+XUGJ4bAkrKnBpISMsKT2IRdKTyzU0Z5YuvKpmenta7777bAmaOj/HVKzs7O63DFNfX1yOBzU3TtA4VZMn1nzzmeUhZSOXLuUxgwbpoGTIw4OEQym8CYNOp5hL0PJDXDFYsgwn602pH9xzdnZzrmk5yHQmUqHsoe3mIo2maluvUMszALy1wL168kKTWZdgEpuwD2+A6TNnSNE3rxLRjKDOtiGlpGZ7zmyl0MkUMdWHG6PnzjC9LgMyNPEGb36kBSBbOKU8juv7kq9wk1HimBqBH2r3z219jsRB3anqpDoqk+pUiWWrMZSYgSPGJC+6Y+D6Ldx/+OxNcsr9U+rRa+Ofdd9/VBx98UCbv5cuXIzFITLRWo0Wn02mBIB6RpbK1H5+ZjVPcAAAgAElEQVTuRV6tQ7CSTOixcBdCenjRcQfjd2pAwIKGQdqmZS39xdHRUQGNjG3L1AwUwAav7777rh49eqTV1dVWgjwr3RoA5+4kLSv+bnJyUm+99ZZ+//d/X48fP9bFxYU+/vhjffHFF+UocPIRha4FOmlZy+Y7bveYVgYKhOPjYy0vL+tnP/tZCabvdrva3d0tc5PjdqyY49B4vHswGGhra6ukV+j1etrZ2dFPfvITnZyclNOPXC90QyQNajzMcd2/f1+rq6uamZnRF198ocPDw3JVR17IamBIWlEx8dJoKnQL9B/84AdaWFjQd77zHUnS119/XRJB+r20KOU6rj2bY3P/yEOecz/z9ttva3l5Wevr6wX4DQaDYoH64osvihXSYMfP2brn8W5ubpZcSwcHB3r58mU50Zb8nWuUCTYNhHKDwTGQl0iLHLPpX6NdjW7skz9zHek5yFCCvBs1gT7nqyanzCPUFTmfVMo1XWSZahlOWZcbYPfNG/2lpaVC1/v377fCY0yH3AQ0zTCNjJ/LtWU6Hx8f65133inWXm+kKLul9vVp3MiS3tz48sYEgubkiVxPlGF5ktz9yMIDAZ7vPPnOeU45SldyjX/ZJ86xQ4bG4Y5Sx53f/prKxMTECAO45MBrAo3PjVugfo6WFCoATjwXLvtjoWMmqy0Qtuv6vDsjE7lOn0qkknTun9evX7fuOEoTqV2YHiMtHO67k/75fb/nzwxQ8jTHXTmzKDTIhCw1F6GBrenHgwQ+vZFCjla2zO6coDmVxt7eXrnaZmFhQX/zN39TrB6ZxZqKxP/TDWCFdnFxoU6nU+4j3N3d1fPnz7Wzs6Pt7e2qdaYGimq7LtJ7nMJKZUeBTn49Pj7W9vZ2udan1+tpe3tbk5OTLfcZ676+vtbl5WXLsjM7O1sC8zudjj799FN98sknrRQHdHG6P3a/zs/PjyidBIOet+np6XKC7/DwsPSD64Vz7ASB19fXIyf2mmboCrTL0HN97969EjxtS5GvU2Ffa5uslBfs0zggzN+WBZzfXq9XTl96fr3Z45Uug8Eww7Sksil0ZmpbKQ2y/LOzs9NyD+YJtppLy2sj8wLWrnsiEKvRiuuMa5VyOdfCOBCe/c7Cuvl/8iD7l7kIawdmmqYppyNtmczxpIVZalvZE6BKbe+B3zU9fQG0s62zj66PYQJpTXHOr06n01rz5gMfDHFhIL2BjZ/3xv/evXutjfFgMGgBMNIh9aDnsLbxNK3cR3qCchMuaWR+WBd1ucFQ6k2PLz1LNR40WHe88DjrGMsbAayk9i6XqJAnNGo7iyRmjbD8O3cz0qiL5fT0VEtLS8U1SKZ3/4zcqejHLa7M8+L6FhcXtba2Vo68moEM3lLhpkWrJsBMK6J9PmcAI7XjnTJIPE+wmNm5mzENXC/dgOOsXG6XdDAT53M1Yci+Zr/pPvj6668LDa14pHYyzKYZDZatCQPSd2FhQUtLSyWfkgGV0w3wHS7AXLSuj31xO3YL1K7nYF3uI+vllThTU1Pa398vlqb19XUdHx+3XLukr5WypEKzra0t/fZv/7Yk6eOPP9b29rZ2dnZKigJpeH1EWt3u3btXTtSxLe7g/bnBjY+Cn5yc6NWrV8XVSNB41zyRpklrP+M2WIfvIEvriaSxYIIlAXW6dKRRYGBw7muw6Mr9+c9/XmSgx+WUIeQHgzHHkczMzOjRo0clvYQ3BD5VSZ5M94b7zk1FHtahPDYN05pXk8Hk8wQA4+YqgakLTx0mqPX3afVKHcF+Md2GAX6CzKYZZgdnLF3G53GjYVnKNjleqZ1qwN+9fv26xOAaJOe1U64rXVWkI/vhww7JuxmTxfFSz7J4XJwTz63d8d7QpJWScoJrMHkm3XbUY7XkrwZJnGPzrsFQrnlu5JumKfROelr3cs5SJmd5Y4CVCe0j4fQ3e0IuLi5KwkC/I40en0+Eyh0F3zMRHYfAZ9LfzJ0FLUBmKP/movNvj827yqa5PSXoXciDBw+KS4Ugg+1zLL8KYmahMKOgJIPSvMtYJ8ZGJYBLU22akik0xiUotSDjZ+7POMul6cQ8Vn7Gpd+/zcZ9dHQ0kujTz/MOKi78brfbSplgS4aVoDN/P3nyRM+ePdPOzo729vZawo/CKfmzBogpyMkzSfN8jnT0uCWVFAidTkeHh4fa2trS+++/r52dnVbwsy83lW6VtPPcOPO0d81/+7d/qy+++KIkA6WwzOI12O/3W1dVuN8MHHYfHaztZxwb5c94/2LOdypP9svr2ECDxScOLy8vy/qm9cbKOxU7x8n+sC/pQqvdu+h1tbCwoPX1de3v7+v58+c6Ojoq684xZZ7bBBFWBu6HQWm/39fGxobm5uZ0eXlZ3Eu164d8EtVuJm+WapYsAlyuGQJ1fud+p+LPfG2kC5+zss7rbHIO/I55KefGfXbf6LlIAMFx3aVACTT5XA2cc50mwKKccHGw+sXFRTXLes7JXWsy//fhCGl4OCxp7jnKk+V5Kt3F+trtmZ+4pt1GrmUCvgTAGVfleWN8l/vld1xfrmnPTfKZ++yQiNrmmDydB79q5Y0BVh4sFyBdaMxn5YWfikm6JYp3b2Tm/NtM62PMfpd9obkzrSQszhB9fX09soDJMFxwvnSSYGucokpFXPsulYI0vKCY7+bCyEB5InNJrXEzvwndoARaNhvnMy7jFFTTjAZ1UrjZEkaLo8dH4UgaZCzV+vp6OYXpeCK79vyc32Pep07nNmGfr4rxXH7++ec6Ojoqgi8BL4UlBSp3bKnkOF7u5Pk+Teau221ZOUq3StexNoPBQP/0n/5Tra+vF9cQ0xY4x5NPEi4sLBRQ9NFHH+nnP/+5vvrqqxGlkYIwlVkmW62BRveh1+up1+vp4uJCR0dHZSPFku6fBJgUzuybAYov5rbQ952K5guul5qC5DizDfaDGzT3y9/bNeP5skXJhx/sZjVvTk5OtlyA5FffHefnrq+vtb29rZWVldLuwsKCHj58OALS/Dut+JZ5BDM1q2AN1IyTpaSBNHp9Vc1VSPlJEJMbKNOUY8h1w3lKmcd1a/lHa1gq4jy1mDmcqCdqAMv1peXWa/78/LzcHNA0TctiVVP0CQBzbkhDnri/uLjQ2dlZ9R0aNlzSHee6O51O6/Rw09zeQsH0KE5pRNnlOa1tXjhHPAGYm3VanXLe/X8eTDCtU/Z6PLV419RFdwFu6Q0CVlLdmlGLW0gFVgNYtV2A3WAGAM51VGOqNH9KallvpHambi+IBFAuBlH83oG30i04Ozo6auXfSKUhjeZYYhB6gip/zx0HaWw3HXcBLHlflGngOaGlySAqrxQguEr3jwWQ54T5s3xkdn5+vpWU1fUTdHBsPIRwfHysyclJHR8fa2ZmRuvr61pdXW3N15MnT9Q0tzusqakp9fv9cjcYk8ZKwysunMLBAcHeAFCIG2CSB2vxBf7cc0t+yaR8tQXvepKu5LOmub1r6/nz51pcXNTq6mpxFzkTuTM77+7uFlO+E+L6Wg/Xn3xJMJX8kkqQCth1eHPh00l7e3u6uroqoIFj5IbLB11qgo4bHG58aEXb399vgdhOp9M6fcW+pyvGfbE1JefUc+k7Fzm3TXPrVlpeXi6KU5J2d3d1dnZWgNY4V7I0PO3IU4C0POzs7JR7Ejc3N/X48WP1ej198sknev78eRlTjW5cVzXrijTkxQT3NaDjtVxzoZDG5N0cdw08cZ65KaO8SYWdm5Wsy/3lmChjMnVCtmN+qqXMMV9QziZIs6VdGqbSuLq6KuM3r5mvWG/qxuRT12Ge29nZ0ddff92yNlomZxysx8k5o67t9Xrl5DU3Q3yGOs16yRtXHkw4PT3VYDAoQCyD6Fm39Z/773qtp+xa/TaZOw6Ep7xNuTCuvBHA6ubmpsroWVJo1VCjB26iJxjKZ7vdrg4ODlp3epl509WUPlkKEe4Ak7G5ezXAmp2dLcGDdC2m+dXKNZmZAoWWgBpD8LQfAQ+ZlTuBrKO2G0o3oH8bCJlW3LUxs68/Z5+pIP0u/e3cfaSAos/doMCAwgrVCtZ0b5pG3/ve90YyYtsd5v/7/X65Gsd5qpjzrAb03ddaQta7lBGfTfcrMz9bAaSgN//nEXmfVuz1enrx4oU+/fTTEtd0dnZWBNHl5WVJXstNB/k7++o2CR7cP+blovJxX5ki4fLystDdYQFzc3OtwFsqCVvicm1IozmJuNFynjPXl3e++dm8587j9ZzXFGcCA/K4+20ruYPrB4NBudA6wbTpIbUzy+fmjbT3CUpJreSq3lw4jQX7X9tM1k5jkUacS/JpWmIY6yK1ldpdMj+BO/mHbVPRJYhh//w/1w0Bo8dvNzY3dARNBF8ZL5qgi/2xbOdztAqatwl+HENnl372w/Tkpi3lt137CwsLmp2d1fLyckkyWzMGWG7RQ8FY22y31+uN3O17dnbW0tOWJTxE4rGkFdWbbI6B8bqZRsh9mZ2dLd4qbr4zYSnbpoxMuZwyzmWc4aXFu3d++2ssBES50GruHhcuCP9PZeUfT4KtIlQQebKCQIgWmNopOFqhPA72g332opmZmdHU1FTrpE6CqxTYSRMyXi7uLPm56ZHpGZKJOp1OaxeYYIxX6VjQcLdma1W2n4Hy4/rOfrq+3LXm2HOx+dnT01M9e/ZMTdMUl1PTNFpaWhq5pHhmZqbE31gxHR8f6/T0tHW1BHml32+nUODOLBdzFgutBB85F+nmIvA30HRyR/IV14tjrwaDQXGDkVcHg4GeP3/eEiw1CyzN93yfsYhJC46JdLBgPTk5KS5BK2hbdekOq4HR7AfXIX9mZmZaSsAWgrT6um7OQbqt/JnHzaS1VpoMpD4+Ptbc3Jx6vV55ZmZmRt1ut5y+PDs708uXL1tJkZ0hnDnDkr9TDlqB9ft9HR0d6fDwUL1er+QK63Q65SoZyj7OC6+cSl5MWcHfeXMA+ZXPUoFRbie/+DdlbM6vCwFU8pp/U/78KqDOhSB03LsEAgRfll8ct2nJMfT7w7xs5HMDfVoK/Q4PuzDWioD+3r17mpqaKte3ffnllyXeLsFLGhDohuPnc3Nz5TRrt9stlu2XL1+Wtep169PI5F+DRyZsNg2SvuPSVZBulHW5nmlt8xgTePN5yhUDXverJg9H+OfOb39NZWJiYmQgabLNBcSFzIFzQrn4LPRs4TEzpiDO3wQS+bmZ3cWLhKX2//z8fAkavrq6qp6wI4irgTSeGMq++ZmkFYVFKjc+y4WZytElrSm1GDTueBk0nyDPxcLIwpntejGlAjevuF1axSQV5TY3N6fd3d0i8A1qV1ZWWop9MBiUnZw0BEz+jiCYADhdHen2q9Ew54Tv+P8E3lkPP888YBRUnU5HL168aAlyZjOv8QGFe4IJC5/cUOTYcmdHIMogY+doouC24J2eni47UfbNwIR0JO1TZjiWzEH5vD+N2fJphfw2AWrrIC2+d4EfabgWnKR0YWFBr169KhsursFut6vl5WW99957ur6+1s7OTplDu15SIUgqCSAtB09OTkqm7YcPH5YYT/aV85iy1vKJwJkXMVNW5RUuCXTM224ngRKLNwyzs7MjsYkEb6bJuDnkuuQ43eY40Ezg6fdqFy77+wx7SGCXVma242cvLy91fHysw8PDEmhuPmB9Bu1O/3BwcFDWFGnjsAau6W+++Ub9/jD1BoEvvTsZr0w+84lTxvkZVCUI5kbClulcM5x/ynh+Zss6ZUfyEfnL46K11LqT98fmWs96cxNd050sbwyw8kC8Q+XRR2lU4ZOo/J6FzxFcmbF9GjAzYVN5c/IJMvy8F4qZoHaCYTC49YkvLCxoZWVFi4uLOj4+LsGktogQQHBR12ITasyel1bWTOG5QzI9PD7SlGDIY3XbTNPgsfrdpEGCHdZF+nFumBHZz3HObS2rpWjwc7Y22tXHZJIWGL6kWLpddM4bY7rS5Zf8kdc1uP3cqWeeMhaC5cxR475mSWHNfrHdfKemNGpKL+NnaqbvBECui4GiaamzIOcpTQvJ2dnZAnw8D3a/uh/OIO8+Wgmx7xyP+Z0WFh5WaJrb07nHx8fVec7xJlAk37Bd0j8V/9zcnI6Ojkrg/Pr6uh4/fqyPP/5Yg8FAV1dXrXlyLi9p6BZMJUKeTx5hlno/byslP6u5Uzl2KhW2SSuUnzG97UrLOCL2P/knNxhpNfVn6U6i/JbUkqEsuQ5piXdsUeZv8mdpgWJKnIzjYbu0ojOO1O9lCh3z4fLycrHedrvdog+TTi61OM/FxUUtLS2p0xleKG2epwzwvLkPHqtjmChnzcuXl5fFamXvTq4fGzxouZWG1mlflm4eIw3zsuXkxYzZJf9SFhjs0a2aGMKJXJMvSV8C6m8rbwSwurm5kXRLDIIpl5qSILFTsBmN+vhkEosBef3+8D608/PzlnnchQqIO5N79+6NxGHlO3Nzc3rnnXfKruL6+rpcU+A8PZ4wHi1lEjaeghyHyu1DToCZY/GYm2aYRZY0TgHKetiGpJLI1CWzxFu4eVxcnHTvcex5bNZt+zcBWe2uQSrzjO9JJUfhlIom6VtTZOwb3ccspCdpyd/+OxUT+5G7s9purTbX2SZpS2FOwWbgkifa/OyrV68K3SjcaXGkFTHHkCDIINjujHfeeUfvvPOOtre3C//nODj2vKNvMBiUNBGWAZJalqqmafTJJ5+U9AIEDB6z1yLdAJn3J+c/P885HgwGBTx6s/XZZ5/pk08+0c7OTnGd82Tn6empPvzww1YC0eRBzmVNHlHhefy1PnLcVC41IFNLl0AQ5Lm31Tffz7XBPqWS9e98x88xOJt8xXET4HFOXT9Tzzi+0/LdmwbSuZZLiSBrXD6rzPPH9WFQ1e12iyzc3NzU5uamHj16JEnl+rXnz5/r9PRUKysr6vV62t/fb1k0Pc+8Q9KbldxYJeDMsSX4NdhbX18vccrWu4zbYuwy5ZRdhDycYnolzQxq89YP/qa3iOPiT64Rvp/8R3DK7/OdceWNAFYTExOSRoWQNCooaoqj9ky+7789sY59MQEfPHhQgmgJKigEktBZJ9trmkZra2t68OBBOf0j3d6ITeXL+wnT/WBwlXSpCTSeAmShNY0xIO6r62Mw+r1791o3khP0+DsKLal9ubPrYVtsL397PDQ7j0sWys+txJ3dm8+R+ccpGivlXHR8hr8JPlhSkSbAScsh3/u2v3Nhp1vOdfL0WQKxVCDcIJBvKYC8KUiBa16jwkoFbOubA0gp6Ji1mkKs3+8X9/zk5KQ2Nja0tLRU3F12WzZNUy7StoD22DkuBm9LKlfG2C3itAa+MifBZrqqasAzwTJpQOA4TsCfn5/r6dOn5WJlulAcbG7XiT9z31Ipkm8ok6wAnc4h5SetQ/kdx5xzlkqI7XOcCRo4R6yPMTM1GU8rA+vjvPMZ18WT27nGUp7fBYgJ2GpKufZugj/LUucUI02zblpiDw4OdP/+/dZ1RwsLC1pdXdXh4WGxfvr/weA2lOL+/fu6urpSv98vF5mzv+QfhqNIah38yvFyzXt8r169KoCPQJdzzbXFgPXZ2dmStDfpSNmTVkH3jYC4hiHyf9K71jfro9xQ8gT9t5U3AlhlIJo0msmYgoLfJdDJelxXLj5aaixcvbu1wq2hYioromSXxcVFbWxsSLoFNQZVh4eH5XQOXQ7czbnutMqkOy3dYgYitMTV6EAXHQVLmsOl9glIqX3JdCqM3Om4ngx85xhtlfNnjn3LAEmfMHQfWDIFAxcbg6s5Z/ztUgMvfI+FC41C59veyc9TyWapubQ4nuT7mpAe114C+LsUXq4bC5gUrqRjCiT2kUKXdLy8vNTLly+1u7tb6uIlyeNoxL7yf64N5qqTbpUWEy/W7nd035KW/jtTMlBWHB0dlQSJ6Upw366uroprxilA/KzDIGxpqIGNGhDyXW01pdHpdIorkfnd0lpEvuCRdQLMGl2ybwRUPM2a1jbLtOnp6VYKgVrsKmOs7IJyGo3cVNSysnNTkvybGxY+Q/3DuTbdkj/9rF2hdCF2Op1iYWUduR48fgPsly9floMnjs374IMPShLk3d1dDQa3ltqzs7NyRZOkAqryPly7Or2mOZ+U/7ZiegwcI71CpGNtnj1Wv2uLWhbS3O+xfwzPkUbvimya4Q0r5OG0fpsGqecJ4KjrMm/jXeWNAFaMsRq3WF3yubsEgwsn04WT4zoYH+KFmsLbf6cp2d87jsrZu8/Pz8tN9LWxDAbDUw7cFZkZPJn0/XshpPWmlsAtx+pAUO4ya6kockEk+Kgpd46r1j7rJIgzyMrP/Z3BpUElrxRioL/LuJ18baHn8zVBwML4KbrDau+TH5nN3rT3sXRaQynECW5Ie5rySfNxQiytubl7z5LgoZY1nDyaFgtuONzXFGBcZwky+/1+2YkvLi6WwFh/VwN1HKdBiZMSvn79upzGGwwGJQEnd9hUwuQtj6+2YamB2LTO+LkcowNnXT950PnFEpgk/Vi3+bLb7bbGwuIxM91CbhZzPlKephXGfyf/1L6v8WK/3y/ygdZj0szP+nPXR8WcdbqvuXZYR8r3pFm2ZzrnpqcGQJzNPoGZ1zzdgSl/3J7p4XlZXFws90MaKPlZg2an0+j3bw9ynZ2dFautQV2u/ZqbspbfkO5hWopYxunFmnwyrxOwmL7MS2a6uQ/ehGf/2c90Z5NWNau/++fvUidyLdR0bJY3Aljd3NyMKMI066aSzGdMKJ+E4Wc1hcdrHOyGkNSKP3CQebo9/JuXdxLZut29vb1yZJ+7hdpujycXpNGLIlPAMVUClTuTUhplJ5PkHWRc/A7ic93+nUAjA1JdPL60VmWW3DxRx3gD9rNphq5KL3zTj9YxPpu8xHHeBUjSkuPvCUZT6dSAWqZdyEXs35yXmiJLhc9nk39qu0TSMQM9+RwtfP4/Fai/I+CQ2so4M+Pn+EmHGvh1cPr+/n55zgBgdna2dRUGi//3kW7Sy3Phur0WfblxCswa/ZJfSEO7Nl2Hx1Vzo9rSYoBjmeMTX3QHklcJbNNSnuDF7/uKIEmtgwG7u7vl+qXkc/N6jRY1mpNnTScCAX/GunMNfVsMi8drF1jOj2XL/Py8lpaW9PLly2JF8VxzneZ42SZ5ni5Q8moCT64D9qcWxlG7tYMHd2qnHj2XTTOMJRwMBlpeXtbTp0/14MEDvX79Wru7u1paWmqBP8fw+r0ci9SOC3OpbSLIG9xs0PpLyyQ3ndTVvDfXa5X3gybYloZ6wDoisUHNI5Ignu9wLt3f5D2CPdZBnXhXeSOAlaSWRaemiKgc/XxtR1YzTXIBkDBW9vfu3WudEFxYWCgB7cyz4fpSISwuLhZm6nRu88P4tB+TD3LxcvGkK9CWjczXMRgMSsC5/6ew5ljJmIyTqu0y0pRK5WjwaQHP4+0+ut7vD0/ZeYH1+/0SZ+M2PKaa+dWFlp3BYHiyyM/Rn+7fBD0u5BcGUdcU0l27Ks+Hn6XgyzH4e1/gXfue7XAnRjBgXkqln7TinEltsEvlVrvnkYIld8wJ0Aja0t1HEMmNiuuunbil4OXf/q7b7ZbUGE7W6pxbJycn5RoOl9PTU0kqV0pNT09ra2urlVhUut3o+AoiK5lUsFSuOSd8xsH9mb3c9MkEpSw+eWrFw+tAmFPN7aayTQCT8i0tn+aNy8tL7e3tlX7SJUX5UgOvjL2hTPbYcqOVYyAQSV5OZUi+63Q6xfI4NTVVDiCwHr/v2Du37bgyW3jGWadyfZK2qXST1n6WsjVPWRuU5IEA0ur09LSVkJTAwJYr6sUXL16oaZpyEKrT6RRLrN83zzhUggCKwIFguub1SGBqPemgeV/uTSug9SLp5rQR1G1OeWI9SR7iacr0evizWkoGFvJiTWanjJXaFi3KbMrh/98AKyYS6/eHlzFLo5YT7uBcai67GgG4MExcCwuegjKIIDM7EZr76aPbRt+dzm1eJGe1ZTxVMqpBHdtvmqYFRHIizWyJuDP5WZ6uI+3M1Ok+cyGjUoD4BJOP7koqiTadx+T6+roc5d3f39fy8rL6/X45MZJgVhoqfcaH5fHkpJvUzhNDwZGK3896bHlkWhp/ki9PtZGWLp4PnlAkqPIpLwNNvk8QS4XuPvG53EWnMKGwltQKribv5Y6N4Mb15W6tttHJjYoL6Z4Ci/0imDs/Py+Wn07nNiP5gwcPJA0vo/VJOgd055xNTU2V75umKXflGYwdHByU4+Aet4PlE4jYAkphznFT6NaUL//n++aNdJU6BYVvBJiZmSnX7bCk4OdceiyeSwa9S0PQwc/MMzWFwzIYjL9vjXQYx2fkN9O+loWcct7z7QMQ3PAa6Bugsl7zkZOhuk4DVloD04Ka4+Ca4oYvx0+gMC48g5/V5Ihd1rTKJFiwTCCQsy7kmnLdHi9DP5hyiPI0T9y5HoI99pn60huYmZmZ4i0aDAZlDTNmqdvtlrg4X1u1v7/fAr58nmEg5hfHTc3Pz7cMBaabvT88FJZyKdd06snk56RtLXyG5Y0AVmY+mg2lUZQoqbpY/S6FrRcS60oBakLRYkNfbNM0xbU4OTlZlKDfdUZbursODg6KCTZ3qjQFkyHI4Lm7uQuNezx5bUoCAZea4qRVrAZmrEjefvtt/eZv/mYrF4iDf53wbW5uTu+9956aptHOzo4+/fTTkXwpubOrASVa6TLYkArAi8jX6EhqKUS6B+mmYl05R36PfZLqVxVJo7FtVBJ+Pq/GoHuDlgi3k32lRYfzmIKBijIFgetm4dqgguXOOmnEu/FSsRKociNAJZrjZf/8uYN1d3Z2tLS0VMAY3VsGIZxLb7p86s8yYHd3t2wm7BrhxoFCNC1VLPyc8zzOEkKac8wZM+V2bVVy8Lp/U1nVNkNN02h5ebm0Z16ZmZnR/Py87t+/30okSnDuzcY4ReF2OY+mGTe4tU0DeTFp4M+Z6D9ZIa8AACAASURBVLEGSg2Yu92uNjY2ioXc7iePt9PplM346upqyWh/cXHRSrnBtnJ++Dv51O+R18e57lgPwxQyLjZpkjI8LVj+nm7mtNSnfCSQdcwX5XDG37pkOEjyXr9/67LvdG4PRbz99tulnfn5eb1+/bokNCUf9/v9YjB59epVSVTKet0Xbr79vGVTLe4z07KkHGYZpxtzs+lNz/z8fKt+W8nHlTcCWLmYWU5OTlrCxCV3WN59NU3TMr3XFGAyYU3AeyL9nXNaSbfMzAXihexiIe5+pULmWBI4kaHpl+ciqe1ySJf83236JERNKNfimihIOp1hrh0vEpvXDZg6nY6mpqY0OTmpubk5ffDBB+p2u9ra2lK32y25eRjXke1l32r+cuY04W/TOAVE7hTdxunpafnOcXZWHK6XFi7OeQplSa1cWbZOpZDm39yJMv7D4KHWZwoeCsx0FyYdPS6PlzESCabYHt0sycepAGvPURlTKHrdpHWOfSFNfGehXUAGCz4NZuFqIMWA7P39/eKSHgwG5URVuv9Ic1ow8v8cu+UNDyAkGOP35IHBYGilk1Rix6TbIGSDQtbjjRoBIYvXojN1U6Fy3I5f8xzV3MQpN5MONRDB/F45Vv5P/mAdGW6wsbFRvABOvzE5Oant7W2dnJyUK6bcP4Ot8/PzckhhcXFR6+vrLboxTonWSvaJc52uSfa7dil6TRbTKp90rPFhAizrBFq3U6fk3JBXbe3JWFQXWq1cXwaESyrg2jLz5ORER0dH6nQ62tjY0OXlpQ4ODtTpdMqNAj5x77QPlqn0DlH+cCy2Vll/0dpGPUkdN24d1uju/ykTOc85R6yvtgZbbd757a+pOEEor6OhK6MGNCSV3YuPpFpgSaOn2KR2vpUayudEUQGbuGkFYD4d152/sw0HcNIqRqZx0KM0ml4glZrrrLmras+nhYiuMX9P4bG4uKgHDx5obW1N/X5fe3t75SSVyz/8wz8UWjRNoy+//FJra2tlYX3wwQdaWFjQF198oadPnxZARgGbgDPzlWQ2b7r7+B4VNd2sLu43TxeaVxKMcXElGMjPEuy48J1xbrkEMeT5mkLju6YhhZ2/8zt0t9TqooXG73unXOsPXSaug8CdyiaDd7Ntbm6SFzi+vb09nZyclAtk3dder9dyLUoq7ugXL15oamqqWGpspXLJe9VMhzwlyHk0vfgZk+TyHRfem2faEYRcXl4Wd6X5Z3NzUzs7O8XFYvnG+FHTy+/xMmuDvvn5eS0uLha32Pb2dqGv3Wa161n8vYFHxpElmPCzdwE0FvIS6do07YDmycnJoqQllYSup6enrViqwWBQNrmWyXY3Obu3A6Rt2bOuID8m/zH2tSZ3nVyWit3vSqNeiYxvTToOBu1QB65pzjv7m33iGMyrlGt2C47b3CcAlNrWI+saysbZ2dkyR+bvweD29O3e3l5LTtuFSz3JPkttvWdA6P6z33ZzZhwy6ZF/u5D/EthS32cd2Z9xZcKg5t9maZrmxveE1QZX8+Hj3fJ3gotEoLXnxy1+f8/dRp54cn15QaM/T+XHd2tI2IULlfk4OL5UnvTv14LVM7EZwVzSZXl5Waurq3rvvfeKAnIuFAq0nBv3zwLSC/tHP/qRNjc3NRgM9Nlnn+nDDz/UL37xi9a4SI88wcbTRJyDDLq8i655Ioe0YdyagVxmdif4yAD72nyTFuRp6Vb429Ll4pOaTAFAnk8hyjFmssqc55zjXEspZHKNuK2c6xwnn08BlwCSCn6cQnfJQxMGErWxWMn68xTgbOv09LQAH5e0BvD5WqxG0illFeOxzB+0oPj7Xq+n6enp4vpaWVkpfbC16vj4uAT8+gi9+0LrzvX1dTlY4jZ3dnaKtdn9s0sy13Eq6+S5mszK73NTkTRk32mt8tp49913Jd2CF1qopKF3wO1Svht8GlStr69rdXVVTdPo5z//ub7++usWMGL/DYBz01uTJ+P4gM+RDvm+37HbP+VILWl0rp/MLUWZls9IdVDlvvBwkaTW5p5xpLbyu2/+vbq62np2MBgmprXxYTAYtDYz/X6/GDC4YaltrDkWynzLzbSY5pyYT/wdN+icX36exfNg4Li7u/vRzc3N79WefSMsVs68zgUzDgBRgeTiz4BdCibvfu5idhZODM3pLFS27IvfYbLNzGRL5jCjpy9+enp4+ew49wz7kjsNWn8I0KRhUCAD36VbJfb2229rbW1NTXN7xHdvb0/7+/ut8aVlzn0kwPSC+ulPf6qLiwt98MEHeu+990rW6/Pz89aJvrxHi/2tzY2FQy3ImM+app4vBkL6bwpnzxN3RgmmLIzysmgKZcYG+XCG85zlDt2JMX3ijQHwCag8X+S7mvXH77p/qRip2EhXW6wyBomxU6yrBmZ5rJoAJ4FH1mWXMwUcL9L2gZDDw8Nyms55rnyghIopLTLkD4KqlBu21NCiaxqny5ZzVKPrOJmTYMy84hOQtP75dKSLwePx8bGWl5dbGeg9T94E+ToTJgZlXxIIJb3y+dzdk64JKGvAO98xvywsLBTrh4Pvj46OChj0cXzyTAJsAs7JyUkdHR1Jkh4+fKi1tTW9fPmyPEOerYFnfs+/8xqwGuAZF4rgQvdbgrSapYRz4t/cLNZkEYvdgFJbL7BO1su2GefFWy78vddj0wwThvb7w/QJHBPnynUPBoNWzJLlNfvDftMgkDIqwRL1A2mZfM45pAU2XdUe213YQXpDgJWtZnkKcDAYjAgD70T8HBd/jaEo8FiPQZwD0C3cqMiZQ4oMx7pS+PC+PJpaa64pCiObVHky5PXr1y1A5fGkcnUdNcU7OztbdhI2nbokIDGz3b9/vyisFy9eFKDBbNNWXqm4aaVxX46OjvT555/r+PhYDx8+1Pe+971y6WwCqIwBcP20HHKHRldX5sbyGJkBOa/d8fPMIcZTk+5fWitzMRIMEGA57qVphqkDNjc3y4lK6Tbfzvr6eqHV9va2dnZ2SgoQLu6aq5s50szTCbqTZ6X2tT58thZPRpqSv9KKxX4kndgGeZcgfZwlwN8TrPBS7RTctblKgFOzYvk7jy1duDWByjGyH7V32RbXFOfEcSq+qLZpbi+8dcxZ0wxTnTiRqP/3Buji4qJcMO5LaBlflICyZgnPuaspfP89zsJL0DiOB/ys0yo49sxXDjHwPumatOUc2eWUfJX/uy66avv9/oh7z+3V8s9JwzhCj4cArdbH5D/KE8qjPFyQMbMpB0kjl/Rg8Fl6U2qWKyYLHSdX/L8PX+QckQ+k0WvG0hPhfrBv7lftxDtpSnpmPJbfo07kvKS1qiYHU17UyhsBrO7KbURfuTTMWExBxoWcQtQL2ExMxed2Xr9+XSxDLrXEnLQ6Nc0wdYD7TIWaQIvBgFQQPEKaY3Ch8pZGfcDuG9/JAG2/x3oyEVync5tTZ2trS/1+X59//rm+/vrrEfdFCsia4KAQtgKUpI2NDf3Gb/yG3nrrLR0cHLQESAqt2s7PtKvt1CgUUoi5bioCA6jMMcP5Y99yzBSk3jlbKUgqgdY+2ebj4o4f8XxPTk6WC1Z3d3fLXWAffvhhsdTkjow7vJzfmhWR46KgG8dXFnDMHp2xblQOUjsVQS1+JdcHAQytYRxDCjq6ElLgjXOH9vv91n2CpEOuifw/wwjIB8kD5gMCzRxzbkD8P4/SO6bKfG5l//z58xYQId0YnL+3t1dcJP5JkEdaJHjKNpKnUv56U0h+YB2mY9M0Ojo6GlHuTdOUu+5q90OSZuSvnDe6SCW1TnJT/vs6HOeA8vtO1UAZnHPPz+2V4Ab6rvXFgwwslJkMAck4NG4WCWLzueRT/09ZmuuS43QfnTPRbTIHVqae8GYgx8P1zLbIh9n/XGOUPxnSUgN3bD/XmZ9Jix1jx6R2zsJxdL2rvBHAigAmFaIVj//24vFnZqwMsLRZ3ULLwioXpHRrhuak5Uk6Lqba0frMPUWm928eb2WAOieT79R2VP7NenlywvVSCBJwmXlyTFYIdlM5psrxCFy8bD9LMh3rdw6dTz/9VE3T6Hd+53f0zTff6MWLF0Wg8HnTilYlCxy2z11HtuvvCcIyfw4L3T7+PS6uJnnIC9GgyPfTDQaDEjxrV44PARgkGJTNzc3prbfe0tLSkrrdrvb29rS7u9s6yk6Qn7SvLfqaVTE/pxAhTShsUvhmSVDGevkOQU4K11Tu5Ll8rjYffJdyhM9lHeQ5f19zW9aEaibmzXXM2MsakHNf2EfLuYODg+LiOz091dHRkZaWlsqzzKVH99e9e/c0NTWle/fuqd/vl2u1albPVMoJYg0yaJ2szfu4tUG6mt+YWodyqNPp6OrqShcXF1pcXGwBJM5b0tPtcYykc65pnhTl/DG/2DiF6noNkDIPF/uTfanJRv84zsg6wvWen5+3cvtJo9fPeJ78jC0xBFH5f64Z15XB8mmtSmtRrs9xcpj6iJ9Lo5artM4xOTPvkyW444Y6vT2ec4NyAlv+7xPduSGoJb4lDceVNy543SWFLRmUSdFIjAQdKWRT8I1DoOlyqKF5W55Yl/vpzzgWv5sLPd8Zp7jZb79TUw41wFBb1NxxzM3NqdPp6Lvf/a6Wl5f15ZdftgJFmYsqhUwuEO4qa9Y356P54z/+Y3300Uf6yU9+oi+//LIFhNJqlcnraida/m/q3ie0sixb8/sUOpLukxS6SkklZUr5FE6VM4rKR9Id1KuiG6qhsN/Ag4YCg42hBx409MTY026PPGpoTzzrSYMHDcbYjY15jbFx8wyNKajyq9fkaweOJCOdSocypYyrlBSSQgquQkchD5Tf1u98d19letB29AYh6d5z9p+1117r22utvTZp7MVmkEsTOPtKZVFT0Dm3pDvH2TRdN9/HH39cbpqXbi9BbdubnEq2SrhNJ82bmprS5uamNjc3S4LLx48f68mTJ/rmm29KolWW3O3lvNd4IddJPu9nKLz4OemSgjPXgT8nT7Atr9OaJas2Lzyx6O+/L26L5S4hbwWd39WAaQ2UudBK7Dkat5bH8VnSiPV4zLbiS+qkfqll/ffYa2vYz+XpUs4F+Sz7OW6zksCU4+IzKysrJb5qZWVFy8vL2t3d1d7eXnErpdJmSauYP3Mw/OzsrP7KX/krxbXITOwJejk37muuF6ZpMW3GXRvFcZq/PH7Ksdo65nMutVjRPOiU7+UhHddTk6UuBG0EM5SzpFWuQX6X/EQ6cqykF0EcPyNY5ljdTs2qle3nuvu+k34pywzU/rUIXk/LAGNUPDBmZpfqqJHMOc5f6pLxKqkwXV8K0Qz4Zn0pIGm2zUBY/12bUNKCgpDMQfeiGcrvpG85Y5Rc18rKShFAHo8Z0zEK3MlxEXkcNeVFWruOXu8mq/bh4aGOjo60ubmp9957rwibtMxwt8aFTEFhyxYXVNu21ePK3pXZQla7/48Cy3XVQLuLY6gc57KxsaGmacr1KbY6vXz5cuQEpP92kOf09LSePn2qw8NDra+v61e/+pU++uijQkPeW0kFkn2sgYoEBBwb1xOBLUGV2/KY+X+NLilQuWusXQOTAMCfMzj5+Pi4WG0ScNXAX02gsn98j1ayce9RPpDH/bctVFZapO84QJrtO2Fm0nAcjdyvHHdtjSY/cHzp+uDzllt0c5ImTjmR8jU3tjVZ4uKDLE4r4e/smeCdjMxZaLpzXP6McsT9rmWfJ40os3ItuQ5a/v2s+XIc+Ez5TSsS57/Go6yDY0wwQFchx5IhFRk/6rYI0AhU3I7BUC2ulbrPa9zjzdguF+ooAsSUJwRZNQ9FjSY0YnAOOe7kw5TNXkd+Nt3kd5W3AlhdX193BuVSEwr5vUsSq2Zi5/eSRrKppsJjMZPxlF4KzuxP0zQjcUwUgDUFZyYjo/H9ce35dInHzUVnhst4K+lWELzzzjvq9Xqdm9EZ98G20j3AMaW1ip/x+f39fW1tbenBgwf66quvSpC8hVbumDgOxgCkm47ClFar5B8eGTbQSoHD/qQi9o+v3lhdXdXm5ma5jmR3d7cASNLLwZ2uy5aGTDDbtjfWLcdlrays6PXr19rd3S10SSDFsbCvNX6jkK4BD5YUMi4ZR0KByjIOTJD/kkf8HV00qQBdh/mUJxE512yH/c7xkV+pIPkuAVAN5PKzvHorlab7wSt9EmB5rHYbE1QcHx+XNtye63A/TK/cQJDmNSVB/rAi5dgScJDm407F8W9aeM7OzjonHpvm9rSsY2rJsz45mvyftPbF03Nzc+VkKdcCx0MXqT9LJTtuXG/evBnJkzZOafvzzCOY/JEAX7rNv+c+8ERhXo1VK4znZR8dK5whLf475zABCNsnr3I8tPKlTsx2GN/MtlOH13S0C40MXDf+n3WMy+WW9dZCG8aVtwJYsWSsxbjBmDBMDkrCOY1+fm5B7Zwc0iiipaCkUuGJv1zUtYVdA1GpHKhQfCowT1+5LzUaueQRWfaHO6OMZXJ9U1NTattWl5eX5aqaVDTJ2Dm+prk9YUZFT8HFd5aXl0uOGalunubuK08EEkAxeNZjtoXKgiJN46Zrbe7Yn5xvz5sv356dnS1X+uzs7HQsVHT7OVVA8vFwOCyZxc0L+/v7evr0aclg//DhQ7Vtq88++6xD89pdXslXLqQ92x7Hu7VTUZ6DTKcgda81ScGb/GpFTSuWeY3AxjSmLGCf7fJxSWuSP3ObOZesi8LfY/DhAfY1LYemd9u2I0HyCdD8mwcDmPSUfSU/uH6ONTN/U0GwvpQ54+RSzlPKzvybljjKpDxVSv7yvZ5LS0ud71lfv9/X4uKi7t27V9IuJP+MKwZU1gu2eNlKxQ0M5QVpnOM33bMPqTNqYM0g1/PAAHaCEbpTPZcJ5FL2EbRRbnJeM8bU9dCa4znz3+nmo+5hTC/bIWDLzWjb3lq+7GFwMW1q4R+0aKXspbcm5VoNcHPTwQ2i5ykL5UPtu38tLFYTExMjiqtWakLKGXW9eHghpF2HfJ4WnbSu5OSw1BQEmTIZtYawM24r68s6asqJZmdpNCdJ9o0CMZUwn3GeL1/jQ6XDBZK08HcGTdxpS7cMnZaHnZ0dra+vdwLmPb+vX7/uWJwctCjdmrW9eA2Qj46OOnEtdAvy2hqapJmxN10gqdhqc+q72B48eKD19XVdXFzo2bNnRXEaoPri7lQ0/O0Lvdu2LXeebW9vq9fr6cMPPyxXnZBnaVEjGKfgSiDlsebptVToCbYYPGve4HtsL/k2lQ77I6mT7uH09LQaSEyQ4HaoFNl3101a1WJAct1TufA9rgMmkCSQ9DO0inAMpEuOI13gKZcYFpEAM9vnPBM80Lroejj3/jtdVKRnDUglgOR81KzAjE0inf3/0dGRdnZ2Shve/DrZJGUI+cunx12PT1XaRe9YLesD0ikL58btGBCOo7UBb4J4AlvLopqeI++xT54TyzqOm2vez1q+cz5q6QkI7gjKCLqSRpa16enxO9ZFPPlea5P6qtfrxm8xDULSIuelprdr76RLmkYXjjH1XY3P2P5d5a0AVi5kRv9PoWQmTcHr37zyQbq9dZuEyEs5a4oulQK/S0AhjQIiafy9Y7nbNvquuQzZrnS7w2HQX61f3B3ksVIvIO6wfRegwZWfzWy2FMDJZOMSQpqGVAa9Xk9ff/21tre3tbW1VW6stwk545tqn+UckN6Zcd7uW4JK0szjyxOI5DEKiV7vJi3F0tKSPvroI/V6N3fT7ezs6PT0tAAqtzEYDDp08jjosiFtzbd7e3u6urrS+fm5fvazn+lP/uRP9Pjx4+IOJFjJXabbSOWerrS0bNUEFXnPfa3NM+cgLTp3gYtURqx73CW9WW++T8WSgKjmfmRfa+CNl0+PkwUELf4/6el6UvizrozV5Pjc/5RVLrkukkbZn9zs5cbLSjfHnH3y3+SN2tjoovT3LhcXFxoMBpKkX/7ylwVwHx0dqW3bApD4ngEV5bpzE66srJTPnj59WpLHkk7jFCrHxjEbrHmcvV6v3G1o0OYErycnJ7q8vNSrV680HA7L5omgljxjsMR1It0AmoWFBZ2ennY2h7nmucGX1LG+5tymNZqFoC11h+vKtjP0JIPPx1nb3BfSn33yuHhoJXVQhiTwPX/PwHe7nTmn3HDX5B9lRsqXWnkrgBVPJrbtrXsvGZ+KTeruKP0ufycQqAlSMp2R9l3oNCeWAoP1j6snY5zatu24GLMd1pvBfVKXYbNvacniwiLtbFGy9U9SJ2YglSYZOZmMu2zOB+kxHN5crGuBmAqfR2Y9xrSYkF9yQbH4+9xVZcZj0rLGO/xMugHoW1tb5coG74gdiG5a0FXFDOL+3vXaqiXd3g3HuIlvv/1Wf/AHf1AuNk3FlHyWwIaX/vIZWxXSbeF+HR8fj1gnUln7M7vSOP81MOTnWXLeJHVAaFrYsl6Oi3X6WWYl99hqvEp60v2T8Tn+TbBVA2zk++RzApFxKRCyvQQmpAvbTt5m8LffY1/y+Zwj95Wylv0iLfh9ysoarQkoh8Nhsc6ura2VAzTeTOaG9erqqqQ4cV0+UetnefF0bmbIP3a/cRPnQn422DeocnqU5eXlzv2OBn2m+3A41Jdffjkyz5wXHwQgvXMepFt32biDPbU1YdnqUtussh7SwnUQvGVOLn/OHIHSLS/yoJHpydAUrmmO1Z9nsD7fI338DON0rQ/9TLZF74V/37t3r6Ob79IzWd4KYOUrbcxItDSNE+JOGpouiZrw8+e1XFdshwSsuQ/YLkGV26kp4QRcqVBy958Tlsoov88TFwx6z6DtTKDJMV5dXenk5KQwmAV2r9cN6qQAtxWAeYlygXIO+LddY85Avry8XO5Cy/mopaiQNGKylm4XPnPC2DydFiuOx3WkNTAXuT/jUXcDKgOivKg6d6h5NQxN1eaVi4sLnZ6e6s2bN5qcnNTy8rJ+9KMfjVhbU4H581RAmY09eckKg4qbwCOBXM61+Y1uxtzwWCHVlBsVCOme1hl+n+vCzxKQEVjy/9PTUy0sLHToX5MhtDAlKLDLN+eCgCUtOKRhbYzklxT2plcqy7tkmpNhJsAzf3oMqSRduG6yn8l3uT7H7eo53wSLBv4+QLO2tlbmZDAYdK6ikW7vBXQ/pqentb6+rl6vV27xsPU4XfGc95wTrlHKcdKvaZoCppaWlsotCk3TFMsYdYF/GwDWeIrzxrl9/fp1SX9D+e2S1iLLegMcHhT4vjWUvGpdkqk4yAtp6ScIytOA5HluoFMWTU9PdxKUcmzJ/7X5S1p6Tj0PtTXjd6jjyZ+WK+PWCstbA6xokq4JoiQkg32TqWomfzJQ1umSTMZnqfgI9mxGTMbM3atLbSFlyUlPQZx/05JFRuSzGRzohSLdplVYW1sbEV418DgcDoslw33MHUCN1klv52/q9Xqde6Vql137f+alMm3yFAmFiH/7e8Z9cGEzZqum2KkkPSaf2HO+KvYzeZA0oGXorgR0pBcPFDh+hHOemZBdRyqEGm/7WQNltv369Wvt7+9renq6mtgz1wbH7EKgRTpQyfv92voyv5GO7LvUDdzOJMC55gwWOBbOG2lVkyEcO+lvEObkhJmeIGVagrHaqcbkAxdu2EiXo6OjcsF3Wjvusjb5f8YScQ3QXUNlw77mRjRlVB6ySFpwrXmj4jUmqbgJJeny8rLUu7S0VBSn2/ZpXF5qntZFAp/kubS4MnbUOev823N9dnam7e1tnZ2daWpqqqSNYCob57SzkjZfM5msdAtW3A+mivEpPunG3Uf943eYFsH1pZsxrw/L9SB172OldTstV7X8Uc7+75KxyL1er7Npdh2cpwxS95j9Pw8nuaT88XxnyEH+bV5wHanTeEo+9XqWtwJYXV9fdxbqcDgsAbw1BGrGyOD0cf59aRTguKSQyXZSAOVEpOIy452cnIyAvxR0tdiSZAr2O9v2wqFJl89zIUqjCeMSbLKvmVXagouxBTU61gSW60zrV94rRfpzF51xH/7cFoeaLz8D9WsncRLE1RQY8wpJt6fQDKwklViKtm07AbQW0H7Pc2y3DAUIhaJ0Ex9owOtydHSkDz/8UDs7O+Vi2qZpRvJxsb0ESi58LtcNlUq6f2pWiHGCim3wNBstVn6OQCP7SNBFfmT7uTHjHJMHky9ozan1n+uWPE660GWb42QfDezt7jEfeV1RYDPvV8o9Kvq0JpsX+FnSk1YYfi6pY51Klz/rbJpbS7L77AzibMd9TLcT6Us6+7svvvhC77//fslrNTc3p5mZmU78IufeNxu0bVuuw/G82VqVCpRrrja/NQulx2pr1erqqk5OTvTkyRNJKoDQ4NCboNXVVT18+LAALycM5ubC7eSmycDFfXE6HoOj3FQNh8OOS7C2rjnvNfnp92rf8cRiginmU6Q7MPlr3Ob53r17ZWPgQu8D63H/ErxlTizOsXmNrk66DFlqWIJy4q7yVgCriYmJERBDJudpP35HlyF/1wAXCZHghoRnoeBp2+5RZ3/O4p2CpJFUD1RUtR0a62A/x5mrpdtkaW17e+t4Aj0zJc3F6T4cDm9uJ3fOF/YtFR77VIvZybiA3AGwUAiyTbpA8pRSZutNPzrnJmmbi8LATFLHWkDXEOfIGerd3vn5uc7OzvT8+fNiqqe7uTa/43bKrNfPGLi5Hbtr04py1yL39wlkWNjP7DPrpyWIm4KaO8877HzX7ed1L2nVqvU13aukQVodOH6CIK8Tt+XP6UZkOzUaZd/I87lu6AaSbvhseXm5kymd1x1ZKXvOOQbzp61KKStID/arNrdU4OOAJduTRjc4/p/X1aT70nVTDud85XeS9O233+r169caDAbF4mNruq3cPinoE8VXV1d6+fJlOUBiq7rpkJYGz/3BwUHHismxc74XFxc1NzenR48elfjKTz/9tFwUTX1ha5vjLy8vL9U0jf74j/9Yl5eXnRQS4y6zZ9u1E5Y1QkxYQwAAIABJREFUwMvP6W5zeEQmq+ZcEbjxc/+dMpzgyp9nrqp0Cfo9WtzcdgbU+z16IOh5cP9stbLuqIF3jsH4oGbB4ngJtlMP5vNZ3gpg9ebNm5FsuNIt409OTo4oD/ux6QuVbohEUFMDG9KtAPK9g7l7s4vP/XPdNE36M05MxqNwIozEKXy4WGrmVNdJ2uQEG3D44s62bctiysWSuVFID88BMx+nUCddM28RBWgqZyoa7z49T7wXzObj3PF4zOnf9ve5+HhIwALGpwNdt+t0PALrkTRioTMA8OXKrmtxcbGYsGs7Gr5PetRc1JJKG/788vKyWK/m5+dHDkDUclmxsE95KtHgNZVx9v/7BHq6+aTx7qoUWJI6SpClBnaznxScSWOuf1pMa9ZU9yPnsOau5RpMcJw0d/HJ24WFBU1NTZU4oKmpqeLOYnweD0U0ze3pUueAYt/Zl3FuaNLU33PsBKF2HVlucRw115nfr1m8SA+/z7VFlxF5x3xF3cDnKJ9dB+nFQyN+l25ngnPyjP+2C9Q8YIA3Nzen4XBY4r7slnRdw+FNWgdb12ZmZnR6eqrt7W3Nzc0VcG2rM5PDJo/V4kJrJUFQDSywj6Yb3XNN03TSYYwDbdJtgHpajAjYbLmiBYknFX3az3NpPq2BP4K11MH+zOAzXY7Je0mr2nNp8b8LcNfKWwGspK6FJ90a0qiiqgkuJomkEK+5NqzMM0XDuN81V2IyIIV/KiKpe6VNTowXUYIm+5OzJPCRVJiUMUdsOxcO6zEtZmZm9PLlS0kaMbuzr/k3LQemhb/nkXnpZlfuHRyfTQVu4Z5giuAwd3KZs4V9qpmuLVwSNLo/BAfs29XVVbHwERgmbZIP0nJTe85C3fEb/mxubk57e3uF3j5FxWPFfjctFy5WFgbhfN/f11wGXEfuD/k/rSMJxF13TdiTvumWSXcq2yYN+XkCPNMk+5IpQhJ4+nNmkiYo4dzwN+lF164B8/LycrEMu14rbPOc55ljo5XPbdDCmX3ku84/xDmoAd1xdbFOpq4grQwQXAj4cy74rjecbj+tkTwlngqQ4IWgNPWF1D3A4VOyqTT9/MrKSueQiUHvwsKC5ufndX5+Xu4d9OZcUsmR5HoMCkkHX3tFPWQeSL2WG75xbkvPmy1BbC/lsuvOuNJXr14V1yMPABGEWsYm6HOgOed2nLvPbWfcHbPRe1Nd0+GujxZGWrDy9GCuF85pbrrSiFCT/T+kvBXAyq5Aqa6M/JuCqCZYazsfvkcBm27ErIv11FAtgVBNUaZSq/U3+5dHii0QUwCaYb3oKABqMUMcYwIFf394eKjp6Wm9//77xYJImtXcVqk8qNg5V8nM/X5fP/7xj9Xr9ToXFBMY0YdOM33Np87FRZBBIUvlz75mvJl3VhxTzpkTg5qeThlBwZd8l/xkkMXP8hkLZf/v0yovXryoWmHJc56DvLCc85X5kigU6UZwqa0tj8NAJZVmzcXOuWjbtuNiZJ+l7sbH+YEmJyc7cTPpMmPf2KZ/p6vP/fAOO9ds7Sh20iPlk/l+bW2t8Mri4qJmZma0trbWebfX65XQBX9u16BdhhlvSkBFeqesynf4edLGfUyZWLuYOvnJ85jtJv9zfdRK0t79ZpoSrwsqWh5u4Dhr8td8wvVHGrK+5Cn339aqtm1LWoXJyckOb9pYwPGbf33djj9PQJg04uf82/KpaZoSv5frjTRPcOpnh8Nhx2qUdCFvMsaLz9V4yjI5Y/+4IXY/vM6YssUl061wE8cYPqYdqvU95bk9U2/evBmxTPO9PIk5jn/L93d++/9DSQVTU4a5SBiDxaOSvL6G1qIa4aVRxZFMTiFhRk5GrbnZyJBSNyFaMnkCGL9j0NU0TcdiY0XEPmVMFRX89PTtfYdS9wj8t99+q6mpKfX7/XJM10IsFSYZPXfNnqukXdPcZit/+PCh9vb29Mknn2gwGOjs7KzMkRcWacf5ph+fyo+0OT097YDMBCJ3AV/u6vw/22+am7iT3d1dzc/Pl8D1VAYU4gQQrCd3/r1er/CyFcns7GzJUv/b3/6200auBdOFCT0T5LqdPLXGXS3n0m2kyzH5Ii9iJe1Ma39GJby4uFjanpubK31fWVlRv9/v8JTfs1I7Pz/X3t5eGZfnOvkuwS7pQuVJuvozuqPTvZn0NV3N676SyODJ46HFg5fLD4dD3b9/v9w96Xrm5ub0+PFjnZyc6OzsrORmIm+arlQe/rympJMenkM+I3WvjzKQYp2Z8y4zgnvuyFtU6JkKhXPCuUxrWwIIfp8Wjpq8z7aSHgxrkFSsUm3bdmLkCPINprzZSHp/9tlnevDggT766CMtLi5qe3tb29vbnfVbcz95TJxv6wQmQDY9LSdJp7a9vaGhFvrQtm0nFIN04DvuHw9DtW07YmWyPH716lWHh0hXpnFwXxzL5kSvXg+k/cnJScnnZzlm2ZC6j5vnlOfkVwK9pmk6rk5//oNdsz/oqX/FZWJiYsS07oGkTzwXZdM0heETNFGRpIC1i23cLo71uU/sW9bt53n9CuuR6gk+WXeaef2Ox08hQaWRNKM7zGMlsDSzOGUBhcf5+bmWl5fL2Bzkl4Lu4OCgA+hqbpUEDh7jgwcP1Lat/uW//Jfa3d0twjwvRq4p8gSl6WfPPqTwzcLva89aULlvduc0TVNcOmtraxoOh51cMwRzSQsu7kwNQMXgk6Vra2taX1+XpGLdq/XXQoVxDFQ2CRA99zm/2Z88mZTCP911rDvpm236x25V81u/39fGxkYn3k9SJ4ZGUrnsOpUu6ZP/p5JfXFwcSQBac+f7Wb6bsRhWrvPz8+r3+9ra2uo8L90cud/d3e3Ed9oy7TkeDm8OlCwvLxeAtby8rKZpihXvm2++0crKio6Pj0fWJ/m3JnNMD7/D+SIda/I0LSBe+xnnWQPo40Bu8k8NOJGOrDOBCP+vATePJWUtwTT52mN2nKNBfe20oQ8dkIb9fr8AsVevXpWDQpKK9SrXJjc93ixbvhiALCwsjJy4lG4ztfN9xqKOi7OVNOIulm5vC6DLMK1WLgRQbo+bPKl7i4M38E5X0uvd3Gphl6sPdjDcwklhHYbBE5YHBwcFSFGe8Qq7Gg/0erepH2ogPHVu1pXlrQBWb968GTmmbkYzQ9Z2Ui4cPP3xfD6BUYKqGrDLxU9mSyHN91gXd+yckBqSToGYYI/9yKDuFGZ+LgVOxmFxd+5nl5eXS0Dm1dVVMYvTIsG7sfwZXSzpkrGlanFxUVtbW3r69KlOT09HBFvTNB2A4pLHZ2tC3+1amHC3YaFgQcsdW56S5G/2IV1sh4eHZfwZ25W+eQKWXLgciy0OPlW0urqqtbW1kUtgUwlQMLMkX2XbBDq2GjKBbFpHa2tEGs23VlPkVrwu5iEfXZ+cnNTGxkbJYO10HJLK7/X1da2vr2t2drYI2L29vdI/H2pJ93XSJN2enN/83HVkriGCCtLRVvPV1dXOAY3Dw0PNzc1pd3e3w+Ou09ZhbxQZFO178ghWXdddgKU2rpQP7AfnLtcYC3nVz9pywXaS92ogy/+zb5SlLgQbBsKO6+Llxmm5Yn21NvlOrl8CrLm5ueLOlVRceemW9cXh7quvsjGIPjs7097eXrm43TqOMpwWWKYGsGzL+CTSu23bIlulbv4o/p98Qg8Ag8qZ28xWstSjSWeCVt6cwThXzolp3Ov1inXe8723t6e9vb1Of4fDmztz5+fnS8qLtm1H7rp1OzYuUJblWk89n7rD631tbU3Ly8v6i7/4C40rbwWwmpiYGAFDCWxS8KTgNkOY6WtCojbpqahdcgEmYPLnXJzcyY1byFROtSO0LDUg57FlHAEtezXAYSDF0xNk+LRsLC4u6v79+yU4lAvd4+JnHH+CPAqltbU1NU2jL774oihLMrjUvVjaOyjvfOgSdbqJzE3l8XpR+zu+y13Nq1evOglTU+gTUNE6492pF27SkPzsd2tKze0x5sJjoPvs8PCwuIKYS6ZmASLfJJ+7ffbPoNh3knnecvdaA/zkM/a3Bk79jE9ZTU9PF5dfv9/X2tqaZmZmdH5+rsFgoOFwWJI9rq2tlRNZ8/PzWlpa0tbWlg4PD7Wzs6ODg4OipDxeuqk4hnHAi0I3LTicR7+TbgXfG2dLm3fUdvs5NYAtH9INQGLOsrZtC2g8Pj4uVuTNzc1yAbstZ4PBYGTuUw4lPyQfjOMZjs+fSxpxs3NeWazI2rYdsZKw3UyGSRnJuWNwsduz3CNg55zQYkWa5Oe0fKc8pnXS7c7MzHTiutgu+cffe33ZeuWT7pmHLAEleS9voLAMHJfdnKcmLVOZAoWB4hm7mlYmt0/56t883Uf9wo0t5QP5zXJmfn6+ACpaqQaDgfb397W7uzsis2xE6ff7mpyc1NLSUllj1A+W8Zxf94Uba/eXfaZ70Kc5FxYWygGvceWtAFZSF/iMA03eyfkzLjIqe2l0kfO5VGj5f+6UEkQwCZon2LuRGhhivQnsGBibzJY75gR+/rl3717HomHQJN26BXOHUjslaJr5xJ6V3+zsbLkIlSdvauZQ78h8lYak4s766KOP9OGHH+ro6Einp6cFIOQccAyZST6T4fV6vY4Fis/lLomLnRY7B1daeBhwWikkmPBi9fxsbGx07gTj/FMJcHyeQ/6msOj1elpZWdHDhw+1urpalLTdD+NAfPKReTd3uGk98vNnZ2edVBS1Ptc+93fj1p8/Yx+Hw2EBIE3TFAuVwcizZ89K352z6MmTJ2WX2rattra29NFHH6nf7+vo6EjHx8c6OjrS9va22rZ7lJ3Knf2jJSotrbVxE9T6Oe64bWnkBsNzZ343cMr58lza0uVyeHhY+KLX65UAeN+r5zVJ5ZDJIzNXWCoRjr82t1ly48H+e8PjNuyaqoF810PXP2lHfmrbtmq9HbcRSM9Brt3amsl6kz/9/9TU1Ah9XFft8vAEtMPhsMTK1XRFzoE0avEhUGqabuoK82haafJQChNwsl2CNn9uuZpAbJz+tn7y97xP1PzmUAdbggaDgba3t7W/v99J9Jq08abW1tzV1dVy361lOfuVNPZYapsHgvXFxcUSGzk9Pa2rq6vqSX2WtwJY+VSgd3AETEkUfy+NWjooGHjbec1/70LBwx0VzX9+J33nFgRE4TmRtQXCNqjo2Tcqc+7K0r3FHEwMjk/l6oXjhefAQPbH7X711Vd68eKF3nnnHb377rv6yU9+os8++6y4L2xRSJqb1nk6aHNzsxwx/su//Et98skn2t3d7ZiV3e9avEBtYdCHT7pSWOeJNu6y+C7rdXtJm1RI0k0mdMdczczM6Cc/+Yk+/fTTTn/p4nZ9dCdyrh2bY8Dxq1/9SsvLyyUR4Weffaavv/66o9Bq1pPko+Q7FvJt7pKTFxMkZn3mLcZ4mW5UjA7mpjB99uyZTk5O9PTp044l06dT01T/9OlT9Xo9zc7O6sGDB1pfX9cHH3xQ5kW6ASO06Lh995N3BXJucvy0KhCU5RrnRby2amxvb0u6WTPmKVuBa8rUbQ4GAzXNraux1+vp6OiouBc9pr29veJqYhyM+Yhzx3Fy3t2HpBPHnIBjHI+RRuQXgtJxYIbPW4YwATCDlJP+eX0K6cpnX79+3dlUjHsn3adu09aTjY0NPXr0SDs7O/rd737XkYemJcE6+8EDGeZBWvsTSEjdpM4GV2lhSZmXaRSsq3I9+31vZFlXjRbZJ84D466on5go1HXOz8/r448/Lu79q6srPXnyRL/5zW86MY/j8IDXq78/PDwsJ3C9iWFAO/mNfET9RfksSQ8ePNDm5mahwd7eXsknd1d5K4CVdEMwH1XlzeBMAEoBNE7YSzeLMBOHUun4eTOhfbUEBLxUU7o9/nxxcaHhcFjutnO9BC4uftd9S5MrGdMWMDMKx7uwsFCYkwx2l3WAYJHJ/vJ5mnAt9HyixTE3x8fHmp+f19TUlC4vL0sfmb/FdJmfny9uCu/IrTwnJyf17NmzkhiPAsKuPtLG7YzLY+W/CSiZx8WLgYAtE+DVQHqCtgQdPEl5cHBQXFlte5vGg++4PZeaYu73+6XPm5ubxeRsN5fjclIpjUspkSDBz9SEVAIJKrpxz9SEXp5CSl5zcKqDUp03bXJysrj7HBhsUMq2DLIcEmDr3fb2tk5OTsphgvX1df30pz8tViuDK89H5nJjfE7KET/DFBB3gQ+7JjY3N4v7z7LMp2w5J0kv83xuBqXbDY1dH03TjGT8Jn/kPLu+dNHkfNtSkZdymz41YEZ6pAUgAU4qdfJseiFYj+VTLbddbrDcD6/9Gh+PSxaba9fJax1ftbOzU66r2dzc1M7Ozojs9LgMErkJSh7gPaDc/Kerk3StbfxYMuZT6h6EMm2k2w2+pAJMavxDurCwDR7CSNcl/7ZVd2ZmplioTLvU7dyY+XvypnmjbW/ig51njP2iNS7nmqkakk94U8PR0VHn8NBd5a0AVrwr0IpJqptlU0nlQmXhwiGoMPPSpefEfdKN4GVmZAo7Tqp3i4ybGKeAGDCYCo7j484+ASR/u5/S7dU2CZzyHbZrRqOQonnTNDOAlG7z8Pi46/n5ebHIpOvCR8S9Gzk/P9fTp0+LEPJulAIxL/X032Z4xoYR/HgHSheox+/5dSHworD2s9z1EQSTpu5/r9fT/v5+4V1bYAaDwQgIsPVUUrEwmBcIyN59911tbW1pfX1d3377rZ4+farPPvtM3377bQf4my9duAvjPJKmfoe0z5iHBF48ZejP+FwKQfeFO0n3l0piaWmpnHI7OTkpV5FIt4DJ7ZC3co1ZgF5eXur8/Fzr6+vFGiapnF51QkhvGBhf47pcPzchBhgeu9eF17v76M/t2pBUknzamsI1nZsnFtKu1+t1bp5omhs3ohPU9vv9opBcJ4PKqZA4Jp/ec3FbLJ6vmqUrU3WQN1ySx9MVy+drFjb+Ztv0MjA+ssYjdmsnmON4aopcut200bJM+W3X4PHxcedkWlqd+K5PADIm1s8TXCYtXLflddLPhW490pzekQQPBJ+c69qG3fVxs0pZnLxcKx6zeWgwGOjo6KhzyjL5ijKXQJw6r2kaXV5e6t69eyUBb9u2HSuci9+zXma/vZmfn5/Xu+++W2QUQa/j68aVtwJYsdTAlP/2gr7LvZHoOL9v27ZzyaMFYcafpLnZf8/OzhbFuLm5qfPzc62urpZAu4ODg1IP45oyBwiZ20ztVA1t23YyrpMGtHbYqtM0TUf4505DugWZRuBMPGqfuceeOzy3e3p6qs3NTfX7fc3MzOjy8rJjgncf7t27p8XFxWK9Ojo60meffaZvvvlGx8fHI8qfC77X6424R/1MLUuvaVHL31WLI7Kw8dxkhmIGePLZnAM/Pzk5qdevX5d59zFgCwknDXTAKq0wuTN699139fDhQ33wwQc6Pz/XkydPiqWKijzBHvvPHwod8gUBbc2dznHWLFzmp1xfnENaiPycfxib0rat9vf39eLFiwIuTTuv9byjkDt7Kzh/5tNDq6urWl5e1rvvvqvT01MdHBx0FJ+L+5kgkKVmeUwBT8uqLW+Hh4cFXCWAYyD2OMDluky3i4sLHRwcaGZmpgBH08D0oOUkN3nJM7X4xpxr1sHP8gRwghX2nX3g+M2HpHsNbKbcYz+9VsnH5BFJI5b+dGHVLBU5Hv6/sbHRuZJLug1Kd5tOtEp6mGe4Sdvf3y/9r7lUc37cb8vp7wtHyTFL3ZQI1jWWoXnaPEFHDYi4UKZTFrPd+fl5bWxs6IMPPlCv19Onn35aPEBuk2s79ZD5yoVr120YeFqO2ErLeU0+T5lJgOtchbSm573BWd4KYDUxMSGpG+OQaNzEy3gHqU4sng7yZxZ+JszKykpxGfriTgo5FyoMEn5ra0v9fl9LS0sdy04uknG7JT8rqTAD2+O7tQVvurCfFPQJMgneEjC60J1jpuXua2dnR+vr65qbm9PKyoqGw2GxxlxcXHSu5bi4uNCzZ8+KCfXg4KAKqmihMi04VtOp1+t1LH8Gl6yLC5m0syBhG0y+agGTQex+tqZ8mATQuxrTZn5+XoPBQJeXl52j9bZApEvl/v37+ulPf6oPPvhAX375pfb29vTpp5+Wk4fZVm3DYH6gxaJt2+olujzUwJI0SxeQ55bXgdQ2M8PhsFyjQmHkJJl2p9qFzLQE3BnWxpsu8MnJyU6eGwe/S7dZ8u1+rsVV2M3OE5YJtrj+xtH/zZs3xYrktcDM8czQn3WNs/yxHR4ssCsq591gtGZtqNE0rdsJoFLBpVzmfLge/p3j4fNeawmWsy5/x9ODrIfv+DunCJDqlhTz9jj3mK16pKXbHgwGWlpaKtboqampzi0JHHtaVu7du6fJycnOZd/cxBMQ1+hHgMl6TZ9Mckn61OJSnTC61+t1rH58n+8RfPHUHU+Yc7PK9w0AnUqFc5H6kRZb0j5lg+UI8cHCwkLpw108wvZr/GEcMRgMSq48yuC7ylsBrK6vrzsWF/52SSaTbq82yN2xS/5NS0rTNEUg+ygnFYkFJY/4Z51//ud/rqZpSp3vvfee/vpf/+saDAblVBPbfvPmTccE7MJdiMfjknFb3BnfleFY6h47JoO6XipaJkejIM3dwdnZWck47iDa6enpIlzyzqjz83MdHByMmOdrR53p63e/Myi15reXVISg3+cRWgMx5zKhsHQ6B1vtLJBN4zxUYDrQWtG2N3ETPla/urqqBw8eaHl5uXNy5fj4WFNTUyXezPTp9/v65S9/qV6vp7/8y7/Uzs6O9vb2yqk40oPu5Bpw5vwZLKRVLoO2830CId7/RkWRAotCvCbkfcKUO73Dw0N9/vnnOjs7G8ljV9s0pWL3Z97U2GV2cXGhzc1Nra+v69GjR5Kkr776qjNf3om2bdcyyjbdl5rg92/nLOr1euVEksfiJKDsq5WnP6sBG9OXa8bxadJNTI7jGHu9XgdU1gBabgrJP+SDBJDJTwQ0uTGozUtasvxeyqK0fub7VKrfdyLQFpzawRwCDK5v9rN2go5tNE1T5tngfWlpSS9fvuzIaR6e8timp2+uDPNJzp2dnRG+9jgWFxc77ibSmnTi6cNer1dSDXBOkoddeFJT6sYactykXdLSc8kTeLVDSDzQ4lOAPlySYGkcOE9eJU9zM8kDD6SfC0EgdZL7YPevU7/4+iL2s7bBYHlrgJU7bZdJjZH4HXdW0uhuyCWFteM6mqbpxEe5DtfrHbmFoBdcTQi575OTk1pcXCz5OKQb5bG/v1+OvbofVvpN0xSFnmPgBI6LPSCNaoKTNODf4xiEgt8CKDOgW+gzEZ7Nrru7u522uDDsfrSAteI3bZnAjfOalhb3ne9RqCW48rOMxXKfnEiPea/yKG2v1+scXU/eM58YNNgt7NM//X5fy8vLnQtXHeTcNE05Jbe9va0nT54U6ymtJxYqKbAsNK0EqBj4N9eA+27hnWvIz0oaOeGZfEkepNIjKHBd3q365NxgMChrgkLLPJgKmEqevGhLmPtz7969kraBlja+m5nWya+p1NkHbmbMy573ly9fFqVpgGXlamBtRUhlmLxmgMjx10Aw3X8JGmsgLefYbTBzOoEcLUjsb+0y6HRFJQ+wf/kceVjqhgbU3uf/BHtU6Dl+KuGUr+myZDu04Puzi4uLkkF9eXlZvV6vAF1v3JiX0ZsnP7O7u1us+BlAb36i5YoWVAIp9tnvWyZ7fplrK/mZhwHa9jZnoDSa1iF5h8/QOkRww9guy3YfWJFudCOL5yGNLKmnLBdTDvl38rrpSX3LmDNJnTisV69eaWVlRaurq0Wvmd6MLbyrvBXAioVxKGQQKyD/z58UTlwcvIqE7geepkmwIqmzW6id5qsJk8PDQz1//rxYsJxr5vj4eCSmx/XSUpQLqQaIzDg5bjOlgQP7a3rclULAAMb94X18UvdyYr6f14l4HBTm3s3wZB7jwwiq3L6FZLo1SKe0Rvk907b2Tgbr06zNvC8udBO5rcw95rrPzs6Ke+bi4kJ7e3slHYD510HHS0tLxdqwv7+v7e1t7e3tdawZ5IFUBhTEVI4JtPNZ8lQqeZd0tZD/anzIZ9gnAg/zNNdwr3cTT5cWl7SGGJAxVxhBkt9xYLDHtLy8PAJQamvKfzN2ZBxwqAFB1zM1NVXcf2dnZx0XZcoYrhkXAsqkY4LeTITM+UpLUQJn8gdlGE+eJXAhaKb7hXPpq3XIg36nJqPTalDLu8TAavbL3+fdiKmMvV7v4m/2hX1njqOk13A47JwOfPDggfr9fvFS2IrvxJU8Sexgd26YSAeCKvaT68FxnD/60Y86VkCf1HacsDdPbovB51L3ijBuzkjLnMtM+ZPryHUxTpi6j4cBOKfkMf82IKLb2O/k82nVdfHpdoIu0ts8keOwDqO1imO8q7wVwGpiYqIzKKL9XEi5gPwMrVn+bH5+vjOxVnjerVI41o7wJjjx35m7Q1I5kvvVV1/pzZs3hfk3NjbKblVSR3i7Xmn0ODcZiIKRCfRYKJxS4SS9uECdz8oghRaRPO3RNE3HMkS6+Ic7eprb3TfuhHIM3FG4v1yc6U70O+yv3yOATcHt+bZQsFs0lVHSjDmuOCek52AwKMd9Z2ZmigC9f/9+J8Ety9XVlQ4PD0sMTg2w5O6aQjDBQ22+XaiE2H/SKXe3tfXnuli3Y7kyVsOKguPnHV+u16CUisTjsnvNfUmXOi3ZOW4qdyt/AiaWcTzAtvm9FYLd4oeHh5017b8Z3Nzr3eZpGifTcm7odneMjttgfCcPpZCGlj8EBgmOTc8a0Lbicr2+A9E8mykseH/hOLpS3qY11e94zdH1zrlLN1JNtlpuZaxVgoy0wPD0nds8Pj7Wu+++W763dWpycrJ4Q/b398upNFueTRunFSEtONemc+o3u+WtG3u9XrkijOtwfX1dFxcXxTp2fn6u7e3tctXOU5yeAAAgAElEQVSL1w43znnK2rLRz1CWSrfJm60zPFepnzJBJy2R9uhI6sRrerymS4LmzMflZ0gr87cBZS1khiArecv1+5AN1wxl013lrQFWNd+5VD/5xM/9f2YV9vc83msz/TiwlFYpBzBK3dgeAggLMj9nxj0+Pi75jXypsdtxSVNrjZHJrGSwVAoEHE1zmxDU7RBw2FrEtvi8FxZBlq016arjDiVBR57UI415Wi9pTlpQ+PV6vRFAlWPnGPwdrYW0TFGYWUHWTlMluE3eYR3kQRcn6Ms5I9ivAV8KWtPXf1Oxt207ssulQCMoyDWSIJ5zmsqO85z0IC/53bQ+Of8Sx2pA5RQCqTgpbPlObkRsrTKPnJ2dlSzZyaN+J4U2rX6kkXe8UlcIkzfm5uZ0eXnZce/aHcyEoO6P+28LpduuzVuvd3P/4MLCQsc97CuOyAtUOOQlWgnSgsm5ZiC131lcXCzXDzlG0ONs29ugfK9Jx4DxwIXrrAEf99OF/O3najzPsTg2Mnkm5ThBTboNqdxrhWuAPCSpk5F9fX294w50nXb9GWDXTtaSTz3X9rYYUBuUzM3NlXxw3pxJtzkXvbnzXPlkrK1YlKFJi3FzlPLP8tWf0XBQ42WvcR9+2t/fH5F/pgE3+qZF6jyCfY+VYQA5n8QNaeX3d01zk07Brl7zDZ8jXaq8cue3/x8WLkBpfLBcgoumaTonMtI8OD09XVLS8zoWt9nr9UbicxhUTYLz2C7daoxD8sm3k5MTffPNNyU9gS0Xfof1+H8m66SgIgBznxnona4/t5EmZtfFMdV2KgmoXEfN557zxrFZ0GXMVtPcWr4IiqiceQmo66oVAtWakieNasCDrk4DQQoQC+caOOHC9TipeP0Od4tUZNJoVu8U3n6OrjWCFVsjSHcqIr+bOy2uH//Pv3MMd+0i/Rnrzjmx27NtWz148KC4zF6+fKler9dJuJsCmbRO0OVxMVj49evXHdcLhSffpzKtATorbPImaUyaGTzxHrh+v6+Dg4MS3kCe8pjs1rNidnE/7PJzihgn2/WhG2/isk+13/mTCsJKl+C93+9ra2urc4dj0zT68MMPiwLzSc/9/f3iNhkMBvr00087vJUynfIpFWYC1wTYCYYsa8aVtHaZTzJ2tNYHfkZAak9J27b6/e9/r6ZpSn6wqampzj2rBg9McZFALuWDQZXXiu/S5MlrZwI33xkwOY+gr3/ybQQEzgSltH7TipXyld97bmseHH/HdyXp+fPn+u1vf6uPP/5Yq6urOjg4GLnWh24+99M8zrACxrD6KrCTk5OO8WRxcbGkwrHOcdxcHuxJi+ZwONTq6urIicAfUt4KYHXXCQQqhVQe/p+MRtDgxeYdXy0egdeqeFdDpf7mzZtiRibgoVvIhQLEDHx4eKgPP/ywuANToRGsSbcAIy1k/p2BowQpplfGbpFmBE2pMA2eaBUiHVxyHsbNKdMikK58L+czA869C2I/M1gyzdKcj+yT309gy+c5J9+XliB3Omx7HBirmZSpzP05LUm1NSDpB7uUqCxrwCKVH3d2CXYS5GTfUlHWrFcGDV77PoJNIJmuU77r/9lP57OanZ3V5ORkccf4+1rf6SLKLPamG92OFP6p/NfW1nR5eam9vT2tra1pdXW1uGR4ujWVtmNKqfx5osxyyReY+/i362Rd37e+EnwwXMB0t7Kan5/X7OxsUdKep/Pzc/3mN7+RpHIN08nJSbGq+G5QKvOUixl3aR5i2guXBMTpvrTMIFhNQEmPhr93TFltvbgvbj+BKi185H+mETBPJ8+k5ZRz5Xo9BwZqDqb2c7zc2216gy/dJo92nUtLS5qdndU333xTDtoQkKcngDrZvykXUwcY3BKs5ilvF1/RtbW1pfn5+Y7+oqvedGZuQBe7Xe0aN18SzNIiWPNgcK4ldTb7ptv8/LwWFhY62fFN17vKWwGsWNr29mSg1A3IpDDjc2TSTNzFnT7rS2TOwG0KJ4Mc5k+SupYSSR1TM9v0boWLkQuLIEK6ZWyOk0HfdomRkRPc5OkYMhFdGjaRE1xmPJT/NrNzV5PggyAlT6S57prAZ3GbTCmRAMp983Hh2uKVbq1UPG3Itj3vySPjQIrHTJDi/pnvCJxyF0eAmbsjCm9byfwOFWJtB09FfRfYY3/StZJ1kY9rQpQgkG0lQKMyo7vO3/f7fd27d08vXrwY4YtabiD3k0CUQM2BwpLK7tXrj4rdY8tLyP2326AVknPEZ0mz2dlZzc3NaTi8CXplQuNvv/22JJbM63q863advJxaku7fv6+1tbVy5dfR0VHnZKPrSoBOfk4FzkI+nZycLPE7y8vL5RCOj507tYiLrWpra2vFXbW2ttZ5Jk9fG3BS+Q2Hw44nIGWEf6fruubWr/GzZYXXXy0tANdLWnDIN36HOsf85e8dd5vyhGuDllfO3drammZnZ0sMld2KjBE+OTkp1h66lOfm5kpS4fv375dT6vaazMzMaHd3t7Tn8AhvOMclBU0+4pismwh0M6Y1aTQYDPTw4UM1TVMuT0850+/3tb6+rqa5Sati669T+0gq6X0uLi46h8689nji3mNIvec1bb6wrD88PNTU1FRxr1KG3FXeKmBFRvP/Lmmm9e8UFjXFQpBGpcrFReVMC4iJnsqcwe65qGk5Y5xHFgZKEmil7zuZmkq9RkP3t7YACOLs/jJter3eSJI3WnkYK0VgScDDPhH0WDnVDgn4WYJBA5bZ2dkOgCK4zuDIjJPzd7TgESj4c6ZSeP36dTl2TIHoceb8csfNOa4pLj/H3Fh0lRJUMaM0j1g70NOFSt7P0tXE61uSf0ijHCv7wnnhOrRScdu1+lZWVkq9vgP08PBQMzMzJSt/biYklYz1VCTSjWnfn/sdx5jQMiap7OgJmDNUIEFgKr787b8JCDg+8+ns7Gy5P9IgyvEaDnBnVv62vc3Sb+uQebrX6xXBPhgM9Pz586pyJj+xX7Wx8fSh6dg0TVHoa2trHXfq4eFh56408oHjhi4vLwtgapqbU5nHx8eFDtwc19J8JPio6YHkQ/Kb10ZuwB3ukTFYOf8s/IyHMXLdUBZQtlAXUC9lDFuuPfOo49h4FZaB7f7+fie0ROom0G7b2yuyhsNhuUdzbW2tACy/TznnMRIkSd2Tg9KtZYz8X5OzpKXlj2l2dnZWYgR9epcWvV6vp+XlZS0tLXX6Zr6dnJzs3ODgtVfDD7nxS5qzr/TSDIdDTU5OllsO7OYexzMsbwWwYuZ1DrgmJGqLLYULUyxItydXXLgDuctSJXUTm9ElRSROi0guEmk0LkC6YZCMpUpA4GKmpPUu2yGYzHc95lTIbIdWG57EI9AjePF3XIBOZto03WO4zIPFRUywyH7mgYBc+NkPt08Q6FJb6DUAwc8JRlzoNsh4ENKwJtRzMfI33YOcF9bNnffR0dGINZA7KPaFYN1tOM9NuoBq7fndpBvnjQqddHUdvqvPJ+eoqA2KCHw41nF8TQtUjpXF82VBzlxjbXtriaaL0vWRngk62SfyBGOihsOh9vf3tbS0VE5qSbdpXKjQnKXd/ztuaXp6uhyA6ff7RbH6MmeuC9PVVhLOwTjwnKBKurE+bWxsdObryZMnOj4+7lwCzutb3J43Pn53dXVVw+Gw3C1KSy5lPK1J3BylfEvLUfJl5oQiT2c+qqzbPOz/uWGg/Ep3etKaACtlAeslcOSceK24HoPqpmn0+9//vpwezvWSfC+pXKt0cnLSSQPkS8L39/dL/JFp8OrVq47so6XJffXGgWsmZS8NFpT91ImHh4f6+uuv1bZtJw2LAX7b3rg89/b2OmmYvImyDPHapss5dWh6CDIuOXWrf9utv7S0JEnlYvWkeZa3AlhJ3cBdM4wLBblLCsP8baacm5sr14KQ0JmXiZPuUnNdudSUuOvNRbq8vFx2CRZQfJY0IOp3/XRB3iUcpVEXHNtIBZSCOeumsmdQOelvcOm2klberXCMNYFumroPdENa8FrgsM7sMwutdrTSMdbLz3lsBIsWqK6HgZP+qY2L80HQ4LbylCfpTMGdCly6BXgsft6g1KCW68aggjvm7xMOCeBTUeeYCRaS5xw74fXo+AXvyp0PyN9LKqdp27btWHWkGwDwzjvv6M2bN2VsvsOSlzvv7+9rf3+/Ez/FTdO4eaytDY/H9XCcbXubqNNrw2vF4+Il5tLtlUi+9J3uPytTx+ns7e1pb2+vyBDKyZrbN+fNfc+59LgWFxe1urqqhw8fFkBlpez7F5nglrR0W06X8erVK52cnOjRo0clLkySdnZ2RmhHNzrXCsGLP+NmKgEFx7W/v1+syVxTCXRqv/P7BE78zvNAWZiHUVKXZdqLbMtAyu67prlxme3u7nbo5+e55gws6H6WVObtzZs35ZDHo0ePNBgM9Pjx45F5tAwcFz9smcj7ChPoMmTDddET435/8803HVed29re3i6bDlrgzWcE9tTteWUa5T6BFC1u41zJr1+/LrnKer1e8Z74nb/4i7/QuPJWAKvr62u1bVtcBRa6qXByp+FS+8y7dE+MvydosUWkBpK4gM0gPAkhjZ4ysJvHz/gzMzaVY964TYa2QKkBGzJN0qC2UPl/09zGlNBK5rYtiNy3hYWFQi+64XLxZWwVLVq19AcEThwTx5PB8haU3n36edIyrVgeJxeOc7CQhhkfl0e0KXjyLq8a6KgtUippgp+7gnVZam4brgv3Oec8+SndEq4n3WiuN/tS4zOOPfvJ/vt/W2+sOKRb9wMVgmMqvIbtDvOx6s3NzbKrNODiXX12BRrIUUCz/1TgyXO5SaCFquYu9jOM8/L4XEwv95VHw+fm5sqpPyuW3d3d4tJJnkrlzQ1IzWLC+fDv+fl5vfPOO5qbm9Pq6qqaptHe3l5xo2bgrsdgoO65pRXNY3d9BrmmGftEt6CkEkfqZzzO2qldrjXXy/spPUbPWY03k6dr67tmFfV3BvaU+Sm/WV9uevzjzcHS0pLm5ua0vr6unZ0d7ezsFCsJAXGeMKzJnhy3dGPxcfyf79G0pdN9TllK+c7fydseZ+2AEOlMPnIbtvbaEEIvioEj+SJBK+WQ9XZaPzl3NZ2Rz7FO6/t00dbKWwGsJiYmqkLMv7kYuFjIRFa8PNVghuciZKwPAdNdx/Pt7qNy5DsptNwWJ4onnAxwOFYicraTi0YaPcnDAHhaaRJ43bt3r5zUcX3pNquZbsncLGnWZyzYOAHmejNdhD9LGtYC8bMfrrO2eAgizWN0KZDGGZ9FnvR1OAlAcpwUTv4+3bD+nGCjRq/T09PSJpVHButTAGU7jG3wM7WSlrW0lI2b1wQn4xRKKn4rCsffON5KUtmRMuGvLTdzc3OanZ3V5uamNjc3yy0KkspJtn6/r8ePHxdwkDt5zh/j11IRp3Uvn8v4stqcWgb5Mle7MUxPC2j3w9naB4OBpBsQ6nvocj1zzl1fAiqCafI0gXDT3FgYKFOcB4ygj4CSc0kl5zHdu3dPx8fHWlpaKgDS6SfIEzX5wHGNc2m/fv16JPYp+bMGhjh/uSZo2Ur5S9mRm+e0PtXclP6b6yRlqy8Mt8X1k08+KTzMuzST37It9t2f+f2ZmRldXl5qMBhoeXlZ77//frnW6+joaMSVZ2tUWpzcXgIXbrLTI8O5cP20GNfCCcjb6TGorUdbr3iNzcLCQucEbQ1EZ/F3PMnf693Edg2Hw+IaHFfeCmBli5VUZ8Qaw+RkJFrNejJolUxC375LngBk8s5Ewhlf5Ylg8Kcntm3bkfQBOW6OvSYccnftvmQgfvZJuo078//jThC6HlptXFynmcsJMF2HrUKkp+k3LiVCxmvVinch/u2SAf412uR3pitN3hTU49ya5LGcB/Ml2yK4czsLCwvFDeT+EWi7bxnHYKHCk2zeSY2LIXFJXksglsrZ9L4LyJIeBBnj1iJ38m3bFvAgqWONYpAo++tbAu7fv69+v6+NjY0SBGu3f9M0ZYdPYMS5tGLjJoPjTGCY1kgKd9bHGB8Cg/n5eV1eXpbN1cnJiWZnZ0ssFbOnN01Txm/LHkE1gTHvcUyllDJjHAi0JdCnGd2+T17ldR65aUja+OfNmzflFgLPjS0SyYfuW1pQzT9pect5cWFfsj7+XwOXfp9ghfTy71qy5prOklSVSaY5Ux1wQ+0ErCcnJzo6OirpFNy3pDcLx5Q/PpHLNWBQz1sN3CfLV3p1UkczTtnjzVxveSrQ8isPbeWGlPxBPuBa4Pt+xv02qHKgPfWM+5wWcs49ZQJpTivhXeWtAFYTExMlwVeiUE62S+1vDpS7/DwamXcAsh4q2Vrag5rLkCcIafL0uynw/E66fhIAUSAkI5vJM/DeC6JWH+u9SxjUBAcXVVpxkoY1FyFPH+bJP/aHbXps6TIkmK2BknSVGuTlAQMrefbN3+VhgZrwrimyHAOtBwnQmI8sT93VLE92j4xbHwa2PPmU80+eGieg3QfW4c9zvFR+eWmsacU6/ZmDzy8uLjQYDDQ5Oakf//jHZZfpaz8uLy9Le753bW1tTRsbG/r4449LH528smmaEuDtH6//VLLHx8eduMHaSdWkAemdN0VkDBfHzlOAkoqb0n2mi+Hi4qJzvVECmlzPbNPt8Tvyi+fVfOkgcwdMO53DYDDQ119/PXK5c/42HQjADZ78PfM8MTdXAvrcqJCGdOWx7pyXlClUkuRjuuJZHzdTtojx3dyIWHGblvyeIQg53rTqWp70ej2trq5qfX1de3t7evnypa6urjq8lXKHYN59NMivgS/PmaROILz7VDu0RFk+HN6Gu+Tm1iX1JDfdBG2mOeeCtMy5y/lKUJWF7Zt29ujUrG+JNaiHiCXyRoFaeSuA1fX1dTkdlLsOMiVN0k3TdFCn44HI2GYymvvNQDyRZ7+91DVfsm3GAbmPjK2yKd2LxO85oDMXpKQRdF8TGCwJolyfSyp308jMlG6QBGfMPWJaMoeWi4GN58R1UTCxfwlWefLPdMg4K5vcOUd0v7q/6T400PJcEzAaAJP2NF2nsE8+YJ849nSXJbjKvrD+mrKobSo8f3yPgpyua7adcSU1kJBKO8E3x0PwlMCT9GBbmZqAgeyuw5dTz83NlSPWFLC2plgZOOjWO/qTkxO9fPmyhADwHkJJnbqSzryOqrYp4ZzV5pj0NuCyLGCwcgIHx4zYzekrSUgjK8nhsHuiM2Wi30uFRCsM23f/FhYWtLKyUjJ6/+53vyuxVcyrxXnN+i1TmqYpli7pNr2E6b+xsaHPP/+8E2x8l4WAtOLflFduN9OK0DJvwGU5n4eS3LYtyckfNZ4hr2f8ac4F+SZz2L169arMq2MHLy4utL29rcPDwxH+cpu0cvF79zE9NO6fXVmeq729vU6OsVoaHY49rfSSqptgpjLyuylrM5jdgMd9yQ1Pyj7OqXSrMxzSQn1p+V+TWfyM/O6N9/T0dLmBweuNBppaeSuAlTR6h5U0Kij8HAnQ6/UKqKopc0+GXQ1ux7sWxlpJoxaVmsvHPmdaO5IBqIQkFUHPtmhl8A7Jyc5SqfEz5o1iG0yT4JJB4AZFfo/MR+Dj/vuzpK/f4YkOuvNoHeK7uZth/+mWJMPnUVmCHNMxQZDnxhYcgmk+t7i42FFUmTSQgirn1wrC42Nqjpppu5b7jLtEgsQEYjn+BF8JCFLhJk+mguA7tfeyjQRlLP6+1qZpSQXmrMo+OescNXSF2VV2dnam3d3dki+JbpXT09NiDeMJPdJwnByp0ZbzQP6qCeN0B7JwY+e2eVdgKmC3S+FfU/T5Ts1KwfGTP6xk79+/r42NDS0tLRVwR6tiDbixHwYxCRR9asvJTJ1OIn/GxcESYNVkIGnPftZ4z6Apedku9Bqgq8k6/1+zhLl9pmaQupnk2V/X5Vg038eYY8+1mH+bdzLWzZ+x75ZXy8vLWl5eLnNdW/P+m6fpqLtozZK6RgJ/zxPM407PZ9uUj3zWdViup35yXzLdD0NPcm5zPnMD4e+oX6ynawCT5a0BVjw+mbsJAiyXFBIpxGlibNu2XJfhZzM4nf5Y6VYgMSEoFy0DrmuMzh0F7y5yISiqxfPUFrbbyRvs+T3jt0gT9zNBXdKauyECjIzdYt+4OAjuTLc0Hec8uVAR2nzrfqcr0YGV7g+tbe4H6cpdjkuv1yt3a1H4+TsqFZrjk+bcENSEot/zgrQ1grTk3+n7Tz73Z2kVSXBZA0LJKyzkAfcjAXDWQxqxnnTj+Fl/n4qP1ji/e3l5WRJPSt2kvgb09+7dK4DKJd21pFv2JRVqDYBlv2tg0kG+bospBFhHyjOGLJC2Of+1PnKuc45zPtyWdHuKzXE2q6urndOHBLSkJdshTdMi6XQSrsOHEFJuJJBP4Ene8PM1y5Dfc4LQcQo0aeX/DdLZVm0NJz35XQIIb5gYD5k8SFkjdXOcueSccp0QFHCeKMfOzs7K+Jxc10HjBwcHnZxwtdQ8lP0JqjyeDOlImvsZy0DTKUEPLVApm1wf0xElSCVNM/TDz+RGIWOBa7yVMo5X8IwrbwWwmpiYKAnA6KPntQ/pBqwJdD/LhSPdMixvZPezLkTKTGzGyaNlwcCIgItWN/d5dnZWFxcX5WZxT2QuHgIXlxSmtX77fQoEfua+0RpFFxoRftM0nSBz5h/hMVvGXNUsTyy2wjHNgRcVF6MPCNRcgrljcb/vapepMAjwTHsLF8+hx9Tr9Ypp3u4nKyLu7hJwWcClNYOnl2q7fY+Vwi3z7/CZcQCHJ1dr9ZMnKJBT0ZvmtfQiCez4nv+mC6Jm2SFwJ8+2bVtOoJnunsMMCreccGA1x8u4IJcaSOGcEUTVgEMqRD+brmYm57R1IN03uelhAHrON0v2Ka0rqWSSBwgOfU2Ks3H7LrZnz56paZoOsHI5ODjojC0tnRyT2/Rmdnl5WXNzcxoMBkXxs/+5oaZ1mLI+ryDxb58EHUerprmJvRsH8GkxrCligpm0YNZksr9z/FXOY/5vmkxNTRW6GFgmj9PSyTVYkw3kOVqv7t+/r8FgoG+//bbjBqRLz8CQOq4Wl0S9mYe4qFtsvSLgSeDDumrAiu0miKP+pUcn6U59Y91Ca1oCavL0OKBd7eMPeupfcbm+vpakzr1//t8lgUUKFhK7hpp5l5I0erqFAeGeWH+e1hIWfpZM3ratpqamyn1OaVHxZ/w97ng8lVHNDGlQ0uv1OoCQOw4XuvrMiKRx7QitC2mRi8LMnG5Rtl9zQ7IQuHHhch5cJ2nKYFEWj8c7odnZWS0tLY0EW7u9lZUVvffee+WeNNPcmaN9bN7/c3cojbrGaDUdNweSOnPlelhvXn9B8M75qAECC0h/V1NsFDwZdJsKkJYy9pFKyBYRv0ewxX5T+flqGr/DHHS9Xq8T0M06ExgSMGXQOucs6UnZkXTmHHl8tTryexfKBgIw0jdBGHkqZd44a1zyCttOfrM1TVK5wJaWPz/nOmuggHWky1NSSR+RYMRAqca3fIYl4zwNqBYWFjr0S9qYB5j9nbyS40owlfF57F9NrtWUb1qW+Kw/Ozk50fn5eUlNwU0C3zFQ4li4ifH6SoA6MzNTgPTz589Lne4b0y14TIxb49hMW4aKuGQMLecyQ2hq642FFqWasSPXr/uSayjXqds2AEyeSbmc40ieyfJWACuWHBAHlgxPQvAzMhjLwcGB3n//fS0uLurs7EzHx8cFsWZsjQsVfCr2mguJgs+Xkj5//rwTWM/x5UR5UVAJsk/JrNluzSqSViD+bppu8tFE50T3UjcIPHcwtCixTVurDFgpUKn8Oa5MNZCBlJ6vTJVAIMWFw77mPWUrKyvFSjIzM6Nf/OIXBdT75JRPrTpxo3Rzd9fTp091dHSkwWCg4XA44jJMKwVd1Hfxei7wzOicFhOX5H3PKVMy1J53vR4zlSVBXAIpf06gbmUxzuJK6x8FmhVwXpTsUhOOnk/SivSrjTMtJEnzGv0JyvgO+5bKL/ue34/7jrFapCn7nGPh97SCkQ8pP9v25oJbB5gbdBAc1sAf26DbyeP1fYfSzZp11mpn1/f74xQTXWgcF3mhbdty1c+jR4/K6Urfg+f+Ohhckvb29jQYDMo6ff36defew5oLkOss+Z7rz8/R2pzlLoXs92dmZnR4eKiHDx+WsdBrw75xfUrqbBQJqLxZWV1dLTcZHB4e6ptvvunkFKvRPPtIFxjlsulgHUfvBr9LWW2ZlOly6M1g+1I3DdK4tZa6hfxZW381QOcxcpNWkxPjyvcCq4mJiZ6k/03SzHfP/3fX19f/2cTExJKk/1bSvyHp/5b0719fX7/47p3/VNLflnQl6T+5vr7+X76vHfrlxyH/VPopIPmMP/ekuuSC4N+JrBOQJIip9U268WW/88476vVucuX4CpuakkmBZSCTJZGz3YxSNyYnBX8NdNpKRbdaCrvp6ekSx8Q+ZayZ37FFKA8NELSRDimEONccl/vCeZFULkrOOXAx8MvThwma33333ZLHZ3FxUWtrayW/kgUvs3k3TaP19fWSoLLf72tnZ0ezs7P66quvRoC/x+52edIx55Z8QTplwLt0G09CocUreBgDaJDJY+YE7jXrTwIhjieFE5ULFWGWVNCuIwUV+5dgJgFJWojZRlq1/fv09LRqffb3CWZzN5vywt/5ZNrs7OwIIGV/maXb/UxZx5AC8lS+5+d4Ci5BFRUL57JpblNB8LLqnBuPjWu15gpMl5nbtkKX1DntmGPzjy0IdGU5VsgbHbsxP/jgA0nq5NwymPOGyBcaO4Gs1/XOzk4B86RjzkXNu5FWfkmdz6SuhSV5K+ep1+vp6upKBwcH2t7eLvcskg/JN8l/yVP+fXV1pb/6V/9qOaRzeHionZ2dkXxMPF3nvvNv0iDT/mT6BMt9jo3zbZnc6/U6xoocm8fBQ1HUK5nGgTzLQn7l/9SROTekIZ/j53eVH99rAHgAACAASURBVGKxupD0b11fX59NTExMSfrNxMTE/yzp35X0v15fX/+DiYmJvyfp70n6uxMTEx9J+g8k/ZGkdUl/NjEx8fD6+vpqXAMTExMlLQEJxBvr/bmPAHuA4whKoUYQ4cWaOzjXx4XDz1Mp5wKxcHnw4IFmZmbU6/V0cnJSlHQCN6aHSMVaA3A1pUTGYvyD1HVvsd8ZI5Dgx22ZTnSNOg7Kz+TuzMKVJyUZY2R3pT/nHVMEaAQibtvfuXihu88GbR4bT/v4XQoh/zY4Wl9fLxd/PnnyRHt7eyXHy8HBge7fvy9J5bjyYDDQRx99pK2tLa2trWlzc1Pb29v6zW9+U3aCpn0C5XRbpkAxL2d6DQp+BqzXAsxTeEjdtAJul/VTOa6srJR++b4333lnRet5sNDz8fB0O5H3/E7GWeU64powPfLZWkmXC//3WA3K+Znrz/XhDYEPHlC4U+Amb9WO7Sc4qgHDnBu6t2qyyoU0oSWRY2Jd0o37z6Dn4uKiZOBmn2xpYnu1OCPyp3STZsZr03zhC7nTMpaW8unp6U6MGkGPQdX6+ro2NjZ0dXVVLsY1YLq4uNDl5aWmpqaKLN7c3NTy8rK2trZ0cnKis7Mzzc3N6fDwUPv7+8WSVZsj07vm2jaP+PQx52Icj5JXbZ10ey9evNAXX3yhX/ziF1peXu7oO+Y+Sz7g/PqZXq+n9fV1zc/PazAY6Pnz53rx4sVYoMD+0g2Yhal4Mn9VLe1LxqGmZczgiSEj/Nu/uV65ieR4cv2bruZxXpJuGhGk1Vy1SZsfUr4XWF3fBEDZDzH13c+1pF9L+tV3n/9jSf9c0t/97vP/5vr6+kLSlxMTE/+XpF9I+u0P7VQCLO7eDMD8nNRl+lQuRLh+h7tG1u16/H/NRZbt+md+fl5zc3Pq9/u6vLzUzs6Onj9/3sm47vd7vV4nEJOlBg7z86QVk6tm6gmpG5tQO1HBW+sZmJ8xSwSeUjdXiftKMOB+EEDSRZenISm4vUBpcWK7eczWxUDaf7vOzKmyuLio9fV1ra6uamtrS8vLyxoMBtrZ2dHnn39e6Op+ub3Z2dkShGsT+9ramv7wD/9Q/X5fX3zxRREmKagZx8f5rYEqjs2CgeCC5n7HRqTiT75JcEIamk6MpVlcXFS/39cHH3ygtbW14tLxsfC2bYtC86kyp0yoXXyerkHylNfeODcdC9epn6kBmFxLrp9H4FOR5vNtO+qWZl3uj2lLwGZ6cs7SdedYNINxjjH5gWNKmUdlXluz0m3QuQET7zuz+47g0NYf1uEx0AKQtOEcGBg4m7u/u8vCzrFyvN4AOcyi3+/r6dOn+uyzzzpWLoMw1+WDKr1er7gGm6Yp8UweKwP0KZ8sTxi0775yDaVVj7+l7uk5y0TS0nN9enqqs7Oz0jdeBeTxuS/kwba9SZZ7797N7QTWR7u7uyWLu+WSNwu19cXDKzzAxNx/TGPj9j1Grj/Sg0CZp7HZRvJvltTP6SHheFIOJCZgvyiD+H5tjaVlt1Z+UIzVxMTEpKR/IenflPQPr6+v//eJiYm16+vrbyTp+vr6m4mJidXvHt+Q9Du8/vV3n91V/9gdG5VB7nKz1EAI/7ZryM/yNAmFGEEd85J4oVHQOmvx3NycFhYWdHJyomfPnuno6KgzyQRVaVr2BNLXzIuB2Z9x4M4Md3p6OuKGyZMPmWeFSipzWNGNmkAoM56b2celZXAdXqQ8JUgwl/FZBGdMo8C6c46SRq7HC9s72Y8++kht2+rTTz/V7u6u9vf3i3vEuxsDB1ur/L7n5OTkRA8fPtTDhw/1i1/8ohxYOD4+7uxGuTgzDowLNkFoTUhTiOd9gl4juR78WSrFXC8Gbe+9954ePHigv/bX/lrJLWXlNBzeXC7urOeStLOzo729PT179kzPnj3T3Nycdnd3R4Q342hqd81RFqTy8Wd5jx/nvAZK2A43DMmjuT5ZL/PO5YaPbiuuyaR/DfAyRiyVA9vnHJEn+B2VNHPu8DkDnfPzc83MzJTs6xsbG9re3i7PJJCg5SsV0nB4m8BUUrEs2SK8u7tb+lUbW24ySCPKV1urnIfp2bNnevXqVecCaB8w8TptmqYDTHq9mzvfHF/G7OPkH3opvGZzQ0Beqp1gplziabuMszQgX1xc1Pn5uT7//PMCjD788ENtbm7q8ePHevnypaampjoHOcxr/X6/E1fW6/WK6y+vxXG/PGaGHNRSELgtuvqoMxJIcf6SL7l2SFtardISlfVZD6T8zE1IxkanbkyAz3eapnvxc4Kxu8qET+T9kDIxMbEo6X+Q9B9L+s319fUivntxfX39zsTExD+U9Nvr6+v/6rvP/0tJ/9P19fV/H3X9HUl/57u/f/ajH/1oBFHW/vfAKFxo4qNQ5t+0rjDoXFI5fux8K36H+afa9jbfiaTCxNyRHR8fFxcNTyYkYHM/3acESYm6WWqou7YzYD1Zr59N33W2WUP6PM3IXUb2p+bSS6BECxJNu+5bxijkCUD+Jl9Ioyc4TYP5+XktLy9rdXVVDx480OHhoba3tzv306UlwnUyASLp07atVldXtbi4qF//+tc6Pz/Xzs6OPvnkEz19+rQcafbzPHJM60nOd02gWDgQPPH7WrHgoqUsgV2v1ysK7Je//GVRiHt7e3r8+HHn+gv3yXSwe/Djjz/WxsaGlpeXNTk5qePjY/2zf/bPShZpWnQ87zXXnz+r5edy/8fJCD/ntZexJLlmHG+VYIVyIJUA+ZmAjH+zHtZNmZDPpcAmOOMmj/OdQIXgx3TI9W3g/OGHH2ptbU2Li4slcPrx48dlEyHd5hek6yT76DH4O29aPv74Y0k3G5Pnz5/r9PS0E8tFUJH0Ynn33Xe1urqqX/3qV2qaRnt7e3ry5Em5nDg3n+yL6zWI8nOzs7P6oz/6o/LZs2fP9Pvf/77DX7XSNE1ns821JGnkb24+3b90T3veWFZWVgrgnZ2d1dXVVXHrGUT4onKnHzG/Hx0d6eXLlzo9PS0AzHRxNnPKWY+LfGi9wCSfpEHqGPObxzE/P9+xgvrZi4uLcngoZQFlb3pFqLNc6B1JMJhrOWUA5UXyc+oU81N6E/b29v7F9fX1H6tSfpDFyuX6+vp4YmLin0v6dyQNJiYm3vvOWvWepP3vHvta0h/itfcl7VXq+keS/tF3g7ket0tLRdO27cilkUzL8F19IyDMqNrF1ivmn/H3VjJui37t2dlZTU1N6fLyslgybJU4OzvroGjugLJPBFsUgETIjEXx/wnSUgjdBbZIjxpg8/eZwZ0K2M/6fX+XCTn5HJ9nviWmtHD9tDjRgud6SdOMXSKoqgEOtzE3N6etra2yk06aWUDV6MXTeXZtzMzMlIz5v//97/Xzn/9cH3/8sU5OTnR4eKiDg4OOJdDCllc20BqStEtgZf6x4M5dFwVAzWVWq99uvs3NTf2Nv/E3tLu7q08//bTEZrx69apcuWJweXZ2VgL65+bmtL+/r36/r5/+9Kfa2trS+vq6fvnLX2p5eVnb29va2dkpcTY5P7RAWQkQgJKvaqAq+Y5rirShoDTQT/65a62avgQwXpcrKysja9Q50FhPTajneqbFMfmddKPLKxVUrb/8ztfPEOj0ej1dXFx00i4wzomW0pQjbdsWK4vdxbu7u7q4uNCbN290dXU1siZJ+5TZTXObUsGuy6OjowK4eeDJY3Q/c+49Hn/mja+tO3bJjtvYmG8o49KD4X4QFHAOGQ9KvqML32O3TrF+6fV6xYp1eXk5sgF1O7VLs8l3DLGoHdAy+KIsyZhQJvLMefJF6daRLrnJzjlnaIP7ZtmfGxD+zfkiCEsevct9N05Ptu1Nxv5aMtPvK9/7xMTExI8kXX4Hqv5A0p9I+s8l/VNJ/6Gkf/Dd7z/97pV/Kum/npiY+C90E7z+oaQ/v6sNW4pcajs5FgMdDtKEqL1TAxH+zIFrucvLoHPpZmf+4sWLzg7LjEuAQEBEFE4LA4PXawqDu2gKCgKtpJHH4KScLgQ9CXb4m8GINaBLEJC5sQi0eDKN7+XCtMnXjMs+Gxx53B4DlSF3Muz369evO1dYJLj1FSr7+/va39/XcDisHlFPxUT6UfDw1M729raaptGjR4/0s5/9TG3bajAYlPprSfPYJumeLhfuhpMPcv2Y5whYavNKvpqdndXGxoZ2d3f1+PHj4mbxNTMZTJvZzq1IB4OBPvnkE3388cf69a9/3dm1t22rr7/+ekRAso+5o6/FPVBYEiyQZxwPlMlks75aXxJscB0nWHV9mRIj6Z7gge2NS/hI+ZD80LZt53Qo+2Ll7PWVu23pxpJk5ef2ZmZm9M4775S1bfBs6ySzlLs+b2wdzmB57t9M5eDn0kpVo5vpbrfi+fm5Dg8Ptbe3V+p0HZ4zzlPSP/nHn83Pz+vw8LADkjk/VvQJYt0m6+Ja5uY93YzsSw1wux9u0+vOYQop88n3pAu/T30kdS377he9EhlAzmIgazekZcjU1JSWlpZKugjzx3A4LIeMGM/mtk1L9okJnskvPLE+TlfloQgDr/Pz83LFEvmEdZmXeWUbafp94OqHWKzek/SPv4uzuifpn1xfX/+PExMTv5X0TyYmJv62pB1J/54kXV9f/58TExP/RNITSa2k/+iuE4FSfdI6nWyakYEkM5MwNWCVC8z/G1T5u3SRSPVranJBEZFnnEbNjGgGq42PTGblME4x5pjcrsGKBcM4JexnWVJppwWHgqnX65U8UaR9xkJJ3bvy3C4XDZnf88B4tnv37hXAZJqzHvJR7tL9js3rTdOUwOvJyUn1+/2yA+bVEp6bzNuT13hY8TgZ7NzcnD744AOtr68XJXF2dlbo4h+6OmuxMDnPCVL8Hl0gTXOb8b1WMmagaW6OxDvg9dNPP9WzZ88k3QgoC8a2bUs8kBWsx23LlZ+7vLzU9va29vb29P7775dnh8ObIOEED/xdsxZyfFTSBLrmgXRv+xRgblTSfcF5JbiryZlMPJp9y/GNA4cuftaWE7qPTYe0fFEOuZyenmppaakDusaFIjgz+nB4cwzfea2Oj491dXVVcrb5WUnF9cSg7wSNTltyeHhYrJ22jFEupkuQoNLK2q77tbU1nZyclAMSvIqlBpSSLk6X4rQMTdOUzbMtaTyZTssTk/bWeIH/59hyg5ieiuQBrmnyfm7suLFg39JC6sLT2VnGAYVxCZcZn+XvDagYZ2feWl5eLveDTk1NFdBtsJhzxT75NwPdXahnyQtpxXPxfDp0oRaX67r8eYK4cUAuy/cCq+vr6/9D0qPK54eS/u0x7/x9SX//e1tnR5rxSQ/vcmfwt4MxawLL7/o360kFlJdz8rhn+tBrSjAZtcY47DsXgSfSk8mFaIap7ZzZLvMW1dol6k8aSioxFxRYPkHU6/WKuZm7O9btvhBEcefj9mkpZAwcTa8LCwvluXECz23zRIrfcZ02VduNNTk5qZOTk3LkOpUjaVubI35OGhl8fP755+r3+3r48KHm5ubKlUaen1QGHBvpRh5Ma2IqIs5FDYC5ZDJBxxj61NXOzo6kW353bJX5kEL/6uqqgE4+d3p6qlevXunP/uzPtLW1pYcPH+rnP/+5BoNBseqlpZdKxe1zXnIs6fr0/9zIEATlBqrGs6YLc1JxzmvWkLScpOJMGVRTkn6GeZ44f6lMa8CqaZqy8UgLd7bDU2W1+T0+Pi7y4ezsrAAqK0NaqdzHpaWlsr6km9Oqb9686awv0iRpl3L64uJCCwsLnUMkjhniHOQckgf8N+MDLcu8kfKNH4wnk7ohBbV6c716s8zT5NQVNTdiLd+T+0AZlNYo/zZg4dz677S0Zlyr++K+MazAfWcewwSTkkrsWt5UcXR0VDasTdOUMILV1VVdXl6WPuYhFMp50ykNL8lHlINp5c75S2CawNHeFn5HT0rtnVr5fxVj9a+qXF9fdxhI6gqOGjBxIYHpIqQZlbsqvyOpuhj925OZaRFyktwWFwcnzQxOJZoCnEzF57KvyUwpjNi3N2/edNA7y/T0dNnN8jLW9fX1smt1G76Sgv0x4n/8+LFOTk708uVLvXjxQgcHByUXTgYcZkAnae5Fa9Oz3YkGSC4EHAk+/BlP42TwKPNWud+cs1TiKaRqyr0Gui4uLjr9/pt/82/qT//0T4ulJnlAut01MRErgVSeEJRuebzmxsz1wrgmjnFtbU1LS0t68OCBHj16pKZpyjwOh8Ni1WAhf7dtW+hJXnQbjx8/1v7+vnZ2dvTzn/9cf+tv/S19+eWX5bQg+Z5xPOaNtDom/3ts6UqT6muLyiGDwWtWJFsax61JSR3LEK3aXldNc7s79snKly9fduIHbRFimg7OZa1v/s34lLSIECik/DA/2tU3OzurH//4x5qbm+vIgC+++KLUXUtzYlfXw4cPJd0AIAeX2zpERZoyi/T355ZD/X6/0Pezzz7T69evR+LC2rYtGcbHKb5er1fAoGnd693cY2jgZddluqJJd7sFKXNyTvLvcYmOx4EDyhSuVVvSKYuOjo5K3TXDBPmelnL3gXLGY+P81PJYuf3l5WVNT0/r/v37xZ3q0ArLQdLUaSB6vV5J5fLJJ5+UvGLuqzfFmScr8z66kJbUvzW55d9ptTct0nrlegi4asafLG8FsJqYmOh01DsjK3ZOkNQFNDzBwkXqDLsEW1JdePL7nBQq1nEnD/x3WjlYH8fmseSN9iwc6zihXjNlkjYGiGZ0MwddIJubm2WX6f4/ffpUV1dXJf7CfXbCPZvmHz16pLOzM+3v72t3d7cENFORuG9JtzxMwJ2R3+GiN/ByyVQQkjoALXmF89U0NzlsLKQ5R1x0pmOCftbHnSOVuq1Ue3t72tzc1HvvvaeDg4MR8GGBRysdFc3p6WlHcOQVFrQ8kG4pIGtBx+aBlZUVra+vS5K2t7c7oCrHzR276/DpWffNa9btOfmiT2Nubm6WnDruD4Eo3a2kdSpi940WKSqmjInJtUQ3c81FcxeYSjBuvrHlz7Q1XfMk6erqaqf+L7/8UsPhsBOPQhd8Wktr9zR6/DW3U24MU05MTk7q9evX5QACg9ATSDtHmRM4T05Oan5+vliyDw8PdXl5WTZkaZVIq1/OqdfS3NxcAf7erKTFymMhv2WmcipU6wOnTnEcUNu2HcCW65NWZvKBLckpx0nz3CyZBt6Aev7YLueVljFb/L2pSmDnZ8fxvceUca/0JORJdT5L/hkOh1pYWND6+roGg4GOjo40HA6L/mZxyIUD45eWljQ3N6ef/vSnevz4cWfzkslCk1fI1+47x0JdJ43euFGTwY559Zy4fsu0lM3fV94KYHV9fV0Wh6Ry3xSDJqWuidhAIAWe//YuhkJknADNiUohnYJJGlU2ZFyfJPTzqeTZZvaZz0ndpH5sdxwq5645QaGkcnWLFcDW1lZxB9hS4Tu9pNuDAvzMV8D85Cc/Ub/f1+bmptbX1/X06VM9e/as4+KRukHmHmNm7HV/LXgSxObJDH7mZ2u09t+2HjBvmTR68fe43UhNUHFhWjDQejI9Pa29vT1tbW1pY2NDX375ZbFIuK62bYvJ3Tt/f0dhw2Bi0pLzzBi2WqqLTN7n+bVlwKknzJtWOAlYCCS4vmpmfSuzi4sLDQYDHR4eamtrSzs7O8Xt1bZtx4XlOn0NB+eT7XucVGwJGjh/NYtjrqF0I9J6ZD6qyQzns5Nu3NeOV3v48GFHlvmdlA++SsmxbTnX7HfOK8c3HA47dMvCHbefp4XQ6RD898XFhVZXVzuJY/nbIMXZvff39wt9yL9uzzSk/KuBZq7Zi4sLPX36dOTWDf+2Vc7v1FzElqPmaen2Gpy0jGbfzGcEly5eu74ImuNxnZRjaTHivXlcu/4+17jXMeNT6d6r8Utt3edm3GDG/zMBqOvx+J0KYmNjo8SQHh0dFbBNKynBrWliAH5+fl7y/0k3G7CmuU2zwnGki45pkzgnXJcekzdtqSs5vqa5jUWmRyXBHTeWd5W3AlgxQejV1VXxfRMYmeGvrq7K517A/iyZns9I3eBuLvQUWGRillSuOVH8jorFn5vxaqca/x/qzugnsiNJ92E4NEdQDRgYygYvLbfXnrVX1srSeLUjzdustE/7587DvK4s7cPqyiP1arzTlhk1Y3AXTdEUUKiAA30fuF/W73wVB8/TXDYlRNWpc/JkRkZGfBkRGUnXJUETlYG7F9lHvpv1crJJWUVEyai9sbER+/v7cXR01Nppw7o9oHc4HMZgMIjLy8tYX1+PTz75pBwxsba2Vk5O18T3XYkuQEjbLN2CxwWoHoIq1iNBR+BMQcdx1rlinGRuTiZgclc1x0zv0zOa0P1+v4AXKkuPsyDNeN0FphfRgath5vnyWA2CBIJNmfE9Qzbppc/aIUjg7wpASlHWhKOjo/jDH/4Qv/nNb2Jvby9Go1Gx4hGMMzmuj6tb4hQX0sUbFISef8jnv7+T48y5xXkvwNE00zMldeBtXdfx8ccfF5Ci3Uiy8CklwZMnT6Lf75c59PLly5L934GiA2jSm9Ytlwvu+mBfWH9dT1MT3NzcxO3tbRwcHJSDypeXl2NnZ2dmswfdObR2UnYTsHSBZrXjyZMnZc7InUgrHseMfRA/OpBwD8T8/HwJfZDcI+DkYiViuhCknMji9LzPAgFu9SLQZ7tIB1nl3W1IGnD3sz8b0Z3ryePABCx4TTFjzClIcEydy7HTH8MUJEOpf6+ursqRYJofssQKTLE/zPfH1BWUjTIi0Orm1mXSXVZrB+McV84x0ZwW9qw8CmAV0V5F0kqVKZbMlMzVhMCLAyPdT0LTbO736b9bGKhE1B5OYvbHgU1VVS2h85BQd4CXoX/2n78JeVOwyEqlc7OqqioCkasMX6Wznywyy8sn/vz589jd3Y2maZ9l5wc5M6koBT4VgQQXhU2WtM5N5HVdzyS1U99vbm5KP7WzyMFWNsYE537YLYUd62DAbUSU8/b4DgparioFkCQ0uIJi25iN3jcqUFBQWOi6eEc8pUzxMudzXNhnFYEqXneA77mDzs/Pi5VKFk4XXtmCQMV3NaldmVDkTi7d48qP4+jzl/erfrocFfcT0U6QKlCldCrK5M9M2Qxt0IaK58+fl+OV5EbWBguNoZQ6rRxdiXC9uCz0uXdxcREXFxdFLpCeVVWV9mhc9Ztytd3c3MSbN29aslvvcQDFceHvpLkUpywc3l7OR84rWqckhxRHqjI/P98CT3JlqX+04kXMnurgVkuXHyoERgIJXBy4POVmHhW6EWXB4nul4D2nn1u02Da9gwswyVaCuCymVe8WyFYuQC7I3EhAsOpW49Fo1Doku6qqeP36dcvaJ5noMjDTraI7xyFb/HHh7YfMU98R6Kkd2bzz8miAVcSs/zJT6tzeHdGOWYpom/JdmFAYaHLxOd7vyoLnxjnQcusR+0EhxYSSvJ8WOn9O1h4JPq6y2UYdXSEfu/7r2BA9p23LR0dHxQ10enpaVguuVB1wOD1l0r24uIjhcFgSQr548aIEx/oxBQIL2TZXBsRGTIUTd8WJsTXxRAOafbmjp67vE77e3t6WSfTq1asSZ6F3U5E4SFBdHljtwCAiyipNlqDT09P4xS9+EVtbW8VdQqGapRuZTCYlTYD3l7sn9W4Kz7quWzuUsrFTeweDQYl9Uun3+62VJsFZBngknGgxEehRPxXD8+rVq6iqKj7//PN4+fJlAQ5Od9bNkvG/7nMXOMeLv3e599heXyxllkrFAOm8yE8//bQA9r/85S9xeHgY3377bXk/N4GIN1T+67/+q7jmd3d349///d9jf3+/nF8p6x4tcATmvqhzS7c+cx6p0GWmTQiyEikNQ0TEixcvCg0cSHCncBfQcDDhliHtxtZhy1Leoqn6IPr7+HATh2Tl5ubmTF+5w7lp7vPMDQaDIsdU/8XFxUzAOYENU+FwDLI5STBAdyDpwzifiPZ2f4IhX/ixuKWKtFfbItpphhy46Jov9nRd43J1ddU6kUHPc9Hh7yXIuri4iP39/dje3o7PPvssjo+PYzwet9Jl0DLrwePUv5nnQm2m21By+9mzZ2URpIWRdq+yP8qZRpDoNM/KowBW3BWonCI+CZ2J6Cb0zhLFsmTgic9niFq/E7xliFn1052ke7oUNtvrClq/M9UA26XnRCNuS9X98vvr++LiYhwcHLTiDG5ubkrSUyoetYGCnJaLzHq1v78fX3zxRfT7/Xj9+nVLOYvRPeFbRLQsWYwvYD99F6Dq82y7FEp6hlYSnSG2trZW3iWlQEHJ/vV6vbKKInBXzhhaNHT/4uJijMfjAlwODw/LexRbweL9Y4yU+sjdlRGzea8ipkqSoMt5SjSNiNZOKVl6uf2e45/V4atTB6J1Pd2NpTEbjUbF1aM2c1xZB10ouoeWKT3jeXpozdI9HrOULYgcaPFe9l/3KS/axsZGnJycFDCkBQfdYqSbAAxPjZBiH4/H8eWXX8bHH39c2id+83nqtCBw9Hf6d+dz1sedhgIdGsumaUr7OefIJ+Ibn0/upnMLsAATt+TPz8/PxNo64NWYU4Gz6FBjLl71Wbyv5zLg5Dn4fPHum2kUexUxu7jx+CDRyne9MeedSpf7UN895ohpgzLdp7ZmyZfZdo5rRLRCcjSvfCOQ61LKSelIucwXFxfjgw8+aNGA4+sAVO5V0kPvIg/oOaXckbz+8ssvy4JB52YqB6E2bcnDo3vYL+ahzMqjAFaKsYqYjQ3qAiMkmmIXfCAjIt01mNUX0T5nS/VkyiIrskjxvEEKPS8UNl33UDnpOxWZm6IpdHW/hL4YRMGpnADZKtOFLpnVd5iRPi9fvozV1dX44IMP4u3btyUfkO7nDji57JjvRYJBgkx94gqPgexuyYqY+s0dJEbcxwY1TdNKfcAxVHHLJ3f9CWBRYZM3ZF1cW1uLpaWlODo6alkr6P5Tn1kIZ3o1iAAAIABJREFUkEUb38XT6/WKmbqLN92d5fzWNE0sLCyU8VeWbbXV6aFrHidCPiUNyLvcKXhwcBA7OzslTiNLF6F2Eszq/Q6qOB56joH0HEvWpXaqfy4fMgGt9y0uLsb6+np88cUXsb29HZPJJL777ruy6j09PY2zs7PW7mYqbxXJDIKT/f39+PTTT0ssk4L/WXyx5gCDqSZ8DPWuzEVCF5rox/opE1UHXZW8h8fE6DfGptDdpvZxfLWZIiKKlYRAjWNFcJ+BcAICbb6Rsry4uChAkW4+yiYCDi58yBeUYx4byt8pyxgL5LsLPS6LbkTyutyfbq1iW5g0l2kMuJDVYo+gqqu/in2bTCYl6ScPpme/1U7ynoDr1tZWayGgtBH+LIEtaeZ1cvOTj4OAkmLrJpNJ7O3tlbnKECLNie3t7ajr+/Qod3d3JalsRMTh4cxJfaU8GmAV0QZTDk6yVaSeIXJWcaHiCsiFJk2sjKVwYcGdih6g2WWqzcAiBSOtXKpP/8lgEe0VH/vGfomxxLx6Tgetqi0KIKXgzBQLTbdVVZXsunxWbR+Px8Vf/uGHH5Z0DAzg1H93cdHfTwHrSsTHlsLv7m56jIRPSK2oKBSur69nzjDjePjqyxWs001uR21QuLu7i/n5+VZOHyop39GmaxnfUEBz54wUAO8j32Z8qDFbXFwsK3kpE1lZ9EymtHx+OijhuyOmAILFlYNbT8h3AqJ0Y3kwbBewzNqkcfD4MY19125DtXV7ezuePXtW6HZyclLcdco0TkDE8019vKuqaoGu6+vr+O677+Lq6io+/PDD4r5XYlUGiXtQbxfIzmReJl8ob6Wsfcemy2kCatXP8STvMNGkgzRXpKKhciTxHXJFeT2UrU4TKU7taJM8J2h36yznj6cxiWiDn4j2mZ+URbqmZyijKQfdcnR3dxdHR0dRVe2YWbbJx1efGTul+gme1DcPYOfiVvcqcL1pmrKDfGdnp7hqDw4OinzjvCRPCMirjbR+Ns308G4tDGjhcpcr5ajqU1v5TukrWcd2d3ej3+/Hy5cvS/wjdbbXqQPlxc+eaaCrPApgJVfgQwSjUHAG4n28rv/0z3uMBonEyeirKf3uk9QFSlZYv4MotiEDTFldZAS/lxOyqu5XEf1+PyKiZTmRgM5M6aRR1o9MWekg6+FwGOvr69Hv9+OTTz6Jy8vLknU8YipUNHE9Z0rE7M41+s891whTLTTN1BQuoMFV42QyiaOjo+j1erG9vV3cl547iPzh+al8ApJn9Izav7i4GFtbW8UKJAHiZnbubhQIpGJiECzHWO8UCHAg7HOGfKjPx8fH0e/3i1uEAkzK1ZUy6+IK3xc/pFNd1y1wIQuz6M33qE/Of+wj54uDcL2PZ+V525n/i4XJPt3CJ1fC4uJiPH/+PL788su4vb2Nvb29kkpCfEqXqlurMrnFPlTVfbyHrDTr6+uxvb3dstiQBqyHdKe8ogWLbj5PokprOO9joZtP39k3bx+BMzeu+NxhXRH3i7STk5NiZXLw62PPdrvsFH8vLS2VhZ+C7iU/Mmuo3seUMeyr79jjokjyx3mQcuv6+rrEUka0j5HRfPdUDrQy0QKW7RSNmMoPf9ZjjyaTSWv3o8tUltvb29b5ispp5vxIem5ubrZiHofDYXz33XextLQUH3zwQeu4Mc1fnoDgQemuG0gDLoyapinxi/LcfP/9962FAsc6YqoL9/f3i9WY/fm58iiA1XvvvdcKWNPkpKDNineSwj+iHTir65llRt9dQERMVx6sl8LDV0uu1LL3dP2WPcv2sH/u5vGytLRUkusJUFAY+qru4uKi5VoiTTOE7kBQzw2Hw7K62d7ejn/7t3+LH374oYwtLVesKyJaoIKFwsC3P7t5XfcJsJC+OsRVFhoFyJIn3IVEnlHpUloOMlZXV+PZs2cxGAzi4OCgJag8noxjLSFO6+Tl5WW5zpWzz5FMaREUekqP6+vr2N/fLwB8NBrF4eFhOrfI5xkAZ98lcHu93owr/urqqiTv7cpB5eBtMpm0Vv9Ugrqf79B3D9T2+6RQfUFFGqqvGtPd3d348ssv4+rqKr799ts4PDyM8/PzYqnyearcPpyv3va6nsaiaSepDgn/1a9+FTs7O7G0tNTKcE86UOb52BPYsI+kgdpFgOvuxGzBS5pyrrmFQfzjiwK6algH8+bJdbO1tRVHR0ctT4HH9zGBrjYY6DcGKus0AO669PlPGmUg3MfZdYu78SPaR3tFRAl30LUsLCCTlYqppZuS7/T3Kb5VY+PeFZflooNCNjiGFxcXrYTSVVWVBWTTTFPY6P5s8SW6apxPT0+LBaxpmrKRyvtB2ksWknekr8mLX3zxRXz11VexvLwcL168iO+//z6Oj4/TcVRRGhi1d3FxsSRDFS3++7//O7rKowBW7969m2FKCruIdqczIOGrJAcEDmY44DpjMKK9GoqYzZPB4nVmoMlBiQsaCgMqbO8zrSkUhKQV0XtVVWUiUUj5e7Qd2c23brFzRedChfe9ffs29vb2ij/brS8RU8sVFaAmShcd/Lv6x1WVr8pcMGoyy7wrn37ENBkqXS1ePJsz+ZSrHe24rOu6AAnVS2ua0zMDtTTbZzEWpImuORDib7y/ae4PTJbi2dnZKUkeJShFCwcjBFF6Fw9hlbuGc1uWB9XPLeaZ9ZR01a4s9tGBFOWAaOs85PTJXIa6j+BCx74o6F6B6rJESo7QQkVAxTFV0f0KDlebqIQUVLu2thZv375tPU93PttNGjl/sLjri6A5a6/updXKn9X4OfglDSgz9Jxnyp9MJnF+fl7ApOLyFBOjY2gWFxdb1lDNY7V9aWmpJGxdXl4uO6DF1x5Cws8OXCWjIqYLQV8AMMWC05AySxZ7Hizv7m6nvfooy73zrOpwuap2qd2eMoD981hVl/0RUWSadqMrR59khwot4U0zPbxdRXJ4YWGhzCHqRLWNsXkPAX1ldle5u7srRzTpyB3Pg8Y5FzHd+MLxr6qqhGCsrKyU+d1VHgWwuru7K0KJE9QVLAV6piD4X/dniod1RbTTH1DIuuB1QeHKwIGcKwE9o984OL4qypSh98PrpOJVfbrPcw7pswMF7wefobAnvd11pzIYDIrZnUdwcMeMaMNdjQSJBMF6VqsSutCapomzs7MClpzWWsE2TVMOX1YuJY2D/uu+LEjfrarcWkyAJEvN/Px8Ub4+VhHtTMzqX1YoBHW/xi+bD1IAPh/8mBiBm/39/RbwUfyK4oSyeUAB5wsat/RMJpNiIZTlYDAYtMaHsR5dx6Bw4cB3so9qk3jCd2VRgLqFkvXomu5Ruo7t7e0SnyGekfziJgVvE9sg+ruMoQJbXFyMyWRScv3oGkGBu65lYVChTOE71I61tbVWmgyXG2x/V7/YJ190ZUCPPMHrkhGMsbm8vIzT09NYXFws58uxraQh5XhElPjBDMSdnZ2VjQbiL4F8AQq6Lv35iLa1PLPCZ3LBd3lz927E1CrP3Xyqj+cUEiRleoZeFlr5m6adooZjqOfpUlS92RyXDiPPbm1txeXlZSvZtANv0kV90FmPkgV6Hz0dznvOlwSy+i5+apr7tBoOqlQoX9hXWkBFo+Xl5f8deaxEWCU6jGivNLNJFJGvLvjdVxIRsyZqFw4aSJrrMwBDBcqBIsHdHK+6HIQ4w1EAedsYP+DPOKjq9XpxfHw8E2RPt6u/z+mjQpqQRlSgvPfm5qasZHhdRQkUHRCyaEJxYovG9KULbLGeDIASSGuLrWKtaHWgIGDJQC/fowSLXG31er3WMR96XitGzx/jQs+zO3s6ipOTkxmBQrO5W3czvpcbeDKZlGMqjo+Pi1LhOWwuFAmiqmq6+03jJWuCXGI3NzclazeDu5nB3F2tmYIiTbLvFK78nfVQiRNIO4AW3zNL/XA4jFevXpVt1wRVEsh+gLlbP5yOzkuTyTTnkr5zznroAue2vvuuR7aDbXAa83tmtWFYAWnPa2yfK3ffdUhwKSs66yS4lBtfW+Q9RYCsKDrbtK7roug115V01Hkik99dAFN98fgpHxN996zn1A+Zq4u0ZVb0iGk2dC5GRC+3RHlsYlVVZcHBwvmg0APJVde5TdMUYKojjbTIWFpaaqVw0B/1jtqzvLzcslapTv15+oUMA3hoBfMm6j5uHuKCqQtP6Lvzvrvxu8qjAFYRU3NfxpwRubuNzOvPcVcT0bWKC4psgvNedxGquCuI1gSuAB1Q8bt/diAZMRsg6gyWgdKrq6vCXBKQFNC+2u0Sis54XRONfeNuFSpmjnUGXnxMtBJU8GJEe1eNP5uBHucZxQDMz8+38pQ4QHSLJCea91+gdzwex+3tbbz//vvF+jOZTMrKTrRnjhqNHbc8k5eYXoLB+lwlExhT0HaNKYWdBO3+/n4Zq4WFhXIvrVgqfmahp1dg4W7Auq7LkUg6eJjA1/m7S6lxfLM54XPMwRr74Isjfx/riJiCqLqui0uKYyB6cH6RZ2R5iogZV6nud7e/grgJWtl/KW63gHA83HIl3tS9WdLKbCHqLhPSycfL869JNlRVNWOVcdpLZp+dncXd3V3ZWbqxsREbGxtlt5dA08LCQlHyFxcXxc0ky/Hp6WlR1PR8qD+kmRQv+8zYRu8nx468lFmoSFuOGT+rLrWXbscuGvK9bCt397lFTO9VrJeuEVBlXhnSjHJT8oQpW7RB4OLiolimIu7lwu7ubkuG6k994YYd52mCe84b0VH30ZKpkAzV4zqCffFdjCrcBdpVHg2wisjjpLLCfBPO4A5msnr5XcrIhXNEO4aJBCej8buvcOhSyn53ZUBBqvdSOPMZFbab5x59+OGHMRwOiyUmmxzKteQg0oV29l5eo9ISwJAAOTw8jNPT09Y23qqa7tpTf7U1OaIdh+AWHb2XdTHLuMaMKzsKA/2upIcff/xxVFVV8qlcXl6WlBTkHVo5mHaC46S4qrm5uXj27Fk8e/YsVldXy3Ex2jmpvkloEAxJ2MoKJ/5g/BxTVrgSVP2eWZkC2TNCU5iNRqP4+uuv47PPPotXr16VxKZNc78ylWB0wClaSJHJrC8Lg7KUf/bZZ/Gf//mfxZUmoO/ghorZLXJuVeF9lAOsR887f3e53h3093q9cgyGxknKQ7LIZQkBnWSA6NQ0zcxOo6qqSsyVPq+urpYt33t7e2XnlNOffeRO1p+jGb9r/rh8U6GlK1tYZCBD36m0yHe0iHGMVKfuGY1GxYWvHWm3t7exvr4e6+vrM0eo6L2ydslC7a5wp4nLeL3fU3vov+QYAU5VTY/xUtB4Jn9d33Be6n5a5unidd3h/ch2F/I5AS7KGdc/XfrXdaQsh65bxbtMmfH69eu4u7srvK9NVZIx4lmmndDC0i2tik3zAHaCeMolja14LvOEUc5nujfiPu6a4RtZeRTASnmsItpCwlGhOsmEetnE5iSm4ueKm5NbheCJ9fA92fcs87QLEwcq2b0ulCkM+d7M/cb29nq9ErfGPkpI+ErdlUi2a4iTxp/hPXKBKFhUxZO7sS4KFOZzUXGgofgqT1ugvnKrrVaazMVCnlHczOLiYoxGo5IwU3muPD4jIlrHZJCOWok9ffo0qqqaOdRa72QcDAWjCtueHdPgvEiQJXCa3Utasz/k0Zubm+J26ff70ev1ypl+ogt5UPX4fCNfbG9vR7/fj93d3VhZWSnHHylWyPmL7fV4D84JzyHkCjID5Gob6equHFcQep8SISpwl+4kzn/SVv+ZL0vXZB3k+LM+ATbtXL25uSkWLmb5l9zgjjDvu8unrHAcxafuRlLwsVzFTGBJuru1h23VfRmNnf5uMRDN5e6TZ4LB64PBIG5ubloyxK11ahfDG+gaoj5xha4iOZNZjXwnHceB8aQEQATmqp/PanHKd3PsSEsGYHNBpzbw3Xwv3817+c5Mp2mDAfM8DgaDWFpaKjwjt5+KQBkztrNtsuprnOp6GnvLezk2jKvSe7k5TLxJWnkdrpM5jpPJpOxmfqg8CmD17t271oTigLnAVXFlxOez1ZIysGdxCVl9PpkycKHrP7ct2QUuhY2EhIMw77evJpwmao/nXYqYjTFjIcjyun1M6J7I2qjvdV3H+vp6VFUVL1++nJmsTGER0XZBEACRRvqN9GAhYCPg4L1cHes+5bJZWFgouZV0j3YQsWR5fmRhmJ+fLwfpahyHw2FJQqf3ehJT1uvCnHzGtBISujTr66y1iHbKCYI41ife1W/KvP7DDz/EYDCInZ2dEnCuOtUvHiqcrewU27K9vR07OzvxD//wD7G2thaHh4dxcnLSObczsCfQQNAtoJ2Nu5dMflChOTBkXVw0CdQ0TRMbGxtxcXERZ2dnrd/oHsuEvwN1vU+xaIxTWV1dLSvuk5OTODs7K3NCQeeen4pjkrlJXF7xuytMLng0JgowZ0JfgpFsIZHJWc0h8XJX+hCXT1x83t3dlYWQNofo4GoVgS4HDtxMQ5Cl725J8/64W9B1UVW1k2267NEC12niekx9YN1OB6+D85Eu6S4rru+K9Pf5LkfSSONIkCrarq6uxvX1dZyensbR0VHZTSvXoKyIPk803yXrBKgi2gdhZ8aUlZWV0g5ZfCOmJ45k7nnSvgtEi+Y/5wIs9Pmr7vobFHYsop2pWZMjYrolntciZt16XMFwwrg59+rqqjPAmnXrv+qgO1LxMz4h9IwGzgWefudWUmd+F5C6hxNADMU++ET1uAGicVrAMnDrSSI1kXxHof5vbW1Fr9eLq6urODw8nLG8ZPFVTdO0FCdp4kDM8z5x5ag+Zblc2Dd9VrDk0tJSycos14vo7gfA6j7Gjin2Y3V1tZUQlIHhEe3jIrizUXzrK0vxhwe3untBdaqoXUonQVO4Fx+Ly8vL8owyjEfcK6OTk5M4Pz+PpmnKFmvNVX7v9XolKd9XX30VW1tbcXh4GC9fvizC1OejWz4o8P3cSwdyeqYLXD2krPSs/rNNTEfi9dT1fUC+cnJRMHNeZGPKQ+BFs4hpPIgsvgIKtKY4CNcc8KBvtoPxfHV9v9vOz9ZTW6h8NA50tTbN1JKo/9y+TzlJWjvQY9JfjmPGDw4SJL9c9lRVVRbRHo9GQEdeIEghXxCkqLBfspywTxxruvK9nQxf4O+is2Skxku7ZjnumeVe76DuI/Dhd9Jc93vmcsXHaSw0zpnhwWlB4EQLmvhGY+pHWum93BXuCULn5uZKjkbuJtf9q6ursb6+3jol5OTkpDX2vnB3cO18pe+3t7cz8tjLowFWEiyOIiW0fSst7+egyBTJHUc8L5CBcyIWgYNPbr6HikygSnXpfr3LhXgWX+WlC6iouADwOjSR9CerAvsjwULaMRDZmcuBCP+87cvLy0WhLi8vx8uXL2MwGMwwIU26njk3IgdOGe0oDJhZWBORNOLqkfRS/xQgqxPPpWTW1taKuXoyuT/qhQA04v7crH6/X1JLCFQdHx/HTz/9VPpMJVdVU7en7/yT8tR4M3ZM97tgFC053r6q42o7y2Ie0d5WfH19HaPRqCRo7Pf7BRRQyGdJGjUHl5eXY39/P/74xz+WDOVUis5LLuz4X7zJdzlvU1n7AoLjHjFVYlxgOBjQZwVDn5ycxN7eXnz66adRVVXs7e3FaDQqSpzz3K3jBFXqq+6hzBB4X1tbK3zAxKCTyaTsqnOXEuc3LRVuXSKY9zlO+eOgPAMff62c43zLxs6tCQRFTltd4yYl3avdmHrGLSLeJj5Pd+UHH3yQgjDJhkw2Ukd4YDplHXm5ruuymKyqaXwW+635SPrT4q2iMAVujpAuzOYcATM3yLi8UsnCCzK6Rkz1qs8/8pmDqiwHl2iimCrt+NMCUO/vSjB9cHAQx8fHJYzB202rN4Gny0eNFUORusqjAVY8ssAZ1SdzxJRxItp+eMb1eHBo0zSFyWR2zwJIVZqmKfVRgbCN+k3XldmXdWhiyErhJkzVoeuaDLzmIIfP+ZZYNxNn1hCVjOE5IUhjn1D6zvMIf/WrX0VExMuXL2d2fel9cmnpeaYdyLKskx+oQBSr4BNAk4XxJlxtU3BH3MeLCIjKOlDX96kiBBiZp0gWy4goxx3IQnpwcBCHh4clYL0rkzMFlvpOMEXB68JU9TB2zMEo/0tw8H7n4clkmtlcfKL8W+fn5y2LTr/fLzuzeOp7tqjY29uL4XBYVovcldOlNKmE6Cb3AGLxNIWi6uWq3C1Z+uw7rSikMwF8dXUVBwcHZUPI8+fP49NPP43vv/8+9vb2Yn9/f2bxJb5wHlB/1D6NrUDM7u5uy518fHwco9GoxKV5UmGnCb+TBhxHp00mZ/kOun4oSzIrwN3d/RmDZ2dnMTc310prQcBP+RgRM9ZxHzMpYweA+j+ZTFobBHhsF5/RO3VIfV3XrczslL+a67IsalPQZDIpssJ5mi54n78cB8owyXKmcSBNs4Ska2trJYRhaWmpFf8ZcQ/YX716FRERCwsLJfZMgfyMc1Th/CUw5T3aHJOlw2E95BH998WeA35a3iUHCKrIE3QT+rslu4+Ojlqxp847DD1xb1L2X4vrh8qjAVYZqvXPXUg5AyoqZBIyKV2KfL8DGX8f6ydx3cWX9UPf9R4KFdZPcOg08UBtv0dCT8LF+8KJ4r+rDZnQ1ne12a0hyrJeVVXs7+/Hd99913KB+VED2dEW3mdNNM9U7nUwjw3BGotbxfQ+ups0seSmYYoEfifI1vsGg0ERwgrMdjcE46HEOxRaBA3sC1eSzueKM+LuRwcFjF9hEe/p3TqzzC0eDLZVX3u9XhweHpZYqohouUYHg0Er+/hkMmmBMPUhm+ce26PfHOg7D9NC4X314iCH84OLC5c9soKPRqMYDoextbUVX375ZUwm91nClX6haabpKaT4eI2xWFV1H4+iVAGymAqI+i5Vyg8X+uw7QVMXbTKA4vJARbmP3LKeLRoi7ueWXFldMtrpz++uzB1M6z9dhNlixNsn2kjxasfq9vZ2GWPG5whIa/EvS6zCHDKaOv3oSquqaibusSsQncXpFhHlLEkmT9V81ELwl7/8Zct70TTTbP7i9clk0tItAsQZH3g4Q5cecaNIBsAzMMa0EAKbohvbRH3taSx4aoROTODGG76Peo2yWrwe0T5T868pjwZYUTBG5JOPlhwSggrPie51RUytSm5N4GdHrnVdl6NQ5J70o3Co0JwhMyDoyfx0nxhIjMVnaLr1IyAi2uBCWYd5Hpav2PTOh8Ar6UBayX+9uLgY6+vrxe2zt7cXx8fHrZPevR4VTh5dVwZ1/a5naArnJOPW5oh2YLfuY8I6AjGmORA9BRC0Mo2IVhC3rFsCT9fX17G8vBw3Nzfx008/tcAJQaPcLxwjCgoG8dI60xU74QDK6UPFdH3dPuyVPMnM2/rP+UHeYL6qubm5ePr0aQn+j4jy+fz8vLyHqR9Yl/rsLg22mzzo46Wx0H1c3Oi/XAjZ3HRgJlq4ghCoI90Vm3d1dRXb29uxvb0de3t7Udd1WdEyfxePXyGNaSGkG12WvZOTk5Z1hG1xMJUBa4IR0Z10zgKoSWfW63wo+nA3ohcHxJTdPr6ZEqec51mmGbj0PrNe1qVrcvsrHYCA1e3tbVxcXBQLtsaEO96qqmq51/h+0kxz3xeYBGMZgMrooEJr22effVbAoVzwKgISAonccKLrkm9KJs1xcHBKuavCkAJZnzSfFQPmCVwpk9wCpd8Y/kFcwGc4nqxbfeQxUYzP0jzyPma61MeJ3qeHyqMBVpky6FpxuHXJrU8Rec4V1Ukh+de2ZTKZlLgqCUy9N2JqCSLqlfLJdqexfz6JfGXOZ9kmXSfCZmZjHWi5uLg4c1AwBZ4LIQVKusJzmhDAPXv2LKqqiu+++y4ODg5aoIYrHCa7dCVQ1/fH0ayvr7cS68lqxfbQzcfJrvdm25FdEdzd3bXoob/j4+PWZBb9FOei9wnQCUhdXV2lpnWuTvV+mtB13VddWdtVj4+DxjazmgqkuUvEgZr6SwWmOLOqqmbiEkVvF/q0IEhBSYnrdz3DXF7sC8eWdHBhT7pqV2Rd12WLOa02biV0a3FWp4M4zf+bm5viShHollzQvIuY5tzj3GcsyObmZkmnoLYoq7v6xOB1gioHUg+5ACnHWHg9SwHADN2uZPmZyoiKt0vGuULL5Ir/RsXG/tFqlMlYd3fWdV2y6GvDyerqakmhoRx3qkd8u7Gx0dqoNDc3V3a6MZM8296VIV086LFX3EVI+nicKUH47u5ujMfj4qaWToy4TyyrA5J1nJTaOBwOY39/v4AQBpirjR676WDEreUOznmP60LuEudmJfKI847Lf+owurdlIVdc6NzcXDkiiju7yR9u7eVYcgNLxKwHZKbtD/76NypKt6BVnQvQzO/pika/udDl7y6o/Xf/HNFG/aq3S0j5uzKLGO9je5gOQv3QKjVi9ogfCkzfYdbr9Vrm8qq6P2D36uqqdQ5TFl/RNHlerkzAra6uxtLSUsk4riR+tBqwDT5J1XcCLr0jUwAKWNRzrE+Th0DMwZ0ADoUYc8MQbDA2Q24DjVPEfeyCXDS+GCAP0AUgMKX20NKm5+j27EpCJxDtW759d5AEjB97w/bSnZJZgaqqKkojon30jOYs54TowxxqBA06szGiHSjfBfJ5zX8jrSOmALYrsJibNCLa85c5mdz6rD7X9TRjuqwOh4eH5bfNzc1izeROUr6raZqijGUBFZ9wk4QWFgTenLMEuK4EVETvjI4C9w8tMptmugkkoh0MzzFg3QQG2aYg9ZW85pZRjomPk9rL3WksXOiwvU3TFHeZQMnGxkY5JP7i4iK+++67eP36dUTcxyPVdR3Hx8clo/twOIydnZ2yiGKuQG+/+u2baVzmRsRMYmTP9RfRDuTW39bWVjmSi7Gdql+emeFwWHhNbvzt7e3Y3d2Nra2tWF1djR9//DHevHlT3NZK3ssq7Qj+AAAgAElEQVS573JG4602EyT6QlfjKXntOxw9VETXnM9YuDilzGKM8Gg0ivX19eLO7cIIVdX2ElAuadxUr9LQPFTee/fu3YM3/C3KkydP3r3//vszYMiJQEDD1afuj5g9toPoOwMxDwE0vlPvooBg+3xlysK6JHjOzs5m6u71ei2Xlf9O0EUF/f9oWO6l0lQcgYoEvra5bm5utgCFmMgFrd6/sbERKysrsba2VhSLAiHdDUMBGBEzE88D1QmKVLK0CbqufjLIXbTwnXcUdBFRBB3ddIwty2hJ/nOlQt7R81yRUZmxreyDAjQfAhCuqDKAETG7w5QWVXcJq0j5+Blaeg/7TOCuIksXV4DeF1e4XtgvlS4XtgtB0kKB73RPcHx0r8fr+G+0aOp5WZnUjvX19ej3+y1XC2nrsoj50gaDQUREOUcxIloHBGf9dPCuuZiNTRe48vaxfr+P1hZPystxJN9neak8BpILQcof7qbzOmjBz/hez3A8I+53+G1sbMTW1lZr84Xc/S9fvozhcNg6V1UWSLV5aWkpPvroo/jtb38bt7e3JexhMBiUjQsOhPWZYQiUe6QX35Xt3K2qqoDD58+fx+7uboxGoxgMBiU3XJbKhGBcMZGS4dp9KuDIRJ+DwaC1izc7GcPjrbKxcF7g7+q/y4msHj5DOUheIm3r+j7WeHd3t7UJ7ejoaOZEkkz/ae6onoj7BfXKykpcXl7G73//+//z7t27X0VSHoXFynd26b8rj2xFrf+Z4Nf9soSpZMHhFETZZHWhVVVVK8bKJ7MrCE0q5h1hHygoMlBJ86X7lUXDiHYWctUvM3DE9PBjInSfvK685cNfWVmJp0+fFgB5eno6E2dAFx5jxNReXctMwuyHFz3TNE1rZef+fq2cNKElqD34kTEPpJUfvZO5ZSO6szErhkpWOIFLmcIzAdI09y6DLGDaAb4AOentK7u7u7vWOVd6h9qnvjTNfZCq3GdN0z4c1wVhtqBxXndA5YsazTMHXa5cORcJbt1l2DS5hVWKwHeDOs+IX6U0BG7VVrrQ+U61Q9bawWDQkg2Kb4yYuokUB6NFjeocjUZxc3NT2uDWLvWXMZVUCATMfC47QcFBls955zdvB7fiqx3Z5grnGdap92juZWPKceeYagx9wSTauAyWtVFASjv/NjY24uXLl3F4eBjn5+dlp1xGJwGSs7Oz2Nvbi+Xl5fjyyy/j888/j/X19Tg8PCwJKDPgwP72er0SGB6RgyrSiVYe9W1paallgcqSbOq/vB6kv9yckkvj8Th2dnZKu8V/BLECG1p0qV30lngqBuae69KhDtQJtsjfWQJl5baSXqBuIB/e3NwUDMBYuuFw2OJ/Jo1VHdxlqVAgB4JZeRTAKkO0Dg70n4T1a87UHEBn8kzpZIxJhlBQowpzWXFCdwE0KUWCMPaBSoft8Hbxu1B6l0mcbdPk0Irl8vKylZxQ9RIsilHX1tZK0L5cfgrU1rMnJyczbgnVqQSeFJqTyWQGFHAFEjEF3cz15BYq7zdXLp6DxZWvntH7CX49NcHp6WlrNU7e83HhGNNKx3H2PhBAkPfUTgov0YSuGtLReULvdMXliTfrum7FibmV1HnWrXuuHAiq3NKn+5mPRv1XO2RR9UWVPru7nQqVIM9jc/gMwXVXYQyPFK2uc8wYwxIxzU91e3tbLFoCYbJSKRO1FJqvotm3DCzpt0wWOijxvmeyz+nEorroMnVlRtnnllPRKqvPQZ0DAxXmdfs5K6ys0Nz9t7q6GgcHBzEYDFpWGvFc1kaNze3tbfzpT38qxz4pRsutHKpDwJN0zfJEKe+aigNL8fDq6mp89NFH8dlnn5V7tdmG80Tv97krehFoRNyD/8PDw7i5uSl9WV9fLy5BgU0WyTTf4ZjlHXR5RTCuGDSCLeoNyXTypZ8wwTnMujieq6urcXt7W8aM7jwed8frorv0gGIeFejfVR4FsJJQyQCPr4BcMPN/RFt4c8Jmz7N0ATp3id3e3pYM0ywUsC6Eve5MsXaBKH3mga8URlTGEdO4IfqfhcQ1iSSYxOS+bVZ105yqGKqIKIHcFxcXrfwgKkyRQNpETC0ES0tLM3leMoDstMnucfO654XxMff6BaK44uZnKX9ZnXycKFAIzHjNC/nU+UKf/R3OT3oXk2Gyj+5y4JE3GT0lPCUwadGkwmP7/TvbmM07p33XXFM7jo+PW23M6ONK1eNYCFAyq4+ea5ppLJwfdMz5KsWka1rF39zclJgcpU+IiLKpQQuTs7OzGcsjDwjWOGQgSnNebieXj6Q3x4bXXX742Iie7tKLiDS2yQEz6e8WMsaCsn6OlRYQvljMxtMXclnflApGoHcwGMTe3l4cHh4Wi3td18WiyP7wT9fOzs7i8vKyLEB2d3dje3u7xYfa0bm0tNTaFccdsnoXLepcKHFXtdOIfMP2+RE2LmcIYCOmqSS4+WJhYSFub2/j/Pw8NWAQFJEnXAdonNUPylGvk/QhT3IzksteFcaq8n4GxPP4MVkmtatZPLu0tFQWQFU1XTxdXV2VHYLaDf5z5VEAq4jpyk6MkFl9OGlYyPQuaNwNKOHmViEm8uP7WH/EdMcPLUu6V+3TM14nBdRk0j4WJ4vb4f2eeZ7v4mShZUiM7cfYSLlom7HoKbO5zs9T0Xl3XFE7sFSbHBAQqGhC1nXdAl4CIRxXxl3pOy1ZmZ+fE5C0pOuAgp309B0smpgUGJeXlwVw0pJG4KTn3SKp30gnBtRz1c0YOwIkPssgd42rKyq3EKpoFc3T4ek2VWwS3YLZAkBuRCp+CU5fLUvIZdvyOV5U6ATeDEil0nRLTOYSYR8YB8aid4sOBIr6TqW5ubnZiqmsqqrsoJMFTqknlJTRQbSDGr7LLTGUibqWzTNP8up1q51sd2ZJ9HHXdx4b1QXqmANJbeD9DHTmXHCgz92z5AGNcxdf6rtiiFZWVkpc1Wg0Ksl7fW4oro2yVeMdMbUAaWfg5eVlSbGhUAkezM1FjMeNyV2vdzOHnH7ns76YkCGCmecj8tM7xEfUrZPJpLV5Qke7KW2KYpBlFXb6uh5yPqFXQXrJZRd/93Hk/Ccw853lGhfxEPGBwJP4RUc+qV/z8/MlVY4WPBrHy8vLVjJV0ZQpdh4qjyJ4vaqqd9opExEzoCoTICoZqPJBw3ta9WqiyNfqOxIzoMb3sl5d8xUBLU1esjgS9lX1MV5Gk0BBiJmAVX0MOJXy9wBtMiH77cKfwtyDz7241ciVFOnEvpKWXo+3xUGb+klauuWMYKzLXcsdd2wPhaLu4zv0X4rHn2efVLwu/k7hpOIArqu+rJ1dbcjGUMDI68q+87pbh/mbt5F86koj22BA909EO7asSyFnbdG72Q620fuaKYCqmlp/WZSUVxnXI6YLMSnAiDw+z922ruCdXuxLVl8mM33uOd0oCzjHGGfm7dT9HrvG+c4gdY9d4nt8XrvF0GWWh13oOSnOXq8XH374Yfzyl7+M1dXVVnb8ppkufDO6+Liovoh7oKVdhRFR0h68ePFiZiOP79z1ef3QZh5Pd7O2thYbGxslmWnT3Cf6HA6HMxsnOD4EG6QT21TXddEpSs9wfn4eb9++LSBUdNMCk5tDPCTFx0X6KNuw5Hzr95JOXTqDC3fyoBcu+lzPsz7dI8uxj1/TNHF4ePi4g9ffe++9MnH039MPqLhg54TLhKOu81BmEUnPaeWZTWgmhesCMCqZsGaOLbWDOxIpuJummXG/SNhkrj+fJIwnYcoB1X93d9eyQjBGxenFPlHo8nearX1bcaZEMoClopU+x4htkLsvC76NaFuDaKLmeNE0LGEgIeFjyAB5WrtYR1W1TdSqT1acbNVG8MdYAldspA3HksqL6QF8vFSn7qdS+zlA67/5gdiZUiav+nEXGYhwiwXjMgSi1C9akSg8uWDw+LOMju5OyPpOa47upWtFv3GxQ0VfVVXrnDpPOKrrbg1U/eqfYt8c+DkAcMv7ZDKZ2SWo30mPtbW1mVg6yl8+wzHkYdRqr9OY7RUd7+7uiiUrW8yoblrrWJ/aI6tEphhdL2xtbZUYPR6lJJDr/fTgZf3m8VyiwXg8Ljs8q6oqFiu2zWUR6SFe5wKBsaRORwF0fa6qKm5ubmbmIdvK5L/qi+7l2EfcyzxZrBYXF2N+fj7evHnTqv/u7q7oF8oxLqSpk7hjj30nqCJvk+5+PdMdmje6j3qRdKBsyDb88D2TyaTwKi3v9GL8r0kQylwmGdJ0YZkNAoVL5nvnIGSARIwrINUV70UGEgDMTpz3Z9k+R/b+mdt+vR43daoPND074/Jer88Z11eVYkbfveIgg2Aie182lll7dc+TJ09mACLHle47NzV30Y7K0fNIRUQJpKQC12Ty/nBnD0ETlbN4Mdu96HRif1i/91V1CMR4MKyvTjWmHCvGgXXRSd/dVUegoTFRX9U2d8fyPW4ZoTuVSkZKXoAos+wR+HIesT8cI7WJwp7zxOfQ3NzcTKwPhbb64G47B3VUZBkw0L1+rBDbl1movX6NA8eJ/EC6y8Km9lCGdS2MNL/oAp5MJi3F6TRluznWoq/GjzFlGnfJAaery0LvX8T9brCmaUqwutw47DPlP/lS/VXp9XqtkBK+Q4vnhYWFdEyz4roiA5D67PeK3xYXF2NnZyeOjo5KW/1QY6VPYZ8cLMstqDb4Bq2IKLGOWZiCZLSnXOB9XSBK1zPrM5+lfGQ/WIePnz6TntxZrjFyOcg+UMfxnp9zBT4KYPXu3btiyeFEjIiZCaXiyDgTatnACgzpc0S0rEgESy4YZd7XMyxawbIdbBuL94eCWt/lQvB+EzQ2TdNK+SDrSwYCubqIiJmVo9NMzOZbaAWAuGLxSeOTQO2OiLJ6yFJsuPmXMUhuCqbpmb54TtTMnOxAtsv15sG1jPsRHSKipSgcILG/eidzelHp+zXd68LM42eymCUX6vzsqQk8K7wD4bquW8Kly4XKd5G/GU/jc9pp4m3N7pMwp0vB+TBiNpO7vhPIaQwFhL0dDg71TgeDBAUOJFzIU6k7zf1ef86BqsbD30s5pOdkDcpcQp52RfU2TTuxLWnp9O0af9HLFZxki/fR57iPqfOngyS2aWFhoewAe/HixQxd2Wcu2Hidn12uq81HR0flGCK1x+eHt3tpaaklb0SPrk04bON4PI7hcBi7u7uxurpaAvCVsFhjzGTQLK5DHLgwHlIbL0hfzsNsMw9lqocVOB05tzQHKce9zSqZHvH/aoPep3dUVdU6UUDvZ0qeiLZFXM/+NaA54pEAKxYG/7nAyYQVO5r5dbPnfTulkv1l5nPdEzENsPc2ZCWrh985cbPSpXgoNCNipu1qm1vEsgRuviJ0dwxXluxTpoT1fpnJaVm5vr5OTdAsEgASOFy9uumcirWu6zS1QPbZ427Y94horbw44XVd73Hw5IDM46vchZfFX3FVLoVyeXk5E2/k4yBlxf7LosD7BJC4Q9SVvLuhBYzoEtM1z//FIv7LLBsszkeZsJJbUe8mjxLwss2uAP19Hq9FtxsBgysABvh7cDaLKy4VKm/RXhtGqLy4c9HP8mO/CHAcaCnOqKruF2nK+RNxz6Pvv/9+WSS5t4DyxfOAESCRp/VbBrxlAfYwgSxOMdtdpvp9USBa872izfz8fCsOSrzEbfUcEwe7mfWDllnKOh2V4iDt5OSk9EH9In1o8SYvc7xJW7ryFVe1vb1d3JF1Xbf6t7m5OQMMVWidJKhVfyKmuljP6o+ymJ4G53fXOfqdi38ufjUnCKB8Ljkf+rz3ecf3sQ2UzbpOIwJd3LrGcfw5/f9ogJXHOUXkSpiCSZYlCm5ZnzIhyV14rHM0GhULke5hsKkXPcv3Z8zLwfff/B62lzs9SANnKppsHbjomj4z3iiibXrldRVapiK6z3LTf/aBCkSM69e52uB4uCLlhPEYJecL9pvBkaSJT36uCl2gu8XCS2Z1k5D0AHFZbiLa8Tmig6/SnG6+k5GuLR+/bEwpyFWv86rHA/kYqmSB4RqjiPY2cR2onYEzPst3CWBTuQvYegBs1m/Fgegar1Mx6Jqv6rVjMqK9w63LWqdnBUwZ8Mrf5aZh8KwHhruscP51cMrNKAJlu7u75XBh0aHf78f8/HzJebS8vByDwaCEPozH4xiPx/Hy5csSgK02Uc5orOh+JUh3IM72u3tTY0FeFiDX+Lqb3xWmrnOc5NrSOy8uLmYCvH3Ou5dEbaSS1zVd1+Hz/X4/fvjhh9Zh96rbY3GYbkFywmOsPMSCn7mAVrJLgauIaCULFY0yYKE2ikeU5yviPqfV27dvo2ma1rme5FFP1eOF96hk8XeMmWP8mge3U+d4TGPXYojPcay79AZlsM93f/Z/BbB67733Wg32wVchmIpoH3ZKgpLYKln9mbKVC1BCSNciZjNvs10Rs4HuAkgCa36/J+ZUW1ZXV1srUbU5WwGw7QzU8y2pup9KypG/r0AipsyWMVK2YlA7nMn1P4txowKlwKXgUfBrXddl9Z2BWE5Ib4MmutfL+B7SV4CIz0S0DxUlXbjaIh1539zcXKyvr5c2ix5MLUAaqU1c3bIdWfu6xqdLkWTgn0AnC1gnzXVd4y5QMplMYmVlpdUn1UNwxrZoLDxruvdflk1Xgor3cbmgd7pFQDzvVkcpENLa+693dG1CyACk6KLv2U6nrkWAj6GAmZRnXddl15gnQZTy1Ltvb29Ltu2maYp7aXt7O05OTmJxcbHkrVOhoiHgccUmmlRVNQO0eLKBuyx1D2MUGfPWZd2PiBl+0v+6rluHh7uFz2WW+qFrBMG8xpxPVVUV2UQeoWVUY8369dl3DrqLKlvgjcfjkqw0ImJ7ezu2trZiOByWA6Xp/lZx3hKgUhC8cjYJVNX1NNs6+c8X6mq35qX65fzsfRQf0DviViu+292KTk/nJY5zNs+kTzhvdb/kL+ewg7mu8miAFQuTnLkwYZqBiCmRaD7PiN5F/Iho7dLj85o8tHRpAHw1Q3CldqptAmsZ6s4KBy1Dzbqu+hhbEdEW9LQW+DtcWJCpvW4qTk10dxE6aHWwo/roR2effHeJrkXcCymtZiSg3Meu37KxJmBjcdq4YPO2aLLpOt0Zor8Hqmf9Y90cW7ZR9WSxKBRsEgxuxRK9OUY680pzhokoqUR8Zcq+enHl35XjzO/1+UCLjcAR5yVp4cI5ow8BbbYIoLtH7/Z4sIyXnKYEj1JEEe0ddFLytOo4L2bAjTRwBa0xXFtbK+6+zc3NYrESoNC5b15Xr9eL9fX1WFxcjNXV1VhfXy+B3jpFYTAYzIydz3Mqf1/McK4I9Ea0rZoOLhXA7/PL3+v00e9VVRWLnYCl4p8oK/mM+kfrSUR7IwCLgOrW1lZrMe2yhnzoOit7JqKd80rfGUcm97H002g0mpHTHCdmH+d9avf8/HwsLy+XsSffM3VERHvDARcbCslommaGt52WVVW1FuxVVbVAp+v3rkL9wuc9PjZbqGabVLKQGL2jKy64s20P/vo3Knd3dzPn7jnTEwQ4+uR1Tj79zsnhwkUWMDKP3IkCVJ7os2tSsK2ZsOezbhbnZwlgBtnzXXzewUnE1PKjlQYtWL5qcnq5IlN92WorK2ojGdHp4W4vCjb2kWZyBhy7gHKAKECgOrpiYrrqJIBwYKjPvKY2eCC8hAy/s9/ZRBUNfCK7cuXvtFRS2RAAfPDBBzMgjrzG36jUPDDYeSNbuTlgyoCk8wyBvgOgLOkh/2fzIxvvh+Yk+yh3lAexUhEwQz1dqFxtd81X7qDz+cexdhBB5e5jubq6Gqurq9Hv92Nra6tkkB6NRjEej2N/fz8i2nm1tre3YzQalUVjXdcFKDx79iwODg7iyZMn8ec//7kFetWnzKrA9qv44sfdtIy94jh6MHHTNK10JiqycPE+pT2o67rVR2+HXIVcVHBMCL4johUmotgmgTbxsQoXAeQFKW/JJl2nvMxCKAjOVRYWFlpHq62urpZFnmQU6co+KD5XJwVod6Foovt9/vkmIbU9YjZ+1Ocm9YPX5fNVfcjCNbpkCUGaFsIMu8jGQ7qC+oOFC+UuOejlUQCr9957r5ip2TE3z5KodAlSoEnoeYZ11UeQ5Lv8tMIT89LqdHt7W4RSBuDULv13oeqJOdkvXmOfacKmMHNXmytLWjO87iyxoSv8h8ATXVeZ0mUfulySBCK+C8TfzdWDAIX6THee18lxIeCR0qQLKANGfM6DwQmqdGQF38cYCe6K0zt9p6UEqQtatsVjTxx8kherqipb6akYFhcX4/3334+6rktGcJ1XRzrQukEBGzFrAWP5OaFDZeVKLgsW5TP+mwNRT5/A/jA/Eut0wJ3Fakjxk/7OH66MSQPODxWu5sWDHEOCmMwVpDrp/ltdXY3nz58XsKSDgVXf2dlZREQZW80FnbDw0UcfxcbGRsuqIYDy5s2bFq0JfESHbNGqeaYM/+6Gc7nQZblyoJrxIz/zPXKH+hhcXFwUWai5wnq7XD2Li4vFGqbndXaq2jCZTGZAofrLjSn+O79r3OWqEk8QxKtPV1dXsba2Vs5zXVxcbFmaFDule8U7W1tbsbq6GhFRXMHSre66p45g6ITGw2PJOF58TvLaQ0445/idhbwgWnnMbVaHvmsDBb1bEVPgqNQUupYtJjw8qas8iszrCwsL73hWUcRsdt2I2RUqiwtrggoxWxcQcoVAkMXByWK+MsGZxXc5eHFk7Ij+59rK/vE7XahcHYiRtXqjklOb9V1M6yvNrr48NC7uWiToiugOqo+IFpBgoWJyszPHyscnax+vO+353XcmUjmrHXQVqm8Z2Mj66NepuNhXb1/E9CgijskXX3xRMkJH3K9kq6oqSQ3lUtcBtAxsHo1G8erVqzg9PY03b96UA0dJV8amRcQMsPH5SIsf+565XZ1mBEE+Zg5QHXDpXh9TjkfGy178HrpdVR/dW97urn65HPD+ZHNL4Keqqvj444/j2bNnsb29Hbe3tzEajeKPf/xjXF1dlTibDFTQoqk5KtC9ublZgqL7/X5888038cMPP8RPP/1UckFlYNTB/0P0dZnuMkX3OOBxWmVKThnKt7e344svvoj5+fn45ptvivVOz3IzgermnHJaST9tbW3FJ598EouLiyWb+2AwaNHXd/hl7WdIgxYHDlDIZ6IRLVgMPuehylVVlbMPebadDAsyMkjPHR8fFwBNi5XGgOkJsrhAuuXd1f2QvsjGVDyV6XSfEyp8hu+cm5uLzc3NQqter1eSn4pfOde0mPB3yoPVNE1JrPs///M/jzvzesQ0zkkDnllxfBLSeuMZuR25RkyPlyGA0/1iMv+diP329rbFjPqd73Cwot9cQGTH1GTFha+sThmzdikVWgN4PpRPVrpZM1Ci4sI/awPb7kKYViaZ9aWUXNj4O9kXCRyPw1BwsytQCSkqO3fn+WfVx2SiDKQnTyqonm3UezxmwoGW7wx0Xs9iwSKidfaVgFRd1/Hpp5+W8ZNFQ6tqWW/0vaqqsnLt9Xrx93//97G7uxt7e3vxww8/tAStKzK1g1adpmkne+wCMVwMuDuSfEABSz7g6p9u0IjZHWmuhFkP+5GB8AzgeeoAKZfr6+vWeX3s+0Puzq75JdcX2ye5Udd1fPLJJ+V4k9FoFIPBoLimdI/zktNCoEFz8Pj4uOykq+s6vvrqq/Leo6OjGI/H8fr16zKfxbucc/qvueBAirKRgCKbIy6n9LzTTp+VukK5pRQ7poShEfcAQxZZWoFcdnPHY8T9AmVnZyeq6v4oNGbQ52KOfSHQoPWRruaI2Rx3PndIO/Kp3J5LS0utHIw6G295ebnoLf02Ho+LpVp1qy/ka4FE8XNmxWEfVMQPXfOL3ikCJl7Xb76D3Beu5HW9S/fUdR07OzsxNzcXa2trpW7Jp8XFxWLFOjw8jKqq4he/+EXUdV2s+e4REV0eKo8GWHHy6DvRq/8m4tCsR4bWQZm8n4BIJVMWut/TKXhqB4+F0K5ArgbEjJly4KShm9EVgVtffGKxLkfaXTvXuoAhn9X9PjZ6Tj5wtsmtdey37ud73SzM1Vu2nV47uzIaZpOb7dD79F8KUK4+tdWz7Wq3C3lDMU1UCFQQvtusayXvu4Hc3eQKRwKLJvG6ruMXv/hFfPTRR7G1tVWUSsS96f/i4iLm5+fj4OAghsNhaxExHo+jrusYDoexsbFRVmVbW1uxvLwcGxsbcXl5GaPRqChcBn+KL7L4hAykeF803jK98znRj+Pq2fJ5PIX42t1+LsAjpopTgeoEHJyH3v5shxYtNeQVn8s+xwjAPGRB/Xe+U70KWN/a2op+vx+TyST29/fj8PCwyD+tsqn0NU7a9eeKSe2Sstnf349//dd/bd2jeC21W312YEErphaEmiMM0PYxcD4hQCHo5oYR3scjZwaDQQnMVpt/+umnGWu/+MR1AeWyLEMR9ykJTk5O4vr6umXhUDsIGGlx4gKSYEv9o6zN3PzeZt2rI3skl/QOxeryQHBZNgkyaZjwfjig85AE3kf5JTnhcV6ktYN+n3uqizI/SyDKOtT/Xq8X/X6/uIM3NjZa7xQ9xEPPnz8vc0a8LPmoIp1+dnYWf/jDH2baUNrc+cv/p0KQou8R3aZ9rjZYR1VNM6xL0HQV/i7TqpRRxmzODBHtVAuqR0UDRQHLeC/6wLve5e9zRZYBRLeYkZ6s33/nPR6TpX5QGfgkV91sVwacvXAnWMRsSgC2jUri6OioJYwotN0i5X56Blu6W1JtpjKgkPFVzNLS0sz5hOyb0lzwWl3fb0F3F6kDNdW7srIyE1fy+eefx/Lycuzs7LRSdUjJSkDof0QUARJxv/paWFiI/f39Vn36PJlM4ttvv23xCncSklbOh4rtoYJgLCTr4468bFGg6wQuFO6cYz5vGMuk4nwsWlRVOy5Lbc4AF/+T5/0eKmd9z3Z7ZlQKk6cAACAASURBVDTN+Fa8sLOzExcXF7G/v1/mgYpcu3pGlgspW7ZZR7ZwwfPjjz9GxH1c1tLSUuzu7paF46tXr2b6S5CgsWH/Tk5OWnzAd2UWK8Ybqbi12RdBEe1QDKUf0AL86uoq3n///YiIePPmzczimO2dn58vwKiu62L90S7Lo6OjEsvk/RGvaX4TDLBv2eaaroBwylLypfosvmVMWV1Pd3ZyfirflYMZB0DkN/ZR7db8Jv05B+fm5lqGAC2uudPRZYbGibst9buDOecbvX9zczNWV1fLIoJ91phxg4Dapv4wL5h+k4V/cXGxU2eXNjz469+w0NqjQkRN608mQDOUmyUDVWFuqaZpZ2Nn8DvboSLTKw929nfpGbd6UblkdTtA1D3eB02uiHbqBX8/hXIGdh4CjhlYIrDTPd63rP5sZRLRVrgEcVqRC/Qy34qEqX5j5mhNFg+G1mTOVrje54d2QXKniQv+zK0YMWs5a5rpTihNZK9P7ib1w3dCMc5CuYvW19dLbM3R0VEcHx+3DrZWoaAbj8etBYTicgaDQezs7MTz58/j17/+dVxdXUVd18XqpX74yp+fBR5EH7cIerC509K3P9P6QeXkVlKCEPVV408rpStTFj8kWdvmCbIfym3F7+o3t9+LHnSviA4ux/y74qH6/X4MBoMSeEwrhMdB1XWdxo44yNFvUiILCwvxu9/9LjY2NmJ9fb0ADFriz87OWmk5XCm71ZH9IlBgoavVt/arcGMMrTsch6urq/jTn/4U//iP/xifffZZsWIdHR0VaxPd1gJUCvuQ+0jAtK7r+NOf/lQULi2BPu5arHGhQPcYLfUOHjMZTHnAsRWgYntIA+a16vV6JTg9C7FxqzEBs1/j+Pkz+p8BNC5myXvkH99wkN3HulRWVlYKqJKlqmmaODw8LLIus9C5zpI1NyJaIROKT/VwIi+PIni9qqp3WjG5cCbDEuzodxJZwlRCVKZRCrcsyI3v8gmvwkH1ADl9FjggQ7kge8it5+/K2kCadLXVizO3v9OBEa+rMDjbvxMQULDT3Nt1H48T2dnZKeO0srISa2trrRQcpJlWjxKMind48+ZNa0cMlTCFl/qQWZi8rwSBar++U/E7rVWXCyZmI892ffk1B1S9Xq8E5+q8sMPDw3j16lVZiUnws03KsO1jrZWdFhTLy8vx5MmTWFtbi52dnbJ7SJm5v/vuu/jhhx8KkGWsWyaAmcuIFiJXHuqfxyL5+GhMuVqloCVgc/q5QqLi8MVHplB8nmWLCdLd+8B6MkWU1c+xVyzd119/Hbu7uwUk/Pjjj+XIFl8osDg9Od/JJ5QXW1tbZcegVuq/+93vWokjM4s8aajCmCVuBvH+ci5EtDd2OA3VBnflabefgrilaGnBGg6H5Yw90lmeC+UDG4/HcXh4WOLYXMafnJy0XJNOV/J1FubgY6P/vojQHHKe8/c6YHcdyHHw65yfvrDp+sy5pOf8GCWNJ/ld9/hC3dMseDiN7uXCbWlpqcirfr8fEfegaH9/v1hvM0DptHKvjOsxAezf/e53jz94ndajiHsQxaNdFHjnwiBiau0S0fW9K+ZCTORWK5qFI2JmAERsghuPd3JkrUJho+LCiCsnPu/1UKCwPS4snU7+fWlpqVhMMkXmk9dBJPvkYFMTlykRfJeIBNHa2lo52yviXtFr14ZWGaK3VssaQ8UByZ/+9OnTGAwGcXBwUOgpACUww2BRH/OIaZJRgnAKDZVMOFLI8D20lkiYMN7LA3gF7AgYIu7P/yKo6vV68f3338f+/n4ZC62wKDg0ZvxT3bJ0yD2k56+vr4vraGdnJ5aXl4uV5NWrV51g3pWKaBARM657X72qkHacs6681T/GTLEOfvcFRga4st2LekfEbAC63kuFou/ib7qF2Aevr2thw2ua74PBoIAdgpT5+fmZvFps/0MgUfeID8Q3yokVEbGxsVFW7Qx21n/ynL9HedFIfypvWhp9Z2VX+gJ/B+mr4G21XQvt4+PjePr0adkpu729HRHT9DsCYOPxOE5PT2M8HresPBx3fZdF2RcNmse0snOTA/tKPpJMmJubPVqLbnOlCHAQ5XOQbVYdzv9Ncx/A7iDNQRRjx+ji5GJULlDnN9cnPMIs0598Rv89hQ9jqqQLIu7l2MnJSXrmIT87WNO7RCN3mbrsyMqjAVael0oCQ9vAm6ZpJUKTqZbPqw7f1ddFBIIqATkVmoM9VYMLP2diZya135nHmUYMLTCh+vmMEqmSEbpiS9hvvkffZTnJcqN4HZ4zhJZA/u7PM8kk+6PgWF2X5Up5dWhx4apEgbUqCwsL5aysqqpKgkPugGM72SeulB7qi4RhNt7qo56TQOS9qssPRpaicFci35XFXj158qQohcFgEPv7+y3+4JhmltkMuMu9p9+Z1Xl1dTWGw2HhO8/JJmWQpUNQnwku+F4m5+N84H0R7cB0F3DuWlSbfNWbWcMI2kR7KhSVrud4jQCWsXH6zIWVAtMJgNxS6UqI47+xsRGTySSGw2GRWwxNaJqmACDKNdKCPCI5q2c4hmq7dpdGRKtO3be2tjYTb0TaqJ+ZG1n1RLSPsWGfq2p2K3+Xi5EgTfOCMuj8/LwzpU5EFGu4clRpkabPvjgh8I9oB/ZnVrds/nsoAMMRXK4KtDOVgst7FQ8ZcVns7j+fT74rUHTXApT9UT1dKUb0OQMorrucPly06B61g/O2ru8Po5Y3g2NLkEl9rMLD0Nkvtpf6t6s8GmDF42Mi2qttrhYj7gnq8U2yUjlYYV2O0PkbY6x4T9M0BbTRKsb6dTQIn1Hbm+Y+SZ0j5ZWVlXTFJeCUAZxMIVJYdwmJh5g386n7/fzzdnUpbAnDu7u7AppUOMFlVl1YWCjCXatD7siYTCbFnOugQTs7BDb6/X5cXFzEX/7ylzg+Pm61naCH7h8qM982Pjc3V0Ao+6nYEQI1pwnfxXt8tw/BnBQR43F0X7/fj7W1tRIrIfcEg9HZn66s4KIpY7Uya4Lu40Gve3t7ZRwFmrr4TP+ZDsF5NBNwdOOzHtbvCkvXPB2C83Y2twis/Rn/ntGIINjrzQCzApqfPHmSWq28jRcXF7G5uRnLy8vx9OnTcn08Hsf5+XkLpGgsBSbUB7ryuGuasonHo+gZ5b4jwJBHgMel8HPXuLJuD+ImyHY3U0Q7xYaPp8tXLZqOj49bsoLtODk5KQA04l4HLSwsxPHxcTmgmlnVffx5zfmBY+jpVzy+z8fe3W1dAIh0JFgVXZnTyt/nwNYXMpR97ANd8BFtkCNer6qq3PdQWEOXXnYaZuDKP2uMmfB0NBq1+Nzv9eebZvaUh4d050Pl0QArKU0CLLmAaDWKuO+gB5AJGNECoftFRFrFuhBzBr584upeFV9tU2noP4PY5R7I6s4AXpfwziazCwBfpWfHgzgi9/e6G4Hv5EqS5uW6rlvWAp9cmvS3t7dlNaRYB66wfMXB+mnJpKtwdXU1Njc3i+k+4wkW77++M0g5M1WrHaz3IfegCmOO1C7W70HOFGiyVmxtbcXh4WGcn58XAOW8ov9MdkgLHnmDtKVbQeC33+9Hr9eLk5OTFoDT+xhnJiulMm47GNX/J0+etGI6KOzYJtKdY6S2iv88eDkT5pp/BJIqujez8vm4d4HQLrnAcRZv+f1eL2mcxdDo2sLCwgwIdUCjogUp69SCRmfrMUSiqqoSl0Sl5dYx0sH7zTYRcDn9VdSuy8vLlgud80F10MVGuvFeAmfxNsNMZB1nnyWzGZPDMWUeowwscj4wRUzTTM/Sa5ppjJF2w1Jmqk/uRmR/1Vf/rjaS9wWONOfE6+qjgKuDwOy9vluZIDCLp4qImYPTOV4+f1zm6z5uZNDzWiArrcZoNIrz8/N0XjpIpexxV73PW/L6+vp6PFQeBbB69+5dAU7qtAMsdVLBtbRguCBomnYyTxGDoEUDxV1RVEbZpOcEjZg9NVzXpXjI1Frh+UTls1Qe/tmVRCZEqRg8FkAlUwgCr5kAJ3MzGFH36BmukGhyVX0UGBHTQ0w1QWVyd9An0CC3odpLmimxm8ZxMBjE119/XQDW3t5eDAaDODs7awk9bvmlQGBAuytUtV3FY4YoiCRoXMAIXHCrMleZBDYqGtcPPvggdnd34+joKPb39+Pt27ettopuHoTKehw4kR/YP83Br7/+Or766qv4/e9/H//xH/9RzmZjfb5Lbn19vShE0lGCmzv6nL4uOP8aMKx2SwDSMsM5UFVViVFTFnHxwXg8juPj49Yc8ZWtt8Hno67zP+OgqIi6wA/5Rf1h/yLuXRZ09VGJeryN6CFaCNzQgik5GtEGGBER29vbZRv/yclJ7O3tlezTegeBhvopYE2Frd8mk0mxDMstKh5xmhAwqy7Rk3m+OA6+oHTLPotoIOuWrlGmqg79Zx38Lnkma7ae50YXXSOo8gB1xqaqXi7QuoArr3NBRXAkEMW2061Pl32WooTgiyklIiK1LklWMzaLua1UL1Pa+Bzy+aV7CeLH43FZWF9dXZVFp8s8Fv2meDzRSzzgNJVM0GH2XeVRAKuIWRegrrk/Uzs0HGToPhcOvKZCQc+diMxa68hWxV0megcnH+MaXAFlDCMl6LmwukoGsLhjkhYy3ZMxK1ctpDHBBn/XxHDXT5fiYVvpc9eOPsWJ+GHT/E8TtwsVDy6s62m23OFwGFVVxe7ubrl+dnY2M+k9rsqBACcWgaICN5kiwleqnIy+I5GCTqWqpof7qk8rKystQN/v96Ou73PTDAaDYq0jjQisRR8pUfEb6cdxogWOfxFR3FBv374t7VS/mRhV9bkb8yFl4K4GKqGsDl9pRkQrh8/6+nqZE2dnZzGZTMrvGxsb5U9C9Pb2NgaDQbx+/bo13rK+afFAuZABQAdxVB5UnA4U1F/eFzGbOkLjrYWGYgkjomwRd2sceUPzj3NIvFVV7bQxendd358rp51xmltdm21EJ72T/VafCRjVt4jZRLpu7SUIkRuVz2UJV53fmmaa0T6T51wYcgyzBYCKny1HCw7nebaTlQu9LL5T8yOibb0SOMusQD7XPASgCwByZyPf4+DPYxj5R3lFulJ3dAEs8bbezTaIDm4cUJuUnkcLpuvr61YKEi4AstAH8atCe7r02sXFRSu2LSuPAli99957ERGdcVNdxXNJaNXlQe78nQqV7hOap6uqapmKVcQAEtiM64qYxkepbRwwvkPo2rc18z1eBD78GfXDXaXZ0TVZ/Q4gRBtXCvqNuzh03fvnqwIKR95D4EeXXZeLxhV+tgpZXFwsk6/X65W4kOXl5VYgNWlFUOArJn8nJ6nqYxA8LXSqU3SLiLJK7QJbuiaLDyc7AUXTTN0ZKp7qg3QhYKICcAGT8cuLFy9iY2Mjnj9/Hi9evJgJ+mXyTfUh251HAO/3OGjpilfLeFL0obtKGejVxo2NjXKvXAZyPVfV9ODpjz76qLhMRaf19fXWO7lKZrvo5mRsSna8kj7zgGJPE8H4FF3zo7fqum6BIR6gq6LnJSMYeE4lKsWkPvV6vWIROjo6Koc7TyaTGUutzw31nVZL/vaQy6krvlCFoIAATNcIeLxN+i9e1S44yS/97qAxYjZbOuWFA222lZtbtOBwsKj6GcPkoIzpbTKw6fyoOrgQYN2qU+2U1Zl1cCMB5y6f5buyOEX/LtnnbdRnX/BFzIYJ8JpizIQfGEYU0TYUuIz09hIU0rLLNl5dXcXJyUk8VB4FsIqYFaBy8ykAk5YlBaRJQEggRMSM2zBL5EXQJKYjKCIwkZuMrjwVgSu1je3QAOl3Zl9nn/27B1myX/6Mr7RYuoSrg5TsnXqPK+kM2ETMKm2uUPh+CSDRdzKZlF2AuodgiZYX/s7+eh8UfBtxv216e3s7xuNxEdi+o8etRuy7gym9j7v/fCccV+lVNXVzUEDxN489k6Dgoadqk+ihU+i1c8mVRkT78FhfmWX9zFzA+j6Z3CcM7ff7JXfSq1evCsimgtG4qx9SJBFRlKWDEtJZwoy0dOHn4ErntzEpoD7LOqrYi9XV1ej3+9E0Tbx48aLQWBas09PT+Omnn1rto5JXezKQxDGeTCYzO1gdNEa0FZvzGZV900x3Y+qIIWWAbpr7FBuSNTzOSEWxU8y47i5fySuFW8zNzUW/34/l5eWSZVz3kH+cZ9QvWSVYCBZ5X0Q7ASxpENFeABCQaR7pu89H3u9tZKE8c54TYMpckh475ZtSVNgutl18xj5wwcLvmTWY7+7SAzz2zXlXfCf6cueyW5w41hlN+Rtz/nXxCN15lLeMQ9Qi2fWq+qb65Mal7r68vIzxeBybm5szrnIaD2jRl9wVCFMhr2f60sujAVaa+B5b5akFVDIg5UpW6FdF24k1gQiwfNVCYML09RR02tnXFcvCZ3TNgUFEdAIU9om5ufiOTBE6EGLb+O7MpUkaOIBh/bwvor3jSfe4uVi/qw8LCwsRcT8BeD4TJ4ArUg8i1IRRHJbGSqfNy/3DCax6XDCzry4A+BtN5+4WVb26J7OS8feqmgbgOv1IK/Kn+tW1atJ95DvyrWiQCY6qqsoqvq6n2/CVjkHJRNkXpxH7LoEtOhGQcmzZZ+d97jZTURuUu0ZASrtMNzY2WkD+5cuXrfPzBE4Vb6Xs9f/8z/8cL1++jJcvXxYeYpvomlNffy5FAq02DqLVF8oFn8P8Pj8/X2KMIqZZtUVrWlooT7VQlSeA8pNFaUvkqq+qauboFtXv4Jvyb2VlZcYt2gU4nIa0VnqaFSpvKmDezx2oPn8yGe2hD9l1ffcFgerTe2m9VZv4PrXRgVHXvU4zd9upjbIOej4t6sAM2KuIR7UQVOmyQLGwPy4XI2bTx6he9aXrHfw900XenqZpWjthdbyXjrLhPPJs+2qDn4HaNE1r179cvj8XsvNogFXEbMoFBoGLaEKkWjVlFik/D42m82z1TuFFy1XELMLn5JNCZNC2A4GItospi39gySaUI3mfiA8BIf/usUpZySa6t5N1ZVYkfqfZXwJ6Y2Mjbm5uotfrlZUFFauEteJBMgHkfZaLQqBAz9Z1Hbu7u8XKkil0tjtT7rrHAzAJMDxIXQJG93ssBQPcqQwiZmMxNMH1fXFxsdBV7aUS8X6QN3WP3qckg3qGgZnj8Tj29/eL20kCq9frlZwvqofxMXKfedyJCueVgCfbzuses6Mksaurq7G7uxvPnz8vAEPpJwSc9JysMBKqkiWrq6vl/MV+vx+//e1v48svv4wXL17Et99+G3t7e3F8fNyaY9k4RbRzVpF3fFMEY6rm5uZah1GzOEhjPNjCwkIMh8NYW1srWabVzsmkHa/JkAXNBy3SOAeWlpZibW2t3CN6HRwcxNHRUXqMi1ugOBe9L+QRli6Xn7veZDlUHS7L1R8dsaN7HHB2AVhaVCNixoqk5+n2Fg+IVwn0mNRUssF3g3ucotyB7rbzeD7SSHNE7eDmG3dLk96+SCcd6Ram/NPROO76lIyjbuQ8EeCj25PB9A7SSSP9p6Vpbm6aAkf1aAHGXeKUjfrMM0q93wxr0XME8aenp/Hs2bOftVo9KmAlEMQM6wJXXQHOniRUA+Suw4iYCYTPUHiWfDMrer8rCL8nYhqXpLb4DsYuBeD1EjXz3fqdytUPyWU9fNaFjN+rQuHkhVYa9YvfaR4nI29ubrYUD9utenw1mfXBd9LpPgXzykpJIdfV7owW2WpX9xGo0JVBy5rThblp9DwFoPM4V3UHBwcly/xoNIqzs7MSK+Sgm21Qu1QoeGSh0s4xgjeOTyb8CBBItyxGhathB00SZO52Y4CrwHLEvWVlfX29WJxOTk7i8PCwJEsVCGiapsgFtZsHq15dXcXbt2/LousPf/hD7O7uxtbWVjx//jxGo1G8fv26tF9t5gYD8XcGhj29BIW2ivqYxb8wuF2AV1ZE7Ya9uroqrkwdcaN+qy1SQB988EHJSXV4eBgR99alhYWFWF5ejmfPnpX6BUC5e1XzjH1kn9XuyaSdbiMD1ypZfBABKuOoGGfksVSaU0xn4jLcZYpArRYK19fXrd2G+q76yLN6r/rAsVQdLktoVVL9WcA6i8bfwZyDWr2LFj8HDPpdbdBCVPdJDoj+CwsLreSqvinLwR75Q7yu/okvCFL9P3WYxzK6vtR9tFL68UTSpc63EVEWEXq3nyTgO6spf/5XWKzevXvXMtNHTAPZ5SLkQOo6Y0xI+KqqZjKzqzALugegU0mSYZzRPdOxSpdiZtsc0JBZmB7CV2NkMje7e3HA95CVztvr/1WI8v13nwA+Hk4H/V1cXMTJyUlZBT0E7Ag+JQAIOAh+VJeEo9w833//fRGeXXRzGnpxuvD+LhAYEa0AZpntCbSc3zKXmax9BwcHLautMl6LNuSPLjpSEGosIqZub7rYJXiHw2FMJpOy1Z6ginWrH7RCSTF4wDFjMKhsHISrT3L5bmxsxLNnz2J7ezuOjo5ib28vXr9+3Zo7EdEZg0alonJ2dhZ7e3vlQOtPP/00BoNB/PDDD618ag7MMysMY3A4rqK5u1wYl5YFBT958qQVH6jfh8NhOWZG7tqtra2WNVH1/9M//VN8/vnnsbe31zrZ4O7urixET09PCz+NRqPiRqH70JWby5GlpaUWuHFwpXtFgwwgcYec5qIAkMbY44Gapn1Ytuqo62kwfNbWppm6m92KksU8KWWEADUP9lYdGehUP5iaJLuf8t4D07tiQsVzLIxRIg+6rhNgWF1dLfXr8OnXr1/H8vJy3NzcxPX1dSwuLs4kw+YCIlvgUmYqfEZz2WUR+cmNApnuctA+Ho8LmFpcXCzJozmmbBvbm+lUjhs/a1HSVR4FsNKuQKJhWa64y0/CoKqqEmQZMYse9RwHQ+7ALKt5RHcgOIPTRVjVxdirh8CUC6Tsfu+HnqVrktnf/V2q112ZWZxAZsXKQBABH3cZsi+uoPWdAknn9Em59nq92NraKs/RpeiTRtf1nXFB7KO3e3l5Oa6vr8tp9j7JaZLmeKgtDqooLLoAgdpG15Xa5MKX7XVLDtvn/bq8vIyLi4vY2NiI9fX1OD8/jzdv3kREzORWYfv0mbFXcrWq/oh2wPP8/Hz0er1yWrz4UaCQPKMt9OxT08ymXOgqBJRya2iVKxeVeFc7/yKmaRIEmOUCpFWIQpTvY2yH6HF6ehrffvttNE0Tf/d3f1fOY+Sz2bZzjiNdMaKNuwk9LsgtD1qF85pcoORNneNH4a84s9PT07KzVK7Dly9flrPvVLeOl5IFT+ds6lnRhjTUfHaaelyM3IXZRg/S3mODRLeqqorli+3wouc0N936p7FS2yV39F1zlHV08Sw3rxBgugxk/zytAMcwc6dKHhAc0i2qdmgcsrAE9le0pYVY8lT6VgBqYWGhgOynT58W/XdxcRFnZ2exsbExk/LI46W4UOZcYTC6W9RJH5VMz7ks5z2j0ajEB0rXn5yclD7o3TwT0eW36yCGViwvLxdDwEPlUQCriCjKMCIKaGI+KO52yYgtQjCeyl2KtGDpNwIw1sX6OHH4floI+CwVNNuozxmw4+/6LiHq7fLYCNIiq4+M6zFjZC4HVt5ef16rSDdj8z4XFqLlxcVF66BtZ+SMJrrmffI+13Ud4/G4rOT7/X7ZuKBJFdE+x9AtX7REOM1JI6ebYkG87VI6AmZOL13jdfabq7nLy8tyCO9HH30Ul5eXLTqyTRxf51Pxs4L+5f4RcJEwV+64qrpPS+ArVoIA53X2xWkloO1C0ucSeUnCTxa1prm32pydnbUEHo/EESihVS/jLY3RcDiMvb292NjYiM8++6y4krkAUPvpFlReJVpS6AJ0UO0ZxdVvd0HwOV9hD4fDOD8/j6dPn8by8nLrUHJZsST3JpNJSZdwc3MTGxsbBTyrj3L/iRcipla/bB74XKQVhwlAI3IAoTnBP9Un2eKAh/GInoaEAIlymu0SyCPg4CIg41PVRUCptjhg8wTD4gda57K4NHcJih4CRLqH/Kp28HnushRPUrYQKAgsCIzLJd40TfT7/Tg5OSnP6ZQMGhREH409Y4l59FimW7yODGi5J4N04biILhcXF2VnuICVQgXo+fKNO2wDc7tpbkhuS7f8HLB67927dw/e8Lcoc3Nz71ZWVlrpDlQkFAiSIqZM6zsJm6ZpWWz4PFdpLHRBchdN19mDPqi85u0nSPAJyutE+1mhAOCEU118t/cxu5b1S23IXIees8VBANvP72LIu7u7EiRcVVV8/PHHBSBwFeogKlvdOLCUIpIy1WRYWVmJtbW1skPsm2++Ke40gpyI2YR3nkKANMzo6fT2NvN/5v7zXVEEWrpPSmRzczMWFxdjaWkpPvroo5ifn2+5VGUO91xszNnjvKA/zR3tsFtdXY3b29s4Pj4uJ8UrAZ+K72qMyGNp9Hu2tVxjkMUh6boCtXd3d6Pf78f8/HyMRqN48eJF6SvbRSWYLVDYd92v5zc2NuLTTz+NX//61/HixYv45ptv4vj4OCLuhTcVYMTsrsgMTLnrSLzSJRM87sr5ihYqzg3yvZLwqii5J+uUq0/nqwlQiaa+K5PWHgfXmQL1oGmN6c/xCEGJgx0WzhfnHdaXjZWKQBpp0jVPyD/eV/aXVmjOa9JN7Xf5R2sUnyWdPZWBFkKkC+uiDFKiYYEqzgPRbjwel/NXm6YpVkwd53J6ehpnZ2dxdXUVP/74Y2rJJf93gdVMv/K+TLdEtDeNqf9Kq7O2tlYW0tI7EVEW83qGhhvKQdFM9UvGjUajOD4+juvr69jf3/8/7969+1Uk5VFYrOj7jpgNMo+I1hE1EW2XBWOdqmq6zZhBq6pX9/hgql5d81wwLowift6Swef4rP4yqxbv4bUMzLji4HsiZnfmeHtUjyvwrMj943V2tVt1c0VH69DCwsKM69MFooSdns3aRzrKFSbArcRxEdGKKZGQkatJ76eAy6xVpZmx2AAAIABJREFUXfT7a+jJwHZOYPKOKxuPxVJ80cXFRVlV7e/vx29+85uoqipubm4K4NJRN9xev7a21jqhgAlypaCfPHlSXH8ab4Equdn0DGNK+NmLA3C6ztg/BsBr7LuELXnH55/GjBs4yCduEe2aYwqI397eLnFL3FxBcMS4KI69Ayy+k+2NmB5xpGfoRnW+Ik21EtdvyjSvxYZokMkirb7l5olon4KhxYru0btJQ5dJmsOqT/cSKJIuHkfkbdSzmSvRd71pt1iWT8rBCl0/7qrrktuMs+LiR33VvbIUdS3YvA+e90kAXO0mbWQRd0BOUKPfHVRp4ankrzrM3elKy6/S4kREWWjJvbyyshI//fRTrK2tzQBSLT7UlqWlpRadyDeknYMsfZfXweUJwaiuafGn30iTpmmKVd7TGPl5kXKnd+2G7CqPAlhFTPNYRbTjmhw0sTCdAtMuiHiqk/FBdCt4PImeY5oHJv3M3CpslwtqXvP7sh1EFFpiUB6Yqb/Ml0+lQZSfoX0XGt4Ot2p4vyg8OMm9fRHtXTDZitfjvTIlwjaofq9L7fYYFAEqjTVdQuy/7zLSNVdkLFXVPt9KbcgEhAtTWlHUPwIOCVvP3UNXloTN/v5+LC8vx87OTlmNLSwsxM3NTcstofiAqqqKC4gxhwJVu7u7JXfVZDKJP//5z+X9UtQEUuIF3zUnQS/wtLKyMuNGZGyNK2gGt2q8njx5UuK9SE8XxlqNc7OKfhdAkIXCi9wh5+fnMRgM4l/+5V9KTqcuPiDvcLVL5eiWOs5zn5PcDUiA2TU3yH/i9fF43Eo9E9EGWDpP7e7urmWlYuydv9dBaSZvOLbsU5dVL6OpF8majN4R7UWJ70bUuwRWfPeuntG1rvxuHC/K72z82EZ37xF4qA4CQZ7oIF5yqxZ3Ler9ivHTfOFGCLfYErRn5+wuLCyUxa+DLXkEZOGs6zqOj49bvCmaawe02uo8wkK+dh0q+lOmZKEouj8iykJ0OByWdlZV1Qox8qS+6qOC9ZXLjjGGc3Nzreey8iiA1bt37wpy5K5AEUsDzzgpWqQ8dsoHjDldlLE4iwFiHRGzQWx+zb/T9RXRPuSX94vxMgZz0MS4GH3WsShZSgUX1JkJVf8JLNlHfeY7CWQImgjmVBxccIJLaCmpoXKOEOi4qy+jn9rB3E56fnFxMXq9Xqyvr8+4Sfke3+pMwEhXRF23Dxl1wKTPKysrcXZ2NtMexjy48FRhoLK+q83c/k0aiM6DwSDm5+fLlnmBS1kZ1Gf9fnNz02q33GxymSoORwHhAlQEOQ6kJKw11hw38hLjUFzZEXgwdkR1qM91fR/APh6Pi2uL7yK/Z8DFLb3kD/G5Nj8Mh8PWcTluBVPRnHcgzEIrjVsd6D4SD+pe1uNKjhYi1sct8qpvYWGh5dY7OztrWXI1zj7H+F6+2/vo/WVxWeduQC4s6rou9JACpfWDtMxAluoTbzLPVKZIuYGDfMa6CCr0HGXrQ/3x9A+kFcHm/6XufV4tTbL1vHXy7KzcnVn5Q5VFl261WhjBbSFr7oknGtvCHtl4LtDEYIMxkvwHGASeeKyZwRhbcw0MFnhmD2yBBtcGYcq+rdvVt5Ku7DrVlaWTlbsqPch893n2s9/4Tl6QIDMgyX2+L774sSJirTfWWrEi483+5HRjEtdMyozv1kpbnP5kI/HgwYNjqAG26erq6uivx5iPV1dXxzh2u93uaBLnDSi+KzH8IYlmQWvtVpsVAvaMVzYa0X5RXkT2hjZZS/6evDN3baZ/vFuQGl+mrN+t9F4Aq4uLi5M79pjo/+Rn9IGitsuTlwsyGih+w8RTiNGGGfwYWRvYpG5P3Ax2AJfBg/PaNJZE8xUFRL6jKr8BH6tUk9eMMTsEqsnZb357fX19Qi/3JYveR2wTyTtOs6Qx6ck2NXNk3qXsv/E3/sbs928uK/71r3994nDI7+mASsGUgHc//XR6vUyY2m53E+09+cL8GWMm/U9d3q1SS9WEBvvH3xGC6QsZA690+cUvfnEsNydm6HwaRrLbvQmO++d//ufH/l1dXZ1cNso5YL8ZgyAft8/3FAAUfm2NMeVdoqa7PS9evJjLy8t5+vTpfP3110eA+d13353FwGu/PS/zzdXV1fyrf/WvTk4izsyJmSebh9CigS7OUQpdAvyUawCSujwv2P+ZOdFuc1MUXhLQ9PTp02NQ3pk5AVOpl76IHkuPofmffYmouUmfvLElwPRmhHSLsDR9s/bjBxTTcsqMRopzKSEFYvZmtPiAi2fPnh1BJn1zLGOSyJvznvQIfRovDTCg+ZDrIO0LPzUtGm/OKezMtcePH8+dO3dO7s6cmePmLO4U1HrnQERkS8zGmV92o2m8gRvV1EkTKTc53gQxZSy4eTfQz3OeRrfLDmWFI9Pnd/7lmc35W+m9AFZNYxWNFCfNzGmn4ojGwZ0599Hiuzxn6AKbGwl2CJ4CHvIdmTq1YDM3AICMJ0KZ79km1+sJs/LnmpkTYGNwahBk/xSWk7Is2Ngul00Ax7LsL0RBROfBw+FwFsgt5XhnbmHCd9mNffbZZ7Pb7eaLL76Yr7766uhwvQKq1gpwAYXuYfh0eud4JB93Yz4tmcSdJY+i8zvPx+y2OVdm3gjTP//zPz8xg2btZKd59+7dkw3Cixcvjr4zASk5BeZLfHnTO9cBr+oJo2+nvggqqTmwIy7nGAW6mS1BUtZcTq0FnAcUBkxzHqUPTahZSzEzJ/TxTRDpg8NPRJimHINLC1rTp631prF0mz1ufBYty5MnT+bFixfzu9/97ixPExj2f505v76KfSRtU2ZMc3TapwDj+AZIJmVtMoQC32Uu8ZLz1J138U/M+khdT548Oa6LAJBPP/30eAr25cuX8/nnn59pLdj23FoQwGRQzP9bfwPKzR8aMLeAD4BpZvisybSR6//nP//5cV3zwAvlhufVs2fPjgoNamvCNzye4RPWTNGvlXRoAKq5WZDfJh//z2+asne73dGSQHMi49iRlyU5REryvUt6L4DVxcXF7HY3Tuc0+VEwZXACbKidIiBL5wmcmHghqYU0y+LfAU8WlAEqAUJmNumDBdPKRMGyPdksbGdOzZzUxvEbCw+CtiZMvCOmuY3jMHMD6MKw2K/GeE2P0C++IRSupINBq/uY+u/fv3+8I+r6+vrE4TqnuZqzrNvufpI+yU+/iJRH4EW/EApGO6kz5ozbRkHc6BhNizWlXA/ZDETrElMgaWyzMIVb8lEA0BRhUyc1MGk7BTQ1VAYczMN5mjwxH+fbjG+bc4wq7VvtPZYca947+fTp07OTyZlH/NanvfI3nZLzdzYZ1PxknlibR8Z+mx8aacCAvsmbvrGdbY5b2CXYaFvD/N68OvMmddLcvVpvoRXp4CCiSdT6sU0pi0F5aarK2MbHMNre3DmZtcDwPjQnJXI9709k371xIp8gQODhjYAImplSZsAI6ZS+M7QLzciej+ljrqNKCv0ePHhwDA4bPvHjjz/O1dXVia8VNf+73e5Ehpo/24nePJcgx5o+awa9KaaGi3My7aB/V5OHBOxpW9YXQ8esDjXcBrDeC2DF5CChLQhoW9xJNIPx7zBFakiur6+r6bGV3QRsyiMIpI8UJxyZW/J6YhAgEHgQtJh5RMiw7DbhDodTIMoJzL7x4IDb7wlKgZRJT40e+8oUxhGmG1X1vXv3ThwLqfKluSJtin+EAzgeDofjfXEBWBR4zb/NtGq+aex3ysmC9JyhxoXaKDt0kwlm7GbOd62s34ykCUb7E8zMfPnll8dNhYUB6cCTYHxnPyg7cHrXTA1V2httl1M7NWVBHF+3q6urefr06XGuZt4w3hLnSvNB8vgSoETgztxsHA6HU802wwBQ6JNZm77MSwHs0B9JDD2Rem2Gy7M2R9vvpMY72zoPrax9p4DKzt7Cr83P5reVcvKMWg2eInQ/zQstND0HWG/4FAFH7lwM+HJ/sy6eP39+ss5M29RPYJf641qQ8aajOvkIN2V51rTB1mIbgKbdWSMPHjyYy8vLIz+NlvfVq1fz6aefzswctXX5hmA9rgO28jBuXDRVli2eb775IO+yKXX4htuAPelgHkleFsuC3RiiWaUWmmCxHXBapfcKWDGoJ9X4fB8wY5OXY1ll8fAbhmuI6jPvUkbAB7UndKT35c++DifamySDIYODMHIzsywu71RmzhkkF7jLSD+448q7TDI+a9Hfk7wIbF7hN/ku4MeAgpM8mqWY8AKqsyOfmRMapT+ffvrpsQ2PHz+e+/fvH5/94Q9/ODomph1k1mk/hdZud+MImmc+ycTdmGnY6Mn/s0MNww2jTT2Hw80FqhSy3O0ZeHNMGE2Yc83mVILq/M0+cFxJm/Rh5tR8Sv8qgqq8I2igj0X6YXPBFjNO+66uro6gul2L1Oau5ybLjDOvmfXMHIOiOlgwBWjmNdscQZd5xfozz+hjlm9zWMHXsPhkKecb28uNlXkP6TxzflWVwQjL53feQLpumkdpEopw4rryuHDuE6jSp4j1xqy13++Pv90egubHjx/PvXv3jkAq8dqihUofY1bmqbkff/zxGAMqJ2wDUpgCEAn0+C7jSXMlN2E//fTTiaBPfh4QMf3CT7gGoolLZH3zKbaFgJJlxJ3icDicuAqQV+RvjiF5K/lXEnk6eeZKMWD6md4EQSw3a5/giBuctMtj1WR26moHBZjeiwChu93udXagTNYezcwJOMq7fEfi8yQh8zsQKJ+tnvtKmzbgTRi0CcB2WohbEJsxGgw0BG8A5XZuJU5MJzLSVbmehOxHQGJO2TFmT+oM49vtdkfmx8jRCQg582ZRZqyo0k/MlX/2z/7ZEUxRY0SQYc1KmGGST2Z5jEMDOpxS+8BdaPJSI5Myrba3dsuAmsDFdE4eXm/TdnJJAa+cTzEVUEBZVU4GlGcGAM0pnaAheSgwSBMy2AjNzz77bB49ejSffvrpMbL4F198caKp9powuAxv4BVZ+Sbmn9wv+fnnn8/Lly/nn//zfz6//e1vj+XwdF0DoGmLHbl3u9MTXUn2NfM82OI1fGbwzfKcN8CN0cu5QYoQTowiz58Gglu7yFfs1zIzZ2uOqQFP1u1+0QxNf6rMl2hsYg6k+8l33313DHoZQZxYTxmvmNL+9E//dL788sujVty0Yd+4xme6K4DBsTW3nEvNJyt9b3zhF7/4xfFaKK5tXigcn8xYchim5vr6xnE/cySx9Mx/PEb521rE5i9H2nletTWdd6uNhOWp50ubR+8it5Pvyy+/fL8DhM7MGTjK7mBmTjRPDhR6OByO7xjXKmXGfycM0aa/lEln+ZRFkxYZPP+eOb+02YPuRZNER3aWyQHmDsro3v2wAMnvLBJGtg9tV9cTkCFG2DLUP5kF2xvAYjU2j09zdx9GyN1xdoPxgyD9kid+b9FU5QTL1dXVUV3tBTYzJ/4aBEN20j0cDmc7ZwImq6rJ/Om0ThBsWrRdTxjM/fv3T7QirMvHtzlH7EM3c365aQNiK4CWeRCNAYU9Y+ZEE8ewAfw+wiptsw9WyrQ/CudbGPvMTSydCLo43pt5mhnOzFGImiGn3AjTzz//fP7aX/tr80/+yT85giqDUPtGpRxqqv08f7dThB5HjodBD+cbk/0nDe5TJh3Js3YtdFh/3jXTu/kbgQWdr5sQs2k+/ztsh9vEZ8mfflNgztxYFkKTAPVoPxO3LU7sh8ONCS0xkGbe8NL8ji8ST88SEFNLyQ1czHzckFA7Zad39jXPM38aP+F4EFwyKHCCfGZcXr58Oa9evTpacvb7NwdbctCF84AnhZMaj+G40h8uY2VTeOrgYTD3nxoogirOjTZf8q1BFvsVWrQ4Zq2erfTeACsmNpxAyGY4ajJ8WXEG8cWLFye7Eg5SgBMdfFMuJyPz+vREQ8F0KG+DZ7DVmEqeG3Rt+f6QWVFdSzs5NU9WDVu4riZlE1aHw01kXI+lwVr+p7koAjd5P/7443pgYLe78YEJw9vv9/Pjjz+e3Rc3M2d15Nnqb5pfKbACKuxkmbJn5oyRcMfpo7oeax8vD6gik422J3Vn15i6A1At3A3uqIlqjIbtTP8ClAIk6CuS0BT0v4rfDYEHHYg51zgvm9kycyNRone73QnwjtaFDNEapdRjgcPgwT/++OP8/Oc/P16Zc319PV988cVRS8r1R4ds9oEaE84R0obauB9++OFkTRKQeO56jChQ85ybkzauHl+2kXVw7jBfEzS88SDfsn9c9+YBh8O5nxD5k+ekhRr7mzEgbwy/SFiXHOJI/TnV9vz58zP60Nw384av379/fz7//PP51a9+NV9++eXxucE/waj5JrVYAVM0TaXd9gFqv7lhbeD+cDgc+/vq1asjrahI+PHHH+fVq1cnJ/7u379/DCicdnlDb9BrFwhuVuPTRP5J0zbDS0Rr5jntvrne5E2+1bwn32nzv/kJtvW3ld4bYLUVv8oaKiYHDw0BosVyMiNNXdROERQFvWeh2STmxU40vULQ9mvgOy+sMN4ACNKAJ53ImGbmxNwSBkLarlA3618hdAOl0IZAzczEE57AJYssealyJpPlic/UEw1CfAA4JqZx/m7+MEn0nWL/ydC2hAy/o7mx1UXTWt57Z0sNFIFTE1RmOh4Dt4FtZcBO++ERKPm0lk+3EQjm25RDzVr8HD766OaSWM8x+0WRxldXV/P48eN5+vTpfPrpp8fYOlmz9N/Y7/dHs49pwcCHH3300fzqV7+azz//fL7++ut59uzZ0dST/C1QrAFyxjH9otYmZpSUaV8jaoaTfMqLY8PxTZ0WRFxvBpmeR+QtBOIEWeRFvmKM66GBI/sQss2kJTcppJF5EmlggMo2h8dT8/S73/3uuDkgoCSfZaDVmZu1lROjAfgZM/I/a8JTBzchNvc2MGUe4kQaNSAbZ3SCKvsGZ1OQdc1rXNJ/ayo5BjRT8lRjaGn/wPSrbVTNs8Mj2ru0K3N31T6Xb3nu/KZvaNTkSkvvDbBqfk5Ny7Tb7U6AT4seblNg8galN6d3O7DThJjB8r2B0aiQIdHubEGX9npSG0GTUXJyeuET1Xty0Hl0BeKaKYKonRqAFYpPWvWF7U2KBsfXLzStDvtNAEct5G9+85tjfTwCHRpmfO7fv380V1FQNbDc6JL8bXE3oEqmtd/vT3aUNAdQ6IXxWhBSWLodnCONsaQtPppPYUaBxnhK+dvCjWXHbOnTj+mDTT3NCZdgnXV4XpERPnv2bB4/fjx/9a/+1fnyyy+Px8MdJJjhE7ILTzm8uT4Xt+Zi52fPnh2Fa+YUTZUrJ1vTnWCU4Q44R+gD6O/tk5NxsXnFhzIIlnxak3OFYDrlN2AWGjrlHbWO+d+0ieaTZu5Hjx6dgRs6q9O8bNCVcfC8pMNybmLIbwvguA7kxKzNuKTL4fDmZoJs5F69enVGC4M7fjtzegCE2kbygP1+X/2OzGe4jsyXzdPy79tvvz26TiSlvpj1mSi/OL8M/jMH6QdGbT37kvaxH6EJAXlbX/69kj18lz42H7V84w1pm8PvAqpm/gLO6xcXF5cz83/MzG9ev379ty8uLj6Zmf9pZv6tmfn/ZuY/fv369e/f5v2vZubvzMyPM/OfvX79+n/eKnu3271m7Iw0nCfUWopw3e/3Z3di0S9r5mZS2JxIAMBQAR5EAiLnTR7+T0Gx5S/BtiVR0LcBz2+2s03WlD1zHiPLdZkWbRJ7grkNbmvyh5lSeKQ93LU05sFj3GSaM6cxeWw6Y31tF2i6p61t55fnPv7r5OPy9B3IezPcMNPV0XtqCfh/+s1+RGAQhDBlV2qaxDRFDUtSdtdbNDTzNB3S1rTLgfdCY5oKm7BMnuR/8uTJ/KW/9Jfmr//1v368P/Drr7+e58+fz69//euZOd04ZQ7HNBQw9fTp06Mg/u677+Y3v/nNiaM6o5CHJm6XaUKhufJJ8pqNn9rMudP2bndz9Q/H3XM+/CZ0JIhl+IrkZRv4TSKVBzTdu3dvHj16NA8fPpxPPvnkGBiTfUq9L1++nG+++Wb+5b/8l3M4vPHJId/j+Fp73zYIKTeHX5jfY8J1kjm33+/nj//4j+ezzz47xvp79uzZfPHFF2fCOfInZXmjvdvtTq43evbs2VEeuK8e64xFE/otcez4P9+13/bdJB1S99OnT48gmVdcMWQJzZoG+wYYlhvcCDbtmzezyUs/TtZn2bAlm/yeJnVaCVjPStPV6ko7/nU5r//nM/N/z0zuBvgHM/NPX79+/Q8vLi7+wdu///7FxcW/PTP/ycz8zZn5fGb+l4uLi1+9fv36/P4YJJr7ckqBfk+Hw+HM1Jf819fXZ4DKoRliKiQ4mrlhuDM3wUUZMoFALBMv8UAaeqZGjMzDWptVfgsVJw926vd7Tijv0FoyQGK57TnrX2lJkrjDXOUxoOJOjEz0o48+mufPn5/szu28m6sMUo7fpx6q5NOnFicodZteq3EKMEqZFJbff//9SSTq5Kc/VnNS5rhTG5H5fHl5eXTmnpnj5aFmPHYqtwA7HE6vW2H7/Z3nmHfNBBfsr+Mzpe80FTZNZ4BPhETGOocY9vv9PHnyZF6+fDl/9Ed/dATbBJsBOjNvTor94he/OB61/+abb+bLL7+cZ8+encVNo1DyGmyahdDscDicAJAIQQvaANQAKgNPglumzKW2SQitWY5paa1bTgByg5TwAtH4mAZxio5WKOXEzPb48eOjSZXzh+4Dee7TwqkjYM9zlprRmIzYjpnTWzzaCXIeWvLGxJvHjz766BgH6vr6+igHeGAmdON84FwhaPaYNLCcvNFwx08v5TmlTvvHMWBuu6Cb5sJ8R4DENZt/zedrq20OZZM80Sbt9/sTF5bky9+c52lXczOhLLH88SYn8zCygsCa9OPv20DxOwGri4uLvzIz//7M/Ncz81+8ffwfzszfevv7v5uZ/3Vm/v7b5//j69evX87M/3txcfH/zMy/MzP/21Ydh8PhBBw1Xyh2LL/z3j5aMzegiNfe2GbukA4BX1lUdlRv6n+3i2UkWePigWm7HP72pCKDYv9pbzbNGroPjdgvto8BQ91W7lA9JiuUP3Pj3NwAVvLSYXelSrbPCIVahHxUy81PwWOYBcw7pvieNLXTrBN30lzYBHBsFxltBNKjR48quNjtdkeGnm8YVX1m5rPPPjtz5LeANkMyqPQz77hDo4QPoEbEzrgtKCi1jGTieWZQeX19fRT8+Xtm5s/+7M/m+vr6GJdot3tzjcfXX389+/3+xN8wZqaHDx8e60uojtxDSH8ZbsI8DukfNVg8fMDx2mLEoTNPgtLnLfPIbckBApr2Ug7LTjuiOePpueRJOxMLjW4A+/1+fv7zn5/059e//vWRR4cHffXVV8e5ud/vj6EqLOhnTrWTpCfBeADTTL/qhocAPKcTRTxtyWGX0JA8IJsSht9gIF2mn376ab755pu5e/fu2c0dDXhwTpPW3DQmH9cMTWr8zub2Fb8MH+GhkfzjuiffDP1yKMayzvOJ/zNP5i/LZbK1hr9b+KH89li0+I+klfua9dyUHLvdbn7/+9+fKDmy+cj33AS0fjG9q8bqv52ZvzczD/Hss9evX/92Zub169e/vbi4+Pnb57+Ymf8d+f7s7bPthrxtaAvamWSCU9vkRG0Xr7bJgjEQoz9W6uaJwKB870DariPPmnBOP1agwjRxPQZfdmDn7sLlWLgfDjd39JlBJNmHjJPK5SVtmR3z3ICEgtn0aWNsX5SZ81vTTWsyJfYlTJm+HAZzzffFOyAvOIJCLmybbjzOrIOmkQiKfEOh++rVq2Ne/qZPUU5v+e6z1N/i5US4pd30y0o5d+7cObnAttE8fYk5ixq6pDifh27U3lnrlFN/AQA//PDD8W63XBhLusen5JNPPjmJefXixYvjfYDPnj07BonMe/7vtWMQad+91RqcOT3pFw0EywwgpwN04xs8kr+aO+QNXHfe9ESbSmGUE1qMe5Q7KAMwMj6ffPLJybz87LPP5quvvpqPPvponj59enZ3o9tBgGS6MtL99fV1jftFAMd+zcwxLEdzfSDY2u/3xxh6r169mt///vczcxoI2mXn28PhVDsZmmY8PWaZ448ePToBIlxzWZdZk9ac27zLjVFolDbR74ztbmuM90iGnl7fnOMrl4b016EzWMbKOT/lZ6NrMzHLWAGvmVn6NRpgebNqFxzL/q10K7C6uLj42zPz7PXr1//nxcXF37q1xJmL8uzMkevi4uLvzszfffv7JAYVQRUXAcMiBAjxGTvME2SZGI5z1RhM8vKof4hsH6swnS1k3QBR2wmwPcnHb/MNAeNMj2mVPvv7lMs62G+WadpYE2a/Kbedk56Lk3WZThY2/DaJZhIynuwmHPslTMkLd7VYwtQMjAO2mnCj2dHAkIKCzpPMS8FBTQHjhn366aez251qsSLUMq95kTVPluX0kudS6iOjStvsFxRBv5pv+TZ9p1aE5fsUXNqbOlhfaMCxZiT+zKXLy8u5vn4TvZ9Xc2SdEGglvXz58uiXlWs9Zk79G+1fwrXgnWx4BH2ZLPj9m0LRc52CkfOnJZsJCUA41zxv6VPFQwusa79/c+ji7t27J2X42qlXr17N8+fPT6KUZz4+fPhw/vCHP5zUyZS5aB8qm8vMzzlebK/peDgcjtqqx48fH60W3CiwzQzJYF5wOBxOeB819pwL0fzQFG5ndb7jqcBsaDhH7K+Zcaf5zfPFMo30J5+iSc3mT89dA0qOB+czzZnWzqdfyZe8+d6O7J43jjPljS15RbSv7APBfePnBv6cf6bBKr2LxurfnZn/4OLi4t+bmf3MPLq4uPjvZ+ari4uLP3qrrfqjmXn2Nv+fzcwv8f1fmZkvXejr16//0cz8o7cdee3QCoyxMXNjzps5PY3H90kEUARCfMeUcnzC0ODn5cuXJ9fpEHy1nRho9iBgAAAgAElEQVQB2GqiOvkd1bhcJA28NcaZ9xYE/Dbl830DdazLZhqWlzKscme7WAfplj54Z5aU3QsFPZkDT6PwRNrM9rUmZmrJ08BIo3fKIxNJ+z755JPj+7Sf38Y3hP5Ah8PhCKYirAKwbG7Y7XbHSPTZgOTZ4XBzZPzrr78+YyihW5hzmNq33357dgTciYwn/3g6iGAj+Xa7m8jjDqBIEOv57blNgBVtSoLGfvvtt/P5558fy0iMIt6gMDPzJ3/yJyfmmAR/5LylsEkfnj9/fkITAhTOBWsGWvL6aIKNeVfzlmU0QZH3Xmf+n21I358+fTozN4GGX716ddQuBlTNzFEzGrN0ygotVms67wMgMhcDHBiygH1qICLv8s/yJN/cu3fvqMXMWrEzPvlAwntEM/vDDz+cbFYspM0fOb/5bOZ07ZF/JeW9zcN2As8cJIDJ/Cbt832AZejvi7u9iUo5dAeYuYngn/poxuRGeL/fH82TbS6Qfl7/nCPke3xPWWb50sbVdSd5vTcL12qDmfQXutLmrcbqv3x7KvC/mZmv4bz+yevXr//excXF35yZ/2He+FV9PjP/dGb+eMt5/fLy8vXDhw/ze2bmGGzSHbM/D79JoqrfeXhMf2aOl7e6vEbMNiCr9/zNsqhd426e9RMwNt8xa91SFids0zpttdVpK78FO8tIPppWWUZbOG1BJa/Nd85PNXMbGzIoOkWSXqzbi5HMkFq3mXMTINti8yLba4FJjV7qyU4rwP3x48dHnxa2ozGgw+GNiTfC5Lvvvjv6D2VeXV9fzzfffHNy0qyNb9pqBm4nVTusmvnafyQMOGXSRJg83kT89NNNiA62pTHSX/7yl0c/mDt37hy1e3HQTZ/ieM1xNugkaHK/DIDahsN04Dql6bCB/oANOmlz7Gkiy7hE+K9OlRmAGHDtdruj2Xlm5vPPPz8CrThtJ7RF5guBZmgdoU3/NYdGoQBfgYMk+yvO3IBwjoOB436/n1/+8pfz8ccfV5Pk9fX1iSnOwnjmjSkxQTQTVDRyY+b05Kg11xxP+iz6NHTaa5Of5xhP1kWTHvozhAs1cmzL6gQv58PMm00Lo6xzLnqz5LJsfWDfvYFcbQRSPpP5kNeeNZXk28xv3mY6N9ePpNTxb+pKm384M//44uLi78zMr2fmP5qZef369Z9cXFz845n5v2bmMDP/6W0nAi8ubqyH1CbR0ZwaqMPhJuaIv5k5NY3MnApMmhfjnEgAxzKSDBb4d/LmGU8e5m/ukpy8IzaDtdDnpPBOOMzB5TCxvPTHDMCCnzSYmWNQPD9PuaSfTYxuA78L2Mmi9GJgsprZ8VNSns13bA+1WczjHVUbk+awTICX5z7Wm104Qw7QbGaNSU7HXl1dzatXr+Yv/+W/fHISMG3iidmYudKW/X4/v/vd7467cvoKtqPZ1v6RRh6/mDe46yatUicBRL5J+QRpiZmVE5QEBCvHcM7B9IuOqJw79MvMARNvFA6Hw7FuO9p6ndAXheY0n+zKtwSG3FR5B29tBvNkzGwSnzk9JJDvmsmL4zlzA6YZ7ynzKDQKQA8dLVA5zy8vL49AJFqtjz766OTwQcCVnYLNs7hO850BLlPmPOfh999/P3fv3j3enBH+FZ589+7d+cMf/jB37949gqi7d+8ezZm8Cib0CsDynXlpM03C1Fgl5b3jRjFkAjeDLP/OnTsnh3Tow0SeZI0x08oRPuNhM/zhcKh+qgF43ETStJc5fP/+/ZOArDNz0oe0ox32IS9bAZ/kid9a1mTa5M2r10OStVHmM167Lb03lzA/fvz4LLBffvsKGyZql3x1DcGXNTy73e7k9nICK5sS2Z4wZoMntjF5V5o0AiwObgNqrIN9bmi6MSa2/3A4HB0lfR8TaTMzZ4DAQIeJNPA7qpj5zoyUk92Cou2OGmBsi6bRIO1iXWEG1iiwTuYxvZwa0/fObeb8Qlb6D8RXKFGeY2LhAY9oDULTOK7nXwRIIomHIbSrPNImXlVDYEpaNPPgql/UlFDgkDkSQIQGOXrvnTdpzDGgMG2/k1KOnVrzjnOp1Zn//S7PCYDafKW2itoZ+shQuBKwsX63123kekiMLNIsZhmuzeQPzcIfMx8ePnw49+7dm2fPnp3MAwLD+AHmqhSOZcIuBKzlt/0OQ4Mk+635rj36tnFuhL9lo/Ho0aMjeOJ1WQm3wbnCzeOLFy+O2pvf/va3VcvJORSaEAByo2EfJNKe48o11PhvfgegEsw0/9SVNnClZeOa9XzjyUyaAwkiyTNX5bMNBFlNA+V+57c3SK6j8ekmQ12fZRa/e/bs2VJj9d4AqzBT7iZnTsFU23Gtdi0EOiF6A2h0lm9gKPkPh3PNlmO6MGApB9L+X0lNWIAmJ33M4iYIdJDTw+FGi0amYXRvIck+8H0mGeOfrFS4WUCMIUXGk2+yQ1mNJctmvexH2pb6uNPaoqeFJuun06uZpAFgviH4JCOkOasxMIOpmRtBmv4aGCVGVY6Pz8xZOIWYJvb7NyebAsACbhMxOt/x28PhxiTTTuyRhqSPzQoEBCnXIMtCsvlt5FvPJTL5tKn9bybLMvjb/2eO57eBW/JSy2ATSJ5ZG50yAzJmbrSjNOnN3ARR9XwMrdIWB1vNMwtlmwDTD9PGYRZ4yfl+v58//OEP89NPPx01WQHobOf9+/cnrh1xWo/5J2a4mZv1nI0X56M1zQZd6YfnDsc//+92N470WT+Xl5fz+PHjk5O2v/nNb440OBxOY1MFhF9fX89vf/vbI83sDG6QaJO550zysF/WZGe9UNtDPtNkIPkRx9jAinVt+Xi1OdPM/xy/jz766GSdrOTNagNH7ZX5AMtsG3fmbVahxuMbL3BdkbGXl5fz/PnzDwNYNaLZ2fxwOBzV1G1C8XSgAVPTLG3Vlfr8bgXQeFIwidozC/eVlif1zpwKiNRHEyf70E48Jp+1eDQBJoVeDH6aNtA8lXraaQsmA7AG3lL+TA+hQOFo7RfLDWhrp/88r+iTQ8ZoQNl2SE1QEuA9evSoMjzv5lYaq/1+fwyL8PTp09nt3piPogGIQDscDic+Hhn3+LfkdFzyZX5eXV0dQwpEYHDsuAvl/PLJnsYEW77QjOMcLYPNXwYD1vgQ2LfUNg+r93mX8ppWiPk8Vs5DkzTnnvtIgGDQnfc+deg6WrJGoWnF+G0ciVknwRXX1+PHj48nAwOufvjhh3nw4MHRZPbq1at5+PDhkf85uHPuq/vTP/3TYxvo22J+Rwd2rkn2tfXR5vTwjSdPnhx5bYDi1dXVfPLJJyenawmQYkpK+3gSkocnoskyKE+7uVYMene73Qk4bnPCfXSe23iY1y3bx3oJLAxUmj+l/UfbhjbjRZBpHyvWx3XrclcgknTgd0yr71qb3S4CM+Z/7zVWl5eXr3mc147m+Z3UBLQHJJqoVt7KPGhT4m53cyIr/kiMlO7FswUc6NdCrZXbBJrUdqb/1I55Me92uxPn8SZgWEbaaPqSnqvdtxcs28lkte4KqLiNXtztJIwBmtvuZ37eHHyTDCLMtFrdLJP9T73cSfJ77qh2u90xmnh+JzxAdv2pM7fWU7hQ85C2Xl9fz7fffnvUNFBAEOiw/9YQRdDErMTyrZlKPpYbswEZ/gqAEFw1nwYz3szT/O1TVM1JOkE5mZozfpL9mvI/NUmuJ7+beYZlpi9sH9cAgR/pzXw0jZGWbFcDWv4dWj548OB4vU3MgASlMSc+efLkyHdijs6J5pcvX85XX311AkzyPzdsFvqk32pMDOwzpu4L+zRz6o6R/Lw/L2PlK24Oh/NrazI/fYiG8aeSuLHivLd23vyDLghNU26AYgdza4VSzm53owljf9pGkP6ULdGUx/a2MW18NFaINsYNLBpwkd8ECEdGMu12N1outs3tdF9Z39tN6r8R5/V/beni4uJ4+/zMqWNkO+FH4GTibvlj0bx4OBxOAM7MeSiG5CHAanGzeDUAmX0GKRoD1meTXcAXj4T72Ce/sSMeGZQBRwNapG/iACVv0gpsMQ936gE9SW3HkdTAYBOU3NWmPQRV/G6lMUviTreBce/oXKbHxeCOqm8yODqWhuHZT2u1o5p5M97UMJJZRBCQEd29e/ekf2kzo91zfuR/70rpGMt8juydvsUxn/QiY8r8oFP1CuCyfI59A9VPnjw5zn8K/fSB5pgkO6963RrwJ7/nWBOwnEfpz+FwODrwtj42J+IGdA2+OXYWnJ7DEdwUKu6DtVXhOdGi5l38keKcnvhQNLnFr4+Jp8y4tm1OstDzAQmuKdKm8U1qAKmpfvr06VxfXx8POpiXJPZVEv2qmFJfxjVX72T8mhYqY5VxC3ht5kJqKr1+GV8va8Qa55iZM//yvU9YNlDnb5IaCEv92Yw1jXMOGbGugCHXy7Jcr9tNzTP7sgJgpLcBX8bU9E0em+dbei80Vru3zusrrY0JQ1PVlvYpzwMsmI/aLGqomKeVx+QrHdhufs/7Cg0ARYeTOvf7/TEqNB3NzTiYHC2+gS0Gk2TsEv9vrRgdgtMOBg5lu5naDp59znPWkYUV7YbrzrdtJ9d2OKSvk8ts71i23zVQSMDhHasFZRgDgePHH388Dx48mI8//vjIKHNKKeVnXkV4PXjw4GS8csIrp7liwnnx4sXxNJP9Wpp/lIEfmeRtDIZO2SmDgKHN4+bInO/sTxR6pa3NCZeCi/2l8GlAmzRojtU2iTRzTtO40fHa/jikkzVUWxoRCpWVSbMdIrAfj837AU2PHj2aTz/9tGq46YS+2+2OPCv+fIwhxXwcP24M0942HqTFzLlfX/Jz7dMR331LWBLWmd8Wsm5r1hbbxdTmC32bUkbmhjU8ycd+tbpMkzyz1smbmNYuA/TMF27KmlaU5Rrc5Jum6TKo8ZxdHV4iTbx+vfnYclFp5bnszBXWs9vt5te//vX7bQq8DVjxtxccypiZGx+s5v+U3zNzBqactoDQbacPV+0jwLJvFbVRTk0ApK8GM8zjU4Y0Y7IfLbU6+M4AyiDD+S3Qci0Gj6t7p7cFePK3QaYZ9sq3YOZ8sW85mzdNHPOvdlutzcxvwTAzR0AUM0z8Rj7++ON5/PjxScgE+1ndvXv3CMJ90OCbb76Z58+fH02Jh8PheCqwtT/tpV9IaLHf72togWjsotZfzZ0IdzP/mTn6lH333XdLvyKOa066+l3GaOZcK2LmSkG6Mps1YWInZP7tfm6Vwf43/zs6uLM+ft/8uxqop+M7v7UWL/Nut3tjir5z584xQC0PBOU7aniur6/n2bNnJ3Mtc5BzogFZa+osWLcAw+Fw4zfEeng4Kv1KMpjiBra185tvvjmbSwEfHn+30cAl/2etrnwvPb4GPzFdPnr06OxwEOteOaK3lPzUPOV0acbJYCTAPPdzui67GbRnbVwoQzg+pLVlY8bd4I2JIKxZbRroz3z/IHysHj58eGbGC2iZudEwkYB+h/KOz52naaho1qNJjm2J6XELRPG3nTdv29EYCDFPykgioGtlMbVgokTynkRG5S6XzIe/W3nJTxU1F1uj3W53esqDph+W2dpGepFmZt6tXgeuc5nuNxnabWA/AM71hiaNGUSwpZ8PHjw4hl3IHW3R3HJXlTzxaaFG8vnz5/PVV1+dnMZqNCJYakKt7XJnzjU1FvzMa5BhzWPyWMi2kA4uywKogQnS3HnyvIGgptFLMmAjXZvWK3kCgHhJsulNDQfbZjqz/KbNSj7OY/anHdz4+OOPT4LV7nZvHMDtAxu/vZRLoBXtaONnAWmci9xseF6wvR7H6+s3Nx1wDElrfhfzpk2lNFfmW588W/Fy8oIGjqwpSv9YrrXjGZe2phr/NBBJ39hu0tK+ei6PiRtgr2n2JeDKY2NrBvvCsbGPWb7lc4NR+0OlLt/f2Pwgfcgg71IW52jyvPfAavf2VCBDCXiSzHQfqLffVwfw5OH3KXOrjpl1iIXmWI9+nDm32+nd4Ct1b8XOcl+TmiN9yp05Nwf6PWlqR3cCF7ah3eNIH69mfyZIcn7f+8T6bgNJXDwz52po+9WsYqm4DtftZJq0S5sJQJrWJQzUDM9O59ld5/6yRI6eeTO+Dx48mOfPnx+1f5eXl/PkyZP57rvvjqf/AtT+xb/4F0ezDB2HG4BoY2ggyecWGk3gJ9EPLX5pKYfCq5mQm9aJz/OO9PNmId/Qr8MmMs7ZaItCFwtNjzOBi0+BJTVQaO1Ukv1P2M+0mcC/mcfYd861/M3xzrd5n/mT8h2HL2UHSKWsOGTv9/ujwzfHk2s6Y06tj1M7cWpaeFOQdcb5kDopKLmJ43uCE77f2kilb5n/1DTapBZ6N57kzRe/vb6+Ph4gibbK8zt1bJ3ea3UaDLJPAdVNG+qx4MlOa/fzjbXgzVxKs3UDkGxfymgHRfhd8vp7pmjNzbtT5gdjCqRWymDKi5KO6ARVnmABNajr5NkKkK18sfLOIIoR12mCab5XKxOctUvNN4ttbicfXS+1cW0XYgbSwAyft2f5v92dmPfNR4nlbdnSmY/PvctyO316ZmXnXzFM0qXt5FsbG9hr5sL8nbLNLAKwWNbTp0+PZrIIuCdPnswXX3xxPImVbyLoEk368vJyfvvb387hcKjBDQmuGhAhw3V/om1J4MPQOsJgpgsR0sCJAJ1l2BSZ9t5moqNwo2kuieEWOL5sq02XTYPgE5QWPgHiaXcTbOyP++i/m3CzKZcCLmsx7+Ns32KWWatFDaqTNfwE7SzDV6SkL9ZYpT+rOcc52cxyu93uTFPBQw45Mer1msS1zLVADfBPP/105thts28blwZC8m0SgYbnBDdljMxuLRTLIf9swJTtaXya69XzLm23jGiaZ49bA1lsK+e7yyBA5SYm83o1tpwblumWfy6DYG3rSpv3BljZaTKJz1ahF1YEXIGXvOPkp/kx9bWI7Ek0M1LT5AnZQjysmKljXrE9AVAESq1dWwCIdZF+THSg5rs46Fvrl8Rb7U3HBqZW/llb/chzq475vQV2W7BsgwEYy8wCJqiyg7y1VatdVFITDG1XlX9pYzS6YbbxubJQmrmZm4nK/urVqyMDTgTp5KfjbBOYrd8EWQYn6SPNN9xpt2ehY3PqZtuaOZAaqbTHPhgzN5eZM28DiA0sN2DcHMSdmvmNTN3znZtC+8e5HUkEeARtTcAzedw4D90vAmyfGkx+CnDS2JuUlM2x8ZppbSWQjKDmvKS/H+lBsNHabRBG38Qmh7jZum38Pe+ZP+1iHmtNbRJu9CCIIV04dwgG3GaWz7mSslZAamtcvEHhmDRtavKEBt60rNrtU9gGXCmbG37mybxNMgD1XE2MwsyVDyJAaEwcIcqWae/tN5UIfkbBtsVgVsFBmzM505YDuH0QbgNY7hfblwFuPlMtHlVztrbpMH2MII5/mVX9NBXmGWnOZ9QEZqJSpdpAnstr4K89dxkG114YbeGsaL6aK2Tg7n8Lt+C2JJHZUZvCRA1UyszVHPk7vi6Mv7PbvTmZxbAccSKmI6aPKFNtn7JSD0FNnjkRzJK2K61U8s6cnzQKSCDj/uGHH47+HRZ0GbP0l7vbdsjA2oOMj0/ipQ9tfNiH5jvT+vau5hO2y/Q2wMsct6Mxv2fbKAjth5IyAgKbsAqdSfOZm/mUMbktNEX+t3Zh69Sz6UZH6tDGedoYbGnpSR/zN/ahtcs+cXm+Wg/eINKUFZObgd5Ki2nNLsFtALd9nch/SSvPXdM0z6yx4xw2XfLboGq3W2u2SbPwNvJzuyeYx3Ku5lmTOymv0aStp8Ph8OEAKwvlENBO4042n/l50+zkOc2CBFJbgTtD6ICQprHyMw4OLz9m3kKXs0V8GzBjnpXGjSBlBUj8m5OWk7O9y7NVGa3Nq92f25q0xRhW7eYz72oJGLiLo3bKzI1CkAsugMdAwXSZ6Se62q45zIGnXDIHrA3wGqATexN2MQe1diWPHVENRFc+LUxk1s1B2+m23bLNus7XQDxpsBKoaatBWdqe/OwTgSC/51U1aUOEiIEj20mzHfPwf7fnNlOgQXTq4nfN74Tz0O/4fre7ORARc7U3eNT2zNzM9QYUTRe3vc3nn3766ewCXo8N83IO8nm+yxiwDwmouTLlM/lvh7fwJs2mQftSpf/cbMzcXGbceGtbY54PjeelXINNzvHkN31tNme7Wf+33357BvrsFtL4O9czeSvnlzddBl4sJ6n5ZTFfyj0cPgDn9Tt37rzO5CGxQoRVPKuZc82Dk99F0LAcXpHD3dJt2qrU7ZAQATQ8regrZPhdvt0CSgZpyedraLjrS7yq1OeyGxihr5gBlk1/Dt9A4UHw6StyXOdqZ+A2tPcUfBSYHkt+T4fJlJ94UVv+Bat2N8fLCCkeaWfa8ifI3xROh8ONo3/m7Aq8M24Q6eLd2sy5uWLlB0bmT/DUHIoppAgQVnFsfDx+5exPGjG+WTNjNDDfAAPbOXPqMMt2N/MS66GAyhrMNxEcpL8BY9uIhJ4RWgZBW8KOfV35sjS6evPCdWRQulqfBPltDJO3aUxZlgEl83jeETy1+WOwb5C2359e8UP6NXOz+9R4d55xDSfdtpEg4NzaYLAvqdNhN2xu5NhfX18f+YqBe+Y6N525qcA8omljm/Y371bA3uPM8C0r+vP/Nuf8d8abzxo/z+/GW/b7/YfhY7Xf709AQNMYmTkyGZE2J3D7ReUb1nM4nN7r59OD9H+y83orj2Brt9udRWn3KTsLPtDobPIwz0prFgDEPvE92+p7Dl3WCtw152v3YcVkKYg8vq2f3n0YPCUvr1KhAG67ei5ulrMyiaXu7Fxdt4HGzLlpNm2y5ou7YKZ8s/Jxcf2skwCrjVPboSY1bQqZL488J8ZNviMNWyKYaSY0M+qUZyHPtvlvz5OVcLMw5Qkkmtc4L2k2jQCj4M8cbKYbCxRrYJupit/Y8ZrCgdoC7tpbGQYNW4m+WGxbczwn3e1rFtrbp20Fijg+bqf9exJuoWklWQ/9eDi+qcOaMK8Vgu7WNgMja+Zmpn7PuWUQY22WaUqatM0D22iNWUvNJG0NVuuXv10BLqfV2DfTped+/ud8XPGD5KWLimUpFSGuK+V/EMAqzrnZbTcBnr8JjmzumpkzoNSE0MyNRsqnBlNGgE8GlloagpIGkkJ8gjm2IRMgws59WTneR/vTwFIDaluTq7WNzxsworDyuCQf44BtgUWHWuD/dsh2MuiiRuE2Z/GZfsoo5TY/DZ5EY14zuO+//74CRTNFm2taXxu44kLP3xlDBgtlGwkquHPOySjv+BvIcZnsM9vH780oTQ+mlZaM3xHoEuBGIK80DaY5+0twR3rdpikwgLHwM+/y2lvR1LyP49fKYxlsG8sK6Ev7KBRDO9KAa8gAJWs2oRTc5nzjtpK2NnU33mDTvIWbAbuF+Eqbl9TMUqu53+Y4NzeHw80pwzxjIM13MWfbrEi+4tOnLoNztq1RJvPDJh/ZL/NTr5uVeTo0ad9yU+Q1znpbu7yRJg04J/kdZUoD50met3G7aM7/h8MHYApMgNCZc0Io38lxXuZJh1d+UTNzpkVKMmBbBepcgaqU7dAOi74eJwK1Vykj73mSIW1MHgaGZPvahHE4BgOWBmDa7j51sK7GYEhP7gj4nL+bEGr3GrqOVmZAURiWmTcdI5NWjMgmB2pmyAzsGG1HyrbrI3hje+jjkvhTdAg2/dhu7tI4PswXxsNxctvZPtPJJwPZjiT7JDWVP/Py+9vi3fC3hQKZdfPbSf00JTJWFJPbaoC1ms+t3QSDDEFBYJNn+c2LoZtwIVCwgGwAvmkT8t4A6M6dO2fxrdrhH2sQOIZJTVtJIBx/Gj43CKHGj6ltjKiBYn0NBDAZWNrZOaCJ8mi3e6OxDlhIanPHNF6d9qPZuPnCNTBv0zXHwppgAuzUTb8sy1v2gWtpZdLP/41PNn7RNhN53jYk5meu18/NE/nu5cuXZwGW2ZfUR4VHyg8O+CCc19vufGZtHgqwWflENYf3Vta9e/dOdvp5RiCzdQovQIqgjiCP36W8tN/lsaz0ZwWebAPmab4MPmNK+fuUwb/d5wautkI8tOChbdGwLrbL4MbtaTuOtlBJFwPv5kdFBsdYKDNduKcNTSOy5TvB8pJWpkmDTtNq5tQEy3E2XdIvaiTcBz4z42xjuQK8M6cmJn7HRIE9M9VMwvY0TUvKIFDx8enUZeGaOjwvm0M8BV7KawLacyRjslpnbX050TmZGkZrHtJW0owbifYugnp1bN0HKhoIJgAhHQI4OM4O/kmNZoBRvk+fOa8NKryWHWrCfV+NX8aKTum3+RBtzWdrB2du1kRivbHuFlagmQmbb5LnzwqUmAeFz3FN5z5Nt2cLUDfQbbrkuwbQvPnNeOcZN3wzpydGyQfyreXefr8/8fMl/2rxIdkWW27Mjz8YjZU7OXNupjsc3u3k3ipC+8xpEFG+T57mI9XKbXU7ejzrpUaM/UgeDuQWuKEAaRHh83fyNSd50qZFXncIB6tgm0bNAI9944Rm+5tjKBeFQSH9kjj5TSfXaUbIMvluZRpsYQbIBL0TTGrmRJa9peYP02rzNOWR2YZuP/10czLKiTtUH1W36YKagKblm+kaKvedQi4AgeVQyLsc7so9Xm43y1yBeQtIgpO0zWCFZaRea0UIGki/dhot+dP31eaAz7xBcWrAMX12QFL+TnlN2Kesdjze7ZuZo/N35sSjR4+OYRzanOK37lfTXCWvQUe+t+Yq/eOJOc/XpDZvfSJza2wyJ5J/Zk58pAzO/LvNObez0X8FAmdO+U3jdZ4P5kukZ+bECsi1U45sq+f4bRuKpPBWb9Ts3zxzHuTToNAWpsPhzc0qlk0NVLGMyLf3HljtECDUk5eaqZluusp3TZByQhkIGWC1ZGA1cwroWggHPrNjuLVSrVzXwT66bazDzxmfasvRtz1z7Kq0gaEceDTDltwAACAASURBVHE0F6/9zlxO2wnMnO9ATNfUxW881n7WNBjJk2+4e8rznBJsDtbpJwEC+8A6VgKeZoeczGG/udOLAzAZL8uymdCgtGmGVtqW5nfSzAVsJ9deaJX++kqXpi30eKR+pyYQk2xyIRBuzuL+TaEfmrJ/zT+LQqTxkObjY6CzMjE2DSfb2cIwrABHA60GT6bLzOlpRKaVczA1RWmvNY9J3JQkea6YHquYVRamzffNBxDYBtMo2s+ZU02qzaxtjEkP5uPmgG1gGxvgj6bLGkHSMfVxLtPcaB5Jvsa5bi0o40A1IGQA1rRJfN/a7PatwKMDCvP/tjmnrEpqFqDd7lQZ4NBLXtes470HVpeXl69/9rOfzcyNwA4QMhCxCa0x6QzwgwcPjma+vPN1NjPniHdm3slXahUB3oy2BeVcxZrK+/S/JQOYrXcW7PlNurZ7AoPa89uAxvWl7wZwLDeJbXO97D/LMWjmouLJjpWfQPveu7eZ03gwzMffFr4zPTgm615pSSzk/F36yDJp5rT5r/WJ/acAnrkBQe5zA0weL+9Sre27vr4+mhcsuEwDggW2eXX6Kf1vR+QJGFZ3/DXNVaO/+06QyfFj8vi77Oaf1OqKcGM59tlaaW6aJmNmThyKG3hNvam7CT4Duzy36dFjujKJJlETuGXGtd8Ry2Lbm+aJ7WRbvQbNf1KeNZXmKc28aYf0POfaaWuK7ctvbv52u908evToOCcb32Rq2n8/99gYtHqTkecNsCRl3DKfsvHjHEs5bfO7Cpvjdns8WGabdy3wddLKysM8H4SPVe4KfPv38V064lAMSc2Z3KY7C2MOoBkbgUSLxE7AY0Bmp2um24KAxhacunmFDetm2Y4rRXBj3zBeBk3asQ2NDqvgqu5D65Pb7fcU3iwn77zQVgvJbWD5HIecaLJAcz/SLsePSrJApvBLZPC8y27L8211OqYxdgowM14n0tv52OcWv2p1SoxtSPnUZlDIp8yVNmHmPHZW6NEAuudjA1tbWuyZfgozz33SkGnl/5Z3BnptTFrbKFzS1pbH/cjf1tzF5OQ2NIHDfhH0NE2ladF8jPh9czL3fPS4bgHq1Jd51canHYDY7U7jclkr2MCy369Mo05N85nUDopYE8zkcV7NgTwjaEifo0VPedFO+Xveo5i2tja0+rcOsTTgxblOwM91bc0WwZfb0gCkZQ775Lhq5El2l1jR3XN35gMxBTZgRY0V8h5/t2OQ+R1gxOc0kZlhp+zVJA6gehffq3wzs32HHu3EbFO+22ojtXWxE9Pvqp1kSHKYhlVEe9LMqcX62AKPDWw1YWLQ2/reHCa94Pwd6eP6WBcZVE6OkEGxvpbI6KglcLvyN/3F8s1Km2IAyj41YUAGkhOBZLzWtpjRt3gznMfNmfZd/EZaH00/C/xonuwA3UxpTKt2JtEdwL5c7DOFYdMGbc1x0yXf5OJqptAtAN3ltnXDdq0ODfAbzycKotCXoGPmFNCv2uLvzb9yCIDO3W0+uY3ZCPCb1Ms5y/pYTtPsGZybJu3kW0sENaRlwJjXdUBE2hbakgYuhxo11slErVC+a2PPtrQ4afx9OByGd/i6z5bFrKOlBmoJEAmknS91uF+eg5RnDo7dZHBrIy0CLc7VzJu5/t7Hsbq8vHx99+7dIyEMsNpg5O8WdsETif+/re8EFDlwaFIrh++oRtwCWXmefGy/gZUBUe5PXPlTpewMfjulGEd2ByflJOQktXawXY1jUyP9rWjKbYuW9PTicD3Mb1BiAeI5wEViYNPGtpV3OByOJq0ffvjhSMP4rs2c7ojYTvbN86cxOL7zHVwz5xoUa5gsqLxTNVBaOeWaNhZKSRYcdvDPM5s9miaMO2vHA0od9LGx0DW48hikvRZwrJtat2a6TbnNfBr6UttGjRh5VWjqk4Zs836/P5l/HhvOBYLRlOs553H3CdGm1WNdzW/LwsaaNNMwNGK5bW1wbNgO9+dwOI9FRkDTTH70o1sJ1pUZ1cDI2rGMscGc161PHnOMqaVxO1bt8bwhzUiv/L/qt79Je/gt8xJ4tNPFro+8kRrWWATa6fUG4thXlrPa2CcxLlXrt2lgn+ekPPsgTIFExh74rQjsNvflWYuy7rK3nNFXwp0D2ExxKyAxc+q35fayTr5vjvCsr4V3YH2OIr818Zr5sPWN7ePzVbiFRs8th3qCtuxkImCTN99nYbYTcKmH7aVjJxcRGUhz5mRfyFjsHL8KfOi2G4i0mFsBXdzNNUdX0jBlGeRY0DRzX+rmt/yuaV6YDFZYhrVGbBs1evRJYT4LIZqBCAyiBWogvJ3ma21r5mfTcjUODezatJl8GSv2h3W4bW5H8vmbgE2DE5++tIbGsZoI1jI2Bsd5x3m6Mr2t/KOoiWH/munPfIiA3OuVdTctEek7c+p/5tO6TZvmNrlvnicrkOTnBifpL2MC8jm/oT8S+Yn5EZ/T8sNxYDKPahvW2xLpFHr7O2+ICKzMs50/f8cS1GRx49sz56fpZ87NhE7vPbBiuAULtzYpmoPyCtTkmxaiIROKJkeeDtjtbu4RbD5ch8O51qoBJmujWA5B0crMyMln06gDfxLctBhcKxoZdJnGjKbO8qgRW+2Skj/tp3nUediHFrahLfosFs+Rw+FwvNDTTIqL1+0laKMgnDkNrjizPlnKNrFsM4vWl+YEnHpiIjocDkew+ejRo6WJzUKHfaBzd4S758VtQMmOygZsFl4WNIzvs6KhxydpdfIx+QgwCVqYj6CMNF+dNAqNrFFc9XGrT+Rr2SBYA9D6TXDDTYbrcPvpz5c+0sTGNjmxPIcMMZBkHZy7DTB53iRlM5U6KJAJ0BwCwICEwrzxgZlTEMU577VIcErQ5PnQAJT7PXOq8SINCdKSj4laGvPpZgpk/XZn2O9vbpPg/ZvMQ2CTZ6Q32+yNaANOBmiso9XT1lBbR3w300/oEzixjc0sancXKw7eex+rO28vYU4yCJg510w5zhV9qppZb+YGCK0csg2MmOzvxTYSvMR053esI+URnCQ1s1urkwNv/ykzFpfvCWKH9nYiooGQFZjyOHHx0bGeC6L5hW0BQe/cfIKJ2iOW5/KTuEtpO8F8w+esmwudgrKZyPh9a0vLS9AXZu/LVS3kWA7b6902n3sHTgGZFB+0Jpzarp40bvGeIiDZjwZuPSfyf6LUmyF7TJgsMDiHPEYrkMW8NE/6O5fNNfzTT+cxx9y21taZU1DPMlfzrIEXav5WgLCtGZpQkwxCCBpWmhvma+EaPAf9v8fMTtD8u80dxnraismWREBDYcwAvF7PK02v5376wnZ4Q0Qw5w2T+5O2kDfyuWnAsU5qh7xYP8vke+ZZgXW3L99YtnAdW364zXxmGeA1QsDEGFiso5kA8+17r7HavTUFznRtE383RpLnTas0c645YpkhpG3E9BVagbytv2e6PxTLWvljzdwAJIbeTz/dd6fQICYyo28m0pq+UU3bxfKtfcskbqYEl2FQlHwrU+UqWKkXYxM+twGWptGiQ3ieNS2pwdwKbG6N2ZZAZx/5LuWQAdsJnrGsTG8CAPuekEYWBhzP0I3Ch2WmfRbGaSvBB/vMfn/77bcneVdg23PLv6MRY/n+3cYnfWkHDNjOfEP/pnbSLELU8aEIwChMOO9WZnPSLuU3MBP6W5tJeq7Gi2UkNfMVY3utQhz479Yu09RrIKkBfNLO4MrvzCNuO+0WOmyBRP42L1wBplYP83BNExjaDcF9CW1tGid42+KVMx108dBVvm0aVvJWz/XW39SX56QheWvre8pkH+kPu8WTSdsGQNkn1vVBAauZ7jeV5zOnAMnAis7bqwnZzHkrP60VCGqEb21NWpn2AijYDn7fgn9uOcf7bsC00ea11JtEGjkiPGlIdM8I8qQvJ+bMqdPgClyQpqyXz7cYAOkZgcQ6m3Ml28r6rq+vz7RNW8zWgJIMlHTd0qD5aLGBB01eBH7sG8td7dRn5sRsEcFlmpKpeads/6+klbNyOx21yk+ndPoesb9tHhgMcOwYAoPl2lnb70P3fB/TVEJlhH6ke4u07jFs5lD2owHqmZsTkb7LjzS0H1R+Mwo4624+PgbapE3aGJr88MPNtSQ+DMA+NJP5ypznMfH88/prGwGXxzm7AuONz9gFwAAtZbO+1QEIlpO5RH/L5gKw0iKv6Gpg3saAYRlWoHXF21Za0lXdKz6W99nwMH87FLS1+bAZj23h85XMpiykbKOstSJh5gPxsfrZz352Nlie/EkmGkEEI6d64fl7CxQCm/bcAsr1vO3LSRmHw03Y/DxrzvQEKDTVBbxk4hF02jGdbYgAjnbJzGOl4uRuhDTy5CQ9OOlatNqrq6tjPtLcO5+VQGqAiMlgJcknbVbMczXHWB41qinbfid87zaRKRpgJdl/y/1z+Suwt+VnweTvG3BZ1TNzusO34Aqg2tJMsG/W8DAK95b/XnNENRgjvfiuHeuO1oYgyP2nIHfsLpuh3PfWjpmbuxzTHwrn0OOTTz45vmsmVIPKjAMBdPrgwJX2z8vY0Q8vc8Rlbc0xpgYC2iaEYJxry+PJ/yOEZ+YYlHbLBMi2s95810xqSQZ6ST580OK6zcwZ3VMn08pkytTWvBMBy23rmd+0ejIWt4154+Urfst8W3z0tnxJHDOa9LZSZOHjx49PwByVCGxP5PPV1dX7Dax2G1fabD1bDR4TTwhaM/Su3zOtQFF+36ZVSx5qcZqWifU5vIF9qlKfFwzDJqz6Sa3TynbtxZlnDfwS1RuohXYPHjyoTvb8brWg2AcyRfev9WHFINKv/G0VdmNG3GkSkKyciGfOY1w1XxBryVb9TRnWmKQsHulOmyIgIzg8F1IGNXZJMSk0k2jKaHejUYPTzGMs3+tky6E6fdvtdicX266EAsfBx/HtA2dQmO+sOTB9m6aCbbcptJnACBSYn+3jOmzCd0tYE2D4vsK2plsd+b5pH7keeCky15IdwO2rtRL61n66vQRDHG+b4JqW1nyMNGvrpfmTrTRPBMCkY3OEZ52tPTHrtXXLsv2MY8E8W3xypYnn/Mu3tDhZTrgO80uuoTaurX3Ol3csx1p+u7Bwo9/uBqSsdaDuw+EDMQU6QOhtAtyngVZCkBPQROPpQA+YU8AHwYNT8/Fq4Rs40ZpDvsM+pG9bpyFbuAifaAioYb0+eee06kcLDsp8TD4Cv4oPsrqbMG3O+LUTjF609C+yQ6vrmDkNFdFMa17MTG1uUvA3E6jnJx3gWSePsCef2+8TtO2927xirO5Pko+rO38zKc28u7lvZk5OKKZd1FzZvBVtVgMhBsJug/28eCoyfXL7kyw8uQ4sxBtIWQEZfmdfFGu8WJ7v0EtanVgNTXzfocd4dcjBp/gCahLrLfRt2jyebg3N28lO94Pvmxwwn2ee1elcr22uCQLFFdBr9fKZtYBJpqfXbaun0bQBlfbs6uqqnvhetWEFXFa+oOyzy3HfPK8t1zKmNAe2k+QNE7yLPLJ7zwpfsH8rf+MPAljRx4SpdfZdgVezy9rc1wjquuPITq1OA1ZGvO0EoPvik4ZN08P3PsGXstrdhrfZiF02GVWAGWnREL/pxu/znUNdcPI3MOX6bwM1rLvtaPi3d2Gu16d9+C7v88wnTlaO62HUzfT04sWLI3DkyVgDwbxvu+0Gkvg+Gri2K2wCnqCP2gSbSpjPmjT7oliL0hysHRqBbeS31IKx3aTv/fv3T0wuqaMJkS1fo8ZrOH7sQwNWLHMF+lqoEEdA9/wMfRwctZkGV7R22fk7AtzAbGtcOT6rAxM2q7a6my8T/SS3/K3cn+agvTLjeV5sbRSsXXIZDptgmnmeuB2rNcc+N417AzTmFVu05+/Q3SDscDgcTa3WMrqexke35v2qffk/WvTwH4KyNq/M920ZaX1zcr8YG/K9D7ewkymwLZjG+JMa0KF/0n6/P/FNQr2bzwkAAhBarKktZpF3Wxql/G3n+6bBYhuTrMZ0Pc2Hin1z21x+6ki/V3Vw0WwdiSXYa/kbOFmBX9Ob4ImLe9WvJGsgMm/MHFaMKozIV0CQUfM6Gb434FvN/5n1HVpui+nS0gowtLnc2s3YUwZVKwC8ZeawYDONCJ4c6NOhJ2a6mYxtYFqd9qJ5J23Y728uf14lg44kasfs9LwF0huYTh8JJmf6HYjWnNg3rvFVArDmaO4+rgI+NpO5E/vmsAdNSAZkmQakVf7n5iVj0BzsV5uA0GKl9ea8Sp2kt+NxJW/GJ+9iwj8cDmebIX5vMMKxYx3U9DVzK/3STLe2gWwbR5a18o+iuY98mc8y5o5nZ7nvMj1vPbe8YUn+5kLS1sCKT818ABorO69bw5HUgExj4Nxp8bf9rTKozS+KgUFT9wrUtdODLW/S1rsFfSo92OdVLKoG5FqcKrcviSpZLgqCuQY2PC5bQCvfWMC3HVm+f/HixfLC68YECLJYT6uvqatTd2NsoZOZF+nZmAWFWjOHREPV2u22kK4NBK5+N8ZkpmXhG4F8m9kn5dN/LMI5+ZKacG/ApDmmU4ixfPbXJsTm20Oar+on/Zpmwn2yn1gTvNSsRag6Lpad7kP31h634fr6+gi6vv322+o3QzDRtDpetxwna27ze3USr81R++/k5KVDQhhQBIDMnPsfNWEY0Oq2tt+rdWdBbeEfEL7iBe6/DwzsdrsjcLdbQtMGNj7F+sIr7XcW2q4cwVv5fE56EXwlrfw42VafCtzt3pgufQhqNRZsF+Xg4XBzaCw0Z+gig7K8I92Smp/Vfv8B3BW4e+tj1RzKeVLOA/zgwYPqj9QWvSOqM/EbAiUDGmurrPnhu9t+p1ymBiLdBtqbRcNj/3gq0Hl892DKbiY+0iffNxDjBcdvVs8zpvZpYp2NoflUShZNFrQZQTOzsK6VaZALsqndkyfMbqVtSh2N2TP/o0ePjrtVn65cCQO2vwm8mZtb7EkfA4sG8ptjPAWkNXykm8u1T04zH+W5gYed0nN6ruVLGQEhpL8Tv4tgjzBsWjVrR9hnm6hWGg8+a0CG88QO6w6e6X7sdqfX2LSToat22Xmf/aew9prMNzx52MqZOdUGsa9cl23OMY99F7cErE2PBBTNBOfTiTOncZiSv5kj3WeOzYpmpL/Hk2vcvKOBAo+reVpzAUjiGHNTwTFryTyw0SKHXZrcYAoPTZ52AruNezM1tn63+lb8cuYcSLWbQA6HD8R5fRUgdIXC8e1JWQYwDleQ71eR2i2oWd/WRc1G4qs2GsQxEcDZJ8qAqjmArwCbo63PnGqiDCQJGJqJMG2xRs+hIBy75DYTZRLBVgNo7Rjsyl7v+ZRdVYDCFihJ2w1qQptGI/Y59W/dEL+qO7s5gz6r5be+pzCjFod0aCaJLUDB8ly36byiITUyKdt0IaiiIG4O1s2sZzpEU8M2pqzvv//+TIiy3Y0HMW0JVyfTt13JQvOj11CSgWfTNK3GYyUw29rh71YetZCcF81Ux+cExqynrUnXHXrkYEujHf/2/Gp9tnA2MGumwLQtc9pAqoEYrmeaCi1veJH2t99+ezJeDais+CDzko6kNRP7lDkfNwaP/ypWXn77VJ7nVJ43JYDTVr9YF8ey9Ycy1XLTcyxyeHWzyQcDrGyCYPTzJAenfPv9zKxBDlNbpPSdsqqVhG2O71vqzpVZsIESt9Exn1o+A57d7o1GimCR9bY6CdrcB+4kml9U8hm0pR2kWQNnq742EO1FQYDVTgVu/eb/NB+smPnMeWC8Rif+n0Smknbk2aq//pugZIsxBywSBJjBNxNp8pGZkp5/UfU+205HaGrNOLb0l5rpZkH22doCmyJJG/uVGAiwPoZZ2O3WFxlvmTUtjN2vLfNi2rsCl80nqwlwa79cTwM2FLQRpATgbRxSVxLbQC0l+7IyG1JYe3ysCUv9zbl8BczYxry3JrUBlhUAJYjzGm2ALu+aL2f6nb4aDJi2bJt5lNe3QUWSNey0VGw5dZvHNR5mOjtvA5/mJ6sTiD5Fzu/pHtIAIsF4frcwCqlnJRtT/gdhCtzv92foEO/PnrUFQEBBwb1yqtsSpHlvwdKc3ZPSfgvxxkCapsdA7Pr6+mRHlvICnvzO9Rmle/JYA2f6NFMnaZBvTPOAYk5u7jja4m+AhW1aOaMfDoeTSNTs95aDooGUAUmjB8u7DcytBKCTAbp92kwP7/AM2JinzdFGX45Txpr+CS1+kOuwCcp1bP1NIUVAYsDDb2bemGrii8K2kbYt9o7zbZnxUm4A+P379zedtA2e2lzw98yffjKEQugdvyOGoGBb3ReO20zXdmb9NPqvzMRtXnnttbEmDVcnFPMNy7MWuF3X4rrdxsxLnixrPGjmxn+TZToYLserzaXV+l9pVjw3LZuaTGmHZUyvJv8an+W3XudbbeV42UfZ710O6W5+5LrMVykPVt+s+OQqfMJud37Rsi0pTO+9xury8vL13bt3z1DrTNcUrIARfzdB5r/ptD5zqpEy4ZtW6cGDB0fNTJK1LzYbWgvHdq7CONDvq5n1mu9XnhP0tNN/W39v+YeRNqQtdw0pi3cWJq+ZDBf/bX5iDbx4sfibBrTMOAwEZ859lGbO4wO5HwQKK4ZC5p1kwWDAM3Puf+Cym58KmZN9Hlx2EwheW02Aki5s30rINrqstBAGb6QVf9tvKb8bvSIgfbWHQXDzt4pQo2mxtWlmTkJozJye0uNca4cBnBoAI03ynbVpbM/qhJedj0lTmkrbuKyEJctdJc/FLUdqgws+W8kG18O8Kw3PzA3vtImOwXdd/5ZbgUEhw1m0+0pXifzAILn1kXyvref83+hmHttkKvtHQMfNWb7l5jHlUiNkt4p2Uvw2AMa0ystnu92ppivJMjYpJ0x3uw8k3MLjx4/nxYsXx1N6LQRC/rZJbjXgRs08CbhKKS+O8TP9Hr4GgPJ98qiPR9BgdWUWcQMl+U0n/OZTFdCW/vLU3gp4OTUg5vesl+0kc4lGLXTwgreWju9p0nK9phsBE+m4GhP/nUXFAKQuu9Xj3VLadFtdK2bP7/nOu7HVZsFMfSVs+K75R7Act3sFzlZgqdWT793uZp7Le5sFbcaaOTdP5n8CjRXYCnhI/auDBm2c2zyxtuc2R3aPL82aK4DVhIjp3r5xXwnsDGq3ADrLb3UaAJrnvusaMSBY9Sv/24duVbbXx6ovpD/LSdv4XdYrk01hTs3vqLWLfW0n+/JtOxBgYGSXgXyb9w10cX3t9/uTkAgs37yDNG30tVxo2iWXvXpO5UjKbNez5fAW8+ady5g5lcM8OXg4fADO63fu3HmdSz05gRnXKZNiS5vSFowXcJs4NsFxMBzAc6YH29zypWqCzuCxnX60f5Kd21tMqgAs5m+/W71JDsHQhHsWHMGmv1nFyHLoBacsgBZOoYGs5CE9bmOcW4y35Wcdnie37bKTDOjdhkaHFXBx2Q0Qsq+Hw6nJ1N+xbJ/Q2hJq2W3T4XoV7yflEzByHTYn7KZlNB3saOy7ALeYOdvkU1FJLSRB2rbyWWu+YHyfRKAYwOM+8bsGbtjO9DuJfW3/NzNoizllEOZLhKnFSfnNhylj77m4JYg9bgQQBC/NnJ62r0yAHMf83u12S2d0jyffb4WIaHKpjckqxezn8qw99/oibRtdPTZZ/+YTrW0r39yMO11WWL5To7Hfs91tQ26ePrMOT9QUBE5b/DblvvfAaqdTgW+fnfzNROBgU05SY558xzytbAYX9XduQ8CMTxs4tXd+dpsJ0t8yryde3vE+QGrMfJotE/+2KO75mxPaFyrzuY+prkCAAddtgKMBpBUTYzkrR/TkZR6m1nYz9OYD1hjbipGQZrcxQn+/xQxa1Hb6a2X9+QTfqi/UrNx2YqoJGNLOgJPhAzwuFP4MuxDBzpN+FiwcJ7d5dW+g81GYO7XxbQE4V3cQtjvtMnaHw+FMC5b2NrBmx3F+2+J8sW/5zXGy+TJ0DF3bOk05BintMEcDUC00Q8a4lec2JxGE8JnzpC98b+DSwlOwr+8iZ6wtanN7S/5tAXrXbRp4jjLv6uQd1+1tWimn5FudSmfZjR+mnXHJYF+tWOD/7UAV5enKaZ3lr2TDB3UJs+8KbCDECyyJi2kLvGxNROf1b9fF/CmP2qZWx8ohzoCIAIOqSzu5u40NRFpjtDpluQIA7I81gzPn2rtWRgNXLRnstP44HQ6Hk7sI3b7GsL2QVzs07ob9fuY8eF9jXu0UVGubU9PU8JvQvJ0ebWuj9ct0akKO31gLs2p/+k06se2tPytm5ijcTFuaLdZjbZrpYuGx0jwkNRPVCiSv+so6W2ylBpZm+gXajNnVtFUNvLa2WTPH8tLOw+FQgWYbk/xNoMC237a+vW44R6kla+vaoK+tn9SRd6sTwivQZn6Relfg6nA4vQ6G/MEO8SuQ2EBO5rjHhe1cARvTInkd8sZ0ackbS8oFhlZYgbXbxsh5zF9nZmkSTPKGld8cDqfWntBr5Urz3musLi8vXz98+PD4NwlIMEW/pzbABiDvUG91JPegMeZV6uHvdkcg1YwBRyyngYAWPiETlf3m9Qz0z2qAr7Vn5gZg2Vy5Am9U+7LumfPLk1dAhO+4CJvjOXcj/L1KW0J+pvsz8Fv2JbZ0zoH0hzRZgTILbJo9ON7Nb4CXZW8xMvfFZpAXL14cGZrztzaSFnm3RUvWS4BHp+7D4VCFupP7GEHzww8/HJ2/LdBnTu+CswmSwob9oiCy5sHlUCizPx53m07bOLFPoYnNcA7VwDoMqEgH1n99/eYy5BYGgd+1k5bpf0ItECS4fwQCtwXCNAhvwMSCc3VoIN81zRrHud0W4PbdxjM4vhn70Ns8zkDO4+O6GjAkgFmBd9Oj8bTmc0j+RXnFE6GkCXm022GA5PEx/1iNoene+ICfGRDaZ5lAyweQklYO8m4r62mO9O89sNrBFJjUTmvlf/sFhXstoQAAIABJREFUNa2NgVgDCjPnJwFp2mt3Dbos/r3ScG05nHOC0TGOu4fQ4Tag4YnW2tROCSbRidtAsjn00Vl8C0StaJU8djK8zQbu8ppppoG/rR2Rv+Mz+2yQUXF+tu9ZDkEI87KOxtTpnE+w1I5Ct/ryDQFYEwwGkuxbE4JMCUPgNpCuLM9+UO6DTU/eaKxM9KZh/t8yPTSTIttjZ3PSgIJnZaJivdYK0VcpdREUNSdja6/4fhUQk3RPTCzed9jmUIuovgVUVsAl7zz/tsaMNLPQ3tKGci61fEye15FBjYZeq/Rj4vxi3e1kcdpP4Np4RwOP7J993RoNGy9qgCZ0ojvAitYrINX4vwFv8q5uD2E/yCsbcOZv8ynLTluB8q1lMGWs+97k9wdhCiSwolDhM6bVFTV2RHeMJZa3hajzt+te7SYIUjIZeC/hymdmZWrkZHDbDdQIYFiHAWdoag1b2pF+UVvDxHoc5DS0Wh1TZcrJQebzYuNpj9vMiA3ceLEZzFlAsKwG6lfJDLDVzz6tNGftKDLbyt9krhasK61GA4NJTXhTMJi2FArsd1sv/ruBhNWpQX7TolSz3QQsdjSPY7pBk4GGg30mf/M7a+Ax7Ui9THbMd2gIBgB912+ZVkFL084I4PhrWTtmh/UGyBxTa8sfrdHYYIx1c6zznoFa4we48oHytz7JRnDCdc92Nr5hHmHg5vm84ituH58l8dvmlN7WFXmBx3NFm3zL+ne78wCbra4kW0HawZit+dTu32t0ae32JrHR2vRs5jwDxabpo98xQdfMvP8BQi8Rx2pFoJk10OGzpq1h/mhlrL1KOU0zxR1G6sx3XnQPHjxY+opxISSftWds+9akICBbCWJfgcO2ttOFtoezLY3e7d2qLQFT7fRgq4epmSZXQp1Mz5o6M/a0i+NCINeEKGlo8GkGsnUXous2fZnaJsB0JUN0YEiDlNRp0EomyHxkZimzMeE2FtzZc6Nk3wgGGDVd+LfjKaXsZl5LPewbvzFdDZIbv2GbXFYT1v5NLYP5XTMHNvAyc3oysY1vG5OAnHy/mnftdGbrp79tc9NtNGBg2Xzmb8iTvAln8hq3yda/841NSqzb9MnYtOtc3BZ+4/6tvnP+BjoskzjOu93pjRINZDbt+QoIcnxsamsgcAVQ3LcGwlb1NyuJU1w4Vpom1tk22s30adp/UD5Wu7fO6zPnUcCV72wACH5WAoQDbKCzEpokKgndgJlBi5+3OwaTJ+W3k3hNMBIIOrAay7Qj/Mwc44S1vvNbJ9uk3Xa2t4HAOJe3NjYast82nTbwSVolNQHj+dE0Uy9fvpzHjx+fzZ0VY7DgMj3MzF1vY/rxe4ivy8xpTJyVQDQYcfne4VnjZdoxr4Um19RKkDMAp9vK71YO/izLmg0L74zRyimXDLM5NLd6Gz3YDz+jI3ILlRBhzMtp7WfFK1JWbW6n/prmiycjqakifTz2rZ/W2DU+mba1cadfGv9erU+3ifPW66CZp1ofPJ+abPB6drtW647fxifQJ3BX83rV3q21zDIIblYaZsoIbpwZEJhlW7NOMEKZ02hHvuy+2LS33+/n6upqZs43y6YTgS/vqs23ybfiVckb+W13mlbnzGkgZ8qImQ/kVGBMVAYYK8HY0vX1dXVwb0yfycJ7Zs7a0oQ8y7LmK8lMul0jkwGjiY/tmpkzrVrKMBiy+XAFTkiT1p/Us+VXxjq38jTTbJzt3f4mxDzpTYt2eiXaMe5wGkPlGOS3T7eQPowmPHPuN0XtY2Oi/p3/rUo3EMou/erq6gRgkoF5t5X37ucKSDRhSZq09jt57NpptJTnvw0kVn4xrU1s14rxt/E3HSzwQ1cLdNKiMefmRLsVloKJZs0WByrgZWZOLuhtWrSmIXJdM93XrdF1NQ4UxHSmX9HaYNqAuAE2P9/v90f/pQa09vv9mTM+zWT5LnmbQGb7/J55TBPefUtHfwLOJM8tz4mteedNGsGLN5/MxzJSB8FXmwe+7mWLH3Dt2aVkiye3/2lZsc8V557nlPvcfI1Jp7SNeRxomwqD915jdXl5+frJkydnmp82WHzW/KeawHDiwmv18P2Kcb9t98ycgyT7HxmwNXOetUtJFuozcxLZPOAkqHzls2RQlTKbk/oqAnz6vRUuYhXt3cBxBahWOwi3g7uH1PmuJ1WcJ/VxR5byolJvQqcxNtLbqmZ+xz42AUOhaCbp72bmjHmxv6yL+c38tkBZG5O2ztxPvm++NnlHE5+FNsvmlSJpH4VrAzpNQ7ICC/EdsmBneaurd0ynmfPTdCu+xOcrAd82EKShhf8KMDr8RHPWXkUddxyxmVnenXjbWuRzHiBIvQG0K4Hb1jzpYG3sCuS1eeB2tnpbMFzO2fiihV4z5/c3pr35toEMlsv3bmPqbADNfKPRk+U1LTLHjLRo68q0IF1bPY1Pm7fa75bPXJ/zreZBG3PSZMvK9N5faXOpcAsz5x1NWgmpFVpNngCQmXMwEUK2U332a3pXE98KJDkPd+YGatSa8UZu1xVQxT5taZhIA+f16b/QkyEe3J8WSynf2cadfHFed+RefsedE8fWTvN2LPSCJCBszosONJdvzUx8Eoh5uNvzDug2kyX7zb+ptXI9oR37ye8sWFJ2GL39fFbMpjF50/Y2QcQwA2kfBfyqDgqxJPtikaYWfDNz5gtj02FrN/PtdrsT013zH2Eb2BZqg/h7RTN+7/6wPoIbf2shxHJYH+NLrdrCAJ3uazux1sZ/5eCdub0ycTeaNKDQNlNtXK2FdjtJc757l/nitq3a1YCd62L7k4dALcl37LH9K15jn88275tjd55vHSJqgK0l04Dft29Wvrctv2WBzX2WG/zesrJZfFjOvXv3Pgxg9bOf/eyMMcycD+C7pEy2LfVtm+BbgoLvLTQdusFO82aQKyHSQB7zNef11NE0YZ5UqxOSzWTXgAEjuDN/6mdf+d7vVmDDgITq2jgm+oLm1Y7C4+ex+PHHHytYZFtWDu+8xidlpi466BMMsT2NGa/AWNtEeH7SJNIYegNEPJxg03C7qiLvLLRZT8aEeZowpMDg/Lbjuk867Xa7Ey1K05gQvHk8tuhjANPo1/phujYwnN8OQJlApIfD+iSgf3Mc2rg2YDdzHjiU9N3yU/IcSKLmpZlsVwCU47NaewQZK/6d/1eHR9wXy5Ot+vnedGigsM1p1tmc95Mv1oHGF9kH1r8CQOx/86lkGx3JvPHH1aElP+PzLeDY8jda7/f7Mz7qDWXamETZaL7aAOFW21cb95T3wTiv371793XMXEltQSWt1L/J70lg50knD2oTphSkTM1xvZ1ESmoajbYwCJTynM7nZFBNQ9Y0Uu1vxs5iW9yGgAnTxD4cvhKI9ZkOaWejC985/8rm7fKSqJlKG82oWKeZWwMIfuff+Zv5V3+bOfJdc9B0WR4Tjgufv4u5sPXX6nwLPK+9LSbcHJG9xm8ro9GZdxY2x/HkayZP191Ao/vv526j256+E+DZ3NbKbEDEAK6NQaOv6Urg0cbOf9s0Zz7HeefThwaDDQR4vpIuq/XR6M7yV4czXIbXcfrJGx0a7bbKXpnX+W2TNUy3zdeZ02DKL168mMePHx/HgqbttMubRs/Z1b2xzO95aUBuuWG+vnJZCY1YzsyN9caKA35jAGRFwm1WmwYqXRdp994Dq91b5/XGwBpI8WIJ0Ru6z3treNoiXy2Y1WLeYrIrM+AWcLC2yxO6qSgbSONEtgM+6UXnbk6oleM723k4bPtMOb/76bRaMM38uuUvlu89HgYxKz8x0nxVnkHNanfLiPsZCx9vXgnSpOzeHBaB+c10vVP2+/yOg6370Hw52F+W0/qwBfQirPjOoC9/t4t6bU70eKz6nbauwjpEAFmjkPYScDMmlutvdbJtDRDvdudR4j3WDWB4TjbAyTJa/Wyz62Vexp0juOI3vBMwa4xaYa+xxs9bmyzQV3OaprQVEPFz1rtaF2xXkxN+3nzdWp2uN899V2gOrqy00qvUtOBJ3qB7vBtNDZo4B7fawnf+1uvQtGkawPgY24d45beb9zPnsoUxJ8Orw/sPh3MXGPLw9x5YxRQ4081mSbcxewpPJi8SgxQnghbW3U4t5t1KwDTB6bz0t+JCTR4DJzMng6iVoPPEaSCPeVcaOrZph52CgYgnJJ9RQ0mg43pvs7GvzHI8Fcg2mSbNV4ThIRro4vdujxdzi6uy8o1qzMkm0dUcs5Bi3lWk/lVZpo0F3+Fwek2PAUvmV05Qrnx1XCd9wzwu1uq5PasyLbA9Xk04s1yOg7WGbEvzczHASLmN9qtxoLBujr5pM2nMC7dnTv2p2tU7DQiyLzOnwTo9T1b8ppXT+F8DNxa2nh8rUOt2sE8202ZsfMK2mTHZtna9l79rmqK883psfKXN1UY7lk+gwG/T3gDf+AyaRpQL/I710IWiAcyMcfISRK143Wrt8p1v51ilBqaS3Jf9/k24hybvgw9otSE9D4fDvHjx4v0HVg8fPqwof7VgVsk7TqYm/PLboQ78bVvgLW87BdGYqCeW29XCMjRQQi0VUXwmwMxpKIig8HYdULNTN+1SE1wui8+YHAx1BQb9LdvY1MvOY98hg5u0wfMgi8k+OsyzohGZ7SrQKMeY85sAgnRmPn9DZu4xWYEN0jrfm0Zk/jPb18dQ02Ph3xiq2xOQ1kDXqs4VX0hivxrw8m69AZVWL9vnMWkOxqsyGw9p37D9HncDPz436HB70842p5hMF+ZtgtlpxX+5NlaHDNy2Nge2XDt8SMNtNC3si7OiYYCF+8VxzzeME5V6VnIp/9MPj2UZfDYgwzzuj9vGZPcHzq/0wTRqfM+g9V38RvmO9GD5DZw1+bmqh+U3/1DLg3YtHNsUOftBaKwePnx4MghNe9MA0Mx5YMCZc8LzZE8TPiRq/m7mpwaWIuQ9sd/27fjbp2DYztuARejSHPEIrtqpPpe5mizpB7VyWTS2X/N9m8BOZKrp6wo4uY7bzKoEkd6xNZ+pFaNu7whgLNS4IGf6jnhVX6PPFoNsws1gyQzegC35286XdGgC1gLVJvrWNr83s17RvQlVg6QGcJJWJwa3BJHHuY1LEjVErpfJADNCk2DCoRjaFT/N75PjynwtflSjYTNXOW/a6Dsgt2hibVgbG49HUgNpBhT+lvPKDu/8vvH/duI2ffF45H2bR6zrtrXu943/t+89P9lW+r7xe4Pv1Zh7bm1pmjyX+Ix/0wzMunwCO3WkTw1Ib+U17VLHzLmGinJiprufrGJRklbp1wcBrO7evXu2MzZgiuCnk7Unu5kE6jgjWjM5GMwRaFDL0oQSkyfGlh9UAzgsh0CEPkfMk3zURrkeJpfTVKHJ15zFk8eLoKF99pHPDSDariX52Sb2YeZc88S+u86V46OZg9OKYaeulo+/m0ajARCefrFPhNvX2r11msnfuB2ee14bAUURtq2clYN8yuFaJYNcHUhp4Mr0Sl5rPViGx2nVx5Z4EpV9Ie342+PiMaAvUksGTAZUjbampdtldwiWzTrbvHE7V3ORyf3n7zYmBnR85znA8uJ/xPK9uUmd19fX1QzneckNsLVMoRMDj87MmWl8a220vnj8V4nfrRzz7Vje1jrb23hDymVYHLahyQpvmr1G2QafTHTy7SJXV1dz7969E+122uHT2zThsX2UsyvfYeb3+/yd3x8MsGqTJDsNEmrlnDpzfjqwgRBPSgOf5vPUHMUXfZmZUxPXSvvGCd1MkXlugNGEDL/jMwLRVT/ab/uStYna/LS27OAr4EbTXRNY/Laptx2fyirrfN+ONTOEhMdnRZvWvuYTsgKH3gg4reYJ62E+C4bGLGdO140BHv93W5qPFb9ZMXmnFfjLM290Uh7NI7vdTRynBk4akHSiZoVhAyxsm/DbAqx+10CX20namCfxHYGPaUSnZtbV+Ez+v+2EaFLzHWOb+M5/W0i7H6zLc7OZzNj3+ECuzHcuf5U8F1dAuwFWg1Hnt2bWNGrr1rRcrRn3zZuQplE2b8p7mvna/N7i880PtYFF0ot9ZJ9W8tWgjqCr0XY17vbTokVq9V0OIM2cn1x/74HV7u2pwLe/N9VyM+t721RmrWvFvPM3nxOItAm3EmyedPYjIthrdTL5vd/Z3yrlt1OSLG91osIaJ068FXAy6Gn+W6RLo2O+2wIvTdPFtGLGDUy4/LYwyUxbBHYyu8ZIWI/HoAkBP1+1c6tvTevA/KsggY1uzQyZcl+8eHF2AKHNN35j+vs96ZG+hOln3Ju5lX1uka1XjJ7PU27+fvTo0Zn2iwDVGgq3nXMk37T5ZqCU/82jtsaJdEhdHocGyP0953vKYV+Y3+VkfB1nLmOWb3Nn4dYVOqZjA7xMDRyRz7d5F+Dj9+nHVr2cg2xD00iZZkmrjYjH2fOY7bcfKesygGvpto0j69niu+k/k9vf2j7Tb+Dwd+FbbVPNvsycu4Kwfc1No5kC2Y6V3/DLly8/HOf1dC4ocbV7aX5WDVitwJYX5xbjcB1bgC3fNCDjNm0JoZWJroG50MNhFQKIGjhyakzAgNKnI2zma0FHCSwNOltiP93eFaBjP6mFWl1lQOf0xqT5Pcco+VbBVblw2y6ObfDusjHDtKXNnxUgXAHfVn9S8ynaaoMFTJ4ROHH9rLTLBgMrBtzSVhvzO3yDsaIajQ1umPKtBWsTnCyD75s/F/9u7gjsl0G+6b1llmvgnf0m+DGYmjm/8ovjyTJSvk2cba6mjhVoyRxerZGV4HXft8altYf0XpXNekMfnoZ1G0gHa7RXc4Pv3F+DnN3u5vTz1jxo/VnJsba5TV8Ph8NJ6BfTxicsvUZWvJeHkch/825mfao7qbmnWP5YG7YKmJ1yrFBJ2TGPfhDAKqbAFQO6vLw83oTtU0SHw+Hs8mUv4tsWoOv0QIRZ73a7MwbXfrueLf+oho6bwGW7GsixCawBmgQZbaCOE7vZoNmnrYltLdVt/lwz5+BwZdJz4gJu5svWTi++lUr5Nsd35ps5vXZo60ROm+OOaj9zGnOrhckwgLlNO2Jh5t+tnWTyBFSmVZtPrWy2N/nZP5pbCI6+//77s9NkK2AcmjEGjYVSGw+XQ3qQN4XGq5N9FtgGoizXYKSBZ7ahaVOatjLfUIPU+NOKhzXwY6DVaLgCyJ4fzk+NYQMaBIIZS4awSN6mmeC7NtfbmuZaCu0aeGrm29s2GMlj/6A29gZhre629lhv4wsN+KQu15f3BnXuv8ttc4N82vyu8Rjz2Jkui8jPk6fJBH+/8rfi+5RvuXV1dfX+A6uf/exnSyZvppbnzbl9hdhXk4+JxGtAyW1pqLb5U7ndbh/LsQD0d1t95G/7RL2rw577nuS8VodTy8jyWn30YZvpkb39221pyUzV48/2GJwYTDm18WzCogl7agaa0CQQW7W5mYtW79iWVdssLP198mROr5gkhVZSU7mvhIeF3mrMV8za5VhQey0RoDDfim6mzYqH7Ha7k0t521xh3tCJwozj482PQdqqHaYzAUmry/kbHZowbnOl8S7zxtYv53X/WEY0Jl5TFKqPHz8+ygfPEx5yYKBaCv0WN47tXc3VtsaS/M3K3zHfNdnT6LLyJw2PzWavrR1/M9M1Q1vjvkrMa1BEEGS5sppb7To18+m2aU65fj9z6ptrkLeVUs5772N1586d148ePZqZ29WnSasBbkJ5BSg40e7du3eM6JpnK6bDNlhYRPXY2sx3bfea75modfLkpgnsNrCUBWa1qE88roDWlvN62mRzZCsji4Q0STtofmv+aVs7C7Ynv6+vr49BKllmyiNN89vlJK+ZBGNdcaftqMmmU/pqGq58YNxGnlZiu+1vwfnnE2EGHyw3/WlMfyWAU2YDWSwzyXO/+as0gWLhTeDgvO25haHBF3kO6bDS1KyEf/6/vr4+i0Zu8NdApunqtjWeSIHuyOE0hzKZlm7HaqwtpJuGxgK5gSDyDgMuzluXybFjPStH8iZHVsCwJY6zwSF9AFNXyloB+0Z7878G3lYAtK0JBqWdOeU5+/3+zKQX3kU+1dZ2mw9uk+np75r2qQGlxoOapYP9a64urIf0aPyS70JH4ghalN57U+But3v9+PHjk2fNJGYibE3cPOPf9DniN01A8znByMq5rWm6mtmPAGUFkFYAYqUObc51ee5dgFWbLqPtfvLcwIMTkXm8SGxDJz1aO1c7ipk3u1FfrOtTgQYcBFMrgWRGwDaafivzYGM+fG8fA6YWHd3tsfBYMTa2NcCyOSLPnJoHGtg3vVKGL3E1fS3gVmYzlpFymnnBdc3MSbRxfuv6zBva+JqfuG1sV/p/WxtXcyHf2DzEZKHqPhm4eIzfpe+ct42+q3pWgIzCelVOowPzrJLBzcrcvuq/BXS7bsfJ/Vy9M+1X3+x2pxHZyRPyPjRsc6uNlXkCn6/aH9plvXst05/Kcs1Ahsl8f+Vm0dZ6ePVtrh/sH7/zRrjdBpI2JdH9xCEbuLFfWX/ee43Vbrd77Si1beHynRdqBmgFnphnVU4zh/H/LQ1Rm8RNKDEZSMX/aaWp4SSwJst0YzKtbgNlK/8tvm/lr/yiUnfMhaFl3jUNTgOpTk1w3fa+AaOZfhnoSji5fDsfc0cbptt2b2FiKzPPSmjmncGDneebj1bSCkS5bxQeBi/M5z6tgKaZqwNist+muQWGBb3BSgMOLocaBtLUp9dItxWAbsJsa/2379zvNsaNt3EO+raA1TqxibDlWQGrJtBbX1bAMn0xaMjcjdbN5bQ1xnLbpcluX961cXSZXD9tTTRguAJr7mtr3263Ozk04fH2GjQ/MWBpspK8YmutrQDj1oGHtpk3vZu2sZXvlPmRxACkK41X65efNUXKyveL8uq9B1YXFxeviaDbxIvgjikt+Rwr5Da1rwdvNcEdcoDfBxg0xzjXk2Q14iof66ZJsS1WaohW7x0slCmmsgA60oWALnRo/THQyhhxvAiOmjmuqXHb4syCjJkvIJS05Pz4i9jMXSfrbkCTdYa+1ig0m/+WOdPznyYdMnmaN5P4rrVtxVxsxkg5pEfyNqHPv8mIXZd/s10rgb0lfBpgYqLD8Wr9tDbYDOpvGwAywGi+g0071QQTn5v2MeWH/xjk+X9qQU3f1Es6NaDpdnhek46tfwYbzRePApf18hu2kfWbViuT45YG0/PBwGkFZihk2beVkzjnVKPrTNfe213D7V0d5Ejacm3wt21M20nBFt3cmq0tnmfen/f53ibJ6+vr48Y8PI7y93A4vaqN9Tj8T9NetWT+w/G8d+8DudImpwIbarYGhwtvxbhXpzW8+FMO8zUgNXNqSmwAJkClaXSyANgXH/e0mbCBN4KUmXNnc/4mgEn70obVpGoq0bTFjMY7iK1gpkkrTRjfsx4GaPPEzljm+KvLyDdJBhHNcZbgooE7jwO/NRNqQplq+NUpKOZzHTNzcn9XA1OmudfCbSYjt7F9Z+ZsLVZO8s2c+zPw0Mlut3unC69X71u/3B9rBb3+29/2CePFtY2mjY5tjJ2XdVFIuk38ts09t5sAim1u5TcQNjP1KH/ra8pIXCi3y+1rPJs8nfOFfU70bdM4fcszzw22qT3bAhVJW6Av9Qcc2qdxZk7CMhhQNf/KJucaL/IaZL5VmSue1miWZ9nQznRXkxXQaua4Nn9ZVnh+28A2E2T68/Lly+PBhZQR3+l8v4pzxTYYfLlPkcvv/anAXTEFvn1+8qwtgBUYmjnXvlhj1ICCf9MsZeHbBCcXwcypwzrr87cGXPnNPkT12UBRA5sp1wJ/5sbvqQGfrR2O/26LLcyPNvoGutJeM0tO8NDCpg06ja58AAxMPFe2xt1pK+QBadOOCad/W74hbc42f4uVcEu7fEFsWz+kowVAY+YRWg7+yL42fwq3r2miWB+DbpLuFO5tLrKclQOz86RfBAQBq16fpvVqrpjW5AN85ne5IshAweb3FqzVZR0ONyEcaEYKXXgqjv2zYzz7aVpz7PN8i15O5pksn88IwLfK8Ppoc4H1tfXEed7GqDnouz2ko2UUTyD6/7bRWdHE7yMncjjJa6itFf5e8Qfzdc6PdihkS+sfWdNAjXkZAw/n2ygc6FBOHtr8n1r/rAQg/fjcMna1wX7vNVY7RV5viPJdFvsK1TtPKyfJgrrZmG9LjfGljGZSomnr/2/v6kJtva7qmOec3nvNjySxP8QmmhZiNRWalhIqgVJb0YhifalUUIoW8hK1BaEm+uAPiMUHUfAHQ1sNtGkN0WAptGmMFl+q/dFKG5NgaEN7Sextk9uYKySXfZw+7D3vHXvsMb99zrlbz7npGnA4e3/ft9aaa6615hxrrrW+vV9UWXt5AagSOVc2y9vtrerqoEuHTE4ZXad1MxwmgLq3rOR1JxaLTOpmS2cQ1cg5eep/kVvdML8XMFF0hLKgBnAvM1GXVtGlrf9spOv50mGnP5aP86301a+KZOuJNUc2pxwvf9YxqnvKVE7nLNXJuiUjJjka0e10ru3i7mkeGiUrmbo3hGsbuKiTc4aOWHQRXOdIufyOXLq+2qXVZ7RdOZ2TXZ/RPtDpW3WjhFHHBb9rjfuc27TP8jlyV2kdsZkidsDyHkrtm9pOWqa2RT3fTa7cXle3nYP11fUJhvopJjSO9Gh5JTNHMbUc50dU1m7PcMnUyT2bXQSnArcX77HSzgT0G87VCPI956wK3fJaKbg7VcTkQ5fU3BIb3+O1X5WNCZHWVfd5dcasoJ1F5auwKNdb01KbLC0Dlhx1T09LKJTls4HqlgPVwCpJ4mfqulta5T1nLhrGMrrZVEeWun1RZchZb1wG18EZCG1LJTMMdhBMhHSGqEspjnDoxIHLrrrxDy7X89pOSlTcngx1tHyv0N1TZ+XQ2Qi9x2V1RE3vu2iFOh9HaLSsIkkueqFEQZ2Ua6v6rBOjvSx9lnwaEXQEqyO9TGB9AAAbc0lEQVSIGmmZOrRRUUI9TQms7r1xy24uQqZ6Yr/QXeN9WkySeQmv6xNVD20HPSygbcT14LxL/0rYHElw9lPbUr+7dmG7wTpnXXJebgnQ2SC3OuQm49XeWpaLZnVpdeVA/3f7elk32ueUE0z1+8rzyC8FFrEqaIfWjjxVaYZ2Mk7LxAFY3d/EeTjoLF0dqm4sd4Olrru9VSobg+91dannuD5KnDi/uqbLdqpHft6FZrvB4CJTTGoA/9MCKr8jLk63bkOnGvSp7y6krIOR5Vv3XfXI97vNqd0SqJNd8+/SqHPSV1cwigg4MsMOy9XbTVDqeV7iVFLAeTjHxtfduKo82fnytY7AdONc9VeOpl4P45ym6sLJxg7aRdhYd1oft1e0s3MqW0fc6l5H+rQeWq6DW17UceVk1HKVwLh25eeZLNV3F41TEqH2QmXlMus+sGoPND+3jMsyaP/XaJvuDXV2jfux2hsmtzUGa18jsBzpqn6p5MSRWTeR0om2Xp/aZ6V654icy0e3lKgv7PyFbh1RP83PuQluyXPklwK3trby2LFjK43nZiqFvZAr7WDOsGq+LjRY1/W0m4s2KUlwhK5L6wxFpalnuR5dxEhlqbRcD73nIimsHyUWGobWTsn5rotqcXpHrrjNXN3d2jpHbdzmbSWQjlxWPi5qpH3I7cFyZZTswOqm7y5S5sgD66auqSHldDobnjo9q9+B6T0mHblTp126d+TJEUJ1QtwunIc6cEeUuA/oZnpH6DStu87yOwLCadTBse6YYCphdYSJy+mW6RxRYV0zaZ7NVvdl8fNTe+P0u4s2aXtMHabgNAyVifPUVywUOeFohFsaVnm4vlVmt/zKcrF+Vf663520LSi54muqAy3byeNkVpJW9934qnsasWIbrZNllc+Rkfpc992KQTeWKi3bf/YvtTrEZayTqcrpfKnWka8feWK1I5vXHesGlkPCzqDpqT09BaNKdhvVNE/9zM8A618uWtc4D13+UpbMsrj3aTgG7uR3RMeVNxW94nL0Gb2ng6fkV8LklkyB1Re2VX24XP19MC23vvMG+ipH30fDM5LuBJ7TuzMCjhRxO3SnDDW9M5zO4AGrvwnI92ofl76agfPXCMAll1wCADh9+rRdymWoc3Nkiser3nNEYWdn9R1YnUPuiGZ9L2dbz+lrWTry0snTnWbrTkpqvs5xMtnkfPdCLDrH09kuACuEQfcK8fNTL6qs765Oru7d9am2VV1Xm2o0w+1LdRFaHrtT9l2JJMvt+hnXiWXlPDXiOYUpmXW8d6SoGxv6rBI4ltO9qkMnJAw3NnXCznVYRzSVzLH9rbZgf+H8sLPHwOpKQOWtW3o0uqW44KXAiHgcwLMAdgHMMvP1EXEVgL8CcB2AxwH8TGaeXjx/B4B3Lp7/lcy8fyr/bfmtQDYe2lE7g85KqsHhNj/qZ1aaKpbz4nJ0qY7L7hynk0HL1oHNaTryU+TBRXBIv5MdROXZC/HhZ1WuSsf14P1AfFqwnq30Si74paI7Ozvn0mu6kq9kU/LH+ylKHtYLRxC7sHYHF97WAc/9jSOfrhzWnSNmbiO5OjY1auuMLctXhteNIR5/SiqeeeYZ+6Z3fts0y7PuJNo6Usf1YV1xWt207QgJO45uqaIjkUxInNN0403HfMnJeTgdr5Ol4Daqq2zu9KSSHUeWuO2mnnF5aB9zy2xsu9Wm8jJVN/ECVieSSqaYnPH+KLUjXX9h+fk5tS1K+rplfI3+u0kN60EJhhvnPAnl5TTNVzfmqy4LXfSJwbaJr3WTAUd0XN4qS7UpT9ZLD7qEWemdb9O6Tdnlkp0PUG2KWL0+M79J134fwNOZ+d6IuB3AlZn5axFxA4APA7gJwHcD+DsA35eZrZfaoVOBXAlnWOozdzTt2ErIuDMVAXEhXiZSStJYNh4Qe3EIrg46A+7y0iVIjX4pAeX6a907PSmcs1WZONrj2oA7q4ZZdbnNGWM2HgBWiKPCRa0cYeLZmjOcZRx4ILJBc+FsNlDAatvqC+3ccqPqxpEot9ZfunH5qxGpwwtqPJQE8zP8nix9HYg6Le0DrFMlZPyZl1F53HbklNGNT7cJm5+b2pCujo/rzc/pdZaB81Sb4lD11f0uJSvXR+VzenYkz9lYri8APPXUU+f2jzkn2dVxalnbpeuWF91SVf3vooZTOlV9KaFXvXE6ACsn/lS3nJdGtJ3N45/RcfIydOy6U3LcR9xEcMrWuRUJR7ym9hk5cqQn8LrtIN1KCt/TU+Eqt8tT7fTUEuQ6OP9a+V3wUmBDrB4F8KbMfDIirgbwqcx81SJahcz8vcVz9wP4rcz8dJf/9vZ2Xn755UtCq7L1c/3vjhEDqwNPB7ga8npmHeEoaH7dTE0jXJq3Y9NdhArA0pvS1aHtZWahee7srL6UTSNWSiCmojRMhuqZcsRc54oOOiNWUFLjjJX738FtiOwIlkt75syZc4Oy3h1T+nIzZc7LhaCdg2Fdcj3rszoG54wcWSn9crnVFurAOhlVP26suLFQ76dxRMcdc+/aQAlaPefGsJsAOfnVjnCe/BqDyotl4fxUNpevI0ilA0futO5c1hSm6qvXNJ1bei7ix3pwBxSKiNcLYl3f0XydHdY+Wdc0+lllAsunY6sNHIlyulZduKVJPW2peuhIoRIbJfNMwnR8u+0HLDO3QcmtfY7b1MmihFYnSup/uv7nIm8MZyPV57jlu26i4HTM9dY8dZLPOiiyxb56Npst7dkqm17pNxGx+gqA0wASwJ9n5p0R8a3MvIKeOZ2ZV0bEHwP4p8z84OL6+wF8PDPv7fLnpcCCY9m6hwrAyuwX8D+1sb29vfQG1oLuw+oGQ+Wjg4OdniN01TiOWHXGsZNBO8UUQVMyo8SNn9dN1wUNH/PgnIq4cHodzN3MpSNGHcErQ88DsxtYpTuW1bUbb4hkdIZCDyi46JXONLlst6/LzVK5zq5vdIaOr6vhZufvDO26Z7SOTi96j50a10FJkntW89dThY50sL4ccdMj9iyL9iU39jtCUHnXdd3PtO4N5exUub3q7e+OiK+ThQmk05mm0+VmLYt1UrLyb7ep/qaWJ7Vva31UT45gsOxu0zc/707CurHl2oV1oSTNvYrB+ZBuYjdFLrk/dOVz2m78qk3QSZvqW/2FLpPyyoX6ioLqmqGRsFqeBWD9kvqD+uzu6dJnwd1bR2ydbqYiVutjYXPcnJlPRMRLATwQEY9MPBvm2gp7i4hbAdzqMuCOVQ3J719yBItJgnPeu7u71gB3zsk5sBo8bDxcSJHzOXHiRLtGzPVhEtQtfyqRYBw/fnyps2mH7T5zXRzx4o5drL7k1/X5SsuEhWcLDlXnes7VjTv17u7uufzLcPDSRVcXLZ8Ha9VrKsSs2N3dPdffqh5M4jhi5AYl67LAJJdlrjq7pdMp8s/Xqv/UMrim136ts3rVn+5ZY8egjlPHg3PoPMb4mhpsXc6r791pNH5Wr6vTcSRKjayL5DCKNPFrC5jc1b36zHt8uG6sS7Y9CiU+6wgm15eJpU5K9eQqk5GK3LJ829vbS05KHa+SPa5flc1LoSwvt4WSXu6Xzz9//idNOqI0m81WDsBUnVx7aPu6PlryTm354Prr5K2u7e7uLk3+y0Zwe7AO3bh3pLXA9WE/UfkzGSsw+eOXIyupUTuvk2R3upqDDWyDq7+wrpQ0sa3WCfI6eTgPlr+uuWVV9m0d8WbsiVhl5hOL/6ci4j7M9099PSKupqXAU4vHTwK4lpJfA+AJk+edAO4E5q9b0BBmDTp2onWdfweojC8rwM0QKj/dF+RmS8B5RbNhK6OpBrVk1xkQ3wOWI061nKfEovJnOdSYOHl5GW57e9tGSlRHNVi57OrUGo3hjlbtUjqqQVN14Xw7ssL6rfx15jFVB2f8psgZX68yeQM7731Qo1F7k9zgVPkcGWHdcH89fvz4yqyM+5WePuR+q3ri2Snnxf2EN7O6MVJ5lqPhZ3iZhZ8t6EZ0Vx9gdaKiTsoRiTK4tfSqjkodnBIlzsuRKNd2LG+B+w+PeV5irTdB60krRp1Q3NnZOUcEuE203bhOrG+VzxFJR6iq3yvxdfawnuGIL9s2JyeXp8RZ9dr1D5VnNputvP8MwFKUrPpbtffW1hbOnj27Qjq7E2+XXnrp0uRFl4E1Ksf1Vrl5HFR7dcSHn9coVtmZSss2S8tne1rylq3mPDhio+XxwSCdrOjqTumJZau01WdYB3r6Wu2oRr65jtrOTKY0XbVd6Vb9gluJYZlKR45Al67WYe1SYERcCmArM59dfH4AwO8AeAuAp2jz+lWZ+Z6IeDWAu3F+8/qDAK5ft3mdZzClHK6ENiZfK+VV43ZLCJqGiQA7U3Vg9QyTIR4MOmtxZfO1M2fOLC0HFHgQlay1D4lRxNI1ug46/q6n+pxu+FRkpQf60xqz2WzpJBh3yHVLe913t/xY9dbN6PycLpnxoGFDUXXlwVmkW/XiQs9MwqbKVjnXOW4GG3w99l73WfYpQ98dSS64PRk8Futa9Q9dfnBkhcmHGxM6bnR/HZMhdlLdclORQV3aUz1oxIkJqepYn+vGDJfNuua3rKu+VcdMijmiog4M8Ht5nF0rcqG/G6jPqd2aaquuv3V60/6q+5GczedyOS+Xn/Y7hepZ+4bLr3SnZXSn/TjKVXUDsFI/PTDFelcn3tVdddQte+qET/NTgli+kw9ocH8DlifdjpSxPdVfg+CJOPtdHpM6uebP7kAAy6QyrvNfarOnNsnzUueJE/Of0QFwYT9pExGvBHBftQmAuzPzdyPiuwDcA+B7AHwVwNsy8+lFmt8A8IsAZgDenZkfnypja2sr6x06bhADWGpIjlh1S4IFbkRWFj/rjKob7G5ga14OfK+Im/6g8joyw/dqVlE64Psdy9Z6aCefqk/JzHuQqrPr/io3C3C66Zy8hn67/V/8/Lp8u83ezqHrIFZS5AyfMwjaV3RJq66rTJreERNHHHkm3zkqNfgFNi7qODiPjrxpPQG0M3s9+ebGLTu3ykN/XLZzjAUmOLr86DZd8/X6zte4X3T2qdNTXWPH5d4iDiyfAFQZOX8lGvyMO9jCaZzuOJ/OFu7szF+pwXZH66g2TfXCkTzXT3k/2RSZ07Ldxvp1baL3HKHpxm3XX1yfd31Gx4/TmyPCHaFU8uL+A/1pvuqT7Bs0bWdXVHfq09Ses967FY3C1CrGXibufK1I05R+qs2dH9WgxZH/SZsiVlUBVt5eDI2ClaKMnpfmXLoCd3hnDNyg5WvaCI5caD06ktdtWudO54gU67ObybDclZ/uG+vIpdb5ueeeO7dRv9NDXeMySlY3o9D6OaLpjveqbBrS12e5XI1cOVLXGfpKz86To27OiDOxAc63twtxK6FSI1y60j1wLDfnxXAb5dcRdH3O9Wng/IlKvs5jtNuYrWOhIzaK0pGSISafGuEq/bFe1YEqkQVWl3Xqs9ZXCaOLRuokgpcwu/xce1R+arucTWQn3Z3OLD2UbLXJuPqaI82lLxdd4++OyLEMbvmJ03M9NJ/67nTC5Jb7hcrY2b+pKIiOPT2lW9eA1W0g3Af4u9vPWen5PufL5JDhrishqrZ199xqwVQklVdKlKjoAScmNjrp7Sb1bLPXRbUUrt9NHRQrGS4aYgUsLzl07LzQGXy+z9f1/SPOcXB+OgPh5zVvjp5xepUHWI4A8V4mdfxFApVda121bDX4/B4i7dT13x15dzMlNxBVZ0WwqkxdauVBq/XSgaRtoSf3HGmZimJVWg1ns85Ldr7uoog8sB0x5PZQkljtpkTJGQhnFLm+/KwzrvW95OD0qj9t7yKIBTWClXdH3ly0kOXSGaKbTbu61/3ZbHZun1LJ4Y7FOyerOnJ6LbiNvc4+OCLYgXWsOuW8NcpQ+XZRXJbZyaE21NWBv+tm3iJW+toIJphFllX2jux0Mmof7dIyOdLTea5fO/usfVQ38CuJKF04+VS/TEiVqE+l5XopWdO+zPaRZePPSrbU/rC9YPvEcCspWoYjMc728Nhb16eZeOlYcASMv7tnOz+hE3kXuAAugojV9uI9Vu4othpGNxjUEfD1uuYMB8/SKo3CGR69x89MkROVT0mOXmeZ1AnrjIpndR1x47JYXh5Mda2enTqJCPTEg6+rMeGl0ErDsmu+7jPrimck6qB19lPP6ebGLsrmZmIdnPHmeyx3N6viuuvmdSUq3Wy08mCS5WaaLJv2c85j3Tjp+rYbM6ofnbG6sel0qoZfXw/A+QH+R6Eduiifjm8d584RaZ2cjjn/7rvq0EWGdHO+kkDuJ47IFXQZ2NWB77k0Tm7WydTG+3X9ncvR71M+o2vzqXvOmer9ysONeUcU3OoH911H9us53liu5el+REfS2a64Vw85O6L+jld8inBzfl0EjP2Im1w5nfJBCSZD3C41EWbd8Z4oXQVgHXHZ3L/dZJTLrbQXtMfq/wNFrNwAKnTKr+88YN2SXUeOdGnQPVPX3bKiyledrxvU3CF0QE4RMaMzGxVxkavKv/LVMGqRDv75GJW3i8YAy05IHZMjjByJqzQs69QswXV+F7Gb0gXn1b0VnWXpCIwjKmzE3ABlWVTPul+tWw5U3WgUyelcia9zlLqRlPNWuZ3DU6dZ6S677LKlCILbzO726nF9tb243I5UsY5Zl0p+6trOzvnoHB/IYJ3z0h2XxeXUZILz1/7Bz+rMXevAemPUchwvZwHLr6bRSBfrVE/Y6dh3G4s7WVnOzoarja7n9ZQ33+eyNX/uS0xs9UTkusMbrE9d7uyiclxfrSPnpX5IT7XyPZWdlw+rHhWRrfFVY4vblPN20X3u5+vINo89tfNsW7pTfdoXugiV2iHOu5vY8obzyrOLwmn/5SAC+xS+z22jtnw2mx19YhURyUav0M0C9B6TEZdGoUbKpdHTf+7ZzkloWTqL0MHG+bnIhWv4As8YOE+eJWg92MB1ESEuQ8kLl6Ezi5KBy+c6TJWj6AZU1ZkNz1R+HenqwtmdkVG51OA75+fqouk0oqQnzHgPiyNFulFbTylxOdzPCnsZN3rfjYudnR0cO3YMZ8+eXVpaZgPqlrV4/xU7MUY3MeK+zCSj6tQ51Y4AlLPi8rT+7Dz52u7u8ok+YJX0KUF3enW67SZeqgN9Fca6vX0lU7fsU+BDCV39uoMsnRPVvDsSyOjssT7r/IiSCb7PEX6NMFW/0ki7kjzto91ki2Vz/cG1Pad1xEh1WemU7HR6Y1LWLRl28nK5rrypSaubdLpoGqdxS3Uu/47UuWXKer7qoOSMn6k6XvBP2vxfY3vx5nVnOIFVYuU2X1aHYzZaeWm+zoBoI9Qg01n4VBolL65zODLV1VvLcpEZLce9a6TLT0kPd6xutqHRpS5f7uTcGd2MQGXhmSsba77ndKAOnMudIofdQONoptZnNjv/Rn2uT0FPfTKUYOkMraBkpIukab6ctlAOoki4jiPdm8X5sePhOpUOCm7yoO3kZrbdvhN1Wp1R5+9d9EUdw5Sz03ZzkS7n0GvcuYi1Oiguxy37aGRDSbeLHDl9F7p9cHy/4OR07an5djaFl007ItHZFNWRO8mpUVgmxiqT639MVqbaSKNQdY9ts0ZfCmoHpiZ3Sobrvo7vyof16KI9GsWqdtA+wstl2gZMfqZsmpNFiRn7Ga2b2u91xFn16H7uzdnnnZ3zQQwmcs7fcV58/8jvsYqIbwD4bwDfXPfswJ7wYgxdbgpDl5vD0OXmMHS5OQxdbg7fTrr83sx8ibtxJIgVAETE5zr2N7A/DF1uDkOXm8PQ5eYwdLk5DF1uDkOXc2wdtgADAwMDAwMDAy8UDGI1MDAwMDAwMLAhHCVidedhC/ACwtDl5jB0uTkMXW4OQ5ebw9Dl5jB0iSO0x2pgYGBgYGBg4GLHUYpYDQwMDAwMDAxc1Dh0YhURt0TEoxHxWETcftjyHHVExAci4lREfImuXRURD0TEfyz+X0n37ljo9tGI+LHDkfpoIiKujYh/iIiHI+KhiHjX4vrQ5z4RESci4jMR8W8LXf724vrQ5QEREdsR8a8R8bHF96HLAyAiHo+IL0bEFyLic4trQ5cHQERcERH3RsQjC7v5Q0OXqzhUYhUR2wD+BMCPA7gBwM9GxA2HKdNFgL8EcItcux3Ag5l5PYAHF9+x0OXbAbx6keZPFzofmGMG4Fcz8wcAvAHAbQudDX3uH88DeHNmvgbAjQBuiYg3YOjyQvAuAA/T96HLg+OHM/NGehXA0OXB8EcAPpGZ3w/gNZj3z6FLwWFHrG4C8FhmfjkzzwL4CIC3HrJMRxqZ+Y8AnpbLbwVw1+LzXQB+mq5/JDOfz8yvAHgMc50PAMjMJzPzXxafn8XcSLwcQ5/7Rs5xZvH1RYu/xNDlgRAR1wD4CQDvo8tDl5vD0OU+ERHfCeCNAN4PAJl5NjO/haHLFRw2sXo5gK/R95OLawP7w8sy80lgThYAvHRxfeh3j4iI6wC8FsA/Y+jzQFgsXX0BwCkAD2Tm0OXB8YcA3gPgf+ja0OXBkAA+GRGfj4hbF9eGLvePVwL4BoC/WCxRvy8iLsXQ5QoOm1iFuTaOKW4OQ797QERcBuCvAbw7M/9r6lFzbehzgczczcwbAVwD4KaI+MGJx4cuG0TETwI4lZmf32sSc23o8jxuzszXYb7l5LaIeOPEs0OXPXYAvA7An2XmazH/GbqpfdHftro8bGJ1EsC19P0aAE8ckiwXM74eEVcDwOL/qcX1od81iIgXYU6qPpSZf7O4PPR5AVgsD3wK830VQ5f7x80AfioiHsd8e8SbI+KDGLo8EDLzicX/UwDuw3w5auhy/zgJ4OQiEg0A92JOtIYuBYdNrD4L4PqIeEVEHMN8o9tHD1mmixEfBfCOxed3APhbuv72iDgeEa8AcD2AzxyCfEcSERGY7xd4ODP/gG4Nfe4TEfGSiLhi8fk7APwIgEcwdLlvZOYdmXlNZl6HuU38+8z8OQxd7hsRcWlEXF6fAfwogC9h6HLfyMz/BPC1iHjV4tJbAPw7hi5XsHOYhWfmLCJ+CcD9ALYBfCAzHzpMmY46IuLDAN4E4MURcRLAbwJ4L4B7IuKdAL4K4G0AkJkPRcQ9mHf+GYDbMnP3UAQ/mrgZwM8D+OJibxAA/DqGPg+CqwHctTj1swXgnsz8WER8GkOXm8Lol/vHywDcN59DYQfA3Zn5iYj4LIYuD4JfBvChRSDkywB+AYvxPnR5HuPN6wMDAwMDAwMDG8JhLwUODAwMDAwMDLxgMIjVwMDAwMDAwMCGMIjVwMDAwMDAwMCGMIjVwMDAwMDAwMCGMIjVwMDAwMDAwMCGMIjVwMDAwMDAwMCGMIjVwMDAwMDAwMCGMIjVwMDAwMDAwMCG8L8zvdk6I1QTTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#load image\n",
    "data = TiffFile('Data/30567/30567.tif')\n",
    "image = data.pages[3].asarray()\n",
    "#plot image\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(image,cmap = 'gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1 Filtering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A large set of filters are offered in scikit-image. Filtering is a local operation, where a value is calculated for each pixel and its surrounding region according to some function. For example a median filter of size 3, calculates for each pixel the median value of the 3x3 region around it.\n",
    "\n",
    "Most filters take as input a specified region to consider for the calculation (e.g. 3x3 region). Those can be defined using the morphology module e.g."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+FfiN8YiP5wNfP3H4vUxTymlynWeM1yPJRYzywP8sOY4m+1UrZTLhKrbpemmjTDZoUm/ny5WrPtu8zdngyxmdlf8c8MddxDARy3mMzirfCzzQVTyMKttR4NuM/kK/FvhRRjf1fnD8fHrH8byL0RTM940r154W43kRo0PP+4B7xo/LuyyjDfFtqtPA64DXjV8HeOv48/uBfS2X02QsV4/r+r3AJ4AXriCOLferLspkvK1TGSXpH5lY1kqZ7GTfBp4J3DatXs16OE2AJA2IV5RK0oCY1CVpQEzqkjQgJnVJGhCTuiQNiEldkgbEpC5JA/L/QroFkIbPsSwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "disk = skm.disk(10)\n",
    "diamond  = skm.diamond(5)\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(disk,cmap = 'gray')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(diamond,cmap = 'gray');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_mean = skf.median(image,selem=skm.disk(3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(image_mean,cmap = 'gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar filters can be defined for a large range of operations: sum, min, max, mean etc.\n",
    "\n",
    "More specific filters are also provide in skimage. For example finding the gradient of intensity in an image can be done with a Sobel filter. Here for horizontal, vertical and their sum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_gradienth = skf.sobel_h(image)\n",
    "image_gradientv = skf.sobel_v(image)\n",
    "image_gradient = np.sqrt(image_gradientv**2+image_gradienth**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x117f4ab90>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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PLbaQUHKvfvKe3efH+C++JrHV5eVlnZ+fd4oNyEPOA9ljU5DUq9Wqg00QoVX1DSH9XvujVAgdj8fX0Wj0P1XV/1ZVk6r6n4/H4//+vesRMX1QQwA4SoYU6y5zx/AQphQaQn59fV1V9Q3IEsQS5gwoOH6LmxkpfRZcIpuqqhkbRgPo2mw2tdlsqqpaMMyopZKYh8vLy0a+XFxcNMO13+/r6uqqGcKzs7Mm7AwRJ1NVLZjFRBNCRn08Htf9/X1zEhSZIBPOXI/pdFpPT0/14cOHDonH4CZImUwm9fnz58ZcMu5//ud/3oitzMwJmvKZMiQIqZw7iub66+vrBlKPx2NdXl42A6JfGdwBDuaKbDw/P9f19XU9PT01x4kEMP/WjSyQSSB1Op3W5eVlC1AA2+vr6w7jDrBQ4ATg2+22yZ0Ay3wzRL6X1SeIi8yQJDuMWCQ3WQ1H5t0vq7k4JgYs14EeXVxc1H6/r4eHh07ghTAjF2RCMIn9zyqCBFDAMaadw9LvrDTKfhmL4JKspvMVYKazZJcyGwC46XtmwsmY5yXJJwNo3QEcci1opAfmqB84/Cm0P9RHaOSULCWxyw4gIclOZmCzWqifac2MHyAlg0+GEdNZaWJNyQZZZLv8z+7e3d3VcrnsAEvAm21Rbfn09FTX19d1d3dXq9WqZaGyQpJNAbL71Ul0mKyRJ34zgSRdcY/MrledgJjsX5Js5tSz6QhbzKZltUTVqbqFL02CxprTS3ai6kRamAP3cC1fmNV5SU5kwA4QZ7WkOeADHx4eGuENXCXJnlUJaQ9zzrJqhL6nHJp/90sblWRbkujsMx+jmsz6yVhmVjgDQQA/Abf1Je85P1k1mWuZSSA2LwE5oJ56kVWiEjNJsKkEgIVkldnw8/PzWq/X7Tuea43JQ1Zdpi7SU+uZvqJfHWyurXGOLedDP8k6PYBxklTIqlnYKbPG1tLfBWywmedngP6n1P6/+okkZ80hTJJJwgyA+XD2PDEhX8ye/Pjjj229BNvkj9xILAsSswIsCVlkSQa4iARxTlZiX15edkj44/HYSHd6KwHHj3meeIcePD091WQyqdVq1akOquomA9hAeCcJl8RcsKbEu3ux6/qqfwLei4uLVhmTybA+qQonwdRsPR9tHgXZVdXGyPbCj3R9Op3W2dlZPTw8tERtkrfW3v9Z0UvvPA95op+ZXMnYAjbX2Oiq6tgI11adkqTmX3/IT5Ik5psd6SeKsrLH7/qWOFlc04/NrXkSGuxZVX2TbGDLci5T3pNkV13svhLY9CCrQemrOCQTuJPJpO7v7+vs7KzhENU54iljRtoiJf2MkEoOoq8XDw8PzUZnZbCqoSxw4DeMP/3k8XhsRR7i/X6sI968uLio9XrdIe+sYSaD4EhyNZlMWkHBe+2PtWWsjsfjv62qf/uPvR4JkQA/s243Nze12Wza4iRZwSgB2JlFTEfJWFp8C3p/f9+C01S+qhNbTvEyQORULISAVgDiHuv1upWVyUwAUlXVAewJIDOLScj17f7+vpMFIaCELwkQ7LhnZdaJsUiHVnUqZ0X8ZBYhiQ9jw9hTCtsJGA8kjbWeTCb15cuXZpAYD2BMRcdsNmtgyrMvLi469zo7O6vLy8tWrZLGOkmGJA6TVLIVhHxk2erDw0Nz7AkKfvzxx6ZgjEpuY/H8dMi51oIe62c7gTVOlpdjz6CNHKd8PD8/18PDQ11dXXVIUUCoXynFqGcW1HOyxFLLbDbdNJa8pyB8Pp838GFeOQellDnOzWbTKZHPAA2QQsaQk2T39ZtcZOWDwJ7d8Fz6zBHIHmRway4Wi0Wby8zC51xWVbMhHBx7oUpEVRfd0F86RO9V98la/qm1P9RHVJ22a5D5qtNW0twKY2tABqz+p4/kg87lVl16kv6kqloAoS95T0CD7AAuZDbJ39yySJ/ZuCTvXaufSfyw0VlRUVXNHvs+sDydTmuz2TTb5tn0Kysw+skMYFwA0yfEyL97JVFknVTgmPv0V/SXvrgX/5vPMh9JHFgz3zOnqm76FTlJdidATDLBtsPj8dgqmAB180JXVZv1s+vkw1yQNXKbW1Iy6M9g1c8ZxPaJxiyTJ3uZ6cxKhky4wUH6Jxjok55spf4jHgVz5qsvU9bfVrz05TKcDw8PtVwu2/3Nl8A8K49zq0qfZM8g0O+w4XK5rIeHh46tII/ILAEF+fK5Meg7fWYDBO78QW7B8D36zr7wnVXVyWiz/+SYjFpjFQUSQok7f1/2959r+0P9RJLk5NVc0ourq6uGofvbeGBeumAdM3FLjqxX1SnZnLqU8mXd0y7QTTKcJEISk56rsmQ2m9Xnz5+b3YZt2Q64iA6Mx+MWCLIfZBKhkHLPH+WWH1uWcouKpAw8y17wU8aSBFUmwJBH8OPT01ML7vUntz3zDcgTa61vfJ24MZMMfr+4uGh+yHjv7++bLo/H47q4uKjb29s2P+Z2Pp+3mMBYq04VwDmnbG76fs8lI+K2JAb557QXCJP0UUnA5a4OODtJHLHxewkM90WCWFP/skJFbCSOJLvwfCaK+HMxelb69pPQ/AUZSLKM/VUIcjy+bcHOhDf7mIlkSaws1EgiNnEGneKn+J2+voiVctv+bDbrzAHflnbe+iZGyDGlnd/v943rsEaIRrqHaJpM3qoaxS159ARSKuck8cl77Y+1ZewPbkADQSNQyqe+fPnSFPDl5aXu7u6q6i2IvL29rd1u16pvjsdjK+lSYUM5AETB/H7/Vm2TYMOiC/AyUN/v38r6VHOYYM9BHlAugGm1WrUxcf7utV6vm6JoWcmiAkdDkshaJhgh2AAzBtOcYoYJjKA1gVY6K2RQZqTG47dSxsvLy7q4uKjr6+tOEGR/qNJLZB/CYrvd1sPDQ2NtAWrg3joidKx11SnrblscsP/ly5e29hwVOZEJeXp6akBByW8GGQBmP5uRc/X8/FxPT0/1m9/8pjHP2+22bm9va7PZNIdyfn7eKYs1p5zf2dlZMyKcB3A3mUw6VTgpS2RRsHd5edlxithkcpLb3szd4+Nj3d7eNoPCuSM8yb81r+qePcFY+25+Tv4zSH1+fq7//J//czNWLy8vrSSUbnLC6cAQiu6FsU8G3FyksQXeMnO3Xq87+4pt3Xp+fm5rBGQnMNMX49hsNrXdbmuz2XT0kuG2jW+xWNTZ2VldXV01OdHvh4eH9ix6Sv9lyQBS8zS0tyYQpFNZlZhONX+m31Unmc3gr59VySoJwXOCfiXCWTUoeEe0VFVnW1oCnqoT+Zpgn11Oh81PJAFRdfJNSdj2KzIyUExwlhUJuW0tK0gAG6AvbWoSnHxPAjgA1r3y75k4APAz42ps5p4e59obq/vTIWuZdiAJnAzurR0w2SeDssqGfUviKdchCZDMxKed9BzykgRWkgFZ9ZFVXllZYM0EOSmr1j2D0KwoMVZzmXPa/77ghl33XfPPfrkPOfJsc6GPmewz9zKgWXmdyQXXmoskGDNRRkbJSuoROUiZzu0qGVBnUtK6STrlWT9JUrqnNSDn1pkc8Etkj2wmCZq6nxlhPoI+py1xT/MytJOdgacQPeQ7gyS+NisXrBGZlNyih3TR/4k3+HbJhEy4SUKS1cTtVdXpW1U1fKKyuuotgP/y5Uvrn4BWH5Kkom9sgP7mPCyXyxZMIzPZJBU8u92u7u/vm13Kyoe0pWy/xJlEadorpIO5RviI/8QpbDB863+J18lk0rbYIOutQW5Zy90XyKaLi4sWjFuDPMMM5n4vKZGVG3zg8/NzLZfLNvfGJxZIX8NmwTDwunl5fn5uOzwQRqPRqOFISZ30C7ZZkSVznWve14tMqCFQbm5uWr93u12t1+tWrYacRE6Zm8PhUB8/fmzJaf1m38lQxhriJDoIw/Erua296s2niGN8XzyRsU0mtnwOj9NvGO319bXheH1P8ijjYH11fzKfxRdXV1eNnMNHZCI/sSHfjKNgfxCByEdkNbKQz0jik46TJ3FzJsf8r7/ftZt/gI39ozVgiBD0z36RZSEgmK+qakJKCSeTSeccAIuF7c7tQb4P5CeAraoOQM3DEfvZQb8bCyORCkMoUhmOx7cDcBEc/QO1shQvsxEPDw8NNGEHXZ8ZySSYVMkwglXVASeyXgwKpwB4ZFbcHGdmjbPMDFpmJ4DYm5ubxjLnVg4GDCBU5rndbhuZxvk8Pz/XxcVFJ9jyO4V2+FoywgwGmWCIGQPrLJOJLDO3abju7u5a1YlxcZAc+Hg8rg8fPrS96+Rzs9m0jKtDWQF24ISB8DdAwzxmVsb8I4Vkd2Qrl8tlk23AiEH0HU6Rk8jKuwzYsoKBM8psDT3hsKwxuQPCjdP8a8vlsslDEkFVJ5YcIKmqTt88k62wvhcXF7VcLuvu7q4TSAP3SCKGOe8pA62EU4CgaicJKI7Y/ZOscG1uQ+gHxaoRsgIjg76hdQ9ZzgBa8CSAZjvZw6qTnCVQTHlAKCgTR67LHOfhxEmGCKAzKEunq5+Z6BBkZhBZ1a1soGcCGQEpeWWbyK3r6br7qYIzrpTvJEKMJYOInDtzklla90pwZ43yO56x2+1aub9K0wT4goCqajZS8NEHU+QAkGPTzDe9qqpm0zOA8qzMEJrDzHLaRqAZW5JESWIIgiQVtASe/BnCPknNrGoz9/3tbNl3pHX6pyTUkNGZkSWzWUGtP6kXVafklL54HqA8n8/r8+fPtVwuO5lrfehngWGzDL5lOJOcYlcl1XJ7jCAVAOe/Up/4M7KftoFuuL/KiySyyBi5MN9JbtKT9Bu55tY0g4KUm7xOMue9vvDRkiApJ4kfhvbWrHniPsnNDMYnk0nbrl91qsqxhrmVJ+XC2sMDWgZ0zhdMeyVA7leTJ9mahFAmi4yrT9LrQ9rxDNzpTJ9AZk/YL0cT0N+0G4kNt9ttXV5efkNMIDnNOQyZBJQ4IoP3rKTml5EzX758aUnPxE7pr/zPB7Al9D3th2Ca7pOBTE7Czx8+fKj7+/s2FxkPIP2RMRLeKQ/Wiv9I0izttXiqqhouttsBXmZ/+UNJ+fRXzqKE+81tYv+qUxW/qhdy+/Dw0PrERltfTZIrk0dJemdRhHkgO3aJ3N3dddYvMRZbx8dlxVPKqeR7VnwZc9UpmX12dlb39/cNF+nX4XBo8QQc7meJQtfSsazSyRjVWkv20ltr4u/mQoySicdch35irh9HwDG2UsNx5FjSwHrnc/r+qd9+FoRQVX1jFBNYJHFBQAh6f6/k4+Nj5xDLzJoKIhOcJpEhg5SZGkbuy5cvTfEyUE3njCVMxp4ycRTGVlWt34KX29vbRiwQTIbgeDy2ihgnrwO+OScJGoE9RguZxFjqD0dJqCjiarVq2bSsHOoDyZeX02HdmYkWuCeBhkihKFXV9oCmMUXQMbaZ5cwS7DQattfYNpVVAUBbKrH1zIoQzhzYMm5ljL6b5yEA5+TKmVSyKpwikmO1WjUlvr29bXtNBUvW5+HhoW0vAvoSzJh7YDhLRxlPf+fUOK08rE3glUQF4i0bwyuQ5YBtXUnDhmSk22Rot9t1xkUPzGdmucy16zabTSeznBUWmW1Cstzc3LRKst1uV6vVqhlMa4EgywDJwX4quZKYoY8CQPOY4D6DZc6XHBqDICG3C6ROuB4AGNqpZTCVYBmAYcvJP9CV1TZZAZAkTmaOU7bYhT6ZnlUqgITKtiQe6Bi7xScBfFmpU1WN9E6fZQyexQ5kZUduQcpSfDpDhs2JoD7BONmUqEBkmQf+i7/MrUyAHl3UB+Twzc1NI2bZDTZZ/81tEkGe7VmILdUaSbR5rmRKAuCUiyR203/mWTUZzCFM+qRdnuFnTrVMMJi7DNoyW+67iXeMx1aNqhPpRNaTjMjqhqrT2WjAMlxDjlPGzWNW15GdTNhl5cRoNKq7u7vONm7zdTicDtzko+hsBqfm3bhVGKe8uQbOyDXP52nkh03n82zvJr9JgrH3iS34TPOUZ8UlAUU2E+MJwmAJupaYhVymrUr8lEQrPyPoIktDddC3jW3M6pC0k3B3Hx8J7Kuqg+XIunlnr60xWYd1MujKij3Y8urqqr1cgn0kn7nlEAGY1xlf1Wl7cFV9Ezwn8Z9+C/YkW+xc6jsszpaxezm/9I7+5E25afEAACAASURBVGdwZhKhEsWq4vnT3H6Tvhjhy+6wIYnNBeB5/lBWp4xGo+aPq04V9/0zQLMa0T2QwBKHSaAgy+gjPOy80n7SiU1N3U7i0bOtd85bFgmoPuE32HtJBXKVCYRMfppb8/G9hGXGqHxzEtBII4l1f2PfxCrm9uzsrNbrdYsDqqqur6/bFjrn9uhfJkdgjzzwnQx7GZJKG/Gh79EB65CECLkydv+nzzFvqt7Eypnsyvnxu4T01dVVq7Lqb41kO+g7+cjiA3KMpJzNZu1coKzmSz+RvjDX5B8TR/wsCCEDrjq9yYtQjkajzhspzs7OGmMKIBDMZGuTtLF4/SxKBsxZxktBCNpoNKpPnz61wDANapaheh1g1ektB4xigheK4qBk4Pjq6qru7u4a8MugpKraQcSCWxUjxpQl/flGA9/J7GvVm/Ane11VTWFtM6MgSTTpG8MCJGV2hUDmK/DOzs6a8RDoIjFUPWUGTH/m83k76d96awnQAQDzWnXacoEQIyvGS7kYDkF7HtJnm2GOzTMzQ04+yR0DlttL9BHD67BzMoDpFtilQc4KH0Ymqw+AW7LGoWpY7qzson/OV9DvvvPAopMfMpbkJXBA/1RGkcPxeNzOmwBCBErOUCJLjGKCZ+sJ4AuIZHU47NwuOB6PWxUeoId0q6p2WJs1u7+/r4uLi7Z2smDvBVt9AhFYrKoGfjIgR1SRcbJJRzkAzzCPuYa/9Ja6nICRfKVDZTsys87XpE4nkBWkJZnnc/4CQTGbvZ0RkWQTe5Cvvc+McmYGyQq7nEQCYKrvvpsVMMaUWVjX9c+8ARJybLJYmS3NcnA64O+pA37vk9H8BX8jWHBf/tRcZkm7eRCQsCXIBmPnsxNQC+boSpJfSXgZD7uWhB3baU4y4M/sewbzCIY+sPeZyl/rnPcWFCHT2Aj96BMTWRWTQY+5tb76OB6Pm13vy2hWufXvkVVnfcwgeZY20OfmN4PXPL+q6rSdzFxeXl7W3d1dJwiwRknOpb6zjRl49X07kJz6kVl9yQy2NiuWEnMlGcnH0tUkdfWfHviuv5k3uAKGYLNc/17Fh/GSAfqlb2T9pzK/v6TGHmX1SSbskkh2bSYv2b8838N98nDbrNBR+ZDJaIGsLL6q+vH4tE2o6kTwJlkv7vn69es3JK6WQXmS8RJJ5Cx9ANmWBKuqjo1NYjETbFWn6oWXl9MZrPSAPclkL53xPYE8O8Xvpp+G7/Kg+LS9WaWX1bJihyTDnAWTVRRIN3PzXuLTMx0WTEfha8kN90uC3FzrKxnK89WsecYOfs9Yyry4PgnJ9LeSH7PZrJ2FlLJ/OBzaW7mTQOCr4WNkk7U3d2whDAQz8eOZdGDrMulpTn0Oz6zX6zZ37JmjVzJmh0XMtbdZvr6+tiMkjIfc9WWFDrOxcH8mlvskTCaJ6S9/Zz09z7xJ7ktqmOPUj7QNyVWwR+Ytt3H27b45ynhcHERfc/uz+/r5e+1nsxfB2SyMACOX2SqZOOwaA23BCbFAWcanqpoRUA3iu/n6aYJlz6GJrXoTAA7D9iSCZ4I/f/7cjFoGvUkK9auZ0tjc3t62sutk8wjmly9f2nfs5wWogbfsl6oDBsYZNV5/aK9q9m02m9X19XU7qJkAAy8YTffIbEBm3xAcmNsE04wch3R1dVWfPn1qe2Q/fPjQCDIEBoNon6w+MXpaVmp4hn+5XQpgYIQYF4bNmUPGzVAwqFXVKq5eX18bYWkuOM0sReboOZNPnz41Q0zGyZ3rbVeybvv9vtbrdS2XyzaWlBXZdoAmMy6MX5KIfl8ul40IYXzIVmYLgObn5+eOgXQ/BFsSgqvVqvM2Mg5JxRHHZm7cn74p26U3AiOZB/vFGcQs8U5jvVwuW3Xdy8tL295onGdnZ/Xx48cm18AcO5KZ2CyNNs7M6pNPczydTts+ZmNcLBatQpHj8QYRNisJ6qGdskfmiOOnn/TImmbGVGCXZ81kxY31BJwya0+GyFQGhxmQ6lNmiqy/daRPmd3PLE9WirCp+ph2OgNw8uq7WTlLnzX+Mrefph9TPWTu0pbwKzkP+kBv+FHjMq9JAvFdGVz1ia0EY9Yzx54kQBI6GWAIGjI4oqN5hkQSt/6ea5vVGhm0kwm2quq0jRQArqpOIJTgzPf5IGDQ3ALMGXwJdvr3SbKen0o80LcjxpZyTyfSt/QDvwxCBSl8QyaF9I3uZNIJGQm0ema2xE39zKr7kz/kUZKdAkX+USWCeU0iL4Mya1x1qrKDrVzHx2YyAcHWDyzy74J/dit9Sn6PTkl6JH4V8Ol3ErZDO1VnsV193JVkIowMo8JJcFjim/TTqvKyclxFPR9Ed7fbbaei3/ccHZBkKlmrOiXw3CeJRDbas8g1O6+Szr3Jc/qRJJW/l7hIX5r6qC/GichIghgBcn5+XpvNph4eHppPcg9ybBziM9fQhfl83nBwxmtVpy2tWXVh/vJn5wa5lv+GITOhl2PgUwT2k8npXBrxZb/ateqUeOSn2O70W7nNLJM2maxI3JKJTOuSSfuqarEH8iRlajKZ1KdPn+r8/Lwlfs1bkhda+u2PHz9+k/iHW+BWsZCW50alj97v9+3A4yS/9THtYFW1LXTmgJ/c7/ctDmFPFRfAPZmEE/dLmBizhj+Ai/pku3FkfJRVhpvNpoPv4Bvz5cwi98+EvvlzLrB4Navcq6rhGroqbkvyjn1yD/e2pt9rP4sKIYaY8mZ1C8YwD1Qz4QxDlismeDdxjJXPKYhXrfcFwjV5blEKDqCcnz0+PrZ9r1Xd1/hl5ha7jODKPbXL5bJzrs1kMmlsu0UnMA5t4xSQNZl1Aowo+/F4/OYVjFlGLYgwlgS6WHSGRwYR8AK6GTFC7FDwLHtVOWJbF+cFoGPmM2vp2V4bmIrkOnNhXtI4ZRAjQ8M5IhVznzWjkH0mo1kVRtFdh2CyBukoOYfLy8tGeIzH41b9lOWInMVoNGrGX3AlC8MZC5TcV9WXfba53U6/0ygAnfoPiOQccWjmlkHmFIxPcJDVB3d3dy2IosdIvslkUuv1ujlY/SKX2+22rq+vm3x55sXFRU0mk/r69Wt7HTQdp9Ovr6+tL/4mkADw0y6QMSAoA1tnnQgIZDUyUGET9DurLcgt4omzyK2bjDnglUHT0Lo6bHtoBmx0W8aKTJjDDJ7JYt+3ZIBG3gCQBG0APJ0QTC8Wi1YJoG9JErIB5Nd3MzDNrSQZiCSJwuZUdcF7Bg7um+PPQADY8AzfEbRkgOxnRBoyAlhkBxK4ZDUIX8KHuZ791G9+k76nfc0xuT776veca1tckUrsu/7Qs6rToZ5sj3UH6rIqhpx5Hp0ni9Y95zvHmuudW2b7awJwklN2xhxn0IboTP+T5Jn5zEoV9+gTWHxkZlatTz/Dat6MM9eVXOkLPc0kFf2gY0kMJXHDdqfsVr0FXl+/fm3bQPhtuuwe/e2GufUKVhSYkiW6Z37SJ8jO97d8+rvArk8ASZqkr/K8fDui52bVsT6xG3QpA9lfesv1QeLBXexBnrFYdariNpcZiLNr5JNO5hoLVtmUlJkkxeGH1L8kc8g035TYPWOfTHKQ58z+k2vYIato+SZE9/n5ed3f31fVqSIO1mXrxQFZ2ZQ4idxmAgW2ydhMQJ/kfVZyiKnG43HDw327Yk3ZzcPh0LYcIcLhM7aQz0zdTnnJ6u20oX1SMbGzPqa9rzpVTUpcVlWrGIERjNdY2UP/YI/0hfm9PDPUmJzN8/Hjx7q/v2/yg4ASL6gE8iwYlRyzs4oG6Mh6vW4y19+ZoxJUbEkPrq+v6+7urlarVd3f33cOu86tmZkUNk/sq+dnvJOVr+RHNf+HDx/q7u6ug/fEL0ng+Pl4PNb19XVNp9P64YcfOvqfuxP2+32tVqu25qnr+kbHEfhZSWQt0u9WdY+1oX+wlTUmT1XVCC3cgLVMbEqeUr9ghp9KHPxsKoQEjC8vL43xu7+/r9fX1/a69qpqBA+hU0pLYROMqHZwhkiCvwQrLy8v7XuED/DKgMPvFCwBRhp4hirB6W63a0H3fD5vgnZxcdEBCv5O2c7Pz1sFBEOzWq2acRLsGyeDCJymkToej20ugV7OwVx4e5gKmQyAc88ocIi0yEyzwIGQ56n9HLKyPw4AmWHMx+NbBRUgyaCtVqtmpFUfeXOZ71edtpqdn5/X9fV1e61t1elgTEpMLoC9DOaRAQ6A9mxjY/Q5KbKW5aKj0agRYxhsjn6xWLS3qJkz88Nw2gLHqAmOMpjMcvLcUknGkhzTZ04SoaqiCYkj2MBsJ0BOJ81Aec0j2U4Dpr+IrwSx19fXTZbN78ePHztjPxwOHXLv9va2vXY1t3bmwbGySv3WZ8rn83kbg/WSuXEN9j0PuwbSnPdydXXVxg7oI4DyPCW6CEz1q1h8VxUUh/BLb1kRASw4Z6cPOukzkIFQIcOZ+QUY2Td6Y/3TVmT2J+XH9+hpnl+WgAsRWXU6u0Gfqk6VmProf0EuMK2//FfVKXgmgwjarGjIgJitI4vGSEb5jqrqgFH+Vaa9qvuGsj5ZYW6SGEviwRyaT/2zRtn4beucxJW5BNRlfZPoy+AmM/h8QFZjeL7+JEEkMEEWpawkKVd1CgYSsGWQyNfk3GYJfR8QJ3GUFSqwTZ+w6JNX5D37mZlUgWKC0yTbM8DIJIM5S+CZPj6TNmQmiQyfG0NiOaX15oB82WbtWAFjzQSC8faTesaXfc5ESRJ5ZF8z72dnZy0Bw5aTZevMBmUCDubzspN+lY9MtT64d59oREb+FMj/pTWyj6DJKhw4TWUuDON7qZdpm/2c1QmJ01OHq07nwSSpkEQL7EonVBHQ08Q7VdXiF7JP15Efee+qajgOxiRzglk2ja3J3QCZCK06BcKpM0kGv7y8tPMa6Sv9tW067522XSzEb9EjOMt8mtvX19dar9fN1ladzggVownW861P8/m8M15z6x7pz/m+xA38zmg0atUw4qI8Z8o8L5fLRsiIQdzb+mayJckUsVbaR/PFfktOGr//Vd3rs1gUKZA+Oo+AQAD5e2Jd9qbqtB0zY1t4i681xv3+7QiG7AeblmMSP+b36F+uh+fd3d21Ch3yLcY4HA51f3/f5M/ciqEzLvHc0WhU6/W6Hh4earFYtDdgZ4xJFhDJ2TJ5AG/Ri6zwzi1jWib++tvWHEeQGI1vc3ZWVsAlUUlHzWvK80+1nw0hlMF8Amyg6/n57ZXlFhnTDLxYgGTVEigzylmpQtD7mcXMziS7TBgYgDy5HthWzZEGD9gEhpLtpygcFAGkmIgkRg55xZkAv4yBcS6Xyw4wTGZ0NBrVarVqY83AYL1eNwPKQBFkGV6sfBI/svX9DKfxUnAGATAn9IfDoVarVQcwCtStOcZVQDUej1sQ7k1WDpDLLQa/+93v2oFmCXIRJ/3qHPtAx+Nxp1IJoWcNGHFZZcAU+Gd47M/mIJX3VVUbPwKOLDEm1tq8uudisajlctkMHDKFvCKyLi4u2tsHGH+ZswQgWdJqTP4uiM0xpbEFvBgpzjaDv8Vi0dbXNc7bSmPGGXz+/Ll+/PHHVlbtPqmviOCsujk7O2sgg05ndi/ngD5klvXq6qqx814Zb57JIzCobBPhlutDDzMo4Mitq2ybbZR5PcNtHYf21vqgm57m4dtJlHDeGRBXdc88yTL2rC5gp6pOWRXAKgN/9ldALGhwL/2R2eO38l6AfWb/+bIEIOxmZufYfYEPGQTQMoDOKgdZc31OsGA8/TnRtySbsqKDvU8b7nmCtFwTY6cvfeKJXUbwJhDvr2c/SEhfn/OQ85p6lkG4Pm6325aNTVkw366nu/1KGPPkXLpMOCSAQ27AQYKxDLySpGOfM7DJrGX2IasVzGNWQ2S1jWemnXV/tjnXLe+T5IREA+KoTwTmVj99SD3zHHhFYOKfNcr1028VGGTNd7KCoi+DVafzBtO3w1f5FtbMBiNmBYywQpJMWb3RJ10FMuy+oAyZ1x97EstJJGfmeWj1jQ5LdiHlEOtkNEmerGKATWBJiTOyKQ5hP7Ni3meJreg+DMYGsGlIAHoMX/E3iNeUMeS/72XC1bVil9QvuMK4xFHw4OvrayeIzeDS75lUlNTmI5IodzRAJqnppkrEJIRvbm46BLf4Ke0SPcqqfsSLeKbqtM3HuaiZ/LM9RxyHCCBDuWWv7zvZKGOk+7BxEvFfvnxp5BDMSa7EM3Q4/U0eHwFv39zctDOWyE4mkSQg2Hn9kVgQR5JL83U4nLbV+dzcicVhDS2rGxPnZnVS32bm5+INsWTitrTBVac3rCVRmOv853/+5x1SD+5HriZhlWucSRi+0suAHCmhut93yRuZZP81ctqv7plMJvXhw4eWYHeNAoIk29gaMqmayZzl2V6S3/pB9tzb8+GJ77WfBSGEdRVcIRhms1mnasaeQ8E/Ic2SOtk7AGcyeTs0yzajPsuOGc+sfJ4RZKKd5ZKMXbLak8mkVb9UncoQEwAbE2PpuRxLVrNUdSsXBOQCjeVy2X7OYPL6+rpV+CQRAwgC28lUGwNAh2DxunKl6LY2IT0Estvttn788cdO+WZWXc1mbwduOx8JoFksFvXp06c2rmT4Bdyj0ahubm7a+S/WmLILqq2JTCIC5vr6un71q1+1PhsPR+I5ykQpYZJZyCNO68OHDy2oACYWi0Xd3Nx0lI1cYMnJiHtzkNb36uqqkQ9Z0cNIkMl0jpy/ChTPze2ODtWzvlXd8wqsEWPB8DGu+pvli9bEfRAofkak6DcgNpu9nVF1dXVVv/nNbzoHU3NiVW8VOdfX1w0EC3zdn/Gja1ltlQCAIQTMOILD4a0aTsWcdTZu5O7z83N9/fq1E0xo5DArDOh3ViKmjSJ7l5eXTc8BVfrEAZA7NmVop0AxwTfAkWXIVdXAQGZhE7QAZqkree8MODOpIAD0LLqX2w4AJQDR554B0HL+mQFLQots60Nm6gSObHwSP2SNjhsz+5t9yiA5+wd4AWhJ3Oo3nXp5eWlAkl2rOlX0JEHK5libLHtH2tJ5+iXx0Ce9gCr/zEUG4RnQCXT8D/T3zxXRd//TaePoy4drPAfJ4jlsgASQ9cwkh+/1iQPYIMeWWzPIAJnLrLbn94kW8kEOPc93k1Sy7tbNeJOUFBAipbJKKAnMlGHr018/f/Ms8psJHX2AIxB6wHLqVNpt3xWMILmyLyl/8CZfnNUj/Woo9+GjrA0cVFUNZ6SNyfUhf0nE5vzAOMhRgczQuo0e9fGzSpyqaiSJOYfXYWr67H7WXmBpjdhK2Fmyje6lnKUe5BbPtC3sw2Kx6CRMq06V/lVvZ2+6zj3dd71et/hCoEnmyLQxOLsTgQAHJ5klyUjO4VO2hAyyG2wJYmC1WtWHDx/affJsGzjIfLMR5Dy3TWXiJo8WkdQVS9hxwF6KKTO2XK1WneKDqmpJTRgyq/8cX5A+nUzBA/Bb1Yks6W9Xn06nLZY9HA4NJ5sDY4D3yef19XVNJpPOdqhMOFWdtsI7wBwmF5OxkWwMf58VjlmxxiezP+yt9SXz+o08kvCGX8Q7mZTKmEUMk/Fx+jTzPB6Pa7Va1evra+eYi6o3/OW5bHDVm222Xa2qOjFfVtJYAyQdvVMpZG197izSTEJlLJ5HwohHkKNJ/GQxBp3RLzGuMSY5CB94czHbkDjNetL732s3f+8V/0QN8FCu5WAoTHeW1TEqmdkBuBAGlFImnhBSrnTGCWBk3VLJCUsGBVXV2deP8U/Fpgictgomgoul32637YAvxjYrnAAQn8laUeRkwp2/0y+hJsQcEDDpXlUnxn40GjWmX1msMj1/Y4RynYzdGUcMDvCU8wrQKP+keEigfrUMYU4mFojldDmlzJ5heilEZigygGTgtczaZeCy2+3aW1EQPFVvRt5brfSBw8++kW0yJQto/zXmOLNTt7e3nRLn8/PzltnI8zGMkXwiYmSnd7u3bYV57z64zoAuA2SGn6ybgwSy5Iju3d/f19nZWeesLjLqZ31jKJEq2HpOY7PZtHL73NJiTcmZDMx4/PbaebqXRADnx6EwrOwBO8BmAFa2SgJ6tqRmpRZi2j1VM3JCSM981bbxsjWIcXo6tFOjA9Ymg9EkN8xpEkYAefoBFR6ZEZP5TKKc3bF+CdQy8K86BcFV1TnnyHXsQgbVZEewYaxVpz32vsNuJxCni5PJ27lzqhyNrb+NTv9zS1FVdciX9B9JIunbeySOv5lDAN+85VlfSWCxM9ZW1WWSAvw2f5nBMuAjMAKUVUlmeXwSUq5hf60PUM7vyHpmybcxJMiGPZBA/DR7kHKmnxnQkeUktJIszM/JubGyi0n6J2liHCnPiO/VatWCIXbSeqs64DMykGVPAVuEfgbC1gXId8/MziK9gGX+F0ZI/0amk+ClX+Zis9m0Ne1jBpXO/kYutSRq+Ud9FmBn4CQRmLplLtL+kFP9t96eTw9khbPKJMdum5pn8Xf6+ktv8CM7k0SqJEDqUfrZrPpgB8QU7IfKZvOfSaHcyosIzOTsfD5vZzNOp6ctg/xaJurYC34iyUz6p+qcXzg/P6/ValVfv37tkFbGrd9Vpzehwm0ZPMIzfGW+bITcswNkOO1S+shM0LNHgmlERRLRbJLYRCV2Jiifnp5agng8fjuq4fz8vFXOrNfr9gIa9sU9v3z50ux1/k8WsgqK/zFuOw36xyCoJvF955lVnc6GNC/wNP23xQnB43t8Jp1nl7MqxrzwhezpYrFoMZw4hRwtl8t6eHhovsY2syS+VOO4b1b0kANza14Xi0UrRshr6ZN76nPe17EZxk7O+7FQ4ihyk6RpJsjIpXXMxJg1TjxWVU3nEVsp1xnbZRKNDqQtd0ZsxgRkzb1Tnp+fn+vm5qY2m03d3Nw0OUKYwlHpu5fLZSOxYV12zdhyPR3F81N+4mdRIcSYAS65QBlQEUJCzIgzxAYLHHG+/gnKTBSlyBI0BAEmHKjYbrcN2Kv8AE6xfe5joZMM0X/A1Daw8/Pzurm56QBq/Uvj0c8k6J/qAsIjMFfVINBENlEeSkpgZUW8/YAhwRonM8+JANKCWmMXPANrWNXr6+tW3VVVzRnabyuIUL2R5Bvjn/PIgLtGoxwAPHCbWylms9NZEPos00jxySZiBDGF/c1sZwJPZEJWdyR45JBV92SZKsOKxJtOp3Vzc9OIsvl83l5FSu52u119/vy5lf4KKGxjM35boBj0i4uLjq5wxsgnfQeIZCaSRBKkMtKMo6Ctv6UkM22bzaZVASXxZv0QjqoPEGgAnfk35gz8D4e3ss90hNbHtkhynKAFALNFVXD/8PDQyRCQwf1+3yqJ6MvT01MnI2Evu7cEAlgcJju1XC7bmuarmIcM8FuzFmxlkkDAVJLwWe2T5EHV6QBhequ5X36WYD3ljA1OOdTPzOhnxhRgIO/GlEE8AJ92OjOuCaj8r+9sWYIW9gCY1EfPSCI0yQD3yq1XWRVhjrKP5pYP9zlgY74zi8WOZxVT2jF+Tb+QSubL9exlAjiEYRISfb+d650VAMbpfgnGyEUG7Umy8MdZyZFzwU6SWc9PAs3cIFQy0DT/WcU1Ho9b1hxWMI6UPSDS/efzeUtSICKMR1/dRwVAv+ouia0MXMmLBFSOK31H6nRWMPEx1jsDzUwIZtVDX/9Tt90b7gOck5Sl7wKs7HPaG+NLIou8CiT5YQlIcqlfbJAkoWqxrFjjL/2O0IKPklgb2luDM7OiECYUBKbequih0337mwkIOk7+6fDl5WVbz6oTscimV73JkLfnJqmZeNU6py1JUlkAeTy+namZ54Ftt9v6+vVr011Jt+n09JZT9kFiKu20PsMiksvmwvjZG/ooRkEqVJ3IlCQ/zYNKKOfdVFWbCzg/yeOqk20WA5m3PHiYPRMsi2WQQ7C16/sEnrNG6VXakvTvYirVPpks9bPAXDxgLui3xAdblCSDebZb43A41Hq9bpgS3kCapS9Igh2Ods/X17czmPgcNlhsSI4csqwKLatg+K0svqA7bJ34KhMmKo37/jl9KvKPzxMnpF1HtqQuGjcbThczKaEhb+mbHRT6wS4o2CDHu92uvZ1OzJyJsUw40m3+zBym36UPeAl6/PXr1/azeD5xT1bNmSNrAI+wFbn+dPun2s+iQiiNa5ZgGWhVdQTCZDLiCCGAQOM0GX/G1PY0B6WZwH6mDzB0iPNms2mZ4xSoBNacsv4mm0r4ZDBcZ9yUkzAJ9hERniUjkBU3nFbVSamMxxirqmOAHLjLgMtouJc+Mcy+m8F4AnwGrOpkOBLIZcCm6sLbspQBUhrEFSaeMQHq9eXTp09tvfrAOR27QADhZE3SEQJjfRniGBgWRup4PLb1NDble0pCfW4tVZMIiChwZvitiXEej8dWlYVMMIbdbtfOJCLrnI3XoDKU3vZlnsxVnpvBCDKOFxcXbV6AUetiTRlm90wW3nXkxRvBxuNxyw6Nx+P68OFDIx+Px9PebQ4dSaiiLwPF3W7XDuHe7/dt+4W1SV1RMVB12ntN/gU+5hmo0heGeb/f1/X1dZNjz0I8mSPjQf6S5dfX10bUcSiy2nRJHwcy6NTME7lLe+itYwKzzDZWdTP8bJB7ZFa26vS63zyIlm4kCSCwYLMBCTqZfierRzMBAZy433g8btk61wjkVf54ZpImeRAiucoAnH4ncEYSA9xsVfqKfhUO3QIwsiqCb/QZQJhA1XcysBB46wNSQjCe65jbMKxnAr4El85044ONi92rOr0AQhaNviE9ci5z/fL390iDtH18vGokNoK9IVuZcMmx64fxJmGQuCkDKxnzfCbfwD+af4FJ2m+yc3Fx0an4TZ+ZyS5Evc9VECSh1SdDyD9izvdhOVlS/lMCST/cM0lez0iSsk+aZrY1gwlEIUwjqyqJkQGif+xF+jxyYO2ur6/r9va2lstl3d7edgJQRILxmSv+jX9hj5BjWRkomfH7Hj744gAAIABJREFUwP4vpR2Px2YPc1sIDG6OcytskoHW3VvJ/E08oepPHOIoBZ/xMXSCfNMXvh1+6Af0WdVgnRG87BmSAdZE6PpeVbUqe34lq9foZ24LlRAmu+TQnFadqhn8bnySdknU2iLj96xygi0zcDVv5oqtz2CeDWCr+YmceyRXEmpZ+VFVrRKf/9fgY3axbyP0E8bmV/XTnKbvNgeZOGezzRlZSCzCxiG0YEPrwe/luNyb/ch76AN5d+aqCqWMk25vbzsEamIl+pE7N8w//y/Bnj40kw+TyaTFSiljSLXsM3nJviRhhjDKeTa/5oCPs9PFeBB3xsHWW/uqEz9BR6pOBQC5xU3f+bH0P0j/5An4C8lh8sH2kA824P7+vvb7fa3X6zo7O2tjoTOZeOdb8B3kPYsd3ms/C0KIoBNqQqO8UkvQmIdzVZ1ek0pBF4tFM5KECHi8v7+v0WjUecW7ZsIEn8/Pzw0UTKen0+MREAlmMfGeA0RRpMfHx1bSmFkGgpKlqwySa9P4aKvVql5eXtobVTJriu0V+ABio9Goc1A3gU7glcSS7zr0mBNyP+x1VXWcbNUp25xAl+GToUBkCDKyeibBHEOXQdl8Pq/7+/vmIK2lcnFKzSgZbwL4JGmsAQP2+vpaP/zwQyMbUpEzE8tpbDabWq1WNR6PmzNM1nk0GrXtU+moOV96oCQV0BaIJYstQECyMEoJLJxdlPPHiSDeBNKcJiDMELm3zITgW5+st7WSCQWayAW9zrnmyBBNycRrZP/x8bHpIWBmLauqE3xaZxVTAmr9N8+CoAwGs1KPQU25HY/HzdFlv13D0dhKSdeyhPj19bURhplZIPtZ9aC/Q+ue/5Ekg9+Vl1u/rFqgo5mhTACeIMH/WQlBR8lIv4IjK+z4G/qb+pckdVYPsJGCPyAl175fBZD3o2t9MJXEGJ1Jcj4rVtjR9Kn6DewkeZ1EUfol9+JPzAGfZt4QM0lCJMHjevdDXCU5ZZ7yHCB9NzYgy32QL7kmSJa0/Znh5+vS7+u3OUYGsqEAYWZHU249u781RVLFdfylln4lgwLjHY1G7Xw3spYANIk+9hyIZnvJRto38plkBSLK81WvZIIqq6CQ9xkEA745Xwn6rReskqQMHwQrZlUCuexnbzOIIze5RgJj88Anp75kgGDLHR9kzM5Gub+/r+Vy2baWmcPcdvf6+toy1XxYHjpM7lP/yac1HfzEW0syjo1R6S8JlCQibI8MyWQbGYcN0w5khQbM4/v5ooGMAfQN8YiAIH+p82x7bmdE4otNBLX9ikbjRkr1t72xzenH+EoYzhwgD8xRvsCB/c3gP31C6qPP9cEuAyQDORa8sj39HQpZaZLJCC9I2O/3LbmmoAB+qzq99IT/cE/Pzu08vpcEQNXpjJo+0TSbzZp9S7sIk1xcXNQPP/zQbJwYFcbmF8iZMeSLYVIuq06V+mQ0SbQkK7KiJ8+tSXuaBQaZAEpiQt/IeJ888x2kH/kRyyBdrQWfn3JZVbVcLhvuGI9PVV36CLtL4ibJL5FcdToahE4kKcb3Jy6o6h7ynnqFcKJL5DLn1zEB7sHPWSNnBdH9m5ubtptBjJFvGMsk89XVVVszfUPupu/Jw78zgU7Wv9d+FoQQ5TZxyt0S8DNCnHAat6wK6b9iO8u/csEBP5MGNPUzdoSaoN3f37c+czoEHgkhMEnWGNhdLpe12Wxav6fTty1BDCtW8+rqqp3Mr1LJdzRjSaCaAT9AJZBIdj731wNblJOBS6cgww1YvldyD1Rmpj2rcTIzL1g211WnV3IzCBxiBjm5dow4sOXvNzc3zQBUnTIT5IvTqHoLXu7u7ppy5wHAlNV6MyJkxOGBxt53wMgP2yfMEwJCoGRMgiNAkcPnFLOCLDMBZOP5+blTaSWbkhkJWSoykIRSHoj+5cuXRrhkYEy2BXqMMFDAGDNs5tLcVX1LAJsXgFk/6L4gg24waBl0JWhIsiX3etPvJBAZT+CDHlWdDp3Uf/f64Ycfajx+O9zOWP1d0JSl43TLunEc5no6ndbXr18b0Qg4mTOO8JfekoBIAGp7IhCQup1bkTKTlyQm3UiwZf7ZswwoEwDmWQ6qd7IisKo6fibJ9yREUqfZQcAp7WAGuewOcNCvgMmsmf6rTEGa55k35J4uI3XTzmXFEN3xHPpq3qxP+oS0765NMok9yTFlYODarLDoA7Sq6gQuWf1hTp0xwS4kgZakAKI2t3dZW3KUZxr5DKZ5b6zmJl85zs9mha6WGUc+PDPp7A3fwWYgSKwVgtn8kZXMHPaDNn42dSmJbGuW+CKxAZlIogspU3XKaGuZgc9DOTNQyeRZVum4LquuUz6TBNbv1Keq6vhLPore0AFrmFsnEGN8oGDAVrCsYEBUqOKCv9KeJbbNwDPBf5K6GRAMrTr2EBEEG+Shrolxq05BXxKGdDmz/UmyW5PE11VvuqRStF/1A2uzlVWnXQUCSvaVPvnOer1utoYtv7q6an7j5uam3YtuCwj5siSY4eLb29sWM/CD5k9VR1a4kPckcDOpCONkZRL7WHWqrMtqJfMniUfn83/BPz3LClAJjSS++cNMamT8wA7z6ZJwAnYJSWtkTH0ili6rxEw/YpybzabFZ9YGfjQ/1kiFl7m+vLz85uiP7EPGWkl0ZTEBv5kJ3MRSWZUmMczes0vWPX0VfGFtrWGS/rnLgywmKW4++GEyIe7Qp/SHkkFsob4kaZWYJbmAnO/E6IfDoZHzCKOqk99ChLEFXjolzkv/kgk4SS16xN4oMMm3FR+Pb7tmxHPIQrGavmfyT/+S2Es5SRz2vfaz8SDOUsHgUUSVInl4r0ArMzoED/tG0BkioNa5LoTXs3zH3wRuynkJ+uXlZV1dXXXOMGKAq06vsXNeCKaw6q2CSClekh6bzaZzyJeDhxeLRXs9PMNG6JUJZ9AJEBBEgkMBKJlyP8w6ofJ7HjKdjsuzzOfLy+kQ5P1+36qSssQWWASuMpO43++/yRLInKnyyFeVG2fVqSTOnukMqhy4bF312wn0xuc+FN76AXr5fft3J5O3s5A+fPjQlJnyWXsgwhuvGEDrY+7IKOPKSXsOo6TvlFl1l35VnbZXrtfrenx8bGWguVccKHFf87BcLjvby7bbbX348KED2jlHADsJWcDEc7zZgPFHliVBZ71k75bLZcss020yYg3IgXN8/J1Rtr2PLgFeqW/z+byd6ZMEIEeJcWcLrE2C/pubmxYkOP+LnbHeMm5ZDp3kjnFbu9Vq1XlzmmeSpaGdguqs0AIg1ut1XVxcdIgeawFUIaIBhiQCUl4FkAmksjKAHUsCMfeA+9ffDgNMZbVEgrgkmvg/Tl7GOMkGepE2FuhJYoMtpH8ZgAIsfAYgmxUZSdokYFOe715kNSt5MkjKOc/kQp+sf0/ejZOuJSD0Mxubeub56cMROHwjO5bESNUpYWOsZCGBX1ZBmhdjJW9JWuSWx1ybHEeSAkmq+MfnZPDqGUkcmqckkdgoGCLnO+2feyVIF9j4zLzwBQin/f50vgebnUFjP+OfmCEJnazSIiMpL5KA5NLcITslaOiXNTGf1ibJR4mYtDVIH7LuPsacxAKZhM/YJITY4+NjS0CkvPeTZ7nOxkfOkghOufp9YP+X0tgSySy/W588fyNtrK1IgndzzV+kLXyvsjGTzCkPntf3KeSYLRGL6De5GI/HDd9k5ZxtxOwFzH17e1vPz8+t2iVJEPKY1Q3kxhmTqaf58hp+x1gkAhEgiaVh2awYN8a+nZWUEAj3yWZ2/8OHD03/9/t9R7er3nxEHjVhbfX94uKirq+vG6bjg8mMdUNkmUMJfPMO6/Ix5k3Vl0SpvzuiJNdJAQFb6FgCY065svPFPPdJaWuINCAzZJA/Tl+Xb0ZNnwHjIiZUJvm+WHGz2bT7OouUvT47O2tYHplBDn1nMpm0pBU9gPnFRql/WUWVvif1eLfbtcowROl0Ou3wA8iS8Xhcnz596uz4IQf6Qk5zN03imEwIpS87HA6dlyplLEnO6Au5Nf94ELsMfA+XATuSRbKfGE+SSJwudvvHxBE/G0LI1ifEDxCTLCnjM5+/vfkqAyhG21keGDnGDOnQr8RJwJiHdjHYzg0iuNvt20FlvjudTlvV0Ha7rYeHh3p9fa0/+7M/q5ubm2bgBX15lsRisWhKwTgjbASg+UarrLjY7/e1Wq1aFUrV6a0ngmEgK8+VUblBKQgYw3B2dtZeaY9BrzoBEsbbGSh5QJrMBsLBvCAQzBnHYf4oACOH9d1sNu0AYDIh2E+AnoY0M59JBAm2ttttLZfLjvMWhJGLzEwwlh8+fGgVIuv1ur5+/dqIDkpO0WUo8oBOAKJfrpelvvqNnHAGRlU1x08+OZAMJhiW5XLZsjv6oH/7/b6dJUQvzHMGo/f39+0eyCcHmPtuVTVdzCwJY5eBwWg0aq+WJPuII9lSawiQZ8DCINpLDfBn0CT7IsDIypocPxIyMzmXl5dNhtMmZXUfkChjLvvjLTiZ+Zfhycx7lt2ORqMGXvSJHFl/wUlm837pjW3PzGdVdYBcAgi2Mh0neTLXGXBXnWxd1SmQzeA7q4iSaEmQwHYm0HTvJG/037jYefesOh3q7rvsRYJjP7MBxpOVJexFv9/6m4GyuQL0ckvne1VWCUb6BBq/BBDlts1+IK0/5oTt1NiGrIZJci6D+ySeUg74VuuZ2bYErvqeGbckLfQ1qwET+MnqW68cJz/X91lsXn5u/fJvgGdWguX5MukX0q7z65ktTNIoM8yZEFC1bNz5PSRcYoEkozyHrFZVIzD65GUe4pkgF7DPMwCNr0/QeOV0kjV9ucqKD+sk+OSjUp75c0FGX7eyqir7n4GZa8is++ccGVOfOEaEZrVcVoOlvfilNxgCBs75fX19bW/bSR+RSYGq09uG+AjkAtwpwSaATh+gD9bHtfCrPrE9As4MRskuGWNfBO1pzzw7yXB9TRsoOIcVk1xg44yfndKH9E85X8bc35qVeAhORogglAS6tnplLCL43e12LbhGjGSAbX0k8fSB/YGTze2XL1/a7ghEm5jMPNBB1U/6aUzpozNmk5TNteU7p9NpqyxJQsua5W4BlSnWgc/3meRNJoOqTv5FHzLZ5eBr8ySeMD9JHrHp+jwej9sODGRpvrY9ifbd7u1Nxt5YqSHVPA/xYy3pmIIQWI4MZ7UzeUtbrZrPLh39QdaYy6pquuYN1+5HnmEH/czEsXnoJ+SSxLdOs9msEbDGyM/lC4ckMBaLRd3e3rbjcviMTPhkrJsEU+pk+l1H3mQi76eIoZ8FIWShE3Bj7SyUawRVKlleX187FR998JoVKIxgMqYyZsfjsW5ubmq5XHaICQ2wOh6PdXV11fpadWKOMfuTyaRV4fgepcqKEn1J5tI4swkuAGMBUZbC5taIzCpRsmSwzU1VtXJFwouRVoaeggXkqgrKIMAZQ1XVBNAYq6r1PcvPOe2Xl5f6+vVre7U4h5hj5SCWy2Uni6+SQrY6gT0DgdRjpHyvqjoEQAZYmYE9Ho/NGU2n05YRYBgYsfl83ip5EAwqR8ihM5M4yNls1vaPkh/GzloYq4wjwmo0GrX9r9brcDi0A6ithfV38r4MJWfrecixXNN0OFlWywm71veQgGRYlRjDhOBLcgtooEvIHyBc1hdwYpjT2AtYPNNWv/eYcSx8BqV08/7+vskmICA7nMGyKqz1el3L5bJ+97vf1ePjYyOLc9uYKsCqrkMkQ7nNwFhkAJXtDu30liCOsJ8dqTptOeIzBKqAcoIKfyO7wIH7JFGv0kdCgsxXnbaZCNIBuMwIpwzRmXTS+XMSyP2gXDDYzwICBBnEZHl32mzyl29lyvPicntK+iV6m1lgeuq+uZVHoM0W9QN4fsAzjDMzmcgZY8rMfNVpm0VmHAGo8Xjc1jyz+Jl55P/0FxgXEGRgBFtkdg54zMqYJGyStOoTETk+c2AuzQUZ5wvYR1U5zq0zXpVHm82m9alfFUdu4Rl/9w8BoZ8Oa0+ZNW7yqQoi/WYGQbklqr+W5pcMmy++3L0dJWDecq0ygBREJDmbfkz/kywyN2SYXrt/VgGTzz4pCLvCLgJPc2Ke8pwScgXfmXu2o781LsktWMqa/WMywL+kRr5hkZxHWMt1KdPpQ2C2JOnIGtyXb9qVcKX/WSHoGRKNmRTwPTrBlghA/ZwJMNg5SSP3FayTW3qWATW8hGh27qGgP7+PhKo6vSAm51OgyTckVk1yNmMqcps20xxnMpA/YhOq6hvdM5fWVD9cxyZkJS9ddwYTm8fPsh/wKDvD3ptjY7XG/F3aszwygI3oE3DsR75RmLypoOenkqSi+5KOYogkFI2TT8m33MEDr6+vDa9bS7GsWMp6s/V8OL+UPhOuzVjZ2PlRc6DfVaeDvekX2VH5lUS5/kyn03a2jmIQn6dNZlP16f7+vsW39NI9Xb9YLNr6pj0hy8lP0InEjnSK75xOTwfOj0ajWq1WdXt7275vnftnemURBH/j7dt8JOzJfrlP6keOr99+FoQQxTRYSkDYfNYvlzLJebAxQfO/qgRBsaAdAeLn/X7fqk8yKyQwTwMLoGKFATnOPxc9Mz4U2OIwJgQGy6m0G/gejUb15cuX+vLlS6cqwjM5E0AmAyIkWIJfRBJDJWBar9d1d3fXjFoqMQfC2DgFHWD0ukZEx2Tydv4O4U7DrfTa2KbTaX38+LGN3XootbTmsi2Znc+MpTc/IY2UPF5cXNRqteq8zcP3yB2gxxFxtFXVCXheXl467LfxVFUjBJTt/vjjj1VVrbrIAZ65LhzAarXqVJi4d8q5eXl6emrfRf4keHZ+RNUpWEUaIZhseVQSezgcGtg232SM3AgkPDvfumVLpuqrzLS9vLw0w6W8lA5lkADgMNCImsPh0F4bKuvCuHEU8/m8vSb+7u6ufvvb33ayalUnw317e9u2jWQQmDI+m83aM3MLDCMv2JI1znPGgJY8JA64XK/XnZJYc9E/O0nghiAd2mnLWDpiQSlZQJ4DBkmyZ6alv50rq/SAw7QJALWfM8gWSCRhWnUC2u6d2wYTkCYoJCvpNwS56chzu1ESDvmsBDdJMCU5lgGD+dU3c87HuC4DgapToAMsWRcAPLcP6JO+9smFDJTZHAGzNc+KI9cD5X2CIW0Fn6y6wnOzKia3ahmHZ7HD5jsDPLJhjNYvyQigzfqm/ydXKXfWVCViboFPebYWSs6d85bkDkxxPB4b5qmqzlpY36z00cfc5mvezW0mxnxGR9PGZcUUWYELkLLkvC+bfu8Tjkm8k+s+GLe2ZJDuw2tZnQAn9bevWHdrJWGQh9jTE+Pgd/JsPLKjjwLPJBYF/ubOuM112qV+wDy00yG75lA80LcLac/gFDaH/fOmMRijT4AkEdvP3qtATv/jnzcXizvyvEd6DK/qPxvc91dJfCGv0j5nDGV+JJokBcgOYgAeSvLH+NwH3vTZ8Xhsld7I90yyaOZL0tR6CZgleKuqQxrAlmlP+z5Fgp/N4D8R0xlX0e88KwdRnf00NjpfVS3BwwakDc6KLfYkq4rY6Ex85GvqM8nMd1kPcSyMnJXD4iJnQWUlIRsDU5KJ+/v7NsY899YOj3wjHllgv2B08uNtX8gd+pbHMqR+ZgLauI7HYyMmxTeZqM+zYhO39EldskP3Pn782OKkPBMoq4oyMc3OG0dV923o7s+Xpv3NBEXiCjJuJwN8RPcl4A+HQ33+/LmqqvkzOCJ3/5gjaypWs55J4KZP/ilC6GdxqHTVidGtOgFjAXFVNYX0GSVULZBGOcENZpuTT4Eh0AAOY5jZHMwqI+IeflfinNtrqk4HNzMQeZ5IOn1b3AgIsMJAARcfP35sf885osSIGP3J55rL3e7tjVqZ5R6Px+0tGZhV/wtcgOcU5N1u1163ma9Ed+/n5+d2WLP+MA7+piJJtReiD5Dyej0s9XQ6baRKHv7soC1y5A1fxs7ACPLJDIPBsTA2/XUGGoGwquoYONVJgk/ZWdv5GGgNmM0AFbkym83q+vq6GYAEohSbs62qDqnHYDKuiK2qk2FJAz8ejzt7XZUqkhGVCMg3Y1U2b6368pIZOVV+KmQy4OR4MzPqWQLJ3LsuiL24uGjECqCl4gH4ztJuToBu5kFtbIXtELl1YL1eNyAFuGVgASwm6Pjw4UNVnQ6UzMCRPjLqSUbQa+vGCeTZUUM76U7KXOpiEiP5Rg0OW3CVJe1kIAkNWUKyl3KWvkpAkQE9P+RvWdmT54dZe8kL9sY4khRKv1Z10qOq6gSMSR4lSZUEkmCYLLLX19fX9fXr11YRAqzkmW7stb7pl2wdcsXPKd/O7ak6ZeoWi0Wt1+tOZp3NAxwFwMgJgbX1YrvNcwZr+jCdThtBK4CwVuYaKKarABv5ysqhqhMBYD2sBXuQFWkpLxkYWht+FTGf1Tf97DWZTJ9ijQQSghtjlP0VQKQ/y0o32WTjysqCDA6rTuRKvvYa6WNuyJKAyJjY7iTm+Db6QJ+qukGv+QCAExxXVevTZDLpvKUmcQhbQt7IFdLMGM1Rkn7+TxsuSCOr7A85tAZsyHK5bPNOFtJHkJ/UIfYjDzXVzNPQTtWUVadD0fPA1qrTlihzbF34DHZtu307Q5N8IweSLFDd7bnsmDXrV5eyQXSfLG232xYP5CG6dJLNZ0ezwgMuzQRCVTWb6G98CXyXCXaxj4SX+eMbs5rDXPmuBL5Kjevr65bMYhdUxulLvgnq9fW1vXAnK6sl+iR56aUx8L2Xl5f1448/tt/ZLDquj/yhtZE4VnGp6gX2RbzA9irGvn792uK3xKHwieRD6jab6376lNUy5kYlU/oA8taPac0JnzGdvh1jYkcA8soz+WBxM7tFZ5DUZIlOwdj6BHfok++w1fB4YiOxBt0jU1++fGl62I+32D16lxg8YyifX1xctBgxXwXvHDf9pUf8F/9Hl+muqv9c4zws3vyRGTpL37K61BjFMQ4Kf3l5aefLTSaT+su//Mv6i7/4i/q7v/u75u/5brYksSj9dY01E0epZLy7u/tJ2/mzqBBKoU9GOTOzMipJGphkxAKFTkHJvY5ZXlVV7fArBjszUBaVARRwUzDVK9hFRjwrkSh5BnXGpDpGJkpjSDB+qjYYgTRsgA0F9uYUhi63aeUc+yz3F6bwVp1KwJFMk8npQGFKnmWkzpkZjUYNsOSBuMYvGAIEgc/cYoWUoMi2O1R1D/oEIBeLRVsjzmGxWLT92qmQDl0WzOi7ShRrqS8MZtXp7RHWNSu+gHjrnQy65+QcZ/kmWSbDqmcAGPLv2szCcFpAdxqcqlNVC6CpVDQNeV43mUw6+9zJUQKczL7RJ29YylJIDsx2L84aeUkmkTscNZLPPCQxxnAmg0/+gTbzoWJIsCRLi0zIIA6BmkAygwKyYbwcKxmsqvrVr37VbA/ZNcYkmpUbm4/pdNpKdfVNv6350LpbxtjmflUA+Xl9Pb2pMe0m51hVHb1LUFd1et00YOJ3xAoiha75n84AT3mGDACfZ6Il+M5KA0CfjABcWX0iWZAkEjCL6OoTEhl06kNVNbDA7wmOBf10PvUjwTxCx+/p23LNEAYJWvhnY7CWAvXMzAFevm/OgTjz728At+cYUxJFZEF/fE5e2GtvE7EFIitIqrqZePYqgaR5SwArU2rNkzB2X99HAmWVbFaN5tbfzEgbV35uTRLUZ9/MM32CfYyXvqQfIHeZ7fdMQJs/8zz2LoMQ92SXkwRNvSQP5sicIjjT98MzWWVj7FkVRFdzK0aSupmlRZhK/GUVl4w/eefDq04viHA/NgXQZ/dTttJfknPkbMr+0N4ae1N1OhoiCQVEaG7nZ8fhDpg2dSYJEuQx2Sdnqr/7lXpsJwyayW5bYTx7NnurtoZJxBNVXdsrSewcG7KWpCYZVmVjjPRTfzMRbrwIKtiErUHmSIjBjA7CzeMpUp/dV9J7NpvVp0+fWmJan0aj08HdNzc39fLyUj/88EMnNhQbOYrA/XP+q07EvfVkE/gG8203w/39fVt/FSAvLy/tZSL8j7nIpGnu1tCXqhNhy5+zifwIbO17ub08Y17HeSRBzc5khVESH+v1unMcR87hbDZrxyvYoVF1Ohs08bcthhnTeKlKEp3GRN7v7u5aZT9SRlyF9MqKosVi0Tkqwfza8UE3VDqZi4wxM9mCtKU35lOBw5cvXxr5xTfAlWI4a1tVbX3EAmyEeBuBJAmT/ZIYkxD44Ycf6v7+vuMPycy///f/vumY2Ioeu0f6kVw3WIA8HQ6HtvsHFnmv/SzSCun4OO3MBBGSbAlKZHVcY6ExhVWnaoXRaNQ5tJnSCeoXi0XbbkPICAchJ0xV3aA8s5kchO07iApgghGiBLmFIQ811v8MTIAhAFe7urqqu7u7Dgv8XvNs/WfQCZtxyMQiO2z1oox91t33BOeTyaRWq1UL9q0DRSWYHAfQ2jccGWxlOXiWaxsLAzOZvL0NjIFMoG+tKIt7MCL6JfNnXJxmZoAY9QRyh8OhOTHAMw0rok9QmZnZDOCsEYMpuHBvJAdgas3JDCcngPE3a3Z7e9u22eUbLPpzAbCT0cwok0sVY9aaUeOYnOXEyOdhdqvVqkNAZcarqtrBykjDJFoyOERKcXTkgD6bB/c3JwJHZLJrXePcJ3Onr2lYb25uml3RL+QoEiz7kkEh0jVBH3lNYPdLb4ApYoHdyEx5BunsZfoXgCczbQI1+pzVNQLtrDqpOp0xlNtLrFX2R/UguWdPk9TpZ3qqugcb8m15Hktud+kfTshuZxUJG0TmgZokSNlTfSPfwDlQ52/9eelXUi2Xy7q/v2+6mEE7IkRfrAPbLCDOc9esVwbAxs92wAVpP/IQ0fy86vSSBCQD28z/8M25HU2AaE7S1iCOEreYsyTKEUfGmT4wiRny7t4fPnz4hkyBBZLgen5+bn12T/2mO8z+AAAgAElEQVSwBmQitxNmsiVJEPOQslvVPX8FGbJerzuZczqRhCA8lcSGz6xxEp5wUl6bgS/fnJV3CCW/p53NCoO0BXBX2vcknf3dc/RHcEtH6XJmqo0D2ZoYMBNRaT/Iiuf5m8w1v5046JfeYHpxBL2Cw/kDn9O/fgCemL6qms0iA95olPoHB1p7mEw1HOzl80yoCh7J7O3tbZPJDPT13dYjeId+pTwkia6yerlctkRJVXW+mxUc/Arit59c0FJuV6tVq6xGiGQyJbdrGhtsl69kdzZakr95Viwih431vay+TayfpEpuuWVX+lVTbB0bVlVtzjKplMQMUtjP5g2+yApN8UMSeP3KZwSA5JbqKTKS1Y7w9vF4rOVy2X6GGyTz+WmVysgSz1WpZVcD2zMajRq+4Bv1z9whSMyHtWYDVejDyWdnb29FZhvJhVjd2Tr8wmQyadjm8+fPTdZU+/B9doEgAumiuULiqcYhB0hJ2Ab5hNzkK40vj4RIX5fkfCbvrYfxwXjulbbrP/2n/1Sr1apT9ZuVbdau6hRD5Lm2udOCfclE0Pfaz6JCqKpakJlVFwwAYygwFHQmqZEZIJUihJRAZ6b2cDi0SpLLy8u21SM/J7QAZ+7fVA4tWBb4Vp1KtbDr/ubsmel02gkAcmsOtp+x87cEu8ClrEdmSxk+B7p9/PixsZGZqTMPmFOvtwfAsiJD2Z0tMLPZrJ21Yu0Yvu1228oVVWqYD9mCPISPQUeOcHT2QnOc1iT39/obAo3BoSBV9c3bJgRUSMSzs7P6zW9+U9PptFarVSdQkfnD0PadCkCQY6mqNgdY3dzmx1GQJ6wxeQZWPUf/XZPZFsbx69evzYmcnZ2185iqqmVOlstlW2dg++bmppGkMpreNkaWzMVut2vEDT1y9hA5AKbob9XJUS0Wi7q+vq7z8/P2pjCVcIywgDRLngVsv/71r5s8bTabNrcOiM4DEq0tkm0+nzd5yuo9skRnyUeCDEBFlRr7IlhNh5zltOzGarVqmShlqf6WBx+6393dXQNL/p5blH7JjePN6o4McpOYSBIiyRf3AdwyY5wVFABAZniTREwikhMWPCBHVQECT32AmLqcGV+AMisZbIUEIlJ2czuNe1SdqtyA6swiAXV8ZlY+0T26AMCYS76IzmTyJokZPsccZ4k/P2a90j9npj7tcRICgFcSGHyIa3NezHMGgLlt0LrRYTrLv8InfKP5kEBC8CTxpto3x0xGMunVJ+H5hiQ3+dD1et0ZOzky/7kdMt9qo19JqOfzkogm/14+wBdkIJtBsqDIWsJFmQjJLC3QS56qqrM1r58A0Sefkc186YF5Jp9IWn41q2/4BmtkPFl1lIFin7DTZ/aDv8lAN/WQvudWQ2vk+gy4sx9JZmcyLQlL3/8poP9La1nlQgdUQqR9Nb+IQddmZRAZgmXZITohHpGcS5xadbLD/E7VqdqNb5AE7R85YSxwoUAyK5DZrqrq6Bt9zCogPox/gzPZIqR4VfeYDnoJR9qOlLZsNHqr7BbvsOnsom3IcHeSdZnkQ9w5JNg6wXawrvnP6huYFSZnn/LgaHPKLldVh4gRt0mq8B95Tdpl9qHqzbf++te/rtFoVDc3N60P1o8PFlfxvXZTiI8y8aK6w7qkDWbb0laoBkL0mIOq06HX7E6fSK+qhlv4aAlnulTVrXgie2TneDy2HS6+k1vFPVd/yAh7xpbyZeSdfI9Go3Ycx4cPH+rTp09VVfXw8FB3d3ft7WGS3bB5+tG/+Iu/aHEhW//6+tre3E22E4OknrHXvpt+DcGqcgp/IMZmA5I03e/3dXV11XyAQhLFBonv2CjxecqiObUOMAGbkDjwvfazqBBKRjH3IsoyAa0ArO8kqKUQuU1nPB6382UoAfBDGPI5yaJlQMZ5IKWwnknsECwART+zTJojzxIvRjmzYqngAAwyhZG3uKloWckEfP/2t7+t6XTanCHwStgxtwJ+xIB7ckpfv379ZqsMRjsza+ZN9pyxRExwrinACTbNnznxjK9fv7aACBC3Jg4e8/zcfpPZOs8DBjH29/f3dXZ2Vr/97W8bCZiGQrBkjlM2ZI1zHgQRh8Ohlstl3d3dfVMa2g9Qqk7BRh+kZyaEQWLgscICGM5P5lA1ET3abDbNmefr0VXsAEsZqAALv/3tb9vzOFwOhRNguDOjqVSVzLt3bqusqnaWCD3d7U5viFqv1w2EOYNLgJSOGqjL/cLmNwNTMiRgzzLgDLrNrbWiVxyt+UlnYV4yqDVvnEgS4Pl8QMk1HNrQuoedV50IImtJDum5/9nVBBaZcU27U1WdCiRnmJEJ+spuysb5Hnth+2Jm/tnIrBYh78q1J5NJJxMIqLCD7kMu/QzsZl+NGxgQELhWgJEVRg5Sl9VDltgGy+ZmUPz4+NiqeADn3HKT/6q6r+M2D/w+3w8A9as80g7zI9vttq0HG2zO3QtOSEKk6uQ3k6xx76xAds5Av1I5gaD1yHUilwLCflWLQIFd8LO+Z7YTqAUW+34TAcW+ZgacLGdm0d8Fr/rkvmwSe5rkqHmuqrbeSVwCzDkn5BEOoKO+R37ZO/pqnrKZq9ns7XyXfNW8OXEobyYtrFVVtTMuZIrJhn67Pu2CPpH78/PzVolFhrJqiv9JEiJJ56w0QKAluWQefVdSUPV7km70a2jV8GdWRK/X62ZHk+Sljxlw9Vsm6vrEW98GCKglRZMkrzqdn+V/SWhny0gE533Je+pw2jgtCdyUMX6BzWdX3CPxZCan6XViEX10XmfVCY9eXFw0PJ7bJZFI5vvy8rIdC5AHPFedKkbZC3qdpJ21QnxnhSQyAgZFaKT9yd0VidmRGklESwyJ3fiqjPdyy/Tt7W1HRtgf/pF/ymREPhOGSNJeVU9uoyI7FxcX7UU2fGKfCOd/Javcgz3JoglyaO02m02bL3aynyC31si/qlNFHRxPPuFy+pl+lv5IjvNdxm++rDH7rC/L5bLJ++fPn1s1HGxu3J8/f679fl/X19eNiM2kwWw2a3LDD/OtSVqlD0S8sTHkx1o5v8f8WTtjo0vGlTad3KhcyuMIMvlCrqx3VtEngfy99rMghHR+tVrVw8NDAxgJvDPTZfKRGoy1wSZBoTomjV+yf/P5vO7u7mqxWNTNzU0LhlWGZP8wuco7sfmEjRHL7Gg/mM+SdUF5soqMHmdV9Waw7K8FRg6H0+FVWSoOkFe9Kd/V1VWHbcxyUsGIwAgoc+iuc3V2u11jTTkEzyP85kKZpb4gs4zDFoXMjjOk/k/WHgkls8A5qqTKNyUA68fjsR1IzVEBitZqPD6d9u7eHz9+bGvf31qgHJxD0tzfQdAckjX/8uVLq6xKJtc90lkzzglaMouiX/8ve+8SI1d6n/09p6q6+lLVdetuVnfzNqQkcmhJ1sgyBNmSo9gLG14YWXmdRYBvE8M743NW2X7IIvD6WwRIbEjBB8NwbBiQ7BiIIowcx5alkWao0XCGIodk37uq69KXqq5LFsXf/zynhiMlhqNQmSmAINlddeqc9/1fnv/zf973haAhiPpmmBBlBGnfCBx1DASRE350ALALVwxgl41GI+zBr0cXyZeccB1f+jef0L3wgzBEJn12dqa1tbVIol600CX3rgWqQHyDxDGdTkPdw7iiUAKEs9cQNgSYmd8DSkplv3wXfuZqByfT6LL7/hKumoKEZu5eRP78NEb/o/TChwA73kHCN3zsHYjhR1LaYaMAdAKez3nRDGAjbzjZ7ESAg1t82hUt3ul3xQHgnufivU4C8VnsEft3IEw8ANA4AfIiYor7ZQwA7Ni3F9KAcvIf8YHcRTzxAh8lHffu6g/AiudMj7te0OE3ELKMm5TGdb7X4ydzSGz1f3MPTvJ5F47cRBzFhrxIwta4T/bn4PrEcMYHW2CfP77HyQgnn6X01FR/Vscb2AM4wJ+92+3GPgPkDPcbbyBBAtI1xwaklPDheS8vLyOuMY7kZObJx5NcNT/GTrRQjKDSYiwAwCw/JE6yNHw0GgXo574hrhxDeUHgtovPM5bMM/eJXWGHNFR8jrEFntWLS97jqlnmlfyOcgTs5Es+wXyQTxQRFAWebz8mhGYv7I+4Au71eEse8aIL/OZkM/GBotr9iKKZQpA5Y6kHBSYxz8k+SZnY6TZCnHQb4x6Ihdwb8QM85mQF8Zr45I1qJyeoTSjg+RxEOX6Sz+fV6XRC/SopiAB+D+nGWEiK8aDghUwFy4JhaRCSj6R0vyRiBv4GriVOuUqF69JYnEwmETOoCSDUXSlTqVTCryBdsScpJdC9McXckHcQKlBz+fYNw+Ews/zZbczzMnUrNRX3AGbGnh0XdDqdjHqFpinki5PRqKwkxR66HJiCrTq57XmX5gO1mS+RdaUR2Jt4xb0T47EPxpbx9xjqhDif9yZHtVqNep5lbhDle3t7Wlpa0tHRkRYWFmITaPA+eXFxcTGz0TL2dXx8rMXF2d6oYHqeiaWdvhUAY8D/K5VK1B7erGa+Pe9Qk/E7r43wSWow8ht5mrjhhCnPyT3hB042f9jrpag0CMoU3DgWhSsbe2E8nCDBZyE5UH1wBLoXgwsLC7FMg+DCe2q1WuxxIs2c1+V+LA9jKRDvQeIFAHcHJbg5+HF5taRQcjDBGHun04llSnzO91zB4XAMgALBDeKqWq2GYwEsAK0Acgp5BytHR0ehyCgWi+HQBI18frYXSqfTiYDHmPtu/S5n5Dnp5hcKhdgThmRKUnCGm7G7vLwMaS1AjQ4fyeHs7ExnZ2fqdruZznupVIoEhx3xcxKsj5N3G3G8JEnC7ghavGcymcRaUeYUkEdS8Y4GNuyqOO8+uqSQsQGM813YC+QJdsjP55VWjI9vksZ3cH8eeFkOxvMzbgBWAitLnLzA8KMc2ccJUtaXc7nskn2pYPi3t7djbt2HIHTwCSSZFFHdbjdOmSMusKyMxHBxcREb7aHyYH6drJOypCYFRy6XC4kvoI0ine8iKdPVA4iQ5FCW8F4Cf7FYjOQBMTdPTn7UX959kdKi2jvyDrh4Dy9smkQPuKfwwj8ort33nCgCSBKXHUDxfu7TyStvbHAdEr0nc5dVO+lDTHXVjxewFETENYp1P3XDCyIpXTLpHWBUkhS7vI97ctAH0AOkUJx4h9vJOSfIJWUULJAozKsXMU7+8OzEblccURC4TXC/ACiu60S1n0oipcv6eOHnxFWUYOR/3yODe/DxIlaMx+PM3kTzhCMkoheRDqAZHzrgDrZd+UO3lRff6cUlBSk4ptfrBSnjJBR2TOziGciPnnd4v3cuAdVux/hzkiQZEAspj1LN78kLeeYdO6FA9Y40ec0bdIwVvoUdu317sQ0YdwUnz4yijxjC9bgXcB/PiH86luOa2AD37HbPc1O8o2Zy+/74lfooS2Zo1IAfXEmZz6fL6KXsoSsUxZVKJYNVnBBGbeEEMhss0xjEzlEqYE/EfXKNF9pcCwW2NwalVCHiHf/Ly8vMdhdcD4yPjXAgDtfwjcnBvxBL2Cz4HYLWFQd8D4W8lOYJGmv8zjdp5vnAPq7g8Vw5j2MRD7gQAJzl48b+nzSPacw6SUg8gsyq1+sx1rwX9QZxnroKv6QpwH0wBuTDSqWSsQ+2KeFFPgGXFAqzk9qIt7VaLRrOTibxzK4wZj55LyS9pMzhS8Qb7Avy3cUCzBc1GzHQ1c08K3mIuMzzkN8hlchPfD+1IQpkGgLkFTA14wXuRzVMY6Df72tpaUntdlu5XE5bW1uB/amNJpOJ+v1+RszBXkmrq6sRb71Zh8/6SiVqB3IDOR/RALUy+I1r4Ze8yBW+tJv85iIBxtDFJn4/o9EoVoSwtQhjQr3lja+f9nopFEIYJg7OWt1icbZzOceG003pdDphVN5dBdDx4DDx3g3FURhkJ0NcWcEyIl4UmQRRl7jDNnunFGeWsqcCkLwBCBQgXBcwzQZwGBzJi8n1bitFvstSSTwOLAgMABX/tytCSHhcB3IGQoTdytlE2HfvB+BSTFAQ+JHuUrqxF4EBIoTnZN583wHGj78hHOaLdgdJbG7NNSm8AIokIYIYJCJrVHE47yyTRFCxeXCVFPZLhxynxL4WFhYyO77PL3MksHKPLr0sFAqZzqAzyN51xBaxQ/zJu5n5fD724/HT7PgdiQaboFjtdrsRAJ2Z5p49MDI3TrIAmgiOnU5HxWJRzWYz2OxWqxWJM5fL6ejoKHzclyq6TTi7zlgByCgambtKpRI22ev1gvWn0JQU4AU/JPFL6Qa+2DfjzTxKinHC95lvvhOiGruk0+VkL4XRx6/ZizFydQr276Cdgo/8AFjDH/AhbBZgh61AAnlumScc8Ol5YoVY6MWjF6PEKoAAz+HqAgAttjyvhMIesSmKZykln7lXfMbJI+8IexFMPgH8SimBxrg7uYLvu6rIlZ3EUClbxPC3K0UBg76sCdCNb1GQMeeuWnVVkKTM3DNX3KukAJ6MEfc3T254vnbiyztt2AkFELjC1TbkOLcP32SUuMu4cF3maGVlRf1+P5pXrlLgfrANrouSh3jO/PNcxHRsDmLcgTv2Shyb70B6gevzjG9482FeucYcgX2waeKuN1Tm/cPHi5xArnZVlm/iTMcX+/HxoSkFGegNGWIwRQjxg4alN8K8yOK5uJ7jLh8Hfz6uz+fAhJwi6yo47O3jpkH6cvxPjKeuwC+dGPdDNxyPSjPb7na7QQy4EnI6ncamt1yLGOixD+wBaSBlT2akoUdtMt+okNKljk5OS+men768ZzxON58mVqBY8JhDLHDSE2IH2yO+4gNgIOoPTlaery3AMKiBuFeuRU6hqQtBg8Kdn3HylytyX4QpmRNJ4Y+O/bgmy0MdPzqB67UMczAczg5IOD09DT90oo+4Tpz0phCEMYSHlJ5C5cQfsQc7o6CXpFarFd9DzIPoh/Ahp41GI9Xr9YgRjN3y8nKcZgWW8PqVZwBzuNKYZzk9Pc3EfVT9LiaYTCaxHJDVAb7kCzt3lSa1LvOXz+cDB6BGxR6oT1jKv7CwEDUeeY/xaTabGgxmp+8dHx9Lmp0E7DUMtZovXWPcfOmnlCpt8FvGHMwDHnHhgRP5xHHIJG8YeJxym3aM4YQxGAFy0/cx9M2lyd/z9/xhr5dCISQp2Dv2/EE90u12oxNEoPIiiQFxKTWGhQFBBjlbStfeT/HyzqyreTDmSqWier2eIZsYeJzIn4UJkdJlAji/S9AwBEiWhYUFnZycBMAgQRH4Ccow3qgynGVG3YRyB0B3fn4ezkew93tnt/bBYKB+vx/jQxHfarVCOUTHjCVXw+EwugdIVVH9SCkAR8HDHDvTzL0ytiRFnpXuC91LQCzzx+ZxvI/iBdtgHiRl5ob7QHVCEIWlJnlhW37dfr8fG5lx3UJhtvyJjYQ9SQAqIHdWV1fjSGOCGWOfy+ViTHF8QIuk2GwONcnl5aVOT0/VbrczhCMBFDCATFSaqZVQ9UBiobzBLnzNMGQZ84NdYtckMECDdzIpXOZJrclkonfeeSf2KWJjv4ODAx0dHanZbIZ6iMDMy4+NxfYhrADaMOeuDPG9I7AbCl5AHMTwcDiMpAShho0xF57kRqNRdLF8Odt88c3/XfWIvTPPqM8+6i9sCWDhXUiP1fisd/1J8hTPFIuSonCjIGMeAMe+9JR47EQQ4JD7m1c/+P8d0AGk51VDfCe2CAD2XOA+5WPB97hCAdBN15N7ggyTUqKNn2P/5DDAMGPkihafn/n/88xOAvmSDCetuB+ANaoQV5s46efPytx4swTQBZkkpQcvMN/EZsaO8WbOvPHj3wNGAEN4R48Yj834HPv3erfaCRSIGCeeiNfE5HmVlxP9xFcpJWsYDydTnFD1uMc98R0UA/gL84/Nu9oA0JrL5TLqJOaU+WVMmBfyIWOIz/GH+Iwqw8G87+U2r2oDgJNbuTcI13kS0e2Y9zsBMG8X2DTF39nZWeRHCCpXPvBeJ/p4MR6upHP7djtym+XZP37NXu6n88oefKZcLoe9ME8+v8wtRJ+kDxwiQXHtGIffOyGBPzluxXeYT4gcsBfNcUnRsAUnOc7HlsEXKDdyuVxm+Tv36N/tzSuehWvQiKP2cd8lZyRJEtjV45ef+MT9UqhC+GD/jIuUxgDuy1Uv4EGwHb6zuLiotbW1eD4IAOaIeZXSwyRY6gNGy+fzQTyDc/E/CGBqGi/caQLzjPgueWd1dTUwIPvQkfPB49SBxBpqROYPhQvEiaSo97A15hncTKzkWRnvWq2WqTdZOUGjmu+8vLwMxQz26LgafOtNLpRpS0tL6nQ6gfUhOz3PEMewufF4HKrTeYKT+sjzFyRTkiSq1+uhEiJf0mxm65Nmsxn1cr/fj3rC63hypmO7QqEQy5EhdD3P+562kEnsR0RMIQcOh7NtIzqdTgg+iEfYKf5BLU8s8xhCXEC15KIL4o039T2ukYN+Wq54KRRCkiIIAn5cmeIMGgQAEkAp7crOH53NAFJI0w2iK0D3iOU/MLOSwjk94QJiCWb836WIfC+AzGVjSBoBZAAEnuX8/DyWrUGS4BjcB2Pj6+hxApeB4+CQCtwPDlAoFGKNqXe/5iWEnJLlQZ0gTmFD0uH7hsNhLIVy4/bERSDEOH3Zkc8b48naZDYBQ/ZOssPpCI4ELdhnl5fOdxF9CRSSUJwKxRPSQSSo7DtDcibQ+1KzarUaDkryZ2494TD2ODDPhCycoogAxz0zTgBREhuAGLYeMIt9SAqQTEDzUwEIiMyxM9cQhN5B80BFoOSzvqyDbon7qpSuY75x44Z2dnZ0dHSkUqkUS7na7bYePHgQpAm2SNBmLIbDoTqdTow7slu+m26Tf5b59O4LRCOfRQ3kiapUKoUd8XOSILGExADJRjwjoRBHmA/vxHMvCwsLEec+6i9XlGCPSZJugOzg3RVidKXwU+aBjjHkB3+7XJzinvjLC0Dj+xJwP/ztfgpY4XoORJxUosPohI+rRaT0RDsH0py4hzyecYIQIabge5DlgAQfU+zTVUL+O++Ocj0vpoh1xWIx4gzLEBgz4gJ+W61W4+AC5oF7ni/MuW/yCvPkwJx7oFvuhbfPH/eEL3rXmXjItYmXjCu/Z08NOqhOjJFzuD7xhpji+zxglzwjzwvI9yaML/31e3IFAXPv5LNfm0KA67K/xfw+Tb5vDko0bJkYP6+0Jo9BHNHNxo6ccGI+RqNRxFVwCHmEcV1aWlK329XCwoLq9bra7baq1WqcbApx5b7mCgj8yMcKPOmgGWKRsSJfuPLH95XBjt2XyIfMK/nOP0sTCxt1nMDnsTvsledwonVeOfJRfuH/KCI8dpMX8CcpVWA5SeKKGOYSf2Rpljd1PZZIsz0laeRwXZYOSan6ne/zBgAKAm9kokrxxh41iGMLXgsLC7HcnutAglA7gJHBwb7stlAoqFwuB7lC/SApg794Rq93aC76/7kHSCQKWux5cTE9rZFnJi6Ri2u1WvgZ7/G9bxgPnon3OBHrKkr8njjnSlxiB8t8wH0o9Lhvb2qgaiH+dDod5fP52P5gaWlJ9Xpd0+lUh4eHsUUCSkhqE+o6J9jG43Fmr0viM77v40uMwvaJNcQyCAjiEHGVmg37IP7x7MRN5sVJfYgnYhf5BCwxj4W4H3zND4TAh5knloExLxcXF7py5YpGo1HsaYXIAJzA2PlqDXIHjWByHfkMzDXfIHEszvdTC3Id/NxXIUmKXI2fwgegUHScxRJX5s7rKrdr7MPrWa7FdzO21J7EKu7zw14vRVvBO2MwlARunJGCFlYPJpLlHM4aM1AEaQo4HILr8ioUCqpWq8GAIgFdWVkJNg9jkFIWk4nxa0EiQJLUarWQnA0GA3U6nQwZISmz0zhMJl1Zfi+lBsfm19wvYwcbDZvMCRg4MMYHmUKh2uv1QjU0nU5D3cM9VavVzJHs3D9rkQlOgNVyuaxCoaCNjY0IYM4GS4rnhPAjILqTEVj9fmC2IaIuLi6CZJDSY+aZc4hAXnRaSA6AvcvLy5ir6XSqra0tVavVAGj1el21Wi2Sd71eV6PRiDlzwoXE7MEGW+KeAcbeCaJgmFetMH4EKggc5pMCcDKZZJQyyF+5hvsW3wNBAWHCPVJ0zqtsSN7YNMH94uIis++Vjy9jAeF25cqVuA6dgV6vp93dXTWbTV25ckWStLOzo06no1KpFGSuE2kEQ+9C1Ov1SDAcc48dsbzR4wl2xotn5HPYJL6GreIHzJ2v4XXfpsBxoppEQ7AmOXvxjVwVxdfHr3RJrxfXbODIXODP/H+e8PD84ICT3OFqCmKVqzEAKq6i4OfEVIpfl1uT2yhEHER4US/pA/mL+2cMAHUQr/gZxb8XKd4cAFCRL/10MFcf8MzEPmwXVR3AAwKT+ORgDuCO7wGKfH8XwCLgGZ/zGMVcA8x8qQfPM19EewHo4+ydNC/QicH8n3jIWDIukMI0gYj9kBB8r8vRkc3j5xRk3Cvzhh1hv4A/iArv6pNnPSc4CQPQp+CV0jjtgBl7cd9wDObj6GodwDz35B1SJ7OdpPA5xDfnCxj8CtuiMYM9Mt80C1HjoKAF7NMk4f68CcC9EG+9ocG1uSdsE7vmc67GcnvxxuD88xHjKVqwO8aNe/XC3skyJ5ac/OS7sf+PX7MXPiGlWyUw1viUzwmxjdjszVjiG8TQvEqGeZRSYtMxHt/V6/UCnznR6aQCWBPfXVhYiFUD7I/Ky0l43/+Fe/d4CzniKmhqBjbn9RwxGs1O9qUByN+QIeCvUqmker2e2R/m/Pw8FNm+vIxlRDy7N8doCriPgfdcOev7ZeIPvsE19wRWI5/QlKQphKoTrEdt6coPfBK8WKvVPrAnG8oY8j9ql8vLSzWbTd24cUO5XE6f+9zntLGxEZju+vXrunv3rnK5nJrNZqbxA4ng8+xxgljF83oeJS94LqdJjj1DvEMA0awhDkNaOLP4IkgAACAASURBVJFA3eVkEn+DYbAhlGjYgI8psXienIJA5PPkKLAyOVtKD2rpdrsaj8exp6ikUDydn5/r6dOn2t7e1tLSkg4ODqKxMZ1Otbu7G9f3fD/f6GZFBnEcvEhOp46hroNUxW6xPXyPMUBNBT7Cn3xsiDm+JxQ52olu4gxxjrnFzxyzMq8f9nppFEIeOObXqGIkTBqd4Hq9npH0QU7MAyTAiQdpwLkXdg6AvHhjAugo8xk6rRgmoBD21OWE3JuDJe8UwfIBuAlsk0kql8bQAeIkNgcgBAbukWcBALGhLiSJs9G9Xi+6GC51ltJ9cRgjpHEOmLjm2dlZJkl64AfQeGDvdDpRcNNlldKkzqaNbO42z34SHAloBMl+vx8BnWfBwUlIBAQKMhxoZ2dH1WpVGxsbcVqAL2fL5XI6Pj6OItXBvTv0ZDKJjg+fw4ZQU9E1IZBKqQLHgwnsPUUSxAcBxYmGJEm0traWURu4beAL3gFzpQvKKsaaccHm2QPJVXXuu9jPPGieTmfLwABiELZra2saDofa29vLSH85XaZQSDe48w4IduYnLmGTLNdzso6xdWUWQIEk7EmA4tXXtAPEves+rzBkvIkB+CdFnHexSSBuf75UhjH8+JW+GDMpPX4eX57PAW63/N5tHeDKUi3fOJwYgz1wDeIpCd+JG3IRNg+xzrIt4t68ctCJVCeFvLjleqghAFuuPpDSosD9jGcgHkJsotpBperxhLH27+Z6UlZqzZi7Esb3ICNuOdHCuFOESGkHGjKF+QXUE1+84z2/p4zbAHHTu+Gj0ShiLiod8gF+CFHgpEelUlGn0wkiEqDMRv90jjudTsQu9kiTlJlrcjpz7AoR8AIxxDGDEyc8F/PDPPix5E7UYbuAbv7tjSVXXrm/eEPCC27+z3M5TiDWeVzEnn2+wTw8O/MPmAWnTKdTbWxsaH9/P/zEl3+ypIz3SukJofiJE74UAYwx4wHR58WUb0aKmhliGbDOvTpJ7QWsE5z8m/f6PDGuPCN4gPHDX/y6H79mLyfZ8TdvDIDJnQDBBoi53r0HP0iKuOlEMSoOV/eDueYbEGA8x4uOlcCL2LO/x9Ux3B/L/qk5vDFxfn6uWq0WyhtJgQ9dvQGRwbPiz9yDk7QsV8LmfBkdY8fnG41GHC1PEx6FO37tRAgYC9zl2CqXS/dacj+hTnIlZKGQqv3xU2+Uco/kfvddKV0OSCzHNqhFyeMer6V0I/zT01NtbGzo9PQ0lqc9ePBAtVpNd+/e1fHxcSyHvnnzZszHo0ePJKUqNl7cO/dDQ5/vXF5eVq/XCzVToVBQu91+4TN4LCfvuJKemOXfz895ZogeXxXhuc/VScyVx1vGDKUdfucx0+MefkO8BZ9QE7KtjKvims2m8vm8jo+PVSqVdO3aNa2vr+vg4CCECM+ePYvnIh+hiuM753Mv9oGyy1fYeOPQCS7HRJ5PXIUERiQ++f5LXgMwh8QtbBXeYf6AKPzZ7+WlJ4QIqlJ6cgWG5bJOL2AJfLlcLogIjAyjIeA5wOd7AL4kZC8SnZn2DilyQQ96AHKM1KVvzpySIChKAQ2QAygz2PXcO5TcO4YkpWw4QVhK5Zl+FCBBASKNz/JcLkGdX5fP730Zn6SQF2KUdCNxWq43mUxi/SedCYzVGePV1dVIdiQOT+ac5uaKE4I/clSODvRlh840O5hm7HwZh68P7vV6Ojw81He/+121221tbW1pfX1dxWJR29vbMTasrSVhkzCwPRx5dXU10+kl2HEiFc/Dkc4eWJ2tZ45JPJNJui4ee4H9n06nESh5D+QQwNgJP2yyUqloOBxGkQSwglBhc3XfnG86nQZIAnxwfy7JnUwmarfb4dModgqFgnZ3dzMKpOXlZW1ubmaWQRIHYN7pumH/2D3+ubq6GgCqXC5npMT5fLovBs9Ip8ftHP+r1WoZEF+pVCIxQqC6igM/Z774HoAWNuDqDeyAseK5ePaP+ss7Om673kUk9rAcZ145StFLjGA+51UT890X5g3bd8k+vu4J2oti7/STU5x0AAw5wY//E6ekdKkLNj1fADjopUj2Dp/f3zyYgIjiPsgLnpch5AGdTrxw3/i+qyqYN4gKfIV752d8BnLVlSoQHN69HQxmR9XOA1qPzT52UoojnOBgTOeX4QF+iYnkK5Qgx8fHmkwmWl9fl6QAfCxRZsmo2wnjDDD35YhONNMwACz6kg/umzxM7Of+sAtiPZ93ZRLzCvEE0GS8yUXEUuwIkMpnmBewiRcD2JfjBK7HHBH3vCnG/U4mkyB3Li8vA0t0u90PdKf5Tien/Lu5JuPvBb+rpxhj8BBkpts58+bXJ0bjowB95seBvTe02PSX3ONNKs/NTnLwveA15urj1+zlTVlshBrDm1/EL+zLY6PbLHOGrWBDHjPZmBcsQEzzhgL4y/2dJoSTkrywW57J6wEKzHkVNktWsGWPv9686Ha7MT5cH58j9vtSRt7nzUV8xQkC7iuXy4Vyh42YqdWoHWgq5HK5D2xYTB3CXHg857M0G1z55T7nhC1xmfoSewD30bRlVQDLvbAZsGyhUMjsS+axxptJxN3l5WXt7u6q0Wjo2rVr2t7e1tHRkZ49e6ZcLqd6vR5N+Hq9HviF8WJ+HYcMh8N4xul0Go3b0WgUp2ATZ8md2DG4xBsf2JbnEuoTx07eIPamEcsnsX/PRX46mtsuMZP86yQ69wwZSK7CJ8DxfLercWgsr66uqlwua319Xd1uV+12W++++67y+bxOTk7C7lwpDFHFuDJuzDuYwMkebFeS1tbW1Ov1PrAkjuuXy+XgB9bX1zOxZ3t7W71eL+b25OQkUyuTG3q9XkbZyIsxxaYZW3KjE1r8/aLXS0EISek+AN5N8vXSTIhLIeeZZYouAq/L4qX0JB/IIPZdcSKJQOfKEoqG4TC7/4KU7pzv3VjkpzgBQAoQS+HCPXnxzGkAXkRzHZIP1/F9KAiadI9dwurLkDxYopJiaRlA05li9jqAiWe8YdpPT08jGOHcAP9isRhBGMLDHY7E4oGJe5YUBBJzg3Ezt5JCneV7B/nJIU4ekkSm02kUHCSnfr+vcrmsXq8X66bX19d148YNjUYjnZycaHV1Ve+//74++clPBtvM8xUKs5OrmA9AHYmH5S1OouDk3jmBEPOTIEjqnrxdUeKA1lUqkjLJxDeQg2AkyTLWzrZPp+lO+yQ/XxpB15Z5xm6dAJGUKYqQBdMJgxDDv7GN8Xgc8+Bdbnwe0gUi1YH5YDDbo6Pb7WY2CXcfkqRGoxGAwjvjdP6xO+weUAggcNIG/wFsMObekSGh+vJHV4zQFSfRAAa8MPiovwqFQgBNGgbETidXiV/4oYMIB9nEGmI7cRzwjO9hM/l8PoowX3LoBTN+7344X1hwkiGA4fz8PIgmYqsX0G6P/ny+XIxn4uXdOPKUd8a5xouIKAdwACEHb97o8ALVmxF8NyQTsYoc6R0rYhlknnesnXTz7uny8nIcQuFNGAerTgb4z/FBlL+cTMO9kW+wjclkEkukKYIoIlqtVjR3zs7OYsNKSbp//37Y7NWrVyPfE4vmGzcsBXQVCO9xElFKFTyOLVA6OSicJy5RFjG3jCH/d19xAD+vlmOOXQXBPXH//MzJDIhLsJTbNPiBDn+SJBlijNzhp/bgi6gNsAVXleMDXhTxb2yYOYAIclUx4Hs+HvMel+Q7IYa90oCAKGDpMUQCIJ/iAYWHk0hONGAPrlRy3/+ov/AJagFvLnsRT+73MSb/U1e47bGPIzbFlhIQ5eAM7Be7oHHrjQaKS29OOwbGR/BH4jT37s/HM/Gs4EliDT7hG+BL6WbvjAux2psUEOAU9uAucqHHDogg354AJQn3hz84yZHP54NcJn4Qox37cfw7ZJTXAviyF8W82LTb1S4QScPhUOVyWZLUbrdjzph37tcVU+w9SIyhaU1sIi7v7e2p0WhoYWFB9+/f1+uvv65qtaqbN2/q5OQkmrD37t3Tw4cPtbS0pLfffjvUqxBz8zbrS76o77A9GhuQbGADxhFsP68afhGeICe6iAA7p4YgPnujBRxDw5Z86nHOFUNOQDqJ6/vageMlhSLv0aNHcbARSl18zVcOufrI1Tlcj98xn8QEP+6emEy9D1kKXqFJ7blAUpCZzhFwj8SpbrcbvsK4SrMT5vBfxsB9ESJMSusTrz0gCN2/f9rrpSCE6O65DA2QwCAA3KR0o2YcgKIQw/HCt16vR3BGGQEji7KIxOuFJ46NAxAgCYBSunFosZhuiA1pwW7ikA69Xi/UKYAejA+AzbN5oOTlBuxOTOB14opxdJILxr1arQajyVixr4oz294FgRSggGeccGBnm/nb1zBybw5kcAjvJFMgw44DKulietE1HyQJVpBYrgygC0MSmEwmOjo6iuf1cVtcXNTx8bEKhULsO8U6aYLs22+/HQwv49xutzOqJ2wYFRN2ghNjY5LihDLvHmJb3jXkZ7zK5XLYGUUr3aF8Pq9KpZJR91AQebccgM0YMwd+5CJjhs07eYsdOmtOQiCpU2hTBAKufKPC1dXVACqeWJzNdkIY0ozx4XfYEmu7IUC9mPCOAPfoRakHa8YM8H5wcKB+vx/r+b37R/LEp+fvnW43hbnLfl0V5kstATcfv9K19N4ZhcyEbGZunXQG0OEXxA3mGrAAiCHvQLByygSFAn5IPoFUh5j3PIDvQfg4OcF9oPbw4t8Lb2wewoXnAQhgf06MQK4Q37zhwJi54o1Yy70BTrDL+a42cYC4JCmjfPFutZP+gD2KDfaDcxDmQNG7jdwj3w2wp2PsJDTElati5ucdW8GeGA/8kdzIc/C9V65c0T//8z9rMBjEvnIUhYx7vV7XzZs39fDhQz169Eg3btyI/dC4FzqZqDsoIhhz7o/86aQgYzkajWIfHcdNFxcXsdmmq73AWR6nKHSQ8LPXiRdtbse5XC6zFJ/7II7S2PBCGt/B3nzJBXNK3mAMyEF8n6viPE94we8qAeK/lHbMIRy9iEYF7QSy2x24gWfinnwJGmQWRSvxH4yJj3W73egkV6vVKNiIX34fPvc8o3f3uU/86ePX7OW+DinDeEnp0ib8QUqxNnGDeUap4MtyiWlOxHrsoTD0moZYx/d7w4CCkhjPvIJxeR5wCEtVzs/P47Q0cAJYdzpNl3OhlJXS5pqvoCA242MoIvE3fIrY7upaCCviBHGURquT/5JiPIjnEEAQpk6mUvSCE2lWgul9OQ8+QSzDh/y7XAkDqeFqWWoz8pH7thNN4HzGy3M3OXE0GunmzZuaTmd7D+3s7Ojk5ESlUknvv/9+7GFz9+5dffazn9Xrr7+uL3/5y/re976nWq2m4XAYdavv3ZMkSZx8xYt7g7BgDnx7E0gT36bCbYEmFPNO/MM/ut2u6vV6kPWNRiMzz9Tb2Ad24WQ4zVTi+nxzg6YotSjX8jhHDG61Wh/YuJ39eXO5nA4ODjI4y//tjYrV1dVMQwTfptbHLlwti714E4txdiUpcQHykJpCmqmJ9vb29OzZMzUaDR0fHwdxxOl0T58+1cbGRuyTC2Gaz+czq52IX57HFxcXQwWIz/B83qicf70UhBCB2skHClMGkEKA9xNoCGoUUXSd2OXcj2p1dtMLYycKYPKkdGMpH1CcR1IY/mAwCDAozYJRuVzWYDDQ0dFR5nhrHBvng72ErXWgz2cclAEUCJIu6/QAyjVIBCQAGH8vllgKJymMiLHgPgCAJDuec14qyM8ZP54T5ydxMnfcO4bLumeKFsbcSS/knGy253bDsxKgvSPtCh02MKXjMRgM1O12I4CTPNgvAtKxVCqp1Wrp/v37+tSnPhVOXK1WM7JZgiMFI/PowYh75zPYtisfXAnke0JMJhO1Wq0oKEikkBRcxzcuk2aAgCVs7APE71gSBgmLig6b88CKzwIGXOnmwZ5ix7tQSZLEXllcAx8vFApROHNPnpSxXe8ezC/TZDzpTlDAeoeQBMaLxMeyFJdvl8tlPXv2LPaMWlhYiP2psJ9msxnxBiLSlxVQFEGkQShgJyQdCltsCVD58Wv2IuETc7zDSQIGVHh3Fn/2BO9LLXxJDRs/U4iRiPFFyEhsknl0AsNjKHHWlUPEHIgjvgvQDfgjV7iyyW1aSveZgDAh3lKIOPglljip5Q0ZVyJ6DOP3AGApzcn4MfEesElsIOfQmcOvFhbSzaaZSyeC+BnP7sUC48n30lnkXsnh3pEnTjEnfC+4wMedmMN8smdAo9HIkGeMP+Cd/49GIz169EjXrl0LcoC98pgHP/TAl/15jiAWebfcu99OHGG/3hhBSUMDzAki8sbKyopOTk7ioA66rwD5eeWdkznYI6oC/Ih7KhaLsczY30+hyrJe7AG7ZozARXSHnayjQMNmvED0U6PIZ+An5s/zD2NO3HabcSWXLwl136cJub+/H3vXccAGe+BVKhXt7+/HuHtDwAtW/N6bfsyvY15vZnku+6i/KOhcfUjsosnjTcPRaBR43W3I8RpzjjrefcyxB4UhWIP4hyrUrzeZTKJR4CSmk/BOprhaBZvD1rB5iFSKUPzXi2/PU45NsDs2fsbv5hstxA7yKPGBe+C6Unb/GUgMr/eczMHfiIX4B/7Ie7wZ4MSt5zGapKxwcOKC/fdQ8rhycGVlRbVaLZalEkOk7DYd+ByxqtvtanV1VZubm3HioaTAFyiUkmS2XAhs2m639cYbb+jq1at644031O/3de3aNT18+DDGD1ullnLCARsld/kesMRK6mivw5g75sObSb4UkCVY1DjSrHnLWCwtLanZbOr09FRPnjwJEYQ3ab2x4XOVz+dD6eSKTWIzOQWM4nhESmtfaiFqGXynUqlkVJbYFfOHPzMG8w1ClFEo0n01iNfmjuldYTSPwWjI1Wo1/fCHP9SdO3cCV9y8eVNPnz5VLpfT06dP9dprr0mSTk5OIn4wRuQrVwxxz+QnnhViy087+2m54qUhhHAugh9sHCDDwS9LNhikJEliKRAGQMFJEoUowegZmPkCFmcDkLC/Dd9DJ5n74bg7gJ6U7k8ECKC44+cYt8sO/SSAedkcP6ewh/13wEjQ5H4JZNwrz+RKDcAa4zqZTEL6OC9Lg1l0GSwJBuMjobjklK4jHQ+COc7k638JFKiZ+D7INoL72tpasKZSKjnl+7EfKbtfAgUgztPpdIKEopOH2oX7JAhyT3RHICOq1WosPYScoNPD95bL5bA15gIbIChjXwRqgImrSeiy8lz4Ac9AgYHdUTjS8WEjO6TQq6uroQbi+ZCqcgy9+9Z4PA7VkQN+xpiC1gMrNuTKBj5DAAPw4p9sDOfBCyKLIE4ndjqdRhJ0otHJXb7TuzgUnAB9fJN7SZJEtVpNS0tLevr0qVqtVpBrACC+v1Ao6OTkJAoYyAZXjUgpsMFPAZfEQJ9fJ6Z5z0f95QCfMZ1XZjrY9AJUSuXqxHMvtvBNjw9ch5+hKvDkz2fxNWJWoVAIYE4MJmZCcvpnsU1iIs/C73l2V8c4AUuRQuwHAPIdXvwCojxG+fUZY/dtQKGUKoGIefjTPLnFWPsyM4oX8gpzw715R5gxcoKIOO/qOSdQvCmA74MBfBmQF3F0Tun4E6O94SMpTu7c3d2Ngh/7AG+MRunR6XQeb9++rZ2dnRg7sAP346oQb1CQz4hRPhZuF+QGsAt5hJxNA8RVVBCdjCHjgr2WSiWdnJxkCkKPRyyjcj90Mg6bduUEc+TzQ3x8keLN7ROf4NmcnPWOthNV/J/xJFb4+ymifWwh3/AlngW7wTYoLjhVaGdnJ9SjfgId+V6aYYFWq6V6vR736AU/73XFCnPoTUVXVXHfH79mLy8AiVGMncdUmgOVSkXdbjczT2BcYh+FPz+fb4Jhv+CWJEmicYA9QsoSAyiI/Z7IEdimYwdIZYpkr1uoH1j6yr0TG7kmcZexoaEIuUA8RnmESsJJfMg1YojXUZAoNIpR+oAlnZh1JRaxgRjlNZrPi6TYjuLk5CRD3PNc7hdJksQyM+Ie90hNAQaYTmf78aD4YVx5bm8q8b1Jkujk5ESVSiWDwyn6FxbSfV/YAFlKlxFJ0t7ensbjsd5991195jOfCTLDl/v4HmHcO3iB8fZmqJSqtQqFQuxt40S7E5fYCfPCEimazhsbG9FQuHLlik5PT7W/vx/1z9nZmba2tlQul3V4eBiEDps0E7cmk0nkSq+9vUELdpIUmJsVNtg0dS7NFvCXzzvf66ox/xl7rbZarbABV1RTZzvhRl51EQe+BfFIbXZ5eanz83Otr69rMpnozp07KhaL+sEPfqBXX31VR0dH6nQ6Oj8/j6WF5JaHDx9qc3MzlFA06rFF8pqTT/N27mNAzYT9fNjrpSCE5qVrUrqxM05HwJRmrBmA17u/kjKnNbm6Asd2NQGABmdwST9GAOng0iu+m/sFIHPPBEkAkXeTXHoMSPWlUDwvQM1JLAKOKzgoqFG8eDEspSce4HAU9yS6arUahkZ3jADs3RQc2rvavJCvkgQhqabTaZAUvnzBQY0HfwJbPp+PuaAbOBwOg/FFeu+JhoRFt6Xf70dB7smQ4IFKBfKDZV/s/8DSOX7PeDKHn/70p3V2dqa9vb0MaPZuA/PpMlmSnpQeWeonRHh3kmswZjwLRSldZsjT4XAYCprBYKD9/f0Ma76yshJLzBgn1jFjYyQh/GkymYRKyIu9+ZPT+LcnJvcRn19AspN2gG1XzvDckqJzxXpp7GI6TU8Tw7coPLlv1FVOuuIL+BsEDeMuzUjAJ0+ehO3iY5Cb+MhgMDuBgiUAKLB8KairByCVmVMSHfdK0oP994Lwo/xyIOSKREAuDQCSOe/xYoq5mycGOanDl18CNpx0yeVyQVC7Wo+46eCWz7q6g59JqS044Y+PA0C9Y8bn8EXPO054+hp5fI4OkZM1viEtsctVgL5E2u/Vl+dRtHDP3nHGprln7w7ynMRiL95Ric6fDMXLyQHf8wcbID4UCoXMkijshu/gOQBx5E0HmU6YOVBdW1tTu93OND6kVL0FETWZTFSpVPTkyZNQxLDU4+TkJPOcHvsA7peXl7EZJePKHELuQWZ548rVXhSX7XY7YqaTmO4fYAG+l73SyEvEJ8a/3+8HueF50olLvs+LZwfukGoeT72z6nEUO0UBiO3znSyVc5WmE4yMq8cUz50oCRw7zKuKPN6srq5qaWlJDx8+jJN9+H7ul89ir5JiWSF4ypVr7kvYkuNIYo/P8byPfJRf2BsxjHHDJqU0HztZ4jGX+SMfQGywrAh7nSeZiCX4iNu4pFCy4xdOcGKHvB8/YF69aQi+xR/JOzSjnGAlnkwm6d5bYDJijtuWk8grKysZgpJnZSzdR6VUZY6vY7/cu9dJrjT1uSNfeX7AD33j5mKxGPFPShXCTuSCl+eJX57TlVvEKFfYuL95w4c4RUPB1VelUkndblfNZlN7e3taWloKoo584QeaSLNm6L1799Tv93X16lU9e/Ys8hOkHWNOYxzcKCkURKenp6F2wwaxXT+51mtccIerkIhJtVotsNHBwYFGo5Ha7bZGo5EajYaePXumSqWijY0NFYvFWLZFXqGeqNfr6nQ6EbcYX3AEYwjJ4+piJzmYX2wS8sWJ1Hm/mq+3mHfHPfg0ZK3jOSeT8/l85FDwOfmC7+V7EK2Mx2NtbW2pWCzqe9/7nu7du6fT01Pt7u4G5mFcfKl3oVCIZXGeQxg/x1nUUsQ3/Irax1cdgMle9HopCCEvnpHme7HpAdLljQABAng+nw8D9M1mSfqAWz5HoUeQomOFs+P4AEyCp3dwFxcXgyCaN1yCpwMtiBlIoUIhu+GVlAJeKSW/6ERR2EOy4AhMPI7vwY0AybiR2HK52alm7jzebYJw4/kJHBgvzsXncQ46B+fn52q32+G0XiRAmrkcDsebTqdxxKTLc71bwJpKZ5lJgiRL7IBgDTF4enoaSUuagYNOp6O1tTVNJpNYisZu9LVaLRIDKqd/+Zd/0cbGRlwfIEBA8E31SDCMrXf2c7lc7E/EPOLwAEESu9s7Sd2ZdO+CJ8lsoztXUFDAkZiQRAJc6HhR/LgagmQI47y6uprpXnngdp/2pQRSuiEf80myJ+GyfJFN/vAfSTFGzBnjTOGKfwEYfC8xxocxhBDlWnTDvSCfTmdHHLdareiKochaWlqKGMNG8JCi2AObMXLPDmyIWcQJ348AW8W3Pl4OkL6csHNSxzfr9Rjr6hXvatKt8qKV/dFYMuZLy7yAZb58mY/Lyd0HsHOIFGmWdziS3ItQv2ditIMA7+iR1PFtJ4s4uQig78U1IIrPEUfIC+QdACExCADLHgB+sifNFE7XcgUL48b7GCdiJQDbl1OgCvVlP07yuJLEyRNXCbraxVUxkBGuwPO9cbyQ8PhKTCYX0UEn5hKHmPtutxubiU6n08ypNKiF2UTcu+SMC3HPlVFOToEpUCmBTVBiMrYQHahDXcHD8/FdxFE+VyqVAms4+SDNlkDU6/WM5J/7dWKbfAF55XsygQG8sHbsgQ1h605kAXbxfYg23odqwU9aopCloEa56wQPRKnHZ1cFuHId25EUy4m9+41tYmv8HgzD/XqHm/tlvOdVYGAibwp9TARlX8QacrIXzvPK22KxGHtWUlhhk75PoSsxUNBJyqiHJAURfHp6mtnigTjuNgZ2xP8uLy9Vq9UkKfyYWOTLy/v9fmAOClTuk/jGElbiJ8/vxLeTNpIillxeXoYyiPzkxDfj4WQuWIx7ogbyJoeUberQkGDOwJ7zKhxJgaXIf91uN3A7pAbvdbLIVwHg474EiM8RS6gxuXewpKuQIb9yuVwcL++NSZr1h4eH2traCozfbrdj7GnktlotXb16NYiW69evx7Px3YgMUO1jC+BJr425bwgD5oKmumMA7Bk7JaaSh30fUTZNr9frUStcXl6q0Wio2+1qf39f5vOZygAAIABJREFUjUZD5XJZ+fxMeeX7/HgDFZ/ku51AIsZCXg2Hs72UIBPJXahveHb4A+cOnLijFuAPfAB2TfMYdS/zTUOK+IvP8yzkc6+7JGVIxlwuF0rAW7du6ezsTK1WS8vLy7EihyWKjDm40pVcxBrwDHnaCSzGyPcI9CYpvvZhr5eGEHIlBUGNIOKgwIs8B5+SAhTRWQNcAKZhEgHBBHwcmSIa8MJnkVtBtDjjDVhi0mH5XK6OYXlRTEB1pt+BlaQgf6RZ8Gm1WuHgxWIxs2GhpAAcGAcFr0vDAXoUt9wjBBhji3HNGyGBirHwrgRFue9ZAdjluUk4EAxSugTBN5T072Q+cV6AHQUIY0fAxvn4DLZzcXERLDXLjAgiqGcAj/V6XbVaLRIjwbNcLqtQKGhjYyP2F2I+ANjjcbp/DUUN9+6BmoDnnaBOpxMkDQQUPsL9Ipn1bgXLl5ygRJ0Fs4+Nstzt+Pg4QDnz4EUytkjSJjgxXyRKkiDz6l1k32ibF/MrKVMg8jnWKBeLxQD62ECv14uEQxKWUhml7x0DICfRUzy4SozEQnCn2D89PdXe3p4qlUpsUD0ez5bMcQ2SGgnEVWWMsas/iGmMB7HGuxgkHeIhtvPxKyXUAHaubCAe46t0Hz03SCnRhn1zLUCDfwaQTzwlFvH3iwgE4ixSaS8ImE/AGXZJ7gEAuA24bN4lv8QpL/Dp5AHKvHNEnuT+/do8Dy8+hy8wXsvLy+p2uwFO6Gz5KUzefWPps5Ny8w0A/NIJIggsJwsYLwg9bIFYBEnA9/P8xCiAMsUBY+BAmbGncGOOyccQvZA/pVIpli54YUGO6vf7sR8d94edetcaG3HVG88K4GTesBnmT1J837xqhsYNeYJnp7tMbmRpALmE5hfFHt1t4h6f8dy6uLgYTSqwB/eL/XhH05V5kI3kH+zAlcZchzjMs7Fci+LQmxbEA+Isz89yat/onRjs84ffUvCSS7BtfGVjYyPjyxweAPbxJqM3/1ydwRx5XGOO/fn5LNgGX3Xb+ai/sB9iny+H8sYdc8a4O/Z2rI69SemehtQI4/E4U0R6UUisYn4dk0iKXODqBjCtNx28/snn82G/YB9sAEzi+wpxXbAJJ69iX67wAZeQW1yFwe9QrOCXkqLm4JkooiEBpJRs4nqQQcR+xpLxIXZIipUA+Aa2z5yCucjf5FInsclZfsALuYvP+GoKim3PVeBbsC/KcPAytnF5ealnz55pe3tbGxsbevPNN1UqlXT9+nW9//77QXAUCgWtra1lCnvUoxCHxHhXvjDu3Ot4PM4sH8IuqAfZ+4Z6lfehfkMowXtWVlZ0fHys1dXVWEmQy+W0ubmpvb09FQqFqBtoNIxGsz3zbt26Ff6ESoZYDJHjqyK8YcI9MabUVYPBIHIQNuO5B7+hXvS4ORwOtb6+Hptgb29vR4OXZW80pIbDYRzwU6lUMluxUJ+6itBPKUcAQA1KLnFu4969e/rOd76jRqOhs7OzUAjhe4uLiyqXy+r3+1pbWws8SW2N3RPbHMNiz74fE/HCc5n//aLXS5FBMFBYQRwBUA8w8iPo6JoQuF2R4Gy/B/8XER2QLhQWnLABUTQajVStVmNyXF7O9dgvpN/vh5G4sw0Gg9hjxLvGAJrxeBxdaSlVQvB+AiXdpbW1tVBQSGkBkyRJGDbPs7i4qJOTk3CyYrEYTDVHcjt7TmHAulASCkAI4uH09DTWpZIAlpeXI7BjwJKicGC+AJ6lUinTqfDumjsWzwO5BvvP5wkQBDXGi0DEi88uLS2p3+/HWBFgy+WylpaWtLu7q8ePH0dw8H0K6L5wPD1LCumq4Jioc1DjeGfGSRUIE4ghJOhc0+cYRhkiA/Jxd3c3gjnAdjAY6N1339XBwYFKpZKuXr0apwQ8evRIx8fHGo/HmaVfFLXVajWSASTVZDIJYgR/wSa9KPAu/9nZmTqdTpBq+BVzhp0wN9VqVY1GIwDWcDiMTTop4uhQkKj8WnRPHChgw4Agij06ZhR33hUkdqysrOjKlSvh//iHjzF+5raHfxDoXSZNPKIzSbfJCV7v1hBfPn6l3UVABUSBlBIe8x0u4j3vwU88J7jaxoE3hQDfy/xC7pFsHeA76e1LRueBg5TmPWwRv3EA7qoj7/Lyt8uouRdf0uOxh4JcSgGmS+EZD0hYxtGVNfgPhX2/3w9JOzkSUseBGz/3mOyElqtLmCf/LD4DFvAcASZg7BhLns8JF3ACBbl31YnXzK0rdgD6FCTHx8e6detWXIu5gFyW0n11dnd3M4pgbMNzE6SDjyGNClfqkov9vnx5gxNYTmKSh3wpBrmeuEz89E5yPp+PeAzg5lp0pd0PfP7AX+5P3KfHYVcMoZjyMcePAL74eKVS0enpaeZAh9FoFEcPszSZHMe4kXvx03kFAPfnig5s0QvC4XCobreri4sLvfrqq5lTbvw5uT7kD8/pTRVXiX3YdzpR65+jUfXTOr8ftZePEasAXKVC3nBfoLvuhTc+iu25vxFLXDk4Go3CDjzuQSB5HGCrApT9kKLkN4gLsJMT3B4HsQl+jv9z7xTvPA/XY28blBEeUzz2Q7jji/zeCRhqI3AOuYqx9XjnDXfyM6QVeBg1DHnIFRHUGa4oIlbTtHR1DDWOk9DUIpASkjKEN/nR9+5kThlrSH/G0MUK0+lUBwcHevfdd3Xnzp3AwtR80+k09vY8OztTu90OTO7NEJbsuo0wruRSb+RDIErKqN/ALhBfXls5GQ8G5jRSb3KfnZ2pUqmEfXe7XU0mE21vb2txcTFz8thoNNvgWkqboeBh8gLzg19iW8RPGgL4yurqatiNk3Xz18znZwcONZtN3bp1S9vb2zH2P/rRj7S/v69er6daraabN29qZWVFpVIp5k9SjCU5CDsgV1HDOm4CX2BH/H1+fq6dnR0dHh6qWCwGaebYx0+ZrFarGo/HobBiPMl9XkviF453GC8whOMuV9K96PVSEEIAA5jNfr8foJkHxKhRQDAhuVwuTrEguNB99/XgAL+Li4sgR+alZFKqWECdwEZaBA9XNGDoBHVptocRz1Qul2OZF6oVnBAjgp2tVqvxvbVaLdQV3BfBDsYUMkBSBFsKCr4rn09lmfzs4uIi2E/GmDXvBFEcirHxblylUolxB6ixvAtHxsAJVBT9yGFJSJBn3slZWFjIvG9paUn1ej3uZb5TybWYF4JDpVJRtVqNAMIYIhNfXl4O4oWAx/jX63UtLS1pbW1NjUZDknT16tXM8pDV1dUY0263m9m0kq7leDxWuVwO4opnggRjvLhP1EfYD2PJaSUkfmfXV1ZWtLa2Fs8DQZPP53Xt2jWtr69rcXFRBwcHMb537twJpp0gsbS0FORku90O3yEIIvUkUUIA4kfYMn4pSY1GI5YVzHclAAAQZwQ7Cvler6e3335b3//+9/XOO+/oRz/6kd544w3t7e2pVCqpXq9nigwAHfcopSQxSZauPEUKxA5kM7boBMCDBw8CaNFNXltb0/r6ehQUABmWGJZKpVgiSUHHnFMAuY9IswREocXYeKL4+DV74R+AYXzOiZD5WAbg8C47IIhCCz8gxrL8z0kc7EJKCQf+7Z2p+SKO93CvgCAvmJ20IOmTJ5h/kjnfyzO5Osmvx/v5w+fwRcAOz01O840U5zuT5Fe+CxKa+/NrsdSUXOHP4t1gCmP8CZ/2ueY7CoVCqFi8GIKAZhxc6eGFsxfrlUollg4NBoPolpPrydfc93yhPhgMdP369VANemHo5GWr1YrYQzz3DiI4BIBIwQJoZ8wpiDz3EuMgGCgmKSyZb79vfAJVz3g8O2CgUJidllOpVKLZg5ye09W4LhtyYgv4itulq/L4PXbJfLoKipznINaLckh9KVUkQbyjSisWi9rc3Iyik+eguHQFmN8nGIrxZlkR9y8pxoP7zudnCt5+v69XXnklnsXJTJ93KVXZEvfxXXwRu/VlFcQ2fueNRffZj1+zF/YuZYkhMDUxBH/G77FjGq+eK4gZ5ObBYBCEIwW2N4KJtTQZPN65ws9VNB5fKRQhN2hME5chZ3K5XGBJV8X6thFgZ97P9biW753CdYi/7tvEKOo0joEnZ5LriBPexOj3+3ECqzd1+DzvceKMJjB5hLlkxQa53vMvOJKiGDJQSkmEUqkUdYA39MBo1JfSzPcHg4Gq1apu374dG/8iJGC1BXXddDoNwkqa+ffjx49169YtlUol3b59W4VCQa+++mpsMo3SlC0oGDPIL+oM4h/xm/FxLEQOxqawCWyL+8IHHMeQS4+Pj+Oz1CeocI6OjoLkYAyOjo50fn6uk5MTPXr0KJq7niMcK2E/KL8833qzhNjI8zp24m/yH/4uKZrKXGd/f1/dbledTkfNZlOSolHz7rvvamVlRXfv3g2Ck2WS7pf4AMv5UId5LnOb8SXkCwsLarVaarfb+upXv5qp3aTZ/kqrq6uZLWEuLi5iw27sDeGGYymIJUmBYahv8WniFvHM8eP862cSQkmS/A9JkhwkSfKm/ayRJMnfJUny4Pnfdfvdf5MkybtJkvw4SZLf+VnXf/4ZSekO36zPBRhCuEDmYESQAahlUCI4sywpdugmcDFRDvwZuFwup9XV1fi/SxuZdH6OkxFQkCZLqYyt3+8HYFlcXIzimj84eKfTCSaSZWinp6cRCF2l0+v14lSEk5OT2HQKRhA2mRPQ6HxCEkFesISKpOTstgdtHO/w8DBD1i0uLsbGc5IyhAHglWUQrJvEgElkkjL7PMCk84I9d0UHSYHn4LSscrmstbW1YJJzuZm6Askgz0IQZT4hbbCDwWCgw8NDfec739Hu7m7IFcvlsq5cuaJcLqdHjx7p8ePHsTcEbH+5XA6JpiR1Op2wP54ZEMs89Xo9DQaDIMkobAADJESISZYfAuadaW+1Wup0Osrn89rf39fR0ZHOzs508+ZNVSoVra6u6vT0NL6n3+/r8PBQx8fHmV3qAZuSwlYIPIBafBLAy7jSZe/1eqGCgb1mOaUHcADccDjU/fv39Z3vfEfvvfdeFOMcu1ksFvXo0SO9+eabOjg4iGTpSgCIHQpduiLY9DwJyWdZ7oB0dTQaRVw5Pz9Xs9nUZDKTS/f7fe3t7QWIYL7X1taCdCZBc+8onohtBG7Gm2TkqjBJoWJ72V8/jzzx/HORFyje5rt3Dva9u0OXxZeAYB8kUL6D35GMnViAeJKUKfyckCZmU4B7UYmfkD+wPy/8vYjmHr2Dy7P5Mk7ew73zHv4NWHSVK/dOFxnVDHHSyUxyEeS7d9MYF+/4SqmaydfCk4cogqXsiVAU6AAgruPFFcDZFVjEd67nqgw+AxjyIspl7exN54APLEExJSkwyHg81vr6epC/Kysr2tnZ0fr6uk5PT9XpdLS/vx85AttgTwgpPVQDsocXMQ07YG7J0WARjlBmPhg/3icpo2rhfa7GIX/QHKIgBpCST1lmxcbq3hQglvFiLr2AcaWakxrMEXbJz7wYpVijuKQReHk5OxCCvf8kaWNjI3BAp9PJLHEBA3meoCjhnngWinMIXS8+aTTQ8Lpz506oPvDR8XicOfqbojhJ0n0XKYpZLkEunbdvxkTKHsHNczCvL/Pr55EniMGMG/Gdgp255L1SuqyMEwelVBUEpiHOYY/EKPAbGIYmGi/mmYIWEpWYQax1f3XiGpLK6wGKXWwU/wSz+ybE3W43bNaJdmyPZfE0M2kQguM8B4BxKdZ5vslkonq9HrFBShWz5NNcLhfNbOohJ1Gpy/BNVEdOMKHcxvcKhUIQVY6X+b+keA6uj+JcShtxjKfnsLW1NV2/fl2bm5uRb0qlkm7duqWbN28GvmQ8qH+4Ps1basq1tTW98847qlarUQt98YtfjBrp13/91yVJOzs7MWeQCRCJ3szB31lZwZjT4EY04AppaYYpUZC4qgQ7hUjHTqnHcrlc4Ne1tbUg94+OjuL5Go1GNAyOj4+Vz+ejJvelz95IcvIEG3Nf4UUzAlvwGAgpxsoRTmk7Pz/XvXv39Oqrryqfz6vdbqtWq0UNdvfuXZ2dnentt9/WrVu3tLGxEfeGf+KLTg4zlt5sc1xDU43nWFhYiJNG//Zv/1a3b99WLjdb7dNqtWIV0erqapCLYCb2F0LFx/P7nHrT0F/kHebZ7eZFr+SnsUXPg8Z/Jqkv6X+aTqefef6z/05Sazqd/ockSf5YUn06nf77JEl+SdLXJX1R0rak/1XSnel0Ov6Qy0uSrl69Ov3DP/zDDHvsXXwpPV6Yh/ZgQxDkoQEJrghwh/GOn3ehMCwftKWlpdgjgWu6dBqnxQEdOPAc3CMTSOChW8EGcE7YAEjmVQu+iTA/d9aUAub5PEUABlDglLlcLtQLJycnkSS4D4yenxNYvNuOPJ77wDGYR5wUQoVnY409gZ975Tm4V35HQCcAccKYpBh/FBkcfciyuLW1tQgwSZJod3c3VEYkeRKv71mQJIna7XaMd71e1+Liovb392OcFxdnm6w1Gg212+0gaubBm5OEPu7Jc8UTNsr/sXsCP2NBkOIzgGOu6x1WSapWq1FUtVqtCHRra2uZTb1JPnQPWMcKSKWQw/YpmrA9VxEwnigleJHgHehQGOEvP/nJT7SyshL+TaeGNdfuY9PpVDdu3NBkMgmg5B1wjx9ejPM83AtxBft0dVCSJEHofvGLX1SpVNL+/n7EGZLqYDA70Y0OpBe7jJsTq3w3yRUlgo8xY8S4/fEf//F3p9Ppr/60OPr/5evnkSeuX78+/aM/+qNM8SZllT/EUACwd6YYSwCJ/9sJRCld4oLtENewF34/nU6DQMD2IZ/odmJLnh+klBwC9GMbFOkui0YBAzDl+VwVBeEBSY1ahzGhy0xnF2UB90N+QaHCswLSKLSI435yiy9pubi4CMIDos1zkKtAeG4vyhkXPk8hx9jS+eU5Kf6e29wH4iRxEaKQPQ+Ojo4yp26hFmq325nuHs/Nv4lr7NFWr9d1fn4eZDNKzLOzszhYYWNjI/wa8rff70chBtBDYUB+wCad8ARks+EzQJoc5wS4E48QRdgJBeDOzo7y+Xx0zVutltbW1oLYZkzd3qS00E2SJLrdkPKuMnPSBazgPsn/mSeeje8aDoehyK1UKvrGN76h9fX1aAb4yUOrq6uxD8vGxoaOjo7UarV0enqqSqWSUbt6XiVm+AalDvSdHHU7S5IklprfuHFDf/mXfxkqYxoIl5ezZQAnJyexBAQizZUO+AWYk9hEwQ1hCFZxFdZ0OtWf/Mmf6MmTJy81K/TzyBNJkkwd54LrHRd4Y0FK9woCu2DvvicpsRdSVkobSsR2cpET7/gjRAa2JSmD1xz7c49O9hHDwdROFubzswN1UBlA5NLYAuNAgmPTnDorKeyeZ2VJENcnB/qJUE6iNBqNaCrO41hyHLGH3MZ7IIywccbEYweklKQgR1wVxc/wIb8ue91gB67KY1NucG6lUlG5XFatVtPdu3e1sbGhhw8fajQa6ZOf/KTOz88j93z/+9/XyclJpvFLzuY51tfX1W639elPfzps5/3339fp6aleffXVUP4sLy/r+9//fggEsBMUoMQj7JNr+cEU4ALuwe2eMaceAqMTA0ulUmDafD49OOby8lLr6+vqdDpBWiwsLMR4Hh0dxb442Fsul57Qncvl4gANz5+eW/ARb4p4rnayVMrmHq4zGAzUbDbVbDZ15coVJUmiH//4xzo8PAwxBfYH7ioWi7p+/br29vZULpdVqVT06NGj2GsWbOjNFrCBk1yuQKTmcqX0wsKC6vW6Njc39cUvflH7+/sql8v67ne/G3PcarVUKpW0u7urra0tTSYTHR4ehr2TF8Ba2DB2QHyCLAU7+eok6qnJZPLCPPEzN5WeTqf/e5Ikr8z9+L+Q9J8///f/KOl/k/Tvn//8f55OpwNJP0mS5F3Ngvk//KzvAUDwhyACKzffOcdZAFkkcumDReDz50gf+jmopSAGGM2TE4A6l6jDxAPsAVoOdjFsur8YIIUsiUNSHLGLM3u3D2Onk8eyFYpgL7wxBJQbAHHIEn4PiUNXjcKU+8LISTTsBcTYEJRYnnR5eRkbKGOcLGsDRPt+FCQuOrTMFYUJgRyjhgAiaIzHY52cnMSzEyBXV1e1ubmpN998U++9917c78LCgra3t1Wr1dRsNvWJT3xCvV4vFDGoOyaTSRwj7EQGYOzi4kKHh4eZDSohdg4PDzMnFzkp6Gw+dgrwlRRglrGF6GPOSYyMD8UWzD2dDU+GFBQ7OztxPLJ3JFutlo6OjqKY4noEOxRGBBIpPXGOdcQAKCcD6ZZ48TydToO0gkTCHngeL4p43iRJQgHley74yRz9fj/2EpIUMn+ADzbn4AugJCk6UAANV1s5mDo4ONCf//mf6ytf+YrW1tYy4AYZLSCDeaTrAcHDnBNXCMyQBvjD6upqxD3u01UDL+vr55Un8Cf+7cAIgoOxc7BDcnayiERPnCanzAM6SAiuRSxm2ZErLOclxD6X5BxJGcIFO3WAISlDLGOTnhewpefjnwErvIdYxIaMAHbihJMMjK2rg6S0WCLXUeR699c32qWbif8zhowFY+zLc4gHTpK40sk/y7xA8rj6w0kGxpeiYWVlJfxrZ2dH4/Fseezm5mbMD3GHYmEymajRaGTIQwfe+XxerVZL0+lUtVot9uVAGbiwsKCtra1M0c98ojb0vXMo9p2gdGJHUhQx88WjzxExhfkmZjFGKF79NDeALGOxuLiodruter2u/f392CuKOA7ugADymIvt4hOOIbAvCmYKYfAThBdjDAZYXl7Ww4cPQ4k1nU5D0UGeRtWVJOkG2levXtW3v/3tyN34O/7IODs+4x7mlSXMB3MBiTocDtXpdPRrv/Zr+uEPfxi+hA/u7e1lyDRXAHuMcaWi3xfFHGNCTsCPyHEv++vnkSewOY8JjJ0XkE6cOmnDXpB8HvulIeU2QMFXLBbDdxYXF3V8fBw2TrOSDX29kUEM5Npsss7pfa5E9ZrC4yH/lhQ4itUHnPCEH+H7Hmu5DrFiOp0GKU4Dk3rDmyz4B35B05HGxXyTnTHDPyluXSEJTqQeZD6puxhPmhHkNVZ6SGneZPzAcShVvCbxJiO5tFqt6pd+6Zd08+ZN/dmf/Zk2NjZijN966y31ej1dv35dv/qrv6rf/M3f1NHRkXZ2dvTgwQMdHh5GwwJiBIK41WrF1gyVSkV3797VyclJxPKHDx9GPKAhwJhDNJDTIL1KpVIsi3WCgHFg7GmqY6OVSiWaKOBY1I0IASaTSSwX7vV6kUfJNefn5xoMBrGlx9nZmTY2NrS/v6+NjY34XnIJnwELsIQNG/bGKfnWayj2SeMZIdfJl8vLy6rX61pfX9dbb72la9euhb1AzufzeR0fH4dPe+7o9Xr6whe+oJ2dnZgTrg8p5VjeiV3GnNhNPuSZEFD85Cc/0Wc/+1ldu3ZN3/zmN2MeptNpKMeazWZGJQXOmM+RZ2dnkXu9Edbr9aIuvHr1alzLce2Hvf61p4w1p9Pp7vNAtZskyZXnP78q6f+w9z19/rOf+YLo8C4SRb+kUMo40w17h/yQgpAHJrBgZA58KDQd0JIkCEDzG3ThYFwLcoP7JTASBAAoDmwA+745FQohwCCOShED8KJoZ7kZjkSRDDnmDgeodVkg9w85hHE7ewyAZUkY7DljhSMVi8XMekWcxPc+IRl7YHYpHUGKsSVBQ3QwDjgW+85Mp7Plhcj8vva1r0WXl3t7/Pixvve970VBde/ePX35y1/W5uZmFOTtdlvLy8tRLFBgwE6PRqPY1Gw6nWp7ezvsjDlwEELAlhQdU8gAP6HBQSDX4ln9WGpsGCIBcgRijyRaLM5OvIH0QLZJgMcWAdsoazh5jPH1bg0vJzZdDUEx5wAbEACQ5qQd37gUf6A7k8/nY18eCqbBYBCAhY4o48TyAZZOemHPd+G3XtwBRryA4noQXnTy8M2bN2+qWCzqH/7hH1Sr1bS5uakkSWKpZj6fz+xN4DJk/IEY4Io6pM4OEC8uLnT9+vVYWjedTtXr9f7vReWX7/Vvmie8s+R2jG9D7nkhQIL25aIAeCkFTV4ouFKAa893i4lHELFcyxU15AwKbe928jyANCeheXl88Q0PPW4yFjwvYInPQdK4X/nJghAIrjABhAEevBngnXfvMhKrC4VCxB3GBzUPgNK7w/g0301e9K47YJ28z+e8E+35lTxGjIUM39ra0tnZmb71rW8pl8vp+vXrcY+eWz73uc9pOBzqnXfe0XQ61aNHj7S1tRXjSG4kbvGdqHHp2pJnaSyR15wYdgUZ4wtJzniCa5hb5oj8wRwyb7zHm1nYsqupyVOMHQdGeMecOXMShXtlHNxX+Bm+AAHmnWtyC3bl8+kkIT7K86yurmpvby/ysmMl7IR7pmm2ubkZJ1P6/YAd8VXmxclGKVWoO2nA3/gTdvf06VOVy2XduXMnDhGh6QaGKxQKodigo0yh5A0g/JW8TcOJ4oqm4XvvvRd7Lv6ikEIveP2b1xNSuicKdsFcYb804/i/pMxBBL6UFJLF7Y7GmDeupPTYc+IisRacyDU9V5XLZS0uzvZ6RBHitkjM8Ht15YKfVsYzofDmWuQyxoNY7qoMPkNdICmUH4uLi0GYUXCSo3wvVq9l3Ld4UfA3m00tLCzEnpWMGb93Apu86ZhzPB7HAQiMK81qHyPuxxvq2Ac1BydzNptN/dZv/ZZOT0/1+PFj/d7v/Z7efvvt2GLhC1/4gm7evBlE2De+8Q1tbm7qzp07euWVV/T3f//3evbsmS4vLzP7my0uLuro6CizgfHR0ZFGo5GePn0asRm/5pmZU5bhQdDNEwTsR8km0sRYcgv7wkkKMoH54jPgDEgISEPi9NHRUShXUEjxmcvLy1gtweoLjqon/zg5I6UNXFe3kCewA8fxxEbITuoi8ju89fRkAAAgAElEQVR7d1arVa2trWlnZyeW9F5cXKhWq6nT6ShJEnU6nWgmHx0d6dOf/nQcvkTtyP0T592OiSvwFNQX1N6VSkXT6TRzgiZz+jd/8zf6/Oc/r69+9at68OCB3nzzzVAnNRoN5fN5HR4exumlnl8hM5lH/Iz4QmPNcduv/MqvqNfr6fDwUJPJbAnah8bMnx1W/x+9XiRDeuGatCRJ/p2kfyfNNht29h2w42sPATC+JIdgh7NLiuBAF9ODFowiEzgYDCLAEbQJNBguYIbfA04AR64K8sDlMk++X1IGAHhXQlKAMAIfoBBA7aQIgRa5IE5C4J4nxzAmCJZ5xRJ7JkjKgPzJZBLXYjwIHjybd+Wk9DQXAhrFG8UUZBrX4/o4OYCSo+ElRcIB+NKpHo1GeuONN/T48WNtbm7qU5/6VATRVqule/fuZZQn5+fn+ou/+AuNRiN96Utf0mc/+1kdHBxkiBTGxpfuMUcEBgfFLAEAXBMUHGDSMSZh8n4pDYzeVWTdLoHbk5d3qbEnX1ZFsgZQnp2dxT5JgEu6rhQFTrJyL55kXWLvcwtJ5kcw8szY9vySSHySDgOSeleJOSCg444Kh98/fvxY9XpdvV5P9Xo9CDGKF1+vDqBmblj25vfN+OG/3j28evWqGo2GhsNhEMoQfYyzFzoQnswzhST7KTGGfBZCiX2UmOfpdKqNjY0Pj7i/mK9/VZ6o1+sZUOuxCNt1YoDiEjsejUZB+AFAAVYepwHFAC7mz4sLig33cfdTAIwX0d4w8OYHMbZarer09DRiuCsFvZjFjyhO55cNScrkJe6HPOH73wHmiU9OUPJZPu9KIchNAJTnTe6Z8To7O4t8LKWFqzcunFjHf7ygQt0ENuj1egGMnYig8GY8iLcsHf7TP/1T3bp1K7O5pKTYBwa163g81he+8AXl83m9++67evvtt7W5ualCYXZUMJ91Yvnk5CSKJiklCInJkFrIuXk28g1L0MgPvq8I8+3FGz/n38QgV3tio74hpe93QgHFUgEvhAGfKysr0YVlGQHP780vL1p5fldFud264gVSyYtovxannLHRJkcM+x6CnU4nclqn04lTcngusAIK1uexJe4Ln8RXeTbslfcwhxTMnsMnk0moccGBNDQg2qRUxeF27piBGCalymA+z3yfnp7qlVde0Q9+8APl87NNXP9/+PpX5Qkp7dB7c5m/wWlOqFxeXsbm8PNN38lkdkCML6eB7MNHme/RaKRutxsNLGKDF3XYHOoWKd0wnRxCEUo89aaRL6flxXfjt9g2pCffwdIp3g9eIdazxySqJnAOe19xH77Ens35uX9ispNBNAyIU8ViUYeHh/GsxBdiL3PFC7zGMzLmTpZDljIeCwsL8RlJsa+MpMzG4cSv9fV1bWxs6Mc//rF++Zd/Wf/0T/+kt956KxrjzWZTf/3Xf50h+kulkl577TWNRiN97Wtf0x/8wR/o9ddf187Ojh4+fBi24rjw5ORE+/v7mcY5tkoO4dmI6WAW6k/wvi+Don5+UT6kGQzZA6YgnrgiBzzOhteQ2yixrly5EntnLS0tRcwbj8fa39+PZ+FEZK4LOZQk6Z6NYC/81e0DO6ROJw7jo95s5frdblfdblcPHz5Us9nU/v5+5ALGcTgcamtrS6enp5pOZysYTk5OtLKyEkvHjo+PgzBCYUcOYcwZZ5Ry1Bu8h3zq9TG1xeuvv6633npLlUolDpFiOwoXBhCjqGecXMO38BVyEEurC4VCbHnBqeDM1Ye9/rWE0H6SJFvP2fwtSQfPf/5U0nV73zVJOy+6wHQ6/Y+S/qM020PIJWMuR6cL5rJ9kqlvqot6AscgeHuRiOQMtQeFsMt4MXwMiK49zoxqodPpZILJ82fKAC8nn5yxBUzj4Ky15PsJoDDxsLBsNOVAt9frBWByZvnKlSthNLDPJAcCPIbn6ikArD8/5JiD9NXV1QjY3l3m/7DyUnq6F4GeQs0ZfRyIIns8HsfGZpLUbrczRdvKyoo6nY5qtZparVawur1eLzaXvH37dqiAULssLi7qM5/5jPr9vnZ3d1Wv13X16tUgFknyqA0gVJzIwi5xRl+m4qosxiyfz8dm1ARIl+8yDxQl3oGha+4nNDAm2JJ3jn2pB0ES5RiBDADupBUbqfMcBBtsju/FvhyYco8UN+bjGQbdZZr+HmwQcsc34STpNJvNSK4Aeza/q9Vq6vf7yuVyqtVq0dHypQ0QqhBskGGeECVFAqKgJQ7RUfQulquzuJYXpHTuvSvpnTTv/gHQCPqdTkfXr19XkiSxjvgX8PVvmidu3LgxBSR7QnQw4112gAlzS/yD2AAoD4dD1Wq1SPyoNoiLNCXwZ/4NGIDs8xwmKeMzXgC6MgJCxGXvvpcZgBng44pXCkful+fEh72R4csSiBWQDShF8UUnuD1WuRrCcw1jLSnAjy9/YvP5UqmkbrcbXUgneyAIuDYxyJsSkBHn5+eqVCoRJ51gYj4p3BuNRjzb3/3d32l7ezuWffpyW0kZYD2dzo4N3tzc1Oc//3ldXl7q/v37unLlikqlUsQH4rljFzrjEILcG8pOX4rnBADNBCfTsDEnKLygZS4p5ljuwmewtXnFs88hBBB2x5hCpGAnHquYH67nhJAX4vPkKfcFMAfsU3BjN3zGVUgbGxva3NwM1St2M7/sjThM55Qc5aAcn8F/IUzZ+4pc9SJynznkOylq8HX8FL/gGhR3+DZj4iQttgTpBDHsn4fYfvTokWq1Wmbj01/Q179pnkiSZIoinsIKeySmE/NYpgQpTmMGlR9Ft6RYqsTcsdyDGOz4nlwwT/p7nAWL5fOzZaf4P4SxlOISGheoj50MJl557sOvweG53OwAGt+HZD4Hgq9dNcc4sEk+NpYkSdRY3J+r14mr3mC0uYrmK/MDVvUmIzkPEt5XcYC5yAc0B3zZpZMt1IQsZfM9wUajkdbX1zPq8vv37+u9996LY9Z93KmJkiRRt9vV17/+db322mv63d/9Xf3VX/2Vfv/3f1/f+ta31Gq1JClsDeUMJzWzmTTjl8/nQwTgRDtxHHJyOBzq2rVrUYMgHphOp7EBMQQAtoSSfmlpSbVaTcfHxxkchQ1gV8ytK6zwH19hwzLD+SYGMdlJQW+WkTvxDfwCzI0vYDucLMd4gZ2p18ll3W5X5XJZ6+vrgRdQAzH/8wccVSoVFYtFvffee/rc5z4XilIwIHU+dQtjjv0SL6S0ue9+SGzx5gi1DSIVGt08A/dL/hgMZnvvQoa5X4N/WBKNH2EDb7zxhq5fv66jo6OoTz7s9a8lhP5K0n8p6T88//t/sZ9/LUmS/16zTeA+Jen//FkXwyAJkBgSiRWlCAHQJViuSsH4+D+TSmBniQedHBKsJ3GSN8EIIonvIwC5A7gj4aT9fj/TJcb4mTBJGbk6oJtn9GDnG2DBHBOY6/V6PGOpVIrjY3nO8/PzOIlsMpnEGLARItfCoAlUUrp3BAZHIIXEYIwYJ8Aj5BwBgORIICEI8JzeiXeSwskHQA9zzDjDqK+vr0fCJXF4J69arUZQJzgdHBzom9/8pr7yla9oa2sr1lSz/wLFQb1e13Q6VavVymzKCZCmEMAuAZ+Li4tBPAIuOQmNdeKNRiM2uu52u+r3+6rX6xFosSXGmbHjGefJB+YEwM+eDygQSCi8H3tzZRbAmOKGsed7ASaME/NM8QygdwIHkEEw86KFUy4cVABaNjY2YsNW/IN5p2gBBIzH4yiInCwjKZLQPJDjRzyfKzgg+AA93sEiuULGugKK73MyyTvn2L6kIEFXVlbUarXi2GfWhmNvv6Cvf9M8ISnAPPONbTHfxHHm1ok3CkUvxInHzA92SXwHgAKIiAt023gfv/ffLS0thdIPcOG+4XGVYt3VQCiEsENJGTWbE1vkG2IexL6PDUo0QDiF9vLysk5OTgKAOZHNmEEm83snG/CPecUKn+VZnCxygh2AQveS5+TFv/le5sB9Fv/zQofYXyqV9PDhw5C1k18oeHyMKNQggDnh5bXXXtPx8bEeP34cBRLxkpyFXfKcLMOa33PHCzmX1HPv5IlOpxPjDniEJED1SQyn+8/YOO6gIEKFAsYBmGPzdGYd6zBXHOSAb/AdAF7+DUFG44r3OvHHd+CTFMhSuoQRP5FSlcxgMNCNGzf0j//4j1pfX/+AvUkpCXx2dqb19fXIq/N7P2I73C/XYFwolHgm8gSFt+MWJwel9MQqzwW+/N/tlrHHzplv3s91UWKwrIFc53u1/AK//l+pJ/g35IWkwCssxcd+yR1gVUgLKY3dvqyPhjQYFdvCXvBpSUHMSOlJTcQIx6xSetS343zIUyf8KI6dlPVYBmYGj15eXkZT1uuSxcXFzN5BxPiNjQ01Gg01m824J9RPjx8/VqvVCuxGLUCc4w9EmxNW1ErYNY1EVBVSunHv9vZ24GRwEA2z0WgU8dG3dqDmIdaSc4lhxFDGiPFZXFxUs9nUt7/9bf3Gb/yGfvCDH2hhYSHUXuB/bMP3xVxaWtKjR4/0yiuv6Ld/+7f1jW98Q7/zO7+jJ0+e6OHDh9FsIsZSV0CogDt8ZYkLA7w229rairydJImuXbsWJPna2ppu376tBw8e6Pj4WE+ePAmcTH5MkiQ2rKb5Q3yFmIFwpu7l+8fjsarVqo6Pj2P/O67JnnQ01WicYoeQkfiA4x/qAeoc1DDEQ8dV+Cn7WqGWY8xKpZIODw/1pS99Se12Ww8ePIhYOxwOP3Ai9vHxsT7xiU/o+Pg4c//Uiq5+JidBKnl9K2XxjzdevGHA+8AMrAByApfnxEc9T5B3qb3Aujzb5eWlms2mzs7O9PTpU21vb+vo6Ej3798PHPHTcsXPJISSJPm6Zhu+rSdJ8lTSf6tZ4P5PSZL8V5Lel/T7zx/0rSRJ/pOk+5JGkv7r6c84EYABItg5QCSoDofDjPQRZhW1C8udMCYK8mKxqG63G8GY333Y5KBOQR0iKU5gclUOBoIky3fxd7YOUgejcWOHAcYhSToADApjAgJgkeekMB4MBmo0GmGAgA82nLp9+7aGw6GOjo705MmTCKrS7Eh0wDQFFCyqpCAyfF8HnNA7oxRYFxf/F3tvGiPpeZV/X13VXdVb7b0v0+7ZFzK2xw5je+JY2UMSxcqHRErgYwLiQyQWCQUJBYPINyB8gA95FYESJBKjQAQEx+AF20kmXsbLLPbs3T29Vld1bV1dvVV11/uh+J06VYnhffVHyH/Fj2R5pqf6qee573Ofc53rXPe5t3XgwAEFg0GT33KM3vr6ura3G42Z2csKqQA49MAJYA649NJ7ngknymlNNJ9u37cqNftfADjD4bBOnz4tqaHIWVlZsUAMgCSobG5uan+/cWIZoBHVlpcQSq1SVN6jp6dHPT096u/v18zMjObm5rS5ual0Oq3Ozk790i/9km15gp33BA8AFdtBJo8ddXV12TNi08wN/XvYa02lHpWNty3AEuOJDTJXoVDIVHYklNgn7wqpw/fzvGxrocpG4oo09I033tAHP/hBqy7xPoyfr1CwFmnc6JVp7BcGnFB1oSLlyQGACcCKKhXrC4DhFU5eOYYT92QTdoHijMS0Xm829vNJAWo21ms4HFY2mzWCzJO/7+TrfytOMKa+eu/VoZD6gCl8MvNN5YYKCz6deIKf8yoFr4wB8HvilaTCy+gheQDciURCKysrFsT7+/ttKxXv5slIkuyfp4Dy/pZ1x/N5YsQrX7gPMmiS2mKxaL7aN4kEgPv3l5p9K3h3fB3kFUmFJz98dZDY5pUjfEdPT48ymYwlWPga1oxP5H2FkJ8zt/gMVKPBYGNPPoWQSqWiRCJh44ZfBezxjpDNa2trOnTokB5++GE7VSaZTLYUACjKUFnleUj+YrGYSqWS9apAaYwfBGNIzeJWtVrV+vq6xsfHjdje22vI8ikqACalZpNaYpDHUtgEsc8XdACVXuXiVVcUATx+kWRzieIFv8Z/kIDen/I54ijz4f2xV/Xhy/f2Gorho0ePWmKKj2xvBAx2CIfDWllZMR/KOHt78gUCbNmrRyCXiDkUNfAv3gdgf9g840eBBUm/V9HyLMwNsQzfxv1J5omNjGk7UfBOv/634gRjLcnGER+Jmvg/n8diOLgVEp+xJbbEYrGfqwAIBAJGDvn1A6ble4gTKDf6+vos9ksN7NjT02OKcGKE76/Kc5O4S83CLcoY/t5OyIMn8cu+VYNX3XAIy/b2tgYHB1Uul5XP55VMJvWBD3xAlUpFi4uL+slPfmIn50myogL+gPXo54EtlMQqLj4DvicXuO+++xQKhTQyMqJSqaSRkRFVKhXlcjkVi0Xdvn1bd+7cMWIMjABR54u2u7u71kif2EBBjr4+ExMT2traUiaTsW2YfutW+wlrlUrFthg9//zzOnfunJG3nF61s7NjBA6+jefEv/gkPxgMmqInFAqZ3ZHPDAwMKBqNKpVK6eWXX9b58+d18OBBdXR0aHFxUaurqxoZGdGhQ4d05coVEwFgO8QlCqbEBgger5rBnr2SzReOUNrj38BUKMXYMsWWb6+Uxa8R04nj+FvwFAUP32sXzFGr1WyHAN9bKBT0uc99Tj/96U915MgRi+HksfQ5QuUXj8e1vLysgwcPqlptHJIEHiSOEx89fvHFII/xKbyAEyE+t7a2bO0RM8jHuafUPHnQF3LIy4mZ3h+AQWq1moaGGu3XyuWy9UwE39VqNetN+3bX/5dTxj7/Nv/0obf5/Nckfe2/u+/PuwBovurCgBMgpdbknqNOUadQxe/q6rKjwAnkGBMAiEHEsDxgYSJxxgQAABwOnmdA9i/J5ImoJjAIqVk9AoRIzW0qviJbrTb2NHtWkCDT2dlpMjmASa1W0+rqqp555hlrQMZYfvKTn9SRI0fU09Oj27dv2zghU2OcJbWc2sECKJfLikajkpoVl/+ca2uCFg6HFY1Glc1mtbe3p6efftoMenR0VMeOHdPk5KSGhoa0tLSkhYUFC4aMZalUajnxDGAMWOT/3d3dWltba2GicbCAc+7N4qGy4BUfpVJJg4OD2tzc1Orqqs0RgI0kRZKRi4wrY45N8v2ANcAnz53JZHT+/HnVajVlMhlFIhGTNNITgeTEg1bsnv24vAtkIYkWKiaAEEEZEMD2OxRLnoUmUSSJlVoBj1e14dS8Y/Ygn+cGdHlASwBCnccYA5Q4bhH2nS0h/nmTyaRWV1eVz+dtT6/vy4WasP09sAe/FY/v98m+38uMk8ZuWKMka1Tr/frxYIdA530BThwFQqlUMhvv7e1VPB7X6OioVlZWbGsKpNw7+frfihOAF9YfIMcnRtgKdkmwxuf5e0Gq4zfwwYASXzUGdLPOfIKMjQCAvPIM2/NbySAteG7ACvbstx57JZQHGhASgF1iA0kBSTGnopBUk1BDDrDtZGVlRTdu3NDGxoYOHDig/f19A1uMlV87viDAuPrKNvbut5Oy1dPL6Gu1mgHySCSiYrGobDaryclJBQIBS04A5d434WMBWvgqfsZWI/yB1CQ5mF/sxBNfvnqcTCa1v7+vpaUlDQwMWPGnv7+/xTYhInyvEeZxc3NTsVjMnskfq864QPDMzs6qVqvpwIEDNldUf1988UVLQjxxyPd58pqf+f5wvjpPEuATSfwYdudPhfFKpnbiCKLDbz/0yghJP/f7/ZYCqdmXqF09Q2zNZrMaGBiwrcSMOQkDdhQOh7W4uGikDhgM/wygb1d2+Oo9FVWKjownPgXVCe/iVR5eveEJZHwT2IUYTbLJ9nT8BrGBdUQ1nO12FF/8OL+Tr/+tOME8eRWYtyWpuY0W4pIeJBSGWFdS80h2T3ZAKhJryA18MYHv5+e0r4Ag9r0NNzc3W9TyxBPaJXiFn08YfZGE9wGbYtcdHR1WGGvHP4FAQKlUStVqVdPT05bTzMzMaGBgQENDQ9Yi4s0339SdO3f0+c9/XmNjY/rHf/xHiw30ZGGN+2IN/haSg3FEIeGLvLFYTKOjoxobG9O1a9fU3d2tS5cuWczMZDK6//779d73vlcPP/ywnnrqKV2/ft0OMoBcQRHE2gOrQ4aBjdl2yimU+CN/CIsnzDwe9AX+iYkJSdIbb7yhM2fOqLe3V+Fw46TG/7Rls0G290DAQIR4hQj5B3kHsbqjo8NOMzt06JA+8IEPKJ1OK51Oq7u7W+Pj43Z6JidYo77hXbBLbBdS1K8N7J15kZrbyvb3963fFPkksdfv0vC9b31+y3eQL4Gn8HtSs8cgZJjf4gkRS67sCfl8Pq+rV6/q1Vdf1bFjx3Tz5k0lEgktLS1ZzgU+n5qa0uuvv67p6WnjCyhG+8Kx31pH/PAHJxE3JNnzdHU1dhdBlGGXYDRsiLjk/QsXGI/fAacwd6x34onvEVssFjU0NGT+YWVlxfiIt/Wbjz322P9fX/s/fv35n//5Y/fdd5+kVmm9r9h6MEEQR5mBM/QJAioPElecZCAQMMa1fVIhmTBMjJeJJsAzmVRESaRJ1H0STaLh5dY4fA9CPNgG5PvEmM9QyQDgJpNJlUolvfbaa9YIi6SSRf3iiy9qc3NTd911l4EcjByQg5GjWgBwsHeRf2ccAEGQU729vZqdndXi4qIuX75sidHOzo5u3bqlV155RbOzsxocHNT09LRJ0EmOJbXITwGpHth6aR7Ooru7W4ODg+b0eWcSEiSAJF8Aw2QyqUQioYmJCZPAdnV1taifSLAg+DgNzI+F738AU4wssaurS9FoVDs7jSMlCWijo6N2wkJXV5eWl5e1u7urkydP2ud5BkkGsJHperUAyTFJCImvB+5S6yk8jDGsM/bEO0HW4JwJXAAXgoOvvAGicFSxWMzWEsw9Drt9fzxr5Pr16ybnpvdHT0+PNV0LhxsnNXhFD2sf0IXSwQMh7g/Ztru7a3bB82DHXtrN87IVrqury4gzPueJCZQXrFd/H9Y940m1h7HDuWcyGa2vr1sSiqrq6aefXnnsscf+n/8jR/t/+fX1r3/9sQcffNBiA0kj48i4+q2JkloSMnyJ98X4Ea86otoIOPP+2SsBCPxe3YOtEXwhg/xJU/gvqbVvFf7fr39PfABWGQPsDCKWSjCEtNRQTsbjca2urtrJG7wz7xkON3qr1et1zc7OKpvNKhaL2Xe03xtAiSIFX+LJYq/IBaB3dXUpl8tpd3dXs7OzLWqWrq5G3zfWcT6fV6lUsuIHMYA5x+/6JICKMIQLQHJnZ0eLi4tKJpPmp4kvlUrFwC3KS+J7NBrVwMCAYrGYvvOd7ygWi6m/v99OdsIusCd8ryfHAcI+0eff8L+8y6VLlyQ1toJ74AbRMTIyojt37rRssQIbeHk5BBpzi/8m0eXPnsAhKfMqAuIFv8dY+qIQdkE8A8N1d3fbfPgE2eMi/KPfQggu8MUu4nA+n9epU6csucLWsAHWeq3W6AdIsYGquN9Ww+WVUaxN/+88s8eXnoDDXngfj2k8SU2MJW7zeZ6JeWRtSc2TsnzSgGIL+yERePnll/U7v/M7f/Q/4Gr/r77+6I/+6DF8D1iFdYdPJPn1hA6xA+zqfS1kCsUnbG1ra6sFy0LQSM2m85AjklrikM9HwBSsA56f//y688VAsJlPVkmavV/leer1uvXbkWRKULDp8ePHdfHiRU1PT2tsbEzFYlHz8/O6dOmSkQaf+tSn9NWvflUf//jHdfToUd28eVP5fN58HHmBj8ngGAhqryr0uxsikYhGR0c1MDCgH/3oR+rq6tJ9991nB4dEo1E99NBDOnLkiJ599lnlcjl98IMf1OTkpDKZjGq1miliWF98L2scHA/Jg2o+FovpRz/6kR588EHNzs7+zDrEj/uWEqz3iYkJHTt2TGfOnNH09LQqlYqWl5c1Pz9vc97R0WF5CLbglUPgWWyN8SS/6uvr09TUlDKZjFKplHp6erS8vKxLly7p6tWrRvwfOXJEu7u7mp6etubJ5NG+nQFYFgLD2wonpHV1ddkaoSgAOYnqnjEid/H+zKvDpJ89rZF45cl6/D1jBKHkyTN+16vdPPG7tramj370o/re976nvr4+jY6OKhKJKBqNamxszLD8zZs3NTIyYu9MLk+ez/N5BSuYz2+ZA88xXjyz3znEzgsv8CDu4yf4XezB4wXWE37HxxFiue/5h9o7EAhoaWmpxe/84R/+4c+NE+8IQujrX//6Yw899JAFVwaBhdru3Px+V4gWBhOH3N/fbzI2Fi3gHscGEEKSRiUfo93b27M9qgQWADiNp1hQ/n5si8H5IZWkuuwZUoAWz8iEc1WrVWPnWUg4tUQioWKxqLfeekv9/f1KJpMt/Vi6u7sVjUYVi8V048YN7e3t6ezZs9rY2NDa2poBPqR8LCjYfN4DVQhj4xcGBnzr1i0D8MPDw5bM02+hv79fKysrunDhgjY3NzU2NqaOjsZ+Vt7Zyw0xckAQC4zxRyKIHJ/EiwCJA8OR46RYeFRGy+Wy3nzzTcXjcSMGqMxJsvnzMj6CAsSkr0JQWeAY+M7OTr3++uumbolEIgY4fDVibW1N165d06FDh1pki7wL0j8qw2wL3Nrasuqur0gCNpDzQiTyuY6ODlPTeFaeteXJJsbd73WXZGPAZ3h/1l17FRmVEc7bV0NQZ928eVOrq6vKZrOqVqvK5/OamZmx/krt9uKdJsCrr6+vBdTjN3Ceklq2GVI1Q63A+/uEyDcoxU8R/Hg33pU1zTizRiQZWUWlBceNSmBgYECpVMrsnd976qmnfuEJob/4i7947OzZsy3B0xcJ8J/YKoGRNSE1e8v5Kq7/XezRq3EAHD7RJ9h7v8y9JbU8iyf+AFSsFZISqZlk+gTX+xVsSmqqoLAPxgRSkvXP9q98Pq9bt26ps7PTtinivyBYNzc3deLECU1OTuq5557T9va2UqlUC0HOfUlePGmGvwDY4VNQj1YqFW1sbNhJJGyRpE8DW3SRoqIAACAASURBVMEjkYgOHjyoUCik5eVlZbNZ640HMPTzBBD2yjsf91lLuVyuhSDwIByf7bcHAHxPnz6tF198UefPn9fRo0ctlnulEfHGS8cpavDvYAW27eG7BgcHtb29rddff11S49RVcI5Xzmxvb2t8fFyTk5N66aWX7F74dg+QvQ0CbvFL/uIZsClPLHrlgSdovGLTq7L8mOP7vLLNzw/JhldiBQIBI6pQW1CEIK7z+VgsZnPHusYmie+sfarZXkHM2LI+qdgzFoyNv68nbsFx/A4xxpPTnuxnjfq16slTCCe+y6sqfOLEGBKHiWuVSkWvvfaafvu3f/sXnhD64z/+48eYd68W9Dbmk3nsvp38l5rYge1GbO+SWk/2w05ZO76hMWufPANVGwUIfB5kDn6UZJK55/IFR57bF9t8PsG7gzW8Yk1q7lg4ePCgxsfHdfXqVZ0+fVqZTEY3btzQysqK1tbWtLe3p1KppLW1Nc3OzuqLX/yivve97+k3f/M3Va/XdeXKFXt2djZQWIEgk5qEmMd+UmP99vb2anx8XKVSSbOzszp48KBGR0d18eJFVSoVbW1tKZfL6ebNm1pZWdH999+vgwcP6s/+7M905swZTU1NaW5uzhJw1DyMiS/m4JdKpZIV2qVGgR3bIF74fIJ7sn2X9wsGg/rMZz6jv/7rv9av/uqv6sknn1Q6nTbVCXkT84c/49+8GACs4cUOvb29tv1pZGREXV1dunLlipaXl1Wr1Vr6i5XLZb3vfe9ToVDQ2NiYOjs7tbKyonw+bzjX97FijIhLvvjjCcidnR1rm1EsFltiDSQJ+JYxYx2BGbyAgrWH//efDYVCVjigSOPngNjfnpeTM5G3/cqv/Iq6urq0urqq27dvq1gsSpJyuZwKhYJGR0ctjvf29qpcLlscBbt7X0ucw7eQJ+IDiPn1et22AkqyYo3nGzxxHAqFWgQHxBbwIn4EoszvdCDPxH7IEVEc48/I5zc3N9+WEPqfPnb+/+iqVqtKJpMmQQOoeWDuE8B2ubHv5UKFkS1NUrNaAzHj+4pQacSYMHCegV4oLF5P+ODUIQowIJh9EnO2HHh2E+BDhRVVFI4yGAzaVheAiCdFZmdnFY1GWwAqhgP73dnZqaGhIT3//PPa3NzUo48+ahXTQCBgxABJCKAEw4xGowaOSJ7pi1Ov15VOp1UsFo2E49+l5klTKGfK5bJu3LihaDSqBx54QJubm9b9nMQKKb5naElcSDYAooDLYDCoeDxuC7Rd0UQlDidGdWBpaUknTpywe0C++Mbm9GnAeVEh8pVNnrejo8NknTs7O7p+/brq9caeYpwngBabIwEol8t6/vnndffdd1vTNMAeAAMlE/PibZtn43sk2T5o/t0nbZwEsLfXusUK+/SVbA8+GEfmyYMm1gg9OiQZeUjvKBwjgAnwS4WKrS3ZbNbuSVDCcfI9rFnUdCQKPlEFtLMuqZSEQiHbrueJARQIftuCP4oZB+6rFcVi0Rw3yRfrEIWIB0PtFULe9ejRowY6PNn27tX0JcwJyS5+vZ2Q8QGU9Yqv9ckV6xgCg8qdTza5D2DNrwt/Og0VY0CBJJMNd3R02ElbJASoayCJvPKAWMd787y9vb12WpfUPGIX24PMhYDd29vTzMyMVcX4Lt6rWq1qc3PTbO7MmTP6+Mc/ru985zuanJzU5OSkxSfeye9pJzZwoQ6Rmgnr/n7jIAeAIICOz5LEQPTXajWdOHFCiURC3/zmN63XAAke/gYf4MkpTybQfyYSidiJlJFIxIAdW7XoP+cBGeT2sWPH9Ad/8Afq7Ow0lROf80QINrq/v9+y9Rqb8SQRCjKInxs3bmh3d1cDAwNWge7o6LDkld+fmZnRkSNH9P73v18/+MEPNDw8bP7U+yOpSTzgfxl3qptgCqrH/Bmb87GC+7Urm0mI+Fww2OyBxxzze/hEqalC9SQN8nnUtsR3inz8G9v18Kk8E5/xBS5sAAKKZwB/kaADzlkT/B5x3CvJPSnmEyfsEf+Df8fOPQnJ70ICcaw2Y4b/YW35LQNTU1OqVCotx0KDxd69Wk839ePGthSKzF7VA570RSS2a3ulHVvKpGaMgSTCjvyBBxDQqBd3d3eNCCcvANeBfUl6Y7GYbRfDx3g/1/6u+E1JZruQ03wWIoL36epqtrooFAoaHh7WysqKFhcXVSqVrNhaq9Ush+nq6tILL7ygr371q/rc5z6nJ598Uq+++qoVPlE8SM3ToNoVbe0xlwJ3rVbT4uKiTp06ZVuHd3d3bRwY93K5rFKppImJCX3xi1/UE088oT/90z/V4uKiXn31Va2trdnaQw1O/gVZxfd6kiwej2tubs5UPoVCwe4B9vUKDzBjIpHQxz/+cc3MzCiTyWh+ft62lHpFGbgSP+wblUOmcaIwdjg0NGT+jN4wr7/+ekux1+OBO3fu6IknntAHP/hB/fCHP9RnPvMZXb58Wdls1nwOhU3mB5LH+2iUXT4/LpVKpsD121t9TPckRvtWduaPrZLkT11dze1j/nvB+uRLPs+BvAHP+O+t1+taXl7W0tKSQqGQUqmUDh8+bPE+Ho+rXm/0iysUCqrVGq08IOvAbJCF+An8AXPvTz7t6WkePe9JPk71Bj9hQ6zNzs5OwyCSDJvynfgWcIwk24VAkQIyKBxu9KyMx+O6//77TbiSz+db+ly+3fWOIYR4GZwrBBCAj4kHGDFRAAr+Y+F1d3crEokYww7JgcF6Zh2mkeDsQQPgmoEnCcGRMXk+ALBVgMBBhYrAT3UUBhVJqjcsyC0qTtVqtWVbEsA3EokY6UUVg3HwDDQM8NzcnC5dumTN6/x4EVh8My9JFghCoZAdCYmzg0iYmJiwnj0EOrb5dHY2+hDRWDkWi+mNN95QrVbTyZMnVa02mptSYSBgsZik1h4hXuLOcZ333Xeftre3tbi42CLt5X44CpI8pJTXrl3TwMCAEQ0AVU8u8ixUdHxFiabZBPjt7W3bS42Dh6XFziF7PElAg1E+g6Pk/4FAoCXZBKDyjlQ6ISF/nuyd58bZkLR0d3e3NPvz/QqomrM+CUw4ZqoJ9XrdbByFGgkup4ThyP22OKqg9GxgO1cikWhRh+FspeYRnVSBJJnairHD9nhXPkciid1TmWOtU6Uj2SchgwDyY89/sPI+uAKISHJYx4B8fzpAoVCw3ilPPvmkJiYmrNcKFel3r8ZFkCQOsK6l5tYPwAEJMkAfH09A99UpqamWAMT7pJmYQ2UTm/HzQ0KKr/JVQWILIMeDRF/N9eSWJ7+wKRIK4g9xB1/iVTPBYFDDw8N65ZVXTJVJjPL73IlfUgNo3Lx5U1/4whf0wx/+UG+99ZbGxsYM4Pg4ynYj/o37QtBQkWLe6PHAaYftlXvGj1NQ1tbWdPjwYT300EN65ZVXTNYP8ebnF4UF/s/HT4ix6elplUolA1OMHTECf4R8ne2q+Xxe6XRag4ODRvjwzvh+mr96lY6XvXtswhwDPkl8IpGIbaHzzaY9KbO5ualMJqO77rpLw8PDBiT9CT/YH0oErzzD5v3WF+YLm/fH1/t3xa+yjrw6i4op/q49YWIOsDcS1mKxaNVZcAa4gzWAnfJn5gl/je9mjIhrYAdwkF9z+AuSUn4XEpn1AQ7t6Ogwe/fv6Md0b2/PTocjRnilkLczsA7Pwb28ys9jUEgC1h8xtF6v2zbCdwmhxuWVafTT9Goy1APgGdYaPhj7wyZYr+0Vf+KB1DwhEdtDucc9NjY2zHejdgF3M7fch14y/khqfKsv7IVCIWuNAT7yBBfvyjrhu3yPN041PX78uJ588kkdP35cN27csPGguTH+Q5JWVlZUq9X0jW98Q3/5l3+pF154QR/72Mf00ksvmR/whVzWEXGP4hqxCtUqWHB6etq2zlPg9jGNd5udnVWxWNTGxoY++9nP6stf/rK+8pWvKJvNKp1Om8/Bb2Eb+Duv1CsUCrabIRAI6MCBAwqHw7pw4YJ9DjvZ39+3bYKoc06fPq3bt2/r3LlzevXVV1vmw/sv/90eL/r/QqGQFVKIR9vb21peXtbQ0JDefPNNra6uGvHOMeW+T+HCwoJu3LihqakpXbt2TbFYTIlEQoVCwcYTgsOrGJkDqYmnKJzgE4mPYF5sH3+N7bTnH8QCnpt8zJPevhA9MDCg3t5epVIpy/1rtZrtcPH9B+kp53304uKiwuGwUqmU5ubm1NnZqUKhoL29PZtvL/jo7Oy03qfk2uwaQkCAGhfyCSzicSMFXZRNFPaJib5gVy6XLb9hrH2uyLtg9xCKfgupz0v29vbsVDffh4v36u3tVTabfVvf+Y44ngBjxEkCLllwvkICWNzc3FSpVDL5GIRJtVrVxsaGMX9MHEkgkwObSrKdy+W0tbWlUqlkewkBVTginBdJM2CIRJ7kgUQBCfz+/r7W19e1srKi9fV1lUollctlbW1taWNjw0grmk3W63WrHNMgSmpUmiEYIFF8hU5Si8wUBw5IjsfjCofDmpmZsS0xjAOVN18Z5+++Or6zs2OEC9JYgBZJuf8d5sF/LhwOa2xsTJlMxo7ahnTDIWADzAmqFMab56jX68pms3rllVesopFIJFoSEwiqjo4OxWIxjYyMqKOjQ/Pz81pdXbVF5PcJA4BhsQF8qEVwgOvr69rZ2bEmrTgNGtAxrtg19yapwylXq40jkROJhNLptNkd8lQcHWDAk5fb29sGqv0x9wQXD+YJkl56SAXWE0wkOp7I4OjMzc1Nq05Q8YEE6uvrUyaT0dzcnObn57W8vGygJJlMWjWjWq3aPWjiRrBOJBIGEqLRqCVOkox0AuBQfWCcAFbMGydkACwYK+zLbzsDtHj/A1lGlQvSFue9vr5uihKfyJDccC9Af6VSMcCHgoqmtx0djWNEa7VGz6p0Oq2NjQ2Tub57NdVokLPMnZcdA0B9Iu635kqyuMK84z89QUGQl1obybNOvL8iVnkyChvi97EHkj2/pdknc/gZX1FCEee3avm+QxBdwWDQeuHwXPhfSS3vyXeSgOJv19bWlMlk9Bu/8Ru6fv26EQy+IAGpgC/0Mng/XhAKnAjot9v4bR2MqVd7bG1tKZvN6qMf/ai9h+/t4QkXft+TyBRrSMCGh4d14sQJZbNZO4zC2wHV/Xq9bj18+vr69MQTTygQCGh8fFyBQENR62OuB9SeYPBbjfDPgF9iuiQ7Gri3t7dFMcZzMd9gIE6ti8VipnDkBBZsyQNwxojYTByCyJGap/t4oOmVCRAYoVCoRVkNaeXtyT8vz+Hxk7ePer1uKgQUFMQ74pYna/xWTsAx30+8r1arVkllDLxix5P2PJ9fP/hr5pJkjov3Ypw8icDaZ+68gohxhAjwfT0gfv02M2zA+7j9/X2trKyY4hpFFDHq3aupCMcuvM/GP4ChvXrGk7z85wtb+Cr/+fYCJnMIEU5yjKoCn+0V9CSWJPV+PUhNLIPdkmgHAgENDw9b03PsGTKJ3+E5sCl6dW5ublpvlY2NDU1MTBjWwN5Rb/hcAbL+ypUrun79ur797W/rwx/+sBXhaXfgcTO4lLXmC27YeG9vrxV0fS9I5qx9bUIqZbNZvfjiizp37pxqtZoGBwetx5tX5fm1BiFdq9UsxwLXnj17Vv/+7/+uUCikw4cPm3qUGIdf7Ojo0PHjx3Xw4EGlUil99atf1cDAgK5fv66NjQ1TZ+AP+N12H0QRnbgPabexsaFUKmUEwp07dww/7+zs2NY8CHLsLBKJqLu7cTjB0NCQ5ubmNDQ0ZOQf+YOPW1KDSOcEYkktRARxEiKMPk0oXImbXhUEPiIesAXK+0dslO+KRqOKRqOmihoaGtLs7Kxeeukl/fSnP9XFixclNVo9HDp0SKOjo1pbWzO7ZF1AXNXrdWUyGW1vbyudTmtlZUWFQsHWJZjCE56+eOCxCi06KFrDR5D3gcmk5pb+WCzWcqIb8QSiiDmAJ+DEcN/PlHXFusR3Eb+5N75vZWVFwWBQCwsLunbtmvb3G6epIeb4rwrM74jSM8bjFTUe5CGlZWEARHDAvvrvJZvck0TTy48BF4AOJGSSWipEGDzHrXtJHewhJ1UBKgAnABDegf2XXtmAofE7JIs8Pw4CA6b3jXcq+/vNnjietPLbAKSGczxw4EBLhQ7HBglEUu2/E4DFn2OxmDltAJknHXwStru7q3g8bvNCQg1gX11dbWGufXWW4AfZQEDHZiA8SqWSbty4oVwup49+9KNWpWOLQr1eN0eIEujy5ct64403NDw8rEgkYswvFRG/iAHLEGE03WYcGVuqO4xJV1eX9eAgCWAMCW6cJMUc7ezsWBLJFisUZ1QzsHXmiXGt1+s/c8QkAIW58Eml1HpEPWCCygROjSoFIIeT4Hh2bLWnp0evvfaaHfUrNbasRaNRHTx40GwumUzau3lpsSdU2K9PYsI78j6sdeyOtUSQJ8hIMmdNQOb0Hqm1yR1BmESSqjDEII6UdYligRMqUDcyFpJawA8Bhgv/RHCPx+MqFos2Jtzj3at54fN9solde3CDqscnU77KKDUrYPht1ik27StWxJH2hN7bm9SUyOPjAY+AUu9XfRIdCoVMNeiTQkhKr4hhzfp/99tcARzRaFSbm5va3NxUKpUyUE2MkprqR4hfCKWlpSV96EMf0u///u8bOSzJ3gsQyrZRyM7h4WE7PQc/BNiWZJVTVJ5eZYMP8OscwD41NaXl5WUdO3aspQqIYgWyjT/X63X7TtS02WxWiURCZ8+e1fz8vAFk5pl1h38bHBzUhQsXND8/r0OHDimVSimRSLSoZ7w/93Pi70m1nPH3VdFAIGDqImKvV4HyrlKzYkjlvre31xp0o+qhQik1+xp4dYqPQdiaJ0qJqZCDKLaYZxREbHFC3YC/xvaYu87OTvu8V9gtLS2ZD5Vkyq/9/X3Nz88rFApZBdqTVxQXPOHLd3kf/fP8u1dN4d9JEtu3xzEGjCNbksEbHo+SuHNPSGEIIRI9tmyydZB14+fGq4q8P+N38BkkMRDGHj//ol9exQDm9wk4eKddKYbNsK3Ik/34POaRnAVswFzzGXAD94DM81s0STpR25NreDsiDnk/ie8DI3sinm1tXsXg7cjj5q6uLuXzeR09elRra2uKx+NWLOaiWIDdUYBku/2zzz6r3/3d37XCXS6XayH9+Y+8C0Id9WYwGDTyhp0EqKWJa2Bb/J8nVliX29vbisVieu6553TmzBk9/fTTlvy2E7aoW9hGmsvlbLyIhZ/85Cd19epVDQ0N6b777tOtW7d0584d26bU29trmO3AgQP6m7/5G335y1/Wv/zLv1iD53g8rlKpZLkQaxt1n28mTD7HexEzPPESCATspCjshriBDXvCMxwOK51Oa21tTdPT00omkxYTwcfEGEn2++09l7q7u03JgkqKIgdFZojMfD5v9uJ3rJRKJSMkfKEUu+/qahwoQe7T39+vRCKhS5cu6fTp04YXVldXNTc3p3A4rGPHjqler2t8fNx6jAaDQdve5rdoE2uIV34XAGQaRCuY3du9JwT9eIfDYR0+fNg+R1GBnBzRBjafzWZbxt33M/TYhwKg90+sPWwDwrW9AFqv17W+vm5tXPAf5Bb/VZx4RxBCklqkyjhdgibVfYIkYJrPsEeUxNVXe6rVqiWG3AdQ7BM9gEOtVjPmjglAPQK4wgFBSuFMpYbDIXD7RAIm21fIpMZpaKFQyEgHALNPQDBkqoEEhmQyaQaO0ZLQknhgZADNra0tFYtFvfbaay3Ki3q92esnEAiYRJDxohJM5YIF5Cso3kn09/drY2NDnZ2dZoh8VzjcaKCbSqW0u7ur1dVVI+dwJKiaAMm+SgAoQ6Lf09Nj2yH+/u//XkePHtXJkyc1OTlp35lKpbS4uKjr169rbm5OpVJJ4+PjGh8fV71et2bFEDyoj7q6upTNZi3Jh9DyhAoBl+BHj4pyudzSjwbSzwcfAlRnZ6edYEPzN07X8s06AdCoh+r1egsg7e/vb0kmsVeq3RBDyIUB8IAPFDQ4HEkmxWROKpWKUqlUS++OO3fu6M0331RfX59VNbzC7vz58zp8+LAd7+hJV5JBTwjzfRBYOHl+DxAMCYnt+UacBFHWH9skcZRejUDAwEH7ExQYO9aIT3L5M3vNOzo6zHY84eCrWyRgvtqNL6IKiY/zEul3r2b1lyROakr6mRv8CEmdV3xhU8w5gMGrgvA1gAVPuALafdUfX4htopxBJcj65lkAD8QJlAjYCN/L7+BffEwCGLN2ffXZE1qSWnqysDU1EonYVk7iqCd7GJsTJ06YHJv7YpPIpSFFPeFG4WBjY8O2iFHg4RkYS090MK6sDUnWe44kIhaLGahEuQSJwuXnkgQa3zU+Pq7u7m4tLi5qY2NDOzs7Rm4DbvEBt27dsmSHKjfPDB5hHDw24T4e6Pl5pKjgkx6IfwgmfBv3432Jzfl8vsV3tpM6AEsSU0mGjaQmaQqZ4IsM3At74GftBCf2QOXdEyWoXnt7e7W6uqrJyUktLS1pdXVVUlNdCkHliyO3bt0yWb/fYsB4kkyT4EIK8TP8ADYBiMY/886sSXAVxBDYif6NxDG+i6Tb90tiDhh/3ovv9nPDHDPGxBHsxPsEfxGjIaeYP9+35Rf9Yk59MZbCpySLqxB1/A5261XRzB+40Ns+pBx+g3UKeYEf7+rqst4lENZs9SQWQRR61YQkK/6ye4D1ifICzACBhdqFGOV9D/6EXEdqkswU6m7evGkEOvE1n88b1iZXAY9VKhUNDAzou9/9rgYHB5XP5+17wHMU9NjCh2peamC9eDyubDar8fFxw8d+2y84ms+zTlDJkSOAO3O5nG0jIlZ6tZ8n8cilKCLTI+enP/2pDh06pFgspr/927/Vgw8+aD1P9/f3dfjwYV24cEHPPvus3ve+9+mLX/yi3njjDc3MzBh+9+pIMDziBmyHuW23Tf4bHh42sqVcLquzs9OK1sQ+n1txj729PR05ckR7e3uanp62Jvs+56W4zTZGr1BsJ2yYdzAEtuZP59zc3LR7Mf/ED/AyNuSFHeVyWe95z3s0ODio27dva2BgQC+//LI+//nP6/Tp05qfn7cTlmOxmAYHB3XgwAE9+eST+sQnPmHkGgdXeJUrdswY4XcReUhqyRcgBKPRqGE/YjuxE78SjUaVTCatfxPF3VqtpvX1dQ0MDGhgYMDIKp6Fd8cWyRH39/etVxZkHLEdPMDz4qOI8X7+yTl8qxHsHNt4u+sdQQhBJrAYSdaoJHrH7BcLYBsn6wEr23WQ1fL7vsEnjpzATkAAsOJ0/N5VDInj3YLBoDWNkmRba3wixwT4bUIk82yP8RUgqbnXXlLLKVY4d/b7Y8weOKH2oEkYSTWOxAN+ng+ihXEC2LFfngVDsAD8hEIhTU1NKZfLWcO9vb3GVioqfsjfMEaCL1vBcBwEQ2+4MOtezi1Jw8PDRszAhq+vryuRSGh+fl5Xr15VOBy2RH51ddUS+87OTk1MTJgMD+flq92MEeQJ4+IVZzwvCw8WnQ78k5OTxvBzMe6+BwGyXMaDhU/w4HkqlYpt22M8UJX5P5MIA0QgHQGOvDd7Tb3sHBCNbXu1F88P4IhEIlpaWtLly5e1s7Njpx/QXByQsru7q2g0qnw+r3g83nKEq9QkahlX7NWPWbuirb15KKdFQAgzj4Ay5hBgkM/ntbm5aUQOTn54eNgkxdiyJ69Yj4ARghxNtAGFUlPC6nsOeXvzyT8/Z7sjyeR/x+j/Il2QIx5seHBI4z6IAKlpOzRmpzjg/bBvBgixSILne0x4UI1NkARLTb+Bj8BfMP+AdK862t/fb2n+j3/FF3vSECDOM7JGSIK97UmyeMYWWxqWegUg70wVHL9UKpVULBZ1/PhxU+p5BY9fV/wuZDQg2O+tZ/3v7e1ZFViSjRcxgffzFfxUKqV8Pq+hoSF7T68oxK8Rb1DdehUZFbtIJKLl5WU7Oh516vb2tm3XZd729xu9IgYGBqzvBd9LjOQZ+Q5PAElNtTNjjd1QyIDkwMYA/3wfcb5erysej1vslZqqEU+S+HXi1UvtPfEAlSSwkB48T7VatfjAu3rSwxfevL/11ctIJKJYLKZqtbE9eHZ21t4rHo+3FC3wnfQQqdVqunz5sqampgwX8Y5gHL82IVkB9VS924lSVFSefGeeWMvRaNRIRmyDucVmE4mESqWSFex8lZ9xZM3wTJJsPjzxzH290h3f5ceZNQEWIykgOX/3alzMv2/QLMkKrl1dzabqEMXMF7+Pvfn1w1rzhAekvC+s4hvxx+Fw2JQiYD5iidTcJSDJ8F4wGLTCAs/M+safgPVYN9wzHo9bkgpu8QVqYgc2S4uDvr4+w2b4Do9DYrGY2Tx4cnV1VQsLC/q3f/s322UBce8xOzGIk5HxKT09PSoWiy1J8tGjR3Xt2jVtbm7aFjbItHq9biQt+SLr58CBA1pfX9fVq1dtXljrvkgEOQNJ5RVUkpROp5VKpXT9+nUNDw/r7NmzSiaTWl1dtUNd4vG4Jicn9elPf1qVSkUXLlzQlStXLHf0ymVyPWyLvIz55LNSU9FI/CQugXk9AUN+6xWe29vbGhgYsDyhVqvZmFMA8jE8l8u1FEfxVTyPJMvlJGl8fFyrq6vq7OxUPB63RuT8+507dywmEPv9rglJLeOxv7+vwcFBjY+PKxqN6vr16wqFQnr00Ud1/fp1ZTIZs5dqtWpq1dXVVX3kIx/Riy++qI985CN69tlnrR2M7xsIVvCFPx/bmYOOjobSmgNC8LXgMnw1965Wq4ZpRkdHdevWLdXrdU1NTRnhtrGxoVwup+Hh4Z85wYz4BNFE7ACX+kIgcZdn9c/G333cwYZojcHa8UrHt7veEZuOeUD2xcNI4rh9RURqGhRBUmqexuUrMl7uCcGCg8NQYPNwXJubmwYKa7WagTFJ5iAxGKmx9KiTngAAIABJREFUAD0ZxPugWCIBwanSW6S7u9ukg/l8XuVy2aqVPB/OHOOVGs4jHA5bTwZPFvAdGBegG3KNrVEwl4wjQItx6u7uNkfT399v5BZGhlqGhCqTySgej9v+T+9YvHqDv7M9ix4RdNVnTCGhCI48//b2tinICoWCJVuMUXd3t1KplDUDJTkMBAK66667dPz4cU1PT2t0dNQIAgAWTKqXcUIY9vT0mOqHZr+MF0QcTp4eCNVqo3/NsWPHNDQ01HLUs1eAcb+uri6NjY0ZsRQKhVpAHvMLYUqCWi6XLZiTQBAkISchU/L5vJ1Kk8/njUQJBAJGRBDMmH9sH2DT19dnY3HlyhVdvHhRqVRKk5OTSiQSdjz0xsaGARSUPd3d3bp+/brK5bKBB7ZLQi4yx4whQXVzc9PWKZUymoED0Bkvr7bALgKBgFKplO1xn52dVaFQsM/Sv4N+Q15dwrOwnY+ACgEoqUXa67ddUg2kqSSEFmsJ0A9xWywWDfAA1N69GpcnephXiA2IO9YuYNcTGRAPUut2MZ8IAPa9ug7QiE/AFryK0if93JukGHvwJCAkAGSQ93e8q1fC+u3EPCPf6RNkqmUkEZ448qQkdio1CwJ+3eztNU8W8QQXFS4SaoA2igtPkgD6a7WahoeHNTIyosXFRfPpKF55T6lZ3Wce2ZJDEg1xi88GcPNOEAsczMD65d70nmOcsIVgMGjkcDAYtB5MxDPiDJjDKyghFphfj0mYI36HccOGuru7rW8Y2y2IQf7QDOIBcfXq1av2fPh5cAMEN++Pbfvkh7gvyY6p5XcHBgaMvPRbG0is2gGqJ4pYc/jzU6dO6fnnn1c2m9X29rZGR0dtPP22KNbN7u6uisWixsfHNTQ0ZFiMGAB5yzr0f/eJuN9Ow3rmO7A1T6wyTr5v19LSkr0j92eewUDELK/S9vMuqWXciFfEEV/d92ScV6cytv5z/Iw1+vMS21/Uy5PyvjekJ+WIJZ6cowDoi5+eLGL8WSskbj7BgrAFH7LusAuISY/varWarUF6Ftbr9Zbmy8QzH+OwCfwb6gz8CsUHX1jlOTo6OrSxsWFbWUqlUkthCl/qi9gQMIwP/RDX1tbsWRkLipn4SMjLtbU1ew6v4mO8Tp48qVdffVUPPvig4vG47STgGcDc3t/wfblczuZfaio/wO3ed1PoZy2RYzL/W1tbyufzmpubUy6X09LSkvW+3N7e1o9//GM988wzeu6553Tx4kUtLS3ZOPr3A0MTezhhFBKcsSEGESP4Oe+cSqVUq9V0/Phx3Xvvvfbc3B//E4lELA9LJpM6f/68Ojo6rJcnMcX7TX7f2zuYQ5LlFMPDw7bNGkx/6tQpVatVOxyAHASSiaIteSRxh35F4XCj6fOnPvUpzc7O6sEHH1Q6ndb58+ftpGG/A4LcmxO2T5w4oYsXL+rMmTO2Hjh9mTzbF/z4OTaO7SDiwB79PIAzfHEpFotpYGBAsVhM169f1/HjxzU1NWWtVGhZEo1Gtbq6anMLmeSVU1KTSMZ2IHcoGnllL+uZvMEXafBPxG4wFDbOZ97uekcQQoB0EutyuWxyv+7u7hZHw59xyiRcSA/pHN4uuWWSYdR9sPYyQgwU593X12cAyzd6kmQ/oykY5BMLikQfoOa/i+adJN8QGf6+AKRgsNHbBudOgun3Rw4MDFgFQ5IxpBgiwB51Cke946z8ViQAjj8pg++mWgIhs7i4qJdeeknZbFaBQEClUskWLaCQBc27dXQ0tkOlUikjrgicODTeF7YcJ8r/cegsFJLnWq2mVCpl1V8S63C42dCUuYlGo/ZzSTY2OA5fbSTQI3mVGoE8n8+bgwsEGlu6otGo9vb29NJLL+m5557TwYMHNTg4qN7eXiOGqHyQnGCzqBwgRgDpOFhsjGp+PB5XIBAwmwA8+HdPpVI29n67FuNCYAHI7+zsGNkBsbG+vq7NzU2Vy2VVKhXlcjnlcjk7EYseQ2wDIJhQPWUOI5GIbRmA3GJMpOZ+Yp4XoiQajZoCgYoD1SqCN34BZ0qySUVnfX1d2WxW+/v7mpyctO8mocKp5vN5O8ECIONBHIHeqzx8PwG+FzDiSTTfz4iEArAA8YvdQYS+Swo1LhJy1jxzg/1CyOLTPFD3iZWkFt8CmELV1v47ACb8B6Ac4pCE2Ff7vaQbe+AZSSSQkvvtPRA9XuXh5cDELZIDfJEkq0gDXvL5vClQiSPYHuOAL+CefCf+lbUEkMY38v1+y6t/DqTVkpTJZFSv1zU6OqrR0VFls1lTAjE+jAXfKzWAWjAY1Pz8vHZ2djQ4OGgJHO8Iocp6wY/yHr7iyViS3KFc4XfYFkdVmXFgHXNfbIYTwbBDbIrx9PO0v79vknr8NcWgsbExvf/979fi4qKWl5ftd3kGEhup0YB+fn5eCwsLGhwcNH8rNU/TAZj7ogcJBHMPicW7sz2ZUzsnJyd18+ZNi48+WWbbBPYIccG8Y7+Dg4NaXl7WwsKCksmkjSE9Bb3/5NmIsbu7uzp69KgCgUbfRHCVJyd5j3aS1yueeV+/DcfHOTAUxR9IJQp9xFu/zokB4AhPGLMepCZxwJr3Kh+v3uLn/IwtD75fCn6NuMJ40QsFW3n3asYJekiy5lH3kySxlhlPSTan+GNPQuOH/UEvzAsxhIQbe6rVGqcIevIHAgQb3Nvbs8byHJYjtW4Xg/hhbeMz2W6Gbbb7H94b/4yfpUBXq9U0Pz9vfVAottHDxSeskO1e5YRSjrYWxBP8ry/EeNW51FqI6Ovr0/z8vIaGhvSxj31MP/nJTzQ9PW3qKb6PXmW+eS8Ncy9cuKC+vj5dvXrViq6+oEP85j2InyThkLu7u7va2NhQPp+XJM3MzGh2dlYLCwvWF6ZcLtsJb7u7u8rlcsrn8y2qS4oj2IvH6r5Q40+Hwm+R42QyGWUyGa2srOgLX/iCXnvtNT366KN63/veZ1uZKTzx3NVqVYcOHdLMzIweeOABOxiCCwUXKi/fN5OCJX6KYg9zMT09bX/GH508edKKKdFo1AiYZDJpNk9xCFtEsbu/v68DBw7o5Zdf1iOPPKKXXnpJq6urKhaLFgsp7ng1XrVa1fLyslZXV7W+vq5arWbx0K8Feijyd+IiW9jYqeK3eHu1LM+OzyZvHB8f1+Liou7cuWONrwuFgjWphuBFSVQul1UsFm1eUSfxGZTAklq2gbOWwL1gFPIyL9TwxQ/iNiIZvnd9ff2/9J3viC1jGB4LWGo2guVnDByD4mXjOOFCoWAASmo6axaYpBZQSMWNxYskjGob9wCI8PsEbl+hpgrBZ3zlGIDAovONBb2snnfF2fkqNc4VUqCnp0fZbFapVEpbW1vK5XItlRGexVfycICjo6MKBBpbm+LxuC0cDN8TaYw9AYx3Rr4+MjKiWq2mdDqto0ePKpVKmXSPBJmg5J1drVbTysqKpEZgoAeED6xSs8EXwMpX2jntBduA2IIcZGwBagQkmHAcR2dnp0n6sD32XQLoGUtIFg/ccBaFQsEIq2QyqVAopGw2q+9+97v67Gc/q97eXjs5anJy0razhEIhFYtFXblyxZRNPT09LYGzq6tLsVjM7JMxJNn0xNbQ0JAFylwupxdeeMGe//bt2wqHw5qenlY6ndbIyEjLaTWoEPhebJaxQG1E7xCfELCVikSZJAmbocEchBhECN/jVYC8HyCM8WZNs7ccYoUG7ySMJIqoM9bX103RQXLAvmeSQKo7EDOQpH6bB3aMLbPOkZ57Wb8kU2FB1nJ/1gc26Ldv+qqSJPMH717NXmfYvtSsmOBTfZNA5sgrajx5w3wAjCAA+A5P1gByKRwArKVmMsrVDtSJOz4B9IUC72Pa/T4+1F9e6cOf8ZNsZcSmBgYGDHyxniFi/LYFEn+IjlgspmvXrun++++3dU4ywDrjdwHgKDMYc8Yon8+rr69PDzzwgL75zW9qbGzMSAmvvvIJdyjUOHHw/PnzlngD2EhCeA+2DOJjfNGAmMP2IooaXL7vGCCescHnSM2G2JJaiCs/B14hQjGErR1+eyi+aGtrS7VaozfCr/3ar+nv/u7v1NPTo1gsZt9BzyS2PuZyObMrrzrg8jbDcxD/8FHJZFK7u7saHBzU2tqa1tbWtLCwYOtlb6+xDRZyKJ/PW9UR0htwzlgxDsTD/v5+O+YXm2KsJdm6wq68gmZ/f7/lFC2KH6zt9kovsQSixld3SX6YH6/Y4B7gpGQyqTt37rTEQS5UCqxT/g4u8aoftt60+w2/1bJ9C4AfO7+evQrQf9YTuLzDu1fjIsaSPFIZRwHB5ZWSzA1rgHXgk2kIFexdasXpEIIez3vfyeeZu+7u7patX9ikT/bw535HhMfq9CHz5D2JIGvKEygQUMlkUvl8XoODg6pWq7p69arGxsa0sLBgPVv4ThQjPHOlUjH/cOjQIUnSd77zHVNjc5IT7+JJbfAVcwN5FwwGdeHCBQ0MDOjMmTOamprS9evXjYDmvfy7U2QdGRnR97//fT3wwAMtibWkloN6wHrMLXYC5gLbEYeWl5dtzCiUQ/Cw7knGmdOOjg7rESc1mzX7rVLkiLu7u0okEhaTPJns+9JevXpVGxsbOnXqlF577TWdPXtWnZ2dunDhgnK5nOURkUhEU1NTunPnjqanp83vUIAm/kCK0JuPdVEqlVpanqDUHBkZUSgU0u3bt9Xb26vp6WkFg0GdO3dO+XxeU1NT2tjYUCaT0bFjx1Qul61QHAwGre8svptt6Pv7jS1js7OztjW8vU9XLBZrycPA/BAefX19lgvz/NgLeRTzx/rxRUWI1UgkolqtZtuFsTFsA7yIKrNYLGpwcNB8MFyAP8iDAnc2m7U42d/fb7tAuC/5EbbkOQ6wEUQP6wDBBmODz8BefR6Ev2Jb3Ntd74iSAovEq4A8kcKik5pAjIAMEGDbBwMGAPP9aKj8YCTcQ2rKwrhPO5vomXISCwbbA3dAEhPplQqAUox+Y2PDjA4pO+9M0CJI8X04O0A3igKOlPdqIJJeWNNkMqm7775b29vbev311xUMBo3xpkIOu8274BhxGgQa5KMEPhhzzzQzD4whPwfsSs0EmHff39+3xe6l3H7xAOgwbE9WMWbFYlG7u7stRAFbq3yD1FqtZuoaFC44JE9qECxQpgAYpOaxoMPDw7Y4qRTQtPqf//mfVS6XNTAwoImJCQONPT09KhQKWltb0/DwsKTWKhJBxX9vNBpVLBYzRZyv/iaTSaXTaeXzeT377LN67rnnbAvd4OCgTp06pUOHDpmz3t9vNDvf3d21pnWACJwSz4BtAoiQZhJUSUxIRKlOQwqRcHtg5JMfqaESrFQqLfJ4Lzv29p1IJMzpsuXNgyCSBxJJttdh54FAwCrXkux+7Nnm9B/WqE8sqSCTGLPFDkDEz1OplFVxqAzhi/Bn/C5+A3kzDf/+O5nnL9LlkyH+7tU/fs6JGyh//Fr2KoOOjo4WmT3kDcf5eh8sNXs+8HniFSCmUqlYhcgTQcQignN7goAv9H4PYAO4gSBnzfnLFxTwtYVCQYcPHzZygjgFOJaahAbxjBOf1tfXdfPmzZaklsKNr/76RJ5nxZbx1azrWCymkydPanFxsYVo9ooofMTQ0JAKhYIuX76seDyugYEBmysSfOygvfeQV+55da4vPkEccC+2arKOqbZD/klqUZG1q1bAD1LzlCt8C4UDEgbWP/iFRqgf/vCHtb6+bv7FK0/X19e1srKi9fV18wu+ZxYEGbEKopFkBRvD71M8qVQqeuuttwwwlstlraysaHR0VPF43HBQb2+vNQn3J7nw7sRvlJ9bW1t2ugzrhPXD2DIf2Fi7eg2bZpyYY77LrxPvC7ANPzftynD/GUgr5onkDaxIIlgul1v8B1iFJJN5xz8wHmAQ/p1n9fbv79v+Hu3KCkk2/qyxdwmhxoX9S82x8piKxJt/Yx3hoykWQwAQT/zvgCmI06xBEnNPWFarVSNs2okqbAZixBOCzDkqUOaXAihKF+6Lr+EenKDoYw1+EkVCKpXSxsaGFhYWzP8ODg629Nfx/hSfEYvFdPz4cT388MNaXl7Wo48+2tI812+1wwcRE/D7PpeKxWLa3t5WpVLR+vq6pqen9U//9E86ffq05SCMK7sB8Ef33nuvstms3v/+92tpaUkLCwtGJvhYQb4IvuTdKBTjL8GQfIbY3tvbawX0Wq1xyA/KbjAadkTRknW5t9c8fh1MC1m4vb1tanTiP3Psi575fF4vvviiksmk/uEf/kH1el0nTpzQPffco46ORtuE4eFh672zu7trLRC8Ah4c4Ql0fCr+DH/FicDpdFqvvvqqqYFmZ2d1+fJlPf7443rqqae0vLxsOcTCwoJSqZSWlpZUq9Wsd58XCTBWqVRKhUJB6XRa6XTa8k+fN/h4Rm8k/LTUjLEUQXyeCDfgVXOMLzEYAhfi2NuLV/4yZslk0nJ3MKA/BCeVSimVStlJXwsLC4YnGH/vM7AviEvWC2PkBRrYry8AeV/B+icnldQiKAEHvN31jiCE/OW3ZEjNhrM4GJQhoVDIqvS+8oZTY6F64Exix0JmW057gsCAeVUSSZ/fjgbz5hVATCYL3ycuOG4SUsBGuVxuIbR8HyUWKQZH8szk0zwOVpFKA++N7BmAxqICDFOdoGrs3wfwjXHye2yBQakUi8WUSqU0MzOjcLhx+tnY2JgpVRiH/v5+HT9+XOFwWDdv3tTy8rJtsQI0hUIh66XkG8nhxHEGjEG7okVqqklYmH7bHM7YV21pNA1AlZpAUZKNJzJPAjrAl58BFtl7DcCgY30ul7MmzsgbZ2dndevWLS0tLVnDur6+PtsmxFrwUlROQyiVSjZWgIqFhQVFo1EtLS0ZaYPjjcfjGhsbUzweVyQSMfkt9o06iXknYEgyBRL9nqTGUcFUSxgbfscnjYw5jplEGxuDdUehQ3NvyDqpFQwBLnZ2dmzvMsoG5oYEnvXA1ivGgHne3NxUpVKxYM19IOt2d3fNT7AGQ6GQEbH0BCPBhMSjwTqkKmPoHTx2yzvhn3DmGxsbtif53atJeACaSKKwUUAMwd0rGn3yT3VI0s8ky3wOO+Lf+LsHUT6h80mZTz79lg+ekWfn4t7EIa/IxMd6pacnkHyy61Vn+PDNzU0dOHDA/BN2zntCYnhS+a677lI0GtUPfvADIxwgSnxhxCuoIJIZL09k8cw8z4kTJ6y44dUirKlqtWoE740bN1QoFHTgwAGbZ1+t8xekBPdgzFhvzBfj5Su6fI7/++2IEF4klMy9V3CAFQBfnuBi3kmQ+Bk2ik3Nzc1penpaJ0+etCSAK51Oa25uzu7DFlTeiQTW9zLiOXlfbJN4tbu7q7W1NWUyGSsQcFiG7yeCMqed6PdKOb8emee9vT2lUinDYn4OpNYY6+cQUpf4xLjhn6mMoi4jPktNub3HZBCZjIVX5PEukHQ09W5XxFGQSSQSFs8YT541n8+3kBGsSebMq89YH37rBTbDuJOoePskwSVGM8d87t1L5o/Bd8QMb/8kj5Dk1WrVEnK/tcmT3uAOnxdAyqDUo9UFPgdlDxhTarapwIfTHgJywsc5sDc+Blul8Oh92fr6ekuSyimy+HDUlZ7c53TdQqGge++9V5lMRhMTE9rb27NnBn9CIlUqFXV0dOj06dMKhUL6q7/6K5VKJXV2Ng7FIM9gnLySD+KE9bC7u6tKpaK1tTVTSGxsbGhxcVF33XWX4vG4jh8/rsnJSQ0NDZkiKBwOKx6P69Of/rQk6YUXXtDdd9+tF1980ba3+gIQ80a8I/eiOOwVXT7/A0P6OYNgYX68ffHu+BL8op9bT+SjDgFf01sT25SaeRjY+/nnn9fZs2f1zDPPKJvNqre3V8eOHVM8Hterr76qkZERnT59Wn19fVpZWbE2CRQk2TbJO3v/6XPgcDhsvTEXFhY0MjKi2dlZZbNZra+va3d3V7Ozs3ZaJ8VUdlpEIhFT2vOdjC9ED/nH9PS09QFlnLyKC39J3t/Z2Ti9Ohhs9Daix5J/p0gkYusDG/QHCXmeIRgMtrSq4aRxtguTH/b29lruxanQY2Nj5lcgRWkgzelnzG+tVtPY2JikJvb0vRxR4PLO+BfyYF+QIF/3WzS5L7lQV1eXKabgPP6rwsE7hhDyoBMAQZUWwMxLI3/3gBiJLp/xe775LAbCXnFPJJC4ASb5jAesJI4ktn4iGWiIjfYqL/dGDUBlDSUGF81zSchh5HkO1BmS7OQOyCWODiShLhaLLdsiJGlubk7PP/+89vYakvChoaGWah0JK8kViY5XPmG0LDaa/dKbaGJiwqpmdJC/6667dPDgQWUyGZ0/f17Xr183dQsVEBqP8Z0QPr7RHpVRgD8AlnmgatPV1ThJKpfLtTCsvlKJw4dhZnyl1gSGz7N9wEtCcX5+6wKVRpw4Vd6nnnpKL7zwgp5//nn98Ic/1BNPPGEyfVQ//jmYd0ANlRKCIsAQUgpZPRXkyclJxWIx9fT0aH19XWtra0aU4GwhPvb3943RBoQwnhCSPoHJ5XLa3d01Mg/wg4OCLIWhx5Gzd5Z+YQQESCsa8zH/JCqAYuYaAEXA5fmo6rJeaNje0dGhmZkZpdNpW1esG/o77e3tWZI1MTGh/f19pdNplUolmwfsgx4gnnze22s0uyOZIzAFAgH7u9/y5pN8iDvsGrLNEx6/6Jev/rQrBPy65v+AZ6+GYf3ye9yPJA3Qwpz6sScx9cmxTw7byRlP4vI8gBmCNAkH9yZ++CoR4N0TrV5hwHPiwwE7VKWr1apOnTolSbbdiOdkmwPPSoxKJpN6/PHHdfLkyZaKoU+CfQUK4IQCDjUU88E7LC4uKpFI6Ny5cyoUCi2qEJJ9ZNgvvPCCZmZmNDk5aUpAnp2Yyp95Hk/ktSsueAfGjwokZEG7rXn1kMcSjL3fpoNvhsxgHgGxPoH3RSZUWSioVlZWlEqlNDIyYjhheXm5hczgtDVsEBDMeOB3GBsAIr6rXq8rFoupXq8rnU6bEhIc4sk2lGLI6T1RAnnJ85NIYJPlcllTU1OKx+PK5/N2QAcJLeuZOcMWwYK5XM5iPuPNmDK++EtPiDDmYDKek7n3BJ/3AyjnIpGInRCKf+bCzweDjS3ZfisG646x8+sUPwMZ5rfdESsZPz5fr9db+pFwTxJt7Mq/x7tXs3k+BZl21Y1fsxCQnqwDq5DEsfa8shzswPYpsA/fIckSUO/Hmd924s+rGEj+WFue5GVtezURaw+FH+uMd2V7CsVliq2QEhsbG5ZT0Xvy0KFDhmETiYSNLWQ06hFJevzxx/Xcc89ZrIE4we+gmvF9MXlPfBiFGrD6a6+9pkQioWeffVbnzp2z7cN3/efhMOfOndPHPvYx3bx5U5lMRp/73Of0yiuv6M6dO5ZPkONBYOHniVdSsyDpd3X4IkC9XrdtPNgJeBZb84ozioXci+/F/vr6+gwDEgdY534uwIIe89IPMJ1O69atW/rSl76kkZERIzAGBwd19913a2NjQ4VCQZcuXbJia7vNtJPs+/v7LTtW8FuTk5PWd2Zvb08LCwvKZrOG5Ym7PT09SqfT5gchHzxO497EXNRCqLvm5+d14sQJszdUYGCySCRiawL/F4/HdefOHRM/QHxRvPYE/f7+vnEEjDl9VMEQ4EjwCzmdL5Dwb/fcc49tBaPAH4lE7GAdnjWRSOjIkSMtxKAnovBFxEHIHIrT7FpBMOIxDLbqiwxSU/VI4QSRyc8rwvjrHdNDCAALmcMCpbktDBzEDYPrq78kdQRdLyVDIePZNoC3TwRg20j0WRx8N2RPKBSyLShUX9kXSfLnK4eAFhINyBBfmeT7vNycRBfDkVpPmahWq7py5YrOnDmjiYkJO16wo6ND0WjUgsThw4fV29ur3/u935Mkvec97zEGm8Cxt7dniil/SgBjT/LrgTCsKezzyy+/rBs3bujcuXMmLQcMnz9/XouLi+rp6dHw8LAGBwdbtmXAYnIyBJeXV7JgIWCQwIZCITsljHGhnwTOh4DoQfreXuPErf7+/paKG3OWTCZbQAOBmz5JLEJIE0AzijLsL5lMWn8T3pnnDgQaW5f4HQIx2xMYfw+CsS+vPvCqmEKhoOXlZU1NTbVIIZk/EhN6VGC7kF5eUYYtAnjX19dVKBS0sLCgs2fPSmoSlV6ayVhTWaP5n++6j+oCchT5MHOBf0B+C3Dmnh64tTc73d3dVSwWs+QuFotpbm5Od+7c0bFjx5RKpWybhd/qhuwVWwAM0PTPzwlj2x7YvdLM9yTDSUN2+74AHR2txxlDbr17NS78COCK6loo1Dy9gSAuNcE/QRMSRGoeMoD94asBB/w9GAzaWmQ7Dn+WZEDb+wZP8gCG+C4PoFgr2DE+le/ElrA31AHck+fyYMZvP2RMIMXvuecea5bO8bhsM8bHTk5OqlQq6fHHH1csFtOpU6csmSX+QWayNvDDxD3iGmuFZv+otbLZrBKJhO655x57NoiR3d3GqZUcUR8MBjUwMGAgu52g8SCX8fcKKN7NS9HBAP7IaQ+SIOzabQGSgfhHjPAKE6+Uwd96pQi+l/hFFZBYT3NOPocCGFwBaQbx5NcByR7PQK8aYg1kDniGZt8+3uMruQd2JMl64HGUvD+IgnEAI9TrDVVvJpPRhz70IT399NMqlUpKJpM2bl5J40lFigP/8R//Yf7SV2lZVwBhxredGPNEEL6hHUcQN3gWSDgKKsQmYptXWSQSCW1vb+vmzZt2KIjf2k4RE6K13R6xZ7Yq+ucnfnjiypN8vFO7YvLdq3nsPHiCdecTKXC/J1qxJeYHPAqO4aLoyBZ7qbkdiX4/rE1/+ijEqY9L3oeCI/hdbILvBpuBw0gs/QmI2AS41BeT6/W6isWiFVFZA6zz5eVl9fb2amVlRclkUp/61Kd09epVU6qEQiE7ofgzn/mMxsfHNTc3p+2JkOosAAAgAElEQVTtbX3rW98yO/WksX8eim3EYAq+3ofiFzs7O5XJZPSJT3xCb7zxhkKhkMbHx61B9/r6uv71X/9VDz/8sMrlsm7fvq033nhDa2trLdvkqtWq4UlwI/4HsgT84JV8CAwoRDOWjDl+kVjhCW18GFsOvcIoGGxsKaKJOOPC3AWDjV0HxEtwws7Ojqmo9vb2dOnSJa2srCgUCmltbU0DAwOamZmxnRSccjU8PGx4iBiOjwLDesJZkil3wd07Ozt22tvly5fNx3Pi2M7OTkvfHUkaHh5WOp02vAL+gaQHbwcCAWUyGc3MzGhpaUnvfe97ValUrI+bL5zhwyFNBgYGdPLkSf3kJz+xxtL8G/HYxzzWQUdHh+Ek5hWSFxsAK7IemSNUd4FAQAsLC/rlX/5llUolXb58WdPT05qamrK+TOC7kZERXbx4UXfddZcymYwdUoS9eDWoL2SwfZtnwPfjR5hT/j84ONjCJQQCjV0fKysrNob4wLe73hGEEBdGSGBjoXqZJhNJkgXD6SuFft8+zhuigEDNQuC4RAyHKxKJ2OQQGNj3R78fQBTd5pHCeaYOFhymGpALuK7VakZcENh91YuKFZJEqclSMlbb29s6f/68Tp8+rQMHDqhYLGp4eFg9PT0aGRlRX1+fvvnNb+r73/++Dh06pFOnTplz8tVtyAgPuqVmgsL4YsyS7LlCoZBVQ/L5vL7//e9rZ2dH8XhclUpF5XJZ4XDYKhBUORkjKss0C8YhE/xYODgv1BMQOQBhv32OQMZ4Mt4EJQI9e61ptOkbffvKj9TcI+wTdWwwFGqeBsbv8HPfa2Bvb89krwAOglSpVDIyD9APmeWdOBVaAhw2RpBIpVIaGhpqIdu6u7vN1gAtW1tb2tjYUF9fn8l+Q6GQSqWSNT/ne9naSEK1tramS5cu6cEHH9TCwkIL+729va1kMmmN7Wg4PTc3p9XVVXOCvnm8V0WxfplvEgGCKwkCijWIQUguyC0/F8yzJN2+fVu3b99WKpXS8PCwgcdgsHHk9FtvvWVjBbHKM3r/gm1KaklyPDHNnOOjWL+AVb7bn27U0dFhslX6hv2iXyR4/B8g6aurXq3gVWSMP+CAyh7kbLuqh/Xvf04iITWPOAfw+YDuZb7YAD6CuQcok3xwMgVz7QlFCA6+gzjglTEkBn4bGP4DUmZwcFDhcFirq6tKp9M2DrFYTLFYTEtLS1paWtJzzz2nSCSihx56SIlEosVveuDO2JFwETs8KcYahMAKBoMqFov2/oODgy0nHy4uLpoaLxwOW0xhK7GP0cyFr8xDELLW9vb2WppsoxDDz5Ak8F6oB0kM8NHgBoAt8wC2YO1zb3wUsvtoNGrP6X0IfpDt0RRlqtXGyTE0pee9KbK027JXn/h5al8vUvOwjXA4rJWVFcXjcSOvsBlwU63W6JURi8WUTqfte1hTXpXLFhoAc7FY1OLiog4fPqx77rlHFy9ebOknyLqhaXYul7OEaHFx0RIgwDjv6Qt4jAvvyHuCD1Gu+qb94AOel6o9Y0CspDiBHVUqFWugWiqVNDc3p8HBQesZhjqYintXV3MrNaSTV0ER03yVuJ1I5ne8OisYDCqbzRrWZD2+qxJqXH4t+0p6+/hgh5CsrGOIaWxMkiX4UoPAZA36AgVJF7/P/SUZtgXnQnp4koJ7+ETRbzUBo/PzQqFgtgQOJ5Z4JR42hm/kZ7xbIBBQLpfT1taWxsfHdeTIEeVyOf34xz/WI488oqWlJR0+fFiDg4O699571dfXp6997Wv61re+pZs3b+orX/mKcrlcix8OBAJ2UAy+gnf3ZCn4zudL+Kdbt25Jkqanp81vSI1DU8bHx3XmzBktLCwYDiX38yQbuYFP8PkMxTypSWrj38HH5FexWExra2s2Xn6nB0SgFwF0d3dramrKch/soFAotHwWf+HzAMaFcZCaOxfwX+vr62avkUhExWJR6XTatjThi3iPcDhsbQx8/uvth9yWnAossrvbOHzg2rVrLduE2eoYj8etD+rExIRmZ2ctr0URRhGDdwc3sKYuX76sD33oQ/rGN76hL33pS7aDALItEAhoYmJC999/vyRpbW1NIyMjevnll3X69GllMhlVq1XbNkl8CQaDtoOFd8UWUPSzw4K16Is0xHx+xtqt1Wq6ffu27eY5e/as9vf3NTc3p83NTU1MTFgsXVhY0KlTp9Tb22snHfsm23yHpBbsyrxhx8Q7T7wSy5LJpBWQOBk9kUi0bDHmZHF/Mm379Y4ghDBMD5QZIAgbqpIAcKpUUpO44P84AM/4QSYQcJks9otD+uCccAqSbD8ybCWBpT3RJCGIx+PWP4deMsvLyyoWi8rlcuaYCUSSLED4hmwEefZKMj44LyRkHK/57LPPqlar2WlfpVJJt2/f1uuvv64TJ07okUceUSqVsmPeSRQwLt4PB0Vi0c4m8+9dXV2KRqOWGAUCAQ0PDysej5uUGuc4Pj5uTXJ9FZ+xYAuWJx+ojPoGvN5hQsYxp14BAJBmTiBhIO/Yisef6UdDTySIoc7OTgOMUtMhk2CSuBCQcWDIVbHJUqlkKh3fE4bKN8AElj2fz7c4NU9uoIShQovj7e/vN3APaOFCQim1HhU8OTlpMlWAOUlUvV5XPB43Zh7HSN+nW7du6a233lIgENC5c+dULBaVz+dVLBYtYL755pv2nHNzc8pms+rr67PGzdgBwYiLNeurnxAovtEcQIJAx1hBsAKoGTvAOT1KisWiVlZWLCgQQNlGBxlLsuETC9YpdsbY8TNsHYDP88RiMatybW9vq1AomH1Ho1EDIYBZv5XwF/ny6hOpuYVMahI07dVUEi9sF7uCtPB9oTx4BZhDOEImeJWCr+yQDDDHUlPZCOnHZyVZMQH/SoNM5O2+ETbgHqADIMDG2WZJRZlExSekHGYACYNfpKl9uVzWtWvX7EhVGkv7QgQX48hz8V6ePPFbYHg+AG8wGLTtzcQ9qtfxeNzuzzhC9PK59ioe44t9eOWt34bAeEHGQOxA6tA42atQfAwk/nhb9IpUb2tegcAceuURwIwKLP4dpZTUqNSyLaNSqdipiJ749mpdqbm90ANckhEvga9UKtYglbgLAPUn0OGXY7GYFhYW7N09qea31jEGEC4bGxu6deuWTp8+rWg0qmeeeUaTk5MtRO3IyIg6OjrslNhLly5Z8tDT02Pxw68HqdmcmgQQu/MkMViNdeG3uqPOQd3m55ZTN7lHT0+PBgYGJMlwIVvKRkZGbM58oRJQj80TA7gvNhkIBCx+09uQgwU4TY93pmqP+ot1wXy8e6nFD/BnTx6jboP0oTiDChkcAnFBYdCTr1710o4zWHsoiFj3kCGsXb6DZ6xWGz0f9/f3rYF+f3+/RkdHdfz4cXV1dZkK4K233tLS0pKuXbtmWJciB/GDQhpjwkEHxE3+Q8nCf4FAY1vYI488or29PV29elVSw+6LxaJ+/dd/XR/5yEf0J3/yJ7py5Yry+bwVNqRmD6f19XUbE3w565WYCf6D6MIvsibffPNN3b59WwcOHLCxX19f1yuvvKJCoaB8Pm+kLzGNJLlcLrcQx6xBfAJbgXzhwve1Ixfq6OhoKfrjp+PxuNbW1mxbEH5zcHBQpVJJCwsLisfjGhkZUaVSsfgGzmTssRlIAopaYBnyBuazWq1qaGjIegL6GEA+RREJHAkR5okI4izkN2o2n2OvrKwoFotZ7PDFWXIW7Hx7e1sHDhxQJpNpUWNSYOY96C+Hb93a2tKNGzfU19en3/qt39K3v/1t/b/svVuMpOdV/vtUV1Ufq+tc1efu6RmP50w8tiEHckCQo0xuiG8QCkQiNyEXCLhAJEiYu0AQICEhBYGiSCQRKDdBREGEWE5C7IDt8cx4PJ7pmZ7p6elz17mrT3X8X9T/t2pV2cnW3v+tLW/sT7Jm3NP11fe973rXetaznne9n/nMZ/Tiiy9qeHhY9+7d08jIiE6dOqVyuazr16+r3W4rl8vp8uXLthtid3e3Bzf4YrZXAvqdEl6B6vMMigXelxAzmP+hoSFTZ3F68+zsrNLptMXKeDxuKp2BgQFtbm72qEy9T+j3LeBZxtG/B7+fSqWsJ2qxWFSlUlE+n7f1l81mVavVLK/xvvDNrsBbQWY6PT3d/p3f+R2T+qHswKFDBPleL4BCD/J8vxIm0ydpkgyMAbz8NhccBwuJPbY+UfXBngXVbDaVTqc1NTWlwcFBbW1taXd311jTwcFBnTp1SufPn1csFtO9e/d07949A5qeBOJZ/LthtL4Cy7jwfhwLixS03e70KalUKqaAYM+z1O1nwedxorwPi8rLulGi9G/p8/fkmajQQCAwhl4Oz71JgjzI9MDJS+kYGxYwCi7+znPwDoDXcDhsyinGU5JtjYJFxUkRmPP5vMlaeQcIRV9JIrBBgMF+M8ZUoAD/9HzyiRVVHElGDHk7hpj0zp/3ZszYHw4Bx1YtGp0xR5AeMNzc3z9frVbrAeG+Us2a2t7e1s2bN7WwsKD3vve9mpub08BAZ1vZ/v6+Hj58aM9EpRYbgjQC0FNRYosDwFuSETGoiiDjIAJ8xcGvI3yHZ9f985Pw+m1rOExsBMDI+vdENL/D2Pg1S9DAfqg+QuqxXrET9jyzTdH3Efrd3/3dl9vt9pP/F670f/Q1NzfX/uIXv9gTH1g/rEHWI/aLr/akELZGskVVCAKBCi02BgBiPaJMwkcRd/gcYMwTWCjAPPjEPnZ2dnq2eu3u7tqpIrOzs7bmIRW8CsZv12ELGfHEE9dU6KLRqBqNhhEMgUBADx48MP/B5/yWZq8GhSTBTxOX+F4PNj2Ywm/4LRisfQ9ODw8PbYuZV3Iw33yGeeFiLDx5z1h5W2AsWbd+C7mP6xSlvPKQChxJOeoZ3pOKLOpOEkqapUrd5vhSt2+G9ym+msr3etKj3W6bChayB7vw9ol/4728aigajdoBGc8//7wGBgYMVFJN9T2D4vG4ms2m7t+/b00ypS6pSVJRqVQstkIK8Sd9kXZ2dvSTn/xEgUDAcMnw8LCy2axu3rxphBlxk3VBbOgv/LyZKoznBlgzrhCRzDc2z7wwXvgRsB7HevuizPDwsPL5vB2uwbhD8DEHzAvzjI1DQHkVF+9FoW9wcFD5fF7NZueYcHrssXZKpZKi0ahtbfnSl76kjY2Nt71MKBgMtsE8bKMk9mMXEJ/Yj+/jBKEOHsZupO7WeewGdSk+Blsl0WXteeUkiaAnRihgQAZms1n93M/9nEZHR/Xqq69qe3tbBwcHWlxctK2YTz/9tLLZrF577TV95zvfsTgG9kC16bd/gvt4dk+SSp3idrPZ1JkzZ6x/ET1RaBx8584da567u7srqVclz/hySAi5GRjbK6dRp4PfIFPI1/BtrVbL+lWy7lqtlpELHoOD6YhRFEbJB8hX8CHENNScxCtfgGBd+wJINpvV4eGhkUGIAdgNQUyWpLm5OTWbTa2srNiWPMgssDcFKq94hoxmHv1WSMbQk434GeIMY14qlXqUJ4ODg9Zrx8dhMMLBwYGmp6eVyWSUTqdNHfrw4UNNTU2pXC6rUCjYNrChoSEtLi6qWq1qYKCzVWl9fV3Dw8NGGLbbbSu2s1bIOcgHn3zySX3qU5/Ss88+q1KppNOnT+vg4EBbW1u2HZATMIeHh60PKeot+j0hxiCH8PEAIkvqEMSZTMZslryMXUD9IhDWj9+FIHUFHbwT8QrcwW4XiBoKB15N7XNiL3JhXnh+CMOxsTGlUimFQiE9ePBAo6OjdtJ1o9FQJpNRIBDQxsaGNY+nAHh0dPSmceItQQjNzc21P//5z9sCBQTgTAmcgBwPNmAtYUB99ZggK3WTB6SXY2Nj1oSKReJljYASqgkQDx7A4TCnpqY0MjKimzdv6ubNm/YMgG8kfq1WSydOnNAv//Iv6/j4WCsrK7YwvCQUksorQ7yB+MoFz05VCwePMY6Pj1svG5IRr6xAgeW3zHh2lO/kfbw6CCfsCTWfhHkHzf+zkLxMFnANKYYdAKpYAAQ0xqPRaFhSgxPw8w27L3VPseH+nFSHA4RMIVkE3FLdQfHUX9mA7ff2BsHAWPqEh3HDmQBGeB/sFMcPoIehhzzw9yEp9U3cOFHr4ODAFDDpdNrWFEGxXq9ra2vL3sWr0wBEzD+VSYAM81cqlbS6uqqjoyMtLCxYY7WBgQHlcjnt7u7aiQPc0yse+uX1nuQlucB2/b35ORUOKmSFQsGCN/bjEwgPBFgHzD9kJTbr1YFSt98FtoYKBfvzxAGgBpvkWaROtY3vY82jWsMn0JdpeHhYf/Inf/K2J4Tm5+fbf/AHfyCpC+JI+D0pSuDz8+xJCZSZ2IhPqplfST3JPcAWG+W+fv35pBs/zXqTZPv5l5eXJXUUBul0WsVi0dSTQ0NDBqZffvlljY6OKpvNmoKS/kWAOr82IFwZE7+NxCtf/JiEQiErWuDL2VbgkxZ8OyQG5BnrhPHZ39+3vlxeiQhQ8kkRvtWTUZVKxQhfkjK2m7IW+qt8Uifeoyrx2xEgliEtPNEEKMOWeB4KJ7wTJ/2lUimtrq6aipT9/VRqwQMAb95xaGhI1Wq1R0nqMQQybxICxgn74XnxC4BQilqMA2Ps46PfVgRxJ8lk5qVSSVeuXNHMzExP4sh2WUAsDa+xJSqZ2AkJsaSeOCV1t/ZxQmqj0enbRXLBKUP0IqThNcq5fvU4fhcbZI3hu9n2hy/g32n435+EUEBkfUvdBILv8gU0xo/KOD7DFxnAbmznJCYz/zyHT8axw9HRUaVSKRUKBUuqGAu/rZUeHtjPl770Ja2vr79DCAWDbU8ooIwBx6AcgNBmXvGJxHLWEnMGfiNmeJ8Yj8e1vb1tWAa78esZwjiZTFqC1p+fRCIRvf/971cqldLXv/51ffCDHzTfTTPfoaEhzc/Pa2hoSM8++6w++clPand3V9/73ve0u7trJCuxAVxJXGRdSDK7xUeAiUOhkBUUOdgDxcju7q4RWKw7vov16sfQK+IhOHhnisEUExhf8BM/A2/yM190Jf4Rm/A9+F/8JpiAHQweE7I1h5hAzAGDgomJ9+QTFCBmZmY0MDCgYrGoxcVFU1O1Wp0tsRsbG5qYmFAkElEul9Pq6qphPOIFuVmpVDJ7Iwfw8Ykcg/Egd4xGo4bbJdnvMga+qMD4gFl9gYEtYxyPPjs7qwcPHujcuXN66aWXlE6nlc/ne4jHeDyuUCikYrFoBYPd3V2zBe+jsQdOJIN04zpz5ox+/ud/XpFIRC+88IIKhYKKxaKq1aouXLigiYkJVatV6zPUbnfaKpCvs/axPXyy7+tDexQUPZ705YCXer3TK/bevXvWU9gXZLBhYhF5IL6B3TcU/onJ7FTxqnUfu7F/7JechWfHJqPRqB555BGtrq6acIXcfWCgu32Se4HrisWiGo3Gm8aJt8SWsf4quycNSF5xqAB/FEMe2Ho1A4aA44ep5b7FYtEWN/cB0EB8cLoQezPpSI5jRbJ1fNxpmFypVKzbOEAAhzE9PW170H/wgx/oYx/7mFKplHK5XI8czLPZLB5APU4Qogbwj1PhmXCMLHYuKpUEgFAoZHJsSdajAcLBy1/ZUsWC8JJnQCqGSGLhGVLmlz9ZoAAqwBgLByLw6OjI5NTYik8gSI5wbr6ajwMCGENo4GQZu2vXrtlcs0UIOT02QwJJL4B6vW5bsEhgJNmeZSrsfhsF9kgihTy8WCz2kDwASipMOAUSHv7OdyJVRe1ULpfN0Z46dUpzc3M278x3qVRSsVjUzs6OQqGQbRdjDfRXRLzqxlcUULRAmuRyOVWrVeVyObXbnRNikDn7pJzAz/xA7nqVGXOFYxseHtbk5KSOj4+1vb1tJCH2kkgklEqlNDs7q+PjYyOGqCJ5mShKJA84/GlrgCHWo9+bjh16pZC3a8aR+/nEyCv/PEldq3WO4SZYklyyle2dq7st0CeHfn3wMw+A/FYy4gQAzFdomQd8V6vVsi0c2Ac+B8IF/+jVgv57PCmUTqdVr9d1584dlctlZTIZ88fRaNTW18HBgcbHx5XJZPRrv/Zr+spXvmLAGvABYc33AMZ9suh/JskAF2uNSje+FR+PXJ71iJ/nMxAm/ElCBJjGF4+MjKhUKtnpFsVi0dY3KmAIEUlWxPCn83k1o6Qe/+H9PJ9nDvhdQDNreX9/3xpZehUs+KDRaFgTeq8SYjsefTLYmkehCGxRLpftOHjIKE/09xMGfCd2BpDm2aVuYYtxRkFDvzeAJPHeKx29QsgngBCc2PYjjzyiYrHYo27AxlgfHATQL1+HeOPyCQrvytxwvD1boIi1EJngAYol+EWvvugngXyBjO9LJBIaHx9XPp/X9va29YBjrPEPhULBttZjdySXrI1wOGyJBX7bk0Ce9AebkbDxvJBNJEeoPnkPfAU/g0TkaGf6p/C+qJMgPz34f+fqkt3MuW9UzEEwYC+a8DLPnqTB9vw2TRSRqFqI/aVSyXwgmGF4eNh6O+L3KF5Jsr6Sx8fH1uj58ccfV6VS0Z07d/SRj3xE169ft/YJoVBI+XxekUhEV69e1dTUlC5fvqw7d+7oqaee0u7urp5//nkrQLOWwZuS3pAw+m3Q4HoSXsiavb09lctlra6u9qhuxsfH7TAZ/L7vQQZxTR5Cflav1w2T84y+gIwPI2nHhzJmUrcwS1KNgskn1/hNT3qw7Zb1yvrZ29uzI8nxAX77MzgOvEnfPZS2g4OD2tnZ0dHRkV577TWdPHlSUqfos7+/r+3tbYutyWTSCpcQTbVa93Ro70/BvZwYTWHI57+e3GScIMDAFBQ3mDvskbH3xRXwDeNUq9U0NzenH/zgB3r/+9/fU2SdmppSrVbT2tqa8vm8zp49q6OjI8P/vjjjt2Q1m52ecV61xDMuLS0pn89rampKMzMzisfjRm4VCgXdunXLYpg/UQ5CktyOg3+IJwhL8JUnTpzQk08+qfX1dd2/f18PHz60NVsulzU5OanFxUV94AMf0Obmpu38AUeQj7O+UqmUxbNgMGikTyaT0c7Ojm1JJz7jyykyIiSQujtpqtWq5Xb7+/tGbJOTolBNpVI6PDw0gow+Qih9OfSK4sJPu94SCqHp6en27/3e75lz9fJ4ghwOjWBM4gxxAWggGPjPSOpJOAFFHmzyXV6VhAMAANHsMRKJaHx8XIlEQvfv39fGxoYZUiwWswkGlNdqneO5qVLRE+jDH/6wNjc3e5pqkvRDqPT36PFSRJIIAKZ3hIAepGpePeUTURahJ88gR/h9r4QAqAGYqHKR+HjWeWBgwEAV/85zkkxDFHiA5BMBvyXK74mVZH/3ZBLgiYqsr76hJqpUKlpdXTWwANnHO2MrzWZTU1NT1teFBYtzAuBjG7yHtyPskd//WWCasaSZMqCaQOmJTuaZIIxtY/cE8mq1qvHxcdsCl8vleirOiUTC5opEpp+IZG3AgvuqMICf+YJ44b2Gh4ftswQxL6n328j6FTvYWjAYVCKR0ODgoK5evWrgKx6PG5DAzpCMTk9PK5vNqlgsWiAgKLF+CJ4kXX7uvOzWJ5mecOB+3uY9YU1igP1RPQT8+WeApGS9olQjAfyjP/qjt71CaG5urv2Hf/iHktSzDc+T5IB7qQPSk8mkrXF8Jn7Sb9WlQuZJyX7CgjXsE1Aqbah3AI/4W5o5v/766wYU8FFe4QQw9A3IafD5uc99Th/4wAc0OjpqShISTp8Qe9UslWmvjsJv+2IL4A67Izn15CdEU3+hAVv3Ck1sHD8KiRAIBGzbDc9DouZjhY9vEDnMNevP97fD1/kt5cQqT+hDJPpKqAeoJH8AU5KDvb093blzRzMzM1Y1ZpshcRUV0c7OjsX2sbExRSKRnm1hkJQ+rvFzwDvPiZ0xLoyj1MVH/A7+C3vGfrBFbB9fhb1DBI6NjdlhBMxzoVCwJJQkEuzDOkPxArD1BQSpW9QCu/jEgGf20nlPZBInmDPmiUKJb8BK3PLHFG9sbCifzyuVShlByXr05Fi1WtXOzo4ddczv8PyMly/UsL7AFvwJZhsfH+/ZSsR9vX/pJwexUX5/fn5et2/fVr3eaZRK7xGPG7zCRZK+9KUvaW1t7W3PCgWDwTZqW3wziZAnlEnMxsbGTAGOT4Y46CfsIGbB3r6QxH37MR+40Kv7+Dtbaubm5nT58mU9++yzunTpkiqVira3t1UqlQzPM9eoCila/MIv/ILe+9736sKFC/ryl7+slf998pdXwOKfSUC9OrnVapnCAruCvOEefv0cHR31FD8Y1/7nxPegtAC3Q+T0F2TwhTTfRfHncZGPCZAlvijtT4dmTrjwrf7v/mRaMDL+2qsz8dVStzgYi8UUj8dVrVY1OjqqmZkZNRqdE752d3etaIvPiUQiWl1d1eTkpJLJpBqNhra2trS+vm5xjSIEsYBCNO9EDkJcwf/5wioXiktfHPCxqNVqWSwDvxN32WoF0TEwMKC5uTlJ0s7OjjY2NhQOh3Xu3Dkroo6Pj2tnZ0eDg4OWZ+C/fb5HHISYhYSENJRkPpfWEjw/5Bm4B/8JKZNIJHq2LpOfeCVoOp3WwsKChoeHtbW1pTNnziiXy2ltbc1OAMtms1akGR4e1muvvaZ3v/vdunnzpvnxYrFoz802QXCoJ+R4DnwPuSa7OlhT2DHr0O++YZ1wD4ilJ554Qrdv31atVrODQXz+CnGH7UpiZ9Sbxomffv7Y/4eXf1gcEgwXe91xZjCCDCrOhwatAGu6m1PRGh8fN0CBocHYcuHg/aQCyjDaSCRiYGt3d1eFQkGJREKZTEajo6MGCD0BFYvFbLFFo1EtLCzo6OhIV69eNSNiYXjGEMeP80WVQjNDv+UKYFir1XR0dNTTEJk96YyzV0MBvEji2ZsIWGEcSGCq1arq9bpVCAgCBAKUE4A9QKUn2ryclPnAQcTjcVNFkNhB+Ic9+9kAACAASURBVCDp4x2QxgKEWYB0jm+326pUKubcGBsSwtHRUS0sLGhyctIAF8wv8/bw4UPdvXu3B2xDmLCgvTPwJABEGAmPT/r5LNuCvAInkUgoHo9rfHzcAoAHNjh4CDACGY4HoosTyyqVijY2NrS1taWxsTGl02lTyuzt7VmywLwRmAiex8fHpmBhfQ4ODpotQNZhLwAdTiHAlvyWQd6J5rUw/iiDSDQAu2x9a7VampmZ0fz8vCn2AArBYNCOtt/b2zNZK+uDewPmfXKKfTJ+rDmSMbaqoXpDuYSjPj4+NoWdtxHmhQSck3cAM2NjY1bJROECgQZI872U3rlkCjz8ileW4od8EuCDKXMDmGV+AP6+as96JI4AHAGfxBrWolcqSTKyIBKJmBLPKzI9ie6TbUjNUqmkZrOpp556Sq+99pqBCvw8YJ+EHJ/v1S9eKUMy6wlkQJhXr/ltLgA6n+R4cgkyju8AdPF+gFtPAjMX3mcQL/GfXu3CfEjq8Qmo8RhHxscrBABkrDG/3iExuAff70kFtjXROwffxdj6avbo6KhtE6eyV61We5Ik7MoXq3wM5N/7tyUyxowN7wT5he9gLL2ax6t0GQP+/+DgoKf57dDQkGEYxoq5Ymt1OBy2rYs8P/elsIAdeKUTQNorFrz6i9/jfj7R7L/wp7wzsTaRSGhjY0P37983MgiiySveiLuZTOYNWxd4D74H2+5X4fj3hsz0tuiV5zyrt3/swqutScRJXIjFjDX39tuYSY545rf7xRxhI+Pj44pEIhodHVUymTTVImoLEnq/nigeePUKMVuS+X/yFKlbOOLyKg6wLkky66Jarfacfvr4449rbW1Nt27d0sHBgeUOFGDxpaFQyHYI3Lx5U5L027/92/rEJz5hCkzsDN/Qj/vx/fzM/z6JLniY/MArCSFdfMHZFwva7bZtm2J9emUKOMqPL5idNUghAGwOnmedgU2Jo6yxRqNhW/lQjUD0QsD7BH14eNgU2qw3X8SDmCFOgMGr1apt2bl9+7auXr2qq1evamtryxpJV6tVs7PTp09rf39fa2trGh8ft9OhUI/4NezVPFL35FovhsDH92+5I45g/+QNnlCGNGVuIRiJh+RXzBsky/T0tN71rnfp0qVLyuVyun//vur1usrlsh3Wwvd4NRaYmNiGX6RHndTbM4rPkWOVSiXLDZh7xovnrFarlhvjt9lVAQE2ONg5geu///u/debMGf3nf/6nrl+/bv1i6/W6tre31Ww2tb6+ro2NDS0sLOjGjRuanp429b6kngbo2J/HZeRZfG86ne6xT7bEw030xyDuEQwG7SRL5oo1R09ASXaYFfZA/Oo/veynXW+JLWMAO0k9jLJPtujlwNHgMLuAP6SH+/v7Zhw0h2q1WiqXy7aX2IMXGH4SQBy1J4sAYoCdVquzf69YLPZIzMPhsJLJpOr1Tj8QnoUkkkos++SXlpZ08eJFtdttbW5u9rCogM7+KhTAwcswAU44KZyBP2rXs6QwhwBoABOOFmfNdyLx9sC63e70LIJYkbrEHglENBo1wO1VQ15JxPseHR1ZTyeSPcA8J434gOu3QgDCCTBUPAKB7pHhVDhxsvQpkLpbEVAU8V35fF6xWEzj4+MaGRnR7u6u2SPJJhUNZOGw74yBd2qjo6PmmAGQEHIAQcaSwMQJU57c5N4QPzyzVy8cHh5aIztfzQGYU732lWPIKgI0iaZ3LFRog8Fgj3y33W6/YX1hw6xRAhbzDgDg8uSSJANEe3t7tjd6cXHREgqSOhIsvjeVSqlarapQKFiA8bbj1Ya+7wwO1j+rJ3u8tJugA7DCZxAECa4AI8aKRGpvb8+O9Ea6zjORBGEbnkR4O1+eHKCihtKnXy3jCWjiiwdD+BdIWqm3kb9XZEi9alPWkK+wsUY8od5qdU6LWVlZUSgUskaYADyewys8JVnQPzo60vLysj7+8Y/rJz/5iVZWVnT+/Pke1Q3viG8mueQ/r3xiHLxaFGDC2FIR9Q1HUWwAshgzn9QTH3k/iDGAa3888wk069knGMRCfCjPwBHukNNUTX012G/fk7pVScaa7yRh9DHJn84DoczPvZqP9wHkjoyMaHJyUuvr69rZ2bF3ZkywIeJgP7mDj8RuUcf4Xhq8L4kJ88MzehKHd/dEBOPJe/AOnng7ODiwxqjMg1f5eH9J0uiBOf4TmyM58IoJbBYsA1aLRqOm1CAJI4FgnLB9xo8EDUJ9dHRUOzs7bzgxk3fHbqmCU1U+Pj62hIbn9MpnYjZbhRhnClK+nwZj4ElNr1Lz7Qz6iSfeqVAoKBqNKpvN6sGDB6YWJcFgbr3C6M2Is7fj5TFPOp22Jq6VSkXhcNhU0ZVKxXpYlUolK3D2k8yeDIdYpCDWTwKhpqGASNLrL7Ai8aPVaunixYt64YUXNDk5qa2tLbMF+l7R4wY8wpZc8Nl//Md/6Atf+IICgYA++tGP6p/+6Z/Mx/EZfAc+Br8UDoft/my78gUqXzz3WJrPeaIEX+5zJWIJP2d7JoVC8C8kDYUR1q9fL35eSML9LgkIBhTWfJ7f8wotchxf4POFFnwwaj9iKLGc4vajjz6qXC6nSqVisdg/PyrvEydO2PY/PuuJQr/jgsv7G/yL1I2jjIFX95BLNJtNJZNJG+dGo9tzlbzM27XPXbxfo0Dw8ssv9xRffUzI5XKWC9GYOxwO27ZqMAdFYsbHk5deFeOJU+YXRVsgELD8DjIGDOaJpf5CO/nJ4eGhksmkHn30US0vL9v3UoBlDLB95oWcP5vNamVlpWfXA60ePCnk1x05GoUIqYPz2MnSr1r25B5rijXJ9w4PD2tpaUkLCwva3NzU4uKi8vm84vG4KpWKxVqPhT0Z/WbXW6KkQDCjmZWfXBJ+DKZcLpsx4ISkDtPuJentdtvUB8FgsGdrDEyb1FlY7IP1aiSYeC8tRWHSarW0v7+vjY0NY2xhLPkMwIbEHulWIBAwNVE0GtXLL79sxo4sE3AvdYkPSAlfoaXHTKvVsl47/Mm4+caZOF9Jtp3o6OioR/0EYISsGBzsdEUnKWfMBgcH7ff39/eNmUVmiwODOPDqJcYBoor35dh0TzrhkEkyeP96vW5zUa1WbfsBxo96hufAxpD5AfIgnwDJKA3YkoSTpEu/1N22SEDku2u1miqVijlUAifzz8lbXj2Gs4TYKBQK1uSZRAFAgyJB6h79i3MliMCiewCNTWPHXiZM1YjxSCQSPT12/L5U7BlHx9yxXiFNfAWeZyXgMR8EylqtZu/k+5cQPPb395XJZDQ9PW3fz3oF4JCEUgkolUoWRJk/FIaSbP55B9RCEMiAiFwuZ41jsQdJlhxDAHHRj4CgTaLIuvXP0Ww2LYhSIQBoJBIJszHfn+rtfmHzjD/xgYDO71Atx359VYV4AKj2ABg/DsnEGvbKGHw1JAWEHz4LEAwZzfbUTCbTU4jwgFzqqkSk7rY3/MHm5qY++9nP6tq1a5K6lTW+hyTdJ9xUibzPZEz4Xfwr92OM8N8kt9yfZ/eAySdPntChwuoVIF6Z0k8cEaM8UcIY4NfZoobP9JJqnhc/6e1F6pJ4jDV+m7gAYdtoNEx63T/n/vkZN3xbf+Gif+uIJ2a8WonvZBxIjPhdno/xwSe0221r4M33eDLUEy7EW8aKmMDR6iRLXkHFlgRPWnmlFu/lk1ue1X8GhRg/Yy78PcEfjKdP9PrJRpIdnsH7W4hK4iZkGfcBc0DioewJhUKmJgJjMk4Uz7AdT7yRcPstwr7QhQ369Y5foaDgn5l11Gg0DDeifCZmohTxP/cE8ztXlwSdnp7uURWgOvckOcdBQzKzVrAf1uDg4KDFcQpEnpjE/rE9Dr7wyhx8MNgK/EGCCaEMTgGHeEIXm6TYGwgEtLu7q6WlJb344ov6t3/7Nz311FO2xr1/9M+QTCY1NjZmpC6qRu8nfVNc8JZXoJCkEmPwS37NeH8xNjZmhRyvjB8aGuohbdm243E7SbPUu8493ieX2d/ft36WkA3khd4vgzfxLfgaYp7fgsy70LPl6OhIMzMzOjg46MHH+GgKxnxPvV7XxsaGjo6OFIlEtL29bTkdc01xCTLHbzeCIAefBINB29ZITkE+AekDpm2329ZEu9HobGmjv45XVTcaDSMMeV/yUmIJhXtwN8oditeQQNiHJyOIcV69BpnIgRq+kE6O68nycrlsBXkUUogBsBV603mBArGtVqvZqWLEX3oi+pgDfqJXHz+H7AoGg9bzDzzF98JdBALdA0fYscScImrh4j187s9nIFQ9gcjcceppNBrVzs6O4Tpi3+TkpGZnZ43A7N8V1X+9JQghQAFNufhvcHBQsVjMlC9jY2PWtNFXJyVZ4kWSQJd3FjegksmBGJFkRuwdN2AZRYSvyqFIwaF6uePAwIBJ9CCfpG6TWJp1hcNhzc/P2/5BFtrh4WEPIwoA4ng9FqMHCCSZVHp5HrYy+UQI9pKtNZA+NJ3i9/2Rezw7KiKSeN6DhUjQ8EAXgornAowTXABnPKNX8vieGB7UcWEXjKsnMAB71WpV+/v75jQXFxdtGxEOh8qiJGsU3Wg0lM1mFY/HNTExYaoOftdXnan8A4BhvXlWCA+kwR64EYyxm5GREaVSKbPndrutRCJhKi3IHMhQnF6z2dT+/r7JTgnQfAfbBgl+jEEsFjP57+HhoUmCCaKeIGUf+MjIiBFHvtoMUGA9s8bYTgHQxw7Ymgex6PfUeiKL0/Oq1arND8Ea5wmBiV1EIhFNTEzYOJFs+fnwpzGw7gnk/WolgKBXcXj7JpBCIPDskLQEZsarVqspmUxqZGTE1iKS6JWVFVMXtlot5fP5/xve9H/uhV8hwQRoALgoHEjq6YHl1REEXmyamIEP8/f0QJ95g6CW1KMuYW5JdkkyaX7O8wPuCNz+P56VZJxYtr+/r/Pnz6tQKFgC60GtV72gXvGVIe7vSSiSe0hLfu5VhJ7s6U86ASg+CeZ5pW7l0iuzAJVs+cNfDw4OGoCkcuvl7fgi33OHMfKkLPMHCeiTcw+mWOsAOcYd+5KkdDptp6QAvjyYglBkLJDaoyoCC3B/yDnssN3uNFX2tgHR0G9fzDcxnMQNJTS2hDKR5/T+iPfG3qXeU1hIqLjAP4wT8wF5x8+lruKBdUPhifn3qitPGHliyKtp/DP4+/mxwCZ5juHhYTtVkwTFr0UIRZIt3oXCkVeVeBWUVzthJ9h9P7Hn1zSXJ748IeDjkn8XMGo4HDZFko91XkVAApFIJEwN+87VVZKi2MBmwJRg1ng8rpmZGfsc/sErgcC6kBQQ32BT7N5jU34fMoZ5IZ6Aw3ies2fPanl52Ypq4CzsAp/H3yUZNpC6LSDu37+vp556SvPz89b3Mh6PG7nhn5HCZf+zgMslWZHXY3F/QAdjhY8Gx3vVLUUwkmowFApD1oYn7VhHfhs0R6tDYLOO/LOjIKE9CPmNL54whvgnr5BpNrvqWdaWb0UhyXwIczk7O6uzZ89a3AUf42NQdwcCnUNPJicnTQxQqVRsDBlT1DfEo1qtZoVIqYt36/W6zY8veuDzUbFRiE0kEkokEmq328pms9bnDOUrY+Z3KZATVKtVaz8hdWKpJ1qxT07Owx6Y3/4CNeuPPJA5wGawQeaHeeO+kGVgbh8nwBd8H7k99xkdHbU+QwsLC4ZzyA2IGdhJIBAw0g0hCTkWxUSenefB7nnWUCjUs1vG51RcYEeazvOurFHGnsIN8Z7DH7LZrPkFuIXh4WFtb29b7nHy5ElbMz/teksQQrwsfTpSqZRSqZTq9bodW91oNOzUCJJWL2s8OjpSqVRSvV43R+3715TLZUsacBye+aTixiQiFSPpB5AeHh5qe3tbuVzODFWSJetUoUi8cXyeWeRIVxyZP8EjEomYA+K7WeCtVsuSdxJqiBtJPSQCAFhSTw8amHnkrl7S6CtuNDDF0N+MAPMSVBYfc+KZbBwbQbZYLCqfz1vSxmIFnErqUabwWSqIAEAkfcw54+KJEF/Rq9frWlpaMpIlFovZ3l0+S2Lebre1vb1tTjQWi1n1olwu255g9jS3Wi0jMgDIEA4oDQCvOFKAP9UQwB59R5DqAhC4N/fAOQAS2DZJcohsEMeKUqLZbNqWi729PbtXPB63e5BQ+So/wBniiK1jBEEvGWY7jwfbBG+cu09kOakhHA5bY0D6Gx0dHWljY0NDQ51j5+PxuNmCB3xeDk3QKpVKRmxiaxCcOG3WHgkeiRPPCpjx++mpXITDYduW6Kv8XnnEOiDxPT4+VrFY1Kuvvqp8Pm8VHLZpzMzMKJ1O29h5QPB2vvAzfv8/CTLkJIks/s5XAUm2Pdjm8iSLVxn4bVieUMH/8Z1Sd6uXB5/0JvFJpE+MSeghi/pJLwAjxAk264ELiTSkgdQlQHhfyAjGyRMtABN8CTLs/uq3v6+vpPGcADGpKwdn3ngnfD3zQdLFdzAeJF8UZZBI80zI+b0SxM8NhAzYgM/6BASigvcCN/hKOL62X5bOc0B4zMzMaHt7WwcHByoUCtaUmnehYIGf8CDUExCQ5BRRSLCYZw8OwRLgFh97mV/wA3PkbRFfhH0x1tglINUTQsQT5hXfRkwmcQMP+WaZvnhBssHalLp9AT156Z+b5MEnCsT1Wq1zSg9JK7aOzfHvfmwA3sQv1gHEJPbBXEHM8Mz+cAl8AWuZ+fDVbsbQk0R81qu4ef9KpaJqtarFxUWLV15FRMIJpoO0frtf4ILh4WHDC2ydAUOBwer1umKxWE8Cx5x4ooGYDr7xxAA+liIwOJr8o/9e/erB4+NjJRKJN+AubGl/f9/8Q6PRsD4t/cVV8oxKpWKqB78VHdWSJ0ZQ/vNuPGuz2TRcw/ryhU1PHvG+fjsMdkwBxZMC+Gp8BeOO/XpcSHzyRA7rDJxHLkfu5fuB7e3t9cQFfCTEsCetibWsLwrjfB8+H3JgZGREm5ubajY7WxPT6bR9FzYD9sSm3vve92pra0vJZFKLi4sqFAqSOr4PEs/vVmHrli+WSN1ieDQaNdEB+Ro+k9MT6VuLoILCP3PLfZmffhtvNBqKRqN2qpXHuVInDvnDLrAj4gqxGBLHF+2wcWIaOJ51DA7Hd0O2oQTGDlEJ8Q4QXcyf1FXcZDIZ7e7u2tZCn096FSF5iI/34E+wnFfM8d6+1y35HOpDclVsDoxPQZvxwkdwcIOfV54DG+WQnccff1z5fF7BYFD5fF7FYtHGHhthXn7a9ZboIQQb3Gg0VCgULOihYgBY4uS8CoUEGYIEh+/lzwwkqhEP9LzCxTd4ZT8kRAyVGAKxZ6hxYPQ5AVwx2aVSyfasA8IxVnoNwUYC6PhekhqMxt8DAMuzSN1qAQAYVlSSEVEQLzhq1FEAF8YbIsL3VsHBkRQAdPg+/x7cGzKAcWf7np8DX+knESNh8FvGcM5UM0m0fZLEc/jxajab2t3dVTgc1uLiogUO7oVTwB4Z8+eee06RSESJRELhcNjUQM1mU9lstqfyiC2yYCEZSPRJXAn62FoikegJTBA2kIapVErFYtFsHufjky4cIOtjaGhIsVjMnI+vhmJfXpLaarV6SEvGk2DM90BK4vh5HpId1h7VbwASn/XyTcC/76HDvPuErVqtam1tTZcvXzZmfnx8XIVCwQC5r+Zwz0AgoI2NDQUCXRmp30Punb+vjuOLPOgAQJBc8vxeAddut63xKuSrJ42pEEDcVioVbW1t6fj4WFNTU4pEIiqXy0Zuc9IGdvnO1VXU+co8dogvKJfLPQkjPhE/5v2cD7T4RdampB6Cn9hCPOA7+S4Sdr6DKjVkKXHCJ7VS98QbAA1+AF+bSqW0vr4uqdtjDz+BBB0/TJKKD+S9IWV8lZnv5efef7LmSehJsBh/fBjvyr/z/54UYEsk/p9xZ92zZn0M4t5St1KJ3yKWQh7xXVK3BxdxmvfFBvh3xsDPG2COZp8TExPa2toyNRMg0JNBgN6joyMlEgnduXPHEjXGkWeUuv3WIOs84cf44ae8ckRSD6mEojSXyykSiahQKKjV6jTpLxaLFkuJY9wTpTM+EzsDkzD+/tlbrW6fDhr283wUbDzeYIx9Icv7aVTSjIPHcKwx4gaJL3/3Ki1sHsKqWCwqkUgom81aAu8JQY7dZd0kEglb8xy4AMEl9fZW8u/klcvYHc8C+cQYeyIHDAVB6Ilpb19St9lwpVKRJE1PT/f0rPHrHfv9WUD/7XbRu4QxghwGD8bjcesBypxR3PGJPLieJI2EinXkbVzqPc0Y7O4LEeA0n+xKsv4k9HAkxmET5CN8B3bNekEV8Morr+hDH/qQnRLIfcCF5FYQMuRXfqu8pB4iCl/v46RvrOtzLVR6jBcFMWIIvtwXVCh8EhvwB2Byr/LhWRgHkm3Gyft9/ALPAkGFyon3wb/5ghJ/94Uh4sr4+LjK5bLOnz+v8+fPa3d3V3Nzc3rw4IEVVTxxjnKlWCzaliWpQ4gUCgV7Nn6P52KnAzEXAgG8yrtTaASP0ptybGzMVOj0vInFYkqn07pz54715wSb0Puqn8znWbET/Bnzjk8ih4AEIb/ARnwxCl/F1keK0nw3c4cQwauC/a4RsIjnELAhqXtyM7hsaGhI6+vreuyxx3Tnzh1ls1kjzsiT+M69vT3jBKROwY8DCNhxQu7pC3henUUuQJxgrMEajIN/ftYgz+T9C3YFsYovuHLlik6ePKkzZ87o9u3bGhsb08LCgjY2NgyDxmIxwwo/7XrLKIQw/nQ6bQ/vpeQkYDCnDEwkErGEqVarWWJJwsrChlzgPxaUlzFKsi0eBGpUQTQdpJ8O1TkPuCGDIK785JbLZQM2jUanTwFNoEgoWdSebWSfotRJPqh2ePBAkoJUVVLP90MW5fN57e7u2vYfSRYAfbIKi8nYc38c8NjYmCUH8XjcxtEDNxyAJy1gfmF4Cbq8C1sCfACh+unJGs9i+z89s8w2HYD/wMCAJiYm1Gg0tL6+rna7rUwmYwoh3yiNxC2VSunxxx/XqVOnjBX2FaSDgwNVKhWrGvgEBlsE2GHngGiSFALU8PCwTpw4YaeABYPBnkZ1VJYgGgkOBCkkypBL9MChaz6gBOeE+o314Rly3gNVgqQeoMB6YCwArYDlVCrVs1Y9seftgfv4I8SpALGGfCKytrbWA1zoxTU42Gn4xrMBxiAf/VbS4+Njc+atVqf/1cHBgY0nCimvtPNkEMl8s9m0NYSDpqcDMmcIZYAY2xoAHPi5drut5eVlvfzyy1pfX9fy8rKRqe+QQb2XV7tgy/gZADxrwisEuQCMfs+21JUK+2oWa4bPAz4AhwAmfAz3IfgD6gCxgGavpPMFAq+A8WqRqakp/fjHP9bMzIwRSvg8gFG/GhICBDv24INxgvT1iQfKPuKJV6R4EhSARXyg6ksyI/UeMYsKg3/DV/NMXjUodQluXyQB3AO6IaJ9ksCzAq7x5TwbMY1xYPykro/b2trSyMiI3vWud5lS1ZPZ2BzFGBR/sVjMnserhCFnIDxIDkmGGFtsjHHxhSd80sjIiCX/VPep4Hr8A4isVCo9ylC/fnzhwhOsXMQ7npWxwh9CbjAO2K5XGDFHxAFis9RtmMozYDvMEeuNmOHXFhdEEv0eJOnixYuW9DFfknruy5HHFMOKxaKtLYA984N/Z+ywLfyF317E2sbmeEb8iif7ICx85Zffl2RxxDdQj8ViPRV8khJPHL7dL6+so8cLbRnAQCMjI7aNHuKBhJBk1Psyig1e4eO3okndbaT8v8cM+H1wVyAQMHsNh8NKpVLa29uz7Sisfd6F5A9Mz8/5+9jYmN73vvfpxo0bunXrlv0uNsG2Gd4Xm/UEESQV62BoaEjxeNzINMgdvpexIlfCx0AI0I6Af4dIkGQxSeoeOsJYc1CPzwOINfgE5pDP+1OlpW6c95gTNVcg0D0tjvcHn0Gw8b5St3DCO9J788c//rGpt1HhoMJifPEhKJBu3Lih4eFhRSIRO90O3+tVa9gbz0hxtF+Fy7xB9jPemUxG73//+5XNZjU5OWnKoAcPHkiSxeJgsNMCJZPJ9MQsSD2vAsMvMec+dvFZlFpss8JP8h9xiXH3Kt+Bge6pfX7eve/0pBlEInPFemF9etzH58rlsnZ2drS3t6elpSUjfPDL5Aj8PvkJxBLrFJvCh5PTkKPxrMQM+iphF+Rx3vbBGb7wRD7jCzleDCN1tn+Ojo5qa2tLW1tbGhoaspOko9Gozp49q1gsZj1R+2Oov94ShBDJFEQB7LdXJaBmgSAgWWJBoCZiUWMkfr8oTgMnClDxcl2/x5gj3wFnsJeA7oGBAcViMWOZAUeQQp4hxZHyXI1GQ/v7+8rlciZn5V1xIPV63YyP5z8+PjYlB4GFYzVpDE1yzzgNDAyoXC7blhtAlCRbtAQyKpA8L+OJkyO40i0fhQTJRKVSMfJIkjXgo+8MjpX3pZLDHPoFQ3JOou9l2wR0nBKfYR4BXTDL3CcWi2ljY8PswFc+/EIJhzv7xEdGRlQul7WxsaFcLmfssWenvdxR6jifWCxmVUCaf8J0Q14hXaaHzNbWlgqFgq5evapKpaJEIqHBwUHl83mba3pNMeaeZGw0OtukUGwRMHGojBcBemxszKSgUrdaTgCIRqOWjCFd5X4Ei2AwaO/JOHOih1fIIFkmoYZQ5TMoY7AL5MSALMBUuVxWKpVSMpm09YvKzjtj+hIhp/SqCOaaYIMdE5SpdGDDzK0HNhDJ2BeJst96xpywJZD1wdyRJOEXxsfHFQ6Hlc1mbTsjsvd3rs4F4QPRSmDGbrFNCAdAAv4OX+KJYoK31D25Bz8OKUOyRxCGaPAEE+QK90GB4bdKUeHCj/H93FfqquQCgYCpKZ999lmdPXvW3sNvraIa5W0U/+9Vokj6PRGAahDCg3eDqJJ6t5K1Wp2GqV4py5gy/p6c8sQMsRSfxZh7dxlJ3wAAIABJREFUwoFn9kSK1N2O5ytxfD8JsqQ3jAHP4ivGgHTWJKQA92U77Pz8vKlIvMrJV0S9qmR9fd2IXJKo/vjiCUJiLO/rlWP8CYaRZD3fGo2G+RHshDiKH2PceW9fOYdI9SQUY+/njrWEPfuxZIyHh4d7tqz5HmwA7eHhYcMsJAx8t7df1gwJGn5Z6pK/Hmh7GyLuFAoFpVIpTU5O9mxhGRgYsK1k4MNgsLO9HHUVsQMM8WbqJk9gYs+eSPppRKAkA/W8R7+9My7EFL8tmuSIJBIf5bc9vnN1LxJEtrl4tYo/yZitKF6phW9n3XoSmb4rJHrej3uyniQXv4mt0WsMJZDUwST5fN5aThBLICKl7mEeEBn0L5E68YJi5xe+8AV9+9vf7ol/HqNSMMZX+wbBFDC8otUf/AG52m53+p/t7+/35CIUVH2R3RNiXD42+lYV+BLiDEQJ/8b7UiD0PSz9dlTGjRwS8t4XlfsVw8QViCiKefQAwu+Q24RCIRWLRa2vr+vDH/6wVldXbQcB9sP3NZudLWWJREKRSERXrlzR1NSUEUC+hx9qNt9PzW+38+/vSSOfz01NTenkyZO6ceOGVldX9eqrr9qhOKlUymwCbLq3t2fjwbOwhYkCbbPZNEzMmuiPCYODgz1tWvDRvvjNmgCvgfP9vdjmx8/8tkewA3ER28L+mF8K/PhXitKRSES5XE7379/X2bNndf36dc3NzWlubs78wdTUlOVbxOqpqSmtra3ZQSRgNHIPYickNOPkW6qAfZgniltSt0jHXLJ2+gtW+AeEE4wvxDf5fLVa1ebmpo6Pj3X79m09ePBApVKpR7jwZtdbghCSZA2VeUkkwICVRqOh3d1dY/kBPziOo6Mjc1iwrBBNEC44IMgkklEqbhg9kxSPx22BQOTQNwZHR9MtSQb4pC57F4lETH1AIoy8c3193Y4yx5HWajWTBhNwcEz0L4GZpIKxvb1tyh+/P3pgYOANx6+zWKg2RiKRHvk8i4zvwXhwFslk0t6FHjVUV1A9DAwMWMIeDnealO3u7lqDVRLneDxugZrF4sE0/y91q7lSNykk0WbsmSeINN9/gjGLRqMaHR3V/fv3NT4+rkwmYxWJkZERxeNxAwyNRmcfKVuTUN8gueO7cOoEkVAoZE6MIE8/AD6Hw+Ndbt26paWlJV29elWSbP/3zs6O9TWCjIQo4P1J0phTnBD2QzWAbXyMpT8hAYJnenq6R3Hn+1KxT9hX1nBMPDPrEKdNRYNqBIQlhA3AP5lM2lohiPM9OFtsm8raiRMnrBfUwsKCESnYEOQY4wRJxtqHTCKYMT/NZtMIPEgiSUb0QOZgj/zJeiNRw/75Xgg5/EAgEDBSjJMhpG7DSIhd/NE7l2wd0/fBK0iwk1KpZJUfQJ6knmo6iRb+juSLSq6v8PlgTbLqJcCQ9fgwYlK9XreG9FJXSQaw82SgTzb59+HhYWWzWb344os6OjrS7OyspG6Dc+zIJ/8Q9/we4Jd/B0T63kKAT3w9YyR1T8CCOAWo+Ofnd1GK1ut1U/j57QYkS5AA+D/ewd+Tv3t1Egk1iYEn4Rhz1gv3BBN4MocEzyddzAEE9OHhoXZ2dnTp0iUjbphjT3j4o6pv3LhhQDqTyWh/f998oydXvPIG2+Py21AYZyp9zNX29rb566GhIStEjY+PGzjERsFDnuDhZ76iTuLFeENsQMQFg8EefIZPZ2svhAxry78v9/eKS37fV/mxPZ7d95tgXbFO/DZyD3DpFXny5EkjTkh0sS2vOj08PLSm/dgW74ht+Yq8fx/elbHiPcAFfl0Tc31FmJ/3q9YYK79mKcb55Io1hS38rMrv2+micOuxtCcxGb8LFy6Y0oV8wRNDvq8OGIrDNLzfkbqEAXgHPOnnD0zHfIExW62W7t27p0QiYcklSTfrg7UoyYpwUsdmE4mEPvCBD+gf/uEfND8/rxs3bpit4eeq1WqPsok1SCzA7+CTKc7yLLwL8bFUKtmYktP4Yl8/4c+fYNV4PG4KEU/I8VnIZq8I4Zl98s8pweBSyCOvaMIngykZt/41R9xsNpt24iz3owkzvqlSqSgSiWhnZ0fXrl3Tzs6OQqGQ5ubmdOLECcN2mUxG8Xhc8Xjcdpm8733vU7lc1vb2tpEM/TGBeWYsiAXEU/JPr4IZHh7W1NSUwuGwlpaW7Gh13rNer1tbgoGBATu5l/Eit/ZkO7iZvIZ5wQdDTuCvyY0Y68XFRctb2MaIMACSxuMYPuu3YgYCASM6yA0pxmcyGUWjUaXTactH2HVBvsHcsislEAhoZ2dHrVZnO/7KyooGBgb07ne/W3Nzc5qYmNC5c+e0sLCgVCqlhYUFHR4eWoEcPF6r1cwn891SV6XMGgabQmLx+2A41pXvPYQvJ3dgTXp1biDQVWJht/l8Xvv7+9Z3GdUw8d9/x5tdb4keQiyAdrttagiSMYJmIBBQLBZ7w4kVvgpLECZprtVqKhQKVimgYs+EjY+PmyxLkiVrBGwmn0oPVXyMF3YTh8j38Ayw5CTIHpDv7+9ra2tLc3Nzikaj9kwYgq/W4hTZckJCxOKdmZmxqgOLFifrgwhk1fHxsY0PCY7fH+37OmBIsKK809DQkJ3qA8Ci0irJ9hmj4shkMvZuLE6keIAw3g+iCEUFAByFFN+HM/ROERKI5BwmHFm937Z248YNnTt3Tul0WtFo1MgRlDxHR0e6e/eu7fnnnbwD91J3FjYXe5v5Gaox7gfALRaLBjp8HxASq2KxaEQcINyvGZwJzoKtS5J6tjX6pFNSz3gw5oVCwdQprVbL5OoEDD+eVL+okPN+2KC3CapOrAvWga+G+CbV+AXsCfXM3t6e7t69q2w229OfBbZe6jSjvnXrln0OR8q9UGxgYyRtyWTS1qt/L4gtbA2/BDiHyUcxEAx2G4v7yhPvBAjjftFoVPv7+9bzySelAP53rs7F6WulUsmAuSQbQ2LHwcGB0um0kePsiWddePIFO8RPY8OADr99ls/wJ4kedgHgPjo6UrFY1OzsrNbX13sSQ19B8wAXf3t8fKxYLGa+8M/+7M90/vx5AxT4Bqlry94eSVa8X8eGeA6vBEGhgU/DzzMGgBjWLco6D3xI9n3SgJqU55L0hh4OPCuxigo13+97ESCH53kkWXJC8sTzQuZVq1U7EIBnAzd4O2BuvV+r1WpKJBI6c+aMxWticTKZlNSt3L/66quq1+tKp9P2zF5hBTEN0eMJRq9W4p2I914x22q1tLW1ZX2OmCfWweTkpOEnSDfeDZUneOLw8NAaTRJLfXKIH0INgcqV2M9xvNgO6w4SB9ugCszc8CwkuIwTc0pRCVurVqsWQ1D5xGIxS1bY+kXSBwlXr9c1OTmpVqulzc1NTUxMmPoAvMjJXHt7e3YUcX9S4kF+OBy2KrJXWTFu/VsXfaLJ/Zhz7B47JQHj+7wvYhx9OwSPM/zn3rk6Y18ul+0QlLGxMSu8Qmzu7u5qb29P8XjcejzW63UjN1Gt++14niTB7rmCwaDZJe0hUAl5UrifAKxUKrp7964effRRW4NsYUcpg23TPsCvr/Hxcc3NzSkWi+k3fuM39I//+I/K5XJmI6x3v62a9yBf8f+OLXnC1dsadknfOvIB/D9xFDUtsVXqbvemiMm2fq8w8rGC3x0YGLCtr95v8nt8D7G+2ew0xKZQODs7a7kDR79DBLOO6b3m1aWSegqv+GkEB8zf6uqqstmstre31Wg0dOHCBU1OTtrhRwgSKpWK9vf3deLECS0tLZnKi0bAvv8neJ65BsN4NZdX82O7kUhEe3t7Wl5e1uXLl3X37l2lUinVajV79mKxaP2F6F1FkRP863te+eIRymmIGcaBvIgcM5VKqdVq6eHDh5qYmLC1USgUVC6X7d2IYfhXv2awLfwo9gg5QrsFTleGRNrb2zPii3jmC0LhcFgPHjyw9zt16pSWl5e1u7vbQ26m02m1221tbm5aS487d+70zA3Pi79nDZDP8m4on7ArX4SC7GQNMt79f/dEEPGR2MK/+ViJYIN8kEK/3/nQf70logiGATigeTMvSq8RLyNjEKXOokRSyO/hSL3jwsHjjFmIvsoaDodVrVZtEZGAc3/faAvyB4ALMPb7WfsXWiwW0yOPPKIf/vCHBkT8vlCSerYmEXRYODCcbAELBjsdxX21CtZVkhkUJA/38nJFgh1kC1VHqSuF9UkEMlv/3iQAnohibyOKHZQZGDEBEBImk8loenratkstLCwYIN7c3NTdu3e1urraQ555cM88Q+iQQFApYe8vDSbr9bpefvllJRIJTU1NKRaLaWhoSPfu3dPx8bEePnyocDisdDptahLmiWQRm/AMN88EoUAgwQEBtvmMB9jsLZa6zaMhtljwBEovJ5S6R+L6Ocnn85aAAqAJwCgmqCzjtP3xxYBzyB2223BPnpGkE5BPUoOyAGdJcGNrBSe2sccWgpY55pQ3fg+1Wz6f187Ojqn2INK8Ko2EzKuWms3uiTn4A0gbwIHUTXIJ0swVaxmyj3HifQBHOHBfxUfNQvWIcSDYQ4iRkFKx9iTe2/liLTOXngihXxiNAP0YAp4k2Vyw/vBXxBbiAXYkyX5WrVYtnvQng/hH/C2kPz3BmHee2ytT+hMPEu0zZ87oq1/9qiTp9OnTBiD893qlAuACQgpSH4LRKxO4F4AG/4LKlPfhWf0WFqTffhsacQt/QDLtFSk8C8QBAIUECKIEEMe7SuoBNfF4XMFg0PbDe8KhWCwqGAzacd1sYWKtesk7YI2fed/lt1yEw51eftFoVKurq4Yt+H6Ur/ROw/dSdfdKJw/w+R7GGkwDCKaCz5yyrbZ/TQwODiqXyykej+vEiRO6deuWyuWy+XXsw6ulvJKK3/HPhr8HF7E9CXxFwueVVVyAZRRivA+f8VulfI8gTwqhQMbWarXOKWHEIC/dbzQaZj/ep2K/HP5weHioZDKpSqWisbExbWxsGPGKXydZ9ioE4iSkTygU6vluyDZ6AWLvnpjtJ3+wCT82Xh3Ur5og6aGAwfrzRRqfuL+dL5JE1h9ECj0+KVDW63Vtb2/3JJ/MoVdIgmXwlfV63YpPAwPd0+ZIuInt4Aqf5Esym8YO8vm80um07t+/b0Up7M+TLqxXCKZardOg+Ld+67f0d3/3d/rN3/xNfe9733sDkej9P7GP9wF/ej9QLBYldbdhYXvERWKfV15J3b5vUrfQgv165RWJLLkT/pKYgC3ji/HVo6Oj5nMhSMFl/O709LSNy+XLl3Xx4kWtrKxofn5eH/zgBy0PuXXrln74wx/qv/7rv1SpVKzVBc/BWPsCAWom1ioxBxxKS4RXX31VrVZL2WxW0WhUzz33nKLRqC5fvixJunLlijUm9vgxEokYgc6aJv40m0079YrtwfhL4iLPXygUNDU1JamT4+KbydlOnDiharWqfD6vkydPan193Yh0cl4fF4nbxCNwCkV0fDlbvU6cOKFgMGh5Fc202cZFI+3BwUEjZcFq+/v7PXkVBJQvBsXjceMFsFFar4D1ORBJkuW45Jkep9AHdnZ21vx6JpNRpVKxYvL09LQePnyoQqFgbQQqlYrhT68GJe54NTN+HgKWGEj+zb/xPqwZ8Ai4kTXLNjVso1arKRqN2o4Wv5PG52U0x/9ZBea3BCHExPVX/uhP02p1juQj6fPyXBwagwljGgwG7fP+np5loxeMJNtnComxvb1tW1uQhsHC8mybm5t69NFHzbAJ5ky01N3TOjY2pkQioZMnT+rZZ5/VtWvXdO7cuZ4qmycXxsbGjAjwW35YFLFYTJLMKZO0Suoh0FjkjAcXFQ3IBxhKCDAM0hs3zpxFRwWX52AccfwQM8Fg5zh3ttMg26S6Oj09rbm5OT18+FB/+7d/q42NDZVKJZ07d05PP/20nn/+eU1PT+uJJ55QNBrV8vKysb+QMOwTl6RisWgglkDE+NC/JRKJ2Htsbm5aszUApFdMAZT7+z+Uy+UehQGL2W9L8OQB9uP3j0sdJdHCwoLZGJVbyCBUQl4t0m63Lemj+TLbIaki8a7YmGedOV3Db63J5/M9lfuRkRFTdu3t7VkzdZy2V2jxbvwOwNUr3A4PO8fVs6+fdeETI7+NIRwOW9+mSCRiqrjj42PrY0IiBkijIuMTZOZQkp16xHMzFx6Ie+USBB7gnq0H+Br8kF/DvBeVRip9zBFBCOWSV2vwXNzX//l2v5gf1qbUleeyFvwYArg9CcFn+DcAPz/nd1C7ecIIO8IHRiIRi0ckxfhbqatemZ+f19LSkv0MO+hX3mHDw8PDmpmZ0fPPP69bt27p0qVLlqj67wSgoXogaZBkibavvPaDXGIT1TXsjH+DKELJSd84ABCglDFnDfteAfhkiGXGuZ/AAoSSHACaSBJCoZCSyaTGx8f1+uuvKxQKqVQq6bHHHtPly5f1zW9+U9vb25qdndXOzo7W19d16tQpA88oCdmigQ15gghFMPMH2eyVOslkUoFAwBo6k2CxJRSygntDIvutJPzH94BnGCviDWA/Go0a4XxwcGAJJ6DVq5vGxsaUzWaVy+UM5Hss4glPgLIn+sBLkA3gHewrHo9reXlZyWTS7h8MdvouQYpIMtshBrAOGUuvUCYhGh4eNnLf98gjCec9WX/8G1v6SA6LxaKpl33sAf8B0Dm4xBcZsUXWFck3foakBXAP8QBG8kQCMZJEjfWPrfuYQ3zxSbBX13nCEPUX66df+ft2v/AvfnsWawk8UyqVeta7J3LYKo8yhOTVk5r8G2QRuIpks93utGaAQKGQgYqCdUUs2N3d1fT0tBUNt7a2JMlIKpI/qRPrstmsZmZm9PTTT+uLX/yivvzlL+tv/uZvbCuXV2t4XIONs/75Dl8spV8Qtk9c5d3fTD2Hn8OPknxCfHmCir/zc4r/xHbGENKJHKdYLFqcxA+Cab1y9cknn9R73vMefec739Hm5qYee+wxLS4u6kc/+pE2Nze1sbGh119/XZ/97Gf1+OOP6xvf+Ibu379vpBmKcGI6yhuK8KjHisWikRwPHz5UMplUPB634g2xdnZ2tufE3HK5bPbC+yMuwHbBnJJ6tvr5bYrYFM8Ui8VULpdNkZTL5azgiT9NJpPK5/OamZnRlStXtLi4aC0zCoWCzS0xijnCl/mTg4nnxJ2RkZGeA2VWVlbs92u1mpLJpE6cOGGHM62urpoqnuIV8YIiMb6POFitVjUxMWHk0+bmpqmdBgYGjKTyahzWASQePnh3d9cKHaiAIpGIlpeXNTQ0ZLuLaFWDjXpyHx4Bspicl+/1W6whfXzBnPH1OJLL92X0/WiZS8YlFotZXKBAAX7wBSfw7s8ihILPPPPM/2PH+//W9Zd/+ZfPPPnkkz1BsVwum3x8fHzcHAP/LqlH6g/Y4sUBJAw8i4vv8FItJoWGfUgiMSyp20OHAMGgHx4eamJiwogjpJhSV8qbTqeVzWa1uLio73//+7p+/bpmZmZMzuqlxThtVDu8L0ZEPyIYUgAez4SDQJnEvalS4NxxVrwT1S8qqzhzD178s7EgCBp8h1c0BYNBqwKjLCIxCAQ6WwBZyM8995x++MMfKhgMKpvNampqSi+99JL++q//WpIM5F+6dEn7+/uqVCr2jp6kQIXljwvEkfKOVBSwFYjIdDpti/Lg4EDj4+NKp9OmuEJFRfWToO5JRuyOd+ddWaB8joXpQR2JmGeb6f0UCASUz+d7yFOCZDAYNACPrWIH/B6nW/Dv/s9Go2EnmlFFYPva7OysgZ9qtWpkJ1vfWq1WT+NPlF+oyOgPhJ0RTLknpzJI3QajzBtggjFmvn31AhUdpBfkmZdhYu+MNcAlFAqZ4ookjMof40e1yAdJXxn3cw4hwPN6Morn43uRpkuytcjl1YX4hO9///ubzzzzzN/9n3vb//9ef/VXf/XMhz70IQOzvo8bsYAm8BB5EBTMB9VN5gW7wof69cXnSTz5Tl8xxgdikxBCEMeAB6pP/p7MMwkdDYozmYxWVlb07//+7zp16pSmpqZ6lGtSrzqS2Af5KnWbhpLE4M9JyBkHbJrPUWn0ybev1gIOIVUAvvzcE0GMO8kC7w7oZawZQ9YAMd2rSFOplKk3r1+/bmPFvJTLZUWjUc3Pz+vs2bN64YUX1Gq17JRBr8jyFT3eiRiBPUiy9QxoJ0aDIbx8np5okow8YVy9QgS788oD4sfBwYEd2+z9A0RZNBpVqVSyrQbYFfbKPVHXMO7YAf4e+yDRYE6Yb36Gz/LKlJ2dHYuRFFYmJibs5M5CoaBQKGR2RKHA+0OfxGGbxOytrS0rjLA9H3UevpaGtqwFP0fgMIgb7Ip5YO3040RfbGGsWOtero/NekLLv48k+12Sby7u73EEFXjsk7UBmGet+e/g//GDFCF/8pOf6Pd///f/9P/Axf6PuP70T//0GQoAFI5SqZRtj6HBLokwBcpGo9FTmAVD+ARL6jYUl7otCiT1+FpwJfdhPYGHwfUeg4XDYa2srOiRRx6xLY5sT0GlEQ6Hdfr0aZ07d04f/ehH9ed//uf64z/+Y/3Lv/yLbt26ZUpkbAXcgm/lHfGd2KD/GbgN/4B98W/4SIqufBdkMvhRkvWL8f2vvOLBx1fwKsm1XxcQNaxnnhdBQK1W09TUlC5duqRIJKLvfve7+tSnPqVCoaBbt27plVde0dNPP63Pfe5zWltbUyKR0CuvvKJf+qVf0sHBge7cuWPKQrbkerKZ4rdX7UCeSbLfPz4+tlz17t27do90Oq2dnR3dvn27Z9sZOA8ynJ/x7uRX4BhULuBprzCROr5wampKt2/ftkbjYHXsmtxpZmbGDl3h38PhsB0dD2aAXCT2eT9EnB4aGlI2m7UxvHLliur1uhGv8Xhcc3NzOn/+vG3pKpVKpmjxai924zBGwWBQ6XRajUZDCwsLeuSRRxQOhy33OT7uHLRULBZ14n/3b8J+sUPfoPn4+NgOJEE5SozL5/NmT/v7+yqXy5qcnLSCGLjIb6NjXH0OTMxgyyHYk3lk3ZCDs9ZYWxTrmVMfq7nIZcjBKJKwtvhO+AKKPvV6Xc8888ybxom3hEIIByTpDY4WlQ8Lg4QKUMLke+LEB3SfjPH7nk0DlIdCIQuuSIZTqZQ5Op6TBBQyqFQq6fvf/74WFhY0NTVlzgvlQjabldTZ1va1r31Ny8vLmpubUzweN5WGl7PxvLyzB/VUO1EXMGYkBgBZb3y+QkdlBCBXrVYVCoU0PT1tRsj3IFHktCiOFpdkTGksFrOu5b7aQCBkUUvdPfCBQMC2BEodR3rjxg3t7+/r4sWLZrzBYFBPPfWUPvKRj1hQKJfLeu655/TYY49pa2vL7APWFxItl8vZfXxjSU5rYjGS6CDR9NuwpqenzT48aeglh9irl5n3b0mBNIJoAUwAKLGtg4MDzc3N9XSt574knBCC9XrdnDoqEy8VpKotdfvwsN+W5wKUDg0NaWdnxxw+7PP6+rpyuZxarZYWFhaUTCZNSinJ9sgSEAAOJI6oZOLxuCqVipaXl03hcHR0ZGA9HA5bwCHh9sm5X7eMH+o2AA2NBQHSyWTSngc79NUrr/5imyNOF4UT5J1XwZF0xWIx2xbKHIdCIWUyGfMrzB0BjWSR+fRVfZ7HkxP4GL7rnatzMW79hARkqtQ97pxky/8bBAjAzqtTsCF8p9/24T+DesD3EvPgDX8OCKGPDeADZRsVKxrC12o1xeNxXb16VTdu3NCpU6fspEG+G3ISVQ92y9/9+wGW/bYUf/WTSf57pN4jebm4/+DgoMWPWq1mwNgn2/ht4hgJFoUXT6J5IMx37O/vK5PJWCP669eva21tTXNzc+bfy+WyVXeJAVNTU/r4xz+ur371qzp9+rTNIxfrizHxZADvwHolTvlKG8UC+q2RtOGj/RY2xhLb5fdI+D1Yi0QiplCmOkiVGjk8VVJAIIoCbKlarfbYU7vdaYBKYQMwTkzkvSFgULO22+0e9RGqBdSV0Wi0JwmZmZnR6upqj70xrh4w+zEmRgUCAWUyGW1ublqVOp1O9zQGbbVa2tjYMB8LZvPqmuHh4Z5+Etgm9uiLLawX4ovvVYVP4HM+wWeu8P3YFnEdcgHb8QQ0z8Jzgwt80Q1MQwLMGmI8+T0wHfPIPd65OpdPClGBgx0giw4ODqwPKHHeK5vxYfh7kndszRcDwOvYAfPMPYkBYBCvVgST1+t1nTlzRsFgUC+99JKmp6fNZ+TzeSOCWJPf/e539Rd/8Rf6zne+o6tXr9ouBRJ1CFVfvCZe4lv5boqgUvfkS6/kxL9IskI0ccNvWWm1Wjp9+rT5Y1Tmx8fH2traUi6XMyW6JItT4Cj6L1HQLZfLtkZRYPGOFKyTyaSSyaQVkv/5n/9ZH/3oR/W1r31Nm5ub9vnPf/7zhq8SiYR+5Vd+RZ/73Of0rW99S9/+9rcNu0MqExtQTjIuzDuJPoezsH45ZRe1yOjoqF5//XXD6mBt/B8kHjmIV62SK/g+uaivuBf5X7vd1iOPPGJ91iDP+Q7Ik0QiYcQ+sarVamliYkL37t3rET944krqnt7nCRuKNahobt++rRMnTthOlv39fcXjcV24cEGlUsl2CpAbeIKJ8fTFchqQJ5NJPfHEE7p69arC4c7Jequrq1a4Pz7unKh14cIF3bhxQ1InrhGfWZM0d8c/1Go1bWxsGOdQLBYt/2i323rw4IHNhy/k4d+5N+vK5/SIV6ReXAq5y/8zBmClwcFBZbNZ7ezsGIHlt3uyBW9vb0+jo6M9pDNzQ+yBUyHv+1n5xFuCEAoEAgZEJNkgwU6yEADjsHNSdzsFTah9lQUggWFhDADa/ss3D4OA8Ew0BuJB1NDQkObm5lSr1bS8vKxTp07ZnvSRkRE9ePBA9+7d09LSkur1us6ePauJiYmenj2AQhwcVTnkyDiOSqViFQ0PbghaXsIqyZIgxXGdAAAgAElEQVRsD4Lor7G3t2cqpXQ6rYmJCTuGHLkdx7jevXvXgh7JOgol5PwkODR89UecM1YA/3K5bFuAbt++rc3NTUWjUQNKXq4O+cQi2dzc1Hve8x4D5l7iyjhwsg9KHgK5J4B80kO/KAIpJ8RAjvkKsR8D6Y0NrSFUIL0AwyRcXj7fbrdtoTcane1hyWSyp/pNnyaSjUqlYgsbMozEApDNv2HTgExJPesnEAhoc3PTiJ/R0VGl02lTc6VSKTvmfW5uzmzVjwFByyulBgc7JzvE43Gtra1pZWXFbI8+LOl0WoeHh8rlcjp58qSSyaRVJmDNAQH4AoIiTLpPKPz+WMAV2+mwP+bA+w5vXwAYr2Dz23+wN/ahU8ngOQiarE3emYtgz/oisDKmXmGBD2L74ztXVymBr2S8UWuw9ry83yfOfjsXY41P8rYLyU0ckWR26bdyeNUA94JA9mojrzAjscenUDEqFApqNptaXl7W4eGhTp8+bepA7zOIh4yHV77wM6nbtNCTVUi8SabxLRyuwLuR7LDlgcQGXwcxRdGA2M3axj955SSxiHXmlVMkxZAoxPRMJmME7O3bt7W+vq54PN5TlZZkQCwej6tWq+nhw4f69V//dX3lK19RuVxWIpHoUYbi6yg2+V4sfqzBCJ5cQNVSr9etyugBGBVvSeZvAPzMB/PuDypAteWTe4iKRqNhjThTqZQODg6Uz+dtmxoqRp5f6p6EiF/h5z4h9WpVfu6VECRPxKGdnR3F43HDQfw+2xRCoZA2NzfNFlKplDX+99VJxigWi1lsrFQqunr1qhXhAoHO9s1sNqtms6nFxUWtrKwYGYcNYjM+oUDF4LfdU9DxeAsbJBmmsMGcM4+emPPqab/NBVvGxsBRXh3M2vSyfebZj6lXAfI8/Dv4FrvnvTwufeeS4a5Go2F42SvYIWq82h2fQoET34mdQNB59bvfooGPx+8Xi8We9cUBHVIXj+CbWROlUkn37t1TKpWy9Tk/P69Lly4pk8noRz/6kY6OjvSrv/qrOnv2rP7+7/9e165dkyTbGg0uwy4pINOuQOpuZ5Zk8YjEEh/scZgnLCDU8I+pVErFYlFnz55VKpXS6dOndfbsWaXTaU1OTmpra8tw0/379/XCCy/o5s2b2tnZsXiGnyRJZn2GQp2+msVi0RJyChmsDXKpM2fO6Jvf/KY+8pGP6NatW4aVabvQbDat5cDh4aF+8IMf6Otf/7qi0agmJye1vr5u5B95Dd/BuPiiC6Q+hDxFIHq9UWCnQM2c4wvxW+AH1j225PMP36+VmOz72ULIPXjwwHK61157TRcuXLDibLVataPjmWPGIplM2nZdCEwKyYwhRKcviEvqiZM7Ozt6z3veY9h+aWlJoVBIuVxOhUJB6XRaV69e1blz53R4eKipqSktLS1pcnLSYhzjxFjMz8+rXq8rm83q+vXrmp+f197enra3t5VOp+3Ah3A4rHPnzimRSGhubk737t0zQo8x9sUDVJr+wANwE1gTvIh/JffwvADz6Ldhsmb6i9uoyMgzUP16ApWiQjgctpPN+CyHWYRCISNPsU1JPQV6Lp+P+Pznza63BCEEeUPyxt52KqlerofqAzCCkbLoceiQHlJ3C83BwUFPcyoMQpIBPQIFg8azhMPhnp/7ZN6rApAEhkIha9ZFop1KpcxgaEoIoJNkTGOz2TSgCqvJAuX3+qX//BtVW1/1ggn2BFI2m9UjjzyiQCCgK1eu6Jvf/KaWlpa0vr6uUCikixcv6uMf/7ii0aguXryo27dvW4d+HBpBh+SJ5DcejxsBBbjDoGlOR3NWgoLfrgYxwAKNRCKmKKlWq3rppZcMgParBFqtls27B/4QPuFwWNls1ipDkAkEZpJzv/XH91rAYUm9yReAMJFIGBjhebzzxO4gb46OjrS3t2enHKAIwL4mJiZ0fNw5zhHZPFUIgLavlrLtCxCL7QNivCIHgJLNZnuSFc+co0pbXl42iTWySwAE38U6Qb1WKBTseMeJiQlLTKhqpFIpHR8f68GDB6ZegGkncWNt8kxefQDLzjpFAQVpCmHr5dZe7t1ut83WCN6oq1qtljU1lTonlwGIeE4AFuQUwRbCgkQbZQjgPxKJ2LuMjIyoUqkYMQHYYG3TiP2dq3N5EpKqlO/rhc8hqadKhy0APLkAHswtQBd/TnwhWffkD37Cr7N+tQ1JHjYIWUp1p9HoNELe2dmx+AMRDjjDv/nqFOseO+rfeuKVDT4Rwga5+slWnt9L5rPZrB1vCokSiUQ0ODioJ554Qi+88IIODw+1tramsbExnTx50mIPCRL+gXkCzALsPWDxKqPJyUkdHBzo2rVrSiQS1hvGb8ctlUqKRqMGyIeHh1UsFvWZz3xGr7zyiqampnq2eqHAYY484GKsGGOvGGBdUh1k/JgXngkMwmcgpvHDAFN/EUOwGU9aQN5hv5OTkxodHdXa2lqPmnh3d9eqqZyqg7/xWzooEAB8/VZqvpf553NsU+MzFGgkGZBfXFzU3t6eSqWSJRFgJHAV4woOm5qa0rVr13T37l1TBeCz+RO7zWQyyufzPUScJ4Mg2VnX2Br4R+oeF08C5xMcP7/EecgfejgwVtiS345KouqrsPgfFFfEe54dtXo0GrXfk7qnOXl1EXaIL+LZsON3CgedC0KQ9UwBEIIFBQLrFvzJOvKkHHiN+MBnvGoUW0UBz+d4DohfSdbjh7nF5ij+gJ8oskajURUKBSuafvKTn1SxWNTt27e1srKi7e1tW7cUlD3mIE5K3V4vkEGsr2azaeu0X3GGH5dkB58cHx8b+Y5/WFxc1Cc/+UnVajV94xvf0NLSkj72sY8plUopFovpxRdf1Le+9S2dOHFCn/70p/Xss8/qX//1X3t6zJC/sSZRdYPnPfbifUdGRjQ8PKyzZ88qn8/rE5/4hNbW1rS5udlT8GEsIHTwU/l8Xp/61Kf06U9/Wt/+9rfNT+BfwA5+twNjyfpLJpMmHvDqQ/D66Oio5XuSTB0LyQKGwCaxN+ZtfHzclOv8Hn7P7wqhMBKJRJTL5XTq1CnlcjlNTEyoVCppenraGjgvLy9bnMEmcrmcrRmP64lNKDC5Wq2W9b2q1WrWk2d7e1srKyuWD5TLZdvWfXx8rF/8xV/USy+9pFQqpWazqWw2a+0oPIaSZKc/njt3Tj/+8Y/tUIBbt26pUChoaGjIci789auvvqrZ2VmzlWazaQV+xoxc3m8j8+sBG/CKaLa1gdsRbPh17ovQqNj5OzuWfA6yu7trO3bGxsaMvA2FQtrY2LCeQ+12W9PT00Y00iif/Jo58gd99AtkwFg/63pLEEJS7548n1x6g0fqzMth/ABcnK6vVpLweyeC+odAgNEDUjEUFjwVAJ8Q+gUMyYMEFWCayWR06tQpA/ncR9L/Yu9NY+M8z7vf/3C4DJdZOENyuIqUqNWSJdmOl8Sxszh20zZo0sBuTtAULboEbVLkHPQUzcn5UqDt2yUf3gLdmyZBA7iv0wR26iStaxuK7cS7LS9arIVaSIr7cHaOSA6HM+cD9bvmGsZJ+uIggYP6AQRJ5CzPc9/X+r/+13VbUEFlyle7JVlCjmFnLhCBAAZCqg+L5HMBzViLWq1mlTfomLt27dKxY8f04osvqrV166Spw4cP6+jRo4pEIorH43rjjTesunL99ddreXnZ7tcrGeuKsSA591Urgh8qxel02sArpuvDkuGEKBIbkOtAIKDh4WFNTU1pcHDQjteUGtkDXCi+b0UKBrem3BOoYZA9Td+fBNbS0mItXB7B95UKQACU3/cg07aBomJcSAyampoUj8ftCFwQ8NXVVfX09DSwr3C+rCEgnzdiBLN+3T3yDdDB+gBCclHRAoTj9QQdzc3NBvxBk/XJAVWYcrmsqakpa4MB8KXq0NTUZAEQVQjWi0AJQ4YRpCLLz1nP7ck29+E/Azvi2VSw0bAdPKNnE6GLgEQc1xwIBMxBFItFTU5OWvIGmwKHD2MMGfGtJH7YqaSGxJQ9fLtlbOvCdqJ/2ynt6Dt/E7DDFkMXWHs+j58RHGxvwcAnAPRjq5B9n0h7QM9Tqz2rqFKpmK/yACbzLgAV/HNtB1cAHHyy6GfeIL+sjw9oqRz7qhXvYx4AAP/w8LBOnz6tS5cuGZgubfnjZDKp8fFxfe9739Po6Kj6+/t1//332/sASGBToDuegu6LMwDVAMoAEydOnDA7CvBOMMYae71eWVnR5cuX9dGPflSPPPKIgRl+VgygPSAHa+MTdXw9cubXnvX2oID/HcCUVB94zt7ij0jQ0G/vV7YzhqR6ctra2qpYLKZ0Oq1arWatHxsbG1peXjafABjE+lM0oQCFHrAGvrgDkMJMBYoVJKmsn29dTKfTBoLDssNnsh5ermknoGjA0HAKBvg43zpNYcADvVLdblJ59UUKkn78Ffvki3s+2fIgkW9llGR+hHuguoveIwcw/3yrx8bGRsMBEwBW3d3d1qqyvLxs9orPQWaxObyf/WSd32YIbV0wuZEz4j6KSMQXMHzIH5h7CIjvmcQUANAl4kPkBGYJdsEz4j0A5LsMPPsL4IXTrgDdAQ/C4bDOnTun5557zo5Lx0b6WIbnoaAASIRNR9Y9Q5Y8x8sXfocCsCSztxSqaUNNJpP6yEc+oj/6oz/S7/7u7+qjH/2oLly4oAcffFBf/epXVSwW9elPf1pdXV06deqU/uEf/kFf+tKXdP78eb344ot2ciDFQmwI+8ceeOaiZ8phhx555BHdfffdWlhYMLvFHqNP6Pbm5qYWFxf17W9/W3//93+vlZUVPfTQQ6ZPno3jmY34Bg8Uw0SCbeLnJeGbfJEKH4Bcepnkj5dL4knv52kP5rWe+Q/xobm5WWPXTp0k9kGOQ6GQMpmMxR0MZ8ZOeYaxb5HC/vFs+NT5+Xl1dHSor69PV65cUSwW0+LiotnTYDCo+fl5xeNxLS4uKpFIaHZ21trN8IEUyf2cwkQioampKe3YsUOhUEhnzpyx1udqtaqlpSVtbm6qp6dHa2trWllZMWCFYivjWMhV0FsP4lOw2M6W9TE7MsC/WSNf9JXqLea+wMXJZOjhxsaGkSdisZhSqZQCgYANA49EIiZP6+vrmpmZscIBp+nRfoluQn7wOANxDL7ph/mJtwQgRJUKFJ/AiAUFxPFBIAErVTBQeoJxTiRqbm62tikCHiq0gC4+6CKhZNEQePr3EELe61uWCGS9AeB+ATUwHASeoMMg2MwjYZYMyYJXRBBIf7++ZWB7FZIEprV1a2BpLBbTN77xDc3MzGh8fFzRaNROtgK5PnbsmIEzr776qn7pl35JPT09BgSRVJDs8D2SbL88KETCxWDpjo4OC/Q9/ZPTwpiRI9XbNQAwVlZWGton+B3MGwwbqDHPwb/b2tqsDxqFLZVKDW0OrKenpfoAEmCCgLFardr30OogyYAgmChSvYXEB5+AavTBYjgJeJF1AAcAEl8Z9YkOrAUfiCA3PjkgcCJoIOEA7IC1hdEmqSFx9A4TI4k+kbgAwEYiEQNofUsKQ4AJ1n11FKfjgTFex/eyrjgSEHhfzfb0f+SExJI1ART2lRcPxAEWIi++1zocDjccg0lwCEhZKpXMXvgqAXrB85CYIh84qLev+l74IBjbgPxLMn0CjIC94wF5Lg8acm0HX5i3xs/4PvSOajTy5qtO6ClgoGdXpNNpY2+Q8PnWEgI4/JafL+ZbKpnLJdWTfNbJg1IEdQQZJP58PmBXc3OzgbYXLlzQ5OSk4vG42UB859rams6fP28B1+23364nnnhCp0+fVm9vr9lW1hiaO/fG88DM9EfONjc3GzgwMTGhZDJp6806SfW5XjwjydDi4qJuvfVWXbhwQe9973st8CYw5L3YRZ6byqtnngAc+QCQGMUXcKhocw/YI/wkNhG2GgUJdJ/gnvvid8gD8wII6KnsdnV1KZPJmLyRSPlCC7LOc3Phf33RyYNjoVBIMzMz6u3tVSaTsaPsAWq432q1akF6qVRqeFYPyGO/8R/T09MqFouKx+OW0HrQwxfBOjo6DDzyMRZrhZxtZwH5ohHJIzbeA074CZ8M4lv8vCeSZRI/mIq+jQDWhbfxnExHjOfnQeBjPVgIo9UfR8yzeKYdsc3b19ZFguVPBgIE9Um9t7OsKzEWsZ0vJKFX7JdnGVardTY6PkCqg8l+3zzTE2Ce3MaD9RysQ7sPz7GxsWF6RvzpBwEDpPoTZ2GteRYsMuhjf37vgStpq8hLixkJdCgU0pEjRzQ4OKgvfvGL+vjHP67HHntMU1NT1s4C8Lu2tqYPf/jDWllZ0aFDh3T//ffrYx/7mKampmyOkS/Acj+AV95Po++hUEjhcFijo6OSpJtuukmXL1+24kulUrExG9h5bCq2/OTJk/rkJz9p3RusI2tB8Ra/5YvAxKYAQr7Aj49BvrZ3C1AMlxoH/PP/SqWiWCymXC5n9oDvQDa52EeeeXl5WdJWDNnT06Prr79es7Oz2rlzp0qlkrq7uxUKbZ1kWqlUjIGF7cWWkhvDKoVBR57qAc1IJKJQKKQLFy5oZGTEir34L1ijTU1NunjxonU+tLa2WjGDe5Zk6xuJRBSNRvXqq6/q5ptv1oULF2wkiT8hm2IaQCI5DjE1n+v9c6FQsDXz7FKeybMLkUfvW/A97LFUxw3wI55hxozA1tZW842FQkFDQ0N2aloikdDc3Jz5AV8A8vo6Nzdn/t0XpogDwUN4Fp7PM7ze7HpLZBqefUFiyENClfbINAASAS9Ci7HGWfsAAYePIHsF5DW+vYQghiAC4IYgwCdyJIkICQwZFKxarR9Dvb0yQPDQ1NRkA4s9o4P38JrNzc2G4xY9uEQg4xNzz1wh4Hjssce0srKinTt3mpGDNcJz33bbbeZslpaWdP78eb3rXe8ygSMR9kgkgRpsKgJcnCOzVwD32FeCp1wu17DfGCQCZvY8FApZhdQDPyQf6XTamB8Yd5Ir9gxFhrpO/7Jn1LCefm4AwaBnIgFi0MeLcnNfBMCSGhJU2Avb2Tebm5sN7UcEz1DOw+GwPQf7hcNiLwgW+T4CIsAZ2sTYMwANSUZT7O7uNkezsrJirAmSHWSU++R5/WBADBVJ5Pr61oBUgiiqxDhV5IhnQX/S6bQFMfwcWYR5AAhA8C7JnhvZIJD2rRkEeiTLPmgg0WMtsC3cVyqVsgTbzwvyVQaqO/5kA+6RAI+gnnVBh7FNb191VqYHGXy7x+Zm/YQonLwPbvyJE77NAxnwNhY9h4ZNYlgqlexoUxww/sfrWigUMvvn75V7gf2Cz4IuLDXOoiIw9/e3PVhjDahSUS30gSngIr6A78dPcv/hcFgdHR3q7u7WN77xDbW3tyuZTNraQv1Gh86dO6eenh4VCgWtra3p937v93Tffffp6NGjZreKxaI6OzsN9KFty/tSElvkH527dOmSHdAAy4b79216rAvrQJWwWCxqaWlJ4+PjBsrgT30bE2AVBQUqjP4CpCVB8/MN8QkEibCC/Iwg337i75XnwZei74ALfCbFIGIS7DBgDnMIKG4gGxSpSJJ5fhIRAlVfGEHfksmkLl++3JCk+SIOiYvXN4oJHpSh4EGQiuxCfSdphAXu/SyJbi6XM0DPs3X5bvYC24ntR5/YD68DyA2vg5nh2RM+XuCZsQf8Hz/s2RRra2vGqiKmJS6k6g9IubKyos7OTmvRRh48Q55CHzGuL4ZsB7X/O1/oWa1Ws7ZvQHhvg9B9X7XntcivLzb4djI/RJgiqgdQSKI9EOWTds9C9cXwpqb6oQUwSblfYi/iMXTIg9PIrCT7jKamJptFiE56hppvicJPYJ+IgTKZjBW4iOE48enFF1/Uzp079Z//+Z9mn3t7e03319fX9cd//MdWpP+t3/otzc/P6zOf+Yz+6Z/+ydgpDLX3oL1Uj+E8M9fnYL29vXryySd1880369y5cw2D89lvGH08N3uVy+U0OzurG264QePj43rttdfMP2M3iNMoHGBv8GG+lZPZocViUZFIxIBrbAzygw3mveRrxMidnZ0Np2jhK7zt4v48oA/YvLy8rPb2dr3yyisKBoPW9t3W1qZ8Pq/l5WXlcjlFo1EtLS1Z/kQBGDICNp0uEjoAfA7b1NSk6667TqlUyvZfqp8S3NzcrFgsZqAkYAynoHlwFKYQxV5kEPCGFivuobm52boP4vG4dXvkcjm7d0BE/ycYDBrDjv1gD6T6Ceb+Iq4in0euPGPTt7xhS/BXgJjEe8FgfZD6jh07VCgUrA0uEoloYWHByAPFYtFm53mSAvpMoZD15tlZW+KOH5VL/MhMIxAIjAQCgScCgcCZQCBwOhAI/J/Xfh4PBAKPBwKBiWt/d7v3fC4QCFwIBALnAoHAz/yo72BhfGWsuXlrmLJnlPA7gl4CABaFiifsERYFI0C1BZCEQA7QYm1trQFRBuHzsykIGnDYHgXc2NiwCfJUoEAm2ViSSr6bpAPUF0UneOWzeHacE2wJH/RwqoAXQBJzKrb//u//rlQqpUgkYkOkGdRJHyMBJ4BYKBTS0tJSw5A89ohEBQYEwBrrh/IS7OHQeH4Uj9NVuru7bYaGr2QSyBIoTkxMGNBC0ESgTXXbV3pgdOHki8Wirl69aqceoHSgslL9JJXV1dWGyf4+SPffzVoTmFNJAeQgeUReqMT7WTzcazQa1eDgoPr7+5VMJs3Y0C9LwOPnFRBo+IABkKK9vV2xWEydnZ3q6OhQJpOxpCISiZgMAbx2d3cb2AkCj66yd9BN+QwvC83NW/OU4vG4NjY2lEqlzOFkMhnT2/X1raMekQnAKNovi8Wi1tfXFY1GGxI0wDMYb9x7d3e3uru7G5zBNZtkTtgnkdgZAj722VcCSTCRkc3NTeVyOXNOtVpNPT09ktQA8Hp5Z2YWQTxJIqdM+TlW0IlZTw8+vlWvn5SfICiiekPA4BNSgiypfrKDd4TIsK+2IQ/e4Up1QNJXJ/k99hW58Qk9sradfeCTDWzR9iSRoI/n8oAP7/UtLZ4VwnoEg0GzNwRpnsGwPQhC/tva2hSNRvXyyy8bgE+xIhgMWlKODuEPW1tbNTU1pUOHDimRSCiVShlDywM5nhVJkcUHxvgMgKnLly/bWuBbaFXG3vEez9Bjj0iKfLJDqzlyhAxgD/ATPpgj6fIMRr6fdXwzubkm5xZjeBDCg8HsF77TtwNsTywpYFA5Jv4hToIlgA4ghwTfHpQhOeQzABEJXkn+mBOEvPIMMKTxxfl8vqFQwJ4RL7AeJErEdR5k9LOD+B6YyD55JU7Cb/piH3ET64mc+TYb4hdiA58A+zYR7IKXeQ8M+STAvxa/wZHJxCPImweiuS/AO9bM2ybWzRe5PJPtp+H6SfgJdLalpaVhfk6lUrEZPp2dncaMkRpZQui9Z+gClhK/SfXWJc/+Q9b4PkBjchL2TqqzCLq6uqy9idgbmSJ29Ax1WN3YbF6HfSHuIdYAyOH7YE14Zvf2ghg+guIYwKMkO0J8eHhYjz/+uA4cOKCZmRktLy8rlUpZ7FYoFJTP51WrbZ0UxUm4zz33nD72sY/p1KlT2rdvnwEnjMFA51g3Ylrsu5//OTg4qEQiYSAS8ePm5mYDiwQgA0YfrXjsN0VUfHV7e7u17GHTPJiGbiNvxHqeEenXrlKpWCwIeE9hx9tUfsfrYIH6wg4MMj+KhEOVNjY2rF3Od0FcuXJFp06dsj8wFa9cuWJxPkwz1on79e3O3s6EQiHrimBswvDwsAHZHlClEB0Oh9Xd3W22FfCLwgazCSn+cp8888DAgOUD2MWrV68ai3dtbc2AoUAg0KBb3h5Q4GaP8P0wVdGnHTt2WFsbrDv2mfeRk2ITsOvEPN7vYc+RHcDgtbU1HTx40DACn28ipwDDGxsbNkO3UCgoEok0MOVhnRNzoP++uPCDrv9K6bki6f+u1WoHJN0m6dOBQOA6Sf+PpGO1Wm2PpGPX/q9rv/s/JB2U9EFJfxcIBIJv+snXLgIcEl0feAF6kJAR5ABYsBAoPEkuARSGjOR4YGDAktnu7m4zQCg8zBKCDqoBvjpDW5NP1LgXAhAqrzgdqtrcG9VlHzRhBHxlSJL1ELKx/uQogiLQxe0BH0yO1tZWO8kmmUxaJYE/CHFHR0fDPAtJikajisVimpqasqBF2nKytJt1dXWZEVlfXzfhRfEIMjFaBN0gwwTdVHVyuZwZSgLuzs5OJRIJdXd3W3CKYvp1ITnje3CorBX/pyIHKMP6s2c4AowAzt+vL0YSRS4Wi1bBo5WD+/LOnTk0sIlQ0nA4rHA4bGwmgtxwOKxEItHAZvPJEMYjk8kok8lYEINxL5fLymazNhS2WCwaEEZCyj54sAq5npyctGquD5yWl5dVKBQsWOIeL1++rPX1raNdI5GIhoaGrH+ZZ/K6mcvlTI58qwOOk3tkiCD3xdrEYjENDw+rp6dH3d3dBrQAznmWHfu4vr5uQQvVONbdV3Cl+qkBVBeQCc+Y6+joMADbt4YlEgnFYjGzK4uLi1bx2NjYUC6Xs/uC4cRrpTqN9i1+/dj9hCSznR4M8NUykjHv5EnGqNpvfy3rzH4zQNavu6+IUY3zyainHBM4Youw2/gA7KqvWCGTkr4P3EBPPEMRO8rn8nm+isiz+4SS7/bzbVgnjm89c+aMLly4oNHRUUtEWA90Dn0kSMJub2xs6PDhw1pYWLA98OAISYwHZj0DA9/n/bx/NoJ3EmIfL9BG58FdbI2nw1PUYP0InvgO1o7Eg2cGVOE+SAIJ7LFT7LMHIWHuAKxRGPKgHwna+vp6QxtQtVq1eAGbglwgo9hTmEkeBPXrRcIpbVWrI5GI2W5/3+Vy2doa+vv7GxJH5J09Bcy4evWqcrmc3QvzB7mIqZDlUqmk0dFR80E+diORkWQV4IWFBfPTHpzintFtEmt+x8/YaxhAKysrDYAhcsg6efMZqLMAACAASURBVP+J7PJ7/ABAAt/jAfxqtWoDjDk9lBjVg43EYrSIhEJbQ9G5H4AG35bKe3nu7fL2Fr5+IvkExaXtAIm3G77FnJZR/Mt2efCsNBLWaDSqkZERK/hwKqQksy/oEPoCywQ9kup2HZ31xUzej+zxNzYPEBPZwK5SbJbqjNjtoILPH7CV3B9zHbcXGdratk6P3bNnj7797W9r//79euyxx5TJZBp0gPgfVl4mk7FxG5cvX1Yul9O//uu/av/+/fZ8gUDAWBDYI88CBRgCMMH+1Wo1Y1+juxQVyW04aRK7jd3s6OhQOp1WOp1usMerq6tW3CfW4/u9n0BeOHmX4dE8twcWyVWwCzy3b+3BtgCyl0olm8eGr8GHA7pt92HkL8FgUOl0WktLSxbfptNpBQIBFQoFK9KyVhQo6BSgmAM4gk/03Q6lUknZbFbxeFxjY2O2X5Is/oaZtHPnTouXRkdHFYvFtL6+rmw221DEa27eOkELeUqlUrrrrrtMLzk4gdwf+9nf32+n3VWrVRst4ostsHr4LsgH7e3tikQiCgaDSiaTGh0d1Tve8Q7t27dPO3fuVDKZVCKRsO8EbPUxHOtCQQH5RPfw+dfsmuUkGxsbmp2d1dramnbu3Km2tjb19PQoHo9b7oIPk6SDBw8aS31kZMRyFmwde4k8YQchuxA/vNn1I1vGarXavKT5a/8uBgKBM5KGJH1Y0nuvvewrkp6U9NlrP/9qrVZbl3Q5EAhckHSLpOd+2PcgKAg8wVFXV5eBK5IMCfYBulSf2eGPykVQ6HclOYzH41pdXW0AENgsHwBiIOgF5+K1vrpJWwE0dE9rI8EggEEg/MwW7pmAj88FXJDqA4J9ACzJEEMveBgPkuVUKqXz58+rr6+vYWgzRpN15DSlwDWmDW0s0WjUvosTrtbX17/v1ATAGCiVJGe8BuopiuophvyMYXUgv75qSrvBdto21d5gMKhYLGYziEiccBYE9tfkuQE9JQj37VeAGABFBL782z8Ln8l3sk7IZ+Aag42TrCQ1JFy0SSJXzB8ClGTPYP1gzJFt2i5w9twf342xxjH6QGdgYMCqK8gx/csc6Ugl27MYON0HoOjSpUs2D6Fc3hp+RrLIMzU1NVn726VLlwyUk+qVHGmrEuVZfMFg0OYNdXd32zqwljMzM9ZS19/fr3K5rHw+b0mWVG/7QDbQK1/VYd+9XfKVYHQL4LJQKNiRqxhhkolKZesUKYKQUqmk3t5ek4lgMNgw8JBgDn3hud/q10/KT5BwEzTjC9Ah1p0ZC7AQSIJhg/FZUp1FBCiCzpDYooM4el/98fMkCPr8fnm7iD4D6DLPDNvk+/P5foI85I+kxQMPyIyvNHrWCvdDIu+fn+/s6emxSu2JEycM4Oc0NPSB70R/kE8o8qurqxoZGdELL7xg9gbwtlQqWcWcNSfgYd3wb9gpGEnoBH6ZWAE2JAMYPa0fOQDkY44fz+xp6SQ+BHu8Ph6PG1DMa3lm7LJnBvjqP34Ym+MBOsAbkno+k8Qfe857JJlc4FNIHmq1mrHVCBRZI2SQ10r1mXxevpAVz+hCPkOhkHbs2GEFD1oveG589cLCgiQZEwLd9OwZnxylUiklk0nt2LHDfB6VU+wfOjMzM2NxHL4S4J4kBd8BIOT9g29lp52CxIcZJp557tl0rL8PptE/bISXR54XuabNFJYt60Wl3Ccnq6urZrdIrtlD1hZA2jNYfaHmrXz9JPyEt4HIG0BAOBy29gpABgAA4h7sCfuAvaLlqaOjQ9Fo1A792LVrl3K5nIE3pVLJWj9oD0G/iR0AWCVZ0gi7AN0qlUrW5rkdLPIFVGJaPzeIGFSS/RubTdzBOnmWAoUDitXetpTLZQ0NDWnPnj2am5vTBz7wAZ09e9ZGN6Bnnh1IDgQjJ5vNqq+vT+l0Wi+//LJ+/dd/3dpUAWHYKw+ase4walircrmsrq4ujY6OKp1Om98kvsWOYI9yuZytabVatSHEqVTKirT4QXJM31ZH3of9iUQipvPkBZIa2j8p/kFi8LKH78EX+WIL9gT95vfYIM9+LJVKxloCMJfqrbkeACSHoi0aH4B/xX6vrKzYIQUUSH0eiy9fXFxUOBxWNBrV8ePH1dvbq+uuu07T09NaW1szNl6hUNDMzIwOHz6scrlshVGARkkNzBvyuampKe3fv18vvviihoeH1dXVpZmZGdOZ1tZW7dq1S4VCQQMDA1pZWdHs7KwVsIjNiO15Hz6ppWWr7ZDTSMlzjh8/bqezHTp0SBsbG5qfnzfAHoYOuuRJKD5eRBa9LfFFB2nLtywvL2vPnj0m5wMDA9bySN6Jfs3Pz2tgYEDNzVunkWEzYGV72cIGoJc+595+/W/NEAoEAmOSbpD0gqTkNeOuWq02HwgE+q69bEjS8+5tM9d+9gMvqkMIhQc1stmsGUICPQJjXw31MzgYfIgAhMNhBQIBTU9Pq1AoGI1s165dGh4eVjab1dzcnNLpdMMRkRg0TwPEWKLYBNvMfkEo2HAcOEEXhhNj7AEvFI3PJBBlLSRZ8siFsSNwQKnL5a3TnbhPHBMgEIbHBykELxgoqGsYno2NDWWzWYVCIUsSPBXVv48kwVe4qtWtmTG+OsyFUdrY2DopJRgMWjsSKCezmVpaWrSwsKB4PN4A+IGCExQSiNOSA0iH4w8Gt3prQb95rnw+r1KpZAg8FWAMamtrq/L5fINz5vNwYj5hxQB59g0BJ7+nakgrFM8MdZLWDElWhSDAYB4TgT5VUOQEFBoDiSxmMhlduHDBqjR9fX0ql8vK5XLKZDJKp9PWSwzrDaDPs+RgaKyvr6u/v9/A1lQqpb6+PjU1bZ2kJtUpkrSKoScEQpKMRQSohQzBtqGVT5IBnbOzs1YlovXx8OHDikQiSqVStm4YSp6JCg1G3VdjqejCBPIBnVRvsVtfX9err75q7Cb0nqQ0m81qeXlZ8Xhcvb29DdRlX0FAltEPdPqnARDy14/TT7Bm7JUkk2uScypCnu1ApYpk2rcC0FLD3gKKAxKQJOTzeXV3d5tusf+rq6sKh8MW+PEzXzHyVVCCFH6PPHngAV0mIeZ1JDnIK37EJzQEVdgMQBfeB+gB8E+g193drSeffNLkGN8DQ6Ojo8MKHyQifuC2nz2AnhFY4xt8ECTJfkeQRKKDrwesWl1dNd/hQVr2GF9MqxPyAfUfu+8TqGKxaPKA7SbgXVtbs+/Db7KO+E8o7tgwQB7unT0EAAhcYwwjp+yHny3As2Mj/CwiXwnG7rPOVOPxo9gtD/zQXgBrk+RLqgMOfpYToFhbW5t27NihpaUlNTc3G0gXi8WUz+et6sz+8jd/fBGipWXrGGKSpWw2q0OHDunChQvmT3hfKBQywD2VSmloaMjWmbiMPSapxG/E43FVq1UDKWEvZbNZK0b09vYqEAhofn7e5nXgy1hjgGL0h5+j055Fityxn8hBLpezBIpBrqyLB8IWFxdNJxj86lsavO5gS7Bf3o78tFw/Lj+B/GBTPIjtCz9NTU1ms6X6aaK+iLa2tmZdBejN4OCgAoGAjh8/rv7+fi0uLioYDOr222/Xhz70IaXTaT333HM6f/68FSclGTACIEOM6FlI/nspgmJPfQEPu0rijy4gDzwz9tWzfWC78B34IQ8aezYRRYvBwUFFIhH19/fr0UcfNSBMqhc8KfhhX2AKSdLi4qKNLWDw8XZWrAexpHpbHbmd1wVvczs7O3Xx4kVFo1ED4zzIn8lkDOhoaWmx4gAtSzDmAfmREeJS/C0FR/wQhRBGPOzevdtiwFgspqWlJaXTac3MzCiTyahUKjUAVP75ielhPLGXPC8+zBerPKiBb/AgP4AJYBX5CXkS+Qw+DfJCoVBQNBptKOjDYsW34AtisZjm5uY0ODioO++8U88//7zK5bIOHz6sXC6npaUlK/zu2bPHun3a2tpsbhR+F6AN1mkqlTLf39fXp1wuZwBQtVq1lqmFhQUtLS3pPe95j44fP27x88bG1illuVzOYno/466np0exWMxGW5w6dUrXXXedDh8+bOuXyWR05coVBQIBjY2NGZCGHktqwC6QX0+U4PQ8P7MR+01RI5PJaGlpST09PWpqatLCwoIV5YkJIpGI8vm87rjjDuXzeb366qsNDF/iCUnfV5xAH9CxN7v+y4BQIBDokvSgpP+rVqsVfojzebNffF/pIhAIfFLSJyUZPdFT7zF0zLSR6rMfcMgg3hg7jC2JKxXOy5cva2FhwapLKysrqlarev3117W2tqb3vOc92rt3r4LBraPxPKLuWUMYCtpBMMCeLs59shEejccwE9z5hM//2yN8lUql4bQKQAkCf+a1eIfHOqTTaXV2dqq1tdWG8nZ0dNjQTAya1HhKCoGMJGM9hEIhXblyxWbiAHaQkBDMb28rCATqp2Sg8K2trdqxY4eduiHJqOAE0YAkOGJf3YxGo9Zv7AWc+yoWi7b/lUrFXkulmDa30dFRra2taXFx0YCUAwcOqK2tTWfOnLHBZCQIfIavPrJnUBSRQ6lx8rx3dBg/jKKX76amJktU/Il1zHDwpwv5lgf/3YAu/js42hM2HIYrEAjopZdeUrlc1s6dOy0JwvASjFCN5XMByjBorB/0RGYFffe731U8HtfOnTt15MgRZbNZTUxM2PG6tC96iiNHW7OGnnmGob169aouXbqk5eVltbW16eDBg5JkQPDq6qqefvpp7dmzx/ptkSUun7ShA96Qsw84QklWVSqXy4pGoxoaGtLq6qoNbWSI5dTUlM1rAqDCDuBkkV8/vwLb5UHEn6ZA/8fpJ5hrhb4RHAJ8EATiGJEddM8DI/wbh16tVo1N5itzwWBQIyMjKpfLmpqa0uzsrOLxuM3yInH2NsqzBvz+bQdMsJncIzadoMufKMUz8F4+czt7gYSazycp8K8h8eG90WhU8XhcuVzOTpRCXwggPVuRQDYcDlthAOAtFotpdnbWQBjW0rN6uRe+3wdHBOdUaQGeCYi5D8+m8u0YgPPsC8AbIBD3zn2xhp5Fha0D3CCOuHTpklpaWtTd3a1isaiJiQklEgmLX9hP9BdZ8y1QfJdnn/n5PgCavjjkYx4PClKR9+Cef15iDtaYGMLbNM+QgrFFwY0W+UqlYkNfYUdcuXKlAYwg9oGhgFwTx3n2EeBQoVAw9ldfX58xIrLZrDKZjBUDq9WtU6OIK5ArwHNiQM8cJNZJp9PKZrNaWFiw+/c2pL29Xdddd51OnTqlTCZj8+d8hReQDBmmtc2DaTwzLDj2E5mFkYAeh8NhixsBgjmJB38FOEVM5WNIihnIA/bsp+X6cfoJqV54wv4RJ1LcRUakejuqB+0BsGGV0KqUSCR08eJFHTp0SPv27VO1WrX5nL29vUqlUnrsscd07733qqurS6+88orFfMRx2BpAXQ8gY1dhLWGvKUZjB9EtX2iW1OD/AIZhciBvvkiNnHZ2dpqc+dYWZAo96+np0eTkpG6++WZNTEwY85uElbYVqQ4S0ZFBrFqr1bRr1y4dOXJECwsLljD7wpcHYdA14jKfqA8PD6tUKtkJjOwjdpu2VdiNANLr6+vq6+tTpVJRb2+vwuGwtbuyLhQe8MesLe1M5XJZ3d3dGhoa0uDgoG655RZVKhU9++yzWl9f19LSkj74wQ9q586devDBB3Xu3Dml02krLlHgRl75N3vAukoycJgCPbYAX0asz1pRFCJ/hUlLnkiMQHGIXJfvYEYPskYxzXdX4O9h1AAifeADH1B7e7uefvppBQJbh/zA2MfnM76EeNf7SGQIpm6pVFI+n1d/f7+6u7t18eJFVatVffCDH9SVK1f0wgsvKBQKaWBgQKdOnVIqlfq+ggsMNWQd2xwOh5VMJjUxMaGNjQ3dfffdWlxc1De+8Q17/mg0qmQyqcHBQT333HM6cOCAZmdnrVDhix5Svc0dkBP7zBp6HeF9kUhE2WxWV65c0cLCgrXF9fT0aGVlRfv27TNfxrwuQFLPKuRwG0BDZIz4jFjrB13/JUAoEAi0aMt4/0utVnvo2o8XA4HAwDU0f0DS0rWfz0gacW8fljS3/TNrtdoXJH1BkoaGhmoYHIJqHgiACDTYO0AU1FdJQYHpe0ylUmpra7OjCQncKpWKoYJnz57V8ePHdc8992j//v2ampoyp8D3EUz5nn1Ped/O0vHKzO8JCjA4OH0fvHNv/pl9jz0GjiojFEV6Iz1azL3DjACoYGYJLTw++AM59+1iMCSmpqY0PDxsFQbuF+AGtgMVdxQFYAMKOIg9+yvJnDVOxFfiAKpwnpKUTqcbjneX6j2tPlDk3zgJTj84c+aMvvzlLysQCNiA7VAopAceeEDlcllHjhzRkSNHFIlEVCwWlclkzJmzLiRNPuFjHZEdKpgM14OtBCiAccJpQS1HBuhP5rn9+uIQuBdYVZ5VJ6nBGMCGgYpI++Dm5qb1K28ffsdzbW/zoDLjWU/cM89CIH3q1Ck98sgj6u7utgSKU9nYJ3QL+SR5otpKcnDlyhVls1lJ0sDAgPUBc28YethB5XJZo6OjymazBlRJ9VN8/DwYgnZPHyf5AMzxLZfIMLpForF79+4GJJ59ROcBtQDZsBs+iWJtsCtv9evH7Sd27NhRQ5dheOAfsDHbk2uCHf72rRokBMwn8UwQAqjW1lZLJvfv36+jR4/q2Wef1alTpzQ+Pm7f55kqXMgVCeN2lgeJgK/+E/TzGs8Y84AR9+3ZGNhCvgPgByABQKqzs9NYeASWiURCjz76qFpaWpRIJKyy68EoSQ1BMoksAPDQ0JAmJyd18uRJ3XXXXWbbuQAEpPpx59gpqt+sf6FQ0K5du9Tf36+JiYmGuXHoKsCPr7RT8Onv71elUrHB9n6tSQA9SEWgFAqFjF3S3t6u+fl5K4QEAgENDQ0plUqpv79fH/3oR/XMM8/YEE8Yv4DkrDHJDcEa/sK3x5GgEswT4wAoYDOoJhIse+ATFizP6NvNuQf+jSwht3wPvgmZpGADCIceJZNJ+0zPut1edSbYb21tNRuNvatUKnagAHsAu+DKlSsaGBiwlhD/Gq8j+Ax80ubmpnp6etTf36/p6Wm98soram9vV09Pj/le/Cf0+tXVVe3du1dra2uamJiwai4MUR9Ab/cXfD8nhRET4Q95Zt9WChueGArfjT6RGPIZJMaeFcd9+HjypwUQ+nH7iaamphrgKwU0dNvHbsSkrCFJv2813NzctKRXkp3+euLEiYahvU1NTZqYmFBPT4+uu+46Y6J96lOf0te//nXlcrmGgwcAejhswq2NsUiwTZ49ic6S2Et1BqqfmYYskMTjb9BpL8f4J3wI4MC1tTSbX6lUtGvXLj300EM6evSozp8/b7YSOyLVga5araZoNGpxDnbx0KFDeuaZZ/SJT3xCf/iHf2g5nLSlXwBYMGmIfwBDsTvNzc2amZnRu971Lh07dkx33nmnJicnFQgErFBBLMmhNuhee3u7MpmMDhw4oHK5rNnZWU1NTZlMSPVj22nZgRHL2o2NjWloaEgtLS06duyYjhw5Yix52B0TExNaWVnRyZMntWfPHu3cuVOpVEpnz561uB4/CHgAIATI49fHEyaw48gv8atUZ5Vjf/AF7DcsaM9o9ewcABkYlsgGNgtwx3fFtLS0aHl5WYODgwoGg+ru7rbCyOrqqsrlsjKZjBUC8AvsD+2c1/TZcvBabWsUBbOGqtWqRkdH1dy8dXrZjh07VKlUjMWDbqFXvjBObtbS0qK9e/dq9+7dev7553XDDTcol8vp6aefVjabNd/b0tKi2dlZzc/Pa3p6WqOjo7p48aLN7mltbVUqlWogJviDl5B5ZNbHhz6OovUMkofHKYLBoJ577jnbU8/S5R799yAPYBSSzC//qFziRwJCgS0L9iVJZ2q12v90v/qmpF+V9OfX/n7Y/fx/BQKB/ylpUNIeSS/+iO+wNhlow9spWNVq1RIAFhZlItBkUHCpVNIbb7yhubk5O1rds308Qo/zbm5u1rFjx3TbbbcpHo8rnU5b1RcnjRHmnlhcn7T5yjCK5INyqhAgrXwe/0fhMNpsZEtLiwkACRFUcKl+BB2JDEn0+vrWKSFQV0FLfQsTjCRJRoeE6RAIBNTf36+zZ8+aY/TD6AKBgCUWfAbPDv1Qqh8jyGevra0Z5dTPWADkaGlpsUocQE88Hld/f7/m5uYsYPUVdqneu8v6oVyhUMjAkjNnziiTyWjXrl3GRkH2duzYobm5OaVSKZ06dUr79+830K1cLhvK65lDgHPsv6/ioeAEGblcTpFIxCbDg8a3tLTYHB2Mw/r61nBuUGIYDL46yDMjgwylxGgnk0lJspPxkB/ok+Vy2aqVsBFwisiKD0YANqnmE4zgVAjCqOR4Cuv4+Li1eyGfPA8tLwQtJMC+isZwwFQqpc3NTUWjUUPcafdEH0hAmpqaNDMzo3w+r5GREWP9+KSsUCiYngNaQqcGJMDREND7Ci4UX/SdygD6QKUhEolYKwqG3O8lyZYPVHFkb/XrJ+EnPL0Wm46cvNmcFw/UwhJk7+lpL5fLdkwtfgTQFdtMhYwiwl133aWHHnpI09PTNlSUfadVjSKCZ1LiswCr0EVfjSRR8QkuwDJ65BM/n3wSLPrCgFT3oT6R8Mwoghk/hwWQhe/gbwJ/EnUCypaWFu3atUtf+tKXLPlmPSSZjcAv+KAeO+/tYa1W08LCgrE3SIixDzw37/V2MRQKaWxsTN/5znd06NChBsYU8sK+YttYm0gkop6eHs3OzurcuXMqlUrq7u42ajvJTaVS0ezsrI4cOaJyuazJyUk7sXJ8fNz2nkQCXef7sCmsq49pCLR94Qh5kbaSPE47pNrogUb2FB/g27V4fnwW/yf49kwT5NRXoiVZi7JnFwEmefnwgDt755nW7JefXcJMwoGBAbPFyA/PKNULhnwOMROnfNZqNZ0/f16SrM0TgI5kBhbIxsbWYP/29nYdPnxYjz32mPlGdAogC79OjOMZGoCUAMm+4k/850cjAOh6MI5nldTA+sDvIhdSfSg+r/lhld+3yvWT8BNSYzu3B8x9kkjbIraAZJ9ErbOzUz09PZqamlJra6tuuukmPfXUUxZLk3t4wKJYLFpLzN69e3XhwgW9973v1VNPPfV9Q+q9XQZc9J9JERcbit2C1SHVE2fkE6YF/g+75+2tH2jsQWHWiCSe+Mn7IBiIFKNhzHV0dDS0yRNjkrgSM7a2tupnf/Zn9dd//dc6evSo5ubmbH/IIdBrWJ++NZj7gLlRq9V0+fJljYyM2EmvrCn5BnYHHUUGksmkfv7nf16f//zn9b73vc/kgHtpbW21Ydj4OcgHyWRSBw8e1Guvvab29nZ96EMf0ne+8x2dPn3aigAdHR168MEHNTw8rLGxMZ0+fVq9vb3auXOn+vv79a1vfcuAPGw2eR3gvlSfq+OBBYB7Wsuwe6VSSX19fQqFQhoa2uqsnJ2dtQLw0tKSent7tbS0ZPPgfFzhAUtiUV/4oVBC65O3g9jUixcvSpIB8ACSHgTCF/N9tGAh0+Qd7Fe1WtXMzIwVYy9fvqxMJqP5+XlVKhVjV3pbzJph7/EnsDjj8bgikYgdLnXx4kUtLy+bbAOKeXbfxYsXdeTIEZVKJe3Zs0fPPPNMQy6MT+SCqYZe8JrOzk7be3woOlOtVq2NjhyA9YCc4TtpiE3QFQrX2Dn0kjX5YaDQf4UhdLukX5F0MhAIvHbtZ/+vtgz31wKBwG9ImpZ037XNPB0IBL4m6Q1tnSjw6Vqt9kNhKQwpzARfBcLQodRU8Al8MVwY2qWlJesh3bt3bwPKjLB4ZJWKABWbiYkJHTp0yAJYFJIAmY0iWCeJpUIDwgk4RTKAskPbRLF5Bo/+w26SZIaboAnDJqmh2kbCwXdxelW1WlUmk1FfX58FFrVazQAC1oVKh1Tv321padHQ0JCKxaJOnz6t/v5+M5Qos0/qUQaoi54ah7GVZBXqUChkYMf2wV8YX6psyERnZ6def/11M3bsjw/AlpaWjNkC3T8ajWp1dVXnzp1TrVbT4OCgOapYLGaG6erVq4pGo2pra1M+n9frr7+u3bt3G/gg1U8W8OuG8eB3/r58Cx3MK0CTkZGRhpkkyWRSm5ubNrSsUqlYSxtGVGqssCNDyA4VhWBw6/QuL6c+ycWQ5XI5q5pgwKmoVKtVq5hubm6qWCwacEX7C+vW2tpqRxSjY+gzlSuCDe7bM59IQLw+4IhB/CcnJ7W+vq5EImEy4lsOkF9mXwSDQasgoNPcA99LzzdGW5K9FyPM3CaeBz3DETBHhqozTAHkuqWlxeavcMQygRuJh98bDD3U8Z+C68fuJyTZTBVvf1gz9hSA2Qe5Un1uUCgU0tWrV3XlyhXFYjGFw2ELdHD+PpFGj1dXV43qfffdd+urX/2qstmsnTDnqzAketee1fQbOSF59uCnD4yx1STfyC82Fn0n0PF0ew8qAE77ggXBJnYCWzI4OKjnn3/eZkV4u84zrqysGOBOoEbwOT8/rxdeeEH79+83kBlWEgw7D3zBmNoeqJA0A+LSe49dBbzwgKyXhUgkot27d+tXf/VX9aEPfcgCq+3Vef+9oVDImKKzs7M6c+aMmpub7Qhbigq0YABKwkJi9t758+eVzWYtOUEGPUDyZlVwXksySCKYTCYbbBcsAIJg/CzJT61WM3vGfgNke3YErFvuh4TLtyTwPuwPfo73kcT6tlvsty/SAOZ4gNNXmnkN++5BOr4DEJD7ZE88e5vkJplM6vz581pcXFR/f39DIuJPheS58DHNzc3q7u62+2Sf/J6wzoBg+D1iLQ/OeYAH1hYxAq33Hsj2cuUvDyB6Rgt76QG1n4Lrx+4nsKM+XmJPvPwx45J4B330gMfly5eN1fEf//EfqlarVqCigEDBADu8sLBgTOKVlRXt3r3bhh7DBCNRQyeRdQrINXlwsgAAIABJREFU3ocAelIsYP99HO3nkKI7xFB8lo8lsF3EGv4gFakOQmA3mA0UCoXU19enXbt26fjx41paWjIQlGLfdsYfRed4PK67775br7zyij73uc/p61//uhYXFy3vIb72cZxUL1oAKrHOvO7SpUu65ZZblM/nNT4+rgsXLjQMjsemSVu63tPTo0KhoN7eXr3//e/XHXfcoc985jO2VlLjwGZsDfc4Pj6usbExnTt3TrFYTJubm3ruueeUSqVs7lpzc7N1BcBcOXDggE6ePKlcLqd77rlH4+PjmpiYsDh+c3PT9pP949h7bI7UOIS8VttqvWXA+dGjR9XX12ez//bs2aPNzU1dvnzZwJGJiQmzH9hDfPV2H+AZRBS3GWdBzkOhDqYPIz3y+byi0ahWVlYUDoc1NzdnrJ7l5WUjE/iczzOONjc3FYlEbP4TbXWFQkHFYlHT09MNRAjflYEeeMAXfwTQtW/fPj322GO644479Oqrr2pxcdHk3YOwzA7L5/O6evWqTpw4oQMHDliRulwuN7weGcUnIL++c8KPAPHFO4Ab9AhcAd3lmdBnScYs47u8D93c3LT9hCGPXr3Z9V85ZexpvXkfryTd9QPe8z8k/Y8f9dlcCL6npns0eDuqxWIgCCw+1Cv6xz3AQDAj1U8q47tJRAmCV1ZWDEAg6KS6w/1IMqXwySJoLUk2wWu1WrWWI5JNEg0COpg2XiF5bgJqgj6SCBBF3ytIwIHyrK2taXBw0O7B09LdnjWANpzUlEwm9cADD6i9vd2Gc/tKou+XBMWs1WpWZaYqQbBE0FsoFHTu3DkdOnTIgAUSFZIrhprlcjmNjIxoaGhIDz/8sNESvTx4MGxoaMhkqVLZOi1lc3NTMzMzunr1qh0fGAgE7BQZ7pv9wzgx4Hp4eNgSdIwzcsNcGo5frlbrQ9HZD4wmzJbOzk472Wt+fl6Tk5M6ceKEPdvg4KDi8bgGBgbU29urSCSilZUVZTIZC2RwkAQT/IyKOQAQICj7hNHl/ulXJbiXtk74gmbqQT/AkaamrZPCkAH6iKkWgFpjwGgzRE4BTgiguX8CIOQewI3fS7LBzFJ9AH2xWLRh8pXKVl84TB6o/MzL8gwMEh5fvfcBDTIENZpACXuA3BFUkoBjaxhg6qsD6AL2zR+Dja74ahzswbfy9ZPwE1ysL46dRAh5BpD2VTaSf4Kb2dlZhcNhSxRgs/g2Dg+WeGBlYWFBY2NjuvXWW/Xd737X2mek+jwRAjpsLN/L731Azud7gNH7DeQGxhyvQdYJ4mA18L08G0kEn3tt7S2wqFarmpub0/DwsJLJpAWlABBULSU1gAHYSk6u/OIXv6h4PK6hoaGGIBeZBkwBSMKuoO88D0ERrK73ve99evTRRyXJThcsFotKJBIWDLEGPT09Ghsb01e+8hW1tLQoFotZMs79IBeeAQNY2N7ertdee83mf3l2MOw0wIK2tjal02lVq1X19fWpq6tL09PTWlxcNAYoeweDEHDeV6uxITC3eKZoNNpQbZ6dnVU+n1c8Hrdh3tVqVf39/Uqn0zaUmCIKLbnYTj4Hu4hN92Cjj034LO9DtjNBPUgh1WdckSzzzPhWX7Sg+CLVZzd5Bg22mSIUMQs6BdsBm00VuqmpyZJ27pf7rNVqdl/oGHaeIdsknx60Yy14NkBd9IcqLs9B4kRRjEAdcIw98IUvvpvnwxax9ugvcoyP8CySt/r1k/ITXlaxecRkJFK+gADzin2EhZdIJGzoOD4Hmwpw49kB2LH19XW98soruu222/S1r31Nv/Ebv6FTp04pn89bcog84g88gxJwoFqt2qlYnkGB/SYe5bnokMDv8ezop58x4wuH3IuXSeJcYqe2tjadPn1aR48e1fz8vM1QIm70p0EDxiHvAwMDeve7362DBw/q9ddf14ULF/TSSy8ZIAbrB2Y3uRGJMM8j1Ts7ADEKhYJisZiefPJJ3XXXXVZg3tjYsKPPl5eXNTQ0pHK5rIWFBd155536yEc+ot/5nd/RF77wBWOdA/z71qLm5maL7T2wDqh79uxZm6mJPefCt585c0aSdNNNN+nMmTO6cuWKjh49qoWFBWtR2j6UXpIl8NhpQEPWY319Xbt379bQ0JB2796ttbU1HT9+XJlMRvfcc48qlYpOnDihkydPKpPJKB6P66abbtLY2JhGRkY0MTGhqampBiYzsul9M+C4tDX/B/YYz+rjjUwmY4UtYiqG9lcqFZtfi1x1dXU1xE9SnYUK0EghqlwuWwGGXIvv9QfdcF8UD1hXdD6RSKi5uVnpdFr5fL6hXZe8zTMx/TNS/OHeV1ZWzLcR11MoI46hEMm6DA0NWUwEqw+95V4B+rcX/8lDkEcfZ5JjA4gDNvnCJid5vtn1v3XK2I/rYhOYC4FRxcn7h/dGhof0VywWs4X2SaSvxPF9BBkoMc4+lUo10H+DwcZjv0lcCcYJjHD0y8vLBh74hEPaclTZbNbAIpyMr9zyPYBdnu5KIAaIRFXMC7uvrPEMzz//vO644w4DiQCTpHqvOsa8o6NDiURCsVhM999/v4EUvuqAsaSqgEP0QQuv5T74PydOzczM2GBe5tcAyNFP2tLSojvvvFPhcFgPP/ywTp48qbGxMWvBampqUj6fbwjqqcSAwLIGa2trNiSbYM8DWhhcToVg4BhGxgfctdpWmxBy45/fo+0ErD7xgN3y+uuv69SpU5qcnFQymdTIyIhVKBcXFzU5OamNjQ0NDAzoxhtv1Pj4uMkQeyjV291q16iWyCjGCcDV06EJggn2ASF8RZhn8e1dJEmBQKAhGPdUZhwqPcQcAb6dMYaukgyRDACM+KoJ/0YOV1ZWGo7YJFln7xi2zjwhaPzl8tYgPEA6X10ACPSJOsCwPwVOqldUSNp99ZvXkPSA9iMnHkzEGbCPkoxii5PgJMD/7hcA2srKiumvlxPPmCFIBbijEkMSiawB0noQidfx2SRsPtin5fWpp56ywAA2GE4ftiDMBJ984pf4TPQSO+6fz4NF/nk9iIJ98VVigqKOjg4L4iQ1BKzcWz6fV1tbm37u535O3/zmNyVt2T9sAgETyTyf0d/fr/b2dj3++OOam5vTLbfcYuAvtgA98LaJ9fSMRs9+ANianZ3V4OCgrr/+eqvIeiYWrNF8Pq/R0VH19/froYce0okTJ/T+97/fbB1AEFV15MgnRLFYzI7KZRg84BfJCnuGrydIK5VKGh0dtSogVVtAMIIzfDTgvW9DYI1pk+JAiHw+r+npaWMYMmOEinytVlNvb6/i8bgNnQT85vl94Ykkzg9G9s/lQQeCa6rkfIZnpXmgEfuGHKIP7Cuf63WMAJV79aApQIok0xPWzzPOiOkkWRUWNg4D/SVZsulZE7wPv84+cMH28NV7H/sBKPCHdfDVXfYZMIH38fmwlXkeZNozkYnzeC/Pjx/ze/nf+SKp9ewyD4Z60AL7ST5B0tva2mozB/2pRNuLwSTKtJhdvXrVwIR8Pq+VlRXt3LlTlUpFAwMDZjPwI5IsV5DqdgHgFDtJEY+8BV3yrbYUk31BjaQeAMt3JuD/KJgCghcKBbsf3s+MrJmZGTuee2xsTNlsVrOzs5YkI9/Y9UqlolgspltuuUW7du3Sww8/rF/7tV/TP/7jP9p7mPNEootuAyZsbwlm/9DvxcVFPfvss7rnnnv05S9/Wffdd59KpZJSqZQNZ+Zgnkqlos9+9rO67rrr9Gd/9mf60z/9U/3lX/6lUqmU7XEoFLKiNLGdt2ejo6N69tlndcstt+jChQsNe849k1NubGxYvL+8vKxCoaBbb73VTtiNx+MqFovfx/4jviaH9ex5X5xpamrSgQMHFA6H9eCDD+rWW2/VL//yL+v06dN6+eWXNTU1JUnavXu3EomEOjs7dfLkSU1OTuoXf/EX7fCGbDZrdgl557u9PSfv437x8b7AHAgETAaQCa+X6F5TU5OxJP3ns790KeDvyTUA+3ybGQVZ/BUHXiCDAHjefubzeV133XU2UmV5edkK1Z50wfP5HI785cyZMxbLeWDVF+qJJSAg5PN5G8aOb6I44p+B/eYPa4c8bM/ryIPQcWJbdAkQ7/8XQ+gncdVq9cntra2ths6DbvkKpVSfZQB44h25tCUcsVjMmAEYWRaJRD6Xy5mzhuXT3t6uxcVFMwosMAYFBI5KJ4sv1fvaqSSyIdwfTru7u7shweB3PgGHmuppnM3NzQ1CI8mQe0nWh+5baQAjCoWCJiYmNDIyYkaFqvnGxtZwu6amJiUSCQ0NDSmdTuvBBx/U3Nyc9u7da8eHo1i8D9QWgyjV2V0+SUOBfWW8q6tLr7/+uvbu3avrr79eV65ckSRrAcJJzM7O6m//9m81OTmpm266yQaKVSoVC/6QI0k2owUDRULU0tJiYBTUd19t5J5B/gEWqQ7wPtYbGZXqtFbWh9czZwcwAdkuFAp64403FAxuHVfK9zHTCOdeq9W0vLysF198UUtLS7rhhhvU19dnoIhvN2GdYdRhJAEWSAiz2ayx0QBOpPrEewJvzw4C8SZopSqFHLB2rGNra6uKxaIBnuiSrwBjsAGCSThwzNuZBGtra3rxxRc1MDBgQZHXLeYi+aQY4xqLxbSwsGCUXkBYD9pCgeWo6rW1NbMh0Fv5LtbUgwSAWd5WofMAzwBkrJdPqqjoE3gAajME++1LDQEIcoE8kegD/tNTTUKMbcRm+qqkZ/JIMlZaqVSymWz4mHA4rHw+r66uLu3evVvz8/OKxWINiRr64qvR3AeVXWwz9+VBKT4H/0VgRiBFAuMrwD5Y8ckzn0ughl5wnDlgbDqd1sDAgA4dOqRTp07ZqUzYa2QSXY7H4woGg3riiSc0OTmpffv2GUvPJzQ8G/qMn8Ie+dcQbPJaevpvueUWtba26syZMxoZGbHgZmhoSLOzs8YE+spXvqJisaj9+/fbMeU+iCYB8bNFmpqaLDCbmpqyGIF7QBbw6fj8tbU1iwsY8Ex1D7CDoHb7aSoATdhR7Af72draqrGxMT311FOanJw0ZpRnE3pmlCQNDQ0pkUiora1NJ0+e1MLCgvr7+xUKhayKns1mzbZ5IAW/xjMiMwSS+ArmD1IUYw23t7iwn962eiYfyax/DTqIrjB7j3sCKPQsJeJAH4/AmsEn8LmeZU7iUqlULOnAjnDvDLP2LCH0GnAHn++Lh5LMP1AsRG+Rde4FvWJNkAtfgCTJJilC/vhc5ODta+simSOhZ+QAcaln0SD/rC/s/vb2ds3NzalUKtmR3X6GE/Y2EokomUxqdXVVxWLRWDIkkleuXNHevXv16KOP6vrrr9fk5GQDKExusl3eAQhhZDN8mpja+wMPFvnCFM/uAVjiE2wzcw0rlYodJICtRJ9rtZq14C8vL+ull17SO97xDj3wwAP6yEc+Ym1jrEl7e7uxM3fu3Kl3vvOdSqfTOn78uD784Q/r/vvv18svv2z3Jclinq6uLuXzeUmyPI0OAmw5sdvm5qaBCdPT0+rt7dVv//Zv6/Tp0/rsZz+rY8eOGdh65MgRizcvXbqktbU1/cmf/In+7u/+Tk899VRDhwrrIanBPgcCAWOCwkyan5//PvvgGb6+gFUoFOxQHoAnQGH0GRuCTePzkBV8OP9PJBLasWOH/uVf/kW/8Au/oMXFRf3N3/yN0um0QqGQzp49az4XH3Xbbbepv79fX/jCF/TJT35S7373u/Xcc89Z/hWJRAxk8MVi1sIXRv1oFA/+UESGxeqLAcT0yCo+03fFUNz2s+Jg79E6hc/wMQr65Asw+AwKKaurq0okEioWi3ZKHXEHe4jO+/yI07nJkcg3lpeXJdWHSWPbNzc3rXMhmUxqeXlZmUzG7pPifywWUy6Xs7UihwQ89muCnPn1Q3eIOzyTkfeBV2xvDd1+vSUAIamuECCjGGCpPiGbByeRpwpLYLa9HWO7UnHNz8/b4uFgu7q6LInt6+uzgBUlhGGAEmMwUBRex5Cvq1evNkxt306/hNkA84Aqw9ramh2769scpC1BzWQyxtLwAy5bWlqUzWYtkPWUb9aCwaj79u1TqVRSOp223uBkMqlwOGzgw/Hjx7W6uqrx8XEbUsb6onySTEE8awnlo6IMgOSrv11dXfZcf/7nf66BgQHde++9ikajmpyc1AMPPKD5+XnVajVNTU2pv79f73//++2zmIHkUVSUHYdKUJhOp7W6uqru7m4bPuYTMOh5BLq+SgnjqFKpKJFINBwV6QN8/4xUPEleaRtizcrlrQHOAwMDxpKB+YWMAEwARMzPz+vcuXNqb2/Xvn37LOkiuOQeMGDcZyQSMTCIveEY0EqlYm1fADOe7eJBIZgWVKyRTb5Xqp+qxDqw91TSVlZWjN1E9VuqUzE9LRjdJ+EiWANg454AvgjsCGZI2GghQNfQaQZ2w+ih8uYrvVR8AH1giIXDYTU1NdlsEwIvX41jPX3FdztwTUJB0sL68DMc6NsMoa0LHQdM8UAJvoG9ghUEU8j7BBI17D72FsZbS0uL7S1MC0kN7QLV6taJI8PDw1pYWDCZx8Zxrz7I2B6QE8gD4iC7BJP4OR8MIBPbExmAdg9yIEtS/eADQFBviwjmYU709vba8duc5kjiju1IJBKamprS8vKyUqmURkZGtGPHDqt2IsPYiO3tNMwOIFj1rQNSnfUYDAatBeud73yngWi0HWezWfN/Tz/9tFZXV7Vv3z4rumAjJH3fwHDPZGRvFhcXlUgkzK5wL8iOJLMjyBCvaWlpUVdXl52cBXOMZIL19yAD+ybVWx79LI6nn35a+/fvNz8Ba8ZX0ZEfaPnj4+MKBoP6zne+Yycw8p0Akh68ofpIcsKz+Oq4LyDhq/xzoXvEMNg2SQbQAHwSyCPPnsnqC2jM/mGNPNuLC1vu57Hgg5Fbz2xm/WBC+OfGT0j1QzrYI56Je9/c3FRfX58VEfhuQCXPPi+VSkomk3Y0NvuATnomCPeD7eD7ACS7uroaCh2AH7DK3r62Lpghns3FGvtTvNhj9r1QKFgxOBqN2sw4CoNe5puato5hh31JElepVOxEwVQqpZ6eHl24cEHXX3+9xe3sIfeIDEqyob3IXkdHhxUxYKl59hkz8ACmidXQFQBp1gRZ8UUpvsvPvQJ45T28Dpk+cOCAZmZm9J73vEe5XM5OHWttbdXBgweVSCSUTqf1V3/1V/r4xz+u22+/Xf/2b/+mF154QZFIpGEwNzaMViBiWfaIuA8fiT/iGZaWlvTSSy+pWCzqU5/6lB5++GFNTk5qYGBA3/ve97SwsKDrr79egUBA9913n1KplP7gD/5AMzMzVvjFNqLf2Griud7eXrW2bg2aPnTokM6fP2/66hnf2Eo/fJl7h6mVz+c1NjZmMUipVDI7SYGd4gOsNQqn2Lre3l4DrX/zN39Tx44d09mzZ22PsJ3YSPb/+eef19jYmH7lV35FX/rSl/S5z31Oly9f1sLCQsNsQ58f4we4Bw+28FoPxlCEwR+QtyP7kiyWikajBmJUq1WTQWycJFtT8hbezwmiy8vL5hcosnGPsFvJR1dWVgw3OHXqlKLRqNn7arWqaDRq8Qdyx3rCPKSABJsOMEuqFzyIQ5kDWC6XbVby2tqa5QF81tjYmCYnJxvyOOSQffA+g7yVi7gALIQDkLw/bmtrs9lbb3a9ZQAhbhwDQLIGGokBRKlwmCTdxWLR5nwgND54ImEjgUOASQIlGb1vc3NT+Xzehr8SHPrgQqpXkzHMMJ0kWZJ59erVhl5zSTaLhyotzwWzAnoyismzSDKgDKAAY1Sr1WxYGp8jbQU5gCcLCwtaXl7W2NiYRkdHtXfvXgMLJicnNTExofn5eeVyOSUSCSWTSSWTSWNKAFrRBgalnucmSUepcIwoOlUQDAsJ+0033aTl5WX9xV/8hTGo4vG4HRFPgI/zxhnwGVRkfBCPAZS2mAP9/f1mVHCYVONpPyPAplKKQQSU8C1SJI7eYEr1igJKXCqVVCwWDWwiCRweHtby8rK1J/T19enq1avKZrMNFU7Wb3BwUF1dXTpz5owBLSRG2xlwPD/PyfqjLxh3gCoP7gCcEIgAimDgqtWq4vF4Q7UXw+0r/HwXRoj2Lk4J8POPMKBU0SUZcONZWOg8941zZC4WOkaQE4/H7fTBhYUFM6LeOKLX7H1HR4fi8bgKhYKdxECwBwhXKBTU3d3dYL8I2gOBgOkFMgig7NscWD8cFwkEa+6TeuT4v/u1HSjBnvJvAjIPLOADSGJZ/7W1reGSvm2D6ibg3HYmKv/nc3Hy22nQBAi+coMvw5bzOZ4FJDUyDX2iDpPBn+SEnFM58wmir+r5xBIZxw/iQ7CrsAcPHjyotbU1zc7O2j3BzMrlclpcXFQqlVIsFrPB+IBvnqJMgo//8hVhEjESddaO/cU+kyhw0iSgMjNfBgcH7V56e3sbEpztFTcSEfaIQBE/RrCJHPA62GZeV7FVkiz5CwaDBuyTeBGQt7S02N7i+6j4RqNRm3/IesNkIHEEGM5ms6YPnrVbqWzNZwiHw7rxxhv1xhtvaHp6WuFwWN3d3Wb7eEZiInSCAJ7X8X9PZ/cy7Vl1nhlFUkpsgb4R4PK5PqEgKfbxGIUK34bpW565B98Kw2cCquGf3kwPeB+M4mg0qrNnz6q3t9d8O/vO/aDnXV1dSiaTOn78uBUmqRCTwCJ7m5v10z+RG28LvGx49gjfDyCBf/MtbTwP73v72lo75JbEDhnyayzVmSnYTuQPHxyLxTQ3N9fAFPFs5+XlZbOdAAcAquvr69ZeJckYAMQ8+AjiLYpXgPyeAY3scwAKOZAHDSgq+ELC9qIW94V/INn1cudHVmAHaIvFDywtLenw4cOan5/Xo48+qoMHD+oDH/iAAWDPPPOMrl69qiNHjuj3f//3dfr0aX3rW9/Sa6+9ZkxrLsAC9kOqA6r8zBcI2FeeBz+xsrKic+fO6fOf/7z27NmjT3/605Kkm2++WdPT0zp//ryCwaCOHTum6elp85Me9MHu017IfmG/+BnxIHEd+0B+xrpLMt+yubmpnp4eTUxMqFAoKJ/PW4yLHeN1vI8T7cg18Qn4e2lrrh6z2IhtR0dHVS5vnX7J6crBYFCJREKVSkUvvviigsGgPvWpT+mJJ57QTTfdpJmZGS0uLtqaSGpgtGI3PTvUM1QjkYiBGTwHoD+2jj2j+OTZkgBhxCPk7cQQ/CE3WFtbs5EQ+AeAXvJAH9/5NnFIBbD7KPBcvXrVOh7QaWK/wcFBtbRsHbT0ve99T+Pj41aMqlQqDeAx6zA4OKgbb7xRjz32mGq1mvbu3WvgFWxz8j1sAHKB74O8QKwoyWQMnfU6RE4BQ0uqt37ynh90vSUAIYIHjC4Pg/FigwiW2AAYORiImZkZJRKJ79tMklMP/OAg+OxKZavXNRqN2uR7j0KDvpNwSvUqBAGQV2aS12g0aokMhp7/E7zwXCgilTQMO2iiryp4pfQ9kawfhgwEOZvNamBgQNlsVq+99poZBKrABLDRaFTDw8N2xDyCBCjC/0OhkAXkPgBifT29G8UHvCNZZo/b29sVjUY1Pj5uhhlAAmflAx/ob9BBpboS4OBZA0k2D4lEgH0lsANU2tjYaDgdB3lsb2/XpUuXzPHy+VJ97gF7QRJQqVQsmPRtVqVSSTfccINeffVVtbW1WQ9otVrV/v37dfbs2YYKEbRZ5K+/v1/FYrGhXYv1IRGS6lUmjywTRIIce33wwQNJkh+yyWdypCrO2id67DF75veDSnm5XLYKHQ4FWYCV4RNv9IQ1WF9fVzKZVCwWUywWs0HtvM73m8NCunz5si5evKjBwUG1trbaCWBUCWBN0JZAwot9AbwliWANeQYPirH+gHPILHtFQMOz49y87mDfkFM+8+2r3hrFWvsA3yd93r5IdZYCc8SmpqYamAuA1IAsOFxmSCHHkmzI59zcnAFN7CGAiAcQ/D35OUH8jnv1Oo0dIanGPmFPfOJMAI8tBnRAfpg7A7BJcEcQS8AhyWwkCXIwGLSZbPPz8+bHWlpalEwm7RmpPOGPuV9JDUEflVgSXU+xxpb4FlSet6OjQ7lcrgGEgdpOkgbjk8/0bA78hk/wAcEJcgGDOboXluvq6qrRutF/gAnayaUtwGB+ft4SKc+q9fbRPy/2wTNUqQhPTU1Z1XDHjh1qbW3Vvn37dP/996urq0u7du1qaCtnbZeWltTX16fbbrtN//zP/2yMa+ILD/rALoHN5INq/ArAtFQfGu1tPPEIoBt+2w879kze7awcACl8Bz/z34d/9zGBL84RfwFalctljY2N6YUXXjBfjy/0AGxzc7OdSraxsaFLly6ZnyCA9nrGszDYnFZ0YiJfaKIwMDc3Z+wS9ripaeskzHg8bq3frIcHg3jetbU1K7J5Bp5nALx91a9arWYAOv7CMzaQXYp2xJHYqpWVlQZAlxZjinSSDCAiZvTsT0nas2ePOjo6dOLECZtj6MFOqT53ZHuLJbkBcuoLRLyeGMkD2h4A43tgaOMr0SPiH4pinmlaq9WseOv9aXt7u1KplFpbW3X8+HF1d3fr3nvvNTsaCoWUTCb1sY99TJlMRrOzs3riiSc0MzOjXC5nrW8esPKxHt9XKBQaEl3k2w+YplBAbEuumM1mNTk5qccff7whHs9ms6bXFCi5PJOUPQbEYG0A7OPxuBYXF9XX12cnZ/kknDi3s7PT9mVjY0PJZNJ098YbbzSb6tvVyD18EQVGEIV3QHZAoOXlZb366qu65ZZb7NSym2++WUNDQ3ryySf1+uuvW/xdKpVszMaZM2e0e/duXbx4UR/84AcVjUaVSqVsvT1zi+6B7fEoTM7tgKhn2xPneFDVM9/ID9lT/A++nZyLogjyzGt5P/eKn+d78eGAN8RnfMb8/LwOHjyo+fl5m2NLPI6eBINBG2vyzDPP6N5779Xjjz+uQqGsW50MAAAgAElEQVTQANpgDyqVrXbMRCKhyWszYkulkpaXl41skEwmlcvlLMZkzbD5rAf3TIEB38zPiRfwvegB6+3byz34+2bXWwIQIvBAaEEEPTjgmQuSrMq5/Tho3xtOBVCSGRScOckDAjMyMqJ0Oq1Tp07Z5jIPAQWA4g79miSC4AaDur36D7WLCl8ul5Mkm1UD0ICBJoBBSLhfgiWPniO4BCMEqhgyAu/e3l5rKfOOcnNz02ie/nm3s2AwvDhMzxrBgeHMaE8jUSHRISj0bCmpfjw7jgrGD4EsBgAWGRUOqfHocxQApeGzOXqd4IuLQMpX4jY3N63tjjYfaJhQC2u1ms0rAdDz9+CTN0nmBGEbPfLII8rlctq5c6cZsVdeeUXz8/O69dZbbf9I7AhIUORarWbDk33fOEAPwAOyBeiAISRRAWTyDtVXb33LBD3TVLEAAJEF7ouE08smzDxf1cAxAhb5+V/bKzE4ItY6n89r3759SiaTam5u1vT0tFXjJiYmDIhMp9PKZrNaWFgwei1sHWSMfQsEAg3JIvKI7aAdBCcJO4lAks+gcsd+YCOkessRNsO3uPr1hlHo2wrevuosLGTZJ68Ek9gjSaZbVO7K5bJyuZwB/7DPANRJ8qhgInPIdGtrq52+l8vltLa2plwup3g8bvfEfaBjUh2wwcljywgW0XUYcgRHnqmBr/Iz4nh2gnF/v37AtWeeEaT5IJTKODYe25LP5629DrCBShvJCb4XdibgGvdNEk5Cjr5JsvvxyRDzbtBD354EkEBChy/CjvvKM2tB0kdixNp5++zlanh4WC+//LINAkWWoFnjX9kPAPOmpibNzc0ZiMia8MzYVg/YsX7sI3FFtVpVb2+vnn/+ea2urmrPnj0We1y5ckXDw8OWXHqghWdmPWOxmD3f6uqqUfMJlH0VmL3lvT5BAnxg3z0T1CdNvk3izYDH7UAQLCn0hn2S6mxA1oZ95H697fbPRPGus7NT4XDYnpn7ZNA3A4MBPdfX1zU5OWnHN7MXfCfrjC0Jh8NaWFiw1lQP/rP3rKeflUVyQvszNgFADJ1ApvjMaDRq64oN8WDcdubLf+cLYNAPscdGEud4VrkvGjc1bTGVFxYWNDg4qIWFBQ0PD2t6etpiJw9eInvEaTCTb7/9dl26dElTU1MKh8MaHR3VxMSEFRYoGAIAso/YdfTG67ZUb/2FgUDsScwNUNre3q5cLmfJulRvOfJ2FD3EP3nmGTrDz0mgQ6GQjWEolUpaWlpSJBIxvbl8+bKdnkt8TeJPrElBDZ1iTbCp3i96MBc9JP70ibQvQNLGzQlW6BOAkQdUPSDB9/Pd5Hn8nhbcp59+Wp/4xCd06dIlFYtFK0JkMpkGwDgY3DphrVAoKJlMqrOz0wZznz9/3uaJUkghp+CCIU7+i02mcLpnzx698MIL+pmf+Rl985vftDVA1tlncijyXYCMQqGgkZERe07a16StggsMeT8Dj3yE/UJv2trarBsCW4xckgPix7xPp5jAveIbiZPYe9jf6Az7zlrwOchyOBy2ZyZH8vaW4uDhw4fV2tqq++67T+3t7Xr++edVKBR06NAhPfPMMzZ3r1wu69KlS/rwhz+sl156Sfl83uIxgBv+TYtpMpnUmTNnNDQ0ZEPF0T9mrF69etUKTsR/nDy3sbGhdDpt7W4+J8Em+OIf+0QM5skYkszP/6DrLQEISXWKIM5QqrcC8G8YOvQSYkR4T6lU0sLCgsbHx416hbD64WooVTgc/v/Ye9cYSa+r/Pfp6nt3VXVVdfX0daane6bHc7FjT8ZJHCeSnYSQYC5JQAbBF6REKBIERaAAIkokQMoXREAKBBHBh/wRiVAgKBgnhjiOr3HGHttjjz0ez62nZ/p+q75U36//D3V+q54qEqSjc3Tk87dfyZrxdFe977v32ms961nPXjuOzB0dHdUbb7wRFSbfJgL5QZJdrVJydpPFBzhaXl5WS0tLABHuizMkecCx4fAgJFCVeAVOUsU2BrZrIXdE9pZMJmMx19TUBLvqezohcaplqIA8jAyiRyo3YGahSeVTxiAanOX0LQ44WQg7QHE1kwyhxNY0WE5vGglbTZIO8OXdcBRra2t6+eWXdf/99yubzWpqaiqcDSCMrQh7e3txShxVEt+WxoJlnyaLksXn6gV/Xyo3JFvd3d0Vtn/8+HGdPHky5kNSEIVIMqXyCVQscOYDoAKxxVxIqiBtSEDo+wSrDRBobW0N8gfbxg7b29sr2PZqdQBOm3FizThpxToGzHO8JAQOBBXPydj63uv5+Xn9zd/8jZqamnTgwAH92q/9mrq7u6MSgj2vr69rbGxMXV1dFRVa7I3klfXqlXCp5HSTyWQEA+8DRR8vxp85dhIUP0Og86ocyj0n6Bg75oXnfJsQKl8uX2a+ABtOwnh1n9jictv+/n5duHChoprqahlAx9bWVmy3yefzmpyc1Pj4eJwcUSwWo6ExscrVFTyPqxZdAQcAwq/gUyEJITCctMYXEj/4PVdPAXhQhvy06rPHUOIHhCT3kMpKDoBbIpGIAg7vTXUU1ePu7m4k56wBqUxAUVHm8wBVEmX8KCDS38sbH1OV8/4EAEdXfkI0kWD4dgC2695555164403tLS0FEkOIBossbGxETaRzWbV0tKiK1euxNHGJBNOajDOjBE+EADHOONLqf7W1JS2rWADo6OjyuVyMT/4I7ch38rgByJIlSo64pcTdxTVvL8QxTFiMkQOdkMs94QDxRPxHNKO/6+rqwtbriY1WD/V23d4D+IJawq/S7PRxcXFGPd3vOMdQZYWCoXwHTdv3tSdd96pnZ0dDQ8Pa3x8XF1dXYFViDnVfaL43lwup4sXL4ZvJkGnuOHb8Q4cOKDFxcWwf/wAPgn/45V1t31XtEDmEoucPHay9a1+QTrg7zz5ZDzBSC0tLRWnkjLua2trGhwc1N7engYGBjQ2NlYRpyUFhq2trVV/f78GBgZ06NAhPf7440qn0+rt7Q075WQp5ttJB2KZ9ymioEHbANa3HySDGsCLt/goL0SBd4gFrDcSVwqB2CTrl3WGQhO7TSRKp/sWi8WKk1jB9iTkFPYhdlwR5CQ0tkxuAhG1ubkZ6n7incf2asJBqtwB4qe8kmPxvKx18rjGxsYoRHN/fBH5ZbFY1Pz8vD7zmc/oypUrOn78uC5evBgEJK0QpDJGXFpaUi6XUyqV0vPPP697771XY2NjcfIxMYF4yfNKZSU68RS8kMvlNDs7q97eXkmlvrjT09NKJBJaXV3VI488ou985zuRx+FXsTfyx5mZGdXV1UWzY96X08acqHG/xFiT47maCR8L9shms1peXo74TY+eVCql1tZWzc/Px/gRm9mKiUoIXMx69kIqChnWtOcgXrx3/LGzs6ObN2+qrq5OAwMD6u/vV6FQ0Llz59Tb26tTp07pW9/6lj7wgQ/o3Llzqqur09NPP62f//mfD8KIde2KUxdA1NXV6eDBg3r++edDmcZa9sIcvbK2trbU2dkZ44yPJyciD4WH8H5OvnbJNR1PeoHnTa8Qkip7afhLudMEBCKrk1Rh8GwhGR8fVz6f/2/bYtyJSuUjy5955hnNz8+rvb09VCDc1++1v78fQEsqgTUYUQwT9p7JTKVS2t7erlALeWURR45R867cj8UlKZqwATZQu1AF41m8QTUOFGeDIUnl/ZVS+fQMdz4sPrYs8H2QNCxAjB/niqP3ahnzQLDwihhjAuvJ8Z0kJIuLiwHIWQzeY4lkCadOEAUQs6DOnTunQ4cOqb29XXt7e9EXyauKGxsbymQyqqur09LSkm7cuBHkYEtLSzgZl/QxVtXbFXhHkikCT3Nzs7q7uyP59O0lJH3YAnOMmgyHfPPmTXV2doZqCokz/RAYOxIHkj3mDAACgK+pKW/7Y0uazz9BgMozrDR25+o81C+sY5ddQrBy4eik0lYcKnmAeJ6X5m4QKTQMLRaL+pM/+RO1traqr69PAwMDam5u1uTkpDY2NuKkIUkV0laeF2cKuGAs9/f3lUqlwrac5IJAY35wvvgZ3onvx3YhbgF1PIOTEhBBkgKkQjy9fZWJZ1eb+D5vxg4CEX/jVVa2CAwODmp0dDRIT3wfqhRIkqNHj+qFF17Q1atXtbi4GFuEtre3Q2EgKQoJrFHug0/AD/vvEwNQkAJoPD44scXn8LEARGIKMbKurrw1CADN7zQ1NcVpJlSB8U/YNfcE+PG7Xj3ls/hhB/68J4k1/86z8IzEBZfJE/d8+wVzD2CuJgRRO0IeAZZIDFzBBMmOogg8MDs7q/r6ep05c0avvvpqxfs7wKIhcSqVUnNzsxYWFjQ7O6vd3d1QnUCkgAVQIXgvHZ4NnMHzU8xAkeZqrMbGxhhPbGN7u9RbZH5+Xq2treGnILE5GYx47wQ93+uxGjKU92b8sCfs0JMX1p2ThpBKPC9rkjhB8carliS16+vr8XnmwAknxoffYayJF97HgjE+efKkLly4oI6ODh0/fjwqr5C91co+V36QHIKF6urqtLi4GP6d4gGxAR8FubSysqJMJhOFRGyYOawmd6k8e3UXrMM4opbm995WCJUufAOJGeMJQSCVD7FxUsJJ9kQiEadHzs3NqampSR0dHRodHQ1yIZPJaHd3N3KC9773vXr++ed148YN3XHHHbp06ZKWlpa0uLio+vryNiXWPaSNb+twf4pvZDcENphOpyu2PGEDrgLgHXh3qbxesWdUyCgv8P3gOshNMLi3asAHbG5uam5uLnwH41dbWxskgO8GcEUJ74OqkLniuyiI8j2sFYhfvsO3HuMX+SzEMj6IdemFC7Al40BsIGZw8Tsk+EtLS9rd3Y2+TvR+qakptUDp6OiIONHR0aFLly7pPe95jzY3NzU1NaXh4eEKkoJ3wiZd8USORYynafnCwoIKhYKuXbsWOKCmpiYIC7CGVPKtbK2miIJdsn0JP+xqYEhSt0vyAXyX/xtYAhwEGY6tc1+phMX6+/sD8y8vL1eIBHh+cnzszklQbBTbAwui4sf+eQ9IVwrGCwsLOn/+vJLJpLq7u/X+979fN27c0IkTJ/Rv//Zv0Yv01KlTeuaZZ7S9vV1ByuIPmENiOMXwQ4cOSVKox8B3jCVkUSJROnlsenq6Iv8mFju+ZezJlV1hJ5XzKogi8hxy+J92vWkIISbXwaQTOAw0UneAH04NEoAK28rKitrb2+MkCBjY7e3Snn+YycnJSdXW1sYefam8jxEwhHP1/YxMCAyfA3SADkbqRJDvVfYkHJk5ihTfV45hwcCz+Nrb20NxUFdXF+oZVyB4ZVwqV055dic2eFcfc+4nlZRNVMFYtBgoDgDZIYuw2qAlVVQGUX2RDCQSiYpG1CxwV43wc+aLZqHMswM31DHIHyHLdnd3o/EktsFpINjG9PR0OFEIAYAF78BzIBME0HlFgvniSNOurq7ox+PKBpICkgmpTAQVi0WtrKwEadXV1RXst/ciokGdk2OsJw+Ybos4D5hq5oF3x+47OjpiDXlj9EKhEPYKAOadqZx65Qqbwe6ksoICoE/Sgv0vLCxEhYCglslkoj8UvYQuXboUjaRp2gqhReLHXJJMMV87OzuxVYSfu22RCONkASqumGNdY/use5eUSqpoCI8N+zrx7aT/k8TzrXRBCHhCC/hknD1gOrCTykUBwEB9falBINu/mFuvfhFPlpaWArwCMpxsqFbMQIQyfyhUsQHAOXHEZfySKogQV6Pyztvb5VMk8DHEHEAGlTSSDQgRByyAa0+aiH1OlmLfrMnqiiPJhG87ggQBLDnJgP8E9Lqa0pUgEHRODLA2IdK86MF44YchpVyt6sQUc0cyBUlw4sSJ2IpKwuFEjpN3V69e1ebmpnp6emJcIOJdfeO2iY8E9AHWiPXFYlH9/f0aGRmpUHf6fPHMEHy+nSiZTOqll14KNTLEjG+hIKmFJMP3Qt5AAvmzQmSAD/CJJKfYC/hteXlZyWQy+ugQE923+zZHJ5Y86UPJQbKBrbE+/URBSRV/J2lfW1tTLpdTbW1txRpmjqsl9k7sSGWVHLZVKBTU1tYWz8XaY225L6AvlROh1WQPfxIjnSyi8uzKDdYq92R9vdUvyGn8JD6WsYcUcaWiE9X8rLm5WXNzc2pra9PU1JTa2tp06tQpLS8va3V1NYp5+XxeHR0dmpqaivh/7tw5TU1NBcZytRK2z5rEd2HT3J/Y4Sp0cKKrk8H+9FXc29uLBriFQkEbGxsaGxsLApHE0/uo4Fud5IU8q6mpCbWPpPBt/sysRcad+7CGpcoDEzyZpbhLnKMAR3xMpVJxWA/rUiorHZhnlOysKbZJURTx/JB78e9e5IYcJ7agigefNjU16eLFi0omk7p69aqOHTsWa5FC0O7urpaXl3Xs2DHlcjnNzc2pr69PtbW1evXVV2N8sDsvlHsRghiNSGFvby+Uri0tLSoUClEEwC/gx8k7HdOzjZDvz+fzeuGFFzQ8PFxRhGHs6F3GtkIwBipR3+YllXuJLi4uRlEe3JRKpdTe3h6HsvT19UXe0d3dHTnp1atXNTs7W6GqBD8wBsy74xBws+dh7GYgH9jc3FSxWFRnZ6cKhUIQkYlEQmNjY7p+/bpu3ryp3t5e7e/v6yMf+YhWVlY0NzenxcXFwIJOglGQJKdlrMkxu7u7NTU1FXNM0R7VE3O2sbGhjo4OXb16NfwS+Jb1X427GBcng8h5PP64WOF/ut4UhBCyKK+YsjAJ3jgtPzINx8TnHIyMjo5qYmJCvb29sZ+chS4pDIGKH4EYYMCE4YT5XZ4BUOZHiTqBg7EwoR6UIDb6+voisZ+bm1N9fb0OHz6sjo4ObW5u6sknn9TS0pJWVlbiPuy9hJF2pp53p4JGcJHKfRJwGnt7pWNqWWQ4Pp4RMA9jDaihgkDA4n4wtTyXq5C8wrizsxOOGQcOuMTpESAIMpAtrqbA8WI/CwsLQa6QTDHm3kNneHhYXV1dOnjwYDQMxv6kUn+nF154QTMzM3HMvJNLBI2VlZV4HuYcO8BR+TYDnHFtba1GRkbU39+vrq4uLS4uBiCVygoqnnl7u9QDqbGxUe3t7ZJUUQkmAHoyhHNgnpLJZKheGBdAPYSNpIpT4xoaGmLLZEdHh+rq6nThwgWNjY1FIp3P55VMJiuUC17VdZbfySAclyu+UNHhnKXy1kScOUFqe3s7tkI2Nzcrk8kol8tVODy20DG2JFusZ9YQYIJnvXjxovr6+qLKDwFM9ahYLGp9fT3k0mzLrK+vDycMeGBtkKC76oL35B1ZCyR/JDlvX+XL/TcXYMeTIwAI6wJ7Zz1SdUQVRDPFbDZbccJDa2ur6uvrdeXKlSDZWV+QuIBaQJQ/D34W20fBACB2ybETXK7Oa21tjQrxwsKCDh48qMuXL4fdjI6OKpvNhg0CEIg/+H2IIUkVfpX7u8/gGbyYga36dieqrhCfbE/Chvlely7znv6cFFNcSYRyw8lWkiNX60gKf8BzIHdnvXv10O/L97Au/f8bGho0MDCgxcXFOMGUqjLvPzo6qmKxKEnR8DedTgcQc6KMceTZfN75XmIbz9PW1qbDhw9rfHxc2Ww2MAb+DBuE0PFkpqGhQdPT0/FcrjBz0hCyjPn17Rb4LJSZYBCeHfDPf/z/rVu3VF9fHwpLwOjMzIxyuVzEfN/uh8/EBoi5vn2G+OXb41wdyNry6rOrUimAAaTZOkKvJS8Ccj8vpLCeWDe1taWegJx+JykOXaBQ2NLSosnJSXV1dUUS5SS2vwd2KZUbFjOu+ByprCIHV/DZt6/SRcEOotHVeE5oongkaSWRhGhGaVZXV6fbbrtNGxsbunHjhlpaWtTZ2Rl+IpEo9V179NFHdebMGU1PT2tzs9S4d2lpKQp2FKS8vyYYiDhFoYh4hR1gLxCFjrMSidLhI2fOnNHg4KC2t7c1MzOj3d1dvf/979fx48e1u7urP//zP9etW7cCc1Ig8d0Lfm9iHWOF+hW/BUnreYKrWvgzkUgE2UuhZGlpKfw378+9vZk3pJuT/Pg41o9UxorVJJ83oQcze+ylRQi+jvnf398PIoo5wnegCNvc3NTQ0JCuXbumnp4e3XbbbRFDULtPTEzE+l9aWtLNmze1u7tbkeNQePEiB/0pIfrxC+SdEGirq6saGhrSE088ofvvv1+XLl0K0oHxJH7i04gj6XRa2WxWt99+e5CZUvmEYnIRSVEkxQd7juXFevIksNXOzk7sXMhkMkomkzp69KhSqZR+8IMfqKenR9vb23rllVc0NDSkI0eO6MiRI1pbW9Pk5KRyuVzg/GqSUlIUSHguV6XyTAgFWOsU7phTdmFwr/HxcY2MjEThWFLELGyNGCqVT4rlflIJk4BLyM0PHz6sdDodpOTa2lrkEY2Njbr77rt1/fp1pVKpaFtCodiLhcQ4xpdnINeCQ6Ew58o9MOZPu94UhBDkhLPJkAcsMCYDgkiq3MKF85EUQH5lZUWTk5MxGDgE37OH8wG44EhcKsjgevCtliV61c5leiQlSOVQHOTzeV25ckVf//rXo6N+sVgMw7rvvvv0yU9+UsPDw7p27VqwpYBN3p+gx3tAUgEot7e3w8HARAJAvemWnwji7w6rSuLuEkvuh2IHUI4BeqWUZILvgYBDJYQyjNM5qFYz7zgonLlX0QCxVD9h3EkudnZ2Yj9sOp3W+Pi4pqamYgwAdaurq0G2sG+ZPeCSIrhsbm5GDwnuvb+/r0KhEO8GGYCzYisaZMD8/Hz0wFlbWwubJKlaXV0NoJ/L5cLhMbaMqffbkBQAEyciKU53IIDwXDU1NVHxgMhLJpNBoPLvr776apxK19XVpfX1dZ09e1Z7e3vq6urSe9/73nDY6XQ6JJyADgCX9yXBjp2AZM81dsFc4sxdZcN2HVfx+bpD3eMkHYCfAIud4EdwlHNzc1GxqK2t1czMjBYWFoJIIhlLpVKx73x/fz+axXuVGtsAbHgixf8TsFxRRQW/+ojWt/IFmHEykLWFwsGVIsQTr+Cwlnd2diqUF+3t7UokErEtdGVlJZJT5Nmo7qr77zjIhFjhOV1Niu2TlOC7PBH0qmE2mw1bHxsb097enqanp9Xe3q5kMhkgcm5uTnt7e+rr6wvFLEABYojvxt/yfA62AdP7+/sV/Yp2dnaij5ZXMBlfwGaxWAxCBKKCSi/rGWUGBD9rsppA93H1Khi4ADDvRKvHHakcMzzhoqDC8b2eCOFreCeSHanc929+fl6NjY0aHh4O28pmsxVgmGcEDDux5XHLK+4QwCRPbPvo7u6O3iP4MT8AgWSX+QXoj46ORiUWFQH3Ixa7j+G9nRTh9yGeXH7e0NAQFU4q0vPz83Hy3sDAQCgu5+bm9M53vlOPPPJI4AmfTxIQsIWr4MAzqVQqkg+v4LM9jXdibfMd1WNDYo3dQHQRR7FvfDOkHt8JFh0dHdXP/MzP6OrVq0EuvfHGGxX4Z2dnR8vLy8rlchHjfMsAa9tJSPdRrmajWIJ/49/xQ4zL21e5+Il/Jckm4QWru0IY3y+VFYzgqsnJSS0uLqqzs1MHDx4MW0IplM1m1dDQoLvuuiv67HDYDT4Wn8RzSWWs5oUs75dGQg/5UR03MpmMVlZWdPLkSfX39+v8+fNqbW1Vd3e3urq61NXVpUQioZGREf31X/+1/uIv/kLnzp3Tt7/9bY2MjIT6hOfimaQyhkEJ7uuI/8BcLS0t0agZjJTNZiOG+u4PEuRsNluhLMLnMR5gKkmxXngufCFFA1d5shYgBImnbJGWFHiRBJrfc9Uj8SmZTAaBR75FsXRjY0Pz8/M6ffq0lpaWdPXq1dj6xLidOHFCra2tmp2dVSqV0uXLl7W5WTrBiyJDNZHgSmhsQirnZfv7JUXp9PR0bI0eGhrS+Pi4BgYGYj7wb+TXrIVkMqnm5mbl83m9+OKL6uvr082bNyvaFYBnnIxiGy45CrmNK129KEaud+DAgcijksmkHn74YX3mM5/Rgw8+qOeee05NTU369V//de3u7mp4eFgnT57U5ORkkGZ8JwUJhBnEEXxnKpXS4uJiBfnBWvGt9MR7V2ASZxynVZMt7M7wnLSaxOWiuH7hwoWYr52dHWWzWV29ejWUfvX19RocHFSxWIxYwnZQ5ovWJq4KAgs7doS043cgOn33Eqfq/rSr5s0QRHp7e/d///d/PwaeRI0BlxQOmgXMz6v7mzhAlModuPf29kIuT5PGajaagAvw8Eo+SQVkEE4Iw+eeAAbfYgLgxgl0d3drZGQkOuED/hoaGlQoFLS+vq6JiQklEgl99rOfVXNzs86dOxd7PHlHtpvRxwTmkyACKALsoJIAiPCMDpJY2E58ASYhkryCB6nCQtndLW1b4vQvl12j8iAQO2PtknkWrquM/J1QbiQSiWCMUSh53yjvQ0OiQNd8kvfNzc2QUZKQ07sBptVPyHKWFkWTy3qpdAAmARrNzc2an58P5pikqa+vT4cOHQr7pBE2nyHQcWzp+fPntb+/H0wzAZBnA3gSfKXyVhuvmDEmAHICJ0kvAPu1117TysqKent7lU6nw9mjlCsWi9GEbWRkpOL4Tal8bGJDQ0MQn9iDJ0ZejXVFHZ8nCeHkBsaaufaqLTbEs7K++X7WqSfxUrkx3o0bN+JIYBI1kntsz23UbRJ7JQljmx/vwvvxzNgRAYyEnTVI0vPFL37xxf39/bv/3/S7/3+7+vr69v/oj/5INTU1oc5y1QQAHvvxSpGrRCB5ICRcKSOV7IBeQfQygyiBjIDgxD+g2nAyRlLFNgAnAfg8CblvHaHnS1dXl65evRp9jjo6OioI8HQ6Hfd9/vnnNTc3p2PHjunAgQPh+/z+DjIAI67GAUAC/FxtCmmOT0dCTkx0ZQXrmYotvSgoerB+8HPENMgpfGd1vxzWmaR4Bvw7STPVVv8cAA6/5OQbyRjVb1cR5nI5ze1FEIoAACAASURBVM/PRwJTKBQiwWP7FcfGNjQ0aGVlJRIBjqjHF1cDNf6d98A+eIZEotx/EOJ+YWEh/IzHHaq1NTU1SqfT2t/f18jISJxIhj1BNnnTb8YKsod3Jza4YhRswRZqSPyZmRndunVLksIestlshUr6yJEjun79up599lkNDQ1FjOH5sScKUyRtTuRjeyRr2Bn24MQihSAv3vF8jg1ZgwB21j/YiSorZOLa2lr0DcvlcioUCioUCkqlUrp161bE7HQ6HX08eGaU7q4e5JnAOPwdu+b3nXB0PwZ+qqur05e//GWNjo6+5TtLJxKJfT+4BVxKHGA94q+lyhMp8WHYCkQB/goMnMvl1NLSolu3bsWanZubi/nhgnTi37ElVNteSAArkbd4/0XeBXzQ1NSkrq4u3X///frWt76l/v5+bW1t6datW1FURIl+5swZra2tqaurS4ODg/ryl7+sK1euVBw640fCg7W8bQdrhKKnk1c8N2opV+OBhcC4vGdTU1OcukTvVgitYrGopaUlbW2VT/R0v72+vq6Ojo44QMfVNqwv5sRjgxcHPJkmjwR/OyGFrwRv4Ifq6uqUyWRCaECO09vbq/n5+Ujuef7x8XHt7Owon8+rUCjErhZUQGBFesESG3g2yDJ80M5O6eAhToluaWnRuXPndPr0ae3s7Gh2dlaFQkFS6cSwtra2KIAcOnRIhUJB9fX1OnbsmJ577jnNzMzEzhn8sLdEIT4Qw9gCbOsuiC3shIL7gQMH9Prrr+uee+5RPp/X+fPnNTMzE3kp6+l973ufHnroIX3qU5/Sv/zLv4Qi34lR7GR+fj5sDzsjD6QAQ4zErrFD1GOFQqEinydvwe/jiyEreV+3IS/6gbnw5Y2NjbrnnntUU1Oj4eFh5fN5bW9va25uLpR3kNVsNeSexDNXvoFZyB08nwIbUGDh+VyNmEwmwRE/MU68KQihvr6+/U9/+tMRIHHkLkVDLeAqHBw7jgegRCVOUhgCnwEguiSYyWdRubKByQYYY2g4ErZ54OS8CuEgFgl1MpnU5cuXNT4+HmoMJzFIFre3tzU5OamRkRF9/OMf15EjR3TlypUgFDw5YSHAggP4WEjMMSy/g0ln1h0IusSf5MGPhG9sbFQ2m1U2m1UulwtmtVgsRjM95hNwj8FDYvB3xom5ZV7cHiSF5JpFwXz4aQoQRCwe9rFiC5KiekOloTogo0Ij2eK5WPSoNrAxxhA2trGxseK+q6urIeNEsYVdALLz+bz6+/vV0tISfQ4gDyYmJnTt2jVdv349bDSTyUR1FJvH9nAYOC2+izFhfSFdJTDxvOl0Wul0Wi+99FIEK4gy3x6GgmthYUHd3d1qa2vTwsJC/I4ndd4s2+fHSRKAPk4Vp8ez4+gccPl74dS9Gse88b4e2FyJgAMGiPE7kMjpdDo+U01muRJFKlfUAZCAIIKKO/qmpqbY+gnw92SGitrnP//5tzwhdPDgwf0/+IM/CLurJpQlRS8A1B+QfiTsVFGIEdg85IYnhagxHIxhpw7UsSPuAbDGRr3vkauC3GYlhW9FoTc1NaUrV66opaUltrdSDPBCQm9vr7q6uvT3f//3Wl5e1l133RVVTNYUawd1J34P0ORKNifJICx96w7JcjXJ5tXCmpqa2B514MCBUAxNTU2pqalJ4+PjymQySqVSFSCNzwNG8U+SAuzz7CTLVO/YnuEx1PEASQqAH5CET8ffkLxBlKHunJmZUSaTiS22/I5U7u/Deoc44UhhfD3JHnNfnewTw1A5Q/6TPFLF9G1RBw8eVLFYjD5r9OWANOR9ff6wYWK7F2VIWIktvCtzjjqyra1NhUJBL7zwQijW2NpGYgPZmc/n1dnZqR/84AdaWFhQX19fHE7g1VwH514lZ148pgGCOcYdP886xT7Bd4wz6421iS05JmF7H8kFn3FSl74q29ulfnLekJp4XK1MgYxmXMBtfqCHPzN+xyvhxFKq5Cj5/uqv/uptQkglQggs7sVlV9jg19gyhN3hH8HD+G1wJVsmsUUSY+YdPwcGJ9Hz4nYikQgVPPFFKqty8BcbGxtB1jD3FBvb2tp06NAhDQwM6Ec/+pHuvfdeTU5OxpYwj40oZj74wQ/qox/9qB555BG9+93v1le+8hUtLy9XELA+Dmyb86bN+FNJFWSAYyh+7mSuF9yJq7lcTnV1daGEPXXqlHp6etTX1xe+eWNjQw899FCoKhgL7geeY43wTMRX5pa1xrpZWVmJLaOQg/hK3pX1zzziJyhmoJTp6uqKFhIUx73ovrW1FQ2FfScL78H4gdsZcw53oXk0WAOlIUp8eqF2dHTEGF2+fFmnT59WNpvV4cOHo3CZSCT06quv6plnntEHP/hB7e2VditcvXo18iXUw+Bc+vDgvyRVxH7mBJyM3aRSKXV1denw4cOB17jfzMxMFJ7ATpubm+rv79e73vUunT9/XocPH9ZLL72k6elpSeXegDU1NUHGSwqc7rGKmM68gAtY7zwLY+I4xreuO7lIIY17ungEwQQY0g+woJC3sbER2/unp6dD2EJB3k89Zo4Z19ra2oq+QNzXFYi1tbXRHsTXgOMOSNifRgi9KbaMSeVgSSCXyg32JFUAfiYO54vDIwkHWDtrKCnAHwufRbu9vR2OHsfP90PUAC492eQ7/GQn/xmgEEfY3t6u2dlZTU1NxX5KggAAlQUmSQcPHlR9fb1eeuklHTp0KLY7cTmRwZ58qucELa+KSGVSxNUnMN8ujcaQamtrQxLPyW2QTmtra/rxj3+sV155RZlMRsePH9fx48f1nve8R2fPnlWxWAxQ570nYNzZYiapQuEF0YFDxS4YS+aFbRzMMwoUB/44QgKGpAqZOWPo4JQKozt2kifGhQoHNoWCZH19PZwQwZMg4b2T2LpHM+Tl5WVdvnw5GHkkycvLyxocHIz9vrW1tXHKERUkWHPkqsy7K2lQjwFcuJLJZKw/1tHGxoZGRkZUX1+v7u7umDfG1B0liUBNTU00HJcUzk0qAyBX4/AckCQ4QalMoLGPulgsRh8lVzRJCmDtyTZrkODI+idwUXn3NUSFluobQZBgy9r0LSDYLf6IYFCtHoJI3dnZiUbi2AfHtnrDeGzUgejbV+lyxQLAm3VJ8sbpClT+qwMqYLm6kogvwWeShOKzII2kcqGBZ+LyRNSVOBBJ2C0Nd5l7PouU++bNm3rxxRfV39+v+vr6iu2W1X5tbGxMm5ub+tznPqff+73f0xtvvKE77rgjxoX4g2IN8pd3Xl9fj2POfc3QzNJVqe5XAUfMB0oir6JixzQFzWazam1t1fj4eBzbS182T9qJRawV/k6Vz1UcVJ6JD04YA27ZqkbVn7EhprN1lvXswB9ZfvU2BMhH3o0iFjbAvVEiENt3dnZCmYxd8TMICamsIFxeXg5fz5G9a2tryufzKhaLKhaLUdnGT/ppY9g7toC6mC2W3EsqF+MAnNgxW5/4dyTs4+PjcYAHcYmEK5VKhVpgb28viKCZmZkKhRfg27EVIBZcgj8HL3kSS9KODeGLC4VCqFpJdlH04Qs8yfDxwRc4sAd78ruQQCR2PIsXHPh31q2TpyQBKOjwE94vwouRjpckVawXx41v9Qs7QKXgSjdsWiqd2gsO9rli7inUuoIUNSj4sK6uTrOzsxXFHAoCe3t78Tvgc74HdQD+glwH8oXiKeo+fFQ2m9Xe3p4OHDig06dP6/HHH9cDDzygZ599VnNzc3HQBTiLXISjyBcXF/XAAw+opaVFDzzwgL75zW8GQYafJ8EmyQQrgaudZGPMnDSFWGYtMCfMRX19qQdlb2+vcrmcWltbo3/f3/7t3+qBBx7Q6Oio5ubm9Eu/9Ev64z/+Y/3Zn/1ZbGtiPCm8bm1txVZTLvw6KkZwFAqMRCIRRB3krx9+AFlAMQmlMJjaC5Y0dl5fX4++YePj42En5BfMjVTuj4QtuLIJv+A5mtsJeS8YgF5pi4uL6u/vV01NjTo6OtTa2qq5ubk4Be7AgQPq6urSjRs3dObMGY2MjGh3d1ezs7ORv/KdEAf4JNYMfxLXwN6MeSKRiLjf2NiofD6v2tpaXb9+Xffcc0/YKWMM5nbV3oULFwIbsP2O8ZdKPpGeR8Rp8mdyV/I0Ctn19fURi6QSmY8CDjWcE1xgDIgwMIariJy8J6ZKiiIB/z43N6fe3l41NzdrYmKiIn/wrYxgGydN3adj36w1cg0vdtLrkvYzrEdyWO/B/JOuNwUhxCIAbBL8pdLE0WPDt2wRIF1J4RJ/b8pKsMXgAEIkByT2ADIUJ9ULAWPDQNzpkzRvbGzEJPP/kBk3b97U2NiYBgYGgqkEeONgXG62vb2trq4uTU9P64UXXtA999yjxcXFCtUDiQKOGyeITNbVUW7M3qfAF7ZX5GgKycLu7e3V3t6ebt68qWeffVZvvPFGvNvq6qq+973v6cknn9Qv/uIv6h3veIcuXLig2dnZigq0VN6+48Cd9wDUwsB6BZYE2bcpsDioANfXl/aCUvEE1BFE9vf3w6YAfpAgOGAW68bGRkUfFydTcOYkBixOV1eR6DU3N8eeUgI7DmdwcDCCP4QBvXQGBwe1t1c6VYB1QSUUx00Qo0E4Tsi3ScDKc09ntgGgJIoEJ4AJ7+rJMH93Zwy5BinFs1CJdqUZF59nzAEUSIE3Nja0sLCgdDpdIWfm3lL5KGJPVBl7HC22ASnJ2uDzJBQEYhIv5gWCGUefSCSidxnvg4ICRePOzk5F7wAHEl6pwN5JJhhj1jJ2/vZVjhMk7E54EkwJ4FRm3ae6Ws79D9+L/QF2k8mklpeXoxKJz+W7AKRsycWnSmXyke+FpMLnk9yiFgAk0GD3pZdeCjIIwFtNfEhl1czc3Jymp6f1uc99Tr/7u7+rQ4cOhS2heIBUALQCKt0fOvGDL8MPMAeuhMCX7O7uxha2w4cP6/XXXw8i6oUXXlAmk1FnZ6dqa2uVyWT0sY99TE888YRefPFFnT59Wi0tLRVbm31Llfe3cTDFz7ABQCpxDD/J5z0eVCsWXWqNmoeY5Eozfk7c4jNSZSLkClEID+yGeAOYBNB5UYwxdx+Mf4GsxK858UmPHnwywJRnhcDwd2DtQMLgG0meKZjx7z7nVLG9SMfvEBvwx37iGc/KlggH4qwNV1p4wcpVgB7bUcqgumFbBzjPFahuLxBF4BS+g3jD+qXoSNEA0F7dp4EknJjthB9j4gQB+M0VGL6dyYkD7u/roBqbvNUvJ7uZe7A9PWGIEb4livGHGCEGS4rtoXyO76UgTBELm8CO8PkQ5axN7I6YhL/Fxzu2xH+gKqqrK22vuXTpks6cOaP/+I//0P7+frRkIMHm/Sk8NTQ06LnnnlN/f7/m5+f1hS98QU899ZRu3rwpqVyEwkd6IQx1opMGjJdUSbRAJKBE9LXd0NCgjo4ODQ0N6QMf+IBu3bqls2fP6plnntGv/Mqv6Dd+4zc0MTGhjo4OPfDAA9rd3dVf/uVf6gtf+IK+9KUv6ebNmxVbYvBd5C9OtvKMrgphTlzhAq6TyrGffI458Bjp9gSxRCsKdi7s7pZOGfP8gvjKWDkW5t5erMLvuDqQOIIqzf3Tzs6OxsfH45j0uro6dXZ2anp6WsViUY899pgaGhrU09MTNo/6hjyAWIKYAeJdKreecMWuVNnknqIzBQny9JaWluht6+QsRSXWGSeAeaEblS14GnKfNegxghi/t7cXOVcymYz8x/MS5hAfjgoXYoW4JJV7V0F4YQu+jYzfgz9gfWxubmpycjLslTVOTr69vR2FHt7RlWOMkxdpIAFZB5C11cpScC5r0zHTT7reFIQQL8XlwR/Vh0s0nTDhc/zJQOJcAYUkvCSGTCYO2Ss7frSr913x58OBs5BwKoAQFjTgoqGhQRMTE1FtpGnv9vZ2SESZOAABjpSj6AYGBpTJZDQ6Olrx/jhCSZHcImd0kIfzhlX0LRM4HZwSSQdAvba2Vt/+9rf1wgsvaGNjQ319fTpw4ED0V9nc3FQmk9HExIS+8Y1v6NOf/rTy+XwEEogLgiBOA2DJfPOMjLNv75AUgJZkBedLMg/ZkkqlKqRyBCTsB4KQaitgnMVGIMUp8jOID54Np+RgFVsCMGxublaoA7B5qkQ0YvXfwdabm5vV3t5eUTVm7pk33s0BO2MCmYFUljkHMGDzkDmJROnUpQMHDoTSjHXEd5OEJBKlXhH7+/uanp4Oso17cg/GT6okIv15sf/9/f1w3q6skCpPWID0IlmRFJVW1jwEJHNDosCzOJgBGErl02nwC1IZlDMOrC8HGrxrtQKBecO5sw5QhBDMGVN+l8++fdpY6aomWVB0Al6Zg9ra2iA98Mn4yurEDR8hqSJZg+yRylJ+T5AJuAAXgi2AhaTC1yCB2lUmqMJ2d3eVSqXU0NCg119/PU4+ctUaQNF9pm9THBsb07333qujR49qYmJC6XQ6yI9EIhGqHieEHfA7iKCahO/HB+CPmQ98D9Lora0tjY6O6urVq6Ee7OnpiepZXV2dJiYmtLu7q4985CO6cuVKFDsg+lm3SJwhjvHZxF62U7hSE7K1WnlIzAcg8Xn8hCftkDY0yXag7r7TAbrjh58E4n3rBTZXV1cXPYhcIcy78yf4wavt/Awb4BmJ/05EMF4Q1ShZ/SAJfA3xEXyE73Z7IEZBqDAHXgDxdUX1t76+dBwxzyaVq5esR4gXEgySENYZCRbjA2bi3/ADPu6Mg4+J401/X8YIHAiBSrGIz0MosjZ4buyN53f7w49XFzU9trjyzYkJCoauHCLmO5nw9qWKuAzZgiKOJJpiLr6RMQYLog50XwduYR3wO2yTd4IBnw/xBy7xXQZOXDvJ58rI7e3tCsX0xsaGjh07pnQ6rRdffDFi0MLCQsQR7ARChp4r2OCTTz6pL37xi3r44Yd1zz33aHJyMt6V9bW8vCypjC8hPX1XhhdsuRwPuZIT/5/P53Xq1Ck1Njbqa1/7mn7zN39Tv/zLv6yXXnpJZ8+ejePGaYx/77336lOf+pQuXLigT37yk/ra176mW7duxTPhn8irvKgjlZtls66Jo8R4z0XADRRQPD6TGzlOZR0zd65QgThjpwNbo73vkueyrHViMXbAO3DiGDmH57747qam0kmjs7Ozam1tjQILWKm5uVmLi4saGRkJOydvAleDAcAVYBhyG3ykF32lMikERid2JxKlXnj5fL6CfGEM6ZVKQbutrS1aqfCMqKCcrOLePldeWCA3xK9jj5Be+Fv8OjHK8Q2Yjd9lXj3OMK6sffpAeRyHvCMWkCNiq/v7pR0JELFOtmIf3A8Cje9xBRHYlGKHFxmIrZ5f/6TrTUEIuXKEYM5Cx1Cl8okpMJGe6FUHeiaZhQeLCHhwhY8ncBgZP4c5ZLFBBtHUCwfCJHhV0uV0yJMdeCDfcqkiSTLgAXDS09Oj8fFx9fT0BFtN8uNEDsa6tLRU4ZB9O4snTF594ntQLnAyVW1trR577DGNj4/r2LFj6u7uji02GB6G3NbWpvHxcT366KN68MEHNTs7W3GcuG9Dg0gj0HhPHAej7mxd2YFT4Rlw9O6wWGi1taWGbwRnZKQoWAB5OBYn1KTKE6OqtyYy7iw4EsZqwtLJtq2trTgBBpCMjfFdgF22M3qw820Jnix4QsB7+3ZGmghWVyfob1QoFDQ+Pq7Ozs4YK5wljhEA79VcWPFEIlFRtcbmnXiFnW9ubg5JP2sboof/B9Qz99gdwQQQJymOgIbMxFZwqrw/PwNIo55gfqnEsV5YHz4H/OkAz9VXgErGHfKNgO8Apra2NhRQ/C5/Jxi/fZV7ElTL1VlXniSxPqqVNJ7883nfigLR4sUEbAPynX8DePD9xBHu6VVM/Dtgz6v9nsA3NDRoZGREfX19cU/WN/HJK0HegJxK8C/8wi/oq1/9qk6dOlWxndSfgWTVq4CsB9YnPtLJcyftsd2mpia1tbWpvr5ezz33XGwd5XREJzhR687MzKimpkYPPvigvvnNb+rSpUs6ffp0KHmYZ+Iv4wnQJNEBVLsaFszA2vMtpQA3kiMqgZBIxIxUKhVjzPcQt32+XEHkWAQfDxB1VRJzCUnkxDzP6u/G+5HkcX/micQGf8X2B28I6uQRPovqJrE2kUhEYQBSh+JCtaJnf3+/oh8C/rqtrS0axfrFEc5U0iHkOG1IqiQ5HCw76HUMwfryZ4Roo2m8r0UvNFIUcBWP/wdh7+PpsdtjMYm941Ts3bd1YZ+8I8mNVC7SMc/gNse5jpVcwUSR8+2rdPlaZ54ZHy+Isd4gNPk3j+duk+CIvb29IEwkVTRpr6urqyAawF/YCzHFG9+icsPWq5VKrq7whPL222/XxYsXo18eeQT+HD/k/nFtbU2Li4u6dOmS/u7v/k7/+I//qIceeihUDzwvvhHCo66uLhQU4DjH5awR4oorDbHl9vZ29fT0qLm5WZcuXdL999+v//qv/4qTphoaGkItzXbMf/3Xf9XMzIx2d3f14Q9/WPfdd5++8Y1vxNpKpVKSysQPc0py7z2a+B18BphOKrc4AMsTCxhLLxC6Cr+pqXQqLP4M5aIXgxh3X/9eBCWOYD8UOHiW9fX18Luu/K/eJkWsxu+7mhDfjsqRHI/4TWzFH/Hdng+TU3gRHGxE/kHsQKGdzWZ15MiRaCgNZmIu2IUBds5kMpqenlZbW5sWFxejpQJ9NplfiBHGF9zW09MTcdfJJD+Iwfv8ONnjP+dnqP9Yn4w9cVMqC0SkUv8v8lonR8Fxzc3N4c8hrCgmVhf7iAWLi4sx1jw7WMOLhPS0g7TyHrc1NTWR1/AeP+lK/NSf/H98YXDejA1DBYDCUksKIAzIlMrBnYWEswWceGXGlQQ4I5yZJ9c1NTXhdABi2WxWy8vLAfAAClxULnGmbAGC+UwmkxWsO8/Q2Nio9vb2ih4zGE9LS4vm5+e1srKi9fX1IKAYM5pQEmRaW1vjvevr6yvIj/r6+opG0AShxsZGJZPJODmMhP6ll17Szs6ODh8+HNvGdnZKR8oCcHmexsZGDQ4OanNzU6+88or6+/uVzWaj+s2Rh1RsOU4W8sPVWhB3OC2+p62tLUBzKpWKIMic8i6NjY1Kp9PK5XJBQAEIVldXQ+6Lk/Nqn8tI6UHBz7FLKjeLi4vxfcwBix8VGU4GO0JBw8k1BIvV1dUArq4sgBjxd6Tqjy05ucHPcRDuiFtbWwM4SyUwurS0FM05GU9sxffM7+3tBQCpq6uLZq6Tk5PhCF194NUwnofm6qyLfD6vo0ePKpPJxPiRpOD4cMiMZXt7ezhi1k97e7va2trC+XLCQSaTifHDB/BunlwABAD4qVQq9mJ78ECxANHGfBKseE8k6awjGpXTO6yjo0PZbDYIP68OAng8+XirX8y/A3cnP/GV1RUdV39I5S08/p1OHmELEAvMKfOANNmTdL5LKvf9cEBcrUBhPXh1mqqzA23iHc+JTyK+8LtSKekZGxvT+973Pi0vL1f0nyJpxl6l8pYriDZXPLrv8OSc9waM4Oc44YTT3+gnIyn8B3NF/FpaWtLBgwf1cz/3c7p27ZpmZ2crEmQUXswl8RmAQ4x3dYkTT/yd53Slj1dnfVuGgzJX/vC+VCNdYekkEaAewEpxi2SD7XDYCfPh4I5n9vfks8wloNCrlsQfJ54Aksy1rw0H854AEQN4Hk9aGJ/V1VUVCgXde++9sY2dQhPJlqQKP7iwsKDV1dWwDchHEg5X0EHcSyWQzfZ1L7BRdCOmM1ZelCPG8Rz4eO7n/QY9cfQxqlYBMHeurGO+fa3jB5yMQz3EPbAzV49iPyShHsP5HZ6B3+X9375KF7sBIH92dnaUTCbDz3lOwd/xNdVbPqRy+wgSdKnsg/HJFKiwJ+I46wGM4AQoz4ofptDgz8Cagpzs6uqKLZiQMZ784RtYT95LRSqthXPnzumzn/2surq6KlT3jt1YD6urq3FseXWM8zXAmPA58D54LZ/PK5/P6+mnn1Y+n9eTTz6pc+fOxfqixw54f3NzU8vLy3r22Wd111136Utf+pI+8YlP6MSJEzGvnGjMFn6KCeSRXuyGmMEeiCkUhPFTjDWqLOaBcXF/7j7VC+z4SP4fAgC/SsJO8bOhoSF62zIG5JHkczwj/phCO/6G5+Kdfesg38vWZOIL9ki8JA4w1/hJdl9g806641v5PkmB3aenpzU6Oqqenh4NDg5Gnrq6ukpz41hnra2tam9v19WrV3Xbbbdpbm5OUqnPjsc6yD5yqlQqpdbWVnV0dCiXy2loaEgf/OAHdejQocgBkslkjJWT+awb70Hl+RbbJCGKyOl8/aKAI6/k3Vn7FKAY92KxGO+E3wcTQVDjI/icYxBXi5IrtbS0BMHJvyOUYK3w2Tc9IURCy3GuUsk5c+wgSbJUZvp5KRwipIQnka7oIZl1cE8wpQroAB5w5EQDzOTCwkIkqTwLzWKpFPA8q6urmpyc1MTERJwQAjmzvV0+MQyngCKDLWWbm5shZ6TiCsgrFAra3NwMNhhSgaCCUaK+AZQAxgH2OEkWKeNVLBZ15coVbW6Wjt31Bqi5XE6Li4txtKrL8nZ3d9XV1aXr16/H9gBnJnlGnKakAGmbm5sV2/S8WkP/J6oICwsLcXw8Y0+ij8QQFReVSam8rXBzczMqwxB7bIEjIFB95/sZz2Qyqc7OTkllwMrCX19f18LCgtbX10MFwjtjc2xLa2xsjDGAAOKCMCHRaGhoiGbk7sgJBAQtghgOifmpry9tmeL+DnYBsICO8fFx1dfXq6enJ9QCEBodHR3q6upSLpfT+vq65ufn1d7eHgCayjKkmksVverS1tYWFddr167Fts6urq6QI1P5wO65ZmZm4vskRdCSFNWaYrGo5eXlOKqe9eRKB5wsY8ZaYp37fnicMnNEMsl3kYC7vWCDJJM8z8zMjBYXF7WyshK+ZxzQfAAAIABJREFUzpV0EKzVkuy3+oV9ulLAk2d8jMutHZTxZ2NjY1T9/XP86UAf2yUI8zNXX3qCyL+7WghA6kmcgyliAAmJ9xbCHvDX3N8JERJ7qkiQKT4WUrkoQqzDZ3uy72MKIUIM8a08gE+aV05NTUVxgviKT2Id488AQfPz87rnnnskSXNzcxEPAX+sA8bT1bvey8iVTzyXJzBeTeU7+SzxgJ/zM6+au13xcxItQBy24sQj84fvJ95yTwgC7IbnIKljnCGSPLnhXV2Cjo270oAY5hVxJxC4j68XPsv8kfw4RikUCspmszp58qSmp6crSDrsiYRwcnJSY2NjUajynnrYltso40w/N0lxGACfW19f1+LiYowVRSKq/dgLcYX1zXOSuLH9HEzC37FTEgRIXp4NkO3KDe7ppDXPy787aeCKMSdrpbLC0NcaGI81xXp13/X2VV5DjLErdx27Y/deBMYeIQec+CXWk6A7we/bzJgviBn8NX6J9QfB4LZHAsqFv3cic3e31KMmk8locXEx8Cu/u71d2kq/tLRUQT40NDQEgdLYWGq8DpHl5IcTwRAFrmphzHgWiIa9vb3IU8jFvK/M+fPndeLECV2/fl03b96MYijvQBEYPwXJ/MILL+gzn/mMFhcXdfjw4bB9ngN/iL92RR0JMwk45Bx5AfmdjyHzx9qFXGGemDOUt05OO8HBISvESb7TYwZ2B87EZ1CIBO/4rhn8CO8OWeTtL7y/nhc9/XAF/37sHJKiuiDphwJhn5zC68QD64GxuXbtmu666y49/fTTuu+++1RTUzoljNNT8/m83vGOd2hgYECvvPKKTp8+reHh4YqePvhO7JHYxBykUikdO3YsCv8//OEPNT8/r1Qqpdtvvz0Ox8G2sGnHQvl8PohN1qBjIdYRimWKULu75bYjFJnooeQqQGyZeEPhxf0QY81nmUvyWknBV1QXsFdWViKvIw6BlySFP/yfCgdvCkJof38/gjgT3tLSEowcBkryjuGSzEoKB87AOYBuampSJpOJAcIgMDLf/1tdVXSVkit6YKNxvoA1lAAEnKamplDFoCIi2cUJ8C6cJgKTCeuMeqq2tjbUKKlUSu3t7aE6Apjyvg6GuaoTG8aSXhONjY0VoCubzaqnp0ft7e3BoufzeWUyGdXUlHobdXR0SCo30yKhaWlpiSNoCcjMC4oO5siDJAkLfVxYWN6QjDnkhIL9/VLvGpRc2AXgyRuW8gyoNHzLV21tbTC1/AxAQHKETa2srMTpMltbpabMLPxkMqm2trbYesZ4kpS0tLTEMzU2NkYvJsYBEgDyjXWwsbGhpaWluBc2iAKGwOVJKE4AcgJbzuVyFZUQVGFeHX7qqae0tram22+/XR0dHers7FQymVR7e7uWlpZ0+fJlvfrqqxU9frCjxsbGWFfYBeurtbU1HPT58+f1wx/+UE8//bR+9KMf6Y033qioiLBeeCfmL51OV0hIcZySKoIpz7GzsxOELKSVPzdrOJ1Oq7W1NcYDohplD4GVyltzc3Ns4UQO2traGvMAiMOZQ/KhruP5sHMqGZJ+Ijh8q18kkJKCyHClQzVRz9jh36WyAghQBJBhTUGqAIgBmKx/fDMAWSr3TnBQ78kh3wMgcRIKwObbiv0YdC5Ue/4sfJZn3NraUltbW0V1kWcBuHnMcsUBY0oMqk5e8H08F/4xmUxqYmJCkmL7ihddSMpJUEj+AdaoSufn52N9OmghhiDTdhWF9+VhbgFVANfGxsaoIPOOJBROvDi5w7gTJwHpXMRwlCEO0PEPrlpzhQ7KLrY0cMoaBRHmhTiEP3DSku/xogL2BznhvjGRSIR6CIyzsrISIN8TKWzCCQknLBgHegPefffdam1t1eLiYowxW97q6+s1Pj6u6elp1dbWxlY8bMnHkPXM+m1paVFHR4d2dkq9JK9cuRIKU7bOj46Ohn0Rz5yQJRGt3uLpBTNXbQHg+R38vSvGpPIJX67y4t39cvUE/onxA8TT3wX/gB9gDjw5BUe4ssoJwrev0uWknzcVr6mpicKzK7Yd+2P3KIZcuee/R07Avdx2wHxSWTXm/oM1yfPxvaxTSClsjOQ3kUhoYWEh1ghrjvwAEpat+Pho7JA8ZXV1Vb29vcpms7FW2JYEEcp/kkJ5x4XPZB27z6BPDHGDIuvBgwejUDc7OxuxgkIqeR9YFfy4s7MTRfinnnpKQ0NDQbA4WcO8U3SHNOZwidra2jg1FjyPf8ZnID4gj6RIS1HRVR1eNADnM8bcjwIstlSdWzjpTM7jBX0It52d0kllkGzpdDr8Cu8PBgYDEd/AIMRRcq/6+vqK/q5e+GlpaanYXcMpzDy/VG5PAQnimMpVd/Pz81peXo7TRX/1V39VR48e1alTp9Td3a0jR46oUChoampKd9xxhxoaGuJY+qWlpbBLJ8ZY22wTe9/73qfW1ladO3dOjY2Neve7362uri7Nzs5qe3tb7373u7W7W2ppUiwWQ3iAX19eXg7y1GOcr1l8raQYZ+cg/CAAL+QRQxEBkDcwX6xbfAynfoMR+B3slPlJJBJRSF5dXY2iEkURitnVxab/qXDwpughhNPA+fh2KQAPgZ4kGRAjlU8AA9B5ldP7ukA2MUDs9fT9iJADLEqMDskfSV5tbW0c7YbygO8FOLhSCKUPigHAiye6OEYcSUtLS8WJZXwPCggmWSpXOR34kAw46cTfIUhwhP6cEFejo6PhCJF/uprFGz0DiGGVkbDdunUrGHp3eF5hBwB5Qsa7uEyR5/UtDahCWMiMLXunWcQOxqluYl8Ed1cxEYjpseHSQn7PQQfEoaSKBoKQNtgM75nJZMIhLS4uhoPe3NyMOXf2GjtzQgNnvbCwELbLfmOX7UvlbS44b05PAixT3ZAUEt9CoaCnnnpK9fX16uzsjAarFy9erNhymcvl4l15PprE+bHw29vb0TSuoaFB3//+98M+BwYG1NRUOlHgRz/6kd71rncFwMK2vFEpySGJK3ZNkohKh3kgSeP7HEThJ5g/9yesI0+4nAhi6ygOmu+iMsk74Gv4f0hEqbw1lbVBkMKe/ydG/616ufLEK7VezXVCkaTct/zw+761xBUB+HMnBwB9rC1AEHPHvVx14wCJfwccesNAntvXEjGALSseM/AnVChJwjm0gOfnGZqbm2M/fbVqhDVGjOTdWEvEON6DWA1hcuvWrSCTIXOJlcvLyxE72C60tLSkAwcORFwdGBjQY489FpU71pgTFK5YcXUOfsCTfCfd8D/0ROI98RlSedsG8+1kIduo/BAGgDHJg69VB+HYqG9R8IojR8Qy35DCqGAhJwHjnmg6kYmqzMkCJ/KI6zwzcwOB5ZVKCgT4REhXyCkKNPX19ZqenlZra6tOnDih4eHhICzX19cDlO7u7oZ/lMoqDHwvmIv4x3N2d3drd3dXzz//vNLpdBy+kUgklMlkdPLkSX33u9+NpuUkwKhA/Z18/aFUw1ejUsC3E2eJLeA5r4RTKHDymbXIXHvxyjHmzs5ONImlyuxJLWuWMfLPcW9+Dmb6SQXAt+qF3wcrOHEnlY8Mxw6c8GXtYJN+GhBrkfiA/wDjOT6vbhINVvN8xlUDbm+uLuN9SP5JKFG4sv4XFhYC0/OuXsxIp9NaWVkJXLS1taWpqSnlcjklEpW9NlHQcBEr/d/wq65eqqmpif6R/Jv71bq6Op06dSrIoImJiQoSE1/BfNTUlFTkqBLn5+f19NNP6w//8A9Dfe65DePCmnAMgD9AXUHyzrtBjqDiocAAic6BJcyrx3buAV70rb3kRrwDx8+7csS3BUn6b76HsVxYWAjfXFdXp66uriAeDh48GNh/fHw8/Bq2B8HJ9sNqtTR/dxUkdp5MJiveWSqfSsZnfbsfeRsxf3NzU+fOndORI0fU3Nysa9eu6cqVK3Ea9NGjR6MfHe0nWI/4T97F+/k0NJTaOtx1113RMPvEiROanZ3VK6+8otXVVZ0+fVpDQ0M6c+aMnn/+ec3NzYV9OwaUyrkzOZLnzoyXY0fGhznDb/P/XuhgXWPvKIwTiYTS6bQWFxdD3QTm8iIj+QD2VU0ar6ysqKOjI+4LNqQRuc+bE7vV15uGEPKqJM5FUoAtqaxsYdE7gQKQdrDlqhNAfXXFF2OTykQUA0+glcrqB+6JMwekQRSQuGKwPA9gEmLEgR6/RyCRygw8yQbMJmCf6ivMIIbG3wkIgGUWNqQBgY+gh5NhLCVFY1DkpYBBr2LV1dWFlFEqB2EAON/vsnDAqFSW8nu13JtfMUZS2eEia8ShAlZxjg5wudra2sIRQAysr69rZWUlCJ+6urpwcL61CPUTvadwkGzxcbm+j3lNTUnp0tXVFc4EWyIx4bl9OwBAmoVN8CeR4x6e8BJ8fE+yJ0IEGcaPceWZqbi4FL6zszOC9Pb2tqamprS6uhpVKJ6N7XJSuamcAyfmDVtpamrSk08+GXuAfSsfSdvw8LD6+/u1sLBQQcyQQLhKg78DWlyCjw36mAGycez4IJeRs06YL0Aftsbn6+vr40QHbHR/v3wsJKQxAYG1QTKIvXo1wStM1QqOt/LFOGHD2DtryH3Q8vJyBSCl+aNX5Lx6wr+hmHDw50Q1sQc5NPaGXfF9+FwAhJPR3t+G73V10eDgoEZHR5XL5eIdaBAJqOTQAAdl+PDx8fFQ6XkyQkxCaQSY5fh5J17xhcjLAaUkK7wnhQ5iAmQQ30NyzfdR/U2lUiG/5t70c+NdwAROrkmVTfUdYFFUcvDEmFYn3p544Y+9gWRTU1OcHpRIJCqOeSXOQPI6ceMEFASHVCYlOSrdK+yupsS+amtrA/vMzs5GHGWMPIl1n4gNQyI6cHcFGvMD3nK1JDZaTXJAEDognZ2djUJZZ2dn2PLy8nKoJFE/krihyPGY730Z2J6cSqX0jW98Q83NzcrlcuEDVlZWVCgUtLW1pd/6rd/SD3/4Qx05ciS27YNrHNxzEASqBMd/jidYu/xJAgaByvoBD/J3cB3z7Goz/L6fRuPkD8WY6iTcVai+DsAlgH6e8+3CQelykh/cgK/zBIvtPMwhvprioG+lR3XMZx0n4Qukyi2jrGkuyE6wLVgKH8L69QIDdoo9UvRKJBK6cOGCjh49quHhYW1ubmptbS0KfHt7exW+grW+tbWlfD6vXC6nl19+Wf39/XEkvZMTkGXkGLwXPr+hoSF6PrLtCrzj48SJYcViUe3t7RobGwubJ4fBtt1PS6V4VSwWIydKp9Oqra3VxMRExCSe1clfVwfW1NREIcSxPTGceMF68u2l/BvzT9yghUd9famfLLh+cXExWlj41tWWlpbwh8ViMYoFkO5O5kNs+HvV1NTEz7u7u3XbbbcFbgbLFwoFNTc3x86Eubm5wNIoXzxHJnfjXb1QRkE6m81GHyRwgFQ+/ElSxaET2Cdjjlp5c3NTw8PDmp2dVXt7ewgMenp61N3drZ2dHc3Pz0eLDXwj+GNraysKD+CJRCKhfD4fO2UmJye1urqqy5cvRzFFkq5fv66NjQ09/PDD+vCHP6xHH31U3d3dWl1dDbsGL5CHOJHrCmAvBnmBh5zAi3/EVdqxEH9Z/5C0KMO47/b2tpaXl5XP5yUpdr3Mzc2poaFB8/PzFUIBijb0cnW8w7ryghrv9dOuNwUhxARLlcfcSQqSBSPGCdNjQSonbEwak4XTkFQRGLifV3mpoHolDIfl30cvGhwaAIBqD07EJV/IMMfHx9XX16d0Oq3t7e2K06pqakrdxKkceFO0urq6kEcjdcNBY4gOJl31AruJwfh7c2+AMGMB6bC8vBynx/geSeYJ6R7brrhvOp0OZ3P9+vUKSSNzCqACpPJZT0Jw7AQ5J56oqDc0NETg4zuRmLNtjYULyOR5eWe24a2srFTswWWMeUYWJ8mmy1urK+uA2ra2tmDX19fXNTk5qZdffjmCfXd3t971rndpaGgo5JVbW1tx6hRqG2yGQMLfscHqva1euQZwMjY4CMgLHIxL/rErqv6ogTg+E+Jif3+/Yq+vKzT4ftYgjpfKlANjSREsk8mkZmdndfDgQaVSqThlgkof5A7ELsFaKm95ofLnag/GBlUCJI6rQUiKAYTcD7JYUtimr8OmptJJS1SY1tbWVCgU4rv4bvyKB1XmAyDoihfvrfFWvyBfUbk4sYn/d//kPglf4eCPeQAsulIBm2IuSLTdVqQyqejbGqUyQcG/ObEHIOTfPQ7NzMyov79fN27ciJ+T7BGXWCdc2GxbW5sOHDig73znO+rv7w97YpwgKkgQPLbxewBYACjPxdrlPRiTTCYT/RNIEBhDkmhv2MjV1NQUZGkymdT169ej3wxrGJ/qz+ZKGpJjYp1UPs2zWslDwk0MoUgD2Qxw5cAHAB1xB+CXyWRivklceDa/H3ZG4gieccUAxNze3l4oRiVFbxyI4ba2tohXVF9JwFKpVMRL4pYTexRAvBKPIgBFgRNFxFHIP9S+kEBecMB/Vzf/J4klfrDeSGSxaeJINaknKXz7yspKNFttampSoVCIgyhWVlZ0+P866IITWF3NRnxi7ZJc8Gyrq6ux/Zk5l8oKUWzMC29SSSXsR9HzPk5QMgaMm28TYYwbGxs1Pj4eByFwudqbMfd3wQ+wJqXKwulb/QLb4CuYH+I+xBB4yU+UdSwBOeyFGebJe8WguvHEmHnCd+Nv8Rm1tbWhOpEUP/ctoqxL7Be/vb29ratXr+rOO+/U/v5+Rd7Cu29vbwcpzOmrfE9vb6/OnDmjF198UefPnw9sA35zMtVxF/6K/2csPZZ5sZ5n29/fD4ze1NSkkZGRWBesGVdGSIp3aGtri9ysp6dH9913n6anpyvwWCqVqhhf5gw/BQlPYZP7kKSDob3wyjiTu6Ea6+3tjffKZrPq6OiIfK1QKEhSNFKenZ2Nd5QUJ56RR0FEg5cpGCSTyf82DtlsNpSYFKPn5uY0PDys9773vXEq8GuvvaaVlRV99KMf1e7urm7cuKGRkRHNzMxEsbm9vV0LCwsVShJXtxFPKc77OsAOUqlUkHUIIGhyTv/WbDZbUYQuFovh9xOJhIrFogqFQoX6HizNfVjPkN7EKOITxYfW1lZdu3YtdrSgJt3d3dXo6Kg+8IEP6NKlS7r77rv17LPPRu6LAswLSMRQbDiTyQTnAGHL55jPXC6ntbW1KHCB7yGA3Abr6uqCRHTSGttlq3Q+n9eBAweiiHLp0qU4XIqCDd+H4g1/4XgR29rdLbXaYFx/0vWmIISYDIKfV3slBRjwrQBekQHYuRTalR0AEQaQ7yQw4wABVvyey9HX1tYiifTqDsEAwMfz4UC2trbiWPGdnR0tLS3FPQEFOFZ6wQAu2MPZ3t6u9fV1Xb9+XUeOHInP+fGuOBcINansTHZ2doJUwPBYcCxyxrupqSmS2I6Ojngm3tNJDydqXFG1vr6u7u7uuD/7UX0xu/SOhbW7uxuJCE3bGhoaQp5OQoaj5/7IFXEOjBksOt3rt7a2NDExEZXf48ePK5vNVigCCArMJ1UFbIZ7Yx9UDJyEc/KhtbVVMzMzev3111UoFLS4uKiBgYEKwPD9739fyWRShw8fVk9PT8XWsPr6+kgWWCdUaACFBA+2Yvm44hBI3JxM8uabODW+07dSoIhhblwJh4oNYCyVmW7ITebbq3YkqbwnpKevy7Nnz2poaEhSeZsBYISEEd9AFY0ElOSJxI61iX9obW0NoARoWV1djc9S7QKcQdARLFhnbW1t0Xvpxo0bev3117W3Vzo9b3BwUJ2dnWpsbNTs7GwFcw+ZCOlHgkrihAIxkUhE8/K3+kXArk7cvMqPX2VsAYDYFL6aecQeHJi6AsYJIL+fpKgAuYoCO4SI5HMu0WYNOPAH+JJoHjx4MNR52Ww2/KETOhAAxJu+vj5dv35dZ8+e1Yc+9KGIB/hEngu/42QQYASfw++SFLO2fLuDbz/q7u7WzMxMkOYkSJBQABcSCAjjrq4ujY2NaWFhQUNDQ/F7KCRYs4AzV5dWV9GZe6lcxXRFEN/hFUH8Hz0LvYgCGdDW1qbJyUnNz88HmKUPHGQQyX8ymYwtAU4GoUzhXRh3P3nw1VdfVSqV0tTUlIrFYpxAKCnmt7W1Vc8884z29/c1PT393+a1umDjZAuEAvcljmD7vmURv4Ra15WYTmCyRrzSToV4aWkplD34NsbKt91AhDFHGxsbSqfTWltbCz+IDQG2ic/Ly8s6efKkHn30Ua2trUUPROIUvQ8lVSTXW1tbsW2L+Mfa5O/4HMYJ8gsiiOcnBvsWRMaIv3vfRFQVkqJAtby8rOXl5ThMhOQHP0FM5ju4P/GX8Xv7Km+vw49QwAHbux9h60ZtbW3Eft9S4zHB1VrEBewZv+XbOBwHEnsopOFXIWddLS6Vlfas2/39/di62tjYqLm5OXV1dens2bPq6OhQOp3W3NxcJIf7++UtsuALTlz90Ic+pGeeeUaf+9zn9PnPfz7IYdYsn3U/iIITDAhRgM8ADxGjuBh3GjhfvXpVR44c0ezsbMRy4gtFXubLCbbbb79dr732mo4cOaL//M//jDyEIr0T4fgqxpA16lumt7bKDZN5XuaV+aAYTzEhn8+ru7tbmUxGAwMDKhaLevnllzU8PKxkMqmPfOQjuu222zQ1NRUtGYrFYuR8FP1QWoLR8Uvs4MBXEt83NzeVSqXU19enw4cP67HHHtP+/r6GhoZ0zz336Ac/+EHkbMlkUnfffbfm5+f1yiuvKJvN6vbbb9dzzz0XBA641nMVJ6kg9cDDXmxhnp2MZszJN6Ry0QFFFuvFC7j4+Hw+X3GgFIUi1g2YnntQjF9aWlJ3d7fm5uYCl0iKnBD8vLOzE6qy2tpaZTKZ6C20s7MTamVEDBzzzrgsLy9X5BjYDvmLpAqyCEwEGcQuBfAEcdh3AVDo7+/vV19fn9ra2vT4449rcHBQdXV1mpmZ0crKiu688051d3fr9ddfr1C54tsghpxkJJ6wxv1E9OrrTUEIMShSuTm0kzfVpAXgn2oSyRQLXVKQCt7bB1aOij2Og++BsMBp+9YEqWRoOB8k8pyWQYVRUlTWABqwcvRPOHr0aBgaxgdjSlDBwHO5nDKZjL73ve9VdEHf3NxUOp2O90OmyfNLJeVLXV1dqEsIFAQf3gNHKJW3s/AchUJBfX19MT6oQZgj3woAsK6tLW1xu3r1apBJAG/fN818YtBezaWCwvyQvJHYsV+Wz+OU2M5FMlZTU6OlpSW98cYbun79uhYWFmJBPPbYYzp+/Lg+8YlPqKenR/Pz85qamqqoCANCISqwR0g55JyQho2NjbHw2tradPHixTiSXZJOnToVn8NOUqmU5ufnde3aNW1vb2twcDDsaHl5OUAhdgkB5YQIa4RGYqwn+nAgC3Z22LdQ7eyUOuiT4HhCg21ks9lIVHBq2IwDAUgkbAI5c21tSZKLzJbqjCt9ICqz2azy+bxGR0fjfiQvbJGD4GJ9O7tfTeA40coackKKKtH29rZyuVwFAQogx9HiYDs7O9Xf36/19XX9r//1v6KSAwC5cOGCtre3deeddyqXy2lubi7WjyeEAEHGAPUUp3WMjY3933Wp/0dfLs3FBljrDki8UknwxbZZdygJsbvm5ubYzgl57dum/DuxJWyCBAF7RF3h6jDf4sEaaWwsNT0mDqyvr+vQoUO6fPlybGdFkQOgxMaonkIy//M//7NOnToV2yGc4AFMQfRAmPD9TlrhawBNvkUaoMPPl5eXdejQIY2NjVWor1yZBOiB4AKcZrNZnTt3Lra8emUfEIkvw1dVE25bW1shv6bqK5W34xDrAfquOKYIsLGxoba2Nt26dUsTExNqampST09PbOvM5XJ64oknNDk5GcQ5xBD2SMzGr0KAe/EDoMs4UnCZmprS2NiYcrlcxNa2trZQMbDlcWdnR3fccYcmJia0urqq2dlZdXR0xNj43LpqjTVALGVcvEDmawgShWSYxMSVLFIphpBkMUfYJUkj9oef57mYE1e3QJ6RkPF8niS5CtULTswpsRKlEH/61ml8On4BGyeJYZ1TeCEWOL4E2xArIbDANdwzk8mopaVFMzMzun79utbX19XX1xexOZ1OR2I7OTkZmAr/4CoD7Ir7gE0parx9lS6PEU52+xZbH9O9vfKJt076S4qm76jp8CGSKprCg3PB4E6Cu0IVHws5KZUPy/AigyviiTdsFU4mk5qamtLRo0fjcJUbN25odHQ0nnt1dTXsB59O892Pf/zj+va3vx2ntdLHCGIdPEIcwAYhs9nWhM+jWE6O4EpT/pyZmYntMCgx8dXEDfwO+RIk2G233aavfOUr+tM//dNQ+oHjwMNckGj4EOI2eMsVncwFf/Kd5CeoHJPJpLq6umKev/rVr+pjH/uY3vOe94Qat6mpSV//+tf1O7/zOxoYGNCFCxf02muvaXh4WIVCoWKbIYpDV1j5GOBzNzY21NXVpaGhIWUyGT300EO6/fbbY24ffvhhjY+PByZtb2/X008/raNHj+rYsWN64okn1N7erhMnTujVV18Nggaih7mCyCf2gE83Nzcr+mgRx/CDKL1YOyiq+J3W1tb/1jrF1xwKbal8gjjvz/ywFslfyb0zmUzgZ9ZJMpmM00ohelOpVIw/TcU9nqAQp4hNsZa5Il6ytZ5iFvFmc3Mz1g++gy3vYEPyb9YIa83JrtOnT+vee+/VzZs3tb+/rwcffFCvvPJKnF48NDSkra0tvf7663rnO9+pH//4xxUFN+INNuWkZmdnp3p7e9XU1KSnn376p/rNN0VJgWSaiUauB1HAwOJwSe7c2TJRyM4bGhpCcsXpSCSSqEdYdBANJH0eXCEGcBbJZFLJZDJOIVpdXVUikYhu6FTqvC8KjPv+fmm7zHPPPRdsKtUjSdEBno7uEDn/9E//VNHwrFpSiqPBIHFONPB1gIxag0UBucZ/GNaUd/0/AAAgAElEQVT6+noc8b64uBiGxulOOFTmhTkDfNfU1GhiYqLiKHCkuYwZDoEKFw6Q+QWYeoDC4VBZ471YmB6MqG6++OKLOnv2rOrr6zU4OKje3t44Le2ZZ57Rb//2b+u73/1uSGJxMDC79ByQyoGb8SNAZzIZZTKZIPY2Nzd169atqPoNDg7q8OHDkhR7runxsLOzowMHDqi7uzs+T8NAkqRcLhfVd5IE7Afn5c2kPUEgCeFPxozgRnCRFFvdqG7g+CVFpWNpaani1DdJAV4BWhCVJIU47N3dXV28eFFtbW264447KhIlwAsAuqGhQQcPHgxWGwINhZP37KBPlYP5urq6IKKweYgjb/zHmGFPSEhRnPBvBMba2loNDQ2pv79fIyMj+od/+Aclk0mdOnVKBw8e1IEDB5RMJpXP59Xf36/p6enYfknVn/UDKUzyQZDgJL+rV6/qtdde+3/gXf/PurwSC0hxUtvXpxM2+AfIGuwRsEwi7eQNxI2TjwAnEkonCrk34N+VcPhWV8vg5yRVKP4gDY8fP65MJqOxsbGIR5DSEET19fVKp9Pq7e3Vv//7v0uSent7KxQzAJJqhRAguDpZJ2niPb2RJs8AYNvbK21hy+fz0XOMrT5eSWQ98Z3E0bW1NT3yyCPK5XJxYqVX70lAnFxxUturdqhCpPKWI+IHc80zUdVGAbSysqKLFy9qZmZGNTXlHmlzc3MqFovq6OjQz/7sz+rkyZPa2NjQ5cuXwx9A5ALAIJ69QunKNp6lqakpsMbFixfV3t4e6iLUkpADyM6lki86duxYbBdjyxP+qpo4w79CYuA7qwlzV9JAFvJ9VB6ZP0+a/e/8DH/ufh2bQ2HG3DI2kE9giubmZh09elSTk5NhC6xF4k1DQ0OsFy8cuRqUdcVzsgZY064UcP/hCh0SSd/2Q+KDDXjFuKamRqlUSh0dHdHn5fHHH1dzc7P6+vpirCVF4jIwMBDELXiYi8QIIg0iuL29XTU1Nbp8+XLE4rf65cQGSTckDdsNmVsnDZz0YJw94UQh0tHRUXFyMIQyfsW3foM3IJTAHuB/79nD76LqBEexbqUyyb29vR1kMIRyb2+v6v83e28W2/h53X9/f9S+UCRFUtRII82Mxpp9JuN9SeIYbhwXTp0WceG+QNFcNEXRAl1yUeDfNxcF3ou270WBoEXfoCgKBP0nRmKkcZMmadzYTrN4G3vG49kXaaSRRhu1kRSplaT4XtCfw0Mmaf83LVzEBAzPJvLH5znPOd/zPd9znpaWuiJZd3e3zXgcGRnRkSNHdO3aNYXDYZ07d66u9ZE46MkSbJr8yA/LDoVCVjzB96C8lGotUuCulZUVnTx5UufOndP+/fvV2tpqRW2IZG/jqDeSyaTW1tb0+c9/Xul0Wrdv37bYh4/Bl/nWWZ7B46qNjQ2LEV4dTzzlZ/gzEvZoNKqRkRGl02nlcjn94R/+oTY2NvTSSy/pypUrunLlisbGxvRHf/RHam9v15/+6Z9qZ2dHH/nIR+xGX0mG53kmvi/rCQlDXOO2s/b2dk1OTmpgYEDXrl3TxsaG3njjDWWzWaVSKfPjqIqnp6f17rvv6sSJE5qYmFBbW5tSqZT5MK9YhTglp6Hrwxec8P34cJRN7DXrhd3xf6/8Ib9l7aX6ESUUZflzjwGwecQMKLk2NjY0MjKi8fFxPfPMM3VzVtva2qzYBlG0tbVlRXNyIkkWQ/iOYAZssa2tOivVF02IU1KtuN7b22sxhTNLIcoXdcBZra3Vwdif/OQn9eyzz+p73/ueDh8+rLm5OT333HM6d+6cxsbGtLi4qOvXr+v8+fMaHBxUJpPR3r17FY1GLR9iXTnL29vblhOeOnVKzc3NmpmZef8rhCBMUGZgfJVK5aeGVvm+Wjbdt8n09PQokUgYcVAsFo0NLRaLymQyJlf0Q6UIIFS0OAxUE0gOfJLJ4iMpI5lgKJcnQDDmvr4+rays6MUXX9TRo0d19OhRbW1taXl52Q5iS0uLksmkhoeHdeXKFRWLRR06dMhAKkCPz2tUQWEgABXf5oIh48RhLllvkiIqwwwlSyaT1ruKs/WfJ1WdXTwe15EjR/Tnf/7n2tzctLYs+it5fqlWleR5fdXVy0ghT6SaOgynzlWMkqydLxwOWwVlfHxcoVBIx44dkyRTm+Dok8mklpeX9fbbb2tqakqf+MQnlEwmtbKyYgEDZwRwxpFyBTtSPZwkV0K2tLRocnLSAn1XV5fN4CmXyyZx7+npse+DXVL1AJTncjkLdiSdDHD1knvOiFS7rt47VcAtZysUCtna8h44RM4NhBhqAiqtXrUFSefJM4BQNputIz1bW1v1ox/9SKdOnaojrQDrXtXBOnjwBlAGuPvWDPwD68nsCB8AAF2+Au3VXyQIPglmHVm/fD6vf/qnf9LY2JgeeOAB7d27184hQctXf2jT9LJoiGwSdvYMueqNGze0vb1tROIv+gufzN5xPknmUAWwT35mFiQNCpK+vj4tLCwoFovZ1c9bW1vK5/Om9PNJIQNkiRNSbS4QRKRP+AE6vAeqSg+4sQ/OOMm3VAUoXK8NkZTP562fnUQBBcIbb7yh69ev6+TJk6awYM2o3mLTJCE8Ay3X2LWfV+YH50IEUXVnnfn7o0eP6uzZsz9VcSVZ8KQzvvP5559XOBxWKpWqI8jxKYBK3+4BMeDbjrzP8ueWtffKLvYTMJbP53X+/HlTBOErIN43Nzd1584dNTU1aXh4WH19fbp48aLu3Lljql/8SuPsMU8U8TyQB7Re3Lp1S+l0WqlUyqqB+HmIG37Gz99LJBIaGxszVSL4yZOZvBfKA/aApA4bpLUeJRCYimfm+UkKG4ehcgb4e2wZv826gFuCoDbM3LfneAJqdnZWTzzxhC5evGhKvpaWFlO6eqk/n8/Z4xpofu9ns3jb9KSV/x7gQv+fx1OeWPKFK69E6O/v1/r6un74wx9qdXVVyWTSCASKG3wXyOb9+/dramrKZlV5EpZ1JX709vaqo6NDExMTVgj74FUr4nrVOX+OKplkszG++06FQqGge+65R8lk0gb8b25umlK/WCxqcnJS4+PjKpfLNiSafEBSnaKT1impdvMQvi0IAhsd0d3dbQNipZpyhDMKRkEtcPjwYWulevDBB1UsFk1ZQKFsdHRUH/vYx/S3f/u3+rM/+zP93d/9nWZnZyXV3yKGzYGNvL8Be0P6+ISXv8fH4gcoOLIu/f39KpVK6u3ttRsWmTMGPsNP9ff36/jx4/rVX/1VjY+PK5FI6Mc//rHS6bQ6OjrqlJgQKGBaYkcjNkDRRX7jW+JQA3GOW1urNysnk0nt27dPV65c0UMPPaTx8XF961vfUrlc1uzsrOUCKysrmpyc1MjIiD73uc/p6tWrWlxc1OOPP64XXnjBiqkQQPhVMPHS0pIikYjdREY87O3tVX9/vy5duqTHHnvMZvFQhPe4kj/v6upSZ2enIpGIzpw5o49+9KM2lxCFFfFBqhEaPT09NvvSK1mI4Z4EZN2k2k3hrCnnyBfYVldXLbfG70OmkgtC6tGChT8FA1UqFZuHu729rZWVFV2/fl3PPvuspqam1N/fbzf/Es8ikYhyuZwRUnAHjCPxuI3nwB6Im55o8cPBwUXYF36d78U5J8f2rZVwBHfffbeWl5f13e9+V5/97Gf1ne98R2+99ZbZIcTq2tqa3RY4MTGh06dP2x6SUxYKBSMgie8Uj8bHxzU0NKSJiYmf6zvfF4QQIMYTBVItSfMVfQKvJ42QdHOQXn31VWUyGZNxkSR2dXXpvvvu09GjR7W5uWkzXRiKCKGEUfvBvpJMQYCzRxYNkUPggTiAwQQgAlxbW6sT+icmJjQ7O6tTp05paGjIDgsSvK997WtKp9P2d7w3huJl3oAY/g7ATGKAZNYTRUhWPcHGs6OYiMViWl5eVqlU0qlTp5TJZExBxPuiXIlGo0omk/rrv/5rSdKxY8dMyo+sVqpVOQgigHo+39/uArOKTLpR6QLZxnsA6lZWVrS8vKxQKKR4PG5Bg8ScwyhV+/j7+vqUy+X05ptv6uTJkwqCwK6mB4QyGIx5H8VidTA4jg3byeVydnVwMpm0QxsEgRGOPnhiX01N1TZCn8DSf+slznxPvwc+gfI3TaDqwUZaWlrs9gJk5wRRX031SRYAFGfIWrJn3u7ZW5zf5uamJU0oyXp7e7V3714jviKRiK0DP4d9p9NpS2h4Dl78OTbvyWQSGpJYgqakuv5tD4b4DAITn+er6gxMv3DhguLxuIaGhsxXQQoD1iBMqdxwLaRvR8KG8XP83cLCggqFQp2a6INXDWB74Omr+D4Ie9WOn7NBm28QBHYVL77QKwsZekjrHueHJBf7QHJMDMEm/XMACvBlgAJPBvM9qCSRKPb19am3t1dXrlzR6uqqzZTiXE9OTurMmTNGvnvQwxBQr7D0yicP3nger3LiWQF8qOf84OlisahcLqd4PK5jx47p6tWrlkBBKAMgqbSHw2G9/PLL2tra0r59+yzJIrmG6AaM4g8afQAEhlf6kswA7FgrYjFxBf9/6dIlA44bGxtWwJBqahnWk3/3kY98RH/1V3+lgYEBxeNx+0x8NP6MmOV95tramlKplGGMCxcumAQ9kUiYfVF88C0bxMHd3V3t27dP3//+941sw283Nzcrm83Wzf/j77x/960VnBV/U5Gv+vId/D6SqPJ77Buc4VXH2KAnSNlnqTaYG5vEnrhRFSISW/TqWK/+wUfwWew1yTXYh/fyP0cxjvf06jK+u38PyFySAD9Evr+/X5J07tw57e7uKh6PKxaLWTxpJJqamqqtCxSTwJP4HPAaz81sxKWlJZsn80GcqL7w1eAJj9/xF/hDziu4GgzV39+v4eFhra6u6ubNmzpw4ICd81Kp2oK/vLysN998U7/2a7+mra0tXblyRdPT0+anKBZwLigU4VMhTbikpFgs2lwVyBlyl5aWFuVyOctxIGlWVlY0PT2tzc1NPfzww2pvb9elS5f00Y9+1M5ae3u7jU34/Oc/r3/7t3/TzMxM3SgHyFpPjPoish92jG+jvYZ5jZ2dnXW3dDXOT8nn87p69arNtHn00Ud14cIFLS0tGZnd0tJiZ+fhhx/WsWPH9L3vfU8f+tCH9I//+I9WICeeSrIbntl7/AtkG2eU2MX/wYWe/GWv8A2QQplMxm4kvnTpkpLJZN2MnVKpZGrSO3fu6M6dOzpy5Ig6Ojo0Ojqq/v5+TUxM2Dwij0mZZdba2lo3QoRLcTY2NhSPx3XgwAHNz89rYWHBFGfNzc02aJ9nRjEPYXH33Xerr6+vrphFHGGwOecFH8h7E098URh79C1R5Kz4QJ+j+uKDF3+QN+H3d3d3rZjD2fG5LWeG/LBcLiuXy9l8TnIVqRa3eWZfMIKMojDmuQds3CugweAQP5BIxEefz4VCIZtFxs+gTPaFA3Divffeq6amJmWzWXV0dOgv//Iv7dyz/mAZOISVlRXt27fPiiIQqGAEiDefl16+fFknTpzQhQsXzOf9rNf7ghAigWOhJNUxxgCrRtk1C8yBv3Tpkl1zuGfPHkm1Kd5S9RC8/vrr+tGPfqRHH31Uhw8fVigU0vLysiRZgg8Aw+mR6PEeAN319XVz5rDPUu3Wgt3dXZPBc6BoZSMgrays6Ac/+IG1oWFcsIKjo6NKpVKmYgIkc2gakxAvY0a6xncjaYL17+3t1dramjk2SBa+O2Cqra1Nk5OTWltb0yOPPGIOgnk8xWLRrqh/4YUXJEnDw8N21TvVE9aQ70J1gD+HsEHBQpD2t6x4WaK/lYBZDygA1tfXNTc3Z+sfj8dNXu4l4TwPyh6CGDN3ICMhprx0UaqRlwRTbjJbXV21QEolGgdJEuaVbZJs/zc2Nmx+EnuLPJF9xYmj4uJc8Gs/h4L9Z02xT/97ggFBEGBA9dh/RwYyQ3jg+HBcJHHccuGJmXg8rubmZhteiGQYZ+1t8Pbt2wZ8eV5s00un2X8f+HHQfv4TrZg4dIA1voTn57v6ZJ7gjXKDZJ8AWS6XrQoACKMiiXQbIMe68Tn4KRw40lTe5wOgX32FQrUbwSDTKpWKKXywXcCOnzOAXba1tSmTyZj9cc6wB3xhLBbTgQMHND09rampKSMC8Ge+JYzP9C2MjYoHwK5vV4BkBkjzzJLMz0MKrqysaGRkRKurq2bbUvVGk3w+r9HRUbMV/CMvT5SgnvNAyKsz8XWASb4PZ4u/88O0SV4XFxeVSCT0wAMP6OLFi6bu6e3tNT9JBfT5559XqVTSvn37DFCSyHm1nI9zrLlfa74fhAXgnLWD3IMAZFZLKpVSKBTS0tKSVlZWNDw8bC1EAEmAHL4JkrCpqcnajldXV9XV1WVEGr4ZH4gPaGxrIBnc3d3V8vKy4RXIgEbyhjgH8YJvxT/ynYlt+Eyf5NGGxPeC9CAec45YR+KDV5Cyj9iRB63YNe/H80NE+ptKeU4qsKFQyGZ68XlUeYeHhw30UlzCb4dCId24ccOuvKcowxp7NZ5/+fYHr37zKhG+L2QdcYc/B0uRwPE8QRAoHo/r2rVrmp+ft8GgfCZ74RVUXpXobZh15XxCSra0tCgSiei1114zpdkHr+orCALzqewLdsmee4JUUl0CRYfBO++8Y7PZLly4UKcwKhar8wI/8YlPqKOjQy+88IKeffZZJRIJXbp0yQqVkI8QQ8Qg8CMktSeeIYF8iyYD61GjMJRckm7fvq10Oq3e3l4NDAzoscce0507d7S4uGhxJJlMqqOjQ1/+8pd17dq1uuKTV8mhzse2KYZhi/xbfBmxAZ/FdyNO+3YwWlvHx8f15JNPamxsTAcOHNDQ0JDW19d169YtI0AOHDigY8eO6dy5c0okEvr2t7+tW7duWdzxBT5iLL5VkmFfFDn4HYZyc3GMJze80pDvCzl148YNffzjH9dPfvITu1GMtiu+K3ljsVjU4uKiWltbdc8992hhYUH79u2zq9HJxViXTCZjcdgXMzKZjKLRqOWLBw8e1I0bN9TUVG2/A/Pg69ra2uqURblcTtPT09aKvLq6ar6HM8BIi42NDbW21m5ORlmM6t+rsRnOzdnh/14Nx3fx5Bp5Y3t7u+VYfo4We0Dhg3yXs0YOhMILbLK2tqZCoaC3335be/fuVTqdNltmBEY0GtXs7KyNX0DhA5HFfq+trUmqihuYJZrNZi12YesQWxBY+AT8NHk5+NN3tXgCbO/evTpz5oxOnTqls2fPamVlpU7Z69WtEJMUNOEmsD+v2CLPjMfj2r9/vy5fvqyVlRXNz8//h77zfUEIoQqB9cZ4fHUXx4YcC6fF4iwsLKhcLtuAPjaCF4t3zz33qFAo6MKFC5qcnNRDDz2kVCplcxpIUCGH2HQ/R4hqjVdGwP5jGASBfD6vYrF2BTgJAIcomUzataPZbNaS3Pb2dru9SKqqkrgtxpMIkgysS7XD6dVBrAWEC+0RXG3riQ///KiEpOog7Ewmo+9973u66667bBo6BNfU1JS+9KUvKZ/P6/Dhw+rv77dgQSDGqbB+/lYpEmpuCeGQtbW1aWVlxcgpn5yzrgBm5KaA5AMHDkiqDWJcWVkxB8GBBRhALrW3t2t2dta+PwCcQAG49QQfoAMAAOFQqVRsACkySxwk/x6WmeQpCKpXIDMQ3FcleUbk4fQh40BLpZL1h3qlEGAbgA0YxS5IFGDOOXN+RgaODgmjt0PWgcoHn+EBNg4Qp7iysqLt7W3t2bNHiURC6XTaAJAkTU5OanZ2VrFYrO570UYn1VriWlpa6hKjpqbqsDxutuB8Liws1JEJEDzsi5/BRFWZn+VsNTdXJ/5TwfFVR6o/JHrYA5/JmeTvfC++f27WxyuMPnhVXxAtgBbAm1SrDEuqC6qSTMk5Pz+vtbU1xWIx8yUAGal2IQBVxJGREbsBChAOCdpIVlAN4jlRx3gVBQkFFR3f9kRVCFIce+J8QuijGvTJv1cTSDW1EeTQzs6OXf1L1Yz39CDGq+QA3KyLT7D5jlThaRugir1//361tLQonU6rWKwOai8UCtrZ2dGLL75o7QPERQ8aeV++O/GJ2IRkG2DInvvqsFfBQGCToMRiMUvoZ2ZmjCxkPRsVt5A0vv2pXK4Of19cXNTQ0JA2NzcViUTs7xrVzn69IDP8zXH4arALP8d3o9WBhNZjIqr3xCy/b1RW8Tf+im2IDuTtxCySPmKEr1CCyyhYgYck1YFSiB78My9PWJZKJWs3BN/4i0KCINDs7KyGh4e1srKibDar3t5e86EtLS12Q108Hjc1slRPEoLpiHGsZ2trq7Wi8dzefhr9L6oNiGbiIjGcdejo6FBvb6+mpqaM7ITwBPv4uA7e8fHSt9d5dTdJayQSURAEunPnjgYHBy2R+uBVfUH+UkQkblBg9ooDcFY8Hte+fftUKBR069YtDQ0N6fbt29a+gl2DU1ZXV/WNb3xD/f39euqpp/Tmm29qZGREp0+f1tmzZ+1sQQIkEglTrUMYe3LUF4EkmQLGn2vahCl6xWIxa/EpFAq6evWqFhYWDJdTKMvn85qYmDCSCPIGvMdZ7+joMD+Nuk9S3Zng5c8shCnqK/w1fpYcamlpSeVyWT/4wQ909OhRhUIhXbhwQXv37tXdd99tquuzZ8/qxo0beuSRR/TCCy/oxo0bRvRxRvGDnDuPRSE0ent7bSYnsYtYxvnFF/o2rrW1NfX19Wl9fV179uxRc3OzpqenlU6n60gEigUUU7ETSZqfn1cul9Pc3JwOHTqkM2fOqKenp075xYybIAhsCD8xGYy9vLxsmH12dlalUsl8HZiD2EcLvFQlIWg/3NzctHEl2Bt+xc/7JBcBg/gb15LJpOUxrCs3loErWHv8I3HTE7OsHf82FArVzRzkrIZCIVMwMVMLDOVJzGKxqJs3b6qnp0dTU1M6efKkzp49q0gkYu9x/fp1feITnzAch/+VavkzFzrQGQMJheJ2bm7OConEBi79wM7BGORr+B/PD3BGuK0OPEQnjo/tjFlpaaneTEk8wYflcjkrYlHM8XONaNF84IEH9O6771r+9fNe7wtCCLWKVKuMUnmkUul75QjCEDerq6uWIGOInukFhEHQSLJrfS9evKgPfehD2rt3r5aWlgx880xU7n2yCTtOsPZVUkAfn0/FAdkkVSCAd7lcazsbHBy0hAEQIVWTG3qXSVYganxi4hN6GGcArG9XIsHG+Ki4UqH26gacm1d43Lp1y6RnhUJBCwsLdm36yZMn64KXfx6+Lw7My/L5M0gI/5nIIaXawDcSeJ8QsC65XM7AtU8WE4mEMcp+fb3MUKoOTyZge4UYTpQecYIwz0JgDIJA2WxW3d3ddmU85JdUvf3Nz+cBaEIArq6umqoE54DaCNJFkqmdUFCxLr71hVkEsNww7zglQADflfUCmBBoIGpDoZDNGSFwkCBju6iYfMKLUyQAcb0ufb+Dg4PKZrMqFAqam5tToVDQnj17rL8ax8yZ8kkwAGp9fd1k97R2+UFuDP3mBcmEjUIukxzhxEkysI1YLGazXCB8d3Z2rLWI79vU1KRUKmWqJammMCTwQDrRHtTZ2WkJDrJW3yLzi/wCEJB8+YSNs4VPxg7xuc3NzZqcnFRLS23opveN+EuvnMFuEomE7r//fp09e1abm5saGBioSyDxu5wByAX8MjGE74DqD19I4UGqqV5J7ngmwJVXjhB7IDQ8qQUIY138XBc/w4TY06iY9AQw5BKxwytxvFKSeMHPE/uYr7a1tWUtx6Ojo7ZfkBzIutljP6vP77lvqZKqfhs/zBqyhxQ6SCR2dnYUi8UsOaBFl2KJVJvXQsWP744P8u3VkoxowX/iT3j5yjv7yrMtLy9rYGBAm5ubisfj2tzcNDUSiaonkj2BRvLgyRpAuU9YsJnu7m5bJ7ASap6trS0rvLAOxAXsEQCO38Vm+Ey/d5IMx7GmfAevhAOjeBIKrLS7u6ulpSV1d3err6/PMAfE0NzcnDKZjJG72Dw2iSrU239bW5tdksH3XFxcVFtbm/1b7JzvxzM2nglf0PHDf1EqNM6WxCYgyzw24QyjAKSVotH3YZteIcH5/EBJWnt5lSZ+EhKTlijOKTFCqqnSuMadPQTX4/dJnsPhsAqFgl5++WWdOHFCY2NjGh0d1Uc/+lEbXcH+bmxsKBKJmL/ljJfLtbmjxC/OL7blCXE/gDqbzUqSKfAhDSKRiGZnZ82/k5P48wYG9gXmQqFg+RPnACzslbSsG8UGktFIJFJ3g9PW1pYVOjjX4M6FhQUVi0U98sgjpmTv7+/XkSNHFI/HdenSJX3xi180ZQifwfqRU2D/nAF/izQFQUm2fsQR2p6Jp75dS5IpbSqViuG4xs4VfKi3IU+Is36SrDDh26waOw3AErzwq7du3VIul1N/f7+Wl5ftPX0x38cX5giGw2HNzc2ZHfkbVclr8c3kFv7msN7eXruAB5xeLpc1NTWlfD5veB1lDfEI28VOfLHFF6A8puffeXvxeTXtieAnTzhduXJFLS0tNorl9OnTmpubUzqd1vb2tk6ePKm33npLa2trFvM5/7FYzG7gam1ttdxidnZWKysrGhgYUCqVUjwe18rKiqampqxDhpyLYh2xGUyJatvHCuIUnzU0NGRkTyaTsfw8CAIjG/mZRCKhjo4OTU1NGSnnYwOxGiINvAbe86NGftbrfUEIlctl5fP5OiDsq0gwXuVyrb2lWKz22/obNiAgSI55eWk//wbwtrS0pAsXLmhwcLCuchAEgTkz36IDA4dEF9UDAQfQgdOF5QNQtba21t1ixKEBNPhrin3VslQqaWlpqU6FhFoF4wMgeKCBcQBweFHJpCWB30v1t2dglEj7WF8S4lAopNOnT9se4ET5WYyQNfVVNJ6J78JeSbWr5D25Bunlq/I4N2ZDcJ0jw6MbryqUajdseckp38u3dRglnVgAACAASURBVJTLZVtfgjfADztg3fk+yA4JuCT72AozdGg9aAQtkAsEE4KGr/QCnsPhsLHUTU1NFlTj8bgB393das/rnj17FIvFtLm5qfn5eVs/Bi4jyWfmCHuATXANZ6VSMRUXSQjOhqQJMOErGBAr2AZBfXFxURMTE0YIc+75bqwfAYYkBTvt6OhQLpfTjRs3lMvl1NXVpZWVFZsBgD/hWanG+CoT4Ao5MoGdZMfbTDqd1uLiou69915T7FGxqVQqxth7ddfu7q7dRke1ml57gAvAAptDmdhY8f9FfvlkEZJQkvlc/LwHrU1NTerp6bHh7kEQ1A2e9uoTgEhzc7Py+bzi8bg2NjZsjts999yjF198UdFo1IhaAjb/96QKMUeqtSR6mT4xwKt98LuARq5nxz6oLPK9iZHYOX6Wf+cJDT7fK/6IIYBogC1rAZDhvHj/7NsGpJoqlcSJmQsQNpVKxUhPr7rBt7Me+Xze1HeeYGNdAf5+z4iLrGXj2pJAYzfEXfr9aV/mu3lfQAXQF3nw75C6xGDwAlVXqXZFuVRrDWWttre3NTQ0pJmZGRsajuKHvWuU1eNrrl+/bjOj+F58JkozgDb7TSyJRqPq6uqy5AJfVy5X1dpUNxOJxE/hKWyU8+XJRE92el8PQci5I1b4ljFfgNna2rL2TWxi//79pvJdXFy0OAHZxT6wFyTfnPdsNmtKTvZ5aGhIY2NjphTCzhuvHuY9UT0RvziHvh1sa2tL8/Pzuvfee/WTn/xE+XzeVGnETkm2xrSqExc8fsIvoHYi6chmszp48GCd+uIDQqj2Inn3JB34CQUDvg51wvDwsMbGxmyPlpeXjZzFvvG3YHnOQqFQ0Pj4uB555BGdP39eDz/8sLq6uuowAj7dF4cg5f2lIr4o2txcu8QGWwTH8jyoCrPZrGEJZtIsLS3Zz3olC38m1dS05DngLE/IcxY8GerJV/Ax2BycjA/nz6Wq+tm3TYLfwWVf+9rXDI95nMwzkMdJsgI/KglPjLJP5XLZ/DSYj8/EtxFnvAKTAjOiAwqBqPc9PqNroFwu2xww8i58mc9DETPwbBT9fZygwBmPx1UsFnX58mWdOnVKXV1dmpubs+dn3X3O6XF6KBTSwsKC5SzsI7bmyRUKv7u7uxoZGVFPT48OHz5scWFqakrLy8s6cuSITpw4ocXFRXV3d1srlserFNzAQI35PZ/D/4lRkKLsCc+K8snjtJ2dHa2urtrsvXA4rAMHDujmzZtqa2vTkSNHtLm5qdu3b9tMX2w/FAqpp6dHAwMDkmRD+m/fvq35+XkNDw9bwfnatWuKRqOKxWJm89ikV4xi440YTZIJXCSZau/WrVsKgmqL8fz8vF0U5MeThMNhlUolDQ0NqVwuG1FHUYW8mGI7Yo9QKKQ7d+7oYx/7mObm5hSJRLS2tmbx72e93heEkK/QYjyADMAMVRGSQxQ7OH2pBkgxSg4VjtAnpBAInZ2dlsAjl8TJt7e3m8KA56FNDfbNK2oweM9CE8xJ2iGi/K/ZWIwIp0UVCQflgbqv7AFOvczQO0ecEJ+DIdPOxPfjPQAeADmq6jgUhgQD+pFyUtXFoEnucXSlUsmUMgQMiCTAKIHXBxSfwEs1RQ+JH+tbqVTq5g/RSsQ6AwKo9uAY+XNUO9gMSYRXqXmSyxN8voIDWUgyFI/Htbq6qo6ODgu0tHB1d3db9aW3t1fpdNpUMwzrbiSCkP2zt6zh9va2hoeHtba2prffflsLCwu6ceOGIpGISqXqDSbHjx/X8ePH1dbWpunpaXvvSCRiQcpXh0i2/DwDEkpIMA/8pXoZPHJMEsJQKGSk4cbGhvr6+hSNRrW6umptklRVvT3T5oIEGmB08eJFLS4u2tpUKhUNDg6qVKoOJt2/f7+2t7e1urpqIIl1w/d4hRg+xs+o8GRcLBbT+Pi4FhcXrZWBPRgcHNSxY8e0srJi6hJmlFCtXlpasiDDGWW9Sf4g55LJpCXpH7yqL84KL4KhT7IKhUIdqc3Mld7eXvMT+A5mhvnzS4XLzz2bm5vTyZMnbRYUNzv5aq23V3ysT1IhUYhpLS21YYNS7dY8/j2glSQb39/47/B/fmYcQNYTZ74Fhe8NIUwiS1whxvjCjI8jSJRJBABCxC1ficIXs7a8H/tJvIKc8cUDnxiRCFFFxT8BfvC3zFYgFvvYKNXm6dGyls1mza/jW3kBsPL5vK0z6kiSEQpAPBO+wyehrC/VxI2NDfX09BjRkU6n6xSv7BmYyFcV29raNDMzo5WVFYXDYSsi8dxereLJKirCVLibmpq0sLBgsZrWCM7HxMSEtfVyliDv8LUQFY0Fn2KxWDcQv9GW+Fn2DvsmYfZKQFTRra2tRqJg675dAtyxu7trap9IJKKVlRXl83nNzs7a7Ub441AopIGBAaXTaS0vL1uLsj8vUk11JtWKVt4X4U/AC7QcHTx40G5zisViamqqtnLfuXPH1K+cLQp+EMCetPXrRSIkVRUVS0tLpk794CUrznolpFdWgl0gKtrb29XT06NMJqO+vj67mplCKPgPP+zbWCEsJCmTyejll1/WM888ozt37mjv3r2ampoy34PtU0wAH7HHYCP8CEQTGMxjHMhIcCH+whM9nmQC13s1KzkMxA6fCZHl2zeJV7yXjwngYGY0UnwDZ0ciEWvTIS6Sm8ViMTsfQRCor69PlUp1MK4kO8e5XM6+CypJcrNyuWz77X0uGJP8gWeFJPJzOH8WJiRvGR0d1YULF+wCEewKv0wLLeQ7z7Rv3z67BVSqXR5CXJdqN7wR08PhsBW1m5ub7XastbU1HT16VLu7uxocHLQLb3Z3d+3ii2w2a8Xg5uZmjY6O6syZM/rUpz6la9eumfIevwX+YI8psIBzS6WSRkZGtLm5qYsXL+quu+7So48+qvn5ebW3t+u1117T5cuX9Tu/8ztKJBJ6+eWXjSjnnOC3vKKXeIPdEKPZC4/BUZR5AsiruCCwIPQvXLhg40KYoQTRzj5BeErSwYMHLeeYn5/X4uKiHnnkEQ0MDNjZGB8fV3d3t65du6ZHH31Up0+f1sWLFw1HSDJsgm/xxTSPd/Dp7Pkrr7yiX/mVX9Hf/M3f6Jd/+ZfV3NxspPR9992nVCql8fFxaye7ffu2Tp06pVAopHQ6rd3dXcNNxFiEEH6MwIULF3TixAktLS39h77zfUUIASDoj+UFmPLVRKSTAIdGlQxAmqFYgESMjQOA4VEVI0ATVHB+ksxBSzXyBnCFIQPOYOFwKjDIvmoJSPbKHSp7sLyQSzhSL0HjIP0sWSjAn2en6gB50NLSYtUDQB0ECsk9gQhZpSRrqyG4JhIJWyNao6i6+KoiSRZglcSBdeBaZAIVVUJfieRAe0cmyQI7wYAbelKpVJ3sH5KCYEKQJ8DA/BcKBUt+GOTFjBo/ewEyjveWZIANddnExIQNzoO4IFD6m3ro7x0bG7NrA7F1r4CqVComeeSF/HTv3r2amZnRuXPnVCpVW10+/OEP1z1jOp22IBWLxZTP521wmgfZrDnnDLDNWcOm2DPUYZwDSDMCAmAWIgcSkcSUm+AAJi0tLWY/3vmjftje3taZM2esvaqvr88q/NwcNTs7q4mJCd1///06dOiQbt68aQGPJBh78v3M2KBvE+GZisWiUqmU3nnnHW1tbWlkZEQDAwPq6enRG2+8Yd+H1i/sgeHmu7u7tl8ANs4fqi0ADuDAS4h/kV/YEmeas+x9I34Lf9De3q6lpSX7ORJGgrSf1SGpjnT38QR/m0gkDIAwr84DY/88+BefFEMwUpVk5pQn3z3gB6QRZ/jeHhzx3l5F4xWm2C4xCNvHFwG6aJNinTj3XulCYk6sARAzu80r8vzPkhjkcjnbC9+6xzOgUvSVRc4r68nv/XwDCjNeuQHBxTqi5JRkCUEymdT09LT5PSryVLQp/hC/pBoOgPjBToIgMJ/HHgCO/XN54obvnkqllMvlrDDiQTTv093dbUWg8+fPK5lMmpqFNfbAGbzkq9i0JS8sLOjmzZuGoQCwxWJRw8PDhp8uXrxo80iobuKD+TU2JNWGTXvFlLd/4gc2TiIFUGYfOEP4RZIY9pmkTlLdRRmhUEjRaNSI4YWFBc3Pz6tcrrZWoySCHCyVqpdWdHR0aHZ21i6ioFLrzxwxsFF5hdKEhHp3t9oK2NbWpmPHjkmqqiJIRCiOoChkP1AR+bhIso8t8Bzlclnz8/O655579J3vfMdmW3zwku0HduRVaWBBknZf8Lp9+7bZeTabNbxMYucVJ/yfmARpiTpnbGxMLS0tRjb69jCv5EOlIcnivlRTw/piN3/e3t5uyn7wliT7vSc+wLn4fWyX9UDx5rEHv+a9Sdr5c3ILCHTWhVlLFF8ZUk8e5dV+kEa0qRLflpaW6mYocVYhkPARTU3V+SmQQuwHv/dzVVhzH/M8fvZ7yBoTm3Z2dpTP55VIJIysRT3KrcOICYgbYL1KpaLZ2Vnt2bOnjhzh2nTf3cF+r62tWRwBVzMvr6WlRVNTU4pEIrr77rs1OTmpXC5ncTkWiymbzRoRPTY2pqeeekrvvvuu5SOsNWsASS/VcHZnZ6cGBwf1oQ99SD/60Y907Ngxuyjii1/8opGbfX19OnnypF544QU9/fTTOnHihK5cuWLiCxQ44Bzybp9Pc1aZu0ohq7293X7ti2s8t/eLqIdQ2GYyGc3Ozlq+2dPTYz7Ad6bs37/fMMn4+LjuuecePfrooxobG7MbXSuVivbu3auuri49+eSTdpPcM888o+9+97uamZkxnxIOh5XP5y2nI44TQ3yRA1u4deuW3njjDX32s5/Vl770JT3yyCMaGhrS8PCwnnvuOSUSCVMOSdLp06eVzWaVy+XsAi1ySdpHwRUQiZcuXdLp06cViUTU19endDr9c33n+4IQkmQkCuw7gJyFk2pDe3FmVA1JNpHfFYtFq+4CJAGbzc3N5qRQRiDD3tra0vLycl2bDgce4MOz8mKTAbn0/voKD8kmygbILb6Tl54jKyMIAdaoPHqmG4YY2TeAHmAk1RhoVEylUsl6ZX27D3/HbQaAPj93yLfAsDce2AGGcJQQOxAMrKFPuNgvhn5KNaUGjoskCZKBvfZKFQIF1V5ufkEiiWPx7VFI57n9qa+vzyp1JItbW1vq6+tToVAwSS4HGtWUTwJg9QGrxWJR8/PzJmfkkNJmNDIyop2dHd26dUvXrl2z6iBAhLYoghUSQqkm9e3u7lZ/f7/S6bSuXLliAFeS2YxUDVDLy8u6cOGCTp48acoKn6gw70pSXSJULBYtELMGhULBrjZGJizVAgtJIokKgMRXPcPhsCqVirWJcEZJuABOvuqey+V09uxZdXV1aWRkxFRIPCMtFcgqr1y5okKhoJ6eHi0uLtpese+SrP0P8IIN+hYbkhskwXfu3NH8/Lza2tq0sLBQ177As0rVKhfEMDZFpQY7Q97LWi4vL+vMmTM6fPiwVZh+0V9eCk6VBWDqiXn8sVT11dwExZnq6uqyOMOZZW89geBBiFSrTk5PT1t7Jn/fmPRKMl/Ds+BzeC6IbGye7+UTDz4TOwFI+hYRnyR6wOWJIZIQqkYkBqwfQAmAyHpAQPB/YgvPRALigZqPX568Ikbw55xZ/AkAmPjm/x3JCO1FnrAltpKMkKiVy7U2Ca/yJN7m83mFw2FrAwAXYBesKYB9a2vLziJYpKuryxSPPpHi7DdWPykW8P1CoZByuZxSqZSi0aipCal4MuMBQm9xcdF8DpdRhEIhu1GNeSM+TvHz8Xjc/M+7775rv4f0Ivlin48dO6Zbt2791GUMfFeSLto/iIOAdE/IESt9sQEb9L9uvI0Ue4Rg5DM2NzfN74NHSO55z42NDV24cEHJZFKxWMz2BhtE9QXxd/DgQfX29uqdd94xH+7nIEEAgW28epQY4c9AOp1WNBrVyMiIJehTU1MKgkB79+61YbckzhBGYAOINVTIEIusCW0Nx48fVzqd/oAQeu/li8O0U3q1DLcqhUK12/ja29s1MDBQh80gYz2Rie16X8Zn0nIFbj516pT5GJJkX8X3P4ttgpMphHrMjf9AlUr8gLz1im4KoygRIDzAMVJtzhJ+ghwJEkWS+W5iB5+LqojWagrSntwHz5F7eJKfz/LkEgQJag5yBUhXcjGwJucRH18qlazFmrVk/3wBBhxLLkUsY1xCPp83Uqm3t9du9Mrlcjpw4IApTrjtMJPJWLxLJpNaWFiwgd74C4bisx++6OOVu+SwvluD+LO0tKRkMqn5+XltbGwomUzqrrvu0tTUlEqlklKplPbv368gCPTd735XTzzxhAqFghYXF02gAIHH2qAYw6e2trbq+PHjOnz4sMbHx/Xwww9rcnJSExMTyuVypnLCV4+OjurEiRO6ffu27rrrLi0vL2thYcG+H50WXhHEWeSMEkP6+vps6DrP6Ekf9lWqCTGwI3JAiPdYLGbqqmw2a8O2vfiEmHb16lV9+tOf1vXr1/W///f/trWqVKrjViYnJ62jor+/X+3t7Xruuef01FNP6Rvf+EZd7sz35iyS84ItfR6MT7l48aLW1tb0xBNPaH5+3oit+++/3/gK4tnGxoatUSKRUCaTsYKyz7EQLzQ3N+vixYt6/PHHdfnyZWvD+3mv9w0hBGijpYiDD7vmZV4cSBhwFgKA7IEL7LEkA4sAJABNEAQ2IKq/v79OpcRnw96jZAGQArYB3jhPX9mFieVg0BPoh12StAB4pJpM3lcncSJeggcjDUCtVGoDmyFBpNrNGwwaJqnCGQVBYNPOm5ub6/roIaxwfKwn4BFnLckCJsAJR0Ci5qu7np1HvUFVw1eIfdIEwceB9skca7e5uanZ2VkNDg7a8GUqDDxLNBrVwYMHjW0Nguow6Hw+r8HBQUsQ1tbWDPj7vmLPfAOmaUvi2QuFgnK5nBYXFxWLxdTW1mbX0O7s7Oj8+fPGOkejUUWjUVOZFQoFAy4Az8abZgj+S0tLZpPd3d11Q2ohJDKZjA394/p01DasIYkIQFuqARZIKezBM+9e0edtCufKueMsQWZiX5B3nBOu+ObFoOh0Oq23335bsVhMqVRKu7u7dnUmSRI3EoRCIZvHMzExoXvvvddIMEACxB7OGuKpEbQBtCBKASLYdH9/v7UESrWZS/4/2h38TC1fmfcEKOdpYmLCyIdf9Be24c+hr9J6csarQgnCUu1qVE9gcIYB31LNxn2lfn193YYWeqUf74lte9m6VwtBIuA/iD/YGsky8YLqGb4UhYuvTnNG8Yu+DYckW6opdhoJKfyx950k/KhkiB87O9WbMSC58MNUkVlnn0DzvTnv/rMg5xpBPCQ2gM+/P9+POMl+7+zUbgFlX0iyAL3sBcnN5uamhoeHraWXWOXJYEnWjnP58mXzz5cuXVIQBKaQ5fka94/1xj4anwM7Zk2R/nNttiSFw2EtLi5qe3tb09PTamtrUzKZVHt79ZYfvisAk+9PgQjfRbvYuXPn1NPTY2SQbxH3zxqNRvXggw/q61//us1YxN4AnPw8e0ABCF/vCVX2CzvgnPk945nZI68WBeDy7xpnAgZB9YZOlHCvvfaa+vr6rFXLYx5vm5zf3d1dS0oodnh1iCd/+DNwE2ecvWV/NzY2VCgUzPfTtsq8O9YUHCupzo80rhFnmTO2tLRkLfys6S/6C78FMeFVZ5AYxH2IdmwLn+iHNOODyU18ixFYx9tGJpOpu8raE+M+ofWz28BbkEfEA98+iWLYt9F7EpLEsFKpztBEXcz3kmSf2ahg8Mob8BnPKVVn9fDsPA9kFMognrenp8d8OJgbDAvJiY/1akMK08QR/t6vC3iJMwsZhs8l7vF5FGAhlKT6gj7EGTGZ9iFJRtRubW3poYce0osvvqgnnnhCbW3VgfHkAJzH48eP6/7779fS0pImJiaUTCb15ptv6uTJk3r11VdNfdy4h9gXimavSq5UKqZ2Z8xEKpVSZ2enJicnjYjh+V966SUNDQ3pqaee0p07dzQ7O6tsNqtIJGIEIWtFAYO4FA6HFYvFFI/HbVh0a2urZmZmTHETBNXb0LLZrM3bOX36tF599VX9yZ/8iV599VVtb29bjru+vm62IdWKYuwrdt/a2mpFUuySNfAKeY/biKW+0MzecYM2GAolHHHp0KFDGhwc1MTEhD7zmc/o3LlzeuONN4wQpcMFn4ut5fN5ZTIZnTx5UgcPHtSePXs0PT1t34VYK9VmhHm/7jkCbDGfzyudTtt5ppCRzWaNFyDeIjphLfhMFGhgTn6/u1tta71x44at03/UcfC+IIS8nIpfQxbg1JFJwu7hsDEkQJ+XlflZMLw8cIfAQGa4u7tr0lsf6CVZ5YlFxtkzDNu/MALUR43EkGetORDxeNw2i8otSYmveMDwIeencomR4UR7enp+imXlZ6hokvwjy6YdivXzB9lXjKVa9ZlqC8mHV+0Ui8W66xGp1iMHhEgA/HlHwP6wn55tJTGCSGOtAGn8HNP1jx8/bsCM9e3p6VE8HrfD1dvbq2vXrunKlSsaHh62SgWEC3J+5kkg4eOGINh8DjzrSTLEexSLRU1PT5tD8CoggCzvg81R/eGs+GF2AIVyuazJyUkb2IpjQAkjVYnDcrmspaUl3blzp46U4Lz5BBYA44k7zhIkGOuJLfOe2A/v5WdB+aoUgZuqEJ8lyRIigHOpVNLs7KwSiYStFUQd/oBp/QR9QEksFtPk5KS6uroMCEq1ChgJGUoCEpCNjQ0b+giw4BaC3t5eszUSLNoVsQ+csK9YZjIZU+Fh655AkGqqItr8Pnip7vwDDLEfEkfWEh8ryQg/SUbg+KoKNoptQ+5CsEPc+8oWIN8/G3/HmfdVQB8jALycX37OFxogTny1irOFzymVSnU9+34mHe3XXgHlVZsAJT/LzT8TClLaIPAHrNHm5qYp8FB4kDxh757oahxkSEsBw6NJUhq/hwePrIMnFvxZpfpLJdu3CBJb8LcoYWdnZ23uwuzsrO09vqClpUXDw8O6deuWJTcXL15UOp1Wf3+/VYEl1cnT2XP8NUkn+0ViSuWSogoFLBLG5uZmLSwsGA6JRqOGJcAhxFvavzyBx15CCC0tLWlubk579+41X8e/a/Thc3NzOnbsmDo6OpROp212Eso3Wow9EevJCvbJq/mwb86yJCNMUHj6uVd+HXlvzoYvOrS2tqqzs1ORSEQtLS16/vnnFY1G1dfXJ6l2W48/68Q+r3IjFhcKBUUiESOaiBO+2st++XZ3n3hXKhXDENiAf272y/sLbNYr32jNZr9ZExT1nsz74KW6hNeTxySRfnAufqBcrg7NJbFmv30O4DEpflWqtaZCQGQyGfsshoVL9epRfK1vVeJnpFpRlfPmR2bgE6V6BY8vnKL2INbg6/1sTmye5wNrQmb5QjZkBP+eYhjKHz8qww+jxl79kH6vBvVqRvK5xjNKERT1N8V0r/TDd1GkB596DEpe5kk5T34Vi0VLpNn3ra0txeNxXbt2Tffff7++//3v64knntDS0pLNp2Ew8RNPPKFLly6pu7tbw8PDeu211/T000/rtddesyI7IgYfy71CltgA2cFzMe8M37C4uKhUKqWenh7b30qloscee0ybm5uamprSwsKCERlcZEQsJA/0RStsKplMamJiQg8++KDOnTun9fV1yxnJJyiekzf9+q//umZnZ3X06FHNz89rbW3N8gpPDBK/wRucV/IjimnsG74WjAeG4T28Ms6ri7FX1hXSC3uKx+MKh8M6cuSILl++rOvXr5s/5+yQF2OHW1tbphKemZnR3NycYrGYFWuInTwnhV66dzxphY8Bp1CE4FzMzc1ZnGxqatLi4qJaWlrshmewIXyI31uvnIY/uX37tvr6+v5nKIS8Qfpfs+EkWig2VldXjcmDHGBBfMWdKqCv2iAF5f05pF5qzkbgoAETUu22GD9PAOKGw4cjAQT7ihmBqq2trU6JUS6XLfH0wz0JHIAHgCUJhAfTHiT7FjkOHm1xsK4MV5RqV+1y8Hw111e9ORw4K4IHSTvPxfPT48qfo06CbILYwQ6CILAqAs6RP4dU8tUFEiOSHtawUqkoHo9rYWFBuVxOd911lympaDt65ZVXdOvWLQsgUtUZsjeAUCp4vm3Jg34IIpLVlpYWIwR2d6stfVRjJdXZx9DQUB0IgKAjoPoqAnYN2MQJQgb5Fi5PbACYITCj0aiBUtpQvAILm/SVFCohODZsBfsHLPN7zh9ELaCHvWPfSFC97FiStRBiGzs7O3aTWDwet0SSs8KacL4BY5KMFIYQhDDyCRADEQF/VGwIpgAN1sJX/yE2aZvATrAREjIfUMrlsu0zANXbj5cRY0u/6K9GgoHE2Q/RxQ/gVzKZjLWF4i/4e3wKwB7Agy3x7wjg7e3tymazZuckvL7aBpgBqJDoeVWSVLs9BnDofSffz6t9JNWpJwHx2CeED2sB0MCH+pYwr8oEYCGXZz191Zy1J1FnrQE4fB/en/dgrama+cQlFArVVex85VeSJRmNRI9X2LCG+F7+A0RxTtljfCbxljOOMqStrU2Li4t28xNzlKjQIh8HlEEY8OxerYpf9pjEz+gguef746OJe9xC6JWGgD3Whc8k1uMvIWv8/sfjcUnS+fPnTXEGHmFv2H9iWiwW0/b2tkZGRjQzM1N3rsAUPnZ5xRzqCYgq7A/bxq6I3STfvsWZ84M6AwDs9w07hrSMx+M6c+aMcrmcRkdHLQHwKh2UPxBZnlhm74gjXg0h1dSv4ALvq8FdYEDfQsO/9S1xnkj1dkRSQXuHV5d40o1z5nHzB6/ajC7IUnwGfoH1hHCTZO17kMnYFP4S30rMgLxmzcFb5Bjs187Ojtm7P/NgBhJzP3DYk+Eo/iE+sSXODdjQxx/el7ZYTyRhW15ph0qTeIqfhij1JD9riBIIX+ZvofX46wl1PgAAIABJREFUEzWNVMXKjaQMPp29Avt7BU0mkzGiGxzK2uNj8DucJfaOYgk/688ka+Fbkfk+5HgQ9OFwWJOTk/rIRz6i69evq1gs6siRI2ZD09PTevfddy0GxONx/cZv/IauXbum2dlZK/aAjaUqLsU3cX6Jm9gDif/m5qZ2dna0vLysgYEB5fN5LS8vS6oSed3d3QqHw7p9+7bZNLmkV45hi+S/EIVgo4MHD2p3t6q6v/fee224N3uDn+XPKORyGc4DDzygs2fPKpPJ1KkpfV6Jj/X+1hMlnD3iPnk5/o+9Jk74/J32Z6mWmwdBtYUsk8mos7NTra2t2rdvn77yla/oj//4j/WjH/3IWq/Ac16B3DjLrVAoqK+vz3I77JQzxXkkR2DtyC+I576YQuwEF3V0dJiyCcKTfIr4jcoR/Ac/wrmQagPh19fXreWPvOhnvd4XhJCXBpIYeRYe6R7GR8LlQSWAyFcnAWPlcm0YMwoCSXWMHf3kfjAuzB6kEqwkgZwqIs/W2tpqqhs2jGeTakoAFB04CIIMw4v98FyvzgDkSzVjR27v143nJaEgqHmnSmLOZwFGSfaLxaKtD8bLmvN7DrC/zs9XJzlMPjnwg818VZm9JwHg+dhPqdYmxz546Z1n3nm+lpbqUL/FxUW99dZbZiM4W/als7NT4XDYhsQSjNhr7Cmfz9eRgY2BhoDb1NRUp+Di2kipdsV9U1OTzY3BSaEAw3bYU2yS55JkAbm7u9skhwxWxuHj6D1jHA6HtbNTHZRXLBbtO2HT3lEDDnB2AJdwOGygCZuIRqO2HySAXtZJkgC44vxgQ75KxdqSAHHuW1tbNTAwUHc+sHcAhU/YWccgqLZ2jI+Pm11hU/58eImuJ8c4GzhiT841NTUZserVDOyXV1SRbLEvvjXGK758csa6fPCqtVLwa/bFE5iNFfMgCOzmGD8fCz/CmYLYIFbgzwjKAKbFxUV1dHTU3dDlSRv8DsQevt1XIQHBvtLriw+Ng/O9ksdfDsBaACh8C4vvKfc+01cjpVpbFwUTiisMssS3edUSya0HQr7S3mi7gDmfhDCjAb8PUevXy8c01oi4wUB+PweNeO8Vuexno/ScvWId2Neenh51dXVpZWXFFB5jY2Nqbm62592zZ489P+8JECT+UKRpVOBw9om9a2trdSQI+8Aze1ICNTR24f2NV9KSyPGZtJhdunRJ4+PjOn78uNkVa4nvw295FWpvb68mJyctjuM7wQAkcY1n0w/NZ49IyBoJU+yb/5PoYT/ehrEvFJQkG6FQdYjp5OSk3QLImcFefYz2KoNisTpPklZl1s0XOzgDFMH4rsQ8fA7PhP0R/7AVr1Jjz3yhzSt1If14T3CJV1GQjGPLv+gvT46xZhA94HTWkwHfknTo0CGVStWbfCTVYVRwm/d94DsKkSj8o9GoTp06ZYpwX8DkTPr9g9T2xC7P7xXhUq0YyXvx7Ch1+LVXgHoMwVngzDLvE79LLMG3oor35COx0M9vYdYoa06BgYIw701MwXdxZlBmomBgnX0xHX8DdmKmio+lPhkGX25sbFiijK/j/EOg8fkeG2I3+XzeYvaPf/xjHT161OavZbNZhcNhjYyMWHxE0Tk9PW3+n2dExODVHJxbOgL8GQ+CahusHzaey+Ws0wLCq1Qq2S2Fy8vLRqCz1xDwEHzYI0QYYyaOHz+uf/7nf9ZnPvMZff3rX7fYhSJMqpGWxK/+/n4Vi0VNTEzo4YcftvhJEZTY6DG1j3H4aRT4kiy+46vxgV4JDpnk8z0/o5SY2NTUpEwmY9+lt7dX/f39Ghwc1OXLl60gDm7w/oHRK+CWjY0NHThwQKOjo6aG80S899Fe7UxuxTnCxrF98ECpVJ3xSyzmPeEWPKkLjmMN+c5evOGLiSsrK3WdCT/r9b4ghHBCBNbGgyLJDjOGjHRtc3PTbn7xDDyHiIDKAtHG5WVmHizw57xI0GHzcBbesTBgzA86JIgAHPiO9JCysZIMbEqqI0E46BAkyO78EF2vVsEpQzh5sL+7u2vkUW9vrw3xBeAmEgkjC3Z2drS0tKSlpSVLjNgXSXao19bWrLVAqh0GzyLjPGjr48+9EfP7UChkV6QDAlF3AHL9z3spNkGMQNLT06O1tTWtr68rEokolUoZS+orOOw3zpXA7O3RS0shhyqV6vwHEjSpNuiMZ2dNcGTYT2trq31PT8Z4QIhD8RVAH0gikYhCoZBNtU+lUuru7rbnwt59YgzBUyxWr5XEYWBzHngim/fqlVKppL1799rnEBS2tra0vr6u1dVV24PG2/hgswERUv3Nd9gYAQvbpQIDCE+lUlpdXTXQQZLlK2UEDda7p6dHMzMzVo3j/Euq66Fmfzk7nFeeExKAZyR44+BJzjyg4M8glDzBiM0TxFgr9pik5INX9eUTJWIDfsRX+3xblFT1i8PDw0qn0+ru7rbEVKr5LB8PqKZBBpXLZSUSCVOnHjt2zIC1VE9U++otQBY/DvmN+kWqgQHOuCemvHya78cZBlDwH4UD/q1vNQW0k2x7ssurD7A7ntFXoVHDtLa2GuAFtBDLfKIryQAUoMUrYr06z68V55nvgNrTEwf4SHyHnxeFD/bJl6/8+1utpNoweda0ubm57mY/nxT6W1BRFGKX2KB/3kaCkmcnJnilDOQMNkBsZ8/4HK/Qwf4k1cUdSH3shUr066+/rt7eXlMxck581d4D1e3tbZsZ5RUqxHTvK/ls1p/CFtdXsy7Me8N2qIbzXUkEWDOvvCFh5HN5dj6T4gCJF9gNBQBJCX4X/NDe3m4z6MbHxzUwMGBn2ldywZYkfuwJ8ZsCkccE3v+TwLBmfu+k2nXUnjRrJA/wDfgL9hCf9cGrNqcEf9jU1GS3GJFYSapT+QRBYBeHpFIpzc3N1RVkw+FwnVKFMwx2zGQyCoJAQ0NDWltb04EDB/Sv//qv5s8k/dTZwTbYR/zG+vp63aB3r76G+PMt+JLq1Aa+qMG/8a2q4DuIDq+O4yxTpPRxAX/KuuIryBsolIyOjmp0dNRGMqyvr2t8fFzXrl2ru30YEtcrRfAj4F7/8iSsVO14II+hqEicYH/wg5KscIffafRbHhPi98Fpy8vLikajSqVSmp+f19jYmLq6ujQ4OKiZmRnzC/ivXC6n1tZWpdPpOpUthQRJhi2Iw5BePv5hG8TY7e1t5XI5w74U5CnK46N4dny2z2V4PwgjsEAqlVIkEtGDDz6od999VwsLCzYKJJfLGZZh7bDrzc1NDQ4OKhqN1rUkQtZxzjhPqPVKpZJOnjxphTpaftfW1rS2tqaxsTGtrKyYz8bGfYEE5RTrTxHFE+u+sMaaZbNZbW/XhoPzf76rx1Scp3K5rGQyqf7+fr388ssaHR21z2aPOSO0AnplNPtL3gCWI9fiPBJDPKHDd8deEF/4fAoMxb/zSjjOLaNxft4r9HP/5r1XEATtQRC8FQTBhSAIrgRB8P+89+e9QRC8FATB2Hv/j7mf+b+DIBgPguBGEARP/mefAZDmi/J/qcbSUqmRZBI6GEbUPZ4Q4LYAQCDDgjFsqoE4CU9GkQSy2ARoWjcwqnK5bAzi6uqqvQ8bAkCBpSdJ5rt5Vnxtbc1aWiTVVSO2t7ctGFERQhYOyYID8UoHApBUc3IwySQ8iURCQVAdqj02NqZcLqempiadOHFCn/rUp3TfffdZBdMn24ArnAxrB4ChhYb9xRGhjCKRqVQqdnggdUjwAV44mK6uLvu+fFdmGBGQeU4cUzKZVFNTk10pPzw8rEQioa6uLjvc3NrlK42Atu3t7bq9RQZMRRvAylrDGnMTFe+FwoaXb6WgGkOFANvwAwcLhUKdjJhhbZKsndIrBjy5hPwQINDT06NMJqPV1VWzSRJG9mB1ddWSLZxqV1eXBgYGFI1G1d3drZ2d6s1B8XhciURCyWRSyWRSkUjEAjMVglKpVHeNNaQdCQ6gHjvxZwhATb801Yp8Pq9sNltHZpVKtUGD7e3tFmC44YG5JQQVfoZ95ayTiJNQEdDa2tpsb9l/r3KCXGtULbS0tNh8C5w5SRZOnzYQggXnDEXj+/n13xEnJFnbCgDVJ0GelIAkx9+0tbUpFov9lA168o3zz99JNdDa1tZmFTjsgzgg1UghAJlXtnjlBra+u1trGSCBhpjizPq2lvfWq64gwnsDlBtVhI3qBM4zYKoRGHhVhx/aG4lE1NnZqWQyaYCws7NTuVzOBuSurKzYYGbikSdtSPhJsL2iAb+Gz2WNeT7WCb/mwSwAiT3wLeKeVJZq7T5UHomH7Ju/wayjo6NOBYVN8Hn++fBbvvXIk3MAQa++ZO98vOe9SBrxYdg1xAiJIWvHz7G2kAfYKfaxuLholXvsGjttJOOwubW1NbtZDX/JXrGm+DfsGqUNNtfaWp23lsvllMlklM/nTU0BdgO4sv/4fmKnB+jEYuzbK3Gy2awOHz6sdDpdR6JQcee7c+aJ/bSD3rx50+bSgSXYB08c87y+FdrvnS9Q8szYsVc7eR/EnjbaG7/m5/mZn0WQv99f/11xgrjNkHNfmKLASsynpZukf3Jy0uaKcT5IEknM8Nv4546ODkWjUfX29urmzZumSsGeUVXji0ky8QmNfgyfBZFODMFG1tfXLU5A8EsybFEqlerGVvC5nAlsk+/ncezubnUeJrjc38rrCUrmpnCNfDQa1eHDh+1q65dfflkzMzPq7u7Wpz/9aX3hC1/Qb//2b2v//v0W/zzO9hiKF+fIFy7AbL4NJxQKGa5DuekVJeDpcrk2NgQ/ChYjL2Sd8PO0JBcKBaXTaeXzeaVSKe3s7Ojdd9/V6uqq8vm85ubmdPv2bS0tLSkUChnRzVqDXVFM4S8gFdh7/CF5DLGP9fa4ESzA+1Uq1dt1wZm+iC/JfFk4HDZFr39GSTpy5EjdrYW+6Ia9gFEprkAesWces3D2vMKsqalJBw4c0IMPPqjBwUElk0mzuUOHDun06dM6ceKE2RPPjk/c3a22tXk1GFgHgQAx1MdwCgqzs7MqFosaHR21dSdnhRBlvcnNwuGw9u3bpxs3btgNbhCi7AdkDiMJwJ7kS9gyZ5hzQD4E38DaYvd8T4pk+B2EEdiC7xDBbnysxs5+3uv/RCG0LenxSqVSCIKgRdKrQRB8T9KnJb1SqVT+3yAI/lTSn0r6X0EQHJP0f0k6LmlA0stBEByqVCo/t8HZg5lGhY6voBNMPZhtbm626k8qlTInjNFhLDDq3jDj8biCINDly5ftajcWHfYYUOCZZBaVKrRXmQAQCDK8B8EbBwX4kWozTjyAIRngO+KA2XwUQ1514oE3hsX3hnQgiHR3d9tBPHfunF566SUtLCxYS8yePXt08OBBPfXUUzYsbXJyUkEQmAyUqiYJK47Mq3sIMOwhh5oAB8hsDEqVSsXm3VQqFfX19SkcDlvVAlVKLpczGVylUjGlFiA8l8tJqiY1QRBYdQi2FMCKqmpnZ8duYyGh8Eke9kewJaiTUOAMOeRUIJErMmTbSxT5bK8UqlQqdetKoJKqzj0Wi2ltbU2zs7Pa3Nw0dpszQrWV6g3Va0BFOBxWPp+3f+f3LRKJmA1x1mKxmPbs2aN0Oq3z588rk8lYxbe5uVn33nuvHnjgASNXFhYWtLi4KKkmewbU8x0JIHyeb3Ej+aHKvLOzo9dff12PP/64zYSh0ibVJJ0kY7FYTIODg7p9+7YmJiYUBNXWIVRV/qxTnYCIoi2DM03bjE+spdrNiL6KTxKNHfteeIIR55sAS5BjrQAMjWq79/nrvzxOEKg9uIHE8QHZJ0flctmIe67pxA59NcmDLK/chHTe2trS+fPn1d/fb37Lq3gAAShQvBqEGMD7ETOYx9XYF47PLJfLBkyCoKZi49eetORsc2YblRP4Mt4DUAXgh8QhzgIQOzo6FIvFTBKey+U0ODioUqmkvr4+HTp0SFNTUzp37pxKpZL6+/sVj8dtLgWxje+CX+QseMUc/g8/hO+lwCDV2o84l76KzfXx/vwQWxo/zwNlX8GlhWpnZ6dOss4eYiucUwAf++6JnebmZqv6MZycPYd88/EKm8LXs1fYBMkh5BJKRU9oewIM393U1KS5uTkDy/ydl7uDl3ybGkQD1y77WEKbfSKRMGIwGo0qCKrtufPz83U3X3Z1dWloaEg9PT02UwO7jsViduYgnLwKyis1wC9euc2vNzY2tLi4qPvuu0+vvPKKVldX64pVxAs/R6O5uVm9vb1Kp9O6ePGi9u7dayQcPob4DzHzs5RhnElivif+8OMk4n69sXUKDj7xYv/BDv7s+/fzpN//gNd/eZxg/VAG+lYqYjXxV6rNR2xtbVUmk9GxY8eMCMWfgFWwOfC8JLOPgwcPKhQK6b777tP4+HgdvgT/YjMef3rCr1FxJ9XbGbkI5D5/7pUw3t7Bgvxbfi6Xy9V1PqDe9Ip4no2iV2dnp9bW1ux98BeVSkV33XWXPvzhD2t4eFh///d/r0984hN65JFHrND91ltv6YUXXtAXvvAFPfbYY3ruuef0yiuvmL+j6AqG9QO18d3sGT7Pq2J9wSCfz9u+8ILY2dnZUSwWM7UPSqxMJqNsNquZmZk634egwOdqQRBoampKLS3VWyF5f8hlCpXlctlIFwgbqXYDFufYF4uJF/gzYo0nWCQZEUcLnm9NROHqYxWKUJ9z4WtZm9bWVl26dEmHDx+2Yr4vYNKhItXf7IgNJRIJZbNZLS0tGVFEHuz9XU9Pj/r7+/X444/r7NmzWl1d1cjIiGGtmZkZffOb39Qf/MEf2IzVmzdv6p133jH7Zy/I/cF52DJ+lmcndwuHw9YG/rnPfU7vvPOOTpw4oUuXLllhneI1hd8gCNTf368HH3xQ3//+9/Xkk09qbGxMc3NzdXmrbxvH15ALgmdQtRHHyDmk2lgJfACYET/Pr7EVcg1wAQUxXp6Y834Bv/KzXv8pIVSprn7hvd+2vPdfRdKvSnrsvT//R0k/lPS/3vvzr1UqlW1Jk0EQjEt6QNIb/9lnsXl+YwGCnh30i9TT06NsNmtzhgDjyJJR+gBigiDQwMCAurq6dOvWLZ09e1aDg4PWO16pVEyN09zcbCxxEAQ2y8Q7Q15+aCLkjZeWQjQAdgDhbBpJAYAUYOFbeJATc5j97Tl+ngWbj/oJp8tzo1ZYX1/XV77yFWUyGR08eFBHjx61GSzr6+u6ePGi3n77bT399NP6pV/6JXV2duratWtWsZBkjsZXeHFwGCfkhge4Um0gtT/MJHWSNDo6qmKxqMOHD9vNXxBiVFwmJiZ0+fJlzc7O2g1xUvVwcc07QYsDy2HErvgukFgACYILztITTbC+xWLRbqfACVJNaG9vt0MPkPOsu1d0eRKHlyeHCPAQKrQHdnR0aHBwUFI1uVldXVV3d3fdDCven6APCOeZcEQkJ8zZQlUWiURsDtJXv/pVtbe3K5VKWUWlUqnozTff1JtvvqmDBw9qcHDQyDtsgACIQofAFgSBFhcX65SBSF5DoVoP+vb2tnp7e/Xaa6/p8ccf14kTJzQzM6P19XWTyzNYjxazb33rW8rn80omk3VgiMAp6adUASTZ7ANghKt9fcsBFSjAPOAJwOcr/ayBT2gBMfQGNxKLqL7+oyFw75fXf1ecoMqDLwMM+mo5ABqShvNTLpeVSqW0trZWp2b0QdNXwSBEstmsJicn1d3drUQiUf2CrjXEqxl9BZWgzrn2dgPZ6wM/yQqxAB+Kj8WWPEGAz/GKM688guzwbVNSDSz4vnnel3lAbW1tGhwcVC6X0+uvv67d3V0ruiCPz2QySiQS+uQnP6np6Wm99NJL2rt3rw4cOGA+n4SVdeE8UK3Hl3lS3N9O6RMpiGriI/Giq6tLPT096unpsWSHIYqe+MYvUSTxLcLsP1Vn1oX9lWrzDj1x4ZUqxH5P3ODzId08TvDfwRdtIEOY2UZhCj/qlWLEFf4OH1YsFq0ySVwmTnFesAdPckBCSDJijBvl8N0oGgDkVCf5vB/+8Ic6dOiQDXCmVaKvr8/2qKOjQzdu3FC5XNbQ0JDZgSdEON9egcV6sk78WalUsoTk4x//uKamppTNZu09OIPEc87x1atXlclkLE4QgzjDnGsKG6wf+0HLAEQq60Hy7AtE/FvON+/h1cB8J/YVG/JEN+fbE4msy/v59d8RJ/D3nBn8hr9wRKqRtuDmUqlkt4QWCgWFw2FTGGP/7BN4XpIOHjyoZDKpl156Sb//+7+vs2fP6urVq5JkZPDOzo6RSthUd3e3Jd48Jwppv7fevilA+Bv+8Ov8vCeIuZHId0FQvEL579cJOwPnYNckrtglZzESiSgajerhhx/W0tKSgiDQ7/7u7+rb3/62/uVf/kX79u1TqVTSnj179Oyzz+rq1at68cUX9dxzz2l4eFhf/vKXtby8bJ9NIQNyB5/ph3qD49rb29XT02N7SkEX/45f5czu27dPkvT000/r3nvvtSJiS0uL+vr61NnZqddff13f/OY39fbbb9toAuJLNputu4AFMYJUm0fHHnFmKRgQF8DVPpfBNvA3+Cn8axDUZiZBymNHFLij0agRQah4JZnN+cIHJIbPLSRZe9+ePXvMBsHSxAvGnZADck6w55s3b6q7u9tIIVRc5FydnZ06evSojhw5omw2q0996lO6cuWKrly5ot3d6gzQ1tZW/dZv/ZaWl5f17//+7yoUCnryySe1vr6uq1ev1hG00WjUCBapNqICXMH39S1dDOR+5513tLq6qqWlJT3zzDN6++23tbKyYoOiBwYGtGfPHiOGr169qkcffVRXr17V8vJyXQcS9irVeAwKGdvb1Zvodnd3TRELaYX/obuJly/sYPNgJM87MMYCPEDhiZ/FbnxM9XGk8fV/NEMoCIImSeck3SXp/6tUKmeCIEhVKpX59wxzPgiCvvf++aCkN92Pz7z3Z43v+buSfleqqTcAMyyUv77Qy+d9UgdIKRQKunHjhrWtEPA58PzX2tqqqakpvfrqq6pUKjp58qQZEYC0t7fXWGo+izkFOE42BYcFsIP8kWpSeDadjfLKAS8t4zDjDHBoXp6JoyPR8Aywl49BOtHWQhAigGxubuqrX/2qUqmUHnroIUlVMHzgwAHlcjmFw2FrBfiHf/gHnTlzRr/3e7+nUqlkN634SiRqDpwMvydZAXCS3FJ1AKziuAE3kUhEbW1teuihh/TWW2/pL/7iL3T9+nUtLS2ZPPfAgQP6zd/8TT355JPK5XI6f/68kQSRSKSuPciDSK8qYb29MqOtrc32kKDP8D1kd16yCVjww/Jwkv7nIH1aW1vV3d1dJ/tlT3zS+N45McULIJ/E0FcFeOZEIlHXehgKhWxuCox1OBxWOp3WwsKCotGoBSzfLkVw7ezsVFdXl5aXl/X888/rwIEDSiaTdfNwCoWCDh8+rLW1NQNTkJr+3KLU80MOqQpw/ryEGrvf3a22IfBeL7/8soIg0MMPP6ze3l47Y0hO33nnHU1PTysSiWhoaMhaAwDhngTkebjNgzNLS2YsFquTUiNVRhEg1Vp12K9GO6PdoFwuW3WIn2P/SfTxNxAOBOX/Ca//6jjBGQAo4i/90NidnZ26eW4ocFAJtba22tXgEIH5fF6RSMRAA+1aGxsbWllZ0dbWlnp7ey0ZJjYRjH0lzgddzrG/qIA/9xVIbBEQ7+dDYNcUAzxZBZCDYPIXHeBTPdHM+cZP8cw+9qLKoeLZ2dmpr3/96wb8GR6PXyoWi1YoeeCBB9Tc3Kyf/OQnunr1qo4cOWKzDjzxUSqVjCwCaAKWfWWbNZBqt5jxfCQO7e3t1gI8Pz+v69evq62tTb29vYpEIurr61OhUNDMzIzS6bTm5uaUTCaVSqXqyBvfbs73821+xAlPDOGLSSwoFnhyEMBN3N/c3LQEkQStUYHIe5J0Yk8e3OGTPHBn//H9Uo34292tzgpcXV1VR0dHXfsJSQufQQyMRCJaWVmpu3Wt8ezx3H19fYrH45qcnNTFixd18OBBS0xWV1ctZmBz/f392tnZ0cLCgpGKXtHm1X+cH4pg7JNXUbMnOzs7unPnjiTpxIkTun37tlpbW5XNZq0CHA6HtbKyolwuZ/GF1nk/PwRlh1epYcMUinyBMJfL2ewiEjC+iydrKJBxfn0bCPvisTAJAT7C26hXZf9Pef1Xxwkfg1HnQiiw5iRoPhHDdy8uLiqRSKizs1PXr1/X/v37bSbW6uqqtczSknbmzP/P3psGyXlW599Xz9az9vQ207NrNNpGliXbWLbBtjCxjIGCgMPiQCgCqf8HiqQSKjhJhS+pclVC8cYBCgIkhQkVQpUpDDhgvJaxjW0sJNtaLWkkjUazrz1L93TPPj39fhh+p08PS/L/AK95cVe5ZI16up/nfs59znWuc51zH1M4HNY73/lOPfTQQ0omk2ajEDlSsaLVJ8s+BhDLfKuQx3JekYjt5XI5K656sprk0KvdfEESn+xJasgkT5SBkbyqmZ+XlZWpqalJlZWVuvnmm3XixAl9+ctf1srKipaXl9XT06NgcHNg8OTkpHbv3q1//Md/1Cc/+Ul94hOfUGVlpf7rv/5L4+PjReSTHwEgFQ5dIG55bO0Vep64RT2Ty+XU2NioPXv26H3ve5++8pWvaHl5WW9961u1Y8cOpVIpjY6O6oUXXtDzzz+vz3zmM5qbm9M3v/lNPfPMM1pfX7d2wlQqZesORveqGdaZvwcCgV84iZk1hKQjfwT7Li4uGm5h7/sWM+x6679TFJA2c7L5+Xl7VvgSXwTjOn174Nrams6dO6eOjg4bLcIzwB/SQofwYvv27erp6dFNN92ky5cvG0mFoojcp7x885Cfffv26ejRo3r729+u73//+7p48aJCoZCp+mKxmJ544gnF43E1NTVpYGBAY2Nj6uzsVG9vrymd8vm8zSki3/fdJlLhVGNyZYikiYmOp8H2AAAgAElEQVQJnTx5UuFwWN3d3bp06ZKGh4e1c+dOdXR0mO8eGRnR6OiobrjhBk1NTen555/XysqKZmZmzIf7/I7nDq7wOX5ZWZm2b99uGAK8Nz8/X3Raqj+xzxdAyJ2xI+ydvGFrkQe8wZ4Ay/y61/+KEMpvyjOvDQQCYUn/HQgErv41b/9l9NMvRKt8Pv81SV+TpLa2tjyAkJukSifJpHkAJxyVN2yq79PT05qenjaHxlHjy8vLSiaTNjMlHA6bmoBFp5UHAMvCwsizmF62Rd8rbD/GwYYBRJaWlpo0msQeCRf3yLXwuVSRAZS+5YQNBkDks/h8FB/cB5saJzUyMqKDBw+aE8ZoOJpvbW1NLS0tlggMDw/r61//uj72sY9pYWHBEgEIKBIS1gvVBA6JXm7uwbdMAYDq6uoMoNXV1amlpUWf+9zn1Nvbq23btungwYO2Fkg8P/OZz+izn/2sPv3pT+u2227TqVOn1NfXZ98zPz9fNIQLZ0zFEnKCzQMRJ6lIXeCTFKq4rDM2wzpSnfIVb54x67ywsFCU+EHCeXvC0VMpphqLzW9sbGhqakorKytqaGgoUhbQgukrAJWVlQZix8fHFQ6Hbb4QgQqSZ3193U7cmZ6e1vnz57V3715Liqk8QX5ls1k1NTUZ8eEVM1wHxCVB3FeAeZFcYiskSWtrawqHw3aNuVxOTz31lDlknB2tQU1NTaaqY28ye8YHDL6P/cWMJa4zGAzaiWyAKAgkZmL5agsBm8/3wCsYDBpRKMnIQf4k4JOUeXL1d+H1m44T7e3teQIlfsD7aNbVt1RIhQoL8aOkpMSeXzQaNQDNa3l5WdPT07b+yMIBnl4B5AFZZWWlDSeEfGK/eyKf3/GqDHwHvhC/4FVPXq2APUuFo3tZGxQIJI5Iq73axccJD/o9WdrR0aFjx44pGAyqpaWlqC2J+Mtnrqys6PLly7rmmmvU1dWle++9V7W1tdq+fbsl0YAyv989WeJJNElF8QF/zrOH6N62bZsaGxt1//33a21tzRJ7viObzSoQCOjgwYMqLS3V8ePHdeTIEVPF4l8g0ADAHLnuQTTPygN6fC32hZ34VizsBjBNKwAtGBBSAHK+wyukIY6ZT+afqQeDxAXsn0JTIBDQjh07dP78ebvOrSo6bC4YDBqR98orr6i+vt72iW95w5YqKipMjXvkyBFJUmtra9HgasgzFE8omKuqqjQ1NVWkcmLtPPHJGmJD/Dv7hnXfmoSg8vOkcTKZNJ9aVVVlOAsgTwxk3fErtBXj/yUVHZTBnkARFQqFTG3nZ/5hO5CMnvTCL3iCxye8PsHzyYBX3b7WX7/pOBEIBPJSQc2LD/akfUVFhR21znt8USGZTKqsrEz79u2zZzQ+Pl50eEZXV5eam5t14MABTUxMaHh4uAijQ8CAAbBXipTEeK+849kz6NbjS2yGPcC8EGaZYPfgEEmGjShC49/838ln+BMM6v2hx71gLfzgG97wBt1///164xvfqOPHj9v3Q9hDTAwPD2tkZEQTExO666679IMf/EB/8zd/o6GhIT366KOmDOcafCEXm8f/B4OFQcWSLB5uJdhWV1eVSCR066236s4779SDDz6o97znPXr22Wf1wAMPGB7YuXOn2tvbde+992ppaUn//M//rK9+9avatm2bvv3tb2t2dlZLS0uKRCJ2Mi8+APsBG4AbULJsPbbc+yLIDF9MgOAnpuMDIYykAnnJ+niFCt9LERVSkBgMoc2BAaurq5bT1dXV6Wc/+5ne9KY3qaGhwQrwKIWwJ2kzh25ra1M4HFYul9OlS5fU19dnxBH2xXrU19drz549Wl1d1a5du3T58mVduXLF9hbYh3xhcXFRTU1N6uzsVDKZVEdHh2Eej0NQK3nllB/dAJHJWoM5BgcH7WCqQCCgO++804h9cpADBw7o8uXLOn36tJLJpKk+iW08Fz7fky/YaWNjoxKJhJHIzKHieS8uLqq5uVmpVMr2JRgCv8V78WHgFS9CYJ4Y8dIXpYjdYIJf9fq/OmUsn8+nAoHATyS9XdJkIBBo/jmb3yxp6udvG5HU7n6tTdLY//C5RQ8UWSNsH0HYM93egfP3kpISJRIJZTIZZbNZ5XI5Xb58uahlg4GBXsorFZIGwDbEDtcH8UIbh5+WD3NP4s49EHi4NvrsGxsbixKDbDar5eVlzc7OSioolaQC4wkIIgGmSoAk21ei6VullxYA5weazc3NGSDzzCEsakVFhSU34XBYkUhEfX19+uEPf6hDhw5pYGDA5kMAYn1bgE+CYaAhBHiWgD9kkRBHEGfPPfecSktLdfjw4SICqaSkRE1NTQqHw9q1a5dSqZS++MUv6sSJE/rIRz6i+fl5JZNJa5PiGQKcWXdOQAF4eieL48Ox8NwhJ7BZ39KIk8BOpYJ8EPAHqGST48SxO58IeCZcktm2VxfU1NQom82aqg1ikEF/kIzr6+sWwJjej+Px1X7uB8Y9EAhYf3ckErETxnhWkKh+bkcmk9H6+ubxq14mzfp4cAtY5jpIYnH4gB8UEuFw2NYnkUhYggTZQ0ClUrK6uqpMJlOkTPIDtKnIbmxsqLa29heIgdOnT6u6ulrxeFylpaXWMsMMJewR6bCvZkMA4qNg63keJJ2AUK4b/+Pv53fp9ZuOEyR7XlmFTZGwAipJ6Pg3qoe+shoKhbS4uGgVxa2tmz4p3Zo88Dw9WeNl61sVAgBkf3w3AIXfAXxTUECWLBWOF/Yg0RNk2LmfScJnc434eGyLqjBzYbx68/Tp0+rs7JRUOHETX4EK08+q6O3t1fXXX6+PfvSj+s///E9Fo1HFYjGLhZAIfpbH6uqq6uvri2I55MnMzIyp9CTZukubCXpLS4u+//3va2VlRY2NjTaPjHVNpVKqrq7WxYsXtX37dr33ve9VRUWFHnvsMQUCAe3atctiKskRsRb1i59hw7VVVlaaRB+iAnKJOIG98ULhA0HhSU3uDwCLvXuZOLGltrbWTprhmRLrUO7ymRRPwuGwYrGYHRGM3XKvJCrMxEMdASjHn3Lv/jtra2tVW1url156SfPz89q/f7/NqIO4Yk1IfJjREIvFNDY2pkwmY23g2AD34a+LgoO/duyRpAf8gi1DttFCQ1t8NBotOhEMYM16ULXHD7OHUZwSo8BTVVVVdt+QQuA+qRB3+Dz2p289xmd4QptKvG9BZN8Sf7wq7Hfl9ZuKE55wB2MSN8AZ4CMSMq/QIhchf6isrLTDRyi8oVAZHx+3gy08jvaxQiqQl9gqhR6Pz/g5MaO2ttZ+j7YQMF9Z2eZ8so6ODu3Zs6con0gmk0qn00qn00YqgaXA3eQVfB92D56HyC4tLbU1JI7GYjHz+w0NDVpcXNS73vUuPf/888pms4rFYkXKnng8birBZDKpM2fOaGhoSJ/85Cf17ne/W9/61rd07NgxjY2N2X73ibwk86fEPxJmfk4RBtIFvx0MBrV9+3bt379f99xzj+644w59+ctf1uTkpOVO4LzBwUE98cQTuummm/T5z39eH/7wh/Xv//7vmpub0yOPPGLjFLyyD7UH+JYiAvsXn8Lzraurs5mEXtHjsQB42hPNPofk/sA5FL0ZU+GPJyeGMK+ONYFc4u8bGxsaHBxUR0eHdu7cacouSIaZmRnLY8BOkUhEoVBIr7zyim6//XZdvHjRcC6+medXW1urWCymWCymf/u3f9M999yjBx54wGyNe6J9jjar+fl57dixQ5cuXdJVV12laDSqqakpI13wn+T0+GtslRP7pEJxFn+QTqdN/VVVVaWenh476IZZTiiQULzV1tba85AK833Ja7x6moM4UDVnMhmdOnVKqVRKO3fuVGVlpbq6ulRXV6eJiQkrxviYAZ7k3vwIDu4JPyfJRAHE542NwkwlcN6ve/2PhFAgEGiQtPZz510l6Q5J/4+khyV9VNJnf/7nD3/+Kw9LeiAQCHxem0Pgdkl66X/6HqkwUJVeXW+4gF8qbX6mi2dYUVEgbfdSfYAxgcFXHnF6OBQ2W+Dnkj8USBA+EEYEEUAjrCwbEQlyJBJRZ2dnUXUVxwEoymazGhoasiGN3mH4ZBqnCblAJYz74mdcI4oML7GurKy0jeJVSShTFhcXFYlElM/njdFua2vTyMiIVlZW1NnZqaGhIXsuUkHx4FvlPFPrySAUVBUVFXakMfdWXl5usu5QKKSFhQVFIhGrNHqFFgqVQ4cOaXBwUI8//rjuvPNOzc7O2vupHDKsDefMDCAvwSZIEjSR52GPNTU19jtra2vm/LhvWpN49rW1tWYDVIVwejg+3yfMBodRp3WlsnLzFBQSOkAEAHNsbEy7du1SS0uLDWEm+c3n83aqwODgoEZHR9XQ0GDKB78HeDaQMNlsVhMTEzbHgn0BYGZvUWldWFhQZ2enOWMGPSPb9NVRPgOAReDiu7BJCBMfZHHWdXV1JuXGX3jiGBDuCSBa2qTCQEheVIuTyaTOnTtnx81evHhR9fX1qqmp0VVXXaXOzk6NjIwonU7b/XhwzzXwp2/pYc2wSd7jFZDYnk9YXsuv30ac8GoZEiNflcG2vMLKKyc98eIVWIBf4gVknFdcsC8k2ffxc5JyQDVA2qvkJBVVqH1Szu8wXwAFAqd2EeP4O3EJJSWJoidaASnENRJj396LHyR28NkVFZunQjEU2EvGPchlb7KOfMalS5d011136eGHH9a5c+d06623WoWR58BneMUfnwVB758l60wrQHl5uZH0J06cUGdnp7V94rt5ZgDHkZERLS4u6vbbb1d5ebkeeOABRSIRNTY2Fqkx/f970o2fo3QhNhN/vU1B+tTV1RkB6Ns8pM0kgpYwrxCoqKgoUuoSw73ymPd7tY4vIEAiQHrW19drdXXV5PGA6Gw2a3EGVWQ0GtWFCxc0NjamSCRi5CWfid2gLmWOw9mzZ9XS0mJrQpuib3HxSjcILPw/8QCCkYSPSjNqN3ysV3541Rwxeatdgeto6yKBxi/4IhW2yb3w7H1rHc+L4lg0GrUjx2lbI9Z6xTQ2zvWBeYlV+AXe739O7GBdeG6/rur7Wnr9tvIJfCJ7Evtg7SUVta+y/iS0PH/2el9fX1EBiBdFPF+1x2dAHKDC82MIyCPwoZ4AlVS0F9jXEB/19fXatm2bbrjhBjvt0ZP6e/bsUU9Pj0ZHR00NCVaD8KmtrbWDOVAoEjOIEV5lD/GRy+U0NTWl8vJyhcNhNTc368KFC+rq6jLM61vhwH2BwOZhNKzd7OysHnzwQf3rv/6r+vr69JGPfESf/exniwgHSFP2tFfg8aIYh/2XlZWZPwmHw3aacFlZmf7sz/5MR44csecwOztrdrK+vm6DoE+cOKF77rlHf/7nf67Dhw/r6NGjOnv2rC5fvmyJNtgMNVRJSYmR8d4Hex9OsdCfqswe9rNGIamYJ4jKtbq6Wtu2bTOVPx0O6XRa8/PzqqmpsdlsXqXvyXO+b319XfPz83ayFZ+Dj4zH41peXtYNN9ygwcFBuyY6bNra2rRr1y49/fTT+sM//ENduHBBvb29WlpaspwNe4R8BzO///3v18svv2w+jvXKZrOmViW2Y48UQbAf9ic4GbUfsRfMRFHN73mKJd7XJ5NJRSIRTUxMWHeNnz/n/TQ5PPuX3I6cF1xfWlpq6zgwMKC9e/dqaWlJO3fuNKXZq6++qoaGBt1xxx16/vnnNTMzY/69rKzMMBvFemIhHAB5FPuMogt2yJ7G1qTCMOpf9vrfKISaJX0zsNn3WyLpwXw+/0ggEPiZpAcDgcD/kTQk6QOSlM/nzwUCgQclnZe0Lukv8r/mRAD/cPmvoqKiaNAexsxmwRFAHuAwPSlCUo1j9g6e3/HMGi+cmE/sPRsnqWjRvbHA4PEdlZWV6ujo0Nramp5//nl973vfswQZ0mh9fd1kdu94xzt06623qr+/X+Pj45IKslOGugFeIKN8VYt14QXw8hUk7+BJPrk3klXPJPKzXC5ns56OHDmiN7zhDba2gGSSaan46EwCHoPT/LGQOGNOXADEPvPMMyotLbUqCcxoIBAwkgZARaCkElxZWWnAF6cBGAUEUnXB5gAKJILM92HNWEOCKmsGUQgBx3yjUChkqp3KykpNTk6arezYscPY+t7eXk1MTNhasv7+Txhe9oK3OYLl6urmEZjJZFJNTU3q6OhQa2ur2frAwIBeeeUVlZaWqqmpyYI+tu4DEdUOBumVlJRYqxNkIY6X/UYFCwk9FVOcG8/e96bj5CBF/KkK2H59fb3dn0+kyss3j2ksLS3VwsKCwuGwPT9YdU9WkSASCLhuKgaAxurqao2NjWlyclLNzc3K5XJWNeA5P/vssyopKdG73vUuBYNBk3pik97xesKU5ESSKTYACvwefoU9+DukEPqNxwmqqwQ6ryT4ZVVyql88d0lFRAlrDAmyVXFDvEApSbJOsPb+31f2pUISGfi56g3yFnUniWxJSYlCoZAddzw4OGjgH38K+IvH4wY8H3nkEXV2dhbZJTbMfts6i4cEnL3MfVBVpMVY2pzX9MQTT1grkKQiwtorSf16l5aWKpVKqbe3V/fee68++MEP6sCBA7b23Dff79VY+FMKCYAqT8CxbxobG7Vt2zZ94QtfsBZR1koqVJQ9SSPJ2oU+8IEPaHJyUk8++aTuvvtusx+wh5dis7d9NdcTgbzfEx6+uuuLMH7PB4NBU/PW1taqr6/PiiacIjk9Pa1sNqtEImHtT3wHyZOfNwApwl5hf4yPj9tMoM7OzqL5cdPT0+a319fX9cILL9iA/kgkUtSKyB7B1oPBoGKxmB566CGtr28OjwXAEp9RVuNzeZYkRsQS7IqYQLKcy+WsnZrnyXWAT7yaRyrM8fAEI/ua5+fJd+6J/UpMYw9ybWVlm7O1otGoTp48qYGBASUSCdsD6+ubBzvU1dUpFotpz549euihh9Te3m4DzaXCPA4URdwTGJZYgg1yfxCrPqaAOX9HXr/xOCEVCBUSck98e1zMvgbHgifBD5AQvi3UK9UYhYAvRCGCv/HFBEgOrzKRClV9Ek58a0lJiVKplO3T9vZ23XLLLRoaGlJvb6+i0aimp6dNuQA23rZtmxKJhL72ta/pc5/7nB566CE98sgj5gvIPSBcvRobH4Cyj0RyZWVF4XDYYipzYrZt26bHHntMJSUldliDv3eKpuw//GxlZaUuXbqkhx9+WLW1tfrEJz6hb37zmxoZGbH38Rw3Njasxbu0tLSIXIMo8TO1/L9dffXVuu6663Ty5EmtrKzo1KlTRaQg/p78o7R0s2Xo6NGjmpqa0ne+8x199KMf1Re/+EV96EMfsnYi8kueLdj35zZrsZ44gfoRUpK4jH0xUN+rAMEGHR0d2r59u9ra2qyI39PTY5j9D/7gD6wI+/DDD+vChQsWp1FyQRgQfyhQ0OkCLnr55ZfV0tKixcVFdXZ22viEkZERHThwwOax9fb2aseOHTpw4IBOnz6toaGhIrURuAtbqqysVGdnp55++mlde+21OnHihKn7t6pyJRX59/n5eSMV8ZXYFvkPOVwkErGOBghKbANVfiqVMpuEAygvLy86NCqdThcp6MjpUfZiP5Bv7Cc+t6KiQs3NzdqzZ48efPBBveUtb1FPT4/y+bySyaSmp6eNX2hvb1c2m9X73vc+Pfvss+rr6zN8CoHl2yG5Bq7V5x68l/0L9sEHejXgL/Wb/5NjzefzZyRd90t+PiPp8K/4nX+S9E//02fz8guO0fphoJJM2gkIARABptbWCrNX/PHabFySRdQCXtXhNzjgEwLCVwoxEIxXKpye5ANESUmJtdecOXPGpujv3bvXHko4HFZp6eZA3uuuu87mtASDQR04cMAGTQGoWANAA9fjGW4ePoZBEgx7DuD3SiCMC6cGIw/bzFri7JipMjk5aZsQMOKZSJwVSRNJDc8pGAzaEXwk7QTxoaEhk+kSaCF2JBVVZ9kMVBybm5vV19dXdJQ7VR7AplTorfZVcpw3ztxL0gGxHrSSfDBkmB7RXbt2KRqNamZmRo899pieeOIJs0eC/cGDB3X48GG1tbWpurpaw8PDtll9mxu2xToHfq4s8VVpnCgSxVwup/Pnz+vkyZO2f+rr642w4pkQpCEICbw4uPn5eQPivmLPSQMeMHvQv7KyolgsZq1j0uYQR9YaEIadZrNZszHej12nUinzEQRd3xaDtBM7BXj5+U9e0UUC6glSgNLGxuaR85xSxMyftbXN9hh8CBXbS5cuqbGxsWhWhp8r5Fl5gpe/N0hUBqgDVLPZrB2ZjILstf76bcQJqVA84Nnyd08ieqUFayoV2nF4r1Qg5nw7qid+8F1eCYO/9KQSEm5kzgRrbIvPkmQJRGXl5ikpZWVlmp+f1+XLl0196aukkEBUmplr8cMf/tAGJ0vFbQoohTxpxR6uqqqyoYj4NN4jFaqIVI0hNzzZQczx8Zk9FAgEND09rdtuu80AZF1dXVGhhu9E8UHs9EUCPhffiv8AYHKAQGdnZxGIxn+TZLEfid/r6+s6e/asPvzhD+s73/mOJV0eb3AN3DsAGnvw/gjbIWHEXkhcvDoEAq+iokJNTU1aWFjQ1NSUenp6tL6+rkQiYcRYa2ururu79cwzz6i3t1ctLS1WPQUjedUkyaevnmLja2trSqVSBqApMtDWu7GxoYmJCVMIsQZelcLvQtotLy+rpaVFsVhMfX19RsqheAKjeNk7MdNjBvYle47fxa/TRuvVWwBkn5R5gtcrCb1SyBPsYAfUPuxJrpV75zOx/1gspo2NDUvKc7mcotGonTbKXpqbm1NXV5euueYaXbp0yfYyCZpUGBQKWSjJ2u25hrW1NUWjUfM9+CIUd36/vNZfv404Abapq6srKux5cpYWFYhJfubVpP6Z+GIiGBBCieQb29yqzqSzwLfMQnCgqpQK4yD8PEdO7tu3b5+dZNbY2Kj29nY9/vjjZifMesnn83r44YfV0dGhv/iLv9AnP/lJfeUrX1Fvb6+uXLlSpM5kn0gqKthRnCLnwodRPIM4YgYN811ZK69YAH/X1NRobm7OiFCKeL29vbrnnns0Nzen9vZ2jY2N2TWy7n6G4lYyZ3V1Vdls1oYSo7IuLd08Gba2tlZHjx5VZ2enTp06ZSoc/CT3z3MtKSkxHJ9Op/Wtb31LH/rQh1RTU6NEImF+H6UMeQX3BSYgn+W5EuNYX/y3j4fEp5WVFcXjccttP/ShDykWi+ncuXP60Y9+pL/927+1ofzMQXzssccUjUb1R3/0Rzp69KhefPFFzczMmH/AdzGOgTgmyZ47/05+NTU1ZR03t912m615c3OzqqurrZuF/ULejL8nR2euZ3t7u9785jfrwoULZideoc+68Hu04OZyOYXDYcNZ/tAaro+9NTk5aS2L2WzWPhvSEAUOylxiAzbgu32IJ+A4bIf3edUOn0UOlM/n1dHRofn5eR0+fNiIzuXlZS0tLVleg/3ecsst+tKXvqS77rpLqVRKU1NTVpQoLS01Ja0vcBGfwEQVFRVKJBJKJBKWx21sbGhmZkZDQ0OS9Atk9NbX/9UMod/UC8Dr1RokUh7U+pYhqaA8YXMir8Ox+6Rvq6QeMsRXBwDCGIWfcQA5QFKO46cths9EGTQyMqJLly7ZbIpEImFJRF1dnRYXF4v6JOvq6tTU1KRnn31WwWBQTU1NGhwcNCeCKgODw6l7MMWGhgTyrXRUbnH8ODA2FsoQkmxk7tXV1UYCwVjT4sWwOJ+AAcx4NoDsQCBgz4aqBEYNgKYqk8/nTWpH0CYosUm8UoxTvnDmPAfaLLAnKuckQvx8ZWXFwFUwGLSfsSY8e5y5lwtKMtk8s5b6+/v1pS99yeZvHDp0yBwSQay/v1+f+9zn9Md//Me69tprVVpaqsHBQWPNYcSpGrDOkszesHEk8NLmnCFOUwFoAP5LSjbnTzAzBTkia4YyCpKHvRaJRKwHOZPJ2BA3SWaXUmGAa3l5uUZHR23GhbcfD9hxopAtPG9ADgDYK3yowGHXkUjEbA+wTHDwaiDAyerqqlKplKnMAHbY8MTEhCmicrmcyWh91QrC1CceUmG+hldr4Lzz+byRV/iIUCik3bt3K5fLqa+vzwJ4OBxWa2urHXu6VcX4+/xiTQl27ElADv7Fk/Y8HxJhQOXWRIEk11dnfOUFn+X9BskpdodN4dtJBLDhxcVFUxBKssSypaXFiGCvUtia7GUyGQ0MDOj666/XlStXdP78ecXjcbtnSERsGtsjNtTX11s7kiebPXnBmgHA2G/EYlRTADqvymNfst/i8bgNbuQ78fuQnxAAXjnLvQNOAWb8PJVK2TyccDhscnOv1GFvM0cAUnhjY3MY/xve8Aa1tbVpYmJCkUikiDgikeOauB/8PwpmKsyolCGFuQdfTOL5RCIR1dfX24mIuVxOo6Oj2rlzp5FMEDqLi4t697vfrZMnT+rixYuWgMXj8aJ1JH76GXVU4iGqOO69urraZmdNTEzYPTU2NpqPwg750xdXIE+i0ah9RzqdVkdHh+2NXC5newm7m56ethYFPpMKtleDUTmlyODnJrAXAOa+eAOGI7Z4H+B9A/adzxcGiXOvHnN4taovopSWlmpqasr+TssNcYdkngr8jTfeqOeee06tra3mV1BYeZKVtaA4sL6+bidwNjY2amZmRpOTkxZnSktLlUwm1djYaL7p9VdBHUZB1WNk9j/41avKvLqeYiWkkFf/Yl++EMGzpLjslRJ+4DE4A99bU1NjdgwZ6tUNkBOjo6PK5/M6ePCgnZDnE1LuER/T39+vJ554Qv/0T/+kr371q/rABz6gf/mXfynKG7h+fDr4bGVlpUg9LxWUtfgTbFSSzVwh9lDY9S38vjWuvr5eExMTWl5eNiXGpUuXlEgkrP2U/IwYtrUN2BMqxF9yNf+8hoeHtX//fknS0NCQEomEUqlUkY9nTzT04mwAACAASURBVHLdFGhqa2t19uxZ3X333Xr11Ve1f/9+jY+PFxVQOHnMF558gYhiorclCi28h/X1Baiqqirt3btXe/fu1dGjR1VbW6v3v//96ujo0Be+8AVNTU0ZeRgKhXTo0CG98Y1v1N/93d/pr/7qrxSJRPTcc8/pypUrRiqAjyFDILshD4h9kBa1tbWanp5Wa2urTp48aaTbzMyMtbjNzMyYj/YzGH3hJBKJmBqypaVFL7/8solAstls0UmakUjECFo+c3l5WYlEwmbtkidKxarlkpIS4wAgScgXiEeo8X03AjblVV0QLcQkcIjf/+AR1k2S7UHy6p6eHjvJbmZmRpJsj1Bgn5ubs1a6rq4uHTt2zHJ+cKOPj9g5RLO0mffF43G95z3v0ezsrJ5++mk7cKi1tVWHDh3SyZMnVV1drZGRkV/pO18ThJBUSHKl4mM4AaP8yf97uRSVdw8IcAheUsym42EAXnHcJJFUjSCFuCapUIHmc6lEkkRDggSDQXV2diqfzyudTpsTLi0tNaZ8Y2PDjjNcXt6cCn/gwAGdOXNGt956qz10yB02NeAEcoeNLsmchFcusWlwerFYzOYKwKSy3iSkPskngeA5oRBiYBZzHfw6Q8Dh1FlbrsM7djYs1+qBGLJVTiDzlW8UTzMzMwZUeab9/f02/wBwlc9vnhjERH1ItK3qJYIqzsG3H3FPgGMY92g0qlAopGQyqaeeekoVFRU6fPiwYrGYJaGsaSaTUXd3t9ra2vT8888rk8no4MGDVi3HXvgPBRxEpCSrluO8SD7S6bQlG2VlZXbkPDaey+VMHUBLF/dNUosCaG5uTk1NTUYAebUcjpZ1JzFpbW3VlStXzEljN57g9RJ9rhtyEifMPUrSzMyMDQ0E5GMH9G1LMvsGcEGk0WcLeCAQUbnnxf1HIhFls1mrPFAZYL/V1NSYY2WgqrRJGELi8Oy4Z/qSNzY22+Dq6uoUj8f10EMP6ZVXXlF5ebkSiYTZ3I4dO2xo9utAf/NFku0TVV+xpbrmW0oBAX4NqQL7Kq8nXgFH+H/fPkQM8coY9iL2S3zw5BIkPvNYAIfnzp0z4iMUCln7pr8OfBrXm81m1d/fr9tvv10PPPCAstmstYF53w/Q9S0TgFWfiLLnAFPEFwDe4uJiEZFGnAYMQUD7xJr3QTKRNPuB7lJhLhF/etUXAA3gBNGRy+WsVdOfpOlP2YDc84oQ72OWlpY0Ozur66+/XufPn9e+ffvsmvGV+Hmv6CKO5fOFU79I2vERkDKQCsQ1fEdra6t6e3tNwVlXV6ddu3YpFApZwootTk5OqqysTLfccoui0agefvhhra+vm7LME5ae0CSJQsHA+gF0Iem5N1qRaI2EaPVzibzCDpxBBXLXrl2WoJGchUIhk+FDnpFMVldX6/Lly1ak8Eo2rpv1Jtn2ewvcgA2y/tge+93bENc0OztrmBHgXV1dbfGcz+bZQSR41R+zl/A5FJl8a1F9fb0ikYiGh4cVi8U0Pz9viiL2KMSlv06S9aqqKms7Hx4eVk9PjyKRiOLxuBGhVVVV1gLxepzYfLEPIUrYf37OEtgPLALe910FFB95FjxrT/7jT/Bn+XzecgLvW8Ft7CtadSiosccymYwlgTU1NTa4d2xsTGfPntWJEyeUSCSsLcYrV1HiUMS6cuWKvvGNb2jfvn2WxPN9xC/fWeB9JddLrCRG4puJL1wziiHa+7Fh4kwgELCWM/CUJMvlIE3S6bStk8dn2WzWvheyjLyIz6N7hN+BUB0ZGVE0GrVYsbGxYTNpfC4JBsBeyF2Gh4f1gx/8QO985zv1ox/9yNaK6/et/hDPXsUxOztrc3889uC9xERJRrg1Nzfrxhtv1OOPP65du3YpEAjovvvuU19fn6anp81H8Yz++7//WxcvXtSnPvUpff7zn9c//MM/aG5uThMTE1aQ4Hlw3T6PxOcHAgFT3WQyGcXjcQ0NDdmcOYjwhYUF2xvEE4Zas7/w++yZ4eFhHTlyRA0NDRodHTUlPtcHZt/Y2BxjEQwGtX//fj355JO6+eablUwmzXa9OgYMyNpSeEK1xp4mbtAiiF9n73glKuQPBwTQ4k0REAwgyXJZfAnPtby8XBMTE5Y/1dfXG3lIkWRtbU2NjY3auXOnXn31Va2urioej1t+QksqzxssubGxYWTQtm3btH//frW1ten+++/XJz7xCd155506ffq0DRh/9NFHde211yqfz2ts7FfP5C/5lf/yW3yRsC8tLVkCRIDDcEkEWGiIEcC4VJgfQDIPoAFcSAW1BA8dVtETFTx4jBUj9RVDr9qA/UcS3dfXp6GhIXMK4XBY0WjUWHj+PxgMGiMKWGI44fT0tDo6OsyAuQ6CTy6XMxATi8WsBY2kVSoMKg0EAtbDmslkNDQ0ZHI71hTGGnDCRP3y8sKsFtjfeDxe1H5FUsBmWV1dLSIsAIDBYLBIns39IAmFEMHhkYhRgeSecKLz8/N2b2zE8vLNId01NTUWpP2zY6PxzObn560SC1DDySBtxdkQLJgFwDOgYru4uKinnnpKGxsbam5utp7frSx1MBi0WUOdnZ06efKkjhw5YqdHxGIxRSIRSzRmZmYM0KJywgmRJKJaaW1ttb9HIhFL4mpqaiy5IYgCiCAsqqqqrKXBK+AABJAw7JVQKGR7prS0VLFYTCMjI5qdnTVbx4l5R4qN+ZYoAIRPYCF4QqGQESmVlZV2YgEzjEgGpYKqqa6uztaT5wmIS6fTtkewR2kziE1PTxthRvDh2OWWlhaT7vf29iqdTluFj2SroaFBoVBIFRUVluCz9pLM50SjUT3yyCMaHR3Vddddp4MHD6q9vV3RaFThcFiXLl3SqVOnLKF6/bX5AhQCtnyS6pN0CEeANsDNz0kAAAJaAU0AC6mgLvIATyqoU/kcQAnv43MgrQBfkB/19fUaGxszdRvPmT1PbIMc8IoeT9LcfPPNdnQrag38FC03fn/ghyC48R+oMACn6XRa+/btUzKZNKLCq3UgwiB82EMAsIqKCs3MzGh5edkk3L7lx9s068JeZt3wsZ68AtSur6/boGSAsZ/zg1+DlN6aMPO8AWue9PXFEe8niPn8G/6X7/Lgk/dLMh9ZV1enrq4uDQ8P67nnnlNJSYmphSC6wRTEirKyzSH44+Pj2rNnjw4ePKixsTHNzc2ZzXuVA2sJOCUu0sqKD+Q+uPa1tTUjrHk2W5Vm2A9gHNvMZDK66qqrNDc3Z9Vh9h8xEnvL5/NWMR4aGrIkDfv0RKovBkKM+mflbc7v4a1FMH4GgUZyD4HGz8EPKAcg0rAdvg8ikuvxRCF7lLhHa/2BAwfs5FsIXqm4XcOTrdIm0K+srNTPfvYzGz7KgQsky5FIROFw2FRdr79UZH9gHG/X7A8KTvg//36PGfC9nnQgRmADPE/UyL51UFKRuoh9hX+BuMIXUxytq6tTa2urzp8/r8bGRjtFa3Bw0Aglvz9RupMHLCws2OlF3/72t/We97yn6HokGeYHE0Lao2j3ia4v0DOPjla13bt3a3h42AhT2pkgiFKplOFgiASUgQMDA6qrq1N/f7/FLGkTj3Eoi6QiZRXvIa7gL7hWEnYUErW1tWYTgUDATmBG7ZHP5w3rciIy+G9paUnJZNKIJK4DMtnHU8j4bDZrNoMCNpPJ2GcTO7eqj0tLS9XV1aU777xTx48f1w033KCysjK99NJLeumll35BMUsrXjqdVm9vrx599FH95V/+pe677z5dd911amtrM3IGXwgZSpzyhVRJlg8tLS1pampKy8vLmpub08DAgNkPKhxydgo6xEHUkeSMy8vLSiaTOn36tDo6OkwdxdqTt1G8LSkp0dVXX62enh4dOnTIFFFzc3OGEYiZ+GuvCPb5rG+zyuVyNv+Kvc93koczAoT5qZWVlRbP2RNgS6lwivfWwuPg4KC6u7stVpJrxuNxtbS02Knfy8vLGhkZUSwW01NPPaVEImH4ihhLFxTYkv1bXV2tAwcOWB55+PBhff3rX9d//Md/6KWXXtLQ0JAGBwd16NAhTU9PK5lMWhz7Za/XBCGE46UiD4hhc0sq2jC0DOEceOj0j0oydhAyYisA8EkgG2Ntbc2ICjY2G4jEY3l52RJNT9BgNHNzc1paWrJjdNl8tOisra1pZmbG5sBQ0eYaqK4NDg6qvr7+FwCQD0IYOkOqYBRxfDhFVCeAFklFMkwCCIGTDUalgn8rKyuzU5eoTtBDCgMOQJEKxyWSoEiFwboelMHGZrNZI5YikYhtGiSEsLUEG5J21C6sHYEAEsmDSoIy18N1s8khT7yzhkH2duYTPiqcx44dUzQa1Z49e0x9BflAIKiurrbnyiDs3bt3KxAIaHJy0pwxjjSf3zxtDKkjR6Njx4BVwD2BEgVTOBwuqnywDiSeXunGGhJgJWlyclJLS0tqbW01RRFqAa6VOTiZTEbj4+OWoHjQ4au8JOUAbq6P/YxtSio6sY1KA8CHJAZiiYAsSfPz80WtNvwuBCMBVdqcrUX1DAKnvr7ekpB0Oq1MJqPp6WkDAk1NTWpqalIymTQ5cCAQsLbMkpLNYy0XFxe1sLBge2hxcVE1NTU6fvy4FhcX1dHRYVVAnldtba2am5vtlL/XK7+Fl6+weULaJ1PsY/wkAAwQTkDd2irgkz6+BzBKwujtWir2LfyO/24+i2sE5E5OTmp2dtZk2Pgmr6SgkkQxw5Mvy8vLmpiY0PXXX68TJ04UtdEST/09+YQTXw4Y9uoaiP90Oq1oNGpAiDhHDIW89RVk9tXGxoba2tp05swZiwU+SQN0sWf8SXp+7oIH2RA/kMnEvra2Ns3Nzdn9eHDq5xP49iHWgZmD3i96sEdxxRM7XjHC82UN+V1JpsjCPqqrq9XS0qLy8nL98Ic/NMKYwoVv2yZBIwbNz88rk8loampKhw8ftkSLeyGBJZZi6yQuJJtgFkAl+4T14ucAZ5I74gPglIQLX5xMJtXV1aWGhgYDvfh6TjKDOKftuL+/3+JrLBYzHLe1Us81EW+JxexpMAzEqldbcI+e1GUPY1v4D6+28kkK6ilsnIS2oqLCFNIoMsBmPoGenp5WMBhUPB633/NKIo+3PKlVU1Ojq6++Wk8++aQmJibU1tZWpETg2a6vbx4D3tDQ8GuB/u/Ti+cNRvVzPbBpqaDWAV+ADbABj7P5PBJCvoMksaamxj7Tkwm+gOAV7r5oi71y7YFAQKFQSC0tLTp+/Li6urpMTYdSBj+DL6PoxO97oru/v19/+qd/qg9/+MOGJdn7+DFftAArkUt4VSf2n8tttnuOjo6qvb1d6XTa5sRhz5509sUX/Oba2pre9KY36cEHH9To6KitP7kXg5YZKRAOh+0zvcKI72DNUVctLCyYsqm3t1fd3d3mAygs8vJF39raWlNql5eXW5cEPtQTUx5LS7LRCPgx4orH3+x98AeF9/LyzZPbrrvuOlVUVKixsVEjIyN68skn1d/fX0RYRyIRy13JR6empjQyMqLHHntMt99+u0pKSqz1cWVlRalUyopPkJD5fL4onkOseGUyz0qSxeut9+gV2Sjx/aEyEFZve9vb1NPTo2uvvVaxWMxsAcwB9t6xY4cGBweNmJSkgYEBKxJBqOHviQEIRrAfXyTieiHIOI15YWFBMzMztqfACp5kIufk5cko7M9zFORia2trdpw9Y2No/eXU2Hw+b2RfPB63kR6+OM71s2/ZZzU1NXrve9+rF154wdRUQ0NDmpub0/LyskZHRzU1NaWLFy9Kkqampn5tPvGaIISkQgVWKhyLhjMmeKMi4lQpBinxfiSTniVm4Xh56R7f6VVDgAOMXFKRVBkwy6b2bCXOibYUVDuAftQBJH18BpJLkvyGhgbFYjENDQ0Z4UFPopfMQ0R4gopkAcfuQQ8SSJh6qnK5XM6ukU3B73KdAFhPDtXU1NjpTmy+VCplA7O4Ppw0jkSSXQv/wc7icHt7e41IiMViqqurU0NDg6k/SBwCgYDm5uZM7l5dXW0nerCZvDwYxwyw932YOO5sNlsEJNmYvnWPFj8c6qlTp5RKpRSNRo2gwCFXVFTYNa+srFh1hyQKMjKVShmIwfkAAll37J/fJzAQrLxTRwHlk1OpUB3nngAOOB6qS7TSjY+Pa3l5c4AoxBFqr87OTlVXV2tqakqDg4MGehh0y7P3pC+27JMKnDbgiMSC9i2OHfUqDSoxkGIAZQgtD45YR54zqjPUFgQOqmTT09OmRAqFQsrn89YCgWILonl6etoqKr61BqKJtUIBMjY2punpaXV1dSkSiZiv8Sft1NTUGODiCOPf9xfg2ft7/At71BPhkBBeKeCTXl74dv/CD+JrAXI+llAc8IUJT/7wp1cXoQ7s7e01lQHxyCtv8E9cA+oakmJJ1t5VXl6uVCplPt4TVqyFJ398u4oni2irgAAKBALq7u62ogEKUw8meS4+WScZOXv2rCKRSNGMANaVxJhkiuvzSgeukWfGs6Rqu7CwoFtuucX8E0CJuOxbCT1pB+gPBoPq7+83hSnr4e+FIfRbkxnug3Xgu1gr/J1XrHR0dOjo0aM2UJWChlez8bzBIxAwXgnd1NRkCiHfbuCvzft7PhMCnkSCuIDt0jIDAePb47Y+AxLjlZUVZTIZbWxs6Nprr1VdXZ0pfP3vUzTLZrNKJpNKp9OKRCL2nGg59AU28BfPhCSTa+Z3PaHjbZJ78HtTksUGDibg/kh2ICDBnD55p+i4urqq5uZm2xfz8/NFBcStZNbY2Ji1dXJPUqHiiz1hU5BQ58+fVzQaNezIvvAFE4gmv+9/319gIElG5JEPYBf+GYN18J/ejsD1fK4vNIE1vNqorq6uqBiKPeOrPSFJQuoJWkmmLo7H4xodHS0ikzY2Nor8tJ87Cf5D8bS6uqre3l4tLCxofHxc7e3tWllZsWRdKhQ/sE+v7PD35YvozA/F9o4ePWqzPPHpxF3WkjyC/KGtrU0bGxsaHBzU4OCgpqamishscDZFNO4XEsYrU4nvkG2rq6um8qBtZv/+/YpGo4pEIkX35A9aoRDAGI3GxkY1NDTolltu0cTEhF0Lfj2Xy5lKCDKLorMkK+b4djzwIN0DXEtVVZVCoZD279+v++67T9u2bdP58+et5QwSbn193Z7RxsaGtYySS5JfvPrqq2pvbzdsw/gIfDhFB+YHUgDzdoFPI/741iz8MvcLvieWMMCY+DY+Pq5MJqOJiQmNjIzo1ltvVSgUsgOYQqGQdu7cqXg8rvPnzysQCKi1tdWULWA89ivrC4mLMonYANnri0NgOa8MongOFgKDcH/kKOBHfC97g5yGuZAIG9LptPL5vDo7OzU8PKza2lrt2bPHTu4kTqCUowCBWhxFuy+64TOIh/F4XKurq3r/+9+vY8eOaXJyUlLhABX2NDGZrqNf9XpNEEL5fKEPFadJtcsncZKMkMlkMkqlUmaQABCAoXfqOEbYbZJ1qvk4VNhkQIIk+zufjcEj/wWswcAyxZwEnwfspZqAUu6J6gJAh83W09NjDgPSguvgNCSMhJYwDxYk2dyVkpLNHsbq6mpVVlZqaGjI1hjjoQWtrKwwHBPlEsQH09598kDAA4jj3Lg2NiesO4oSNgAqEDZHQ0ODVRFJjCEDqTDyzEjKpE0HxvT9l156yf6dXmFp04FQlcWBMLcD8s0nmtjF2tqagXgIHoIujPvOnTstCYCEwPZYQ++QkOaGQiG1t7dbIgVYX1tbs0FqkGPYHs8UVdHq6qq1+rGncP6+UoGDh+AIh8NGmkiy59XQ0GDPdGZmRi+++KJJlwloFRWbA8hHRkY0MzOjfH7zOOja2lqlUilLfj3TDdlEsAEAsC+ZR0L1Zm5uzp4Z+9Afh1pXV2c2zbr66tfy8nJR1doHU1+hYL9jX7Ozs0qlUhodHVVJSYkppAhanZ2dplRgz9BygY/w0maSOfxba2ur+SNfFfPVSVpBfQXq9/nF89uqBoTIw+8B1ryix4NpEnaSeP5dKiTVJA58h6+iAh7xXyTzJPd8rgf+kL5ekuzVHAAcAAnXTtIOSGAvsY8lFc3K2aqK8Hue+/SASSooXCCB2KuZTEYdHR2am5srGiINWQ0o8YQcxLQkDQ8Pm39Bbco9AvZRePAzhtoTJ39Z4kzBg3a2q666ypR4qCZZawgGQCtrSIVwdHRUjY2NRadisfa+bZQ1ZQ19xZvn5WfJ4N/AJ9jAhQsX7Eh3CDBfVOI5YBu+zQHMQpwgVmwlUPi3rSQ56+mxB99HIuXbyCCbeAa+2kqlmX3ESaqdnZ1qb283pe9WtVt/f78RUxTOKArhG1GLYkvYMqQhzwJCzJNPkLDgLWzRF4bAWNgU9sf3eQzGfvBxgr1BRb+xsdFsk6QNH1FXV6fx8XHNzMwY8ehVcKwfLxQZ5eWb8yf4jK0+CP/nC4mvE0KbL9beK0c9KeFt3+8NfsZe9K312AV7CqJjeXm5qIWXmM53gtkozHk7o0DEfi0rKys62n1mZkZtbW1WaJJkXQTYEAQVuJ85PKiAvBKFw0EgMSQZVkUBQRwBM3oyDKKSmJdOp5VKpTQyMqKbb75Zra2tam5uVllZmTKZjKLRqN0nuQ14h59VVVXp4MGDGhwclCTLaTwZgVKedV1fXzdC3O8Xco+KioqiVi4Od/nud7+rlpYWI314Zr7FD/vBn3Z0dGhkZERvf/vbdfnyZVsH/JInE0jeIcK8bVAgoCiMXXKsO9dMEb67u1vnz5/X+Pi4zQnjPlGQlZWVFeVs5KplZWUaGxtTKpUqagOD8PJkpVSYx+nVn+SGnhyBdPdxEv8TCATs/XQAYJ/ss2w2q4GBAW3fvl3RaFRPPfWUDhw4oEgkomg0qpqaGk1NTamvr0/79u1TefnmcHQOPsAv+3yGHBVb9sVA1tu3H0Poe7UNxAzxg/1CrPEqPPYhzxB7oFjvlXtLS0u6cuWK4vG46uvrdfHiRVPC7d+/32aGNjY26rrrrtOZM2fU0dGhsbExLSwsmA37E5N9QRJS9OzZs9aS51vNtpJHw8PD1nL3q16vCUJIkrGlvnIJ8PQBPp/PWyKNAoXKFi+v1kHt4WXRvJcEH2cKqMXZeIYaQ5yentbS0pIlrTgTjAqFCMNDSVYBnAzj8o7dkyaQFbFYTPF4XJLM0CBOUB34ahkkl5e2cUoY6wepRHKSTqdNjQRxgpMDEEsy+VpFRYVGR0e1sLBQJNmUCoCL7/SnIODI1tfXtbCwoEwmo5mZGQOMrIW0ubloXZidnVUul9O+ffsUi8XMmfL8CQD01XZ1dam9vV0jIyMGnmgBIoDOz8/b57IufggdzsJXqgFe6XRas7OzJjUEZCwuLpqsXypUA+j7xKGzEb3MHfA7Pz+vZDJpQYFKg2eOpQJhw/dQ7WCGEOw8wZt9gG0AZFZXVzU/P2/XiLMBANFuV1NTYwqtmZkZnTp1yvqKBwYGdPLkSRt8ipqspqZGTU1N1jvMPWFbHqwgS66srFQ4HLYWQZQAJFhezsm+RG0FeMDGfLUlGo2qvr7enqdvqaSSgl/Al5CMDQ4O2p/Dw8OmymMOFzbMukNc+koKwYvnQ/DIZDLWAgSIIFAHAgFrNyspKfmdOHb+t/HCfnwCy3OTCq1ikGtblSHeZ3n1CPbgW7YAH1LxccBeqUByCHEgyRR8vi3LJwL19fW6fPmyEZ74Cux76/97+/TJqlQ4JjkYDBbNTOMeuTZ/jewP9gskBkpB7m99fd1k1B0dHab+5BmQaOBT8POodFOplMbHxy3x9wk1YBQ/KBWSM0gcT/R5BQg+f21tc6bR9PS03vSmNxnIp0UXH+ertaxhc3Ozmpqa9LWvfU3xeNxUllwHAJB743l4JQcYxf/dv49ny30xtHZ+ft6eFevg8YpvVYcEwn59K8VW4E37LH6TxIlqML7Wfzb34FVCfl94EsK/vHoVAmRxcdEUtNhAdXW1KTgzmYwdTkEigy3wHdgsg3rZz97m/HoTB/g3v199vNhKnvFctyqqsH2IAH5vqzIP+/R+ubq6Wg0NDWpsbNTs7KzZ2ujoqCYmJux0Vt/uBu7ZaqM8U561V1Kj5PP4paSkpKid4ff95X3TVqLbk+XsA/YMOBLikJggFU4P8spjFP7sD5Q+4DfvBzxe5U9PaPj9V1lZqZaWFr366qu6cuVK0SxLSAfusaqqyggmcgDiF7YB3qJgjV+CjJ6fnzd8zB5k7djPfA82zx5HgVRSUqIjR45o+/bt6u7ulqQi/ItvI/cKhUKKx+O6ePGirr32Ws3Pz9v6cR2SDBuy9uQ/kNV83tYiHM9waWlJi4uLGhgY0E033aSlpSW9+c1v1r59+4psA3vBF1RWVuqd73yn3vrWt2pkZET9/f0aHR01JZZX+/wylSjFbfyoJ+sh4Njz5eXlVvitq6vT/Py8Ojo6TPBAQZl7BMNDZHrboWi+tLSkRCJhM6EkmY37E4+9H6ysrLSxHFwXhCm5rLd7YiVrQfyVVGQ/FGhmZmY0MTFh8zd37typM2fO6OzZs6a6b2ho0IEDBzQ9PW3KINaOF3uL62CvYvvsbwrIzDPyRCHPB4KI/Jw9xr7h3jhVGOIQG+Q0Ynw6e5r1DgaDSiaTqqys1J49e7S6uqpEIqGhoSG1tbUpkUhoZmZGZ8+e1Y4dO6zFkzwEe/LFIvAoHUj5/OZhSaWlhXE6+EH2Ebk5Oeqver1mCCGYPhJ0Tg/y4JP/RwkBm+qre7DPLBxkgK+44tRQ21CVYuGpyJNMYPilpZuT9BlmSfWfjQbxRILIyVgMdKQiEAwGjTCRZEoDPofqxPDwcBGBRVJCVcknOPw+PcL8HSMPBAIGRNfW1oyxHBgYUHl5ubG2JKaeMQ+FQmpqarI5MalUypRBBCI2JaSPn83jj/9E7QEZR9AiEOOAGDb59NNPq6enR3V1ders7DS5Hc+6pqZGLS0t2rVrjQ8QFQAAIABJREFUl9rb23X27FldvHhR27ZtK2pxw4EGg5uDvElSGJgtFcuMpUIwQoWChJdTZHCkOLKuri7buNiLr7xIheot31NWVqZIJGIzb0pLS+0kEiTA2CCEhZdwsukhGgEwCwsLSiaTBohZf69mwMGsr69b8AmFQkZicr0MOq+trdXc3Jz6+/t17tw5LS0tWc+rJEsal5aWNDExYXJOmGwUaj6JgeyEcCPJAQCQvPphfJzSRZJDmx/D5NhHEG3sAcACfoQ1hYEvKSmx/vGqqioLkIFAQOfPn9dzzz2n/v5+TU9PG9Mfi8XsOXtVGMGC/UmQoZrMnDFsWZJVASDX2B/eJn+fX9g6QMpX5T0Q2NjYKKoiAX74d8gGCFmpAB6IL4AN366DPXqlAkHWK1jZtwACvtNXtFCI+Oo11+Vlwuz9iooKiw3cFwl+S0uLfQ42TQHDV898ZZsEF9m4VxextgyTbGxs1LZt27S+vm6A0cclKqr4j3w+r1deecVaLr0ay1fISWKJSRBygCB/D6w7fn9+fl4bGxsmkb/uuusMALPnPWZYWlqydoG9e/fqmWeeUU9Pj+LxuMU94iZE31ZpOOSOvwffyuVbdbkn/ChJFiCTIkQwWDjxBNziZ/v5Ic3BYFADAwOGLcA0gFeq/xAaVL854c2T8tgEPyOW4Be5Z4oj3CMYiX/jfeCAVCplCiyP27gOVKe+EARJwr7FNvlMbNQrj0l6SehJBrkuEnOuzxPCHj9AKHkCme/2xUmegVeeUUDjHmg97u7uLtorvvBBjOcZ0Z7GPuBkqUAgoHPnztkcOfaBX1OvlMLOX38VK0khM2iXIen3s0jwl6grfJVfKihjUB/yHeA/1MvEJ8hrj4dR3RBzwHF+X9L6XlJSYiofVJAeM/L/DLumUIy/Yv8RO6LRqEpKSjQ8PGxYRCqM5qDg6NVz5BSsB/4LWy8pKTGslsvldPHiRd1xxx06ffq0ampqdP3119thApAQrGd1dbWuueYa1dTUWPI7MjJiPoZOAp4XJIwf9owKhziM6py2JXzFzMyMFhcXbRD33r179d3vflcdHR267bbb1NzcbD6JmW5dXV2644479MEPflBf/epX9bGPfUw//elPdeHCBYtBxCZwJs+/tLQwJNzHDXABuN4rwjnx2QsQZmZmigQC5MSowSg+erUPpE1DQ4POnz+v1dVVTU5OGkbO5/PWFhkIbJ4U5tU04A+wD4X5QCBQNObBK1B9sa20tDDjlNmBkky5xlpMTk7q3LlzRny98Y1vVHd3tw0WHx4ettlt/sCFrW3h5GRSQVnJmng1k1d6QmrxfILBoI3+IO5QjPeFGEZCkKeB48jvpYKiCIxVVlZmuQJCgqamJjtVmn2+vLxsrfm9vb0WFyhY4zv8nLKqqiq1tLSopaVFP/rRjzQ2NmZ+Ddvyiqp0Om04wxcOt75eE5kGTtAPzeOBEkxxShi1VOif9i0XgHOM1xsFih7IBg9kceRequwBFAQLiauXbErF8y24Bja0b3MB5HPSBm1YgILKykpFIhFduXJFiUSi6HhUpMgkBpBfyJep6nJNfm3YSJLs74lEQuPj41pYWNBVV12lpqYmI1H4zrKyMkWjUU1NTRmTW1NTY8SWl+lRgSEwMUgSwgvw4gGdT/bZqCTogOcTJ05oYGBAV111lVpbW23Tz8/Pq6ysTPF4XMvLy7r33ns1ODiom266SZIM5PvKRnn55rwNz7jiDD1Q5zmxbhB+kBUAcPqUy8vLtWvXLkmblRGq07C2vsq9vr5uwZyEAdAHk45z9ZVIrtnL3CUZIUrLFZ8pqQhA4uCoUmAfECGoZrLZrDl2nC+2jT36vQq55hUM1dXVdoIO6wz5xP1vPcGNawTIs8Ze4RcIbLaw+ZkJqMd8UPIJNAQmjpwKEJJKJNm+fxcQSdsZFZu5uTlJm3JNglEul7NnAClHO4Un5LLZrObn5zU4OKhIJGJrQmJfUlJiQYBEAQf/+mvzRXAkuWbdWEdApycgPNnDHuMzfJLn1TfeH2BrEEX8G3aNytQTd56o8lU1CGo/a8ontOw3r3Jh8LFvjaPt8Nlnn9Xu3buLTsIBSBPvWB9AKfYG6eCrfZ4gQrkmyU7GHB4etphK6+j6+ropCefm5tTX16d0Oq2Ojg7FYjEjS70Sj72L3+B7tqqcWBfWFvDNC78cDAbV0dGhRCKhy5cvm1ILUI66r7S0VM8//7wuXLiga665xgCnV57578dn8tzxQZBMXAtxzccGMEZ5+eaJntlsVrfccoseffRRVVVVqampyWIgAJu1wVehJCMu9/b22kwZQB/kJ88YLOHtFP8NLvL/DpGwVZm01WY8WU+s93bKPXA6C/iBQbg8h8XFRRsUS6zgkAieL8k0cWFrawxr7RNzCCHuNRqN2nHbnrzEv9NqRexkT3iCijjFc4ZoZN15XhznzXv8fmQ+EpiCe2A9SehZS/Df4OCgOjo67DPxZWVlmy1I/jqZa/L6q1A48EO8ibWQtuwRFBdSYdYQRUnsm8SPtQefsNfY58QASEb8iSenpcK8G4hjrzgFVzGonCIXpABxCvthH0qy9+FvKio255jecssteuSRR9Te3m5qf4hX9gKECqof1EfEI69U9OpTCB9IoRtvvFH9/f2KRCK6+uqr1dTUZDNFUSns379fJ06cUDAY1KFDh3Ty5En19PSYOhySDr/O+nK6Md/H84NM86oRfDrPdXZ2Vv39/Uqn0/rgBz+o3t5eTU1Naf/+/aZwRNG6f/9+ra2t6Sc/+Ynuv/9+feMb39DU1JR9Hj5MKhR4uR4wJ8+U//zoAK65trbWTrzKZDI2hmJpaUnDw8O6++67NT8/rzNnzlhs4D9UKvPz8zafdGNjw9p1u7u71d/fbwfUYLs8T0ggcAqEIjMCfTzGD4ONwSn4WT4XLA+uZn8kEglNTU2Zqhdbpg1dUlGMoG0QpRN5w+7du9XY2GjYHmKVfTA+Pm4xJZPJmC2AO8CLFAKwSZ4nez0ej1vMqKqqssM1GF8xNDRkuYJXsgWDQaVSKfMba2trikajVighTwyFQvrZz36mbdu2qbW1VZKKisyeA6FIhu2AYfP5vJqamvTTn/5UXV1dOnbsmMUf1pH9Sw4Fx0Kn0C97vSYIIRIgnKRXRwBOvVSO4EviizPAGUoFcOMBZzabtd/xya4nMQBC/qH46tjGxoYikYg5wq3OC3kogDGdTpsj5HpoGSGBoaJZW1ur1tZWzc3N6dy5c9q3b58ZA6oZHAKMPveEKoHhYz75wIi2tp7wO1NTUxofH9fu3bvV3t6uxsbGokHLx44dsxkx9Ht6FYwHo1JhbhGb3FcUMUrWFDUU6+3BFu1edXV1Wlxc1JEjRxQOh5VIJKxXeX19XT/5yU80MDCg1tZWO+GLBJ3WKJ9Ybz1ZhqQJosAHcewDgAfwBZAmEgmtra3pyJEjWl5e1tvf/nZduHBBpaUFKS7HNkO0QKbV19dbJRAQ4qs8BGaCM+CeNZRkFSJJ5vA8qOEZegIOhx4KhcyZ+kHj4XDYWrJQeKFI8G1ovqWQAExPdENDQ9Fxww0NDcaGr62tWYsBAYV1Ze/iA3zFDhXZxkZhjghESzweV2trqz0bCCUcfCAQ0PDwsCUAPhCytyGNIX95sb8aGxt/QT1AMEQVxx7glAvAmycGt2/fbvbjW0Ty+XzRUHwcPDLc3/eXV3lKxQks9l1eXm7r7CtnJE7sHxI075OxDa+8lGR+xifAHphtJSz8d/uqPgQTvonKHVUl9qIHbSTCXjFRXV2ttrY2jY+P69SpUzpw4IDFPj/nhaSAe/T2TnsPNuaraH5ticcbGxsKhULavn27VlZWNDk5aaoIqop9fX3K5XJKJpOKxWKKxWJFYBGCB/URL+7fy+h5Zv49kuw5k3jxTHw7G735zLFZXV21osby8uZx5x0dHTZYenV1VfX19ZbI4YfwJVJBPg85uLW1EFuCHCF58Ml/X1+f4vG47rrrLn3ve98zrNDQ0GCx2avdUA1R1RseHlY2m1VDQ4P9LnZMawB+lOthnQDnXlXjbUOSEf4+FlDVxtZ5L/fKOnHdSPMhG4mdXo3AfQUCAZO9+0QCpQ2Vf8B1TU2NrTv7zSvLSHQhWjgYwVfuKXzw+WVlZWavAGeIOO6R+4ZcJN7x8kQy+5/75wAIv2YeP/B+7J8CHgSiPy6b78RW8Ht+dsXrr8K8E3wO/osX+9MTm15dRQEBHMC/+6LwVqJY0i/M/fL+wauO/F6AoCQesB9RZ3rFKSomEmsIJeIC14pPrKqq0tve9jadPXtWn/rUp/TFL37R/DwKjFwuZ2oHiBWpcJw7n8fe9AULqbiNe21t83Tkffv2KZ/P68UXX9S2bdu0a9cuK6RVVVXp4Ycf1s6dO9Xd3a1Lly7p1KlThgs9gYff9PNMwYz4SP6fdds6PkQqkDTZbFYTExOanZ1VOBxWd3e3xsfH9eqrr6q5udlaVY8fP66bbrpJk5OT+vSnP63+/n7LZbYq9iUVzaUh1mMH+AX8EtjDk34eo8zOzurZZ5/Vn/zJn+gHP/iBPv7xjyuXy2l4eNjU9+Fw2HwAhyuFw2G1t7crFArp8ccf1zve8Q719vbaIShgHDAAmB5cwfPlT5/7elUUdoy/wiY5ZIcDBjwZCw5GiZZIJExt4wUckDgQXMvLyzauYu/evYpGo3bdN998s0ZHR230wsrKinUY4FuxZewO9TFxDlKNtmZi/NLSkjo6OuxUOvKWRCKhdDqtXbt2qaSkRD09PZqcnLTCmY9F7Fvyc/5Ovh8IBHTx4kXL5SBCsV/iFu/FpnlmJSWbQ+BnZ2fV1NRkxB++ByIIuwuHw0UzpX6l78So/798tba25j/+8Y/bA2Ej+YDMdXrw4MEs/+YrmzhGqTBR3ldhAeiQKFKhn9wzpHyfZ8QrKjaPDwawACYx2o2NDQP8vqIKmPAKo42NDSMKMpmMfvzjHyuRSKi1tdWqBhBA3CfgyAMFqTAgDJCNc8L4AdHc28bGhg3kTCaTlgRwShfS842NDdXX16ulpeUX1C6QAQRLL3mH3QXUYqj8P/cmFapv+XzeALqX5CFzzGQyluygCMF2cJC+0ugTNCodvLxqya8jjs63U2AfvgWMwXS5XE69vb0KhUI6ePCgzbJgvb39tLa22vyey5cvW+96OBw2h+gDcE1NTRHjDYnlE03uA2COEsJX432yBQDYKu9nvoJPjLf+LmvC70NqlJUVTp6rra3V4uKiLl26pOHhYaXTaSUSCW3fvl319fUG2jlZze+7QGBz9hMMvFdq4eDwCzU1Ndb2kUql1NPTY2teXr45hb+lpcUGlXPUI6DIn8oEoCMA4jz9TAGIJtYAEEOQhYTyVWtsEWAH6Yhj5xrwRdImyY1UfHl5WX//939/PJ/PH/zfe9X//706Ojryf/3Xf23kDcEdwIgvwfaIB+wl9qz0i0NmqTr5/UBSABnsK7GACk+gAAbwfyQLa2trRmo3NjZqcXFRqVSqiBzyKiaAGH5LKpD3q6urppJ8/PHHVV5err1799r1euUBZMBWv4Y9QhTgc31FzSsceXn1i48zHGdLgUKS+TCfPPlr8Am0J4oA+YBE9h0FFxR+xB/mr1BYAFx78htlAACJdvS6ujpL3HxVnbXkO0mO8Jk8f97Ls/K+lu/0bQyBwOZskaamJl24cEHHjh1Ta2ur2tra7P2eZMHfVVVV6cqVK9YSFgwGraXVk54edHLd4BevWIBEwH4hclBPYG8oBnzxis/kd7BfbA1cAoHDtYETIDmDwaAaGhosWejv77f1DIVCWl1d1fj4uGZnZ1VVVWWVVJ4tz53nhz/2ClPW0sel6upqDQ8PGw6bnp6260DZOTU1pYaGBrt+FEw+DhCTtmIsEplQKKTp6WmFQqGi5wCRTDJO8kvCX11drc7OTk1PT+ull16y+ZO+lcMTGJBtFRUVuu+++3TlypXf+76xkpKSPOu5VUlCTgFmBZ97osPHfY+1wOr4CrAk6jb8oceaPs+QZDicZ0684pTcfH7zhNXdu3drenracojZ2VnV19cXJderq6u237B1WjGrq6t17bXXKplM6vDhw7py5YoefPDBogItL0hbP3AW+yLBxObw1WA/fKxXzsZiMTU3N6ujo8Mw/uTkpM11nJ2dVWVlpSYmJnT8+HHLyYhfPpEvLS21llefP0GGSirKachbfM5FLEmn03aQCjgzHA6roaFB8Xjc2rCSyaSy2azC4bAymYwGBgZsDqhvfcPH+BgKKVVTU1NU7PTkgxcukCei7I/FYlpZWVEoFNI73vEOvfDCC7rxxht15MgRO50RH1JfX6+1tTWbucN3tLe3W+FjdnZWk5OTRdg5HA5buxgxaysG8CIMyAZmwRLj8Yfki5A/2A3rQJHEqyrBMh4fgMnBATU1NTZwORjcHLJ+9OhR7dixQ21tbbpw4YLGxsa0d+9exWIxLSws6OjRo5Zz+rwUP8l3sJd/7i/sfbFYTPv379euXbv0yiuvqLe3V/X19QqFQkqlUpqenlZ3d7e6u7uVy+V04sQJzc7Oqry8XHNzc4bnifV+3h64EpUUbWAUv8kt4A9qa2vNttkb4Mzy8nLdeuut6u3tVWXl5umds7OzWlpaMnKVvSDJ7Laqqkpzc3NaWlr6pXHiNaEQkgrqES+D5SF5WbSXOXsgxKwWAMFWUsknzgA4gBLOBmP0knSvriAIcMoHjCMPf21tTVNTU2ptbVUmk9H8/HxR+9Ta2pri8biBXsBMXV2d6uvrNTQ0pBdffFHRaFStra322QR8DCaXy5nUUCru6/fge+vPfduUVJAh09vvEybIgUQiYdVhDy5hkf1zkFRUIQWMY8gERU/SpdNpC6aSLBmCPSfpX1hYMPKtubnZDB0ZubQZDMLhsN2TB+VeUcL7uTaqll4ZJsmURb7ih1oHm2WeVGlpqXbs2KG5uTklk0kLOvRRc00VFRW6cOGCJGlmZsb6VVlfvgviACdL4JcKJJRPWhgeu1W6SWLhk01IOxQJ/Buqu1/WVsL+A4RwjVS8ILS4356eHj399NMKBDaPjmxsbFQmk9GFCxf0lre8xdolIa6wU1RHJIXIRglmqANJTpF09vT06OWXXy46nrSyslLT09N6+eWXFQgEdPfdd6u1tVXZbNaqbFSOtrZU+Mo5/w+4AWigkgIIcIw4tsX8JKoOuVzOiLFQKGS2yGdA2PIcAJWvt4xtvvA3fggy9oNP8cmhLxh4khwgwP6HDAaceKDA7wF68a2+aACgJvgDlqn44/tIAMrKNueGjY2N2Xdj7yhU2NfELiTMyJJ7enps+CjXCajAF2CD2WzWfp+9zp+sEwQRKkPWjesDyHA9UmF4L88FMs2f2ugJUZ9AU2jwhRr2DrHOK5vwz6wNz5R7KS0tNVKDZ0KswkYAhUipIYmoJnpCxivJAL2sLd/H/WBLfgA+BJJXPQJGBwcH1d3drd7eXovvfA+z92jtYBYbba2052FjVCNZB9aKv4Nn+Dkxnxc2yb9JBVUTz4mYjB8CWEN+e+IFeyCx9qQYeAeFdVVVlS5cuKCRkRHV1tZazFxfX1dXV5eWlpY0OTmpUCikTCZj7cdcJ0khPpNnzfVxH+Xlm6eBRSIR9ff365VXXlFra6v9rKSkRJFIROXl5YpGo5qcnNT09LStdzKZNN9OrML+8DWeYOVZbiWgUcH71iSIbV/QSaVSamhosDVjP/s1Bm9CKIDHXn9tvlhPr57Br2CbXhkOhqfVhefHHsIX8Jw92QTW3EpE+sIbfwe/++IXZOTc3Jz5eEiTXC6nxsZGra+vGxmCrwQDlZeXWwtNOBxWc3OzWltbdfr0ad1xxx0aGBjQj3/84yL8R+GC++J3IbdI7LFprzj0ZD72SFGroqJCk5OTymazRlJgw6FQSD09PSot3Ry7kU6ni5QM+AoU/Nwn+wICGtWmnxlJAQQVkY8DnhxYW1vT6OioHaazuLioM2fOGBnHepaVlZkik/tGVeJbrX3sYp6gJ/zweTx/nqkXHEAgBP5f9t4kRu7rvPo+PVT1VF1TzwPZrRZJiaQoKZI1ULbjQLaRGHFsOItsEtsIDCNxEiCIEWSRRTZZJBCghWHEiywyIHZgJLGNwA6QKLZkQ7IoiRooSuIgUmSTPQ/V1d3V81D1Lur9PXWqLBvf9+L7AL2R/gBBsruG///eZzjPec69t6kp8tHa2pq+853v6GMf+5guXboUe5BNTExEfGMJ3dWrVyVJfX19am5u1tWrV7W5uamVlZU6HAFOXV1dVTqdjvqG+4Ys5NAk4iq+sL+/X1fzuriCU4I5OAVSnCVoXrc77vf855ihq6srtjHJZrP65je/qa9+9as6ceKEXnzxRV2+fFl9fX06ffq0FhYW1NbWptnZWQ0ODmpycrIOV6B8q1QqdQdBYds8c0dHh+644w6dOXNG3/rWt/Q7v/M7ceBEZ2dnnFY8NDQUMYb5OTg4UD6f1+zsbPg8mA+bAeNROzAWrhr0pce+NxHxPpvNRh04Ozur+++/X6+99lr83leFuIq6VCqFCvYX5Yn3DCEE4CNIAUbYxRvnl1TXBZVqAwaogbBwAMnneIAjgNCFh0VjIiVF4QhAJACiviDgkGwODw81PT2t/v7+UAthkICvlpaWkMVR+D377LNaWFjQ0NCQ8vl8XRfIwR2gF/DDxCM5a+wquzGR0DxR4TSSokhlXFyKCUGHIxNkAdfeyZXqT1pxI/dCzQtrEjadfoAlc93Z2RlH3m9tbcW9cl+AdgKyb1hKEqNYhHzge5wYcjKSMZQUG2Ozf5U/J44NWISRHxkZibWnUvUIdTZBxX5hbUmE2INvMCgp9qQB3BKYWZ5IAUGXi/dBBlEAMf4UGLDQXuygZmhubo4ExrIlCkbv5EDKQN6cP39eb7/9tk6cOBFztr29rb6+PhWLRX3961/XH//xH+v48eO6ffu2bt26pfX19bruHIl+ZWUllkb4PiT+rFeuXNHc3JzuuuuuSOwQuDs7O+rt7dXe3p6++93v6uzZs3WJClUfiR+ilu8jNuFLJDUHCdikAz9skqUsbLAN2dnZ2anh4eE4XYPiDnKP2MPa7Q+u2ilREBeAV4pxBysUhoB6/k+eccUHv0O270pFPp+YgU86WYCvobZoJDg8zgGc0+l0LCUFoOCrUq3IAKTmcjltbm7q8uXLQUSnUqnYFJ/8AvjgO72QB/i7OsEJHeK8q3T5N5fLyQFzdLkAcv5+JwOYOwpYvssJWO6L76bTSg7kXmgSMe7Ecu5Rqt9LBIBL/k6lUnHyo88PuQ8c4YWhk73cM0SENw28WHRFVT6fD/XM5uamhoeHdXBwoHQ6HafMoJ5kfIhJNGzI38ylg3hes7W1FfubeWHkBQz3yLNLNbUWRCBj4nvHMScUMf75FG4Udj5P5Ox8Ph/qz3Pnzml6ejqWoWNXxO+HHnpIm5ubmp2djaUF3d3dYe+ZTEbFYjEaFN5A9E53R0eHBgYGtLS0pPPnz8eeECgAfc7b29v14IMPan5+XsViUd3d3Zqfn68r9rBjVCiMKfjBcSVEIvfjxaR36MFP7DeRTCZ1/Pjx6PwSE7xAQ4HgqsIPruoFbmxubo4cTdxk3rF13/OLmOG27wUce5BSY9BUA7tiC74NgquFHTsx55KCOKB4pmjv7+/X9PR0KD9Q8aNAh6Tv6+tTd3e3jh49qsXFRS0sLOjs2bM6f/68lpaWojldLpejMYyiGZISMoyaggtcBt4iRoNZiPmu2Nvf39f8/HxdoXrt2rX4HcQWPo/6h1zhc+gqV4g7LvKsN9PwCal2EifYnc8qFotaXFyUpGjOdHd3a21trU6Ryj6ozBc52f3WVcLUIdSYKGNoPPKenp4eJZNJFQqFyAEcDDM+Ph44YWlpSfPz81pbWwt8Oz09rZaWFt28eVOFQkGjo6OxjypbZIBn+Fyem7nd3d1VJpOJVSZen9GA517dDojt1NZuEzTj+W7Gn+YYOIP5bmtri8MhGC/m/d5779X4+LhWVlb0k5/8RF/96lf1ox/9SG+88YaSyWSc1trb26svfvGL+pd/+Rd9+ctf1oULF/Rf//VfmpycjNqKuAw5wj16zc6pXSdPntSzzz6rRx99VE899VSc8scJY3xvLpfT8ePH9YMf/EBHjx7V7du3dd9996lQKCidTmt6ejowEDnalYbYRqOf+cbY5C/4iebm5siDGxsbunnzZihQp6am9Oijj2pxcVHT09Ox2ohDpvh8r+Xe7XrPEEKoLFhOJFWNiUKRYnB/fz+WAziZQHJE2eJMWTKZDDYaUqDRCCFbCDjOKhMUKpVKFJJOkEgKB4ahXllZ0f7+vnK5nMrl6nIr7o114mtra7p48aJu3boVEmqkwQR7/45kMhmkF4kL8I+j8R66HEhekWkD2gCEdNwdVLNu0b/HGUfmA+DGeHvyIyggefdgQALydc8UYmyOCAgHDPvlZARFO4TK7u5uADek8Tjh+vp6dOy5KArp0kAEbW9vB/hkLSufAblC8GcO6BAfHh6qWCyqWCxG0crSqN3dXQ0MDERHhIRJpwhJKQWH2yFdJZYsMv+8BhIU1tsVWU6yMf9IE5kzCgw2L5cUp2zRnSUB8tmcQAaD/swzz6hSqeiOO+5Qf39/jCf+SzB88skndfLkSX3iE58IEgyi5OCgumF4Op0OCSVj7Uo/ntOXUBAv2tragvCiCE4kErp48aK6u7tjk1ypXknHWCON9XHy1xPk2VuL/ZWwB0kBENksEbuHFLxx44ZGR0c1OjoaoM6XT+7u7mplZSUIxff7RSwCYLS1VTfIS6fTcVoL9kY8I744meDdY5fue+dLqi0hBCAy/94ZbVy37cQARUN7e7u2trYijuGnFO2spSeWYd/Ewu3tbU1PTweQR03Ich1sDNBP4meMANqQHNgh40Os9WVYxEUnaSl0ICNIxJH5AAAgAElEQVQYI14Hme8khatTGGvGgoKsca6Yp52dnboiwYssnsWLCu/GkzdQopCbAOcQaAAzutL4e29vb8Q+nt/n0QliPtvVU43FTFNTU8QTurS9vb1x/y0tLSqVSspms5qfn1dfX582NjbqFKm7u7uBJ/hccoIrQ8mDTvL5s/M3dk1DgfGl8MWfeC1jzthS7BCL8Q3+je3v7u6qt7dXkqIoe+mll7S5uamjR49GQQ5ATyaTun37tnK5nM6ePau5uTn9+7//exSrvp8eZK+TweQK/C2RSGhwcFBPPfWUDg8P1d3dHTmB+/TlL/l8Pva8S6fTSqVSWltbiyUaxHt8z9Vhrq4lVpFTfL8T9y9XPFFsLS0tSVKciDo7OxsHQaC6A7dtbW1FIfvBVb2ccAZfViqVun3H8AV8AFzJPDCezCX1g/ubpLqizjE3RSSKbjAA2LWpqSnIYFczJRKJaK6h0l9fX9fNmzd14sQJbW1taXR0NFTW2WxWXV1dmp6e1ptvvqkPf/jDOjg40BtvvKFSqaT5+XlJioM0KCjZsN6bktgXPoSvYOuuvnEi0pWn3mje3t5Wf39/4FIIMU5ew4/wY0lR30Ho8V0sufIYBq715avkIp6D+OZ4UqptMcLyMElR+1AzsoKDg2g6Ozvj5+l0OogiCA9qL4p48Ehzc3XrB+o+sCF5g9zA0jQ2+p6bm4u67+bNm9FYbGlp0T333KNkMqmrV69qZ2dHq6ur8Sw0dGlUk/OdzIZMpDlNY5McQF4jPmLnNB+Yc3IptTu2wjYX5CpiO/bHUm3Ic4iy/v5+jYyMaHZ2Vv39/frYxz6mf//3f9ebb74Zc8FhAc8884yKxaK+8IUv6Nvf/rYeeeQRHTt2LE54ROjR1dUVxDqNFeodSbHc+dSpU3r22Wc1NDSk6enpWDZIbcbcr66uqqmpSXfddVesXrl586YymYxmZ2frCEowiOdRCP39/f3wQ2/q8G/fE9DjFeNZKBQ0Njamvr4+LS8vq1Ao6NixYyqXqwcNUDvs7+9rdnY2tlT5edd7ghBiWYSftuAMpLN7OJyDVi6WgHiXDmBM5wnw4uoZ2DfUFrwGZ/EEz5IYingAAoU9hrCysqLZ2dlQWbCBJWonNqNKpVIaHh5We3t7bDJMgKXzCrDAuQmcEBMENhIfhb8z7SQPZ2EJChAmJEMSGWDDCToSIomWgOvdFUnRrUa9RCJykosCiABBwpEUAV9SSAoBVATcRhUAIInk5h1muh+AfpZUULgBxEgoiUSi7qhE7IXlKgQ9Z33p8G5sbEQQAdAzpn19fXVdjEqlov7+fu3u7sb4c5FsUbVJtXW7kA4OXJwIxGYAuoAQgjw+4vJfqdYhcAabsQfcMJckNBL1K6+8omw2q2w2GyojSC+345GRkQhg169fVz6fD1/gNb29vdEt9aVYrkZAlsymsHQpKHRczdbS0qLe3t4YRz8ZCiAv1TrdJHPiEEo47I3P8WUBEFfYJt03Pz6SfSwAgTdv3tTNmzcDkEK6Yb+pVEr5fP7/JKz+j7wgBpgH4hZdIPzbATsEEoQd3VxUOFKte8L7fO8Y7+Qwv8QDX0fvTQhfWuLqEmwXVRgKIGyqUqnuIQG4hEgG+GYymbAtivhG0EBM8iUSPn4UAK6yJZb7PbOchc/nPYwN9+RkDZ/H65yUYhN75olCjC7i2tpa+Drda2I/98h8QkoDtAGVXngQz9mvgPcByLxJ4Rtq+ulkTlBBOkAoUcgTT31sfOkJuRJ7pTiETCQGoWJiY3tJdYozOuOuSCOHQliQ03lmXwbInEHmMQYUr24PxCvGk2cCX1Bk8D5sxklKxqSrq0sdHR3q7+/X4uKiXnzxRe3t7QXuAf9hS4wd+2zdeeedOnPmjG7cuKF0Oh3EzMbGRhCSbhfJZDIad/iBKzM7OjrqlAA0M1CXrqysqLW1VUePHq2zPZ4He8DnKXroelMkvZvqjrhO44+lCr7nDMQez0Pu8j2fUPiy7MMVie/3i1jIElHHP97U4t+ofohVEEfpdLpOVe4+5PODvVLAuXKxMb4Q/51oxg6476am6mayHR0dmpubi6X4HEZRLpd1+/btwBX7+/vq6+vTPffco4WFBb355psqFotaXl5Wa2trEIc0rck53mzFXmlioAQB0xAH8QdvVEu1vUshd2mQshSOz0BFgk9g99RmrPTweyWuu+LDlxnx3b7XqJPSEE+oK3hOmo806BxbuO9y1DhxHGy8srIS30McptnDGLMdCXkHu+HAA+KHEwc0A/v7+3X79m2lUin19PSot7dXbW3Vk8AWFxe1sbGhYrFYt3wUEYUvAybOS4pY7PWaCwOI8cQp32yZ+occJ9WWxxO3vTaQamQjYgVew3xBUkKq53I5Pfjgg3rrrbdCuf/MM89ocXExVjNgf4z3iy++qGvXrulXf/VX9U//9E/66Ec/quvXr2tubi7mCfvBd8mB2Ww2GuDUfMPDw1peXtb29rZSqZRKpZKSyWTgDHzn0qVLymQyYXNS7dALXotvYOuoWVkNAEFM3YliywUZTqQ5Sbe3t6cbN25oeXlZ+Xxera2tsdXM/v6+FhYWwg66uro0MTFRRxC/2/WeIIQ80Pp6X4wEkO4KFE7mcpIC5osigZ8DqqTaZo8UYBiJJ3EHya4oklSXuPnuxm4dQYIO1OFh9eQV3+wzn8/HkoG2trZg4nEgwJxU28TUO6mAdx9DJh/Cy+V8Um0ZwuFhbU8dJGcEBIIETGgmk4l5kRSv9XEg0Emqk0oSuP2IZalGdPj9u4pob28vFEgOvpknT+bIDn2vHth6vp+iyOX4DhZIdjwHY8cFcCSoYoetra2xZw3OTjHX09NTxwrzet+HCkeHJIN4JMkD+ggiDkz47LW1tTpJM5/HmmM2GSN5E2ScxIO0wcawOeYL/6E7DnBBQrm8vBydDE7acn8GLLt0EVKXhOvFJ8moXC7XbbBNZ4eigyWX2LwHWsBMS0tLrI3n1Df8gC4ciZCg6+QQRQJBHd+CQMRGATSeIOnAOGnLZ2QymViygt/zecQ9OgcoSd7vF7HGFQqMtY8/F/GbmEzcAEC6mgDQBAFIQwHiCOUnCZ/upNsbeYoYjr+4EoDPdtuB/CiVSkqlUvE5xHtyXjqdjmd0pRTA1Tt75C3UchREAF5yF35NPCQuEy8ArfycxgzPjB/iP3wePuFLBpwooYtLYdFYEHP/5NfGvXucqPGxkGpKJkl1BT3z4EUG/sm9EK9Zrg7O6O7ujnED5Eu15WNSTV1ILPbP9w46S0Bdyu6KZ3IRzYpKpRLzQxz6eeo1X/oOoby5uanOzs6fiVOujuP73Ob4DACwz4kXcRBKjRiL1ziO+OlPfypJGhoaCnLJX4tt0TzKZrNaWFjQ8PCwrl+/Hk0Y7oXiyosYOvleMBYKheicl0qlus2efemMq0cgCOjqN6qVvbCl6MbPmTf80YE8PkGzkPvAvmmMuRpOUmAySD4ISIrbDwih6kUudSzufglp7kQ/zVSW3aAQRpFG3AOLEEuc5CM3+Pd4XOa9NOO8sCb/ODZG6c6ympWVlSCfJyYm6siDd955R8vLy6Fih9Bxf8I+uPdUKvUzm8n7Ekq2JuB+eQ0xALxFwxMiE9zHe/f392O5LEpYxoe8hE/g26hjfTUH8yopCAWa3J6zeQ24Gx+ieYCK3EkgfA+FoG9sTYxiLsEeHF4BHoUIoIYFGzTWrsRvPpvxbm6uHbjT2lrdw6inp0fNzc2anJwMZZE3RNhehBPpULVi/17bsKyee8ImnJRfX1+PxgfxaX19PTa2LxaLMX/4CfGP+wJTS7UTWqkD8Q9J0UgGA/T29uquu+6qa+pcuHAh9pNF1cY+Up4rk8mkXnzxRS0tLUWtiX8yLslkMmqNw8PDWD4Kvtjb29M777yjmzdvxv5yi4uL8Xrwyfb2dqiIUZhBAGUyGXV1dcWKJPwQu6Z2h6R2uyIPNqrOXf2LPznG2N/fj4MQGGeIYOYN8tDzybtd7wlCCCeGfYRlxeldLkWQo4AGpHqXDqDkAwgwZMBJ4M4KU7B6dxeWnyIWNQH3iTMAjL3rBFiAjMABff0iQJATBZqbm6NT6p1NqSbPB7ATtDC6TCajSqVSt98SAI8OCEZ5eHgYjsX/SZqdnZ0h88SYmSNkfpAFzBGAkCKYzwZcUlwx7tyHVF2WlM/nI5D7Joq+8ZervryA6+npUalUivH05XEsHUJtwv1A4vF5FCk4PhfdAgqKzs7OsCnGh/ng+5gD7/xhpyxDa26ubmQJgUSChL1OJpNBXGCnkB+8nyOIIT7K5bKWlpaiAw1A5Z49QRI4sFdXEnjwwSZcAcDvISG7u7u1vb2tfD4fwIfuNUmoXC5HoUiC5P4ozhrnjvlmDOkuMV8E46GhIfX392ttbU3FYjHujdezqz/k0v7+vtbX16NjzBihOgJE+hJLyAhPpNwrxTvv4z3e0ffX8Ex0uokF2D4xjhiEUu39flFcEvcA8HScsE1XDHiRx5ji364y8g4u//elfk4UUZTTVPBiz0E6hTPEs0uAiX3kGn4OACZO8cx8nwM874RCulLkOPh3gsi74PiSq6vIcTwLdg6o49++bIDil24XZBjA0cE2fusKYPIzOYNYKCniEONFEQHYAzx5kcZzYyMoqTx2YBMtLS1xr9wTNoMCie+BwKAY4pm9o809epzwopAc6NgGuyNWOpHgZBLjwDIsL3SYp0YCj/977KUTSeHjcZ9nI/bRYMC/sBPmnkLGiT23DUnRDJibm9Pq6qpGRkbqVF3MBcUyKoOWluoyupGRkcAbxHb2LmEemEdIL2ySMWlqatKRI0d08eLFiM34J/PudipVydN3U7k6sHelsi//djtjHng9mJHmEOPIvDKnkNWML/fF/BEj+M4PrupFISuprtiTavtqSrUGA/ODz2Dn+BHLedyfPL6Cf5zsw2+JJfi/VMtL2DH4Ebvc29ur82NJWl5ejqJ9b29Ps7OzgUP9+cgV4Brsh3vl8hoLVQi4jsaw5wbwC74gKWomcBF7zzgWYqzwXwhx4hXKa+69UqnEfp0eV/Afcg/4nTnBDyB0iN/kUt83iRrMlS80pCE0pNqJZeQPx2ncJ/iMsSYPE/tdVco4NDYzPI4y3n6qGs+0uroaDWjIh4WFhcDhvb29dXPuJ9CBkcANNJWxqebmZi0tLWlwcDD2NSqXy6HIB1f4pugQGMyHVNtH0f/P90Dg+GEu5BvyeFNT9Tj2kydP6sUXX9T8/HzU3tgs8TyXy8XJeKurqxobG9Pc3FwdX+C+Cn7D96lViemQU5J08uRJ5XI5vfrqq3VKPJ+/5eVl9fb2BgFzcHAQym/G3ht25HHsB5WobyyNzXncR+RADnBc67WTLysm97jykBre69vG6z1BCAHMvPgngDLQXsBjIKgAGDgHxQRmScFeehHqe+1ALvHZUq1Y4P+uioGwwOkA/d45ZMKcfXemlOBFQGbZEPfHmlgm0gERHV/ADw7mAR0HBnh61wsnRpaKswGk2NyMZAlAZIx8w2NAl0sS6a5wfCykBoSdB++mpqbYHNLVWRAF3BtgCYdiI2Q6E949J6GSdN0BCMAoVAh8PvZelFM8EQj5XkBYOp2OQI8jS9Vk4nL9pqYm5fP5eP5yuayFhYXY7Hx3d7duaZGTnyw1y2azYU8UJ+zuv7y8rPX19VhqBSCFaQY4O5BFcs/PeA5+Jinsk2DYCJpSqZRmZ2eDZIJ0ISD5eJAEmpqa6jZ7W1lZiSWM2DD+QmyAAHWb2Nra0t7enp5++mndc889sZ6XvVQgOyGOCdbt7dXjPWdmZmLOiSN0tyCI2FsKpQcAHvtyRRWAiYDsSzSxK+zPyUcAA/5NgclcIEt9v18ALBQ7rv5ojGFO+nu3XqoRSxSQUo14YG4aYxYA1xUhJHj8is1yIYK5l8ZOZaN/AIqI4Y0bZBOHpZqd8RmANe80kecAsMQhxsHvA3tjTAAcjCv3D6D0AgtCjjHxOM1nSrWNPWlm+NIkz/GMKTEL4OWKHn9u76Qx1o1NAx9vlhHxHIwVftlYLAKuuSfGH/+m45hMJqPb6eoZxo/757mbm5tjHziPuzRpKED5OfmIPOyFHWAckolGAsuVicvNzdV9izKZTOAS7zJi35LqMMfh4WEoCTx3MOfcH/bK376HiiTl83k9++yzampqUiqVinGmIeZHOjPmjA2qs+7u7ojLvjQe7Af4d9UdWHB2dlbpdFqnT5/WSy+9pI6ODvX19UWOIT/6aZ6SAtTTNMBGwVAeO7icUKPY82IQZQG+AZbkc5jfxrHmu32pH/MOIfDBVWvIOOaXakfPO8lALCF+ER+ZN+zX5xxVhaRoQBMf8SWwgSuUsFGPgcQo5pw6xxsVzL83Q4hr+Xw+1Ai+HBTf8Bh/cHBQt38OMZ+YBq7k832vSl7varZGVS3jh5Kfn1Gk8uzesHTFKPgJn/dmxubmpvL5fB3hxGdKtaVL+BPjB55kPrk/txF839W4YHTmhfeSE7jI1yiqwIXeLGKewdvsA7S3txfxhfwNHuS+qcNQckGAEM+xOfKTk3TYDDUROa+1tVUnTpzQ8ePH4zXpdDqURnt7e3rzzTe1tLQUKwy8EYyNcR/UmYyr24arwLB56nEEGE5m33nnnfrpT3+qu+66K2oF6i5fekaziprAV7csLi7GUjrUYJBmjruxD8igXC6nq1ev6lOf+pS+853v6Nd//dc1Ozur27dvB0kHuZLL5WL8+cMYFQqFuhyaSNT2LCK/oEh1wkaq7U/qDR54APyPmMBnOK/Ba8C2Tm7jx8TDd7veE4SQVFsy5Ju64bB0Fb3T6ZtCevL19+NYFPy+bpKAxZIWV924usaTB8CS9xL09/ery0+c0acYh1yRqg4EScIkkRDc0XkewIxL60kSgJ3Dw8PoyFLs8pxSPVhxyXO5XI416QQ1DIZCCskoz08yaCTbvDvX0tISJyBA8nhBQ5CXaqeakTRgv0kkTl4R9EhyjUsCnAQAJPE65g5CjADjDp5MJqPod1UPz7m6uhpzhr0ybwQkZ9J9Pwl3UqTera2tsYSNe4BMIchXKtWlZ0NDQ6EsKhaLSiQSIQ8mSHZ0dGhlZUULCwsBWLxo4jscFBEcHWwwrtgexTb258QXzHwqlQqQ635J0qVzJKmuu9TU1KSlpaW6Io3iGFLIi0Lv+iWTyejMnT59Otj6rq4updNpra2thf8SS5B47u3t6e2331YikYijjrEdChySDvueFAqFIH+xe+/687xs8kjS5N4bWX/GlfF0tRbqJsbTi433+0USJwY64cnvvYAi9gBOGF+PI8QW5pZ4y+t4v1TrKgN4IIwAPgBvCg0v6okrAGrvFEI60DFylQVg19U/EA4QFxQ0ni9cEYPtAVK8U8Y4SbXlyRDt/jrin3cZAUHeAWe8nGimuUKjRaodJCHVlnl4LufnjDnf5UogJ5C8gHOABcmLKoPTHOnw+v2SE31eXcnCOEAAMZfkEMCmN11QB7NfH8/Q0dGh5eXlwD58JxsvQ7RItYLHZfLEoObm6t4d5BPGmGJrbW0tlqTTRQSfEFedzOYzsSXsFhvjdxQ43n3GhoinHEMsSYVCIYoBYqATIuQn8Aufm06nNTU1FXnKCUYvyFBC8T7sFuzS3t6ukydP6sKFC3XLD/gcsIIvE15cXFQ6na7DhyiTXB3uvuQFM8/i+YWYBC51QtTvG78ipjl5ANbyZt8HKqHqhU/TUCHeeaNFUvi89LP7RLoCkGLM96ihQHeyD+yZTqdjQ1lfFgb2owiE2HBs7BjBm6auWnN1CceFexx2NQL2j82A5Zz0okHnY8Omxnyvq0y8Mes5wOsalqFSK+A3bM5LvcHFMn1JgSW93vPv9XqMZ5dqKwt4b29vbzT+yY2QGsy924LvDYo6mPoTbPZuwgGvpRh7/JjlQ4wXzWSPAQgLIOBodra0VA80It6x4TXPjQ3RwEUYALnn9sqcHDt2TB/60IeUzWbV3FxdipZMJnXjxg11dXXFgSsDAwO6fv26rl69GksWWQpGDczPvIHMc1GPJBKJ2BOPvNq4TNDr58PDwzhNj5qOGOn+Ui5XV0NQE1Qq1UNZ7r333vAxV+qhSPUaGAKTeqVQKMT+v7/5m7+pyclJjY2NKZFI6Pbt22Hre3t7KhaLGh8fV1NTdb+vsbExzc7OamVlpa5p5StiHMN1d3erUCiEzVOvOhHt6iIn/D2uOdldLpejKQV+85qG+PSLmgfvCUKIB5Fqm3O9WzdeqmclSbrOjgE2ARlMIINIcKcz1tXVFRtZOuDmddwf91MqlcKJATZOmKA84Rh4lyXDMra2tsapJiQNEgDfz8+kGvngv+fELIJcb29vqEVg2X1vAkl1iYUiGQemW0JRC5glueZyuSDVAL0HBweRRAjwLp3mdDa+h/miiAEQcuQs3X8CBPJAXsecEVT4DAKyd7v5gwoKoofkxzIyHxfu0RlbCAWfD8ZBUp3tQH4wvswtCQQ7YPke78epSVB8J2RQU1OTZmZmdOXKFc3Pz2t6elptbdV9p7LZrPr7+3X//ffrzjvvVDKZ1NzcXOwtxLIkns07qx6YfZy4RySVAGUSgAMuNo928M94+PISL4QYz66urpC80j0gaPF65LHMC4kVX6CoGR4e1vz8vPr7+6MLTXcDJh0SYX19PQg2fubLepqbm6PLjqwzm83W+SDgjWTL34eHh7HMyFl5uuLEMYo3SFxAI/Fsd3c3bMmB0/v5IiHjJ43JE9BAbsCWnATxjgwFuIPKRgJHqkmNiW1SvQoAm3fQ6ADXi17yWTqdDsDDGnSITmwJH3Jg4xvMYxdOFOBH3I8XD4wdMcCfQaong5z88E4X8RdCiDzoXc69vb0gICgEGBv81/MU9wbgJPdCunncZ558uTR5xzdyZN68YwnZ4qSS+yhxy0k7V/A4eeWnn3mX1iXZKFf5TPYiobtHwQGIZx4AwHTGsX3G2xVCkjQ6OhqEBRvtb21tqa+vT+vr6xoZGYlnOzg40NLSUl1Xl8929WfjPgbcgy9fdN8CdwGEvSAFd7Fkm/zRKMHHN9yvIMcKhYIGBwcDO3C/rtZ2DAOxBC7AhtbW1nTq1CnduHEjSJ3t7W2l0+m6XH94eKjJ/310MXmhUXXG5TboeYB44o1JOsQonXxzUe4b36TRRBzyvMuGp27vjXbxfr0c5zKX+DJEMOON/Xosc9WmVGtAuerPFRAQ2xBzkJIHBwd1Jws6UeDKCuIKe9oQs9gAWKod+sH9ugrG1aT4L/hEqu3Z6Aoo8C5xnCKZOgTb4p4ZH3Iq98xnSrVC1RsTXoeBSfFTSG/2OOPZmCtiNOQI9+txgrxDjE4mkxofH1elUtHq6qp6enriBCnUNmBZxon5wRch78H55G3wH7GGOgi1iu8Nx5iwnAyC0dW0xFP2t6Re4R7IWX7wD/MN3gGD+0berl7HPhOJhB566CEdO3ZMHR0dunDhgq5fv677779fIyMjsfzs7bff1rVr1/SRj3xEjz/+uPL5vF544QWtrKxETmYMIbK4XHniCk3qIs//rOJARdrU1KTu7m4lk0kdOXJEGxsbdeIK9okDK3nTo6mpSX19fdrb29PExIRef/31uqYZjX4fD897+PH+/n40dy9fvqyrV69qfHxc6+vrsYJncXGxbqsH3kfzluclF1BLO8YhFzvZ7PiVMfZVUL5igZqBMTg8PFQul9Pa2trPKEYhpzc3N2NP0l/UOHhPEEJeMGHMgBUm3J0MoOedc5dqEuB4PQBXqgFRAgGSMr8Xl74xSd3d3aGKwNgIqjg36/8IDDg+4In7cRldpVKpW/bGs+Hg3u3i9a64ATCyRMuXNvCZyES5nFnn+xgTnpHxZWzYowfjxfAYV1/OgxOSDJFJSrVlQG1tbUqn0yEDp0jiGVFura2taW1tLQIml0vzXRbqXR8Ke4ozWHMvCiEgG7sPrghgPLh/78bt7OxEcmIJBXPfWNxDENG1IMF4lwqyob+/XwMDA2ppadGFCxf0yiuvaHt7W93d3RodHY2uzPT0tNbX13XlyhU99NBDevDBB2PeOMlGqinFCESABIIX94Ot+dIcxgCQQtF3eHioUqkUpx+ggnLg29paPZrd917q6upSZ2en5ufnI1kDjgiuACaYdWyvXC5HkIPw9HF3KSVqIWyupaVFr7/+ug4ODqJLXi6XozMD6KMwRbFGIYAdsEGdq+oalReuvmO8iDks3+HUM4Aj9uLqErfF9/vlSd4bAIAfYp+rVZxkBZCwXIyuKEtwiRWAWZejN5LSxHOKB1SmTqI0nm7FPeFL2Asx1oG3kzneXXNfpAAAtAIimprqpdTEbO7Ju9BOmPIznpfxY8x4FsbYO6wAFoCvq26JfxCsAD3+TUz1pdQU4BBLxAAvrMiTgKnGo8ElhU04eUsHmbhBwU73HKDK5/K8FEjsdQRx7YSdd/vJ0+Sdrq4ulUqluuILnNGo8GLeyQfMCTEKEN3e3h57t50/f16zs7Pq7e2te71UzVPj4+NKpVK6ceOGXnjhBZXL5TgV0u0SG8MnIK4Ashz9y3JzlHHkMbAERXW5XD2dFRuGPKEB0QjMnbRMpVJ6/fXXo3tNbG5UARJHG5tqAGHHCqlUSul0OoAzPkvht7GxoaWlpcBFFMCOd7hPbJ5cgo+tr6+HrfqyI/wc2yL2OOHA8+DvPAevBWeVSqVQKzH2H1zVi7joahxwry/P8WJQqm310KiAkepP9QVHUZTzh+8CW5JHHLOTt5g3XxZGDHYVJYUneMpVkZCenIrmRLU3IXkPMcwbWcRyMCF+66QDtijVYr8T1IwpBTV42msgxrW1tXoSFgQ++z8eHh4G5iTGOp4DZ21ubsYyevxxaGgomqPZbFabm5saHByM8d7Y2NDGxoamp6e1sLCgxcXFOhugwez1GvfrTUh/RhT6HsM937KcmGXA5NXpRo4AACAASURBVFAnqL32wq8hp12hxNxvbW2Fz5PzqUH4TMgOn8OJiQk9+uijam1t1d/+7d/qS1/6ks6ePavFxUWdP38+xvy+++7T+Pi48vm8nnjiCf3lX/6lksmkXnnllTjZDl9oaqodIAF+R1nv+J0j4B1DeC732mpiYkLT09N1Kl1wjOchGhbUDqOjo3rqqaf0a7/2a1pYWAjbctLXFbHEbqmq4kLt6mrAVCoVexJJ1SYu+ILYvbGxof7+/rq6EmUvNQf2QIz32pNxZ64cC/DszKsr7qiRDg8PQ/E8MDAQyzMLhUI08snhzNcvqifeE4RQuVxVCNHJI/GyI7iDSF5PwGSdoZM6Uq0owIEJ/C4hlRQ7jfOdGANO6iCNoN6o/CF4+JHcGD+/4x4kBUNO0vclcb4utrHoIEBBYgCYcMb19XVJClUDIInNPQEvEA9OjPD8JCRe60ELuTeJjYBNkIdRTyQSdes8Ib3S6bTy+bwymYxyuVwU2ltbW9rc3NTk5GQE4/7+ft11113B1k5PT9cBZZ6f7gyOT6LjeVg3KymWCwC8XPFFsOjo6AjVjid7xsOLRJIVjH65XK47EhdmN51OB7OLwzO/PAufKymk7FtbWzp37pxu3bqlwcFBDQ4ORvAgAYyPj2t1dVVbW1t66qmnlEgk9NhjjymZTGp2dlaFQiGCNkmbApb7JjASQHkdARiybnNzM7o6gNNyuazV1VUNDQ3VqcMgWlHXQPaijmttbdXKykpsWgco4z0OyCBgmAuWy0nVYqBQKASBil2Wy2UNDAxEsuKIe1RMJF9XU/hyCUgiSXWFDQkbv8SWGDeXAnucYo7b29vV29sbSWllZUXlcllDQ0NRZAEyIKJXV1f/34TT/7GXx0KA1S/q7BKTvIB0sgUflxRxCLWYA3+pvvtJvOZiTbhU29yZ93AP+JQDzJaWljh1BSBHBwxCARsgNzV2kchPHq9c0g44B6Dhg3wWRTRFKnnPmxduyygBASSMN59L/Pa4zPdwMQ++lMG/n4bB7m71FBU2VV9eXtbeXnUz9s3NzVjH39nZqevXr0dO9lzpBbx35lAOMC6QSAAw74yT013VxFgSBxlrxs3JDQomP/0RgMc9kyv4HPyf++EzwRzk1pGREUnSuXPnNDs7q0wmE4CceydOUziMjY2po6ND3//+90M9xP4X+Jb7mC+rBDegvCmXa0fP87xSbcN3xnllZUUjIyN1hz/4M7utgtHy+bwODg508eJFHTlyJAh6fNlVDj4+KGEhpZi3/f39WMbA8uG2trbYsJd5PDg4iKV+PA8+g21g2+AhtyXfLJy4hN3znNwv+JHCjd91dXXVgX/mj3wMbsRXyUUfXLU9hMBQrrjDfrzJKtUfF02BD96Uans3sZcVNQE5x8cem8QOHFdx8dkUdb6UngYnc9y4lB/cgv/xu9XV1SANwDXgfmydf0P+EovxD54HHOSNECeniUNO7jP2vMebq46beSb2SaVG2dzcrFsqBolFTvTaaHNzU729vRoZGdHg4KDuvffeyAWzs7NaWlrSSy+9pKam6j6fx44d0yc/+Un19vbqqaee0o9+9KNY3kMsZh52d3eDeMFeXMntqirqOldXMk++aoLY4KsQaJA6Uby/v6/5+fm62pCc67mG7/AiH2LQ83dXV5cymYzOnDmjUqmkV155RX/4h3+ol19+WefPn4/YQl307LPP6u6771Y2m9Wf/umf6sknn9TXvvY19fT06Mc//rEuX74cp/biR27jjoMgRMi7rrTt7u6Owwqwm4ODA926dUsXLlzQ6OhonFgMBnPS3JWXp0+fliT91m/9ll544YVQZXnthi8wdx5vuXdqG3y3p6dHt27dUrFYVHd3d5wc3dzcrJs3b+r06dPK5XIqlUqhKKOGkBRxneY0TQJyCK8tFouBU2jE4DvYBb7jcaa1tXrM/PHjx6O5eevWrRiTmZkZ5fP5qL92dnbU39+vH/7whz83dr4nCCECVOO6UnbvdvAp1dZ7NjU1RbfdOyQESXdEwCwXBkuAbSQw2GSKLoMzfQQCJqqRrAJcMKkUiTD9qVQqjNX3H8GBGhlNPsflbnQRCEAtLS1xGsfW1lb84Xe+5hY2shFUcJ84MZ06EiGBC1WSpFA8bG9v6+DgIIAikngILNam9vX1qb29XXNzc3rrrbf0zjvvaH5+Xvl8PlQVdOlaWlr02GOP6bOf/awmJib04osvanV1NQAff8MYSzWJsFRTB9DhJslgY6iXmFtJdQWgJ2ISF4ENu3LQzdhWKpVQvFEsUUhQABAQYKW9kAOYTE9Ph3NTSNARwp63t7eVzWaVTqeVyWT0/PPP6+DgQPfdd18UTtiId0EghVD9+JIlLlcfsPFzpVI7tQvf3N3d1ZEjRyLR7+zsBJimMAJEsXb2+eefr1OPOdkGICJgM6fYO+SSVEsSLS0tKhQKWlhYiM+cmpqKRN/Z2RnFRzabjaBN4VQul+s6B9yTr2HGTzyWMEbYDvO8ubkZclqejXna2trS/Py8lpeX4z4mJyeVz+frTkTq6urS5OSkBgYGfm7sfL9dxDKAAmAVYILixTvpFGsAWVcy4LsQkVz4Mv5IjMD++CwnN5xg9ZhCdwtlCPfg6k8H2lJtE0uUIMQtPgt7lBQxhyLbCTDupVGdBClBfCQmkV94H79HTQQRRRHhR3i7AoT54GKJCydqkJMhtRKJRDQuOjo61NPTo5WVlfBpTj9hDJivvr6+8Pc33nhDV65c0dDQkDKZTJBZAHb8lnhIznPCxzvixCGKP/AJnwmJBR7Ab92OnOAAkHrBhy3wHldyOnnY+G9wxOjoqH784x/r/PnzeuCBB2KfM8jErq4ura6uhsS8ublZ8/Pz+shHPqLZ2dnYI+LUqVN1hSD3CQlEXCLe4VeQEV48UjyDwzY3N7WwsKBHH31UP/rRj1QsFtXf319XKEOcdHd3a319XX19fapUKnr55ZeVz+ejUO/o6KhbFsH9Ma+MJfPq5C94wJVfKCvAcKii+OMKP/CDK5N4Vl63sbGh1tbW8EHyFiQaGACSjvtwvIdymuJveXk5GivYI0UW9kBu/uCq1QfEUHyZPVZ8rMgZ4MjV1dXILU7ggU1bW1tDrSXVDpvBNsg7Xnw2NTXF6gEaFBALvBZMCrnqeaAx5kAkYDMQt04CNcbWRCIRZIGrX6TaXqko/vjcEydOBJm7vb0duA8bJFZ6HeT7QfJa8CpqFl/twSla4F+UE5A7KAkhjVBEdHR06MSJE/rQhz6kcrmsF154QW+99ZY++tGPBl7u7u6OeNjT06NLly7pH/7hH/T3f//3evzxx/U3f/M3evvtt+uwgzcLwAk8o88XxJ3PC7EOP3aFijfepVqdwhhBXmJvECTMfTKZDDIbEolcSR3JfXrsSyaTyufzevjhh/XEE0/oy1/+sr75zW9qbm4u7NYJza6uLt2+fVtzc3OanJzUn//5n+tP/uRP9Ed/9Ef65Cc/GXv7eOOYLSdY4riyslJnizwT6k6vzxiLlpYWLS0t6caNG8rlcqpUKjpx4oSuXbsWpJrjkWPHjqmtrU1jY2NxNPzKykqMAzgGZRb2LylqGuatVCqFiGBraysaJ0eOHNHJkydVKpW0urqqvr6+iB+dnZ2xcfU777wTMR0SnxxOTcwJcdSCxBhiN3UvWMQbeFLtJHFqpHK5rOPHj+vOO+/UzMyMrl69KqmKN3Z3d7W+vq5SqVSHEbPZrM6fPx817btdTe+FJDIyMlL5yle+UlcsE8y9EwtLy1o/BygOAphwVxFAODFJGLQXCd4lagTQTJwDTIoRnM87hAAjB9yeIPgOwCf3zvsJkhiqd6pSqVQUmygeIKAymUzsSj4/P6+FhQXt7u5GMuJy4AZAlWq75vv9cU84JB1ckixFuwdBJ+86Ojo0NjamZDKpp556Sm+99ZZSqZQGBweVTqcjyDEXqLbY4Gt+fl69vb36jd/4DRUKBc3Pz9fZB38DzJCiE0R8nkiQ7mxcOCi2hv1AhvGcBGvmhgCOPTHnjAdFA0UfxYmz3L4cpL+/XzMzM7p161aczuWqBC+C6SRDQJBgJWlsbCzs3ZdeurIA24LxhwAkqDY3N8dJaL7HE37HGufFxUW1t7frscceiw2R+W5OnisWi3rrrbe0srKiXC6nwcHBePbGvR7wWZIrdge45zV0lhzgOEkH4AaIS7VjaUkeFIYQpLyecQQMQhIw9yQZV1Vwnx6DUP20trbq9u3bWl5eDrK5cTkrtgEZwD5OTz755CuVSuVD/w9D6v/Ia3R0tPJnf/Zn0THj1ChX+ngM9SU8xCU6UwBf5sC7j5A5xH2p/jQniANIEhI43wOB4EDLVTueo/B7Vzc5sQ6gRNbMMgSpplpoVLaQF8kr+Xw+iNK9vT2VSqXofkH253K5iGeSggh1UEdjwvMZcQSf4LkplokX0s8ulaBpQHwBwOdyOb3yyiu6efOmRkZGws+7urq0srKiTCYTsWh7e1s9PT3KZrPq6+vT008/rddff13d3d06efJkyOtZwkwMhDwDpHFvrlpFFcn4o3jxtftcLEXilDlsRFJ8vxPLrrzxz/K4R1z2fUTAMalUSvfee6+ef/55nTt3TrlcTsPDwzH2xGeX2PM5qG+4p//8z/9UKpXSyMiIOjs760htb6QQA7lf7MK7ra5ig9R2lVtfX59mZ2c1OzsbY8yefgcHBxodHdXk5KS2tra0vr4eWAYVExtk43t7e3uxjx/j60U7sdhJJ7rq3d3dWltbi/3mXFUFDoL0cmUD8wsW9WUt+CKkNe8l1+PTXO636XRaQ0NDWl9f140bN+LUUO4Fu6TAASe3tbUpmUzqr/7qrzQ5Ofm+31m6ubm5gh2gmiDeuhoDm9re3o5xJZ8QLyCKwUoUjclkMhpuvrRJUh2ed5KZOEgeIAdRDFKD8G+vX4g7Hqd4v+NzchcxBvvFd2kkQ3h1dXUpn89HDAUbraysqLOzUyMjI+rr61Nzc7Nu3LihV199NRTpjAP+RazC/l096DnVczXjRiz3ItprIKm2v+Lo6KgefvhhjY6O6nvf+56+8IUv6PLly3r77bc1NTUVMYG6huVoQ0NDOnnypB577DH98Ic/1Kc+9SldvXpV//Zv/xY5CbLOlU6QNyg6iI/MM+SgNwa9sQ8mZGy81iJPOgng8cebFpVKbWmb2xhNEld2Yvu9vb36/Oc/ryeffFKf/exn9fbbb+vy5ct1ZIGrHbGdTCajQqGgY8eOBZ7/pV/6Jc3Pz+vChQuhqoRIhezheZuaqkphTsAj3zM3rkbb3d2NE1oHBwfV3t6uRx99VNeuXdPh4aGOHTumqakplUol7e3tqaenR8PDw3rttdfU0tKikydP6vr163HacalUUi6Xi20YwE00y6jfWOnACZrUKswNF/UQeYIxIsewHJxaGBEESj2ptvSU52epOjmeJgLEGr6Lnzt5NDg4qDNnzmhtbU0XL17UqVOn9PrrryuVSml5eblOKQ3ebWmp7otFbbm9vf2ueeI9oRDiAnRg/IAbDH97ezs2JqR7g4rD92XxroBUm1CMEwaPiXB1DINP8JRqRQYBGQeUVJf4vSvr5IITETi7VNvAje9y2RgBFiPr7u6OpTZtbW1aXFzU8vJyLDnxjmIikQj2cGRkRFNTU9GR4pl8rS8Bmu4Bz8LYOel1eHgYLGRLS23TR19SR8Ii4GCozzzzjMrlsk6fPh0SRWSQqVQqkgYMMyw/O8a/+uqrGh4ejqKFefUuYFNTU8yrFyY4Ks/jzsp48HrGE9tjzF0iS1L15Qkop1xFwGsJ/l4USbUkQnBIJpO6fv26Njc3lU6noxsIWUGyoqChSwDw5jNRzjnJQHCEocan+AySMgGO7yNgSlKxWIzAjr+iftna2tLTTz+tXC6nO+64I+Zzc3NTU1NTmp6eVjqdVk9Pj5LJ6uk3qHbYUJHx4d6RXDrZSsfu4OAgNlKD9OKeJUUBTNJyVcTy8rLa2trqxgJghy8w5myujq8C8NgPpLFj6LHLlyqxfp2NZiFyiR8Aeyep8YsPrtrYMm7EJWIIgIaOPLHMSQwH6I2KBmzElxhLNbWQd/OlWqEPuCEJE4coQIhXAAL+3Qj+KTyIHdyfxzS6sC4d985gMpmMzQOlan5aWlrS4eFhLAFNp9NqamrSkSNHVCqVVCqVtLCwoO7u7lgOCQgGmPP5DtYZG8aQn5FP8UsUJu+mBGRJQH9/v4aHh7W1taX//u//jj0gICRcScN4kbuJu/v7+7rvvvskSS+88ILGxsZC/ejvxZ8Yc2I59iEp8ppL3p3o5R4clDuB6IWaN1h4bkgCLwS5N35HAYotEM+w8XK5HHvd5HK5IOCIg67QIgdB3KysrGh4eFjZbFb5fF5TU1O64447AqS7egWMQ/4CA7A82pU4dHPJKeRZGjwzMzNqb2/X8ePHNTMzE34AFoIIgXBBGSsp7NFxHf7K6/wZuZhX8i4xv1F1jf95IQdeww68gUo+pYng2LNR+cE8+/8B6fl8Xnt7e6EAmpub08rKSuzt5CQcc+9LUxvx5vv9omCjeAP3kZeZCycbafR5w5jYDd7xhlNzc/VUIuYRf2Xlgm8HQFxw8r+1tbYnENjS1dlgbezFFUVOBuEL5AhITFfrgAeJyTz7+Pi4EomEurq6dPHiRbW1tWl8fFwtLS1RtN+8eVOXLl3SG2+8oU9/+tP62Mc+pueff143b96MuEbuJN+RP2jc4xOQbORbb4yurq5GIb2xsRG4jYYYzzQ8PKwHHnhAy8vL2t3d1Yc//GF9+9vf1vT0dOSCbDarQqEQjcLx8fHIg8lkde/H4eFhfe1rX9Mf/MEfRMOEfMD9UZOx1IcYSlwgB+zt7cUeNI1KUEl1zXPiuxP3zLPnUcfmUm0ZIhjASW63WeICcbetrU3FYjFOvp2cnAxsQ+xzjEIOIiay8XRPT49mZmZ0+vRpPffcc9Hg9MMQnHwEg6HQ8hoMohWbSSQSgeOlao3x8ssva2BgQOl0Wq+++mrMXUtLixYXFzU5OamzZ8+qWCzqypUrcQT8ysqKDg6qBydQix8eHkZzw1fkIJLY3d2NVTvEd4gbv1fqFeohx4iIVXZ2duqOiYcUrVQq0SzyZZHEEuoXYoCrP8vlcmA28sXm5qZeeuklffSjH9W1a9ci3tAswy4g7sAE8/PzdQ2Jxus9Qwg5i00x7yAbJ6Or5RsZOqB3JQWMtINVgr8X5nRGMW5+z6RQlAMgCMou2ZRqy09cleJ7BXhHkd817iODwoPumpNSgI/bt2/He+iukkD4c+nSJd2+fVv33nuvhoeHValUVCgUYozpntHJI1FAehHwCHoumYRFpatGd4+A6k7X19cXJEc2m1UymazrQhJ4fc0pRQljPz4+rnQ6rVQqpfn5+TpgjdLHQRNkDvPGWGNPjC9HzpJ8XKUDqKCD6cdXOnkDQJfqN5LG0Z38QWkC2HUikp+RjAkSzAvSRpI5yZ2gTJHc3t4ez3j16lXlcrkYg7W1tXg2SUHq+VzzftQ/FCV0z0ggXpQg9SfYra2t6bXXXgvAztr2TCajdDoddg1wdlUE9+7r/H39PPNeLBYDQDh7TtGLvbJEC9skLvg4bW5uxvf7xp0UghQ6dLkbuxv87YQjY9Te3h5LYba2tjQ8PBx2ytyylwYxwu2XxPHBVb2c7GccsRNskrgAiAJIUdjhjw6w+bf7t1QjcUjeXjQS+11B4+AK8oC8JNWOpObz/DWASSesiBGASuKqPy/37naSSCS0sLAQ8YYlVABGxqK3t1eZTEZra2u6fPmydnZ21NfXV1d08Mf3KKCzS84gTzHO/tzI6BknChdipFRdxtnd3a0f/OAHam5u1pEjRyIPMW6ogngG4p1Ui2V9fX3q6ekJgtk3iHYy19WxFPrkYy+0nIR2O8HHvUMLPnDpOM/ohRzLj/g94BlVF8Ce/IGtkpMo4paWllQsFpXP5yWprhsPyEXhRJz0Z9ja2tLQ0JBKpVIUgN69dJKE/OwkFw0SxtWJKCfbUPKBx7AZlC6VSiWaX/gGuc3t0AtImkjgFfyK+cUWuW/yMKQZoJklmE1N1ZMp2X+C+93Z2VEul4tTOL0xQdGNnXhhxHxj304s8TdELkv7uJfp6ek4bMObTnt7e3X5js8nZnxwVS9iPuQh9o+tOvb35SJezHvR5MtjaBxKqssJTiY3qn58ZYFUO+SG2qSxYQw2cp+Xaqom7oXvw+ZdAUg8phnGvyGJWlqqp35ls1m99tpr6uzsVEdHh+bm5mJ5EnVYR0eHHnnkEV26dEm7u7v61Kc+pXPnzunNN9+MGIASGr90/CrVFLrsBURswGdRavopUjSXvfY4duyYRkZGdPPmTZXLZb388ssqlUqxZUUikajbi3F3d1dTU1MxpisrK3rttdf00EMPKZPJKJvN1gkJyuVyFP3kSeobb7ww/8QxcCa5gPzIHDGfAwMD6u7ujv3wIAnAvGBmxsxrMGxTUpDavv0D+ZI81tHRof7+/qi93nnnHR0eHqpYLAYhxFJcFEOdnZ1aX1+va64tLy/rzJkz2tnZiZUACBU8RztWYLwgTcjdTnr5ViOQPRBZCwsL0ZgeHh7W6OhonOR19OhRHRwc6Pbt27FPKjmBseF7GmsHcgJz0tzcHAcM8OzemEVByDOyugFMQ93mKjB8j5UykE5SbdsOfN4b/I1Ku3K5HKQ29UR/f796e3u1urqqBx54QJcvX9b8/HzUssQdsBENfVc6gn/f7XpPZBEKO3cAP0aPiYZoIZn68iAADiCUwcHwkdH7kg8cGwALI8g9eSIGSEm15E9CpvBDYUCyISmVy7Xj5nkOlAP+f9b5USTCJHL/bW1tIZvjuzF+ZGaAjdXVVe3u7urll1/Www8/rKGhoUgCADKeERIHB/GC2ceDIsjJFdYr8iyZTCbGiQJ3dXU1Ol5IOSl0cVSSN85CYENJND4+HhuGHT16NO5ne7t6ZCwnmhGQXRlAgocI4wIAULAnEokohljPCzDjWdbX11UsFoOdd9UANgWIxekJ2OzlANiEyIOMIJiWSiVls9kggCDMEomE8vm8dnZ26k6mY15R2/T09GhtbS0KE5KVF0PYL8x0e3t7+A3P7uoZ5jmdTteRoDDrSIS7urpCoYBqbHx8XE1NtXX03LcrsCgcHJy55J55BSRhJ/gbAA7/Qd6/v78fy8r4bEl1hJz/n+IZ1YH7PcsF8BkUPCzXo8CH1Ds4qO4pwBKdI0eORNfq8PAwEhMqJOzHu4ZeSH9w1Tbdg5xgKRUFOQU0vu2xmTjgAN8VXLwPsMKSQpdS8xkOhCiUGwtCJ5DpuL3bnLoCzOXmfC736oUB/+ff5EWKX/Z9kKo+yhIZ70gCNCXpzJkzmp+f1+LiYuQa7gfAQzHEWJKbuBdiLOMJqXJwcBAKQle9QIyggtva2tLMzIzuueeeKH4pGpgbuo4UUx5z0+m0JiYm9MQTT0TMYZzJJX6vFOmQaXyOVDsJFFDFWPO87JtAHujt7dXk/z4UAZBL8cNYAPboJDJXAFfisVQ7gQ0bwr5dFeLqGDAH9+gNLoiMg4ODOlVkR0eHrl+/rt3dXfX394f90ORwlQzzTefRlWO+Rx4XcZPc5iAcgOyFLfnHC2LvsnoDBkIMHIR/8tk0VhgPL/YZR6mm2CIPMPeQNNgmS2N8iTk+680zFGv+mZ5neA14AOLL1SGoTNi4lfdjt95wYl4gPT8ghWqX70fp6k8fa3wTm2Iu3AbJEZASxGSKbuIH/kV+wEfALB53yCn4Pn7phL139X25G7FYquUB4gPxAjuh9uHnkOSQN5lMRpcuXQolJsXn/v6+FhYWwj4PDw915513qqOjQ6dOndKFCxd09uxZ7e3t6dKlS3X3QoyDGCZ2YpsotN0n2b81kUhEo9rjDffPkrbp6WmdPXtW3/ve91QqlWIvF2+M+Fww1uwNc+LECX3mM5/RmTNn9MYbb8T90AAmZpKrsQnuSVLduEIcN2KOZDKpu+++W7u7uyoUCkFotba2BkaemZlRsViMeAfuxAZcTcR9uviBGoh45CQVeDafzyuXy6lYLAZmKperp+vSPPFlSryXZWejo6N6+umn9elPf1oXLlyoq3GdFCIOs/yLXOS1Lp+LUAK739zcDJL+8PAwlEXr6+uhaslkMkomkzp37pyamqqbMUOWeOOcvxtPqvPGlCsuXRRCLD84OIh8S40JccPhIzwjhJGTtL4CAwUoGMLVReRiF2p40wHs6uQTKjY2i2a5mqTYTiGdTkc9xbM5QfvzrvdEBqlUKqFeYJkG5ADFFgHVC0CKWcCAgxICgidNikKCAwSTVA1UAEBn/bj47Ma9QTY3N2PzM0CKS6xLpVKoalylxO+5J7pwMJQYAmCP92IcFKBMNuohAjus5+7urt58801NTEwolUqFigJjBFzQXSBJAeBYt0+BQvIC0LH2UaqCQNbkQ8bAfCMZBRiTaHEyAp5L0CFCyuWynnrqKT3wwAOxfpnCA8AGcQj4ZI5I6oBT78TS2eno6FAul1N3d3ew/Zz0ReeSjifSUu7DOzDYIoAfEAJxQJKnqKXwB7jv7+/HkZoQPCR8ukw4eU9PTyQ4Aijfs7Ozo9nZ2Qh8UpWoYxx4H0QX990IsGHZ6YQi7cSGIWRchUEgOzys7gmCbUL4OBlEgCTA+Wbrvh7ZFSAkeF/eBQjY2dkJEsw7PHTL/WSPRhUOMePg4CD2W/GOnKQgdvFPkmpTU1Ndh2Vvby9OFGpra1MqldLq6mpdrHIb6ezsjAIAm6PzLUmLi4v/X4Xa/6svwBYxjg6c/9/jlHejnIB26T45gBgFqCT+kHewVYAbYIFcQkzDx7BZ7oVc4qokL3yJ68QSL2BI5nymkw18t1RTsnKCi9s3r/cClBiNn9x333164403NDk5GfmDMXGFhpNAFM+ubCK2Mt7s1ULTXj8+4QAAIABJREFUh5hXqdQ2zR4ZGdF//Md/KJfLRTHhnUfGu1KpxHMwl1JNeTU4OKhr165pdHQ0xtNjhquCIGLAB67WBVgzpxQqgOVEoronGjmXDp0kra+vRyeTcW5sAjhphg0xfr5UEbugOPEONcUIduzgHPJBUoBU31eDDUDPnTsXuc6XxviyCf9MfA6f8jl0cggASxHNPPI+7IA5AI+5ksn9J5vNxrIB8g0+5OMErnLS1P2SeQbPOdGCuor58ViDj4EPvaGBTTT6NuPhCg7eS/ynEQZZtba2VkeAkXuxQeyAPIffu1L5g6uWK4gBYI9sNhvLlpxAg4gF/2DjHu+wReIe7yO+OB5xos4bBCggHCsSZ6gL+FzqC2IRfuRNKprO2J3XLa4wcAVSPp9XpVJdwtLd3a2mpiYtLi7GfbS1tcXeI9Q3t2/fViKRUCqVUrFY1PPPP69HHnlEMzMzWltbCwK/VCpFrpEU/sw9dHd31yn6wG6OCb0RTqEPvj1z5oz+7u/+Th//+Me1urpaR8Ti575sDx8hNjAv4+PjuvPOO/XXf/3XdXGevTS9Kec53NWKUhVXcx8o99vaqpsd9/f3K5VKqb+/P5SrlUolltuVy2XNz8/r3LlzmpqaCgKGy1Vm4BSa+Ywj80+THjvFhsCvzc3NdapOYujKykoQfxwP78vW2bz52LFjKhQKWl5e1sbGRixhQohBze77J2LTjCG27zGbOpa/sWmWGzoGWVhYULlcVk9PjzY3N0MsgNKGfQbJd95gpoGNb3ieo2akEcbrnfD1OC4pyCW2tABreoMKpSkY3zf+BjfxN3PjtgtZyooKt7mFhYVosnszg/FnbzNfOk4u+0XXe4IQYsD4NwEU0sIlsgQPBhKwRaFGYCSB85kEFDZuatzE1je/ZPIABB6sMGhJ0a0kWCONhiBhIgAnvA4glUgk6o6Q7+rqCiMgObA8jkCJkXlXrpGRd8UE94rcjkKTYOeSVgIfTGWlUlGxWPwZ0oPx8vHj6u7u1tbWljKZTDjqzs6OxsbGQvXF650hpYAg6EEW8TypVEozMzM6evRoXUJ0kg0liJ8WBwgnIKLMSCarG24lEgl1d3crk8lEclpbW9PU1JQWFhZUKBQ0OzursbExPfTQQxobG1Mmk9Hbb79dJz/05RrcC3OAkxOgCS4Ub7DNdD4XFxd15MiRmFvuHRva29uLQtCVRYwlm8VmMpnoMCKrbGtrCxs9ODgIsovEwXIYWHKSIODZu+xeGFJoMdYE4GQyGWQHl4MBZ+e9W8fPKfxcsstnEci9iyTVurYERAI3vwdA0EnmGXyJjKQgDCk2+FxIMohFCGHskb0v6NCsrq6qpaVFQ0NDcV+bm5sRzPFDvpPYxFiyl8T7/aJQwk/p4uNfrqohjhADKFDJC14Q4DvMBbGNz+I1/E3nFdAg1UCMqx75LvIWcatRdeFLXfw5kN8TG/geB07cN7Gb+yGuQLS6fXpHimdaW1tTf39/AGdUV5zA5MoZ5kCqnaJFXCKWkCcb8413Y/FtAC15m/fyelRgruzhO5xI2d3d1czMjD7zmc/owoULGhoairjiFzmFwo28zjwAmhvjG0f4rq6uqlKpqK+vL9Sac3NzKhQKOnXqlIrFoorFom7cuKHR0dFYjsXYkAcYB+aKeeN+pNpSAyfaGRvugQ6qA1ZwkO+PADmezWaVyWT0wgsv6PDwMJbrYZ+uJHVFhKvxGB+3Oc8Jfloi8+pYBdKeWIcN8TnkavwDUgafJZ674szJKFfmel5ozDFgQ3CDqz92d3cjHvD5jC+FBH6IrVNQ83O3r8ZCnljQ2toay5rBdxRLrholJ1Age8FAbPzgql5sIE88ZV+P/f3a/iuSIjYxB8yTn/oEbvdmNKRHNputOzYan8CuwSdeMGKfrgjCZzgYxDGUVNsv05dG8ZlSbUNpFP3cC/ftzVlOUC4UCkqn03GyGnGJ8cP3vfE5Pz+vY8eO6cqVK1paWoq9K1FC4/O8F6zLz/Bxb9hQH5ED8CfHbeBQxmh1dbVuLtnzhY3qUUOBEdl7FtL1lVde0T//8z/r85//vC5evChJdepXL6LB4OR4chBLnpzkyGQyOnLkiO6++26VSiV1dnZqdnZWL7/8st566y0NDg7q0Ucf1QsvvKCzZ8/qkUce0fDwsP71X/9Vi4uLdXnH51Gq1ZOMOaQlBCMxgtoC0q+lpUW3b9/WiRMnguyhPoMcdbwO1s5msxoZGdHly5c1Njamy5cva25uLvzKm71ej4GhmVtyCvkEmyCWQZS4egXC3Bsb2CcHDoBj+MyOjo4g1CHXfG/h1tbWwOrESu7TSUVqH6+leT1zzvMiRAEHgbkc5+DPntc9N2BXvC+XywUpCl5gflgOmUjUTq5cWlqKLXTAwuRLx4GeT3/e9Z4ghCT9jLM1NTUFcUOxhuNTqNGdQ+0gqU6ajCFINSBVKBQC/DhLx2D55HuxyMVpI0wQIICujxeTFOD+/Uwy90YwPDw8DLYRFZOzmS4BZZLpBHPEtwdTgCbqku3tbY2MjMR6Wzbh8uV1zqL6JnQ4HMAOx8bxXWIISeZHk9MZA5B58QO5gWMtLy8rnU5HN7ajo0PFYjE2l2MjX06xamqqnhSxvr4eCg0vkBg7Ah3/pzvS1dWlgYEBra+v68UXX9Rrr72mQqGgSqW6XlOqBsmpqSn98Ic/1OOPP67PfOYzmpiY0KVLl4I4I2nCmJPQINd801vvrLv97u7uhgLn5s2bmpiYiEAC280z8m/sLJ/Pq7W1VUtLS7HJN8CSZVAQMfgPAdZVEwR07JRx43sAy4APCCT+DdAG4K+trWltba1OxUB3E1sHyPspPvgiCZfE7h0MQD/Bzjfv8+KLgg6iEAYesITdojDCpimk8U8/Rp55bm6ubi5JR4kE43uc8FylUinuCdUEcQ1FG4nIuy89PT3/f4Tc/+suJ6V9CbB3Z5lPv5hfADIkglTbuw5AQNwjxnEBxpg/4os3H/BruloUwyRhCl1iAUAE1Sk2T26AKOG1viwAn/XchJ0NDAzo4sWLsZ6dooR7dRIVoLSxsaGBgYE4xnRlZUV33HFHXSPElVEQElyeK7lH4jD5lHtwaTi5Q6oRvMQmJ94Yf4o1chU+zLjeunVLv/zLv6znnnsu7pG/KbaIYy5XBwD7Ee3YWHNzdZ+BfD6v1dVVXbt2LT6Pwvydd97R+Pi4UqmUPvrRj2pjY0P/+I//qM3NTZ05cyb8m3mmswkBh62AGQDNFI2udAXw7e7u6ujRo1peXlapVNLAwEDMF0oYcgA2msvl1NraqgsXLmh9fV2ZTKYOK5GbuQdXHfl8+8/xSbqTKHBcPu/Ld6Taaaa+vMEVR67YY949R7m6h2d2v/e8xn1DdBLXIWm5dye+GH+IAWyI9+ELNEsglLj4nfsG9+1NBtR+u7u70dTkNBsnCbALgD/5GOLMO8Hv94t45eQbRCikRSPGIedTLLmKz0kV/mZFg2MWzwngaVeG4k/kocPDwzjJkPoBTOH3iH02NnzxiXK5XHegiSuqnZTxeuPg4ECnTp1SpVKJFQCS6pZI4lcU4TQuUZZ0d3drbGws9rxibxnGxJVVvs+lK1CoIbgnb3JItcNe+L0kFQqFIEXAn5KiiHYfJVcSy6Uq6f7666+rq6srtrEAiycS1QNSlpeX6zACsQoMWC6X60gzSPfx8XE9/PDDunbtmmZnZ/W5z31OR44cUUtLi65cuaL29uoJbr/3e7+n/v5+ff3rX9df/MVfqKOjQ1/72tfChrwp6vUX+dCFCM3NtX1cvZmbTqejRsRWaWJsbGzE+GFviUQi7O/OO+9Ue3u7nnvuOd1///3a3t7W2tqaKpWKenp6YtsMbJ95JR6DnbB5LnI1dRF53oULnlO8UYMihrgnqQ5/eQ0MRqfGcKGBNwPxKc+tqK+IwewjRDwG42Wz2cB8/f39Ua/gB4VCIeYI8vjg4CD2mmIFBSt2vF4hz3FR525sbMTBPlNTU8rlcjo8PIx9hcCwcCYQwMQblu7/vOs9QQiVy7VTsrxrSXHf3d0dJ/1ICvUFAc8nqnGNHIUCxtDc3Fy3IRaAD9bPgRvKBO96+jpcWG0HLTgEQIHvZ6L8vr1jSjHJ/3FqWG2MvVAoRNBubW1Vd3d33QlZPA9/wxJiZAA15IsoflydQ7FNIUNQ9yQr1dhSwAlsMQYPQ72zs6OJiYl4ny8ng9hgLDOZjEqlUjilpFgDWygUNDU1FRJ9nNo3GOZeIQYJ4Kg0OOGJ7ls+nw/Z5uHhoR544IFIJsxzV1dX7B308ssva3V1VZ/73OfU19enqampuqK0Uqke2ciyH0kBLLEVPykFdpzfce/b29taWVnR+Pi4Wltbtba2Fsfwnjx5Um1tbbpw4YLK5XI8U7lc1uTkpDo6OjQwMBBgpKenp66Dz3hjJ8yJF9aupgKk0pUgOTnZAfHpAKmpqSkSJd8LuKGo9tNSIHUJjj5+kGzeqfUlNhTLBFr8C18iWKdSqbgnGHVfSsbJOdvb21pYWAgFECCQZ0b+fHhYWw4IkQUBgdIwmUyqUCjE0a7lcvXkCvZOgbhlQ1OSe0tLdZPcXxTA308XCZsYBmECwMB/6EzRQMDmKMJcMYAduGJGUoAbV48xl54TnJz3o02964SNUsgBKIiz2BQ+J9W6Ya52IM5ItT1xnDBqba3uTbC+vl5HShK32fQd9RoFKQ0A9rpiDwB8nGeEmPFC3ItUHyNAoavuvIjhuZi/hYUFHTt2TC+99FKQGVJNkUXObCSYXHmEH0mqa87s7e0pnU4HEQgZAW6gqPB9xlxpk06nNTIyovn5ef34xz9WR0eHenp66jrX6XQ6CPDt7W0dOXJEv/u7v6tvfOMbSqfTOnr0aB1YptuNzTFu2Cbf7wQnBQlYoFgsRj6Ynp6OHEccGx0d1U9/+lO1trZqYGAgcl6hUIjnxh/wH3IAxIkDaFfC+Dg6QepECcptcAk5jwKEzfRp/OEHECnkDT6b+M/P8VlsAl/AX1CNYZuoaVxVDpYoFotKpVLxe3IE80Gji32jWLJA/G5UU2EbxBkn1chJjCk5cHFxURMTE5E3UM853uT5eS/YzQvj9/vlyktweCKRiL0uneyoVCpBCBOnKZKdpCAGgWP4vy+/4Y9jb+aMxqiTIXw3sZA804h93NY9R+EnxAh8zJfGojjDfom5/f39mpub08TERBzTvbe3F8oLahiwUWdnZxxKs7S0pImJCS0vL2t4ePhnGgTkZ0hZH1Mavzwj72lubo5GsqueGtXpk5OT+pVf+RUNDw/X7fnK3ICnJUUzNJ1OS6ph7Y2NjVDjrK+v18XA5ubm+BmqYhcOoFRlmS3fc3BwoKNHj+qxxx7T+fPnNTIyokQioW9961ux7ys+urS0pKGhIY2NjemLX/yivvGNb+j3f//39fjjj+snP/lJ1Gw0CxhPcCj77VCTkcdQ1Hstubu7q/n5eY2MjOi5557To48+qsHBQU1PT2tqakrpdFq//du/rcPDQ33/+9/X5uamjh49qubmZi0vL+vee++Nje5pVlIrk7vBCOQl8AaYgwuyfXt7W5lMJuYfn0FRhQLIV3VQIxcKhSB4iIOQUcR9uASvaxubVdwPyy3JD9Ra+De+iQINchTxwtjYWOxtRS6Yn59Xb2+vEonqnrScBEqd5I0qVxaB88EhxHgw4tramrq6unTlyhV94hOf0He/+1319vYql8tpYWEhYkypVKqr5R070vT6edd7ghCi++FsMgEEYgaJG4GaSWUdNgSDd17oNjmIdZKGQCOpLoDCMqIq4H1MKvdB0JcUk8yzEOgcbLlqBnLClTmNqqbm5uYAC+3t7XFaE4bvY8YaXoKgE2Q4xK1bt2KTZE4fcbKLJAQo9g456w/p4MLGI6eGfZRqxBj3RLBva2sLZRKAjHFFRbS/v6/e3t4IPAC2lpaWcCyKdjrgOADFjqSfIQb7+vrqChAc/s0334wTFbjHjo6OIN0ABSy/ymazunLlil555RWdPHlSOzs7oaCB2FlfX1d7e3vdvjWuXGMMIRIoZqRq4gTAzs7Oam9vTxMTExoYGIhgSeA+deqUBgYGVKlUNDMzo6mpKaVSqSj4GHsCjXcfmB+KPkgcWG+khxTdhUJBbW1tsWyA+SLA+d4KDpggWfG5rq6u6HpDzDU1NQUZwusdBCPBLpfLURDxmQAXQITvIQGYYIM6xpVuB0o87jmTyQSbzrpqSeFLJAOWG3oHmiRJEEfG7/uSMPbY7ebmZnyek2fMA6ftLS8v/58H1/9BlytoHGxDFEi1I9ilGslJjPfuEaQbeQM75j3EXhIrdukdZAoIwKg3NZhrSXW5CRUFCdqLRS/+ATaQJw5k2BiSDh9FNHHr/Pnz6uvri3FxNSFkt++hh4/RQaTwZWkk4N0VO+TCxo46RQqxn+46qrhGQliqFtsoIe644446n6BZhL+n0+m6zZx9f5dcLqednR1dvXpV+XxeqVQq5pYYyz5xxC4vzl05yR4anZ2doaJ59dVXo0FF7ub+6byxhCyRSOiuu+7Sxz/+cT399NPK5XKhoHTJNvZKDqdZ4LkdwsuXavkyELqEzc3Nmp2djfsHMwwMDEROmJ+f187OThRTAGbwCrmcOMu+Zt58Iy+sra2FjXiTjnlzBYN3urEh3zDTFUpOIIFJaAp6QwOfA2+RH12VTdz2RhvFkiuVfc86Dk6gMMDf2BeOnM8fSHy+j+9GNYrfUVSSL7EfbGJvb09bW1uamJjQ5uZmXXOG3A0e3draUj6fr7Mdxur9fhH33BbB8y0t1b1MwHfEIF7vzQLqB15Hfnflju+pBcbY3d0NEtXVbOB6vofv4jVSLa/40h3irSv0PG5zb+Q6PguboRFGjO3s7NTAwICWl5d17dq1IEEhK8mL/keqKf1WVlZ0/Phx3bp1S6dPn1Y2m9XMzExdLYS/4K8o6Hgm8hbqC34HNueZeQYw6MLCgoaGhvTaa6/pxIkTunLlivb3q4fxrKysxFhw2IevCICwnpiY0O7uriYnJ3X79m3Nzc2FQIDGB99JXGJMPE55bZZKpTQ4OKjFxcXAzrdu3dLq6mpses3fra2tWl5e1uLiokqlkr70pS/pK1/5ip544gndvHkz9v/EbogDkkKB0pgbaVwTN1dXV2PlBBj5scce06uvvqrh4WHdf//9QVZwcvPu7q7uvvtuNTU16Y033tDDDz+smZmZqMnZhJ04A1lBvmBuPfajillZWQk87Y1d8ixjCpYix/mSL1+BgC9xiA31A+pPVwNRZ0hVDO77/bk/wzVAhBKjHddBZiUSCY2Pj6urq0vz8/PRRGlvb1d3d7e2t7c1MTERP5MU+4w6HqWB5/EAMpt7hOBmjkqlklZXVzU8PKz9/f3YL3F+fj5WIWA3rI7JZrNx2nijgt6v9wQhJKlufaHLJZlcik1IDH7vgInkD7tK0OZi0H1AcHQGyj9fqh2lJ9Vky7zPkz/Bgov7AYTAVsI2AuY8CPP5kAYsDQIwEPQhcfb39+tAg+9dQQKQqoEclnp5eVmJRHXvImdfvbvkAYixARwBshkXggDgDNDjDHu5XNbVq1f14IMPqre3V8Visa6TjqNRvGxsbMR30QX+X+y9S4xk53mm+Z6IyEtlxi2vlZcqFqtYpChaFAFpRFkwBMmAABluYcZeeNCGB9CigQaMAcbGLKa7F154MXB7Y3hlwNoNMIBn2jbg0UIQBc9oKNGWTImyYJISyWJVZV3yUplxz8hrZEbMIur5znsOKcqNFj3FJgMoVFZWRJxz/v+7vN/7vf//379/X5ubm5qfn49E0263JSkKfsaNe2bcKAYATsfHx6rValE03b17V0tLS7Gs6vz8XK1WK7MJJwl+dnZWKysrevPNN/X0009rYmIi1jMz9syzS+7ZAA17kRRJz4MUG/RReDx48EAbGxtaXl7WZz7zGU1PT+szn/lMBCyWSZyenqper4fdcw8kVa7t3XqKN0A6a7MhNb2oxff29vZC7USBx7ILnp3uEB0LyDDmATBOR0dSnN7F/LjcHsKFQO22SrLKgz6SuZOqdHjOz8fLcTY3NzU3NxcB1FV8XrCi+MLGsFcpDd6+BxmA0PcW4kjXe/fuaWVlRdeuXQuFESQEtlwqldTr9XT79u1QKX30SvfMwRbyhTOFti+zwf+cgKHjxr8dsOe7x+QFPp/fE4GXNwCwb4p3v5Z3b/2z+KzLwH0pESAa2yd/uN0myXiZNWQMXVXiMuQuoATfdFWuL+Mh9jFmFFO+/x5F6mAwCD/jWk4kQTgBjlwOf34+Pr1xMBjoc5/7nF5++WV1Oh1VKpUgLijyXe4tpYU3y5Tu3bunO3fuBLDFHpyIkpRRQ2JXqG4p9GdmZmKz5Y2NDe3s7Gh1dTUKIye/IJhoTDSbTd25c0df/epX9Y1vfEObm5uq1WpxP3weGwYHALKnpqYyuIRc7wUS98x4Q2RQGL388su6ePGi1tbWopnDiTaQ407GYAcOjL0A8qX6KOIo9LBrcizjCqYiTnpeAdhDxjim4j4gm7ypge35UmcAMESik1fYKe9zVZMriyAAKN4kZU4Yc/U4h0pA8LtfOBFFfGFOfWmRjzu4pdFoaHp6WleuXFGj0YjYxbNjJ9xTuVxWs9kM5cJHr7TRS7zGjijqyA9eBLrixxtdkKsUw674l1LSkRqB6xH78DXeT0yVUluWlPErfIP45eQA6iNXlmHrKBzAP35QDHiLfTM3Nzc1MzOje/fuhTrJid18kxoiAOKmVqsFLqKmAp8xdt4QIXd53uAZhsOhWq1WxA/mBv/2Bs6DBw8kjVXvw+FQn/zkJ3Xjxg21Wq04MQt8Ru7hZ5b9VqtVfe9739Nv//Zv66WXXorxJDZBLvhKD+L63NxcELIeM6enp3X58mW9/PLL+vznP6+XXnpJW1tbgW8dG9Ns7PV6euONN/TCCy/oT/7kTzQ1NaXnnntOb7/9dow9JDS2xtihTsJ+eWZiHqeYQbIdHx9rY2NDzz77rFZXV/XKK69obW1NV69e1VtvvaXj42Otra1pb29PvV4v9sJDlUJ8IWc5cc89eAMLDIIaheXa/D/iCPDSaDQKlS2qFrAFuQXRQb/fD5tlbskDNPcLhfEyOq8b8H1ImiRJQmFGzUK8ZpUBY+5N3263q6WlpdhsHZ+v1Wra29sLYv/4+FiXLl2KGpTtTph7RCLURcQjP+GWMccOwX03btzQ1atX1e/39dZbb2lubk5PP/20jo+Ptb+/H8qnubm52Hbl9ddf13PPPffoE0IkTIIigIwbd5UNBQBkC0YFSAIEY1QEIYzClQeS4vsAvUjfCL6+TACHRnrpAZzCQ0o33nTmkUBLYHMFDIFQSjeD9PX4GI0fLYp6BaLB1UcsPwGAksxGo1GAbAzWiTXuIZ+A6ER7V8LJMAfGTkR4F7nRaOjFF1/U888/r9XVVR0eHoZjQwa4wqJQKGhlZUVHR0f68Y9/rPv370cwLxbHe8pQhJNkAZd04FwyDNlGYjo5OdHu7q5OT0919erVDKtdLBa1uLiYCYIA4vPzc129elUbGxt68803A7ih+oCdR9lEAEd5AnFGEYh9w2Tnj3FHnn50dKS/+Zu/yRwtT5AhAZD4CaLMGcCC54OQZD59/4S8UgIbwec8ETnYgijEH7DrTqejWq0Wc0Bh6P4CidhqtcInXQFULBYz5An2ip35Bt50waSUZMZnGEd8c2lpKT5XrVZ1fn4eJy14985PR8uTM/i+q1FqtVqmqGSsiU/tdluvvPKKFhYWVK1WQ3J6eHioTqejRqMRiW1qakpzc3P/BdH1v66XKz5c4QjhS/zzTT2JQRRkUrrZPoAJICClexVRgOEXXmiSTwAq5AriDn5PbKdogMjPd6TxD5enu/oHkIzdA1S4NsUwny8Wi0EYkzfxTVc2AZ54NRqNDLkspacYuZKT8Xq3xgZ52YuavAqF4hq/8T0SvvjFL+qFF14IFQoEDMSTz+/y8nIoSW7duqVGo6FarRanpEnp/jZ03bhnxh0wzdJDipFKpRId4Js3bypJEtVqtSAOAKKME8pKcEer1VK329Xv/M7v6M///M/1xBNPhLqG4o17xLb4GWLKlSxOnEiK3MfpPoPBIJay0RRDUUWuZckqvsN1iPsUcixbxtdoeJG3yLFSilkoCFz5Bj6AiOR5nZilq+vkbF4JSDFKHsK3HKvgi06auLqDV55Y5v+mp6djbnhREM3MzEQhQf48ODjQ/Px8plnpMYSxfbeY4jgUvy8UxstVUCCtrKzEASPkKeIIxN/+/n5mb5qPXuOXN1FpTjIXxAEnQKV0E2ZfKuXkiMcpYitzyfeRJ8BVxGriDSQrn4HMhpTC12mKS8qQU+67XMuJUwgrMB2FLgfekA/ALaiRnODGlrzJAgbm/2/evKlqtarbt29HTvV9Mhk7ch94iIYDSj4nPHm56gligSVT7N20tramxcVF3blzR5/4xCfUbDa1u7urQqEQ6lnfH+369eu6evWqGo2Gbt++rd/4jd/QT3/6U924cSNTtzBPzAExjLlhORnPeHh4GGrM0Wh8CE+j0dDdu3cjBpE7Ic88lydJoh/96Ef65V/+Zf3xH/+x/vqv/1ovvPBCRl3FElJsEFzshBTxFHKZrR2w68PDQy0uLur1119Xs9nU1atXNT8/r93d3TjIpt/v68qVKyoWi9rY2IhVIDQYyAOOr3mBkfg9ZB8CBmzd64Ozs7PY7gMMhz0S5/2aEPWoglhRQu7x+gT7YgmVx03IS/Idfuu2yPeBM8inkFKVSkX37t1Tu93W+fm5arVa7Ds1HA61uLiok5PxgTLValXNZjPm3jc852/Hr1zfm8TMKfd/69atyBNXrlwJ/HN4eBiKoXa7rbt372plZUUrKyt67rnndHh4+OjvIeRFN8CMgEtQ8e4Ywd7BHcU+iZoE7cc8wlJx+vTvAAAgAElEQVRivAAnwBjfjVRcUnSnSAZsrFYsFtXr9d6x7EtKJ5N7dEZUSrsBTlgR0OlOuMxYUmyq7CdiULgXi8VIBnwPDKEkXb16Vbu7u8GmsuSHYA2JwngSwCXFMfLMk6To/nrCxfkJ3BB6JMannnpKW1tb+s53vqPHHnsslkExt64QApB///vf18bGhubm5vTEE09oNBpFJ9jX0GIXyBYJmhQkJFaAL90Skmx+Q0gCAJ137IRnIgk8ePAgCCqIDmm8PK1QKGh/fz+SN4GFLjQgOq+Q8uUkJOmLFy8G6+udRaT/AHOIEUCxbw4IEcVSQ8AC90Ehjb06YVUoFIJ45Nr+vBwZmSSJFhYWQgIpSdeuXQvwg7360cKAK0nhE5KCNKLIRVbqSjzUD+xFAUHqJ7Y5eQiQp8vE/TCnrrarVCphL760kVjB3JDgSO6ulMD/ARkEfpZW9vt9NRqN6Io4SVCv12MpnyuiPuwvL6ZcGeoql7zyx+OZlJITvmzFu+7YOIU/gIN/UyT48hVJ8V7yDTYBAel7M0gKgAgQwE+JCeQAL54hWr1DDYBCYn358uVYEkkMllLygxyDfXJqRalU0r1790LZx5i6OpXlB8ifXfUxPT2tfr8fgBwwjG278o6Y4B1MaQzkzs7GG55C9AACyZPET+au2WwGCT81NaVqtZoZa/dJYhckCgQX4w5QJa8T94j1zMXExHgvnvn5+UwXUVI8+/n5uW7fvq1f+7Vf0x/90R/FCTg0aLBF7Il4lrdPbJmOKepE7MdPRzo6OopigrgKmPU84UuYGZP8z+Q1CmR+h09h+y6zxzb5f4o6J0jIRcViMfYugcDEXmjAsNGu2zy5Cnv2/bf83vh/cpyr8OgQY7+AcwA5G+0uLS3p/Pw8s6eSzzHXI5eRW5Mk3YiXmE5xji9xfeIEhTv7I4JBfEm0d6qJIxRoTnp92F8oKyBRsVWwgxeEYB7mADzv5I6r5vB35pomAPGN+Qdb0NRlfly1jC3TcKLewCckBZnC/WOn/nsnAlwlR85CgUYj+uDgQG+//bYWFxfVaDQyhTCfJ27QeGTbhCtXruj73/++PvWpT0WsIT8Rz6mx8Fls1ZcNETuq1Wr8XCgUgsTON/ukcSzr9Xr68Y9/rEuXLml5eVk/+MEPVKvV9Oyzz8Z72PSYJWhHR0f6+7//e33hC1/QycmJXnnlFTUajdiHDTwKIQgmZhw9R7gqkTpsZWVFw+FQH/vYx9RoNCIuV6vV2KMMW4SYI7afnZ3pxRdf1B/+4R8G0bWzs5NZ+ur7nCF+IGd484BxrlQqoXRi/CBP3njjDZ2cnOjmzZuRC9gOY3t7O8Ye1RZjwUoTfIe8Df7Fz6SUUHMihpjpjSiwAvnFiaCpqSnV63Xt7OzEM37yk58MAQDLp5IkiT2HIFuk9MAnJ8uxMe4b3OW4DZsBa5D3GKOZmRmtrq5qZ2cnGlvMZ7VajT2QyCs0ElgiB3YiH9CI8KVu3oAkr2F3PMve3p7m5+d1+/ZtjUYjra6uqlwuhwpwbW0t4tD9+/fV6/UCO/ys1yNBCEnp0g8nafi9pExwAQwwQAAZGEMA9mAwiGRJ4YhBMvmw+AD9wWAQO/+701MQ+JrAUqkUS2wAIbB6BwcHIT9m+RcJg2LG5Z0EEIAVx7djJMizJycntbq6GhvcUtQ62URRJI2VJJ1OR7du3VKSJLp48aJqtVqm0wg4dMDkgcU3FcVAndGkACf5uUxPGhfCrVZLMzMzkYDu3bun6elpzc/Pa3p6OjY+3t/fV7fb1d7enkajkVZWVjJH03rSxfG5D5dMElAIBgRRurjtdjuKIRQdExMTIeXzziTX4vsIXIPBQI1GI2yQ6+zv72fuzbtM7DVAscIaW5dFMnfYDsFFSpcG4gMOSmHFfckICYxruwIBQgM7cpLSO8FOPmIzgC2C+fn5+MQMTrshIUC2+FigOuJ6zI2vQ8beKAwkxb48LiXme9nvBTKNThx+dXp6qnv37unk5ESLi4tB9BGAkyQJXx6NRrFfFx1/rsW8ktyZc4pfbBRfJGEAIgEVkLLuiw40KRhcRfLRS5kkKaXxTkq7Z/4exs47+65I9Y6+EzL4FvYIGU9x6oUEMcY7cryIR9iQK0B5OQFF1w874Ho8q5QS2/zOlX3Hx8daWVkJBSjgBjumSMH/6Z4tLy9rd3dXr732mhYWFkLZRmyhIMefXB2CKg8/4MUzeSHEePrSIVe8OMHLuNEE6ff7WllZiRxxdnamvb09TU6me3qhpiO+4lP4KfbgS7aIE5AhzBWECPmM4gi/JgdgexRd/P/JyYl6vZ7m5uYin/C9DlIhv8kjAHfsks94kUnXOU9+eOEJ7oAIc7zhCgfux23WVU9cEyIHfEG8czuGyKJIcNUA8+AFhi+zIzdjY9408diOj1BMOagnZ5JrsDOujQ8SJ2gwUciSE/v9vpaWliL/o2I+ODiIzanBcJCk5HEfZ/ILhaYXvuRpSCD2w8yTgq7M9qVtPDvf99ErfREz2UwZkh1boJngzQVIO15gH2IE+UNSJp56IYwC0JeYuxqMPOHLNcHS5+fjpezcL7nq7OwsTp5zRZBjJezMbYym92CQ7rGzuLioJEm0u7ur69eva2trS2tra7p3717YED6Cz7p6//nnn9err76qL3/5y9rc3NTu7m6m/sGHwcweDxkv1CNcj0NkGH/iEeQn/sn/7e/vq1qt6ubNmzo+PtaTTz6per2ubrert99+O4hzSPyFhQX90i/9kh5//HH94z/+Y9QZ4GXUmo4rJIXvkRNQTHKfPB/20+v1ombjRdyEUCKmscy0XC6r0+no3r17unLlSix5A1tzLT5DDGAsIO2wq3K5rKmp8V6tEF0cNtBsNuPAmd3d3WjgsH0IqlDyPvvisfG/N3+kdIk590BupcENniKve62ez3lOcKLMKRaL2t3d1cc//vGMsoctRWiOMZfUkK64dKLPlcKe33gW5o1c4ios9onCt46OjtRoNHT58mX98Ic/jDzSarUCA3HyF3PoS8V48V7m13MXf3Pogq8WcaX2cDjUwsKCms2m7t69G+QVz9rv96NpRMz7Wa9HghDKd5EcAPMAOCtBx8EchkqCldJ9WjBeX89KZ4ABcgCIAVPweUcBAObAnqU6AE9ICVQ0gETIKu+2ERwB6O78fqwfexTgaJ1OJ2RkkEUkKIp47ntvb0/3799XoTBe4+jdBwwTUOiFjhcOOD3SOjqngCGXugKcCGweqDB6SJFerxend925c0dSupfMlStXMkoWwCb2gGSQIEJ3FWN3xZQTVgR3VFgQiaizCPCSgqXl2TjFhlNmYIOdvMxL/rgOAZB5Itl3u90ouDjSE9uG4WfMsVeOO+YZfRkapJWTeq5ecyKvVCplvmM0GkXHBxuno+1L0Ch+KEQdAAOMS6V06Rp+MzMzo3q9rpOT8ckH2DidBAfu3Cegm+LKO3t8jvnyDvJwOIx9r5aWlrS5uRlBHVv0fT92dnYirrjyzOec55AUMcmLScbQJek8AzEOEoylJ14gcQ0KR/znI4XQ+OWg2zuQFIK+BMSVo4w/xRPzQ7wEfLpE2RWjrqTj5eAZsC6ly4VdUeMqPM9LDhYhElH4QTD6nlZSdvkTwJn46PH7ypUrcQIi16RTzdp6lDSclgSwqVQqEcechMLWnaQgbr7bUjyKAMhOnp9cyvxQNJyensb9Ojhjrnz/AMatXq9nCAaWdPM9xEYHiMyzz7cX13RueX46dBR0xWIxNmsG+PLsXmAydhQD/j5e2CxEuS+JB+s4mYSdk5td7eWEEl37Xq+nSqUSxBVj4mQdeZVrYb+ec8A9jonImwD+PAHHNRx85xWhXlS0223Nz8+r1WoF0cg18Hsntpwcc+We+xk2QVNDSpf+QNKQcycnJ9Xr9dRsNmMTcDAXmK3dbseyO28SudqBEyTJsa7i8KLI59eblNwfdsP8OKELucV4vBfI/7C+nLiUFLEGoo2Y4LhbUsa+8GNyhivlnNTAhiEw8QNfJUBTwolm4hbvRa3uzW98wfGCpMg7/Bvil/fhk8SPqakpdbvd2CuTFQ6NRkPLy8vqdruRz7x5Rdy8dOmSDg8P9bGPfUz7+/u6ceNG2KEX2WAdfia3eqPf4xy2TqwBu6Lk9EYJtdnu7q4k6fbt26GoW11d1erqqqampjQzM6Onnnoq9vr67ne/G7mffOfNDpSI3DMFNzWP5yNIIf4N/sRfycEodqmF3N48djDW3W5XCwsLmfqXP/g6m2XnG4/EDdQ9vpyQ+FSv13V6ehoENHPbaDTU7/d1cHAQ8wCGcvUcpBEHwfT7fdXr9UzdC2lOLnBC21c+uF8SE30s8LHV1dXwsdXVVe3u7kZMXV1d1eXLlzUYDHTr1i11Op0MvvIGFRjCm4LcA1ux+OnYksJveC7eu7y8rLt372pqakqvvfZaHOpwcHAQJ9o98cQTcex8uVwOxTanae7v70ejy5XMjL03PRg/j1mDwSDURqVSSdvb2/EMqJEYWxeh/LzXI0EISWmAcDYeQ2DyPLjkjYtE6QoRT8b8O0mSjPTXO14uGXcCgWvAIrsKB8ICYya4e1EHU4tM2aXyADkAAcHKSSC6pTCrvlFXvV6PAEFHmEJ5enpaGxsbOjk50crKSgA19kWAtfSNenFG77SXSqVQZzgj7qQHz7S3t6epqakorCEwIMYIVgDBbrerJEm0uLgY4+qFH8oTtwVIHpKpND5WfmFhIT6Lo3B/kjLFFsvnzs/Ptbq6GieY+PHwdNZ9uR6KDubqwYMHkWC5PxLZ+fl55jhIJzg9SfPM2A8/s7QIeyAB8Hk2thuNRrHHDkSKlBYbc3NzOjkZHzvPfj6AbYg2kgNjxd4IvV4vbNMZf4gqnntiYkKLi4sZBvqtt97SjRs3YnP0Uqmk9fV1LS4uanV1NYhSngc7ZKz5GaKRuUU95/Jsiku6MJOTkyFFfvDggZIk0dzcXHR/KRrb7XZ0knwNfqVSieTnXTwnxFylBCCiyOC5PMh7h50uIGviKdI5UQY7Z2w/eqWbhXohi/260iEvuwWYABy9+Kewxv4Hg0HEa4AooBfbRr3jyw19eRQkvqvp3M75bkkZwMQzesHu6g/ykBd/xFEpXTfPZ9bW1tTpdCKPODHO8wO433jjDY1GI9Xr9YwKATKkXC6HvB5Q4gosxhnbR6HoG4BTdBNfXYHFPDKvHOvNuHtDhlzte3RATHl3PQ8AXQ3GtYjXxHuALLbU6/W0uLgYJDJLUSjqeB5vWjFf5KadnZ1oHIETkI/n1cpOYvJ+8izzjWLFl8N7M8hVV5x06SSUg0rmLW9XxD5slfHCNr1b7KQqoNnVZ/iQNCZoaBTw752dnQxZPj8/r/39fUmKZdf1ej3mk441jTDGCTviZ89TTrrS+cX2mSv27xmNxsuAOGq7XC7H5qFgG2yNmITto07gdw7qpaz6QkpPnqR5yPhSEBEbKJSxESepGQfvPH+YX/gUfk0j0lW+ECuMIX7pvgEp5NiOHM/cQFC4soU45aSBq4vwM7YpIKaA4cG23rQl75CfKN6pSbxxhp84bvAT1TqdTuSMer2u+fl53blzR2tra7GfDPGEcavX65qdndUrr7yiL3zhC3r55ZcDYx8dHcVpUQsLC7H83hvuNFvBcoyLk1gQKq4URy1IXUhtI6WKUlRDnU5H6+vr0WR2TEasLxQKarfb7yiOUa0znpIyNQ8x1DErvl4qlfTgwQNdv349FCCc8CUp/LZYLEZDxhXlbO9x48aNIPk81zneQAnvKwogvH3PN+wBgoZ5xy45rITYxHegGnLFY/5AFcgz7AkMRb3ktbo0xjjsyYp94nOzs7Nx0AHKIGq+q1evRk1QKpX0zW9+U1/60pfUarV0fHys27dvq9fr6emnn9azzz6rn/70p3EaGrHZFUDcG/HU99NiRYCU7umKr0HmcrroG2+8oaOjI62tren4+DiEFlNTU0FKNhqNzKoT6j+wAoQwTeput5sh+ajLvfbyHDcYDKLZyNwcHR1pYWEhVEHe8HJS673yxCNBCCEN9ABKQY3BAtgpEHnxOx7SZV4O+L2o5j0EGNj+vDKBe2PQYem5T4IR12LiSEBMBECcJVSSwmkBHyQf/w46lTDwBMmzs7MoYtlsa3JyvHM9RxsiX2OfGWRmrLVnydn+/n44MIEPgIQKgxcsNXMCIAS0lUql2MiN9cwEPQoREizfwbHpBBjGmoTt3V7mmEDoQKxer8cGi6g+GC+egSIBVU+hUIi1vxAQvmkcDksAZy7K5bIuXryov/u7v1Oj0YhldQQgAia2CvkHaCMgAqxdRUXSh+SUFHOE3XmRgIwUkpAiGEkygQNbPz4+Dr9g3l31wv5b7JmElJfCifv2Io5kD5AYDofa2NhQo9GI5WNc4/79+5F86PyenJxEZwy/dNmtAxsCOeQufu2JnI6TP9fZ2fjoS45YRXp5enoaZCmvYrGYCdDuB8hFKZaIGRSkEKuVSiWj7GBeiUcorGZnZzOxgbkCfPpzfNhfFKYO5ilIJQXRC+HhfuJyZM8Z+TzhBAHv8y4g8ZmCmJjtHVJUgE72UCxyv3nSG/sCMAGmySuQnb6EjNxEYVCpVGK/HQBspVKJdfh0yZAgc51Go6GdnR1Vq9XYMyffyfQTbHx/NQCGF7WoWOgqeofTx5znAuw76QHRxgknxBh8g2ZCtVqNjYApzIiVrrDAh1mG537I2JMjpfT0IOZzbm5OW1tbmZMVIR59GTAqAIj3y5cv6xvf+IaWl5eDtId0p0nkxQnzSfx2xQj3Q27DVl0t7TZLsUt+8yXzzCv73GCLPn7MravvpPSEOH5/enoae66BI1i65t1fiB06yN1uNwpgaby8HVtaXV3VwcGBfvjDH0Zs5/tpgLk6hmfyhhY51/eR4UWukbKb9nKSULvdjmK42WxGMw+cQKPOiyWUEa46cKVInjxgLn3MHcuCH/EVV4f50riPcsQ7X4wHeMILIychnEzNjzfzDNYgnxO/ifnsD0rcYk5oDPICH/AeXn4cO/6LDxOz+ZlYQE7LNzggTHwvojwZVavVMs29yclJXbt2TYeHh9rZ2YntAKrVqu7duxdk0I9+9CN9+tOf1u3btyOXci/Y4t7eXth+nnhjCZ4/pxNG+IYrTPhe8rYrefie/f191et1tdtt3bx5U8PhMPaAo2HSaDSigUmhTj1IDs7nZd8XFXvwZgIKYJYS9Xo9PXjwQFevXtXOzk7m1EGewQle4kStVtOXv/xl/eVf/qXW1ta0u7ubaU66colY7wpRyCCvK3xJN/UcNlmr1TKxC/zBGEjpqgLiGaRVqVQKbDwxMRG43XEMcdX3qUU1yUE9EDOceu3+MBgMNDc3p5s3b6pcLqvRaGhhYUG//uu/rrfffjtDhFy6dEmvvPKKvvKVr2hxcVHNZjPTvCOXevMjv9wWwgb/8RUVNPbOz8cbR3Oi9MTEhLa2trSyshJ8BSd6vfnmmyEiAC+hIMQXXRVIEwWMRMPbFezMOxtJO5ENMTozM6NGoxENeGwf4QD5h5rk3V6PBCEEwJNSJpz1cQRX2EccESaTwpbgTjCTUtk6gBDDBWRRpFGoOaMM8wpoTZIkVAruPMhKAXZeyKGsgTBxZ/FuIAwuTo7BE1DpgDlAPzo6Urfb1e7ursrlcoB7ZGTdbjcKV05LwXAg1BhjSTF+dM3oDHJvJA7ux9UogFLuGdaUYAUolZT5N0ERwgRQ5lJVX/7G3zgOXRrWvhaLxVDwEAicKJRSuTgJd3t7W9evXw/Glq4zxQl7GWCjtVpNly5d0re+9S1tbGzomWeeiaRGkPKNu5yRJklSUFDIEKQAxs7cA7ZxaMZYSiX3JF3kwQcHB0HkVCqVCITYeaVSkaQgfVy6iTLIN+rEFlzKScHAXOMbrVZLd+7c0eTkpB5//PGw9YODgyA99vf3de3atSgsSbAO9LF3OgTe3eXabsPMmXfauebExEQ8F8GRIM698/wuZSU2+IalFK48S5KMTx5C0QDoY7kf9+pdcgqbdyOc8AHAi292/tEruzeMS3vxb+YQsENC5eUKT/8+SeEfzLODZgoCACEAizjhS7m88PClSxSsEEMUddgFwABiIl8Y4oM8tyubRqN0fzuejfwJQCZfoS6haAC8UrzzWYpYcqLHLuya8fEmDXNC3vUCDL/2AsjnwBW7EEdSetIo44WqjqKC7/ETOxgzYim4Ah8GL3Bd7ITnInYcHh7q6aef1u3bt2MMIH3ITz5n5+fp6Wc/+MEP9JOf/ERPPfVUPBOdZd+byPELY4TdOOl2cHCgWq2WOXCDeSaOgD3AOvklx16QQTT0+/1QlzGf2B85mYKIeMgcMtdOTnkeZ0zm5uYiX/V6PbVardj7gf0TAMQHBwe6cuWKtra2tLe3p9nZ2RhfbNx9Et+BOKQIcBzl5C7vdyyCeuH09DTUvwsLC7p7924sAQPf8byMISqF+fl59fv9DCHHveC/jA9FCHjONyfmOk5Wuz17kQkZ6ITXh/3l5Am+5R161BNgRd/I25UtjLOUqjHxf3wVQo4awrcRoLGVV1w6wYQKGf/yBjhYxZU4KAeclPbP5POebzuRJEksK8Ju2S+rVqvFXiSdTid8mLzx/PPPx7HkvV4vozBnzMifPBcnJBNzHUsnSRLkPPmDhibEJ+QcWxfQ0PSYLqUKKBrCzDcNYHIzfuQ4Av8Ce0HQed5nzrgePkgO5UTMZ599VhcuXIhNjguFQiiyqAshCi9cuKDPfe5zevLJJ/Vnf/Zn+v3f/3391V/9VdgQxA52A0nFeLkyZGJiIuKa43RwKnkVLI49ErOJ0fiLExXEMhrh1Fz8Acu2Wq0MVue7uYdWq5XJKdTkTmwOBgNdv349NnC+efOmPv3pT0uSvvvd74Z4oFaraXl5WYeHh/qVX/kV9ft9ra+vx96w+KSTMPgWWASykRoHDIltOnZhvMH4Ozs7KhbHS8fn5ubC1zYens6GjRIvIP8QRpAPiPeQf9gM9dTp6WlmuTc2T2zD9yWFmAG/ZM5plEJAvdfrn00IJUlSlPRDSZuj0egrSZLMS/o/JT0uaUPSfz8ajdoP3/sfJP0bSeeS/qfRaPTCe303ziUpgE2emceBmUA24ONnSCJfOsZ3A7pYJsTE+Np+Aj8An4nhe3A6iBDAk5SuU2fSSdTD4TB2ZafopUPKNbkuAY4OqwcoOt48O0Uqzw+rXiwWYwPis7OzkKljBBMTExmgxPdhmBAP3CfOQACD5cRAeU42ZQa8TE9Pq9VqZTZr9vEeDofvUFQQXAnmBD/vbFCwMMZO8rjyy5le78gRTJyNPTg40Pb2ttbX1yPA0Z2mE8fYUyR87Wtf02Aw0NLSkk5PTzPScV9+4F0RJKmMG7aBCgwn5z10YP3+HdhDgjFeqMwODw9j2QfLoBin4XCow8PD6MwiV4WUZMwAPgTphz6d6V5jtzw7z7e/v6/V1VVJ6b4jFDFzc3Ox5PFb3/qWVlZWYi5Z9+3BDzvBPokNBEHUW1zr5OQkNukGfLBvSqPRCDUdaj/Ah28GC4AhETso8aRJECb+UOQANIlpPjdeFLv/+BIi5t0l1q5eetRf72eekFJSGHIAUE5iJSECSki+AFHmkrjoKgPvqLhaCLLXO4WoD6TsJs/MGcWGk0DkD3IM8dCJHe/64GfexSQv8Sx5Aojv99jgeQygODMzo1arpdFovEwMJSn5hpzmcdYLDUA+8e7d1Fs0GACJ5C1OaeSUL+YMYEr8ZK885pA8RGOD8WI+yQH5k8O8+wiO8HhNnCAfQWowt2dn4yPAP/GJT+jVV1/V0tJSFCgsJfNTRrC7v/3bv1WxWNQTTzyRIdZcicOckW+5LmCQJeROLEKSgY+YA16Mg6Qgb5gPsBBEfj4/SumpZF4UuxKHJZWutMIHIMbcDx2DjUYj7e/vq9lsRoELEYI9OTZaXV1Vq9WKQgcbZe5dhZR/fm/AAegZW343NTUVJ9V41xY8Q/72hg8kJD6FLZXL5djDwfEi3+uYzm2McXa1Ct+PP3Edz0MWc39e2HykXu93jvA4XyymymhsEBKI8ZUUtuwKAuwedaQrDcgvqA6xZeyIXE9ByDWxQSf78W2KROYYrIePgaWwDcf5EE98B/6Bf2NXUkqWObnR6XTU6XQ0Go1ULpe1uLgYuQCyeGNjQ5JiOWehUIimhjcwuY5vRYHNU6fQ6KRxQ846Oxuf8Mi8OGnryj9IbJaXUdD7kjLqQieGPa57c8LJVBQg5D7inqSoI91nsZ/BYKBPfOIT+vrXv64vfelLevXVV3X37t2odVg6dXZ2pqWlpaiv7t69q9/8zd/UN7/5zdhzyIlut2cfK3KH2zX3zzN684j9bVixQk6WlMEHjBXYe2FhQfV6XbVaTdVqNUMqNBoNbW9vq9lsxtYe7FWFGMLzgzefweJO2LI0+OTkRFtbWxH/9/b24tlQcJ6fj09/fOyxx2JFBvaWV26CIXg5kf+zmjPkERoF9+7dU7FY1Pz8vK5evar79+/HvJyenqrdbsc+sI7dUcVC/rO36eihypoxYM5QUblqiTqcnEK+I69Iijrj4OAgMIET4PjQe73+cxRCvyfpp5KqD//97yX936PR6D8mSfLvH/773yVJ8oykfy3plyStSfrbJEmeGo1GP3NnVAYQ1g5ZIUoLwApgiInGuHg/g4fBYli++TKA0oMz6hQKfi8ECLoMJOQMxuWnTfAegATOS7ECoAOgSekR9IAFCgu+E2afZ+a5AEw4mpMJTqS4MoFAxslrqBi4T1cPwdKze7qPGSwnBk6SotBJkkTVajUKAu6XscJBcASAHYmJMXbgTkIjkVNoMDckfpZXwYAj/eZ9XvzhWHfv3g3lT7/fjzWt3klaXl7W/v6+Xn75ZSVJopWVlTghDcDhQJw9BkiCOCdjBwkkpUsmmScpZdA9mNzwQ1wAACAASURBVPEeQKrbGcQGpB8Fa6fTia7KxYsX40jC4XCovb29UIAxj66+wlbportEHb+BIAQQr6ysxPI1itXZ2dl4H0c2srSQPwREyBAvwvETTs3Bd/r9fibAwYRz//gxCandbgfJBxHHdxE3mB/8Efv0wtf3TsJ/UF7ku5H4Dj97svG44cUdycAVKh+g1/uWJ6S0UJ6YmAhiF/KFeOJ+xZzxd77AojhG+YgNuLwW1YQXa37Sg5PY2J2kiNnYLioYCF3u34tVAKqrI72LJ6V7iDEWFCrenZPSZU/ECOwJAA+YcAUVhQIkAeNGgybfDedesG/ezxIAbBxg5eQQ6jdXPeEDzIefRsI8MCYsJ6Ory8s78NiENyS8CKCD7HPlOZBCo91ua319XWdnZ9rY2NDZ2Znm5+cDiK6tren8fLzp5+bmpu7fv6+DgwNdu3ZNUoob8mAOQO/7G7jaCam9q9dQNLiC2Z8FzOKdZXIJf1ANFwoFLSwsxOkoSZLEvg4nJyeh6iGWQ4Azj/gStsh9+bw66QRGePDggZaXl+OZ8C+egT2rKBDJ906G8YyMmatpIETxKezGiTgpVXDk7Z9YgR1Dznk3G79jPr244juw4XK5HKePegMI+2L+wHX4DjjCiz0wrBPIHzB10PueI1yd5U0V4our2jxOuIIEDOhEInMKUYTPEsvxU/6msYMPkAu4luMFFN6QC/zbyW/m2+sScJAr8rhn3u8KNFekOnYtFApx6h1+NhymS8y86Up+JDYzxtwnRJHHCPIGtswKD3B2qVSKveeI9fgZPlKpVKKOWFpaCrVIt9tVt9uNz+YbK+RpYohjNcaOpf8QU1NTU5nmHPMIXiDnMqfD4VB37tzRl7/8Zb300kv64he/qLW1Nb322muBDwqFgiqVij75yU/qJz/5iTY2NvTZz35WL774ora2tjQ5OT7kgb2IqBXYgoDnoy5B7cP4Soq47vXocDiM1Qg0ocgJ2CK51htpU1Pjo98rlYouXLig1157LfZgun79uq5cuaLV1VU1m03duXMn5uHChQvRhCUms9yd+yeXEXPJOxcvXoxleFevXtWbb76pwWAQS913d3eD3KpWq3rrrbe0t7cXGznjn4yF+w3cAHEUnwDbUTuDfWg60jSg7pqentaVK1eCo/ADgFzocHo63sSbxojv54dPOXakocTercQIx6X4c7FYDHtEZYjCC2xKbqWecGL43V7/LEIoSZJLkv6VpP9V0v/88Nf/naQvPvz5f5P0/0r6dw9//3+MRqMTSbeTJHlb0vOSvvezvp8b9OIKNsu7vwwQQY1BJqkT/GF2YZAJduzbAYvvMjUCO8UvAR6wCJjjMxRyvlbQCwsneQBaSB5JShgGRupFgC8x8OCcT1wAJUDh6elpMOyMH4VtuVyWlDL3ABwSnQNivo/PAn74PPeGygXHg7iYnZ2NYgMjJiGy38PMzIy63W6mM8l88V6KcZwWZhsnADQxpmygDABdWloKxp0OM4mQa5ZKJb344ov6+Mc/ruvXr2tubi6KIgDw9773vVjSxbHl2BNqGgIff7BLnolnwZlJfi77c5skwGNvBCPv2mLrgOharRabY+7t7QVBBnkD8cVY812MN91d5gA7gAjhet7dRonG6TCMB4mXTUKxm93d3SAICaAALQohbElSgCSUW4A7ngl/5YUKgXH1DWF5YeOQjcwJc0XHgGVs+D92A9jhOE42b4UgpCDhGp6U+Jv7IqYBpOgmUbgCoB711/udJ5h3l/0SozwRc4KGg3kpXWIFIeGEr3dkpaxSFR/3PWYgC5xYocAHTEH0oSjzotWVN9xnXhFGjqCwzRej/Mz7iFk0CLiepIy/QqBQJDAOTp45MQLh5V01QAz3wPdDmPG9jDf+wuvk5CQ2Y6TAKZVK0VHkM4BZxsFzH8SZpLADP5WGzVcBQa7mdMIP0O3KEuI3hXm73Q4QSAzK2wxx6t69ezo+Ptby8nIUbgAywJ2TMx77AMtnZ+P9AqrVahRO5ElfXp1f9kK85v3eeXQVW7E4Xl69t7cX+2sQLzl9rtlsximY+JSUXVqJzUPM+J4fkH7kHQfK5B38lu9HwZskSeRtTpdDgYFdO7D1Jhu5xX3Dm4o0HLj/YnG8Z9zc3FymQJQUeAr7wq+4FrEHO2DM8Sc+AxZIkiSKTle8Y9OOX8lNYEjiETbLWJIXPwiv9ztHPLyGJAUGcVUFcYb553eufCYeU2AxH577Ub37KV+OQfhOJ57wdVcLE/N93sEN+A5+5xjRcw41h+crJ2z6/X7mSGtiHWoXcl2pVAr1An5z4cIF7e3tRc2QJ8nIs55DyUN5P3VFn6TwGW9KQ9iAKSGZwXMLCwuBi1CYtlotzc/Pa2lpSdvb27FcC9929RRxD+KZcRiNRrHvEEo/XowFjSjmgDiM/7KxdaFQ0G/91m/pL/7iL3TlyhU99thjkdukce578803tbKyogsXLugf/uEftL29HRiD+5cUeVZKDxQgP6FcI66/27ySi72xNDExEU1q5gVM72qkqakpra+vq16v69atWzo9PdXq6mo03rvdrl566SV99rOf1eTkpNbX1yMfUFehmPQaFR9D5UaMPTo60vLychBTg0F6eBCYpVgs6plnnlGj0YiTupIkib2XqtVqnF5Mc4Q4gP2BvbEL5tfHgJqS+fIVOSyZZOsN6kpW55D3sLfJyckQJaCawveJ5fAT1GrefOa+8spSXwZIHYQtuyqO+Ycr4Lne7fXPVQj9qaT/RVLFfndxNBptPzTE7SRJlh/+fl3S9+199x/+LvNKkuTfSvq3kuLoWAZeUmYpAEWmpDAkiIepqamQ7mGEzuIzYTgwL1QZeSbVVThOSuGYSIG5BwaaYOF7H1EcICMDrPKzlJ5AgPM6KUMhAaAl+EgKQ3NQBGkAWAScQGghJYOw4vkfzkemeOIZ+F5nxyk4cPzT09MotmdmZkLmzjGHBCFfz42z5o81971XKEhgg0lKPDPBwjuvkE04GEeV06Eh4QE8L126FCeJ3L9/X81mU9euXdPMzEw4fKPRCFA8PT2thYWFDCA/PU03HkNRhfNzn9g0wY2xG41GoXpxJQjSTFeZkNApSAgYSNqdGOp0OkEAEkzZV2pnZ0fz8/NRrAAGSKAEDeyVcSeQAE4JpJ1OJyTABHsAAbb32GOPaWtrSycnJ7p+/bq63W58jvXU+Y3OJUWH1Tdn9C4cHQgnlVBfeBcIAhGwTpcOkEegdcUURZSTfA7quD5xiT2hSKauUpAU63j9xDS+R8p2ePhOV0B9AF7va56AqCVBAtbxdeIGsc+JI37vhRSqODYah2z3bjLfI6UFBp/1pYMUhk6Ae2HCe5x8gPQASPN5byxIWXm7lCWreC7uyUG5q2N8TzBACyCcpgbAxPNG/vukFNg7MUwslJRRF3H/jAH3TgcLUpROtZPpzBsADcDsCgpXT3mhxdhSfHvR0e/3M2ovbzygvsA/+X+k3CcnJ3ryySe1ubkZ/j09Pa2dnR3V63XduXNHpVIpTgClWAAzAPoYBy9GuZ+HvqKpqanIk3yW97l9QTJ6rKFI8+Wu2DT5BiUny9rxA+xseXlZd+7cCXKGXMt80HwgT7hazjePxY+Oj4918eJF7e3thb2Bpzi++Ac/+IGuXbsWOYD8RJFMUUFTz5sp2BlED2MONgMjMN9uX/iEk6v4A/aJn1GYuTLNm02ulMBH8T9ikxduzC/P5Sogj2/kDnADscXVdh+A1y88R0jZPPHwe8IuKEKJGe+mGGLv0V6vF/OPL1E7gBnwXScHaGBRK+QLOycsnUDBBqT0sBCuxb44rnKgIcp9+3J3vt/rB2oQVxVK6XHpLFmhYHblJwoJaXxIBkok3ksOA5t6U8HziReg5B9JEYvzhS5z5oTOwsJCYGJqC/ZCOjk5UbvdVqVS0fr6esRrV+ThJ8QhmrmQTlyHe4BAQwUGKQvOmJ4eH2owPz+fUUbu7Oyo2WxqZ2dHv/qrv6qbN2/q5s2bqtfrcYT6q6++qunpae3t7enk5ESbm5s6PT2NGEtDhBhF3GDcGGsIZbcfbB5VPnmauMlzOxlPnSYpg+PJB/v7+xGL9vb2NDk5PhDgySef1MTEhG7duhUqSupUxp2TNL3hRX5hjomHfK7T6WhtbS1wB897dHSkS5cu6eLFi/rUpz6lb3/729rf31e1Wo393lgRxL0TS111TV50QoZ/O17CH1A34W8XLlzQ7Oxs1IVHR0eq1+uBJ6n5wflJkkRjhXF0ZRY2R1whztDUwi69GUC+kVJBCXPtsY3/58/PyxM/lxBKkuQrknZHo9ErSZJ88ee9X9K70U/v0CiNRqOvSfqaJK2vr48kvWPTZkAh5Ix3ynFKjBwWjqVIDBKKg7Ozs8y+HHRvpXSJl8vt/VQVL9i8k4dhOwONI/uSNAgNDNwlYjgmTg3IoatG0CKhYGCoqAqFQiQXJ5Bwdu7Ru3x8F8ZOZ5SAScLx5Tr8TKCEGOI0Fd+AkwRFMul0OlFo03XgO5048OIa9RPJzOeb4MXcIe0kqHAcph9f2Wq1VC6XNT8/H90aiil2v6c4uXnzpqRx4O33+1pcXAwnJhEQjB0ocw8kYu92e5EDIUfwPD4+Dgdn/AAmfM4TPsQm9tBsNjNdcEg1pOoutyVJePcbG8DuCDj4Cs+KL2Ino9EoZKAE7NnZWc3NzYWy6vj4WN/+9rdVKBR0/fp1lUolbWxsBKAvl8s6ODhQr9dTtVrV+fl5JH4CsdsXv8fn6d47SMJnCfyAG/xPUuzE78CAk3i8m8x38sz5BOsFF50t7J7PkJT4P4IzQNLJDSfnSEBOZD+qr3+JPPHYY4+NSKSeUIkBrrQEZABgAZzETJfpP7z/+JtizZcn56X4xHrm0u/Lu5MQ1PY8AYCZc64F2ECFgCKJeMjnnBwC7HpB6QWnx39eDhr4GQLeQRE+5FJ1Kd0PAmKN7yePoPxcXl7WYDAIZQ5dSe7NgRD2TjHFM3I/h4eHsZeFL0lyH3WFBgpW4huxi9zhhRu+S4EXBpqkm3k7cd5sNrW4uKidnZ34/OTkpPb29iKnlsvljN1BmADu84QdhBRzwbhBsOSLBFeIMo+uYiN2YKPkB67BZ2hWnZ6ON8memJjQ9va25ufnVSwWNTc3FypI368K4p7vB094se3FIKCeeaFrKSlypneya7WaWq2W2u12RrnD57EB5ptxczLQSTHmG/UPRAzx3NUPPq7YFXaKT7iP88x81lVB3JMrvCCrnMACs7pizZsz2IqTsNwfY+/NwUfx9X7lCCmbJwqFwoh4mc/T4EkwPTEMTETsgaRFlc2/mW+Pt9gszV1O8/X9RCATmHvskaXmYBwUPQ+fSf4cTtZICuyF7fBMKBmIi0mSBHnraj6PQ9ghcUVS1EvgLMhViNkkSTIbFPtKBn+PK6MhXriG1w9nZ+NluMPhME5+In7S7JycnNTdu3czcYyxQZ0zOzsb+Wd3dzfGlcYpDQGe2ccYTAgBLaWHVvB+DmSgOUvBDuZGcXnjxg3V63V97GMfkzSuA5eWluJ9SZJoZ2cnCATULJIysRs8T8wgjpNzpbShyfxQE2ILHpd8NYc0rs88z+MLxLvd3V21Wi1dvHgxFDKzs7Pa3t6OpvPOzk7si0TtwnfmY6tvNO7kK4QJWB3Sjz0OC4WCut2url+/rl6vp+3tbS0vL8cBBPfv38+okImVvhWKrxhyfMhBG9RhYHDPv/gOP7PCQ1LmICGIXuKx1+HcF88MSYM4w/2bHO4EG41C8g28hudhXn7fYF1OoP1Zr3+OQuhXJP23SZL8uqRpSdUkSf53SQ+SJFl9yOivStp9+P77ki7b5y9J2nqvCwD6mDjAIEaNA/By0giiA0flWFgmAyfyxMl34VwoSHAYDJLkQUeP4o7P4DjuaDgVwcMlfzwrR5d6kOX6TCJkkKTYf8UJHAKAJwlPTBigd+dIRoAVxtlBjT8/zuVraH251dnZmZrNZiQNktvZ2VnsVwRZ4Mt4CEDlclkLCwuhEOJ+UTGxpw1zKKVEIPflgVBS2ALkFN09lo5BWqAWIpmVSiUtLS3FsYIkkJWVlbAdFEMAsuEw3Y+J8cA+sF+WtQH8HTg4ow85wIlxTmR4156gQGeAfR64xv7+fqhULl68GMVYt9vV+fn4pBcSGcc5QqLS7ZmYmIhuJ/fI3LstDIfDWHbIpmmVSiVkt8XieAnW5z//+ejWIo0FsLP5OEQjSYTlHhBa2DhkGoTTcDgMAunk5ESVSiXAAWy8P4937CjAeVFUAQhdPs4c0alhDCQFmYZfuUoRFRHdZ8YBu8VnKTII4JCP2MsH4PW+5wlsnw4KBbyPmQNQPoM/AfbwYwBDXsoO4egyeymNTdgUCRkSHht1KTk/OxGAfQAwWJbIvfizOlj1/RgctBGfkiSrYHVb9yLSO7t83hUd5CXGi/wnKXyUHENc8HgxGo1CGu3LAMgRxF+6iiwJklKJPM+5sLAQ3TX+H6zAEjKew8fN45QrZCiynRAnrwKAGTtisxc0vnSCa7K8gJzN/fMdnuOdqOI6/PH8zvv4LlezgC/c1p28yndhUZD43hmATs//Pi6QmSi5GE+6odgg9gRhRCHjzS8vRlAjXbp0KYMFaEZcu3YtOu34OPblihtJ71A94HvEWWwFm5TSGE6sZXy8gYY98V4KODCfF8W8l+YNPuDLBcAT3JcrgX3eKOBQu5MTfKx5TleZgG8/AK/3PUfwcnUK4+3KTezB7ckbtajowAIUjsw5sZhYSC4ixrmChryAPTu5xPy5krBQSJcDeU0CFiMGScrgSlcGERtYMcByJSk9wMWXTKGi9IYrNu3FMfbKe51AcmyKvRMr+T1xERumLpFSYpi5cd/sdrt6/PHHoxmLb5ZKJdVqNRUKBd26dUsrKyuxDJni3skPnsvrHGIV4y2lRT25i6Y9Bbk38yDbWR0gKQiLJ598Mp6t0+no9ddfj1y8t7eXqQG4F+zS6xDUSuBVSGzsEFslptFIBYsz106++P37EiswLv9/8eJFzc7Oxilh3rg8OjoKIoWlxtJYzb21tZVpZNMUQDnnJ4DxbDRb9vf3dfnyZb3xxhuq1+u6fPly1AZ37tzR7OysnnvuOd25cyfGitiZJEnm1MzRaHxwBqeg4TvUFdVqNXyc5XDUdr4EnxhB8w4bRXlNbuX/sHPfWJ4c4OQ/mI0cz9/gBs/VYBD82wlh5tubXWAh5qHX671n3Cy85/+OH/g/jEajS6PR6HGNN3j7f0aj0f8g6euSvvrwbV+V9H89/Pnrkv51kiRTSZJclfSkpJff6xokN+/M8HsCK07DwHjnj2PeUBQQ1DAUggpAhYmcmprKrO0HTBA86QZ54IbIkFJ1CpMJcUOwwfghnriXw8PDKGZRy5BcfJ08DHmxmK57ZYkcSYti1IsTilqewYt8QAQkiBNaBAYM8Pj4OBQlyEu9KyuNpaQwquw/A7lAUNzd3Q0nm5iY0NraWjz37u6ukiQJaeH09Phod0kh4y0WiyqXyyqXyzE+/hnUORByXtBjV+xKTyKcmBifwsWSI4I6a5HZMR+SxhNLt9vNdCidvOF4XEmxKagnPYpBlno5s8scdjqdkD5CrhE86ZQ8ePAgfME7SlNTU3rsscdik1NOEyoUxpuHYsdTU1MhA8aumGNsmYDGemFsysER163VaqrX69rc3NRbb72lf/qnfwqW/+joSG+88YZefvllbW9vx9Kw6enp8CUHJnRZCHCMHX6Gj7PUjPFbXFyUpNg7DD+R0uIf+ybmEGBh47F55obv8U6Mg3PAC8mHIOwkEonQY5oDEMA8sQFyi4TvpOOj+vqXyBOSglwhjhOTmR/vkjuRBvFBopWUiXUkavyaJaYAAQpL7yo5AeWdV65NYsbOHDy7+gaQxedcPeCkpasVeB+2zL05CcE9A8pdQcXLlyF5144mjKtkvbh2ooOig+dgDFyp5Z0qKfUXJ12SJAlyhXkdDAaZk6iYH1RVFFv4pfsXfyi2pTRnOwHoyx24T+I0nTt/ZtRbUvb0S+6ZMfQl3a4mcxWgd9cpViFNKDq8WeVEH8Q+hB3LH53Idn/ARtiPjbhJ59yVlh5ruX9yIXuceccaQvFnEVaMjy/JrdfrWlpaCl9sNBo6Pj6Ojjj7BlFQSgobAT/4uLhfOEmJbWK/+Ah52ZeeuWLLl3NxbZ7FG3PYS7/fj6Ie2+L/iEUAd7dLVBOMESQ218SXsTe+3wsAV0w8qq9/qRzB2ICdeOHbrpCUsjmZuQZrOUnEn0qlEh134o/nEeyVQt5P7yWeeyOQvVH4PLbo9+zKEJ6PmEKMcqIG23RlBvWE41VXEILvXR3DPYFjqUuILxBn+J2TPUmSbo3BUl/uEz+jwetEQ7/fj/eCD8FA+DBKm9PT0zghbXl5WXfv3tXU1JQuXrwYMZIYQhOFMUPBRbHsfkvRz1yAkyHz+DfPOhqN1O121W63dXh4GKsUbt++rRs3bmhrayvyabvdjuVGNHo8vjkhxjVGo1Gm3kE04MupqBN9L7mTk5OI4cRL8qj/zfXJUefn52q1WpKkzc1N7e7uqt1uR83K/c3MzISKHexcKpWi0UvuIk7lCW7sk7zDGG9sbKjRaOiJJ57QysqKGo2GTk9P9fjjj+vs7Ew3btyIpjcnfh0dHcUyaGpix1vEScaBvW95XnIc/ksOJN8haMDnnVym2VEoFGKDZ7ATxCT+R33uS93xayeq3Uchfphb3u+reKifmR/3QxoZ+fol//rPOWUs//qPkv5TkiT/RtJdSb/10EheT5LkP0n6iaQzSf/j6OecCkCg9F3rXX7I3xgTCRsyBOCFcTEwdFnoykAQuAzRATD7y6ByANAQQLmuq0Bg3wgsMJ98J5OMwTmY8qIDMMImXN71QeLsHVsMga4SAJn7didj/CAOPBnBXj6cuyi2GSeeAYAkKQpoCCUAj98/ewwkyXj9JAROv99Xq9XS3NxckEScJuInMZBgfEO5YrGoRqMRTkExQyfQQf7R0ZGq1WoAbO9oAMC9EPMlRgQ1QCdKFd7DXFGUOqnj+wX5sbw8K0TDcDgMcAyRyb24w/v+ECR8iCe6zgQtxtj3MRiNxsdGAuT99JV+vx/7GrF5IbbhoJek5Wo3yEiALGosJIkTExN688039Z3vfEelUilO+KtUKgHAASKQTSSzfDHDGMDWM190o5m3RqPxDimnK+g8cTo4BLRgQ3TUvDD0pXK8iB8Osjw+UQS4OoOgTKCmC+wJk8R0djbet+S9JJ4fgNcvLE9IKYAgFzB2/EySJOYzxgAnzwPELMbc92+g25cvxlzd4907Lwz9/ujqSHrH/2H/5AVIEnKGy4khrb2wLJVK8Qf7YblMfr8335OH8XJ1EAUHL95LHnLAzjgwjpAsFOpci+fg/RTvfA7ilaVknU4nQK/vl0C8r1ar2tvby8Rbb+SQIzx2MP6u7OU0GZ6NefbxoLOYL8j9bye5iJVuk64wyytryZPEJ7737OxMlUol4jnd7IODgwxJT773Jgj4wG0CQhP8Ajil0CkWx/tC+DLk2dlZ7e3tRYeUnEwOIX45MeokO+QW1yQ2grt4fuZ4cXExc1olYLpcLmcIGu+CexHOMzoJw7xzP4w/voSv+DIhx3juC/iuzznLg30/P/Ike/xwD2Axx24oA5gjx1D8Yexc4QcWwxfzBf4H9PULzRFOALsCDl+n2POGgWMffIiY4s0gV+e4+hM/8dxfrVajKejqDWycHI8tM5+uZnHC2JWCPBsYGbIGwgl79k2zpZTUxA+8vsJuaQyiHCeWYft8D/dHncJnabxDtJGLuI4rRKR0E3h8HD/zPDYxMaFmsxnX397ejgKfGgY/3tra0pNPPhl5GvKG1QHkg2KxGDEaAtFthOc8Pj6OkxgZc2om5o/6wrEIuJVVEJ1OR2dn44NvHjx4EOrGPDHl1yUnEVdodrMNiddoxFdiK1jHsQVLo5hPbNdjN/6C+p/3EXOOjo60vr6u4+NjbW1tRQPfj6T3uM+8MF5uQ/gKDVnIMf5sb28H8bW4uKiFhQUtLCzE5uFbW1shCMBu6vW6BoOBms1mxEVqMcfl3Cv5yslY5nJ2djZUNY4J+ONNEWoz7Il4QI4mfjBvYDZ8mesSY3xpJ77lBDA5BH9mzPOKM06o43u8IZh/JfnE9//Ha319ffS7v/u7GbDtTufB3SXeODCDCTHAv0ulUgQ1BgEwRSCUUqmjB3o6aYA4grAnCq7FRHNPvnREyhJY3EOeCSZB4LTOpnv3G0Pya/izOZnmUn8CCYmPgolOHgbry6zyrP/09HSs/2QMGQ9JmfEjwNJBQPnB3i04DIGMY/YA34wr3TySJSwsgcYl2x6UfU5ISnzeCyIchGdAeYVjO2PrydznxeeS5E3ngwDENRys8HsPQFzHSUPkwwB/wCiBx/fSopuRJElsdEZQA3RTAJRKpei80K1AdonslvtEQUaiB3gQbEke/BsQQlAlsXligMwBDJHYsWkUAIyXL/FwuyCxSGlngAIAv3KiC1/hGiRSOsoQnk7aEiOIAcyxkzl5pYArw9yHfAzeresmKRRCzMsf/MEfvDIajf6b9wij/9W/Ll++PPq93/u9iO8keZYXkjTdhzyO+d4znkewIezIu1qoyoip2Awg3Dt4TjI6sQRpSpJ3AM39eIPCO1nYGoQoRSj3DphyEOBHkjtBnt/ol+/1jjIFPuNF7iLmQZh6nCP+QbgCqPP+jk+wDJTOOM+wt7cXc0N3kZNkUHiSM/LKOc/nxAbGkbyKn+NTftKTk27YiZQeqMBy1FarpWq1GvFxZmYmNpAEdDlpgzKApg64hPhJDodcIU/TGe/3+0Fwe9GPrUPQQA55jnHy4PT0NI60xS8gYtrtdmCkTqejWq2mg4MDHR8fx+ecKHMc5gWqzzF+4/cHriGH0lUFA3S73Wh0UADxnTlHRgAAIABJREFUTBCjvrTLSUVXfpOnuE9fUlMqjU/7ASQD8t12pFTZ43mEAtaJJHwOcgv8ik3m842rgTyPUHS70o5nggyi+Ca+OY4djUb60z/9U929e/cDywr9ol5JkowgecHAEAeQqnnyGP+CBPVc4nmDz3qBhn9B+jkZiV+Ry1nOjy0S77gHsN1gMMhsiQBp79dzFRHxWVIm9pHfuD9sjxjteY5nzONeL1TZQwV8TAMw39Q6O0tPXkVRw5z4EitIKFdtcT3iRaVSyeRgVDaQG2yKzPVnZ2fjWhDpEGrEeJoC2AE1nYsFqD8YC/+ZMfSTRz3GeJ0I1vWlrTwved2V5V5X+HyDNRgHNvP3Zgb3TvMZbED8pAGKshR8zn5wUrofETHrmWeeUafT0a1bt1SpVLS8vKx2u61ut6uZmRk99dRTOj09VbPZ1OHhYRxedHp6GicMu6qb2I6tsVrAT5Jrt9uRN+fn59VqtaKpTM6iQQEZ5Mu4iI8eaxkLJx59OZWTboyv21S/388sfWcusUmaOTT3mTeUSN6Qx394kQsYf+zD1YLepPdnceznG+dTwzAmzOtDAvBd88R/iULoF/ryotjVCN7xJ5hIqfPxb8A2CRgW+N2WiUlpUUD3xuVlBA8SNN8Fq+0Tdn5+HkGe7yXYecfGyS6XkvOCAMAIeAacmvtE4cDfjIX/nC8uR6PRO44oxBF5PgoE3wAV4OrJjKVZgBMHZwSkg4ODODKWsV1eXtbCwoIkhSOzRIcldJAULtN2xc7Z2VlsFE3BRzD2zYDznVvURFwDBQagGSDLMxOsKKyYkyRJVK1Wg/mm+ENqC5nAGLqihKTgherExESopyCQ+Bz7UQwGA1Wr1QDZ3pFi+Rzvm56eji7GcDjU5uZmBFACC0kcVl9SPPtgMAgClcQJqGKcfIkWnXkADEQR40aniY23+b7p6WlVKpWwH1cx+L45sOsUWfiFJzPmDF8HREAukVSwA+yWREqiJECTgPi3S769o+W+QzHId0Ms8VzYCkDRTx2ENPQCkjiCr3on88P8wk9cPQN5CTFK98uTvgMr4goJ2wkM7AXChvGnaAc8YnvekfFina4j5JHvveBLtKS0iCZ5AyLwO97nihNXMQB28B2IRCfNeN7JycnwbyktWIlxUqp84f/pXOKD+BGAhPv3osPjJd/jsQsyhLlwQEdMY5zPz8/jVMR2u63BYLwnArmaMeTeyDnMJXNDDiXOOEhE2eH3RWwgT1DwkMfxayesXQmGTxMrGCds19Ww2AmflRSFJYQU98kz+QaYzD05EFKGfAI4dlwhpfshlMtltdvtINiI5fgUOMvVVNiiEzB8N/GWsfOcDC5hbPKFi6uyiLEUMPi+N/DwW1cy5IlL7wiDk7yJICmjHsKGwDvMMXYFDvX4zz0zF76X0vT0tDqdjhYWFjLqXYqN4XAYxKIvH3Hb4YWdOtGAfz8Kzd1H4eWqPm/cHRwcBLlHbiBO8T62i8CuaISNRqn6nff7Zyn48g0+Xh4zncihwCdulsvlTI4ibvFZYrHjYHAFvsZ3MgaOgfh+SB1X/1DEgxk9p0kpTnRMSE703FwoFCI3UnTnl695wxsc7oTphQsX1Ol0NDc3p9FovFxqdnZWzWZT09PTajabUYtcunRJjUZDJycn2t3dDSX69vZ2RtFF3cY1wbFgAF+p4Y0cb/4Rux0D+JYlzH/eFtkjx5uN1KPEF2/QeCMYO3IVujfiqSeIl64g4ZnJz443wQk0mJgDiIrBYKD19fXYy/XZZ5+NTbAvX76sxcXFOHSAbUF4Zuod1L88I1iKJgFYud1uZ37GTyqVSpxkyfLA1dXVUA0Vi0W1Wi3V6/VM84m5IRfyb8aP2i1J0tUWYCPGAR89ODiI2EHcJ7fgB8R1RCTn5+eZA3cYV0hG/ADCmVhP7UuNADZBiOHb1eA/5OZisRirTlgCml+KTNz7Wa9HghDCUAgkBFovCL1zDijyh6TY9PWS3pXF+LkOgHM4HEah52oaD3Zcy1UILt+HhcMJcDgHP0xCHqRLabcPsoD7BihioBQ+SZJEd5UkQKFAQJGUUSWxuzr3TyBgzD2BAlYwUifmeE7uIa/qYVxxxOFwGEecDwYDtVot3bx5M7on3Ge1Ws0ESK7v4+vdi8nJyTiyHkfBGXku7p3gyMulqAR3xpl7oEODwzEmdFP5HACNY95hjwGWEIDYGUQQYNyPJnTVmRd+3g3id1zHu4gnJydaWlqKjd4oAJ18YANqgCqEpgMfSdF9mZiYiCAD2JdSUs/JIZReACdXM+FXdFXwIU94zC/2CGAm0WFr9Xo9pJMUQAQ9/Go0GmWIKbcnVyChqoJslZQ5CtUTpncMKKb5GTuhA+2EGYUkgb9cLkcSgUT1biZ+SxIkTnzYX65CwXa9u44/kQS9++uye2zYX9iXEwOuAiDuepHpChmSN2oXKZVNewdWSveF4Gcnhcg9TjhQrJK/HIw6keSkAUCXzhfEOtfG5skFTpA78ZVXvDjZTqzibydymRcnk1BVUdQzj9LYZ6vVqqrVqm7duhXHkNM4mJoa70nnhBFAmNjuuMC7uWAEwJcrwLAb1IBeYBODKPi9MOc9UkpIO4GGDWEnvoyC7/aunRf/PM/p6Wl0JiFrsCePidgCBCbP4yo4xxzEIkglJ6XIv9gfm3Gi9JVSQslVKjw73804MPYHBweq1Wph01zPNwIFDHthSXx1Yp3iJU+4Mb/8PxgNe/Cczz0zF/zsTSLGE1uTFPfoilEnDbkHnoscXKvVMsVCvojm/icmJsLO3U6ICzw/WNFxhhfvH/YXc0xuldL9/yD6wFHYCIpl34qAF7HEFczkGHCiF/eOYVwtyXw6FnFy0VVHrtQAR3iM5nu8kUA85DuIw8Qq3+fKVU7kPsgabNTjIH4InmXsaE6gWPHxxV75m2chRnhjD2xbrVYDkw6Hw9g/ZmlpSaPRSDdv3tT6+rokxWEmZ2fpCWVXrlyJk8ioZ7g+9Rfz6eQYy57xbfAoCiQICGIuflcoFDKkmscV8KykWDpIDOH33rwkLjpm9cYUiixwDY0xfnbFCPNKbAAP82/3DY99LszY3d2Nk1J7vZ7m5+c1Go3UaDS0v7+ve/fuZY6pRw2UV0m6TZIrqDG80U6dSn3AKZP7+/tBhG5vb0csLBaLoepzrE0OZm6xf07vpgnMWHndhxCk1+sF6cg8+5495I18PIcAxX47nU5geW98eCMFe6Q2KhQKMV9OwCI+gYwiJhETSqVSLO+j/obI4rveK088EoSQpGDIGRgPFBgXTouR5ws7AgzfQ5B3B/X9OWDZXJnBdfJqEwJ3fh2gdyK9K+byyfwkOIABNOG8Lrmmg00AxmDpZHknxLtXOKAznUgzncHGcT1ROdkDaOY+6dJR6ACQcQhegE9pfKTh4eGhDg8PY021pFh7ShIBLHnCIvnA4BMgcXaOih8Mxnu+sD4YwoD5BZQzr4CFer0ezCvJENkicwiBAWnjxQFdoVKppPn5+QAQAE8PRCRqgjnJD7sDjHsHgDnEJr1QIzCx3wTBjwCLPczOzoYNOGvupAbPBPnh3XwAtxc75+fnEaCxjcFgEF1QgAyFotsagV5KWW5nrpMkXTtNwERFBcHnhA3LSrAXgjh2mVfBuUILZdfx8XEQxa4ik9I18viFk7B0hJ3EnJqaimsCfLhv71aQIL0QhSRyYsiTxof9lVdX0PWUlAFDxHrisxeKnrD5Di+emQfiDDGWucJ/vSDA1nmvqxC8+0wsAxRwTUAFz8h3Q1a66oDndVUSgNxVFcR5rs+LXMV7IGy9aeF/cx3iFfbOczop6+QE/klshVRl3CF5INXOzsZHjZ+fj5cI7O/vx/G2ktRqtbS0tBQbJ/t94ivEVWIYgAm7cFWXpAwZUSqVYk+16enpUGsA1lE6YhPe4HHFBrGQHE/MwIe9kcR9+95oLnPn/+nYE7exNVcc82IcfL69sULsIyfiO8QZVzexpIN96bBLJ8byBCF2KKXL8325CoSrE3NO+hCffZ7yuBAFBEUbz5D3b2/oQZDSNMO3nJj1OMPvvKmHvfJ9buteUOeLe3K4Pxtj5EoFCgUv7rkeBagvx+dv9qn5SCE0fjmGcPzufk/sxOa9YQP2z6vP/LRQ/ID4D4YiRzmxg7/wnW5rEIZekBK7wNvYhtuS5xTwiReBxI+Tk5OIH6PRKLPclc9ReBLLyVuudAKng1+ccPXGAKoPxoZYxf6hNHRoLjO+/OyY8/DwUP1+X4uLi0GuLC4u6sKFC5qfn9fdu3d1dHSkXq+nj3/843rw4IEmJia0vb2tmZkZdTqdGD+WMc3Ozmo0SpejuVqL+6WGdEIlrzLi/WCHs7P0tCrmG3shTs3OzsZck1epP5hjmpK+GTpxlaXx3vQhR5BHsTuuRW5gGSQxwutRYiR2w3xjY2CWyclJtVqtTCw6PT2NE4yJeTSewDs8j4+diwhoVlGbc31sYXd3N+4Zu8YHPN/xrHw/WI77hEhxXI1NT01NxfLswWAQOIMmN7bBM4F3vAnCITe9Xi+zzJT7wYewJeyLOfPGAjEMW/I4w5Yc8BjkXMeSzAE1LWR3ofDeJ409MoSQF74uLZRShYiTJ148E4wlZZIxAVFK9wIgUZCUMUxXp+RBDdf2oIkxk7QJct614n54H8ynK4IA7E4qYTjeoXbgyfUJJIAsJwKcGScA5YsKnpUk5AwnSc2JOcgcQLSUXUtLoHKp/erqamadLQoJ1gXzjKgrMHyAoi/XcCKBe4M1Z9xJmnkpMEQi8zkajQJE0a3medjYlO+RlNmnB7sgyTI3fC/26eoOEryUdhkhCHypE3MLOUDAJ3kRmElIyCur1aqKxWLINicmxqe5cUIZRFin04kEy/NC7jlw9cBHgeAb3BYKhcyyNv6NmohnoJBst9vBXPucYPeeUChEsEuSAEAlSRItLCzEckNA13A4VKVSiecFmPDs3i2BhGN+sA/8DtDoZLQDO38+5pAlZviaF3oQdU7woKLiD51J9zG3+w/7C8BNkeuFlaRM3iDu+/scKPNdgH4nPombvIiXXigihyeWS+NupavIsDWXyHNNb3a40oD46/nQlyjz7N6Vdfkw9u7FMMvoyFEoc4ijXsQQbySF2pIxc6IKv6aIcQLNCTXuxRVQFO77+/txPxAGTkpA0qysrMTy19nZ2Rgb3ocPcy0fb/IT85YHpF6MkP+djHZVgSuxeHZAJA0NV8uAKRhvgDRxiKIH0EhBxD25QoR/E4uxDfIFiiRyHO/BbohDbnO81wscciZ4iaLRlwJ600JKiR/APHOJ3wFynZh39YP7oxPoTupib5BBjBnYguchP3Id/InGx9nZWZC6efth7yZ8y7ETtuW4jXnyGOMqcXIqOMb3FPQmCN/j6gCehefCliRlSFiUzMzFR690SRO+T8FO3IAYwl/Pz89DEcp8+dwUCoUgj7EF4j9xEbv0JjLLfriufyfX9QNTfO4hLolB2Cm+yjIXV8Pia+77EKvkJRT15AJwpi8Hg+jwgpV8lW/gQq7QHPM8i88Tx52cw098CeRoNMooIKgJGMPj4+NY1tNoNCSNY1Cj0cgQPg8ePIjYmW9yQoa5cge/brVaEe8dH3L94XAY34WtOHnW6/Uibkrp1gZ8JySJK4uxC8affMp9QlbSOCBW+WEM4BePI54HsQOeE1uRlIl9XtPhH1yj3+/HmNTrdZ2fn6vRaGh9fV23bt2K/AARQf0LvvLn9UaJE7OMK/NDoxccc35+HuqzarUaB/gwh77KKK9GIiclSbqsi3vC/p0AJj9JqYKLF4cd5OckSZLY+8hjCy/qTPdXcgb2NRqle2u5SIEYgB+52s5XWlAbgmXAKfj8z6slHoksgnFClrijSOlu4AQT77y4yoAiE4dgcDyQUvj5xpxe6HmBwWe5tzy49IBMgCaYAW4AMb7nD4aa72D5MxLMCJ5+/Tyg5btdmkoAoDAm8fhGllIKKkl2JDIHcHwXv3Mii0TlZBrO4MzvcDiMoxghF1xJ5ImNcXelCYmNa0GAUbTwPN75xxm5vheLHoQZR++yOGhDEUOSchWBn/ZFZ9gLGz7PSQcAeAJ/tVqNccZWuHdIOi8GScLYAGusT05OMnMIOSGNkzjfv7y8HKCeTioBBrtBgcO8T01NRWIEBAFmJicnVS6XI2AyrgRbCiikrl5sQtpB0no8wMchVZIkiS7HzMxMEEyMoxPEzIUvH6Xgw255VsbIGf2JifHeThBJXrT75/FXiARXXpHMCMpOhkFO4UteRHqy5B4/eo1fTjYw5j432Bpj5x1HPs8eV755ICDOFSQu4yfGTExMRPzk+zxeQwy7GtCXoPGZvLKA5yCGYl9OrDhJix17ZxC78aLYiR7iEUWmlCpGKKp5blesUSwRPxzMUAQ7Ce6Fso8BpAbPRmea8SMmO5DlPd1uN2I1f/M+gJ4T6a6UoCCgC858O5Hsm3B7MeNNIfISfuq5CvtyhQw24zEhLxEnboFj6ABTYDj55HPoJIfHI+aHWEeOZLy5X66fV3Fin/k46sSPEx9OWOGbDsLJpailIEoYp/Pz8fIQYjnfKWX3UHKCxhsEkO+Sws6Zf8aD/EGTzAl2PsNYup16M435BXuy0Xm+iPcOO/cOCCfnMh7efOEa5E7HXfgHpJIXiXwnuNC7/h/mF7HT1RquqvZ8AYmDsoZYRDGG70DQ8H4wLjZL3eH1BEW9k57eWHIcQozH/yBXyE1gLt+Y3dUPFJJgfGyXe0ctkv8c9oR/YHO+pMZJXfIn/odv+XYSXrNIaVPDCVLPB4wzz356epo5FYp4hzKUumppaSl8pdPpBJaGjPBawsl55oPcyfIeJyyIV9wjzT9fhYHv+tw6JnEVrhPUXMtzGL7MPXOvHAjj5JPnEZ7PCWuIeW+KMM/kGuIocYvP8myoc7mn+fn5iJ2+f9Pm5mYQ8jQ4BoNBhnBzvMs1iGfcr6+2YZm0E4j5vUH7/X6MKePgWAof86aGN1CwZTA+uZL5Z/ydqHHil/nlbyeW3N+d5HE1nPsU88fzu5LWfYTx94aiEz/8nnjinICkTNz4Wa9HghBiclwR4IkeY5ZSQM0g4Ux0UnydJQ7lRsL31Gq1cFQAEIUrDiIps0EXTielUjAMEXCHvI7k7l1XwD7/78ddO5h15YKDM4CDd9ooepzFl9J9jpC/O7iERPLERrDj73xn0Tet9G4jTotT0InmMxj6YDCIPXa8Q4pTECg8qHW73Ui0BGKuxXWdLXWGFyckuXq3iCTmy0i8U8f3ewDHsRgXwCEdDcCpb9pKQcVYSGnXBsIh31HhGc7OzgLY55eb8X2DwfjEMJIEy/ymp6dDHUMB692S4XAsX2SpCIQlASxvlwROrkO3k8Tc7XZj/PBH74zVarVMYYbNYZdeEDJGvIe/XZVAAUuRik/7EgOegXhBZ1hKl+M5aQx4IjF4N1dKOyiuzJOyx4o7SYFcGFuheIcI8CKCGMH3O0FIUfPRKyVu8U/mzcEX8ZXfOaHiRTkAD8DpZJMTHiRTJ5WZJzpoDgSIb76U0JcmuYTbwbw/n3ezyWuAYrebs7OzyAvYFGQ7Pu/kM+PA9bgHVH8URVyX5WSQUIwX8ZulXQ6GyXEQ54xHniQhH7k/+TIDxpexcOBDV9qJOXKEN2wkZUAbZCy/o4HEfUhps8YJOr6T97kqyp+RfOBFG/nGCTWeE9vAHh0wYw8+Dtijk1DeMMHuyMEua3fCxIs5ACjXcCzF/XLP2BYxj/cQ3yi6iamubsBXyIM8S56o52/HM9iVK1SZY2zPiS2u44Q/vu3LLsj7jkkYW+bB4zU2xDXzG9K73fG8jBX4gfl2Mgls6ScfMf8QULVaLQgO3sM1sEcnQj/ML7Ag+0rie4wTL+bHm9D4HqsBLly4kDmqG1zguZzv8KaSN36IaZAproB30hnbx95dWYLdF4vpSbBgdUmZ6xN73JaxQ4+7Fy5c0P7+fti5NMYw3W437JXrEzfY3J/vIg4SN8D6fGZyclKzs7NROzD+KPGIF06u+N5r5XI5VOfgzYmJCZXLZTWbTQ0G6Qa/vV4v06B5t1zqpAC5mPsnLlK3ufKWsWHO8b88JgF7YIPYlhMexCniE4QEsdKbQvv7+xmMLCnTzIKMI4awf6XXKdiKjyX3Rb7D3sCt1MH8PziHvc2kdC9WCCS+FxECtuAkIXbn5IePDWPme+SBiZlLCHFIIzZYZ0kieR3fwCa8aUGNwPJ1t0Hmm++V0gNG+H54Bm/o5v3O/arb7YbQwnGi7//kCilsGjtzkQIkJtiReoVn9NPRfVsEPoPtvNvrkSCEcKpKpSJJGYYPEOOMI7/3Ah2DHg6HwW7icA6YpOxu7RA3ODMFPSAOh3CFinfhmBQANetIYUlhFHk5U0uhizNjVAQwV+ZAFPGim+WBCydiDI+OjmId7ezsbAA3jNa7HDiRlJJPOCdACCACKAXEOhPtx0v6PjokUooUJ2D8uSjkCcou73Zg5pJaHBfA5UQMgZmx5/NOsPkcDgYDVSqVIDS4Fkt+sJv89zhZk+968Dv+n/WpJHFP+O7wkGHn5+eZRMX12IOJce10OkGG4h/4AmMNCcdz+xInxhD7ZjNogp4nF/89HQJXLMzNzenk5EQnJyfa29vTaDSKJWUQhgAFnhVbmJ2dzWwc7CoIEg1BmAKf78HeILjwEWfM3Q9cboud+N9edDJ2BF2+E5Di6/fzxR2A1BMGicmX4RHIXdniJ8J92F+Qu8w7yZM5p7gkbgFwIJDwDU+KxFy+x4t277o4WeRz7HGCn70jBJmI/3hh4uBjf38/OkD8XsoeVuCKECnd0Fgax8x+vx8gAD9z4pEmgqvTXCGDLZNTveCX0v0Gjo6OgnSCJGa8+JmcxpgR2xgHj43EJGK4dz35P/yFcUAxBZnhe7x4w4Rc6fPkzyulR+EC0ByMQjZRkPneTsRjnpFr0hxxkpHnY5x8mTHf54cM+P1iB2ABJzl5bl9CBBZwxSw5BEDvjSgvpMiLrgBj7h3oekcb36JxRJzNK03JL94VlhT4hTzr/2apFzaZB/beIBqNRpE/wBIeg73pyFzRjPHCjudlnBwL8sJ+PabwWU7Gwb6ICU4o8x08A8pFfzae14tSfIKGp5NkH73Gr9EoPVmXMXfciC+BX5xQc2XayclJFMG+JMy/j1iLfRDrXZ2GDfneRlyLWofPO5FA480bl5Bc/llsEV8h91BTOXnE1ha+3QJ/+v1+xECeywlpnomcg5+DpSjmPVb55rZ8BzHCm+/kBeI+WI/46XWQb2fgBDT3w9wTn10l5YoJn09IIt9zxtWEUrpJMnNIDPEagzlkjiBunWxwooSNrD22Me/YEnOYJxhd5eOkZ7lczhzg4IQC4+K5EQze6XSiJrx48aKazWbkKsaW8cCeuR/qmv+PvTtrriJZ2rTtGhCTJKhhd///n9e9uwokgQCh4TuQXZH3ymLv9+yzMivSDAOktTIjPHx4/HGPSM0d5t63Nsvli7Potzir0EVOM3NAmr19+3ZOTk7WcRl2ArDjxh5zkx+IP+5FV9s9w6atWfPc2qgdC+0SItvGCd+13uJbc9R2Alsnc2lBh92WXJU/2s7pkO1iJ/bhZ//p+s9U0f+PV5We0AmrB74iOTifMmMnJyfLCVBKyVxZcQLj9CkHowQCOM86CM4IEKaIBVTOpVHVdB/GUWJqZlbrHUN3mBYj3nfOvHjx4iCpLzC+ubk5qES+evVqLi8v55dffpm7u7uDajSQ2bZyhqwS9fHjx/k//+f/zPX19fqdwCGp6LiMjfPEvlo3yf3M1uL34sWLlfCas9f8PTw8nze0D9icGeAkCdKZcnV1NdfX1/Pnn3+uva8PDw/r9ZC6VXxv3xXw4cOHRca0UtlugyaRdZZ1+J5HDoIk/S7w8yrldpU1iUDq9A1if/7559Lx4+PnM3x8HwD/5Zdf/hLMCqA75tevXy9yzTZDW904Kp+hu5w450i/HZZ3dnY2//rXv+Zf//rXClgAj3M5JEYzz6DAdqt2OAByPRCtSdXr16/XOJsskR8fgzhoF5wkTIC01sDPq1ev1qGynz59mo8fPy6/Q66AiY6y4+PtzT5+hyDzeUHz119/XaSaihCfwY5+Xs+XKl07YNiQoCeBApYEbYfrNb7MHJ775fsAon8DEv1/QeDMBl7EmwZe/prfLZBkA0Cv/9NFNlYiyPzqUyQB7QBBEvBZM1sxpTJjq0CR+Tp43XfJpcSYLlUgnU8BdCo3Pzcvc2CL1gsgU0kmp2/fvq1EG4ECOBVQW48m+QXkJSP4S99rAaKxet9hJXFCkgOVXi9s3taNnGbmoDIKDJMlsNnEwthasaYLvZdKYLuQWjF/fNzOvivhxtfwTU2mxFr62Y48+q5TRQz1LHgEcVWbbQdRySn3bCeXdWE/Ykg7K1pk6prVRugsuflZq7atpNKfFiAL6usrFHhmtlZ+YyIzMavk5n5+7RCq/fcgXLpkzcnh5/V8kT0/WMKOv4OR+Q1kRg+SL9lT+SLNyd336aUiqxg/s8Xz3ocOSZDZTAkk2BHe9pm+XGbmGWfAzfyRTidJt7yFfFqMpauIcTlLCeurq6s1f3YiNunKqk7rulacePfu3TrvskdXwE5sRecJzIjcOj8/X90uR0dHq/CvmNa3DitctChTfNZYypeInfwY7Ab3IjV8D44sqcL2yRL2NA4x8fLy8mCXBNu+uLhYawwL8B3NU16/fr22TJu3fEvOI98p2W/8R0fbMQxwsu/NzPzf//t/lz7DBo7OePFie6ulwgfShi7z1SXWrdPT09NaG6+ML2Ep/skXkErswVmp1fl28e8P5W488bc82X2M9fv376vTiuxmti3D1oFdWI/maD7f4kp9D5kiekousoHz8/Nlp4gq85mZtRNkL9MWEN69e3ewzub7n66/TVkBIyaoej02h8tU5IufAAAgAElEQVRZqgDPzNprOjNrQQrKBdeCc0YMADB4wb5VHM+wIBQfgACKfF+XEsMGOEoAGINAUacDVHCMVSbf83NzljDXoDyP42E8e1aW40SQ9ELG2FrHaVknAImxcPp1iJeXl+t7BVOCB+PTVSSQCNSC3osXL+bi4mKNWzCwTg0iHJrf960ciBtrWcPk1I+OjtbBxD30t/Lv68CtneRHxaUVwCYY9E4gQf40geVUVT44QkEAS9zAQR96CKzvdOuKjgCy0L4pUTg+Pl5Bxhyc/WSNPnz4sMBTq7TsoWt5dnY2V1dXq+JrfSTfbITtCIzsuO3Hp6enB2eBlFxrwFNd6vaKJp0zc+BHnp6e1iHn7AC55HuqaU3+e6+eQcAO6Q/9qLzbcVDCB4FXHf6fnPg/6SoZuwfgM399Xbjg32Sx22fa7dgu0xII9WF8BZ233nTR52bmAMh4hsoUm2wFDCHQc2WafJbEaKJsPB0/u2Tnuue6fbZzMI6CCVcJH0Bqv3e9Z6PwjfyvLg+xreMVwzzXvNrxAwwhgNo1wvex8ybXrbK2es3HVoaeYWyNu55RHSpZKG6LxeIgXSt5QV4lnEr00WH6V/AOd1TvkfTk1PWznaBJ68z2phyFNrIrEaQFH4nj/nCL5/pZi0otZpQUK6lYu7R+XccSp4obYjK5FUy3q6C+s6RLv2tscJr/S5LbTVcdtW5iOTmUbOzWCPpnbsbcavNeb2pbZGl+4jrZGTOd/HlttkI+7Tand/tunpICdFEnTglxv2/h1a6CEolNIj1z5vCsQjaJ0JPMwWmKBMbI9xbvFWex5z1RKrdQxO1WqX1ny8PDw+qQr78xlxKWJa0lyXIoW5MaNxFKfQuV8VeH4TVFN/5FMfD4+HhtF3IvOJzvcs5XSfeZbXfI+fn5Gv/79+/n+vp6YVNjQwx6yxQM6+diqcuYXr16teJwCcfmgo+PzztZFF3M19qKoUdH27mhJdCsv5gMFxwdHS1svSfAW2hoM0FxEX87M+utzc1b4JmZLY7IB+/u7tabm5GZ5GWd6HLjSTtu20VaYpUsxCP4gJ8lLzrkO/S6tm6+clY5i+8p6NA7zQ66l+SMLbS0g6gEjm1sJyfbUSt8gFgABxZbPD09reM9yENBs12H3t6n4+7y8nK9lRkuqx2XP/jR9bchhJrY637wf4JmrII85rYJaVkwSrcnWxgkp2XBZzZwreMEkMZ+9mLwft5WSq9rLYvcalzPKCkIbbJTVtHVRF2LmFZIiYQkhzwYvW6aBi9vxinZhkRr2yRyrlU+DqFvsRIA9okUQGOt63gl8QynDp/zkCi9fv16rq6u1vY1BvXt27fVIdbKOqfLoWunbzVZd5jA1qpbz9dQ3a0z83kATRDnLNqJQndb0W6w4OQcQNsum+r4zJYQlqUWoLq+bAdpCVwL7A6sM+auOydme5Qxlci0BjNbgOhhn5LHmTnYHtkOP/rQNQfEvPpRAAYuAAUEl0DKsdomYS4SQWQBp9wE8fr6+mDLCKa/FV7j4mQFpQawVvvaPcXJWyNdc4JUx21uZPHzer7qHyVawA/yhN/+T50j1q56bL2sgTUsWURPPb9gt92cM9uBpezaW0EUHEoa1ffPbG+8mtmSyybK7e4p2BbbxEZzRkqIC0CBMy2Mt4m9+wHoM7POo3v//v1KfCrbfSJf0CkesA+Vtm6hK2Ce2ZKDAkp+iF9Berl32/2NsaQC/1DCynarbhmzlp5DN4C4yoo+GCudbCHr4eFhxVmxvSReW85bbGgBpVvxjJl+tWvWelpHutACU0mPEuP8XP2Z9WxsbzKgiECfnA0nCTe/EqcwVvXD8923GMPal0gsieY+PQ+CfZkb/S8WpEvGxNfDT7pldb/Ra/ftGV6+z15LuIntM1shrz7MmumAk8CXHOQPzL3nkJHNz+uvh7u3+5Ke8dc6KsTxPRleMrfkKYzFt/JnOhvpCJukR7Du8fHxwgLWFoZnK0hCtlTSxPPMtQW0JrftVimJPLPtWigxfn9/v7Ztik38Z7G24iQ95Y/ope6GnsnIDr5//77eFonk929rNvNMsJTQ4B90fZX4tbYl4Fo454vJvm8z0w0yM+u+5FRSFi5k77XfFpGQuXd3d+tYBDojvpyfn69uK4Ti7e3tirHuTYY9FqMNCJ5bcpGv+fLly1xeXq65/fHHH6tAjFAg8xL3fFp9To+iMGfkUDtzrq+vDwg+uUPjc7tJm5dYd/d1T+e+iUW1CWvVoj7dlmOLCQjRdvA23+NHYRX39VxyKy4qicSGxPvGTnJkh40N+ANxsI0w7lciUCw6OTlZPIm1rI+QL8qxZg7fJvej629BCBFuAYwDb4HpgoL+rMrR4M9AOLsynwBMwaLkbWZ7mwZC5/HxcTF9M9vBwK9evVrdE6en25tLkFoSyhJOAAXQwFFxPJ6vm0Jy3fY7lSsVJcmGuak4lfVXWSLXJj1fvnxZP3d2DsfRZJQiA20qiJ5j7BwLQMVxU0xOnUPsXk4EjOq+NeN4yKCH1AlEZYKNBSDnbDiiVsU5UUk6UP/169cVrBBQdAtg7CuFBSH3FTQw7eSqInl5eTmPj89tmHT6+vp6JSO6hxA71U3kgoB/dnY2FxcXi4AQ8DjCMuHdOqhqbr4uOmON/a7nClkPHQRIM+MHFPaEY+2+BBrARNckSR8/fly23/kIfABMgb3xAYSqD4Aaf8J/kAP9ti1uT8Zw2tahLbIliyRV5lvi09W2c7piqx4Q8vPaLj69dt1KMBsuETizdR0ADTOHwb3VJKCATwD4PZu/ZOt0oFtlCxaQB/S6ZH+3WO3XHECUjLKHAvwCKnpWorREjov/QmLvAa/5XVxczPX19doySZ/fvn27tnL9v//3/+bdu3cHROa+ot6qGYANcPKFfDYbagdXOz6RDSV0Wgltt621cxBxD3q2dgCj53W76N3d3fz666/z8ePHlXgDlmRK7uamI0SMaYeSNRUPi1dKRPFZAL05igUltFpJRcYAmhLKJpxkXHxk7fjmguqSM+fn5wcYyJoVxLZ7wHyRHOytnWYlZMzXz8V1391XN60zG5k5rLiWeKXfZNdYLcn0/SbN4hJZVN50wD33xD4bdJXoLCnbWEVe+/UhX7IpmVQs+fN6vuqryVyyRE7wyY8KLj0PrSRwY4hEkA/jF+Bba0kvYOEmy/XhjUXGD8ezdXFoZnsTVrvYPasEE7+McHG2DDnATiWXS8LCYIgO+Ihv7rkwcCrf+Pj4OBcXF3N6erreJMj/8oPN7fgYmLFFu4eHh/Wmz3fv3q1YIuG9v79fb9z9/v37wctTun3IvBFYjTWew7YUII23HWBIWW9cawERLmkHibyw8y8hX6KOH6UPYi5MWoLy3bt38+eff87R0fPOhqenp4NO3i9fvhyQ6+20KQ75/v37ekmEMfRtrI2bM9ubi3vAdbfzk1sv60VGR0fbwfzkMbMdRVE7dX+Ekrgqh4YR2IY1LvEjrlsHnzNfWAGetJOi/AGbp/P8QvMrchLXW4gQE8h/Zg58EHzbcfEdnVsxKIwFy+BDSrL+qOD2o+tvQQjNbAGT4JtgmShQQek68XZhtLrelqmSMpjXma1Ky6l7JpB+dnZ2sO1Dcrc/6Lqn45dJ5aTa8s/ISgoJDoiZt2/fLmIEGG3VcmaWI9JVAnSV/BIYkFScA2d0dvZ8GOnMtlWGQpM5Y5FcvH79+oDdbJDwe5XCi4uLgzN0VE0ceEdhtYg6a0Uny8wcrK/5l/VlxIgvYNPf1qoJiHNbVOUAf1erHK1iGAMHCAz7Od21/9V8dWRdXl7O2dnZOm+Kc61zY7TIQHuzj46OVrCTHJ6ePp898/Hjx3nz5s1KHjgtc3XvsvG1ERWMEnrsSRLXdl8BtBWXkkrtqGqVR3BFkBUksU+25llkbN4ceNt82YMA49mtLtchHh0dLbk2qfz69et8+vTpIFgD4vS7SXKTwH0i0Eq0cbSTg60BoJ5LR33+5/V8qfBIkNhmCdMmcgJk7VKizrcIqpW5dfNz69/2c/4OsKTH/l8fMLNtZyuJhYBRBeNHJKp8MB0HloHjPUFQXaWbJctbQTV3FUjkb1uYyY3Neu79/fOW4B+ddTSzEaD7RKY+o74U+Pz69eu8f/9+JR8l81STba2o3y/Qtp7ipTjh/+1umpkFuEss+FmLNOy3rfv1LZ5tTJ7RSqXkhdwkfeI6WdGn/RYpv29BiW7xR3xgt9vRW2tnXtVn/v23335bZGA7qySKdIjvgg+a5NUv03eFhVZJS/JKppFZ1od/NbeO19y6DY4/IENboBsvbQHufXwGroGNzINetdvA9+iBdSR3eFBholV8mBY20F1S/NC45/nm43Mlkn5ezxffXuzhagf0vou03VbifTsofB6JDzPwlzMbxukRDtav3Ru+R5+dDQkb7BNFn4XJZ2Z1E7UYKTE9OTlZ3RA6TCSlcgE67llsELnRbV1ImxYVYHw2BFfuC+l7MqXJO59RstdZigqmJycnq9ulb3wzh6Ojo/n3v/+91lgew37qD0pqw7dwOFla9xITe3nMzAEJJFf89OnTeqNXu0Tg4xZFxSk6y56bq/INYrCivbj85s2bpY/80M3NzeoeRHYV5ytSu9iA+Hp5ebnigee0sO47OnHkbGLj/mDxxuMWq8iaXvLPe8wPb5PnvuvYuBB6cA17JBsY2/EPfP4+h6MXcAybbD6J4PSzknwl6Mm8+idmNH7zCe/evVt209jaZgfr2cKAedBN+XQL1XzPf7r+FoRQBcjYBNEaJlKDY9x/p+C9F8dIUHVCQGydKVa8++cZq3tY2AYORmpcZfv2bL2fU8Se1v7y5cv57bffVmcEtlKSgIHt/ASQvcGqOmJjT05OVoJRYq33qtG1nX7fju9zFLdJOfb64eFhbZWow2+S4h4MuckB4sBnv379uphwFYSnp6cD4gwj3ECFCBE8ZmZ1mQD/gi6gy7kVnLZrquQS2ZEBoNp94DrFekaQxKcE2sxm8Bycs206t3aWvHv3br5//74qYSUTmpAhfRwWzV7a/uvzrTpZ07Y9134BhQIwn2nyxilz0NYGYVfbKbnX7R7AkLcMlDBut1a3ctZGajsc7+3t7fqeSgTf0ySUDdBNyWwd8vn5+epu01nWbYidoyDy+Pi4bKzVpcrx57Vtq+h6AtvIGMC2JEgBtcAu2PJFTRJawedzW5CY2fw7P1MypVVS68xmBWVgg53Rg3Y+0J2SPr0AwJnDrS/G1u1YPkMe5COm1t7pZQsLAF4LHX7eahUimIzJ0PjIU0Hn27dvCwyJ43z1zBwkTh3vzHZ+177oYI1KvvHtla2f8+vWiBwQjtZS7AJwr66u1luI3H/mOZ7tX29ON+hOCwAFkJWj+EFXuy24Say43+6XEixiGtsQi4sBdE0B3vxg5127m9leaysmFN/syaF2Luw7u5Ci+1fmOuujHTQzc1BU8IcNNfE0Ln7j8fFx+WeysO4t6ME+EhX6S+c7fnI2LuvTIk/1vdhW7OdbYE62KhHsevpdie99UeWffNFva4P0cDRAi4zsqHZK/opRPgeLwB99TrvF/JFE1k4bM0pWt+vzR7/3PbqA3OUnEPUtVNFt+kXf6FRjSsmrYvkSUu1AEFs6dn4KFuJ3ya1rAuuZL+xevygGI2r2WLkxzBoZtzkoIM1sb9i1ZWlmVtfp09PTKoqTaUmfEtv1W+5lzP05+z06OloFF2srF5PXwi6uHkyMTJ6ZA7+DLNM1w/5fvny54hs9JocWxuS2JSnsANCF73yeFrrMT1GYb7K27QLit9sRLZ7LP46PD88tLbkKR5tX9cMzFPY1O5yeni7M/qOcH1nUwrexw/Xi1sysrXxiKd2Xc8AGtRNF/J7ZxI4RsOa5Jymvrq4WFmLn5mBHhF0mLWTscSJbb6PDHj/ur78FIWRRZrakumd5HB8fryobQbQKYzE4GY6k7B+HNzMHxodl64LvGcKZWQntjw70kwwAGfaN7qtjHHhbBxmiubuHxFQlscal7bPzr6y6n5d8n562rUt+T/E4Cd+l1MZE8fZ7SIEahMzMtpffdiHrIihKHsy/DKw2uDoRxsZpUPwmWrZa6eTy87KlPs8hdSzux5kgNYzz8fHx4OwcOuHzLrp5fn7+F8Kjn1HlEDQF6rLc9LtrgImXML1582Z+++23+fr162r91TmlCs05VK4SBGvHWZc4Iwd/F2yyEcGjVd9253BOutZKqLaL4s2bN3N2dra2X/ruzOF2FyDH5QBvtvLt27cFFG5vb+fy8nLJ05ZKul4/o0OsSS0yULVFp0e3iElaS1zPPL9y2MGCui4uLi4OttU0GRTs29nXxNN9/+kXHWSXrZK1qgtwdQtQAW7JiSbfAiqfXkDeLpSZLRnw/frh+iV2DighF9om3e4P690OmxIDxo8Uri37DhuRoLcKR3ZiUwFJk2OylswisdpGbk2ADv4XMaxK7XP7ZGi/Zu28kXi38wUQ6xtB2zlMN9olCA+IjSWz+uyeEVcSkL32eTMbydzuHv6pcp159lvX19fz/v375esRWT2zgq81Bn93zE2oxDg6xB7oD59OjwDLdvs0hklmyFQcIteZ7RW3YhvyUGxsF0PBvDEZcwE9/UOIWC/36DN8psC7xY2Ou7Gmsa6Erzjved0SzybYM//RZzQuwnnih6TEnGCo/dZl9tLuDDbO99Djb9++rU6J6lj15J9+8clkA8ewX9ipJIL4Td/9rHi1pA8d3pPI7Ik+wWUzh+dwsVX+Zd+9f3JysjAkO/AdeBAOe/Fi2+5Kx30O2bPfksgH3N/fr/NsbD+rr+aHfdc8G//Mr52izelmto5RY2wBoDJpvsRHFY8qnJGnGNvORySBsbDd5pjttpnZzvVyDIiYVjKucV6uyf8jE3ymPtC5QI0nv//++yLBWkSe2fCKN73d3t7O27dvDwqRZFzCyXmpftaCOp1lD9aDnsw8408+cO+TmwPQPzo4s8WOFuyq41++fJlffvllYV3duGTSvMEYaid8cIl2cY2dd2uxMdJRbwy07vLpFk+qu/IIttUu05ntAO7GseoXLGms9MhnxSr2YP0VLEokiX9dQ6+WF0/2ndFsmbxLIP23OPG32HhscSvAb9++HVS7vG57ZlayJbhXGe/v71e1v61g3Wsr0FMOFSNvu3r37t2Bs56ZBf72W110eiByXr16tU6lF8jbYcJBUSCVP2f4cAra+96+fbteG+mZDiF7enqaDx8+LODVzo3v359fwW7+2OFW0bVM2/pE1hzrq1evloPt+mAfOdOZZ4W7vr6eT58+HbS2cxz+AJYluQRegKhO7UdXWVadKW33a+ve0dHz2RNv3rxZgPzLly+Lwa9z54CB/VZr/vWvfy29sM+2rzoHGDgO1VW6QkZ+poX31atX8+7duwVyZ2bpsu1fQId1R7zc3t7O9fX1X7YofvjwYW5ubtYrOiXIlQmHJBipwpDX0dHRvH//fjnrt2/frqT51atXc3l5OZ8+fVoVCk6wHUJIPmw7naWvCLDb29v5888/D9qNv337Njc3N/P169cVaAFt9gPcFeBoJdaye3Nzs2yMHTTxe3zcDqVWFUHQ8i3mZkvPzFah7oG3gIqqimD//fv3ubq6Wv5L0AFwXr16tZKHfaWSHf68tu13gnzjRpNw/qsBkO9rVVfSj6wsmdDqccHKzEZ0elbJG88AAkoeuj8/2/v5vFhB5/hq18uXL1cnocSdDErkz2xvlSywaJfDzEZsuYCPfQcLoGIbNfmIcdaEzey36fAJTXhbTCmwKemBaLIOqn6tTLYrw89KSIkLwCWgyxdKtoy/b6A0/5Jy1kTnq++7V8lEWwHrJ+CS6jEgzb8jy8mMf4JlevZZ14Oc+LzqI8A4MwcAkn73ufVDdIaPqv76u8kSWRpvyUO/KyFDN61Tu2rZQZNy4Pg/bR9oEURCRReaWPxobiUNfdb4mtzwzfzLvmuk2KVEm/mQm8NakQBiT7uuG7ONiaxr1z+v56vyYk+6B+mUpPX+/n7hWHJthzR/AWuQsw4S/qE+oB0Yjn1oQdgYkRt3d3cHhQM4BEZsAk4ff7T25uuC/+l3O5gQUCcnJ3N1dXWwLVS3iUI82ZQY2hdmYbOSScWWyC72UZJXR4cXiMzMAdHQDkOYG0ZXpIaJxXXzdo/mavuYV//ksy3UyS9a8GlRBEY+Pj6ey8vLtW53d3cr3zg6Ojog3CTz8IecyllM/IxCNJ9TPEMHHXGgsPrw8HBA8Hl5CZyCiBC7+OrHx8f5+PHjknnjw/n5+UETRQvKzau/f/++XiNPPr0XjEynkVsKw47pMD+xpk0B8m22Bj+7zKfxEWnEVuRDuotKdslHm2/07MLuKJLvktPMYbze+3A4r6QeHSxJ2TyshRI4hq22SNUtYm0SMS85d3V/f/0tCCHgSRWlAJKQZmY51pmtNYszQa5IpCVinH9fq84xWUAgV8LrVHhtihRLIu97FgC40tr39u3btTAcKkNm1D4DDEu0KahkRRLqPufn50upGJ97Sog5S87PfW5vbw/a1k9Ons/34XBVvxAbDYAcaoGM7RYM4uLiYi4vL5dRUXyEDAWuM7G2HKZ5IfaOj48P1pMB3d/fry1f7RRg3E22r66uFsFwfn5+IJ9Wgq+urtYz6JLP3t7ergDx7t27VVEoQKBT7TThVKxPnbpDy6yxQOm5CCBg4uLiYukBZytASWQdLnp5ebkIlePj4/n111//EghL0HVfNn0VSDiXma3S8/j4fGDgv/71r5VAXFxcHGxHPDnZ9rALhGdnZ4tcUuHxynf2RjesFSAl8CJ3jA1BKJlUEXv58uWcn58vvaJn7fyQ2NEd1QDPoq9IaKBK0BfgdE8IjDqK2JI18XugDAhUndp3IFTnf17b1YSL/vGLM3NALiJhZjYyrkR35V9dBwRLzLSLA6CpHva+jWFiBuIISDCedsa0ssW/FlS0c7EV6srFWIDPJgoF5XviwxjYK6CNxC2oMB4+p3IqicIf1tfObBVR8+t6sk+AVtetyqJ5kF1lZozisnEBVyX02BhirXNip+7R2CJGI0i6nbDxlSzhmq6/mFZCrSRnOwrEj6enp4Oznug9uVlHZFrJAzpRMqZguLojBvN/5Fm7+BFx1C2bujZ9vrG6uuv5JfQQH/WLQLhxljTx7BI+lSsyqF1o1p/sWliqTtaOdf75fm1N/CrWI592qJds8GbLJut7IrZxutViMqNv/63y+0+8rLmLr+VDm9SX+JeszsxBsZLfVIQsNu4Zjd0iVezdOCUmvX379oBU7br2XEZ6xP/xKXyFvIhvRjI6p5MPVWyjuyUY+GfPqn+dmbUrgb99+/btX5JthUrYis3WJ8Np7Nbnrq+vD3BYx8JeyJycjQ3B3+1hlROMyP7rJ4znzZs3641jii4lfskeZtP9J686Pj5ezQhPT8/HOOhAhyPkqy2m39zcrLhgTeivuTX/andwfR0SquS+wkDxA1m1c7/FEn5wZlbnkfOy2uRQfKJRQb7Dpszr6OhoNVxoVkCY+Df9YpcdC/3xnT3h699yg0+fPh3E4cfHx6WXCC32KZbD5PJ8ekbnEXaNn/RMLskGrVG5A7ZZPFWyq0WOmVk64hl8hrW1zn5fP4HHKO5lh/8tTvwttowBIBSAku7BdQNhO3eAshp9K3kcPYXG6AsQJSg4Zewqx8OB7PfpdTH3bc4z22u6y6K2Wk2ZEVAld46Pt9f/Irfssf9R5RkINA9gvgoMmEi8yQxYQmpQLr8v4BPkJFCSY0EPi6vScXR0tBSRDBlQ39xiLgBTn4VYmNkOJmXUBd30h7O+v79fHSCcFgezdxj/+3//77m5uVldLRxGCUqV6VZSPd/alB0HFhh6t3ZYU+vSLWGIE/NQCWgXAedAF1W3VRsEMqST/8/M0i1JW3WJvmOon56eVuvz5eXlfPnyZe0HRpw5B0S3GZkI+LU3DpMcHx8f10GySDzttGyhQKDrxjn6fwG77aDVDY5ZS78Ae3S07S237t1H3Grh09PTqtjQIwTO/f39/PHHH8sGyM38Jc4zW2VbAEUGqwSyrbZe/5MvfoEsCwpazaJXwPTFxcXa8w748/f8NPuxvo09/qZLYk4rn+0iKGltPPS+1UhVWnpW2+RHVaOMma+sbQnwEgvgBYHpvmJbK6j9f18cQBbtbiBThCq9blLfSpg4VzmyNX7FmFphd68SI2K/+NutNCXwfB8AZ4clxvp/Lf3iQ0l7ANQLByQprRaLr9amXTHdlqGbEEiDQ1oBFROdWTCzgUvrXHJFfBRPG0NqM3sdkACyj8bcmW2rof9LZKrPbMQasz3fRWSbn7HXtqyrcf7ofCRjFifJ39lOntEkoZhuZpZek1HJ0P32BnbbjgkxuZ1dPleiRoyid0B/sQvb7b/ZABmJxbDYvpghzhiHMf68nq/6IviL3yjWRjYrwMFtdHPmOSF2qLGCj0JZyVvrxu75FCQCHGz96J/za6y5q2Q1fzGznalSXykvUOSka3uCCa7wb76C/psb++O7iltgRvfge9mnAhk/2/jgXnBXbYlNiot9Tv27Yy9a5CBztiIu8gXuvc/5jAE+aBd9cUX9RgvdR0dHB40G/GFjxN3d3bx//34+fvy41lORkO8qgUBX6NrNzc1aa3P5EUFcP1icUTug02Kc4km3hFs3OUDzDUQi31rbQKJoIiAvJF2LxC262U53enq6CrMl882lW66Ks+hdiV72LB62a5ne86nFID2DqHlKu0BbGG/MsR6NQb6DtOmxFeTaAiMcKC4W8+lwbB4Kk5VbsK4lQosByPU/XX8bQohRSz5bnRMYKV4dqIkSIgff09xV9ynYzGa8BWaUxpgIFzjjaOoMayCA2sz2ti+dHhxvmU5VCsFjz4JTbs7PePtq+ILpPYlDIdsijd017lZNydjYZp5BD6NnUK1GHB0drd9r9y4Jb/UAACAASURBVENeIIwEA0GG4y+Idq8ebryfB3kwLOOxXvvKfZO+Vos4/pktED08PLdZvn79elUK2pXSdsmZjbwSZGZmHeRGL/bVQY7h6upqBVlr0/NjBDbbKAQ5nWVADrm2Bb2OwfoJLuRa5v379+9zeXl50OKI1FKJNqbv37/Phw8f5uXLl+sNQxwUIoUultAFyHqWCn1WvdANprrFdh4eHtaZPIIru2fHDZQ9TE4g21fsS6I1mZUYPT09HRA35lN/AyAiAVUSbfPjj4AunYXdRtSgpCNL0tTK189ru4AXiS0yrgQff1Yw2UBYm585BN/VC3ra7h0xROWvyb1ko51ke8IG4VrfNfNsX321bEmbkrYzWyJaH82mC44LDJvAADDGwWbZaBPaJlfAp0TBeCTo5+fny/ZKcrR7R8w7OXnuHrTltMk/sAO0swFJc+2oiUYLIo338IXvk7s16Pcb+wqqCxDJo/cXF1XiJUb7AgAfQ/8Q8/COeXnGly9fDrqA3b8yaQEHwSMG7EkV922y5nfIqOq8WAmHkDkg32KH4s7+nEXFkyZA8BU94/N7niKbQcoVL0hq2HjjvatdanSpBD6755/3xC+bKBllPk0o26lUMpS99IUJ9E1sMm6f9XcTpxLHntNiDpv4b0D/n3ZJhGa2F5Ygya37zOZT6CX8xldKkttJscfT7JRu1neXPJqZv8QjfsS61vdYz3YGtONaXuAMxGIvvk0hBIasDcLYdF/xqmOb2TCWcTWutTO79vj4+PgXmZgfgr22g2zYP9sbu6xL3/4HozY++9v6IiMUB81BzsFfNe7via6SLPIGsnt6elrj83vk383NzfL9zqj8+vXrQUwwT3EXqQe32kWwx7l06vj4eH755Zc5OTmZjx8/zunp6UFhYWaW3sM0sJI8kt77NwxD9/bF73ZRnp2dLZl0N8vx8fHaLWPtdI+RcbdbuwfbpD90hlw9W8x8fNzOdy0hZu2anxX7w3Bivs+J6Qo7MAW9NV73a15FbvS/Z1vBPDNbJx3yjfyb+1uLng1VzCr2tjGG/tIzfIL4PTMrx/hP19+CEJrZ3hRW9rRgR1K3TzQp68wG4AoqCxoZIEBSQVkQScbMVnGk+IBBuwYYjqvdNM7VefXq1eq2aIKMLUaECAoAAMVpB8/MrJZVxrqv2lFUSs1htooncZ7Zkv1Wo/wfQaJKVuLCdwXfJgM1xsqo3SsNhJK56+vrv4DutnnrTOo893OjS4CrNQS2vGq81U1z6CvdtQFzEvf39yth25OCHDQ9qeMvEJyZ+fXXX1diRCe0qHIU+4phx7ln22dmjXkPTI3FZ3RPzWwE1ocPH1YSJdg+PDwcBGJklHt5LbFKbh0ZRwp8fPnyZR2UNrMBtNpaiVi6DDRoqz47O5s//vjjgPRit8YOAJXoJI+Zrf0WgdU3Wzw9PR0EFz7AZ2fmoLrQrX7u//HjxzUHhCgbEYw59nYPFDQCIRK/Jqb/5Mta9M1PlWG7MwqU94mchKyHBALRYoMEtdVY68KejcVaFhhY43YWNOnjM9pBxM7bAQB49XMzh4REwaFY1wqW8ZacmtlAaOXLH81sIEPy2bnTyYIjiTZSwe/2AE6s0wnTeADUSWjItiR+q9t8HDmROzn0EMjOSaxA0Pi3S6chH1OZ68AS4/iHkgCe4zstOlkzJINOM3PlJ29vb+f8/HzJ3bPct+ttPeg3P2zNgVxyYzdI+hZd2s3abih6rCNBstJkhm0WA8xsZHt1SOJMt323lWiyNp7GthIqXVMyEHvYJl1k4+bfYhsdQTohuVrx/hF5yZ+whSYLcFULlLqxyUah6/z8/IDcde89ruocS87+vLaL7trSA5fYit8YXDKDLyom2mMXNrfHWXxBuyDo6MzhWyGLG2AEv2tx8Pj4eOGaEp8wvrfknp6ersNwjd/94dLPnz+vudYmzbuEDkyn44VfgQFboEdUmUcLjrWZ/RYrsqr/gpXhOhjUOr1582bJtjsPFOBa6CHLFocaA1uQNldygN/rR4sjqw/suZ+X7LcgQrecEUu/5BLwg7nx+Xd3d+sA7RY7YQ46Sg/bYdodBtaZf2sHWrtYWtStXiJ6qlNkA2vx3YraCqd8sMKplwHBDtXJyowtGO/Lly8PupPaZMCu9vGeXOQw8lXPsy50yVq2WMje6p/FD/6FTlsLRX+EZIvR9/f3B4dXz2xbl419ZjuO5Pr6euXk379/X0UC+Vx1yRjErfIXLUTur79FpkHoADjy4evXr+sAXwppkQR7wAIz2oVxxk+duTNCfH5mI4M8c2YjnrCTCJyegTDzDNqAVe2EnMXJyfO5KpyR18X98ccfa5EoRpN8XUO6DTgr/6d0EiQG2b3tHH+dYIEahQVAEW8zWxDarwEyxHpwDtryz86ezwt6+/btGhdH9OnTp+W4nDPEkMvY9ywGlwAApLsvIIgEokOMtC31M1tS0CSbDiBjXrx4scg7W61sh0LcfP78eRE+xqCT6vv37wdOtYSFcTvseGYjQirzL1++rKop+TnUjTFfXV3Nzc3N0h1OolVWpCRH1w4voF6CBohq3TR3OvT169e5vr5eOk5GrSK1UqAzjY16paegpwXSJeiTJ6DgngLuxcXFOoOIPQgarfQAB+ycfvz++++rk83605eXL5/fBqbNu07aGIAEAV/nkM+cnT0fUq/q1uRKYr1PEtgoXyPRsDXvZ5fQ88WexICZrepDzgVeTXJnDskAiaJ7tmPQJbb4WfVdgtauE2MBJtt11IoyQgUoBsr24Bi50SSlJJg5Gbt7liyS/LL7gmfzAfhaKKmP3HebVAbGUmBcIo0crcfMYZcX+ZBVu/SA1t7fWFuhZU+IF2NTqWz1ueR1E8B9V5fKINK9gLhEXte61XNyozv7jp6SZeY5MyvpeXh4OPAhYrZ58ZH8ReVj3cXRkl3kB/C6D32gU3sd8p12UTVxpKu2j7t8z3hKlJM//43k7blqe/KmttMCUAF9iRt/ioUQUSXH6O6PEulupbe27e7yDDpEP6xbkyu6UJ/U+bE7Z/q1Yu8e+7WHw5ro/pMv8obZ/awE5d6m6/fpCTwtPkjMWvRt7IGP2fDM1l3TzpN95+XJyck6LJk+tPNUXsBflvyGu9ljyWn3mdkOTO55MiXh5VTILTGUfrUjla9jR7pRxED3ro9jF169Xt++t9liLDZjnIp2Evqnp637RkGwPvTz58/z5s2bZdc90+f09HTtBGDfchmFeBjaGlu/rmW3mrVYTgd9v/EE9qAv3bJGHxA5CiN+34IiXfemRX+QQnSqGEJxtzmWIrl1ptd73at99aygxvtv376tTiDz9ix5yNHR0Xz8+PHAn/KD/u2lOArzj4+Pc3l5uQpx7by1Hj1XtvdCJNEduiQPEbvbtX93d7fyPrpAt+XllY982fPl8u7P57Bd9tZCn3yEbdDPdjo5H+nly+1sWXyIc5LOzrY3jVU33759+18LzH8LQshicC4WWuJXB1TWXjLttHZngGBZEREcJpaQYUhcy5oRMpBKsTjDVsNm5uAQ5Tq2Ekz+bbEd8Iu0wPYiGdrCKWn3O+Oemb84bm8HePXq+S1QnCQl7B5GRqQtjwNBDCFoHh8f1+vFr66uDrZMHR0dLSYaiSCJ1ZY4MwcBEbHAUcxsb9VijOfn5wctbwKEdafgnIXDuK27hIcR+VNQqJ2SsXMsdEQg9sz92w3Iz88QCa1E0s+bm5uDzpNWAQXcsuccJr3HpNc+6N3r16/XYcUz25vMAEv2UqadI9O9hNgS0EuonpycLBKVQ0MmCZJsR4L09u3bBZxev349v/3220GLv2ebn7UlN8lPg5tE5MuXL8uuAbV2hzTZanUckfjx48e1nxtgZFu3t7fz8ePHg4MH7S/XDQQEOZcKidMDpd3P//0tQCKp7+/vF4HMHlqVPzs7W29s+HltbbQN3E1wZ7YDihEn/DV/1a6EJogz2/Ye/mpP+tCxVuQ9R+JOT5tUIDkBuXYplTgqkdKOAHGlAL36C9Aj5/k6dixeAWZiG0BrfgX45kY+LVpIHnrAosu9WkFvYmC92jFTwggBIAFgwzPbNm/Xjyr4ra4BiTOHb6Li8/bkoTGWjOq8rE3JuSaaxQkIqx9V/slnZuvoMXbxuwmIxN+66Yxqp1Dn7PPuvScYGwvayWI9SjIpTomd7udZvSf9KbnoZ2xLF0MJNTGHzolh/KMk158m8zMbccuW2Gd1oX7DmvUcImPo9nzy3c+RzorNTY7auVuw3/GL/SWfupa6PpBN4gciCJ7hb1S+a4f/9KvkRX0m38XHwLMtQEmkW9C5v79fSS5fLbbsO0EQCnS45KJEUPxokqdjgV8uVoWVJJ4tUktC6amxiS98dv3xixcv1gHI9NP93L9Ep3sbQ4tgklMFZ4VqGMbbo9jGzNYJ8SOSzfjYQmVhLOy0ZBQ5I4r575KrcoTOc2/rZEXWxmmd2bD8Q0GBnjTvgm/JBUGgUOrZdEY8OjnZjsagz3S6b/yl4zOz8i9+w3Y63Tl+Diu0o+vm5ubg3FG6aZyKq8UK1ufp6WkdO8GW4AUxpNsCHx4eDggj9gS/I/6/fv26XuZjfXTJWMM2gsBdJTbZr/M5ESJ0tkWh6qPdEy3Ud7uuGNJuaLmSxpOTk5ODNwWSrZfoaHxhV+7f7jmxoVijxTdvep55bpxAJtFT+tuzwv5bnPhbZRqtfgAOwMSeaePATk9PDzpn9mctSNJ1inCEukmwnSWiOJNv376tlrdWdwo2CsIptHsICpTv9PS5HV4nCaNEWgnq9uBL+CWcM1tlmkMEyksSfPnyZW1BYlhkSr5lDzlqXQwnJyfz7t27efv27WoLZ6icRbtvnp6e5uLiYlUfKDOyiaw8p89t4BFgMcEMt0nGzFaxFqQfHx+XkTIADDgQMLORfS9evJj3798ftDy2rVAQK0gTJDgaDsarIftaTZVCckMWIS8+ffq0nOO+ciPAcP6cRh0Bh/v4+Dg3NzdzfX29ttq1EtI9rJwJuZWwQFxxpNaXPHUq6QoyHnZzeXk59/f3i+hDlJHH1dXVsnFrSh9KoLRbzs9tc2BL7KGkac+PaQuseepqsva//PLLgU1a79evX8+vv/66xq47jq40AZdcdz16UCC5C1x0t8mZ5wI5rf74XitO//RrT5rSQ0k2P8g3AtbW03f5cjpSotIh7vvOAmCzgIOv8BlrXkDYqprYISiX/JDYGb8xt8NgZutq8bxWmvlI9+DzzbXjMe8enC7ZBJD2nVPGQS7kx1e4f0kF8vL9ysPfnsmve3YJoRIy/EsT8wKoEnz8h+25zothswhnyUtJI3K6v79fQJJNA+M944H8mmiIPeYqWSlB0Uqt9VYBb/Ja2UhAgMgSEO3eMZcSKfsOFkRKixO+f3FxcbClrzqxJ2X8zOeaHP6IyNkTHbWvH3U4kEPvYW34c/cq2dfElZ/lO3o4LdAOV/p9SRxjcY/aGLwDr5iDedRG6R4dqX3uyQLPoS/dwjwzK7n4eT1fbI5sSwaJxd58S//6OQSfteBn+Ep2xUZqPyW869OMC97iR4rtZmbh9tqtMdATuinB5Ff83lh81zmHxlTM6ftyoW7d9yy4h162gMtvkiFcqbMC+SBmu59C283NzcLvcrUmrWTvZ/uYVEJr36lpnUtiNOa6+hbjme3g7hZEj4+fzyuCTcmQ/5UT/P7778t/tNPp/fv3B3EQViEjyTv56qSix/Xpnz59WufsyjUUd+kYAgdh2bWT77QTqPkA0lxBjd44G48NGe/JyfPbEsV9umWuxVtkRcdg+27/hoMvLi6W/NodykaslbG8fPlydeCzBXHSemsE6Dm4yKRik5ubm7WGdJtd2R58dHS0mjB8FiE3sxU3SjKyCx3qdJXO6PQs71A5Ggs5N8bZfib2shtY5e7ubq6urv4rIfS3OENI8HYBKtr7MHYVAEfku3v2GRC0EAyH46HknAuFJHzgHIgEJDgoTpAyNQkFyBn0ixcvFrPpPjOzOg10JyBdED6SBMpmbhxUDxbkoGe2/focJLIMaQEE1hn1db7fv39fyiVQOe/h8XFrS618gWr379kc3c/KeBBJqhgzs0gtXUSM0HfPzs4WAQMI7p07oGt+1plOYWyvr69nZqseNmk4Pj5er4MlI/I25pubm8XGNmkv6SWwcK5eaYmYEFDPz89XtUa3CBkKlgUjnAjn59LlxeEjxTiRjnFmO2AMMGKLZCpoSGIKjgXZp6entX/9999/X3MgN5UqNsKZq4AIQuTE8SN6VQjoURN8AcRY6H+3QzbQWW97j1ulrz1I3AsQkbLk0OSW3G5vb5dO0BOAj/4eHx+veVuDmS1ASVr2yfXP6/ni6/cHVrL1mVlvIvlRVw5AxIbonQDaRFnA5++sIwDTBLIJOj/fuMaXldwxj1Z2BXGJbbttAD1dG37n+YBcwTtwVLJ3ZuvWaQfIXg7sonbge+Tmj7GaHzDurBn25l4956BzdP9e4lA7ErsevgOIAmJin5hJPiUbCh7JsW9+I/cfdSDx6eIr32E9nZchXkvmix/IRdygG60wlwTgx3uWwatXr+bjx49L7yUzM9urf/ekDD9KJuTHrxpbuwLoUAs1Lbjc398fVK7FOLZh3a13X9bhe7BLbZU8SrrSuZ4l1aJH8R+bNPcmYH1bizVtx8DMLKDejo92g3WsvsOP8+H0CxYgB/hEh7P5F2c6P6QdinxKbfPntV3kPLN1xJe8U0jlG+mAtYJLxW/kYBM7CTmbcIgwm5nZEk4k0MxmJ5JNhI71LiE9sxXqdICcnJysc8eaSNOddolXR2cO3zYGb5mLuAaf77fllrRokutzM7MKzeS5L8QokrYI4/+1VfmQ/Ka+r4m78ZUc83t+VzxU5C0m4zN+/fXX+fe//31g180dfIef5r9tX4IJEQlyTnGthd12Hh0fH6+ioLg1Mwfj40f3BQexBDlk/d+8ebPOrvX9+/vtTDz67lmVIZ2nw8ZvLS8vLw9ylOIUcVDu4H4zh+f67PXHXMndXK2b37PJdoc7/qEHZDvSwvo1rvEBcvzGXXZd+z8+Pj44a5FdFdM3L7L2OocUKmo/LUzsiy3FI+wQDiuRpotUHlXf0RhB1ta3tvqj62/RIVQgenx8vPYMctqAAydpUhRVNwahzmwGJSmnED3UbGYLFpJnnRz7bVyYUcravYUSd0ojWaHMiJ8SV0dHR4vw4qzMTQskEObiCJ6enhZI2AMr4wCe/Ix8ytC+fPlyzs/PV5WTrHRgUGjKC8TYp2gNCshsh2pFg1xUWQBUxgX8cKwIGh1PHDF9OD8/n//1v/7XIg18fmYDYicnJ6ujRAXg5ORkrq6u1th7/hKHKRFAJpQFV+GYmbm4uFjPAwKsn4SfbnDoOoUAFWP+888/VzX28vJyfv/993n//v0isAB92+PIg1zpJ5DRzglnXLEzIOjh4fnQaAdHF4QCDCVAXXR3Zg7Ol8JQk0c75QpkLy8vF7HCeTbAccLaISXBOoJapW/ngP3VL168mHfv3h2w7oJtz+PhvK0zH2Gsbb1k685UIkuXtW4raC/yvb29nevr6zXnmVldQtVda0HXCg7/yRfwJmGf2Q6A5YNLds9swVBgLgEE/JF1SQ36UKKu5PS+Yul7M4dv9Kr/pttAsrjAfxZoAG0ICcSwRKfgeebwFdj0h1+rfypQKGHSjpxWn0rQuCe7NQ/y559bPGnSWwAP5BQ8tjrZ+5dI8qwSIi3kAKgAZMEs20JSuD9wTr+a8DvvyD3I+/T0dL0euIleiwj8lXtbmz3J1s4TAFPc2MtQXN9X5WEBfpcOIjPIxBq0k6adjtVfn6//EXfoaeWOTFP1bRWZ/rRgIrGA9ySpMEEBbHFPbYPuNJmpfMyLblf2bJC+uv/MHHzGM8TCJjNNjHpAeosN7RZBErXjiF7Sj3Y4kn27kYrt2F+7BX9ehwcJs3XdOS1WunRUSGrZFj9rTXoGTwuPOg/oWItCJTFhBX5hf+aPuFX/5LO20LcI9/bt29Xp0zl13CVZYcGZwwPo2TEdR3oozHsDWZ9T31r/sSdL4XH+8unp6aDQjTxiW8bBv5RMKPmFUGqx0/f5bOOWVyhcFyPAqOzTOPpWK1jcPVr44HO6Vt3OVd9mbSXzPgtjsu+zs7N1TAUfXd/ZgqGcqgS0Z3u+WEaW3lbpd/KxNkrwwTMbpmgx03PovH+XSOtnG8PJQl7NVuUwcux2gJFvO73ENseMkBN9oSvmLLfokQ31F+0oa/ec57EnBAyiha6L73aQ9Fw4cqzvYCf0fWYryivYk22LNC0GymNmZo0PHuZ/xA+x9j9df5tMo8xy2bg6HW1dki5sXkHxzOG2qk6+TFkTS3+X+BEcGFXfbMXBFfRIIpFOtlNxQNhkBrlPQhkDh1aSiMOcmUXcYIYfHg7bWyU8M4cMN5BU8siWOCBbZbtyrtKbv3Uh67LmAJEA2rZD9+aQC/ybsKiK2b6h40tw0EGEkOAgup4ApzNnBDpgoM8V+LDmAi8nZW0Z9p6lNmfraf7WkRwQJuYPRJCjOemC4rh0gLXDyH04rnaK0WWgpgkAZ1bicGYOAonr7m7bb032nGVB7szmeM1dAt6q1cwWAJBGdAwx08TXOrEjcmr3nTVBrpJfu+T2wbbgiwz2oKjn+ZQ4LChic/STXbGDm5ubFbBmZs21yQF/51kNhvTn53aA54tt9Zw49iAR7Vke1h9oEnTZQIk3nRwz26GJJeT5B/dUjSmYByraLTSzgZi+ApsfAfTpEjBIH5pY1n+WvPI5PrnAwXyQkPVJHd+ekGqHkVjVN1q0uIDsJD+/52/oP3kVcLa7AkEmru/BqESlZJC325R0kWjtq7Lsq0SSzo8SCgC4s1lKUvEV/A9Cw/pZH/6o+/nNx7P4yPqf/tlvIWzngTG0Q6ffJVO4w2fJaU9muMiGvNqB1/nTI9/l41VmjZPsX716tbauWHPyowctxrBBvtc9+UMJnySo8zJmMd7P2CY9JyfYgl9oNbd+uvMpIWMdS0aaQztTrIdxWxu+orany6vdDOzP2PkunRf/Dej/k66jo6ODM5jaQa/jmKzYBnnObHGGn6Z3bJkd8+vWDmZEEsN51pLNfv/+/aATpIUoGBRpXftqN8bMdpzA58+fD3DO09PTOjfHM+/v7+fdu3cLa/kd8hbONwd5QgnvxhP5g1gnPvEp9Zn8agkLnyX3HqFQ/8AHKFD3rCx6z0fMbLFPjJuZVTh2r5ILnomgkr/5jvU5Pj5eneU68/kCPkls9zvrTA7+9Lsl6+ge+TbnNQ+YuaQXMlrhFBZ/eHhYBw1fXV0t4rKFA7mb8cP3Jb08T55U0nF/hEPnVp/MZmY28rX+i3/W3Sb33RPl/Gm7i70AZ0/Ei6n0gI76mXz4/Px84SNEEbvRzdldCXKCdhiVV9jLqIUMcZBdyE35LPcoXvBv53C1aCnP6w4ncjL/09PT+eWXXxaG2ud5vf4WhBAHNjMHQNtkZzaiAJBhGDpLClhmttfttXpkoWuMWHbsqc/bL9rAsK+OahdnfD2QUHcKppDja3LKqCmMvbY9xLnMNYN/8+bNXF5ero6TOq/379+v+XMgdTglsMiLY1Gx61Y86+NwsSqxjolWviVnWlGvr6//cqZH78kwGSXnsP+M4KVzg3wlh09PT+sNZ4D//f22V7zAe2Y7dBCz3NdxYpNbXQJmZ7YtV5wD59Q3nGHk6YXqCOdL1wrUVXlbfZFoCPAOqK7uCPjYdetuD66urfv7++U4Z2YlcuahQ46s6ML5+flBpYvTpHsNXD1o1lrPzMHhe9Ut33OuV8/Umdm67bD0qivGUEABXCOFAG+gB+Bx5gQ5AwDW0ppIUNo11CCnc8t4gSC2x0abCNMbesDfzWzV6sfH522EgnmD6T/5KsFDhuQq6FfO/AC9pT/iB3nvOzuQH4JrK1L8Jd1u58CerJ057O4yBkF6ZttKVkDYuZg3oFsiu/+mQxKJJsP1ezNzADBLhAKsrci1+tnkRYxzGUPBeoHHHlyKvwVQrZqLMXxGfQkfgihgHyVI/Htfea+PNQeEPpBWAgXgdt+SKT0LpGC/a15gLCYURPpuSYb6i4eHh0UuWRsx0jaiPVHffyMMG3dK5O1lT462JpLBfnsmksVYPUPybb3azdUuAARit87QSfGBfbaI0eQVHuHbjUUXOB9AR4yrRKC50Xmyq1xd4gA/1Lkbm4S2ZGiLKfUf9MnnSo5W58WTbi/Y670k4ec1y28j4GpLxT78ArntsSwsUzJe8ad5CruZ2YqwLYDOzMIb7m/NdbDAPnvSGKaB7/Zky8y2Dcx9dQz0fCy5B2LZH/i6eY5cwHw9o7i68cb9Pa8db8ZCJt3W0o4seIs9+Q5bcwB8O1AQ0C2CIzzgSuNlbyWWSwb5LALHfegMUo+tw+DiAz9i3ZEefGLHcn9/Px8+fDggFosvjLNFZ/mheTXvhWmurq5WEbn3lBvV33Z3Ch22rl0vhEvzlZIx/rQbDe4+PX0+B6iNEi1O8bUzc3DPkmoXFxcrNtdu6AF78p2SHo074knjt59dXV3Nu3fv1jhhnBKH4gpbRGCdnp4eYJXGV0W6klCO/2AXyK0Svi45jgs/UDmxPWuGrGxxHdlHB/5bnPhbnCHkIkCK0sTaxSnNbO14bZe1GAQDzM3MAais8QEVZSqb/HGaHNiXL1/W6+9UB2a2QMRpMEyJprdrNFABgmX+vdEIYBUwLDIZUHyg4uTkZDl9iTuHS76e08S1bYBA8cx2rtLJydYuWQDWKhmGv6Dm/Pz8gPlFejTwWvN2SFBuv+9atxrfZIWxC9Yz85cq8fv375dRGZf10z6JgJHs28ZWJ8LBcjp+VlKCbtlXXl0lf7LlSAAAQaQdYgKfhIajB3wBe4TZzc3N3N3dLb3rOSjsS1JT1rivZdTRUMdfIvHu7m5teWFTkiTzhOAErwAAIABJREFUB4zbzWd9JQ9NCgVWRBWdtp7mfXFxsQA6vfv27fnA2B70bptYbVSVQeLH4SMBHZKNabelstc+QeKb6meMT7dBu878DgmLIDDW4+PjtT+ajf28tgTP9pR295W0tzbsjo+hB2yFv9j70iYQrbS02smn0YUSDz8iE3xWogscdxtjCfOCC8Qy+ynAFe8a3/pM96ndlzhxP3GjxE59Mp+kG8s5D8fHx6t7oWdltMOpJBg/xp+3o6nVNt9jA2Lh58+fD8iomcPDiIFAccrckTPWqL7as/n5+mv+zTPMn865J0AmkSoJ0fMkzLuJhgQA9mhiWr2kY75bUrQdNY3TupYaAyQDLU7xhcC29fM7/q0yLCFK/vVt5Hh3d3fQ1t/tm+3wLfkjjrMXz65dzhwSpu3mefny5dpag0Crz/Dddi3w843RbIHOi9HGWrLK51sgaDeUe1cfzUfcbHGNDMmgSbB71W/8vLY1hRd0F7TqTydrI8jhEs1sDG4Tx+sD+Mi+pGZmq+zTT/bUTuAWrdstYGwnJycrH6BPujIUqySc9KD2yhe1KD2z4cUmtJ5nzIq6JUrNoVhyZnvRA32Fyxqn3rx5c4CZ+HV+WFc0+XXr6cwsYojONzckY/mFebCrYlx+uF2X5kN+xgH7ycGKAxUMyaokDD+u6Hd+fj7fvj2/CbtnHM5sRw407sobb25u1th01TuyQ14pB2lhU/7Z+M6Xw6PyE/HRM2cOY6Mu2eZsPteD9J+enla+Q2fYke48WAk24UcrR28BNqdiAGstNtTfwyh0S35HvmRgbs7FFZfYeudujuzf78V7z2p3uXXU8eO5mgLEXjrOF+x9eHmQzqmkFvuj32yAnhsLff6f4sTfghAyQWB/D86RMa2kUWYOFeAnKArG8QHSlLFOuUGhDg75UCAlGWGoBaEEzxFWWSXujMl4S9KoWu2T/wInMgBgGHy7pMoq9vBTDorjN1aBs9Wno6Nt7yQWXXLbqnkJDSy/REkga3XbHNuxs+8C8/NuxWpSXZLIMwWTi4uLgy1iNaI//vhjybFbd2a2fbDm/unTp5l5NkrrIaG7v79fjtT3W0WiF4AvAqD7PVu9KTu/rwIbQyubnnN8fLy6XdjE09PTfPr0aTlBspD4NuB4Fj0FNvr7kmQqI4Lxycl2QHMDQivN7FqiSI4zWzegz3L4DqIVsDk182tw4LTN5erqai4uLlZyQdf3HQlfv36djx8/Lkd+cvLckqmSJkhJgDtezl2QMR820CS8W7+s2V7vS4oJFO0OE/z+6VerME3GC4b321OBYvYJbDcJbsVEwq9auU/UGvDZjQT78vJydfLZhquzki5b05JYxkAvG1f8jH1LXAoKGjfbPs+3txpWknlmqy53a/CeXKsfbYzb6zq/ppJL3wtIyLgkaJPa3n9m24JZsG6MzrZ4fHw8AEHm2dcN0wnf5ddUcgue+E1dMq3EVecag1ucaIcHUKtYIKFoHG18J5fXr1/P9fX10gU637WmE5K6Jkn1Oe1kYg/0BJitzrtaFSY/sUZy2qTM/REd+62PTRTpvYQMmdY1o5t85cXFxToslU22EIZk2hfECoJLiMENJWSapMw8JwO6l+u3dSEZK/2Y2Ygjfru4lV19+vRpdYHS3RYuyK123kowHTJvtvjzer7YjIS8Ww+tM3vjt1qgYcvsthjt7u5ubWGiE/BpX/7BT/DL/LZ1Zp9NQot3Gyv4HXiKzTXu8ffiG2zYJLIYWtcKfAb3tMMHdqr/aYcpvfQGqpnnN6WZqzUosS03gn+L/cisXQ7kTL/JkM+ofVf27i0nsTaIYnItUURXvKrd/XSl1/c8PGxvnlP8aW7R+C6uK7K2SOH+ij50oHml9ULwKfy2IKWL6PT0dOV0JdK7lR0xUd2Ha+kZGYpZ9NQatkBQLGJeZDezdfWKGyXckLAlHskX4URHSwrR/RYxdCWxj8ZzRX+x0AuG5Esl5PgHOyP6FucShPsCrpcV7fMT+t6XVVn7Eo/0XW55cnKyCm/kaA3F5sZctkHP5ZDm1G66H/rN//ib/x8vQhGYBUhGQQj7Sl23frgIc2Y7s0BHiKtOqRXNCqyVfUrCQXseMNAKXEGgv1sBZgyCu4VGwNi+hE03JyCFcwEWjMH/yQn4Ahrcq29Kkhz4TIkbyT+AUkDeymGrYZ7NgFuVN2cdHADMPiDWEenCefv27SIiAHUO4fb2dm5ububy8nJm5uC10YJBATODa9uvgGUuBZpN+jjsVgPo7MxmpJKhJveSJMFDYC2gqH7ahsR5kaFk032sTbdqHR8fz8XFxXz8+HERIoCJwILoMod2Ze1tBYinK2zQevlc/z8zC6jSR/rtaoX06OjooBPn9vZ2ddQVOKi8tLPAc9mBt5JZf8CfMxeY2wJqHNbDd9npvvOh1WBJzY8c/o+6VHQK+Z7P9gyoJug9CPLntR3GzIaBr31SVF9tXa2J6o5gav2QRwKq9d2Tk11bnTN8g88B5iX/AUj+iF7QX3ZV8tm4u7XF88mD3TeJdgHjCInOq91UBUT1KSUqJMGeR658eW2zXUVAp7G1YltiGkhtUtL4/vj4OG/evFlvmmwSVJsxLgCwRE6Jbr7Yc/eE1Mws268+uU9JSAQwIsS4kAEApee1c4Se1B/2HBQ+pCSmeRZ0IrD41hJ83X7uOe2UKYleAqI21YIFeZIh39t5Sl6QX7Uf8yFja9DiBz/9/fv3pXv8ZDGRpKjdNKenp6s7lj73911TXR/n5+cHhSzj0mnbN3tKSMjDOrfo1i011uv79+8LB3V7hrk0IYJ9a+/VT8XM6us//WIbM7OOFUAQwhJsjc85Pj5eb9Zl13uimg1W792nHX37zo8mx/RvZtsSTCfEsXa57DsFZ7aXASCv4CrzpCft8FfokrjLNxpLyaZb0lqk5S9aCGWvdPXu7m4uLy//QgiQG9vr82AtWLwdt2RA5mJHMWkJiL6Zml+GP0tUO1sULm+xu8Vx8tQtTp4lAsiFn6IXsNvx8fHBmVFihbkeHx+v40esLbmI931hjPOQrq6uFqlBX8T24ux2kPF53fIkH2wHZYvQj4+P6+3P7cjyBta+ve1Htkh3S2BYy77hDn5pYZUd+rwuPjlSfTi/aNx0WRHt6elpnbvbQvjbt29nZtbxDH7v6ImXL5/PsKIHOqb228bYIJ1lO+2Ec9++NZ2s2QX7NH4/N7f6L0Ur6249fabEM5tofre//hZnCBGqgOiQtDoRwE8S1/Z5V5Pq+/v7tT3o+Ph4tR++fPn8Zq0GZ10dzudpNaHVqpmt+tfXtKsyMnQn6fegtLZjem6Z8y9fvhxsTQOgMM7fv39fhxI7XIqiUSD3debLzKykGrDqgVM3Nzfr75mtA4LyCaoMHagV6BhUWWWVk4KlKvnnz59nZgM1zpbRUvjhw4f1eWugUnpycrLe7nV3dzcfPnyYo6Ojeffu3fou4Eu2d3d367V8dXBkDEBzbGXXrR1Q7QyndmBdXFys1kDkB3n7bkkc8gTwXr9+vWSG7OD8P378uJKyL1++zKdPn9Zh03WAJyfP2+F6htG///3vtedc8jPzDLwvLi7m4uJiBZdu42uiigxig1h1dmZugP/MdvAdh9dKC3uy5vSgifXp6fN5WO/evZt3796tYNakWdcNO+PAkaLkz9HTOfNVKXBJLJwbRrft71fRRTQVCM5sVSmJQ6thnkv/AURBDRnFvyGfSrDut8f8U6+CFECWf2F/QB+7sAZNpkt6syPEdUkOOq2K1s6ema2KBDiKRU2SjakVUQC0iQTfQX9UKdmJ74mRAHLbs/l1v+efCzCbtDexpNPGTwZNcgrCWqkzDy8bAMCAGWDHuOh6wXXXpd0o5lECrn68CZ7/G4+tp5IHusBndNuXezTR+xF5WPKh30W2tSDle+0sdF9Jlrns9a7V8K5LK/rI7SZoMEjJfTqIyCvp18RXXCKLAnHz6c/3HY7uVXKzBYJWgVtVBnjpaYnzvY/seJowKELVF7TLhs2ZX5O1zqldaCUUrUXBPhsukbMnatmne5AJmZnbzLY90/eM09YGsmoXVHX35/V8icUKwcjEdq2UZGA/fYMYHepn/I5fbSV+ZvMfyA05QpNh36db8hLr1+4Q/lki2ZihKHx5ebniBfuFfWEMZ88YnzyKD/727dtBJ6E5iy/87sxhFyA5k9Pp6emKAXxTk/seP9CCNRuT85D3zBZL2w2CxOETutWWDEuk+L+8oLGczZoXeZycnCzZwm/tEOlaNAeCFeRZxQz8FrztzCiEUrcJylesUX0t/N/XyFvvdqGLPSU/Z7aCs66w4+PjNVfPR4DMbEcgGD95Wh+dLebEj8M8Pt/uJ+SVBgX6Ln/gE9mmN07TDUX3i4uLpSt0F1njvv09khSBggTU9Vdd4A+ss90Q8sbKojG4OVmLPT7jftZc/rBvUoEp9wSyuCgvnNmK1MUH7cRjGy3u/Oj6W3QIFSQQpgTcAuwdD3JDAlg2/EctiTObw9ZtwhlwuN0m1Ba3fYsmoKvbAmnj5xbJlq9uc3J/27H8XHLbBfNdQYZczMe4ASjOZ38GUZOeOmPVamPBIhqvZzPQVhpLlNVQJTECsPWtM2m7fLurup1B0EO+YVa7b/fy8nIRSQxwX5Vvi6tkS2BnpG2jNUcgz1a/y8vLg4OKydrWMfftFoVWOxEd1lxALTl0f3+/zvA5Ozub9+/fz7dv3+b29nYuLi7WGlhXgUOgKxvfisLMLCKC/gkExl950HOBjkNBovksxyi4aL1E7mDWZ+bgDWvWFBnXyjs9taYY9wa+h4eHRaBWr+ojmmjWfj5//ry2oBwfH68qx/Hx8TqXqIkWnau9vn79epFMMzNv375d1Wvb3erg243AX81sFTw6JaCdnZ0tu6XHP6/tUrknX2teUpJ9FVjsK5/k22pg/Z77kH8T4pmtqwLI5Wfdsz6Xn92fycV3+D7/WNDps60AGUvtxniQBZVLnwUwqpT27WG1M8/ij9r92e04/Ld42W4PNgjEi2ESslZ6JdnWyRyNqfGrBZj6I2Q0O0a8eG47V41fJ0q7duprFF90LvesJLrgWdWLkhS+axzGT0/8DKguhtmvibnObK+B75qXiGYnJRZV4k9OTlbc4zPZRoHuvs2/ySKZSprEZ+Pmh3X28Id8vi6ykkHtcEOyiV/G5HN78ql64nuq0HS/Hc50uomrq0Rgt4vsk9UWJffFAmP1OWss2etZedahWyPgpNo4QqjE2f8E9P9JF3laL+s/s+F3ejqz4eyeieaz/CkbKM5uEdZ9YCQYaObw/LSSEf5fP+otWt0doDAlFshxdCWUHEA6uT8/006Mdsq0o6D5R4kSv6uvaodfz0TxnHa38QMlreUbsFk7PPf+phgPAcFXVbbspzFFh6ZiYA/K15Guy6L23CMe2H8LIyV4xUfj7HEYJZk7NrmB+HR0tHU0WQ+Y1nNapDg+ft6ihEC2PuTaIgi9MWa5QQtLfQPkw8PDfPz4ccWPN2/ezIcPH2ZmDnyd8fCRJctL3hfDtCv/9PR0NSUUd7EP96s+kHVjLXuu/dItuIVcdFfx+2TN7tq1S4Z0SUxpkUYsFlvkvjOzGi1mZp0hZfxdJ/+3PU23VuVydLS9AKiFL2OBK9lXYzudbYz5T9ffoqxgUbHqhPT169clXG9KaiCUUAMUZcDbtskh7BNxny0D28QRQcSAgS9s5+Pj43qVo0DR+/cNWXsHTWFLkEhE69D6KknOwSKrUraaVUXodggyNA+OlcNttwcnS+Ea9ABWMkFMzGyvX2Ww7WSp0wKyrTPHjKkFgDkubwB78eLF6uIgoxcvXqyOKMY2s+17Bfw9F7lYmSLuZuZgCwoj1S4OcJYw6vY1sqNvgo/rjz/+WK+Wt4YcKOeAfLi/v5/b29s5PT2dd+/ezadPnxYhhTy0LoIOsM2GEI+YbnqLbHn9+vW8efNmEXe1IfdvR40gKdDo4uEEdUrRsW/fng/Rc5CePz1gHdEnsHHUyLvPnz8fnK5vbPSD7rOjAiY6hqTtlgH6BkjxDXT34uJi3r17d9DdJZm4urpacwQe2tHx+fPnVanWqeizAk5JPf7HGvENtd2f19bhorJFlgKnQMd/zGzVFOu3J1CAB1cJ5AbSmS0BbEJaArJVsz1ZVJKgleeOoVvCZrY3d7WqXDDf1mBzloCziwL86jD/w4+Zo9jl8mw+d588dFtouyQ6pnZJiEvm1bbrgsjKlg0YA/sgSzHXc3QHlISqnLoeXYMSM7XZgn862ASGXDsna9EuI4RI9a/gsgQYGbfQVf0FmK2XcQGo7QAzthJo5FF/X70tsWQdq4/Wg48zxpk52J5dO+iB2yXLCsLFs3ZzuK91b9cW39mqsrG2s0fi2y2d/P3R0fZqcs9qx4A422p+K9rG1jVqEc32/Nri09PTOmR0r1v9t7VoEbKFwCZ1P6/ni46wA0koOyWrHyVK/BHbYV9d+24tdRXn04mS7y9evFid4PBhi7Gnp9vZPe1uMpd2ef6oY8BY6SCCo50MPi8xte2WPu53BvDLbHZmDs5PKcnNZ8nPHNXAVuu7PLOFgBZi23EF1za+1/6LSV+9erXwm/zD7gAyKb7fnyFZUrzF0XbdsGvr7E3P8qnGwHZv8AWfP39ebzDzf1jWupeAYNtwj3VvIVi39MnJ85vq+Fz+Fb5pHGuc8W9jQp41NjQ++//r16/X/PmlyrKdcI3VZNs5KTqXQOuughKEZCRHkudWXubW+Ct32+fjdJyet2DRXITtOVAe6Utv6TdOoV15Dw8P641pdEF8kSvd3t7Ox48fV7G58b/EbNfC+OkL+/769esi2/ZFjv92/S06hGZmBT0KUiYUyHIVfNRIKUnPB7GnVTcBAAJEIVy6Fe3p6WkRUJLBp6fnLWWqnzPPyvTp06flsNvyK0GlsIwa2HGuj2qm4EHZ64A8f2YWo13mkoNnLJ7NUc48K0sP4absbV1vwkDZBQgVOsFTwOr6MWLEDHDKEVHuVg5d9v7SAeCs+7+NQxJehpeDLsj3c4m/Kt/JycnSh5KHjNua7DujWqm9ubk5eItawenMHDgMcuuZEDNb8BRMrq6ulkNHbLWKYm77M3Lcq/P1zAbds7Oz1bEjmAImiA/O++HhYY0XwHe/Omzfrf1y5D1RH7HbKk0rvmTbpKBbcJo8ChzscL9vel8NF3D31dtWESTaAkIPje8++ZlnYtVnmwTRJ6CeLe/fIsTuPL/t3tpWVY9q+//0q4mooAhc7gmTdlcVuBc0FKiwLettPbv1swBKwG8S6Pn0uJXmVnAQlNVJvqNnlvi7iXUBaTsxWn2l43yj5yE3+DDy8PkWEcQm58i1sl6f4h7m3EKC+ZY08b293CuvVv36eWNrUYFsJPsl1IodPI9dAdOdWwnqJlkzG7HYLsQSZwV+9Scl/Eq+Iaxn5i9JvWe2Q6j+cU/a9DMlK9yz5GGLLeI7eZAjObdw43f7bhTPl9zS4ZJ0Ot48V9yprniWzlJrQO77rWDVncqDP6aT7QCqXYpbfEjPf9wXuGa27mI/K2lPP5q0mlM7tFqA63admQ2/zMzCK9VxOkq3+BSFsOriP/3qulhT9kiH6T59r/3wlUdH2zledEu85lN0GiHv2DlsS+/4rRLBjj/ojgKY6sWL5+1gJYfoq3vOzAE+YdNyDdiq9ube/MKLFy/WW4b5z/rQytKzXCXL6XJ9g/nCdD0qoB3t9TklIdj0noRloyUbeiAvO3x6eprLy8tFCpUMgnftZDBn9uXZM5s/phvyI/iOHycv30UUNUcRr/aELiyvI6YdjSXsm2voHONjzM3avHnzZq6urpYfMa99jkR3Sv7pRvFdsch3X716NZ8/f56Li4uVr3jDGNy/1wX3v7+/X3m3fP3x8XmHTg9CbxHK2vWMzpK57cKq3PhOxO6+I5TNW5cStny0F1fsu65ghvrfz58/r2MxWgQU2/Zd6t1FYj707fFxO3OX/TVvQsS1G1ueWT01B7kJHfnR9bcoP3cBb29vV0fInrRpZaVEQxek++QJiFFwwggTDqivwPW5b9++zadPn5Zin56ezvX19WoDq9FQVI6HAWnD4xB0JiCJbHnSpQHslJiZeTZu8wK6yAw7yYFwYsC91+qdn5/Pb7/9trpBkGYOztJpg2n2rLdv387FxcVBuynjlth6pg6XFy9erAoFEs22InPVXeStaoJuz41B2vTcGYGH3C8vLxdoKyPft2XpNCLPtpwy0JlnssIJ9e0+IEcOhj7c3NwsRh3La72QIK1+AhNtE5T8n5+fryTQdgcAsgkOZ3h+fr62OM08O49WQxp8rSW91onDGapcAT3WmN01UHBKM7PO4wL8dY4J9hyp+yFIXWWrfe/k5GTpJoe5b/eXzLWLrFvXyIx/aADSKVRgVF/Ctt1LpYn9ApHkzmfQ5dvb24P7A5SPj4/rbTVPT89vgkNwChTmJoFo5fDntV2SPbJv98LMHPy/3SpsuV0XArZ7lTQoYPJd6yII9/cFbK00AujW0ZYjttFqmss9kCwzW1eOufj8vtrqeX7XZL3jm5kFptlWt2UBngWwbXsGniVdgGmJIKBZTOnzC7zNaWaWnNtl57szm31asxaFWuGrz2i3lsR6v5Y+j8y2fZc+scs9QVhSg99yH3/vO9X4tJJl+8/RU2uAlBYP2hVTYqREJ53Yk+4+X0BK/8mB3xfzJMJNxgrAK9v6037WuNmBOXQeYiM7IMcSPBIo8bc6R477Ik6T3X1B0bxqf8VaYme35rhP5VuyeGZLimsDYqvfibtkLebQ9yZHvTzbvH9e20XndJzwKdVVmIhvRq41mbQmtU1dCz/SIxjB2nUbVLfb830tivJF7br0+x6V4N7mAv/QQ/M6Odm6/ulacxy+X+xBqrCpmVnPp8PIU0Vtc5BveKbuDdiJb0Ji6lqfmZUcPzw8HHSDw3fWiA8qwcef7WNx439jC7tuEbwdSi22S7KLMeSKip/OTHp8/OsbPWFdfpVvgIVd1o9e6hyBZfedVj4nztMrzzb2m5ubtUOAPtBxsqg+iYN0Ws4jpnRXC/+kCwsef3h4OMA3xixf5tffv39/sH70GTl5enq6iqPeGLqP8wgbV+NIu+pqi42R1ZViBGQLXE4mLaq0a65Emfv27ZV4jevr64NY2F009HpfVLCWjc/mwx5L1PIHLWC1iNWC+I+uv0WmQUj295U1lsyWHQYYgD1BvyCIA0dKlB0lvJJHvV8TDQwgJlMQRhIUkP6oY4CjKAuLZLLY3oQxM/Pu3bsF/MxZQuBMGYvNMPzBeu+B7u3t7VISge/4+PjgjVwzc6CQBYVOZueo9i37FNScW7WgsHUW1mdmVlUDUVXGk0O6urpaJBJlBshubm6WfMrcey6D9ky60qSHMzPegm/kl0DdSqRgIJgxOolE3xZRvbT27Sjj+Lp9zWVd6Lpq4/Hx8SLTZmbpOUc8c+gEkV+cOllKdEoG+axA9ObNm/n06dPBtifB3bpcX1/P/f39OqCOI63DJ88mulrqyZEskEo9L8n8BUtbO9olaG81feJjAK2ZraJl/bTu1+n7v+9ahyYsgEG7gbpu7TYwVr6l22X21Tb/BuR+XnMASui0mNHEkS/fJ+58Fx1UYSvQYgs+38SviWAJmZLxksaeATSzJeUFtzObTRQIlMAyTmd4eaY5IyF7dsvMHCTmPstf82W1cbYGfIkLe+KtXZNic8G1OVmvPQCp36kvPjs7W2/XrKzE3XZUNWbwnSX62gLO1/huyYMSJtYWSXt7e7s6QPlMvrCxg06Kq+06bLes8ftO4wV9lEySi/iw77pq7DcPRYWbm5t59+7dXF1draJA155s9xXwFij6nRIpJeKaSEgS233danznaJtUkz5j4kslOK3Cw3dkIRaWxCtGKy7r+J3PRGe9+p0cdViwHWtQedXn03PyKtla8s0Y6XK3Oej2qcxKxJbgnNnOjSIHevDzer7oZXcCFHNYz5lZmJSe0032Rl8UgawP+cNEMDNbpC98QAlF9lcMpNBWH9PtlGJY8T/c8/nz54U7invcm33PbD6vOl5czZ/KVYxdPoao1nEvmRU/dELQd+uhMxBO7BlOsGfH0kLqw8PD2lolj0KyeWkJrMnvytvu7u6WzfFZfI0Xq/ScLkcJKJYbf3MEsrI7xLo1nsw8+wW6JVb2rWPm2JhErnJg5BG9K2m9z+HoewvgPmM8sHMJr7u7u/UZPujp6engXCXfLXko/yWrYlpjbwxU/DQ/2KVkh04y4/VGr+Z41oDtNW9pxxEZf/u2vRls35FjrVrcabwlEyS+Mcw85+OaV5zDaK7sVPyidyUPizlgGLoFb1Xf/B8eK5mMQ9At5eVHzfWqZ//p+lt0CD0+Plfunb1BAXUClQxi9EALsoPD/fPPPw+21Mxs58lYyJ5Vw9lbnCqLYPHp06dlkD18EzNa0OteqhIWDnnx4cOH9RnGyMAeHh7W4bszs7oUvn17PrzXNhbfs9eQkRubDpga1vn5+cxsb19zaBiHq3PE59suNzNrT7AuFcTAp0+fVgcWgs09KSEWuQedCmbmZA8lA7Uugs/MrADASXJ45v8jkopsBTWO9uHhYf7888/5+PHjkougWeLFWlePyOrz589zfX0919fXK9F89erV6lpqgmcNGSy5cIw9tJhu+xznXd0U8Nqp4EC/stkqUzOz2jvNCaHVzgCOVWWJE/vy5ctqcSYPMr29vV3P7qvjv3z5sshE8xW8JBACvPOSOMWbm5vlyIEE86rsnLlkro+P2+HwAJV17NvGdPodHW2Hk7snHTo5ee6eQtKpoN3e3h7IVVUDQcWWrZd5+gzbJwtk0adPn9YcSiL+txbPf9IlSAuMJRutWcnsEiStBLFHhG2Jnb0NCuA+1yTT/0twFFx3vUvsNZEVOwARIKaAZObwsFr3AjwKws2vz2lxpFc367fvAAAgAElEQVTtmD/o+S8+w0bpsnGZX7sX6t+7/aGkAd+kUMCOWtyRgPVnQBJ5ti0a2GtSXWLb+iMVSuSQo2e00jgzq4u3n2m13dyNwe+QUE0QmpBVr6x/16P+C2Gw13EJz8ysA/LbydTEz3Osk5/1mWzDd8WamVn3blGoRQPxgO00IfBvSYGYLYGQrNE3xS2YQ9xuHCgxBw9Yb9im2KyEGIzQjq0WRooXSiaQ0cyWyJWENrZ9Jzc79Hy2JRlg442B9V/0xTPJvXL9eT1fXTPkDdK8awin78/C4QNqr6r0LvLnn5oz0Cd/70lPRc8mhHDzzNbh2mLGzOHxGLUDfr6Fix61IGdwT387j/P29nYVR8QQvtN4yHVm67jmA/hnciSDEsZNVH3G7gAyevny+c1n8Jh70PMWLZG1L168WMl1D/Y3NrFGHnVycnLw4ht+oDF9v+uBbpTAhduN8f7+eRsa7G9OdKjd8cUXfDwdQVqX1ETO0M19s0DxQ2MnuSuEihNy6i9fviwfVxnAEHK8FoGNgU20gFFyzDN1xZeY8ozG2n3ONTMrvyr+1fEC9/DT7ZCx9nIqP/Nscazza2yxU4Ns5W7WBK7xsxKCdMKzGh/prwKA3MM9rb+ii/Hsi5HyEj+Tu8odYKrLy8uDZhr+6b+RQn+bDiFOcGZrs5RUdz8uJroVOb/j3EsqzGxAX8DnHBgCppDjq4CNBdNHqDOzFK6EE3CONaRUx8fHizDBXurw8PwCd0bNoVC8ducATQWWWFVkGgINYQFUl1kVHOsUzf3y8nIluWWVyfDy8nI5O6RQkxrrickXCFo1ZNQzhy2dqrS+tw+S7cjab8+zlgWwbd99fHw+ENwzyZZD7TkIfs8pMjjz4ECQFQChtbKuBQoMU3AogVBg6v86ZcjBOiHVbM27vr4+2EJHf6xzmWNOCctvXVVJ27VFHva06g4q692Kpbd5sTsdX4LR09PTOqupySgSVLLX85DYWAGHrZ0lBZsoq7CzS8kIYEJOAip/4HufP39eetxD8/gcgVOXkypJq3IqZPZYm28rYY+Pj/PLL78s2fheu5f+6RfA2urXzEbCS7xaaSRDdtA93Hv58yv0r/fYJ9D9TskKFTtJZQmf+sNu2TR2dkK/m2C0W4Asuoe9STP99F0+WeJRW23CIX7MbGSPmMtX1Wf5XYE0n4MoabxqhY6vI6+vX7/O5eXlfPjwYW1D9eYPoKeHw5aoAMZ9rsmy/++JriYrna8ky/zafWKtxCy6JdaYj+1mtl/XB1e+/Fe7EPy7xMnMHOAIOvzixYsF6vkhb0Xk+/xMdbqHeAKmZGFM7cCe2RLBkoS64MS1k5Pt7abuRb9hG0C8bf/0rrq0J3Zaqe2ZjOZqXO36KG76UXyHPfh5Ot7nF5iTZ32Iz7FB9taY7/eN6WJi354Kz/q3eKVo0A6NYjZr8z9Vfv9pl7cn8kNNoq1bySGxvyTczKwiJf313ZkNi1h7OrzvvqML7UaA5RBFfJrv0r2Z7SyxJnx74kos6laRkpH8s+/1XiVQ+UtFu57L2IS2xWMYTYLdgmQJbyRV8b/OyeJh9+kh0N7senp6Ou/fv1/5RGMYe4PPazPHx8fz/v37hfWsp0ImTNxxs7OZbUeDddSFo8vw7Oxsrq6uZmbr+q2/2Xf+l1As2c0fGYf40CYIb9RqoaHdmfAI3CAWis3kVpKwRMybN2/m+vp6FVyvrq7Wc43p5cuX67wc9lCdkM/QO88xZ2TcxcXFepaYWjskN7FVXtKGjvpvOWh9YxtBrA9MwP792RchyEusr0zpBv2f2d5q16Je7d3z+CbEnDgtf4AbeuZeiz37Du8WJ1pQqg6XTP5P19+GEMLUIUs4EszlzLaftXsbASUL4n4zW8uuRfU9gRZYbWIARLhfA7kEwcIidRAYjMDnjQ+ZpD2OUdzf36+uhSaWxn9xcXHQ8s8oGYJ96MfHxweHIn78+HHevn17QIqUDJrZzj5RKZCsMwyApDKpw+EUr6+vD4AOxa1Dur6+XuQC0A4Mc95lpimzriagtRWCPRnUqkaNSFKBgT06OjoAkWTZsTTp7L5gQVaw5Aj69hhO1Frs72HsnsURtMLpsjZnZ2cHraTVt7u7u/nll19W5d186RNdPj4+XoRI9YzttRsJCNXR5P8qbWdnZ+vwN5ULOmKMtvLUFvbyNwY2+Pj4uOzBGKs3xmB9rZX7mRu7aEWrFZICoDrYAjnP2G9B8D3r7f6Iat+lC5Iy2x7re+hgbacy4/B1PP3TLz5fsOQnEDD7mOAPnfDvgr36EaRgSZAmCPVp3TboOdZasocUNWZACjguGAVmZ7ZkWpBHLPZw95ntsOra+Z7gFcdKlvElbAxJ3G0O4pMYXHALuPdMmVaq+FrjKmlmjOydH+FvgBZrzO76bM8tAcc/SxD455Ju/DHSxufEDzFv3y3SpLtrLpZb70+fPq1D85tslsDuupIRYA84S6723R/0p2TSnpwGdFt8krTtK7qtbjfRLGgsKTazdXEVwNcnsjWEUZPLfeedeNXtgO2SK8lS8oiu0amSJy1AsF/xlh47lwQeKyHVohubJafaD/9d4pYumIsEncx1wjpsVpGHTbfgRW+b1ND56v3M4VlCP6/nq91+tTMJZGNEE+PafsnLkoR0hT+a2UhN94bpXPXtiAQdMfBtSb36hBbv6DF7LZGx72CrbbZ7p0Vt+JMs/Lw+mJ75fn2pzz48PKw3xyJL2BObtSa6f1pg8Hx+lK6TeTuGnO3KPsSqPSlSIhVhDZ8jjMSJbrdByvftvGIFkt56No90tXjv32KC14+TWclEORafxb8icmZmnWsDQ7SoAA/xJ3ShOEC8lYP1Dc/0v/lOGy7ERmOzdnd3dyvePDw8rHhaEozuIpJqG/I+OkwXfLcHt9Mf96LfzYXrP/naHssC0/2oqKT4bi383pzFf2M9OTk5IMV6MDws1IJdyXxzsd2MfpPJzBx0JvXFJLqtWiDaNxsYIzlWD/7T9bfYMjazHbhs8A6W5ZA5hlY5Zzbyh8JSdgG5e70pTxfKwWAC8t3d3UoeVPgY6N3d9opDHSP2JjKi169fr20u5uXfZ2dnB9VE95CQurRDdgtdHYtFffXq1bx48WI5AwdIa0Mz5zqbtqtiJzm+bhPCWhqfIOiyBhcXFwetk5y4hF11smQKEgWhgDRpVU/b5N3d3bx///4ACDNUjqOtkAWixoIZrmFyeIgtyYtOFg79w4cPB/teyYBTcuC2cRUYcO7VaQET+1viEZjkDL5//35waHa3IfaeAuTMBoTczxx7TsLMs+Nyv8fH573z5+fnK6EAnPtaTVsynp6e1lY/h2Fb+waxOqCjo6N1RhIApKOvHQAOMTdWYMVY6ZL7SQbbMciBNpm/v79fBz6rqp+enq5Dzme2ZMdWN8nFnhjVXcSW9+2iezLZ9yV6yM83b97M27dvl80Jor7Lz9Q3/NOvVkDIcWY7TJmPkCgiZlsB4nclyYJ0O0oAqnYOeLZgO7PpjCBMJ4CnkksFFLof958T69ipuFQCgn7pHmtFrcQsYNyYWbIbgG4y0A5VttzO2ep8be3/a+9sYizNzrv+P/XR3e766J5mHMvyWMSRLCQTgWNZFsjICgQldkA4GyQvkLwIysYLUBaJrUhILLKABWIFwgqgSBCsKGBiZYFiGSI2gDMhNhnHGTxJLDLyeDqenqq6XTXT9XVY3Ps79/e+/TETz3Tde7vOI7Wq6vZ73/c85zyf/+c55zWAyffGHQwOUkjA+OkqPraTN5yNgQzm0CAF5MSD/xv7HsBe1hsf57NrbEdZNyc4Bo8B272tlwTUAbTH4HHbTo3BKydOrIW3Xrsr1vph4M7VSge4zFeSgXwY7EOPDLQ61qFghewz/9wbsJZkCxDSoBfjQT/x9dwXX2v76QB77NcNUCJ7rAnjt84jh9Zp67oTLXc9OXnhd/ixfFGIZH15zhg0w68b8DUw5aKf74XsdJoSa2z7w5wb9GRtx2feJPNjFgD1sMHINER8h7/m2QYRift5c/HGxvytp8TzxBq7u7uDmIlYmLgAfigw25YQd7vLIUnLD5AdbFiSZrN53ubmZjtbh4T6tddea+PEBrIVCF+STOUZQDiZx5rkJhQtibXtd9BBcjfH1O7ipJAImGbgjLh67K/Qdb+RF3uMvgEWARQTPzNnx8fHbfsS9g+9ZP08j3Sf+EgH82t/77Umj8XOGDQiTme9kWVkyb6KtSDXYv5Yb2KWyWTSbDZjAWBK5l3xjJl43L4Qm4zfZG0MXLp4DmhyenragFNkycUm5BYAyd1gzvdZcwrn5Os+hoSxMNesA77AOak7NImFmHt0hLicdXOegexzHbENPgmcg7lClra2tppfR4/xSwZWHV8BDjL/fN/ryVpYHx9Gb8qTlFK+XUr5vVLK10opz84+u1VK+XIp5Vuzn0/p+s+VUl4opTxfSvmJN7o/Dp5DEEmUYRSjDLkjxWgqwTFGF0NFwucqDkkmjsKTSGcOZ+MYxDF4lCR37txpiwUat7+/P6iY4UR4i5e7kVgwhLeU0oQaw8X1gAgoHoDLnTt3cnw8PVPo1VdfHZy7NG7hBGjzmDHUGMLT09PmFBBmbztjWw97OY3mgpQCJiHEgAp2YKyjUW+Qe4ArAA+MkNvgbKw81zZMGE4cBkYRYJBEBmNTyvxNXDhEjBMn9mNskzTgDHl0OzwyzbXIMm9f4Bq2GhGEMxcOnpkjDDE81jo9NN0dO+aZucZIkyS7YpUk+/v77TBskHeuOzg4aEaRexAscRaVq9nM1c7OTjPk6J2R86Ojo0wmkyYLJDKTyaQZUuQoSXN6nLkEb4C16A7P9JssAO+QffZ5O3nClriaZkdINxTtynZg2BCvoQ24gS/kAP2losL3sAm0lT7KgC8TPW4/4QQNG+yqqJO1ZN7dwHdxkAbYXXmk6MB64HghJ/QGh9F9bDIJoJNZB5Fcy/OSeQUKm+yKL/bVATCBrCvgJIeu3iJvzI+TGyfuSVq3jA8opRsB++iOCCf/jAGbhg30MwiIk/m2WwMY6KNbpp0MuP1/XNF3ZdcJNmNmvg30AZb4Wuw3c8IaIAvuHknmCZVlk/V2UAZoZNDY40M+CcZZIxIi5JVkyNvJGLe7A5B9eGQMBNcGXFgjnoktp+rrTiTWyN0WrDfAlfl3dd3Jngt9liHPoztrWBNkBflgTuiMHXe64Qexrd5OwLNccXaCzPoS+PM8khh3zaFP6Lmr9Kwf+gAvFLDwX/hBJz2unKNbybBjCPu2KvS4/YQTUYDAZH6WDeuBbhJDOCnF59tuuDBKHIwu8bfzFvsWd7Mk84IiemBwFB4oYnF+KATIyFal8b0Bo/lJvOvCAvozThSxlRSVDawarAQgwkY47nXn0BiA8jEfrAGyTeeOCz3+/7EPoQO31tresOttQeSBAD4cAu2uWhda0C3W1TEe8TOyQUzL/W3rKKay9qenp+1FJ6+++mqzc+RCnh/s7o0bN5rtJndzoYDn+KgKaGNjo4FXgHfcn7fswiv6AZhiEN9bXpF5xmsglHuTPzIGF7/cgWU/BXiGXyC2hzc+Izdx1w9za0DO/hS/4TiKufPaUZxN0g6VH/sv2wbiTPwXPgpZxP5wHrALhlevXm3zTa7pfJ45sq6i4y66W3bQB85hdtcxeQv0Rn7iz1Ja+Ou11g/WWj88+/uzSb5Sa31/kq/M/k4p5QNJPpXkLyb5eJJ/UUpZf9AN2yDW5i3QVmp3DAFa8M+CQLCIAPJ97sWh0FQLAUqYKN8XhBtjbeSXJBlholsA4WOhCAxw+lQC7ty5k8lk0rqQCD4mk0lKKW2bl4NjnkUgBIqZpHUi0aXBT4NnCKRBH1dQCJicPIHKYmgxWAAFGHRAAQJ71tJAjVt1Xakedy4xd96Wd3Z2dl/y7SCLLU3IBwG774ciGpkFFMMwJ2kth9wPo8hnOCoSeFc5PV7mjznHsNlhIi8YFsaFbOLoMTYkg6wr8szc08UEgg14hByjL8fHxy3IwRgB6MErc0fnE8aSwJmuNQ5SdsV5PD+ATBhzAl7LBh0/zCddQgZj4BmDeHR01MZhAJTAhzVkfgj42NJFULC/v3/f2xEw/DgmWvo5ownAGmCXNcc5+GBvV3XcFWUZ4f+xXe5WYJ+1nf0K0GPzE0kG9hh9JylK5h2Z7qqwnlNsGLfycj+DHJa/JIP2fuwdttDJAkGIE1fbcPSM78KXO2HcPZMMXznPswjMsCHeY44MO5jhniQuBIyunrkK7AB/XGXzfME/42SM/L954hkk4E6guSe+3cEwdh//jN2hk4gzJgBTWFv8wBgY5F74llrroLrI+o07T5IMgjeCU+bHcmOeiT8AlNxdwrzZlrqSzLzYDuCXHACzFgYxvQbYJcAky4Z9AgkYSaVBO+7J99FH+PQ2YMaMHd7Z2WlbnZA9A3vMh23xgwAXn4mFbqNLFBG8bY44ywCZQVFkwCCYgVDmG9vO2Cwb/HPxx1vfDEDhbywf6KQDdtbHn7PG5sf3WSF6bH6C9fNLQM7OzlrHP9dQNGL+WBvHdaw5PiOZ65S7O4lp+f/t7e0mZ8T6xKsGnAEFSUApfhJ72WZbhrCRrD9yh84kuc9+EYMhN9ZhimS1Tt/qS0xP7GadJz5kHAbU0aMkA3uFntt3G2T35+iC9RZ99draTvFqdWwBdpMOvM3Nzezu7g4ScdbAOsQ8knfZ/mBjseN+65RBfRemiUUAkTlXlnxs7P8AIol3mRMX9uHTAAXPp4jsHSr2MwYk+cwvtAEY4rwmN1gQ++JLsPucVwtghhzgC5Blrsee4VssCwcHB4MzeVlD5NhgED4Z/QDsYt6x5/iKs7OzdiSFYw/HMRsbG637zXkn68ha83/IDyCgCyOQAWjnJwDNLoB5Ppx/Wq8Zr+NDiv7OZbgWIiZ7FCj0Vs4Q+mSSH539/stJfivJz88+/0Kt9V6SPy6lvJDkI0n+x6Nu5kqgO2dIDGHGIIKr7QQEoHVu/0UYk3lC4H13KHKSweJ4O4AP9EXAvBXJlQVQTQSf8cMP4+LeIIAYDYQEQSSIwnHAN8grwaMP6PRr8EC3SYgZI4bFDgjjQqCYzF/Nybjhl2o438HwOLl3dYukxAEghsTGmXmCXwwLzojgnbVP0pwpwCKIMPPDdaDN/J8DQxwlSQFJkWUEwzh2hFQMSE6o/GE4GA9ziJxRNUaRmVuDB8ncKOLYkGcbTfab2kH5YGnk2qAURhOdsB45Gd7c3BzINHK/tbXVkiO/ZQ5DhPOmKoOsgsizDtY9vueK8K1bt5r+sVallEE3D2NGBgguSI7RPb6HA4PfcSuxA57JZDJog8VW2YaMwWlsFsm6K8EmgwS0YDNXXuMVpbfNT7gqZAdqUM4gHWecOVDxeV8GRxxcJvOtR9jo8RlT6Ku7N5EF7C9jGssFiSKBo6/jXsgPCQM6NgYSDP4nGQQCdCDhp/CZBtatz+5OcZXWoJnnxVWz8ZlIDqYd5DBvdAMTsAKA43c5a8V+g0Qfv4Itt62xT8C2GbQad7Ew7+in7eNYNtBn5hVZtJy4oIMdYmz4bgJZxoqNsl0j+CS4Pzk5aXy7s2QMGuFP8N3MK3N3cnKSGzdu3AeSMS9+wwpy4WSSGMNAITbTBRXPK7+bb2ysCyWMEYAcfSMGMuDKONEhgzIGM7EZ2G14cKzDs7EJ3AP+mFNkyt0iBmOtw6yl4zISpbW1tfbWOnd6eR2JrbA9+E9kkbUhNrWOrii9rfkEvoBYpJTSkkFv4SABXF9fb9vEk/kWM+JbbOba2lo7YyTJQJ+T4QtsHI9gJxgPOuTiBXaUGDSZHxgM4IGdYZzETNgPOqz57jhONFCNXqFTzNn5+XTbvM+jdCJJ3M7fLpIgh8R46LDl1mACcaM7t5hvn0GD7WMux8AXa4HeYT+Ya9aetbGuMefYY9t6rz2+lK1EfMb12FTWjHXh3CDsNePiO8QM5BDEBx4bb15jbRiXc2K/lAWbDmCDnUUmsD8G5PjOwcFBA15Kmb+lGfnwWhID4afPzs6yvb09iMmSeREbmaV7fxzzc2C2YysXJBgP3cD4GHSV+zumYZ5ZH56HD+XV8fbXPNcFP/wT30UeeRb5J77R4CCAEUAcsQ1j4qfjIRd8Xn/99XZffIbnzYU84xLIKZiCu4ceRG8WEKpJfrOUUpP8q1rr55O8q9b60mzRXyql/MDs2vck+Z/67ouzzx5+8xFAgbHBSRsRZ3Fw0mPlItl2sjCupKBsGGyCTwwKBpf7UoXkOxgygByUmiAHpUehSDSNFDI+vpfMWz1JFpIMBMLILAYBZceAoiDHx8ctsDo7OxskKXwH4bOjc9DlJNeJB3NpYMNVUbpwMCDJPFHB8TzobRoGD2xUCab8jIODgwEKjsK6Us/8IV+np6cNsAG8IfF2UOqDjJE/FJmtckZZDUZgqF5++eW2hdHBMDLLnF+5ciWTyaQFdckcvUeR7RjcdsnY6B6ygcKA+s0A3gbjefGBu+iYwUkbezrhCGJcsaBlFKeMnnr8NnbwgWN39drbQ0qZHqyMXMIrBpUgBj1CZnwgG8aaufczCErgk+/Y+d26dWugF+bbgf7a2toAmMNZG/SxvNGhR6cLyRyJgJP/FaDH6icIJrFbyAaJIfPEvDqowGFyDbrsLV08I5kn18gu64vNs25gE5K5LbINspxyDc9w4Erwhr3zuvN9AsZk2MKPPFm/GRvz4U5FB4fYPaqWSQaJM9c6AIfHZA6OGTjHR7JOXI//dODt4Jz5cAIDT35zkIEZV+fHST46SbCcTP0fLyygAGFAwaAic0FgaFCL7duAuNhAtu96/AaW+Jt7YzNdtTcYxf3hjfvaV48De8blJA3b6YDSz7Qfv379evb29trcWHcMBhmASYZn5IyBLB/YjVzaFxmgJb5ygcG66co3wW6SQXEJ38I8YN85u4c3r1n2mAcDU8ge44FHFyldAGAuvOXBsuZt7+bZuu45NQDEWjE/lg/HJEtOF5JPYK+RaYqkxM7oIYchG2iBfOZJMjzbD9vr2AsAgM4ag7sUMYgZWENiKWwU+stnyDe6T2HKZ4mhH+iad0Mwbr5LEdZzBK8uKJhn/CV2huvW16dnn7ijZBwbOl61brzjHe9oSfKVK1dyeHjYADiei72lk515pLjDWnO9i6vEgIBe4+4l1p/54vgCDgm2vyWpR9fJ25yTuvvb9sx5H2tgez/uIOFcWvI77ulzjrBByDQ51L1793Lz5s0cHBw0mWbdWEd4QQ4NyjB2YlrsvgsoyBprf3Jy0sBUxux8/vj4uHWHojvw4eLx5uZmXnnllZY7+rBs8mqeQa7KuBxLIz/4e57lIj1b7ZAnYnNkG5/snJJ1d6xoUAmdxR4gX45FsPu8KZ1n8338vO2JC17GQfB/+C3mG5nDj/ss37F9G9Ob3TL20Vrrh5J8IslnSikfe8S1D/JK92U0pZSfKaU8W0p5lu0fbJ1hIUHF1tbmZ7EYWSfAYCFoCcVAuGLoPboADgRALCAOn+txsufn8z2CfAdDSyDCiewsqhN+kk7GA68nJydtLy7bXWqdtziz9SdJM54YSHjBOJIYOYGkVRUl5G+6M7inAxPGzU+QXBtQQBO3OSKoGNRkanTZA40CEngZXOMZvLEMY4IiYPhxlmzlYZ75visrzDPBFYaHRAeD7z24RqJ9sBwVF7chJ7kPmeYtUkkGh73iyFhTxobDvnnzZjY2NhqyT/eKq8w4D+YBWltba/uneQYAYK3zVngnFBgrxgC45wqGD7fm/9k6RkDPWuH80BM+Q6eSNPnAwSALzJ2NKLLD1j5vQUTOmW+MMSAlwcfe3t7AhuCwb9y40b7H86kQIlullCYbAAKvvfZa9vb22hY46zE2BgfCeNF7CLDTOkq7KfPMwde11rYn2DK35PRY/QRvW3OVx1tEsd0ECvztpA05R0/QedYPm+Ok3Ovl7gNAaM4ccvJLAE0Ahd1h7A4Y3DXhc+3QJ4IUV4cMyBMMzearXUPySULhxGYcWDIXSe4D6d0CbbllvrAv8OK1wF+j/wbg8Yd+Bv+wEbZpDqohn9lk+4LPMiDleXQghX9gPgCY8LMkF9wff+tAnmchB9yTYHxceWQOmHPsN8/A/427R5BB5AfAZ9ymDpm/ZNgqT9DLuAEwKFIY0HZ19ezs7L4CA3PLWiFD+J2xjjkegh+fkWUZRa4N/ji2Yq3wTQbBeC5jsGzDP/fHDp+cTA/3pQDDGhiA5juOV5lvJ9XumHLBzyCS5YU5xs6wTgTzTkDHSf4K0WP1E44dSYAMkNLtTEEW+eZ35JAYiLgaAM4dzeidC593794dFJzcRUqHH+ANYMjYvp6fnw/OFzHAQtca/olk02CVi20UXvFHPIciN3EMerO5uTkYM7xbnvErLvK52MCcOmZDD7mevCEZvuUJPvEl/pt5NZh1eno6OLbCesTfjIF1xn8yF6zZycnJwA7AH+SknZgTgII55zMIcJD4lHgSubKtd4OAuy/ZSkgzA3PsTjbWi/G7m5jtiuNYgTmCN/IPcj+DcMgHv9+7dy+Hh4ft7Ft8xziWBzCk0YE8yl387uTH766trWVvb6+BYsQj/HS+ju90rjgGv/BhyAx67oIVcRO52Pr6+uAMPXjw1u/XX3+9Hd+CT3TnK2Nw4wIFNHypATk3DJBzIVfMVymlHVfD//Fscn5wBQpXtlMPozcFCNVavzP7eTvJFzNt2Xy5lPLumWC9O8nt2eUvJnmvvv5Mku884J6fr7V+uNb6YQ6fdeseE+92NKpMABfe8oHQs6g4X5Lr8/Pz7O7utoOBnTggkEwkSSGJOEYJ5cBRnJ2dtcQfYhGS+b5wns+ZIAAaVkgUHJ6pTNDNwv2S+fY6DD2CwHygUIBY/I0wkJjAF/cmWAHQ4b4YKoI4CIPGevl8DsZ348aN3Lx5s7Ug+sR4nKSoiKgAABkbSURBVAbbnWijQ2kJpv3WLwfyTmQAhmzkcYAEAg6+UEJOdsdIIH9ui0duCBZ4MxR8cz2JA+tIMEJgQGI0ThQAQieTySAIxZhgAJ087u7utrdduavEnXCsPQGFZRP0eHt7uwXH5+fT10Bvb2+3ecNgOthHVwD8QKVxJMggc4q++uwm1sNG1297Q99c4WFOCMhqre3wanglqGButra2BmuP47527Vomk0kDXHhjh5MYH+p87dq17O7uDroL0VXki73fDjyxE2tra7lx40aTYyeAI7uYnZ2dJpM8bxXocfsJgGxsvqvyDrzX19fbAZL8n6v3484tgiSAFGy/qz2sAf6FQHfczYJsOWk2uOGEDuIeBmMZszv1OOfMe/7tRxgb9vEhazQIgKjU8h3mlDnm+ba7JFL83+bm5uDgSCf8njd+Yke4l4GbMSDiSiK6ZjCLcXE9tsdVynGHCbJjWQK8NkhikCxJK6a4Q4r5ggxoww/+k5jDoBdbM5wcMA5vEzRw5OdyT+Rn7IMN9DDvAAjIGXNE5wz3dUJRShm8eZQ1dgLIevJMg0/n5+f3HdiJDCC3yAd/My4nMe7wBNhJ5mcsWYbQU8bmogj6w5phjwm2sdEGMImXWE8nZJ6TMaAIjzwL3kmIx+dZ8Az4sN1Abm3LfBbZKtDj9hMGlB1HGazjTaMu9Loj4vz8vBV7rl692rrJWPv19fU8/fTTg4PXDXYgQ07gkRViBQrTxF7E8CSQSQZr625PruX58IbcJmnxirseuI7Y90HxB2NkLnzUxWx9mn4i67aj7mBg3MR1zB35HPnVGHTG/qCn5pFipH+3fWMu/ZIUx7D2xdhC23mus13H3vLCFGJNx/3kkeQ97lLHBrvAAJ/4c+bOhX3mZ2Njo73RGf44c5aiEfe1LPIM5t+d1AZK2JJ4ejrdMlbKfGsWsmN7jJwbvCbXwNYSn9iWs55c5xyI8ZKbkeM7NnLhwT7KspMMt3LSKOLY4uzsbLB1GMAGEBO5rnXaWQggl8zfIHt+Pt2pUut8xws64CIxGAO6Q97iZgQXacjHmAtkD19ncC6Zv73aMR/zwPzgv9+ocPCGmUYpZauUssPvSX48yXNJvpTk07PLPp3k12e/fynJp0opV0sp70vy/iRffdQzHEgg3CTJgEC0pBHssYXk+Pi4obsIP0kk36cD6bvf/W4ODw8bUoyyoYRMJM8n2CUI9T5QlIxDbR0YYUAPDw9zcnKSg4ODJFPDSMJI1Z8ggiAFvs3L6el0q9Pe3t6g+gV/KBQ8sQeT5xtZdgLFvlqUi89poa11fsAjyU2S1t0EeESlwKfMY8CPjo6yt7fXtuXxqmW6dEi8MHRWUIJHnAcCTpCN42H+mQvWEoPvNrzd3d02Zt5y5WobPzFmKC3AweHhYb73ve+19WXuASpdNUaevZ7e45vM93aj8ATzdCXB/3hu7t69OwiICSSYS9as1tpevUiyQ+BwcHDQ7oP+HB0dNd3CEDFGV+yRV/SF9XQFF6fqigutnsi9D1dH9pkn5s3VIbfXwxNdNcg6997c3GzdPMi9KzXoNwYTQ00giGwipwSRyCHPYr29rrTy+7wU2kIBIX1+Fk6NxN9JCgDtMtNF+Ansk7eBeBtOMt865a0j7nRzYGswJxl2WzqQJojgb1+HbLFWru5xDwIaV3LQT/TeiaVBGPhL5gUGH5iLDnhc/JytRUv2j46OBuAP8sZ16JfP5QGMMiDjRJexoT+AEjyDQMfgAmvJ95L5trNkfraTgyL+NkDKs93OngzPDgKQ9v55noVNYDzuQiII53skDe7mYD1Yfz633LFGXONqP0G618VVTQJ4EicXYyzvrAPJiX2L59xAocdmuXVQiQ8DtDAoge55mxpj8ZpY5gFg6O4mSPYcGrDluyTYBotIflhj1s3zg5/yuhh8dNJLUmMAyUCO15pxGKgiLkSf0BXPC9fb1ttGYDds0wwSARYCWBtwNNi5zHQRfoL5xUaSpFueKOqR/KKLybS727LJ+mEHkjkgR4KMPbQ9GYMbyBn/N5Z/EldsMToGTwCWxBmHh4cD30FyidzwpikSVsc/jNNgSzIEHN25YJsPSDZOoJP5FrIxWMB1xLKAJ+godoQiLvfzth+S+HEHDPfijcCsC+NxRx8/WVefMUPijo91B4uLrWNgA0DfxQB2d2xtbTXbbv1n/Ox8OTk5aeDLGMAi3qE73bbRABdAPN1CjJ88xOA0dr+U0g6RxicxZ6WUdu4seRQAybhDx40L9hV3797N2dlZA6/sY1kDZMw5RZJW1BnLnoFZ6xRxGx3D+BmAEHyvbSWxvmMn/D/jQTbhzwUF5pFxTSaTgU9ijYw5kPcQ5zAmnk+M5eLF2traYD6StDwfGUDv4ZNxUVhybPMwejNnCL0ryRdnN9lI8iu11v9SSvntJL9aSvnpJP8vyd+dKe43Sim/muT3k5wm+Uyt9ZGvyWHCSJhsCBFoB710AQCqoJAYXicAfGYwhOCe5Avhxrgnac6EAJCF4j4ADyTkPAOk04pOgHzv3r32Zi4WFsHFYJCQ8swHHczmwM5gD8LB90iwk/l+dicnCL/PXOIfybVRbJyNW6QBopIMzpcBbDOgwPoyHwTqSQaCTXcQRskJF+McJwdOPJgfdw1sbGw0GbNSObExKg0azdqYD4zq7u7uICgcdx9xT6PDyBj8My6fV+Ig2EZ0HIwkaV1n6IkDVQwih1BvbW215+zs7Ayqtcj6GOCAnJwiB1xrB+BzPjBQrA/VZQhni34THLs6w/wwPgI3wNXNzc2mIxhN1ozrCUQI5FkP1t7dYOxjR19wePCL/mBYXeFh6xDzYJANXgGbmVuus5wZnLadW3J67H5i9r0mi+7ERIedRCETOGJ3nxFkYXN9LgKET3DQw15srrWDRa8J3LG92O9kuM2EZ9p2ETDjT/CNTtr9LLoHfTgtyTi/E4yg1wY88Flu4acafno6fV2u9/5zP29pBcBy9Q3bx1jcgcMcMRb44vvr6+ttTCT+tFjzPAIe/J7jBDpfvEb8H2NgTceVQ+yszyfkXhxivbu7m8lk0j5nvVwFdvcq8kj7tuMMbLTX27aSoN5dT/BEDGM75U4kgw4GW7Cx2H6DbsgjZ1PgowheiTu43/Xr19s47L+JHZAFxuVup2QI8pIQ0qntThons5ZT5IZ1R5dImvER+KSxLeE5yMbR0VHTBWTXZ4gl8ySTuUPHsQNOKpBnqtHIBOu+vb2do6Ojxot9uwFW6z1rjuwlGWwHWnK6ED9hIH+ceGLPkvlaAqiura01mWG9ieu4H/6YZBLQnNjC3V62AWNbaHCF3/f395Ok2TcXDLF7jJetOMQxnLeCnmDXiEPgP0mLcxgT8b0TYCeUnAGDriBr6NmVK1favG1ubrbdGsRF2OfXXnutxUsAocTZAFc+64W5sM0AAGNO0APitrOzs3Z2ylhH+enOLewC8USZFVVdcCYn8XpevXq1FVuRK2K5tbW1Fpdan92hT/GHhgZ341OY8UHJV65caTbZzzMoTVcSZ/uwVnQqYct8lhS+lTjFvhR5oxuNuXQxhW4nn8tj8A0ZxWbZL4+3/GPfyKHsb+wPvVaMB59L8cHdl/Dn+AGZw7f7yBrmm7mhIJzMt+cxbq6hy8rdUT4M2jmxQT182jiG2tiYnnPLbgfmzmAg64DMIVMPIoNtD6M3BIRqrX+U5C8/4PNXkvzYQ77zi0l+8Y3uresH7WYYUpQvmb+Vi8mndTuZHyLqaoyFkvt6Mra2tpphQJDH1R53KLCodGdcv349W1tbbbwExQQlGCqAmfPz82xvbzcFPT09HQTqGCAbD2/HceAOv0bfURSSGx9UTCCaTI3p9vb2oMXQTtNBqRFLjF4yP++FdUGx3A3hdWQNt7e3mwL5HtzTiQKOw5XDcVLPZ+7k4h4nJyftcDZkB4fp52L03T4LyMJ9LKfIk8+DIWBw66i7FAwOOCDGYHsO7fhqne9tdkLm7oVkXvFwN8JYlqgsoGfjgxTdOUTwhAF1ckkQax312Sg+t4Qxc190zEAqXTQ2bIAgjA+dolOG7jHWk22IvHYaOXCAbAfGuo/PEjs4OGjJJEEL4K6rgAR9rtKen5+3cycM+GIH0COqWdwXm2UZQl6xPQZgl5Uuyk/w06AGNt/Jubvh3I3gjgZsBbpiwDOZywxrw2d25gRg+BtX4VhjtsOi7/gEj93bRrCFjIkxOFHFpjAf2GyCUAIG+y7kHD5s29BzEn9sH/NFApvMgTJXs5hzy7kLGQSWgCoGWZkrAjjGia830ME6e/z8TrCL33dSxvfxPZ5TrmdMgI0E/RxCfffu3QYKoqO11uZzuQ9zef369eZLjo6Osru7ex8457VnnMQeLtC4m41xkiBQvAIURH5KKQOA3p1ULrKxbdCJrwswrBs6gy12lRy7hbwik6wBc8V6eK0InLH9dLMxl7axV69ebaCsgVbW2/6fpM/FRXfjACThs3gO40aXAfqRGZ+fBJ8kMfg1xkFiYzvidcWmOUYbJ+TIIgE/caFBOnzZstNF+IkkzT9jY9EXbIaLVWdnZ9nZ2WkxMbHsOC9B3iwvs/ENiqsG5ImjsMXonGPva9euDYBLkmD0zUWura2t7O/vtzGhF7yRC9ACgMRdQwZ2icPst4grAYcBVuiwQB8MHty7Nz3EGJte63wnBfKIPmJnvCXIXTPuqsAOsQa2/egVXSnoHd3nSdrWOWynE2YXNf1MPwt9497Ogfh/1gl/BK/uPkrm3VXjfCKZgin4CcCwZNpZ4yNUyPHwmQAiyBdyPM7f3NloEIFxkbPhx7nWW9WRCecByLy3nXFveKRoxHowV3x2enqanZ2ddl6dO5oYGzqAnnms9qEuxhPjuDCCrroog6xgP5lPb/9inNj1MSbgXMkxkeeCaxxz0t03nn8XR5hr7gFIyL3gH1lnXZzLec0cFz2M3spr599WsrK7epdk4EwJCAh+zCgG1xUfFIlnIBx2xhhRd3S4xdIJQCnTQ4CpoFJVQpCc9K+vz7eJJGmGnaDEAIADIlcrMTAIhU+T9/YZJ6AEL/yfg/1SSm7fvt2Ser/O1WuRzJWDuXWAPBYu1o+zO5L54W53795twkygzJpg9Eg+7Igw8BhTG2EUHeSV6wAoMCgkT65cG0jBubnTaVz1Q54IMpmzZP5aUoALg5MEy1QuWCfkxa94Nq/cm6qEE9LT09NWxWS8dDPRKulgnE4agg8cFXKFISZQANBjrnCIOJSdnZ0mE9vb24MtBwaG7BQJdNx+igF18mAQx9UUOoScKGPE/ff169ezv78/2LPOvQlIbEgJmDD4duYEfARknIHFVkxvRWSt/NpagzuAEjgIjDUVcQAhJ2QOBDtNyZXCcRXUgEQyfBWn/5GMInuu9vv7Jgce/CSo4P/RI+yb5ZjEnK49ZAv7j24RwGHb0RHze+3atZagItfwjz0nEGO86CP+DMDUlWt32eBjDColafdB5+nkcHcbiY79MGuG7bt6dXpo4/7+fiuqMDfJ8NwiAzroLzafuIB7e9489wY4aOXHNsKX/ZyDNsYFSAwYQaJFgkPM4G5DA1YAYcQw7rpiHuEL225AhQDfhQFiBqr43j5i4MwJjkF+AyzughlX0PG1TnSRJxcOvF7wk8zPMfKzmGcnqcRs4/gIv0sM5HE4GTOIxZixp+PzjxgH/GEHWFtiLIM52A0SJXQPYM7JOKCbi0jueKZrgmQeGzTuIOKZAMvwv76+3mJQ9HoVAKGLICc8tnkknLZ92Dz8tvVm3FHiTgFsGvYG+8n9HcuQqNHVwyG03J84B50cg7QuyhE7Gow3gIV/cnw45gWdcLdhMnyJD36StyFh71yEQE6T+bkpPI9rXOjz8RA803ka8Ze7K3Z2dgYAGvNJTEjc5RyB8T711FOZTCatSAL474Kpgadkbtd4JrrmeIFnoJ/4ZMaOjjuW436em3GxmDXF71p+7QeJUxgLBQkABuypATdySD8bfrAlyfytxTs7O9nf32++bTwGQBzsH/nHuJjqWIIYfTKZNH9DbnJ+ft6OE0GuvSUY2cb2s44G2NyBZEAQf+nckfVzrm2/B8h048aNdlyIO+bw/cTuxBBra/MurFdeeaXNnbc4+3nEFzyPMbjRgTlwAYT4C74Yi0E05oLn7+zstBzsYVQehRZdFJVS/jTJYZLvLXosb4GezmqPP+k8LAt1HpaDlomHP19rfeeiB7FIKqVMkjy/6HG8RVommfp+qfOwHNR5WA5aFh4uvY9Iup9YIuo8LAd1HhZPyzT+h/qJpegQqrW+s5TybK31w4sey/dLqz7+pPOwLNR5WA56Enh4wuj5VV+PJ0GmOg/LQZ2H5aAngYcnjLqfWALqPCwHdR4WT6sy/tV4n3GnTp06derUqVOnTp06derUqVOnt406INSpU6dOnTp16tSpU6dOnTp16nTJaJkAoc8vegBvkVZ9/EnnYVmo87Ac9CTw8CTRk7AenYfloM7DclDnodPbTU/CenQeloM6D8tBq87DSox/KQ6V7tSpU6dOnTp16tSpU6dOnTp16nRxtEwdQp06derUqVOnTp06derUqVOnTp0ugBYOCJVSPl5Keb6U8kIp5bOLHs/DqJTyb0opt0spz+mzW6WUL5dSvjX7+ZT+73Mznp4vpfzEYkY9p1LKe0sp/62U8s1SyjdKKf9g9vkq8XCtlPLVUsrXZzz849nnK8MDVEpZL6X8binlN2Z/rxQPpZRvl1J+r5TytVLKs7PPVo2Hm6WUXyul/MFML/7qqvFwWaj7iYuh7ieWgweo+4nFU/cTq0PdT1wMdT+xHDxA3U8snp4IP1FrXdi/JOtJ/jDJDyW5kuTrST6wyDE9YqwfS/KhJM/ps3+a5LOz3z+b5J/Mfv/AjJerSd4343F9weN/d5IPzX7fSfJ/Z+NcJR5Kku3Z75tJ/leSv7JKPIiXn03yK0l+Y9VkaTaubyd5evTZqvHwy0n+/uz3K0lurhoPl+Ff9xMXOv7uJ5aAB/HS/cTieeh+YgX+dT9xoePvfmIJeBAv3U8snoeV9xOL7hD6SJIXaq1/VGs9TvKFJJ9c8JgeSLXW/57kzujjT2YqBJn9/Cl9/oVa671a6x8neSFTXhdGtdaXaq3/e/b7JMk3k7wnq8VDrbXenf25OftXs0I8JEkp5ZkkfyvJL+njleLhIbQyPJRSdjMNyv51ktRaj2ute1khHi4RdT9xQdT9xHLwkHQ/kSXgofuJlaLuJy6Iup9YDh6S7ieyBDw8KX5i0YDQe5L8if5+cfbZqtC7aq0vJVMDmeQHZp8vNV+llB9M8iOZIuIrxcOsNfJrSW4n+XKtdeV4SPLPk/xcknN9tmo81CS/WUr5nVLKz8w+WyUefijJnyb5t7NW218qpWxltXi4LLTqc7+SMtX9xMKp+4nF89D9xOrQqs/9SspU9xMLp+4nFs/DE+EnFg0IlQd89iS89mxp+SqlbCf5j0n+Ya314FGXPuCzhfNQaz2rtX4wyTNJPlJK+eFHXL50PJRS/naS27XW33mzX3nAZwtfhyQfrbV+KMknknymlPKxR1y7jDxsZNqy/S9rrT+S5DDTls6H0TLycFnoSZ37peWr+4nuJ94m6n5i8TxcFnpS535p+ep+ovuJt4m6n1g8DwsHhF5M8l79/UyS7yxoLN8PvVxKeXeSzH7enn2+lHyVUjYzNd7/vtb6n2YfrxQP0Kwd77eSfDyrxcNHk/ydUsq3M21p/hullH+X1eIhtdbvzH7eTvLFTNsdV4mHF5O8OKsIJcmvZWrQV4mHy0KrPvcrJVPdTywFD91PLAcP3U+sDq363K+UTHU/sRQ8dD+xHDw8EX5i0YDQbyd5fynlfaWUK0k+leRLCx7Tn4W+lOTTs98/neTX9fmnSilXSynvS/L+JF9dwPgalVJKpvsbv1lr/Wf6r1Xi4Z2llJuz39+R5G8m+YOsEA+11s/VWp+ptf5gpvL+X2utfy8rxEMpZauUssPvSX48yXNZIR5qrd9N8iellL8w++jHkvx+VoiHS0TdT1wQdT+xHDx0P7EcPHQ/sVLU/cQFUfcTy8FD9xPLwcMT4yfq4k/m/slMT6j/wyS/sOjxPGKc/yHJS0lOMkX3fjrJn0vylSTfmv28pet/YcbT80k+sQTj/2uZtqT9nyRfm/37yRXj4S8l+d0ZD88l+Uezz1eGhxE/P5r5WwFWhodM98t+ffbvG+jtKvEwG9MHkzw7k6f/nOSpVePhsvzrfuLCxt/9xBLwMOKn+4nF8tH9xIr8637iwsbf/cQS8DDip/uJxfKx8n6izAbWqVOnTp06derUqVOnTp06derU6ZLQoreMderUqVOnTp06derUqVOnTp06dbpg6oBQp06dOnXq1KlTp06dOnXq1KnTJaMOCHXq1KlTp06dOnXq1KlTp06dOl0y6oBQp06dOnXq1KlTp06dOnXq1KnTJaMOCHXq1KlTp06dOnXq1KlTp06dOl0y6oBQp06dOnXq1KlTp06dOnXq1KnTJaMOCHXq1KlTp06dOnXq1KlTp06dOl0y6oBQp06dOnXq1KlTp06dOnXq1KnTJaP/DzJ4Lxzh42GuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.subplot(1,3,1)\n",
    "plt.imshow(image_gradienth,cmap = 'gray')\n",
    "plt.subplot(1,3,2)\n",
    "plt.imshow(image_gradientv,cmap = 'gray')\n",
    "plt.subplot(1,3,3)\n",
    "plt.imshow(image_gradient,cmap = 'gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, some functions can be used to filter the image, and one can pass function parameters to the filter. For example to filter with a Gaussian of large standard deviation $\\sigma = 10$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_gauss = skf.gaussian(image, sigma=10)#, preserve_range=True)\n",
    "plt.imshow(image_gauss,cmap = 'gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A warning regarding filters: some filters can change the type and even the range of intensity of the image. Typically the gaussian filter used above rescales the image between 0 and 1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "uint16\n",
      "20303\n",
      "2827\n"
     ]
    }
   ],
   "source": [
    "print(image.dtype)\n",
    "print(image.max())\n",
    "print(image.min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float64\n",
      "0.12531917375072713\n",
      "0.054386287321711344\n"
     ]
    }
   ],
   "source": [
    "print(image_gauss.dtype)\n",
    "print(image_gauss.max())\n",
    "print(image_gauss.min())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In many cases, one can specify whether the original range should be preserved:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float64\n",
      "8212.792051753902\n",
      "3564.2053396283527\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_gauss_preserve = skf.gaussian(image, sigma=10, preserve_range=True)\n",
    "plt.imshow(image_gauss_preserve,cmap = 'gray');\n",
    "print(image_gauss_preserve.dtype)\n",
    "print(image_gauss_preserve.max())\n",
    "print(image_gauss_preserve.min())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 Intensity re-scaling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A very common operation to do in an image processing pipeline, is to rescale the intensity of images. The reason can be diverse: for example, one might want to remove an offset added to each pixel by the camera, or one might want to homogenize multiple images with slightly varying exposures.\n",
    "\n",
    "The simplest thing to do is to rescale from min to max in the range 0-1. To create a histogram of the pixel values of an image, we first have to \"flatten\" the array, i.e. remove the dimensions, so that the plotting function doesn't believe we have a series of separate measurements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(344064,)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ravel(image).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min val: 2827\n",
      "max val: 20303\n"
     ]
    }
   ],
   "source": [
    "plt.hist(np.ravel(image), bins = np.arange(0,15000,500))\n",
    "plt.show()\n",
    "print(\"min val: \"+ str(np.min(image)))\n",
    "print(\"max val: \"+ str(np.max(image)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_minmax = (image-image.min())/(image.max()-image.min())\n",
    "image_minmax[image_minmax>1] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One problem that might emerge is that a few pixels might be affected by rare noise events that give them abnormal values. One way to remedy that is to use a small median filter in order to suppress those aberrant values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min val: 3084\n",
      "max val: 20046\n"
     ]
    }
   ],
   "source": [
    "image_median = skf.median(image,selem=np.ones((2,2)))\n",
    "print(\"min val: \"+ str(np.min(image_median)))\n",
    "print(\"max val: \"+ str(np.max(image_median)))\n",
    "\n",
    "image_median_rescale = (image_median-image_median.min())/(image_median.max()-image_median.min())\n",
    "image_median_rescale[image_minmax>1] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(image_median_rescale,cmap = 'gray')\n",
    "plt.subplot(1,2,2)\n",
    "plt.hist(np.ravel(image_median_rescale))#, bins = np.arange(0,15000,500))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the ```skimage.exposure``` module offers several functions to adjust the image intensity distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3 Thresholding\n",
    "\n",
    "Another common operation is to try isolating regions of an image based on their intensity by using an intensity threshold: one can create a maks object where all values larger than a threshold are 1 and the other 0. It is usually better to use a smoothed version of the image (e.g. median or gaussian filtering) to avoid including noisy pixels in the maks.\n",
    "\n",
    "Let us imagine that we want to isolate the nuclei in our current image. To do that we can try to use their bright contour. Based on the intensity histogram, let's try to pick a threshold manually:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "threshold_manual = 8000\n",
    "\n",
    "#create a mask using a logical operation\n",
    "image_threshold = image_median>threshold_manual\n",
    "\n",
    "plt.imshow(image_threshold, cmap ='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of picking manually the threshold, one can use one of the many automatic methods available in skimage,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_otsu_threshold = skf.threshold_otsu(image_median)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7196"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_otsu_threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7196\n",
      "6416.599708799512\n"
     ]
    }
   ],
   "source": [
    "image_otsu_threshold = skf.threshold_otsu(image_median)\n",
    "print(image_otsu_threshold)\n",
    "image_li_threshold = skf.threshold_li(image_median)\n",
    "print(image_li_threshold)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Knowing that threshold value we can create a binary image setting all pixels higher than the threshold to 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_otsu = image_median > image_otsu_threshold\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(image_otsu, cmap = 'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the illumination is uneven accross the image, all standard thresholding methods are going to fail in some region of the image. What we could try to do instead is using a local thresholding, by repeating a standard thresholding method in sub-regions of the image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_local_threshold = skf.threshold_local(image_median,block_size=51)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 672)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_local_threshold.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_local_threshold = skf.threshold_local(image_median,block_size=51)\n",
    "image_local = image_median > image_local_threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(image_local, cmap = 'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that now each contour of the nuclei is recovered much better, however there is a lot of spurious background signal."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.4 Note on higher-dimensional cases"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some functions of scikit-image are only designed for 2D images, and will generate an error message when used with 3D images. An alternative package to use in those cases is scipy and specifically scipy.ndimage and scipy.filtering"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
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}