{ "cells": [ { "cell_type": "markdown", "id": "3975269d-9e68-40d5-b3ae-d79d2dab49ac", "metadata": {}, "source": [ "# Using neural networks to recognize handwritten digits" ] }, { "cell_type": "markdown", "id": "b67742e4-ec56-4d31-99a2-46628f0e705d", "metadata": {}, "source": [ "\n", "Neural networks approach the problem in the following way. \n", "The idea is to take a large number of handwritten digits, known as training examples," ] }, { "attachments": { "c0d9d671-f947-4e4b-81e1-821d90c17de7.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAH+CAIAAACN6pRyAAAgAElEQVR4Aey9eTxV3/c/XiGUeQpFphIyR4MKTSoVlRep5NVkniXKTIjMU4qQeVamDJEM1zxzzfN4zePFNf387MfrvO/n6uWlkvo+HtYf7Hvuuefsvc46+7nXsNfatrRFWxzY4sAWB7Y4sMWBLQ5sIge2beK9tm61xYEtDmxxYIsDWxzY4sDSFvRuCcEWB7Y4sMWBLQ5scWBTObAFvZvK7q2bbXFgiwNbHNjiwBYHtqB3Swa2OLDFgS0ObHFgiwObyoEt6N1Udm/dbIsDWxzY4sAWB7Y4sAW9WzKwxYEtDmxxYIsDWxzYVA5sQe+msnvrZlsc2OLAFge2OLDFgf9B7+I/tLBC8xtH4ILfddmFhYV/urO4/ocE/WRxcXFhYWHjRvDdV4L6v/7OQ2eCzv/2/v/8EL6baxv3A6jzQCQg3v5nAxKh7xLXjev4/64EhvCfHV59AhjCz/T/Z34LBgCu8L3Mh8YCDeF/7Nj0FroIQR1bTwNdhDa91/+7IfQI1tNnjHN+C/8xZjyo/4uL3wEB0EB+EgLA3TG69D/mrq8Fyf83h/B/oBeFQk1MTCAQiPr6+sLCQhgMVlhYWPyjVFpaWlZWVllZWV1dXVNTA4fDa2pqKisry8vLS0tLS0pK0C8MPsJgsNzc3IqKit7e3pmZme+dfRYXF+fn56enp4eGhhobGwsLC3NzcwsKCoqLizFuh37rjW0XFRWVlJQ0NDQMDw8vLCxAorDOxuLi4tTUVE9PT319fUVFRXFxcWFhYVFR0cZ28ptXKyoqKigoKCoqqqysbGpq6uvrm5qa+oEhLC0tjY+PNzU1QRf85u029mDJChUWFubk5OTl5dXX14+MjMzNzUHSv37+g7egt7e3uro6Ly8PBoNtDv8BQ4pWqLy8vL29fWpqap3dRj9tfn5+dHS0ra2tpqamtLS0qKhoPSJUUlJSWlpaXl5eVVUFX6GqqqpvvqprPLjCwsKCgoKSkhI4HN7e3j40NDQ7O4vet3W25+fn+/v7q6ur8/Pzwfu7xk036iswReTn5+fk5BQXF3d0dCCRyO+Vn6WlJTAFDQ8Pt7W1lZWVwWCw/Pz8zZ+C4HA4AoFAoVDr5Dn6abOzs/39/Q0NDRUVFSUlJeuRn598CmVlZdUrBCS2vLy8sbGxp6dnfHx8fn4evW9rtyGQm56e7ujoKCkpycvLWyeKlZSUlJWVVVRUVFVVAcyqrq6urKysqKgoLy8vKytbDVsYoy4pKSkqKoLBYDk5OVVVVQMDA3Nzc0tLS1Cv0Dv/f6B3cnKyo6OjoKAgICDAzMxMX1/fzMzM2traxsbG6jvJxsbG1tbW3t7e1dX19evXb968efv2rZeXl5ubm4ODg62tLfo1ra2tX758+eLFC319fR0dHWdnZxgMNjw8PDc3911T/+Li4szMzODgYHV1dXh4uJmZ2ZMnT0xMTH5sCN854v//9BcvXpibm1tZWQUFBdXW1gK+o7P7P9uLi4t9fX1ZWVkBAQFOTk5WVlZmZmaWlpY/0Jn1/8R6hSwtLU1MTMzNzV1dXSMiImAwWE9Pz3fJPTS6tra2iIgICwsLIyMjS0tLcP319+cHzrRZITMzMx0dHX19/cDAwPr6eiQS+b2rt/n5+YmJiY6OjpycHC8vr2fPnunr61tYWNjY2FhbW/9Ax773J5aWlubm5g4ODklJSb29vRBL19+YnZ1taGiIj4/38vKytbW1sLAwNzd/8eLF2j2xsbGxs7NzcnJyd3d/s0Lu7u6Ojo52dnbor+q/XQQwx9zc3NjY2Nra2sfH59OnT9XV1aOjo+vvOXTm7OxsSUmJp6enoaEhuOCv5j+YIqytrZ8/f66pqWlhYZGcnDwwMPC98rO0tDQ7Ozs4OFhbWxsfH29nZ/f06VNDQ0MrK6tfPQTo0YDp4u3btwUFBZOTkxBX198YGxsrKioKDg52cXGxtrY2Nze3sLCArr/hDWtrawcHB48VsrW1NTc3d3R0DAsLy87Obmtrm5mZWX/PIZAbGhpKTk62sbExMDAAKLb2+wsw6NWrV87Ozm5ubp6enl5eXp6enm5ubs7Ozo6Ojvb29hiwhcEHCMX09PS0tbXd3d1LS0uRSOS6oHd4eLimpiY+Pt7KyurevXsyMjIKCgra2to6Ojpa30na2tq6K6SlpaWhoaG2Qurq6pqamjorpK2tDV0SnKyuri4lJXXx4kU1NbW4uDig+H7X1L+4uDg5OdnZ2Zmdne3g4HDnzh1JSckHDx782BCg7q2zoampqaamdu/evdu3b5uZmeXl5f3AknNxcbGlpSU0NNTIyEhdXV1VVVVFRUVdXX2dfVjPadr/EHQyOKCurq6goKCoqKirq2traxsVFdXQ0PADq4elpaWamho7O7u/VkhZWRlcH7rdr2gAoXr8+LH4Cr148aK4uHhiYmJ+fh56G9fzAs/NzQ0NDdXU1MTExBgYGEhJSUlLSysrK+vo6KBL7K8YgpaWlqamprKy8p07dx4+fPjmzZuWlpb19BnjnOnp6cLCQldXVx0dHRUVFdUV0tDQWGefobd1/T/R0tICzFFRUXn06JGKioqRkZGXl9eXL18QCARG99bzEYlEpqWlaWlpSUhI3LlzB0wa6+w/OO0fGf+P/9A1wRSkpaV1+/btc+fOycrK+vv7d3V1fa/8LC0tIZHIzs5OGAz25s0bJSWlmzdv3rt3DwzhV4uQpqamhobGo0eP7t69q6urm5CQ8GNLn4GBgYSEBDMzMzU1NSBCampqmpqaELs2tgHYoq6urqKi8vDhwwcPHmhpadna2oaFhVVUVHyX7Qd62Xt6enx9fe/evSshIfHw4cP/nIJ0dHQAYGlra2tqaqqvEHgFAHyAGWCNJwhESFVVVVJS8ty5c5qamunp6RMTE+uC3oGBgZKSktjYWCcnp2fPnpmYmHh6eoaGhoaFhYWum8LDwyNXKDw8/N27dxYWFoqKirdv375169aDBw+MjIxev34dFBQUEhICXTIsLCw8PNzPz8/AwODu3bt6enoJCQnd3d1IJPJ7oXd8fLy5uTkzM9Pd3R3wwsXF5XuHAHVsjUZ4eHh0dHRMTExUVBTEH19fXzCE58+fZ2dn/xj01tXVvXnzRkdHx9jY2MvLKzAwMDg4eI2erOcrwOHIyMiYmJjY2NgPKxQTExMZGRkeHh62QkFBQe/evfPw8LCxsTE3N/fx8amoqPiBISwtLVVXV1tbW8vIyKiqqgIRWk8nf+YcMARXV1dFRUVZWVlbW9uSkpLx8XFgc17PdA/OmZubQyAQpaWl0dHRVlZWGhoaxsbG3t7e4Prr7CHgdkRERGRkZFRUVPQKxfxD0dHRENsxLhgSEuLm5qampiYvL+/q6trU1LT+nkNnIpHIr1+/vnjxQktLy9ra2s/PD+N1w7gp+BgQEAC0ZE1NTZkV0tLSsrOze/PmTUBAwDd/gnEwJCTE39//9evXwFrz6tWruLi47u5uqGPrbyCRyJSUFA0NjVu3bhkaGr5//x56xTBuisFqwG10IQei/s2/sbGx4P2NiIgIX6Hg4GBzc3NZWdkHDx4EBQV1dXV9r/wsLS1NTU01Nzd/+fLl3bt3hoaGT548sbOzCwwM/LchYIwIzJ9gIFFRURERERgnrP0xKCjI2tr64cOHampqMTExIyMj62c7dGZfX194ePiTJ090dXVdXFyCgoKCg4PRZ+y1+7DOb8Gzi1ohV1dXNTU1OTk5DQ0NKysrOzs7W1tbb2/v/Px8gF5Q39ZuoEOvj4+PnJycvLy8nZ3d2hAAJvPY2Nj379+/evXKwMBASUnp/v37ysrKxsbG9vb2Hh4e3t7e79+/DwkJARPm6jGC4fj4+Ghpad24cePJkydfvnxZF/QuLCwgEIj8/PwPHz4EBgYGBAQkJCRUV1f39/cPfA/19/cjEIiurq7Gxsbs7Gw3N7dHjx5dvXr18uXLd+7cefnyZUpKSk1NTWdnJ8aVW1paIiMjzczMXr16lZ6e3tXVNTU19b3QOzo6Wl9f//Xr1+DgYHd396CgoOLiYgQC8T0jWNe5YJh9fX0IBAIaSHNz8/v379XU1ExMTHJycn4AtxYXF+FwuKurq66u7ps3byorK6GLr6tb/3JS/wohEIi+FepdIYzO9/X1dXR0lJeXh4aGWlpaurm5FRcX/8AQlpaW4HC4vb29oqKis7NzRUXFv3Rq4w+XlJS4ubnp6+sD1o2NjX3v1IlCoXp6eoqKiuLj49+9e+fl5ZWQkNDQ0PC9fYUYjlghwHboL7rMYFy5qKjIzs5OSUnJ3d29ubl57Ynmm98ikcj09HQTE5Nnz57FxMS0t7evR4Ta2try8/NDQ0P19fUvrdCzZ8+ioqKKiora2towOvnNj/39/V1dXXV1dZmZmW/evLGxsQkPD+/o6PhmJ9c+OD09nZ6ebmBgoKmpGRYW1t7e/s07goMYrMYQciDqq/9+81n09PR8+vQJsC42Nra3t/d7fV5LS0uTk5P19fXp6enh4eE+Pj5BQUG5ubldXV1rDAH9KzCxALFZQ07Qf4Le7unpSUpKMjAw0NLSiomJ+TGtt7e3NygoSEdHx8bGJicn5we6gd6lNdpgsN3d3XFxcerq6rdu3bKyskpKSoqLi3NfoaysrPHx8bWlBf1bCHr7+voCAwPV1NRMTU0zMzPXfgWgbhQVFQUFBVlYWCgoKMjKyiopKdnZ2YWEhCQmJn79+rW8vLytrQ3I278NqqGhwc/PD6x6YTAYMPhDvULv6v98vQsLC319fTAY7MOHD+Hh4R8+fMjLyxsYGEA/ez3tqamp7u7uioqKlJSUt2/famlpiYmJ8fPzc3Nznz59+vHjxy4uLhkZGastUVNTU+np6fb29m5ubl++fOnq6pqcnPwug+fi4iIEvWFhYd7e3rGxsT9sNV17sMPDw1VVVfn5+Y2NjcCgv7S0NDExERsbq62t/TPQW11d7eTkpKOjExAQ8GPevtU9R6FQIyMjLS0thYWFaWlpqSuUl5fX0tKCHsgwNzfX09MTFxf34sULJyenwsLCHwuTgcPhDg4OampqPj4+PT09q/vzi450dHQEBgaam5v7+flVV1ePjY2hUKhvyv2/dQCFQnV3dxcUFCQmJgJjQ15e3tjY2L+d/2/HJycnEQhEe3t7U1NTTU1NWVkZiFvMzc0tKyvr6uoCITyrf97a2urh4aGqqvoz0Pv582ejFfr8+fM6XWXAvffu3bvHjx8fOXJEQEBAVVU1JCSkoqJi/WoHiPCqrKz09/e3srIKCQlpb29fPcb/PDI9PZ2RkWFoaKivr5+cnLz2EGZnZ4eHhzs6OhoaGurq6mpqaoqLizMzM4GQ/9vftLS09PT03NxcOBw+ODgI5pmFhYXCwsJXr16ZmZnFxcX19fX9APROTEzU1tamp6dHR0eHhoYmJiY2NDSsU4UAM1hHR0dtbW1FRUVtbe3g4OB/sgv9hMXFRRgMZmpqqq2t/cPQ29PTExAQoK2t7ejoCIfD0a+/ge2FhYWxsbGmpqacnBxHR0dJSUkxMTFbW9uCgoLs7GwvLy9XV9cvX758F/RC3UMgEMHBwcByU1VVBR3/ZmNycrKuri4tLc3X19fExOT+/fuXLl06ffq0uLi4kpKSmZmZg4ODt7d3UlJSbW3tyMjIGgrJ6OhobGysoaHhq1evgK99cYVW3xcTevPy8j5+/BgeHh4bGwuDwVYD5OpLoB+Zn59vampKTEy0t7d/8OCBqKgoFxfXvn37yMnJSUhIqKioDh06dPLkyWfPnhUXF6P/EOAWBL2ZmZk/Br1jY2MNDQ1ZWVnBwcGurq6BgYElJSXDw8NrMAujG+v5ODMzU1JSYmdnp6Wl5efnB80v4+PjsbGxOjo6pqamubm5P3DTxcXFmpoaZ2dnXV3dgICAH7PXYQxhYWGhv7+/tLQ0JCTkyZMnkpKSV1dIXV09NDS0trZ2dHQUTA0oFKqrqysuLs7KysrZ2bmoqOgHhgC0XkdHR3V1dR8fnw0ZAsaI/u1je3v7hkBvYWEhBL0wGOx7rXbT09MNDQ0ZGRlRUVG+vr5OTk5mZma6urrKK2Rubh4fH9/a2jo5Obk6irClpcXDw0NNTc3Dw+OHtd7Pnz8br1BaWhq0Lvw3poHjCAQiPj7e0NDwwoUL9PT0jIyMkpKStra26enp619/o1Co4eHhiooKf39/a2vr0NBQ6NVY++4Y3wLoNTIyMjAwSE5OXmMIU1NTXV1dhYWFUVFRb9++9fT0dHJyAk4fIOT/9ldSUvKvv/5SUlJydXWFwWD9/f3z8/MoFKqwsNDe3h48ox+G3rq6Ogh6ExIS6urq1vkeTU5OVlRUxMTEAL+Ph4dHXl7e9PQ0Bn/W+LiwsACgV0dH54eht7e3NzAwUEdHx9HRsaamZo3b/fBXc3Nzo6OjVVVVfn5+6urqZ86cYWFhOXLkiKWlZVFRUV5enre3t5ubW2Zm5s9Ar7a2tp2dXWVl5Rr9RKFQTU1Nb9++lZWVFRYW5ufnZ2Vlpaenp6GhoaenZ2dnFxAQOHHihJiYmLq6emBgYFlZGZCWb15zZGQEQK+9vf0PQm9MTExOTk5PT8/q2eGbt5ybm5uamuro6EhMTDQzM5OQkGBkZMTGxt6xQjt37iQgICAiItq1axcuLu7Zs2eDgoIQCATQa4FeMjo6mpaW9urVK7DY+THoBdtasrKy/Pz8rKysnJyc4uPjgdn8xxQ4jMGCiMeRkZGEhARZWVkBAYGnT59WVFSAVfPIyEhMTIyOjo6ZmdnPQK+Li8uTJ0/ev3/f0dEBmPNdqhtGn6enp+vr62NiYvT19QUFBfHw8LCwsHbs2MHDw2NmZpadnd3T0zM9Pb2wsDA9Pd3e3v7x40dra2tXV9cfht7a2lonJyd1dXVvb+91mhwXFxfn5uamp6cnJiZGRkYGBgZ6eno6V6inp6e/v39sbAyJRE5PT09OTk5MTExNTaFQKBAFAzGnpaXl/fv3P6/1QtAbHByck5Pzn5rH4so+8tnZ2bGxsZ6entLS0oiIiJcvX+rq6j548OD69evCwsK8vLwHDhxgYWE5e/ashYVFeno6QF+Mh9XU1OTu7q6uru7p6fnD0AsMzsbGxqmpqevUWTs7O8PDw9XV1Y8fP05GRkZBQSEsLPz06dOYmJiuri6MTn7zI5CfgYGBsrIyPz8/GxsbYCv+5slrH4Sgd1lik5KSMIYA9hDOzs4ODQ3B4fDU1NTXr18/efLk3r17srKykpKSAgICFBQUYOYBf7FWES4uLiEhITMzs4yMzNu3b4uLi4eHhycnJwsKCl69evUz0AsMzhkZGdHR0SEhIXFxcXA4fJ3w2d/fn5ycbGVl9eDBAwkJicePH0dFRX3Xyg+FQuXk5Jiamurq6sbGxv6MwVlXV9fR0bGyshKsy6G3bO1nt55vFxYWQFBOfHy8uro6JycnCQkJMTExHx+ftbV1aWlpYWHhu3fvfh56dXR07OzsysrKvoli4LVFIpHl5eVGRkbs7OyEhIQ7d+7csWPH9u3b0eVnx44dBAQEAgICOjo6YWFhVVVVExMT35yZBwcHo6OjDQ0Nfxx6o6Ojvwt6gc4OcPfy5csHDx7ctWvXthXCwsKipKTk5uYWEBCgp6fHwcFhY2N78uRJXFxcVVXV6OgoGMOGQO/ExERLS0tWVpaXl5eent6TJ08cHByio6MrKysxXuD1iMjqcxZWaGhoKDY29vr165ycnFpaWqWlpX849JaWlnp5ecnLy7OwsICHsm3bNkZGxqdPn2ZkZAD75++FXmD2AM7m9PT0iIiI169fv1whDw+P8PDw3Nzc1tbWrq4uOBxeWlra0NAwNDQ0MzODHoMKoNfMzOwnDc4AeoNWokvWA70giHF4eLiwsNDPz8/IyEheXv7SpUvHjx/n5ORkZGSkoqIiJibGw8PDx8c/cODA7du3XVxcsrKyViuUGwu9KSkp61Qa+vr6kpOTLSwsxMTEqKioSElJT548qaen9wPQW1pa+kuhd2FhYXJysqenp7Cw0NfXV1dXV0pK6uTJk1xcXOzs7CwsLGRkZJCQr90gICA4cuSIioqKn58fHA4fHR0tKir6SYPzz0Bvb29vZGSktrb2lStXTp48KS0tveyw/M+VH/o0tVHQGxgY+Ougd3FxEYFA5OXleXp6SkpKUlFR4eHh7du37+LFi56entXV1cXFxT8PvSEhIeuB3tnZ2aamJk9Pz6tXrx44cACCre3bt2MIz969e8XExJ49e5aUlIRAIACcY6xIAPQ+f/78B6E3LCwsOjoa6EPfXC9ADxssHObm5lpaWj58+GBqanr58mU6Ojp8fHwsLKxt27Zt3759165dbGxsf/3118OHD0VERGhoaBgYGMTExPT19WNjYzs7O8EtRkdHU1NTf1LrnZycbG9vz8rKcnJyun//vrS0tKKioo2NTVpa2tDQENTtH27Mz8/PzMz09PRERUVJS0sfPXrUwMCgvLz8F0Fve3v7N9dW6+w/cDOMjY19+fLFzMzsypUr+/fvh54LNze3qalpVlYWpPUikcjN13pBJ2dmZtra2jIzM9+/f29hYfHo0SMxMTG+Fbpw4QIIEUhNTc3KyoqIiPDz80tMTITD4QMDA0BfBwyBoNfX1/dnfL3o0Judnf1vcx8QfiiLS0VFxevXr2/evMnOzk5LS0tGRkZMTEy0QqCBh4eHjY1NSUl57NgxBQWFoKAg8HzRvUEbDr3rdFQPDQ0VFBS8efNGVlYWeIiEhYWfPXv28ePHdboMwNINuDY2EHoTExMxFs3z8/NgG2RkZKSqquqRI0doaWlJSUkJCAh2794N7GpYWFjb/y9hTKPg486dO+no6ERERPT09L58+TI4OFhcXGxvb/8zvt6fgd7u7u7g4GAFBYWzZ88ePXr05s2b79+/7+/vX+f7vrS0tIHQq6Oj4+DgUFFRsR6tF8gw9EaAdE/ogg2GAI7Mzc01NTVFRUUZGBicPHmSjIyMiorq5MmTampqYE/jhkBvcHDwf0Iv6PDQ0FBmZibYD8nIyLhjx45t27bh4uICDRiIyvbt20lJSTk4OG7dugWcjGtD7w/6etcPvSAspaSkJCws7NmzZ2DhgI2NDboLNHd8fHx2dvbbt29raGjcvHmTh4eHlZWVh4fnxo0bHh4e9fX1ALc2ROsFvp+srCxLS8tLly4JCQlJSEg8ffr048eP3yXB/ybrKBSqv7+/rKzM29tbRkbm7NmzlpaWcDgcSOeGG5x/Enrn5uYmJiaam5sDAgLu3bvHw8NDTk6Oi4tLTU3NxcV19+5dX1/fqqoqkHVofn4eQO+HDx820+AMsli0t7enpKTY2toqKChcvnyZj4+PmZmZjo5u//79HBwcwsLCf//9t6mpKdgzo6SkZGlpGRkZCcLXAfOXlpY2HHqDgoLWgN75+XkEAlFZWZmRkRETE+Pq6iovL3/w4EEcHBwg/4SEhExMTAICAufPn7948SInJychISE+Pj4jI+OVK1ecnZ3r6uowbOa/C3oHBwdzc3Pd3d3/+uuvvXv3UlBQiIqKGhoaxsfHrzNQbvOhd9mXfP/+fWZmZjw8PMBwbGxsQkJCGhqaAwcOHD58mJOTk4ODg52dnZWVlZGRkZKScvfu3Tg4OGBuBYoBGRkZNzf3w4cPExMTwe7K3wu9AQEBDx8+BE5HSUlJPz+/75q4fiP0Ap8jAoGoqqqCwWCVlZVDQ0MYSuHCwsLc3NzY2Fh+fr69vb2MjAwHBwcVFRUPD4+ysrKPjw+I/SwoKAC+3p8Ms1obeqFJHolENjU1JScnGxkZ8fPz4+Libt++HQ8PDxcXF11UyMnJ+fn5Hzx4EBIS0tXV9ZuhF2hUNjY2d+/ePXHiBD09PQEBAXgNsLCwdu7cuX37dmxsbAYGhitXrigoKNy/f19SUvLUqVPs7OwnTpywtLSsqKgAEYwbAr3T09MgG9SyrYyLi4uJienMmTM6OjofPnz4LgmGngpGA4lEwuHw6OhoCwsLGRkZKSkpNze31tZW8Bj+NOidmppqb29PT083NDQUFBQkJyffuXMnCQnJqVOndHR03r9/X1JSAhRHsEoF528y9E5NTbW1taWnp7948UJMTOzgwYM0NDRkZGRMTEyCgoInT548cuQIFxcXHx+foKCggIAA5wpdvnxZT08vMDCwpqYG8uJvMvROT08XFBQ4OTkpKSldv3791KlTBw8eJCQkhGCAg4NDTk7OysoKbCvU0NBgZGTEwcGhpKQ8ffq0paVleXn5zMwMunLwu6C3t7c3MTHR2Nj43LlzlJSUFBQUZ86cAdC7zjD7TYNeYHBub29PTk7W1dUVFBQEFks8PDxKSko2NrZz587Jy8uDFBBqamrKysoPHz68efPm0aNH9+3bR0hIiK4bkJOT8/LyPn78OCkp6U+A3qCgoMePH4uIiPDz80tISPj5+X1XrOtvhF6wtyU/P9/d3V1XV9fV1bW6uhoDeufm5oBhMjo6WlFRUVBQcP/+/QcOHJCWlg4ICKiuru7u7m5rawMew5+PcF4n9ILVQFtb2/v37y9evEhCQoKNjY2Pj4+h9TIyMkpJSdna2mZmZkKrCowBQgbnX6j1LiwsoFCojo6O5dwL169fP3DgADExMRYWFi4u7u7du8nJyfeuEDExMT4+PoBeNTU1Q0NDAwOD27dvHz58mIOD48mTJ4WFhZOTkyCq/ufDrGZmZgYGBrKystTV1enp6cnJyYWEhLS1tTdK6x0bG8vIyLC2tn78+PGtW7eUlJSCgoJ6e3vBAxgZGYmOjt7AMKsf03qBFQWEK2dmZrq6ut68eZOamho8HSYmpvv374eFhcHh8OHhYUjrAovW9vb2zYFeKK6qvb398+fPTk5O0tLSjIyMRERElJSUDAwMZ86cefTokbKy8s2bN48fP87IyEhAQABiH/Dx8Tk5OeXl5d3d3cvKyjYfeiG/Q0hIiMaTzr8AACAASURBVKysLBsbGykpKVCnduzYgYODs3v37v3794OVWW5u7sDAQG9vr6enJzc3NxYWFhER0dGjR42MjIqKisAuI+gF/l3Q29XVFRERoaGhAcKsyMjIhISEtLS0QkNDm5qaMHzqGOtR8HEzoRfEWBUXF7u7u//999+ioqLANyEqKiorK2tgYPD69evw8PCIiIjg4OCAgAAfHx8rK6vbt2/z8fFRU1NDWjIWFhYtLS1Yiaanp/8hBmdFRUUwoqtXr/r4+IDpBZKQbzIfOvi7oHdhYWFwcLCsrCwwMFBeXl5QUPDRo0fZ2dkY3Z6Zmenv7y8uLnZxcbl48SIDAwMjI+Pp06cNDQ2LiopmZmamp6fb2toyMjI8PT03DXrB2heFQi3vAFZRUeHi4qKlpaWgoNi9ezf6Ku3QoUOPHj3y8fEB6XrA0DAGuBnQC0m/hYWFoKAgtNinoqLi5uYWERG5cuXKpUuXODk5gXnzwYMH9vb2wJRtbm4uKCjIxMSkoqKSm5s7Pj6+uLg4MjKyUdCbnZ2tqqq6d+9eEhKSEydObCD0Dg4OBgYG3rp16+zZs7du3TI1NQWLZSD6fwj0LiwsgFzWeXl5Dg4O0tLSHBwcYBFHQ0MjLCxsYWFRUFCAsedqk6EXJB9ob29PTU21sLC4fv06MDJzcnJeu3ZNTU0N5HENDQ11cHBQUlISEhIiISGBDCogtjwqKqqxsRHaubFpWu/k5CTwTJuYmAgICECWHtA9YMOEFsg9PT1AvN+8ecPDw4OFhUVISCgoKPhHQW9nZ2doaKiKisrRo0eB3xTEZ9jZ2WVlZXV3d39zKxQ04y8tLW0a9IIIZyQS2dXVlZOTExoa6uHhYb9CHh4eQUFBnz59KiwsrFmhqqqqysrKsrKyT58+vXjxQlJSkp2dnYiICDwpHBycgwcPSktL29vbFxUVDQ8P/94wK+DrVVRUFBER4eHhuXz5speXV2dnJ3osITrPV7d/F/TOz8+DcB8jI6OTJ0/u27dvOfbt8+fPGMg0NTXV2NgYHx+vr68PlkH8/PwKCgr+/v4tLS0gCX9ra+vnz589PDw2DXohNtbX1/v6+qqrq4uLi/Pw8NDS0kJRVzt27GBmZr5165ajo2NOTg4UOo4xwF8IvWCBsLCwMDIyUltbGx0draSkBPxb27dvJyAg4Ofnl5OT09fXt7KyMjY2lpaWFhQUvHz5soWFRVxcXHV1dVNTU2BgoKioKB0dnby8fEpKSl9fH8j58Pnz558MswJa77J/Tk1NjY6OjoyM7OTJkzo6Ohul9fb29trZ2QF3tZycnKenZ35+PhT9/4dA79zc3MjISF1dXVBQ0HI2WgYGhl27dmFhYZGRkQkICDx8+PD9+/ctLS0oFAo9O/ymQS9QysHyNj093c7OTkxMjI6OjoGB4eTJk48ePXr9+nVmZmZjY2Nvb29TU1N6erqrq+utW7fo6enBjElERHTt2jUfH5+ysrLBwcHN9/UODQ0VFRX5+voCXyO6vktCQsLJySknJ+fo6Pj58+fOzk5Qg6ujo8PR0fHw4cNYWFgkJCTHjx83NTUtKSmZnp7+EwzO3d3dMTExy9nvhIWFKSgodu7cSUlJKSgoqKysHBQUVFpa2t/fD2IyoHkKo7GZ0AvQd2ZmZmxsrL+/v6enp2uFenp6EAjE0NDQ+Pj45ApNrNDY2FhdXZ2/v7+CgsKxY8fIycmBIOHj4wsICOjq6kZERDQ1NY2Njf18So2fD7NSVFQUFhbm5OQ8f/68q6trc3Pz7OwscGlh8Hz1x82HXkhlLC8vd3V1lZWVZWFhIScnl5SUTEtLg7oNThsdHS0oKPDy8rp79y4TExM1NfXly5cdHBwyMzMBCoAtKmlpaQB6f3Jf7zoNzoCNi4uLQHGPjIw0NjaWkJA4fPgwtNzfvn373r17z5079/Tp08TExMHBwc3WeoHQT01NNTQ0fPz40czM7MKFCxQUFNu3bwfxIzIyMo6OjhERER8/fgwLC3v58qW6urqxsXFkZGRFRcXQ0NDExER8fLyYmNiePXvExcW9vb3LyspGVig9Pf3noXdwcDAnJ0ddXR1A78YanHt7e83NzRlXaNk0ERMTU1dXB5UH+UOgd3Z2tqOj4/Pnzy9evBASEsLFxd22bduOHTsYGBhu3Ljx8uXLjIyM1VG7mwa9KBRqYGAAlHaxtraWlpZmYGDYvXs3JyensrKyt7d3Xl4eAoEAgAptehEXF6elpcXCwtq1axcjI6OiomJycnJPTw96ZcNN03oHBwfz8/Pfvn0L4qpISEioqamZmZm5ublFRUUfPHjg4uKSnp7e0tIC7MkzMzN1dXXW1tbs7OzY2NikpKQnTpyAoBc9wfrvMjiDMCtPT8/bt2+DMHjAZwkJCTs7u5SUlLa2Nsiwv3rG30yt95t3X+MgqKpSU1OzXJHi3r17fHx8pKSk0Bru3Llzjo6Oubm5/f39ExMTBQUFdnZ2vyvCuaenJyQkRFFR8dSpU6ysrKdOnXr58iXYRbr2ugca/u+CXiQSmZuba2JicvbsWWCqvXLlSmpqKgS9oIf9/f2fPn0yMjI6e/YsOTk5JSWljIxMcHBwdXU1yBIF9vv+FuhdWlqamZnp6+sDof4KCgpCQkJUVFRAVLZv305BQXHkyJGHDx+GhYVBTsbN03pBHGxPT8/nz5/NzMzExcWZmJjw8PB27ty5d+9eUVFRS0vLrKyshoYGOBxeXFyckZGRmJiYmZlZV1cHNmLOzs4mJSVdunSJjIyMl5dXW1s7IiKitbV1eHj4y5cvoM7gDyeSBBW7IOglJSU9fvy4pqZmbGzshoRZ9fT0mJmZMTExsbGxGRkZ5ebm9vb2Qvvl/xDonZ6eBjHYjx49YmdnBwG3eHh4vLy8urq6MTExtbW1GBs2lpaWNg16R0dHS0pKgoODdXV1z549y8jIuGvXLkpKSikpqaCgoOrqagQCAVgKMlo7OTldu3aNhYWFgIAADw9v7969wsLCVlZW5eXlU1NT6FmaNw16R0ZGKioqwsPDdXR0Tp06xcnJKSwsfOvWLU1NTVtb25CQkPz8/M7OTpCkE+R4KioqMjY2ZmVl/TOhd3p6ure3Nz8/38zMjIuLa8eOHVhYWGCJoKurGxISAofD107ouGlaLwQz62xMTU01NTUlJCQ8e/ZMVFR0//79kBWRgoJCSkoqNDQULJKQSGR+fv7vhd6wsDBlZWUhISEGBgZ+fn4jI6O8vLz+/n5okll71JsPvSDVAXAXamtrHz16FKROunr1ampqKjoyLSwstLe3BwQE/P3334cPH8bHx6eiorp//z6U3A2FQo2NjTU3N/8u6AVaQVlZWXBwsJ6enpiY2N69ewH0btu2jYiI6ODBgzdv3vTx8WlvbwerCvQBLi0t/SqD8+Li4vT0dHd3d15enru7+82bNw8cOEC+QsBbrqKiEhkZ2d3dPTMzMzIy0tPT093d3dvbOzQ0BBnW5ufnk5KSlu0MhISE+/btu3r1Ksj1BTZX/Tz0Dg0N5ebmamhooBuc4+LifhJ6ATJVV1fr6ekxMjLy8vLa29vD4fDx8XHI1/jboXdhYWF2dhaBQCQmJurr6587d27fvn04ODg7d+7ct2/flStXQBXJ/v7+1dPor4Ze0Lfx8fGampqgoCBtbW1g28TFxSUlJT169KiZmVlFRcXs7CywSM/Pz4+Pj3/58kVFReXgwYPAVw02xSoqKoaEhHR2dgIrFiT9mwa9k5OTLS0tX758cXV1VVBQuHPnDkh4GxYWlpWVVV9fPzQ0BK0JQBW55Qpiurq6LCws2NjYJCQkx44dMzExKS4uht4LMKX+Lq0X8Ly/v//t27fHjh2DtjZycXE9fvzY29u7vLx87dn/z4FeYJmbnp4eHR3t6ekpKyv78OHDy5cvl1GWlZWVmJgYGxsb7Lygo6N78ODBcoFCkNhneno6Ly/vN0Jvb29vdHS0pqbm6dOn9+3bx8HBoaurC5LerLN23uZDLwhaBqVO7927d/jwYQoKCnp6enl5+a9fv4J3EzhxBwYGYDDYixcvzp07x8DAQE5OzsnJqa+vn52djUAgZmZmNhl6ob6BIQwODra2tpaUlMTHx4NKSmfPnqWlpYWgl5iYGARALHuaNht6l5aWhoeHc3JyXFxc5OTk2NnZycnJGRgYTp8+fefOnefPn/v6+hYVFYGwqdnZ2cnJSSQSOTMzg24tWVhY+PTpk7i4+K5duwgJCXl5eXV0dPLy8gYHB7OysgD0/nAOZxD8lZubCwzOlJSUZ8+eNTIySk5OXm1iXXv9iPHt5ORkbW1tZGSkrKwsDQ3NkSNHlqMrQSVnyNf426EX7K0qLi52dnaWkJBgZmYmICDAwcGhoaEBeQMSExP/rRrjr4ZeUBSouLh4OUGPmprayZMnaWhowFry9OnTT58+jYuLQ99HMTMz09HRERERISUlRUFBsW3bNnx8fA4OjsePH/v6+hYXF0ORDtCT2jToBWLW1NT09evXkJCQ9+/ff/jwIScnBw6H9/X1YeQcRiKRDQ0NsbGxysrKjIyMWFhYBAQEfHx8z549Kyws/EMinAEPx8fH379/LyQkBPKu4ODgHD58+NGjR2/fvv1/CHpBvfqurq6vX7+CQg6qqqrXrl3j4uIiJyeHYlZ37tx54MABdXV1GAwGbOkzMzO/F3r7+/uTkpKMjY1B9AMrK6uGhkZqampHRwfk1YKk/ZuNzYde8F5nZWXZ2NiIiIjs37+fjY3t2rVrtra26MmTEQhEVlaWq6vrX3/9BbZZnzhxAsSdNDQ0TK5UykGhUKOjo5um9UJL9vHx8erq6vj4eC8vL3Nzc1VVVWlpaRERkUOHDhETE0MGZ1pa2rNnz+rp6cXHxyMQCAi50R/Exmu9QL2Ym5trbW319fWVlZU9fPgwKSkpBQXF6dOnQYW7pKSksrKy7u7uqZVif2CrKPiLHs4zPz//6dOnK1eu4OLiYmFh0dHR3b9/PzMzEx16f8bgDLReAL20tLSSkpKvXr36+vXr8PAwOo+gNqQ5rW4AW8rCwgKI34uJiXn+/PmJEyfIycmPHz/u7e3d09MzPz8P+TN+F/RCPQfJ64HNCkQ1Y2Njg+yjampq/v7+lZWV4OlAYgfx4VdDLxKJLCsre/funaqqKgh1wcfHx8XF5ebmNjAw+PTpU3Nz88TEBOD59PR0Z2dndna2vb29qKgoISEhDg7O3r17xcXF3d3dQdDAatfjpkEv2FmHRCIHBwc7Ozs7Ojr6+vpGR0cnJiagtSYQDLDporCw0MfH5+7du3R0dGBzET8///PnzwsLC6empsDjAw/id2m94O5jY2Po0AuejpKSkq+vb2Vl5R+i9ULSDjR18HpCsw0KhZqYmAC4a2trKy0tffz48UOHDtHS0hIREUEBcfj4+DQ0NEJCQqampuXl5eAVnp2dzcvLs7W1/V2+3sHBwczMzFevXl2/fn3//v0sLCxqamqpqant7e1/GvSCpwDibUHyqQcPHrCystLS0oqJiVlbWycnJ3d1dYHTZmdny8rKXFxcbt++zc7OTkFBwcXFpays7OfnV1JSMjIyAkK4QbDtZkIvEKHu7u7Y2Fg9Pb1r167x8/MzMDDs2bOHlJR0165d0EJtx44dLCwsd+7ccXFxgcFgUP5jjIl046EXuKARCEROTo6hoaGAgAA1NTUNDQ0fHx+IgczLy2tqahoYGJicnATxeBh9gqZ4CHp37ty5bds2cnLyW7duff78eXBwEEy1IKb8x8onQFoviHBmZmZWVFQMDQ2tqanB0EWg/mA0FhcXUSgUEokcHR1FIBBtbW3V1dV5eXnBwcFPnz4VFxdnZmYmJyc/e/ZscHAw2FgNjfQ3Qi8I1ens7ExISDAzMwOZeEHsGwMDw61bt968eQODwfr6+qCFAsbAfzX0jo+PJycna2trnz59eu/evcTExCwsLKKiorq6uh8/fuzo6JiamgJgBofDv379Ghoa+vLly3v37rGzsxMTE9PT01+4cOH58+dpaWkgqnn1QDYNejFYB32cmJhobW2trq6uqKiorKysqqqqqamBwWDBwcHLTjsxMTFKSkoQjXj16lUHB4eqqqo/JKUGGALQek+ePAm0XgC9ysrKfyD0gqCTgYGBlpaWyspKGAz2ZYUyMjISEhICAwNfvHghJSXFxsZGTk4O5bXdsWMHCQkJCwvL8ePHb9y4AdzYbW1tYPizs7MwGOw3Qi+wKbq6usrIyDAyMkLQ+2dqvTMzM729vUVFRT4+PmpqaqKiooyMjJycnBoaGklJSc3NzWBD2sjISGNj47KH6OHDh3x8fHv27KGmpr5w4YKzs3N+fn5vby/ksNt86AVZYGtra11cXC5dugTiPSELM3pj+/btDAwM169ft7KyysjI2IyUGhCuDA0NlZaW+vv7gxhIGhqa48ePP378+N27dxUVFQgEYnx8HNiW196FtjnQq6KiQk9Pz8nJuYxDIE4BMgtDE+XqBvBJABdRfX19QUFBQkKCl5fX8+fPZWVljx49ysDAQEpKSktLe+PGjY8fP4JkIBCLfi/0olCoqqoqFxeXv/7669ChQwQEBLi4uPv27RMVFbWwsAC4C8ybqwe+CWFWw8PD/v7+Fy5coKamJiEhYWZmvnPnztu3b/Pz80FwAAhHKikpefv2rYaGxvXr14WEhA4ePEhBQUFDQ3P+/HkLC4v4+PimpiYM/yg0nN8OvY2NjVFRUW5ubo6Ojk5OTm5ubq9fv7a3t9fR0bl58yZIJElBQSEiIgKKArW3t0MpTcAofq/W+/8K9IIZs7e3t7i4OCYmBtS3fvjw4YMVkpGRERMTExAQYGRkJCYmRs9JhIuLy8bGduvWLXNz86CgoKysrMbGRqjCxG/XeoeHh2EwmLu7u6ysLBMTE7CHp6WldXZ2/oG+3v7+/qysLE9PT3l5eX5+fmZmZjY2tqtXr4KiW8BGMj09XVNTExkZqaure/ToUYC7QGGLj48Hzi9oDb350AvuWFBQYGRkxM3NvXv3bnS4xWiDxGd///13cHAwVHoAmvzB+7vBWi9QBBsaGsLDw/X09ISEhCgoKMDU6ebmBgqaApMyui0Io0/Q/Dg/P5+cnHzlyhWg9VJRUd25cwekktlArVdVVZWOju7w4cPGxsZfvnxpaGjo6upCrFBfXx/YCNjR0dHe3t7W1tbS0tLU1ARKbVdXV5eUlOTk5KSkpERGRnp5eZmYmPz9999AVwPFZxgZGe/du5eSkgJigqCR/i7onZ+fn5qa6uzsjI+PV1NT4+PjAyt9amrqU6dOaWhoREZGgvqP4AFBzwK98au13sHBQWdnZw4Ojm3btuHh4R0+fFhTUzM5Obm5ubmtra25uRkOh+fm5vr6+j58+JCXlxdkB8TBwSEkJOTg4FBRUYmLi2tubgZhw98cyCZD7+Li4tTU1MDAQHd3d0dHR11dXWRkpJ6enqysrLS0tKysrJycnLy8vIyMzPnz53l5eWloaIDKKycn5+3tXVhYuLqkx58GvTw8PKCwz59jcAaJJLu6ugoKCgICAp49eyYlJQXshPtXiIqKCh8ff3XlmW3btu3atevEiRNGRkZxcXENDQ1gZxr0/v4h0Luc2R5ALzMzs7KyclJSUktLy+otCegvL9T+pb5eYJ6dmZkZHh5ub2//8uWLi4vL/fv3ubm5CVeIlZX15s2bnp6eFRUVXV1dfX199fX1oEwC0ClBuua7d++6ublVVFRgrKE3H3qBlbSgoODFixcg+p2CgoL4HyIiIiIkJNy1axcODg6wIO7du/f8+fNubm7Nzc1Al4OEBzyCDYPe3t7e+fn5ubm54eHhjIwMAwMDkAqDgoLi6NGjy5mBgVis9rpBovDNRlpa2tWrVwH00tDQyMnJgZ2mEPT+fJiVmpra3r17wdbh58+fOzs7+/j4BKyQr6+vh4fHq1evLC0tjY2NDQwMnj59+uTJEz09PQMDA0NDQxMTE0tLy5cvXzo6Orq6uoIS3FpaWnx8fLt37yYgIGBjY1NQUEhPT4dMJWCYvwt6Z2dnGxsbP3z4YGxsDKLy8PHxiYiI+Pj4dHR0oqOjlwOz/3PV/Kuhd2Bg4NWrVwwMDGAtSU9Pf+XKFWNjYycnJxsbG0NDQ11dXQUFBUlJSR4eHkpKSuBlwcHB2bdv37lz52xsbED+NihyeLVobTL0Li0tNTY2RkdHOzs7W1hY6OnpycjIHDlyhJWVlYuLS2CF+Pj4ODg4QPYAIiIiYmJifn5+Q0PD9PT0jo6O1d7TPw16+fj4NDQ0goKCampqVkfFoz+CTYtwnpuba29vT0tLc3V1ffz48alTp5iYmAgJCb+JtRiKCz4+/qlTp6ysrNLT01dXZPpDoNfNzU1GRmb//v309PRycnIhISGVlZVQ3h50nq9u/zroBfdaWFjo6+tLTU11cHBQVlYWFxfn5OSEsoORkpJyc3PLyMiYmJi4urr6+/t7eXlpamqePXuWk5Pz4MGDx48fV1VVDQgIyM/PhyKVoFFsPvSC2ObW1tZPnz6BEuPXr18XERE5derU6dOnhYSEBAUF2dnZwXQEyo6JiIi4uLiA3FvoO/LBKDYGenNycoAhHhR0CwgIWN6dQkFBgY+PT0dHJyEh8ebNG1CeAgOBIFZiNICmgkKhkpKSxMXFQZQNGxubqqoqqIoKRTj/fJiVlpYWPT09sLgKCAiIiYlJS0vLrZCMjMzFixePHj16+PBhFhYWhn+IhYWFg4NDQEDg7NmzUlJSysrK5ubmPj4+WVlZcDg8Kirq+vXrVFRUFBQU/Pz86urqmZmZGGuOzYdewFJQb9HAwODChQvAXQGe0c2bN0NDQ3t6eiYnJ//T3v6roXdwcNDV1fXw4cOgDDUREREDAwMvL++RI0fY2NgYGBjo6enp6OhoaGjAwhOsNElJSUG1kPfv37e2ts7NzaGH7GEI2K+GXsBtsPafn58fGRmJi4sDSS7Z2NgYGRlB4QdKSkqw85uRkZGMjGzXrl2gCgoeHh4IS3z58mV+fj6IhYauCcbyp0EvLy+vurp6YGBgdXX16oUCOv83DXpnZ2erqqpAvN7JkyepqakJCQlBaoGdK4SDg4OFhYVe6hxCZVxcXCEhIQsLi28mCflDoNfDwwPkbqOmpl6eczw9PWEw2Dr3Rv4i6AUyPzs7OzIykp+fb2RkJCgoSENDQ05OTkREBKphYmNj4+LiEhISUlFRMTMzA2+6lJTUkSNH9uzZQ0NDw8vLe+fOHR8fn/r6+pGRERDlgI5emw+90D604eHhzs5OYD9//vz506dPDQwMdHV1VVRUpKSkODk5QT5ncnLy06dPOzk5NTc3Q4Ze9LdgI6EX7BGCw+Fubm7Hjh3DxsbetWsXNze3kpJSXFwcKPX6n9M66NzCwsLw8HBjY+Pbt2+X1w6kpKQHDhyQlZV1d3eHw+Ebsq93enoagUDk5uYaGhqCHKEMDAyHDx8+evSoqKjohRUSFRXl5+c/cOAAExMTKysrJycnqJBz7tw5cXFxUFdYV1fXxsbG19f306dPtbW1nZ2dcXFxy7YUKioqGhqa06dPL++azcnJwVhzbD70glVbc3Ozj4/PjRs3mJmZQVm0PXv2nDx5chmMYTAY5EpBF5HV7V8NvaOjoxEREbKyshwcHBQUFGBrGSUlJfUK0dHRcXFxnVohHh4eUEcBGxubmpr60qVLpqamycnJ/zn7/GroXVpaArb9rq6uoqKi6OhoPT09AQEBGhqa/fv3c3JynjhxAkiRpKTkpUuXuLi40L1H27dvJyQk5ObmVlRU9PHxycnJAeEz6K9PS0uLp6enhoYGcJitfkz/eQSJRKanp5uYmBgbG6ekpKyzXi+47Pj4uL+//zI4gX29O3fuZGNju3v3rouLC9iCvMbdNw16UShUQ0MDVD3s2LFjR44cOXHihLCw8JkzZ86dO3cejcDLDkI0du7ciYeHd/ToUWNj44SEhObmZgw9/rdDL8g24+fnJy8vz8DAQEVFJS4u7ujoCPIsrsF86KuNhV5HR8fKysq5ubn5+fmxsbHGxsbU1FQ7O7sLFy6AvOUEBAR0dHT8/Pxnzpw5ffo0Nzc3KF6HhYUF4igPHTpETk4OqrazsLBcu3bN0dGxoKAAbITBsNZuMvRCTIMaAwMDeXl5sbGxkZGR0dHR4eHhAQEBdnZ2N2/eBCoNMTExHx+fubl5eXk52BCFMYQNg96+vj6QHKOsrMzBwUFQUBAfH5+WlvbSpUsgcgeoUxi3h0aC0ZiZmamurg4PD9fU1OTh4WFgYJCSknr37l1paenw8PDIyMjPJ5IE9XpzcnIAv4SFhc+fP3/16lUJCYnrK3Tjxg0JCQkxMbEzZ85cu3ZNQUHBxMTEzc0tMDAwOjo6Pj4+OTk5IyMjJyenpKSktra2ubm5tbW1vLzcy8vrzJkzpKSk9PT04uLiL168KCws/O3QC1y8y1vXTUxMjh07BopH4eHh8fDwKCoq+vn51dbW/iHQi0Qiy8vLfX191dTUBAUFycjICAkJqampWVlZT5w48ddff5mamoIiM9ra2ufOnaOnpwc1r+Tl5X19fUtKSlZv5MUQsE2AXpAfIy0tzdTUFFjbSElJwa6nZ8+evX37Njo6+sOHD4GBgdbW1tevX9+zZw+6zRNE2LKxsV25csXCwgIkeUaPvW9tbX39+vXvhd7jx48D6MXGxqalpRUWFtbT00tPT1/bZ7Fp0As2tDQ3N2dnZ/v7+1tbW9vY2Li7u/v6+gYHB4eHh0etUOQK+fv7GxsbS0pKgny8u3bt4uPj09PTi4qKqqurw9Djfzv0TkxM1NXVxcTEqKmpHThwgJKS8tKlS69evcrIyFhn6cYNh97q6moUCjU9Pd3a2hoTE7O8z/jEiROgDBoIwpCUlLSwsAgKCvL29tbX15eUlGRlZcXDwwP718GGLlAamZCQkJWVVUZGxsHBreEy6gAAIABJREFUITU1tbu7GwM4fjv0zszMIBCI1tbWlhVqbm5ubGzMzs42MzMDSSXx8fGZmJiW0xJ8/vz5m6uHjYTe6enpwcHBoqIiOzs7QUFBIiKiQ4cO3bt37/Xr19XV1RjxmRhTITAmgDRGExMTbW1t0dHRT58+vXr1Kh8f3+nTpy0sLMrKysDWxg2p1wvukp2d7eXlpa2traioqKOjY2ho+OzZMz09Pd1/CNTytLS0XC7k8PXr1/r6+oGBASQSiUKhwBJvfoUWFhaQSGRra2tqaqqpqSk/Pz9IaPL333+/fv26qqoKPVXI0tLSpmm9wEq5sLAwMDBQVFTk7+9///59kCkJGxubgoICWix3d3ejK1WrHxB05FdrvXNzc4ODg5WVlcHBwYqKiidOnAAycP36dXV1dScnp69fv/b29sLhcFdX1+vXr4N8IIcOHdLR0QG7fv9za+OvgN7lpKRDQ0NAhkdHR5uamj5//mxra3vmzBmQMI+EhASUIUpJSWlsbEQgEO3t7V+/fgXBMnR0dDt37gRWOCoqKjIyMmJi4t27d9PS0l69ehWUWADiNzo6OjIyAta4KioqHh4ezc3N0NNZf+MntV6wrxc42sEW5IMHDy7bKiIjI4eGhtbYvLBp0AvNKuPj43V1dbm5uXl5eXA4vL29HYFADA8Pj63Q6Ap1dHQkJiYaGBicP39+7969BAQE3NzcmpqaoaGhcDj8T4Peqamp1tbWlJQUPT29Q4cOUVJSXrhw4eXLl2lpaT09PeuRgY2FXicnJ+DjHxkZKS4udnR0FBUVJScnJyUlpaOjExQUvHPnznImjczMzN7e3paWloSEBAsLC7CJDnuFQCo9EJ0K9lKLiorq6OiEhoY2Nzf/UdALTapQOgewy7ShocHZ2fncuXPU1NQgLeCjR4/i4+NB7BvGEDYeegsLC21tbQUEBEhISID7JygoqLGxEePG3xSO+fn5gYGBioqKmJgYXV1dERERUMtIW1t7uWAytJoDDks7O7uf2dc7NjbW1NSUnZ0dGBhoZ2fn6OgYEhKSlJSUmJgYFxf38R+KjY39+PFjenp6RUUFyLX7bwOZmZmBw+GhoaGqqqqgLCvYhp+QkNDW1oaBapsJvaAyYGNjY2RkpL6+/pkzZ0AsABERETs7u5KSUnR0dH19/ejo6B+i9YIODw0NVVVVRUVFOTs7g1IZvr6+sbGxOTk57e3tY2NjZWVlJiYmx48fp6Sk3L17Ny8vLyhx+M3klxjytuHQGxwcDAL4Z2dn+/v7QXLXJ0+eXLhwgYaGBgsLC6RlUFNTi4mJaWlpGRgYaGtr+/r1q6Oj4507d3h5eSkoKKioqAQEBCQkJG7cuHHp0qWjR4+CFKeHDh2SkJDQ09Pz8fFJSUn5+vXrly9fQkJCnjx5Ii8v7+Li0tTUhDHA9Xz8SegNDAwUEREBEcI7duzAxcUlJycXEREBSwGQNPub3dhM6AUdAEW+e3p6+lbymUxPT2O8jyAbQVlZGdgAc+jQISIiIi4uLgC9NTU1fxr0IpHIjo6O9PR0AwMDNjY2CgqKM2fOWFpafvr0aXVQ2DefwsZCr7Ozc01NzdTUVEdHR0pKipmZmYiICCsrq7Cw8MOHDy0sLPz9/TMzMzs7O+fm5pBIZHNz83KNOBUVFTY2NrAwJSAgAHklQckZfn7+e/fuOTk5ff78GRTTRB/Fb9d60TsDhKe3tzc7O9vAwICXl5eIiAgXF5eJiUlVVTUlJQV4izCAY+Oht6ioCEAvGRnZsWPHDAwMoqOjW1pavjmtQ5Ej8/PzIHq7vLw8KCjo6dOnoqKi9PT0fHx8QPorKyvHxsZA7zcEekdHR+vr67OzsyMiIt69e7ccG1VRUTE4ODi0QoP/l0ZGRiYmJqanp0HwDgbfwceJiYmioqLXr1/LyckxMTFRUFBISEj4+fmVl5cPDg5iDH/ToBdk8BkbGysoKLC1tZWUlDx48CABAcHu3bsZGRkvXrxoY2OTl5c3MDAAKtZ9c2gYB3+11gsiGkDoANiQ09XV1d3d3dfXNzg4CJ7FwMBAcnLy/fv39+3bB6IKjh8/7uzsDOo9YJj3Mfq/tLS0sdAbvEIwGGxoaGhkZKS8vDwwMFBFRYWXl5eMjIyAgICWlvbMmTN6enqg9MrAwEBzc3NSUpK1tfXly5fp6OiIiIgoKSn5+fkVFRUdHR09PDxsbW01NTUvXrzIxsZGT0/PxMR07Nixe/fumZiY2K3Q8+fPb9++/ddffzk4ODQ0NKwe438e+RnonZiYCAsLA6VNQKJjkOv48OHDpqamhYWFQKK+2YdNgF5oYgEzBtj0OLNCKBQKpA9DPwd0qbq6OiAgQE1NjZubm5iYmIuLS0tLKyws7A/UekER4q9fvxoaGnJwcICap8+fP//w4UNHRwc0tG/yHxzccOgFaerr6+tjYmIsLS1v374tLS1tYmISGxtbUlLS3t4+MjIyPT29sLAAJpDKykpLS8tjx47tWyEWFhbgCb548aK4uPjff/9tb2+flpbW2NgIzfzQcH419AIGAqUWYiZoQH2AGiCWOzc319PT88aNG9TU1NjY2ISEhKCmRW5uLngXfi30guqkAHrJyclPnjxpamqakJDQ3t6OcWP0fk9NTfX19dXU1Hz+/NnLy0tDQ+PKlSv8/PxcXFxSUlJeXl6lpaUIBAIKEt4o6K2rq8vKyoqOjg4MDPz06VNHRwfUqx9oTExM5Ofnu7i43Lp1a//+/Xv27Ll7925iYmJXVxd6uTpw5c2EXlBkIzU1VV1dnYeHB2zkpaWlFRUV1dbWDgsLa2pqQiKRa8QDY3DjV0Mvxu1Wf1xYWBgdHU1JSbl79y4VFRUo/ywiIuLt7d3Z2Tk7O7tap8G4yAZCb1JSUugK5eTkdHZ21tXVhYSEaGpqCgsL7927l4qKiouL68aNG8bGxuHh4fn5+Y2NjXV1dSCVGAiJpKGhYWZmFhERUVRUfPv2bUZGBgwGS0tLCw4ONjc3l5eXP3/+PD8/Pw8Pj5CQ0OXLl2VkZO7fvy8nJycuLn79+vXfBb3LW9GWIzDo6Ojw8fGBx3fbtm1MTExaWlogKvjfzP6bAL0gzA14hTBWvRiSgF7EMCsra5mZt2/fPnDgABERETc39x8LvcDXmJ+fb25uDjbtcHNzKygo+Pn51dXVoVCof8MJaPgbDr01NTWTk5Otra1paWl+fn4vX760t7f/+PFjQ0PD2NgY+lMAeU6W8zYvo8ORI0dYWFiOHTsmISGhpKRkbGz84sULGxub169fJycng/oiUIQzeudHRkZ+RSJJCKdmZmZAgefh4eG1sy4uLi7W19f7+voqKCiAbaW4uLj79+8XFxd3cXGprq4GhXOgK4NRbLDWC0HvkSNHyMnJT506ZWFhkZSUBErHQIxDb4AcvDAY7N27d7q6upKSkvz8/IcPHxYREXn48KGLiwtYNYDlEvjhRkFvfX19VlZWZGSkn58fMAujd+x726CEp5ubm6ys7P79+2loaB4/fpybmzs+Pr56g+mmQS+Q8q6urqioKGlp6T179uDi4hIQEIDMqP7+/kVFRSDb4n++qxBDfjv0Li4uzs7O5uTkLKdIo6Ojw8HBISEhuXDhQlBQ0PDw8BpeRmgIGwi9nz59ioiICAsLy8jIqKio+PTpk7a2tqCgIAMDAzMz8+nTp7W1tYG1rbq6Gg6H5+XlhYeHP336FFjk2NnZT506JScnt1yjNyIioqSkBGQY6Orqqq+vh8Fg0dHRTk5OGhoa165d4+bmBgHSFy5cuHbt2oULF27cuOHs7NzY2AgNbf2Nn9F6JycnExISHjx4wMHBQUpKCtJJbtu2jZ6e/tGjR6GhoVVVVf8W7PbroBcd7JFIJDCQ/KcJBJTwKi0tfffu3XJlOn5+fpCVl4eH54+FXlA/oKqqys7OjoeHBx8fn56e/urVqy9fviwqKgJ5GTHmegzB2FjohXy9w8PDdXV1xcXFMBissLCwubl5dHQU4xFMTU11d3enpKQ8fvwYZLaSk5Ozs7OLjo7Ozc0tKSkpLS2tqanp6OgYHR2dmZlZ/Ub/Oq0XYtrAwEBhYeGXL1+qq6uHh4dRKBT66gGdmYuLizAYTFtbm5eXl5ycHAcHh4KC4sSJE6qqqpGRkV1dXeC30JXBb38J9NrZ2QkICID6bk+fPo2IiGhoaAD2TGBtQCKR4+Pjw8PDCASitrY2NTXV09NTUVFRSEiIiYmJhoaGjY3tzp07np6e2dnZoPAAOjBsLPSGh4f7+Ph8+PABSjuCztb1tycmJgoLCz08PO7cucPAwEBDQ6OkpFRQUPBNhXLToBeFQg0ODpaVlbm7u4uKiuLh4W3bto2YmFhYWNjW1hYGg4FNX4C9GMLxb2P/vdALurqwsFBQULC86R4UgSYjI7t06VJERARGws5/G8IGQm9KSkpsbGxERMSHFbK3tz937hwJCQlwpUtJSTk7O2dkZJSXl5eWlqanp7979+7p06diYmIgE8KZM2dAlHJGRkZjY+PIyAhwaoC6CxMTE93d3YWFhSEhIc+fP79w4cLBgwePHDly8+bNu3fvSkpK3rp1y9XVdfN9vVNTU6C44alTp2hpaaHc8bS0tDdv3gShcP+2xesXQW9SUtLExAQKhRofH+/t7a2trS0rK2tqalojuxNwbQwNDZWUlAQFBS3r6yB0ALiueXl5tbS0/swwK8hj6u7ufuzYsf+Pve8Oiypp9nZXFMWMChgRA64JddcshlUxYloxYhYVJacFCZJBcgbJachMgCFKTkMYcgYBiTNDTpLT5526e+7sAOOAqO/3PG/9AT1nzpxT1V3dv+7q6qpFixZB+CRNTc3U1NSuri4wlk6m/2NjYzMLvaampoWFhUNDQwMDA21tba2trZAjBIZ9ZHiBSXNDQ0NKSoqVldW5c+dWrFixd+/et2/fRkVFVVVV0SbUQY7D0g7+INF3gt7c3NyhoaG+vj5YQ7q4uJibm2Ox2JKSkpaWFtrFNxxfHhoa6u/v7+jowGAwX05DQcAQFhaWjRs33rx509DQMDExEdInjBdhhqGX1sN50aJFmzdvBgdxAoEAy5GRkZHu7u6qqqqMjIzIyEhfX19TU1NkRr9q1SpOTs7ffvvt0qVLurq6CQkJE4Yk/U7QW1FR8VVDJQNVpoNeLi6up0+fxsfHw4yJDtV+GPRCZFRvb28JCYldu3bBEAlA5eLiUl1dzUwMDTqpfzr0wsDxJda0qKjohg0bwMHn4sWLAQEBtMdv6Nim/TiD0BsVFRUaGhoQEGBjY6OkpHT9+vWNGzfOmTMHYpkJCgoqKSnZ2NhYWlqqq6u/evUKIk7v3Llz+/btZ86cUVZWRqPR6enpNTU1YCCh5RM8OCgUSn5+fkhIiImJiYKCgpaWlr29vZWVlaSk5NOnT3+Kh3NfX196erqhoaGQkBAvLy/Em5s1axY7O/uRI0fExcV9fHxqamroZIGPMwu9cXFxampqb968iY6O7unpaW1tzczMxOFwNjY2ZmZmXyKZUCiUCdmAiwMDA+Xl5RCU9OjRo2vWrAFZfvnll507d4qLi6NQqMLCQjq9+umHi2ANQ6FQvsR7On/+PEShv337tpmZGSRt/Or+0YxDb35+Pmyi9/f3T7jpAxOdzs7OzMxMGxubR48ebd68mY2N7Uu1Ozo6Mh8CE7r/jBucjYyM8vPzP3/+XFFRERERYWxs/PDhQyEhIWVlZQwGM96KA9FhSSRSXl6ehYXFkSNHwPbDwsLCx8cnKSnp7e3NIDjgDEMvTBaMjIwOHjw4f/78ZcuW7d+/H9KVFxQUUCiU5ubm8vLyiIgIOzs7FRWVJ0+eCAgIbNu2jYODY8mSJcuXL9+2bdvVq1dVVVXxeHx9ff2EvojfCXpncNXLw8PDyckpLCyMx+Mh0w6dseIHQC/Ms6CukCMTc6i0Zs2amzdvYjCYjo6O8cYcBuMUfPVzoRfGlO7u7tjY2KdPn65du3bOnDnIqpfxiVJEtBmE3piYmKioqMDAQDU1NQEBAThQP2fOHAgUcPjw4StXrkBYND4+vnXr1nFwcHBycu7YsePy5csqKirgktrZ2Yk48SGzNGjB4eHh/v7+7u7uxsbG0tLSnJyc8vLyhoaGzMxMExMTcXFxOzu7qqoqRDTmC99icIaT9+7u7uLi4n/88QdYU2bNmrVgwYJNmzbBibWysrIJmZlZ6I2Pj1dXV1dRUYFEVUVFRc7OzjIyMtevX79y5YqOjk5BQcHwRARqDJZPMTGxrVu3gmPq7Nmzf/nll3nz5u3bt09WVvY/080KVl2dnZ0YDOb27dt79+49ffq0pKSkh4fHx48fkfXihPUPF2cWek1MTPLy8mAwQY7c0C31kFiM/v7+IiIiu3fvXkily5cvh4SEgEs8ovwMOP9O0GtsbFxQUNDa2kogEIyNje/cubN9+3YeHp5z5869ffsWjUaXlpZ2d3cPDQ3BUaLW1tbKykrINiYpKblz506A3qVLl36xL7579w6WjnS+8YhcMwm9/f39MOU0MjLav3//r7/+ysLCsmbNmpMnT0pLS1tZWaFQKB8fHzs7O2Vl5fv37585c4aPj4+bm5uDg4OLi2vLli1Hjx4VFhbW0dEJDAxkkLzvPxx679+/z8PDw8HBcfv27cDAwIqKCrD/IJX+Y871wpBdW1vr6up648YNXl7exYsXz507l52dfe/eveLi4l9CbdPF6KHlkEH550IvOMNTKJTg4OC7d+9ycnLOnj172bJlsOr9kdBbX1+fkZERExMTHR0dGBioqKh48ODBZcuWIQGeVqxYAfnAd+3atXXr1vXU+Jdbt249dOjQ3bt3tbW1MRhMRUUFk8MN5HVHXPZqamog7O1Pgd6BgYHKyko8Hq+urn78+HEkFBcrKysnJ+eRI0e0tLSKioom1KIZhN7+/v7ExERtbW1FRUU43+Xt7f369esTJ07w8vL+9ttvDx488PPzy6NmZsz7h3Jzc3NycohEYkxMjLe3t6qqKj8/P7JwZ2NjW7169e7duyF2f3x8fE1NDeLjCRL99KSBwEZPT09oaOiTJ0/4+fmvXbumrKwcEBAwmbGBri2+E/TSvQWOVsNfcMKKjo7W0tI6fvw4JycnOzs7JEdJT08f/0MGV2bc4CwjIwPQ297enpWVZW1tfe/ePR4eHjY2to0bN166dElaWtrGxgaNRkdGRkZFRYWHhwcEBDg6Ourr64uLiwsICEDwEHZ29t9///3ly5d+fn4QBZNunxsRaoaht62tLSsry9jYeP/+/RCaZ/78+VxcXLt27Tp69OhpKvHz8/Px8QE4LVy4cOXKldu2bTt9+vSzZ890dXW9vb2Tk5MrKyvBQI0wSltAoNfCwmLaMZzhcFFiYuLM7vXa2toC9K5cuVJISMjX17e0tHT8kdkfsOqFTZfs7GwdHZ0//vgDgsXMmzdvy5Yt169fNzAwyMzMnEwtaGt7fBmgt7q6GofD6enpWVpaEonE6T2qpKQEYpE7Ojoy6WE+NDTU1dVVUVGBQqGuXr26bNmyWbNm/VzojYqKCggIgFUvNzc3sgSELUM2Nrbly5dv3rz5yJEjf/31l7i4uL6+vo+PD4FA+PTpE5KHbnw9j78CJju4PrPRrL4kSJ5SIMnBwcGGhobExMQv0f4uXLgArTBr1qy5c+cuX758//796urqhYWF40Wg9SjOzs52dXXV19f39fVlEjDoHtjf3w95c2VkZHR0dMzMzMTFxSHl3KJFi1auXHns2DFZWVlTKhn/Q0ZGRgYGBpqammJiYpcvX96zZ8+KFStgvGJlZV2/fv2ZM2ckJCQcHBxSU1MbGhq6u7vptqL+c6D3i9Xk+fPnp06dunXrloaGBhaLZbIf/XjobWpqiouLMzExuXXrFgQt371795MnTxwdHad6Ou57QK+RkVFeXh4ct4mPj9fR0Tl8+PDixYsXLly4Zs2abdu2HT58+Ny5c0JCQvfv379z586lS5dOnDhx4MCBHTt2rF69eu7cuaysrHv37n3+/LmDg0NWVlZ7ezu4RtMpLXz8Vuj18/PDYDApKSkUCmVgYKCrq6u4uNjJyenKlStcXFxgwGFhYUEClM+ePXvevHmLFy+G1KoQ1fPmzZtv3rxxcXFJSEioqKj4qhWUNprVtDMXIdAL53qDgoK+3eBMJBIBejdu3Lhy5cpr1665ublB3ojxBmcIG6KhoZGSkjIN3BodHS0qKrKwsFBQUHB3d4fDfLRt3NfXR6FQEhISZGVlkSxACxYsOHjwoLS0tJeXV2lpKV2MLdqfMyhD7vHa2tqgoKAZgV5JSUknJycmh4yhoaHOzs7y8nIUCnX9+vUVK1b8+uuvU4XeT58+ubu7a2pqurq6FhYWdnZ2wnkMBlLTfQXYk5GRgUyBTUxMvjjWXbhwYe/evTw8POtpaNu2bQICAq9evTIyMvL3909NTa2uru7u7v7qhhzdS5E1xNjYWEVFhY2NjYSExDfGcFZXV4cYzlOaBAwPD0PEMU9PT2FhYW5ubkhiwcLCsmTJkr1796qoqBQUFIznH4He5ubmnJycb4fetLQ0IyMjKSmpN2/eqKqq3rlzh5eXd/78+XDae9OmTadOnbpx44aQkBAEiL1+/fq1a9cuX74sICCwZ88eTk7OhQsXsrOzc3Fx8fDw7N69+9KlS7CGBud/OqspSAR7vYaGhpqamng8nkKhMDjxP2EljI2Nff78uaysLDY2FoPBeHt74/H48QeIJ/stXAc/88ePHx87duzGjRvq6uo/BXrl5ORMTExgr3c8w1CBQ0NDsMvz9OnT/fv3c3Fxbdiw4ebNm9bW1omJiRQKhXnbD6QM7+joqKqqio6OBkeK+Pj4KSkwwmdjY6O3t7esrKyRkRG4WQ0PD9fV1WEwmBcvXuzbt4+Hh2fNmjUrV65kp9LatWs3b968bt26RYsWAa7B9gQ7O/v27dsfPXr0/v17AETGvRugV0VFxdjYOD09nYF/6CyEVzhBnJaWFhwcHBgYGBwcnJaW1tTUBD6ZTU1NycnJpqamDx8+5OfnX7NmzZw5c2iD0y5cuHDXrl2CgoLPnj1TUFAwNjb29PT88OFDXl4eiURixmAI+3xmZmY2NjYJCQkQIZNuWopwO2EBottASI3AwEB3d/fQ0NDq6uoJb2byYk9PT2Zm5pdxEEJqLF++/MKFCzY2NlA5dA/p6urC4XDy8vIQ4Hp60AuRFP/++28UCoWE+kJe1N/fTyKRYmJivgDb2rVroQkWL1584cIFMzOzxMREMpk8JXVHngyqTyaTQ0ND9fX1v3HVa2Fh8SV5lIuLC5NReMDuCiE1nj17tnHjxvnz57Ozs1+8eBGDwTA5maipqfHy8tLR0XF3dy8qKprw4B2tvOPLAL1EIvHDhw/BwcFoNNrf39/b29vJycnExERHR0dTU1ODSurq6np6eu/fv8disSkpKaWlpY2NjZPtAI1/0WRXqqqq7OzspKSkvtHgrE6l6OhoOk+iyd6LXIeDj/Hx8YqKinCiAdL+sLCw8PLyKigofDm4idxMVxgaGuro6IAQFu/evfvGVa+hoaGioqKlpaWnp6e6uvqZM2fWrVvHxsbGwsKyePFibm7u36jEy8u7ZcuWzZs3b9y4ccOGDevWrePk5Fy5cuWmTZsEBASeP3/+5s0bAwMDFxeXyMjIoqKi5ubmyUaVoaGhjIwMU1NTHR2d0NDQxsbG6UFvaWlpXFwceMiHh4eXl5dPaSjo6elBo9HXrl3btm3bmTNn/v7774CAACansMPDwwQCQVNTU0FBAYfDTXYSjK7h6D6SyWQUCiUvLw/RrOi+pf3Y39+fn5+vo6PDz8+/YcOGLVu2nDlzRkdHJykpqb6+fqq6B5mY6+rq4uPj7ezsrKyspg29TU1NPj4+8vLyMHsAnnt7e0tLS9FotJGRkby8/JMnTy5fvnzo0KHt27f/9ttvEDSbFtS4uLgEBQWVlZW9vb2JRCKJRPrqXl57ezsOh3v79q2ZmVlGRsaUoTcgICAoKIhAIEC+XthfJJFIGRkZ4KzPz8+/du3aBQsWQHIuNja2Xbt2PXnyxNzcPCQkJDc3t7q6mkwmt7S0dHZ2Qmxk2KsHPwJkxx4pAGpGRUWZmJjMFPS6ubnh8fjKyko4gIu8a0qFrq6ujIwMgN5Nmzaxs7OfPHlST08PAonRPnl0dLStrQ2NRsvJyWlqahIIhCn1N1AOWPVaWloqKCh4eno2NDTQcfv58+e6urqoqCgJCYn169eDoixdulRISMjDwwMcCsAjke6HX/2ItHJISIi+vr6FhcW3GJzNzc2lpKRg1QsTZGYYGBgYIBKJb968OXjw4MqVK5cvXy4gIPBl9oocq5jsIfCKqqoqT09PbW1tBHrHn72mHTjGlxHojYiI8KdSXFzcx48fSSRSbW1t9b+ppqamoaGhqakJCYuGHPWbTM8n4x+m0iMjIx8/frSxsfn29Anq6upwtAMOgzJ4L91XcLKipKTEysrqxo0b27dvX7JkyZw5c9jY2LZv366goJCbm0v3E/gIu/Xt7e0FBQUeHh7fCL1JSUm6uroqKipoNDovLy8oKEhWVvbkyZOQCZSFhWXevHlsNLSASgsXLly2bNnatWt379597do1bW3toKCgzMxMaMGWlpauri7w8Ryvk6Ojo/39/ampqcbGxtra2iEhId8CvbGxsVgs1s/PLzQ0tKSkBHLCT1hv4y+2t7d7eHgcP3585cqV+/btExMT8/T0hCx142+mvYKcjNfQ0JCXl/926DUzMysoKKB9BW0ZTiGnpqbKycnt3Llz48aNf/75p5SUFBqNrqur6+3tRQ7U0f6KQRmOkNXW1n479DY2Nvr4+MjJyRkZGeXk5MCQODg42N3d3dTUVFlZmZaWhsPhrKys5OXl79+/f/Xq1VOnTu3cuZOdnR1WvXPmzDl69KiRkRGBQKipqWlra2MsEWiO3KNxAAAgAElEQVRUS0sLBoNRU1MzNTWdGvTCYX83NzdXV9egoKD8/HwKhdJIpdra2pKSkri4OBsbm9evX1+/fv306dP8/PxHjx49derUw4cPDQwMILpYXV0dErixqampsbGRQiXyJNTY2Njc3FxRUeHr66uqqqqvr//hw4e6ujrIyjR+fJzsCuA3TDnd3d3NzMxcXV3T09PJZHJTUxOFQpnk/RNfBsGrq6vj4uKsrKwePHjAw8OzcOHCP/74Q0ZG5kv24szMTOTJFAqlqampvLzc2dn55cuXb968SUxMnB70FhYWwtEsGxub3NxcEolEJpOhAikUSk1NTWFhIQ6H+xIjafXq1QC9CxYsEBQUBJNIRUUFmUyGOp9YsHFX4eEkEqmmpiY3N9fLy0tdXR1mbXR+KJPVPN31wsLCd+/ePX361NjYODc3t7m5ubGxcdxr/3UBarupqQlCY169enXz5s2QeVtVVTU2NjY/P//Tp08QsJdOnaDym5qaiESiubm5nJycra1tXl7etA3O6enpOBzOwcHB1tYWsst1TETt7e1tbW0tLS3Nzc3M6Pm/BB73AXpZWlqanp7es2fPviWkRlRUlLKysry8vL+/f1VVFbyKrtLGvf9/L0BDFBUV+fj4KCsrCwsLnz179tixYydOnBASEjIwMIBMw7Q/R55cW1sLvc/W1lZLS8vb23t6e719fX3R0dGKioqSkpK+vr4lJSUEAsHW1lZUVPT48eNr1qxhY2OjXZ2wsrKys7OvX79++/bthw8fvnDhwoMHD1RUVLy8vDIyMj59+gRpFVpaWpBmouUf+hcENw0NDVVWVobURiQSaRqr3u7u7pKSkqioKG9vb3t7e3d396SkpLq6OsZDENQh/C0rK7OwsABPjp07dz5+/NjGxiYjIwOaho5z5CN8W19fHxwcLCsrC5Ef2tvb6fomMx9JJJK7u7uEhISWllZcXBx0Oqgl5HVkMrmhoaGysjIuLk5TU/Pq1auXL18WFxe3sLCIjo6GVBbMD7kgeENDw8ePHzMzM7FYrKmpqZmZWWxs7JScFRCDH5lMdnNze/nypYqKSmxsbGNjIzR9U1NTa2trU1NTRUVFenp6cHCwvb29rq6ukpKSuLi4sLDw+fPnjx49ys/Pf/z48devXwcGBpaVlcGIynhQBRQrKytzcnISFxfX0tJKTk7u7u4GSB5f7f8yOJPJ5JSUFG9vb1NTU21tbUtLSzwen56enpGRkZqaSiAQkpOTY2JisFisu7u7vb29tbW1paWlhYWFlZWVk5NTQEBAREREYmJienp6ZmZmRkZGenp6Wloa/JYwEaWkpBAIhPT09Ozs7Li4OGNj4ydPnsjJyQUFBdXU1EwPektKSiIjI2HhqKmpGRAQkJ6eTiQSGbAxEWuE1NTUjIyM5ORkLBZrZmb28OFDHh6eefPm8fLy3rt3T19fH4vFgqSpqalpaWlEIjE6OlpHR+fmzZuSkpKxsbHTwK3R0VGIZSMiIqKuro7BYBITE6GWUqmUnJwcGxvr4eHxZfuBi4sLBiBWVlZ+fn5lZWVPT8+oqKi0tDSkySYUje4iPDkpKSk6OhqNRpuamsKWQXp6+jREGBsb+7IwgkxtCgoKISEhWVlZRCKRQCCAIHRvR65DM0VGRlpbW79+/frQoUNLly5dsWLFn3/+Cb70eDw+KSmJ7ufwzMzMzKysLCwWKy8vf+/evS9RlDMyMtrb2xlEqxnfGeB4Q319fWpqqq+vr56e3ps3b6ytrWNiYsB7NpNKWVTKzMwkEom0Sj5VBaMTJJ1KgYGB0tLSQkJC7969m+wYz4ScIxd7enoiIyPl5ORevHhhbm4eFRU1WbXTMYB8TEtLS0xMxOPxXl5ejo6OsOtmYWFhZ2fn6+sbExMzXtK0tDQCgRAXF4fH493c3LS1tVVVVVEo1PS2e3p7e0NCQl68eHHnzh1zc/OUlJSMjIyQkBBra+uXL18eO3YMgp0hyr969ep9+/ZdvXpVXFxcR0fH0tLS0dHRx8cnNDQ0ISEBugORSJxwOILKSUtLy8rKSk1Nff/+/ePHj7+ky3Vzc6utrZ2q/oyNjQH0hoeH29vba2pqQnq05ORkIpEItYTUM10BumFqampERISamtqePXvY2dl37Nhx+/ZtLS0tDAYD4wzdr5CPyHhlZ2f3iEpeXl5tbW2IYjBfaGhocHZ2FhERkZaW9vDwSExMRN5CW0hJSUlKSvrw4YOXl5cNldzc3NBo9IcPHyCdFO3NjMsgWnJyckREhJ+fn7W1tYaGhqGhYUxMzPSgt6GhwdbW9ubNmyIiIp6enkQiEdoXUYbU1NSEhITIyEgcDufn5+fl5eXm5ubo6Ghra2v5D7m7u4eHhwNCMQAyUKGMjIzs7Ozo6GhNTc0bN25IS0tHR0dDnGpkQkDbBP+C3qampoyMjICAABMTE2VlZW1tbbDZhoSE4HC4oKCgkJCQiIiI6Ojo+Pj4pKQkeCU0QHx8fExMzIcPH8LDw0NCQoKDg3E4HJY5CgkJiYyMDAwM1NDQePDggZycXHBwMBycZXKTD0QaHR2FfM4xMTEWFhZSUlIKCgoODg4hISFhYWFBQUHMsfO/d4G8QUFB3t7elpaWX7JVHD58mIeHZ//+/ffv33/79q2bmxvy5ODg4NDQUD8/PzU1tXv37n1JFJGQkDC9VW9JSYm1tbWEhISqqipMaLBYLNR/EJVwOJyTk5OoqOju3bs5qMTNzS0gICArK2thYQGeHdBkzMiLPBmNRnt5eTk4OOjr66upqdnZ2eXk5ExDhLGxsfz8fC0tLSEhIWlpaRQKFRERERoaylgfcDgcHo8PDQ1Fo9EuLi46Ojq3bt3atm0bNzf377//fu3aNWhKyIYLEaaQB+JwuLCwsIiICEgGfOfOHX19fSKR2NHRMQ2DM5lMzszMDAgI0NbWlpaW1tHR8fHxCQ8PDw0NhfoPplJQUBCwwUwlf/UeHA4XEhKCx+OdnJwkJCSEhYXNzMymHUgyNjb27du3YmJi+vr6Xl5eGAyGrsYY8AN3QuLqmJiYhISEFColJSXFx8d/+PAhJCQEZEcegsPhoL/7+fk5OztbWFhoaWnp6uqC4ZF2uGGy3NvbGx4e/vr16zt37ujp6YWFhREIhKSkJCwWa2ho+CWmzcmTJ7ds2cLFxbV69eqtW7ceP378/v37ysrKjo6OoaGhcXFx8fHxsbGx4CsHwxEdzwjzUAgODo6MjMTj8UZGRsLCwo8fP3Z3d6+rq5sG9H7+/Pnjx48xMTEODg4qKiqKiopWVlZYLDYsLCw4OJjuvchHpBsGBQV5eXkpKyufPn2aj4/v5MmTjx8/1tDQADMkHo9H1B75LRRAhbBYLCxgXr586e/vP71VL5lM/gLbkpKSMjIy1tbWAQEBiP7Qvh3aPTQ0NCoqKp5KcXFxUVFR0xtsg4ODMRiMh4eHjY2NoaGhjo6OtbV1cnLylNysEJBraGiwt7e/d+8eRKcJCwsLDw8HHQgKCoKhJjw8PJJ6pigmJiY2NjYuLi4hISE5ORlmCSkpKQkJCR8+fICsd7SC09U8fAwNDf3w4YO/v7+iouJff/0lIyMTExPT1dX19VUvWGvLy8sTEhI8PT2NjY1NTExcXV0DAgICAwNh3wuNRgcFBYWFhUVFRQGjiYmJCQkJ8fHx0dHR4eHhoBloNDogIMDf39+POQoMDMRisb6+vsbGxkpKSmZmZklJSU1NTRMGT2HQe5FAJNnZ2T4+Pvr6+rq6uo6OjoGBgeAvwxw7/3uXv79/YGBgQECAj4+Pi4uLkZGRjIyMiIiIhISEhoaGhYWFh4cH8mS4GQwGb9++ff/+fV5e3pTmDcjsoba2Fo/HW1HJ1dXVy8vL19fXz88PmiCASrCXJiYm9ujRo8ePH4uIiCgoKBgaGjo4OHh5eSFNxqS88GQfHx93d3dnZ2cHBwcXF5ewsLCqqqppiDA2NlZZWenm5qasrKynp+fp6YnFYtFo9FeZQdj29vZ2cHDQ0tJ69erVkydPXr58KS8v/+7dO2dnZ19f3wn1CkMlV1dXDQ0NJSUlNze3kpISCF+H9EYGmoN8NTw83N7e/vHjx9jYWAcHBx0dHVNTUxQKhaYSVBTy96sSTekGaFnwDdbS0oI4sQhjzBf6+/vz8vI8PDxMTU1tbW09PT19fHymxIm/vz8ajcbj8ZGRkTExMfHx8UgfDwsLw2Aw45sA+jsKhQL9gUUngUBobm5mnnPkzv7+/rS0NBMTkzdv3lhaWmKx2A8fPkRFRQUHB7u6uhoYGCgqKoqKij558uTp06evXr1SUFDQ09Ozs7Pz9/ePiIiAM9mRkZEw4WNmOPL398disYGBgVZWVn///beGhkZYWFhTU9M0QtP09fWRSKScnBwcDmdubq6np2dra+vn5wdsMGgIRK9QKJSZmZmCgoKYmJi8vDwYIN3d3f39/QMCAhg8ITAw0NfXF6z9JiYm8fHxDMJtIrU9vtDa2hobG2ttbW1qauro6IgMQXSvBn5gVhEdHQ1Lr7CwMBwOx5hPuufA4BYQEODr6+vm5mZPJVj1FRcXT8lXC+nszc3NQUFBb9++VVNTc3BwQKPRiN4C2zCJx+PxMGtHMDg+Pj6RSgkJCdHR0SEhIRgMhhk4CwwMxOFw3t7e+vr6srKyZmZmmZmZ4F+McEVb1f+36h0dHe3r64O4VPHx8f7+/igUCpnvwMILpmbBwcH4fyiESvAp+J+EuMgUacLZwfiL8FgsFotCoVxdXfF4PEQYgb1xWnYZlyGJWFdXV21tbXJysp+fn4eHh5+f31T5AQ6RX0EBi8ViMBgYgmGgp70BEQowGHJYTuZIyUCK0dHR9vb2wsJCsN1hMJjAwEAMBoPUPzI7BjwDlQJ+6G5DWPpqAQQB1QwMDAwLCwOXXUgRz4Dbyb4Cf3hfX19vb28MBsN4wYGwh9RnEJVwOBxUeCCV0Gg03Dnh9BN+EhAQ4Obm5uHhER8f39DQMDAwMEqlyfgcf31kZKS3t7e5ubm4uDgyMhJFJbqlNsInwvkMFmCOCM5B07MWDg0NQYDoiIgIHA4HGjslDkHAoKAgpKfDihyPx8PqdnwTwBWYo2Ox2Ojo6MzMTAhoOr6Sv3plcHCwoqIiPDzcy8vLz88Plil4KtHqEm1/hA6CMAysIooEEjGoBOhWOBwO5tn+/v45OTkMliwMRIAT6vX19UQiEYfDwdQH6b+MeUBUCzo+zOyhXzPzBHg4LBgiIyPLysqm53Lf09NTXl4eHx+Px+ORSgYG6PgHhpFqpzUI0d3J+CPSQDD/gK2loqKixsbGKRneEJDr6urKzs4OCAjw9PREUAy0FKlkUA/gGf6CjoX8Q3g8HvRtvMKPFwdsALBwR5YuwDzCFa3a/At6IXh3c3NzWVlZenp6UlJScnIy7UYRmJ6Y+cvYsj/Zt/DG/Px8SCY4SiVadhmXITTBwMBAe3t7RUVFRkZGYmIinQiTvXrC68g+EJFIzMnJKS4uLi0tLSoqys3NzczMhJ0bxOoOhfT09JycHMjsQXfqlzHz8C1MgMAHLy8vLzU1NZlKtOylpqamp6fn5uYWFxeXl5d//PixrKyssLAwOzsb2eKlbTXa3zIow8YBgUDIy8urrq5uaWkBt0xm2Ka7BwJ6w+YKbOUyww/oFUiXlZVVUFBQWlpaVlZWXFycn5+flZWVnp7OgH94UWJiYmpqanl5OXKOfEK9p2MY+Tg6OgqhRSgUSmFhYUpKCrLXzvjV3/4tIj6RSCwoKJjG2QyQYmRkpKurq76+vqSkJDMzMyUlZXpdgEE3n1BYeFFSUlJGRkZJSUlDQ8P45DZIPTMuwPHi4uJipMWBmbS0tMzMzLy8vKKiorKyso8fP5aXl0OXzMvLQ/R/POcTMjzhxeTk5KSkpKysrLq6uq+eJJlQipGRkYGBgc7Ozpqamuzs7CQqMaP/CD+w8VxQUFBUVFRQUDB+tEHupC0gUqelpWVnZ5eVlTU3N0/PagXZWaqqqvLz89PT02EImkwE5L20BVrGmC/DEJSSkpKdnV1ZWdnU1ASGqwnrmfHF/v7+urq6nJwcZPyh45+W26+WmRcBdkZSUlIKCwshdxztqX1anv8FvSMjI0PUDA8dHR2NjY0kqm8t+QcSvLG1tbW3txdMPVMdNxH07ezsnCkRwIG2hZrOvaOjo729HXGVHF83jY2NcKQKlly0dc1MGfjv6+vr7OxsaWmhUCjjW4FC9TkHfjr/oba2NnAkpkzRkZtWBBKJRKFQWltbu7u7J8zqxYwI4KzU1dXV3NxMoRLtK75aBumam5tbqWlSOjs729vbW1tbmZSORCI1NjZ2dHQgS96pqhD0gt7e3ra2tgnr/6sifMsNoGxtbW1T9TFEmgZsP58/f25vb29qaiKTyeNV6Fs4/OpvGxsb29vbe3p6GAT9QbidsAATUOCfVp+hclpbW9vb2/9R/E7oksxryFf5J5PJzc3N00hAArKMjo4C+nZ3dzc3N0+j/iEqfltbW/s/LvSMvaPpJAJX246ODtqUrBPW82QXR0ZG+vv7u7q6WltbG792NoHu7d/4EXS1ubkZiX8+pf6LSDQ8PPz582cYQr+RpWn8nEKhtLW1IUuXCUX4P+gFcIaF5n/I38nmC0j9ji/8h3COsDGew69eQX77H1L4KsPjb/gP4XxCjR/PLe2V/xzOgRNa3pgs/1eEGawBJuuc9rYZfPuMPIqWNybLM/LeGXwIk2zT3jaDb//GR9FyRVv+F/TSfvHf8n9r4L818N8a+G8N/LcG/lsD36MG/g96abF9ZGRk+B8a+YEE7xwZGaFlhnmxaX814yL8Ux//+3/CWkHuQURgnnnkTjBYwfNpH0j3RuQrKNB+S/cV3UfaO2nLyG1wEalMhDHmCyAC3QNp38VkGXkCONx99VfI/Uj9gxRT4hx+Au+ifeBX3z4jN8Ab4VHTWLUjtiuEGdoHIhe/U4HuXVOtfKSZkCageyCwDRcn/PvtciGPpVUhhDFmCsA80osnFIF5PhF+xhcmewjyxm+vf9oKn+x1M3sdYR4e+y0ifFcImExqpJkQ/ZnMdvsv6IU4W42NjWVlZRkZGQQCISMjI/OHUFZWVmZmJmyJ5+Xlkcnk/v5+4J4ZdYd7kI3S1tbWiooKCKNBJBKzs7Nz/qHccfTPN//3P5tKWVSaqvRwdru8vLytrW16blY9PT0kEqmsrCwvLw8ikxCJRGbYyMrKAs6zs7MzqQEf0tPT4SQ4nFiHmBWTPYpIjTlAJBLz8/MrKiooFAqSyY75JoA7IQcR8sDJ3kh3PTs7GxonJycH9IHuBgYfobEgBEpqaiok9oJDvVMCMNgo7e7uJpPJhYWFEDuCyfpnwB7zXxGplJubW1NTw0zk8/FNMzw83NHRUV1dXVRUlJ2dDXE/vioCKE9OTg40QR4N5VKT8THTIhnUKDpZWVnFxcU1NTWtra3TC8kyPDzc1NRUWFiYlpYGUWuYr0Am78zKykKEBQGzs7OzsrLS0tKSk5MzMzNra2t7e3unMfQPDw/39fW1tbVVV1eDmw94hzFTgQjzSF+GX6Wnp4MqMtmRoQmm6h6M6NLAwADE5svLy8vKysrIyPiq/iCcf0sBRgzwIf348SOZTO7q6prSORGks/f19dXW1oKnZ0ZGxvQGc1pZaJsPnjb+mVn/xA5KTk4uKChA3NwQrpAaHhsb+xf0fv78uba2Nj093cPDQ0NDQ1FRUUNDQ09PDw7I6n430tPTe/funY6OjqKioqysrLm5OYFAaGtrGxoamhJ6QRTWlpaWwsJCf39/LS0tRUVFTU1NQ0ND43/I1PR/4pMBmZqampiY/PPN//43opKhoaGBgYG+vr6enh7zckN4fV1dXRQKVVJSMg33wtHRUQqFkpiY6OHhYWZmpqurq6Ghoa2t/VUe9PX13717Z0AlfX19bW1tdWqmcSUlJUUqKSsrq6mpQawDOqH0qKStrf327VtNTU1LS0t/f38CgUAikaak94hiVVdXQ/2rqqpqa2vD8xmLoKenZ2hoaEolIyOjd+/e0THJ+Of6VNLQ0JCVlVVUVPT09CwrK+vt7Z3q7G14eLi7uxsOp71///7NmzeKiopaWlpT1QTG3DL4VltbW1NT08TEJCwsbHzyDKSGGRQGBgbKy8vxePz79+8NDAy0tLQ0NTV1dHQmeym0jr6+voGBgZGRkYmJiZmZmbm5uQWVzM3NzczMjI2NDQwMGLQIfKWpqammpqanp+fk5BQeHl5YWDi98P0DAwNZWVm2trYqKirwwBmvf319fSMjI9A3ExMTIyMjQ0NDfX19ZWVlKSkpLS2tiIiI5ubmqeoPZAFpaWkpKSnB4/GGhoZ///23ioqKrq4u8yLAeGhIJT09PS0tLVVVVUVFRXl5+b///ltZWfnt27cwJkzYIvCVg4MDZM5hoCqTfdXZ2UkkEr28vCwsLPT09DQ1NWHcmEyFvv06KKGOjs5b6klcExMTX1/fpKSk6urqKfmZIyDX2toaERGhr6//5s0bTU1NfSpNm08EBLWpBK357t072jZFUExBQQFCkWRnZ8OhZIQr2gr/F/S2tbUVFRXh8XhdXd2HDx/evn37xYsXMjIysrKy0t+TZGRk5OTkJCQkhISEzp8/Ly4uHhwcDAvfKQ39o6OjkF0gKSnJxMREWFj4r7/+ev78uby8vIKCgqysrMw4kv2Hxn3zrwvMSC8lJSUuLv7w4cN79+5paGikpqZO6UQatMro6GhVVZWPj4+qqqqEhISYmNjr168lJCS+ygDIISkp+fz58/v371+7du3MmTPHjx/npwYjPX36tKCgIDSolJSUjIwM7QNBVAkJiRcvXrx8+VJOTs7AwCAwMLC8vHwas4exsbGioiJDQ8ObVHr16hU8n/aNE5al/iFpaWk6Die8n/YiiP/8+fNLVNLR0cnMzISErBPqPW0foC0PDQ21trYWFRVhMBglJSUhIaFbt269evUKlIf2jd+jLCUl9erVK2Fh4WfPntnb21dVVdHyxmS5r68vIyPD0tJSVlb29evXYlSSlJScjGHo4P/0g//pI5PdyeA6/Or169ciIiKvX79WVVV9//59XFxcY2Mjk2zT3tbb2xsVFSUtLX316lVhYWEpKanvNAT9o3FS0tLScnJy0tLS9+7dO3PmzN27d93c3Orr6+GcBS1vXy339vbW1dURCAR7e3tRUdEbN248fPgQRGCybpGhR0xM7MGDB9euXTt37typU6dOnz596dKlmzdvPnr06PXr1+ObQ0pKSlJSUkRE5P79+3JyciEhIdOb+jQ3N4eEhGhoaIiLi4MKiYuLS0n9Ty19P5KRkYHh6+nTp1JSUpB+A1LtfrXOkRuQzk4ikVxcXGAkFBERAfWeNvMyMjJSUlIQ2fTGjRv37t17/vy5mJgYbZ0AiomJicHYKyUlFRMTAyFNEK4QPulXvc3NzRAI18zM7M2bN2/fvrW1tfXx8fH19fX5ngTRmlxdXZWUlO7fvw+BfxsaGuCIES27jMujo6NdXV1VVVXx8fGWlpaAWJaWlsC/i4uLnZ2dpaWlmZmZqampubm5lZXV+/fvHank4OAAUVQcHBycnZ3d3d29vLwgPkZAQACE7/lqPbi4uIAIX+LAJSUlTQ96S0tL7e3tZWVl1dTU3r9/7+np6eXl9dXqh/gVtra2ysrKDx48OHHiBC8v75o1a9atW7d169aDBw9euXJFTEzMxMQEYtOMfyAK9T+hiGxsbPT19TU1NZ2cnPLy8qYhwtjYWGFhoZ6e3u3bt8XExECFxr+O7goKhbKzszM0NDQyMgKpvb296e5h8NGXSpaWli9fvrx7966BgUFWVlZXV9dUA0kODQ01NjZmZ2ej0WhdXV1JSUk1NTVHR0d4PgMGZuQrb29vKysrcXHxR48eWVpaVlRUMFb4Cb/t7e1NSEjQ0dGRlpbW09NzdXVFoVCTVSZEBwukRm1DoVBOTk7W1tZGRkZ6enra2to6Ojr6+vrGxsY2NjZubm6MK8Hb29vNzc3Ozg6sNUZGRsHBwcynjKSVpbe3NzIyUlJS8s6dOyoqKu7u7l/telOtfwhYaGRkZGBgYGpqamNj4+Hh4enpqaWldffu3adPn6JQqPr6+qnqz9jYWE9PDyQVcHZ2VlFRkZeXNzQ09PT0nJIIXl5eLi4uBgYGz549O3Xq1P79+w8cOHDy5MmbN29KSEjo6Og4ODhMKDIKhYL0G+Li4hgMZnqBJCkUip+fn7y8vJycnIWFBQqF8vLymkyFJmRjehdRKJSDg4O5ubmBgcG7d+8cHBy+pEWaUkAuBORIJJKzs/OjR4+ePXtmZmYGGj6lJkBEAMFdXV21tbXv378vKCj4+PFjNTU1c3NzV1dX5DZAMScnJ2lp6b/++kteXj4uLo4p6B0ZGWlsbIRUSp6enh4eHiEhIYWFhU1NTc0/hKqqqgICAjQ0NIyMjGJiYurr66d6nhpiOFdUVCQmJkIcYCsrq7i4uPLy8pKSktTU1Ojo6KCgIIBSyEkcFRWVQKX4+Pg4KiUkJKSmpubk5JSWltbW1sIx06Z/iHFNVFZWuru7i4uLv337Njk5eRq4NTo6Cvl65eTk7O3t8/Pzmal/4K6uri4lJcXa2lpEROTQoUMrV65kY2Nbvnz51q1bz5w58+rVK2tr65SUFDi2OF4QCoVSW1ubm5vr4+Ojra1tZWWVmZk5DRHGxsaKi4uNjY1fvnxpbm6el5c3/l3jrzQ0NEDSAh8fn8TExPLy8oaGBjihOP7mya5kZWVZWVkpKipC1XV2dk516BwcHCSRSEQiEY/HOzs7v3//PiQkpLy8fLI3zvh1IpFoaGgoKipqbW1dWVlJC0hMlnt7e2NiYt6+ffvmzRsMBlNTU8NYhSCjS21tbWFhYXJyckhICOQntqOSk5OTj49PREREfn4+iURi8Kimpqb6+vrS0tL4+Hh7e1T7UDIAACAASURBVHt9fX0/Pz8ms8zSidbX1xcTE6OkpCQlJQVJf2e8nquqquLi4ry9vVEoFBaLjY+PLy8vr62tjYyMVFdXf/PmDRaLJZPJU93zGhsb+/z5c1lZWUxMjJ+fn5OTEwqFSklJqa+vZ16ExsbGqqoqIpHo5+cnJyd39uzZI0eOCAgI3L17V0lJycHBISoqajKdJJFIYWFhSkpK0tLSGAxmeqteyNcrKyurr6+fnJzc2NjIoN2Zl+urd5LJ5MrKyqysLBwOB1l5EhISphfDmUKheHp6SkhIqKurx8bGwonwrzIw4Q3QQSoqKtBotLi4+PXr18XExOzs7CIjI0tLS+lqpry83NXVFWa9BALh8+fPY2NjyISAVs//z+A8MjJCoVAIBAJkcsDhcKmpqdMLwUr7AubLAwMDSUlJlpaWdnZ2CQkJ9fX1U40qMDo62t3d/enTp8TERGtraxkZGWVlZRQKFRsbGxER4ePj4+DgYGJioqurC9shxsbGdnZ2zs7OLi4uTk5OsPx1cXHx8vLC4XAxMTGZmZnl5eV1dXUtLS3MHLHv7u7GYrEyMjLfAr2FhYVmZmaysrIeHh7M7/aNjIy0t7enpKTo6uoKCgpu2bJl3rx5rKys3NzcJ0+efPnypZWVVXR0dH19PYMWGRoaIpFIwcHBOjo635I0sLi42MTERFxc3MnJiUQiMXgj8tXAwEBycrKpqamBgQEOhystLZ2Gn1ptba2np6empqarq2thYeG3JA0MDQ0FY0NqauqUcqcgEk2v8OnTJxsbGzExsW+B3ujoaFUqRUdHf3WrrKur69OnTzDbcHFxMTU11dLSevPmDdh4IaCxvb19YmIiiURiHFAXPLzy8/Pd3Nx0dXW/JWlgbGws5B6IiIj4qgjTqGoymRwUFAR7pY6OjpGRkXV1dX19fVlZWcbGxhoaGsHBwRQKZRrQC5mLYmJi0Gg0ZE8qLy+f0sbZyMjIp0+fQkJCjI2Nnz9/fuXKlZs3b0pLSxsZGXl5eSUkJFRUVEzmgjc6OkogENTV1WVkZKYNvSQSycPDQ0ZGxtTUtLi4eBrVO+2f9PT01NbWQgRpc3PzqSYNRN5LoVA8PDxev36tqKiIw+EgvCDy7TQKHR0dHz58kJCQOHfu3M2bN1VUVPz9/ccn5uro6MBisSoqKkZGRrDXPkql8W+kh97U1NSgoCA/Pz8sFksgEKa3VTP+NcxcGRwcTE1Ntbe3d3JySkpKmh709vT01NfXJyYmamhoCAgIHDt27P79+7CFdu/ePUFBwRMnThw4cAAMOPz8/OfOnbtMpUuXLl28ePHSpUug6E+ePJGRkdHT03N0dMThcAQCoby8vLW1lfEqsKurC4vFysrKqqurp6SkML55wjoZHR0tKiqCpLMeHh5M2utgzgEJjx88eLBx48bFixf/8ssvy5cvP3bsGEBgWloaGBImfC9cHBgYgHyfurq65ubmRCJxGiLAqtfU1FRCQsLJyYlJEbq6ury8vG7cuHH+/HllZWUcDgf5DxhwO/6rmpqaGYHejIwMBHoJBML0rHbj2WPmSlVVlY2Njbi4uI2NzbRXvdHR0WpUioqKYgyWfX19hYWFPj4+mpqaT548uXjx4smTJ48dO3bo0KHdu3dv3759165d+/btu379uoGBQWxsbHV1NYOwwIODg21tbXl5eW5ubnp6ej4+PtPO1xsbG6uqqqqkpBQREcFYBGZqle6e/v7+3NxcDQ2N01R6+fKljY1NXl4eBP41MTHR1NTE4/HTht7S0lIEekNCQkpLS6fUjz5//hwTEyMvLy8oKHjx4sWHDx9qaWnhcLjc3Nzy8nISidTZ2TkZlo+MjAD0ysrKTht6yWSyp6enrKysqalpUVERXe19v48jIyPd3d01NTUxMTE2NjYWFhZxcXHTm/iSyWQXF5eHDx/evXtXRUUFhULl5uZOew43Ojra2toaGhoqKip64MCBHTt2HD9+XFFRMSMjg6422tvbAXqNjY2nCb0YDCY5OZlEIk3Jx5iOD8YfR0f/J15uX18fBB0sLy8PDAzU09OzsLCIj48nkUjTMDj39fU1NjYmJibKysry8vIuW7Zs8+bNe/fu3bFjBzc394oVK9jY2GbPns3CwjJnzhw2NjZ2dnZOTk4uLi5OKnFwcHBxca1bt46Xl3f//v0XLlx4/PixkpKSpaVlUFBQfn5+c3NzX1/fZHrf3t6ORqNlZWW/AP+3QK+FhYW8vLy7u3ttbS0YKyY0WSDVOzAwUFdXFx8fr6+vz8/Pz8rKOnv2bFZW1m3btj158uT9+/dpaWmQC2GyKdjY2BjELq6pqYHVgKWl5bSht6SkxMzMTEJCwtHRkUmTY0tLi6mp6Y4dO1avXn3t2jVzc/PExMSWlhZERmYKVVVV7u7u377qRaDXy8srOTl5qmwAq3BOqbe39/Pnz93d3RAZlEwm11OJRCK1tLSMD9hZUVEBKSNtbW2nDb1gcFZTU/vw4cNkW2UDAwMtLS0FBQXe3t4yMjKXLl3at2/f1q1bf/vtt927d/Px8W3ZsmXNmjXLli1jZWVds2bNjRs3zMzMIHE6rAXpdHJkZATyr+Tk5ED+JbAVM9NwdPf09fUB9CoqKoaFhU0mAlLPoNWDg4M9PT0dHR1tbW2tra0tLS0QSra6urqcSrW1tWQymUKhfPr0KSgo6M6dOytXrly1atW5c+fU1dWTk5NbW1szMzONjY2/BXrB4BwbG4tGo729vYODg4uLixnMV2hlHx4e7u/vr66udnZ2vnDhwrZt2y5cuKCqqopGoz99+jQ8PDxCJQa9eHBwMDk5WV1dXU5ODovFfovBWU5OztTUND8/H4Y7uuamZXvCMgSybmpqIpFIiM43NTV1dXVBKsbxDxwcHOzo6KiqqoqOjraxsbG0tIyLi5uSwRnhhEQiOTo6CgkJHT9+/NKlS5KSkoGBgWQyeRpZICGybFNTE+SQ5uPjgzziQkJCHz58oMOClpYWNBqtoqIyfehFo9HfG3rHxsZ6e3shxQcajTYzM3vx4sXVq1elpKRCQ0Mhg8KUgB85XJScnCwpKbl69epZs2bNnTt3wYIF8+bN++WXXyC3NvKXhYWFlZWVjY1t0aJFS6i0aNGiBQsWsLGxLViwYPny5Tw8PLt37z5x4sTVq1cVFRUxGEx5eXl7e/tkc9ifBb39/f0FBQVubm4vXrzYsmXLrFmzWFhYVq9eff78eQMDA7DeT8Yzoqw/F3qbm5u/eKNs2rRp8eLFJ0+eVFdXDw8Pn6rRBaAXkpt+i8EZoBdF9S6ZNvSOjY11dnZWVVUVFhbm5uampqYGBwc7ODiYmpqC4xIWi83NzSWTybTnp2cWeiMjIycbuVpaWmJiYkxMTJ49e/bnn3/u37//5MmTf/31FySgVFZWlpeXf/z48eHDh9nY2FhYWH777TdhYWEbG5ucnByw5NP1TQR6s7Ozfzz0QrbHkpISyH8eHh6Ow+HAl0pPT09FRUVTU9Pe3h6LxUZERODxeFNT01OnTi1YsICDg+P8+fOampoEAgGB3m8xOH8L9Pb395NIpJSUFH19ffCuEhcXx2KxRUVFjOcfSC+eKej19PT8Ruhtbm5OSUnx9fW1s7ODY5y2trb+/v7Z2dkdHR3jcRdiv3d0dFRWViLQGx8fP5kCIyJPWIB8vZcvX96xYwc4uxgaGubl5U0jpQdMdDo6OqKioiQkJPbu3QsYcenSpYiICLq3A/QqKytPE3p9fX3RaHRSUtI3rnqBadq/I//EyRoaGvr8+TPsy4IX/p9//snNzc3JyXnp0iV/f39klUYnG4OPCPSmpKTIyspyc3PPnj177ty58+fPnzdv3ty5cwFoFy9ezMHBsXbt2vXr169bt279+vWbNm3aSqXNmzevX7+eg4NjyZIlUL8LFy5csmTJ8uXLT548+e7dO7CETzaHnXHorampAR2dUFNhAx+cy2Chc/HixfXr1y9YsGDVqlX8/PxSUlJBQUGwiUU3OxtfjT8XeltaWszMzLZv375s2bJDhw5JS0uj0Wgm94kRWRDodXFxmSnoTUpKGr/qpVVp2jIsSoaGhgYGBjo6OkpKSiIjIyERspWVlbS09IULF/bv3//777//+eef4uLiHh4eRCIRDJsgxYxDL529DuG2rKzM0NDw3Llz27Zt4+XlPXz48IsXL6ysrPB4PJFILCwszMvLCwsLU1BQ2Lp1KwsLy4IFC3bt2vX69euQkJDa2trxrg8AvU1NTTMLvaGhoYxRBwLp9PT0VFRU4HA4AwMDFRUVJSUlCQmJu3fvnjlzZu/evZs3b+bj47t27Zq0tLSGhoampqaoqOjvv/++aNGiTZs23b1718LCIjs7u729nUgkGhkZ/WDoRRqlo6MjKysLhUIpKipeu3bt7t27Tk5OkHuRyWN+Mwi9srKyJiYmeXl5zKx6ERFGqdkj+vv7s7KyzM3Nnzx5IiAgAHt8p0+fFhERcXFxKSoqmjDByeDgYHt7e2VlZVRUFKx6vwV6379/f+HChfXr1y9evHjjxo0vXrzAYrFlZWUA/MAwMnQwKECnBuiVkpLat2/f4sWL2djYLl68GBISMjg4SPsoBHqnudc7U9AL8oBhuaenp7W1tbq6Oj8/n0AgREVFodFoR0dHTU3NR48eHThwgIODA9aj/Pz8Xl5esME2GeRMWFOQ8KSxsTElJUVNTe3QoUPbt28/evTouXPnzlPp4sWLV65cgYNZj6hJ5h9S6enTp3CkVURE5OHDhzdu3Dh9+vTOnTuXLVuGLJE3bdokKirq5eWVn58/2UTsx0Pv0NBQd3c3eFY/fvz42LFje/fuPXTo0PXr1xUVFd3d3fPz8xmka6atRgR6cTicnp7eDzY4t7a22tnZHTx4kJOTk4+P7/79+y4uLkwaqxEpZhx6USjUhNCLTHpgKglY29PT09TUVFFRkZOTk5CQgMPhICiEmJjYixcvhIWFjx8/vm7duoULF86fP5+Tk/Po0aOvX7+GQ1zILtT3hl4ASFjyioiI8PDwrF279vDhw48fP7aysoqPj6+qqurs7BwYGOjr66upqXF3d79x48bGjRsXLVrEwcEhKChoa2ubkZExPlLST4Tez58/wwahrq7urVu3zp49e/r06SNHjvDx8W3cuHH16tWcnJzr1q3bs2fPqVOnBAUFr169+ueff65fv37JkiX79u2Tl5cPDAysrKzs7OzMyMj4KdALCVvhlIe6urqkpKScnJyZmVlycvJkE31E7WkLPwt6x8bGIF9Ta2trcXFxTEyMmZnZnTt3du/ezcXFtWjRooULF3JwcPz+++8iIiJw5vvTp0/d3d20jmwzC712dnbnz59ftWoVCwvLokWLTpw4oaioGBAQMNVgO0NDQ52dnR8/fvT29n7w4MHWrVvZ2NhYWVlPnjzp6upaW1sLJymgFf6DoBd2vDo7O+vr63Nzc4ODg2Ej8+7duwICAvz8/DAnXbly5bx58wDnjh075u3tPT3ohYBcSUlJpqamT58+ffXqlZWVVVBQUEhISHBwMB6PDwsLi4yMjIqKiqVSDJXi4uISqBQfHx8VFYXBYGxtbV+9erVz507ETL169eqrV6/q6enFxsa2trbSqjtS/vHQ29PTU11dHRsbq6GhcfbsWX5+/rt376qpqbm6usbHx5eVlbW2tjI5X/650Nve3u7h4SEoKLiZSmfOnDE2Np7qZuePhN7h4WHAp8+fP3d2dra1tdXV1aWnp/v6+hoYGIiLiwsJCZ08eXLv3r2//fYbLy/vxo0bOTg45s+fP3v27F9//XXevHkcHBx8fHzPnj0LCQmBQwhjY2PfG3qHhoZaWlry8/NdXFwuXry4cuVKPj4+CQkJV1fX1NTU+vr67u5umMiPjIx0dnampKQYGRndunVry5Yty5Yt279/v6KiIhqNLi8vR6YLoP8/C3pHRkZIJBIcarhz587WrVtXrVrFwcHBycm5du3aTZs27dmzh59KfHx8GzZsWLduHTc39+rVqxcuXLh8+fJLly45ODjk5eV1dnb29PSkpaUZGhr+4FXvyMhIb28vmUxOSUnR0dG5c+eOhISEt7c3hNT9qr0KGX/AZjsje73gZsX8qhfCeLW1teXm5trb2z9//vz48eM8PDxLliyBoxZz5sxhZWVdtmwZmH+VlJTCw8PpzCczC72w6l27di0rKysLC8uqVat+//13cXHxsLCwKe1m9vb2VlZWRkZGampqHj9+fOnSpSxU+uOPPzQ0NGJiYj59+oRMj34+9I6MjEBEaDKZXFJSkpaWFhER4e7urq6uLiwsfPToUW5u7sWLFy9ZsoSdnX3VqlUbNmzYuHHjypUrV6xYISgoGBAQAGdLprrq7erqqqysTEpKcnJy0tLSev/+PTi2wbqkv79/cHBwaBwNUwmxE1ZUVERFRWlpaR08eJCFhWXWrFmzZ8/esGHD1atXtbW1o6Ojx1sgQft/GPSCIaG/v7+mpiY6OtrS0vLhw4cHDx4UEBBQV1cPCwsrKyvr6uqCMHhM1uHPhd6Ojo7AwMD79+/z8fGtXbt2z549qqqqxcXFUxLhe0MvGNMGBwe7uroaGhrKysry8/Mh8G9KSkp4eDjEQrl+/fqBAwd4eHg4ODiWLl0KU36YKc+ePRsmc79Qad68eSdOnPDw8EDsKD8AemE30cLC4ty5czw8PIKCgo6Ojjk5Oc3NzYj1DGxoAwMDnz59ioiI0NLSOnLkyNKlS3l5eR89emRnZ4cEyUPG/R8PvbDM6ujoyMzMdHBwEBUVBWPgggUL2NnZ169fv3fv3rNnzz548EBGRkZUVPTEiROcnJxz58799ddfwc9jw4YNz549i4iIaGlpAZtZamrqT4FeiCQYEBDw8uXLU6dOSUlJpaWlgV8Vk/0XGuLHr3qRTtHc3Jyfn+/j4/Ps2TNeXt4lS5YsXbqUg4ODm5t7y5YtGzZsWLFixYIFC+bOnbt48eKzZ8++f/++oKCgra0NcUOZQegFN6srV66A+8ivVJo7d+6xY8fMzMwyMzObmpqQuSPjGga/d1dX1xcvXmzbtg3676+//rpr1y5paWl/f//i4mJk6vzzoXdwcBAsD1gsVk9PT1JS8smTJ0JCQqdPn/7jjz94eXnXUWnnzp3Hjh3766+/Xr16JS0tff/+/cuXL8vIyISHhzc1NU011Tbsen78+DExMdHLy8va2jogIODTp0/I6PDVAsRtJxAIdnZ2T58+/e2332CsXLhw4b59+2RlZf39/QsLCyfbfPph0Ds8PNzV1VVbWwtThJs3bx45cuTAgQP37t1zc3MrLy+n2+H7quC0Hs4/xeDc2dn5JXroy5cv9+3bx8HBwcPDIyEhQSQS+/r6mI+j+wOgd2BgoK2trbi4ODg42NLSUkND4++//5aWloYYeNevXz948OAOKu3atWvnzp3bt2/funXrli1buLm5IcjJ7NmzkV2M2bNnHzlyxM3NDWmvHwC9ZDI5PT3dxcVFRETkwoULsrKykZGRDQ0NyMwd0ZaRkZG2traCggInJ6fz588vXbqUm5tbSEjI2Ng4LS2N7szPj4fevr4+CoWSk5PzZW/i6dOnBw8eXLNmzfLly3l5eQUEBJ4+faqmpmZtbe3r6xsWFubu7i4qKrpnz56lS5f+8ssvv/766/Llyw8dOqSiopKRkQGjcH9//0+B3uHh4bq6utjYWEtLy3v37v35558KCgq5ublIQzBf+PHQC6us9vZ22OOXkJA4cOAA+Mf88ccfV69eFRUVlZOTExEROXPmzNatWxcuXDhnzpwDBw7o6+unpKSQSCQEAmcQeslksru7++3bt3ft2sXBwTF37lzodJs2bXr69Kmjo2NWVhbS6RhDb0dHR2pqqpWVlbCw8MaNG+E5v/766549e5SUlPB4fEVFBdIXfhr0wmQZemxhYSGctDly5AhYeFavXr1+/XpeXt49e/YcO3bsypUrz58/V1dXd3Z2jo6OTkpKQqFQOjo61tbWiYmJ4Pk5JWPL6OhoR0dHWVlZYmKiv7+/s7NzUFBQZWUlnSvmZHrc09MDAaGsrKwePny4b9++FStWwBkkHh6emzdvurm5lZWVgXvnhA/5YdA7MDBAIpFSU1MtLCwuXLgAzmL8/PwyMjJRUVF0oSSgUWByCi4DyBUogCw/d9Xb1dUVFhYmKSl56NAhOPH1+PHj2NhY8CdnsgW/H/RCRQ0NDQHuYrFYJSWl8+fP8/Hx8fDwrF69etWqVVxcXCtWrFiyZMm6dev4+flv3br18OHDBw8e3Lt3T0hI6Ny5c3v27OHg4GBlZYUl7y+//LJ48WIBAQEvL68ftuodHh5uaWkpKioKCwszNTVVVVV1cnLKzc0Fz0+6MQgMofX19Vgs9q+//mJnZ1+9evWlS5e0tLQSExO7u7tp9efHQ293d3dpaWlQUJCCgsIff/wBBoYNGzYICgrq6OjgcLjs7OyamppGKqWnp7979+7ChQs8PDxwqGHHjh137961tbUtLS0FBRsYGEhNTTUwMPjBBufBwcGSkhIUCvXmzRshISFBQUF1dfX/X6AXcZhFo9GvX78+ePAgFxfXsmXLdu/eLSoqamtrGxERkZKSgkaj1dTUrl69ysPDs2jRot9///2LO05ERASttXYGoZdCoXh7ez99+vTo0aNbt27l5OScN2/e7NmzV65ceejQIVFRUX9//4aGBmaMah0dHRDt5/bt27TQe+jQoXfv3hEIBEg3AKPoT4PesbGx/v7+5ubmzMxMV1dXiIK2adOmVatW8fDw8PHxHT9+/Nq1a8+ePfv7778NDAycnZ3xeHxmZiaJRKJQKHFxcXZ2di4uLikpKQ0NDdOIZoVAb0BAgJubW0hISFVVFTP4PTg4WFNTExkZaWpqCm5fa9asgbnbzp07b9y4AXO0zs5OBouwHwa9fX19paWlAQEBMjIyO3bsYGVl5eLiOnv2rKamZnp6+vjNXThjBycdm5ubu7u7x4PZT4feiIgIaWnpI0eOLKOSkJBQYGAguHeO53bCqc/3gF44XAQY093dXVRUFBAQoKamduHCBW5ubsRBAebCrKysq1atOnz4sKioKMRKs7W1tbCw0NfXl5WVvXjxIjc399y5c2HVxcbGtmHDhlu3bmEwGMSO8r1XvSMjI11dXXV1dbm5uRERERgMJikpqaGhYcIcnXCiEXw77927x06lo0ePSktLh4SENDU10frI/Hjo7erqKi0txWAwEhIS4IY9d+7czZs3P378ODAwEBnTIahycHCwvLz8sWPH1q5du3Tp0g0bNly7du3du3cfPnxAYsYNDAwQCISfAr3p6el6enoPHz68fv06RPAuKSmZUMkZX/zxq97+/v7GxkYikWhubn7u3Lm1a9dycHBs3779zp07EFGgoaGhvb29uLgYhUJJSkru2bNn0aJF27dvl5GRQaPRpaWlyJJxBqG3sbHR399fTEzs+vXrly5dOn78OPRWNja2tWvXnj592sDAIDMzs62trb+/n27GSVfD3d3dsMi5e/fupk2boKfPnj37xIkT9vb25eXltAeWfhr0QtSP3NxcZ2dnYWHhvXv3bt++ff/+/WfPnn306JGioqKJiYm7u3twcHBiYiLESa6pqWlubu7t7W1ra4uJibGwsLCzs0tMTJxeNCsEev39/V1cXIKDgysrK78KvSMjIx0dHUlJSerq6ufPn9+6dSsHB8fixYvZ2dm3bdt2//59W1tbYAm2JSZrqh8GvZ8/f05LSzM1Nb19+/aGDRvmz/9/7L1nQJNZ8z6sqOuqVBELCgiKgg17WRsoVqqKomIB7ICgAiIoHZUOKkWx0HvvvUMIoffeDZBKC6GKL//Mu/cvC4joIu6H53zQk5DknjOnXOfMmblmAS8v77lz5ywtLfPz88dDL5lMrq6uhuyVOTk5DQ0NyHBHxtlvh97o6Gg1NbV9+/YtXryYlZX11KlT7969y8vLIxAI3+1BaMUvhd6hoSEsFhsWFqauri4qKrpmzRpGRkbECw8mJDc394kTJ0YDcry9vfPy8spoJS8vLzExEQy869atA4PznDlzli1btm/fPjU1tfj4eIQX8FdDL7g99vT0EInE5ubm+vr6trY2iBSiP8KCPsFS0tfXl5aWdu3aNTY2tj///HP9+vWXL192dXWtr6/v7e1FBtvMQy9COqinp7dz504mJqb58+fz8fHdvXs3LS0NRvjIyEhVVZWnp+fDhw8PHz68atUqFhaW5cuXHzhwwMDAICUlpaWlBVH+74Le/v7+uLi4u3fvHj169Ny5czo6On5+fj9HBDbz0EuhUKppSSofP368bdu2JUuWbNiw4fz582ZmZrBt7e/vHx4ebm1tTUpKMjMzO3z4MDMzMz8//71790YJ7EpKShD9TyP04vH4wMBADQ0NFRUVXV1dDQ0NERERZmbmOXPmLFy4UEBA4N69e/7+/mVlZR0dHd9az2EW9Pb25ubmOjo6Xr9+HVgTwPvn+PHj4JNEfzE6c9AL/j5UKhXIelpaWkpLS2NjY1+8eHH06FE+Pr7du3dfuXIF0r9ERUXl5OTU1tbi8XhgqgL7J5wjgSTTwsICSEz+JfQCdzmwd064cEM4YH9/f2dnZ0tLCwaDcXBwEBcXX7Zs2dy5c8EHFRZHbW3thISEpqYmhEngW101A9ALqyGZTI6MjHz48OHBgweXLl3KyMi4adMmIK4qKSkZGBgAmrCenp7Ozs729nZgJIfcTR8+fAgPDy8oKGhubiaTyX19fXB2+U9BLwsLy9GjR62srFJTU7FYLLK+IxuFCSvTDr2enp6ZmZmQ8p1IJGZnZ1tYWBw7doyTk3PBggUMDAxz5sz5888/mZiY2NnZ+fn5xcXFdXV1/f39Kyoq4JYadnXl5eWBgYHKysrr1q0Da/PChQvhZGBpaYnBYJB71hmAXoDYb11A0CsWPjk0NJSVlaWoqMjGxsbAmbCrRwAAIABJREFUwMDJyXn69Gk7O7uysjL6yxeAXgKBML1sVpPE9fb39xOJxMLCQjs7O3Fx8dWrVzMzM3NxcSkqKiYmJoKNp7q62s/PT0VF5eDBgzw8POzs7CtXrtyzZ8/t27eB3ojeiDXzBucvX77AqdHLy+vcuXN79uyRl5d/9+4dcCr09/dTKBTg5yKTyZ2dnVQqFWbrt5agmYfe7u7uoqIid3f3W7durV27FuLyR8kEvby8ysvLu7u7Ozo68Hh8VVVVcnKynZ3dmTNn1qxZs2fPnsePHwcGBtLzxU4j9BIIhMDAQG1tbQMDAy8vLzc3tytXrrCzs8MWeenSpRISEpCnp7W1FVEmgMLg4GB/f39vby8I39DQEBsba25uTm9wnjNnjpiYWFRUFCRoQX5h5qB3aGioo6Ojvr4ejUYHBQW50nLteXt729raKikpXb169cmTJ87OzrGxsbm5uXV1dTgcDmK56Gc41Lu6uuLi4szNzYG6cwagFyKRsrOzPTw8dHR0zpw5w8/Pj1zIL1iwgIuLS0RE5NmzZzExMTU1NXg8fjyTAH1DZgB6wQbY0tLi7Ox85swZXl7eRbSyc+dOVVVVT0/P6urqgYGB7u5uCKHOyMgIDQ21trZWUlI6f/68pKQkWLQeP37s4OCQlJTU0NAAC+jw8DCVSm1qavotblbd3d3R0dGqqqpw6mVhYRklG7KwsEhOTobcbfR6/lZ9eqHXk1aysrLItILBYN69eycvLy8gIIDYmRcuXMjNzb179+6zZ89Cfuzo6GjYSiNC9vT0oNFoOzs7WVlZLi4u2DJzcHAcOXJEV1c3ODi4pqZmYGAAPv+roReRaioVWFC+fPkyeiV0+/btJUuWzJ49e+nSpaKiojY2NoWFhR0dHYjkIyMjAwMDHR0dJSUlrq6uL1++/PcczlpaWpNAL2wWW1paQkJCVFVVDxw4AGFFYmJib9++jYmJ8fLysrCwuHHjxp49e1avXs3DwyMkJCQpKamtrQ3nrTG2n5mH3r6+PiwWm52dbWVlderUKWFh4WfPniUnJ9fV1QHnaFFRUWpqakxMTHR0dFpaWk1NzeRZqGceeru6ugoKClxcXBQVFXl5ednY2A4dOvT06VMvLy8UClVSUpKWlhYeHu7t7f3hwwdTU9Pbt2+fO3dOWVnZxcUFg8G0trYiQ2gaoRePx/v7+2tra1tYWKTSiqqqKkIdwczMvG/fPlVVVW9v7zEpEOBurq2traamBuxV3t7ez58/v379+l9//YX8wpw5c8TFxWNjYxHQhQk1c9Db19dXX1+fmJjo4OAAbsy6urouLi6+vr4eHh6+vr7p6ekNDQ0kEqm7u5tKpcKBjH6niSwBcOo1NzefsVMvgUDIyclxcXG5devW5s2b2dnZ4SgDOyNGRkZeXl5hYWFIAxAfH5+fn19fX08ikZCLsTF6nwHoHR4e7u3tLS8vNzMz271798KFCxkYGJiYmA4ePPjs2bPQ0FC4HG1paUlNTfXy8rK2tlZXV5eUlNy4ceOKFSs4ODiAs5qPj+/06dPm5uapqanNzc1UKhV8av470PvbT72QozQ7O5tMJjc3N/v4+CgrK+/fv5+DgwP83v/44w9ubm4REZF79+69ffsWAqlxOByFQkGidL58+dLY2Ojt7X3//v2//vqLnZ197ty5zMzMGzduVFRUdHd3LywsJBAIyLH+Pwi9IyMjBQUF9+7dW7p06Zw5c8CrwNbWtri4GKAXDscQ6kMmk4uLi2cGeuGMQqFQsrOzbWxsLl++vH79ehYWFiEhoTt37mhpaV25cuWvv/7i4+NjY2MDPofLly+bm5snJCQ0NDRAOmdk/YHI1Bl2s+rs7MzJyXFzc1NXVxcTEzt//jzQV5FIpLq6OhQK5evra2tra2xsbGBgYGtrGx0dDdQfMMCA2oW+Cb8Lel1dXW/cuLFmzRo2NrYDBw5Aol83NzdXV1dTU1NINa+trW1oaGhkZGRubu7l5ZWfn4/H4+kp8acXen19fR8/fgwDtby8/NmzZytXroS1fdGiRQICAufOnbO2ti4qKhoaGoL4UgqF0t7eXlVVhUajIyIiPn78aGRkdOfOHTExsa1bt65cuXLhwoXwC7//1AtB92/evFFSUhITExMXF3/69GlYWBgajc7LyysvL8fhcMiyQj9ExtdnHnrb2tqSk5MtLCxOnjy5aNEi0CnyL/gubdmyRUJCQllZ2djY2MHBwdfXNz4+Pi8vr7GxEXGNQdoyA9ALrPdZWVlPnjxZt24dSLt48WIxMTFra+vk5OTm5mYcDofBYJycnLS0tOTk5I4cOSIoKMjBwcHOzs7Nzb127dply5aBp8Pt27ddXFyAVRUMhr8rfQKcepG7XsTgnJaW9lsMzlFRUQC9GAymo6OjtrbW3t5eWlp6zZo18+fPZ2BgWLx48fr168XExB4/fuzs7IxGo9vb25Ewia9fv0IGvcbGxri4OF1d3ePHj4NvJxsb25YtWy5evGhlZQU06b+UwxmJoEBG6dQryKk3Ly/vzp074J7Ny8t79uzZjx8/1tXVUalU+t0nhUJpaWlBoVBwvvk3+XqR9AmTnHqhIUNDQ5WVlaMkPGpqajt27GBkZOTk5Dx48KCoqCgQ0i1YsICJiWndunVwARkTE9Pc3Dyh08bMn3rb29uDgoK0tLTAE/7x48dxcXFkMhmLxcbGxr59+9bExERLSwsI0dTU1CwsLAICAvLy8r5FLTDz0Au7Bycnp6tXr/Lw8CxYsEBAQEBKSurGjRsqKip37tw5e/assLCwjIzMKPi9f//e398/NjZ2dDMHvBb0HgbTC73e3t6ampqvX7+uqqpqamoyMzMDexUDAwPiDqmiouLj45Ofn19QUJCXl5eenh4REeHh4fH69Ws9Pb27d+9KSUnt27ePn58fIgOB5gEMV6dOnRr1rofJi8yCmTv1EggEHx8fYGDfv3//uXPnXr16VVJSAgmEOzo6+vr6ELEmn/MzD71YLDYuLu758+eioqLIdgaB3lmzZv3555+LFy/m4eHZuHHjX3/9JSYmdu3atUePHllYWMD5ckyLZgB6e3p66uvrIyIi7t27x8PDM2vWLAYGBi4uritXroyyQeXm5jY2NlZUVPj6+qqqqh47dmzjxo2rVq0CD/Pdu3efP39eQUFBVFSUj48PZoi+vn5MTAwejweD4X8Kekc57v8j0FtdXW1tbX3ixAlOTk7w1BASEpKTkxu1PURFRZWXl8P+nd4Tm0qlVlVVhYaGGhkZiYmJ8fLyMjIyLlq0aN26ddeuXXNwcEhJSUHoeZE58h889Q4NDaHRaEVFxSVLljAyMgoJCd28eTMkJIREIiFiw1ajvb09Nzc3JCTk9evXZmZmAQEBLS0tY+bIVF7SZy6aCvRCdlt9ff2DBw8C9fry5cs5OTlZWFjmzZvHwsKybt06CQmJFy9exMfH19XVdXd300uOiDTz0NvQ0GBlZQWHFg0NDRcXl9LSUqCSfv78uby8/M2bN9XU1JSVlRUVFa9evSonJwcmloqKChhsYxoy89ALacJfvXolKyu7atWqWbNmMTExQfK3DRs2CAoKrl69euXKleLi4m/fvgVfn+bmZiKRCJY2+oP7NEIvDofz9vZWV1e3tbWtqKhoaWlxcHA4cOAABwcHkFsxMTHx8fGJioqqqamZ0YqxsfGTJ0/u3bsnJycnISFx+PDhrVu3AgkdMzMzxCYhbpVz5sw5duyYt7c3Ho+nz4Y0c9Db1tZmb28vKirKz8+/adMmKSmpUU+whoaGgYGB4eFhxKFjzPhAxjp9Zeaht729PTU1dTQn+dWrVzdt2rR8+XI4GrKxsUH6hHnz5jEwMIBfzIIFC5YuXbp+/fp9+/adPXsWKMQQfzFoyC+FXjCvtbW1paen29nZnTt3bvny5fPmzVuyZMm+ffsgvVpRUVF+fn5ERIQBjVcSiNxYWFj4+fmPHz9+584dU1NToNjcsmULMLpBooK2trb/IPT+XjcreoNzfX39hw8frly5smvXLj4+vq1bt169etXGxiYhIeHz589IEjQY8JD67fPnzzExMYaGhtLS0vz8/JDAY/ny5RDYgEKhwJsBLl+QCfJfg15IoZqcnHzlypXFixdDRCb4KLW0tJBIJAKB0N7e3tLSUlFRkZSU5OLiYmlpCUbF0NDQz58/08/xKdZ/FHohLNDExERERATMV7Nnz4bUKczMzIKCglJSUrq6umFhYY2NjeCVjSxN9CLNGPQi3T0aWjPqbbR58+YjR46YmZmlpKRgsVgCgRAdHX337t0TJ07Iy8vr6+sbGRlpa2vfvXsX7oPV1NQSEhKQmy/6Jsw89HZ2dmIwmPfv3wMfDrKEMjIy/vHHH5ChlYmJSVpaGrZrYNpF9A8VaML0Qq+XlxeScritrc3f3//atWtCQkLgLThv3jxWVlZ+fv7Dhw9L0sqJEyeAAx/SZbKzsy9atAg55tIfyeDUe+jQIUdHx8rKSnpnw5mDXiwWa2Njs3fvXnZ2dg4Ojt27dxsaGoIBc0K/YvpRMqY+89ALpNjJyckfPnzQ0dEBjntpaemTJ08eOnRo48aN9OkTIBMfMzPz8uXLBQQEJCQkTExMIiMj6ePSfh30fqGV3t7eoqIiBweHa9eubdmyhZmZecmSJQcOHFBRUXF3dy8oKMjPz/fx8dHR0Tl9+jSYN2Fzd/78eWtr64CAgPDwcBcXlxs3bvDz83Nzcx87dgwIWXA43H8NekVERMzNzZOSklpaWqZ4Z/Hr3KwIBEJGRsb79++NjIw0NTUNDAxcXV0zMjImDNOCVJjp6elWVlbS0tLr169nYmKaNWvW4sWL9+zZo6SkFBgY2NzcTB+Zg8yF/xT0Aic+Ho8PDw+/cOECKyvrn3/+yc/PLyUl9fLly7CwsOjo6MDAQGdnZwsLCy0tLUVFxTNnzgA5naWlZUxMDBIyizRwKpUfgt6RkZGmpqbIyEh9ff1Dhw4h5ivgT9i6daucnJyNjU1sbGxlZSXCrjqhGDMPvaWlpSoqKuBT4ujoWFhY2Nra2tjYGBwcrKKicunSJSMjo5CQEEh06OTkpKCgcODAAQiZzc7OpvdRghbNPPRSqdSGhobU1NT379+rq6tfuHBBQkJCWFhYQEAAtkFz585duXKlgoJCUlIS4lE1of5/BfRaWlqWlJR0dHTk5uYCI9WaNWvgQDV//nxWVlYuLi5+WoHTOTs7OyMjI1wqjYFb+pcMDAw7duzQ09OLi4trbGxEIhSmH3rHbFKQl21tbQ4ODkePHl22bNnChQt5eHjk5eWB1rKjo4Pe/jahrunfnHnoBQ9JIpFYW1ubk5MTGxvr5eVlb2//8uVLLS0tSLvBxsYGpK9AgzB37tw//vhj4cKF4Kako6MD3AKgkF8HvcPDw4ODgwQCISYmZjQibePGjUxMTBCgoqSk5ObmhsFgqqurk5KSnj59OppSg4eHh4XGobpmzZqTJ09aWlqChzkKhXr//v3FixeBRF5GRsba2jo9PR2Mh0AKHRoaOvOZi8bf9QL0/kYPZw9avl4kuIhEItXX1xcXF+fk5BQWFjY2NnZ0dFCpVLDuwEiGYUAkErOyssAdGvKczJs3b8GCBZs3b5aXl7ezs8NgMN3d3fQMvcgx6NdBLzJn6SuwpaNP5UlPcN7f34/H44uKij5+/CgmJsbExMTAwMDBwbF9+3Y5OTltbW0dHR1lZWVZWdmDBw+uX79+1apVy5Yt27Bhw6VLl6ysrBITE9vb2+nn+BTrU4ReaEh/f39ZWZm7u7uqququXbsWLFgASyQTE9PGjRtlZGSsrKwwGAyZTKY/704oyUxCLwhfUFBw+/ZtLi6u0VBMNze3mpoaLBZbUVERFhZmZGSkp6cXEhLS0tJCJpNJJFJRUZGpqamkpKS0tPTjx49dXV0LCgqQoFho0cxDLzh+4nC44uLiqKgoZ2dnuCg9d+4cNzf3/Pnzly5dun///mfPnuXk5Ex+HvsV0GthYVFUVESlUiF/sImJyc6dOxEedaDyXkArSJqHuXPnQo4TBlpBuOcQazNc8wkKCt65c8fZ2bmgoADx+5l+6AWL/ODgIJVK7ezsJBKJnZ2d/f39JBIpIiLi0aNHR44cWb169apVq4SFhTU0NLy8vMrKyiB4F1lWJhzuyJszDL3Ic+G0B7mVSktLMzMz4+LiAgICXr16paqqKikpuWfPHrhmnz9/PrLxWbRoET8//+h6ZGVllZ+fD6GfZDI5KCjo0aNHBgYGmZmZCC048qzvVkZGRsrKyiC5k6urK5KvF5ID1tTUuLm5SUpKsrOzz5kzh52d/ciRIzY2NuDEn56e7ujoePbsWaA2FBAQOHz48LVr14yMjIKDg4uKijAYjKur66NHj44ePbpmzZrdu3dramqGhoZWVFQAvxXkifuNwUVqampAJAmUGo6Ojjk5OXg8fvIZi2h1ek+9HrSCJA0EMgoqldrd3T0hzxospoODgzU1Na6urnfu3Nm7dy8LC8ucOXOAm+XixYu2traJiYnNzc3fatGvg15ES/Sx+Hg8vqWlpbq6uqioCIVCJSYmxsbGRkdHR0ZGRkREhIaGenl5vXr1SkVFZefOnRBStWDBAsgzKCkpKSEhISIi8tc/y8mTJ2/fvm1paUlPFIU8fSqVKUIvEMVXVVUFBwfr6OiIiYnx8fEhFkJWVtZdu3bdunXL3d19itknZxJ6IZYPhUJdv36dk5PzxIkTgYGB7e3tRCKxoaEBfJv9/f2Li4uRZQRiVTU0NK5du6agoKCnpxcfH49QkIJiZx56YdhDlGldXV1eXl5ycrK3t/do6A44nG/fvl1JScnd3b22tnZyLJhe6B3lZ3306JG5uXlhYeEArVRXVzs6Ou7fv58eRJElHanMnTv3zz//ZGFhWbFiBT8/v6Cg4Nq1a1euXMnGxoZAAAMDAz8//7Vr1+zs7NBoNOLMOJ3QiygL0hbCpqygoKCqqqqjowOS1sXFxb18+VJcXHz9+vWrV6/esWPHnTt3wsPDIannt1aZMZPwd0EvWNUGBwd7e3s7Ojra29s/f/4M55uUlBRvb29jY2M5Obk9e/YgQV1g62dmZl6/fv3Nmzd9fHyAXoBEIoWEhKirq0879A4MDLS3t0MQhbCwMBMT04IFC8BhJyQkpLa2Fo1G29vbKyoqbtq0iYODY+vWrfLy8ubm5qGhoSgUKj09PTAw0NTU9MKFC9u3bxcUFNy9e7e8vLynp2dtbS0kD/kvxPUC9LKxsS1evBiIJBsaGigUyhTNJ78UemH3OTw8DKEIyLxAhjGcHbu7uzMzMzU0NICxed68eczMzNu2bbt8+TKkX8ViscB+jHyRvjK90BsTE4MsCshTBgcHu7q62traqqqqMBhMTEyMh4eHlZWVurr69evXZWRkpKWlxcXFT58+feLECUh8u3HjxiVLljAwMMC1CwsLC1x4CwkJbdq06dChQ/fu3bO2tn7//v27d+/evHljamoKroi/9K63p6ensLAQHFlFRES4uLjAwglrKHA7AGXSfw16gUmDQCDExcVdvHiRk5NTXFw8OjqaSqX29fVB79TW1tbV1dH7slEolKKiIh8fn9GkXhcuXFBQUPDx8SGTyUjP/sakgXCA6e7uxuFw9fX16enpBgYGmzdvXrFixYULFzw8PIqKishk8vhZM0b4jo6Ourq6+Ph4e3v7169fp6SkjNlb0H9+kjoOh6OHXkhYV1dX9+7duwMHDkwCvX/88QcrKysnJ6egoKCIiMi1a9fu3r0rJycnKipKfwUJ0Hv16tVfCL2w1lCpVCwWW1BQkJiYGBoaGhISkpGR0dbWBkYzIpEYGxt7//79HTt2MDMzL1y48PDhwx8/fmxubgYWsUl0hPzpN0IvbNzgX8QEB4RQWCw2OTn59evXCgoKwD46d+5cpOdYWVlPnz5tY2OTnp5OIBBIJFJoaOivgF4kP6ChoeGePXsWLVoEt7za2tpoNBqPxyckJDx69OjQoUPAKnD8+HEzM7O4uLj6+nokwdG5c+c2bNiwcuXKrVu3Xr582draOjc3FyhM4STU29v7e+N6AXpZWVnZ2dmvXbsG6RPoiYKR0TJh5ddBL/0Ioa/TiwHppGpqajw9PaWkpBgZGQEDYGE1NjaGu88xflX0v/Dr8vVC0G13d3dbW1t1dXVOTk58fLy/v/+7d+9evHjx4MGDixcv7t+/H3b3EP/NwsKycOFC8JQByxukHOfk5Fy/fv2uXbsO04qIiMj169c/fPhQUFDQ2NhYW1ublZX16dMnMzMzPz+/KWLeGCVMfupFTu11dXX+/v6ampqioqKcnJx//PEHIyMjKysreMcg0Ovh4THF9GUzdupF8lKEhYXJyMhALvCkpKQxS9CYodLX19fW1obBYGxtbaWlpaWkpD5+/Dgmd/jvOvUikwIoxvLz81+8eCEkJMTNza2iogK8NAMDA78ReoeHhxsaGpycnOihl4GBARIJQ0YN8OPZs2fP8ePHZWVlNTQ07O3tnZ2dTU1Nb968efjw4eXLl8Oknj179tq1a+Xk5F6/fp2VlYVscKfn1AvgCgw1NTU1UVFRpqamampqmpqalpaWYWFh9JED+fn5+vr6hw8fZmFhmT179q5du969e9fU1ASuzmOm1oQvfyP0TigPvDkwMAChio6OjnJycps2bYJ0RtABixYtOnr06IsXL+Bai0gkTjv0ghh9fX11dXURERE6Ojrbt29nYmJas2aNrKzsmzdvKioqSCRSZGTkrVu3du3axcPDIyAgcPXq1U+fPmVkZJSUlKBQKJir27dvFxISEhYWvnPnztu3byE9FNL2/wiR5N69e1lZWZcsWTKa0i47OxthL0HknKTy66B3kocif+rv76+pqQkJCXny5MnOnTuR5ICrV6+Wl5d3dnbOz8//7hZ+ek+9cXFxcAs1ODiIw+Hy8vKCgoJevXr1+PHjGzduXLp0SUJC4vjx44cPH965c+f69eu5ubn5+Pg2btwoKCjIzc0Njg4w1GfNmsXMzCwkJCQrK6uurm5iYmJtbW1jY/Pq1StPT8+cnBwCgUChUEgkUklJiZubm6mpqY+Pz88REX8XeiEtd3R0tI6ODpx3Fy5cyMzMvGXLliNHjmzbtm3x4sVsbGw7duy4efOmi4tLXV0d0k2TVH4j9EpLSycnJ08iGzB+EInEoqIiOzs7aWlpCQmJ9+/fjwnwnXnoHSPz4OBge3t7Zmamnp7ehg0buLi47t+/n52dDTkGfiP0fvnypampycnJae/evciQnj9/PqR2FhAQ2L17t5SUlKqq6osXL+zt7d3c3CIiIrKzs9FotJeXl5aW1unTp4GNbtasWbNnz+bj4zt//ry5uXlaWlpnZyfoYXqgNzMzs729HU5C8fHxxsbGR44c4efnP3jwoIqKirOzc0VFBZxIBgYGMBiMgYGBqKjo8uXLFy1aNJopwtnZGYvFDg4O/tcMzsgGbUxlzBhCDIx9fX2dnZ0oFMrExERMTGzt2rWIFyXkfDY1NU1KSsLhcL/i1AtS9fX11dbWRkREaGtrb9u2DSh7lJSUPDw86urqCARCcHCwvLz8nj17Nm3aBJlzPnz4EBoaGhAQ8ObNm+vXr2/evHnDhg0SEhI6Ojq+vr5AdkifteO/A70sLCwcHBx3794tLCwcs/Ef30f07/xe6O3t7U1LSzM0NBQXF+fl5Z03b96sWbPmzZu3efNmDQ2NqKio2tpaJKU2vdj09WmEXj09vYSEBAqFAnmsi4qKXFxcRnOwnzx5csOGDZycnMtphZube/369Vu2bNm+ffu+fftOnz4tJyd3+fLl48ePb9myZcWKFfPnz4dQ5rVr1166dMnJySkjI6OysrKlpQVLK3g8vru7u7+/H5xZCgsLXVxcXr58Oe3QCxMWkowB6ayYmNiKFSsWLFjAxsa2adOma9euPX36dDS7AzAabt26VVFR8dOnT/9N6MVisREREefPn+fk5JSWlk5KSqIfCePrwDqJQqFsbGzOnTsnIyPj7Oz820+9Y+Ts7e2tqakJDw9/8OABbOaUlZXT0tIg8P13QS8wLWOxWBcXF2FhYYgaBfaVLVu2iIiInDt3TklJycrKKjo6urS0tKmpqa2tjUQidXV1YbHYmJgYIyMjKSkpoFIA6OXm5hYTE9PX14+Pj+/o6AA9TBv04nC4rq4ucHEc3blDyrO1a9devHjx5cuXkZGRxcXFJSUlBQUFnp6eN2/e3LVrFxcXFxzIRv3jiUQiWKTHdM+EL2fy1Ds4OAi85CQSCVwfv7s/qK6udnBwuHTp0qZNmxBbIgsLi7i4+Js3b9BoNIlWftFdL73BedeuXSwsLJs2bbpz546rq2tdXR2RSAwODoYcwxs2bNi+ffvZs2c1NTX19PTU1dXl5eVPnTr1119/SUhI6OrqBgYGlpSUjD9+/degV0lJqbS0dMKh8q03fy/0UqnU8PBweXl5QUFBFhYWBgaGRYsW8fDwSEpK2tnZFRQUEAgEerqrCVsxvdCblJTU09MDq2FISIimpuaRI0cEBAS4aWXDhg07d+4UERGRlJSUk5O7ffu2uro6bPktLCxu37596NAhcFJdsGDBmjVrxMXFX7x4kZmZCfN6vPxIPgOA3mnncIaAaQKBkE4L3AIrFBsbGyRqVFBQsLOz8/Pze/LkyYYNGxYvXrx7924VFRUvL68xPL3jJYd3Zv7UGx4eDgbnqZx6KRRKaWlpUFCQgYGBrKzsf+quF1EphUIpLCwEN8PNtKKlpQVsrL/R4AzLO5FIjIyMvHv37t69e3fu3Hno0CFJScmbN28C1bOLi0tSUhJ9pBA0qqurKyUl5fnz59LS0jw8PHDbOHv27GXLlu3fv//+/fuhoaHIBmh6oBeFQuHxeDKZnJqaamxsfPr06WXLls2bN4+Xl1dcXFxZWdnExOQ1rZibm0M89cqVK9etW3fixAl9fX3JhZSCAAAgAElEQVQUCgV8JZPvdJA+mzHohUNAc3NzVVVVaWlpZWVlW1vb5AFnX79+nRB62djYLly44OnpWVlZCda2XwS9AwMDeDw+NzfX1tb2wIEDzMzMq1evPnv2rLW1dUlJCQ6HCwkJuXbt2rZt23h4eKAXdtIKjP5jx47duXPH2to6Li4O/KrGR8r+B6G3rKwMGR5Tqfxe6O3t7fX29j5x4gR4NTMwMPDw8Jw6dUpXVzc2Nra9vZ2ervZbzZlG6B29AEpOTu7q6mptbU1ISDAzMwMf4LVr1x46dOjixYvq6uqmpqYODg6urq4BAQExMTGQyrOsrCwhIcHIyAhyEv/xxx/s7OwnTpwwNjaOjIxsbGyccAMxMjICubp/XeaigYEBMGi/f/9eVlZ28+bNK1eu5OXlPXbsmI6OjpeXV05OTkFBgaWl5datW5csWSIiIqKvrx8REYHFYr+lcPr3ZxJ6e3t7W1paQkNDz507B6fe7xqcyWRyXFycqampkpLS9evXNTU1R9OXIbeM0JDfbnDu6upKS0uzsrK6du3a/v37jx8/bmVlVVlZCYN/ciz4dR7O4KfZ19dXVlbm6en54sULIyMjMzMzR0fHgICApKSknJycyspKcIEc49TZ2dmZmJhoZGQkKSnJzc2NOPqAm+358+fd3d0JBALof5qhNy0t7eXLlzIyMvz8/IsXL+bj4zt06JCEhMSFCxcuXbokKysLRJfc3NwQXKSuru7t7V1TU4MQWtGP72/VZwB6YdcMszcuLi4yMjI5ObmgoODz588TriYgKnwrLy/P1NRUQkKCn58fMThzcHAoKipGR0e3tbUNDg6SyeTg4OBfFFzU3d1dXV398ePHo0ePLlq0iJ2d/a+//lJVVQ0KCkKhUKPx+NLS0gICAkuWLAHvmPnz58+jlaVLl0pJSdnZ2WVkZMAVAGJpp2dx++3QGxUVpaqqumfPHjA437p1Kzc3F6FF+9awoX9/hqEX1hEIOoLbRysrq23bts2dO3fhwoUrVqw4evSotra2n59fZWUl4s5GL/D4+vRCb0pKSkdHB3h+3b9/X0hIiJWVdfPmzXfv3rWzswsPD8dgMBUVFZC1t6uri0qlUiiU1tbWlJQUPT09UVFRXl5eDg4OISGhhw8fhoWFAXcP/fhBmjAD+XopFEptbW1kZKSmpubWrVuB5PXIkSOjmWIhRq69vb2ystLKykpISGjp0qWnT5+2trZOSUnB4XCInJNUZhJ6qVRqa2srGJxXrFghKSkZHx9PHyNOL+fQ0BCVSq2urnZycrp58+aVK1cePHjw5s2brKysMVcYvwt6YRb09PTU1NS4u7urqamdP3/+zJkzysrKvr6+ra2tU7k5+kXQW1BQAGj65csXIpFYWlqakZGRkpKSnp6en5/f0NBAJBIh5hsREkY4dAGZTE5ISICLJOSuF2iGly1bJiIi8vr168bGRqC0mx7oRe56a2pqYmJiXrx4ISEhISAgwMvLu45W+Pn516xZw8fHx8XFxcvLu2HDhqNHj2poaPj4+BQWFtK7xdMPo2/VZwB6e3t7P3/+jEajHR0dHz58CDtiSIQwyXZsaGgIh8NFRUUpKSkJCQlxcHDANd6sWbOWLVsGTgQQF9vR0fGL4noRbkIPD4+jR48Cv8fy5cv37Nlz/fp1VVXVs2fPCggIsLKyInGN4EowZ84cPj4+JSWl2NjYz58/j8mSRt8Xvx16IyMjlZWVd+7cycLCws7OLicnFxMT097ejnC90ks7YX2GoReRgUQiYTAYFxeXK1euwOUo8GPr6ekFBweXlJQQicRJBhjyO9Pr4ayvr5+amkomk0tLSx0dHa9evQo80kePHv3w4UNRUdHnz5+7u7vpE31//fq1paUlLCxMX1//1KlTMMH37dunqKjo4uJSVlYGcWj0AiP1GYBeIpGYlpZmY2Nz9uzZlStXsrOzHz58+MmTJ4GBgTU1NSQSqaWlJTk5WVNTk4+Pb/HixRISEnZ2dpmZmcihBJF2wsqMQS8AVWdnZ1JSkqys7JIlS44fPx4eHo6QIo0Rr6enp7q6OiQkREVF5dChQzIyMra2tqmpqeMtEL8Ler9+/UomkwsLCyHBl7Cw8MmTJ9XV1Z2dnXNzc5Gj+eSz4FdD79evX/v6+ohEIhaLBU8F8A0cbwKk1z9Ar4GBwenTp1esWIG4aM2ZM4eRkXHbtm36+vq5ubkdHR2Dg4NEIjEoKEhHR8fCwiI7Oxs8LSZs9SzkGV++fGlvb8/KygoNDfXx8QkMDExPT2+jhQ9RqVQSiZSSkjL6DHFx8W3btvHx8S1btoyNjY357wJ5wrW1tf39/RFaywkfiTxxTOWXQi/sYnA4XFZWlpOT06VLlzZu3CgmJubp6QkJNOBOGoksghhN2Gy2trZiMJjRPeaJEycA2wD5/vzzzw0bNujr61dVVcF29ddBL8hDJBJDQkKkpKQWLVo0b968hQsXLl68mIuLi4+Pj5OTk5mZGU66wMYyZ84cJiam1atXIzYfCPT6Vqf8R6B3165drKysbGxskpKSLi4uJSUlJBLpuzfxMJZmGHphUA0ODlZWVjo5OcnLy8OxctWqVefOnbO0tIyNjYW4ZCTF25gxP/7l9J56AXpLSkoAeteuXbtkyRJZWdn4+Hgymdzd3d3b29vX19ff3z8wMDA4ONjd3R0fH6+urn7o0CEuLi4ODo4dO3bcvXvXyckpJycHFpcx5jikCTMAvVgs1tfXV0VFZc+ePWxsbNzc3AoKCt7e3rC5aWtry8zMtLe3l5WVBQvcpUuXPn36lJubi1zFIdJOWJlJ6IXE27m5uTdv3uTi4hIVFfXw8GhubqZQKGDpAa7j4eHhgYGBhoaGmJgYc3NzSUnJrVu3jnp1REREEAiEvr6+Md0x89CLzIKKigo3NzeID+Ti4jp+/Lijo2NRURGRSERueb+1+EB3/GroBRr8wcHB/v5+ZNiDp/AkgnV0dKSmppqZmZ0/f56Pjw8ShgIAz5s3b+3atXfv3g0ODgYnSvB4nQbobW1tRWRqbm4GniMVFRU5OTkpKanTp08fp5WTJ09ev379+fPnAQEBxcXFiAsP8t0JB/qYN38d9AIHQm9vb0lJibOz871797Zs2bJw4cJNmzYZGxtnZmZWVFTU1dU1NjY2Nzc3NjbW1dWVl5fn5uYmJSWFhoa6u7tbWFiMOjUICAgghn52dvbdu3ffvn3b29sbYcv7dUSSYAmhUChoNNrQ0PD06dMHDx7cvn37pk2bBAUFBQQEBAUFN27cuHXr1r179x46dOjIkSPHjh2TlpZWUFAwMDCIiooaE4QwRvlfv379vdDb09OTkJCgpaUlIiKydOlSFhaWI0eOWFhYpKSkfP78efJtKdKWmYdeCoXS3NwcGRkJpvI1a9Zs2LDh9OnTJiYm8fHx9fX13zrHIDKPqUwv9KakpHR2dtbX1wcEBDx58uTw4cPr1q2TkpJ68+ZNREREeHh4WFhYREREVFQUMFiFhISYm5tfvnxZWFh4//79J0+evH///qdPn1AoVGtr6+QboBmA3qamJqBBFRQUZGVlXbt2rZKSUkBAABqNzs3NjY2NtbKyUlRUPHny5IEDB6SkpExMTMC5AVmRxmh7zMuBgQEUCmVmZmZgYBAWFtbe3j71mHLkpygUSlVVVVJSUmBgoJeXV1hYWHl5+ZhhgCyMNTU1lpaWkpKSsrKyz58/9/LyioiIiI+PT6KVxMTE+Pj4uLg4f39/BwcHfX39mzdvXr9+3cLCoqSkZAzoggAzD71DQ0NkMrm2tjYwMPDBgweioqKwFikoKERGRpJIpKnrcNqh9+HDh+bm5ojBGemjH6r09PSUlJT4+/sbGBicO3dOSEhoxYoVf/zxB6DvsmXLxMTEIClWW1sbgUAIDQ19+vSppaXlvzr10kMvhUJpaGjIz89PT09PSEiIjo6G2RtOK4mJifl/Z5JHmM9+qIUI9L569QqYeyek65vkN0dGRjo7O6uqqtLS0nx9fT/Qomvq6uoGBwcHBgba2tpiYmIePXoEyR7mzp27atUqGRkZY2Pj9+/f+/r6hoWFRUZGhoWF+fr6vnv3zsDAQEFB4dSpU0eOHNm7d++6deuYmZlB3bNnz966dauurm5iYmJNTQ1ixf110AtzFWLmMBhMYGCgo6OjoaHho0ePlJSUbt++fffuXTU1NehyJycnd3d3Pz+/8PDwxMTEnJycpqamSS6zQaUAvY2Njb+FSJJCoaBQKAsLCxkZmdWrV7OwsOzevRuxJU5xRM0w9A4PDzc3NyckJJiamh47doybm1tISOjq1asWFhbx8fFNTU1A1DzJiB3/p2mEXj09vaSkpO7u7q6uruLiYuD2O3LkyL59+0RERI4dOyZKK6dOnZKSkpKWlpaUlDxz5oyMjMzVq1dVVVXNzc29vb1TUlIqKiogyBABjPFiAyVcX18fHo/Pz893dnb+FcFFDQ0NDg4OZ86cWb9+PQcHx/r16xUUFN68eePk5GRmZnb//n1RUVHIAvTw4cMPHz6kpaU1NjZCROmEMo95c+ahl0QiZWRkODk5aWtry8vLy8jIXLp0SUFB4caNG4qKigoKClevXgVCJS0tLTMzs0+fPkVFRRUUFHzrHD/z0EuhUMrKygIDAx8/fnzgwIE1a9bs3Lnz8uXLo1wChYWFU3RxgI74b0Iv8JXW1tampKR8/PhRXV1dWFgYyawDVOEXLlwAigXINfLz0Ovr6xsUFASUGsh8GxkZAbMnWELoadbhWAk2W7A/jBnTU3nZ2dkZHx9vYWEB/GGQUm2Kxx34fXro9fPz+/jxY2hoaH19PUBvS0tLcHDwjRs3BAUFGRkZ586dC0nLxcTEFBQU1NXV9fT0jGiU5RCQc/ToUW5ubogAY2BgAKJtoMvh4eG5fPlyZGTkGBduMDhPC5uVpqamq6trc3Mzon9o45cvXwYHBzs7O6urq1NSUoKDg728vNzc3Dw8PAICAmJjY3Nzc2tra9va2oDmE4xXcGievBeASLK5uXm60ieoqqp++PBhinxGVCq1oKDgw4cPo8ScAgICzMzMmzZtGmWW//jxY0lJyXf9z6FpDQ0Nrq6uhoaGzs7OpaWlkMxrjAInV8Lg4CAWi83JyYmMjPSklYyMjPHLHFy9E4nEjIwMGxsbOTm5devWsbOzjyatg5N6S0sLYmSb/Ilj/lpbW2tvb3///n0HB4cpRqOO+QUqlZqYmKhHK4mJiUDDSSaT8/PzP336pKqqeurUqU2bNnHRCjc399q1azds2LB58+aNGzfu2LFDSkpKS0vL2dk5Ozsbh8P19fVBTOR31QinXgKBML0ezlFRUYgnUUNDg729vbS0tKCg4PLly9esWSMhIaGqqnrv3j0pKandu3evopUzZ87Q30x/V3JEgWBwNjc3NzQ0DA8P/5en3qCgIC8vr9GkT+NPvfRPJBKJYI1TVFQ8fPjwgQMHjvxdhIWFDxw4ICIiIisrq6Oj4+rqmp+fD24l32rUNEKvurq6lZVVcXHxt6wdsBZBdPKzZ88gWxoPD88olZulpWV8fDwWi/2WnIgG6CtDQ0NgpElISLD/10SSkDQQOJwntBDQP3ryOliqSSRSaWlpQECAsrKykJAQMzMz3Prx8PAcO3bs+fPnRUVFeDw+MjJSV1fXysrqx069aDQ6LCwsICAgLCwMGAonl2ka/9rT05OUlGRjY2Nvb5+amorFYiH7wtQfgUBvenp6QECAq6trZGRkU1MT3OB2dnZmZGQYGRmdPHmSh4dn3rx5wGvPy8u7ZcuWffv2CQsLHz16FOjgt2zZsmrVKsSdCmKoly5dKiQkdOLEiZs3bzo6OlZVVY2Rrbu7OyQkRENDw8jICIVCTfGsRv8jIyMj5eXlr1+/fvz4sYeHxyQ513p7e1tbW2tqasrKykpKSkpLS6uqqpqamkgkUl9f3w+NeESAoaGhtra2yMjIly9fvn79Oicn5yea8PXr14qKilevXj148ODTp09Tj+uoqKjw9vZWU1PbsmULIyMjkMVYWVnl5eVNcQfW1NTk6elpYmLi6upaVlbW3d099UtWUAICvdHR0T4+Pr6+vmg0GomXRxTV39//+fPnrKwsOzu7S5cubdmyhYWFBa5RIUntGAMj8sXvVhoaGhwdHdXU1BwdHevr67/7+fEfAOjVp5WkpCSwdgwNDQEohoWFvXnzRktLS0lJ6d69e0pKSvfv33/w4MGjR4/U1dWfPn365s2b8PDwwsJCAoHwo6MIls7S0tJ/z2aVnJysp6eno6MTExODWJWam5vfv39/4cIFIJVjZ2ffsGHD/v37d+3atWbNGsj+Jiws/OzZs8zMzO7u7p+QH4PBWFtbQz5QHA43dWMp0hEUCqWysjI5OTk4ONjPzy86Orq6unqSefTly5fOzs78/HxXV9cXL17o6enp6uo+e/ZMl1b09PRMTEwcHBxCQ0Pz8vK+e200PDyMQqEMDQ1HncBDQkIQliVEvKlU2traPDw8NDQ0bG1tJwnwg5QJeXl55ubmYmJimzZtWr9+vbCwMJhbGhsbkY6bykPBcEKhUFpaWlJSUhwdHd+8efPTHM54PN7b21tDQ8PS0rK4uHiKAkz+MYhKLS0tdXZ2vn379p49e5YsWcLExAQZyUbzedfW1pJIpOjoaAMDA1tbWwwG8wNuVgC9/v7+QLsPblYAXXCcncq/9M5KU6wDasbHx1tZWU0X9Lq4uISHh9fV1cH8gZQyvr6+mpqahw8fXrx4MSTTBvZOFhYWNlphZWVlYWFhZGRcsGAB4i08e/bsJUuW7Nq16/Lly0ZGRr6+vrm5uTgcDomegmMlmUwODAxUV1c3NDT8aegtKyt7/fq1pqamu7s7Fosdo0DQP+w3IRSk++8C5An9/f3AFU5vhEC+NebX6F/CSQ4CHl6+fPnq1at/A722trZqampw6p3K0/v6+sCHczR/8I4dO5iYmFatWnX69GkjI6PMzEzYTNBLO6YOj6ivr3d3dzc2NkagF05sk88o+r/SQ6+3t7ePjw8KhQL/ZLD6wHOJRGJ2dvYoS7mioqKgoCB4vfHw8IC7O5VKhUgD+q+MEfhbL2tqauzt7VVVVf/lqVdfXx8y28CpFzq3q6sLh8PV1tbm5+ejaCUrKwupYDCYwsLCmpqa9vb2rq4uCMSkD7f4lszwPjgEdXR0TAuRJECvtrZ2VFQUZJsYGRlpbm52d3e/cePGrl27gM8V+CMhgSYnJ+eRI0fU1dV9fHxqa2vp7T2TSw5/hbjkrKwsS0tLY2PjiIiIfwO9SUlJwcHBvr6+kZGRFRUVkwxg6JqOjo7m5uaKior8/PysrKyMjIzMzEw0Gp2Xl1dSUlJXVwedgvCqTji0IIdBRkaGgYHBaAKPfw+9o7RZcKk8XoHDw8NkMrmiosLPz+/atWu8vLyrVq06cOCAsrIycHf39vbCLBj/3W+9A45+zc3N/x56cTict7e3urq6hYVFQUEBLNTfeu5334flBUY4Ho9Ho9EfPny4ffu2kJAQLy+vmJjYy5cv4+Pj29rawOCsp6dnY2PzY9CLQqECAwNdXFycnZ1DQ0OLi4vb29txOFx7e3vbLys4HI5AINTW1kJSjpcvX8bFxbW0tPzcXS9sOV1dXW1sbMBu1t7ejsfjcThcRUVFbGysnZ3drVu39u7dC37arLTCxsbGyMg4b9682bNnz5s3j5GRkY2NjYODA2L2BQUFDx8+LC8vb2Rk5OHhkZaWVl5eDmRjoBV4BMTd3rlzR1tbOy0tbZKtLv1yT18fGRkpLS21trZWVVUdta1B6uy2trZ2WkF6AF7icDj8uAKdBR+YYq/Bh1tbW5uamgoLCz09PfX19WHoTNHSS9+Er1+/lpaWmpqaKioqWlpawvkJh8Mhwk9YaWlpKSoqioiIMDQ0PHDgADs7O4xp4KNoaWmZZBCC8vF4fE5Ojq2trbq6+uiNYFFR0U8bnLOzs0NDQ52cnOzt7UNDQysrK2H8gD4/f/6cl5fn7u6urq5+8OBBJiamWbNmMTIybt++XUdHJzs7m0gk4vH4KSof0QaOVtBo9IsXL27cuGFra1tTUzNGsVN5SaVS4+PjdXR0NDQ0/Pz86urqYPzALCMSiW1tbY20PAe1tFJTU1NVVVVdXV1XV9fU1ITFYuGTkygckRkqMH7a2tqam5th9jk4OBgZGXl5ef00h3N8fLyGhoaSkpKnp2djYyOBQMDj8WVlZT4+Po8fPz558iRcBiG+F3BDoaCg4ODgkJiYWF1dPXX5QT8EAgGLxUZGRuro6GhqagYEBLS2tv7Eqbenp6eioiI+Pt7Ly+vdu3eurq7p6ektLS0TDglkIoO0WCwWfDxLS0vLysoqKytra2ubmppaW1u/2ymwUH/+/DksLOzRo0fKysr+/v7jDTZTGUKtra2urq737983MjJKTk5ubW2FwYysKu3t7c3NzdnZ2W5ubg8fPoSEkitWrJCSknr+/HlsbGxTUxOBQPjurEcGEvwyFoutqanJzc0NDg62pjGEJyUlIYFJU5EcsXO0tbW5uLjcuXPn6dOnwPI7of4RAaZSAQ23tLQUFhZGRERYWlpev3797Nmzjx49cnFxycjIaGhoqKysHGX3BNVlZGQgu8bxwv8juAi88728vKytrY2NjV+/fh0eHo5GozEYDGyNp/3fzMxMFAqVnZ2dn5+fnJxsaWkJ166hoaFNTU0/B72Ar3BwNDQ09Pf3z87Ozs3Nzc7OTk9Ph4QtNjY2EPR98ODBLVu2CAkJQSq9ZcuWsbCwLFu2jJ+ff+vWrfv27RMVFZWRkbl165aOjs6bN2+8vb0jIyOTkpJgW4pCoaAJaDQ6JycnISHBxMTk/PnzqqqqSUlJP4FbIyMjJSUl5ubmN2/e1NfXDwoKSktLg0eMV34WraD/LvASOceM//y33oEvgvdcYGCgtbU1ZMjIzs7+iSZ8/fp1lHtZV1dXWlpaU1MzIiIiLy8vJycH0dWEYmRmZqampkZERFhYWJw8eXL16tVCQkIXL140MDDw8/NDoVAYDGbCpoFycnNz8/LygoODNTQ0Ll++/OLFCwwGM3kwzPjJADnXwJLs4+Pz4sULbW3t169fx8XF5dAKHEeSkpI8PT21tbXFxcXXrFkDvCVw72hkZBQVFTWV9o5XQjatBAQEPHjwQEZGxtTUdPyNxoQyj3mzt7c3NjZWXV399u3btra28fHxyBDNzs7GYDDZ2dljNJlJKygUKisrC41GA2X8mM+MF5j+HTQajUKhkpOTw8PDXVxcjI2Nnz175uHhMUUGxzFNoFKpoxRUt27dunDhgqWlZXp6ekFBQU5OTkpKSkBAgI2NzY0bN3bs2LF48WKIOGBiYhIUFJSWljYxMQkJCUGmzLcmDr3kiHLy8vKysrLevn0rLy9//fp1FxeX5uZmOLeNEW/ylwC90dHR7969MzQ0NDY2dnd3z8jIyMnJAS3RPx3qiNqzs7NRKFRGRkY6rWRkZEy9U7KysjAYTEZGhqOj43Va8fT0HJNScHLJkb9isdiPHz/evHnzwYMHbm5uaWlpiJzIIgPXsVevXoWAOsjkc+PGDXt7+4iIiKysLKS9U+kF0EBGRkZMTIyvr6+dnZ2BgYG5uXliYuLPQS8Wi3VwcDh//vzNmzfd3d1zcnKgf6cizPgOQt6BSZGamhobG+vv7//+/XtHR0dXV9fQ0NCUlJTc3FzgvTp37tyDBw8SEhK6urrgxIzoFqn8A3rxeDwGg/H397eystLR0TE2NgabbUREREhISPAvKxEREbGxsQEBAQYGBlevXlVXVw8LC2tubgaGEUTW71bAFl9TU5OYmPjq1StIsuTk5AThExBHAZnA/fz83r59a2BgcOvWLRkZmQsXLly+fFlaWnr//v3bt2/fv3+/mJjYhQsX5OXlVVRU9PT0Xr165e7uHh4enkArMTExkEgcUUtYWFhUVJSvr6+uru7ly5cfP36cmpr6c6feiooKOzu7+/fvP3v27MOHD/7+/sHBwSF/l2nvhJCQkFBaCQwM9PT0dHJyevnypa6urqOjY0FBwU804evXr8XFxUZGRjIyMg8ePPDw8IiJiYmMjER0Nb4J0LjIyMjw8HB7e/vr168fOnRIXFz8/v37ZmZmbm5u4eHhkZGRoaGh478LyomKioqJifn06ZOKigoQjOfk5HR2dv6EwbmtrS03N9ff39/Y2PjBgwcmJiZeXl5RUVHQhKCgIG9v71evXikrK586dWrz5s1cXFxAnqqiomJlZQXXez86ZUJCQiBe4MOHD/fv35eTkxv13vrpU+9o+jk9PT1lZeWXL196enoGBQWBlqCjYSJETFTCaeFGkBV0kv4a0wshISFhYWEhISG+vr4fP3589eqVkZHR8+fPAwMD6ZObfXf+Ih+gUqnR0dFKSkqysrJGRkYhISFxcXFRUVGhoaFBQUGurq56enpnz57dsWPH6tWrubi4hISEpKSk1NXVP336lJCQkJKSEhkZOUbIyV+GhYXFxsaGh4dbWFjIycnJy8u7urq2tLT8BPRSKBRYgpycnJ4+faqlpfXmzZvg4OCoqKiwsLBviQE6DA8PH9Mt4bQSFhb23U6BIRQcHAwHmDt37vj5+f3cqbetrW0UtlVVVR8+fGhnZ+fv7w8zFMYPrBienp66urrHjh3j5eVdtmwZJyeniIgI+IIFBwdDQ741YccrITQ0NCwsLCgoyM3Nzd7e3tzc3MTEBAj4phgYBoMHOfVisdh3795dvnxZUVHR3t4ewuemLs94CeEdaHtERERMTExCQkJycnJKSkpCQkJsbGxcXFxiYqK/v7+WltbZs2cfPnyYmJgIDgeIVMgI//r16/9BL9y2VldXp6amuru7W1paWllZOTs7+/v7BwQE+P7KEhAQEBwc7OPjY2lp+eTJE0h/i8fj4baGXtzJ6yMjI+B8lJ+f7+3t/fLly+fPn4hlGFYAACAASURBVL9//z4gICAwMNDf3z8wMDAsLCw8PDw4ONjb2/v9+/cWFhZGRkbGxsbPnz/X19fX0NBQVVXV0NDQ1dU1NjY2NTW1sbF59+6dh4dHYGBgREQEhD/CEuDv749oxc/PLyAgAAwGenp6b9++LSoqmqJzEH2j4EIrPDz8Da04Ozt7enqCvw/yrGmv+NGKt7e3q6vrx48fnZycIIahvr7+J5rw9evXuro6FxcXHR2dFy9euLu7BwcHBwYGTi62n58fIISrq+vz5881NDTAQR+UD4PQz8/vWz8SRCvOzs4GBgZPnjxxcXGpqKgAN70Jxz29zunrw8PDwLyYlJTk5OQEqfHc3d0DacXPz8/Hx8fDwwPS3GpoaNy9e1dRUfHu3btPnz61trb++PEj0NH8xJTxpxUIyzEyMvL39/+5PPP9/f1FRUVubm7W1tYODg7u7u7e3t6+vr7Qy35+fjARoEVj/g0ICPD3959Ez9/SP3zLw8MDxs/79++9vb1RKNQUaaTou+Dr16/9/f1oNNrKykpbW9vW1tbPzy8kJASZwj4+Po6Ojvr6+mpqajdv3rxx48b9+/f19fVfv37t4+MTHR0dFRUVFBT0LVEnfN/Pzy84OBjSfD1+/BhC4fF4PNwRjhFv8pd9fX2tra0FBQUhISG2trYvXrxwcHDw9fUF+Sd8OvQODPIxPRIYGDj1TgkICPDx8QFrv5WVVUpKCqSMnFzg8X8lkUhJSUl2dnbW1tbv379HliBkCPn5+Xl4eFhbW6upqV29ehU2K48fP7azs0PGf0BAwNQHEgxLHx8fFxeXd7QCp77y8vIf8tVCJjvE1+rRfNacnJwCAwODgoKmLs+3usnX19ff3z8oKAjOWvHx8YmJibBpg20r4M6jR49sbGxyc3N7e3vpyXrpVf0P6O3r6yMQCBC1AspF9jvf2gVMy/uwlQgODvbw8HB2dg4PD6+srOzp6QFHIXpxJ68DPVt3d3dzc3NGRoavr6+bm5uvry/8Pv3GLYxWYCNJ34SgoCDoJORN5FvwFdh+TrIDBQxOSUlpaWn5llP+JK0YGRnp6OgoLS0F211QUFBAQAByakGkmt4KtBGGZkBAQFRUVGZmZmVlJYlE+jmnfDwen5GR4ePj4+XlFRQUNF7P4+VH9BwSEgK9gHQE/An+Hf9FeAf24/7+/i4uLm5ubikpKVgsFsJ7kNk4idqRP3358gUy38G1hQetBAYGjpcBEXJCOad+ZBzTosDAQD8/v9DQ0Nzc3J+zFg4NDWGxWAwGExMTA4gVGBhIbzihb8u36mOk+u5LaC+stsHBwQkJCbm5uY2NjUhcEKLhqVQGBwfr6uqio6Nh0R8/f5FBEkAr0AVwcIR5+qP6Rx7h7e396dMnPz+/goKCSY4sk7RiaGiou7v78+fPOTk5ISEhsPVB9P8tTX6rI+jf/9Z3x7wPUB0bG1tVVfVznva9vb2AAuHh4cg4R5qAiASrE6AmLFOgRmR5nHovwG+CTzgQEqSnp5eVleFwuB8yvCGTvbu7Oz8/39/f393dHUGxqcszRqX0L0FUOKbDQQ5AAQZecHCwm5sbcnQB4RGp6IfNP6AXeBMJBEJVVRXcjMJlA2Lp/tWV9PT0jIyM4uJiHA73E+smRF8NDAx0dHTU1tZiMBj4QXqxkasdDAaTl5dXWFhY/HcpKSkpKysrp5XS0tLi4uKioqKCggK4uoMbMuRWjP434RYTfjk7O7ugoKCurq6zs/MncGtkZAR4Cerq6oqKitBoNHKpPOaJ0/4yMzMzPT0dhUIVFxc3NjYSicSfDlLq6empr6+Hy5XJr3jHtwL8bEH/+fn5P3RjBE3Iysqqrq7u7OxE/M/pR/zk9ZGREaAWaW9vLysrQ6FQyMUhIipcqhUUFJSUlFRUVFTRSmlpKdxHZmVlfWuQIL8wYQW+BZdkJSUlkxNuT9KKL1++wNJfUVGRl5eXmZk5Y0Mog1YgJQMWi506l8WY5gwPDxOJxPLycsTLBLmiy8rKys7OzsvLKy4uLi8vr6SV8vLykpKSgoIC+Dzy4Qn1PPmbcM+al5c3eUqVMQLTv/zy5cvAwEBXV1dTUxMQEKWnp/8bkSYXmP6v8BQ0Gp2fn19VVUUgEH7OagVcxPX19cXFxdnZ2dCt9A9CoVDAIDZmCuTn54/3JBjzxUleImM1Pz+/rq4Oj8f/aHwp0hH9/f0tLS0FBQU/5LIwiWzj/wQTFvkX+QB0d2lpKZJb8/vQC7SifX3/LzM84pzWPq2l7e8y4a+20Vx5SSQSlUr9uXUTQd+uri48Hv/30/7hIQyOang8nkAgkGj5ekm0QiaTOzo6Ojs7Ozo6yLRCIpGIRCJ4V45xmBwjPzwIfplIJAIr/YQaRwbHhBWQv6+vr7u7m0Qi/aJeGCM8vESaQCKRenp6Jid8nlB45E0IEiASifRKm/Ch9G9C7+PxeOgUMpkMmm+n866n//z4OjQBh8N1dnYiW7cf6gWI2YA9KJlMRh495ll4PJ5IJJLJ5M7Ozi5a6ejoGOPYDF9BtDrmF8a/RD4JmTp/1McQUT7YfiAdNYFA+FYTxgvw79+BJuDxeITO5Sd2n2Cg6+vr6+joAK/UMU0AX19ktnZ1dXV2dpLJ5B8dbxO2F5oArPo/YbUC4SH2r6enh0AgwA/C2J7widP4JjwLh8MRicTOzs7xDM/IIJm88uXLl/7+/smXIKQX6KcAgebVDC36iSYjuoIlFKFzmVzaCf86PDxMoVCmZUhM2EGIqEgF+Rg0nEwmI0eXCZegf5x6R/4uCGvVl5ktw7Ty5csXEGRCnU7+5t8t+Afx1sw24v9/2r9swm+RGSz88GhEk5MrfMK/AoDBKPo3DUFkgMpUfupfDiH6J/6uWYA0c8IZO6HC6d+cuq6QB01jBRlCiCbpZZtiHWkC0pvTKOHkP0X/xH+j/9/YBKSBIMMUdU7/MUR45KdmrDJG//+mCSAzMiBnvgmTC/9/0Euv+v/V/6eB/2ngfxr4nwb+p4H/aeAXaeD/oBcgenh4eHBwsLe3F8xoPT09lOkovb29VCq1r+//pSeDQqVSe3t7kd+GeldXV0dHB2KtnXzXMF4j8Hkwm0MTOjs7u7u7kafMQAXY6ikUyo9SGEJzEIMzhULp+bvMgNjI40BdVCr13xic4boULFE/N4R6e3v7+voGBweH/i4DAwN9fX1jhg2imV5a6enpgfsCsNbCePihswsyCwYGBuDXurq6pt4EEAOGOv1oB8lBePphj8iPVHp6erq6urq7u+HOZfwg/+47YHCmUql/D5//9z/y+7+00tPT093dDY+D7vtpgzMYPDs6Orq6un6pzMiPQ991d3d30G6dwFr7o0sQYnAeHh6Ga6OZX4JgCMGd0c/pH66rkTVhxsYPhUKB9bOnpweWoB8NDkRmBzDSd9IK0PxNPu+QYfBvKj+EYv+AXkgjXF9fD+wQ8fHx6enpGFrJ/tmCwWByaAVDF8uPptF05Obm5uTkwAdyc3PRaHRcXFxYWFhKSkp9fT2FQgFbAaLN71YQD2csFpufnx8XFxcdHZ2WlvYvmzDFpmNonA9JSUkxMTFZWVmtra0/Me4hxKuioiIzMxNx8EGj0VOUYfKPIarOy8tDlI98BfgiwEcgNze3qqqKTCb/RBO+fv1KJBJzcnKioqJiY2NRKBT0MvKgySsYDAZkS0tLi42NjaSV6OjoxMTEzMzMbBopBIwl+t+BMZaRkQHBwRgMBnwj4fLiuyMH+cCXL1/6+vpIJFJdXR0KhYqJiYmPjwdCj/EPRQRAFJtLK9Be+Dz0HTQK/gqtG68T+HxGRkY8rRQXF/8cAS8Qcefn56fRCoqOKAMR+BdVwCstPT0djUYXFRVBaD6i26lXhoaGmpqaUlJSIiIiEhMTs7Ozx6trfBNAyXl5efnjCv2Ah9VgfG/m5uZiMBjIExoTE1NeXj55ooJvNWdoaKinp6e1tbW0tDQlJSU2NjYlJQVcw/JoZZx0//cGvZzjG/jddzAYDBqNBsKH1NTUurq67+Yrm7AVVCq1rq4uKysrJSUFPG2nawmavAloNDo9PR0empubCyxyP+fhTKFQSktLgVEgLS0N1ofJn/4v/wrDLysrKzY2NiQkJDU1tbm5GfE4Ga/nf0AvmUwuKyuLioqysbF58OCBmpqaoaGhNY3Qy8rKyvJHihWtWFtb29ravnr1ytra2szMzMTERFdXV0dHR19f39zc/PXr169evbKxsbG1tX3z5o2FhcX/x953x2P5tv9XhGSkbIoyQlESmgpJkpVSlAqVrIrIzMree2WGouyt7BHZISt775U9fz2O1+f63g/VUwqfP37nHzqvq/u+7nNd5/s81vtQUVGRkpLS0tJKTEzs7OwEFtmVjf7RnYWFBcifmpub6+bmpqysLC8vD3SaDg4Ov9uF3+muDYySpaUlsAiZm5sXFBT81qKBTi0sLDQ2NoaEhBgbG+vp6UFssbW1NYznn3TB1tbW3t7eycnJxcXF1dXVxcXFycnJ3t4eebKlpaWxsbGhoaGxsbGdnV1YWFhtbe3qPCSrq6sdHBxkZGQUFBTMzMwcHR1/ffwhf4a9vb2GhoaEhITAUhEREZGTk9PV1bWwsLC1tbVbKsho2NraOi4VIyMjWVnZmzdv2tralpWVQXzab0m9s7OzAwMDVVVVsbGxpqamDx48ePz4sZmZmYODA4zVslUBjXFwcHBycnJ2dob1bGNjY2lpaWpqioynubm5jY2Nvb29o6Oj01KBTyJdsLH5zxICFjnlpeLr67s6KqjJycmCggIXFxcdHZ1nz56ZmZlZWlraLIXpo/7cso78ySUMgq2trZmZmcFSMTc39/LySk9P7+np+dHb+pP7ExMT3xI/aGlp3bp168mTJzY2NrCH/KiRyCw4Ozu7urq6LxWPf4q7uzsseFiH9v8UOzs7WPww+PA6aGhoSEpKysvLv379GhJF/+7pc2JiorW1NS8vz9/fX0tLS1FRUUdHB1a121Jxd3f/p2n/9y+02c3NDV5MBwcHpHnIG/qj7sN9eMFtbGx0dXUVFBSA/vq3qKCQGenr64uPjzcxMdHS0jIyMrKwsPgrW9BP2g8zaG1tbWRkpKura2hoaG9vHxoa+unTJwiNRdr28wrysnd1dQUGBsrLy8vIyAAnkqOj4xqtf+gX7K6WlpYKCgoSEhI6OjqZmZk/iU/7P+idn5/v7u7+8OGDn5+fmpqamJjY5cuXgcvJwMBAb1Xl2bNn+vr6enp6qqqqd+7cERMTO3fu3JkzZ4SEhICFwMDAQF9f39DQ8Pnz51paWiIiIkeOHLl69WpgYGBTU9P4+Phvbf0gMtbU1MTFxenq6l68eJGfnx/Q19DQ8NlSPpBV9eN/f+nZs2cGBgZPnz4VFxc/efKkrKxscnLyKlgYgUjS2tpaSkrqxo0bDx8+1NTU1NHR0VvKZPK/2/HjTzz7p+gvhZn/c/V//2ppaamqqiopKd2/f19JScnOzq6oqGgVXVhcXCwsLHz06BE7OzsfH9/jx4+NjIwMDQ1/3LT/+h9DQ0MzM7Nnz56JiIiQk5OjLZXt27cfPHjwypUrysrKWlpayLpCvmlkZGRsbKykpMTFxcXGxvbo0aOsrKyhoaHZ2dnf2jpnZmY6Ozvz8vJ8fHzu379//vx5cXFxyAL53bcAWgKLHAZQUVFRVlZWUlLy8uXLgoKC/Pz8Fy9elJCQkJWVVVRUfPz48dOnT/X09ACiUNckzIuysjI/Pz83N7ehoWFVVdXPN5rv/i8QST5+/FhcXPzOnTtPnjzR1tbW1dVF/S1k3P5WBUZAXV1dSUlJXl7+wYMH2traISEhq+NwHhsbe/v2LfBVXblyRUdHB7J5/qi1MAuwmfzfgkap6S8VAwMDw38K8mF45rNnz+AnJCUlDx8+fObMGXt7e0j1/VvrZ3Fx8evXrzU1NZD+S1JSUlBQUFZWVl9f//nz57ALobRreVVfXx8WBtI85BM/6jvqfcj1dPv27bNnz0LmxP+Z6ei7S6i9vd3b21taWlpcXPzBgwd/awtCbeqyOsygjo7Ow4cP7y2VR48eQf7N3zo9INDb3NxsaWl56tSp48eP371719DQ0MjIaE1fAQMDg+fPn2toaPDz8x84cEBCQiIqKmpoaAh8TleO839Bb1dXV05OTlBQkLm5OVC6eHt7Q5R05O+XqKUSEREBD7x9+/bp06fp6OioqKhOnz799OlTPz+/8CWygpiYmNjY2FevXmlpaV25ckVJSSk8PBzi8VcBvdXV1YmJiTY2NrDTubq6RkZGrppCDOL0Y5cI3uLj4+Pi4mJjY1dyRMAoBQcHq6urCwkJKSoqpqSkrAK3AHotLS3v3Lmjrq4ORJJAqfH7M/Bf34iKigoLCwPSEh8fHz8/P9RgcyCcCgkJ8fHxef78uaqqqrW19ao5nEtLS7W0tCC7ore3N4Sc/1drvncB3YyOjo6Pjw8JCZGXl6egoED48ZmZmWVlZS0sLPz9/SMiIpDoePhWzFJxd3e/e/euqKiooaEhJPv7XSJAyFyUl5cXHBysv8TFaGBg8PLly+ilAq2GhR29RH0XFxeXkJAQGRkZEBDg4OCgr6+vrKwsJSUlICBw8uRJZmZmOjq6gwcP8vLySklJKSsrP3v2zN7ePjAwELoZu0TcCH2Bx7q5ucnKygoLC5uamtbU1Kx8Y//nnfHx8aSkJFVV1du3b0MOA4T043uj/hv3YJHDUCPjj4xJ5FKiHn9/fycnJ1BurZrDeXx8PDo6+vbt2xcvXtTS0goNDY1ZIqqEFxkagPoX4RkFJlRXV1dnZ2dQqjk5Obm6ur548QIoyeLj44HuasmO8R/iUnhyVFRUbGxseHj48+fPxcTEJCQkXrx40dLS8rvrB6C3uro6ISHB1dVVW1tbU1PTxcUFhisgIABy4TmtKCCve3l5QeLt6Oho2HPi/imxKGXl/oPMQlhYmKmp6dWrV6WkpAIDA1emmv6f62dxcbGjo8Pb21tGRgZowIG/6TcWyqo+ChtUYGCgh4eHpaWlrq7un3A4t7W1OTk5CQkJSUhI2Nrawtu6qnb96pdgyr6NuYqKCj8/v4KCQnJy8q9yOHd3d+fl5UVFRb169SokJOTdu3c1NTX9/f0Dv1/6l0p3d3dTU1NhYaGfnx8wnhMSEuLh4R07dszU1DQzMxOSusPjm5ubIyMjTU1N7e3t09LS2tvbfze0EaTe2trazMzM169fe3h4hISElJaWQvzu73fiP0G9/UtxvRBgClmC+vr64P7KkWlqanr58qWKioq+vn5ubu7qFM6fP392dHRUU1Pz8vKqqqqC31pF45d9pb+/v7m5ubCw8P3794mJie/evcvLy/vy5QvE0UIEc29vb11dXVhY2PPnzx0cHFadNLCqqsrW1lZBQcHJyamiomJZS/7n5eDgYENDg42NDQsLC0AvNjY2FxeXgYFBVFRURUVFT0/Pdx9SVlbm4eGhp6fn4+NTUVGx6sxFBQUFcXFxAQEBfn5+ycnJDQ0NyM8hU48sjL6+voaGhqysrODgYCsrq8ePH1+7do2bm5uZmZmCgmLHjh3k5OTHjh27fv26qqqqpaVlcHBwbm4upIGD4HLUKS4uLra2tlZQUHBxcWloaPiVjXLZZyBf77Nnz7S1taOiotrb21cuVKQ7v15BOt63VFY+E2IoIaGNt7e3mZnZ69evVyf1Tk5Opqam6ujoqKqqvnnzpq2tDdoJbYAGrPzb3NwMOU9DQkKCg4MDAwMDAgICAwPfvHkTHx+fnZ1dXV3d2dmJxApDZCoy+BDG/e7dO7D1REdHd3V1/a7WZHFxEfL1pqWlASl6REQEEHTU1dWlp6eHh4e/evUqcKkELZXAwMCgoKDg4ODQ0NDY2NicnJzPnz83Nzd3dXWt7CPcQdq8cvq6u7sTExNBARMREbE6dwHQ1qqqqpqbm+fm5v7k51Y24E/u9Pb2tre3V1VVJSYmgvkmPT19dRzO3d3dgIJGRkZZWVkrl+uftPNH3x0cHKyvr3/58qW6urqlpWV+fv7v5euNXaI4TkxMLC4uXt2hCfYCJKFjfHy8mZmZkJDQ3r17MTEx0dDQ6Onp5eXlAwICEHeYxcXF8fHxrKwsZ2dnT0/P7Ozsjo4O8LRatrP85BKB3pycnMjIyFevXiUnJ6+OwB35lampqd7e3vr6+srKyrKyssrKyubm5sHBwe/6L4yNjcXExGhqaj5//jwvL2910FtVVeXk5KSpqfnq1avVmcqQxqNW5ubmWlpa4uPjXVxcbG1tHRwcQkNDy8vLwZcE+eTAwEBycrKFhYWTk9OqobempsbJyUlNTS0gIKCrqwt5+K9XRkdHPT09jxw5AtC7fft2Hh4eCwuLtLS0zs7OHz2nvb09NDTU0tIyKCioqqpqdHT0d/3MkXy9SUlJcNgvKipa9vLPzc2B/21fX19zc3NlZWVaWpqvr6+BgcGDBw8uX77MxcV18OBBSkpKXFxcdHR0HBwcOjq6M2fOiIuLy8vLGxoa+vv7p6SklJaWNjY29vf3o66l5uZmT09PVVVVDw+PxsbGH/X0J/fBUAqK1fT09FWoXr778IWFBSBpAsT6EbPuxMREXV1dcHCwhYXFqhXOU1NTmZmZoCF8//496vhMTEwAxiN8OH19fW1tbdXV1Tk5OcHBwWAvBAU4WGqMjY1tbW19fHxQM+oUFhZWVla2tLSggtP8/HxRUZGjo6O5uXliYuKq8/XW1taCj1h0dHRycjJwS2VnZ/v4+JiamoLlQldXF9WKpK+vb2RkZG1t7efnFxcXl5ubW1FR8eWf0tDQ0Nzc3Nra2tbW1tnZ+ROmvIWFhfz8fBMTE01NzejoaNTefXdav3sT0idoaGg4OjpWV1d/9zNrdHN6erq3tzc3N9fT09PZ2TkjI2PZ2/eLv9vb2xsSEqKpqWlvb19ZWfmL3/rzj42MjMTFxRkbGzs5OQGH88JSWfnk/1I4d3d3w7ExLCwsJiYmPz+/t7d35Xd+5c78/PzAwEB5eXlISIi2traIiAgDAwMuLu6WLVs2bdqEj4/PwsJy/fp1R0fHjx8/9vb2AvFpeno6+CNkZmYC9K5C4VxbW5udnR0WFhYQEBAfH786XxXo4+TkZHt7e3Z2dkBAgK2trampqa2tbWhoaFFRUUdHx8rdZ3R0NCoqSkNDw9jY+MOHD38CvU+fPg0KCvoJzPzKLCCfmZ+fHx4ezsrK0tbW5uXlPXHiBBikg4OD6+vrIZv64uIiOMeCmepPoLe6utrR0fHx48e+vr4dHR1IM369Mjw87Obmhir18vDwWFpapqWldXR0IBadZQ9saWkJDg42MTEJCAj4/PnzqqXewsLCxMTEkJCQ0NDQ/Px8ZP8Clp+hoSE4m2dnZ4eGhtrY2Dx8+FBERISTk5OJiWnv3r1kZGQEBATbt29HR0ffvHkzOjo6Hh4eGRnZvn37mJiYjh8/LiIioqCgYG5uDjkGOjo6kHXe1NTk7u7+6NEjd3f3VUNvamoqGAtTUlJ+y0tl2Xgil/Pz8+C1W15enpmZmZub29raupLsaXZ2dnh4uLKy8uXLl+bm5quG3snJyfT0dLBcJiUlIS8acDvn5uZmZGRAJnlIkxcdHe3q6qqpqSkhIXHq1Cl2dnY2NrYjS4WNjY2Dg+P06dNgc9XQ0NDS0nry5Imurq6Dg0NYWFhpaSlCND03N1dQUGBra2tiYhIXF9fd3b06qRcIkGNiYiDfRlhYWHBwsLGx8eXLlzk4OI4ePQrNY/vvws7Ofvr0aRERkbt37+rq6jo5Ofn6+vr5+fn6+oLsDizKiYmJpaWlyJpE5ggqc3NzeXl5RkZGGhoaUVFRP/rYsm8tu+zq6goKClJXV19n3AI/2ba2toyMDHd3dycnpz+B3tevX6urq9vY2JSXly/r4NpdDg0NRUdH6+vr29nZFRQU/IbUm5eXFx0dDXk2srOzfzdCBtjnQWH44cOHoKAgDQ0NPj4+WlpafHx8NDS0LUsFDQ0NExOTlpZWXl4+MjKyvr5+fHx8aGgoJSXF2trayckpPT39TxTOWVlZoaGhYKhuaGhYuUf8ZOjhdD86OtrR0fHp06ekpCRXV1c1NTVpaekrV67cuHFDW1s7ICAgNze3s7Nz2ZOHhobCw8PV1NQMDQ3/UOGsrq4eEBDQ0tICMPMjsPlJR5D/mp2dHRkZqa2t9ff3FxQUxMHBgVk4cuSImZlZYWFhX18fRPFOTEy0tLRER0ebmZn9IfTa29urqKi8ePGitbUVacmvVECmbG5utrKyYmRk3LRp05YtWwgICAQFBZ2cnHJyciCB+Xcf1djYGBAQYGho6OvrW1lZuWroLSgoiI+PBzVgTk5Of38/HF3Hx8c7OjrKyspSUlJev34NgQDCwsKHDx8mISHZunXr5qUCkvrKv/C/WFhYRERETExMAgICDx8+9PT0/Pjx48DAwNzc3MLCQn19vaurq4qKipub258onMFpC6xN3x0r5Ca4gcwvFejmysUGifDgtXJ3dw8MDCwtLUUQER4FcVm9vb0lJSWQf+lPoDctLU1PT09TUzMhIWF0dBQivqqrq6OiohwdHa2trR0cHFxcXNzc3BwcHLS1ta9fv378+HFKSkpMTExY3shf2G0ICAjo6OjY2dk5ODiOHDly6tSpK1euaGho+Pv7l5aWAnnt5ORkXl6elZWVoaFhTEzMH0Iv5IPx8PCwXcrBKioqumfPHqRV363A2mBgYODi4pKQkJCTk4PUTAoKCqqqqpqamlpaWoaGhi9fviwtLQXd27LJmpmZycnJMTAwePLkSWRk5KqhNzAwUE1NzdbW9tOnT7DLLfshZP38xcrMzMzQ0FBDQ8P79+9dXV3/BHp7enpevXqlpqZmZWVVVlaGNB62l/HxcYhBB/oKCCaGOupfCFIfHx//deVZf39/eHi4jo4O+Mr8NvRC4qdVQO/s2E72DAAAIABJREFU7Gx9ff27d++8vb0NDQ1lZWXPnj27b98+fHx8UDVv3boVAwMDZF8iIiJJScnAwMDPnz9DJHtKSoqVlZWjo+NfhN76+vplAPnztbKwsNDT01NUVPTmzRsTE5MHDx5IS0sjDquXLl2SkJBQUVHx8PAoLy9HhBV45r8TemdmZlpbW9+/f29kZMTBwYFAAj09vb6+fl5eXm9vLwK9zc3NUVFRGwi9U1NT7e3tmZmZT5482bdv35YtW7CxsWlpaWVlZUNDQ6urq4eGhn40oX8deoOCghDonZub6+3t/fDhg5eXl7a2tqysrJCQ0LFjx2hoaHbs2IGM6q9U0NHR8fHx9+3bB+6XQUFBtbW14NmAQK+rq+ufQ+83f6tfcRCdn5+fnZ1FKPeQfQp5U3p6ehISEiB27vHjx1ZWVtnZ2cvkaQR6i4uL/fz8zMzM/gr0JicnDw0NNTY2xsbG2tjYKCgoiIqKXrx4UUhISERERExM7NKlS6dOnaKnpyckJERHR//R+G/evBkXF5d4qRASEpKTkwPC3blzx8rKKiYm5suXL6OjowUFBVZWVgYGBn8CvV++fMnIyECc7/T09GRkZE6ePElAQPCj5iH3QUdCSUnJxMQEgjsrKys7O/vJkye5lgofH9+DBw/AKrdSK/b/oRcWLSicNTQ07O3tP3/+jKzkmZmZ7u7u2trasrIyCIP++D2qgPwlKoXCwsKysrK6urpfN7yiQu/v2XpB6v116IVjMsJ229XVFR8fr6+vf+3atRMnTtDS0hISEmJjY2NiYmJjY+Ph4REREZGSku7YsQMNDY2QkPDKlSu+vr5lZWVAQpSamrpRUi/SkdHR0aKiIh8fn4cPH549e/bAgQOnT5++fv36nTt3bty4cfnyZR4enrNnzz58+HClIe3fBr3QqbGxscLCQnd3dxkZGSYmJmR7YmVlNTU1LSgoWCb1bgj0IuMPlh53d3cJCQlycvKtW7fu2rWLk5NTW1s7IyOjp6dnamrqR/EeawS9kDxxenq6ubn57du3SkpKZ8+epaenJyIiwsPDw8bGxsDAQEdH37JlCzo6Ohwut/5TMJYK/O/mzZthhwUtNBYWFi4uLgcHh7GxcW5ubl9f3/T0dENDg5ub2zpIvSDszs3NjY+PDw4OQs4MyJCNQC9MysLCQl1d3bdQaVFR0XPnzl27ds3Q0DAjI+NH0PsXpV4tLa2UlJT+/v78/Hx9fX0BAQFGRkZiYuKdS2XXP2XHjh04ODhYWFjI2kaQDKnAmMN0bN26FXYkAgICWlpaXl5edXX11NTU/v7+oqIiGxubP5R66+vrMzMzw8PDwd1MSUlJSEiIhYXlV45osIqgeTj/FFxcXDw8PPylsmvXLlZW1lu3btnb2+fm5kKGrvn5eZis6enpjZV6kTXz3coy5QryGYDGvyj1AvQ+ffrUxsamtLR0dqlA6GB+fn5UVFRAQICHhwcoTtyXihtKcV0qnp6e/v7+MTExlZWVCL8K8nZAm5f9RYXejx8/rqHUOzc3Nzw83NzcXFZWlpGRERQUpK2tffHixQMHDhAREWFiYsJ2g4WFRU5OfuDAAS4urgsXLnBwcOzcuXPXrl2ioqIvXrwoKSkZWiobCL0QFdDU1JSbm+vh4aGoqCgsLMzNzc3HxycrK2tsbGxtbf38+fPHjx8LCAgcPnxYSkoqISFhmQ/Lvw16YWNtaWkBwDh9+jQZGdnWrVvx8fGpqKjExMS8vb1ramoguRtQr7W0tGwI9EKmEfA2cHNzu3v3Licn544dOzAxMUlJSc+ePWtsbFxQUDAyMvITbrk1hd7Jycn6+vpXr17du3ePg4ODmJgYTLkYGBg7d+6kp6fn5OTk4eEREBC4dOmS4FK5tFQguvfUqVN0dHTbt29HwAAqNDQ0T548ef/+PXDIrBv0TkxMtLe3V1RUZGVlJSQkpKamVldXw0pATjaIa1VOTo6KigoLCwsHB4ecnJyLi0tRUdE6KJxRoVdPT4+Hh4ecnHzZAILvyL59++jp6cnIyLZv375161Y0NDTkoLPy86h3sLCwKCkphYSEQkJCOjs7i4qKbG1tjYyMYmNjV6dwHh8fb2xszMrKCgkJsbGxefToEZgkyMnJMTExkZ/evHkz6JyRO79e2bVrFxsbm6SkpLm5eXh4eH5+fktLCxDITE1NbSz0okIRaFNmZ2enp6fBpIg4Sw8PD4+Pjy876v1F6O3p6QkKClJWVtbQ0Hj9+nVubm5qampcXJy/v7+5ufmTJ0/u3bsnLS0N9Ak3b968gVKkpKQkJSWlpKRu3bolLy+vo6Pj7++fl5fX1NQEFBmofVxWXz/onZycrKmpiY6OtrKykpOTO3fuHCsr6+7du2HTBMXypk2bYK1cuXJFW1vbxsZGSUmJkZGRiIhIWFjY29u7tLT03wC9gDrPnz+XkJA4fvz4uXPnHj165OHhkZCQAMyXKSkpPj4+srKyHBwc165di4uL+5dD7+TkZGdnZ05OjrGx8alTp0hJSbdt24aJiUlPTy8iIvL8+fOMjIz+/v7p6WnQW4yPj28U9E5PT7e3t+fk5Li7u9+8efPgwYNEREQYGBhYWFgUFBTc3NwmJibgbAw20WUrHi7XDnrhENPQ0BAdHa2npycqKsrExLRz5048PDxSUlI2NjYZGRlLS8uAgIDIyMiEpRIfHw+VmJiYt2/fOjs737x5c/fu3ct2WBoaGjU1teTk5I6OjsnJyXWD3t7e3rS0NBcXl6dPn8L+EhMT09HRAaYHGE84WNfX14eGhoqLi+/Zs+fMmTPgZ97W1rZs8SMK578r9b57925wcLCmpsbb2/vu3bvMzMxbt24FD4CtW7eCPeLw4cM3b968e/cuLy8vFRUVAQEBDg4Ocu5fNuDLLuEJnJycnp6eEH0HnGKrdrMaHx9vbm7Ozs728/N7+vSpmJgYCwvLrl27UHEXHR0dExNz21JBDHDLGvaTSwwMDEJCQhoaGg4OjosXL+ro6CQmJra2tk5NTU1OTubm5hoaGm64rXdhYWFqagoIpQcHB8EzsaSkBLKk19TUtLe3Q2Y95Kj3F6G3q6vLx8dHSkpKVFT0wYMHqqqqt27dEhQU5OLiOnr06IEDB+jo6Pbu3UtFRUX9T6H670JNTU1DQ8PAwMDJySklJWVqahodHd3c3Iy09rtb0HpAL9irOzs7ExMTDQ0NRURE9u7dC3LAyvMmOTk5Dw+PioqKt7d3QkKCjY0NJycnMTGxkJCQj4/PxiqcF5bKzMxMSUmJqampsLDw0aUiJSXl7+8PosDU1NTg4GBlZWVYWJiSktKpU6du3Ljxr5V6QZc4MzPT1dWVl5f34sULKSkpcnJyOGjj4+NzcXFpa2uHh4d/+fIFPAiQFPEbBb0TExOlpaVeXl737t1jYWHBwMCArWfbtm2UlJT/EuhtbW3Nzs729fXV1taWkJDg4uKCI9rdu3c9PT3z8/Pb2tq+fv0K2i3k79jYGPDE6erq7t+/H3VL3bJlCyMjo5aWVnp6end399TU1LpBb3Nzs4+Pz927d/n5+Xl4eGRkZIKDg1taWlChd3Z2Fo5udnZ2Z8+eJSUlvXTp0uvXr5ubm0HGQt191gJ6NTU1wdbb3t6elJRkaWl59erVQ4cO0dPTMzMzHz58mJmZmYODQ1ZW1s3NzdfXV0ND4+LFiydOnGBnZz9w4AAlJSUeHh4oolduSqgTwcTE5Ojo2NDQUFhYaGdnZ2JiEh8fvzqpF3wVs7Ozvb29Hz9+fPHixYMHD5KQkBAQEODj4+/cuZOcnJyGhoaJiYllqezfv5+KioqUlBRODNu3b4fzMcjuW7Zs+W7LNy+VLVu2bNu27dy5c25ubp8+fRodHR0fH//w4cN6Qi9iuZiZmZmenp6YmBgZGen7J+6uZKkUFRWlp6e/ffvWz8/Px8fn5cuXb9++fffuXVFRUXt7OxI89heht7293cXFhZ+f/9ChQ+zs7EePHgXr546lQkBAsGvXLiIiImJiYhISElJSUjIyMvKlQkFBARUSEhIQIHFwcBgYGC5fvmxjY1NSUgKCyo/UzusBvZOTkx0dHTk5OZaWlpcuXaKlpUW2S9Q1DXUSEpIzZ84oKCi8ePEiISHB1tb2XwW98/Pzo6OjSUlJt27dOnjwIBcXF5wSiouLES+V/v7+1NRUW1vbGzdunDlzRk5O7t27d8sO/v8ShTNsgn19fQUFBa6urjIyMqysrKDqRENDIycnv3r1qqenZ0FBQW9vL3KIg3RDGwW9k5OTiYmJ8vLyrKys+Pj4yBLCxsZGoLewsHB0dHT9pd7+/n7I5TI4ONjY2Aj+z/5LtE329vZubm5v3rwpLCzs7u5eth4AmRYWFvr6+nJycrS1tenp6ZGubd68GRMTk42N7VvUe3Fx8ejo6OzsbENDw/p4ONfW1lpYWFy8ePHcuXO3b982NzdPS0vr6+tDDaeZnp4GihVNTU1OTs49e/ZISUm9f/8e1P7IyoFurhH0JiUlDQ8P9/b25uXlvX371s3NzcLCwsTExNLS0srKysLCws7OLjQ09OPHjyUlJbGxse7u7gih961bt06cOEFDQ0NAQICBgfFdDIPp+BaCYW9v39zcXFxcbG9v/yfQOz4+3tTUlJWV9fLlS0NDw/v371+9elVAQICHh4eLi+vcuXMSEhKKiopAjwwYKScnd/nyZW5u7qNHjx48eJCWlpaSkpKQkBAXF/fnzYbGs7Ozm5mZZWdn9/b2fv36dZ2hd3FxEQJbhoeHe3p6GhoaPn78GBMT4+XlZWxsDC7ZZmZm4Jl4dalcv3799u3bioqKoEEZGhqCJfQXobelpcXc3Pzw4cOEhISAslRUVIyMjIcPHz5y5AgnJyc3N7egoODly5evX79+8+bNO3fuyMrK3rt378GDB/Ly8nfv3pWUlDx16hQhISFEWHBwcKipqaWkpAwODv6E42xNoBekQ/g7NzcHB3lPT89v0iE1NTU2NjYi8sKJDHWLISUl5eLiunfvnrOzM1CdHT16lJiYWFhYeAOlXujL7Ozs2NhYU1NTQEAAPz8/DQ3NrVu3YmNjm5qaIDoFXAM+f/7s7Ox8584dvqWiqqqamZm5LHL3XwK9MzMzAwMDnz9/Dg4OlpWVPXDgwI4dO8DvZ8eOHSwsLA8fPoyPj29qakLl01hr6EXWD4wn8nduqfT19Xl5eZ06dQoPDw/iQ2CjBKn37Nmzz58/30DoRRQJExMTo6OjAwMDnZ2drUulo6Ojt7d3ZGQE5EXkOAyGrvHx8c7OzuLiYjASU1NTw3uxefNmUBvy8fF5eno2NjauT3ARNG9hYaGyslJLS+vkyZMiIiI2Njbv379vamqanJyEaYKtcGpqqri42MXFBU5vDAwMDx48yMvLA3hGerrW0DsyMjI4OPjp06f8/PyKigqEXALGv62traenZ2RkZHh4uLOzs76+vqmpqbW1taioCJQop0+f3rNnDzY2NhoaGrIpIRXYrFhYWNzd3SFyzMHB4fnz56tWOI+NjYGbVWhoqJubm5WVlaWlpYWFhaGhoZaWloGBgaenJ5B7VFRUfPr0KTMz882bN87Ozrq6uvLy8pKSkpcuXeLi4jp8+DAtLS0ZGdmOHTu2bduG7K5Iy6GCjo7Ozs6uq6sbHx/f2to6Ojqal5e3DlIvAgQQ99XS0lJdXV1UVJSYmOju7q6uri4uLn7s2LFDhw4BaT83Nzd4JhISEhIREZGQkFBRUfHz83t6eiKsO38RepuamvT19YHECUK2jh8/Li0trays/PDhQw0NDRMTExcXFz8/v9DQ0KioqPj4+OTk5NTU1IyMjJSUlLi4OD8/P2VlZSYmJgwMDBwcHBYWFnl5eTDK/CSvz5pAL7xgEDXf0tKSmZnp4uJy7969I0eOYGNjY2FhkZGR0dHRMTAwwIrZtm0bLA4sLCw6OjoxMTEdHZ2AgAAIG91w6EU2jvHx8bq6uvj4eFNTUxEREX5+fgsLi9raWiSabXx8vLu7OyEhQVlZ+fTp0ydOnBAXFzcxMVmZm+hfAr3gKBsbG6uvr8/FxQV+lZs3b8bHx2dkZLx8+bKDgwO4tkFOK2Rm19TWC+bSgYGB7u5uwK3Gxsaampry8vLCwsKkpCR1dfUDBw7s3LmTlpYWtIVYS4WCgmIDoTc7O/t3Oejn5ua+fv3a09NTX19fVFQUHx/v4eGhrq7Ox8dHREQELwUaGtrOnTuZmZnv3LkTHh6OcNcgwUVrFNcLy35+fr64uFhJSengwYMiIiI+Pj6fPn3q7+9fFrU1MTGRmZmpp6cHjpOHDh168uRJWVkZLJhlf9dI6k1MTIRQy9ra2urq6p+EeczPz4O3dl9fX1dXV2lpaWBg4JMnTy5cuLB3715sbGzE9QSmALQOhISEdHR04uLiYWFhvb29paWl9vb2xsbGq3azGhsbA0qN8PDwgIAAf3//sLCwpKSkuLi48PBwoCpqbGwEM+fExERPT09VVVV2dnZkZKSvr6+jo6OJicnTp08fPHggJSUlJCTEzc197Nixw4cP79+/f/fu3Tt37kQ9RqCjox86dEhFRSU4OLi2tnZ4eBgoNdba1js/Pz84OAgkYkC67uvr6+zsbGBgcPv2bW5ublZW1gMHDrCxsQkJCd26dUtISGj//v1AKgDjv2XLFhYWFmtra4Rw8C9Cb3Nzs7GxMRMTEzk5OSMjI5g7XVxcAgMDg4OD3759m5iYmJubW1paWl1d3djY2NbW1rVUgBktKysrICBAUVGRgYEBCwuLhISEi4tLU1Pz/fv3vb29oHNetv7hcg2hd2xsrLa2FoL8rl69yszMTEBAgImJSUlJycvLKy0tLScnd+PGjbNnz5KQkGzatAkNDY2IiOj06dPq6up+fn7v378HN2bwEd1AWy8CvX19fXFxcXp6epAhztra+v379319fTCUs7Oz7e3tubm5tra2fHx8e/fu5eTkfPDggbe39+fPn/+dcb0TExO5ubmWlpZXrlyho6MD/w40NDQqKioRERFjY+OEhARwk4GYBKSnawq94PNVUVHx4cOH9PT0pKSk8PBwf39/R0dHQ0PDhw8fXrp06dChQxwcHNLS0kpKSufPnyckJMTExCQjI9tAW+8qoHdsbAz4hMPCwuzs7B49eiQiIsLGxkZBQYGFhQX7zrZt2+jp6UVFRU1NTbOzs79+/QqzUF9f7+LisnbBRbDsZ2Zm8vLyZGRk9u3bJyAg4OPjU1lZOTg4uAx6x8fH4+Pj7927x87OTktLy8HBoaur+yNavjWF3q9fvzY2Nn758mVwcBAGatlfxEO+trY2Pz8/Pj7ez8/PwsICFhIVFdUyryvAXWJiYnZ2dmlpaVtb26KioqGhIQgu+hMPZ9gh09PTIyIigoODw8PDwTm2paWlsbGxubm5p6fn69evsH3DoA0PDwPdfXV1dVlZWV5eXmpqanR0dFBQkJubm6Wlpb6+vrq6uqys7IULF1hYWMjIyBDBBg0NjYGB4fbt225ubmVlZUNDQ/n5+UZGRmsNvbOzs1VVVX5+flpaWvfu3ZOSkhITEwM/JgYGBgoKCiYmJkFBQSUlJWDxfP78uaio6P79+xFzEgYGBhsbm52dXXt7O8zmX4TetrY2Ozu7c+fO8fLyKioqOjo6xsXFQZDuly9fGhoa2trauru7BwYGhoeHx8bGJicngScVSMgDAwO1tLQuXLhARkaGi4vLwsIiJyfn6elZXl4OmqFlyw+5/PvQC+5qkMo0OjraxMREQkKCnp5++/bt2NjYIJc8efIEGJitra3v378PenZKSkrgDfDy8srMzKysrCwpKXFxcTlx4gS4WYGH8/rH9S4sLMzMzIyMjFRUVNjZ2YmJiV27ds3Ozi4zM7O5uXliYmJ+fh40t/n5+R4eHjIyMgwMDCQkJLy8vKampklJSS0tLcu2qo2VehcWFubm5iaXyC+/MdeDknDXrl3o6Oigkzh79qyOjk5ERARwmCAaYFg3a6Fw9vb2RtisRkdHP3/+DJocV1dXGxsbAwMDVVVVWVlZcXHxixcvXrhwARgWXV1dX758qaCgsGfPHgwMDFJSUgR6f56Cdy08nFGhFxkx1Ary1oHFq7e39/Pnz0lJSR4eHlpaWhISEseOHaOkpMTCwgLdJiYm5s6dOxkYGISFhZ89e/bmzZuamhrESLw+0Ds9PZ2bm3vr1q09e/bw8PA4OzsXFBR0d3cvM6BA8j4xMTEaGhpqaupTp04ZGBiUlZXNzMwA/waMA4zA2kHv6OjoxMRER0dHa2srKqEK/Do4arS2tpaXl2dkZISFhbm6uurp6SkpKcnJyUlISJw4cYKUlBQJ+UWoPffu3Xv69Ol79+65uLikpqa2t7d//fr148eP1tbWfxjXW1NTk5aWFhERERISEhcXV1VVBfsJYmRBXT9IL8BCMTU1NTY2NjAw0N7eXldXV1JSkpWVlZSUFBERAQyj58+fp6enx8PDQ9Qn+/fvl5aWdnFxgVCR9YFe4O7Q0tLi4+NjY2NjYWFhZmZmZWUF6ZyRkfHChQsQlpOYmJicnOzh4XH79m02NjYSEhLgeKChoYHMht3d3bCE/iL0dnZ2gjH03r17vr6+xcXFELyHTAFSmZubm56eHhsbg+QHQBuspaUlLCzMxMSEj49PRER0/vx5MP83NjYCSM/MzKB6RSCbwN+EXjgmLywsdHZ2ZmRkeHh4QGzr/v37wb5LTU0tKCiora395s2bnJyc7OzsiIgICwuLq1evnj17VkJCQl9fPzAwEI5+PT09bW1tgYGBIBYLCgq+ePFiQ4KLFhYWBgYGysrKXr9+raCgcOrUKcgT3NzcDL48MzMz4NX84sULaWnpI0eOkJCQUFNTy8jIREZG1tbWDg0NLfM02Vjohawpzc3N6enpRkZGMMIYGBhbt27du3evoKCgjo5OWFjY58+f+/r6lm2yQOD816VeVOjt6+tLS0uztrZWUVGRlZW9ceOGuLi4sLCwkJCQmJiYtLS0hoaGs7NzRETEx6Wir69PR0e3detWEhISHh4eU1PT4uLijYVe5AX7bmV+fr65uTkpKcnFxUVNTe3KlStnzpxhYmIiJSVFAku2bNkCQryysrKTk1N8fHxFRUVfXx9yhlsf6J2dnf348ePdu3epqamPHz+ur68fHx/f2Ni4TIszMTERHBzMy8tLTEy8Z88eXl5eAwMDSGWzMihzjaA3ISHh69evcEoeGhoCDEMd/5mZmbq6uoiICGtra3V1dRkZGTExMVDSsrOzHz58mJqaGmGPBxM7qPpv3LhhaWn59u3b/Px88NmemJjIz8//cyJJBHpfv34dFxdXW1u7bGBR2//dOpyhR0dH+/r62tvbm5qa6urqsrKy7O3tJSUlWVlZEWIsNDQ0ZmZmRUXFwMBAiNFfH+idmppKTU198OABOzv7wYMHOTg4+Pj4bty4oaysrK6ubmBg4OHh8e7du48fP75//97X11ddXZ2Hh4eKigofH5+AgICZmfnGjRu2trY5OTkI2+VfhN7u7u6AgIAHDx7o6OiAlhjxo1424LDPf/nyBTzj9PT0pKSkuLm5GRgYiImJ8fDwaGhoZGRkAgMDP378iCQcGxwc/G52n78PvfPz8+Xl5fb29teuXTty5AgpKSkODg4GBgYxMbGAgICJiUlsbGxdXV1fX19ra2thYWFoaKihoeHTp0/d3d2zs7MbGxsHBgbgvDAxMREVFcXHx0dCQnLx4kUvL68NodRYWFhobGwMDQ3V0tK6dOnSsWPHbt++HRcXB8Eh8/PzIyMjdXV10dHRYGzHx8cnJiY+efKkmZlZVVXV+Pj4Sm6HjYJe5OAMxyMnJydJSUnwOUdDQ8PDw+Pl5QXPkdraWsjns+zQsA7Q293dHR0d/eTJEzExsfPnzwMpGB8fn7i4uKKiorm5eWRkZHV1dV9f38jISFtbm42NDSMjIzo6OjExMUi9G+JmhSr1LntpFxcXEfEFElSkpaXp6+uLiIgwMzOTkJDg4+MD1xWwl6OjoxMQEAAzV2xsbGVlZVdX19jYGCpD7PpA78LCwqdPn1RVVZmZmdnZ2e/evevi4vLhw4f+/n5URsmRkREfH59jx47h4OCARUlbWzs+Pv7Lly/9/f3wCiALaU2hFyFnQDWRwHRMTk5mZmaC+AW2vV27duHj4+Pi4uLg4Gzfvh0obEFG3Lx5Mw4ODjU19aVLl1xcXMrLy2G9TU5Ozs7OTk1N/RUO59raWkga+OrVq5iYmKqqqh/t+z9aURBnD2QUk5OTExMTQKPt5+cnIyNz9OjRnTt3Qo+2bt3KyclpYGCQlJTU3t6+bm5WU1NTaWlpDx8+5Obm5uXllZSUfPr0qZeXV1JSUnFxcUNDQ2dnZ39/f0NDw5s3bx4/fszDw7N79+7t27fj4eHR0tJKSEh4enoWFRWhxgX8Rejt6ekJDg6GvIcFBQXLXCBh2IExBqLG4+LirKysQC4nJiaGN3fbtm34+PjMzMwqKiphYWEfPnzIy8vLz88vKioCd7/R0VGERwye+fehd3FxMS8v79GjRxAejoeHR0JCAtp8AwMDONmBu+zXr1+bmpry8/MjIiLevHnz4cMHGFzEtrqwsPCNpOLChQsI9BYXFw8tlfVks4Ldx9zcXExM7PTp03x8fN8yPeTm5sJWMj8/39rampiYaGJicu7cOQICAjw8PDY2Nnl5+W/MUIgleNmbs1HQC7rxkZGR0tJSd3d3WVlZdnZ2AgICNDQ0XFxcOjq6+/fvR0RE1NXVIbFSy1q+DtDb39+fmZnp4OCgoaGhoqKipKSkrKyspqZmZGTk7u4eExPz+fNnhCBpaGjIycnpwIEDaGhoO3bsOHbsmI6OTlZWFnBeItv9sl6stcJ52c8hlwiLwrfIP2FhYVpaWmxsbNgZUXd8KiqqU6dOffPdCAkJqa+vR3UvRx611tCL/FBdXZ2VlZWAgMDx48f3YGyvAAAgAElEQVTPnz8vIyNja2sbHx9fUlLS0NDQ0dHR3d0N/JEsLCxbt24lICBgZWWVk5Pz9fX9JjEj2U2QuVgj6I2Pj0cM4UjjUSsTExNxcXHS0tL79u1DTOmog49a37JlCz4+/v79+6WkpL5lOlmWkG56evrDhw+WlpZ/qHBeCb2Tk5Oobf7dOniQVVZWfnOQFBYW3r9/Pyic4WB9/vx5p6UUn0NDQ2NjY+sTXDQ9PV1SUgKZxbW0tOzs7CANV3NzMzCMTk9Pd3R0ZGdnm5iYXLhwYd++fbi4uIinp4WFBbCjo7os/UXo7e3t/Z+Zi+C4XFdXl5SUZGFhISEhwcLCgoODg7pgsLCw9u7dKy4ubmRk5ODgAPFsNjY2Hh4e0dHRFRUV/f39qNbfvwm9yCpJT0+XlJQkISHBwcEBXhtlZWV3d/e0tLSGhobh4WGQAoF9oqOjo2GpdHd3T05OIu8nBIHFx8fz8/OTkJAICAh4enoWFxcPDg4ODQ2tM/Tm5uY+ePCAlZX1xIkTcnJybm5ulZWV0NTJycmioqJvWS9ERUVpaGjw8PDo6env3bsXEBBQVlb2o71go6AXXGoh84GioiIrKytQQW3fvp2GhkZAQMDa2rq0tBRipZAJXVZZC1svauYiCAT/9OlTbm5uZmZmenp6ZmZmTk5OYWEh5AZHNeMNDg4C9G7atAkTE/PgwYPKyspxcXGgGERdTqi92BDoXVhYaGtri4mJMTQ0FBUVpaenX/b2btq0CQsLi4qKSkBAQE9PD9Ikw/uC2niorxv0tre3v3379smTJ/z8/IyMjPv37+fm5r537x7oYNPS0nJycuLj4zU0NOjp6cE+CkYvMzOzpKSkhoaG8fFxVBl0o6B3fHw8Kirq6tWr5OTkiEEXdfdErQP0MjIy3rx5MzIyEkkXCIP/r4VeiBWOjY1VVFRkZGSEWEHg09izZ4+kpOTr168bGhqmpqbAxdLQ0HCt3azm5ua6uroKCgpSU1Ozs7PLysrq6+t7enoQNWx7e3tiYqK5uTlsoaCEoKGhuX79OuSmA/ot1CX0F6EXMhc9efLE2tr606dPiOCH+sbNz88jakIpKSnkQIO6YDZt2rR9+/a9e/eys7MDVQtULl68+Pjx4+Dg4LKyMkh6C0/+U+iFpIE5OTldXV1A7dvX1/f69etz586BhZyVlVVWVtbf37+srAwY7RHN28zMzOTk5NTUFMQdI/I40vm5ubmNhV5o6szMTHJy8uXLl8HTBDaU5ubmsbGx4eHhqqqqoKAgaWlpsNXt3bsXNFQlJSWQ5wd1CpH6RkHvzMxMb29vcXGxm5ubgIAAwtIOvuWPHj0KDw/v7OxE5ghpMGplraEXYb0BNdr09DS4KqAmzEEWSX9/v5OT08GDBzdv3oyGhkZLS3v37t2wsDAQ3BHLKGr7FxcX1w16Qf85MTEBJBvJycn6+voXLlygo6ODJF04ODgEBARERERkZGR79+5lYWEREBDQ0dGJiYkBLwE4pyL9RTqybtA7ODhYUFDg6+sLNCZkZGR79uxhY2MTFxfX1ta2s7NzdXU1Nze/du3a7t270dDQcHBwKCgoLl26ZGlp+e7du5VBwBsFvRMTE0lJSeDXSU5ODqRRO3bsAD6KZdvoli1bcHFxaWhoxMXFAwMDu7q6UKWu6enpvLy8f4/UCxbfoaGhmpoagDE+Pj7EwWrbtm0UFBQnT558+vRpampqX18fOMPm5uauQ9JAJLkqsDGDzxHiuzQxMVFQUGBhYSEmJkZPT4+Njb1t2zYI5DU3N8/Jyeno6BgfH1+2I/1d6A0ODoakgaWlpd89rCOqTXNzc2BjhLQckF9g165dO3fuhOWEj48P6St27NgBGlAwPj558iQ4OPhbnB6ijfsL0BsREZGXl9ff3z81NVVfX5+QkKCpqcnMzAxBTtzc3Nra2ikpKZBuBdk4kO115Z6CfGZxcTExMREUzojUO7RU1kfqhX1zZGQkPDycj4+PgoJCSkoqLi6upaVlaGioo6MD9KK3b9/+FmhPQkLCwMAgIiJiZGSUkpICQvyPtv6Ngt7p6enW1taUlJTnz5+fOHECSG43bdq0e/fuGzduuLu7Q+IB1ClYWV9r6F35iz+5MzAw4Orq+i2jMKSaoaOju3fvHqR2Bie473533aB3dnZ2dHS0qakJaJCVlJR4eHj27dsH7AdERESHDx8WEBC4efOmoqLi06dPjYyMnJyc4uLikGQV323/4uLiukEvpE8oKCjw8/N79OiRoKAgcNseOXKEl5f30qVLoqKiFy5cYGZmhk2HlZVVQkICvDqqqqrAKozai42C3unp6dLSUjc3NyUlJRERkTNL5dy5c8eOHSMlJV0GvaBEISQkPHXqlIWFRUlJCWya0JF/m9Q7NTXV2tr64cOHly9fgs8tLS0tItnv2rXrxIkTSkpK/v7+lZWVYKxZz8xFsNuv3Orn5ub6+/tjYmJkZGQQJRAJCYmgoKChoWF8fHxLS8vExMTKXfSvQ6+qqqqVldVPoBeIofz9/TU0NC5fvnzhwgXIRykqKiomJiYsLHzhwgUuLi5mZmZqampaWlpw4SYhIYHMe8ePH5eTk/Pw8MjPzwcP6r6+voiIiNXn633z5k1kZGR+fn5vb29fX19ycrKOjs432h1IDEJDQyMqKmppaVlYWAi8HsjoI6cYqKC+mYhPyuzs7DcyF1A4g5vVOtt65+bmIGtjcHAwNzf37t27FRQUgDMSZsLS0vLChQtUVFQ4ODiEhIR8fHzgWd7Q0LCsv8s6uP7QC+M8Pj5eWVkZHBz86NGjw4cPA/Ru3ryZhYVFT08vNTW1tbUVMaMuazNy+W+DXg8PD05Ozu3bt+Pg4DAxMSkpKSUkJLS2to6NjX33DLsOUi+yvCFyNy0tzdTUFBgbduzYAS4kFBQUnJycsrKyVlZWISEh6enpxcXFFRUVtbW1nZ2d4KyLqmRDxh8q6wa9wME+NDRUXV2dkJDg4OBw9+5dbm7uQ4cOMTIy0tHR0dLSUlNT79ixAx0dfffu3Tdv3vTy8srNzW1ra/tu8vCNgl5g1issLAwPD7e1tdX8J5+8iorKiRMngMMBlUISlOc0NDT3798PCQkpLy8fGhqCHWzDpV5kgYH3BqhDnZ2d79+/f+LECQoKCiDT2Lx5MxYWFj09/Z07d3x8fD5+/NjT0wNItm7QC00FMRd1/5+enh4YGCgvL/+mVT5z5gy4GWJhYR07dszQ0DA5ORm8HL5LB/vXoffnUu/CwsLIyEh9fX1ubi4QillbW9vY2Njb2zs7O7u4uNja2hoYGDx69EhKSgoytSsrKysoKHBxce3cuROcsBgYGGRkZPz8/MBs2tfXFxUVtUrojYmJAdaVzMzMqqqqgoICBwcHYGkGj0EGBoZr1645OjpWVFT8aBNctqHAJQQ+QjqnM2fOEBMTbwj0wrIGYwAPDw8pKamoqKivr29CQkJISIiFhQUkacHExMTCwqKhoQFVZ01NzcjICLLIvtvB9Yde4Bbu7u5OTk42NDS8dOkSFRXV1q1bCQkJGRkZb9y4ERgYCEraldFEy7rwL4Re8K3dsWMHKyurmppaWlpaT0/PMtcB1F6sg9Q7Pz8/NTXV1taWlpbm4OBw7do1KioqEK3Q0dFpaWlFRETA1TMlJaWqqgqsX1NTU5AfDbW1362vG4cz8uujo6ONjY2ZmZleXl5aWlrAXismJiYkJHTu3DlIdEhHR6epqZmbmwsaWuS7qJWNgl5wQeru7q6qqkpLS3v79m14eHhcXFxQUJCWlpaIiAg7O/uePXtwcXG3bt2KYDABAcHZs2efPHkSGhr65csXiKteOw/n33KzmpmZ6evrq6ysBLfbW7duHT9+HCStTZs2oaOj79ixg46O7tKlS1ZWVjk5Oe3t7UjuZAi3XQeFM+rUQx3o6tra2rKysjw8PO7cuQOOb7S0tDw8PBoaGjExMQ0NDT/RWq0/9E5OTvb39zc1NZWWlmZlZaWmpiI+KJmZmWFhYTY2NtpLxdjY2MHBISgoKCAgQE9PT1xcnI2NjZCQcOfOnadPn9bU1IyKimpvbwdxX1dX18bG5rfz9cbExERHR8fHxycmJsbHx3t7e8vJyTEwMODi4qKjo2NjYx84cEBKSsrFxQVxSlo5Dd+9A7ImuC8dPXqUiIhIUFBw/YOL4KQ2NDQUGRl56dKlnTt3UlNT8/LyCgkJ8fPzHzt2jJqaevtSoaSk5OHhMTMzKywsHBoaQngPvtu7xcXF9Yfe6enpoaGh8vJyV1dXoD6AzCdHjhyRl5f38vICjp6f8H0jffm3Qa+7uzsHBwcuLi4hIeGxY8f09PTy8vIQbz6k2aiVtYZesG/19/cXFBQ4OjpKSUkdOnQIYefBw8ODJJh5eXlVVVUdHR1DQ0OgJvmJmIva/sXFxfWH3tnZ2a9fv3Z1dVVVVeXn56enp7979y4uLi4iIsLDw+PGjRuUlJRMTEzm5uZNTU0rw2qR9m8U9ELSrYmJCbAWNS6VlpaWurq6/Pz8mJgYExMTQUFBcJZEaJwxMDDIyMjY2dmfPn2alZUFnv+Tk5NrFFz069ALolhRUZGnp6eKigo4wRETE0No+ObNm/Hw8JiYmMDnFtEDIXHDGwi9YMLIyMh4/vw5+D3g4uJSUlLevHnzxYsXubm5QJmAGkqHLB6orD/0IvHT/f39XV1dHR0dnf+U+vr6+Ph4AwODhw8fOjk5ZWZmlpeX19XV1dbWFhQUJCQkGBkZATEU0NLZ2dmBISY+Pv7Zs2e2tra/Db2xsbFxcXFJSUlRUVH+/v4GBgb8/PxIGBk+Pj4nJ6eSklJAQABCdLxsBFdewusxNDRUUlLy8uXLBw8eMDAwkJGRiYuL+/v7l5eXj4yMrJuHM6KkTUtLk5eXZ2RkJCMjo6CgoKSk3L17NwUFBR4eHgYGBhER0bFjx+Tl5V+9egXEVfDFlb1D7qwb9EJLIJ1qXV1dbGwsxGiCeoeMjOzKlSteXl4FBQU9PT0/8uhBmg2VjYVe6BGiVBgcHIRsCoSEhJSUlGfPnjUxMSktLQU/fuDtml4qqJqrtYBeCIGAXxwfH+/o6CgsLPTz85OTkwO+NkjxhoeHx8zMrKOjU1FRscxxDOkUjDMoXSBYcwKlgGRcU1Pj5OSkrKy8RhzOyyYdGXY4jy5lspiDldDT05Ofn6+lpUVHR3fw4EEHB4fBwcGfvAIbCL3LegF9gdDYsbGx1NRUNTW1kydPkpGRIW4QoHYmJia+efNmQkIC8FOuP/RCy5ElMTw83NHRAQmP5eTk2NnZSUlJIXkRGhra9u3bKSgojh49ev36dVNT06ioqJqamomJCdRJWX/oRc03mpmZ6ejoKCQktGvXrm3btpGSkvLx8Tk7O4NeYaXL7bLVuP7Qi6wcsFvDygFRGPLQGxsb6+npRUZGAsM58ppMTk6+f/9eVlaWkZER/BMfPnyYlZXV2toaExOjr69vb29fUFAwNjaGOjuo/d2EXMzPz3d3d+fl5aFCr6+v77Nnz3h5ecGtbvPmzeTk5FeuXHFxccnOzu7u7v5FhfPCwgJkKfjmVSgvL3/8+HFycvJ9+/bJyspGRETU19ePj48PDQ2lpKRYW1uD6zkSOIi08H9WFhYWhoeHa2trs7KyQkNDvb29o6KiGhoaltnzYSucmZn5/Pmzl5eXkpKSqKgo71IRFhYWFBRkYmLCw8Pbt2+flJSUk5NTbm4uwhy7bBtd1qT1hF7Y6Zqbm5OTky0tLYWFhcnIyDAxMYmJiTk5OZ8+ffru3bu2trb/aeJFurCx0Is0AypjY2MhISGioqIMDAxASmdtbV1TU4N8bGJionepoJp+1wh6BwYGQM/c0dGRkpJiZWUlLS0N+T+2bdu2fft2SkrK06dPKygohIaG9vT0II38bmVubm5oaKitra25ublpqUAYHpDKFhYW2tjYKCkprQ/0freFi4uLc3Nz0FkVFRVqaupvaS2cnJxANPzRVzYKen/UHuR+ZWUlkMwwMjIitGJoaGjbtm2jpqa+d+/eN2yGAN8NgV5YWkNDQy0tLYWFhW/fvjU3N/+WPI2NjY2IiAgR07du3UpNTX358mVTU9PAwMD09HRIJrFsB15/6AUiz6ampsTERGNjYwgl2rJlCzk5uaioKKjEl8VPI1OzrLLO0Lvs15HL4eHh4uLisLAwf3//oKCghISE6urqZSCyuLj4+fPnbz5cIiIijIyMe/fuFRUVffnyZX5+flBQ0LNnz5ycnIqKilYJvTExMUFBQSYmJgICAsBbBmEeSkpKSMo51FPDd+tw9hwdHW1paXn//r26uvrhw4eJiIhISUmB1geShMOgv3//ft2gd35+vr+/v7S0NCYmxsPDw8TExNjY2MbGxtjYWFhYeN++fZycnPr6+ikpKU1NTeAHD55iyAytrKwb9IKJt7+//+PHj05OTtLS0ocOHQLH9yNHjty6dcvDwwN0CT9R7yxr/1pD77LlAedH8Dafnp4GKXBychL4gWEkZWRkTp48efToUUFBQSsrq8rKSvhfsLaWlJSUlZV1dXUh2ra1gN7c3NyBgYGpqam+vr6PHz9+0yMJCAhQUVHh4uJCYiVCQkJOTs7Hjx+/fv3606dPwIqHeohGTspzc/8RKCGfY2Zm5rulkpycDCS3eXl55eXlqamppqamCgoKGwu9EHrk5eUlISFBQUHxjUjH2dkZyau6bOXA5ZpC77LFA5ffbcaym9PT01VVVYGBgSoqKkePHkWyDmBhYZGTk58+fVpfXx/YjhYXF9ff1gsKz4GBgdra2vT09BcvXigpKXFxce3btw/S0qAtlW3btpGRkfHy8jo4OFRWVvb09AwNDX3X2W3doBeZEYg5TklJMTU1PXfuHFA0Y2FhcXFxfZOAi4uLfxKNuWyyNhx6gdi/ubk5KChIQ0PDzMwsIyMDsiAvg965ubkvX768evVKVVUVcs8fO3bMzMwMqLb19PTc3NyKi4t/G3pjY2MTExNjY2NfvXplZmaGhIpu2bJl79698vLyUVFR9fX1K88yMB8AtzMzM2NjY93d3bW1tbm5uWFhYWZmZvz8/GCa5uTkvH//vp+fX2VlJdBxDQ8Prw/0IvM9OTnZ19dXX1+fn5+flJQUHBzs6Oiora0tLi5+6tQpKSmpgICAurq64eHh/+mjBM9cN+idnZ0F39S3b98qKysfP36clJQUAhavXbtma2ubmpra0dEBuPtzSR0ZjbWGXji4gGPt169f+/v729raamtry8rK8vPzs7OzMzMzs7Ky8vLyioqKcnNz3dzcbt26xcXFdeTIkTNnzqipqUVGRpaWlpaXlxcVFUVHR7u7u798+bKsrAyR7P8u9AYvlZycnO7u7p6enoKCAm9v7zt37tDQ0IAssmXLFuBauXz5MmQg6OrqGh8fn5iYGBgY6OjoaG9v7+zsbG9vh/SIFRUVxcXFQGlrZmamr6//7NkzPT09XV1dY2NjyOsVHR1taGiooKDg7u7e2NiIzM6vVyYmJlJTU+HhycnJPxdVf/TYrq6uuLg4fX19AQEBOjq6s2fP+vj4IFy73/3WWkCvlpZWYmIi+BDBKQ1J2/DdNqDeBMP8wMDAx48fPTw87t27x8rKitBd4eLiMjMzS0pKurq6IinI1h96p6ament7KyoqYmNjbWxs7t69e/LkSVJSUkjDiouLS05OzsDAcPz4cVFRUV1d3fT09J9zUq4b9C4uLs7MzICPXlJS0reT8ZUrV3bv3r1p0yZsbGzguk9MTASenGWiOeo0odY3FnoRo1JlZaWFhYWIiAgk6O3q6oLYZfCUhB0M8u4AYRY7OzseHh4LC4uurm5wcLCTk5Oenp67u3tJScnqoTc0NNTKykpQUBDxJSEmJhYREbG3t8/IyOjo6EA9C6BKMOPj4yMjI62trTk5OS9fvjQ2Nr579+758+f37t2Lh4d38OBBFRWVV69eQVwdZI0dHh5+9+7dOki9yGTDICIc5YmJierq6hcvXuTn57916xZQnQ0ODqIG3SPf/W5l3aB3amqqqanp3bt35ubm/Pz85OTk2NjYO3fuPHXqlImJSUZGRktLC/AU/rp8sA7QOzs7OzY21tfXBy6FSUlJAQEBdnZ2BgYGGhoaampq6urqOjo6Jkvl4cOHoqKiJ06cYGJiOnjwoJCQkKampq2trZOTk42NjbKyspiYmJKSUlxcHAIJfxF6ExISXi+VnJyc1tbWyspKHx8fOTk5Dg4OxO8BDQ2NjIzs5MmTioqKr1+/BgXg8PAwJItNTU1NSUnJyMh49+5deHi4r6+vk5OTmZmZqqoqnO3Y2NiOLBU2NjZeXl41NbWgoKCQkBB9fX1FRUUPD48NhN6WlhYfH587d+6cPXsWcoyvpF1c9gr8XehNT0/X19fX1tZOSkoC6J2cnPy6VCYmJn7lKAxpx2pqasLDw7W0tC5evLhv3z4MDAxwR9+1axc3N/c3roLw8PCWlhbAhvUPLoJ0XhEREQYGBsLCwoyMjMTExNuWyq5du+jp6Xl4eGRkZAwMDPz8/NLT01tbW39+kl436F1YWBgdHW1oaHj37p2JiYmwsDAdHd22bdswMDAgE6WZmVlxcTHs7T9vM7KQNhx6Z2ZmhoeHCwoKnj59evToUV5eXgsLi9TU1IqKitbWVkiZ8PXr176+vi9fvqSkpDg6OsrJyR04cGD79u2HDh3S19cPCQlxcXEBqfe3oRfVwzkuLs7Ly0taWpqKigoLC2vLli04ODjs7Ozy8vKQaau2tra9vb1jqbS0tNTX19fU1FRUVJSUlHz8+DExMdHZ2VlZWVlEROTEiRPMzMy0tLQHDx6UlJT09/evrq4Gt2GAB4BeKyurtbb1wkwjChNQ3n79+vUbPZ60tDQLC8vFixeBOgByufw6eq0b9I6Pj5eWlvr4+Ny/f//AgQNYWFgYGBhUVFRXr1599epVe3s7Qhf+641fO+gF7evExERnZ2d5eXlmZmZMTIyfnx9oVq9evXr+/PklIoQzfHx8QkJCkpKSd+7ckZaWvnLlyoULF44fP87Ozn7+/Pnbt28rKyurqqoCecLx48clJSXDwsIQRejfhd6QkJBvDG7/j73vDmgyaR5WAaUonAW7omBFz17P3hH1FUFQOfuhSO+CIB3pvYlIJ6EmhIRepENCqNJ7772j1M838/n8cpQI6On98c4fsHnyZHd2dnZnd3ZKUlJSVVUVmUzW19e/dOnSpk2bkPjM9PT069evP336tKioqIODw4cPH9LS0shkcnR0tJubm4mJibGxsbm5uaGhobKy8vPnz+/evcvLy3vkyJGNGzeCg+aCBQsYGBgg3uejR49cXV39/Py0tbUlJCTevXv380UvjNTw8HB+fv6bN2+uXLly+vRpQUFBLS2t+Ph4xIMFWSupCz9W9MbHx2traysrK/v7+5eVlVVVVX38+JFMJqenp+fk5JSXl7e0tHR/hZ6enr6+vn4K9Pb2dnZ2NjY2lpSUEIlEDAajq6t7+/btvXv3rlixAolHAS6FpqamMTExTU1NIBt+vuhtbW2NjIyEXLabNm2ip6efP38+aFO4uLjOnDkjIiJiYmISGBgIdys9PT20k9b9BNELTAK7/4iICBMTEwEBga1bty5fvpydnX3Hjh03btyAJGmVlZXIMkvNKtOV/w2iFxIeKykp7d27d9++fXAG8/T0DA0Nhai3ZDI5Pj4eh8PZ2NhIS0tfu3Zt69at7OzsZ8+eNTc3B4n5+vVrOzu7WSucCQRCQEBAUFAQRAOIiYnR09O7cOECBwcHExMTZD07fPgwPz+/tLS0gYGBo6Ojl5eXt7e3m5ubvb09ZLt89eqVoqKiqKjojRs3Dh8+vH///hMnTly/fv3x48eQxDEzM7Ojo4M6+c9PFr3I8EOSooqKChQKxc/Pv3//fhERERwOB4GHkNdmUvhporenpycuLk5HR+f69evr169nYGBgY2M7ePCgpKRkZGTk5IuAmSD/T4heSBoIi3JtbS2EKZeQkHj69KmgoODFixf379+/Y8eObdu2cXNzHzp06Pz58//5z3/u3bv3119/SUlJKSoqKigoiImJPXv2TFJS8uXLl69fv9bQ0FBTU4NKNDU14+LikJDaP1b0wqk3JSUFdgxmZmbgo4LcFy5YsGDp0qVbt249derU3bt3JSUlFRQU5OTkXrx4cefOHV5e3qtXr16/fp2Hh+fkyZP79+/fvn37xo0bly1bhggAOIGBtkpGRoZAIERGRhobG0tLSzs6Ov4S0Qvp+b7YdUtKSu7fv//ChQtqampYLLa4uJi2qvMHit5Pnz4lJycbGBjIysoaGBg4OTmBEk9eXv7ly5c6OjqOjo5hYWEpXyE9PT0vL6+oqKi4uDg3NzchIcHPz8/a2lpVVfXJkydXrlzZvXs33EEuWLAAaL5mzRpBQUEbG5ukpKSWlhaYID9f9NbU1Lx79+7mzZs7duxAQn/T0dGtXr362LFjwsLCmpqanp6eCQkJpaWlzc3Nra2t8LejowMSaE6Y2j9B9IKysKmpKSoqSkND4/r165DIfOvWrVevXgVXnNDQ0Ly8PGRPPAHJ6T7+ctE7MjLS19eXk5NjbGx86dKlvXv3Hj169NKlS0JCQn/99ZekpKSsrKyMjIy4uPijR4/+85//HD9+fOfOnVxcXHv27Hn69CkWi01PT/fy8gIzq7S0tNkpnPF4vL+/f2BgYEpKSl1dXU1NDR6Pl5eXP3/+/Lp16+jp6RctWrRkyZKVK1dycnIePHjw2rVrjx8/FhERERYWvnHjxqlTp37//fetW7dycnJycHCsosCePXuEhIS0tLR8fHzS0tJqa2shlD+1v+OvEr2Dg4NlZWUgFW7dusXDw2NgYDBdWsDpmAae/xzROzY21tnZicfjX7x4AenDmJmZIcr0lyQhJBIJ8cChje2Eb/850TsyMtLT05OZmWlkZOZlpVkAACAASURBVHT69Ok1a9asWrWKnZ192bJlbGxsK1asAEa6cuXKn3/+KSYmJi8v//r1azMzM2dnZxTFh92FAq5fwcXFxcnJydXVNTg4GImH8GOjWYWGhnpRgEQigdM9CoV6/vz50aNHEYXzvHnz6OjoGBkZwfl4zZo1aymwevXqFStWLKUAEgaWlZV18eLFcIfHwMCwYMGC+fPnMzAwLF++fPfu3bdu3bK0tMyggI2Njays7C859UJ4ipqaGhwOJygouGnTJl5eXldX14KCgs7OTsScbQLnwMcfK3rBok1MTAxSO1+4cGHHjh3r16/fvHnzgQMHbt++raamZmlpaUWB9+/f+/j44HC4wMBALy8vExMTUVFRHh6ePXv2QFRnZmZmoDkS/ISTk/Phw4eOjo4wvtCFnyZ6kbNgcXGxqqoqFxcXaEEAPdBgXbx4UVRU1MDAwNPTMzw8nEQiZWdnZ2VlpaenZ2Zm5ubmlpeXt7W1wQUkmPLB9XZSUtI/GlIDNmdFRUUODg6XL19mZ2dfvHjxhg0beHh49PX1Q0ND8/PzIZIMbYaZzEW/XPQiZlbe3t7i4uJnz57l4uJavnz5ypUrV69evXbt2nUUgBVsxYoVbGxs7Ozsv//+u4CAgKmpaVZWVm1tbWBgoLq6urm5+aydi/B4vK+vLxLDub+/Pzc3F41Gf8mpd+nSpc2bNy9duhS27fPnz2dhYeHg4Ni/f/+hQ4d27969adOmZcuWQdQYBgYGVlZWDg6OI0eOCAsL6+vr43C4vLy86ew+fpXo7evrS0pKsrS0lJWVffr0qZycHAaDaWtrm8wZ33zyc0Tv+Ph4S0uLu7v7jRs3QHW5dOnSI0eOgLN1YWHhbDke+vVPiF5nZ+eamprh4eGOjo6kpCQFBQUwxJg3bx4DAwMEMzl06NCNGzeePXumqqpqamr69u1bZ2dnNBodHBycmJhIJpPT0tJSU1OJRGJSUlJCQkI8BRITE1NTUwsLC9va2hAjjh946g0JCUGj0V5eXiQSqaOjo7W1NS4uztTU9O7du9u3b2dhYUHOT7Bc0v7LyMi4fPny9evXc3FxbafAjh07du3adfDgwUuXLj158kRPTy80NLS6urqwsNDe3l5GRuaX3PUODw+3trZmZma+ffv2/Pnzq1at4uPjCw4Obm9v/2ZUlh8retPS0iwtLZ8/f87Hx3fq1ClOTk7EL2jx4sU7duzg4eERFhb+888/hYWFRURE5OTkXlJASkpKSEjo6NGjGzduRPQT1KPDzMzMwcFx6dIldXV1AoFQWFiIrEg/LYYz6GyHhoYyMzPFxMTAdRNBkp6efs2aNUeOHOHj4xMVFVVVVTUyMrK1tX337p29vb2tra29vb2Tk5O3t3d4eHhqaiqI4aampoGBAejCP5q5CKz909LSdHV1d+3aNW/evCVLlhw9elRaWhqPx1dWVk7IB/XNZRN54YeLXtoxnJF2oQCXDuD5kpKS4uDgIC4ufuLEiXXr1rGxsTEyMjIwMNBTgI6OjoGBgZmZefny5Tt27Lh165a2tnZISEhDQ0N7e3tQUBCcHGYdUgNE75fUAsnJyRCQob29vaSkhEAgaGpq8vPzg3cQGCwsWLAADHyWU9JTMzExgfEnRF3Zvn07Pz+/trY2pHKsqKgAJfOEPsNHRPRaWVnFxsb+c369E1rv7Oz09fV99uzZ/fv3NTU1Iafb3Ljnp4ne2tpaS0vLw4cPs7Cw0NPTr1u37ubNm+bm5kA3atu3CZ2l8RFEL2Qe1NfXt6ZkAJ2JPcvkOgsLCy0sLKSkpBDR297enpCQICsru3btWjgsrl279ujRo/fu3Xv16pWjo2NISEhycnJWVlZ+fn5hYWFJSUl1dXVjYyM477a0tDQ3Nzc2Nn4NNdMAX3V2dn769Akx4vixoheFQqHR6JSUlPb29oGBgerq6ujoaEg+Sn3ji6yY0xXo6ek3btx47NixGzduPHz48Pnz5yIUkJSUVFVVNTc39/HxSUhIgHyIJSUldnZ20tLSP8TCOTw8HJErk4dp8pOhoaHKysrQ0FANDY1Dhw6tWLFCUFDww4cPEMQKofPkH0Iy0MHBwZaWFogIYWBg4OPjU11dPeXLtB9++vQpPT3d0tLy2bNnN27cOHbsGAcHByJ66ejo2NjYYB+zhQLc3Nyw+z9w4MDu3bs5OTnZ2dmZmZmRsJHUQ7N+/fqrV6+qqKj4+fnl5eVBhhjA52eKXkj0+SUm9l9//bVkyRJqDGFRXbly5ebNm3ft2nXo0KHTp0/z8PBcv3792rVrcItx69at+/fvS0pKampq2tjY+Pn5QaK5gYEBEomko6OjqKiIw+EQC0TaBJ/wbWNjo6enp7y8vJmZ2cePH2E9QUYfsn8mJCSoqalt37594cKFEMfYwcEhKytrSjX4hPqn+/hvEL1jY2NglZKRkYFCoeTl5SGzCBcX1/r169etW7d27Vo4AW/btu348eN37941MDBA0mi2tbUFBgbOMZAkcuqFsQTdyMjISGVlJYFA+BJP7tGjRydPnuTi4lq6dOnChQtBdUZHR7do0SIWFhY2Nrbly5dv2rTp8OHDd+7cMTExiY2Nrays7O7uhsBDyBBOGABq56K4uLjvFL1+fn7Ozs54PH5ySA2kXbi0qKqqMjc3v3jx4s2bN9++fZuXlwd7fOS1mRc6OzsDAgIUFBS0tLSSk5PnILfGxsby8/OtrKyUlJTc3d0nGzSCA35+fv6XSyAuLi4IyrNt2zYRERF/f3+wXENOgTPHHKIoDAwMwP3CDxG90tLSX6yCa2trwRUKtsl//PEHBwfH77//fvXqVQkJCWtr65CQkPz8fMg4PSH1GKKXo11AullZWenu7q6trQ1Oa3CpMR2/Ib+iLgwNDUG8Kjj1otFo8OsFsldVVX1J8qqoqMjDw8PNzc3Ozs7GxrZ48WJGRkbE3QhmASsrK7hZL126lIuL68qVK+Li4np6eg4ODm5ubs7Ozk5OTl5eXl+yZxKJxLKyMsTuoayszM7OTkpK6jv9ejU1NdXV1SMiImZ18f/58+e8vDx3d3cJCYndu3evXr36/v37SUlJExZfaoohZTj1tra2ZmVlubq6fqfohVOvqKiogIDAuXPntm/fPkE+zf8KYKrGSAFEkz9v3jyYGoyMjMzMzEuWLPntt99WrlzJwcFx+fJlNTU1X1/f7OzsCad5UDgbGxtra2sHBQU1NTUBQyJ9nEmhr6+vuLg4JiYmICDAy8srKCiooKBgQiBJ8GPp7u7+Eq5HWloajFjBxopaBkPGTAYGhsWLFy9fvnzVqlUrKbB69er169dv3boVLuPv3bunqKjo4OBAJpMbGhoSEhK0tbVfvnyJx+O/R/QqKCiYmZnl5ORM2MoPDg42NDSkpKQYGhqeOXNm586dAgICFhYWHz58QDKTzoRQk98ZHh7u6uqqqKiIjo62s7OztraOi4ubFQMjdUKIfkifkJ2dPaslEVx1urq6cnJyvL29dXR0Xrx4ISgoCFsfcIG5evWqkJCQlJSUqalpWFhYVVUVXPO1tbUFBATMRfRC1FMMBkMgEEgkEnVonoGBgbKysri4OE9PT11d3QcPHhw+fHjlypWgeZs/fz47Ozs3N/eJEydu3Ljx/PlzPT09T0/P5OTk+vr6CZyHEIi60NvbGxMTY2FhYWdnFx8fDwkdJ4w69fuTy0g0q8TERAwG4+7uHhISUlVVNflNeALbt8TEREVFxUOHDl2/ft3Ly2tyNrTpfj75eU9PT2BgoKKioo6OTkpKytxEb0FBgbW19cuXL1EoVGNj44RWAOfo6GhJScn169fPnz9/8eLFBw4cUFZWjouLa25u/mag6QkVUn8cHh5ubGwMCQkxMDD4zlOvlZWVrKysq6trfX09BCuora0NCwszMjJSVVV98+bNu3fvAgMDU1NTKyoqZnUyo0Z4Qrm6uhqNRuvp6bm7u+fn5/f09Mw8oghUhYjesLAwHx8fX19fEomEWIv09fUVFRUFBwd/iaooLS3Nz89//vz5Q4cObd68GcyeGRkZN2zYsGfPnpMnT16+fPnq1atgCWFoaIjBYOLj4zMyMnJycrIpUFBQUFlZ2dzcjARsGR8fr6ysfPv2rYyMzHeeejUpEB0djTg9T6DVlB9BBWpra/vo0SM4PoqKiqanp0/58uSHsHTm5eV5eHgYGhp+z6k3LS3NyspKSkoK0jkcO3YMyUJNLZxol9nY2Dg4OHbt2nX06FHwGFRSUrK3t4+IiCgoKGhtbZ1wNTM8PEwmk83NzSFTGej8ZrVqj4+PA5PExsbicDg/P7+wsLCSkpIplwII92FmZnb58mUIMU2jO6DkRHSeDAwMjIyMbGxsa9as2bZt27Fjx+7fv//u3bvExMSAgAAwRQwJCZnbzGpsbEShUIqKipaWll92+RMGenR0tLe3t6qqKjg4WEtLS15e3tbWFtQ2s2K2CdWC4qSvr6+2tjYuLu7t27c2NjZzFr0tLS3gdGtqapqTkzO5rW8+GRsb6+joyM/Pj4uLCwgI8PDwcHJyek+Bd+/eOTo6enp6EgiE5OTkiooKxPi/o6MDj8draGjM+q4XRK+/vz8ej09JSWlsbESOqhAiA2JQJCUlQW6KAwcOsLOzMzExsbOzHz58WFBQUFZW1sTExN/fPyMjo6GhobOzE/zwkHrgnmP07wBSMyoqyszM7EeJXjc3t6CgoPLycrCjpm4QcIAotc7OzsLCwrt3775582ZAQEBfXx8Sg5f6J98sw1BhsVgFBQVtbe05i978/Hxra2slJSVPT8/6+voJ7XZ0dOTk5Hh5eX0xElm7di09PT07O/upU6d0dHTIZDJE/5jwkxl+BB1AQ0NDcHCwgYGBlZVVWlralEvGN7m2sLDQ0tJSRkYGsXAGbXZ9fX1eXl52dnZhYWFVVVVjY2NnZ2dfXx9iKkL7dDvdt0hs2IqKCtgXIqKX2oT+m2hDlAA49YaFhXl7e/v4+KSkpMB1MuKE1tjYmJ2dHRgYaGlp+erVq6dPn168eHHjxo1IRMm7d+/KyMhoamrq6ekZGho6OTklJCRUV1d3dHR0dXX19PSAUwy4xCABvKB3paWloHD+/lOvhobGl/hxEGhzJjwAqrbk5OQ3b94ICgrup4CCggKkO51y2lJXOzIyAsk8cnNzv1/0gpmVnJycCgVu3bq1YcOGKRXIE8TV18Pwf7ek27ZtO3funKCgoKioqI6Ojre3N4lEKisrg/hEnz59otayQJ55IpFoamqqq6sbHBz8PaI3JiYGh8P5+vqGhIQUFhbCkYiaXBB3qK6u7ovDtLy8/JUrV7Zs2QLplUCPOKGz4HS04CvQ09MzMDAsWrQIzvTLli3bv3+/jIyMm5ubg4ODsrKyurp6WFjYd4peCwsLSE9HjTkkXe3v7y8vL4+NjQ0LC0tPT29sbOzr64OdLvXLsypDjI6amprvF73Nzc3e3t4KCgomJiZZWVkgfWaFDBL1ob29vampCSyOayhQTYG6ujrqsGKwCkG+3rmYWaWkpGCxWDc3N1dXVzwen5OTA6F8migAV261tbV5eXlBQUH6+vpPnz7l5eU9e/YsLy+viIiIhoaGnZ2dv79/UlISGOC1tbW1tLTAzxunATCXLysr8/Hxef36tYGBAcQf7uvrm7AtHacJIL+LiopiY2Pd3d0tLCxcXV1TU1PhXrCpqQnab2pqamtra21tTU9Pf/v2raio6MmTJyEZiJ+fX2NjY2trK/LyNChPfNzU1NTS0lJSUuLs7CwqKvrq1auEhIQ5yK2xsbG8vDxzc3NpaWk7O7vs7OyGhv/eawIBm5qaysrKiETilzBbwsLCK1eupKOjW7Vq1blz57S1tSF4N9LHiShO/xkqb2hoqK6uzs7ORqPRmpqaEP57bmdoCAfz9OlTU1PT7Ozs1tZW4IH6+nrg3YaGhubmZsgGDUxFm0Omx/2/3wDxW1paQEupoKBgb2//8ePHOSucU1NT8Xi8o6OjnZ0dHo8vKipCkIRCeXl5SkoKDodzcnIyNjaWk5Pj5+e/cOECHx+fhISEtra2ra2tu7s7Go328fEJCwv7+PFjQ0MDcB30GmiCVAuzDPaC+vr6f/31l6WlZWlpKU1+n/rLgYGBqKgoVVVVRUVFPz+/iooKoB5tCjc3N0N8MSwWKy4ufuHCBTgpampqpqSkNFNgulFAaq6pqYHZZ29vr6OjA3lHpsaS5tPBwcH4+HgNDQ1RUVFdXV07OztFRcXTp0+vW7eOhYVlgqxFPs6fPx/ugDk5Obds2XLgwAE+Pj5paWktLS1zc3NPT8/4+PiysjJYDcBLB5nmTU1Nra2t9fX1ISEhqqqqSkpKGAymoaFhDgrn3t7ewsLCqKgoLy+vd+/eubu7JyYm1tbWwhSgpmFTU1NpaWlkZKSdnZ2CgsLt27dPnz69b9++HTt2cHJybty4ceXKlSwsLBNk8Lx58xgZGdesWbN161aINsPNzb1z586TJ09KSEhYWlrq6+uLiYkpKioSCIS5KZwbGhrc3d2lpKR0dHRiY2MbGhqAUMhfGPGKigqwuC4qKqqvr29ubkboSd3NmZShwvr6+tLS0vT0dBwOZ25ubmFhERMTM6vdA3K71NjY6ObmJioqqqamBslGJ9OfNmIwJVtaWtoo0EoFYICCPICaQYoVFxc7OTlJSkrq6Oh8MSzt7e2FLfVkfv9b+oTGxsbk5GQvLy9zc3NdXV1ra+ugoCASiUQmk8GDjvQVkpKSIiIifH19nZ2dQSlvZ2fn4uLi7e2Nw+FCQ0NjYmJSUlIQ29SvDngT/ycnJ6ekpKSmpmZmZsbGxpqamj558kRBQQGPx1dXV89N9BYWFkZERMDBUVtb29/fPzU1NS0tjUgkJlOASCSCmT4ajX7w4MGuXbs2bdq0d+9eYWFhFxeXtLS0zMxMEokEL0/EeJrPJBIpLS0NzHAEBQWlpaVjYmLmILfGxsZyc3ONjY1FREQ0NTUDAgISEhKASkjLiYmJ3t7ejx49Am3/2rVrz58/r6ysjMFgUlJSSCQS8uYMC0QKJCYmRkdHY7FYc3NzJSUlyDc5hy6Mj49/uVxRV1fn4+NTUlIKDg7OyMgA+kNDJBIpNTWVTCanUoBEIhGJxBmiOvk1IE56enpGRgZcxII5PZlM7uzs/KZd7oQpMTQ0VFdXRyQSfXx89PX1X716ZW1tHRkZiXAyIJ+SkhIbGxseHk4gEDAYDAqFcnR0tLW1dXBwcHd3B0eXoKCgEApERkYmJCRAl79OoP//HwgCnQJqYDAYWVnZ27dvGxoaFhcXT0BvJh/7+/sjIiIUFBSeP39uaWkZFRU1gX8m0BCZg9nZ2SkpKV8UZby8vPv27Tt37tzTp09NTExCQ0NhsFJSUqarCrguNjY2KCjIzc1NV1f39evXKBSKxnUPjb4MDAyEhoaKiYnduXPHyMgIj8e7uLhIS0tfuHABsZBHJC5SYGRkhEwbt2/fFhYWFhcXNzAwcHd3hwy+QUFBsCiRKQA28wgpSCRSRkYGkUgEZd6jR4/c3Nxqampmyz/j4+MgesPCwt69e6etra2rq+vp6QnRGIBK1DRMTEyMjIzE4XAeHh42NjZ6enry8vJPnjwRFBS8du3a8ePHN27ciETgQnq6Zs2a8+fPP3z4UEJCQpbiaSomJiYtLa2jo2Nubv7q1au7d++KiIj4+fkhdyU0qD35q/r6emdnZxEREVlZWQ8Pj4SEBIRQSAGW0/j4+Li4uKSkJGDoOU9kIpFIIpGSkpLCw8N9fX1tbW21tLSMjY0/fPgwN9FbX19vb28vKCgoIiLi6emZlpYG40tNfKQv0xUAK5i5wDaT/wIjEYlEMpmcmZkZHR2tra0tICAgKysbHR0NKd6RDQE1qf8meltaWshksr+/v5mZmaqqqq6uLuhsg4ODAwMDwW0Oj8fDmhIeHh4dHR0bG5uQkJCYmJiQkBAXFxcTExMdHR1BiQgfHBxMIBACKYCjCcHBwRERERgMRktL68GDBwoKCgQCoaampr+/f7an3u7u7tLS0g8fPlhZWcnIyCgpKTk6OgYHB4eGhuLxeMACj8dHUeCLTvXatWubN2/esWPH5cuXJSUlwVU/IiICeZkm4v/3JYFACA0N9fX1VVdXFxYWfvnyZXx8/NxOvYWFhba2tlJSUq9fv3ZycvL39wfKAyVDQkI+fPiAxWJlZWX37t27cePGgwcPCggIqKmpubm5ESgwE5ojqAcGBuIpgMVi0Wi0o6OjgYGBurr627dvs7Ky5tCF8fHxnJwcHR2d27dvy8rKolCo8PDwkJAQaCjoKxAoaaEBVeAuBKXZFgIDA0NDQ8PDw11cXCQlJcHmMC0tjXZyX+ppgJSHhoYaGxvT09P9/f11dXVlZWX19PTAHgpmQWBgIIFACA4OhpwH0dHRMTExsPokJycnJiYisyAqKiqSAtD9oKAgPB4/XU8DAwODg4ODgoKcnJykpKT+/PNPCwuLOZ96Y2JiNDQ0JCQkDAwM0Gh0QEDAN+kcFBQUFRUVFBSkq6t79erVP/744+7du8AG/v7+ISEhQUFBNJCHmQ57cSsrKx0dnTdv3mCx2NraWoS2My+A6BUXF//zzz/B3wHi4klISJw5c2bDhg0rp4Lt27ffuHFDVlZWU1PzzZs3NjY2/v7+MTExCZQU6JGRkZCAPCgoCOE9hNMIBEJERERQUJCJicmff/75+PFjd3f32traOYjevr4+WIIcHR3V1NSUlZVtbGzgQEIgEJAWYVITCARYSD98+BAZGYnH411dXc3MzLS0tBQVFR89enT27NktW7aAIyl0eu3atRC71MTExNHRETSU4HcE96OqqqoPHjwQFxfHYrFzE72NjY1oNFpaWlpOTs7W1hbCPFCzEJRhIoSEhMBST4O9qXs9ZRmPx0MoJw8PDzs7O2NjYz09PVtb26SkpFmZWSFCrr6+/t27d8LCwk+fPrWzswsNDQ0LC5vtqo50GdCD1RX5C8smIhlDQkIiIyP9/PyUlZX5+fnl5OQgI9a3T72grS0pKYmPj/f09DQ1NTUzM3N1dfX398dgML5fwc/PD4PBBAQEEAiEsLCwqKgoWHpiY2NB6IaGhsIsxWKx/v7+fn5+X3867X8MBoPD4Xx8fExNTVVUVCwsLBITE1taWuAKcOYzFlITNjQ0ZGZment7GxgYvHnz5v379xgMBovFIpj4+fkBTd+9e6egoPDgwQMRERFlZWUTExN3d/eAgACwj5gW3am+ALKAwkBDQ8PBweHjx4+z2jdAN8fGxmpqaoKCgmwo4OrqCkpLaNPPzw+LxQYHB2OxWDMzM0lJyb/++ktaWlpDQ8PKysrT09OfAlMhSOuZHwW8vb3d3d2dnZ0dHR1dXFxCQ0MhjubM6Y+8WV5e7ubmpqqqqq+v7+npGRAQACwEVMJgMIAntEsLsxl/F0ABV1dXLS0tFRUVCFPa398PdzwIYt8sQEa/0tLSmJgYR0dHPT090FVisVikC3CKCgwMDAoKApEfFRUVGxsbHx8fGxsbFRUVHh4eGhoKSxKsSkABhAOn7BbQBGyDdXR0/P396+rqvonw5Bc+ffr08eNHDw8Pc3Nze3t7T09Pb2/vKVukfgjLKwaDsbGxUVJSkpaW1tbWtre39/Dw8PX1hSGjfn9CGWY6CoUC/nn//j34E7a2tk7G8JtPII2Bqanp69ev379/HxERERoaikKhLCwslJWVRUREHk8FYmJiGhoa1tbWjo6O4BqOx+MjIyOjoqLCwsJg5wTjOHld8vPzw+Fw0P2XL19qaWmFhoa2tLTMln/Gx8fBADgrKwusAfT19e3t7X19fWE9nEA3DAaDx+NDQ0MjKBASEoLBYDw8PN6/f29ra2toaPjy5UtRUdEnT54gPX7y5ImioqKFhYW7uztUi8FgfHx80Gi0p6eni4uLhYUF6Njj4+ORQG/fpDn1C+3t7TExMba2tubm5u/fv6deghD8/fz8/P39YbWc+VKP/HxCAWrz8fFxc3N7RwE49RUUFMzKdAsRva2trWDupK6u7ujoiMViAwICaE/ACSghH2GZgulJ/XfC8oXBYCCii4GBgby8vIWFRXp6OphfIVhRE/n/Tr1jY2ODlEw+JSUlcXFxfn5+KBQK2e8gW5XJG4Gvx5j//ocdAbIdmG6bjNQGBTgP4XA4FArl6uoaFBRUVFQE/mGzMi+EWCQ9PT2QtsHX1xcWDgRn6uZgB4TBYGDUYWwAE3h/ApIz/AjSJS4urra2dlbm2TAqEKkqLy8PdHewZAN/I9srIHJgYCD2KyAvzA1z+BWwJgaDCQ0NTU5OLioqgjy11Owyw3JLS0tSUpKPj4+Xl1dAQACyHUYGgrowQ8LSfg1Yzt/f383NzcPDA3J7zCp0O3RtdHR0YGCgtbUVri1QFMBisdSEhTK0CGMBUwCOrRNmAfVcmMl0gD0iHo9PT09HskTPkOzw2vDwcH19PZlMDg8PR5iENvUQhVZgYGBAQACsL1gsllrdQht5+BZmEw6Hi46OTk9Pr6qqmpt//NDQUFlZWVhYGBqN9vPzA/LCwRrpCGy24C/yEFHhIMeUCcMxHeMhE9/b29vFxcXPzy8rK6unp2eMArOlf09PT11dXVpaWmBgIGx9EEoiqEIB2kUOUtTrJ8yagIAAmOVIf5GVavKvkFHAYDARERElJSUzcS2Z3DvIrR4XFxcUFIQgAF2gxp+amNQThPqdGZaRn4M8CwoKSkxMhKhYs1K8IUIOwuf5+/vDgQRBdYb4THgN+fnkAvIm6MPAFho5ugDyCFbUpP6b6B0eHoZ1p7i4ODU1NTExMSkpaTo9OFz8wIXo5L80fkXjK2gxJycHnGRmy/fgLQdmlmVlZWQyebougMafTCbn5OQUFhYWFBTk5uZmZWWlpqbSuNCigTlyMZyampqVlVVeXt7V1TWrfQOMCmyAWlpaysvLP378CPcfE+4nS3kzBgAAIABJREFUkpOTSSRSVlZWYWFhcXFxQUFBTk5ORkbGHG55qXsE+tKUlJScnJyqqipwtJ2SaagZaMpyb29vRUUFXK5QN/FPl6ELRCIRUj3CkWVWXRgbGwNj7Kampvz8/JSUlMl37UgvJrP9lE+Q92kX4LdEIjEtLS03N7eurm5W+31kICB1eV1dXWFhYUZGRnJyclJS0gQWmhITeCctLS0nJyc3Nzc7OzsjIwOushD2nvKHyMMkCpDJ5MLCwvr6erC3RxCbeWFkZKStra2goADmY0pKCpAlOzu7oKCgpKSkjAKlXwE+FhcXg/18ZmYmmBcgd6vIuCCoTldISkpKTEzMyMiAHCQzxxl5Eyzhu7u7q6urMzMzEylAm/4IeYlEYmpqajolVGQWJT9mfn5+UVFRSUnJ176WlpSUFBQUZGdnp6enkymAXEamUiAtLS0rK6u4uHiy9xSCJO3C0NBQW1tbRUVFTk5OamoqDOt0FPuBzxFezczMhAwZoLiije2U30JK76ysrDlfP8+5X4mJicnJyRCtBU5fUy5BfxO9o6Ojw8PDg4ODXV1dzZTgQY0U89GmSdA4A5j0o28/gOYgeNDc1k1E+nZ3d7e0tCBoTmgbnre0tHRQ/D26uro6Ojra2tqQXiM/pC5MqIT6I7wGRnFtbW09PT1w5JqSLWg8BPwHBwd7enra29sRfJC2kIba2tq6urq6u7s7Ozvb29sRi03kzdkWkJrb29t7e3uR3Ec0sJ3uK3ASAHo2NTUhNc8Wpdm+Dw01Nzd3dXUhR94p+X46zMfGxmAWDAwMdHR00EAe2pr532/2BaESsOVsbQyRHoHup6+vr6uri9pWfyYIgK14e3t7R0cHNVMh3aRdCbzW0tICidxnnm0TQR4KsAHt7OxErFIBsba2ts7Ozu7u7p6poLu7G2ZxKwXAehzBnLpAoxfwWmtrKzgZTkBsJh+BhYaGhiC7HNLudI1OeKH5q+V/W1tbe3t7Z2cnTHOkx9RTHvoIP6Euw+IwODg4h93/+Pg4BJCZbgma0JHpZAS8RvvbyVUBNWAJHRwcnK1zIDJAI5RECD9/CYIVo6mpqaOjAzzKIE85ghhS+JvohVMmsM4IBUZ/LiCNzva8i/RnchdGRkZm2wmkEurC3CpBEJt5ARqdbXM/5H1qWiF9nznmyJvAQqOjo9QV/hAMv1nJd7IQ0utfOAuQPs5q00BNfIT+SFVzKFCTYuY8iYw48nMEsZkXkOaQ0ZwD/nP7CXWL30P/X9gFpOOAw8zJjryJII9U9dMKE+j/PV0AnBGG/PldoI38/4lehO7/K/yPAv+jwP8o8D8K/I8C/6PAP0eB/xO9IKJHRkaGhob6+/u7KdDb29v3U6C/v7+vrw90KYi2lvauYTJR4H1QGEIXIHjQDHvQ398/MDAwODj4+fPnYSoYGhr6/Pnzp0+fBgYG+ilAo0KIVYQEdpmMJO0niMK5r6+v9yvQaO4HfgWtQYilgYGB71E4w3UpKMp+DgvBuPT29nZ1dUGELFBVzY2FIDAT1Nbd3f1zugBD2dvbCwrVgYGBOZjpgXZraGhoYGDgK/v89//M+WS6WUA9Baarrbe3t6enB5qDKF1zU3hCYKmenh5QL0/X3DefI3359BUGBwenm8XAQtBoV1cXaGtnyz9Af9D3wLXRrJagb/ZoJi8AC8Gd0dzoD9fV37kE9ff3Dw4Ofvr0aZACQPZv4g/rZ29vLyxB36NwHhgY6KJAb2/vN9ftbyI2kxdmJcX+JnoHBwfhdh2iQ0RFRUHWNjKZnDpjIFOyvKVTIIMK0tPT077ChArJZHJ6ejqJRIqKiiIQCHFxcRUVFUhAR9qyivpbxMK5vr4+MzMTPPkSEhLIFKDdAwTt1NTUuLi4sLCwIIojJoFAAIetmJiY+Pj45ORkMIWYXBuZTCYSiTExMeHh4UQisaGhYQ58Dy5ehYWFycnJiIEPiRKDYnKLP/YJkUgEG5Pk5OT09PTi4uKOjo45dGF8fLytrS0tLQ1cJiCyyoQR/ybmMBwZGRmZkyAjIwMMTKgrAc5KSkoCD1Qymdzc3AxOmbNSG46Ojg4ODra3t0O8qvDw8KioqJSUlJmwEDU+cygDiZKSkqIokJOTM7dQRBCIOzMzM4ECKRQbpRmyENLN5ORk4GTEfRl8l4H5kdcmdBOs0hITE0kk0sePH8E1n3qGzrA8PDxcXV0dFxcXHBz84cOHVEpInNmyUGpqKokCRAoABdLS0mBpmsxC8CQmJgaPx4eHhxcUFPT29lInFJ858r29vQ0NDXl5eXFxcREREXFxcdCFCeT64R/JZDKJRIqPj4+IiIiPjy8vL//06dMM0aZ+bWBgoLy8nEgkwqBDoJ4ZYosspGmUXJ8wBKmp/w2hMx3bIDWTSCTwjE9KSkpPT4cocnOzcO7r68vLywOX+oSEBFgfkIZmUkCWoCkXnMk1gBQjEokRERGBgYHx8fE1NTWIxQk1eaH8N9EL0aJDQ0MtLCxkZWVlZGS0tbXNKQG9zMzMTL8FZmZm8LKVlZWNjY2tra2dnZ39V7C1tbWmgJWVlYWFhbm5OVKfhYWFtbW1sbGxlJSUsLCwiopKWFhYQ0PD4ODgrDb+Y2NjfX19NTU1ycnJ9vb2kpKSoqKiGhoaFhYWlpaW03UBQduCAm/evJGUlLx169aVK1cuXrx45cqVW7duPXz4UFxcHBz+DAwMTE1Nzc3NqSuEjhsZGUEUIQMDAzKZPCumgfEYGxurqKjw8fHR0dF5/fq1rq6uoaGhiYmJ2VdAiPYDC1C3kZGRjo6OlpYWxMTBYDDFxcVzcE0eHx+HGM5PnjwRExPT19e3srKiQf8JHQFkgCXs7e0d/g5v376F6GnUFZqZmVlRQFtb++nTp/fv3zczM8vOzgb/tFmJ3uHh4fb29oKCgqCgoDdv3rx48UJWVlZfX9/S0tLCwoJ6xCeg/f0fzSmgq6srSQEXF5e5hYIaHBwkk8m2traqqqrq6ur6+vpGRkamFDd9GvjDLACuNjQ0VFNTExERERAQuHnzpoCAwP3798XExJSVlXV0dExMTCZQA35rZmamr6+vSQEDAwNHR8fY2Fjq/CvA4TP5OzAwEBMTo6Ki8vDhQwUFBVNTUysrK+oVgza1AR9TU1MjIyN9fX1tbW11dXUNDQ1dXV1jY2Nzc3MrKytra2vqATU3N4cnSkpK9+7dExUV9fb2rqurm0MgSUj/BdFeVVRUxMTEXr16ZWpqamlpOfMu0O7glN+amZlZWFiYmpqqqalBo6GhobMKBYUMTWtra0hIiJ6enoqKira29syXIKC8tbW1jY2NmZmZrq6upqamjo6OgYGBsbExNY9N6AJ8ZWJioq2traampqWlZWFh4evr+/HjRyQzAYIejQIy2SHvIbhEQ9gDKysrGvxPjQ+yBFlZWYEUs7GxAZlFowZYsoyMjMTExISEhFRVVePj42n4p/2f6B0dHW1qakpJSXF1dZWXl7916xY/P7+kpKSGhoampubrmQGwuMZUAHNSU1MTvlRXV0eq1NTU1NXVVVFRuXnz5oEDBwQFBT09PSsrK+cQzaqrqwtyy6ipqfHy8l65cgWkr5aWFnWLSNNQgD6+evVKRkZGWFj4yJEjK1asWLJkyapVq7Zu3Xro0KELFy7w8/M/fvxYUlJSSUlJTU1NQ0ODukJ1dXVNTc2XL18KCAicOHHi6dOnERERc4jCCIEkTUxMhClpwKWlpZWVlVVVVV+/fk3d3AT8v/OjOgVUVFTk5OQkJCSeP38uISFhbm6enp4+hy6Mj4+npaXJyMgcPnz40qVLsrKy2traWlpaM0cSuAiwmvx3Mv+8fv1aW1tbR0dHQkLi9OnTBw8elJGRSUhI6OzsnO3SOTQ01NDQQCQSnZ2dnz9/fvnyZQEBAcgCOfNZMPOeUr8J/ZKUlOTh4Tl//ryWllZBQQGNVWa6ryCQpKysrICAwOPHjxUUFF69eqWmpvZN/gGWVlFRkZKSEhQU3Lt379KlS5mYmNjY2NatW7dv374rV648evRISUlJS0trAjU0NDRev36tqKgoISEhKir64sWLV69ezTlzUV9fn7+/Pz8//8GDB2/fvq2qqqqjowNNUFNsujLwj6qqqpyc3LNnz4SEhGAb/Z///Of+/fsvXryArAyqqqpqampQibq6OjRx7969ffv2nTlzxsLCory8fA7RrHp7e4uKiiD91927d3l5eR8/fqympqatrT3zLkzXNdrPNTQ0VFVVIQbWrVu33Nzc2trapuMTGs/r6uqcnJwePHggICDw4sWLWS1BGhoaOjo6mpqacIC5fPnyjRs3kK0bMPnkXiBDJi0t/YwCMjIyJiYmcXFxs9o9IKK3qqrKyMjo5MmTx48fFxER0dLSgh3Y5KanfIIsO/AtItdoTCKQYkpKSleuXNm1a5eQkFBgYGBnZyfYPE6m9t9Eb2NjY1JSEgqFMjAwgBOek5MTOH3jZgCBFAiguOR7e3tDaBVHR0cHBwcnJyc0Gu3v74+lAA6Hw1Mih4EPOJ4SnNLLy0tFReX27dsSEhJYLBb88Wd16kK0tWFhYaampuLi4rKysnZ2dtAcjR5AH11cXDQ0NISFhfft27ds2bJNmzZdv35dTk4OdvoQpBp8/CEyH3WFUAMajVZUVLxx44a4uHh0dPQc5BaIXiMjo8ePHysqKkIgSYiYQd3cP1HGYrE+Pj7Ozs66urpycnImJiapqalz6ML4+HhWVpaKisqVK1dEREScnJwgbt/McYZgAp6enhBPx9LS0sbGBs61SKhwiIAG/IPD4QgUePv2rYiICB8fn5aWFiT7m+3SCUkDiUQiGo2GWIyampoeHh54Csy8CzN8E9iGQCAgAZ/fv3///PlzPj4+AwODoqKiyTP2m0/6+/vDw8Pl5OQePXoEOQywWOxMWAjiaXh6elpYWEhISBw6dIiRkRHiBrOwsGzZsgU2Uu/fv0dipCDdhIHw9fV1c3OztrZWV1dXVVWdcwzn/v5+PB7/6NEjXl5eFRUVX19fAoGAjDXS6HQFCG7g5+dnb2+vpqYmJCS0d+/eLVu2HDlyhI+PD/biVlZW7u7uGEpgPggWERQUhMVidXV1b926JSQk9P79++rq6tnyDxLDOTQ01NbWVllZWUFBwcLCwt/ff1ZdmK5rtJ8HBgZiMBhIPCUsLOzp6dne3v5Nhpn8Qn19vZOT05MnTyAMOBK1inbrsMzCYu7t7a2mpnb27Nlt27YdPXr0zp07r169ev/+PciIKesB5D09PR0cHIyMjNTU1L4nhnNtba21tfWNGzeEhITMzMxA3EzZ7nQPsVgsCoV69+7d27dvPTw8gKloMCF0/AvNpaSkrly5IiYmFhERMdMYzk1NTUQiEaJh+fj4REZGFhUVtVHcy9q/BW0UaG5urqqqys/PT0tLS0hIgKikWCw2JCQEYjXk5+cXFBSUlZXV19e3trbCr9opfoSQh/zNmzeQsKKurm62ro0geouLi+Pj4729vR0cHHx8fLKyslpbW7+FfntbWxuZTLa2tn78+PEff/zBzc39n//85927dx8/fqytra2rq2tsbGxuboZEFtPVVllZ6eHhISUlpaGhkZycPDeFc35+vpWVlby8vKOjY0FBAUKi6Rr9Uc8hx1RJSQkGg9HV1bW0tJxz0sCCggIzMzMxMTFra+vc3NxZYQj9bWhoIJPJfn5+zs7Obm5uKBTKw8MDIudBMoOSkhLIBUTNn9nZ2Q4ODq9fv3Z2ds7NzZ1z5iIymRwcHOzu7u7q6hoREVFeXj6rLszwZehpGyWJVutXSE9PNzU1lZCQ+M6kgerq6q9evQoMDKyrq6MmEW3cmpub8/PzQ0JC3rx5c+nSpaVLl4LoZWVl5ebm5ufnNzc3z8jImLIS8KGsqalJTU11cnLS19f39vaurq6evLJ/88ng4OCHDx/g2Orn51dbWztli9M9BMJWVFRA7rmHDx9u3bp16dKl27dv5+XlBY0ODofLyspqbGxEKgE37sjISLjrwePxjY2Ns9WaIPl6Y2Ji/P39PTw8/P39yWQydUNIi/9EoampKSwsDDRYAQEBczMXAG2tnJycgYFBcnLyDJcgeK2pqammpiYtLc3ExOTYsWPs7Ox79ux59OiRra1tWloabVZsaWmpq6srKCiAkN0QvntuMZybmppACkJKN9rtThgIWAlramoyMzODg4MDAgKIRCLMI9r1dHR0lJWVeXh4KCoqGhkZkUikvr6+6Sz1/nbqbWpqIpFIQUFBOBwuLCwM5tg35wnywvDwcGdnZ35+fmRkpI+Pz/v3762srAwNDfX09JBw0BCdLjY2tqCgoKWlhTpeT39/f3x8vI2NDSR8rq+vn61XOyJ6k5KScDicl5dXRETEzAO4Z2dn6+rqQsKQixcvKigoxMXFzcpOoa+vj0AgKCsr6+rqEonEuYnegoICa2trZWVlLy+vuV2VISMyh0J7e3tERIShoaG1tfWcRW9RUZG1tbW8vLy7u3tjY+Ns0RgYGKitrQ0PDzc2NlZWVn716pW6urqamhooHq2srCA+cENDw4TRqaur8/X1NTIyQqFQBQUFPT09kEB05gjAqTctLS08PBw2++np6bOa/DNvC6xh+/v7m5qaKioqIFxRXFycgYGBpKSkg4NDRUXFrGqDl+GiVIsCsbGxs9JbjI2NlZSU+Pj4yMvLHz9+nJWVFUTv4sWLd+7cKSgo6ODgUFlZSQOrgYGBkpISNBptaGg4Z4Xzp0+f4uPjQUMYFRU1YZRptA5fjYyMQDw1YKFbt26tXbuWgYFh1apVhw8fFhISUldX9/b2LiwsnKBUGx0dzcjIsLKyMjAwCAsLm3O+3uLi4tjYWMgHEB0dXV5ePiublW92kMYLY2NjJBJJT09PWVkZj8fPWfSi0WglJSUrK6vCwkIazVF/NTo62t/fX19fn5GR4evrKyEhsWXLFmZm5p07dz58+PD9+/czSQfy+fPnlpaW5OTkd+/e2djYxMXFzW32tbS0+Pr6KisrW1hY5OXlUeM5k/LAwEB9fX1CQoK9vb2pqSkOhystLe3u7v7mOHZ3dwcHB+vo6FhbW0MM51mIXgKBgMFgCAQCiURqaWmZCaKQY7yjoyM3NxeFQikoKNy5c4eHh+fMmTNHjx49cuTI6dOnr1+/LigoePv27Tt37sjLyzs7OycmJlZXVyNRRnt7e2NiYiwsLOzs7OLj40H0TpgbtJFBRG9iYiIGg3F3dw8JCZmhrcrQ0FBMTMzjx4937tx59OhRERERBweH3Nzcb9KaGqWenp7AwEAlJSUdHZ2UlJTvEb0vX75EoVANDQ3U9f/TZTCOhWuq7xG9hYWFVlZWsrKyLi4u9fX1s0L706dPlZWVUVFROjo6V69e3bdv3/79+w8ePHiAAkeOHDlz5sydO3cMDQ0hUDb17q26uhqNRuvp6bm7u+fn58/51JuWlhYWFubj4+Pr60sikea2fn2z12NjY93d3WVlZR8+fECj0S4UMDU1ffHixcOHD62trcvKyr5ZyeQXBgYGPnz4AEYV0dHRs7JSGRoaSkxMVFVVvXjxIgcHx6JFixDRy83NLSQkRHtDMDw83NXVlZeX5+HhYWBgMGfROzg4GBsbCzeX4eHh1EM8ub+Tn3R1dZWUlERGRlpaWoqIiBw/fnzZsmXz589nYmJatWrVgQMHgH9SUlKQxQcqGRkZIZPJZmZmenp6wcHBTU1Nczv1gugNDAz08/MLCwsrKSmZw1IwuV8zeTIyMkIkErW1tZWUlAIDA+fGuo2NjSgUCpI0zFxuwXbnw4cPZmZmf/755759+1hZWZmZmbm5uR88ePAlj1BJSQntLoCdbG1tLagrrK2tv0f0ent7KyoqmpmZ5eTk0G53wreQvoxEItna2t65c+fSpUtycnJYLDY3N/eb9Ozs7IS0DV+Sb5LJ5FmceolEIh6Ph4QYiYmJM/SQgUWkpKQkODhYRUXl5MmT69evZ2VlXbRoET09PQMDw+LFi1etWrVx48Z169Zt3Ljxjz/+EBUVtbe3T05Obm1thbvxrq6uyMhIExMTa2vr2NjY71E4JyQk+Pr6wkX1N7ec4MTZ1NTk4+PDw8Ozbt26CxcuGBoaRkZG1tTUjIyMTLdtmTBg4+PjnZ2dWCxWXl5eS0vrOxXOioqK7u7u1dXVQBzEfGByo1M+GR0dBf/stra2hoaGuq/Q0NDQ1NQ0ZahIcMatrq7G4/H6+vrfKXotLCykpKTev39fU1MzJYYTHoIrYW9vb3l5eXh4uImJya1bt9asWbPg70BPT79o0aINGzbw8fFZWFjExsbW1tYi+7OKigp3d3ctLS0XF5e8vLw5i14ymRwSEoJCodBodGJi4txsVag7CL7mg4ODvb29nZ2dMCjFxcUpKSn+/v4GBgYSEhJPKSAsLMzLywuq3W8uVdRNIGUQvWAzBbdNyFc0CoBhe3u7r6/v7du3OTg4WFhYFixYMG/evPnz569YseKPP/4QFxdHo9HT6ZBHKX5ZLS0tmZmZkH/pe0RvTEzM69evlZWVQ0JCZpV+Z3h4uKqqKjw83NLS8vnz52fPnuXk5Fy8eDHsIejo6FauXHn48GFRUVECgQBWMAhZPn/+TCQSjY2NtbS0CATC94jemJgYLBbr5eVFIBAKCgqoD+5AaupoAeBB20cF//XFpnhjDw4ODg0NwSqE4EmjMDQ0lJSUpKmpqaCggMPhvikqpqwKFM7y8vJmZmYfP36E4wftJWh0dLSxsTExMdHOzu7u3btcXFzMzMwLFy5ctWrV6dOnZWVlvby8ysvLaVcyNDTU2dlZXl4eFRUFjgxzFr3Nzc1oNFpeXt7Y2DgrK2tWTpL9/f2lpaVBQUGKioq7d+9mZ2c/d+6crq5uaGhoTU0N7ara2tqwWKyqqirYysxa9Pr4+GCx2FmJ3qamJqD7vXv3Nm/ejOyXgeMXLVrExsa2YsWKZcuWrVixgouL69SpU4gFPwx/d3d3ZGSksbExqPh/lOgtKyujfXL9/PkzGLVaWFhcunRp9+7dIiIiQUFBZWVlcEk+JXdO+fDfI3rHx8d7enoKCwsJBIK9vb0ZBSwtLe3s7Nzd3cPDw3NychoaGqjPE8PDw319fVVVVYGBgT9f9MJOMzMz09/fX0tL6/bt27t27WJiYgL+mfCXkZFx+/bt/Pz8BgYGJBIJ6cUPF70oFOqHiF7YztfV1X38+DE2NhaHw7m6uhobGysoKPz555/nz5/fu3fvTgrs3r177969PDw8X6zcv1/0frG3mqGB6MjISE9PT3FxsZWV1cmTJ5csWUJHRzd//vx58+bR0dFxcnI+fPjQ0dGRRCJNtxFBRG9GRoarq6u+vv4vEb1DQ0OZmZlWVlaPHz8+deoUJyfn0qVLFy5cCH2ZN28eExPT2rVrr1696ubmNiGn4efPn1NSUoyMjH6U6EWj0QQCoaioCNkdwi3DwMBAd3d3W1tbfX19WVlZXl5eDiVlRW5ubl5eXm5ubg4FCgsLa2trZ5WF4leJ3vHx8crKSn9/fyUlpZMnTwLNly9ffujQIXFxcQ8Pj/T09La2tp8seuXk5IyMjGYrevv6+oqKigICAqSlpbdu3crExMTNzS0iIuLs7FxUVDRz0Tu7u1449c5W9I6OjlZWVuJwODU1tQsXLqxYsQLmLT09PSsr69q1azk5Obdv377rK2zbtm3z5s0nT57U19fPy8uDC7nOzs5fcurt6+vLzs729PR8+fIlLy8vDw+PkZFRYWHhwMDAbGOp/CrRC+dyJGbpp0+f2tvbi4qKsFisrKzshQsXDh06dPjw4WPHjp07d05QUBCsT0kkEhiSwM+RU+8vEb2Dg4O5ubloNFpZWZmHh2fLli1sbGz09PQgdJF1Ez7S0dExMTGtW7dOQEAAi8Uip6J/iehFhmOEAgMDA+3t7WVlZQkJCR4eHvr6+pKSkgICAn/88ceWLVtWrVq1fPny3377jY2N7bffflu9evXWrVsvXbpkYmJSXFw85Q6P9sNZnXoB1bGxMdAWRkREvHz5kpubG+bv/PnzFy5cuHz58jNnzhgbG8PqSX2Ao8YEEb0/+dSLdAEKAwMDUVFRkpKSR44cWbt2LQsLCz09PahO5lNgwYIFCxcu3LNnj6GhYXFxMQQPgN/CqfcHil449ebn50NsMkhO09raWllZWVBQAHmNgoODfXx8UCiUl5eX91dAo9EoFAqDwcTFxeXl5dXX1yNJVAFVaspTl3++6EVIl5mZaWFhcefOnZ07dy5evJiNjQ25pMjPz5+J4cW/5NSLiF5ZWVlubu7FixdzcXEJCgpaWlrm5ubOXPSmpqb+46fe0dHRsrIyLy8vGRmZY8eOLVmyZMGCBSwsLOvXr//jjz/u3Lnz119/iYqKiouLQ7iAmzdvbtmyhZOT88mTJwEBAaWlpR0dHS0tLRERESYmJnC7/qNOvd9UOHd3d8fExOjr6z99+vTmzZsPHz50c3NramqiZugZln+h6O3v729ubi4qKkpISAgMDESj0dbW1tLS0idOnGBnZ2diYmJmZmZlZV25cuX27duvXLkiISFhZ2eXlJTU2NgIluQjIyP9/f3V1dW/RPRCdnQjIyMhISFubm4WFhaQshP+UstgOjq6kydPenh4IAe7f4noBTOfhoaG3NzcuLg4GA57e3tNTU0REZHr168fOXKEi4tr+fLlLCwsy5Yt4+bmPnXq1OXLl69cuXLp0qUzZ87w8fGZm5vPxCxlMmfOVvR+/vy5u7u7tLQ0NDTU0NCQj49vzZo1QPb58+dv2LCBh4dHVVU1NDSUttnRrxW9SK6O7u5uHA539+7dTZs2MTExUTMMNS+tXbv24cOH7u7u6enpjY2Nnz59guiVP0ThXFRUFBMTE0i56w0MDExKSsrLy0tLS4uMjMRgMOA/Y2VlBZptRUVFMTGx58+fgz/0CwqIioo+f/4cfCW52ECIAAAgAElEQVSsrKzc3NwCAgISExMrKiom3E9PYICfL3ohw2BRUZG3t/eLFy+OHDmyatWqRYsWgapZXl4+ODgY0ZT85FPv3BTOfX19BQUFGAxGWlp6586dbGxse/fuFRUVdXV1LS4u/teJ3tLSUhQKJSUldeTIEVZWVkZGxg0bNpw9e1ZFRQWLxcbFxSUkJCQlJUH2REtLyxMnTqxcufLEiROqqqoYDCY/P7+qqgr8ccHM6qeJ3o6ODhwOJyUlJSAgcOfOHUVFRRwON0ETNYG/p/v4q0Tv8PAw6MxdXFwgJsPp06ePHDmyffv25cuXI2dH2O+zsrKuW7du165dgoKCNjY2JBIJCRw2MDDwC0Xvhw8flJSUzp49u379egYGBuqFEspgNwAXkPDk+PHj7u7uiA3kv0T0Dg4OVlVVxcXF2djYPHv2jJeX98yZM8eOHduzZw8nJ+fq1avZ2NhYWFiWLFmyZs2aEydOyMvLu7i4gHevq6uroqKiiIiInZ1deXn5dJxG4/msRO/IyEhXVxfkpdfU1OTl5d26dSuy76Gnpz9//rytrW1qampNTQ0kQZtu9fyFohfMNQYHB8Ew1dPT84tn4Jo1a6j1zBPYiYWFZceOHfz8/MbGxikpKe3t7YD/jxK9sbGx4CqCxWJB3Oro6AgLC587d+7UqVPHjh07fPjwgQMH9uzZs3Pnzq1bt26ZBFxcXNu3b9+zZ8/Ro0fPnDnDw8MjISEREBBAe2n6+aK3p6cnKyvLy8tLXl4e2ejT09Nv3rz59u3bxsbGSUlJyAylwbdgq/tvuOvt7e3Ny8sDI+1t27axs7NfvXrV0tIyISGhsbHxXy16YWXZtm2boKCgm5tbfX398PAwBLMGx183N7ezZ88uWbJkw4YN165d09TUDA8Pz87OxuPxpqamDg4OCQkJ/7ToRVaQlpYWV1dXISEhHh6eFy9eWFtbQyAk2lwy5bc/X/SCdVJ7ezuZTHZ2dpaWlj59+vSGDRvWr1/PwcGxefNmTk7OTZs2rV69esmSJYsWLUIUifPnz9+1a5eCggKBQCgtLe3r64Ol56eJXtBTjYyMDA4OdnZ2lpWVubm5CQsL7969e9myZXR0dAwMDCwsLEuXLl29evWGDRu4uLi2bt3KwcHx22+/IZuJf5XoHRsb+/z5c29vL1hoW1lZPXr0aN++fWvWrIEubNy4kYMCGzdu5OLi2rt37yVKtK/AwEAwFhseHi4pKbG3t5eVlaVtSzwl+8HDWYne4eFhcCl0cHAQEhLi4OBgYmKip6dfuHAhKyvr5s2bZWRkMjIyRiiZN2HIkIkzAYdfKHoHBgZaW1urqqoKCwtjYmLevHlz+vTpZcuW0dPTz58/n46ObtGiRczMzCwsLMzMzDALFixYwMDAsG7durt373p7e5eVlYHkJpFI329mVVRUFBsbGxwcjMfjMRgMCoWysbGRkJA4fvz4hg0bNn6FDdMDvLJ+/frVq1dDZD0mJqbff/9dR0cnJyeHRsCDnyZ6EWZoaWkJCwtTV1fn5eVdv349qBkYGBj2798vKyvr4+OTl5c3QzP7f4nCube3Nzs728PD49mzZ1xcXKtXr757966vr29BQUFXV9d0/A/T4WebWY2OjlKfetnY2JiYmDg5OW/fvu3j4wN07+vrKy4uDg8Pf/v27V9//bVt2zZ6enomJqbNmzfz8/Pb2NiEhoaiUCgTE5P3798nJSX906IXKDU+Pt7U1GRpaXnmzJkLFy68efMmPj6+oqICsdxBXptJ4eeL3oGBgcbGxoyMDCcnJzExMT4+vuvXrwsICIiIiCgqKqqrq0MExwcPHhw9enTDhg3IgWbevHmbNm168eIFsFRPT8/PF70jIyMDAwNVVVUfPnx4+/bts2fPDh8+vHLlSkZGRnp6+hUrVuzevZuHh0dUVFRVVVVDQ0NRUfHevXu///470otjx465ubkhe+pfe+odHh5uaWn5+PEjBoN5/fo1hBTdv3//sWPH+Pj4nj9/Licnp6ysDMELtbS0jIyM3r59SyAQiouLEe/buro6R0dHOTm5nyZ6wR5YV1f3/PnzbGxs8+bNW7Ro0bp1606fPv3s2bOZe7j9KtE7TknX8fHjx6CgIGtraxkZmS8mVJs2bUIsPZmZmTds2LBz5849e/bs3r2bg4NjyZIlICGYmZnPnTtnamoKrha9vb2pqak/RPTGxMSAXy8OhwsNDQ0JCXF2dlZTU3vx4gXcu0l9BelJICMjIy8vr6ioKCkpKSwsfP78+S1btjAyMq5evfr+/fteXl45OTmdnZ1Trkg/WfRCogsvL6/nz58fOXIEicHCxMR04cIFOzu77OzspqamGfpW/UtEb09PD5lMdnBwuH///qZNm1atWiUkJIRGo3Nzczs6Ov6NoheNRktLSx89epSNjW3hwoVr1qy5fPmyg4NDTU1NZ2dndnY2CoWC28d169YxMzMvWLCAnp5+8eLFx48fV1dXR6FQjo6OxsbGTk5OycnJ/7ToRU5dpaWlGhoav//++7lz5zw8PFpbW2ebtgGZAz9f9HZ2dubl5WGxWBkZmRMnTpw6dUpSUtLJySkmJiY/P7+ysrKqqio3N9fFxeXhw4cHDhxYsWIForDdvn27lJQUBoOB6BM/WfSC+1NHRweRSDQwMODj49u1a9eyZcsYGBgWLFiwaNGinTt33rlzx8DAICIiorCwsKioKD4+/ovL07Vr15YvXw76w3+V6P306VNeXh7EIjh37tyWLVv27t3Lx8enpKTk5uaWmJiYn59fXl5eVVVVTYHa2loIyNXf348Y4ZeXl9vZ2UlJSX1nNKtvOhcB/3/69Ck/Px+FQsnIyBw6dAj2NKysrAcPHpSTk/P39wcfLYTDaRR+muhFzltQ+Pz5c0lJSUBAgIaGxrVr1zZv3rx06VJGRkY6Ojo42m7cuPHMmTMCAgLCwsJg3bZ69Wo6Orp58+YxMjIeOnRIUVHR39+/vLy8u7ubTCabmJh8p4Uz3PXicDgIgZmenl5dXV1RUZGdnQ0pjDIzM7OysjKngaysrLy8vMLCwtTUVF9fX01NzWvXrq1Zs2bFihUXL17U0dEJDQ2tq6ubcix+puiFES8qKnr79q2goCA3NzcrKyvQfMOGDV/CAkZGRvb29n7+/Hl0dBQGCzEFBT0K8hz68mtFL8JXHR0dcXFxhoaGN2/eXLdu3cqVK78YQLx79y41NbWlpeXfK3qPHTvGyspKR0f322+/7du3T1JS0sPDw8/Pz8LCQlxc/MSJE7CzXrBgATMz88qVK7ds2cLPz29lZUUgENzd3Y2NjR0dHRMTE3+C6O3p6amoqAgKCnry5MnmzZsvXLgQEBCALIJTcjbthz9f9P4/9t46LKrt+x+/CooSKlISBiKhSJggJogJiu1VbCxEQCkVDBpFBEHAQFokBoZhhm6pYQakQ1JqiKG74cuP9dzzmTuEWOP9Pc97/4H7HM+cs/u119prvVZjYyOompWVlYWFhTdv3vzw4cPIyEiwXIMQyOXl5Z6enhcuXJCQkEB0uQsXLty6dauJiUl8fHxlZWVPT8/w8DAtz3qHhob6+vrq6urCwsJu3bolKioKwwYwFcQRMzOzyMjImpoawOmKigpfX9/Tp09zcXH9B6G3s7MzOjr6/v37Bw8elJCQEBMTO3z4sJGRkb+/f3Z29gwjMJaWltrb26urq//us17wLm1tbU1ISDAzMzt69KiAgAADA8OcOXO4ubn37dtna2sL0tUMRRYaQy8ctXR0dNTU1ERGRpqYmBw5coSfnx/E2Xnz5i1evJiPj09UVPTw4cN6enrPnz+3tLR88ODBsWPHVq5cCcYE9PT0wsLC586de/XqVWZmZmtrKzAg/hLoRaPR3t7eOBwuPz+/q6urv7+/q6sL4mH3fiuBb0VTU9OnT5+srKyOHj3Ky8sLh47Pnz+PiYmZiiSOltA7ODgIB71Pnz7dvXs3Ly/v/PnzWVhY1qxZc/r06VevXlEyYQ0MDHR0dNTW1hYWFn7+/DkrK6usrIxMJnd3dyOnp38cemFS1NTU+Pv7q6urAxkLOzv74cOHHRwckpOTGxoa/nPQW1pa6uXlpampCfxziFvC2rVr5eTk9uzZs2XLljVr1nBwcMBxIxMT0/Lly7dt23bhwoUXL14kJCTk5+djsdjnz5/TxsxqZGSkoqICjUY/ePBg+/btvLy8+/fvx2AwlB540wPtxP+lPfSSyeSUlJQ3b96MHVkJCwtLS0sbGRlFR0fn5OTk5+fn5eWlp6eHhIQYGhrKy8svXboUTvIWLlwoLCw8htbAstvR0TE4OEhjC2fkcwEBAefOnVu6dOmcOXMQe9QFCxacPXs2ODi4pqamu7t7ZGSkp6cHwimeOnXqvwm9zc3N7u7uBw8eFBERkZKSOnv2rKWlZXx8fEVFRWtr6wwBDIHe3y31wil7VVXVmPftmKOBuLg4+GKysLAICwuPsSJ4enpWVlaCyDJxqE+8Q0vohX0bhFVOSEiwsbE5duyYkJAQMzPzrFmz5s2bx8PDIykpeeDAAQgAEBUVRSAQoqKi3r17d/369TVr1sydO/evv/6ip6dfunTp3r17DQwMEhISmpubgUP7J6G3qKgoNjYWjUYjlBo9PT0jIyNDQ0Mw0UD4m+YvNG9jYyMco8rLy3NwcPDx8amoqAQFBZWUlCCHLFQdQUvo7e/vb2pqSk5OfvDgwfr16xcsWDBnzpzly5dfuXLFz88vNzeXUive0dFRWloaHx///v17ExMTKysrFApFIBBIJBJy2vLHoRcWpYKCAltbWwUFhWXLljEwMLCzsyspKf3/BnoRe8JZs2bNnj2bbjyB+QYjI+OSJUvExcUVFBQ0NDQcHR3j4+OBXjwmJoZmbFYjIyPZ2dkWFhYKCgqCgoLLli07duxYcHAwMg6oxvRMLmkPvY2NjQQCwdnZ+fz586Kiohs3brxz546bm5ufn5+Xl5ebm9vr16+NjIxOnz69Zs2ahQsXgu2SgIDAwYMHjY2N8Xg8uFWMjIzQ2K93cHAQ4kO7uroeOXKEjY0Nwd3Zs2dzcXFpamqCF93IyAg4MGRnZ79///7IkSMcHByI1PtfsHAGGCsuLjY3N1+zZg07O/vOnTvv37+PQqG+fPnS1tbW09MDMXCm3zKPjo7SDHoHBgba29vz8/NfvXq1Z88eDg4OMCBfvHixhITEpUuXfHx8qqur+/v7gU0JEU2mmgg0g97h4eGurq7a2trs7OywsDB7e/srV66sXbsWtOX09PS8vLw7d+68dOnSo0ePnJ2dk5OTyWRya2srOI6DigWgl46OjoODY9OmTaqqquHh4Y2NjZ8/f7aysvol0EvJZoUYhyNazZlk6urq4CxJWlqalZWVn59fR0eHQCC0tLRMtUzRDHqHh4c7OzsrKirGGDdv3rwJ1BMsLCxjB442NjbV1dXAwIUoJ4qKikJCQmxsbK5evQpB0PX09FxcXNLS0trb20Hz/MehF+T4jIyMMa0+uOrMmjWLk5PzxIkT7969IxKJ/zmF8+joaFlZmbe3t6ampoyMDMK6jgAwZGbPns3KyiokJLR//34dHZ13794FBQURCARQeHZ0dAD0/lo2q6n8ekdGRvB4vIaGhqSkJB8f35o1a65cuRIVFTXVmJ5qxaG8T3vohbNeFAqlqqq6du1afn7+7du3nzp1SllZ+fTp0ydOnDhy5MiePXvExcU5ODjmzZsH1G7y8vKPHj3CYDBfv35FllQaQ29/f39VVVVcXNyzZ8/GTF0oqf4YGRmFhIQePnyIOLb29/dXVlbGxMQ8ffpUXl5+0aJFMKL+IxbOfX194Bp38+ZNbm5uZmbmXbt2PXjwwNnZOTw8PCMjo7Kysr29fSYSJM2gt6+vr7GxMS0tzdzcfPPmzRAfkJ6efvHixWJiYufPn/fw8CgpKWlra+vo6ADkoBzqE/M0g96BgYGqqiqQn+7du3f8+PENGzaws7PD1m327NkbN27U19eH2GsZGRkkEgn2GcnJydbW1qdPn+bn54ez3tmzZy9atGjNmjVjlhBYLJZMJv8m6J2Kh2RiM1Leqaur8/PzU1VV3bhx48KFCxHobW1tnWqZGhwcTE5ONjQ0BCfJ30ckOTw8TCaT09LSnJycjh8/zsPDs3DhQiEhodOnT/v4+CCu9oODg42NjXl5eX5+fvfu3Tt06NC6deuWL18uJCS0fft2FRUViCzZ19cHh0ptbW1/ikgS1BKdnZ2ZmZkI9NLR0fHw8IB123/LzAr2bkNDQ0VFRe7u7rdu3ZKSkmJhYaECXTo6OkZGRm5ubklJyaNHj4JSlEQiNTU1tbe3g1lTW1tbVFQUDaRekDyGh4fj4+PPnz+/fPlyPj6+7du36+npJSUlUSkGKTeniIIIWIoQGwFElKE99HZ3dwOAPXr0aMuWLdzc3JycnEvGExcXFycnJzs7+6JFi5iYmObMmQMeI2vWrFFVVUVicfwp6O3t7S0sLPT19dXR0dm0aRMSGnbevHnc3Nw7duywtLSE+AEjIyNwpOTu7q6urr5x40ZGRsY/C71Uo6K+vj42NvbFixdKSko8PDxLlizZv3+/np6eiYmJubm5k5MTqJ2B0IdybZ2Ypxn0QniouLg4fX39Ma8VML6jo6ODw4ijR4/a2NgkJCQUFBSUlJTU1NS0t7dDLIGJwx5qQQPohYnW09OTmZn55s2bGzdubN26FfY6cFoxa9YsJiamkydPhoSEkMnklpaWjo4OWNbr6+uDgoL09PR27969ZMkSRBhgYWFZtWrV33//HRgYCATUv0nqndjX098ZGRkhkUheXl5Xr16FUAQrVqzQ0tICY2xEWUU5FMG9LSkpiQbQOzQ09PXrVxwO9+TJE3Dl4ubmlpeXf/DgQWRkJEA+zNy8vDwgmNyyZQsbGxszMzMw/CxcuFBcXNzQ0DArKwu4ugYGBv449HZ1dWVnZ49ZmcjIyLCxsTEwMPDz89+8eTMkJOTr16+dnZ3Iaj9p99HOuQiUge3t7QQCwcrKaiIVET09Pfjvrlu37uDBgzdu3Hj27FlwcPDEWH4QPsHS0vJ3h0+AthsYGIiIiDh69CiYep08edLa2jozM3PiWS+QG7e0tNTX11dWVgIDXE5OTkVFRXNzM1DEQTfQHnr7+/tbWlry8vJcXFxUVFR27twpJiYmICDAz8+/fPlycNRBtkHz589ftmyZvLz806dPMzIyYDFFRhKNpV5gjnR3d1dTU5OUlAQF4F9//cXKyrp58+br1697e3vX1NTA6UtFRUVQUND9+/cPHDjAz8+PPCwlJeXm5oZssWnmXATrHejHKisr4+Linj9/fuHCBTk5uc2bN+/evVtVVdXExERPT+/y5cuampqurq6fP3+uq6ubnoqIlgpnoPhGo9G3b98WFBREoIiJiWnp0qXbtm1TU1Ozs7Nzd3f38vIKCgoCC+3KykoymdzR0dHf34+MHBj8NIBe+FB3d3dSUpKRkdGBAweWLVuGnFOARmfdunUPHz7Mz8+nWhkbGhrCw8MNDQ0VFRUR91OAan5+/pMnTwYEBDQ0NGRkZPxHoHd4eLiiosLFxUVZWXn16tVMTEwrV67U19cHv15ofFDn9lGktra2mJiYhw8famlp/dbwCYODg/n5+e/fv7969eratWtZWFgEBATOnz/v6OiYlpbW2dk5ODgI0VCAYHjfvn2cnJx//fUXEPuA1oGbm/vu3bupqamwFv1x6B0cHGxvb09PT3/y5MnGjRtBaFmzZs29e/fweHxjYyPseKiGFuUl7aB3aGiovb29rKwsICDg9u3bUlJSS5YsQVbGv/76a8GCBatWrZKXl1dTU3v58mVgYGBaWlplZeVEJ2saQ293dzcWi1VQUGBnZ9+wYYOWlpaPj09JSclEC+eOjo6qqqrc3Nzk5OTg4OC3b9+am5vb2tricLicnJz6+npEm0R76AV7EzKZnJqa6ubmZmJioqmpeeXKlfPnz58+fXrXrl1Lly5FvIkA1cb8xD09Pb9+/Up1+kh76M3JyXFxcbl586a4uDhCX7V8+XIIMZaWltba2trb21tfX4/H48cigYC/JtCUAlRs3rzZxcUF0arREnqHh4cBvXA4nLm5+eHDhyUkJHbt2nXjxg1TU9O34+nOnTuysrL79u0D0piSkhKEbppyulLmaSb1Njc3p6amvn379ty5c8uWLYP2BOvIRYsWAcX6sWPHzpw5o6ysfPPmTUNDQycnJxwOl5aW9vXr17a2NqqZQjPoBUty4E7i4uKiHN6wY/D29p64swfrZWdnZxUVFWFhYWBlmTVrFjMz839N6kVkg+Li4jHX2CNHjoCbsqCgoLm5OaVbUW9vb3NzM/mf1NjYCJHHdHV1NTU10Wg0MjUox9g38zOJXDQ4OJiWlmZmZqagoMDHx8fExCQuLq6trY1Go4uLi7vHU1VVVWxsrJGR0d69e5EYlCwsLFxcXODnwsPDc+fOHTweD3aIfxx6+/r6mpqaEhMTtbW1RUREGBkZFy5cOHYc8/Tp0+LiYoTue5oGpAX0gmFOe3t7cXFxeHi4ubn5wYMHly1bxsTEREdHR09Pz8TEtGTJEklJSSUlJV1dXXd395SUlKqqKrAmB7mBsg40g17QmLW1tQUEBOzduxdiQllZWcXHx5NIJGRBASgik8k5OTnh4eHe3t5OTk6Wlpa3bt06evTouXPnjI2NUShUTk4OYm1Ie+iFZoTgS5mZmVFRUSgU6v3797a2tkZGRhcuXBAVFWVgYICd5qpVq06fPm1lZRUXFwexGil7gWbQC2cqbW1tKSkp1tbWZ8+eFRYWnjt3LgMDw6JFi3bs2GFubp6UlAT0ll1dXeXl5SEhIXfv3l29ejWC0FCjsdA0Hh4eyPpCM+gFMpCqqqqwsDATE5OTJ0+Ki4sLCgqeOHHC0dExMjIyISEhMDBQS0tLUlJSQkLi1q1bvr6+M4n3STPobWhoiImJefbs2ZEjR3h4eBDVCDQskFyuXLkS+A0lJSX3799/9epVY2NjT0/PhISEqqoqKsGXBtALQ7S8vNzLy+v8+fNAfEY/nubPn7969eqrV6+6ubmlpaU1NzdTri2jo6Pt7e3Z2dkfP35EzKxmzZrFwMDAw8OzdevWMbf4saALTU1Nv+ms95vaDsrSIqeeRCLR1NRUVlaWi4uLnp5+5cqVjx49ysnJIZFINTU14CicmJgYFxcXHx+fmJhIIBCSkpKcnZ3V1NRu3749ZqJFaWNM+Ynp89NDLywafX19cXFxGhoa69evB+lQWloaKIkgJFpLS0tmZqa7u/v58+chlh1E0xEREdm6dSs4E65YseLu3btjNjctLS0D4+nPKpyBiDQyMvLmzZvA7AbsFG/fvq2rq4OKUyl7qFqSRtDb3d1dVlaGwWAePXp05MiR1atXL1iwAOKEsLGxSUpKHjlyRFtb+/Xr1yEhIVlZWVRR6qgKTUvoHRoaamxs9Pb2lpOT4+LiUlJS8vT0zMvLoyQrgfgV4eHh1tbWqqqq586du3LlyqVLlxQUFDZv3iwtLX3o0CEtLS00Gt3Q0AB1oT30wndHRka6u7vJZHJFRcWXL1/S0tJwOJytra2KioqoqOi88QQnMWZmZjExMZPSddEMeuFD4KQ7ZlkqLS0NJmDLly+Xk5PT1tYOCgqqrKwEtrzOzs7S0lIsFqumprZixQpEOJs/f/6SJUuUlJRQKBQiStIMent6empqapKSkp49ewZevBs3blRSUkLY0CoqKlJSUp48ebJhwwZRUdGrV696enqC5yjVsKe6pBn01tXVhYSEPH78eP/+/YizFtK8dHR0c+fOhTM5JiYmNjY2fn5+qOPdu3ednJwyMjKo4IQG0NvR0ZGfn49Go+/du7dt2zYuLi5wloMQFCdOnLCzsyMSiZOuM01NTfHx8VZWVidPnuTn54dlipWVVVpaWlNT09PTE2zRfwmlBjgXUVk4U3X09Jew48ThcLdv3xYVFWVmZp49ezYnJ+exY8eePXv26tUra2trMzMzXV3dmzdvXr169fr165qamiYmJtbW1vr6+ufOnbt586a/v//vg96Ojo6goKBTp07x8PDMnTuXmZlZVlbWzs4uIyOjpaWlt7eXRCJFR0c/e/Zs//79ixcvhnCNEALo/v37Fy5cEB5P2trawKENtvSgQ/0j8XrhZBoQ7eLFizw8PAsWLFi7du3Fixd9fX2RCBDTd9xvhF5AfojuCVy1T548kZOTW7ZsGRLjc9asWQICAmfOnLGysgoPDy8pKZk0NjtVHWgGvUNDQxAd9sOHD7t27eLm5j5z5gwcP4NEDlFQIAzikydPDh06JCIiIiQktHPnzsOHD8vJya1bt2716tUiIiJ79uyxtbVFosH/QegFBvmenp7Ozs66urr4+HgQKAUFBRkZGTk4OKSlpdXV1XE4XH19PeX5NNILvxt6Ybc4MjLS29vb0NBAIBCePn0qKyvLyckJLk/S0tI6Ojo+Pj5AQQDOCe3t7RA7E/ahgA309PScnJwbN25UU1OLjIxEWD9pBr3t7e0FBQVwUComJiYkJHTixInnz59HRUVVV1d3d3cDSFhaWsrIyEhISICSPyMj45tLIc2gt7a2FofDGRgY7N27dyL0gkPgnPEETkfz5s1buHChgICArKyspqZmYGBgTU1NX18fdNPIyAgNoLeurg6Hw+nr6+/fvx8cwYERb8WKFQcOHDAwMIiIiCCTyVAqiIyLjDoSieTn53f79m2g+J8zZw4LC8vq1auvXLni7e395cuXrq6u7u7uX8LhPBX0ImITlcEm+PsODg4ODAz09fUBpXlcXJytra2SkhIXFxecjDIyMgoKCm7fvl1WVlZGRmb9+vVCQkLLli3j4+NbsWIFiDqqqqpXrlw5duzY9evXfxP0gtawsbHxw4cPcnJy8+bNmz179uLFiw8dOuTq6vrly5fu7u6+vr6SknBEWnMAACAASURBVBJvb++7d+9KS0sDtfCyZcv27Nljbm6OwWDGiEG2b98uJiamo6PzH4He4eHh1tbWgoICHx+fv//+m4uLi4ODY9euXXp6eqGhoS0tLchSOU3mN0Lv0NBQc3NzcXFxQkKCl5eXoaHhoUOHli5dSnm+O2vWLHFxcT09PSwWW1paihyFTlPi0dFRWkJvf38/iUTy8PDYtWsXDw+PsrJyWFgYxA7r7+9vaGjIy8vz9/e/d+/e4cOHpaSk1q1bJysrq6KioqOjc+3aNUVFxa1bt65fv/7AgQN2dnZ/HHqRhoUtUVlZmZ+fn6am5s6dO7m4uBgZGSUkJMakRjc3t/z8/Il2ZPBzmkEv4hB169YtERER0CEzMzPLy8s/f/4c1P6I3XVTUxMcSZ45cwbRi86ZMwccQhwcHDIzMxFHC5pBL9iPgML27NmzysrKz549i4yMLCsrA14wYGA3MTHZsGHDmjVrVFRU/mtSb319fUREhKmpqaKiImWUQCACZGZm5uTk5OPj4+TkBM5X2PQwMTHx8/PLy8vfu3fPy8sLRMze3l7Akt7eXjASdnV1tbCwGCPrqKysRAbnzDO9vb2xsbEPHz68d+9eSEgIotWoqKhwcnI6ffq0qKgo4kYBmlhQOSQnJ1PJ4shHq6ur3d3dL1y4ICYmxjKeJCUlL1++/ObNm6ysLDgzgsiVP8/hPA30DgwMdHV1NTU1kUiksrKy/Px8AoEQFxcXEREREhKCxWIxGIyvr+/bt2+NjIwuXry4bt06xJ5/zpw5rKysS5cu5R9PAgICQkJC4M2/a9eu48ePa2homJiY6OrqKisr37p16zcpnEEyqa2tff/+/ZYtW4D2VUBA4NKlS4GBgeDK1dfXl5WVZW1tffLkSREREVZWVgEBgaNHj45R9gYEBHz69Only5fbtm1bs2aNlpbWfwd6wWT1w4cPJ0+e5OTk5ObmPnDggJGRUUxMzDc3zTDSfiP09vT0ZGdne3l5jZkRnjx5cuPGjcCRBDMT/s6ePXvz5s1jujgikdjY2DjVWo/MCsj8Kejl5uY+ffp0UFBQVVVVX19fR0cHgUBwdHS8du2atLS0sLCwrKzs7du37ezsQkJC4uLiPDw89PX1r169ev78+Tt37vj6+iLBff+U1Iu0ZEdHR3FxcUhIyIMHD7Zt27ZkyRIGBgYWFpYTJ074+fkVFRW1trZOdVZBG+gdHh4mkUgREREWFhaHDx/m4eEBC1VmZub9+/fb2tomJyfX1dUhJ+41NTUYDOb+/ftj0evY2dlhgM2bN2/v3r12dnZ4PL6+vh4ZYDSDXvATra6u/vz5c0RERGRkZEZGRk1NTUdHB9BrVFdXR0dH37lzR0hISEBAYMy0x9vbOycnBzmWRrqMKkMzqbepqSklJcXBweHMmTNLly6Fhp01a9acOXMWLFiwbNmyLVu27Nu3T0ZGBuINgOBFR0fHzMzMy8srKSmpoKBgamqamJjY2NjY398/ODgIvsIZGRm/CXpLS0vHNmewXUa80ejo6JYuXbpnzx59ff3Y2NiJ9pvQwpWVlc7OzmfOnBEWFp4/fz4vL+8YEQeEK21qaoIhhASN/h2UGqOjo7AzrqyszMjIiImJQaFQjo6OBgYGKioqJ06cUFRU3Lt37549e+Tk5LZt27Z+/XpBQUE2Njak5YEdc+nSpSIiIhs2bJCXl1dWVtbV1bWysvL09AwNDU1MTExNTf3w4YOWltbdu3d/k4UzKNiqqqrevHkjLS3NwMDAxsYmIyNz7969T58+AT9Gf39/YmKilpaWtLQ0z3g6ePDg69evk5KSiETiGHPRgwcPxMTEVq5cqaGhkZKSgpz1/kGF8/DwcEtLS25uLgK9PDw8ioqKZmZmcXFx35y5MMx+C/TCfq28vByFQt25c0dOTo6XlxdRRjGOJ1A+0NHRbd261d7evqCgoL29ncpTlmqtQS5pDL21tbWenp6gcB4zk0Gj0ZWVlb29vY2NjQEBASoqKlJSUitXrhQTE1NRUfHy8srMzGxoaKitrY2IiDAzM9PR0Xn48CFwXiK6iD8FvcgpQE1NDaCaoqIiFxcXaNWEhYUfPnz45csXxCMTaXPKDG2gd2hoqLS09MOHDxBDDQl1wsLCcvDgQXt7+9TUVAjJDsbbubm59vb2f//9Nzgw0NHRzZ8/f+nSpTdu3IiOjoZFHxGRfzn0enl5JSUlTbTZgQYHxldKvicQCBoaGlJSUt6+fQsB20VEREDV/5+ycEYimoyZJlEeosNKunbt2mPHjqmpqamoqBw4cEBSUhI8F2b9k2bPnr1w4cJDhw69f/8+JycHls7+/v7GxsbfB73FxcVmZmZSUlJsbGyImo2enp6Pj09OTk5PTy8qKgoRkcGar7e3t7Ozk0wm4/H4p0+fKigorFy5EjxKzc3Ni4qKKHXm/f39eDz+2bNnvxZ6CwsLe3p6BgcHITRybGysm5ubpaWlrq7u+fPnd+7cKSQkxMXFtWjRImZmZpDImZmZmZiYIAjErFmz5s+fz8nJKSAgsG7dul27dh06dOj8+fM6Ojr29vbBwcHZ2dkNDQ39/f2w7UtMTDQ0NNTV1cVgMDMEDMp1YHR0dHozK5iYFRUVr1+/lpaWnjdvHicn586dOw0MDMZsg8Hzta+vLzw8/Ny5cwICAtzc3BISEpqamklJSfX19WlpaY6OjsrKyitXrhQQENDW1iYSif8F5yKAXoiAAlIvDw/PoUOH/hj0IkISMLH5+/vr6OiARAU7ZUZGxmXLlq1atYqfn5+bm3v+/Plz5syRkZGxt7cvLCz8b0Ivcta7c+dObm5uZWXl8PBwGL5VVVWvXr3atWuXmJjYgQMHtLW1vb29CwoKmpqampub8/LyXr16derUqZMnT5qYmGCx2MLCwq6uLhi7fxB6R0dH+/v7c3Nz7ezsTp06JSAgADQm69evv3z5sre3N5lMpppgVJe0gd7BwcGCggJHR8ezZ8+C6g9GEQsLi4KCwuvXr9PT0yFueV9fH2x0dHV1ZWRkuLi45s6dy8TEJCQkpKCgMKbLys/PR4gFoC6/A3rxeDxiwU7VYpNe9vf35+fnv3379vLly1JSUuCl8/Tp0/T0dPALnPRXyE2aSb1wXO3v76+qqrpy5UpE6p03bx4HB8e6devOnz9vYmLi6Oj45s2bx48fg18mSGDIw+Li4urq6l5eXgUFBYAuTU1Nvw96S0pKLC0td+zYsWTJEkTqZWBgWLlyJYT9/vTpE6XCua+vr76+HuIJPn/+/PTp0+Li4nAyClYaMHkRFUt/f39KSsovh144/oT1E41GGxoanjp1avfu3Zs2bRIREeHj42NnZ2djY1uyZAkvL++yfxIfHx+YHwI1pqys7JUrVwwMDGxsbJycnLy8vIKDg/F4fGlpaXNzM1KF0dHR1NRUY2Pj3w29X79+ff36tZSUFB0dHQsLi4iIyLVr14KDg2GdGRoaCg0NBbWWqKjo33//bWdnl52dXVZW9vHjRxUVlc2bN/Py8kpISBgaGubm5oL1yZ91LpoIvdzc3AoKCiYmJrGxsX9G4Qz7x9LS0rHgu7q6uvLy8hD1D6xjREREdu/eDbopERGRhQsXMjAwSEtLv3z5EtkOIyvLNBmaSb0gmpDJZLBw5uHhOXv2bEhICIlEApvtZ8+ebdmyZceOHcbGxrGxseXl5U1NTTCHfXx8rly5snr16u3bt1taWqanp4NZB9TrT0EveNaTyeTw8PBbt26tXbuWmZmZgYFBSEjo2rVrrq6uQKAxTeOPjo7SBnr7+/tzcnKsra2PHDkiLCyM8EeysLAcPnzY2dk5Kyurubm5u7u7trYWNKInTpwA5wQgdTt48ODjx49DQkJqa2sRGx+o2i+E3tDQ0I8fP3p7eycmJkLAUUrie8ReBsmAQ0hnZ2dVVdWYUQZEzxQWFt64ceOFCxd8fHzgDAwR0KfqC5pBb2dnZ3FxMRaL1dDQWLVqFYKmwBcvISGhrKxsYWGBxWKzsrLGzJdu3bq1cuVKcFSDh+np6VesWHHw4EFDQ8OEhAQgJPqt0FteXm5nZwe0KkjMZkZGRmFh4ePHj5ubm4PUBWRzXV1d1dXVBALBw8NDR0dHUVFx9erVnJycELXl2rVrTk5OaWlpdXV1iJne75B6cThcUVFRV1cXiUQCtr6jR4/y8/Ozs7MvXryYnZ2dl5dXUFBww4YNcnJyioqKR48ePXLkyOHDh/ft27d582aw1YAtDvhnfv36ta6urqGhobm5ub29vbu7m5KglAYczojC2cnJaevWrWCRx8zMvGfPHkdHRzDjb25u9vHxkZWV5eDgkJGR0dHRcXNzi4+PDwsL09PT27Rp07JlywQFBRUUFBwdHcvLy2Ei/3HoBTOUsa3kqVOn4Kz3z0BvUlJSXV3d4OBgT09PfX19VFSUgYHBwYMH169fv3r1aklJyZ07dyopKd24cePevXuqqqp79+4VFhZmYWGZO3eulJSUtbU1xEpDrGCmWm7gPi2hd3h4uK2tLTAwcExjxsfHJysra2ZmFh4eXllZWVNT4+fnp66urquri0ajIf5PQkICCoWysbHR0tI6cuTIzp07L1++7OvrC9wgyFnjn4JesBpLSkqysrLavXs3cElu2rTp8uXLyPpCKQ1M2hE0g96srKznz58fOnRIUFAQWUAXLlx49uxZDAZTUlJSVVWVn58fFhZmbW195cqVDRs2LFq0CDzFxcXFb9++DdHCERIrpDq/EHrDw8PRaLSvr6+fn19gYGBISEh0dHRqampRUVFjYyNIeLDE9/X1NTQ0ZGdnR0ZGolAoJycnQ0PDM2fOwEp669atV69eEQgERBGKlHbSDM2gF9xXwsLCdHR01qxZg4iz4Hy5cuVKOTm5a9euWVlZ+fn5vXv3Do6E586di1BY0NHRrVixQkFBwcjICMG83w29r169AqUxMnLmzZsnJCSkpKQEG7Li4uL8/Pz4+Hg0Gg16XVVVVTk5OSEhIVhMZWRk1NXVX79+HRERUVBQQCaTkanxO6AXi8UC9NbX1yclJb1580ZFRUVGRkZKSmrXrl0KCgonT568cuXKnTt3njx58uzZMysrq+fPn5ubmxsYGFy8eFFUVBRYHUAMIJFIiBpy0vFDA+iFc5aGhgZvb29FRcVFixZBjO3Vq1dfu3bt5cuXfn5+vr6+9+7dA2s4cXHx8+fPP3jw4OnTpw8fPlRSUgL4OHHihLGx8Zi0gMQk+C9Ab35+/sePHwF6eXl5lZSUxhwxPn36NEPV/a856wXVfG9vb11dXWpqKsRREhYW3rRp0+nTp/X19V1cXIKDg6Ojo3E4nKWl5cGDB3l5eefMmUNPTz9mUG5jY/PfhF6QVPr6+sY8XC9cuLBy5Uo+Pj5paem7d+/Gx8e3trZWVlYmJycnJCRkZGSkpKSAi/qBAwekpKQ2bdp04sQJQ0NDFAqVn58P4fYQUeZPQW97e3tycjIQefLz8y9evHjnzp3GxsZBQUG5ublkMnlSbyKqqUsz6M3OzrayslJSUhISEkIWUFZWVlVVVQKBUFdXl56eDpIKbObY2dkZGBiYmJiWLVt28OBBa2vr1NTUSUkZfyH0RkdHR0RE+Pv7m5qanjlz5tChQ8rKyvfv33d3d09PT6+rq2tvb+8aT3CO+OLFi3Pnzu3evVtGRkZWVvbUqVPa2tr29vbh4eG5ubkNDQ0ztHigGfR2d3dXVFRER0cbGBhs2LCBiYkJ7N0QSyteXt7Vq1fLyMjs3bt3165dgoKC4F0KIi9E3BMTE7tx44azs3NOTk53d/fg4OBvhd6ysrKXL1/u27dv+fLllHa/y5cv3717t5qa2rt377BYrKOjI4THkZWVlZaWXrNmDTc3NxsbGxcXl7i4+LVr1/z8/PLz86uqqlpaWiinxm+CXjjrBbp1PB7v4eHx9OnTly9ffvz4MSQkJCIiIi4uLjk5OS0tLTMzMzs7OzMzE4/Hh4aGWltb7969m52dXUpKysLCAmQhSt0y1RQeHR2lAfSCI1lnZ2dERMT169dFRUVZWVmB/VtERERGRmbPeJKUlGRlZaUfD8ghKCgoKSm5aTxJSkpKS0tfunTp/fv3RCKxqqoKIipC4VtbW/9U+ATEuWjshBEiky5fvhxU5Xg8fuJGf2Ljj46O/iz0+vr6BgQEQGTgjo6OvLw8T0/PGzduCAsLs7Gxbdu2zcDAAIPBlJeXd3d3t7S0ZGVlOTg47Nu3D0LK0NPTI2ZWbW1tM1x0aCb1IjYy6enpDx8+3LZtGwcHBzMzs4yMDBxIfP36taioKCsrKy4uztXV9caNG5KSkhwcHGxsbGvWrFFXVw8LC6usrOzs7KQyXKI99AJelpaWurq6KisrS0hILFmyRFBQ8NatWzExMQ0NDQj52fSbZVoqnLOzs1+8eEGlcGZlZb1x4wYQBXt7e2toaOzYsYOdnX32eJo/f/7y5ctlZWXv3r2LwWColA3IHPgl0FtTU0MkEmNjY+Pi4gICAu7cuQPxFnl5eWVkZFRVVZ2dnWNiYohE4ufxFB8fDxZVgoKCHBwcS5culZGR0dTU/PDhw+fPn+EcDsYJeJoipZ00QzPo7enpqa2tTU1NffnyJfQFGxsbYtfz119/gUEVqBNnz56NUCXDf4Gjy549e54+fRodHQ3eAQMDA7/VzKq0tPTFixe7d+/m4+ObP38+bALo6Og4OTnXr19/5MgRHR0dIyOjsbBLK1eupKOjg8EDfxcsWCAkJHTo0KEXL17k5+eDNxRyXgB98Zugt6CgAEI/gfNVXl4eHo/Pzc0Fy2o4yAANCvwFg6ySkhI/P79jx45xcnKCw0hycnJtbe30SkTaQC9Q96enp1tYWFCSKUGb040nGDMwfoCehZmZmZube8OGDWfPnrWzs8vJyUG4bGF1+rNBA4eHh5uamjIzM11dXYHbX0hISFVV1cvLKzc3FzHomXTaIjd/AfSi0Wg8Hg+2RREREbq6uhCeYuHCheB/mZiYCBuBlpaWxMREMzOzrVu3wnyYM2eOrKysq6sr7Gim36YhhaYZ9CJf/Pr1KwqF0tHRkZaWXrBgwZIlSxQUFLS0tB6PJ9CinzhxYoyjf8WKFatWrdq1a9f169fd3NyKioqAfAN5FWRoD73gTYTD4bS0tDZu3LhixQoJCYkT43SGxcXFM9z0QOFpI/X29fUB9CopKVGe9TIzMx8+fNjOzu7t27dqampbt27l4+MDol06OjouLi55eXkDAwM/P7+8vLz29vahoSFE2YD0wq+F3tjY2ICAAB0dHaDKA2YSCL11/fr1u3fv6ujoaGlpqaqqnjx5cvPmzatXr96xY8e1a9eePXsWEBCQlZVFJpNnOPiRKtAMesE/6uvXrxEREc+ePbt48eKWLVv4+PgQaRKRbidm6Ojo2NjYxMXFIQRWaWkp7LB/t3MRmFmBaSRiZgU8zLy8vKKiojt27JCXlxcXF0eAGSk8JyenrKystrZ2QEBAbW0t0uCUmd8KvaOjo8A60tzcXFdXN42b3+joKBid+Pn5AQYA9KakpPwXoBdaDCIXYbFYY2Pjw4cPCwgITDpy5syZAyordnb2lStXbt269erVq3Z2dvHx8Y2NjZSN/1+Qemtra+Pi4l68eCEvLw/c/mZmZrDjmSE7xc9CL5xvEQgEcP12cXGBcB9z585dvHgxKP0SEhIaGhra29tzc3Pd3d1VVVVFRUWBHmHRokVHjhxBo9Gtra3Ifp+qlSde0hh6R0ZGgCkJg8Hcvn177dq1oJJatmzZihUrli9fvmzZMt7xBHh27NgxMzMzLBabn5/f2to6ODgIW2bKitAMepHdek1NTVhYmKmp6YEDB/j4+FauXAm0SrGxsWQyeeaNTzOpF3ztJyqcGRgYJCQkTo2ndevWsbKyMjAwgPJz0aJF4uLiGhoaELcLbOYnNv7o6OgvgV4SiUQkEhGFs5mZ2cmTJ9evXw/B6RYuXMjFxbVixQphYWFRUVEREZFVq1aJiIisX79eUVER/Fxramqampo6Ozsp7V8ox8k0eZpBL5zYdXd3V1ZWJiYmvn//XlVVddu2bcuXL0eUzwhuUWZmzZq1cOHCtWvXnjx50s7ODsxTQXT73ZQapaWlVlZWsrKyPDw8CLjOmjULaC8ZGRkXLFgAfMLI0TUEhGBlZZWUlLx+/fr79+9hWZu0C3439IK9KlBWgcA3aTFA85mfn+/p6Xn48GGQekHhTCKR/rjUC2UGc5kvX74AJ9qePXtWrVoFNhkwWsAPkJWVFU4utm7devz4cR0dHXd397S0tEnJPv+s1Ds0NFRWVubv7z9GX7V58+bFixfv2LHDxcUFNDoz3EP/LPSiUCgMBoPH40kkUlFR0fPnzzdt2gTHcqysrPv27TMzMwsKCsrKysrOzvb393/w4MH+/ft5eHjmzJnDxsa2YcOGsZgtiKH/N1Wd0Je0h17Y+Ofn5zs7O1++fHn79u1r165dtWoVOJwJCgquXr16/fr1e/fuVVFRefbsWVhYGGzwEbsqqplDS+gFBv+srCxbW9szZ85ISEjw8fFJSUkZGBiMedSVlpZOxS1AVWbkkmZSb1ZW1phxuKKi4qpVq5CdMj09PTc3t7i4uKioKDC+wgRmZGRctWrV4cOHX758iXgTIWWmyvxC6I2MjMThcH5+fm/fvjUxMbl58ya4t4qIiMDAWLdunbS09JYtW7Zu3XrgwIHLly+bmpqGh4dPdAKmKuT0lzSDXigGsH+TSKTU1FRnZ2dtbW0lJSUJCQkgsAWjKtAczpo1i56enpmZmYuLS1JS8u+//zY3N4+IiEAIzGlAJAkOLceOHaPUl1BuCyjzc+fOXbRoEUjDQEXn4OCQkJBQUVExlfLwNzkXgcJ5+n6n/F8E1by9vY+PR6HfsmWLhYVFQkJCTU3NfwR6ITYwMC/6+voaGBgoKyvLy8uLiYlxcnKChpmHh0dcXHzv3r0XL17U09N78eKFj49PWloamUyGXSkVNPxy6L17966lpWVmZuZEDRllg0N+aGgIcQsEV50x67yxeBsgw8zkDT971ovFYv39/bFYbGJiYnFxMYFAePz48dq1a0GiXbBgwbZt2zQ1NW1tbb28vNzc3PT19Q8ePAhcwYyMjOvWrbt+/bqzs3NBQcF3KTwR6LW1tY2Li6upqQEC/YltNNWdkZGRtra2oqKihIQEX1/f9+/fYzCYsrKySTcsYCwwMDDQ1NSUnp7u4+Pz/PlzHR2d69evq6ioXL9+XU1NTVtb29DQ8PXr10FBQUQisbKyEhG5Ji0DzaAXcLe2tjYkJERVVXXDhg0CAgKSkpLnzp3z8vIqLy8HF/VJCznVTYDeiooKDAZjbm5uZ2eXlpb2XT2IvLmwsNDGxkZdXd3JyQlh2YRpBlKvpaWlgoICpZJq9uzZjIyMixcvXrRoEcKW8Ndff0FcKR0dHTQaXVNTM/0E+IXQGx4eHhAQ4OvrGxQUFBkZGRgYaGtre+/ePTU1tWvXrqmqquro6BgaGlpYWLx8+dLV1TU4ODg9Pb26unr6lRFpoqkyvxZ6w8PDv2keAv1eX1+fm5sbFhZma2s7dui+e/duYWHhxYsXMzIyzp8/f968eUCLtmLFim3btl25csXW1hb87pAdHg2gl0QioVAoDQ2Nbdu2sbGxUQItVX7OnDns7Oxr1qzZs2fP1atXzc3NfXx8iEQiiUTq7OycalT/d6C3q6ursrJyjIj33Llz/Pz827dvBzvb6urq6TWfNDjrhaEL62d/f39zc3NhYWFsbKy3t7e1tbWampqUlNSiRYvY2NjWrVt36tQpQ0NDb2/vuLi4jIyM0tLSxsZGYB6lwt3foXD+Xuj9/PmzhYUFqHghIIS7uzu4BU4KIhNn8U9JvVgsFo1G43C4xMTEgoKC5ORkfX391atXw8EbIyOjmJjY8ePHb926paurq6GhoaioKCQktGjRonnz5vHy8p44ccLBwQGso6dfKKnK3dbWBn5vcBLwk9Dr5+fn7OwcFBQ0FfQiA2hgYKC5ubmkpCQ1NRWLxX748MF9PDy4n58fDoeLj4/Py8traGgAA85J9ZxIRVpbW9FoNAD2WLtNNcOR5ydmRkZG8vPzbW1tIcxiVVXVxAE6Ojra19dXXV2dkJBgZWW1Z88ePj4+YWFhJSUlU1NTPB4PNh0TXz79HSQQXlBQ0C+BXg0Njffv31NB78DAQEFBwZs3b86fP79+/XpWVlZwVvmHJWkWrKGzZ89mZmbm4+Pbvn27urq6i4sLkUhEWMOmqsjXr1/d3d2NjIxcXV3hSHhgYGDSBpzqDQMDA6BwDgsL8xlPnz59+vr1a2VlJZFIxOFw3t7eHh4eXl5eGAwmJiYGj8dnZ2eXl5e3tLQMDg5+l4Z/0jKUlpY6ODioq6s7OjqWlZVN+sz0N3t6emJiYp48efLo0aOIiIhv8oHAkB4cHARfhpSUlPfv3+vp6Z04cWLr1q2S40lCQkJMTGzTpk2KiooaGhr29vafPn0ikUiU5sEAvY2NjWCo8qs4nENDQxEhtbm5OTEx8dWrVxcvXgQ+FiSI5F9//YVoOLm5uQUFBbds2XLq1Kl79+45OTnFxcWVlJRAH00zHkDhbGlpaWRkBIFGoE+nb3Cq/+3q6gIOZzQa/fHjRxwO971S78jICHisRUVFXb16VVhYeOfOnU+fPo2Pj//m3u4XQq+2tvaLFy9ycnKmQR1Qoff09DQ1NZWXlxMIBFdX11OnTgHR9KFDhx49eoTBYIqLi9va2hBJd6ouAPuy8vLy6OhoBwcHAIJvDmCq9ofLhoaGjx8/amlpWVpaZmVlzQSJBgcHCQTCw4cPd+7cyc7OzsTEJCsr6+7ujoQJmfRDVDcBeg0MDKysrAgEQldX11SQ8Rfyy+Hh4fr6+tTUVBwOh8FgwsLCwPI7KyvLyMgIOcedM2fOkiVL1q5dKy0tvWPHDmlp6VWrVi1YpIi5egAAIABJREFUsICZmXnJkiUyMjKPHj1CpiXy8plkOjs7Y2NjbWxsgJ0RCC6m6fWJ70Sk3sTERH9/f3d395CQkIqKiolPUt0ZGhrq6uoik8llZWV5eXm5ubn5+flfvnwpLy+vra0FVlKqn0x62dHRgcFgdHR0jI2NU1JSfgx6CwoK7Ozs9PT0Pnz4UFdXN+mHenp64uPjDQ0NFRUVBQQEeHh4du3aZWBgEBgYOJP6TvpOOO6FWHIWFhY/KfXa2treuXPHxcWFRCJRfm5kZKSuri4mJgbCt1GxNCCyCz09/caNG9XV1R0cHLBYbGZmZl1d3Tfbs7Ky0svLy9TU1N3dHVy/fgx609LSwsLCfH19USgUgUBoaWkBA6Ly8vKCggIYHiUlJdXV1Q0NDW1tbYhjKGVNfywPOlVNTc3Xr1+Xl5f/wEsQ6H3y5El0dDTCFzGTVw0ODtbX12dmZoaFhbm5uVlbW1uMJ3NzczMzM0tLSycnJywWSyQSJ9V8wtKZl5cH/jM/Ez4hLi7u8ePH+vr64eHhSBX6+vqqqqqSk5MdHR0vX768adMmDg4OZMwwMDAICgrKy8srKyurq6ubmpq6uLiEhYUBvXZXV9c319/BwUEikWhtbW1qajqmTwJC02/+iqphIdhoXFxcYGCgn59fWFjY9xo8gkFWe3v7GJ3LzZs3hYSEduzYYWFhER8fX1NTM9VpFxRjaGgoJSXFyMjoJ9msPnz4oKOjA6c8VBWc9HJkZKSnp4dMJicmJmpoaIiKim7atElDQwOihnxT9QLvHB4eBiKU+Pj4169fj7EKxsfH/xj0AmOSjo6OlZVVTk7OpGWmujkyMkIgEPT19bdt28bKysrIyLhnz54x1uS2traZj4HW1lYMBvP48WMbGxsikfjd0ItGo0NCQtLT0xsaGkpLS21sbLZs2QKu02D5wsjIyMLCsnDhwgULFsyfP3/u3LkcHBzr16+/ePGiu7v7169fgXMAiY31zQygZlRU1IsXL34V9Lq5ueFwuLKyMjCJmqYMEEawt7e3q6ur45/U2dnZ1dXV09MD1PCIN8JU7xkZGWlpaQkICNDW1jYyMvph6M3Pz7ezs9PV1fX09CSRSMjnQMMDVFzV1dX29vbbt29nZ2dfsGCBoKDgxYsXPT09s7KywGMBeRj5+TczQM1aW1sbHBxsYWEx5sb9Mwrnly9fampqgtQL+z6kAB0dHeXl5ZGRkQ8fPhwjHGVnZ587dy7iuwLiLysr66VLl8Z2/TU1NY2Nje3t7b29vSCCIO+hzMAnysvLPT09TUxMEOiFrqeaY9NcgtQL0Ovj4+Pr65uSktLY2DgwMADDo7OzEwYIjI3e3t6+vr6BgQGEV+sHWp6yIiUlJQ4ODhoaGj8v9T5+/DgqKgogh/ITE/NImUH2bW9vJ5PJlZWVxcXFhf+kgoKCL1++fP36tb6+vq2tbeIEB5IjoEv8VdD74MGD0NBQoAUGu7Cenp7GxkY8Hu/g4KCiorJu3TomJiZwH1qyZMnBgwcfPnz4/v17HA6XmppaUlJCJpPb29thFoNVPFJZqnYAWROPx1tZWZmYmAQHB/8M9MbGxgYGBvr6+oaEhBQWFoIiiuqL01wODg52dnaOxZDX0NAQExPbvXv3s2fP4uLigGd+qh/C+WtSUpKhoaGOjs7PcDgD9NrY2OTm5k71Ocr7yBL65csXU1NTOTk5JSWlFy9exMfHf/36tbu7G2l8qtWA8iUDAwMdHR1VVVU/D73A+KGtrf38+fPMzEyYnpTfosqDu1RqaipIvWxsbExMTPv378disX19fVQPT3oJ9WpqakKj0Y8ePbK2tv4+6E1JSQkICHB3d/fw8AgLC/vy5UthYSEE2wIXaWSPiWTo6elZWVnFxMSAawKLxZaVlZHJ5IaGhrqZpYaGhsbGRiCqfPjwoYWFRWRkZHV19Y+d9X758iUuLs7d3d3GxsbV1RVYGshkcn19/VTFqR9PDQ0N5AmpYTzBA1P9vK6urr6+nkwmFxcXOzs737hx48GDBwkJCd+U0iZiwMjISF5enrW1tYaGhoODQ1ZWVm1tLfL++vr60tJSCE5y7tw52PJD2BBdXV0sFpuXl1dZWQk/maa0VP8Ftautra2srMzKyvLy8nry5Ans2n7s5DIvL+/p06dXrlyxsrLKyspqbGykHAw1NTXl5eWwep49e1ZcXBzUzgwMDBwcHMAHLiUl9eTJk6ysrPb29paWFnjDVD0IjU8mk9PS0l6+fKmtre3o6JidnT39wfzExofTJhKJRCAQMBjMu3fvHBwcgoKCioqKyGRyY2Mj1eiAsdHQ0PDN4UHV4JNewttSU1PNzc1VVFRevnxZUlIyaSGnv9nT0xMVFaWvrz9GU+Xn51deXg6f+2Yh4QGYjEiX1f471dfXN44nylojb66qqoLZ5+joaGxs/PHjxx8OGji2adDR0VFTU/Py8qqoqEAGAHw3Ozs7MDDQ0tLy8uXLcnJyW8fToUOH9PT0XF1dw8PDCQTCly9fqqurkY5DCjlp40O9SCRSSEiIvr6+rq6uv79/bW3tDyicOzs7CwsLo6KiPn78+PbtW3d398TERCjJVAN40iJVVlYmJCQ8efLk8OHDFy5csLW1jYiIyM3Nra6unvQ99fX1DQ0NNTU1WCxWS0tLTU0NhULNkHmYakTV1ta6u7urq6sbGxvHxcXV1tbCFyf9LqxOyODJz89/9+6dmpqanp6ep6cnHo8vLi4mkUhT/ZZycJJIpJKSkvT09MDAQGtraxsbm9jY2BlKzFAFRJVdV1fn5uZ248YNAwOD2NhYWNunKgMsIHV1dVFRUWNLt5ycHBcXFwsLy969e/38/BobG4FIeNJuQm7CxCkqKnr//v3t27eNjY2TkpJg14iUirKd/6VwrqurS0pK8vb2trGxMTU1dXBwiIiIwOPxISEhtra2ly5dEhQURBAXySxevFhMTOzo0aMGBgYuLi6hoaEpKSlEIhGPx6d8KyUnJ6ekpBAIhIyMjLi4OCsrq8uXL2trawcFBVVWVv4Y9BYWFkZERIDgOKYqB51hWlraN8uDH0+p/yS4hL/fqkdKampqWlpadHS0qanpyZMnxxghYmNjfwC3RkZGcnNzLS0tr169+uTJEzQanZiYmJKSgsfj09PTU1NTUSiUvr6+oqIiPz8/PT39/PnzxcTETp8+bWZmFhgYCA8nj6dvlhl5AOqYmJgYHR0dEBBgbW0NkcgIBMIPVGF0dHTscOXRo0dHjhzR1dUNDg7+/PlzWlpaSkoKdDcejycQCPHx8YDxx48f5+fnnzt3LjhRKCoqgsLQ0dExPj4+Kyvr8+fPBAJhqu6Dd6anp3/+/DkwMFBHR+fs2bPm5uZEIrG1tXUaFw7KaYDkBwYGampq8Hi8j4+Pubn5gwcP7OzsIiMj09LSiERiamoqHo+HAfJdwwNp6mkyhPHk7+9/586dEydOPH36tKioCCnYzDPd3d0RERHa2trXr19/+fJlVFQUNNE0n6b8L6ggFGaav1TdkZqampKSEhcXh8Ph3NzcTExMHj58+OHDhx87/ujp6QkODr527dqpU6fGuFETExMzMjLgE1C8hISEsLAwFArl7Oz86tUru/H05s0bOFuNioqKj49PSkpKTU2FKlCVlrK+0DipqamfP3/G4/Fv3ry5dOnSxYsX3dzcqqqqvnf8jI6OAvSGhYVBzF0TExNPT8+kpKS0tDSoAuXXp8knJSWFhoY6Ojo+efLE3NzcxcUFg8FER0cnJSVN+is8Hk8kEpOSkl6/fn1xPHl5eX3TPGLScUUikZydna9evXrnzh0PD4+EhIRJvzjpzU+fPgUEBLi4uHh4eGCx2NjY2MTExG+OQOjWpKSk8PBwX19fe3t7Q0NDS0vLmJiYH4NeEonk6Oh48uTJq1evenp6pqWlQf9OLElycjIej09LSyMQCBCkYP/+/StWrGBjY9u9e/e7d+/AkSc1NXWqdRXeSSQSMzIyoqOjjYyMjh8/fufOnejo6Pb2dpCGJ7bzv6CXTCYTiUQUCvXixQt9fX0zMzMvL6/IyMi4uDgsFmthYbF3715eXl5OirR06dKNGzceO3ZMR0fn7du3GAwmNDQ0ODgYi8UGBQUFziwFBwcDaZ+hoeH58+e1tbWxWGxVVRVYNk0s9FR3wFW3pKQkJibG1tZWU1NTV1f33bt3wcHBoaGhMy/PzEr9r6ewWGxoaKivr++jR4/Onj2rp6f36dOnH5N6CwsL7e3t1dXVQXWGQqECAwODgoJCQ0OxWKytre3ff/8tJibGzc29ZMkSUVFRQDh7e3t/f//Q0FA4qv9X4aa9wGAwQeMpICDAy8vr3bt3FhYWjx49ev36dWZm5g9UYXR0NCcnx9jY+MSJE3fu3Pnw4UN4eHhISAgGg4GC4HC48PGERqOdnJzG2kpWVnbVqlWbN28+d+6cnp6eubm5g4ODl5cXFosNCwsLDg7GjKep6gGjLjw83MXF5fbt23///beFhUVaWlpbW9sPKJyByRKFQpmYmNy5c8fU1PTjx48wqpEqTFWSH76PwWCCg4NxONz79+/V1dWVlZVtbGx+WOqNjY19/PixmpqahYWFl5cXGo2GBpxJ+eHJoKAgLBaLm5BgXlN1BwaDwf4T493Z2dnW1tbY2NjMzGws+GZ1dfVUs3Wa+z09PWFhYbdu3Tp9+rSxsTEGg4mIiMDhcIGBgTBcg4ODw8PDo6OjP336hEBRUlJSfHx8VFRUeHg49BcOhwsKCqIq7aR9hMVi4RPPnz9XVla+dOmSu7t7dXX1D0BvV1cXLEHv3r0zMDC4d+/eq1evAgMDYf5O+vWJN6HMAQEBHz9+BB2kt7c3CoWapithCAUGBoIAc+PGDT8/vx+Teuvq6sZgW0ND4+7du/b29qhxX1Mo0jeHUFBQUFhYWPR4ioiICAkJgbExsY6Ud2C8odFoDw8PBwcHS0tLU1NTe3v7pKSk7zrrReRLEon09u3bs2fPXrlyxcHBITQ0NCwsbCoIgNU1ODjY1dX14cOH586d27Ztm4SExLFjx169ehUVFRUdHT3Vb5FahISEREZG+vn53bt379ixY3fv3o2Jieno6Pg29MJpa3Fx8adPnzw8PKysrKytrT08PIKCgsLDw4ODg11cXB48eHD58mXYUsFfFRWVO3fuGBoavnr16uPHj8gijkKhgETbdwbJ398/MDDQx8fHysrq/v37NjY2iYmJ4Pv1vWZWEPEmIyPD29vbwsLCzMzMycnJ398/ICBg5uWZQZGpH/Hz8/P39//48aO1tfXjx4/fvHmTnZ09vUHEpEvPyMhIVVUVDod7NZ5cXV29vLx8fHz8/PwCAgJQKNSbN2/u379/+fLls2fPXrhw4datW0+ePLGzs3N3d4eZ6e/vT124b137jSdvb293d3dnZ+d3796B9qK8vPwHqjA6OlpWVgZeZ+bm5p6enoGBgeCoAwVBNhNoNNrb29ve3l5PTw/4oQB0XVxcvLy8oMpoNNrf3/+bfYceT66uroaGhvfv33dzcyssLIQTJmQ2TtrgVDeHhoZaW1tLSkpiY2PfvXtnampqbW3t6ekZEBDwAw37rYb/1/+jxhMEmTc2NkahUDU1NVTFm8kl8IV5eHhYW1s7Ojp6enp6e3v/60szuPDz84Py+FMkuDNpX8B8//DhA4wfJycnb29vOCafSZmpnunr60tNTX3x4sWDBw+Ajj8wMBCFQkHB/fz80Gg0bMuio6Pj4+MTxhPgLqz1MORg5ExaYKo2ABIhf3//V69e6enpGRoahoaGAhnZd42f0dHR3t7e2trazMxMDAbz8uVLc3NzR0dHoOZFqkD19UkvYVZCR0B+0scob/r7+/v4+IC2H85ZZxi0g6r9m5ubY2Nj7e3tra2tIUAh2D1QfmuqPAqFwuFwERER4eHhsFuayfyFavr4+Li5ub0dT2CpA8EoqYo3zSXSWY2NjUFBQY8fP3706NG7d+8CAgLQaPRUIwGWGn9/fw8PDzs7OxMTEy0trdu3bz969AjcZIKCgqb6LdIO/v7+GAzm48ePFhYWWlpaNjY26enp4HqHlIqy5P8n9Y6MjECg+OLi4vj4eD8/vw8fPqBQqKCgINj7BgUFwToY8O+ERqOR3eikm2JkXzBVBnaygYGBHz58cHV1xeFwX758gRhkMzctA4Jc5KA+KSnJ19fXw8PD19d3hvu1qYr3XfcBg8EN4Lv2DdArIyMjELgKdHfQ4FRbXWRBQaFQMKSQCkLmuwoMfYfBYGBoguicnJz85cuX5ubm72p/ZGCRyeSkpCQfH5+PHz+i0WiQPJBSQSFhnws7YgC2gIAARASHPRwissxkrx0UFIRCodzc3Dw8POLj44H3Z6otJ1JUqszw8DAY8sCxxYfxBAX7ZhmQCv5MBvaIQUFB6enpP6YtHBwcBP+o8PBwDAYDk/V7i0Q1oqguJ74NGgdGZmBgYHR0dHp6+jTkFVTNTnU5MDBQVlYWFhYG+04YFUj7U44fWJqCxxMOh8OOJxg8SJknlnbiHeQT3t7eLi4ufn5+mZmZ04gsVAWmvBwcHOzo6KipqUlLS8NgMLD1QWbZxE9Pcwep6cwnQmBgoL+/PwqFioiIKCoq+jHb++7ubkABHA6HRqORIYR0wfRlRqY2Uuxpnof/gpqCTTh4dQKd+8zjjkAXICDX0dGRkZGBQqE8PT0ppfapSkI5WqDKILAhK9I36w66HxDcEdEFtIZIqSjHyb+gF+IDNjY2FhUVEQiExMRERJkDZyF5eXlFRUXFFKmoqAjcLTIyMohE4jRnKpMeDFDdhC/m5ORA1PrvXTfByay/v7+1tbW0tJRIJFJWgepbv/YSOQYgEAiZmZllZWXfZZKOdAlsgMDNKTs7OzU1NSkpifJ8gkgkZmVlge9TUVFRYWFhbm4u0viUT35vBZOTk+GoOCcnp6Kioqmp6cf8g+G4q7y8HA5XkCNeyvJAOeF0KiMjIy8vr7CwsKCgICcnJzMzMz09nTh+sEr5k5nkoQpg2dHW1oZYHSPN+83MyMgIQjGRn5+fkpKSkJDwM606k2LDMzCE4NgpNze3pqYGcar5ZrEpHxgeHoalv7Cw8PPnz8nJyVRDaOZF+t4nk8YTkUgsLCwkkUgzD51CWf7R0dGhoaGmpqaCggIikYg0zsTCQItN/DvxyZnfSUpKSkxM/Pz5M3hzUhVsJpcQPLu9vb2ysjIjIyNxPP3wEKKyLZi+IvCV1NTUjIwMiG75Y1orIBoqLy/PyckhEAjQrdN/mup/kU6huj/9JTJWMzIywFYXFFczaXaqZ4D5AGJATf9R+F9oOgKB8Pnz5+zs7Ly8vPz8/OzsbCKRCHWZyUvgGTjbzsvLa2pqAunr29AL5vu9vb1tbW2UJqn146mxsbGlpaV9QmptbW1paWlqagIrYnj4x/6CsVxzc3NPT8+PrZsI+oKDRN0/6cfKM/NfwXfq6+sbGhqampo6Ojr6+/snbXGqIUJ1CeXv7e3t6Ohobm5GegEpCZlMbm5ubm1tbWtra29vb2tro2x8pBjI8zPPIL9tbm7u7Ozs6+uDLqAq4UwuQffQ1NQE9qjIm5HCIFaRZDK5qamppaWlra2ttbW1ubm5qakJbImn+i3ykokZ+BD42kL7/8DuDWZBT09PS0sLYhI58Vu//A7SSmQyuaWl5XttDJF+ATeJrq6utra2xsZG2leBTCa3trZShXBHijeTDGxAW1tbkSUFGTBIs0NzTfMXefK7MvDCxsbGrq6uH9Bage5teHh4YGCgs7OzsbERKeF3FYPy4YbxRHlnqjx8C5YgcDf/Ma3V8PBwX1/fVEvQVF9H7iNVhgxy/5sZ5IewhII/4Q+sorB76+rqmmYJoioMDDCwUm5ubm5paYHliEwm/0At6uvrW1paENFl0ir8S+qFdQr83obG06QOTL/vJvLR710xkfk8sQpD4yFufl+Zp3rzT1Zhqtf+1vuUbYW0JNK2M88grpOUL/ytJUde/pNDCKn1H5wFSF0mnbHf7AWoAvISGmeQHkda8psFnvgAUgWkN2lWC8ov/kz7/8EqIG0FZZjYvN+8gxQeeRXNMlTt/zNVgDIjA5L2VZi+8P8Hvd/sj/898L8W+F8L/K8F/tcC/2uB/7XAz7fA/0EvQPTQ0NDAwEB3dzfolYHRqevXpe7x1NPT0zueenp64N3d3d1dXV3t7e2tra2Itnb6XcPEysPzoDCEKrS1tXV0dPy64n/7TR0dHe3t7V1dXd9LYQjVQRTOXV1dnf+kb3/1VzwBX4Pm6unp+RmFMxyXgkr8lw+hSesK46qzsxMU16CthfHwXbILMgv6+/vhbe3t7bSpAtSrs7Ozvb29o6MDzlwmDvJv3gGFc09Pzz/D5//7d9JG++U3geoLPtfb2/sDnjnILACFZ2trK8ymX17UiS+EIdTR0dE6fpqDUPx/1/hBFM5DQ0NwbET7JQiGEJwZ/bDCub+/n/ZLEJAJwoyDJeh7nQOR2QGM9G3jqbOzEzp3Yqcjd+CB7u7uHooEINXb29vT0/PNN3R1dX0Xiv0Lent7e4EFG9ghoqKiEhMTieOJ8HOJ8iWp/yTklUQiEfgioqKisFhsfHx8eXk5nLV819CBRaejo4NEImVkZERGRoaFhSUkJFB+HfnoL8+AlVlsbGx4eDgej6+trf2uwiOLTltbW2FhYXJyMmLgk/oPM8AvLzPlC/F4PNiYJCcnp6enFxUVtbS0/EAVIHJWWlpaaGhoRERESkpK2jgfBeW3fnk+bTwlJSWFhITgcDgikQi2kd8bzwBiADQ3N5eVlaWkpISHh0dFRQFFDJFI/OXFpnwhvD8pKSlqPP0/6t46rsqlCxt+jq0YHEREBREMOgQBUREUCRVBGhUslBCRDumW7gbpDkG6QUC6O6S7kS7l9WV9z/1xQBB9Dlvf+YPf7M3e+55YM9esNWtdq7KycmxsDNlKNl9ZWFjo7e0tLS3NWi65y3wsmxehwsLCoqKi4uVSUlIClU3OIHilZWdn5+fnV1RUQGj+5luOfHJhYaG9vT0zMzM2NjYtLa2goGCTDVg5nj9bB+e+9PR0CKesra2dmJj4WfkBIvSJiYmenp7q6urMzMykpKTMzEzownpNgjEvKSkpLS0tWS6/1l9wTvzw4UNSUtKHDx+am5s3TnOEDPiqyvT0dHNzc15eHjCT5Ob+X8qg9Rq/6n3YbEGEoEel/ywgVEBhseq7+fn52dnZ8NDi4uL6+vqBgYGfohZAzkmTk5PV1dXAKJCVlQX7w6rHIaIOY440DOkCVJCXG08KoFheXl5SUlJUVNSHDx86OjoQj5NVI7y0tPQP6B0ZGampqYmPj7e2tpaTk5OVldXT07OysrK2tra0tLTYXLH8b7H6Z7G2traysjI3N4dwWwMDA0NDwzdv3pibm9vY2Njb25ubm8vIyNy/f19NTS0hIaGnp2dmZuanPB2+fv06OTmJEKy/fPlSQkICmKxtbGw234XNdfQfn4JRMjU1BRahN2/eFBYW/pTQwNx8/fq1paUlODhYX19fU1PTwMDAxMTE3Nz8v4O62Vn4R+N+9AJ+3NTUVF9fX1dXV19f38rKKjw8vKGh4dc8JOvq6mxsbJ48eSIlJWVsbGxra7ul429paWm7XPT09J4+fSoiImJpaVleXg7xachqXCv9a99ZWFgYHh6ura2NiYkxMjKSlJSUk5MzNja2sbH5qVXwoyH/zv9huRgYGLxcLp6enr9GBTUzM1NYWOjg4KCurq6lpWVsbGxqamphYQGz/J0Hr3jL0tLS2trazs7OYbk4Ojo6ODjYL9NF2djYWFlZffdHLC0t4V/GxsY6y+XNmzdubm4ZGRlINt+1Q73BO9PT0+np6Wpqag8fPlRUVLSwsLC1tbWyslrR0n+5amVlZWdnZ21traysLCwsLC4uHhgYCLkKfvb0OT093dHRkZeX5+Pjo6amJiUl9fr1awsLCxjAVe2G8YQxd3R0dHZ2dnJygqQ9P9tfmDsLCwsNDQ14aHx8/E9RQSEzMjg4GBcXZ2hoqKampqent8ktCPpiZWVlY2Nja2vr4ODg5OTk8s/i7Ozs6Ohob2+/ajRAhMzNzfX09DQ0NHR1da2trUNCQioqKpCslEjzNqggi723t9fPz09CQuLJkyfa2tqwPyAQAI9DRB3GHFplYWFh+t8CUGVsbGxmZgY7PCzS764C+DVTU1MpKSlBQUF1dfUPHz5sEJ/2/0MvZC7Kzc318vJSUFDg4eHh5eV9+fKltra2jo6O5qaL1nLR/meBBampqamsrCwtLf3o0SN+fn4+Pr6nT58qKyvr6uoaGBioqalxc3NTU1MLCAj4+fkB6fZPbf3AClJfXx8bG6uhoXHr1i12dnZAX11dXS0trU134qc/qKWlpaOjo6KiwsfHd/ny5adPnyYlJf0CCyMQSZqbm9+/f//BgwevXr1SVVVVV1fX1NTcuvbDlKmpqcnLy0tLS0OuYisrq+Li4l/owtLSUlFRkaysLC0tLSsrq5ycnJ6enq6u7k+P6c98QU9PT19fX1pa+urVqzQ0NLKysllZWaOjowvLifw2WKur/jU/P9/T05OXl/f27VtxcXE2NjY+Pj7IAvlTq+Bn2v7/fVZ7Ofz/5cuX7Ozs165d09XVra2tXdW8zbwEIkk5OTk+Pr7Hjx8rKiq+fv1aQ0PjZ+VHS0vrn4v4/75a70e0tbU1NTWBdVlCQkJSUvL169e/nLlocnIyLCyMl5eXhoaGn59fXV1dX18fHvELA7uZr2hraxsYGGhra9+/f//8+fPMzMzW1tbNzc2Q524zw458ZmJior6+Pi4u7s2bN8LCwrdu3Xr8+LGGhoaent53uwBbBww1rET4u5lmr/oM5Hp69OgRMzMzDw+Pt7f30NAQ0rDNV7q6ujw8PERFRfn4+CQlJTe5BUGzAS9gwweBWdmplUK1UpbgfXV19VfrdiW1AAAgAElEQVSvXj1fLrKysubm5pmZmT91ekCgt62tzdTU9MqVKwwMDM+ePdPV1dXT01v7RGghkI4pKChISUk9evTo3r17wsuFn5+fm5ubl5f30aNHsBXDOlr5O8gU6OjoGBgYKCsrs7Ozk5KSCgoKRkVFjY6OgsPm2sH/B/QCh7O/v/+bN2+A0gWyzf+QQytyuUD0cUxMTGxsbFxcXPyKEhcXFxsbGxER4eHhYWRkJCEhwcbGdv36dWlpaUhDFhMTExgYqKamxs/PLy0tHRERAfH4vwC9dXV1CQkJFhYWL168kJOTc3R0BCJGaOQW/YW+BwQEKCkp3blz58WLF6mpqb+AWwC9pqamjx8/VlJS8vDwAI6qzTcbWhK9zAIY+88Ss8w5AHHua38wIiIiODj47du3BgYG8vLy5ubmv8zhXFZWpqamxs7O/uzZM0gjgzx681H2a1u4wTvRy8XZ2fnZs2d3797V1dXNz8//NQ7n7u7uvLy8gIAA7WUuRh0dHeB02+Qq2KCRG/8LgvqdnJyePn3KxcVlZGRUX1+/dsX+8J2pqanExER5eflHjx5BDgPgXdn46fBfSDHr6enp5ubm7u7+9u1bb29vf39/4KWBVRzzX3bGlT8IhAMhISHe3t52dnZaWlrq6uq/zOE8NTX1/v37R48e3bp1S01NLSQkJHqZqHLlE3+tDoP8frnATgVLJC4uDtiXTE1N7927Jyoq6uXl1d7e/gvX1cDhHB8f7+DgoKqqqqioaG1tHRYW9t0uREVFxcTExMXFhYWFeXh4gOL79u1bIIKIjIwEwqJNdjYqKio8PNzIyEhAQOD+/ft+fn7Dw8M/FJi1H+ju7vbw8Hjy5AnQgP9wCwI2CegICElkZCRkjwB1EzGc2Nvbe3h4BAYGRkREvF8mawIWJpiR8PBwPz8/FxcXExMTDQ2N/4XDubOz087O7s6dO4KCgpaWlu+XiVGRYYQGv3//PiQkxMPDw8bGxtDQUFVV9fnz5zw8PCwsLNeuXWNmZr548SIlJSU9Pb2wsLC2traTk1NQUBCIEPJTSAW6823MZWRk2NnZpaSkkpKSNsvh3NfXl5eXB2xYwcHBycnJ9fX1Q0NDw5soQ/8tg8tlVY6XweXkD11dXSUlJeHh4RoaGqysrIyMjFpaWkVFRcPLcVRtbW2RkZFGRkaQsKKrq+tnQxtB621oaPjw4UNQUJCLi0twcHBZWdng4OAmevAvfKS1tdXX11dGRkZbW/vjx4+/ZnCuqamxtbVVUFBwc3Orra2Fcd1k4/47CUMwC4P/TLYDbyKfWfWbEJnd2NgYHh5uYGBgY2Pzy0kDa2trLS0tpaSk7OzsqqqqhpejdSFgF3k6yNXKl6vqq5q3mZfl5eUuLi6amppv376tqqr65cxFhYWFsbGxPj4+Xl5eSUlJzc3Nm3n6v/KZkpISc3NzKSkpBweH5ubmtdviD9+BfL1aWlqvX7+Oiorq6ura5BIeHh6G7Fu5ubkpKSmJiYnA356bm1tRUdHS0gLpfWAtr/1NiKHs6OgoKCjw8PAwNjYOCgr65cxFaWlp6urq8vLyoaGhnZ2d/8rYrhKwlasDlkZPT09KSoqJiQkkDezr6/tZq8nS0hLk601PTw8LC/P19Q0LCyssLOzt7f1uF2BR9PX1VVVVQYro8PBwyJXe1tb23a9s/GZfX19CQgJYsN69e/dr7gJgrZWXl3/z5s3Hjx9h3NZ7LvwX2XAge1JTU1N+fn5UVJTvcvH39/f19fX29g4MDITe1dfXQz7QleI0MDDQ1dVVW1ubkJBgb29va2ubkZHxaxzOfX19gIJ6enpZWVkrxRUZ8/b29oqKiqSkJH9/f3t7ez09PSkpKW5ubiYmpitXrly+fJmKioqAgICcnPzBgwc2NjZJSUkbA+LIyMinT598fX2VlJRMTU3z8/N/Ol9vZGRkQkJCSUnJTx2avnz5MjU11dvb29jYWFlZWV5eXlZWVlpaWl5e3tDQ0NvbOzAw0NDQkJycrK+vf+XKFQoKitevX1dXV8NtytTUVFZWlr29vaura3Z2dnd3989GtSPQm5OTA8eupKSkXyNw/+EG990PTE5ORkdHq6qqGhgY5OXl/Rr01tbW2tnZqaqqBgYG/sJV2eLi4tTUVH9/f0tLS319fd0yS1RNTU1tbW1zc3NfX9/4+PgGtoTh4eGkpCQTExM7O7tfht76+no7OzsFBQUfH5/e3l64g4cD1sTExC8YA7472mvf7OrqCgkJMTU19ff3r62tHR8f/1k/cyRfb2JiIhz2i4uLf2rxr23VT73T1tbm6uoqLy/v4uLS0tLyU9+FD8NFqe5yycjI+NnR7u3tzc3Nfffunaenp7Ozs7u7O3Czp6WlFRUV1dXV9fT0jI+Pr+eEMT093djYGBAQYGJi8ssG59nZ2Q8fPoCFMCUl5dd8hb47dMBWNjMzMzo62t7eXltbW11dXVtbW1dX19DQUF1dDZnB1NXVo6Ojf43DeXJysqGhAVLOvHv3LjU1tbm5eb3hAp+48vLy9+/f29raIp4WcXFxfX193+3Cxm9+/fo1Pz8fdLj379//MvQGBAQoKyvb2dltxvQyOzs7PDzc2dnZ2NgIHHwpKSn+/v5mZmYay0VLS0tDQ+P169fA9h8SEpKWllZeXt7a2trb2zs6OopM8fz8/MDAQG5urpubm729fWZm5q+tvoGBgZCQEFVVVWtr6+rq6lWDNjU11dbWBocDFxcXIyMjFRUVKSmpBw8ecHFxsbOzcyyXq1evUlFRQX4gDQ2NkJCQhoaGjRfU58+fY2Nj9fX17ezsgMMZgiZWNeAfblZw15ufnx8dHR0eHh4dHZ2fnz8wMLD2O999Z3Fx8fPnz58+fUpOTnZzczM1NTUwMIDrDQMDA1dX15SUFEDipKQkXV1dGhqaU6dOvXjxIi8vb3JycmlpaXx8PCMjw9ra2tHR8cOHDwC9G4DE2mYg0JudnR0eHu7j4xMXF/drviprf3wz74yPj0dFRSkrK+vr6+fm5v4v0KuiouLv79/T07OZ5yKfWVhYABLNzMxMf39/JycnxNRjZ2fn6+ubmppaW1s7ODj43b0ANgK4pvpfoLeurs7W1lZOTs7b27u7u3t6evrTp0/g5AkUgxtTJCIXNki/Nllpb28PCAgwNDT08fGpqan5Za23qKgoISEhODg4JCQkPz//1/avTbZ51cdaW1udnZ1lZWWdnZ1/GXrT0tJ0dHS0tbVTU1N/1kvl06dP7969g5zBd+7c4ebmFhUVlZSUlJWV1dTUdHJySkxMrKmp+S6/9MLCwtjYWHV1ta+v75s3b34ZemdmZjIyMuDmMjExcWNpWTWAG7xcWFgAkrv2ZYrHiIgIOzs78OFydHR0cXFxcHCQk5Pj4OAQFBT09fUdGBj4BQ9nBHqjoqJCQ0MTEhIaGxvX2wqGh4dBz37y5AkLCwvNcrl69aqWllZlZeUGfVnvX4uLi3l5eXp6esrKylFRUb8mur29vf7+/kpKSjY2Nj90OFhYWOjs7MzPz3///r27u7upqam6uvqLFy8EBASYmJiolwsNDQ1U6Onp2dnZRURElJSUrKysAgMDk5OTS0tLOzs7gftpZmamq6vrw4cPzs7OdnZ2/wv0BgUFKSkpWVparhzJr1+/zs7OtrW1RUdHGxgYiIuLCwgI3Lp1i4WF5fr16xwcHHx8fKKios+ePQMXLX5+fk5OTlZWVi4uLnV19ZSUlI2drkdHRyFtg5WVVWFh4U9ovXl5eWABj4iIyM7O/mGEDMShzs7O9vX1lZWVgcX44cOH0Jlr164xMjKysLCIiYk5ODjExMQkJyeHhYVpaGjQ0dEREhLKyMjk5OSMjo5++fJldHQ0JSXF3Nzczs4uIyPjfzE4Z2VlgRE/KipqgyPneuILF+MQ2QZsdr29vYODgxMTE2CAWg8bRkdHIyIiFBQUdHV1/0eDs5KSko+PT3t7OzxrvSdCF5Bo1KGhoYqKivfv38NV97179wQEBPj5+Xl5eQUEBCQkJN68eRMSElJcXDw0NAT3WMgvQzBue3v7+/fvjY2N/0fotba2lpGR8fLygiThmZmZnp6eoELFx8cXFhbW19c3NTWBUl67otTU1ACBalNTE2QFHx4eHh8fhzjL9aYM3m9pafHx8dHV1fX09Kyurv5l6C0sLIyLi/P39w8ICMjOzt6krwqs6tHR0f7+/u7u7o6Ojvb29o7l0tnZ2d3dPTAwMDY2BvF/64W9fvr0CVJGOjk5/S8GZ/AfgdumjQcNpH1hYWFubm5sbKygoMDe3l5MTIyWlvb48eOnT5++cuXKrVu3ODk5eXl5JSUljY2NQ0NDKysrwXyCOABDXNbAwEBpaSnkX/pfoDc9PV1TU1NVVTUuLu7X0u8gS2Nubu7z5889PT21tbW5ubmpqanR0dHu7u5KSkoCAgJ37tzh4+MTEhISERERFhZmZGQ8derUpUuXHB0dBwYG1lNZNhhSgN709HRI+RcdHV1bW7sqjQFsm3Nzc3BIvXPnDiEhISYmJhoa2sGDB48fPy4iIhIbGzs4ODg9PY2M8AYPRf41Pz+fk5Ojo6OjqKgYGRn5v0CvoqKilZUVZGBbOw4QyTk1NdXR0ZGWlubk5KSmpgbX85cuXSIjI8PBwUFDQ9v2z7Jr1y4MDIzTp08zMDDw8fHJyMgYGhp6eHikpaW1tbUBr0Nra2t6erqTkxMAwa9pvf39/QEBAQoKCmZmZmVlZTCGSPRpbW2tp6enhIQEJyfnjRs3ri0XdnZ2ISEhiOsxNze3tra2sLDQ19d/9eoVKysrOTk5Ly+vh4cHnDvXO0sNDQ1FRESoq6uDr8xPQ29wcPAmoReSZIF/lr29vYSExI0bN4iJiXFwcLCXCxYW1okTJ5iZmdXU1Dw8PDw9Pa2srOTl5W/fvs3JyWlubl5TUzM1NfXly5exsbGUlBQzMzMw8f9b0Pvp06fvaniIsH63srCwMDg4WFNTk56eHhQU5ObmFhISUlZWNjw8vIHT4++CXugCrGQvLy8ZGZlbt26dP3/+zJkzBP8tZ8+epaamBpdvNze30tLSwcFBhGUU4hEnJyfb2tqioqL+Lej19vbu7OxsbW319vaWkpISFhYWEhISFRWVlpZWVlZWVVVVVlZW+mdRVFSUl5dXVFTU0tKytLT08vKKjY0tKirq7OxErFLfnbKlpaV/HXr9/f03D71LS0vd3d1gb7CxsQGPWR0dHT09PSMjIxsbm+Dg4JycnOrq6sbGRrjJW2vUQaDX0dHxf4feb/5Wm3EQhauigYGB+vr6d+/evX79+tatW3h4eAcOHCAjI3v06BG4C0lKSoqIiAgKCr569SooKOjTp09wuIHpQKC3pKTEy8vL2Nj4T4DepaWlwcHB/Pz84OBgU1NTeXl5CQmJx48f8/LyMjAwnD179tSpU6dPnz579iwhIeGZM2eOHj26d+9ecnJyW1vbwcHB9SRtg/dXQi/knF4LvcjdXGpqqqysLCkp6eHDh48cOYKLi0tGRnb58uXHjx9bW1snJiY2NTVtbOFc1ZJ/F3otLCxKS0tnZ2fXQu+XL1+GhoaqqqoiIyN1dHR4eXkvX75MSkqKh4eHhYV14MCBHTt2/Od7Zdu2bfv37z927BgRERE9Pf2NGzf4+Pi0tLTi4uIaGhq6u7tbWloyMzNB6/3Zu15kNAB65eXlTU1NV0LvwsLCxMREc3NzTEyMhYWFtra2vr6+sbGxiYkJZEiMiIhITk7OzMzMysqCIGMfH5979+7h4+PT0dFpa2snJye3trauZ4lZCb0/d9cLWu8PoRdmAhZbT09PQUGBs7OzsLAwCQnJ0aNH0dHR0dDQ9u3bt3e57Nu3j5KSUkJCwtjYGLxGxcTEnj59qqamFhkZ2dfXt7i4CLbi5ORkMzMz1Gi90AU48i/+t8DZH+5Ky8rKQkNDjYyMHj58ePPmTXFx8bCwsPb29qmpqbU7Jkw56qEXerGwsDAzM9Pb25uYmCgrK0tHR4eLi3v48OGDBw8eWC77l8uhQ4ewsLDOnz8vJycXFxfX2toKpAHQeETr/RehF/KNNzQ0WFlZ3b59m4yMDA8P7/jx4ydPnvzvkYAA/5/l1KlTJ0+exMfHJycnZ2JiEhYWVlVVdXNzA3cPZNaQNbaygmLoRVbBly9fFhcXJyYmsrOz37x58+DBA0ZGRlJS0nPnzhETE5ORkVFRUTExMYmJiVlZWQUHB79//z41NRVM4qt6hEDvFmm9yOOgzfPz85OTk4ODg62trRUVFcnJyfb29s+ePbt8+TIWFtbBgwevXr1qYGAQEBDg6+trbm4uKipKSUnJwMCgo6OTk5PT09OD7EEI9P4hWi8s7enp6ZKSEgcHh2fPnjEyMhIQEBw7dgwbG/vIkSPo6Oj79+9HQ0Pbv3//gQMHYLHs3bt3586dZGRkAL2ITWilmG1cXwm9gYGB39V6FxcXR0ZGqqur/fz8BAUFsbGxMTAwyMnJ2dnZHz16JLfMqSAlJaWrq5ucnLyBl+zalvxb0Ovn5wcqY2Fh4XepRRYXF9vb2xMSEt68ecPNzX3q1Km///77wIED+/bt27Nnz65du3bs2LFt27a//vprFf7+9ddf27dv37Vr1759+w4ePPj3338fO3aMk5PT3t7+48ePzc3NLS0t2dnZLi4uW6H1AsvVwMBAdXX1h+VSUlJSV1fX2Nj46dOnjo6O/v7+keVsLmPLCV0GBwdzcnJevHiBh4dHTEz88uXL4ODgmpoauCRdO/4robegoODf13q/fv06PT09MDBQW1sbFxdnbW39/Pnzy5cvnzlzhpiYmG65UFBQEBISnj59Gh8f//Lly8+fP4cc7xwcHNzc3DIyMg4ODh8/fkRO5WNjY6iE3qWl/5ubbHR0tKOjo6amJj8/Pz09PT4+HgmTsLe3l5eXv3v3LgUFBS4uLgcHh5eXV0dHxwZEH6iHXkiQAuxdUVFREBrBwMBw4cIFBgYGRkZGJiamy5cvU1JS4uPjHz9+HBsbm5KSUlZWNiEhoaOjY3JyEjFnbQX0gtbb3t4eGBgIkabXr1+np6e/cOECNTU1FRUVBQUF+fcKBQUFLS3t1atX2dnZ7969KyEh4eLiUl5ePjw8vFJTXyX6KIbepaWl6enpvr4+SLIZFxdnZGTEzc1NRUV15swZfHz8c+fOUVBQUFFRkZKSUlBQsLCwiIqKvnr1SklJSVdXNyAgoKKiYpVRcauhFwByaGjo06dPubm5ENYSEBDgs1xcXFx0dHREREQYGBgwMTH37NlDTk4uLi5ubm4OXldPnjzBx8c/c+aMtLR0fHx8c3MzYg3+06B3fHy8uro6Li7OzMzs3r17NDQ0x44d27Nnz44dO3bt2rV//35MTExcXFwCAoJz586RkpLS0NDQ0dGRk5OfOnXq6tWrrq6ug4ODcFJZJWYbv9wk9A4MDBQVFTk7O3NwcKCjo+Pg4Ny5c0dRUdHMzMzGxgZiFIWEhDw8PDo6OoDVdePnwn//ReiV/6+H88jIyFpP78XFxa6uroyMDDs7uwcPHpCTk588eRIHB+fEiRPHlgsODg4cqnFxcbGwsNDR0fft27dz585VYHzgwAF8fHwhISFPT8+SkpK2traWlpasrKytgN6lpSVI6TgxMdHX19fW1tbV1TU2NjY3N7ewsLDWODo+Pl5fXx8SEiIiIkJAQEBLS6uurh4fH//p0yfkxLlqUlABvQMDA4WFhf7+/vLy8jdu3KCmpr5w4cKNGzckJSVNTEzMzMzU1NTExcUfPHjAx8cnIiIiKysrIyPDxsZ27tw5BgYGeXn5oKCgqqoq5PiAeuidmJgA9i5nZ+fXr18/efKEi4uLlZX11q1bd+/eZWdnB18wEJrr16/7+/sPDQ2tlUJk9FEPvWAizsrKsrOzExMT4+HhERISev78ubq6urW1tbu7u5eXF1zDCAoKsrCwXL16lYeHx8zMrLi4GMJekXP9VkDv27dvOzs7x8fHGxsbs7KyoqKivL29HR0dLSwsjIyMtLW1X79+raqqqqam9vr1a/gL/CEaGhoqKiovX74UEhKip6enoaF5/vx5aGhoTU3N8PDw2kUCU4Bi6P369WtPT8/Hjx99fX3V1dWFhYXp6OhwlgsNDc2dO3fExMTk5eVlZWVFREQ4ODguXbpESUlJSkpKTk5OT08vKSkZGBgI6IvYUbYaehcXF+E6Njg4WFlZ+c6dO9eXCzc3t4SEhKqqqoKCwuPHj1lZWU+ePLljx46DBw+ePXv25s2bWlpajo6OUlJSREREhISEUlJSkZGR9fX1yFXcnwa9bW1tzs7OAgICFy5cOHny5OHlcvTo0ePHj+Pi4hIREV25coWbm/vBgwfPnz9XUFAwNDQ0NzdXVFTk4eF5+PBhYGDg1t31Li4u9vf35+fnOzo6srKyYmBgUFJSqqio+Pn5vX//PjAwUEVFhYGB4eLFi7q6uqWlpXDPhewzG1T+Lej19fWVk5MzNDT88OHDwMDA7OwsckaHp0Na6NbW1szMTFtbW3FxcX5+fi4urps3b964cYOFhYWDg4NnubCystLR0RERER07duzgwYM7d+5E9ODdu3cD+4SFhUVubm5vby8wGW/RXe/S0hLcss/PzwPJ+dTU1AZBEPX19W5ubuLi4leuXCEnJ+fn5/f29q6vr98gEfWWQ++XL19aW1sjIyPV1dWZmJgwMTGxsbGvXbsmKyvr4+OTn59fVFQUFxfn6elpZmb2+vVrWVlZKSkpISEhcnJydHT08+fPa2lppaamtrW1IceHrYZeuGOfnJwcWc7D2tXVVVxcHBQUZGBg8PTpUzY2NrgcxcfHJyMjo6enP3/+/MmTJw8dOrRnz559+/Z94ygJCwubmJjY4CCMMugFvPzy5Ut/f39eXp6Hh8ezZ8/o6OguXbokKSnp6OgYHx9fUlLSsFzy8vLc3d2lpaWFhIQePHigqKgYGBjY0tKyil90K6DX3d29o6MDTH/z8/OfP3/u7u5ubGwsLy/Py8vLyMgAnu3ExMSk/5aUlJSMjIykpCQfHx8dHZ1v1GanT5/GwsK6ffu2i4tLUVERhHx8d/dBGfSC2aq/vz83N9fFxeUbg8qVK1dgZ8HExCQnJ793756+vr6np+e7d+/A6VpUVJSWlhYDA2PHjh179uw5evTo3bt3nZyc8vPzIX4UerR10AsyMzMzU1tbGxQUpKyszMTEdOzYsaNHj4Iv1cOHD1+/fg1MfuLi4tevXz99+vTx5XL+/HlxcXFjY2NxcXEaGpqLFy+qqKjEx8c3NTX9CVov4ik2MzMzNTUFOmJ9fb2mpiYpKSkWFtbx48cJCAhoaGjAi5WTk/PevXuysrJGRkYODg7e3t6RkZEfP34sKiqCkVFWVo6MjOzv7/9lD+eN3awWFxeBRMHe3v7GjRuYmJhXrlyxtbUFwvnY2FhVVVVycvKzZ8++evUqMzNzpWH/u5KPvLkV0Ds4OLgWegHDpqenOzs7wYnSwsLC0NBQQ0NDXl7+xYsXEsvlyZMnvLy8zMzMlJSUuLi46Ojoe/bs2b59+44dO3bv3o2Li8vLy2thYZGamtrd3Q05S1paWlJTU4FN85c9nL/rZgXQi9y5rK3AMELXpqamUlNTJSUl6ejoaGhoODk54ZJlA27IpaUlVEBvbW2ts7OzqKgoERERGhrauXPnXrx4ERgYWF5eDuncW1tbi4uLIyIizM3NpaWlOTk5z58/f/jw4d27dzMwMDg6OjY0NIDiBR3eauhdWFgYGBgoKyuLj4/38vKysLBQVFQEXfDScrlx44agoKCEhISampqOjs7Lly/Z2NiIiYlPnDiBh4cnJCT0bUms8lREJB4qKIbe+fn5xsZGCAO4c+fOpUuX+Pj4bG1tc3Jympqa2tvbW1tbIVRfR0fn9u3brKysz58/B8YS2FZAFqHxWwe9K0cJVtfw8HBvb29HR0dra2vLcmn9b2lvb+/u7m5qavpGJvro0SMqKqq///4bCwuLj4/P39+/rq5udHT0t2u9EC6VmppqZWX14MEDGhoaTEzMbdu2HT9+nI2NTU5Ozs3NDaLpgFvA2dlZTEyMhoZm//7927ZtAy3n5cuX79+/b25uHhsbQ3q01dA7OjqakJAgJyfHyspKS0tLT0/PxcUlIyNjYmLi6ekZFRUVHx8fGxsbFBRkYWEBxJDPnz8XExMTFxd/9uwZDw8PMzOzoKCgo6NjRUUF6EMwv79X6/3y5cvk5GRnZ2dDQ0NXV9f09HRLS4utre3du3c5OTmfPn2qpKRkYGBgbW3t4ODg7Ozs5eUVGRmZkZGRn59fVlbW0NDQ09PT29ubmppqaGiora0dHR3d398PbigrBfiH9U0anCF+2s7OjoWF5ciRI8zMzC4uLsXFxdXV1ampqRoaGqSkpBB+mZ6eDhF6P3z00tLSvwW9fn5+8vLyJiYm+fn5q1zZoRmAWzDsHR0d5eXlubm5GRkZsbGx/v7+CBv2tWvXqKmpCQkJT5w4cejQod27d2/btm3Hjh0HDhzAxcVlYmLS0tJKSUlB8uWMj4+3tLSkpKRsEfRuZgyXlpbm5uZ6enoCAgLu3LlDTEzMzc1tYWGRkpLS1dW1Svtf9YOogN6KigoLCwteXt4zZ85gYGAwMDAAf0dPT8/ExAQcP7u7u1NTU+ECkpSU9ODBg7t378bAwLh7925UVNSqGd1S6IXAj8bGxrCwMB0dnXv37l26dOns2bPHjh07ceIEOTn57du3FRQUvL29s7Oz6+rq6uvr4+PjX79+ffv2bTo6OgYGhhcvXqSlpW3sbYhK6P369evU1FRhYaG+vj43NzczMzMnJ6eKikpycjLEQfX09ADu2tjY8PHxgTYvLS0dHBxcWVmJ+G5sqcEZtF5EOuE4Cb5ss7OzMzMz0+uU7u5ue3t7Ojo6NDQ08LOVlZX9dgjt6+vbIMpoq7VeZLvp6eS+rbYAACAASURBVOlJTEw0Njbm5+c/d+7cwYMH9+7de+jQoRs3bpiamiYnJzc0NAwNDY2Pj09MTNTW1rq6uj58+JCCguLgwYOHDh06f/78o0eP3NzcampqpqenV2ZG22ro7evrc3d3Z2ZmxsPDY2BgeP78OWjeXV1d/f39QHsyPDzc09NTV1eXn5+fmZkZFxfn4uIiISHBwsLCzMzMz8+vqamZlJQ0PDy8kmcR9dCL+EhOT08PDQ01NTVlZmZGR0cXFBQMDw/39/cnJCRYW1u7uromJSWVlpbW1taCN01zc3N7e3tfX9/IyAikqANdeXJyMicnx8zMTF9fPyYmBqwRG2+1iGwjlU1C71qt18bGJisrq7i4ODEx8fXr1wC9UlJSycnJm88B9S9Cr6KioqWl5QbBRbAcFhYWpqenP3/+PDg42NnZWV1dnZ6e7uXlJScnd/nyZWxs7P379+/bt2/37t07l8u+ffswMTEJCQmBSDgkJKS9vX16enpxOV/t2NhYc3MziqEXUX+/LJfp6emenp78/HwTExMGBoZz585JS0tnZGT09vZOTU3BaQzZNpF5hwoqoLe+vh5Co6ipqTExMcnIyGRkZPz8/HJzc1tbWwcGBmAxBAUFSUtLX7ly5fDhwzt37jx27NiVK1c0NDQKCgpWyfTWQS9sbZOTk5WVlW/fvn358iUrKysJCQk+Pj4JCQkjI+O9e/e0tLT8/f3hWgWcP6uqqiwsLISEhK5du8bBwaGiopKdnb1eOBeMO8qgF1oIzFPi4uJUy+Xu3btGRkYlJSUgFpA2KyAgQFFRkYGBAQMDg4SEREVFJSUlZaWdHxEd1Gi9yOPWqywuLg4PDwMLNB4e3q5duwgJCR88eODs7FxZWQmh1evJ/VZD75cvXyAfXHZ2tpmZmYCAADk5+eHDhzExMamoqLi4uPT09FJTU5E4qNnZ2d7e3szMTB0dHTY2Nnx8/H379p04cYKPjw/2WSR8BenRVkNvb2+vjY0NGRkZGhoaJSWlpKRkUFBQb2/v2umYn58fGxtrbGxMTU21sbHh5+enoqJiYWFRVlYOCAiora1ddQxFPfTOzc0BQd7Hjx8jIyPd3NwgywIQWI6Pj0NwYEFBQXd3N9zqgTfN4uLiqs0Huj8/P19QUGBhYfE/Ekk2NDT80OCMuFmxsbH9/ffflJSUqqqqvr6+oaGhrq6uz549IyAgwMHBefjwYWhoaG1t7SYjdP9d6LWysqqqqvruWCESu7i4ODs7C0w+OTk54eHhTk5O6urqvLy8BAQEyM0uKF34+Pi0tLR37tx59uyZlpaWl5dXaWkpwvoyPz8/Ojr6W6AXDhD9/f11dXXZ2dlhYWHm5uYQU4SLi/v06dOYmBggvxwaGtog2BoV0NvX15eTk+Pg4MDDw3P8+HF0dHQyMjLYfd6/f5+XlwdEuN8yANLT02NhYe3YsQMdHf369eva2toxMTEIWQSy5rcUeiFuuKyszNPTU0lJSVBQkIODg5eXV0FBwc7OLiIiIjc3t7GxcWhoCDaUr1+/VlZWmpiY8PPzs7Ky8vDwaGtr/5AbEmXQC4m4u7q6QkNDYfxPnz7NxcX15s2b0tJSGNKvX7/W1tba29sLCQkRExMfPnyYlpbWyMiooKCgv79/bYzsHwK9nz9/Likp8fb2/mbVPHLkCDY29r1799zd3fPz83+YgneroXd+fr6jo+PDhw92dnaCgoKEhIRHjhw5fvw4nCajoqKKi4tX2ga7u7szMjK+8RJ8SyNz6tSpAwcObN++nZiYWENDAyJz1t5fbDX0DgwMODg4UFJS7tmzBx8fn4+Pz9nZubW1FVmGKyuzs7OlpaWOjo7Pnj27ePEiGRmZkJCQl5dXeXn50NAQYiSHr6AeesfGxoqKinx8fNTV1YE7iY6Ojo2NzdDQsLq6en5+fmRkBJhMfqisQBfm5+fz8/Mhdd1Wa73Dw8OVlZVeXl63b98+dOgQDg4ODw+PnJwcMBqCFRoLC4uLiwvugPv7+1dOzXr1fx16KysrAXoRrIVHw8uvX7/OzMwAn1JQUJCqqiofH9+1a9doaGjw8fH3798P/sx79uzBxsY+f/783bt31dXVvb29ExMT8/Pz6+vrVzLr/S7oBfLdnp6e3NxcDw8PVVVVISGhy5cvExAQoKGhYWBgsLCwaGpqQrPLysp6e3vX08G2HHqRzLgpKSlKSkoUFBRoaGjAVMLGxqapqQnEbAYGBpycnFhYWGCOo6KikpeXj42N/fTpE1xWrxQgFEBvTU1NRESElZUVONCamppGRUVVVVUhZkwwOACwfWOCVFdXv3nzJhsb2+PHj62srEpLSxFP1JUtR+qohF5wcAgLCxMQEIBAWNBIEhISYLvp6+tLT09XUVFhZGQEv39WVlYnJ6e6urqVTAhI438v9H79+nVubg4CQnx8fGRlZa9evQpGURMTk5KSEvD1QExDSLNXVrYaeqenpysrK729vV+8eEFJSbl///7Dhw/T0dHJyMgAecXi4uLCwsLs7Oz4+DjgrqWlpYiICAkJye7du//zn//89ddfNDQ0jo6O3d3d4MKDbGHQka2DXvj9kZERPz8/Dg4OXFxcfHx84LpJTk5ub28HCzk41ADzQFdXV1RUlLy8/K1bty5dusTKyqqhoZGdnT0yMrLS1Ay/jDLoRZyq2tvbQ0ND5eTkrl69ClQYR48eZWRk1NfXr6qqQm4HkHFGhGdlZaX8zM3N5eXlmZqa6urqRkdHb53BGdyDm5ubIyMjHz9+jI+Pj4uLe+nSJaAM4+TkvHDhAhYWFjY2NjMzs7KyclhYWGtrK9KRlW1eVf8XoVdBQQEMznDGWgu9EKjT399fWFgIaxZi0nbv3r1jx47t27fv3LnzwIEDx48fJycnZ2VlffLkiZGRUUxMDJCxgKTBXEAvUAy98GiIyG9tbYWIJgkJiatXrxIQEBw6dAh4KbCwsKipqYF7y8jIyM/Pr7CwELltWTUsqIDe+fn58fHxuro6V1dX0AD27dv3119/nTp16tq1a5Dul52dnYiICM50TExML1++BE+Z7zL8bSn0QiByb29vRUVFZmYm+JJ8+PChoaEB9hFEgr98+QK2/sjISFFRUWpqag4ODnV19dDQ0KamplUnfeRbUEEZ9ILQj4yMZGVlQRooMjIyUlJSdnZ2sJwHBwf7+vrq6urevHkT/FRJSEhERETCwsJ6e3u/Gyb4e6EX6KOLioq8vb1B+i9cuHD9+nXwRert7d2ARAyZha2G3omJiZycnDdv3ty9excHB2fv3r0UFBSvXr0KDg5GmKcgbqSoqCg0NFRbW5ubm5uUlBQDAwMCKnbs2MHAwODh4bEeOeVWQ+/k5GRmZqaWlhY3NzctLS0VFRUbG5uMjIyNjU1UVFRJSQngzeTkZEVFRXh4uI6OjrCwMDc3t7i4uJmZWWxsbHt7+yrfeBh/VELv3Nzc6OhocXGxqanpzZs3cXBwwHOHiYlJQ0MjOjq6u7sbkYrNV+bm5nJzc1EAveB6MjQ0VFhYaGZmxsPDw8DAQEtLy8DAwMLCcvPmTUZGRhISEkJCQjo6OkFBQSB0/O6wr+odKqF3bm5uZGSkrKzsW6qPhw8f0tHRHTlyBAkc2r59OwYGBgUFhZCQkK6urqura2hoaEZGxkqv+LWNR6XBGXJpTE1NwRlIU1NTUFCQnp6egIDg6NGjYNAiICAgJSUFjgEWFhZ2dvYnT564urpWVlYODw8Dz9fKXqACer98+QI+w+ATePfuXXx8/J07d+7ZswcdHR2i6A4fPoyOjo6NjX316lU1NbVv6a8rKyuRAO1V54Wtg164GAe4mpycHBsbG14uY2NjcAO0MoQATl41NTUuLi7Xrl3DwcG5devWtxiAnJyc3t7ePwR6kYN/c3NzWFiYqqoqCwsLLi4uHh4eCwvLw4cPHz9+LCgoyMzMDPFRODg4jIyMSkpKGRkZQKOxavCBSHJqaqq9vf1fZLNa5Wa1UkaROpw9p6amysrKPDw8JCUlaWhoQAmQk5Pz9fWtqqoCqtG1bUZ+BCpbAb05OTlDQ0PQyJGRkYSEBAUFBfBdQEdH5+Li8vf3b2xshCxJMzMzoAS4ublJS0uzsLCcOnVq//79wCTw119/HThw4Nq1a56enuvZD7caeufm5pqbm+Pj483MzISEhKipqc+dOwdKiby8/Df7Z1FREZBbBQUFycvLCwkJ8fDwSEpKenp6gkszXHStVFZg8FEGvXDj3tbW9o3lWFpampSUdM+ePdu2bcPHx1dQUMjIyICb3R9KyyrhAb9W1Gi9sH7n5+fBX8/ExERMTIydnf3q1at37twREREREhLi4OC4cuUKFRUVAwODnJxcRkYGeMJ/9+YV6QvKoBe4MLu6upKTk2VlZUHFAgdmsO4cOHCAgIDg1q1b5ubmeXl5QBQ1OjoKbIDfnR3Ua71weiguLjYxMWFjYyMiIsLHxz99+jQZGdnFixdZWFg4OTm5ubk5OTlZWFjOnz+Pg4NDQkIiISERERFRV1c3Nja2qiNbDr3ITE9PTzc0NERFRWloaECAL3KvDhMAcRRPnjzx9fWtrq4GSgrk6ysrWwq9Kx+0cX1+fn5oaKisrMza2pqenv7IkSOcnJxeXl4VFRXDw8Mbyz3KtF6kC8PDwyUlJb6+vhISElRUVLi4uOfOnaOkpKSioiIhIcHFxd27d+/u3bvPnj0rICBgaWlZWlq63i3F79J6kTPc+/fvX716xcTEBNIvJCT09u3b4uJiSCCDdHmDyhZBL8z73NxcZ2dnYGCgqKgoKSkp0CGJioqmpKQMDQ1NTU0NDQ1BTkwHBwdxcXFmZmZycvLTp09jY2OjoaFBOC9c6QUFBf0urRcY3BobG5OTky0sLMTExNjY2C5cuABRRi9fvrSzs4uJiYmIiIBAgPv37ysoKIAXNMKe8d0pQBn0wom/qKjIzc2Nj48PGxsbNC0iIiJtbe2SkpKRkZGZmZlfiAtCmcEZGcCpqamGhobExEQXFxeIiNXW1jY3NzcwMHj16hW4tp09e1ZQUDA4OLi1tfWHKcxRCb1gHUxNTZWXlycjI8PCwgJda9++fbt27Tp48CAeHh4rK6uhoWFWVtYP9RaIjEKx1gu+hOXl5ba2toKCgtevX2dnZ+fl5X369KmioqKOjs6bN29MTEwgExQ/Pz8ZGdnp06c5ODi0tLQiIyPhFgCZTVTE9SIPgzRhDQ0NgYGBT548IScnx8DA2LZtGyyGXbt2nTt3joeHx9jYODs7+7saOvJTfw70Dg8PV1RU2NraMjAwYGFhcXNzg+41MjLyp0EvUDcXFBQ4Ojo+fPjw4sWLBAQER44cATb2Q4cObdu2bd++fbS0tLKysgEBAfX19etdV/8u6F1YWIDs4jY2NteuXTt16hQhISE7O7uhoWFBQcHQ0NBajzBEZlZVtg56FxYWwGPWwcHh9u3buLi4QIvx6NGjxMTErq6unp6eysrK0NBQVVXVu3fvXrhwgZCQkJaW9ubNm9evXz916tSePXswMDCoqaklJSXj4uLWg7Gt1nrhTv3z588dHR0lJSUxMTG2trYyMjLAe3D58uXbt2+LiYlJSkreu3dPWFhYQ0MjIiKiqqqqv79/PcmBWUAZ9M7Pz7e2tsbFxenp6V27du3QoUP/+c9/tm3bRkREJC8vHx8f39DQ0N/fD65VqyRk45eoh17YPyEmJzc3Fyg1SkpKUlJS3Nzc5OTk6Ojo4MbXysoqPz8fbl426AXKoBcEaWRkpLS01NbWVlhYmImJiZ6enoyM7OTJkxgYGAcPHjx8+DAxMbGgoKCZmVlqairiz79e+1Gv9QI3TkdHR3JyspOTk6WlpZOTE3CKQcx3SUlJWVlZcXHxx48f3759++zZM2ZmZlpaWvB7KCgoWGUHRZ3W++XLF0hunJCQICMjA94BiOKLhoZGTU397Nkzd3f32tpaCPJZpaEj0/CHQO/c3Nzg4GBpaam1tTUDA8OxY8d4eXkDAwNra2shuSHS4LUV1Gu94BHW3d2dnp5ubW0NJETExMQnT548duwYQC8YOQ0MDBISEtra2tbbQH8X9MLZOTMzU15enoCAAB0dnYaGRlxc3NfXF7hSgWF140MPzMVWQO/Hjx/BpWJsbKysrMzS0pKFheXo0aO7d+/GwsLi4eFxdXVNTU1NSUkJCAgAyz/Jcrl48aKgoKCCgsLz588pKSkPHDiAh4fHxcVlZGSUm5uLkLitkiIUQC/iXTI7OzswMFBcXOzv76+urn7nzh0yMrIzZ86QkpJeuHCBmZn5wYMHjo6OdXV1yMpda2dG2o9K6G1qaoqIiFBTU7t06dK+ffv+85//bN++HaiALSwswsLCMjIyKioqkJzfmxEeVBqckUGD8QTDz+xyWVxcBPtKRkaGhYXFjRs3jh49Sk1NraKiEhkZ2dDQsNYrHvm1f5dS44duVuAY3NraGhsba25urqSkJCEhcf/+/Vu3bjEwMADfA5C78fPzm5iYZGdnDwwMjI+Pg9/GWiBAPfTCyEOm+cLCwoKCgqqqqubm5r6+vvHx8dnZWSQabX5+vqqqysXFBbhx8PHxBQUFk5OTfxv0gvtSa2trUFCQsLDwyZMn9+zZg9y07927l4qKSkxMzMPDo7GxcaWIrK3/OdDb19eXn59vampKS0uLjY0tICAQHh4OXtkbr2HUQy9cGk1OTra2tkJQnaOjo66u7uPHj8Fyu3v37v3797OwsFhYWGRmZnZ3d6+SFWQifhf0grOJq6srDw8POjo6HBQ0NDRCQ0PLy8t7enpGRkamp6fXLlSk5UhlK6A3JycHWKOnp6chWIuVlfXo0aNgQCYiIuLl5QW+p29L8dKlS0Bdcv/+fQMDA1dXVw8PD8hODfypioqKoaGhDQ0Nq4JikS5sNfQiD4IKkhwzOjpaV1eXh4eHnJwcYrpoaWnFxMT8/Py+G/W76neAmH5mZgYF+XoXFhY6OjpSUlKMjIwYGRm3b98OGw4aGhoREREbG9v9+/clJSUNDQ1jYmIgwcPGyxbpC+q1XuTRqyqTk5ONjY0hISH3798nICAgJyd/8uSJk5NTUVERQnq/6ivwEpVaL+hdIyMjdXV1mZmZMTExoaGhvr6+bm5ub968uX//Pj4+PtCAnzlz5vbt25qamsHBweBMsNZD/rcYnGH/BK+93t5eYFmZnJz87q3cwMBARkaGubk5CwvLsWPHbt68GRsbu2o73XKtFw5rgLvt7e3p6emGhoaXL1+G3BTbt2+HBMn79+8nISEREBCwsrIqLy9Hzs7fFZo/BHpnZmZaW1uTkpK0tLTA3+fhw4dxcXGdnZ3g7PPdxsObvwV6ETLVsbGxgYGB7u7u6upqLy+vJ0+eUFNTo6OjY2Bg3L5928nJCSJ6V8kK0p3fBb3d3d1xcXG6urrfYp+wsLBwcXHhjOzv7x8XF/fx48fq6ur29nbIWbSwXIASYS0Ybx30wiB3dHT4+fkJCQkREhKio6Pv3r37wIED2NjYODg4x48fP3bsGLSfg4PDxcWloqKisrIyOjpaR0eHjo4OExOTlZXVxcUFMiWvZ3tAJfTCvgOhUA0NDWFhYa9fv2ZjY8PBwcHCwqKjoxMXF/fx8Wlubt6YwQdECGVa7+Li4tDQUEVFxTfPLx4enr///nv7ctm9e/fBgwfh3HDs2DF6evrXr18nJSU1NzePj49vJjLn90IvIs9gyx0eHs7JyVFVVb148eL58+e5uLg0NDRSUlKQVG/Iyl1ZQSX0gvxA3smRkZGBgYHe3l64fKmpqXF2dmZmZt6/f/+ePXvg3peBgeHJkyfu7u7gN4OkAUY6jnqtF7E6zM/Pg9Vhfn4eNN1VBp6vX7+Oj49/+vTp3bt3wsLCJ06cYGNji4mJWbWdbjn0wgkFSL/i4+NNTEzu3btHSkp69OhRCgqK69evMzExgY8JMTExExMTJIjt6emZnJxc1VZEbv4Q6J2YmCgsLHR2dhYXF4f0dsrKyrm5uRtfVEMvUA+9yOhBBTFCeHl5CQsLU1BQnDhxgpiY+JvNMzIysrGxcWxsbD0N4HdBb39/f1ZWlrOzs5SUFCsrKzs7u5SUlImJiY2Nja2trZOTk6enZ0BAQFhY2Pv37+Pj41NSUvLy8pqbm9ce/7cIehGXqKGhIThlioqK3rhx48KFC6SkpISEhGeXCykpKQMDAy8vr46ODhgYiouLHR0dHz16BEzg31LXxcTEABX+erOASugFBu+JiYnOzs6PHz86OTm9fPmSl5cXMlyxsLAICgpqamqGh4eXlZVBXu1V8rbyJcqgF6FrzsjIMDIy4ufnZ2dnv3HjBjMzMyMj44ULF4AJ4ciRI+zs7Do6OiEhIUVFRV1dXePj4+ttPtCR3wu9yGDCpj87O9vQ0ODm5vbo0aNr165duXJFREQkODh4ZGQE+eTaCsqgd+2jV74zOzv78eNHTU1NTk7Oq1ev0tDQgPPwhQsXJCQkvLy84N4asgb9Luhd2eAf1iEebHBwMDMz88mTJzg4ON/y9UVHR6+SKFRA7+fPnxsbG+Pi4tTV1VlYWIiIiM6ePXvp0iVFRUU/Pz8PDw9ZWVl2dnYSEhICAgJ2dnZLS8vc3Nyurq717ir+EOgdGRl59+6dlJQUOzs7ExMTMMU3NTVtxmfyt0Pv1NRUS0tLUlKSsrIyDQ0NDg4OMTExFxeXpaVleXk5ZKZEBH2VtP0u6J2amurs7CwuLo6MjLSzszM0NNTX19fV1VVRUZGWln769OmDBw8EBAQgH9mdO3fu37+voqISHh7e09OzqgtbDb0zMzNtbW05OTmhoaF2dnY6OjoKCgpSUlLi4uKSkpKKiopWVlbv3r3Ly8tramqqrq728PDg5+cnIiI6cuTIuXPnXr16lZ+fv0FwxdLSEoqhd2Fhobm5OTY21tTU9P79+9euXbt//76+vr6hoaGIiAgjI+P169cfPnxoYmLy8ePH9e6nYRZQBr1ICrLu7u6SkpLExMTIyMjg4GAfHx8PDw9zc/NHjx6RkJBgYGDg4ODQ09M/fvzYzs4uLS2tra1tPTs/dOGPgl4IEM/MzLSxsYGEuJcvX7a3t18vLA268IdA75cvX/r6+goLC6Oiot6+faunpwe2ImxsbGpq6kePHjk4OJSWlk5MTACLEdJ4VHo4w0M3+RcxRWRlZYmJieHi4rKysqIUeuFEhly3mJmZ3bp1CxsbGxMTk5aWVlxc/N27d93d3fX19a6urqKioiQkJAcPHiQlJZWTk/umqtfX169VVqDzvxd6EUAaGBhwdXXl4OCgpqa+efOmoqIipA+DjiMf++6E/XboHRgYQNg9sbGxsbCwrl+/rqamBqx4G3fhd0EveDpMTEyAz21iYqKvr6+VlZWmpqa0tLSIiAgXF9fVq1cJCQkPHz588ODBo0ePXrp0ydjYeK33wFZAb3Z2NqL1fvnyBehq29vbwQ313bt3gYGBfn5+gYGB0dHRZWVlIyMjkEInNTVVUVHx7Nmzu3btwsTEZGRkNDY2rq+v33gWUAa9iIPJhw8fDA0NBQUFaWlpaWhoXr58GRcXl5qaClcApKSkJCQk3Nzcb9++RWjuvyv8KINeJPUbMJmDwXNoaKi7u7utra2kpOQb3TcvL+/p06f37duHhoZGRUX18uVLCFLY+PTwR0Hv169fJyYmGhsbo6OjZWRkzp49e+7cOT09PfCUXM9qgnroReR5VQVmZ3Jysr29HWjMqaiowM+fnp5eUVExPT19ZGRkJZ82ig3O3xXj9d6EdDWdnZ3x8fEiIiI4ODioNjjD+E5NTZWUlNjY2Ny7d4+YmBgdHZ2QkPDp06dv376tra2dnZ1ta2vz9PQEU9u+ffsICAiePn3q5eVVVla2XljFHwK9vb29tra2V65coaCgEBAQePPmTVpa2sZGHmS2fjv0dnd3x8bGfsuFfOXKFXCplZCQCA8Pr6+vRzjKkdauqvwu6IVmQIT+wMBAc3NzSUlJenp6dHR0UFDQ27dv7e3ttbW1BQUFSUlJ0dHRd+zYgYODIy8vX11dvaoLWw29sOlDQMLg4GBbW1t9fX1VVVVFRUVVVRVwgIPNv6amxs/P78GDB1hYWLt37yYnJ3/27Jm/v39nZ+eqNq96iTLoBarI5uZmLy8vQUFBCO3l5+e3sbGprKxsaWkBQWJnZ8fFxSUmJpaVlYUEvesdnVEJvasGDeZlfn4eKE3S0tL09fXv3LmDg4Oza9euM2fOAANRaWnp/xPQi/Ruenq6vb0dznBnzpzBw8NTUlIqLy8H/hbkYysrqIfelU//bn1ubq6rq8vNzY2BgQHifWlpaRUUFNLS0iABKHKM+JOhd2lpaXh4uLi42M3N7ebNm5iYmCwsLCjVepFolqioqGfPnlFQUGBjY+Ph4X3janZyciovL//8+fPs7Gxtba2Dg4OwsPC5c+f2799/+vTpx48fu7u7FxcXr+cm8IdAb3d3t6WlJQMDAyUlJRhGcnNzR0dHvytVq978XdCLnDebmpq8vb3FxcUpKSkhSsfa2rqhoeGHkfi/nc0K/Jjm5uamp6cnJiaAcWxwcLC3t7e9vb2wsNDOzo6Hh+fs2bNoaGjHjx+XkZGpqqpaNf5bDb0wznCcn5ubg8yYk5OTExMTk5OTU1NTEDXR19eXnJxsZGTEwcFx9OjR48eP8/DwWFtbZ2Vl/TC0EWXQOz093d3dnZ2drampSUVFhYeHx8HBoaurGxcX19XVNTEx0dXVlZaWpqKiQkpKeuLEiZs3bxoaGiYkJPT09CDytnL8UQC9yHOhgjwd/H0Wl8vU1FRNTU1QUJCCggI1NfXBgwdBK3B1df1/F3qVlZUJCQlPnjz54sWLjdP3bin0rhr/VbOwcjoQ6yCQNY6NjQUGBjIxMe3du/fw4cNXrlxRVVXNzMxEMfSubD8YujfjfAffWlhY+PTpU1hYmIqKCnhNcnBwoNTDeXp6nL3X7gAAIABJREFUuq2tLS0tzcjIiImJ6dixYydPnmRiYlJSUgJaHwgzqKqq+na/ePfuXQICgoMHDxITE7948SIgIADyviGTtLLy50Cvubk5LS0tBQWFmJiYu7t7YWHhJjN2/S7ohV1veHg4KytLW1ubg4ODmJiYkJBQQEDg3bt30HhkMawc85X136v1rmzJqvrc3NynT59cXV25ubmJiIhOnTrFwMBgYGCAeoPzqoZ99+XXr18/ffrk5uYmKipKQ0ODh4dHR0f3LX9XQkLCBuy1yE+hDHrHxsYqKir8/f1FRUWPHz9+9OhRQUFBDw+P4uLi0dFRuE9ta2vz8fEREhKipaW9dOmSkJAQJBEBrQtRVqDxKIBexNS83qYPm099fb2vr6+0tDQlJSVALyzksrKy/xe1XjgAERERnThx4uHDh+Hh4ZABBZGZlZWtg15kliHf9iaj7RcWFkZGRpqamhwcHC5evLhnz55Dhw5duHBBVlY2MTGxv79/bm4O8VTaaq0XIW0eGRnp6upqbW3t7e1dz/cIGVWwY/X396elpeno6HBzc5OTkxMTEz9+/Dg9PR1pPHx+C92swMnT2NiYh4cHHx8fExMTMrf4+PjU1NQgxENlZWUGBgasrKzAbEJHR6etrZ2cnNza2rqe9P850GtmZkZDQwNGQuAyXE9TR6YHKr8Leufn5wcHByEbMR8f37lz50hJSbm4uPT19XNzc38oW9D4PxN6FxYWhoaGCgoKdHV16enpz5w5w8LCoqioGBERgRo3q5V3vaum+7svv3z5UlJSoqSkRElJiYeHR0VF9eDBAx8fn6ampu8mjFr1IyiD3r6+voSEBD09PRYWFgwMDFxc3OfPn0dFRTU2Nk5MTACGff78ubi42N3d/eXLl4yMjJSUlE+ePPmWbKetrW1iYmLVpoMC6AXTyPz8/Nzc3Pz8/KoGwEjOz8/n5eXp6elxcHCcOHECDQ2NlJRUUlLS29u7srJyvc0HvvuH3PUiIoEYnFVVVYmJibGxsb9lCP1m8CwoKFjPfPKvQy+SNHBpaQmuWj5//gwc+BvYvZEujI+PA8ubjIwMERHRzp079+7dS0RE9PTp04iIiPb29pWkYyiA3qmpqZ6enurq6tTU1MjIyKysrI3d1qDXfX19BQUFtra2nJychISE5OTkXFxcxsbGpaWlqw6gWwK9cNLs7Oz09fV98OABCQnJgQMHDh8+fOvWLSsrq8zMzJ6enoWFhfn5+YmJiW9k33JycvT09Li4uKdOnULM0YODg+s5Gf526AXHk9bWVkNDQ0pKSjIyMgkJCT8/P7hcQYRpg8rvgt7Z2dnW1tbExERtbe0LFy78/fffNDQ08vLyQUFBDQ0Nqzz412v/HwW9oKN//fp1ZGSkoqIiMDAQcqudPXtWTEzM398fHLZX9WWrDc6rHrfqJeJXkpqaKiwsjIGBceTIESYmJhUVldTUVMiS+UPbA8qgt6Ojw9/fX0JC4sKFC5iYmCQkJKqqqh8+fIB8w4iRDSgyXFxcgFbpxo0b7u7uVVVVkARl5QhsEfTGx8cjR4Hp6ene3t7Gxsa6urqGhobW1tb+/v7Pnz+DtR/uKdrb24OCgr7F4RAREe1fLrS0tCoqKhERET+kgkI99IKpHPTI6enpqampmZkZUARB2YK7XoBeLCysW7duWVtbZ2Zm9vX1rRx8pP7vQq+VlVVlZSUE009NTfX29tbU1OTn5+csl5qaGuDWhZ1zdnYWktMMDg729PR0dXW1tbUBV9q3+Ew2NrZjx45BYlkaGhppaen379+3t7evvAtDAfSOjo7W1dUlJyc7ODhoaWk5ODgUFBQMDw+vzKMDC3lhYWFmZmZ8fLyrq+vjx48eHh7Pnz8nISFBsgGFh4e3tLSgCHoXFhaamppsbGyuX79+5MiRHTt2HD58WEBAAE6UkFhjdHS0vr4eot0JCAjw8fGvXLny6tWrmJgYyCjy3bPq0tLSb4decDypqKhQVVU9d+4cCQmJrKxsZGTkBl7ZiMRD5XdB78zMTHV1tZ+fn6Sk5OnTp9HQ0K5evWphYZGVldXT07PegK9q/J8Jve3t7WFhYYqKigwMDH///TcJCYmmpubHjx8hxfKqLvxe6AVeva6urtDQ0Nu3b6OhoWFhYd28edPAwCA3NxcxCK1q86qXKIPelpYWV1fX+/fvU1NTExAQMDExWVhYVFVVrVTNIaCiv7//m/M2Nzf34cOHGRkZwaVjbR4UFEBvd3d3YmKivb29iYmJlZXV27dv4+LiioqKampq6uvrKysrs7KyQkJClJWVL168iIGBsXPnTgwMDDY2Nhsbm9zc3J6envXO/TALqIdeIISanJzs7+9vbm5uamrq6OgAJEDohdPS0lZCr5WVVUZGBmqg19raurq6enZ2FiirYmNjzczM5OTkZGRk5OTk3N3dgRMe0rf39vbW1tbm5uYmJiaGhoa+ffvW2tpaQ0NDVFSUkZERHx8f0t+Sk5ODDw1gHmTthfHfauiFkKe8vDwvL68XL16ws7Pfu3fP0tIyJSWlvr7+8+fPcPULkzI+Pt7R0QFBj4aGhvfu3aOjo8PFxSUiIhITEwsKCoIsfKsO01ui9UJkRU1NjZGR0YULFyA7LyYmpqCgoLe3d2lpaV9f3+DgYE1NTWRkpKqq6reU4EeOHCEnJ3/48KGDg0NZWdnGobG/HXqnpqa6u7tTU1O/BX3j4eGRkZGpq6unp6d3dHRsbKdCds//w953BzS1LA/bu2JDQREVFRQbqNiu/Xr1XjvYuyJ2QOql994hNOkgNUAgCb2FUBNC7yC9QyD0LuXzl/k8Ly8UAb2+98ebP2DPyTlnZ2dnd3ZmZ2d+vegF7aSrqys5OdnU1PRrX2zZsoWVlVVISMjT07OwsPC7cacR5P/bRC+s+lNTU9XV1c+cOQMhqb9OqSgUqqysDHgJQR4K/1nROzg42NTUlJqaamVlde7cuZUrV3Jxcd27d8/MzCw1NXWKLPTLRG9paamlpeXNmzcPHz586NAhGMWQixdZyMPyv6OjIyoq6s6dO+vXrz9z5oytrW1WVtavFL1gMOjo6EhJSdHS0vrrr7+OHj167ty5u3fvKioqQiLYgIAADw8PIyMjyNW4cePGRYsWLV26dMeOHV/TumAwmIqKirFGcib++fWi98uXLx0dHbW1tZmZmREREUFBQUQiMScnB2wPvb29NTU1MTEx8vLyu3btWrdu3eXLl79mGYmLi/s1otfc3Dw/P7+7u7uysjIsLOxrrJgzZ85A4DZOTs4nT56EhYW1tLS0tbVVVFSkpKT4+flZWFgoKyu/fv1aSEjoxIkTvLy8HBwcK1euXLx48bx589jY2G7evGllZZWQkFBXVwfhJBHp9c+JXqhieHi4rq4OjkrfuHFjy5YtkN1HXV0dtlpoNFp7e3tra2tjY+Pnz5+JRKKDg4O0tPT58+e3bNmyfv16bm7uK1eumJmZZWdnj5t1/p8SvX19fdnZ2aqqqrt27Zo9e/asWbNWrlz5559/6ujooNHoiIiIkJAQBwcHGRmZy5cvc3FxcXBwXLx4UUtLKyQkpLq6GiExE8fD5X9c9DY3N6empjo5Od2+fXvz5s1Hjx41NjbOysqi0WiTL5aR5vx60QumHtBLpKWlL168uHv37oMHD0Li0sbGRsiuimA4SeG/SvQODw+3t7cXFxd/zbZ079498Crg5ua+f/++v78/kkCXqTn/WdHb399fWFgIvrUCAgLs7OzHjh2Tk5Pz9/cvLi7+b9N6S0pKviaRvHbtGqRnf/fuHQ6Ho9FoTCTt6+urra319/e/evXq2rVrT58+bWtrm52d/ctEb3h4eHt7e3NzM4lEsra2vnnz5pYtW1atWsXGxsbLywupy8XFxSG2iZCQ0NGjR7ds2bJixYrVq1fv2bMHcmVSKJS2trZx4wYztndgYCA5OdnAwEBdXR2Pxzc2Nn758gVZiDA+OUm5u7u7uLiYQCBgMBg47V1QUDCRvwXkaScSic7OzmpqajIyMlpaWk5OTnFxcQ0NDd3d3SAqFBUVeXl5wYhiYmISGxs7UWDtn2twNjc3Lygo6OjoyM/Pd3NzExER2bJlCxKi/+jRo4aGhhEREVFRUWg0GoVCycjIPHz4ENZG27dvX7Vq1bx58+D5ZcuWbdq06fTp02pqatHR0WBqZiLjTxe9kpKShoaGmZmZ0InDw8PIJH/v3r3NmzfDVsuVK1cUFRU9PT0jIiJiYmIiIyOxWKyLi4uWltazZ8/OnDnDxcW1evXqbdu2XblyRUVFJSwsjEqlAvJMQu2fFb1KSkrc3NxA0CVLluzfv//OnTvv3r2TkJB4/fr11atX+fj4tm7dunnzZgEBAVFRUV9fX9gcYsKSie6I6LWwsIiNja2trWXcBmB6eNzLkZERmK/B7uTo6IjFYiEC7bjPM94cGRkpLy9Ho9F///33uXPnuLm5L1265ObmVlNTM66CxfguUv71oheM5MXFxXZ2dnfu3Dlx4sT58+eFhYUdHR2Li4t7e3shbjaC4SQFEL2VlZVYLFZXVxeFQqWmpo4bRnySj8BPhYWFZmZmYmJiDg4O1dXV331+7AODg4PFxcX+/v6ysrICAgLA94KCgnp6esnJyXBGeSw7/WdFb09PD5FIVFZWvnTp0s6dO2Gh4ObmlpOTM1ZQjW0y3Pm5Wm94ePhEHoKfP382MjK6evXq6dOnb9y4oaCgEBMTM/bwd2NjY0JCgqGh4fHjx1euXPnV/GBnZ/fL9nrl5eWjoqJoNFpGRoaRkdGtW7fAxWT+/PngK7thw4YdO3bw8vLu2bOHh4eHg4Nj1apVy5cvX7Vq1Z49e4SFhe3s7EDBmihbDmNH/HrRC6cSLCwsXrx4ceLEib179x47dgwsJbDor62tJRKJX7OJ8PLyQmhMSMA31scQGvJzRe/XLLaQsS09Pd3a2vrBgwecnJyI6OXi4rp9+zbYn588eXL58mUBAYHt27dzcHCwsrIuW7YMyR67ePFibm7uq1evKigoBAQElJaWdnV1jQ1j/k+LXgiLUVdXFxsbq6ysfOLEiU2bNrGysm7evBnidIqKikpKSoqJiT179uzq1auQf4mNDtzc3NeuXdPX14eo4MhIYZqFflT0otHogICAxMTEhoYG5NNgcC4oKNDX1z9y5AgLC8uCBQsWLlzIzs6+b9++I0eOHD58mI+Pj4uLi52dnYuL68SJE8+fP7e1tU1NTW1qaurr60M+xcjuSLm9vT0qKsrIyAiFQhGJxB8UvbDZgMPhpi568/PzLSws7t+/LyAgsGfPnvv37+NwuI6OjklOMiDIQ6GtrS0gIEBaWvprJKCkpKQZyK2RkRFAQ1ZW1s3N7bumgp6enurq6tjYWBUVFQj0+uLFCxQKFRcXB6ohE4aTXCJ7Szgc7qeIXnFxcUdHx+mKXmCzpqam8PBwFRWVK1eu7Nixg4OD4/fffwddpKysbCLCVlRUuLm5aWhouLi45OXljWsRmoQCEJm8rq4uNTU1JCTEkw6QuWjyt4BD2trafH197969y8vLu2XLlkOHDsnIyMTHx0POwSkqT6WlpdbW1mJiYjY2NmVlZZPXO+6vvb29cApCRUUlIiJiogg2ZWVlcPL+woULN27ckJaWDgoKampqQlyWaDRaTU1NXFyclZXVq1evDhw4sGXLlq/+815eXuCtzeRDAHu9zc3NmZmZLi4uenp6Pj4+VVVV4yI5+c2+vr6vxzaUlZVhQQCBc0VFRQ8cOLB27VpQpObMmTNv3rwFCxYsWrRo8eLFS5YsgdwJmzZt4ubmPnz48IMHD2xsbNLT06lU6ncnH8AHDM6GhoYaGhoQAO5HtF6IdBYUFDSJ1tvc3BweHq6pqXn79m0+Pj5OTs7NmzcfOnTo1atX3t7eJBIpPj7e09Pz3bt327dvX79+/bVr16ysrBITExGti4mSP1H0SktLg+htb2/PyspydnZ++fLlrl275s2bN5sOa9as2b1795EjRw4cOMDDw8POzg67kLNmzZo9ezZEz1i3bt2WLVv4+flv3bqlqanp7+8P/gTjygLIXlxeXh4dHW1tbQ2CYCIGZmo402VTU5OXl5eUlJShoWFWVhYy+oBLS0tLPTw83rx5c+rUqa1bt7Kysm7cuHHnzp18fHwQ0w2G8MaNGzds2LBt2zYBAQEhISENDY2oqKja2lpGr2ymekH0KikpGRsbp6SkdHd3TyQ+ZiFvwhY0mUzG4/H+/v54PJ5MJjN18MjISF1dHRqNhtQCkDptwYIFLCwsq1evXrVqFTs7Oy8v7++//y4sLKynp+fr60uhUBobGyFJBVLXuIWuri5IOmttbQ2elpO0cNwvIFpvQkKCv7+/m5tbSEhIZWXluA+PvZmTk6Onp3f16lV+fv4DBw68ePEiMjJyiqZm+FpnZycWi5WRkYFTPRNJiLFVI3dGRkYKCgpQKNTff//91QF1IrMS8nxLS0tiYqKNjc3XnO1Hjx7966+/DA0Nk5KSqqurp4U5fPDLly8NDQ0hISF6eno/qPVaWFhISEh8Ha51dXUItlMpAA5kMhlilO7du3f//v0XL15UUFAIDg6GSX+i71RVVXl6empra8NRNzj8MO4gn+gLg4ODIHrDwsJ8fHzQaDSZTJ5iQJWmpiZ7e/uvJtn169dzcnKeO3dOV1c3Ly9v7Op+otpHR0crKipsbW0/fPhga2tbXl4+yZMT/YSIXrDsTbTHXF9fD0aF69evnzhx4saNGyYmJomJieCylJGRERoaam9vLysre/369d9+++3o0aOXL1/W0NBAEhiPRQCmzry8vE+fPunr6/+I6I2NjVVVVVVSUoqNjW1tbSWTyQoKCqdOnVq3bh1oXXPnzl2yZMnKlStZWVnXr1/PwcGxb98+ISEhKSkpTU1NExMTDw+P1NTUqdsbIKoMhUIxNTXV1tYOCQlpamqamegtKiqKjY0NDAz09fUNCwv7/PnzRFNBZ2cnhUL59OmTgYGBnJzcixcvIN/AX3/99fz5c3FxcQkJCRERkZMnT65evXrDhg0vX74MCQmpqKhAtC6mXhgaGkpOTtbQ0JCVlcVisVMMSMD0kYaGBg8PDxkZGRQKVVRUNDAwUF9fn5ycbGRkdO7cOfBfmzVr1oIFC1atWrVu3brVq1cvXboU0XGhg9asWXP06NG7d++Ki4tra2u7uroSCITi4mJwimaqES6RxBhEItHW1tbS0pJIJM5M9FKpVG9vbxkZGWNj45ycHKbqOjo6srKy0Gi0pqbmgwcPjh07tmXLFhYWluXLl7OwsKxZs2bDhg3c3NwnT5588OCBrKysoaGhi4sLgUCoqqqafOeora0Ni8WqqqqamZlRKJRpi17IEpOcnNzQ0AAxNpHYH21tbWQy+ePHjy9fvjx48OCqVatg1QkLz02bNl26dOnrZjAajQbHq/b29r6+PuBg5CNjCyA1o6KiTExMfpbodXV1hYSdYHQdWylyB1z809PT1dTULl68yMfHd+TIkbdv3351cIBFA/LkJAU4CYPBYKSlpTU0NJKTkycab0x8wHgJWi8KhZKVlXV3d6+rq5ukxuHh4c+fP4O33vnz5wUEBB4+fOjn50elUhFT8+SvM/46NDTU399fX18fHBysp6dnYWHxIwZnc3PzDx8+gNYL6z7GusaWIRTR0NAQlUolk8mOjo6PHz/m5ubesmXLxYsX5eXlIWVyd3c3WA6ZvgBVlJeXu7u7a2lpIaJ36vZ26AVG0evt7e3j45OcnAz2A6YaGS8HBgY6Oztzc3O1tbX37t27YsWK7du3CwoKWllZff78mWkEMb44tlxSUmJtbS0uLv7jWq+qqmpUVFR3d/fYWmDTKyEhwcrK6tGjR7t3796zZ8+zZ8+srKx8fX0DAwOdnZ3l5eUFBQX5+Pg2btyI5FsNCAioqKiA0y9Mn4Uc721tbbm5uT9L9CoqKoLBOTc318rK6vHjx3v27Fm6dOmiRYvWrVu3bdu2ffv2HT169OTJk7DPYmdnR6FQSktLy8vLa2trW1tbpzL5QEMgNQ2JRDI2NtbS0goODv4R0UsgEAIDA9FodEhISGFhIajdTBQDSVNWVpaSkpKUlEQikSCPxePHjyFoOZzM5OLiWrNmzfz587dt26aiopKTkwMZOMZ+DTzSExMT1dXVZWRkflz0mpmZ5ebmwjGblpYWPB7//PlziBw8f/78OXPmzJ8/f+HChQsWLJg/f/68efOQdLGLFy/m5+d/9+6dnZ1dZGRkdnZ2dXV1S0tLV1dXf38/5KAci//g4CD4Ff+46G1qavL29paWljYyMsrMzGSqsb+/v729vaKiIi4u7uPHj6Kiol9TU6xZs2YRHVauXMnNzf3HH39ISUl5eXmlpqaWlJTU1NS0tLRMRHkkKlZLS0tAQICKioqpqen0RG9ycjIGg3F1dXVxccHhcDk5OY2NjU1NTY2NjZBJGALHY7FYIyMjYWHhCxcunDhx4vjx48eOHTt+/Pjly5elpaVdXV3j4+PLyspaWlqam5vhdfhCw3jQ1NTU3NxcWlrq4+OjrKysp6cXGRlZU1Mzs71eWHK6ubmZmZm5uLikpKQ0NDRQqdSJEADHbCqV+nWQi4mJHT16lJeX9/jx4+/evQsODm5oaGhubp7oXaQ1jY2NVCr18+fPTk5Or1+/VlBQiI+Pn5nozcvLMzU1FRcXt7a2hlzxQHmkC5qamiAvJuSckZSUPHPmzP79+48ePfry5UscDtfU1ESj0eAxBMNJCo10qK+vr6qqysrK8vT0VFNTg1XbDFTn0dHRvLw8fX19YWFh8FMDHhiLQBMdamtrS0pKcnJy0tLSSCQSDoczNjZ+9erVmTNneHh4wPj28ePH2NjY8vJyKpWKcCPyQSA+lUpNTU01NzeXlpa2sbGZyAWRcaEztgyiNyUlBYfD2dvbW1tb43C4oqIiqJexRkADQvZnZ2dHRUXZ2NhAIs9Vq1YdPnz4zZs3zs7OOTk5YxFGvsNYAGqQyWRdXd0XL158zVdTUlIyFsPv3unt7Y2KilJUVJSRkfH19S0vL4daoJcRXiorKyORSB4eHmJiYgICAtzc3KdPn3706JGoqChoWhcvXty3b9/27dt37dp19uxZ2D6IjY0tKSlhahHy5erqahh9NjY2mpqaXl5eMzY4f100yMjIvH//3sfHp7S0NDs729vbW11d/eHDh+fOnTtz5szly5fv3Lnz9OnT169fv3//XlJS0sDAICwsrKKiAqYd6DJAdSrjt7m5GVJHKyoqysrKQmqsGWi9XV1dhYWFUVFRXl5ednZ2bm5uCQkJNTU1405BNTU1hYWFGRkZOTk5nz9/Tk9PR6PRKioqgoKCEIJ33rx58+nAwsJy5MgRAwMDcB0YO7phoq6trcXj8VJSUu/fv/fz85uiwYaJqerr693c3MTExDQ1NcGlC4hJIBDU1NSuXbu2d+9eNja2ZcuWgcF/1apVmzZt4uHhAaXl2LFjZ8+eff78ubm5eWhoaFZWVlVVFUzy445fhCfr6upKSkrgPI+pqamZmRmBQJjIWYEJZ7hETFwNDQ2urq6vX79WUlIiEAhNTU2M9EdolZ2dHRQUZG5u/vr16/Pnzx+jw5kzZ27evPnhwwdQAsvLy+H15uZm+Mi47AQNLC4udnR0FBUV1dTUTExM7OrqmpLBuaGhISkpycvLy9TUVEtLC4VCBQUFkclkCoWS/A2SkpJiY2PDwsL8/PwgtL05HczoYGVl9enTJzweTyAQkpOTU1NTU1JSSCTSt7eZ/yclJSUnJ6ekpGRkZMTGxhobGz9//lxaWnrsaetxCc10E1TnwsLCiIgIUBw1NDT8/PxSUlJSU1PHopFEBxKJlJmZmZGR8enTp3v37u3atQtMDV/PyLq7u6empmZkZJBIJHiYuQHfrslkcmpqanR0tLa29u3bt8XFxQkEwgzk1sjISG5urqGhoYiIiJqaWkBAQHx8PFAJqiKRSCkpKcnJyQQCISAgQEtL6/fff9+0aRMXF9fZs2dFRUW9vLzS0tIyMzPJZPLkOH/DPZlEh4SEhOjoaAwGY2pqKisrC3sVM2jC6Ojo180VFRWVGzduyMrKBgcHp6enp6amJicnMzYE+p1CoRAIBG9vbxQKpaOjo6CgICwsfPbs2b179/Lz84MqY2ho6O/vHxMTk5SURCaTmfoRvpmWlpaenh4YGCgjI/PgwQNdXd0pOrUysdDg4GBtbS2JRPLx8dHV1VVQUEChUJGRkcDJSBNIJBJgQiQSg4KCbG1tRUVFz58/z8XFxcLCsnnzZkFBQS0tLS8vLwKBkJKSQiaTEWpPVEihg7+/v4SExK1bt77mwC4uLmZCbyqXPT09ERER0tLSr169Mjc3j4qKYiJ7cvL/9XhiYiKBQPDz89PS0hISEjp06BAPD8+2bdt4eHh27twJ5Z07d545c0ZYWFhdXd3BwQGHwxEIhMTERKYuSE5OhgbGxsYGBQW5urpqaWkpKyt7eHhMfbuHsWm9vb3BwcEvX768c+eOiYlJfHw8iUQKDQ319vZ2dHS0srKytLS0sbGxt7d3cnJydXV1c3Nzd3f38/OLiooik8lpaWmpqakUCmUst4wlPhCHTCanp6eTSKSPHz8+e/bs6dOnrq6u1dXV33WKZkQbyiB6w8LC7OzsNDQ0tLS03N3dExMTU1NTx7JBUlJSXFwckUhMSEggkUgJCQlhYWFubm5KSkpXrlzZuXMnCwvLvHnzIBavkJAQuDdnZGTAJMDYsyQSiUKhJCYm2traPqWDp6fnFPO+MLWirq7OyclJREREQkLi06dPCQkJFAolNTU1MjLS0dFRWVn57t27R44cgV1Sdnb2/fv3X758WVhYWE5OTkdHx9jYGIVCOTs7BwQEREZGJiQkgBCBgTCWeYAhIVJHeHg4Go22srJSV1c3NDSMiYmZmeitq6uzsbG5ffu2iIgITONPqe2XAAAgAElEQVTQvwjFyHSIj48PDw/HYDDOzs4oFAqkmIWFha2trZubW0BAAIFAgLmdQqFMNJDhmxQKJSMjIzo6WkND4+bNmxISEtHR0ZO4Cv3bXi+VSqVQKH5+fiYmJoqKilpaWmCzDQ4OxmKxgYGBWCwWh8MFBweHh4dHR0fHxsbGx8cnJCRAcJOEhIS4uDgCgRAZGRkWFhYcHIzH47F0CJwUgoODIyIi/P391dXVHz9+LC0tjcfjq6urQbtnYotJLkdGRjo6OkpKSmJiYiwsLD58+CArK2tvbx8cHBwaGorD4cbFAofDRUZGRkRE2NjYPHz48PDhw8ePHxcUFJSSknJ0dAwLC4uIiJjoXeSDeDw+NDQUVqyQUDYuLm5mWm9hYaGVlZWYmJiysrKjo6Ofnx9QHiiJw+GCgoKwWKyXl5eVldWHDx9OnDjBxcV18ODBu3fvKikpubi4AM54PB5Bb5IC9CkOh8NgMJ6envb29np6eioqKra2tpmZmTNowujoaE5Ojqam5q1btyQkJDw8PMLDw0NCQoCFEEywWGwwHby8vIyNjaWlpUVERO7evXv+/Pndu3dv37791KlTr1690tfX9/DwCA0NDQ8PDwoKwuFwTN8B4sADzs7OoqKi9+7d09PTS01NbW9vn4HBuaGhIS0tDWSShISEtra2l5dXaGgoMgqgRkAGjUbb29sjEyUHB8e2bdtOnz4tISFhZ2cHGzdBQUEwEJC2jy0ANYKCghwdHcXExB4+fGhmZjZjrZdAIKiqqr5//15PT8/T0zMgIACYh3EUA8cGBgZaW1tLSkoKCgoeOHCAg4OD7s7JBqEDTp48Cfq3v79/WFhYVFQUnD1l6gIsFgsNRKPRTk5OFhYWmpqaOjo6GAzmu5maxh3Ovb29X89vvHv37u7du5qamlgsNiYmJjo6OiYmBlaiSUlJCQkJ8fHxILeIRGJsbGxMTAycbwSCA6swoTqW8nAHj8dD04yMjB4+fPg1dBqcbpiB6O3u7oYpCBhDTk7O0tIyMDAwNDR07JAE0gUHB4eEhAAPR0dHh4aGOjg4SElJXb9+nZ+ff+vWrfv27bt27ZqEhASYYWAsMLUFWCgwMBAUmNevX/v6+s5M621oaPgqtsXFxSUlJS0tLf38/IKCgkJCQoKDgwMDA52cnJSVlR8+fHj+/PkjR4789ttvt2/flpWVNTMz8/b2DgsLi42NBVkAPQJjB4/HT9IjOBwOj8cHBAR8+vTJ2tra0NBQW1sbHMqmtdeLaL11dXUQMUZYWNja2jo0NDQsLAyZxmHSw+PxISEh4eHhUVFRIMuYBFlUVFRYWFhISAgjRzGRHbkMCQmJjIz09fWVk5MTEhKSlJSMiYmZJIbdv0QvqIyfP3+Oi4tzd3c3NjY2MTFxcXHx8/Pz9/dHfwM/P7+AgAA8Hg9DMTY2lkgkIgOAQCAA92OxWAwG4+fn5+vr++3VCf/7+/tDsmtjY2N5eXkzM7OEhAQqlcoYWXvcIcp0E3zH6+vrMzIyvL299fT0dHR0HBwc/P39MRjMRJjA5hawlJqaGgRqUVFRMTExgYUPuEtMiD39B19fX39/fzAYqKqqfvz4MTs7+8uXL0wYfvdyZGSkuro6KCjIkg4uLi6enp7g7wMI+Pr6+vn5odFoDw8POzs7XV1dcIUXFRXV0NCwtLT08PAIoMNE7R3bEF86eHt7u7m5OTk52dvbOzs7h4aGlpeXz6AJo6OjZWVlrq6uioqKurq67u7ugYGBGAxmbL3AWh4eHtbW1np6empqavLy8mJiYs+fP3/69KmkpKSRkZGzszOMfBwO5+/vP1GjoMkuLi7q6ury8vKurq6FhYXgpoeMxu8SH+K1trW1lZSUEAgEe3t7bW1tU1NTd3d3DAbDOAqgF3x9fb28vJycnIyNjaWkpJ4+ffro0SMRERGYhjw9Pf3pMMVR4EcH8A3W1NT08/Orra2dCs5Mz/T392dnZ0POYxsbG3d3d29vbybiA7sGBgbCZGdubq6qqvru3btHjx7dowM0REpKysDAwN3dHeR0SEgI9ALT19BoNLTRw8MD+MfBwcHb2zs5OXmiUMNMODNd9vf3k8lkExMTBQUFMzMzX19fmPrDw8NjYmLi6BAbG0sgEKKjo6PoAMt9PB4PPQX4TMQtY/GHScDf39/S0vLvv/9WV1cPDQ2lUqmwR8iE3uSXfX199fX1mZmZWCzW3NxcV1fXxsYGjUbDfMhUNXQEBoMBBsZisSDhwA4E05GIiIioqKiqqqq5ubmrq6u/v39AQABMAkxf8/f39/HxAWu/iYkJkUiEGJyTIzz2VxqNRiAQrKysTE1NHRwcPD09EYbBYrFoNNrW1lZHR0deXl5SUhK8Sq2srNzd3bFYbEREBIFAIBKJMTExYWFhsNr4riyAAeXj4+Pq6mpHB9D6CgoKJvITHIs2ZNeA+83NzTgcTlVVVUVFxd7eHijMyA9QI8iy0NBQkL4gyGAZFxkZCQobI0cxEZzx0t/fHzQiPT09KSkpMzOztLQ08IYbdwr6N9Hb19fX3NwMUTx8fX09PDz8/PyY1FZE98Lj8UHjAaxuJlngIMsEpABrkMDAQA8PDxcXl6CgoKKiIgg9gziFj0toppuQbgU26hMTE9Fo9KdPn9BoNOOSH6kUKSAtAgkB8gCDwSBaPhMFkBfHLQCPEonEmpoaptMXTNiOezkyMtLW1paXlwe2u4CAABhpgAzUiOATEBCA8DTjY9MiPnwZi8UGBAQA8qGhoUlJSUVFRTQabVr0R1pEpVITExN9fHy8vLwCAgIAn7HkYmwISCl/f3+YNP38/KALYDmMLJnHfgTu4Ojg5+fn6ur66dMnIpFYV1c3MDAw0UYLgipTYXh4uLe3t7m5GbYtPOiAwWAQVBEE4A4oVdBNsIKBdV5gYCCgxPgY8u4kBVgj4nC4tLS0mVkLv3z5UldXR6FQwsPDYQUMlGSsFLACDEEVgCaA+IdZCWkIjHQ8HSbpysDAQFgbBQYGRkdHp6WlVVZWTpTcl4nsTJeDg4NlZWVhYWGw7kR0FMAkmA6Mcw/ghjDJdGnOONK9vb2dnZ19fX0hs/h0+QfcpCHwb2pqKhaLhaUPMsoYewHKCLaMzQQ6wwCHjkBMF98d3TCIIiIivhuzmonsyGVPTw9IgaCgIMABaofBiPAA8hNw+1iJMPUeASKAkgMrrYSEhPz8/KampmkZ3hAh19nZmZGR4efnBzsRCJER+iN3kBmGkaNAzZ06/tC/iOKOqC6APIIVQuHR0dF/E71fvnyBeae4uDglJQUsyWN3R+AO7CNO9Heitya/DzWCZ8oM5k0k52tbW1tpaSmFQpm8CQgyYKxPSUnJysrKo0NOTs64GyrIK0wFoAPsX2ZmZpaVlbW3t89Abo2MjPT19UHG+OzsbNj/QPYnGCuFTd+MjIzc3NzCwsL8/Pzs7Oz09PSxm0CMb01SBiNecnJyTk5OZWVlS0vLFE9DMvITlLu6usrLy2FzBdkfnahq2KOC/emsrKzc3NyCgoLCwsK8vLysrKy0tLTJ3QUYPwtNIJFInz9/hoji0506kbRijY2N+fn5ycnJTHvtjNXBHlVKSkp6enpOTk5BQUFRURFgnpmZSaFQxt3WYvoCcgksRCKRUlNTc3Nza2trp7XeR3pheHgYpv7CwsL09PSkpKTExMRxWQjwp1AomZmZCP7FdICG5OfnQxcgm5QTfQdaAfY6CoVSWFhYV1fX3t4+rXkTacLQ0FBLS0tBQQHiZQLE+e5fhJgzLiQmJiYkJKSnp9fW1k5+jATBlqkwPDw8MDDQ0dFRVVWVkZGRQIfJ6caELYyIzMxMGAtFRUUFBQW5ubnAVJMMKKiFTCZnZGQUFxc3NzfPzGo1ODjY0tJSXl6ek5OTkpIC3QofB9zS09Ozs7Pz8vLy6ZCTk5OZmck4VJGeYmra5JcIr2ZkZJSVlVGp1OmeL0X6or+/v6amJjMzcypjEMF2bGFyhMf9NSEhISkpKS8vr6WlBbSv74teiErY19fX3t7eRHejRXzPGv8dGqYA//7GlK6gOhqN1tvbC6aecZFG6MtUgHkWDjl0dHRQqVQEzcmrh8eamppaWlpa6UCj0Zq/+WZPRATGb8IXGune4C0tLZ2dnbB0YMLwu5eweoCMGYxeyox1IWXwqWttbW1vb29ra5suzsh3oIA0gUajMZ4B+C7OYx+AQwItLS1N33zjx6UhcpNKpTY3N7e0tNBotNbW1ra2NmhRy797yDMhPPYS6cf29nZk6TZdFoJR0Nvb20oP5YqQZWx1cAd6gUajAdoI5tD2id4aex+piEqltra2Tte9H+kFsP0gOWQQb8yxNcIdKpUKbA/4d9ChnQ7AVExeqRN9B6mISqW2tbX19PTAMTAEsakXYAHa1tY2iUMpkGvs30nQm8pP8MHm5ubu7u4ZWK3A5jk8PAwJ3JqbmxEMJ68deQwGBTIXIWOhtbW1paUFcdMd92vwEXi3nX6qcwar/9HRUQhr09nZyTgFIaMVYXgYqm1tbQhujOOdqUWMCE/0E3IfptA++qnUaY1fhMeGhoa6u7u/OwUhTItUPbbAiPlUykAoONgGyI/bhH/TekF0jYyMDA8PD9Fh+NcCUul0lRWE4mObMDQ09Gsb8f9r+8Em/EdwZqQVQkmEtlMvAAsBF/3ihvwgCyGt/g+OAoRi447Y7/YCNAH5yC8uICyEUPK7CI99AGkC0pu/rBWMNf4I/f+DTUBoBTiMJe937yDII5/6ZQUm+v9IEwBnhCF/fRMmR/5fove7/fG/B/5Hgf9R4H8U+B8F/keB/1HgxynwL9ELInpoaGhwcLCnpwfsTl1dXd2/BHp6erq7uzs6Otra2hBr7eSrhrGNh+fBYAhNaG9v7+zs/CUt+P+VdHZ2Qu5uSFA/FsnJ7yAG5+7u7q5v8Gvwh9qAXL29vUjQmckRHvdXyMTQ3t7e0dHxa1iohw6QLL2trQ2stcAP09JdkFEwMDAAX/tlTYBe7urq6ujo6OzshD2Xcck7+U0wOPf29n5jn//7/8tYqLOzE6rr6+ubwckcaBoElurs7Gxra4PR9AvwBxaCShFr7XSnIMTgPDQ0BNtGv34KAhaCPaMZG5wHBgZ++hQEFO7r6+unw8DAQH9/f29vL2PnwvzZ1dUFU9B0DwciQwMi0rfToaurC6pmrOifKE9Liv2b6O3r64PddYgOERUVlUA/TE2hnyZOmTJQ6Oev09PTMyaA9PT0tG/H3lNSUigUSlpaGplMjoqKwuPxRCKxvLwc9lqmxTqIh3NdXV1GRgacN4iPj6fQYcroz/BBcKshEAjh4eEkEqm+vn5ayCOTTnt7e2FhYVJSEuLgQyaTZ4jTdF6DMAvgI5CWljZ5tFWExccttLS0pKamhoaGRkREQGSV6bLQdBD/v2dT6ZCYmAiH8CgUCvhGDg8PT0v0QnR1Go1WVlYGSb+joqKSk5N/AQsBiRITE6PokJOTM7MAvBAEOyMjI54OyfQAGlNhIWgjBCdhGqFT7A7wSoMQChA7cKJQw+OyDXLzy5cvVVVVRCIxODg4JiYG+vefZqG0tDQI8ILD4cLDwwsKCrq6uqbLP+Dh3NXVVV9fn5eXRyQSIyIiiEQiNGGKZGR6DJlO078BoMr0GEykZDI5Li4uIiIiLi6urKxsZp5ivb29EOyMSCQmJiZCyJSx1U33DuMgItNj45DpAJhT6CFQEhISoNK0tDSIIjctTz1ksHd3d+fl5UFEgfj4eJgfpovwJM+P5UaQYiQSKSIiAovFxsXFQSD9iVZv/yZ6W1tb8/PzQ0NDzczMJCQkPnz4oKGhYWpqamZmZmJiYjwpmHwDeB6FQllbW3+cAGxsbKysrCwsLODLZmZmKBTK0NBQTEzswYMH8vLyYWFh9fX1U8/WB4N2ZGSku7u7uro6KSnJxsZGVFT09evXEMna3Nz8u02YtH3f+RFabWBgAFGE9PT0KBTKtJgGaUJ5ebmPj4+mpqaysrKWlpa+vr6RkdE36n6nF76D5QQ/w8cNDAw0NTXV1dU1NTVNTU0hy+zMPCQLCwvNzc2fP3/+9u1bXV1dCwuLf5T+JiYmFnTQ0NAQFhZ+9OiRiYlJVlYWnE9DRiMys09S+PLlC41GKygoCAoK0tHRefPmjYSEhK6urrm5+VRGwQQEntJtUzpoaWmJ0sHZ2XlmoaD6+vooFIqVlZWioqKKioqurq6BgYEx/Zj+uEMAYS1TU1Nzc3MYuTBCUfT4PuO+xdgkExMTU1NTExMTXV1dNTro6el9zSQRGxvb1NQ0CbUn+qm3t5dAIMjLyz958kRaWtrY2NjCwsLU1JSx0p9bNjU1hcbKysrev3//9evX3t7etbW1X6afr7e3t7e6uppEIrm5ucnLy799+1ZBQcHY2Njc3Hy6TYCugenR2tra1tbWxsYGUvrA1xi7xsTExMzMzNjYWElJCSoNDQ2dVigopDuam5tDQkK0tbXl5eU1NDR+cApCGMzExMTIyEhXV1dDQ0NVVVVZWVlVVVVHR8fIyMiMDkZGRpqamkpKSurq6mZmZmg0Ojs7e1qrN2SwNzQ0uLu7v379+vnz56qqqjA/MJELQWxavATcDqOV8YPQTQYGBm/fvr1z546iomJcXNyUQmpA5qLk5GQXFxcpKSlBQUEhISE4yq2mpqY8BVChg6qqKgw/VfpxZrg59q8qHVRUVJSVldXU1DQ1NeXl5a9fv37gwIHbt2+7u7tDdo5pTf0QFaSoqCg4OFhJSenSpUsXL14E6auurg51TaEdM3lERUVFTU3t77//vnnz5m+//SYsLBwRETGDKIwQSNLIyOjBgwcPHz4UFxeXk5NTVFRUVlb+5/CH3oED8u/fv3/16tX79+9NTU3T0tJm0ITR0dHU1NQPHz4ICAj88ccfEhISGhoa6urqMyHrlN/R0NDQ1NR8//79qVOnDh48+OHDh/j4+La2tulOnYODg/X19SQSycnJ6dWrVxcuXLh58yZkgZziKJgyyswPwogQFRW9ePHi2bNn1dXVCwoKkNlw6gUIJCkhIXHz5s1nz55JS0srKCgoKSlNwj8qKirIsFVTU4ORC/hAmRnXMdcwk0LU5devX79580ZBQWHGmYu6u7v9/PyEhIQOHjx469YtRUVFTU1NqGJMzT/nhoqKClRx//59Pj6+06dPm5mZQXrK6dquurq6ioqKIP3XvXv3Ll269OzZMyUlJUTeTAtj6BpktoShOlHXqKqqKioqPn369MyZM4KCgq6uri0tLVPnHOTJ2tpayF9y8+bNN2/e/JQpSElJSV5eXlxc/OHDh5cuXTp37tyZM2f+/PPPZ8+eycnJgchQUlL68OHDSzp8+PDByMiISCROa/WAiN7KykoDA4MTJ04cO3ZMREREXV1dQ0ODcQgwiqRp9QhMxUiPIO+qqalpaWnJyspevHhx9+7dd+7cwWKxbW1t4LCJ0BYp/EvrHR4ebmhoSExM9PDw0NPTg5AukG0eDt0jh5HHFuAweFBQUDA9ZGNISIifn5+DgwOoOygUypIOKBTKnA62trbu7u4QxApLj0IXFBTk5eUlLy9/69at9+/fYzAYOI8/A9FbWFgYFhZmbGz87t07CL0GJ77Hov0T7wAFPD09ZWRkrl69+u7du+jo6BnILRC9BgYGz549k5GRgUCSAQEBPwVV5BT5uF/DYDA+Pj5OTk5aWloQSSolJWUGTRgdHc3MzJSXl7948aKIiIijoyOcTB+3UuQmgtsUI/8hLyKH2fF4vK2trYiIyI0bN9TV1SHZ33S3GyF9AolE8vT0hFiMampqnz59wtGBsdKJysAJOHpgvKBvEMwAQfS4kvBB5DH4HY/Hf/z48cWLF9euXdPR0SkqKkIG6tQLPT094eHhkpKST58+hRwGEMpnXISR0QeBDIODg318fBwcHD5+/Ojm5gYRdfBjgucgoQaQb0KvodFoV1dXFAqloqKiqKg44xjOPT09OBzu6dOnly5dkpeXR6PReHpIWqS66Ra+y11YLDYoKAiDwWhpaQkKCt65c8fBwaGqqmq6/DM6OgoxnENDQ62srOTk5KSlpc3MzPz8/JAmIBwCPDA5wwOHoNFoR0dHGxsbW1tbR0dHiFgHAWUZSYHFYv39/XV0dG7fvv3gwQN3d3cajTZ1zkGerKurc3R0fP78OYQBhwiGjBXNoAzRLQwMDO7du7d7925OTk4ODg4+Pr63b9+6ubkBTTAYjLu7+8ePHw0MDJSUlH4khnNNTQ0Khbp69SqEAQcyImhDdSCwIHwY0jvIMxMVYMgE0wHGMvQghPj9SnMxMbGLFy++ffs2IiJiqjGcGxsbSSQSRMPy8fGJjIwsKipqoZ+2pE0MLd+g+Rs0NDTk5uaGhIS4ubm5uLi4u7t70MHd3d2VDhgMJjExsaCgoLq6GtLs0Gi0ysrKwMBAHR0dSFhRW1s73aONoPUWFxfHxcV5e3t//PjRx8cnMzOzubl5YvTH+eVbg/71f5yHxrtVUVHx6dMnMTExVVXVpKSkmRmc8/PzLSwspKSk7O3tCwoKAInxapvGvX+15Ftp7MtwavDz58/+/v5aWlrm5uYzThpYUFBgYmLy9u1bFAqVm5s7ti7GO98wYv7P+MwkZXgNHsjKyvr48aOysrKTkxNk5J6usxuIXgqFEhwcDNwbERFRVlY2CQKMPzG24dto+P//qd8ArpEnGR9raWlJT083MjJ6+/bt1xx5ZWVlyGw49QLk61VRUVFQUMBisbW1tRMN4bE4gJMEhOolEom5ubkVFRWQvIsRTziEzUh5Go0GZyirq6tTUlIcHR11dXW9vb1nnLkoJiZGUVFRUlLS19e3pqaGkchTLyMNHFsY+xE4xh0ZGQl7PTgcrqGhYbpWk9HR0e7u7qKiIkhN8enTJz8/PwqF0tDQADWOxWSi3gGStrS0NDY25ubmRkRE+Pn5QTBtMpkMCZrGvtvY2BgWFgYWrICAgJm5C4C1VlJSUk9PLykpiamjx5Luu3daWlqqq6uzsrK8vLweP368YcOGhXTg4eEB6w58gUql1tbWFhQUhIWFWVpaWlhYxMbGziyGc2NjI0hBDQ2N+Ph4JkJBi4ClIagAEldg8rbAi0jQCyQgAXy/tbW1tLT006dPMjIyBgYGZDJ5evl6g4KCAgMDw8LC0tPTp7hoGhwc7OjoqK+vLy0tzcvLS01NxePx5ubmSkpKCgoKoKGDsq9AB319fVdX14iIiLy8vObmZlCtenp64uPjLS0t7ezsEhIS6urqpnuqHRG9iYmJgYGBXl5eERERMwvgPvWZjvHJ7u5uPB4vJyenpaVFIpFmJnoLCgpQKJScnJyXl9fMtsoYUWIqw+E2ppuMlzQaLSIiQl9fH4VCzVj0FhUVoVAoKSkpNze3hoYGxu9PUgbLDGIymuTJiX6qq6tDo9EGBgaenp4FBQWdnZ0zE72pqanh4eGw2E9LS5vW4AfXyra2tqamprq6uqqqqrKysqKiovz8/Ly8vIKCgrKysqamJvDh7OnpodFoFRUVRUVFEEEsLy/PysoKFl4VFRUTtXSS+7BRqk6H2NjYye0Wg4ODbW1tVVVVhYWF2dnZJBLJz8/P1NRUX1/fwcEhKCgoOTm5oKCg/BtUVlbW1tZSqVSg7Vg0ent7P3/+7Onpqa+vP2ODc39/f1xcHFgIo6KiZuYrxITbCB2YbjJdDg8Pp6enW1hY6OnphYWFzThfb3FxcWxsLIQVjI6OLisrY4zOARzSSYfJtYuRkZHOzs7KysrY2NiPHz9qaWlBUHFfX9+srCwqldrX18fUhJGRETKZrK2tLScnh8PhZix6PT09ZWVlLSwsCgsLmaqY2WVzczOJRLKysrpy5cqKFStm0WHbtm36+vqNjY3INwcGBqhUalJSkp2dnaWlJZFInNboQ75DpVLRaLScnJyZmVleXh5yHymAK1xpaWl+fn5RUVFjY+MUp+uenp7KysrMzMysrKyysrLm5mbGXujo6AgODtbU1EShUBDDeSLG+zeDc2NjI5lMxuPx/v7+eDyeTCZTqVQE14kKfX19sC4LDw93c3MzNTVVVlYWFhb+448/Dh48yM/Pf5AB+Pn5Dxw4cPLkSUFBQQkJCScnJwqFAs3u7OyMjY01MzODLIkgemdgcC4uLk5ISPD393dzcwsJCZmZrwocshoYGJiWxamzsxOLxcrKympqaiYnJ0+xLxkJOzIyAqL377//9vDwqK+vZ/x1xmU4rQHHtzo6OiaKEAnOsbBN9SOit7Cw0MLCQkJCwtnZua6u7rtoI+fZ2uhHy/r6+qa+wQbBy6CKmpoaLy8vHR2dT58+5efnd3R0zFj0hoWF+fj4oNFoMpk89fkLicCXnp5OIBBCQkIQGxo4mqFQKAgxXVhYWFFRUVJSkpKSAiHvfX19U1JSYmNjjYyMJCQkHBwcZix6Y2JiYMs2Ojp6Ii8VYImmpqb09HR/f38rKytdXV05OblHjx6dPXv2xIkTV69effnypZqa2sePHz09PT08PNzd3cH2GxcXB/F1mUJdfvnypb29PS8v79OnT3p6ejMWvX19fbGxsbBzGR4ezlTLd9mJ8QFI8w7nbeCcWH9//0TLu6GhIQqFYmJioq2tHRwc3NjYODOtF0QvFov19fUNCwv7/PkzMhUMDw/TaLTy8vKCgoK8vLySkhIajTYRPr29vUVFRXg8HszgAgIChw8fhnRSdnZ2SUlJdXV1TDPk0NAQiUTS0NCQlZXFYrFTZ11GojU0NHh4eMjIyEwktxgfnkr5y5cv+fn5Dg4OIiIifHx8ixcvBtHLy8traGiIzHKQ/6ampoZIJNra2qJQqB8Rvd7e3jIyMiYmJjk5OUxI9vT0FBUVhYeHu7i4mJqa2tjYxMbGNjc3Tz7twJCpqqrC4XD6dPDw8EhISKiurkZ6oa2tDYvFqqqqmpqaUiiUaWi9kKsc8mwkJFvi1IMAACAASURBVCSMPSEDMhzOzg4MDLS3t5eWlkKyIy0trVevXt24cePEiRPc3NwrV66cO3funPFgyZIlbGxshw8ffv/+vYeHR2ZmZhsdYmJijIyMUChUbGzsjxic4+PjIX8ZDoeDJSfE5u3v7+/q6mptbQWNpKamppYB6urq6uvra2try8vLi4qK8vLycnJycnNzi4uLq6qqGhsbW1tbu7q6ILzZuKcO2traMBiMlJSUurr6DxqcZWRk3NzcqqqqYFhONDiZWIrpEg4XtrW1VVZWZmdnw7mR/Pz8urq63t5e5MugbsJJvsrKSiwWq6ur+4Oi18zMTExMzMHBobq6mgkrCHILkQ6pVGpVVVVeXh6kGo2P/7/kxOnp6cXFxY2NjcgSgan50Ju9vb1UKrW4uDg7O7uqqqqjo+Pz589ubm4aGhqurq55eXkzFr0UCiUkJMTDw8PT0zMhIeG7vioQeA8ihyckJGAwGHt7ewMDAyQX07Nnz+7cuSMkJHT79u03b94YGhp6eXkFBgb6+flZW1uD74mysrIfPWmElpbWhw8fHB0df0T0gnsU7DYx0R8ue3p6wBHX1dVVVlb27t27Fy9ePHr06NatW5ctW7Zo0SJWVtZdu3b9/vvvT548ef/+/bt3796+fSshIaGkpGRsbOzh4RETE1NQUECj0WB5CueyqFRqRkYG5F/6EdFLIBCUlZXl5ORCQkKmlX4HeAPMCZWVlXl5eWlpaXBwLjExkUQigbLS1NQ01qg2MDBAIpEMDQ3V1dXxePyPiF4CgYDBYLy8vPB4fEFBARzWGBgYaG5uzsjICAoK8vT0BB+C/Px8RrWJsbNoNFp8fLyJicmdO3e2bt0KU+nChQsPHDggISHh5eWVl5fHtC4ZHBxMTExUU1OTlpYODAycseh1d3eXkpIyMTHJzs6eJBAxI7bjluGIf1VVVWBgoJiY2LFjx9jZ2RfRgY2N7cKFC3Z2dojoHRwcbG9vLysri4qKsra2/hHR29TU5OnpKSUlZWhomJmZCTJ1ZGRkYGCgtbW1oKAA9vXBNeTJkycODg6lpaX9/f3jTuxwXPvLly+dnZ05OTlfySIoKHj58uX3799bWFjExMRAxHWIPR4QEKCoqGhkZJSSkjJt0evj44PBYCYSvRChtLu7u7m5OT8/H/LsPn369OLFi4cOHeLm5t6wYcPy5cvnzJkDS5tx/y5YsGDjxo1//vmnsrIyDoerrq5ubW0lEAg/UfSCg09lZSUsF7q7u+vq6rKysggEAhaL9fb2dnd39/T09PoGkFvN09PTzs7O2NhYR0dHQ0NDW1sbcnVhsVgikQinFTs7O5FlDiPD/beJ3u7u7srKShKJ5O7urqWlBZ4L7u7uZDIZWWvDVNXX1weysLy8HHbc/znROzg4SKVSi4qKSCRScHCws7MzCJu3b9++efNGVFRUVlbWyMgoPDy8oaEBWR8w0nl4eLi9vb2kpCQqKsrCwkJdXd3NzS09PZ1CoTg6Omppaf2g1ouIXljVflf0IjvEbm5uoDhev379/PnzZ+lw6tSpo0ePHjx4cO/evbt37xYQELh06RIkhX3y5Mn169cFBAT279//6NEjGxsbNzc3NTW1Dx8+ODk5/bjo/epvNZGDKI1GIxKJ5ubmr169OnfuHC8v75YtW9avX79kyRIYsHPnzmVhYeHk5Ny3b9/hb3Ds2LEzZ85cvnz5wYMH4uLiDg4OGRkZra2tkN8TMn+kp6e7uLjo6ur+R0QvODqVlJQQiUQXFxctLS1paWkxMbG3b9++e/dOXFxcVVXVxsYmODh4bGKfgYGB5ORkAwODnyV6PT098Xh8YWFhLx3q6+thI1xaWhryM0pJSQUHB0/UR1QqNSwsTFlZ+cKFC6ysrMhEys3N/fz5czs7u/T0dKbcUP9torerqys/Px+DwSgqKp47d46Dg2MJHbi4uK5evaqmphYdHY1k6ILtj58oeiUlJQ0MDDIzM5G1e1NTU1JSkrOzs6Sk5F9//cXPz79t27bDhw9raWnl5ORMkmYUgh11d3dnZWVpamoeP36cm5v78OHDd+7c0dPTi4yMLC0t7erqam5uDgwM/EdEL7LAr66uzszMxGAwsrKyp06d2rJly9q1a5cvX7548eKFCxfOmzdv9uzZCK/MmjVr9uzZc+bMQW7OmTNnxYoVyIxTWFgIc4GxsfFP0Xp9fX2dnZ3xeHxZWVlfX19XV1dFRUViYqKbm5u2traEhMSLFy+ePHny7Nkz4W/w4sWLly9fPnv2TFBQ8PTp0wICAnx8fIcOHfr999/v378vISEBuUuJRCKYicAuCnIdBMN/SvQCDvAXCVU6MjLS2NgYHx9vY2Pz/PnzI0eOHDp0SEhISEVFJSgoqL6+HtgR0uS1traC00FZWdk/JHoR9FpaWjIyMgICAmBL+969e4cPH968efNGOnBycm7fvv3cuXP6+vqFhYVMohc+0tfXV1paGhIS8nVP/eLFi3x8fCIiIhgMJjo6+uPHjzo6OrDX++Na7+SiF2kRlUpNTk62t7cXERHh5+dnY2NjpQMHB8f27dt30YGbm3vjxo0rV65cvnz5qlWrWFlZ19FhzZo1LCwsHBwcQkJC5ubmzs7OqqqqIHpntlcCblYTab2A89DQUHFxsY2Nzd27d/n4+NjY2JYsWbJo0aIFCxbMnTsXhu2cOXPmzZu3aNGiZcuWLf8GK1asYGFhWb16NSsrKxcX16NHj7y8vAoLCyFJEaLV/UqtF1oElhuYnUpLS4ODgw0NDR8+fCggILBt2zZOTk7grk2bNvHx8V29elVRUTE8PLylpQVeh/ELWu9PFL2g9RYVFfX09LS2tmZlZXl4eLx9+1ZAQACY5NixYzY2NhNlNW5sbMRisdLS0mfPnl2/fj2yJOLh4Xn06BEKhQK9inFV+l8iehFRR6VSg4KC/v777z/++GPz5s2LFi2aO3fu6tWrz549q6OjExUVVVFRgSj9P130Ilov9PKXL19yc3OR+ZCNjW358uVLly7l5uZWVFTMzMwEQwiCPCNhgcH6+/vz8vK0tLQOHjwIY3nr1q1CQkLGxsYEAqGxsRHyBINl6CdrvaCy5OXlRUZG2tvby8jIXLhwYcOGDfPmzWMUtEzlBQsWrFy5kpWVdeXKlUD9WbNmLVq0aMeOHYKCgiYmJuAHSyQSQfQSicQfNDhjMBg3NzcMBgOBmchksq+vr7Gx8fv372/cuAGnP/ft27d//37+b3DgwIFDhw7x8fFt27aNlZUVzG5Lly5lZ2ffs2fP6dOn4eCTvr6+l5dXXFzc58+faTQa48bkf1D0jo6ODg0NdXR0wDZSbW0tnC90dHQUERE5fPjwxo0bd+3a9fDhQ3NzcyKRSKVSgcO+fPnS2tpaWVlZVlZWU1NTXFwcEBCgo6MDbgLIHhUjF363XFhYONbgDOhVV1cnJiba2dlJSUndu3fvzJkz+/bt27p1Kzs7+6ZNmzZv3szBwcHKysrLyysnJ5eVlcVk7AIXlfr6+sjISC0trevXr2/cuHHZsmU3btzw8fGB/Pa/TPQODw+DkTkmJsbc3FxEROTEiRObNm1au3bt5s2bd+/e/dtvv12+fPnGjRtXrlw5c+YMNzc3olMiA2Tu3Lns7OzHjx+XlJT08fEJCAjQ1tb+5wzOQ0NDNBqtuLgYg8G8e/eOj49v9erVkw9eBFWmwpw5cw4ePPj3339jMJiSkpI+euRIMKj+StE7Ss+0A5H4SktLU1JSPD09FRQUbt68eeDAAQ4ODjY2Nk46rF+/noWFZe3atTt27Lh27RoKhcrKyqLRaIgn2j8heoOCgoqLi8HkFhUVpa+vf+nSpXXr1gExt23b9tWhfSJvysbGxq9eyhISEqdOnUJemTt3Ljc394MHD8zNzclkMpM1/r9N9NbW1jo5OQkJCe3YsWPp0qWzZ89euHAhLNrQaHR5eTmjBfEfEr1ZWVmw5d/U1BQSEiImJiYgILBu3bq5c+cuXrx4w4YNp0+fNjExAeMEZMwbO8WB8B4cHCwuLjYwMDh69Ojy5ctnzZq1ZMmSQ4cOiYqKenl5VVRUNDc34/F4ZWVlY2Pjnyx6e3p6wFCuqal569YtPj6+jRs3ItvmTIMTuVy5cuXOnTsPHDjAw8PDysq6ePHi2bNnL168mIeH59atW+bm5nl5eYxa74+I3qKiooSEBBwOB8ZkSL9sYGDw/Pnz8+fP79+/f/PmzevXr1+9ejULHVYywKpVq1hYWJYsWcKotS9cuJCFhYWNjW3r1q179+49d+7c48ePNTU1AwICcnJyqFQqMnT/g6IX8qyVlJQEBATY29tHR0dXVVUlJiZKSUnBBLRt27ZLly6ZmZmlpKQw7vUODg7W1tZmZGSkpqaCIy4Gg/knRG9vb29JSUlYWJihoeGdO3f27t27efPmtWvXcnBwHDx48M8//7xz586DBw+uXbt26NChY8eOKSsrZ2VlgexH1qF9fX1NTU3gC/Pnn39ycnIuXLhw8eLFDx48CAsLS0tLc3V11dHR8fDw+BE3qykanAcHBwsLC9FotJKS0pUrV/bs2bNjx469e/eePn363r17cDbaxcXF1dXV3NxcWlr6jz/+WLt2LTIooLBmzZoLFy4oKSkFBgbCnreZmZm4uPjHjx/Ly8vHTgHfvTO51tvf35+bm+vu7i4pKXny5ElWVtYFCxYwoQSXc+fOXbBgAWzLzZ8/f9xn2NnZz549KycnRyAQIOwimDR+segFT8+MjAwIA3f//n0BAYGtW7du2bKFl5f35MmTt27dunv37vnz5/fu3cvBwbFmzZq9e/eKiopiMJj8/HxkQ/Tnit6AgAAvL6+goKDPnz93dXWVlpb6+PhISUkdP34cZu1Zs2Zt377d2Nh4EtEbGBgoJSV15syZsVqvhYXFf7/WW1FRYWJicuLEiTVr1sydO3f+/Pnr1q07evSorKwskUgEYwni3PRPiF4jI6Ps7Oy+vr7m5ua0tDQUCvXnn3+ysrIuXLhw7ty5mzZt+vPPP+Xl5RGvOkYrCONYg/vDw8NVVVXW1tZfd6nZ2dnnz5+/aNEibm7u27dvW1paFhYWUqnU4OBgZWVlExOTnyZ6oe7W1tbY2FhdXV0hISEuLi5ERIE9ef78+UuWLFm+fPmyZcugbbNnz547dy4HB8e5c+eEhIROnjzJycm5bNmyOXPmLFmyhJeX9969e1ZWVuCvgWi9P+JmBaI3JCQEzqGbmZnJy8sLCQnx8vKuWbMGdO4FCxYAnisY4JtR7V//V6xYsWzZssWLF8+bNw+s5fPnz1+9ejUPD8/ly5eVlJR8fHyysrLa2tqAe/5TohfRBaOjo1VVVUVERKytrVNTU7FY7K1bt1hZWdnY2E6dOiUjIxMTE9PR0cHoSjAwMFBeXh4fHw872bm5uXAq39LSMi0t7Qe1XkdHx+rqakCvqqoqPDxcT0/vwYMHBw8eZGNjW79+PTs7Oz8//6NHj9TU1CwsLKytrXV1dV++fPn06VNgZUbROzIygljtnj9/zsnJOX/+/OXLl2/btk1GRiYlJaWwsNDDw0NbW/uf3usdGhrq7++HrTg5ObkLFy5s2bJlzZo1u3btunnzpqysrKWlZUBAQEpKSllZWUFBQWhoqIGBgaCgIDs7OyLD5syZs2DBAl5eXklJSdgZgQnaxsZGXFzcxsbmR871TmRwBsEsIyNz+vRpDg6OcWUqLIvZ2Nh27NixZ8+evXv38vDwsLOzL1u2bMGCBcieETy2cePGa9eu+fj4tLe3j4yM0Gi0X+ZmBeZlcMyJj4+HMHyXLl3i4+Pj4uLavn37kSNHBAUFP3z4YGBgoKen9+bNm99//52Li2vZsmWcnJxPnjz59OkT7FXDJPuzRC+c6wXRGxwcXFJSAnE2IEQaPz8/Yvzg4eExNTWd6CBJY2MjDoeTkZFhMjjv3Lnz8ePHlpaW/82i98uXL729vRkZGYqKirt37164cOGcOXNYWFj27dv34MEDKyur3NxcOICALKz/CdFrbGyck5PT2dlZVFTk7e0tKirKy8s7lw4rVqyARYCfn19+fj7iEoXgM1b0joyMNDQ0ODo6Xr9+fevWrUuWLFm8eDEnJ+eFCxd0dHSys7OpVGpISIiKisoMPZwncbNqampCo9HCwsL8/PwsLCzIPDJ79mzEK/Lo0aP8/PwbN25csmTJ7Nmz582bB5sTEhIS165d27x588KFC0FV37179/3793+66E1MTIyMjMRgMGZmZq9evTp79uz27dtXrFgBs8bs2bPXrFnDw8Nz4MAB8Nc/dOgQPz8/3zeAE1CHDh06cuQIPz8/JyfnokWLkJbOmjVrxYoV27dvP3v27Nu3bz08PMA1bnR0tK2tLSAg4Nd7OA8NDUE4FEtLy+vXrx8+fFhcXDwwMNDBweGPP/5Ys2YNPz//hw8fPD09i4uLGY8Yjo6O9vf3l5aWxsbGRkdHZ2Zm5uTk/ETR6+TkVFNT093dXVZWFh4erq2tfePGjePHj586dQrU3GfPnikoKDg7O0dGRiYnJ6ekpBAIBB8fHziB09jYiKyIYRhUV1ej0WhxcfHDhw8vXbp0+fLlAgICz549c3d3LysrKy0t9fDw0NTU/FkezhPt9fb09NTW1pJIJGNj40uXLm3fvh0EFZhwQkJCSCQSBH/v6+urrq729fWVkJA4efLkmjVrgJEQ8XbhwgUrK6v8/PzOzs7h4eGKigpbW1sxMbF/SPT29fV9Va9v3bq1adOmpUuXMnI1UgYb+Llz5169eiUvL6+kpCQuLn79+vV9+/atW7eO0X0SWvHbb7+5uLi0tbWNjo7+StHb399fX1+flpbm6ekpLy9/8+ZNAQEBHh4ecH6RpEeEsLOzgzAUXl5esOO4devW5cuXc3NzS0lJxcTEVFVVIZ5Kv0D0vnz5kvF0zc6dO83MzCby42tqasLhcLKysufOnWNjY4MOmjt3LiJ64fgKo4T4LzE4Dw8Pd3R0lJWVYbFYYWFhDg4O0ME2bdokKChobGwcHR2NuJsg+P8TotfU1BT0upiYGHl5+XPnzoHpfsmSJVu3br1z585Xe3hOTk5zc/MU1YyGhgZ7e/tLly5t2rQJbELs7OynT59WV1fPyspqbm4ODQ2d+eGisaIX/Lt6enry8vKMjY3Pnj3LxsaGCKTZs2cvXbp048aNBw4cuHXrlqio6PPnz0+ePMnFxbV27Vo2NrbTp08rKSmZm5sLCwtzc3ODgRq03n9C9CYlJUVHRwcGBurr61+/fn3btm0sLCyw7Jo1a9bChQu3b9/+xx9/PHjw4PXr12JiYhC4mB469F9/3rx5IyYmJiIicuHChW3btq1cuRL0+Llz586bN2/x4sUsLCz79+9XUFBISUnp6uoCnewXi14wRYDfnaurK+zecXJy3r17187OztDQ8NSpUxs2bLhx44abmxtsqDOJ3oGBgbKyMiKRSCAQsrOzQevV1dX9KVqvi4tLTU1NU1NTTEwM0he7du169OiRsbGxp6dncHAwmUyGcFEddGhtbYUjXi0tLYiv/xAduru7yWSysrLyb7/9tnbt2gULFnBxcb18+dLd3T03N7e9vb2iosLd3V1dXd3FxeWnHC6aSPS2trZmZmZ6eHi8fPmSh4dn5cqVnJycv//+u5aWFoVCodFoHR0dPT09/f39g4ODBQUFXzd+/vrrLy4uLkTazZs3b926dQcPHnz9+jUej6fRaJAfrbS01Nra+p8QveAn0t7e7uLi8ttvvwEzI+IWCrNnz54/f/6qVasOHz4sKyvr5+eXlJSUkpISGhpqZGT0+PFjAQGBNWvW/D/q3jsQy++NHy8to4Qks2RkVyItUumdFkmRqJAG2XuTPUK2EpI9s5O9ZWaksvfee4+vn+v7uX/P5yGpt/T5nj/qPLfnue9zzn3u+3Wu61zX6wUeoM1LZcuWLceOHXv9+jXEzMPI/FGHM8x5eNwKCgo8PT1lZGTY2dmJiIjw8fGpqalFRES8vLwKCgpqamqAC+TLly+AYRAQSkxMzMnJ6eDg0NjYCOKY8Pb/o9BbWVnp7e0tIyPDxsaGavUu8r51dXVBpxAQgspPofd/1uqdnZ1taWlJSkqysrLi5eUlICDYvHkzLi4uGxublpZWcnJyc3MzWJmoXV5f6A0ICFBRUbGzs6uoqGhpafHy8rp27dr+/fuxsLAwMTHJycnPnTunra2dnp4+MDCwdv6G9vb2169fX7lyhZycHGKKwYWura0NtGWxsbGg2fM7eb2o0ItY3xCW7ebm9uDBA1paWiwsLCTPDB8fn56e/sqVKzIyMjY2Nj4+Pu7u7rq6uo8ePRIREREVFQUu9djYWFNT00uXLh04cAAbGxsHB4eBgeFPQG92dnZCQkJYWJijo6O8vPy1a9dgTxoc3Vu3bqWgoDhz5syDBw/MzMyA6tLLy8vzv4u3t7evr6+Hh4exsfHjx4+FhIT4+fnPnTtHS0uLrDn27t375MmTtLQ0oMnu7++HvZkNy+uFVLP6+noINefn5+fg4Dh16tSzZ8/evHljbm5+6tQpMjIycXHxtLQ0iChBbijyumlsbMzNzc3Kyvry5UtFRUV4ePh6Qa+3t3dLS0t9fb2Hh4eYmBgDA8Pu3buZmZl1dXVTU1OBSRREDlCfQNT69PQ0UBAUFxcDAPDx8YGnFBMTk52d3dzcHGjXpqamgMjz+fPnXl5efxR6e3p6srOznZycBAUFiYiIIHLk1q1b7u7uqOxpo6OjEBG26IQ4cuQIPj4+4uDFxsZmYGC4c+eOjY1NYWEhEi5QW1vr7Oz8J6AXPOSlpaUmJiaMjIxooAsfMTAwiImJz5w5IyMj4+/v//Xr156eHsgLT05OdnFxUVRUvH79OhsbGy0tLTExMQ4ODgYGBgsLi7Ozc3d3N8SdlZaWent7/0tKjVXyehFt0G/fvsFyk5ub+8CBA6SkpEePHr1z546trS1wkEHiXHt7e1ZWlqurq5iY2JEjR6ioqI4cOSImJhYSEgKWOjLf/ij0VlVVvXv37tmzZ+zs7Aj00tDQGBkZVVZWgsoW0hKoQMzOcoczOBH/l/d65+bmysvLHR0dRUREmJmZsbCwsLGxaWlpb9269fr166qqqrGxseX5mesIvd3d3UFBQUDomJOTU1hYaGRkdPjwYWxsbNhvPnv2rIqKSmBgYG1tLZprDe0uoH2EjOH79++zsLDg4eFt3bp19+7d9PT0jx8//vDhw7dv38LCwkArqbCwEHFio51kYWEBnc0KKDWWQ+/8/HxRUZG+vj43NzctLS0uLi4kIWzbto2QkJCFhUVISMjKyio6Ohqidb59+wbUPIlLJS8vr7a2FuIqVVVVwX+yc+dOOjq6P7TXGx0dHbBUIiIifH19tbS0/vnnHyoqKpj02NjYJCQk169fd3NzKywsrKqqqlxWqqqqqqurv3//XlRUlJ6eDuq/np6e9+7dQ0IeCAgIpKSkkpOTkSX/BkPv6OhofX19cnLy8+fPL1++zMXFdefOHU1NTfCzWVpanjx5koyM7MmTJ8XFxYgRiToPICf18+fPIJAJMXRmZmbrYvX6+Pi0tLR8+fJlMaOJjY0NotgWDXF3d/fm5mYQhF/+BKI2b2BgoLy8/P379yYmJiIiIidPnoRYge3btxMSEl6+fNnb27u9vR261tDQ8O7duw2A3u7u7szMTHt7ewEBASIiImxsbHp6ejExsbdv37a2tkL7p6amGhsbU1NTbW1t+fj4yMjItm/fDvbili1bCAkJL168aGRkFBsbW19fjwzCukMvwsM3MDBQWFj49u1bCQmJ/fv3rwi9O3bsOHHihKamZkhISHl5eV9fHxjuIyMjra2tX758SUpK8vLyMjQ0fPDgARcXFzk5+Y4dO5iYmOzs7FpbW+HVWV5e/u/ZrFaB3rm5ueHh4YaGhtjYWAUFBXZ2dmpqahYWlmvXrj1//jwmJqasrKynpweGdGZmpqyszNnZWVxcnJWVlYSEhI6O7saNG8bGxhkZGYirGbllnz59+vfJRSvu9a5o9R44cEBRURGCItHIMRYWFnp7e6OiopSVlVeMcH758uX/bITz3NxcamqqlJQUNTU1Pj7+1q1bgcVBV1cXYehEswEWFhbWF3rDwsI0NTWfP38eEhISFBS0KOVCTk4OUc2MjIxycnKRkZHV1dWgcID6zlm93t/fn5SUZGhoePXqVXJycojYwMfHv3r16qtXr1JSUry8vPT19RcpM4uKiv4V9AJx1ejoaGRk5NWrV1HjLDZt2oSDg8PIyCgkJGRubp6amtrW1jY2NgbG++zs7MzMzPT0NKTbQ1ZDenq6paWloKAgvEAPHTq07tBbVVWVmZkJRJIQ49DS0hIbG6upqXn16lV6enp8fHwsLKzt27efPn3a3t4e3LBANzM7O4vkxSIV6MjU1NTY2Fh5ebmuri4lJSVkKhMTE8vIyIDLYiMdzggPRkNDQ2Ji4suXL+/cuXP48GEuLi4dHZ2goKC4uLiQkBA9Pb1jx45RUFDIycl9+/Zt+VwHA6K7u7u6uhpohCsrK9cxuQigt7S0VENDg4mJCVJaeXh4vLy82tvbh4eHR0dHx/+7jI2NDQ8P9/f39/b2trS0FBUVBQQE6Ojo8PLy7tu3D6Br69athISErKysMkvyIGNjY+Cvq6+v3xjo7evrKyws9PT0fPDgwcGDB/Hw8Ojo6G7duuXi4lJVVTW9VPr6+nJzcxe9mhISEkePHkWCWiFS7/Dhw0+fPg0KCoLYfmQXYH2hNzExERRDZ2dnm5qaQkNDVVVVz507h8rPsGXLFkxMTFxc3L179zIzMz9+/DgsLKympmZwcBB84DC2QKTT399fXV2dkJDw4sWLe/fusbCwwL6pgYFBcXFxd3d3V1cXRFD/Gw7niYmJVaAXOINKSko8PDyuXbtGSEhIQUHBx8dnYmICGnOQHwIvrsHBwY8fP8rL0qSv0QAAIABJREFUy3NwcBAQEODg4Bw5ckRBQQFsejS0W3erNzAwEAmzqqioePXqlYSExOHDh5GUEGJiYmFhYTc3t+zsbGBEArbX/v7+7u7usrKy169fi4uLs7OzExAQwGoJ9nofPHjg5OT0P7jXC7Fvvb29vr6+3Nzc4BnFxMRkZWWVl5f39fUtKytDAAntjbSO0AvUFtra2urq6nZ2dubm5levXgW3EzEx8WIEjJOTU21tLTLDV4db1L+OjIxAfrasrCwzMzOYoFu2bDl58qS5uXl4eLirq6uenp6rqysQnqy4lfATqzc7O7ujo2N6enp4eLiurs7d3f306dNoi2UCAoJFOmw7O7vU1NTGxkYkORq1rUi9q6vrw4cPOjo6EJmNWL1OTk7rGOEM0AuUGrGxsc3NzePj45Blb2tr++TJE4hyxMLCoqWlffLkia+vb0lJCZJggLR2eWV0dLSwsFBdXf3AgQObNm3aunUrNTW1urp6cXExvP03LMxqZmZmYGCgrq4uLi7OwMBAUFCQg4Pj6NGjQkJCnp6enz59QuRCDx06RE1NraGhUVtbu7xHCwsLMzMzQMLS2dnZ3d1dW1sbEREBRJL/PsL53bt3LS0tNTU1EP9FRUUFG+R6enrJycllZWU1NTUNS6W+vh4qlZWVRUVFwDjm5eVlamoqJSV1/vx5SkpKJP0UAwMDoOvt27dfv35FTMYNg96xsbGmpqaUlBR9ff2TJ0/u27ePmJj4+PHj2tranz596uvrg7DbgIAASUlJINlAXM27du0CJhl4dQL9OuLyWl/oTUpKgiiE0dHRkpISW1tbfn7+Q4cO7dy5E3mQsbGxycjIODg4REVFjYyMQkNDv337NjQ0hIwq6rQBi/Pbt28BAQGqqqoQOEZOTn7v3j0vL69Pnz7V1taWl5f7+fn9OegFpvGcnJzFDPVz587BzrS5uXlGRgYaYfjY2BjsQQgLC1NRUW3btm3Hjh1nzpyxsrLKzMxsa2tD/PzQxz8BvXFxcXV1dSMjI0VFRebm5tevX6empoY4002bNuHh4Z04ceLJkyevXr3Kzc2tra399u1bXl5eQkJCUFCQra3tw4cPT58+TUFBgfiot27dyszMLC0t7eXlVVpaisbR/dfDrKamplpaWnJycoyMjFhYWOA9SUxMzMfH5+LigjD2o04qpL6+0BsVFaWtrf3s2TNlZWUpKSk2NjYcHBw8PDx2dnZpaen379//KLoNac+KlampqY6OjuLiYph+EL2xefNmDg4OMzOz9+/fu7m5rQP0dnZ2jo+Pt7e3Z2ZmmpqaHj9+HDW+EQMDg4qKSkVFBYSlwHBEW8hA64Hftba21tvbW1xc/OjRo3h4eDg4OPT09H/I6kXlcJ6amhofH+/q6oLMP319/atXr1JSUh48eJCHhweEyRobG1en2h8cHPz+/XtoaKiEhAQpKSkGBgYeHt6pU6esrKxqampgob1h0Ds1NdXa2pqVlWVra8vLy0tOTg5vTxkZmYiIiM+fP7979+7evXvgYWNkZNTV1a2qqkLs+Lm5OVAdgCX26OjoxFIZGRlpbGyMiopaLw5nCLPq7OxMTEw0Njbm5eUFfgNBQUFTU1MvL6/IyMiPSyU+Pj4xMTEhIQECs83MzBQUFISFhbm4uGhoaPDx8TExMZG5t3v3bgEBAW9vb7TAsQ2DXkguamxs9PHxERUVZWRkxMPDIyEhuXPnTlBQUHl5OWh4mJiYcHBwoObkbN68mYKCQkhICJQx4e2PmsW/jtBrYGCQkpIyMjIyMzMDt0BZWZmVlZWAgADJ5d26dSsQejx9+tTPz+/bt289PT2jo6MgG7D8WQZTsq2t7ePHj2ZmZteuXSMmJsbHxz958qScnJy3t3dxcXFpaSkoFy2mQixn8F7xdYZ2cHWrd2ZmpqWlJTU11dLSkouLi4SE5ObNm7GxsX19fePj45A4Nz8/Pzo62tTUlJ6ebm5uzsPDAy4TbGxs2KSoqqpavrxYd+gF/1N9ff3g4GBGRoaioiKQOSDrMExMTFJS0pMnT0pLS3t6eoLSubOzs66uroSExD///MPIyEhISIg6+bdt28bOzq6pqRkREVFdXY1m7fwt6AXbbn5+fmBgIDc318XFRUxM7ODBg9u3b8fHxz927JiCgkJCQgLo1CELTbT7vo7Q29vbGxMTo62t/eDBAyEhIR4eHkpKShwcHCoqKhERkZcvX+bk5KzF3EJtIeL+AfGCyMhIQUFByFnYunXriRMnzM3NAXr19fVdXV0/f/6M2Peo54H6anu9OTk53d3do6OjVVVVkB3BwsICr7/Nmzfv3LmTgoKCl5d3kZdrdVVOIK0eGBgoLi62tra+ePEisHBAmNWfg14PD4/IyMi6ujrkTg8MDHz58gWUJW7fvn358mUhISE1NbWQkBCQxf6Rc2BhYaGjoyMhIcHMzOzSpUt79uwBFszFgO2AgACE/nvD8nonJycbGhoSEhL09fWPHj0KHDH09PTCwsIODg4BAQHa2tqnTp0iJiaGEABVVdW8vLyOjo6WlhYQdiwqKsrNzc3Ozi4oKGhoaBgbG4PlUXNzc3R09HpBr5eXV0tLCyTVgaYTJycn0DwJCAg8fPhQWVlZa6loampqLxUVFZVHjx4JCgpyc3MzMTGhBtJv2rRp+/bt+/btgzjJnJyc/v5+1NDEDYNeeHiGh4ezs7OtrKyEhIRoaWkJCQnPnDmjqanp7u4eEBDw6tUrSUlJCgoKxL7EwsKCaP/nz58nJibW1dWhmSwLCwvrC73AdAEKsv7+/qKiorA7i4GBsWXLFhwcHFJS0jNnzjx9+vTVq1cIgQn0bpV/+/r6cnJynJychISEQHsVXgUmJiYZGRmfP3/29/e3srL6Q9A7PT1dX18PcaQnTpwgIiLi4+MLDw9va2sbGBgYGRkZHBwEyXBQmLl79y5sdmBgYODj4wsJCUVGRnZ2dsJGGGo31xd6IyIigoOD4+LiqqurOzo6IiMjF0Ov9+/fD7FpiPcYvA5cXFxPnz7V1tZWUlK6d+8e0KOSk5Pv2rULofaEn+zYsYObm9vOzg6eaDTD/S9C78zMzOjoKEiYPHr06MSJE+DhZ2RkBH7yiooK1DR91JGH+vpCb2xsrLa29u3btzk5ORkYGPbu3UtISMjFxWVsbJyUlFRfX482dMvbs/qRRUZhMTExSFXaunXr0aNH1dXV37x5Y2trq6en9+rVK2Cm/BGmrAa9ubm5PT09Q0NDhYWFi57xe/fu0dLSAvRu27aNkpLyypUrsG2+uuU+Pz8/Pj7e1taWmpqqpqbGxMQE0dF/KLkIHM7Ap4EGvSBbUVtbm5SU9ObNGxsbG2tr69evXwOxIrJeXnHEq6urXV1d7969e+jQIRwcnAMHDoiJibm5ueXn5yOrp42E3sbGRtjtZ2VlhWcSHx//8OHDgoKCEhISPDw8sL7BwsKioqJ69OhRWFhYTk5OUlJSSEiIi4uLsbGxrq6uoaGho6NjSkoKSJNOTk62tLSsI/QCpQY8UdXV1SEhIWpqanx8fGxsbDRLhYGBgRmlsLCwHD58mIWFhZGRkYqKat++fbt27UL8zJs2bSIgIID4Wz8/v7q6uqmpKVR6kA2GXvCtZWZmOjg4CAgIUFNT09DQnDlz5saNG5KSkg8fPjx37hyyRbdp0yagrFNUVAwPD0ej0EOm3PpCb1pa2tDQUE9PT05OziKR2ZUrV/Dw8OARBiqAM2fOPHv27O3bt/n5+V1dXcgiFWnPipXBwUHgzXjw4AEFBcXmzZuxsbGZmJgUFBTi4+MLCgr8/PysrKxCQkL+hNU7PT1dXV0dGhqqrq5+7Ngx8NmamJjEx8eXlZU1NDRUVVVlZ2f7+PgoKSmdP38eyQzcsWPH/v37F124iYmJAwMDENiB2sH1hV4QDYyNjf3y5Ut1dbWXl9f58+exsbFRoRSyXUHJjYGB4ejRo8zMzDQ0NGRkZBCSgjr54THHwcHh5+cPDg5ubW0Fun/ULvxF6B0dHW1paUlOTtbQ0Dh27BghISGENfDx8dnb22dkZHR0dKw+wdYXemFz89q1a3R0dHv27MHDw6Ompl4MUIBVGlqEHeoYrrGekZGxuKQA6N2yZQstLa2YmBjI0uvq6np4eJSWlv6y1RscHPz+/fucnJyOjo7Ozs6PHz9qaWldunSJjIwMyMAICQk5OTnV1dWDg4MrKipgPwmUlZa3G1QYW1tbU1JSEOjdsmULPK7rnly0HHohhgVWH6C52N7eXlZWlpWVlZiYmJqa+v37d+jC8hUKoi6wyAOlrKzMzs6Oj4+Pg4PDxsZmbGyclZXV2tqK+Hw2DHqnpqba29tzc3MdHR35+fkpKCj27t1LQkJCRUV1+PDho0ePAg3I1q1bcXFx6enpISgDRJnMzMzk5OSEhIQEBATu3bunqam56EWHffrx8fH1tXpBNBBGFZLCAwMDdXR0rl+/zsjISEFBQUZGRkJCQrxUSEhIyMnJIVqVjY3t8OHDQFWBjY0NVhomJiYDA4OUlNSbN2/y8/P7+/uRewqzboOhFyJKINr5+fPnvLy8dHR0xMTEpKSkLCwsHBwctLS0O3fu3Lp1KzY29r59+7i4uBQUFN6+fVtWVgaijcs9uusIvYaGhmlpaYODg+AfNjY2Pnv2LBLgg4eHx8rKev/+fWDhB9311d+MyKM9PDxcVVUVHR29qEx35MgRIF4lJSV98OBBREREXl4eQG9oaOgfgt6amprw8HBtbW1OTk5iYmImJqZ79+6ZmZkFBAQkJCTEx8dDejfEoEJg+Y4dO4iIiE6cOAH78Su+E9cdekNDQ2NiYkpLS79+/fr69euzZ89iYmIiDIAApci/QAgIU33rUgHRVeQLUMHDwxMWFo6LixscHFy+eth46IVnEDY18vLy3Nzcbty4QUBAAMyG9PT0KioqSUlJqIm8y6c9TK31hd74+HiIKyIlJd22bRvsbz558iQ+Pr63t3dwcHB4eHhkZGQYpQwNDQ0MDPT19fX09EDMYPdS6VoqbW1tTU1NjY2NLS0tDQ0NAQEB/Pz84HBGOCmfPn2qpKSko6Pj5eWFGlCGPDtIZWWrNzQ0NDIyMisrC2jwPDw8hIWFGRkZcXFxt2/fDlQAUlJS3t7epaWlqCTGyHlRK4jDGTK9bty4QbuUnvSH8np/BL2oTQKy9dbW1rq6uvr6etQuoE0L8G4lJydbWFjw8vKSkZFhYmISEBDw8vJ6eXk1NjbCXhqcfMOgd2ZmZmhoqKGhISUlxc7OTkZGRkxMTEBA4OLFi8ePH6elpcXDwwMvNCUl5dmzZyUlJQ0NDS0tLQ0NDZWVlcXFxQUFBYWFhWVkZCwsLGJiYsAIGx4eXt+9XlS93vn5+d7e3i9fvsTFxTk4OKirqz99+lRCQkJMTExkqYiJiUlKSsrLy+vr6xsbG2toaDx48ODcuXOQlrNz504qKip+fn5gjW9ra5ucnES9pwsLCxsMvfDSmZycbGpqSkhIsLKyEhAQAAcsAQEBCQkJbFETEBCwsLBcv35dS0srKCgIIoHRphnSkT8BvS0tLRCOd+bMGSQlnYiIiJeXV19fPyoqqqGhYcXEM6RVaBVIES4rK3N3dxcREYE3w549e4SEhMLCwv409M7MzDQ3N6empjo4OIiKirKysjIzM585c4afn19KSkpdXR20PtXU1BYZLhfponbv3g0bZEePHpWUlHzz5s33799X9HyuO/SGhISA1VtbWxsYGHjr1i0KCoqdO3ciZJxosIp8BM0ooLBFDgIzIBER0Z07d8B0Gx8fR2Lj4R79FehdWFiYmJioqKhAWH2wsLB27doFvKqvX7+GxOUVA/dQp9a6Q6+2tjYPDw+gIwYGxv79+2/evOns7Jyenp6fn19cXFxSUlK8VD5//lxcXJyXl5eenh4fHx8REREUFBQQEBC4VAICAoCs4uXLl5aWlhYWFqamppKSkpAovGnTJgwMDOC0un///rNnz7S1td++fVteXr7iCg+6vAL0RkdHh4eHR0dHZ2RkfPnyJTs728jI6OTJk/j4+GCqMjAwCAkJWVtb5+TkAEvD6otloNGZmZlBjXAmJSVFIpzXl0jyp9ALzFxTU1MTExOQ2IK6XwjvRMScGhwcTE1NNTY2Bo/izqVCS0srISHx4cMHwF3kNbph0IskF3V2dpaVlSUkJAQEBNjb2yspKV2+fPnQoUOgEAU7ixISEioqKrq6uvr6+lpaWioqKrKystLS0mpqajY2NoGBgdnZ2fX19T09PUBeERkZCfIJhYWFayRXQ31+FhYWVlQughXY6OhoV1dXVVVVYWFhWlrahw8fQDEeVnsJCQm5ubnfv3+vqqpKS0tzcXGRkpJiZGSEXUkeHh4tLa3ExMSenh6ACrTr/hXonZ2dBeqMrKwsbW1tOjo6DAwMCKbdtm0bFhYWDQ2NkJCQhYVFXFxcbW3t8PDw1NQUMmfQuvBHoZeTkxOxesnJye/evevm5pabm9vd3Q2hXj9qFVojkUSj9PR0ExMTPj4+CgoKAgKCmzdvhoaG/mnoheQiCNpY5KMQERE5e/YsKysrCwsLOzv7hQsXREVFVVVV1dXV79+/f+7cOeDaJSEhERAQePnyZVpaGuL5ROvv+kIv7PXGxsZ++/atvb09JSVFU1OTh4eHlpYWHx8f9Bkh9wb+BWTFwcHZs2cPKSkpqHjt3r0bcVBDCikpKamgoOCbN2+AthDtCd146IWYzd7e3qSkJA0NDW5ubmJiYiwsLEpKyps3b5qZmaWmpvb29kLgHtpEQvu4vtD74cMHbW3tS5cukZOTAwk/Pj4+GxubpKSkiYmJk5OTh4fH27dvPT09PTw84F9nZ2cLCwttbW1ZWVlxcfF79+6JL5V79+4JCwtfu3aNk5Pz2LFjR44cYWFhoaSkxMXFRYKfSElJL1y4IC4uLisr+/vQGxERERsbm5GRUVZWlpKSsuhYZmBggKg8XFzc06dPAw9ITU3NTxcyqIM7MjKSl5fn6OgoKioKpHrU1NS3bt2yX1flop9CL2qTVqlDVlVVVdWbN2+EhYUZGBh27dq1Y8cOSkpKPj4+CwuL4uJitCXnhkEv0mwwf1taWsrLyxMTE21sbPj5+ampqUlJSQ8dOgTx2zDJPDw83rx58/r1azc3N2dnZ1Blj42Nzc3N/fLlS11dXWtra2dnZ01NDaLX+++Ti1CtXqTNCwsLU1NTw8PD3d3dzc3NdXV1VUsF2gC8YJOTk58/f4YIA1hJQDaRl5cXajYR6jk33upFrg7CiwUFBfr6+ocOHUI1U2AnUkNDIyoqqrq6enlcFXISqGwY9B44cEBSUtLHx6ekpASN1AmtST/6OD09XV5evsiOshhseOjQIXx8fH5+/pCQkD8NvXNzc6DBB6rPL1++VFFRuXv3Lh8fHz8//507d+Tl5U1NTY2MjCQkJLi4uGhpaUlISI4dO6amphYXFwdiBit2an2h9/3794GBgTExMd+/f+/v7//69au/v7+enp6YmBgPDw8HBwcrK+sRlHL48GE2NjYuLi5eXl4+Pr4bN25cuHCBlpYWSSuCJd2+ffsuXbpkbm6emJgI7grUvmw89E5NTfX19cFMEBQUpKSkBNYEVlZWbW3t2NjY6urq5Q4q1DYj9fWF3tjYWC0tLSEhIW5ubmZmZqC+ISEh4eDg4OPjExUVffjw4ePHj6WkpB4+fAj/ioqK3rhxg4eH58SJExBxwrxUGBgYaGlpDxw4QExMvGfPHsKlgouLi0SqY2Bg0NDQCAsLa2hoaGlp6ejoeHh4/LLDOTo6OiIiIi4uLisrC6BXRUVlkfAMnCQEBARXrlyxsrJKSkpqbW1d3d5FxhQqY2NjJSUli5T6UlJSEKxESUl548YNEJdYL9HA9YLekZGRurq6hIQEDQ0NNjY2WH7i4uJeuHABYjqam5vRur/x0AucGCMjI11dXRUVFV5eXiBQwczMLCQk9Pz588jIyLKysm//KV+/fq2oqADCyKqqqqampvb2dsC/+vr6P6rXizoZwGqfnJwcHR0dHh4G9ubh4WGEXm5oaOjDhw9ycnKnTp3at28feEdtbW3T09Pb2trQhh058wZbvch1x8bGgKlNWloacr4Bfbdv305GRnb16lWQhu3v7//pUvUPQe+HDx8MDQ1Rrd79+/dLSkq+e/fu30Dvt2/ffHx8nj17xsTEREBAsDHQC3N+dHS0p6envr6+tLQ0KSnJz8/v1VLx9PQMCAgIDQ11dnYWExNjZmY+ePDgkSNHhIWF3d3dIWUZzVJE7uN6QW9VVVVqaiooF0VHR0MoCbCRZGZmBgQE2NraGhoaamlpqS8VDQ0NdXV1NTU1bW1tCwsLR0dHV1dXBwcHTU3NixcvEhISIqYViP+cOHFCQUHBx8envLwcbTG38dA7MjICFHiLK5vjx48jZL08PDzv3r1rbGwcGhpCM1GQAUerrCP09vT0REZGamlpycrKamhoyMrKnjp1CgcHZ/v27QQEBOTk5FRUVLS0tHR0dIcOHaJdKjQ0NAcPHiQnJwdJWZCtAzcnDg4OFhYWLi4uERHR/v37aWlp6enpgRUKnvRt27ZB2oWHh8fvRzgD9MbGxqakpOTm5kZERKC+UAgJCRd5a11dXT99+oSERKL5bdAGFMKvgN/106dPzs7O9+7dAykhoN9zdXX9/v07KvT+G9HAfwm90Je5ubnOzs6srCxnZ+fbt2+TkpJu2bIFTN5Hjx5FRkbW1taC+h5qZ/8K9AKMDQ8P19bWvnv37urVq/v37z979qyBgUFUVBQSBoyW1IvwdgE7R1NTU0NDw8ZAL+LMX7EyPT09Ojr6/ft3JycnUOQlICCgoaF5+PAhSLKv8iRvMPQiGFBbWxsTE2NiYgIhb/CU7tmzB2gLb9++vZjO3tDQAInvqBNmef0PQS/s9aJCL+Jw/vTp0+oZCssbCUcmJydLS0uBoenQoUMEBAQ3btzYAKsXddpAnnFfX19NTU15efmXpVJYWJiUlIREINLQ0PDx8RkYGCQlJQHh64/eV+sLveHh4QEBAdHR0d++fZuYmIB9rsHBwdra2k+fPiUlJcXExEQulejo6MjISMTXWFhYWFxcnJOT4+vrKykpSUNDg4WFhbidsbCwmJmZxZdUNf8X5BMGBgays7OBUO/gwYMQLLZz504hIaGUlJRf2shYR+jt7u4GIkk9PT2fpSItLc3AwEBISIiLiwtif1hLBRMTEwsLa+fOnbt378bDwyNYKvhLhZCQEIRNSUhISElJaWlpOTg4/vnnH0FBwdu3b3Nzc5ORkYEre+fOnRcvXnRxcQGmVX19fRcXl19js8rLy4uOjn6/VEJDQwMCAl68eAFEtQDve/fuFRQUdHNzQ4XeHz2cqMdnZmba2toQ5WdSUlIiIqILFy4YGhrGxsa2trb29/enpqa+ePHC0dHxL0IvtHlubq6mpgZW9MePH8fFxd2xYwcZGdm5c+fMzc0/f/48ODi4fMdu46EXWjszMwMS5U5OTufOnaOgoFjEAE9PT9ASRr0LK9YnJiaAuG7d2ax+5HBesRlwcHBwsLy8PCgoSFpaGmwpUlJSTk5OAwODvLy8/v7+5cOOnG2DoXdhYQEcie/fv9fW1r527RoLC8uBAwdoaGi4uLiuXbvGzc3Nxsa2GFyzSP1dW1uL2PRIg5dX/gT0Njc3x8TE6OnpnT59GgmzIiYmvnr1qomJSWJi4u9B7/T0dGZmppaW1tmzZ/fu3YuLi7sx0Lt80GZnZ4eHh/uWSnd3d0lJCZBtsbGx4eHhHT16VFVVNSwsrLKyEklGWH4S2AdZFw5nsHpRoRfxuM7Pzw8PD3d0dDQ2NtbU1MBWS3V1NVRqa2tB6au7u7u1tTUjIwPuGmp2+/bt28FigXjDkZER1L5svNU7ODiYlJS0+HhevnwZlA3B2fP48ePc3FzUtv20vr7QGxwcrK6ubmZmlpycDGRKqqqqgoKC7OzslJSUJCQk+/btg2RfEhISGhqao0ePnjp1ipubm4eH58KFCzw8PHx8fGJiYo8fP37y5MnTp09VVFSMjY3t7e29loqGhgZY+VhYWGRkZCIiIqGhoaWlpcHBwQYGBo6OjmvlcJ6fn+/q6srPz4+Ojg4LCwsKCvL09LSxsVFQUODi4kKkeffu3SsgIODk5AQ0kz9y/cEoI+vTycnJvr6+4uJiUE87ePDg7t27KSkpHzx4EBAQ8O3bt+Hh4YGBgeTk5L8OvWAdDg0NZWdnGxgY8PDwgDgUISEhkM4EBQW1tLSsSPfzt6B3cnKyrq4uPj7e0NDw9OnTNDQ0kpKSHz58AFbYH63xkXsEpsPExAREOEdGRq4XpcZvQG9zc3N4eLiGhsa5c+fA83P48OF79+55eHjU1dVBQNyPerRh0AsTe2JiAgjOFqXHzp07R7pUjhw5wsfHp6amZm5u/vjxYy4uLj4+Picnpy9fvgwMDPw0i/+PQu8ihyISZkVAQADz2dfXt6GhAUlqh66t/paE7wwPD4eFhQkKCkLyxu7du2/fvr0BEc7L2wYTeGpqanp6emRkJDs729TUlI+P78CBAwQEBItZkW/evKmoqAACluU/R478UasXrgJNnZycHB8fH1tWxsfHJyYmJicngTG+oqLC3t7++vXrNDQ0CAf41q1b6enp7927B1lhaPmpGwa9MAfm5uY6OjrCwsLk5eXPnDmzd+9eSOI6deqUrq5uUVHRjx5VZMxRK+sIvV1dXYGBgaqqqtbW1oWFhf39/UBt9vr1azk5uevXr1+4cIGbm5uTk/PMmTMXLly4ffu2jIyMhobG8+fPTU1NjY2NIRQrNDQ0KSkpZalkZ2eXlpbW1NR0dna2tLQEBQVdv36dkJBw9+7djIyM0tLSycnJIFH8y8pFqNAbEhLi6+vr6uqqo6MDcuuI1Xvz5k0XF5ecnJzOzs6fjizEfzY0NKSnpy+qf98h7FCOAAAgAElEQVS/f5+RkXH37t04ODh0dHSKioopKSmdnZ0w6ElJSX8deqenp7u6ugoLC1+/fn3nzh3YkwaJ3/v377u4uOTl5Q0NDaHOGKT+t6B3fHy8pKTEy8tLUVGRh4eHm5tbX1+/qKgILQAbaeeKldnZWaAmXkciyd+A3tra2tevX4uKijIxMeHh4VFQUNy4ccPCwiIlJeWnxtmGQe/09DRs3b1//15LS+vKlSsHDhzAw8NjYWGRkJCwtLQMDAwMDQ3V1dW9cOHClStXXr58WVpaCukAKw4+cnDdoXdoaKi9vT0pKcnMzOz8+fMIezMODg41NfU///yjo6MDwUegGYy0ZJXK9PR0b2/v169fbW1tT548CUJs5OTkEhISUVFR+fn5f5RSY5WGQZbLx48fHz9+zM7ODh5CeMn09vaiJjKseJINgN4Vr7v8INAPfP36FYFe5MZt2bKFjo4OScj+i9A7PDzc1NSUkZFhbm7Ox8cHzBUkJCRnz55VVlb28/Orra39KUCg9n19oRf0el+8eFFeXj47Ozs9Pd3Z2Zmfn+/r6wtplvr6+jo6Otra2oaGhi9fvvT29g4LC4uNjf348eOHDx/i4+Ozs7Orqqra29s7Ozs7Ojp6e3tHR0chUGB6evrDhw8CAgIEBATAS7/47s3KymppaYmJiTEwMLC3t/81vV7E4RwVFRUXF/fx40dgXSYnJ0egV1BQ8NWrV3l5ed3d3auPLJBptLS0JCQkGBgYXL9+nZ6enoCAABMTE0jkdXV18/Pzh4eHYSf4fwF6QY/d0dER4ZrGwMDAwcE5deqUubl5Tk4OSNShzhik/regd3R0NC0tzcTERFJSUlhY+OnTp2/fvq2vr1/dRkSaDRUEev+u1VtVVWVnZ8fHx0dDQwMZ5IukmAkJCcB2idZmtI8bBr1DQ0NfvnwJDw/X1NTk5ubev38/Pj7+wYMH79+/HxAQUFxcXFFRkb6UeMPDw8PLy2tra7vx0GtgYJCWlgae2Ly8PGdn50UK+71790LMDtCtHDhw4NKlS5qamv7+/qWlpSBzhDaqyz8ODQ2VlpYGBgY+ffoU5KsJCAjY2NhUVVUTEhIKCwv/IvQODw/7+/vz8vJSU1Nzc3MrKysvMmhCkC0q8dnyTv1Rh/Pqju7ljYG1XV5enrGxMTc3NykpKeKuQKDXycnpL+71zs7ONjY2xsbGmpub37x5EzKm9uzZc+zYMXV19YSEhN/Q41tf6PX391dRUbG2ti4rK0PcVKDSVlJSUlhYWFBQkL9UCgsLgXe9vr6+qamppaWleal0dnYODg6CK2JiYgKYR8HROzQ0FBYWxsvLC3FYR44cUVJSys7ORqD35cuXvwa9nz59gj3/uLg4oGNNSEhQUlKioqIC6CUkJFwkK3F0dATpDxBdWj51gF8e1HXS09PBz0xMTAzZbNjY2BQUFJcuXbKzs/v69evk5OT8/DzsGfwtqxfuzezsbGdnZ3BwsKSk5LFjx/bs2QOpmVRUVIt2WGhoaHt7+/T09I8C9jYeekEFobOzMzQ0VE5OTkxMTEFBwd7ePi0trbe3Fzq1+vIIuXczMzNg9f4V6IVgsfHx8YKCAl1dXS4uLioqKhoaGti0rq+vHx8f/2l48J+GXiQjvLGxMTo62sDAAKQMgQSfh4fHxsamqqpqfHy8o6MjIyNjEfy4ubkvXrxoY2PzV6A3JSUFKHu+f/8eEhLy7NmzY8eO7d27FxMTExIWtm3btn//fh4eHkVFRT8/v9LS0s7OztEl+YQVp83c3NzU1FRTU1NkZKSOjs7FixeJiIh27drFzMwsKirq4OCQm5v7+fPnjYRepJ3AIVxVVWVtbX3kyBEKCgpRUVHQJVtOfIZMe9TK/4jVCwx6bW1tycnJ6urqbGxsaIoX9PT09+/f/1vQC2+VycnJoqIia2trQUFBOjo6YDQjJCRc1GJ/9eoVZE7DN1FHePX6H4LekpISZD8F9hNnVyqogahIHXmFIhX4U29vb0BAwIULFyBEi5WVFWSEWltbwer9fej98OFDZmZmSUnJIt+poqIiAr34+PgXL158/vx5dHR0TU3Nj1ZzoKxUUlLy/v17c3NzERGRQ4cOIXyke/bs4eLiUlJSCg8Pb2lpASQbHBxMTEz8i9ALj25lZaWtrS1oU2/btm379u00NDS3bt168eJFQUEBhPIjTzvaTNp46J2YmOjs7CwuLgZmHzExMWtr68TERAjqQWve6h//LvRCoHVNTU1wcPC9e/fo6OioqamBeTE+Pn5gYOCnJssG5PWCwkRXV1d2djYIwB08eHDLli27du3i5OTU1NSMj4+HQLDKysqgoKBnz54dP3783LlzL168KCsrgz+tfhfW0eFsYGCQnJwMDB7d3d1FRUWenp5ycnJcXFyoer07d+48cOAAJyenpKSklZVVbGzsKpMHXM15eXm2traCgoI0NDQ7duzYt28fiM5mZGRUVVWVlpaCT+8PySf8aACHh4fLy8tBqJGCgoKSklJFRSU3N7erqwuJcvrRb+H4/w70joyMNDQ0xMbGysnJMTExAR0pGD+w1wvQ+1f0egGEhoaG4uPjHz16xMDAgI+Pj4GBsXXr1n379l2+fPnt27d9fX2rD/WKf/2j0LviFX/jIHR/eHg4NDT0n3/+wcbG3rVrFxsbm5qaGghagLDHb0IvhLmnpaUVFBTA7Qdx+E2bNu3atev48eNPnz51dXXNzs5ua2sD9zfqMgLh8/T19dXU1Lx27RojIyMBAcGWLVuALpyBgeHJkydeXl7FxcWDg4OAZAC91tbWfyXCGTQe2tvbF310kMcM1K94eHi8vLzW1tbJycnNzc0gLPjXoRdZgvX395eVlQGf7c2bN6WkpPz9/UEf9Kc2Itq0+7vQi2gxGRsbc3Jy7t27l4GBQUxMzN7evrCw8EeMx2hd+KNWL9jlvb29ZWVl7969ExMTo6KiAqo/GhqaZ8+ehYWFVVVVjYyMdHR0fPz40cTEREBAgJmZ+fz583Z2dhUVFYODgz/KKEU6so7Qq6+vn5iYCLs509PTPT09EH6poKBw5MgR0M+B5xG4Uampqc+fP6+trf3x48empqbh4WFw8CAWAJykvLwcXM1Hjx7FxcXdunUrAwODiYlJWVlZb29vV1dXeXm5j4/Pn9PrRcYKKvAszM3NNTU1BQUFQVgoOTk5Ozu7jY1NQ0MDaGyg/WrFj/870Ds4OFhZWRkaGiolJUVNTY0qGogKvX/F4Qzzoaury8/P79KlS2Dvbt68GRMTk4SEZFGL/fXr14hw8o9elSuO//9D0Ds1NRUXFycgILBv3z6QRTEwMPj8+XNXVxck8tnZ2f2OwzkiIiImJiY1NbWgoCAuLk5eXp6amhq2iDAxMamoqC5evCgjI+Po6BgZGZmZmVlUVFS2VEpLS0tKSoqKiuLi4uzt7WVlZS9dukRLS0tAQICNjY2Dg7Nv375Dhw7dunXL0dExJyentbUVWZAi0Ovg4LDxyUXz8/M9PT0FBQXu7u63b98mJCTcvHkzFhYWNTX106dPIUH2pzthG2b1woSenZ1tbm6Oi4uzsbGRlpYWFhZWU1NLTEyE1cwvTfqFhQWA3sbGxr/icB4bG/v8+TMkiUI8J4iSvn//vra2do3LiD8NvZBwDAudU6dOQdI9JSUlPz+/q6treXl5f3//0NAQcJXfvXsXOHH4+fnd3d03PrlIX18/ISFheHgYXnNgsJaVlXl6ekpISIC2DCqZ8LZt20hJSa9du2Zubh4REZGTk1NWVvb169f/0LF8KysrS01N9fb21tTUPH/+PAkJya5du0hJSa9fv+7v7w8pswMDA7A0sbCwCAoKWl1OdMX3L4RKpaam6unpaWpqxsXFoeXPoP0KpHlh0ayrq8vDw8PGxnb27NknT55ERkb+ElHX1NRUbm6ulZUVePU6OzvXQn+I1h5QWU1NTUVNLvqRdxDtt/BxdnYW8VLcuXMHkkeROwUiOaKioi9fvvz06RPa4GxAhDNscjU1Nb169erkyZNgi4OgJyEh4aJa12KgTENDwy9l9ELH1x16lZWVra2tweG84lD/9sHZ2dnMzEx5eXkuLq4LFy5ISUm9evWqqqqqp6cnNjZWX1/f1tYWFkawNFx+oZU5nN+/fx8TE5OWllZcXJyYmKiqqsrAwLBjxw5Q1di1axcZGRkrKysfH9/jx4+1tLTMzc1tl8qLFy+srKxMTExkZWUvX77MxMRERka2a9cubGzs3bt3Hzhw4MyZM/fv33/x4kV6enpHR8fo6Ciyb/qHoLe2tha5xPL+I0fm5+fr6ur8/f3l5OQ4ODggkReWM2ZmZsXFxWAErI5nGwy9ExMTX758cXV1lZWVvX///tOnTxf31PPz8+E5X72pSMeRyt+F3pGREYQDFtLeF+PqF1k18vLyurq61nIH/5DDOTs7GyKrQf4hJSXFyMgIElcgSBiIajMyMkDcurW1NS4u7smTJ8zMzFRUVCdOnHj8+HF4eHhHR8da3uPra/UmJCQg0figs9TT01NYWOjt7a2goHDs2DGECQ9eoFhYWIcOHbp27ZqMjIyRkZGDg8OrV69ev37tvlScnJz09PQePHhw9uxZcnJyUOyGGOm0tLSRkZG5ubm+vr6SkhJvb+8Ng97Z2VlIgX358iXk4XBycmppaa0lkReZ/FBZd+j19/dHKDXQrrXKx9nZ2ZaWlpSUlBcvXly5coWAgADBXWDqB85CGxubnJycjYdeZE/d0dGRg4MDgV7YeeHg4LC2tq6srEQT9Fylv8if/h+C3rm5uYqKCjc3Nw0NDX19fTc3t+Tk5I6Ojp6enqioKD09PXgV/7J8AkBvZmZmRUUFIp+wZ8+e7du3w0CDEgg5OTkLC8vZs2evX78uuFQEBAT4+fl5eXmPHTtGREQEoldbtmwhICCgp6e/dOmSrKysk5NTcnIybPGiwsPQ0FBSUpKNjc0iL0R6enprayuEeyA35qcViNUCNquQkBBPT0+wVldPPobTzs7Ofv782cTE5OLFi/v378fGxsbDw2NmZr579y4ob6yFimhwcPD9+/eqqqrPnz/Pycn5qXdxeY/m5+e/fv3q4OCgpqb27t275uZm1CFCvg+U5QMDAxkZGTo6OgICAqKiogYGBoGBgVVVVWu0EZGzISMwPj6O6PU6ODj8S/kEBQUFDw+PlpYWtAut+BEiBsXExA4dOoSNjb1nzx6QZ2loaIB3+oq/QjvY0NDg4+NjZGT09u3bioqKoaEh2CBA+9oqH6enp9va2sDZ4+/vHxAQABohwMjW1tYWHBwsISFx+PBhfHx8PDy8U6dOaWpqhoSEVFRUdHd3NzY2pqWlWVtbnzt3bs+ePVRUVIKCghYWFtnZ2QgErnL1hYWF2tpaFxcXeXn5xUy8urq61b+84l/Hx8dTUlIMDAzQrF74MrCvlJeXL6bziouL09PTExERERAQ4OLiYmFh7dixA0K12djYLl++LCIiIi4uDtrDDx8+FBUVvXTpEhMTEzEx8c6dOwkICE6fPq2qqhoYGAiETbOzs319faWlpesIvR8+fEDLn0F6DbosY2NjxcXFrq6ui3xnLCwsZGRkAgICgYGBDQ0NqCt75FerVMDhbG1tbWRkFBMT89tWb2VlJRBJIhzOiG9vlasjf4Lg4bi4OCMjI9R8MMBdTExMFhYWSUlJV1fXwsJCtMFZd6sXMnOQtoF7bGRkpLq62tnZ+cSJEwj0gjovJyenra1tVVXVigInqOdZXkcVZHNxcYGdR8Rts/z7qxzp6uqC5CJra+vS0tIV36Kr/Pynf5qfnwcZ3JCQkKioqKysLOAG7+3tjYyM1NPT+02rNzIyMiEhobi4uK2traamxtPTU0hIiIGBASHWgOHGxMTEx8cnJSWlpqamWyq0tLQ0NDSUlJSEhITLmc9sbGzev39fWFjY2tq6nFtgfHw8IyPDwcHBzc0Nwqd/9ckB6K2srMzMzAwPD/fz8/v48eMaX/2zs7NZWVnS0tLg7cTExCQnJ7948aKysjJQzENe4Oq3ZHR0NCoqSl1d3djYODc3999Ar7q6ur+/f1dX14+uODU11draGhER8fDhQy4uLgkJibdv3xYVFf1egANyld7e3o8fP1pYWPxL6HVwcFBWVvb29u7o6EBOvkpldHTU39//ypUrRERE27dvJycnf/bsWW5uLhpF7SpnWFhYaG1tDQwMNDc39/X1BZ6W34be+Pj4kJCQ8PBwSI+G67a1tXl7e9+8eZOKioqAgGD//v03btyws7OLj48vLi4uLCwMCQnR1ta+fv06FRXVvn37eHh4LC0tU1JS1s52Dn48RUVFNze3+vr61fu74l8R6DUwMEhNTV3+oM3Pz0NylJ+fn7a29sOHD2/evMnFxXXo0KE9e/bs3Llz165dhISElJSUjIyMR44cOfqfwszMDOnLO3fuJCIiYmVllZaWDgkJ+f79++DgIDRmfHy8srLSz8/PwsIiMDDwtx3O6enphoaGurq6iYmJy7uAdHxubq67uzsiImJRh/XEiRPU1NRHjx5VUlL69OnTKr9Cfo5WmZ+fLy4utre3NzMzi4uL6+rqWoujAu0ko6OjAL1RUVHh4eFJSUl1dXVrWf2jnqetrS0hIcHU1PT8+fOo8gmwn8rLy2tmZpaQkNDU1LT8zJCSpK6uHhkZidwX1JP/tN7R0eHr66uqqmpvb//9+/fl35+bm+vp6fH29j59+jQCvbi4uExMTIur54CAgM7OzuW/WsuRqampzs7O7OzsV69e/Rvo7e7uDgwMVFdXhySatVz6V78Dhkp1dXV9fX1nZye4H4aGhmJjY58/fw5BKmNjY7/scI6LiyssLOzq6mpra4uKilJSUuLm5iYhIUFcHxCgAeJoWFhY2P8pWFhYmJiYEKOEgYGxY8cOYmJiYBXIyckBcbrR0VHIkUINzgI2q5cvX7q6ugL0jo2NrdHTCKOGavWGhYX5+PjExsYCBRLqhdDqMzMzs7Oz/f39UVFRN2/exMXF3bJlC2i93bx5U1dX193d/cOHD2VlZd3d3fBltDMgH/v6+sLDw1VVVY2MjP499Pr4+LS2tiInR61MTk5CYDMIU7OxsUlLS8fFxTU2Ng4PD6/eSNTzoNURYcd1gV4lJSUPD4+mpia0q6z4sbe3193dnZOTExcXFxMTk46OTkNDo7S0dHJycu3dqa+v9/X1NTU19fHxAej9UfLbjx4zxOqNj48PDg4GCTyQPJucnKypqVlkL+fl5QUNE0ZGxrt37zo4OISHh0dERHh4eMjJybGzsxMREeHh4dHR0T158iQ2Nra5uXlkZARCllbsO+pBMCYUFBTc3Nz+vdW7uFs0MjKCen7gFgC96srKyvT09MDAQBsbGzk5OV5eXjo6ur1792JjY2/fvh0LCwsHBwfSFlFJ5Ldt24aHh8fExHTr1i07O7vPnz8PDQ1NTEzMzMyA2Ne3b998fX3/JfSmpaUZGBhoa2vHxcUNDw+jdQE+TkxM9PX1lZWVvXjx4vTp00REREDXDCwKU1NTa585yAk/ffpka2tramr676E3MjIyNDT048ePlZWVIKy7Yi+WH5yammpsbExISDA3N7948SLCY7Vt2zZ8fHwmJiYJCQlfX9/y8nJQz0Q9w8TERFZW1vPnz9XU1P4N9Pr5+amqqtrZ2YHVi3qJ2dnZmZmZ4eHhoKCg8+fPb14qW7Zs2b9//+XLl3V0dD5+/AiPDNqvfvoRyMja2toyMzPXBXrV1NRevHhRUlLyqzPhp02FDW9QfxkZGRkbG4M3VU9PT0REhIGBwcuXLwsLC9cKvV1dXXl5eeHh4e7u7o6Oju/evUtNTc3MzHz37p2KigovLy85OTkEWyErnR9VMDAwsLCw8PHxycjIWFhY7ty5Y29vn5CQAALFoEtc9J8CYsWZmZkuLi5KSkqL8sBgra6F8xb1HYpAb2pqqoeHh6mpqZ2dXVRUFNCR/+dq//U/GCv5+fmJiYnm5uYnTpyAtQUYXpycnKKioioqKpaWlotLvMTExFVOVVRUBBnMkpKSixLNWVlZ/8bqVVBQsLa2TkhIKCgoKCwsRG10cXHxp0+fYmJi3NzcFBUVubm5WVlZQQAuMzNz+fdRf7tKvbCwMD8/PyUl5c2bN4aGhsBB+htdWFhYqKiosLCwuH//voGBAViExcXFP7p0cXHx58+f09PTdXR0mJmZcXBwgHd3cTMyOjoabaqscpLi4uKYmJjnz59DAGBJScnQ0NBvQG97e3tBQUFERISTk5OlpaWXl1daWlpRUVFeXl5ERMRiBtGJEyf27du3Z8+egwcPXrhwQVpaWktLS01NTVJS8tSpU3h4eBgYGHh4eKysrM+ePQsKCsrPz//8+fOPWo52PCoqSkdHR1JS0sHBoba2FnV6r7EOVq+enp6SkpK7u3t2dvbyKQHTPicnJyEhISgoyNHRUVNTU0REhJOTk46OjoiICAcHB20bGJ70bdu24eDgkJOTnz59Wlxc3MbGJjExsbS0FDqYl5eXkZEREREBhuO/SS5KTExUVlZ++PCho6NjdnY22vwBPoSMjIzo6GhnZ2dRUVEyMjIsLCx6enphYWFzc/O4uDi0n6CN8/KPxcXF+fn5i4kx8vLyCgoKwcHBbW1tv2f1VlVVJScn+/r6vnz50sHBYZF74dOnT2tvT0FBQUJCgpeXl5aWFg8Pz969e+FebNu2jZiYmIODQ0pKys3NLTExMTc3t6CgALUveXl5Xl5esrKyEHL/S1FmyAQDq1dBQUFHRyc0NHT5/CkqKsrPz3d1deXj46NcKlRUVCdPnhQREdHT0/Pz88vOzkZt1Rrr+fn5WVlZ8fHxPj4+kGWakZHxSw5nxLHc0dHh5eUlJSWlqKgYGBhYVFS09vFfY2vhxVVSUvIZpaSmplpZWT18+FBfXz8rKwtMYaRVyAgvLCz8V5hVd3d3QUFBYGCggYGBhITEw4cPdXR0zMzM9PX1paWlL1++TElJuWPHji1btmxHKdv+u0Ao1s6dO8nIyJiYmE6dOnX16tUHDx6oq6ubmppaWlpaWFiYLxWz/xQLCwuIKhQTE4NosdDQ0KamprWwKKB2BjxpNTU1iYmJZmZmIiIiQkJCysrK5ubmlpaW5ubm/7ng//3f3NzcwsLCzMzM0NBQWVlZQECAiooKMqB27NgBElHU1NQnT568cePG48ePtbW14SfLT2VmZmZubm5gYCAuLn716lUFBYW0tLTfc3l9+/bNycnp6dOn0tLSOjo6RkZGJiYmyIhBA4yMjGRlZW/dunX+/HkODo7Tp0+DVCQ0A62bP/0IJzcxMdHX19fW1lZVVdXU1HRzcystLf096C0pKQG+BUFBQW1tbbjpP2qGhYXFixcvjIyMbt26dfDgQXx8fEpKytOnT4uJienq6q7+W+SclpaWVlZWampq169f5+Hh0dHR+fTp0+Dg4K++OoFtrqioyN/fX1VVVUhISFJSUl9f38LCwsTEREVFRUBAgIGBYc+ePbt27dq9ezcpKSkdHR0zMzMjIyM1NTUhIeGOHTt27txJRUV19uzZ+/fv6+npWVtbW1lZIU39UQUmlbq6+u3bt2/cuGFlZVVVVYU6vddYHx8fT01N1dXVlZCQkJeXNzAwMDY2NjU1Rb0u3HFzc3NTU1NQr1NUVJSSkhISErp48SIrKysVFRUhISEwRG79T8HCwiIkJKSiomJnZ7969aqEhAQQyltZWVlaWsJzBEJ4ampqJiYm79+/X+N2D1rXxsfHo6OjxcXFQXvc2NgYeX5hlExNTcGwExcXv3TpEj09PdyOY8eOiYiIKCoqGhoawnsGtder1M3NzeEePXr0iJubm5+f/9WrV01NTb86fxYWFkZHR2tqapKSkhwcHJ48eSIiIiIrK2tiYoJ0YZVmIH96/vy5pqamlJQUDw8PDQ0NPj4+cPscPHiQm5tbTEwMXqfw+kJ+ZW5ubmJi8uzZM35+/gcPHgQGBvb396ON7Vo+tre3+/n5ycjISEhIgA/P2NgYuQq8ZMzNzTU0NMTFxW/evCkoKHjr1i1RUdFHjx4pKirq6OigzTfU365YR15BOjo6qktFV1fX2dk5Jyfn96C3paXF0dHx2rVrly9flpeXt7CwgCm64tV/7yC02WKpAMRYWVnp6+vfvn37zJkzjx49io+PhwiPn0Dv/Px8f3//ly9fIiMjjY2NxcTEgJJQXV1dV1dXS0sL5sHhw4eZmJhYWFgOL5Uj/13gr8zMzBwcHLy8vCIiItLS0mpLOpRaWloaGhpqamrKyspK/11UVFTU1dUVFBRu3779zz//yMjIREZGtra2riWyCXUmQZoB0IpaW1vfvXv3xo0bDx8+VFFRUVVV/e9r/n+flJWVVVRUlJSUZGRkHjx4wMfHd+LECYalwszMzMDAQE1NTUtLe/z48atXr4qJicnIyCA/WfFs8vLy9+/fv3PnjoGBwW87nOvq6mATDpauz549U1BQgNYibZaTkxMVFeXl5b148aKAgMD9+/elpaVhGKFHy5u3yhHlpSIvL/9kqcBiJTg4uLKy8vegF6xekNaSlZVVVVVdpVUqKiqamprKysp37tw5c+bMyZMnr169Cj1SVFRUUVFZPmGW90VVVVVNTe3JkydXr169cuWKkZFRQUHBb1i9EIVUUVERFhamoaEhKCh4584d6IKiouLjx49v3759/vx5dnZ2FhYWENCmoqI6uFSAfouBgQG0uCUlJeXl5dXV1TU1NdXU1JSUlBQVFZe3HDkC3ZSRkbl7966EhMRvO5wnJiby8vLs7OwUFBRkZGRkZWXl5ORgCiHXgomkqqqqoaGhra2tp6dnYGAAe6tKSkri4uICAgLnzp07fvz4kSNHDh8+DM87Ozv7uXPnBAQExMXF5eXlNTU1wdxXWSrwHElJScnIyGhrazs7OycnJ//ent/4+HhCQoK8vPz169fFxJX7NIQAACAASURBVMSUlJSQ9waMkqKi4rNnzx48eHDlyhUODg5Y+pw4cUJYWFhZWRkGfC3TBhkQZWVluISoqOiFCxeEhYW9vLyam5t/1WuysLAwPj7e3NycnZ3t5ub25MmTmzdv3r9/X1FRUVVVdY1NUlZWVlVVVVdXV1RUFBcXv379+pkzZ5iZmY8cOXLp0iUJCQkFBQV1dXVY5SgrKyPzCupSUlKw/ljcKPy9vd7u7m4I05VZKrKysvLy8shVYNBUVVW1tbWNjIwAdWAR8Pz5cz09PQ0NjVWed2TM0SrKysoKCgqPHz+GB8fMzMzPz6+kpAQtjgz1hb+8joBcW1vbmzdvRERE+Pj4pKSkfgQBaG34Nx/h9SsnJ3fjxo0LFy7IycklJSWtFXrHxsba29vLy8vj4uI8PT1fv37t4+MTGhoatVQCAwNdXFysrKzASLWysrJeVmD9a2lpaWdn9/r1a19f37CwsJiYmNjY2MjIyLCwsJCQkKCgoMD/LkFBQSEhIQEBAa9evXJwcAgMDCwrKwP+geVBBMuHGzkyPz8/NTXV398Pq04PDw9XV1dvb++goKDg4OD/vub//QSN8fX19fDwcHFxsbGxgbWMpaWlqampwVKxsLBwcnLy8PDw9fUNWiorniowMDAgIAD0pOLi4urr639poxp6ARksRUVFMTExQUFBfn5+vr6+AQEBqFcMCgry9/d3d3e3t7d3cHB48+aNn58fbEyGhob+qKeoZ1ix7u/v/+7dO7jjiYmJJSUla8/qQW4BVNrb2xMSEiAjxd/fPzg4ePlNR9oQFBQUGhoaFBTk4eHxcqm4u7v7+fnBUK8+4MhJgpeKj4+Pk5OTs7MzbHtPTEzMzc0hTyNaI1f8ODc3Nzo62t7eDkRsr169cnd3hy4EBAS8e/cO9mJsbGxghsC7Rmep6OrqGhoampmZ2dnZeXh4gIJC2FJZ+03x8/Pz9PT09fXNysr6qVzEil2Ynp6GQOuwsDB/f3+/pYI2hQIDA+GhCwsLi4iIiI6OBsL2+Pj4qKiowMBALy8vFxcXOzs7MNnhYbe1tXV2dvby8goMDHz//j0wzsK9Q56jt2/f+vn5Qbp/dXX1L5ksSHemp6eB+dLNzc3T0zMwMBBtCgUEBMAza29vb75k6pmZmQEDfkREBGyyrjLlkGmDVGA0kEno4eGRm5vb39//q/NnYWEB6Jfr6uoyMzP9/Px+1AXk0ssr0Jjw8PDQ0FA/P783b944ODhYWlpaW1u7ubkFBASEhYWFL5WQkJDlP/fx8fHy8loUlSovLx8fH0dGde2VkZGRL1++xMXFBQYGwvzxX4r2R71WcHAwROOmpaWlL5WUlJSEhISYmJj379+vfcIj5wwKCgoICPD29n779m1QUNDHjx+LiopWDMhdpSPIwz44OJiTk+Pl5eXq6vru3btVIABpwL+swF3z9/d3dXW1t7cPDg7+/v37Knme/7/DGeGnHR0d7e/v71wq3d3dvb29fUulu7u7vb29ZW2ltbW1o6Ojq6urp6cHft7X19fb29vzgwJ/6ujoaG9vh/xIWG8iQ7nKcCN/mp+fn5ubm5mZGR8fHxgYALkJaMMPLvt/D3d3d3d1dbW3t7e2ti7xZjcDg3bTUmlpaQHxiu7u7tXP09PT09XV1dnZ2dfXB+LYSNvWWAH19ZGRkb6+vp6enu6lsvyi3d3dnZ2d7e3tbW1tyDj39PSsMsLLT7L8CHK5gYEBiAz6pfFH+jg1NTUwMNDR0dHZ2bmWQYNmd3Z2trW1ITNnLT9E6wJM0fb29v7+fgR3f6kLqE9Bb28vWhdg2KGRqDOkcaksTZam5uZm6AK0v3epoLVzlY9wia6uLsiMQoZ07RVguxwcHETmz49GEtqGPJ79S6W3txeZXa2traiPe2trK/IgwGsBrXfwHHV3d/f19QHv/G+sPhcWFubm5sbGxnp6emD8Vxwu5JlFyO5bW1s7OzuhSb/xIKBOws7OTghXnF8qax98aPzMzMzExMTQ0FB3dzfq47liR1Y8iAxsV1dXR0dHW1sb3Ah4PcKTjnwH7QzwCgKZnV8yXZBu/h/2vjouq6Vr2wCkBJSQUAmREERSFD1gEQKKopiIiIpigYQiSAtISZeChICEdEh3p4B0SJd034R+vKzv2e/93igHOIDPH2f+4Df3Zu/Za2bPzDWzZq1rQbi5vr4+mBB+13/6+vr6+/sH0FJ/f//i8zyGqAt/ds+n79+/9/f3j4yMLNdDCRns4Ke0dAhYKMkKrkAXgu/1/fv38fFxaH9EKqSFf6Kf9aJf/Tf/bwv82wL/tsC/LfBvC/zbAmvUAv+7612jF/xb7L8t8G8L/NsC/7bAvy3wbwugt8D/gV7QriB/4ZwD+bk+GeSl6FIuNw+izs6nVREbEWC5pSEPLj2z3Fes9f1Llxy5c61FWqR89I+OyLPcDFI+emnIxfXMLFdyYN1adQl/KcYS3/LLZxe/iJSMzAbIlXXIoL90cTkX+S8iJ3ppyMUlZqD8Jd78u9sWEfJ3//pdUX/q+u/kXOQ6IurK2h+jZKS0JWaQl2KUg/7z/0Av+j+W+I7Vug1ejZSGLsmK80hpK8v87Xt/WezfPrWsG375irW+uCwJ//bmtZYWKR8kgZ9/K9USb0AKX8/MEmVb4m3/UPKlvGXhK5by1N/es7DYNb2CyANvQX7+w8xyZV78dUspbfESlvvfpbxxLe5ZrpxLuf9v5fzbQhYvAR6He/62qP+FXngASDrGxsaGhoYGBweHh4dH1yWNjY2Njo4ODQ0NDAxAhFGkkn9bB+QGeAQsrcbGxgbn0z+pwtjY2Pj4+MTExOR/0sTExPj4OEi7sGFGRkaGh4eHhoYgkOIvT9cRaX+ZATOfiYmJ0dHREbS08F2rfgWEh8jq4+Pjk5OTEHvkl3IufhEI1gcHB4eGhkZGRlZd1F8WODY2NjIyMjg4ODAwAOzfK+5CMAqgtMHBwXWrAnz0ofkE/EeLt/Mv/wuWeuPj42jdZ+WfYGxsbGJiAoVCTU1NTf8nTU1NTU5OLhwI0IWguSYmJqamplZm5vPjx4/Jycnh4eGBgYF160IwqOGlg4ODKzPTA60DTEETExPDw8Mwiy69Cy2ccyYnJycmJsbm0y97PsZFmIKGh4eXa6OEdCeItPGnpiD44gg/1Apm0Z8/f87MzIyPjw/Op5F5timMVvrdT6TDQ2efmppCoVDQ/r97BLkOXWhwcLC/v/9vUez/QC/QyzU2NhYUFCQmJiYkJGRkZOTPp7y1TEDIkpubm5CQEBERkZqa2tjYCATOyxq6MOkMDw+3t7cXFxfHx8d//vwZCJ7y8/OXXgOocsF/Ul5eXu5/Ul5eHkhbUFCAUWZ+fn5OTk5ycnJsbGxOTk5HR8eyhId+D4RcVVVVWVlZ6enpWVlZ2dnZubm5Sxce7szPzwcOrKJ5rqji+QQcRhhiIyXn5ORkZmZmZGRkZWUVFhbW1NSAcwUyIJee6e3tLSgoiImJiYuLy87OXthWyEvRM9CwQDqzxEeQyhbOp8zMzOjo6MjIyPz8/O7ubpj6lzV0wTy4r6+voaEhOzs7NjY2ISEBOIN+127oVfgneSg/MzMzYT6VlZWtzClzenq6s7OzuLg4fT5lZ2fn5OSsoAsh/aewsBA6dkxMTFRUFHgiJSUlZWRk5OTkIJ8gLy8vOzs7PT09IyMjNze3tLS0paVlWRTcSAebnp5ubm5OTU2NiopKSkrKy8tbSn+APg9iFxYW/mf4/s84xUi//EyFhYX5+fnJycnh4eGxsbGVlZUQt2NZ/efnz5/T09MjIyMdHR1fv35NTU2Ni4tLTU2FKvzyvTClFBQUFP0ngSS5ubnIh0OqtngnzM/PB0KxuLi4tLS0hoaGZYVtQNp/fHy8oaEhJycnNTU1MzNziVPQL+ccmHmKi4uhclC137VDbm5uRkYGvLSwsLC6urqnp2dZ1ALIxxodHf369WtsbGx0dHR6ejp0ht+9F64jjZyXl5eenp44n1JSUjIyMrKzs+EzLVICTF85OTlxcXFhYWFpaWktLS0oFAo2AEjbIpn/A739/f0VFRUxMTHW1tYq8wwABgYGb968sba2trKyslyzZG1tbWdnZ25u/vjx42vXrmlqan7+/Lmjo2NllBotLS1ZWVlOTk6PHj26d+8e0Gna2NgssQpWVlZv3ryxsbGBWpuZmQHjj46ODhADmZmZgUOttbU10iTQSmZmZmpqaoqKiqampvn5+cvqNPBJfvz40djY6O/vb2ho+PLlSyDBsbCwsPpPQt64SAaqYGtra29v7+Tk5Ozs7OLi4uzs7OjoaGtrC/VCbw0o28zMzNDQUF9f39DQ8M2bNxD4fWVBkKqqqmxsbG7duqWkpGRiYmJra/u37W9lZWVjYwNeuQ4ODnZ2dn/7iKWlJUj+5s0bu/lkaGiooKAgKytrZWX15csXoC9GRiPS6RfJTE9P9/X1VVZWRkZGGhsb379/X0VFxcTEBOkPizT7P/zXm/lkZGT0aD69f/++qalpEVF/96+JiYn8/HwHBwctLS0dHR3gaULaaolCQpM6ODjY2tpaWFhoa2srKCicOXNGTExMRERESkrq3r17L1++BCYyZIowMTHRm0+mpqZv375NSUlZJP7H7+QHVork5GRNTU05OTk1NTVLS0tbW9s3b95gCI98fWg6a2trW1tbOzs7e3t76A/Q8eDbWf8nvXnzBr3zQ5lQX2traw0NjatXr967d+/jx49tbW0rYLMCSo2cnBwvLy9NTU0gGLG0tLSxsfldFWACdJxPdnZ2VlZWQI2nra2tq6sLkwAMEGTwLqyClZUVzEja2trw0piYmCXGy8L4Ft+/f4+Ojn716pWmpqaBgcHr16//dgr65ZzjgpacnJwcHR3t7e2hHTDkh8eB1U5bW1tfX9/a2jogIKC0tHRZqzdksAMX5r17927duqWrq2s7nzBeinQneDt0EGDwfvLkyfX5pKioqKqqqqenZ25u/suegxQCH9HMzExJSenSpUtaWlrAgvn30Ds7O9vV1ZWdne3h4aGqqnr+/HlpaelHjx7p6urq6em9XMukp6dnZGSkqakpJSXFzc0tIyMzF9Hs27dvK+Nwrq6ujoqK0tbWFhcXFxUVBfTV19fX0dFZSiV0dHT09PT09fVfvHgBcXClpKSEhYWPHz9+4sQJIMVUU1PDKAqeevbs2YULF44cOaKgoBAXF7cyIsny8nILC4tr165dv379yZMnz58/19LSevny5RLlhzvhq+np6enq6urMJ935BDMjRlFwg6am5tOnTx8+fKioqPjw4cM3b94UFhauoAo/f/4sKChQVlbm4+MTFhYGUm6gnsBoNIyf6HKC2Bg3/PIntLzRfHr48KGQkBAPD4+ysnJ6evrAwMByp86pqamOjo6cnBx3d3dFRUUREZELFy5AFMi1HgVQZQhjcPz4cX19/crKSow5cSk/x8bG4uLiVFRULly4AESAL1680NbWxvjov2xM5CLM+IaGhhoaGjdv3jx16hQ9PT0uLi4eHh4JCQkjI6OYmNi9e/eA6g6ZItTV1R8+fHhvngP1xYsX/v7+K4tcNDo6GhQUJC0tzcPDc/HiRS0tLUNDQ11dXUQ89Ax0G6R22mgJ/bbF8zo6OvCKq1evcnJyCgkJWVtbQ+SV5equRkZGqquro6OjTU1Nr1y5Aoyb2traBgYGC6sAC3oYlbq6upqamo8fP5aXlz9//vypU6cEBQVPnDghKSkpKyuroqICSAz1/WV1dHV1tbS0bt68eezYsfPnz3t6eq6MlaWtrc3Nze3GjRsXLly4f//+EqcgqAvMM8hHQTLI/IPcgF4FeFZLSwsIre7evausrAxh3Ze1ekCgt6mpyczM7OjRo4cPH75z546+vr6BgQHSSdBfDRMmfIIXL148fvz4ypUrBw8epKampqSkZGZm/uuvv65du6amprZIy798+RJQTENDQ1RUlI2N7dKlS2FhYQMDA8A2sXDk/u+ud3Z2trOzMzMzEwJ+PXv2TF9f383NLSwsLDw8PHSVUnh4eERERFRUVMx8ioyMDJ9PkZGRfn5+mpqaFy9efPjwYXBwcFNTE5zYLRT6d1cQbe3nz58tLS0fPHigoqLi6OgYGhq6xCqEh4dHRkaCptTLy+vFixcXL17k5+dnYGCgoaHZtWsXGxvblStXzMzMgPUpJCQEGgZaydfXV11d/cyZMw8ePEhMTFwBbv348aO8vNzMzExeXl5dXd3NzS0oKAh5y+IfAWSInOcOA8UgBC12cHCA7a+Hh0dwcDCoDcPDw8PCwtALDA4O9vf3d3d3NzIyevr06VyY7ry8vBVU4efPnyUlJZqamqKionfu3HFzc4uIiFik/UHs8PDwwMBAb29vDw8Pb29vPz8/iNmHLuHCPELDFBcXFxMT4+rqeufOnXPnzunr6+fm5g4MDCz3uBEiF+Xk5Pj6+urq6j58+FBPT8/b2xt66UIBVvFK2Hxymo87e/bs2TkS8urq6t919UWuj42NxcbGPn369ObNm4aGhn5+fsHBwUvsQqHzVFDh4eFRUVHx8fEREREWFhaXLl1iY2PDw8PbsGEDISEhOzv7+fPnX7586eHhERgYGBISgkwRAQEBnp6ednZ2Ojo6WlpaPj4+K9u4j42NhYeHAx26pqZmQEBAREQERncNDQ0NCQkJDg7+9J/k7+/v4eHh7Ozs4ODg5OTk6urq7u7u5eX14cMHn/nk5+fn7+8fHBwMU1BERATy+cLCwiIjI4ODg42MjM6fP3/p0qV37941Nzcvt//8/PlzZGSkqqoqJibGwcHh+fPnampq1tbWQUFBGFUICwuD3vt5PoWEhLx//97U1FRJSUlCQoKLi2vXrl3k5ORUVFTs7OwXL158/fq1v78/SB4ZGbmwNeDbffr0ydjYWEZG5tq1ax8+fFhZCNH29va5mGO3bt1SVFS0sbFZ4hQUEhISGBgI9FugL7H7jwbC3t7excXFy8sLOLDQJ3+kIkB3+OHDBxcXFzMzM21tbXNz86SkpJVBL3A4nzlz5tKlS1ZWVoA7yOdGz8CHiImJ+fz5s5eX18uXL2VkZPbt24ePj4+FhbV9+3Zubm4lJSU3Nzf0pxbmATvm2vzx48eioqJKSkpxcXFDQ0NL3fXm5OSEhYVBH42Pj6+uru79D5sVwnqz4kzvfMIg2YHy+/v7m5qaQkNDgRAuOTm5ra1tZdBbU1OTlpb28eNHFxcXf3//kpISdEatRYRHxANSqszMTFNT0/Pnz7Ozs2/fvh13PlFRUV27ds3Ly6uwsLCpqQmjZAjVDpz1WVlZK1M4V1RU2Nraqqqqvn37trKyEqRaRGz4F9zWO88X1j0f6rGhoaGoqCgmJgbY4IKCghITEysqKrq6ur7P815hlAw0RrW1tZ8+fTIyMoJ4kyuows+fPysrK62srCCCUHl5+eLCgxidnZ0VFRXp6ekJCQmpqan5+fnV1dWdnZ2LPAsPAuEO1KikpMTFxeXly5fu7u7l5eVACIUshBeBK+RfSNDAqKgoLy8vDw+PuLi4hoaGRcRY3X8VFRVZWFgoKSk5ODj8k6CBEAkDuNCXNYShVb/Pp7q6Og8PDwhrgYuLi4+Pz8HBoaio6OLikpmZ2dbWht6Fent7u7u7W1pa8vLy3NzcTExM/km83qSkJC0tradPnwYGBra2tv6ykWGcdnR0dM6npqamkpKStLS0pKSklJQUCJ5TXl5eVVVVXV1dW1tbX1/f2NjY2tra2dmJcI0hJQOFX3x8PJz1hIeHd3Z2LldrAuETIF5vUFAQLNDz8/MX9mQYqtB7ofPHxcW5uLioqKhISEjs378f4kcREBDs3r1bRkbGw8OjpKSkpaUFGb+I5OiZrq6uz58/gwYrJCRkZeYCoK19+vSpqalpVlYW+ldGfxeSh7q0trZWVlbm5OQAA6W3t7ePj4+vry8sfUJCQpKSkgoLC+vq6jA4uZByenp62traKisrP3/+bG9vb2trm5KSsiwuUmSwd3V1AQoaGBikp6f/bghA1UD+rq6ujIwMCwuLK1eusLGxERISbt68mYSE5NChQyYmJqWlpYicv8v09/fX19d7e3urq6ubmZnl5uaOjo4uFXpzc3MjIyNDQ0Mh1tvKFk3IRLYwMz4+Dv0sMzMzPT29uroaadmxsbG0tDR7e3tXV9eMjIz29nawtFpYyO+uIEEDMzMzQ0ND/fz84uLilh47ZXZ2dnh4uK2trbS0NCUlxdXVVVFRUUBAYM+ePRDEdOPGjYSEhCIiIpaWlmlpaQup4UdHRyMiIp4/f25kZJSTk7MC3Prx40dlZSUEcfPz81vWURnI39zcXFpaCvHUPD09LS0t9fT0dHR0jIyM7O3tP336lJWVVVdXB8uxhS3Z19cXFxf3+vXrubgfBQUFK6jCz58/q6ur7ezsVFVVvby8Ojs7F74F/QoES66rq0tMTHRzc4MTX19f37y8PKRvoN+P5IHvuqSkJDU1tbi4uL29vbKy0tfX19zc/OPHj1VVVcPDw1NTU8hoRB5cJAPQW1BQEBsbC4v9wsLCxcVYpLQV/KulpeXt27eqqqqurq6NjY0rKAEiF+nPpxWEzwIKYrC1DAkJefHihYCAADU1NRUVFQcHh6ysrIuLS3Z29sLOD6KOj4/X1tb6+vrCLm1lCufJycm0tDTQECYkJCxuK4T4UE5OTvb09DQ0NADKNjc3d3V1Dcx7TICB8dh8am9vL59PCwfX7OxsUVGRra2tqanp58+fu7u7Vwa9NTU1KSkpERERISEhiYmJDQ0NCwk1JycnOzo6KioqsrKyPn/+7OPjY21traur+/Tp07t37167dk1KSurYsWPs7OzMzMxiYmK6urp+fn7JycmlpaXt7e2/U0f9+PEjNzf31atXz58/X3H4hM7OTl9fXw0NDVtb26qqqqV0wunp6fb29qysrICAAFtbW319fW1tbeSYTEdHx9jY2M7OzsPD49OnT7Gxsfn5+d++fYPYYujlo1Conp6erKwsV1dXe3v71NTUlY2+np6egICA58+fW1tbf/36Ff0VGPmZmZmBgYHKysrk5GRXV9cHDx4cO3Zs9+7dEKNv27Ztf/31l4ODQ0dHB8aDv/w5NDQUFRVlaGgIQVfHxsaWAb0RERGfPn2KiIjIzc3t6en55QtWdnFmZubbt2/x8fG2trb379+/c+eOq6trTU0NdKORkZGUlBRra2tHR8e0tDSA3mWZ+SDQm5GR8enTJy8vL6DRX6K0w8PDVVVVUVFRJiYm169fFxISYmVlpaGhYWBgYGNjo6enhxDirKysN27ccHZ2/vr1K8a0Pjw8HBYWpqGhYWhouOLIRQC9z5498/HxWeL3BmP6wcHBr1+/BgcHg9rq3LlzJ06cOHz4MC8vLw8PDx8fn5CQ0Llz5x4/fuzh4fH169ehoaHZ2Vn0xgHjWDim+ifQW1VVZWtrq6Ki8v79+/b2dvRXLMwPDAxAkL7nz59LSkoKzCcZGRkXF5eWlpaF9yNXRkdH8/PzjYyMZGVl9fT0YmNjU1JS3r179/r1a4DeFe96CwoKPn/+7D8fdSM3N3dlWwdEzmVlWlpaXF1dVVRUXFxcVgy9SUlJcMyfmJi4XCuVnp6ewsLCjx8/Pn/+/MyZM1xcXBQUFJSUlIcPH757966Tk1NeXl53d/cvefmnp6ehE3p7e5uamq74rHdiYiIlJQVOLmNjY3/5roWtCtbpiGvN6OgoODjNzMwANQrckJeXZ2trC6tnYLdHipqZmcnPzwdDm6ioqK6urn8CvWFhYYGBgZ8/f66trV24hG1ra4uNjbWxsYEYf8eOHYNghaqqqg4ODqBj9/T0VFFROXnyJB8f35EjRyQlJe/du2dhYQFWqIjY6JmZmZmcnBwDAwMNDY2wsLCVdd3Ozk4fHx91dfW/xS149czMTF9fX2ZmpqWlpby8vKioKD8/Pzc3N898gszBgwePHj16/PhxUVHRc+fOaWhoBAYGfv36ta+vD1mXQOi51tbW1NRUZ2dnOzu7fwK9Hz9+VFdXt7KyKisrQ28i9DyYVRYVFdnZ2cGcz8bGRkVFBVveLVu2UFFRCQsLu7q6/m6tiV7az58/BwYGwsPDdXV137x5k5+fv4xdb05OTnh4eEBAQHBwcEZGxso8ZDCk+fHjx/T09NjYGPQ2U1PTq1ev8vLyHj58WEdHp6ioCMJCDQ4OJiQkWFhY2NnZpaSk/BOFc3p6ekBAABxU/3LJiSEheOO1tLRERETMxfsTEREhJyffvHkzFhYWERERFxfX+fPnJSQkWFlZKSkpmZiYTp8+DaeJGCNqYGAgODhYVVVVX1//Hyqc1dXVvby8mpubAd0xMB6RHzwIR0dH29raCgsL/fz8NDQ0Tp8+zczMvHXr1s2bN29CS1u2bCEhIWFjY7t79+7Hjx/Lysq+f/+OQqFg3wDfqLm5OTw83MTE5B9Cr7W19ePHj9+9e7c4fP78+bOlpSU4OFhDQ+PYsWMUFBS4uLikpKQCAgKmpqZ1dXVITdEzUOve3t7w8HApKSlqamoJCQk3N7fw8HBHR0dQdVZWVq4YevPz86Ojo33m1WUrjiCELvAv82B/MTMzg7jJjo6OlpWVWVtbP3z40NHR8Z8onMFoC06bfvn2X15EoVDV1dUBAQHq6uqHDh0iICDYvHkzNjY2PT097HezsrJ6enqQjSZ6IQBsPT09xcXFHh4e/xB6k5OTX758+fz58+joaIg3jv4uyMN+YuFfaNKxsbHe3l5QR/f19QEX/8jISHh4uLy8/OXLlz98+ICBTCgUKicnx9zcXF9fPyIi4p9Ab3JycnBwsJ+fX0RERGVlJQRTAX/ZgYGB5ubm2NhYIyOjS5cucXNz09DQUFNT79u378yZM6ampsnJyeCX1dLSMmdwevPmTS4uLlJSUmJiYhYWlnPnzhkaGsbGxtbX1/f09AwN1hUGjQAAIABJREFUDaF7gkxNTWVmZurp6ampqYWGhmJUcGEb/vIKKJxVVVWtrKxKS0sBGjGmIGj22dnZ8fHxrq6uwsJCV1fXK1eusLKybt++HQcHB23i+d/s5vlEQEDw119/GRsbQ00RrcbU1NTAwEBDQ0NCQoKjo+M/gd7u7m5fX19VVVVzc/OSkhKMPQYMPRQKBZK/f//+8uXLFBQUIN6mTZs2zidCQkJ6enopKan3798vEXp7e3uDg4O1tLTAVmbZ0AvGCKsFvT9//hwcHKyuro6JidHX15eSkjp69CgEwXZ3d6+rq4OmHxwcjI+PNzc3BxX/akFvfX09sqr6ZT9DLpaVlZmYmIiIiNDR0W3cuHHDhg0bN26kpqaGg3orK6s7d+6cnk83btywsLAoKir649A7NTU1ODhYX18fGxtrZWWlqKh4/PhxBgaGrVu3bvhN2rZt26FDh5SUlN6+fVtYWIiYAQP0NjU1hYWFrSf01tbWOjo6Xrp0ae/evbA4OHr0qKqqamho6O82/bOzs7DQDg0NFRUVJSYmPnXq1Lt37yIjI52cnFYRen18fNYOen/Oh+iZmJgYGBjo6OhobGysqKiIjo7W1ta+deuWra1tfX090jmXnhkfH09KSgLonbO3WpaVCgqFKigosLCwkJaWpqWlhR5ESEjIz89vYGAA57vIRIkhEgK9RUVFHh4eJiYm/2TXuxToxRAA+TkzMzMyMtLU1JScnAz2eklJSaWlpZ2d/xNLzdfX98yZM7CVwYgkj0KhsrOzzczMVgt6fX19EeiFeIIdHR2wpXv8+LGwsDDXfBIUFJSRkVFXV3dyckpISPj27Rtsx4eGhuYcJV68eHHixAkyMrJNmzaRkJDs27dPWFhYQUHByMjIz88vJyenpaUF2b6vM/ROT093d3dDcOK7d+9yc3OTkJBs2rTpN3PP/7+8adMmPj4+PT29uLg4pLLQPqsLvU+fPjUzM1sIvTMzMxMTEz09PTk5Oc7Oznfu3OHg4Ni8eTPIh0z+0NpXr1718fFZogIYHXqXd9YLu96lQy/GkhNZDqNfn52dbW5ujoyMNDQ0FBUVpaOjA2MNd3f3OS+UgYEBWJIg0LvOu14QdXJyMjExUVZWFjZemzZtwsHBISUl5efnnxM7JyenqKjow4cPRkZG2traRkZGPj4+VVVVGPrwddv1IlvhkZGRxsbGpKQkExOTM2fOsLKykpOT4+HhYWFhId0IWXPCUm7Lli3k5OQHDhxQUFDw9/dHnLhmZmbGxsaam5vXGXrLy8uNjIyOHTtGTU1NTEzMycmppaWVmJjY1NT0O2Xp7Ozs1NRUT09PSEiIuLj4jh07pKSk/Pz8EhMTXV1dTUxM/Pz8VmXXu4rQi4wIUH5CaMv+/v7W1taKigqg7wgICLCyslJQUJCRkbG0tKytrUXgZOkZdOhd+q4XxBsdHYUY9fz8/OTk5Fu2bNm6dSszM/PVq1c/fvzY2dkJHGe/FAaB3nXb9f5OjNHR0ZaWlpSUFFNT05s3b965c+fVq1cfP3788uVLQ0PD+/fvRUREhISEnJycFkJvTk7OKkIv7HqrqqrGx8dBt5mTk2NqagoqNBoaGiYmprNnz+ro6Hz8+LGoqKizs3NgYAB2sT9+/Ojv78/KyrK3t5eTk2NjY9u+fTsFBQU9PT0tLe3OnTs5OTnl5eUdHR3T09M7Ozth7l1P6IXg6CUlJc7OznJycry8vDt27MDGxkaga9OmTaA7BPUbgsdbt27966+/DA0N4+LiGhsb0dcNqwu9v9v1wo6lpqbGz8/v1q1bHBwc27dvx8bGxsLCIiAg2Lp1KzY29ubNm8nIyPj4+BQVFYODg5fopoUOvXl5eWu464URC6xd/f39PT09AwMD4+PjCJEQhN4sKiqysrJCTCU5ODjgNLS9vR1ZRP8p6AXrpG/fvnl4eJw4cQLWPjg4OFRUVPz8/Ldv3w4ICGhvb+/v7y8pKYmOjv40H108IyOjra0NYz+9btCLTDo9PT0ZGRmOjo6ysrLMzMwEBAToS86NGzdC18fCwkJ6/8aNG7GwsLZt2yYkJGRmZpaTk9PV1QWjfXx8fP2ht7S0VEtL6+DBg7t372ZiYpKWlgZNO7oaDakvZKanp4eHh8H+9sSJExQUFJcuXYqKisrLy/Pw8DA2Nvbx8flvg15Y1A8ODnZ2djY0NJSXl+fk5MTHxwcFBb19+xa8KYBS5uTJk6KioiYmJitzLloZ9EKI1ubm5jlLWikpKVpaWmJiYjIyMg4OjqtXr1paWubn5//OtAc+yn8J9M7MzHR1deXn57u7u9+8eZOHh+fgwYOXLl3S19ePi4srKytzdnYWEhI6fPiwvb09hhkpKJxXC3pDQkL8/PwiIyNra2vHxsa6u7szMjLs7OykpaXp6OgoKChYWFjExcVfvnwZGhpaWVkJ527oXX14eBisN/T09M6dOycgIABuvkePHmVkZGRgYDh69KiCgoKNjU16enp7ezuQL2ZnZ+vr66+1wnlmZqajoyM9Pd3Z2fn27ds8PDw7duzYsmULgq8YuAt4DKpEEhKSY8eOGRkZwa4XgYB1UzhPTk52d3cXFBRYW1sfP36cmJgYCwsLDw+PlJR0z549e/fuBZ35zp07xcTEdHR04uPjBwYG0D/N7/LrCr1wgNHV1VVeXp6fn19ZWdnV1TUyMjI9PT0zMzM5OdnV1RUZGamoqMjGxoaPj4+NjX306FF3d/e2traxsTEEvf4U9KJQqIaGhs+fP798+ZKbmxugd9u2bXx8fODOVVhYODQ0hEKhent7W1paGhsbv3371tHRASsa9G+wztD748eP+vp6T0/Pe/fuHT58GM6nkc3uxo0bkd4P0Lt582bY+G7cuBEbG5udnf3JkycBAQEVFRXDw8Mwdf4R6NXQ0ODl5T1w4ICEhIS2tnZSUtLg4OAiDNIoFKqtrS0tLc3ExISPj4+CgkJeXj4rK6umpsbX1/fVq1fe3t4VFRX//Kx3FXe9P3/+HBoaAs+3wMBABwcHAwMDZWVlWVlZcXHxI0eOcHJysrKywpR6+PDhFVNqrAx6JyYmWltb09PTdXV1eXh4iIiItm3bxsbGduPGDTc3t4KCgu7ubmSoovd5JP9fAr1TU1O1tbVBQUGamppCQkJUVFSUlJRcXFw3btzw9vbOycmxs7M7evTooUOH1g56wbkoJCTk48eP0dHRDQ0NIyMjRUVFr1+/Pnv2LD09PREREQsLy82bN21sbOLj4+vr6wcGBhY2LxBj5ebm+vr6GhgYPHv2zMLC4t27d6amprdu3Tp16hQXFxdwEL158wYcMsfGxnJzc9cBeqempsDI8cyZM2xsbOTk5Li4uBjrfph/ENBFpqZt27YdO3YMTqy/ffuGLOnWDXonJiZgAjE0NOTh4YH9LgUFBTs7u4iIiJiY2N69ewkICPbu3SsvL+/q6lpQULBEQ+v1g15EaV5SUhIUFPT+/fvo6OjKykqw34HFRV5enrW19alTp0hJSQkICHbt2nX9+vXY2FgwPUBO79cZeuGkfWpq6vv37ykpKebm5pcuXdqzZw8ODg4BAQEzM/OlS5ccHR3z8vKA0hL294ipJKJaR6YeMG9bHzMrWO709fWlpaVpa2uDNTyQHsC6ElEyg+EA8hcsCGAM0NHRXb161c7OLisrq7+/Hzjr183M6sePHygUamRkJDU19d69e5ycnIKCgsrKymB9vQj36c+fPycmJsrKyjw9PZWUlPbv309HR6esrFxeXt7a2hoQEGBoaOjp6Qkm3CtzLkLMrJYLvRD9AsymxsbGBgYGenp6Ojo62traGhsbc3Nzg4KCrK2t1dXVZWVlxcTEDh06xMLCQkVFRUxMvHXrVthoUlNTHzx4cH2gFwRGoVBAp+Ps7CwrK7tnz55t27axsLBcuHDB2tq6pKRkdHQUOjx6b8fI/5dA7+TkZEFBgZWV1aVLl5iZmfHx8XFxcXfv3i0hIeHk5AQqIhERkZMnT7q6uq6RwhmgNzQ01N/fPyYmBvzCo6Oj5ygBAHfBMNDe3j43N7ejo2NychKmF4wmRRy9srOzQ0JCgoKCsrKyqqqqMjMz3dzc1NTUhIWF9+3bB4RNDg4OsELKzMzU19dXV1f/JxbOHz58WNzMCoVCzZl6ycrK0tLSEhAQgF3VQpTdtGkTFhYWNjY2znzasmULNjY2CQkJPz//kydPPD09CwoKent7wdgT9MDrYGYF0JuZmWlubn7y5Mldu3YxMjIePXpURkbmyZMnDx48OHToEBz0Kisrf/r0qaqq6neHXxifbP2gF9ywSktLfX19VVRUbt68aWJiAgd1k5OTIyMj+fn5tra2165d27t3L1Tm8uXLtra2ZWVlGFZn6w+9cNJeXFzs4OAgIyPDzs5OQkKyZcuW3bt3i4mJvXz5MjY2dlnuxeu264VtX3Z2toODA6jxwZ4ZWVciu1uMDNwAf2loaIA1KTk5GTRvKBSqpaVlfSycZ2dne3p6vnz58vbtWwkJCUZGxtOnT1tZWaWmpra3ty/cAaB38bGxsYSEBA0NDRERETY2Nn5+/levXtXV1bW1tQH0It5T6w+9KBRqaGios7Ozuro6NTXVz8/PwcHBwsLC0NDwyZMnV65cERYW5uPjY2Vlpaen37lzJwUFBcl82r17Nycn56FDh3h4eISFhV+/fr0OCmcEL8Hl5saNG/z8/PT09BwcHHJycg4ODhkZGUs0MEGK+rNnvRMTE8nJySoqKocOHSIjI8PCwsLFxaWlpT179qyrq2tubu4cx5a8vLycnJy/vz+GAfBqKZwR6A0MDIyJiamtrW1ra/Px8Tl+/DgpKSkDA4OEhIS+vn5ycnJnZydy0onewyEPG5uBgYGWlpaKioqvX7+2tbUNDg62t7cXFRUFBwcbGBhcv35dTExMVFRUQUHBx8envLw8Pj5eX19fU1MzMjISo4ILX/HLK0uxcJ6cnIyOjr58+TINDQ0hIeHWrVtxcXERSyX0eQYUudTU1Lt27QJ7DkJCQlpaWkFBwTt37swN/4KCgs7OTjimHBoaWgfohTVNTU1NWFiYjo7O7du3lZWVjY2NHR0dPTw8LCwsxMTEyMjI2NjY1NTUwsPD4cjgl22FcXH9oHdsbKy2tjYiIuLFixeHDx9mYWGRl5cPDAysqakZHR3t6ury9fUFchBycnI6OrrLly+7urrm5OR0d3f/cegdGhqqrq4ODQ19+PAhHJRiY2Nv3br10KFDKioqHz58+Pr1K8RuQ7bmGA2N8XPdoHd0dLSgoABOWQ4cOABOIOjdfSl5SkpKYWFhGKJdXV2wDQUPqzW1cIYF/tjYWFlZ2YcPHx49esTOzk5JSSktLe3v719bWzs0NPQ76IVnBwYGvL29JSUlWVhYuLm5L126NMd719zc3NLS8vHjRwMDg/WBXhAG+Qsn0O3t7VVVVTk5OaGhoaampjdu3Dh+/DgPD8++ffvo6elpaGgoKCjIyMjIyclpaGjo6emZmJiYmZk5OTklJCSUlJSAQvbKlSs2Nja/863C6HUYP5elcAbbn/Lych8fnxs3bjAzM9PQ0LCzs8vIyDg7O5eVlfX19cGeDBzwkMqiZ0CAPw69INLY2FhERMSVK1doaWlhj0VGRsbDw6OgoODn51daWgpePYaGhgkJCRhuS6sLvcCMGBUV9eXLl4qKCnt7e35+fioqKjjIj4mJaWpqWjw0J6KZg/iDw8PDgE8QUbGlpSU9Pf3du3dKSkoCAgJ//fWXjo5OTEyMv7+/9nyKjo5eln070pGWCL0JCQl3797dv3//rl27qKioSEhIcHBw0GeejRs34uHhwZqSn5+fj48PRvqW+URERMTKyqqkpBQUFFRRUTE4ODg1NTU8PLwO0At2moODg7W1tUlJSWFhYUlJSUVFRaWlpfn5+XNGmpcuXdqxY8e+fftUVVXDwsJqamr+63a9IyMjOTk5NjY2MjIyu3bt2rFjh5ycXERERENDQ09PT2lp6atXr3h5eamoqPbu3SsqKmpsbJyZmQlrHAw8W/9dL8S2e/fu3cWLF0lJSTds2ICPj8/AwHD9+vV3796tgFFk3aAXOFMePnx4+PDhHTt2YOh50Hs/eh6OXhB7q23btnFzc8vJybm7u0PfGh8fb21tjYyMhHBDK2azqqqqWsSvd2pqamRk5Nu3byEhIaqqqseOHSMnJychIbl27VpCQkJfXx9on5CJAD0DHlANDQ0WFhY8PDy7d+8+deqUlpbW58+fu7q6mpub4VRsfaAXEQzOqL59+wZsPg4ODiYmJk+fPpWSktq3bx85OTkxMTEpKSkjI6OAgICwsLCYmJikpOTFixdlZWUVFBQUFRWVlZVNTU29vLzevn2rpqZ2+/bt9fHrnZqaamxsjIqK0tXVFRAQICEhoaGhERERefnyZUpKCgYyIfX9Zea/AXpnZ2cHBgZ8fX1FRESIiIg2btxIQEDAxsZ2/fp1S0vL1NTUb9++lZaWAvlzWVkZxo5zFaEX2KyAPT4hISE6OlpXV/fQoUMcHByPHj2Kioqqra1dVvMubHMI9ZGdnT3nQnr69Gl+fv67d+/a2dlZWFioqKjMmS6uOHLRUqAXhULl5uYaGhqePXuWi4uLlpYWA3oJCQnp6Oj4+fkvX7786NGj27dvi4qKsrOzU1BQIP4XpKSkV65c8fT0/PLlS39//7pBL6zSgAGmubm5vr6+o6NjcPB/4uw2NTXFxMTIyclRUVEh0PvfuOsF8o6HDx8eOnSIgoJiz549GhoahYWFXV1dtbW14eHht2/fpqOj2717t6SkpL6+flRUVHNzM5ja/3Ho7ezsTElJmbPeFBcXR0zaTp48aWxsnJeX19PTg5jeLez3v7yybtDb39/v7u4Oxr24uLjo+Irk0fF406ZN2NjYeHh4hPNpy5YtmzZtwsXFpaam/uuvv3R1dYE+bHBwsK2tDdisbG1t1wh6R0dHwefSwMBASEiIkpISGxubmJj4zp07+fn5i+8DxsfH29vbMzIy1NTUmJiYGBgYbt686eXlVVZWNjQ01NTU5OPjo6+vv87QOzQ0VFFRER4ebmhoeOHCBQEBAdjm0tDQEBAQ4OLibt++nZ2dXU5OztnZOSIiIjIyMjo6OjY2NjExMSUlBQKUFhcX19TUpKenv379+uHDh87OzutAqTE+Pp6Xlwcno+AOzs7OrqSk5OXlVVlZiege0E0cgBxqYf//49ALRCsdHR1v374VEBDAxsbesGEDOTm5uLi4ra1tVlZWa2vr0NBQb29vY2NjQ0NDb28vUkGozupCL4SO/vTpE+gw79+/LywsfO7cOQcHh5qamqGhIQzXxIVNuviVHz9+jI+Pd3R0hIWFPXr0SEJC4vLlyw8ePFBUVJSTk9PQ0IiOjl47hfP09HRtbW1gYOCLFy/ExMTo6OgICAgQTN2wYQMdHd358+d1dXUDAgISEhKcnZ0vXLgAfQzRS5OTk1+/fh305BDsZH12vQA9oOcbHR1F1AljY2NdXV2JiYkKCgrU1NSsrKz/jbte2H/U1dXZ29tLSEiwsLDs2bNnzvXbwcGhubm5s7MzMTHRxMREVFSUhoaGk5NTXV09PDwcFNGItgq9b63brhfafXZ2tqGhISAgQE1N7ciRI3DexsPDc+fOnY8fP7a3t4OxzARampycRKFQi1jergP0zs7OolCo5uZmU1NTJiYmwFd0JyKEigWBXoi/wcDAsH//fh4eHi4uLnp6emJiYlxcXAICAkZGRnl5eV9fX+AcaG1tjYmJMTU1XTs2q97e3ry8vLdv3169epWGhgaU/MzMzFpaWlVVVb/sG8hQ6evrKyoq8vT0vHLlCjU1NTMz87Nnz1JTU8E/CsJX6Ovrv3//fh3MrMAhp6Ojo7Cw0N/fX09P7+zZs3R0dFu3biUhISElJSUnJ9+xYwcDAwM/P/+1a9dcXV3r6+un/2+aQUuzs7N1dXWOjo7KyspzvpL/hEjyb9msQOfW3d0dFhZ2//59Xl7e7du3ExAQ8PLyqqur+/n55efnNzc3d3R0NDU1Ncynxv+kpqam1tbWrq6uwcHByclJsMD649ALJFZNTU329vY8PDywBqWhoZlzOY2Kiuru7kYG78zMDDBEYqz+VwV6IWhgSkrK58+fQf1raWn59OlTWVnZCxcuPHr0CIklh/F29MkQI48MCsjAfyGPQqGKiopsbGwUFRUvXLggKSkpJiZ29uxZZWXliIiItYPemZmZpqam6OhoY2NjSUnJXbt2wYJ+48aNODg4JCQkQkJCBgYGsbGxra2tAwMDcXFxsrKyu3btQjeEpqSkvHHjhq+vb3l5+TpDL0aTws/Jycnv37+npqbOHUJTU1OzsLCoqKiEhIRUV1f/FymcoYeFh4c/evSIi4tr37594uLiWlpaqampIyMjtbW1lpaWZ86c2bdvHyMj49mzZ9/Ox+FZ5OxhnaF3enq6uLjY2NgYWD7w8PB27dolLS1tbm6enp7e398Pn6GlpaWpqamlpaW1tbWjo6O3txdDSYU+SNYOepG3zMzMAHRpaGjs2rUL2ePi4OAgO1oEdOG/MJ/eunVLW1vb1NRUV1f36tWr+/fvJyUlxcXFJScnFxYWNjQ0nDshq66uBn3LmkJvV1dXWFgYUBXi4eHh4+PDUZyvr+/vCJ8R6G1qagoICFBRUeHj4yMiItq3b5+xsfHXr18htPM6Q+/ExMTXr1/9/Pz09fXl5eVFRES4uLgYGRn37t3Ly8t74sQJKSmp69evP3782NjY+MOHDwUFBQt9N5EvC5mmpiZnZ+d1gF4UCtXX11dWVmZnZycqKkpFRQUncKysrNeuXdPS0jI3N7ebD/oGsc2tra1tbGzs7OwcHBxcXV09PT1DQkLy8vI6OzvBHP2PQy9wnLW2tjo4OHBzc0Pnp6amlpeXj4uL6+/vX2TRDI2/RtBrbm7+5MkT+fmko6OzXGJtjB6C8fPHjx/fvn2LiIgwMTGRlZUVFBTk4+M7fvz4vXv3QkNDl+iNilHmUhTOEOjF1dVVQUEB1m3gWYSNjQ0m+o8ePQoJCQHGjJmZmdTUVHl5eVpaWjw8PGTXu2PHjmvXrnl6epaUlKynwhmjvshP8CBFoJeJienhw4fgfvm3IxcKWUMzKzj5n56ebmxsDAsL09PTExERoaen5+XlfTof4au2tra/vz8xMfHq1as759Nff/01t7NEjvFAYYW+fAOh1w16QXs2MDAQExNz8+ZNJEgFMzPz/fv3PT09c3JyYH1fUFCQnJyckJCQnJyclpaWlZUFcbvAHXlhFdYOeqHZAXe/fPni5+d38+ZNampqmF+wsLDIyMgYGRmZmJh27doFTlzgrIaHh7dnzx55eXkfH5+CgoKampq8vLy5gIASEhJ0dHT4+PhERES8vLyIB3NDQwOy6y0sLMRgykT66OKZX571IlWoqKiwtrY+d+4cAwMDISEhIyPj3bt3P3z48OXLl98t0qGpJyYmioqKjIyMTpw4sWPHDlxcXG5ubjs7u+bmZphVv3375uXltW673sHBwYiICEVFRT4+PoiuSktLy8vLKykpef/+fUNDQ2dn58DAwOTk5K9fv3Z2dg4PD/+tjrG+vt7R0fHx48dOTk5roXBGFjEQLGRudlZWVt63bx84h2BhYdHQ0AgICIiLi0tKSoqLi58+fVpsPp0+fVp8Pp05c0ZaWvrq1auPHz92dXUtKirq6+ubmpoCJ/715HDG6IQgQENDg42NDQK9VFRUsOvt6elZxIYAiloL6A0ICLC0tFRTU7t///6DBw9MTEyWe4iOUU2Mn7Ozs729vSUlJX5+fg8ePDh8+PC+ffsOHjwoJycXGBiI4T2F8ezvfi4OvTAYJycnU1NTlZWV+fj4gEwDVvzExMQHDx5UVFR0c3MrLy8HM1UUCpWUlHT79u29e/dCZAKYuIAMx9XVNT8///v37+t21vvLioN3ZU9PT3Jy8u3bt0Gp9ujRo8DAwIqKij8PvRMTE+3t7V++fAEt/7lz5zg5ORkZGU+cOAFqfYiwbWBgwMXFRURExM3N/eTJE29v7/Ly8v7+/u7ubtBiLeSjWDfoRaFQ3d3d+fn5NjY2x48fx8fH37BhAxYWFjMzs7y8vLm5uZubm6enJ3AM6ejoaGtr6+joGBgYmJiY2NjY+Pj4JCYmlpeX9/b2Yhhprzr0trS0wFwJXKlfv36NjY11dnZWUVEREhLatm0bNjY2ERERLS2tkJCQnJzcvXv35OXlZWRkxMTEBAUFhYSETp8+fefOHRcXl9LSUgjR1dHR4ePjIyMjw8jISEhICAEpnz59CuDX2Ni4RtA7MzPT1taWm5v79u1bOTk5Li4uBgYGdnZ2aWlpR0fH4uLi7u7u3x2u//jxY2xsrKWlJSwsbM5UlYmJaevWraSkpCIiIt7e3gjHW2Nj43pCb29vr5eXl5iYGNjobdiwgZiYmIOD48KFC/r6+v7+/unp6ZWVlYs7kGDMAvX19Q4ODmsHvcjrOjo6IiMjtbS0IFgITIUbNmwABitBQcFTp06JzicRERHh+XTy5MkjR45wcXHt37+fg4NDUFDw4cOHHz58KC4uBmBDoVDfv3//U85FY2NjTU1N8fHxz549Y2FhgVOY3bt33759e44ds6+v72/DEK0d9Kqqqt67d09JSenVq1fJycn/0MAK+YhAAz42Ntbe3p6UlKSpqXn06FEmJiYODo45UnRfX18Mui70BxfJLw69YJ0EY+3cuXPU1NTgVgQnR0xMTDdu3HBxcYFIG/CWqamplJQUJSUldnb2bdu2IUfC5OTk586ds7W1zcjI6O7uBgPMdbBw/mXdf/z4MTEx0d3dnZSUBGe9HBwcurq6ycnJTU1Niyg70Utbw11vX19famqqtbW1goKCgIAAqNcOHjx44cIFTU1NU1NTNTU1aWlpXl5eUlJSamrqOfbRoKCgsrKyxsbG+vrj+GR5AAAgAElEQVT67Ozs6OhooD3DwK11g17wNnZycpKXl2dlZQVzDHx8fHp6+pMnT16+fFlaWlpYWPjo0aO8vLwcHBz79+8/cOAAFxcXHx/fX3/9BaG7HBwcSktLMTYxqwu93t7eSLBhMIdxdHR8+PChuLg4BwcHaAi3bt3KyMgoIiKira0dGhqalpaWnJwMUXecnJxcXFwCAgJSUlIqKiqQrUlbW5unp+eFCxcYGRmJiYkpKSklJSXfvHmTlJTU0NDQ3NyMQO/qmlmNj48nJia+ePFCVFSUkZGRiooK9My2traZmZk9PT2LMEfOzMy0t7enp6dbWFicOnWKnJwcuJbmlF1RUVHIRLbO0NvV1fX+/ftTp06RkJAAdOHg4OzcuRO8RxITE2tra79//z4xMYHR1dHHKkZ+raEXOV+srKx89eqVgIDAzp070fn/yMjIuLm5JSUlb9++raam9vz5czU1tadPn6qoqNy/f//8+fN8fHwMDAwUFBQ7d+4UFBRUUVHx8vICN7zp6ene3t4/Bb09PT0JCQmvXr2SlJSkpqbevHkzHh4eCwvL48eP09PTl8IKsnbQ+/TpUwUFBXl5eW1t7bi4uCVSI2H0jV/+hLhwIyMjxcXFpqamIiIirPNpzuzA09MTWZX+8tnfXVwcesfGxmpqaqKiol68eMHHx4ePjw+uE0RERPT09GJiYhYWFgUFBWB+Aa+YmppKT09XUVHh5eUlJyeHKXfDhg2kpKQSEhJmZmaJiYkdHR3/DdDb2dkZHx9/8+ZNUP+8ffv227dvS9FXQU3XBHpBz9De3u7v73/37t2DBw/u2LGDiIiIjo7uyJEj0tLSt2/flpOTO3z4MASv2Lhx4+7du5WUlKKiooqLizMzM6Oiot6/f29nZxcYGFhXV4dhXrhu0DswMBAdHQ1uLVRUVOBsQ0BAQElJycLCsn//flpaWiIiIkJCQlJS0h3ziYyMDOySwIKAhYXl7t27c0CCUKBBu68i9GpoaHz48KGtrQ3MYbq6ugIDA4ErlZycHAsLC9Q727dv5+bmlpeXB5wGkx2Iz1hZWVlTUwNqHNDHggloU1OTu7u7tLQ0IyMjOJNIS0s7OztnZWWBa+wqQq+bm1tLSwtQfDc1NTk4OAgKCgJvCSUl5dmzZ+3t7TMzM9vb26enpxFdKBzaTU9PT01NTUxMjI6OQowRFxeXO3fusLGxERIS7tq1S0JCApjAkQXpOkNvT09PUFDQzZs3Dxw4QE1NTUJCgo+Pv23bNn5+/pcvX8bHxzc2NiL86Qjm/W6+g+trDb3Iiewc1cO1a9eIiYlh3gRbAYirISUlpaysbGVl5e3t/fHjxw8fPnh6enp4eDg4OKipqYmJiTEzMxMREeHh4TEwMEhJSRkbG2dlZY2OjsKByJ+C3ubm5rdv38rIyOzbt4+IiAjChAgICOjo6MDRCcxgGH/RP8daQG9gYKC1tbWGhsatW7cuX76soqISGRm5iMkLujxLyUN1pqenq6urbWxsJCUl2djYILCpu7v76kIvTCDd3d2JiYmmpqYQ3gomoi1btsBS7MmTJxEREX19fej0Z1NTU2lpacrKyjw8PGRkZAj0kpGRSUpKmpubJyUldXZ2/nHoBfvq0NDQy5cvU1NTnzx5MiQkZJFw9ws/0FpB78zMTEtLi5eXl6ysLBcXFxUV1bZt22hoaNjY2Hjn4+9ycXHt2LEDUV4RExODVkpTU1NZWfnBgwePHz/W1tb28vKqrq7+U9Db19cXGhp67949Pj4+CMW1cePGLVu2ANaSkZEB7u7evVtQUFBaWvr8+fOnTp3i4OAgJiaGqhEREUlJSUVERGAoSFcLeu3s7J49e+bn59fZ2TkzMzMwMFBaWvrmzRsRERFqamp0v3VSUlI+Pr67d+8GBQWhn+ugUKjBwUFgZkbvHz9+/Ghra/Py8pKRkWFiYgLmwmPHjuno6AQHB1dUVHz79m0Vodfd3b21tXVkZKSuri46Ovrx48eMjIxbtmzZvn07Ly+vmppafHx8W1sbRix0xOi/v7+/ra2tsrIyNTXVycnp7t27hw8fJiMjw8fH5+bmVlVVDQgIqKmpQQ6k1xl6h4eHS0pKvLy85myzL1++LCAgsHv3bhISkr1794LOLTc3F/2joH+I3+XXGnrBkffz589z4QQOHz6MqHxoaGh4eHjAMtbOzi44ODgtLa24uLisrKykpKR4PmVlZXl6eiorK584cQKULjQ0NGJiYnp6eunp6SMjI38Weuvq6oyMjLi5uUlJSWElwcrKKiMj4+DgUFVVBbMNBu5irIdWF3pjYmKioqKCgoKcnZ0NDAwUFRWlpaXv378fGhq6urvenz9/zszM1NbW2tnZnT17lp2dfY2gd2pqamhoqKysDKJ8srGxERERAXMtnC3evXvX1dW1uLgYWQ1DP0ehUPHx8fLy8vT09Pj4+OhmVleuXHn//j1iMbA+zkW/HH2zs7Pd3d25ublOTk5iYmIUFBQiIiJRUVEYOPXLZ5GLawW909PTLS0t/v7+Dx48EBUVPXjwIDs7+969e4Gmh5SUlJCQEEzMIeje1q1bqaioGBkZWVhYmJmZubm5paSknj9/7ufnV1tbi1Glddv19vX1hYSEgHUMGRkZrNrgZAgbGxsfH5+MjIyFheXs2bOGhoZeXl6enp7m5uYKCgqsrKzguoOFhSUsLBwSErIW0FtZWYlAb0dHB5iLh4WFPX36FMJhIiclGzZs2LZtGycn540bN7y8vJCDYYRJGONwCwydWltbAXrB5GHr1q0QQBAIq1fXzMrDw6O1tRWOT0xNTcXFxSkpKYmJiffv33/9+vU5/6KampqJiQnY8oL52+TkJIT3aWxsLC8vT0tLCwwMtLS0vHXrFqKtIiIikpCQcHV1LSws7OnpQTrSOkPv9PT0yMhIe3t7Tk7Ou3fvHj9+fOTIEWCqEhISUldXDwkJ+Z3NNjJWMTJrDb3j4+MQI0FMTIyWlhYHB2fLli0QpEtBQcHKyioqKqqioqK7u3twcHBkZGR0dHRkZGR4PvX09IDO//Lly8AvT0tLe+7cuTk9Z3Z29p/a9SJoOudO9vTpU2pqaohbR0ZGduLECU1NzZCQEIyhgUKhJicnEUUL8glWBXpHR0erq6tTUlIQv15vb28bG5snT56cOXNGVlbWz88PKNMxgB8RY1kZqD4KhQLbRklJSXZ2dmZmZnFx8ffv36/irhf0JV1dXampqRoaGhwcHEBeC5wBO3bsEBUVNTc3T0lJaWlpwZgYUShUTEwMUERhYWEhURYoKSnnTv0CAgIqKyvXk83qly08Ozvb1NQUERGho6MzF9iKlJRUVFQ0KioKOVVEehq6mztyEcpcK+idmZnp7u5OSUmxs7PT0tJSUVG5ffu2tLS0oKAgExMTISHhhg0b8PDwqKiomJiYeHh4BOYTUIgdPHhQWFj43r17tra28fHxra2tGAdg6wm9wcHBd+/e5eXlRaAXtrMQTY+Li+vKlSvGxsZAAldaWpqSkmJhYXH06FEE9o4dO/bp0yeMHrYqu97KykoHB4dnz555enpWVlZWVVWBJfmZM2eAGw/WCiAwHh4eHR2dsLDwq1evsrKyurq6QD3yu741Pj5eXV3t6OgoISEBrngEBAScnJywXM3Pz19d6PX09GxtbW1paQkICHjw4AEvLy+cLouLi7969SopKQk2hUAO0N3dXVdXV1RUlJqaGhER4evr6+TkZGxsrKKicvnyZX5+fogGumnTJhixMTExECgN6UjrDL1II/f19eXn53t4eFy/fn3nzp3ADv/48eOAgADktB65efHMWkPv6OjoHDHeXPRvRkZGIiIiCErNxcV19epVKyuruZDV9fX1vzTmhB1tfHw8WGbt3LkTTlIVFBRcXV2/fPkC/l3rf9b748ePqamp0dHROdKM27dvI/swOjq6W7dueXl5FRYWgrURLElHRka6urrA4BxZtMFHWV3ojYqKCg8PD5lP3t7eGhoaJ06cEBMTc3R0bG1t/Vtz68X7CfJfmPonJibKy8uBfJiVlZWJiWnVoRd0UX19fXOHC+rq6szMzDg4OBAebcuWLbt27bpw4cK7d+++fPkCh1yIhBAuMzU19dGjRwcOHNi+fTsyi27fvl1SUtLS0jIlJeWPK5xnZmbq6+v9/f1VVVXnXCe2b98uJiYWExODTC9gQj84ONjS0gIzc0tLS19fH1hxQ33XCnoh+G5zc3NhYWF6ejqwXzo6OqqqqoJrIJiZHD9+XE5O7sWLF69fvzY1NTU0NNTT09PX17ewsPDx8UlPT6+rqxscHMRY9K0n9CK7XnJycgTJNm/eDLSic347b9++zcjIaGxs7OvrGxgY6OrqCgoKEhcXR04p1g56q6qqnJycNDQ0HBwcEhMTQ0NDNTU1hYWFYa5EFowAvQj55bVr196+fZuTkwNBs9H7PZKHADUZGRl6enrIkTwxMbGQkJCOjk5ISMiqK5wBehsbG9+9ezcXbp2ZmZmQkHDPnj1A3FpdXQ2q5snJyY6OjpycHF9fXwsLC01NzXv37l26dElUVPTw4cMcHBx79uyBqGRYWFj4+PisrKxAmgbTPdKR/hT0gmXvly9fdHV1mZiYtm/fLigoqKmpGR4e3tHRgbT/UjJrDb3Dw8NzY/DEiRMQDxwHB2fPnj3nzp3T19ePjo5uamoaHh7GACQwox0YGCgrK5sLjyMhIQG4i4ODc/DgQV1d3TknvW/fvk1MTEAcsHU+652dnR0dHW1ra4uMjLx69SpALxYWFicnp5GRUUlJCdDSIbvD9vb2kpKSoqKitrY25KgCPs3qQm9ERAQQSSYmJs7N4Do6Onx8fJycnDo6OiUlJQMDAxiWIkvpHgvvQdYTxcXFr169On78OON8WgvoBT6fqqoqY2PjgwcPkpCQYM0nQkJCJiam69evg8EdWHSiizo9PV1aWmpnZ3ft2jU2NjYkxhoeHh4bG9vVq1cdHR2rqqpQKNTY2NifsnCemZmpq6vz8/NTVlbm5OTctm0bBvROTk729/fX1NRER0e7urq6u7vHxsaWlZV1dXUhn3KtoBc0ligUClFDtba2wiZYVlZ27969pKSk/Pz8jx8/dnBwiIyMzJpPqampyfMpKyuroqKio6NjeHh4YUiZdYZeOOslJycHHTLgLgMDg6ioqJmZWUFBQX9/P9DfjI+P9/f3h4SESEhIAPRu2rTp5MmTwcHBa7Hrra6udnFxUVdXNzMz8/X1ffPmjZSUFEx2EHAXlPmEhITb5hMcUR87duzFixefPn2qra2FtkUACZarIyMjTU1NmZmZ7969k5eXZ2JiIiAgICQk3Lt3r6ysrJubW05OTvN8AiLJVWGz8vLyam1tBcozKSkp8CTeu3fvo0ePgoKCwM+4vr6+rKwsMTHRxcXlyZMn58+fFxQU5ODgYGBgAE52oL+B9fXWrVsZGBhOnz5ta2vb0NCAoe1Zdej19fXNzMzs6+uDGDIjIyPAgQomJNDCIMPMzExPT4+NjQ2w1IKRc0JCQnd3N/oc9Lf5tYbeoaEhNzc3hOwJBwdn//79d+7ccXV1LSkpGR8fR7oNxEuYnp6emJjo6uoqKiry9fW9d+8eIyMjLICoqakvXrzo7u7+5csXiPv2R5yLZmZmBgcHq6urfX19paWlwSADDw/v6NGj79696+3tRToJgHRNTU18fHxcXFxNTQ3G+F1F6E1OTg4PDw8ODo6MjMydT6amphwcHDt37pSTk4M4dKtibIVsRrOzs7W0tA4dOrR7925GRkZJSclVt3Cenp4eHx+vrKw0MTEREBAgIyPDwcHBx8fftWuXoKCgqqpqaGgobKsQJS10+Onp6crKSjc3N0VFRR4eHqCcxMfHp6Sk5ODgOH/+vKWlZXl5+R+HXhDy9u3brKysJCQkcyQ54eHhSHDbwcHBqqoqIPC6deuWkpKStbV1dHQ0enCFNYFe9FkDGZ9DQ0PZ2dm2trbXr1+HOGhXrlxxd3fPysqqq6vrmE8tLS3N86m9vR22579kcVtn6EXOejdv3oyFhUVERMTAwHDs2LEHDx74+/sDSwOs91tbWzMzM1+/fo2YpeDi4oqJic3tRzGG7qoonGtqaoBDX09Pz87O7vnz5wICAgQEBLDN3bhxIy4uLgUFBTc3t4SEhKioKASsPXLkiKKiorOzc3FxMYYfBfgEf/nyBaKMXb58mYeHZ9u2bRDDEQi80tLSmpube3t7m5ubIXzCKkJvTU2NtbX16dOnd+/ejYeHR0lJKS4urq6u/urVq9evXxsbG798+fLhw4fguEJPT09GRgZuuzQ0NECdAXXHwcEBk1pDQ8O4uLjv37+j98mfP3+uLvT6zqfs7Oy+vj7wGS0rK2toaAD2XWQIgAyzs7OdnZ1WVlZsbGxUVFTnz58H4+3lHratA/S6urpycHAgTcrJyQmkzVVVVRjt+fPnz7Gxsebm5tTUVBsbGzk5OR4eHnx8fGxsbGZmZikpKVNT0/T0dIiGMj09DQRw67zrBTvEyspKb2/vc+fOAfRu3br1xIkTXl5eiEETeAr09/eXlJQEBwd/+vRpTcMnJCcnh4WFBQUFRUVFlZeXV1dX29nZHThwgJCQkI+PT11dPTQ0tLOzc2GDL/cKaCLb2tri4uIePXq0b98+CgoKRkbGOcoab2/vVfTrnZ2dhVA/ERERSkpKEOoNBweHkpLy+PHjqqqqXl5eRUVF4E2HoTiZnp7Ozs5+8eKFoKAgLS0tLi4uKSkpBwcHROuysLCIiYkBJcTIyMif2vXOzs4WFxebmJiIi4tTU1MTEhKePHnSz88PGcLt7e3h4eF6enrnz5/n5eUVEhK6f//+nE1Wbm4usopaQ+hFlpCwA+7r64ufDw8pLS3Nzc0Npvx5eXm9vb1jY2OT8wlhQZ6cnATWG/RNA9LV1hl64ayXlJQUCwsLDw9v586dR44cuXPnjq2tbXp6OtBlzM7ODg0Npaenm5uby8jI7NmzByw4yMnJL168GB0djegZoBarBb3v3r1TVVXV1NQ0NjZWUlLi5ORErJrx8PCoqan5+Phu375taWkJYelOnjwJDEp2dna5ubmDg4PolGFjY2OlpaUQ+1pQUJCSkhKUjbS0tOfPnzcxMYmLi2tra5uYmIB5FkjpVhF6a2tr7e3tz549y8jISEBAgI+PT0dHx8PDc/DgQV5e3gMHDrCwsNDT01NSUv4/9r46LKqt+997VQQRxesFQbkG2ApiN3aAIoKKCQoqXUPn0N0goZTkkEO30jAwtLSAdHeXwo931nPPd94hBIz7/p7nrj/m2WfPOfusnZ+z9177s9avX79mzZrVq1fDeeWzZ8+CnzU4TLV+/fozZ86g0Wg4tzOTVfWHQ6+Pjw8Oh+vu7m5vb09OTvbx8YmJiYHvetirg+4ALDxFRUWampq7d+/+66+/+Pj4gKJksUx+vwB6nZ2djx49ikAvMuvNy8sDmjagOEaohT58+GBpacnNzb1lyxbYHt68efPdu3dNTU3j4+Nh2xLaG+IA283NzdDQED5hkQ6+8AD43FVXV1dSUoqMjETObc+awpcvX4DHAxw/r1u3bsWKFZs2beLi4vLx8UH40WDdoq2tLSsrC0OQ/Pz8mYa4OBzO2NhYS0srLCystbWVxFBxVgVIIsHMKiEhITg42M/PLzIy8tOnT01NTR4eHufOnVuzZg0tLS0bG5uWllZeXh7ST0kSWfglIGJ5ebm/v//0IUNGRsY///xz9+7dvLy8Pj4+PxB6v3z50tzcnJKSYm1tffv2bVgvXLlyJRMT0zQnoKurK7CKjo+PEx8rgg4yOjoaHh7OxcUFh76WL1/OyMjIw8OjpaUVEBCQn58Ph4DBgvrXQy8oOTExkZqaKiUlBV9I5OTk0768rKysgGUP/LTq6emxs7MzMTFt2LCBiYnp9u3bWlpa79+/R7r5T4RepE18/fp1dHS0rq7O09NTSEjoJkGEhIS8vLwaGhpI5gTIU/MEfj30HjlyBM4hrF+/npmZ+cGDB2ZmZvHx8dXV1eA/Bxz6uri48PHxgYEAsEcdPHhQXFw8MTHxZ0Dvp0+fnJ2dZWVlFRUVNTU1X7x4sX///hUrVixfvhzWh2/evCknJ+fs7JyQkBAbG2tvb49GozU1NS0tLQMDA0tKSgYGBqD8wQKltbU1PDxcTk7u4sWLcPQLHCqcPXtWTU0N/JcBjEGFhoaG/ih/vbDXW1tb6+HhISgoePjwYXDlRkFBsX79+nXr1lFSUlJQUJCTk8OQtGPHjkOHDrGxsd28eVNQUFBJSenly5csLCzk5ORkZGTwreDi4vLp06dZD7n/QOiNiory8fHBYDCZmZmdnZ1VVVVOTk4yMjK6urohISGFhYXAvQUfoP39/TU1NTExMWJiYlu3bmVkZJSWlo6Pj6+trZ35fTBPF5iamvrZ0Nvf3z+dKfAEDqW6Y8cOHh4eTU1NLBYLh4jS0tLev38fHR0dFBT09u1bTU3NR48e7dmzB06FgfG/gYEB9BQkg8iJ4V886x0fH6+qqgoODlZRUTl58uTatWtpaWnPnz+voKAQT+SRFw6Xt7a24vF4f3//gICAwsLCnwq9WCzW19c3MjKyqqqqq6srPj5eWFiYlZWVjo5uy5YtnJyclpaWaWlpcPB9/lYxz7+Tk5Pt7e1ZWVlOTk6w9Lhly5ZDhw79cCJJsLHF4/FweJqenh42erdv3/706VMnJ6esrKyZC1Gg+fDwsL+///nz5+GD7/fff9+zZ4+goKCjo2NmZiZs6MBg1dvb+09B79DQUHR09LTH2M2bN69YsWLlypV79ux58eKFtbV1QEBAcHCwubk50CHAXvWmTZs4OTn19PQSExN/HfQiGww5OTnTtrVXr169cuWKtLS0q6trdnY28qU5T4uZ+devhN7p1R5hYWGg3CInJ6enp4e9ioiIiMbGRrDwHBwcrKioCAsLk5OTO3bs2B9//LFy5cpVq1bt3Lnz7t27ZmZmeXl5JGYaP2TWC9ALRELa2tpAIkFGRkZOTg6+Fy0tLVNTU8vLy5uamhoaGkpKSrIJUlhYWF1djdg4QFPu6+srKiqysLC4ePEiHR0dzJ43bNhw+PBhISEhPz+/6upqIJj8+vXr8PBwXV3dD4Re5HDR+/fvdXV1OTg4APthuxpYpletWrV27dotW7acPXv22bNnmpqaLi4uYWFhiYmJGRkZb9++vXbt2po1a9auXXvo0CEREZHQ0ND29nb4uCZpRT8WemFulJWV1dbWlp2dDc3gypUrCgoKHh4ecBJxdHR0mODkODk5+fXr13fu3Nm4ceM0RZq+vn5ZWRnYNJAoOf/lz4beoaGhmJgYUVHRI0eO0NDQkJGR0dDQHD9+/MGDB+rq6tbW1gYGBlJSUk+fPuXm5r527dq5c+cOHTrExMREsCtYf/z4cWFhYTs7u6SkpLq6OuIPoH8KekdHRzMyMnR0dDg4OBgYGNasWXPo0CF5efnAwMDy8nIEXGHW29HRUVhYGBUVFR0dXV5eTrJh9GP3erFYLAaDCQ8Phy/FiooKT09PSUnJo0ePApXNqVOnpKSkoqKiSM61z99CZv5bX18fFRVlYmLy9OnTM2fOHDly5OLFi3CAGIGEmU/NEzMrmxWMDy0tLR8+fEChUPv27aOkpFy+fDkNDQ0c4goMDKyuriZZaoa39Pb2ent7T8/1Eejdt2/fq1evnJ2dc3NzkU0B8Hv9j0Av7MphMBh2dvY1a9aAZQk1NfWePXtOnz597do1MPkE34iQC+DGf/v2bU5ODpKFnzjrhekUrHJUVFSEhoaKi4ufOHHi5s2b4OG1paVldHQUWZeep4JJ/vpl0NvT0xMdHa2goABohEAvfCZ3dHT09PR0dXWVlpaGhoYCLx0dHd3y5cvJyMhoaWmvXLmioaERHBw8s539DOidpsvYv38/zAv37dv38uVL8IANS2FwwgxIrCCMEMu1trZWVlZmZ2f7+fm9fPnyr7/+WrlyJZB2nThxQkBAYHoROC8vD6ks8AJZV1cXEhLyo2a9rq6u4CS1qKgIrPbZ2Nh27Nixbdu27QRhYmLav3//iRMnbt26JS0t/ebNm4SEhLq6upGRkbGxsf7+/ujoaB4eHmpqajo6uuvXrwN7A0IRRdKEfhL0tra2pqenv3z5koGBYcuWLVevXpWRkXFzc0tNTS0oKMjNzY2NjQXi5YsXL+7cufPq1atubm6IgQ+JkvNf/mzoHRkZycnJsba2fvr0KYyelJSUW7ZsOXr0KCcn5+PHj4GmdNOmTWvXriUnyOrVq//4449t27adPn0adoWBJhAcFiHrW/8U9A4PD8fExMAX6urVq9esWXPt2jUXF5fS0tLu7m7E3gdOhvT09FRVVeFwuMzMzLq6OpJP5x8FvRUVFQkJCUFBQT4+PuAQbGhoCEzEPT09+fj4GBkZYcnn8OHDhoaGJSUlHR0dfX19w8PDY2NjExMT8ztZAlap0dHRoaGh7u5uPB7/5s0bRUVFQUHBBw8e3Llzh4eHB4VChYeHL20WNCv0wpA+NjZWXFysq6t77NixdevWLV++nJKScs+ePTw8POAZorGxsa+vb4AgPT097e3tjY2Nubm5ZmZmx44dA9BasWIFMzOzmJiYu7t7YWEh0p1/MfRCjsD1Z1NTU0ZGhqGh4fHjx4lPkQAGLyfIihUryMjIKCgo4MsJHL5FRUVVVVUhH08/EXph4ABaq5iYGHNzc35+/itXrrx69So4OLi5uZn4kNP8owzJv78MeoHD2c7O7unTp4yMjL///juceLl//76jo2MqQaKiot68eSMjI3P9+vVdu3aRk5OvWLGChobm6NGj0tLScA4HyNKIc/FjoVdRUVFLS+vFixf79u0jJyenoqJiYWGZNsyOjIzs6elBhjxiBSA8PDxcVlYWGhpqa2urqqoK1GOrVq1avXr1vn37bt++raSk5OLvm7AAACAASURBVO7unpGR0draijz+M6DXxcUFzte3tbUVFhaGhYXZ2tqi0Wg5OTkpKSlpaWkFBQU0Gm1iYuLk5BQaGpqdnV1fXw8zla9fv3Z0dGCx2Fu3bq1fv37Xrl3Pnz93dHQsKCggmawgWfix0AsLzuBTJS8vT1FRkYWFZdOmTYyMjEePHgVmIhkZGUlJSQEBAQ4OjjNnzpw/f56Hh0dDQ2OadgBZiUXUW0jgZ0PvxMQEmA3a2Niws7MD5yvQyGzfvh02qikpKeHEHQysdHR0R48effbsmampaVBQUEFBQVtbGzKbRDL1T0Hv6OhodHT0tM/pnTt3kpGRrV27dppDPiIioqurC3wJg4YAV8PDw2BLWFdX19PTQzJF+0nQW1ZWBpja0dGRk5NjZ2fHz89//PjxDRs2MDAwgH1vUFBQZmZmdXV1W1tbX18fyU4WUsgQmJycHBwcbG1tLS8vT09Pd3JyEhcXf/TokYSEhLa2trKyspCQEGyT/1jonZqampiYKCkpAe840E5WrFixYcOG/fv38/LympqahoWF4fH44uLigoKCpKQkLBb79u1bDQ0Nbm7urVu3AvSSk5ODW+iAgAAoHMjXr4dehOM2IiJCW1v79u3bDAwMoOSsv0D1f/HixRcvXoB1WHl5eWdnJ/IN9xOhF74URkZGCgoKbG1tRUREeHl5nzx5oq+vn5mZCbg7DyqQtCHiy18GvSMjIzU1NbGxsZqamsePHycjI1uxYgU5OTkzM7OQkJCJiYmRkZGiouLDhw8PHTq0YcMGcDD5xx9/sLKywjmcT58+DQ4Ozjwf9ZOgF2a9VFRU+/fvnyZtcHZ2LigoAH8DxLwqQH08NjbW0NAQHBwsJyfHzs7OzMxMT08PjLs7dux4+PChiYlJdHQ0WOrCxAVq4WdAL3A4w3HAgYGBzs7OpqYmcFyYlJSUkpKSnZ1dXFz8+fNn8IXc398PThTGx8fb29tzcnJsbGzY2NiAeFJFRSU4OLiqqgpp6MTt58daOMNer4+PT1ZWVnd3d1VVlaOjIy8v78GDB+no6KipqWlpaTdv3vwXQTZt2kRDQ7N9+3ZOTk4jI6OYmJiampr5R08SzZHLnw294Bmtr68vLS1NSkpq586dq1evhtktJSUlFRUVJSUlfKVt2LBh27ZtLCwsly5dArP/qqqqjo6OgYEBxOc8ojacBfjFZlYwFg0NDU2fSH7+/Pnu3bspKCg2bNjw9OnTlJSUWe19wM4ZDD9/HpsVyay3tLQUXGiMjY21t7fj8XgPDw8ZGZnTp08zMTGxsLCws7NLSEg4OjrGxMTk5ORUVla2tbXBWAoLWsS/ExMTfX19QK4QFhYGyy3Xr19nZ2dHo9FBQUFubm7KyspqamqRkZGI5S1xTX0zPNesF9ac8/Pzp5f9wBYJqKlWrly5Zs2affv23bt3T0VFBby2uLu7GxkZiYuL37x5k4WFhY6OjpycHCaR69evv3Dhgq6ubmxsLJwIB5V+PfSOjY3BssG0Ryk2NjZ6enrkzDEx9ILa69atA4ZOWPUsLCxsaWkZGhoi3vz6idAL6zZtbW1RUVFSUlLXrl3j4uJCoVBubm4VFRVLA10odwR6ra2tExMTYc8VWS/6ZnOBY4i9vb0VFRUpKSl+fn7Ozs4hISEzl4XHx8dhPRkWf3bv3g2M3rS0tKdPn+bm5ubi4rpw4cLevXupqKigAmC++PjxY3Nz89TU1Lka9I+FXmVlZV1dXVhwhm3mbdu2Xb58WVZW1tnZOT4+/uPHj5WVlZ8+fSovL68gSHFxcXZ2dmhoqIaGxpUrV7Zt27Z27VpKSkoGBoYjR448evQIcLeqqmrmxBGgt7a29gcuODs5OdXX18+su76+vra2to6Ojv7+/lkhamRkpKSkZJpyT0pKipmZecOGDRcuXACausbGxrlaxQ+c9UZGRnoTBHiY29ra4uLijIyMBAQELly4wMzMDPypjIyMu3btOnDgwOHDh69fv66qqgpmNX19fSQzqpmFMGvMz4Ze5KX19fVgmHP27FkwMt+1a9eePXv279/Pysp66tSpa9eu8fLyCgsLa2hoTDOPlpSUILQ+SCLEgV8/652YmBgcHARWeS4urr/++gsWz0VERLKzs4l1W2B4bGwsIyPj+y2cZ4Ve0AE8lubn53t7e8vLy3Nzc587d+7UqVMcHByioqK6urr29vYYDCYmJiYzM7OQIAVEkpeXl52dnZiYGBgY6ODgoKGhISQkdPfuXQ4OjmfPnrm4uOTk5ERGRmppaamqqkZERMw1Us1fIHNB78TERH9/P/jMnj42vXnzZmpqajh2v2zZMmpqamZm5uvXrz9//lxaWlpERISHh+fUqVNbtmwhJyeHgfT3338HAr579+6Bs+e2tjZkBPjh0ItCoUxMTKa/FWZtukCi19zcPE2rJyUltWPHDrA+gVVlcKhKQ0OzefPm7du37927l42NjY+PT0dHJyQkpLKyclbymZ8IvYBbRUVFjo6O7Ozse/bsuXXrFnzpL82wGWkEPwl6q6qqSAZBsM3u7u4Gp/FPnz49fvw4DQ0NFRUVuELbvHnzn3/+iRylpaCg2Lp1KycnJ+BuY2Mj0lYQ5SHwQ6AXzvXKysqqqakZGxtLSEiwsLDA6RpqamomJqbTp0/z8vLC16W3t7eHh4ebmxtwTTs4OOjr60tISFy9enX79u3r16/fsGHDrl27ODk5VVVV3dzcEhMTP3361N3dTVImsJQEp1d/AfQCUcOsPLpQkgMDA+/fv1dWVr506RIdHd2GDRvY2dmBZbqtre3XQK+Xl5e3t3d6ejqc662pqUlJScFgMGZmZkpKSiIiIs+ePXvx4oWkpKSKioqBgcHbt2/j4uKqq6tnZYwhaSpzXf5Y6I2JiZlr8O3t7c3JycFgMCYmJnJycsLCwkJCQmJiYigUSk1NzcDAwNbW1t3dPSwsLD09vaKi4psGO78eeoeHhxsbG9PT03V1dYFciZqampWVVVlZuaCgYK4Snif+h0Ovt7d3WFgYzHrhvVBKnZ2d5eXlHz58cHJyQqFQXFxcFy9evHDhwvXr1+/du/fy5UsFBQUDAwNLgpibm1sQxMzMzNjYWFdXF5rfw4cPr127xsbGduvWLTExMWtr64yMjIaGhuTkZG1tbUVFxdDQ0B+74Dw2NtbV1ZWbm2ttbc3Ly3vixIndu3fT09MjLs+pqakZGBjgY3Tv3r1bt26loaEhnkeuWLGClpb2+PHj0tLSkZGR4DoFGYt+PfQODg7W1tZGR0dP077CXGvt2rXg7paJienAgQMnT568evXqvXv3hISEdHV1fXx80tPTP3/+POvh/qmpqe+FXj8/PywWm56e3tLSQjKRHR0dbWpqSk1N1dPTO378+F9//XX//v3pw+wFBQVdXV0kN8/Tymf+1dfXFx8fb2ZmZmtrm5SU9J2zXn9/fxcXl9DQ0Orq6rk+ecC/tK2trbCw8KVLl/bt2/fXX39t3LiRlpZ248aNdHR09PT0jIyMhw4dunnzppqaWlxcHPhznjXBqamp3t5eLBYrJyenpaWVnp4+17rozLwjMZOTk+Xl5W/evJGTk9PV1XVyctLX1+fk5Ny2bRucxlm3bh0NDc2OHTsuX74sKCgoJSUlLi4uTPDCLSoq+vz58zt37pw/f/7AgQNbt25lYmI6ceLEgwcPponfoqKigEoMdpJmZgG2PRoaGuBcLxjNLSELU1NTwOQuJSXl7Ow8F4kxrBYiGScJ9PX1BQUFPX36dM+ePVRUVDQ0NNzc3NNuhouKiuAoAsn9cFlTU+Ph4aGtre3m5jZNpt/X1zdzU2DWB5HI8fHxpqYmPB4Ps17oabCpD3wRlZWVmZmZUVFR3t7ezs7O7969CwoKiouLy8rKKi8vh+OJ39MLqqqq7OzsJCUl7e3tq6urEcUWHhgeHv7w4QMajZ5mgZ/HNez4+Hh3d/fnz58zMjKwWKw7QXx8fLBYbGxsbGpqam5ubkVFBSypEZ/UnEsTWMru7OwsKCh49+7djzrXGxUVNSun9NTUVF9fX3Fxsa+vr7CwMBMTExy9u3//vp2d3adPn+bSc5542Os1MTHR1tYODw//znO9iIVzWVkZ8SITwgnY09NTXFzs7e2tpKT0+PHjGzduXLx48caNGzw8PHx8fMLCwpIEESeIhISEmJiYkJCQgIDAkydP7t+/f/v27StXrly7du3Vq1fT7jgTEhIaGxsHBgZwOJy2tjawdnw/9H78+BHGCjjV0t3dXVxc7Ofnh0ajX716de/evYsXL+7evXv9+vWrVq0Cuj3ENAnsksjJyVf/LTQ0NKysrA8ePLCwsMjNzQV7CKS/wFp6TU3Nhw8f7OzsbGxsEhMTEePheSpu5l9tbW0+Pj6ysrImJibTDK/IK4jvhC3z+vr6xMREPT09Tk7OkwRhY2O7du3anTt3njx5IioqqqysbGJi4ubmFh8fX1VVBVb9M8dPSLmzsxOLxaqpqZmZmWVlZSEWZMTvhfAyJOrr16+tra04HC4sLAyLxUZFRSG048g94J2qvr7+/fv3WlpaZ86cOXDggIyMTEZGRmdn51xzEeLH5wkPDw8nJydbW1s7ODikpKQ0NTWBL5R5HiH5a3JyEijlUlJSgoKCvLy8YmJi5hr6gdS7sbExJycnLCzMyclJS0tLSEjoAUH4+PhevHghKioKn5+urq4fPnz45rR+cHAwNDRUQUEB/MguAbcmJycRDmc7O7vk5OSEhAR7e3txcXGgcV6/fj0wTsDpvZMnTwIxxTGCHD16FKgq4Fv45cuX+vr6Pj4+cHxwcHDwm3XU2dkZExNjaGj4ndBrbW2NQqHevXu3NMqeoaGhaVK6J0+egGvYTZs2PXnyBIvF1tbWzjTwQZpBY2MjBoMxMDDw9PQsLS1dwuwTgd7o6Gh/f/+goKDpY0XElA4jIyNdXV319fXl5eUfP34sKSmprq5uamrq7u4mYWFEtFpUoK6uztHRUVpa2sHB4fPnz4t6Fm5GoBeNRickJMy1QgM3j42NdXZ2VldXl5aWlpSUlJeXV1dXNzY2tre39/b2LiFH4J/Dy8vL0NAQg8HU1dUtIQsjIyNJSUmamprwvTtXFnp7e9PS0iwtLe/cuUNPT09HR3fv3r23b99mZWUtDXImJydzc3OtrKz09fUjIyNhfWWuQXaufCGUGkAkCaef50pkYGCgrKwsLi7Ox8fnzZs31tbWVlZWlpaWsOitThCNv0VdXV1FRUVVVVVXV9fa2trR0dHOzs7R0TEwMDA7OxtW475+/Zqdna2rq6ugoBASErK0coAFZzk5OSsrKxKOs/Hx8c7OzpKSEqDr8vHxsba2FhISOnPmDHDVEW+RAmvV1q1b9+3bx8zMzMLCcu7cOX5+fiMjI6CvmlmGY2Njra2taWlpjo6O3wO97e3tGAxGQUHBwsKipKRk5osgZnJyEhh2ExIS3r179/r1azs7O+Bn9vLyCggICA8Pf//+PQ6HKy4ubmpqIv6EmjXN/v7+8PBwLS0tKyur7OzseXz9zg69QUFBERERmZmZLS0tYOmO7PNDWwkJCVFXV79y5QobG5uBgcGnT5+Gh4eBqQq5c7GBnp6e9+/fW1pa2tvbA/QCt86sOZw1EqAX9noDAwM9PDwiIiKqq6vnUgzIqHt6etra2hoaGvLy8oKDg52cnJydnZFyT0hIyMvLq62t7ejoANOqefLV1dUVFBQkJyenra09Tam6NOgtLS21tbVVVFR0d3evrKxsbW0tLi7GYrGKiopnzpyhp6enpKRcuXIlHDdau3YtFZHQ0tLu2rXr7Nmzjx49UldXf/fuHQ6Ha2xs7OrqGhgYADYxkgolzg4cbgN/vd8PvTIyMs7OzkDJSfyWhYR7enqwWKyAgMDBgwdpaGi2bNnCz88fEhIC/P5zZeHz58+enp56enoeHh4AvTNNaWZtOUgkMfT6+fkFBATgcLjOzk7QeXx8HA7yDg4O9vX19fb29vX19ff3Dw4ODg8PI2RtC8ngXPd8+vTp9evXUlJSDg4O3z/rjYuLAze6s75uYmJibGxseHi4v7+/72+B7AwNDY2MjCA5Agu+WRMhjgQCrNLSUk9Pz++E3sTERDQaraKiEhkZCZtqxC+CcFNTU0hIiKKiIhsbGw0Nze7duzU0NAoKCnp6eoASZ+Yj88eMjIzgcDhzc3M9Pb3vh14gkoyJiQE3ITNfDdsufX19HR0dzc3NjY2NNTU1FRUVeXl5sbGx7969syWIA0HsCWJnZ+fk5BQWFlZQUFBfX99AkNbW1p6ensHBwbGxsZGRkdTUVC0tLXl5+e+BXi8vLzk5OQsLi48fPyKaT0xMjI+Pj4yM9PX1dXZ2tra2Njc3FxYWTltTCgoKnjhxgtgbDQUFxcaNG3fv3n3mzJlbt25xc3Pz8PAICgoaGBhgsVhwa0HSkcfHx8ELZ0pKyg+BXnl5eVNT0/z8fJIXEedodHR0cHAQLEDrCdLQ0NDY2NjU1NTS0gImKV1dXb29vYODg7BHhjw+M9DR0REcHIxGoy0tLRcBveAoGChsbGxsXF1dY2Njc3JycnNzcwiSm5ubnp4eGBhoZmb24sWLU6dOnThxQk5OLiYmJpcgcNtif+HZlJQUOzs7GRkZbW1tmK2CXxpkWPxmAIHehIQEZ2dnPT09CwsLOLKCZIFYt9zc3Ly8vPz8/MLCwo8fP6alpQUFBbm4uLi6unp7ewcEBISGhsbExKSlpeXl5RUWFubl5c2aDpJmUlISeJZVUVFJTU1dMvTa2NhIS0uDE7ecnJz09HR/f//pY8cAvcR7J8TfmMuWLaOiomJiYjp37tzTp0/V1dXBGis/P7+goACUn0f/7OzsrKws2H/SJNBH5+TkLCELU1NTxcXFwHCJRqOjo6MX2zZyc3NTU1NtbGwePHhw8ODBjRs3MjAwcHFx2djYxMTEZGRkZGdnI2UOAXgFfG+Kiora2Njk5+fPtR8zT0MaHx9vbm7G4/HBwcG2trZGRkYuLi4JCQlIFqDNQLPJ/1uABAq5h0S3RV2GhoaqqqoKCAhMH72tqqqaR9W5/oJZr7q6uoyMzNu3b9PS0vB4/MwSQ8oNlP87K/lwibSWeRoMSb6ys7MzMzOTk5ODg4Nh4ujn5zerkd1cmiPxIyMjcXFxKBRKUFDQxsYmLS2NRA0o6tjYWGNj44cPH7KwsGzYsGHfvn0qKirJyclFRUV5eXkk6n3zMjc3Nysry83NTVJSUkpKys/Pr6mpaWlEkhUVFe/fv/f09LS0tLS2tg4MDMThcCRZQMofuicMQQUFBXg8Hqyo7O3tTQgCe73mf4utrS0Gg0lOTi4sLCwqKvr48WNhYWF+/n8qLjc3NzMz09XVVVxcXExMLDAw8Js79EiZEwdg1islJaWqqjrtsY2k/eTm5oLOHz9+LCoqSk1Ntbe3f/nyJYxO4BDwt99+o6Sk3Lx5MzMz8+XLl+/fv//06VM+Pj4RERE9PT13d/fIyMi0tDSSSsnKykpNTY2Ojvbw8DA1NbWxsUlOTl7UgjOysNzS0jJNKvDixQtpaWkMBkOMYiQvhR5dUFAA2YEi/UgQYjM3pIRJHkcuIZ2EhARjY2NBQUENDY3U1FRYMEO0Ii7k/5r1guE7BoNBo9HPCaKkpGRgYGBoaKivrw8BHR0dFAo1bb5/6dKlPXv27N69++bNm4qKinCDAUH0FymGhoawwPLkyZNLly5NUycGBATU1dWBlxhidecPT05O9vX1VVZWxsXF6evrP3z48P79+ygUysDAwMjIyMDAgEQv0NbIyMjY2NjExMTAwEBTU1OVIBoaGpqamtra2rq6uqCesbGxoaHhzESQNA0MDNBo9LNnzzg4OKSkpGbSTM6vPPw7OTkJs14RERExMTENDQ19fX1DQ0M1NTU47ERPT79mzRqwxAMiN+A8W7VqFdBlMDMzX7p06e7du4KCgigUSlNT04ggoPys+kM56OrqamhoqKioAJGWg4NDQUHB0qA3Pz9fVVX1ypUrPDw8iO9IpKDmD0Bl6ejoiIqKcnBwsLKybt68mZ6e/uTJk4KCgqqqqjo6OjObGVSivLz8rVu3Ll++rKqqisPhEJauhZQ83DM+Pt7a2pqTk+Pt7S0nJ3f//v3nz5+rqakZEgTeCx0BYpBf5K/5czfPv1A1CgoK9+7d4+LiMjY2rqiomFq8DA8PJyQkqKmpPX/+XFJSEo1G6+jo6OnpzfpqUBvJBRJAsjNrg5mZFNymqamprKysoKAgLy+vq6uLxWLn2e6ZJ2fDw8NhYWHPnj27dOnSs2fPdHR0SPovdEk1NbWnT5+eO3du165d9PT0+/bte/LkCVgnGRsbz1RynhgDAwN45OXLl+fPn799+7ajo2NdXd3SoLeysjI+Ph5WYh8+fCguLq6rq0uSBVAG2hIyBBkbG4NDETQaraioKEsQOTk5eXl5ub9FQUFBXV3dwMDA1NTUxMQEHoGKMzAw0NXVFRMTu337Nj8/PwaDAX/Y8xT1rH81Nzd7eXmB7Qis4eno6CAKIzqbmJiYm5vr6+tLSUnx8PAcP36cgYEB1uSAcHfLli0HDx68fPnyvXv3Hj9+/OjRI35+fjExMUVFRTQarauri7QuaG+6urqqqqqQUTU1tdevX6enpy8NehsaGqZZ6G/evHnjxg1JSUlDQ0Mo2JltAF4NVWA8Q2DwNCJ4v51//Ic2qaGhce/ePXAHEB0dDUaOk5OTM8v5/6B3cnKyu7u7qKgoJCRER0cHdvKFhISg+mVkZFAolKysrLS0tJCQ0KNHj27evHmOIFxcXK9evZKSkoJ7ZBYvsrKyCgoKUlJS9+7du3r16rTDgJCQECD0R4zfZqo+Mwa2zevq6pKTk01MTB49esTFxSUoKCgrKysnJze/XigUSk5OTlFRUflvUSKIoqKivLy8rKwsCoX6ZgqSkpJ8fHwPHjxAo9FLXnCurq728vJSUVGRIIiUlBQo8Pz5c3Z29tOnTx8+fJiFhYWZsHdy8OBBFhaWgwcPHjp06Pjx4xcvXrx79+7z58+FhYXFxMQkJSWlpaXnVxtqDYVCSUpKChEEPlb8/PzKy8uXBr0w6+Xh4bl37564uLicnJysrOw31YAboCJQKJSoqCgfH9/t27fZ2NhOnTp148YNfn5+cXFxaWlpFEGIE4ThSUhIiIODg52dXVtbG4/HL2HWOzEx0dnZWVxcHBgYqKioyMPDw8vLKyYmtqgsECu28DA0MFFR0UePHj1//nzJC84jIyOZmZkWFhZSUlKioqLi4uISEhLQPReuzGLvRJQHCwkVFRXwNk3M2TKzw84VMzw8HBsbKykpeevWrSdPnsjIyMjLyxN3QFlZWXl5eUlJySdPnty8efPSpUvnz59nZ2cXEBBQVFSEz0cZGZmFNH7IKQqFglc8fvz40qVLvLy8rq6u9fX1i92wmJqaGh4erq+vT0tLc3BwEBIS4ubm5uPjk5aWlpOTI87CrCUMjV9eXh4GIpXZRFlZWUlJSUFBYWaCKBRKWlr6xYsXDx8+lJaWXrKFc3t7e2hoqLq6uihBxMXFZx1JoBZkZWXFxcWfP3/Ozc19/vz5I0eOMBPk6NGjFy5cgI8AcXFxqA6oEei/JL0YhUJJSUm9evVKQEBAUlJSX1/fy8srPz9/LiO7qdkEAbmmpiYnJ6eHDx9ycnK+ePFiIRAwa40sPBJQTEJCgouL69KlSxISEvHx8QuF3qGhoebm5o8fP0ZGRrq4uLx588bd3d2XIBgMBgl4eHg4Ozvb29uDRYCjo6O7u7sPgWsesyTx9fX19/f38fFxdHS0trbGYDCFhYW9vb3ER5VnK2fSOMQGD746Qcl37975+vr6+fnNrxroEBQUFPy3YLHYIIJzMX9/fz8/P19f3/lTwGAwPj4+rgSJjIz8/Pnzor4bIDOTk5OdnZ05OTnh4eG+vr7e3t4+Pj4BBPHw8HBwcLCysjI1NTX+WwgrUv/5MTU1tbCwsLOzc3V19fHxgcpCquybmmMwGG9vb3d3dw8Pj4CAgLi4uPz8/La2tiVkYWpqqrm5OTY29i1BvL29F1h6iJJwv4+Pj4eHh5OTk42NjaWlpZ2dnZubm7e3N3FTJH7Ez8/Pw8PD1tb29evX4PUdeAyQ3kjaXGa7Bpeuzc3N+fn5WCzW0dHxzZs3Xl5ei80CothiA15eXi4uLp6enqmpqYi3stk0nTNufHy8trYWFi29vb29CPI93XPhWfD09Hz37p2Xl1dISEhKSgpwF8+p6Nx/jI+Pl5WV+fv7Ozg4uLi4YDAYkvKHHg3dzd7e3pYgjo6Onp6egQT5Zn8nyRR0f19fX2dnZ0tLS2dn54yMjO7u7oWYdpPkA0zHq6urU1JSvLy85soCiQJwCfkKCAiAgSj0vyXkb8FisQEBASRlgiTo4eHh6uoKXhERgkMSJee/HBgYKCoqioyMxGAw0H5gIEJegWgLYyMGg/H09HR2dra1tYUTUEZGRnBWxcnJCexmYDiFEXUu5X18fN69e+fm5ubr6wvsIvOc5Jw1C0hn7+3tTU9Pd3V1tbe3BxRbbJMgyew3L6EJeXt7AzL6+fmVlZWBTSiiFbHO/zXr/fLlC1gedXd3t7a2trS0tLe3d8yQ9vZ2+LeJIHPdNuO5+SI6Ozs7OjpaWlqam5vb29vBFneSIMTqzh+enJxE6OJ6enpAyba2/1A3LEQ655aFPA73tLW1tba2dnV1gYPl+RWe+S/4PBgYGOjq6uro6IDyh8Jpa2trbm5uampqbGwE8wri30aCNDc3t7a2thNk4TojdyIP9vT0DAwMLPZkDpKdsbGxnp6elpYWUAZJf1GB9vb2tra2lpYWyHJzc3NbW9usDRJJtr29neAhurm7uxvB3VnbPaIqSWBychLpBZ2dnd+ZBUSxhQegcwGb4NKWHODkaG9vL7QfpE4XrsOS74Qqa29vB7MU4GMiKeGF0VuzigAAIABJREFUXIIPWhgQWltb59EHWgj0CxiIoBPP88hcf0Eva21tbWpqam1thTMkix2CgNULsZ9qb29HTHXmeu/MeGQc6ppNkH9nPggxMAR1dnaC3+6FFDjJPUBr3NXVBY1nnk4HhdbR0QEvJR6dSCyVvqk2ojyM2N3d3WAZ+vXrVxL15rlEOjucU1osBMxVpAuMR1Csqampo6NjeHgYlEe0Itb8/6CXOPbf8L8l8G8J/FsC/5bAvyXwbwn8pBL4F3p/UsH+m+y/JfBvCfxbAv+WwL8lMHsJ/Bf0wuoK8gv7HMjlrwkgL51d34XFgqpfCbIotZHkF/XUPDcjCS48ME9qi/1r5ksXm8KsSyUzkyWJWcJbftQjxJVOotXCLxFliFNDIn9lYOE6I3f+SvUW8i5EsYUHkGSR0QCJ+QUB4pcuXGeSOxE9iVNDIhcemCvZJadAkuCslwtP/NfcOauS80ciii22/BeYLJL+rAHkpfOk9l/QS3zfrCn+vEh4NZI+sSZLDiOpLTAw64sW+Cxy26yJLDkSSXZRgflf982k5n98sf9+83U/5AZEK0gNufzOwA/RbbGJfKfOJI8v6u0kz5JcLjwpkgeXdrnw1y3qzrk+pxAlITXk8jsDi9KN+OZ53kt828zwPA8u4a+Z6f+amCWo+s1H5tf8m48T3zBrUnAD/EV886zh/4NeeABsTIaGhoCsB6htBn++DA0NAUNQT08PeLNB8jar3rNGwiNgaTU0NNRLkIVnAXxqjo+PAykMqLSorA8MDAAx0KwuBWfVmSQSzHxGRkYGBwcHiGRRaiDkSmNjY+Pj4xMEIWZimjU1UL6/v39gYGCYwM00v79uEs2JL8GlTG9vLzjNnvV1PzxyaGhoYGCgt7cXmH3gWMgCuwGiPHEvgNR6e3sHBgZ+uLZzJTgwMNBHkCXbKIGl3vDwMFHzWaj+Q0NDw8PDIwQeq1GCjBBkeHh4Id0BmhAU18jIyGJPKBDXwujoaH9/f09Pzy9rQpBBeGlvb+/SzPSmpqYQY8+RkZH+/v7e3l7oU3PV+Dzx0A2h/04QmKRGR0e/WREwBPX39xO7K0bKdiEBcDDznUPQPPma6y9k/BwYGBgaGprHvco3cwGM9L0EgdTmeikSP0RgcEMGTKTYkQAyhM5VBRDf29vb3d39TRT7L+gdGRnp7Oz8/Plzdnb2+/fv4+PjU1NT8QTJ+pmCx+NzcnIyMzPj4+PDwsKSkpI+f/4MBM6LNW8DKrumpqa8vLy4uLjo6OiUlJRvZiGbIOnp6fHx8dHR0QkJCTgcLjs7+5sPEpcKHo/H4XAJCQkxMTE4HK65uXlRykNjAkKusrKy9PT0lJSU9PT0jIyMzMxM4hfNHwadMzMz09LSEhMTY2NjIwkSHR394cOH9PR0PIHbaGYiOBwuLS0tNTU1PT09JyenoqICDld8s5XPvKGzszM7OzsqKio2NhbIp/B4PMkbodLz8vIKZuOR+fjxY35+fk5OzswHSdKBS6jBtLS0yMjI8PBwPB6POLpY1Jo5mAd3dXVVV1dnZGTExMTEx8dnZGQsqiVkZWVB7oD3p5DAOlRMkKKiIqBFg9ZFnBfIaVpaWjxBPn78uDQC3omJiZaWlry8vBSCZGRk4HC4mU0Ij8cjtEQFBAG+HqTMMwkCeYE2M1NnYv2zsrIyMjJSUlJSU1PB4V19fT3w489sIfPHTExM1NXVJSUlRUREfPjwISsr65uvJtGE+BLqIj8//+PHj8XFxSUEAcYrPB6PlAxkPCEhATjsSktLBwYGYOVwfm1J/p2YmBgYGGhubi4uLk5KSoqNjU1KSoIsEGu1kHBGRkZiYmJMTExERERkZCTi1gJcB85MAbKTnJwcGxubnJxcXV39Tc5hEuXhcnh4uLq6GofDJSUlpaWlLXYImqnYAmMyMzNTU1PhpTk5OeXl5e3t7Yuy80c6++DgYHFxcUxMTGRkZErKf/yCA1vfrJrg8XgYiHJyctLS0j58+BATExMVFRUZGQklHxkZGRMTA7iQQ5CZAwI0MxwOFxsbGxISkpycXF9fDw7REa2IS/u/oLe7u7ukpCQqKsrS0lKGcCBdW1vbwsLC0tLS3Nzc7KeJpaWljY2NiYmJpKTk48ePlZWVo6Ojm5ubwWs6sbrzhxFPFOnp6fb29hISEsLCwkCnaWVlNVcWzM3NrQmCRqP5+fm5ublfvXqlpaVlbm5u8bfM9SxSJFBKxsbGcnJyQkJChoaGeDx+UY0GsjY5Ofn582dfX18dHR11dXUgwTE1NTX/W5A3zhqwsLCwsrKysLDQ19dXVlYWERHh5eW9desWJyfn/fv3hYWFNTU1raysbGxsLCwskBQgbWNjYx0dHS0tLR0dHQsLi8DAwIqKim+6W5i1RsrKyqysrAQEBERFRQ0MDKwJpPBIGULBWlpa2traOjg4ODk5vXv3ztPT08PDw93d/d27d+7u7m5ubm/fvrW1tYW2hzyL6EwcQGpQW1tbUFDw6dOn5ubmBQUFQF88a7ufVW3wnAi+nMPDw/X19UVERGRkZAwMDOAI+/xqICqZm5tbWVnZ2tra29sDFbu7u7sXQeDMpYODAxxWJk4Q2pqurq4EQVxdXWtra+fSc574kZERPB7/+vVrVVVVDQ0N4GkyMzODWgYlQUNgincmiJOTk6Oj4+vXr83NzQ0MDLS1tbW0tIDNzcDAwMTExMLCAroJcctBUrOwsIAHNQliaGj49u3bxMTEtra2eVSd6y8g5FJWVubn55eTkzMzM7O2tp75XqTA5wlATl+/fv3mzRs3NzdPT08fgsApeSRNCwsLqBEFBYVHjx4JCwtjMBjwDL3YD2ig1MDhcO7u7srKyqKioioqKmZmZtAx51EVKUzoIObm5jo6OmJiYvfu3WMnCC8vr6Kioo2NDfAbQ5kjCZqbm1taWpqZmampqcFLo6Ki5nIZOVfJQ3xHR0dkZKSenp6ysrK2traRkdHChyBEn0UFIMumpqba2tpqampaWlqWlpZ+fn6FhYWL+npDOjtwYQoLCwsICKDRaGi6xN2NuLStrKwcHBzevn1ramqKQqH4+Ph4eHhu3boFxc7BwXHz5k1ubu4XL15oaGjAaGNJEOIEAcWMjY1FRUV5eXlVVVWBBXOSIDML/P+gFzwXZWRkuLm5ycrKcnNz8/DwSEhIoNFoTU1N9Z8pmpqaurq6ysrKXFxchw8fvn//vqenZ01NzdI4nMvLyyMiItTU1Dg4OK5fvw7oq6WlpaGhMWsmNDQ0dHR0tLW1nz17tmfPHmpq6gMHDjx48EBKSkpFRQVNkFkfJI7UIBBPKioq3r1798yZM4KCgrGxsXN5XJlZDUjM5ORkUVGRqanp48ePnzx5IiUlpaSkpKqqqq6uPpf+xGqg0WhtbW0NDQ0JCYl79+6dPHkSvGnS0NAcPHjw5s2b4uLiAK7EqWkQRFlZGYVCiYuLCwkJiYuLW1hY5OTkLCELU1NT2dnZ0/44jx07dvXqVSDl1tLSItETxmg0wbedqqqqCkFUiURDQ0OLIMSqEidCHNbW1tbR0REXF2djYzty5Ii0tHRKSkpPT89iiQCBwxmHw7m4uAgJCV27du3u3bvgBXLhvUBDQwN6jaamJiiPZFBFRUVNTQ2NRmtpaSH/QkagKCQkJK5fv37x4kUtLa3S0lKkYSw8MDQ0FBsbKyMjA7xmcnJy8FKoZXgXSRiNRqurqyspKUlLSwsKCt69excY+NjZ2W/dunX37t1nz57JysoCGMPNxIWvrq4OkfLy8uIEF5YiIiIqKiq+vr5L81w0ODgYEBDAw8Nz5MiRe/fuAXvorO8lUWOuS+JaADYo6FZqfwsMAmg0+tGjR6ysrOfPn7e0tATPK4uF3oGBgfLy8sjISENDw4cPH3JwcAAXqba29gKzgNSOqKjopUuXGBgYyMnJV6xYsXHjRg4ODnAODd2cJL9oNFpVVfXZs2cXLlwAJ5tLY2VpbGx0dnbm4+O7e/euiIjIooYgEpUWeAldRlVVFQitXr16JS0tbWpqmpSUtKivBwR6a2trjY2Nz549e+rUqZcvX0LTnXUkgdJGo9FKSkp8fHwnTpzYvHkzFRXVypUrly9fDjS9ZGRkVFRUu3fvvnXrlrCwsKKiIgz4xAkCiikoKFy/fn3//v28vLwhISE9PT2wATGz//4X9La0tKSlpYHDL0VFRS0tLWdn55CQkNDQ0OCfKaGhoeHh4T4+PsrKykA9GBQUVFtbuxAnd8RZQlZro6OjzczMxMTEZGRk7OzsgoOD589CWFhYaGiopqbmwYMHV61atWvXLn5+fl1dXVdXVywWGxIS8s3cQyl5e3vLy8tzcnKKiYm9f/9+CbgF0GtsbPz8+XN5eXlnZ+eAgAAsFvtNBeCGkJCQiIgILBZrb28vKyt7/fp1GhqaFStW7N27V1BQ0NjY2MPDA0p7ZqaCgoJ8fX1dXFx0dXVRKJSpqWlWVtYSsjA1NZWfn6+srHz9+vWXL186OztD8QYHB0NGQIHw8HA/Pz9HR0c9PT1xcXE+Pr5nz54BczV4KjUxMQkICIiOjg4PD5+pLUmBhBHEwcHh5cuXd+7c0dLSyszM7OnpWex2I3guwuFw3t7eaDRaXFxcU1MTCm3+JoSUP2gSGhoaEBDg6upqbm6upqYmJCT08OHDBw8eQLVCm4yKigoPDw8NDYXchRDE3t5eUFDw9u3b0yTk5eXlxM17geGhoaGYmBgUCvXs2TNtbW0fH58gAkcbNNGwsLDw8PDIyMjAwEBHR0dDQ0NdXV09PT0tLS0VFRVxcfH79++fO3fu4MGD+/btO3DgACsr69mzZx8/fmxmZhYeHh4dHR0WFjazOiDGz8/v3bt3NjY2GhoaqqqqXl5eS5u4Dw0NhYaGAh26srKyn5/frC8laQOzXmKxWAwG4+TkZGRkJC0tDQy4N27cePTokY6ODgaDwRIkJCQkPDw8KChIV1eXm5ubl5fXycmprq5use1namoKfLtFRUW9fv1aSUlJTk7O0tIyICBgUVmA8rSzs+Pn59+zZw85OfmyZcvWr1/Py8vr6OgIVTlrLQQGBurr69+/f//x48eenp5dXV0LbDbEtzU1NU37HBMQEBASErKyslrUEDRrLcyMhNZOnIWQkJDAwEBPT09HR0djY2M1NTUTE5MPHz4sDXqBw5mTk5OXl9fc3Dw0NDQsLGxWNcLCwgICAmxtbeXk5Dg5ORkZGcEDxLIZsnHjxosXL4qKipqbm/v6+iLKEw9r02UuKSl5/fp1UVHR2NjYvr6+hc56cThcSEgIMBHGxcWVl5d3dnbOxqnyg+O6u7tra2uDg4P19fUtLS3B7fPSoLeioiI5ORmDwTg6Ovr6+ubn53d0dHxTXXBxzM7O/ueffx46dEhKSsrNzS03Nxeoeb75ONwArtqBsz49PX1pC84lJSXW1taysrJv374tLS3tJMgCFYDbGhoaUlJSXr9+zc/Pz8TERENDc+/evYCAgPLy8paWls7Ozu7u7pkJdnZ2tre3f/r0KTAwUFdXF/xNLiELU1NTpaWl5ubm4EEInNsTv66TwFwG+/HBwcHGxsbPnj27cuUKOzv7o0eP+Pj4eHl5BQUF7ezsCgoKED6vhbTDgoICR0dHdXV1FxeXoqKivr6+xRJyIU4DIyIiYN07Nja2urqaWP95wpC1lpaWmpqagoKCmJiYt2/fqqioAJ6dOXMGXGv4+vqWlZW1EnjHSOo3NzfX1NRUVFT09evX3+M0UENDQ0VFBbjQ4RXw20GQ9vb28vLy0NBQKysrQ8P/OC/R09NTU1MTExODladt27Zt3rx5y5Yt27dvP3jwIIzjNTU1HR0dSGok5dDZ2dnW1lZfX5+VleXs7GxgYPA9/no/fPigqqqKQqH8/f0bGhpI3rXAS1AJHOK+fv361atXbGxsu3bt2r59++XLl6eB7fPnz0i7Agq/uLg42OsJDQ1taWlZ7KrJ1NQU4q83ICAAaFnxeHxLS8sCdUZu6+zszM3NNTY2vn79OgMDAxkZGQMDg7CwcHh4eFlZWVNTE3IncaC1tTU6OhpWsLBY7NLMBWC1FoVCGRoapqenkzRR4tctIYy0HySAJNLe3t7Y2FhaWhodHW1ra2ttbZ2YmLg09wmtra2Agtra2ikpKUgtI++CAOhQWVnp7+8vJyd39erVv/76a+XKlb8ThIyMbM2aNevWraOgoKCkpNy+ffuNGzcUFRWxWOznz59Jkurq6uru7q6qqvLw8JCXlzc2Ns7MzBwcHFwo9GZmZoaHhwcHB4Ovt6V9NBF/QC08PDQ0lJycbGtr++bNm9TU1KamJrC0WngKMOutqKhIS0sLDg728fGJjY1duO+UpKSkBw8eMDAwsLKyCgkJubi4LHbaMTg4GBYWpqSkpKuri8PhloBb4LnIxsZGSUnJx8dnsVtlsNtdW1sbFhamrq5+8+bNLVu2bN26VUJCYoGrx11dXbGxsUZGRtN+P7Kzs5eQhampqfLychsbG1lZWXd395aWFpIaHBkZaWhoyMnJCQwMNDY2fvXq1YULF/bu3cvMzHzmzBk2NrZTp05duXJFRkbG29sbj8c3NDQs0FqksbHRz8/P2NjYy8sL/PUuDXqzs7NjYmLgYz8nJ2fhnX90dLSjo6O8vDwxMdHb29vCwkJeXv7hw4cnT57csWMHwNjt27e1tLQCAwPxeHxNTQ1MzZEiqq2tffPmDQqFcnR0/Pz5MxK/8ABslMIKW1JSElKDYPPZ3d1dV1cHFijm5ubi4uICAgKCgoL8/Py8vLzs7OzHjh3btm3bnwTZSJCtW7devHgRjUbHxMSUlJR0d3fPw+w9PDz86dMnb29vIyOjJS84j46OJicnw5pqfHz8Amt/1iIaHx8vLy/HYDDKysrs7Ow7duxYu3YtBQXF0aNHHR0dSWZUX79+zc3Ntba2NjQ0jI6ObmtrWxr0VlRUJCYmhoWFYbHY9+/fV1dXz1Nis6oNkVVVVXZ2drdv396+fTsFBQUtLe2dO3fMzMwSEhJmdit4ZHJyMjMzU09PT0lJacnuE1paWry9vRUUFKytrcvKyubR8If/NTY21t7enp6e/ubNG1tb26SkpIX3PmJl2tvb/fz8lJSULC0ti4uLif8iDn/58qW3t7eoqMje3v7hw4esrKx0dHR//vnn3r17L1y4wMnJycPDw83NfeXKldOnT7OxsXFxccnJyYEPaeJ0kHBfX19ERISOjo6NjU1OTs7Q0NAioDcsLCwwMDAsLCwzM7O9vR1J9GcHBgYGEhISgCg/OTkZoHdRZj4I9KampgYGBoJXyIUveaWmpgoICOzcuXPfvn08PDzGxsZ5eXnI5sFCst/f3x8SEqKgoKCjo7Nkz0WlpaU2NjaKiopeXl7Nzc0LeS9yz9DQUFVVVUxMjIaGxqVLl2AMPXDggLq6ellZ2TfzAsaxsE31PdBbVlZmbW0tIyPj6ura1NSEqAeBhoaG0NBQXV1dfn7+8+fP7927l56enpqaev369Rs3bqSjo6OlpWVgYGBhYWFnZ1dUVAwLC2tsbBwdHf2m/nV1dd7e3uAQtKSkZMmz3uzs7OjoaF+C143MzMwFTh2+fv3a1NSUlpbm7OwsJSV148aN06dPHzx4kImJiZaWdu3atVRUVH/88ce2bduOHj1669YtWErNz8/v7OxEslZTU+Pg4CAtLe3g4LBk6P3w4QNspScmJgJujY2NdXV11dTU4PH4oKAg2I65du3agQMHdu7cuWPHDkZGxq1bt27atImGhmb9+vV//PEHHR0dAwMDLS0tNTX1pk2bjh079uTJEysrq5ycnN7e3lmxZGJiore3t7i42MPDw9DQcMnQOzIykpiYCDuXMTExS/MBAI2tu7s7Li5OUVHx8uXLTExM69atW7FixW+//XbgwAFbW1sSd7ZfvnzB4/Hm5uZ6enoRERGtra3fA70hISH+/v7R0dGfPn1CPoBI+sI8l6OjoyUlJRYWFuzs7Nu2bVu9ejUFBcW2bdvY2Ng0NDSysrJm/SL58uULDofT1tZWUFAICQlZYNMlUaOlpcXLy0teXn5+3CJ5aoGXk5OTcEQKzvwQNySYOTQ0NCQlJYEp4vdALwaDkZeXNzc3//jx41y69fT0FBYWYjAYYWFhFhYWWlpaOjq6Q4cOiYiIuLi4REVFxcTEhIWFOTk5aWtri4uLP3nyREJCIigoaK6C7enpCQ0NRaPRFhYWeDx+EbNeHA4XGhrq5+cXFBSUmpq6tBMycLhtgnAQbZwgcFJ2eHgYzooNDg7CsT/ik6O9vb1xcXGmBA/JiYmJjY2NS15wTklJ8fPzcyZsVC/wk3NycjItLU1YWHj//v07duw4f/68goJCSkoKjPjIyDhXFUJ8T09PUFAQGKR854KzvLy8u7t7XV0dvHp+BeDD6uvXr83NzYmJiZaWllxcXHR0dOTk5AwMDOzs7La2trW1tXDbXElNTEwMDQ3V1dWFhoYaGBh8J/RaWlpKSko6OTkhztLhvPXAwEBWVpaent6NGzeYmJioqKiW/y1g0QDWDbDgs3r16uPHj+vq6qalpYHF+/zl//nzZ3d3dy0tLVdX1+Li4iVDLx6Pj4yM9PLy8vb2XrgHoZGRkby8PAcHhxcvXhw8eJCCggJy8RtBkJ2j33777ffff1+zZs3Zs2fV1dVDQ0OrqqqQPfWqqqrXr19LSkra29t/z4KzpqYmGo1+//49nCutqqrC4XBhYWEODg5gjnDw4MFNmzatXbt23bp1GzZsoKWl3bhxIz09/ZYtW3bu3MnCwnL69Olz587t27dv3bp1v//++/Llyzdt2vT48WN/f/+qqqr+/n7iQRPcBoyMjLS3t+fl5bm5uX0n9CYkJIDlV2RkJPgbn7/qkX+R5g0rEHl5eTY2NhwcHOBKlowgMOt1cHAgWdUbGxvD4XAmJiZaWlphYWHfA70JCQlBQUE+Pj5hYWGlpaXgwQZRcv7A5OTkxMREf39/Xl6esbHxtWvXtm7dSklJuWzZMnBBf/fuXWTiRWIFNj4+npaWpqmpKScnFxwcPBdCzK8ALDjLysqam5sXFhZCRSMFO/+zyL9AETEyMjJMkMHBwf7+fji8WlhYmJWVhcPhcnNzP3/+3NvbOzY29uXLl/Hx8d7e3urq6vj4eDs7OxsbmyVDb1tbm7e3t6ysrImJSX5+PkkpwUg4MTFRXV2NxWJVVVXZ2NjWr19PSUm5Y8cOHh6et2/fgpEdVERpaWlERIS1tTUKhVJQUAgICGhuboZjxyTEVZ2dnUFBQaqqqmArs2jo9fX1/X7oHRoa6vlbOjo6GhoaqqqqSktLP378WFZWVl9f39nZOTQ0hHRggF4TExNY4v9R0FtVVYW8AmkWMwOTk5Pp6ekiIiJ79+5F1pxjYmL6+/uhnmY+MjPmn4Xe0dHRsrIyd3f3aYfHrKys5OTk69atu3jxopqaWnR0dEdHx0yFiWOAB6O2tjYkJORnQC/4Eqmurg4ICHj+/PmOHTsoKCgQQFqxYgUFBcWaNWvA1TYSv3XrVn5+ficnJzweTzJHIVYewj8cer28vBYOvQMDA5GRkUJCQocPH/7jjz+QLMwV2LNnD/jlnbZKQ2YwCPTa2dktGXoTEhK0tLRgibixsfHjx4/e3t46OjqioqLc3NwnT57cunXrn3/+SUdHx8jIeOTIkStXrty5c+fBgwd8fHwvX76UkJBQVlY2MTExMjLi4+NjZGSELFBQUFy6dMnMzAz2g0hmcnAkur29PTc3183NzcDA4HtmvUuGXqRVdHd343A4BweH58+f79u3b82aNatWraKioqKlpWViYrpz546Pjw9JixobG8vIyDA2Nv5R0Ovt7f1DoHfbtm0AvcuWLVu5cuXt27cjIiJgJZYEVP53oHdsbKyzs7OhoaG2tra6urqsrCw3Nzc+Pt7FxUVbWxtFcC2soaHh5eWVm5vb3Nw8PDz8w6EXhUIZGxvPCr3gHhSPx5uamt69e5eJiYmcnPzPP/88f/68vLx8VFQU8tUyOTnZ0NCQlpYWEBDg4ODg6OgYGRlZVlbW0tLS19cHHw3Idwkx9C5urxdmvQuHXoAl+P36t3z58qWvr6+2thZOr5eUlOTl5SUnJ0dGRvr7+3t5eQUFBSUlJRUXF7e0tCDO9RDotbGx+UdmvRkZGZKSkszMzHR0dDt37nz48GFAQMCivnz/KeiFCWV3d3daWpq2tvb169f/+uuv1atX79mzR1paOiQkpKKi4ptTB2TW+5Ogd3x8vLW1FY/HOzg43LlzZ/PmzZSUlGvXrqWmpt6wYQMdHd327dv37NnDxMT0559/rlq1CoZ7WlraCxcuyMnJYbHY5uZmaOJIQ0fG2f8F6O3t7XV1dT179uyaNWtWrlw5F+JC/MqVK3fu3Hn37l0jI6PMzExkVoRA7/fMehMTE3V0dDQ0NCIiIkpLS0NDQ6WkpC5cuLB79+6NGzdSU1NTUlLS0NCwsrJycXFJSEgYGRk5OTlhMJjg4OCIiIjY2Ni0tLSysrL8/Hxzc/Njx46BzScFBcXx48cVFRUDAgIqKiqQzwUofAR6//FZL1DCVVVVwQmZQ4cObdiwgYyMjJKSctOmTSwsLBwcHEpKSnFxcST7iDDr/YHQu+RZ75cvXwYGBvLz801MTK5fv04MvWvXruXl5Y2OjoYe/T8CvQgQAAhMTEy0t7cXFhYmJSXFx8dHRUUFBgY6Oztra2s/ePCAlZWVgYEB6kJERMTHx6ewsLC7uxsIkX7BrPfr169fvnzp7OyMiYmRkJA4cuQINTU1OTn5zp07nz9/7ujomJ2djbSN0dHRuro6PB6fmJgYHx8fGxsLTDs4HK6yshKcAyKzO2LozcrK+umz3q9fvw4PD3d0dNTX11dWVpaUlMBuq6urq7Ozs4uLi52dnYGBgYqKioyMjLi4uKKiorm5uZ+fX25ubldXF7Sef3zOcO3OAAAgAElEQVTBOT8/X0dH5+rVq4yMjAwMDNeuXXNwcCgtLYV1S5JRftbLfwp6YUIJdnoCAgLMzMz09PSMjIycnJwODg7FxcVdXV3IkuasmgObBCw4/1Tozc7OfvfunYiIyPnz50+cOHHu3LlLly5du3bt1q1bjx49EhAQ4ObmZmFhoaam/v3335ctW7Zu3TpmZubHjx+7uLjAmjlsZ8yai3921tvT02Nvb3/gwIH5QRf+XbVq1b59+2D3NDs7+8dCb1JSkq6urrq6OhaLxePxTk5O3NzcTExMGzZsoKampqen371794ULF169emVkZOTp6RkfH5+dnV1SUlJVVVVbW9vQ0NDW1jYwMFBfX+/g4HDy5EmAXjIyMlZWVnFxcXd396KiIkRnqIv/EeiF2UxTU9P79+8VFBSOHTtGQ0NDRka2fPlyKiqqHTt2sLOzKysr+/j4zMzC/yD0kiw4Q48A6P1fm/XC2mxbW1tDQ0NlZWVSUpKzs7Oenh7s2aNQqJcvX3Jycu7fvx+Zwa9du5aDg8PMzCwxMbGlpWV8fHxgYOAXQO+XL1/A2NPf3//x48eMjIwrV64kIyM7evSolpbWhw8famtrkeY9Pj7e3t5eWVlZWFiIx+Pj4uJcXFwMDQ3hzFhmZiaxHeivg1742BkdHW1pacnJyYmMjPT29ra3t9fU1Hz58iUPD8+dO3e4ubnZ2dnPnDlz6NChAwcO7N+//8SJE5ycnCgUys/Pr6amBlauent74+Pj/8G93srKSg8PD3Fx8WPHjm3cuBGqISkpqaGhYYGGHv8U9I6OjjY0NCQnJ5uYmFy+fJmenn7Hjh0cHBwaGhofPnzo6OgYHR1FvstmBa1fAL0TExPd3d0VFRUJCQkuLi76+vra2toGBgampqbAJuPt7R0QEGBubs7FxQWnKWBPdMeOHbdv3379+nVlZeX/8qy3q6vLzs5ugdC7evXqEydOyMnJYTCYsrIy5MPoh8x6k5OT4bCQr69vUlKStbU1GPeCifWNGzeEhYWNjY2xWGxOTs6nT58aGxs7Ojp6ev5Dnw7GL/39/V1dXYWFhYaGhqysrL/99tuyZcv+v4DeiYmJxsbG5ORkKyurO3fubNq0adWqVb///vvKlSvXr1/PwsIiLCwcFBRUWVnZ1dVFYsX5PwW9sNdraGh4+fJlWMSCjzYqKqr79+8jTFX/I7NeONBcVVWVmZkZGxuLwWB0dHR4eXlPnTp1+PDhQ4cOMTMz79mzZ8uWLdTU1MuXL4e8rF279sKFC2pqamFhYfX19b8MemF6XVFR8e7du7t37zIwMPz2229kZGQXL150c3Orq6sDIjzib8re3t7a2tqsrCxvb29JSUmYMIiLi9vb2+NwOMRU/hdBLxC19/b21tTUpKWlvXv3TkdHR1pamp+f/9q1a8zMzLCqwMDAQENDs3r16uXLl4PhCRUVFSMjIwcHh5WV1f9j77vjufze/xuyV3YUklFEUiKSlVREWjRokLeRPcqsbCqFIoVk71VEVkj2SEbI3utl7/DzdT3e9+/1eYm3ehf98T5/1Llv9+u+rzOf51znup5XRUUFaK7WHHpbW1vfvn1rY2MjLi5OQUHBxsamo6MTHR395cuXkZGRpRAL/f5aQe/Y2Fh5eTn0iT179lBSUvLz8xsbG8+v6TCsKzH0Quia29+tcP727dvIyEhHR0d1dXVeXl5aWlpqampGRkZ2dnZeXl5xcXFlZeXnz5/DwsIUFRUZGBhgxgQSmdOnT7u7u/+x0AuL6Pr6+vv373NwcKxk10tERCQqKmpjY5OYmNjY2Iicm/4S6IVdr5mZWXBwcGZmppeXF3hOnzhx4sqVKxYWFn5+fllZWc3NzcCwD0pCpG/Mzs4ODQ3V1NTExcXp6OiwsLBAifDw8Pj4+IyNjYFk9M9UOE9OTlZWVvr5+WlpafHy8uLj4yPCb9u2TUxMzNbWtqysDMM6BkbxHwK9oD/o6urKzMw0MzM7ePAgNTU1sGqsW7eOlJRUXl4+MTHxD1E4z8zMjI6O9vb2fv78Gez47Ozs9PT0gJ4CBwcH7ArB2BDWcMgA2bx5s7i4uLm5+epD78DAwJcvX16+fHnmzJlt27atX78eBwdHQkIiNDS0t7cXwylxdnZ2cnKysbHx7du3tra2R44coaCgoKSkPHTokI6OTlxcHGKvt0rQC/7jnz9/Dg8Pt7W1vXr1qoSExMGDB7m4uOjp6QkJCaGiMap73bp1GzduJCcnFxQUtLW1LS0thT3lmkMvKKkcHR0lJCTIycmZmZnV1NSCg4M/f/6M6P3RgXZxfg2h98OHD/b29mfOnNm5cycTE9OFCxf8/f0/f/6MYUiCyAzzLHK5CrvemZmZycnJ4eHh3t7e9vb2poXU0tLS3t7etZAaGxvz8/M9PT1lZWWBhGv9+vXk5OT8/PxqCwdCzc3Nf+auFxT1KSkpBgYGzMzMyMyyTIaIiEhcXNzBwSElJQXW+9AWvwR64awXFM4VFRUfPnx4+fIluO35+/u/ffu2tLS0tbV1GV1Od3d3SkqKg4ODrKwsLS0tFISEhERSUvLx48fZ2dnt7e3IcgEk/0MUzhMTE4WFhc7OzvLy8mxsbMihOxER0b59+5SVlcFxAGTG+PfPgV4UClVeXh4cHHz9+nVWVlYiIiLwidqwYQMlJaWSklJaWhosfdBXz3Nzc6tvZjU9PV1TU5OQkPD48eObN2+ePn1aUlJSQEAAw47yu2OBjIzs1KlTbm5u2dnZEClhaGhodRTOQLUdFhZ26dKlHTt2bNq0CQcHR0hI6NmzZzU1NYv3WuPj4+DzraCgwMrKio2NjYuLy8rKqqCgEBAQgHjh/nroRV8Rwxn11NTU6OhoXV1daGiojo6OhIQECwvL5s2biYmJCQgI8PDwcHBwsLGxcXBw8PDw8PHx4SZ0oE2bNsGUam1tXVxcDATZfwL0JicnOzg4HD16lIKCYseOHTdu3AgICPj06dMfC73QLigUKiYmRl1dXVhYmJOT89ChQxYWFvn5+WCAB3sasPUfGxsbGhpCoVC9vb0D/xsZ7XfveoHLFFwIJiYmxv9OC7HpJgYHB8vLy0NDQ42MjA4cOIAYP9PR0QGrYnJycldX1x8Fvcig6O7uzszMdHFxOXfuHAJU4AoCap4NGzZguBj9VugFC2cLC4uEhISuri6g0aitra2rq2tubu7q6oKIcuiufQBCUKLp6enq6mpPT89Lly7t2bOHhIRk/fr1Gzdu3Lp1q6KiYmRkZENDw2K6mz8EesfHx7OysszNzSUkJBgYGBDopaGhkZGRmef1TUlJWYqP4g+B3unp6ebm5qSkJHt7e0lJSTIyso0bN0IT4OLibt++XV1d/ePHj6BqXk3ohe7xtzXt/1kqARNAXFzc7du3paSkdu3aRU5ODiiAj4+P0EJB/1+MvnR0dDdu3IiNja2rqxseHp6amhocHFwF6IW5qL+/PykpSUNDY8+ePURERLi4uNzc3Ldu3Xr9+jXYpU5PT8O0OTw83NDQEB4erqKiwsnJSUpKumnTJnx8/O3bt586derly5ednZ0wgn4L9H779m1iYqKvr+/Lly9ZWVlv376Njo5+9uzZzZs3Dx06REdHh059SUhIyMHBISoqeuLECWlpaRkZmZMnT4qKijIzM0OTkJOTCwgI/FG73o6Ojvfv38+7Qp84cYKSknLHjh0qKip+fn6lpaV/LPROTU319/dXVlY+fvz4+PHj3Nzchw8fVlZW9vf3b21tBZOT9vb2ioqK7OzspKQk4BYOCQkJDg5OTEysrKxEoVCgdfz27dtvNbPC2GGgX4I95Lt37+7cuSMtLc3IyAg2Vhs2bGBhYVFWVgZST8TcH/236Pk1MbOamZn5+vWrj4/PtWvX9u3bR0REBFPM+vXrKSgo2NnZ9+3bt2fPHmZmZioqKmxsbPgrERHRkSNHnJyc0tLSWlpakB3kL9n1AqWGhYUFYsT77e+EcTSIXntgvzYxMdHb25uZmWlqaiogIEBDQ4ONjb1p0yYKCgp+fn5TU9MPHz4MDAws5pr4c6A3KSnpxo0b86QZ5OTk4CxORETEycmppaUVHh5eXl6+VEf6Q6B3amqqoqLi5cuX6urqPDw8yDIUBweHmpqan5/f3Ny8pKQEo+3g8vftemFLPTw83NPT09TUVFlZmZeXl5yc/OrVKwMDAzExMfSFDlgG0NLSsrOz8/HxCQoK7t69e/PmzQj6YmFhERMTc3NzW1pa5ufngx3oL3cuWsavd25ubnx8HOhHjh49SkdHh4ODQ0tLe+LECUNDwydPnoSHhyclJWUupPj4+BcvXujo6PDx8cFKdP369cTExOzs7BcuXAgMDPy9u17A3bKyMl9fX21t7TNnzgBfDxsbGzk5ObK6hMplY2PT1tb28/N78+ZNwkKKiopycXGRk5ODCYiGhkZcXPzBgwcVFRV/iJlVd3c3OALKysqC85+Kioq/v/+fvOsdHBysrKyMjo5WV1ffvXs3GM26urp+/PgRNrUNDQ3p6enznHl6enoKCgpSUlJHjhwRX0iqqqoBAQFVVVXAZQhEg01NTb/Jwvm7MwVQMQwMDJSVlc1Tr0lLSyPsAevWrcPBwdmzZ4+RkdGbN2++fv36j+HD1gR6JyYm5r0IDA0NOTk50d15cXBweHl5NTQ0LC0tDQ0NL1++zM/Pj8w+REREEhIS9+/fT09PXwXoXaryMe7PzMz09fV9/vzZ39//0qVLjIyMcMRIRETEzc199epVLy+vL1++TE5OLg5k+4dA79jYWGRkpLS09ObNm3FwcMCwmYmJSUpKytnZuaCgoLu7GzFexSj+HwK9k5OTubm51tbWUlJS27dvR5ZrhISEu3fvVlBQePr06VIct78ceuFcHJZlQ0NDjY2NBQUFb968ef78uZmZ2YULFw4fPszOzk5FRYU4BAIEUFNTHzlyRF1d3cHB4dGjR+rq6jt37kSgl4iIiIWFZd7J8MWLFw0NDWAHusrQC0scLy+vGzducHNz4+Hhbdq0iYaGhp2dnZ+fX1xc/Pz58zdv3tTT07t8+bKwsDDEtUOKQEVFdfjwYT09vdevX//Gs97Z2Vk4foiIiNDR0Tlw4AAdHR0VFRUlJSXCg0NLS7t169Zt27YxMjKeP38+LCwMaDH6+/tbW1tLS0tDQkKUlJS2bt1KRkbGw8Nz/fp1Pz+/+vp6ML5dc+cidOilpqb+kxXO4Lk4OTnZ0NAQFxdnZWUlJSXFzMwMK+KEhISysrKampqSkpK4uLiHDx9evXr1wIED27Zto6SkBLdOHBwcHh6eO3fuZGRkwLEfeIitGvQC0vf19dXX1+fl5QUFBd28eZObm5uEhAQXFxe8QfDw8Li4uLS0tIKDg0tLS3t6eiCSDIaSDZlAVw16QTnf19fX1tb2+fNnX1/fkydPEi4kampqGAVcXFw3btwA152YmBgXF5eLFy/S09OD6QMhIaGwsPC9e/fi4+Pr6+t/+a4XQhAmJSUhnDCgLUT+RSoNMqCCGx0d/fLlC9DxHD58mJiYeOPGjbi4uExMTOfOnXvw4EFqampnZ+d3X7Lm0AuDor+/39fXV0BAAKbIjRs30tHRiYiI6OrqRkVFgWXZUtb+aw690ApDQ0OJiYlqamrc3NwUFBSINpGMjExEROTWrVuRkZFNTU0YLQiXvxZ6nZ2dEZO0ycnJpqYmcE+4e/fu9evXxcXFWVhYgO4bgGDLli2AAgwMDEeOHLl9+7aPj0/cAjOxmZnZnj174BQGGxubkZHx2LFjJiYmSUlJEFkPjHb7+/tXQeEMdTUzM1NfXx8dHX337l05OTkODg4YuXR0dDQ0NJSUlKysrCIiIsePH+fj44OAItu2baOjoyMnJycmJt6xY4e0tDTollAoFLzzVyqcYZqbmZmpqanx9/fX09M7evTorl27mJmZeXh4xMTETp06dfny5b/++ktPT+/27dvm5uZ379718/OrqqoaHx8HP63U1FRXV1dVVdX9+/eDFk5NTc3Pz6+goODP8ettb29PS0t78ODBsWPHEIWzv7//H6hwBpParq4uoLqVlpY+cODAwYMHr169GhgYWFxcnJaW5uHhYWJicvXq1ePHj+/Zs4eOjg6cjnbu3ElLS0tAQMDOzq6joxMVFfXly5fh4WGYOlcNeiHAS3x8/NOnT01MTMAqnoeHh5mZGTo3Pj4+Li4uHR2dsLCwhoaGj49PaWlpX1/fMmTOqwa9EBguKSnJ29v7zp078vLyO3bs2LBhw65du65cuWJmZmZhYWFnZxcaGlpaWtrY2FhdXT0fycDU1JSdnR2gFw8Pb+/evX/99ZeXl1dZWRliLfyrFM7o0PvdORrj5szMDHCezBM3GhgYiIiIbN26dcOGDcAbfOzYMTs7u9TU1Lq6usUWKMhEtrZEkjAompubnzx5sm/fPoBeLCwsLi4udXV1Hx+f4uLigYGBxft1pCrWHHrhUK+trS0gIEBGRoaGhgboSKEs1NTUZ8+effr0KRglIWKjZ3459H7+/Pnbt28zMzO9vb3vF/zFz507JygoyMHBAYcpQkJCkpKSsrKyly5dUldXNzAwuH37toWFhaenZ3JyMkShNTIykpKSAjMILCwscnJyYWFhU1PT6Ojo6upqRAkBx2erBr1zc3PNzc3x8fFPnjyxtrY2NTU1MjLS09NTVVWVk5MTFhYWFxc/e/bslStXlJSUFBUV//rrL3jg7NmzfHx8/Pz8srKyxsbGb968+S27XgR6CwsL7969KyUldfDgwUOHDsnIyGhpaTk6Onp7e0dGRqampqJ75Xd2dgJpZ0VFRUREhKmpqaioKB0dHTEx8ZYtW2RkZPz9/RsbG4eGhhAz7jVns2pubn79+vWdO3eEhYXBwhl2LX+gwnlqaqqvr6+8vNzLywuUtFxcXBcvXrx//35mZuanT588PT1PnjzJwsKyZcsW4OZlYmI6cODAmTNnlJSUxMXFmZmZ9+3bp66uPr9jKyoqgilpfHx8FaAX9ky9vb3Jycl37tw5deoUJycnAwMDNzf3iRMnZGRkREREuLi4aGlp8fDwsLGxiYmJ2djYVFRUwsLCQD0O9kGL976/G3qR3V5ra2tsbKyFhYWcnNzu3bspKSkJCAjA6yMqKqqmpqa+vr6urq6jo2NoaGhsbGx0dLStre358+ciIiLExMTgybB9+3ZpaWkrK6sPHz4gxsa/HHoRj0P0CRrJQx2C7wRQyT98+FBQUJCUlBQPDw8XF5eBgUFCQsLY2Dg+Pr6zs3NsbGypLeOa73onJia6urry8vKsrKw4OTkBroiIiI4ePerm5gaR+5anZF9z6J2cnEShUGVlZc7Ozvz8/NjY2GD0AGXZunWrqqpqTExMTU3NUtYnvxZ6IXzC9EJqbm4ODg6eN+hlZmYmJyeH4KpXr169d+/eo0ePnj17FhoampqaWlRUVFFRUVtb29bW1tPTU1ZWZmlpCQe9OAuJgoJiz549qqqqUVFRYK+HeFevGvTCQP727VtDQwOwtb9586agoODz58+lpaWZmZl+fn42Njbm5uZWVlYPHz709vaOjo7OysqqqKjIz8+fJ3lVVFSUlJSUkpJSV1cPDw9HaHp/y663oqICYqqoqakZGBjY29sHBASkpKQUFRXV1NR0dHSguyHDmTzMULcXoqbT09OTkJCwsLDIyMjY29sXFRUhNQ4TwZpDb0NDQ0REhLGxsYCAwObNm1lYWP5Y56KJiYnGxkawS+Lh4SElJeXj47t9+/arV6+SkpKioqK0tbWZmZlxcXFJSUmZmZkPHTqkoKBgYGDg7Ozs6uqqoqLCw8Nz4MABVVXVFy9e5OXlgc5n1aD327dvHR0d0dHRWlpaAgIClJSUxMTEgoKCxsbGjo6O5ubm165d4+fnJyYmhkkHHx9fSEjIwsIiNja2trYWlslrAr2Tk5ODg4OFhYX379+XkZFhZmbetGkTFhYWPT29qKioo6PjUodw4+Pjqamp+vr6goKC4Ka5ZcsW0B+mp6cjx9irDL0IBg8NDVVUVISFhamqqtLT02NhYVFRUXFycsrJyZmbm0OAYYwBi/wWMmsOvf39/fn5+c+fP798+TIDAwMWFhYJCQkbG9tff/0VHx/f1tY2Nja2vJXZmkPv6OhoQ0NDUlLSrVu32NnZofMj/zIwMBgZGeXm5gJJDkb9w+WvhV5nZ+fPnz+DoW97e/ubN2/09PQkJSVBDaumpubu7h4fH5+RkZGbmwshqEdHR6GSwf8lJiZGQUGBiIho/fr1pKSkLCwsoqKiN27c8PT0LCsrwxjIqwa93759Gxoa6ujoKC0tTUhIiIuLKykpAZMXMDP89OlTYmJiVFQUxM/Nzc2tra2FcJk9PT1BQUFXr14VFRUVFhZWVFT87c5FYH+RlZWVkZHx8ePH4uLimpqatra23t7ewcHB8fFx9OXw9PR0X18fxKgRFhbetm0bNTX17t27wa+usLCwp6cHY+pcc+itq6sLDg7W0dHh5eUlJSUFS7GoqKiqqqqllGwYvX/V/HpHR0dLSkq8vb1v3LjBzs4OjhNPnz4NCQlxc3PT1dUVEhLavHkzKSnpvn37FBUVHRwcoqOjP378WFZWBuE8ISwuKOIKCgpWE3rBwbe1tTUuLs7Y2FhSUpKJiWnHjh3Xr1+PiYkpKSn5+PGjv7//tWvXtmzZAvPOpk2bmJiYpKWl7927l5GRARaqGP1nbm7ud+96IbpnbW1tRESEsrIyKysrISHhunXrqKio5OTknJyc0tPTkfUvRt+Ynp6GJbaFhQU/Pz8RERElJaWQkJCRkVFqaupaQS9Sh21tbTExMbdu3RIREaGkpCQnJxcSEgKynrS0tK9fv0IPwSgU+uWaQ29LS8vLly8vXbq0e/duYmJiQkLCnTt3njp1ap4fraSkBCK1IOVFlxzJrzn0DgwMFBQUPH/+/MqVK9u3b0dAFzJMTExWVlZfv37FmGwR+X+5Xy+c9YI1+8jISHV1dUJCgr+/f3BwcFxcXEZGRnl5eXNzc0dHR3d3N9h1IigA5IBgwIGDg0NISMjJyXn27FkrK6uoqKhPnz719vbCw0ijrBr0jo+P19fX5+TkJCUlvX79OiUlpbq6GomtCxE2W1pa6uvrGxoawB8PHDXn5ua6urpevHghIyPDxcW1Z88eOTk5b2/v3+tchPhl/u2n8H8HAJAQRRxU4uzsbG9vb2Fhobe3t7y8PA0NDXASnT9/fn5NCiHSkBMXpN7XHHpramp8fHxUVFS4uLhISEjY2dkNDQ1XaFsLvX8VoBeqGurKzMxMSkqKbSGBzZqfn5+Ojs7hw4fp6ek3b968c+dOJSUld3f37Ozs3t7e6enpycnJ5ubmp0+fSkpKioqKGhoahoeHA2fIqp31woEWxDd0cXHR1NQ8efLkqVOnHj16BGGmxsfHy8vLHR0deXl5iYiIsLGxsbCwSElJ2dnZlZSUIiIiOjs74fwJfdL5rdAL1Q5agbS0NEdHR3FxcbBCwsHB4ebmvnPnDsTzGRsbQx8OSPcGQvz6+vrg4OCTJ09CqL5Dhw4ZGhquIfTOzMyA50JOTo6tra2UlBSYAnBxcamqqr569aqgoKC3t/e73E8Ylb9W0Avz0tTUVHl5uYWFBRcXFwEBAVBPHD161NLSMi4urqWlBWkUDLHRL9cKepFps7u7OzExEc716OjoEOjdtGkTISEhHx/f06dPu7u7oSzokiP5X7vrRYIGQiWPjIx0dna2tbWhUCiI2APDcDEKjI+Pv3//Xk9Pj5+fn5aWloKCgoODQ0FBwd7ePjExsbm5GU4uMBpldaB3dnZ2cHAwLy/P39//2bNnPj4+sbGx5eXlSKgDkOpvcMPEuPb2djjOY2dnZ2NjO3bs2LNnzxBP8V+pcF5eRYM0OUbmy5cv8xbwCgoK7OzsuLi4tLS0sC3IzMxcyqluzaG3vLzc2dkZiOZJSEi4ubnNzMySk5MbGxuRoziMYmJcrgL0gpV/Z2enr6/v6dOnOTk52dnZhYSEtLW1X7x48fDhQxkZGQgJhzhU5OTkIDF/xsfHa2trXV1dZWRkZGVl79+/n5WVtcoWzmDRMzg4WFtbm5GRERER8eLFCx8fn6ysLORgsru7OyYmRkNDQ0BAgJaWFsjN6ejoZGVlX7582djY+F1W6t+x6/3w4QOEsp+ZmQGV5rNnz1RUVDg4OODsipaWVlpa2sfHB/oJsurH6Btg0d3S0hIeHi4rK0tCQrJ58+aDBw/q6enNE/2v1a7327dvwHjs6up67tw5YNnl5OQ8ffr0vKd4Xl5eV1fX8npmpJhrCL2Tk5MDAwOZmZlqamoIpQk9Pf28X2xcXFxVVdVSJ6OI8JBZW+idm5tra2sLDw/X0tISEhKipKREoJeSkpKXl1dVVTU2NhYZIxjCw+Vvgl54OfBLIHzj3xUAbg4NDcXExJw9e5aBgWHr1q28vLyKiopubm7v37+vq6tbajpdNejt7OyMi4uztLTU0NDQ1ta2t7dPTk5GrJSXKdfc3Fx3d/d8RDs1NTUwSZGQkHjy5El7ezv8as2gF9YLU1NTKSkply5d2rJlCyEhIRzjWVtbQ0SIpep9zaG3qKjI0tJSWFiYhoaGhIQEwiekp6fDGm359oC/rgL0gra2pqbG1taWi4uLioqKm5v79OnThoaGTk5O+vr6fHx8ZGRkQFd769at5ORksAqGXVdDQ0NaWpq1tbWcnNyVK1f8/f3BZhWOc8bGxlbNzGp6enpsbGxgYKCnp6ejo6OzsxOIGmBtMTIyUlJS4uPjo66uzsXFBUywFBQUR44cefz4cXFxcW9vL2IVjDTNb4Levr4+iF4Otgv6+voiIiJgBUZNTS0gIKCjo5OYmDgwMLCYHwqRDSJpgpuAlJQUCQkJGRmZgICAvr7+mkAvDNXR0dG8vLxHjx5dvHiRg4ODnJwcXCbMzc3fvn3b0dEBLm3sKtkAACAASURBVLxIKZbJrBX0QsV+/fo1PDxcXl6ejIwMiMP27Nnz4MGDhoaG0dHRFa4e1hB6oYNBoEMgEUNcwDdt2rR7924VFZXnz58j3H9LNcTvg17oMKDyXGY/BjqtpqamFy9eHD58mIKCgouL69q1a0+ePIGDLfT9LkYpVgF6Yfve2Njo4+OjpKQkupCUlJT8/PwQ+MSQCuOyv78/PT3d0dHx0qVLfHx84uLi8847yG/XDHq/ffsGdFdubm68vLzr16/fvHkzDw+Purp6ZGRkfX398PDwUsNgzaE3Pz/f0NCQh4cHiNDm5b93796fBr1jY2MdHR3p6ek3b97cunUrCQkJPz+/kpKSrq6ugYGBoqLi3r17GRkZwX4nLCzs69evAGZg9ZCYmOjm5qahoSEnJzcfqPL169dw4gLkoGvFZoXRuefm5sBlGZRvYOq5bt06AgKCvXv3amlpQYDPxeqT3we9QPVVWVnp6ekJehEgRt2zZ4+Ghoavr295eTnim7u4OHNzc2DZUVtbGxAQICUlRUpKSkVFJS4ubmZmlpGRgaxHV83MClyTW1pa5v3vVVRU9u3bR0VFRUFBISAgAIE3wDnwu2X57s21gl6gXUxOTrazsxMRESEkJCQgIAD+0ZCQkH8MU41eljWEXkCd/Px8GxsbMTExenp6fHz8DRs24OLiUlFRHT9+3NnZOSsrq6WlZflN52+FXvS6wsgjByvDw8Nfv36Nj4/X19dnZWUlIyM7duzY48ePMzIyEMonjN8il6sDvdPT07W1tW5ubjIyMjw8PHx8fBcuXPD19UXgEykLIhh6ZmhoqLCw0MfH5+bNm0JCQqKioo8fP0Z+u2bQOz4+Xlpa+urVq3nyPwg+w8PDA7RWZWVlEPh2qRXTmkNvTk6OtrY2BwcHcCPs37//zp07qampTU1NyMyI3gaL86uw60UO0c+dO0dNTQ0ectevX1dRUblw4QK4fomKis4zISckJMBaZ25ubmxsrKWlJSUlxcbG5tKlS8ePH5eVlb1161ZaWtrw8DCsZ383h/Pi6lrmztTUVGtr6/v37+cDDBw6dAi40rCwsGhpaUVERHR0dMLDw9va2jDe8DugNzs7G1juenp6cnJyrKys4AR6w4YNREREsrKyAQEB1dXVKBRqqY4NQiJnvUFBQcC1RE9PLycn5+jomJubi7g2rhr0jo2Ntbe35+Tk2NvbCwsLb9myhZycfOfOndeuXQsNDf3y5Ut/f/9SynOMaofLtYLe8fHxgoKCR48eKSgosLCw4OPjb926VVxc3MTEJC0tDdHkf1dmjJtrBb0zMzODg4Nfv36Njo5WVVVlYWEhJCTEwsLCxsampKTcu3fvzZs3wUh7MXU2RhHWFnpnZmba2tri4uJu3bolLCwMwaE1NDQyMzM7OjqQTo4hM3K5OtA7OTn55csXIAw+cODAkSNHNDQ0IiIiEAPJ5aF3ZGSkvLw8LCzMyMhIeCE5OzuvJfRCqMX6+vqQkBAtLS1RUdEdO3bs3LkTtJolJSU9PT3LG2usOfRmZ2erqalBwA0SEhJBQUE7O7sPHz60tbX9Y6eB3rMK0Nva2hofH3/37l1xcXFycnJga1NWVr548eLRo0cPHz4sKip68eJFDw8PsNkbHR3t6+urrq5OTk5++PDhmTNnuLm5eXl5z549a2trm5ubi3g6/mnQ29XVVVhY6OHhceLEic2bN2/atGn9+vX4+PgMDAwQP6eurg4ZtJD55dAbGBj48ePHvr6+kZGRr1+/wvHz9u3bsbCw8PHxd+zYoa+vX1xcvHzHBtmAp7qgoMDNzW1+pUxKSsrKynrlyhUPD4+SkhJEeb5q0ItCoQoKCry9va9evcrExERERMTIyHj8+HFHR8eSkhLEWAyjhpe5XH3oBaOBnp6euLg4NTU1Hh4eMjIyfHx8Dg4OFRWVFy9eQEGWkRnjT2sFvbBxT0lJcXJymu/bpKSkcMoLRtqnT58GS2OgQFgeGNYQeqenpwcHB4uLix0dHY8ePUpPT09MTMzFxeXk5AR88rDEx6hz9MtVg96qqqqHDx8eP35cQEBARkYGaDFWeNY7PDz86dOnwMBAXV1dQUFBISGhBw8etLa2QkHWYNeLQqFKSkpCQ0O1tbUPHTrEw8MjKSmpoaHh5eVVVFTU1dWFTC7odY2eX3PozcrKunbt2rZt2/Dw8GhoaKSkpF68eFFdXT0wMLC8LhEpxSpAb11dnb+/v7q6+v79+0lISGhoaI4ePXr9+vVz584dPnxYUFDw2LFjN27c8PLyKi8v7+joqKury8nJ8fX11dPTg3jp4AuvrKz87NmzsrIypGh/FPTCHrGpqen169eampoQhBhMnUlISPbt22dlZVVdXY3UPGR+LfQGLqR5XQgEevrw4cPjhejr1NTUhISE7OzsZ8+e9fT0XIrSD0O22dnZ8vLy58+fX7t2jZWVlYCAYPfu3Zqamn5+fkjI6rm5uVWD3saF4y5FRUUeHh4SEhIKCgoJCQlLS8s3b94sVidglOW7lwC9PT09JSUlL1++tLe3Dw4OXmHlYLxwfHw8LS3N3Nz81q1b8+xaSymNgYAC+AakpKS2bNmCg4ODi4vLy8trYmISExNTW1v7j9MO+qfXCnoh0OGDBw/Onj3LxsaGkCGTkpKKiIjcvn07Ojq6ubkZXdSl8msFvXNzc8PDw9XV1RERESoqKmxsbFRUVKysrGfOnAkICFgqdClGKVYNemHXKyUlJSgoCPq/t2/fLm+/hog6OjqalZXl5OQkLy/PxcXFx8fn6OiI9PPVg17k7L26utrf319bW/vgwYN0dHT79+83NjaOjo4uLy8Hfd0yFihQqrWCXijCzMxMenr6hQsXqKioCAgIWFhYlJSU5kOF9/f3T09PL7/SRFplFaC3trYWPKC4ubmJiYmpqKjExMQUFRVPnTp1cCEdO3ZMWVn54cOHb968ef/+/evXr93d3ZWVlSGQCyEhITk5uYiIyDylanR09NevX5Gj91WDXqjwxf8i1QiH09++fRsZGSksLHR0dARmLgICgo0bNxISEnJzc9+9e3cVoDcoKCgvLw+FQrW2tkZGRurp6QkICJCRkdHQ0EhLS9vZ2UEoQ5Aco5OgF3BmZmZgYGDey0VZWZmLi4uYmJiIiOjgwYNmZmaxsbHgbgcvWTXo/fz5s7GxMbgmY2FhMTAwzM+YwcHBZWVliAsvehEgj9FG6A+gQ6+vr6+9vX1ISAgyJaH/8B/zK4TekZGRurq6pKQkU1PTffv24eLiwuGosLCwk5NTZmZma2vr8iejGJKsPvRCBfb19UVHR0PgWEJCwo0bNwLXMQMDg5KSEvDNgZk9DA0MsdEvVx96oQhTU1Pgtm5tbS0uLk5NTc3AwCAlJQVnditEtdWB3qmpqZqaGldX11OnTgkKCh4/flxLSysqKmp5vSwUc2ZmprOzMyQk5MaNGwICAkxMTAC9DQ0N0AqrB71gPNLa2pqQkGBkZCQqKsrIyEhLSyspKfn8+fMvX74MDg6u8MRoDaEXjGgSEhLk5OTIyMiAiUJbW/v9+/c/tGpeBeiFqp5nHzxy5AgZGRlsAU+ePCkhIcHLy7tv3z4BAYHjx48rKyubm5vfu3fP2NhYSUmJj4+PnJycjIxs165dEhIS8xHd5419CgoKurq6kNZZNeiFPop0ZcTDG30GARibnZ2tqqpyc3OD3QAhISE2NjY1NTXMrWBBhv6rX7jrTUhICAwMRKC3sbHR19f36tWrnJycxMTEDAwM86QHr169KikpWWzthS4ScMtUVla+e/fOzMyMn5+fgoKCmJiYiYlJXl7++fPn+fn5nZ2dyAJo1aC3pKREQ0ODgoICdJvbtm27fPmyl5dXQUHBCjVv6MWE/OTkZG9vb2lp6epALwqFglBjioqKTExMUBB8fHwpKSlfX184rkYqdrG0i++sPvROTk729PQUFxcDfyc+Pj6ALliKiYmJzVtdZWZmtrS0rPDQevWhd3p6ur+/v76+/u3btzY2NjBUIUCOkZFRVFRUZWXlCm1lVgd6p6en6+rqnj17du7cOf6FdObMmXmFVmlpaW9v7zJrtf7+/i9fviQkJJiYmIiKirKysu7YsWP+4M/NzQ1ZYq4e9E5MTDQ0NKSmptrb2x89ehS8uPbv36+pqZmYmIhCoRCK5sUdHePOWkEvOKt1dXWFhoYeO3aMhISEmppaTEzMwsIiJycH0cdiSPvdy1WA3pGRkaampnfv3mloaNDR0WFjYzMwMPDy8vLx8e3du5ednX379u309PQ7d+7cu3fvvn37uLi4WFhY6OjoaGlp+fn5tbS0Xrx4kZqaWlVV1d3dDUd6UJbVh97p6emJiQnwzceoT2QHWVlZ+fDhw/nJlJGREQ8PD06PYCuwWAX3O6A3Pz8fZpYXL14oKCiwsbEREhJu375dVVU1LCyssrJyKXUoxEMcGhr69OnT8+fP//rrr4MHD1JTU5OQkGzfvv3o0aNWVlaZmZldXV0I995qKpzLysr09fUZGRkhDDt4OkGQKGQegUaBRRJGA333cmJioru7u6io6OXLlw4ODqGhoYvb6Ls/xLi5wl1ve3t7VFQUBHugoqIC6CUlJb148SLEw4FA1BgvX+Zy9aEXDkdfvXqlqqrKxsYG+90NGzZs27bt6NGjoDjEIDpeRv5fzmaFUGoss9uGaFdxcXF37949fvz4jh07Nm/eDEQOgYGB9fX1oDhcXmz46+pA78zMTFNTk6+vr5KS0v79+xkZGYFm0d/fv7i4eCnd+MzMTFVVlY+Pj6amppCQED09PR0dHTc396VLlwICAn4jm9XiigMHKRQK9eHDBxcXl0uXLrGyspKTk3NyciopKT19+hTIP1c+btcKegFy6uvrfXx8REVFiYmJGRkZz5w5M09PUVxc/EOr5lWAXqj2pqYmJyeneRMGfHx8MjIyRkZGVlZWNjY2BgYGYmLiDRs2rF+/fuPGjdjY2PDAjh07hIWFb968GRoaWlNTMzAwgIRcRUBu1aAXgruNjY11dXXV19c3NjbCkQT69hch9M/KyjIxMREUFKSiosLDw6Ojo5OWlraxsZlffCz2VfiF0BsfHw+73vz8fBQKVV9f7+XldfHixZ07dxISEjIyMqqoqAQFBc3vHbu7uzFWD0ARNTg42NbWVlpaGhAQcP36dQ4Ojs2bNxMSEm7btu3IkSPAI9bU1IRhorVqu97q6mp7e3shISFqamocHBw8PDx6enoxMTFLS8uMjIyurq6hoaGRkZH+/v6Ojo729vbe3t6hoaHR0dHxv9Po6CgKhWpra2tqampubm5sbPzy5Ut+fj5Eo3J0dJyn22xpaVk8dfzjnRVCb3Nzs4+Pz6VLlzg5OUlISLCwsAgICDg4OAwNDYuLi2HmQbr3P34UXNpycnIcHR3v3r07b7oF2ojlDdcXvxYIF9PS0iIjI4OCguLi4iorKxfbacJAbm9vj46OhlDzNDQ0sHrAxsbm4eHR1dUNCgoqKytDfBAWf2vxndXc9QLHQEdHR3Jysr29/enTp+np6XFwcEhISPbu3WtoaJibm7tUpJPFksO64XcHDYRe0dbWFhkZqaOjc+jQIQoKClJSUkFBQX19fX9//5KSkt7e3pGRkcnJSaD/GxsbGx4e7ujoePPmjYaGBmLNR09PDxp1dDqO1dj1wuTY0NDg6+urqKjIzc1NTU0NkXo9PT0/fvzY1dX13fpd6uZaQS/EZ66srHR3dxcSEiIlJeXg4Jgnkffx8amsrPzToBdqr6+vz9fX98SJE1u3biUiIsLFxSUgIIAMjF74FyI/8/DwXLp0CWicKyoqIIDr4lZYNeidnp4eGRlpa2vLysoKCAgIDQ2FxSbGHNfT01NYWOjp6Xn+/Pnt27fj4OBgY2Ozs7Pr6enFxcXV1NQs3m7+DuiFs96mpiZ/f39lZeU9e/YQExPT0dHJy8u7ubklJSVVVFRAIGGkSmdmZrq6ukpKSqKiohwcHBQVFTk5OYmIiMDvRVRU1NTUdJ7rp7y8fDHL0qpBb2tra3h4uI6OjoCAAAkJybp16/Dw8BgYGGRlZR0dHV+/fl1YWFhVVZWbmxsbGwuhyUpKSmpqapqamlpbW5uamr58+ZKZmRkcHOzh4eHm5vbo0SNbW1tTU9Nbt26ZmJg4OTm9fv365yy2Vgi9LS0tXl5e8vLysB4iJibm5ua+fv36y5cvkbM3pFFWklnlXS9EYnV2dpaQkNi+fTtom9etW4ePj3/06FGwguzu7v6hKWg1oRfRls8bG167dg2izWNhYbGxsV2+fBk4g1dS7cgzq7Drhe17b29vZmbmgwcP5OTkqKmp161bR01NffDgwevXrz969CghIaGioqKvr294eLinp6e+vr64uPjt27fW1tYiIiJkZGTr1q3btGnTvn37zM3NExMTa2pqEI36b4ReZC0JsTk/fvxoZma2f/9+GhoaBgYGMTExR0dHcOGdnJz8oSXnGkJvb29vSUnJ48ePwYiGj4/PxMQkKiqqrq4OOQpF+scymVXY9cLXBwYG4uPjdXV1hYWFwfsedyHh4OBAIB1cXFwIviQmJqampubj41NWVgarOSBDX9w0qwa9QBr8+fNnLy8vdXV1LS0tf3//8vLynp6esbExiFA2PDxcXFwMD/Dw8BATE2NhYZGRkUlISHh6en79+hWexGiLXw69gYGBubm5sLeLiYmZD3UgJCRETk5ORUV15MgRIyMjDw+PuLi4oqKi9vb2iYkJEL6npycvL+/Vq1e6uroiIiIMDAxERESEhIT09PQiIiKwdGhraxsZGUFmVaQ5Vg16BwYGwEfixo0bTExMGzdu3LRpExERETs7+6lTp4yNjZ8/fx4REeHh4WFoaKilpWVjY/Py5cvY2NjU1NSMjIz379/HxcW5urpqaGicPXtWVlb25MmT4uLihw4dkpSUVFFRcXJySkxMRLhtMVpq+cvloReZghoaGjw9Pc+ePcvCwgKHoxcuXIDjaiR+6vIfwvjrKkAvCA/7RRQKlZGRoampSU9Pj4uLu3Hjxg0bNmzcuHHLli1XrlxJSUkZHh5eOZsYlGUVoBeK8O3bt56entLS0rCwMENDQwjwDAQgJ0+efPjwYXp6ekdHB9KxMar6u5erBr0QbzsyMlJfX5+LiwsbGxsPDw9Y4mVlZW/fvg2Rtqurq4uKihITE318fCwtLaGn4ePjY2FhbdmyRV5ePjo6ure3Fz2S5m+H3omJiZaWloyMjKdPn4LCh5OTU0ZGxsLC4u3bt0upy79b3chNBHpdXFzS09NbW1vR5ybksWUys7OzAwMD1dXVmZmZoaGhXl5eMTEx/wifsHYrKip6+PDhgQMHNm/efPjwYWD1bGlp+TOhFyIXvXr1ytzcXElJSUpK6tjf6fjx4xD19vz586qqqnfu3Hn58mVBQcE/Bl8C6G1sbIyJibGzs3N1dS0oKPiho26kaaqqqh49egTnyotP+8bHxyGuqoODw/Hjx8XExDQ1NZ88eRIWFpaQkPDu3bu3b99GRkY+fPhQWVlZWFiYgYEBwidLSkqamZmlp6cv3u/Cp38t9AYEBAQGBoJzUU9PDzgXnT59GkjE2NnZpaWllZWVb9269fDhQ39//7i4uDcLKTAw0NHRUVVV9dChQ+CJREdHB77UJiYmgYGBVVVVGFt8pOpWDXrHx8c7Ozvz8/PniTllZGR27drFwMBAQ0NDT0+/e/duERERJSUlLS2ty5cvCwsLHzx4UFpa+vr163p6emZmZlZWVvb29tbW1lpaWqdPn5aSkrpw4cKNGzeuXbt2+fLlq1ev6ujoODk5xcfHI1QDSAFXkvlH6J2YmEChUPn5+dbW1qKiorS0tDg4ODt27DAyMsrKympvb0d2ISv5HPLM5OTkx48ff6vC+du3b+Pj4729vZWVlfHx8ba2tqKioog3EazPREVF5+2VysvLEcFWnlkF6J2enh4eHm5ra8vOzvby8oIwgtu3b6ehoQGzo/nYXImJibW1tYODg2sLvXp6ek5OTiUlJRjDbXJysrOzs6io6NWrVzdv3hQXF+fk5KSioqKmpmZjYxMVFdXQ0Hjw4MHTp0+dnJxMTEyuX78uKSnJw8PDxMS0ffv2ffv2nTt3ztnZeXEb/UbonZmZAZO2Dx8+2NraysvLAw3mfIg3T0/P3Nzc5ubmZYzElulDvwl6IRjOMt+dmpqCXa+zszNA75EjR9zc3HJyciBCzjK/xfjTqu16p6ene3t7q6ur8/PzU1NT4+Pj36Cl+Pj4t2/fvnv3LiMjo6CgoLq6uqen5x/XEKsJvZ2dnR8/fpyn9RYSEmJiYuLk5BQSEpKSkjp//ry8vLysrOzRo0f5+PhYWFi2bt1KR0fHycl5+fJld3f3rKys1tbWpRYEvxx6AwICgM0KKDViY2O1tbXZ2dkJCAhISUm3bt3Kysq6Z88efn5+MTGxvxc/x0RFRXl5eVlZWSkoKCB2iJSUlLm5uZ+fX0ZGRm1t7TJr018LvYmJiUv5dUA4h9bWVmBy+Ouvv+Tk5A4dOrRr1y5aWloqKipGRkY2NjZGRkaIIUhLS8vExLRz587du3fz8vJKSEicPn367Nmz58+fv3nzpru7e1JSUmpqalJSUmho6OPHjx0cHCIjI3/HWe+3b99QKFRVVVVYWJiysjIwWG3cuHHnzp329vZ1dXUrJ23GGL+/HHoDAwMxznohIF15ebm/v7+qquqBAwcQAzFsbGx6evrjx4+bm5vHxsYiLA0YQi5/uQrQOzY21tjYmJ6e/ujRo/Pnz+/evXvLli0EBATMzMxnzpyxtraOj4+vq6uDKHt/JvRC5+/p6amurs7KygoMDDQwMBAWFmZiYqJcSKysrLy8vPz8/Pv37+fk5GRiYqKhoWFkZNy/f/+ZM2fu3LkTERHx6dOnxb4A/xZ6Q0NDo6KisrOzF2sMpqenh4aGampq/Pz8zp8/z8XFJSgoqKys7O7uDvwMP1TX6N1ocHAwOTn5wYMHEODiX+56w8LCvL29Y2Nj6+rqMJY86B+dm5ubnp4eGBioqqp68eKFpKQkCwvLvDVNSEhIRUVFf3//8r/FeNXAwACYXN69ezc7O3sphMD4Ffrl7OxsRUWFi4uLoaHhq1evmpubl6pPMNNAAjgulUHieaF/5bt5JLROXFycnZ2di4vLv9z1amtre3l5LZ58JyYm4BzX0dFRREQE4sZv2rSJgICAYiHBoTUeHh4hISEtLe2+ffsuXrz45MkTMDlZxkG8oaHBz8/v3r17L1++LC8vB+LSpSrwu5UwNTXV1tYGtkJgZgVsVlNTUygUqri42MXF5eTJk8zMzJSUlMTExHh4eED0sXHjRmD+w8fHJyQkJCIiIiUlpaSk3LFjh6SkpJWVFewDhoaG0K3JFsvw9evXp0+famlpubu7L6brWvz84jtjY2OpqamWlpYWFhZJSUmLj5PRfzI2NlZfX5+amgruQNra2rKysjw8PGAnT09Pz8DAsH0hMTAw0P+d2NjYDh06JCcnd+3aNUNDQ3d393n+c+A4hNBYQUFBDg4Ov4RSIyEhAUNh8+3bt66urvz8/GfPnsnKypKTk4NlAwcHh6urK+L/il7MFeZB4ezk5HTv3r3Xr1//tJnVly9f0tLSoqKigoODX79+XVVVhfgoTk5OghG4m5vbyZMnGRkZKSgoNm/eTENDs3PnTsDd6OjoioqK5Z3WlirRL4fesrIyjFV7f39/dna2q6vr5cuXmZmZwa6Klpb22LFjdnZ2SUlJ9fX16K4TS4m6+D7wYYHLzNOnT11dXdPT05fvwItfAne6urqCgoL09fWdnJxKS0u/OwkgU2hXV1dMTIyBgcGJEyf27Nmzbdu2LVu2UFNTU1FRUVJSUlFRbdmyhZ6eno+PT1FR0dHRMTU1taur67sDube3NyoqyszM7MGDB3l5eUggwsVyrkNugbNwTk5OXFxcVFRUQkJCYWHh4iOT6enppqampKSkO3fuCAoKsrKynj171sPDIy8vb6n1NfKJ5TNjY2MZGRkuLi4eHh6ZmZlwGIbR6su/ARTOYP0RGRkZEBCQmJi4eOpf/BJYR6ekpBgaGiooKDg4OBQWFqJQqB/6+tzc3MjISGxsrJGRkZWV1cePH/8N9BoZGQUGBv6oqdriov3ond7e3sTERHt7+38JvS4uLnp6er6+vt897ZucnAT7/vPnz7OwsODh4cHsuX79+k2bNkFgbVD+HDt2zNjYODAwsLi4eCk9M1LG1tbW4OBgOzs7f3//ysrKoaGhlfu2wUsQ6H379m1YWFhkZGRhYSF8d2ZmpqenJysry9XVVVNTU0pKau/evVu3biUgIADh161bh4WFRU5OzsDAsHPnTn5+/nPnzpmamnp7e4NrJjL/IgIvzjQ1NT179kxHR8fDw6O+vn7xA/94B4FeS0vLtLS0f1RBjY2NtbW1VVRUfPz4MT4+HvyCzMzMjBfS7du3TU1NzczMTExMbt26ZWRkZGhoaGZmdv/+fS8vr9DQUJgoent7EcHa29vDw8MdHByCgoIw/JSQZ5bPQLTXO3fumJmZvXv3bnER4KDax8dHTk4OifCze/fu+ZNpDJxe/kMYf52dnS0qKnr8+LGtrW18fDwETPyhxTdMAgC9YJ6WnJyMsfofHx9va2tLTU11cnK6ceOGjIzM0aNH5eXlTUxMvLy80tPTYcv4o99FypKbm2tlZWVkZBQTE/Nz+N3R0eHv729gYPD48eOqqirkzZDp7Oz08/O7cOECGJaTkpIePHhQWVnZ1dU1IyOjpaVlsTk3xhuWuQRV8IcPH549e/ZvoLe7uzs4ONjIyMjZ2bmiomKZL8KfGhoakpKSvL297e3tDQ0Nr1+/fubMGWlpaSkpqdOnTysrKxsbGzs7O4eGhn78+HGZY5ShoaHXr1/fvXv38ePHBQUFo6OjcDS+WIDvQ29kZOSbN29ydK458wAAIABJREFUc3M7OjognByyqUKWPIqKihwcHLt27dLS0kpLS+vo6BgdHYXIycjDP5Tp7+9PSUl59OiRu7s7QC+8cLHQS91BP+uNiIjw8/N78+ZNXV3d1NTU8pJMTU2Nj4+D4Y+9vX1UVBR0oH/8IcZr+/r6IiMjDQwM7t279++h18/Pr7W1FeMT6Jewo13hv+g/XCo/PT3d1dWVkJDwS6BXV1fXy8urqakJ43PT09NTU1M9PT2xsbEaGhr8/PzU1NTg0Qj+IVRUVMzMzAcOHJCRkbl9+3ZcXFxDQ0N/f//4+DjGqzAu6+vr/f39bWxs5lUyAL0rZyKDToUOvaGhoeHh4Tk5ORDcaWpqamRkpKWlJT8/PywszMrK6tKlS4KCgmBFBVteGhoaHh4eUMaqqam5u7vn5eW1traCgRvYYUGQKAzJkcuamponT55oa2t7eHj8+13vu3fvhoeHkZcvzoBr9cjIyODgYF9fX1dXV2NjY2Vl5adPn0pKSkoX0qe/U2lpaXFxcVFR0adPn2pra1tbWzs6Orq7u/v7+xH7OHCtCQwM/JdEkunp6ZaWliYmJvMxcIaGhtAlhxOisrKyV69enTt3DlHYzrtvubi4wNkK+vMrz4+Pj+fk5Dx8+NDGxubfQ29MTEx4eHhiYuKXL1/AEufbt2/grzIyMtLa2lpYWBgdHf3gwQMTE5PHjx+np6c3NDSAE9f4+PiPTj5QzPHx8aysrLt37xoaGv4b6A0ICDAwMADuaIwKrKysNDc3Z2NjIyAgwMXFZWNjU1NTCw4OLi4uhv0S+Nph/GollxAIoK2tLTMz85dAr6Gh4f3790tKSjBQDIRBZk74bnd3d1NTE1j1x8TEPH/+3NnZ+cGDB+7u7jExMYWFhV+/fm1rawNG96mpqe8O5J6enujoaEtLy0ePHv0A9HZ1deXm5kZGRj5//tzV1dXHxycpKamwsLCoqKhwIeXn56ekpLi5uamoqIBbMQsLy3zY8PDw8Ly8PHjmJ/4tWkiZmZlPnz7V1dW9d+8e7FZ/9MwGgd60tDQvLy8bGxtnZ+fY2NiCggKkCN8VDwRITEx0d3d3cnLy8/PLysoqLi7+7sPL3Hz//v2DBw+uXbtmYmKSlZX1b3a92traTk5OSUlJ+fn5BQUFy3z0V/2poKAgLy8vNTX1xYsXd+7ccXV1LSws/IkizM3NlZeXz5+6KSoqWlpavn37FqoXkbOoqKi4uDg7Oxt8Evj4+KipqbGwsNavX4+FhUVERERLS8vBwXH48GF5eXkzM7OwsLDCwkKY95GXYGTgE7DeVFdXd3V1LSkpGRwc/AnobW9vz8/Pj46OdnNzc3Bw8Pb2TktLQ4qQk5OTmpoKe2tlZWUxMTEWFhYyMjIcHBx8fHx6enpBQUEZGZmLFy+C0jgjI6O8vPzTp08AWhhiL76MjY01NTW9du2ai4vLYrqupRad6Pdh12tubq6rq/v8+fMPHz4s34WgORCgLS4uhp6Q978pPz8/Ly8vNzc3JycnLy+vuLi4bCEBSMNgyc3NzcjIiI6Oho3jv6HUePfunZ6e3vXr111dXT98+ICM36KiooKCgvfv34eHh9vY2EhKSiIKZyYmpnkT9NTUVOThxdW7zJ2ioqK8vLyXL19qaWlpa2uHhoa2tbWBOwB69f5jHhYfKSkp/v7+jx49cnFxiYiIyMnJQaSCvpSbmwu+vy4uLvfu3Xvy5ElSUlJxcfHKu8p3y5Kbmwu0DxCNZxmrgmUKArtebW1tU1PT8PDw/Px8+FZ+fv7Hjx/n/RHOnj1LTEy8bt06HBwcDg4ONTU1f3//9PT0/Pz8Ffbz7wqfl5eXlZX19u1bPz+/+/fvwzb6hxTOiGK5o6PDx8dHWVlZR0cnODgYHcW+++mSkpJPnz6VlpYWFhZmZmZGR0d7e3u7ubm5uLh4enpGR0dnZ2ejj5HFL4FxlJaW5ujoeP36dQsLi6ysLFCYIVKh1/n/7Hq7u7vz8/ODg4MtLS2vLqRbt27Z2dk5ODjY2dnZ2NhYWVkZGxsrKCgcPHiQhYWFlpaWmZlZSkrKyMjIzs7O3t7ezs7O9seTvb09WBVeunRJTExMWVk5PDwcQvUh3hfoQi+Vn52dHRwcrK2tfffuna2trYKCwrlz5/T09JAiLCUaCA+0i/r6+qampjY2Nj9aHDs7O0tLyytXrpw4cUJbWzs9PX2xomwpyZH7s7OzlZWVbm5uf/31l5qamqmp6b1796ytre0W0lLy/8v78HJra2sLCwsTExMDA4Nbt255eHiUlpb+HPSWlJSYmpoeOXLk9OnTJiYmDg4O9vb2iJB2dnaOjo42NjaamponTpzg4uKC414cHBwiIiJKSsrt27fv2bNHRETk9OnTqqqqZmZmjo6OTk5O6C9B3gYZBwcHR0dHQ0NDaWlpcXFxU1PTnJycgYGBH506p6amOjs7CwsLwfLi3LlzV69eNTMzgyLYLyRbW1sLCwstLa0LFy6Iioru3LmThoaGmJiYlJR0x44dQkJCJ0+ePHPmzOXLl3V1dW1tbR8+fAjCLz864K9GRkbgq+Po6LiYpBrpJ8tkxsbG0tLSzMzMrl69qqWlZWlpaWVlZWNjg1FjyCW0vr29PdSh4xLJyckJ/S9OTk7379+Hm0j73rlz5/bt26CUtra2Bu3RMqIu9aexsbF5VceVK1fExMSuXLliZWUFUxAyyVhaWurq6iooKAC/Abjl0NDQnDx50tzcHEbu8rWNFB8y0CdtbW1VVFSEhYVlZGSePXvW1NT0o/0HFM61tbXJyckuLi6qqqoKCgqamprW1tZQBFtbW6QUNjY2d+7cMTY21tXVvXXrlrW1NdTnj848SFns7Oysra01NDRkZGSUlJSCg4MX2wEtVefo99vb2wMCAtTV1a9evQo6PFtbW3t7+3v37t26dUtJSWnv3r2EhISbNm0iJSXdtWuXrKysgYEBTFM/JzwyBZmamhosJDMzsydPnmRnZ/8c9La0tMz7aIDrh5aWFnRvpKIwMtAiMMnAUL179y54qBsbG5uYmNy9e9fBwQE6PPT2xb0LUMzCwuLs2bOCgoIqKipISIbZ2Vn06oX8/4fe2dlZFAr1+fPnmJgYUKadO3dOVVVVX1/fwMBAT09PR0fn5s2bysrKcnJy4G8gICAgLi5+/vx5dXV1vb+T7o8nfX19IyMjbW3ts2fPSkhIqKurx8TEtLa2goJxsdBL3ZmdnQWexYyMDCcnpwsXLsjKyl6/fh2KsLxcenp6hoaGwAZgbGwMRV7+Jxh/1dPT09LSUlRUlJeXt7S0/GmFc11dXUBAgImJiaampsZC0tbW1tXV1dPTw/jir7qEptPS0lJdSLBYgaCtPwe9sOsFC1hNTU0DAwN9fX1EWqhqPT09VVVVeXn5Y8eO8fPz71lIvLy8hw4dkpCQOHXq1OXLl9XU1HR0dPT19Q0NDZdvEQMDA0NDQ1VV1RMnThw/fvzevXv5+fk/sesF0/Hy8vKIiAhjY+PTp0+fP39eQ0MDioB0EughmpqaEPxYSEgIuDyPHj168eLFGzduqKmpqaura2trGxoaGhkZoRcfqQeMDLSvurr6hQsXrl69+tMK5/Hx8dzcXGdnZ21tbXV1dU1NzZs3b0IXwvji4ks9PT0YLCC20RIJmkNfXx/pk4jwysrK6urqJiYmT548SUlJQQj2lhqz370/NjaWlJSkpaUlLS196dIlXV1dpPXho1paWioqKvLy8keOHNm/fz+cfPHy8srJyUF/gy69uIBL3UH65MWLF8XExM6fP+/j49Pc3PyjWhOIjd3c3PzhwwcPDw9VVVU5OTlFRUUdHR2kCDCWoVfDzG5qampiYvJz0w56iWCWVlZWVlBQ0NHRiY2N/bmz3u7u7tjYWHNzc/WFpKmpqaurq6+vr6mpeeXKlVOnTh0+fJh7IR08eFBSUvLixYuampp/I8BPTlN6enra2trgoqalpWVraxsQEFBSUvJDh/cIyLW1tQHz68mTJ5WVlVcIAdAoRkZGAAQmfyfEygG9z6PXPNSPkZHRzZs3ZWVlxcTEbt68mZycDPZPiFTovf1/oHd0dLS9vb2srCw+Pt7b29vT0/PVq1chISGhoaHBwcFBQUEBAQG+vr7u7u6gBH/06NHTp0+9vb0DAwNDFlLwT6WQkJCwsLCgoKBnz565uLgEBwd/+vQJQvX9kK0BEGyhUChYdXp5ebm7u/v6+iJFWEa6kJCQ8PDw6Ojo2NjYqKgoKPIyz3/3T0FBQT4LKT4+vr6+/kettObm5mZnZ3t7ewsLC1+/fh0SEhIQEODv7x8UFPTdz/3am4GBga9evfLz8wsPD3/37l1JSQl6cAX0TvOP+fb29qSkpOcLKTAwMDQ0NCQkBJEWmgNK5+Pj4+Hh8ejRI6eF5Ozs7Orq6uHh4eXl5e/vHxoaGhERER4ejvEG5FVIJnQh+fn5ubm5PXnyJD4+vrGxcXx8/LtWiMvIPzMzMzIy0t7eDlxUz5498/T0BMot6OFhYWERERGRCyksLMzPz8/T09PV1dV5IXl4ePj5+UEBQaSwhYRefETm72YCAgK8vb39/f2zsrLQbZeWkRnjT1NTU+D7ERERERgYGLCQVt6FQHgQO3yJFBYWBi2CUS5/f39fX9+AgICYmJjMzMyampof2rIgBZmamgLfIQ8PD29v7+DgYKQDQCsEBQX5+fl5eXm5ubk9ePAAdloPHjyAxvqJuQimoJCQEC8vr0ePHnl5eX38+BGFQv1o/wE2RBQKVVdXl5mZGRAQsLgI0O5gSRAZGRkbGxsXFxcTExMREYEU87t9Y4U3/fz8fHx8IiIiysrKfs6/eXh4+PPnz/Hx8cHBwdB/goODYcB6e3s/ffrU2dkZ9oiPHz/28PB4+fJlUFDQvxQ+JCQkKCjI19f35cuXISEhiYmJhYWFPxp7CgG5gYGB7OxsHx8fd3d3dBRbvg6hG4SHh0dFRcXExMQupJiYmKioqH+cheC3gYGB7u7ujx8/Dg0NraqqAoszRCqkh8/Nzf0P9EIggZGRERQK1dnZCTYUPWipu7u7q6uro6Ojra2ttbW1ra2tvb29s7Ozu7sb7amfyfb29vb09ABbbHd3N5BpzC4kdHGXz8/OzoLb8djYWH9/PxShq6trhQL1LqS+vj4QZoW/wnisq6urs7Ozr69vfHz8uzX+j0WAM/++vr6enp7uhYTxid93iXyuv79/eHj4R82DkaJNTk4C9+/yfaO7u7uzs7O9vb21tbVlIaF3KqThVt4c3d3d7QsJhUIhuPtDrTA7O4uMgt7e3o6ODowiQCeBf3t6etCHQ2tra3t7e1dXF/pwQJ5cYatBnXR1dYFnFFKlK89A8L6BgQGk/6DLs0Ix0Iv53fx33wPzQ3d3d19f38DAADrLz8rlh7ATo6OjMCF0dnYu9S30ztPc3IyYfX33+X+8Cd2ss7Ozra2ts7NzaGgItrw/1H9A+Onp6fHx8cHBwe7u7o6ODqQnY8gAFdv3d1p5P8d4D8YlTEFg2fdDWxekjSBeZ19fH0wISP9Bn/9hwAIELFVADMFWctm1kHp6elAo1PDw8I8GwEAaC/yUfhQCQEKMdgFEWEnrwDOAj8DNB/WPSIXU8P9AL/rd//L/1cB/NfBfDfxXA//VwH818Jtq4P/ven/TB/577X818F8N/FcD/9XAfzXwXw2g18D/h15EWzsxMTE8PIzssv9Wh6zo/+/qpv7xJrwaeWxgYOCntYXoCkMUCoWhOsC4RC2k/oU08HcaHBz8O/t///f398NjGOXHeBVUFzzT398/MjLyc9pakH9iYmJkZGRgYGDlrYAhDwqFwigXFAS9qpcq0cDAwOjo6MTExDK8UXPLJohN1N/fv8znML7+Sy5B4QMhR6D+F44svmNeuJT4yCgAhSHUam9v70rEQx5eSWZxyyItiEKhBgcHf1pbOzs7OzU1NTY2NjQ0BE2AvBlpjpUU5yeegQ+hUKihoaGxsTHwfVyqqpe5Pzs7OzExMTQ0hEKhEJlX2Ao/ITb6T6ALgacy9P/vaguXF35mZmZqamp0dLS/vx+j8pFvLb6PPh3B4F1m8kGqBXkheo/q7+8fGhr6UW0tUiiI7gBT0OJZFP2L/z6P3qxQJ729vTCFgh/8D9U/8jBw88EUitQM+reWkhyeQZ5En0gH0RICDRjvQYowODiI1D8iFVLD/6NwhhE7NDTU2tpaUFDw5s2b8PDwyMjIqFVMcL6dkZHR2Ng4Njb2ozYOgFsQCLakpCQhISFiIS0uQUxMzOvXrxGuYwjGkpWVlf13ysrKyszMfP/+PdDSxsfHgylEdHT04rfBzcjIyOjo6Ddv3qSlpZWWlvb09PzEQQsYaTc3N5eWlqanp8fFxYFRz+KPLnUHLMXi4+PfvXuXlpaWlZX14cOH9+/fv3v3Lj4+PnbBiOy7v42MjAwPD4+JiXn//n1FRUV7e/vIyMhPFGFubq6/v7+srCw5OTkuLu67NfZdAf79TSgCBLzr6en5ibM6mDSHhoYaGxuzs7OBFWF1RgGYbsXGxr59+/bDhw/fjYqIPnSXygM1W01NTV5eXlJSUlRUVERERFRU1Co0BAy3+Pj43Nzcr1+/9vb2roTAa3FBpqen29racnNzExISYmJiVkFypO9BEd69e1ddXb0MC+BimZE76AESUlJSIiMjof6RTyzOwJh98+YNUK+npKSkLqTk5OTExMQ3b97A5LP4h8gdZAqKioqKi4tLTk4uKCj4URslpAgTExPt7e2fP3/OzMz8f8y9dVxV2/M+jgGS0p0iICWhoIAIUmKh1wBMMBCUkpKWRqRbQUQBJZROAwnpTunu7i758T7zu/vLB+MawL3zB691Nufsvfbas9ezZtbMMwkJCcgtbMKDANBJTk4uLy/v6OiAJAWkY//YQEBuamqqvr4eptDf7nZsbCxMpGlpaVlZWTl/S3Z2dlZWVmpqalJSUmxs7JrzR0RExMTEZGdnd3V1QYYI0qvV/f8/Vi9EOBcXF7969crc3BzyO01RYrLBYmpqamxsDCHgnp6e+fn5IyMji4uLvzT1IxHONTU14eHhlpaW2tra+vr6a27B1NT0wYMHFhYWkO8IKX1OTk4uLi6urq5ubm6urq4uLi7Ozs6Ojo729vYPHz60srKysLAwMzMzNTX9eiTgoLGxsampqbm5uYODw5s3b+rr638pKRmeypcvX6Dk3OvXr93d3c3NzSHMfc0tfN0H5IipqamZ2f9SOR8+fOjg4AA35ejoCHdhZmaGfBNpwMmNjIzu379vYmLi6ekZGxtbUlLS39//G0Hay8vL7e3tUVFRdnZ2yCU2ugG3YGhoqKWlZWxsHBIS0tDQgPhOVmv8j9uLi4vwFuTm5j59+tTQ0FBHR8fIyOjnx/837hQ5ubGx8YMHD6ytrSEz5/doROfn55ubm5OTk58/f/7o0SNITwTl/I2+/eRP4BYMDAyARfXFixepqam/HeE8NzdXVlb27Nkzc3NzY2Pjn+zDH34N3mI9Pb179+7Z2tomJycPDg7+6uofqffe0NCQlJTk6OgIaVomJibfnDrg+IMHD8zNzS0tLW1sbB6ieBTs7e0hfxTYFMzNzR88ePC9MyAnN0aJmZnZo0ePAgMDi4uLp6amfqzw3/zv+Ph4WVlZZGSkl5eXlZWVIUqQq/zhOH/v53B3kNjj6OgYERFRUFDQ1dX1S+wICMgNDQ19/PjRyckJxuR7F/3BcZjMV0+kbm5u7ihxc3ODGG9ra+vVoICgmJ6eno+PT1lZGQTbIr1aPdr/B3pHR0fr6+tTUlKePHliaGiop6dnbW3tghKnnxYXFxd3d3cPDw/PH4qHh4e7uzsgHMCDg4ODjo6OkpKSlZVVampqf38/EJKt7u6P21++fJmenu7u7i4sLHz+/DnkCltYWMD54Q6cUQJ50zY2NpA6raWlpaysrKioePXq1StXrkDhMyUlpbt372ppaZmYmNja2jo6Ojo7O0OHvx4M+JeDgwMsINzd3UtKSn4Petvb22NjY4HNDt5DuLSzs/PX111zBLrh6OgI5CdqamrXr1+/du2akpKSlpYWsA2sfqCOjo5OTk7ImNjY2EBev6+vb1JSUnNz82/cwvLycn19va+vr4aGhra2tp2dHSxl1nR1vT7CLbiixMrK6u7duyoqKo8fP/78+TMQ+n9T77+nSIuLiyMjI8DK4uzsfO/ePT09vdW3AJf7ZuednZ1dUexFXyu+l5eXp6cn6Lybm9vqRwm/gv67uLjY2trev3/fyMgoNDT063qL3+v26uOzs7NlZWUvXrwAggXI9Ien/M1ur8tBUCFgXbCxsXFzcwsODs7Jyfm9/KjZ2dmsrCwbG5u7d+8aGhrCsnj1oK1Ln1efBJ6Cs7OzoaHhjRs3tLW1o6KioHDZL+nP8vLyzMxMd3d3SUlJWFiYhYUFvHdOTk6urq5wC6tVyNnZGWZLV1dXe3t7S0tLQ0NDyHAF3QMchff6e5MP3Ag8AkdHR3Nzcz09PVtb25SUlN9L7hoaGkpJSXFzcwPj5NGjRw4ODhuqQsjEBWBmZ2fn6+sbHx9fXV39S/lRyMPq7+8PDw/X1dVVU1NbAwGrn/s326AMbm5uTk5ONjY2xsbGampq165du4SSixcvysvLy8rK3rp1y9jY2MHBAR4rvMKPHj3S1NS8cePGCtVabm7uDxwn/wd6BwYGSkpK4uPjnz175ubm9uzZsw8fPgA/Vj6KQy7v+5KPEiASq6ioqKqqqq6urkFJ9SpBjlRVVVVWVgJrXXFxcVlZGVBm6+rqwpITim7+ktX15cuX8fHxpqamzMzMFy9e2Nraurq6xsfHw/kLUFJUVFRQUJCOKvQdHBzs4+NjY2OjoqJy/Phxfn5+dnZ2FhYWTk7OgwcPSkpKnj9//s6dO8BG++HDh5ycnMLCwqKiojWjkY8i0SwtLc3MzPTy8lJXV7eyssrNzf0NPoovX77U1dX5+fkZGRm5uLgkJCTk5OTk5+dD59dcF3kayOAXoiQ9Pf3ly5dmZmaXL18WEBDYu3evtLS0tra2t7c30DqWlpYWFBTAz+HkhYWFubm54J/x9fW1t7f39/eHUlSrp/WfbFdXV7u4uKioqMCjLENx/36v88hd/HYjPz+/tLS0rKwsKSnJxsZGU1PT29u7oqICyQ/5yW5DGau+vr6ysrKEhAQvLy87Ozt/f//09PTS0lIgGvxmJ2H8CwsLS0tLKysrQd9rvpLq6moglQQVQka+pKSkFMVjV1pampiYaGVlpa6u7uvr+3vlE4DF99GjRyYmJn5+fqmpqXl5eYj+bMRTyM/PLywsLCgoABbAsLAwT09PV1fXuLi4rq6unx985JtQrxdYZXx9fXNzc4Hh75uDvy4HCwsLy8rKCgsLX758Cb63iIiI7u5u2LNAOvYzjampKUjqDQkJgek4IiIiPz8fzo/0FnSmqKiooqKisrIS6tb4+flZWlqqq6srKSkpKyvfv3/fw8MjOjo6PT09Pz+/GEXoW4Bi9Fz9HFerX35+/suXL/VQ8tuUGn19feHh4cbGxlZWVm/evAEuUrjK6usi9/KHDXgRioqKcnNzP378GBUV9eLFCw8PD39//7y8vH8smrL6oSDQ29vb++rVKzU1NQMDg4iIiJKSkrKysn/sPNxjQUFBGUo+ffoUEhJiY2MjLy/Pw8Oze/duqNdLj5JTp065ubmlpqbCywVT0KdPn1xcXO7cuWNlZZWdnT0xMfG9cJP/B71QuSgnJycqKiowMPDly5cfPnxobW2dm5uDkIHJnxMI7ujv7+/q6mpHCWSAwV840tXV1dfXB+Ekk5OTYN0ODQ0lJCRYWlra29snJyd3dHRAdu/qkf1xG6lclJaW9vLlS09Pz7CwsNraWjj/1NTU9PT03NzcxMREc3NzZmZmeHi4l5eXkZHRhQsXeHh4yMnJsbCwoHodJSUlGxvboUOH5OTkTE1NoWR6V1fXzMzM7Ozs1NTUmsGAoKSBgYHQ0FA1NTVjY+Pf5nD+/Pmzi4vLvXv3fHx8oAbA9PT0FErWXHT1R/gCfLO9vT0+Pn6FTFFaWpqKioqQkFBERMTKygqIPqCr09PTk5OTExMTk5OT0ygZHx/v6+urqqoKDQ2FdWJBQcEveXuQp1NVVQW14h8/ftzS0rK0tASBV3C51d3+8zacc2FhYXFxEaxtAwMDHx+f8vLy3y4amJ+fHxcX9+zZs6dPnwIlE5Ls+71bgPEfHR0Fze/o6ABVb0NJS0tLa2trd3c3hCAhdw2KNIGSubm5hYWFmpoaFxcXZWXlP+FwTk5ONjY21tfXj46OhiUsPOLVWgTtNX+Rjv1SY2pqamZmZmpqanh4uKWlJTMz08fHx9ra+k8qFyUnJ9+/f19LSwvwY3FxEWIPvzf+v9Thr78MQW3T09MZGRlAlxgZGQnQ+0t7XsvLyxMTEzU1NcnJyaGhoX5+fqGhoaWlpVDEYmZmBnnpJicnYfDHx8d7e3srKipgtaerq3v58uW//vrrwoULysrK9vb2UVFRRUVFUJkAXvCv+w9vMeTjpqSkGBgYqKurh4eH/x6Hc3d3d2BgIFBKASEr9Pzree+bPfnVgzAzQ3hvT09PZWVlfHw8bPylpqb+XkG83t7egICAu3fvWllZQfFT2Ev6Gf2ZmpqCWim1tbVv3rwxNDQ8cuQIISHhtm3bMDAwcHBwiIiIaGho5OXlQUngOcIU1NfXFxoaqq2tbW1t/QvQ29PTA9AbEhLy5s2bjIyM1TxwgN7f+wvTLuB3SUnJ27dvAwMDwc/2+PHjJyh5/PixB0qeP38eHx9fUFDQ0dGBBGJMTk5++PDBzs7O2dk5JSXlT6A3PT09JCQEaK9bWloQSIDGzMzM58+fw8LCrK2tb926dfToUS4uLgoKitWl67CwsIiIiOjo6Li5uY8dO3b37t1nz541NDQgp1ozDnB8fHw8MjLfYmlSAAAgAElEQVRSQ0PDxMTkT6AXXJ3+/v6tra3IOg4usea68BHp1fLy8uLiItTOu379OgcHBwYGBiYmpoyMTEhISE1NzWo9XvNbUM2WlpbIyEhLS0tnZ+f8/Pzfhl4nJydVVVU/P78fFNha3e1fba8eB+S3UIjQ1NTUz8+voqLi96C3s7MzPz8/Pj4+MDAwKCgoKytrNRvf6usibejAwsJCU1PT+/fvg4KCnjx54uHhAdMH+P9tbW0DAwNzc3M7OjpW78AB/UhfXx8cbG5u9vT0vHPnzko91N8unwDQa2Rk9O7du1/i4UNGEmkg9/iDBvLl2dnZ/v7+oqKiZ8+eWVtbBwcHt7a2Iv/9+cbMzMzHjx8NDAx0dXWTkpKQKeIHfVj9r5+/EPIr+MnS0lJeXp6dnZ2pqWl0dDTUbftt6H39+nVQUFB0dHRNTQ2ycQNXRHo4NzfX0NDw7t07b29vXV1dOTk5UVFRLi4uNja2vXv3CgoKnjlzRlVV9enTp+Xl5Wse5ZrOwzkXFxezsrJMTEw0NTUjIiJ+G3oDAgI0NTXt7e3LysrWuB6R6/55AxkHpDE/P9/d3Z2enu7l5eXi4pKSkrJ6ykK+9o8NqGyorq5uZ2dXXl6OfP/HfUa+trS0NDQ0lJaWZmpqKiEhQUdHh4YSLCwsenr6I0eO3Lhxw9vbu7S0dI0/fHR0NDIyUl9f387OLicn5xes3ry8vNjY2NevX0dGRmZlZXV3d4Pm/bjHkJKxtLQ0Ojqal5fn4+OjpaV16tSpgwcP8vPzCwkJCaNESEho//79fHx8x48f19TU9PHxgSUVoMvo6OiHDx8cHBzc3d3T0tI6Ozt/z+qtq6v79OnT69ev/f39Y2Njm5qaQHWQWxgbG0tLS7O1tZWVld27dy8RERE2NjY6OvrWrVthfLds2bJt2zZ0dHRMTEw8PDwiIqI9e/bcuHHj/fv3EHcNwRfICaEBkb2RkZHa2trm5ubZ2dm/53Cuqqpyd3fX1dUNCAhob29fc5Uff5yfnx8bG6uoqHB2dhYXFyclJd2+fTs5ObmamlpRURFUgoLR/vo8CwsLU1NTbW1tMTExtra2f1iv183NTVNT89mzZ0i9ZFCSr6/79ZGl78jX30SOwDvT0tISGBhoYWHx4sWLz58//x70dnV1FRQUJCYmvnr1Kjg4OCsrC6lajVzum43x8fHk5GQDA4PTp08Dq/N+lHBxcTExMXFwcFy4cMHZ2Tk5Obm1tRUSD2ZnZwcGBmpqaoqLiyGqv6mp6fHjx+rq6t7e3utVNHBpaWkRJQsLC/M/lAWUQHjjN5X8mzcOB4FFCzatXrx4YWdnFxYW9tv1eqEChL6+flJSEkDODy799b++o0H/7/DXP1leXp6bm8vNzXVwcLCwsIiLi+vt7f298glQrzcyMjI4ODguLq66uhohFESuCw+lu7s7KipKT0/vxIkT7OzsZGRkBAQEeHh4OCiByYeenv7SpUshISH19fWjo6Nzc3NwG8ipkAbcQlZWFgTJRkdHr141Irjyjw2oXKSjo+Ps7FxRUYEkWSEXWq8GDAJoHdSvnJiYgKKBT548ASD4ve3qvr6+4OBgLS0te3v70tLSX0KxmZmZvr6+oqIid3d3KSkpAIjt27cTEhKysrKeOnXK0tIyMTGxtrYWarrDaMCoDg4ORkZGGhsbOzo65ufn/9ReLxiseXl5cXFxb968iY6OzsrK6unp+clFHxLf5Ovrq6SkJCIiwsDAsHPnTlxcXAICAkJCQgICgp07d2JhYWFjY+/evfvMmTOWlpbJycnIvDY6OpqcnOyIqhWVnp7+J9CbkZHx5s2b58+fx8XFIdCLKNzIyMi7d+/09fXFxcUpKCgAblf/3bLlf9Xr0NHRt2/fvm3bNjQ0NCwsrIMHD1pZWaWnpzc1Na22WpDTAvRGRUXp6upaWFj8IfTev38/KCgIwa3VV/leGwo31dfXx8bGamhosLOzExMTMzIySktLe3l5/eOpIBOuvb09Li7u4cOHK3U/wFHzvcv94HhNTY2bm9u9e/egXu9qsP/Br+BfkCE2Pz8POx3z8/PgyfmZWNOWlpagoCArK6uAgIA/h97g4OCQkJDs7GxERb/XefCow0L79OnTdHR0+Pj4uLi4O3fuJCUlpaGhYWJi4uHhkZSUvH79+sOHD9+/f9/c3Nzd3d3a2lpWVvb27dvIyMiioqKRkZHm5uYnT55oamo+fvz4t6E3NTXV0tLywYMHiYmJPSguzMbGxtLS0vT09MTExPj/KwkoSUQJJKW0tLQMDw//qsNjaWlpdnZ2cHCwrKwsICDgD6E3LS3twYMHhoaGSUlJv7TbB88InsiaZcYcSqAO7jenNYBeR0dHS0vL+Pj434beurq61NTUqKio0NBQiBX6unr86Ogo2LumpqaSkpIMDAw4ODgYGBjExMR0dHSrnXBoaGjc3Ny6urohISGZmZm1tbUQgvpNbZyfn8/KyoJ6vX8CvUi93srKym+O1Tev/qsHZ2ZmYKxA/d6+fZuenp6ZmQklO729vTMyMn4bekNCQnR0dBwcHMrKyn7yFubn50dGRhobG6Hw1LVr15iYmLCwsOjo6Pj5+WVkZJSVle3s7BITE6Gw3hp/wPLy8uDgYFRUlKmpKXgNfw16weqNiopabfX+45j29vampqZ6eHgoKCjw8PBQUFDg4OAAdCEYBmbl1q1bqampjx49amRklJSUhMRAgtUL0PuHVi9A7xqrF7mFkZGRlfdZV1f3yJEj34TeHTt24OPjExERERIS4uHhQf/JyckPHz68Amlv3rz5nhN1ZGQkMjJSR0fnz6FXT08vMDAQrN5lVFkFpP9fNwDbFhYW2traEhMTra2tjx49SkFBQU9PLy8vv7J2y87O/kfXEzic29raYmNj/xB6IcxKTU3tyZMnjY2NAJ+roRRZ565ugGU2Nzc3OTmJkAmMjIyMjo5OTEwAywfiuPt6EJaXl5ubmwMDAy0tLdfF6g1GyWqr95sXheAs2OFzdHTk4+PDxMTcsmULJiYmISEhIyOjsLAwFF+7fPmykJCQtLS0lZVVQkJCenr6u3fvIIvMycnp7du3vb29zc3NPj4+UOv3t6E3PT3dysrK2Ng4LCysuLg4KysrLCwMdt9PnTolLS19FCXSKDmGkuPHj588efLSpUtmZmaRkZEVFRVDQ0OgV9+76zXHEau3tLR0XaxeU1NTAwOD34Be6AkEnQyvkqGhoeHhYVAnhO5g9V0gVu96QW9ISMhqqxe51tLSUl1dXUhIiL6+vpSUFD09PS4uLjY2Njk5uYCAwJkzZ0RFRWloaLZv3w4mASkpqaCg4LVr18zNzV++fJmfn/+95SBA77pYvbq6ui4uLmD1Ij1f30ZfX19QUJCCgsJxlJw/f15LS8vR0RHqqfj6+oLP9jcu2tfXh0AvYvX+43nGxsaqq6tjYmKMjIykpKSYmJiIiYnp6enPnj1ra2sbEhKSnJxcUlLS3t7+vewJsHpNTEycnJx+zerNzc2NjY0NCwuLjIzMzMxEHM7f6zQsdcfGxgoLCz08PK5du8bDw4OHh7dly5bVduS2bdswMTFxcHAwMTExMDBoaWklJSXv378fHx8/MDAAJ0cczh4eHn8Ova9fv3727FlMTMw3rd7ExERtbW1RUVFKSkqkq9u2bYMtXmZm5oMHDwoLCx88eJCTk5OSkhLCr3bu3MnLy2tqalpQUDA+Pv41X9W6Q29bWxtiMn7vESCM7aOjowUFBS4uLhcvXuTg4CAlJT1w4ICtrW1eXl5vb+/X6+41J1ztcP5D6P38+fPDhw+vXbtmZmb27t07CPqtqqqqqamp+5bUoqQeJVVVVUVFRdnZ2UAGkp2dnZubC5HzlZWVdXV1ra2tvb29Y2Njc3NziOML7gWg18LC4vnz539u9b5Cyc9UEJqamurs7Fyp0GxkZLR3714wdtnY2AQEBE6dOqWhofHs2TNYkzExMVFTU589e9ba2trV1RXyrS0sLOzt7ZOSktYLej99+mRtba2jo+Pk5BQYGOjp6Xn//v3z589zcXERERHt3LkTHx9/586deHh4MONjogQbG5uKikpCQsLIyCgkJKSoqKinpwc2Kdaoyjc/AuD19/eXlJSsI/QmJib+jNX75csXUODh4eG2traKior8/PycnBxgP8hCCWhUbm5uUVFRVVVVR0cH1HiAMExgBcjNzYXa4X/icAZLLjIy8mvoBc6WsbGxlJQUfX39I0eO0NDQYGJiYmNj09DQHDx48Nq1azo6OhcvXtyzZw8WFhaE9mBjYxMREbGwsEhLS2tqar548aKiomJiYgKcz6sfxzpCLzicy8vLkQ271RdC2jBBIUAA6xugY/tefDg8LIi50dfXp6Oj24YSYmJicXFxLS0tyKb18/PLz8//maePdAZpgMMZrN7vQS/MHvBEpqenR0dHq6urIyMjzczMJCQkiImJcXBwdu3adfz4cTs7u8zMzM7OTgiXW7MXg1wUrN7fdDj/KvTOzs52dnYWFBT4+fkpKiry8PCQkpIim6YI+uLg4DAwMLCzs+/atYuMjIyZmfno0aN6enpxcXGbD73Dw8NxcXHq6upCQkKkpKRIJ8ETfuTIEfAquLi4WFpaqqioHD58mJSUFBCagoLi4sWLAQEBpaWlX/NV/VvQu7CwMDo6WldX9/r1ayUlJV5eXlpaWmZmZllZ2ZCQEAjM/to3slpjwHRD9nr/EHpLSkoMDAwOHz4sKSl569YtPT09U1NTS0tLYC9xdPz/S6zbo8TOzu7hw4dAJvDw4UNYsEN67h1U1VtVVVV1dXUdHR0oWe/j4xMZGVlcXDw4OLhmUvi3oHdoaKigoODFixeqqqpCQkL8/PyysrJGRkaOjo6+vr4xMTElJSWVlZUPHz5kYWHBwsJiZWU9evTomTNnLly4oKqqCllklZWVY2NjsNf7h1ZvZmamjY3NjRs3Ll26JCcnJyMjIyYmxs/Pv2fPHjo6ul27djGjhIGBgZKSkpCQEFaW6OjoeHh4jIyMR44cuXXrlrOzc0JCQlVV1U/Gufy70Lu8vDw+Pt7Q0JCWlhYQEGBpaamlpaWpqamhoaGurq6mpqaKEnV19Xv37hkYGNjb279+/RpYt6DIDLBXrste7w+gd35+fnh4uKam5tmzZ2fPnqWlpcXExERDQ6OmppaWlr5z544pSuTl5RkYGLZv346JiUlMTIyHh7d9+3bwfAoJCamqqgYFBZWUlEDm8eoXefOhF66+sLDQ29tbXFycnp6ekZFRXFzc3Nw8Pj7+TcfJ0tISEMat5FwoKCjs3LkTJmFsbGxpaWkLCwt3d3cnJ6enT5/m5uZuKPRC5Pzw8HBzc3N+fn5QUJCWlpaEhAQtLS06OjodHZ2cnJyzs/PHjx9XRwSvHvA17d/f6/0Z6IXFAlxyfHwcAhrv3Lmzb98+cM8idiQM6JYtW6ipqSUkJGRlZSUkJDg5Offt23fy5Ek9Pb3Y2Nj+/n441aZZvcPDw/Hx8ZqamsLCwhQUFNu2bduyZQs6Ojo9Pf2JEycMDQ0jIiKqqqqam5sLCgqCg4Pv3r3LxcWFh4e3detWfHx8ISEhbW3tkJCQurq6Nf7PfwV6YcpoaWlJTk62sbEREREhIyOjp6eXlJQ0Njb+9OnT93wja5RmHa3egoICNTU1cNdQU1MzMjJycHDs379fUFBQRETkyJEjoqKiIiIih1EiLCx86NAhJBYPEIKWlpYaJTQooaOjY2Zm5ubmPnz48JkzZzQ0NAIDA+vq6tbwVW0y9CIOiY6OjoiICBMTE0VFRVlZWTU1tefPnxcVFbW0tHR1dQ0MDIyPj3d3d3t6enJxcW3duhWMGAoKChYWFllZ2VevXnV2doJ92djY6O3t/YfQC3wU58+fh0UYDQ3Nnj179u/ff+TIkVOnTsnJyV1FyYULF44fP37o0KG9e/cyMzND2iIlJSUJCQkzM/OpU6dMTU1jY2O7urqQO12jM6s/bhr0wvyDmCyLi4tQZ7OxsTEhIcHOzu7y5cs8PDxUKKGkpKSiogJdgiM0NDS7d+8WFha+c+eOt7f3u3fvPn/+3NfXNz8/PzMzs6HQCzSxjY2Nb9++NTY2hr2Jbdu27dix48CBAwYGBhBbZGBgICMjQ0tLC6YwFxcXMzMzAQEBBgYGFhYWISHhwYMHNTQ0AgICSkpKAN4QhNt86IUHMTU1VV5eHhQUZG9v7+jo+Pz589TU1O7ubqRjq1VlcXGxu7s7MzPTw8NjJTuWgIAAkIKcnFxRUfEFql6vp6enj49Pdnb2b+/1BgcH/6PVOzs7OzQ0VFdX9/HjR19f37t37/Lx8REREWFhYeHj46/Yvp6eniUlJZCAAOFmq2/k6/aGQy9ySQhZMjAwkJCQ+Oa+6ZYtW7Cxsffv36+pqWlnZ6eqqiohIQETqK6ubkxMzOZDL8RzmZmZnT17loeHh4GBgYmJiZeX9+zZs+bm5hERETU1NZDPMDw8XFxc/Pjx48uXL4MjcceOHQwMDMePH7e2ti4oKPgvQO/y8vLk5GRBQYGXl9e1a9eYmZkJCQn5+Pi0tbVDQ0Pr6+t/MsRgHaG3sLBQU1OTlZWVkpKSkZFx9+7du1DCxMTEysrKxsbGysq6ByWsrKywFBMQEDiEEgEBAR4eHnZ2dlZWVmZmZiaUAM8JHx8fPz8/Ly+vmJiYiYlJeno6ONKRG/xXoHdxcfHz58/29vZycnJXrlwxMzMLDg6GVE7kNZmbm2ttbXV2dubk5ES8LGhoaERERCdPngwPD0dSFBobG728vP4ceq2treXk5A4dOsTDwyMgICAjI3Pjxg3IeXB3d3+MEldXV1tbW0NDQzU1tVu3bt28efPixYv8/Pz4+PhYWFhMTEznzp3z8vKqr6//r0EvRD/MzMz09/c3NjaWl5dnZWW9fv0aXmp2dnYkURANDW3r1q0EBAQkJCSIYbB161YSEhJBQUFFRcWHDx+Gh4cXFRVBgdv8/Pw/j3D+gdU7PDycl5e3EgNx9epVBgaGrVu34uLi0tHRXbhw4fHjxxEREU5OTjdv3pSSkuLh4dm3b9+ZM2eUlZWvXbsmJia2Z88eQkLCLVu2kJGRiYqKamhoQMbgyMgIkkyxcdCLKPOaBpD/9/b2vnv3ztDQ8Pz58xcuXFBSUvL29q6urv4m9C4tLTU0NAQHB2tqah44cAAbGxsNDQ0dHZ2JiUlbWzsh4X9c1j4+Po8fP87MzNw46F1eXh4dHa2pqXn//r2Xl5eampqIiAgREREaGtrOnTs5OTlXnFgfPnwYGRn5mRhPGJYNhF5Y4yAD2t/f//LlS3l5eVZWVjw8vNXTCrR37NhBTU197ty558+ff/z40cPD49KlS8eOHTt37pyOjk50dPTmQ+/ExERBQcHTp0/v379/8eLF06dPX716VV9f//HjxykpKU1NTaOjozCbz83N9fT0AEeVgoICMzPz9u3bcXBwWFhYlJSUPn78iGg8jPu/YvUuLy8PDQ1FR0ffuXPn4MGDlJSU9PT0V65cCQ0Nramp+fnsgnWE3rKyMhMTEzExsaNHjyoqKiooKJw4cUJQUPDAgQMCKDn4twgJCUlJSV28eFFFRUVdXV1DQ0NLS0sXJVpaWqqqqndQcvfuXQ2UXLx4kZubm4mJ6dKlS69evaqsrBwaGkJ86f8K9M7MzGRnZ6uoqPDy8l69ejUyMrK5uRkYyEErFhcXe3t7s7KyDA0NWVhYkHcEAEBGRiY8PByJmV8X6P306ZOlpeWtW7dUVFT09fUfPXr0/Pnz2NjYT58+FRcXV1ZWVlVVff78uaKiAoKwPnz4kJCQkJSUFBwcrKqqunv3bnR0dHx8fH5+fjMzs4qKiv8g9C4sLPT39xcUFECcmqmp6Y0bN0RFRRkYGNbEmkDQw5EjR7i5uamoqHBxcbdv346BgUFGRga5IivPBZxYY2NjBQUFjo6Of5hc9APo7erqiomJuX//vpiYGCkpKRYW1q5duyQkJPT19SGvxNDQUEJCQkRE5Pz589ra2k+ePImNjX3z5o2zs/Pt27f37duHiYmJjo5OTk4uKCiop6cXFRW1elNg86F3cXFxbGysqqrq6dOnp0+fZmBgoKenZ2VlVVVVzcnJQZBiNWB/+fKlpKTEzs7u5MmTDAwMkNhJQEBw4MABGxub7OzsjIwMPz8/b2/vT58+bSj0dnZ2vn//3sXF5fbt26KiorS0tJBWysbGduXKFSDF+6VQ/w2HXnCRj42NlZeX29nZHTp0iISEBAMDA6aVrVu3AusHCQkJCwuLpKSkqalpRkZGbW1tYGDg1atXpaWlz549q6OjExUVtfnQOzMzU19f//79e39/fzs7O0tLS09Pz5iYmKKiIkgnQJYXX758mZmZ6ejoyMzMdHBwEBUVxcPD27ZtGz4+voyMTExMzPT0NHx5k6EXLgqhDaOjoxUVFS4uLkePHt2zZw8rK6uUlNSjR4/Ky8unpqbAHQdBBFA8a2BgYHBwcGhoCIoDIjEm6wi9sK8pLy8P1puvr6+ZmRmwZCuiREFBARo3b97U0tICytYXL14EBASEhIRERUXFx8dHR0eHhYWF/C3BwcF+fn4rmxS8vLzExMQSEhJubm4rmAe8BzD+/wr0Tk9Pp6amrkQAMDAwyMnJJSYm9vX1TUxMzM7OQuXBlpaWT58+PXny5MqVKzQ0NJC6hoODQ0pKysHBoaioGB8fj7AlrAv0pqWlAXuws7NzXFxcXl5eQ0NDX18fJMpDJDn8hUTwzs7O+vr6qqqqlJQUY2NjTk5OyGjn5eU1NjYuKyv7r0HvwsLCxMREbW0tBAlfvHhRXFyci4uLhoaGkJCQhISEjo6OkZGRlpaWkZFRXFz87t27Ojo6EGG+a9cuXFxc2BTDwMBgY2O7evWqh4dHaWnpyMhIYWHhBkEvzJlVVVXe3t6ysrJsbGx4eHiEhITCwsL37t0DvtK3b9/ev39fVFT05MmTJiYmoaGhJSUl3d3dbW1tubm5/v7+CgoKe/bswcfHx8TEJCcnl5aWNjMzi4mJaWxsnJmZAc619c3rLS8vh2gpyPZeDaULCwvgePj8+XNsbKyent7evXu3b98OodqKiooZGRmrvw8BobOzsyMjI2/fvr179+6+ffuoqKiIiYkpKCg4OTkvXLgA5CF5eXnPnj3z9PRMT0/fCOhFgsIKCwtXEi9v3bp1+PBhenp6ApRAlIyTk1NycnJnZycSVLV69fC99sZCL2ShtLe35+TkPHv27Nq1a4yMjJiYmEjuECYmJhkZGScnp7S0tKqqqpubW2JiYk1NTVlZmbOzs5SUFB8f34kTJ/4th/P8/PzAwEB9fX1hYWFaWlpKSkpeXl5dXV1fXx/Cm4OM7NLS0uTkZHt7e0RExNWrV3ft2rVjxw5MTExxcfGQkJDh4eHVvohNs3oBeufm5rq6ujIzM319fW/cuAEEDpcvX3ZwcEhJSenv74cc2bGxsYaGhqysLKQEW0xMTFJSEuQIItsYSHJRTEzMH4ZZVVdXOzk53b59++HDh6mpqYWFhR8+fAgLC3v16tXL/yvBwcHR0dHAgwps4RUVFbW1tQ0NDXV1dUD0XVlZWVZWBlEI5ubmfHx8BAQEwsLCjx49gkh4xO3/r0Dv3Nxcdna2kpISKyuruLi4jY1NYmJidXX1wMBAW1tbXl5eaGioubm5nJwcNzc3Li7u1q1bCQkJmZiYhIWFr1y5Ym9vn5ubi8Sfrwv0pqamWlhYgDFXXV3d29sLdNaIVq9ujI6O1tbWpqWlhYaG2tnZnT9/HuYgFhYWcDj/JKnWpu31Li0tTU9Pd3V1wQpDWlqag4ODjo6OkpKSgYGBh4fn5MmT6urqJiYmhihxdXUNR4mzs7OysrKIiMjqrTFmZubr16/7+vpWVlaOjo5uBPTW1NRMo6S7uzs5OVlfX5+fn5+EhAQdHZ2KikpBQeHly5eFhYWNjY2FhYVubm43b97U09MLCwsrKyvr7++fnZ2dnp7u6enJz8/38fG5ffv2oUOHyMnJIXb16NGjxsbGiYmJLS0tExMT09PT2dnZFhYWurq6f5LX+xLFZQ3JRZABCHShyLu2vLw8NTXV2tqalZXl7++vo6MjLi5OTEy8bds2BgYGCQkJGxsbZNGG6Nvc3Fx3d3dRUdHKHurp06f37NnDzs5++PDhU6dOXb9+3dLSMiEhoba2Ni8vz8/Pb+OgF6oiFhcXP3/+XElJ6cCBA7S0tHh4eDQ0NKKioioqKt7e3mlpaU1NTb8K/BsIvZCrPjIyUlRU5OPjo6ysfODAAQICAsDdbdu2YWNjU1JS8vHxXbp0ydLSMjY2tq6urqenB+KA7t27x8bGBs/m34pwRqLJIfNvZGRkbGxsamoK7D9ES6CBxMHn5eU9ePBAVFSUjIwMGxv70KFDfn5+nZ2dkKEPX95k6J2cnCwpKXF3d7927ZqgoCAnJ+epU6cgLmBgYADopkdGRurr6xMTE11cXAwMDDQ0NNTU1DQ0NPT19Z2dnaOjo0tLS3t6emDJPD09DWxWfwi9QKkBhGV1dXVQ87y7u7sLJZ0ogXZ3d3ff32ze4+PjwGY89bdM/i3Dw8N1dXVv3741Nzfn5+cnIiISFRV1cHAA6hVkOvhXoHdpaWmFqc7c3ByiiI8dO7ayzx0WFlZUVJSSkuLp6amqqnr48GFqampcXFxw5HJwcJw8eVJDQ8PDw+Pt27fNzc3IzsV6Qa+5+f/KzCUlJQ0NDUHJ8dVrRETJZ2ZmGhoaEhISnJyclJSUjhw5smvXLjw8PMhiv3fvXmhoaFNTE5A6Id4g5OerG5sAvdCBhYUFhDPr8uXLDAwM2NjYmJiYpKSk/Pz8KxGzQEAI67aioqLKysr6+vqSkpLIyEhra+vz588zMjJCyuyOHTv4+Pju378fERHR1NS0QQ7n2tpaILguLy8PCAi4dOkSDQ0NOjr6lgNWxl4AACAASURBVC1bdu/evbI/XV5eDsrf2toaHx/v6ekZHBxcXl4OxCbgnwCSTiiIpKurKyAgQEJCgoWFRUZGJi0t7eTklJmZ2dvbOzExkZOTs47QW1lZOT8/Pzs7C/TjkFEJs2J7ezto+M2bNw8cOEBJSYmDg0NJSXnixAlgjO/o6ED8JfDsRkdHi4qKAgICVFVV+fj4GBkZRUVFodjAkydPoqOji4qKGhsbs7OzfX19Icv0V8EPdPJ7yUXQjbGxsZKSkqCgIE1NzYMHDxIREe1Ayb59+/T19SGvvb+/f3p6+uv8KOQt+GZjY6F3fn5+cHDw06dPVlZWp06dYmJigvh4NDQ0yM+RkJBQUVGBlImGhoa5ubnZ2dnGxsbIyEhFRUUaGhpycvIjR478W3m9q+eLn283NzdDKQweHh58fPz9+/e7uLhAeQNk3tw06AUCtuHh4Y8fP0KoAgsLCz8/v7KyckJCwvDwMFKEp7CwMDQ01MzMDJxygoKCBw8eFBAQEBMTu3jxoomJSVBQUGFh4dDQELiP1oVSo6amxt3dXVtb+8WLF79Xu2bNc5mfn6+trQ0LC7t37x4HBwcREZGUlNSTJ0+KiopWFxX+V6B3eXm5paXl5cuXampqEhISXFxcwsLCWlpaHh4eNjY2CgoKQkJC5OTkW7b8j2SDiorqwIEDCgoKNjY2L1++TEtLq62tXb1dvS7Qm5KSYm5ubmZmtpI8igRwrRlSWEPDi+zg4HDlyhU+Pj5ycnIMDIwtW7YQEBDs37//6tWrDg4Ob9++ramp6e3thf2LNedBPm4O9C4vL09PT1dXV4eFhenq6h48eBCZfMjJyU+dOmVra/vu3TuoEj89Pd3X19fQ0FBQUBATE+Pq6qqqqiouLk5FRbVjxw4CAgImJqYLFy54eHhkZmbCNsFGhFnV1dVNTk729PSkp6c7OjpKS0vj4+OjoaFt376dm5vbzc2tp6cHAseGh4fLy8vBUbRasWGQFxYWBgcHKyoqAgMDlZSUwP2Djo7OwcFx7969N2/eNDY2jo2N5ebmWlparpfVW1lZubCwMDc3NzY2BrkS0I26urrExMRHjx5dvXp1//79JCQkhISEu3fvPnr0qKmpaXx8PASaINC7sLAwPT3d3Nz8+vVrLS0tMTExOjo6GhoaKSkpIyMjiAQqLy9vaWlpbm7OyMjw8fFZd+gFsFxcXOzp6UlMTDQxMTl+/DgNDc3WrVu3bNmCi4t79OjRp0+f1tbWIuE+iHqvboC/emJiAph/xsfHwXT58uXLhkPvwMBASkrKSpEACQkJenr6HTt2wC4vLMHMzc3DwsLy8vLa2trGx8eB2xk4bmRlZcnJyUlJSQF6ExISNj+vd/Ug/nx7eHgYuALOnz9PQUGxd+9eIGoGkxHOs2nQC/tG3d3dkZGRFy5cgNybU6dOQbFCmG0nJiZKS0u9vb1v3rwpIiLCzMxMTk5OQkJCTExMRERERkbGwsIiJiZ29+5doLmHte36Ekn6+/t3dnb+/CB/75szMzN5eXkODg7nzp2D/byzZ8+Gh4eDk+3fjXBeXl4G3Xj58iW4nSkoKPbt23f06NHDhw+zsrKSkZEBnlFTU0tKSmppaQUGBubn59fX13d3d4+Ojq5mVlpf6E1OTkZ2kdeMLWztNzc3v3z58urVq7CgQeiTtm/fTkJCwsnJefr0aX19fX9//+zs7K6uLuAwX3Mq+Lg50Pvly5fh4WHgyhYTE6OiooJd261bt7KwsKioqISFhVVUVIC9ODExAc42Z2dnFRWVY8eOcXFxUVNTY2Fh4eLicnBwnDt3ztra+u3bt01NTeATBjVbxzCr+Pj4+vr6iYmJ1tbWuLg4U1PTw4cPQ0QqHh6esLCwr68vMgdCrgskpEGV9dVDDWmEg4OD+fn5vr6+ysrKe/fuBbfz5cuXPT09Ybs6Ly9vvaAXOJyByRUqa0E+RWlpaXBwsL6+vrS09O7duyE1HNYxNjY2CQkJjY2NIyMjQHoDqwpgGs7IyDA3NxcREaGiosLBwSEjI5OUlDQxMXnz5k1lZWV/f//g4GBLS0taWhrU2klLS1tHq/fLly+Amg0NDX5+fvLy8hwcHPj4+JDfRUtLe/Xq1YSEhNUR46vHH2nPzMwMDAy0tLRArGJTUxN4GTcWemEnv6+v78OHD3p6esLCwrCE3Lp1KxYWFjs7u5qaWkxMTF1dHQR5wt12dXWlpqY6OTkdO3aMhIQEgd5/hc0KGcFfagA/bU5OjoaGBj09PRsbm4GBwcePH4H1Hk61adALifmVlZVPnjw5cuQIMTExNze3qqpqQEBAVVXV5OQkMKKFhobeunWLi4uLjIwMDw8PHx8fsmxpaGhISUkpKCgYGRklJCTs7e0/f/48PT0NMWXx8fF/7nB2dXXV0NDw8/ND6r1/0z+z+uA3Hwfoz/DwcEJCgoaGhqCgIAkJCSUl5fXr11NTU4eHh+fn5/9d6AUWpKGhoaKiIjMzM1ZW1q1bt2JiYhIREUE2yzYUlRsJCYmIiIiurm5wcDCM9hJKkBGA218v6DUzM3vw4MH79++/R4gBkUr19fX+/v6ysrLs7Ox0dHTU1NRkZGTAeIWNjY2Pjw8MG8rKyl5eXqmpqfX19eDB/jrHcROgFyaf9vb2oKCgc+fOMTIykpKSkpGRUVJSMjMznzhxwt7ePjMzs729fQTFP9rb21taWurn53flyhUuLi5SUlIMDIzt27fv2LGDjo7uzJkz1tbW0dHR1dXVo6OjEFO57nm9CPQ2NTWFh4fr6ekJCAjg4uICqd+ZM2devXoFrJCIJqxRDCRSCb6wsLDQ1dUFdWGPHj1KTExMTU197Ngxc3PzzMzMoaGh/Px8KyurdbF6nZ2dV7NZLS4uzszMtLa2hoeHw+YuNTU1JiYmPj4+HR3dyZMn7ezs3r9/D+sY6C1o9dLSUn9/f35+/tOnT+Xk5JAFEykpKfzqw4cPXV1dUNG1paUlJSXF29t7I6xeUPvS0lJbW1thYWFQCQwMDCIiIl5eXh0dnZycnDW6Dd51qGk4NDTU2dn5+fPnzMzMhISE0NDQ169fr0RZ1tbWDg4Ogj8gKirqd8on/COlBmg/GOzq6ur79+8nIiKCyYWOju7YsWNOTk5lZWWjo6NIysfi4mJDQ0NISIiWltbBgwfx8fFJSEiEhYW1tbX/lbzeb07x/3gQZtj6+npjY2NGRkaA3pSUFODRhp9vGvTOzc01NjbGxcUZGBjw8vKSkpJKSUm5uLikp6e3t7dD2Q0/Pz9VVdUDBw6QkJDg4uKSk5Pv379fUVER8jj/+uuvQ4cOcXBwCAkJmZqa5ufnj4yMACEi8BL8YeWir6H3H0f4m18A+769vX2lIsKFCxfAiGRjY9PV1S0qKvp3KTWQDoPztrOz08XFhZ2dHYnzhwYGBgYdHd3hw4e1tLRev34NNhny2zWN9YXed+/efQ96YWB7enqSk5Pt7OwQyidFRcXTp08LCAjQ0tLioISSkpKHh+fs2bP6+vovXrzIz8+HGsBrer4J0Ds3Nzc8PFxWVubk5HT48GE6Orr9+/efP39eSUkJCIchwK2zs7Orq6u1tbWmpiY1NdXW1hbyNZH9XUpKSlFR0QcPHrx9+xYC4iCBZHZ2duOgt6WlJTo62sjISFBQcOfOnYSEhPz8/KqqqvHx8T+fAQhjPjo6WlVVFRwcLC8vT01NTUFBISQkpKmp+eHDh4GBgYKCAisrKz09vT8Ps1oNveDq7+joSE1NNTMzExcXp6WlxcXFJSIiOnDggKKiIlTlAhKrNbrx5cuX6upqiAbl5uaGRF40NDRycvJr166FhIRUVVWNj48vLi5CMfWPHz8C9K5vhDOySs7JyVmhToJIflgoMzAwHDt27OHDh2VlZWs6Dzfe1dVVWlqamJjo7+//8OFDXV3d27dvKygoqKqqurq6fvjwobGxcWpqamBgIDo6eqOgd3p6ur29PTIy8ubNm+zs7Hh4eDt27IC4DCgS2dXVtdoWmZ+fLy8vd3d3h/RfXFxcMjKyI0eOQJjV5icXIatLpAHLzB/8BdtrcXFxxYZbYTDfvXs3GxuboaFhampqe3s7sp22CdALfR4fH8/KynJwcJCTk9uzZw8jI+P169djY2MbGxt7e3shiUtBQQFQGQ8Pj5KSUkBAQE1NLTo6uqqqCoqZa2hoiIuLCwsLrxRxysjI6OvrGx8f7+rqSkxMtLOz+49AL8y2paWl9vb2IiIitLS0DAwMYmJi9vb2dXV1a+L+N3mvF3lFIZK8v7/fy8uLi4sLEHcLStDQ0EhJSUVFRe/duxccHFxbWzsxMfE1+zdyqvWF3h9YvaDSYMTk5OQkJyenoyQqKsrd3V1TU1NSUnLXrl2EhIQ7d+4kICAAAL5+/bqfn19ubm53dzfCoQ2d3wTonZqaAgeygYEBDw8PIyPjBVQdxoiIiPT09NLS0sbGxg6UNDY2VlRUZGdnv3nzRktLi4ODA8Katm3bBiUK7ty5ExERASRiyGQF5RPWl8MZsXpbW1tjY2ONjY0FBQXx8fFpaWnPnDnz8OHDjIyMX+JKhJwLKJSioqLCwsJCRUXFy8t748aNuLi4vr6+wsJCa2trPT29mJiYXwV1eJSriwaC1QuWH5Tz8/DwOHv2LA0NDSTI8fPza2pqhqBIv2FNBqFJyOwKfvKUlJQ7d+5wcHAQEBCgo6OjoaFt27aNlZXVyMgoLy8P3FeQ6tbU1JScnLxB0Aux8cnJyerq6oyMjBAdjIeHt3//fiUlJX9//9raWmRWgZAa4LzMyckJCgoyNDSUlZUVFBRkYWGhpqamoqLi4eG5efPm06dPoabFwMBATEzMhkAv0AVXV1c/f/783LlzDAwMRERENDQ0wsLCwOtdXFyMaBK4Subm5oqLi+3s7E6dOkVPT4+Njc3AwCAvL+/q6pqVlQUxQUAsAvV6wc/wh0UDf1A+AZnmgIdlcnKyv7+/tbW1qampubm55W9pbW1ta2vr7OwEmht4Pzs6OiwsLHbv3s3CwqKlpZWYmAiLHTjnJkAvRCu0tra+evVqpYQwKMGBAwdMTEwKCgr6+/s7OzszMzMtLCzAN4uHh0dNTS0iIqKpqRkUFNTY2AhekaysLA8PD1lZWTExsfv376enp3d3d4+Njf3XoHdiYgJCcDU1NTk4OKioqA4ePKisrBwcHPz1LvK/Bb3wUtTW1j569IiTkxPZfcTAwMDDw+Pi4rpz505gYCDQ/iHq983GpkEvXH1paWliYqKnp6ezs7MfJQ0NDRkZGcHBwRYWFjdu3Dhx4oSAgAAQGUL5kNu3bz9+/DgjIwPeUMS5tQnQC4kVz58/V1RUhLRdOTm5x48fp6ent7S0jI6OTk5OQjh9T09PdXX1x48fV2ovXrt2jZ6eHvFAcHBw3Lhx48mTJ6WlpWvYEubm5nJyctYdehsaGiAL+cWLFyoqKsCLx8rKqqSk9OzZs9LSUoRQ5ZsqseYgYrrl5uaampoKCQkxMTFxc3NfunQpIiICoNfGxub+/ft/Dr0uLi6VlZVzc3Pj4+NtbW2pqakuLi4KCgpcXFw4ODjk5ORiYmJaWlrBwcGVlZXDw8NIrgGCu4Cmra2tL168gPiyLVu2bN26lYiIiJOT89KlSwEBAS0tLbAYnZ+fHx0d3VDoBa77iIiI69evU1FRgVaQkZHJyMg4OTmlpqZCnVzodnNzc2ZmZmRkpL+/v5OTk7a29l9//bVv3z4KCgpYPaChoZGQkEhKSpqZmSUkJMAmPSyw1r9yEeSSZmRkPHr0SEREhJycnI6OTlRUVFNT8/Xr1zU1NQMDA0jELwK9hYWFtra2EE6Gg4PDxcW1svp7//59S0sLonabxuGMqDKMb3t7e35+flxc3OvXryMiIqL/lpiYmPj4eKRKFPhj6+vrTU1NGRkZd+3apaSkFBwcXFFRgQQCbAL0QoZfTk6Oubm5gIAAPT09JyfnuXPnVhgbGhoahoaGqqurV8oaKisrMzEx4eHhUVFRCQsLQzB5fX09ML7OzMy0tLRERkaqqKgcP37cyMgoIyOjp6dnbGyss7PzP2X19vf3A9crBFjR09PLycl5enp+s5bfvwW9MLHGx8dra2tzcHAA3xDQ7TIyMsrIyHh5eZWVlQ0ODiKvBqKEaxqbDL2w+pyenoaajLOzs2NjYz09PQ0NDUVFRR8/fgwODra3t79x4wbcFwEBwd69e2Hd/OnTp7a2NiQjeROgt6+v7927d5aWlseOHaOgoCAlJZWQkHjw4EF0dHRDQwMEYEMqztzcXEdHR0JCgrm5+YkTJ5BEXlxcXCkpKXd39/z8/L6+PmTdAE9hvaze2tpapF5vQkICpC3l5+dbWlpKS0sDoxYvL+/9+/ejoqKAinyNGvzgI7hYZmdn6+rqPD09z507x8fHx8vLu0LT8fr1697e3sLCwvWCXldXV4gdaW5ufvfunZ2d3ZkzZ4CqFhsb++DBg5aWlu/fv4dpH9n9gaL3UCQUoO7du3crYc/79+8HxEJHR+fi4lJVVYX1KBJODOVyNw56kS1nX1/flZx1EhISgN5du3apq6u/f/++s7Nzenp6cXERSnFERERoampKS0tLSEjAXyEhIU5OTjIyMqjjjoaGBhbz7du3AwICGhsb+/v74+Li1rNoILin5ubmBgcHCwsLAwIC7ty5w87OTkhIuHfv3uvXrz958gQywGC9A6qDQG9RURFALzU1NQ4OzsGDB93c3D5//jw6OopMRpsAvRAmMD4+PjQ01N3d3dDQUFxc/P79+6dPn5qZmenp6RkYGJigxNjY2NTU1Nzc3N7e/sWLF0lJSdnZ2UVFRQkJCcrKyjQ0NAwMDIqKis+fPy8uLka20zYBekdGRioqKkJCQq5du0ZDQ0NMTHzo0CFtbW2ocTYwMJCVleXq6iojI0NOTg5M62pqamFhYQgty9LS0tzcHATK6ejonD9/3srKKi8vD1j+Ozs7/wt7vaBFi4uLLS0tYWFhWlpagoKCxMTErKysiLPh69jdTYZemATn5ubA+/fo0aObN2+Ki4vv3buXiYlp165dDAwMHBwcFy9eDA4OhigSJCLse3Pr5kMvYqAgDdh5QaLo8/LyfHx8IJAegvXY2dkVFBS8vLzS0tJgwwUSf4HbaOOKBvb29iYlJZmZmR07doyKioqQkJCbmxtoSd6+fVtVVdXW1tbd3d3b29vd3V1SUuLj43Pjxg1IBIcSKTQ0NNevX09KSgILYc3j2AjoXSnO09zcPDY2lp6erqGhwcvLu3PnTmxsbH5+fki8bm5u/prJ53vqAdHC8KS6urqCgoJu3rwpKirKx8d37ty50NDQ9YVed3f36upq4J12cXGRl5fftWsXOHWwsLDExcXd3d2zsrIqKioqKytra2ubUFJbW1uBksrKytzc3IiICDs7Ozk5OQYGBqByIyQkPHny5NOnTz9//gyuZrijjYNeQKKlpSXInDY3NxcXF4cULzQ0NGZmZkNDw4KCgtHR0ZmZmZGRkdra2vj4eGNjYwEBATIyMkZGRiEhoaNHj8rIyEhJSbGxseHg4ABs4+LicnNzKyoq+vn51dfX9/f3x8fHrzP0wntVWlrq7++vrKwsICBASkoKvELGxsaxsbEdHR3f1Jj5+XmEsRN2CAQEBDw8PKqrq8fGxjYTeicnJ9va2kpKSpKTk8PCwry9va2tre/du3fx4kVJSUlhYWERkf/V1QERExOTkJA4fvy4vLz87du3NTU1dXR0bt++LSgoSEBAwMzMfOfOnZCQkMrKyk2wepGB7erqSkpKsrS0FBMTIyAgoKamlpOT8/LyKioqGh0d7ejoCA8Pv3fvHh8fHy4uLgMDg4qKCgTuI9bJly9fpqenOzo63r59a2BgoKCg4Orq+vnz58nJSTi+QRHOyC38TANexdnZ2fLycmdn57/++ouJiYmQkHDfvn2wUOjr60PuCDnh5kMvvBSZmZmWlpaysrI3btwwNze3tLRUVVX966+/9u/fv3v3bgkJCQ8Pj5qamtXajvR5TWOToXfN1b/+OD8/34sioHZycpKXl+fh4SFGCRcXl6ys7MOHD5OTkwFawNZByC7s7OzCwsLa2tq+Puc/HpmZmUlNTTU1NTUwMFhdr3dkZKSkpCQwMFBZWZmdnR0fH5+CgoKLi+v48eMqKioWFhaPHz9++fJlUFCQr6+vtbX11atX+fn5aWhosLCwgLT5wIEDxsbGBQUFgHYwIyP92TjoHR0dTU1NvXv37t69e6FGMh8fn4mJCeThfK3JSJd+0Ojt7Q0NDVVRUREXF+fj4zt79mxISMj6Qq+Hh0dtbW1PT09kZKSSktK+fftwcXEBcrZs2QKEi7q6uoaGhgYGBhYWFk5OTi4uLra2tsbGxgYGBvr6+vfu3VNUVDx27BgHBwf8dufOnWxsbMrKyvHx8T09PatLDm809C4uLlZUVEAdAQ4ODiTai46ObiUiNSkpqbGxsaurq6qqaiXsXENDQ1pampubm5eXV15e3tLS0sPDw9fX18HB4fz581RUVLBPvHPnzkOHDunq6kZERLS1tW2I1TsyMlJVVRUREaGurs7NzQ2JE8TExKdPnwYHYG9v75pVJLKWWQO9K3HOrq6ulZWVqzOoNtTqhZ5ALYQXL15YWFgoKSmdOnVKQEBgz5491NTUSAlx/FVCQEAAlLDk5ORQfYycnBxqZ7Kxsa3sPoaHh1dXVyN72xtq9cIt1NbWAhswGxsbPj4+BweHnp5eUlJSe3v75ORkbW2th4fHuXPngKj2wIEDT5486ejogFx4WDIDl1tBQcGrV6/09fWhwl1bWxuSuREbG7sRyUU/mES+/hcwjg0ODqampq4UM+Hj46OgoKCkpAQYA754ZNGG/HzToBdR7IGBgbKyMn9/f6jQp6qqmpqaWlVVFR8fb2VldeLECWpqajY2Nh0dnXfv3jU3N39tqSOdh8Z/DXoR2xdC85SUlLi5uaGCLD09vYyMjIODQ3Jycltb2+zsLFC0bpzVOzs7OzAwUFxcvOIxPn78OC0tLQEBAT4+PhERESUlJTs7u5SU1KVLl+Tl5Y8fPy4gIMDIyIiPj4+BgbF161Y8PDwODg5Yp1ZXV0MCyaZB79jY2KdPnzQ1Nfft24ePj4+Njc3NzQ0R79XV1Uic5hpl+OZH0L0vX75sgtXr6elZV1fX3t7+9OnTY8eO0dHR4eDgQPwg1L4kJSWloaGhpaWlo6Pj5OQUFRWVkpISFBRkZ2dnZGSko6OjoqIiIyMjJCTEwcFBR0fHxcXds2ePjIyMjY0NBPqAvwTudKOhd2FhITc318jICHJikaIDpKSkZ8+edXV1TUhIyMrKiouL09LS4uXl3bNnj5iYGFRHrqqq6urq6u7uLi4ufvDgAScnJ/wcio85OTl9+vSpv79/PcOsQDu/fPnS2dn54cMHOzu748ePI15yKioqRUXF8PDwbzKAgJt6eno6Ly/PwsJCUlKSgoICGxtbSEjIx8enqalpYmIC2ZnfOOiFpzs9PV1ZWfns2TMNDQ0ZGRl+fn4I4EQeAKzmfvIvExPTykb906dPCwsLN8HqBd/m9PQ0hMULCgpSUFAQExMfPnzYzc2toqICuGYKCwsfPHggIiJCj5ILFy4kJiYi66EvX75A+lBaWtqTJ09MTU3V1dUNDAzCw8N7e3uXl5fBd/pfgN6FhYWRkZHq6uqgoCA5Obldu3ZRUVHt27dvJaj+zZs3HR0dQB+zZm7aTOiFct+lpaUBAQGQ4ygkJGRhYdHY2Dg3N9fQ0BAWFnbr1i0omHjp0iUfH5+8vDzI4FzT7dUf/2vQC32bmZnp7OzMzs729vZWUFDYt28fISEhJiYmCwuLvLy8s7NzQUEB1GYYHBzcOOhF1gFQ71ZGRoaXlxccaWhoaFu2bCEnJ2dlZd27dy8bGxs9PT1Sgx0K7YmLiwNNIGKLbw70wl4vREWJiYnBHMjCwqKgoODt7V1YWPiPC7LVGgJTwczMTF1dnZeX14ULFw4cOMDHxycvL//mzRuwetcrwhms3o6OjufPn//111+cnJz09PSUfwtQ9BChhJiYmI6Obu/evfv37+fk5GRgYCAmJkYYWoDocNeuXYcOHbpy5YqFhUV4eHhdXd2a8jObAL35+flmZmYSEhJ0dHQIExQeHh4/P//169cfPHjg4uJiY2Nz/vx5dnZ2QUFBdXX1gICA8vJyZFOgo6PDzc1NWFgYHx9/y5YtREREp0+f9vLygrd7/aF3aWmppqZmhSHh5s2bvLy84DrYvn07CwuLjo4OAP7s7OwaVYZ8R+A7BN5RAgICLCwsMTExqD2AhPVvUIRzbGxsU1PTPEqgoiTsGjIwMJCSkgKn7k9i7ZqvUVJSSklJGRoaAk0uvBsbZ/XCpNPX1xcbG3v58mXIqKOlpT1//jzEVszNzY2OjqalpWloaPDx8bGxsYmKiurq6q6UMUHe27m5uc7OTgiRO3funJSU1LVr12xsbN69ewd8OrOzs+tFJPmHeb2zs7PNzc1v3761sLCAzPc9e/bIy8s7OjpmZ2ePjY1BHRXk1qCxadAL++WdnZ0rm+hKSkqSkpLS0tK3bt1aYfiDPfWhoaGsrCwzMzN+fv7du3dLSkpCTM0/0mr+N6EXSmt0d3fn5ORAvjgvLy8ODg4eHt7u3bsvXrwYFRUFwTJDQ0MbB72AOpOTkw0NDe/fv/f29r53796JEyf27NkD0+j27duBBB/qPZOQkIBXEB0dfffu3VeuXHn8+HF2djaS0LhGfzbC4Qwu5fHx8fLycjc3N3l5eRYWFhwcHCoqqqNHj5qYmHz8+BFZu6/pzzc/IpxWOTk5Dx48OHz4MBsbGx8fn4KCQnR09Orkoj/P64WNkr6+vvj4eF1d3QsXLkhLS8N+nLi4uJiYmIiIyOG/BYqEHj9+/NSpU9LS0vv27SMmJkamTQYGBllZWUtLy6CgoJSU8pYCYAAAIABJREFUlJqaGiCvBSMe7nSjoXdxcbGqqgrSi3l4eJD9WnR0dDIyMg4ODmFh4ZMnT549e/Y4SjQ1Nd+8eVNTUzM8PAxOncnJyerqand39xMnTgARNyEhIcRRbiD0lpaWQoVFRkZGHBwcIKSVkJBwdnauqqpCwttWqwtSDAeSgNnY2DAxMTEwMCQlJWNiYtbkBW6E1RsbGwtRDGNjY5WVlX5+fjIyMqSkpNu3b9+KEqC2wcXFJSAgICUlpaSkpEEJNTU1JSUlKSkpERERAQEBHh4eFhbW6kUcOHtlZWV9fHzq6uqmpqbAUIuKitLR0bGwsMjOzv7aI7p6cL7Z/vLlS1VVlbu7u56eXmBgYFtbG6xmFhYWxsfH6+rqVij9pKSkcHBwMDAwmJmZb968+eHDB3BYjY2NpaWlaWlpHTp0CGpDGRoafvz4cXBwcGRkpL+/v7a2Njk52dPTU05OjpGRkZWVVVFR0dfXF/g0gM2nra3tzysX1dTU/CH0Tk9PFxYWenh4XL16lZmZmYiISEBAwNDQMCoqqqGhAeFwXzOGmwa9MzMzvb29ubm5AK5s/x97bx0X1db9jxvYIiCIihdRVGy96jVQUcTCwG4FARFEurtLBukQkO4aYgilO4cYQkAp6RqG7vrxmfV7zjN3CEHB+3xfr7v+4LXP4cw+a6+z937vvfaKvXufPHlibm6emJjY2toKtr5ggHrlypU9e/YcP3782bNndnZ2lZWVZDyTXf5vQi+iYIdoLQ4ODo8ePWJkZITgUMePH7e3t4cN/UJDLyjSenp66uvrIT65hobGxAJ07969tLS0dHR0kIX37Nmzp0+f3rp167Jly5YuXYr0n/DwcMTOn0zyoPVJT0//decixMLZy8srLCwMcS4C69Q///xz7dq1NDQ0x44dm0jzHBISMifvW/AHq6qqmjgrnbDk2LdvHxMT06lTp4SEhMLDwyGHsfY8hdQwMzMrLi6GXIoODg56enqKiorSRJL9D0F2bRkZGWlpaSkpKWlpaUVFRVlZ2fv37+/YsQN6CBUVFTs7O1gGQCot0JEgynP4FgsNvWBmFRYWpqmpycHBgShFwMkYwnpDnJbbt2/Lysq6u7t/+/atr6+PQCB8+/YN8qeh0WhlZeXLly8zMzNTU1NDcnQXFxeI4jn/u15Ibqyjo3PlyhUmJiYqYuQwTk5OJSWl0NDQhoYGsuBbSLcGzLO3twfMg0XQhQsXgoODEVUzPDzv0Ovo6IjBYL5//97T0wM9VVlZ+cSJE0i8dQoKCmpq6m3btv3111/Xrl3j4eGRkpJSU1PT0NBQVlYGA4G7d+9ycnKeO3cOgtyCdd+iRYuWLVu2fv36Q4cOiYiIBAQEQCw6AoEQFBQkIyMz79ALB7SpqamGhoasrKyQuPDAgQMTIfuTk5NBgADblpaWPDw8586dO3ny5KNHj2xtbZOTk6Ojoz09PVEolIiIyI0bN3bt2kVFRQUuXjExMWCkCrnY/kegt7+/PyIiAvLPw3H79evXrays0tPTm5qayHxCkM7226CXQCCkp6dbW1vfuXOHnp5+x44dMjIy8fHx4CwH8NDQ0ODu7g65AiGBJgqF+vbtG8LtlIX/TehFWIU1R0JCgoqKChsbG3hZHDhwwNraGo/Hj4+Pt7e3gxJ+IcysEDZGRkYgNUJhYWFkZKSFhcWbN2/u3bt3586de/fuvXjxQkBA4MGDB7t37162bNnq1athbWRvb19YWIjH4xHlIVIhFOZr1/v169e4uDg0Gu3l5YWE1CgrK/P29kZMINesWbN3715ubu6AgID29nYyTma+hEnV1dX14cOHsEmAjB3R0dFINKt5CSQJBpi9vb21tbVYLDY2NjYiIgJDpDAihf6dkH95eXlJSUnt2bNn6dKl69atO3TokJCQUGBgYFVVVXt7OwQtJ1ORjo+PLxz0wqEbOBdlZWXZ2dndvn0bImkj+3JIaEFNTX306FFJSUkIhzwwMDA4OJiVlWVlZQWgwM3Nzc7OvmPHDgYGhu3bt7Ozs2tqaiYmJoJjUmtr67wFkoSFycjICBaL1dDQuHTpEhMT04YNG06cOKGgoBAUFFRSUtLd3Y2sX6AwSqSenp7KysrIyEhwQl2xYsWSJUsoKCg4OTkxGAzZpnB+odfPz8/R0TE0NLS6urqjoyMnJ8fKyoqHh2fPnj3I5nXNmjVMTEysrKzPnj1TU1NzcXFJSEgoKioqLi7GYrGfP392cnLS09OTl5d//fr1lStXtm7dirhzLVmyZPny5Rs3buTk5NTR0YmIiIDgGyEhIQsBveCJ+/nzZ9hmQfz3gwcPvnnzJjo6Gjwah4aGKioqAgICJvx0OTg4tmzZAtgMKXT4+fkvX768b9++zZs309DQbNmy5ebNmxPRCaqqquDcFFFR/LO7XsAtPB7/8ePHc+fOUVFRrVq1ipmZmY+PLyAgoKysDLTNU85NCw29SN+uqKhwdHTk5eU9ePAgDQ3NX3/9ZWVl1dDQgCQwGRsba21tnTB65OPjO3ny5MGDBy9evKivr//169cpOUdu/i9DL+h74STb2dn51atXhw8fXrdu3cGDBy0sLCA/dHt7e35+vqurq4GBgbe3N3KqijRwNoXpLJzht8iMNDg42NPTAzbV/v7+Hz58sLa2trKyMjU11dHRERQUBE8eRkbG69evq6urT8QwAtdqxPqBjJkFhd7Kyko0Gq2goMDKykpJSbly5crt27dPrA+8vb0JBAI0iowfsksYGkNDQzU1NTExMSgU6tKlS3R0dIyMjDdu3NDS0kpNTYUYzvOVPgHJ1zswMACxSvB4fOtUhCdSa2trQ0NDRUVFUlKStrb20aNHqamp9+7d+/TpU3Nz87y8vL6+PsiyOmV7Fxp6x8bGurq6KisrQ0JCJsKqQD4xMuiloqI6ceKEvr4++L7CxGttbQ3nGnDUDeHZIaCFqKgoWJ/AemI+MxeBi3pXV9eE6lJUVBRieWzZsuXq1auQK6OtrY20K4NqtKGh4evXr2lpaT4+Pjo6Og8fPtyxY8eqVasYGBgOHTo0EcIwKSlpQXe9pNBLIBBSUlL09PTu3Lmzbds2OP5ZtGjRunXrWFhYLl68yM/Pr6Oj4+HhkZqaWlxcXFBQkJiY6O/vb2ZmpqCgICQk9PjxYzCKW7p06ZIlS1asWAGpCPbv38/FxaWgoODr61tVVYXH4zEYzEJAL0QySU9PNzIyOn369PLly1esWLF9+/bbt2+bmJggUQDRaLSRkZGAgMCRI0dWr15NS0t76dIlQUFBXl7emzdvnj9//sSJEydPnmRnZ3/8+LGOjk5SUhKcM0GguN7e3n981wsqiomMJdLS0jt27FixYsWmTZtgaZmamtra2kqa54dsblpo6AVdX319fVRUlLS0NATBhuhanz9/RvZSAFEtLS3+/v7gdnn+/Plnz559+PDh/1GFM5mcIXGZgYEBJycnPT39vn37UCgUGDkTCISCgv/Lardw0EvGDGSO+vLlS2pqalxcHAaDsbGxgYPJU6dOHT58+ObNm+rq6gEBAaWlpWThq8iqWgjoxWAwkDSwvr4+Jibm3bt3kPMAzhcvX77s6Og43dkzGXvDw8PNzc2FhYUhISHv3r17+fLlkSNHGBgYjh8/DmFKIU/fPCYNhMxFpNM7GUtkl5CCPiUlxdHRUVZW9vbt25ycnK9fvzY3N4+OjobciGQ/Ib38DdALuaGysrImQnhycHCAJwgp+q5cuXLPnj3CwsLe3t6fP3+OiIhwdHR88eIFIyMjJIpgYGBgYWH566+/7ty5o6Cg4OLikpubixjKzQ/0pqSkNDY2grtebW2tl5fXnTt3Nm3aBA6j9+/fd3FxgWNOUvF1dnaWl5cnJia6uLhoaGg8f/78zJkzzMzMNDQ04BwiLS3t5eVVVlZGpjZcoF1vTU0NgUCAVRgXFxcTExMCvVRUVHv27Llw4cLDhw/fvHmjoaFhbW3t5ORkZmampKQkICBw586dc+fOHTlyhIWFZfPmzatXr0ay0Ozbt+/q1asvX76UkJDQ0tLy9fWtrKxcOOgdGRnp6elpamry9fW9evUqBQXF4sWLKSkpWVhYODk5+fj4Xr9+LSAg8PTp0ytXrhw5coSenh5ySbGwsLCzs3NxcT18+FBAQEBeXh6FQjk7O4eHh+fk5DQ2NiK6B8gi949Db11dXXBwsKqq6oULF+jo6NavX8/KyiomJubl5VVeXo5sK0m7HFJeaOgdGhqCcHooFOrKlSuQ1UdNTQ2s+ZD+jCR4cXFxefbs2eXLl3l4eAwMDD59+gSW5AjDkwv/y7tehNuurq4vX774+vry8/MzMTHt3r1bU1MTdgl4PL6wsNDNze13Qu/g4GB7e3ttbW1BQUFERAQ4Uxw8ePD8+fP8/PzGxsYxMTGVlZXt7e0zo8gCQW9paWlvb297ezsOh5uYM58+ffrHH3/ATHL06FETExMkpTwi4SkL3d3daWlpNjY2kHUYTnn379//4sULNze3L1++QMS9tLQ0TU3NeVE4k6VPmJIr5CaYwcfHx2toaHBxcd27d09RUdHBweHz5884HA7CZSMPT1n4DdAL9qp1dXWfP38GS2YkkjMA8JIlS6ipqffv33/58uUbN25cv379/PnzzMzMsN06ePDgzZs337x5o6Oj4+rqCvm2W1tbkW3kfELv0NBQf39/RUXFx48f2dnZV65cSUFBwcjIyMXFZWZmlpiYWFJS8v379zoiVVZWZmdnh4SEmJmZvX379vLlyzt37lyzZs2KFStARw0pnQsLC8n2yvNu4YzsegF6ExMTNTU1J1SsW7duRaAX7DOPHz/Ozs5+7dq1hw8fvnr16vXr1w8ePGBjYztw4MDWrVtpaWkBceHDUFBQbNy48ciRI/fv31dSUrKysrK1tbW3t//06VNtbS0ej18ghTOi6kxJSeHn5wf/BABXenr6bdu2gRMLxLeiJBItLS0TE9PRo0c5OTl5eHjk5eXNzc2Dg4OxWCw4AYORMNT8j+96gY2RkZHCwkJDQ0NOTk5GRsZVq1YxMTE9e/bMxsYmPT29ra0N4XbKobvQ0NvX1wdevIKCggcOHNiyZcuTJ08wGAxZIltITZqWloZCoW7dunXt2jVFRUU0Gl1YWIgEPpuS//Hx8f8noBdCr8TFxUlLS+/cuXPXrl3KysrZ2dkQBbqoqMjd3f23QS8yNPB4fFZWlpOTEz8//549e7Zv3/7w4UNLS8vExEQIOQBPTif5eTSzIj3rxWAwJSUlkAwYQilNhOJhYWGB1fP27dsnst6mp6fj8fgpd+Tg4N7d3Y3H4/Pz821tbXl4eI4dOwau1du3b+fk5NTV1c3KygJHncHBwQmnBg0NjXmHXmToIQWQJFxC5M6EhARTU1MYvJcuXfr48SNkj4W4GT+U/2+AXuCht7e3oqIiKirq3bt3XFxcO3fuhPBQq1evXrZsGVjgIn+XLVtGSUlJT0//119/cXNzg340KSmprKwMSYyLnFvPJ/QODw/D6YKLiwsHBwd4wdLQ0Pz555/Pnj1TVlY2MDCAICampqYoFEpFRUVISOju3bsnT56EZAkQ6PL48eOvX792cHCAYLb9/f0Iu/AJF2LXGxYWBtCbkJAA8ee2bNmCqBeWL19OS0vLyMjIzMy8a9eu/fv3HyXSnj17IEwdmVUzGMIdPnxYQEDA1NQ0JCQkPT09IyMjLS0N7AAXzswKmS/AePjWrVssLCzIGgIikiMmYIsWLWJiYrp8+fKrV69UVFTMzMzc3NwwGExKSkppaWlLSwuiGkWqHR8f/2d3vYjfSEpKipSU1IEDB1avXr1kyZI9e/bIy8sjtmCkDE8uLzT09vb2pqSkTJwDPXjw4ODBgwcOHJCUlMRisWSTZnt7e2pqqo2NDR8f3+nTp69evfru3TvI9vPDuEX/T0Bvf39/Y2NjSkqKvLw8CwsLEoevubm5paXl90Mv9ISamhpXV9dXr16dOXNmz549bGxsGhoaSUlJtbW1U3b4yf1ngXa9AL1DQ0MtLS2wXjl48OCqVasWL168YcOGW7dumZqaJicnI4lkSBkbHR1tb28vLCwMDg6eMNN79uzZ4cOHaWholi5dSk1Nfe7cOQUFBTQa/f37d5hOh4aGFg56SRkjLY+NjXV3d2dkZLx///7Jkyf79+/funXrw4cPQ0NDOzs7yeZ50h+SlRcaepHXjYyMdHZ2VlZWQoQDWVnZJ0+esLOz7969m5qaGgEIpLBnz56HDx+CPVBsbGxBQUFdXV1XV9dkJcp8Qi/sjfB4fEBAwK1bt9atWwfRUKmoqLZv337o0KFjx44dP34cDhH/+uuv/fv3b9++fdOmTVRUVLBFXrp0KQsLCy8xznNaWlpLSwuyCEJksXC73urqauSs9+7du8zMzIiZ1ZIlS5YtWwbWwqtWrQI/RUpKytWrV69YsQLcEpYsWYJA2pIlS2hpae/fv//x48eMjIyampqOjo7Ozs6Ojo6Fdi5Cum9jY2NsbKyRkREo/ykoKJYtWwZHv8uJtGzZMhoamkuXLmlpaaHRaCwW+/379+bmZjwe39nZ2dvbOzg4OKU5+j8LvaCkbWxsxGAwPDw8oJFbvnz5yZMnzc3Ny8rK+vr6EK0OabchLS8E9KakpODxeFgsEwiE8PBwSUnJq1evnjhx4sqVK/r6+hAaCewKIctYeXm5g4MDPz8/nFbcvn3bzs7u27dv4FBByvDk8j8FvdBAaAWUZ/gLJq+ku14VFZWcnJzW1taWlpbCwsLfvOuFmTQlJUVERISFhYWRkfHMmTNv374NDAxsbGyEQ4rJop58Z0Ghd3R0tKOjIzMzE1zVN27cuGLFCojudP/+fTMzsy9fvoBhDfyFHGUgT09PTzExsQsXLuzYsYOGhmbVqlVg3fb27VsfH5/8/Hww1AIj4d8DvUj3GBoa6u7urqiogOg3e/fu3bFjx5kzZ+Tl5TMyMiByAzJ9TZY56Z3fBr2g5Ovr68Pj8ZWVlWlpaa6urkpKSvfv3z948CAdHR0gF2x8N2/e/OzZMycnp/T09KqqKgKB0N3d3d/fTxqHC2nF/EBvcnJyQ0MDAHt3d3dkZCQfH9/27dtXrVoFywEw3F+zZs3atWspKSnXrVu3du1aMGNG1gurV69mYGDg5OREoVCQyJ1si4Awjex6zc3N4+Pjfz1pIOJc1NXVVVRU5OPjo6ioePny5W3btlFTUy9fvhw2i2A5BVJeTKQlS5YsJRIFkSDk94YNG0DP/P79+7S0tObm5skNWbiQGkjf7erqKi8vj4mJMTIyevHixTUicZLQtWvXHjx4oKmpGRYW9vXr1x9qOBH5A/R+//79H7FwHhoawuPxOBzOzs7u+vXr69evX716Nayd/fz8wGcUEQLCM1lhgaC3ra1taGioq6urtLTU1tYWcsVAXB57e/uqqiowLWxsbKyoqCgsLESj0aKiomxsbCdPngQrvIiIiJaWlinHKlkT/inohbzIDQ0NLS0tXV1dpJF1yTgcHx+HkKUQ1xfOerW0tMC/rrW1taCg4Hee9Y6NjUGUaWNj43PnzkFO0pcvX9rb2+fn508epJObg9xZiKSBGAymuLgYtB39/f2lpaVgHA5JHSgoKCCm8fPnz21tbePj4zMzM3NzczMyMqKiogIDAz08PODwjpWVlYGBgZqamo6ObufOnezs7G/evHF0dMzJySGNZ/7bdr2gpgJns+zsbC8vL1FR0QMHDmzcuPHEiRMiIiLu7u4VFRWIbGdTmHfolZKSQqFQeXl5k7enCD8jIyNtbW04HC4wMNDY2FhcXPzJkye3bt26ceMGzK7c3NxWVlY5OTkQAwT54ZSF+YfewcHBjIwMVVXV8+fPMzAwID42CHotXbqUgoJi6dKlyB5x0aJFy5cvZ2JigoywoPvt6emZTgrzDr0ODg5ISI22traysrLQ0FA1NTUuLq4DBw7Q0tLCTnfdunVURFpHJFhDwB34C2vMkydPqqioYDAYHA4HfX1yQ34D9EKiw/r6ehwOFxMTEzYVRUZGYrFY8KpCrKjGf0T/LPQODAyUl5eHhoaqqqpOhPimoqL6448/Ll++PGFvlZiYCAaE/wj0gsNGb2/v9+/fIyMj5eTkjhw5sm3bNjY2NlFRUW9vb8gUW1FRkZycHBAQYGlpKS4ufvbsWRYWlqtXr064WGAwmG/fvvX29sJGYebvML/Q+/nz51muvcByKjk5OSsrq7Kysq2tbQYlLYFASE1NtbCwuHPnzsaNG/fu3fv+/fu6ujrA74V2LiIT4MjISGZmpra29pUrV+jp6VesWHHmzBlzc/OcnBw8Ho/YvpH9asrLeYdeT09PUugdHh5uaWlJS0uztbV9+fLljh07YMUPrhZXr14VEBBQVVU1NDRUVFR8+vTppUuX2NnZT506tWfPHjjc3bx587Fjx168eGFqavr58+fi4uKWlhbIcwct+p3Q29/f39zcnJmZCQkJDhw4AMOWl5fX398f8oVMKefpbv4j0Atn/G1tbVVVVfn5+SkpKdHR0Z8+fQr/D8XGxhYVFcFh/A+noF+FXl9f38DAwNTU1MbGRngZBJK0t7cXEBBgZWXdvHkz5N9YsWIF2Asg29zFixcvXboU7MF27Nhx5coVKSmpCV1EcXHx5EiTpN+gs7MzOjr6/fv3lpaWCQkJv7jrBTMrMD0dHR0Fl7iqqqqgoCAtLa3nz5+fO3fu6NGjx48fZ2VlPT09sbKyHj169OTJk0JCQjCRQW1TfoOOjo7AwMB5dC6qqamZ/CKYwUG3SaqhIi2PEmnyb0kFTlaGMAW1tbUYDEZfX9/c3ByLxc4euUlrgwNpcXFxBweH6fJZkT4/Pj4OFkwODg4CAgJ79uwBN3xhYWFnZ+cvX77Mko2qqio3NzctLS1nZ+eioiLIFDQnIQwNDdXX12dlZYWHh3t6enp5eaWnp4OKqbS0NCAgQEhICIwyTp48+fr1aysrq7i4uPT0dPBp0dDQePPmzZ07d+D8RUREBIPBVFVVdXd3zxIDysvLra2txcTEJnK8z3XTACLt6+uLjY1VV1dXU1OLjIycZZDCtra2tLQ0Pz8/f3//mJgYLBb77du3urq6hoYGsKCEvw0NDbW1tdnZ2c7OzuLi4mfOnKGnpz927NiHDx/gqLKzs3N+nYsiIiIQzw2yPgOe6PX19a6urjdv3gQfBAYGBh4enqioqI6ODhiqZL+a4RIUzigUSktLKzQ0tKmpaTaKCrIKQSWA5OsNDQ0tKSlB1jH9/f319fUQG4eDg4Oenh6W/nR0dNu2bTt69CgXFxc3N/f169d37dpFTUwOQfUf+uOPP06fPs3Pz29tbZ2dnQ25Z8g2APMOvQUFBVN23dHRUTwen5eX5+bmxs3NvWPHDkpKyg0bNrCxsZmYmHz79g1CzpEJZ+bL4eHhzs7Oqqqq2NhYa2trCwuLCSfDWXZgspqbm5u9vLykpaVRKBQOh/vhJAAAMd2kOvuOhMfjAwMDfzJpIAaDCQwMjIiIyM7OJo323tLSkpiYODHGxMXFb9y4ceLEif379zMxMVFTUyOnp4sWLVqyZAmEqmBjY+Pl5TU0NAwNDYV5kEw6ZJd9fX2JiYnm5uYfPnxISkqqr69H8u2QPTnd5djYWEdHR2lpaVJSEhqN9vDw+Pz5M+nUD1urpKQkPz8/W1tbc3NzS0tLmxnJ2tra3NzcysoKg8GQVjUlDz09PSEhIXJychNr8LS0tFkCBmlVSCBJOTk5T0/P5uZm0v/+hjIej4ec2L8Ivebm5lJSUi4uLj905oNGDQ0NYbFYU1PTR48eQbg0dnZ2FAoF5qmzbHhdXZ23t7e+vv5EGKni4uKurq65jn8Eej99+uTn54dGo3Nycrq7u+F+dHS0oqLi0aNHN27cCAdaDx48ePv2raSkpKCgIDc39/Pnz7m5uV+9eiUuLq6rqxsYGFhRUYFMu7NpRXV1ta2trYSExGycgKesEIFedXX1uLi4WWpcOzs7MzIy3N3dTU1NDQwMDA0NbWxsXF1dPTw83IjkTiQnJycrKyt1dfUXL16wsbHt2rWLiYmJk5PT29sbopkODQ19/frV09PzFy2cExISNDQ0VFRUoqKipmtCf39/SUlJcHCwhITE/v37qampmZmZb9y4YWxsXFJSMqVwZr45NjaWk5NjZmamp6cXHh7e3Nz8K9AbEhKCRqOjo6MrKipIAXJoaKixsTEiIkJeXv7mzZtsbGzHjx8/duwYONzfuXPn6dOnt27dYmVlPUikw4cPHzt27MyZM3fv3lVRUfH29s7NzZ0hAFZGRoa2tracnFxwcPCcQlQiwmlsbHR3d5eRkZkIOj2DJMvLy+EQ+tixY1RUVIyMjLdu3dLT00tKSpputYS8YrrC4OAgHB/Y2tr+CvS2tLR4e3vLycmZmJh8+fJlutfN+/2urq7Q0FBNTU0zMzMsFjuDrmsR8u7R0VEIS4vBYNBodFhYWEZGBvj1wnaKQCCUlpbGxMTY29srKiry8vJycXGxsrKCVzLomZcsWbJy5cqNGzeeOnXqzZs3NjY28fHx1dXVnZ2dYOxAujMjK7e3t8fExJiamtrY2AD0QpAmhMMfFgB6v379mpSUFBAQ4ObmFhYWBukTYBc4ODjY1dWFx+MbGxtra2urq6triFT7H4LLmpoauAGX8FhzczMsBaAqMubhsq2tDY1Gy8jIaGlp/Tr0urm51dXVTfki4OGHf6f87Qw3wWc/IiLCwMDg16FXUlLSwcEB0hHO8FL4V1dXV0JCgpaW1vXr1xkYGNavXw/BtvLz8yGr+Q9rGBkZqaysdHd319XVBS1LV1fX8PDwDxe8pP2KFHp9fX39/f0zMjLweDzk5c3IyDAyMoJYquvXr6eioqKjo9u8efPWrVuZmZkPHjzIwcHBw8Ojqanp6+ubnZ0NhniDg4PDw8Oz4X9kZOTbt29WVlbi4uIfPnx4tD+jAAAgAElEQVT49V1vVFQUbLh/+PbW1ta0tDQnJycFBYWHDx9ycnLeuXMHVhIviPTy5Utubu779+9fvHjx6NGj4HcH8TSeP3+ORqPB0aK3t7ekpMTDw+MXoTc+Pl5dXV1JSSk8PLyrq2tK/uvr64OCghQUFDg4ODZu3EhPT3/hwgUlJaXAwMDv37/PXuZI5f39/enp6cbGxrq6ur8OvcHBwf7+/p8/fy4tLQWd8MjIyPDwMMxCOBzO1dVVQ0NDVFSUj4+Pm5ubh4eHl5eXj4/v1atX/Pz8vLy8L1++5OHhefny5atXr8TExPT09DAYDPi0gNUhwjlS6O/vT05O1tTUlJWV/RXo9fDwkJGRgWhWSOWkhYGBgeTkZEVFRTY2tg0bNlBSUrKysurr6ycmJtbU1MDUTfr8bMpgsVVfX5+UlDQv0CsrK2tkZJSXl/fDzvDDuXS6DTFZu1pbW4OCgtTV1U1NTecAvc3NzRkZGWg02t7e3sLCwsnJKTIyMjs7OycnJzs7Oy0tLSYmBo1GW1tbq6qqvnnz5tGjRxwcHHv37qWhoQF3KHCBgghbIiIilpaWGAwmMzMzLy8PKsmeinKIlJSUZG1tLSkpqaWlBbtVMBsmnRlnLiPQGxcX5+DgoKura2JiEhISgsVi4e05OTm5ubk4HC4/P7+goKCQSAUzEjxTWFiYn5+fm5s7Ffv/vZeQkPD+/Xs+Pj4lJaXk5ORf2fWKi4ujUKjIyMisrCwsFvvfdyxYCYvFZmZmxsbGfvz4UUNDw8LCIjs7+yeaMD4+XlRUZGBgwM3Nra6u/unTJ/i+MzCem5ubkpJiZ2cnICBw6tQpOjo6GhqaK1euGBsbh4WFJSUlZWRkZGVlzVADvALWm8LCwhYWFnl5eZ2dnT8BvQ0NDVlZWUFBQZaWlu/evXNycoqPj8disSkpKQEBAeCitmPHDjD1h3OWxYsXr1mzhpGRkZWV9fnz5xoaGp6enomJiTB2Zuj5k1sUEhKirKzMx8dnbm5eXl4+c4ef8r+w61VVVZWUlLS3t09JSZlNF0pMTPT19Z0ISsXHx3fq1KmdO3fu3r374MGDh/5Df/755+HDh1lYWBgYGCAJ7vLly8H28MWLFx8+fIAXJScnBwUFwcZxIuZGTU3NlEzOfLO/vz8qKkpKSoqfn9/CwiIlJYVMhlgsNisrC4PBqKurIzHJN2/efOXKFSUlJWdn59jYWLKfTBY12Z2cnJzMzExnZ2cxMTFxcXFfX9/6+vqf2/V+/fo1JiYGVAjm5uYBAQHp6ekIPzk5ORCn9uPHj3p6egoKCuLi4m/fvhUWFn7z5g3ExhEUFBQRERETExMVFRUTE5OUlFRUVEShULAWxOFw081FGRkZTk5OIiIib9++DQiYc3Ro+C6w6xUXF1dWVvb395/cf3JycjIyMmxtbSFHwpo1a9atW3f27FlYsqSlpc08Wskkj1xmZmYmJyd/+vTJzc3NyMjIwsIiMTFxTgpnZJ3d2Njo5OT06tUrCQkJb29vBMWQd817AcAlLi7O0NCQn59fTU0tOTkZUrkjXJF2+7/teiHrhbe3t7q6Oi+RFBQU9PX1DQwM9PT0dHV1dXR01NXVZWRk3rx5w83N/eDBgytXrvz5559btmyB/M/gerx79242NrYnT56Ii4urqanp6+u/e/dOX19fbxoCBZempubz5885ODhevXrl7+9fXV09G38S0saMjY11dnaWlZVFRUXp6ek9efLk4cOHUlJSCAPQlnfv3hkSCUUkKM/wF4VCGRoavnv3DuQwTSP09PX11dXVX758ef36dXFx8fj4+OkUZaQ8k5XHxsaKi4stLS2FhITevHmjrKyspaWlo6OjT6TpXv2L96FyHR0dNTU1JSUlGRkZBQWFDx8+4HC4n4PevLw8ZWXlS5cu3bt3T0lJaWbRwdeHoLscHBy7d+9ev349LS3tqVOnBAUFIZuFhoaGlpaWrq7udHKAbyorK3vz5s2LFy8qKyunp6d3dHTMdeocGhpqamrKzs729PSUkZF5+PAhHx+fqqoqNEFFRYWfn//ixYv79u3buHEj5I9avnz52rVrN23atG/fvgsXLjx//lxCQkJNTQ3aZWBgMEPPJ/1w8JicnNyDBw9u375taGj4w4DPZJ0HLvv6+uLi4lRUVHh5ecXExNTV1bW1tXV1dUnfNbmso6OjoaEhJSV17969Q4cOMTAwbPgP0RMJtpW0tLRUVFSUlJRr165dv349MzPz6dOn79+/Lykpqaurq62traSkJCcnJysrq6OjExgY+MMzmumaMHFG/vLlSw4OjpcvX2prayMTCEhJV1dXU1NTQkLi5s2bBw4cYGBggLPS8+fP8/LyysrKampqzl7yenr/N3gNDQ319PQEBATOnz9/69YtW1vb6urqufYfMP8uKyuLjo42NzcXFBR88uSJiIiIjo4OaRP09fW1tLQgC5CYmBjgLkCvkJCQoKCgkJCQsLDw2/8QwLCsrKyGhsa7d+9QKNSUc5G+vr6Ojs7bt29v3brFw8MD0aGnlPDMNxsaGjw8PISFhXl5eUGHp62tTdpnDAwMdHR0Xr9+ffr0aUZGRlpaWgYGhhMnTsBggc42y24P1SJTkLKyMqRCUlFRsbKySk1N/Tnora2ttbCwuHHjBicnp5iYmIGBwbt370ibMO9lGO9qamoPHjw4c+aMgIDAp0+fwMjxB9A7NjZGIBDAd1tbW/v58+cPHz4UFBSUJpKkpKS0tLSsrKy8vLysrKyUlJS4uLiIiAg/P/+9e/c4ODhOnToFDr7nzp27cePGkydPBAQEYL0mRSTJ6UlaWlpOTk5cXPzBgweXL18WFhYODg6uq6ubvUMe9KSxsbGenp7q6urExEQUCvX06dPbt2/z8/NLS0vLyMhM//75+Y+UlJSYmBg3N/fjx4/V1dV/WuFcUVHh4eGhpKQES9e3b9+Ki4tLSkpKSUnND6OTaoEPJCYmJkgkWKz4+vqWlpb+HPTCrvfevXsPHjwQERGBhGKTXvv/34CvLyUlBYGm4egL3HKEhIRAqsLCwiIiIhISEtMJQUZGRlZWVlBQ8Pr169euXZtQXGdlZf3Ernd4eBiPxxcVFQUEBMjLy9+7d+/Ro0dv376Vk5OTl5eXlpYWFhZ+/vw5FxfX+fPnjx8/fuTIkaNHj546derixYt379599eqVjIyMioqKkpKSvLy8jIzMdAxPlgY8KSws/PTpU3CC/zmFc39/f0ZGhomJibi4OMhNVFQUutDklyJ3ZGVllZWVFRUVBQQErl27durUqT///PPAgQP79+8/cODAQRI6dOjQkSNHjh8/zsbGduPGjefPnwsJCUlISEhLS4uKigoICAgLC0Ogt5iYmB8GzpwSA/r6+iIjI8XExG7evPn8+XNJSUmYc5BRANvEly9f3rx58+zZsydPnjx9+vSlS5ceP3785s0b6Cc/nHaQtkO18Ipnz55xcHA8evRoIipWTU3NXLUmYDBYU1OTkpLy4cMHQUHBu3fvcnNzS0hIkHYGKSkpWVlZBQUFZWVlVVVVNTU1dSKp/Z1Ib6qqqiorKysoKMjJyUF6PlL+oSwlJSUhIfHq1asnT55ISEjMNR0h8i1aWlpCQkJUVVWFiQTALyEhgbxRWlpaQkKCl5f3+vXrbGxsZ8+e5eDguHPnDuwy5yR5pE7AlNevX/Px8YF23cPDIy8vb07HxgjI1dfXf/z48cmTJ1xcXK9evfoNEADzmKio6O3btzk4OERFRaOjo2cLvb29vQ0NDQUFBeHh4Y6OjnZ2dq6urj5E8vb29vHx8ff3R/+HAgIC/P39vby8nJycrK2tTU1N379/b2xsbGlpaW9v7+Li4unp6UskpAbvacjHx8fPz8/LywtMn7y9vfPz8zs6OsAdG+kQPyyMjY2BewOsOh0cHGxsbFxcXHx8fHx9fad5+XzeBmk4OTmFh4dXVlZOaRk4cyvGxsbweHx2dnZoaKiPj4+Hh4e7u7uXl9d8cjlNXZ6enq6urm5ubv7+/lFRUXl5ec3NzT/RhPHx8YaGhsjISHsiQTfw8fGZ5rX/16/8/Px8fHxcXFxsbGzMzMzev39vYmJiZ2cHv/Xy8nJ3d/fw8JhBDtDT3NzcLC0trayswsPDv3//PmUO6ZnlPzo62tPT09DQkJeXFxgYaGtra2dn5+HhAaa/fn5+3t7ebm5uHz9+tLS0NDExMTIyev/+vZmZmY2NjZOTk7e3d3BwMAaDCQoK8vf39/X1naHhUwrEw8PD0dHR3d09OTkZ0vDNzPDk/w4NDX3//j0+Pj4gIMDT09ODSDOIDtjw8/MLCgoKDg728vL68OGDsbEx6S4BdjCwNYFdl7GxsYWFhb29vbu7O3xBX19fT09PFxcXDw+P4ODgpKQkyIw7mcMf3hkaGiopKfHz8/vw4YOjo6O3tzeZJKFLgM2XMZHgEzg7OyMPz0nySCd0cHAwNTV1cHBIS0sjEAijo6PIbP5DtuGBoaEhAoEA2Xs8PDymbALMpUFBQRgMJiwsLDw8PGJ6CidSWFgYGMDCYJmy88BNNzc3JyengICAgoICsH2bJefIY93d3YWFheHh4d7e3tB/PD09SbsQyBYGrDmRrK2tHRwcoDPMSfJIQ3x8fLy8vFxcXJydnX18fD5//pydnQ0eawhjPywgH6ujoyM1NdXJyQmsBX8DBEAX8vT0hEnM19e3pKQE/LkRrkj5/6/CGVykIQ8XgUBoampqbGxsaWlpJSHIDIXkh2olBq9pamoi9UCor69vbGyEkHIkP/1BEXJRNTY2glM/aSJlUnZnLo+NjY2OjkIUmPb2dmhCc3PzD949r/9ubm5uampqa2ubHClzZubhv2NjY2Br0NbWBuIl+wTzyix5ZRCDt7W1tb29Hcx6p+w0P2wIhLNvbGxsamqaDf/w9ZubmxsbG+vr68GPhbT7IYyRc/z365aWlgYiEQgEBHfn1ATSUQDmeNAEpOe3tLSQ8VlXV1dfX9/Q0IA82Uak6dKr/Z1l8quWlpampqbm5mbwjPqhqCc/MDo62t/f39HRgfSfWX4CYBtkWFdXh1gaQoHsL7QaRjrSBhBOS0tLW1tbR0cHqb/pZD5nuDM6Otrb29va2gpdCKmftADvamhogA5D+glIH5t9Gb5XU1NTfX19U1MTYqM3p/4zPj4OU1B/f39nZ2dLSwuZiBB+oEeBzNva2gjTE/JMW1sb6dyLVEVWgCkIj8fPEERhBuGPj49Dspa2tjYYd9P1n+bmZpA/CJ90wJKxNPvLZiK1traCR98MacqmbALyscBP6TdDAIJi9fX1ra2tfX19YNmOcEXK83+hl/Tuv+V/JfCvBP6VwL8S+FcC/0pggSTwL/QukGD/rfZfCfwrgX8l8K8E/pXA1BL4L/Qi2tqBgYHu7m5EuUGq7ljQMqLT6+jo+GltIanCkEAgkGl1foV/hD3SAmmFeDweLtvb23t6euYazAG+D/A/MDDQ09PT0dEx+69A1lJQX7W3t3cQCXI8dHR0tLe3EwgE4JPsJ8glZIMYGBiYMsvC1P3o73eHh4d7enra29unfBGp0KYrkwp5hjLZz0Hh09bWhmjLx4j0d+5mukJGASgMkVeTvWjyJXx9pA+ACrF9EiHCn/xlEfkTCITOzs6f1tbCmUVfX19XVxd8AqRmYJuUyckN+ZU78CICgdDV1dXX1zdXWw3kw4yNjQ0MDHR1dSHiImvCzEzCw2R/yX4y3X+hC7W3t4P859p/xsfHoQsNDQ1Bjt4fck7GycyXk1tBegd5V3t7e1dX11y1tYj8R0dH4eSxo6Pj12fR6VpEyjmUkSdhCh0YGJirmRui2oXYfDCFImNtTj0fYWaWBbImdHZ2IvJHuEIkPD4+/jfohRjxdXV1WCw2LCwMjKoCfyP5+/sHBgYmJiZ+//4dFOVTMk3aANIy4FZfX19zc3NeXl5EREQAkRa6BUFBQYGBgWg0OigoKCwsLC4uDofDtba2koawIeVzhjIYadfU1OBwuPj4eAwGExAQgEaj59SE4ODgsLCwz58/x8bGJiUlpaampqWlpaamJiYmRkVFhYWFhYSEAM+k1aLRaH9//+Dg4ISEhC9fvjQ0NPz0WVF7e3tBQUF0dDQYHJG+ZUHL0ITQ0NDs7GzIXz3XqXN0dBRGwffv31NTUyEqwk/IPzQ0NCIiIioqKjY2Np5IcXFxUVFRERERoaGhwcHBZHJAulBISMinT59SUlK+ffsGToEz9JYp/zUyMkIgEL59+5aZmRkZGRkYGBgQEBAYGDj5i5Px8OuXMNzCw8MzMjLKy8vxePycInkhzRkeHq6vr8/IyIiIiAgODv4NnCNthyZERUV9/fq1p6dnrv0HDkr7+/vxeHxxcTEEQgD5I69YiALSfwIDAzEYTHR0NBaLnauNEiL/gYGBhoaGwsLCpKSksLAwNBr927oQgE50dHR+fn5tbS04KSCM/bCA4EVvb++3b99gCv2d/QeGW3BwcGpqan19PXiIIFyR8v836AUL55ycHA8PD0i2rKCgoEoklQUmMJ0HE3BLS8vMzEwIjjMn9EIsnEtKSvz9/bW0tKSkpOTl5Re6CaqqqioqKuAnoKGhgUKh/Pz8vn379sMkd6RfAspjY2Otra2ZmZm+vr7m5uYaGhoKCgpKSkqzb4Kqqqq6urqWlpaenp6hoaGxsbEZkUxNTY2MjMChUF1dHXiGrwqVg0emioqKpaVlSEhIbm5uS0vLz1k419TUBAYGGhgYLHCv+W/10ARFRUVJSUllZWUvL6+ysjJEdzJZztPdgbDADQ0N6enpELVNWlp6rvJXU1PT1NQEb2xDQ0MUkQwNDcHtUlNTU01N7b+sq6ggH1dZWVlNTU1HR8fKyiomJubnwogODQ1VVlZGR0c7OTm9e/cOPFKgc5K+dH7L0AQFouuLtra2s7NzXFzcT1s4Dw4O4nA4BwcHDQ0NZWXl+WV1utpgRMjKykpISOjp6UVHR+Px+J+zcG5vby8rK4uIiDAyMpKVlZWTk1MhfuXpXv3r95EpSFlZWV1d/d27d66urjk5Ob29vdN19Rnud3V14XA4NBptZWWlra2tSKTf0wQ5OTkFBQUjI6OAgICsrKz6+vo5RUdAQK6trS0mJub9+/fKRPp1Cf+wBhgCysrK4IVra2uLw+HA2BbhilTmf4Pejo6Ob9++xcbGfvjwQVFREfziTYj0fmEIfDNMTExMTU1RKJS0tLSAgIC2tnZcXByk9Z3T1D82NtbX19fQ0IDFYp2cnMBXWFNTE+r/xRYAhoElvampqYmJibGxMVKnsbGxiYkJCoUC0Zubm+fm5v4c9NbU1ISEhEA0OwgGYmRkBB4UyOumKxgbG5uamhobG+vr66uqqkpJSQkICDx79uzp06dPnjzh5eWVkpLS0NAwMDAABx5oAlSOQqF0iVFTUCiUnZ1dREREZWXlTzRhfHz827dvdnZ2YmJiUlJSBgYGIK7peJ7uvomJiZmZmQWRLIkEZXNzczMzMxMTE/ghdCFTImlrawsLCwsJCdnY2BQVFUHgzyn7PekYIC2PjIzAvBkVFWVsbCwhISErK0vaBHjddDybmpqam5ubmpoaGhpCzARJSUkRERFhYWFRUVE5OTkQPnxQpAlQG/QofX19OTk5JSUlb2/vnwsFNTAwgMPhnJ2dAenB0x8c/6Zj+9fvQxcyMDCAyCdmZmaenp5paWk/5x81MDCQkpKiq6srLCysqKhI2ldnzyoMSbJxivwchjP0KAsLCxjXxsbGioqKfHx8UlJSgYGBTU1NP3Hm0t/f39DQkJub6+Pjo6mpKSkpqaqq+v79exiYCAOkBWDVzMzM3NzcwsICerulpSXS4Wf4LVIPfAIjIyMNDQ1ZWVk9Pb3Y2Ng5xaNABkJbW1tsbKyZmRkEYwF3sp/uQjD9QtMsLCxg8CKTJwwokICRkZEOMWqTgYGBnZ1daGhocXHxnPyjkMHe0tLi7+8vIyMjIiLyKxAAUjU1NYWvQzr/w03S72VpaYlCoSQkJPj4+HR1ddPT02dQnPwNeltbW3Nzc0NDQx0cHMzMzBwcHKKioiA+VmZmZsaCUU5ODg6HS0lJsbW1lZGRgSVnQ0PDXI+7xsbGurq6IH2bs7Oznp6eqalpaGgo1J+VlfUrLcjOzs7Pzy8qKiosLMThcDk5OVlZWSCWzMzM7OzsvLy85ORkKysrUVFRbW3t9PT0n4hHMTY29vXr148fPyopKZmYmISFhaWlpWVmZmYRabqvkEmkrKys7Ozs3NzctLQ0yD0pLCzMwcHBwsKyY8cOZmbmc+fOSUtLOzk5ff78GSLbYbFYqByLxaanp4N+xs7OztDQ0NHRsaCg4CeaMD4+XlxcbGJiIiQkBJ8SR4x7Nx3zZB8FaUtubm5BQUFRUdGXL1+KifTlyxeQfz4xqCfyQTOJkUpxOFxERISurq64uLi1tXVBQQHiH4LMKT8sQBRrHA4XFhZmZWVlYGDg6OiYkJAAkVCnawLCc15eXmFhYVZWVkREhKOjo5aWFsQzevDgAQ8Pj6Kiop2dHQaDSUpKgi9F2oRcIoWHh2tra4uKitrZ2VVWVv6Q4ckPQBTfd+/eqaioODg4xMXFZRDDcEJ3na4JZF9hTpeZmZlYLDYrKwuiAPr4+FhaWpqammIwmPr6+skc/vBOf3//ROIHJSUlEREROzu79PR0HA6XnZ09M1fwFZDBAuFjc4hBcJG2Q/OBYRwOB70L+lVBQUF2drabmxvo3gICAhoaGuZ61jg+Pt7b2wtOvV5eXrAiDAgIyMzMxOFwWCyWrAnAMxaLzc3NhekFentJSQn0eWTCyc7ORloxXSV5eXmZmZnu7u6yRPrpkBrNzc3+/v7Kysra2tp+fn4QIhQRL9nbZ77MysqC6bewsPALkWDwwsyD/BbmroyMjJiYmMDAQGdnZwsLC0dHx4yMjDkduyDQ29TU5OHhISIioqCgEBAQkEuMHzzLzo8M56ysLCwxiG9eXl5BQUFhYSHyOXJycuAm6ff68uVLamqqmZnZmzdvtLW1U1NTu7u7pzuz+C/0QvoEmLVdXV3d3d2joqK+f/8+ODgIJgM9C0Dd3d09PT1g0dPW1hYWFqalpWVoaBgdHV1bWwvevT8cqMgDSOai+Ph4d3d3S0tLHx+f0tLSwcFBUCT+XAuAyc7OTjDBACsSpCrSJrS2tnp7e4uIiCgrK/90DOeioiITExMJCQlbW1tIv9PX19dLJOSlkwvwADxZX18fGxtraGj4+PFjFhYWJLz2kSNH1NXVY2Njq6qqIKtPf39/T09Pb28vWOU0Nzd/+fLF29sb1olZWVlz0vYgH+LLly+GhoaCgoI2NjZVVVUjIyNgeAWymsw82R1oS3d3d3t7OzjX1hOpqamptbW1o6MDeIZfQZ3DxPwEsNtWUFCwtbXNz8//6aSBmZmZGAzGwcHB3t4eQjKNjIyA4ckPm0AgEMrLyyEUtry8/IMHDzg4OM6dO3f9+nVRUVF7e/uEhITq6ur+/v6hoaG+vr6enh6oc2hoaHh4uKSkxMTERFBQ8FdiOEdHRysrK8vLywcFBdXX14M84S+ZqOflsre3t7+/v7e3l0AgVFVVJScn29ra6ujoeHl5VVdXI71i9oX+/v7o6Gg5OTlJSUnAj5GREbA9nFn+yCjo/w/1EQmRANLerq6utra2JmL0gubmZgKBAGMnKSlJS0tLQUEBjUYD9M7pzGt8fLy7u7ukpCQ6Otrb2/vjx4/e3t55eXmQxAKGG8IDFBDpwQzTSMzsUlNTU0fM2Agdvru7GwYp2W9JL2Gj0tPTExsbq6CgICoq6u/vP0OCoxk+R0NDg6urK4SUgoCsyERB+sZZlnt7e8HoEqTd1tbW09MD0kY6f19fX39/f1dXV319fUFBAQaDgVVLfHz8LBNOkzWnqanJxcVFWFhYW1sbkp/OHgIm96Kenh7EaBGxIuzp6SEQCM3NzXV1ddXV1XV1dS0tLeXl5a6urlJSUnp6emlpabOF3sbGRoBeLy8vPz+/pKQk0jhwgN4L8Rek1tPTExUVZWBgYGxsHBsb+yvQm5CQ4OXlZWdnFxQUVFVVhXwVUuaRm0iB9L+Ty62trVgsNjo6OjMz8/v37+3t7ZB+GJ6ESrq6utBotJiYmIqKyq9AL6g6HR0dv3//jqzj4BWTGSN9AGIRlJWVubm58fPzHz16lIqKCkL8L1++/OzZs1ZWVl+/fu3s7Jw8oUDXrKqqQqPRWlpaxsbGmZmZPw29RkZGwsLC9vb2DQ0NP5Qw8gBpgUAgFBUVxcXF+fv7u7i4uLm5BQQExMTEFBYWNjY2TmkCVl1d7eLioqqq+vHjx4KCgp+D3rq6uszMzNDQUFdibK+UlBTSzGszyH9sbKy5uRmLxfr7+xsYGAgKCnJycv755587duzYtm3bvn37rl69KiUl5erqSpqIjbT/jI+PV1ZWWlhYCAkJWVhY/HT6BIBeRUXFiIgIsplrSv6nvEn6LaYrkzE/MDDQ0tKSnZ3t4OCgo6Pj6en5/fv36X47w/3+/v6YmBgFBQUZGZmIiAjEVmtKPsl4IKt2um1rZ2dnbm5uSEiIv79/WFhYenp6Y2PjwMAAFot99+6dqqpqUFAQ5G2bPFLIXkF2iUCvr6+vm5tbUFBQSUkJcnCDNIHsV729vWVlZZDP1M7Oztra2t7e3tvbGwyOGhoaSEciUsnkto+MjKSkpKioqIiLi/90+oSGhgYXFxdxcXFDQ0McDkd26kf29pkvwdK4paUlLy8vODg4ICAgJycH6ZPIb0EaIyMjHR0d5eXlkZGR5ubmJiYmsbGxyMNkEpv5sqmpyc3NTVRU1MDAID8/H3mYdLZEbv6wAIdQ2dnZkMqltrYWYpbl5OQEBwfb29ubmpra29uHhoZGRkZaWVlBssKsrKzZQm9TU1NGRkZISIivry8ajU5JSWloaICeh8hogQrj44OgASMAACAASURBVOMdHR1RUVEoFMrc3Dw+Pr6uru7ndr1fv36FNCyOjo4hISEVFRXQdSZzPkpCk/9Lemd0dLS4uPjDhw9KSkqWlpYJCQkVFRUAYMhj4+Pj7e3taDQazlNTU1N/QluL5OuVkZFxcXGpqalB6p9Noaurq7KyMjIyUlFR8a+//qKmpl5GpLVr127fvv3Zs2eQRwwJCk9a5/DwcG9vb3V1dXBwsJ6e3i8mDTQxMRETE/v48SMSQJ/0XVOW4WvAFrm7uzsvL8/V1VVFReXFixc3b968devWy5cvlZSUQANcUVHR3d0NP0GGU1VVlaurq6amprOzM6SInquLF5I0MDw83MPDw9PTMyUlBclaPSXb4EwCi56srCwrK6s3b95cvnx53759mzZtWrdu3cqVK1esWEFJSblt27YLFy7IycnFxsYih0BInTD+y8vL4czC2tr652I4I/l6VVVVIyMju7q6kFf8XIFklPy3OLkqiKIFh1bOzs4GBgY+Pj4/veuFDBDy8vIREREQxXfyG8nujI6OQucZJlJfX19LS0tNTU1TUxPMJKAaGRkZGR0drampgV0RNze3mJiYqalpVlZWe3t7dnb2+/fvNTU1MRhMU1MTMlJ+ODsjD/T09JSWlsbFxaHRaE9PTwwGU1xcjAQUJOUZ6fD9/f2lpaX+/v4QPJ+dnZ2VlRVCScvLy3/8+DEpKamxsRHp7aSVkJbHx8cHBwdTUlLASDYoKIh01Yhw+MMCZC6SlpY2NjYuKCiAA2/SF82+3N/fD8bqdnZ2r1+/fvnypa2tLViPw6qItKqhoaGOjg4wErSysgIg+Lnj6ubmZk9PT0lJSUNDw7y8PDIU+28/JpZGiATdZvJfAoGQk5Pj7+9vYWGho6NjYmISFxdXX1+fn58PYbo5ODiOHj165coVWVlZExMTHR0dJSUlW1vb3NxcZJhPljm5wjkjIwODwUBA15SUFPjek3+2EHc6Ojqio6ONiLmiEhISfgV6YfHo5OSEwWAQ6CXjGdwfQY3ww8TAIyMjGRkZkBhHWlo6JCSkpKSkvb2dbEXc3t4eGBgoIyOjqan5i9ArJyfn5uaG4BYZ82SX4FXV399fWVkZFhamp6d38+bNTZs2LV++nIaGZteuXWfPnuXh4TExMZnB+AvWpzU1NRgMRl9ffyLvByhqyN41m8uSkhJTU1NxcXEHB4dZ2gqBiVxra2t5eXl2dvanT58g8cvly5f379/PyMjIxMR04MCBixcvvnr1Sk9PLyQkpKysDNTmpNDr5uamra3t4uLy69ALcWtTU1MR6J2u7UNDQ7Au9vDwEBAQYGVl3bZtGyUl5dKlS0HlAH/Xrl27c+fOR48eubq6VlZWwlE0WZ0AvWJiYjY2Nr8CvRoaGmpqapCvl+wVc70ESBsaGoKzJwAwROZIbaOjowMDA3g8HofDubi4/CL0xsfHq6mpwcZ9lqd9cMianp4eExMTERERFBTk6enp5OQE+Adn3kVFRXV1dd3d3aWlpfr6+ufPnz98+DAHB4eEhERUVBQej8/JyTE2NtbS0goNDf1p6P369WtcXFxgYKC3tzfYCgH0IrKCwvDwMIFAKCgo+PTpk42NjYSExI0bN/bt20dHR0dJSUlHR7dr1y4ODg4BAQFzc/Pk5OS6ujpIXUxWD+nl0NBQSkoK5Ov9FehF8vUWFhaSzXKkr/thuaOjIzMzc0L7JSgoeOLEiWPHjomKigYHB5eWlnZ2dpL1ouHh4Y6OjqqqqpiYGGtrawsLi4SEhJ+GXi8vL2lpaRQKhcPhkCaQel13dHTAeVZ1dXVpaWleXl5GRkZycnJ8fDz4AUL0bF9fXxMTE0lJyefPn9+6devZs2coFAqDwTg6OoJmkZ6enoqK6vDhw2/evDE0NNTW1lZRUbG3t8fhcHODXtj1BgYGku56fyjiX38Adr0Avb+46wXoJdv1knEIyo3KysrS0tKGhgZEqUX2GHSOgYGB6Ojop0+fHjhw4MWLF76+vsXFxVNCLxqNlpaW/nXolZWVdXV1hV0v+OmTMUZ6CbNeS0tLfHy8qqoqBwfH1q1bV65cSU1N/eeffz5+/FhXVzckJATSzpN1d6QeUDhXV1eHhIT8fugdHByERLlgF8rDw8POzr5nzx7YOK5evXrVqlWUlJQbN25kYWFhY2OTl5cPDw9HdA/QisrKSldXVy0trXnZ9XoSiXTXi8iKrNDV1VVSUhISEiIvL3/q1Cl6evo1a9ZQUFCQ4u6iRYuWLVtGR0fHxsamqakZHR1dUVEx2fdjfqEXdr1k3M7+cmxsbHh4uL+/H87dIU5IZ2dnb2/vZHUCsuvNy8ubl12vqqqqgoJCRETELKG3rq7Oz89PTk7u2bNnt27dunz58oULF86fP3/p0qXbt2/z8vIqKChYWVnFxsZWV1dPON7IycmxsLDQ0dHt3bv3+fPnwcHBLS0tubm58wi9Xl5epLteUsmPjIx0d3fn5+ebmZk9fPjw7Nmz+/bt27JlCzU19cqVKykoKJYtW7ZmzRpIRvno0SPQvlZVVU03U0HlAL3zsuuVkZExMTGBXS8p53MqNzY2Thz58/HxHTt2bOPGjQwMDJDTMzAwcPJpGrLrnV/oRXa94HU9MDDQ2dlZX19fWlqak5OTlJQUGhrq6OhoYGCgqKgoKirKx8f36NGjmzdvXiPSpUuXWFlZDx48uHPnzm3btu3fv//OnTuioqIvXrw4fPgwDQ3NqlWrNmzYcP78eVVVVQcHh/fv36uqqs5515uenh4SEuLj44NGo5OTkxGF8+zFDTsw0PwMDg6SWhaAQcHg4CAsnMFnDkECROFsYWHx69Dr6+vr4OAQHBw8edcLQNXR0VFRUZGSkhIbG/vly5fpUlMBe319faGhodeuXdu8efOdO3e8vLym2/XOL/RWV1cDA4iUpvwQw8PDXV1dZWVlHh4e9+7d27Bhw5IlS5YvX75jx45Hjx4ZGRmBsxaiOJquEkThPC/QCwrn6Xa9yLTe2dnZ1NRUUlISExNjb28vIyNz9erVXbt2bdq0acOGDfT09Fu2bNm6desff/xBT09PTU29atUqamrqK1euQLtqa2uRgzSAXk1NTScnp1/f9XoQaYYMQqArGxkZqauri4iImDDouHHjxqZNmxYvXkwGuosXL15KpNWrV+/Zs+fFixfm5uYJCQnIaSLyfecLetXV1dXU1CIjI2d5VIa0ZXBwEMIwNTc319TUfP36NT8/H4vFpqWlJScnp6SkpKenQ7gDUDkg+wmAXkCveYTe8PDw6aAXeB4eHu7r68Pj8SkpKcrKyidPnmRgYKCmpl5LJEpKSioqKjo6Okgt/OLFCysrKywWGx8fLyQktHHjxmXLljEwMNy+fdvPz6+5uTk3N/fXFc6w60Wj0ZOhlzTsT2Fhobu7+6NHj2hpaZcvX75mzZr169dv2bJl+/bt27Zt27JlCy0t7erVq1euXLlv3z5eXl5ra2ssFjvdTAWDeh6hFxTO+fn5yIHdlPPGzDdrampMTU3PnTtHR0e3bNmytWvX7t+//+nTp1ZWVsXFxUi3R5hvb2+vqKiIjo7+9V2vp6cn7HoR6IUoaQQCobKyMjU1NSAgwNHREcInvH79+saNG6ysrAcOHGBiYqKhoVm+fDmM2aVLly4h0ooVK6ipqZmZmc+fP//w4cMbN24cOnSIiYlp165dZ86cERQUdHBwCA0N/fDhg6qqqrW1dU5Ozhx2vfMCvYODg319fRCNsrq6uqSkBCzLv337VlNT09raCkHOyHzmfhv0Dg0NtbS0fPnyJSYmxs3NzcXFhcyUhrQzQefo7+/HYDBXrlzZsGHDrVu3AHo7OjqQeQd+Ame987jrnSX0Qouys7MnVDTs7OyrVq1atGjR+vXrz58/r6urCya1CD6Rto60THrW+xugF1b9tbW1WCzWz88PhUKJiorevXuXlZV1165djIyM+/btO3/+/N27d3l5eYWEhPj5+R88eMDGxvbHH3+sWbNm9+7dT58+NTMzy8nJQfYB/wj0DgwM5OfnGxkZXb9+nYWFBYRPBr0UFBSrVq1aTqQNGzYcO3aMm5v7w4cPk82w/ynohZ4AdlKlpaWpqakhISGOjo5GRkYqKipSUlLi4uJiRJKQkNDV1QWdIYFAQMx//hHohV5UWVkZHx8/0Rm4uLg2b968Zs0aWlrazZs3b926lZGRcdOmTeuJtHHjxkOHDomKikI0Nx4eHhoamkWLFm3YsOHGjRs+Pj6/AXqHh4e7u7urq6sh4MPTp0937doFGpFt27adOXPmyZMnIiIiYmJifHx8169f37lz54oVK2hpaU+fPi0hIREeHj7z8e3/GvTW1taamJiwsrJSUVEtWbJk1apVLCws9+/fNzMzKyoq+v3Q29HR8fXr18jIyPfv37969erevXvXr19nZ2c/cuQIMzPzpk2bqKmpV6xYQTZ+4RLWDTdu3BAVFdUlkqysrLi4uIKCgqGhobe3d2ZmZk5Ojpubm4qKCtjKzCf0wkqT7C9yag1B+Jqamqqrq8vLywsKCuLj42H15+vrGxISEh8fj8PhysvL6+vrwaAf2Yr9Nujt6+srLS0NCwuzsbHR0NDQ1dUNCwtrbW0lxSGkDC2FXS8nJ+emTZvu3Lnj7e1dWlr6vwC9wB6c8n769EldXf3kyZNr1qxZu3btvn37+Pn5QY0GcZ2QRk1Z+G3QCzzDDjs5Odne3l5ISIiNjW3Xrl2bN2/etGnT9u3bjx8//vjxY3V19Y8fPwYFBX369AmDwTg5OSkoKJw7d46enp6Oju7QoUMCAgKfPn1CnO5/M/RCqNuWlpZPnz7x8vIyMDCsWrVqyZIlyLhdTKTly5evW7du/fr1a9euXbZsGRzAHz58WFxc/PPnz3V1db29vcgabqGhFxm5MGZBOwVuTp2dnRALIigoyNzcXEZG5vHjx+fOndu7dy8jIyMDA8NmIjEwMJw+fVpDQyM+Pr6mpgbRmf9+6AXrhLq6utjYWBQK9ezZs/3791NRUW3evPnEiROcnJy3b9/m4uK6cOHC4cOHmZiYqKioNmzYcPv27Q8fPjg4ONy/f5+Kimrp0qVbtmy5c+fO79n1DgwMgCWalZUVFxcXIyPj2rVrV6xYwczMfOvWLUVFRRcXlyhi/FF/f389Pb3Lly+DSnP79u0PHjzw8vKa2fLgfwR6kW5WXV09oSpnY2OjpaWloKCgpKQ8dOgQDw+Pra1tSUnJb4be0dHR5ubmzMxMBwcHHh6e3bt3b9iwgY6OjoaGhpKSEhbHFBQUS5cuhZFLQUGxcuVKGNQUFBTMzMwPHjzQ0tLy9vZOSkqCWAhpaWk5OTnFxcX19fXgHOXv76+iogIeIvMJvaSzNmKp1NLSUltbW1FRAT7FEDzZy8vr48ePBgYGMjIyoqKiEhIS8vLy+vr6tra2np6eECu4pKSEQCDAudH8nvXOoHDu6upKS0uzsrKSkZHh5eUVExPz9vYmdaMia+Po6GhXV1dQUNCVK1c2bdp09+5dHx+fr1+//o9A7+joaHt7e0ZGhrW19cuXL3fv3r1u3TpmZua7d++iUKi8vDyy/k3aOtLyb4Ne8PGFhb+pqemrV69YWVlBpbxnzx5WVlY4SjExMcFgMFgstqysrKamprKyEofDubm5PX78mImJac2aNRs3buTi4vL390dm/98MvSMjI62trTk5OdbW1hcvXly2bBmA7uLFi0G3tnnz5p07d+7du3f37t3btm2jpaWFZxYvXkxPT//w4UM3N7eioiICgYD4byw09CKpcGtqasrKyoqKinJzczMyMpKSkqKjowMDA62trRUUFF68eHHx4sXDhw9v3bqVhoaGbB+wdetWcXHxT58+VVVVIfrP3w+9EDcqIyPDxsbmxYsXf/1/1H13OJZv2H/LyJY9M7JJRmSUvSpbUZKZ7C2hkC1KWqRtk62yR0ZkZoZIZtaDJKLi5+083vt4XpVv39Gj3/WH47of93M/17qvz3WuzykszMDAQE9PLyEhYWVlFRAQcPHixeDgYDc3N0NDQ0VFRV5eXjY2tkOHDl34VuTk5AgICPDx8bm5uY2NjR8/fjw+Pt7Q0PBbFc7gidbY2BgREaGoqMjAwMDExLRnzx5tbW0/P7+0tLTGxsahoaGBgYG6urq7d+9qamqSkZHh4uIyMTFpa2vHx8f//wK9S0tLc3Nzzc3Nq+7igoKCREREW7ZsISUllZCQcHR0TExM7O3tXbM1gbvib1U4T05ONjY2xsTEGBkZsbGxkZGRUVBQkJGR4ePjI06RW7ZsISQkpKWl5eLiEhUVFRMT4+LiYmJiOnDggIuLS1xcXE1NzcDAAJIiZW5ubnFxEfoyNTWVnp7u6ekZFhb24sWL3wK9YKsDX/AXL17k5eU9evQoOjraz8/Pzs7OxMTkxIkTWlpaMjIyAgICPDw8vLy8AgICUlJS6urqx48fP3Xq1Pnz51NSUjo7O8FtD93D+bfaeqenp3NyclxcXDQ1NRUVFfX19e/evYsefooOSJD4emJiIikpSU5O7k+DXhC8BgYGUlJSrKysxMXFqampKSkpZWVlL1y48PTp05+ZWtH7CHWMQe/8/Pzw8HBVVVVYWNiqjY2bmxt0g5KSkubm5sHBwTExMfn5+Y2NjX19fWCegOD96enpsrIyGxsbLi4uAgICUlJSRUXFpKQkZPfHMPQuLi62t7fHxMRYW1vz8/MjflXbtm0Dm5C0tPSJEycMDQ0PHjy4Z88eWlpaXFxcgGdCQkJFRcXw8PCKigqEZn1lZeV3Q+/nz59HR0cbGhpyc3Pj4+Nv3LgRHBx8/vx5oNwzMjJSVVUVExPj4eFhZWXduXMnExMTCwsLHR0dPj4+Is2zsbE5OzsXFhb29/cj5x7MQ+/MzExjY2NsbKyNjY2wsDAdHR3obCGkFQiMGhoaCgsL79+/7+fnZ2Zmpqmpefz4cVtbWyMjo927d+Ph4VFTU8vLy587d66iogKFQv0nwUXr2HpBL9jT05OYmGhubq6ionL06FFHR8ebN2+WlZW9efMGUtyD6vvu3btqamo7duwgJiYWEhKysLDIyspanyXjD5F6v379Ojc3Nzg4mJ+fb2lpycTEBIdOGhoadXX1sLCwkpKSkZERzEPv3NzcwMBAaWmpn5+fqqqqpKSklJSUuLg4GxsbCQkJoC8uLi4rK6ucnJyxsfG5c+cuXLhw6tQpVVVVY2PjiIiIwsLC7u7umZmZxW9laWkJ3XKKQqHS09M9PDxCQ0P/CfRCXC/iZgWuAUtLS+AzNT09DWJud3d3XV1dTk7OrVu3AgICXF1dTU1NDx06JCIiws3NzcbGBkdmLCyszZs3b9myBQsLi5iYmI6ObteuXby8vMrKyv7+/kDcsbi4OD09jQQX/VbonZycjI+PP3HihISEhLi4uJ6e3t27d3/GePfly5eFhYWBgYGHDx9KS0sj0LuxCmdYshCQA0QogYGBCgoKsEvy8/NbWlqmpaV1dHRMTEwAm8zst/Lhw4f5+fnFxUWEFx5Z/RiDXvAIy87OtrGxYWNjAx0sExPT0aNHb968WV5e3tPTMzU1tbCwAFGVEA8AfollZWXW1tYQgMHExKSjo5ORkYHs/hiDXnDtGR4ezsnJOXPmjIKCAiMj47Zt28CdioSEhJOTU1FR0d7eHkhrrayspKWlWVhY8PDwAMDw8PCkpKT8/Pzy8/Pfvn2LhID/buhdXFzs7OxMS0sLDQ0FrY+mpqaSkpK0tLSEhISoqKiAgADvtyIoKCgmJiYjI6OoqCguLk5PT4+FhbV161ZiYmJxcXF/f//nz5+/e/cOCZvBGPQiK3ZiYqK0tHQ1ekRDQ4OOjo6QkJCLi+vYsWORkZFdXV3fYjW/LC0tjY2NNTc3Z2dnh4WFWVtbnzhxAijGmJmZd+zYsWfPHgsLC/DLm5mZqaurCw0N/ZdxvetAL9ByjY2NPXv2LCIiwsvL69KlSykpKS9evBgfHwcrwOLi4sDAQFFR0cWLF+Xl5SkoKJiZmbW1tUNCQiorK3/mdAYH6D8HelEoVHNz88OHD48cOUJGRrZlyxYcHBwuLi4LC4vk5OTW1tbp6WlkKpHG/243Kzj6dHd3P3r0yNvb29HR0dXV1dra+tChQ1xcXKSkpNu2bSMiIhITE7O2tr5+/frjx48LCwvv3r3r4+MTFhaWmZnZ3Nw8OjoKYi6iV4fKysrK5ORkWlrav4XeqqoqyJ0CWzwKhRoYGGhra6uqqsrJyYmJiQkPDz937tzp06d1dHSUlJT2798PxmpycnICAoLt27cjKjjkvLxlyxZcXFwQWbi4uE6fPv3o0SOIsJ6eni4qKvqvgovWUTiPj4/DcVJYWFhOTs7S0jI5OflnCufPnz+/f/++s7MzKipKUlKSiooKFM4bC72wUoE+qaKi4saNG8ePH2dnZ6enpxcSEjpx4kRkZGRLS8vExMTY2Njbt2/b2tqAZbe5ubmnp2diYgLZ6+FRKysrGIPe9+/fQ2opExMTGhqaTZs2bd68mYWFxcTEJDU1tbu7+4dkW6AMjIqKAgsZKyursrLy+fPnKyoqkN0fY9A7Ozvb1dWVm5vr6+urrKzMwsICVsOtW7fi4eGxsbFpa2v7+PgkJydXVVXBbYcPH+bg4CAgIFgDvXl5eZiE3oWFhaqqqsDAQH19fTk5OWFhYb5vRUBAYN++ffLy8keOHDl9+rSbm5u/v3/ot+Lr62tmZsbPz4+Hh0dCQsLHx3fy5MmYmBgkrhqWEOahd3R0NC8vb5UvXUlJiZycnJiYWEJCws3NLSsrC/11hjDC5ubm27dvW1hYKCsrCwkJsbGx0dPTc3Bw6OrqRkdH19XVAfPGixcvLl68+PugF4Kk5+bm3rx5U1lZWVBQUFlZ2dHRMTY2hhgdFhYWGhoarl27ZmRkJCAgwMjIKC0tDae0N2/eIE6FyJuLXvlDoPfLly/Dw8OlpaVhYWFKSkrExMQ4ODi0tLTy8vLBwcE1NTWjo6Pz8/OYh15QE6JQqNbW1oKCgpycnCdPniQlJXl7e2tpaXFzcxMSElJQUGhoaFy/fr20tLSrq+vt27cNDQ1FRUXPnj1rb2//GZUezMJ/AL0ZGRlVVVXv3r1bXFz88OHD4OBgS0tLSUlJUlJSeHi4q6urvr6+rKwsHx/fzp07KSkpSUlJiYmJCQgI8PDwcHBwsLGxsbCwEJP1li1btm7dCpfgsY2FhUVDQ6Onp3fv3r2mpqbpb6W4uBgD0Ds2NhYZGamoqCgsLKypqXn+/PmnT5/+zM1qcXER3CIuX768b98+KioqLS2tDXezgkMWUP5GR0cbGxvv2bOHjIyMmZn56NGjly5dKisrGxkZgaShxcXFSUlJt27dioqKio2NffLkCaQTRpd9MQy9XV1dGRkZp0+f3rlz56ZNm7Zu3YoOvTMzMwj/H/T048ePDQ0N0dHRp06d4uXlpaCgEBMTc3d3T0tLe/36NXKM+N3QCzvF8vLyu3fv8vPzAwMDNTU1mZmZcXFxIQIBHx+fgYFBQUHBz8+voKCgt7d3cnKyvb391q1bEAWI8HoSEBDIysoGBgaC2hbpwu+Wej9+/FhYWOjo6CgrKwu2T3Z2drAEaWlpWVtbX7p0KTs7u76+vre3t6+vr7m5OScnx9fXV1JSkpiYmJGRUU1Nzd/f/9mzZzBNiIPYhkBvYWFhUFDQ4cOHaWhoKCgolJSU/P398/PzEfsREsPW0dFx8+ZNXV1dfn5+SkrKHTt27Nq1CxRvL168mJ2dXVxc/PTpU3V19W+FXljPoEuDRPTASQ5p4SGKemhoKDU11dTUVEhICAJJTUxMcnJyQMeAIDQ64iL1Pwd6e3p6UlNT3dzcxMXFiYmJSUhIBAQETExMEhISBgYGgFcf89CLUGoAA/Pk5CQKhXrz5k12draXlxc40tLQ0Jw8eTI9Pb2rqwuFQgG//dTU1MzMzMePH3/YcmT8/y30pqamZmVllZWVdXR0vH79+sWLFxkZGUCJbmtrq6enJyMjw8vLS0VFhdiuELkWDw+PkpKSnp6ekZERDEUsLCyMjIzgt42LiwtRj5s3b6ahoTlx4kRCQgIkCcCY1Ds2NgZ+MUJCQkeOHIFd8mfZzT59+jQ0NFReXu7v7y8kJERJSampqRkfH48ZSo2fBReBBXp2dnZV5oPFTUVFRUJCIigo6OHh8eTJk5aWFjAHJCQkQDIfY2NjIyMjS0tLSGhTVlb2+vXrmZkZ5E3GmNT78ePHwcHBkpISDw8PISEhYmJibGxsGhqaw4cPh4WFFRUVvX37FhFkgfGns7MzLi7OwsJi//79TExMu3btOn78eGxsLJCEIF343dCLvGBv376NjY01Nzffu3cvERERLP5t27YxMTEpKyufPXsWAsrhXP/u3bvMzExXV1cZGRlycnK4mZCQUE5OLigoqKioaGBgAGPQu7CwUFNTc+nSJXNzcx0dHXV1dR0dHRMTEycnp4CAgDt37hQWFvb09CBaTWA3c3d337t3LzExMScnp5mZ2Z07d5qbm9eIX5iHXhQKBelBDQ0NQXssIiJiaWkZGxuLJH36+vUrCoXq7OzMyMhYtU9LSEjQ0NDg4eFRUVHJysq6u7tnZmYiOL24uPj8+fOQkJDfJ/UiS2hNZWFhYXR0tLu7u6Gh4fHjx6tpTiCObufOnQcOHPDy8mpqalrzlR9e/iHQ+/nz59bW1ps3b548eZKbm5uAgICGhkZBQcHDwyM/Px8xV2MYen84YisrK/Pz8y0tLasURiYmJszMzBQUFFpaWg8fPmxpaVk/lOv7B/4r6M3Ozs7MzHz8+HFeXl5BQUF6enpYWBgScczDw8PMzExFRUVERISNjY0gLlRwcXGZmZklJSUPHjyorq6ura2tp6enq6sLBmAWFhYSEhIwieHi4nJycjo6OpaUlIyNjWHS1js2Nnbz5k0FBQVhYWFwFs/PZ8Y1fgAAIABJREFUz/8Z9C4sLPT29j59+tTd3X337t2UlJQaGhqxsbHgmIoc+WEOMBbXC2EVg4ODqampenp69PT0BAQEdHR0ampqDx48aG9vb21tffLkyZUrV4yNjSUlJXl5ednZ2dnY2Li5uUVERHR1dX19fdPS0rq7u5G4TIxBL5hbXr16FR0draOjw8nJSUREREhIyMHBoa2tHRgY+OzZM8SN88OHD+3t7ampqY6OjqKiojt37mRnZwex8sWLFygUCj1u6ndDL7JTdHV1Xb16dZVchZ2dHTHf4uLiQiB1bm4uqM3hTIBCoaqrq2/cuAEzBW8KSL2Yh97Pnz8Da9iTJ08SExMfPnyYmJj4+PHjsrKyurq6jo4OdLbCr1+/AruTjo4OExMTAQGBgICAi4sLGImQlQOLH/PQC/565eXl3t7eAgIC+Pj4FBQUAgICbm5u9fX1MPjz8/NNTU3R0dGWlpYI7kKIi5OT0+PHj3t6ehA3vY2C3q9fv46MjFRWViYkJISFhTk4OCgpKTEyMpKRkXFxcWlra1+9evX169ffb/Tff/KHQO/S0tKLFy9WSf0UFBTo6Ojw8PBYWFj09PTCw8OfP3/+M27I3+3h/P1wwSeLi4tDQ0NABcjDw0NERCQqKgrHsl+k8kWe/K+gN+dbyc3NzcrKiomJCQ4O1tfX5+fnp6KighA0PDw8YIrB+1YICQlJSUkpKSkZGBj4+PhUVVXt7Oy8vLwCAgJCQkIuX74cFhZ25swZLS0tAQEBKioqbGxsHBwcamrqVfKHkJCQ1tbWhYUFyPeHGTcrdIUz2OTy8vJ+Br3z8/Pd3d2ZmZkuLi4g6B85ciQlJQWc3DYKehcXFyFFzCrDuJSUFAEBAfhA2traFhQU9Pf3V1ZWhoaGAvMlkAkj+v/t27ezsbEdPnzYz8+vqqoKcX/HGPSCzmd8fLygoMDb21tNTY2NjY2YmHjHjh1cXFy6urq3b99ubm4eHx9HoVBdXV3p6ennzp1TVFSkpaWlpqaWlJS0s7NLSUkZGhoC9R2CiBiAXjj01NXVeXt779+/H3Fa3rx5Mykp6bFjx7KysiBUFwlYB9t2WlqahYUFMzPzxkIvBATOzc2B60Zvb+/AwAB41YImDfzvvn79urS0hEKhsrOzT58+LSgouGPHDlJSUmlp6eDg4JKSEtAZIjvOysoKxqAX+VFQ2/b19d2/f19dXZ2Ojg4XF5eQkFBDQyM1NbWvr29kZKS5ufnBgwersUPgAk1GRkZNTc3Hx3fs2LEHDx4ALyOiNVlcXKyursak1AtdGB8fr66ujoyMdHBw0NbWFhMT27lz5/bt2wkICDg5ObW0tIKDgysqKsbGxn6YsAsZkJWVlT8Hep89e2ZnZycgIAAZRPj4+Ozt7ZOSktrb2xG/SPSWQ+N/q5vVmp9DLoHA8tWrV1FRUXBW4OLi0tLSCgoKqq6ufv/+PaT4RPdkRr67pvJvoffp06f5+fkpKSmXL1+G0yIpKSl4KePj49PR0XFxcfHw8LCxsXFwcIiIiBw8ePDYsWMWFhaenp43b97MyMgoLCwsLS199uxZVVVVeXn5w4cPbWxsDhw4AFsVcAsbGhrGxMT09/fD0sdYXO/ExERUVJSSktLevXtB6l0Hej9//tzX17eauezs2bN8fHw0NDRGRkalpaXj4+PfuwlgTOqdn58HTyUHBwceHh5AU319/StXrlRVVbW2tq56wejr6/Py8iLGxS1btiAEh8Djf/LkyczMTBQKBQCGMeiFxQpZ0p4+fRoUFKSmpsbKykpKSkpBQSEsLGxra3v37t3c3NySkpLExEQXFxcFBYVdu3ZRUFDw8vJaWFjExsa+fPny+7Pz74Ze4E4aGBhY5da3sLAAp4xt27YBbScjI6ONjU11dfX8/Dz6mQx8ap4+fWpnZ4dALz4+voyMDOalXmSngE1/bm5uYWEBwR7kv4C7bW1t165dg0MPISEhIyPjsWPHEhISOjs7p6en1/CjYR564QwHIWc+Pj4qKir09PQ4ODiCgoLu7u63b9++efOml5eXnp4eLy8vNTU1IyOjoKCgurq6q6vrvXv3Ghoa1iwhzEPvx48f+/r6ysrKrl69evLkyX379rGzs1NQUCAKRVJSUj4+Pk1NTQ8Pj4SEhNbWVsQ2gUwWeuUPgd4vX76sJn41NTVlYWEBFx9RUdGLFy+Cg9UafQnS/o2SesH3amJioqCgAAIWeHl5d+/eraure+fOncbGxoGBAYgmQk75SJvXVP4t9Obm5hYUFCQmJgYEBBgaGgoLC+/YsQMfH5+GhoaXl1dRUfH48eP6+voaGhra2trW1tYXL16MiYl5+vRpTU1Nd3f36Ojo1NTU9LcyMzMzNjYGhj1ZWVlg/KGnpwdnjaKiosnJSegPBtisAGNGR0fRFc6+vr6gcIb/IsxcUAGEePz48aoBb8+ePUxMTA4ODm1tbUtLS0h8DjL6GIBeaOTU1FRpaam/v7+amhoDAwMpKamMjExAQEB6enpFRUVubq6Hh8eePXvw8fHB342EhISOjo6GhoaAgGDLli3AaygjI3P37t2hoSGI4UHSJ2RmZv5WIknoAsTnvHv3rqSkxMvLS0lJiZmZmYiIiJaWVkZGBsK+AwIC7O3t4cRGQUEBGulbt261traiUxgi4/+7oXdpaWlkZAS0x5qamrS0tGA9wcLCIiUlFRQU9PLyam1tReRdaBjYtouLi11dXYE1cNOmTRsFvTD4AFpAZQVJ9NbsKR8+fOju7n78+LGTkxMPDw/4NgsICDg7O5eXl69xsIJubgj0AitvT09PTk6Ol5eXpKQkERERAwODoqKijo6OnJwcLy8vLS0tERERNTW1mJiYqakppKLr6+tD0jkjfcc89E5PT9fV1d25c8fc3Jyfn5+YmBgfHx8XFxd0VNu2bYN0k7S0tPz8/AYGBsnJySgU6vudB3kFNhx6YYF9+vTp6dOnenp6NDQ0wB+ppKSUkJAwPDwMyhWkweiVjYJeeB0+ffrU1dWVkpJy9uxZKSkpenp6AQEBW1vbBw8elJSUgBc6nKqhj+gtR+r/FnrB0JuWlhYVFeXt7W1oaKj0rejp6dna2vr6+l6/fv3GjRuhoaGXLl2KiYkpKip6+fJlf3//9xvily9fUChUQUGBg4MDQDgWFhYHB8cqMUJycjJ63gIMQC9s969fvw4JCZGQkNi9e7eWlpafn19RURGkIfrw4cPY2FhfX9+rV686Ojo6Ozubm5vBaGpmZibyrfj7+/8sATgGoBeooF6/fn3//n0DAwPQ4TMxMZ04ceLhw4eFhYVZWVkRERE6OjrU1NTbtm2jpKTk5uZWUFA4fvy4tra2iIgImF42b968qgu6fPlyZ2fnx48fIaHF/Pw85Ov9rdCLLFPQUvb392dkZKyGCcnJye3YsQPcBcTExA4ePKihoSEnJ8fCwkJOTs7Dw3P06NHg4ODy8nIUCgWAgf4oyDMP+XohTBPZW9fcts7lmny9cXFx6OkTICj20aNHbm5uEhISiEaBkJCQk5NTW1s7Kiqqr69vzfMRAqPg4GAxMTEiIqJt27bh4+NLS0sHBgZi2M1qTdt+djk5OVlVVXXt2rUjR47Q0tLi4ODQ09MrKytfvHixra0N5F0EseAhmIde5Henp6dfvXqVlJR0/PhxBgYGcnJydnZ2Dg4Oamrq7du3ExMTs7CwSEtLW1tb37p169mzZyMjI2tEdngU5qF3ZmYG8lKbm5tzcHDg4uKSkpIyMTEJCAjIyMhAIlhGRkbQ9sPZrrq6enh4GCFPXTODGw69X758mZubGxoaiomJUVZWJicn37FjBzc3t5WVVWlpKaia16wcpAsbBb3QgOXlZRQK9fLlS2A7gQB3ZWVlc3NzHx+f6OjovLw8oF/89OnTz7rwr6A3Ozs7IyMjJycnLy+vuLi4sLAwNTX1wYMHcXFxT548qaioqK+vb/tWXr582dzc3N3dPTw8jEKh0Pm0oDPAcdje3n7v3j0tLS06OjpsbOzNmzcLCQmFhoY2NjaiUChE+YAB6F1YWBgbG3v+/PmZM2d4eXl37dqlqqp64cKF4uJiIJR++/ZtdXV1ZmbmvXv3bt269eDBg+joaA8PD11dXTk5OUlJSR0dndUQl5/xb2AAej9+/Dg8PPzs2bNz586JiIhQUVHR0NDs3bvX1dX18ePHBQUFV69eNTExERAQICQk3LFjB6TUuHbtWnZ2dnx8vIuLi7y8PCMjIw4ODi8vr6+vb21t7cTExKdPn8CKiWHoXVlZ+fDhQ19fX2lpqZOTEzMz8+bNmwkICMB1YOe3QkdHx8PDY2BgcPv27ZqamuHhYVj636/+3y31zs/P19TUhIWF6erqcnJyIu79VFRUSkpKXl5eT58+RY8ohbcAVLtDQ0NxcXG6urpsbGxAsn3gwIE/FnqHh4chB5ekpOSOHTuIiIj27Nljamr64MEDhP9vzfhvFPQuLy8vLi7OzMzU1NSsBvUKCAhQUlKSkZGBiREbGxsybQQFBWVmZra0tLx79+5nuIV56J2fnx8cHHz27NmqACApKQkqcR0dHU9Pz4cPH8bHx3t7e2toaPDw8JCSktLT02tpaYHU/v0yg8W24dC7sLAwNDRUVVXl5+cnLCxMRkYGpM2RkZHt7e0/PLRByzfQ1os04NOnTygUqqWl5c6dO2ZmZjIyMnx8fJycnIKCgioqKs7OzkAGAkd/5FvolX8FvVlZWY8ePQKOZchlOzQ0BD4LkNwbaGKQv6CYRRRZ8EKCCD87O9vR0ZGenr6aXXXv3r0EBARwrFNVVYU8IaDqhKZjAHpnZ2d7e3tzcnLMzc2ZmZlpaGikpKTs7OxiYmLq6uqampoeP34cFRV14cIFOzs7a2trJycnW1tbVVVVmIB9+/YBmQASjYA+6CsrKxiA3vfv30NQrJmZGQMDw/bt23fu3KmkpARWw+zsbBcXF0lJSRoaGkJCQnZ2dlNT01X+EDjl9PX1paSkODo67tu3j4yMjJeX19PT89mzZ3CI/vr1KyalXmSdwFIBA/y+ffu2b98OWlzwLYCAFnV19cuXLzc1NcEKBIXbmq3/N0m9lZWVYBP5+vXrzMxMXl6eo6MjOFghzJEsLCzm5uYJCQnNzc3fRyPAqzE3N1dcXOzm5iYtLU1JSUlERLR///6AgAAMx/WuWbFrLqGpX7586enpuXXrFpwwCAgIqKioVFRUAgIC8vPz3717h8wd+tc3EHrBKay9vX01qFdMTIyCggIHBwcY8PHw8BDXsP7+fvCHX7NZIb3APPRCIqPe3l6QtFRVVU1NTUNDQ/Py8oaHh8fGxoqLiwMCAtTV1Xfu3Lljxw5+fn5DQ8OoqKiOjo4f2rw2HHpnZ2ebm5vj4uLMzc3BP0NJSSk0NLS4uBiYI2HwkTFHr2y41Attg2NcZGSkmZnZnj17IIMyBQWFpKSkm5tbSkpKU1PT+Pg4OEms2YX+LfQmJyenp6eXl5cPDAzMz88vLCzMz8+vb95HH0Gof/78eXh4OCsry9XVVVZWloaGZvv27YyMjFJSUh4eHhUVFWuUD78bepeXl6emppqbm2NjY48dO0ZNTY2Hh8fMzCwlJaWvr+/o6Ojk5ASZ6dTU1A4dOqSmpqatra2qqiokJERNTQ0pP5WVlW/cuPEzj3MMQO/MzEx7e3tSUpKBgQF0gZubGzJp5+XlxcbGHj9+HIymlJSUMjIyYWFhINcuLy9//PgRUoSeOHGChYVlz549np6e4K0KNgxMQu+aBTM/P5+ZmXnixAlOTk5Ekbtp0yY6OjpVVVU/P7+8vDxk01/zXeTyd0i9lZWVYF379OnT4OBgQkKCgYEBLy8vKSkpJCnavHkzHx+fn58fMCIhEclIq6CyuLjY0tKySll66tQpTk5OEhIScXFxiCnv7+9HXq7fTamxplVrLuEYtLCw0NLSEhISoqioSENDg4WFtXPnTisrq5ycnK6urjWuScgTNgp6gQ1mbm6urq7Ow8MDXGoR8gBycnIdHZ3ExMQ3b978TNhFuoB56IVDw/T09MuXLx89enTnzp2UlJTy8vI3b94AOXB/f39hYaGXl5e4uDglJSU1NbWwsLCDgwN4yXz69AndoQ8Ex8rKSm9vb2dn54yMjO8Pgkhn16m8e/cuNjb2n+XrRaFQRUVFfn5+Kioq0GB9ff3k5OSOjo6/bMzGQi8yIIBckJZDT0+Pm5ublJQUDw+Pjo5ORkYGzBaVlZVv37798OHDfw+9aWlpQOwOVkD4u+ZnkLaiV+DgsLi4ODU1VV9fHxAQsH//fkpKyu3bt1NQUEhLS585cyY5ORlIiNBPQBiA3omJCXBq0NPTA1MoPj4+6DZZWVl37drFwsLCzs4OBJOAvoqKirt376agoMDHxycmJhYUFAwKCvrengcjgAHoRaFQYBw6duwYDQ0NKSmpiIiIqanp1atXs7Kyrl+/rqioCHnCOTg4EB9mIK6CbKzPnz93c3PbvXv33r17z58/X1paOjg4uOHQ++HDh6KiIjc3Nzk5OXp6ehAosbCwdu/eDbr07u7u2dlZWDA/W4e/D3o/f/48Ozvb1tZ248aNw4cPQ+okgN5t27aJiYmtRo5CePqarRB5NRYXF3t7ex8/fnzu3DlwehATE/vToBeh2auoqHB3dxcVFSUlJcXCwuLl5Q0JCenp6Zmfn//eHRr6iHnohcXw5cuX9+/f9/b2ZmRkmJmZsbCw4ODgQG5zLCwsenr6kydProZIvXv37nugQmYHKpiHXjjrLC0tffjwYWJi4t27d+Pj4zMzMzDOMKSjo6OraWb09PRYWFjw8fHJycnV1NTi4uJ6e3tBCYTei42SeuGVXF5eHh0dTU5ONjc3FxQUJCYmZmBgsLGxKSsrGx0dhSBS9Nauqf8h0Pv169dPnz5BOrjLly9DUiwaGhpiYmIqKqo9e/YYGhpev34dGAPhfUd2pH8r9SYlJQH0/qWcsWbskPC+oaGh58+f37p16+jRo3R0dNu3b6eiohIVFbWxsYmPj29qakIcm5EnYAB6Z2ZmXr16lZ6ebmNjw8fHR05ODim1d+7cycHBwc/PLyYmBrmMHBwc3N3dPTw87O3tgX2XioqKlpZWQkIiLCxsA92swCX40qVLhw4dgrS1Bw4csLGxuXXrVk5ODoT54uHhkZGRHThwwMPDo7q6GlkWCwsLw8PDJSUldnZ2nJycAgIC58+fLy8v3xCFMzLvUPn48WN+fr6dnZ2YmBgVFRWkEMHBwREVFQ0KCkIM0mu+tebyd0BvVVUVeCRMTk7W1NQEBQVB8lFsbGzY3/Hx8eXk5BITE38WrQiN/Pz5c3t7+8OHD1fp47m4uIBwOCgoqKSkZHBw8A+ReoHuuLOzMyUlxcTEhIODA3LcysvLP3z4ECEhWjPscIl56IXfXVhYeP36dVZWlre3t6ys7I4dO7CwsIB7YPv27TQ0NBoaGrdu3WpoaICz0Q8bDx9iHnrXaQzyr8+fP5eWltrY2ACNNi4u7oEDB27cuNHc3IxCoZCVA/dvFPQirR0ZGbl//76uri5kL2VjY3N3d29qavrw4QPCDovcvKbyh0Av0qrR0dGSkpLr169bWlrKyMiwsLAQERGRkpIKCwsbGhrevHmzpaUFfJWQPfY/g97v8zohzfphBVwexsfHKyoqQkNDYQLw8PDIycklJSVtbGwePHjw8uXLycnJ709AGIDeT58+TU1NvXz5MiIiQlNTc+/evUJCQpKSkmpqamZmZm5ubhcvXrxz505mZuazZ89qvpX8/HygyBcQEBAVFdXV1V0nzREGpN6+vr7ExER7e/t9+/aRkJBQUVEpKCi4urrGxMQUFhZGRkbKyMhAvl49Pb2rV6+2tLQgMzU1NVVTUxMZGamhoUFNTc3Ly+vt7V1TUzM2NraBblbQvI8fPyYlJamqqqInnN++fbuYmFhoaGhTUxO6Rx7SozWV3we9kBq2tLTU09Nzz549uLi4gLvY2NiUlJRqamroaYPXtAouFxcXi4uLHRwcYOIICAhWZ+ry5ctVVVXoDrcbq3BeWloaGBiAzPNKSkpUVFTk5OR79uwxMzPLyclB2CV/2MENgd6vX79OTk7m5+efOXNGVlaWjo4OCwsLEJeenp6YmBgcxMzNzaOjoxsaGhDiqh924Y+F3qqqKnd39wMHDpCRkeHh4YmLi0Mmdkihg96XDYfewcHB6OhoTU1NCFAWEBDw9/d/9erVGsZ49DYj9T8Nej99+jQ6Ovry5cukpCQPD49Dhw4xMDBgY2OTk5NzcHCYm5sXFBSA/eW3QO/PFGjIeK2srCBqk9nZ2YGBgefPn9+4cePIkSOcnJyQi1hYWNjKyurevXu1tbVTU1M/VBv+buiFdi4vL4+Pjz958uT8+fNmZmampqa2trZ+fn73799/+vRpbW3t69evJyYmwIT+5cuX8fHxuLg4fX19aWnpgwcPWltbJyUl/cy9EAPQ29nZeePGjWPHjnFycgJ5pIaGhp+fX0ZGRmVl5d27d+Xl5UlISDg4OEArUltbOz09PTs7Oz093draGhcX5+LiAic4KSmp8PDwlpaW6elpCLbDpK0X1gCEe6FQqFevXoWFhYmIiODh4UEM/qZNm2CXCQsLe/ny5fdxa+grEOq/D3rn5+cHBgby8/NdXFy4uLhA1bx161YSEhIeHh4TE5MnT558L/UC1fbCwsLMzExfX19UVJSioiIVFRXYjY4cOfLgwYOWlpbJyUkk1mVjoXdxcbGjoyM+Ph7hIWJkZARbe2Vl5fcdRJ8CjEEv5DBdWFiYnp4eHBysqam5fPmyiooKENzS0tKCzWjPnj2UlJS4uLh0dHTy8vJnz54tLCxc39z4Z0IvtMrb21tBQQFC88XExIDfCsJk0WcB89ALLzLMPoQpBwQEyMvLc3Nz8/Hxqaur37p16+3bt2uC3dHbjNT/BOgFLIM8FrOzs5BcoaCg4PLly6u88aysrOBGgIWFpaKikpaWBitqw6AX8Qvv6urKysry9fUFbl5ycnJmZmZZWVlbW9uHDx/W19ePjIwg0UTIiEMFA9ALPzQ/P9/R0QEctgkJCenp6UVFRY2NjT09PWNjYx8+fEC3Zr1//z4+Pl5XV3f//v0HDx60s7N79OjRBkJvW1tbaGgomBvx8PBYWVlNTU1v375dXl7e1NQUExOjqKhISEhIT09/8OBBd3f31NTU+vr62tra4uLiBw8euLm56enpHTp0SFNTE2yooG0Gf/WPHz9iMrgI8mkDRXZERIShoSE/Pz8FBQUhISEAMD4+PiL1/lHQC68fNjb2rl27NDU1gXDuewer5eXlubk54PWMiYkxMzNjZ2cnISFhZGSUk5MDQ/vIyAg6O+DGQu/CwkJ9fX1ERMSxY8dYWVnx8fG5ublXE0zdv38fCF/XvLPol5iEXkh4/uLFi/j4eC8vr9W0zfz8/JycnAoKCsbGxqdPnzY0NFRRUWFhYQEXE0lJSQcHh9zc3Pfv36O3eU39z4TepaWlVbORl5eXvLw8NTU1AQGBmJgYUJ0PDQ2tSWKxIdC7srICOYafPXt2/fp1ELr4+fmPHTsWEhKyqi1HzIsIRK0Zebj8E6B3ZWUFvAcgWV9paWlKSkpYWJiVlZWsrCw1NTWStkBBQQFJFo70679UOK8v9SLy6/v371+/fg1pBvbv309HR0dAQEBNTS0nJ+fh4QHhUDMzM+ieDkhzYdwxBr2Qgvfdu3eDg4NDQ0Ojo6MoFGp2dnZ+fh5Sd6GTxYyNjd2+ffvw4cPCwsIKCgo2NjYbC72tra2rG72SkhJY0Dk5OR0cHNLS0pqamtra2uLj41VUVPDx8QkJCfn4+LS1tX19fe/duxcdHR0cHOzo6Kirq6uurn7q1KnQ0NCsrKzu7m6EnwVjRJKIvAsbaG5u7tmzZ5WVlcXFxcXExPj5+SGOAgcHBw8PT1RUNCQkZE0I+A/f298UXAS2Xoi/LCwsPHPmDA8PD0i927dvFxYWtre3j4uL6+jogOzZEGv35csXCDaFkOXLly8bGRkJCQmRkZFRUVFJS0u7uLikpKS8efMG9A3Iu7Cx0Ds/P19eXn7+/HnwbSYiIhIXFwe6t7dv3/7s0AzTgQHoRVbO8PBwRUXFrVu3TExMgHyRm5tbSUkJkoIkJib6+/vr6+tzc3MDB5+cnNzZs2eLiop+5p4NXfjToBf6++nTp/Ly8jNnzkhKSpKTk+Pj44uLi/85Ui9kIJ6amqqqqgoNDdXT0+Ph4aGmppaSkrp48WJFRcXQ0BCYF6E7P3t5Efmtt7e3sLDwxo0bV69eLSsrW3/Kfva0sbGx+Ph4JyenixcvNjU1/SKKwWs7NTXV3d1dVlYWExNz4cIFMzMzVVXVffv2sbCwEBISQtAaERGRtrZ2Xl4e2NqR9xfT0Lu4uPj27dvc3NzAwMCDBw8CiQwFBYWIiAgw3YNW82fDBJ9jDHpBpfBDOqQ1LVxeXh4ZGYmMjFRSUuLn55eXl/8ToHc117SysjI9PT1QN1tYWMTExFRVVTU0NDx8+PDgwYMEBASQDllQUFBbW/v06dOWlpampqYmJiampqaOjo5Xr14tKCgAJl5k0WAMekENOzMz09nZ+eTJEz8/P3l5eSYmJlFR0RMnTujr64uJiQEVPmDbakLW+vr6ycnJNQf8NZP1u6F3aGgIfLB5eXnBCwwXF1dISMjW1nY1XK2rq2tpaQk4Izs7O9va2hobG8vKylJSUiABibCwMA0NDQkJCciRcXFxjY2N3+s/Nxx6c3NzgdQQKLUhF1ZbWxsKhUK04t+PPOJfOT4+3tjYeP/+/aCgoKSkpP7+/h/evP6HCwsLJSUl586dc3Nze/LkCWJjRkJxamtrIyMjT58+vW/fPgYGBg4OjoMHD549ezYnJ+fVq1fl5eVhYWGrdNPs7Oz4+PjMzMxHjhwJDQ2trq7+/8vWC6r1mZmZ3NxcCwuL3bvAIjNNAAAgAElEQVR3ExISbt++fZUv8/Lly7W1td87jmFM6kX2DQhmARdCQ0PDvXv3srGxCQoKmpubZ2VlIUq19Wcc/ruBUi+wGoyOjra3t5eWlsbFxQUHB1tZWYHQtWvXLmpqatJvOenJyclhs3J1da2pqVkD6piDXjjyvH///vnz54GBgerq6qysrOBXJSEhYWVlFRMTA/n11j8yr6ysYAx6f2URwD3Ly8uDg4PXrl2Tl5fn4+OTk5PbcOhtb28PDw/X0NCASAN6enpNTU1fX9/k5OT8/PzIyEgVFRViYuItW7aAnzMTExMvL6+EhISampq1tXV4eHhmZmZdXV1/fz8QgiOjgTHoBS7MN2/eZGRkuLm5KSoq0tHRkZGRqaqqXv1W9PT0WFlZt2/fDlT4AQEBdXV1QLmFtPaHld9q6/0eenFwcNjY2LS1tUNDQ1++fLmwsDA4OJiXl3f//n2gWXVzczM0NFRQUODi4qKkpARCIiUlpWvXrrW1tU1OTn7/Umws9H78+PHRo0eqqqpgUwSqEOB6Q0/O+MPBx4DUCwQUPT09q+nWV+3re/fuZWRkZGZmhoz3T548efPmzfj4OKQRVFJSoqWlxcfH5+fnd3R0TE5OfvXq1fdGAfS+/GlSLxDMDQwMxMXFaWtrQ9AdDg6OjIxMVFRUe3v79PT0Rnk4I9D74cOHzs7OzMxMNze3ffv2MTMzi4uLnz59Ojo6uqWl5ePHj7+S8AdmYQOhF/woq6ur79+/7+Hhoa+vD1RWwOIJZPgEBAT09PSCgoKamppnzpxJSEjo6enZMOgF5W13d3d8fLy+vj47OzsRERExMfHu3btPnz599+7durq6mZkZUDUgs4W+3JE6xqAXacyaCtISxCHr69evfX19V65ckZWV5eXllZWV3XDo7e7uvnPnjrGxMT8/P1BFioqKGhgY+Pj4XL9+fZUi48CBA0jydiCEguykx44dCwoKys/P7+vrm52dXVpaQroPHccY9M7Pz4+MjFRVVQUHBysqKjIxMe3YsYONjc3e3r6oqGiVi9HCwmLXrl24uLh4eHgiIiKhoaHNzc0bbusdHBxEFM4g9W7btg1C5qysrNLT09vb2wsLCwMDA0+fPn3ixAlNTc0DBw5wcnJSUVHh4uJiY2ODHsjGxiYvLw+C8b9/IzYKekGgHB8fj46OFhMTIyAgICMj27dvn4+PT1tb25qlgv6mIHUMQO/CwsK7d+/glC8hIUFBQUFJSSkoKGhtbZ2TkwN5DIE1zNbWFlgMSUlJ5eTkIE3syMjIGqBCGg8VzEMvaODQLVxIk5aXl+fn54eGhiorKyGkDZKdk5CQqKmpJSYm9vf3A7AhX8EkpQYsia9fv46Pj5eUlISEhGhoaNDR0YHD/6q4UllZOTo6+isrB2k/5qF3aWlpbm5ubGyss7OztLT01q1blpaWsrKybGxspKSkODg4WFhYkMEC0rfIyMgYGxsHBgampqY2NjYiNmykC5iTepeWlnp6euDIIyIiQkJCQkxMzMHBcfTo0cjIyLq6unfv3q2vp0IajTHoRX5xnQqsmM+fP/f09Fy6dElKSoqbm1tGRmbDoXdgYCA7O/vcuXPS0tLExMTY2Ni0tLR79uxRVFTU1tZWUFBgZmbGwsJCfAE2bdq0Y8eOw4cPh4eHFxUVvX79+sOHD2tOajAOGINe4O6Jj48/deoUNzc3PT29iIiIsbFxTEzMq1evysrKVg9tDAwMWFhYxMTEMjIy0dHRsMv85UL6rVIveDg7OztzcnKCm9WWLVsICAgYGBgkJSWtrKz8/f0dHBwOHjwoLCzMx8fHwcFBR0dHREQEOL1p0yZ2dnYjI6Nbt261tLSgu/Khr8ONgl6gW2lsbLxw4QIPDw8hISEXF9eJEyfu3Lnzsyh29GZjRuEMxLSpqamrgQbAerZr1y4NDY1Lly69fPkSVAhfv37Nzc3V09NjYmIiISFhYWExMDDIyMgYGBiYnZ392bBDXzYQetcMJlxOT09XVlZGREQcP36cjY0NDw8P2GFPnz5dWFgIIu+adxmTCufl5WXIqfrw4UNDQ0Nubm5sbGxSUlJ9ff20tDTgwPlhv3724X8OvY6Ojuvbet+/f9/e3p6bmxsZGXnmzJmjR4+KiIgwMDDg4+PDFoqFhUVJSSkkJKSpqWlnZxcaGpqQkFBaWtrR0TE6Ovp93tjfCL1wTkeOPCgUqrCw0MfHR1VVFdY6Gxuburq6v79/ZWXlGr+qn404fP4HQu/S0tLr16//KOidmJiora29ffv2sWPHaGlpt27dioODAzIKsF3i4eFt3boVok5xcHAgmd25c+fq6+unp6fn5+eBN/t7eet3Qy9y/h0aGnr8+LGPj4+CggI1NTUrK6uxsfHdu3erq6u7urpycnL09PQoKCjAf/v48eOZmZnv37//FbUVhqF306ZNW7ZswcHBISMj4+DgEBQU5OTkpKSkJCAgwMfHx8PDg1MzTAchIaGiomJ4eHhFRQV6IO+al2KjoHd2drarqys7O9va2pqVlZWSklJRUdHX1xf4O9c08oeXGJB6UShUZWXltWvXjh49ysjISEpKunfvXrBqATse+KbGx8fLysqSkpJSUlKKiYl5enrW1dUtLCz8JaUD5qEXWNImJiampqaQgEYIN1hYWOjs7IyOjtbX19+9ezcpKSkBAQEzM7OKikpQUNDLly9/+CJjEnqh8Q0NDZD7gYyMDDhH7e3tf5G+as1C+s+hF93NCsEsyJUJYY2vXr1KTk4+d+6clpYWPz8/UFZB0satW7eChllcXNzCwiIyMjI/P7+1tXV4eHh6ehpyBX2/Kf1G6IXBWl5eBvK20tLS1XWgoaEB+46QkJCurm5AQADof9aM7PqXCPRCao6hoaG5ubm/FHTQn7m8vDwzM9PV1VVeXp6cnAzkGL29vesfddGfgNQRqbevr+/atWtKSkp79uwBN6uUlJQNDC6CPD9FRUVeXl6IJzk43AIMEBER0dDQcHJyioqKKigoaGtrOzo6pqWlTUxMIL37YQWg9+3bt78pXy/o1hYWFpqbm69cuQLhZ/j4+Ozs7I6OjqmpqZAjy8fHR0JCgoSEZNeuXbq6uqu8XavcvOvrCZHu/D7oBVNQWVkZUGoAOz+6agEbG3v79u1r9A2bNm0CPTMfH5+Kioq3t3dBQQFQv/5sTW4U9IIqIjY21sTEhI2NjZWV1dDQMCYmprGxcWpqChnhdSoYgN6xsbHc3Fxvb29FRUVKSkpiYmIhIaFTp05FRUXBua2uru7p06fOzs7gYAU5i27dutXT07NOy5F/LS4uPn/+PCQkxMfHJzs7e3R0FD2/C3Lb+pW5ubmurq6SkpK0tLSEhITs7OyOjo6f2ZhnZmbq6+vT0tIePXqUl5f3/Pnz9vb23t7e1tbWwsLCmzdvmpiY8PPzA0UXBQWFgoKCl5dXVlbWz2jkMQa9kE2ks7MzNTXVzMyMi4uLlpaWl5dXR0cnMjKyo6PjV+ir1ozkfwu9CQkJTk5OYK4CSePTp08jIyONjY3FxcW5ublZWVk3b960s7NTVlaGBQNv9NatW0lJSVlYWMTFxY8ePXr27Nn79+9XV1cPDAysH9q+srLy26EXNLGPHj3y9PRUUlJiZWVlZ2dXVlZ2cHC4c+fO8+fP+/v713cmXDPo6G5W/y309vT0/Gyb+74NyCfIEendu3f37t3T1tYWFxdXVla2trZOTk7eQOhdWlqanZ198+ZNamqqk5OTkpISGxsbERERhOKAQUJaWtrMzCw4ODgmJiY7O7uysvLNmzd/6R78u6EXrImTk5MFBQUWFhZsbGzExMTbtm1jZ2e3t7e/c+fOxYsXT548KSIiArvqqh7lwYMHzc3N4+Pja7RqyDStqfwO6IX0CUtLSygUqq6u7uLFi9LS0uTk5N+jLDoSQ33btm0UFBRiYmJOTk6xsbHw9n748AEM7WsaD5f/LfSu5llaP5IVacPU1FRtbe3du3dNTEyA3/vs2bPFxcWg6kduW6eCAegdGRlJS0tzdHSUlJQkIyODc5uqqqqrq2t0dPT9+/e9vb1PnDghICCAj49PQkIiJyfn4+Oz6rP9s1Rja7rzn0NvfHz8+tDb399/48YNbW1tJSWl48ePu7i43Lx5MyUl5erVq8bGxhISErt27YLXBAsLi5OT09XVtbS0tK+v72e7K8ag98uXL319fVlZWT4+PrALiYmJOTo6xsbGNjQ0TE5O/jCx0poBX3P5n0Ovs7NzWFhYa2srQO/ExERZWVlgYKCBgYG6urqKioqkpCQPDw+EwoIVadOmTaSkpAICArq6ut7e3omJiXCqGxsbm5ub+0so+bfQC5mLqqqqvudwBmrp8fHxoqIiwF02NjZaWlpRUVFHR8fExMSWlpbZ2dkfOg6sGeg1l+/fvy8sLAwLC7t27VpZWdm/lHpTUlLu3r2blZXV29v7ixv3mvbAJQqFWk17cvLkSTk5uUOHDtnY2KwDvTMzM+np6c7Ozqva1Kqqql+U1dB/d3l5ub29PSIiwsXF5eHDhwMDA99rhiEHEWTm8vT01NHRERcXFxAQEBERkZWVPXr0qLOz8927d2tqagYHB5Ese+i/8sM6uFMODg5mZ2cHBgZGRET8uri55oGvXr0KDw+3s7O7c+cOcjwHav7x8fGsrKyjR4+SkJBs3bp18+bNTExMJ06c8PT0NDAw4ObmJiIiwsfHZ2RkdHJyam1t/VsLqa+vD0Lx7t+/39bW9v79+3VAbk2b4XJpaWl4eLi2tvbJkyfx8fEJCQkQ1wsJwLu6umJiYkxMTERERBgZGSFNBcG3QvitIHViYmJycnJWVtb9+/dbW1unpaUNDAz8MMvYmmb09PTcuHHD1tb25s2bvb29a/77K5fz8/PFxcVeXl7nz5/Pz8//xbBI2JWuXLly8uTJffv2KSkphYeHt7W1zczM/OIyXl5e/vTp0+Tk5MuXLx88ePBfBRc9ffoUgZmRkZH09HQnJycpKSnIyEJDQyMkJKShoWFlZWVhYaGoqMjGxkb5rQgKCtrY2CQlJTU3N6/PPo2MKiicL168eOHChZycnH8s9XZ2dpaUlKSnpycmJkK8088Ovq9evXJ0dKSmpsbCwqKmpt67d6+BgYGrq6u+vj4HBwc+Pj4RERHwzHNwcGhra8fGxk5OTq7zUvzn0PtDvwSY69ra2pCQED09PTExsb179xobG6ekpPwwqQMywutXwGm3r6+vuLgY4npX03j/4gJe8+Tx8fGkpCQXF5eQkJAXL15MTEwMDg5WVFSsBmUdPHiQjo4OHx8fnB+xsbFxcHBwcXHx8fHJyMh27ty5b98+IyOjS5cu5eXlDQwMIIr977fiNT8KUm96erqnp2dYWNiLFy/m5uZAivv+zk3IR1+/fh0dHa2urs7Ozk5PT3/69Gl9fT0KhUJugMrXr1+Hh4crKysvX76spqbGxcXFy8urqKjo6Oi4ml6js7Pzn43UysrK/Pz8s2fPIiIiIiMjgdP/V04Z6M0DhXNnZ2d5eXlaWlpcXFxeXh6y9aPf+ev1Dx8+pKWlnTp1SkVFRV1d3c7OLi0t7fthgQfOzc1BkkRfX9/nz5//4p6F3hgEel1dXePj48fGxtD/i16fnp7u6OgoKSlJSEi4efNmRETEtWvXbt++nZiYCDYJFAr1K2sF/ZmwdPLy8oKCgv4l9EZERDg6Oj548ODdu3foP7GwsLCaIfjUqVMMDAy4uLibN28mISERFBSUl5cXERFhYmKipaXl4OBQVFS8du3az7QL6A9Erw8NDSUmJgYGBsbGxnZ0dCCO3Oj3rF9HoDc3NzclJSUtLa2+vh6JK52enq6vr3/48KGnp6eenp6UlJTotyLyrYiKioqIiOzdu1dMTExGRkZdXR2iuR4/fvzr57/+/v6oqCh7e/vIyMg3b96s39of/heBXi8vr5KSku/jl374rbGxsYyMjLNnz2pra8vKyhoYGCQlJY2Pj//dJTQ/P9/Z2RkXFxcUFAReuD/8ufU/XFhYKCsr8/b29vT0LCgoQLowPT1dVlYWEhKipaXFxMSEi4tLQEAA5hURERFRUVEeHh52dvZ9+/YdO3bMx8cnPT29o6NjamrqL4UVaM/y8nJDQ8OVK1cCAgKePHkyNjb2zxTOAL1ZWVlpaWmFhYXrzH53d7etrS0BAQH4DZCTk/Px8UlKSgoJCTEyMkIoy8GDB01NTX18fOLj49vb29cfupWVlZqaGl9fX1dX18zMzO8Dx//y6ysrK5A00NnZ+cqVK69evfrhV2ZnZx8/fmxkZCQqKiojI2NmZoaeTuCHX/mVDxcXF0dHRysrK6Oioq5evfqPoXdiYiItLc3d3d3Pzy8rK6u0tPThw4fOzs6HDh1CHFHBUYaQkJCCgmLnzp27d+9WVFQ0NzeHU2N1dfXg4OAvrhyka7Ozszk5OT4+PleuXKmrq/v48ePfg960tLTHjx/X1NSAfzKY/eHvzMwMUPAbGxvz8vLS09NLSUlBkFNLS8vMzAy4M0C8L/oX/7I+PT1dVFQUHh5+8+ZNgN7vXeeRHv6wgm7rTU1NjYmJgV0PMl/+ZQN+eMPk5OSjR49Onz59+PBhDQ0NW1vb1ZRYIyMjP7wZhUKlpaU5OztfuHDh30PvKvXg0NDQD38IKEbfv38/MTExMjIyMDDQ398/MDAwODg4MjIy/r95x6DjCL/SDx+F/uHnz5/HxsaePn36n0AvWB/6+/vRf2JxcbGuru7s2bPCwsKQ0nzbtm3gJkZPT8/BwSEiIgLahcTExMHBwV9v/JcvX968eRMbG+vv7x8TEwPQ+5eeNWsWEjr0JicnP3r0qLq6enJyElwz5ufnR0dHW1paHj9+HBYWZmtra2JiYvytmHwrRkZGhoaGp06dcnR0DAwMTElJaWlpGRsbg0MA+jj8rN7d3X39+nU7O7vIyMh/L/UWFBQAMerPfg75vLe3Nyoq6uTJk4qKimBYyc7OnpqagmyhyG3rV8Aa0tHRERsb+y+ht7S01MvLy93d/cmTJ+CZ/OXLF9D537t3z9zcnI+PD6hjIAiNiIiIgoKCmZlZTEzs1KlTt2/frqio6O3tnZ6eXlhY+MUdYGFhobq6+tKlS/7+/v8eejMzM8GC29nZCUkAvx+91dhce3t7cnJygF5sbGwCAgJSUlI6OjouLi5paWkjIyM/P7+kpCRg4QVFzjq768LCQkVFhY+Pj4uLy7+B3ri4OGdn58uXL4PUi97ypaUlIHuPjo6WlpZmYmJSVVW9fPlycXHxwMAAEAKi3//rdUieODw8XF5e/u+hNyMjw93d3c3NLSIi4tKlSwYGBhwcHDt27Ni+fTuMMwUFBT09PSsrKx8f3/79+7W1tc+ePbtKCPjixYs3b95MTEyALxVsQeuMOXoHJyYmMjIyvLy8wsPD/wb0jo2N1dTUpKWlRUdHX7169d69e/n5+fX19Q0NDfXfSl1dXXFxcWRkpKWlpbS0NAMDAw0NjaysLBiii4uLG78VuPnX/zZ8K+Xl5Tdu3HBwcLhw4QJIqx8/fvxnblYlJSV37tzx9/e/fPlyVlZWXV0d0oVfbxV0vKysLDw8XF9fX0FBQVlZ2cDAIDQ0tKio6IcPLCsrCwsLMzY2dnd3r6io+DdSr52d3cWLF/Pz82tra+vq6r5vdkNDQ1NT08uXL1u+ldZvBerNzc1NTU2NjY0/bOT3j4JP6urqXrx4UVxcfPv2bW9v76tXr9bX1/+DLqysrLS1tQUFBRkYGHh5eeXm5sL8wng2NDSkpqY6ODhISEgwMjJCfNS2bdtwcHCoqKj4+PhkZWV1dXWdnJyioqKKiop+1to1n8NPwHnT0tLy6tWrTU1N79+//wfQOzIyUltbm5GRce3ateDg4Lt375aUlCBdqKmpKSsrS0tLCw8Pd3Nzs7e3t/tW7L8VW1tbGxsbR0dH0DglJSU9f/68paWlqanpF+ciKyvLw8PD2Ng4IiLiF52D1pweQOo9d+6cg4NDdHR0ZWXlz5YQ+hhmZWW5ubkpKSmByG5kZBQZGVlZWYl+z/r1urq6mpqaZ8+eZWRkgOCYnJw8MDCwpnm/crmwsFBQUODo6GhiYnL16tXKykoY/4qKivT09PDwcFNTUyEhIXCDx8HBAZ0huOYBY/ydO3cKCwtramqQiVu/8bA4X7x4cf/+fVtbWzs7u+Tk5OHh4X8m9XZ1dRUVFcXGxoaHh0dERKSmplZXV3+/ABoaGtLT042NjSFbF+g/IZAU8sIeOnTI0tIyODg4MTGxsrKytbX15cuX3z8HvWs1NTX37t2ztra2srJKTU39RU37mkkBqdfOzs7Dw+PRo0dr1k9tbe3z589zcnLc3d35+fnp6OgOHTp08eLFtLS08vLy9ZuH3tTv6y9evKioqMjNzY2JiQkNDb169eqzZ8/+lhoVUdKMjo7Gx8efPn1aX1/fysrK1NR03759hISEW7ZswcbGxsfHp6CgYGJi4uTk3L17t5iYmIqKiqGhobe3d1xcXElJSW1tbUNDw9/aQuF+CHE2MTE5f/58RUUFKMyQVqGP8/9ROI+Pj9fW1iYmJnp5eRl9K25uboGBgcHBwYGBgf7+/r6+vm5ubgYGBsD0wcTEtGvXLmlpaWNj4zNnzvj6+gYHBwcFBQUGBgb8nRIUFARehfr6+rKysqampo8ePerv74dIGPTmrl8Hv+vXr18XFBQEBATo6ekdOXIE5A/owt9pVAB0/MKFC+bm5mCQl5SUVFZWNjEx8fLygp6iPzAwMNDLy8vQ0BCyLJSWliKKsvWbjf7f5eXljo6Oa9eunT592sLCwsPD48KFC35+foHfypqfCwoKCg4ODvlWLn4rUEdm4RcnAh7u5+d3/vx5d3d3Z2dnNze31dyCL1++/GfQ29TU5OHhIS8vr6Wl5e7ujoxV0Ldy9uzZ48ePS0lJ8fDwMDIyQtZhKioqdnZ2MTGxgwcP6unpmZubu7q6Xrhw4Re7AOPg4uJy+PBhoA2vrq6emZn5u1vn0tLS6OhofX19fHy8s7PzkSNHjIyMPD09oeXILHh7e585c8bOzs76/xarb8XGxsbe3t7FxQXWSWho6K8sP+ipq6urjo6Ourp6SEhIV1cX+tr4xfr8/HxJSYmnp6eRkZGtra2Xl5evr6+/vz/64kGvQ6fOnDmjra0tKirKz8+/d+9eJSUlc3NzHx8f+O9fzgLc4O3tffbsWVdXVxcXFz8/v/T09H9m7pmfn8/OzjY0NJSVlTU0NEQ2Fl9fX09PTzs7u6NHj4qLi7Ozs9PT01NTU1NRUdHR0bGxsYHKxNjY+OzZswEBAciLgN7fH9YDAwNDQkICAgLMzMykpKTU1NSioqL6+/v/7vpZWVmZm5t7/fp1YWFhRESEubm5np6etbW1n5/fmjUAL6+bm5uqqio7OzsdHR0NDQ3Vt0JDQ8PBwQEMdCdPnrSzszt37lxQUFBYWFhISMg6cxEYGOjn52dlZaWmpnby5MnExMRf9E5fs7RGRkbi4uIsLS2NjIxAh+fr6xsQ8D9bIjoQ6Orq8vPzs7OzKygoWFlZnTt3zs/P7x/s/8iT/fz8PDw8nL8VT0/P69evV1VV/TPoHRoaioyMVFNTExcXl5eXl5OT4+Pjo6amJiMjo6SkpKenZ2Nj2717t7CwMGIeQoYafeWsM9prFhKg2Pnz53V0dCQkJMzMzJB0HX8BvcvLy1NTU62trZmZmb6+vvr6+keOHDE3N3dycnJ2dnZ0dLS3t7exsTl16tTRo0eVlZXl5OTk5eUPHToExwpHR0enb8XR0dHhbxYnJydXV1c7OzsdHR0FBQVLS8vMzEwg3f5bqnYkUcyzZ88uXrx47NgxdXV1ExMT6MLfbJSDo6Ojs7Ozg4ODubn58ePHdXR0tLW1dXV1TUxM7O3tnZ2dnZyc0J/p6Ohoa2trYGCgq6vr5eX1jxXOvb29cXFx7u7ucHS1srKys7NzcPif9qD/3H9Yd/xWbG1tzb8VOKwkJyd3dnb+M+gFqVdLS0tHR8fa2hoZK1gkdnZ25ubmwPekpKQkIyMjLS0tLy+vrq5uYGBgYWHh4ODg+q2sGeF1uuzs7Ozi4mJubn7w4EEVFZULFy7U1tb+A6n38+fPk5OTbW1tqampZ86c0dLSOnr0qJWVFdIFJycnFxcXNzc3Dw+Pc+fOnf9WvP5vOX/+/Llz5zw8PACHnJycfmXu4B5LS8tjx46B0PnPFM4LCwuQR8/Ozs7S0tLa2trGxgaW0A8HEGYffvfw4cMqKiqHDx/W0dExNja2sbGBr/xl+5HGm5qaWlpauru7X79+vaio6O9a6wED5ufn8/PzbW1tDx8+rK+v7+Dg4OLiAsMIS+L06dPHjx/X0NBANiIVFRUtLa2TJ09aWVk5OjqeOXPGzc3NxcXlL1uOdBBuPn78OPgq3rt3D1xsfrhvrsEq9EvIL1lZWRkZGWlubq6pqWlgYAA7BnpjYFOysbE5ceKEqqqqoqKi/P8WJSUlTU3NkydPWlhYwBfhdUAW4Q/nEbYIe3t7U1NTPT09e3v7rKysf2brBV/Ic+fOWX4r1tbWtra29vb2yC5kb29vZWV18uRJdXV1VVXVEydO2NraQvNgOf2shet87ujoaGdnd+rUKWNjY1tb24CAgLi4uKamJsTJDn2Qf1ZHJmt4ePje/2vvzH1aZ4IA/rcBBVTQ0IBoqKHl+C84Ao4NsXGctb2xHSuI+BNHgQQtEiIUVEgpwFfsJBKHRKQ4T88j9u0j+ULCU7qdho2P3Znfzs4E2EOSFhcXIUnNzc3NzMxMTk5OTExMTU1NT0/Pzs7Oz88vLCwsLS0tLy+vrKysra1tbm5ubGysr69Dyhugbe8tyGKrq6tzc3Ow7+HFxQWsLyBa0Wr/+a0X5s26rlutVh3HEUVREIR8Po8xLhaLuq5rmqaqaj6fFwQhk8ns7u7u7+8fHBwoigL/FRaMTUoAAAQ0SURBVDMMA6eijygYY8MwNE3jeX5nZ0fX9bu7O5haOdLk5CRJYC9v+NaZy+U4jpNlmZgwkl7wFsYYISTLsiiKuVxOkiRFUXRdLxaLGOMvFWqaJqUC28mO9L0BeiVJkiiKbm5uTk5OoOlCoaBp2peGxvEROldRFNM0z8/Pb29vgyD4gQndbtd13bOzs4NUVFUlrMA9MMaaphUKBUmSeJ7fTyWbzYqiiBAyDMO27XK5XCqVwPGGMbaYiqIomUxmb2/PcZxarQbbDvf1e3oM0GU4x9B13dvbW9u2eZ4XBAEhRBwbY2yapm3bx8fHlUrF+Vv+S8VxnEqlAtMVTdPs9ZMBFiGERFEsFArX19dRFNG6DVlut9u1Wu3y8tKyLFVVUSoDXAhMQwhBd2SzWUEQcrlcPp9XVXWAqr23CoWCLMsIoXK5fHV19YP9jMDGdrv98PBgGAZ4BRluECgAqaIokiQJgsBxXDabhcVFmqZB79i2XSqVICL16tl7BWrGGOdyua2tLVgh2Wg0Op3OSP4DWzk2Go3Hx8erqyuE0BcTSNMQXjRNy+fzh4eHPM9nP0UQBEmSVFWFiX6lVEzTJOOIVNK3AGQsy6pWq+/v70O6Df3Yy8vL/f294zi6roP/qOrv2f6kOcgFsiwfpkJSwJAaknroAoQFWZaPjo4wxqenpzc3N09PTyP97ZB0VqvVgg2ZIU/xPM9xXBpp9jmOAw+XZVlRFISQruuWZR2nYtu2ZVnDRx5iAriQqqocx21vb9N7hhOtaMh/pV44Mun19bXRaPi+73leGIZ1SsIwDILA9333UzzPC4KAeuSHxSiK6vW653kwSwg200hSodUdXE6SBE7FeX9/bzabYMK/q0es9lMZXCHwieMYzskarHDv3SRJYK5BHMf1ej1M5YdMR3+NNNdsNgcvP+3VnL7y8fHRbDY9z/N9/4sLgVIEKfQ4eJPv+8A2+pRRLQjDEKqCvYEgbvb1e1pbugxnxXx8fLy+vkZR1NcE0C7uJ41UyB14ciQrwjAEDjChhtZtyDKsr221WsR/+nbBF62gXe9TQIdhXqTrgW4NwzCO41arBXOLhlSbfqzT6by9vUFA8H2fbgLKvf5D99Sn+/z+2fvu/12Bh33ff35+9n0fVuWNGoJgQ00yCzIMw28jZBAE9ChwXfcfbYEQFEURfQ40jffbMiyli+MYAgIJCzQ66ALwFzJs6Qd+Vg5Sge29Xl5e6ENmv1W72+2SwQ47bQVBAAGhlzBAhubAz6MoiuP4B2OWWEqy2PPzc71eh/NYaa1oE/6kXvoqKzMCjAAjwAgwAozAmAiw1DsmsKxaRoARYAQYAUagPwGWevtzYVcZAUaAEWAEGIExEWCpd0xgWbWMACPACDACjEB/Aiz19ufCrjICjAAjwAgwAmMiwFLvmMCyahkBRoARYAQYgf4EfgEk9jVthov9+QAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "id": "3712b963-1cc9-4612-a349-85f8524fd1db", "metadata": {}, "source": [ "![image.png](attachment:c0d9d671-f947-4e4b-81e1-821d90c17de7.png)" ] }, { "cell_type": "markdown", "id": "e1e845ba-bf15-42b3-ab3f-ef43defdcaed", "metadata": {}, "source": [ "\n", "and then develop a system which can learn from those training examples. In other words, the neural network uses the examples to automatically infer rules for recognizing handwritten digits. Furthermore, by increasing the number of training examples, the network can learn more about handwriting, and so improve its accuracy. " ] }, { "cell_type": "markdown", "id": "00bfba8a-a38f-4843-9797-c6bbef9c5753", "metadata": {}, "source": [ "In this notebook we use the Julia library `Flux` to write a computer program implementing a neural network that learns to recognize handwritten digits. " ] }, { "cell_type": "markdown", "id": "18576bf3-9287-4113-8191-7ae46b795c43", "metadata": {}, "source": [ "> Adapted from https://github.com/FluxML/model-zoo/" ] }, { "cell_type": "code", "execution_count": null, "id": "25d34ad2-3e69-41b6-b5f5-04efabd5190c", "metadata": {}, "outputs": [], "source": [ "\n", "using Flux\n", "using MLDatasets\n", "using ImageCore: Gray\n", "using ProgressMeter\n", "using PyPlot" ] }, { "cell_type": "markdown", "id": "0887231f-9cd0-44a2-8d1d-545c120166bb", "metadata": {}, "source": [ "\n", "Our neural network model includes an input layer with one neuron per image pixel, a hidden layer with 256 neurons, and an output layer with ten neurons, one for each digit from 0 to 9. Each neuron in the hidden layer employs a sigmoid nonlinearity and is connected to every input node and every node in the output layer. Finally, a softmax function produces probabilities, which are positive numbers that sum to 1." ] }, { "cell_type": "code", "execution_count": null, "id": "fd4e7541-7d69-4269-8332-8e8f06a6944b", "metadata": {}, "outputs": [], "source": [ "\n", "model = Chain(\n", " Dense(28^2 => 2^5, sigmoid),\n", " Dense(2^5 => 10, sigmoid),\n", " softmax\n", ")" ] }, { "cell_type": "markdown", "id": "e7226126-9359-4684-ba31-17abc1cea088", "metadata": {}, "source": [ "Our training data set is 60000 images of handwritten digits and the corresponding labels:" ] }, { "cell_type": "code", "execution_count": null, "id": "0d54a4d5-973b-481f-a265-ba3794871339", "metadata": {}, "outputs": [], "source": [ "\n", "train_data = MLDatasets.MNIST(split=:train)" ] }, { "cell_type": "markdown", "id": "69d7a8d0-8779-413b-b09a-8a195597a9d0", "metadata": {}, "source": [ "`train_data.features` is a 28×28×60000 Array{Float32, 3} of gray images encoded as foating point numbers.\n", "\n", "Here is an example of a random image from the set:" ] }, { "cell_type": "code", "execution_count": null, "id": "cb16c760-c281-4f44-9e93-dc3d5923d7b4", "metadata": {}, "outputs": [], "source": [ "\n", "digno = rand(1:60000) \n", "train_data.features[:, :, digno] .|> Gray |> transpose" ] }, { "cell_type": "markdown", "id": "220a3763-eea6-4f81-86cc-e207813a6e1c", "metadata": {}, "source": [ "`ImageCore.Gray` is a special type, which interprets numbers between 0.0 and 1.0 as shades of gray." ] }, { "cell_type": "markdown", "id": "d9b0a6c4-e9b3-4517-9843-a830682aac63", "metadata": {}, "source": [ "\n", "`train_data.targets` is a 60000-element Vector{Int}, of labels from 0 to 9.\n", "\n", "An example of the label corresponding to the image above:" ] }, { "cell_type": "code", "execution_count": null, "id": "4a9e69be-5405-457b-b275-62ef5f0719df", "metadata": {}, "outputs": [], "source": [ "\n", "train_data.targets[digno]" ] }, { "cell_type": "markdown", "id": "7525d1b3-01b3-4137-8dd4-f8c75e06440b", "metadata": {}, "source": [ "\n", "For the training of the model we need to convert both `train_data.features` and `train_data.targets` to two-dimensional arrays.\n", "\n", "The following function does the pre-processing:" ] }, { "cell_type": "code", "execution_count": null, "id": "53ed0059-2f90-40ca-9c8a-6c00d9a8e6fb", "metadata": {}, "outputs": [], "source": [ "\n", "function simple_loader(data::MNIST; batchsize=64)\n", " x2dim = reshape(data.features, 28^2, :)\n", " yhot = Flux.onehotbatch(data.targets, 0:9)\n", " Flux.DataLoader((x2dim, yhot); batchsize, shuffle=true)\n", "end" ] }, { "cell_type": "markdown", "id": "47475e8a-468b-4f01-b627-3e665864cebf", "metadata": {}, "source": [ "To see what exactly the function does, let's try each line:" ] }, { "cell_type": "code", "execution_count": null, "id": "d28f2263-8058-4711-8b3a-7b41efff1d68", "metadata": {}, "outputs": [], "source": [ "\n", "x1, y1 = first(simple_loader(train_data));" ] }, { "cell_type": "code", "execution_count": null, "id": "906cb47b-420f-4cf0-81a3-3490aa8de249", "metadata": {}, "outputs": [], "source": [ "\n", "x1" ] }, { "cell_type": "code", "execution_count": null, "id": "4cbfefb5-a303-4981-9275-2dd001d3927a", "metadata": {}, "outputs": [], "source": [ "\n", "y1" ] }, { "cell_type": "markdown", "id": "e7cedaa2-915f-43a8-9f53-7f3324c615b7", "metadata": {}, "source": [ "We can see what the untrained model predicts:" ] }, { "cell_type": "code", "execution_count": null, "id": "82c3c306-9146-4e49-a125-ec9b9fac7162", "metadata": {}, "outputs": [], "source": [ "\n", "yh = model(x1[:,1])\n", "bar(0:9, yh)\n", "ylim(0.0, 0.5)\n", "grid(true)\n", "xlabel(\"digit\")\n", "ylabel(\"probability\");" ] }, { "cell_type": "markdown", "id": "8d86a787-d585-45af-8e7c-468c62f2b3d9", "metadata": {}, "source": [ "Our test data has the same structure as the training data." ] }, { "cell_type": "code", "execution_count": null, "id": "3f0822e7-ec7f-4120-89c1-86b685c0127d", "metadata": {}, "outputs": [], "source": [ "\n", "test_data = MLDatasets.MNIST(split=:test);" ] }, { "cell_type": "markdown", "id": "ad54deab-e07a-45c0-83ce-3339190308a5", "metadata": {}, "source": [ "This will be our loss function:" ] }, { "cell_type": "code", "execution_count": null, "id": "e894dd93-685b-40a9-bbc2-45bc59a28994", "metadata": {}, "outputs": [], "source": [ "\n", "Flux.crossentropy(model(x1), y1)" ] }, { "cell_type": "markdown", "id": "4f57ef98-83db-43a0-ae0b-34a829dd7d1d", "metadata": {}, "source": [ "We're going to record accuracy (in percents) during training." ] }, { "cell_type": "code", "execution_count": null, "id": "d0759aa5-bb37-474c-a3c2-84adecec109c", "metadata": {}, "outputs": [], "source": [ "\n", "function simple_accuracy(model, data::MNIST=test_data)\n", " (x, y) = only(simple_loader(data; batchsize=length(data))) # make one big batch\n", " y_hat = model(x)\n", " iscorrect = Flux.onecold(y_hat) .== Flux.onecold(y) # BitVector\n", " return round(100 * sum(iscorrect)/length(iscorrect); digits=2)\n", "end" ] }, { "cell_type": "code", "execution_count": null, "id": "7c5546d4-0f13-493c-b32f-3032c4a48872", "metadata": {}, "outputs": [], "source": [ "\n", "simple_accuracy(model)" ] }, { "cell_type": "markdown", "id": "d5b0476e-c764-49df-b4d7-8639a3538d5d", "metadata": {}, "source": [ "## Training" ] }, { "cell_type": "markdown", "id": "9ca37472-790b-4fe5-8ca5-5fe570605ade", "metadata": {}, "source": [ "Make a dataloader using the desired batchsize:" ] }, { "cell_type": "code", "execution_count": null, "id": "1c9daba2-730a-4efb-af91-f579cccae6a7", "metadata": {}, "outputs": [], "source": [ "\n", "train_loader = simple_loader(train_data, batchsize = 256);" ] }, { "cell_type": "markdown", "id": "42dc9ab4-a5bf-4b44-93e3-1dd5d33720f7", "metadata": {}, "source": [ "Initialise the optimiser, with our chosen learning rate:" ] }, { "cell_type": "code", "execution_count": null, "id": "a1a1a413-7f86-4bab-b4c1-856d55d0ce3d", "metadata": {}, "outputs": [], "source": [ "\n", "opt_state = Flux.setup(Adam(3e-4), model);" ] }, { "cell_type": "markdown", "id": "772e7229-3f1f-4ab9-9726-7c4589b53a39", "metadata": {}, "source": [ "Train for `nepoch` epochs, printing out details as we go:" ] }, { "cell_type": "code", "execution_count": null, "id": "1cc35170-95e8-4ab1-9018-ac43cd0777bf", "metadata": {}, "outputs": [], "source": [ "\n", "nepoch = 30\n", "\n", "p = Progress(nepoch)\n", "ProgressMeter.ijulia_behavior(:clear)\n", "\n", "for epoch in 1:nepoch\n", "\n", " loss = 0.0\n", " for (x, y) in train_loader\n", "\n", " # Compute the loss and the gradients:\n", " l, gs = Flux.withgradient(m -> Flux.crossentropy(m(x), y), model)\n", "\n", " # Update the model parameters:\n", " Flux.update!(opt_state, model, gs[1])\n", " \n", " # Accumulate the mean loss, just for logging:\n", " loss += l / length(train_loader)\n", " end\n", "\n", " # Report on train and test\n", " train_acc = simple_accuracy(model, train_data)\n", " test_acc = simple_accuracy(model, test_data)\n", "\n", " next!(p; showvalues = [(\"After epoch\",epoch), (\"loss\",loss), (\"train_acc\", train_acc), (\"test_acc\", test_acc)])\n", "end" ] }, { "cell_type": "markdown", "id": "700fb160-4f7b-4e76-a560-6bec565d8180", "metadata": {}, "source": [ "This should get to about 92% accuracy." ] }, { "cell_type": "code", "execution_count": null, "id": "f3541478-1a5e-4cfb-93ff-1bdd014b2e83", "metadata": {}, "outputs": [], "source": [ "\n", "xtest, ytest = only(simple_loader(test_data, batchsize=length(test_data)));" ] }, { "cell_type": "code", "execution_count": null, "id": "f94283c4-4854-48bb-a41f-f03377e235cb", "metadata": {}, "outputs": [], "source": [ "\n", "no = 33\n", "reshape(xtest[:, no], 28, 28) .|> Gray |> transpose" ] }, { "cell_type": "code", "execution_count": null, "id": "f725f52d-8af6-4c8e-aff9-1d4c1a658330", "metadata": {}, "outputs": [], "source": [ "\n", "@show Flux.onecold(ytest, 0:9)[no]; # true label, should match!" ] }, { "cell_type": "markdown", "id": "7334b5cf-3c98-4741-821e-c3e7a4becea2", "metadata": {}, "source": [ "\n", "Now we can compare the model's probabilities, for the same input." ] }, { "cell_type": "code", "execution_count": null, "id": "8fe37aaa-3df1-4301-ac6c-f0048d30066e", "metadata": {}, "outputs": [], "source": [ "\n", "(0:9) .=> model(xtest[:, no])" ] }, { "cell_type": "markdown", "id": "9ca57cdb-79e5-40ab-b1ec-3b13b7388136", "metadata": {}, "source": [ "\n", "In graphic form:" ] }, { "cell_type": "code", "execution_count": null, "id": "527c4e60-defb-4d69-b0a6-171d5b3c1b54", "metadata": {}, "outputs": [], "source": [ "\n", "bar(0:9, model(xtest[:, no]))\n", "ylim(0.0, 0.5)\n", "grid(true)\n", "xlabel(\"digit\")\n", "ylabel(\"probability\");" ] }, { "cell_type": "code", "execution_count": null, "id": "d0a5145e-e433-475c-a59c-ffcc8c7b1ffe", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.10.6", "language": "julia", "name": "julia-1.10" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }