1{
2 "cells": [
3  {
4   "cell_type": "markdown",
5   "metadata": {},
6   "source": [
7    "# Global Optimization Algorithms Comparison on 6 Trajectory Gym Problems\n",
8    "\n",
9    "In this tutorial, we will benchmark and compare three different global optimization algorithms taken from PyGMO (i.e., ACOmi, SGA, SADE, PSO) on six different global trajectory optimization problems (i.e., Cassini2, E-V-E 1 DSM, Messenger, Rosetta, E-M 5 imp, E-M 7 imp). All the problems are available in the Pykep's trajectory gym, whereas all the algorithms are available from PyGMO. \n",
10    "\n",
11    "In the code, we will see two nested loops: one that ranges through the different problems and another one that executes multiple runs of the same problem with a different and controlled seed. In this way, we run each problem ten times and we average the fitness values before plotting them. Furthermore, the initial population of each algorithm is the same for each run: so that we make sure that the algorithms start from the same baseline.\n",
12    "\n",
13    "The final plots show the results in terms of fitness values as a function of function evaluations. In particular, the fitness values (i.e., the Delta-V required for the mission) is plotted in a semi-logarithmic scale.\n",
14    "\n",
15    "Note that it is necessary to wait a few minutes before reproducing the plots."
16   ]
17  },
18  {
19   "cell_type": "code",
20   "execution_count": 1,
21   "metadata": {},
22   "outputs": [
23    {
24     "data": {
25      "image/png": 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mL7iRUg/gujPOxrseOJ3jw/VGmlrAeU3B3fxLw91UHId7/t3/3CwkZ4T2sXgjcVLAdcMZ/O3kPl/1/f5GnvXOwV7v3/6jorYFFnt/e98DbXP9feW5Lu766CD5jFrOyaOkLgHa+ZW38P5mUnEj0V/hV/YfckZJTQO+ARqc5jkp8NrKW2Yorn4/hLvhkBDI//NlYfL9sYhIKWOM+T1wjbW2+ykXDnHGmKW4rp578iirj0vYIm0BgyHls90euEq79qmWFRER8THGfIe7MfjOKRcOYcaYrsDt1tpr8ykfiUvIf5NX+Sm2/R/cTfa/nGpZKd3UJVWklDDG1DDGdDHGhBk3JPV9FPx6kbOGtbZNXsmiiIhIIBhjuhtjqntdUm/EPVowLdhxlTRr7dz8kkURn+IcQVFEiiYK94qQBrguL2OAPN9DJCIiIsWqKW4sgQq49wQPtjmv5RIp09QlVURERERERPKkLqkiIiIiIiKSpzLfJbVKlSq2fv36RdrGoUOHKF++/KkXLGVCMe5QjBlCM+5QjBlCM+5QjBlCM+7FixfvttYmBTuOUFFW68hQjBlCM+5QjBlCM+5QjBlCM+5QjLmg+vGsShi9ERH/inuJ5xhr7exTrVO/fn0WLVpUpP3Onj2bHj16FGkbwRCKcYdizBCacYdizBCacYdizBCacRtjNgU7hlBSVuvIUIwZQjPuUIwZQjPuUIwZQjPuUIy5oPqx1HdJNca8bYzZaYxZlmt+P2PMKmPMWmPMn73ZFvdulhjcu9dERERERETkDJX6hBH30s9+/jOMMeHAy8DFQHPgWmNMc2COtfZi4AHg8QDHKSIiIiIiclYJiVFSvRd3T7bWtvQ+nweMtNZe5H1+EMBa+7T3OQr4wFo7OJ/tDQeGA1SrVq39mDFjihRfWloaFSpUKNI2giEU4w7FmCE04w7FmCE04w7FmCE04+7Zs+dia21KsOMozVRHhmbMEJpxh2LMEJpxh2LMEJpxh2LMBdWPofoMYy3gF7/PW4BOxpgrgYuAysBL+a1srX0deB0gJSXFFrWPcSj2U4bQjDsUY4bQjDsUY4bQjDsUY4bQjVsKpjoyNGOG0Iw7FGOG0Iw7FGOG0Iw7FGMuSKgmjCaPedZaOw4YF+hgREREREREzkah8AxjXrYAdfw+1wa2BSkWERERERGRs1KoJowLgWRjTAPvecVrgIlBjklEREREROSsUuoTRmPMh8D/gKbGmC3GmN9aazOAO4DpwArgY2vt8mDGKSIiIiIicrYp9c8wWmuvzWf+58DnAQ5HRERERESkzCj1LYyl3erVq9k7eDC/3HZbsEMREREREREpVmU2YTTG9DfGvJ6amlqk7SQlJRG/Zw9h48cXU2QiIiLBVVx1pIiIhL4ymzBaaydZa4dXqlSpSNuJj49nVfXq1NixA/bvL6boREREgqe46kgREQl9ZTZhLE7HOnUiDNj28cfBDkVERERERKTYKGEsBqu7DeWjFj3ZNmZMsEMREREREREpNkoYi8GKYxV5u9NAImrVCnYoIiIiIiIixUYJYzFoEh/O+urJnPP2f4IdioiIiIiISLFRwlgMvvq4Mcczs/h2+WY2//xzsMMREREREREpFkoYi0G1sBishUW3P8SiwYODHY6IiIiIiEixUMJYDDq2OUj69sqsrdSY6qtXc+zYsWCHJCIiIiIiUmRlNmEszpcSt2u3j1/fO5+a2+rRPjOTOTNmFEOEIiIiwVGcdaSIiIS2MpswFudLiWvWPEqDBoal0RcTDSx/++2iBygiIhIkxVlHiohIaIsIdgBni4ceyeS9zet5O7M/mV9+ibUWY0ywwxIRERERETljZbaFsbjdMiycsPKZfNl7EIPeekvJooiIiIiIhDy1MBaj5MoJfJuaTp0r+wY7FBERERERkSJTC2MxmvtZAoeOH2fi8y/z3O23BzscERERERGRIlHCWIx6NE8AYPeYWex95RW2bNkS5IhERERERETOnBLGYnR571jSfqrNrohmdAcmTZoU7JBERERERETOmBLGYnTBBYaDM1uz93hPuhrDpM8+C3ZIIiIiIiIiZ0wJYzEqXx7OPx9mHj0XGxnDvi+/5MCBA8EOS0RERERE5IyU2YTRGNPfGPN6ampqsW730ecOsW/AIj4/pyuXV67Mxo0bi3X7IiIiJa2k6kgREQk9ZTZhtNZOstYOr1SpUrFut0f7ciSUj+K72x7gz9u2ce655xbr9kVEREpaSdWRIiISespswlhSjDEkZiYwc4vBREWRkZFBVlZWsMMSERERERE5bUoYS8DhTQkcyDzC0t/8lq5VqjB37txghyQiIiIiInLalDCWgF6t3PsYFyw5wPlpaUycODHIEYmIiIiIiJw+JYwl4OqL4tgztRVpB5txZZUqTJgwAWttsMMSERERERE5LUoYS0CL5oa43XVZEH4p7Q8dYu3ataxcuTLYYYmIiIiIiJwWJYwlwBjoe9kxfm0VydEMQzNQt1QREREREQk5EcEO4Gx154OHGfTqdr7b3oXHW9eiQe/ewQ5JRERERETktChhLCGtalciJjKM+Y88z8jLWwQ7HBERERERkdOmLqklJCoijOiD8YyZtRdrLXPmzGHBggXBDktERERERKTQ1MJYgqqHJbAyYg27z2nHXw7uIL5jR8aPHx/ssERERERERAqlzLYwGmP6G2NeT01NLbF99G2bgAmDT462ZHizZsyYMYMjR46U2P5ERESKQyDqSBERCQ1lNmG01k6y1g6vVKlSie3jxkvi2fZKb7btbkvPsDCOHDnCrFmzSmx/IiIixSEQdaSIiISGMpswBkJSYjgpLWOYGXMZNVavpmLFikyYMCHYYYmIiIiIiBSKEsYSdulNeyl/7XqObtvB9d26MWfOHKy1wQ5LRERERETklJQwlrDzu2WwtkImS275I48/+ig//vgjxphghyUiIiIiInJKShhLWPv68RhgwnnDqNKxI1FRUcEOSUREREREpFCUMJawuJhIog7HMfbrvbBqFW+++SYDBw4MdlgiIiIiIiKnpIQxAJomJJBReR8bm/fFbt3KhAkTWL9+fbDDEhERERERKZASxgC4NCWR47vimFz+Yi73hiifNGlSkKMSEREREREpmBLGALj1kupkTD2fhUe6U23VKlq0aKHXa4iIiIiISKmnhDEAwsKgd2/DzIi+2Nlfc/nll/PNN9+wb9++YIcmIiIiIiKSr4hgB1BWtBi8jlX1lpP13Cqu7tmT9evXk5qaSnx8fLBDExERERERyZMSxgBp1SiGtxaFs/L9z2jdtStj+vYNdkgiIiIiIiIFKrNdUo0x/Y0xr6empgZkfx0bJADwt3WtIDYWgLVr15Kenh6Q/YuIiBRWoOtIEREpvcpswmitnWStHV7JG7W0pNWsHEtsZiwzl+4h49U3+eKLL0hOTubrr78OyP5FREQKK9B1pIiIlF5lNmEMhmZJCYTX2MfC379Fl+bNiY2NZeLEicEOS0REREREJE9KGANoWM9aHFxUnxnhfSj3/ff07duXiRMnYq0NdmgiIiIiIiInUcIYQP07JNHwaCO+yuoLX7vXa2zevJkff/wx2KGJiIiIiIicRAljgHXrm8m+epXJmv0Nl112GcYYJkyYEOywRERERERETqLXagRYeuufKB+2kbB/LadaXByTJk2ic+fOwQ5LRERERETkJGphDLBODRLYRjRb1m2B2FguvfRSEhMTgx2WiIiIiIjISZQwBpjvfYwD7zgEQEZGBi+88AKTJ08OZlgiIiIiIiInUcIYYE2rVSSKCDYc2svuG+8jPDycl19+mVdeeSXYoYmIiIiIiJxACWOAhYUZWlZPIKb2Xr58fzvmyBEuv/xyZs2aRVpaWrDDExERERERyaaEMQhGDmrCkennMjOzB8yfz+WXX056ejozZswIdmgiIiIiIiLZlDAGwbl1KtG9dUVm0ge+/pouXboQHx+v12uIiIiIiEipooQxSFoN2M15nf/H8a/mEhERwYABAzh48GCwwxIREREREcmm9zAGyXo2s7dHFJHrq4C1vPXWW4SFKX8XEREREZHSQxlKkHRskMBKW475f/ovGJOdLM6cOZNhw4Zx6NChIEcoIiIiIiJlnRLGIOnYIAELDLhlL1lH07Pn//jjj7z77rt06tSJFStWBC9AEREREREp88pswmiM6W+MeT01NTUo+29TpzLhJoz0ynv5ocfd2fPvvfdepk+fzs6dO+nQoQMffPBBUOITEZGyK9h1pIiIlB5lNmG01k6y1g6vVKlSUPYfExlOyxqViKx8iJnfJ8Dx49llffv2ZcmSJbRt25brrruOWbNmBSVGEREpm4JdR4qISOlRZhPG0uDD2zqStCiZWccvgMWLTyirVasWX331FaNHj6ZXr14AHPdLKkVEREREREqaEsYgKhcVQZ9+kXxDN459+e1J5REREVx//fUYY1i/fj3JycmMGzcuCJGKiIiIiEhZpIQxiLKyLKkpq7i/77NEzJ1d4LLh4eFUrVqVQYMG8cc//pH09PQClxcRERERESkqJYxBFBZm2JN+iNVdWxN+3TUFLluvXj3mzp3LXXfdxQsvvEC3bt3YvHlzgCIVEREREZGySAljkHVskMDiozH8bVvBCSNAVFQU//znPxk7diw///wzzz77bAAiFBERERGRskoJY5B1bJDA8awsRv5rP6nzC/fexcGDB7NkyZLshHHbtm1kZGSUZJgiIiIiIlIGKWEMsg71EwCIqrWP2Xd/Vuj1GjVqRLly5Th27Bi9e/emd+/ebNu2raTCFBERERGRMkgJY5AllI/i4hY1iDhmmPlDEmRlndb60dHRPPzwwyxatIi2bdvqnY0iIiIiIlJslDCWAv++vh2dMqOZeawrLF9+2uv/5je/YeHChSQmJtK3b19GjRpFZmZmCUQqIiIiIiJliRLGUqLnpdHsi6hE6vT5Z7R+8+bNWbhwIddddx1TpkxRwigiIiIiIkUWEewABPYfTued8MU80fMjKi1JB249o+2UL1+e0aNHk5aWRlRUFPv372fbtm00b968eAMWEREREZEyQS2MpUDlclFUqRjNgn5X8/MfXuLQoTPfljGGihUrAnD33XfTqVMnPvus8IPpiIiIiIiI+ChhLCU6NkhgwcEweg+uTJ/eWewdMAy+/rpI23zqqado3rw5V155JY899hhZpzmgjoiIiIiIlG1KGEuJjg0S2H/kOI/+XxpLlhq6TXuIrX1vgo8+OuNt1qpVi6+//pqbb76ZUaNGMXDgQFJTU4svaBEREREROaspYSwlOjVw72Os0HAvU6caNkc1pmvYPNZc8xd4/nmw9oy2GxMTw5tvvslLL73EDz/8wOHDh4szbBEREREROYspYSwl6iaU44F+59Chfjw9e8JXsw1pFavzVP03YMQIGDXqjLdtjOH2229n5cqV1KhRg8zMTL799ttijF5ERERERM5GShhLCWMMv+/RiHOqx3H0eCbt2lnmzze8sqwbPPww9oori7yP2NhYAF566SW6du3K6NGj9VyjiIiIiIjkSwljKbPvUDoDXvqWN+dsoFEjiC0fRuqIJ+hyWysmTbTwr3/B7t1F2sfw4cO5/vrreeeddxg8eDAHDx4spuhFRERERORsooSxlKkUG0mjquV5auoKpi//FYDjxyEjA664EkbftxTOPx/Wrz/jfcTGxvLuu+9y++23M3HiRDp37syaNWuK6xBEREREROQsoYSxlAkLM/zfkDacW6sS94xZyrKtqVSpArNmQY8ehhuPv8U/tg6B886DhQvPeD/GGAYPHsyMGTNITU1l//79xXgUIiIiIiJyNiizCaMxpr8x5vXS+JqJ2Khw3rgxhfhykfz23YX8mnqUihVhyhQYNAjuPfwkL2b8AXr0gMmTi7SvXr16sW7dOjp06ADAl19+iT3DEVlFROTsUJrrSBERCawymzBaaydZa4dXqlQp2KHkqWrFGN66qQN1E8qR5SVw0dHutYwPPggDZ/wBWraE9PQi7ys6OhqAOXPm0Lt3b66++mrS0tKKvF0REQlNpb2OFBGRwIko6R0YY14sxGIHrLV/KelYQk2zGnF8/LvzMMaQlWWxQHi44amnAJLInDOPV14LZ9IyGtcAACAASURBVPgxiP5pEbRvD8ac8f66du3Kc889xwMPPMDKlSsZP348DRs2LK7DERGRIFFdLCIiZyoQLYwDgMWnmAYFII6QZIzheGYWt/13Mc9MXXFC2VffhHPXXdC/ZxppnXrDDTcUqcXRGMP999/P1KlT2bJlCykpKcyYMaOohyAiIsGnulhERM5IibcwAv+w1r5b0ALGmPgAxBGyIsPDqF4phjfmbKBhUgWu7VgXgD594O234ZZbytOn1s9M+e+5JG6/BD79FIrQjejCCy9k4cKFXHHFFewu4is8RESkVFBdLCIiZ6TEWxittS8UxzJl3aOXNad7kyQeGb+Mb9fmJHHDhsGnnxqW7qxFt5rr2Dp7DVxwAWzZUqT9NWrUiEWLFjF06FAAxo4dy8qVK4u0TRERCQ7VxSIicqYCNuiNMeZZY0ycMSbSGDPLGLPbGPObQO0/1EWEh/HS0LY0SqrAbf9dzNqdB7PLBg6EqVNhd0ZlNj4/FjZuhM8/L/I+o6KiADh27Bj33Xcf7dq144033tAoqiIiIUp1sYiInK5AjpJ6obX2AHAZsAVoAowI4P5DXsWYSN66KYWalWI5eDTjhLKePWHDBuhyT0dYsIDVXYZx/Djw/vvw+uu4D2cmOjqa+fPn06VLF4YPH86gQYPYs2dPEY9GRESCQHWxiIiclkAmjJHez0uAD621ewO477NG7fhyTL37AtrWdY+a+Lf2lSvnfr6/+ByatoykfHlo+YcLuOZ3cTxR4yU2vzQRsrLOaL81a9Zk+vTpPPfcc0yePJk2bdpw4MCBIh+PiIgEVMDrYpuVBeqZIiISsgIx6I3PJGPMSuAI8AdjTBJwNID7P2uEhblXZ/z9i9Vs2XuY/7uqNcbvdRr9+rmGxWXLYNmyOixc2J+Pfi3PpXe2pe5bj/FB/w95fvI5VKlyDgsWQIsW7pWOdesW/FaOsLAw7r//fnr16sVXX31FXFwc4JJWU4TXeYiISMAEtC5+5dJLuXrGDFi7FurVK6ndiIhICQrEexhrWGu3W2v/bIz5G+49T5nGmMO4Yb7lDEWGGcYt2Ur9KuW5q3dy9vzERPDGqgEMUJ60A1nEjB8Bjz9CxbBDJCXB999X5osvcra3cyckJcGUKa5ub9ECWrd28/y1a9eOdu3aAfDtt98yYsQIRo8eTePGjUv0eEVE5MwEqy7OqlKFxIwMjs2bR7QSRhGRkBSILqlvG2PmG2OeAVrjMhistYestb8GYP9nrTt6NebKtrX4+xermfjDtgKXrRAXRsQNQ2HlSvo/1o7p02Fxn2Hs7Xs1c95ew1tv5SSGn30G99wDfftC1aqQkgIjR+bdoyg1NZWVK1fStm1b3n33XQ2IIyJSOgWlLm4wYADpwI4pU0pqFyIiUsIC8VqNi4EewGzgCmC+MWacMWa4MaZuSe//bGaM4elBrehYP4H7x/7A4k37Tr1SZGR2v9NjiYnEL5xB15ubcPMX18KaNQC8+Sbs2AFffglPPgmxsTBrVk531WeegQ8/hL174ZJLLuGHH36gffv23HTTTVx77bXs37+/pA5ZRETOQLDq4s7du7MMyJw/v6R2ISIiJSwgg95Ya49aa6dZa++21qYA9+G6w75kjFkQiBjOVtER4bx6fXvqJpTjl72HT2vdrYMHu6FVH3oIJk6EZs3gtdcA17LYs6crmjMHvvrKrZORAS+95Lq8JiVB167w3nt1eOWVWTz55JN88sknvPfee8V9mCIiUkTBqIsTExNZWaECVTZv1sA3IiIhKpCD3gBgjIkDUoEx3pQW6BjONgnlo5h69wVEhrv8/7QGoalc2TUj3nknPPEEdOni5m/bBtHR7oFIIML7S4mIgE2bYNEi96zj55/Dww9DWFg4Dz30EL16DWDr1mYcPAhbtqwgOTmZiIiA/5mJiEgBAlkXp/Xsybq0NNocPeq6rIiISEgJ2JW8MeZ3wCjcyGy+24zWWtswUDGczXzJ4uc/bWfC0q28PLQdEeGn0YBcvbprOvS57z6XDd5+O5x/PrRqlT2Mang4dOrkplGjYPt219MVYNu2FgweDJGRFthJrVpf8OabV9KrV+0CR2AVEZGSF4y6uMm999KmR4+S2ryIiJSwQDb93A+0sNbuDuA+y5wDR44zffkOHvj0J54Y2JLYqPAz29DDD8ORI/D00znzevZ0DzYCfPQRVKsGrVpRo0Zi9iL9+7vuq59/bvjww9Zs3NidPn3g6acn8MADl/Pll4affoJGjdzUoIFuOIuIBFBQ6uI927ZxZMsWanfsGMjdiohIMQhkwrgOOL2H7OS0XdOxLttSj/LirDUs3LiXp69sRZfGVU5/Qy1bwvjxkJrqe6EjVKzoyrKy4Oab4bD366xRwy3/m98QecMN9OgBPTod4dlnKzNnzi8MG/YeDz74MDNm9KRp0+m8+mrkCbuqWxfWr4fwcJg2zQ2m40soExMLfjekiIiclqDUxRvr1yc6IYHav2pwdBGRUBPIhPFBYJ4x5jvgmG+mtfauAMZQJtzbtwnnNUzkoc9+4ro3v2PaPRdwTvW4M9tYpUruuUbfs43gMrg1a+Cnn9y0bJn7uc17tce+fVClCjRsyAWtWrH62hbM3P5bvkhL49lXIhk1ClavzmTTpnDWrYP9+12yCPDiizB1as6u4uJcj1jfvIUL46la1Y3Po0RSROS0BaUu3lOnDp02bHAD3+jLW0QkpAQyYXwN+BL4CcgK4H7LpPMaJTL17gv44ucd2cni6h0HSa5aofAD4uTHGKhZ000XXXRyeVYWPPJIdiIZNmECF2ZlceEbb4CBQ3M/I3nIEJrVq0d8y5aYWrXgyVpw1VV8+mkyG1YeY92qDNZtL8f6DYaYmJxNv/pqI/70J9cq2a8fXHwx9OrlEksRETmloNTF4R07Umn9erbNmUPNbt0CtVsRESkGgUwYM6y19wZwf2VeTGQ4/VvXBGDtzoNc8s859GiaxF8HtqRGpRJ8cDAxEUaOzPl85AisXu26rgLHwsNZWrky0evX03THDupGRBCRmgopKcQmJ9N88zSaXzsQypeHWrXcdH0tePRRnnhiDwc3NGba5ON8+N8kXn89guuvPMTotzOwFeNY/rOhRQvdwBYRyUdQ6uKal18OY8awYexYJYwiIiEmkAnjV8aY4cAkTuwGszeAMZRZ9RPL80C/c/i/L1bR9+/f8MDF51ArUO/Eio2F1q2zPza9/HIa79jB66+/znUPP8zBgwd58P77GdWzp1ugWTN47jnYujVnmjMHMjKoUeMo1+79iOH/u4PjRDCP84kbdwDGLWXV1A20urg+NSsfop+ZTr9qS+hTdzXxSZGua+3TT7umyO+/dwlsxYoutnLl3NSyJYSFwdGjro9sZGQ+ByQiErKCUhcnDxzIUeDInDkluRsRESkBgUwYh3o/H/SbZwG9ViMAIsLDuLVbQy5qUZ2HPvuJR8Yvo1lCGN27W8LDAt8cFx4ezu9//3sGDx7Mgw8+yBGAqCgAbHIy5v77815xxw645hro2JHI/fvpnprqBuZJTaV6i0TefhumvrGPcYsu5O19VxK+MoPpNYbRO/0jjo58hqgsCHv/ffj730/edkaG+/nHP8Krr7qXTvqSyYQEWL7clT/zDMydm1Pme1/lU0+58vffh7VrXcLpTVV37QLfsPIzZ7qRffzKSUiADh1c+YoVkJ6eUxYR4Vpbq1Z15WlpLrH1lak5VUQKLyh1cURsLMvuuYcmal0UEQk5AUsYrbUNArUvyV/dxHK899uOfPr9Vhb88HN2spiZFZzEMSkpiTfffBPrtXbOmjWLp556in/96180b94875USE92US2Vg2DAYNqw2GRnw3XcwbVoE7e59D+LhxWfh+efhop5PcfGz99Km7l5qlk+lcvhB123WN/LOwIFQu7YbBdY3+Tt82CWuvrIjRyApKSdh/PBDmDLlhFXq1a0LTz7pPjz+uEs4/aWkwMKF7t9Dh8LSpSeW+7/SpG1bl5D6hIe7mD/5xH1u2dIlpBEROUnlwIHwt7+58l69XHIcEZGzzKWXwh/+4AakuP56iIig6a5dMGaM237fvm4bR4+6l2/61g0Pdz8vuMCNTpSWBu+9lzPft0xKCjRt6sq/+ebEfUdEuCFxq1Z153PjxhPLIiIgPh5iYlzcx465hDn3pMRZ5JSCWRe3+cc/grVrEREpghJPGI0x7ay13xd1GSk+xhgGt69NlYMu6fh69S6emrKCZwa1om3d+KDFBLB3716WLFlC69atueeee3j00Uep6Hudx2mIiDh5cNd27VzeM3V6NP/9uBZQiwoV4OBBV/7Xv8KPP0KNGhdRo8ZF1GwC9erlNAxmGzXKTfmZPNkN/HP8ePa0ZM4cuvrK33/f7dSv/ISXUf7jHy7hO37cJUjHj+e0LgI88ADs2ZNTlpHhkjGfiy92Q89mZOQsU7t2TnlsrEtyMzJyfh444MoyM2H+fMjIIOHQIVi82JUnJbmE8fBh113Y1xrr89e/uoRx716XeOb2wgsuxk2bXHKa25tvwm9/60bb7dz55PKPPoKrrnIv+bzwwpPLp051oyCNH0+3wYNdkuqfTM6YAeedBx9/DLff7pJL/2nmTGjRAt59F/7ylxPLwCW5devCa6+54/eV+bY/Z467ifHyy+5Yciezs2e7luh//Qs+++zEsogI8LWov/SSO0Zf/OHhruv0q6+68tdec12q/csTEuCxx1z5f/7jRjD2bTs83P3t3HabK//gAzeasX959eowZIgrHzfOjXLsS8DDwtzgVn36uPIpU9zfgFdWZfly18rue7fezJnub8O3rm+ALN/Nn7lzc0bJ9E01argXslrr/t5y/26qVct+/lnOXGmoiw/v3Mm8p5+m1oABNDvpi1VEREqrQLQwvmOM6QEUdPv/LaBtAGKRPIQbw4Gjx7ny3/O46fz63H9hU8pHB7K3co4hQ4bQo0cPHnzwQZ5//nk++OADXnrpJa644ooib7tPHzdlZsKSJe662r/xcP9+l6/MmJGTPzVrBj//7P590UWwapW7dq1Rw10Ht2kDt9ziytescdf2SUkQHh7mEoToaAAy/IdxrVu34EBPdSHl22F+nnuu4PJcrZ8niIjIbr383+zZ9MgdS0KCS0DBJcUZGe6E+lpna9WCX3/Nme9LWqt47wJt0MA1/foSXd/UooUrb9zYtWr6l2VkQPv2rjw5GZ591u3bf2rcOLv8l2uuoV6dOieWV6/uyuvVc4lnVpZLUHzP8Vaq5H7Wru3uKviXWZuT0NesCZ065ZT7tuN73jUuDvz37VvGl3j6zpl/bGFhOed3xw73R5aV5c5fVlbO+08BFi2CSZNOLK9ZMydhHDvW/QH7tg3u3PoSxpdfhnnzTvyddu6ckzCOHOn+E/jz/ccBuOMO1wLsaQnuP9O4cW7GNde4mxn+brjBJeIAvXu77tb+br/dJcrHj+d0y/b3wAOuG7gUVfDr4g0b6PPCC4zdsEEJo4hICAlEVlAJWEzBldSuAMQh+eiaXIUZf+zGc9NX8Z95G5mxfAfPDGrFBclJQYnH1031lltu4fbbb2eb7/2OxcTXQzIl5cT5//d/bgI4dAi2b3cNcD4XXugaO7Zvd9f0s2e7sXN8+Vu/frB+fU6jTo0acNllrgcqwOjR7trfl3BWr56dT4amsLDs506zhYe7k5Qf/9aovCQmwtVX519evz6MGJF/eYsWbLjlFurldzHaqZOb8tO7t5vy07+/m/Jz/fVuys/dd7spt9mz3c+//tVN+XnjjfzL4MSbAf5Jrc/MmS7R9CWbuRPWL75wCV1mZs76/n+kM2a4ci8ZXrRgASm9euWUT5/uEj//ZNm/dXzatBO3ba1LsMHdrJg48cQya6FJk4KPWQor6HVxufbtORoW5lqSRUQkZJR4wmitrV/S+5CiqxgTyagBLbm8dU3+PO4ntuw7cuqVSljnzp1ZsGBB9ud3332XyZMnU6dOHRo1alSi+y5fPqfRyue++05eLjMz598vvACbN7uE0jf5GpashVtvPblx5a674J//dNfVw4a51slq1XKm5s1zrqdFTot/t1mf2FO8TqegZB9cC6+ftL17oaHfWCm+luD8+EZCzktYWMHJuBRJqaiLIyLYXq0aNbdtIz09najcN5xERKRUCk6/Qym1UuonMOWurkR6F5nvztvIht2HuK5TXZKrnf6zhEUV7uvqCCxfvpxx48bxySefcMEFF3DTTTcxZMiQM3rGsfjiy/n3qa51N250SeSvv+YklG3auLKDB91jcjt2nNiqOXKk623466/QqtWJyWS1aq4n4fnnu661K1a4xpyqVUO85VJEzlqZbdrQeupUlixaRKfzzw92OCIiUghKGOUk0RE5WdDW/Ud4/7tN/GfeRjrUj+fajnW5pFUNYiLDC9hCyXj22Wfp0KED69at45133uG3v/0t48aNY/LkyQBYa7MHzyltfGN75Dd2R6VKsGGDa4lMS3OJ444d7vE03/qDB+fMX7DA/WzZ0iWMP/984uNfcXGutfLFF+GSS9zzlW++6eZVqZLzs3nzEx+RExEpSVX69aPC1KlsnD5dCaOISIgoswmjMaY/0L9x7n6HcoKHLmnG77o15JPFW/hwwWbu/fgHZq3YycvXtQtKPElJSQwZMoQHHniA+fPnZyeI27Zto3v37lx33XXceOONNGgQmm9xMcYlcBUrntgltlo1+Pe/T17eNy5Lo0YwfrxLInfuhF273OQba2bdOtdlNneX2Jkz3SN748fDnXfmJJNJSZCe3oiGDd0YPamprvttfLzeXiFSFpRUHVn5N79hd+vWXN2166kXFhGRUiFgCaMxZpa1tvep5gWKtXYSMCklJeXWYOw/lCRWiOZ33Rtx6wUN+d/6PdkjqG7Zd5gRY3/kmo516Ney+gktkyXNGMN5552X/Xn//v00aNCAUaNG8fjjj9O9e3eGDRvGkCFDKFeuXMDiCjRf8hYfDwMG5L9cv37uFYppaTnJ5K5dOV1iq1VzA2Hu2gW7d7sEc/v2GtmvlnznHfjjH10iW79+zvT4427fu3a5R9ASEpRQipRmha2Li6uO/OknePLJZjRr5j0im5BAle7di7JJEREJsLBTL1I0xpgYY0wCUMUYE2+MSfCm+kDNkt6/FJ+wMEOXxlVoU6cyANv2H2Xr/iPcPWYp5z39JU99voINuw8FJbbmzZszY8YMNm3axBNPPMHWrVu5+eab2bdvHwB79uwhy3+0yDLI13rZsKEbKPSyy9ygpOBeUfjOO+4VkvPnu4RxypS52a2cvXrB3//uBuZp0MC9TnH0aIiJceXPPONaJ+Pi3LOW/fu7FkvfKd+378QBgkQksIJVFx8/DjNnVmPGjJx5G195hdGtWrFmzZqS2q2IiBSjQLQw/g64B1ch+Q/pfQB4OQD7lxLSsUECs+/vwbfrdvPBd5t5e+4G3vl2A4se7kulcpFBialOnTo8/PDDPPTQQyxfvpxatWoBMHToUNauXcuNN97IjTfeSL169YISXyjxf2/9uee6KT9XXeVGc924MWdascK9px7cawAnT3bbaNvWTSkp7qeIBERQ6uI2baBy5XSmT4/KfuNM3HffMXjZMsZ89RXJuUbeFRGR0icQr9X4J/BPY8yd1tp/lfT+JLDCwgwXJCdxQXISOw8cZdGmfdnJ4u0ffE/t+FiGdqxLvcTyAY3LGEPLli2zP99444289dZbPPbYYzz22GN0796dW2+9leuuuw5rLb/88gu1a9cmLKzEG93PSqd6veHQoW7AnyVL4P333fOY7drlvI7tySfdKxrbtvVdYAYmbpGyIlh1cVgYpKTsY8aMatmv/Yzv2xczejQbPv8chg8PVCgiInKGAjnoza/GmIrW2oPGmL8A7YAnrLXfBzAGKUFV42K4pJUbBjQ9I4uMzCzenLOB175eT5fGifRrWYMLm1ejWlxMwGMbOnQoQ4cOZdOmTYwePZpx48bxyy+/AK67ar169YiOjqZRo0YkJyeTnJzM4MGD6dSpU3ZXViWTZ27AgJxnLLOyXAuk11sYa+G992DVqpzlGzRw76188EH3eedONxCPno8UKbKA1sULN+5ld/sf2bewC0uWlKN9ezApKQCkz59fErsUEZFiFsiE8RFr7VhjTFfgIuB54N9AAe0SEqqiIsJ47foUdhw4yscLf+GT77fwyPhlAFzfuR77D6ezblcaberEEx4WuCygXr16PPLIIzzyyCM5sUZF8dprr7FmzZrsadq0aZxzzjl06tSJH374gS5dutC4cePsZDI5OZl+/fpld3mVwgsLO/Fd78bAypXuXZNLl7pWyCVLoEIFV37ggBsso2pVaNLEvWqkRg248kro1g2OHYP16928SpWCc0wiISSgdXHl2Ej2kU69TrvZs6eum9mkCelRUdTZsYMdO3ZQrVq1kti1iIgUk0AmjL4hLy4F/m2tnWCMGRnA/UsQVIuL4c7eydzRqzHrdh2iSoUoAGYs38GfPv2R+HKR9GxalV7NqtKtSRJxMYF/9jEuLo7hubpFZWVlkZGRkV1+2223sWbNGpYvX86kSZM4fvw406ZNo1atWsydO5cXX3yR888/n/PPP5+2bdsSGRmcZzhDWfXqbjTXfv1OLvvnP10SuWGDSyo//xySk13CuGaNG2gHIDYW4uM70bAhPPIIXHihe9XIjBkuofQlm5Urq7VSyqyA1sWNq1agcrSh6427ufBCL2EMC+Noixa03LBBCaOISAgIZMK41RjzGtAH+JsxJpoAjNIqpYMxhsZVK2R/vqhldWKjwvly5U6+XLWTcUu2EhFm+O6h3iRWiOZwegaxkeHZ71kMtLCwMKKiXHLbqFEj/v73v2eXZWRksHnz5uyLnB07drBgwQLGjh0LQGxsLB06dOCjjz6ievXqZX501qKKi4O77jp5vu+01qwJH3wA27fDtm2wdOkBMjNjifC+3ZYuhRtuOHHd2FiYONG9SuSHH2DMGKhd+8QpKcm1hoqcZQJaFxtjaJ4Yzrx1e0hPtxhjiIyEuHnz6BET+McTRETk9AUyYbwK6Ac8b63db4ypAYwI4P6lFKkUG0n/1jXp37ommVmWJZv3sfSX/SRWiAbg7jFLWbPjIL3OqUbvZlXpUD+BqIjScfUeERFBQ78+lYMGDWLQoEFs3bqVefPmMW/ePBYvXkyVKlUAuOeee5gwYQJ9+vTJboVs2rSpnoksIt/pS0iAa6/NmT979gp69MhpsejRA1avzkkot2+HLVtyusUuXw7PPw9eg3K2JUvcADyTJrmE1JdI1qrlfrZrB949BZFQEvC6uEViGPO2pVOj+QHeer4SAweS/U6ezMxMwsMD9w5fERE5fQFLGK21h40xO4GuwBogw/spZVx4mCGlfgIp9ROy5/VtVo3jmVn897tNvP3tBipER/CbzvXoHBvEQE+hVq1aDBkyhCFDhpwwPyUlhcWLFzNhwgTefvttAFq2bMlPP/0EwMqVK6lbty7lypULeMxlQXS0676a3+j9Q4fCNde4gXW2bnXJpH9CuWsXLFoE48fD0aM56+3a5d49OXIkvPqqe8dlXJz7WbEifPYZRETAhAmuFdM3Py7OPWt50UVuO7t3Q2pqJJmZoOtmKWnBqIubJ4bTr0V1xowxTJ+OSxhTU9nQsycjV67klV27KF8+sCNpi4hI4QUsYTTGPAakAE2Bd4BI4L9Al0DFIKHjqg51uKpDHQ6nZzBv7R5mrdzpnn/MhKPHM7nsX3NpU6cynRok0LlhIrXjY4PWffVUbrjhBurWrUv37t1ZvXo13377Lenp6dnl/fr1Y+vWrbRr145u3brRrVs3unbtSnx8fBCjLlvCwtwzlNWrQ/v2J5bdfLObrIW9e3MSysREV37uuXD55XDwoJsOHHCtmL7kb8oUeOONE7cZFwepqe7ft98OH3/chbAw1w22alU45xz4+GNXPm4c7N/v5letmjMAUGwpvnkipVcw6uL4mDBevb492z+BadPc/yVTsSK1V62i85EjLFiwgJ49e5bU7kVEpIgC2SX1CqAt8D2AtXabMaZiAPcvIahcVAR9mlejT3PXxXD27M2kHjlOo6TyzFqxg08WbwGgRqUYRg1oSd/m1cjMsoQZSl0CaYyhadOmNG3aNHuetZaXX36Zb7/9NnvwnOeff57f/e53vPrqq2RlZTFu3Di6du1K9erVgxi9GOOSxMREaN06Z/6VV7opP6+/Dq+8AmlpOUmlf0vlrbdC1aprqFw5mZ073SA9/mMm/eMfMHfuidts3do9mwnuNXa7duUkkwkJbjTZSy5x5atWueSycmXXwlnK/ltI4AWtLj6v9xEmTo5mzZowmjQJg/btSZkzh2lz5yphFBEpxQKZMKZba60xxgIYY9T/RM5ItbgYXrs+hawsy5qdaXy3YQ/fbdhLtTj3/OOsFTt4ePwyOjZIoHODBDo1TKRxUgXCAvj6jsIyxnDppZdy6aWXAnD06FEWLFiQ3bq4bNmy7C6uTZo0yW6B7NevH0lJSUGLW05PRIRL2CpXPrmsTx+IiNhKjx5595mdPt11l/Wf/HsvHzkCa9fCvHkucbTWJYu+hLFXL/fsJriW1MqVXRfcl19284YNc/HFx7uy+Hj37OZ557ny3N1po6OL6aRIsASlLv5m9S5e3baA6FqdmT49kSZNILJzZ1rPncvIb74JRAgiInKGApkwfuyNzFbZGHMrcDPwxinWEclXWJihafWKNK1ekRvOq589P7FCNF0aJfLdhr1M+XE7AAnlo5hyV1dqVIrlwNHjlI+KCOj7HwsrJiaGbt26ZX9u1qwZ8+fP55tvvuGbb75h7NixvPnmm0yZMoVLLrmEn3/+mW+//Zbu3buTnJxc6lpVpejKlYP69d2Ul/fey/l3ZqbrEus/gM8rr7jnJPftc11b9+1zCSG45HLRopzyY8fc/DvucAnjsWM5FS7PugAAIABJREFUy/pERsJDD7lnNw8dCqdLl5xnN30/Bwxwgw2lpcEXX0DTptCokZLNUiIodXGbupUJDzNcfNNuunb1+nOnpBBlLQfmzdPgNyIipVggB7153hjTFziAe3biUWvtF4Hav5Qd7evF075ePNZaftl7hPkb9vDjlv1Uj3Oj8j0x+WemLfuV9vXiSamfQPt68bSuXZnYqNJ3sRIZGUmnTp3o1KkTI0aMIDMzk2XLltG4cWMAJk+ezAMPPABAtWrV6NatG+eeey4jRowgOjqa9evXk5qaSmJiIomJiZQrV05J5VksPNy1EPobMCD/5Y0Bb+wlwHWV3beP7FeShIXBp5/mPJvp61LbubMrz8gwxMa6Zzs3bsxZrl49lzBu2ZLTXTcszCW9TZvCn/7kyg8fdvurWVNdZQMlWHVxXEwk59auBOymbVuvW36HDhw45xx+26ULR48e1cA3IiKlVCBbGPEqpS+MMVWAPYHct5Q9xhjqJpajbmI5rkqpkz3/wubVCTOGRZv28dWqVYB7ufTMe7sDsHjTXmrHl6NaXOl7R1h4eDit/R6gGzFiBAMHDsxugfz666/55JNPePDBBwF49tlnee2117KXj46OpmbNmqxfvx6AV155hR9++IHExEQSEhJITEykRo0a9OvXL7AHJqVCTAzUqJHzOTKy4OczK1XKYObM/MsbNoSFC91zlL5p9eqclsw5c6BfP6hQwT132bSp+3nzzVC3rjc4ihLJYhesurhr4yq8/NVaPv/iOI3rRdKkSQPiVqzgpkAFICIiZ6TEE0ZjTGfgGWAv8FfgPaAKEGaMucFaO62kYxDx5z+Izr5D6Sz5ZR9Hj7u3wFtrGT56MXsOpVM7PpaUevG0r59Al0aJNEyqEMyw82SMoUmTJjRp0oRbbrkFgPT09OyuXXfeeScXXXQRe/bsyZ6OHz+evf7PP//MhAkT2LNnDxleP8b69euzYcMGAO69916OHTtG37596fn/7N13eFRV/sfx95ma3ntCCYQAgSCB0JEiVYooFnDVFQTLqqu7lrX8VCyLfV1dUVZxVXApKugirlKUojQpCoI0pUoJqYSQOuX+/jiZmYQQ3F2BZOD7ep77TOaee+98J0TvfOace27//oSHh5/jdyj8mc0G2dl6OZW2bWHKFB0id+6ENWtgzhy44godGN9+GyZN0iHyhRfqzmAr/nON4VzcKy2GV5f+xNi7CrhtZALPP6/XFxcVse/AgVpfhgkhhGg8zkUP4xTgYSAcWApcahjGWqVUG2A2IIFRNJjIYBuXtImvte4f47qwYV8hG/cXsWp3Af/adJgJvVN5dEQGVU43U5fvpnOzSDo2jSDEfk476f8jthp3k2/Xrh3t2rWrd9spU6YwZcoUDMOgpKSEgoICysvLve15eXl8/PHHvP7665jNZrp378748eOZMGHCWX0P4sLQtKm+rUhN5eU6aAKkpsKAATpQyvWPv1qDn4uzmkbw0jUX8cq3USxciA6MU6divvturoiJYfehQzJkXgghGqFz8WnXYhjGYgCl1JOGYawFMAxjh5wYRGOjlKJjkwg6Nolg4sW6x/FgUbl3htWfck/w8pe7MAwwKWiTEEabxFBu6pVK++RwCkur2HW0hNhQO3GhdkLsFr/4AKSUIiwsjLCwsFrr33vvPaqqqlizZg2LFy9m8eLF/Pijvsd3ZWUlN954I/3792fQoEG08NzpXohfoeb9JS+5RC/ijGjwc7HdYmZ0pxR+HAAPPqhn702KiyPE4SD6yBH2799P8/pmdxJCCNFgzkVgdNf4ufykNuMcvL4Q/zOlFE2ifPcwyEgKY/OkwXx34Bgb9xWyYX8Ra3cXcGWnFADW7yvk1vc2ercPsJqIDbUzvrVBP2DroWKW7sglLtRObI0lLjSgUc7aCrrHsm/fvvTt25fJkydjGPo/2/3797NmzRref/99AFq2bMngwYO58847ycjIaMiShRB1NYpzccGJSlwtjmAKTmDx4gDG9dfjlTsDK1eulMAohBCN0LkIjBcppY4DCgis/pnq541vVhEhfkFYgJW+6bH0Ta97H8SuzaOYObEbeSWV5JVUkltSQV5JJaHWIgA2HzzGS0t21dnvi3v6khYXwsKtOSzZdpTm0UE0jwmmeXQwzWKCCAuw1tmnoXh6I9LT09m3bx+7du1iyZIlLF68mPfee4/rrrsOgLVr17Jw4UIGDhxIly5dsMuYQiEaUqM4Fx89XsmbG38g4SILy5alMO7GphjR0fQ8fpyVK1dy/fXXn6tShBBC/IfOemA0DKPx3atAiLMkMthGr7SYOuuXL18OwHXdmnFV5xQKTlRVB0odLJMj9Di8nOJyVv2Uz7xvK2rtv/WJIYTYLfz7+yPszjtBs+ggmkcH0zwmmPDAhguTSilat25N69atufPOO3E4HJhMJgBWr17NU089xRNPPIHdbqdLly706tWLxx57jKCad54XQpx1jeVc3CYhlOhgG1nj85l6YwoohcrOptfq1Ty/cmVDlyeEEOIUGt+MHUKc5+wWM0kRgSRFBNZpG9crlXG9UimvcrG/sJR9+WUcKS73Tq6z8qc8Zq/7udY+TaOC+OpP/QFYuPUIpZUuQgMshARYCLFbiAyyeYfVGoZxVq+ptFp94fWee+5h3LhxLF++nFWrVrFq1SqmT5/O008/DcCTTz7JoUOH6NWrF7179yY1NdUvrvcUQvzvTCZFz7QYvtmTj8ViAApuuAF7y5b88+abG7o8IYQQpyCBUYhGKNBm1hPqJNSehOaZ0R2YNLIdBwrL2Jdfyv6CMqpcvkuT/r5iD5t+PlZrn8zkcBb8vjcAo15bxZ68UoLtZoLtOlBmN4visZH6msNXvviRMoeTEJuFnJ8dFG86RIuYEDJT9O00XG7jv7rWMioqitGjRzO6+mZ+TqfT2wOZk5PD+++/z5tvvglAQkICY8aM4eWXXwbOfrgVQjSM3mnRLNh8mFvvP0HXNqFMnHgdKdddR0pDFyaEEOKUJDAK4WcCrGbS40NJjw+t0zbnlu4cKa7gRIWTE5VOSiudBFh9I9GuyErm58JySiudnKjS7VazL5R9vvUIe/JLqXLqEDpzxyaGZyby2nWdAMj+8xIMIDrYRnSInehgG/3bxHFNdhO9/5YjRATZiAmxERVsIyLIVitgWiy+/+W8/vrrTJkyhR9++IFVq1axcuVKAgL0pVSGYZCWlkbz5s29PZDdu3evM4urEML/9EqLQSlYveM429aGMnEiUFTEgvffx52YyKhRoxq6RCGEEDVIYBTiPBJgNZMaE1xv+/heqafdf+Ef+gBQ5XSzaOkK2nbs4g2UhmEwvlcq+ScqKThRRf6JSn7KPUGruBAAKhwufjfz21rHMyn4/SWt+OOgdEoqHNwx6zvCAiyEBVoJC7ASFmihd1oTbrvtNsZNuJkfDh/np9wSrLgYOnwka1Z9zeTJk3G73SilePrpp3nwwQc5duwYjz32GE2aNKm1JCYm/ppfnxDiHEiJDGLTY4N5YbKVZ5+F4mIIb9sW5XLxYps2EhiFEKKRkcAohKjDZjERalOkVYdB0BPc3DWgVb37WM0mFv2hDwUnKskvraLwRCUFpVV0bhYJQIXDTXFZFQcLyzhe4eB4uZMql5uAEWY6pETwc2EZV05d7Ttg0CBsQ4cw/W9pJJTv5/PV37HGmsmD877HXFXC7HUHKP1sLZWHd+Iu1xM+vvnmm7Rq1YqdO3fyyCOP0KRJE1JSUryBsl27doSG1u2ZFUKcW+GBVoYMgcmT4csvYXTnznRet47169dTWVkpsyoLIUQjIoFRCHFGmE2K1gmhwKkDWWyonfl39vY+NwyDSqfv+svEiEDeHd+F4xVOjpc7KKlwcrzCQYdmsXRIaUViRhf+NPd7vtieS0FpJcH9biYYeKxfLEkUsnxnLm/mxBOaX0500H6+VWks23CAY2/NwFVSgLIG8OG8eYwecSnz58/n1ltvxWazYbfbsdvt2Gw2ZsyYQWZmJosXL+bVV1/1tnnaJ02aRGJiImvXruWLL77AYrFgMpm8y80330xoaCjr169n/fr1tdpMJhPXX389NpuN7777jh07dnjXb9u2jcLCQq644gqUUmzZsoUDBw7U2tdisdC/v57caMeOHeTl5dVqt9lsZGVlAbBnzx5KSkpQSmEymVBKYbfbSUtLA+DgwYNUVFTUaff00Obn5+N0Omu122w275DgEydOYBgG5eXllJWVoZTCYrF4Jz3y9AjLNaiiPnvzS/n7jq1EtExn0aJIRnfuTMLChZjcbjZu3EjPnj0bukQhhBDVJDAKIRqEUqrW9ZUhdgv9WsfVu327pHD+fdfFADhcbvJPVJJTXEGLmBDCg6wktjuGY81+duw/zDGXneCMfrhaOPn0zecIqipk9rqfuXeVwSPrFhFssRP921dRhou2uUtR5cfIsTfh0aX5hK1fR2FuJTuje+N2OmDDbKpKj+OIa0PIl3uJjSlmwzc7WLxoC7icHN8wH9wubInpRGUNJj4mmnkLVjHzvekYTgeVB38AwBQcQfcBw4mKCOftmR/w2quvYLgc4HJ636PbrQP0lClTvJMBeQQHB3PixAlAzzA7e/bsWu0JCQkcOXIEgLvvvptPP/20VntaWho//vgjANdffz0rVqyo1Z6VlcW33+ohxUOGDPH+7NGnTx/vPp06dfIey2P48OHe10xJSfHW4gmcY8aMYebMmd5aS0tLvWFXKcWNN97IX//6VwCSkpK8gdNkMpGSksLq1asR54/IICur9+STdWkUwdZIyM5Gud10BFauXCmBUQghGhEJjEIIv2M1m0gMDyQx3HdrkouaRPCXJhEsX15Ev359ASivcmE1KyzmFGxxzWmxK5+jxysoKnPgdLtxuNw8NWo00SF2Pvr2ILPXHaC43IE7MILmHbrjcLmZP+0BwgOt/HXJLt76eg+O7cVUuWKJ7PNbAPYveReLSfHkZ7t4fNF+YD/Qivgxf8ZqVqy4oyNut5unFu9n2NQNulhLb5r+sTdhdhOzr2nK2rVrWVGVStZTS7CaTZiaXEnXJy8nLsjMwz1Dcbvd/POHcsa+uQar2YSjx0Su6HwDsYEwuqUJt9vN0sOKJxb8gM1souUVf+CWwROJsrnpHO3C7XazsyyYDzb8jM1sYsjEh+hx9W2EWtwkBzhwu92U2aPYeqgYq9nEzff8H8cKC7DiIsCk909ITPL+rh988EEKCwv56aefSE1NxTAMWrZs6W2/9957KSkpwe12YxgGbrebzMxMb/uECROoqKjA7XZ7l65du3rbR4wY4d3PMAwiIyPPwl+RaEgRQTbaJ4UTaM3npdtaweFsAIbHxbFt27YGrk4IIURNEhiFEOetQJuvB/NUtympaXSnFEZ3qn9i/z8OSuePg9IBPZzW6TaocroJsplRSvHAsHbc2j+dKqdbLy43TpdBUlI0ALcMCGLQRWXV7S4cLgOLWdGuXSp5eXkEB7Wg+ZHjOFwGDpcOs5FBNnr0aAfA0qJtFBwspsThxIkVh8lCTEgQQ4boD9oz3/qGzRsP4qze3+m20DU1imeu6gHAJS8u5x9zv6/xjkLp3zqWh2/UQa3b01/wwveeG6fbgSSGd0jktd/oGXIzJy3igY3/xmYxYTMnY7M0pUtWBx64dTCgb9kyZ+pqbGYTtsiLscWaGJwRz9XZTahyunl+4Q7+sngnAVYzLS6dSKDVTIeUcNonh1PldPPtgSI2/3yMAKuZR555mQCbibAAa61eaHF+6ZUWw1tf76G00gnhSQS/8w53dexIaMeODV2aEEKIGiQwCiHEf0kphdWssJpN3nXRIXaiQ+qfqKNzsyg6N4uqt31s16anfc1HR2Sctv2fE7vVeu52G7gMw/v8/Vt7UFkdVB0utzfsevz1mo6UVrm8bVUuNykRvh7c3/VvSVmli6rq9kqnm5DyHO9rRQVZvW1lZU4qnW6KyqoAqHC6mL3uAOUOF25fSdwzKJ32yeEUlFYy9s21dd7TI8PbMvHiFuzJO0FeSSXdWkSf9ncg/EvvtBj+vmI3Q64vJPREHJ9/Pq6eK6CFEEI0JAmMQghxHjKZFCZ8k87Ehp5+1smeaTGnbb+9X1qddcuXF3hf653xXeu0e4QFWPnhyaEYhkGVy02Fw02Fw+XtPYwMsjFrYjfKHS4qHG7KHS7KHS46N9VDUYPtllrhXJwfsptH0istGnelYv4bULH/KHzxKbctXMjQK69k7NixDV2iEEIIJDAKIYQ4R5RS2C1m7BYz4YFW7/oAq/m0gTU+LOBclCfOsQCrmZkTu/PZZzDnZfj6vX0MenQiBRERfBYYKIFRCCEaCfnKVgghhBANJru7E1ugi4UH2wNwRdOmrFy58hf2EkIIca5IYBRCCCFEg/jxaAk9X1xMx+FHWbQyGJKT6WGxsHfvXg4fPtzQ5QkhhEACoxBCCCEaSIvYEIJsZlr2yueRR8DonE3zAn1t7KpVqxq4OiGEECCBUQghhBANxGxS9GwZw/6KfMaMMVDZnQncv5/+nTs3dGlCCCGqyaQ3QgghhGgwvVrFsPCHHJZvKKO0+Z2MOHgTS5OSQKlf3lkIIcRZJ4FRCCGEEA2md/UMuc+8m8+G2c3Iy4vErMDlcmEYBhaLfFQRQoiGJENShRBCCNFgmkcH8dTl7bm8WwxFRbD+sQUcuP9+IiMjWbZsWUOXJ4QQFzwJjEIIIYRoMEopbujejDHDg1EKFn5URvLHH1NaWioT3wghRCMggVEIIYQQDaqsysmaQ4fJuriURaW9MO/eTa927eR+jEII0QhIYBRCCCFEgyqtdHHnrO9o1vsI3+YkUUIIV7dsydq1a3E4HA1dnhBCXNAkMAohhBCiQcWG2mmTEIolOZ+jO44Rygn6BAVRWlrK5s2bG7o8IYS4oElgFEIIIUSD65UWw6bDRQQ0CYe0NNLCwnj00UeJiYlp6NKEEOKCJnNVCyGEEKLB9U6L4R8r9/K32UVs6LiT91838aTcilEIIRqc9DAKIYQQosF1TY3CYlJsyyniw7kmtm2D0tJSli1bhmEYDV2eEEJcsM67wKiUClZKbVRKjWjoWoQQQgjxnwm2W/j6gf48OTYNgIWjpvLlpElccskl7Nmzp4GrE0KIC1ejD4xKqbeVUrlKqa0nrR+qlNqplPpJKfVgjaYHgA/ObZVCCCGE+LUSwwNp2lTRNt3Fot0t6eZyAcjtNYQQogE1+sAIvAsMrblCKWUGXgMuBTKAa5VSGUqpgcA24Oi5LlIIIYQQv05haRV3z/mOjiMK+Er1JWRPDhERERIYhRCiASl/uC5AKdUc+NQwjPbVz3sAjxuGMaT6+UPVm4YAwegQWQ5cYRiG+xTHuwW4BSA+Pr7znDlzflV9J06cICQk5FcdoyH4Y93+WDP4Z93+WDP4Z93+WDP4Z939+/ffaBhGdkPX0Zg15DnS6Ta488sy0qzBFL8SxluWWxmXZuHw4cNMnz79V9Xx3/DHv23wz7r9sWbwz7r9sWbwz7r9sebTnh8Nw2j0C9Ac2Frj+VXAWzWe3wBMqfF8HDDiPzl2586djV9r2bJlv/oYDcEf6/bHmg3DP+v2x5oNwz/r9seaDcM/6wY2GI3gvOYvS0OcIye8u87o+/xSw3jhBcMA4+VHHjEAIzc391fX8p/yx79tw/DPuv2xZsPwz7r9sWbD8M+6/bHm050f/WFI6qmcaqJtb1epYRjvGobx6TmsRwghhBBnQK+0GPYVlPFzx24cv+Ryrhk8mHXr1hEZGdnQpQkhxAXJX+/DeBBoUuN5CnC4gWoRQgghxBnSOy0GgL/uaMbfVnzMnmbQpWkDFyWEEBcwf+1hXA+0UkqlKqVswFjgkwauSQghhBC/UlpcCN1So2jW1ITLBYs+c7J8+XImTpzI3LlzqaqqaugShRDigtLoA6NSajawBmitlDqolJpgGIYTuBNYBGwHPjAM44eGrFMIIYQQv55Sivdv7cFdI1NICTnGonsWU1FRweLFi7n66qtJTk7mvvvuY/v27Q1dqhBCXBAafWA0DONawzASDcOwGoaRYhjGP6rXf2YYRrphGC0Nw5jc0HUKIYQQ4sxxud0MbL+fL8p7MjAzi7179/L555/Tp08fXnnlFTp16kRJSQmAZ8I7IYQQZ0GjD4xCCCGEuLAUlznIemoJwQPKKCaCdbN3YzabGTp0KPPmzePgwYN88MEHhIaGAjBkyBB+97vfsXHjRgmPQghxhl2wgVEpNVIp9WZxcXFDlyKEEEI0Kg19jgwPshIbaqcoyeBl/kDq0bW12uPj4xk5ciQAlZWVJCYmMn36dLKzs+nUqROvvfYaRUVFDVG6EEKcdy7YwGgYxgLDMG4JDw9v6FKEEEKIRqUxnCN7p8Xw7ZHj/C7jSxJ3Lq93O7vdzvTp0zl8+DCvv/46JpOJO++8k7lz5wLgcDik11EIIX6FCzYwCiGEEKLx6pUWQ7nDxdc3PsjMxPsoLDz99hEREd5hqRs3bmTs2LEAvPnmm7Ru3Zrnn3+eo0ePnoPKhRDi/CKBUQghhBCNTvcW0ZgU/Ds2m+vf7MPixf/5vp06dfJe39i8eXPi4+N54IEHSElJYdSoUUyfPv0sVS2EEOcfCYxCCCGEaHTCA608NiKD6/vHERnuYtHHZf/TcYYPH87XX3/N9u3b+cMf/sC3337L22+/7W2fNm0aq1evxuVynanShRDivGJp6AKEEEIIIU5lXK9UKC1lUPE8Fn02FMMApf63Y7Vp04YXXniB559/3jshTllZGXfddRcVFRVERUUxdOhQhg8fTnBw8Bl8F0II4d+kh1EIIYQQjZLT5WZ1Tjmd2v7EkRNhvPrqrz+mUoqoqCgAgoKCOHz4MHPmzGH48OEsXryY6667jkWLFgFQUlLCpk2bZNIcIcQFTQKjEEIIIRoll2Fw07vrKekfwqW2L9m548wHt8jISMaMGcOMGTPIyclh7dq1DBgwAIDPPvuMrKwsUlJSuPnmm/n4448pKSk54zUIIURjJkNShRBCCNEo2S1muqZG841RwaKqQbgGzgdGsmkTmM2QmXlmX89sNtOtWzfKy8sBGDBgAO+88w6fffYZH3zwAW+99RZWq5W9e/eSnJzM5s2bOXbsGHFxccTFxREZGYnJJN/FCyHOLxdsYFRKjQRGpqWlNXQpQgghRKPSmM6RvdOieXpXHnktWhP/+ScYV4zkjjsMvvvWYOpUxY3j/seLGv8DMTExjBs3jnHjxuFwOFi9ejUrV64kOTkZgOeff55Zs2Z5tzebzaSnp7Nt2zYAXn31Vfbu3esNlPHx8SQnJ9OxY8ezVrMQQpxpF2xgNAxjAbAgOzv75oauRQghhGhMGtM5sldaDACr5ixkdMtQlIJ5j2zi2mHHGDe+P1+//j2vzoomMC35rNZhtVrp27cvffv29a7785//zIQJEzh69Ci5ubnk5ubW2mf16tUsWLCA0tJS77r27duzZcsWAIYMGcJPP/1EaGgowcHBBAUF0blzZ5599lkAJk+ezPHjxwkKCvIuaWlpDBkyRP9OVq3CZDJ5244fP45hGKj/dWYgIYQ4hQs2MAohhBCi8WubEEZUsI1v9hczukszABJ6tmDJa+/z+DP7mbx+HOtbbWZRn3tImPE8NGt2zmpLTU0lNTW13vbZs2cDUFpa6g2UNW/f0bdvX2JiYjhx4gRlZWWUlZVx7Ngxb/u8efPYtm0blZWV3nWjRo3yBsbRo0fXCanXXnutt9dz7NixhIWFkZCQQGJiIgkJCbRr14709PRf/+aFEBcMCYxCCCGEaLRMJsW83/WkSWSgb2V4OJbbb+HPt0Ovtw4x7S9WYo79BHFxuv3f/4agIOjbFxrBNYXBwcGnDJcPP/zwaff79ttvAXC5XJSXl1NWVlar9/Cjjz6ipKSEsrIySktL+eabb7xh0ul0smPHDnJycsjNzfXO9Hrvvffy4osvUlpa6g2RnseEhAQuv/xy+vfvT1VVFTt27CAxMZHo6Gi5NlOIC5gERiGEEEI0aqkx+r6IK3bl0atlNBazL7xcOjGZSycmAxvJzYW/TYbHFj2NbcNqaNoUbrhBL61bN1D1v57ZbCYkJISQkJBa63v16lXreZMmTejXrx8AFouFTZs2ATo85ufnk5OTQ3h4uHfd+PHjycnJIScnh82bN7No0SJSU1Pp378/e/fu5aKLLgL0cFxPsHzssccYPnw4ubm5LFiwgMTERJKSkkhMTCQ2NlaCpRDnIQmMQgghhGj0th0+zo1vr6NtYhh/vrw9nZtF1tnmk09g8mRYkv0VH/zt3zT7/O/wzDN65R//CC+91ACVNzyLxeLtQfQIDw/nlVdeqbOtpycyISGBDz/8kMOHD3PkyBHvo81mA2DLli1MnDix1r5ms5n58+czfPhwvvvuO9544w0SEhKIj4/3Pl500UUEBwefxXcrhDjTJDAKIYQQotFrmxjK1Os68eSn27hy6mquyU7hwUvbEhVs824zcSJER8O4cWayJl3GjBmXMeIfR2D2bGjfXm+0axeMHw+9ekHv3tCzJ8TENNC7anw8Q17Dw8O56qqr6t2uT58+7Nu3zxskPaGydXVP7oEDB5g3bx4FBQXeEAqwbt06unTpwsyZM3n88ccJDAwkPT3dGyhvv/12oqOjycvLo7y8nPj4eOx2+9l900KI05LAKIQQQohGTynFpZmJ9EmP5W9Lf+QfX+9l1U8FLL+/H9YaQ1SvuAI6dICrr4aRI2H69ER+e889vgMVF4PbDS+/DC+8oNe1bq1DZVYWVFVBjYAjTs1qtdKsWTOa1TPJ0KhRoxg1ahQOh4O8vDyOHj1KTk4Obdq0ASAuLo7s7Gx27NjBtm3bWLp0KUVFRd5ey6lTpzJp0iQAIiIiiI6OJioqiqVLlxISEsKCBQvYuHEj0dHR3iUqKors7GyZJVaIM0wCoxBCCCH8RrCeCkHhAAAgAElEQVTdwkOXtuWqTin8lHsCq9mEYRj8lHuCVvGhALRsCatXw5NPwvDhJx2gSxdYswbKy2HDBli1Si9JSbr9lVfoOXmynjCnVy+9dO4MAQHn9o2eJ6xWK0lJSSR5fr/VBg0axKBBg1i+fLn3usvKykrvkNfLL7+cpKQkcnJyOHr0KIWFhRQUFBAYqCc/+vLLL+sMqbXb7ZSXlwMwceJE5s+fXytMtmjRwrvP1KlT2b59O2az2bvEx8dzT/WXCzNmzODgwYO12hMTExk7diwAu3btomnTpjRv3lyu2xTnPQmMQgghhPA7reJDvQHxk82H+cP7m7i+WzPuG9ya8CArAQHw9NN626oquOYauPNOGDiw+gCBgXDxxXqpKSuLgh49SNy+XV8UCRASAgUFYLPB9u16CGts7Ll5oxeQmkNPO3ToQIcOHerd9uWXX+bFF1+kqKiIgoICCgsLKSkp8fYu9uvXD6vVSkFBAQUFBRw8eJC8vDzv/itWrGDRokW4XC7v0qpVK29gnDZtGitXrqz1ml26dPEGxmeeeYZbb72VwMBAWrduTUZGBgMHDmT8+PEAuN1uCZLivHHBBkal1EhgZFpaWkOXIoQQQjQq/naO7N8mjht7NGfGmn18tuUIDw9ry+hOyd7wkJsLP/4IgwfDpEnw8MNgtdZzsIED2WmxkNivn95x9WrYv1+HRYBbb4Wvv4b0dN3zmJkJ3btD//7n4q2KGiwWC7GxscSeIrxff/31XH/99fXuO2fOnNMee9myZbXCpMvlqjXU9f7778dut7Nt2za2bdvGqlWrsFgsjB8/HsMwSExMJCYmhoyMDDIyMmjbti1du3alRYsW//sbFqKBXLCB0TCMBcCC7Ozsmxu6FiGEEKIx8bdzZFiAlccva8dVnVN4dP5W7v1wM1/9mMcrY7MASEmBdevgttvg8cf15YuXXQZvvgmnnU8lLg4uv7z2uuefhxUrdJBctUpf+zhsmC8wXn01REbqIJmZqSfbkUl1/I7FYsFiqf9jckZGhncorYfb7QbA4XBw0003sW3bNjZv3sxHH32E2+3moYce4umnn6akpITrrruOjIwMevbsyeDBgwmQIc+iEbtgA6MQQgghzi/tk8OZd1tPPtz4M3Gh+gN4pdOFw2UQEmxhxgz4zW/g/fdh715fWHzlFYiP19c7hob+wot0764Xj+JivQC4XHro6tKlMG2abxvPLT3cbpgxQ4fIjAwICjpzb140OM8QVJvNxjPPPONdX1FRwa5duwgLCwMgLy+PvXv3snDhQp577jlCQ0MZOXIkDz/8MO3atWuQ2oU4HQmMQgghhDhvmEyKMV2aep+/sWIPM7/ZzyPDMxjRIZFLL1Vceqlve7cbXntND1m122HQIMjISCAzU9+i4xeFh+sFwGzWYdEw4MgR2LoVtmzR07YC7Nmjb+kBoJSenSczE+6/H3r00ENf33hDj5e1WHzLqFF6COzBg/D557XbLBZ9HWZCAtaiIv36drseQmuz6Z+bNdPXbFZWQkWFr81sPjO/dHFaAQEBta7HbNGiBVu2bKGqqoply5bx4Ycf8vHHH3PfffcBsGnTJvbt28eQIUO8k/wI0ZAkMAohhBDivNW7VQyLfsjh97O/4/31P/PEqHa0jA3xtptMeh6btWth3jz46CP49NM2KAXPPgsOB+Tl+SZR/Y8opXdIStIXTnqkpur7QG7ZohdPoNy/XwfGQ4f0rT6cztrHa9lSB8atW+GWW+q+3uLFkJBAxObN8MQTddtXr9bHnzULbrrJt95s1sFx/Xpo1w7efReeesoXJk0mvXz+OSQmwjvv6HG8nvWeZf58CAvT7XPn1m4zm2HOHB1sZ8yA5cv1OosFzGZa5uWBZ2jn3LmwebMvCJvNusv3jjt0+7//rbuGldLHVkqH9Wuv1e0LF+qgXrM9Kso3Ve6XX0JhoV7vWWJioE8f3b50KZw4Ubs9Lk7PrAt6KHJFBShF5JYtukc5Pt53j89Vq/Q6z74mk25v2VK3r1/v+/tQCptSDGnXjiFDhjD19dex5OdDURHvvv46r06bRlBICCNHjuTqq69m6NChEh5Fg5HAKIQQQojzVqemkXxyZ2/+uXY/Ly7eydCXv2LSyHZc370ZDpeb4+UOokPs3jto/OUv8OabGxg6NBuAZctg6FCdt0aP1ktq6v9YjNkMrVrpZfTouu09e+qEahi669Pp1Itnwp1+/XQvo2e9Z2mqe1SPdeyoA1lVle5NrKrSS6tWev8uXfTQ2JptlZW+GV8TE/UbrarSr+9ZPDME2e06GNZsc7t1AAIdtnJzfetdLl+AAti5E5Ys8a13Oomr+f4XLID33qt9H8y4OF9gnDZNh9OaWrTwBcYXXtChr6aLLvIFxoce8oU2j9699SRGoF9nx47a7ZdeCp99pn++7jod6oGLPO1XXw0ffKB/HjYMjh+vvf9NN8E//qF/7t5d/15quusueOUVrC4XJCcD8HL14iwt5S//+hejZ8+ma8uWrDUMVEAAht2OCgjQ/x633QZjxkBODtx3n6932vM4Zoz+wz5yhObvvAMrV9ZuHzpU34f06FH9xYPVqv9OPUu3bpCQAPn58P33viDvWVq31n8TxcU6rNf4MgCTSf/72WxQWuobuu35e/AEdosFysr0Nie3R0bqnysq9N9lzS8jlNLHlvtunnUSGIUQQghxXjObFDf2bM6wzET+vmI3LWKCAfj+YDFXTl1Ns+ggsppEkNU0kqymEbRsVYLnfvRt2uj7OX70kf48ft99kJWls01ysv4cbbHojq4z9rlVKd8H8pqz8gQEeEPFqTgiIvT9I+vTvr2vN+xUhgzRS31+8xu91Of3v9dLfSZP1ksNa5Yvp5/nyfTpevGETaezdsCaMcMXZj2huuatK2bN0vfXNAxfuydsg+7prNluGLWvI503r267Z7gx6LBaWQmGwXcbN5LVsWPtCY0WLPAFfs9Ss2t6wQJf7Z7F0/toNsPUqToYVQ8dtlRWcm/v3nSyWjm+fz9q+XKM8nKWLVpEbEgIiVFRhFVUYANd95o1+nfmcPges7J0YDx8mOYzZtT9N5k5U4e+7dvht7+t2/7JJzBypD72ZZfVbV+6VE/49O9/60B9sg0b9GzCM2fqGYZPtnOn7j2fOlX/x3Wy6oDOs8+euvf8+HHdC33fffrbnpMDZXm5frz7bt2DXvM/0uBg3/Fvvln3cNcUH+/7AuHaa2HRIl+byQRpaXpoAuhg/s033qDctbISunb1HfO66/R79QRpsxk6dYK//U2333CD/jKoZu92jx66x9+z/8m943376uHs54AERiGEEEJcEGJD7Tw6IsP7PDE8gIcubcN3B46xencB/9p0GICHugYwENiZU8Lu4hNM+H0EjzwSyN69OjguW6Y7XQD+9Cc9EjM4WGe55GSdATxz3mzcqD+7JyfrfU4z8abw8HzgP/neJ9WTxtQrPv707b90S4uMjNO3d+7s/bHY4fANZfU4+fnJhg2rv81m072FJ7EAgzxPJk6k5PhxPvjTn5g3bx7527cTfMcdjPj8c/7v//6PzN27T1v78qVL6XfxxbUDpScwd+umL+R1OHw9wC6X73fWs6fuvXY6a7d7rs3s1UsH9hq9xxgG3m9eLr5YX5/r6T32PMZV9zFfcglMmVK33fNvPmTIqXu3PV+oDBqk/yOsr/e7Z8+63+jU/DKmd++6k1DV/Hvr18/XE+8J+zW/LMjK0l/oVH/ZceLIEYJq3pYoNhaOHfN9GeJ21/6fgWd9zS8TKip87UVFekKtmu1FRZwr8r8tIYQQQlyQkiICubWv7uExDIPDxRV8d6AIa95OAD7ZfIjXlukP4YnhAWQ1jSCrSyRz72qGuXrCmN/+Vl/+d+iQb/nxR99rPPSQHoUJOgMlJOiOA0/Hw+zZurMhK0sHTbnXuzidsLAw/v73vzNlyhRWrFjBhx9+yEcffcRvfvMbMjMzWbJkCePGjaN169a0adPG+9jTE5g814eeLDBQ95jVJzr69L3XzZr5wuGptG2rl/pkZemlPj166KU+v9Q7PmaMXupz4416qc+pekdrevDBWk+3LV9OXM3brrz88un3nznz9O2eYdENRAKjEEIIIS54SimSIwJJjghk+fJdANw9IJ3BGQl8e6CI7w4c47ufi/j6x3wm9NYXMT7z2XZ+OHycpGYBNL0okO4RgTSLCqJbC9/0qq+8Art3+8LkwYO1Z1998knfqLeQEH3J3ejRcM89ep3TKb2Soi6LxcKAAQMYMGAAU6ZM8d4DMioqikGDBrFjxw5mzZpFcfV1gxs3bgTgk08+YebMmbXCZHp6OiEhIfW+lhDyvyAhhBBCiFOwWUxc1CSCi5pEML6XXne8woHJpIe22a1mTlQ6Wb4zj9ySSgDS40NY/EfdE3Prexs4UlxBUnggSUmBNM0IYHBCGL1b6aFshmGwYYNi50747ju9bNqkQyXoEWpxcXpOG08HTMeOevml0ZniwmGp8Y1C586deffddwH995Wbm8vOnTvJyMhg7dq15Ofns2HDBubOnesNmaDvDRkTE8PixYvZu3cvmZmZtGvXjvCa13CKC9YFGxiVUiOBkWmn634XQgghLkByjqxfWIDvurp7BqVzz6B0ACqdLo4WV1Ja5bslRlpcCOUONz/lnWDFrjzKHS76psd6A+PAl1bgNvS1ldHBNiIH2LhvQhSXZ+mJbVbsyOfqW6zs3mbl8yU23n3XDCgmTYLHH9eTTk6Z8suj+cSFSSlFfHw88TWu7bzpppu46aabqKioYPfu3ezYsYM9e/YQXd3tPWvWLKZPn+7dvmnTpnTp0oUPP/wQpRRHjhwhOjoaW83JhMR574INjIZhLAAWZGdn39zQtQghhBCNiZwj/3t2i5mm0bUnzbh/SBvvz4ZhUFzuoNzh8q4b2j6BfQVl5JVU8lPuCYrKqgC4PCsZwzC4eeY6XBiQAQEZ0Mpson9SKmMHtMHpcvO7GZtZuMyG+zMbrnIrdloQYynhtWdC6dPPzdINJ/hykZmEGDPJ8WZSEi0kJihSUmpPHiouPAEBAbRr14527drVWv/OO+/wxBNPsGXLFrZs2cLWrVtxOp2o6gljxo4dy+rVq0lPTyczM5PMzEy6devGwIEDG+JtiHPkgg2MQgghhBDnilKKiCAbETXW1QyUJzMM+ODW7hSWOigqraKwrIrC0io6NY2gTRs4VubkUMUxkntVUVLp69WMLkgnMjKU3JJKbv24+v6CB6oXoPCLDD57OZXkNqWMmbKewjwzNrOZQIuZILuZblHNeeimGCrN5Uz/+mfsZjOxERZCAy0E2cx0bBpBXGgA5VUuisqqCLZZCLKbsZpltp7zgVKKZs2a0axZM0aMGFGn/Z577qF3795s2bKFb775hvfff59hw4Z5A+OVV15JZGQkbdu2JTg4GIvFQkZGBj179sQwDObNm4fFYqm1NG/enLS0NJxOJ5s2barVZjabKSkpAcDpdJKTk4NSCpPJ5F1CQkIIDAzE5XJRVlZWp91isWCS2aR+FQmMQgghhBCNjMmk6Nwsqt72iCAbK+7vD0CV082x8iqWrFjN4L5NiQ2F0korr1/XiZIyF7mFLvKKnBQWu0mYEEnbtlCmFE1Cwyg96qKiysUJtxMnlWyc6+KOqyDXKOONVT/Wed3YHZ1Z9HYCm3MLGP/ueu96izIRZDPz4uXZDOoYxZrd+by+fDeBNjOBVjNBNjOBNjMTL25BckQgPx4tYcP+IvYedlL5Q453m/bJ4QRYzZRVOXE4DQJtZmwW+bDfWIwaNYpRo0Z5n5eUlHDs2DEAXC4XxcXFfPXVV/zjH//wbnP77bfTs2dPnE4nV199dZ1j/ulPf+K5556jpKSELl261GmfMGECI0eO5NChQzRv3rxO+yuvvMJdd93Fjh07aH+K+4y+/fbbjB8/nrVr19KjRw9voPQ8zpo1iyuvvJJly5YxatSoOu0ffPABl1xyCZ9//jkTJkyoFUY97dnZ2cyfP5+HHnoIk8lEeXk5ISEhmEwm3n//fdLT05k7dy5/+ctfvMe1Wq2EhYUxdepUkpKSWL16NV9//TVhYWGEh4cTFhZGWFgY3bt3x2azUVlZidlsrnXN6rkigVEIIYQQwo/ZLCbiQgNIDjERG6rvLRdstzAsM7HefaIJYt69nWqtc7v1rd6ioiDVHM3HY4ex/GsXR/Kd5BQ4yS9ycfx4EMHBkJ4QykWVmSz72oXJ5kTZXBTZnIx41U55HjjcBrv2OCkpr8QS4EJZXDhxcXWnJiRHBLJ6dwGTPvlBv/D3G701rLi/H82ig5mxZj/Pfq6nj7WYFFazCYtZsfy+fkSH2HljxW7eW7sfi0lhMZuqHxVzb+tJgNXM9NX7WLLtKGaTwmpWmKu3m3JtFkopPt9yhJ1HS6qDrIVgm5nQACuDMvT1foeOleNwugmymwmyWQi0mjGbTrqPnyA0NJTQ0FAAzGYzX3zxBYZhcOzYMSorK3E6nQQGBnrbv//+e5xOJ06nE5fLhdPpJCkpCYDg4GAWLFjgbfcsVVV6qHZ0dDTTpk3D7XZjGAZutxu3203v3r0BiI+P58UXX6zT3qmT/jtPTk7mscceq9VmGAbp6fo65KSkJCZOnFhrf8MwSKi+6Wp8fDzDhw+vc/yw6hmowsPDad++PW63m9zcXKKiojAMw3u9p81mIywszLt/ZWUl+/fv9/Z+fvHFF0yaNKnO77igoICoqCgef/xxnn32WYKCgmoFylWrVmE9+Z6lZ5gERiGEEEIIgcnkuzc5QFZHRVZHC6f6uJhsD2TeC00pKIC8PMjN1Y/FV+n7SvZNj2V0WCxvz4WdP/nuwz5iJuzZA2O6NMF0OIHtP25l8LBWBIe5qHC6iA8LAKBny2geHZFBeZWTsioXTreBw+Um0Kbvf9kkKoiuqVE4XQau6jaX28BSHeqcboNyhwuny43TrbcxKeW9Fu/LHbnM3Xiw1nuKCrYxKGMQAE988gOLtx2t1d4iNpil9/YD4K0tlUz+dkX1McFsUrSMDeFv1+rZhx6c9z27806glMKsFCYTtEkI49ERGQA88q8t5BRXYjaBSSlMStEuOYzb++mJpv786TZKKpyYarRnpoRzTXYTAF5avJMql4Gp+rWVUnRIDmdgdeB9Z9VezKbqoGxSWEwmjhe76Ae43AbLduRiNvvaLGZFUvVtZZwuN3vzS2sFcYvJRGiAhQCrGcPQv0/P655MKUVkZOQp/r5MZGZm1lnvYbPZTjkMdvny5QCEhIQwceLEevePiYnh3nvvrbe9SZMmPPHEE/W2t27dmpdeeqne9k6dOjFt2rR62/v160e/6nsvLl++3Puzx2WXXcZll11W7/6PPvoo9913H8XFxRw/ftz76JmpdvDgwQQFBdVqLy0tPethESQwCiGEEEKI/4HFAvHxejmVBx/US1kZbNsGW7ZARYVuC7CaeXaSmW3bsnnmYd2rmZkJI0bAffdBh5QIWkVHUN05VcewzMTT9qBO6J3qvV/mqbx49UU8d2UHyh0uyip1KHW4fLeZuKVPC4a2T6CsykVZdWgNqg6rADGBirCoENxucBkGhmEQFeybSchi1r2iLrcn0BpUOn0THuWVVHLoWDlut4GB3iYs0PexfP2+Qo4er8RtGLirA1ql0+UNjLPWHeB4hRO326jeBsZ2acLAjHgMw+CJBdvqvOchzSyMByocLibO2FCn/a5L0rhncGsKy6oY9Nev6rQ/dGkbbu3bkn0FZfR/cTkAVrMvcD46IoNrspuwM6eEm2dswGLSYdoTeB+4tDWXtIln66Fi/u9fWzFVt5mrQ/f9Q1qT3TyKTT8f469LdnnbCwsrmHVgA/cMTqdNQhgb9hUyfc1+b7tCh9Q/DGxFk6gg1u0t5OPvDvnaqx/v6J9GbKidNbsL+GL7UUxK76cAFNzRP42wACurfspn9e5877Gpfry9f0vsFjMrf8xn089Fet8aNdzSpwVKKVb9lM/ifQ72rdqrh58qsJpNjO3aFIDVu/M5WFgONfYNtJkZlplIUFAQW3LKya0IRQWEYgpULN6WS7DdQv/+/enfvz8b9xdyrMyBUqBQbNxfROdmdQP6mSSBUQghhBBCnDVBQZCdrZeaVqyAf/5zE2ZzR7Zu1YFy3z7dZhiQlKTvN5mZCYmJ+ucBA2DYMH2Pyk8+0evCw/USFgaRkf/5DLBmkyLEbiHEXvfjcHbzKLKb138N6eVpNvr161xv+58vr78nDeCNG7JP2z7/zt6nbd/wyKBaz43q0Oix+bHBON2619XhNnC5DDZt/AbQYX3Bnb1xunXvq6eXNiVSp/NQu5VXr83C6XbjqG5zutxkNdWhJDzQyj2D0nG63Diq2xwugxYxwQAEWs10ahqBy0CH2epQG2zTv2ezSRERaPWGYbdbb+fprNTX5Dqq35NBcblBeWEZlQ4d6IvLHfxwqNgblN2GgWHAiUr9BcHBojK+2H7U+zvxtN/YszmxoXZ25hxnzroDGPjaDGBCr1TCAqxs2FfE31fsqfM7vblPC+wWWL4zl7dW7q3zb3JLnxYAfPr9YWbvqIIdvtAeZDN7A+PsdT+zYPPhWvvGhtq9X4C88dUelu7IrdWeGhPMsvv6AfDcwp2s21vobbsoJfwX/15+LQmMQgghhBDinIuJgY4dj3HSyD0AHA74059g61a9fPutvu+k1aoD4/HjMHp03f0efxwmTYIjR+Dii2sHyvBwuOEGGDgQjh2D+fMhIkKHzIgIvcTFQUDA2X7nZ54e+ur7OTyo7jDFPTa9gdmkh7fWJ9BmZuRFSfW2RwXbuGtAq3rbm0YH8fLY+m8M2jYxjOk3da23vWtqFPPv6OV9rod39vE+H9A2ngFt6+nWBkZ3SmF0p5R628f1SmVcr/p7n+8e2Iq7B9Z+f4bhS44PDWvLA5e28YVNwxN49e/3sRHt6B1aQM+evfQ2+IZkAzx5WTsevLQN7uo06jb0cGmPP1/entJKp3c/t2HUmoX4mdGZlFY6cRu6riDb2Y9zEhiFEEIIIUSjYrPBQw/VXe/54B0aCt99p0Pk8eP6sbgYPJNsKgVdu/ra9u7VjwMG6Pbdu2HcuLrHnz4dfvtbWLcOrrvOFyg9ofLOO3WP55EjAUybBna7rtXz2KOHHl5bUAA//1y7zW7XbRaLfh+nuPxPNFI1r9U0mxRm6v/HC7SZCbYqIoNP3dUdGWzjdANIkyLqGYddrWVsyGnbzwYJjEIIIYQQwi94PrdbLNCxY/3bJSTArFn1t2dm6tB47BgUFenHY8egZ0/dHhSkw6en7cAB/fOYMbp9164QHn+87nFXroRevWDBAhg/vm775s3QoQO8/jrcfbcOkhaLnijIYoGNG6FpU5g6Ff7yF72uZvuXX+rgOm0azJnjW2+x6EA6c6Y+5ocf6lrsdl9gPXy4ibc3d+VK2L/fF2Ttdv2eL75Yt+/fr689tVr1Np7tPHPZSOC9sEhgFEIIIYQQFxSbDVq0qL+9ffvTB87u3Qv5+WeorISqKt9j27a6/ZJL4KOP9Lqa7cnJur1zZ3jgAb3O5QKnUz+GVHceJSdD9+56vWdxuXRABB3YHA4oL9dtDoc+lqd9/XrdW1pZqRfDAKs1lalTdfsbb8A//1n7PcXE6JluAf7wB/jXv2q3N2+ue2oBBg2CZcv079ETKjt0gKVLdftvfqOHEpvNejGZICtLvy7oMP3zz752s1lf4+q5q8Sdd+qAbjZDXl5rZs7UPcY336zbH3tMv2eLRb++5wuEYcN0+9//rl/TE6YtFmjTBjp10r/HxYtr72u1QkqK/r07nXomX89+nm1CQiAw0NfLfSEFZgmMQgghhBBC/Bfsdjcp9V8mR9OmeqlP9+56qc9ll+mlPrfcopf6PP+8XjycTliyZCWgrwV86SUdumoG3pruvx/GjvUFXodD90B63HCDrt8TVB0O3avr0aSJDrMul76/Z80w7KnH0+7ZJj/f1/7993D4sF5fWhrJ5s06oHkC45tvQmGhfl2PCRN8gfH222tfNwg6BHfqpGfq9WxX0yOPwFNP6Tpat67b/txz+rra3buhVSvd4xoQ4FsmT9bDmH/8Ee6+uyPx8bXbb7tN92Dv3Qtvv63XhYb6rq/t0UPPOFxeDiUlep3dXreOhiCBUQghhBBCiPOYxQKBgb7bhsTG1r7n5sk8Q3Prc+ONp29/7rnTt7/33unbv6pxV4/ly9fWuadhTo7vZ7dbB9CT22v2zjqdOoCBDmpr1+qw6emddTp9Pc5hYXpor2e9ZxvP7yQiQoftigodtCsq9JKU5KvHZDIoKdE9tp5trrpKt+/bp8PlyYH2009h+HBYsgRGjdLr7HZfoJw5Uw+TXrkS3nrLt75ly1/+9/i1LtjAqJQaCYxMS0tr6FKEEEKIRkXOkUIIf2Ey1b2VSlxc/dubzdCtW/3tQUF6SG19YmLgiSfqb2/dGv761811Qq5H//66V9Xh0D2JngmbPIG1XTt49VXfes/ETRERuv3wYT30t7hY79+tmwTGs8YwjAXAguzs7JsbuhYhhBCiMZFzpBBCnD1K6ZAbHa2Xmlq21Ndw1ueaa/QCujezouLs1elh+uVNhBBCCCGEEEI0JiZT7WtLz9rrnP2XEEIIIYQQQgjhjyQwCiGEEEIIIYQ4JQmMQgghhBBCCCFOSQKjEEIIIYQQQohTksAohBBCCCGEEOKUJDAKIYQQQgghhDglCYxCCCGEEEIIIU5JAqMQQgghhBBCiFNShmE0dA0NSimVB+z/lYeJAfLPQDnnmj/W7Y81g3/W7Y81g3/W7Y81g3/W3cwwjNiGLsJfXMDnSH+sGfyzbn+sGfyzbn+sGfyzbn+sud7z4wUfGM8EpdQGwzCyG7qO/5Y/1u2PNYN/1u2PNYN/1u2PNYP/1i3OLX/8O/HHmsE/6/bHmsE/6/bHmsE/6/bHmtjQqwQAACAASURBVE9HhqQKIYQQQgghhDglCYxCCCGEEEIIIU5JAuOZ8WZDF/A/8se6/bFm8M+6/bFm8M+6/bFm8N+6xbnlj38n/lgz+Gfd/lgz+Gfd/lgz+Gfd/lhzveQaRiGEEEIIIYQQpyQ9jEI0Ykopl1JqU42l+Rk8dnOl1Nb/oZakU7RdrJTa9t8cTwghhPg15BwpxLlhaegChBCnVW4YRseGLqJavbUYhvG1UmoY8Ok5rkkIIcSFS86RQpwD0sMohJ9RSpmVUi8opdYrpb5XSt1avf796hOSZ7t3lVJXVn9L+rVS6tvqpecpjtlOKbWu+tvR75VSrc7lexJCCCHOBDlHCnHmSQ+jEI1boFJqU/XPew3DuAKYABQbhtFFKWUHVimlFgNzgDHAZ0opGzAA+B2ggEGGYVRUn+RmAyffG+g24BXDMGZW72s++29NCCGE+FXkHCnEOSCBUYjG7VRDXAYDHZRSV1U/DwdaAZ8Df6s+QQ4FvjIMo1wpFQ5MUUp1BFxA+ileZw3wf0qpFOAjwzB+PBtvRgghhDiD5BwpxDkgQ1KF8D8K+L1hGB2rl1TDMBYbhlEBLAeGoL9FnVO9/R+Bo8BF6G9NbScf0DCMWcBlQDmwSCl1yWkLUOqKGpMMnPxNrBBCCNFQ5BwpxBkmgVEI/7MI+J1SygqglEpXSgVXt80BxgMXV28H+tvVI4ZhuIEbOMVQGqVUC2CPYRh/Az4BOpyuAMMwPq5xMt5wJt6UEEIIcQbIOVKIM0wCoxD+5y1gG/Bt9RTdb+AbXr4Y6AN8YRhGVfW614EblVJr0UNtSk9xzDHA1uprQdoAM85i/UIIIcTZIudIIc4wZRhGQ9cghPADSqkThmGEnKa9OfCpYRjtz1lRQgghRCMg50hxPpMeRiHEf+r46W5KDCwA8s99WUIIIUSDk3OkOG9JD6MQQgghhBBCiFOSHkYhhBBCCCGEEKckgVEIIYQQ/8/efYdXVeR/HH9PCkkgEEiCoRMghBqIgEgHQVlgRUWluio2ECzLWsHVFV0V5Wd3VWB1xQbYERWwISBFFBCl9y69JoQSkvn9MTfhJoQUSe5N4PN6nvNwc+bMOd9zE+7c75k5c0RERHKkhFFERERERERypIRRREREREREcqSEUURERERERHKkhFFERERERERypIRRREREREREcqSEUURERERERHKkhFFERERERERypIRRREREREREcqSEUURERERERHKkhFFERERERERypIRRREREREREcqSEUURERERERHKkhFFERERERERypIRRREREREREcqSEUURERERERHKkhFH8yhizyRhzwhgTnW39EmOMNcbE+icy8WaM+bcxZqkx5qQxZmQO5QOMMZuNMUeMMZONMZFeZZHGmM88ZZuNMQPyW7e4M8Y8a4xZa4xJMsasMsbckK080RizyBiT4vk30V+xisi5ydOOHjXGJBtjdhpjxhtjwov4mOONMU/kEMelRXlcXzPGjDPGrDbGpBtjBuZQ/g/Pe37IGPM/Y0yIV1msMeYHz+f/quzvTW51izNjTIgx5k1Pu51kjPnVGNM92zZdPOec4nkPavorXikcShilONgI9M/4wRiTAIT5LxzfMcYE+TuGfFoHPAB8lb3AGNMIGAtcD8QAKcBrXpu8CpzwlF0HvO6pk5+6xd0RoCcQAdwIvGSMaQNgjCkFfA68B1QA3gY+96wXESlMPa214UAicCEwws/xnCt+A4YCi7MXGGP+AgwHugCxQG3gMa9NJgK/AlHAP4GPjTEV81m3OAsCtgIdcW3fI8CHGRf4PR0An3rWRwILgQ/8EagUImutFi1+W4BNwMPAL17rnsV9uFog1rMuxLN+C7ALGAOEecqigS+Bg8B+4EcgwFP2ILAdSAJWA1086wNwH9brgX3Ah0CkpyzWc+wbPcfbC/zTK74w3Jf/A8BKXCK1zau8CvAJsAeXDN/tVTYS+BiXRBwGbs3HexQFfOHZ/hfgCWCOV3l94FvPua8G+niVjcclbF953oMFQJ2z+H29B4zMtu4pYILXz3VwCWJZoIzndbxX+bvA03nVzUcsnYBtwEOe39Em4Dqv8gjgHc/vYbPn7yzj72IgMBd4BTgErMr42zjLv+cpwL2e1109f3vGq3wL0M3f/++0aNFy7iyez75LvX4eDXzl9XNun4VxwCzP5+Be4AOvejm2LcAgINXzWZ3saZ/eBdKBo551D3i2/QjY6dn/bKBRAc6rlqdOEvCdpy17z6u8FTAP1/b/BnTyKpsJ/NvzOZ8EfANEn8V7PAcYmG3dBOApr5+7ADs9r+OB495tGe67ye151c1HLLm2X7jvIFM8v7d1wG1eZSNx30E+8Lwvi4GmhfA3+DtwjdffxzyvsjKev4v6/v6/ouXPL+phlOLgJ6CcMaaBMSYQ6ItLTLw9g/sATsQ1cFWBf3nK7sUlDhVxvVQPAdYYUw+4E7jIWlsW+AuuYQW4G7gKd4WsCi75ezXbMdsB9XAf5P8yxjTwrH+UU1cELwP+llHBGBOAazx/88TYBRjmuZqY4UrcB3Z54H1jTDtjzMFc3p9XcT1ZlXBJ7I1exyuDa9AnABfgempfy+jB8+iPu3JZAdd4POlV/3djzMEzLPnt6WvkOV8ArLXr8SSJniXNWrvGa/vfPHXyqpsflXAXDKri3pdxnt87uMY0Avd76gjcANzkVfdiYIOn/qPApxnDYY0xr+XyvvyeUyDGmDDgImC517n9bj0tpsfvXucuIlKojDHVgO64z/oMuX0W/huXTFUAqnm2zbVtsdaOA94HRltrw621Pa211+MuiPX0rBvt2f80oK5nH4s99TJiHXCmz1OPCcDPuIumI3EjUTLqVsVdCH0C14t1H/BJRg+exwDPeV4AlPJsk1H/TJ/vB40xw3OJyVuW9svzOsYYE+Up22CtTcpWnmPbl61ufpyx/cL1bG7Dfbe5FnjKGNPFq+6VuEQ+EvceTzbGBAMYY77M5X35MqdAjDExuDbbu+3zbteP4C7Oq+0rwZQwSnHxLq4Ruwx3tWx7RoExxgC3Af+w1u73fAA/BfTzbJIKVAZqWmtTrbU/er6kp+F6JhsaY4KttZs8CQnAYFyv4TZr7XFcY3RttiGij1lrj1prf8N9+DX1rO+DuzJ4wFq7DXjZq85FQEVr7ePW2hPW2g3Af71iBZhvrZ1srU337H+OtbZ8Tm+KJ4G+BnjUWptirV2B693McDmwyVr7lrX2pLV2Ma5381qvbT611v5srT2Ja6wz76Oz1jax1pY/wzI0p5hyEI67yuntEK6HMbeyvOrm1yPW2uPW2lm4LxB9vC48jLDWJllrNwHP4fWFA9gNvOj5m/kAdwX9rwDW2qG5vC9NzhDHGNzfydeFeG4iIvkx2RiThBsquBuXRJCPz8JUoCZQxVp7zFo7x7M+P21Lnqy1//McN6OdbWqMifCUTTjT56kxpgauPf2Xpy2dg+s1y/A3YKq1dqqnLf0WN/Sxh9c2b1lr11hrj+JGEXm3fWf6fC9vrX06n6eX/TM+4/Wfafu86+ZHju2XMaY67mL3g57f5xLgDbK2fYustR9ba1OB54FQXG8t1trLc3lfLs8ehCfRfB9421q76gznlv3cpQRSwijFxbu4q4EDcUNnvFUESgOLMq50AdM96wH+D3c19RtjzIaMq4PW2nXAMFwjtdsYM8kYU8VTpybwmdf+VuISzBiv4+70ep2C+xAEd9Vuq1eZ9+uaQBXvq3K4Hs+YM2yfl4qcul/gTMe7ONvxrsP1vOV1HoUlGSiXbV053HCX3MryqpsfBzxXLzNsxv1+onFXlDdnK6vq9fP2bL1/GXULzBjzf0Bj3JCtjH2e7bmJiOTXVZ6RNJ1wQ0kzJpLL67PwAcAAPxtjlhtjbvasz0/bkitjTKAx5mljzHpjzGFOjfCJzqVahirAfmttite67G1f72zxtcNdPM7g67Yv4/Wfafu86+bHmdqvjPctKVuZd9uX+T5aa9M51RtZIJ4RVe/iRgXd6VWktu8cpIRRigVr7Wbc/X49cDdLe9uLG//eyOtKV4R1N/jjuXp5r7W2Nm4Cknsyhl94rmC2wzUuFje0FdwHZvdsV89CrbXbydsO3NCdDNW9Xm8FNmbbb1lrrfdVT+8P+bzsAU7mcbxZ2Y4Xbq0dkp+de74gJJ9hGZPPGJdzqvcVY0xtXM/uGs8SZIyp67V9U04NXcmtbn5U8AydylAD+AP3N5Nx5dy7zPv3W9XTe529LsaYMbm8L8u96mCMeQw3BKyrtfawV9FyoEm2YzTxOncRkULlGWkxHnfPP+TxWWit3Wmtvc1aWwU38uY1Y0wcebctObVj2dcNwA1/vBQ3JDbWs96Qtx1ApDGmtNe67G3fu9niK5Pf3sFcPt+TjTEP5WcfZGu/PK93WWv3ecpqG2PKZivPse3LVjc/ztR+/YF738pmK/Nu+zLfR0/SV41Tbd+0XN6XaV71DPAm7mL4NZ7eygzZ2/UyuPkJ1PaVYEoYpTi5Beicrcco4wrYf4EXjDEXgLt/wXjuCzTGXG6MifN8gB3G9RSmGWPqGWM6GzdV9TFc0pnm2e0Y4EnjmerZGFPRGHNlPuP8EBhhjKlg3H0U3lfWfgYOG2MeNMaEea6wNjbGXFTwtwOstWm4BHqkMaa0MaY+buhuhi+BeGPM9caYYM9ykTl1v2Ve+2/k+RKQ03J7xnae/YbiPjOCjDGhnqFO4Iaj9DTGtPc0DI/jhsEmeX6XnwKPG2PKGGPa4r5AvJtXXc9xxxtjxudxGo8ZY0oZY9rjhlF95HnfPsT9jst6fs/3kPXe2AuAuz3n1htoAEz1vC+35/K+ZN6HYYwZgftSdFkODf1M3N/b3cZNQ57xdzIjj/MRETkbLwKXGWMS8/osNMb0Nu6+R3D38mfczpFX27ILd0+kt+zryuImftmHGyX0VH5PwHMReSGu7StljGmNuyCc4T1c2/EXTzsbaozp5HUuee3/TJ/v4dbazDg9xw7FJbnBnuNkfHd+B7jFGNPQGFMBN5nQeM/+1wBLgEc9dXrhLhh+klddz3FnmhweYeUlx/bLWrsVNxHQKM9xm+C+W73vVbe5MeZq427BGYb7Hf3kibt7Lu+L96MzXvccs6dnyK+3z4DGxphrPO/dv3D3869CSiwljFJsWGvXW2sXnqH4Qdyw05+MG9ryHW5CGnA31H+HGwYxH3jNWjsT11P1NO4K607cB2zGlcOXcPdDfGPcfR8/4W4iz4/HcUM4NnqO+zHuAzcjweuJu1dio+fYb+CurubIkywl53K8Oz31d+ISrYlex0vCzcbZD3eFcCeuF7Wwn+f0X1zC3R83g+1RPPdEWGuXA7fjGqTduC8J3vc/DsXNLLvbE/sQT5381K2Omw3uTHbivuT84dnH7V6N0l24yYI24Ga4mwD8z6vuAtzfzl7cREDXFuDqboancFdv12a/Om2tPYGbWOkG3Cx+N+OGjZ0o4DFERPLNWrsHl5A84lmV22fhRcACTxs0Bfi7tXZjPtqWN3HzAxw0xkz2rBsFPOxZd58nhs243q0VeJKSDMaY60y2ERvZXAe0xiWcT+Bm9sxo+7biLj4+hBuJsxW4n8L/XvsNrr1rA4zzvO7giWE6bkbaH3DnuRnPvaMe/YAWuDbqaVwbsyefdfNq+3Jrv/rjenP/wCVvj1p3j2eGz3H3tR7AteNXZ+shzJXnosNg3PecnV5t33Wec9uDm3vhSc8xLibrPA5SApmsQ6BFpKCMMUOAftbajj463jNAJWvtjXluXIIZ97zC34AmOTVmxphOuCnW83VFOVvdgbhHmrQ72zhFRKToGWM+AFZZax/Nc+MSzNNL+pG1tvUZygfyJ9svT69lnLX2b3ltK+JNPYwiBWSMqWyMaWuMCTDuEQ734q7iFdXx6htjmhinJW54SZEdr7iwbma8BgW58ikiIucGzxDYOp62thuuR3FyXvVKOutmb88xWRTxl6C8NxGRbEoBY3EPFT4ITALy+8zCP6MsbihnFdywzedwQ0pERETOVZVw98BH4W4DGWKt/dW/IYmcnzQkVURERERERHKkIakiIiIiIiKSo/N+SGp0dLSNjY09q30cOXKEMmXK5L1hMVMS4y6JMUPJjLskxgwlM+6SGDOUzLgXLVq011pb0d9xlBTnaxtZEmOGkhl3SYwZSmbcJTFmKJlxl8SYc2sfz/uEMTY2loULz/Qkh/yZOXMmnTp1KpyAfKgkxl0SY4aSGXdJjBlKZtwlMWYomXEbYzb7O4aS5HxtI0tizFAy4y6JMUPJjLskxgwlM+6SGHNu7aOGpIqIiIiIiEiOlDCKiIiIiIhIjpQwioiIiIiISI7O+3sYRURERETk3JOamsq2bds4duyYT48bERHBypUrfXrM/AoNDaVatWoEBwfnu44SRhEREREROeds27aNsmXLEhsbizHGZ8dNSkqibNmyPjtefllr2bdvH9u2baNWrVr5rqchqSIiIiIics45duwYUVFRPk0WizNjDFFRUQXucVXCKCIiIiIi5yQli1n9mfdDCaOIiIiIiIjkSAljIUhLS+Pk0aP+DkNERERERIqZzz77DGMMq1atyly3Zs0aevToQVxcHA0aNKBPnz7s2rULgDlz5tCyZUvq169P/fr1GTduXIGP2aNHDw4ePFgo8SthPEu//vor5bp2ZUevq/0dioiIiIiIFDMTJ06kXbt2TJo0CXD3Vv71r39lyJAhrFu3jpUrVzJkyBD27NnDzp07GTBgAGPGjGHVqlXMmTOHsWPH8tVXXxXomFOnTqV8+fKFEr8SxrNUr149hqV/wMgflDCKiIiIiMgpycnJzJ07lzfffDMzYZwwYQKtW7emZ8+emdtdcsklNG7cmFdffZWBAwfSrFkzAKKjoxk9ejRPP/00AAMHDmTIkCFccskl1K5dm1mzZnHzzTfToEEDBg4cmLm/2NhY9u7dWyjnoMdqnKXSpUtzJKw0Xx9thd2xE1O5kr9DEhERERGRbDp16nTauj59+jB06FBSUlLo0aPHaeUDBw5k4MCB7N27l2uvvTZL2cyZM/M85uTJk+nWrRvx8fFERkayePFili1bRvPmzXPcfvny5dx4441Z1rVo0YLly5dn/nzgwAFmzJjBlClT6NmzJ3PnzuWNN97goosuYsmSJSQmJuYZV0Goh7EQxDfazHaqMfPlH/wdioiIiIiIFBMTJ06kX79+APTr14+JEyfmur21NseZTL3X9ezZE2MMCQkJxMTEkJCQQEBAAI0aNWLTpk2FGj+oh7FQdBgQyUcL4fMPDnHJKH9HIyIiIiIi2eXWI1i6dOlcy6Ojo/PVo+ht3759zJgxg2XLlmGMIS0tDWMMjz76KLNmzcqxTqNGjVi4cCFXXHFF5rpFixbRsGHDzJ9DQkIACAgIyHyd8fPJkycLFGN+qIexEDS+MIY6ZdczP6Bn3huLiIiIiMg57+OPP+aGG25g8+bNbNq0ia1bt1KrVi3i4+OZN29elolspk+fztKlS7njjjsYP348S5YsAVzS+eCDD/LAAw/46zTUw1hYRrxQhwMH/B2FiIiIiIgUBxMnTmT48OFZ1l1zzTVMmDCBL7/8kmHDhjFs2DCCg4Np0qQJL730EjExMbz33nvcdtttJCUlYa1l2LBhWSbI8TUljIXkxhtSWfT++6z/vjp1unTxdzgiIiIiIuJHOQ1hvfvuuzNfT58+Pcd6HTp04JdffsmxbPz48ZmvY2NjWbZsWY5lhXkvo4akFpLUpCRq3/R3vrnzLX+HIiIiIiIiUijUw1hIwiIjuTr4LRauas3tFnKY3EhERERERKREOad6GI0xnYwxPxpjxhhjOvnquL/sPMn3K3fRsu569lKZrz5e66tDi4iIiIiIFJlinzAaY/5njNltjFmWbX03Y8xqY8w6Y0zG3aQWSAZCgW2+inHqhlRen7meXrdUBeCD51f66tAiIiIiIiJFptgnjMB4oJv3CmNMIPAq0B1oCPQ3xjQEfrTWdgceBB7zVYCNowP5detBal/3F5qxiIW/VfXVoUVERERERIqMsdb6O4Y8GWNigS+ttY09P7cGRlpr/+L5eQSAtXaU5+dSwARr7bVn2N8gYBBATExM80mTJp1VfEu2J/PiUsOdiSEseSWQiT915PPP5xEeXvgPzixMycnJhIeH+zuMAimJMUPJjLskxgwlM+6SGDOUzLgvueSSRdbaFv6Oozgr7DayJP6dlMSYoWTGXRJjhpIZd0mMGc4u7oiICOLi4go5orylpaURGBjo8+Pm17p16zh06FCWdbm2j9baYr8AscAyr5+vBd7w+vl64D/A1cBY4AOgU3723bx5c3u2vv1+hm30r+l2+Ce/2S1brF22zNr09LPebZH74Ycf/B1CgZXEmK0tmXGXxJitLZlxl8SYrS2ZcQMLbTFo10rKUhhtZEn8OymJMVtbMuMuiTFbWzLjLokxW3t2ca9YsaLwAimAw4cPZ/n5iSeesA0bNrQJCQm2adOm9qeffrKpqal2xIgRNi4uzjZt2tQ2bdrUPvHEE1nqffrppxawK1euLNT4cnpfcmsfS8KQ1JzkNAeptdZ+aq0dbK3ta62d6atgggIMbeOiWLc7meql97H1rs787957fHV4EREREREphubPn8+XX37J4sWL+f333/nuu++oXr06Dz/8MH/88QdLly5lyZIl/Pjjj6SmpmapO3HiRNq1a8fZjvQ4WyU1YdwGVPf6uRrwh59iAeD5Pol8OLg1pKUR8cNR/vd6A9LT/RmRiIiIiIj4044dO4iOjiYkJASA6Ohoypcvz3//+19eeeUVQkNDAShbtiwjR47MrJecnMzcuXN58803/Z4wltTnMP4C1DXG1AK2A/2AAf4MqEyI56284AIWl7uIeYdv44svtnDllTX8GZaIiIiIiAB06nT6uj59YOhQSEmBHj1OLx840C1798K12aZHmTkzz0N27dqVxx9/nPj4eC699FL69u1LhQoVqFGjBmXLlj1jvcmTJ9OtWzfi4+OJjIxk8eLFNGvWLM/jFYVi38NojJkIzAfqGWO2GWNusdaeBO4EvgZWAh9aa5f7M06A0dNXce+Hv9G18wkA3hjnsyd7iIiIiIhIMRMeHs6iRYsYN24cFStWpG/fvszMlmi+9dZbJCYmUr16dbZu3Qq44aj9+vUDoF+/fkycONHXoWcq9j2M1tr+Z1g/FZjq43BylXIija+W/sGTV7en+eSFLPqx5M1EJSIiIiJyTsqtR7B06dzLo6Pz1aOYk8DAQDp16kSnTp1ISEhg7NixbNmyhaSkJMqWLctNN93ETTfdROPGjUlLS2Pfvn3MmDGDZcuWYYwhLS0NYwyjR4/GmJymcilaxb6HsSTpEB/NsdR0Fta+kG5mOjuTGrF/v7+jEhERERERf1i9ejVr167N/HnJkiXUq1ePW265hTvvvJNjx44B7lEcJ064UYoff/wxN9xwA5s3b2bTpk1s3bqVWrVqMWfOHL+cQ7HvYSxJWtWOolRgALMPGf46434m3hLIpk0QGenvyERERERExNeSk5O56667OHjwIEFBQcTFxTFu3DgiIiJ45JFHaNy4MWXLliUsLIwbb7yRKlWqMHHiRIYPH55lP9dccw0TJkygffv2Pj+H8zZhNMb0BHoW5sM8S5cKokVsBWav2cOIvzdg3To4cGA/oIxRRERKjqJoI0VEzkfNmzdn3rx5OZY9/fTTPP3006etz36PI8Ddd99d2KHl23k7JNVa+4W1dlBERESh7rfXhVVpVTuK9F9+Zl3lSlzb5ELS022hHkNERKQoFVUbKSIiJc95mzAWld4tqjPyikYERkSwa1cc87cv5LPPtvg7LBERERERkQJTwlgE0tItm6OqUrvCXo4TxRtv/OHvkERERERERApMCWMReHjyMq56bR4xnRNowiLmzy/v75BEREREREQKTAljEWhVO5IDKaksa3UpV/EVhw7VY+vWFH+HJSIiIiIiUiBKGItAu7hojIHZVRrRIXEnEMCMGefthLQiIiIiIlJCKWEsAlHhITSuEsHswwF0XDiGBx6AxMRS/g5LRERERER87Mknn6RRo0Y0adKExMREFixYAMCePXsIDg5m7NixWbaPjY0lISGBhIQEGjZsyMMPP8zx48cB2LRpE2FhYSQmJmYu77zzTpHGr26vItIhPpoxszZwJDWVof2XM23+TzRpMhhjjL9DExERERERH5g/fz5ffvklixcvJiQkhL1793LixAkAPvroI1q1asXEiRMZPHhwlno//PAD0dHRJCcnM2jQIAYNGsTbb78NQJ06dViyZInPzkEJYxHp3bw6rWtHE/b2W5S+fSgjuJj4+Mvo3LmOv0MTEREREREf2LFjB9HR0YSEhAAQHR2dWTZx4kSee+45BgwYwPbt26latepp9cPDwxkzZgzVq1dn//79Povb23k7JNUY09MYM+7QoUNFsv/Y6DK0qxtNcJMEDlKeg/zI6NF7iuRYIiIihamo20gREX/o1On05bXXXFlKSs7l48e78r17Ty/Lj65du7J161bi4+MZOnQos2bNAmDr1q3s3LmTli1b0qdPHz744IMz7qNcuXLUqlWLtWvXArB+/fosQ1J//PHH/L8Jf8J5mzBaa7+w1g6KiIgosmOs2nmYV49EEhWWQp1APV5DRERKBl+0kSIi54Pw8HAWLVrEuHHjqFixIn379mX8+PFMmjSJPn36ANCvXz8mTpyY636stZmvM4akZizt27cv0nPQkNQitHDTAf7vu3V069SdK2fP4PnD97Np0xFiY8v4OzQRERERkfPKzJlnLitdOvfy6Ojcy3MTGBhIp06d6NSpEwkJCbz99tts376dXbt28f777wPwxx9/sHbtWurWrXta/aSkJDZt2kR8fDz+GPlx3vYw+kLH+IoAzL6wC31TPgUC+N//tvs3GbNVigAAIABJREFUKBERERER8YnVq1dnDiUFWLJkCSdPnuTIkSNs376dTZs2sWnTJkaMGMGkSZNOq5+cnMzQoUO56qqrqFChgi9Dz6SEsQhVjyxNregyzI6pR+J/biI6Ko3Nm+P9HZaIiIiIiPhAcnIyN954Iw0bNqRJkyasWLGCOnXq0KtXryzbXXPNNVmGpV5yySU0btyYli1bUqNGjSyP3sh+D+PLL79cpOegIalFrEPdaD5cuA376G3MviSQOpokVURERETkvNC8eXPmzZuX53YZySS4Zy2eSWxsLEePHi2s8PJFPYxFrEN8RQIDDBt+X0fIty/TtWsnVq9e7e+wRERERERE8qSEsYh1iK/Ir/+6jAaT3iT23vuYM+syHn54q7/DEhERERERyZMSxiIWHBhAcGAAdOhAwMlUIkv9hW++qe7vsERERERERPKkhNEH5q3fy19WlWF3eCTdKy3i8OF6bNhwxN9hiYiIiIiI5EoJow9EhAWzem8Ks9v35MbSswH4z3/W+DkqERERERGR3Clh9IEGlcoRHR7C7IZt6bhlCiGl9vPrr5X9HZaIiIiIiEiuztuE0RjT0xgz7tChQ0V+rIAAQ4e60cwJr45Zt4bBt0cSF1epyI8rIiLyZ/iyjRQROZcFBgaSmJhI48aN6d27NykpKQA8+eSTNGrUiCZNmpCYmMiCBQsAOHHiBMOGDaNOnTrUrVuXK6+8km3btvnzFM7fhNFa+4W1dlBERIRPjtchviL7j6WxLC2Ml16CZ57Zz8GDB31ybBERkYLwdRspInKuCgsLY8mSJSxbtoxSpUoxZswY5s+fz5dffsnixYv5/fff+e6776he3U2K+dBDD5GUlMSaNWtYu3YtV111FVdffTXWWr+dw3mbMPpa+7rRXN6kMoFTp5L0z39SsWJFXn/9XX+HJSIiIiIiPtC+fXvWrVvHjh07iI6OJiQkBIDo6GiqVKlCSkoKb731Fi+88AKBgYEA3HTTTYSEhDBjxgy/xR3ktyOfZ6LCQ/jPgGZw62vw6aeULfspo0Y1YMQIf0cmIiIiInLu6zt2/mnrLm9Smetbx3L0RBoD3/r5tPJrm1ejd4vq7D9ygiHvLcpS9sHg1vk+9smTJ5k2bRrdunWja9euPP7448THx3PppZfSt29fOnbsyLp166hRowblypXLUrdFixYsX76cLl265Pt4hUk9jD625eKOHE1KoXXtVJKS4lm/Xo/XEBERERE5Fx09epTExERatGhBjRo1uOWWWwgPD2fRokWMGzeOihUr0rdvX8aPH4+1FmPMafs403pfUQ+jDy3ecoCr10cyplYzBtVbz/Rf4eWX1/DSSxf6OzQRERERkXNabj2CYaUCcy2PLFOqQD2Kmfv13MOYXWBgIJ06daJTp04kJCTw9ttv07t3bzZv3kxSUhJly5bN3Hbx4sX07NmzwMcuLOph9KGEqhGEhwQxO6E9PU8uwpgdfPVVmr/DEhERERERH1m9ejVr167N/HnJkiXUrFmTMmXKcOONN3LPPfeQluZyhHfeeYeUlBQ6d+7sr3DVw+hLwYEBtK4TxewjzQhcs5IuXU7w888XcvIkBOk3ISIiIiJyzktOTuauu+7i4MGDBAUFERcXx7hx4wAYNWoU9913H/Hx8QQEBFC/fn0+++wzDUk9n3SIr8i3K3ax8c0JPLEhnNWrIS1NCaOIiIiIyLkmOTn5tHXNmzdn3rx5OW4fEhLCK6+8wiuvvFLUoeWbhqT6WMe6FQGYtWYPLVtaAgLe4/vvp/o5KhERERERkdOpX8vHakSVZszfmtHy3/djJkTw+LdrCA7uTI8ePfwdmoiIiIiISBbqYfSDbo0rE3niCHz9NZUq/YMVK0awdq0eryEiIueWj++/n9D+/WH3bn+HIiLnKWutv0MoVv7M+6GE0Q+SjqXyvxZXsCzJcvPl7lfwyitr/ByViIhI4dqzbRutdu4kZeZMf4ciIueh0NBQ9u3bp6TRw1rLvn37CA0NLVC983ZIqjGmJ9AzLi7O58cOMIZRyRdwc4MO3Fd5Lzeb7Xz1VTovv+zzUERERE5TWG1kw+uv5+SkSWz9+GPq9elTOMGJiORTtWrV2LZtG3v27PHpcY8dO1bgpMxXQkNDqVatWoHqnLcJo7X2C+CLFi1a3ObrY5cJCaJ5bAVm7bmIET/Np0aNGLZsaU1qKgQH+zoaERGRrAqrjWx96aWsMIagM8wGKCJSlIKDg6lVq5bPjztz5kwuvPBCnx+3qGhIqp90qHcBq6JrsrtJC0aN6kBaWjhLl/o7KhERkcJTqlQpNsXEUPWPP7Ceh1CLiEjJooTRTzp4Hq8xu8VlXHVVCLt3Q7Nmfg5KRESkkB1q1o4/IipwZOtWf4ciIiJ/ghJGP2lYuRwx5ULY8sd+wpJ28+yzw7nmmmv8HZaIiEih+fpruOXbDzj+wz7CY2P9HY6IiPwJ5+09jP4WEGCYPawdIdGRMHQof+yuwWefXcqqVcnUrx/u7/BERETOWpMmkJoawPTpUK3qHqIrVvR3SCIiUkDqYfSjkNKh0KIFzJ5N585tsPZSBg6cREpKir9DExEROWuVK0NcXBIfjfqVNTExJCUl+TskEREpICWMfpSals7f2g5mbGBNbri6HhERB1mwoCGtW7dl48aN/g5PRETkrLVsuZ/fkxKob8OZNW2av8MREZECUsLoR8GBARwsU57val9EwIKfePHF8kAbdu3qQ1hYmL/DExEROWstW+7npA1iNp1Z+f77/g5HREQKSAmjn3VoUp3FVetzeNZcbrwR/vpXOHx4OCdOVCItLY0333yTNE1FLiIiJVSjRod56qEkmvA7x2bPxlrr75BERKQAlDD6WYfGVUkLCGRehyswBsaNg1deMVSvDlOmTOHWW2+lW7du7Nmzx9+hioiIFMjyPw4xbtlRbh1eiopRh4k/eJCVK1f6OywRESkAJYx+1qxGBcqUCmT2kWAAqlSBW24BY6B79168+eab/PjjjzRr1owFCxb4OVoREZH8O5lm+XlnGrNX7ePLLi8Tcs0wqlSp4u+wRESkAJQw+lmpoABuaVmVJttWwZo1meu/+QZiY6Fdu5uZP38+wcHBtG/fnnfffdd/wYqIiBRAoyrlCAuCmSv3MeDDAWxs+wLly5f3d1giIlIAShiLgXtaVabf3X3g448z1zVuDCdOwMCB0KTJhSxatIiePXtSv359/wUqIiJSAEGBAdSPDGTprr00aACff5zMW888Q3Jysr9DExGRfFLCWBxER3OoaXO2LPgtc1WVKvDyyzB/Prz4IlSoUIFPPvmEiy66CIDnn3+etWvX+itiERGRfGkQGcimfSl0uCyJ+fOC2TT8cWbMmOHvsEREJJ/O24TRGNPTGDPu0KFD/g4FgF6X3c/IsMZw8mTmuuuugyuugIcfhtWrT227Z88eRo0aRYsWLZg8ebIfohURkXNZYbaRDaMCqV+pLM3ap3GCEMICOjNNz2MUESkxztuE0Vr7hbV2UEREhL9DAaDdBaWYX6UhxxcvyVxnDIwZA6VLw5Qpp7atWLEiixYtol69evTq1YsHH3yQk16JpoiIyNkozDayWtkApg/rwA2Xlycs6AR7bHu+njpVj9cQESkhztuEsbjp0Cqeo6VCWTRvWZb1lSvDypVw//1Zt69RowY//vgjt99+O6NHj+aqq65S4ysiIsVWYHA6y5+awrP2QcK2bGHVqlX+DklERPJBCWMx0bplPYIDDDPiWkJaGnglfxdc4P799desQ1NDQkJ4/fXXefvttxkwYADGGB9HLSIikrcfVu0m8bFvSO9YDwO0AhYuXOjvsEREJB+C/B2AOGVCgujaqBIfLtzK3cumUm7GN/Dqq1C3LgDHjkH37u5RG3PnQmDgqbo33HBD5uvx48dz6NAh7r77biWQIiJSLNSKLsORE2nMPhbOU+1WcXGPMK6/voa/wxIRkXxQD2Mx8mSvxkwa1JpyURGwYAEkJMDjj8Px44SGwgsvuNXPPZdzfWst06dPZ9iwYbRq1YoJEyZw4sQJ356EiIhINjWjSlMlIpRftu5n1o56fDFPyaKISEmhhLEYKV+6FA2rlIPbbmPG1J84eVUvePRRaNIE5s2jXz/o1QseeQRWrDi9vjGGCRMmMHbsWA4ePMh1111HbGwsn3zyie9PRkRExMMYQ+s60cxfv4+/dDjCjG9Subxzd6ZPn+7v0EREJA9KGIuhRZv3c/MXG3j2xkdh+nRIT4eAAIyB11+HsmVh4MAsT+DIFBAQwKBBg1i5ciVTp06ladOmVKxYEYDNmzfz66+/+vZkREREgLZxURxISSWh6m+knAhm5xyY4j0FuIiIFEtKGIuh5jUjGXBxDcbMWs/0qk1g1Spo1QqAmBeG8/rV39KjuyW3SVEDAgLo3r0706ZNo0OHDgA8//zzNGvWjA4dOvDxxx+Tlpbmi9MRERGhXVw0d3WOo3PvGpTiOBXL9WbatGma4VtEpJhTwlhMPdqzIU2rRXDfR7+zfv9RtzI1FX75hd7/7crIb9oQvOK3Au3zscce47nnnmPr1q307t2bAQMG8NJLLxVB9CIiIlldUC6Ue7vWI75JNfqHf0HDUils2rSJ1d7Tf4uISLGjhLGYCgkK5PW/NadUUABD3ltEalo6BAfDd9/BO+/A+vV82+xBropbxsmDyfnaZ/ny5bnnnntYt24dkydPpmrVqixbduq5j2vXri2q0xEREeFYahpz1u7ljcs/5RmeAmDatGl+jkpERHKjhLEYq1I+jP/0v5Bhl8YTHOj5VRkD118Pq1Zx8JJefL6+MaOfTC3QfgMDA7nyyit5/vnnef311wFYsGAB8fHxdOnShSlTpmi4qoiIFLoZq3bztzcX8PuFHQjYsZOb//o3KlWq5O+wREQkF0oYi7k2cdH0SKgMwL7k46cKIiPp/d1gevc8xsiXKrBsqYV//xs2by7Q/oOC3KM469aty6hRo1izZg1XXnkl8fHxvPjii6SnpxfauYiIyPmtVe0oAOY3asNFCcc5FPou/fv393NUIiKSGyWMJcQPq3fT7pkf+Hnj/izrX30zlPLlYeCA46SOehYaNoTRo939jgUQGRnJ8OHD2bBhAx9++CGVK1fmkUcewRgDwIMPPshll13G4MGDefrpp/nwww8146qIiBRIZJlSNKhcjnk7Umh2cTDffgsHDiSza9cuf4cmIiJnEFTUBzDGvJyPzQ5bax8u6lhKsuY1K1A5IpQ7Jizmq7vacUG5UAAqVnSP2rj22lA+eGE9f/vhFnjwQXjjDbjjDhg8GEJD832c4OBgevfuTe/evVm7dm1mwhgWFsbhw4f59NNP2bt3LwANGjRgheeBkLfddht79uyhVq1a1KpVi9q1a1OvXj3q1q1byO+EiIgUVHFqi9vUieK9nzbzWPhs3jjcgZo1+3D99bV49dVXi/rQIiLyJxR5wghcCfwrj22GA0oYc1EuNJgx1zfnyv/MZej7i5k4qFXmfY3XXAPffgtdukTDsM9hyhQYNQqefhqGDnU72LcPoqIKdEzvZG/kyJGMHDkSgKSkJDZt2sSRI0cyy40xrFu3jm+//ZaUlBQAunbtytdffw3A1VdfTWpqKjExMVxwwQXExMTQrFkz2rdvD8D+/fspX748AQHq9BYRKQLFpi1uUyeKN+dsJOr4HAJpQ+WYG5k2bQTW2syLlCIiUnz4ImF8wVr7dm4bGGMq+CCOEi8+pizPXNuEuyf+ylNTV/Joz0aZZZde6v7duhUqdb+C4CuugD173MyqJ09C06ZQo4brdbz2WggJ+dNxlC1bloSEhCzrxo0bB4C1lt27d7Nx40YCAwMz16WmprJt2zYWLVrE7t27SUtL45ZbbqF9+/akp6cTExODtZaKFSsSExNDTEwM/fv3Z+DAgaSlpTFhwgQuuOACduzYQXp6uhJLEZGCKTZtces6UUy+oy2NZx6g9evz+SO5HRt3bmTNmjXUq1fPFyGIiEgBFHnCaK19sTC2EeeKplX4betBSpcKPO1q7Nat0KgR3H8/PPIIbrwquITx3nvhtdfgb3+Df/wDbr2VkAsvLPT4jDGZCZ/3ui+++CLz5/T0dPbv35/5sOa0tDSeffZZdu/eza5duzKXQ4cOAbBnzx5uuOGGzPrDhg2jdevW/OMf/6Br166Ffg4iIuea4tQWly4VRGL18tDqYh7hDg50u4V+493jNZQwiogUP77oYQTAGDMaeAI4CkwHmgLDrLXv+SqGc8XDf22QmSh6J43Vq8Pll7vJUq+8Epo08VQIDXVJ4t//7p7j+Npr8MwzlBk1ypWnpLhtfNRrFxAQQHR0dObPwcHB/P3vfz/j9tHR0axZs4bdu3fzxRdfcODAAebOnUtSUhIACxcuZMiQIbRt2zZzqVKlSpGfh4hISVNc2uI1u5J4f8Vx7o9ZTnjgtzxarx7Tpk1j2LBhvgxDRETywZfj+rpaaw8DlwPbgHjgfh8e/5yRkSD+vHE/fcf+xOFjp2ZEfeUViIyEXr1g5sxsFQMCoGtXmDwZNm5kf4sWbv3IkVCvHjz/PBw44JNzKIigoCDq1q1L27Zt6datG2PHjmXZsmVcc801ABw/fpzSpUszduxY+vTpQ9WqValdu3bmhDwpKSl6PIiIiFMs2uI9Scd5e/5mfunci0VbL6Bv34949tlnfR2GiIjkgy8TxmDPvz2Aidba/bltXNSMMT2NMeMyhj2WVIu2HODeD38jPd0N74yKgk8/BWvhkktgzpwzVKxR41SPYps2EBPjhq1WrQq33AKLF/vmBApB27ZtmTVrFocOHeKnn37iueeeo1mzZtSoUQOAUaNGERkZSffu3XniiSf44YcfskzYIyJyHslXW1zUbWTzmhUoFRjA/OuG8lLMU7z6agINGybkXVFERHzOlwnjF8aYVUAL4HtjTEXgmA+Pn4W19gtr7aCIiAh/hXDWWtaK5KEeDfh2xS7GzF6fub5NG1i2DMaOhbZt3bqVK10SmaOrrnKZ5ZIlcP31MGmS620E9zzHX3+FY377VeVbqVKluPjii7nnnnv4+OOPCQ8PB6BDhw707duXrVu38sgjj9C5c2dq1qyZeQ/l559/zuTJk1m3bp16IkXkXJevtrio28jQ4ECa1SzPvA376NbNTeT90kuzmTBhQpEcT0RE/jxfPIexsrV2h7V2uDHmGdxzntKMMSm4ab7lLNzcNpZftxzg2a9X06RqedrVdfcGli4Ngwa5bXbsgJYtoVkzGDMGGjQ4w86aNnVZ5ujR4Lk/kJUrXcXAQKhbFxo3hoQE6NcP4uOL/gQLwWWXXcZll10GwIEDB5g/fz7bt2/PHNr7+OOPs9jTo1q6dGkaNWpE9+7deeyxxwA4dOgQJfnCgohIcWyL29SJ5oXv1tDyoz4Y8wFjx27h5MlH6d+/vx6vISJSjPhi0pv/eabqnom7wX4OgLX2CKBxgWfJGMMz1zRh9c4kpvy2PTNh9BYTAy+8AA884HLCBx6Af/4zl51GRLgF3NDVDz+EpUvdsmQJfPKJy0Dj4+H77+HBB08lkgkJ7nXlylAMG/wKFSrQo0ePLOtmz57N8uXLWbp0KUuXLmXZsmXs2bMns7xevXqkp6eTkJCQubRp04YGZ8y8RUSKnWLXFrepE8W7P4Vw5NheWkSsY29qFzZuvJ61a9cSX0IuSIqInA988ViN7saYUKAT0At41hizBddgTbfWbinqGM51ZUKCmDSoFRVKl8qxPCAAbr0VrrgC7rsPnnwSPvgAXnopMO+dly8PvXu7JcORIxAUdGrnkZHw9dfwttcjvpYudYnjvHnw++/udWwsVKp0qm4xUaZMGVq2bEnLli1PK0tPT2f48OEsW7aMpUuX8t///peUlBTuuecennvuOU6cOMHgwYNp164dHTt2pE6dOroyLiLFTnFsi5vVqMDPD3XBrBxPt5Vf8sLuvwNhTJs2TQmjiEgx4pNv7tbaY3gaJQBjTC2gO/AfY0wla+3p39SlQKLCQwDYuj+Fr5bu4PaOdU7b5oIL4J13YOBAmDULSpdOA9xTNUqXLsDBypQ59fqSS9wCsHevu3ly6dJTw1U/+wy8Z74LDHS9j+vWQUgIfPklrF/vejKrV3dLxYo+e8RHXgICArJM856ens7GjRsJDnbzRmzatImpU6cyfvx4AKpWrUrHjh255557aN68uT9CFhHJUXFriwMCPBfXLr6Ye99/mIfWXEvTy6szbdq0XB+1JCIivuXzrh5jTDngEDDJsyT7OoZz2SeLt/Hid2uJLFOKPi2q57hN585umTnTTYbatavrdbzttrPM06KjoVMnt2QYPRruvBNWrIAtW2DrVje7QYhLcJk4EbJPclCpkrvxEuDVV2H79sxksszOnVC/vtvGDwICAqhT51QyHh8fz86dO1m1ahUzZ85k1qxZfP/99wzy3EA6a9Ysxo0bR+XKlalSpQp169ZVD6SI+F1xaYt/WL2bhw/E8VmZQCJ+/5nu3bszffp00tLSCAzMxygYEREpcj5LGI0xg4HHcQ8Lzpiv01pra/sqhvPBnZfEsXDTAf752VKqlQ+jTdzp9zR6K1vW3XZ4++1uROmYMdCkSSEGZAzUrOmWnLz3Hrz4okskM5bUU8+V5PvvYcoUSHO9oRcBXHjhqcd+dO8OGzdChQqnlubN4Z57XPlnn7l/vcujorL2kp71KRoaNGhAgwYNGDJkCNbazBlYt2/fzowZM9i5cyfPPfcclStXplOnTrz66qtUqFCh0GIQEcmP4tYWVwwPYXtKOvOvvJGji+qyfPlVrFjxwqneRxER8Ttf9jDeBzSy1u714THPO0GBAbx6XTP6jJnPoHcXMWlQKxpXPfMMn3XrwowZ8O677jGMzZrBiBHw73/7KGBj3BDUihXdwbP79FOXLO7cCVu3svzrr2nkvd1FF7ms98AB2LMH1qwB70dj3HWX66H0dvXVbuIecNlxaiqEh59auneHoUNd+ciREBaWtbxBA2jY0B1nwwZ3D2eFCpmT/BhjMnsRBwwYQP/+/Xn33Xc5evQos2bNYsmSJZQrVw6Af/3rX6xdu5aOHTvSrl07GjRooKvqIlKUilVb3KByOSLCgpnbayANkprw3Sh3Z0OhXrgUEZGz4suEcT2Q4sPjnbciwoIZf/NFXPPaPJ77ZjVv3ZT7bSnGwA03wF//6iY8LZXz3Dn+ExgIVatC1arsOXYs65DXxx/Pve7cubB/v0soDx50/1ardqq8dWu3LjnZLdu3u8QT4ORJlzlnfzbj/fe7obbJyS7jBpdUemJkyBDo2xeOHoWpUzFVq1I3NJTW/fszePDgLLtKTU1l9uzZTJo0CYCyZcty9dVXZ94TmZycnPk8SRGRQlCs2uLAAEOr2pHMW7+PYVceBsrxz3/+yIEDI5gzZ46/wxMREXybMI4A5hljFgDHM1Zaa+/2YQznjcoRYUy4rRXRZUPyXScqCt54AzyjKZkyBf73Pzezatu2xfIpGXnLbTgsuOdOnklQkEsajx07lVAmJ7veRHCZ9dtvu3syt2+HbdvcvxlDajdsgGuvBaA1uDcwJgZeegn69IFt2xgVHs5TTz7JH8awePt2fl65kqDKlQGw1hIfH09YWBgXX3wxrVq14uKLLyYxMZGQkPz/XkVEvBS7trhNnWi+Xr6LtNb1aBq/gdWra7F27VzWrl1L3YyLciIi4je+TBjHAjOApUB6HttKIYiNdvfppZw4yUvfreXuLnUpE5L3rzwjMfzjD/jhB/j8c/dUjNtvh+uvB89oyvODMa73MCzMDZv1FhrqumbPJC4Ofv0Vtm9n9YwZ1AsPPzWBD8CqVfDwwxigqmfpCW7mWCB9yhTWHzzIkYMH2ffRRxycOJEk4IXrrmP4e+9x8qefWPvkk1SKi6N89eqYsmXd8Nxu3dzjUJKTXcIbEVFCs30RKQLFri1uXzea/vXLY62lW61VPPd9IhDOtGnTlDCKiBQDvkwYT1pr7/Hh8cRjyZaD/PfHDazelcR/b2hBcGD+pkLNSBAnToTXX3eTnb7zDixYUMQBnytCQiAxERIT2VGmDPW8h9ICXHqpe6bJ9u1u2b3bJXlNmwIQWLMmYbfcQlhSEtHJyRzbs4fkXbuoetVVAGz75htqfvkl2Z+Isv2bb6h62WXw5pswbJjrKY2KcrPYRke7h3DGxMCcOW7yoIz1GUu1asXmsSYiUuiKXVtcu2I4o25sA/en0TNwGmt6XsiSJS2YNm0ad9+tQUgiIv7my4TxB2PMIOALsg6D2e/DGM5LbeKiebJXAiM+XcqDn/zOc72b5vvRDmXKwK23uuWXX+DwYbc+ORmuvNIllH37ug44+RPCwlxPZFzc6WWJifDKK5k/hnqWjHlvqz30EMuuuIIFc+eyZO5cli9YwO4NG/jPiRNUBeYGBjI3JobaERFUDw0lJiiICgcPUgoIAzfm+P/+7/TjpqRAWBg1334b/v53NwQ3Y2Kf6Gh45hm33cKF7v7QjLIKFVxvpibtESnOimVbnG5hdYfutFn1Pm2XP8SwYU0ZO3YsR48eJUwNjIiIX/kyYRzg+XeE1zoL6LEaPtC/ZQ12Hz7OC9+tIaZcKA92q1/gfVx00anXmza5Ias33eSeYDFwIAweDPXqFVrIkoegoCASExNJTEyEO+4A4MCBA4SGhgKQ1qQJ81q1YvyaNaxbuZJUz72VK/bvp0FMDJ+2bMm3ffqQULky9aKiqF2uHFVCQwnxfDk7ERkJsbFuUqC1a11yCKcSxtGj4aOPsgZVtaq7lxPgH/9w0x1WqOBmly1d2u3vvvtc+aefuomISpc+tVSsmNnDyq5drne0dGk3/FfDakUKQ7Fsiz9evI0H6vblu1kziTt8mI4dB3DyZBrJyclKGEVE/MxnCaO1tpavjiU5u7tLHLuTjvHRwq3c2u7sfh2NG8OKFTBzphuu+sor8MILsHpA+L3jAAAgAElEQVQ1xMcXTrxScN7PduzQoQMdOnQA4OTJk2zevJk1a9ZQp04dAP7YuZMv581jTEaCh3skyOHrriM8PJwNl15K/LPPnrk3evRouPtul1AeOOASyiCvj5SgIDhyxD1b88gR13NZr96phPGpp2DRoqz7bN8eZs92rzt1cvd5ZihdGi6/3A2pBdcDu3u3Gz4bGOj+veIK6NXLlbdq5Y4ZEHBqm1694KGHXPlll0FwsJu8KGPp0QMGDIATJ9x2GesztmvbFtq0cTPgfvKJW5+x/4AA91DTuDh3vrNmuSTXu7x+fZdUJyXBb79lri+7YoXrzq9d2w0fTk52kyYFBGTdR9WqLvlOSXHnnlGW8W9UlBsKffy4iyHjfck4/1KlNNz4PFdc2+LWtaMAmHf/E/z8URDX3dqSVatannbruIiI+F6RJ4zGmGbW2sVnu42cPWMMj1/ZmDs7xxEVfvazbBoDl1zilp073VwtGcniAw+4TqHbbjs1x4v4T1BQEHXq1MlMFgHuvPNO7rzzTo4cOcK6detYs2YNW7ZsITw8nL179zJkyBDuuOMO7r///px3GhvrljPJabirt2++cYlTSopLwDxDYTONHOmSopQUtxw5kvVqxF/+4hLVtDT36JO0tKzlcXGuXkZZerpLtsC9PnoUDh1ys9qeOOGWBg1c+bFjMGaMW5cx6y3AY4+5hHH/fjceO7tnn3UPNN22zT2nJruxY2HQIHdlpX37zNXNM15MmAD9+7vx3507n17/iy9c0vzdd25MeHYzZ0LHji6Zve6608sXLXLPOx071t2knD2hXLLEPSrmP/+BRx/NmpAa45LcmBh4/nl48UVanTjhfmcZ5b//7hLfp592MwhnrM9Yli51cTz+uOthhlM9x+Hh8OOP7vU//+n+PjLKjHG/jwsvPP2cJF+Ke1tcPbI01SqEMbdKQ0a0d3dmf/VVOsnJv9K8efM8aouISFHyRQ/jW8aYTkBu48neBPRNwAcCAwyVI8Kw1vLJmhOUqraXNnHReVfMQ6VK7j5HcI/l2LjRfWd98kn3/fa221yHT/TZH0oKWZkyZWjatClNM4aCAlFRUcTGxjJ8+HCaN29O55ySl7MVGemWM+nbN/f6GUNjs5s50/373ntnrhsQ4Cb9OZNy5VwvH7g/6IykMqMHNSbGDdM9ccKVp6e7xfNIFGrUcLNDpadnLc+4VzU+Hr79NnP970uW0CQhwfWaguvC/+STU/Uy9pGRMCUmwltvZS2z9tRzQZs3hxdfPFU/I2GuUsWVN2sGjzxyenn58q68fn2XuFqbdf+e4c7UqgVdunBwxw4qXXDBqe0y7l+tXNn1tmasz3hWT4aoKHexIWO9tVkvFpQrd2pW4oxtgnx5B8U5qdi3xW3qRP0/e/cdHkXVBXD4N9uy6YUkJKTROwESqoQSpYogRboC8gmiSBNFEUVFFEVFAVEBFRBUBBQFKQrSm/Si9N4hQBrpye73x83uJmAQFFLgvM8zz+7Ondm5E8rm7L33HH7de56Q0DVUrNiYL788w7BhtTh8+DBl/26dtxBCiHyRH5/AnsB2bv4hFZMP/RA5JKVnseNSJqtmbef7p+tRpYTnHXtvTVNL206cgKlTVbLOhQtV8PjKK2o08oknHANUpUqpx8qVHb+vioKlaRrDhw/n4sWLdO3ale3btxNyvw4Va5pjaqqNwfD3iYpsnJ2hTp282z08VJbcbFfNZjUF18bPDzp0yPv80FC1cDgvFSrcfEFx7dq5FyVfr2nTXP27Qfv20L49B1avJuD67L8AvXqpLS8DBtjX3f6tl15Sm7iTCv1ncYOyvszddob9z7xIyxZ/8NnnwYCZpUuXMnDgwILsmhBC3Nfu+mIWq9Va0mq1lrZaraVust3kNytxN7g5GRhWy4y72UDv6Vs5fTX5jl+jZEm1TO30aTW7rFMntT8+Xs1EXLQIXn1VzZxr0EC9BjUrrkULNWPu3Xdhzhw1WJOUdMe7KG7CxcWFBQsWkJKSQqdOnUhLS/vnk4QQhVJR+CxuVM6Pr/wuUfrIHlpGXCItTUeJEt1ZunRpQXZLCCHue5L94D7mY9bxdZ86pGda6PnVFq5cuzsBgcmk8ovYZstVqACbN6uRxqQklTxnyRLHkq2kJLVE7IcfYMQINTOuXj21rAtU8PjSSyrAvHLlrnRZZKtYsSIzZszAarUSHx9f0N0RQtzDvF1NPNgkHJeMNBrp1vPVV9C6dXFWrVpFSkpKQXdPCCHuWxIw3ufKFXfny161uJyYxp4z+R8QuLioPCOtWqkEkKBGG7duhZgYNRK5d68KDm3Lu3buVBlZ27ZVayIrVVLrJ+Pi8r3794WOHTuyceNG/P39C7orQoh73PGgMkxq2APDzk08+SR06NCI1NRU1qxZU9BdE0KI+5YEjIJaJX1Y/9KDRFcsfAGBm5vK//HII471jf37q2mta9aoKa9lysDvv4O7u2p/7TW1/OvDD9VoZHp6wfX/XqHX64mLi6Nz587s2rWroLsjhLhHHbycwocPdGPPvtNcuQIHDjzIN9+socnfrZUVQgiRL/ItYNQ07fdb2ScKhqeLEYBf9pxjxI97sF6f1bCQcXaGRo3UlNVfflEl62wJGvV6ld3/hRfUVFZPT1VazyY1tWD6XNSlp6ezceNGOnToQGxsbEF3RwjxLxT2z+K6pYqhARv7vsjlyzB0qIn4+EaYbRl6hRBC5Lu7HjBqmmbWNM0H8NU0zVvTNJ/srSRQ4m5f/yb9aqNp2lRZl5Xb0UtJfLflNON+PVjQXbktOWvLv/EGHDkC587B/PlqRNKW0NJqVRUNqlaFwYNVZQPJ5XJr/P39mT9/PmfOnOHxxx/HYrEUdJeEELfodj+LC+oz0tvVROUSHmy4nEH58ip52oIFKbzyyiucOHEiX/sihBBCyY8RxqdRqbwrZj/atp+Byflw/b9ltVoXWa3Wfp6ed66cxL1g0ENl6V43lM9WH2X6huMF3Z3/JDAQOnZU6x1Hj1b7srLg6achOFiV/GjeXK2D/PTTgu1rUVGvXj0mTJjAkiVLGDNmTEF3Rwhx627rs7ggPyMfKOXDjmNXSPttOa1awYYNTowd+wG//PJLvvdFCCFE/pTVmGC1WksBL1yX0ru61Wr95G5fX9weTdN469GqNK9cnNG/7GPR7nMF3aU7ymCAkSNh2TKVYXXRIlXWw5bBdc8eqFsX3npLJdcp5DNzC0T//v3p2bMnU6ZMISEhoaC7I4S4BUXps/iBcr7oMtM5MvcXWraE5GQdJUp0YcGCBYV+uYQQQtyL8jPpzQVN09wBNE17VdO0HzVNi8jH64tbpNdpTOxWk1ph3pyJvXdTmbu4qGQ6n3+uyn4AJCSo6a2vvw4RERASokYkL1wo2L4WJpqm8dlnn7Ft2zY8PDwKujtCiNtT6D+Lo8r5sfvw11Td8CvR0eDkBDVr9mLlypX07duXzMzMgu6iEELcV/IzYHzNarUmapoWBbQAZgKf5eP1xW0wG/V81bs2faJKArDszwvM2HCczKx7e91aVJSqEXn+PEyfDvXrw48/qmytAHPnqumrJ08WbD8LmouLC4GBgWRlZTFx4kSpkSZE0VHoP4uNeh1OdWrDwYO4Z8Zy6RIsWvQQr776Kl9++SUff/xxQXdRCCHuK/kZMGZlP7YGPrNarT8Dpny8vrhN7mYjTgaVenTF/ou8sWgfD09cx4Yjlwu4Z3df8eLQuzfMm6dGF20B47x5MGCASsQQHg6vvALr1xdkTwvW5s2bGTx4MM8884xMFROiaCgSn8Vrytbm0SfGk7BpCx4e2csl3nqLuXPn8txzzxV094QQ4r6SnwHjWU3TpgCdgSWapjnl8/XFf/D+Y+FMeSKSlIwsenzxB0/P2sapK8kF3a18YSvXAWqE8cAB+OADKFYMxo2Dd991tDdsCE2bQr9+8N57KsA8fDj/+5xfGjRowKhRo5g5cyZTp04t6O4IIf5ZkfgsNlaqwO4S5dm6/xxxcdCyJcyeDZ06dcJsNhMXF0fPnj25dOlSQXdVCCHueYZ8vFZnoCXwgdVqjdM0LRB4MR+vL/4DTdNoUSWAxuX9+HL9cSavOsKes3GEFnMp6K7lK02DChXUNmwYxMXB1auqzWqFUqXg0CH46SeIiVH7+/eHLl1UhtaGDSEsDMqUgdKl1WOVKipTa1E1atQotmzZwsCBA6lRowZ169Yt6C4JIfJWJD6LIyoFY9LvY2OFujzoCXv3wsKF8Pjjqn3v3r3Mnz+fTZs2sXz5ckqWLFmg/RVCiHtZvgWMVqs1WdO0S0AUcBjIzH4URYjZqGdAdFk61wrB103NYpq9+SSuTnra1QhCy1kQ8T7g5aU2UMHk11872hIS4NgxcHWFs2fVazc32LJFjTxmZU8Me/ttNbX11Clo3x48PMDTUz16eKgsrvXrq6yuy5bd2B4YCM7O+X/vNnq9nm+++YbIyEh69OjBgQMHMBjy87soIcStKiqfxWajnlolvdl49AqapkYYf/wRMjNVtuuGDRuyYsUKWrduzQMPPMBvv/1G1apVC7rbQghxT8q3aSiapr0OvASMyN5lBGbn1/XFneXn7oSmaVitVpbsPc/Q73fT8bON7D4dV9BdKzQ8PKBGDUfJDm9v+O03OHoUUlLU42+/QefOqt1iUcFfVhacOKHWRn73nQo6QU2FffxxaNsWGjeGmjXVCOXixap91SoICICKFSE6Wh07fDgcOaLa4+NVsp709Dt/rz4+Pvz44498++23EiwKUYgVpc/iB8yp7D+fwNV9h3n4YTWj4/33c7Q/8ADr1q1D0zQaNmzIli1bCq6zQghxD8vP3+zaAzWBHQBWq/WcLbW3KLo0TWP2/+ryw44zvLfsII9O3kCnyGBebFkBf3dzQXev0DIa1ZTU0qUd+0qWhJvVpY6MhIMHVeCXkKC2+HioXVu1+/rCo49CbCycOwcbN6qRzQ4doGxZ+Pln6NVLHevvDyVKQFAQTJrkmEp75IjaV6LE7degrFmzpv35nj17CA8Pv703EELkhyLzWdw4yIW9Py4ncUsi7Z4oR7duajZGvXrqSzGAqlWrsmHDBvr160dQUFDBdlgIIe5R+RkwplutVqumaVYATdNc8/Ha4i7S6TQ61QqhZdUAPll5hOkbT9CjXpgEjHeY2Qzly+fdXq0aTJmSe5/V6gj8GjSAL75QQWTOzZSdH3H+fBg50nGu0dgIb2/Yt08l+PnqK7WGyDYV1jY1dtgwNUVs3z61bnPLluUMH/40M2ZMolu31vb3F0IUCkXms7haowimtImGsL7Quytff61q5zZpkvu4kiVL8ttvvwGQlZXF+vXrady4cf53WAgh7lH5GTDOzc7M5qVpWl+gDzAtH68v7jJ3s5ERD1eib6PS+Lo5ATBhxWGqBnnwYEX/+259Y2GgaWoDNX21TJm8j+3XT31rf/asGqHcvPkMnp6h9pIiiYlqqqxtZDMhQU2jHT5ctY8fD19+CdAMOEbv3vDssxaSktTM97fegh071LRb2xYWBs2aqfOtVkdfhRB3TdH5LDYYIDKSmB1/4pf9snt31bR/P6xYAQMH5j5l0qRJDB06lAkTJjBo0KB877IQQtyL8jPpzQeapjUDEoAKwCir1bo8v64v8o8tWEzNyOKXPef4aMUhGpX3Y+CDZakV5i2BYyHl65s7W2t4+DGaNAm1vx48WG02ViukpjqCvJdfhm7dVCB5/PgVRo36EDc3T65dG4CbmxvJyWrK67p1KoEPqPWdhw6p5y1bqkyIOQPK6tXBVnLtwAE1ldfdXW1mswSYQtyuovZZPKfuo7ysr8jmmHgC/Dzt+z/7TE2nT06Gl15yHN+/f3/Wrl3L4MGDiYmJYfTo0fKZI4QQ/1G+ZqfI/lBarmmaL3AlP68t8p/ZqGfJ4IZ8vekkE38/TKfPN1EtyJOxHapRNcjzn99AFGqaljs7a9myalOKUb36QzRv3pznntvPjBkzGDsWxo5VrWlpcOECXLvmOL9NGwgJUaObZ8/Ctm1w/LgjYHz0UUdwCao+ZocOqjamrT0lBVJTq1C6tAoq69d3jEh89x04Oan9xYqp9aO2DLdC3E+K0mdxtYjysBs27jlNh4ccnxvjx8Ply+qLKnAEjWazmblz59K/f3/GjBlDTEwMkydPRp+zoK4QQojbctcDRk3T6gHvAleBt4BZgC+g0zStp9VqXXa3+yAKjlGv439RpehWJ4QFO88ya9NJ/NzVCOSRS9fwcjHaRyTFveWhhx7inXfeISAg4IY2Jyc1HTUnW2CYU87EOxMnqiAzMdGx2TLQggogExPhwgUXTp5Uz9PSVMBotULPniolf06DBsGECSoz7WuvqeQ/tmREISFqCpwQ94Ki+llcqcsjeB9ezsarWXTIsd9gcJQxuj5oNBgMTJs2DV9fXyZOnMjAgQOpUqVKvvZbCCHuJfnx69AnwCuAJ7ASaGW1WjdrmlYR+A4olB9S4s5yMRnoUTeMHnUdUcKon/9k28lY2tUowZMNSlEp0KMAeyjuhuG2BY7AjBkz0DSNnj173vIUsZyHtWhx82N//FE9rl69lSbXZ8VATWm1BZqXLqnRS1si10uX4IMPICPDcbxer0YxBg1SmWenTnUEk6VLqzIpQhQhRfKzWKfTqF+mGJuOXMZqteb6vyNn0LhsmSMBF6gM3u+++y5PP/00pUqVAiAjIwOj0ZjftyCEEEVefgSMBqvV+huApmmjrVbrZgCr1XpA1hXc30Y/WoXpG07w446zzN12hvqli/Hcg2VpUNb3n08WRYLt37jVamXu3LksXbqUhQsXMmXKFHx98+/PWdNunvAnMFBNZz17VtW9tG2Rkar94EHHKIaNlxfMnKnqYl69CqdOQZUqap2lEIVQkf0srr9jFUuMlTh5JZmSvrmTutqCxvR09Tw9nVyZmW3B4tSpU/niiy9YsmRJvv7fI4QQ9wJdPlzDkuN5ynVtt1npTdxLyvq783b7amwa8SAvt6rIyStJ7D+fAEBaZhaJqRn/8A6iqNA0jUWLFjFu3Dh++eUXqlatypIlSwq6W7no9RAaqlL29+kDY8aoUiSg6r7Fx8OuXWok84MP1FTX7N9FWbYMatZU6yPr1YMBA2D6dFVoXIhCosh+Fj/kAx8sHo93etLfthsM4OKi1kRHR8N77914TGBgIHv37iUqKopTp07d5R4LIcS9JT8CxuqapiVompYIhGc/t72ulg/XF4Wcl4uJ/o3LsHZ4NI/XU1NWF+46R/2xKxm9aB+nriQXcA/FnaDX63nxxRfZunUr/v7+tG7dmn379hV0t26Zh4fK2tq+vZr6Nnmyqn0J8OCDMGeOSvHv7AyzZqmg05bUZ+5clWH2669VvcqsrIK7D3HfKrKfxSXqR/DYnyvx3LPjpseZzepLn5dfvjFobNOmDcuXL+fChQvUqVOH8ePHk5iYeBd7LYQQ9467PiXVarVKajJxSwx6HYbsvy1VgzxpVrk4X286wfSNx2laqTh9GpTCai3UX4SLWxAeHs7WrVtZunQplStXBuD8+fMEBgYWcM/+vYAA6NJFbaDqUx45AkFB6vWBA6pG5cSJ6rWrK9Spo+rI6XQQH28gI0Oms4q7p0h/FteuzTkPP9ZuOEqXFtY810AbDOrLGrgxEQ5AVFQU69atY/DgwQwbNoyHHnqI6tWr37A2UgghRG75McIoxG2rFOjBR11qsOHlB3kuuizbT8by1i+O0aiNRy9zMSG1AHso/gsnJyfatWsHwNatWylZsiSvvfYaGRn3xjRknQ7Kl3ck7Rk1Sk1p/esvte6xTx8IDlbHAYweXQUXF6hQQZUXef55VQZECAG4u7P+gYd5OaMkW45fvemhtqCxa1cVNE6enLu9WrVqrFy5kv3791O9enUA+vbtS79+/Th48ODdugMhhCjSJGm8KNSKe5gZ1rwCA6LLcj4+lZN/biU1I4ueX24h02IlwMNMeLAn1UO8eLCiv2RaLYIqVKhA9+7dGTNmDEuWLGH27NlUqlSpoLt1x+n1ULmy2nr2zN3Wps05Wrb05tAhVWvy99/hzz+hWzfVXrOmGrUsX96xRUZC1ar5fx9CFIRW7aKYcDqL4T/sYfGghrg55f3riy1o9PeH5s3//piKFSsCKiGXi4sL06ZN44svvqBdu3a5sjsLIYSQEUZRRJiNekplZ8cz6DS+f7oeox6pTN3SPhy+dI33fz3IusMxAFxKTGXo97uYseE4O0/FkpohC8YKMw8PD6ZPn86PP/7IqVOniIiIYPL1wwL3uCZNYnj7bZg3D3bvVmsf581ztDdvrtZm7dkD48ZB797w0UeqzWKBxo3hiSdg9GiYNg1++EEFnrb2pKTcNS2FKGrcn36Kj5+K4vTVZN5Y+Nc/Hm8wqBqr5cqpv/srVvz9cZqmMXHiRE6ePMmrr77K6tWrqV+/PvPnz7/DdyCEEEWXjDCKIseg1xEZ5kNkmI99X3yyYyrj2dgU1h+5zIKdZwEw6jUqBngw+tEq1Az1Ji0zC4NOh14na1YKk/bt21O/fn369u1LfHx8QXenQOl04OnpeJ0zgUdGBpw44ZjOeu2aWvu4Zg3Mnu047s031VTYCxfUWkqTCXx8HNuQIdCxI1y+rGpM5mzz8VG1Jr28VMBptaoRUiEKUu1AV567sJWJ2yG6gj+tw29t3fOsWdCrl/p3lNfgob+/P6NHj2b48OF89dVXFC9eHICNGzdy8OBBunfvjpOT0526FSGEKFIkYBT3BE8XR7aQmqHebHnlIS4kpLL7dBy7z8Sz+3Qcns7qmB93nGXML/soH+BOGT+37M2VRuX9MBvlt+KCFBAQwMKFC+3JjZYuXUpsbCzdu3cv4J4VHkajGjWx8fBwjJ6kpqoA8OpVKFZM7XN2hnffVftybrb1lSdPwsiRN15n1ix4/HFYv16NYJrNKlmPqyu4ucEnn6j32L4d3n/fsd92zOOPQ1iYqm35118q+PT2VpunpyT4Ef9CYiID/1pK4unzRASehvD+t3Ra9+6q9I0tAc7NZpy6ubkxaNAgVq9eDcDs2bP57LPPePXVVxkyZAj9+vXDM+e3OUIIcR+QgFHckzRNI9DTmUBPZ1pWzf0tdPni7jwWGcyhi9dYeyiG+dvPALD79eaYjXpmbjzBhiOXKePvCCZL+7nZA05xd2maZs9YOHXqVH766ScWLlzIp59+io+Pzz+cfX8zm1UyneBgxz5v79yZIq8XGQkpKRAbmzugrFlTtYeEwBtvqGmtSUlqRDMpSQWqiYnqvJ07HfuvXVNlQ5o0UQHjihVqCu31du6EGjVg/nyYNCl3QOnlBYMGqefHjqmgMzw896iruA/5+mJctZLXu3WDIVOxnDmKdey76A03/6LPYFAlbeDWgsacJk+eTLt27Rg3bhzDhw9nzJgxjBw5UtY5CiHuKxIwivtOZJg3kWHe9tcJqRmcuJxkDwjTMrM4djmJlQcukWlRI12uJj1/vtkCTdP4YfsZ4lMysgNKV0p4OqOT6a13xbx583jvvfd44403WLduHUOHDqVnz574+/sXdNfuKWYzBAaq7XqlSsHrr//9eatXQ9OmkDO5pNUK6enql3SA1q3VKGVsLMTFOR5DQlS7pqntxAnYtUu1JybC00+r9pkz1drM1avVSKe4z7m6woIFpAweSr9THtR7aRIDPhzyj6flDBpHjYL//c8xCn8zmqbRvHlzmjdvzvbt23n//ffRZc8Hz8rK4tSpU5QqVeq/3JEQQhR6EjCK+56H2Uh4sJf9db9GZejXqAwZWRZOX03maEwSccnp9lGvBTvPsv7IZfvxOg3qlirGd/3qAfD+rwdITM2kmKsTxdxMFHM1cSnBkXhHan7dOoPBwMiRI2nZsiUDBw7kxRdfJDw8nObNmxMbG4uzszNms7mguyly0DTIudTL11dteenYUW05ZWY61kz26QMNG6oRRiEA0OsxT/wYz9Fz+SjNnQan46gR4vWPp9mCxiefdASLs2dDhw7g4vLPl42MjGTOnDn2199++y19+vShT58+vPrqq4TYvgURQoh7jASMQuTBqNdR2s+N0n5uufbP+l8driSlcywmiSOXrnE+PgUvF5O9fdfpOPaeiSchNdO+r7qfnl7ZzxuOW0VqhgVfNxM+riaKuTkRVbYYXWqH2s/3d3eiuIdZEvNki4yMtCefKFu2LABjx45l2rRpdOnShZ49e1K/fn0JxO8RhhyfTGFhahMiJ02n4+2XOrJzwjqGzNnJ4pSNuPboCmXK3PQ8gwGaNVPPd+xQ2YVHjFDrfLt1cySTuhVNmzalf//+TJkyhRkzZtC/f39GjBhBQEDAf7gzIYQofCRgFOI2aZqGr5sTvm5O1Cl145q6b55SI40ZWRZik9K5fC2dnTu22dsfiwzmYkIql6+lczUpnT/PxuPvroZkMrMsdPxsI1kWKwadRoCnmSAvZx6LDKZTrRCyLFb+OHaFIG+1PtNkuL8q41SoUMH+vG3btpw/f55Zs2YxZcoUypUrx9NPP01kZGQB9lAIkV88nY2M71ydbtM28+aBeMZNqgeLFkG9erd0fkSEyi48dKhK0jRpEnz88S2fTmBgIJMmTeKFF15gzJgxTJ48mQ0bNrBt27Z/PlkIIYoQCRiFuEuMeh3+Hmb8PcxcOuQI7IY0LX/T877qXZuzsSmciU3mbFwKZ2JT7LUkLyWm0v2LPwA19a+4u5kgb2f6NixNy6oBXEvLZNuJqwR7OxPk5YKz6d7N+hoVFUVUVBSffvop8+fPZ+bMmezatcseMC5YsIBmzZrh5ub2D+8khCiq6pYuxrNNyvKji4HYg8vwjo6Gb75R80xvQaNGsHWrmqr6yivQrp1aT3s7wsLCmDZtGi+99BIxMaoecGJiIhMmTGDgwIGSVVUIUeRJwChEIWLQ62hc3i/Pdm8XE98+VZczcSnZQWUKZ+OSsZtnYNkAACAASURBVM1cPXghgd7Tt9qP93E1EeTlzCsPV6J+mWJcSkhl1+k4grydCfZywcPZUOSncbq7u/Pkk0/y5JNPkpmZyfr169m3bx8dOnTAxcWFjh070qtXL6Kjo+3JKoQQ947BTcvRt2FpPPv/Dm3bwmOPqeHCAQNu6XydTmXyfewx2L9fJYHKytL4+GN46ilVLuZWlC1b1j5lftmyZbz22muMHz+e4cOHM3DgQFxdXf/lHQohRMGSgFGIIsRs1PNA2bwziFQM8GBe//qcjU2xj06ejUvBJXuk8Y/jVxn43U778W5OBoK8nPm4aw0qBXpwNOYa+84lEOTtTFyqhSyLtUitozRkL36rVKkS69evZ+bMmXz//ffMmjWLkJAQfvrpJyIiIgq4l0KIO8mo1+HpoiPdVIy542bRbdJI9KGht/0+bm5Qu7Z6vmOHF8OHw7hx8M470LPn7a1v7NSpEzt27GDUqFGMGDGCjz76iBEjRjBo0CD54koIUeRIwCjEPcTVyUDtkj7ULvn37dEV/Vn4XIMbAkqP7JIiK/df4u0l++3HP79mCT6uJhYNjCLQ05mVBy6y+dhVfN1M+LmrdZx+7k6U83cvVIGlpmk0aNCABg0aMGHCBBYuXMh3331HueyK9yNGjGDmzJl4eXnh6emJl5cX3t7efPPNN2iaxrJlyzh27Ji9zdPTE29vb6pUqVLAdyaEyMvKA5d4dfFB4p95mwHRaqSPZcvUvNNbSYOaQ+3asWzYoNY3PvkkfPIJfPSRyth7q2rWrMmiRYvYvHkzr732GosXL2bIEFUCRLJlCyGKkvs2YNQ0rQ3QxjZ9RIj7gZuTgfBgr1xlRHLqUS+URuX9OBObzOqte/AOCCXmWjpezioL7N4zCczceIK0TEuu8w6OaYlep2f8bwdZvv9SdjBpws/NiQBPM082UHXK/joXT2JqJq4mAy5Oevujh9l41+7Z2dmZLl260KVLF/u+GjVqEBMTQ3x8PHFxcVy5coWLFy/af4GbOXNmrvT5AP7+/ly8eBGADh06sGrVKtzc3HBxccHZ2Zny5cszd+5cAEaPHs3Ro0dxdnbG2dkZFxcXSpYsSd++fQFYvHgxSUlJ9nP37dtHQEAAFStWBODUqVMAmEwmTCYTRqMRJycnTCYTQuSHovgZ2aJKcVqHB/LR8kNElfWlOolqimpEBCxcCLdZv/WBB2DTJvjuO3j5ZXj2Wdi9+/ZGGgHq1avH8uXLSUpKAuD06dM0b96cl156iccff9w+M0IIIQqr+/Z/KavVughYVKtWrb4F3RchCgsXk4EKAe5UCHBHf9FIkyYVcrUPblqOQQ+VJTEtk8uJafZMr04GNeW1uKeZIC8zMYlpHL10jZhrabia9PaAceLvh/n1r4u53jPIy5kNLz8IwIBvd7DrVByuTnpcTAZcTHrK+rsx+tGqAHy96QRXrqXj5qQCTTcnA4GezvZstWdik4lNtZCYmoGryYAuj1HP6wPI682YMYOPP/7YHlDGx8eTmekok/LII48QFBREUlISKSkpJCcn4+XlCML379/Ppk2b7G0pKSnUqlXLHjCOGDGCvXv35rrmQw89xIoVKwCIjo7m2LFjudrbtWvHggULAChZsiRxcXH2gNJkMtGxY0fef/99QCUEysrKwmAwoNfrMRgMtGvXjueee47MzEy6du2KwWCwb3q9ntatW9OhQweSk5N57bXX0Ov16HQ6dDoder2eZs2a0ahRI+Lj45k8eTI6nY7jx4+zfft2dDod0dHR1KhRg6tXrzJv3jz7ubbzGzRoQJkyZbhy5QqrVq2yv7/tMSIigoCAAK5evcru3btztZvNZmrWrJnnn5e484riZ6SmabzTrho7T8YyeM5OFg9qiOvcudC9O9SvD0uWQIUK//xGOeh00KMHtG8PZ8+q1/HxMH48DBsGHh63/l62NYxXr17F1dWVJ598krFjx/Lmm2/y2GOPSeAohCi05H8nIcRt0TQND7MRD7OR0tfl5+lRN4wedR1F86xWK0npWfbXL7aoSK/6JUlKzyI5PZOktCyMekdQVzPECyeDjuS0LJIzskhOyyQ+JcPe/tPOs+w4FZfrmnVL+fD90/UB6PnlFo5dToHVvwHgYtLTrHJxJnRVwcYzs7eTlmnB2aTHbNDjZNQRGepNx8hgAL5afxydptaKOhl1mA3ulAwJoE4dD6xWK3+di8fJoKd5+6607dwDJ4MOZ6Megz73kMN33313w88tZ8C5ePFiEhIS7MHkH3/8QePGje3t48aNIy4ujoyMDNLT00lPT6dMjvpyPXv2JD4+nvT0dPsxOdt9fHxIS0sjMzOTzMxMUlJSSEtLA8BisbB//36ysrLs7ZmZmfZkHSkpKUyZMgWLxZJrc3FxoVGjRsTGxjJy5Mgb7m/ixInUqFGDs2fP0r9//xvap0+fTpkyZTh48CCdOnW6oX3+/Pl07NiRrVu30rJly1xtoaGhnDx58oZzhLiep4uR8V1q0G3aZsYs3s/YDu1g1Spo00YNGf78M0RF3fb7urhA9ox2li6F0aPh889VGY5u3W7vvapXr87WrVv5+eefee211+jWrRsvv/wyhw8fxmi8e7MthBDi35KAUQhx12iahpuT47+Zsv5ulPXPO+XgUw1L3/T9fny2AVkWqz3YTErPRJ9jHdBLrSqycftegkuW4VpaJklpmZT2c1wvPdNCTGIaSemZpGVYSMvMQgN7wDh26X4ysqy5rtmzfhijH61KRpaV1hPX39Cn/o3L8HKrisQnZxD94WrMBh1mox5T9mPP+mF0iAgmIc3Cm/N3YjboMRt1OBn1mA0ePFipHLUtFipUrcn87WcwG3V4VoqiuFEdV9rPDR9Xk73vZqOO115/A6M+73lxCxcuzLPNZDLx119/5dlerFgxrl27lmd7WFgYaWlpWCwWVq1aZR/NNJvNAFSsWJFz585hsVjIysqyP/r5qW8XatSowZ49e25otwWstWvXZtWqVbnaZSquuB31ShdjdNsq1CqZXSe3bl01t7RVK1i//l8FjDl17QplysDAgWrwculStcbxdkYbNU2jXbt2tG3bloULF3Lo0CF7sNi9e3fKlStH9+7dc9WeFUKIgiIBoxCiSNHrNNzNRtz/Zt1jiyoBOMUcoEmjvw88v+xd+6bvvfv15qRmB5KpGRZSM7LsCYF0Gkx5IpLUjCzSMi2kZahjwoNVjTWdDh6uFpB9vjo3NSPLPvqYnJ7JrtNx9vNTs8/39zATDJyOTeaFebtv6NP4ztXpEBHMrtNxdJ6yKdfPwdmoZ2K3GjxYsThbjl/ljYV/YTLoMOl1mAw6jHqN4S0rUinQg52nYvluyymMeh3GHO2P1wsj0NOZgxcS2XzsSna7hlGvw6DXaFzeD3ezkdNXkzl5JRmDXsOg0zDodVzKMGF2ccWo1xGfnMHl2GQMOh1Gdx+MOnW+i0mPpmlYrSoQd3FxoVq1ann+Gfj4+NCkSZOb/jkJ8U+eqF/S/jw1IwtzmTKwfbujRsacOeDjA02b3v6iRFQ21fXr4e231WijpsHMmbffT51OR7t27eyv09LSiImJYc6cOYwePZrIyEi6d+9Ot27dCAwMvP0LCCHEHSABoxBCZFPrJv++zaDX0aJKQJ7nupuNjGmXdyAU7O3Cmhejc+2zWq1YrbB27XHKFXdj7YvRpGZm2YPJ1IwsKgS4AxDq48LoR6uogDPDkn2chWBvlf3RZNBRwstMWqaFjCwLKRlZJKRayMweMb2YkMbaQ5fJyLKQnqWOycyy0qpqIIGezmw9cZXXF9448rhyWGPczUaW/nmed5YcuKG9VZN0/D3MfLnhOBN/P3xD+19vtsDVycCYxfv5asNxDDoNnaaCTp1OY8/rzdE0jbFL97No1zn0eg29pqHXabiZjfw8oEGeP1Mh/snrP//JwYuJfPNUPfTu6t8SVquqlbF3L5QqpYotPvkk3GZAZjDA66+rmDMseyZ+fLyKSfX6f9dfJycnli9fzvnz5/n+++/55ptvGDZsGC4uLvTv359r166RkZGBt7f3v7uAEEL8CxIwCiFEAdE0DduMWieDntBieaf+D/A00zPHqMn1aoR48UWvvEdQW1YNoGXVvAPeTrWCebhaoAoos4POTIuVIG9nANpWD6JGiDeZ2fszLRZ27d5rH4FtXrk4wV7O9raMLCtZFgsmgxq9aVjOFxeTniyL1bHlKC1Q1s+NB8r6YrFYycxut50rxL9VJciTmZtOMnXtMZ5pkr3OV9Ng61ZYsACmToWRI2HUKHjvPZXJ5jY1yP5Ow2KBzp0hPR1mzYLg4H/f78DAQIYMGcKQIUM4dOgQxYsXB+Cbb75h0KBBPPzww3Tv3p1HHnkEZ2fnf38hIYS4BRIwCiGEwMmgt2e7/TsBnmYCPM259uku7MdsVOdUDfKkapBnnuc3qeBPkwp5lzXoVCuETrVCbrPXQtxcp8hg1hyM4cPfDtKgbDFHSSEnJ7UYsWtXOHwYvvhCrXUEOHiQsK+/VllugoJu+VqaphLgPPcchIert+zQ4b/fQ/ny5e3Po6KiGDBgAHPmzOGnn37C3d2d9u3b88UXX0jCHCHEXSNf3wohhBDinqRpGu+0r4afuxOD5+wiKS3zxoPKlVOji7ZkOCtXUmr6dAgNVXUcf/kFsrJuPO+Ga0Hv3rBzp0qK07EjPP00JCffufupUqUK48eP5/Tp06xYsYJOnTpx8eJFe7C4cOFCVq9eTdYt9FcIIW6VBIxCCCGEuGd5uhj5qEsNrialc/Bi4j+f8MwzbJ49G156CbZsUSU5Kle+paARVPy5YQMMHw6//grZFW3uKL1ez0MPPcSXX37J0qVLAUhPT+eLL74gOjqaEiVK0L9/f5YvX05GRsY/vJsQQtycBIxCCCGEuKfVK12MDS8/SETorSWLSQ0KUolxTp+GH3+E/v0dmWyGDFH1HDP/ZrQym8mkBi337gVvb8e6RovlTtxNbrZ1wCaTie+//5558+YRHR3N7Nmzad68Oe+//z6AvWarEELcLgkYhRBCCHHPc3MyYLVambX5JEcu5V1rNBejEdq3h6FD1etLl2DuXGjXTk1ZfeIJeOMNFRmCigitjlqutsSs334LPXtC69Zw8eKdu6frOTs789hjjzFnzhxiYmJYsGAB3bt3B2DJkiX4+/vTq1cvFi1aRGpq6t3riBDiniIBoxBCCCHuC+fjU3l/2QEenriOj1ccIjXjNtf6+fvDqVPw00+qGOOaNaoQ4/79qn3dOvD0hJo14bHH4OWXYdo0ejU/z6efwurVKiHOsmV3/NZu4OzsTLt27ShZsiQAISEhtG/fnoULF9K2bVv8/f3p3r07CQkJd78zQogiTQJGIYQQQtwXSng5s/z5xjSvXJyPVxym5cdrWXc45vbexGCARx9V01JPnVJZbR59VLX5+anMNyVKwJ9/wvjx0K8f2skTPPMMbHv7V4rHHaRVK/iw4U8wcSIsXgxJSXf8Xq8XERHB9OnTuXjxIsuWLaNLly4cPnwY9+xh0GnTpjF37lyuXbvF0VchxH1DymoIIYQQ4r5R3MPMJ90j6FI7hlE//8Wzs3ew/uUH8XT+l2UpzDnKzVSurIJAm6wsOHMGsusoVgnXs+XhNxixvjXNtn8C6/9Qx50+Da6u8Nlnav5q6dJQqpR6LF0a6tVTgeodYDKZaNGiBS1atMCaXQvVarUyadIk9u7di9ls5pFHHqF37960aNECwx26rhCi6JL/BYQQQghx32lYzo+lgxty4EIins5GrFYrC3efo3W1wDt3Eb0ewsIcr5s2xdy0KR8BWHtATAwDnsnCd2oALVtBLaMLRr0eVq1SWXKsVvUetvWGY8bAxo25A8oyZdQ813/BljBH0zR27tzJhg0bmDdvHnPmzGH+/PkMGTKEjz766L/9DIQQRZ4EjEIIIYS4L5mNemqEeAGw5lAMg+fsYsqaY3QIy6LJ3b64ppHm6c/JNPj0LRj9Fri69iIqqhf/+xA6tU2Dkyfh3DnH6KKmwYULKmiMj1f7QkLU1FigzGefqVFK28hk6dKqzkdo6D92R6/X06hRIxo1asSHH37I0qVLKVu2LAB//PEHAwYMoHfv3nTr1o1ixYrdlR+JEKJwkoBRCCGEEPe9xuX9+KxHBG8u2sfbm1M5atnLSy0r4OViumvXdHKCX36BmBiVP2f1ajW4ePSoaoz1K88Tz5enyTaIjoYaL49EP3KkOjk2Fo4dgxxJa/TJyXDggCoFYiv78cADqjAkqPIgFkvugLJMGVX7IweTycSjtnWZQHJyMhaLhYEDB/L888/Tpk0bevfuTatWrWTKqhD3AflXLoQQQoj7nqZptKoWSMPyfrww/XfmbjvNX+fi+XlAA/vUzbvFz08lVX3sMfXaVpnj1Ck4fFjlxQGVgLVRI3jrLahe3RsiI3O9z6FhwyjRpIlj7eSxY6DLkd/w6FHYvVtFqDadO8P336vnvXqpTLBhYeDjoy5YoQLR0dHs2L6dvZs2MX3ePGZ/8w2///47Fy5cwGAwEBsbi7f3rdW4FEIUPRIwCiGEEEJkc3My0LWiE4MfjSAhJQNN00jNyOLU1WTKF3fPlz7Y4tPq1eHgQTUr1Tb6uGqVKg8JaiBx9mxo0kSNQFos2W9gWzuZc/0kwPLl6jExEY4fVwGlr6/al5oKW7ao/WlpjnOGD4f33oP4eKo1aMB4vZ4PPTxId3PD6YEHsA4cSL133yXQbOZjb2/K166NS2AgeHmpgDMyEkqWVO9/5oxK7uPmph51kqxfiKJAAkYhhBBCiOtUCvSwP/9i3TE+XnGY/0WVYtBD5XB1yt9fn0qUgO7d1ZZTfDzs2gULFqjXHh4NiI5WA4ZOTjd5Q3d3lSgnZ7Ics1nVk7RY1AhkXJy6gJ+fajca4f33IS4OLT4ep+z2LLOZ5557jhWff06pNWtwWbMm97U+/xyefhr27bthRBRnZ/xefFFFvDt2wIABuQNKNze1LzxcBbdLlqj9ts3NDWrUUIFpSooqceLmBiaTI+oWQvxnEjAKIYQQQtxE97phnL6awpS1x1i0+xyj2lShRZXid32q6j958km1nTypRiDnzLnMtWuB9mCxVy9VsSMqCho2VNU53P9pkFSnU2VAskuB2Lm6wgsv3HC4ARgIDBw4kD179vD19On8PHs2H7/xBq2joohzcSHt4kWKh4bC11/DtWuq7mT2Y0pwsHojTQMPD9V2+bLjmM6dVfvOnTBw4I39XbdO3eC8eeqGQY2w2oLKFStUuZOfflLBq4+PisADA9VjmzYqyLRYZMRTiDxIwCiEEEIIcRM+ribeeyycTrWCefWnP+k/ezvPNCnDSy0rFnTXADXztFcvCAs7SJMmjrIgZcrAX3/B22874qEePVTcBmoQ0cvrzvUjPDycDz76iLHjxqkdRiMTR4/m7bffpmvXrgwePJiIiIhc51xbvVo9qVkTfv017zdv2xYuXXIEnLatWjXVXrs2fPyxY7/tONsNpqerREFHjqg5vikpav+5cypgHDMGPvjAEUjagsoxY9To68mTkJGh9rm63rkfmhBFgASMQgghhBC3oFZJH34ZGMWMjSeoX0aVljhyKZGNR6/QtnqJu5pR9d8YNUptiYmwebMajAvMjiczMiAoSMVFthHIqChVheO/DpwabYssgW7duhETE8P06dP5+uuviYqKYsiQIXTs2PF231RNj7VNkb1epUpqy0vnzo7RSqtVTbc9f14l+QGoWxf69FEB5Llz6gcWEwO24HfMGPjiC/Xcw4O6rq7qB7h1q9r32muwdq2aDmsyqf4GBqoyJwCffKIWpNraTSbV3r+/al+wQI2s5jzf319lOQI1ZTc93dFmMqkRWdsfaEKC+kbAYFCbXi/TcsUdIwGjEEIIIcQtMuh1PNWwtP31b/suMm7ZQcb8sp+mlf3pFBlCw3K+GPSFZ3qjuzs0a6Y2m/R0ePNNWL8eFi2CGTPU/rFj4eWXVTy1erVKvBMW9u9jj3LlyjFp0iTGjBnDV199xaRJk/j666/tAWNqaup/urd/RdPUyGPO4dUWLdSWk9XquPFnn1VR9fnzcO4c8fv345wzqZDBoAK25GQ1dJuerkY4bdasgd9/V/szMtRjtWqOgPG99+CPP3Jfv359VXMToGdPNVycU7Nm8Ntv6nm1avZ6nHadOsHcuep5mTI8cOUKuLg4gsrOneHdd1V7vXrqUa9Xm04HHTuqacDp6fDII2qfpqlHnU6d/8QTKlh98skb27t2VSPDMTEqeVLONlt7kyZw9qxaH3t9e+fOEBmJ04UL8OqrjnZNU1uXLlCxosr++/33jv22rXNnlXDp0CGVajjne+v10L69mnp9+LD6Odvu29bevLlaH3vsmPrZX9/eoIEafT5zRm22/Xo9rseOqW9gDAb1RUB8vON828+4eHHVz5QUldlYr3cE+4VserQEjEIIIYQQ/9KzTcrSuLwf87ef4edd51iy9wKlfV1Z8XxjdLrCO8JjW5L4wgsqLjpwQAWP9eur9j/+gHbt1HNPT5V3pnp1FT+UL3/71/P09GTo0KEMGjSI2NhYAI4ePUqHDh3o2bMngwYNonLlynfo7u6QnFFyzZpqy3Zg9WoCmjRxtL/+utryMm9e7tdWqwoSbBYvVoFDzoAyZ+aiadNU0JGe7thso6OgRjjj4lT9zcxM9R45R1wfe4yYAwcIKl7ccUxpxxcf+Pur98zMVPOXLRZHfRerVQ1TW62O/RaLowZoZqYaPc3ZnpUFjRur9uRkWLky97kWC9SpowLGq1fVNxbXt4eHQ2Qk5pgY9U2G1eroE6j2ihVVQGirT5pTRIQKGHftguefv7G9Zk0VtK1dC089dWP7n3+qv/wLF8LQoTe2nzwJoaEwfboays+hNqiA1NtbjVK///6N52dkqABx2DDHSLSN2eyYNt2vnwqIbYGmXq/+vPbsUe2ff+744uEukYBRCCGEEOI/qFLCkyolPBnRqhIrD1ziYkIqOp2G1Wrl+bm7iQjzpm14CTxdjP/8ZgVA026c0dmwIWzapMo27t6tfjedOVPN2gRVzmPMGBVE2oLJ6tUhOPjmo5F6vR7f7FIeBoOB6OhoZsyYwZQpU2jWrBmDBw+mVatW6ArZCMsdp2kqWLApVuzmx9si+bz8XcCT03vvcXj1aoJyBrk5LVyY97lOTuovQ158fFRwlZewMBVc5aVaNRXs5iG+WrXcwbUtcLT9RWvRQpVtse23bbaAu107tX7VFojaNh8f1d65s6MujcWirmWxqEXAAN26qdFCW5ut3ZYYqnt3qFUrV/ufe/ZQ1c1NtXftClWr3ni+7e94hw5QqpSjLTMz9whj48ZqZNjWnpWlXtsEBOT9s71DJGAUQgghhLgDTAYdLas6fnmLT8lg//kEFuw8y1u/7KN55eJ0qhVCVFlf9IV49BHA2VnNUrTNVIQcdR5RSwkrVVJL+GyzHgEuXFC/R69YoWbpRUWp37v/LogMCwvjxRdfZObMmUydOpXJkyfToUMHTp8+jb+/P1artcAz0YpCyDbl1Eanu3kdGdu60Ly4u988ffDfZQ3OqUwZR3CZ7bK3t6NgakSE2vLStKna8tKjh9ryYpsKcBfd41/fCCGEEEIUDC8XE0sHN+SXgVF0rxPK+iOX6fXVFhbvPQ+AxWL9h3coXGzLt0AN6ixYoJZ3xcWphDpTpzp+r54xQy1rK1cOQkLg8cfVzL2/4+vryyuvvMKJEydYs2YN/tlTLdu0acPQoUM5duzY3b85IUSeJGAUQgghhLhLNE2japAnb7Stwh+vPMRnPSJoVklFVdPWHaP9pxv4cv1x/joXX+QCSBtPTzWS2LevY9/MmSpPyGefqbYVK+DTTx3tY8fCl1/C2bNm+7I0o9FIvewhzbS0NDw9Pfnkk08oV64cvXr14siRI/l4V0IIGwkYhRBCCCHygZNBT6tqgTib9AD4uTuRlJbJW7/so/XE9dQY/RvPfbsDq7VoBo456fVQubLKxTFnjkouumyZarNYVA6Xp56Cxx+vR2ioSra5dKnjfCcnJ7755htOnjzJ888/z7x586hYsSJLcx4khMgXsoZRCCGEEKIAdIgIpkNEMGfjUthy/Ap/HLtKlsWxbq/7tM0Y9TrqlPKhXmkfqgV5YTIUze/6Nc2R10WnU5UQDh6EqVMPce5ceZYvV9lXW7VSyTcHDFAJNJs0KcG4ce8zbNgwJkyYQKPsuoSbNm0iKCiI0NDQgrspIe4TEjAKIYQQQhSgIC9n2tcMpn3NYPs+q9VK+eLubDhymfd/PQiAs1FPv0alGdpM1bVIy8zCyaAvkD7/V5qmKiK0bXuOJk3KY7Wqqg6ggsnfflOZWEFlXm3ePIAXXxyLq6v62fTr14+DBw/St29fRowYQXBwcN4XE0L8JxIwCiGEEEIUMpqm8UbbKgBcuZbGluNX+eP4Vcr4q1T9lxJSiRq3ihohXtQr5UPd0sVIyyq6U1k1zZHosmZNlW11/35YvRpWrYIffoAhQ1T7unUa7duv5fDhCUyd+g5ffvkl/fr1Y8SIEQQGBhbYPQhxr5KAUQghhBCiECvm5kSraoG0quYIhixW6FkvjD+OX+WTVUeYuPIIeg2mlrjIQ5WKE5eczrW0TIK8nItkaQpNU2sgK1eGZ5911DgHtRZy7Fhv4A3Cwkbi5raGyZM/pH79tXTr1qVA+y3EvUgCRiGEEEKIIibA08yrj1QGIDE1g20nY/lhzS4qBnoAsHjveUYu+BN/dyciw7yJCPUmIsyb8GBPjPqitw7SVtIO4J13oF8/WLIEFi82snJlUwIDG9O5s5qeO2DAPKzWQ4we/TS+vr4F1GMh7h0SMAohhBBCFGHuZiPRFfzRzpsI8nIGoGFZP0Y/WoUdJ2PZfiqWpX9eAGDXqGZ4uZhYf/gyCakZRIR6E+BpLsju/yslS6qRx2efheRkogJQTgAAIABJREFUOH7ciF6vMrBOn96SlJROTJmym3r19jJqVCRNm3qgL5rLPYUocBIwCiGEEELcY0KLudCzfkl61i8JwKXEVA6cT8TLxQTAzE0nWL7vIqCS7tQM9aJ+mWL0qBtWQD3+91xcoIpa7ommwZYt7kyffolZs0xs3NiQli0NPPzwPhYvrkx6Ohw/rjKyFsGZukIUCAkYhRBCCCHucf7uZvzdHSOJk7tHsO98AttPxrLjVCw7TsZyMSHVHjC+NH8PZqOO8GAvwoM9Ke3nhl5X+CMsTYOqVeHDD/358EN/Nmz4i+ef/41OnaIBmDPnML16lcPTM4v69XXUr69Rrx488AC4uRVw54UopCRgFEIIIYS4z5gMOmqEeFEjxIv/UQqApLRMQJWtOBefwvaTsczcdBIAV5OePlGlGNa8AgCnryYT7F34E+o0aFCFP/6oYn/9118LgX3Ex9djxYqGLFtWHtCxfHk6TZua2LkTtm2DevVUwh2ZxiqEBIxCCCGEEAJwdVK/Fmqaxqz/1SXLYuVYzDX2nIlnz5k4Svu5AqrMR8Nxq/AwGwgP9qJasCfhQZ7ULuWDr5tTQd7CP3r33efp0+cQq1atYuXKUaxcuY3U1HDq1v0BgDFj9vDjj+GAGnGsUwfq14dXXlFTX4W4H0nAKIQQQgghbqDXaZQr7k654u50jAy27zcadLzboRp7zqpActraY2RarIzrGE7n2iGcupLM/B1nqBbkSVgxF0p4OePmVDh+5dQ0jQoVKlChQgX69++P1Wrl9OnTuLurocRz5/oDl4B66PUt2bOnIdu2BTJ6tFr7+frrcPQouLmFcPYslCgBISFQtmzB3ZMQd1vh+NcrhBBCCCGKBA+zka51Quma/To1I4sDFxIJ8VYZWvedj+eTlYexWHOeY2D2U3UJD/Ziz5k41h+5TJCXMxdjsygXl0JxdycMBVDuQ9M0QkND7a/Xr1/Hnj17WLlyJatWzWHt2md55JH26HQzsVqt/Prreg4dqkVsbBmmTFHnVKsGe/ao5927w7lzEBiogsnAQLWmsmVL1Z6SAs7O+XyTQvxHEjAKIYQQQoh/zWzUUyPEy/66ZdVA/nyzBQcuJHImNoVzcSmcj0shwEMl3dl6IpZxyw7aj3/nj5XoNFg7PJpgbxdW7LvI1hNXKeHlTKCn2f7o42q662sm9Xo9NWvWpGbNmgwbNozMzEzi4+MBuHjxInv3tiQ5OZmKFesyffoykpO9sOYIjP384MwZ2LoVzp9XJT9atXIEjBUrwpUrjmAyLAweeQQ6d76rtyXEfyIBoxBCCCGEuKNcTAYiQr2JCPW+oe1/UaXoVieEc3GpLFu7Gd/Q8pyLS7Fncf3zXDzTN54gPdOS67zDb7fCqNf4Yt0xtp2IpbiHE/4eZop7mAn0NNOgrO8dvw+DwUCxYsUACAgIIDY2lrlz59KnTx+eeiqKX3/9laCgIPvxEyY4zrVaISFBjSraDB0Kp06pUchz5+D338HDQwWMmZnQqBGEh6u1k3XqQKVKknhHFDwJGIUQQgghRL5yMRko6+9GVV8DTeqE5mob0rQ8gx4sx5WkdM7Hp3A2NoXY5AyM2VNWE1MzORpzjY1HL5OQqjK7+rk7sXVkUwAGfreT3afjHAGlu5ky/q72kiFHY66h0zQ8nY24mw32970VJpOJxx9/nEuXLvH666/To0cPVq9e/bfHahp4eqrNfm9DbjwuPV09Xr0Krq4wZw726a6urvDJJ9C7two8L12C0FCpISnylwSMQgghhBCiUNHpNPzcnfBzdyI82CtX29Bm5RnarDwAKelZXEpMJTE7cASIDPVCp8HFhFT2n0tgdcIlyvq72QPGwXN28ufZBPvxriY9UeV8mfJELQBe//lPrqVl4elsxMPZgKezkXL+7kSVUyOYx2KuUbpKDX5ftQovD4//fK8mlU8Hf39YvhwsFjh8GLZsUVsFVcmE9euheXN1nG0Esk4daNBAakiKu0sCRiGEEEIIUSQ5m/SEFXPNta93g1L0vu641Iws+/NXHq7ExYRU4pMzSEjNJD4lgxJejkw0R2OSOH45ifiUDK5l16ZsXS3QHjC2/3Qj8SkZ6HWpFHONo7jHRawntzGsdQ2io6P5fuspfFyd1AinuxlfN9NtJfTR6VSQWKECPPGEY3+lSjB5siOQXLxYTXvdvh0iIuCHH+Dbb1VA6eenHv39oU0blWgnPV1HVpZMcRW3TwJGIf7P3p3HR1XdfRz//GYySQhZWMMaIEEgCO644QKuUIu2LrXWutWl1Wqrj0urrajVVlvbPm3VPm2tu1Vs61LrLq2iKK64IGCQVXZCWJOQZZKc5487gUmYJBPI5M6Q7/v1mlcy98y99zsDr5z53eUcERER2aNlhnZUSeOHt36v498uPnT773X1DZRX19EQNbLNHaftw6yP5tKj/xBKy6tZtbGSDxYsYPLd1/PQ36Zxw+ymc1GawZXHjeCq40dSWVPHrc/NJz83g/ycDPpkZ9AtPcjIfjkM7NGNcH0DZRU1ZIXS6JYeJD1tR6E5eDB8//veA2DLFq9Y3Gcf7/nmzVBSAjNnQlkZ2wfj2bTJKxgfemgYkydD7947Csq+fWHaNEhLg7ff9gbqGTIECguhTx9d+ioeFYwiIiIiIjGkBQP07J7eZNlJ+wwga8MCJk4ctX3ZxjOKmTJlDuecdSZ33vMXjp9yOuu2VlNaXkNpeQ3jhvYCYNO2Wl5fUEpZRU2TaUd+dsoYzh8/jMXrK5j8+5k79h8wuoWC/PzUsXxt/0GUrN3Kjc/MpVt6kG6hIFnpQaY/l8Y5hw3hoovymHTaNl4rKSUjLYirTaOmMkjJxiCjM3I56KCNFA4fxLqyBjaWBilbH2DRIq9YBPjzn+Fvf9uRKTvbG4Dn7be959OnQ3W1V0wWFnr3V0rXoIJRRERERGQ39OrVi+nTp3PGGWdw7fcv5teVm7j22mt3et3gnlm8/9PjqW9wbKioYUNlLdtq6xkcmcMyPyeT20/dh6pwPVW1dWyrrWdbbT3DIpfdOgcZoQAVNXWsL6/Z3j55bH8APl9Tzk3Pzmu609fg8UsO5aCDNrOlx1qufOITyIP04gDd0oOMvyPI/RcczO9/n8vEs0t56tNl1FYHqa4IEHBBbvl3kCuO3YvbbsvgvYWbyRi4GVcXIKdbkH32DvKT64McVtSL/7wSJByopc+AOgqHBMjO9M6QpqcFCAZ0qjKVqWAUEREREdlN3bt359lnn+W73/0uY8aMafW1wYCRn5tJfmRuyka9uqdz9qFDWlgLRg/I5bGLD2uxfeKovsy+8fjthWRlbR1VtfWMGZDHxytgzMA8bvzqaKpq66ms3VGU5nUL0bsHDBhcT9riWuoy6glkNVAVruepj+q5+KhCnnoKfvtSGU/M3zGH5gLg/Adg9o3Hc/nlQbYMWULe+MU75Sq5bTLvvxPkxVUlvLpoBRlpAUJBr5jMDAV4/gdHAfDXN5fw9uIy0oMBQmkBMoIByjfWMHGit52nP1rJwtIKQsEAoYARSgvQo1uIsyIj7c5cuJ4NFbWkBc17TdAbDfegyBneLzdU0uCgW8g7Q5uZHiA9GEj4/J6pTgWjiIiIiEgHSE9P56GHHtr+/LXXXuOoo44iFAp1yv5DwQC9szPo3UL7XvnZ7JXf8pCqJ+0zgJP2GdBi+8/OLuS66gKq6xqoDtdTVVtPTZ1XcL7xBsz4ZACzl3Rn7foGSssa6D+ogfFHNhBwAY4/HkJFeWQVhsnJayCnRwNDhjoK+jmc8+anrKypZ2NlLbV1DdTWNxCub4Dwjvk4Xysp5ZV5awnX77iet6BXt+0F459mLGbW4g1NMhf3z+Hlq44G4MonPuGTFZubtI8b2pMnLxsPwPkPvM+aLVVeMRm55PeAIT354XEjALjntYVUhxu2F6RpAWNEv2yOLe4HwLOfrKLBOb5YU0f13DWkBQIM7tWN4v7eaLqzv9xEWsBICxrpwQCZoSB5WSFyMzvn/8euUsEoIiIiItLBSkpKOOGEEzjppJP4xz/+Qbdu3dpeKcllpAXJyI49zOrQoXD+0DzOJ2+ntvp6eO01+OKLASxcOICFC2HhO3DMSLj627B6NQwbBhkZIxg+fAQjRsA+I+Cb34SKihnU1XnTjdxz9oEAOOeoa3DU1TvqGnYUlL//5v5U1NRR1+AI1zcQrneEgjvOHl43aRSl5dVU1XpnT6vD9fTN3jFI0ch+2WSlB6kKe2doN1TWUlZRs7397x+uYNWmqib3n56y38DtBeMNT3/GttrIiLyffgTAtw4p4I7T9sU5x+l/mrXTZ3PRkYVMnbI322rr2O9nr5IZKVYbz4Kee/hQzjlsKFu2hbn+6TmRM6M72o8p7rv9DGqiqGAUEREREelgxcXF3HPPPVx++eWceOKJPPfcc/To0aPtFfdAwSAceaT3iCUrC+6915t/8osvvJ8vv+yNADtkiDca7OGHw4ABXmE6dKgxdKjxne/AqFFBqquhrg7vMt9WchyxV+sj5P70q3u32j7zR8cC0NDgCDc0UFfvmowk++r/HE243jHr3fc44MBx1DU00DNrx6BJD194CHWRQrauoYHqcAPD+3r3pxrGJUcVbS9kq2rrqQp7Z28BquvqWVRasVN77+x0FYwiIiIiIqnosssuo3fv3pxzzjlMmDCBl19+mQEDWr7ks6vq0QMuuaTpsvp67zFrFvTrBzffDMuWwZdfevNQPvUUTJrkzVf53HNw5pnQq1djQek9rrkGCgq8KUhqarwpRTpiHspAwMgIBMloVkkN7pkFwJfZAfYemNukzcyYMLJvi9vslh7kR5OLW2zvl5vJ9KsnNFnmnCNqxpeE2eMKRjPrDrwJ3Oyce97vPCIiIiLSdZ155pn06tWLr3/96/zrX//isssu8ztSSggGdxR3w4Z5BWO0hoYdc02OHQt33OEVk19+6Z2lnD4drrjCa3/gAbj6am9eyZ49vfkn+/SBZ57xfp8xAz780FsW/SgqgkCApGVmnTJXZtIXjGb2ADAFKHXOjY1aPhn4AxAE7nPO/TLS9GPgH50eVEREREQkhuOPP5758+dTUFAAQG1tLenp6W2sJa2JLuRGj/Ye0aLPvB17LNx1F5SVNX1keScEeeEF+M1vdt5HTQ2kp8PUqTuKyz59oH9/GDgQbrjBe92KFV6e/HzopPGNOlXSF4zAQ8A9wCONC8wsCPwROAFYCXxgZv8GBgLzgcydNyMiIiIi4o8hQ7yRPOfMmcMpp5zCI488wtFHH+1zqj1X9Jm3/fbzHi2580646aamxeSmTV6xCN59lCNHess/+wz+8x+vrbFgvPJKr6AEr6DMyRnHYYfB4497y/71L6is9ArNxkevXnTK2cGOYK4zLnzdTWY2DHi+8QyjmR0O3OKcmxR5HvnnIhvoDuwNVAGnOucaYmzvu8B3Afr163fQE088sVv5KioqyM5ueYjiZJWKuVMxM6Rm7lTMDKmZOxUzQ2rmPuaYY2Y758b5nSOZqY9MzcyQmrlTMTPsXu7S0lKuu+461qxZw0UXXcSBBx5IUVERwY64ua4VXfGzTqRw2AiFvDpqzpw8li3LYtOmdDZuTKe0NEheHlx/fQkAl112ICUlTe9p3Gefzdx11ycAXHfdvqxbl0lGRj3p6Q1kZDQwZsxWLrpoKQB//nMRNTVB0tMbIu31FBZWcsQRTacQ2R2t9o/ezZLJ/QCGAXOjnp+Bdxlq4/NzgXuinl8ATIln2wcddJDbXa+//vpub8MPqZg7FTM7l5q5UzGzc6mZOxUzO5eauYEPXRL0a6ny6Kp9ZCpmdi41c6diZud2P/f69evdEUcc4QAHuEMOOWR72/vvv+82bty4mwl31lU/az80z7x5s3MlJc7NmOHcE0849/vfO3fffTvar73WuTPPdO7kk5074QTnjjzSuauv3tG+//7O9e7tXFaWc2bOgXNnn92xmVvrH1PhktRYYp3A3X6q1Dn3UOdFERERERGJX58+fZg5cyYrVqxg1qxZWOTaxIaGBk444QS2bNnC3nvvzfjx4xk/fjzHHHMMw4YN8ze07LK8PO8xalTs9l//uvX1P/54x+/OeVOI1Nd3XL62pGrBuBIoiHo+GFjtUxYRERERkXYxM4YMGbL93kbwrvx75plnmDVrFrNmzeLJJ5/kvvvu4yc/+Qm/+MUv2LZtG3fddRfjx49n3LhxZDWO2iJdhpk3sE5nDq6TqgXjB8AIMysEVgFnAWf7G0lEREREZNcFg0GOOeYYjjnmGMA747hgwQK6d/cmd58zZw43REZaSUtL44ADDmD8+PFcc801FBQUsGbNGubOnUtWVhbdunUjKyuLrKws+vfv79t7ktSX9AWjmU0DJgJ9zGwl3vyK95vZFcAreNNqPOCcm+djTBERERGRDhUIBBgdNV/EYYcdxvr163n33Xe3n4W89957Oe200ygoKOC1117jnHPO2Wk7H374IQD33nsvV1555U4F5bPPPsvQoUN55plnePTRRwmFQqSnpxMKhQiFQtx5553k5eUxffp0ZsyY0aQtFApx+eWXEwqF+OCDD1i4cOH25WlpaYRCISZNmgTAokWL2LBhw/blaWlppKens9deewGwefNmwuHw9ra0tDTqO/PaS4kp6QtG59y3Wlj+IvBiJ8cREREREfFNnz59mDJlClOmTAEgHA43DvrIpEmTeOutt9i2bRvbtm2jqqqKbdu2UVhYyJw5c9hnn334wQ9+sH154yMz05uRbtOmTSxcuJBwOEw4HKa2tpZwOMztt98OwMyZM/nVr361UxF36aWXEgqFePTRR7n77rubtKWlpREOhwG4/fbbefDBB5u09+jRg02bNgFwySWX8OSTTzZpz8/PZ926dQCceuqpvP76602K1eLiYl555RUALrroIubOndukWB07diy/+93vALjhhhtYvXr19nXT09MZPXo0l156KQD33HMPlZWVTdqHDx/O8ccfD8ALL7xAfX19k/0PHDiQESNGADB//nyCwSCrV69mxYoVhEIhsrOzyc7OxjlHfX09wWBw+z2rqSLpC0YREREREYktFHUzW58+fejTp0+Lrz388MM5/PDDW2y/8MILufDCC1tsv/XWW7n11ltpaGjYXlSGw2EyMjIAmDp1KpdffjnhcJi6ujrq6uqaFJdXX301Z5xxxva2cDjcZDqRiy++mAkTJmxvC4fDrF27dnv75MmTGTJkSJN9DxgwYHt7z5496dWr1/a2yspKysvLt7d/+umnfP75502K4QkTJmwvGO+8805WrFjR5D2ffvrp2wvGc889d3tx2+iCCy7YXgTvt99+1NXVNWm/4ooruPvuu6mtrd1emDcWs6FQiGuvvZapU6eyceNGDjrooCZnX0OhED/4wQ+44IILWLt2Leeee26TtrS0NC666CJOPPHEFv/NOoIKRhERERERiVsgECAjI2N7odiob9++9O3bt8X1xo4dy9ixY1tsnzRp0vbLVxvNmDFj++/f+973Ws31m9/8ptX2F19s/eLEJUuW7HR2Nbogf/PNN6mpqWlSsPbr1297++OPP044HGbOnDnstddehMNhxowZA3if2a233tqkGK6rq+PAAw8EvPtXjz766O3LG3823r9aV1dHZWVlk7ZwOExZWVmr76kjdNmC0cxOBk5uvGZaREREPOojRaQrarxvslu3bjHbWyt2Ab7xjW8AMHDgQCZOnNikLRQKMXXq1BbXzcvL4+GHH26xffDgwcyaNavV/SdKwJe9JgHn3HPOue/m5eX5HUVERCSpqI8UEZFGXbZgFBERERERkdapYBQREREREZGYVDCKiIiIiIhITCoYRUREREREJCYVjCIiIiIiIhKTCkYRERERERGJSQWjiIiIiIiIxKSCUURERERERGJK8zuAX8zsZOBkYKuZLdzNzfUBynY/VadLxdypmBlSM3cqZobUzJ2KmSE1cw/1O0AqUB+ZkpkhNXOnYmZIzdypmBlSM3cqZm6xfzTnXGcG2SOZ2YfOuXF+52ivVMydipkhNXOnYmZIzdypmBlSN7d0rlT8f5KKmSE1c6diZkjN3KmYGVIzdypmbo0uSRUREREREZGYVDCKiIiIiIhITCoYO8a9fgfYRamYOxUzQ2rmTsXMkJq5UzEzpG5u6Vyp+P8kFTNDauZOxcyQmrlTMTOkZu5UzNwi3cMoIiIiIiIiMekMo0gSM7N6M/sk6jGsA7c9zMzm7kKWgTHajjKz+e3ZnoiIyO5QHynSObrstBoiKaLKObe/3yEiWszinJtpZicBz3dyJhER6brUR4p0Ap1hFEkxZhY0s1+b2QdmNsfMvhdZ/vdIh9T4uofM7PTIUdKZZvZR5DE+xjbHmNn7kaOjc8xsRGe+JxERkY6gPlKk4+kMo0hy62Zmn0R+X+qcOxW4CNjinDvYzDKAt83sVeAJ4JvAi2aWDhwHXAYYcIJzrjrSyU0Dms8NdCnwB+fcY5F1g4l/ayIiIrtFfaRIJ1DBKJLcYl3iciKwr5mdEXmeB4wAXgLuinSQk4E3nXNVZpYH3GNm+wP1wMgY+3kH+KmZDQaeds4tTMSbERER6UDqI0U6gS5JFUk9BvzAObd/5FHonHvVOVcNzAAm4R1FfSLy+v8B1gH74R01TW++Qefc48ApQBXwipkd22oAs1OjBhlofiRWRETEL+ojRTqYCkaR1PMKcJmZhQDMbKSZdY+0PQF8Bzgq8jrwjq6ucc41AOcS41IaMysCljjn7gL+DezbWgDn3DNRnfGHHfGmREREOoD6SJEOpoJRJPXcB8wHPooM0f0Xdlxe/ipwNPAf51xtZNn/Aeeb2bt4l9pUxtjmN4G5kXtBioFHEphfREQkUdRHinQwc875nUFEUoCZVTjnsltpHwY875wb22mhREREkoD6SNmT6QyjiMRra2uTEgPPAWWdH0tERMR36iNlj6UzjCIiIiIiIhKTzjCKiIiIiIhITCoYRUREREREJCYVjCIiIiIiIhKTCkYRERERERGJSQWjiIiIiIiIxKSCUURERERERGJSwSgiIiIiIiIxqWAUERERERGRmFQwioiIiIiISEwqGEVERERERCQmFYwiIiIiIiISkwpGERERERERiUkFo4iIiIiIiMSkglFERERERERiUsEoIiIiIiIiMalgFBERERERkZhUMIq0wMx+Ymb3+Z1DREQk2ZjZt83sVb9ziEjiqWCUpGBmy8ysyswqoh73tPJ6Z2brzCwtalmamZWamWtlvRlmVh21jwUtvdY5d7tz7uJdf1epy8zSzezJyL+LM7OJzdrNzH5lZhsijzvNzKLa9zez2Wa2LfJz/3jXTWZmlm9m08xstZltMbO3zezQZq8528y+NLNKM/uXmfXyK6+I7Bk6sY+saPaoN7O7Y73WOfeYc+7E3XtnqcvM7jWzBWbWYGYXxGj/HzNbG+krHjCzjKi2YWb2eqSPLDGz4+NdN5mZWYaZ3R/pA8vN7GMz+0qz1xwXec/bIp/BUL/ySvxUMEoyOdk5lx31uKKN128Gov8QnQRsimM/V0TtY9Qup93zvQWcA6yN0fZd4OvAfsC+wBTge+AVm8CzwN+AnsDDwLOR5a2umwKygQ+Ag4BeeO/tBTPLBjCzMcBfgHOBfsA24P/8iSoie5iE95HR28f7G1YF/HO3Uu+5PgW+D3zUvMHMJgHXA8cBw4Ai4GdRL5kGfAz0Bn4KPGlmfeNcN5mlASuACUAeMBX4h5kNAzCzPsDTkeW9gA+Bv/sRVNpHBaOkskeB86Kenwc80lEbN7NbzOxvkd+HRY7YfsfMVpjZJjO71MwONrM5ZrY5+mivmV0QOft0d+QIYYmZHdeOfR8YOTJXbmb/NLO/m9nPo9qnmNknkf3OMrN9o9qWmdm1kVxbIutmtue9O+dqnXO/d869BdTHeMn5wG+dcyudc6uA3wIXRNom4nUav3fO1Tjn7gIMODaOdVsV+Td5MvKeys3sIzPbL6p9tHlnkTeb2TwzOyWq7SEz+7OZTY+s+0Z7j2w655Y45/7XObfGOVfvnLsXSAcaDzx8G3jOOfemc64Cr1M8zcxy2rMfEZEOsLt95BlAKTAzVmOkn3sr6rkzs++b2cLI39jbzGy4mb1jZlvN7B+NBw7NbKKZrTTv1o+ySL/17XiDmVmhmb0Z2c9/zOyPjf11pP2wSN+42cw+tairZCJ9xG2RPrrczF6NFDLt4pz7o3Puv0B1jObzgfudc/Occ5uA24j0c2Y2EjgQuNk5V+Wcewr4DDi9rXXb0tZ3DzMbaGb/NrONZrbIzC6Jamu1f43zM6l0zt3inFvmnGtwzj0PLMU7yApwGjDPOfdP51w1cAuwn5kVt2c/0vlUMEoq+xdwtJn1MLMewFF4Z7backekg3rbml1qGYdDgRHAN4Hf4x0ZPB4YA5xpZhOavXYJ0Ae4GXjaIpcnmtn1ZvZ8rB1EOtRngIfwjsBNA06Naj8QeADvrFxvvDNa/7aml6ycCUwGCvHO4l0QWXdIpANt6XF2nJ/DGLyjq40+jSxrbJvjnIu+7GlOs/aW1o3H1/COePcCHgf+ZWYhMwsBzwGvAvnAD4DHzCz6LPK38TrfPsAnwGONDVGFf6xHzLOE5l1qmw4sivXenHOLgVpgZDven4hIR9jVPrLR+cAjzf6Wt2UyXnFwGPAj4F68v7sFwFjgW1Gv7Y/3t3hQZF/3Nv69Nu/S/jmt7Odx4H28PvAWvKs6iKw7CHgB+DleP3Et8JRFzuBFnA18B6+vSI+8pnH91vrI6+P8HGL1c/3MrHekbYlzrrxZe2t9ZOO68Wjxuwfe94mVwEC8AwK3W9OD2TH7VwAze76Vz6Wl7zP98Pq/ebHem3OuElhM+74DiA9UMEoy+VezP0CXtPH6arwC4ZvAWcC/iX2kL9qP8S7vGITXkT1nZsPbkfE251y1c+5VoBKY5pxSXvN6AAAgAElEQVQrjZwpmwkcEPXaUryzbGHn3N+BBcBXAZxzv3TOTWlhH4fhnaG7K7Lu03gdY6NLgL84596LnOV6GKiJrNfoLufcaufcRrzPaP/Ifpc753q08ng8zs8hG9gS9XwLkG1mFqOtsT0njnXjMds596RzLgz8L5CJ994Pi2z7l5EzpK8Bz9P0C8oLkbN/NXjF/uFmVgDgnNu3lc/l+81DmFku3hH8nznnGt9PW+9dRGRXdUYfCXgHF/EuK3y4nRl/5Zzb6pybB8wFXo1cmbEFeImmfSTA1MiVKG/gFXlnAjjnHnfO7UsMkWwHAzdF/ta/FXlvjc4BXnTOvRg5yzUd79LHk6Je86Bz7gvnXBXwDyJ9ZGTfrfWRv4zzc4jVz4HXF+xKHwnx9yMxv3tE+rojgR9Hvsd8AtxHVLFNy/0rzrkprXwuO32fiRSajwEPO+dKWnhvzd+7JCkVjJJMvt7sD9BfAcy7tLDxBvyjmq3zCN5lNnFdahMpssojHdTDwNs07UTasi7q96oYz7Ojnq9qdmT2S7yjem0ZGGPdFVG/DwWuif7igHf0Nnrb0fcdbmuWqyNUALlRz3OBikjm5m2N7eVxrBuP7Z+Fc66BHUdLBwIrIssafYl3cCDWuhXARuL7N2nCzLrhfRF71zl3R1RTW+9dRGRXJbyPjHIe8JZzbmk7M7anj9wUOcPUqD195Ebn3LaoZc37yG806yOPBAZEvcaPPhK8vmBX+kiIvx9p6btH4+dW3qytpT4yun9tFzML4B1QrQWi77VVH5miVDBK0nPOjXE7bsRvfi/FTLxOoB/eIC3t3jze/XWJMKjZWbMhwOo41lsTY92CqN9XAL9o9sUhyzk3ra0NRy5JbT4KXvQj3ntI5uENWtNoP3ZccjIP2LdZ/n2btbe0bjy2fxaRTmkw3ue6GiiILGs0BFjVwrrZeJfdrI48n9fK5/LnqPUy8C71WsXOg/U0eW9mVgRkAF+04/2JiMQtQX3kebT/7GJ79TSz7lHP29NH9jKzrKhlzfvIR5v1kd3jPTvYRh/5k3i2Qex+bp1zbkOkrcia3tvevA9tad14tPTdYzXe55bTrK2lPjK6f8XMXmrlc3kpaj0D7sf7P3d65Gxlo+Z9ZHdgOO37DiA+UMEoKS1yFO1k4JS2zlBF7uOYZGaZ5g0v/m3gaOCVBMXLB35o3v113wBGAy/Gsd47eAPNXBHJ+TXgkKj2vwKXmtmh5uluZl+1OAZWiVySmt3KI/qevgzbMVhOeuRza+yEHgGuNrNBZjYQuAbvnkuAGZH8P4xso/Ho4mtxrNs4aM8FrbyNg8zsNPOGi78K73Lcd4H38C4T/lHkM5+I93/jiah1TzKzI827T/Q24D3n3IrIZzOmlc/l0ki2EPAk3pHy85qdzQTv8puTzeyoSEd4K/B0syO6IiKdoj19ZCMzG4931qkzRkf9mXnTOB2FN2J2m/t0zn2Jd4npLZF1D8d7j43+hvd3eJKZBSN910QzGxxPoDb6yNsbXxfZdybeQedQZD+N36sfAS4ys73NrCdwI5F+zjn3Bd499DdH1jkV76DqU22tG9nvDDO7pZW3EPO7R6Svm4U3jkOmeYPlXUTUvfy03L/inPtKK59L9Gi8f4rs8+TIJb/RngHGmtnpkc/uJrwxD0qQpKaCUZLJc82OWD0Tz0rOG0ksnqNTIbyb4NcDZXiDonzdOdfiXIy76T28AXLKgF8AZzQeITRvZLiXYq3knKvFG0nsIrxh0c/BuxevJtL+Id59jPfgDZG+iDhHUGunBXiF0SC8oroK71If8AbaeQ5vZLe5ePee/CUq/9fxjlBvBi7E+5xr21o3Usj1JtJBteBZvHtyNuHde3Fa5F6NWuAUvGHky/CmszivWUf0ON4gABvxBmaIe1S+iPF4X2pOBDZbs8vAIv8PL8XrgEvx7svY6f5HEZFdkOg+stH5dM6BrrV4f8dX4/3NvLTx77WZfdvMWsv8beBwYANev/53dvSRK/AGb/kJXn+/AriOjv/O+ypevzgeb0yEKryD0DjnXgbuBF7Hu+zzS7y+p9FZwDi89/9LvO8H6+NctwDvdpqWtPjdA++e/mF4n/kzeCO1To9aN2b/Gs+HAWDeyOPfw7sndK01u3op8h5Pj+TahDdAz1nxbl/8Y/HfNiQi8YqcIbvYOXdkB23vPeDPzrkHO2J7ycrMjgQud859q4X2W4C9nHPn7MK2HwJWOudu3K2QIiKyWyJXgPzNORfXWb84tvd3oMQ5d3ObL05hkbOk/3TOHd5C+wXs4neP3elfZc+nM4wiScjMJphZ/8glqefjXa7yst+5Es0591ZLxaKIiAiAeXMgDzezgJlNxjuj+C+/cyWa8+YvjlksiiRSmt8BRCSmUXhDfWfjzVF0hnNujb+RREREkkJ/4Gm8WxhWApc55z72N5LInkuXpIqIiIiIiEhMuiRVREREREREYuryl6T26dPHDRs2bLe2UVlZSffu3dt+YZJJxdypmBlSM3cqZobUzJ2KmSE1c8+ePbvMOdfX7xypoqv2kamYGVIzdypmhtTMnYqZITVzp2Lm1vrHLl8wDhs2jA8//HC3tjFjxgwmTpzYMYE6USrmTsXMkJq5UzEzpGbuVMwMqZnbzL70O0Mq6ap9ZCpmhtTMnYqZITVzp2JmSM3cqZi5tf5Rl6SKiIiIiIhITCoYRUREREREJCYVjCIiIiIiIhKTCkYRERERERGJSQWjiIiIiIiIxKSCUURERERERGJSwSgiIiIiIiIxqWAUERERERGRmFQwioiISEJsWLmSyo8/hvp6v6OIiMguUsEoIiIiCfHAhAl89eqrYe1av6OIiMguUsEoIiIiCeEGDfJ+WbnS3yAiIrLLVDCKiIhIQqQXFQHQsGKFz0lERGRXqWAUERGRhMguLgagYsECn5OIiMiuUsEoIiIiCZE/ejTVQOUXX/gdRUREdpEKRhEREUmIg8aN498nnkj6WWf5HUVERHZRmt8BREREZM80aNAg8m+4gd4TJ/odRUREdpHOMIqIiEjCrPnwQ5Y+9pjfMUREZBepYBQREZGE2XLrrQw67zxwzu8oIiKyC1QwioiISMJU5OWR3tAAGzf6HUVERHaBCkYRERFJmOo+fbxfVq70N4iIiOwSFYwiIiKSMPX9+wNQt2yZv0FERGSXqGAUERGRhJi5cD2v7X0GFend2DJvnt9xRERkF6hgFBERkYQoq6jhy1B/Zlz7E7qddprfcUREZBdoHkYRERFJiPycTAD6XHQZWUW9fU4jIiK7QmcYRUREJCHyczIAeHPaUyz8v//zOY2IiOwKFYwiIiKSEI1nGNc89wrdp071OY2IiOwKFYwiIiKSELnd0ujbzajNSCd361a/44iIyC5QwSgiIiIJYWb8ekIW40o/IbuuDsrL/Y4kIiLtpIJRREREEsoNHOj9smqVv0FERKTdVDCKiIhIwjy3uJan9z0TgOrFi31OIyIi7aWCUURERBJmU7Xjy5whLH7sMUJHHul3HBERaSfNwygiIiIJk5dhlNc2MPjMbxJMC/odR0RE2klnGEVERCRhemQYAE9deiVf/OEPPqcREZH2UsEoIiIiCfHuuzD9uSEApL30H9yf/uRzIhERaS8VjCIiIpIQ69bB+68PZK+ePdiUFiKzrMzvSCIi0k66h1FEREQSYvRoCJflcG7/I8itWkeu5mEUEUk5OsMoIiIiCVFYCGlpDZSUQE2fPvSsrYWaGr9jiYhIO6hgFBERkYQIhWDQoCqer3iPFw75JgBu9WqfU4mISHuoYBQREZGEKSysJByoxR0yka2ff44NHep3JBERaQcVjLvp1VdeYdBxx1F68cV+RxEREUk6N900n8P2z2BzfYDc4mII6KuHiEgq0V/t3ZSbl4draKDuiy/8jiIiIpJ0zCA/J4N1m6uYfvTRLNLUGiIiKUUF424qKChgORBYudLvKCIiIkmntDSD6f/OZENlmEPeepvKJ5/0O5KIiLSDCsbd1L9/f1aYkbV+vd9RREREkk737nUseC+XoWn9WJqWTkCD3oiIpBTNw7ibgsEgG7KyyK6ogNpaSE/3O5KIiEjS6N69np4VAxi6cgCVQcgvK/M7koiItIMKxg5Qf9hhfF5by5jqahWMIiIizYweDSUlUJ6Tw/CtW/2OIyIi7bDHXpJqZt3NbLaZTUn0vg698UbGvPkm5OYmelciIiIpZ+joalYfOp03DphMXm0tNDT4HUlEROKUsILRzArM7HUz+9zM5pnZlbuxrQfMrNTM5sZom2xmC8xskZldH9X0Y+Afu7rP9tpWXo6rquqs3YmIiKSMI8aFCHSrpff3f0S3cFhTa4iIpJBE/sWuA65xzo0GDgMuN7O9o19gZvlmltNs2V4xtvUQMLn5QjMLAn8EvgLsDXzLzPY2s+OB+cC6jngjbXnxmWcI5eZSeeutnbE7ERGRlHLh+UFyMtMoBwgG/Y4jIiLtkLCC0Tm3xjn3UeT3cuBzYFCzl00AnjWzTAAzuwS4K8a23gQ2xtjNIcAi59wS51wt8ATwNeAYvCL1bOASM0vooczcvn3ZBFQtWJDI3YiIiKSs/JwMlixdxWsjRrBs2jS/44iISJw65ZoQMxsGHAC8F73cOfdP4GXgCTP7NnAhcGY7Nj0IWBH1fCUwyDn3U+fcVcDjwF+dczvdLGFmJ5vZvVu2bGnPW4kpPz+f5UD9smW7vS0RERG/dWQf2Wj5gkw+XZbOsYsWsem//+2w7YqISGIlvGA0s2zgKeAq59xOQ6M55+4EqoE/Aac45yras/kYy1zUth9yzj0fa0Xn3HPOue/m5eW1Y3exNRaMoTVrdntbIiIifuvIPrJR+vp+BNcPoBYIL13aYdsVEZHESmjBaGYhvGLxMefc0y285ihgLPAMcHM7d7ESKIh6Phjo9BmB8/LyWB0M0n3DBnCu7RVERES6mAO6F7LxrVGsMcN0gFVEJGUkcpRUA+4HPnfO/W8LrzkA+CvefYffAXqZ2c/bsZsPgBFmVmhm6cBZwL93L3n7mRm9zjuPL7/1Laiv7+zdi4iIJL3iYli+qoEvM3vTrazM7zgiIhKnRJ5hPAI4FzjWzD6JPE5q9pos4BvOucWR+wzPB75sviEzmwa8A4wys5VmdhGAc64OuAJ4BW9QnX845+Yl7i217OwHHmDUww9DWpofuxcREUlqNf1WM/Tal3m74Hi8Y8oiIpIKElbdOOfeIvY9htGvebvZ8zDeGcfmr/tWK9t4EXhxF2N2mKrKStZ98gnD9t4bevb0O46IiEhS2W9UOo8uhsI/3c2YY/v4HUdEROKkmXM7yF033siwI4+k/tFH/Y4iIiKSdPYvzgCgW68an5OIiEh7qGDsIL2Ki6kBKj//3O8oIiIiSadvTiYAs56fybu9erHmzTd9TiQiIvFQwdhBCoYOZTlQs3Ch31FERESSTm5mGtYQ4J/vjeCwTZvY8P77fkcSEZE4qGDcTc7BrFm92bx5BMsBVqzwO5KIiEjSMTP2Zi/KvhhIPQEqSkr8jiQiInFQwbibzOA3vxnFSy8VsBzIWLfO70giIiJJ6bRRIyj/YgBLGUrdsmV+xxERkThoDogOMGBAFStX5pH3wx+yMT+fXL8DiYiIJKHCveoJ5tTyXvlohq5e6nccERGJgwrGDtC/fzVLl+Zx2n//4HcUERGRpPXy2s8ZcOEqPnjgYIblbfQ7joiIxEGXpHaAgQOrWb4cln2+kPn33w+lpX5HEhERSTpD+mYQzKzj9JencsQ77/gdR0RE4qCCsQMMGFBFfT389to/sPfFF8P06X5HEhERSTr5kak1hhVrLkYRkVShgrEDHHFEGfPnw4AD+gIQXrzY50QiIiLJp29uBgB/vfJBFqSnU6ErckREkp4Kxg6Ql1fH6NEweGQh64FKDRUuIiKyk77ZXsH4m/dPo084h3UffeRzIhERaYsKxg5y772watV+LAfqlizxO46IiEjSGdI7i9OLRhNen8sCRrHxs8/8jiQiIm1QwdhB7rwT3n67iOVAcNUqv+OIiIgkndzMEJcfX0Tdpu6UUEzlggV+RxIRkTZoWo0OUlQE69Z1J++OOwiPHOl3HBERkeSUXUlWvwY+XzeaIcte8TuNiIi0QQVjBykshI8/DnDs9df7HUVERCRp/eCJjxhwUgbvP74fXxuqe/5FRJKdLkntIEVFUFYGM599jU+nToV16/yOJCIiknTyczIYOLyG38w8kSPvv9/vOCIi0gYVjB2kqMj7+cBtj7Lfz38OH3zgbyAREZEklJ+TSTU1HHwwOOf8jiMiIm1QwdhBpkyBrVth8P5Bb8Hy5f4GEhERSUL5uRmUVdRwy5ibeTs4SEWjiEiSU8HYQbp1g5wcyBs5klqgeuFCvyOJiIgknfycDBoc3PblDax249lUWup3JBERaYUKxg50222waMlEVgDVGipcRERkJ0eP7Mv/nn4grjaNLyhm7ccf+x1JRERaoYKxAz39NMyZM4LlQMOXX/odR0REJOkM7d2d0w4ewIDsbZRQzMbPPvM7koiItEIFYwcqKoING/LoPW0a6X//u99xREREkk64voG3F5VROKacEoqp1BU5IiJJTQVjByoqguXLA4w98yyyx471O46IiEjSqW9wfPu+98g+cCvzbTS99lZ/KSKSzFQwdqCiIqiuhmm/fIi5F17oTcwoIiIi22WGguR1C1F8cD1zF3Vn3P9c5XckERFphQrGDlRYCHl58OJ9zzH2wQehpMTvSCIiIkknPyeDaldDYaFjy3qNkioiksxUMHagSZNg82boN2qbt0BzMYqIiOwkPzeDdVurua7nz3h88Hl+xxERkVaoYOxAZt7PbiNHAuA0UqqIiMhO8nMyWV9Rw1/Kr+Gd8MnU19f7HUlERFqggrGDXXUVfLLoLDYAVV984XccERGRpHPphOHcc/aBDMtZyUqKWbdmjd+RRESkBSoYO9jHH8OyZd5cjOGFC/2OIyIiknRG9c9h/4IeFPXbxBcUs0ZzMYqIJC0VjB2sqAg2b+7FgI8+IufVV/2OIyIiknRKt1bz5OyVDC2uYzWDWPGB5mIUEUlWKhg7WGEhrF4doMfoAwhkZfkdR0REJOksXl/Jtf/8lPzDe2I0QO+D/Y4kIiItUMHYwYqKvJ9/uOTnLJwyBcrL/Q0kIiKSZPrmZAAw6rheVG4L8PXLj/A5kYiItEQFYwcbORLGjoWPX3yTES+8ABopVUREpIn8XK9g3FRVzbZ1y1g2e7bPiUREpCUqGDvYIYfAZ59B76Fl3gLNxSgiItJETkYamaEA68truGevPzH1qJf9jiQiIi1QwZggoeHDvV9UMIqIiDRhZuTnZFJaXsPbwQnMrDrN70giItICFYwJcMEF8Oai6wgDDcuW+ZxGREQk+TxwwThu/OreDMlZxSqGU1FR43ckERGJQQVjApSVwfqyIlYAVStX+h1HREQk6eyVn0PfnAyK+m2kjnTee6/U70giIhKDCsYEKCyErVt7M2RbFd3/9je/44iIiCSdj5Zv4i9vLGbkyAYAPnhjnc+JREQkFhWMCVBUBFu3Glu2ZfodRUREJCm9s3gDd7xUwj7nHU6PjC1k5wzyO5KIiMSQ1lqjmd0Vxza2Oudu7KA8e4TGuRhvP/lK/ocPGDxzJgSD/oYSEZEuKxn788a5GLMmHMKm6iwgr7N2LSIi7dBqwQh8DbipjddcD6hgjFJcDF/5Cqz6z3sMDr8Ha9bA4MF+xxIRka4r6frzxoKxdPM2tr3xCnXZ2Yw54YTO2r2IiMSprYLxd865h1t7gZn17MA8e4RRo+DFF+F7Q9fAcrypNVQwioiIf5KuP8+PKhg/Oe157sz8PiXbwKwzU4iISFtavYfROff7tjYQz2u6KlcwxPtFczGKiIiPkrE/z8/x7vMvrW6gLJjHF9UHUaqBUkVEkk5cg96Y2Z1mlmtmITP7r5mVmdk5iQ6Xyk49FV5Z9kfviQpGERFJAsnUn/funs77PzmObx86hMHdVwBQUuJHEhERaU28o6Se6JzbCkwBVgIjgesSlmoPkJkJFVUFLE1Lo76uzu84IiIikET9eSBg5OdmkhYMUNB3AwCffFLtRxQREWlFW/cwNgpFfp4ETHPObTTdZNAqby7GnhRUhQnG+ymLiIgkVlL153//YDnV4QYOGxoka3EFs2fXAJqSSkQkmcRbyjxnZiVAFfB9M+sL6DBgK4qKoK4OVq6EYcP8TiMiIgIkWX/+6rx1rNlSzVevu4YJ65cwYsQov6KIiEgLWr0k1cwGADjnrgcOB8Y558LANrwhuqUFjXMx/vqYi1i///7+hhERkS4tWfvz/NwMSstr6DN5Mi/O2ZepUzP8iiIiIi1o6x7GB8zsXTP7JbAfYADOuUrn3NqEp0thxcVw4YV1VC77kL6ffgrl5X5HEhGRrisp+/O+OZlsqKyhbms57956K7NfeBHn/EojIiKxtDWtxleAicAM4FTgXTN72sy+a2ZDEh8vdQ0cCPffn0YoZ6m3QCOlioiIT5K1P++bk4FzsGHhMipvfoMJXz+COXP8SiMiIrG0OUqqc67aOfeyc+5K59w44Bq8ex/vMbP3E54whdXXQ2V+5H4MFYwiIuKjZOzP83MyCAaMDXl9yKeUyro8Pv/cjyQiItKSdo3faWa5wBbgicijIhGh9hQnnQQflz0C7K2CUUREkkay9OfHFeez8OdfIRAwNgaXYvUNlJTEO+OXiIh0hrj+KpvZ98xsHTAHmB15fOicq01kuFQ3dChsCxewMDcXsrL8jiMiIl1csvXnacEAgYA3rUc4L4N8llJSopsYRUSSSbxnGK8FxjjnyhIZZk9TWAiV27IZUL4Fsv1OIyIiklz9uXOOnzwzl/HDe7Nv374M31jC3LlDaecFUCIikkDx/kVejDf0trRD49QaS5fCPvv4m0VERIQk68/NjJfmriEtYBzxxz9yyjM9Ke+hS1JFRJJJvAXjDcAsM3sPqGlc6Jz7YUJS7SEaC8Y/Hnkevxr0IXnz5/sbSEREurqk68/zczIoLa+m19eP48fH+ZVCRERaEm/B+BfgNeAzoCFxcfYsI0fCNddspv6375NTsdAbNjUY9DuWiIh0XUnXn+fnZFJaXkPtokXMvOkmgt+8kIOOPZ6cHL+TiYgIxF8w1jnnrk5okj1QXh7ccUd3fvjbBQQagLVrYdAgv2OJiEjXlXT9ed+cDJYurSRt/nwOmPYyvac9zu9+B1dd5XcyERGBOEdJBV6PTO47wMx6NT4SmmwPsWlTiNU9DvWeaGoNERHxV9L154N6dCM9LYAVFNCLTXRP20xJiZ+JREQkWrxnGM+O/LwhapkDijo2zp7ne9+DN6oeA/byCsbDD/c7koiIdF1J159fO2kU104aBevXA5AfXERJyTi/4oiISDNxFYzOucJEB9lTFRXBC/UFfFY0nH169/Y7joiIdGFJ3Z/36UM4EGBAwzw+/1wFo4hIsmj1klQzO7CtDcTzmj3dX+fUcN/MJTHbioogXJdO37cXwfHHd3IyERGR5O7PF6+v4PwH3ufjFZspz81lWHgupaWwcaMfaUREpLm2zjA+aGYTAWvlNfcDB3RYohS0vLyBmQvLuPiona/oaZxaY8kS6Ne3HtMoqSIi0vmSuj9/44v1fG3/gew1fTo/LBvAYQs1qLiISLJoq2DMA2bTegezvuPipKbBOcaCteUx2xoLxseOvoD9R7xH1uefd2IyERERIIn78/ycDG/n5TXkTBjHocChk/1IIiIisbRaMDrnhnVSjpRWkB3gndXVbN5WS4+s9CZtw4bBTTctIe3WGaSt0vU1IiLS+ZK5P8/OSKNbKEhpeQ1bpk/nvVtvZcsP72Ls2AMYPdrvdCIiEu+0GtKKwTnex1gS4yxjRgZcdlkWlXxJenk5VFR0djwREZGkZWbk52ZQWl5DaPZsTnzrLa68YiA//rHfyUREBFQwdoiCnABjBuZSV+9itm/YkM/sQGTAmxUrOjGZiIhI8hs7KI+eWSG6DR8OQJ+MZZqLUUQkScQ7D6O0omdmgBd+eFSL7XfeGeBtewgY7M3FqGtsREREtvvj2ZEBWt/1rsLp3TCfmUsOpabGu1JHRET8E9cZRjP7bzzLJLaiIqiuH8BHRx4H/fv7HUdERLqopO/PBw0CoG/1J9TXw+LFPucREZE252HMNLNeQB8z62lmvSKPYcDAzgiYKu6buYTxd/yXhoadL0stLARHgJwH/gP77edDOhER6cqSvT//96ermfz7N6nq1ZcGM4aFPwNAA4uLiPivrUtSvwdchdeZRA/HvRX4YwJzpZys9DRWb6lm1eYqCnplNWlrnFpj3qflDO9ZQ6BPHx8SiohIF5bU/XlNuJ6SteWUVtczaPVqbsnO5/DpcMQRficTEZG2ptX4A/AHM/uBc+7uTsqUkooH5ADeSKktFYxvfuNHfOXwT8mYNauz44mISBeW7P15fm4mAKXlNQwd1p804NRT/c0kIiKeeEdJXWtmOQBmdqOZPW1mByYwV8oZ2S9SMK7ZulNb//7w85+/y0j+iVu+vLOjiYiINErK/jw/xxvZZn15DWvvuotnxo5l2rTP+ec/fQ4mIiJxF4xTnXPlZnYkMAl4GPhT4mKlnuyMNIb0yqJk3c5zMQYCcPLJWWxiA+lr10JDgw8JRUREkrM/bywYS7dWk/Hhhxwzbx4PPGBceCG42DNWiYhIJ4m3YKyP/Pwq8Cfn3LNAemIipa4zxw1m3NCeMdtWrRrGdM4jUF8P69Z1cjIREREgSfvznlnpHFbUi57d08keOZIeQHZoIRUVsHq13+lERLq2eOdhXGVmfwGOB35lZhnEX2x2GVccO6LFtuefz2Emd+F4BFu+HAYM6MRkIiIiQJL254GA8cR3D/eezCsEIKfqE+BkSkq2z7YhIiI+iLeTOBN4BZjsnNsM9AKuS/ZuJVIAACAASURBVFiqFFZZU8e22rqdlg8fbtSRx/tnX6FiUURE/JL8/fngwQDkbX4XgJISP8OIiEhcBaNzbhtQChwZWVQHLExUqFS1rKySMTe/wkufrd2prdA7YEra1XfDkCGdnExERCS5+/Op/5rLN//yDgwaRDgQoCB9Azk5KhhFRPwW1yWpZnYzMA4YBTwIhIC/AZohKcrgnt1ITwtQsnbnkVIbp9Z45/n5HNQzc8cCERGRTpLM/Xldg2Px+goYfhihujp+ZMZX50FBgd/JRES6tngvST0VOAWoBHDOrQZyEhUqVaUFA4zsl03J2p1HSm08w7j4loeov+qqTk4mIiICJHF/3jcngw2VtdQ1ODADYMwYyM31OZiISBcXb8FY65xzgAMws+6Ji5TaRvXLZUGMgjE3F+6440km8AfqlizxIZmIiEjy9uf5ORk4B2UVtay4+GLuHzqU555bxk9/CuU7d6siItJJ4i0Y/xEZVa2HmV0C/Af4a+Jipa7i/jmUltewsbJ2p7Zx43qwhloCK1b4kExERCR5+/PGuRjXl9fQfd489l++nPff38jtt8OCBT6HExHpwuId9OY3wJPAU3j3PdzknLs7kcFS1YRRfbn1a2MIBmyntqVLi3mcqYS2boXKSh/SiYhIV5bM/XlR3+6cst9AMkMB0gsLGQyEQosADXwjIuKneOdhxDk3HZhuZn2ADYmLlNpG9sthZL/Yt4MsWNCPt5lKPb8guGIFFBd3cjoREenqkrU/3ys/h7u+dQAA9SNHkg2EK+eQlnamCkYRER+1eobRzA4zsxlm9rSZHWBmc4G5wDozm9w5EVPP8g3bmLtqy07LR40K4Qjx7rV/gH79fEgmIiJdUSr15/UNjmBkaNSqxSUMH64zjCIifmrrDOM9wE+APOA14CvOuXfNrBiYBryc4Hwp6fqn51BZW8+zlzcdpbxxpNTwV6+Anj4EExGRriol+vOj7nyNo0f05RfDhrEuO5uCvDyKi0G3/ouI+KetgjHNOfcqgJnd6px7F8A5V2K28z164hnVP4cn3l9BQ4MjEHUvY+PUi288+AYTe/eCffbxKaGIiHQxKdGfZ4XSKC2vgVOPo195OVcCF1dCVpbfyUREuq62Br1piPq9qlmb6+Ase4zi/jlUhetZvnFbk+UFBWBWT9Ujr8Jvf+tTOhER6YJSoj/Pz83wCsYo3btvn5ZRRER80FbBuJ+ZbTWzcmDfyO+Nz3V6rAXF/b1ZhkuazccYCsHPfvY7TuZ26pYu9SOaiIh0TSnRn/fNyWD91moAVh16KLf37MncuRs4/3x46y2fw4mIdFGtFozOuaBzLtc5l+OcS4v83vg81Fkh28PMupvZbDOb4leGkf1yMIOStVt3aisqGsByoEEFo4iIdJJU6c/zczJZX1GDc47cVavYa/NmyspW8sgj8M47fqcTEema4pqH0U9m9oCZlUZGdItePtnMFpjZIjO7Pqrpx8A/OjdlU93Sgzx4wcGcdfCQndoWLTqA3/AgaWvXQkNDjLVFRES6psOH9+bCIwqprW/ADRzIIGDLlmX066eRUkVE/JL0BSPwENBkyG8zCwL/z955h0dRtX34nt1NNr0Q0guEEiA0kRoUpCmIItIUUcEKdrDz2ht+dkHFXhBEUFEBFWxIEaUjPfSWAiRAet/d+f54MtndkGABUuDc1zXXZM+ZmX12k8yZ3zlPmQpcCiQC12ialqhpWj9gG3Ckpo2sTK8WYUQEep3Qnp8fyXpuoKjMAzIyasEyhUKhUCjqJhclhPK/ga2wWsx4xMcTAxw8eJCWLZVgVCgUitpC0/U6E+teLZqmNQa+13W9TfnrJOApXdf7l7/+X/mhfoAvIiKLgCG6rp+wjKdp2lhgLEB4eHjH2bNnn5J9+fn5+Pn5ubVlFjrYkGmnZ4wFq9kZrf/LLyE8/3xbPrr9bZpd2QyHp+cpvfepUJXddZ36aDPUT7vro81QP+2ujzZD/bS7d+/e63Rd71TbdtRlamKMrA5d1ym2g0mDlh9/SNTnnzP6qqsoLH6NxYvDmDfvjxpJgFMf/7ahftpdH22G+ml3fbQZ6qfd9dHmk46Puq7X+Q1oDGxxeT0c+NDl9fXAWy6vbwAu/yfX7tixo36qLF68+IS2BZvS9UYPf69vTMlya1+5UtdB1+fPP+W3PWWqsruuUx9t1vX6aXd9tFnX66fd9dFmXa+fdgNr9TowrtWX7UyNkdWxLzNfb/Tw9/qctSm6PnOmvj0iQp/2xhv61Km6npio63l5p2zOP6I+/m3rev20uz7arOv10+76aLOu10+766PNJxsf/64OY12lqvnFiqVSXden1ZwpVdMiwh+QTKntYoIq2o1ajL9P+Y5BERHQuXNtmKdQKBQKRZ0j1N8KQGZ+CYwaRYtRo2hR3nfHHbVnl0KhUJzL1IcYxqpIBWJdXscA6bVkS5U0CvHFy8PE9kPupTUaNgQfnwyCFi2DmTNryTqFQqFQKOoevlYLvp5mMnKdtRgdLgniUlOhoKA2LFMoFIpzl/oqGNcAzTVNi9c0zRMYCcyvZZvcMJs0EsL92XHEvbSGpsG4cS9wpfYq+sGDtWSdQqFQKBR1k7AALzLyiiE7m6Ph4dxhtWKz2UhPh4QEeOWV2rZQoVAozi3qvGDUNG0WsAJooWlaqqZpN+u6bgPuAn4CkoEvdV3fWpt2VkWLcH92HM4/oT02NpYDuo59795asEqhUCgUirpLqJ+VjLwSCAgg+NgxGtlsHDp0iKgouOwyeOklSK9TPkUKhUJxdlPnBaOu69fouh6p67qHrusxuq5/VN6+QNf1BF3Xm+q6Pqm27ayKhy9tybKHep3QvmfPhdzN7zgOqBVGhUKhUChcubZbHNd0iQWTiZKQEGKAlJQUAF54AWw2eOyx2rVRoVAoziXqvGCszzT0s+LjeWJeIS+vMPZwIVnZHlBUVAuWKRQKhUJRNxl8XjRDOsQAoEdFEY1TMDZtCnffDdOmwYYNtWejQqFQnEsowXgGsdkdvLBwOz9tPezW3r17OADbPvsTrNbaME2hUCgUijpJUamdXUfyKLM78IiPd1thBFldbNgQliypNRMVCoXinEIJxjOIxWxizrpUftl2xK29VSsvAA5pTcGkfgUKhUKhUBj8sPkQF7++jLSsIjwvvpjMxETatm1b0R8UBLt2wYQJtWikQqFQnEMotXKGaRnhz47D7qU1GjeW/YqX5sCKFTVvlEKhUCgUdZSw8lqMGXklcPvtXLB1K/3793c7JjBQ9uvXQ1lZTVuoUCgU5xZKMJ5hWkT4s/NIHnaHXtHm7Q3BQatpsXEx/PRTLVqnUCgUCkXdIizAEIzFgNRhPJqZecJx69dDx47w/vs1ap5CoVCccyjBeIZpGeFPic3BgWPulYYHXvYGw8zvgarFqFAoFApFBWH+EraRkVsC69dT6uXFnc2bn3Bchw7Quzc8+SRkZ9e0lQqFQnHuoATjGaZlRACB3h4cyS1xa4+NjWW/w4GuBKNCoVAoFBUEeXtgMWnikhoSgldZGf45ORQXF7sdp2nw6qtw/Dg8/3wtGatQKBTnAEownmHaRAew4YmLSWoa4tZ+8OAlXKanULQ3tZYsUygUCoWi7mEyafzf0LYMbBsBkZEARAOpqSeOlx06wJgxMGUK7NtXw4YqFArFOcI5Kxg1TRukadr7OTk5Z/p90DTthPbQ0CCyiCYlzQS6XsWZCoVCoVDUDjU1RlbHiE6xtIsJAk9PSoKDiQEOVuOR89xzkjlV1WVUKBSKM8M5Kxh1Xf9O1/WxgUaqtTPIp3/u55ZP17q1XXZZKwD2f/2X+NUoFAqFQlFHqMkxsipSjhey7sBxsSUqimjcazG6Eh0NBw7AkCE1aKBCoVCcQ5yzgrEmyS4sY9H2IxSW2irajFqM+9OstWWWQqFQKBR1kneW7uHW6esAMI8ejXngQM4777xqj/fyEmedn39WTjsKhUJxulGCsQZoEeGPrsPOI/kVbVFRYDbbWPviV6oWo0KhUCgULoT5WzleUEqpzYHHQw/R/4cfaN++/UnPmT8f+veHL7+sISMVCoXiHEEJxhqgVaQ/ADsO51a0mUwQ4vclF+77HlaurC3TFAqFQqGocxilNY4VlICuc3TPHnZs23bScy6/HNq3h4cfhkoJVRUKhUJxCijBWAPEBvvg42km+VCeW3v7zp8wwvSZqsWoUCgUCoULYf4SrpGRWwIzZ9KwWTNuu+QSHA5HteeYzVJm48ABeOONmrJUoVAozn6UYKwBTCaNixPDaejn6dYeGxfHXs1LCUaFQqFQKFwICygXjHklEsMB6GlpzJw586Tn9e0rK42TJkFm5hk3U6FQKM4JlGCsIaaM7MBdfZq7tR0+PIR29jyO7zlWS1YpFAqFQlH3aBLqx/vXd+S82CCIiQGgZ3w8jzzyCEVFRSc99+WXISQE9u6tCUsVCoXi7EcJxhpGd0nf1qiRFzomdmcH16JFCoVCoVDULfysFi5pHUGov1XqZgA3XHwxqampTJ48+aTntmwJu3ZB1641YalCoVCc/SjBWENsTc+h47O/8PuuoxVtN9xwEQApr35bW2YpFAqFQlEn+XPPUanF6OsLQUE08fRk8ODBrFu37m/PNZuhpAS++qoGDFUoFIqzHCUYa4jIQG+OFZSy47Az8U2LFh6AcptRKBQKhaIyz3y3jXeWlA+QTz4JAwfy+eefM2fOnH90/kcfwVVXwS+/nEEjFQqF4hxACcYaooGvJ2H+VpJdSmv4+dnx8sxj88tzYPXqWrROoVAoFIq6Rai/lcy88voYEybApZfi4+MDwIEDB9i/f/9Jz7/5ZoiPh/vvB7v9DBurUCgUZzFKMNYgLSMD3FYYzWYzwdorXJn5OWzdWouWKRQKhUJRtwjz95IsqQB5eZCcDEBJSQldunRh/PjxJz3faoUXXoDNm2HatDNsrEKhUJzFKMFYg7SM8GdXRj42u7OOVFTzb7iSb1VpDYVCoVAoXAgLsHI0vwSHQ4dXXoHWraGsDKvVyr333sv8+fNZsmTJSa8xYgQkJcFjj0F+fs3YrVAoFGcbSjDWID2bhzImqRHFNqdgDIttwlpzcxwHUmrRMoVCoVAo6hZh/lbK7DrZRWWSKVXX4fBhAMaPH09sbCwPPPAADoej2mtoGrz2GjRqBBkZNWW5QqFQnF0owViDXNi8IY9eloif1VLRVlBwFV3tO0nbVViLlikUCoVCUbe4rG0k3999If5eFmjaVBrLE954e3szadIk1q1bx6xZs056nW7dYMUKaNLkTFusUCgUZyfnrGDUNG2Qpmnv5+Tk1Oj7FpfZyTCC+IGWLa0A7NKa1qgdCoVCoVBUR22Nka6EBXjRJjoQD7MJeveGK66ABx+EcjfUa6+9ls6dO7Nr166/vZamQWYmTJ9+ho1WKBSKs5BzVjDquv6drutjAwMDa/R9B7/1B498s6Xi9YMPDgfg4E3P1qgdCoVCoVBUR22Nka4UldqZtfog29JzwWSCGTOgefOKOhkmk4nly5fz1FNP/aPrTZkCY8bAPyjjqFAoFAoXzlnBWFs0D/djxxFnaY24OBkHVS1GhUKhUCic6Oj875vNLNlZHnwYEACrVsGkSRXHeHp6ArBy5UoyMzNPer0HH4TQUCmzoetnzGyFQqE461CCsYZpGeFPyvEi8ktsAOTlHcPXcojtr8+DTZtq2TqFQqFQKOoGPp4W/KwWMnJLnI0BAbLfuBEeegh0nfT0dHr06MEzzzxz0usFBsLTT8PSpfDSS0o0KhQKxT9FCcYapkWEDHZGPUY/Pz9CSu/ntvwpsGdPbZqmUCgUCkWdItTfSmZeyYkdCxfCyy/D668TFRXFrbfeyrvvvsuOHTtOer1bb4UhQ2DiRHFRVSgUCsXfowRjDdMywh9wCkar1YpP2CL6sFjVYlQoFAqFwoVQf6tborgKHn4Yhg0TP9Nff+Wpp57C29ubiRMnnvR6Fgt8/TW89x7cdJO0naQqh0KhUChQgrHGiQn25vHLE+kSH1zRZo1qzS9aL0r2ptWiZQqFQqFQ1C3Cqlth1DSYNg0SE+HqqwnLz2fixInMnTuXZcuWnfSamgZjx4p3a1ERJCXBu+8qF1WFQqGoDiUYaxhN07j5wniahflXtFk8BnGJvpg928tq0TKFQqFQKOoWT1yeyNe3d6+6088P5s6VJcKXX2bChAm0bt2ag//CW6e4GIKD4fbb4brrID//NBmuUCgUZxGWvz9Ecbo5ml/C5tQcerUIRdM0zj8/iDVrYK9/exJr2ziFQqFQKOoIYQFeJz+gaVNYvhwSEvDx8GDTpk2YTP98Ljw4GBYsgOefhyefhPXr4auvTtFohUKhOMtQK4y1wILNh7hx2hoO50pcxtNP3wjAvotuqEWrFAqFQqGoW+zNzOe1X3ZWHcdo0Lo1eHhAZiamL79E13XmzJlDcfFJznHBZILHHpPyjllZMG6cck9VKBQKV5RgrAVahIs76vbyxDdhYeDjo2oxKhQKhULhSnp2MW8s2sW+zIK/P/i552DUKLZPnsyIESN48803/9V79ekDf/0FM2ZInGN+vsQ4KhQKxbmOEoy1QMtKpTV27NiOV+l2dk9doEprKBQKhUJRTliAFYCMqhLfVOb556FdO1o98wy39urFpEmTOHr06L96v8hIaNJEfr7lFujWDXbt+rdWKxQKxdmFEoy1QKCPB5GBXmw/lAuAv78/cbbbeK7sf6q0hkKhUCgU5YT6/QvB6OsrSXDMZt5ISUHPzeXZZ5/9z+89ejSkpkLHjiquUaFQnNsowVhLtIzwr3BJjYiIoMi8nPZsUoJRoVAoFIpygnw88DSbTh7D6ErjxvDll3jt38+8Vq14++232fUflwgHDhQX1dat4aqr4J57oLT0P11KoVAo6jVKMNYSDw1oyVujzgfAbDZTGt6Bz7iW3J2Ha9kyhUKhUCjqBpqmEepv5Wjev1BqffrAl1/S6ssvadWqFYcP//dxNS4Oli6FCRNg1izIzPzPl1IoFIp6ixKMtUSryACahflVvPYK7MP1fEbyH8dr0SqFQqFQKOoWP07owSsj2v27k4YOJbx1azauWUMPf/+/P/4keHrC669DcjJER0vZxz//PKVLKhQKRb1CCcZaorjMzsxVB9iUmg1A377xAOztOFwOyM2VTaFQKBSKcxh/Lw80TftP52r33YfesydznnsO/RRrZTRsKPsPP4QLLoCHHwab7ZQuqVAoFPUCJRhrCZOm8eS8rfy4RVxlXnzxNgD2NegkB7zyCjRqJJWEj6tVR4VCoVCcm/yy7QhPztvy306eOJESTaPt44/z7bRpp8We0aOlVuNLL0Hz5lLNIy3ttFxaoVAo6iRKMNYSnhYTTUP9Kkpr+PhAeDisWVteMPjKK6FXL3jmGRGOEydCRkat2qxQKBQKRU2zLT2XT1ccoNTm+Pcnx8biMXcuTYDAO++k5DQUVvTygnffhfnzoWlTePxxuOEGZ/8pLmQqFApFneOcFYyapg3SNO39nJycWrOhhUum1N9++43jx99m2TIbR48C558P334LmzbBZZfJVOYdd9SarQqFQqE4d6gLY6SBUYvxaP4/KK1RBebevdlz1130LSpi3eDBp82uQYPg119h9254+WVpO3QI4uNFRO7ff9reSqFQKGqVc1Yw6rr+na7rYwMDA2vNhhYR/qRlF5FbXEZMTAxlZXeSkHAtkInDAenpQNu2MHu2RNtPmiQn7t4Nd92lSnAoFAqF4oxQF8ZIgzD/f1GLsRpavvEGnzdtyoMrV3Ls2LHTZRogq4znnSc/5+ZKGY5Jk6BJE+jfH+bMUeU4FApF/eacFYx1gZYRkrltT0Y+CQkJTJ8+nb/+mk/nzp2566502rWDxYvLD27RQjaQ9Gzvvy+j1C23wJ49tfMBFAqFQqE4w4QagjH3H9ZirApNo93cuVg6dCB350547DGYPh1WrjyteQJatIAffpDVxSeegG3b4Oqr4cgR6VfCUaFQ1EeUYKxFLmjWkI1PXkKHuGAArr/+epYvX47dbufTTwcSEmLj4ovhjTcqxUSMHi2rjLfdBp99JiPUrbeqwAmFQqFQnHWE+XthtZgoKD21lKRt2rRh6dKlxJeVob/4IowZA0lJEBICoaHiXwpw8CANly2DLVug+L+J1Lg4eOopEY5//gmxsdJ+5ZXQuzd8/vl/vrRCoVDUOEow1iJeHmYCvT3c2jp16sTatWv55JNHWLPGwmWXwfjxcNNNlQaXuDh4803Yt08qCgcGgpF2XK04KhQKheIsITzAyvZnBzCkQ8zpuWDPntx09dUkAPc1b87G0aNxDBki4yrAzz/T5sknJSTEx0eCEvv3dwYlHj4sP9vtf/tWZjN07So/6zpcdBEcOADXXis1HSdMgO3bT8/HUigUijOFEoy1zJdrU3jpR/fRIjw8nKuuuoqAALjllh9o2nQms2bpbN1axQUiI6UExyuvyOs//oBmzaBPH3j0UZg7V+X7VigUCkW9RdO0/1yHsTre/uAD7n/3Xb7Tdc6bPp2E335jxqpV0nnNNax97z2YNUtKW3XvDseOgZ+f9L/7rohIX1+pq3HRRTByJBQWSv/GjfDbb6IEc3MrvH80TWo37t4Nv/wC/frB22/DvHlyWlYWLFgAeXmn9aMqFArFKWOpbQPOdTalZjNvQzoP9m9R5YCYnX2clJRbiIh4B0/Pd4C2pKQ43VtOIDERnn5aMqy++KJzBvTPP8X1Zvt2SZbTufMZ+0wKhUKhUJxOXvt5B2ga912ccFqu5+3tzbhx47jllluYO3cuL774Irt37wbA7uVFekQEXHFF1SdfdZUsD+7cCSkpkhp140bw9pb+N96Ajz92Hu/jIxlwNm8GwPTFLPqlptJvUCSZVzfCIyYcjoXw868hjBwpq5KdO8u8b58+cOGFYLWelo+tUCgU/wklGGuZFhEB5BUfJD2nmOgg7xP6r7/+epo1a8awYcNISkrizjt/YfLkJKZOlXw3JxAcLJH2TzwBRUWwYQOsWQPt20v/p5/CCy8A0CU6WmZGO3eG229XI5JCoVAo6iQbUnPIKig9bYLRwGw2M2zYMIYOHYrNJjGS8+fPZ9SoUYwbN457772XRo0auZ+UmChbdTz5JFx3nQjJ9HTZu2a7mTULvvsOgFCjLSGBKzbsYNEi+O3WWfy2tikvrjyf55+3sLvNYJp2DeWvOz+koAC6LHwaz2OHRIj6+sq+eXMYPlyu9fPPYLNJwUirVfYNG0pNZ5ClTE9P6bOox0CFQvH3qDtFLWNkSt1xOLdKwQiQlJTE2rVrGTp0KC+9dBlduuzl1luD+OsveP11ue9Xibe3rComJTnbJk4UP5jVqylYuBCfZcvEB2b8eOl/9lnnCmTnztCmDXh4VH19hUKhUChqgDB/KzsPnzlfTU3T8Cgf6xITE7nooouYOnUqb731FiNHjuTBBx+kvTHx+nfExTnjIati/nzxOzXEZHo6mM14e5evKo7PhB3Lycv+mBUpMTTxs4GPD6+8IslyfEwP0cOygj4spk/pj3RircRYGoLx1ltPLLs1bJjU9wAJWzEyw5rNIijHjIGpU6WtQwcwmWTst1hkGz5cynmVlkraV6Pd2AYNgqFDIT9filBaLHK+h4e48vbqJc8UxcWwdi0EBEjuhYCAfxQLqlAoahclGGuZFuWCMflQHn1ahld7XFRUFEuXLuXzzz/nuusCefRRKRS8ebOMAWFh//ANAwOhb1/o25etSUn06tVLZhsNd9hDh+Drr+HDD+W1hwdcdpm4uAJ8/z0EBUFCgmSVO81xJQqFQqFQVCbM38rR/BIcDh2T6cyOOy1atGDixIl88MEHTJ48mffff58VK1awa9cuTKbTlPrB39+9XJYr99wjhwCXuDS/eVx022+/efPbb314eFsfWrd+hi1rS8BmY/58OHbMl4t+WIBWWCDizNjCXZ4vJk0Swera36mT9Om6lOwqLhYhV1Ymq5UOh/Tb7bB3r7S5bsaKa2GhuOMa55WVSfvLL4tgTEmBHj3cPm4vkLjQceMkbGbMGHdBGRgo2eE7dJCEQ4sWyffn7y9i1N9fBLqPzyn+UhQKRXUowVjLBHh5kBDuR3HZ38+wWa1WbrzxRgBuumk7X389k9Wrn+aXX0xce+0pGBEc7Pz57bdllnHvXli9WlxaGzZ09t9yi7OglCEcr74a7rtP2rZtE7cXX99TMEihUCgUCidh/lZsDp3jhaU09KuZ8InY2FheffVVHnvsMfbu3YvJZKKoqIghQ4Zw4403MmzYMCw16NLZoAEMGSIbiHZKS9PAywu7XTRVTk5nHouCSy6RRceLL5aqIW7cdlv1b6JpzpXIqvD2lnjN6ggLg5wc52tdh4ICWbEEiIoSl9mcHEkIlJvLvo0biXcVrMHB0p+eXnEMPXuKYNy4Udx9K7NwIQwYIIn+Ro1yiklDUL7zjmS9XblS6m96esqEuLG/4w6xfeNGSR5otBvHDBwogvTAAdk8PfHbtUtiWX19ISLC+RkVirMQJRjrAD9N6PmvM8BlZWWRl/ceFstXBAS8DAzi4MGTe8H8YzRNZhibNoVrrnHv+/NPCfTfuRN27JB9UZH0lZSIC6uuQ0yMzJwmJIgrTN++4sqSnOy8ifv5yQ1YrVIqFAqF4iREB/vQOMSH/GJbjQlGg+DgYDp27AjA/v372bdvHyNHjiQ+Pp7x48dz4403EhAQUKM2gWiUiAj52WyGTZvgrbe2c+BAS+bNg2nTJArl//5Phue1a6XER42GLWqaM7ssiLi6+GK3Qw4sWUJ8+fdLq1bw44/VX69nT3n2yMsT91djf9550t+kCdx5p7PP6Ddid3btgq++kueRsjLZ2+2S5TYsTFYv77//xPdNSZHnlU8/lRhVoJNrf1aWTKI//rislvr5yWc19j//LL+kWbMkr4Rrf2Cg1FnR3mpXhwAAIABJREFUNLHV21uOVSjqEEow1gH+S7rwpKQk1q1bx5AhQ7jiiiu46663+eij27jjDo0XXjiDA0KTJrINGFB1/xdfuIvJWbMkXqJvX7nhGjd1A02Tmb9x4+SckSNPnBkcO1ZGubQ0or/5Rq4TFCSzkMHB0LixWtFUKBSKs5iLE8O5OFHcKlOzCvGzWgjyqS6A/8zRqlUrkpOTmT9/Pi+//DITJkzg8ccfZ/PmzScmx6lh4uJg4MDD9OrVErtdBGJoeVadP/6QYTggQPb9+8vWuHGtmvzv8faWiejqaNdO3F+r4/rrZXPF4XBOXN9+u4g3Q0wae8Old/RoSVtbWsqWNWtoEx8vIs8QxR07Shbd/HzZCgpkUt0QgCtXistuQUFFuRWCgpyrpjfdJGFBoaHynhERMvn+xhvSv2yZ2BMRIf0hIWplU1EjKMFYB9iQks2T87fy8vB2JIT7/+PzYmNj+f333xk7dixvvXUPF110Ia++2pZNm2D2bHFfqVGsVhgxwr1N150B7WFh8M03zhupMfPXoYP0a5rUC8nPh8xM2LdPfjZSm2/bRvM33zzxfb//XuIsFyyQm60hJA1R+eSTMsDs2CGjptEXGaniHhQKhaKecf+XG9mTWcBzV7ZhQJuIGn9/k8nElVdeyZVXXsnatWuZO3cuceXuPR988AEJCQn07PnvPYdOJ2azzLMadOokC2s//SSbkZZgzRrpy8x0Jl0953AVXN7ezvIoVdG4cYXKPurlJcl8XLnyStmqY8oU2XRdhGR+vrN+J4g7bcuWEvpz+LBsO3c6+//3P/H0MjCbZQbgp5/k9QMPuP8yfXwkvnTkSABCVqyQZy8fH+cxDRuKqzBI3KnKnKuoAvVXUQfw9jCzMSWbbem5/0owgtSSmj59Ov3792fEiARmzIA77tCJi9O47jrxjABxR6mVqhma5rz5+Ps7gy+qIiFBssdVR+/e/PHtt1zQujVkZ4sLSFaWzOiBzLZdcYWzLyNDRGJxsfQvWVJ17MaWLdC6tcRALFzozHBnbCo2QaFQKOoMTwxK5MGvNnHbZ+u4rF0kz1zRmpAadlM16NSpE53K4+9sNhuTJk3iwIEDnHfeeUyYMIGRI0dirQMlqwICJGHO8OGiVXbsgF9+cTr9TJokzj49esjKY79+ojPqgOlnJ5rmFG2u/J3gnDEDUlOdgvLIEfc8E1u3SuhPYaGsYhYWwuWXVwjGhFdecWbINbj6alllAFmxNFZENU22m2+WFU4jvtRoN7Y775T63/n54lFmtJtMsr/vPrj3XrG1e3dnu3HMww/DDTfA/v0weLC0GceYTPDIIzLJn5wseTRcr61p4gbct6/k3HjwwRPte+opmT1ZvVrKyrmGRfn5yapx48bivbZ+vbuXm5+fLC6oagFKMNYFmoT64mHW2P4fU4ZrmsZ15e4Mw4Zl8frrE/Dyuo2CggBSUwOJiIgmMlIjLg4uuEC27t2d3hD1BouFsqAgqTdVFR07wvvvV3/+6NEyEmZnyw3z0CFJPW64ESUnSzC8a8A+yPGBgfDBB+IOUllQJiaqOEyFQqGoIVpHBTLvrgt4b+kepizaxYo9x/j0xi60jQmsVbssFgvJycnMnDmTyZMnc8MNN/DQQw/x0Ucfcfnll9eqba5omixitWzpbLvqKpnb/ekneOghaWvSBPbskZ+nTZNnhlatZAus3a/63MUIC6qOhQvdX+u6M1MtsOH11+mamOguKCMjncc//LCsQNrtcq6uQ7duzv4xY5ztxmaUmzGbRfAZ7Q6H7A17PTykzJtrn647Ba/FAvHxzn7jGGPWwmSS1d/K1zew252uvq6b8fmLiiSGtaDA6elWVCRis3FjWLxYPl9l1q8XT7gPP5R/DiP/hiGqf/xR8nZ8/LEkjSwXqufn58s/yo8/iuB97z2YOfNEQb1wocTYTp0K8+Y5nyc1Tb6z8pqtvP66xNgafSAzQTNnVv/3cBpRgrEO4GE20TTUj+2Hc0/5Wvn5+YSFHWT58p6sX2/js88gPDyeAQN+5OjRBKZP13n7bflDu/nmOHr3lv+XLVtkpvGsnkTx9j55wMZ998mWkyMzTQcPykyeMTIeOiSCMS3N6Wbr7+8UmJ9+Kj937Chf5jnp26NQKBRnHg+zibv6NOeS1hG8sWgXzcIkhkzX9Vp1BfX29uaWW27h5ptvZtGiRUyePJn4+HgAtm/fTnFxMedVjuWvA3TvLtsrr8gQt2yZm87g5ZclCbpBZKREoEyZIq9XrZJn5qgoNX9ap9A0t2LdRXFxzhIqVfHIIye/lvELrwpvbxFF1dGgAXz2WfX9MTGS5bYqliyRWM5ff63+/I4d3d11K3PRRVKLzhW73fkHO2gQrFvnHjKVn+98bkxIkPhWw43YELXG9+vvL/8A5ULWpmny/Gh4qJnNIooNoetargbEFTCvfOHIELuu7sE5ObKqbIhkXXceXwMowVhHaBUZwMq9x075OrGxsSxevJiioiI2btzImjVrWLNmDfffX0T79jB79hyuuWYSISGD2bAhnVdeaYHFcjH33tseHx/o0kUGjQsukGRkrsnNzhkCA2Vr08a9/YknZLPZ5J/24EH3GpYzZ4qPD8gNomVLuQG98IK0lZa63bgVCoVCcWokhPvz1qjzASgqtXPNBysZndSIIR2ia1U4appGv3796NevX0XbpEmT+Oyzz7jooouYMGECgwYNwlwHs2FGR5+YIH3jRkkrsH27OOMkJzsXphwOKiafAwKcq5dDh8qCk8MBu3eLt2NQkEoAqqhDuP4xGvkvqqNnT9mqY8QItzwem5YskVrnBrfcIlt1GIsW1fHUU7LVEkow1hGSmoRQXGanzO7Aw3zq8XLe3t5069aNbq6uBEDHjufx4oujWLNmDb///jsPPvghEMxbbyWza1c4Cxfm8sILfjgcJpYuLaFnTyt//AG//y7Jx9q3VzOIWCwyExYT497+009SN2rdOnFhWLfOffaneXNxY+jYUbbzzxc3h1pIx65QKBRnGzlFZZhNGvd9uZEfNh1i0pC2RAR61bZZFbzxxhu0b9+eN998kyFDhhAfH8+jjz7KzTffXNum/S0WiwxhzZvLPKgrui6555KTnYLy11/FE3HwYDh6VBaHQJ4dgoJEPD7yCNx4I+TkeDB+vLS5bm3bSgoBY0HlnH7uUChqmbNSMGqa1goYDzQEFum6/k4tm/S3XNU5lqs6x57x92nevDkPlQcoLFmyhMTERNatW8eAAWFoGpSWTmTnzk+BLvTtu5omTWLQ9UfYtcvp1+3nV0JCQjEzZuTSvHkEWVke+PufPLHYOYGmydRsdLQzs6uB3S4ZXNevF9cKw+f87rslmLysTFYivbzEX9/TU/ZJSTJVm58vrhZGu7HFxMhqaFmZ+OUb7SpJj0KhOMeICPTiy3FJTPtzPy//tJ2LX1/K45clMqJTTK2uNhoEBwfzwAMPMGHCBObOncvkyZPZvXs3AIWFhUyZMoVu3brRuXNn/OqRe4/ZDH36yOaK4W3n6yu5Wo4dk+34cdkbJT+ysjyYNg1yK0XlfPSRDJurVsnCTliYCMjISNnuuEOiP44dk0SikZHS71V35ggUirOGMyoYNU0LAj4E2gA6cJOu6yv+w3U+Bi4HMnRdb1OpbwAwBTADH+q6/oKu68nAbZqmmYAPTvFj1Ch2h47ZVHMDW1hYGJdeemnF66lTpzJx4kTWrl3LmjVr2LNnDw7Hd6xePYbNm2Hs2LfYvt2T9evjad36EjRNIyRkAcePDyAhAby9d9CgQRpt25bSvz9ERUURGxtL8MmW+c8FzOaKYr+AZAtbt86ZynrHDnF3rcxbb4lg3LtXEvZU5pNPJLvY6tVSG8rAanUWGR40CFasEFcHIyubsT3wgGSITU6WDLUufQ337JEl5eBgieVMTpbPYTaLIDWbZbT28ZGMtOnpznZjHx8vgbHZ2c5YT9eA7uhoOTYnRwSva5+myROCpslKbXGxXMvbW4RzHXgAVCgUdQuzSePmC+Pp2zKMh77exOw1BxnWMQZzHbpdWCwWhg8fzvDhw7HZbABs3ryZR8rjx0wmE+3ataNbt27cfffdJCYm1qa5/xlj3tLX11lmsCoaNy4kJ0fmPQ0xefw4NG0q/WFhMnxlZEgqgdRUKQdy1VXSv3QpDBvmvF5QkAjHmTPFkWfjRvj5Z6egDA6WYaRZMxlKjFjNszqHg0JxipzpFcYpwI+6rg/XNM0TcMsfrGlaGFCk63qeS1szXdd3V7rONOAtYHql883AVOBiIBVYo2nafF3Xt2madgUwsfy8esGAycvQNI1h50fTNjqQ1tGB+FlrdhFY0zTi4uKIi4tj6NChbn09esDy5deQkpJCeno6aWnvk5aWRnp6NpGRclP+8Ud/Skr6sGjRZiZPbgdATMyXXHHFCCIjYcaMVyktTSU4OJuoqEwCAwPp3v0C7rzzDgA++eQTLBYLgYGBBAQEEBgYSGRkJBERNV9r64wSHg4DBzpft2kjMY4lJc59SYnTn75pU1i+/MT+zp2lv3FjeO016SsulmCSwkJnBliTSQKyCwtFvBUWynbrrdL/118wcaKbiW0ABgyQAPkFC2DcuBM/R3KyCNoZM0R8ViY1VUThlClV+97n5opdzz4Lr756Yr8xRf3AA+4ZcE0m+W6OHpXXDz8sLsE+PrQvLhYhHhEhWc1Aspft3u2ssWW1SgD+tddK//ffi4g30nmbTJK5zZhM+eUXEbWu/aGhsgIM8rspLnZPBd6woYhxkMkBu909XXiDBhW/H5+DB+W7dE0FHhQkT0q6LunGwb0/IECOcTjEdtfMa2azCHkvL2eWOEPIK6GtOAdo3NCX2bd2q3BTPZpfwi/bjnB1p1hMNTgp+3dYypNadO3alWPHjrFq1SpWrFjBihUrmDlzJqNHjwZgwYIFTJ06lW7dupGUlESXLl0IOMvCGTw8ZGgMD3dvb9LEmQqgKi68UIaoQ4ckvYCxN4bP5cudmV9d2b1bhtbXXpPhz2x2DhE+PrB2rdzGP/wQZs1ythvHDBsmf0crV0p8p1H62dhCQ9XtVnH2cMbUiKZpAUBP4AYAXddLgdJKh10E3K5p2kBd14s1TbsVGAIMdD1I1/VlmqY1ruJtugC7dV3fW/6es4HBwDZd1+cD8zVN+wH4vAr7BgGDmjVr9p8/4+lmYNtIZq0+yHM/JANyo3l0YCtu6dGE4jI7m9NySIwMwLeGRaQrISEhhISEnCTLWxQZGSVs2RKM1bqc9PR0XnnlImbONBaY7gcgL+9P4C62b9/O/Plv8NxzcnPdujUeh+MwMA/4GIB+/d7g8cfvpmFDnQEDriMwUCcoyI/AwECCgoIYOXIkN910E6WlpbzwwgsEBga6bQkJCcTExOBwOLDZbHjW1cQzHh7VT3H6+komouqIjpY6R9XRtatMsVbHNddIjUxDSBYWsnbZMjq1aiX9V1wh5UPsdhEoxj623I168GAZeSv3N2jgPD8uzj27FzjTZQ8f7iyXYmQHq2xf27YifAwx7EpEhFy/qAhTXp48MRQVOfu//15SU5fP5gMidA3B+NJLEqjrSufOTsH40ENS48mV3r3ht9/k5xtucOafN7jiCkmRDTI5kJHh3n/ttRUZ4zqOHSsTAK7cdpsURnM4qk6j/uCDYndurnOl2pWnn5ZV67Q05+8JnILylVfgnnvElyspybl6bGwvvii1u7ZskWLSRoY3i0V+fvpp2W/cKMFIRruxf+ghidFdv17ShRsYT1APPSRZ51auFEFfuf+xx8TupUvlae3++6svqaM47dTFMfLfYjJpBPvK/X7WqoO8+stO5m9I58Vh7YgL8fmbs2ueBg0acOmll1Z4/djt9gpX2oKCAvbv38+CBQsAmdxt3bo1ixcvpmHDhuTl5eF7jmbmDgtz3qqr4o47pKrWoUOy5ebK8GDMQ/fsCc89J23G8FJU5AyzsdtlPjAry3lMURGMGCHj1LRpJyYHtVqdQ9D998uco6ugjImR9wTJSHvsmHv5v6CgE9MkKBS1yZlUHk2ATOATTdPaA+uA8bquFxgH6Lr+laZp8cBsTdO+Am5CVgv/KdFAisvrVKCrpmm9gKGAFVhQ1Ym6rn8HfNepU6db/8X7nVHu6duce/o2JzOvhC1pOWxOy+H8RjJFtik1h6veW4GmQbNQP9rGBNI2OpCBbSMJD6hbDvthYVb69IkB5G5nJI0qLpYFocxM8PTsTuvW6wHx1ExPl3Yvr+5kZECPHr248cZrycrKZcSIweWZlDUglYwMCA6eT4MGb5OVVcwzzwzkiy/Ay8vB/PmRQA6yGL0YsDJq1GfcdNNwCguPcMUVPbFaSwgOhtjYCGJjY7n99tvp168fBQUFbNmyhbi4OMLDwzGdS3GAmuacNg0JASD/0CFnaZCICOfoWhXNmslWHR06yFYd3bq513qqTK9eslXHvfdWCOa/KmcmA/jmG9nbbDKKl5S4x3l+/bX8gRppsh0Od/E+Z46c59rv+nD2xRfu/bruFMsAn38u7+l6vsvTwPb//Y/WLVq4144yxJGmOYuguW5t20q/t7cIS9faVHa78/sMCJAnE7vdfTtfMkvi7y+CvHK/kQLRahVbbDbnZrc7s8uVlIgYdu2z2ZwBSZmZzskK14kAY3U7NVUEfeX+u+8Wwbh3r6RaHzNGCcYapC6OkafCXX2aEeJn5fkFyfSfvIwu8Q3olxjO9d1klT+7sJRAb486Eeto4JpBdcSIEYwYMYLs7GxWr17NypUr2bx5MyHl9+t77rmHuXPnEhsbS8eOHWnWrBmJiYkMGTKktsyvM2ia3Ob8/WWOqjJJSU5nkaoYN65qB5slS2T/f/8HEyaIoDS24mLn3FejRjKfmpUlziJ//SWpBwzB+NxzzgTrBomJsHWr/Nynj8xX+vk5RWXHjvD229I/aZJc289PnEo8PWU4NlIpfPedzLVarZCcHIzJJKu4RiKiffvkdu6aPuFk89eKcxNNP0PV2zVN6wSsBC7QdX2VpmlTgFxd1x+v4tjZyKpiU13XM6u5XmPge9cYRk3TRgD9dV2/pfz19UAXXdfv/qd2durUSV+7du0//2BVsKSqB9TTTG5xGWv2HWdTqgjJTak5HM0v4evbu9OxUTC/78pk3oZ02sUE0iY6kKahfvhZLSeNh6wJu08Vh0PK5mRmyvbHH7sIC2tO164S0pedLXEMOTnyfJqTo5OTA3fddZyRIw+SnFzCtdeeKES6dv2cwMBP2bXLypEjc/D19UTTSsjISAVKMJsfIy5uAw0a9AQmExoahK4XU1CQRVCQN/ffb6FXLz927BB3lcqhfaNHy6LQ9u0SGrh//24SEppVHDN8uNywd+6UXDbGecbizCWXyHP+/v0S3lh58eb88+WmnpEh34trn8XiDA0sKZFncA+Pf5/KvD78fVRFfbS7PtoM9dNuTdPW6bp+kkJkClfqyxj5T0nPLmLKr7vYnJZD96YhPHZ5Ija7g8QnfsLb00zTUF+ahvqh5R1hdP+utImuHxXq582bx8KFC1mxYgVHjx4lPT2dxMREtparjuHDh5Oenk6zZs0qttatW9PeKLpei9Slv49/w+myOyVFJtONsn95eSL8DMH35pvyrGD05+fL3Nkbb0h/UpI4erg61QwcCD/8ID9HR8ukvCtXXSXznCDitXLCoZtvdkZ0GCkDjOcciwXuvFOEbmGhOOtUfga5/XY55vhxSaPg6qBiscj1hw0T1+F773U/12IRp5aePcVBZsoUSE8/QPPmjfD0FHsGDoRWrSQaY9EiKtqNrV07cSfOy5Pv17XPw0M+s+VMLplRP/+uTzY+nsmvKxVI1XV9VfnrOUhMYWXjeiDhUt8CTwJ3/cv3cE0tGgOkV3NsvSbAy4O+rcLp20qc+3Vd50huCQ3K3W0OZRezZEcGc9alup238YlLCPTx4MPf9/L9pkP4e1nws1rw97KQnVlCj56SZGfdgSwO5RRV9PlZPfD3shAVVLupT00mybtiEBmZRq9ezlWGoKDKnpYikHU9BE0LITFRZupycty3nj1H0a7dKFJTxTPPqJeammolN1enVav+gDfbtmk4HGaOHYMjR4o5eDAbKOL778cRELCaoKBryMh4G4fDhN3uwG4HMLFz54e0aZPBzp3n8+mnAwD31bfIyBQuuMCTn38O4u67rSd87uRkEYzfflt1WR4jNPDdd91z6RhkZcl389hj8vmM79KYNczKkpvlY4+Jt5/R7uEh72vMnL70kngEGjdxDw9ZgDQ8DN95R2ZBPTycx4SHy2wryICUlib9xs06LAwuu0z6//xTBhzjJu7pKXYbyQ4OH3bWHfb0dB9UFAqF4t8SFeTNi8PbubXZHDoTL23Jnsx8dmfks3hHJkfzy2gUn0mb6EAy8oq57sNVNA31ky1MRGWzMD98POvGzWjw4MEMHjy44iG1oKCAo0aMN5CQkMDx48dZsmQJM2bMAOCSSy7hp59+AmDYsGF4eXlViMmoqCgaN25M0/KbcU5ODr6+vhUxl4rTR2yse9RAZe7+myWQFeWpJO12WUmsHN2wZImMs6WlsHLlX7Ru3YGGDZ3977zjdLwxUiQYDiy6LtEP1TmomEzQt6/TscToL1/4RtfFGcfoKylxOvqA7NevP9FBJSlJBOORIyKYS0vj3GrcR0WJYNy2zRlZ4sr8+SJUlyw5MWk9wOLF4rQ0axZcf737M4iHB/z4o4jOOXNkBdf1GcbTU8R0TIw4v0yf7kwfYKQJePddeZ9vvpHIFNf0Bpomn8nLS5ybFi92T49gMjmf2779VlIguPZ5eTljcr/7ThYVIiOr/h5OJ2fsP1/X9cOapqVomtZC1/UdQF9gm+sxmqZ1QLKYXgbsAz7TNO05Xdcf+4dvswZoXu7WmgaMBEadtg9Rh9E0za2+1FWdYxnRKYZDOcVsTssh5Xgh+SU2fK2yrORntRDg7UF+cRmHc4rJL7GRV2irWIGctfrgCWIzwMvCpqckM+d9X25g2c5MfK0WfD0t+HlZiAn25rWrJJbxizUHSc8uxs9qkWOsZsL8vUhqKneNwznFlNkdWMwaZpOGxWTC02KqSOpjd+iYNE6bO5BxGatVEnlWR0wMTJ5svLJiuNGKwHP3QcnJ0di2LZuUlBQOHuzPwYOtSElJ4bXXDhAfH8+MGTN59NFHyc3N44sv8pg1yw6Y2bJlN/v3p7Bq1VqeffY5wMywYVmADfBj7dr9BAWF8OabbzN9+kxMJk/69NmPxWJH1yNYsuQPTCYPPvlkBosWLcFk8uTSS9fh4WHH4WjJl1/OxGaDb7+dx6ZNyWiaByNGLMLDA0pKuvP8849RVgbLl68iLS0TsDBu3BwsFjPp6f1JShpKWRns2rWfvLwiCgt1nn76K9LT08nMDCUjozVlZVBcXIbDYaJhQxOGMF++XG6sNpsMVDabrKwagvHttyU+w5WOHZ2C8e67ZbBwpVcvuYGCDBi7drn3DxokgwHIIHvkiPvqbo8eLSq8V5s3lwHJtf+aayTHjq6L12blgWDoUAlJLC6WEL/KM5N9+4qNBQXiKeo662o2S+hjq1YyAfHrr+59ZrNMYERFySzx1q3St3u3Hw0aiI2xsTL7WVjoTDzrOhg1bCheqMXFMitceaDx8ZFrVn5wMP4nvL3lOON35tpniHNNc4ahVu437HH1jq1DXnwKxb/Gy8PMTRfGu7X98MtiLuwq7qolZQ4ahfiy40geP287gt0hnlmvjmjPsI4xrNl/nAmzN+DjacbH04y3pxlvDzP3XdyCtjGBbD+cy7fr0/DyMLscY6FXi1Aa+lk5ll9CalYRVg8TVosZq8WE1WIiyMfzP2dN9/X1dYtpfP755yt+LioqYu/evdhlhhNd1ykqKmL9+vXMnj0bR/k//tixY3nvvfdwOBwEBQXJd+Xlhb+/P/7+/tx22208+OCDFBUVMWbMGPz9/fHz86vY9+7dm65du1JUVMSiRYvw9vbGx8cHb29vvL29iYiIIDAwEIfDgcPhOLfCQM4AxhhTuayIqyd/QUHOCdEdo07y1KxpIpiqw8tLkrVXR0jIydMnxMeL4KmO88+XMXzJkqX07NmLsjIRtUb6g65d5fzSUvfNyDfXsaNMXBvtJSUy7hnfSWKi5Mwzrmvsy//c8fOT9Aiufa4pFLKzJXmSEYliRJwY6RL275dnINdoFYdDVk1BXI1nz3aPVgGnYFy4UEL8jXNBJvUNwThzpny+zp3rsWAs525gZnmG1L3AjZX6fYARuq7vAdA0bQzlSXJc0TRtFtALaKhpWirwpK7rH+m6btM07S7gJ6Ssxse6rm89Ux+mrqNpGlFB3lWuCo7sEsfILnFubUuMZSTgkYGtGNezCXklNvKKbeQX27C5TOd0jW+A1WKmoMRGQYmN/PK9wfebDvH7rqOul6d1VAA/3NMDgLEz1rIpNcetv0t8A74cJ4EDF7+2lL1HC7CYDEGp0atlGFNHyTTW4LeWc7ywlNLiYnzXLcGkafRpGcYjAyUpy4h3/6S4zFEhOk0aXJwYwe29ZHZ01AcrMWmaPPCW9/dvHcHILnEUl9m5/6uNmDV5b5OmYTZBv1bhXNI6grziMl77Zaf0m4MwBwRjbtee0cND6dS4AdmFpbyzZA/mRt15YuYSzCYNDegUF0CkDzg8fPjmr11EX9ibZ6a3orSkhNLiIoIdOZiKc4hu4sm2I0cIax9Nn2v7ojscOBxJ+JQcw2IvJrGDjV0ZOUR1gBZl3uX95+NZkIGnlk+fS0vYe7SAyN37OVi4CbvdznG7D9rxQwT6LubWux8kLauI7Rlz2X1sBXa7jZ/W2LEdSyEmch3TZl1GRl4Jd935ODtWrsRmK2PSmw7KstI5r91qflu+iuyiMoYNG8rmjRtJzfIgpkUDQn0t9OxxIfvSXqGwxM7s2bNA1wkJCWHh4hCaRofx1VeROEybt189AAAbM0lEQVQ+FBU7KC0DW5kIjvwSDT+rhWnTIPO4nZISndIyKCvVCAqG4jJ5iHv2Wcg46qgQP3abRvNmYAjWO++UFWMjbM9uBy+vbEDi7/r3l8HGNRdP48by92fk5DEGEmMGNitL+ktKJLSu8kDk6SmC8fhxuKsKf4jXXxfBmJIi4rMyH34o7jjbtrmGbTo9QGbPhquvllnjfv1OPP+HH8Qd58cfJU9RZZYtk4zGs2eLa3Rl/vpLJlE++ECSQVTGyBz46qsykFbmyBFZJX7iCXjuuV4n9BcUiGi97z4ZFA1XJpNJhGxeeU7s8eNlsHOtxBIYKN+L0b9wobN/2jRnUmCF4kzj66ER6CNBXLENfPhgtPyPltocHDxeyO6MfNrHiruqv5eFrk0aUFRqp7DUTlGZnaP5pZSVj6H7jxYy7c/9lNgcbu/x7R3daehn5dfkIzz89eYTbPj53p4khPvz6Z/7eWHh9nJBKaLS02Li81u6Ehbgxdy/0pi7IQ2rxUT2sWLmHdmA2aTxzODW+Hha+HnrYVbsPVY+vpqwmDRMJg8m9JVyHX/sPsbQ/72FxaShOxxkZx2jKD+PIR0kmdba/ccYO+l9SoqLKS4qori4iNKifKKjowFYty+TjUfKKNyXQlFhAYWFhdhLi9A0ja5du7Iy+QDDxt4Pujz16roDvayE156eyN13382GXQfpPzwWT4sFq9UTLy8r3h5mXn3+aa688kpW/bWJxx9/ArPJJM8HZhMWs4mHH3yAzp07s2nTJl5//XXMZjMWiwWz2YzZbObOO++kRYsWbN68mdmzZ1e0G9uYMWOIiopi69at/PbbbxXtxjWuvPJKgoKC2LlzJ5s2bTrh+gaZmZlkZ2dXCGFvb2+8vLyUAD7NmEzOUtMGPj5Vx6UaREU5y69URfv27l5slRkwQLbquOEG2arjvvuq9hIzePZZ2arj/fedCeJd0xQYfPqpPFPUxKTtGRWMuq5vwPVJ6MT+Pyq9LqOKuom6rl9zkmssoJrENop/TgNfzwr31qq4unMcV5/kYW3GzV2xO3QKSm0VotKV8X2bc7ygFLtDx+bQsTt0Qv2d//VjujfmWEEpdocDm0PHZtdpGuosXHx+o2ByCstIO3SY0LAAdB23ZD9h/l4Uldlx6DoOXWZMPcyGe6pOmd2BQ6ei3+HQyS+30e7QST6Ui8OhY9d1ERYOneZh/gAUldqZszYVuy5228uPC/DyoFPjBhwrKOXFH7ef8J3839C2tOkSx6bUbD7aUoosgoP82/kzZWQPBp8XzZ97jnLTtLXS7tu14vyPxnSib6twftl2hFunrwUaQLQzFdzssd3o1iSEeRvSGD97A9AM2jhdX7+760LaxgQyc9UBHv12C/hdCBdfiFZuwbL7L6JJqB/vL9vD8wu2Q8JIQhNGVpz/QjeN3kkd+eTP/byxaBck3UO0S2KAiG0fYrFYmPLrLj5avg8Ik479ADkceLEHQ4cOpfmoJ5m9xjU3FVBWjO+PTzBixAiOtRjMdxvdPck9vi+k25H5DBw4kL98m/HbdpcMo3/Bc38VMcRzE7179+bjvT6s3X8cW1kZmgfodju/P76ZYQ3SuPHGnry5yc6OQ7kUFhZgApL3w7xJZQyJymPy5O68uCKXg8fyKcvLwwp8lQvrX3NwZSM7q1Z14YlfD5GZW0RBfh4aGks0yHjXxGWNLWzd2oHnlu0lv6iEgoJCQOPHYp2j0y30ifFm6dI2vL5+O6WlNoqLi0GHucd1js+x0jUsgFlfNmXmvmSyjmdhtcrf8xdpdrIX+tLKN4ipH0bzw5Ht2Gw2bGU2QGP6bjs5SwOJCWnA868HsSxnJza7HbvdAbrGR1vs5Hk3pHHjBjz2f56sLtqNw+FA13U0NN5e5+BG3xg6dAjmoedK2VCyF2csu8aUFTDOuzE9egRy79M5bCnd7/a7eeE3uLNvU/r08WPrka3khcr/kXGJJ76HCRc3p18/H/K9j7HHkeaW+PbhOXB//wS6dPHiEJmkmw9V9JvN0v/IZa1o2tSDJj0Oc8wrA12HLHsToP4UM1ecnXhaTDQLE3dUg5YRARXeNlUxoE0EO567FLtDp6jMTmGpjeJSB2EBMgb2aB7KR2M6UWJzUGpzUGKzU2JzEO4v94RWkQFcn9SIkjJpLyk/xmoR0VJcZud4QSklZQ6y8xyklx53W5HYnJZTMYYZ46/doTOhryyz/LD5ELNWH3Sz2cfTzCOjZEL2s1Wp/JRbnonZDPhCaISVUaNkRmvamiOUJN2CGfkP9QPiGngz/p7uALyz+jiRo19zu36Ul51LLpGsK98cCSF67Ptu/b7FR2hY7jd574J00tu4514yHd5Gbnng3ZivUzgeOhTQy0Wpg7I9qxl2+DAtWrRg9Ff7OZqXCA4Rq+gOCrYtpV+/NKKiorhu1m4yMr1cMnSXkb95IV27dsXq48+o6ZtJTzsk5wLoDvI3/sTHj97M8YJSBr7+G6kpqeg4b3R5678n7c95FGJl2MvzOXT4MKZywW4ymWh4dBPLZk/lYFYxN7/9M1lZWeWVkWTCuZWWxoxXHiP5UC7jP/qN3LxcTOWlkzSge2AOL0+8k40p2fxv5jIKCwrdzh8QY+fBW0exet9xnvvqTxl/gIKCfPx//5oRCR7cfPUVLN91lFfnraKs3N1E00BD48bz/BkyoA+Lko/w7sL12Gxl8t4agMZdSaH0uaArP245xLRFGytWpQ0vsYd6RdPxvHbM25DGl79vlfGn/HwNjacubULTpk35am0KP6zZWX6e9HuaTTx1eQsiIiL4bMV+lm09yNGjx5i993c0wM9q5n+XtqRBgwZM/3Mf6/ccrlgM0DQI9vFgfL8W+Pn5Mf3PfexIO1bRp2kaYX6e3NyzGV5eXkz7Yy9px/IrbNc0iA7yZlS3xlgsFj5evpdj+SVoGIsRGvGhvgw+LxpN0/jw970Ultox9JqmQbMwfwa0kSSBH/6+l1K7A638CE2T/+eLEkIBeH/Znoo+o79NdCDdmoRQanMwY+UBZ1/5/ry4IM6PC6aw1MaXa+XZqqG/lcvbVZEt/TSinNEVpw2zSSPAy4MArxNTaxmxl9Uxpnvjk/Y/OUj8CyQ+4/wT+qdee2KbgaZpfHVb92r7fa0Wfru/V7X9YQFebH66/wntxkN2fIgvyc8MqBCUevneKH/SIsKfl3t606WriGqHrmN3UOFS3DY6kLl3XoBD18vHGtkbDySdGgXzxdhu6JSPZ8j7toqQGlxJTUOYcXOX8j6nXY0aStr4ixLkYcToN2w3BHe/VuHEBvuccH3PzB2Eh4fz/+3de3hU9Z3H8fcXJAISNClokbSCFAXkCShU7BZFbdcLXlptt2pv9rJl63b3aWu7z4q6Wrft01qtz651W7x1q5VrBculUtFFQQuKRBFMAMEYAeViJhEI5D7f/eP8EicwiSIzmTn6eT3PeTL5nTMnn3M4zHd+5/zOzIWj+3DigKPa8yU9WuKyU+fSq2cPyl6vZdjAfjQ1NbFn71727q1jz969nPLAAwwaNIg+Q45n+HGFzJ8/n8bGRlpaW0m2NDNg1CiOPfZYJo45nlOO78/vfvvb0PFppbWxnhUbV3DyySdz+aWTGHVcH2795a3tf/vt+jp+VraAHj16cP4F36SkXw/uvueeUO16sGtPNX9bNZfbb7+dsWMuoSDZwLxHFmMWjaesTGxl4YpZTJs2jcHHfZq6PbtZu3ZVOE1nVOzYxEMrZjF9+nT69R7JW9U1VKx9ESwajrt6y0vctXIOCxYsoGevY6mr2U3FhgogKugr//wsP39uLkuXLiXZq4Ddu6t5tbKyff6yOUvZu3oBy1c+R/MbDexJJqjeloj+cbYZjz/0F+pefJSVL77MvKV7SSQS7Apfy7Fhh7HovofZt+4Jniuv5LG/vE2ipoaamlowY2MN/Ok3D7J//XKe3/QmT86toaamhj3R99qwvhoe+uX3qN+8itVVCZ6ZmSCRSFBXFxXNimq47z++QUHtayxYtYmVc6upqalhfxiHs/5puP/6qxnYo45rfj6NhyuNRCLR/obkleXwh6lf48SP9Gbq3fO4dfFbJBIJmpqi8bGVy+CP13+VMcMG85Wbp3HX0reoTlRHb1iSsHU5zL7xq3zq1FO4/Jqfcf8zu6itfZsBx3dxk49IDPTsEY2sOPD7lTsbGdTm9KHFnD60uNP5qSOI0n3Qxo/OO5kfhc5Zm7Y38AA3XzKKqZNH0Nqa0qFM+UDEGy8ayfc/OxwPJ1yjW0jeeZM7dfJI/vmcT7TPTyadgiN60DuMjbzholHU7G8KtTGqIYVHHsHJn4g6hF8a2YePfWJENCTPoxo5oN94Job3DT++cDS1+5vD+qN1fLz4ND5TGo0k+e65I6hrbGmf5+6M+MrpTDo1usXkC6cPCyeUoTWZpDWZZNzXzmLcuCEATBxVQnPzcdFJ42SSZNKZ8MUJDBs2jKTBKUMGMeyjRe3z3Z0zJo/lmGNaMKDkuAH073MkyWQyql/JJMOHXs5RRx3F/n0t9Ondm/6Fhe1Db1uTSfY3NNCzZ09ak86e/fXU7Kl751uncKorouspLa3O9po91NTWhtpuuDuv//XP3Hbd92hobqVye03oPL/zb7Llr/P5t+98mX2NLazf+hb79u175zJU9T52PLGIb19xKbvrm1lbtYv6hvr255sZNU/9L5ddcC6Juiaef3U7zU1NHdZf/7c/cu6nZ7NjdwMrNr5Ja0tr6mx4fiazpz/Ittp6lldsJZnseO9Cn3UPc8/dd1P5Vh1PrG3rFIWT/C2N9NuwkNtvv53ybTU8+sKrUe3dGn3JQnL/bvptfpybb76ZZzZuZ/GLVdH80FlufnsHfSqXce211zJ/9Ws8/3ptVPsxMGjaWUmvqhVMmTKFh57ZxKZEx5s+G7eW02vrEK666iruXrqBnfs7fjjo/s2rOOIbn+Tiiy/mziUV7GnueHlv/4anefja6NsBf7W4gqZkx/kN5U/w159ezdixY6OT9QdoWruYp3/zQz5acgI/XVRx0PzWlxZS9sB/Qu/+/GRhNP/43s1cXPr5g5bNpKx9SmpcfNA+Ae5QxDF3HDNDPHPHIXPbmx53p6mpiWQyyVNPPcXEiRNpbW2ld+/e9O7dm5aWFqqrq9sLunvUsS8uLqawsJCGhga2bNnSfiWurbCXlJRQVFTE3r172bhxY4f5ra2tjBo1iuLiYqqrq1m3bl37etuWGz9+PMXFxbzxxhusWbPmoPmTJk2iqKiIGTNm0KtXr/b5bdNFF11E//79KS8vp6ys7KD5V155JX379qWsrIzVq1cftP4pU6ZQUFDAsmXLKCsra9+utmWmTp0KwKJFi9rnt80rKCjgpptuAmDmzJkd8rs7hYWFTJo0ibPPPpt7772X8vLyDvMHDhzY/vw77riDV155pcP8E044gRtvjG5Xv+WWW6iqquowf8SIEVx//fUA/OIXv2jPerj0KamH5sNaI+OYGeKZO46ZIbe5U+/5bGxspLm5ub22JZNJzIyiouhr2RKJBI2Njbg7K1asYMKECfTq1YtB4auTtmzZQkNDQ4fX/759+zJ0aHRf7/r162lsbGyf7+4cffTRDA83ApaVlbXX39TX/xEjRgCwbNkyWlpaOtSmwYMHM3r0aNydhQsXHlS7hg8fTmlpKU1NTcydO5fy8nJGjhzZvlxpaSljxoxh3759zJkz56DaOGHCBEpLS6mtrWXWrFkHzT/nnHMYPXo0O3bsYMaMGQfNv+SSSxg5ciRVVVVMnz49ZHtn/pe/fBUnnXQS5RXrU57fdsLemfKdf2TLli306def2XPmQDjZAYAn+fEPf0BJSQlPLHuGefPmdZhvnuSWm25k4MCBzH90CQsXLWxft7tjyRb+69e3UVjYnxkP/5nFixdzxZf+gUsvPJRvJUyvy/p44E76sE3jxo3zw/Xkk08e9jpyIY6545jZPZ6545jZPZ6545jZPZ65gdWeB7UnLtOHtUbGMbN7PHPHMbN7PHPHMbN7PHPHMXNX9VF35IqIiIiIiEha6jCKiIiIiIhIWuowioiIiIiISFrqMIqIiIiIiEha6jCKiIiIiIhIWuowioiIiIiISFrqMIqIiIiIiEha6jCKiIiIiIhIWuowioiIiIiISFrm7rnOkFNm9hbw+mGuZgBQnYE43S2OueOYGeKZO46ZIZ6545gZ4pn7BHcfmOsQcfEhrpFxzAzxzB3HzBDP3HHMDPHMHcfMndbHD32HMRPMbLW7j891jkMVx9xxzAzxzB3HzBDP3HHMDPHNLd0rjsdJHDNDPHPHMTPEM3ccM0M8c8cxc1c0JFVERERERETSUodRRERERERE0lKHMTPuyXWA9ymOueOYGeKZO46ZIZ6545gZ4ptbulccj5M4ZoZ45o5jZohn7jhmhnjmjmPmTukeRhEREREREUlLVxhFREREREQkLXUYRUREREREJC11GA+TmV1gZhvNbLOZXZfjLB8zsyfNbL2ZlZvZ90P7T8zsDTNbE6bJKc+ZGrJvNLPzU9q7dbvMrMrM1oV8q0NbsZk9bmabws+i0G5mdmfIttbMTktZz9Vh+U1mdnUW856csj/XmNkeM/tBPu5rM/u9me0ys5dT2jK2b81sXPi32xyea1nKfJuZbQi5HjGzY0L7EDOrT9nn094tW2fbn6XcGTsmzGyomT0Xcs82s4IsZZ6dkrfKzNaE9rzZ15L/sv3a9j7yxLJGmuqj6uN7y53XNbKTzKqPcamP7q7pfU5AT+BV4ESgAHgJGJXDPIOA08LjQuAVYBTwE+DHaZYfFTIfCQwN29IzF9sFVAEDDmj7FXBdeHwdcGt4PBlYDBhwBvBcaC8GKsPPovC4qJuOgx3ACfm4r4GzgNOAl7Oxb4FVwKfCcxYDF2Yp83nAEeHxrSmZh6Qud8B60mbrbPuzlDtjxwQwB7gyPJ4GXJONzAfM/zVwU77ta035PXXHa9v7yBTLGonqo+rje8ud1zWyk8wZOyZQfczqpCuMh+d0YLO7V7p7EzAL+Fyuwrj7dnd/ITzeC6wHBnfxlM8Bs9y90d1fAzYTbVO+bNfngAfC4weAz6e0P+iRZ4FjzGwQcD7wuLvXuHst8DhwQTfk/Azwqru/3sUyOdvX7r4cqEmT57D3bZjX391XevSK92DKujKa2d2XuHtL+PVZoKSrdbxLts62P+O5u3BIx0Q4I3ku8HAmc3eVOfzNLwEzu1pHLva15L18qSPtPmA1UvUxA+JYHzvLne81UvUx3vVRHcbDMxjYmvL7NrouPt3GzIYApwLPhaZ/CcMUfp9yybuz/LnYLgeWmFmZmU0Jbce5+3aICj1wbGjPp9wAV9LxBSPf9zVkbt8ODo8PbM+2bxGdpWsz1MxeNLNlZnZmaOsqW2fbny2ZOCY+Aryd8oagO/b1mcBOd9+U0pbv+1ryQ97WR4hdjVR97NiebXGvjxCvGqn6SP7XR3UYD0+6seg5/54SM+sHzAV+4O57gN8Bw4CxwHaiS+jQef5cbNen3f004ELge2Z2VhfL5k3uMEb+UuBPoSkO+7orh5ozF/v8BqAFmB6atgMfd/dTgWuBGWbWPxfZOpGpYyIX23MVHd/s5fu+lvyRt8dEDGuk6mPH9lyJw2t23Gqk6mNMqMN4eLYBH0v5vQR4M0dZADCzXkSFcLq7zwNw953u3uruSeBeokv60Hn+bt8ud38z/NwFPBIy7gyX8tsu6e/Kt9xEBfwFd98J8djXQab27TY6DnvJan6LPkzgYuArYWgHYchKIjwuI7q/4aR3ydbZ9mdcBo+JaqIhUEcc0J4V4e9cDsxua8v3fS15Je/qI8SzRqo+dmtmiGl9hPjVSNXH+NRHdRgPz/PAcIs+mamAaOjFglyFCeOp7wfWu/sdKe2DUha7DGj7tKcFwJVmdqSZDQWGE92Y263bZWZHmVlh22OiG7dfDn+z7dPGrgbmp+T+ukXOAHaHS/mPAeeZWVEY1nBeaMumDmeY8n1fp8jIvg3z9prZGeH4+3rKujLKzC4A/h241N33p7QPNLOe4fGJRPu28l2ydbb92cidkWMiFP8ngS92R27gs8AGd28fSpPv+1rySl7VR4hnjVR9VH18r+JYI1UfY1QfPQ8+eSfOE9GnZr1CdCbhhhxnmUh0mXstsCZMk4E/AutC+wJgUMpzbgjZN5Ly6V3duV1En3b1UpjK2/4e0Zj0/wM2hZ/Fod2A/wnZ1gHjU9b1LaKbozcD38xy7r5AAjg6pS3v9jVRwd4ONBOd6fp2JvctMJ7oRf5V4C7AspR5M9G9C23H9rSw7BfCcfMS8AJwybtl62z7s5Q7Y8dE+L+yKuyLPwFHZiNzaP8D8N0Dls2bfa0p/6dsv7a9jzyxq5GoPqo+vvfceV0jO8ms+hiT+tgWWERERERERKQDDUkVERERERGRtNRhFBERERERkbTUYRQREREREZG01GEUERERERGRtNRhFBERERERkbTUYRQREREREZG01GEUyWNm1mpma1KmIRlc9xAze/ndlzwoy/Fp5p1pZhWHsj4REZHDoRop0j2OyHUAEelSvbuPzXWIoNMs7v60mU0GFnVzJhER+fBSjRTpBrrCKBIzZtbTzG4zs+fNbK2Z/VNonx0KUttyfzCzL4SzpE+b2Qth+rs06zzFzFaFs6NrzWx4d26TiIhIJqhGimSerjCK5Lc+ZrYmPH7N3S8Dvg3sdvdPmtmRwN/MbAkwC7gCeNTMCoDPANcABvy9uzeEIjcTGH/A3/ku8N/uPj08t2f2N01EROSwqEaKdAN1GEXyW7ohLucBpWb2xfD70cBwYDFwZyiQFwDL3b3ezI4G7jKzsUArcFKav7MSuMHMSoB57r4pGxsjIiKSQaqRIt1AQ1JF4seAf3X3sWEa6u5L3L0BeAo4n+gs6qyw/A+BncAYorOmBQeu0N1nAJcC9cBjZnZulwHMLkv5kIEDz8SKiIjkimqkSIapwygSP48B15hZLwAzO8nMjgrzZgHfBM4My0F0dnW7uyeBr5FmKI2ZnQhUuvudwAKgtKsA7v5ISjFenYmNEhERyQDVSJEMU4dRJH7uAyqAF8JHdN/NO8PLlwBnAU+4e1No+y1wtZk9SzTUZl+adV4BvBzuBRkBPJjF/CIiItmiGimSYebuuc4gIjFgZnXu3q+L+UOARe4+uttCiYiI5AHVSPkg0xVGEXmv9nT1pcTAQqC6+2OJiIjknGqkfGDpCqOIiIiIiIikpSuMIiIiIiIikpY6jCIiIiIiIpKWOowiIiIiIiKSljqMIiIiIiIiktb/A7L2KAOF49XtAAAAAElFTkSuQmCC\n",
26      "text/plain": [
27       "<Figure size 1080x1080 with 6 Axes>"
28      ]
29     },
30     "metadata": {
31      "needs_background": "light"
32     },
33     "output_type": "display_data"
34    }
35   ],
36   "source": [
37    "import pygmo as pg\n",
38    "import pykep as pk\n",
39    "import numpy as np\n",
40    "import matplotlib as mlp\n",
41    "import matplotlib.pyplot as plp\n",
42    "%matplotlib inline\n",
43    "\n",
44    "fig, axes = plp.subplots(nrows=3, ncols=2, sharex='col', sharey='row', figsize=(15,15))\n",
45    "problems=[pk.trajopt.gym.cassini2, pk.trajopt.gym.eve_mga1dsm, pk.trajopt.gym.messenger, pk.trajopt.gym.rosetta, pk.trajopt.gym.em5imp, pk.trajopt.gym.em7imp]\n",
46    "\n",
47    "#We now loop through the 6 problems:\n",
48    "for prob_number in range(0,6):\n",
49    "    vec=np.zeros(20)\n",
50    "    vec_2=np.zeros(20)\n",
51    "    vec_3=np.zeros(20)\n",
52    "    vec_4=np.zeros(20)\n",
53    "    #Now, we loop through 10 runs (each problem is run 10 times, and the results are averaged to remove the randomness)\n",
54    "    for x in range(1,11):\n",
55    "        udp = problems[prob_number]\n",
56    "        #I define the problems to be handled:\n",
57    "        prob=pg.problem(udp)\n",
58    "        prob_2=pg.problem(udp)\n",
59    "        prob_3=pg.problem(udp)\n",
60    "        prob_4=pg.problem(udp)\n",
61    "        #We define the algorithms (ACOmi, SGA, SADE and PSO):\n",
62    "        uda=pg.gaco(gen=1000, ker=15, q=1.0, oracle=1e9, acc=0.01, threshold=500, n_gen_mark=7)\n",
63    "        uda_2=pg.sga(gen=1000)\n",
64    "        uda_3=pg.sade(gen=1000)\n",
65    "        uda_4=pg.pso(gen=1000)\n",
66    "\n",
67    "        algo=pg.algorithm(uda)\n",
68    "        algo_2=pg.algorithm(uda_2)\n",
69    "        algo_3=pg.algorithm(uda_3)\n",
70    "        algo_4=pg.algorithm(uda_4)\n",
71    "        #We generate the first random population of 20 individuals, with controlled seed:\n",
72    "        pop=pg.population(prob=prob, size=20, seed=x)\n",
73    "        pop_2=pg.population(prob=prob_2, size=20, seed=x)\n",
74    "        pop_3=pg.population(prob=prob_3, size=20, seed=x)\n",
75    "        pop_4=pg.population(prob=prob_4, size=20, seed=x)\n",
76    "        #We print the log every 50 generations:\n",
77    "        algo.set_verbosity(50)\n",
78    "        algo_2.set_verbosity(50)\n",
79    "        algo_3.set_verbosity(50)\n",
80    "        algo_4.set_verbosity(50)\n",
81    "        #We evolve the populations:\n",
82    "        pop=algo.evolve(pop)\n",
83    "        pop_2=algo_2.evolve(pop_2)\n",
84    "        pop_3=algo_3.evolve(pop_3)\n",
85    "        pop_4=algo_4.evolve(pop_4)\n",
86    "        #We extract the log:\n",
87    "        uda_gaco=algo.extract(pg.gaco)\n",
88    "        uda_sga=algo_2.extract(pg.sga)\n",
89    "        uda_sade=algo_3.extract(pg.sade)\n",
90    "        uda_pso=algo_4.extract(pg.pso)\n",
91    "\n",
92    "        log_gaco=uda_gaco.get_log()\n",
93    "        log_sga=uda_sga.get_log()\n",
94    "        log_sade=uda_sade.get_log()\n",
95    "        log_pso=uda_pso.get_log()\n",
96    "\n",
97    "        #We store the results in a vector\n",
98    "        i=0\n",
99    "        for entry in log_gaco:\n",
100    "            vec[i]+=entry[2]\n",
101    "            i=i+1\n",
102    "        i=0\n",
103    "        for entry_2 in log_sga:\n",
104    "            vec_2[i]+=entry_2[2]\n",
105    "            i=i+1            \n",
106    "        i=0\n",
107    "        for entry_3 in log_sade:\n",
108    "            vec_3[i]+=entry_3[2]\n",
109    "            i=i+1\n",
110    "        i=0\n",
111    "        for entry_4 in log_pso:\n",
112    "            vec_4[i]+=entry_4[2]\n",
113    "            i=i+1                   \n",
114    "    #We average the stored results over the 10 runs:\n",
115    "    vec=np.true_divide(vec,10)\n",
116    "    vec_2=np.true_divide(vec_2,10)\n",
117    "    vec_3=np.true_divide(vec_3,10)\n",
118    "    vec_4=np.true_divide(vec_4,10)\n",
119    "    #We finally plot the results in a semilog plot, for each problem:\n",
120    "    if (prob_number==0):\n",
121    "            axes[0,0].semilogy([entry[1] for entry in log_gaco], vec,'k--', label = 'ACOmi')\n",
122    "            axes[0,0].semilogy([entry[1] for entry in log_sga], vec_2,'r--', label = 'SGA')\n",
123    "            axes[0,0].semilogy([entry[1] for entry in log_sade], vec_3, 'b--', label = 'SADE')\n",
124    "            axes[0,0].semilogy([entry[1] for entry in log_pso], vec_4, '--', label = 'PSO')\n",
125    "            #axes[0,0].legend(loc='upper right')\n",
126    "            axes[0,0].set_title('Cassini 2: gen=1000, pop=20')\n",
127    "\n",
128    "    elif (prob_number==1):\n",
129    "            axes[0,1].semilogy([entry[1] for entry in log_gaco], vec,'k--', label = 'ACOmi')\n",
130    "            axes[0,1].semilogy([entry[1] for entry in log_sga], vec_2,'r--', label = 'SGA')\n",
131    "            axes[0,1].semilogy([entry[1] for entry in log_sade], vec_3, 'b--', label = 'SADE')\n",
132    "            axes[0,1].semilogy([entry[1] for entry in log_pso], vec_4, '--', label = 'PSO')\n",
133    "            #axes[0,1].legend(loc='upper right')\n",
134    "            axes[0,1].set_title('E-V-E MGA 1DSM: gen=1000, pop=20')\n",
135    "\n",
136    "    elif (prob_number==2):\n",
137    "            axes[1,0].semilogy([entry[1] for entry in log_gaco], vec,'k--', label = 'ACOmi')\n",
138    "            axes[1,0].semilogy([entry[1] for entry in log_sga], vec_2,'r--', label = 'SGA')\n",
139    "            axes[1,0].semilogy([entry[1] for entry in log_sade], vec_3, 'b--', label = 'SADE')\n",
140    "            axes[1,0].semilogy([entry[1] for entry in log_pso], vec_4, '--', label = 'PSO')            \n",
141    "            #axes[1,0].legend(loc='upper right')\n",
142    "            axes[1,0].set_title('Messenger: gen=1000, pop=20')\n",
143    "\n",
144    "    elif (prob_number==3):\n",
145    "            axes[1,1].semilogy([entry[1] for entry in log_gaco], vec,'k--', label = 'ACOmi')\n",
146    "            axes[1,1].semilogy([entry[1] for entry in log_sga], vec_2,'r--', label = 'SGA')\n",
147    "            axes[1,1].semilogy([entry[1] for entry in log_sade], vec_3, 'b--', label = 'SADE')\n",
148    "            axes[1,1].semilogy([entry[1] for entry in log_pso], vec_4, '--', label = 'PSO')\n",
149    "            axes[1,1].legend(loc='upper right')\n",
150    "            axes[1,1].set_title('Rosetta: gen=1000, pop=20')\n",
151    "\n",
152    "\n",
153    "    elif (prob_number==4):\n",
154    "            axes[2,0].semilogy([entry[1] for entry in log_gaco], vec,'k--', label = 'ACOmi')\n",
155    "            axes[2,0].semilogy([entry[1] for entry in log_sga], vec_2,'r--', label = 'SGA')\n",
156    "            axes[2,0].semilogy([entry[1] for entry in log_sade], vec_3, 'b--', label = 'SADE')\n",
157    "            axes[2,0].semilogy([entry[1] for entry in log_pso], vec_4, '--', label = 'PSO')\n",
158    "            #axes[2,0].legend(loc='upper right')\n",
159    "            axes[2,0].set_title('E-M 5 imp: gen=1000, pop=20')\n",
160    "\n",
161    "    elif (prob_number==5):\n",
162    "            axes[2,1].semilogy([entry[1] for entry in log_gaco], vec,'k--', label = 'ACOmi')\n",
163    "            axes[2,1].semilogy([entry[1] for entry in log_sga], vec_2,'r--', label = 'SGA')\n",
164    "            axes[2,1].semilogy([entry[1] for entry in log_sade], vec_3, 'b--', label = 'SADE')\n",
165    "            axes[2,1].semilogy([entry[1] for entry in log_pso], vec_4, '--', label = 'PSO')\n",
166    "            #axes[2,1].legend(loc='upper right')\n",
167    "            axes[2,1].set_title('E-M 7 imp: gen=1000, pop=20')\n",
168    "    \n",
169    "for ax in axes.flat:\n",
170    "    ax.set(xlabel='Fevals [-]', ylabel='Best [m/s]')\n",
171    "    ax.grid() \n",
172    "#We save the results to a .eps file:\n",
173    "plp.savefig(\"GTOP_database_pop20.jpg\")\n",
174    "\n",
175    "    "
176   ]
177  }
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