{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Profiling Time and Memory Cost" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial explains how to profile cpu and memory usage with the `evokit.watch` module. Reading the [Watcher tutorial](./watch.ipynb) is helpful but not required: as watchers are designed to be easy to use, you do not need to know how they work to use them.\n", "\n", "The `evokit.watch` module comes with several stock watchers. This tutorial will discuss the following:\n", "\n", "* All members of evokit.watch.watchers, such as `fitness_watcher`.\n", "\n", "* Members of evokit.watch.watchers, in particular `MemoryWatcher` and `AttributeMemoryWatcher`.\n", "\n", "You might have noticed that `evokit.watch` includes both snake case factory functions (e.g. `fitness_watcher`) and camel case classes (e.g. `MemoryWatcher`). As a rule, watchers that can be implemented by directly instantiating `Watcher` with a custom handler are implemented as functions; those that require modifying class members are implemented as child classes.\n", "\n", "Last but not least, _be warned that memory profiling can be expensive_. Running this tutorial yourself can take time; please consider reducing the number of metrics collected or increasing the `stride`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from evokit.watch.watchers import create_fitness_watcher\n", "from evokit.watch.watchers import create_cpu_watcher\n", "from evokit.watch.watchers import create_rss_watcher\n", "from evokit.watch.watchers import create_size_watcher\n", "from evokit.watch.memory import MemoryWatcher, MemoryWatcherMetric\n", "from evokit.watch.memory import AttributeMemoryWatcher\n", "from typing import Callable\n", "import inspect" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Metrics\n", "\n", "The `.watch.watcher` module contains several lightweight factory functions. These are lightweight, in that you can create them by directly instantiating a `Watcher`. Let's take `create_fitness_watcher` as an example:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...\n", " stride=stride,\n", " handler=lambda x: x.population.best().fitness,\n", " watch_post_step=watch_post_step,\n", "...\n" ] } ], "source": [ "def get_handler(factory: Callable):\n", " source_lines: list[str] = inspect.getsource(create_fitness_watcher).split(\"\\n\")\n", " for i in range(len(source_lines)):\n", " if \"handler=\" in source_lines[i]:\n", " return \"...\\n\" + \"\\n\".join(source_lines[i-1:i+2]) + \"\\n...\"\n", " \n", "print(get_handler(create_fitness_watcher))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you see in the cell above, all `create_fitness_watcher` does is to create a `Watcher` with its `handler` set to `x.population.best().fitness`.\n", "\n", "Knowing this, let's continue with experimenting the following watchers:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Method | Return Type |\n", "| ------------------------ | ------------------ |\n", "| `create_fitness_watcher` | `tuple[int, ...]` |\n", "| `create_size_watcher` | `int` |\n", "| `create_cpu_watcher` | `float` |\n", "| `create_rss_watcher` | `float` |\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from evokit.watch.watchers import create_fitness_watcher\n", "from evokit.watch.watchers import create_cpu_watcher\n", "from evokit.watch.watchers import create_rss_watcher\n", "from evokit.watch.watchers import create_size_watcher\n", "import time\n", "\n", "WATCHER_TIMER: Callable[[], float] = time.perf_counter" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "MUTATION_P: float = 0.02\n", "STEP_COUNT: int = 60\n", "POP_SIZE: int = 1000\n", "IND_SIZE: int = 10000\n", "\n", "from evokit.evolvables.prefabs import make_onemax" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "algo = make_onemax(POP_SIZE,\n", " IND_SIZE,\n", " MUTATION_P,\n", " max_parents=0)\n", "\n", "default_watcher_settings = {\n", " \"events\": algo.events,\n", " \"watch_post_step\":True,\n", " \"timer\": WATCHER_TIMER\n", "}\n", "\n", "fitness_watcher = create_fitness_watcher(**default_watcher_settings)\n", "size_watcher = create_size_watcher(**default_watcher_settings)\n", "cpu_watcher = create_cpu_watcher(**default_watcher_settings)\n", "rss_watcher = create_rss_watcher(**default_watcher_settings)\n", "algo.register(fitness_watcher, size_watcher, cpu_watcher, rss_watcher)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "for _ in range(STEP_COUNT):\n", " algo.step()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAosAAAHrCAYAAACn9tfQAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA7s1JREFUeJzsnXd4FFXbxu9NQnojgTQJqRAJNSFKl5YQUKlKEzABEaVJERU/pStBRQSVoqA0UVAEVGoiVZAWQmiBACFAhBRaEtLb+f7Iu0s22d05u3NmdhPO77r20t3nnvt55pyZyWHKGQUhhIDD4XA4HA6Hw9GAmbEL4HA4HA6Hw+GYLnywyOFwOBwOh8PRCh8scjgcDofD4XC0wgeLHA6Hw+FwOByt8MEih8PhcDgcDkcrfLDI4XA4HA6Hw9EKHyxyOBwOh8PhcLTCB4scDofD4XA4HK1YGLuA2kJFRQXu3r0LBwcHKBQKY5fD4XA4HA6HIwpCCB4/fgwvLy+YmWk/f8gHi5TcvXsX3t7exi6Dw+FwOBwOhylpaWlo1KiR1rhRB4tz587FvHnz1H4LCgrClStX1H4jhODFF1/E3r17sX37dgwYMEAVu337NsaPH4+DBw/C3t4eUVFRiImJgYXFk1U7dOgQpk+fjkuXLsHb2xsff/wxoqOj9arVwcEBQGWDOjo66reiHA6Hw+FwOBQcuJKF7w+l4FFRCV5s4YUp4U0ky5Wbmwtvb2/VGEcbRj+z2Lx5c/z999+q71UHeUqWLl2q8dJveXk5XnrpJXh4eODff/9Feno6Xn/9ddSrVw8LFy4EAKSmpuKll17C22+/jU2bNmH//v0YO3YsPD09ERkZSV2nMr+joyMfLHI4HA6Hw2FOXFImpm5L/t83M/xwKgPWdvZ4LzJI0rxCt9cZ/QEXCwsLeHh4qD4NGjRQiycmJuLLL7/Ejz/+WGPZ2NhYJCUl4aeffkKbNm3Qp08fLFiwAMuXL0dJSQkAYNWqVfDz88OXX36JZs2aYdKkSXj11Vfx1VdfybJ+hnD79m2DYjRxFh40OcT6yJFDrL8cfaGvjrW3Pnml7m85tktWfSanhqVfXfKQU8O6L1l5ShmvLcdGY7WBocseT3lQ47dDyVk688iB0QeL165dg5eXF/z9/TFixAi1BiwoKMBrr72G5cuXw8PDo8ayx48fR8uWLeHu7q76LTIyErm5ubh06ZJKEx4errZcZGQkjh8/rrOu4uJi5Obmqn3kYteuXQbFaOIsPGhyiPWRI4dYfzn6Ql8da2998krd33Jsl6z6TE4NS7+65CGnhnVfsvKUMl5bjo3GagNDl+0Q4Frjt25BbjrzyIFRB4vt2rXDunXrsHfvXqxcuRKpqano0qULHj9+DACYNm0aOnbsiP79+2tcPiMjQ22gCED1PSMjQ6cmNzcXhYWFWmuLiYmBk5OT6sMfbuFwOBwOhyOWCZsS8HWaFyZsSqgRiwh2x+rXw9C6kROczEsxsXug5JegaVAQQoixi1CSnZ0NHx8fLFmyBA0bNsS7776Ls2fPwt7eHkDlNfWqD7iMGzcOt27dwr59+1QeBQUFsLOzw+7du9GnTx80bdoUo0ePxocffqjS7N69Gy+99BIKCgpgY2OjsZbi4mIUFxervitvAs3JydF6z2J5eTlKS0vFNgPu3LmDZ555Ru8YTZyFB00OsT5y5KDB2H2hr06Md7169WBubq4Wu3nzJnx9fanyCWl1xWnyiPGXsw65NSz96pKHnBrWfSlXXVLts3K2l6m2wYRNCTh2LQudmrhhxYhQtd93X0hXfX+xpadaXJ/aWJCbmwsnJyedYxvABB5wqYqzszOaNm2K69ev48KFC0hJSYGzs7Oa5pVXXkGXLl1w6NAheHh44NSpU2rxzMxMAFBdtvbw8FD9VlXj6OiodaAIAFZWVrCysqKqmxCCjIwMZGdnU+mFKCoqUt1zqU+MJs7CgyaHWB85ctBg7L7QVyfW29nZGR4eHqqbnW/dukV9sBLS6orT5BHjL2cdcmtY+tUlDzk1rPtSrrqk2mflbC9TbIOqA8LdF9IxYVOCakB44ob6PYknb9S8R5G2NjkxqcFiXl4eUlJSMGrUKAwZMgRjx45Vi7ds2RJfffUV+vbtCwDo0KEDPv30U2RlZcHNrfKaflxcHBwdHREcHKzS7N69W80nLi4OHTp0YFa3cqDo5uYGW1tb0ZN2P3jwAK6uNe9bEIrRxFl40OQQ6yNHDhqM3Rf66gz1dnFxQUFBAbKyKm+k9vT0BAAkJSWha9euVPmEtLriNHnE+MtZh9waln51yUNODeu+lKsuqfZZOdvLFNtA14Cwvb/r/waSBIAC7fy1H6P13WakxKiDxRkzZqBv377w8fHB3bt3MWfOHJibm2P48OFo2LChxodaGjduDD8/PwBAr169EBwcjFGjRuHzzz9HRkYGPv74Y0ycOFF1VvDtt9/Gt99+i/fffx9jxozBgQMH8Ouvv4p+8EFJeXm5aqAoZlBSFUtLS1hbW+sdo4mz8KDJIdZHjhw0GLsv9NUZ6m1jY6M60678x5e5ubnOGf2rI6TVFafJI8Zfzjrk1rD0q0secmpY9yUrTynjYvYjlu1lim2ga0C4YkQoJmxKwKFL/6Fb80ZaL0HT1CYnRr1ncdiwYThy5AgePHiAhg0bonPnzvj0008REBCgUV/9nkWg8jTt+PHjcejQIdjZ2SEqKgqLFi2qMSn3tGnTkJSUhEaNGmHWrFl6T8qt7bp+UVERUlNT4evrq/OyNodTGygsLMTNmzfh5+cnapDN4XA4TzMTNiXg5I0HaOfvqnNAaGxo71k06rB18+bNuHv3LoqLi/Hff/9h8+bNWgeKQOW9gVUHigDg4+OD3bt3o6CgAPfu3cPixYtrTOzdrVs3nD17FsXFxUhJSdF7oEgDy/dF379/36AYTZyFB00OsT5y5BDrL0df6KsT6119O167di11PiGtrjhNHjH+ctYht4alX13ykFPDui9ZeUoZF7MfsWwvU22DFSNCManRf1oHilJsM1LCbLBYXl6OxMREPHr0iJXlU0tFRYVBMZo4Cw+aHGJ95Mgh1l+OvtBXx9q7qKiIOp+QVlecJo8YfznrkFvD0q8uecipYd2XrDyljIvZj1i2l7HaYMKmBHx+zUXj9Dc03lJsM1Ji8GBx6tSp+OGHHwBUDhS7du2K0NBQeHt749ChQ6zqeyrRdflP6NIgzaVDsR60lyfF+LDIsW7dOjRt2pTKxxB/OfpCm27dunU1Zgpg5V2VwMBAKg8ara44TR4x/nLWIbeGpV9d8pBTw7ovWXlKGRezH7FsL2O0gfJp58IKC9XTzvp6S7HNSInBg8WtW7eidevWAIC//voLqampuHLlCqZNm4aPPvqIWYFPE8XFxZgwYQJmzpypNsdjVVgPUDIyMjBlyhQEBgbC2toa7u7u6N27N1auXImCggKDc4itVd8cvr6+WLp0qVps6NChuHjxIpWPIXUoY926dYNCoVB93N3dMXjw4BpTNunrr0s3dOhQXL16VRLvqrRo0YLKg0arK06TR4y/nHXIrWHpV5c85NSw7ktWnlLGxexHLNtLl27CpgS892+51sHcF/uS8cV5c3yxL1mvOO30N3Ica+TC4MHi/fv3VU8r7969G4MHD0bTpk0xZswYXLhwgVmBHHWE5nKkmetRqblx4wZCQkIQGxuLhQsX4uzZszh+/Djeeust7Ny5E3///bfBOcTWmp2dDUIIysrKDPawsbGBpaWlzuWFEKpRyZtvvon09HTcvXsXf/zxB9LS0jBq1ChR/lXnSKyqKy0thY2NjWq6KEO8lT5Cuh07duj00EerK06TR4y/nHXIrWHpV5c85NSw7ktWnlLGxexHLNtLm0559i+7sEzj2b8v9iVj+cHruHqvAMsPXq8xINQVb696urny+WBt09/IcayRC4MHi+7u7khKSkJ5eTn27t2LiIgIAJVvUKn+FgiOaTJhwgRYWFggPj4eQ4YMQbNmzeDv748+ffpg165dqvksgcoBxdixY9GwYUMEBASgR48eOHfunCo+d+5ctGnTBhs3boSvry+cnJwwbtw41asbgcp742JiYuDn5wcbGxt0794dW7duVcUPHToEhUKBPXv2ICIiAlZWVjh69ChSUlLQv39/uLu7w97eHs8995zaQLZbt264desWpk2bpjq7B1Reqm3SpInaOq9cuRIBAQGwtLREUFAQNm7cqBZXKBRYs2YNBg4cCFtbW7Rv3x5//vmnYFva2trCw8MDnp6eaN++PSZNmoTz58+r4uXl5XjjjTdU6x4UFIRly5apeURHR2PAgAH49NNP4eXlhaCgINy8eRMKhQI7duxA165dYW1tjU2bNmm8DP3HH38gNDQU1tbW8Pf3x+LFi9UG2wqFAitXrkS/fv1gZ2eHTz/9VHC9OBwOpzby5Oxf5d+D6mf/Dl3JUosfSs6ijq8YEYoXW3rC1qxc5xtY6hTEQObMmUOcnJzIs88+Sxo3bkyKiooIIYT88MMPpH379obamiw5OTkEAMnJyVH7vbCwkCQlJZHCwkLROYqKisj48ePJ+PHjVe1ZHaE8NHUUFhaS+/fvE4VCQWJiYqg8wsPDSd++fcnp06fJhQsXyLvvvktcXV3JgwcPCCGV24O9vT0ZNGgQuXDhAjly5Ajx8PAg//d//6fy+OSTT8izzz5L9u7dS1JSUsj3339PrKysyKFDhwghhBw8eJAAIK1atSI7d+4k169fJw8ePCCJiYlk1apV5MKFC+Tq1avk448/JtbW1uTWrVuksLCQPHjwgDRq1IjMnz+fpKenk/T0dEIIIWvXriVOTk6q/Nu2bSP16tUjy5cvJ8nJyeTLL78k5ubm5MCBAyoNANKoUSPy888/k2vXrpEJEyYQe3t71XpqaqeuXbuSKVOmqH5/8OAB6du3L+natavqt5KSEjJ79mxy+vRpcuPGDfLTTz8RW1tbsnHjRpUmKiqK2Nvbk1GjRpGLFy+SixcvktTUVAKA+Pj4kN9//53cuHGD3L17t8a6HTlyhDg6OpJ169aRlJQUEhsbS3x8fMjcuXPV1s3NzY38+OOPJCUlhdy6datGf1ffnq9du1ZjvbUhpNUVp8kjxl/OOuTWsPSrSx5yalj3JStPKeNi9iOh+PifzpBWc/aQ8T+dMVg3/qczxOeDnapPdc3ne6+oxT/fe0WvOM16yHGsEYu2sU11DD6zOHfuXKxZswbjxo3DsWPHVJNgm5ubY+bMmQyGsRxNCF2WFYorNdevXwchBEFB6i8ob9CgARo0aAB7e3t88MEHAICjR4/i1KlT+O233xAWFgZfX18sXrwYzs7OamcGKyoqsG7dOrRo0QJdunTB0KFDsX//fgCV92MuXLgQP/74IyIjI+Hv74/hw4dj5MiR+O6779RqmD9/Prp27YqAgAC4uLigdevWeOutt9CiRQs0adIECxYsQEBAAP7880+UlZXBxcUF5ubmcHBwgIeHh8bJ3AFg8eLFiI6OxoQJE9C0aVNMnz4dgwYNwuLFi9V00dHRGD58OAIDAzF79mzk5eXVeK1k9bZesWIF7O3tYWdnB1dXVyQnJ2P58uWqeL169TBv3jyEhYXBz88PI0aMwOjRo9XaDwDs7OywZs0aNG/eHM2bN1f9PmHCBAwaNAh+fn6qt6tUZd68eZg5cyaioqLg7++PiIgIfPzxxzXa9rXXXsPo0aPh7++Pxo0b11iP6tDcd0mr1RWnySPGX8465Naw9KtLHnJqWPclK08p42L2I11x5eXjnKJynQ+PCOmUZ/8cLRUaz/69FxmEF1t6wuF/8fci1f8WtvF21vldaD2E4lJsM1IiauqcV199FdOmTUOjRo0AVF6qjIqKQv/+/ZkUx6mJtodOaONCmlOnTmH//v1o3ry56iGbc+fOIS8vD66urrC3t1ddDk5NTUVKSopqWV9fXzg4OKi+u7i4qF4fd/36dRQUFCAiIgL29vYqnw0bNqh5AEBYWJhajXl5eZgxYwaaNWsGZ2dn2Nvb4/Lly7h9+7bg+pIqc85fvnwZnTp1Uot36tQJly9fVvutVatWqv9XKBRwdHRUrUdVquYeMWIEEhMTce7cORw9ehSBgYHo16+f2mX45cuXo23btmjYsCHs7e3x/fff49atW2qeLVu21HifpfL1ldo4d+4c5s+fr2pbe3t7TJ48Genp6Wp1hoWF6VyP6lS9lC6EkFZXnCaPGH8565Bbw9KvLnnQaCZsSsDYXfd1Tn8ipPliXzKm7c3U+pAErYa1p5RxQ2M0cdqHR2h0K0aEYrznLY2XieOSMrH7QjrySiqw+0I64pLUB2bHUx7A/H+3NJkrFDXyAcY/5smJwYPFzz77DFu2bFF9HzJkCFxdXdGoUSOTWkGOZgIDA6FQKJCcrL7D+vv7q+6rU5KXlwdPT08kJiYiMTERBw4cQGJiIpKTk/Hee++pdPXq1VPzUigUqjn88vLyAAC7du1S80lKStJ4dq0qM2bMwPbt27Fw4UL8888/SExMRMuWLdUeAGGJrvXQhpOTEwIDAxEYGIhOnTrhhx9+wI0bN1T7yObNmzFjxgy88cYbiI2NRWJiIkaPHq16yERJ9XVXYmtrqzN/Xl4e5s2bp2rbxMREHDp0CNeuXVN72lmbP4cjFxM2JeDrNC+dg6+1d90FB0piNU+mPzHXegZLSKN8CCKr1FLjQxK0GtaeUsYNjdGuG+3DI7Q6bSgHgwQKjYPBDgGuKCcEChCUE1Il39OJwYPFVatWwdvbGwAQFxeHuLg47NmzB71798aMGTOYFchRp2HDhqLiSo2rqysiIiLw7bffIj8/X6dHaGgoMjIyYGFhgcDAQDz//POqgVGDBg205rG3t1f9f3BwMKysrHD79m3Vskof5XakrYZjx44hOjoaAwcORMuWLeHh4YGbN2+q6SwtLVFeXl7Dp+obSZo1a4Zjx46pxY8dO6bzrJ2u9tQVUz7kVVhYqMrTsWNHTJgwASEhIQgMDERKSkqNtw1po379+jrjoaGhSE5OVrVt1fYVer+orvV46623qOqj0eqK0+QR4y9nHXJrWPqJ9ZiwKQGr7wcKXjrUNj/dk8GEFcVASZxG6AEIGs2f5+6oxf86d7eGh9CDFIbohfKKeXhDKK4rt9i8wJPLx652VjofHqHVadtelYNBc4VC42AwItgdq18Pw+hOflj9ehgigt2pvWnirPd/qTF4sJiRkaH6I79z504MGTIEvXr1wvvvv4/Tp08zK5CjzsOHD0XFq2pWrFiBsrIyhIWFYcuWLbh8+TKSk5OxatUqXLlyRTXgCQ8PR4cOHTBgwADVWbF///0XH330EeLj47XmqXp508HBATNmzMC0adOwfv16pKSk4ODBg/jmm2+wfv16nevRpEkTbNu2TXWZ97XXXlOd6VPqfH19ceTIEdy5c0ft9XVVL0O/9957WLduHVauXIlr165hyZIl2LZtm85/3Ohqz6qxgoICZGRkICMjA+fOncP48eNhbW2NXr16qdYhPj4e+/btw9WrVzFr1iycPn1a4wBXEzk5OTrjs2fPxoYNGzBv3jxcunQJly9fxpo1a/Dxxx8Leutax59//pmqPhqtrjhNHjH+ctYht4alnxgP5UDwYX6x1jN1QpcOnwxEKtE0+Kqu0TTgeDIo0a6hOTMlpHGxUb9lpL6t+lUJAPBpoDybX+nh46r77H63Z5VTYlXquwXVnCJLKK9QTqEc1ZevGteVW2xeJStGhGKaX6bgU8Y0Om3bq3Iw2M6lUOtgMCLYHf45ZzXGdHnTxFnv/1Jj8GCxfv36SEtLAwDs3bsX4eHhACr/ONP+AeToj1Db0rS9UhMQEICzZ88iPDwcH374IVq3bo2wsDCsXr0aM2bMwIIFCwBUnp3bvXs3XnjhBYwePRrt2rXDsGHDcOvWLbi7a96JgJqvkVuwYAFmzZqFmJgYNGvWDEOGDMGuXbvg5+encz2WLFmC+vXro2PHjujbty8iIyMRGhqqpps/fz5u3ryJgIAArWfKBgwYgGXLlmHx4sVo3rw5vvvuO6xduxbdunUTbCuh2OrVq+Hp6QlPT090794d9+/fx6ZNm1QPEL311lsYNGgQhg4dinbt2uHBgweYMGGC2mBWF0KXwSMjI7Fz507ExsbiueeeQ/v27bFy5Ur4+PgIeutax6r3XAohpNUVp8kjxl/OOuTWsPQT40Fzpk7s4CsuKRNpDwvVftM04KAZlNBMfyKkmdRTOTVXZZ5JPZqgOh6O1v9rEQUUADyddE+WT/NghVBeoZzvRQZhYvdAuNcrwcTugWoPdyjv5VMuX/3hD125xeStDov9WSgeEeyOLvZZWgeDQssb+5gnJ3TXwDQwaNAgvPbaa2jSpAkePHiAPn36AADOnj1rUq+oqWsonzo3NF5d4+npiW+++QbffPON6recnBw4OTmpLePg4ICvv/4aX3/9tcb43LlzMXfuXLXf3nnnHcyaNUv1XaFQYMqUKZgyZYrGPN26dVMNnqqeSfP19cWBAwfUvCdOnKima9++vdq8jwBUl66rMn78eIwfP756k6ioPnizsrLSOmm1sh21vd6y6jpYWVlh7dq1NV4MX3XmgHXr1tXw8PX1BSGkxpnF6OhoREdHq/0WGRmJyMhItfxV21fbwFTXNuPr66s1pq9WV5wmjxh/OeuQW8PST4xHe39X7L6Qrvqu6UzdihGhmLApAUcup+OFZpoHX29ueHK1ovogSHmfWfn/tuXWjZw0DjiUv/156jr6Pa99ULJiRCj27MlEnz7az0zp0ijPTm3eH49hPTWfneoQ4Iofj6XCDEAFIHjv25N1fPJgRXVfobw0Od+LDEKLihvoU61tqraxGWoO+HTlFpO3Oiz2Z6njxj7myYnBg8WvvvoKvr6+SEtLw+eff666Py09PR0TJkxgViBHHaEHHYTiLDxocoj1kSOHWH85+kJfHWtvTU9PG6rVFafJI8Zfzjrk1rD0E+OhHAgev34PHQIb6rzX7N69exqvACgHIgcvpaF7c2+tgyDlYEbTmTwlbbyd8TDHXeOZOZr1odVEBLujTcPntV7REFqn6jxZR+h8sEJXXpqccUmZOPK4ISySMjUO+LTdy6crN+26stz2xW7TUh635DjWyIXBl6Hr1auHGTNmYNmyZQgJCVH9Pm3aNIwdO5ZJcU8bVlZWWLFiBebOnav1bM+jR490egjFWXjQ5BDrI0cOsf5y9IW+Otbe1Z9U14WQVlecJo8YfznrkFvD0k+sx4oRoRjndkPwXjNdHhHB7vC+f1rrPWSrXw9DdCdfDGp4T+tgJC4pE29uiMfmhAy8uSG+xrQotLXQaoTiutZJk3b162EIsc/Vei8dTV5dOXW1D20ba8tNs64st32xfSPlcUuOY41ciJpncePGjejcuTO8vLxU88UtXboUf/zxB5PiOBwOh8OpSkSwO2a9HIwmtoVaNULTopg6EcHu6OmSTTW4NASh9qFpY87ThcGDxZUrV2L69Ono06cPsrOzVTfJOzs7Y+nSpazqeyqpOrG1PjGaOAsPmhxifeTIIdZfjr7QV8fau3v37tT5hLS64jR5xPjLWQcLTVxSJvp/cxTrH/hTTeT8xb5kbH0cKDjvoC4NCw9Avr7UpVFOi2ImcCmXRS5WHlJ4aovTto+h+4rQtn3VrqXOs71CHvropIwb+5gnJwYPFr/55husXr0aH330kWqKFaDyGvuFCxeYFPe0QvsEriFxFh60T7uL8ZEjh1h/OfpCXx1rb6Epe/TR6orT5BHjL1cdykHe67+mCg663t5+U6NGeYnw3J0cZOSVCU7krJxTMOVhieC8g9o0LDyUyNWXujTKS6l9/K0FL+WaQr1SeWqL07aPofuKtphy2/7jco7g7QEs9mep48Y+5smJwYPF1NRUtXsVlVhZWdWY5PlpQGhqE33Q9fo1qV/3xyqHWB85coj1l6Mv9NWJ9a6+HSckaH8NWnWEtLriNHnE+MtRR9VBXlZBheCg62aO5oHg8ZSal0x1TeRMM6egkIZmfkOaPIB8fSmkiQh2R4uyq4KXck2lXik8dcVp2sfQfUVbTHn5u4Jof4Uejb8+Oinjxj7myYnBT0P7+fkhMTGxxjxue/fuRbNmzUQXVluwtLSEmZkZ7t69i4YNG8LS0lLtrSGGUFpaiqKiIr1jNHEWHjQ5xPrIkYMGY/eFvjpDvQsLC1FSUoJ79+7BzMxM4/upObrRNsirPm2LprdYVNUon0atirbJi4HKOQUvpeeict47hdZ5B3VpXGwskYYn96dpmlyaJg+Howvltl35Cj3haYQ4poOC0M4KXI01a9Zg7ty5+PLLL/HGG29gzZo1SElJQUxMDNasWYNhw4axrtWo5ObmwsnJCTk5OXB0dFSLlZSUID09XfRZLCWEEK0DTl0xmjgLD5ocYn3kyEGDsftCX51Yb1tbW3h6eqoGiyUlJdQDRyGtrjhNHjH+ctShPLNYFU0TDyvfdKJE02TPcUmZ+PbANTzML0a/No10Tl4MVJ6tPHglE92fddeorV5b9UuPQvGqtZ+4cR/t/RtofeJZrr40JQ2rPHLXJdU+qysWl5SJY9ey0KmJm86zmiz2Z6njxj7msUDX2EYNIoKffvqJBAYGEoVCQRQKBXnmmWfImjVrxFiaLDk5OQQAycnJ0RivqKggJSUlpLCwUPRn69atBsVo4iw8aHKI9ZEjR23oCzHroa93SUkJqaioUNuuf/nlF+p9REirKy607PifzpDg//uTjP/pjEFxJZ/vvULaz/2DfL73il4xWk3spQzS75t/SMgs7Zp5f14ivh/sJD4f7CS+H+wk8/+6pDUfq/af9+cl4j9zF/H5YCfxn7lLY87YSxlkxOJtJPZShkaP2EsZ/6v5L+LzwU6tOpqaxWwrpqhhlYe1p5RxMfszy/Yy1TYQuyytRixCYxslBl+GBoARI0ZgxIgRKCgoQF5eHtzcnt7LEgqFAvXq1UO9ejUv3+hLVlYWrK01vxJKV4wmzsKDJodYHzly0GDsvtBXp+8yEzYl4OAlC+wvSqpxpuiLfcn47ZIl0vYl6zyz9cW+ZPyZeAel+ZZwrTbBL42XUJ4nZ+IUqncOV61VKF41z/KD1wGY/e+/T970oStGs7ySiGB3RAS7Y+XKlRgf2U9je1W9FEeg0HkpjnauzLikTGxNIVrbn+byX0SwO64fztB6tofmzSK0Ncs1R6lcGpZzqrL0lDJeW+agNVYbiF2WViMXouZZVGJra/tUDxRZ06hRI4NiNHEWHjQ5xPrIkUOsvxx9oa9On2WUg6zCCnPVIEuJcmCUVWqp88lXpS7tUSEySqw0PuGoy4smj9A7h2neSQxUfYijUlf1IQ5N9xFWh0ajRFfbK59E7eal/XIvjY8S5SXkhMcOWp8wpc2pK59quhUQndOtyHEMMjUNy32dpaeU8dpybDRWG4hdllYjFwYPFjMzMzFq1Ch4eXnBwsIC5ubmah+O4XTu3NmgGE2chQdNDrE+cuQQ6y9HX+irUzJhUwJmJ1iqDQCro2uQRTswqv6ErLpvJboGabpiSqoPSqq/c1gorsTFRv3en6oPcfg0sFOL+biqfwcqH/BQ+67jAQ+h/ooIdseSUZ0En9Sl6XfVE6YCE1DT5NSVTzngHB7mpXPAKccxyNQ0LPd1lp5SxmvLsdFYbSB2WVqNXBg8WIyOjkZCQgJmzZqFrVu3Ytu2bWofjuFs3rzZoBhNnIUHTQ6xPnLkMNRfOZdet8WHdZ5xi1xyUHB+PCENTa7qKM8YPiosrXHGsCpPBlmVz7hVHWQ9GTxVxjQNnoCaAyh130p0DdJ0xZSsGBGKF1t6wtasTOPDIEJxJZN6Kt8jXLlOVd8r7OFoDeWjQAoAnk41L9+/FxmklkfXpXkW+yGtRnnGTyFwxo/GTygeEeyORvdO6hxwynEMMjUNqzysPaWMG/vvFKtcUv6dEvs3TuzfL5YYfM/i0aNH8c8//6BNmzYMy+FwTBv1p0brabx37ck9dJYU979p19Dk0gTtZdkVI0IxYVMCDl1KQ7fm3mqDLOXgiUChdfBUtZY/z91BaV42FgyreeZqUs8m/1uPyilXqg7SdMWq17py5UmMH9HfoDjw5MzYd9sP4K2BPdTqpLmPMC4pE7svpEOBysv2cVruD5QbXevF4XA4LDD4zKK3tzeIYbPucAQw9ul9fhla+/JCEyYrBxSViLv/Td/JmZXQXpYFKgdZW4b71zgb1yHAFQSAmaJyGKfrbNV7kUH45/0eWD24icaBinIw0/9ZxxqXL3XFqsOiryOC3TGnX4saeZR19NNRhz7vG5bzEimgfb309TOVS7KmdImZRsMvQ7PNS6thkYtfhqbD4MHi0qVLMXPmTNy8eZNhORygcpJkQ2I0cRYeNDnE+siRwxD/DgE1B01V7107nvIA1Wc21HRvW/V75DRphHJpQ3lZ1slKofOyrBJNbaQcPL3UxE5wEKfLp6pfVCt7rYNJbTFaf5q4kE6oDn3eN8xiP6TVsPSrSx5yalj3JStPKePG/jvFKpeUf6fE/o0T+/eLJQYPFocOHYpDhw4hICAADg4OcHFxUftwDOfkyZMGxWjiLDxocoj1kSOHEBM2JWDE1jS1e/6Ug6jWjZzgZF5aY9Jl5Rk55YBR071tTy5natfQ5NLFihGheNvjluBAEdDeRhHB7gguvkx9WVPq/pZju9QVU/ZHqH2u4ACaxfrQalj61SUPOTWs+5KVp5RxY/+dYpVLyuOW1Mc8OTH4nsWvvvpK9GvtOBxT5cl9h+Y15u5Tn0tvgNpyygHFiRsP8Cj5FJaMeKmG95P56iofStB2P6BQLo78VM5FmM3vC+RwOE8VBr/u72mD+pU4DMjPz4edneanT3XFaOIsPGhyiPWRI4cuQhfE4WF+ieq7q50lzsyKYJJb+eCKcsBIc5nXkPVg0Yb65JW6v+XYLlnUIbeGpV9d8pBTw7ov5apLqn1WzvYy1TYQuyytRiy0YxuDL0Obm5sjK6vmzfYPHjzg8yyKZM+ePQbFaOIsPGhyiPURm0M55UyXzw5QTzlTFV3TytDWqC2uPPsY3ckXowOLqc5S0baHIcuw6Acardg8cmyXLOqQW8PSry55yKlh3ZesPKWMG/vvFKtcUh635DjWyIXBg0VtJySLi4slf/F1XefevXsGxWjiLDxocoj1EZNDeebu3J0cPCwx0/kGEm08mbuvXOtDImLWLyLYHbNeDoZbac23bejrJXYZFv1AoxWbR47tkkUdcmtY+tUlDzk1rPuSlaeUcWP/nWKVS8rjlhzHGrnQ+57Fr7/+GkDlu5DXrFkDe3t7Vay8vBxHjhzBs88+y67CpxB3d+1nmnTFaOIsPGhyiPWhyTFhUwIO3/HGhWrvAtY25QztwyFKVowIxbZtNzFokOaHROToC311rL31ySt1f8uxXbLqMzk1LP3qkoecGtZ9ycpTyrix/06xyiXlcUuOY41sED3x9fUlvr6+RKFQEG9vb9V3X19f0rRpU9KrVy9y4sQJKq85c+YQVF7nU32CgoIIIYQ8ePCATJo0iTRt2pRYW1sTb29vMnnyZJKdna3mcevWLfLiiy8SGxsb0rBhQzJjxgxSWlqqpjl48CAJCQkhlpaWJCAggKxdu1bf1SY5OTkEAMnJydF7WX15/PixQTGaOAsPmhxifMb/dIa0mbeXjP/pjNZlx/90hvh8sFP1qaqNvZShFvP5YCf5fO8Vqpr1WQc5+kJfHWtvffKKaQ85tlu56pBbw9KvLnnIqWHdl6w8pYzXlmOjsdpA7LK0GrHQjm30vgydmpqK1NRUdO3aFefOnVN9T01NRXJyMvbt24d27dpR+zVv3hzp6emqz9GjRwEAd+/exd27d7F48WJcvHgR69atw969e/HGG2+oli0vL8dLL72EkpIS/Pvvv1i/fj3WrVuH2bNnq9X70ksvoXv37khMTMTUqVMxduxY7Nu3T99Vl42NGzcaFKOJs/CgyWGoj+pVdQW6X1VXfULkqm8pETPlDE2NNDGaOK1GHx1rb33yimkPObZbueqQW8PSry55yKlh3ZesPKWM15Zjo7HaQOyytBq5MHjqnIMHD7IpwMICHh4eNX5v0aIFfv/9d9X3gIAAfPrppxg5ciTKyspgYWGB2NhYJCUl4e+//4a7uzvatGmDBQsW4IMPPsDcuXNhaWmJVatWwc/PD19++SUAoFmzZjh69Ci++uorREZGMlkHjv5M2JSAg2leNS4h076qrr2/6/+mtqmc1bD6Ayh8yhkOh8PhcNig12Bx+vTpWLBgAezs7DB9+nSd2iVLllB5Xrt2DV5eXrC2tkaHDh0QExODxo0ba9QqH+22sKgs+/jx42jZsqXadf3IyEiMHz8ely5dQkhICI4fP47w8HA1n8jISEydOlVnXcXFxSguLlZ9z83NpVofFrRv396gGE1crMeETQk4muFTY5BXlbikTHy7/xoysv2Qty+5xlm9J3MYWtSYw/DJILASba+qU77X+NjVDHRq6qG1Fpr20IWx+0JfHWtvffKKaQ+pt1s565Bbw9KvLnnIqWHdl6w8pYzXlmOjsdpA7LK0GrnQa7B49uxZXLlyBSEhITh79qxWHe1k3e3atcO6desQFBSE9PR0zJs3D126dMHFixfh4OCgpr1//z4WLFiAcePGqX7LyMiocQOo8ntGRoZOTW5uLgoLC2FjY6OxtpiYGMybN49qPVija+ohoWmJaKYtMtTjySAPNQZ5SpRPIitZfvA6AKgNGHVdQn4yCMxEp6buOt9AsmJEKM6fP49WrVrpvS60GLsv9NWx9tYnr5j2kHK7lbsOuTUs/eqSh5wa1n3JylPKeG05NhqrDcQuS6uRC73uWTx48CCef/553L9/HwcPHsTBgwfh5uaGzZs3q74fPHgQBw4coPLr06cPBg8ejFatWiEyMhK7d+9GdnY2fv31VzVdbm4uXnrpJQQHB2Pu3Ln6lGwwH374IXJyclSftLQ0WfICwLFjxwyK0cSFNBM2JWDo5lSN9wrqGuQp0fYkclWE5jCsfFXdTapX1bFoD0OXl7ovDNGx9tYnr5j2YNFWcq2vqWlY+tUlDzk1rPuSlaeU8dpybDRWG4hdllYjF3o/4EKqza+4Z88e5OfnMynG2dkZTZs2xfXr11W/PX78GL1794aDgwO2b9+OevXqqWIeHh7IzFSfp075XXkfpDaNo6Oj1rOKAGBlZQVHR0e1T11HeeawsMJc48MlNBNVdwio+Vu3IDe17zRzGHI4HA6HwzER9H3MWqFQkMzMTNV3e3t7kpKSovfj2pp4/PgxqV+/Plm2bBkhpPKR7vbt25OuXbuS/Pz8Gvrdu3cTMzMztXq+++474ujoSIqKigghhLz//vukRYsWassNHz6cREZG6lWbnFPnPHr0yKAYTVyXJmR+rNp0M6HzY2toaKa1ib2UQfp98w/puDBO55Q1YtaTVkfrY8jyUvaFoTrW3vrkFdMeLNpKrvU1NQ1Lv7rkIaeGdV+y8pQyXluOjcZqA7HL0mrEItnUOQqFosY9ibT3KFZnxowZOHz4MG7evIl///0XAwcOhLm5OYYPH47c3Fz06tUL+fn5+OGHH5Cbm4uMjAxkZGSgvLwcANCrVy8EBwdj1KhROHfuHPbt24ePP/4YEydOhJWVFQDg7bffxo0bN/D+++/jypUrWLFiBX799VdMmzbNoJrl4PDhwwbFaOK6NDRnDleMCMXc1kU6zwZGBLvjj0md8X5wvs4pa8SsJ62O1seQ5aXsC0N1rL31ySumPVi0lVzra2oaln51yUNODeu+ZOUpZby2HBuN1QZil6XVyIXeU+cQQhAdHa0ajBUVFeHtt9+u8bLrbdu2CXr9999/GD58OB48eICGDRuic+fOOHHiBBo2bIhDhw7h5MmTAIDAwEC15VJTU+Hr6wtzc3Ps3LkT48ePR4cOHWBnZ4eoqCjMnz9fpfXz88OuXbswbdo0LFu2DI0aNcKaNWtMetqcu3fvGhSjiU/YlICDl4B9eTUfTlE+XHLoUhq6NffWOiAUysGiVjlyiPVnkZvVekrlrU9eqfubVV9LXYfcGpZ+dclDTg3rvmTlKWW8thwbjdUGYpel1ciF3oPFqKgote8jR440OPnmzZu1xrp166b1/dNV8fHxwe7du3VqunXrpvPpbVNBOeVM2r1GGqec+WJfMrZnPaMxJrQsUPVpZnOtTzOvGBGKLVuuYehQ7WcOXVxcqNZHSKcrLkcOsf4scrNaT6m89ckrdX+z6mup65Bbw9KvLnnIqWHdl6w8pYzXlmOjsdpA7LK0GrlQEJoRGQe5ublwcnJSzfXImupTzgBQe/PIF/uSVdPQVI8JLaskdEEcHuaXqL672lnizKyIGrUUFRXB2tpaa61CcRY+cuSgQUyNNLlZradU3vrklbq/5dguWfWZnBqWfnXJQ04N676Uqy6p9llTOjYaqw3ELkurEQvt2EbvexY50iA05cyhK1laYzTT1QB09yQCwNq1a3XWKhRn4SNHDrH+LHKzWk+pvPXJK3V/y7FdsuozOTUs/eqSh5wa1n3JylPKeG05NhqrDcQuS6uRCz5YNBGEppzxaaC8J7RyoOfj+uQeUZrpagA+ZQ2Hw+FwOBz94YNFEyEi2B2rXw9D60ZOcLczq3EZ2cPR+n9vS1ZAAcDTyZp62aqsGBGK9QO9dA4Uw8LCdNYqFGfhI0cOsf4scrNaT6m89ckrdX/LsV2y6jM5NSz96pKHnBrWfcnKU8p4bTk2GqsNxC5Lq5ELfs8iJVLfsyiE8r5Ec4UC5YRg9ethiAh2F16Qw+FwOBwORwO0Yxu9n4Z+WlGOqXNzc42Sv10jGywdFITTNx/iOV8XtGtkY7RaOBwOh8Ph1H6U4wih84Z8sEjJ48ePAQDe3t5GroTD4XA4HA6HHY8fP4aTk5PWOL8MTUlFRQXu3r0LBwcHg99YI0Rubi68vb2Rlpb2VLyLWgy8rejhbUUPbyv94O1FD28renhb0SO2rQghePz4Mby8vGBmpv0xFn5mkRIzMzM0atRIllyOjo58B6GEtxU9vK3o4W2lH7y96OFtRQ9vK3rEtJWuM4pK+NPQHA6Hw+FwOByt8MEih8PhcDgcDkcrfLBoQlhZWWHOnDmwsrIydikmD28renhb0cPbSj94e9HD24oe3lb0yNVW/AEXDofD4XA4HI5W+JlFDofD4XA4HI5W+GCRw+FwOBwOh6MVPljkcDgcDofD4WiFDxY5HA6Hw+FwOFrhg0UTYvny5fD19YW1tTXatWuHU6dOGbskk+PIkSPo27cvvLy8oFAosGPHDmOXZLLExMTgueeeg4ODA9zc3DBgwAAkJycbuyyTZOXKlWjVqpVqYtsOHTpgz549xi6rVrBo0SIoFApMnTrV2KWYHHPnzoVCoVD7PPvss8Yuy2S5c+cORo4cCVdXV9jY2KBly5aIj483dlkmia+vb41tS6FQYOLEiZLk44NFE2HLli2YPn065syZg4SEBLRu3RqRkZHIysoydmkmRX5+Plq3bo3ly5cbuxST5/Dhw5g4cSJOnDiBuLg4lJaWolevXsjPzzd2aSZHo0aNsGjRIpw5cwbx8fHo0aMH+vfvj0uXLhm7NJPm9OnT+O6779CqVStjl2KyNG/eHOnp6arP0aNHjV2SSfLo0SN06tQJ9erVw549e5CUlIQvv/wS9evXN3ZpJsnp06fVtqu4uDgAwODBgyXJx6fOMRHatWuH5557Dt9++y2AyndRe3t7Y/LkyZg5c6aRqzNNFAoFtm/fjgEDBhi7lFrBvXv34ObmhsOHD+OFF14wdjkmj4uLC7744gu88cYbxi7FJMnLy0NoaChWrFiBTz75BG3atMHSpUuNXZZJMXfuXOzYsQOJiYnGLsXkmTlzJo4dO4Z//vnH2KXUSqZOnYqdO3fi2rVrUCgUzP35mUUToKSkBGfOnEF4eLjqNzMzM4SHh+P48eNGrIxTl8jJyQFQOQjiaKe8vBybN29Gfn4+OnToYOxyTJaJEyfipZdeUjtucWpy7do1eHl5wd/fHyNGjMDt27eNXZJJ8ueffyIsLAyDBw+Gm5sbQkJCsHr1amOXVSsoKSnBTz/9hDFjxkgyUAT4YNEkuH//PsrLy+Hu7q72u7u7OzIyMoxUFacuUVFRgalTp6JTp05o0aKFscsxSS5cuAB7e3tYWVnh7bffxvbt2xEcHGzsskySzZs3IyEhATExMcYuxaRp164d1q1bh71792LlypVITU1Fly5d8PjxY2OXZnLcuHEDK1euRJMmTbBv3z6MHz8e77zzDtavX2/s0kyeHTt2IDs7G9HR0ZLlsJDMmcPhmAwTJ07ExYsX+f1SOggKCkJiYiJycnKwdetWREVF4fDhw3zAWI20tDRMmTIFcXFxsLa2NnY5Jk2fPn1U/9+qVSu0a9cOPj4++PXXX/ntDdWoqKhAWFgYFi5cCAAICQnBxYsXsWrVKkRFRRm5OtPmhx9+QJ8+feDl5SVZDn5m0QRo0KABzM3NkZmZqfZ7ZmYmPDw8jFQVp64wadIk7Ny5EwcPHkSjRo2MXY7JYmlpicDAQLRt2xYxMTFo3bo1li1bZuyyTI4zZ84gKysLoaGhsLCwgIWFBQ4fPoyvv/4aFhYWKC8vN3aJJouzszOaNm2K69evG7sUk8PT07PGP8yaNWvGL9sLcOvWLfz9998YO3aspHn4YNEEsLS0RNu2bbF//37VbxUVFdi/fz+/Z4pjMIQQTJo0Cdu3b8eBAwfg5+dn7JJqFRUVFSguLjZ2GSZHz549ceHCBSQmJqo+YWFhGDFiBBITE2Fubm7sEk2WvLw8pKSkwNPT09ilmBydOnWqMbXX1atX4ePjY6SKagdr166Fm5sbXnrpJUnz8MvQJsL06dMRFRWFsLAwPP/881i6dCny8/MxevRoY5dmUuTl5an9qzw1NRWJiYlwcXFB48aNjViZ6TFx4kT8/PPP+OOPP+Dg4KC6/9XJyQk2NjZGrs60+PDDD9GnTx80btwYjx8/xs8//4xDhw5h3759xi7N5HBwcKhx36udnR1cXV35/bDVmDFjBvr27QsfHx/cvXsXc+bMgbm5OYYPH27s0kyOadOmoWPHjli4cCGGDBmCU6dO4fvvv8f3339v7NJMloqKCqxduxZRUVGwsJB4OEc4JsM333xDGjduTCwtLcnzzz9PTpw4YeySTI6DBw8SADU+UVFRxi7N5NDUTgDI2rVrjV2ayTFmzBji4+NDLC0tScOGDUnPnj1JbGysscuqNXTt2pVMmTLF2GWYHEOHDiWenp7E0tKSPPPMM2To0KHk+vXrxi7LZPnrr79IixYtiJWVFXn22WfJ999/b+ySTJp9+/YRACQ5OVnyXHyeRQ6Hw+FwOByOVvg9ixwOh8PhcDgcrfDBIofD4XA4HA5HK3ywyOFwOBwOh8PRCh8scjgcDofD4XC0wgeLHA6Hw+FwOByt8MEih8PhcDgcDkcrfLDI4XA4HA6Hw9EKHyxyOBwOh8PhcLTCB4scDodDQXR0NAYMGGC0/KNGjcLChQtlyTVz5kxMnjxZllwcDsf04W9w4XA4Tz0KhUJnfM6cOZg2bRoIIXB2dpanqCqcO3cOPXr0wK1bt2Bvby95vvv378Pf3x+JiYnw9/eXPB+HwzFt+GCRw+E89WRkZKj+f8uWLZg9ezaSk5NVv9nb28sySNPG2LFjYWFhgVWrVsmWc/DgwfD19cUXX3whW04Oh2Oa8MvQHA7nqcfDw0P1cXJygkKhUPvN3t6+xmXobt26YfLkyZg6dSrq168Pd3d3rF69Gvn5+Rg9ejQcHBwQGBiIPXv2qOW6ePEi+vTpA3t7e7i7u2PUqFG4f/++1trKy8uxdetW9O3bV+33FStWoEmTJrC2toa7uzteffVVVayiogIxMTHw8/ODjY0NWrduja1bt6otf+nSJbz88stwdHSEg4MDunTpgpSUFFW8b9++2Lx5syHNyeFw6hh8sMjhcDgGsn79ejRo0ACnTp3C5MmTMX78eAwePBgdO3ZEQkICevXqhVGjRqGgoAAAkJ2djR49eiAkJATx8fHYu3cvMjMzMWTIEK05zp8/j5ycHISFhal+i4+PxzvvvIP58+cjOTkZe/fuxQsvvKCKx8TEYMOGDVi1ahUuXbqEadOmYeTIkTh8+DAA4M6dO3jhhRdgZWWFAwcO4MyZMxgzZgzKyspUHs8//zz+++8/3Lx5k3GrcTicWgcxkGvXrpG9e/eSgoICQgghFRUVhlpxOByOybB27Vri5ORU4/eoqCjSv39/1feuXbuSzp07q76XlZUROzs7MmrUKNVv6enpBAA5fvw4IYSQBQsWkF69eqn5pqWlEQAkOTlZYz3bt28n5ubmasfY33//nTg6OpLc3Nwa+qKiImJra0v+/fdftd/feOMNMnz4cEIIIR9++CHx8/MjJSUlWlqBkJycHAKAHDp0SKuGw+E8HVjoO7h88OABhg4digMHDkChUODatWvw9/fHG2+8gfr16+PLL79kPqDlcDgcU6RVq1aq/zc3N4erqytatmyp+s3d3R0AkJWVBaDyQZWDBw9qvP8xJSUFTZs2rfF7YWEhrKys1B7CiYiIgI+PD/z9/dG7d2/07t0bAwcOhK2tLa5fv46CggJERESo+ZSUlCAkJAQAkJiYiC5duqBevXpa183GxgYAVGdFORzO04veg8Vp06bBwsICt2/fRrNmzVS/Dx06FNOnT+eDRQ6H89RQfbClUCjUflMO8CoqKgAAeXl56Nu3Lz777LMaXp6enhpzNGjQAAUFBSgpKYGlpSUAwMHBAQkJCTh06BBiY2Mxe/ZszJ07F6dPn0ZeXh4AYNeuXXjmmWfUvKysrAA8GQjq4uHDhwCAhg0bCmo5HE7dRu/BYmxsLPbt24dGjRqp/d6kSRPcunWLWWEcDodT1wgNDcXvv/8OX19fWFjQHX7btGkDAEhKSlL9PwBYWFggPDwc4eHhmDNnDpydnXHgwAFERETAysoKt2/fRteuXTV6tmrVCuvXr0dpaanWs4sXL15EvXr10Lx5c73WkcPh1D30fsAlPz8ftra2NX5/+PCh6l+tHA6Hw6nJxIkT8fDhQwwfPhynT59GSkoK9u3bh9GjR6O8vFzjMg0bNkRoaCiOHj2q+m3nzp34+uuvkZiYiFu3bmHDhg2oqKhAUFAQHBwcMGPGDEybNg3r169HSkoKEhIS8M0332D9+vUAgEmTJiE3NxfDhg1DfHw8rl27ho0bN6pNF/TPP/+gS5cuVGchORxO3UbvwWKXLl2wYcMG1XeFQoGKigp8/vnn6N69O9PiOBwOpy7h5eWFY8eOoby8HL169ULLli0xdepUODs7w8xM++F47Nix2LRpk+q7s7Mztm3bhh49eqBZs2ZYtWoVfvnlF9VZwAULFmDWrFmIiYlBs2bN0Lt3b+zatQt+fn4AAFdXVxw4cAB5eXno2rUr2rZti9WrV6udZdy8eTPefPNNiVqCw+HUJvSelPvixYvo2bMnQkNDceDAAfTr1w+XLl3Cw4cPcezYMQQEBEhVK4fD4TyVFBYWIigoCFu2bEGHDh0kz7dnzx68++67OH/+PPXlcg6HU3fR+8xiixYtcPXqVXTu3Bn9+/dHfn4+Bg0ahLNnz/KBIofD4UiAjY0NNmzYoHPybpbk5+dj7dq1fKDI4XAA8Nf9cTgcDofD4XB0oPeZRX9/f4wePRrFxcVqvytfPM/hcDgcDofDqTvofWbRzMwMgYGBcHZ2xp9//gkPDw8AQGZmJry8vLQ+0cfhcDgcDofDqX3ofWZRoVBg7969aNSoEdq2bYvTp09LUReHw+FwOBwOxwTQe7BICIG9vT22bduG119/HV27dsVPP/0kRW0cDofD4XA4HCOj96NuVd9PGhMTg+bNm+PNN9/E8OHDmRbG4XA4HA6HwzE+eg8Wq9/iOHLkSAQEBGDgwIHMiuJwOBwOh8PhmAbMps7JzMzElStXtL6LlMPhcDgcDodT++DzLHI4HA6Hw+FwtEJ1GTo0NBT79+9H/fr1ERISonbfYnUSEhKYFcfhcDgcDofDMS5Ug8X+/fvDysoKADBgwABmyY8cOYIvvvgCZ86cQXp6OrZv367mTwjBnDlzsHr1amRnZ6NTp05YuXIlmjRpotI8fPgQkydPxl9//QUzMzO88sorWLZsGezt7QEARUVFePvtt3HmzBlcvnwZL7/8Mnbs2KF3rRUVFbh79y4cHBx0DpY5HA6Hw+FwagOEEDx+/BheXl4wM9MxQQ4xIrt37yYfffQR2bZtGwFAtm/frhZftGgRcXJyIjt27CDnzp0j/fr1I35+fqSwsFCl6d27N2ndujU5ceIE+eeff0hgYCAZPny4Kp6Xl0fefvtt8v3335PIyEjSv39/g2pNS0sjAPiHf/iHf/iHf/iHf+rUJy0tTecYSNQ9i0VFRdiyZQvy8/MRERGhdsZPXxQKhdqZRUIIvLy88O6772LGjBkAgJycHLi7u2PdunUYNmwYLl++jODgYJw+fRphYWEAgL179+LFF1/Ef//9By8vL7Uc0dHRyM7ONujMYk5ODpydnZGWlgZHR0eD11OIZX9fwz/X7qFLk4aYEq7eniPXnERSei6CPR3x09h2arEDV7KweO8VPCgoRqeAhlgytE0NbxqNrhw0cdo807ck4ljKfbjaWWFGZBB6POum1gbbzqQBCmBQqHeNdqCphdZDG7rWQWj9aNaftj4aLzHLsGhDIZ1QPbq2BVoNzXYppKPxENLQtj0rH5Z+LNZfDg9WxzoWfcWqv6XwFBMX2qfF7EcsthE52kDMegr1oVBesX+/9CE3Nxfe3t7Izs6Gk5OTVh31YHH69OkoLS3FN998AwAoKSnB888/j6SkJNja2qKsrAyxsbHo2LGjQQVXHyzeuHEDAQEBOHv2LNq0aaPSde3aFW3atMGyZcvw448/4t1338WjR49U8bKyMlhbW+O3336rMZ2PPoPF4uJitfdfKxs0JydHssHiF/uSsfzgddX3id0D8V5kEADglZX/4sytJ+vZ1qc+fh9f2dZxSZl4c0O8mteLLT2xYkSo6juNRlcOmjhtngmbErD7QrqaZvXrYYgIdq/RBtXbgaYWWg9t6FoHofWjWX/a+mi89Km9OizaUEgnVI+ubUGJkIZmuxTS0XgIaWjbnpUPSz8W6y+HB6tjHYu+YtXfVWHlKSYutE+L2Y9YbCNytIGY9RTqQ6G8Yv9+6Utubi6cnJwExzbUb3CJjY1FRESE6vumTZtw+/ZtXLt2DY8ePcLgwYPx6aefiqu6ChkZGQAAd3d3td/d3d1VsYyMDLi5qZ9hsLCwgIuLi0pjKDExMXByclJ9vL29RfnRcOhKlvr35CffL97JUYtdqvL9eMqDGl4nb6j/RqPRlYMmTpvnxI2aGuVv1dsAUG8HmlpoPbShax2E1o9m/Wnro/ESswyLNhTSCdWja1ug1dBsl0I6Gg8hDW3bs/Jh6cdi/eXwYHWsY9FXrPqbdV1i40L7tJj9iMU2wiqXmLiY7UIor9i/X1JBPVi8ffs2goODVd9jY2Px6quvwsfHBwqFAlOmTMHZs2clKdIYfPjhh8jJyVF90tLSJM/ZTXVprfJkb7egJwPhFs84qcWaq74DHQJca3i181f/jUajKwdNnDZPe/+aGuVv3TRcgqzaDjS10HpoQ9c6CK0fzfrT1kfjJWYZFm0opBOqR9e2QKuh2S6FdDQeQhratmflw9KPxfrL4cHqWMeir1j1N+u6xMaF9mkx+xGLbYRVLjFxMduFUF6xf7+kgnqwaGZmpvb2lhMnTqB9+/aq787OzmqXg8Xi4eEBoHKy76pkZmaqYh4eHsjKUh9xl5WV4eHDhyqNoVhZWcHR0VHtIzXvRQZhYvdAuNcrqXHa+ffxHdHWpz4sQGqcto4Idsfq18Pg62oLS0W5xssWNBpdOWjitHlWjAjFiy094WBlAWfzUrVLiso2aGBvCVuzMq2n33XVQuuhDV3rILR+NOtPWx+Nl5hlWLShkE6oHl3bAq2GZrsU0tF4CGlo256VD0s/FusvhwerYx2LvmLV36zrEhsX2qfF7EcsthE52kDMegr1oVBesX+/JIP2aeD27duTL7/8khBCyMWLF4mZmRm5ceOGKn7o0CHi4+Oj70PGKgD1p6ErKiqIh4cHWbx4seq3nJwcYmVlRX755RdCCCFJSUkEAImPj1dp9u3bRxQKBblz506NHFFRUQY/DZ2Tk0MAkJycHIOW14fU1FSDYjRxFh40OVjUIse6iPGXoy/01UnhLZePHNsLCw9T07D0q0serDRlZWXk+vXrpLCwUOtHKE6rYe0pZdzQGOv2MtU2ELusIduMpk9ZWZnO7Zt2bEP9buj3338fw4YNw65du3Dp0iW8+OKL8PPzU8V3796N559/Xq+Bal5eHq5ff3IjZ2pqKhITE+Hi4oLGjRtj6tSp+OSTT9CkSRP4+flh1qxZ8PLyUj0E06xZM/Tu3RtvvvkmVq1ahdLSUkyaNAnDhg1TexI6KSkJJSUlePjwIR4/fozExEQAUHtwxpS4desWfH199Y7RxFl40ORgUYsc6yKEsftCX50U3nL5yLG9sPAwNQ1Lv7rkIVZDCEFGRgays7NRVFSEkpISrR5CcVoNa08p44bGaOK0Gha5pGoDscvSamhwdnaGh4eHqDmiqQeLAwcOxO7du7Fz50706tULkydPVovb2tpiwoQJeiWPj49H9+7dVd+nT58OAIiKisK6devw/vvvIz8/H+PGjUN2djY6d+6MvXv3wtraWrXMpk2bMGnSJPTs2VM1KffXX3+tlufFF1/ErVu3VN9DQkIAQO2yuimRlJSk9R3bumI0cRYeNDlY1CLHughh7L7QVyeFt1w+cmwvLDxMTcPSry55iNUoB4pubm4oLCxEgwYNtHo8ePAArq667yem0bD2lDJuaIwmTqthkUuqNhC7LK1GF4QQFBQUqG7X8/T0NNiLerAIAD179kTPnj01xubMmaN38m7duukcsCkUCsyfPx/z58/XqnFxccHPP/+sM8/Nmzf1rs2Y6JpFXecM6xRxFh40OVjUIse6iPGXoy/01UnhLZePHNsLCw9T07D0q0seYjTl5eWqgaKrqyvu3bundpKiOpaWljrjtBrWnlLGDY3RxGk1LHJJ1QZil6XVCGFjYwMAyMrKgpubG8zNzQ3yETUp99ME7VxEHA6Hw6ndFBUVITU1Fb6+vqo/thxObaWwsBA3b96En59fjcEn83kWOfKxdu1ag2I0cRYeNDlY1CLHuojxl6Mv9NVJ4S2XjxzbCwsPU9Ow9KtLHiw0ynu87t+/r9NDKE6rYe0pZdzQGE2cVsMil1RtIHZZWg0NYu5VVMIHiyZIUVGRQTGaOAsPmhwsapFjXcT4y9EX+uqk8JbLR47thYWHqWlY+tUlD5aaiooKUXFaDWtPKeOGxmjitBoWuaRqA7HL0mrkgg8WTZDAwECDYjRxFh40OVjUIse6iPGXoy/01UnhLZePHNsLCw9T07D0q0seLDVC943R3Fem771nLDyljBsao4nr0qxbtw7Ozs7McknVBoYsq++6yYrgJFQcQoi88yzevXvXoBhNnIUHTQ4WtcixLmL85egLfXVSeMvlI8f2wsLD1DQs/eqShxhNYWEhSUpKIoWFhYQQQoqLi3V66IoXFRWR8ePHk/Hjx5OioiLBemg8hTTp6enknXfeIf7+/sTKyoq4ubmRjh07khUrVpD8/HzqHLrihsZo4kqNj48P+eqrr9R+LygoIJmZmcxyaYt37dqVoPI1KwQAcXNzI6+++iq5efMmk9yaYvquGy3Vt+eq0I5t9D6zmJmZiVGjRsHLywsWFhYwNzdX+3DEs2PHDoNiNHEWHjQ5WNQix7qI8ZejL/TVSeEtl48c2wsLD1PTsPSrSx4sNdnZ2aLihkDjqUlz48YNhISEIDY2FjNnzsTZs2dx/PhxvP/++9i5cyf+/vtv6hy64obGCCFU9+Jp87CxsYGbm5ugjkX8zTffxIULF3D37l388ccfSEtLw8iRI0V5K+dNrB4rLS3Ve900UVpaqvcyNOg9WIyOjkZCQgJmzZqFrVu3Ytu2bWofDofD4XA4xmHChAmwsLBAfHw8+vfvj2bNmsHf3x/9+/fHrl270LdvX5U2JycHY8eORcOGDeHo6IgePXrg3LlzqvgXX3yBNm3aYOPGjfD19YWTkxOGDRuGx48fqzQVFRWIiYmBn58fbGxs0Lp1a/z111+q+KFDh6BQKLBnzx60bdsWVlZWOHnyJFJSUtC/f3+4u7vD3t4ezz33nNpAduDAgbh16xamTZsGhUKhekij+qVaAFi5ciUCAgJgaWmJoKAgbNy4US2uUCiwZs0aDBw4ELa2tmjSpAn+/PNPwba0tbWFm5sbPD090b59e0yaNAkJCQmqeHl5Od544w3VugcFBWHZsmVqHtHR0RgwYAA+/fRTeHl5ISgoCDdv3oS7uzu2bNmCrl27wtraGps2bdK4bn/88QdCQ0NhbW0Nf39/zJs3D2VlZWrrtnLlSvTr1w92dnb49NNPBdfLIPQ9nWlvb0/Onj2r72K1HjkvQ1+7ds2gGE2chQdNDha1yLEuYvzl6At9dVJ4y+Ujx/bCwsPUNCz96pKHGE31y3aaLt9V12vD0MvQQjk1ae7fv08UCgWJiYmh8ujRowfp27cvOX36NLl69Sp59913iaurK3nw4AEhhJCPPvqI2Nvbk0GDBpELFy6QI0eOEA8PD/J///d/Ku9PPvmEPPvss2Tv3r0kJSWFrF27llhZWZFDhw4RQgg5ePAgAUBatWpFYmNjyfXr18mdO3dIYmIiWbVqFblw4QK5evUq+fjjj4m1tTW5desWIYSQO3fukEaNGpH58+eT9PR0kp6eTgghZO3atcTJyUm1Dps3byb16tUjy5cvJ8nJyeTLL78k5ubm5MCBA6o2AEAaNWpEfv75Z3Lt2jXyzjvvEHt7e/LgwQOtbdS1a1cyZcoUVfzBgwekb9++pHv37ipNbm4umT17Njl9+jS5ceMG+emnn4itrS3ZsmWLKndUVBSxt7cno0aNIhcvXiQXL14kqampBADx9fUlv//+O7lx4wa5e/dujXWLi4sjjo6OZN26dSQlJYXExsYSX19fMnfuXJUG/7tE/uOPP5KUlBRV+1XFKJehvb29TfbNJ3WFzMxMg2I0cRYeNDlY1CLHuojxl6Mv9NVJ4S2XjxzbCwsPU9Ow9KtLHiw1Vc/kGBI3BBrP6prr16+DEIKgoCC1eIMGDWBvbw97e3t88MEHAICjR48iPj4ev/32G8LCwtCkSRMsXrwYzs7O2Lp1K4DKs4YVFRVYt24dWrRogS5dumDUqFHYv38/ysrKUFxcjIULF+LHH39EZGQk/P39ER0djaFDh+K7775Tq23+/PmIiIhAQEAAHB0d0bp1a7z11lto0aIFmjRpggULFiAgIEB1xs/R0RHm5uZwcHCAh4cHPDw8NLbBV199hejoaEyYMAFNmzbF9OnTMWjQICxevFitDaKjozF8+HAEBgZi4cKFyMvLw6lTp3S284oVK9CgQQPY2dnB1dUVycnJ+PHHH1VxhUKBefPmISwsDH5+fhgxYgRGjx6NX3/9VS23nZ0d1qxZg+bNm6N58+aq5adOnYpBgwbBz89P49tVPv30U8ycORNRUVHw9/dHREQEFixYUKNtX3vtNYwePRr+/v5o3Lix1vURg96DxaVLl2LmzJm17q0otYnz588bFKOJs/CgycGiFjnWRYy/HH2hr04Kb7l85NheWHiYmoalX13yYKkpKCgQFTcEGk/auk6dOoXExEQ0b94cxcXFAIBz584hLy8Prq6uqoGkvb09UlNTkZKSAqDy/jdfX184ODioPD09PZGVlYWCggJcv34dBQUFiIiIUPP45ZdfVB5KwsLC1OrKy8vDjBkz0KxZMzg7O8Pe3h6XL1/G7du3qdcfAJKTk9GpUye13zp16oTLly+r+bRq1UoVt7Ozg6Ojo2o9tDFixAjs378f586dw9GjRxEYGIhevXqpLsMXFBRg+fLlaNu2LRo2bAh7e3t8//33NdahZcuWsLS0rOFftU00ceHCBcyfP1+tbd98802kp6er1S3kwwK9XvcHAEOHDkVBQQECAgJga2uLevXqqcUfPnzIrDgOh8PhcDh0BAYGQqFQIDk5We13f39/AFB7G01eXh7c3d1x5MiRGj5V75ur/jdeoVCo5v/Ly8sDAOzatQvPPPOMSvPgwQN4eXmpLWdnZ6f2fcaMGYiLi8PixYsRGBgIGxsbvPrqq6oHQFijaz204eTkBD8/P7i5uSEwMBA//PADPD09sWXLFowdOxbbt2/HjBkz8OWXX6JDhw5wcHDAF198gZMnT6r5VF93od+V5OfnY968eRg0aFCNWNVpdYR8mKDzIrUG1q1bp/NTV5HznsXy8nKDYjRxFh40OVjUIse6iPGXoy/01UnhLZePHNsLCw9T07D0q0seYjTV7/GqqKjQ6aErbug9i0I5tWl69epFnnnmGZKXl1cjrrwPjxBCYmNjibm5OUlNTdXqP3v2bNK6dWu137766ivi4+NDKioqSG5uLrGysiIbNmzQWpfynsVHjx6pxVu0aEHmz5+v+u3x48fEyclJVV9FRQVp0qQJWbx4sZp39fv6OnbsSN588001zeDBg8lLL72k8gFAtm/frqZxcnIia9eu1drOyraqGs/KyiIAyNdff00IIWTixImkR48easv17NlT1WYVFRUkKiqK9O/fX02jvGex+vMfmtZtzJgxGutTomndqmOUexajoqJ0fjji+fnnnw2K0cRZeNDkYFGLHOsixl+OvtBXJ4W3XD5ybC8sPExNw9KvLnmw1AhdMZPiihqNpybNihUrUFZWhrCwMPzwww+4fPkykpOT8dNPP+HKlSuqKe7Cw8Px3HPPYcCAAYiNjcXNmzfx77//4qOPPkJ8fDyAyncK68rt4OCAGTNmYNq0aVi/fj1SUlKQkJCAzz77DOvXr9e5bJMmTbBt2zYkJibi3LlzeO2119TO9D18+BC+vr44cuQI7ty5o3W6nbfffhvr1q3DypUrce3aNSxZsgTbtm3DjBkzqNpRV7ygoACXL19GRkYGzp07h/Hjx8Pa2hq9evUCADzzzDOIj4/Hvn37cPXqVcyaNQunT5+m8qZh6tSp2LBhA+bNm4dLly7h8uXL2Lx5Mz7++GNRvoag92VooPJx8R07dqjuCWjevDn69evH51lkRNVpCfSJ0cRZeNDkYFGLHOsixl+OvtBXJ4W3XD5ybC8sPExNw9KvLnmw1JSXl4uKGwKNpyZNQEAAzp49i4ULF2LBggVIT0+HlZUVgoODMWPGDEyYMAFA5WXYTZs2YenSpRg9ejTu3bsHDw8PvPDCC3B3dwcAnQ+zKnMvWLAADRs2RExMDG7cuAFnZ2e0aNECc+fO1bnskiVLMGbMGHTs2BENGjTABx98gNzcXDXN/Pnz8dZbbyEgIADFxcUa64mMjMSyZcuwePFiTJkyBX5+fli7di26detG1Y664qtXr8bq1asBAPXr10erVq2we/du1QNEI0eOxNWrVzF06FAoFAoMHz4cEyZMwJ49e6hyC9G1a1fs3LkT8+fPx2effYZ69erh2WefxdixY0X5GoTO844auHbtGmnSpAmxtbUlISEhJCQkhNja2pKgoCBy/fp1fe1qDXJeht69e7dBMZo4Cw+aHCxqkWNdxPjL0Rf66qTwlstHju2FhYepaVj61SUPMZrql+2ys7N1euiKG3oZWiin2LrExg2N0cRpNSxySdUGYpel1dDA4jK03oPFPn36kN69e6vmYSKkcm6n3r17kxdffFFfu1qDnIPFrKwsg2I0cRYeNDlY1CLHuojxl6Mv9NVJ4S2XjxzbCwsPU9Ow9KtLHmI01f+4lpSU6PTQFTd0sCiUU2xdYuOGxmjitBoWuaRqA7HL0mpoMMo9i4cPH8bnn38OFxcX1W+urq5YtGgRDh8+zOyM59OMco4rfWM0cRYeNDlY1CLHuojxl6Mv9NVJ4S2XjxzbCwsPU9Ow9KtLHiw1jx49MjhuZWWFFStWYO7cubCyshLMRZtTbF1i44bGaOK0Gha5pGoDscvSauRC78GilZWVxns88vLyNM4jxOFwOBwOh8Opxeh7OnPUqFGkefPm5MSJE6SiooJUVFSQ48ePkxYtWpCoqCh97WoNcl6Gvnz5skExmjgLD5ocLGqRY13E+MvRF/rqpPCWy0eO7YWFh6lpWPrVJQ8xmuqX7QoKCnR6CMVpNaw9pYwbGqOJ02pY5JKqDcQuS6uhwSiXob/++msEBASgQ4cOsLa2hrW1NTp16oTAwMAaL9DmGEZOTo5BMZo4Cw+aHCxqkWNdxPjL0Rf66qTwlstHju2FhYepaVj61SUPFhryv6dvWTwNre+TsSw8pYwbGqOJ02pY5JKqDcQuS6uhgTB4RbPeg0VnZ2f88ccfSE5OxtatW7F161YkJydj+/btcHJyEl0QB0hISDAoRhNn4UGTg0UtcqyLGH85+kJfnRTecvnIsb2w8DA1DUu/uuQhRqN824fylWosXven7ysBWb7uT4q4oTGaOK2GRS6p2kDssrQaGpQ+1d9iow8GzbMIAE2aNEGTJk0MTszhcDgcjilibm4OZ2dnZGVlAQBKSkpQVFSkVV9aWqozTqth7Sll3NAYTZxWwyKXVG0gdllajS4IISgoKEBWVhacnZ1FzYWtIBTnJ6dPn44FCxbAzs4O06dP16ldsmSJwcWYMrm5uXByckJOTg4cHR0lzVVSUqL1YSFdMZo4Cw+aHCxqkWNdhDB2X+irk8JbLh85thcWHqamYelXlzzEagghyMjIQHZ2NgghUCgUWj2E4rQa1p5Sxg2N0cRpNSxySdUGYpel1dDg7OwMDw8PjV7UYxuamyO7deumeq9jt27ddH7qKnI+4PLLL78YFKOJs/CgycGiFjnWRYy/HH2hr04Kb7l85NheWHiYmoalX13yYKUpKysjW7duJYWFhVo/QnFaDWtPKeOGxli3l6m2gdhlDdlmNH3Kysp0bt+0Yxuqy9AHDx7U+P8caTD2/FUscrCoRY51EeNvSnOJSeltKvOdCWlY1Mmqz+TUsPSrSx6sNObm5sjKyoK1tbVWjVCcVsPaU8q4oTGaOK2GRS6p2kDssrQaudD7AZcxY8ZonGcxPz8fY8aMYVLU006jRo0MitHEWXjQ5GBRixzrIsZfjr7QVyeFt1w+cmwvLDxMTcPSry55yKlh3ZesPKWM15Zjo7HaQOyytBrZEDxHXw0zMzOSmZlZ4/d79+4Rc3Nzfe1qDXJehn748KFBMZo4Cw+aHCxqkWNdxPjL0Rf66qTwlstHju2FhYepaVj61SUPOTWs+5KVp5Tx2nJsNFYbiF2WViMW5vMs5ubmIicnB4QQPH78GLm5uarPo0ePsHv3bri5uUk3qn2K2Lx5s0ExmjgLD5ocLGqRY13E+MvRF/rqpPCWy0eO7YWFh6lpWPrVJQ85Naz7kpWnlPHacmw0VhuIXZZWIxfUU+c4OztDoVBAoVCgadOmNeIKhQLz5s1jWhyHw+FwOBwOx7hQDxYPHjwIQgh69OiB33//HS4uLqqYpaUlfHx84OXlJUmRTxudO3c2KEYTZ+FBk4NFLXKsixh/OfpCX50U3nL5yLG9sPAwNQ1Lv7rkIaeGdV+y8pQyXluOjcZqA7HL0mrkgnqw2LVrVwBAamoqvL29YWam97MxHEpKS0sNitHEWXjQ5GBRixzrIsZfjr7QVyeFt1w+cmwvLDxMTcPSry55yKlh3ZesPKWM15Zjo7HaQOyytBq50HvE5+PjAzMzMxQUFODKlSs4f/682ocjnpMnTxoUo4mz8KDJwaIWOdZFjL8cfaGvTgpvuXzk2F5YeJiahqVfXfKQU8O6L1l5ShmvLcdGY7WB2GVpNXKh9+v+7t27h9GjR2PPnj0a46xefM3hcDgcDofDMQH0fcz6tddeI506dSKnT58mdnZ2JDY2lmzcuJEEBQWRnTt3Gvjwtukj59Q5eXl5BsVo4iw8aHKwqEWOdRHjL0df6KuTwlsuHzm2FxYepqZh6VeXPOTUsO5LVp5SxmvLsdFYbSB2WVqNWJhPnaPkwIEDWLJkCcLCwmBmZgYfHx+MHDkSn3/+OWJiYtiPZp9CtJ21FYrRxFl40ORgUYsc6yLGX46+0FcnhbdcPnJsLyw8TE3D0q8uecipYd2XrDyljNeWY6Ox2kDssrQaudB7sJifn6+aT7F+/fq4d+8eAKBly5ZISEhgW91TirJN9Y3RxFl40ORgUYsc6yLGX46+0FcnhbdcPnJsLyw8TE3D0q8uecipYd2XrDyljNeWY6Ox2kDssrQaudB7sBgUFITk5GQAQOvWrfHdd9/hzp07WLVqFTw9PZkX+DTi7u5uUIwmzsKDJgeLWuRYFzH+cvSFvjopvOXykWN7YeFhahqWfnXJQ04N675k5SllvLYcG43VBmKXpdXIhr7Xtzdu3EjWrl1LCCEkPj6eNGjQgJiZmRFra2uyefNmg66Z1wbkvGfx8ePHBsVo4iw8aHKwqEWOdRHjL0df6KuTwlsuHzm2FxYepqZh6VeXPOTUsO5LVp5SxmvLsdFYbSB2WVqNWCS7Z3HkyJGIjo4GALRt2xa3bt3C6dOnkZaWhqFDh7IdyT6lbNy40aAYTZyFB00OFrXIsS5i/OXoC311UnjL5SPH9sLCw9Q0LP3qkoecGtZ9ycpTynhtOTYaqw3ELkurkQu9p86pjq2tLUJDQ1nUwuFwOBwOh8MxMagGi9OnT6c2XLJkicHFcCpp3769QTGaOAsPmhwsapFjXcT4y9EX+uqk8JbLR47thYWHqWlY+tUlDzk1rPuSlaeU8dpybDRWG4hdllYjF1SDxbNnz1KZKRQKUcVwKjE3NzcoRhNn4UGTg0UtcqyLGH85+kJfnRTecvnIsb2w8DA1DUu/uuQhp4Z1X7LylDJeW46NxmoDscvSauSC6p7FgwcPUn0OHDggdb1PBceOHTMoRhNn4UGTg0UtcqyLGH85+kJfnRTecvnIsb2w8DA1DUu/uuQhp4Z1X7LylDJeW46NxmoDscvSauRC7wdcOBwOh8PhcDhPDwpCCNFnge7du+u83FxXzy7m5ubCyckJOTk5cHR0lDRXdnY2nJ2d9Y7RxFl40ORgUYsc6yKEsftCX50U3nL5yLG9sPAwNQ1Lv7rkIaeGdV/KVZeYeG05NhqrDcQuS6sRC+3YRu8zi23atEHr1q1Vn+DgYJSUlCAhIQEtW7YUVTSnksOHDxsUo4mz8KDJwaIWOdZFjL8cfaGvTgpvuXzk2F5YeJiahqVfXfKQU8O6L1l5ShmvLcdGY7WB2GVpNXKh99Q5X331lcbf586di7y8PNEFcYC7d+8aFKOJs/CgycGiFjnWRYy/HH2hr04Kb7l85NheWHiYmoalX13ykFPDui9ZeUoZry3HRmO1gdhlaTVyweyexZEjR+LHH3/Ua5kjR46gb9++8PLygkKhwI4dO9TihBDMnj0bnp6esLGxQXh4OK5du6amefjwIUaMGAFHR0c4OzvjjTfeqDFoPX/+PLp06QJra2t4e3vj888/N2gd5cLFxcWgGE2chQdNDha1yLEuYvzl6At9dVJ4y+Ujx/bCwsPUNCz96pKHnBrWfcnKU8p4bTk2GqsNxC5Lq5ENVq+M2bBhA/H09NRrmd27d5OPPvqIbNu2jQAg27dvV4svWrSIODk5kR07dpBz586Rfv36ET8/P1JYWKjS9O7dm7Ru3ZqcOHGC/PPPPyQwMJAMHz5cFc/JySHu7u5kxIgR5OLFi+SXX34hNjY25LvvvtOrVjlf91d1/fSJ0cRZeNDkYFGLHOsixl+OvtBXJ4W3XD5ybC8sPExNw9KvLnnIqWHdl6w8pYzXlmOjsdpA7LK0GrFI9rq/QYMGqX0GDhyI9u3bY/To0Xjrrbf08urTpw8++eQTDBw4UNMgFkuXLsXHH3+M/v37o1WrVtiwYQPu3r2rOgN5+fJl7N27F2vWrEG7du3QuXNnfPPNN9i8ebPq9O2mTZtQUlKCH3/8Ec2bN8ewYcPwzjvvmOTk4XFJmRi77jRe/uwvxCVlatSsXbtWp4dQnIUHTQ4WtcixLmL85egLfXVSeMvlI8f2wsLD1DQs/eqSh5wa1n3JylPKeG05NhqrDcQuS6uRC70Hi05OTmofFxcXdOvWDbt378acOXOYFZaamoqMjAyEh4er5W7Xrh2OHz8OADh+/DicnZ0RFham0oSHh8PMzAwnT55UaV544QVYWlqqNJGRkUhOTsajR4+05i8uLkZubq7aR0rikjLx5oZ4/H0lC9cLbfHmhnitA0YOh8PhcDgcudD7ARe5RroZGRkAAHd3d7Xf3d3dVbGMjAy4ubmpxS0sLODi4qKm8fPzq+GhjNWvX19j/piYGMybN0/8ilByPOUBFACU8xgpAJy48QARwerrX3VgrAmhOAsPmhwsapFjXcT4y9EX+uqk8JbLR47thYWHqWlY+tUlDzk1rPuSlaeU8dpybDRWG4hdllYjF3rPs6gkPj4ely9fBgAEBwejbdu24gpRKLB9+3YMGDAAAPDvv/+iU6dOuHv3Ljw9PVW6IUOGQKFQYMuWLVi4cCHWr1+P5ORkNS83NzfMmzcP48ePR69eveDn54fvvvtOFU9KSkLz5s2RlJSEZs2aaaynuLgYxcXFqu+5ubnw9vaWbJ5F5ZnFqqx+PazGYJHD4XA4HA6HBbTzLOp9ZvG///7D8OHDcezYMdVkkdnZ2ejYsSM2b96MRo0aGVx0VTw8PAAAmZmZaoPFzMxMtGnTRqXJyspSW66srAwPHz5ULe/h4YHMTPXLucrvSo0mrKysYGVlpfquHFNLdTm6XSMbLB0UhG0JaQAUGBTaCO0a2Uh++ZvD4XA4HM7TiXKMIXjeUN8nZyIjI0m7du3IlStXVL9duXKFdOjQgURGRuprpwLVnoauqKggHh4eZPHixarfcnJyiJWVFfnll18IIYQkJSURACQ+Pl6l2bdvH1EoFOTOnTuEEEJWrFhB6tevT0pKSlSaDz/8kAQFBelVX1paGkHlVWL+4R/+4R/+4R/+4Z8680lLS9M5BtL7MrSNjQ3+/fdfhISEqP1+5swZdOnSBQUFBdReeXl5uH79OgAgJCQES5YsQffu3eHi4oLGjRvjs88+w6JFi7B+/Xr4+flh1qxZOH/+PJKSkmBtbQ2g8onqzMxMrFq1CqWlpRg9ejTCwsLw888/AwBycnIQFBSEXr164YMPPsDFixcxZswYfPXVVxg3bhx1rRUVFbh79y4cHBx0vu5QDMpL3WlpaZK/UrC2w9uKHt5W+sHbix7eVvTwtqKHtxU9YtuKEILHjx/Dy8sLZmban3nW+zK0t7c3SktLa/xeXl4OLy8vvbzi4+PRvXt31ffp06cDAKKiorBu3Tq8//77yM/Px7hx45CdnY3OnTtj7969qoEiUDk1zqRJk9CzZ0+YmZnhlVdewddff62KOzk5ITY2FhMnTkTbtm3RoEEDzJ49W6+BIgCYmZkxu8QuhKOjI99BKOFtRQ9vK/3g7UUPbyt6eFvRw9uKHjFt5eTkJKjR+8ziH3/8gYULF2L58uWqJ3Xi4+MxefJkfPDBB6oHVDj6Q3ujKYe3lT7wttIP3l708Laih7cVPbyt6JGrrfQ+sxgdHY2CggK0a9cOFhaVi5eVlcHCwgJjxozBmDFjVNqHDx+yq5TD4XA4HA6HIzt6DxaXLl0qQRkcoPIJ7Dlz5qg9hc3RDG8renhb6QdvL3p4W9HD24oe3lb0yNVWBs+zyOFwOBwOh8Op++h9ZhGofJhlx44dqkm5mzdvjn79+sHc3JxpcRwOh8PhcDgc46L3mcXr16/jxRdfxJ07dxAUFAQASE5Ohre3N3bt2oWAgABJCuVwOBwOh8PhyI/eg8UXX3wRhBBs2rQJLi4uAIAHDx5g5MiRMDMzw65duyQplMPhcDgcDocjP3oPFu3s7HDixAm0bNlS7fdz586hU6dOyMvLY1ogh8PhcDgcDsd4aJ+uWwtWVlZ4/Phxjd/z8vJgaWnJpKinleXLl8PX1xfW1tZo164dTp06ZeySTJIjR46gb9++8PLygkKhwI4dO4xdkkkSExOD5557Dg4ODnBzc8OAAQOQnJxs7LJMkpUrV6JVq1aqiW07dOiAPXv2GLusWsGiRYugUCgwdepUY5dicsydOxcKhULt8+yzzxq7LJPlzp07GDlyJFxdXWFjY4OWLVsiPj7e2GWZJL6+vjW2LYVCgYkTJ0qST+/B4ssvv4xx48bh5MmTIISAEIITJ07g7bffRr9+/aSo8algy5YtmD59OubMmYOEhAS0bt0akZGRyMrKMnZpJkd+fj5at26N5cuXG7sUk+bw4cOYOHEiTpw4gbi4OJSWlqJXr17Iz883dmkmR6NGjbBo0SKcOXMG8fHx6NGjB/r3749Lly4ZuzST5vTp0/juu+/QqlUrY5disjRv3hzp6emqz9GjR41dkkny6NEjdOrUCfXq1cOePXuQlJSEL7/8EvXr1zd2aSbJ6dOn1baruLg4AMDgwYOlSajzzdEaePToEenXrx9RKBTE0tKSWFpaEjMzMzJgwACSnZ2trx3nfzz//PNk4sSJqu/l5eXEy8uLxMTEGLEq0wcA2b59u7HLqBVkZWURAOTw4cPGLqVWUL9+fbJmzRpjl2GyPH78mDRp0oTExcWRrl27kilTphi7JJNjzpw5pHXr1sYuo1bwwQcfkM6dOxu7jFrLlClTSEBAAKmoqJDEX+8zi87Ozvjjjz9w9epVbN26FVu3bkVycjK2b99O9X5BTk1KSkpw5swZhIeHq34zMzNDeHg4jh8/bsTKOHWJnJwcAFA9mMbRTHl5OTZv3oz8/Hx06NDB2OWYLBMnTsRLL72kdtzi1OTatWvw8vKCv78/RowYgdu3bxu7JJPkzz//RFhYGAYPHgw3NzeEhIRg9erVxi6rVlBSUoKffvoJY8aMgUKhkCQH9TyLFRUV+OKLL/Dnn3+ipKQEPXv2xJw5c2BjYyNJYU8T9+/fR3l5Odzd3dV+d3d3x5UrV4xUFacuUVFRgalTp6JTp05o0aKFscsxSS5cuIAOHTqgqKgI9vb22L59O4KDg41dlkmyefNmJCQk4PTp08YuxaRp164d1q1bh6CgIKSnp2PevHno0qULLl68CAcHB2OXZ1LcuHEDK1euxPTp0/F///d/OH36NN555x1YWloiKirK2OWZNDt27EB2djaio6Mly0E9WPz0008xd+5chIeHw8bGBsuWLUNWVhZ+/PFHyYrjcDhsmDhxIi5evMjvl9JBUFAQEhMTkZOTg61btyIqKgqHDx/mA8ZqpKWlYcqUKYiLi4O1tbWxyzFp+vTpo/r/Vq1aoV27dvDx8cGvv/6KN954w4iVmR4VFRUICwvDwoULAQAhISG4ePEiVq1axQeLAvzwww/o06cPvLy8JMtBfRl6w4YNWLFiBfbt24cdO3bgr7/+wqZNm1BRUSFZcU8LDRo0gLm5OTIzM9V+z8zMhIeHh5Gq4tQVJk2ahJ07d+LgwYNo1KiRscsxWSwtLREYGIi2bdsiJiYGrVu3xrJly4xdlslx5swZZGVlITQ0FBYWFrCwsMDhw4fx9ddfw8LCAuXl5cYu0WRxdnZG06ZNcf36dWOXYnJ4enrW+IdZs2bN+GV7AW7duoW///4bY8eOlTQP9WDx9u3bePHFF1Xfw8PDoVAocPfuXUkKe5qwtLRE27ZtsX//ftVvFRUV2L9/P79nimMwhBBMmjQJ27dvx4EDB+Dn52fskmoVFRUVKC4uNnYZJkfPnj1x4cIFJCYmqj5hYWEYMWIEEhMT+WtfdZCXl4eUlBR4enoauxSTo1OnTjWm9rp69Sp8fHyMVFHtYO3atXBzc8NLL70kaR7qy9BlZWU1LjnUq1cPpaWlzIt6Gpk+fTqioqIQFhaG559/HkuXLkV+fj5Gjx5t7NJMjry8PLV/maempiIxMREuLi5o3LixESszLSZOnIiff/4Zf/zxBxwcHJCRkQEAcHJy4vcaV+PDDz9Enz590LhxYzx+/Bg///wzDh06hH379hm7NJPDwcGhxn2vdnZ2cHV15ffDVmPGjBno27cvfHx8cPfuXcyZMwfm5uYYPny4sUszOaZNm4aOHTti4cKFGDJkCE6dOoXvv/8e33//vbFLM1kqKiqwdu1aREVFwcKCejhnENTuhBBER0fDyspK9VtRURHefvtt2NnZqX7btm0b2wqfEoYOHYp79+5h9uzZyMjIQJs2bbB3794aD71wgPj4eHTv3l31ffr06QCAqKgorFu3zkhVmR4rV64EAHTr1k3t97Vr10p6I3RtJCsrC6+//jrS09Ph5OSEVq1aYd++fYiIiDB2aZxazH///Yfhw4fjwYMHaNiwITp37owTJ06gYcOGxi7N5Hjuueewfft2fPjhh5g/fz78/PywdOlSjBgxwtilmSx///03bt++jTFjxkiei/p1f7RnuNauXSuqIA6Hw+FwOByO6aD3u6E5HA6Hw+FwOE8Pek/KzeFwOBwOh8N5euCDRQ6Hw+FwOByOVvhgkcPhcDgcDoejFT5Y5HA4HA6Hw+FohQ8WORwOh8PhcDha4YNFDofD4XA4HI5W+GCRw+FwOBwOh6MVPljkcDgcCqKjozFgwACj5R81ahQWLlwoS66ZM2di8uTJsuTicDimD5+Um8PhPPUoFAqd8Tlz5mDatGkghMDZ2Vmeoqpw7tw59OjRA7du3YK9vb3k+e7fvw9/f38kJibC399f8nwcDse04YNFDofz1JORkaH6/y1btmD27NlITk5W/WZvby/LIE0bY8eOhYWFBVatWiVbzsGDB8PX1xdffPGFbDk5HI5pwi9Dczicpx4PDw/Vx8nJCQqFQu03e3v7Gpehu3XrhsmTJ2Pq1KmoX78+3N3dsXr1auTn52P06NFwcHBAYGAg9uzZo5br4sWL6NOnD+zt7eHu7o5Ro0bh/v37WmsrLy/H1q1b0bdvX7XfV6xYgSZNmsDa2hru7u549dVXVbGKigrExMTAz88PNjY2aN26NbZu3aq2/KVLl/Dyyy/D0dERDg4O6NKlC1JSUlTxvn37YvPmzYY0J4fDqWPwwSKHw+EYyPr169GgQQOcOnUKkydPxvjx4zF48GB07NgRCQkJ6NWrF0aNGoWCggIAQHZ2Nnr06IGQkBDEx8dj7969yMzMxJAhQ7TmOH/+PHJychAWFqb6LT4+Hu+88w7mz5+P5ORk7N27Fy+88IIqHhMTgw0bNmDVqlW4dOkSpk2bhpEjR+Lw4cMAgDt37uCFF16AlZUVDhw4gDNnzmDMmDEoKytTeTz//PP477//cPPmTcatxuFwah2Ew+FwOCrWrl1LnJycavweFRVF+vfvr/retWtX0rlzZ9X3srIyYmdnR0aNGqX6LT09nQAgx48fJ4QQsmDBAtKrVy8137S0NAKAJCcna6xn+/btxNzcnFRUVKh++/3334mjoyPJzc2toS8qKiK2trbk33//Vfv9jTfeIMOHDyeEEPLhhx8SPz8/UlJSoqUVCMnJySEAyKFDh7RqOBzO04GFkceqHA6HU2tp1aqV6v/Nzc3h6uqKli1bqn5zd3cHAGRlZQGofFDl4MGDGu9/TElJQdOmTWv8XlhYCCsrK7WHcCIiIuDj4wN/f3/07t0bvXv3xsCBA2Fra4vr16+joKAAERERaj4lJSUICQkBACQmJqJLly6oV6+e1nWzsbEBANVZUQ6H8/TCB4scDodjINUHWwqFQu035QCvoqICAJCXl4e+ffvis88+q+Hl6empMUeDBg1QUFCAkpISWFpaAgAcHByQkJCAQ4cOITY2FrNnz8bcuXNx+vRp5OXlAQB27dqFZ555Rs3LysoKwJOBoC4ePnwIAGjYsKGglsPh1G0kGSwWFxfj5MmTuHXrFgoKCtCwYUOEhITAz89PinQcDodTKwgNDcXvv/8OX19fWFjQHX7btGkDAEhKSlL9PwBYWFggPDwc4eHhmDNnDpydnXHgwAFERETAysoKt2/fRteuXTV6tmrVCuvXr0dpaanWs4sXL15EvXr10Lx5c73WkcPh1D2YDhaPHTuGZcuW4a+//kJpaSmcnJxgY2ODhw8fori4GP7+/hg3bhzefvttODg4sEzN4XA4Js/EiROxevVqDB8+HO+//z5cXFxw/fp1bN68GWvWrIG5uXmNZRo2bIjQ0FAcPXpUNVjcuXMnbty4gRdeeAH169fH7t27UVFRgaCgIDg4OGDGjBmYNm0aKioq0LlzZ+Tk5ODYsWNwdHREVFQUJk2ahG+++QbDhg3Dhx9+CCcnJ5w4cQLPP/88goKCAAD//PMPunTpQnUWksPh1G2YPQ3dr18/DB06FL6+voiNjcXjx4/x4MED/PfffygoKMC1a9fw8ccfY//+/WjatCni4uJYpeZwOJxagZeXF44dO4by8nL06tULLVu2xNSpU+Hs7AwzM+2H47Fjx2LTpk2q787Ozti2bRt69OiBZs2aYdWqVfjll19UZwEXLFiAWbNmISYmBs2aNUPv3r2xa9cu1dUdV1dXHDhwAHl5eejatSvatm2L1atXq51l3Lx5M958802JWoLD4dQmmE3K/d1332HMmDE6b5hWkpSUhPT0dPTs2ZNFag6Hw6nTFBYWIigoCFu2bEGHDh0kz7dnzx68++67OH/+PPXlcg6HU3fhb3DhcDicWsChQ4fw+PHjGpNzS8HWrVvh7e2Ndu3aSZ6Lw+GYPpIPFi9evIjDhw+jvLwcnTp1Qtu2baVMx+FwOBwOh8NhiKRvcFm+fDl69uyJw4cP4+DBg+jRowc+/fRTKVNyOBwOh8PhcBjC9MxiWloavL29Vd+bNWuGf/75Bw0aNAAAHD9+HP369cO9e/dYpeRwOBwOh8PhSAjTM4vh4eFYtmwZlONPV1dX7N27F8XFxXj8+DH+/vtvPsErh8PhcDgcTi2C6WDx9OnTSE5ORrt27ZCYmIjvv/8eX331FWxsbODs7IwtW7Zg/fr1LFNyOBwOh8PhcCREkgdc/v33X0yYMAE9evTAJ598gvLycpSXl8PZ2Zl1Kg6Hw+FwOByOhEjygEvHjh0RHx+P+vXrIyQkBEeOHOEDRQ6Hw+FwOJxaCNMzi2VlZfj+++9x+fJltG7dGqNHj0ZKSgrefvttuLq64ttvv4W7uzurdBwOh8PhcDgciWE6WIyKisLp06fRr18//PPPP2jbti2+/vprAMAPP/yATz/9FO+99x7Gjx/PKqVsVFRU4O7du3BwcIBCoTB2ORwOh8PhcDiiIITg8ePH8PLy0vnKUaaDRWdnZxw/fhzNmjVDQUEBWrZsiZSUFFU8KysLU6dOxc8//8wqpWz8999/atMCcTgcDofD4dQF0tLS0KhRI61xpi/9dHd3R2xsLAICAnDgwAG4urqqxd3c3PQeKB45cgRffPEFzpw5g/T0dGzfvh0DBgxQxQkhmDNnDlavXo3s7Gx06tQJK1euRJMmTVSahw8fYvLkyfjrr79gZmaGV155BcuWLYO9vT11HQ4ODgAqG9TR0VGvdeBwONo5cCULp1If4nk/F/R41s3Y5XBEwPuSw6ld5ObmwtvbWzXG0QbTweK3336LESNGYPr06fD09MSvv/4q2jM/Px+tW7fGmDFjMGjQoBrxzz//HF9//TXWr18PPz8/zJo1C5GRkUhKSoK1tTUAYMSIEUhPT0dcXBxKS0sxevRojBs3Tq+Bq/LSs6OjIx8scjiMiEvKxNRtyTBXKPDz2XtY/boDIoL5fc21Ed6XHE7tRej2OqZPQ0dERCAzMxMZGRn477//0LFjR9Geffr0wSeffIKBAwfWiBFCsHTpUnz88cfo378/WrVqhQ0bNuDu3bvYsWMHAODy5cvYu3cv1qxZg3bt2qFz58745ptvsHnzZty9e1d0fVJw+vRpg2I0cRYeNDlY1CLHuojxl6Mv9NVJ4S2lz/GUBzBXKFBOCMwUwIkbDwzOwaJOIY+4pExMXHMAcUmZBudgrWHpJ8ajal+aKxQ6+1KufUcuDeu+ZOUpZby2HBuN1QZil6XVyAXzqXMUCoVsb2lJTU1FRkYGwsPDVb85OTmhXbt2OH78OIDKVww6OzsjLCxMpQkPD4eZmRlOnjyp1bu4uBi5ublqH7mIj483KEYTZ+FBk4NFLXKsixh/OfpCX50U3lL6dAhwVQ0uKgjQ3t9Vw5J0OVjUqSsWl5SJNzfEY/f1Ary5IV7ngJFV3+vT73LtL9o0yr5UgKCcEJ19Kde+I5eGdV+y8pQyXluOjcZqA7HL0mpkgzAiMjKSHD9+XFCXm5tLFi1aRL799lu9cwAg27dvV30/duwYAUDu3r2rphs8eDAZMmQIIYSQTz/9lDRt2rSGV8OGDcmKFSu05pozZw4BUOOTk5Ojd936kpqaalCMJs7CgyYHi1rkWBcx/nL0hb46Kbyl9om9lEHm/3WJ/HTwnKgcLOrUFZv35yXiP3MX8flgJ/GfuYvM/+uSqFpYbh+s/MR6xF7KIDM2HSexlzKMWofcGtZ9ycpTynhtOTYaqw3ELkurEUtOTg7V2IbZmcXBgwfjlVdeQXBwMD744AP89ttvOHbsGM6cOYO///4bX3/9NYYMGQJPT08kJCSgb9++rFJLwocffoicnBzVJy0tTaeeEILS0lIUFRWJ/ty+fdugGE2chQdNDha1yLEupt4XYtZDX+/S0lLVe92rcuvWLap9RkinLR4R7I5ZLwejkeKRqBws6tQVU545M1NA8MwZTS2sNCz9xHpEBLvj5WeKBe9VlLoOuTWs+5KVp5RxMfsiy/Yy1TYQuyytRi6YPeDyxhtvYOTIkfjtt9+wZcsWfP/998jJyQFQeWk6ODgYkZGROH36NJo1a8Ykp4eHBwAgMzMTnp6eqt8zMzPRpk0blSYrK0ttubKyMjx8+FC1vCasrKxgZWVFVUdJSQnS09NRUFCg5xpoxtraGqmpqXrHaOIsPGhysKhFjnURwth9oa9OrLetrS08PT1haWmpiiclJaFr166CPkI6sXEhDYs6dcUigt2x+vUwfLf9AN4a2EPngEjsuuijYelXlzzk1LDuS7nqEhMXsy+ybC9TbQOxy9Jq5ILp09BWVlYYOXIkRo4cCQDIyclBYWEhXF1dUa9ePZapAAB+fn7w8PDA/v37VYPD3NxcnDx5UjXxd4cOHZCdnY0zZ86gbdu2AIADBw6goqIC7dq1E11DRUUFUlNTYW5uDi8vL1haWoqetPvhw4dwcXHRO0YTZ+FBk4NFLXKsixDG7gt9dYZ6169fHyUlJbh37x5SU1PRpEkT1QStuiZqrYqQTmxcSMOiTiGPiGB33PgnV/DMmdh10UfD0q8uecipYd2XrDyljIvZj1i2l6m2gdhlaTVywXRSbinIy8vD9evXAQAhISFYsmQJunfvDhcXFzRu3BifffYZFi1apDZ1zvnz59WmzunTpw8yMzOxatUq1dQ5YWFhek2dk5ubCycnJ+Tk5KhNnVNUVITU1FT4+PjA1taW7cpzODJTUFCAW7duwc/PT7X/cDgcDqduom1sUx3TGbZqIT4+HiEhIQgJCQEATJ8+HSEhIZg9ezYA4P3338fkyZMxbtw4PPfcc8jLy8PevXvV/tBt2rQJzz77LHr27IkXX3wRnTt3xvfff8+0Tpb/Arh//75BMZo4Cw+aHCxqkWNdxPjL0Rf66sR6a9qO165dS+UjpBMbF9KwqFNsDcbQsPSrSx5yalj3JStPKeNi9iOW7WWqbSB2WVqNXDC9DC0F3bp103jTvRKFQoH58+dj/vz5WjUuLi616hWDFRUVBsVo4iw8aHKwqEWOdRHjL0df6KuTwruoqIjKR0gnNi6kYVGn2BqMoWHpV5c85NSw7ktWnlLGxexHLNvLVNtA7LK0Grkw+TOLTyO6Lv8JXRqkuXQo1oP28qTYWuRYFzH+cvSFvjopvAMDA6l8hHRi40IasXXGJWXiTIWv4ITbYutkrWHpV5c85NSw7ktWnlLGxeyLLNvLVNtA7LK0Grngg0UTori4GBMmTMDMmTNRXFysUcMHi/SadevWoXHjxoIehvobc7C4bt06ODs7S+JdnRYtWlD5COnExoU0YupUTrh94L8KwQm3xdbJWsPSry55yKlh3ZesPKWMi9kXWbaXqbaB2GVpNXLBB4u1jOzsbFHx6pqMjAxMmTIFgYGBsLa2hru7Ozp37oyVK1dqnQqIJochtYhZ3tfXF0uXLlWLDR06FMeOHRP0oPHXFevWrRsUCoXq4+7ujsGDB+PChQui/HXphg4diqtXr0riXR3lqzOFENKJjQtpxNSpfFVdBYHgq+rE1slaw9KvLnnIqWHdl6w8pYyL2RdZtpeptoHYZWk1csHsnsX69etTTxnz8OFDVmk5Irhx4wY6deoEZ2dnLFy4EC1btoSVlRX++ecf/Prrr3jmmWfQr18/o9VHCEFZWRksLAzbTG1sbGR79eSbb76J+fPngxCCW7duYerUqZg4cSJOnDhhsGdJSYnafIdKSktLYWNjAxsbGzElo7S0VJIprWojHQJc8eOx1P+9qk74tYMcDofzVMHqlTHr1q1Tfb788ktSv359MmzYMLJs2TKybNkyMmzYMFK/fn2yZMkSVillRdsrcQoLC0lSUhIpLCwUnaOoqIiMHz+ejB8/nhQVFWnUCOWhqUOpiYyMJI0aNSJ5eXka4xUVFarfHj16RN544w3SoEED4uDgQLp3704SExNV8Tlz5pDWrVuTDRs2EB8fH+Lo6EheffVVkpubq9KUl5eThQsXEl9fX2JtbU1atWpFNm3apIofPHiQACC7d+8moaGhpF69euTgwYPk+vXrpF+/fsTNzY3Y2dmRsLAwEhcXp6q1a9euNV7LSAgha9euJU5OTmrrtmLFCuLv70/q1atHmjZtSjZs2KAWB0BWr15NBgwYQGxsbEhAQAD5448/dLZj165dyZQpU9RiGzduJLa2tqrvZWVlZMyYMap1b9q0KVm6dKlaf0VFRZH+/fuTTz75hHh6ehJfX1+SmppKAJANGzaQF154gVhZWZG1a9dqXLcdO3aQkJAQYmVlRfz8/MjHH39MSktL1dZtxYoVpG/fvsTW1pbMmTNHbT2U/199e7527ZrG9a+OkE5sXEgjts7YSxlk+sZjgq+qE1snaw1Lv7rkIaeGdV+y8pQyLmZfZNleptoGYpel1YhF9tf9RUVFqT7Hjh3D/Pnz8csvv+Cdd97BO++8g19++QXz58/H4cOHWaV8KikrKxMVV2oePHiA2NhYTJw4EXZ2dho9qp4pHjx4MLKysrBnzx4cOXIEoaGh6Nmzp9pZ4pSUFOzYsQM7d+7Ezp078c8//2DRokWqeExMDDZs2IBVq1bh0qVLmDZtGsaMGVNjm5g5cyYWLVqE+Ph4tGrVCnl5eXjxxRexf/9+nD17Fr1790bfvn1x+/ZtlJWVYdu2bWjUqBHmz5+P9PR0pKena1zv7du3Y8qUKXj33Xdx8eJFvPXWWxg9ejQOHjyopps3bx6GDBmC8+fPo1evXhgxYoTGs+Ha2vrhw4f49ddfERYWpvqtoqICjRo1wm+//YakpCTMnj0b//d//4dff/1Vbdn9+/cjOTkZcXFx2Llzp+r3WbNmYcqUKbh8+TIiIyNr5Pznn3/w+uuvY8qUKUhKSsJ3332HjRs34tNPP1XTzZ07FwMHDsSFCxcwZswYneuhJDNT9wMftDqxcSGN2Dojgt0xyI8ITrgttk7WGpZ+dclDTg3rvmTlKWVczL7Isr1MtQ3ELkurkQtJ7lnct28fevfuXeP33r174++//5Yi5VOD0CsFaV45WFBQgOvXr4MQgqCgILVYgwYN4O7uDnt7e3zwwQcAgKNHj+LUqVP47bffEBYWBi8vLyxevBjOzs7YunWratmKigqsW7cOLVq0QJcuXfDqq69i//79ACof3lm4cCF+/PFHREZGwt/fH9HR0XjllVfw3XffqdUwf/58REREwMPDAy4uLmjdujXeeusttGjRAk2aNMGCBQsQEBCAP//8EwUFBXBxcYG5uTkcHBzg4eGh9hpHUmXapcWLFyM6OhoTJkxA06ZNMX36dAwaNAiLFy9Wyx8dHY3hw4cjMDAQ7733HvLy8nDq1Cmdbb1ixQrY29vDzs4Orq6uSE5OxpdffqmK16tXD/PmzUNYWBj8/PwwYsQIjB49Gr/99puap52dHdasWYPmzZujefPmqt/Hjh2LQYMGwc/PT+3VlkrmzZuHmTNnIioqCv7+/oiIiMD7779fo21fe+01jB49Gv7+/qqHf4S2mfPnz+uM0+rExoU0LOoUW4MxNCz96pKHnBrWfcnKU8q4mP2IZXuZahuIXZZWIxeSzLPo6uqKP/74A++++67a73/88QdcXfm9QKbMqVOncO/ePbzzzjuqJ7LPnTuHvLw8Vd8RQqBQKFBYWIiUlBTVsr6+vnBwcFB9d3NzU72X+/r16ygoKEBERIRavpKSEtWE60qqnpEDKt/iM3fuXOzatQvp6ekoKytDYWEhbt++rde6Xb58GePGjVP7rVOnTli2bJnab61atVL9v52dHRwdHWu8X7w6I0aMwEcffQSg8l+DCxcuxNChQ5GYmKhqk+XLl+PHH3/E7du3UVhYiJKSErUBIQC0bNlS432KytdZauPcuXM4duyY2pnE8vJyFBUVoaCgQPV2oeptq4u4pEwcT3mA7AJx90Zy9Ie3PYfDMSmkuAa+du1aYm5uTl5++WWyYMECsmDBAvLyyy8TCwsLsnbtWilSSo6p3LNY9T5CQ+JKzf3794lCoSAxMTEa41Xvw1u0aBF55plnyLVr18i1a9fI1atXVf9/7949QsiTexarsmTJEuLj40MIIeTEiRMEADl06JBqWaXX7du3CSFP7ll89OiR2rq89dZbxN/fn2zbto2cP3+eXLt2jbRu3ZpMmTJFpfHx8SFfffWVWv7q9/XVr1+frFu3Tk2zdOlS4ufnp/oOgGzfvl2tLZycnDRut8rcmu5ZTE9PV93/SAghv/zyC7G2tibLly8nCQkJ5Nq1a2TcuHFqbaa8Z7EqynsWExISdK6btbU1+eyzz2q07bVr10h5ebnGdau+HoQ82Z7/vpBGfD7YSfxn7iI+H+wUvI+PEKLKI1VcSEOzPAsPqTWxlzL0bntWddUlDzk1rPKw9pQyLmY/YtleptoGYpel1YhF9nsWqxIdHY1jx47B0dER27Ztw7Zt2+Do6IijR48iOjpaipRPDUJPktM8af7w4UO4uroiIiIC3377LfLz83V6hIaGIiMjAxYWFggMDISLiwsCAwMRGBiIBg0aaM1T9fJmcHAwrKyscPv2bdWySi9vb2+d63Ls2DFER0dj4MCBaNmyJTw8PHDz5k01jaWlJcrLy2t4kCqXoZs1a1ZjKp1jx44hODhY6zroak9dMXNzcwBAYWGhKk/Hjh0xYcIEhISEIDAwECkpKRpr1kROTo7OeGhoKJKTk2u0bWBgoOCrKDWtR2JaNswVCpQTAgWIzqlklAi9JUlsXEhD+5YmsR5Sa5TT+OjT9qzqEusRl5SJkV9uF5zYXOo65NawysPaU8q4mP2IZXuZahvoirPaT+REstf9tWvXDps2bZLK/qlFaHBBM/hQalasWIFOnTohLCwMc+fORatWrWBmZob9+/fjypUraNu2LQAgPDwcHTp0wIABA/D555/DxcUFycnJ2LVrFwYOHKj10mbV18g5ODhgxowZmDZtGioqKtC5c2fk5ORg7969eOaZZxAVFaW1ziZNmmDbtm3o27cvFAoFZs2apfJWanx9fXHkyBEMGzYMVlZWGgex7733HoYMGYKQkBCEh4fjr7/+wrZt23TeR6urPavGCgoKkJGRAaDyMvSCBQtgbW2NXr16qdZhw4YN2LdvH/z8/LBx40acPn1a60C5OkKv5Js9ezZefvllNG7cGK+++irMzMxw5MgRpKWl4ZNPPtG5rKZ1bOPtjHJy63+DFrqpZB4/fixpXEhDszwLD6k1yml89Gl7VnWJ8VBObK6AFf7dEI/Vr4dpfVhI6m1Bbg2rPKw9pYyL2Y9YtpeptoG2OMv9RE4km5Q7JSUFH3/8MV577TXV/V579uzBpUuXpEr5VGBlZSUqXlUTEBCAs2fPIjw8HB9++CFat26NsLAw/Pjjj5gxYwYWLFgAoPKp6N27d+OFF17A6NGj0bFjRwwbNgy3bt2Cu7v2J0erz4+4YMECzJo1CzExMWjWrBl69+6NAwcOwM/PT2edS5YsQf369dGxY0f07dsXkZGRCA0NVdPMnz8fN2/eREBAgNa5FQcMGIBly5Zh8eLFaN68Ob777jusXbsW3bp1E2wrodjq1avh6ekJT09PdO/eHffv38evv/6qeoDorbfewqBBgzB06FC0a9cODx48wIQJE6jnJhWaDzEyMhI7d+5EbGwsnnvuObRv3x6rV6+Gj4+PoLemdewU2ACrXw9DdCdfvN1cIfiEMFA5YJcyLqShWZ6Fh9SaiGB3vdueVV1iPJRnRAkUghObS70tyK1hlYe1p5RxMfsRy/Yy1TbQFme5n8iKFNfADx06RGxsbEh4eDixtLQkKSkphBBCYmJiyCuvvCJFSskxlXsWS0pKdHoIxVl40ORgUYsc6yLGX46+0Fcn1lvT9pyVlUXlI6QTGxfSsKhTbA3G0LD0E+Px5F7LnYL3Wkq9LcitYd2XrDyljIvZj1i1V+ylDDJzy2lJtzXW68lyP2GBUe9ZnDlzJj755BPExcWpPdnZo0cPUW+0qOtYWVlhxYoVmDt3rtYzWo8ePdLpIRRn4UGTg0UtcqyLGH85+kJfnRTeVadHEqMTGxfSsKhTbA3G0LD0E+OhPCMaYp+r89Ka1HUYQ8O6L1l5ShkXsx+xWDfl5dzNCRk63+durDbQFme5n8iJJIPFCxcuYODAgTV+d3Nzw/3796VIyeFwOBwjExHsjp4u2dSXzjkcQ9Hncq6pURv3E0kGi87OzhrfonH27Fk888wzUqSsU1Sdq1CfGE1cSJNbWIpiMxvkFpaKysGiFrHL03oYurzUfWGITgrv7t27U/kI6cTGhTQs6hRbA60mLikTV+1aCj4NSbtOrOqqSx5yaljlYe0pZdzQGM22T6PpEOCKckJgpgDKCdH6IJix2kDssrQauZBksDhs2DB88MEHyMjIgEKhQEVFBY4dO4YZM2bg9ddflyJlnYL2CVxD4ro0uYWluPkgH9lF5bj5IF/rgJF2uhcxtbBYntbD0OWl7AtDdVJ4C03bQ6sTGxfSsKhTbA00GuXlsz8u5+i8fEabi1Vddc1DTg2rPKw9pYwbEqPZ9mn3D+Xl3D7+1jov5xqrDcQuS6uRC0kGiwsXLsSzzz4Lb29v5OXlITg4GC+88AI6duyIjz/+WIqURodUmc9PLLpev8bqdX+ayCsugwIKEAAKKJBXrPmdwTQ5xNbCYnlaD0OXl7IvDNWJ9da0HSckJFD5COnExoU0LOoUWwONRnn5rIJA8PIZ7TqxqKuuecipYZWHtaeUcUNiNNu+PvtHRLA7WpRd1Xk511htIHZZWo1cSDJYtLS0xOrVq3Hjxg3s3LkTP/30E65cuYKNGzeqJiuuKyinNBE7KDEF7K0sQFA5WCAgsLeSbBpOjomi3I6FpurhGI7y8pkCROflMw6nrkGz7fP9wzRREJanxLRQXl6OCxcuwMfHB/Xr15c6nSTk5ubCyckJOTk5cHR0VIulp6cjOzsbbm5usLW1pZ47TxsVFRVa37qhK0YTF9LkFZWioKQMtpYWsLfWPGCgycGiFrHL61OrFPWxqF9fnaHeCoUCBQUFyMrKgrOzMzw9PVXxkpISje+rVqJ8j/FzPo7o06qRVp2Qj1BcSEOzPAsPFpq4pEwcu5aFTk3cdJ4VoV0nVnXVJQ85NazyyF2XmLi2mNC2TbPt0+4fYtdBbFzKZWk1YtE1tqmKJKeOpk6dipYtW+KNN95AeXk5unbtin///Re2trbYuXOnzkmQayMeHh4AoJp8XCz5+fmws7PTO0YT18fjnogcLGphuS6GYuy+0Fcn1tvZ2Vm1PSvZtm0bhg0bpnFZ5f1F5goFfjxGsNqintaDuy4fmriQhmZ5Fh4sNBHB7nhw/iAigluKzsWyrrrkIaeGVR656xIT1xR78nYSgnXHb2u8l5Bm26fdP8Sug9i4lMvSauRCksHi1q1bMXLkSADAX3/9hRs3bqguQ3/00Uc13s9b21EoFPD09ISbmxtKS7U/RUzLL7/8guHDh+sdo4mz8KDJwaIWOdZFG8eu30diWjYe37yGmaNrTgPFKjfLthTrXa9ePY23ieiah1HTe4y1DRalnpeSxbySrObGlFPD0q8uecipYd2XrDyljGuKPTkePLnfUNPxQM45aOVuA1bL0mrkQpLB4v3791VnJ3bv3o0hQ4agadOmGDNmDJYtWyZFSpPA3NycyT2ZDRo0gLW1td4xmjgLD5ocLGqRY100EZeUiTd/Ove/g54jOt3I0XjAk6Mv9NVJ4d2okfZLy/q8x1iXD01cSEOzPAsPU9MAldvsyRJvBCZl6rxsJ3UfmJKHnBqWfcnSU8q4ppjyeGAGovN4wLK9TK0NWC1Lq5ENKV4f07hxY7Jv3z5SVlZGvL29yc6dOwkhhFy8eJE4OztLkVJyaF+Jw4KHDx8aFKOJs/CgycGiFjnWRRPz/rxE/GfuUr2Saf5fl/Tyjr2UQeb9eYlsO3ldMBfLtpTKWygeeymDzP9LeH2l3nZZrC+LbU5ujT6vDzOF44dcHnJqWOVh7SllXNfx7/9+OyNqO6TV0Oh0xcXWKkX76asRi1Ff9zd69GgMGTIELVq0gEKhQHh4OADg5MmTePbZZ6VIWafYvHmzxt/jkjLx5oq9Oudl07asPhqxcVa1yLEumlA+jSd0tkyTt/KenfX/3sS0bVcEJ11m2ZZSeQvFI4LdMevlYGSciZU0j5CGxfqy2Obk1mi69Geon1z7nBwecmpY5QEqjyHz/0rCgh//kLwuMXFtsYhgdzS6d1LnGW6W7WXoOiiP1T/H39U5n6OY44Ucxxq5kGSwOHfuXKxZswbjxo3DsWPHVO85Njc3x8yZM6VIWedRbthnHjsITuTLEYdystfoTr4Y1PCeXq9k0nQPH4cjJXyqkbpD1X9sbrvXkB/nJaQ2vy7QGEg2kd6rr75a47eoqCip0tUpOnfuXOM32huHNS2rr0ZsnFUtcqyLNiKC3RER7I4LPtrfbqLJW597+GjqU05L4+UbSle4Ht5K/8s2zRGn4143Vv3Noq/Ebi8sPExNo/zHzc5TyXj5+SCd/7iRug9MyUNODas8Vf+xaaaAzgfGWNQlJi5mP2LVXmJyqe6vFHhdoFTrybIN5IDpYHH69Okaf3dyckLTpk0xaNAg1VlGjnY0PVFNu2HTPI0tpBEbZ1WLHOsixl9TTPmH+8SNB2hIhF8Ur8u/6rQ05YTAx0f3wwv6eFf1N1MAf16J1/rKLFb9zaKvxG4vLDxMTQNUbneuRXcQKmJ7Y1WTqXjIqWGVR/0fm8JniaXe5wzdV+RqLzG5lMfqP09cRr/2zbQeW6VaT5ZtIAdML0OfPXtW42fHjh0YN24cgoODcfv2bZYp6yQnT56s8Ztyww61z9X4R115n8tPB88b5M8yro9Ok0bOdRHjry2mvIeP/HdOlL/YS9pC6077Wi1W/c2irwzpD9YeujQst11aDUu/uuQhp4ZVHn1vgZF6nzN0X5GrvcTmigh2R3DxZZ3tLNV6st7/pYbpmcWDBw9qjeXm5mLEiBGYOXMmfv75Z5Zpnxoigt1x/XDNs1XqZ6Aaoo/A9BmmTF1aF7Hoe0nbUH+FwDQXHDr4tsthgfIWmJVph41dCoejQpbX/Sk5deoUBg8ejFu3bsmVkhm0r8Rhgb5vDZn/VxLW/3vzf0/wAtGd/DDr5WCD/FnE9dFV18i9LkIY+w0ucUmZOHHjAdp42aFvqA9d0Xrkj0vKxD/JGegS5KF1YMOqv6VuLxZ1iqmB9bZLq2HpV5c85NTQ7MdHkjPwgo79zBh1iYkb+9jIKpdUbSBmWeW96iHP6H/c1xfasY0kT0Nro0GDBnj48KGcKWsle/bs0StGO9ULjT+LuD666hq510Xf+ljlVl6uXPzLPp0eykvaxTdO6y7UAG+lf6vyazr/gLHqbxZ9JaY/WHlo07Dedmk1LP3qkoecGqF9/c0N8dh0Mk2vmSzkaEcxcamOjfpoWOSSqg0MXbbqE/GTf71oMk/ES/Y0tCZOnDiBgIAAOVPWSu7d0/ZWZs2xqg9VPEo+JfgvV13+LOL66Kpr5F4XfetjkVv9cqUVOlJcrqRdDym8WfU3izxi+oOVhzYN622XVsPSry55yKnRFaedyULuusTGpTg26qthkUuqNjB0WX1eoSonTAeL589rvqk7JycHZ86cwcKFCzFnzhyWKesk7u7aNwxtMeV9LttKrojyZxHXR6dJI+e6iPE3NLfa9BiUBwPa9ZDCm1V/s8gjpj+A/13eKfLS+lo8sTWw3HZpNSz96pKHnBpdcdpX4Mldl9i4FMdGfTUscknVBoYuK/W96obC9J5FMzMzKBQKaLJs0KABpk+fjg8++AAKhYJVStmQ857FvLw82Nvb6x2jibPwoMnBohY51kUIKfqi+pQ42qas0SeXlN6s+lvqbVdo+SdtA5QTaGwbFtuc3BqWfnXJQ04Nzbb3T3I6ugR5Up8lMoVjuaH7m1z9yyKXVG0gZtkn96rbom+or1Z/FhjlnsXU1FTcuHEDqampap8HDx4gKysLM2fOrJUDRbnZuHGjQTGaOAsPmhwsapFjXcT4G5rbkDfE0K6HFN6s+ltbXHmP5ezvtorKIZSf5rV4LLY5uTUs/eqSh5waoXhEsDs8M47rdTnRFI7lhu5vcvUvi1xStYGYZZX3qv93Utw99yxhehnax0fap3Y4nLqClNNj1KapN+ScboZPFcThcDiGIevT0Bw62rdvb1CMJs7CgyYHi1rELK88W2Xm3UbQwxB/oRhNnFajj04Kbyl9NL3ezNAcQvmVZ11fbmqv9fI8qz6TU8PSry55yKlh3ZcsPOOSMpFk1Uzr07S64jTHz9pybBQTF2pDMX9/pNhmpETWp6E5dJibmxsUo4mz8KDJIaRTziPlaV6CkBDD82jSVL9vz9/f8LNVxu4LfXVSeEvpo+/rzcT0B1A5YHQvy0QrLdsDqz6TU8PKLy4pE38l5uK+lfb9hUYj9TGI5tjBshZdGta1sKxL+SrPv67WfJWnrjjt8bM2HBvFbK9CbahtWRbtp49GLviZRRPk2LFjBsWE4sp/7ayLSxDpcUnn3E9CearOI/XpkftavYTWVZtG7GvyaGsQ0xf6aPTRSeEtpQ/tPZY02y6LOln1mZwaGi3tPvlX8mOtcwHSaGhrNnSboz12sKxF2zFPilr01WvTCL3KU1ec9vhp6sdGsdsrzetQxfz9Yb3/Sw0fLD4lVD2wbbvX0KCJPpUeZx47CP5B0ZWH5WBOE1UnRyZQ8HvTTBzlzdxNbAs1xllsu08z+uyTBAqtfxhpNFIj9bGjOrqOeXLXog/KY2Dl/bk1z9jriteV46fY7VWoDYWWq+3tVx2mU+fk5uZq/N3Ozs6kTqcagpxT52RnZ8PZ2VnvmK64Pq8io/NQILqTbw0Pmjy007sIrasujXLqgZbuVhjwnOETwUvRF/pq9NFJ4S2Xj9htl0WdrPpMTo2QVr99Uvu0QjQaVuula7/WZ2oosbXoOuZJUQvL2uOSMnH48l10bealsS5dcZrjp6kfG1lsr0JtKObvD+v931CMMnWOs7Mz6tevX+NjY2ODoKAgrF69mmW6Osvhw9qfYtUV0xXX51VkQh5mOv6lRZOn6qXHsUHlWg+wQuuqS6M8W6W4e1HQwxB/oRhNnFajj04Kb7l8xG67LOpk1WdyaoS0+uyTXTwqtP5RpdHQ1mzotkB77GBVi65jnhS16KvXpYkIdsdzFre11qUrTnP8NPVjI4vtVagNxfz9Yb3/Sw3TB1wOHjyo8ffs7GycOXMG7733HiwsLDB69GiWaescd+/eNSimK67Pq8iEPL7bfgBvDeyh8w+KUB7V9C4rte8MQutKo6HxMHR5Frlp6zNkPVh5y+UjdttlUSerPpNTI6TVZ5+8fvg/RAT31ZqDRiP1fktz7GBVi9Axj3Ut+uql2udo4rXh2Mhie5VqPVnv/1LDdLDYtWtXrbH+/fvD19cX33zzDR8sCuDi4mJQTCiuPLBtyb8gyuPhBTOdg03aPEK5hNaVRkPjYejyLHLT1mfIerDylstH7LbLok5WfSanhkbLYt+n1ZiKBysNzTGPdV+y8pQyXluOjcZqA7HL0mrkguk9i0KkpKQgJCRE672NUrN8+XJ88cUXyMjIQOvWrfHNN9/g+eefp1pWznsWi4qKYG1trXeMJs7CgyYHi1rkWBchjN0X+uqk8JbLR47thYWHqWlY+tUlDzk1rPtSrrrExGvLsdFYbSB2WVqNWIxyz6IQOTk5cHJykjOlii1btmD69OmYM2cOEhIS0Lp1a0RGRiIrK8so9WgiLikT3T4/iFbzYjFhU80pLiZsSkDI/H0aYzRxFh40OWh0X+xLRpfPDqDbwt0ap6To/81RtFuwF1/sS9aa45WV/6L53Di8svLfGjFaD0PWQaifdC1rSH20bW7IMrp0tDUK6YTaKy4pE2PXncbLn/2l9UlnXdsLoHtbqIqu9WWx/8itYenHwuOLfcl44dPdBu+3NHGaOmj2URoNTS7WfUmrF2onMXUL7dO6csvZXlL/PdMVF9P+LP8+yIVsZxZLS0vx+uuvo7S0FFu3Cr8DljXt2rXDc889h2+//RYAUFFRAW9vb0yePBkzZ86soS8uLkZxcbHqe25uLry9vSU7s6h8cqsqL7b0xIoRoQAqN67dF9IBEAAKtRhNnIUHTQ4a3Rf7krH84HW1ZZQ3IGtqh4ndA/FeZJDab6+s/Bdnbj1S5WjrUx+/j++otS01eehC2zoI9RPN+utTH22bG7KMLh1tjUI6ofbSFK9+M7qu7QXQvS3Qri+L/UduDUs/Fh5P+qkyru9+SxOnqYNmH6XRyNVu1aHRC7WTmLqF9mldueVsL6n/numKi2l/ln8fWGCUM4uDBg3S+OnZsye8vb1x6NAhLFq0iGVKKkpKSnDmzBmEh4erfjMzM0N4eDiOHz+ucZmYmBg4OTmpPt7e3pLWeDyl5hxQJ6vMC/VkjihFjRhNnIUHTQ4a3aErNc/mKpfR1A6HkmvqL97JUctxSfWd3kMX2tZBqJ90LWtIfbRtbsgyunS0NQrphNrreMqD/2V/Ukn1+dB0bS+A7m1B8zI115fF/iO3hqUfC48n/VQZ13e/pYnT1EGzj9JoaHKx7ktavVA7ialbaJ/WlVvO9pL675muuJj2Z/n3QU6YDharDq6qflq0aIHZs2fjypUrCAwMZJmSivv376O8vBzu7uo3KLu7uyMjI0PjMh9++CFycnJUn7S0NElr7BBQczqLdlWmaag+3UW7at+F4iw8aHLQ6Lo966Z1GU3t0C2opr7FM+q3MzSv8p3WQxfa1kGon3Qta0h9tG1uyDK6dLQ1CumE2qtDgCuqXtogGurStb0AurcFbctUr4PF/iO3hqUfC4/q/aTvfksTp6mDZh+l0dDkYt2XtHqhdhJTt9A+rSu3nO0l9d8zXXEx7c/y74OcyPqAi7G4e/cunnnmGfz777/o0KGD6vf3338fhw8fxsmTJwU9cnJy4OzsjLS0NMkecDlwJQuL913Bw/wSdAxogCVD26jFp29JRPz/t3fm4TVd6x//HonME0EkhgQhYkiEoKh5bpuiirpKUG6rCUHdlg4SQ6Wq7aVKTP3FUG20FL2USJGYL0IQqZCUmEIomUkkZ/3+cHPqSM45+2SvPSR9P89znidnv9/1Xe9a+5xj2Xvtta49QKBX7XIxIXEeHkLqEKJb9tsV/Jp8G7VsrfDPns3Q55l/aA5cysKahHRkP3qCwW3cEdaveYV1vLnuv/g9Mxe+7k74blJnvZhQD2MYaoOp8ySk/ebkJ7TPK1PGmE5ojqZ0pvrrwKUs/HzmBgANXmvfUO+zUIaxzwtg/LMgtL08vj9ya3j68fBY9tsVHE67h+7edSv1vRUSF5KHkO+oEI2QunifS6F6U/0kJm9T32ljdcvZX1L/e2YsLqb/ef77IJayKXbZ2dlGnynhPlg8ceIE/vOf/6C4uBh9+/bFoEGDeNpXiuLiYtjZ2WHr1q0YOnSo7nhwcDCys7Oxc+dOkx43b96U/FY0QRAEQRCE3Ny4cQMNGzY0GOc6WNy6dStGjRoFW1tb1KxZE7m5uVi8eDFmzZrFq4pK07lzZ3Tq1AnLly8H8PQBl8aNGyM0NLTCB1yeR6vV4vbt23B0dIRGozGprwxlI3wpr15WF6ivhEN9ZR7UX8KhvhIO9ZVwqK+EI7avGGPIy8uDh4cHatQwPDOR66LckZGRmDx5MlasWAELCwtERkZi0aJFqhgszpw5E8HBwQgMDESnTp2wdOlSFBQUCF4gvEaNGkZH3TxxcnKiL4hAqK+EQ31lHtRfwqG+Eg71lXCor4Qjpq+ELGnIdbCYmpqKLVu2wMLCAgDw3nvvYe7cucjKykK9espO0Bw1ahTu3buHuXPn4s6dO2jXrh327t1b7qEXgiAIgiAI4i+4DhYLCwv1RrZWVlawsbFBfn6+4oNFAAgNDUVoaKjSaRAEQRAEQVQZuA4WAWDdunVwcHDQvS8pKcH69etRp04d3bFp06bxrrZaYG1tjfDwcFhbWyudiuqhvhIO9ZV5UH8Jh/pKONRXwqG+Eo5cfcX1ARcvLy+TD39oNBr88ccfvKokCIIgCIIgJORvsc4iQRAEQRAEUTm47uBCEARBEARBVC+4DhYPHDiAVq1aITc3t1wsJycHrVu3xqFDh3hWSRAEQRAEQUgI18Hi0qVLMXny5ArX+nF2dsbbb7+Nf//73zyrJAiCIAiCICSE62Dx3LlzRrf3GzBgABITE3lWSRAEQRAEQUgI18Hi3bt3UbNmTYNxS0tL3Lt3j2eV1YoVK1bAy8sLNjY26Ny5M06ePKl0Sqrk0KFDCAoKgoeHBzQaDXbs2KF0SqokMjISHTt2hKOjI+rVq4ehQ4ciNTVV6bRUSVRUFPz8/HS7IHTp0gV79uxROq0qwWeffQaNRoPp06crnYrqiIiIgEaj0Xu1bNlS6bRUy61bt/Dmm2/C1dUVtra2aNu2LU6fPq10WqqkbPWZ518hISGS1Md1sNigQQMkJycbjJ8/fx7u7u48q6w2bNmyBTNnzkR4eDjOnDkDf39/DBw4EFlZWUqnpjoKCgrg7++PFStWKJ2KqklISEBISAhOnDiBuLg4PHnyBAMGDEBBQYHSqamOhg0b4rPPPkNiYiJOnz6NPn36YMiQIbh48aLSqamaU6dOYfXq1fDz81M6FdXSunVrZGZm6l5HjhxROiVV8vDhQ3Tr1g01a9bEnj17kJKSgi+//BK1atVSOjVVcurUKb3PVVxcHABgxIgR0lTIOBIaGsratGnDHj16VC5WWFjI2rRpw6ZOncqzympDp06dWEhIiO59aWkp8/DwYJGRkQpmpX4AsO3btyudRpUgKyuLAWAJCQlKp1IlqFWrFlu3bp3SaaiWvLw81rx5cxYXF8d69uzJwsLClE5JdYSHhzN/f3+l06gSfPDBB+zFF19UOo0qS1hYGGvWrBnTarWS+HO9svjxxx/jwYMHaNGiBT7//HPs3LkTO3fuxOLFi+Hj44MHDx7go48+4llltaC4uBiJiYno16+f7liNGjXQr18/HD9+XMHMiOpETk4OAKB27doKZ6JuSktLERMTg4KCAnTp0kXpdFRLSEgIXn75Zb3fLaI8V65cgYeHB5o2bYoxY8bg+vXrSqekSn755RcEBgZixIgRqFevHgICArB27Vql06oSFBcX47vvvsPEiRNNboxSWbhu9+fm5oZjx45hypQpmDNnDtj/1vvWaDQYOHAgVqxYATc3N55VVgvu37+P0tLScn3j5uaGS5cuKZQVUZ3QarWYPn06unXrhjZt2iidjiq5cOECunTpgsePH8PBwQHbt29Hq1atlE5LlcTExODMmTM4deqU0qmoms6dO2P9+vXw8fFBZmYm5s2bh+7duyM5ORmOjo5Kp6cq/vjjD0RFRWHmzJn48MMPcerUKUybNg1WVlYIDg5WOj1Vs2PHDmRnZ2P8+PGS1cF9b2hPT0/8+uuvePjwIdLS0sAYQ/PmzWneAUEoSEhICJKTk2m+lBF8fHyQlJSEnJwcbN26FcHBwUhISKAB43PcuHEDYWFhiIuLg42NjdLpqJrBgwfr/vbz80Pnzp3h6emJH3/8EW+99ZaCmakPrVaLwMBALFq0CAAQEBCA5ORkrFq1igaLJvj2228xePBgeHh4SFYH98FiGbVq1ULHjh2lsq9W1KlTBxYWFrh7967e8bt376J+/foKZUVUF0JDQ7Fr1y4cOnQIDRs2VDod1WJlZQVvb28AQIcOHXDq1CksW7YMq1evVjgzdZGYmIisrCy0b99ed6y0tBSHDh3CN998g6KiIlhYWCiYoXpxcXFBixYtkJaWpnQqqsPd3b3cf8x8fX2xbds2hTKqGmRkZOC3337Dzz//LGk9tN2fCrCyskKHDh2wf/9+3TGtVov9+/fTnCmi0jDGEBoaiu3bt+PAgQNo0qSJ0ilVKbRaLYqKipROQ3X07dsXFy5cQFJSku4VGBiIMWPGICkpiQaKRsjPz0d6ejqtClIB3bp1K7e01+XLl+Hp6alQRlWD6Oho1KtXDy+//LKk9Uh2ZZEwj5kzZyI4OBiBgYHo1KkTli5dioKCAkyYMEHp1FRHfn6+3v/Mr169iqSkJNSuXRuNGzdWMDN1ERISgu+//x47d+6Eo6Mj7ty5A+Dpbkq2trYKZ6cu5syZg8GDB6Nx48bIy8vD999/j/j4eMTGxiqdmupwdHQsN+/V3t4erq6uNB/2OWbNmoWgoCB4enri9u3bCA8Ph4WFBUaPHq10aqpjxowZ6Nq1KxYtWoSRI0fi5MmTWLNmDdasWaN0aqpFq9UiOjoawcHBsLSUeDgnyTPWRKVYvnw5a9y4MbOysmKdOnViJ06cUDolVXLw4EEGoNwrODhY6dRURUV9BIBFR0crnZrqmDhxIvP09GRWVlasbt26rG/fvmzfvn1Kp1VloKVzKmbUqFHM3d2dWVlZsQYNGrBRo0axtLQ0pdNSLf/5z39YmzZtmLW1NWvZsiVbs2aN0impmtjYWAaApaamSl6XhrH/PbJMEARBEARBEM9BcxYJgiAIgiAIg9BgkSAIgiAIgjAIDRYJgiAIgiAIg9BgkSAIgiAIgjAIDRYJgiAIgiAIg9BgkSAIgiAIgjAIDRYJgiAIgiAIg9BgkSAIgiAIgjAIDRYJgiAEMH78eAwdOlSx+seOHYtFixbJUtfs2bMxdepUWeoiCEL90A4uBEH87dFoNEbj4eHhmDFjBhhjcHFxkSepZzh37hz69OmDjIwMODg4SF7f/fv30bRpUyQlJaFp06aS10cQhLqhwSJBEH977ty5o/t7y5YtmDt3LlJTU3XHHBwcZBmkGWLSpEmwtLTEqlWrZKtzxIgR8PLywpIlS2SrkyAIdUK3oQmC+NtTv3593cvZ2RkajUbvmIODQ7nb0L169cLUqVMxffp01KpVC25ubli7di0KCgowYcIEODo6wtvbG3v27NGrKzk5GYMHD4aDgwPc3NwwduxY3L9/32BupaWl2Lp1K4KCgvSOr1y5Es2bN4eNjQ3c3Nzw+uuv62JarRaRkZFo0qQJbG1t4e/vj61bt+qVv3jxIl555RU4OTnB0dER3bt3R3p6ui4eFBSEmJiYynQnQRDVDBosEgRBVJINGzagTp06OHnyJKZOnYopU6ZgxIgR6Nq1K86cOYMBAwZg7NixKCwsBABkZ2ejT58+CAgIwOnTp7F3717cvXsXI0eONFjH+fPnkZOTg8DAQN2x06dPY9q0aZg/fz5SU1Oxd+9e9OjRQxePjIzExo0bsWrVKly8eBEzZszAm2++iYSEBADArVu30KNHD1hbW+PAgQNITEzExIkTUVJSovPo1KkTbt68iWvXrnHuNYIgqhyMIAiC0BEdHc2cnZ3LHQ8ODmZDhgzRve/Zsyd78cUXde9LSkqYvb09Gzt2rO5YZmYmA8COHz/OGGNswYIFbMCAAXq+N27cYABYampqhfls376dWVhYMK1Wqzu2bds25uTkxHJzc8vpHz9+zOzs7NixY8f0jr/11lts9OjRjDHG5syZw5o0acKKi4sN9AJjOTk5DACLj483qCEI4u+BpcJjVYIgiCqLn5+f7m8LCwu4urqibdu2umNubm4AgKysLABPH1Q5ePBghfMf09PT0aJFi3LHHz16BGtra72HcPr37w9PT080bdoUgwYNwqBBgzBs2DDY2dkhLS0NhYWF6N+/v55PcXExAgICAABJSUno3r07atasabBttra2AKC7KkoQxN8XGiwSBEFUkucHWxqNRu9Y2QBPq9UCAPLz8xEUFITFixeX83J3d6+wjjp16qCwsBDFxcWwsrICADg6OuLMmTOIj4/Hvn37MHfuXERERODUqVPIz88HAOzevRsNGjTQ87K2tgbw10DQGA8ePAAA1K1b16SWIIjqDQ0WCYIgZKJ9+/bYtm0bvLy8YGkp7Oe3Xbt2AICUlBTd3wBgaWmJfv36oV+/fggPD4eLiwsOHDiA/v37w9raGtevX0fPnj0r9PTz88OGDRvw5MkTg1cXk5OTUbNmTbRu3dqsNhIEUf2gB1wIgiBkIiQkBA8ePMDo0aNx6tQppKenIzY2FhMmTEBpaWmFZerWrYv27dvjyJEjumO7du3C119/jaSkJGRkZGDjxo3QarXw8fGBo6MjZs2ahRkzZmDDhg1IT0/HmTNnsHz5cmzYsAEAEBoaitzcXLzxxhs4ffo0rly5gk2bNuktF3T48GF0795d0FVIgiCqNzRYJAiCkAkPDw8cPXoUpaWlGDBgANq2bYvp06fDxcUFNWoY/jmeNGkSNm/erHvv4uKCn3/+GX369IGvry9WrVqFH374QXcVcMGCBfjkk08QGRkJX19fDBo0CLt370aTJk0AAK6urjhw4ADy8/PRs2dPdOjQAWvXrtW7yhgTE4PJkydL1BMEQVQlaFFugiAIlfPo0SP4+Phgy5Yt6NKli+T17dmzB++99x7Onz8v+HY5QRDVF7qySBAEoXJsbW2xceNGo4t386SgoADR0dE0UCQIAgBdWSQIgiAIgiCMQFcWCYIgCIIgCIPQYJEgCIIgCIIwCA0WCYIgCIIgCIPQYJEgCIIgCIIwCA0WCYIgCIIgCIPQYJEgCIIgCIIwCA0WCYIgCIIgCIPQYJEgCIIgCIIwCA0WCYIgCIIgCIPQYNFMDh06hKCgIHh4eECj0WDHjh1mlY+IiIBGoyn3sre3lyZhgiAIgiAIEdBg0UwKCgrg7++PFStWVKr8rFmzkJmZqfdq1aoVRowYwTlTgiAIgiAI8dBg0UwGDx6MhQsXYtiwYRXGi4qKMGvWLDRo0AD29vbo3Lkz4uPjdXEHBwfUr19f97p79y5SUlLw1ltvydQCgiAIgiAI4dBgkTOhoaE4fvw4YmJicP78eYwYMQKDBg3ClStXKtSvW7cOLVq0QPfu3WXOlCAIgiAIwjQ0WOTI9evXER0djZ9++gndu3dHs2bNMGvWLLz44ouIjo4up3/8+DE2b95MVxUJgiAIglAtlkonUJ24cOECSktL0aJFC73jRUVFcHV1Laffvn078vLyEBwcLFeKBEEQBEEQZkGDRY7k5+fDwsICiYmJsLCw0Is5ODiU069btw6vvPIK3Nzc5EqRIAiCIAjCLGiwyJGAgACUlpYiKyvL5BzEq1ev4uDBg/jll19kyo4gCIIgCMJ8aLBoJvn5+UhLS9O9v3r1KpKSklC7dm20aNECY8aMwbhx4/Dll18iICAA9+7dw/79++Hn54eXX35ZV+7//u//4O7ujsGDByvRDIIgCIIgCEFoGGNM6SSqEvHx8ejdu3e548HBwVi/fj2ePHmChQsXYuPGjbh16xbq1KmDF154AfPmzUPbtm0BAFqtFp6enhg3bhw+/fRTuZtAEARBEAQhGNkGi9evX0dGRgYKCwtRt25dtG7dGtbW1nJUTRAEQRAEQVQSSW9DX7t2DVFRUYiJicHNmzfx7LjUysoK3bt3xz//+U8MHz4cNWrQKj4EQRAEQRBqQ7Iri9OmTcOGDRswcOBABAUFoVOnTvDw8ICtrS0ePHiA5ORkHD58GDExMbCwsEB0dDQ6duwoRSpc0Gq1uH37NhwdHaHRaJROhyAIgiAIQhSMMeTl5cHDw8PoRTvJBotz5szBrFmzKlxf8Hn27t2LwsJCvPbaa1KkwoWbN2+iUaNGSqdBEARBEATBlRs3bqBhw4YG4/SAi0BycnLg4uKCGzduwMnJSel0CKLKcOBSFr7Yewl/FhahW7O6+GpUO734zC1JOJp+H6721pg10Ad9WtYr52FK8+a6/yIlMxet3J3w3aTOBnMxphPiYUpjqq28fcpY9tsVHL5yD92b10VYv+ZGtQRBEGXk5uaiUaNGyM7OhrOzs0GdbIPFkpISxMfHIz09Hf/4xz/g6OiI27dvw8nJqcIFq9VGbm4unJ2dkZOTQ4NFQjbiUu7i010puF9QhB4t6mHlmPZcywyPOobkWzlo08AZ26Z01YstiU3FlpPXAQ0wqmNj/GugT4UexnRxKXcxeeNpPf1Lbd11Ob27+Qx+vZCpF187LhD9W/21UL0pzfCoY0jMeKiLdfCsVa4tpnRCPExpTLWVt08ZS2JTseLgX8t5hfT2NniuCIIgnkXo2EaWp0oyMjLQtm1bDBkyBCEhIbh37x4AYPHixZg1a5YcKVQprl+/XqmYkDgPDyF18MhFjraI8Zf6XJQNGq49KER+USl+vZCJdzefMepnTpmyQUtRiRaJGQ8xPOqYLlY2ALlfUIz7+cVYcTANS2JTy3mY0h1P/7Ncmf/+8dexE3+Ujz9/zJQm+VaOXuzic++F6IR4mNKYaitvnzLiL2Xpv0/NMqBUx++HXB5yanjVw9tTyrjS/07xqkuqPhBbVqhGLmQZLIaFhSEwMBAPHz6Era2t7viwYcOwf/9+OVKoUuzevbtSMSFxHh5C6uCRixxtEeNvKBaXche9Pj+IflFJBgdqS2JTEbggDoNWna1wEAaYP2gwt4yxQcvzAxCg4kGIKV2XZuXnLHdu+texF5qWjz9/zJSmTYOyWydPb5K0blDxrRRjOiEepjSm2srbp4xeulvyT/16+ZS/jV+GGn4/5PKQU8OrHt6eUsaV/neKV11S9YHYskI1ciHLYPHw4cP4+OOPYWVlpXfcy8sLt27dkiMFgpCFZ6/sFTOLCq/sPXs1rlBrafCqnbmDBnPLGBu09Kpg3mBFgxBTuv6t3LB2XCC8XO1gpSktdzt15Zj2eKmtOxytLeFi8aTcLWghmm1TuqKDZy1Yghm8BW1KJ8TDlMZUW3n7lPGvgT4I6e0Nt5rFdAuaIAhpYDLg4uLCLl68yBhjzMHBgaWnpzPGGDt8+DCrV6+eHCmIJicnhwFgOTk5ktd19erVSsWExHl4CKmDRy5ytEWMf0Wxeb9cZJ4f7NJ7tZ+/T0/z0tJD5TQvLTtUYR37Lt5hPT8/wFp9/Cub8l2ioJzNKfPayqOsxYe72Wsrj5aLfb73EuuwYB9rF7GHfb73kkEPoTqpP7s8Ppc8PnNya3j6VScPOTW8zyUvTynjSv87xasuqfpAbFmhGrEIHdvIcmVxwIABWLp0qe69RqNBfn4+wsPD8dJLL8mRQpUiIyOjUjEhcR4eQurgkYscbRHjX1FMyJU9oVftgKdXmeL/1Rsr+9kJerjF3DLbpnTFmgH2FV5J+9dAH5z+uD+W9rI1erVKqE7qzy6PzyWPz5zcGp5+1clDTg3vc8nLU8q40v9O8aqrsvHhUcfQf81FvbneZZRNRRq89mKFU5GMlQX+mqb06v9dNDhNSW5kGSx++eWXOHr0KFq1aoXHjx/jH//4h+4W9OLFi+VIoUqRkpJSqZiQOA8PIXXwyEWOtojxrygm5BZi2W3DOg5WsKtRIujWYWXawes8yeUjx+eFh4faNDz9qpOHnBre51KIfnjUMUzck2twwCEmXjZYmRKbXeFgxVhZsXkJ1fCoq7LxsocDn2hZuYcDn52K9KgU5aYiGSsL6E9Tyi2GwWlKciPLYLFhw4Y4d+4cPvroI8yYMQMBAQH47LPPcPbsWdSrZ3gy9t8VY6uom9oWUci2iWI9hG7NKDYXOdoixt9QrOzK3ntemQav7JVdjQvzvCNojlll2sHrPMnlI8fnhYeH2jQ8/aqThylN2dWff19vaHSVgeFRx/BlRkOjV5DEeFTGs2zAUQpNhQMOMXFTc6qNlRWbl1CN1H1gKv7Xw4FPd3N79uFAUw8ZGisLCH+4UG5kWWfx0KFD6Nq1Kywt9beiLikpwbFjx9CjRw+pUxANrbNIEARRPeCxJiavdTUrk5fPx3tQVKLVvbexrIFLCwdzib+87DAuZubq1dfawwm7p3U3WVZsXkI1UveBqbiYz4Wpz8Pz66YC0q6dqqp1Fnv37o0HDx6UO56Tk4PevXvLkUKVIjo6ulIxIXEeHkLq4JGLHG0R4y/HuTBXJ4W3XD5yfF54eKhNw9OvOnkY0/BYE5PXupqVycvU8kti4qbmVItZgorHElW86hIT161ooNGWG+w9OxXJWqMtN9g3VhbQn6Zkb1GqmhUOZBksMsag0WjKHf/zzz9hb29vtl9eXh6mT58OT09P2NraomvXrjh16pSgskePHoWlpSXatWtndr1y8fjx40rFhMR5eAipg0cucrRFjL8c58JcnRTecvnI8Xnh4aE2DU+/6uRhTMNjTUxe62pWJi9Tyy+JiZuaUy1mCSoeS1TJ0QdC4+81vllhfmVTkaY3vmlw+SxDZYG/pimFNrylioEiAFiallSe1157DcDTp5/Hjx8Pa2trXay0tBTnz59H164Vd5YxJk2ahOTkZGzatAkeHh747rvv0K9fP6SkpKBBgwYGy2VnZ2PcuHHo27cv7t69a36DZMLb27tSMSFxsR7Do47h/I3G+C3qmNFbKZ/uSsGdnMa4sPlMhV+WdzefwaHL92BXozG8U+7qrZtXtn1ccXFj5MemGvyyGMtFqIchjLVBSPsAPufCXJ0U3nL5iO0vHnnyOmdyanj6VScPY5qyqz+f7k7BnexC9GlleE3Mp78zD+HXqOIrSGI8KptXmW9cXBz69zc8mKps/F8DffCvgT7/i5f/7TRWVmxeQjU86hIbF/M55v39lxpJ5yxOmDABALBhwwaMHDlSb/cWKysreHl5YfLkyahTp45gz0ePHsHR0RE7d+7Eyy+/rDveoUMHDB48GAsXLjRY9o033kDz5s1hYWGBHTt2ICkpSXC9cs5ZzMzMhLu7u9kxIXExHkLm3giZc2Nsr1+h8zWM5SJ2zoexNpizby+Pc2GuTgpvuXzE9hePPHmdMzk1PP2qk4ecGt7nUq68xMSV/neKV11S9YHYskI1YlHFnMXo6GhER0cjPDwc3377re59dHQ0Vq9ejTlz5pg1UASePhRTWloKGxsbveO2trY4cuSI0Vz++OMPhIeHC6qnqKgIubm5ei+52LFjR6ViQuJiPITMvREy58bYXr9CnwTjsVWdIYy1wZzt9HicC3N1UnjL5SO2v3jkyeucyanh6VedPOTU8D6XvDyljCv97xSvuqTqA7FlhWrkQpY5i1qtFvfv3+fi5ejoiC5dumDBggW4ffs2SktL8d133+H48ePIzMyssMyVK1cwe/ZsfPfdd+WeyDZEZGQknJ2dda9GjRpxyV9J/lqSoYHRJRm+MLDEg5C5N0Lm3Bjb61fogtU8tqozhLE2VGYLPoIgCIKo0ki+lwxjrF27dszCwoL16dOHbd68mT1+/FiUX1paGuvRowcDwCwsLFjHjh3ZmDFjWMuWLctpS0pKWGBgIIuKitIdCw8PZ/7+/kbrePz4McvJydG9bty4Idt2f1euXDE7tu/iHdZz8QHW6uPdFW7xtu/inXJbzD2ve23lUb14RVvAvbbyKGtuYHs4vVw+N5wLY4xN+S6RtZm7l3X9NJbtu3hHL6bbPi7c+PZxxnIR6lGZNghpH2PGz6M5GnN0UnjL5SO2v3jkyeucyanh6VedPOTU8D6XvDyljIv5Hsn526hUH4gtK1QjFlVt93f27FmcOnUKrVu3RlhYGOrXr48pU6YIfoL5eZo1a4aEhATk5+fjxo0bOHnyJJ48eYKmTZuW0+bl5eH06dMIDQ2FpaUlLC0tMX/+fJw7dw6WlpY4cOBAhXVYW1vDyclJ7yUXxh6+qSj27IrxBU9YuRXjAWG3T4XcZt42pSuiX3I2OUk7/l+9sWaQs8HJ2SvHtMeFeQPxeU97vYdbgL+eBPumv6PReYbGchHqUZk2CGkfYPw8mqMxRyeFt1w+YvuLR568zpmcGp5+VcGj7A5J0PpUg3dIhGjkytccDW9PKeNivkdy/jYq1QdiywrVyIUsg0UACAgIwNdff43bt2/j22+/xc2bN9GtWzf4+flh2bJlyMkxvPaUIezt7eHu7o6HDx8iNjYWQ4YMKadxcnLChQsXkJSUpHu988478PHxQVJSEjp37syjeVw5f/68WTEhA0Eht0+FLvFgLD9zdea21VyN0FwrU55H3Tz7UipvuXzk+Lzw8FCbhqef2j30tlIrKb+VmlCNXPmaq+HtKWW8qvw2KtUHYssK1ciFbIPFMhhjePLkCYqLi8EYQ61atfDNN9+gUaNG2LJliyCP2NhY7N27F1evXkVcXBx69+6Nli1b6p6+njNnDsaNGwfg6XZPbdq00XvVq1cPNjY2aNOmTaXWeVQbQgaCQvYsFrq+FUEQhBII+Y+xOQ+hEQQhDFm2+wOAxMREREdH44cffoC1tTXGjRuHSZMm6dYRWr58ORYuXCjosuuPP/6IOXPm4ObNm6hduzaGDx+OTz/9FM7OT6+EjR8/HteuXUN8fHyF5SMiIlS9dI5WqzW4p6mhWFzKXXy6OwV/5hehe4t6Rm+PGvPnETdHV5m2SpGrFPnxyN9cnRTecvnI8Xnh4aE2DU8/tXsIWbrKnOWtpM7XXI3ceYmJV5XfRqX6QGxZoRqxCB7bSD57kjHWpk0bZmlpyV566SW2fft2VlJSUk5z7949ptFo5EinUgidBMqDTZs2VSomJM7DQ0gdPHKRoy1i/OU4F+bqpPCWy0eOzwsPD7VpePpVBY+yB8xazPnF4ANmQjRy5WuOhrenlPGq8tuoVB+ILStUIxahYxtJd3ApY+TIkZg4caLR3VXq1KkDrVZrMP53Ii8vr1IxIXEeHkLq4JGLHG0R4y/HuTBXJ4W3XD5yfF54eKhNw9OvKnj0b+WG/q3cEBUVhSljgiqtkStfczS8PaWMV5XfRqX6QGxZoRq5kGWw+Mknn+j+Zv+7613RXtHEU7y8vCoVExLn4SGkDh65yNEWMf5ynAtzdVJ4y+Ujx+eFh4faNDz9qpOHnBre55KXp5TxqvLbqFQfiC0rVCMbkl/j/B/r1q1jrVu3ZlZWVszKyoq1bt2arV27Vq7qRSPnbeisrKxKxYTEeXgIqYNHLnK0RYy/HOfCXJ0U3nL5yPF54eGhNg1Pv+rkIaeG97nk5SllvKr8NirVB2LLCtWIRVXrLM6dOxdhYWEICgrCTz/9hJ9++glBQUGYMWMG5s6dK0cKVYqtW7dWKiYkzsNDSB08cpGjLWL85TgX5uqk8JbLR47PCw8PtWl4+lUnDzk1vM8lL08p41Xlt1GpPhBbVqhGLmS5DR0VFYW1a9di9OjRumOvvvoq/Pz8MHXqVMyfP1+ONKo8w6OOISmjIX6LOkbL2hAEQRAEIQ+SX+NkjDk7O7PLly+XO56amsqcnZ3lSEE0ct6G/v3338sdE7IVn6Gy5mrExnnlIkdbxPjzqJtnX0rlLZePHJ8XHh5q0wjRlm0H6mtki8qn22ca/m0RopHLgzF1nQfe55KXp5TxqvLbqFQfiC0rVCMWVd2GHjt2LKKiosodX7NmDcaMGSNHClWKinazEbIVn6Gy5mrExnnlIkdbxPjzqJtnX0rlLZePHJ8XHh5q05jSPrujSaGB7UCHRx1DYsZDFJcCiRkPMTzqWDkfUxq5PEy1VwkN73PJy1PKeFX5bVSqD8SWFaqRC8kGizNnztS9NBoN1q1bhzZt2mDSpEmYNGkS2rZti7Vr10q+4GRV5MyZ8ltTCd2Kr6Ky5mrExnnlIkdbxPjzqJtnX0rlLZePHJ8XHh5q05jS8toX3pRGLo8y1HQeeJ9LXp5SxqvKb6NSfSC2rFCNXEg2Z/Hs2bN67zt06AAASE9PB/B0XcU6derg4sWLUqUgK4wxlJSUoLS0VLSXjY0NHj9+rHds84T2mPbDWVy6nY2WHi74enRAOY2hsuZqxMZ55SJHW0whJj8e+ZurE+NtYWEBS0tLWtaqmtGlmSv+7+hVvWMV7QufmPEQT/8zqqnwP6OmNHJ5EAQhP7Jt91fVMbYlTnFxMTIzM1FYWMilLsaYwX+wjcWExHl4CKmDRy5ytMUUSp8Lc3Vive3s7ODu7g4rKytdvLi4WO+9IUzpxMZNaXjkKTYHJTRCtGXbgd7PL0IPA9uBDo86huRbOWjTwNngA3SmNHJ5mGqv3Bre51KuvMTExXyPePaXWvtAbFmhGrGoaru/6oChSaClpaXs0qVL7MqVKyw7O5sVFhayR48eiXplZmZWKiYkzsNDSB08cpGjLWo/F2LaYY53YWEhy87OZleuXGGXLl1ipaWlus/4Dz/8IOg7YkonNm5KwyNPsTkooeHpV5085NTwPpe8PKWMi/ke8ewvtfaB2LJCNWJRfLu/d955Bx9//DEaNmxoUrtlyxaUlJRUyYddiouLodVq0ahRI9jZ2XHxrFGjBmxsbMyOCYnz8BBSB49c5GiLKZQ+F+bqKutta2sLW1tb1KxZExkZGSguLtaVffjwoaD6TOnExk1peOQpNgclNDz9qpOHnBre55KXp5RxMd8jnv2l1j4QW1aoRi4kGyzWrVsXrVu3Rrdu3RAUFITAwEB4eHjAxsYGDx8+REpKCo4cOYKYmBh4eHhgzZo1UqUiCzwf1DF22dnUJWkhl6zFegi9LC42FznaIsZfjnNhrk6sd0WfYyH/4ROiExs3peGRp9gclNDw9KtOHnJqeJ9LXp5SxsV8j3j2l1r7QGxZoRrZkPLy5p07d9jChQtZmzZtWI0aNfRezs7ObPjw4WzPnj1SpsANQ5dqHz16xFJSUtijR4+41fXkyZNKxYTEeXgIqYNHLnK0RYy/HOfCXJ1Y74o+zw8ePBDkY0onNm5KwyNPsTkooeHpV5085NTwPpe8PKWMi/ke8ewvtfaB2LJCNWJRxTqLbm5u+Oijj3DhwgXcv38fZ86cwdGjR5GamoqHDx9i69atGDRokJQpVEkePHhQqZiQOA8PIXXwyEWOtojxl+NcmKuTwjsmJkaQjymd2LgpDY88xeaghAYAlsSmYuBXB7EkNlWUH4+c1OIhp4bnueTpKWVczPeIZ3+ptQ/ElhWqkQvZFjmsVasW/P398cILL8Db25uW5yAkZ/369WjevLnSaUjC+vXr4eLionQahApYEpuKFQfTkPXECisOppkcMBIEQZgLrYitIoqKivDuu+8iIiICRUVFFWocHByMepiKP6+5c+cOwsLC4O3tDRsbG7i5uWHIkCGIiooyuBSQkDoqk4uY8l5eXli6dKlebNSoUTh37pxJD7H59erVCxqNRvdyc3PDiBEjBF3Zq2xfjho1CpcvX5bE+3lefPFFQT6mdGLjpjQ88hSbgxKa+EtZ//vr6X/A41OzDGqlPgdq8pBTw6se3p5SxsV8j3j2l1r7QGxZoRq5oMFiFYOZWBbTVPxZzR9//IGAgADs27cPixYtwtmzZ3H8+HFMnz4du3btwm+//VbpOszNpSK0Wi1KSkoqXd7W1hZ169Y1mUNl/Z+NTZ48GZmZmbh9+zZ27tyJGzduYOLEiaL8i4uLK9Q9efIEtra2qFevXqW9y3zM0ZnClE5s3JSGR55ic1BC06ul/uegl4/hz4XU50BNHnJqeNXD21PKuJjvEc/+UmsfiC0rVCMXNFisYhQUFIiKP6t59913YWlpidOnT2PkyJHw9fVF06ZN0bt3b+zevRtBQUG6MtnZ2Zg0aRLq1q2L+vXro0+fPnpX7SIiItCuXTts2rQJXl5ecHZ2xpgxY5CXl6fTaLVaREZGokmTJrC1tYW/v7/enIz4+HhoNBrs2bMHHTp0QO3atXHkyBGkp6djyJAhcHNzg4ODAzp27KgbyBYUFKBXr17IyMjAjBkzdFf3gKe3aj08PPTaHhUVhWbNmsHKygo+Pj7YtGmTXrxsa8phw4bBzs4Obdu2xS+//GKyr+3s7FC/fn24u7vjhRdeQGhoKJKSknTx0tJSvPXWW7q2+/j4YNmyZXoe48ePx9ChQ/Hpp5/Cw8MDPj4+uHbtGjQaDTZv3oyePXvCxsYGmzdvrvA29M6dO9G+fXvY2NigadOmmDdvnt5gW6PRICoqCq+++irs7e3x6aeflmtHRfz3v/81GheqExs3peGRp9gclND8a6APQnp7w61mEUJ6e+NfA30q7ccjJ7V4yKnhVQ9vTynjYr5HPPtLrX0gtqxQjVzQYPFvyp9//ol9+/YhJCQE9vb2FWqenVc6YsQIZGVlYc+ePYiLi0P79u3Rt29fvVut6enp2LFjB3bt2oVdu3bh+PHj+Oyzz3TxyMhIbNy4EatWrcLFixcxY8YMhISEICEhQa/e2bNn47PPPsORI0fg5+eH/Px8vPTSS9i/fz/Onj2LQYMGISgoCNevXwcA/Pzzz2jYsCHmz5+PzMxMZGZmVtie7du3IywsDO+99x6Sk5Px9ttvY8KECTh48KCebt68eRg5ciTOnz+Pvn37YsyYMWY9YPLgwQP8+OOPaN/+r10ytFotGjZsiJ9++gkpKSmYO3cuPvzwQ+zcuVOv7P79+5Gamoq4uDjs2rVLd3zhwoUICwvD77//joEDB5ar8/Dhwxg3bhzCwsKQkpKC1atXIyYmRjcgLCMiIgLDhg3DhQsXBF35JKoG/xrog/Eed40OFAmCICqNdA9kGyY+Pp7t3r1blsfCeSHH0jmPHz9mU6ZMYVOmTGGPHz+uUFNSUmLUw1S8THPixAkGgP388896MVdXV2Zvb8/s7e3Z+++/zxhj7PDhw8zJyUmXU1kdzZo1Y6tXr2aMMRYeHs7s7OxYbm6uzuu9995jnTt31rXNzs6OHTt2TK++iRMnstGjRzPGGDt48CADwHbs2GGyLa1bt2bLly/XaTw9Pdm///1vPU10dDRzdnbWve/atSubPHmynmbEiBHspZde0r0HwD7++GPd+7LzXtEST2V19+zZk9WsWZPZ29szOzs7BoC1aNGCpaWlGcyfMcZCQkLYa6+9pnsfHBzM3NzcWFFRke7Y1atXGQD21VdfGW1b37592aJFi/Q0GzZsYO7u7nptmz59usF2MFbx5zk/P99oO4TqxMZNaXjkKTYHJTQ8/aqTh5wa3ueSl6eUcTHfI579pdY+EFtWqEYsqlg6Z/Hixfjkk0+eHZhi0KBB6N27N1555RX4+vri4sWLUqZQ7cjJyREVN6U5efIk4uPj0bp1a91DNufOnUN+fj5cXV3h4OAAZ2dnODg44OrVq0hPT9eV9fLygqOjo+59rVq1kJX1dLJ9WloaCgsL0b9/fzg4OOhemzZt0vMAgMDAQL088/PzMWvWLPj6+sLFxQUODg74/fffcf36dZPtZc/Mx/v999/RrVs3vXi3bt3w+++/6x3z8/PT/V1SUgInJyddO57l2brHjBmDpKQknDt3DkeOHIG3tzcGDhyodxt+xYoV6NChA+rWrQsHBwesWbMGV69e1fNs27ZthYtpt2zZ0mg7z507h/nz5+v17dtvv11uz/KyvjXUjorYs2eP0bhQndi4KQ2PPMXmoISGp1918pBTw/tc8vKUMi7me8Szv9TaB2LLCtXIhWQ7uABPt/H74IMPdO+3bt2KQ4cO4fDhw/D19cW4ceMwb948/Pjjj1KmUa0w9cCHqXiZpmz5otRU/WU2mjZtCgcHB9ja2uqO5efnw93dHfHx8QCe3sJ2dXUFAL15czVr1tTz0mq10Gq1Og8A2L17Nxo0aKDT/Pnnn+XmFZbdFi9ry6xZsxAXF4cvvvgC3t7esLW1xeuvv47i4mJB7TWXZ9tRUlICjUaja8ezPFu3s7MzvL29AQDe3t749ttv4e7uji1btmDSpEmIiYnBrFmz8OWXX6JLly5wdHTEkiVLcPTo0Qrb/jzW1tZGc87Pz8e8efPw2muv6Y6Vnadnt/yryN9UH967d89oXKhObNyUhkeeYnNQQsPTrzp5yKnhfS55eUoZF/M94tlfau0DsWWFauRC0iuLV69e1btK8+uvv+L1119Ht27dULt2bXz88cc4fvy42b55eXmYPn06PD09YWtri65du+LUqVMG9UeOHEG3bt3g6uoKW1tbtGzZEv/+978r1SaleX5AZm68TOPq6or+/fvjm2++KfeAw/Me7du3x507d2BpaQlvb2+0aNEC3t7e8Pb2Rp06dQzWY2Fhofu7VatWsLa2xvXr13Vly7waNWpktC1Hjx7F+PHjMWzYMLRt2xb169fHtWvX9DRWVlYoLS012m5fX99yg7OjR4+iVatWBssY609jsbK2P3r0SFdP165d8e677yIgIADe3t5IT08XvN6opaXx/9e1b98eqamp5frW29vb5FaUpj4zbm5ugnI0pRMbN6XhkafYHJTQ8PSrTh5yanifS16eUsbFfI949pda+0BsWaEa2ZDyXriDgwNLT0/Xvffx8WFRUVG69xkZGczGxsZs35EjR7JWrVqxhIQEduXKFRYeHs6cnJzYzZs3K9SfOXOGff/99yw5OZldvXqVbdq0idnZ2enm2wmhus1ZZIyxtLQ05ubmxlq2bMliYmJYSkoKu3TpEtuwYQNzc3NjM2fOZIwxptVq2Ysvvsj8/f1ZbGwsS0tLY0ePHmUffvghO3XqFGPs6ZxFf39/vXq+/PJL5unpqXv/0UcfMVdXV7Z+/XqWlpbGEhMT2dKlS9n69esZY3/NWXz48KFensOGDWPt2rVjZ8+eZUlJSSwoKIg5OjqysLAwnaZ///7s1VdfZTdv3mT37t1jjJWf17d9+3ZWs2ZNtnLlSnb58mX25ZdfMgsLC3bw4EGdBgDbvn27Xl85Ozuz6Ohog/3Ys2dPNnnyZJaZmckyMzNZUlISGz58OLOxsWGXLl1ijDG2bNky5uTkxPbu3ctSU1PZxx9/zJycnPT6LDg4mA0ZMkSvjrI5i6dPn9Y7/nzb9u7dyywtLVlERARLTk5mKSkpbPPmzeyjjz4y2Lbn28FYxZ/nvLy8cmUqwpRObNyUhkeeYnNQQsPTrzp5yKnhfS55eUoZF/M94tlfau0DsWWFasSiijmLzZo1w6FDhwAA169fx+XLl9GjRw9d/ObNm7rbmUJ59OgRtm3bhs8//xw9evSAt7c3IiIi4O3tjaioqArLBAQEYPTo0WjdujW8vLzw5ptvYuDAgTh8+HDlG6cQf/75p6j4s5pmzZrh7Nmz6NevH+bMmQN/f38EBgZi6dKlmDVrFhYsWADg6VPRv/76K3r06IEJEybA19cXb7zxBjIyMoz+z+f5K5YLFizAJ598gsjISPj6+mLQoEHYuXMnmjRpYjTPr776CrVq1ULXrl0RFBSEgQMH6p40LtPMnz8f165dQ7NmzfTWVmTPzFkcOnQoli1bhi+++AKtW7fG6tWrER0djV69epnsK1OxtWvXwt3dHe7u7ujduzfu37+PzZs3w8fn6dOpb7/9Nl577TWMGjUKnTt3xp9//ol3331X8G10U/MKBw4ciF27dmHfvn3o2LEjXnjhBXzxxRfw9PQ06W3qM/P88kKV1YmNm9LwyFNsDkpoePpVJw85NbzPJS9PKeNivkc8+0utfSC2rFCNXEg6ZzEkJAShoaE4fPgwTpw4gS5duujd8jtw4AACAgLM8iwpKUFpaanePCzg6QLMR44cEeRx9uxZHDt2DAsXLjSoKSoq0ttFJTc316w8qwru7u5Yvnw5li9frjuWlZVVbsFnR0dHfP311/j6668rjEdERCAiIkLv2Ntvv633gJNGo0FYWBjCwsIqrKtXr14VLhDt5eWFAwcO6B0LCQnRlQeAF154odxuLePHj8dLL72kd2zKlCmYMmVK+Y74HxXVn52dbVAPQDeX83mefSjG2toa0dHRiI6O1tPMmDFD9/f69evLeXh5eYExVu4Bm/Hjx2P8+PF6xwYOHKi3rM7z56mithEEQRCEKSS9sjh58mR8/fXXePDgAXr06IFt27bpxW/fvm32Wm+Ojo7o0qULFixYgNu3b6O0tBTfffcdjh8/bnB9vTIaNmwIa2trBAYGIiQkBJMmTTKojYyMhLOzs+5laF6d3PDe7k+qOnjkIkdbxPjLcS7M1Unh/cILLwjyMaUTGzel4ZGn2ByU0PD0q04ecmp4n0tenlLGxXyPePaXWvtAbFmhGrmQ9MoiAEycONHggHDlypWV8ty0aRMmTpyIBg0awMLCAu3bt8fo0aORmJhotNzhw4eRn5+PEydOYPbs2fD29sbo0aMr1M6ZMwczZ87Uvc/NzZV8wGhtbY2VK1eisLDQ5NOvBCEXzz6oJEYnNm5KwyNPsTkooeHpV5085NTwPpe8PKWMi/ke8ewvtfaB2LJCNXIh6ZXFkpISvVu5AHD37l3MmzcP77//vuDbxs/TrFkzJCQkID8/Hzdu3MDJkyfx5MkTNG3a1Gi5Jk2aoG3btpg8eTJmzJhR7rbps1hbW8PJyUnvJRdly8yYGxMS5+EhpA4eucjRFjH+cpwLc3VSeD//BHlldWLjpjQ88hSbgxIann7VyUNODe9zyctTyriY7xHP/lJrH4gtK1QjF5Lfhp42bZrufV5eHjp27IgVK1YgNjYWvXv3xq+//lppf3t7e7i7u+Phw4eIjY3FkCFDBJfVarXlBrIEQRAEQRDEc0j5SHbz5s1ZbGys7v0333zDPDw8WHZ2NmOMsffff5/16tXLbN+9e/eyPXv2sD/++IPt27eP+fv7s86dO7Pi4mLGGGOzZ89mY8eO1av3l19+YZcvX2aXL19m69atY46OjnrLipjC1NI5hYWFZrfDEE+ePKlUTEich4eQOnjkIkdbxPjLcS7M1Yn1LiwsLLd0TtlSRqYwpRMbN6XhkafYHJTQ8PSrTh5yanifS16eUsbFfI949pda+0BsWaEasahi6Zxbt26hefPmuvf79+/H8OHD4ezsDAAIDg6u1HZ/OTk5CAkJQcuWLTFu3Di8+OKLiI2N1S0unJmZievXr+v0Wq0Wc+bMQbt27RAYGIgVK1Zg8eLFmD9/vsgW/rWg8bNbqolF6VufdBtaWPnqeBu67HP87ELdCQkJgnxM6cTGTWl45Ck2ByU0PP2qk4ecGt7nkpenlHEx3yOe/aXWPhBbVqhGLiR9wMXGxka3gwUAnDhxAkuWLNGLV+YfwZEjR2LkyJEG488vQTJ16lRMnTrV7HqEYGFhARcXF93SJnZ2doJ35TBEQUFBuaWBhMSExHl4CKmDRy5ytMUUSp8Lc3WV9ba2tkZhYSGysrLg4uKiN7H69u3bguozpRMbN6XhkafYHJTQ8PSrTh5yanifS16eUsbFfI949pda+0BsWaEauZB0sNiuXTts2rQJkZGROHz4MO7evYs+ffro4unp6eX2Ba6K1K9fHwDKrYVXWQoKCgyu62gsJiTOw0NIHTxykaMtplD6XJirE+vt4uKi+zyXUbt2bUH1mdKJjZvS8MhTbA5KaHj6VScPOTW8zyUvTynjYr5HPPtLrX0gtqxQjVxoGJNupd6EhAQMHjwY7u7uyMzMxOjRo/Htt9/q4u+++y4KCgqwYcMGqVLgRm5uLpydnZGTk2PwyejS0lI8efJEVD3fHrmKE+n38EKzunjrxfI7mxQVFRldVsdUnIeHkDp45CJHW0whJj8e+ZurE+Nds2bNCpdqePz4saArlKZ0YuOmNDzyFJuDEhqeftXJQ04N73MpV15i4mK+Rzz7S619ILasUI1YhIxtAImfhu7ZsycSExMxbdo0REdHY+3atXrxdu3a6e1gUdWxsLCAjY1NpV8zt6VgyW9/4PDVXCz57Q8sT8gop/n++++NepiK8/AQUgePXORoi5T58chfTDvM9Ta0ptfzu84YwpRObNyUhkeeYnNQQsPTrzp5yKnhfS55eUoZF/M94tlfau0DsWWFauRC8kW5fX194evrW2Hsn//8p96cxr8zcSl38euFsh1ons55/M+52/jXQB/lkiIIgiAI4m+PpFcWjVFUVISvvvoKTZqUv9X6d+R4+p/ljtWyq1nuWGBgoFEfU3EeHkLq4JGLHG0R4y/HuTBXJ4W3XD5yfF54eKhNw9OvOnnIqeF9Lnl5ShmvKr+NSvWB2LJCNXIh6ZzFoqIiREREIC4uDlZWVnj//fcxdOhQREdH46OPPoKFhQVCQ0PxwQcfSJUCN4Te168scSl3MXnjab1ja8cFon8rN+51EQRBEARBCB3bSDpY/OCDD7B69Wr069cPx44dw7179zBhwgScOHECH374IUaMGKGqvQ+NkZOTAxcXF9y4cUOyrf8OXMrCz2duANDgtfYN0adlPUnqIQiCIAiCyM3NRaNGjZCdna1bA7siJJ2z+NNPP2Hjxo149dVXkZycDD8/P5SUlODcuXOi1yKUm7y8PABAo0aNZKlvkyy1EARBEATxdycvL8/oYFHSK4tWVla4evUqGjRoAACwtbXFyZMn0bZtW6mqlAytVovbt2/D0dFRsoFu2QhfyquX1QXqK+FQX5kH9ZdwqK+EQ30lHOor4YjtK8YY8vLy4OHhgRo1DD/GIumVxdLSUlhZWf1VmaUlHBwcpKxSMmrUqIGGDRvKUpeTkxN9QQRCfSUc6ivzoP4SDvWVcKivhEN9JRwxfWXsimIZkg4WGWMYP368bmHgx48f45133oG9vb2e7ueff5YyDYIgCIIgCKKSSDpYDA4O1nv/5ptvSlkdQRAEQRAEwRlJB4tqWn28KmBtbY3w8HBR29P9XaC+Eg71lXlQfwmH+ko41FfCob4Sjlx9JekDLgRBEARBEETVRrEdXAiCIAiCIAj1Q4NFgiAIgiAIwiA0WCQIgiAIgiAMQoNFgiAIgiAIwiA0WFQRK1asgJeXF2xsbNC5c2ecPHlS6ZRUyaFDhxAUFAQPDw9oNBrs2LFD6ZRUSWRkJDp27AhHR0fUq1cPQ4cORWpqqtJpqZKoqCj4+fnpFrbt0qUL9uzZo3RaVYLPPvsMGo0G06dPVzoV1REREQGNRqP3atmypdJpqZZbt27hzTffhKurK2xtbdG2bVucPn1a6bRUiZeXV7nPlkajQUhIiCT10WBRJWzZsgUzZ85EeHg4zpw5A39/fwwcOBBZWVlKp6Y6CgoK4O/vjxUrViidiqpJSEhASEgITpw4gbi4ODx58gQDBgxAQUGB0qmpjoYNG+Kzzz5DYmIiTp8+jT59+mDIkCG4ePGi0qmpmlOnTmH16tXw8/NTOhXV0rp1a2RmZupeR44cUTolVfLw4UN069YNNWvWxJ49e5CSkoIvv/wStWrVUjo1VXLq1Cm9z1VcXBwAYMSIEZLUR0vnqITOnTujY8eO+OabbwA83Yu6UaNGmDp1KmbPnq1wdupFo9Fg+/btGDp0qNKpqJ579+6hXr16SEhIQI8ePZROR/XUrl0bS5YswVtvvaV0KqokPz8f7du3x8qVK7Fw4UK0a9cOS5cuVTotVREREYEdO3YgKSlJ6VRUz+zZs3H06FEcPnxY6VSqJNOnT8euXbtw5coVaDQa7v50ZVEFFBcXIzExEf369dMdq1GjBvr164fjx48rmBlRncjJyQHwdBBEGKa0tBQxMTEoKChAly5dlE5HtYSEhODll1/W+90iynPlyhV4eHigadOmGDNmDK5fv650Sqrkl19+QWBgIEaMGIF69eohICAAa9euVTqtKkFxcTG+++47TJw4UZKBIkCDRVVw//59lJaWws3NTe+4m5sb7ty5o1BWRHVCq9Vi+vTp6NatG9q0aaN0OqrkwoULcHBwgLW1Nd555x1s374drVq1UjotVRITE4MzZ84gMjJS6VRUTefOnbF+/Xrs3bsXUVFRuHr1Krp37468vDylU1Mdf/zxB6KiotC8eXPExsZiypQpmDZtGjZs2KB0aqpnx44dyM7Oxvjx4yWrQ9Lt/giCUAchISFITk6m+VJG8PHxQVJSEnJycrB161YEBwcjISGBBozPcePGDYSFhSEuLg42NjZKp6NqBg8erPvbz88PnTt3hqenJ3788Uea3vAcWq0WgYGBWLRoEQAgICAAycnJWLVqFYKDgxXOTt18++23GDx4MDw8PCSrg64sqoA6derAwsICd+/e1Tt+9+5d1K9fX6GsiOpCaGgodu3ahYMHD6Jhw4ZKp6NarKys4O3tjQ4dOiAyMhL+/v5YtmyZ0mmpjsTERGRlZaF9+/awtLSEpaUlEhIS8PXXX8PS0hKlpaVKp6haXFxc0KJFC6SlpSmdiupwd3cv9x8zX19fum1vgoyMDPz222+YNGmSpPXQYFEFWFlZoUOHDti/f7/umFarxf79+2nOFFFpGGMIDQ3F9u3bceDAATRp0kTplKoUWq0WRUVFSqehOvr27YsLFy4gKSlJ9woMDMSYMWOQlJQECwsLpVNULfn5+UhPT4e7u7vSqaiObt26lVva6/Lly/D09FQoo6pBdHQ06tWrh5dfflnSeug2tEqYOXMmgoODERgYiE6dOmHp0qUoKCjAhAkTlE5NdeTn5+v9z/zq1atISkpC7dq10bhxYwUzUxchISH4/vvvsXPnTjg6Ourmvzo7O8PW1lbh7NTFnDlzMHjwYDRu3Bh5eXn4/vvvER8fj9jYWKVTUx2Ojo7l5r3a29vD1dWV5sM+x6xZsxAUFARPT0/cvn0b4eHhsLCwwOjRo5VOTXXMmDEDXbt2xaJFizBy5EicPHkSa9aswZo1a5ROTbVotVpER0cjODgYlpYSD+cYoRqWL1/OGjduzKysrFinTp3YiRMnlE5JlRw8eJABKPcKDg5WOjVVUVEfAWDR0dFKp6Y6Jk6cyDw9PZmVlRWrW7cu69u3L9u3b5/SaVUZevbsycLCwpROQ3WMGjWKubu7MysrK9agQQM2atQolpaWpnRaquU///kPa9OmDbO2tmYtW7Zka9asUTolVRMbG8sAsNTUVMnronUWCYIgCIIgCIPQnEWCIAiCIAjCIDRYJAiCIAiCIAxCg0WCIAiCIAjCIDRYJAiCIAiCIAxCg0WCIAiCIAjCIDRYJAiCIAiCIAxCg0WCIAiCIAjCIDRYJAiCIAiCIAxCg0WCIAgBjB8/HkOHDlWs/rFjx2LRokWy1DV79mxMnTpVlroIglA/tIMLQRB/ezQajdF4eHg4ZsyYAcYYXFxc5EnqGc6dO4c+ffogIyMDDg4Oktd3//59NG3aFElJSWjatKnk9REEoW5osEgQxN+eO3fu6P7esmUL5s6di9TUVN0xBwcHWQZphpg0aRIsLS2xatUq2eocMWIEvLy8sGTJEtnqJAhCndBtaIIg/vbUr19f93J2doZGo9E75uDgUO42dK9evTB16lRMnz4dtWrVgpubG9auXYuCggJMmDABjo6O8Pb2xp49e/TqSk5OxuDBg+Hg4AA3NzeMHTsW9+/fN5hbaWkptm7diqCgIL3jK1euRPPmzWFjYwM3Nze8/vrruphWq0VkZCSaNGkCW1tb+Pv7Y+vWrXrlL168iFdeeQVOTk5wdHRE9+7dkZ6erosHBQUhJiamMt1JEEQ1gwaLBEEQlWTDhg2oU6cOTp48ialTp2LKlCkYMWIEunbtijNnzmDAgAEYO3YsCgsLAQDZ2dno06cPAgICcPr0aezduxd3797FyJEjDdZx/vx55OTkIDAwUHfs9OnTmDZtGubPn4/U1FTs3bsXPXr00MUjIyOxceNGrFq1ChcvXsSMGTPw5ptvIiEhAQBw69Yt9OjRA9bW1jhw4AASExMxceJElJSU6Dw6deqEmzdv4tq1a5x7jSCIKgcjCIIgdERHRzNnZ+dyx4ODg9mQIUN073v27MlefPFF3fuSkhJmb2/Pxo4dqzuWmZnJALDjx48zxhhbsGABGzBggJ7vjRs3GACWmppaYT7bt29nFhYWTKvV6o5t27aNOTk5sdzc3HL6x48fMzs7O3bs2DG942+99RYbPXo0Y4yxOXPmsCZNmrDi4mIDvcBYTk4OA8Di4+MNagiC+HtgqfBYlSAIosri5+en+9vCwgKurq5o27at7pibmxsAICsrC8DTB1UOHjxY4fzH9PR0tGjRotzxR48ewdraWu8hnP79+8PT0xNNmzbFoEGDMGjQIAwbNgx2dnZIS0tDYWEh+vfvr+dTXFyMgIAAAEBSUhK6d++OmjVrGmybra0tAOiuihIE8feFBosEQRCV5PnBlkaj0TtWNsDTarUAgPz8fAQFBWHx4sXlvNzd3Suso06dOigsLERxcTGsrKwAAI6Ojjhz5gzi4+Oxb98+zJ07FxERETh16hTy8/MBALt370aDBg30vKytrQH8NRA0xoMHDwAAdevWNaklCKJ6Q4NFgiAImWjfvj22bdsGLy8vWFoK+/lt164dACAlJUX3NwBYWlqiX79+6NevH8LDw+Hi4oIDBw6gf//+sLa2xvXr19GzZ88KPf38/LBhwwY8efLE4NXF5ORk1KxZE61btzarjQRBVD/oAReCIAiZCAkJwYMHDzB69GicOnUK6enpiI2NxYQJE1BaWlphmbp166J9+/Y4cuSI7tiuXbvw9ddfIykpCRkZGdi4cSO0Wi18fHzg6OiIWbNmYcaMGdiwYQPS09Nx5swZLF++HBs2bAAAhIaGIjc3F2+88QZOnz6NK1euYNOmTXrLBR0+fBjdu3cXdBWSIIjqDQ0WCYIgZMLDwwNHjx5FaWkpBgwYgLZt22L69OlwcXFBjRqGf44nTZqEzZs36967uLjg559/Rp8+feDr64tVq1bhhx9+0F0FXLBgAT755BNERkbC19cXgwYNwu7du9GkSRMAgKurKw4cOID8/Hz07NkTHTp0wNq1a/WuMsbExGDy5MkS9QRBEFUJWpSbIAhC5Tx69Ag+Pj7YsmULunTpInl9e/bswXvvvYfz588Lvl1OEET1ha4sEgRBqBxbW1ts3LjR6OLdPCkoKEB0dDQNFAmCAEBXFgmCIAiCIAgj0JVFgiAIgiAIwiA0WCQIgiAIgiAMQoNFgiAIgiAIwiA0WCQIgiAIgiAMQoNFgiAIgiAIwiA0WCQIgiAIgiAMQoNFgiAIgiAIwiA0WCQIgiAIgiAMQoNFgiAIgiAIwiD/D7LKblFrfGQPAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from evokit.watch.visual import plot\n", "_, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=4,\n", " ncols=1,\n", " layout='constrained')\n", "\n", "plot(fitness_watcher, axes=ax1, show_generation=True, s=4)\n", "ax1.set_ylabel(\"Fitness\")\n", "plot(size_watcher, axes=ax2, show_generation=True, s=4)\n", "ax2.set_ylabel(\"Population Size\")\n", "plot(cpu_watcher, axes=ax3, show_generation=True, s=4)\n", "ax3.set_ylabel(\"CPU Used (%)\")\n", "plot(rss_watcher, axes=ax4, show_generation=True, s=4)\n", "ax4.set_ylabel(\"RSS (byte)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Profile Experiment with Lineage Tracing\n", "\n", "Having these profiling tools allows us to investigate the behaviour of algorithms. Consider, for example, an OEE algorithm that preserves the 20 most recent parents of each individual -- we would like to see how much resources this algorithm takes compares to the previous one.\n", "\n", "The following cell reruns the experiment, except with `max_parents=20` set to 20 for `make_onemax`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "algo = make_onemax(POP_SIZE,\n", " IND_SIZE,\n", " MUTATION_P,\n", " max_parents=20)\n", "\n", "default_watcher_settings = {\n", " \"events\": algo.events,\n", " \"watch_post_step\":True,\n", " \"timer\": WATCHER_TIMER\n", "}\n", "\n", "fitness_watcher = create_fitness_watcher(**default_watcher_settings)\n", "size_watcher = create_size_watcher(**default_watcher_settings)\n", "cpu_watcher = create_cpu_watcher(**default_watcher_settings)\n", "rss_watcher = create_rss_watcher(**default_watcher_settings)\n", "algo.register(fitness_watcher, size_watcher, cpu_watcher, rss_watcher)\n", "\n", "for _ in range(STEP_COUNT):\n", " algo.step()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following plot, we see that while the algorithm takes about the same amount of time to run, it takes substantially more memory -- to be specific, the cost starts at two entire generations at the beginning, increases by one generation after each step (because parents are preserved instead of discarded), until the 20th generation where the oldest parents start to be expunged. This behaviour is expected." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAosAAAHrCAYAAACn9tfQAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA7xdJREFUeJzsnXd4VEXbxu9NCOkFAqSQkEIASaghihApSgKIIIjSpCOoFKWIiq8iTQnFQlFE8ROEFwWkqHRCVXroJRAhID0JEEgI6dn5/uDdJZvsOTvnnJndBeZ3XXvp7nPPM88zM+dkOGVGRwghEAgEAoFAIBAIzOBg6wAEAoFAIBAIBPaLmCwKBAKBQCAQCCQRk0WBQCAQCAQCgSRisigQCAQCgUAgkERMFgUCgUAgEAgEkojJokAgEAgEAoFAEjFZFAgEAoFAIBBIIiaLAoFAIBAIBAJJxGRRIBAIBAKBQCCJmCwKBAKBQCAQCCSx6WRx4sSJ0Ol0Jp+nnnqqnI4QghdffBE6nQ6///67ie3y5ct46aWX4ObmhmrVquH9999HcXGxiWbnzp2Ijo6Gs7MzIiIisGjRIo5ZCQQCgUAgEDw+VLB1AFFRUdi6davxe4UK5UOaNWsWdDpdud9LSkrw0ksvwd/fH3v37sWNGzfQr18/ODk5YerUqQCAixcv4qWXXsLbb7+NpUuXYtu2bRg8eDACAgLQrl076jj1ej2uX78OT09Ps7EIBAKBQCAQPEoQQnDv3j0EBgbCwUHm+iGxIRMmTCANGzaU1Rw9epRUr16d3LhxgwAga9asMdo2bNhAHBwcSFpamvG37777jnh5eZGCggJCCCEffPABiYqKMvHZo0cP0q5dO0WxXrlyhQAQH/ERH/ERH/ERH/F5rD5XrlyRnQPZ/MriuXPnEBgYCBcXFzRr1gwJCQmoUaMGACA3Nxevv/46vv32W/j7+5cru2/fPtSvXx9+fn7G39q1a4ehQ4fi9OnTaNy4Mfbt24e4uDiTcu3atcOoUaNk4yooKEBBQYHxOyEEAHDlyhV4eXmpTVcgEAgEAsETypjlx5D0byaeDq2Mr3o00qzTSnZ2NoKDg+Hp6Smrs+lksWnTpli0aBHq1KmDGzduYNKkSWjRogVOnToFT09PjB49Gs2bN0fnzp3Nlk9LSzOZKAIwfk9LS5PVZGdnIy8vD66urmZ9JyQkYNKkSeV+9/LyEpNFgUAgEAgEihi29Ai2pt4D4IStqfcwbu15zOsdrVrHEkuP19n0BZcXX3wR3bp1Q4MGDdCuXTts2LABd+/exYoVK/Dnn39i+/btmDVrlk1i++ijj5CVlWX8XLlyxSr1JiUlqbZL2Sz51FJGTTxqbTQxKc2VRZ6sNGptWvU825vHeFaqUaLjoeXZBlrtSnVKtbRlWOXB0h/vmHmcz1j6tUYbafVhj2XlbPsv3Db5fqDMd6U6a2JXS+f4+Pigdu3aOH/+PLZv347U1FT4+PigQoUKxhdfXn31VbRu3RoA4O/vj/T0dBMfhu+G29ZSGi8vL8mrigDg7OxsvIpozauJhw4dUm2XslnyqaWMmnjU2mhiUporizxZadTatOp5tjeP8axUo0THQ8uzDbTaleqUamnLsMqDpT/eMfM4n7H0a4020upDzjZs6RH0W3Mdw5YeKWebuTkFw/+8gpmbU8yWlbOrtQHAs+G+//u/B4+1NTV+V6ezKore8uDMvXv3SKVKlcjs2bPJjRs3yMmTJ00+AMjs2bPJhQsXCCEPX3BJT083+vj++++Jl5cXyc/PJ4Q8eMGlXr16JvX06tVL8QsuWVlZBADJysrSmKU8Fy9eVG2XslnyqaWMmnjU2mhiUporizxZadTatOp5tjeP8axUo0THQ8uzDbTaleqUamnLsMqDpT/eMfM4n7H0a4020upDyjb0v4dJyIfrjJ+h/z1stM3YdNbENmPTWZOycna1trKxNZyw0SQmLTqt0M5tbHplcezYsdi1axf+/fdf7N27F6+88gocHR3Rq1cv+Pv7o169eiYfAKhRowbCwsIAAG3btkVkZCT69u2L48ePY/Pmzfjkk08wfPhwODs7AwDefvttXLhwAR988AHOnj2LefPmYcWKFRg9erTN8pbj0qVLqu1SNks+tZRRE49aG01MSnNlkScrjVqbVj3P9uYxnpVqlOh4aHm2gVa7Up1SLW0ZVnmw9Mc7Zh7nM5Z+5TSJyenoPHc3uv2cLHkVbdjSI+j002mzV/YMzNycgn6/nJG9widll/Mvdxv3z+PXTGxrj183+b7zbIbp95QMzbbSzOsdjdnPu1p8BpFWZy1sOlm8evUqevXqhTp16qB79+7w9fXF/v37UbVqVaryjo6OWLduHRwdHdGsWTP06dMH/fr1w+TJk42asLAwrF+/HomJiWjYsCG+/PJL/Pjjj4rWWLQmycnJqu1SNks+tZRRE49aG01MSnNlkScrjVqbVj3P9uYxnpVqlOh4aHm2gVa7Up1SLW0ZVnmw9Mc7Zh7nM1Z+hy09grc33zU7EUtMTseQxYdw/FoWbuYRfLvjfLnJ3LClR7Dh5A3cKyTYcPKG5K3gb3ecx+XsErM+5OyW/Mvdxq3sWtFEW8nNyeR7SBV3k7Ihvu5GW+unqpnYWtepRmUrC4/jkjc2fRt62bJlivTkf8vXlCYkJAQbNmyQLde6dWscPXpUUV22QnZRTAt2KZsln1rKqIlHrY0mJqW5ssiTlUatTaueZ3vzGM9KNUp0PLQ820CrXalOqZa2DKs8WPrjHbMl+7ClR7DzSnWcXHqE+urSzM0pWHnDHzmbU/B+uzqq/BomYoCjcSJWWrcvtfzLFjtTMkzqe3hl78EbtuZe0Hh4he+BZu3x6yY+Hl6p05Wrw5L/eb2jH+R5+ipaRwWZxD+iTS0MWXwIDyZ1Oox4oZZJWX8vF+gAEOigAxDg7WK0GepfuScZr8VGmsQrZysLj+OSNzpibgYmKEd2dja8vb2RlZUlls4RCAQCATceTtge0KF+gMUJo+FKnIHhz0eUm7DQ+I2ekojM+4XG777uFXF4fLzxu+HKYmnK1kVTT+e5u3H8Wpbxe8Mgb/wx4jmqfNS0T2kSk9Ox/8JtPBvui/hIv3K2IYsPwVGnQwkhWNAvppzmcYJ2bmM/01YBAGDhwoWq7VI2Sz61lFETj1obTUxKc2WRJyuNWptWPc/25jGelWqU6HhoebaBVrtSnVItbRlWebD0xztmObuapVNonpmj8WvpTdz4SD8s6BeDhkHeqFSh2OykdF7vaHSoHwA3xxLJidyINoYreg/qKXuF7/12dTD8+Qj4OxeVq4PGPyDdxvGRfgi6ecDsJNCQ39M+98tNFBOT0zF5bTLGzV1q1m9icjp6TP8NicnpZu2W4lKrswbMJoslJSU4duwY7ty5w8rlE0l+fr5qu5TNkk8tZdTEo9ZGE5PSXFnkyUqj1qZVz7O9eYxnpRolOh5anm2g1a5Up1RLW4ZVHiz98YrZ8HLIrPOVNC+xUhqaZ+Zo/BonYg7SE7H4SD/8MeI5vFn9uuTt1nm9o/FO0DXJiZxhUhbjeU/y6t377eqgv/8Ns3VY8g+oP7biI/3QyutWuYnikMWH8PPef7Hsmk+5CaHBfvCOK4YsPiQ7YeRxXPJG9WRx1KhR+L//+z8ADyaKrVq1QnR0NIKDg7Fz505W8T1xREREqLZL2Sz51FJGTTxqbTQxKc2VRZ6sNGptWvU825vHeFaqUaLjoeXZBlrtSnVKtbRlWOXB0h+PmEu/HJJV4mT2xQ7g4YTN00lHfYu1UbDP//5PV+a7cr8P3sR1s1iv1jaKj/TDW89Ukb3Ny+v4UFp2X+pt461pB5S/SmuwE+jgqNOVsyupW6nOGqieLK5cuRINGzYEAKxduxYXL17E2bNnMXr0aHz88cfMAnzSMCwRpMYuZbPkU0sZNfGotdHEpDRXFnmy0qi1adXzbG8e41mpRomOh5ZnG2i1K9Up1dKWYZUH8OB5tvf3lkgu2WLJDjx4Xm7mCUfZJV3U2KVeDjHHvN7R2DIsmvpZPMNkBYDsZIXWrzWOf0uaxOR0bL1d/ioei/qVlm1W0xclhMBRp4Mepa/SmtoddEAJIeXsSupWqrMGqieLt27dMu6SsmHDBnTr1g21a9fGoEGDcPLkSWYBPmn8/vvvqu1SNks+tZRRE49aG01MSnNlkScrjVqbVj3P9uYxnpVqlOh4aHm2gVa7Up1SLW0ZVnkYXny4m1dsdkkVS3bg4YsV/9zMlV3SRY29Wc3yEwi5JVaUtLVhsqIDsThZscb5TKsPw1XYFcfSJW/rWvPYMtw2HxAbiq5Vb5a7GmqwR3tkW3wphsdxyRvVk0U/Pz8kJyejpKQEmzZtQnz8g7elcnNz4ejoyCxAgUAgEAhosLSkitolXZTYzS35YqD0yyHejuVf3NCCwXcTmWcAHyWU3Na1FvGRfhjfMRK13PIk7W0q333k294cqieLAwcORPfu3VGvXj3odDrExcUBAA4cOICnnnqKWYBPGoZJtxq7lM2STy1l1MSj1kYTk9JcWeTJSqPWplXPs715jGelGiU6HlqebaDVrlSnVGt4mWNxZrjsLdtVObVU20tT9mpa2Rc4LNkBy4s20y/q/L/vvqbfDS+HrBpYz+JEUfFxH+mHaT2etjhZscb5TKsPmtu6tjq27PG8xRvVk8WJEyfixx9/xJtvvok9e/YYt9dzdHTEuHHjmAX4pJGeLv/KvZxdymbJp5YyauJRa6OJSWmuLPJkpVFr06rn2d48xrNSjRIdD62UZubmFLSYvh1v/nbe7C22mZtT8MYK8y9AsLADDyZzgxcl4YO1qRaX+wAe3MZ9ZfE/ss/7lfZteJnjxr1i2Vu2528XqLKXxfACh1dF8y9wWLIDpZd0+d/3Mku6WLIbFnUGUG5R59LwOJ+x9GuN419OY7hS2i7MWfJKKc/zC89zNY/zFm80LZ3z2muvYfTo0QgKCgIA3L17F/3790fnzp2ZBPckcuLECdV2KZsln1rKqIlHrY0mJqW5ssiTlUatTaueZ3vzGM9KNUp0PLTmNIZJ0JU7ebiQVVLumSyD/VK2/CRLrR14OJnbejYDR9KLLS738XCLNb3k836loXmZw9LagLT77ZZmXu9oDA24JPumr5z94ZIu5p89s2RvVtP3f3uDEBCUv5ppgMf5jKVfaxz/ljTxkX5oUHJO8kopz/MLz3M1j/MWb1RPFqdPn47ly5cbvxv2dg4KCrKrBAUCgcDeKDsJAkyX4pB77o2FHXgwmdOV+q5D+eVAzMcn/bxfaWhe5rC0NqDcPr08sfTsmZz9cXt2UCAANGz3FxYWhqVLl6J58+ZITExE9+7dsXz5cqxYsQKXL1/Gli1bWMdqU6y13Z9er5fdD1LOLmWz5FNNHFriUWujiUlprizyZKVRa9Oq59nePMazUo0SHQ+tOU3ZrcwAmEwsLG1nZmlrN5rt0Mxt2yY3uVGzxVpicjq+2X4Od3IL0alhdbPP6M3cnIKdKRloXadaOfvktclYuOfi/67UAYOeC8P4jpGydQLaxyULH9aIgadfa7SRVh/2WNZW5y21cN/uLy0tDcHBwQCAdevWoXv37mjbti0++OADJCUlqXX7xPPLL7+otkvZLPnUUkZNPGptNDEpzZVFnqw0am1a9Tzbm8d4Vqqh1RlexmgyYR3VyxQzN6cgdvJaWa2UxrCVWXBlV1R3KS43SbP03NvDBZdJme905YGHV8Di6lbDU56FFq+CGZ73c3fUUy8UbdzpI1B6p49GwT7wLsgwu4g07S3dsmgdlyx8WCMGnn6t0UZafdhjWWuft6yF6slipUqVcOXKFQDApk2bjG9DE0JQUlLCJronkHv37qm2S9ks+dRSRk08am00MSnNlUWerDRqbVr1PNubx3hWojG8RPLNP26yz+OVfhnjTpGjxZcpDFf2buRLay1p3m9XB39/8AL6+F1X/NzbwwWYzS8romSSVaOyOyJdsqhul87rHY0RQVepF4o2INVPhnbfd9vZ7DOTam/pah2XLHxYIwaefq3RRlp92GNZlv2qpv95oXqy2LVrV7z++uuIj4/H7du38eKLLwIAjh49aldb1DxqhIaGqrZL2Sz51FJGTTxqbTQxKc2VRZ6sNGptWvU825vHeKbVlH6JJK3Q/GTEgJKdNQC6ZwItrcdnwFwOhknSC9V1ki9RGLYdM7esiKXygOlet6tvVqV6G1oqXrVlaNbSi4/0wxvRPoqe/dM6Lln4sEYMPP1ao420+rDHsiz7VU3/80L1ZPHrr7/GiBEjEBkZicTERHh4eAAAbty4gWHDhjEL8EkjJiZGtV3KZsmnljJq4lFro4lJaa4s8mSlUWvTqufZ3jzGM63G0kskpVG6s8bDFzOktZbW4zMglUN8pB+m9XxG9iWKnk38JCeDcuUB071uHXXyL7fQxKumzMMt1OS3SGM9/m09tlnFwNOvNdpIqw97LMuyX9X0Py9UTxadnJwwduxYzJ49G40bNzb+Pnr0aAwePJhJcE8iK1euVG2XslnyqaWMmnjU2mhiUporizxZadTatOp5tjeP8Wxg2NIjaPn1XsklXMpO6ADp27FKd9YwPHPo51QgqX24Ht+D5wrLrsdnQG0bxEf6IfhWkuwVN7nypfe6LSH0zwOyPJ8Y2r2xhS3SWI9/W49tVjHw9GuNNtLqwx7LsuxXNf3PC02v2SxZsgTPPfccAgMDcenSJQDArFmz8McffzAJTiAQPJkMW3oEc64ESk4EDW/m5ukdJdf8K/0SiX/FAovPvBlexng76AbVFmyNgn0Q7FJg9sUMg78H6/HZ5xIqlva6tWYcj+sWaQLBYwNRybx580iVKlXIZ599RlxdXUlqaiohhJCFCxeS1q1bq3Vrt2RlZREAJCsri2s9Z86cUW2XslnyqaWMmnjU2mhiUporizxZadTatOp5tffQ/x4mDT7dQIb+97BZ+4xNZ8kL07eQGZvOlisX8uE648dc+caTt5hooidvUR2nGu2W02kk5MN1JGzcg/q3nE5T7U9Lv2u1K9Up1dKWYZUHS3+8Y+ZxPmPp1xptpNWHPZZl2a9q+l8ptHMb1VcW586diwULFuDjjz+Go6Oj8feYmBicPHmSwTT2ySQrK0u1XcpmyaeWMmriUWujiUlprizyZKVRa9Oq59Hehit/WQXmd/swvHySmllY7k3hss/OmVv8mWaPX5o41WoNz/vpCSRfzKD1p6XftdqV6pRqacuwyoOlP94x8zifsfRrjTbS6sMey7LsVzX9zwvVk8WLFy+aPKtowNnZGffv39cU1JPMkSPyW2jJ2aVslnxqKaMmHrU2mpiU5soiT1YatbayDFt6BAP+SKPav3fm5hS8s+6a2e3izP1uwLCn8MebLpt9i9bShE9uG7eHE8EHz/qZmwga1vxzcyimWvNPSfvRaA3P++lAZF/MoPGnpd+12pXqlGppy7DKg6U/3jHzOJ+x9GuNNtLqwx7LsuxXNf3PiwpqC4aFheHYsWMICQkx+X3Tpk2oW7eu5sAEAsGDSdufx66h6L4fIpLTLT7X9XCXjYfP8klNpB7uAlLRuBvI++3qSP5uwHTnDzcMWXyo3DN5z4b7/i+OB6v9lZ3wtX6qGk7fyDbaS79NPK93NIYtPYKdp6+gdVSw7B6/3313AEN7W38vesPzft+v2Y63XnlBPG/3GFNSUoKioqJyv7u4uCA/P1+ynFY7rYaXXxYa3j7ssSzLflXT/2VxcnIyufurFtXb/f3444+YOHEivvzyS7zxxhv48ccfkZqaioSEBPz444/o2bOn5uDsCWtt91dYWIiKFSuqskvZLPlUE4eWeNTaaGJSmiuLPFlpytosbQlnjugpici8X2j87uteEYfHx5vVvjT77/9N2B4QFeiF9e+2kPzdQOkt2ADpbdiGLT2C/Rdu4dnwKmYnfDM3p2DH2XQ8/5Sf2RdKWPa3knHBWsvjmGZlV6pTqqUtwyoPlv4KCgqQmZmJu3fvmrUTQqDT6czaWNhpNbz8stDw9mGPZVn2q5r+N4ePjw/8/f3N+qKd26i+sjh48GC4urrik08+QW5uLl5//XUEBgZi9uzZj91E0ZqsXr1atv3k7FI2Sz7VxKElHrU2mpiU5soiT1aasjapdQLlJouWruiVRurqXkgVd5PfQ3zdTco1q+mLn/ZcNH6X2iFkXu9oLFu2DD17tjVb//vt6iD4zlH0bNfSrJ1lfysZF6y1PI5pVnalOqVa2jKs8mDpb+fOnahRowaqVasGNze3cn9o7969Cx8fH8nyWu20Gl5+WWh4+7DHsiz7VU3/l4YQgtzcXGRkPPhbEhAQoNqX6skiAPTu3Ru9e/dGbm4ucnJyUK2a9CK2Ajru3Lmj2i5ls+RTSxk18ai10cSkNFcWebLSlLU9nMw9xNJaeLS3cIHy+wkbvhv2FSbQmd1X2HALdnnSZfz777/4sFtLyQksj/GsVKNEx0PLsw202pXqlGppy7DKg5W/kpISeHl5oVq1avD1NX/MOTg4wMWl/J7brOy0Gl5+WWh4+7DHsiz7VU3/l8XV1RUAkJGRgWrVqqm+Ja1pnUUDbm5uYqLIiKCgINV2KZsln1rKqIlHrY0mJqW5ssiTlaasrfQ6gSHuhHqtvnm9ozG9mYPFlz6k9hc27CvsILOvcHykH37s/zRGRrvIxiSXb2JyOg4UBktuM8eyv5WMC9ZaHsc0K7tSnVItbRlWebDyV1RUhIoVK8LNzU1SY+k2tlY7rYaXXxYa3j7ssSzLflXT/+YwjGNzz97SovqZxfT0dIwdOxbbtm1DRkYGyropKSlRHZQ9Yq1nFu/cuYNKlSqpskvZLPlUE4eWeNTaaGJSmiuLPFlp1NrU6g0vqjzYas30ecjE5HTsTL6G1pHVZSeDaserXN1KcmDZf7y0PI5pVnalOqVa2jKs8mDlLz8/H6mpqahZs6bklZ3i4mJUqCB9c06rnVbDyy8LDW8f9liWZb+q6X9z5Ofn4+LFiwgLCys3nmnnNqqvLA4YMABHjhzB+PHjsXLlSqxevdrkI1DHsmXLVNulbJZ8aimjJh61NpqYlObKIk9WGrU2tXq5rdbiI/0QdPOA5EQxMTkdk9cmY8pP8rs1ScXxcF9i6XUKWfa3kvZjreVxTLOyK9Up1dKWYZUHS3+WloDLzMzkaqfV8PLLQsPbhz2WZdmvavqfF6qnrLt378bff/+NRo0aMQxHIBBYk/hIP5zfpWyrtYdXBXUoIVXxIsWSPmUxvCTzYJ1C+n2JBQLBk82iRYswatQoybfUH2XsOTfVVxaDg4PL3XoWaOe5555TbZeyWfKppYyaeNTaaGJSmiuLPGk0icnp6Dx3NxbdCiu30LVhgesdxbUln9/jlZecVur3h1cFCRx05RfgpvFhuKr58lNeks9isuxvFu2hVsvjmGZlV6pTqqUtwyoPlv6cnZ1l7R4eHlT2goICDBs2DMOGDUNBQQF1eVqNuTJpaWkYOXIkIiIi4OLiAj8/P8TGxuK7775Dbm4us7pp20CtJjQ0FIsWLTL5rUePHvjnn38012+p7GuvvQadTmf8+Pn5oVu3brh06ZImv3Ka0rnR+rIWqieLs2bNwrhx4/Dvv/8yDEdg6QFUObuUTc1DrbRl1MSj1kYTk9JcWeRpSWO4Enf8WhbS75eYbG9nsG09m4GD1/IxZPEhsxNGXnnJaaV+N+xeYtjuTu6qoFwc8ZF+6N/AQ/KqJMv+ZtEearU8jmlWdqU6pVraMqzy4OXPHJYulmi102rKcuHCBTRu3BhbtmzB1KlTcfToUezbtw8ffPAB1q1bh61btzKrW02OhBAUFxcrqqc0rq6uxhdqtbQxTdkhQ4bgxo0buH79Ov744w9cuXIFffr00eS3sLDQrKaoqMgkNxpf5mAxts2herLYo0cP7Ny5EzVr1oSnpycqV65s8hGo48CBA6rtUjZLPrWUUROPnG3Y0iPovfKK2b2E317zr+T2c7QaNXqtde9LLX/lzbC93fKky+Vs5q7UKe1DJXql48ZwVXBAbCi6Vr0pewuax3hWqlGi46Hl2QZa7Up1SrW0ZVjlwdJf6auA5rD0TKNWO62mLO+++y4qVKiAQ4cOoXv37qhbty7Cw8PRuXNnrF+/Hp06dTL6vXv3LgYPHoyqVavCy8sLL7zwAo4fP26se+LEiWjUqBGWLFmC0NBQeHt7o2fPnrh3755Ro9frkZCQgLCwMLi6uqJhw4ZYuXKl0b5z507odDps3LgRTZo0gbOzM3bv3o3U1FR07twZoaGh8PDwwNNPP42tW7ca82jdujUuXbqEDz/80Hh1D3hwq9aw9qAhj++++w41a9ZExYoVUadOHSxZssTErtPp8OOPP+KVV16Bm5sbatWqhVWrVsm2o16vh5ubG/z9/REQEIBnn30WI0aMwJEjR4x+S0pK8MYbbxhzr1OnDr7++msTPwMGDECXLl3w+eefIzAwEHXq1MGZM2eg0+mwfPlytGrVCi4uLli6dKlJbob4//jjD0RHR8PFxQXh4eGYNGmSyWRbp9Phu+++w8svvwx3d3d8/vnnlCNFGaqfWfz666+ZrCwuEBiQ2qrO0vZzgPTWdVLQ6lnUXXYRawAPt7cz8w/HR+H5vfhIP8RH+uG7K7tsHYpAIPgft2/fxs6dOzF16lS4u7ub1ZT+u92tWze4urpi48aN8Pb2xvfff482bdqY3ApNTU3F77//jnXr1uHOnTvo3r07pk2bZpyUJCQk4L///S/mz5+PWrVq4a+//kKfPn1QtWpVk61/x40bhy+++ALh4eGoVKkSrly5gg4dOmDMmDEIDAzE4sWL0alTJ6SkpKBGjRpYvXo1GjZsiN69e2PUqFGSOa9ZswYjR47ErFmzEBcXh3Xr1mHgwIEICgpCVFSUUTdp0iTMmDEDM2fOxNy5czFs2DB07NiR+uJWZmYmVqxYgaZNmxp/0+v1CAoKwm+//QZfX1/s3bsXQ4YMQe3atdG9e3ejbtu2bfDy8kJiYiIAIC8vz9gmX375JRo3bgwXFxds3rzZpM79+/ejX79+mDNnDlq0aIHU1FS8+eabAIAJEyYYdRMnTsS0adMwa9YsJm9Pm4UIqMjKyiIASFZWFtd6cnJyVNulbJZ8aimjJh4pW+PJW0jIh+uMn+jJWwghhHSY9ZfJ7x1m/1WuLI1GjZ5V3VtOp5GX5/5NYhO2khmbzpr8XrpsaVtplPahEr2WcaNlvFqys6hfqY6HlmcbaLUr1SnV0pZhlQcrf3l5eeTUqVMkLy9PUlNcXCzrw2DPz88nQ4cOJUOHDiX5+fnU5Wk1pdm/fz8BQFavXm3yu6+vL3F3dyfu7u7kgw8+IMXFxeTvv/8mXl5eJjERQkjNmjXJ999/T4qLi8mECROIm5sbyc7ONtrff/990rRpU0IIIffv3ydubm5k7969Jj7eeOMN0qtXL1JcXEx27NhBAJDff//dYo5RUVFk7ty5xu8hISHkyy+/NNEvXLiQeHt7G8s2b96cDBkyxETTrVs30qFDB6NvAOSTTz4x2nNycggAsnHjRrMxEUJIy5YtiZOTE3F3dydubm4EAKlduza5ePGibL8MGzaMvPrqq8bv/fv3J35+fqSgoMD42/nz5wkAMmvWLMncCCHkhRdeIFOnTjXRLFmyhAQEBBi/AyCjRo2SjIeQB+M5OTnZ7Himnduovg3t6Oho3EKmNLdv32ayafWTysaNG1XbpWyWfGopoyYeKdvDK2oPLrcZtqoLqeJu8nvZ7edoNaVp/ZThuZAHeuOVPhU6Gk18pB/+GPEcRkXcMbnqaLil+8ZzYRgYUSB5NVRpHyrRaxk3WsarJTuL+pXqeGh5toFWu1KdUi1tGVZ5sPSXn58va8/KyuJqp9XQcPDgQRw7dgxRUVEoKChAVlYWjh8/jpycHPj6+sLDw8P4uXjxIlJTU411h4aGwtPT0+grICDA+Lf/2LFjyM3NRXx8vImPxYsXm/gAgJiYGJOYcnJyMHbsWNStWxc+Pj7w8PDAmTNncPmy6aM5cv2QlZWFM2fOIDY21uT32NhYnDlzxqT+Bg0aGP/f3d0dnp6eZucwBkpKStC7d28cO3YMx48fx+7duxEREYG2bdvi6tWrRt23336LJk2aoGrVqvDw8MCCBQvK5VC/fn2TBbYNt/HLtklZjh8/jsmTJ5u0reE5ytzcXKPOkh8WqL5eSSQevCwoKGC26viTyM2bN1XbpWyWfGopoyaeYUuPYMdpJ2wvOGKyy4jUVnWWtp+j1ZRGaqs7NTpaX4D5NjHe0v1O+pau0j5UotcybrSMV0t2FvUr1fHQ8mwDrXalOqVa2jKs8mDpz9LGEqWfG+Nhp9WUJiIiAjqdDikpps9Oh4eHA3i49VtxcTFycnIQEBCAnTt3lvPj4+NjrNvJycnEptPpoNfrATyczK5fvx7Vq1c30Tk7O5vEX/a2+NixY5GYmIjx48ejSZMmcHV1xWuvvYbCwkITnVw/KGljuTzMQQiBt7c3IiIiADxo2//7v/9DQEAAVq1ahTFjxmDZsmUYO3YsvvzySzRr1gyenp6YPHkyTpw4YeKrbO6GuKQeFTBw//59TJo0CV27di1nK724tiU/LFA8WZwzZw6Ahw+Mln61u6SkBH/99ReeeuopdhE+Yfj5ya9XJ2eXslnyqaWMlG7Y0iPYdS0YJ5eaTgilnks0MK93NFav/hdduz78zfDMnwMI9NCZfaaPRlMac4tCm3tRg0ZH60uuvbTYtOq1jBst49WSnUX9SnU8tDzbQKtdqU6plrYMqzxY+rN0h6zs5IO1nVZTGl9fX7Ru3RrffPMN3nnnHclJhJOTE6Kjo5GWloYKFSogNDS0nIZmP+6oqCg4Ozvj8uXLaNWqlSIfe/bswYABA9C5c2dUqlQJOTk55VZXsXThycnJCXXr1sWePXvQv39/E9+RkZGK26805t7JMIwJwxvHe/bsQfPmzTFs2DCjpuxVRam4aWjQoAFSUlKME1ZboniyaHjThxCC+fPnmxxQFStWRGhoKObPn88uwieMtm3bqrZL2Sz51FLGnO7hhFBXbkL48E3fBwfiATNv/pb1abhV+3fKDbSoE2B2IkajKY1hcvlguzkiObmk0dH6MpcbC5tWvZZxo2W8WrKzqF+pjoeWZxtotSvVKdXSlmGVB0t/Utv8GbC07atWO62mLPPnz0fLli0RExODiRMnokGDBnBwcEBSUhLOnj2LJk2awMvLC3FxcWjWrBm6dOmCGTNmoHbt2rh+/TrWr1+PV155BY0bN7ZYV/Xq1TF27FiMHj0aer0ezz33HLKysrBnzx54eXmhT58+kmVr1aqF1atXo0OHDqhQoQLGjx9f7kpfaGgokpKScO3aNTg7O6NKlSrl2uf9999H9+7d0bhxY8TFxWHt2rVYvXo1tm7dKtt+ll7QdXR0RG5uLtLS0gA82OJ4ypQpcHFxQadOnYw5LF68GJs3b0ZYWBiWLFmCo0ePIiwsTNY37fqJEyZMQOfOnVGjRg289tprcHBwwPHjx3Hq1Cl89tlnVD5YofiZxYsXL+LixYto1aoVjh8/bvx+8eJFpKSkYPPmzSZvCwmUYXjlX41dymbJp5Yy5nRll34pPSGUei7Rks/4SD8EpO2TnQTSaEprpba6U6qj9SWVm1abVr2WcaNlvFqys6hfqY6HlmcbaLUr1SnV0pZhlQdLf5aWrbl9W3oxehZ2Wk1ZfHx8cPToUcTFxeGjjz5Cw4YNERMTg7lz52Ls2LGYMmUKbt++DZ1Ohw0bNqBly5YYOHAgateujZ49e+LSpUvw8/Ojjm/KlCkYP348EhISULduXbRv3x7r169HWFiYrI+vvvoKlSpVQosWLdCpUye0a9cO0dHRJprJkycb9+iuWrWq2fq7dOmC2bNn44svvkBUVBS+//57LFy4EK1bt5atX+pROgPFxcVYsGABAgICEBAQgOeffx63bt3Chg0bjJPWt956C127dkWPHj3QtGlT3L592+QKpxQ0V22BB88irlu3Dlu2bMHTTz+NZ599Fl9//TVCQkKoyrNE9TOLO3bsYBmHwIYkJqdjX+ptNKvpi/hIP8zcnILfrvshZ3OKxeVnzOmeDff935VFAkBnMiGUei7RFtBudUejU7NtnkAgEPAgICAAc+fOxdy5c83ac3JyAACenp6YM2eO8fGy0mRkZGDixImYOHGiye+jRo0yWcpGp9Nh5MiRGDlypFkfrVu3NjsxCw0Nxfbt25GRkWFciHr48OEmmmeffRY7duwwWah6wIABGDBggIlu6NChGDp0qNlcAfMTw3Pnzpn4LcuaNWsk7YYXY5ydnbFw4UIsXLjQxFa6XNkdaACgRo0aZmMyl1u7du3Qrl07yTgtTXpZoWiyOGbMGEyZMgXu7u4YM2aMrParr76y6G/ixImYNGmSyW916tTB2bNnkZmZiQkTJmDLli24fPkyqlatii5dumDKlCnw9vY26i9fvoyhQ4dix44d8PDwQP/+/ZGQkGCy1tDOnTsxZswYnD59GsHBwfjkk0/KdYi98Oyzz6q2S9nkypTe5/enPRfRoX7A/yZ6zpTrD5bXGSaEe/5JQ2xt/3ITwnm9o3H0qE7yNoeaPJRo1OhZ1a2m/2h9q9XzbG8e41mpRomOh5ZnG2i1K9Up1dKWYZUHS3+stvtTa6fV8PJrD9v9WbLbY1mW/WpP2/0pmiwePXoUZ8+eRePGjXH06FFJnZLFuqOiokxWbTdM8q5fv47r16/jiy++QGRkJC5duoS3334b169fN64OX1JSgpdeegn+/v7Yu3cvbty4gX79+sHJyQlTp04F8OC2+UsvvYS3334bS5cuxbZt2zB48GAEBATIztZthaWHquXsUja5MqX3+TW8nFGanSkZZieLO89myOrm9Y7GiRMnTJYr4JmHEo0aPau61eRN61utnmd78xjPSjVKdDy0PNtAq12pTqmWtgyrPHj504KzszPmzZtntfoEAh4oemZxx44deOaZZ3Dr1i3s2LHDeHl42bJlxu87duzA9u3bqX1WqFAB/v7+xo/hWYB69eph1apV6NSpE2rWrIkXXngBn3/+OdauXWt87XzLli1ITk7Gf//7XzRq1AgvvvgipkyZgm+//db4+v38+fMRFhaGL7/8EnXr1sWIESPw2muvlduSx17Ys2eParuUTa5M6X1+TV/O0L7+oJpY5WyW2oZWo0bPqm7WbcJCz7O9eYxnpRolOh5anm2g1a5Up1RLW4ZVHiz9Wdruz3Arl5edVsPLLwsNbx/2WJZlv6rpf14ofsGl7P3xjRs3qtq/0sC5c+cQGBiI8PBw9O7dW/a186ysLHh5eRmvPu7btw/169c3WQahXbt2yM7OxunTp42auLg4Ez/t2rXDvn37ZOMqKChAdna2yedxpPQ+vwv6xWBe72gMfz4Cfk6FGP58hOQzi++3q0OlEwgEAoFA8Igju7+LGXQ6HUlPTzd+9/DwIKmpqUrdEEII2bBhA1mxYgU5fvw42bRpE2nWrBmpUaOGydZCBm7evElq1KhB/vOf/xh/GzJkCGnbtq2J7v79+wQA2bBhAyGEkFq1apXbLmf9+vUEAMnNzZWMbcKECQQPLpuZfHhv93fnzh3VdimbJZ9qy2w5nUb+89thsuV0mmIfvPJQmiutnlXdrNuEhZ5ne/MYz0o1SnQ8tDzbQKtdqU6plrYMqzxY+TNs9yf3N6KoqEjWh1Y7rYaXXxYa3j7ssSzLflXT/+bIzc21/nZ/Op2u3DOJSp5RLM2LL76Ibt26oUGDBmjXrh02bNiAu3fvYsWKFSa67OxsvPTSS4iMjCz3ZhYvPvroI2RlZRk/V65csUq9u3ZJ7+JhyS5ls+RTTRnDizG/HrqOIYsPITE5XZEPXnkozZVWz6pu1m3CQs+zvXmMZ6UaJToeWp5toNWuVKdUS1uGVR6s/Dk5OSE3N9dkS7WyiNvQ4ja0Gr+0GiU6SxjGsZZFyhUvnUMIwYABA4xviuXn5+Ptt98ut1L86tWrFQfj4+OD2rVr4/z588bf7t27h/bt28PT0xNr1qwxSdbf3x8HDx408ZGenm60Gf5r+K20xsvLy7j1kTmcnZ0tvg3Hg+vXr6u2S9ks+VRThmbXEjWxytlo8lCaK62eVd2s24SFnmd78xjPSjVKdDy0PNtAq12pTqmWtgyrPFj5c3R0xLVr14xvo7q5uZW7KHL//n3Zhbu12mk1vPyy0PD2YY9lWfarmv4vDSEEubm5yMjIgI+Pj6YXuxRPFssuOCm3QrtScnJykJqair59+wJ4cEWxXbt2cHZ2xp9//lmu0Zo1a4bPP//cZF2jxMREeHl5ITIy0qjZsGGDSbnExEQ0a9aMWdysGLb0CHZdDSq3RR6NfebmFKzJqF5uzUNLPqWoXLmyrN2wa4kOBCUEZnctkfOhxmYpJlqNGj2rulm3CQs9z/bWYmfZ3yzaQ62WZxtotSvVKdXSlmGVB0t/BQUF8PHxMa6pV5b79+/LPsuu1U6r4eWXhYa3D3ssy7Jf1fS/OXx8fIwX0NSiI8RKKzqaYezYsejUqRNCQkJw/fp1TJgwAceOHUNycjKcnZ3Rtm1b5ObmYs2aNSZXLqtWrQpHR0eUlJSgUaNGCAwMxIwZM5CWloa+ffti8ODBJkvn1KtXD8OHD8egQYOwfft2vPvuu1i/fr2ipXOys7Ph7e1tfMmGNQ+3yHtAh/oBEnsql7c/XPPwAYYXTiz5lCM/P9/iv2gSk9Ox+590PFfbz+xi1HI+1NhoYqLRqNGzqpt1m2iJxZKWRc5a7Cz7m0V78IpRSxtotSvVKdXSlmGVB0t/Bk1JSYlxL+DSFBQUyN590mqn1fDyy0LD24c9lmXZr2r6vyxOTk6yVxRp5zaKn1lkydWrV9GrVy/UqVMH3bt3h6+vL/bv34+qVaviyJEjOHDgAE6ePImIiAjjljsBAQHG5wcdHR2xbt06ODo6olmzZujTpw/69euHyZMnG+sICwvD+vXrkZiYiIYNG+LLL7/Ejz/+aHdrLMptkWfJbm7NQxqfcpRekV6K+Eg/+N/YI7lriZwPNTaamGg0avSs6mbdJiz0PNtbi51lf7NoD7Vanm2g1a5Up1RLW4ZVHiz9GTSOjo5wcXEp9/nll1/M/s7KTqvh5ZeFhrcPeyzLsl/V9H/ZD6s1RVVv98eCZcuWSdqktggqS0hISLnbzOZ8yS0ibg/IbZFnyR5SxR2nb2QbbSG+7lQ+BQKBQCAQCCxh0yuLgofM6x2NDvUD4FXRweztYjm7v5cLHjx6rYMOQIC3C5VPOWJiYjTrWNtoYqKNW6meVd082kurnmd7a7Gz7G8W7aFWy7MNtNqV6pRqacuwyoOlP94x8zifsfRrjTbS6sMey9rqvMUbmz6z+CjB+5lFLZTe37mEECzoFyN5a1ggEAgEAoEAoJ/b2PQ29KOEYU5tjzu5NA1yxayudZD0byaeDq2MpkGudhmnQCAQCAQC+8EwV7B03VBMFim5d+8eACA4ONjGkQgEAoFAIBCw4969e/D29pa0i9vQlOj1ely/fh2enp6qd6yxRHZ2NoKDg3HlyhW7u9UtYI/o7ycP0edPFqK/nywexf4mhODevXsIDAyEg4P0ayziyiIlDg4OCAoKskpdXl5ej8xAE2hH9PeTh+jzJwvR308Wj1p/y11RNCDehhYIBAKBQCAQSCImiwKBQCAQCAQCScRk0Y5wdnbGhAkTNG/vI3g0EP395CH6/MlC9PeTxePc3+IFF4FAIBAIBAKBJOLKokAgEAgEAoFAEjFZFAgEAoFAIBBIIiaLAoFAIBAIBAJJxGRRIBAIBAKBQCCJmCzaCd9++y1CQ0Ph4uKCpk2b4uDBg7YOScCJhIQEPP300/D09ES1atXQpUsXpKSk2DosgZWYNm0adDodRo0aZetQBJy4du0a+vTpA19fX7i6uqJ+/fo4dOiQrcMScKKkpATjx49HWFgYXF1dUbNmTUyZMsXifsuPEmKyaAcsX74cY8aMwYQJE3DkyBE0bNgQ7dq1Q0ZGhq1DE3Bg165dGD58OPbv34/ExEQUFRWhbdu2uH//vq1DE3AmKSkJ33//PRo0aGDrUAScuHPnDmJjY+Hk5ISNGzciOTkZX375JSpVqmTr0AScmD59Or777jt88803OHPmDKZPn44ZM2Zg7ty5tg6NGWLpHDugadOmePrpp/HNN98AeLAPdXBwMN555x2MGzfOxtEJeHPz5k1Uq1YNu3btQsuWLW0djoATOTk5iI6Oxrx58/DZZ5+hUaNGmDVrlq3DEjBm3Lhx2LNnD/7++29bhyKwEh07doSfnx/+7//+z/jbq6++CldXV/z3v/+1YWTsEFcWbUxhYSEOHz6MuLg4428ODg6Ii4vDvn37bBiZwFpkZWUBACpXrmzjSAQ8GT58OF566SWTY13w+PHnn38iJiYG3bp1Q7Vq1dC4cWMsWLDA1mEJONK8eXNs27YN//zzDwDg+PHj2L17N1588UUbR8aOCrYO4Enn1q1bKCkpgZ+fn8nvfn5+OHv2rI2iElgLvV6PUaNGITY2FvXq1bN1OAJOLFu2DEeOHEFSUpKtQxFw5sKFC/juu+8wZswY/Oc//0FSUhLeffddVKxYEf3797d1eAIOjBs3DtnZ2Xjqqafg6OiIkpISfP755+jdu7etQ2OGmCwKBDZk+PDhOHXqFHbv3m3rUAScuHLlCkaOHInExES4uLjYOhwBZ/R6PWJiYjB16lQAQOPGjXHq1CnMnz9fTBYfU1asWIGlS5fil19+QVRUFI4dO4ZRo0YhMDDwselzMVm0MVWqVIGjoyPS09NNfk9PT4e/v7+NohJYgxEjRmDdunX466+/EBQUZOtwBJw4fPgwMjIyEB0dbfytpKQEf/31F7755hsUFBTA0dHRhhEKWBIQEIDIyEiT3+rWrYtVq1bZKCIBb95//32MGzcOPXv2BADUr18fly5dQkJCwmMzWRTPLNqYihUrokmTJti2bZvxN71ej23btqFZs2Y2jEzAC0IIRowYgTVr1mD79u0ICwuzdUgCjrRp0wYnT57EsWPHjJ+YmBj07t0bx44dExPFx4zY2NhyS2H9888/CAkJsVFEAt7k5ubCwcF0OuXo6Ai9Xm+jiNgjrizaAWPGjEH//v0RExODZ555BrNmzcL9+/cxcOBAW4cm4MDw4cPxyy+/4I8//oCnpyfS0tIAAN7e3nB1dbVxdALWeHp6lnse1d3dHb6+vuI51ceQ0aNHo3nz5pg6dSq6d++OgwcP4ocffsAPP/xg69AEnOjUqRM+//xz1KhRA1FRUTh69Ci++uorDBo0yNahMUMsnWMnfPPNN5g5cybS0tLQqFEjzJkzB02bNrV1WAIO6HQ6s78vXLgQAwYMsG4wApvQunVrsXTOY8y6devw0Ucf4dy5cwgLC8OYMWMwZMgQW4cl4MS9e/cwfvx4rFmzBhkZGQgMDESvXr3w6aefomLFirYOjwlisigQCAQCgUAgkEQ8sygQCAQCgUAgkERMFgUCgUAgEAgEkojJokAgEAgEAoFAEjFZFAgEAoFAIBBIIiaLAoFAIBAIBAJJxGRRIBAIBAKBQCCJmCwKBAKBQCAQCCQRk0WBQCAQCAQCgSRisigQCAQUDBgwAF26dLFZ/X379sXUqVOtUte4cePwzjvvWKUugUBg/4gdXAQCwROP1BaMBiZMmIDRo0eDEAIfHx/rBFWK48eP44UXXsClS5fg4eHBvb5bt24hPDwcx44dQ3h4OPf6BAKBfSMmiwKB4IknLS3N+P/Lly/Hp59+ipSUFONvHh4eVpmkSTF48GBUqFAB8+fPt1qd3bp1Q2hoKGbOnGm1OgUCgX0ibkMLBIInHn9/f+PH29sbOp3O5DcPD49yt6Fbt26Nd955B6NGjUKlSpXg5+eHBQsW4P79+xg4cCA8PT0RERGBjRs3mtR16tQpvPjii/Dw8ICfnx/69u2LW7duScZWUlKClStXolOnTia/z5s3D7Vq1YKLiwv8/Pzw2muvGW16vR4JCQkICwuDq6srGjZsiJUrV5qUP336NDp27AgvLy94enqiRYsWSE1NNdo7deqEZcuWqWlOgUDwmKF6snj+/Hls3rwZeXl5AABxgVIgEDxp/Pzzz6hSpQoOHjyId955B0OHDkW3bt3QvHlzHDlyBG3btkXfvn2Rm5sLALh79y5eeOEFNG7cGIcOHcKmTZuQnp6O7t27S9Zx4sQJZGVlISYmxvjboUOH8O6772Ly5MlISUnBpk2b0LJlS6M9ISEBixcvxvz583H69GmMHj0affr0wa5duwAA165dQ8uWLeHs7Izt27fj8OHDGDRoEIqLi40+nnnmGVy9ehX//vsv41YTCASPHEQht27dIm3atCE6nY44ODiQ1NRUQgghAwcOJGPGjFHqTiAQCOyKhQsXEm9v73K/9+/fn3Tu3Nn4vVWrVuS5554zfi8uLibu7u6kb9++xt9u3LhBAJB9+/YRQgiZMmUKadu2rYnfK1euEAAkJSXFbDxr1qwhjo6ORK/XG39btWoV8fLyItnZ2eX0+fn5xM3Njezdu9fk9zfeeIP06tWLEELIRx99RMLCwkhhYaFEKxCSlZVFAJCdO3dKagQCwZOB4iuLo0ePRoUKFXD58mW4ubkZf+/Rowc2bdrEbhYrEAgEdk6DBg2M/+/o6AhfX1/Ur1/f+Jufnx8AICMjA8CDF1V27NhhfAbSw8MDTz31FACY3AIuTV5eHpydnU1ewomPj0dISAjCw8PRt29fLF261Hj18vz588jNzUV8fLxJPYsXLzbWcezYMbRo0QJOTk6Subm6ugKA0a9AIHhyqaC0wJYtW7B582YEBQWZ/F6rVi1cunSJWWACgUBg75SdbOl0OpPfDBM8vV4PAMjJyUGnTp0wffr0cr4CAgLM1lGlShXk5uaisLAQFStWBAB4enriyJEj2LlzJ7Zs2YJPP/0UEydORFJSEnJycgAA69evR/Xq1U18OTs7A3g4EZQjMzMTAFC1alWLWoFA8HijeLJ4//59kyuKBjIzM40nIoFAIBCUJzo6GqtWrUJoaCgqVKA7/TZq1AgAkJycbPx/AKhQoQLi4uIQFxeHCRMmwMfHB9u3b0d8fDycnZ1x+fJltGrVyqzPBg0a4Oeff0ZRUZHk1cVTp07ByckJUVFRinIUCASPH4pvQ7do0QKLFy82ftfpdNDr9ZgxYwaef/55psEJBALB48Tw4cORmZmJXr16ISkpCampqdi8eTMGDhyIkpISs2WqVq2K6Oho7N692/jbunXrMGfOHBw7dgyXLl3C4sWLodfrUadOHXh6emLs2LEYPXo0fv75Z6SmpuLIkSOYO3cufv75ZwDAiBEjkJ2djZ49e+LQoUM4d+4clixZYrJc0N9//40WLVpQXYUUCASPN4qvLM6YMQNt2rTBoUOHUFhYiA8++ACnT59GZmYm9uzZwyNGgUAgeCwIDAzEnj178OGHH6Jt27YoKChASEgI2rdvDwcH6X+7Dx48GIsXL8aIESMAAD4+Pli9ejUmTpyI/Px81KpVC7/++qvxKuCUKVNQtWpVJCQk4MKFC/Dx8UF0dDT+85//AAB8fX2xfft2vP/++2jVqhUcHR3RqFEjxMbGGutctmwZJk6cyK8xBALBI4OqRbmzsrLwzTff4Pjx48jJyUF0dDSGDx8u+cyNQCAQCNSTl5eHOnXqYPny5WjWrBn3+jZu3Ij33nsPJ06coL5dLhAIHl/EDi4CgUDwCLBz507cu3ev3OLcPFi5ciWCg4PRtGlT7nUJBAL7R/FkMTw8HK1atcL8+fNNXmi5desWnnnmGVy4cIF5kAKBQCAQCAQC26B4sujg4ICIiAj4+Pjgzz//hL+/PwAgPT0dgYGBkg9pCwQCgUAgEAgePRS/Da3T6bBp0yYEBQWhSZMmSEpK4hGXQCAQCAQCgcAOUDxZJITAw8MDq1evRr9+/dCqVSv897//5RGbQCAQCAQCgcDGKH7NrfSWUwkJCYiKisKQIUPQq1cvpoEJBAKBQCAQCGyP4sli2Ucc+/Tpg5o1a+KVV15hFpRAIBAIBAKBwD5gtnROeno6zp49K7m9lEAgEAgEAoHg0UOssygQCAQCgUAgkITqNnR0dDS2bduGSpUqoXHjxibPLZblyJEjzIITCAQCgUAgENgWqsli586djQtwd+nShWc8AoFAIBAIBAI7wqa3of/66y/MnDkThw8fxo0bN7BmzRqTySghBBMmTMCCBQtw9+5dxMbG4rvvvkOtWrWMmszMTLzzzjtYu3YtHBwc8Oqrr2L27Nnw8PAAAOTn5+Ptt9/G4cOHcebMGXTs2BG///674lj1ej2uX78OT09P2SurAoFAIBAIBI8ChBDcu3cPgYGBcHCQXk1R0w7x+fn5WL58Oe7fv4/4+HiTSRwN9+/fR8OGDTFo0CB07dq1nH3GjBmYM2cOfv75Z4SFhWH8+PFo164dkpOT4eLiAgDo3bs3bty4gcTERBQVFWHgwIF488038csvvwAASkpK4OrqinfffRerVq1Snev169cRHBysurxAIBAIBAKBPXLlyhUEBQVJ2qmvLI4ZMwZFRUWYO3cuAKCwsBDPPPMMkpOT4ebmhuLiYmzZsgXNmzdXFahOpzO5skgIQWBgIN577z2MHTsWAJCVlQU/Pz8sWrQIPXv2xJkzZxAZGYmkpCTExMQAADZt2oQOHTrg6tWrCAwMNKljwIABuHv3rqori1lZWfDx8cGVK1fg5eWlKkcaZm89h7/P3USLWlUxMs508t3nxwNIvpGNyAAv/HdwUyrbmOXHsCf1FnzdnTG2XR288FQ1i3VuP5uB1YevADqga3Sw2TKW4pGrV00e289m4ItNZ3E7twCxNaviqx6NysVDkytt/Ep1ljRy8au1STF76zmT/is7jmji1pIPrQ8140CpRklbKG1rrTFaik1L+9HGp6R9aH2Whvc4UROj1n7TmhPtOOPR1qzqZnU+1tJOPM8vUnatxyytRolOK9nZ2QgODsbdu3fh7e0tqaOeLNarVw9Tp07Fyy+/DABYuHAh3nvvPRw9ehQ1atTAoEGDkJGRgfXr16sKuOxk8cKFC6hZsyaOHj2KRo0aGXWtWrVCo0aNMHv2bPz000947733cOfOHaO9uLgYLi4u+O2338qt/ahkslhQUICCggLjd0ODZmVlcZssztycgm93nDd+H/58BN5vVwcA8Op3e3H40sM8m4RUwqqhzWVtw5YewYaTN0zqWNAvBvGRfpJ1dqgfYLGMpXjk6lWTR2JyOoYsPmTir0P9AMzrHW38TpMrbfxKdZY0cvGrtUlRtj8B03FEE7eWfCz5prGzaHOlbaG0rbXGaCk2Le1HG5+S9qH1WRre40RNjFr7TWtOtOOMR1uzqpvV+VhLO/E8v0jZtR6ztBolOhZkZ2fD29vb4tyGeru/y5cvIzIy0vh9y5YteO211xASEgKdToeRI0fi6NGj2qIuRVpaGgDAz8/0j72fn5/RlpaWhmrVTP+1UqFCBVSuXNmoUUtCQgK8vb2NH2vcgt55NsP0e8rD76euZZnYTpf6LmXbf+F2uTrK/la2zv0XbqP0E5k6CT9y8cjVqyaPfanl/R0oUwdNrqWRi0OpzpJGLn61NinK9idgOo5KIxW3lnws+aaxs2hzQFlbKG1rrTFaik1L+9HGp6R9aH2Whvc4UROj1n7TmhPtOOPR1qzqZnU+1tJOPM8vUnatxyytRonOmlBPFh0cHEx2b9m/fz+effZZ43cfHx+TK3yPOh999BGysrKMnytXrnCvs7XxMv2Ddm5d5+FEuF51bxNblPG7tO3ZcN9ydZT9rXWZWwPPhvui9KVmIuFHLh65etXk0axmeX9Ny9RBkytt/Ep1ljRy8au1SVG2PwHTcVQaqbi15GPJN42dRZsDytpCaVtrjdFSbFrajzY+Je1D67M0vMeJmhi19pvWnGjHGY+2ZlU3q/OxlnbieX6Rsms9Zmk1SnTWhHqyWLduXaxduxYAcPr0aVy+fBnPP/+80X7p0qVyVwG14O/vD+DBzjClSU9PN9r8/f2RkWE62y8uLkZmZqZRoxZnZ2d4eXmZfHjzfrs6GP58BGpVcS13O2jV0OZoElIJzo4O5S5JS9nm9Y5Gh/oB8HSugOreTmZvyxrqjAr0wvDnIzCvdzQW9ItBXN1qiA3xkLyVKxePXL1q8oiP9MOCfjEI9XWDu5OD2VsnNLnSxq9UZ0kjF79amxSG/qziURGVXB1lbytKxa0lH9o2UTMOlPhX2hZK21prjJZi09J+PNqH1mdpeI8TNTFq7TetOdGOMx5tzapuVudjLe3E8/wiZdd6zNJqlOisCqFk9erVpGLFiuSFF14gfn5+pGPHjib2Dz74gHTr1o3WXTkAkDVr1hi/6/V64u/vT7744gvjb1lZWcTZ2Zn8+uuvhBBCkpOTCQBy6NAho2bz5s1Ep9ORa9eulaujf//+pHPnzqriy8rKIgBIVlaWqvJK2Llzp1VtWspY0kjZeeahJFdaLat67a3/5HQ8+5/GzrKveYwJWi3PNtBqV6pTqqUtwyoPlv4MmuLiYpKXl1fus2vXLrO/s7LTanj5tZZGi90ey7LsVzX9X/ZTXFwsO85p5zbUS+e88sor2LBhA9atW4e2bdvinXfeMbG7ublh2LBhiiaqOTk5OH/+4QOjFy9exLFjx1C5cmXUqFEDo0aNwmeffYZatWoZl84JDAw0vgRTt25dtG/fHkOGDMH8+fNRVFSEESNGoGfPniZvQicnJ6OwsBCZmZm4d+8ejh07BgAmL87YE8nJyZJ7bPOwqYmDViNl55mHklxptazqtbf+k9Px7H8aO8u+5jEmWMWopQ202pXqlGppy7DKg6W/5ORk1K5dG3fv3jVrd3FxwcWLFyXLa7XTanj5tZZGi90ey7LsVzX9bw4fHx/4+/trWiNa0TqLbdq0QZs2bczaJkyYoLjyQ4cOmdzKHjNmDACgf//+WLRoET744APcv38fb775Ju7evYvnnnsOmzZtMq6xCABLly7FiBEj0KZNG+Oi3HPmzDGpp0OHDrh06ZLxe+PGjQHA5BlMe0JuYUweNi1lLGmk7DzzUJIrrZZVvfbWf3I6nv1PY2fZ1zzGBK2WZxtotSvVKdXSlmGVB0t/1atXx927d1GtWjW4ubmV+0ObmZmJypUrS5bXaqfV8PJrLY0Wuz2WZdmvavq/NIQQ5ObmGh/XCwgIUO3Lpju4PErQvl4uEAgEgkebkpIS/PPPP6hWrRp8feVfKhMI7J3bt28jIyMDtWvXhqOjo4mN+dI5AuuxcOFCq9q0lLGkkbLzzENJrrRaVvXaW//J6Xj2P42dZV/zGBO0Wp5toNWuVKdUS1uGVR6s/BUVFSEnJwdubm6Smlu3bsn60Gqn1fDyay2NFrs9lmXZr2r63xyGcVxUVKTah5gs2iH5+flWtWkpY0kjZeeZh5JcabWs6rW3/pPT8ex/GjvLvuYxJmi1PNtAq12pTqmWtgyrPFj6I4TIPuOl1+tly2u102p4+bWWRovdHsuy7Fc1/W8OLc8qGhCTRTskIiLCqjYtZSxppOw881CSK62WVb321n9yOp79T2Nn2dc8xgStlmcbaLUr1SnV0pZhlQdLfxUqyD/SX/rZeR52Wg0vv9bSaLHbY1mW/aqm/3khJot2SL169axq01LGkkbKzjMPJbnSalnVa2/9J6fj2f80dpZ9zWNM0Gp5toFWu1KdUi1tGVZ5sPRXsWJFWbuYLNpmsrho0SL4+Pho9m2Pk8XSudH6shaKJ4vp6eno27cvAgMDUaFCBTg6Opp8BNqR27uah01LGUsaKTvPPJTkSqtlVa+99Z+cjmf/09hZ9jWPMUGr5dkGWu1KdUq1tGVY5cHSX25urqxdakmdsvaCggIMGzYMw4YNQ0FBAXV5Wo25MmlpaRg5ciQiIiLg4uICPz8/xMbG4rvvvkNubi6zullo5OyhoaGYPn26yW89evTAP//8o9m3pbLPP/88dDqd8ePn54du3brh0qVLmvzKaUrnRuvLWihaOgcABgwYgMuXL2P8+PEICAhgci9cIBAIBAKBdv7991907twZPj4+mDp1KurXrw9nZ2ecPHkSP/zwA6pXr26yVa+1IYSgpKTE4m1+KVxdXeHq6so4KvMMGTIEkydPBiEEly5dwqhRo9CnTx+sWrVKtc/CwkKzvxcVFTHJraioCE5OTpp8mMXiMvZl8PDwIEePHlVa7JHHmju4nDt3zqo2LWUsaaTsPPNQkiutllW99tZ/cjqe/U9jZ9nXPMYErZZnG2i1K9Up1dKWYZUHK395eXnk+PHjJC8vT1ZjyQchhOTn55OhQ4eSoUOHkvz8fOrytJqyxMfHk6CgIJKTk2PWrtfrjX7v3LlD3njjDVKlShXi6elJnn/+eXLs2DFj3RMmTCANGzYkixcvJiEhIcTLy4v06NGDZGdnGzUlJSVk6tSpJDQ0lLi4uJAGDRqQ3377zVjf5s2bCQCyYcMGEh0dTZycnMiOHTvI+fPnycsvv0yqVatG3N3dSUxMDElMTDSWa9WqFcGDzZGNH0IIWbhwIfH29jZpn3nz5pHw8HDi5OREateuTRYvXmxiB0AWLFhAunTpQlxdXUlERIRJjOZo0aIFGTlypMlvS5YsIW5ubka/xcXFZNCgQcbca9euTWbOnGlSxrBz3GeffUYCAgJIaGgoOXv2LAFAli1bRlq2bEmcnZ3JwoULTXIzxP/777+Txo0bE2dnZxIWFkYmTpxIioqKjBoAZN68eaRTp07Ezc2NTJgwoVwueXl5JDk52ex4op3bKL4NHRwcbLeLWT8ulN0Pm7dNSxlLGik7zzyU5EqrZVWvvfWfnI5n/9PYWfY1jzFBq+XZBlrtSnVKtbRlWOXB0p+lN1GLi4u52mk1pbl9+za2bt2K4cOHw93d3axGp9MZ/Xbr1g0ZGRnYuHEjDh8+jOjoaLRp0waZmZlGTWpqKn7//XesW7cO69atw65duzBt2jRjfAkJCVi8eDHmz5+P06dPY/To0ejTpw927doF4MGalQAwbtw4TJs2DWfOnEGDBg2Qk5ODDh06YO3atTh69Cjat2+PTp064fLlywCA1atXIygoCJ988glu3LiBGzdumG2fNWvWYOTIkXjvvfdw6tQpvPXWWxg4cCB27Nhh0n6TJk1C9+7dceLECXTo0AEDBw5EZmamZFuWnedkZmZixYoVaNq0qdGvXq9HUFAQfvvtNyQnJ+PTTz/FhAkTsGLFCpOy27ZtQ0pKChITE7Fu3Tpj+XHjxmHkyJE4c+YM2rVrVy6GXbt2oV+/fhg5ciSSk5Px/fffY9GiRfj8889NdBMnTsQrr7yCkydPYtCgQZI5aUHxZHHWrFkYN24c/v33Xw7hCADgxIkTVrVpKWNJI2XnmYeSXGm1rOq1t/6T0/Hsfxo7y77mMSZotTzbQKtdqU6plrYMqzxY+pO6XWjA0jONWu20mtKcP38ehBDUqVPH5PcqVarAw8MDHh4e+PDDD5Gbm4vdu3fj4MGD+O233xATE4NatWrhiy++gI+PD1auXGmsW6/XY9GiRahXrx5atGiBvn37Ytu2bQCAO3fuYOrUqfjpp5/Qrl07hIeHY8CAAejTpw++//57AA+XKZo8eTLi4+NRs2ZNVK5cGQ0bNsRbb72F0NBQ1KpVC1OmTEHNmjXx559/AgAqV64MR0dHVKxYEf7+/vD39zfbPl988QUGDBiAYcOGoXbt2hgzZgy6du2KL774wqT9BgwYgF69eiEiIgJTp05FTk4ODh48KNmWer0e8+bNg4eHB9zd3eHr64uUlBT89NNPRr9OTk6YNGkSYmJiEBYWht69e6Nnz57lJovu7u748ccfERUVhaioKOTl5QEARo0aha5duyIsLMzs7iqff/45xo0bh/79+yM8PBzx8fGYMmWKsW0NvP766xg4cCDCw8NRo0YNyZy0oPihgR49eiA3Nxc1a9aEm5tbuXvjcjN1gUAgEAgE1uXgwYPQ6/Xo3bu38SWb48ePIycnp9wONXl5eUhNTTV+Dw0Nhaenp/F7QECAcfu4ixcvIjc3F/Hx8SY+CgsLjdvqGoiJiTH5npOTg4kTJ+LPP/9ERkYGiouLkZeXZ7yySMuZM2fw5ptvmvwWGxuL2bNnm/zWoEED4/+7u7vD09PTmIcUvXv3xscffwzgwdXoqVOnom3btti0aROqVasGAPj222/x008/4fLly8jLy0NhYSEaNWpk4qd+/fpm364v2yZlSU5ORlJSksmVxJKSEuTn5yM3N9e42LYlP0yQvUlthkWLFsl+Hles+cxiSUmJVW1ayljSSNl55qEkV1otq3rtrf/kdDz7n8bOsq95jAlaLc820GpXqlOqpS3DKg9W/vLy8sjp06dlnxnU6/WyPgx2qWcWLZWn1ZTm1q1bRKfTkYSEBLP2Vq1akZEjRxK9Xk+mTZtGqlevTs6dO1fuc/PmTaLX643PLJbm66+/JiEhIYQQQvbt20cAkJ07d5bzcfnyZUIIIdu3bycAyJ07d0z8vPXWWyQ8PJysWrWKnDhxgpw7d440bNjQ5DnBkJAQ8tVXX5mUK/1cn16vJ5UqVSo395g1axYJCwszth8AsmbNGhONt7c3WbhwoWRbGtqqNDdu3CAAyA8//EAIIeTXX38lLi4u5NtvvyVHjhwh586dI0OGDDFpM8Mzi6W5cOECAVDu/Y+yzyy6uLiQ6dOnm+0jwxg2l1tZbPLMYv/+/WU/Au388ssvVrVpKWNJI2XnmYeSXGm1rOq1t/6T0/Hsfxo7y77mMSZotTzbQKtdqU6plrYMqzxY+rt//76s3dJdNK12Wk1pfH190bp1a3zzzTey8WdmZiI6OhppaWmoUKECIiIiTD5VqlShqtvf3x/Ozs64fPlyOR/BwcEAHuw9bI49e/ZgwIABaNWqFerXrw9/f/9yj7dVrFgR9+7dk82jbt262LNnTznfkZGRip5JLIu5rfEMywPevn3bWE/z5s0xbNgwNG7cGBEREUhJSZH1C9AvidOgQQOkpKSUa9uIiAg4OFh3mWxV766XlJTg999/x5kzZwAAUVFRePnll8U6i4yQOzh42LSUsaSRsvPMQ0mutFpW9dpb/8npePY/jZ1lX/MYE7Ranm2g1a5Up1RLW4ZVHiz9WZpMGF7c4GWn1ZRl2rRpePnllxETE4OJEyeiQYMGcHBwQFJSEs6ePYsmTZqgpKQEcXFxaNasGbp06YIZM2agdu3auH79OtavX49XXnmF6tk3Nzc3jB07FqNHj4Zer8dzzz2HrKws7NmzB15eXujfv7/ki0K1atXC6tWrERsbC19fX4wfP76cNjQ0FHv37sW1a9fg7OyMKlWqlGuf999/H927d0fjxo0RFxeHtWvXYvXq1di6dauq9itNbm4u0tLSADy4DT1lyhS4uLigZcuWxhwWL16MzZs3IywsDEuWLMHRo0cRHh4u65c2rjFjxqBPnz6oUaMGXnvtNTg4OOD48eM4deoUPvvsM025KUXxZPH8+fPo0KEDrl27ZnyINiEhAcHBwVi/fj1q1qzJPMgnjdDQUKvatJSxpJGy88xDSa60Wlb12lv/yel49j+NnWVf8xgTtFqebaDVrlSnVEtbhlUeLP1ZWgfQ2dmZq51WU5Y6derg6NGjmDp1Kj766CNcvXoVzs7OiIyMxNixYzFs2DAUFRVBp9Nhw4YN+PjjjzFw4EDcvHkT/v7+aNmyJfz8/KjjmzJlCqpWrYqEhARcuHABPj4+iI6Oxn/+8x8AkFzz76uvvsKgQYPQsWNHVKlSBR9++GG5q5CTJ0/G4MGDUbNmTRQUFJSbwDs7O6NLly6YPXs2vvjiC4wcORJhYWFYuHAhWrdujaysLMXtZ0Cn02HBggVYsGABAKBSpUpo0KABNmzYgKioKADAW2+9haNHj6JHjx7Q6XTo1asXBg8ejO3bt8v6trQ7kIH27dtj3bp1mDx5MqZPnw4nJyc89dRTGDx4sOq8VCN7k9oML774Imnfvj25ffu28bdbt26R9u3bkw4dOih198hgzWcWMzIyrGrTUsaSRsrOMw8ludJqWdVrb/0np+PZ/zR2ln3NY0zQanm2gVa7Up1SLW0ZVnmw8peXl0dOnjwp+8xiYWGhrA+DXeqZRUvlaTVqytiTRovdHsuy7Fc1/W8OmzyzuGvXLsyYMQOVK1c2/ubr64tp06YZ11USaGPlypVWtWkpY0kjZeeZh5JcabWs6rW3/pPT8ex/GjvLvuYxJmi1PNtAq12pTqmWtgyrPFj6s7RszZ07d7jaaTW8/FpLo8Vuj2VZ9qua/ueF4tvQzs7OZp/3yMnJob60KhAIBALBk4CzszPmzZtn6zAEAm0ovZzZt29fEhUVRfbv30/0ej3R6/Vk3759pF69eqR///5K3T0yWPM29JkzZ6xq01LGkkbKzjMPJbnSalnVa2/9J6fj2f80dpZ9zWNM0Gp5toFWu1KdUi1tGVZ5sPJHs91fbm6urA+tdloNL7/W0mix22NZlv2qpv/NYZPb0HPmzEHNmjXRrFkzuLi4wMXFBbGxsYiIiCi3CKZAHXIP5fKwaSljSSNl55mHklxptazqtbf+k9Px7H8aO8u+5jEmaLU820CrXalOqZa2DKs8WPqztN2fvb4NzcqvtTRa7PZYlmW/an2bmyWKJ4s+Pj74448/kJKSgpUrV2LlypVISUnBmjVr4O3tzSPGJ44jR45Y1aaljCWNlJ1nHkpypdWyqtfe+k9Ox7P/aews+5rHmKDV8mwDrXalOqVa2jKs8mDp71Hc7o+lX2tptNjtsSzLflXT/7xQtc4i8GB9oVq1arGMRSAQCAQCu4AQYvHqokDwKMBiHOsIsbDyKB4sDDllyhS4u7tjzJgxstqvvvpKc1D2SHZ2Nry9vZGVlQUvLy+udRUWFkq+LMTDpiYOWo2UnWceSnKl1bKq1976T07Hs/9p7Cz7mseYYBWjljbQaleqU6qlLcMqD1b+9Ho9UlJS4OTkhKpVq6JixYrQ6XTlNHK7aGi102p4+bWWRovdHsuy7Fc1/V8aQggKCwtx8+ZNlJSUoFatWuX80c5tqK4sHj161Lj1zdGjR1UHLqBj9erV6Nmzp9VsauKg1UjZeeahJFdaLat67a3/5HQ8+5/GzrKveYwJVjFqaQOtdqU6pVraMqzyYOXPwcEBp06dwjPPPIPr16+b1dy/fx/u7u6SPrTaaTW8/FpLo8Vuj2VZ9qua/jeHm5sbatSooWniSTVZ3LFjh9n/F/CBx/pOtlqvS8puD2tYKdFaY80xW/SfnM7e11Cj1SjR8dDaai04GrtSnVItbRlWebD0d+vWLdSoUQPFxcVmXzT49ddf0atXL8nyWu20Gl5+raXRYrfHsiz7VU3/l8XR0REVKlQod2VcKYqfWRw0aBBmz54NT09Pk9/v37+Pd955Bz/99JOmgARAUFCQVW1ayljSSNl55qEkV1otq3rtrf/kdDz7n8bOsq95jAlaLc820GpXqlOqpS3DKg+W/oKCgqDT6eDk5GR2y7oqVarAxcVFsrxWO62Gl19rabTY7bEsy35V0//cULpej4ODA0lPTy/3+82bN4mjo6NSd48M1lxnMTMz06o2LWUsaaTsPPNQkiutllW99tZ/cjqe/U9jZ9nXPMYErZZnG2i1K9Up1dKWYZUHS3+8Y2Z9LmPt11oaWx0fvMra6rylFubrLGZnZyMrKwuEENy7dw/Z2dnGz507d7BhwwZUq1aN36z2CWLZsmVWtWkpY0kjZeeZh5JcabWs6rW3/pPT8ex/GjvLvuYxJmi1PNtAq12pTqmWtgyrPFj64x0z63MZa7/W0tjq+OBV1lbnLd5Q34b28fGBTqeDTqdD7dq1y9l1Oh0mTZrENDiBQCAQCAQCgW2hnizu2LEDhBC88MILWLVqFSpXrmy0VaxYESEhIQgMDOQS5JPGc889Z1WbljKWNFJ2nnkoyZVWy6pee+s/OR3P/qexs+xrHmOCVsuzDbTaleqUamnLsMqDpT/eMbM+l7H2ay2NrY4PXmVtdd7iDfVksVWrVgCAixcvIjg4WNMr2AJ5DMsUWcumpYwljZSdZx5KcqXVsqrX3vpPTsez/2nsLPuax5ig1fJsA612pTqlWtoyrPJg6Y93zKzPZaz9Wktjq+ODV1lbnbd4o3jGFxISAgcHB+Tm5uLs2bM4ceKEyUegnQMHDljVpqWMJY2UnWceSnKl1bKq1976T07Hs/9p7Cz7mseYoNXybAOtdqU6pVraMqzyYOmPd8ysz2Ws/VpLY6vjg1dZW523eKN46ZybN29i4MCB2Lhxo1m7PW18LRAIBAKBQCDQiNLXrF9//XUSGxtLkpKSiLu7O9myZQtZsmQJqVOnDlm3bp3Kl7ftH2sunZOTk2NVm5YyljRSdp55KMmVVsuqXnvrPzkdz/6nsbPsax5jglbLsw202pXqlGppy7DKg6U/3jGzPpex9mstja2OD15lbXXeUgvzpXMMbN++HV999RViYmLg4OCAkJAQ9OnTBzNmzEBCQgL72ewTiNRVW142LWUsaaTsPPNQkiutllW99tZ/cjqe/U9jZ9nXPMYErZZnG2i1K9Up1dKWYZUHS3+8Y2Z9LmPt11oaWx0fvMra6rzFG8WTxfv37xvXU6xUqRJu3rwJAKhfvz6OHDnCNronFEObWsumpYwljZSdZx5KcqXVsqrX3vpPTsez/2nsLPuax5ig1fJsA612pTqlWtoyrPJg6Y93zKzPZaz9Wktjq+ODV1lbnbd4o3iyWKdOHaSkpAAAGjZsiO+//x7Xrl3D/PnzERAQwDzAJxE/Pz+r2rSUsaSRsvPMQ0mutFpW9dpb/8npePY/jZ1lX/MYE7Ranm2g1a5Up1RLW4ZVHiz98Y6Z9bmMtV9raWx1fPAqa6vzFneU3t9esmQJWbhwISGEkEOHDpEqVaoQBwcH4uLiQpYtW6bqnvmjgDWfWbx3755VbVrKWNJI2XnmoSRXWi2reu2t/+R0PPufxs6yr3mMCVotzzbQaleqU6qlLcMqD5b+eMfM+lzG2q+1NLY6PniVtdV5Sy3cnlns06cPBgwYAABo0qQJLl26hKSkJFy5cgU9evRgO5N9QlmyZIlVbVrKWNJI2XnmoSRXWi2reu2t/+R0PPufxs6yr3mMCVotzzbQaleqU6qlLcMqD5b+eMfM+lzG2q+1NLY6PniVtdV5izeKl84pi5ubG6Kjo1nEIhAIBAKBQCCwM6gmi2PGjKF2+NVXX6kORvCAZ5991qo2LWUsaaTsPPNQkiutllW99tZ/cjqe/U9jZ9nXPMYErZZnG2i1K9Up1dKWYZUHS3+8Y2Z9LmPt11oaWx0fvMra6rzFG6rJ4tGjR6mc6XQ6TcEIHuDo6GhVm5YyljRSdp55KMmVVsuqXnvrPzkdz/6nsbPsax5jglbLsw202pXqlGppy7DKg6U/3jGzPpex9mstja2OD15lbXXe4g3VM4s7duyg+mzfvp13vE8Ee/bssapNSxlLGik7zzyU5EqrZVWvvfWfnI5n/9PYWfY1jzFBq+XZBlrtSnVKtbRlWOXB0h/vmFmfy1j7tZbGVscHr7K2Om/xRvELLgKBQCAQCASCJwcdIYQoKfD888/L3m5+XK8uZmdnw9vbG1lZWfDy8uJa1927d+Hj42M1m5o4aDVSdp55KMmVVsuqXnvrPzkdz/6nsbPsax5jglbLsw202pXqlGppy7DKg6U/3jGzPpex9mstja2OD15lbXXeUgvt3EbxlcVGjRqhYcOGxk9kZCQKCwtx5MgR1K9fX1PQggfs2rXLqjYtZSxppOw881CSK62WVb321n9yOp79T2Nn2dc8xgStlmcbaLUr1SnV0pZhlQdLf7xjZn0uY+3XWhpbHR+8ytrqvMUbxUvnfP3112Z/nzhxInJycjQHJACuX79uVZuWMpY0UnaeeSjJlVbLql576z85Hc/+p7Gz7GseY4JWy7MNtNqV6pRqacuwyoOlP94xsz6XsfZrLY2tjg9eZW113uINs2cW+/Tpg59++omVuyeaypUrW9WmpYwljZSdZx5KcqXVsqrX3vpPTsez/2nsLPuax5ig1fJsA612pTqlWtoyrPJg6Y93zKzPZaz9Wktjq+ODV1lbnbe4w2rLmMWLF5OAgABFZXbt2kU6duxIAgICCACyZs0aE7teryfjx48n/v7+xMXFhbRp04b8888/Jprbt2+T119/nXh6ehJvb28yaNCgclvkHD9+nDz33HPE2dmZBAUFkenTpyvOz5rb/eXl5VnVpqWMJY2UnWceSnKl1bKq1976T07Hs/9p7Cz7mseYoNXybAOtdqU6pVraMqzyYOmPd8ysz2Ws/VpLY6vjg1dZW5231MJtu7+uXbuafF555RU8++yzGDhwIN566y1Fvu7fv4+GDRvi22+/NWufMWMG5syZg/nz5+PAgQNwd3dHu3btkJ+fb9T07t0bp0+fRmJiItatW4e//voLb775ptGenZ2Ntm3bIiQkBIcPH8bMmTMxceJE/PDDD0pT505icjoGL0pCx+lrkZicblazcOFCyfJqbVrKWNJI2XnmoSRXWi2reu2t/+R0PPufxs6yr3mMCVotzzbQaleqU6qlLcMqD5b+eMfM+lzG2q+1NLY6PniVtdV5izeKn1n09vY2+e7g4IA6depg8uTJaNu2rSJfL774Il588UWzNkIIZs2ahU8++QSdO3cGACxevBh+fn74/fff0bNnT5w5cwabNm1CUlISYmJiAABz585Fhw4d8MUXXyAwMBBLly5FYWEhfvrpJ1SsWBFRUVE4duwYvvrqK5NJZVkKCgpQUFBg/J6dna0oN6UkJqdjyOJD//vmhiGLD2FBvxjER/pxrVcgEAgEAoFADsWTRWvNdC9evIi0tDTExcUZf/P29kbTpk2xb98+9OzZE/v27YOPj49xoggAcXFxcHBwwIEDB/DKK69g3759aNmyJSpWrGjUtGvXDtOnT8edO3dQqVIls/UnJCRg0qRJ/BIsw77U29ABMKxjpAOw/8LtcpPF0rmWRa1NSxlLGik7zzyU5EqrZVWvvfWfnI5n/9PYWfY1jzFBq+XZBlrtSnVKtbRlWOXB0h/vmFmfy1j7tZbGVscHr7K2Om/xRvE6iwYOHTqEM2fOAAAiIyPRpEkTbYHodFizZg26dOkCANi7dy9iY2Nx/fp1BAQEGHXdu3eHTqfD8uXLMXXqVPz8889ISUkx8VWtWjVMmjQJQ4cORdu2bREWFobvv//eaE9OTkZUVBSSk5NRt25ds/GYu7IYHBzMbZ1F0yuLDxBXFgUCgUAgEPCCdp1FxVcWr169il69emHPnj3GxSLv3r2L5s2bY9myZQgKClIdtD3h7OwMZ2dn43fDnJrX7eimQa6Y1bUOVh+5AkCHrtFBaBrkyv32t0AgEAgEgicTwxzD0nVDxZPFwYMHo6ioCGfOnEGdOnUAACkpKRg4cCAGDx6MTZs2qQi3PP7+/gCA9PR0kyuL6enpaNSokVGTkZFhUq64uBiZmZnG8v7+/khPN31ZxPDdoKHh3r17AIDg4GBliahkiVVqEQgEAoFA8KRz7969cu+klEbxZHHXrl3Yu3evcaIIAHXq1MHcuXPRokULdVGaISwsDP7+/ti2bZtxcpidnY0DBw5g6NChAIBmzZrh7t27OHz4sPE2+Pbt26HX69G0aVOj5uOPP0ZRURGcnJwAAImJiahTp47k84rmCAwMxJUrV+Dp6Sm73aEWDLe6r1y5wn1LQYF9IPr8yUL095OF6O8ni0exvwkhuHfvHgIDA2V1iieLwcHBKCoqKvd7SUmJxcrKkpOTg/Pnzxu/X7x4EceOHUPlypVRo0YNjBo1Cp999hlq1aqFsLAwjB8/HoGBgcbnGuvWrYv27dtjyJAhmD9/PoqKijBixAj07NnTGMvrr7+OSZMm4Y033sCHH36IU6dOYfbs2ZI70Ujh4OBgtVvsXl5ej8xAE7BB9PmThejvJwvR308Wj1p/y11RNKJ0Acfff/+dPPPMMyQpKcn4W1JSEnn22WfLLaptiR07dhA8eAHY5NO/f39CyMNFuf38/IizszNp06YNSUlJMfFx+/Zt0qtXL+Lh4UG8vLzIwIEDZRflrl69Opk2bZrStK2CNRf+FtgHos+fLER/P1mI/n6yeJz7W/Hb0JUqVUJubi6Ki4tRocKDC5OG/3d3dzfRZmZmKnH9xEP7VpLg8UH0+ZOF6O8nC9HfTxaPc38rvg09a9YsDmEIgAdvYE+YMMHkLWzB443o8ycL0d9PFqK/nywe5/5Wvc6iQCAQCAQCgeDxR/GVReDByyy///67cVHuqKgovPzyy3B0dGQanEAgEAgEAoHAtii+snj+/Hl06NAB165dM1lnMTg4GOvXr0fNmjW5BCoQCAQCgUAgsD6KJ4sdOnQAIQRLly5F5cqVAQC3b99Gnz594ODggPXr13MJVCAQCAQCgUBgfRRPFt3d3bF//37Ur1/f5Pfjx48jNjYWOTk5TAMUCAQCgUAgENgOB6UFnJ2djVvflSYnJwcVK1ZkEpRAIBAIBAKBwD5QPFns2LEj3nzzTRw4cACEEBBCsH//frz99tt4+eWXecT4xPDtt98iNDQULi4uaNq0KQ4ePGjrkAQcSEhIwNNPPw1PT09Uq1YNXbp0QUpKiq3DEliJadOmQafTYdSoUbYORcCRa9euoU+fPvD19YWrqyvq16+PQ4cO2TosAQdKSkowfvx4hIWFwdXVFTVr1sSUKVPwOC02o3iyOGfOHNSsWRPNmjWDi4sLXFxcEBsbi4iICMyePZtHjE8Ey5cvx5gxYzBhwgQcOXIEDRs2RLt27ZCRkWHr0ASM2bVrF4YPH479+/cjMTERRUVFaNu2Le7fv2/r0AScSUpKwvfff48GDRrYOhQBR+7cuYPY2Fg4OTlh48aNSE5OxpdffolKlSrZOjQBB6ZPn47vvvsO33zzDc6cOYPp06djxowZmDt3rq1DY4bqdRbPnz9vXDqnbt26iIiIYBrYk0bTpk3x9NNP45tvvgEA6PV6BAcH45133sG4ceNsHJ2AJzdv3kS1atWwa9cutGzZ0tbhCDiRk5OD6OhozJs3D5999hkaNWokNjl4TBk3bhz27NmDv//+29ahCKxAx44d4efnh//7v/8z/vbqq6/C1dUV//3vf20YGTuoryzq9XpMnz4dsbGxePrpp/Hjjz8iLi4OnTp1EhNFjRQWFuLw4cOIi4sz/ubg4IC4uDjs27fPhpEJrEFWVhYAGFcXEDyeDB8+HC+99JLJcS54PPnzzz8RExODbt26oVq1amjcuDEWLFhg67AEnGjevDm2bduGf/75B8CDF353796NF1980caRsYN6Ue7PP/8cEydORFxcHFxdXTF79mxkZGTgp59+4hnfE8GtW7dQUlICPz8/k9/9/Pxw9uxZG0UlsAZ6vR6jRo1CbGws6tWrZ+twBJxYtmwZjhw5gqSkJFuHIrACFy5cwHfffYcxY8bgP//5D5KSkvDuu++iYsWK6N+/v63DEzBm3LhxyM7OxlNPPQVHR0eUlJTg888/R+/evW0dGjOoJ4uLFy/GvHnz8NZbbwEAtm7dipdeegk//vgjHBwUP/ooEAjw4GrTqVOnsHv3bluHIuDElStXMHLkSCQmJsLFxcXW4QisgF6vR0xMDKZOnQoAaNy4MU6dOoX58+eLyeJjyIoVK7B06VL88ssviIqKwrFjxzBq1CgEBgY+Nv1NPVm8fPkyOnToYPweFxcHnU6H69evIygoiEtwTwpVqlSBo6Mj0tPTTX5PT0+Hv7+/jaIS8GbEiBFYt24d/vrrL3EMPcYcPnwYGRkZiI6ONv5WUlKCv/76C9988w0KCgrEVqmPGQEBAYiMjDT5rW7duli1apWNIhLw5P3338e4cePQs2dPAED9+vVx6dIlJCQkPDaTRepLgsXFxeX+Vezk5ISioiLmQT1pVKxYEU2aNMG2bduMv+n1emzbtg3NmjWzYWQCHhBCMGLECKxZswbbt29HWFiYrUMScKRNmzY4efIkjh07ZvzExMSgd+/eOHbsmJgoPobExsaWWw7rn3/+QUhIiI0iEvAkNze33B1WR0dH6PV6G0XEHuori4QQDBgwAM7Ozsbf8vPz8fbbb8Pd3d342+rVq9lG+IQwZswY9O/fHzExMXjmmWcwa9Ys3L9/HwMHDrR1aALGDB8+HL/88gv++OMPeHp6Ii0tDQDg7e0NV1dXG0cnYI2np2e551Hd3d3h6+srnlN9TBk9ejSaN2+OqVOnonv37jh48CB++OEH/PDDD7YOTcCBTp064fPPP0eNGjUQFRWFo0eP4quvvsKgQYNsHRozqJfOoZ20LFy4UFNATzLffPMNZs6cibS0NDRq1Ahz5sxB06ZNbR2WgDE6nc7s7wsXLsSAAQOsG4zAJrRu3VosnfOYs27dOnz00Uc4d+4cwsLCMGbMGAwZMsTWYQk4cO/ePYwfPx5r1qxBRkYGAgMD0atXL3z66aePzc52qtdZFAgEAoFAIBA8/ojXmAUCgUAgEAgEkojJokAgEAgEAoFAEjFZFAgEAoFAIBBIIiaLAoFAIBAIBAJJxGRRIBAIBAKBQCCJmCwKBAKBQCAQCCQRk0WBQCAQCAQCgSRisigQCAQCgUAgkERMFgUCgYCCAQMGoEuXLjarv2/fvpg6dapV6ho3bhzeeecdq9QlEAjsH7GDi0AgeOKR2oLRwIQJEzB69GgQQuDj42OdoEpx/PhxvPDCC7h06RI8PDy413fr1i2Eh4fj2LFjCA8P516fQCCwb8RkUSAQPPGkpaUZ/3/58uX49NNPkZKSYvzNw8PDKpM0KQYPHowKFSpg/vz5VquzW7duCA0NxcyZM61Wp0AgsE/EbWiBQPDE4+/vb/x4e3tDp9OZ/Obh4VHuNnTr1q3xzjvvYNSoUahUqRL8/PywYMEC3L9/HwMHDoSnpyciIiKwceNGk7pOnTqFF198ER4eHvDz80Pfvn1x69YtydhKSkqwcuVKdOrUyeT3efPmoVatWnBxcYGfnx9ee+01o02v1yMhIQFhYWFwdXVFw4YNsXLlSpPyp0+fRseOHeHl5QVPT0+0aNECqampRnunTp2wbNkyNc0pEAgeM8RkUSAQCFTy888/o0qVKjh48CDeeecdDB06FN26dUPz5s1x5MgRtG3bFn379kVubi4A4O7du3jhhRfQuHFjHDp0CJs2bUJ6ejq6d+8uWceJEyeQlZWFmJgY42+HDh3Cu+++i8mTJyMlJQWbNm1Cy5YtjfaEhAQsXrwY8+fPx+nTpzF69Gj06dMHu3btAgBcu3YNLVu2hLOzM7Zv347Dhw9j0KBBKC4uNvp45plncPXqVfz777+MW00gEDxyEIFAIBAYWbhwIfH29i73e//+/Unnzp2N31u1akWee+454/fi4mLi7u5O+vbta/ztxo0bBADZt28fIYSQKVOmkLZt25r4vXLlCgFAUlJSzMazZs0a4ujoSPR6vfG3VatWES8vL5KdnV1On5+fT9zc3MjevXtNfn/jjTdIr169CCGEfPTRRyQsLIwUFhZKtAIhWVlZBADZuXOnpEYgEDwZVLDxXFUgEAgeWRo0aGD8f0dHR/j6+qJ+/frG3/z8/AAAGRkZAB68qLJjxw6zzz+mpqaidu3a5X7Py8uDs7OzyUs48fHxCAkJQXh4ONq3b4/27dvjlVdegZubG86fP4/c3FzEx8eb+CksLETjxo0BAMeOHUOLFi3g5OQkmZurqysAGK+KCgSCJxcuk8WCggIcOHAAly5dQm5uLqpWrYrGjRsjLCyMR3UCgUBgE8pOtnQ6nclvhgmeXq8HAOTk5KBTp06YPn16OV8BAQFm66hSpQpyc3NRWFiIihUrAgA8PT1x5MgR7Ny5E1u2bMGnn36KiRMnIikpCTk5OQCA9evXo3r16ia+nJ2dATycCMqRmZkJAKhatapFrUAgeLxhOlncs2cPZs+ejbVr16KoqAje3t5wdXVFZmYmCgoKEB4ejjfffBNvv/02PD09WVYtEAgEdk90dDRWrVqF0NBQVKhAd/pt1KgRACA5Odn4/wBQoUIFxMXFIS4uDhMmTICPjw+2b9+O+Ph4ODs74/Lly2jVqpVZnw0aNMDPP/+MoqIiyauLp06dgpOTE6KiohTlKBAIHj+YveDy8ssvo0ePHggNDcWWLVtw79493L59G1evXkVubi7OnTuHTz75BNu2bUPt2rWRmJjIqmqBQCB4JBg+fDgyMzPRq1cvJCUlITU1FZs3b8bAgQNRUlJitkzVqlURHR2N3bt3G39bt24d5syZg2PHjuHSpUtYvHgx9Ho96tSpA09PT4wdOxajR4/Gzz//jNTUVBw5cgRz587Fzz//DAAYMWIEsrOz0bNnTxw6dAjnzp3DkiVLTJYL+vvvv9GiRQuqq5ACgeDxhtmVxZdeegmrVq2S/FdqeHg4wsPD0b9/fyQnJ+PGjRusqhYIBIJHgsDAQOzZswcffvgh2rZti4KCAoSEhKB9+/ZwcJD+t/vgwYOxePFijBgxAgDg4+OD1atXY+LEicjPz0etWrXw66+/Gq8CTpkyBVWrVkVCQgIuXLgAHx8fREdH4z//+Q8AwNfXF9u3b8f777+PVq1awdHREY0aNUJsbKyxzmXLlmHixIn8GkMgEDwyiEW5BQKBwM7Jy8tDnTp1sHz5cjRr1ox7fRs3bsR7772HEydOUN8uFwgEjy/czwKnTp3Crl27UFJSgtjYWDRp0oR3lQKBQPBY4erqisWLF8su3s2S+/fvY+HChWKiKBAIAHC+svjtt99i8uTJaNWqFYqKirB9+3Z88MEH+Pjjj3lVKRAIBAKBQCBgCNPJ4pUrVxAcHGz8XrduXfz999+oUqUKAGDfvn14+eWXcfPmTVZVCgQCgUAgEAg4wnS7v7i4OMyePRuG+aevry82bdqEgoIC3Lt3D1u3bhVrdgkEAoFAIBA8QjCdLCYlJSElJQVNmzbFsWPH8MMPP+Drr7+Gq6srfHx8sHz5cuPSDQKBQCAQCAQC+4fLM4t79+7FsGHD8MILL+Czzz5DSUkJSkpK4OPjw7oqgUAgEAgEAgFHmF5ZNNC8eXMcOnQIlSpVQuPGjfHXX3+JiaJAIBAIBALBIwjTK4vFxcX44YcfcObMGTRs2BADBw5Eamoq3n77bfj6+uKbb76Bn58fq+oEAoFAIBAIBJxhOlns378/kpKS8PLLL+Pvv/9GkyZNMGfOHADA//3f/+Hzzz/H+++/j6FDh7Kq0mro9Xpcv34dnp6e0Ol0tg5HIBAIBAKBQBOEENy7dw+BgYGyu0gxnSz6+Phg3759qFu3LnJzc1G/fn2kpqYa7RkZGRg1ahR++eUXVlVajatXr5osCyQQCAQCgUDwOHDlyhUEBQVJ2pkuz+/n54ctW7agZs2a2L59O3x9fU3s1apVeyQnigDg6ekJ4EGDenl52TgagYAv289m4ODFTDwTVhkvPFXN1uEIBAKBgAPZ2dkIDg42znGkYHplMTExEb1798bt27cREBCAFStWoHnz5qzc25Ts7Gx4e3sjKytLTBYFjzWJyekYsvgQHHU6lBCCBf1iEB8pnjUWCASCxw3auQ3Tt6Hj4+ORnp6OtLQ0XL169bGZKFqbpKQkq9q0lLGkkbLzzENJrrRaVvXaW/+Z0+1LvW2cKDrqdNh/4bbqOrTYWfY1jzFBq+XZBlrtSnVKtbRlWOXB0h/vmFmfy1j7tZbGVscHr7K2Om/xhvnSOTqdTuzSopFDhw5Z1aaljCWNlJ1nHkpypdWyqtfe+s+crllNX5QQAh0ISgjBs+G+EiXV9z+NnWVf8xgTtFqebaDVrlSnVEtbhlUeLP3xjpn1uYy1XzlNYnI6Jq9Nxq9/ndZcl62OD15lbXXe4g5hRLt27ci+ffss6rKzs8m0adPIN998w6pqq5CVlUUAkKysLO51Xbx40ao2LWUsaaTsPPNQkiutllW99tZ/Urotp9PI2KX7yJbTaZrq0GJn2dc8xgStlmcbaLUr1SnV0pZhlQdLf7xjZn0uY+1XSrPldBoJ+XAdCR+3noR8uM6uzxG2KGur85ZaaOc2zK4sduvWDa+++ioiIyPx4Ycf4rfffsOePXtw+PBhbN26FXPmzEH37t0REBCAI0eOoFOnTqyqfuy4dOmSVW1ayljSSNl55qEkV1otq3rtrf+kdPGRfuhYvcDis4pq+5/GzrKveYwJWi3PNtBqV6pTqqUtwyoPlv4MmpKSEuTn55f7XL582ezvrOy0Gl5+pTQnLt1EsFcF+Hs4IMjLEScv3eTaDnJ2eyzLsl/V9H/ZT0lJiaJjRwpmb0O/8cYb6NOnD3777TcsX74cP/zwA7KysgA8uDUdGRmJdu3aISkpCXXr1qX2+9dff2HmzJk4fPgwbty4gTVr1qBLly5GOyEEEyZMwIIFC3D37l3Exsbiu+++Q61atYyazMxMvPPOO1i7di0cHBzw6quvYvbs2fDw8GCVPlOSk5PRqlUrq9nUxEGrkbLzzENJrrRaVvXaW//J6Xj2P42dZV/zGBOsYtTSBlrtSnVKtbRlWOXB0l9ycjJq166Nu3fvmrW7uLjg4sWLkuW12mk1vPxKaZ6vDjTwrgodAALA1wNc20HObo9lWfarmv43h4+PD/z9/TWtEc106RxnZ2f06dMHffr0AQBkZWUhLy8Pvr6+cHJyUuXz/v37aNiwIQYNGoSuXbuWs8+YMQNz5szBzz//jLCwMIwfPx7t2rVDcnIyXFxcAAC9e/fGjRs3kJiYiKKiIgwcOBBvvvmm3S7jI7cwJg+bljKWNFJ2pbEmJqdjX+ptZOe5aY5JjZZFW1jS2KL/5HQ8+5/GzqrNleh4aHm2gVa7Up1SLW0ZVnmw9Fe9enXcvXsX1apVg5ubW7k/tJmZmahcubJkea12Wg0vv3KanPwi5BaWoKQgDwFVK2mqS4vdHsuy7Fc1/V8aQghyc3ORkZEBAAgICFDti+nSObzR6XQmVxYJIQgMDMR7772HsWPHAngwQfXz88OiRYvQs2dPnDlzBpGRkUhKSkJMTAwAYNOmTejQoQOuXr2KwMBAqrrF0jm2QyzlIhAIrElJSQn++ecfVKtWrdx6wQLBo8bt27eRkZGB2rVrw9HR0cRmk6VzrM3FixeRlpaGuLg442/e3t5o2rQp9u3bBwDYt28ffHx8jBNFAIiLi4ODgwMOHDgg6bugoADZ2dkmH2uxcOFCq9q0lLGkkbIribX0Ui46ENmlXGhiUqNl0RaWNLboPzkdz/6nsbNqcyU6HlqebaDVrlSnVEtbhlUerPwVFRUhJycHbm7SdzJu3bol60OrnVbDy6+1NFrs9liWZb+q6X9zGMZxUVGRah+P9GQxLS0NwIOdY0rj5+dntKWlpaFaNdMdKCpUqIDKlSsbNeZISEiAt7e38WPNrf7y8/OtatNSxpJGyq4kVsNSLo46HQh0sku50MSkRsuiLSxpbNF/cjqe/U9jZ9XmSnQ8tDzbQKtdqU6plrYMqzxY+iOEyD7jpdfrZctrtdNqePm1lkaL3R7LsuxXNf1vDi3PKhp4pCeLPPnoo4+QlZVl/Fy5csVqdUdERFjVpqWMJY2UXUms8ZF+WNAvBgNiQzG8QQWLt6CV5EqrZdEWljS26D85Hc/+p7GzanMlOh5anm2g1a5Up1RLW4ZVHiz9Vagg/0i/4Zl4XnZaDS+/1tJosdtjWZb9qqb/efFITxb9/f0BAOnp6Sa/p6enG23+/v7GhzsNFBcXIzMz06gxh7OzM7y8vEw+1qJevXpWtWkpY0kjZVcaa3ykH8Z3jESf5xtojkmNlkVbWNLYov/kdDz7n8bOqs2V6HhoebaBVrtSnVItbRlWebD0V7FiRVm7mCzaZrK4aNEi+Pj4aPZtj5PF0rnR+rIWj/RkMSwsDP7+/ti2bZvxt+zsbBw4cADNmjUDADRr1gx3797F4cOHjZrt27dDr9ejadOmVo+Zht9//92qNi1lLGmk7DzzUJIrrZZVvfbWf3I6nv1PY2fZ1zzGBK2WZxtotSvVKdXSlmGVB0t/ubm5snapJXXK2gsKCjBs2DAMGzYMBQUF1OVpNebKpKWlYeTIkYiIiICLiwv8/PyMy8rl5uYyq5uFRs4eGhqK6dOnm/zWo0cP/PPPP5p9Wyr7/PPPQ6fTGT9+fn7o1q0bLl26pMmvnKZ0brS+rAWzpXMqVapEfV88MzOT2m9OTg7Onz9v/H7x4kUcO3YMlStXRo0aNTBq1Ch89tlnqFWrlnHpnMDAQOMb03Xr1kX79u0xZMgQzJ8/H0VFRRgxYgR69uxJ/Sa0QCAQCASPAv/++y86d+4MHx8fTJ06FfXr14ezszNOnjyJH374AdWrV8ezzz5rs/gIISgpKbF4m18KV1dXuLq6Mo7KPEOGDMHkyZNBCMGlS5cwatQo9OnTB6tWrVLts7Cw0OzvRUVFTHIrKipSvVShLKy2jFm0aJHx8+WXX5JKlSqRnj17ktmzZ5PZs2eTnj17kkqVKpGvvvpKkd8dO3YQPFj70+TTv39/Qggher2ejB8/nvj5+RFnZ2fSpk0bkpKSYuLj9u3bpFevXsTDw4N4eXmRgQMHknv37imKw5rb/Z07d86qNi1lLGmk7DzzUJIrrZZVvfbWf3I6nv1PY2fZ1zzGBK1WSrPldBqZ9Odp8vPWo6r9a7Ur1SnV0pZhlQcrf3l5eeT48eMkLy9PVmPJByGE5Ofnk6FDh5KhQ4eS/Px86vK0mrLEx8eToKAgkpOTY9au1+uNfu/cuUPeeOMNUqVKFeLp6Umef/55cuzYMWPdEyZMIA0bNiSLFy8mISEhxMvLi/To0YNkZ2cbNSUlJWTq1KkkNDSUuLi4kAYNGpDffvvNWN/mzZsJALJhwwYSHR1NnJycyI4dO8j58+fJyy+/TKpVq0bc3d1JTEwMSUxMNJZr1apVub/7hBCycOFC4u3tbdI+8+bNI+Hh4cTJyYnUrl2bLF682MQOgCxYsIB06dKFuLq6koiICJMYzdGiRQsycuRIk9+WLFlC3NzcjH6Li4vJoEGDjLnXrl2bzJw506RM//79SefOnclnn31GAgICSGhoKDl79iwBQJYtW0ZatmxJnJ2dycKFC01yM8T/+++/k8aNGxNnZ2cSFhZGJk6cSIqKiowaAGTevHmkU6dOxM3NjUyYMKFcLnl5eSQ5OdnseLL6dn/9+/c3fvbs2YPJkyfj119/xbvvvot3330Xv/76KyZPnoxdu3Yp8tu6dWsQQsp9Fi1aBODBWz6TJ09GWloa8vPzsXXrVtSuXdvER+XKlfHLL7/g3r17yMrKwk8//WS3u7cA5Z/B5G3TUsaSRsrOMw8ludJqWdVrb/0np+PZ/zR2ln3NY0zQas1pDGuH/rz3X3yaeA2Jyer6QKtdqU6plrYMqzxY+rP0JmpxcTFXO62mNLdv38bWrVsxfPhwuLu7m9XodDqj327duiEjIwMbN27E4cOHER0djTZt2iAzM9OoSU1Nxe+//45169Zh3bp12LVrF6ZNm2aMLyEhAYsXL8b8+fNx+vRpjB49Gn369DH+rTdsNzdu3DhMmzYNZ86cQYMGDZCTk4MOHTpg7dq1OHr0KNq3b49OnTrh8uXLAIDVq1cjKCgIn3zyCW7cuIEbN26YbZ81a9Zg5MiReO+993Dq1Cm89dZbGDhwIHbs2GHSfpMmTUL37t1x4sQJdOjQAQMHDpS9y0nKLEGdmZmJFStWoGnTpka/er0eQUFB+O2335CcnIxPP/0UEyZMwIoVK0zKbtu2DSkpKUhMTMS6deuM5ceNG4eRI0fizJkzaNeuXbkYdu3ahX79+mHkyJFITk7G999/j0WLFuHzzz830U2cOBGvvPIKTp48iUGDBknmpAUuzyxu3rwZ7du3L/d7+/btsXXrVh5VPlacOHHCqjYtZSxppOw881CSK62WVb321n9yOp79T2Nn2dc8xgSt1pyGdu1Qnu2rRqdUS1uGVR4s/UndLjRg6ZlGrXZaTWnOnz8PQgjq1Klj8nuVKlXg4eEBDw8PfPjhh8jNzcXu3btx8OBB/Pbbb4iJiUGtWrXwxRdfwMfHBytXrjTWrdfrsWjRItSrVw8tWrRA3759je8J3LlzB1OnTsVPP/2Edu3aITw8HAMGDECfPn3w/fffA3i4TNHkyZMRHx+PmjVronLlymjYsCHeeusthIaGolatWpgyZQpq1qyJP//8E8CDizyOjo6oWLEi/P39zb6Qmpubiy+++AIDBgzAsGHDULt2bYwZMwZdu3bFF198YdJ+AwYMQK9evRAREYGpU6ciJycHBw8elGxLvV6PefPmwcPDA+7u7vD19UVKSgp++ukno18nJydMmjQJMTExCAsLQ+/evdGzZ89yk0V3d3f8+OOPiIqKQlRUFPLy8gAAo0aNQteuXREWFmZ2d5XPP/8c48aNQ//+/REeHo74+HhMmTLF2LYGXn/9dQwcOBDh4eGoUaOGZE5a4DJZ9PX1xR9//FHu9z/++EOshi8QCJ54lK4dKhBo4eDBgzh27BiioqKML9kcP34cOTk58PX1NU4kPTw8cPHiRaSmphrLhoaGwtPT0/g9ICDAuMLIxYsXkZubi/j4eBMfixcvNvEBwGRjDODB+whjx47Fc889Bx8fH3h4eODMmTPGK4u0nDlzBrGxsSa/xcbG4syZMya/NWjwcCUNd3d3eHp6llsppSy9e/fGsWPHcPz4cezevRsRERFo27YtcnJyjJpvv/0WTZo0QdWqVeHh4YElS5aUy6F+/fpm364v2yZlSU5OxuTJk03adsiQIbhx44bJRNiSHybI3qRWycKFC4mjoyPp2LEjmTJlCpkyZQrp2LEjqVChAlm4cCGPKrljzWcWS0pKrGrTUsaSRsrOMw8ludJqWdVrb/0np+PZ/zR2ln3NY0zQaqU0W06nkclrT5PNp66r9q/VrlSnVEtbhlUerPzl5eWR06dPyz4zqNfrZX0Y7FLPLFoqT6spza1bt4hOpyMJCQlm7a1atSIjR44ker2eTJs2jVSvXp2cO3eu3OfmzZtEr9cbn1kszddff01CQkIIIYTs27ePACA7d+4s5+Py5cuEEEK2b99OAJA7d+6Y+HnrrbdIeHg4WbVqFTlx4gQ5d+4cadiwoclzgiEhIeXecyj9XJ9eryeVKlUiixYtMtHMmjWLhIWFGdsPAFmzZo2JxtvbW3Y+Ymir0ty4cYMAID/88AMhhJBff/2VuLi4kG+//ZYcOXKEnDt3jgwZMsSkzQzPLJbmwoULBAA5evSoZG6EEOLi4kKmT59uto8MY9hcbmWxq2cWSzNgwADs2bMHXl5eWL16NVavXg0vLy/s3r0bAwYM4FHlY8Uvv/xiVZuWMpY0UnaeeSjJlVbLql576z85Hc/+p7Gz7GseY4JWK6UxrB2acXSbWTuNf612pTqlWtoyrPJg6e/+/fuydkuremi102pK4+vri9atW+Obb76RjT8zMxPR0dFIS0tDhQoVEBERYfKpUqUKVd3+/v5wdnbG5cuXy/kw7HomtVXunj17MGDAALRq1Qr169eHv78//v33XxNNxYoVce/ePdk86tatiz179pTzHRkZqeiZxLKY2xrPsK/y7du3jfU0b94cw4YNQ+PGjREREYGUlBRZvwD9kjgNGjRASkpKubaNiIiAg4N1Vz5ktnROWZo2bYqlS5fycv9YI3dw8LBpKWNJI2XnmYeSXGm1rOq1t/6T0/Hsfxo7y77mMSZotTzbQKtdqU6plrYMqzxY+rM0mTC8uMHLTqspy7Rp0/Dyyy8jJiYGEydORIMGDeDg4ICkpCScPXsWTZo0QUlJCeLi4tCsWTN06dIFM2bMQO3atXH9+nWsX78er7zyCtWzb25ubhg7dixGjx4NvV6P5557DllZWcaLRf3795d8UahWrVpYvXo1YmNj4evri/Hjx5fThoaGYu/evbh27RqcnZ1RpUqVcu3z/vvvo3v37mjcuDHi4uKwdu1arF69Glu3blXVfqXJzc01bgucnp6OKVOmwMXFBS1btjTmsHjxYmzevBlhYWFYsmQJjh49ivDwcFm/tHGNGTMGffr0QY0aNfDaa6/BwcEBx48fx6lTp/DZZ59pyk0p3Kamqamp+OSTT/D6668bnwvYuHEjTp8+zavKx4bQ0FCr2rSUsaSRsvPMQ0mutFpW9dpb/8npePY/jZ1lX/MYE7RatW2QmJyOpOIakm9KW7LTxqdEp1RLW0arnYc/S+sAOjs7c7XTaspSp04dHD16FHFxcfjoo4/QsGFDxMTEYO7cuRg7diymTJkCZ2dn6HQ6bNiwAS1btsTAgQNRu3Zt9OzZE5cuXYKfnx91fFOmTMH48eORkJBgXNd4/fr1CAsLAwDJNf+++uorVKpUCR07dkSnTp3Qrl07REdHm2gmT56Mq1evombNmqhatarZ+rt06YLZs2fjiy++QFRUFL7//nssXLgQrVu3VtV+BnQ6HRYsWICAgAAEBATg+eefx61bt7BhwwZERUUBAN566y107doVPXr0QNOmTXH79m0MHjzYom9LuwMZaN++PdatW4ctW7bg6aefxrPPPouvv/4aISEhqvNSjexNapXs3LmTuLq6kri4OFKxYkWSmppKCCEkISGBvPrqqzyq5I41n1nMyMiwqk1LGUsaKTvPPJTkSqtlVa+99Z+cjmf/09hZ9jWPMUGrVdMGW06nkZAP15HwcetIyIfryJbTaYrsSuJTolOqpS2j1c7aX15eHjl58qTsM4uFhYWyPgx2qWcWLZWn1agpY08aLXZ7LMuyX9X0vzns9pnFcePG4bPPPkNiYqLJDPqFF17A/v37eVT5WLFy5Uqr2rSUsaQxZ09MTsfQH7ZKXhHRmoeSXGm1rOq1t/6T0/Hqf1o7y77mMSZotWra4OHSOoCjTlduaR1LdiXxKdEp1dKW0Wrn4c/SsjV37tzhaqfV8PJrLY0Wuz2WZdmvavqfF1wmiydPnsQrr7xS7vdq1arh1q1bPKoUPCIYFiM+fM8TQxYfkr2FJhA8qRiW1tGBoISQckvrWLIL7AdnZ2fMmzcP8+bN03RbVCCwJVwmiz4+PmZXWz969CiqV6/Oo8rHiueff96qNi1lLGnK2g1XRAh0kldEtOahJFdaLat67a3/5HQ8+l+JnWVf8xgTtFo1bRAf6YcF/WLQJdIHC/rFID7ST5FdSXxKdEq1tGW02nn4c3FxkbWXXnuQh51Ww8uvtTRa7LzKZucVocDBFdl55d+I1hoTrUaJzhpwmSz27NkTH374IdLS0qDT6aDX67Fnzx6MHTsW/fr141HlY0VWVpZVbVrKWNKUtRuuiDjoIHlFRGseSnKl1bKq1xr9l5icjslrk7HtrPyCs5Z88+h/JXaWfc1jTNBq1bZBfKQfetZxkpwIWrLTxqdEp1RLW0arnYc/S9v92evb0Kz8Wkujxc6jbHZeEf69fR9380vw7+37ZieMWmKi1SjRWQMuk8WpU6fiqaeeQnBwMHJychAZGYmWLVuiefPm+OSTT3hU+Vhx5MgRq9q0lLGkKWs3XBGJ9siWvCKiNQ8ludJqWdXLu/9K7zk8c/89qtv8Ur559L8SO8u+5jEmaLU820CrXalOqZa2DKs8WPorLCyUXT7HHrf7Y+nXWhotdh5lcwqKoYMOBIAOOuQUlN+fW0tMtBolOkvIjWNauKyzWLFiRSxYsACffvopTp48iZycHDRu3Bi1atXiUZ1AhsTkdOxLvY27ua52U298pB/O77ore0VEoA5zew6LdhYIlOHk5ISSkhLk5ubC1dW6506BbfFwroBbOQ+2RCQg8HDmthy11Si9l7VadITFlNMCJSUlOHnyJEJCQlCpUiXe1XEhOzsb3t7eyMrKgpeXF9e6CgsLJddhUmIzXGUyTB7knm1SWpechqZeVjmq1SjVsqqXZ96Auj6X8s0iZy12ln3NY0ywilFLG2i1K9UlJqdjz7kMxNaqxvRcwioPlv6uXr2Ke/fuoVq1anBzc4NOpzOx6/V62V00tNppNbz8Wkujxc6rbE5+EXILi+FWsQI8XMpPsLTERKtRopOCEILc3FxkZGTAx8cHAQEB5TS0cxsuU+ZRo0ahfv36eOONN1BSUoJWrVph7969cHNzw7p169C6dWse1T42rF69Gj179tRs03qVSa4uOQ1NvaxyVKtRqmVVL8+8gYe3+fdfuI2ia6ep+lvKN4uctdhZ9jWPMcEqRi1toNWuRGf4h4gOBIv2XVb0j09r5cHS3+7du9GqVSvjphJluX//Ptzd3SXLa7XTanj5tZZGi90aZW8y9kurUaKzhI+PD/z9/TX54DJZXLlyJfr06QMAWLt2LS5cuICzZ89iyZIl+Pjjj8vt4ygwhdX6Ts1q+uKnPReN67EpXV5D7XpRNPXawxpWSrTWWHNMa94G4iP9EB/ph+++20Wll/Jt72uo0WqU6HhobbUWHI1dic7c2o60k0U5/4nJ6ViZSuCbnC7pT+l6c6zWOAwICEC1atXM7hP866+/olevXpLltdppNbz8WkujxW6PZVn2q5r+L4uTk5NxT2stcJks3rp1yziL3bBhA7p3747atWtj0KBBmD17No8qHyuCgoKY2EpfZXK8lar42TW5uuQ0NPWyylGtRqmWVb0881ZbRkrHImctdpZ9zWNM0Gp5toFWuxKd4R+BDiCK//Ep5d9wtdIBD9ZdlbpaqXT8s2gXg8bR0dHsH9sqVarILq+j1U6r4eXXWhotdnssy7Jf1fQ/N5jsJVOGGjVqkM2bN5Pi4mISHBxM1q1bRwgh5NSpU8THx4dHldyx5nZ/mZmZVrVpKWNJI2XnmYeSXGm1rOq1t/6T0/Hsfxo7y77mMSZotTzbQKtdqW7L6TTyn98OS24vqNT/pD9Pk/Bx6/+3deF6MnntaU3x0eptPbZZxcDTr7U0tjo+eJW11XlLLTbd7m/gwIHo3r076tWrB51Oh7i4OADAgQMH8NRTT/Go8rFi2bJlVrVpKWNJI2XnmYeSXGm1rOq1t/6T02nNJzE5HUPmbZJdvsdafc1jTNBq1R4jWsvS2A1rck756Q9ZnYH4SD8E3Tyg+C6FVBy0O9EoHf9a24WFDxZ9Y+n4UePX3jS2Oj54lWXZr2rO+7zgcht64sSJqFevHq5cuYJu3boZtzhydHTEuHHjeFQpEDyW2GrpI608fBlC/vaiwHaYvjlfFS/KPDPIC8MjK9+v2Y63XnlBjJH/IY4f+0Tr+fhR7lduCwi99tpr5X7r378/r+oeK5577jmr2rSUsaSRsvPMQ0mutFpW9SrJTesfc625acmH9mUIa/U1jzFBq1V7jGgta8leetUCBx2oX1hhfS6Jj/SDf0k91JepW2mdWtuNhQ82faP8ZSJrnKtYamx1fCgtS3s+Ztmvao41XjCdLI4ZM8bs797e3qhduza6du0qNlKnwNybdzxtWspY0kjZeeahJFdaLat6leSm9o+5knjkdFryMb4MIbOto6U6WPY1jzFBq1V7jGgta8luumqBdB8prVNNGa320iQmp+OPg7fR2VH6H1e8+02rnfb4UVOvvWlsdXwoLUt7PmbZr2qONV4wfWbx6NGjZj+///473nzzTURGRuLy5cssq3wsOXDggFVtWspY0kjZeeahJFdaLat6leRmeJ7LUaeDXsXSR1pz05IPzbaOlupg2dc8xgStVu0xorVsYnI6pm5MkXw2ytBHA2JD0bXqTep/iPA4l2i1GzBc/Vl/LgdDFh+SzJ13v2m10x4/auq1N42tjg+lZWnPxyz7Vc2xxgumVxZ37NghacvOzkbv3r0xbtw4/PLLLyyrFQgeS0ovQXQn5eAj82yLAbGto+2gfTbKuCbnFbo1Oe0dLbdv7Q1x/NgXrM7Hj2q/WmW7PwMHDx5Et27dcOnSJWtVyQxrbvendnV4ravKqymjdgV9nnkoyZXlSvpaNbboPzmdve/OQKtRouOhtcUOFZPXJuPnvf8ar4QMiA3F+I6RqmNUq6Utw2K3E6D0c2VACYHkJNnWY5tVDKUxvHzRuLo7OkWHaPKbmJyOv1LS0LKOv+ykxtbtaI9l7XEHFzlo5zZcls6RokqVKsjMzLRmlY8kGzdutKpNSxlLGik7zzyU5EqrZVWvvfWfnI5n/9PYWfY1jzFBq+XZBlJ2wy0zBwtL0tDWo1ZLW0ar3YDh6k9stWLZ23y2HtusYjBgmCT/vPdfvLPilMVlWeT8GnwtPXBF9lY+bXy2PEfYoqytzlu8sepkcf/+/ahZs6Y1q3wkuXnT3G6U/GxayljSSNl55qEkV1otq3rtrf/kdDz735I9MTkdy1KKLP7RY9l/vLRa2khtWeOzUZ73qJ6N4tU+tGW02ksTH+mHZi7XZXO25dhmGYOB0i9f6ECw/8Jt1X4NvvTQGW/la4mPZzvZY1mW/armWOMF02cWT5w4Yfb3rKwsHD58GFOnTsWECRNYVvlY4ucnfZLjYdNSxpJGys4zDyW50mpZ1Wtv/Sen49n/cnbaLeBoY1Si46HV0kZaysZH+uHeWWeqZ6N4tQ9tGa12Hv54x8zyXGb6Zrvll+Hk/CrZ1tHW7WiPZVn2q5pjjRdMn1l0cHCATqeDOZdVqlTBmDFj8OGHH0Kn07Gq0mpY85nFnJwceHh4WM2mJg5ajZSdZx5KcqXVsqrX3vpPTsez/+XsSp63Y9l/vLRa2ohH+2rRKdXSlmGVB0t/vGNmfS5LTE7H/gu30SjQDZ2iQzX5TUxOx98pN9CiToDsPzZ4tuPDZzCl87HVsWWtv1FqjjWl2OSZxYsXL+LChQu4ePGiyef27dvIyMjAuHHjHsmJorVZsmSJVW1ayljSSNl55qEkV1qtJV1icjoGzF5r8bapvfWfnI5n/8vZabeAo41RiY6HVksb8WhfLTqlWsN2gp9+v1KTT6Xjn4U/3m3P+lwWH+mH8R0jcfWA5efcLPmNj/RDQNo+i1el5fzQ9L3UedP0GczTkudVWx1b1vobpea8zwumt6FDQuTfwBIIHkce5S2c7BGxBdzjgT1sJyiwDTR9L3feNPcMphg7tsWqL7gI6Hj22WetatNSxpJGys4zD9pcE5PTkexcl2pDdzmfhhMboXgg3N76T07Hs/8t2eMj/fBxh6cs/oHQmqM1tFraiFf7qtUp0Zrb8UKtT6Xjn4U/3m3P8lzGw68WDU3fy503Sy+ATaCTvLtgq2PLWn+j1PQ/L8Rk0Q5xdHS0qk1LGUsaKTvPPGg0D3d6uG9xeQhLPo3LlFBs4WTOj+F2zaEbharq11pGTR/RarTYWfW1Eh0PLc820GpXqlOiVbIDEas8WPrj3fYsxzcPv1o0NH0vd94svbvQxy2rSP6j0VbHlj2et3gjJot2yJ49e8z+/mBSIf38hlQ5SzYtZSxppOxqY2URE1BqeYhSOz2o9alkC6eyfko/m/P5X7dU9a2amGl0PPufxs6qr5XoeGh5toFWu1KdEq2S7QRZ5cHSH6+2N/zjcFHiEc0xqC3DW0PT95bOm4ZnMIsvSbeTXIxa/l5astvjeYs3YrL4iGCYVBy+50l1JUyp78lrk5n6tAWGPM7lulrUKnmJgob4SD+0qax8Cyel66M9TiQmp2Nbps8jP+4E0hj+4Ndyy1Ptw97GiZLzjLmyhn8crr5Z1W5y4gFN36s9bwLy48LS30teY8rexipLmC6dk52dbfZ3d3d3u7qcqgZrLp1z9+5d+Pj4mPxGs5yIuXKWbKYPIhOTf+HJ+TOU3Zl8Da0jq0se7FI+1MSqNg+5+HeduY5WdQMtai21hSWNYRmIBv7O6PJ0TZPfaeKmqV9tGTV9JJUPrQ+abdm0trkanRItzfjXcozQxKLVrlSnVEtbRss4YVlf6XrN9ZuS84zl8zgwIDZMdhtGXse9PWnU2C2NC7m/l7RjSulxqWSs0rQbzbmDBTZZOsfHxweVKlUq93F1dUWdOnWwYMECltU9tuzatavcbzTbd5krZ8lW+spW2duxcv4MB8avh67LXumU8qEmVjmbyQPVlFfo4iP98HSFy1QHolxMljSlryaMWnXWpK1K364ZXKdEMhaa+tWWUdpHcvnQ+njYX9KPAWhpc7U6Wi3N+Nd6jNDEotWuVKdUS1tGyzhhWR8g329KzjNy53HaxbN5Hff2pFFjtzQu5P5e0o4ppcelkrFqKWfac4c1YTpZ3LFjB7Zv317u89tvv6FHjx54//33sXDhQpZVPpZcv3693G8023eZK2fJZnryMj2o5PzRbgkl5UNNrHI2kweqZd6eU1KXUp2UxtKtZsPtGt/8a5rjVFNGaR8puXVuqb/kHgPQ0uZqdbRamvGv9RihiUWrXalOqZa2jJZxwrI+QL7flJxn5M7jNM9x0uShtow9adTYLY0Lub+XtGNK6XGpZKxaylnJlovWgulksVWrVmY/nTt3xuTJk/HVV19h7ty5LKtUxLfffovQ0FC4uLigadOmOHjwoM1ikaNy5cpmf4+P9EO3CAfJE4xUOUs+DSevsgeVnD/aA0PKh5pY5Wyl8+gfnkd92V6uLqU6KQ3tMhBq20RrGaV9RJuPnA9Df8VWLZL8x4+WNlero9XSjH+txwhNLFrtSnVKtbRltIwTlvUB8v2m5Dwjl9P4jpFoGmT5mUdex709adTYacaF1N9L2jGl9LhUMlYt5cz6mXoWMH1m0RKpqalo3Lix5LONPFm+fDn69euH+fPno2nTppg1axZ+++03pKSkoFq1ahbLW/OZxfz8fLi4uFjNpiYO4MGl8t3/pOO52n6SB4aUD555KMmVVqu1XsNWXE2CPNGhUbDi8jz6z5JOaz40MVirr3mMCZrxr+UYoYlFq12pTqmWtgyrPFj509pvLOy0Gl5+raXheY6wRVlW7UYzBllgk2cWLZGVlQVvb29rVmnkq6++wpAhQzBw4EBERkZi/vz5cHNzw08//WSTeMyRmJyO1jN2oMGkLRi2tPxyAcOWHkHjyZvN2l79bi+iJibi1e/2mvw+c3MKWkzfjtZTN0g+91D2bejE5HQMXpSEjtPlt69bc/QaVhy8iDVHy98+latXTR6WytHmqsQfTUy0vuIj/XAjKx/vrTiiuG9p4zSQmJyOznN3o+mUTZi5OUVWK5Wb1nxofGjNmaZfZm5OQcyURERP3myxLSwdf2WRG/80Gkv9pKX9aOw0MajxyTpOpXVa0tOMG0t9q7UOmpx4tDXtGGcRH835mOc5gkdZrccsrQagO79YE6tdWSwqKkK/fv1QVFSElSvl9wllTWFhIdzc3LBy5Up06dLF+Hv//v1x9+5d/PHHH+XKFBQUoKCgwPg9OzsbwcHB3K4sGh5oLU2H+gGY1zsawIMBtuHkDQAEgM7E9up3e3H40h2jrUlIJawa2hwzN6fg2x3nTXyWvTxe9u2+4c9HWCxjKR65etXkYak+S3Waw5I/A3IxKfElp1FrM4e5cTT8+Qi8364OdW5a89Fqp6mfpl/MjQmptrB0/JVFaxtZ6iee7SuXs1T70PpUWoZFHkrqY3E8a62DxfGlJnfaMc4iPprzMc9zBI+yWo9ZWo0SHQtscmWxa9euZj9t2rRBcHAwdu7ciWnTprGskopbt26hpKQEfn6mEwc/Pz+kpaWZLZOQkABvb2/jJzhY+lYbC/alln+A9UCph1ofPuCqK2c7dS3LxHb6f993ns0o57Psg7Jl34bemZLxPy8PPZp7uFYuHrl61eRhqZylOs1hyR9NTEp8yWnU2sxhbhztTCnfNoB0blrz0WqnqZ+mX8yNCam2sHT8lUVrG1nqJ57tSxtDWZSORRZxKq3Tkp7F8ay1DhbHlzkslaEd4yziozkf8zxH8Cir9Zil1SjRWROmk8XSk6vSn3r16uHTTz/F2bNnERERwbJKbnz00UfIysoyfq5cucK1vmY1yz/A2rTUQ61lH3AtbatX3fTWftT/vrd+qvyzmGX9lH0bunWdaih9qZmYKWMpHrl61eRhqZylOs1hyR9NTEp8yWnU2sxhbhy1rmP+mVyp3LTmo9VOUz9Nv5gbE1JtYen4K4vWNrLUTzzblzaGsigdiyziVFqnJT2L41lrHSyOL3NYKkM7xlnER3M+5nmO4FFW6zFLq1GisyZWfcHFVqi5DV2WrKws+Pj44MqVK9xecNl+NgNfbD6LzPuFaF6zCr7q0cjEPmb5MRz6NxMxoZXL2fr8eABnbmSjboAX/ju4qfH32VvPYcOp66jkWhFvtqqJF8wcxNvPZiDp30w8HVoZLzxVDdvPZmD1kSsAdOgaHWS2jKV45OpVk4elcrS5KvFHE5MSX3IatTZzbD+bgR92peJuXhFerBeAkXG1FOemNR+tdpr6afpl9tZz/xvLQNfoYNm2sHT8Kc3PksZSP/FsX9oY1PhkHafSOi3pWRzPWutgcXypKUM7xlnER3M+5nmO4FFW6zFLq1Gi04rhEbu7d+/KvlPCfLK4f/9+rF27FoWFhWjTpg3at2/P0r1qmjZtimeeeca4dI9er0eNGjUwYsQIjBs3zmL5q1evcr8VLRAIBAKBQGBtrly5gqCgIEk708niypUr0aNHD7i6usLJyQnZ2dmYPn06xo4dy6oK1Sxfvhz9+/fH999/j2eeeQazZs3CihUr/r+9M4+P8dr/+Gdkl0RCIpGgWSwpkZCINSWq1t7mUsqlaHBpL6ESV3vjtkQpKbqokijtDVFKa2trKa4l9goRxBKxJfalSGSRyMz5/eGXuUYyM88zc848Ed/36zWvV+Z8P+d7vud8n3kcz3IOzp49W+FZxsrQaDS4fv06nJ2doVKpjOpNoXyGL/LqJVG1oJy/WFC+Xywo3y8Wz2O+GWN4+PAhvL29UaOG/icTuU4WW7dujTZt2mDhwoWwsrJCQkIC5s6di3v37vFqwiwWLFiAuXPn4ubNm2jVqhXmz5+Pdu0qvw2hBJZcy5GoGlDOXywo3y8WlO8Xi+qcb66TRScnJ2RkZGhfYiktLYWjoyOuXbsmaeHrF53qfKARlUM5f7GgfL9YUL5fLKpzvrm+DV1UVKQzQLa2trC3t0dBQQHPZgiCIAiCIAgLYc3b4XfffQcnJyft97KyMixduhTu7u7asvfff593s9UCOzs7xMfHw87OTulQCAtBOX+xoHy/WFC+Xyyqc7653ob29fU1+vKHSqXCxYsXeTVJEARBEARBCOSFWGeRIAiCIAiCMA2uzywSBEEQBEEQ1Quuk8WdO3eiefPmyM/Pr2DLy8tDYGAg9uzZw7NJgiAIgiAIQiBcJ4vz5s3D6NGjK31l3MXFBe+99x6++uornk0SBEEQBEEQAuE6WTx+/LjB7f169OiBo0eP8myyWrFw4UL4+vrC3t4e7dq1w+HDh5UOiRBAQkIC2rRpA2dnZ3h4eKBv377IyspSOizCQnz22WdQqVSIiYlROhRCINeuXcPQoUPh5uYGBwcHBAUF4ciRI0qHRQhArVZjypQp8PPzg4ODAxo1aoQZM2agOr0SwnWyeOvWLdjY2Oi1W1tb486dOzybrDasXr0aEydORHx8PNLT09GyZUv07NkTt2/fVjo0gjOpqamIjo7GoUOHsH37djx+/Bg9evRAYWGh0qERgklLS8O3336L4OBgpUMhBHL//n2Eh4fDxsYGW7ZswenTp/HFF1+gdu3aSodGCGD27NlISkrCggULcObMGcyePRtz5szBN998o3Ro3OD6NnSjRo3wxRdfoG/fvpXa161bh0mTJtHSOZXQrl07tGnTBgsWLADwZC/qhg0bYvz48YiLi1M4OkIkd+7cgYeHB1JTU9G5c2elwyEEUVBQgNDQUCQmJuLTTz9Fq1atMG/ePKXDIgQQFxeH/fv3Y+/evUqHQliAN954A56envj++++1Zf3794eDgwN++OEHBSPjB9cri6+//jqmTJmCR48eVbAVFxcjPj4eb7zxBs8mqwWlpaU4evQounXrpi2rUaMGunXrhoMHDyoYGWEJ8vLyAAB16tRROBJCJNHR0fjLX/6i8zsnqie//vorwsLCMGDAAHh4eCAkJARLlixROixCEB07dsSOHTtw7tw5AE8eydu3bx969+6tcGT84LqDy8cff4x169ahadOmGDduHAICAgAAZ8+excKFC6FWq/HRRx/xbLJacPfuXajVanh6euqUe3p64uzZswpFRVgCjUaDmJgYhIeHo0WLFkqHQwhi1apVSE9PR1pamtKhEBbg4sWLSEpKwsSJE/Hvf/8baWlpeP/992Fra4uoqCilwyM4ExcXh/z8fLz88suwsrKCWq3GzJkzMWTIEKVD4wbXyaKnpycOHDiAMWPGYPLkydqHO1UqFXr27ImFCxdWmBARxItMdHQ0MjMzsW/fPqVDIQRx5coVTJgwAdu3b4e9vb3S4RAWQKPRICwsDLNmzQIAhISEIDMzE4sWLaLJYjXkp59+wooVK7By5UoEBgYiIyMDMTEx8Pb2rjb55r43tI+PDzZv3oz79+/j/PnzYIyhSZMm9GCvAdzd3WFlZYVbt27plN+6dQv16tVTKCpCNOPGjcPGjRuxZ88eNGjQQOlwCEEcPXoUt2/fRmhoqLZMrVZjz549WLBgAUpKSmBlZaVghARvvLy80Lx5c52yZs2aYe3atQpFRIjkgw8+QFxcHAYNGgQACAoKQk5ODhISEmiyaIzatWujTZs2otxXK2xtbdG6dWvs2LFD+3KQRqPBjh07MG7cOGWDI7jDGMP48eOxfv167N69G35+fkqHRAjktddew8mTJ3XKRowYgZdffhn/+te/aKJYDQkPD6+wHNa5c+fg4+OjUESESIqKilCjhu4rIFZWVtBoNApFxB9hk0VCHhMnTkRUVBTCwsLQtm1bzJs3D4WFhRgxYoTSoRGciY6OxsqVK/HLL7/A2dkZN2/eBPBk4XoHBweFoyN44+zsXOF5VEdHR7i5udFzqtWU2NhYdOzYEbNmzcLAgQNx+PBhLF68GIsXL1Y6NEIAkZGRmDlzJl566SUEBgbi2LFj+PLLLzFy5EilQ+MG16VzCPNYsGAB5s6di5s3b6JVq1aYP38+2rVrp3RYBGdUKlWl5cnJyRg+fLhlgyEUoUuXLrR0TjVn48aNmDx5MrKzs+Hn54eJEydi9OjRSodFCODhw4eYMmUK1q9fj9u3b8Pb2xuDBw/G1KlTYWtrq3R4XKDJIkEQBEEQBKEXrussEgRBEARBENULmiwSBEEQBEEQeqHJIkEQBEEQBKEXmiwSBEEQBEEQeqHJIkEQBEEQBKEXmiwSBEEQBEEQeqHJIkEQBEEQBKEXmiwSBEEQBEEQeqHJIkEQhASGDx+u3btdCYYNG4ZZs2ZZpK24uDiMHz/eIm0RBFH1oR1cCIJ44dG3BWM58fHxiI2NBWMMrq6ulgnqKY4fP46uXbsiJycHTk5Owtu7e/cu/P39kZGRAX9/f+HtEQRRtaHJIkEQLzw3b97U/r169WpMnToVWVlZ2jInJyeLTNL0MWrUKFhbW2PRokUWa3PAgAHw9fXF3LlzLdYmQRBVE7oNTRDEC0+9evW0HxcXF6hUKp0yJyenCrehu3TpgvHjxyMmJga1a9eGp6cnlixZgsLCQowYMQLOzs5o3LgxtmzZotNWZmYmevfuDScnJ3h6emLYsGG4e/eu3tjUajXWrFmDyMhInfLExEQ0adIE9vb28PT0xFtvvaW1aTQaJCQkwM/PDw4ODmjZsiXWrFmjU//UqVN44403UKtWLTg7O6NTp064cOGC1h4ZGYlVq1aZMpwEQVQzaLJIEARhIsuWLYO7uzsOHz6M8ePHY8yYMRgwYAA6duyI9PR09OjRA8OGDUNRUREA4MGDB+jatStCQkJw5MgR/P7777h16xYGDhyot40TJ04gLy8PYWFh2rIjR47g/fffx/Tp05GVlYXff/8dnTt31toTEhKQkpKCRYsW4dSpU4iNjcXQoUORmpoKALh27Ro6d+4MOzs77Ny5E0ePHsXIkSNRVlam9dG2bVtcvXoVly9f5jxqBEE8dzCCIAhCS3JyMnNxcalQHhUVxfr06aP9HhERwV555RXt97KyMubo6MiGDRumLbtx4wYDwA4ePMgYY2zGjBmsR48eOn6vXLnCALCsrKxK41m/fj2zsrJiGo1GW7Z27VpWq1Ytlp+fX0H/6NEjVrNmTXbgwAGd8r///e9s8ODBjDHGJk+ezPz8/FhpaameUWAsLy+PAWC7d+/WqyEI4sXAWuG5KkEQxHNLcHCw9m8rKyu4ubkhKChIW+bp6QkAuH37NoAnL6rs2rWr0ucfL1y4gKZNm1YoLy4uhp2dnc5LON27d4ePjw/8/f3Rq1cv9OrVC2+++SZq1qyJ8+fPo6ioCN27d9fxU1paipCQEABARkYGOnXqBBsbG719c3BwAADtVVGCIF5caLJIEARhIs9OtlQqlU5Z+QRPo9EAAAoKChAZGYnZs2dX8OXl5VVpG+7u7igqKkJpaSlsbW0BAM7OzkhPT8fu3buxbds2TJ06FdOmTUNaWhoKCgoAAJs2bUL9+vV1fNnZ2QH430TQEPfu3QMA1K1b16iWIIjqDU0WCYIgLERoaCjWrl0LX19fWFtLO/22atUKAHD69Gnt3wBgbW2Nbt26oVu3boiPj4erqyt27tyJ7t27w87ODrm5uYiIiKjUZ3BwMJYtW4bHjx/rvbqYmZkJGxsbBAYGyuojQRDVD3rBhSAIwkJER0fj3r17GDx4MNLS0nDhwgVs3boVI0aMgFqtrrRO3bp1ERoain379mnLNm7ciPnz5yMjIwM5OTlISUmBRqNBQEAAnJ2dMWnSJMTGxmLZsmW4cOEC0tPT8c0332DZsmUAgHHjxiE/Px+DBg3CkSNHkJ2djeXLl+ssF7R371506tRJ0lVIgiCqNzRZJAiCsBDe3t7Yv38/1Go1evTogaCgIMTExMDV1RU1aug/HY8aNQorVqzQfnd1dcW6devQtWtXNGvWDIsWLcKPP/6ovQo4Y8YMTJkyBQkJCWjWrBl69eqFTZs2wc/PDwDg5uaGnTt3oqCgABEREWjdujWWLFmic5Vx1apVGD16tKCRIAjieYIW5SYIgqjiFBcXIyAgAKtXr0aHDh2Et7dlyxb885//xIkTJyTfLicIovpCVxYJgiCqOA4ODkhJSTG4eDdPCgsLkZycTBNFgiAA0JVFgiAIgiAIwgB0ZZEgCIIgCILQC00WCYIgCIIgCL3QZJEgCIIgCILQC00WCYIgCIIgCL3QZJEgCIIgCILQC00WCYIgCIIgCL3QZJEgCIIgCILQC00WCYIgCIIgCL3QZJEgCIIgCILQC00WZbJnzx5ERkbC29sbKpUKGzZskO1j69ataN++PZydnVG3bl30798fly9f5h4rQRAEQRCEudBkUSaFhYVo2bIlFi5caFL9S5cuoU+fPujatSsyMjKwdetW3L17F/369eMcKUEQBEEQhPnQ3tBmoFKpsH79evTt21dbVlJSgo8++gg//vgjHjx4gBYtWmD27Nno0qULAGDNmjUYPHgwSkpKUKPGk7n6b7/9hj59+qCkpAQ2NjYK9IQgCIIgCKJy6MoiZ8aNG4eDBw9i1apVOHHiBAYMGIBevXohOzsbANC6dWvUqFEDycnJUKvVyMvLw/Lly9GtWzeaKBIEQRAEUeWgK4tm8OyVxdzcXPj7+yM3Nxfe3t5aXbdu3dC2bVvMmjULAJCamoqBAwfizz//hFqtRocOHbB582a4uroq0AuCIAiCIAj90JVFjpw8eRJqtRpNmzaFk5OT9pOamooLFy4AAG7evInRo0cjKioKaWlpSE1Nha2tLd566y3QvJ0gCIIgiKqGtdIBVCcKCgpgZWWFo0ePwsrKSsfm5OQEAFi4cCFcXFwwZ84cre2HH35Aw4YN8ccff6B9+/YWjZkgCIIgCMIQNFnkSEhICNRqNW7fvo1OnTpVqikqKtK+2FJO+cRSo9EIj5EgCIIgCEIOdBtaJgUFBcjIyEBGRgaAJ0vhZGRkIDc3F02bNsWQIUPwzjvvYN26dbh06RIOHz6MhIQEbNq0CQDwl7/8BWlpaZg+fTqys7ORnp6OESNGwMfHByEhIQr2jCAIgiAIoiL0gotMdu/ejVdffbVCeVRUFJYuXYrHjx/j008/RUpKCq5duwZ3d3e0b98en3zyCYKCggAAq1atwpw5c3Du3DnUrFkTHTp0wOzZs/Hyyy9bujsEQRAEQRAGockiQRAEQRAEoReLPbOYm5uLnJwcFBUVoW7duggMDISdnZ2lmicIgiAIgiBMQOhk8fLly0hKSsKqVatw9epVnaVhbG1t0alTJ7z77rvo379/hZc+CIIgCIIgCOURdhv6/fffx7Jly9CzZ09ERkaibdu28Pb2hoODA+7du4fMzEzs3bsXq1atgpWVFZKTk9GmTRsRoXBBo9Hg+vXrcHZ2hkqlUjocgiAIgiAIs2CM4eHDh/D29jZ40U7YZHHy5MmYNGkS3NzcjGp///13FBUVoV+/fiJC4cLVq1fRsGFDpcMgCIIgCILgypUrV9CgQQO9dnrBRSJ5eXlwdXXFlStXUKtWLaXDIQihDP3uD5y+kY/mXrXww6h2Few7z97G57+fxZ9FJQhvVBdf/q2VbB+G7MbqStV8/d9srDt6BVAB/UIbYkK3Jnr7LKVPPGM0Fps54yc1PjnjI9Xn04g+TkyJ0dy8mdsnqceZiLHm1bYUPxNXZ2D/hbtwc7TDpJ4B6Pqyh6x2jLUh8vyiz27ub1aqRo7OXPLz89GwYUM8ePAALi4uenUWmyyWlZVh9+7duHDhAt5++204Ozvj+vXrqFWrlnZ3k6pMfn4+XFxckJeXR5NFolrTP+kAjubc135v7VMba8d01H7ffvoWRqcc0anzepAXEoeESvZhyG6srlTN3K1ZWLjrvE5Z9KuN8UHPgAp9ltInue0b0hiLzZzxkxqfnPGR6vNpRB8npsRobt7M7ZPU40zEWPNqW4qfsSvSsfnkDR3NknfC0L25p6R2jLUh8vyiz27ub1aqRo6OB1LnNhZ5qyQnJwdBQUHo06cPoqOjcefOHQDA7NmzMWnSJEuE8FyRlpZmUZs5dYxp9NlF9kNOX6VqebVb1fJXmS7zWp7O91PPfD944c8KPv64qFtmzIchu7G6UjW7z96uWJZVsQyQ1ie57RvSGIvNnPGTGp+c8ZHq82lEHyemxGhu3sztk9TjTMRY82pbip9Dlfh9tsyccRJ5ftFnN/c3K1UjR2dJLDJZnDBhAsLCwnD//n04ODhoy998803s2LHDEiE8Vxw5csSiNnPqGNPos4vsh5y+StXyareq5a8yXYv65bcintx0CKyve2uiQ6OKzyG389ctM+bDkN1YXamaLpXc9uoSULEMkNYnue0b0hiLzZzxkxqfnPGR6vNpRB8npsRobt7M7ZPU40zEWPNqW4qf9pX4fbbMnHESeX7RZzf3NytVI0dnSSxyG9rNzQ0HDhxAQEAAnJ2dcfz4cfj7++Py5cto3rw5ioqKRIdgNpa8DX358mX4+vpazGZKHFI1+uwi+yGnr1K1vNqtavnrn3QAJ68+QFAD1wq3YjKvPkCLZ8rL2X76FmZuOo07+Y8Q8bJnpbdrjfkwZDdWV6pm7tYsrE7LhVqtxtvt/fTeYpXaJ54xGovNnPGTGp+c8ZHq82lEHyemxGhu3sztk9TjTMRY82pbip+xK9Kx99wd1LJXYVqfljq3oKW0Y6wNkecXfXZzf7NSNXJ05iJ5bsMsgKurKzt16hRjjDEnJyd24cIFxhhje/fuZR4eHpYIwWzy8vIYAJaXlye8rd27d1vUZk4dYxp9dpH9kNNXqVpe7Val/PVL3M98/rVR++mXuF92m6bmX4qdZ65FHBNStSLHwFy7XJ1crdQ6vPrB09/u3buZRqNhpaWlrLi4uMInNTW10nJedqkaUX4tpTHHXhXr8syrKfl/9lNaWso0Go3e41zq3MYiO7j06NED8+bNw+LFiwEAKpUKBQUFiI+Px+uvv26JEJ4rTp8+jYiICIvZTIlDqkafXWQ/5PRVqpZXu1Upf8aeixGZfyl2nrkWcUzwitGcMTDXLlcnVyu1Dq9+8PSXnZ0NX19fvXe+7O3tcenSJb31zbVL1YjyaymNOfaqWJdnXk3Jf2XUrFkTXl5esLW1NdmHRSaLX3zxBXr27InmzZvj0aNHePvtt5GdnQ13d3f8+OOPlgjhucLQwpgibObUMabRZxfZDzl9larl1a4l8jd3axZWH85FcbE3CrZm6b212KK+y/+/cccAqCo8FyMy/1LsPHMt4piQqhU5Buba5erkaqXW4dUPXv40Gg0CAgLw+PFjeHt7w9bWtsJmDPfu3UOdOnX0+jDXLlUjyq+lNObYq2Jdnnk1Jf9PwxhDaWkp7ty5g0uXLqFJkyYm75Zn0aVzVq9ejePHj6OgoAChoaEYMmSIzgsvVRlaOod4HjBlOZRT1/IQWN9F6HMxBPE88ejRI1y6dAk+Pj6oWbOm0uEQhFkUFRUhJycHfn5+sLe317FVqaVz9uzZAwAYMmQI5syZg8TERIwaNQo2NjZaG/E/kpOTLWozp44xjT67yH7I6atULa92RedP7nIoa8d0xL8a3ax0oigy/1LsPHMt4piQqhU5Buba5erkaqXW4dUPnv4KCgoMXoW5e/euwfrm2qVqRPm1lMYce1WsyzOvpuS/Mky9mqjjg0McRnn11Vdx7969CuV5eXl49dVXZfnas2cPIiMj4e3tDZVKhQ0bNhjU7969GyqVqsLn5s2bstq1JI8ePbKozZw6xjT67CL7IaevUrW82pXbt+2nb6HLnF1IOOeGsSvSjfqXuxyKoZhE5l+KnWeuRRwTUrUix8Bcu1ydXK3UOrz6wdOfsZtuGo1GqF2qRpRfS2nMsVfFujzzakr+RWGRySJjrMLzHgDw559/wtHRUZavwsJCtGzZEgsXLpRVLysrCzdu3NB+PDwM/wOqJI0bN7aozZw6xjT67CL7IaevUrW82pXTt/JdDC7fK0Ips8LmkzeMThg/6BmA6Fcbw93JFrVsDN+CNhaTyPxLsfPMtYhjQqpW5BiYa5erk6uVWodXP3j6s7Y2/Ej/s7fzeNulakT5tZTGHHtVrMszr6bkXxRCX3Dp168fgCdvPw8fPhx2dnZam1qtxokTJ9Cxo7znpHr37o3evXvLjsXDwwOurq6S9SUlJSgpKdF+z8/Pl92mqbRo0cKiNnPqGNPos4vsh5y+StXyalefZuyKdBw4r0bH2+na9cTk7ipSzgc9A/BBzwDcuHEDXl5eJsckMv9S7DxzLeKYkKoVOQbm2uXq5Gql1uHVD57+jL05SpNFZSaLS5cuRUxMDB48eFDtJotP902qL0sh9Mqii4sLXFxcwBiDs7Oz9ruLiwvq1auHd999Fz/88IPIELS0atUKXl5e6N69O/bv329Un5CQoBNvw4YNLRDlEwzdWhdhM6eOMY0+u8h+yOmrVC2vdivT9E86gM0nb+BBcZnO1UO5u4qYEo8hncj8S7HzzLWIY0KqVuQYmGuXq5OrlVqHVz94+jO2WUT5P+jG7CUlJRg7dizGjh2rcwHCWH2pmsrq3Lx5ExMmTEDjxo1hb28PT09PhIeHIykpCUVFRdza5qExZPf19cXs2bN1yv72t7/h3LlzZvs2VvfVV1/VeXTN09MTAwYMQE5Ojll+DWme7ptUX5ZC6JXF8oeIfX19MWnSJNm3nHng5eWFRYsWISwsDCUlJfjuu+/QpUsX/PHHHwgN1b9Dw+TJkzFx4kTt9/z8fItOGIkXg+2nbz21YfyTRzXKrx52b+6JJe+EYeam07h+7yG6tWhgdFcRgiBebC5fvow+ffrA1dUVs2bNQlBQEOzs7HDy5EksXrwY9evXR/v27RWLjzEGtVpt9Da/PhwcHCy2isro0aMxffp0MMaQk5ODmJgYDB06FGvXrjXZZ2lpaaXljx8/5tK3x48fw8bGxiwflWJ0GXsOTJ06lV2+fJm7XwBs/fr1sut17tyZDR06VFYdS+7gkp2dbVGbOXWMafTZRfZDTl+lanm1+6zmk19P6eyi4vOvjWzMD0dNjtOUOqbkSKrGHDvPXIs4JqRqRY6BuXa5OrlaqXV49YOXv+LiYnb8+HFWXFxsUGPMB2OMPXr0iI0ZM4aNGTOGPXr0SHJ9qZpn6d69O2vQoAErKCio1K7RaLR+79+/z/7+978zd3d35uzszF599VWWkZGhbTs+Pp61bNmSpaSkMB8fH1arVi32t7/9jeXn52s1arWazZo1i/n6+jJ7e3sWHBzMfv75Z217W7duZQDY5s2bWWhoKLOxsWG7du1i58+fZ3/961+Zh4cHc3R0ZGFhYWz79u3aehEREQxPFoHVfhhjLDk5mbm4uOiMT2JiIvP392c2NjasadOmLCUlRccOgC1ZsoT17duXOTg4sMaNG+vEWBmdOnViEyZM0Clbvnw5q1mzptZvWVkZGzlypLbvTZs2ZXPnztWpExUVxfr06cM+/fRT5uXlxXx9fdnZs2cZALZq1SrWuXNnZmdnx5KTk3X6Vh7/hg0bWEhICLOzs2N+fn5s2rRp7PHjx1oNAJaYmMgiIyNZzZo1WXx8fIW+FBcXs9OnT1d6PEmd21jkBZdff/0VjRo1wmuvvYaVK1fqXIpXgrZt2+L8+fPGhQpx69Yti9rMqWNMo88ush9y+ipVa2675W81Ry7N0nlJ5dlbza19ald69VBU/gzpROZfip1nrkUcE1K1IsfAXLtcnVyt1Dq8+sHTn7E3UcvKyoTapWqe5s8//8R///tfREdH672Tp1KptH4HDBiA27dvY8uWLTh69ChCQ0Px2muv4d69e1rNhQsXsGHDBmzcuBEbN25EamoqPvvsM218CQkJSElJwaJFi3Dq1CnExsZi6NChSE1NBfDk/QQAiIuLw2effYYzZ84gODgYBQUFeP311/Hbb7/h2LFj6NWrFyIjI5GbmwsAWLduHRo0aICPP/5Y+2JqZeOzfv16TJgwAf/85z+RmZmJ9957DyNGjMCuXbt0xu+TTz7BwIEDceLECbz++usYMWJEpau0lMOeeRv+3r17+Omnn9CuXTutX41GgwYNGuDnn3/G6dOnMXXqVMTHx+Onn37Sqbtjxw5kZWVh+/bt2Lhxo7Z+XFwcJkyYgDNnzqBnz54VYkhNTcU777yDCRMm4PTp0/j222+xdOlSzJw5U0c3bdo0vPnmmzh58iRGjhypt0/mYJHJ4rFjx5CWlobAwEBMmDAB9erVw5gxY5CWlmaJ5iuQkZEh6cF/pThx4oRFbebUMabRZxfZDzl9lao1p92n32ouLoPOc4nlt5r//oof+tW9o3dhbFH5M6QTmX8pdp65FnFMSNWKHANz7XJ1crVS6/DqB09/+m4XlmPsmUZz7VI1T3P+/HkwxhAQoLsCgru7O5ycnODk5IR//etfKCoqwr59+3D48GH8/PPPCAsLQ5MmTfD555/D1dUVa9as0bat0WiwdOlStGjRAp06dcKwYcOwY8cOAMD9+/cxa9Ys/Oc//0HPnj3h7++P4cOHY+jQofj2228B/G+ZounTp6N79+5o1KgR6tSpg5YtW+K9996Dr68vmjRpghkzZqBRo0b49ddfAQB16tSBlZUVbG1tUa9ePdSrV6/S8fn8888xfPhwjB07Fk2bNsXEiRPRr18/fP755zrjN3z4cAwePBiNGzfGrFmzUFBQgMOHD+sdS41Gg8TERDg5OcHR0RFubm7IysrCf/7zH61fGxsbfPLJJwgLC4Ofnx+GDBmCQYMGVZgsOjo64rvvvkNgYCACAwNRXFwMAIiJiUG/fv3g5+dX6Zxk5syZiIuLQ1RUFPz9/dG9e3fMmDFDO7blvP322xgxYgT8/f3x0ksv6e2TOVhksggAISEhmD9/Pq5fv47vv/8eV69eRXh4OIKDg/H1118jLy/PuBM8WSg1IyMDGRkZAIBLly4hIyND+7+RyZMn45133tHq582bh19++QXnz59HZmYmYmJisHPnTkRHR3PvI0FUhrG3mrs398SUN5qjSc1iS4ZFEMQLwuHDh5GRkYHAwEDtnb3y3dTc3Ny0E0knJydcunQJFy5c0Nb19fWFs7Oz9ruXlxdu336y0P+lS5dQVFSE7t276/hISUnR8QEAYWFhOt8LCgowadIkvPLKK3B1dYWTkxPOnDmj/bdcKmfOnEF4eLhOWXh4OM6cOaNTFhwcrP3b0dERzs7O2n7oY8iQIcjIyMDx48exb98+NG7cGD169EBBQYFWs3DhQrRu3Rp169aFk5MTli9fXqEPQUFBlb5d/+yYPMvp06cxffp0nbEdPXo0bty4oTMRNuaHCwZvUgugpKSErVq1ivXo0YNZW1uzzp07s8aNGzNnZ2e2atUqo/V37dpV4TkGACwqKoox9uT5gIiICK1+9uzZrFGjRsze3p7VqVOHdenShe3cuVN23JZ8ZlGtVlvUZk4dYxp9dpH9kNNXqVpjun6J+1nTjzazfon7K9i2nbop6blEJfJnSCcy/1LsPHMt4piQqhU5Buba5erkaqXW4dUPXv6Ki4vZqVOnDD4zqNFoDPoot+t7ZtFYfamap7l79y5TqVQsISGhUntERASbMGEC02g07LPPPmP169dn2dnZFT537txhGo1G+8zi03z11VfMx8eHMcbYwYMHGQC2e/fuCj5yc3MZY4zt3LmTAWD379/X8fPee+8xf39/tnbtWnbixAmWnZ3NWrZsqfOcoI+PD/vyyy916j39XJ9Go2G1a9dmS5cu1dHMmzeP+fn5accPlbzf4OLiwpKTk/WOZflYPc2NGzcYALZ48WLGGGM//vgjs7e3ZwsXLmTp6eksOzubjR49WmfMyp9ZfJqLFy8yAOzYsWN6+8YYY/b29mz27NmV5qj8GK6sb8/y3DyzCABHjx7FuHHj4OXlhdjYWISEhODMmTNITU1FdnY2Zs6ciffff9+ony5duoAxVuGzdOlSAE/WKdq9e7dW/+GHH+L8+fMoLi7Gn3/+iV27dsneNcbSrFy50qI2c+oY0+izi+yHnL5K1RrS9U86gKM591FSpsbRnPvon3RAx15+q9nXrSbsamjwepBXpc8lKpE/QzqR+Zdi55lrEceEVK3IMTDXLlcnVyu1Dq9+8PRXWFho0G7oeTcedqmap3Fzc0OXLl2wYMECg/Hfu3cPoaGhuHnzJqytrdG4cWOdj7u7u6S269WrBzs7O+Tm5lbwUb56iL41ivfv34/hw4cjIiICQUFBqFevHi5fvqyjsbW1xcOHDw32o1mzZhWWw9u/fz+aN28u65nEZ3n8+HGFMisrKwBPng0tb6djx44YO3YsQkJC0LhxY2RlZRn0C0hfEic4OBhZWVkVxrZx48ZctvCTg9Clc8oJCgrC2bNn0aNHD3z//feIjIzUDno5gwcPxoQJEywRTpXH0I9DhM2cOsY0+uwi+yGnr1K1hnSZ18ofoXiy9M2paxUfqeje3BPdm3siKSkJY4ZEym5DVP4M6UTmX4qdZ65FHBNStSLHwFy7XJ1crdQ6vPrB05+xyUT5ixui7FI1z/LZZ5/hr3/9K8LCwjBt2jQEBwejRo0aSEtLw9mzZ9G6dWuo1Wp069YNHTp0QN++fTFnzhw0bdoU169fx6ZNm/Dmm29KevatZs2amDRpEmJjY6HRaPDKK68gLy8P+/fvR61atRAVFaX3RaEmTZpg3bp1CA8Ph5ubG6ZMmVJB6+vriwMHDuDatWuws7ODu7t7hfH54IMPMHDgQISEhKBbt2747bffsG7dOvz3v/81afyepqioSLs18K1btzBjxgzY29ujc+fO2j6kpKRg69at8PPzw/Lly3Hs2DH4+/sb9Cs1rokTJ2Lo0KF46aWX8NZbb6FGjRo4fvw4MjMz8emnn5rVN7lYZGo6cOBAXL58GZs2bULfvn0rTBSBJw/gVqV9EJXE19fXojZz6hjT6LOL7IecvkrR9k86gC9zX6pwxbCcFvVddL4HPvNdantK5M+QTmT+pdh55pr3MSFHK3IMzLXL1cnVSq3Dqx88/RlbB/DpHclE2KVqniUgIADHjh1Dt27dMHnyZLRs2RJhYWH45ptvMGnSJMyYMQN2dnZQqVTYvHkzOnfujBEjRqBp06YYNGgQcnJy4OnpKTm+GTNmYMqUKUhISECzZs3Qq1cvbNq0CX5+fgCgd82/L7/8ErVr18Ybb7yByMhI9OzZs8Lax9OnT8fVq1fRqFEj1K1bt9L2+/bti6+//hqff/45AgMD8e233yI5ORldunQxafzKUalUWLJkCby8vODl5YVXX30Vd+/exebNmxEYGAgAeO+999CvXz/87W9/Q7t27fDnn39i1KhRRn0b2x2onF69emHjxo3Ytm0b2rRpg/bt2+Orr76Cj4+Pyf0yFRUz9t8nzpQ3V9le0VWZ/Px8uLi4IC8vD7Vq1RLa1p07dyr9YYiymRKHVI0+u8h+yOmrMW35LeZyWvvUrvSN5f5JB5B59QFaNHDV+0azsfaUyJ8hncj8S7HzzDXPY4J3jOaMgbl2uTq5Wql1ePWDl79Hjx7h/Pnz2h1QKsPY4sfl9pKSEsTGxgIAvvrqK+0ERsriyaYssMzLr6U05tirYl2eeeW1wPajR49w6dIl+Pn5VTiepc5tLHbT+/vvv0eLFi1gb28Pe3t7tGjRAt99952lmn+uWLNmjUVt5tQxptFnF9kPOX01ps185pZyZbeYAWDtmI6IaZBjcKJorD0l8mdIJzL/Uuw8c83zmJCrFTkG5trl6uRqpdbh1Q+e/owtW3P//n2hdqkaUX4tpTHHXhXr8syrKfkXhUWeWZw6dSq+/PJLjB8/Hh06dAAAHDx4ELGxscjNzcX06dMtEQZRzRm7Ih17zt2BdZkXGp++he7NPQ3q+ycdQEZOA/w36YDeSV6L+i7/f2WRAVAZvMVMEATxLHZ2dkhMTFQ6DIIwD4PvSnPC3d2drVy5skL5ypUrmZubmyVCMBtLLp1z5swZi9rMqWNMo8/Oux9jfjhaYXmabadu6vXTL3G/jrayJW+e1jb5t2GNsbilaJTInyGdyPxLsfNoX65OhFbkGJhrl6uTq5Vah1c/ePmTst1fUVGRQR/m2qVqRPm1lMYce1WsyzOvpuS/Mp6bpXMeP35c6aKRrVu3lr2d0YuAoQXKRdjMqWNMo8/Oux+HLlZc+LqysnKk3l4GntxiXv5Xd6O3mM0dLyXyZ0gnMv9S7Dzal6sToRU5Buba5erkaqXW4dUPnv6MvXBZVd+G5uXXUhpz7FWxLs+8mvs2N08sMlkcNmwYkpKSKpQvXrwYQ4YMkeVrz549iIyMhLe3N1QqFTZs2CC57v79+2FtbY1WrVrJatPSpKenW9RmTh1jGn12ubGW7608bMMtnb2Vy2nv7yaprJz/vcH85IUrY7eXeYyFMY0S+TOkE5l/KXZeYy5HJ0IrcgzMtcvVydVKrcOrHzz9lZaWGlw+pypu98fTr6U05tirYl2eeTUl/5Vh6DiWirBnFidOnKj9W6VS4bvvvsO2bdvQvn17AMAff/yB3Nxcna35pFBYWIiWLVti5MiR6Nevn+R6Dx48wDvvvIPXXntN9qb0hLKU7638BCvt3spPL2ydOCQUY1ekY++5O7AqK8bcIR0MPrO4dkxH9E86gOM5f6KlTx2jVw0JgnhxsLGxgVqtRlFRERwcHJQOhyDM4um9rE1F2NI5UndJUalU2Llzp0ltqFQqrF+/Hn379jWqHTRoEJo0aQIrKyts2LBBu7e0VCy5dE5paanedZhE2EyJQ6pGn11OrNN/O43/7L+ko3FztMXRKd1NjluulsdYGNMokT9DOpH5l2LnNeZydCK0IsfAXLtcnVyt1Dq8+sHT39WrV/Hw4UN4eHigZs2aFZZ702g0BnfRMNcuVSPKr6U05tirYl2eeTUl/0/DGENRURFu374NV1dXeHl5VdBIndsIu7K4a9cuUa5lk5ycjIsXL+KHH36QvOp5SUmJdsN1QP+WRSJYt24dBg0aZDGbKXFI1eiz6yvvn3QAx3PvoeVL/7va16GRW4XJYjsDt5jl9FWqlsdYGNMokT9DOpH5l2LnNeZydCK0IsfAXLtcnVyt1Dq8+sHT3759+xAREYHbt29Xai8sLISjo6Pe+ubapWpE+bWUxhx7VazLM6+m5L8yXF1dUa9ePbN8WGTpHCXJzs5GXFwc9u7da3RF/qdJSEjAJ598IjAy/YhY30mp9br02Ssrf3oB7PI9lteO6ajdW3nmptO4fu8hurVoUOneynLilqu1xJpjSuTPkK6qr6EmVSNHJ0Kr1FpwUuxydXK1Uuvw6gdPf/fv34eXlxc8PDwq3Sf4xx9/xODBg/XWN9cuVSPKr6U05tirYl2eeTUl/89iY2NT6a55chE2WfzHP/6Bjz/+GA0aNDCqXb16NcrKymS/7GIMtVqNt99+G5988gmaNm0qq+7kyZN1nrvMz8/XbowuGkNjJsJmTh1jGn32ysoN7bFcvrfyb7/9hshI/RNFKTGZouUxFsY0SuTPkE5k/qXYeY25HJ0IrcgxMNcuVydXK7UOr37w9FeusbKy0rtFrb7dXXjYpWpE+bWUxhx7VazLM6+m5F8YXBbxqYSPP/6Y1apVi/Xu3ZslJiayw4cPs6tXr7K7d++y7Oxs9ssvv7APPviANWzYkLVr144dP35cdhsA2Pr16/Xa79+/zwAwKysr7UelUmnLduzYIbktS66zeO/ePYvazKljTKPPXlm5lLUPecRkipZXu1Utf4Z0IvMvxc4z1yKOCalakWNgrl2uTq5Wah1e/eDpT3TMvM9lvP1aSqPU70NUXaXOW6ai+DqLM2bMwLlz5xAeHo7ExES0b98eL730Ejw8PBAQEIB33nkHFy9exOLFi3Ho0CEEBwdzj6FWrVo4efIkMjIytJ9//OMfCAgIQEZGBtq1a8e9TR6sWrXKojZz6hjTVGbvn3QAYbP3oX/SAZ3ytWM6orVPbVhDo3cPZh4xmaLl1W5Vy58hnaj8S7XzzLWIY0KqVuQYmGuXq5OrlVqHVz94+hMdM+9zGW+/ltIo9fsQVVep85ZohD6z6OnpiY8++ggfffQR7t+/j9zcXBQXF8Pd3R2NGjWq8HaZFAoKCnD+/Hnt90uXLiEjIwN16tTBSy+9hMmTJ+PatWtISUlBjRo10KJFC536Hh4e2r2pCcvzv+cSVTrPJZazdkxHJCUlYcyYSOWCJAiCIAhCi8VecKlduzZq165ttp8jR47oLMtT/lxhVFQUli5dihs3biA3N9fsdpTklVdesajNnDrGNM/aDT2XKMUnj5hM0fJqt6rlz5BORP7l2HnmWsQxIVUrcgzMtcvVydVKrcOrHzz9iY6Z97mMt19LaZT6fYiqq9R5SzTP3dvQXbp0Mbga+dKlSw3WnzZtGqZNm8Y3KM5U9uadSJs5dfRpxq5Ix55zd+BszTDdykO7QHaL+i7aN56ByndOMbcfcvoqVcur3aqWP0M6Hn02x84z1yKOCalakWNgrl2uTq5Wah1e/eDpT3TMvM9lvP1aSqPU70NUXaXOW6KxyHZ/hDz++OMPi9rMqVOZZuyKdGw+eQMFJWW4UajG6JQj2H76ya45Up5LNLcfcvoqVcur3aqWP0M6Hn02x84z1yKOCalakWNgrl2uTq5Wah1e/eDpT3TMvM9lvP1aSqPU70NUXaXOW6KhySLBnUMX/zRYtnZMR/zT5yptsUcQBEEQzwHCtvurblhyuz8RK8eL2Amgf9IBZF7LQ4v6LjoTv/Iri0+z5J0wnb2aq8Lq+HK0ltjNwNL5M6ar6rszSNXI0YnQKrXLhNT45OjkaqXW4dUPnv5Ex0w7uJhvr4p1q+IOLoaQOrdR5MpiamoqNm/ebNJOAC8CW7ZssajNlDrlbzWXlKm1bzWXkzgkFK8HecHZzhrudpoKE0VzYpXSDzl9larl1W5VyZ8UHY8+m2PnmWsRx4RUrcgxMNcuVydXK7UOr37w9Cc6Zt7nMt5+LaVR6vchqq5S5y3RCH3BZfbs2SgoKMCMGTMAPNnUunfv3ti2bRuAJ8vY7NixA4GBgSLDeO64c+eORW2m1DH2VnP5dnxJSUno3rziMjgi+yGnr1K1vNqtKvmTouPRZ3PsPHMt4piQqhU5Buba5erkaqXW4dUPnv5Ex8z7XMbbr6U0Sv0+RNVV6rwlGqFXFlevXq2znuGaNWuwZ88e7N27F3fv3kVYWJhi+y9XZTw9PS1qm7s1C3/5ei/mbs0CAGw/fQujlqZhY1597Yspz9JC+xbzk6cYKnur2VC7IvohRyNXy6tdkf02tY4pOZKqMcfOM9cijgmpWpFjYK5drk6uVmodXv3g6U90zLzPZbz9Wkqj1O9DVF2lzluiEfrMYu3atXHgwAE0a9YMADBixAio1WqkpKQAAA4dOoQBAwbgypUrokLghiWfWSwoKICTk5NFbHO3ZmHhrv8tcv56kJfR5w3LefLM4gO0qO+q92UVfe2K6KMcjVwtr3ZF9tvUOqbkSKrGHDvPXIs4JnjFaM4YmGuXq5OrlVqHVz94+hMdM+9zGW+/ltIo9fsQVVep85apVIlnFsvKymBnZ6f9fvDgQXTs+L9Jhbe3N+7evSsyhOeS5cuXW8y2++xtne+HLv6Jp/fVUaHyt5uBJ281x9TPMfhWs752RfRRjkaulle7Ivttah1TciRVY46dZ65FHBNStSLHwFy7XJ1crdQ6vPrB05/omHmfy3j7tZRGqd+HqLpKnbdEI3Sy2KhRI+zZswcAkJubi3PnzqFz585a+9WrV+Hm5ibL5549exAZGQlvb2+oVCps2LDBoH7fvn0IDw+Hm5sbHBwc8PLLL+Orr76S3ZfnlbEr0tEifiu+vepV6S3lLi976Hxv7++Gpy81s/8vIwiCIAjixUToCy7R0dEYN24c9u7di0OHDqFDhw5o3ry51r5z506EhITI8llYWIiWLVti5MiR6Nevn1G9o6Mjxo0bh+DgYDg6OmLfvn1477334OjoiHfffVd2nyxB+/btudh0l7CxweiUIxVuKX/QMwAAsDvrNroEeOCDngHYfvoWVqflIi8vD+92C6r0FrSUeAzZefXRVI1cLa92Rfbb1Dqm5Eiqxhw7z1yLOCakakWOgbl2uTq5Wql1ePWDpz/RMfM+l/H2aymNUr8PUXWVOm+JRuhkcfTo0bCyssJvv/2Gzp07Iz4+Xsd+/fp1jBw5UpbP3r17o3fv3pL1ISEhOhNSX19frFu3Dnv37q2yk0UrKysuNn2LYz87+fugZ4B20ggA3Zt7ontzT5w4cQLBBiaKxuIxZOfVR1M1crW82hXZb1PrmJIjqRpz7DxzLeKYkKoVOQbm2uXq5Gql1uHVD57+RMfM+1zG26+lNEr9PkTVVeq8JRrh6yyOHDkS69evR1JSEurVq6djS0xMxJtvvik6BB2OHTuGAwcOICIiwqCupKQE+fn5Oh9LsX//ftm2/kkH8ObKHJ31Diu7fSznlrKhOKRq9NlN6SOvmEzR8mpXZL9NrWNKjqRqzLHzzLWIY0KqVuQYmGuXq5OrlVqHVz94+hMdM+9zGW+/ltIo9fsQVVep85ZohL/gUlJSolN269YtfPLJJ/jwww+xb98+kc3r0KBBA9jZ2SEsLAzR0dEYNWqUQX1CQgJcXFy0n4YNG1ooUvmUL5CthkpngeynF8d2tXqs961mgiAIgiAIvTCBDB8+nL377rva7/n5+axhw4asbt26LDg4mFlbW7NNmzaZ7B8AW79+vSTtxYsX2YkTJ9jixYtZnTp12MqVKw3qHz16xPLy8rSfK1euMAAsLy/P5Hilcv/+fVm2ph9tZj7/2qj9BHy0WZZPU+KQqtFnl9tHnjGZouXVrsh+m1rHlBxJ1Zhj55lrEceEVK3IMTDXLlcnVyu1Dq9+8PQnOmbe5zLefi2lUer3IaquUuctU8nLy5M0txF6ZXH//v3o37+/9ntKSgrUajWys7Nx/PhxTJw4EXPnzhUZghY/Pz8EBQVh9OjRiI2NxbRp0wzq7ezsUKtWLZ2PpUhNTZVlk7JAtiGfpsQhVaPPLrePPGMyRcurXZH9NrWOKTmSqjHHzjPXIo4JqVqRY2CuXa5OrlZqHV794OlPdMy8z2W8/VpKo9TvQ1Rdpc5bohE6Wbx27RqaNGmi/b5jxw70798fLi5PJjNRUVE4deqUyBAqRaPRVLg9XpW4fv16peX9kw5g4sEaOs8lAk/WO2ztUxvWYGjtU7vSdQ/1+TQlDjkafXZD9Uy1ydHI1fJqV2S/Ta1jSo6kasyx88y1iGNCqlbkGJhrl6uTq5Vah1c/ePoTHTPvcxlvv5bSKPX7EFVXqfOWaIROFu3t7VFcXKz9fujQIbRr107HXlBQIMtnQUEBMjIykJGRAQC4dOkSMjIykJubCwCYPHky3nnnHa1+4cKF+O2335CdnY3s7Gx8//33+PzzzzF06FAzeiaWOnXqVCjT91xiOWvHdMTMkCK9C2RX5tOUOORq9NkN1TPVJkcjV8urXZH9NrWOKTmSqjHHzjPXIo4JqVqRY2CuXa5OrlZqHV794OlPdMy8z2W8/VpKo9TvQ1Rdpc5bwhF5L7xr164sLi6OMcbYnj17WI0aNdj169e19m3btrFGjRrJ8rlr1y6GJ/dbdT5RUVGMMcaioqJYRESEVj9//nwWGBjIatasyWrVqsVCQkJYYmIiU6vVstqVel+fB8XFxRXKpDyXWFk9KTZz6hjT6LObGiuPmEzR8mpXZL9NrWNKjqRqzLHzzLWIY0KqVuQYmGuXq5OrlVqHVz94+hMdM+9zGW+/ltIo9fsQVVep85apVIlnFqdOnYqvv/4ajRo1Qs+ePTF8+HB4eXlp7evXr0d4eLgsn126dAFjrMJn6dKlAIClS5di9+7dWv348eORmZmJwsJC5OXlIT09HWPGjEGNGsJXDZLN9tO30GXOLgR/sg1jV6Tr2KQ8l5icnKzXtyGbOXWMafTZTY2VR0ymaHm1K7LfptYxJUdSNebYeeZaxDEhVStyDMy1y9XJ1Uqtw6sfPP2Jjpn3uYy3X0tplPp9iKqr1HlLNEIX5Y6IiMDRo0exbds21KtXDwMGDNCxt2rVCm3bthUZwnPD9tO3MDrlyP9/s8LmkzcwdkU6EoeEAnhym7l/0gEcz/kTLX3qGNyPmSAIgiAIghdCJ4sA0KxZMzRr1qxS27vvvqvzTOOLzMELFXdb+eOZHVjWjumItLQ0tGnTplIfYWFhev0bsplTx5hGn93UWHnEZIqWV7si+21qHVNyJFVjjp1nrkUcE1K1IsfAXLtcnVyt1Dq8+sHTn+iYeZ/LePu1lEap34eoukqdt0SjYowxJRouKSnBwoULMWfOHNy8eVOJEGSRn58PFxcX5OXlCVlGR/fK4hNeD/LSXlkkCIIgCILgidS5jdAriyUlJZg2bRq2b98OW1tbfPjhh+jbty+Sk5Px0UcfwcrKCrGxsSJD4Eb5nFrUtn/tGjhgXr8AfL71LO4VlqJjI3d8FtnYotsMEgRBEATx4lA+xzB63VDkWzYffvghc3FxYf3792deXl7M2tqajR49mgUFBbEff/yRlZWViWyeK+U7uNCHPvShD33oQx/6VKfPlStXDM6BhF5Z/Pnnn5GSkoK//vWvyMzMRHBwMMrKynD8+HGoVCqRTXPH29sbV65cgbOzs7DY8/Pz0bBhQ1y5csWiO8YQykE5f7GgfL9YUL5fLJ7HfDPG8PDhQ3h7exvUCZ0sXr16Fa1btwYAtGjRAnZ2doiNjX3uJooAUKNGDTRo0MAibVl6e0FCeSjnLxaU7xcLyveLxfOW7/Jd9QwhdLFBtVoNW1tb7Xdra2s4OTmJbJIgCIIgCILgiNAri4wxDB8+HHZ2dgCAR48e4R//+AccHR11dOvWrRMZBkEQBEEQBGEiQieLUVFROt+r8n7MVQE7OzvEx8drJ9dE9Ydy/mJB+X6xoHy/WFTnfCu2ziJBEARBEARR9al6GyQTBEEQBEEQVQaaLBIEQRAEQRB6ockiQRAEQRAEoReaLBIEQRAEQRB6ocliFWLhwoXw9fWFvb092rVrh8OHDysdEiGAhIQEtGnTBs7OzvDw8EDfvn2RlZWldFiEhfjss8+gUqkQExOjdCiEQK5du4ahQ4fCzc0NDg4OCAoKwpEjR5QOixCAWq3GlClT4OfnBwcHBzRq1AgzZswwvt/ycwRNFqsIq1evxsSJExEfH4/09HS0bNkSPXv2xO3bt5UOjeBMamoqoqOjcejQIWzfvh2PHz9Gjx49UFhYqHRohGDS0tLw7bffIjg4WOlQCIHcv38f4eHhsLGxwZYtW3D69Gl88cUXqF27ttKhEQKYPXs2kpKSsGDBApw5cwazZ8/GnDlz8M033ygdGjdo6ZwqQrt27dCmTRssWLAAAKDRaNCwYUOMHz8ecXFxCkdHiOTOnTvw8PBAamoqOnfurHQ4hCAKCgoQGhqKxMREfPrpp2jVqhXmzZundFiEAOLi4rB//37s3btX6VAIC/DGG2/A09MT33//vbasf//+cHBwwA8//KBgZPygK4tVgNLSUhw9ehTdunXTltWoUQPdunXDwYMHFYyMsAR5eXkAgDp16igcCSGS6Oho/OUvf9H5nRPVk19//RVhYWEYMGAAPDw8EBISgiVLligdFiGIjh07YseOHTh37hwA4Pjx49i3bx969+6tcGT8ELqDCyGNu3fvQq1Ww9PTU6fc09MTZ8+eVSgqwhJoNBrExMQgPDwcLVq0UDocQhCrVq1Ceno60tLSlA6FsAAXL15EUlISJk6ciH//+99IS0vD+++/D1tb2wo7mxHPP3FxccjPz8fLL78MKysrqNVqzJw5E0OGDFE6NG7QZJEgFCQ6OhqZmZnYt2+f0qEQgrhy5QomTJiA7du3w97eXulwCAug0WgQFhaGWbNmAQBCQkKQmZmJRYsW0WSxGvLTTz9hxYoVWLlyJQIDA5GRkYGYmBh4e3tXm3zTZLEK4O7uDisrK9y6dUun/NatW6hXr55CURGiGTduHDZu3Ig9e/agQYMGSodDCOLo0aO4ffs2QkNDtWVqtRp79uzBggULUFJSAisrKwUjJHjj5eWF5s2b65Q1a9YMa9euVSgiQiQffPAB4uLiMGjQIABAUFAQcnJykJCQUG0mi/TMYhXA1tYWrVu3xo4dO7RlGo0GO3bsQIcOHRSMjBABYwzjxo3D+vXrsXPnTvj5+SkdEiGQ1157DSdPnkRGRob2ExYWhiFDhiAjI4MmitWQ8PDwCsthnTt3Dj4+PgpFRIikqKgINWroTqesrKyg0WgUiog/dGWxijBx4kRERUUhLCwMbdu2xbx581BYWIgRI0YoHRrBmejoaKxcuRK//PILnJ2dcfPmTQCAi4sLHBwcFI6O4I2zs3OF51EdHR3h5uZGz6lWU2JjY9GxY0fMmjULAwcOxOHDh7F48WIsXrxY6dAIAURGRmLmzJl46aWXEBgYiGPHjuHLL7/EyJEjlQ6NG7R0ThViwYIFmDt3Lm7evIlWrVph/vz5aNeundJhEZxRqVSVlicnJ2P48OGWDYZQhC5dutDSOdWcjRs3YvLkycjOzoafnx8mTpyI0aNHKx0WIYCHDx9iypQpWL9+PW7fvg1vb28MHjwYU6dOha2trdLhcYEmiwRBEARBEIRe6JlFgiAIgiAIQi80WSQIgiAIgiD0QpNFgiAIgiAIQi80WSQIgiAIgiD0QpNFgiAIgiAIQi80WSQIgiAIgiD0QpNFgiAIgiAIQi80WSQIgiAIgiD0QpNFgiAICQwfPhx9+/ZVrP1hw4Zh1qxZFmkrLi4O48ePt0hbBEFUfWgHF4IgXnj0bcFYTnx8PGJjY8EYg6urq2WCeorjx4+ja9euyMnJgZOTk/D27t69C39/f2RkZMDf3194ewRBVG1oskgQxAvPzZs3tX+vXr0aU6dORVZWlrbMycnJIpM0fYwaNQrW1tZYtGiRxdocMGAAfH19MXfuXIu1SRBE1YRuQxME8cJTr1497cfFxQUqlUqnzMnJqcJt6C5dumD8+PGIiYlB7dq14enpiSVLlqCwsBAjRoyAs7MzGjdujC1btui0lZmZid69e8PJyQmenp4YNmwY7t69qzc2tVqNNWvWIDIyUqc8MTERTZo0gb29PTw9PfHWW29pbRqNBgkJCfDz84ODgwNatmyJNWvW6NQ/deoU3njjDdSqVQvOzs7o1KkTLly4oLVHRkZi1apVpgwnQRDVDJosEgRBmMiyZcvg7u6Ow4cPY/z48RgzZgwGDBiAjh07Ij09HT169MCwYcNQVFQEAHjw4AG6du2KkJAQHDlyBL///jtu3bqFgQMH6m3jxIkTyMvLQ1hYmLbsyJEjeP/99zF9+nRkZWXh999/R+fOnbX2hIQEpKSkYNGiRTh16hRiY2MxdOhQpKamAgCuXbuGzp07w87ODjt37sTRo0cxcuRIlJWVaX20bdsWV69exeXLlzmPGkEQzx2MIAiC0JKcnMxcXFwqlEdFRbE+ffpov0dERLBXXnlF+72srIw5OjqyYcOGactu3LjBALCDBw8yxhibMWMG69Gjh47fK1euMAAsKyur0njWr1/PrKysmEaj0ZatXbuW1apVi+Xn51fQP3r0iNWsWZMdOHBAp/zvf/87Gzx4MGOMscmTJzM/Pz9WWlqqZxQYy8vLYwDY7t279WoIgngxsFZ4rkoQBPHcEhwcrP3bysoKbm5uCAoK0pZ5enoCAG7fvg3gyYsqu3btqvT5xwsXLqBp06YVyouLi2FnZ6fzEk737t3h4+MDf39/9OrVC7169cKbb76JmjVr4vz58ygqKkL37t11/JSWliIkJAQAkJGRgU6dOsHGxkZv3xwcHABAe1WUIIgXF5osEgRBmMizky2VSqVTVj7B02g0AICCggJERkZi9uzZFXx5eXlV2oa7uzuKiopQWloKW1tbAICzszPS09Oxe/dubNu2DVOnTsW0adOQlpaGgoICAMCmTZtQv359HV92dnYA/jcRNMS9e/cAAHXr1jWqJQiiekOTRYIgCAsRGhqKtWvXwtfXF9bW0k6/rVq1AgCcPn1a+zcAWFtbo1u3bujWrRvi4+Ph6uqKnTt3onv37rCzs0Nubi4iIiIq9RkcHIxly5bh8ePHeq8uZmZmwsbGBoGBgbL6SBBE9YNecCEIgrAQ0dHRuHfvHgYPHoy0tDRcuHABW7duxYgRI6BWqyutU7duXYSGhmLfvn3aso0bN2L+/PnIyMhATk4OUlJSoNFoEBAQAGdnZ0yaNAmxsbFYtmwZLly4gPT0dHzzzTdYtmwZAGDcuHHIz8/HoEGDcOTIEWRnZ2P58uU6ywXt3bsXnTp1knQVkiCI6g1NFgmCICyEt7c39u/fD7VajR49eiAoKAgxMTFwdXVFjRr6T8ejRo3CihUrtN9dXV2xbt06dO3aFc2aNcOiRYvw448/aq8CzpgxA1OmTEFCQgKaNWuGXr16YdOmTfDz8wMAuLm5YefOnSgoKEBERARat26NJUuW6FxlXLVqFUaPHi1oJAiCeJ6gRbkJgiCqOMXFxQgICMDq1avRoUMH4e1t2bIF//znP3HixAnJt8sJgqi+0JVFgiCIKo6DgwNSUlIMLt7Nk8LCQiQnJ9NEkSAIAHRlkSAIgiAIgjAAXVkkCIIgCIIg9EKTRYIgCIIgCEIvNFkkCIIgCIIg9EKTRYIgCIIgCEIvNFkkCIIgCIIg9EKTRYIgCIIgCEIvNFkkCIIgCIIg9EKTRYIgCIIgCEIvNFkkCIIgCIIg9PJ/ok/YG3frULYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=4,\n", " ncols=1,\n", " layout='constrained')\n", "plot(fitness_watcher, axes=ax1, show_generation=True, s=4)\n", "ax1.set_ylabel(\"Fitness\")\n", "plot(size_watcher, axes=ax2, show_generation=True, s=4)\n", "ax2.set_ylabel(\"Population Size\")\n", "plot(cpu_watcher, axes=ax3, show_generation=True, s=4)\n", "ax3.set_ylabel(\"CPU Used (%)\")\n", "plot(rss_watcher, axes=ax4, show_generation=True, s=4)\n", "ax4.set_ylabel(\"RSS (byte)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Profile Experiment with Multiprocessing\n", "\n", "For one final example, consider an algorithm that parallelises both the evaluator and the selector. This is horribly inefficient for OneMax: since parallelising a task requires completely serialising and de-serialising individuals, it is best suited for simulation tasks that take seconds or minutes to run.\n", "\n", "For efficiency, let's cut the population size by 200. The algorithm should be quite slow even then." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "algo = make_onemax(int(POP_SIZE / 200),\n", " IND_SIZE,\n", " MUTATION_P,\n", " variator_processes=5,\n", " evaluator_processes=5,\n", " max_parents=20)\n", "\n", "default_watcher_settings = {\n", " \"events\": algo.events,\n", " \"watch_post_step\":True,\n", " \"timer\": WATCHER_TIMER\n", "}\n", "\n", "fitness_watcher = create_fitness_watcher(**default_watcher_settings)\n", "size_watcher = create_size_watcher(**default_watcher_settings)\n", "cpu_watcher = create_cpu_watcher(**default_watcher_settings)\n", "rss_watcher = create_rss_watcher(**default_watcher_settings)\n", "algo.register(fitness_watcher, size_watcher, cpu_watcher, rss_watcher)\n", "\n", "for _ in range(STEP_COUNT):\n", " algo.step()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot shows that the algorithm indeed optimise, albeit at a much slower rate. CPU and memory usages are acceptable even accounting for the increased runtime." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=4,\n", " ncols=1,\n", " layout='constrained')\n", "\n", "plot(fitness_watcher, axes=ax1, show_generation=True, s=4)\n", "ax1.set_ylabel(\"Fitness\")\n", "plot(size_watcher, axes=ax2, show_generation=True, s=4)\n", "ax2.set_ylabel(\"Population Size\")\n", "plot(cpu_watcher, axes=ax3, show_generation=True, s=4)\n", "ax3.set_ylabel(\"CPU Used (%)\")\n", "plot(rss_watcher, axes=ax4, show_generation=True, s=4)\n", "ax4.set_ylabel(\"RSS (byte)\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 2 }