notebooks/distributional.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A Distributional Code for Value\n",
    "\n",
    "This notebook replicates a subset of the results presented in [A distributional code for value in dopamine- based reinforcement learning](https://www.nature.com/articles/s41586-019-1924-6) (Dabney et al., 2020). \n",
    "\n",
    "In particular, the notebook compares the distributions of value estimates learned in a variable magnitude reward task between a classical TD learning algorithm, and an algorithm which uses a distribution of \"optimistic\" and \"pessimistic\" cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment below lines and run this cell to install neuronav and requirements for colab.\n",
    "\n",
    "#!git clone https://github.com/awjuliani/neuro-nav\n",
    "#!pip install ./neuro-nav[experiments_remote]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuronav.envs.graph_env import GraphEnv\n",
    "from neuronav.agents.dist_agents import DistQ\n",
    "from neuronav.envs.graph_templates import GraphTemplate\n",
    "from neuronav.utils import run_episode\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ajuliani1/miniconda3/lib/python3.9/site-packages/matplotlib/cbook/__init__.py:1026: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  x = np.asanyarray(x)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 446
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = GraphEnv(template=GraphTemplate.variable_magnitude)\n",
    "obs = env.reset()\n",
    "env.render()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_rpes(rpes, title):\n",
    "    fig = plt.figure(figsize=(4, 3), dpi=150)\n",
    "    juice_levels = [0.1, 0.3, 1.2, 2.5, 5, 10, 20]\n",
    "    for i in range(len(rpes)):\n",
    "        plt.scatter(\n",
    "            rpes[i, :],\n",
    "            np.arange(0, rpes.shape[-1]),\n",
    "            s=10,\n",
    "            label=juice_levels[i],\n",
    "        )\n",
    "    plt.vlines(x=0, ymin=0, ymax=rpes.shape[-1], colors=\"gray\", ls=\":\", lw=2)\n",
    "    plt.legend(title=\"Juice Level\", loc=\"center left\", bbox_to_anchor=(1, 0.5))\n",
    "    plt.ylabel(\"Cell Number\")\n",
    "    plt.xlabel(\"RPE (Normalized)\")\n",
    "    plt.title(title)\n",
    "\n",
    "\n",
    "def plot_cell_estimates(value_estimates):\n",
    "    plt.figure(figsize=(20, 5))\n",
    "    plt.bar(np.arange(0, len(value_estimates)), value_estimates)\n",
    "    plt.xlabel(\"Cell Number\")\n",
    "    plt.ylabel(\"Value Estimate\")\n",
    "    plt.title(\"Cell Value Estimates\")\n",
    "\n",
    "\n",
    "def get_rpes(dist, agent):\n",
    "    reward_locs = env.objects[\"rewards\"]\n",
    "    rewards = list(reward_locs.values())[1:]\n",
    "    lr_floor = 0.2\n",
    "\n",
    "    rpes = []\n",
    "    lrp = lr_floor + agent.lrs_pos\n",
    "    lrn = lr_floor + agent.lrs_neg\n",
    "    for reward in rewards:\n",
    "        q_error = reward - dist\n",
    "        qep = (q_error > 0.0) * 1.0\n",
    "        rpe = (lrp * qep + lrn * (1 - qep)) * q_error\n",
    "        rpes.append(rpe)\n",
    "    rpes = np.stack(rpes)\n",
    "\n",
    "    sort_ids = np.argsort(dist)\n",
    "    sorted_rpes = rpes[:, sort_ids]\n",
    "    sorted_rpes /= sorted_rpes.std(0, keepdims=True)\n",
    "    sorted_rpes = sorted_rpes[:, ::5]\n",
    "    return sorted_rpes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distributional RL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 331,
       "width": 1173
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_episodes = 25000\n",
    "\n",
    "agent = DistQ(env.state_size, env.action_space.n, dist_cells=150, mirror=False)\n",
    "total_steps = []\n",
    "for i in range(num_episodes):\n",
    "    agent, steps, _ = run_episode(env, agent, max_steps=1)\n",
    "    total_steps.append(steps)\n",
    "\n",
    "dist = agent.Q[0, 0]\n",
    "plot_cell_estimates(dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 466,
       "width": 703
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rpes = get_rpes(dist, agent)\n",
    "plot_rpes(rpes, \"Distributional TD\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Non-Distributional RL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 331,
       "width": 1166
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_episodes = 25000\n",
    "\n",
    "agent = DistQ(env.state_size, env.action_space.n, dist_cells=150, mirror=True)\n",
    "total_steps = []\n",
    "for i in range(num_episodes):\n",
    "    agent, steps, _ = run_episode(env, agent, max_steps=1)\n",
    "    total_steps.append(steps)\n",
    "\n",
    "dist = agent.Q[0, 0]\n",
    "plot_cell_estimates(dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8u7sqbzkH28vYH6Nw+YZ6ALBYSvlUgHFUv96kmVtxZcsZCeDrCORCRERERAFiqwciIqLotAZXbk6WBWBiBHIJ1liPx58FUfQFgGu0SKY5KWW1lHK9lPJZKeUwAN3gbtVQ5zE0E8CvVZynXkr5pZRykZRydEO8JwFUegw1AfhdsOe5ijIvx/prfI7mPF9vJ4AXg4ij+etNQftXL8d2SClPhz0TIiIiIgoYC79ERERRSEp5HMDnXp7SetOskGhY6drB43BREHEUhKHFhZTypJRyPoAfw12wbO4uDc9zXkr5B7hXG3v2Hb6z4c9NK98AcHgcG+FtoEa6eDw+KKU8E0Sc4VokQ+oIIYbAvULd0/vhzoWIiIiIgsPCLxERUfT6s5djY4QQmhUiQ6idl2MXgogzHiHsS+tJSlkE92rr5noIIZI1Ps9+uDc7ay4ZQA8Nz1GFK3uxDhNCeNtsTwvtPR4H/Ho39AmerEk2FLSGVijveHnKcpXjRERERBSFWPglIiKKUlLKTwB86eWp/xFCePZSVUUIcY8QopOGIa1ejnkWBv3xS7WJBGGfl2PmGD3PCo/HAsBcjc/RyPM1D+b1no4r+wRTGDWssv8rgGu9PP18wxsKRERERBQDWPglIiKKbo/gyr6z7QB8LoTw/Gh9wIQQRiHEHwEsBWBUG6+RlNICoMbj8I8DzO1BAD/SKqcAeBYeJYBzYTgPAJRrfI43AFz0OPaQECKg18JPnn1fewshcvydLIToCOCPmmZEAWl482cDrtxYEgC2Algc3oyIiIiISA0WfomIiKKYlPI7AE94eepaAF8LIUYFG1sIcSvcrQD+I9gYPniuVv6REGK8PxOFELcDeDWYkwohnhVCDA1ybhcAUzwOfy+ltHsZ++9CCM8Nzfw9TxsAszwOVwI4Fky8q2kowL/ieXoAy4UQPwo0nhCiQwttL7z1cH7Jz7jtAPwdwa0SJpWEEO2FEPMA7AIw0suQkwB+6u3ngIiIiIiiFwu/REREUU5K+SaAhV6eygbwhRDiEyHETUIIn3+vCyGShBD5QogiAOsB5GqcbnOFXo4tF0J4W00IoCm/ZwCsApDUcNhzxaovkwFsFUJsFUL8qxCiqz+ThBA3wb3asY3HU/97lSmjAPxDCLFXCDFfCNHXz/Pkwv1n383jqcIQFdZ+B/dqzebSAPyfEGKRECLdVwAhxBAhxH8BOIorN+1r9Bmu3LAuXwjxFyGEqYXYPwbwNYDBDYcCfb0pQEKIRCHEUCHE40KIZQBOAPg9gAwvw48A+JGU8mRYkyQiIiIi1fSRToCIiIh8k1L+RghhBfAC3Cs2mxvf8HVBCLEewHdwtyZobE+QBuAaAIMADId7E7FweA/AU7h8w7IUAB8KIXbCvYnaIQB2uIuJgwDcics3hiuBeyXok0Gcf2jD15+FEPvhXs34LdztFCobxqQB6A1gNICBXmIcxJUrZj3lAngRwItCiKMA/glgN4AzDedxwF1M7gkgD8AIXPkangewwL9vKzBSSrsQ4qcAtuPy9hJGuP9cnxBCbIJ7xW4Z3IXXVAAdAdwA4CYAPtuKSCkrhBB/AvCMx1MPAJgshPgQ7hXmFbh0Td4J4PpmY50A/hXuHrMUnE+FEDYvx41w95A2A7hqId7DCgAPSCkrtEqOiIiIiMKHhV8iIqIYIaVcKIQoBvA2AG8bsbUFkB9E6Fq4i5uePVpVaVZw/BJXFpsHwnuhtblSuAuDszRIp0/D19QA5pwEMEVK6dmruCU5DV+e7SJaUgngJ1LKsgDmBERKebKh/cUaAAM8nk4CcHvDl1ovwN2X2bNdQDsAP/eVJoBfAPhCgzxaM2+bsgWqGMBvpZRrNYhFRERERBHCVg9EREQxREr5f3AXMF/EpVWrwaoGsARAbynlU1LKepXxriCl/CeA2xB4UXkrgGFSyqNBnFaLAuqahvOXhPg8XwIYIaXcrEGsFkkpT8C92ngxgGBf64u4crPB5uewA5gI9yrtQFQCyJdSLgkyL1KvDMB/A8iTUg5m0ZeIiIgo9rHwS0REFGOklNVSyqcBdAZwP4BP4H9f1LMAVgO4D0BHKeUjoe7dKaX8Eu5Vpn+A72L1DgA/g7sYGlReUsrbAVwH4FdwFyDPtTyjiQXAuwBGSSknSilLfZzn53Cv7n0UwEdwr1D2R23D+AlSyryGDfzCQkpplVI+AaAXgD/B3crClxoAawE8BKCTr5XJDRvKTQQwA8AeH7HPAngZQB8p5Ud+5ELBkQBscPdgPgl3y401AP4fgNkA+kops6SUcxp+XomIiIgoDggpZaRzICIiIpUaNnbrA3cf2S5w99JNgLvQUwF3D9lvpZTHIpYkACGEAvcmXrkA2sPddqoK7g2kdoSq3UHDBm894C7UpsHd49QOd8H8LNy9fw9JKV0qz5MF92uQA3frDRMAF9zf4zm4exbvk1I61JxHS0KIbgD6w72xV3sACtz5ngGwH+58vfWM9Td+V7h7S3eEu9dxHYBTcP9Z7JG8GSUiIiIiCgkWfomIiIiIiIiIiIjiDFs9EBEREREREREREcUZFn6JiIiIiIiIiIiI4gwLv0RERERERERERERxhoVfIiIiIiIiIiIiojjDwi8RERERERERERFRnGHhl4iIiIiIiIiIiCjOsPBLREREREREREREFGdY+CUiIiIiIiIiIiKKMyz8EhEREREREREREcUZFn6JiIiIiIiIiIiI4gwLv0RERERERERERERxhoVfIiIiIiIiIiIiojjDwi8RERERERERERFRnGHhl4iIiIiIiIiIiCjOsPBLREREREREREREFGdY+CUiIiIiIiIiIiKKMyz8EhEREREREREREcUZFn6JiIiIiIiIiIiI4gwLv0RERERERERERERxhoVfIiIiIiIiIiIiojjDwi8RERERERERERFRnNFHOgEiX4QQZgCjmh06AcAWoXSIiIiIiIgo/hkBdGn2eJOU0hKpZIiIgsHCL8WCUQBWRToJIiIiIiIiarUmAVgd6SSIiALBVg9EREREREREREREcYaFXyIiIiIiIiIiIqI4w1YPFAtONH+wcuVK9OzZM1K5EBERERERUZw7dOgQJk+e3PzQiasMJSKKWiz8Uiy4bCO3nj17Ijc3N1K5EBERERERUevDDcaJKOaw1QMRERERERERERFRnGHhl4iIiIiIiIiIiCjOsPBLREREREREREREFGdY+CUiIiIiIiIiIiKKMyz8EhEREREREREREcUZFn6JiIiIiIiIiIiI4gwLv0RERERERERERERxhoVfIiIiIiIiIiIiojjDwi8RERERERERERFRnGHhl4iIiIiIiIiIiCjOsPBLREREREREREREFGf0kU6gtRNCGAH0BZADIBtAKgADgIsAzgPYA+B7KaVTo/PpAQwF0A9AOwBOAKcBFEspS7Q4BxEREREREREREUUWC78RIIS4G8AYACPgLvr6eh0sQogPALwipdwX5DlTAMwDMAdA26uM2Q/gJQDvSCllMOchIiIiIiIiIiKiyGOrh8j4M4BH4F5160/x3Qzg5wD2CCGeFUKIQE4mhLge7pXDv8FVir4N+gB4G8BaIYQ5kHMQERERERERERFR9GDhN3rUATgA4BsAxQCOAfBcdWsAsADAX/wNKoToA2ADgO4eT1XDXQw+CMDu8dxtcBd/E/09DxEREREREREREUUPFn4j5xSANwHcB6AnAJOUso+UcoiUcrCUMgfuHrwPAzjpMXe2EOJ+Xydo6Of7IYD2zQ5fAPAzAG2llAOklL0BZAJ4EYCr2bjhAP4Q1HdGREREREREREREEcXCb2SMB9BZSvmwlPJ/pZSHpZQuz0FSygop5ZsA+gPY6fH0i0IIX6/fbADXN3tcASBPSvmelLJpla+U8oKU8mm4i9DNzRFC9PL3myIiIiIiIiIiIqLowMJvBEgp9wSyeZqUsgLAvbi89UMW3JvDeSWEMAJ42uPwr6SU37VwnqUA/rfZIT2AZ/3Nk4iIiIiIiIiIiKIDC78xQkr5Pdy9f5u7toUptwHo0uzxUQB/9eNUz+LyAvNPudEbERERERERERFRbGHhN7Yc9njc3usot0kej//qzypjKeVhAJuaHTLA3ZqCiIiIiIiIiIiIYgQLv7El0eNxZQtj7/B4/I8AzrPO4/GdAcwlIiIiIiIiIiKiCGPhN0YIIQSAGz0Oe7Z+aBzbEUBms0P1uHJzuJZs8Xh8QwBziYiIiIiIiIiIKMJY+I0dswF0avZ4H4DtVxnr2fv3kJTSFsC5PDeA6ymE0Acwn4iIiIiIiIiIiCKIhd8YIIT4GYD/anbIBeCxFnr29vF4fCKQ80kpywHUNTtkBNA9kBhEREREREREREQUOVzFGQWEEL0BdG12yAAgHUA/uDdpu67ZczYAD0spP28hZAePxyeDSOsUgGs8Yh4MIg4RERERERERERGFGQu/0eEXAP7VxxgJ4DMAT0kpd/sYm+Lx2BpETp5zPGMGRQjRAUBGgNN6aHFuIiIiIiIiIiKi1oKF39jxIYBX/Sj6AlcWaeu8jmpZrY+YwfoFgAUaxSIiIiIiIiIiIiIv2OM3duQD+FIIsVkI0dPH2ESPx4Fs7Nao3uNxUhAxiIiIiIiIiIiIKAJY+I0CUsp/k1KKxi8AyQC6ALgTwFu4fPVtHoBvhBCDWwjpucLXGERaCT5iEhERERERERERUZRiq4coJKWshXtDtpMAPhFCLIK71cMNDUPSAKwUQvSTUlZ6CVHt8dhzBbA/PFf4esYM1n/B/b0EogeAVRqdn4iIiIiIiIiIKO6x8BsDpJSHhBBjAeyEeyUwAGQDmAvgN16meBZpTUGc1nOOJoVfKeVZAGcDmSOE0OLURERERERERERErQZbPcQIKeU5XLkp2qyrDPcsrHYO4pSdfMQkIiIiIiIiIiKiKMXCb2xZAUA2e9xJCNHNy7j9Ho+7BnISIUQHXN4ewgbgh0BiEBERERERERERUeSw8BtDGvr5XvA4nOll6D6Pxz2EEIFs8Hatx+PDUkpHAPOJiIiIiIiIiIgoglj4jX12zwNSyjIAZc0OJQAYFEDMER6PdwWeFhEREREREREREUUKC78xRAiRCqCtx+EzVxn+icfjsQGcynPsmgDmEhERERERERERUYSx8Btb7gAgmj0uB3D6KmNXezy+XwghvI5sRgjRA8CoZofsAD4NJEkiIiIiIiIiIiKKLBZ+Y4QQIgnAcx6H/y6ldF1lyv8BONnscQ6A+/041bO4vLj8sZTS4meaREREREREREREFAVY+A0zIcQfhBA3BjinLdwreHs3O+wE8KerzZFS1gN40ePwH4UQ17VwnukA7vU4x4JAcm3NnC6J05ZaHDpbhdOWWjhdMtIpUSxxOQFLKVC+3/1flzPSGZEGnC4nyqxl+KHyB5RZy+Dk60oqSacT9rIy1B8+DHtZGaST1xS1Hi6XRHVFHS6ctqK6og4u3msRRT2Xy4mq8+dw/uQJVJ0/BxfvhYiIwkof6QRaoR8DmCuE2A5gOYANAEqklJdt0tbQlqEPgJ8CeAJAe484f5JSfuvjXG8BeAxAbsPjdABFQoh/B7BUSuloOFdbAP8OYL7H/P+RUh4I5JtrjX4or0bBtuP4eOdJVNZcehnTkg24a2Bn3DusG7q3N0UwQ4pq5w4BO94Gdi8FaisuHU9KBwZMB258AGjXI3L5UVCOWo6i8EAhVh9eDUv9pQ9NmBPMmNhjIqb2mYpubbpFMMPoV1VVhc2bN7c4ZuTIkUhNTQ1TRpFVf+QIKpcth2XlSjgtl64pxWyGefJkpN8zDcacnMglSBRClWdqsHdzKfZtPY16q6PpeIJJj77DstBvZDbSOiZHMEMi8nThVCn2rP8UJZs2oK66qul4YkoqckfdggFjxyM9KzuCGRIRtQ5CSr5THk5CiF0ABngctgEoBVDZ8P+pALo0/NebdwHMbqHNQ/PzXQvgS1y5KVw1gMMAkgB0B2DweH47gB9JKWt9nSPUhBC5APY2Pt67dy9yc3NbmBEeNocLz60pQcG24z7HzhjaFQsm5MKo5yJ7auCwAZ896S76+jJ4NnD7S4DeGPq8SBW7045F2xeh8EChz7H5vfMxb8g8GBTPX78EAGfPnsUbb7zR4pg5c+agQ4cOYcooMqTNhrKFC1G5bLnPsWnTpiJz/nwII39XUHxwOlwoKjyIks2lPsfmjsxGXn4vKLzXIooop8OOje8swe51a32OHTB2HEbPehiKPjrvhUpKStCvX7/mh/pJKUsilQ8RUTC44jc6GOEuvvpyEcA8AP8t/azYSym/F0LcAmAVgObLy1JwZQG60XoAP42Gom+0sjlceOi9Hdh0oNyv8QXbjuNkRS3enDmYxV9yF32X3QMcWu/f+B1vA5XHgWkfsPgbxexOOx7f+Di2lG7xa3zhgUKUWkuxePRiFn/JK2mz4cSjj8FaVOTX+Mply2EvPYUur7/G4i/FPKfDhU/f2IPjJRf8Gl+yuRRV52sxfk5/Fn+JIsTpsGPlyy/g6K5iv8bvXrcWlvKzmDz36agt/hIRxTreFYXfPQCehLu4etGP8RLAHgBzAfSUUr7hb9G3KYCUuwFcD+D3ACpaGHoQwEMAfiylrAzkHK3Nc2tK/C76Ntp0oBzPreEbxAT3Sl9/i76NDq13z6OotWj7Ir+Lvo22lG7Bou2LQpQRxbqyhQv9Lvo2shYVoWzhwhBlRBQ+RYUH/S76NjpecgFFhQdDlBER+bLxnSV+F30bHd1VjI3vLAlRRkRExMJvmEkpv5dS/kFKORbunrt9AdwJ4Bdwr+b9LYB/A3A/gNEA0qSUA6SUf5RSBlZpvPy8VVLK+QA6AsgDMAfA0wCeAjALQH8pZW8p5V8CLSy3No09fYNRsO04jpyzapwRxZTGnr7B2PE2cP6wtvmQJhp7+gaj8EAhjl08pnFGFOsae/oGo3LZctiOHtU2IaIwqjxT41d7B29KNpei8kyNxhkRkS8XTpX61d7Bm93r1qLidHA/80RE1DIWfiNISumSUu6XUn7SsJL3JSnlC1LKV6SU70gpv5BS+rMqOJBz2qWUX0op/1tK+aKUcpGU8l0/NoqjBsEWfZvmb2WBp1ULtuir1XwKiWCLvk3z96ubT/En2KJvowqV84kiaW+QRd+m+UUsIBGF2571n6qaH2zRmIiIWsbCL1EAnC6Jj3eeVBXjo50n4XRxUXWr5HICu5eqi7GrwB2HoobT5cTqw6tVxVh1eBWcfF2pgXQ6YVm5UlUMy4oVkE5eUxR7XC6JfVtPq4qx7+vTcPFeiyhsXC4nSjZtUBWjZNPncPFeiIhIcyz8EgXgbFUdKmvsqmJU1thxtqpOo4woplSVAbUttdn2Q22FOw5FjfLacljqLapiWOotKK8NupsPxRlHeTmcFnXXlNNigaOc1xTFnhpLPeqtDlUx6q0O1FjqNcqIiHyxVlSgrrpKVYy66ipYK1TeJxMR0RX0kU6AKJZY69X9Q0TrOBRjbNXRFYc0UWPXppekVnHihcFgQLdu3XyOiUcuqza94LWKQxROtjptVvxpFYeIfLPV1kZVHCIiuoSFX6IAmBK0+ZHRKg7FGGNKdMUhTSQbkqMqTrxIT0/HrFmzIp1GROhMpqiKQxROxkQlquIQkW/GpKSoikNERJew1QNRADqkJiItWd0Ks7RkAzqkJmqUEcWU1EwgKV1djKR0dxyKGhlJGTAnmFXFMCeYkZGUoVFGFOv0GRlQzOquKcVshj6D1xTFnmRzAhJM6t4gTzDpkWxO0CgjIvLFlJ6OxJRUVTESU1JhSld5n0xERFdg4ZcoAIpO4K6BnVXFuHtgZyg6oVFGFFN0CjBguroYN8xwx6GooegUTOwxUVWMST0mQeHrSg2EosA8ebKqGOYpUyAUXlMUe3Q6gb7DslTF6Ds8CzreaxGFjU6nIHfULapi5I66FTreCxERaY6FX6IAzRjaVd38YS33rKQ4N3h2ZOdTSOT3zlc3v4+6+RR/0qZNVTU/XeV8okjqNzJb3fw8dfOJKHD9x4xXNX/A2HEaZUJERM2x8EsUoGsyUoIu/s4Y2hXd27PnYqvWvmfwxdvBs4F2PbTNhzSRY84Juvib3zsf3drwDSG6XEL37kEXf9OmTYUxJ0fbhIjCKK1jMnKDLP7mjsxGWkf2TCcKt7adsoMu3g4YOw7pWXzDhogoFFj4JQrCggm5GNU7sN6Jo3pnYMGE3BBlRDHl9peAnmMCm9NzjHseRa15Q+ZhRPaIgOaMyB6BeUPmhSgjinWZ8+fDlJcX0BxTXh4y588PUUZE4ZOX3wtdc9sGNKdrblvk5fcKUUZE5MvoWQ8j54ZBAc3JuWEQRs96OEQZERERC79EQTDqdXhz5mC/V/7OGNoVb84cDKOeP3IEQG8Epn3g/8rfwbPd4/XG0OZFqhgUAxaPXuz3yt/83vlYPHoxDIq6DSMpfgmjEV1ef83vlb9p06aiy+uvQRj5u4Jin6LXYfyc/n6v/M0dmY3xc/pD4b0WUcQoegMmz33a75W/A8aOw+S5T0PR816IiChUhJQy0jkQtUgIkQtgb+PjvXv3Ijc3elbOHjlnRcHWY/ho50lU1tibjqclG3D3wM6YMawb2zvQ1Z0/DOx4G9hVANRWXDqelO7eyI3tHWLSsYvHULi/EKsOr4Kl3tJ03JxgxqQek5Dfh+0dKDC2o0dRsWw5LCtWwGm5dE0pZjPMU6Ygne0dKI5VnqnB3qJS7Pv6NOqtjqbjCSY9+g7PQr88tncgijYVp0uxe91alGz6HHXVVU3HE1NSkTvq1pho71BSUoJ+/fo1P9RPSlkSqXyIiILBwi9FvWgv/DZyuiTOVtXBWu+AKUGPDqmJULijNPnL5QSqygBbNWBMAVIzAe5sHPOcLifKa8tRY69BsiEZGUkZUPi6kgrS6YSjvBwuqxU6kwn6jAwIhdcUtQ4ul0SNpR62OieMiQqSzQnQ8V6LKKq5XE5YKypgq62FMSkJpvR06GLkXoiFXyKKB/pIJ0AULxSdQJY5KdJpUKzSKYA5ulc9UOAUnYJMU2ak06A4IhQFhkxeU9Q66XQCKemJkU6DiAKg0ylIbdc+0mkQEbVabIJFREREREREREREFGe44pdII2z1QKqw1UNcYqsH0hpbPVBrxlYPRLEnlls9EBHFAxZ+iVT6obwaBduO42Mvm7vdNbAz7uXmbtSSc4fcm7vtXnrl5m4DpgM3PsDN3WLQUctRFB4oxOrDq6/Y3G1ij4mY2mcqN3ejgNQfOYLKZcthWbnyys3dJk9G+j3TuLkbxa3KMzXYu7kU+7Z62dxtWBb6jeTmbkTR5sKpUuxZ/ylKNm3wsrnbLRgwdnzUb+5GRBQPuLkbRb1o3dzN5nDhuTUlKNh23OfYGUO7YsGEXBj17K5CDRw24LMn3UVfXwbPBm5/CdAbQ58XqWJ32rFo+yIUHij0OTa/dz7mDZkHg2IIQ2axx2q14ptvvmlxzI033giTKb7fWJM2G8oWLkTlsuU+x6ZNm4rM+fMhjPxdQfHB6XChqPAgSjaX+hybOzIbefm9oPBeiyiinA47Nr6zBLvXrfU5dsDYcRg962Eo+ui8F+LmbkQUD7jilygINocLD723A5sOlPs1vmDbcZysqMWbMwez+Evuou+ye4BD6/0bv+NtoPI4MO0DFn+jmN1px+MbH8eW0i1+jS88UIhSaykWj17M4q8XVqsVmzZtanHMddddF9eFX2mz4cSjj8FaVOTX+Mply2EvPYUur7/G4i/FPKfDhU/f2IPjJRf8Gl+yuRRV52sxfk5/Fn+JIsTpsGPlyy/g6K5iv8bvXrcWlvKzmDz36agt/hIRxTreFREF4bk1JX4XfRttOlCO59bwDWKCe6Wvv0XfRofWu+dR1Fq0fZHfRd9GW0q3YNH2RSHKiGJd2cKFfhd9G1mLilC2cGGIMiIKn6LCg34XfRsdL7mAosKDIcqIiHzZ+M4Sv4u+jY7uKsbGd5aEKCMiImLhlyhAjT19g1Gw7TiOnLNqnBHFlMaevsHY8TZw/rC2+ZAmGnv6BqPwQCGOXTymcUYU6xp7+gajctly2I4e1TYhojCqPFPjV3sHb0o2l6LyTI3GGRGRLxdOlfrV3sGb3evWouJ0cD/zRETUMhZ+iQIUbNG3af5WFnhatWCLvlrNp5AItujbNH+/uvkUf4It+jaqUDmfKJL2Bln0bZpfxAISUbjtWf+pqvnBFo2JiKhlLPwSBcDpkvh450lVMT7aeRJOFzdVbJVcTmD3UnUxdhW441DUcLqcWH14taoYqw6vgpOvKzWQTicsK1eqimFZsQLSyWuKYo/LJbFv62lVMfZ9fRou3msRhY3L5UTJpg2qYpRs+hwu3gsREWmOhV+iAJytqkNljV1VjMoaO85W1WmUEcWUqjKgtkJdjNoKdxyKGuW15bDUW1TFsNRbUF4bWN9wil+O8nI4LequKafFAkc5rymKPTWWetRbHapi1FsdqLHUa5QREflirahAXXWVqhh11VWwVqi8TyYioiuw8EsUAGu9un+IaB2HYoytOrrikCZq7Nr0ktQqDsU+l1WbXvBaxSEKJ1udNiv+tIpDRL7ZamujKg4REV2ij3QCRLHElKDNj4xWcSjGGFOiKw5pItmQHFVx4oVer0dGRobPMfFIZzJFVRyicDImKlEVh4h8MyYlRVUcIiK6JD7/xUQUIh1SE5GWbFDV7iEt2YAOqYkaZkUxIzUTSEpX1+4hKd0dh6JGRlIGzAlmVe0ezAlmZCS1XORsbdq2bYtf/OIXkU4jIvQZGVDMZlXtHhSzGXofhXOiaJRsTkCCSa+q3UOCSY9kc4KGWRFRS0zp6UhMSVXV7iExJRWm9HQNsyIiIoCtHogCougE7hrYWVWMuwd2hqITGmVEMUWnAAOmq4txwwx3HIoaik7BxB4TVcWY1GMSFL6u1EAoCsyTJ6uKYZ4yBULhNUWxR6cT6DssS1WMvsOzoOO9FlHY6HQKckfdoipG7qhboeO9EBGR5lj4JQrQjKFd1c0f1k2jTCgmDZ4d2fkUEvm989XN76NuPsWftGlTVc1PVzmfKJL6jcxWNz9P3XwiClz/MeNVzR8wdpxGmRARUXMs/BIF6JqMlKCLvzOGdkX39uy52Kq17xl88XbwbKBdD23zIU3kmHOCLv7m985HtzZ8Q4gul9C9e9DF37RpU2HMydE2IaIwSuuYjNwgi7+5I7OR1pE904nCrW2n7KCLtwPGjkN6Ft+wISIKBRZ+iYKwYEIuRvUOrHfiqN4ZWDAhN0QZUUy5/SWg55jA5vQc455HUWvekHkYkT0ioDkjskdg3pB5IcqIYl3m/Pkw5eUFNMeUl4fM+fNDlBFR+OTl90LX3LYBzema2xZ5+b1ClBER+TJ61sPIuWFQQHNybhiE0bMeDlFGRETEwi9REIx6Hd6cOdjvlb8zhnbFmzMHw6jnjxwB0BuBaR/4v/J38Gz3eL0xtHmRKgbFgMWjF/u98je/dz4Wj14Mg2IIcWYUq4TRiC6vv+b3yt+0aVPR5fXXIIz8XUGxT9HrMH5Of79X/uaOzMb4Of2h8F6LKGIUvQGT5z7t98rfAWPHYfLcp6HoeS9ERBQqQkoZ6RyIWiSEyAWwt/Hx3r17kZsbPStnj5yzomDrMXy08yQqa+xNx9OSDbh7YGfMGNaN7R3o6s4fBna8DewqAGorLh1PSndv5Mb2DjHp2MVjKNxfiFWHV8FSb2k6bk4wY1KPScjvw/YOFBjb0aOoWLYclhUr4LRcuqYUsxnmKVOQzvYOFMcqz9Rgb1Ep9n19GvVWR9PxBJMefYdnoV8e2zsQRZuK06XYvW4tSjZ9jrrqqqbjiSmpyB11a0y0dygpKUG/fv2aH+onpSyJVD5ERMFg4ZeiXrQXfhs5XRJnq+pgrXfAlKBHh9REKNxRmvzlcgJVZYCtGjCmAKmZAHc2jnlOlxPlteWosdcg2ZCMjKQMKHxdSQXpdMJRXg6X1QqdyQR9RgaEwmuKWgeXS6LGUg9bnRPGRAXJ5gToeK9FFNVcLiesFRWw1dbCmJQEU3o6dDFyL8TCLxHFA32kEyCKF4pOIMucFOk0KFbpFMAc3aseKHCKTkGmKTPSaVAcEYoCQyavKWqddDqBlPTESKdBRAHQ6RSktmsf6TSIiFotFn6JNMIVv6QKV/zGJa74Ja1xxS+1ZlzxSxR7YnnFLxFRPGDhl0ilH8qrUbDtOD720uP3roGdcS97/FJLzh1y9/jdvfTKHr8DpgM3PsAevzHoqOUoCg8UYvXh1Vf0+J3YYyKm9pnKHr8UkPojR1C5bDksK1de2eN38mSk3zONPX4pblWeqcHezaXYt9VLj99hWeg3kj1+iaLNhVOl2LP+U5Rs2uClx+8tGDB2fNT3+CUiigfs8UtRL1p7/NocLjy3pgQF2477HDtjaFcsmJALI3eapkYOG/DZk+6iry+DZwO3vwTojaHPi1SxO+1YtH0RCg8U+hyb3zsf84bMg0HhTtZ0ddJmQ9nChahcttzn2LRpU5E5fz6Ekb8rKD44HS4UFR5EyeZSn2NzR2YjL78XFN5rEUWU02HHxneWYPe6tT7HDhg7DqNnPQxFH533QuzxS0TxgHdGREGwOVx46L0dfhV9AaBg23E89N4O2ByuEGdGMcFhA5bd41/RF3CPW3aPex5FLbvTjsc3Pu5X0RcACg8U4vGNj8PutPseTK2StNlw4tHH/Cr6AkDlsuU48ehjkDb+rqDY53S48Okbe/wq+gJAyeZSfPrGHjh5r0UUMU6HHStffsGvoi8A7F63FitffgFOB++FiIhChYVfoiA8t6YEmw6UBzRn04FyPLeGbxAT3Ct9D60PbM6h9e55FLUWbV+ELaVbApqzpXQLFm1fFKKMYlttbS22b9/e4ldtbW2k0wypsoULYS0qCmiOtagIZQsXhigjovApKjyI4yUXAppzvOQCigoPhigjIvJl4ztLcHRXcUBzju4qxsZ3loQoIyIiYo9fogA19vQNRsG243gw7xr2/G3NGnv6BmPH28Dwx9jzNwo19vQNRuGBQszMncmevx6qqqqwdm3LK4ZycnKQlJQUpozCq7GnbzAqly1Hu1mz2POXYlblmRq/V/p6Ktlcihtu7cKev0RhduFUqd8rfT3tXrcWg+6YzJ6/REQhwBW/RAEKtujbNH/rMY0yoZgUbNFXq/kUEsEWfZvm71c3n+JPsEXfRhUq5xNF0t4gi75N84vUzSeiwO1Z/6mq+cEWjYmIqGUs/BIFwOmS+HjnSVUxPtp5Ek4XN1VslVxOYPdSdTF2FbjjUNRwupxYfXi1qhirDq+Ck68rNZBOJywrV6qKYVmxAtLJa4pij8slsW/raVUx9n19Gi7eaxGFjcvlRMmmDapilGz6HC7eCxERaY6FX6IAnK2qQ2WNus0HKmvsOFtVp1FGFFOqyoDaCnUxaivccShqlNeWw1JvURXDUm9BeW1gfcMpfjnKy+G0qLumnBYLHOW8pij21FjqUW91qIpRb3WgxlKvUUZE5Iu1ogJ11VWqYtRVV8FaofI+mYiIrsDCL1EArPXq/iGidRyKMbbq6IpDmqix10RVHIp9Lqs1quIQhZOtTpsVf1rFISLfbBpttqpVHCIiuoSFX6IAmBK02Q9RqzgUY4wp0RWHNJFs0GYDIa3iUOzTmbTZAFSrOEThZExUoioOEflm1GijVa3iEBHRJSz8EgWgQ2oi0pINqmKkJRvQITVRo4wopqRmAknp6mIkpbvjUNTISMqAOcGsKoY5wYyMpAyNMqJYp8/IgGJWd00pZjP0GbymKPYkmxOQYFL3BnmCSY9kc4JGGRGRL6b0dCSmpKqKkZiSClO6yvtkIiK6Agu/RAFQdAJ3DeysKsbdAztD0QmNMqKYolOAAdPVxbhhhjsORQ1Fp2Bij4mqYkzqMQkKX9fL6HQ6JCcnt/il08XnbYxQFJgnT1YVwzxlCoTCa4pij04n0HdYlqoYfYdnQcd7LaKw0ekU5I66RVWM3FG3Qsd7ISIizfHz5kQBmjG0K9768kjw84d10zAbijmDZwNbX1c3n6JOfu98vP/d+8HP75OvYTbxoX379pg7d26k04iYtGlTceHdd4Oenz5tqobZEIVXv5HZ2P35ieDn52VrmA0R+aP/mPEo/mRV0PMHjB2nYTZERNQoPpfKEIXQNRkpmDG0a1BzZwztiu7t2XOxVWvfM/ji7eDZQLse2uZDmsgx5yC/d3DF2/ze+ejWhm8I0eUSundHWpDF27RpU2HMydE2IaIwSuuYjNyRwRVvc0dmI60je6YThVvbTtlBF28HjB2H9Cy+YUNEFAos/BIFYcGEXIzqHVjvxFG9M7BgQm6IMqKYcvtLQM8xgc3pOcY9j6LWvCHzMCJ7REBzRmSPwLwh80KUEcW6zPnzYcrLC2iOKS8PmfPnhygjovDJy++FrrltA5rTNbct8vJ7hSgjIvJl9KyHkXPDoIDm5NwwCKNnPRyijIiIiIVfoiAY9Tq8OXOw3yt/ZwztijdnDoZRzx85AqA3AtM+8H/l7+DZ7vF6Y2jzIlUMigGLRy/2e+Vvfu98LB69GAZF3YaRFL+E0Ygur7/m98rftGlT0eX11yCM/F1BsU/R6zB+Tn+/V/7mjszG+Dn9ofBeiyhiFL0Bk+c+7ffK3wFjx2Hy3Keh6HkvREQUKkJKGekciFokhMgFsLfx8d69e5GbGz0rZ4+cs6Jg6zF8tPMkKmvsTcfTkg24e2BnzBjWje0d6OrOHwZ2vA3sKgBqKy4dT0p3b+TG9g4x6djFYyjcX4hVh1fBUm9pOm5OMGNSj0nI78P2DhQY29GjqFi2HJYVK+C0XLqmFLMZ5ilTkM72DhTHKs/UYG9RKfZ9fRr1VkfT8QSTHn2HZ6FfHts7EEWbitOl2L1uLUo2fY666qqm44kpqcgddWtMtHcoKSlBv379mh/qJ6UsiVQ+RETBYOGXol60F34bOV0SZ6vqYK13wJSgR4fURCjcUZr85XICVWWArRowpgCpmQB3No55TpcT5bXlqLHXINmQjIykDCh8XUkF6XTCUV4Ol9UKnckEfUYGhMJriloHl0uixlIPW50TxkQFyeYE6HivRRTVXC4nrBUVsNXWwpiUBFN6OnQxci/Ewi8RxQN9pBMgiheKTiDLnBTpNChW6RTAHN2rHihwik5Bpikz0mlQHBGKAkMmrylqnXQ6gZT0xEinQUQB0OkUpLZrH+k0iIhaLTbBIiIiIiIiIiIiIoozXPFLpBG2eiBV2OohLrHVA2mNrR6oNWOrB6LYE8utHoiI4gELv0Qq/VBejYJtx/Gxl83d7hrYGfdyczdqyblD7s3ddi+9cnO3AdOBGx/g5m4x6KjlKAoPFGL14dVXbO42scdETO0zlZu7UUDqjxxB5bLlsKxceeXmbpMnI/2eadzcjeJW5Zka7N1cin1bvWzuNiwL/UZyczeiaHPhVCn2rP8UJZs2eNnc7RYMGDs+6jd3IyKKB9zcjaJetG7uZnO48NyaEhRsO+5z7IyhXbFgQi6MenZXoQYOG/DZk+6iry+DZwO3vwTojaHPi1SxO+1YtH0RCg8U+hyb3zsf84bMg0ExhCEzilXSZkPZwoWoXLbc59i0aVOROX8+hJG/Kyg+OB0uFBUeRMnmUp9jc0dmIy+/FxTeaxFFlNNhx8Z3lmD3urU+xw4YOw6jZz0MRR+d90Lc3I2I4gHvjIiCYHO48NB7O/wq+gJAwbbjeOi9HbA5XCHOjGKCwwYsu8e/oi/gHrfsHvc8ilp2px2Pb3zcr6IvABQeKMTjGx+H3Wn3PZhaJWmz4cSjj/lV9AWAymXLceLRxyBt/F1Bsc/pcOHTN/b4VfQFgJLNpfj0jT1w8l6LKGKcDjtWvvyCX0VfANi9bi1WvvwCnA7eCxERhQoLv0RBeG5NCTYdKA9ozqYD5XhuDd8gJrhX+h5aH9icQ+vd8yhqLdq+CFtKtwQ0Z0vpFizavihEGVGsK1u4ENaiooDmWIuKULZwYYgyIgqfosKDOF5yIaA5x0suoKjwYIgyIiJfNr6zBEd3FQc05+iuYmx8Z0mIMiIiIhZ+iQLU2NM3GAXbjuPIOavGGVFMaezpG4wdbwPnD2ubD2misadvMAoPFOLYxWMaZxT76urqUFJS0uJXXV1dpNMMmcaevsGoXLYctqNHtU2IKIwqz9T4vdLXU8nmUlSeqdE4IyLy5cKpUr9X+nravW4tKk4H9zNPREQt4+ZuRAEKtujbNH/rMTx953UaZUMxJ9iib/P5t72oTS6kmWCLvk3z9xdi7o1zNcomPly8eBEfffRRi2PmzJmDxMTEMGUUXsEWfRtVLFuOjvP4KQGKTXuDLPo2zS8qxc1399IoGyLyx571n6qav3vdWvxo5oMaZRO7iouLBYBkAGzYTxSbbABqBg0aFDUbqrHwSxQAp0vi450nVcX4aOdJPDX+Wig6oVFWFDNcTmD3UnUxdhUAY58HdIo2OZFqTpcTqw+vVhVj1eFV+OWgX0Lh60oApNMJy8qVqmJYVqxAh7m/glB4TVFscbkk9m09rSrGvq9P46af9ISO91pEYeFyOVGyaYOqGCWbPsfIe++HrhXeCxUXF3cEcAeAcQC6gHUaoljnKC4uPgFgLYBPBg0adCaSybDVA1EAzlbVobJG3eYDlTV2nK2K348nUwuqyoDaCnUxaivccShqlNeWw1JvURXDUm9BeW1gfcMpfjnKy+G0qLumnBYLHOW8pij21FjqUW91qIpRb3WgxlKvUUZE5Iu1ogJ11VWqYtRVV8FaofI+OcYUFxd3Ly4ufh3A3wH8AkB3sOhLFA/0cP88/wLA34uLi18vLi7uHslkiMhP1np1/xDROg7FGFt1dMUhTdTYteklqVUcin0uqza94LWKQxROtjpnVMUhIt9stbVRFScWFBcXdwDwGoCOAKDT6ZIVRUnT6XTJQgg9AH5kgSg2SSmlw+Vy1TidzkqXy1UDYCiA14qLi+8fNGjQ2XAnxBW/RAEwJWjzXolWcSjGGFOiKw5pItmQHFVxKPbpTKaoikMUTsZEbT7mrVUcIvLNmJQUVXGiXXFxcQqAVwF0FEIYExISehiNxm6KopiFEAaw6EsUy4QQwqAoitloNHZLSEjoIYQwwv0mzysNP/9hxeoTUQA6pCYiLdmgqt1DWrIBHVLjczMi8iE1E0hKV9fuISndHYeiRkZSBswJZlXtHswJZmQkZWiYFcUyfUYGFLNZVbsHxWyGPoPXFMWeZHMCEkx6Ve0eEkx6JJsTNMyKiFpiSk9HYkqqqnYPiSmpMKWna5hVVHsWQE8AeqPR2FUIYdDpdK7U1FSL2Wy+aDQa7TqdzhXhHIkoCC6XS2ez2QwWi6VNVVWV2eVyGY1GY9f6+vojAHoBWAAgrLt6s/BLFABFJ3DXwM5468sjQce4e2BnbuzWWukUYMB0YOvrwce4YQY3dosyik7BxB4T8f537wcdY1KPSdzYjZoIRYF58mRcePfdoGOYp0zhxm4Uk3Q6gb7DsrD78xNBx+g7PIsbuxGFkU6nIHfULSj+ZFXQMXJH3doqNnYrLi5uA2AkACQkJHQWQhgMBoPtmmuuOarX69mjhij2ORMSEuypqak1dru9/MiRIzl2u92YkJDQpb6+/iiAUcXFxamDBg1S1xg9AGz1QBSgGUO7qps/rJtGmVBMGjw7svMpJPJ756ub30fdfIo/adOmqpqfrnI+UST1G5mtbn6euvlEFLj+Y8armj9g7DiNMol6wwDohBBGIUSSEEJ269btOIu+RPHHYDA4u3XrdlwIIRt+3o1w12GHhzMPrviNMCGEAJAD4HoAnQGkAagHUAHgIIBvpJR1kcqPrnRNRgpmDO2Kgm3HA547Y2hXdG/PnoutWvue7uLtjrcDnzt4NtCuh/Y5kWo55hzk985H4YHCgOfm985HtzZ8Q8hThw4dsGDBgkinETEJ3bsjbdpUVC5bHvDctGlTYczJ0T4pojBJ65iM3JHZKNlcGvDc3JHZSOvInulE4da2UzYGjB2H3evWBjx3wNhxSM9qNW/Y5AGAoiipAJCcnGxNSEgIvo8gEUW1hIQEe3JystVqtaYoipLqcDjOA7gZwD/ClQMLvxEghEgHMBnA7QBuAdC+heF2IcQnAP4spdwU4HlyAATfkwCAlJKfk/NiwYRcnKyoxaYD5X7PGdU7Awsm5IYwK4oZt78EVB4HDq33f07PMe55FLXmDZmHUmsptpRu8XvOiOwRmDdkXgizoliWOX8+7KWnYC0q8nuOKS8PmfPnhzArovDIy++FqvO1OF5ywe85XXPbIi+/VwizIqKWjJ71MCzlZ3F0V7Hfc3JuGITRsx4OYVZRZygA6HS6FABISUmpjmw6RBRqKSkp1VarNaXh5/483Cv/w4atHsJMCPE6gDIAbwPIR8tFXwAwwF0k/kII8a4Qok1oMyR/GPU6vDlzsN9tH2YM7Yo3Zw6GUc8fOQKgNwLTPvC/bcPg2e7xemNo8yJVDIoBi0cv9rvtQ37vfCwevRgGxRDizChWCaMRXV5/ze+2D2nTpqLL669BGPm7gmKfotdh/Jz+yPWz7UPuyGyMn9MfCu+1iCJG0Rswee7TfrdtGDB2HCbPfRqKvnXcCxUXF+sAtAWAho98Izk5uSaiSRFRyDX+nDf+3ANIb/h9EBZCShmucxEAIcQOAIO8POUEcBrAGbiLvd0AmL2M2w7gVimlz3cG42XFrxAiF8Dexsd79+5Fbm70rJw9cs6Kgq3H8NHOk6isufQpnbRkA+4e2BkzhnVjewe6uvOH3W0fdhUAtRWXjieluzdyY3uHmHTs4jEU7i/EqsOrYKm3NB03J5gxqcck5PdhewcKjO3oUVQsWw7LihVwWi5dU4rZDPOUKUhneweKY5VnarC3qBT7vj6Nequj6XiCSY++w7PQL4/tHYiiTcXpUuxetxYlmz5HXfWlPYwSU1KRO+rWmGjvUFJSgn79+jU/1E9KWRJsvOLi4hQAXwBAYmJiXwCiV69eB41Go6PFiUQU02w2m/7gwYO9AMi6urp9DYdHDRo0yBqO87PwG2Yehd9KAEsBfAKgSEpZ1WycAnf/n+cb/tvcx1LKu/04Vw4uL/z+A8DLgeQrpQzgs+ihEe2F30ZOl8TZqjpY6x0wJejRITURCneUJn+5nEBVGWCrBowpQGom0Ap2No53TpcT5bXlqLHXINmQjIykDCh8XUkF6XTCUV4Ol9UKnckEfUYGhMJriloHl0uixlIPW50TxkQFyeYE6HivRRTVXC4nrBUVsNXWwpiUBFN6OnQxci8UgsJvOoB1AJCYmHgtAPTu3fuAwWDgxm5EccxutysHDhzoDQB1dXXfNxweO2jQoIoWpmmGPX4j4yiAFwAslVLWehsgpXTC3d5hNID/AtC88dFdQojRUsqNAZ73dDQUcuOVohPIMidFOg2KVToFMEf3qgcKnKJTkGnKjHQaFEeEosCQyWuKWiedTiAlPTHSaRBRAHQ6BantfHU3JCKiUGETrPBbAKCPlPKtqxV9m2soAP8CwA6Ppx4MRXJEREREREREREQU+7jiN8yklJ8EMccphPgDgMJmh2/TLivSAls9kCps9RCX2OqBtMZWD9SasdUDUeyJ5VYPRETxgIXf2FHk8bidECJZSsldQCPsh/JqFGw7jo+9bO5218DOuJebu1FLzh1yb+62e+mVm7sNmA7c+AA3d4tBRy1HUXigEKsPr75ic7eJPSZiap+p3NyNAlJ/5Agqly2HZeXKKzd3mzwZ6fdM4+ZuFLcqz9Rg7+ZS7NvqZXO3YVnoN5KbuxFFmwunSrFn/aco2bTBy+Zut2DA2PFRv7kbEVE84OZuMUIIkQCgzuNwJynl6Rbm5ODyzd3elVLO0j670IrWzd1sDheeW1OCgm3HfY6dMbQrFkzIhVHP7irUwGEDPnvSXfT1ZfBs4PaXAL0x9HmRKnanHYu2L0LhgUKfY/N752PekHkwKIYwZEaxStpsKFu4EJXLlvscmzZtKjLnz4cw8ncFxQenw4WiwoMo2Vzqc2zuyGzk5feCwnstoohyOuzY+M4S7F631ufYAWPHYfSsh6Hoo/NeiJu7EZEWIr25G++MYoe3t0PPhz0LAuAu+j703g6/ir4AULDtOB56bwdsDleIM6OY4LABy+7xr+gLuMctu8c9j6KW3WnH4xsf96voCwCFBwrx+MbHYXfafQ+mVknabDjx6GN+FX0BoHLZcpx49DFIG39XUOxzOlz49I09fhV9AaBkcyk+fWMPnLzXIooYp8OOlS+/4FfRFwB2r1uLlS+/AKeD90JERKHCwm/syPN4fExKGdS/7IQQXYQQNwoh8oQQuUKIDA3ya1WeW1OCTQfKA5qz6UA5nlsT9BvEFE8+exI4tD6wOYfWu+dR1Fq0fRG2lG4JaM6W0i1YtH1RiDKiWFe2cCGsRZ6dnlpmLSpC2cKFIcqIKHyKCg/ieMmFgOYcL7mAosKDIcqIiHzZ+M4SHN1VHNCco7uKsfGdJSHKiIiIWPiNHbM9Hn8aRIwfCyFOATgOYDuAzXC3UDgrhDgihPirEGK4yjzjXmNP32AUbDuOI+esGmdEMaWxp28wdrwNnD+sbT6kicaevsEoPFCIYxePaZwRxbrGnr7BqFy2HLajR7VNiCiMKs/U+L3S11PJ5lJUnuEWGEThduFUqd8rfT3tXrcWFaeD+5mn6Pbqq6+2E0IMavx69dVX20U6J6KrGTJkSJ/m12uk89EKC78xQAgxHsBIj8PvBBEqq+HLmxwAswB8JYT4XAjRNYj4rUKwRd+m+VtZ4GnVgi36ajWfQiLYom/T/P3q5scjm82Go0ePtvhli+OWBsEWfRtVqJxPFEl7gyz6Ns0vYgGJKNz2rA9mXdIlwRaNiYioZfpIJ0AtE0K0BfA/HodXSim3h/C0twD4pxBiipRys5aBhRAdAATaWqKHljmo4XRJfLzzpKoYH+08iafGXwtFJzTKimKGywnsXqouxq4CYOzzgE7RJidSzelyYvXh1apirDq8Cr8c9EsofF2bVFZW4t13321xzJw5c9ChQ4cwZRQ+0umEZeVKVTEsK1agw9xfQSi8pii2uFwS+7Zede9iv+z7+jRu+klP6HivRRQWLpcTJZs2qIpRsulzjLz3fuh4LxS07Ozs60+dOtW0w+uaNWsO3HnnnVWRzIn8w9eOQomF3ygmhNAB+F8AnZsdtgB4IsBQJwGsAbAB7tYOpwFYAZgBdAcwGsDPAVzTbE5bAKuEEMOllPuC+ga8+wWABRrGC6uzVXWorFG3+UBljR1nq+qQZU7SKCuKGVVlQK3KjTtrK9xxzN72e6RIKK8th6XeoiqGpd6C8tpyZJoyNcqKYpmjvBxOi7prymmxwFFeDkMmrymKLTWWetRbHapi1FsdqLHUIyU9UaOsiKgl1ooK1FWrq1HVVVfBWlGB1HbtNcqKiIgAFn6j3csAxnkce0RKecLP+RYAEwF8IqX0tsXx+YavHUKI/wTw24avxhYgaQD+Vwhxo5RSBpp8PLLWq/uHiNZxKMbYqqMrDmmixq5NL0mt4lDsc1m16QWvVRyicLLVOaMqDhH5Zqutjao4RER0CQu/UUoI8QSAX3oc/oOU0u+mfVLKCrhX+voz1gngWSFEBYA/N3tqEICfAPjY3/PGM1OCNj8yWsWhGGNMia44pIlkQ3JUxaHYpzOZoioOUTgZE7X5mLdWcYjIN2OSNp9k1CoORY8nnnji/BNPPHE+0nkQtWasPkUhIcR0XF58Bdybuc0L9bmllK8IIaYAGNXs8H3QrvD7XwA+DHBODwCrNDq/Kh1SE5GWbFDV7iEt2YAOqfzoYauUmgkkpatr95CU7o5DUSMjKQPmBLOqdg/mBDMykgJtf07xSp+RAcVsVtXuQTGboc/gNUWxJ9mcgASTXlW7hwSTHsnmBA2zIqKWmNLTkZiSqqrdQ2JKKkzp6RpmRUREwKWP9FOUEELcCeBdAM13o/gbgAfD2G7h/3k8vkUIocmbBFLKs1LKkkC+ABzW4txaUHQCdw3s7HtgC+4e2Jkbu7VWOgUYMF1djBtmcGO3KKPoFEzsMVFVjEk9JnFjN2oiFAXmyZNVxTBPmcKN3Sgm6XQCfYdlqYrRd3gWN3YjCiOdTkHuqFtUxcgddSs3diMiCgEWfqOIEGI03KthmxdZ1wG4p6EVQ7hsANC8yJwKQN0deByZMbSruvnDummUCcWkwbMjO59CIr93vrr5fdTNp/iTNm2qqvnpKucTRVK/keo2MO2Xxw1QicKt/5jxquYPGOu5tQ0REWmBrR6ihBBiKIDVAJr3APgKwBQppS2cuUgprQ29fts2O5wBwN9N5eLaNRkpmDG0Kwq2HQ947oyhXdG9PXsutmrte7qLtzveDnzu4NlAux7a50Sq5ZhzkN87H4UHCgOem987H93a8A0hulxC9+5ImzYVlcv8bu3fJG3aVBhzcrRPiihM0jomI3dkNko2lwY8N3dkNtI6smc6Ubi17ZSNAWPHYfe6tQHPHTB2HNKz+IYNXd25c+eUDRs2mE6dOmU4d+6c3uVyibS0NGevXr3qhwwZUpOdnR10f6CDBw8av/rqq+SysjJDRUWFYjabnVlZWfZbbrmlumvXrnG5K3tVVZVu/fr1KSdOnDCcPXtWrygKOnToYO/fv3/diBEjanS62Fgj6nA4sHnzZtP+/fsTzp49q6+vr9dlZGQ4evToUT927NjqpKSkcH1qPqqx8BsFhBD9AawF0HzHpn8CGC+ljNSW3J5NbA0RySJKLZiQi5MVtdh0oNzvOaN6Z2DBhNwQZkUx4/aXgMrjwKH1/s/pOcY9j6LWvCHzUGotxZbSLX7PGZE9AvOGhLx9e0xq3749fvWrX7U4JinON4HJnD8f9tJTsBYV+T3HlJeHzPnzQ5gVUXjk5fdC1flaHC+54PecrrltkZffK4RZEVFLRs96GJbyszi6q9jvOTk3DMLoWQ+HMCvytH//fmPfvn2vb3z8k5/85PzHH3981N/5Q4YM6fPNN9801S6klFd9wV999dV2//qv/5rT+PiVV1456u9mb06nE3/5y1/avvHGGx327t1rcjq9fwhaCIFrr7225qc//emFRx999FxGRobPT0vX1dWJl19+OePdd9/NOHz4sNcNeIQQuO6662qeeuqpUzNmzAh+44Uo8o9//MP04osvZm3durWNzWbz2hOpbdu2jvvuu698wYIFZenp6a6rxXrmmWc6/u53v2vqg/nEE0+cfuWVV04FmtPdd9+d8/HHH7drfPz222//cP/997e4Kc7+/fuNv/3tb7P+8Y9/pFssFq89YhITE1233XZb5aJFi0r79u0b1sWU0SY2yvhxTAjRB+52Ds072X8P4DYpZUR+uTT0823ncdj/CmcrYNTr8ObMwX63fZgxtCvenDkYRj1/5AiA3ghM+8D/tg2DZ7vH642hzYtUMSgGLB692O+2D/m987F49GIYFL6v5o1Op4PJZGrxK1ZWIwRLGI3o8vprfrd9SJs2FV1efw3CyN8VFPsUvQ7j5/RHrp9tH3JHZmP8nP5QeK9FFDGK3oDJc5/2u23DgLHjMHnu01D0vBeiy/3zn/9MvPbaa6/7+c9/3n337t1XLfoCgJQS3333XfJzzz3X+fe//31HX7E3bNhg6tmzZ79nnnmmy9WKvo1xS0pKku+9996et9xyS8+LFy/G7F8wFy9e1I0fP/6a2267re/mzZvNVyv6AsCFCxf0r7zySlbv3r37bdq06aofoXnggQcuKM32k/joo4/auVxXrRNfNa+1a9c21cLatGnjnDZtWmVLc379619nXX/99f0+/PDD9lcr+gJAXV2dbtWqVW379+/f709/+lP7gBKLM1zxG0FCiG4A1gPo0OzwEQBjpZSRLLQOw+XXhgNAWYRyiVpGvQ4vTrkeD+Zdg4Ktx/DRzpOorLm0UDot2YC7B3bGjGHd2N6BrqQ3Anf+CRj+mLvtw64CoLbZG5tJ6e6N3NjeIaYYFAN+O/y3mJk7E4X7C7Hq8CpY6i+9h2dOMGNSj0nI78P2DuQfYTQi69ln0W7WLFQsWw7LihVwWi5dU4rZDPOUKUhneweKQ4pehx9N74Mbbu2CvUWl2Pf1adRbL33qNsGkR9/hWeiXx/YORNFC0Rsw5sFHMeiOydi9bi1KNn2OuuqqpucTU1KRO+pWtnegq1qzZk3qjBkzelRVVV1R1EtPT3dkZGTYDQaDtFgsyqlTpxICKTYuXbrU/MADD1xTV1d3WRHXYDDI7Ozs+tTUVGd1dbVy/PjxBKfT2VQc3bhxo/nmm2/uvXXr1v3Jyckx1T6gtLRUf9ttt/UqKSm54i/Kjh072tu3b293Op3i1KlTxosXLzb9mZ87d85w++2391m5cuXB2267rdpzbrdu3ewjRoywbN682QwAp06dMq5duzbljjvuuGLs1bz//vtpNTU1Ta/FhAkTLlytPYPD4cDUqVNz/va3v3kuUkRaWpqjQ4cOdoPBIMvLyw1nz55tejfJbreLX/7yl90uXryoW7BgwVl/c4snLPxGiBAiC8DnADo3O1wK4FYpZeANzbT1gMfjr6WUNRHJJAZ0b2/C03deh6fGX4uzVXWw1jtgStCjQ2oiFO4oTb606wHc9iIw9nmgqgywVQPGFCA1E+DOxjGrW5tumHvjXPxy0C9RXluOGnsNkg3JyEjKgMLXlYJgzMlBx3lPosPcX8FRXg6X1QqdyQR9RgaEwmuK4ltax2TcfHcv3PSTnqix1MNW54QxUUGyOQE63msRRaX0rGz8aOaDGHnv/bBWVMBWWwtjUhJM6enQ8V6IrmL//v3Ge++997Kir9FolD/72c/OPvLII+cGDRpU13y8xWLRbdiwIeXDDz9MX7VqVdsrI16yY8eORM+i76BBg6p/9atflU2cOPFi84JuRUWF7u233277+9//Pvv8+fN6APj2229NDz30UJeCgoLAN/uJEKfTibvuuuua5kXf9PR0x2OPPVb24IMPnm/ew9jpdOLzzz83LViwIHvr1q2pgHvV7M9+9rNrdu3aVZKZmXnFsut77733fGPhFwDefffddoEUfgsKCi4r4s6ePfuqbUDmzp3bqXnRV6/Xy/vuu6/80UcfLfe8LkpKShJefPHFjsuWLcuQ0v2y/u53v+t80003WceOHRupdqoRE7NL1WOZEKIt3O0dmi/jK4d7pe+RyGTlJoT4EYD7PA6vDHsiMUjRCWSZk9CzQyqyzEks+lJgdApgzgYy+rj/yxviuKDoFGSaMnFN2jXINGWy6EuqCUWBITMTCT16wJCZyaIvtSo6nUBKeiLaZpmQkp7Ioi9RDNDpFKS2a492nbsgtV17Fn2pRdOmTbum+arTjIwMe1FR0fdLliw56VncAwCz2eyaMmXKxaVLlx774Ycf9tx9991ee8Pa7XZMnz79sqLvf/zHf5zavn37/mnTplk8V/Gmp6e7/uM//uPcN9988123bt3qG48vXbo0Y8uWLTGzycQzzzyTuW3bttTGx/3797d+++23Jc8///wZz43rFEXBj3/8Y+uXX355YObMmU0rY8+cOWN46qmnOnmLP2PGjMqUlJSmgvCnn37atrq62q+/nA8fPmzYtm1bm8bHOTk5dbfccovXouy6detMr776albj47S0NMfnn3++7+233z7h7brIzc2tX7p06fH/+Z//+aGxNZzT6RSPPfZYq/zIJQu/YSaESAXwGYDmu3xVAvixlPJ7Dc8zVghxf0O/Xn/n3ALgbwCa/218GsB/a5VXPHO6JE5banHobBVOW2rhdMXUJ0Ao0lxOwFIKlO93/9flc08CihFOlxNl1jL8UPkDyqxlcPK1JZWk0wl7WRnqDx+GvawMsoW+d0TxxOWSqK6ow4XTVlRX1MHFey2iqOdyOVF1/hzOnzyBqvPn4OJ9EF3F3/72tza7du1q6pFoNBrl3//+94NDhgyp9Wd+x44dnTfddJPXsX/961/TDx482FSwveeee8r/+Mc/nva1X0T37t3thYWFh5uP+8Mf/pDpTz6RVlVVpXv99debcs3IyLD/4x//OJidne1oaZ6iKHjrrbdODBgwoKkIW1hY2P7cuXNXvGuTnJwsJ0yY0FRst1qtuv/93/9N9xznzVtvvXVZT+Bp06ZddbXv888/36lxrE6nQ2Fh4aGRI0f6/FT6Qw89VPHQQw+daXx84MCBpJUrV6a2NCcesdVD+K0GcKPHsf8E0F4IMSbAWMVSyqvtdpgN4G0AvxNCfNhw3p2eG8YJIRQAgwH8AsC9uPzNABeAR9nmoWU/lFejYNtxfOylx+9dAzvjXvb4pZacO+Tu8bt76ZU9fgdMB258gD1+Y9RRy1EUHijE6sOrr+jzO7HHREztM5V9fikg9UeOoHLZclhWrryyz+/kyUi/Zxr7/FJcqjxTg72bS7Fvq5cev8Oy0G8ke/wSRZsLp0qxZ/2nKNm0wUuP31swYOx49vily7zyyivN9z7CnDlzyvwt+vry+uuvN236lpiY6HrllVf8bq85ZMiQ2ltvvbVy3bp1aQCwfv36NIfDAb0+ustpb7zxRrvmm5/9+te/PtWxY0e/3nnR6/WYO3fu6XvvvbcnANTU1OhWrFjR5qGHHrqi/nT//fef++CDD5o2TysoKGj385///IKvcyxfvrypbYNOp8ODDz7otfC7c+fOxC+//LJpZfD48eMvBNKu4dlnnz39l7/8pUNjz+YPP/wwffLkyVW+5sWT6L5S49OPvBx7PshYowF84WNMNoB/a/iCEKIUwAUAVgBtAHQFkOJlngTwb1LKFUHmFvdsDheeW1OCgm3eW/xU1tjx1pdH8NaXRzBjaFcsmJALI3eapkYOG/DZk+6irze1FcDW191fg2cDt7/k3hCOop7dacei7YtQeKDQ6/OWegve/+59vP/d+8jvnY95Q+bBoHA3a7o6abOhbOFCVC5b7vV5p8WCC+++iwvvvou0aVOROX8+hJG/Lyj2OR0uFBUeRMlm7/8+r7c6sPvzE9j9+QnkjsxGXn4vKLzXIooop8OOje8swe51a70+X1ddheJPVqH4k1UYMHYcRs96GIqe90GtXX19vdi+fXvTSkxFUeQvf/lLTTbiKisrU7799tumlVi33HKLJSMjI6Cl52PGjLnYWPitqanRffXVV8n+rDiNpM8++6yp966iKHL27Nk+i7HNTZgwoUqn06FxpW1RUVGqt8Lv2LFjrd26das/duxYAgB8/fXXbY4dO2bo1q2b3XNso02bNiX/8MMPiY2Phw4derFHjx5ex69evdrc/PF999131ZXB3mRmZjpzc3Nr9uzZYwKA5tdZa8E7o9YnG8D1AIYBuA7ei76nAdwmpVwczsRiic3hwkPv7bhq0ddTwbbjeOi9HbA5/N9xlOKYwwYsu+fqRV9PO952j3fYQpsXqWZ32vH4xsevWvT1VHigEI9vfBx251Xvi6iVkzYbTjz62FWLvp4qly3HiUcfg7Tx9wXFNqfDhU/f2HPVoq+nks2l+PSNPXDyXosoYpwOO1a+/MJVi76edq9bi5UvvwCng/dBrV1RUVFy8/671157ba1nD9pgrV+/PrVxgy8AGDhwYMCbe3Xr1u2yG6tvv/028Wpjo4HL5cLOnTubaj05OTn1bdu2DegvyDZt2rjMZnPTa3Dw4MGrfs9Tp0491/j/TqcTf/nLX1rcaO+tt95q3/zxvffee9Vi7pYtWy6rWd18880BF9yzs7ObXr8jR44kNm8x0Rqw8Bu/NgBYAPeKYH+WsbsA7ATwcwA9pZTrQpda7HtuTQk2HSgPaM6mA+V4bk1JiDKimPLZk8Ch9YHNObTePY+i2qLti7CldEtAc7aUbsGi7YtClBHFurKFC2EtKgpojrWoCGULF4YoI6LwKCo8iOMlAS1OwvGSCygqPBiijIjIl43vLMHRXcUBzTm6qxgb31kSoowoVhw4cCCh+ePm/WXV+u677y4rWL7wwgudhRCDAvmaNm1az+YxLly4ENWfnj958qS+eZuHw4cPJwb6PQshBlVUVDR9n5WVlVf9nh988MELQlza0615GwdPdXV1Ys2aNU19gE0mk+u+++6rvNr4Q4cOXfb6ZWdnDwj0+1i7dm3T+ZxOJyoqKlrVLpMs/IaZlFJo+PVFC+c5LqV8Xko5GoAZQC8A4wA8DODXAJ4B8B8AZgMYCyBdSjlISvk/7OnbssaevsEo2HYcR85p9ncYxaLGnr7B2PE2cP6wtvmQZhp7+gaj8EAhjl08pnFGFOsae/oGo3LZctiOHtU2IaIwqTxT4/dKX08lm0tReYa3skThduFUqd8rfT3tXrcWFaeD+5mn+OBZSO3QoYMmq30B4Pz585oXaZsXVaPR2bNnNf+eq6qqrvo99+rVyzZ06NCmBYcHDx5M+vLLL7023y8sLDQ3LyKPGzeuIjU19apLcFsqOAfrwoULUf36aY2F31ZAuh2SUn4mpXxTSvmylPJ3Usr/lFL+VUq5Xkp5MdJ5xopgi75N87eyuNOqBVv01Wo+hUywRd+m+fvVzaf4E2zRt1GFyvlEkbI3yKJv0/wiFpCIwm3P+k9VzQ+2aEzxoaqq6rLaVEpKSkA9eFsSiiKty+USvkdFTigKm83bZXgzY8aMy9o1vP32215X/b7//vuXHZ81a9Y5b+MatVRwDlZra/UQ1cvTiaKN0yXx8c6TqmJ8tPMknhp/LRRdVP9dQaHgcgK7l6qLsasAGPs8oGtVb1JGPafLidWHV6uKserwKvxy0C+h8LUlANLphGXlSlUxLCtWoMPcX0EovKYodrhcEvu2nlYVY9/Xp3HTT3pCx3storBwuZwo2bRBVYySTZ9j5L33Q8f7oFbJc8VndXW1ZhdCUlLSZbFnz559dsKECZVqYvbu3bteVVIhZjKZLvuee/ToUffHP/5R1Qq25OTkFqulM2fOrHjyySe71tTU6ABg1apVbe12+wmD4dLmjWVlZcoXX3zRtFlbp06dbOPGjatuKW5SUpKr+fXw4YcfHtTr9S1XoX3o0qVLq2oszsIvUQDOVtWhskbd74jKGjvOVtUhy5ykUVYUM6rKgNorNkINTG2FO445W5ucSBPlteWw1FtUxbDUW1BeW45MU6ZGWcU2h8OBCxda7u/Ztm1b6PXxeSvjKC+H06LumnJaLHCUl8OQyWuKYkeNpR71VnWf8K23OlBjqUdKelTvvUMUN6wVFair9mdbmaurq66CtaICqe3a+x5MqjTvxRqM2tpazT853rZt28t+8WvZqqB9+/aXxc7KyrJNnjxZ3QUb5Tp27HjZ9yylRKi/5zZt2rhuv/32ir/97W/tAHf7jg8//NA8ffr0phvat99+u63D4Wi6APPz88/rdC1fTmlpaY7mhd/hw4fXZGdna9YKpDWIz38tEYWItV6b3y9axaEYY2vxzczwxyHN1Ni16SepVZx4cOHCBbzxxhstjpkzZw46dOgQpozCy2XVph+8VnGIwsVWp82ne7WKQ0S+2WproyoOtcxzBWxdXV1AhdxQbGzWt2/fy1bQ7t6926RV7O7du18W+/Dhw3H/rmCXLl0ciYmJrsbX9tSpU8b6+nqRkJCgaqWsL7NmzTrfWPgF3G0dmhd+ly5detk7Ow8++OBl7SG86dKli+3kyZNNm/999913CSz8BoY9fokCYErQ5u84reJQjDGmRFcc0kyyweveBRGLQ7FPZ9Lm3ztaxSEKF2OiNp/u1SoOEflmTNLmk4xaxaGWpaenX/bOWHl5ueFqYz2dPn1af+rUKaPWOY0YMaImMTGxqSD9/fffJx0/flyTfzSPGzfuspWuW7ZsSdUibjRLSEiQ//Iv/9K0Wqiurk73xRdfhPym8I477qjq1KmTrfHxhg0b0srLyxUA2LlzZ2JJSUnTP3YGDhxYnZub67NlRl5e3mX7Ua1bt66Nljm3Biz8EgWgQ2oi0pL9/nvRq7RkAzqkxv2bjORNaiaQlK4uRlK6Ow5FlYykDJgTzL4HtsCcYEZGUoZGGVGs02dkQDGru6YUsxn6DF5TFFuSzQlIMKn7t36CSY9kc4LvgUSkCVN6OhJT1NXSElNSYUpXeZ9MfklJSZHp6elNKyb379+f5HT69ymJd955JyQvUkJCghw+fHhTgdbpdIr//M//1ORjXd27d7f36tWraTn5iRMnEgoLC+O+eDh27NjLCqavvvpqyD8mp9Pp8NOf/rRpFa/NZhN//etf2wLAX/7yl8s2dfPcDO5q7rzzzsu+j/fff799fX09m/gHgIVfogAoOoG7BnZWFePugZ25sVtrpVOAAdPVxbhhBjd2i0KKTsHEHhNVxZjUYxI3dqMmQlFgnjxZVQzzlCnc2I1ijk4n0HdYlqoYfYdncWM3ojDS6RTkjrpFVYzcUbdyY7cwys3NbeovdvHiRWXlypU+C6Hnz59XXn311ZCtQPnXf/3XM80fv/HGG5nbt2/XZBn4E088cVnsX//6113Pnz8f1xfcE088cS41NbWpov/ZZ5+lL1u2TN2qAj94tm/44IMP2jmdTjRvAZGYmOiaNWtWy5t5NMjLy6sZOnRo05sCZWVlxn/7t3/rpF3G8Y+FX6IAzRjaVd38Yd00yoRi0uDZkZ1PIZPfO1/d/D7q5lP8SZs2VdX8dJXziSKl30h1G5j2y+MGqETh1n/MeFXzB4wdp1Em5I/bbrvtsh1kf/Ob33Suqqq6an3o4sWLusmTJ19TVlameZuHRpMmTaoaNGhQU3sCm80m7rzzzl7+Fn/PnDmjfPXVV17H/vznPz/fs2fPusbHx44dSxgzZkyvo0eP+v1x3vr6erF48eJ2v/nNb2Li45ft2rVzPvbYY2WNj10uFx588MFrCgoKAir+FhUVJd9xxx3X+Du+X79+9QMHDmx6HXft2mV6+eWXM86cOdP0Zz1mzJjKtm3burxHuNLzzz9f2nwTuP/+7//O/NWvfpXlcvkdAocPHzY88sgjnTdt2tTqeuux8EsUoGsyUoIu/s4Y2hXd27PfYqvWvmfwxdvBs4F2PbTNhzSTY84Juvib3zsf3drwTSG6XEL37kEXf9OmTYUxJ0fbhIjCJK1jMnKDLP7mjsxGWsdW9286oohr2yk76OLtgLHjkJ7FN2zC6cEHHzzfvKfu/v37k0aOHNl7y5YtlxVOa2pqxLvvvpv2L//yL9d++eWXbQwGg+zYsaM9VHl98MEHR8xmc9Mq1fLycsPIkSOvfeSRRzr/85//vKJf4sWLF3UrVqxoc88993S75ppr+n/00UdeW1Ho9Xp89NFHh1JSUppi79q1yzRgwIDcf//3f++0Z88er/2BTpw4of/ggw/M06dP75aVldX/iSeeyNm3b1/I+zZ+8803yStXrkwN5qt5nN/97ndlo0aNairyW61W3X333dfzxz/+cY/Vq1en1tbWXvHxmJqaGrFx48bkefPmZebm5l47cuTIaz/99NOAWnxMnz79slW/zz77bJfmj2fNmuVXm4dGP/7xj61PPvlkafNj/+///b9O/fv3v3bJkiXpjX2Em3M4HNi5c2fiH//4x/Y333xzrz59+ly/ZMmSjlVVVXG90tsb7jBFFIQFE3JxsqIWmw6U+z1nVO8MLJiQG8KsKGbc/hJQeRw4tN7/OT3HuOdRVJs3ZB5KraXYUrrF7zkjskdg3pB5IcyKYlnm/Pmwl56CtajI7zmmvDxkzp8fwqyIQi8vvxeqztfieIlfnwQFAHTNbYu8/F4hzIqIWjJ61sOwlJ/F0V3Ffs/JuWEQRs96OIRZkTeZmZnOX//616eef/75pj6Gu3btMt18883XdejQwd6hQwd7bW2trrS01FhXV9e0YPDFF188/uGHH7ZrvnpTS7169bIVFBQcuueee3o2Fujq6+vFkiVLOi5ZsqRj27ZtHRkZGXaDwSArKyuVU6dOJfi76nPAgAH1S5cuPXzvvff2uHjxogK421z8+c9/zvrzn/+clZaW5sjIyLAnJSW5qqurlYqKCn1FRUVEambNX5dASSmbfgAVRcHHH398ZPz48T22b9+e2vA81q1bl7Zu3bo0o9Eos7KybGaz2VFfX6+rqqpSzpw5Y/S35/PVzJo1q+I3v/lN18ZevM178mZkZNgnTZp08eqzvVu4cGHZ2bNn9W+99VbHxmMlJSXJjzzyyDVz5sxBZmamrbF39cWLF5Xy8nJD82u3NeMfAlEQjHod3pw52O+VvzOGdsWbMwfDqOePHAHQG4FpH/i/8nfwbPd4fcg+WUUaMSgGLB692O+Vv/m987F49GIYlJDcO1McEEYjurz+mt8rf9OmTUWX11+DMPL3BcU2Ra/D+Dn9/V75mzsyG+Pn9IfCey2iiFH0Bkye+7TfK38HjB2HyXOfhqLnfZAWpJSXPTYajS1WRJ955pkz06ZNO+d5/OzZs4a9e/cmHz58OLGxcKbT6fD888+fmDt37hXjtXbHHXdUb9y4cd8111xT5/nchQsX9Pv370/au3dv8smTJ/0u+jaaMGFC1VdfffV9v379ajyfq6ys1B88eDBpz549ph9++CHRW9FXCIHOnTvbAjpphLVr18755ZdfHnjwwQfPKIpy2UVis9nEsWPHEvbs2WPav39/0qlTp7wWfTMzMwP6ntu1a+ccO3Zshbfn7rrrrvN6fXD19L/85S8nFy9efLR572LA3cbi1KlTxpKSkuSSkpLkEydOJHgr+ppMJlfbtm0dnsfjHVf8EgXJqNfhxSnX48G8a1Cw9Rg+2nkSlTWXPvWSlmzA3QM7Y8awbmzvQFfSG4E7/wQMfwzY8TawqwCobfZ3Y1K6eyM3tneIOQbFgN8O/y1m5s5E4f5CrDq8Cpb6S23UzAlmTOoxCfl92N6hJW3btsWcOXN8jmkNhNGIrGefRbtZs1CxbDksK1bAabl0TSlmM8xTpiCd7R0ozih6HX40vQ9uuLUL9haVYt/Xp1FvvfTvtQSTHn2HZ6FfHts7EEULRW/AmAcfxaA7JmP3urUo2fQ56qqb9mVCYkoqckfdyvYOIeBZ6DKbzS1WRRVFwQcffHDspptuqv7973/f6fTp017fNR40aFD1H/7wh5O33HKLVct8WzJo0KC6/fv3l7z22mvtlixZ0mHfvn3JnoXtRoqioH///tb8/PzzjzzyiM8WArm5ufXffvvt90uXLjUvXry4Y3FxcYrdbr/qjqCKouD666+3jhkzxnL//fefv+6662Kq8AsABoMBb7755sl///d/P/vCCy9k/d///V/ahQsXWqwHdurUyTZq1KiLP/3pTysmTpwY8Ardn/3sZ+f//ve/X3Gz/sADDwTU5sHTY489dv6ee+6pfOmllzoUFha2O3bsmNc2HY3atGnjvOmmmy7eeeedlTNnzqxMTU0N7N2COCCu9sNDFC2EELkA9jY+3rt3L3Jzo69lgtMlcbaqDtZ6B0wJenRITYTCHaXJXy4nUFUG2KoBYwqQmglwZ+O44HQ5UV5bjhp7DZINychIyoDC15ZUkE4nHOXlcFmt0JlM0GdkQCi8pij+uVwSNZZ62OqcMCYqSDYnQMd7LaKo5nI5Ya2ogK22FsakJJjS06GLkfugkpIS9OvXr/mhflLKkmDjFRcXpwNYBwCJiYnXAkDv3r0PGAwGdZ+rh3vFY3Jy8sDmH6n//vvvv+3bt69fRUqXy4Wvvvoq+Ztvvkk+d+6cXkqJLl262EaPHl3tb4xQOnHihP6LL75IKSsr058/f16v1+tlenq6s0+fPvXDhg2rad++fdB/hlVVVbqNGzeajh07Zjx//ry+trZWpKSkuNq3b+/Izc2tu+GGG+ratGkTV8VCl8uF4uLixF27diWdO3dOX1lZqSQkJEiz2ezs0aNH/Q033FCXk5MTsl7OWjpy5Ijhyy+/NJ05c0Z//vx5vU6nQ5s2bZydO3e29e/fv+66666rVyJ8n2y325UDBw70BoC6urrvGw6PHTRokNdV0Vpj4ZeiXqwUfomIiIiIiCg+xFLh99ixY4acnJz+jY/1er2srq7+Z0JCAgs+RBEW6cIvm2AREREREREREcWozZs3X9ZbMCcnp55FXyIC2OOXSDNs9UCqsNVD3GKrB9IaWz1Qa8VWD0SxJ5ZbPcSSDz744LJeqsOGDau62lgial1Y+CVS6YfyahRsO46PvWzudtfAzriXm7tRS84dcm/utnvplZu7DZgO3PgAN3eLUUctR1F4oBCrD6++YnO3iT0mYmqfqdzcjQJSf+QIKpcth2Xlyis3d5s8Gen3TOPmbhSXKs/UYO/mUuzb6mVzt2FZ6DeSm7sRRZsLp0qxZ/2nKNm0wcvmbrdgwNjx3NxNI0uWLEn/7LPP0psfu++++1RtoEVE8YM9finqRWuPX5vDhefWlKBg23GfY2cM7YoFE3Jh1LO7CjVw2IDPnnQXfX0ZPBu4/SVA73WjXYoydqcdi7YvQuGBQp9j83vnY96QeTAohjBkRrFK2mwoW7gQlcuW+xybNm0qMufPhzDy9wXFPqfDhaLCgyjZXOpzbO7IbOTl94LCey2iiHI67Nj4zhLsXrfW59gBY8dh9KyHoeij8z4oGnv81tTUiH/84x8p9fX1uhMnThg++eSTtC+++MLcfMzw4cOrvvrqqwPB5klE2op0j1+u+CUKgs3hwkPv7cCmA+V+jS/YdhwnK2rx5szBLP6Su+i77B7g0Hr/xu94G6g8Dkz7gMXfKGd32vH4xsexpXSLX+MLDxSi1FqKxaMXs/hLXkmbDScefQzWoiK/xlcuWw576Sl0ef01Fn8ppjkdLnz6xh4cL7ng1/iSzaWoOl+L8XP6s/hLFCFOhx0rX34BR3cV+zV+97q1sJSfxeS5T0dt8TfanDhxwjBlypTeV3u+Xbt2jjfffPNYOHMioujGuyKiIDy3psTvom+jTQfK8dyaoN8gpnjy2ZP+F30bHVrvnkdRbdH2RX4XfRttKd2CRdsXhSgjinVlCxf6XfRtZC0qQtnChSHKiCg8igoP+l30bXS85AKKCg+GKCMi8mXjO0v8Lvo2OrqrGBvfWRKijFqX3Nzcmi+++GJfbm5ufaRzIaLowcIvUYAae/oGo2DbcRw5Z9U4I4opjT19g7HjbeD8YW3zIc009vQNRuGBQhy7yMUZdLnGnr7BqFy2HLajR7VNiChMKs/U+NXewZuSzaWoPFOjcUZE5MuFU6V+tXfwZve6tag4HdzPfGul0+mQlpbm6NGjR93UqVPPFRQUHNq7d+/3/fr1Y9GXiC7Dwi9RgIIt+jbN38riTqsWbNFXq/kUMsEWfZvm71c3n+JPsEXfRhUq5xNFyt4gi75N84tYQCIKtz3rP1U1P9iicWvTp08fm5Sy2Ol0FldUVOw+dOhQybJly45Nnz7d4ns2EbVGLPwSBcDpkvh450lVMT7aeRJOFzdVbJVcTmD3UnUxdhW441BUcbqcWH14taoYqw6vgpOvLTWQTicsK1eqimFZsQLSyWuKYovLJbFv62lVMfZ9fRou3msRhY3L5UTJpg2qYpRs+hwu3gcREWmOhV+iAJytqkNljV1VjMoaO85W1WmUEcWUqjKgVuXGnbUV7jgUVcpry2GpV7fQwlJvQXltYL3DKX45ysvhtKi7ppwWCxzlvKYottRY6lFvdaiKUW91oMbCTzsThYu1ogJ11VWqYtRVV8FaEZYN7omIWhV9pBMgiiXWenX/ENE6DsUYW3V0xSHN1Ni16SepVZx44HK5UFtb2+KYpKQk6HTx+R62y6pNP3it4hCFi61OmxV/WsUhIt9sPv6+DnccIiK6hIVfogCYErT5kdEqDsUYY0p0xSHNJBuSoypOPDh37hzeeOONFsfMmTMHHTp0CFNG4aUzmaIqDlG4GBOVqIpDRL4Zk5KiKg4REV0Sn8tkiEKkQ2oi0pINqmKkJRvQITVRo4wopqRmAknp6mIkpbvjUFTJSMqAOcGsKoY5wYyMpAyNMqJYp8/IgGJWd00pZjP0GbymKLYkmxOQYFL3BnmCSY9kc4JGGRGRL6b0dCSmpKqKkZiSClO6yvtkIiK6Agu/RAFQdAJ3DeysKsbdAztD0QmNMqKYolOAAdPVxbhhhjsORRVFp2Bij4mqYkzqMQkKX1tqIBQF5smTVcUwT5kCofCaotii0wn0HZalKkbf4VnQ8V6LKGx0OgW5o25RFSN31K3Q8T6IiEhzLPwSBWjG0K7q5g/rplEmFJMGz47sfAqZ/N756ub3UTef4k/atKmq5qernE8UKf1GZqubn6duPhEFrv+Y8armDxg7TqNMiIioORZ+iQJ0TUZK0MXfGUO7ont79lts1dr3DL54O3g20K6HtvmQZnLMOUEXf/N756NbG74pRJdL6N496OJv2rSpMObkaJsQUZikdUxGbpDF39yR2UjryH7pROHWtlN20MXbAWPHIT2Lb9gQEYUCC79EQVgwIRejegfWN3FU7wwsmJAboowoptz+EtBzTGBzeo5xz6OoNm/IPIzIHhHQnBHZIzBvyLwQZUSxLnP+fJjy8gKaY8rLQ+b8+SHKiCg88vJ7oWtu24DmdM1ti7z8XiHKiIh8GT3rYeTcMCigOTk3DMLoWQ+HKCMiImLhlygIRr0Ob84c7PfK3xlDu+LNmYNh1PNHjgDojcC0D/xf+Tt4tnu83hjavEg1g2LA4tGL/V75m987H4tHL4ZBUbdpJMUvYTSiy+uv+b3yN23aVHR5/TUII39fUGxT9DqMn9Pf75W/uSOzMX5Ofyi81yKKGEVvwOS5T/u98nfA2HGYPPdpKHreBxERhYq6LXOJWjGjXocXp1yPB/OuQcHWY/ho50lU1tibnk9LNuDugZ0xY1g3tnegK+mNwJ1/AoY/Bux4G9hVANRWXHo+Kd29kRvbO8Qcg2LAb4f/FjNzZ6JwfyFWHV4FS72l6XlzghmTekxCfh+2dyD/CKMRWc8+i3azZqFi2XJYVqyA03LpmlLMZpinTEE62ztQnFH0Ovxoeh/ccGsX7C0qxb6vT6Pe6mh6PsGkR9/hWeiXx/YORNFC0Rsw5sFHMeiOydi9bi1KNn2OuuqqpucTU1KRO+pWtncgIgoTIaWMdA5ELRJC5ALY2/h47969yM2NvpYJTpfE2ao6WOsdMCXo0SE1EQp3lCZ/uZxAVRlgqwaMKUBqJsCdjeOC0+VEeW05auw1SDYkIyMpAwpfW59sNhtOnTrV4phOnTrB2ApXtkqnE47ycrisVuhMJugzMiAUXlMU/1wuiRpLPWx1ThgTFSSbE6DjvRZRVHO5nLBWVMBWWwtjUhJM6enQxch9UElJCfr169f8UD8pZUmw8YqLi9MBrAOAxMTEawGgd+/eBwwGg1NVokQU1ex2u3LgwIHeAFBXV/d9w+GxgwYNqmhhmma44pdII4pOIMucFOk0KFbpFMDMVQ/xSNEpyDRlRjqNmGM0GpHD1ateCUWBIZPXFLU+Op1ASnpipNMgogDodApS27WPdBpERK0WC79EGuKqXwoaV/zGLa74Ja1xxS+1VlzxSxR7YnnFLxFRPGDhl0gDP5RXo2DbcXzspc/vXQM74172+aWrOXfI3eN399Ire/wOmA7c+AB7/Maoo5ajKDxQiNWHV1/R43dij4mY2mcqe/xSQOqPHEHlsuWwrFx5ZY/fyZORfs809viluFR5pgZ7N5di31YvPX6HZaHfSPb4JYo2F06VYs/6T1GyaYOXHr+3YMDY8ezxS0QUBuzxS1Evmnv82hwuPLemBAXbjvscO2NoVyyYkAsjd5smAHDYgM+edBd9fRk8G7j9JfeGcBT17E47Fm1fhMIDhT7H5vfOx7wh82BQuJs1XZ202VC2cCEqly33OTZt2lRkzp8P0Qp7H1P8cTpcKCo8iJLNpT7H5o7MRl5+Lyi8zyKKKKfDjo3vLMHudWt9jh0wdhxGz3oYij4674PY45eItBDpHr+8MyIKks3hwkPv7fCr6AsABduO46H3dsDmcIU4M4p6Dhuw7B7/ir6Ae9yye9zzKKrZnXY8vvFxv4q+AFB4oBCPb3wcdqfd92BqlaTNhhOPPuZX0RcAKpctx4lHH4O08fcFxTanw4VP39jjV9EXAEo2l+LTN/bAyfssoohxOuxY+fILfhV9AWD3urVY+fILcDp4H0REFCos/BIF6bk1Jdh0oDygOZsOlOO5NUG/SUzx4rMngUPrA5tzaL17HkW1RdsXYUvploDmbCndgkXbF4UoI4p1ZQsXwlpUFNAca1ERyhYuDFFGROFRVHgQx0suBDTneMkFFBUeDFFGROTLxneW4Oiu4oDmHN1VjI3vLAlRRkRExMIvURAae/oGo2DbcRw5Z9U4I4oZjT19g7HjbeD8YW3zIc009vQNRuGBQhy7eEzjjCjWNfb0DUblsuWwHT2qbUJEYVJ5psbvlb6eSjaXovJMjcYZEZEvF06V+r3S19PudWtRcTq4n3kiImoZC79EQQi26Ns0fysLPK1WsEVfreZTyARb9G2av1/dfIo/wRZ9G1WonE8UKXuDLPo2zS9iAYko3Pas/1TV/GCLxkRE1DIWfokC5HRJfLzzpKoYH+08CaeLGyu2Oi4nsHupuhi7CtxxKKo4XU6sPrxaVYxVh1fBydeWGkinE5aVK1XFsKxYAenkNUWxxeWS2Lf1tKoY+74+DRfvs4jCxuVyomTTBlUxSjZ9Dhfvg4iINKePdAJEseZsVR0qa9RtQFBZY8fZqjpkmZM0yopiQlUZUKty487aCnccc7Y2OZEmymvLYam3qIphqbegvLYcmaZMjbKiWOYoL4fTou6acloscJSXw5DJa4piR42lHvVWh6oY9VYHaiz1SElP1CgrImqJtaICddVVqmLUVVfBWlGB1HbtNcqKiPxRUlKS8OWXX5pOnjxpsNlsIj093XndddfVjRkzpjo5OZnvosYBFn6JAmStV/ePEa3jUAyxVUdXHNJMjV2bfpJaxaHY57Jq0wteqzhE4WKr02bFn1ZxiMg3W21tVMUhIt/ef//9tEWLFmV99913yd6eT05Odt19993nFi1adDorKyssxQuXy4Vdu3YlbtmyxbR9+3bTP//5T9P+/fuTHA6HaBzzk5/85PzHH398NBz5xAsWfokCZErQ5sdGqzgUQ4wp0RWHNJNs8Hq/FLE4FPt0JlNUxSEKF2OiElVxiMg3Y5I2n2LUKg4RXV1tba2YNm1azurVq9u2NK6mpkb33nvvdVizZk3bgoKCw+PGjQvZ6qNXXnml3fLly9t9++23ydXV1fwLXGPs8UsUoA6piUhLNqiKkZZsQIdUfvyw1UnNBJLS1cVISnfHoaiSkZQBc4JZVQxzghkZSRkaZUSxTp+RAcWs7ppSzGboM3hNUWxJNicgwaTuzfEEkx7J5gSNMiIiX0zp6UhMSVUVIzElFaZ0lffJRNQip9OJCRMmXONZ9FUUBdnZ2ba+ffvWpqSkXPaRmYqKCv1PfvKTXuvXrw/ZaoI1a9akff3116ks+oYGlxwSBUjRCdw1sDPe+vJI0DHuHtgZik74HkjxRacAA6YDW18PPsYNM9xxKKooOgUTe0zE+9+9H3SMST0mQeFr2+Ts2bN44403WhwzZ84cdOjQIUwZhZdQFJgnT8aFd98NOoZ5yhQIhdcUxRadTqDvsCzs/vxE0DH6Ds+CjvdZRGGj0ynIHXULij9ZFXSM3FG3Qsf7IKKQeuaZZzI///zztObHpk+fXv7iiy+ezsnJsQPu4nBBQUHavHnzupw+fdoIAHV1dbp77723R0lJSUm7du3C2kspKSnJVVtby0WrKvAPjygIM4Z2VTd/WDeNMqGYM3h2ZOdTyOT3zlc3v4+6+RR/0qZNVTU/XeV8okjpN1LdBqb98rgBKlG49R8zXtX8AWPHaZQJEXlTVlamvPLKK1nNjz311FOlBQUFxxuLvoB79e/MmTMrt2zZsq9Tp062xuNnzpwxvPDCCx1DmWP79u3to0ePtsydO/fURx99dLCsrGzXz3/+8zOhPGdrwMIvURCuyUgJuvg7Y2hXdG/PnoutVvuewRdvB88G2vXQNh/STI45J+jib37vfHRrwzeE6HIJ3bsHXfxNmzYVxpwcbRMiCpO0jsnIDbL4mzsyG2kd2S+dKNzadsoOung7YOw4pGfxDRuiUHruuecyrVZrUw1w8ODB1S+88ELZ1cZ3797d/l//9V9Hmx978803O5aVlWm+NP/ZZ589ffDgwT3l5eV7NmzYcOgPf/jD6bvuuutix44duVOrBlj4JQrSggm5GNU7sN6Jo3pnYMGE3BBlRDHj9peAnmMCm9NzjHseRbV5Q+ZhRPaIgOaMyB6BeUPmhSgjinWZ8+fDlJcX0BxTXh4y588PUUZE4ZGX3wtdc1vcd+YKXXPbIi+/V4gyIiJfRs96GDk3DApoTs4NgzB61sMhyoiIAHf7huXLl7dvfuyZZ545pdO1XBKcNGlS1aBBg5o2dbNarbp33303sL+c/XDzzTfX9OzZ0+57JAWDhV+iIBn1Orw5c7DfK39nDO2KN2cOhlHPH7tWT28Epn3g/8rfwbPd4/XG0OZFqhkUAxaPXuz3yt/83vlYPHoxDIq6DSMpfgmjEV1ef83vlb9p06aiy+uvQRj5+4Jim6LXYfyc/n6v/M0dmY3xc/pD4X0WUcQoegMmz33a75W/A8aOw+S5T0PR8z6IKJTWr1+fUlFR0bTHV+fOnevvuOOOKn/m/uxnPzvX/PGaNWvSNE6PQoybuxGpYNTr8OKU6/Fg3jUo2HoMH+08icqaS29UpSUbcPfAzpgxrBvbO9Dl9Ebgzj8Bwx8DdrwN7CoAaisuPZ+U7t7Ije0dYo5BMeC3w3+LmbkzUbi/EKsOr4Kl3tL0vDnBjEk9JiG/D9s7kH+E0YisZ59Fu1mzULFsOSwrVsBpuXRNKWYzzFOmIJ3tHSjOKHodfjS9D264tQv2FpVi39enUW91ND2fYNKj7/As9MtjeweiaKHoDRjz4KMYdMdk7F63FiWbPkdd9aX6UmJKKnJH3cr2DkRhtHr1anPzx3l5eRd9rfZtNGHChItPPPFE0+Pt27enXrx4UdemTRuXtllSqLDwS6SB7u1NePrO6/DU+GtxtqoO1noHTAl6dEhNhMJdpakl7XoAt70IjH0eqCoDbNWAMQVIzQS4s3FM69amG+beOBe/HPRLlNeWo8Zeg2RDMjKSMqDwtaUgGHNy0HHek+gw91dwlJfDZbVCZzJBn5EBofCaoviV1jEZN9/dCzf9pCdqLPWw1TlhTFSQbE6AjvdZRFEpPSsbP5r5IEbeez+sFRWw1dbCmJQEU3o6dLwPIgqrb7/99rJ3R2+66Sarv3NzcnLsnTp1sp06dcoIAHa7Xfzzn/9MHDVqVI3WeVJosPBLpCFFJ5BlTop0GhSLdApg5qqHeKToFGSaMiOdBsURoSgwZPKaotZHpxNISU+MdBpEFACdTkFqu/a+BxJRyBw+fPiyvzz79+9fG8j8Xr161TYWfgHg22+/TWLhN3aw8EtERERRp02bNrj77rt9jiEiIiKi+OZwuXCqotZwsc6htEnUOzulJ9n1frYqaO2qq6vF6dOnL9v8oXv37rZAYnTq1Omy8fv37+e7sDGEhV8iDTldkq0eKDguJ1s9xCmny8lWD0FITExEbm5upNOIStLpZKsHapVcLslWD0QxxuVystUDBe370xcT3vnqaMan355uX1XnaLpwUhP1zvHXZ527f0ROed/MNvWRzDHalZWV6aWUTY/1er3Mzs52tDDlCtnZ2fbmj8vLy1lLjCF8sYg08EN5NQq2HcfHXjZ3u2tgZ9zLzd3oas4dcm/utnvplZu7DZgO3PgAN3eLUUctR1F4oBCrD6++YnO3iT0mYmqfqdzcjQJSf+QIKpcth2Xlyv/P3v3HR1Xd+eN/nbnzI8kkTAYYSAg/AkhAJ4IFFCwbEAUrKAJqA4pFipUtVVvbT10pi0VaS+O63e5+0drF1gVpFLJaflWhArIQqYCABDIKASQEhgADSYZkMj/vnO8fk4Qk5MfM3DuZeyfv5+MxD5g757znDbmZ3LznzPvcvLnbrFkwPz6XNncjCanmcj1K99pxYn8bm7uNz0TuRNrcjRClqbpox7GdH8O259M2Nne7F6OmTqfN3Ui7vAGR/csHxwZsPnrR0tbjtZ6AsOGL8303fHG+78w7+jn+7bGR5w1agbc1tru7fv16i3dakpKSguFu7NbIaDS22MjN5XLRcmsVocIvIRL4AkGs2GpD4YGKNh+vqffjz5+dxZ8/O4t54wZi+Qwr9Fp6jSQAAj5g+0uhom9b3NXA/jdDt7ELgQdeA7T6tscSRfGLfhQcLEBRWVGbjzu9Tqz7ah3WfbUO+Tn5WHLXEugEXRdnSdSE+3y4tHIlatZvaPNx0elE1dq1qFq7Fulz5yBj6VIwPb1eEPUTA0EUF52Cba+9zce9rgBKdp1Hya7zsE7MQl7+MAh0nUVIXIkBP3avWY2SHdvafNxTV4vDH23G4Y82Y9TUaZi8YBEELV0HkRu8AZF9708HbzlYXhVWT6/NRy9aKms8hnU/uOs0FX9vVltb2+IHo8FgiPj/KDk5uXXhl5btqwhdGRESJV8giGfePdRu0be1wgMVeObdQ/AFgp0PJokt4APWP95+0be1Q++ExgciasVE4sAv+vH87ufbLfq2VlRWhOd3Pw+/6O98MOmWuM+H888+127Rt7Wa9Rtw/tnnwH30ekHUTQwE8fFbx9ot+rZm22vHx28dg0jXWYTEjRjwY9Prr7Zb9G2tZMc2bHr9VYgBug4iN/zLB8cGhFv0bXSwvKrHv3xwbECsclIzt9vdou6n0+ki/kFpMBhazPF4PFRLVBFFf7EYYwJjrEezG70VSBRjxVYb9pQ5Ipqzp8yBFVttMcqIqMb2l4DTOyObc3pnaB5RtIKDBdhn3xfRnH32fSg4WBCjjIjaXVq5Eq7i4ojmuIqLcWnlyhhlREjXKC46hQpbVURzKmxVKC46FaOMCCGd2b1mNcqPHo5oTvnRw9i9ZnWMMiJq83XldUN77R06s/noRcuJS9cNcuekdq1X6/r9/ojrgF6vt/WqYXqXVUUUXfgF8BSA6ma3vPimQ0hIY0/faBQeqMDZqy6ZMyKq0djTNxqH3gGunZE3HyKbxp6+0SgqK8K56+dkzoioXWNP32jUrN8AX3m5vAkR0kVqLteHvdK3NdteO2ou18ucESGkM1UX7WGv9G2tZMc2VFdG9z1PEsuaf5RHVfRtmr9P2vxElJaW1qJI6/V6I94VtfWq4dY9f4myKb3w2xcAa7g5OeefxjkfQgAg6qJv0/z9VODptqIt+so1n8RMtEXfpvknpc0niSfaom+jaonzCYmX0iiLvk3zi6mAREhXO7bzY0nzoy0ak8QRCAbx8fHK3lJifHS8sncgSDXJ5nr06CE2v+/xeDTBCP+PWm/mZjQaxfbGEuVReuG3ruFPDoAqZUQRxCDHh0cuSIrxwZELEIPUd77bCYpAyXvSYhwtDMUhiiIGRWw5s0VSjM1nNkOkry1pwEURzk2bJMVwbtwILtI5RdQlGOQ4sb9SUowTn1ciSNdZhHSZYFCEbY+0NVq2PbsQpOugbu1itVtX6wlI2jSs1hMQLla7qUVoMxkZGQHGbizyDQQCzG63ayOJYbfbW/yfWiyWgEzpkS6g9MKvtKs+QmLgSq0HNfXSNiCoqffjSq1HpoyIatReAtzV0mK4q0NxiKI43A44vU5JMZxeJxzuyPqGk8QVcDggOqWdU6LTiYCDzimiLvVOL7wuab9Pel0B1Du9MmVECOmMq7oanrpaSTE8dbVwVUu8Tiaqdl1i0VfuOIkiNTWVZ2Zmttj195tvvtFHEsNut7cYP2LECCpmqIjSC79fN/zJANAOjUQRXF553tySKw5REV9d52O6Mg6RTb1fnn6ScsUh6hd0ydMLXq44hHQVn0eeFX9yxSGEdM7ndisqDlGnHklaWV645YqTSIYMGdKiUHvs2LHkSOafPn26xXir1UrfrCqi6MIv59wGwNZw18wYGxfPfAgBAKMhok9FxDwOURF9qrLiENmk6FIUFYeon8ZoVFQcQrqKPkmehVpyxSGEdE6fHFENKeZxiDr1Myf70yQWbdOStGI/c7K0j+cmoNtvv73F6pLPP/887F8oz507p7t48WLTil+tVstHjx5NK35VRNGF3warm/19RdyyIKRBn7QkpKdIaxuUnqJDn7QkmTIiqpGWASSbpcVINofiEEWxJFtgMpgkxTAZTLAk00bEJERrsUAwSTunBJMJWgudU0RdUkwGGIzS3hw3GLVIMRlkyogQ0hmj2Yyk1DRJMZJS02A0S7xOJqqm1Wgw/fbMq1JiPHh75lWtRg1lrq41c+bMFv3DiouL08Ld4G3Lli09mt8fN25crclkoh30VEQN3xF/ALAPoXYPUxlj/x7nfEg3J2gYHh3dX1KMx0b3h6BhnQ8kiUUjAKOekBbjjnmhOERRBI2Ah4c+LCnGzKEzIdDXljRgggDTrFmSYphmzwYT6Jwi6qLRMIwYnykpxoi7M6Gh6yxCuoxGI8A66V5JMayT7oOGroO6vQXfzpa0OcGCCdLmJ6opU6bUpaenN/WavHDhguGjjz4K692atWvX9m5+/6GHHqqROT0SY4r/rDnnXGSMzQCwBcA/AfgpY+wuAL/knP9fXJMj3da8cQPx58/ORj9//CAZsyGqMnYhsP9NafOJIuXn5GPdV+uinz88X8Zs1O/q1av4n//5nw7HfP/730fv3r07HKNm6XPnoGrt2qjnm+fOkTEbQrpO7sQslOw6H/38vCwZsyGEhGPklOk4/NHmqOePmjpNxmyIWt2a2cM7845+js1HL0b8kaWZd/RzjMjoQTt7tkEQBOTn519bvXp138Zjv/71r/s9+OCDJzUdrJDevHlz2uHDh5vaQhiNxuBTTz1FuzCqjOILv4yxXzb8dQ+AYQD6ApgAYBdj7DKAQwDOArgOIKJeLpzzX8mYalQYYwxANoDbAfQHkA7AC6AawCkAX3DOZe2fwhhLQ+j/MAdADwBuAOcA/INzflHO50pUQyypmDduIAoPVEQ8d964gRjcm3oudlu9bwkVbw+9E/ncsQuBXkPlz4nIItuUjfycfBSVFUU8Nz8nH4N60BtCzQWDQdTXd7zZXbgfUVMrw+DBSJ87BzXrN0Q8N33uHOizs+VPipAukN43BdaJWbDttUc81zoxC+l9qV86IV2tZ78sjJo6DSU7tkU8d9TUaTBn0hs2JOTfHht5vrLGYzhYXtWj89Ehd2X3vP5vj42M/h3DbuCVV1659Je//MVSX1+vAYAvvvgiddmyZRkrV6681Nb4s2fP6n70ox9lNz/29NNPX87MzOxwl3rG2Jjm97du3Vr20EMP1UpMn0ig+MIvgFcA8Gb3OUJtHwAgA8CDEmLHpfDLGDMDmAXgAQD3AuhouZKfMfYRgP/knO+R+LyDEfo35wPQtzGEM8b2AFjOOd8r5bm6g+UzrLhQ7caesvA/TTIpx4LlM6wxzIqowgOvATUVwOmd4c+5ZUpoHlG0JXctgd1lxz77vrDnTMiagCV3LYlhVkTNMpYuhd9+Ea7i4rDnGPPykLF0aQyzIiT28vKHofaaGxW2qrDnDLT2RF7+sBhmRQjpyOQFi+B0XEH50cNhz8m+YwwmL1gUw6yI2hi0Al/3g7tO/8sHxwaEs/J35h39HP/22MjzBq3AOxvbnWVmZgZ+/OMfVxYUFDS9y/Lb3/42q6KiQv/qq69WZmdn+wFAFEW899576S+99NKAysrKprqRxWLxv/zyy5djkVt9fT375JNP2txw7uzZsy1qV5cvX9Zt2rSpzTYV3/rWtzyDBg2izf1aYZwr+3uDMRZEy8KvLGEBcM55lzcRYoy9CeAHaLvw2pl3ATzPOb8exfPmA/gfAOEsgeAA/g3AL7gCThDGmBVAaeP90tJSWK3KKJ76AkGs2GoLa+XvvHEDsXyGFXqtGlprk5gL+IDtL4W38nfswlDRVxvNywbpan7Rj4KDBWGt/M3PyceSu5ZAJ0jbMDIRXblyBW+99VaHYxYvXow+ffp0UUbxw30+XFq5MqyVv+lz5yBj6VIwPb1eEPUTA0EUF50Ka+WvdWIW8vKHQaDrLELiSgz4sXvN6rBW/o6aOg2TFyyCoFXmdZDNZkNubm7zQ7mcc1u08Q4fPmwGsAMAkpKSbgWAnJycMp1OJ0pKNIGduHTdsGZfueWj45W9az2BpvpNWpJWfPD2zKsLJmRTe4cIiKKIqVOn3rJ79+4WOwgLgoDMzExvWlqaeOHCBUNtbW2LWllSUlJw8+bNZffff7+rs+eIZsXvyZMn9SNGjLg9kn9LW/7rv/6r/Mc//vE1qXHk5vf7hbKyshwA8Hg8XzccnjpmzJguaZuhhhW/wI0VvolgHNou+ooAKgFcBqADMAhA6+285wMYwRi7j3NeF+4TMsa+C+B93LyZnwPAeQB9AGThxv8zA/ASAAOAn4b7PN2RXqvBb2bfjh/kDUHh/nP44MgF1NTfeIMpPUWHx0b3x7zxg6i9A2lJqwce+j1w93Oh4u/RQsDd7HU/2RzayI3aO6iOTtDh5btfxnzrfBSdLMLmM5vh9N7YSNdkMGHm0JnIH07tHUh4mF6PzFdeQa8FC1C9fgOcGzdCdN44pwSTCabZs2Gm9g4kwQhaDe55YjjuuG8ASovtOPF5JbyuG58wNRi1GHF3JnLzqL0DIUohaHWY8oNnMebBWSjZsQ22PbvgqbtR80lKTYN10n3U3oGEZURGD2/BoyMvvDo798LFarfuuicg9EjSiv3MyX5tB71pSdsEQcDf/va3M3PmzMn+29/+1rPxuCiKuHDhgqGtOenp6YF169Z9E07RlyiTGgq/k+OdQAzVAHgPwEcAijnnTT8RGWMCgDyEWjPkNZtzF4A1AB4L5wkYY0MRWunb/FWxBMBPOee7m40bDmAlgEeajXuBMVbMOf9r+P+k7mlwbyOWPXQbfjH9Vlyp9cDlDcBo0KJPWhIE2lWadKTXUOA7vwGm/gqovQT46gB9KpCWAdDOxqo2qMcgvHjni/jZmJ/B4Xag3l+PFF0KLMkWCPS1JVHQZ2ej75KX0OfFnyPgcCDockFjNEJrsYAJdE6RxJXeNwX/9NgwfPuRW1Dv9MLnEaFPEpBiMkBD11mEKJI5Mwv3zP8BJj75fbiqq+Fzu6FPTobRbIaGroNIhLQaDQb2MvoR4b5O5GYpKSl869atZ9esWVP92muv9Ttx4kRyW+OSk5ODjz766LWCgoKLWVlZHfb1Jcqm+MKv1L62ClUO4FUA73HO3W0N4JyLAP6PMTYZwB8ANG989ChjbHLzwm0Hfg2g+VLTLwBMad0ugnN+kjH2GIA/tnquf2OMbeGc0zd6GAQNQ6apzddNQjqmEQATrXpIRIJGQIYxI95pkATCBAG6DDqnSPej0TCkmpPinQYhJAIajYC0Xh1taUMIiYcFCxbULFiwoKa0tNRQXFxstNvtOp/Pp0lPTw9YrVbP1KlT61JSUiJu/ck5D7/Jd4Phw4f7oplHwqP4wm8CWg5gB+fcF85gzrnIGPsRgNEAxjZ76AcAOiz8NvTGndPskA/AU+31COacc8bYTxBaZd24M8ZQAN8H8HY4+XZ3YpDTil8SnaBIK34TlBgUacUvkRUXRVrxS7qlYJDTil9CVCgYFGnVLyEKlZub683NzaU+yQmMCr9djHP+URRzRMbYvwFovlPQd8KYuhAtWzys55x/3d7ghufyMMYKAPy52eEfgAq/HfrGUYfCAxX4sI0ev4+O7o8nqccvac/V06EevyXv3dzjd9QTwJ1PU49flSp3lqOorAhbzmy5qcfvw0Mfxpzhc6jHbwfS0tIwbdq0Tsd0J96zZ1GzfgOcmzbd3ON31iyYH59LPX5JQqq5XI/SvXac2N9Gj9/xmcidSD1+CVGiqot2HNv5MWx7Pm2jz++9GDV1OvX5JYSQGGOcR7xym8QBYywDoc3fmjNyzus7mHMKwC3NDk3inO8N47mMCG0y11ip5AD6c84vRpa1PBpWLpc23i8tLYXVao1HKjfxBYJYsdWGwgMVnY6dN24gls+wQk+7TRMACPiA7S+Fir6dGbsQeOC10IZwRPH8oh8FBwtQVFbU6dj8nHwsuWsJdIIyd7MmysB9PlxauRI16zd0OjZ97hxkLF0KpqfXC6J+YiCI4qJTsO21dzrWOjELefnDINB1FiFxJwb82L1mNUp2bOt07Kip0zB5wSIIWuVdC9lsNuTm5jY/lMs5t0Ub7/Dhw2YAOwAgKSnpVgDIyckp0+l0oqRECSGK5vf7hbKyshwA8Hg8jYsxp44ZM6a6g2myoSsj9WjrhDC1N7hhs7bmRV8XgH+E80Sc89ZjGYAHw5nbnfgCQTzz7qGwir4AUHigAs+8ewi+QDDGmRHFC/iA9Y+HV/QFQuPWPx6aRxTNL/rx/O7nwyr6AkBRWRGe3/08/CLtU0Haxn0+nH/2ubCKvgBQs34Dzj/7HLiPXi+IuomBID5+61hYRV8AsO214+O3jkGk6yxC4koM+LHp9VfDKvoCQMmObdj0+qsQA3QtRAghsaDKwi8LuZMx9jPG2NuMsQ8ZYzsZY58yxr4V7/xipK3PwFzrYPwdre4fjHCDtn2dxOv2Vmy1YU+ZI6I5e8ocWLE16jeJSaLY/hJwemdkc07vDM0jilZwsAD77K1fPju2z74PBQcLYpQRUbtLK1fCVVwc0RxXcTEurVwZo4wI6RrFRadQYauKaE6FrQrFRadilBEhJBy716xG+dHI9mgqP3oYu9esjlFGhBDSvamq8MsY0zVsPnYGwH4AryPUx3YWgHsBTAJgbmfufzPGvmm4dbgpmkLltbp/rpMN4m5tdf+rCJ+v9fjW8bq1xp6+0Sg8UIGzV10yZ0RUo7GnbzQOvQNcOyNvPkQ2jT19o1FUVoRz18/JnBFRu8aevtGoWb8BvvJyeRMipIvUXK4Pe6Vva7a9dtRcbrcTGiEkhqou2sNe6dtayY5tqK6M7vueEEJI+1RT+GWM3YJQsfc/AGQj1H6g6eEwQmxomJcNYCJjbJy8Gcbcwlb3P+5k/PBW989H+Hytx7eO161FW/Rtmr+fCjzdVrRFX7nmk5iJtujbNP+ktPkk8URb9G1ULXE+IfFSGmXRt2l+MRWPCImHYzs7+xW1Y9EWjQkhhLRPFYVfxtgQAJ8h1G6AIbTZGBr+3vx+uzjnnwI42ezQHHmzjB3G2HQAE1sdXtPJtD6t7l+I8GlbXzFbIpzfJsZYH8aYNZIbgKFyPLdcxCDHh0ci/e9s6YMjFyAGaWPFbicoAiXvSYtxtDAUhyiKGBSx5cwWSTE2n9kMkb62pAEXRTg3bZIUw7lxI7hI5xRRl2CQ48T+1vsZR+bE55UI0nUWIV0qGBRh2/OppBi2PbsQpGshQgiRleILv4wxPUKrW5sXMs8B+AlC7QdSEWbxF8CHzf7+HblyjCXGWE8A/93q8CbO+cFOpqa2uh9pb4HW43WMMUOEMdryIwClEd42y/C8srlS60FNvbTNB2rq/bhS65EpI6IatZcAt8SNO93VoThEURxuB5xep6QYTq8TDndkfcNJ4go4HBCd0s4p0elEwEHnFFGXeqcXXlck21LczOsKoN7plSkjQkg4XNXV8NTVSorhqauFq7pLNrknhJBuQ/GFX4QKhTm4UdjdCMDKOV/FOT/JOY+kiVfjZ0cYgBGMsV4y5ik7xpgGwF8A9G922Angx2FMb134jbTK6A4jZrfk8kr7ZUTuOERFfHXKikNkU++Xp5+kXHGI+gVd8vSClysOIV3F55FntZ9ccQgh4fG52/r1MX5xCCGEhKih8PsCbhR9jwCYyzmP9qfBUbRcGXxb9Gl1idcBTGt17J855+H0601qdb+jjeDa0tYyieQIYyQko0GrqDhERfQyvXciVxwimxRdiqLiEPXTGI2KikNIV9EnCYqKQwgJjz5Znl8V5YpDCCEkRNGVJ8bYrQAGNtzlAP6Vcx71Z+w55y7GmB03VtAOBVAsLcvYYIz9GMDPWh3+N855uDu1tF7hq48whbbaOsjRm+APAP43wjlDoaB2D33SkpCeopPU7iE9RYc+aa1r8yThpWUAyWZp7R6SzaE4RFEsyRaYDCZJ7R5MBhMsybK0UycJQGuxQDCZJLV7EEwmaC10ThF1STEZYDBqJbV7MBi1SDHJ0aGMEBIuo9mMpNQ0Se0eklLTYDSbZcyKEEKI0lf8fqvZ3+sA7JQhZvOKS7oM8WTHGHsCwH+2OrwGwJIIwrT+LHikVca23mqV/PlyzvkVzrktkhuAM1KfV06ChuHR0f07H9iBx0b3h6BhMmVEVEMjAKOekBbjjnmhOERRBI2Ah4c+LCnGzKEzIdDXljRgggDTrFmSYphmzwYT6Jwi6qLRMIwYnykpxoi7M6Gh6yxCupRGI8A66V5JMayT7oOGroUIIURWSi/8Ni5T4QDOcs6DMsRs3kBRcZ+pZYw9BGAtQn2IG/0VwA8455FsT9y6SBvpZz1bjw9wzmk3sgbzxg3sfFBH88cPkikTojpjF8Z3PomZ/Jx8afOHS5tPEk/63DmS5pslzickXnInZkmbnydtPiEkOiOnTJc0f9TU1l0OCSGESKX0wm/zVapybc1ravb36zLFlAVjbDJCbRCat+DYAeBxznmkO1RcaXU/0iWqra+YaVvwZoZYUqMu/s4bNxCDe1PPxW6r9y3RF2/HLgR6DZU3HyKbbFN21MXf/Jx8DOpBbwiRlgyDB0dd/E2fOwf67Gx5EyKki6T3TYE1yuKvdWIW0vsqbm0HId1Cz35ZURdvR02dBnMmvWlDCCFyU3SPX7QsNvaWGowxJgAY0OzQVakx5cIYGwdgC1oWu/8BYDbnPNKN2QDgZKv7kVYpW48/EUUOCW35DCsuVLuxpyz8mvikHAuWz7DGMCuiCg+8BtRUAKcj6F5zy5TQPKJoS+5aArvLjn32fWHPmZA1AUvuiqSTT/dQVVWF9evXdzhm7ty56NmzZxdlFB8ZS5fCb78IV3H4WxIY8/KQsXRpDLMiJPby8oeh9pobFbaqsOcMtPZEXv6wGGZFCOnM5AWL4HRcQfnRw2HPyb5jDCYvWBTDrAghpPtS+orfyoY/GYBBjDFTR4PDMBYtWxiUSYwnC8bYSADbAKQ2O/wlgOmcc1eUYVsXam+LcP6tncTr9vRaDd6ePzbslb/zxg3E2/PHQq9V+rcdiTmtHpj7fvgrf8cuDI3XRrpHI+lqOkGHVZNXhb3yNz8nH6smr4JO0MU4M/UJBAJwOBwd3gKB6Dd/Ugum12PAm2+EvfI3fe4cDHjzDTA9vV4QdRO0GkxfPDLslb/WiVmYvngkBLrOIiSuBK0Os15cFvbK31FTp2HWi8sgaOlaiBBCYkHpK37/ASAAQECo+PsYgD9LiPfPzf5ewzk/IiGWLBhjwxFq59B8+9KvAXyHcx79Vt7A0Vb372SMaTnn4f6WPKGTeASh4u9vZt+OH+QNQeH+c/jgyAXU1PubHk9P0eGx0f0xb/wgau9AWtLqgYd+D9z9HHDoHeBoIeButvdksjm0kRu1d1AdnaDDy3e/jPnW+Sg6WYTNZzbD6b3xcm4ymDBz6EzkD6f2DiQ8TK9H5iuvoNeCBahevwHOjRshOm+cU4LJBNPs2TBTeweSYAStBvc8MRx33DcApcV2nPi8El7XjUtZg1GLEXdnIjeP2jsQoiSCVocpP3gWYx6chZId22Dbswueutqmx5NS02CddB+1dyCEkC7AItsvrOsxxv4PwMSGu98AGMk5r281JojQBnAAMJVz/mkbccYD2ItQERkA3uecPxmTpMPEGBsE4DO07L97FkAe59wuQ/zTAJpXjCZxzveGMc8I4BJurEDmAPpzzi9KzSkajDErgNLG+6WlpbBaldkuQQxyXKn1wOUNwGjQok9aEgTaVZqEIygCtZcAXx2gTwXSMgDa1TghiEERDrcD9f56pOhSYEm2QKCvbaeuXLmCt956q8MxixcvRp8+fbooI+XgooiAw4GgywWN0QitxQIm0DlFEl8wyFHv9MLnEaFPEpBiMkBD11mEKF4wKMJVXQ2f2w19cjKMZjM0KrgWstlsyM3NbX4ol3Nuizbe4cOHzQgt+kJSUtKtAJCTk1Om0+ki3c+HEKIifr9fKCsrywEAj8fzdcPhqWPGjKnuYJpslL7iFwB+h1DhlwMYDKCQMZbPOfd3PO0GxtgdAD7EjZXDQQAF8qcaPsZYJoBdaFn0tQO4T46ib4MtAH7a7P7TCBW/OzMHLdtOHIpX0VdtBA1Dpik53mkQNdIIgIlWPCQiQSMgw5gR7zRIAmGCAF0GnVOk+9FoGFLNSZ0PJIQoikYjIK2X5C17CCGEREHxTbA451sB7EGoYAsADwM4wBi7r7O5jLEsxthvEVpVm9kQgwMo5JyXdjg5hhhjPRF6p6/5alwHQquVz8r4VO/gxkpoAJjLGGvdu7d1bkkAWu8yJKW9BiGEEEIIIYQQQgghpIupYcUvAOQDOACgsRniHQA+YYxdAtDYp7exqLuUMfYzALcAGNbqMQbgOIAfdk3aN2OMpQHYDqB5r4IaAPdzzr9uc1KUOOeljLEihFbwAoAewFrG2BTO+fU2cmMA/hM3/t+AUHuNd+TMK5FRqwcSNWr1kLCo1QORG7V6IN0VtXogRJ3U2uqBEEISgSoKv5xzB2PsOwA2AxiBG0XcTADTmw1lACY3+3tTiIb7XwJ4mHPujnnS7dsC4M5Wx/4DQG/G2JQIYx3mnHfWE2QZgBkAGne8uBPAXsbYC5zz/2scxBjLAfBbAI+0mr8kkrYa3dU3jjoUHqjAh21s7vbo6P54kjZ3I+25ejq0uVvJezdv7jbqCeDOp2lzN5Uqd5ajqKwIW85suWlzt4eHPow5w+fQ5m4kIt6zZ1GzfgOcmzbdvLnbrFkwPz6XNncjCanmcj1K99pxYn8bm7uNz0TuRNrcjRAlqrpox7GdH8O259M2Nne7F6OmTqfN3QghJMYUv7lbc4yxZISKpE8jVLQOJ3kGIIBQu4Kfcs49scswjGQYk/M/fHLz4m0HzzkXwHtoWQwHQu0lKgD0QajXcOvHV3HOfyxDnpIoeXM3XyCIFVttKDxQ0enYeeMGYvkMK/RaxXdYIV0h4AO2vxQq+nZm7ELggdcArT72eRHJ/KIfBQcLUFRW1OnY/Jx8LLlrCXSCrgsyUxeXy4UvvviiwzF33nknjMbEf1ON+3y4tHIlatZv6HRs+tw5yFi6FExPrxdE/cRAEMVFp2Db2/n2F9aJWcjLHwaBrrMIiTsx4MfuNatRsmNbp2NHTZ2GyQsWQdAq71qINncjhMiBNneLQMNK3cWMsd8AeA7ANAC5uLlg2eg0Qm0Vfi9z71xV4Zyvb2jj8GcAzXceszTc2vLvAP4l1rmpmS8QxDPvHsKeMkdY4wsPVOBCtRtvzx9Lxd/uLuAD1j8OnN4Z3vhD7wA1FcDc96n4q3B+0Y/ndz+PffZ9YY0vKiuC3WXHqsmrqPjbitFoxD333BPvNOKO+3w4/+xzcBUXhzW+Zv0G+O0XMeDNN6j4S1RNDATx8VvHUGGrCmu8ba8dtdfcmL54JBV/CYkjMeDHptdfRfnRw2GNL9mxDU7HFcx6cZkii7+EEKJ2qrwq4pxf4Jwv4ZyPAtALwN0AHgLwJEKtCiYCGMA5z+Gc/7g7F30bcc7fR6hI/h6Ajlo37AVwD+f8Ra6m5eBxsGKrLeyib6M9ZQ6s2Br1m8QkUWx/Kfyib6PTO0PziKIVHCwIu+jbaJ99HwoOFsQoI6J2l1auDLvo28hVXIxLK1fGKCNCukZx0amwi76NKmxVKC46FaOMCCHh2L1mddhF30blRw9j95rVMcqIEEK6N1UWfpvjnNdwzg9wzj/mnL/HOd/EOf+Mc975Z8LigHPOZLz9X4TP/Q3nfB6A3gAeBPACgJcBvIjQBnD9OeeTOOd7ZP5nJ5zGnr7RKDxQgbNXXTJnRFSjsadvNA69A1w7I28+RDaNPX2jUVRWhHPXz8mcEVG7xp6+0ahZvwG+8nJ5EyKki9Rcrg+rvUNbbHvtqLlcL3NGhJBwVF20h9XeoS0lO7ahulKRv8ITQoiqqb7wSyLHOb/eUCj/L875q5zzf+ecFym1WK5E0RZ9m+bvpwJPtxVt0Veu+SRmoi36Ns0/KW0+STzRFn0bVUucT0i8lEZZ9G2aX0yXtITEw7GdH0uaH23RmBBCSPuo8EtIhMQgx4dHLkiK8cGRCxCD1Emj2wmKQMl70mIcLQzFIYoiBkVsObNFUozNZzZDpK8tacBFEc5NmyTFcG7cCC7SOUXUJRjkOLG/UlKME59XIkjXWYR0qWBQhG3Pp5Ji2PbsQpCuhQghRFaq2tytI4yxNACpAOo457Xxzockriu1HtTUd9QmuXM19X5cqfUg05Tc+WCSOGovAW6JG3e6q0NxTFny5ERk4XA74PQ6JcVwep1wuB3IMGbIlBVRs4DDAdEp7ZwSnU4EHA7oMuicIupR7/TC6wpIiuF1BVDv9CLVnCRTVoSQzriqq+Gpk/ZruKeuFq7qaqT16i1TVoSQzthsNsNnn31mvHDhgs7n8zGz2SzedtttnilTptSlpKR0+buoVVVVmpKSkqSzZ88aLl68qHO5XBoASE9PFzMzM/3jx4+vz8nJ8XV1XmqmysJvQ5H3cQD3ALgLwCA0W73MGAsCOAfgIIA9AN7nnF/v+kxJInJ5pf0yInccoiK+OmXFIbKp98vTT1KuOET9gi55esHLFYeQruLzyLPaT644hJDw+NxuRcUhhHRs3bp16QUFBZlfffVVSluPp6SkBB977LGrBQUFlZmZmTErXtTW1mrefPPNXp999lnal19+abx48aK+szn9+vXzPf7441dffPHFK3379qUf+J1QVasHxlgPxtgqAJUA3kJoQ7IhAAQArNlNaDg+B8AfAFxkjL3BGDPFJXGSUIwGed4vkSsOURF9qrLiENmk6Nq8XopbHKJ+GqNRUXEI6Sr6JEFRcQgh4dEny/NJRrniEELa5na72cyZMwfPnz9/aHtFXwCor6/XvPvuu32sVqt127ZtMfsF9Ny5c7pf/OIXAz/66CNzOEVfALh48aL+d7/7Xb/bbrstd+3atemxyi1RqKbwyxibBOBrAD8CkIJQgRcAeAc3NIxLAbAYwFeMscldmDZJQH3SkpCeopMUIz1Fhz5p9PHDbictA0g2S4uRbA7FIYpiSbbAZJD23qLJYIIl2SJTRkTttBYLBJO0c0owmaC10DlF1CXFZIDBKO3NcYNRixSTQaaMCCHhMJrNSEpNkxQjKTUNRrPEa2VCSLtEUcSMGTOGbNmypWfz44IgICsryzdixAh3ampqixW01dXV2kceeWTYzp07u3Q1QVpamjhkyBDPyJEjXcOHD3f37NnzplXHVVVV2oULFw79//6//69XV+amNqoo/DLGHgDwMYBMhAq5zYu6DEAtQq0dvmr4s7bZY2gYzxrmf8QYm9ZlyZOEI2gYHh3dX1KMx0b3h6BhnQ8kiUUjAKOekBbjjnmhOERRBI2Ah4c+LCnGzKEzIdDXljRgggDTrFmSYphmzwYT6Jwi6qLRMIwYnykpxoi7M6Gh6yxCupRGI8A66V5JMayT7oOGroUIiZlf/vKXGbt27UpvfuyJJ55wnD59+tiFCxeOf/3111/V1NQcXbt27ZnMzMymProej0fz5JNPDr127VrMvkGHDRvm/ud//ufLhYWFpysqKkquX79+9MyZM7aSkpITJ06c+OratWslX3/99fGf/OQnlUlJScHGecFgED//+c8Hffnll7Syrh2KL/wyxvoBWA8gGTdW8jIAnwJ4CsAgznk653wI5/z2hj/TAWQ3PP4pbhSLOYAkAO83xCUkKvPGDZQ2f/wgmTIhqjN2YXznk5jJz8mXNn+4tPkk8aTPnSNpvlnifELiJXeitA1Mc/NoA1RC4mHklOmS5o+aSuuzCImVS5cuCf/1X//V4p3VX/ziF/bCwsKK7Ozspt3rBUHA/Pnza/bt23eiX79+TcXfy5cv61599dW+cuc1cOBA//Hjx0vLysq++uMf/3jhiSeecA4YMKDNnsIjRozw/ed//ufFXbt2nejRo0fTymS/38+WLVtGNb52KL7wC+DfAfTAjYKvA8ADnPMpnPN1nPPzbU3inFc0PD4FwLSGeY3SGuISEpUhltSoi7/zxg3E4N7Uc7Hb6n1L9MXbsQuBXkPlzYfIJtuUHXXxNz8nH4N60BtCpCXD4MFRF3/T586BPjtb3oQI6SLpfVNgjbL4a52YhfS+1C+dkHjo2S8r6uLtqKnTYM6kN20IiZUVK1ZkuFyuphrg2LFj61599dVL7Y0fPHiw/w9/+EN582Nvv/1230uXLsm66rdHjx7B3NxcbyRzvv3tb7uXLVt2ofmx3bt3m+rr6+njPm1QdOGXMdYDwGzcKPpWA5jAOf8kkjic878D+CcANc1izW6IT0hUls+wYlJOZL0TJ+VYsHyGNUYZEdV44DXglimRzbllSmgeUbQldy3BhKwJEc2ZkDUBS+5aEqOMiNplLF0KY15eRHOMeXnIWLo0RhkR0jXy8odhoLVn5wObGWjtibz8YTHKiBASjskLFiH7jjERzcm+YwwmL1gUo4wIIaIoYsOGDb2bH/vlL395UaPpuCQ4c+bM2jFjxtQ13ne5XJq1a9dG9sM5Rp5++umq5vm73W7N6dOnw9ocrrtRdOEXwD0ADLjRquElzvmZaAJxzk8DWIIbfX/1AGijNxI1vVaDt+ePDXvl77xxA/H2/LHQa5X+bUdiTqsH5r4f/srfsQtD47X0c0zpdIIOqyavCnvlb35OPlZNXgWdIG3DyERUXV2NNWvWdHirrq6Od5oxx/R6DHjzjbBX/qbPnYMBb74BpqfXC6JuglaD6YtHhr3y1zoxC9MXj4RA11mExJWg1WHWi8vCXvk7auo0zHpxGQQtXQsREis7d+5Mra6ubto5tX///t4HH3ywNpy5Tz311NXm97du3Zouc3pR6dmzZ9BsNrdoCXH58mVpu8MmKKX/pwxo9ncPgPckxisE8J8I9fkFAGk7dJFuT6/V4Dezb8cP8oagcP85fHDkAmrqm9rjID1Fh8dG98e88YOovQNpSasHHvo9cPdzwKF3gKOFgLtZESvZHNrIjdo7qI5O0OHlu1/GfOt8FJ0swuYzm+H0OpseNxlMmDl0JvKHU3uHjvj9fpw7d67TMd0B0+uR+cor6LVgAarXb4Bz40aIzhvnlGAywTR7NszU3oEkGEGrwT1PDMcd9w1AabEdJz6vhNd143c8g1GLEXdnIjeP2jsQoiSCVocpP3gWYx6chZId22Dbswueuhs1pqTUNFgn3UftHQjpIlu2bDE1v5+Xl3e9s9W+jWbMmHH9xz/+cdP9gwcPpl2/fl3To0ePYAfTuoTX623R2qFnz55ie2O7M6UXfhtbMXAAZznn9VKCcc7rGWNnAdzWEJNaPRBZDO5txLKHbsMvpt+KK7UeuLwBGA1a9ElLgkC7SpOO9BoKfOc3wNRfAbWXAF8doE8F0jIA2tVY1Qb1GIQX73wRPxvzMzjcDtT765GiS4El2QKBvrYkCvrsbPRd8hL6vPhzBBwOBF0uaIxGaC0WMIHOKZK40vum4J8eG4ZvP3IL6p1e+Dwi9EkCUkwGaOg6ixDFMmdm4Z75P8DEJ78PV3U1fG439MnJMJrN0NC1ECFd5vjx4y3eHf32t7/tCndudna2v1+/fr6LFy/qgdBGal9++WXSpEmTJNXnpCopKTHU1dU1vZCkpKQER44c6YlnTkql9MJvVbO/y/UFbB4n8T8jSrqUoGHINCXHOw2iRhoBMNGKh0QkaARkGDPinQZJIEwQoMugc4p0PxoNQ6o5qfOBhBBF0WgEpPXq3flAQkhMnDlzpsUPz5EjR7ojmT9s2DB3Y+EXAI4fP54c78Lv8uXL+zW/P3PmzGs6HbWMaYvSm2CVNvzJAITXSLVzzT9Xe1ymmIQQQgghhBBCCCGEKEZdXR2rrKxssfnD4MGDfZHE6NevX4vxJ0+ejNu7sPX19WzhwoUDNm/e3LTJnNlsDrz++usX45WT0il9xe9+AA4AFgC9GGN5nPPiaIMxxiYC6IVQm4erAD6XJUtCGohBTq0eSHSCIrV6SFBiUKRWD0RWXBSp1QPploJBTq0eCFGhYFCkVg9EmmAAqDmvg/e6AEMPEekD/NAovZylDJcuXdJyzpvua7VanpWVFehgyk2ysrJabKzhcDhi+p//6aefGq9fv960UNXtdmsuX76sPXTokHHbtm3mqqqqpufv3bu3f9OmTaci/Td1J4r+TuGci4yx/wDw24ZDv2OM3c05j7hhM2NMC+B3zQ79jnMe92bUJDF846hD4YEKfNjG5m6Pju6PJ2lzN9Keq6dDm7uVvHfz5m6jngDufJo2d1Opcmc5isqKsOXMlps2d3t46MOYM3wObe5GIuI9exY16zfAuWnTzZu7zZoF8+NzaXM3kpBqLtejdK8dJ/a3sbnb+EzkTqTN3QhRoqqLdhzb+TFsez5tY3O3ezFq6nTa3I107HKpAfv/24KvNvWG9/qNdwsMPUTcNusqxv/Qgb5WbxwzVLzr16+3eJclKSkpGO7Gbo2MRmOL2pnL5Ypp94Af/ehHg06ePNlhD02DwcAfffTRq6+//vrFfv36UdG3A4ou/Db4HYAZAL4NYAyAjYyxxznnYTejZowZAaxvmA8A+9CyCExIVHyBIFZstaHwQEWbj9fU+/Hnz87iz5+dxbxxA7F8hhV6rdI7rJAuEfAB218KFX3b4q4G9r8Zuo1dCDzwGqDVtz2WKIpf9KPgYAGKyorafNzpdWLdV+uw7qt1yM/Jx5K7lkAnUD8q0j7u8+HSypWoWb+hzcdFpxNVa9eiau1apM+dg4ylS8H09HpB1E8MBFFcdAq2vfY2H/e6AijZdR4lu87DOjELefnDINB1FiFxJwb82L1mNUp2bGvzcU9dLQ5/tBmHP9qMUVOnYfKCRRC0dC1Emgl4GDY/NwDH/9fS5uPe6wK+fLcvvny3L27/rgMz3zgPbRJvc2w3V1tb2+IHo8FgiPj/KTk5uXXhN65L9nU6Hf/+979/+bnnnrtKRd/OKb7wyzkPMMYeBPC/AKYAeBDAScbYrwFs4JzXtDeXMZYOYC6AZQAyGw5/AuC70awaJqQ5XyCIZ949hD1ljrDGFx6owIVqN96eP5aKv91dwAesfxw4vTO88YfeAWoqgLnvU/FX4fyiH8/vfh777PvCGl9UVgS7y45Vk1dR8beV5ORkjB07ttMxiY77fDj/7HNwFYfX6apm/Qb47Rcx4M03qPhLVE0MBPHxW8dQYavqfDAA2147aq+5MX3xSCr+EhJHYsCPTa+/ivKjh8MaX7JjG5yOK5j14jIq/pKQgIfh3dm3oOIfPcIaf/x/LXDaDZi/8TQVf2/mdrtb/FDU6XQRf/LdYDC0mOPxeOL6g9bv97M//vGPGW+//XbGo48+evWPf/zjebPZTJ/ob0fcCr+MsV9GOOVzAMMQ2pytH4A/APgvxtgxhDaBuwagHkAKgN4AcgHcDkCH0OZwAFCOUN/gnzLGwDn/lcR/BunGVmy1hV30bbSnzIEVW234zezbY5QVUYXtL4Vf9G10emdo3kO/j01ORBYFBwvCLvo22mffh4KDBXj57pdjlJU6paWl4cEHH4x3GnF3aeXKsIu+jVzFxbi0ciUyX3klNkkR0gWKi06FXfRtVGGrQnHRKdzzxPAYZUUI6czuNavDLvo2Kj96GLvXrMaUHzwbo6yIqmx+bkDYRd9GFf/ogc3PDcCjf2r7o7jdWOvVun6/P+Kirdfrbb1qOKZF1hMnTnzV/H51dbXmwoULus8++8y4fv36nnv37jUBgCiKKCoq6n306FHjnj17TmZkZNACzzbEc8XvKwhtshapxjkMgB7AWNxo4dBc850eGucMAtD8N2sq/JKoNPb0jUbhgQr8IG8I9fztrhp7+kbj0DvA3c9Rz1+FauzpG42isiLMt86nnr+khcaevtGoWb8BvRYsoJ6/RJVqLte3296hM7a9dtxx3wDq+UtIHFRdtLfb3qEzJTu2YcyDs6jnb3d3udTQbnuHzhz/Xwv+6aeXqedvS2lpaS2KtF6vN+JdUVuvGm7d8zfWzGZz0Gw2e2+//Xbv4sWLqzZu3NhjwYIFQxr7F5eVlSU//vjjg3fv3n26K/NSCzV/Doo3u0X6OG3/SySJtujbNH//OZkyIaoTbdFXrvkkZqIt+jbNPyltPkk80RZ9G1VLnE9IvJRGWfRtml8sbT4hJDrHdn4saX60RWOSQPb/d3RF30YH/ihtfgLq0aNHi1WwHo9HEwxGVrdtvZmb0WiM68ra2bNnX//www9PNd+k7v/+7/9MGzdujGyleDcR78Ivi9ONkKiJQY4Pj1yQFOODIxcgBqn9ULcTFIGS96TFOFoYikMURQyK2HJmi6QYm89shkhfW9KAiyKcmzZJiuHcuBFcpHOKqEswyHFif6WkGCc+r0SQrrMI6VLBoAjbnk8lxbDt2YUgXQt1X8EA8NWm3pJi2Db1RpD2+mouIyMjwNiNMlggEGB2uz2iT//b7fYWDbgtFkvc/5OnTJnimjlz5rXmx/7nf/6nV7zyUbJ4tnqYHMfnJiRqV2o9qKn3S4pRU+/HlVoPMk2JvzERaab2EuCulhbDXR2KY6KPwSmJw+2A0+uUFMPpdcLhdiDDmCFTVkTNAg4HRKe0c0p0OhFwOKDLoHOKqEe90wuvS9rvk15XAPVOL1LNSTJlRQjpjKu6Gp66WkkxPHW1cFVXI62XtNofUama8zp4Qx/dj5r3uoCa8zr0HCztF/YEkpqayjMzM30XL15s2vX3m2++0Q8YMCDsH7Z2u73FjsEjRozwyJljtB555JGajRs3NhV7Dx8+nBrPfJQqboVfzvmeeD03IVK4vPK8uSVXHKIivjplxSGyqffXKyoOUb+gy6WoOIR0FZ9HntV+csUhhITH53YrKg5RIalF35ZxqPDbzJAhQzzNC7/Hjh1LnjRpUti/eJw+fbrFijWr1aqIb9Thw4e3KEBfu3ZN197Y7izerR4IUR2jQZ73S+SKQ1REL9MbkHLFIbJJ0cmziZBccYj6aYzybAAqVxxCuoo+SZ7f++WKQwgJjz5Znk8yyhWHqJChhzzv2MkVJ4HcfvvtLYq8n3/+edi/UJ47d07XvGis1Wr56NGjFbHitzWtVkt9ntpAhV9CItQnLQnpKdLeSEpP0aFPGn38sNtJywCSzdJiJJtDcYiiWJItMBlMkmKYDCZYkmk/ChKitVggmKSdU4LJBK2FzimiLikmAwxGaW+OG4xapJgMMmVECAmH0WxGUmqapBhJqWkwmiVeKxP1Sh/gl1y0NfQQkT6AVvu2MnPmzBb9w4qLi9PC3eBty5YtLTZMGzduXK3JZIpsd7gYOXPmTIsf9r169aKvfRuo8EtIhAQNw6Oj+0uK8djo/hA0tM9gt6MRgFFPSItxx7xQHKIogkbAw0MflhRj5tCZEOhrSxowQYBp1ixJMUyzZ4MJdE4RddFoGEaMz5QUY8TdmdDQdRYhXUqjEWCddK+kGNZJ90FD10Ldl0YL3DbrqqQY1llXoaFP1rY2ZcqUuvT09KZekxcuXDB89NFHYb1Ts3bt2hZNtx966KEamdOL2pYtW1qskhgxYoQiWlAoDRV+CYnCvHEDpc0fP0imTIjqjF0Y3/kkZvJz8qXNHy5tPkk86XPnSJpvljifkHjJnShtA9PcPNoAlZB4GDlluqT5o6ZOkykTolrj/9khaf64H0qbn6AEQUB+fv615sd+/etf9+ts1e/mzZvTmm+YZjQag0899ZTE3crlceTIkaQPPvigRVF6xowZNXFKR9Go8EtIFIZYUqMu/s4bNxCDe1PPxW6r9y3RF2/HLgR6DZU3HyKbbFN21MXf/Jx8DOpBbwiRlgyDB0dd/E2fOwf67Gx5EyKki6T3TYE1yuKvdWIW0vtSv3RC4qFnv6yoi7ejpk6DOZPetOn2+uZ6cft3oyve3v5dB/pavTJnlDBeeeWVSykpKU2V3i+++CJ12bJl7fYQPHv2rO5HP/pRdvNjTz/99OXMzMwOd6lnjI1pfvvb3/7W7sri6upqzZNPPjnwzJkzEfXS/OKLL5IefPDBYX6/v+njPf369fMtWLCgKpI43YUq18AzxvoC+BaAgQB6AEgGEPHnuTjnv5I5NdKNLJ9hxYVqN/aUhf9zaVKOBctnWGOYFVGFB14DaiqA0zvDn3PLlNA8omhL7loCu8uOffZ9Yc+ZkDUBS+5aEsOsiJplLF0Kv/0iXMXFYc8x5uUhY+nSGGZFSOzl5Q9D7TU3Kmzh/w430NoTefnDYpgVIaQzkxcsgtNxBeVHD4c9J/uOMZi8YFEMsyKqMvON83DaDaj4R4/OBzcY+O3rmPnG+RhmpXqZmZmBH//4x5UFBQVN77D89re/zaqoqNC/+uqrldnZ2X4AEEUR7733XvpLL700oLKysmlTN4vF4n/55Zcvy5mTKIqssLDQsmHDht55eXnXH3nkkerJkyfX3XrrrV6NpuU6VY/Hw4qLi1PWrFnTq6ioqHcgEGiqATLG8Prrr1ekpqbS5m5tYJyr4/+FMSYA+CGApwGMkiMm55waCKkAY8wKoLTxfmlpKaxWZRRPfYEgVmy1ofBARadj540biOUzrNBraaE9ARDwAdtfAg690/nYsQtDRV+tvvOxJO78oh8FBwtQVFbU6dj8nHwsuWsJdIK0DSNJYuM+Hy6tXIma9Rs6HZs+dw4yli4F09PrBVE/MRBEcdEp2PbaOx1rnZiFvPxhEOg6i5C4EwN+7F6zGiU7tnU6dtTUaZi8YBEErfKuhWw2G3Jzc5sfyuWc26KNd/jwYTOAHQCQlJR0KwDk5OSU6XQ6aRuaJaKAh2HzcwNw/H8736X29u86MPON89AmqaO4FUeiKGLq1Km37N69u0VvXEEQkJmZ6U1LSxMvXLhgqK2tbVErS0pKCm7evLns/vvvd3X2HIyxMc3vb926teyhhx6qbWvs1atXBYvFckfr40ajMdi7d29/WlqayDlHXV2dYLfb9c2Lvc2eD7/73e/O/fSnP5XWHzqG/H6/UFZWlgMAHo/n64bDU8eMGdMlbTNUUfhljA0D8FcAt+Hmlb3R/AMYAE6FX3VQcuG30dmrLhTuP4cPjlxATf2NjSTTU3R4bHR/zBs/iNo7kLZdOxMq/h4tBNzNXveTzaGN3Ki9g2qdu34ORSeLsPnMZji9NzbSNRlMmDl0JvKHU3uHjjidTnzyyScdjrn//vthMpk6HJNIfOXlqF6/Ac6NGyE6b5xTgskE0+zZMFN7B5Kgai7Xo7TYjhOfV8LruvEJU4NRixF3ZyI3j9o7EKJE1ZV2lOzYBtueXfDU3aj7JKWmwTrpPsW3d6DCrwJcthlw4I8W2Db1hvf6jfqNoYcI66yrGPdDau8Qofr6ejZnzpzsv/3tbz3DGZ+enh5Yt27dN+0Vb1uTo/AbrkGDBnlXrVp1bsaMGWHlFi9U+O0EY2wAgAMA+qKhYNv4kMTQVPhVCTUUfhuJQY4rtR64vAEYDVr0SUuCQLtKk3AERaD2EuCrA/SpQFoGQLsaJwQxKMLhdqDeX48UXQosyRYI9LXt1JUrV/DWW291OGbx4sXo06dPF2WkHFwUEXA4EHS5oDEaobVYwAQ6p0jiCwY56p1e+Dwi9EkCUkwGaOg6ixDFCwZFuKqr4XO7oU9OhtFshkYF10JU+FWQYACoOa+D97oAQw8R6QP80Kiyc6lirFmzJv21117rd+LEieS2Hk9OTg4++uij1woKCi5mZWV12Ne3uUgKv8FgEH//+99Tt27davrss8/STpw4kdK8b29btFotv/POO+u+973vXV2wYEF1cnKysouaiH/hVw3fKasAZCBU8OUIFXxPAtgC4DiAawDq45YdIc0IGoZMU5uvm4R0TCMAJuWueCDREzQCMozt7ptASMSYIECXQecU6X40GoZUc1K80yCEREijEZDWq3e80yBqptECPQf7Afg7HUvCsmDBgpoFCxbUlJaWGoqLi412u13n8/k06enpAavV6pk6dWpdSkpKxEVVznnYDb41Gg2mTZtWN23atDoAcLvd7MiRI0llZWVJFy9e1NXW1moAwGQyienp6WJubq7nzjvvdCclUVuPSCi68MsY6wdgBm4UfD0AFnPO18Y1MULaQSt+SdRoxW/CohW/RG604pd0V7TilxB1UuuKX0K6g9zcXG9ubq4i2mUkJyfzCRMmuCdMmOCOdy6JRNGFXwD34EZLBw7gp1T0JUr0jaMOhQcq8GEbPX4fHd0fT1KPX9Keq6dDPX5L3ru5x++oJ4A7n6YevypV7ixHUVkRtpzZclOP34eHPow5w+dQj18SEe/Zs6hZvwHOTZtu7vE7axbMj8+lHr8kIdVcrkfpXjtO7G+jx+/4TOROpB6/hChR1UU7ju38GLY9n7bR4/dejJo6XdE9fgkhJBEovfDbr9nf6wC8E69ECGmLLxDEiq02FB6oaPPxmno//vzZWfz5s7OYN24gls+wQk+7TRMACPiA7S+Fir5tcVcD+98M3cYuBB54DdDquzZHEhW/6EfBwQIUlRW1+bjT68S6r9Zh3VfrkJ+TjyV3LYFOUN5O1kQ5uM+HSytXomb9hjYfF51OVK1di6q1a5E+dw4yli4F09PrBVE/MRBEcdEp2Pba23zc6wqgZNd5lOw6D+vELOTlD4NA11mExJ0Y8GP3mtUo2bGtzcc9dbU4/NFmHP5oM0ZNnYbJCxZB0NK1ECGExILSr4yar/Y9zTmnfi5EMXyBIJ5591C7Rd/WCg9U4Jl3D8EXCMY4M6J4AR+w/vH2i76tHXonND7gi21eRDK/6Mfzu59vt+jbWlFZEZ7f/Tz8Iv14I23jPh/OP/tcu0Xf1mrWb8D5Z58D99HrBVE3MRDEx28da7fo25ptrx0fv3UMIl1nERJXYsCPTa+/2m7Rt7WSHduw6fVXIQboWogQQmJB6YXfi83+rvRcSTezYqsNe8ocEc3ZU+bAiq1RbwRLEsX2l4DTOyObc3pnaB5RtIKDBdhn3xfRnH32fSg4WBCjjIjaXVq5Eq7i4ojmuIqLcWnlyhhlREjXKC46hQpbVURzKmxVKC46FaOMCCHh2L1mNcqPhr23EwCg/Ohh7F6zOkYZEUJI96b0Yur+hj8ZgEGMMdq9gShCY0/faBQeqMDZqy6ZMyKq0djTNxqH3gGunZE3HyKbxp6+0SgqK8K56+dkzkjdDAYDbrvttg5vBoMh3mnGVGNP32jUrN8AX3m5vAkR0kVqLteHvdK3NdteO2ou18ucESEkHFUX7WGv9G2tZMc2VFdG931PCCGkfYru8cs5P8MYOwBgHAATgEkA/i+uSRECRF30bZq//xyWPXSbTNkQVYm26Nt8/nd+I08uRFbRFn2b5p8swot3vihTNupnMpnw3e9+N95pxFW0Rd9G1es3oO8S+qQAUZ/SKIu+TfOL7finx4bJlA0hJFzHdn4saX7Jjm24Z/4PZMqGEEIIoPwVvwCwFKEevwDwW8aYEM9kCBGDHB8euSApxgdHLkAM8s4HksQSFIGS96TFOFoYikMURQyK2HJmi6QYm89shkhfW9KAiyKcmzZJiuHcuBFcpHOKqEswyHFif6WkGCc+r0SQrrMI6VLBoAjbnk8lxbDt2YUgXQsRQoisFF/45ZzvBvArhNo93AWgkDGWFN+sSHd2pdaDmnppmw/U1PtxpdYjU0ZENWovAe5qaTHc1aE4RFEcbgecXqekGE6vEw53ZH3DSeIKOBwQndLOKdHpRMBB5xRRl3qnF15XQFIMryuAeqdXpowIIeFwVVfDU1crKYanrhauaonXyoQQQlpQfOEXADjnK3Bj5e93AZQwxhYwxkzxzYx0Ry6vtF9G5I5DVMRXp6w4RDb1fnn6ScoVh6hf0CVPL3i54hDSVXweeVb7yRWHEBIen9utqDiEEEJCFN3jtznOeQFjbC+A/wEwDMCfAfyJMXYWgANApMsnOef8PpnTJN2A0SDPt41ccYiK6FOVFYfIJkWXoqg4RP00RqOi4hDSVfRJ8nR1kysOISQ8+uRkRcUhhBASoprKE2NsKICfABiC0Mpf1nAb2nAsonC40TeYkIj0SUtCeopOUruH9BQd+qRRx5JuJy0DSDZLa/eQbA7FIYpiSbbAZDBJavdgMphgSbbImBVRM63FAsFkktTuQTCZoLXQOUXUJcVkgMGoldTuwWDUIsVkkDErQkhnjGYzklLTJLV7SEpNg9FsljErQgghqmj1wBibCeAogMcANL59z5vdCOkygobh0dH9JcV4bHR/CBomU0ZENTQCMOoJaTHumBeKQxRF0Ah4eOjDkmLMHDoTAn1tSQMmCDDNmiUphmn2bDCBzimiLhoNw4jxmZJijLg7Exq6ziKkS2k0AqyT7pUUwzrpPmjoWogQQmSl+MIvY2w8gCIARtxYqcsk3giRZN64gdLmjx8kUyZEdcYujO98EjP5OfnS5g+XNp8knvS5cyTNN0ucT0i85E7MkjY/T9p8Qkh0Rk6ZLmn+qKnTZMqEEEJII8UXfgG8CUCHGyt7fQD+CGA6gIEAjJxzTRQ3eiuRRG2IJTXq4u+8cQMxuDf1XOy2et8SffF27EKg11B58yGyyTZlR138zc/Jx6Ae9IYQackweHDUxd/0uXOgz86WNyFCukh63xRYoyz+WidmIb0v9UsnJB569suKung7auo0mDPpTRtCCJGbogu/jLFRAL6FG6t8zwEYyTn/Eed8O+f8Auectv0kcbF8hhWTciLrnTgpx4LlM6wxyoioxgOvAbdMiWzOLVNC84iiLblrCSZkTYhozoSsCVhy15IYZUTULmPpUhjz8iKaY8zLQ8bSpTHKiJCukZc/DAOtPSOaM9DaE3n5w2KUESEkHJMXLEL2HWMimpN9xxhMXrAoRhkRQkj3pujCL4C7Gv5sbPHwDOf8VBzzIaSJXqvB2/PHhr3yd964gXh7/ljotUr/tiMxp9UDc98Pf+Xv2IWh8Vp9bPMikukEHVZNXhX2yt/8nHysmrwKOkEX48yIWjG9HgPefCPslb/pc+dgwJtvgOnp9YKom6DVYPrikWGv/LVOzML0xSMh0HUWIXElaHWY9eKysFf+jpo6DbNeXAZBS9dChBASC4xz5e6Nxhj7BYDfNNy9wjmnrey7IcaYFUBp4/3S0lJYrcpaNXv2qguF+8/hgyMXUFPvbzqenqLDY6P7Y974QdTegbTt2hng0DvA0ULAXX3jeLI5tJEbtXdQrXPXz6HoZBE2n9kMp9fZdNxkMGHm0JnIH07tHUhkfOXlqF6/Ac6NGyE6b5xTgskE0+zZMFN7B5Kgai7Xo7TYjhOfV8LrCjQdNxi1GHF3JnLzqL0DIUpUXWlHyY5tsO3ZBU9dbdPxpNQ0WCfdp/j2DjabDbm5uc0P5XLObdHGO3z4sBnADgBISkq6FQBycnLKdDqdKClRQoii+f1+oaysLAcAPB7P1w2Hp44ZM6a6g2myUXrh958BvIXQat9DnPNxcU6JxIEaCr+NxCDHlVoPXN4AjAYt+qQlQaBdpUk4giJQewnw1QH6VCAtA6BdjROCGBThcDtQ769Hii4FlmQLBPraEgm4KCLgcCDockFjNEJrsYAJdE6RxBcMctQ7vfB5ROiTBKSYDNDQdRYhihcMinBVV8PndkOfnAyj2QyNCq6FqPBLCJFDvAu/2q54Egnszf5OyyWJ4gkahkxTcrzTIGqkEQCTclc8kOgJGgEZRvrASqRqa2uxd+/eDsdMnDgRaWlpXZSRcjBBgC6DzinS/Wg0DKnmpHinQQiJkEYjIK1X73inQQgh3ZLSC7//AOADoAcwmDGWxDn3xDknQgghhMSY2+3GoUOHOhxz5513dsvCLyGEEEIIIYSEQ9GFX855FWNsC4DHACQ1/PmX+GZFSPuo1QOJGrV6SFjU6oHIjVo9kO6M2j0Qoj5qbfVACCGJQNGF3wYvA3gQocLvbxljOzjnl+OcEyEtfOOoQ+GBCnzYxuZuj47ujydpczfSnqunQ5u7lbx38+Zuo54A7nyaNndTqXJnOYrKirDlzJabNnd7eOjDmDN8Dm3uRiLiPXsWNes3wLlp082bu82aBfPjc2lzN5Kwai7Xo3SvHSf2t7HB2/hM5E6kDd4IUZqqi3Yc2/kxbHs+bWNzt3sxaup0RW/uRgghiUDRm7s1YozNBLABoZYPXwPIl9JUnaiLkjd38wWCWLHVhsIDFZ2OnTduIJbPsEKv1XRBZkTxAj5g+0uhom9nxi4EHngN0OpjnxeRzC/6UXCwAEVlRZ2Ozc/Jx5K7lkAn6LogM3W5cuUK3nrrrQ7HLF68GH369OmijOKH+3y4tHIlatZv6HRs+tw5yFi6FExPrxckMYiBIIqLTsG2197pWOvELOTlD4NA11qExJUY8GP3mtUo2bGt07Gjpk7D5AWLIGiVdy1Em7sRQuQQ783dVHFVxDnfDOBeAOUAbgVwmDH2LmPsYcZYFmOMfrshXc4XCOKZdw+FVfQFgMIDFXjm3UPwBYIxzowoXsAHrH88vKIvEBq3/vHQPKJoftGP53c/H1bRFwCKyorw/O7n4Rf9nQ8m3RL3+XD+2efCKvoCQM36DTj/7HPgPnq9IOonBoL4+K1jYRV9AcC2146P3zoGka61CIkbMeDHptdfDavoCwAlO7Zh0+uvQgzQtRAhhMSC4gu/jDGRMSYCKAbQ+JlYPYB5ADYCqADgbhwXwS3QzlMSEpYVW23YU+aIaM6eMgdWbKXF6t3e9peA0zsjm3N6Z2geUbSCgwXYZ98X0Zx99n0oOFgQo4yI2l1auRKu4uKI5riKi3Fp5coYZURI1ykuOoUKW1VEcypsVSguOhWjjAghndm9ZjXKjx6OaE750cPYvWZ1jDIihJDuTfGFXwCs2Q0AeMONyXAjJCqNPX2jUXigAmevumTOiKhGY0/faBx6B7h2Rt58iGwae/pGo6isCOeun5M5I6J2jT19o1GzfgN85eXyJkRIF6q5XB/2St/WbHvtqLlcL3NGhJDOVF20h73St7WSHdtQXRnd9zwhhJD2qaHwC4QKvYA8RVvlNzUmihdt0bdp/n4q8HRb0RZ95ZpPYibaom/T/JPS5icanU6HQYMGdXjT6ZTXD1BO0RZ9G1VLnE9IPJVGWfRtml9MBSRCutqxnR9Lmh9t0ZgQQkj7tPFOIAx7QcVaoiBikOPDIxckxfjgyAX8YvqtEDS08LxbCYpAyXvSYhwtBKb+CtAI8uREZCEGRWw5s0VSjM1nNuNnY34Ggb62AACz2YwFCxbEO4244aII56ZNkmI4N25Enxd/DibQOUXUJRjkOLG/UlKME59X4tuP3AINXWsR0iWCQRG2PZ9KimHbswsTn/w+NHQtRAghslF84Zdzfk+8cyCkuSu1HtTUS9t8oKbejyu1HmSakmXKiqhC7SXALXHjTnd1KI4pS56ciCwcbgecXqekGE6vEw63AxnGDJmyImoWcDggOqWdU6LTiYDDAV0GnVNEXeqdXnhd0rbj8LoCqHd6kWpOkikrQkhHXNXV8NTVSorhqauFq7oaab16y5QVIYQQtbR6IEQxXF559gWUKw5REV+dsuIQ2dT75eklKVccon5Blzy94OWKQ0hX8nlERcUhhHTO53YrKg4hhJAQxa/4JURpjAZ5vm3kikNURJ+qrDhENim6FEXFIeqnMRoVFYeQrqRPkudj3nLFIYR0Tp8szycZ5YpDCFEnr9fLjh07Zjh69Gjy5cuXdbW1tZrU1NRgr169AmPGjHGPHTvWLVAbs4hQ5YmQCPVJS0J6ik5Su4f0FB36pNFHD7udtAwg2Syt3UOyORSHKIol2QKTwSSp3YPJYIIl2SJjVkTNtBYLBJNJUrsHwWSC1kLnFFGfFJMBBqNWUrsHg1GLFJNBxqwIIR0xms1ISk2T1O4hKTUNRrNZxqwIIW05e/asrri42Lh//37jkSNHjKWlpUaXy9XUEaBfv34+u91+vKvyOXHihL6wsND86aef9jhy5Eiqx+NptztBamqqOHv27KoXX3zx8u233+7tqhzVjFo9EBIhQcPw6Oj+kmI8Nro/bezWHWkEYNQT0mLcMY82dlMgQSPg4aEPS4oxc+hM2tiNNGGCANOsWZJimGbPpo3diCppNAwjxmdKijHi7kza2I2QLqTRCLBOuldSDOuk+2hjN0Ji5JNPPjHef//9Q/v06TNyyJAhI5966qmhb731VsaBAwfSmhd9u5Lb7WajRo0aceutt97+6quv9v/HP/7Ro6OiLwDU1dUJ69ats4wZM8b6y1/+sm8wGOyqdFWLCr+ERGHeuIHS5o8fJFMmRHXGLozvfBIz+Tn50uYPlzafJJ70uXMkzTdLnE9IPOVOlLaJaW4ebYJKSFcbOWW6pPmjpk6TKRNCSGv79+837tixI93hcOjinUsjn8/Hjh071mZfMoPBwLOysny5ubn1Q4cO9eh0Ot78cb/fz37961/3f+qpp6QVZ7oBKvwSEoUhltSoi7/zxg3E4N7Uc7Hb6n1L9MXbsQuBXkPlzYfIJtuUHXXxNz8nH4N60BtCpCXD4MFRF3/T586BPjtb3oQI6ULpfVNgjbL4a52YhfS+1DOdkK7Ws19W1MXbUVOnwZxJb9gQEg8pKSmKWDablZXl+9nPfnbxk08+OeF0Or+8cOHC8ePHj399+vRpW1VV1Zdvvvnm2X79+vmaz/nLX/5iWblyJfU264Die/wyxj6NUWjOOb8vRrFJN7B8hhUXqt3YU+YIe86kHAuWz7DGMCuiCg+8BtRUAKd3hj/nlimheUTRlty1BHaXHfvs+8KeMyFrApbctSSGWRE1y1i6FH77RbiKi8OeY8zLQ8bSpTHMipCukZc/DLXX3KiwVYU9Z6C1J/Lyh8UwK0JIRyYvWASn4wrKjx4Oe072HWMwecGiGGZFCGlkNBqDVqvV9a1vfat+3LhxrgkTJrjKysoMM2bMyIlXTqNHj67713/918pZs2Zd12jaXp+amprKf/SjH1V997vfdd577705paWlTe/wFhQUZD399NNVffv2FbssaRVRfOEXwD0AeGeDIsRiEDMqjLEsAHcBGNfw51gAac2GnOOcZ0cZW+q/cTDnvFxijISl12rw9vyxWLHVhsIDFZ2OnzduIJbPsEKvpYX23Z5WD8x9H9j+EnDonc7Hj10YKvpq9bHPjUiiE3RYNXkVCg4WoKisqNPx+Tn5WHLXEugExXziiigM0+sx4M03cGnlStSs39Dp+PS5c5CxdCmYnl4viPoJWg2mLx6J4qJTsO21dzreOjELefnDINC1FiFxI2h1mPXiMuxesxolO7Z1On7U1GmYvGARBC1dCxESS48++qjzwQcfvH7HHXd4hFZ7QJSVlcVlN1SDwcDff//903Pnzg17N2OLxSJu3br19G233Zbrdrs1AFBbWyv85S9/Mf+///f/rsYuW/VinCui/tkuxlgQ0ou0zXd24A33Oec8Lp3jGWMTAPw/hIq9/ToZ3u0Lv4wxK4DSxvulpaWwWpW1avbsVRcK95/DB0cuoKbe33Q8PUWHx0b3x7zxg6i9A2nbtTOh4u/RQsBdfeN4sjm0kRu1d1Ctc9fPoehkETaf2Qyn98a1jMlgwsyhM5E/nNo7kMj4ystRvX4DnBs3QnTeOKcEkwmm2bNhpvYOJIHVXK5HabEdJz6vhNcVaDpuMGox4u5M5OZRewdClKa60o6SHdtg27MLnrrapuNJqWmwTrpP8e0dbDYbcnNzmx/K5Zzboo13+PBhM4AdAJCUlHQrAOTk5JTpdDpapUji6m9/+1ta8xW//fr189nt9uPxzKkz3/ve9wb+5S9/aWrx8J3vfKd6+/bt38Qzp/b4/X6hrKwsBwA8Hs/XDYenjhkzprqDabJRS+FXqsZ/ZIsCcBwLvy8A+H2Yw6nwq4LCbyMxyHGl1gOXNwCjQYs+aUkQaEdpEo6gCNReAnx1gD4VSMsAaFfjhCAGRTjcDtT765GiS4El2QKBvrZEAi6KCDgcCLpc0BiN0FosYAKdU6R7CAY56p1e+Dwi9EkCUkwGaOhaixBFCwZFuKqr4XO7oU9OhtFshkYF10JU+CXdhRoLv6tXrzb/8z//85DG+7m5ufXHjx//uqM58RLvwq/iWz1wziP+rBZjLBmABcCdAOYAmI3QRnanAeRzzo/KmaPM6gCkxiDuMYRWGUfiUgzySGiChiHTlBzvNIgaaQTApNwVDyR6gkZAhjEj3mmQBMIEAboMOqdI96TRMKSak+KdBiEkAhqNgLReveOdBiEkgfTq1avFGya1tbXKfzcpThRf+I0G59wNoKLh9iFj7E4AGwAMBbCHMTadcx7+zjuxUwvgMIAvABxs+HMwgN0xeK5qznkEO0mRaNCKXyIJrfpNSLTiNzoulwtffPFFh2PuvPNOGI3dr40Orfgl3Rmt+CVEfdS64pcQolznz59v0RjcbDYH2hvb3SVk4bc1zvkXjLGpAA4A6AlgE2Psds55vFa0bgXwCYATnPMWrSwYY4PjkxKR4htHHQoPVODDNnr8Pjq6P56kHr+kI1dPh/r8lrx3c5/fUU8Adz5NfX5VqNxZjqKyImw5s+WmHr8PD30Yc4bPoR6/HXC5XNizZ0+HY2677bZuVfj1nj2LmvUb4Ny06eYev7Nmwfz4XOrxSxJWzeV6lO6148T+Nnr8js9E7kTq8UuI0lRdtOPYzo9h2/NpGz1+78WoqdMV3eOXKEcgGEClq1JX56sTUvWpYqYx06/VdItyFmnHZ599ltb8/pAhQzzxykXpus13Cuf8DGPsVQD/gVDxtwDAgnjlEo/nJfLzBYJYsdWGwgMVbT5eU+/Hnz87iz9/dhbzxg3E8hlW6GmnadIo4AO2vxQq+rbFXQ3sfzN0G7sQeOA1QKvv2hxJxPyiHwUHC1BUVtTm406vE+u+Wod1X61Dfk4+lty1BDqBdrIm7eM+Hy6tXIma9RvafFx0OlG1di2q1q5F+tw5yFi6FExPrxUkMYiBIIqLTsG2197m415XACW7zqNk13lYJ2YhL38YBLrWIiSuxIAfu9esRsmObW0+7qmrxeGPNuPwR5sxauo0TF6wCIKWroXIzcqqygyFJwotn5R/0rvOX9e0TDxVlyren33/1SdvfdIxzDzMG88cSderqqrSbNu2zdz82LRp05ztje/uuttV0VoAQYQ2eXucMWaKcz5ExXyBIJ5591C7Rd/WCg9U4Jl3D8EXkGO/QqJ6AR+w/vH2i76tHXonND7gi21eRBK/6Mfzu59vt+jbWlFZEZ7f/Tz8or/zwaRb4j4fzj/7XLtF39Zq1m/A+WefA/fRawVRPzEQxMdvHWu36Nuaba8dH791DCJdaxESN2LAj02vv9pu0be1kh3bsOn1VyEG6FqI3OAVvWzJ3iUDH936aO5fT/21b/OiLwDU+euEv576a99HtjySu2TvkoFe0Us9f7qRpUuX9quvr2+qZ6anpwfmzJlDhd92dKvCL+e8GsA3DXe1ACbFMR2iciu22rCnzBHRnD1lDqzYGvVGsCSRbH8JOB1h2+3TO0PziGIVHCzAPntkLeT32feh4GBBjDIiandp5Uq4iosjmuMqLsallStjlBEhXae46BQqbFURzamwVaG46FSMMiKEdGb3mtUoP3o4ojnlRw9j95rVMcqIqI1X9LJFnyy65aOzH1nCGf/R2Y8siz5ZdAsVf7uHHTt2GP/0pz/1bX7sZz/7WWVaWhq969uOblX4bdD86pGaZpKoNPb0jUbhgQqcveqSOSOiKo09faNx6B3gGnWLUaLGnr7RKCorwrnr52TOiKhdY0/faNSs3wBfebm8CRHShWou14e90rc12147ai7Xy5wRIaQzVRftYa/0ba1kxzZUV0b3PU8Sy/J9ywccuXKkRyRzjlw50mP5vuUDYpUTUQa73a6dP3/+EFEUm47l5ubW/+IXv7gSx7QUrzsWftOb/T0pXknEC2MskzE2hjE2kTF2O2MsM945qVG0Rd+m+fupwNOtRVv0lWs+iYloi75N809Km08ST7RF30bVEucTEk+lURZ9m+YXUwGJkK52bOfHkuZHWzQmiaOsqswQ7krf1j46+5HlVPUpg9w5EWVwu91sxowZt1y6dKlpIwuj0Rh8//33v9Fqu832ZVHpVoXfhiLnMAC84dC1OKbT1W5njH0D4CKAQwD2ADgG4CJjrJIxtp4x9kCsk2CM9WGMWSO5QWErs8Ugx4dHLkiK8cGRCxCDvPOBJPEERaDkPWkxjhaG4hDFEIMitpzZIinG5jObIdLXlTTgogjnpk2SYjg3bgQX6Zwi6hMMcpzYXykpxonPKxGkay1CukwwKMK251NJMWx7diFI10LdWuGJwqiKvk3zv5Y2nyiTKIp45JFHBn/55ZfGxmOCIGD16tXf5Obm0uZ+nehuZfFXEdrYDQgVf7tTA7CeDbe2ZACYA2AOY+xLAE9xzo/HKI8fAVgeo9hd4kqtBzX10jYfqKn340qtB5mmZJmyIqpRewlwV0uL4a4OxTFlyZMTkczhdsDplbafgNPrhMPtQIYxQ6as1E2r1cJi6fjaPZHf3Q84HBCd0s4p0elEwOGALoPOKaIu9U4vvK6ApBheVwD1Ti9Szd3uA36ExIWruhqeulpJMTx1tXBVVyOtV2+ZsiJqEggG8En5J5K++H8v/3vvZeOXXdBqEvcasTv63ve+N3D79u3mxvuMMfzud78rf+KJJ2hDtzB0i+8GxlgPAP8G4PsIFXwZgDoAke2W0j18C8ABxthTnPP/jXcySuTySvtFRO44RGV8dcqKQ2RR75enl6RccRJBz5498aMf/SjeacRN0CVPL3i54hDSlXweeVb8yRWHENI5n9utqDhEfSpdlbo6f50gJUadv06odFXqBqQNkLZSiyjGs88+m/X++++3WA2yfPny8z/5yU+60yf4JVF84ZcxNj/KqckA+iJUyJzacB8IFX05gP/knHeHyttVAH8DsBOh1g4XANQCSAUwEEAegGcAjGo2JxnAXxhjlznne7s2XeUzGuT5tpErDlEZfaqy4hBZpOhSFBWHqJ/GaOx8UBfGIaQr6ZMk/d4vexxCSOf0yfJ8klGuOER96nzSir6t4lDhNwEsXbo04w9/+EOLj6698MILlcuXL6fN3CKghsrTGtzoyRut5u0dGIAvABRIjKkGTwL4X865r43HahpuxwC8yRj7ZwD/BaCxGboewHuMsVs45x4Zc/oDgEhXEg8FsFnGHCTpk5aE9BSdpHYP6Sk69Emjjx52S2kZQLJZWruHZHMoDlEMS7IFJoNJUrsHk8EESzK1JSMhWosFgskkqd2DYDJB20m7DEKUKMVkgMGoldTuwWDUIsVEe/wQ0lWMZjOSUtMktXtISk2D0WzufCBJSKn6VFk+piFXHBJfv/3tby2//e1vW/Q2/P73v3/l97///cV45aRWatrcjUVxa8SbxfgbgGmc84T/DAnnvLCdom9bY/8bwBMAgs0OZwF4VuacrnDObZHcAJyRMwepBA3Do6P7S4rx2Oj+EDSs84Ek8WgEYNQT0mLcMS8UhyiGoBHw8NCHJcWYOXQmBPq6kgZMEGCaNUtSDNPs2WACnVNEfTQahhHjMyXFGHF3JjR0rUVIl9FoBFgn3SsphnXSfdDQtVC3lWnM9KfqpBVtU3WpYqYxk1b7qtwbb7zR61//9V8HNj/23e9+9+qf/vSn8/HKSc3UUviN9qqtsQDsBrARwHTO+cOcc4k7KyUmzvlfAaxrdfh78chF6eaNG9j5oI7mjx8kUyZElcYujO98EhP5OfnS5g+XNp8knvS5cyTNN0ucT0g85U6UtoFpbh5tgEpIVxs5Zbqk+aOmTpMpE6JGWo0W92fff1VKjO9kf+cqbeymbmvWrEl/4YUXsjm/8cH/6dOnV7///vvnNBq1lDCVRQ3fEd+PYg4H4AFwHcA5ACc558GOp5AGvwPwVLP7IxljfTnnl+OVkBINsaRi3riBKDxQEfHceeMGYnBv6rnYrfW+JVS8PfRO5HPHLgR6DZU/JyJZtikb+Tn5KCorinhufk4+BvWgN4RIS4bBg5E+dw5q1m+IeG763DnQZ2fLnxQhXSS9bwqsE7Ng22uPeK51YhbS+1LPdEK6Ws9+WRg1dRpKdmyLeO6oqdNgzqQ3bLq7eSPmOf566q99o55/6zyHnPmQrlVUVNRj0aJFQ0TxxsLve+65x/nXv/71rECfYoua4gu/nPO18c6hO+GcH2eMXQHQp+EQA5ADgAq/rSyfYcWFajf2lIX/s2VSjgXLZ1hjmBVRjQdeA2oqgNM7w59zy5TQPKJYS+5aArvLjn32fWHPmZA1AUvuWhLDrIiaZSxdCr/9IlzFxWHPMeblIWPp0hhmRUjXyMsfhtprblTYqsKeM9DaE3n5w2KYFSGkI5MXLILTcQXlRw+HPSf7jjGYvGBRDLMiapHTM8f74OAHHR+d/SjiTQoeHPygY5h5mDcWeZHY++ijj1KfeuqpoX6/v+kT/+PGjav96KOPzhgMBqn7fnVrtE6atOVCq/u0M0wb9FoN3p4/Nuy2D/PGDcTb88dCr6VvOwJAqwfmvh9+24axC0PjtfrY5kUk0Qk6rJq8Kuy2D/k5+Vg1eRV0gi7GmRG1Yno9Brz5RthtH9LnzsGAN98A09NrBVE/QavB9MUjYQ2z7YN1YhamLx4Jga61CIkbQavDrBeXhd22YdTUaZj14jIIWroWIiErJqw4P7rP6OuRzBndZ/T1FRNWUP9Xldq7d2/KnDlzhnk8nqYf4KNGjXL9/e9/P52SkkJFX4kUv+KXxEXrZuj0U7gdeq0Gv5l9O36QNwSF+8/hgyMXUFN/478vPUWHx0b3x7zxg6i9A7mZVg889Hvg7udCbR+OFgLuZi3Ik82hjdyovYOq6AQdXr77Zcy3zkfRySJsPrMZTq+z6XGTwYSZQ2cifzi1dyDhYXo9Ml95Bb0WLED1+g1wbtwI0XnjnBJMJphmz4aZ2juQBCRoNbjnieG4474BKC2248TnlfC6Ak2PG4xajLg7E7l51N6BEKUQtDpM+cGzGPPgLJTs2Abbnl3w1NU2PZ6UmgbrpPuovQNpk0Ew8NX3rz69fN/yAeGs/H1w8IOOFRNWnDcItCpUCRhjY5rf37p1a9lDDz1U2974Q4cOJc2cOXOYy+VqKvqOGDHCvXPnzlMmk4latsqANW+YTOKPMXYPgN3NDp3jnGd3cQ7lAJpXI+7jnH/alTk0xxizAihtvF9aWgqrVZntEsQgx5VaD1zeAIwGLfqkJUGgHaVJuIIiUHsJ8NUB+lQgLQOgnY1VTwyKcLgdqPfXI0WXAkuyBQJ9XYkEXBQRcDgQdLmgMRqhtVjAqO8Z6SaCQY56pxc+jwh9koAUkwEautYiRNGCQRGu6mr43G7ok5NhNJuhUcG1kM1mQ25ubvNDuZxzW7TxDh8+bAawAwCSkpJuBYCcnJwynU4ndjixGztVfcpQ+HWh5e/lf+9d569rOmlSdanid7K/c3XerfOovUMEPvnkE2N9ff1NH4v58ssvU371q1/1b7zfq1evwJ/+9Kdv2ooxYMAA/5gxYzztPUckhd9z587p7rzzzlsdDkfTYsPk5OTg73//+3N9+/ZtvSCxU7NmzWq3wBxPfr9fKCsrywEAj8fzdcPhqWPGjKnuYJpsaMUvaYEx1h8ti74AQB+ZCJOgYcg0Jcc7DaJWGgEw0aqHRCNoBGQYM+KdBkkgTBCgy6BzinRPGg1Dqjkp3mkQQiKg0QhI69U73mkQFRpmHuZ95duvXFg2ftmFSlelrs5XJ6TqU8VMY6Zfq6FyVqS+//3vD7l48WKn/cCuXbumnT17dk5bjz3yyCPXPvzww3I58jl+/HhS86IvALjdbs0Pf/jDwdHE45yH31y8G6HvFNLa063un+ecn4pLJoQQQgghhBBCCOnWtBotBqQN8OPmtpSEkE7EvfDLGOsRr+fmnEfUMDzRMcZuBfD/Wh3eFIdUVItaPRBJqNVDQqJWD0Ru1OqBdGfU6oEQ9VFrqwdCCEkEcS/8AqgBEI9GwxzK+PfLjjF2B4DJAP6bc14fwZzNANKaHXYDKJA7v0T0jaMOhQcq8GEbm7s9Oro/nqTN3UhHrp4Obe5W8t7Nm7uNegK482na3E2Fyp3lKCorwpYzW27a3O3hoQ9jzvA5tLlbB9xuN44fP97hmNtvvx3Jyd2nvY737FnUrN8A56ZNN2/uNmsWzI/Ppc3dSMKquVyP0r12nNjfxuZu4zORO5E2dyNEaaou2nFs58ew7fm0jc3d7sWoqdNpczdCupDdbu/44loGkbRbeOihh2qpPUPsxX1zN8ZYvHbp45zzuL3NyBibAKCt31ZHAfj3ZvcvA3iynTAXOedftRH7HoQ2iLsG4K8ANgL4gnN+tdU4BiAXwDMAFgEwtAr1Auf8vzr7t8Sakjd38wWCWLHVhsIDFZ2OnTduIJbPsEKvvamXOumuAj5g+0uhom9nxi4EHngN0HbakonEmV/0o+BgAYrKijodm5+TjyV3LYFO0HU6tru5cuUK3nrrrQ7HLF68GH369OmijOKH+3y4tHIlatZv6HRs+tw5yFi6FExPrxUkMYiBIIqLTsG2197pWOvELOTlD4NA11qExJUY8GP3mtUo2bGt07Gjpk7D5AWLIGiVdy1Em7sRQuRAm7uFxLr6zFo9hxI+D1aImzdRa0tfNPxwaMNaAAs6mNsLoaLuMwDAGLsM4CqAWgCpALIAmNuZ+zslFH2VzBcI4pl3D2FPmSOs8YUHKnCh2o2354+l4i8JFX3XPw6c3hne+EPvADUVwNz3qfirYH7Rj+d3P4999n1hjS8qK4LdZceqyauo+EvaxH0+nH/2ObiKi8MaX7N+A/z2ixjw5htU/CWqJwaC+PitY6iwVYU13rbXjtprbkxfPJKKv4TEiRjwY9Prr6L8aHiL+Ep2bIPTcQWzXlymyOIvIYSonRKuiCq64HYRyij2xltfAFYA4xFa6dtW0fc6gCc55z/vysTUaMVWW9hF30Z7yhxYsTXqN4lJItn+UvhF30and4bmEcUqOFgQdtG30T77PhQcpK46pG2XVq4Mu+jbyFVcjEsrV8YoI0K6TnHRqbCLvo0qbFUoLqJ9iQmJl91rVodd9G1UfvQwdq9ZHaOMCCGke4t74Zdzns05HxyLG4ChAF4B4Ivvv7LLHQfwEoDtAMK9Wj4B4F8AZHPOC2OVWKJo7OkbjcIDFTh71SVzRkRVGnv6RuPQO8C1M/LmQ2TR2NM3GkVlRTh3/ZzMGRG1a+zpG42a9RvgKy+XNyFCulDN5fqw2ju0xbbXjprLYW1zQQiRUdVFe1jtHdpSsmMbqiuj+54nhBDSvrgXfmOFMfYoQgXQdxBqqdDY6qFx5e+mOKTVpKHgzSTeFrQT+xrn/N8459M4570AZAOYCuBpAD8H8DKAFwH8AMCDAHpzzm/lnL/OOe+SHiNqF23Rt2n+firwdGvRFn3lmk9iItqib9P8k9Lmk8QTbdG3UbXE+YTEU2mURd+m+cVUQCKkqx3b+bGk+dEWjQkhhLQv4Qq/jLFpjLHDAIoA3IobhV7WcNsB4C7O+aNxSrHLcc7Pcc53cs7f4Zz/jnP+Kuf83znnf+acf8w5vxbvHNVEDHJ8eOSCpBgfHLkAMRjfjRVJnARFoOQ9aTGOFobiEMUQgyK2nNkiKcbmM5sh0teVNOCiCOemTZJiODduBBfpnCLqEwxynNhfKSnGic8rEaRrLUK6TDAowrbnU0kxbHt2IUjXQoQQIquEKfwyxiYyxooB/A3AHWi5oRsDsA/APZzz73DOD8UnS5IIrtR6UFPvlxSjpt6PK7UemTIiqlJ7CXBLXFjvrg7FIYrhcDvg9DolxXB6nXC4I+sbThJXwOGA6JR2TolOJwIOOqeI+tQ7vfC6ApJieF0B1Du9MmVECOmMq7oanrpaSTE8dbVwVdMHUAkhRE7aeCcgFWNsLIDfAJjSeAihgi9v+PuXAJZxzulzI0QWLq+0X0TkjkNUxlenrDhEFvV+eXpJyhUnEWg0GqSkpHQ6JlEFXfL0gpcrDiFdyeeRZ8WfXHEIIZ3zud2KikMIISREtYVfxpgVwK8BzGw8hJYF3xMAfsk5/yA+GZJEZTTI820jVxyiMvpUZcUhskjRdVyg7Oo4iaB379548cUX451G3GiMRkXFIaQr6ZMERcUhhHROn5ysqDiEEEJCVLdUhjE2lDH2FwBHESr6NvbwbSz4ngOwAEAuFX1JLPRJS0J6ik5SjPQUHfqkJcmUEVGVtAwg2SwtRrI5FIcohiXZApPBJCmGyWCCJdkiU0ZE7bQWCwSTtHNKMJmgtdA5RdQnxWSAwSjtDXKDUYsUk0GmjAghnTGazUhKTZMUIyk1DUazxOtkQgghLaim8MsYy2KM/TeArwA8DqDxLfzGgu8lAM8CGM45f5dzHoxPpiTRCRqGR0f3lxTjsdH9IWhY5wNJ4tEIwKgnpMW4Y14oDlEMQSPg4aEPS4oxc+hMCPR1JQ2YIMA0a5akGKbZs8EEOqeI+mg0DCPGZ0qKMeLuTGjoWouQLqPRCLBOuldSDOuk+6ChayFCCJGV4gu/jDELY+z3AE4B+AGAxqWWjQXfKgD/AmAo5/wtzrm0XbcICcO8cQOlzR8/SKZMiCqNXRjf+SQm8nPypc0fLm0+STzpc+dImm+WOJ+QeMqdmCVtfp60+YSQyI2cMl3S/FFTp8mUCSGEkEaKLfwyxkyMsVcBnAHwYwCNn4tvLPjWAVgBYAjn/N855574ZEq6oyGW1KiLv/PGDcTg3tRzsVvrfUv0xduxC4FeQ+XNh8gi25QddfE3Pycfg3rQG0KkJcPgwVEXf9PnzoE+O1vehAjpQul9U2CNsvhrnZiF9L7UM52QrtazX1bUxdtRU6fBnElv2BBCiNwUV/hljKUwxpYCOAvgFwBScWPjNgbAA+DfAQzmnK/gnNfGLVnSrS2fYcWknMh6J07KsWD5DGuMMiKq8sBrwC1TIptzy5TQPKJYS+5agglZEyKaMyFrApbctSRGGRG1y1i6FMa8vIjmGPPykLF0aYwyIqTr5OUPw0Brz4jmDLT2RF7+sBhlRAjpzOQFi5B9x5iI5mTfMQaTFyyKUUaEENK9KabwyxjTM8Z+AuAbAL8GkI4bBV8ACAD4A0ItHf6Fc14Vl0QJaaDXavD2/LFhr/ydN24g3p4/FnqtYr7tSDxp9cDc98Nf+Tt2YWi8Vh/bvIgkOkGHVZNXhb3yNz8nH6smr4JOkLZhJElcTK/HgDffCHvlb/rcORjw5htgenqtIOonaDWYvnhk2Ct/rROzMH3xSAh0rUVI3AhaHWa9uCzslb+jpk7DrBeXQdDStRAhhMQC45x3PiqWCTAmAFgI4GUAWQgVe4EbK3xFAH8BsIJzXh6PHEl8McasAEob75eWlsJqVdaq2bNXXSjcfw4fHLmAmvobbabTU3R4bHR/zBs/iNo7kPZdOwMcegc4Wgi4q28cTzaHNnKj9g6qdO76ORSdLMLmM5vh9DqbjpsMJswcOhP5w6m9A4mMr7wc1es3wLlxI0TnjXNKMJlgmj0bZmrvQBJYzeV6lBbbceLzSnhdgabjBqMWI+7ORG4etXcgRGmqK+0o2bENtj274Km78UHdpNQ0WCfdp/j2DjabDbm5uc0P5XLObdHGO3z4sBnADgBISkq6FQBycnLKdDqdKClRQoii+f1+oaysLAcAPB7P1w2Hp44ZM6a6g2myUULh9xSAIbi54MsBfAjgl5zzE3FKjyiAGgq/jcQgx5VaD1zeAIwGLfqkJUGgHaVJuIIiUHsJ8NUB+lQgLQOgnY1VTwyKcLgdqPfXI0WXAkuyBQJ9XYkEXBQRcDgQdLmgMRqhtVjABDqnSPcQDHLUO73weUTokwSkmAzQ0LUWIYoWDIpwVVfD53ZDn5wMo9kMjQquhajwSwiRQ7wLv9queJJODEWoyNtY8AWAfQCWAfgSABhjPWLxxJzz67GIS7ovQcOQaUqOdxpErTQCYFLuqgcSHUEjIMOYEe80SAJhggBdBp1TpHvSaBhSzUmdDySEKIZGIyCtV+94p0EIId2SEgq/rTEA3wbwaYyfh0OZ/35CCCGEEEIIIYQQQgiRRGmFz8a+E/R5LaJK1OqBSEKtHhIStXogcqNWD6Q7o1YPhKiPWls9EEJIIlBa4bdRrBsP09UhkdU3jjoUHqjAh21s7vbo6P54kjZ3Ix25ejq0uVvJezdv7jbqCeDOp2lzNxUqd5ajqKwIW85suWlzt4eHPow5w+fQ5m4kIt6zZ1GzfgOcmzbdvLnbrFkwPz6XNncjCavmcj1K99pxYn8bm7uNz0TuRNrcjRClqbpox7GdH8O259M2Nne7F6OmTlf05m6EEJIIlLC5WzliX+htE+d8cDyel0RGyZu7+QJBrNhqQ+GBik7Hzhs3EMtnWKHXarogM6IKAR+w/aVQ0bczYxcCD7wGaPWxz4tI4hf9KDhYgKKyok7H5ufkY8ldS6ATdF2Qmbp4PB6cc2d0WgAA1kFJREFUOXOmwzFDhw5FUlLi9/rkPh8urVyJmvUbOh2bPncOMpYuBdPTawVJDGIgiOKiU7DttXc61joxC3n5wyDQtRYhcSUG/Ni9ZjVKdmzrdOyoqdMwecEiCFrlXQvR5m6EEDl0+83dOOfZ8c6BkGj4AkE88+4h7ClzhDW+8EAFLlS78fb8sVT8JaGi7/rHgdM7wxt/6B2gpgKY+z4VfxXML/rx/O7nsc++L6zxRWVFsLvsWDV5FRV/W7l+/To++OCDDscsXrw44Qu/3OfD+Wefg6u4OKzxNes3wG+/iAFvvkHFX6J6YiCIj986hgpbVVjjbXvtqL3mxvTFI6n4S0iciAE/Nr3+KsqPHg5rfMmObXA6rmDWi8sUWfwlhBC1oysiQqK0Yqst7KJvoz1lDqzYGvWbxCSRbH8p/KJvo9M7Q/OIYhUcLAi76Nton30fCg4WxCgjonaXVq4Mu+jbyFVcjEsrV8YoI0K6TnHRqbCLvo0qbFUoLjoVo4wIIZ3ZvWZ12EXfRuVHD2P3mtUxyogQQro3KvwSEoXGnr7RKDxQgbNXXTJnRFSlsadvNA69A1zr+OPvJD4ae/pGo6isCOeun5M5I6J2jT19o1GzfgN85eXyJkRIF6q5XB9We4e22PbaUXO5XuaMCCGdqbpoD6u9Q1tKdmxDdWV03/OEEELaR4VfQqIQbdG3af5+KvB0a9EWfeWaT2Ii2qJv0/yT0uaTxBNt0bdRtcT5hMRTaZRF36b5xVRAIqSrHdv5saT50RaNCSGEtI8Kv4RESAxyfHjkgqQYHxy5ADEY340VSZwERaDkPWkxjhaG4hDFEIMitpzZIinG5jObIdLXlTTgogjnpk2SYjg3bgQX6Zwi6hMMcpzYXykpxonPKxGkay1CukwwKMK251NJMWx7diFI10KEECIrKvwSEqErtR7U1Pslxaip9+NKrUemjIiq1F4C3BI373RXh+IQxXC4HXB6nZJiOL1OONyR9Q0niSvgcEB0SjunRKcTAQedU0R96p1eeF0BSTG8rgDqnV6ZMiKEdMZVXQ1PXa2kGJ66Wriqu2STe0II6Tao8EtIhFxeab+IyB2HqIyvTllxiCzq/fL0kpQrDlG/oEueXvByxSGkK/k88qz4kysOIaRzPrdbUXEIIYSEaOOdACFqYzTI820jVxyiMvpUZcUhskjRpSgqDlE/jdGoqDiEdCV9kqCoOISQzumTkxUVhxDSvmAwiLKyMv3hw4eTz58/r6+pqREMBgM3m82BESNGeCdOnOhKSUmhfkkJgipPhESoT1oS0lN0kto9pKfo0CctScasiGqkZQDJZmntHpLNoThEMSzJFpgMJkntHkwGEyzJFhmzUrc+ffpg+fLl8U4jbrQWCwSTSVK7B8FkgtZC5xRRnxSTAQajVlK7B4NRixSTQcasCCEdMZrNSEpNk9TuISk1DUazWcasCCGNHA6H8N5776V/8sknpn/84x9pNTU17dYDtVotv+eee5wvvPDC5QcffLBLPmqalZV1+8WLF/XRzt+6dWvZQw89JK3fTIKiVg+EREjQMDw6ur+kGI+N7g9Bw2TKiKiKRgBGPSEtxh3zQnGIYggaAQ8PfVhSjJlDZ0KgrytpwAQBplmzJMUwzZ4NJtA5RdRHo2EYMT5TUowRd2dCQ9dahHQZjUaAddK9kmJYJ90HDV0LESK7733vewOzsrJGvfDCC9kff/yxuaOiLwAEAgG2c+fO9Iceemj4I488kl1VVUW1QxWjLx4hUZg3bqC0+eMHyZQJUaWxC+M7n8REfk6+tPnDpc0niSd97hxJ880S5xMST7kTs6TNz5M2nxASuZFTpkuaP2rqNJkyIYQ09+WXXxr9fv9N74YKgoC+ffv6rVZrfU5Ojjs1NfWm5vgbN27sdc899+Q4nU6qH6oUtXogJApDLKmYN24gCg9URDx33riBGNybei52a71vCRVvD70T+dyxC4FeQ+XPiUiWbcpGfk4+isqKIp6bn5OPQT3oDSHSkmHwYKTPnYOa9Rsinps+dw702dnyJ0VIF0nvmwLrxCzY9tojnmudmIX0vtQznZCu1rNfFkZNnYaSHdsinjtq6jSYM+kNG0JiLS0tTZw5c2bVQw895Lz//vtrzWZzsPGxQCCA7du3p73yyiv9Dh8+3LSpzPHjx41z5szJ3r59+zddkWOvXr0Cf/rTnyJ6rnHjxtEu2e2gwi8hUVo+w4oL1W7sKXOEPWdSjgXLZ1hjmBVRjQdeA2oqgNM7w59zy5TQPKJYS+5aArvLjn32fWHPmZA1AUvuWhLDrIiaZSxdCr/9IlzFxWHPMeblIWPp0hhmRUjXyMsfhtprblTYqsKeM9DaE3n5w2KYFSGkI5MXLILTcQXlRw+HPSf7jjGYvGBRDLMihPTr18/385//vPKZZ565lpqa2ubGbVqtFg899FDtAw88cHL+/PmD3n///d6Nj/397383b926NW3GjBkx76NrMBiCs2bNon69MqGl2oRESa/V4O35Y8Nu+zBv3EC8PX8s9Fr6tiMAtHpg7vvht20YuzA0Xht1v3vSBXSCDqsmrwq77UN+Tj5WTV4FnaCLcWZErZhejwFvvhF224f0uXMw4M03wPT0WkHUT9BqMH3xSFjDbPtgnZiF6YtHQqBrLULiRtDqMOvFZWG3bRg1dRpmvbgMgpauhQiJlWXLll08c+ZM6U9/+tOr7RV9m9NqtXj33XfPWa3WFqto33777d7tzSHKxTjv9GtOSFwxxqwAShvvl5aWwmpV1qrZs1ddKNx/Dh8cuYCaen/T8fQUHR4b3R/zxg+i9g6kfdfOhNo+HC0E3NU3jiebQxu5UXsHVTp3/RyKThZh85nNcHqdTcdNBhNmDp2J/OHU3oFExldejur1G+DcuBGi88Y5JZhMMM2eDTO1dyAJrOZyPUqL7TjxeSW8rkDTcYNRixF3ZyI3j9o7EKI01ZV2lOzYBtueXfDU3Vi8l5SaBuuk+xTf3sFmsyE3N7f5oVzOuS3aeIcPHzYD2AEASUlJtwJATk5OmU6nu6mvKiFK8M4775iffvrpIY3309PTA9XV1SWxeK6srKzbL168qAdCq5PtdvvxWDxPPPj9fqGsrCwHADwez9cNh6eOGTOmuoNpsqHCL1E8NRR+G4lBjiu1Hri8ARgNWvRJS4JAO0qTcAVFoPYS4KsD9KlAWgZAOxurnhgU4XA7UO+vR4ouBZZkCwT6uhIJuCgi4HAg6HJBYzRCa7GACXROke4hGOSod3rh84jQJwlIMRmgoWstQhQtGBThqq6Gz+2GPjkZRrMZGhVcC1Hhl3R3FRUV2kGDBo1qfuz69etfpqWlBdubEy0q/MYO9fglREaChiHTlBzvNIhaaQTApNxVDyQ6gkZAhjEj3mmQBMIEAboMOqdI96TRMKSak+KdBiEkAhqNgLRe9AlxQtTGYrHc9KZEVVWVEIvCL4kdKvwSIjNa9UuiRit+Exat+iVyo1W/pLuiFb+EqI9aV/wS0t2dPXv2pubbffv2DbQ1ligXFX4Jkck3jjoUHqjAh230+X10dH88SX1+SXuung71+C157+Yev6OeAO58mnr8qlS5sxxFZUXYcmbLTX1+Hx76MOYMn0N9fklEvGfPomb9Bjg3bbq5z++sWTA/Ppf6/JKEVHO5HqV77Tixv40ev+MzkTuRevwSojRVF+04tvNj2PZ82kaP33sxaup0Rff4JaS727VrV1rz+/369fMlJSV1Wb/YyspK7dmzZ3VOp1MwmUxinz59AkOGDPFrNLSJaySoxy9RPKX3+PUFglix1YbCAxWdjp03biCWz7BCT7tNEwAI+IDtL4WKvp0ZuxB44DVAq499XkQyv+hHwcECFJUVdTo2PycfS+5aAp1Au1mT9nGfD5dWrkTN+g2djk2fOwcZS5eC6en1gqifGAiiuOgUbHvtnY61TsxCXv4wCHSdRUhciQE/dq9ZjZId2zodO2rqNExesAiCVnnXQdTjVzl4IAB/ZaUuWFsraNLSRF1mpp9paR1jrN15553DDx06lNp4f968eY6//OUvnRc+otC8x29SUlKwX79+vm+++eam3k4mk0kcO3Zs7dy5c6sWLFhQrVXBeUA9fglRMV8giGfePYQ9ZY6wxhceqMCFajfenj+Wir/dXcAHrH8cOL0zvPGH3gFqKoC571PxV+H8oh/P734e++z7whpfVFYEu8uOVZNXUfGXtIn7fDj/7HNwFReHNb5m/Qb47Rcx4M03qPhLVE0MBPHxW8dQYasKa7xtrx2119yYvngkFX8JiRMx4Mem119F+dHDYY0v2bENTscVzHpxmSKLvyS+PCdPGqrWrbPUbv9772BdXVN/EE1qqpj2wHeu9pw/35GUk+ONZ46JasOGDabmRV8AePrpp692xXN7PB5NW0VfAHA6ncKuXbvSd+3alf6rX/3K+9Zbb5U/+OCDdV2Rl1rF7YqIMfZNnG9n4vVvJ4ljxVZb2EXfRnvKHFixNeo3ikmi2P5S+EXfRqd3huYRRSs4WBB20bfRPvs+FBwsiFFG6uTz+VBeXt7hzefzxTvNLnFp5cqwi76NXMXFuLRyZYwyIqRrFBedCrvo26jCVoXiolMxyogQ0pnda1aHXfRtVH70MHavWR2jjIgaBb1eZn/xxYFnZ87KdX7wYd/mRV8ACNbVCc4PPux79uGZufYXXxwY9Hqp2buMLl++LPzkJz9p0Y9uypQpNZMnT66PV05tOX/+vGHmzJnDf/3rX/eJdy5KFs8Vv9kAOIB4fYNSjwsiSWNP32gUHqjAD/KGUM/f7qqxp280Dr0D3P0c9fxVqMaevtEoKivCfOt86vnboKamBmvXru1wzOLFi9GnT2Jf5zX29I1GzfoN6LVgAfX8JapUc7k+rPYObbHtteOO+wZQz19CuljVRXtY7R3aUrJjG8Y8OIt6/hIEvV5W8fTTt7gPHe4RzvjrW/9m8VdWGgb++c+nNQYD1XkkEkUR+fn5gy9fvty0BD81NVV86623YtLiobnU1FRx4sSJ16dOneocM2aMOycnx9uzZ0+xtrZWc+7cOf2ePXuM69at633kyJGmlciiKGL58uUD+vbt61+0aFGXtE5QGyV8BorH4UaIZNEWfZvm7z8nUyZEdaIt+so1n8RMtEXfpvknpc0niSfaom+jaonzCYmX0iiLvk3zi6XNJ4RE7tjOjyXNj7ZoTBJL5bJlA8It+jZyHzrco3LZsgGxyqk7+eEPf9h/7969pubH/uM//uPcLbfc4m9vjhx+/etfX7hw4cKxjz766JsXXnjhWl5eXn3fvn1FnU6Hnj17Br/1rW95XnjhhWuHDx8+uXbt2jNpaWlNvbE55/jJT36SXVFRQe1s2xDPwm9FHG/nGv4kJCpikOPDIxckxfjgyAWIQXofotsJikDJe9JiHC0MxSGKIgZFbDmzRVKMzWc2Q6SvLWnARRHOTZskxXBu3Agu0jlF1CUY5Dixv1JSjBOfVyJI11mEdJlgUIRtz6eSYtj27EKQroO6Nc/Jk4brW/9miWbu9a1/s3jKygxy59SdvPrqq33+9Kc/9W1+7Ic//OGlZ555JuYraRcuXFhtMpmC4YydP39+zcaNG08lJSU1jfd4PJqXX345M3YZqlfcquGc8+x4PTchUl2p9aCmXtobXjX1flyp9SDTlCxTVkQVai8Bbok/N93VoTgm+iickjjcDji9TkkxnF4nHG4HMowZMmVF1CzgcEB0SjunRKcTAYcDugw6p4h61Du98LoCkmJ4XQHUO71INbe5NwwhRGau6mp46molxfDU1cJVXY20Xr1lyoqoTdW6dVEVfRtVr1tnyfz1r6Wt0Oqm/vjHP/b85S9/2WLV9KOPPnrtzTffVORHaO677z7X4sWLL//+979vKvZu3ry5lyiK5wVB6Ghqt6OEVg+EqI7LK+2XEbnjEBXxybThqFxxiGzq/fLsdSBXHKJ+QZdLUXEI6So+jzwr/uSKQwjpnM/tVlQcoj48EEDt9r9Lqvpf37a9Nw/Q79iRev/9903PPfdcNuc3Pilz//3316xfv75co1Fu2fAXv/jF5eZFXqfTKezdu5ca/Lei3K8gIQpmNMizWF6uOERF9Kmdj+nKOEQ2KTp5rjHkikPUT2OUZwNQueIQ0lX0SfKs1JErDiGkc/pkeT7FKFccoj7+ykpdsK5O0gt3sK5O8FdW6jofSRpt3bo17fvf//5QURRZ47Fvf/vb1zdv3vyNVqvseoXFYhFvvfXWFqtmvvrqK/qoTytU+CUkCn3SkpCeIu3nSXqKDn3S6DWp20nLAJLN0mIkm0NxiKJYki0wGUydD+yAyWCCJVnSJ9xIAtFaLBBM0s4pwWSC1kLnFFGXFJMBBqO0XzYNRi1STNTqkZCuYjSbkZSaJilGUmoajGaJ18lEtYK1tbK8WydXnO7g008/Nc6dO/cWr9fbVPT91re+5dq2bduZpKQkVTTK79evn6/5fYfDQYX/VqjwS0gUBA3Do6P7S4rx2Oj+EDSs84EksWgEYNQT0mLcMS8UhyiKoBHw8NCHJcWYOXQmBPrakgZMEGCaNUtSDNPs2WDU54yojEbDMGK8tP1ZRtydCQ1dZxHSZTQaAdZJ90qKYZ10HzR0HdRtadLSZOnPI1ecRHfgwIHk2bNnD6uvr2+qC9566631O3bsONWjR4+wNllTAp1O16JA7ff76Yd/K8pet02Igs0bNxB//uxs9PPHD5IxG6IqYxcC+9+UNp8oUn5OPtZ9tS76+cPzZcxG3Xr37o2f//znHY5J7gYfB02fOwdVa9dGPd88d46M2RDSdXInZqFk1/no5+fRBqiEdLWRU6bj8Eebo54/auo0GbMhaqPLzPRrUlNFKe0eNKmpoi4zU9ou7N1ASUmJYfr06TnXr19v+r8eMmSIZ+fOnad69eqlqsL5lStXWqzwtVgs9PVvhVb8EhKlIZZUzBs3MKq588YNxODe1HOx2+p9S/TF27ELgV5D5c2HyCbblI38nOiKt/k5+RjUg94QaqTRaGA0Gju8KXmzCbkYBg9GepTF2/S5c6DPzpY3IUK6SHrfFFgnRle8tU7MQnpf6pdOSFfr2S8r6uLtqKnTYM6kN2y6M6bVIu2B71yVEqPHtAeuMoX3pY23srIy/Xe+853hVVVVTf9RWVlZvp07d5b169dPVTvjud1udvz48RY/8AcNGkSF31bi9h3BGJsfr+duxDl/N945EHVbPsOKC9Vu7ClzhD1nUo4Fy2dYY5gVUYUHXgNqKoDTO8Ofc8uU0DyiaEvuWgK7y4599n1hz5mQNQFL7loSw6yImmUsXQq//SJcxcVhzzHm5SFj6dIYZkVI7OXlD0PtNTcqbFVhzxlo7Ym8/GExzIoQ0pHJCxbB6biC8qOHw56TfccYTF6wKIZZEbXo+b3vOZwffNg32vnm730v/F/Mu6Fz587ppkyZknP58uWmVbJ9+vTx79y58+TgwYNVVzD905/+1NPj8TStBNHr9XzKlCl18cxJieL5VsgaAPFuFk2FXyKJXqvB2/PHYsVWGwoPVHQ6ft64gVg+wwq9NvFXqZFOaPXA3PeB7S8Bh97pfPzYhaGir1Yf+9yIJDpBh1WTV6HgYAGKyoo6HZ+fk48ldy2BTqB9CEjbmF6PAW++gUsrV6Jm/YZOx6fPnYOMpUvB9PR6QdRN0GowffFIFBedgm2vvdPx1olZyMsfBoGuswiJG0Grw6wXl2H3mtUo2bGt0/Gjpk7D5AWLIGjpOogAScOHe3vMeMhxfevfIt6ZtseMhxxJOTneWOSVCC5fvixMmTIl5/z58007n5rN5sC2bdvKRowY4etorhJVVFRoX3311RYfE5gwYcL1tLQ01fQn7iqM8/jUXhljQYQKv13deLnxOTnnnDrHqwBjzAqgtPF+aWkprFblrZg9e9WFwv3n8MGRC6ipv/FmWXqKDo+N7o954wdRewfStmtnQsXfo4WAu/rG8WRzaCM3au+gWueun0PRySJsPrMZTq+z6bjJYMLMoTORP5zaO5DI+MrLUb1+A5wbN0J03jinBJMJptmzYab2DiRB1VyuR2mxHSc+r4TXdeOTqAajFiPuzkRuHrV3IERpqivtKNmxDbY9u+Cpq206npSaBuuk+xTf3sFmsyE3N7f5oVzOuS3aeIcPHzYD2AEASUlJtwJATk5OmU6nU1VP1VgLer2s4umnb3EfOtwj3DnJY8dcH/jnP5/WGAzxXlyoSNXV1ZqJEycOLy0tbfpBmZaWJm7fvv3kt7/9bbecz3Xy5En9iBEjbm9+7MSJE8eHDx/eZnH53Llzuv/8z/+0LF269LLFYgnre+HkyZP6mTP/f/buPr6pOs0b/+fkJOlDWtMAgdZCKRaKTjqUAQRcLIjCrjDytLoFxWEYZvS3jLL37Ox622F10BmHxXV+O7s3erM/vcdx9K6Wri5PO+AKykKHFVhgAJsZLHQohfIUpA1t0ubhnPP7I20ppdAk56TJST7v16svafq9rlza03q48s31XTD6yy+/7D7wQxAE7N279w/333+/V92/gfYCgYBYV1dXDAAdHR1/6Hx49sSJE5tvE6aZeDd+44mNX53QS+O3iyQruNzaAY8vCEuaEUOz0yHyVGkKhywBrRcBfxtgzgKycwGebJwUJFmCq90Fb8CLTFMm7Bl2iPzekgqKJCHockH2eGCwWGC02yGIvKYo+cmyAq/bB3+HBHO6iExrGgy8zyJKaLIswdPcDH97O8wZGbDYbDDo4D6Ijd/4kX0+4cILL4wIZ+fvHfMeceW98spZNn1vbcqUKcUHDx7M7vnY3/7t356fNm1axGMRpk2b5r1dgzbSxm/X+szMTPmhhx5qefTRR5tnzJjhKSwsvGn0RG1tbdqbb745+Fe/+tXQtl6HAK5YseLyL3/5y+hPhY2heDd+4znq4TtxfG6imBENAvKsyX/SPMWAQQSsibvrgaInGkTkWnLjXQYlEUEUYcrlNUWpx2AQkGVLj3cZRBQBg0FE9uAh8S6DdMSQlqbkv/Za4+CnnrrU/N579ms7Ph4i92j0GbKypDvmPHzF9q1vcbxDGHo3fQHg5z//+Z0///nPI861bdu2ukceeaS1/5WR8Xq9hm3btg3atm3bIADIyckJDho0KJiVlSV1dHQYXC6Xqbm5uc8e5pw5c5rffPPNhGz6JoK4NX4VRfl1vJ6biIiIiIiIiIgSV3pxsS/vpz89l7tmzbnAhQsmubVVNGRnS6a8vIBgjOc+Roq1lpYWY0tLy22/yWazWfnRj37U9OMf//iSwcD5/rfCnxQijXHUA0WNox6SFkc9kNY46oFSFUc9EOmTXsc9UGIQjEaYR4wIALjp7f+kb/n5+YGf/vSnZ/fs2ZP9u9/9Luurr77qt0955513+h977LGv/vqv/9rV10gIuhEbv0Qa+aOrDZUHGvFRH4e7PTphOJ7k4W50K1dOhQ53O/b+zYe7lT4B3PtdHu6mUw3uBlTXVWNr/dabDnebXzQfi8cu5uFuFBHf6dNoqdoI9+bNNx/utnAhbI8v4eFulJRaLnlRu7cJJ/b3cbjb1DyUTOfhbkSJ6Or5JhzftR3OPZ/1ccDbgyidPTehD3gjSgaKohweqOcaO3asP5Lny8rKUl544YXLL7zwwmUgdNjbF198kd7Q0GC+cuWK0ev1Gsxms2yz2aRhw4YF77///j7n/9Ktxe1wN6JwJfrhbv6gjJe3OVF5oLHftUunFGDNPAfMRr4NgQAE/cDHz4eavv2ZtAJ4+FXAaI59XaRaQApg3cF1qK6r7ndteXE5KiZXwCSaBqAy0ivF78fFtWvRUrWx37U5SxYjd/VqCGb+viD9k4IyaqpPwrm3qd+1jun5KCsfA5H3WURxJwUD2P3Omzi2c0e/a0tnz8HM5U9DNCbWvRAPdyMiLcT7cDfeFRGp4A/KeOrdQ2E1fQGg8kAjnnr3EPxBOcaVUcIL+oGqx8Nr+gKhdVWPh+IooQWkAFbtXhVW0xcAquuqsWr3KgQkvnBNfVP8fpx95tmwmr4A0FK1EWefeRaKn78vSN+koIztG46H1fQFAOfeJmzfcBwS77OI4koKBrD5tVfCavoCwLGdO7D5tVcgBXkvRESkNd02foWQCYIgLBUEYZUgCC8IgvBjQRAK410bpY6Xtzmxp84VUcyeOhde3hb1C8WULD5+Hji1K7KYU7tCcZTQ1h1ch31N+yKK2de0D+sOrotRRaR3F9euhaemJqIYT00NLq5dG6OKiAZGTfVJNDqvRhTT6LyKmuqTMaqIiMKx+5030XA0sneWNxw9jN3vvBmjioiIUpfuGr+CIJQKgvAugBYA/w3gXQD/BOBlAGsA3HWLuP8pCMLbnR8vDUy1lMy6ZvpGo/JAI05f8WhcEelG10zfaBx6G/iqXtt6SDNdM32jUV1XjTPXzmhckX4Fg0Fcvnz5th/BYLD/RDrXNdM3Gi1VG+FvaNC2IKIB0nLJG/ZO396ce5vQcsmrcUVEFI6r55vC3unb27GdO9B8IbqfeyIi6ptuDncTBMEM4BcA/rLroT6W3W5g8UUA6zrXKIIgvKMoSoOmRVJKibbp2x2//wxeeORrGlVDuhJt07dn/J/9TJtaSFPRNn2747+sxnP3PqdRNfp29epVbNiw4bZrVq5ciaFDhw5QRfERbdO3S3PVRgyr4DsFSH9qo2z6dsfXNOH+x8ZoVA0Rhev4ru2q4o/t3IEHln1Po2qIiEgXO34FQcgEsAehpm+kDd8u7wNwdcYLAJZqViClHElW8NGRc6pyfHjkHCSZhyumHFkCjr2vLsfRylAeSiiSLGFr/VZVObbUb4HE7y11UiQJ7s2bVeVwb9oEReI1RfoiywpO7L+gKseJzy9A5n0W0YCSZQnOPZ+pyuHc8ylk3gsREWlGF41fAB8AmNLjcwXAJgArATyCvpvBN1AUJdgZ02WOlgVSarnc2oEWr7rDB1q8AVxu7dCoItKN1otAu8rDO9ubQ3koobjaXXD73KpyuH1uuNojmxtOySvockFyq7umJLcbQRevKdIXr9sHn0fdKBefJwiv26dRRUQUDk9zMzraWlXl6Ghrhad5QA66JyJKCQk/6kEQhHkA5uH6rt6TAB5VFKW2xxogvF2/2wA8jVCjeLIgCBmKorRrWzGlAo9Pm7mSWuUhHfG3JVYe0ow3oM08Sa3ykP7JHm1mwWuVh2ig+Du02e2nVR4iCo+/XZu/WmuVh4iI9LHj98XOfwoALgF4oGfTN0L/3ePPIoB71BRGqcuSps1rJlrlIR0xZyVWHtJMpikzofKQ/hksloTKQzRQzOliQuUhovCYMzISKg8RESV441cQhGEAJqLzQDYALyqKEvXAL0VRLiM057fLWHUVUqoamp2OnEyTqhw5mSYMzU7XqCLSjexcIMOmLkeGLZSHEoo9ww5rmlVVDmuaFfYMu0YVkd4Z7XaIVnXXlGi1wmjnNUX6kmlNQ5pF3YvjaRYjMq1pGlVEROGw2GxIz8pWlSM9KxsWm8p7ZSIi6pbQjV8A03D9MLYggCoNcl7p8echGuSjFCQaBDw6YbiqHI9NGA7R0O94ako2BhEofUJdjvFLQ3kooYgGEfOL5qvKsaBoAUR+b6mTIIqwLlyoKod10SIIIq8p0heDQcDdU/NU5bj7vjwYeJ9FNKAMBhGOGQ+qyuGY8RAMvBciItJMojd+u7a0KQBOKYqixZC6az3+zPdKU9SWTilQFz91pEaVkO5MWhHfeIqZ8uJydfFj1cVT8slZslhVvE1lPFG8lEzPVxdfpi6eiKIzbtZcVfGls3kGOxGRlhJ9wGjP9zdeu+WqyPQcdJdyU+MFQUgH8CcA7gZgA+AHcA7AAUVR/hjP2vTmLnsWlk4pQOWBxohjl04pwKghnLmYsoaMDjVvD70deeykFcDgIu1rIk0UWgtRXlyO6rrqiGPLi8sx8g6+INRl0KBBWLlyZb9rkl3aqFHIWbIYLVUbI47NWbIY5sJC7YsiGgA5wzLhmJ4P596miGMd0/ORM4zz0oniYdCd+SidPQfHdu6IOLZ09hzY8viiDRGRlhK98dvc48/qhtxd13Mw5lca5YyaIAj5ACYDmNL5z0kAeg5GOqMoSqEGz2MHsAbActzY/O655jCAnyqKskXt86WKNfMcONfcjj11rv4Xd5pRbMeaeY4YVkW68PCrQEsjcGpX+DGjZ4XiKKFVTK5Ak6cJ+5r2hR0zLX8aKiZXxLAq/TEajRg6dGi8y0gIuatXI9B0Hp6amrBjLGVlyF29OoZVEcVeWfkYtH7Vjkbn1bBjChyDUFY+JoZVEVF/Zi5/Gm7XZTQcPRx2TOH4iZi5/OkYVkVElJoSfdTDpc5/CgBGCYJgVpNMEIQxuHGu71k1+VTUMU0QhH8TBKEJod22/wbgeQAzcWPTV6vnewDA7wE8g1s0fTtNBLBZEIRfq/1vnSrMRgPeWjYp7LEPS6cU4K1lk2A2JvqPHsWc0Qws+SD8sQ2TVoTWG/mjmehMognrZ64Pe+xDeXE51s9cD5Oo7sBISl6C2YwRb7we9tiHnCWLMeKN1yGY+fuC9E00GjB35Tg4whz74Jiej7krx0HkfRZRXIlGExY+90LYYxtKZ8/BwudegGjkvRARkdYERVHiXcMtCYIwAsCZzk8VAN9UFOXjPtbJnV8HgNmKonx2i3wvAfhx56c+ADZFUTo0LToMgiD8AMAvwlyuasevIAj3A/gEQEavL7UAOI3QuIcRAHpP0P83AI8pCXCBCILgAFDb9XltbS0cjsTbMXv6igeV+8/gwyPn0OINdD+ek2nCYxOGY+nUkRzvQH37qj409uFoJdDe440OGbbQQW4c76BbZ66dQfWX1dhSvwVun7v7cWuaFQuKFqB8LMc7UGT8DQ1ortoI96ZNkNzXrynRaoV10SLYON6BklTLJS9qa5pw4vML8HmC3Y+nWYy4+748lJRxvANRImq+0IRjO3fAuedTdLS1dj+enpUNx4yHEnq8g9PpRElJSc+HShRFcUab7/DhwzYAOwEgPT39HgAoLi6uM5lMkqpCiSihBQIBsa6urhgAOjo6/tD58OyJEyc23yZMMwnd+AUAQRBqAdzT+eleRVFm9rGm38avIAh5CDUPczof+kxRlNnaV9y/fhq/bbjx0LmoG7+CINgQ+ne+s2c+AP8DwNaupq4gCMMBvADg/+mV4m8URfnHaJ5bS3pp/HaRZAWXWzvg8QVhSTNiaHY6RJ4qTeGQJaD1IuBvA8xZQHYuwFONk4IkS3C1u+ANeJFpyoQ9ww6R31tSQZEkBF0uyB4PDBYLjHY7BJHXFCU/WVbgdfvg75BgTheRaU2DgfdZRAlPliV4mpvhb2+HOSMDFpsNhgS/F2Ljl4i0EO/Gb6LP+AWAtxBqkioApguC8HeKovwskgSCIGQD+BCh3a3ozPVPWhYZpVYAhwH8N4CDnf8cBWC3Rvmfw41N39MA7lcU5XzPRYqinAPwl4IgNALo+d/2x4Ig/EpRlAG5GJOFaBCQZ+29wZooDAYRsCbmjgdSRzSIyLXk9r+QKEyCKMKUy2uKUo/BICDLlh7vMogoQgaDiOzBQ/pfSEREmtJD4/d/I7RDdSRCs35/IgjCnQBWK4rivm0kAEEQ/gyhJm8xru8K/m9FUX4Tm3LDsg2h8QsnFEWRe35BEIRRWjxB52Fuq3o9/FTvpm8vfw/gzwBM7/zcCuBvAfydFjWlCu74pahxx2/S4o5f0hp3/FKq4o5fIn3S445fIqJkkPCNX0VRAoIgPA7gMwDpCDV//xLAMkEQtiG0YxadjysAvikIwgQAowE8CKCox9cEAFcBPD6g/xK9KIpSPwBPswQ3jozYqyjKp7cLUBRFEQThZQA9160QBOGFRJj1m+j+6GpD5YFGfNTHjN9HJwzHk5zxS7dy5VRoxu+x92+e8Vv6BHDvdznjV6ca3A2orqvG1vqtN834nV80H4vHLuaMX4qI7/RptFRthHvz5ptn/C5cCNvjSzjjl5JSyyUvavc24cT+Pmb8Ts1DyXTO+CVKRFfPN+H4ru1w7vmsjxm/D6J09tyEnfFLRJQMEn7GbxdBEOYBqEKo+Qtcb+Z2/blLz38hocdjAgA3gEWKovxn7CpVRxCEB3DjqIeoZvwKgrALwEM9Hvq2oijvhhEnAKhHaORElz9RFOXzSGvQSqLP+PUHZby8zYnKA439rl06pQBr5jlg5mnTBABBP/Dx86Gmb38mrQAefhUwmmNfF6kWkAJYd3Adquuq+11bXlyOiskVMIk8yZpuTfH7cXHtWrRUbex3bc6SxchdvRqCmb8vSP+koIya6pNw7m3qd61jej7KysdA5H0WUdxJwQB2v/Mmju3c0e/a0tlzMHP50xCNiXUvxBm/RKSFeM/41c1dkaIo2wBMBvB73Nj0Reefuz4E3Njw7XrMCWBKIjd9tSIIQhauj2vo8kk4sZ07e3f1evgRLepKRv6gjKfePRRW0xcAKg804ql3D8EflPtfTMkt6AeqHg+v6QuE1lU9HoqjhBaQAli1e1VYTV8AqK6rxqrdqxCQAv0vppSk+P04+8yzYTV9AaClaiPOPvMsFD9/X5C+SUEZ2zccD6vpCwDOvU3YvuE4JN5nEcWVFAxg82uvhNX0BYBjO3dg82uvQAryXoiISGu6afwCQOera+MBPIHQYWjA9UZvz4Zvz8edAL4NoFRRlLoBKza+HAB6vlx6WlGUixHE7+v1+XjVFSWpl7c5safOFVHMnjoXXt4W9QvFlCw+fh441fs1ln6c2hWKo4S27uA67Gvq/Wv09vY17cO6g+tiVBHp3cW1a+GpqYkoxlNTg4tr18aoIqKBUVN9Eo3OqxHFNDqvoqb6ZIwqIqJw7H7nTTQcPdz/wh4ajh7G7nfejFFFRESpS1eNXwBQFEVSFKVKUZT7ANgBLATwIwA/B/B/APwvAD8G8C0AwxVFGacoynu9D1FLcvf0+vz3Ecb3Xt87H+H6TN9oVB5oxOkrHo0rIt3omukbjUNvA18NxJhwikbXTN9oVNdV48y1MxpXRHrXNdM3Gi1VG+FvaNC2IKIB0nLJG/ZO396ce5vQcsmrcUVEFI6r55vC3unb27GdO9B8IbqfeyIi6pvuGr89KYpyVVGUrYqivKooyv9UFOVpRVF+oCjKK4qiVCqKcj7eNcbJ2F6fn40wvvf6kYIgpPe5MoVF2/Ttjt/PBk/Kirbpq1U8xUy0Td/u+C/VxVPyibbp26VZZTxRvNRG2fTtjq9h84goHo7v2q4qPtqmMRER9U3XjV+6paG9Pj8XYfwlAMEenxsADFZVUSdBEIYKguCI5ANAkRbPrSVJVvDRkUj/s97owyPnIMn6OFyRNCRLwLH31eU4WhnKQwlFkiVsrd+qKseW+i2Q+L0FAMiyDI/Hc9sPWU7uN/MokgT35s2qcrg3bYIi8ZoifZFlBSf2X1CV48TnFyDzPotoQMmyBOeez1TlcO75FDLvhYiINGOMdwEUE1m9Po9opoCiKIogCO0Asm+TM1rfB7BGo1xxc7m1Ay1edYcPtHgDuNzagTxrhkZVkS60XgTaVR7e2d4cymPN16Ym0oSr3QW3z60qh9vnhqvdhVxLrkZV6deVK1ewYcOG265ZuXIlhg7t/Vpn8gi6XJDc6q4pye1G0OWCKZfXFOmH1+2DzxPsf+Ft+DxBeN0+ZNn4pjWigeJpbkZHW6uqHB1trfA0NyN78BCNqiIiSm3c8ZucejdpO6LI0d5PzpTm8an7y4jWeUhH/G2JlYc04w1oM09Sqzykf7JHm1nwWuUhGij+Dm12+2mVh4jC42/v/VfI+OYhIqIEafwKgpAmCMIBQRD+2ONjoUa55wiCUN8j728FQRC1yJ3Aem9t8EeRw9frc25L7cGSps1mea3ykI6YNXoNRas8pJlMU2ZC5SH9M1gsCZWHaKCY07W5VdcqDxGFx5yhzV8ZtcpDRESJM+rhrwHc2/lnBcDbiqJs1iKxoig7BEHYBOCHnQ+NRGjcwHot8ieo3jt8zVHkSOsnZ7T+N4B/jTCmCMAWjZ5fE0Oz05GTaVI17iEn04Sh2Xz7YcrJzgUybOrGPWTYQnkoodgz7LCmWVWNe7CmWWHPsGtYFemZ0W6HaLWqGvcgWq0w2nlNkb5kWtOQZjGqGveQZjEi09r7dpaIYslisyE9K1vVuIf0rGxYbDYNqyIiSm1x3/ErCEImgAqEGr4A8CWAlRo/TQWALzqfQwDwoiAIJo2fI5H0fg94NN3F3i+zavK+ckVRLiuK4ozkA0C9Fs+tJdEg4NEJw1XleGzCcIgGQaOKSDcMIlD6hLoc45eG8lBCEQ0i5hfNV5VjQdECiPzeUidBFGFduFBVDuuiRRBEXlOkLwaDgLun5qnKcfd9eTDwPotoQBkMIhwzHlSVwzHjIRh4L0REpJm4N34BPArgDoQasgqAHymKoung0858f9X5HAAwGMACLZ8jwfRu0kb0Hk9BEATEqPGbTJZOKVAXP3WkRpWQ7kxaEd94ipny4nJ18WPVxVPyyVmyWFW8TWU8UbyUTFd3gGlJGQ9AJYqHcbPmqoovnT1Ho0qIiAhIjMbvk53/VAAcVhQlJm/pVxRlD4DPezy0PBbPkyAu9/o80q2pw3DjGBAZwBVVFSWhu+xZUTd/l04pwKghnLmYsoaMjr55O2kFMLhI23pIM4XWwqibv+XF5Rh5B18QohuljRoVdfM3Z8limAsLtS2IaIDkDMuEI8rmr2N6PnKGcV46UTwMujM/6uZt6ew5sOXxRRuiWPjhD394pyAIE6P9ePTRRwvj/e9A0Ylr41cQBAOAabg+5qE6xk/5YddTA5jeubM1GX3Z6/NIu5O9159RFEWrGb9JZc08B2YURzY7cUaxHWvmOWJUEenGw68Co2dFFjN6ViiOElrF5ApMy58WUcy0/GmomFwRo4pI73JXr4alrCyiGEtZGXJXr45RRUQDo6x8DAocgyKKKXAMQln5mBhVREThmLn8aRSOnxhRTOH4iZi5/OkYVURElLrifbhbCYCul+MVxP4Ar20A/t/OP1sAOADUxvg54+FEr8+/FmH8Pf3ko05mowFvLZuEl7c5UXmgsd/1S6cUYM08B8zGRNhsT3FlNANLPgA+fh449Hb/6yetCDV9jdGc1UgDySSasH7meqw7uA7Vdf2/nlleXI6KyRUwick8ej5yOTk5+Pa3v93vmlQgmM0Y8cbruLh2LVqqNva7PmfJYuSuXg3BzN8XpG+i0YC5K8ehpvoknHub+l3vmJ6PsvIxEHmfRRRXotGEhc+9gN3vvIljO3f0u7509hzMXP40RCPvhYiItBbvxm/PBqNXUZSTsXwyRVFOCYLgxfVm89eQnI1fJ4AAgK7/cxYKgpCnKMqFMON7b1U7qlVhychsNOBni76O75Xdhcr9Z/DhkXNo8Qa6v56TacJjE4Zj6dSRHO9ANzKagUd+Adz3bKj5e7QSaG++/vUMW+ggN4530B2TaMKL972IZY5lqP6yGlvqt8Dtc3d/3ZpmxYKiBSgfy/EOt2I2m1HIMQXdBLMZeS+9hMHLl6O5aiPcmzZBcl+/pkSrFdZFi2DjeAdKMqLRgAeeGIvxD41AbU0TTnx+AT7P9eNA0ixG3H1fHkrKON6BKJGIRhNmfe8ZTPzmQhzbuQPOPZ+io621++vpWdlwzHiI4x2I4uTHP/7xuW984xvecNePGDEi0P8qSkTxbvzaOv+pALg0QM95AUBXByWy947phKIorYIg7AXwUI+HZwN4t7/YzvEXvd9/vk3D8pLWqCEWvPDI1/CjuffgcmsHPL4gLGlGDM1Oh8hTpel2BhcBf/YzYPZPgNaLgL8NMGcB2bkATzXWtZF3jMRz9z6HH078IVztLngDXmSaMmHPsEPk95aiYC4sxLCK5zH0ub9F0OWC7PHAYLHAaLdDEHlNUfLKGZaJ+x8bgz/589Hwun3wd0gwp4vItKbBwPssooRly8vHA8u+h+lPfgee5mb429thzsiAxWaDgfdCRHFz7733eh955JHW/leS3iVK4xcYuMPDvsL1xm/OAD1nPGzFjY3f7yKMxi+AmQBG9fj8EoADGtaV9ESDgDxrRrzLID0yiICVOx6SkWgQkWvJjXcZlEQEUYQpl9cUpR6DQUCWLT3eZRBRhAwGEdmDh8S7DCKilBPvAVhyjz9bB+g5ez6PcstV+lcFwNPj8+mCIDx4u4DO3b5rej38K0VR5L7WExERERERERERUWKK947fa53/FADYB+g5ez5P0m5rVxTlsiAIrwN4vsfD/0cQhPsVRTl/i7AfAZje43M3gNdiVWOykmSFox4oOrLEUQ9JSpIljnogTSmSxFEPlLJkWeG4ByKdkWWJox6IiOIg3o3fsz3+bBMEYYSiKGdvuVolQRBGIDTXt2unb8yeK4xapgHoax5Aaa/P0wVB6D1zt8t5RVF+f5un+QcA3wbQ9V7QUQD+SxCEvwKwTVEUpbOW4QBeAPD/9Ir/maIoV2+Tn3r4o6sNlQca8VEfh7s9OmE4nuThbnQrV06FDnc79v7Nh7uVPgHc+10e7qZTDe4GVNdVY2v91psOd5tfNB+Lxy7m4W4UEd/p02ip2gj35s03H+62cCFsjy/h4W6UtFoueVG7twkn9vdxwNvUPJRM5wFvRInm6vkmHN+1Hc49n/VxuNuDKJ09l4e7ERHFULwbv7Wd/+xqxM4F8P/F8PnmdP5T6HzO2tusjbVKAOH8bX8YgJ23+NqvASy/VaCiKFcFQVgM4D8AdA1DGwlgC4AWQRBOIzTnuABA75dbtwD4eRj1pTx/UMbL25yoPNDY59dbvAH88ren8cvfnsbSKQVYM88BszHeU1YoIQT9wMfPh5q+fWlvBva/EfqYtAJ4+FXAaB7YGikqASmAdQfXobquus+vu31uvPf79/De799DeXE5KiZXwCSaBrhK0hPF78fFtWvRUrWxz69Lbjeu/vrXuPrrXyNnyWLkrl4NwczfF5QcpKCMmuqTcO5t6vPrPk8Qxz49i2OfnoVjej7KysdA5L0WUVxJwQB2v/Mmju3c0efXO9pacfg3W3D4N1tQOnsOZi5/GqKR90JERFqLa+NXUZQGQRCaANzZ+dB3EdvG73d7/PmioiinY/hcCUFRlL2CIHwTwL8itNu5Sw6Ab9wi7H0AK7p2BNOt+YMynnr3EPbUucJaX3mgEeea2/HWskls/qa6oB+oehw4tSu89YfeBloagSUfsPmb4AJSAKt2r8K+pn1hra+uq0aTpwnrZ65n85f6pPj9OPvMs/DU1IS1vqVqIwJN5zHijdfZ/CXdk4Iytm84jkZneG9Cc+5tQutX7Zi7chybv0RxIgUD2PzaK2g4ejis9cd27oDbdRkLn3uBzV/qkywpaL3aYfK3B0VzhlHKHpQeMIgc8aNWe3u78Ic//CHN5XIZTSaTMnTo0ODIkSMD2dnZPOcpicR7xy8AbAbwTOefJwqC8LiiKB9o/SSCICwBcC+u7y7+N62fI1EpivKZIAhfQ+jgtm8DuNV74H4H4BVFUVLmv41aL29zht307bKnzoWXtznxs0Vfj1FVpAsfPx9+07fLqV2huEd+EZuaSBPrDq4Lu+nbZV/TPqw7uA4v3vdijKoiPbu4dm3YTd8unpoaXFy7FnkvvRSboogGSE31ybCbvl0anVdRU30SDzwxNkZVEdHt7H7nzbCbvl0ajh7G7nfexKzvPdP/YkoZV861pR3ffdZef+TyEH+71P0uZXOGKBVNGHql9MERrsH5Wb541qhXP/jBDwrOnTuX5vP5buigi6KoOBwO76xZs9x/8zd/47rzzjuDt8pB+pAIL4N37fBVEBrB8IYgCJp2xARBKAHwRo/nAIC3tHyOSCmKUqgoiqDyY3kEz3dJUZTvAxgCYBaAVQBeROjwtycBjFEUZQKbvuHrmukbjcoDjTh9xaNxRaQbXTN9o3HobeCrem3rIc10zfSNRnVdNc5cO6NxRaR3XTN9o9FStRH+hgZtCyIaQC2XvLcc79Af594mtFzyalwREfXn6vmmW4536M+xnTvQfCG6n3lKLsGALOx821mw8ZWDJX/Yd2FYz6YvAPjbJfEP+y4Mq/rpwZKdbzsLggGZ238jVF9fn9676QsAkiQJx48ft/zjP/7jnUVFRV//wQ9+cGcwyN6vnsW98asoSi2ATbg+dzcHwCeCIEzWIr8gCPciNOPW1uM5tiiKclyL/HqjKEq7oiifKoryuqIoryiK8g+KolQqinIq3rXpTbRN3+74/WzwpKxom75axVPMRNv07Y7/Ul08JZ9om75dmlXGE8VTbZRN3+74GjaQiAba8V3bVcVH2zSm5BEMyMLWf/7d6LqDl+zhrK87eMm+9Z9/N5rNX+11dHQY/vmf/zlv2rRpxW63O+79Q4pOonzjfgCg62hqBaEDzfYJgvAPgiAMumXUbQiCYBMEYR2AfQDycH3Ew7XO5yOKmiQr+OjIOVU5PjxyDpLMMcopR5aAY++ry3G0MpSHEookS9hav1VVji31WyDxe0udFEmCe/NmVTncmzZBkXhNkf7IsoIT+y+oynHi8wuQea9FNGBkWYJzz2eqcjj3fAqZ90Ipbfd7fxhx4ZT7jkhiLpxy37H7vT+MiFVNyUIQBHzjG9/wPP/8802bNm2q++Mf/3i8tbX1iNfrPXL69Onj77///qnHH3/clZaWdsP/PA8ePJi9cOHCu7jzV58SovGrKMpZAN8C0DVAWgEgAvgbAE2CILwvCMJiQRCKbpdHEIS7BEEoFwTh/wJoAvAcQnOMu0Y8SAC+rSiKuq2alPIut3agxRtQlaPFG8Dl1g6NKiLdaL0ItDery9HeHMpDCcXV7oLb5+5/4W24fW642iObG07JK+hyQXKru6YktxtBF68p0h+v2wefR91fMH2eILxujn4kGiie5mZ0tLWqytHR1gpPs8p7ZdKtK+fa0sLd6dtb3cFL9q+a2tK0rilZzJkzx3306NHaI0eOnFi3bt3FhQsXto4aNSqQlZWlZGRkKIWFhYHHH3/c/f777zc6nc4vJkyY0NYz/j//8z+tr7766tB41U/RS4TD3QAAiqL8uyAIywH8EoAJ15u1aQAWd35AEIQ2AC4ALQA8ACwArADsALJ7pOza5t+VJwDgKUVR1G3HIgLg8WnzSpdWeUhH/G39rxnIPKQZb0CbWZJa5dG7y5cvY8OGDbdds3LlSgwdmrz3n7JHm1nwWuUhGkj+Dm12/GmVh4j6529vT6g8pD/Hd5+NqunbHf/ZWfvMb92j7q25SWr27Nlh3xAWFRUFampq6qZNmzb26NGjlq7H//Ef/zHvr/7qr65kZ2fLt4unxJIQO367KIpSCeB+AA24Po+3q3Hb9ZEN4C4AEzrXTgBQBOCOXut6xjYAuF9RlHcH7F+GkpolTZvXTLTKQzpizkqsPKSZTFNmQuUh/TNYLP0vGsA8RAPJnC72v2gA8xBR/8wZGQmVh/RFlhTUH7k8RE2OU0cuD5EljvjRQmZmpvLee++dFkWx+z/o1atXjZs3b45oDAfFX0I1fgFAUZRDAMYD+CeEdvT23Lnb++N2jwud8f8M4BuKovx37KunVDE0Ox05mSZVOXIyTRiana5RRaQb2blAhk1djgxbKA8lFHuGHdY0q6oc1jQr7BmqNjpQEjHa7RCt6q4p0WqF0c5rivQn05qGNIu6F8jTLEZkWvmuX6KBYrHZkJ6V3f/C20jPyobFpvJemXSp9WqHyd8uqXq1zt8uia1XO9T9RZ26lZSU+B566KEb5o79x3/8Bxu/OpNwjV8AUBSlVVGUHwIYAeBHAA4iNJ9XCOND6lz/IwAFiqL8taIo6gbkEfUiGgQ8OmG4qhyPTRgO0cCDR1OOQQRKn1CXY/zSUB5KKKJBxPyi+apyLChaAJHfW+okiCKsCxeqymFdtAiCyGuK9MdgEHD31DxVOe6+Lw8G3msRDRiDQYRjxoOqcjhmPAQD74VSkr89qMk3Xqs8FDJz5sxrPT+vr6/n7jWdScjGbxdFUdyKoryqKMpUADkAZgF4FsCPEdoR/MvOf/648/FZAHIURZnaGdcSh7IpRSydUqAufupIjSoh3Zm0Ir7xFDPlxeXq4seqi6fkk7Nksap4m8p4ongqmZ6vLr5MXTwRRW7crLmq4ktnz9GoEtIbc4ZRk6HsWuWhkIKCAn/Pz7/66ivOq9SZhG789qQoildRlM8URfnfiqK8oijKDxVFearzn690Pv6Zoig8FYcGxF32rKibv0unFGDUEM5cTFlDRkffvJ20AhhcpG09pJlCa2HUzd/y4nKMvIMvCNGN0kaNirr5m7NkMcyFhdoWRDSAcoZlwhFl89cxPR85wzgznWigDbozP+rmbensObDl8QWbVJU9KD1gzhBVNW3NGaKUPSg9oFVNBJjN5huGJgeDQb6VRmd00/glSkRr5jkwoziy2Ykziu1YM88Ro4pINx5+FRg9K7KY0bNCcZTQKiZXYFr+tIhipuVPQ8XkihhVRHqXu3o1LGVlEcVYysqQu3p1jCoiGjhl5WNQ4BgUUUyBYxDKysfEqCIi6s/M5U+jcPzEiGIKx0/EzOVPx6gi0gODKKBowtAranKMnjD0ikFkX1JL58+fv2Fm8qBBg4LxqoWiw8YvkQpmowFvLZsU9s7fpVMK8NaySTAb+aOX8oxmYMkH4e/8nbQitN5ojm1dpJpJNGH9zPVh7/wtLy7H+pnrYRJ5DgX1TTCbMeKN18Pe+ZuzZDFGvPE6BDN/X5D+iUYD5q4cF/bOX8f0fMxdOQ4i77WI4kY0mrDwuRfC3vlbOnsOFj73AkQj74VS3biZI1yq4h9UF08327dvX1bPz++8807/rdZSYhIURel/FVEcCYLgAFDb9XltbS0cjsTbMXv6igeV+8/gwyPn0OK9/u6SnEwTHpswHEunjuR4B+rbV/XAobeBo5VAe/P1xzNsoYPcON5Bt85cO4PqL6uxpX4L3L7r54xa06xYULQA5WM53uFWOjo6UF9ff9s1RUVFSE9PrfMl/A0NaK7aCPemTZDc168p0WqFddEi2DjegZJYyyUvamuacOLzC/B5rm84SrMYcfd9eSgp43gHokTTfKEJx3bugHPPp+hoa+1+PD0rG44ZDyX0eAen04mSkpKeD5UoiuKMNt/hw4dtAHYCQHp6+j0AUFxcXGcymTiTtoedbzsL6g5eiuxttQCKJw9zzV7haIxFTanqypUr4l133fX11tbW7gPzfvGLXzT84Ac/+CqedelNIBAQ6+rqigGgo6PjD50Pz544cWLzbcI0w8YvJTy9NH67SLKCy60d8PiCsKQZMTQ7HSJPlKZwyBLQehHwtwHmLCA7F+CpxklBkiW42l3wBrzINGXCnmGHyO8tqaBIEoIuF2SPBwaLBUa7HYLIa4pSgywr8Lp98HdIMKeLyLSmwcB7LaKEJssSPM3N8Le3w5yRAYvNBkOC3wux8RsfwYAsbP3n342+cMp9R7gxeaOt1+b/j2+cMpoMbHBpaPHixSOrq6uHdH1uMpmUkydPfjFy5EjOUY5AvBu/PI2PSGOiQUCeNSPeZZAeGUTAmpg7Hkgd0SAi15Ib7zIoiQiiCFMurylKTQaDgCxbau32J9I7g0FE9uAh/S+klGc0GZT5/+Mbp3a/94cR4ez8LZ48zDXzW/ecZdP31lavXp07Z86ca2VlZd5w1gcCAXz/+98f3rPpCwBLly51semrP2z8EhERERERERFRQjCaDMrsFY7GCX828tLxz87aTx25PMTfLnVvETdniNLoCUOvjHtwhGtwfpYvnrXqwa5du6x///d/n/+Nb3zDs2jRoqsPP/zwtfHjx3eYTDfO1f7qq6/EDz/80PpP//RPuSdOnLhhN9uIESN8f//3f39+QAsnTbDxS6QxjnogVTjuISlx1ANpjaMeKJVx1AOR/uhx1APF3+D8LN/Mb91zbsYTd59rvdph8rcHRXOGUcoelB4wiPy9H6nf/e53lt/97neWH//4xzCbzcqwYcP82dnZksFgQEtLi3j+/Pk0WZZvihsyZEjgN7/5zcnc3FyOJdEhNn6JNPJHVxsqDzTioz4Od3t0wnA8ycPd6HaunAod8Hbs/ZsPeCt9Arj3uzzgTYca3A2orqvG1vqtNx3uNr9oPhaPXczD3SgivtOn0VK1Ee7Nm28+3G3hQtgeX8LD3ShptVzyonZvE07s7+Nwt6l5KJnOw92IEs3V8004vms7nHs+6+NwtwdROntuwh7uRonDIAqw2jMCADhmQCN+v184e/ZsWn/rZsyY4a6srGzIz88P9reWEhMPd6OEl+iHu/mDMl7e5kTlgf4PEF06pQBr5jlgNhoGoDLShaAf+Pj5UNO3P5NWAA+/ChjNsa+LVAlIAaw7uA7VddX9ri0vLkfF5AqYRFO/ayl1KX4/Lq5di5aqjf2uzVmyGLmrV0Mw83cFJQcpKKOm+iSce5v6XeuYno+y8jEQea9FFFdSMIDd77yJYzt39Lu2dPYczFz+NERjYt0L8XA3ShabNm2648MPP8w5ePBg9unTp9Ml6faXXGZmpjxjxgz3qlWrLs+ZM6dtgMpMWjzcjUjH/EEZT717CHvqXGGtrzzQiHPN7Xhr2SQ2fynU9K16HDi1K7z1h94GWhqBJR+w+ZvAAlIAq3avwr6mfWGtr66rRpOnCetnrmfzl/qk+P04+8yz8NTUhLW+pWojAk3nMeKN19n8Jd2TgjK2bziORufVsNY79zah9at2zF05js1fojiRggFsfu0VNBw9HNb6Yzt3wO26jIXPvZBwzV+iZLBo0aJrixYtugYAra2tht/97nfp9fX1aefPnze1tbUZZFlGTk6OZLPZpHHjxrVPnjy53WhkuzBZ8DtJpMLL25xhN3277Klz4eVtTvxs0ddjVBXpxsfPh9/07XJqVyjukV/EpiZSbd3BdWE3fbvsa9qHdQfX4cX7XoxRVaRnF9euDbvp28VTU4OLa9ci76WXYlMU0QCpqT4ZdtO3S6PzKmqqT+KBJ8bGqCoiup3d77wZdtO3S8PRw9j9zpuY9b1nYlQVEQFAdna2PH36dO/06dO98a6FBgZfBieKUtdM32hUHmjE6SsejSsiXema6RuNQ28DX9VrWw9pomumbzSq66px5toZjSsiveua6RuNlqqN8Dc0aFsQ0QBqueQNa7xDX5x7m9ByiX+nJRpoV883hTXeoS/Hdu5A84XofuaJiKhvbPwSRSnapm93/H42eFJatE1freIpJqJt+nbHf6kunpJPtE3fLs0q44niqTbKpm93fA0bSEQD7fiu7ario20aExFR39j4JYqCJCv46Mg5VTk+PHIOkszDFVOSLAHH3leX42hlKA8lDEmWsLV+q6ocW+q3QOL3lTopkgT35s2qcrg3bYLSzwEeRIlIlhWc2H9BVY4Tn1+AzHstogEjyxKcez5TlcO551PIvBciItIMG79EUbjc2oEWb0BVjhZvAJdbOzSqiHSl9SLQrvIAz/bmUB5KGK52F9w+t6ocbp8brvbI5oZT8gq6XJDc6q4pye1G0MVrivTH6/bB5wmqyuHzBOF1+zSqiIj642luRkdbq6ocHW2t8DQPyEH3REQpgY1foih4fOr+IqJ1HtIZf1ti5SFNeAPazJLUKg/pn+zRZha8VnmIBpK/Q5sdf1rlIaL++dvbEyoPEREBxngXQKRHljRtfnS0ykM6Y85KrDykiUxTZkLl0bsrV67gV7/61W3XfOc738GQIUMGqKKBZ7BYEioP0UAyp4sJlYeI+mfOyEioPERExMYvUVSGZqcjJ9OkatxDTqYJQ7PTNayKdCM7F8iwqRv3kGEL5aGEYc+ww5pmVTXuwZpmhT3DrmFV+iXLMrze2+9+lmV5gKqJD6PdDtFqVTXuQbRaYbTzmiL9ybSmIc1iVDXuIc1iRKY1TcOqiOh2LDYb0rOyVY17SM/KhsVm07AqIqLUxlEPRFEQDQIenTBcVY7HJgyHaBA0qoh0xSACpU+oyzF+aSgPJQzRIGJ+0XxVORYULYDI7yt1EkQR1oULVeWwLloEQeQ1RfpjMAi4e2qeqhx335cHA++1iAaMwSDCMeNBVTkcMx6CgfdCRESaYeOXKEpLpxSoi586UqNKSJcmrYhvPMVEeXG5uvix6uIp+eQsWawq3qYyniieSqbnq4svUxdPRJEbN2uuqvjS2XM0qoSIiAA2fomidpc9K+rm79IpBRg1hDMXU9qQ0dE3byetAAYXaVsPaaLQWhh187e8uBwj7+ALQnSjtFGjom7+5ixZDHNhobYFEQ2gnGGZcETZ/HVMz0fOMM5MJxpog+7Mj7p5Wzp7Dmx5fMGGiEhLbPwSqbBmngMziiObnTij2I418xwxqoh05eFXgdGzIosZPSsURwmrYnIFpuVPiyhmWv40VEyuiFFFpHe5q1fDUlYWUYylrAy5q1fHqCKigVNWPgYFjkERxRQ4BqGsfEyMKiKi/sxc/jQKx0+MKKZw/ETMXP50jCoiIkpdbPwSqWA2GvDWsklh7/xdOqUAby2bBLORP3oEwGgGlnwQ/s7fSStC643m2NZFqphEE9bPXB/2zt/y4nKsn7keJtEU48pIrwSzGSPeeD3snb85SxZjxBuvQzDzdwXpn2g0YO7KcWHv/HVMz8fcleMg8l6LKG5EowkLn3sh7J2/pbPnYOFzL0A08l6IiEhrxngXQKR3ZqMBP1v0dXyv7C5U7j+DD4+cQ4s30P31nEwTHpswHEunjuR4B7qZ0Qw88gvgvmeBQ28DRyuB9ubrX8+whQ5y43gHXTGJJrx434tY5liG6i+rsaV+C9w+d/fXrWlWLChagPKxHO9A4RHMZuS99BIGL1+O5qqNcG/aBMl9/ZoSrVZYFy2CjeMdKAmJRgMeeGIsxj80ArU1TTjx+QX4PMHur6dZjLj7vjyUlHG8A1GiEI0mzPreM5j4zYU4tnMHnHs+RUdba/fX07Oy4ZjxEMc7EBHFmKAoSrxrILotQRAcAGq7Pq+trYXDkbijEiRZweXWDnh8QVjSjBianQ6RJ0pTuGQJaL0I+NsAcxaQnQvwZGPdk2QJrnYXvAEvMk2ZsGfYIfL7elvt7e344osvbrvm61//OjIyMgaoosSiSBKCLhdkjwcGiwVGux2CyGuKUoMsK/C6ffB3SDCni8i0psHAey2ihCbLEjzNzfC3t8OckQGLzQZDgt8LOZ1OlJSU9HyoRFEUZ7T5Dh8+bAOwEwDS09PvAYDi4uI6k8kkqSqUiBJaIBAQ6+rqigGgo6PjD50Pz544cWLzbcI0wx2/RBoTDQLyrKnZiCANGETAyl0PyUY0iMi15Ma7DF3JyMjA5MmT411GwhJEEaZcXlOUmgwGAVm29HiXQUQRMBhEZA8eEu8yiIhSDhu/RDHAXb8UNe74TVrc9Uta465fSlXc8UukT3rc9UtEpHds/BJp6I+uNlQeaMRHfcz5fXTCcDzJOb90K1dOhWb8Hnv/5hm/pU8A936XM351qsHdgOq6amyt33rTnN/5RfOxeOxizvmliPhOn0ZL1Ua4N2++ec7vwoWwPb6Ec34pKbVc8qJ2bxNO7O9jxu/UPJRM54xfokR09XwTju/aDueez/qY8/sgSmfP5ZxfIqIY4YxfSnh6mPHrD8p4eZsTlQca+127dEoB1sxzwMzTpgkAgn7g4+dDTd/+TFoBPPxq6EA4SngBKYB1B9ehuq6637XlxeWomFwBk8jTrOnWFL8fF9euRUvVxn7X5ixZjNzVqyGY+fuC9E8KyqipPgnn3qZ+1zqm56OsfAxE3mcRxZ0UDGD3O2/i2M4d/a4tnT0HM5c/DdGYOPdCnPFLRFqI94xf3hERqeQPynjq3UNhNX0BoPJAI5569xD8QTnGlVHCC/qBqsfDa/oCoXVVj4fiKKEFpABW7V4VVtMXAKrrqrFq9yoEpED/iyklKX4/zj7zbFhNXwBoqdqIs888C8XP3xekb1JQxvYNx8Nq+gKAc28Ttm84Don3WURxJQUD2PzaK2E1fQHg2M4d2PzaK5CCvBciItISG79EKr28zYk9da6IYvbUufDytqhfLKZk8fHzwKldkcWc2hWKo4S27uA67GvaF1HMvqZ9WHdwXYwqIr27uHYtPDU1EcV4ampwce3aGFVENDBqqk+i0Xk1ophG51XUVJ+MUUVEFI7d77yJhqOHI4ppOHoYu995M0YVERGlJjZ+iVTomukbjcoDjTh9xaNxRaQbXTN9o3HobeCrem3rIc10zfSNRnVdNc5cO6NxRaR3XTN9o9FStRH+hgZtCyIaIC2XvGHv9O3NubcJLZe8GldEROG4er4p7J2+vR3buQPNF6L7uSciopux8UukQrRN3+74/WzwpKxom75axVPMRNv07Y7/Ul08JZ9om75dmlXGE8VLbZRN3+74GjaPiOLh+K7tquKjbRoTEdHN2PglipIkK/joyDlVOT48cg6SzAMWU44sAcfeV5fjaGUoDyUUSZawtX6rqhxb6rdA4veWOimSBPfmzapyuDdtgiLxmiJ9kWUFJ/ZfUJXjxOcXIPM+i2hAybIE557PVOVw7vkUMu+FiIg0wcYvUZQut3agxavu8IEWbwCXWzs0qoh0o/Ui0K7yAM/25lAeSiiudhfcPreqHG6fG672yOaGU/IKulyQ3OquKcntRtDFa4r0xev2wecJqsrh8wThdfs0qoiIwuFpbkZHW6uqHB1trfA0D8hh90RESY+NX6IoeXzq/jKidR7SEX9bYuUhzXgD2syT1CoP6Z/s0WYWvFZ5iAaKv0Ob3X5a5SGi8Pjb2xMqDxFRqmPjlyhKljRjQuUhHTFnJVYe0kymKTOh8pD+GSyWhMpDNFDM6WJC5SGi8JgzMhIqDxFRqmPjlyhKQ7PTkZNpUpUjJ9OEodnpGlVEupGdC2TY1OXIsIXyUEKxZ9hhTbOqymFNs8KeYdeoItI7o90O0arumhKtVhjtvKZIXzKtaUizqHtxPM1iRKY1TaOKiCgcFpsN6VnZqnKkZ2XDYlN5r0xERAAAbjUkipJoEPDohOH45W9PR53jsQnDIRoEDasiXTCIQOkTwP43os8xfmkoDyUU0SBiftF8vPf796LOsaBoAUR+b3H16lVUVVXdds2SJUswaNCgAaooPgRRhHXhQlz99a+jzmFdtAiCyGuK9MVgEHD31Dwc+/Rs1Dnuvi8PBt5nEQ0og0GEY8aDOPybLVHncMx4CAbeCxERaYKNXyIVlk4pUNX4XTp1pIbVkK5MWqGu8TtphXa1kKbKi8tVNX7Lx5ZrWI1+BYNBuPo5kCwYTI0Z6TlLFqtq/NqWLNawGqKBUzI9X1Xjt6QsX8NqiChc42bNVdX4LZ09R8NqiCjevF6vsGvXrqzf//736c3NzaLZbFaGDx8eKCsra/va177mj3d9yY6NXyIV7rJnYemUAlQeaIw4dumUAowawpmLKWvI6FDz9tDbkcdOWgEMLtK+JtJEobUQ5cXlqK6rjji2vLgcI+/gC0J0o7RRo5CzZDFaqjZGHJuzZDHMhYXaF0U0AHKGZcIxPR/OvU0Rxzqm5yNnGOelE8XDoDvzUTp7Do7t3BFxbOnsObDl8UUbolg6ffq0qaamxrJ//37LkSNHLLW1tRaPx9M9CvbOO+/0NzU1faH2ec6fP2+sqKi488MPPxzc3t7e56hZh8PhraiouPDkk0+2qH0+6hsbv0QqrZnnwLnmduypu/3OtJ5mFNuxZp4jhlWRLjz8KtDSCJzaFX7M6FmhOEpoFZMr0ORpwr6mfWHHTMufhorJFTGsivQsd/VqBJrOw1NTE3aMpawMuatXx7AqotgrKx+D1q/a0ei8GnZMgWMQysrHxLAqIurPzOVPw+26jIajh8OOKRw/ETOXPx3DqohS1yeffGL5+c9/nnv06FGLy+VSd1hRGP793/89+1vf+tZdLS0tt+07Op3OzG9961tF//Zv//bV+++/fyY9PV2JdW2phoe7EalkNhrw1rJJWDqlIKz1S6cU4K1lk2A28scv5RnNwJIPwh/bMGlFaL3RHNu6SDWTaML6metRXhze2Iby4nKsn7keJjHm92CkU4LZjBFvvI6cMMc25CxZjBFvvA7BzN8XpG+i0YC5K8fBMT28HYCO6fmYu3IcRN5nEcWVaDRh4XMvhD22oXT2HCx87gWIRt4LEcXC/v37LTt37swZiKbvf/zHf2T9xV/8xejeTd/s7Gzpnnvu8d55551+sdf5E5s2bRq8YMGCu2RZjnV5KYc7fok0YDYa8LNFX8f3yu5C5f4z+PDIObR4A91fz8k04bEJw7F06kiOd6AbGc3AI78A7ns2NPbhaCXQ3nz96xm20EFuHO+gOybRhBfvexHLHMtQ/WU1ttRvgdvn7v66Nc2KBUULUD6W4x0oPILZjLyXXsLg5cvRXLUR7k2bILmvX1Oi1QrrokWwcbwDJRnRaMADT4zF+IdGoLamCSc+vwCf5/qM7zSLEXffl4eSMo53IEokotGEWd97BhO/uRDHdu6Ac8+n6Ghr7f56elY2HDMe4ngHojjLzMyUvV6vJq+Yulwu8Vvf+tZdHR0dN4yOePXVV88+8cQTLQZD6OH6+nrTiy++mPfBBx/Yu9Z98sknOT/5yU+GvfTSS5e0qIVCBEXhLmpKbIIgOADUdn1eW1sLhyOxxyRIsoLLrR3w+IKwpBkxNDsdIk+VpnDIEtB6EfC3AeYsIDsX4KnGSUGSJbjaXfAGvMg0ZcKeYYfI7+0tXb58GRs2bLjtmpUrV2Lo0KEDVFHiUSQJQZcLsscDg8UCo90OQeQ1RclPlhV43T74OySY00VkWtNg4H0WUcKTZQme5mb429thzsiAxWaDIYHvhZxOJ0pKSno+VKIoijPafIcPH7YB2AkA6enp9wBAcXFxnclkklQVShSGn/zkJ0PXrFkzwmKxyA6Hw/ONb3zDO2XKFM+0adM8dXV1afPmzSvuWqtmxu+zzz6b/8Ybb+R2fZ6fn+//7W9/e6KwsDDQ1/qKiorcV199tfuVn6ysLOmPf/zjF3a7PWl+LgKBgFhXV1cMAB0dHX/ofHj2xIkTm28Tphnu+CWKAdEgIM+aEe8ySI8MImDljodkJBpE5Fpy+19IFCZBFGHK5TVFqcdgEJBlS493GUQUIYNBRPbgIfEugyglPfroo+5vfvOb18aPH9/Re8xCXV1dmhbPcf78eeOvfvWrG3ZlvPHGGw23avoCwNq1ay9++umn1kOHDmUBQFtbm/iTn/wkd/369ZGf7Ep9YuOXiIiIEo7FYsGMGTP6XUNERERERLfncDh8sX6OX/3qV4N6joyYNGlS24IFC1pvF2MwGPDiiy+eX7BgQfeO46qqqsH//M//3NQ1FoLUYeOXKAY46oFU4biHpMRRD5GxWCx44IEH4l1GQuOoB0plHPdApD96G/VARJH5zW9+k9Pz829/+9tXwol75JFHWvPz8/1NTU1mALhy5Yrps88+s8yaNcsTgzJTDhu/RBr6o6sNlQca8VEfh7s9OmE4nuThbnQ7V06FDng79v7NB7yVPgHc+10e8KZDDe4GVNdVY2v91psOd5tfNB+Lxy7m4W4UEd/p02ip2gj35s03H+62cCFsjy/h4W6UtFoueVG7twkn9vdxwNvUPJRM5wFvRInm6vkmHN+1Hc49n/VxuNuDKJ09l4e7Eemc2+02/Pd//3dWz8fmz5/vvtX6ngwGA8rKyq5VVVV1z4LZsmVLDhu/2mDjl0gD/qCMl7c5UXmgsc+vt3gD+OVvT+OXvz2NpVMKsGaeA2Yj37ZAnYJ+4OPnQ03fvrQ3A/vfCH1MWgE8/CpgNA9sjRSxgBTAuoPrUF1X3efX3T433vv9e3jv9++hvLgcFZMrYBJNA1wl6Yni9+Pi2rVoqdrY59cltxtXf/1rXP31r5GzZDFyV6+GYObvCkoOUlBGTfVJOPf2PfLP5wni2KdncezTs3BMz0dZ+RiIvNciiispGMDud97EsZ07+vx6R1srDv9mCw7/ZgtKZ8/BzOVPQzTyXohIjw4fPpwRDAa733qTn5/vLygoCN4upqc/+ZM/aevZ+P3iiy94aJJGeDdEpJI/KOOpdw/dsunbW+WBRjz17iH4g3KMKyNdCPqBqsdv3fTt7dDbofVBf2zrIlUCUgCrdq+6ZdO3t+q6aqzavQoB6ZbnHlCKU/x+nH3m2Vs2fXtrqdqIs888C8XP3xWkf1JQxvYNx2/Z9O3NubcJ2zcch8R7LaK4kYIBbH7tlVs2fXs7tnMHNr/2CqQg74WI9Ki2tvaGU1fHjBnTHkn8uHHjblh/6tQpNn41wsYvkUovb3NiT50ropg9dS68vM0Zo4pIVz5+Hji1K7KYU7tCcZSw1h1ch31N+yKK2de0D+sOrotRRaR3F9euhaemJqIYT00NLq5dG6OKiAZOTfVJNDqvRhTT6LyKmuqTMaqIiPqz+5030XD0cEQxDUcPY/c7b8aoItIzWZLQcumC6dLp+vSWSxdMsiTFuyTq5csvv7yh8XvnnXdGtPtg1KhRN6y/cOGC2ev1cni/BjjqgUiFrpm+0ag80Ijvld3Fmb+prGumbzQOvQ3c9yxn/iagrpm+0aiuq8YyxzLO/KUbdM30jUZL1UYMXr6cM39Jt1ouecPe6dubc28Txj80gjN/iQbY1fNNYe/07e3Yzh2Y+M2FnPlLAADXmdNpR3Zss9cd+O0Qv9fbfRKgOTNTKp5y/5UJc+e77AWFvnjWSCEul+uG/uLw4cMjavwOHz48KIqiIkmSAACyLOPSpUvGUaNG8W0AKnHHL5EK0TZ9u+P3n9GoEtKlaJu+WsVTTETb9O2O/1JdPCWfaJu+XZpVxhPFU22UTd/u+Bp18UQUueO7tquKj7ZpTMkjGPAL29f/vODd/7mqpHb3J8N6Nn0BwO/1irW7Pxn27nPPlmxf//OCYMDPnaFx5vF4bvgeWSyWiOYtGQwGpKenKz0fu3btGnuWGuB/RKIoSbKCj46cU5XjwyPnIMlK/wsp+cgScOx9dTmOVobyUMKQZAlb67eqyrGlfgskfl+pkyJJcG/erCqHe9MmKHxLJOmQLCs4sf+CqhwnPr8AmfdaRANGliU493ymKodzz6eQeS+UsoIBv/DhKy+O/sNv/9Mezvo//PY/7R++8uJoNn/jy+Px3NBf7N3EDUdaWtoNzeJr166Jt1pL4WPjlyhKl1s70OJV966DFm8Al1s7NKqIdKX1ItDerC5He3MoDyUMV7sLbp9bVQ63zw1Xe2Rzwyl5BV0uSG5115TkdiPo4jVF+uN1++DzhH0geJ98niC8br4LmGigeJqb0dHWqipHR1srPM0q75NJtz75l/81oumE845IYppOOO/45F/+14hY1UT98/l8N/QXzWZzxCes9o7xer3sWWqA/xGJouTxqfuLiNZ5SGf8bYmVhzThDXgTKg/pn+zxJFQeooHk79Bmx59WeYiof/729oTKQ/riOnM6Ldydvr394bf/aXc1NqRpXROFp/duXb/fH3G/sXdMRkZGxM1juhkbv0RRsqRpczaiVnlIZ8xZiZWHNJFp0uYAIa3ykP4ZLNocAKpVHqKBZE7X5h2eWuUhov6ZMzISKg/py5Ed26Jq+nb53Y6tquIper1n+nZ0dEQ8eqP3ruHs7Gw2fjXAxi9RlIZmpyMn06QqR06mCUOz0zWqiHQlOxfIsKnLkWEL5aGEYc+ww5pmVZXDmmaFPYP3rBRitNshWtVdU6LVCqOd1xTpT6Y1DWkWdS+Qp1mMyLRyAxjRQLHYbEjPylaVIz0rGxabyvtk0h1ZklB34LdD1OT4cv9vh8g81yAuLBbLDf/he8/87Y8syzc1i++44w5+MzXAxi9RlESDgEcnDFeV47EJwyEaOIM+JRlEoPQJdTnGLw3loYQhGkTML5qvKseCogUQ+X2lToIowrpwoaoc1kWLIIi8pkh/DAYBd0/NU5Xj7vvyYOC9FtGAMRhEOGY8qCqHY8ZDMPBeKOVcu3LZ5Pd6VX3j/V6veO3KZXW7sygqdrv9hhmW586dM0cSf+7cOaMkSd3/wzYYDMjLy+NcTA3wPeZEKiydUoBf/vZ09PFTR2pYDenOpBXA/jfUxVPCKS8ux3u/fy/6+LHlGlajX83NzdiyZctt1yxYsAC2FNgRlLNkMa7++tdRx9uWLNawGqKBVTI9H8c+PRt9fFm+htUQUTjGzZqLw7+5/f/Db6d09hwNqyG98Kls+vbKo+4UdorY2LFjbzi1vqmpKaLGb319/Q3r8/Ly/JmZmYoWtaU67vglUuEuexaWTimIKnbplAKMGsKZiyltyOjom7eTVgCDi7SthzRRaC1EeXF0zdvy4nKMvIMvCAFAIBDAmTNnbvsRCKTGPX3aqFHIibJ5m7NkMcyFhdoWRDSAcoZlwjE9uuatY3o+coZxZjrRQBt0Z37UzdvS2XNgy+MLNqkoLTNTk7f1a5WHIuNwOG5o/J48eTKiQd21tbU3rC8qKuIJjxph45dIpTXzHJhRHNnsxBnFdqyZ54hRRaQrD78KjJ4VWczoWaE4SlgVkyswLX9aRDHT8qehYnJFjCoivctdvRqWsrKIYixlZchdvTpGFRENnLLyMShwDIoopsAxCGXlY2JUERH1Z+byp1E4fmJEMYXjJ2Lm8qdjVBElujuGDA2YVTZtzZmZ0h1DhqbGzoAEM2HChHaj0di9Q/f8+fPmM2fOhD1247/+679uOLX861//Ohu/GmHjN8kJgvCSIAiKio934v3vkOjMRgPeWjYp7J2/S6cU4K1lk2A28sePABjNwJIPwt/5O2lFaL0xonfO0AAziSasn7k+7J2/5cXlWD9zPUwiR5JR3wSzGSPeeD3snb85SxZjxBuvQzDzdwXpn2g0YO7KcWHv/HVMz8fcleMg8l6LKG5EowkLn3sh7J2/pbPnYOFzL0A08l4oVRlEEcVT7r+iJsfYqfdfMfBcg7iw2Wzyvffe29bzsW3btt0RTqwsy6ipqblh7cKFC1s0LC+lccYvkQbMRgN+tujr+F7ZXajcfwYfHjmHFu/1FxpzMk14bMJwLJ06kuMd6GZGM/DIL4D7ngUOvQ0crQTam69/PcMWOsiN4x10xSSa8OJ9L2KZYxmqv6zGlvotcPvc3V+3plmxoGgBysdyvAOFRzCbkffSSxi8fDmaqzbCvWkTJPf1a0q0WmFdtAg2jnegJCQaDXjgibEY/9AI1NY04cTnF+DzXD/zJc1ixN335aGkjOMdiBKFaDRh1veewcRvLsSxnTvg3PMpOtpau7+enpUNx4yHON6Buk2YM89Vu/uTYdHGf2POfJeW9VBk5s6d2/L5559nd33+61//esizzz77VX9x//7v/57dcybw4MGDgzNnzvTEqs5Uw8YvkYZGDbHghUe+hh/NvQeXWzvg8QVhSTNiaHY6RJ4oTf0ZXAT82c+A2T8BWi8C/jbAnAVk5wI82Vi3Rt4xEs/d+xx+OPGHcLW74A14kWnKhD3DDpHfV4qCubAQwyqex9Dn/hZBlwuyxwODxQKj3Q6Bu1woyeUMy8T9j43Bn/z5aHjdPvg7JJjTRWRa02DgvRZRQrLl5eOBZd/D9Ce/A09zM/zt7TBnZMBis8HAeyHqwT5ylO+e+x9w/eG3/xnZLEUA99z/gMteUOiLRV0Unu985ztX165dm9/e3m4AgEOHDmVt3bo1e/78+a23ipFlGT/96U/v7PnY4sWLr4i8p9UMG7+p528BHItg/flYFZLMRIOAPGtEs8yJrjOIgJW7HpKNaBCRa8mNdxmURARRhCmX1xSlJoNBQJYtPd5lEFEEDAYR2YOHxLsMSnB/+pd/dfbaFVda0wlnWGMCACD/bse1P/3Lvzoby7qof/n5+cHly5df3rBhQ/cN6ve///3CcePGnSgsLOxz9vLq1atzDx061D3fNysrS/rxj398cSDqTRVs/Kaew4qi/Ge8i0gFkqxw1y9FR5a44zdJSbLEXb+kKUWSuOuXUpIsK9zxS6RDsixx1y/dltFkVh574aenPvmX/zUinJ2/99z/gOtP//KvzhpNZqW/tanuk08+sXi93psG4P/ud7+7YUaSz+czbN68Obv3OgAYMWJEYOLEiR23eo41a9Zc/Nd//dfBV65cMQFAU1OTedq0aXf/wz/8Q+Pjjz/uNhhCT19fX2968cUX8z744IMbvsc/+MEPLgwbNkzVIX90IzZ+iTT2R1cbKg804qM+5vw+OmE4nuScX7qVK6dCM36PvX/zjN/SJ4B7v8sZvzrV4G5AdV01ttZvvWnO7/yi+Vg8djHn/PaSkZGBSZMm9bsmVflOn0ZL1Ua4N2++ec7vwoWwPb6Ec34pKbVc8qJ2bxNO7O9jxu/UPJRM54xfokR09XwTju/aDueez/qY8/sgSmfP5Zxf6mY0mZW5q/628d4Fj1363Y6t9i/3/3aI3+vtfoXAnJkpjZ16/5VvzJnP8Q4R+M53vnPX+fPn+z3596uvvjIuWrSouK+v/fmf//lXH330UcOtYocNGya9++67f1y0aFGxz+cTAOD8+fPmJ598cvTKlSul4cOH+65du2a8ePGiWZJu7O8+9NBDLS+//PKlyP6tqD+CovBFkWQmCMJLANb0eGim3nb8CoLgAFDb9XltbS0cDkccK+qbPyjj5W1OVB5o7Hft0ikFWDPPATNPmyYACPqBj58PNX37M2kF8PCroQPhKOEFpADWHVyH6rrqfteWF5ejYnIFTCJPs6ZbU/x+XFy7Fi1VG/tdm7NkMXJXr4Zg5u8L0j8pKKOm+iSce5v6XeuYno+y8jEQeZ9FFHdSMIDd77yJYzt39Lu2dPYczFz+NERjYtwLOZ1OlJSU9HyoRFEUZ7T5Dh8+bAOwEwDS09PvAYDi4uI6k8nE3Y39kCUJ165cNvm8XjEtM1O6Y8jQgIHvcIpYfn7+18Np/N5Of43fLlu3bs1etmxZkdvtDusbNW/evKsbN25syMjISLomZSAQEOvq6ooBoKOj4w+dD8+eOHFi823CNMO7ISIN+IMynnr3UFhNXwCoPNCIp949BH9QjnFllPCCfqDq8fCavkBoXdXjoThKaAEpgFW7V4XV9AWA6rpqrNq9CgGpz/FXRFD8fpx95tmwmr4A0FK1EWefeRaKn78vSN+koIztG46H1fQFAOfeJmzfcBwS77OI4koKBrD5tVfCavoCwLGdO7D5tVcgBXkvRDcyiCJyhuUFho0q6sgZlsemrw7Mnz+/9YsvvqhdunSpKz09/Zb/Q77nnnu877zzTv3WrVtPJ2PTNxFw1AORBl7e5sSeOldEMXvqXHh5mxM/W/T1GFVFuvDx88CpXZHFnNoVinvkF7GpiTSx7uA67GvaF1HMvqZ9WHdwHV6878UYVUV6dnHtWnhqaiKK8dTU4OLatch76aXYFEU0AGqqT6LReTWimEbnVdRUn8QDT4yNUVVE1J/d77yJhqOHI4ppOHoYu995E7O+90yMqiJKXU1NTV8M5PONGDEi+H//7/9t/Jd/+Zezn376aZbT6UxvaWkxms1mOT8/P1BWVuYpKSnhqI4YY+OXSKWumb7RqDzQiO+V3cWZv6mqa6ZvNA69Ddz3LGf+Jqiumb7RqK6rxjLHMs78pRt0zfSNRkvVRgxevpwzf0mXWi55w97p25tzbxPGPzSCM3+J4uDq+aawd/r2dmznDkz85kLO/CVKEllZWcqCBQtaFyxY0Nr/atIaRz2kIEEQ0gRBuEcQhPsFQZgiCMJoQRB4RxylaJu+3fH7z2hUCelOtE1freIpZqJt+nbHf6kunpJPtE3fLs0q44nipTbKpm93fI26eCKKzvFd21XFR9s0JiKiG7Hxm3reANAC4PcAagDsB3ASgFsQhP2CIKwRBMEeqycXBGGoIAiOSD4AJOyWRklW8NGRc6pyfHjkHCSZo2xSjiwBx95Xl+NoZSgPJRRJlrC1fquqHFvqt0Di95Y6KZIE9+bNqnK4N22CIvGaIn2RZQUn9l9QlePE5xcg8z6LaEDJsgTnns9U5XDu+RQy74WIiFTjqIfU87VbPG4EMKXz43lBEH4O4GVFUbT+v+33AazROGfcXG7tQItX3eEDLd4ALrd2IM+aoVFVpAutF4F2lYd4tjeH8lj5NrhE4mp3we1zq8rh9rnhanch15KrUVWkZ0GXC5Jb3TUlud0Iulww5fKaIv3wun3weYKqcvg8QXjdPmTZ0jWqioj642luRkebund0d7S1wtPcjOzBQzSqiogoNXHHL/UlA8CLAHYJgpAV72ISmcen7i8jWuchHfG3JVYe0ow34E2oPKR/sseTUHmIBoq/Q5v9B1rlIaLw+NvbEyoPEVEqY+M3NSgA/gvA3wGYDWA4gEwA6QDyAcwD8P8B6OgV9wCAKkEQxAGrVGcsadpsmtcqD+mIWaPXVLTKQ5rJNGkzMl2rPKR/Bos2B4BqlYdooJjTtbkF1SoPEYXHnKHNOxm1ykNElMrYbUp+nwB4X1GUult8/Xznx78LgvAKgCoA03p8/ZsIjWdYr1E9/xvAv0YYUwRgi0bPr6mh2enIyTSpGveQk2nC0Gy+/TDlZOcCGTZ14x4ybKE8lFDsGXZY06yqxj1Y06ywZ8Rs3DrpjNFuh2i1qhr3IFqtMNp5TZG+ZFrTkGYxqhr3kGYxItOapmFVRNQfi82G9KxsVeMe0rOyYbHZNKyKiCg1ccdvklMU5b9u0/TtvfYcgFkAPu/1pRcEQdBk65miKJcVRXFG8gGgXovnjgXRIODRCcNV5XhswnCIBkGjikg3DCJQ+oS6HOOXhvJQQhENIuYXzVeVY0HRAoj83lInQRRhXbhQVQ7rokUQRF5TpC8Gg4C7p+apynH3fXkw8D6LaEAZDCIcMx5UlcMx4yEYeC9ERKQaG790A0VROgAsA9Bza8VQAH8an4oS39IpBerip47UqBLSnUkr4htPMVNeXK4ufqy6eEo+OUsWq4q3qYwnipeS6eoOMC0p4wGoRPEwbtZcVfGls+doVAkRUWpj45duoijKKQBbez3Mxu8t3GXPirr5u3RKAUYN4czFlDVkdPTN20krgMFF2tZDmim0Fkbd/C0vLsfIO/iCEN0obdSoqJu/OUsWw1xYqG1BRAMkZ1gmHFE2fx3T85EzjPPSieJh0J35UTdvS2fPgS2PL9oQEWmBM37pVj4F8Oc9Ph8br0L0YM08B841t2NPnSvsmBnFdqyZ54hhVaQLD78KtDQCp3aFHzN6ViiOElrF5Ao0eZqwr2lf2DHT8qehYnJFDKvSD7fbjU8++eS2a/70T/8UVqt1gCqKv9zVqxFoOg9PTU3YMZayMuSuXh3Dqohir6x8DFq/akej82rYMQWOQSgrHxPDqoioPzOXPw236zIajh4OO6Zw/ETMXP50DKsiIkot3PFLt3K21+c8EeY2zEYD3lo2Keydv0unFOCtZZNgNvJHMOUZzcCSD8Lf+TtpRWi90Rzbukg1k2jC+pnrw975W15cjvUz18MkmmJcmT74fD78/ve/v+2Hz+eLd5kDSjCbMeKN18Pe+ZuzZDFGvPE6BDN/X5C+iUYD5q4cF/bOX8f0fMxdOQ4i77OI4ko0mrDwuRfC3vlbOnsOFj73AkQj74WIiLTCHb90K4Fen/P/vv0wGw342aKv43tld6Fy/xl8eOQcWrzX/zPmZJrw2IThWDp1JMc70I2MZuCRXwD3PQscehs4Wgm0N1//eoYtdJAbxzvojkk04cX7XsQyxzJUf1mNLfVb4Pa5u79uTbNiQdEClI/leAcKj2A2I++llzB4+XI0V22Ee9MmSO7r15RotcK6aBFsHO9ASUY0GvDAE2Mx/qERqK1pwonPL8DnuX4kRZrFiLvvy0NJGcc7ECUS0WjCrO89g4nfXIhjO3fAuedTdLS1dn89PSsbjhkPcbwDEVGMCIqixLsGSkCCICwH8KseD9UoijI9TrU4ANR2fV5bWwuHI/FHJEiygsutHfD4grCkGTE0Ox0iT5WmcMgS0HoR8LcB5iwgOxfgqcZJQZIluNpd8Aa8yDRlwp5hh8jvbZ8uX76MDRs23HbNypUrMXTo0AGqKDEpkoSgywXZ44HBYoHRbocg8pqi5CfLCrxuH/wdEszpIjKtaTDwPoso4cmyBE9zM/zt7TBnZMBis8GQoPdCTqcTJSUlPR8qURTFGW2+w4cP2wDsBID09PR7AKC4uLjOZDJJqgolooQWCATEurq6YgDo6Oj4Q+fDsydOnNh8mzDNcMcv3cr9vT7vPfqB+iEaBORZM+JdBumRQQSs3PGQjESDiFxLbrzLoCQiiCJMubymKPUYDAKybOnxLoOIImQwiMgePCTeZRARpQwOvqKbCIKQA+DRXg9/GodSiIiIiIiIiIiIKArc8Ut9+TmAnB6f+wHsiE8p+sVRD6QKxz0kJY56IK1x1AOlMo57INIfPY16iIGe5+goCI3e5C8toiTX4+e856xd/0A9Pxu/SUwQhAoAOxVFORzmeiOAVwF8t9eX/kVRlAta15es/uhqQ+WBRnzUx+Fuj04Yjid5uBvdzpVToQPejr1/8wFvpU8A936XB7zpUIO7AdV11dhav/Wmw93mF83H4rGLebgbRcR3+jRaqjbCvXnzzYe7LVwI2+NLeLgbJa2WS17U7m3Cif19HPA2NQ8l03nAG1GiuXq+Ccd3bYdzz2d9HO72IEpnz02Fw928XX9QFEUSBMEYDAZFs9kcvF0QEelbMBgUgdDPfedDCoD2gXp+Hu6WxARB+E8AMwD8F4BqhMY1nFAUJdhrnRXAXAD/E8D4XmnqAUxRFOWrWNd7K3o53M0flPHyNicqDzT2u3bplAKsmeeA2chpK9Qp6Ac+fj7U9O3PpBXAw68CRnPs6yJVAlIA6w6uQ3Vddb9ry4vLUTG5AibRNACVJT63241PPvnktmv+9E//FFardYAqSgyK34+La9eipWpjv2tzlixG7urVEMz8XUHJQQrKqKk+Cefepn7XOqbno6x8DETeaxHFlRQMYPc7b+LYzv7fQFo6ew5mLn8aojEx7oW0PtwNAA4fPvwJgEFms3mkwWDIHDZs2MUhQ4YMyAFPRBQfV65csV26dClXlmWv3+8/A+DqxIkT/3Sgnp87flPDn3R+AIBPEIRzANwAJACDARSi73nPFwHMiWfTVy/8QRlPvXsIe+pcYa2vPNCIc83teGvZJDZ/KdT0rXocOLUrvPWH3gZaGoElH7D5m8ACUgCrdq/CvqZ9Ya2vrqtGk6cJ62euZ/MXgNVqxV/8xV/Eu4yEovj9OPvMs/DU1IS1vqVqIwJN5zHijdfZ/CXdk4Iytm84jkbn1bDWO/c2ofWrdsxdOY7NX6I4kYIBbH7tFTQcDesNqDi2cwfcrstY+NwLCdP8jYEDAObIstxmMBgy29rastj4JUpubW1tWQAgy3Jb50P7B/L5eReUetIAFAGYAOBeAHeh7+tgO4BSRVFODmBtuvXyNmfYTd8ue+pceHmbqheMKVl8/Hz4Td8up3aF4ihhrTu4Luymb5d9Tfuw7uC6GFVEendx7dqwm75dPDU1uLh2bYwqIho4NdUnw276dml0XkVNNW9lieJl9ztvht307dJw9DB2v/NmjCpKCDUAIElSKwB4vV6Lz+dL2i43Uarz+Xwmr9drAa7/3AP47UDWwMZvcvsZgH8B4ERod29/2gD8K4AZiqJ8U1GUy7EsLll0zfSNRuWBRpy+4tG4ItKVrpm+0Tj0NvBVvbb1kCa6ZvpGo7quGmeundG4ItK7rpm+0Wip2gh/Q4O2BRENoJZL3rDGO/TFubcJLZe8/S8kIk1dPd8U1niHvhzbuQPNF6L7mdeB/QBkRVH8iqK0K4oinDlzpiAQCKTMCXdEqSIQCIhnzpwpUBRF6Px59wOQAXw+kHVw1EMSUxRlJ4CdACAIQiaAryE01iEPQBZCjf8WAM0Afg/gix7DpilM0TZ9u+P3n8ELj3xNo2pId6Jt+vaM/7OfaVMLaSbapm93/JfVeO7e5zSqhpJBtE3fLs1VGzGsgu8SIH2qjbLp2x1f04T7HxujUTVEFI7ju7arij+2cwceWPY9japJHBMnTrx2+PDhvQAe8Pl859LS0goDgYD51KlTo7Ozs91Wq/Wa2WwOGAwGOd61ElHkZFk2+P1+k9vtvqO1tdUqy7JBUZSAz+c727lkz8SJE1tvm0RjbPymCEVRvAAOdX6QRiRZwUdHzqnK8eGRc/jR3HsgGgSNqiLdkCXg2PvqchytBGb/BDBwk0CikGQJW+u3qsqxpX4LfjjxhxD5fSUAiiTBvXmzqhzuTZsw9Lm/hSDymiJ9kWUFJ/ZfUJXjxOcX8Cd/PhoG3msRDQhZluDc85mqHM49n2L6k9+BITnvhV4C8BaAMX6/v9FsNo+QZdnsdrttbrfbFufaiEhDiqL4/X7/WYTehX8SwMsDXQNHPRCpcLm1Ay3egKocLd4ALrd2aFQR6UrrRaBd5VkO7c2hPJQwXO0uuH1uVTncPjdc7ZHNDafkFXS5ILnVXVOS242gi9cU6Y/X7YPPE1SVw+cJwuv2aVQREfXH09yMjjZ1G9o62lrhaU7OM88mTpzYBuB/ALikKIrf5/PV+/3+M5IkuRVFCQBQ4lwiEUVPURQlIElSi9/vP+Pz+eo7RzxcBPBXnT//A4o7folU8PjU/UVE6zykM36NfudrlYc04Q1oM0tSqzykf7JHm1nwWuUhGkj+Dm2mkGmVh4j6529vT6g8iWjixImXDx8+/CyAvwEwRZZlryzLvPkjSj4KgAMA/t+JEyfGZRcGG79EKljStPkR0ioP6Yw5K7HykCYyTZkJlYf0z2CxJFQeooFkTtfmbd5a5SGi/pkzMhIqT6KaOHHiaQDPHj58eBiAuZ0fI8A+DZHeBQGcBbAdwG8mTpx4OZ7F8BcKkQpDs9ORk2lSNe4hJ9OEodnpGlZFupGdC2TY1I17yLCF8lDCsGfYYU2zqhr3YE2zwp5h17Aq0jOj3Q7RalU17kG0WmG085oi/cm0piHNYlQ17iHNYkSmNU3Dqojodiw2G9KzslWNe0jPyobFlhrjbidOnHgJwK8A/Orw4cMCgAwA/KVFpE8+AO0TJ05MmJEtbPwSqSAaBDw6YTh++dvTUed4bMJwHuyWqgwiUPoEsP+N6HOMX8qD3RKMaBAxv2g+3vv9e1HnWFC0gAe7UTdBFGFduBBXf/3rqHNYFy3iwW6kSwaDgLun5uHYp2f7X3wLd9+Xx4PdiAaQwSDCMeNBHP7NlqhzOGY8lKwHu91WZ7PI2/lBRKQaD3cjUmnplAJ18VNHalQJ6dKkFfGNp5goLy5XFz9WXTwln5wli1XF21TGE8VTyfR8dfFl6uKJKHLjZs1VFV86e45GlRARpTY2folUusueFXXzd+mUAowawpmLKW3I6Oibt5NWAIOLtK2HNFFoLYy6+VteXI6Rd/AFIbpR2qhRUTd/c5YshrmwUNuCiAZQzrBMOKJs/jqm5yNnGGemEw20QXfmR928LZ09B7Y8vmBDRKQFNn6JNLBmngMziiObnTij2I418xwxqoh05eFXgdGzIosZPSsURwmrYnIFpuVPiyhmWv40VEyuiFFFpHe5q1fDUlYWUYylrAy5q1fHqCKigVNWPgYFjkERxRQ4BqGsfEyMKiKi/sxc/jQKx0+MKKZw/ETMXP50jCoiIko9gqIkzLxhoj4JguAAUNv1eW1tLRyOxGuY+oMyXt7mROWBxn7XLp1SgDXzHDAb+doLdQr6gY+fBw693f/aSStCTV+jOfZ1kSoBKYB1B9ehuq6637XlxeWomFwBk2gagMoSX2trK/bu3XvbNdOnT0d2dvYAVZQYFL8fF9euRUvVxn7X5ixZjNzVqyGY+buCkoMUlFFTfRLOvU39rnVMz0dZ+RiIvNciiispGMDud97EsZ07+l1bOnsOZi5/GqIxMe6FnE4nSkpKej5UoiiKM171EBFFg41fSnh6afx2OX3Fg8r9Z/DhkXNo8Qa6H8/JNOGxCcOxdOpIjnegW/uqPtT8PVoJtDdffzzDFjrIjeMddOnMtTOo/rIaW+q3wO1zdz9uTbNiQdEClI/leIfeLl++jA0bNtx2zcqVKzF06NABqiix+Bsa0Fy1Ee5NmyC5r19TotUK66JFsHG8AyWxlkte1NY04cTnF+DzBLsfT7MYcfd9eSgp43gHokTTfKEJx3bugHPPp+hoa+1+PD0rG44ZDyXkeAc2fokoGbDxSwlPb43fLpKs4HJrBzy+ICxpRgzNTofIE6UpXLIEtF4E/G2AOQvIzgVS8GTjZCPJElztLngDXmSaMmHPsEPk97VPbPyGR5EkBF0uyB4PDBYLjHY7BJHXFKUGWVbgdfvg75BgTheRaU2DgfdaRAlNliV4mpvhb2+HOSMDFpsNhgS9F2Ljl4iSgTHeBRAlK9EgIM+aEe8ySK8MImBNrF0PpJ5oEJFryY13GZREBFGEKZfXFKUmg0FAli093mUQUQQMBhHZg4fEuwwiopTBoVdERERERERERERESYY7foliiOMeKGoc9ZC0OO6BtMZxD5SqOOqBSH/0NOqBiCgZsPFLFAN/dLWh8kAjPurjgLdHJwzHkzzgjW7lyqnQ4W7H3r/5cLfSJ4B7v8vD3XSqwd2A6rpqbK3fetMBb/OL5mPx2MU84I0i4jt9Gi1VG+HevPnmA94WLoTt8SU84I2SUsslL2r3NuHE/j4Od5uah5LpPNyNKNFcPd+E47u2w7nnsz4Od3sQpbPnJtzhbkREyYCHu1HC09Phbv6gjJe3OVF5oLHftUunFGDNPAfMRk5cIQBBP/Dx86Gmb38mrQAefhUwmmNfF6kWkAJYd3Adquuq+11bXlyOiskVMImmAagssfFwt1tT/H5cXLsWLVUb+12bs2QxclevhmDm7wvSPykoo6b6JJx7m/pd65iej7LyMRB5n0UUV1IwgN3vvIljO3f0u7Z09hzMXP40RGNi3AfxcDciSgbc8UukEX9QxlPvHsKeOldY6ysPNOJcczveWjaJzd9UF/QDVY8Dp3aFt/7Q20BLI7DkAzZ/E1xACmDV7lXY17QvrPXVddVo8jRh/cz1Kd/8NZlMGDny9jugTabU+2+k+P04+8yz8NTUhLW+pWojAk3nMeKN19n8JV2TgjK2bziORufVsNY79zah9at2zF05js1fojiRggFsfu0VNBw9HNb6Yzt3wO26jIXPvZAwzV8iIr3jjl9KeHrZ8ft3m74Ia6dvb0unFOBni74eg4pIN/79r8Pb6dvbpBXAI7/Qvh7SzE8//2lYO317Ky8ux4v3vRiDikjvLrz0Ulg7fXvLWbIYeS+9pH1BRAPkP9//Mqydvr05pufjgSfGxqAiIurPrv/zRlg7fXsrnT0Hs773TAwqigx3/BJRMuDL30Qa6JrpG43KA404fcWjcUWkG10zfaNx6G3gq3pt6yHNdM30jUZ1XTXOXDujcUWkd10zfaPRUrUR/oYGbQsiGiAtl7xRNX2B0M7flktejSsiov5cPd8UVdMXCO38bb4Q3c88ERHdiI1fIg1E2/Ttjt/PBk/Kirbpq1U8xUy0Td/u+C/VxVPyibbp26VZZTxRvNRG2fTtjq9hA4looB3ftV1VfLRNYyIiuhEbv0QqSbKCj46cU5XjwyPnIMkcu5JyZAk49r66HEcrQ3kooUiyhK31W1Xl2FK/BRK/t9RJkSS4N29WlcO9aRMUidcU6YssKzix/4KqHCc+vwCZ91lEA0aWJTj3fKYqh3PPp5B5H0REpBobv0QqXW7tQIs3oCpHizeAy60dGlVEutF6EWhvVpejvTmUhxKKq90Ft8+tKofb54arPbzDIin5BV0uSG5115TkdiPo4jVF+uJ1++DzBFXl8HmC8Lp9GlVERP3xNDejo61VVY6OtlZ4mlXeJxMRERu/RGp5fOr+MqJ1HtIRf1ti5SHNeAPazJPUKg/pn+zRZha8VnmIBoq/Q5sdf1rlIaL++dvbEyoPEVEqY+OXSCVLmjGh8pCOmLMSKw9pJtOUmVB5SP8MFktC5SEaKOZ0MaHyEFH/zBkZCZWHiCiVsfFLpNLQ7HTkZJpU5cjJNGFodrpGFZFuZOcCGTZ1OTJsoTyUUOwZdljTrKpyWNOssGfYNaqI9M5ot0O0qrumRKsVRjuvKdKXTGsa0izqXhxPsxiRaU3TqCIi6o/FZkN6VraqHOlZ2bDYVN4nExERG79EaokGAY9OGK4qx2MThkM0CBpVRLphEIHSJ9TlGL80lIcSimgQMb9ovqocC4oWQOT3ljoJogjrwoWqclgXLYIg8poifTEYBNw9NU9Vjrvvy4OB91lEA8ZgEOGY8aCqHI4ZD8HA+yAiItXY+CXSwNIpBerip47UqBLSnUkr4htPMVNeXK4ufqy6eEo+OUsWq4q3qYwnipeS6fnq4svUxRNR5MbNmqsqvnT2HI0qISJKbWz8EmngLntW1M3fpVMKMGoIZy6mrCGjo2/eTloBDC7Sth7STKG1MOrmb3lxOUbewReE6EZpo0ZF3fzNWbIY5sJCbQsiGiA5wzLhiLL565iej5xhnJdONNAG3ZkfdfO2dPYc2PL4gg0RkRbY+CXSyJp5Dswojmx24oxiO9bMc8SoItKNh18FRs+KLGb0rFAcJbSKyRWYlj8tophp+dNQMbkiRhWR3uWuXg1LWVlEMZayMuSuXh2jiogGRln5GBQ4BkUUU+AYhLLyMTGqiIj6M3P50ygcPzGimMLxEzFz+dMxqoiIKPWw8UukEbPRgLeWTQp75+/SKQV4a9kkmI38MUx5RjOw5IPwd/5OWhFabzTHti5SzSSasH7m+rB3/pYXl2P9zPUwieoOjKTkJZjNGPHG62Hv/M1Zshgj3ngdgpm/L0jfRKMBc1eOC3vnr2N6PuauHAeR91lEcSMaTVj43Ath7/wtnT0HC597AaKR90FERFoRFEWJdw1EtyUIggNAbdfntbW1cDgSe5fs6SseVO4/gw+PnEOLN9D9eE6mCY9NGI6lU0dyvAP17at64NDbwNFKoL35+uMZttBBbhzvoFtnrp1B9ZfV2FK/BW6fu/txa5oVC4oWoHwsxzv05PF48N///d+3XXPvvffCYknd36X+hgY0V22Ee9MmSO7r15RotcK6aBFsHO9ASarlkhe1NU048fkF+DzB7sfTLEbcfV8eSso43oEo0TRfaMKxnTvg3PMpOtpaux9Pz8qGY8ZDCTnewel0oqSkpOdDJYqiOONVDxFRNNj4pYSnx8ZvF0lWcLm1Ax5fEJY0I4Zmp0PkqdIUDlkCWi8C/jbAnAVk5wI82TgpSLIEV7sL3oAXmaZM2DPsEPm9vcnly5exYcOG265ZuXIlhg4dOkAVJS5FkhB0uSB7PDBYLDDa7RBEXlOU/GRZgdftg79DgjldRKY1DQbeZxElNFmW4Gluhr+9HeaMDFhsNhgS9D6IjV8iSgbGeBdAlMxEg4A8a0a8yyA9MoiANbF2PZA2RIOIXEtuvMugJCKIIky5vKYo9RgMArJs6fEug4giYDCIyB48JN5lEBGlDDZ+iWKIO34patzxm7S445e0xh2/lKq445dIn/S065eISO/Y+CWKgT+62lB5oBEf9THj99EJw/EkZ/zSrVw5FZrxe+z9m2f8lj4B3PtdzvjVqQZ3A6rrqrG1futNM37nF83H4rGLOeOXIuI7fRotVRvh3rz55hm/CxfC9vgSzvilpNRyyYvavU04sb+PGb9T81AynTN+iRLR1fNNOL5rO5x7Putjzu+DKJ09N+Hm/BIR6R1n/FLC09OMX39QxsvbnKg80Njv2qVTCrBmngNmnjZNABD0Ax8/H2r69mfSCuDhVwGjOfZ1kWoBKYB1B9ehuq6637XlxeWomFwBk8jTrDnj99YUvx8X165FS9XGftfmLFmM3NWrIZj5+4L0TwrKqKk+Cefepn7XOqbno6x8DETeZxHFnRQMYPc7b+LYzh39ri2dPQczlz8N0Rj/eyHO+CWiZMA7ISKN+IMynnr3UFhNXwCoPNCIp949BH9QjnFllPCCfqDq8fCavkBoXdXjoThKaAEpgFW7V4XV9AWA6rpqrNq9CgEp0P9iSkmK34+zzzwbVtMXAFqqNuLsM89C8fP3BembFJSxfcPxsJq+AODc24TtG45D4n0WUVxJwQA2v/ZKWE1fADi2cwc2v/YKpCDvhYiItMDGL5FGXt7mxJ46V0Qxe+pceHkbXzROeR8/D5zaFVnMqV2hOEpo6w6uw76mfRHF7Gvah3UH18WoItK7i2vXwlNTE1GMp6YGF9eujVFFRAOjpvokGp1XI4ppdF5FTfXJGFVEROHY/c6baDh6OKKYhqOHsfudN2NUERFRamHjl0gDXTN9o1F5oBGnr3g0roh0o2umbzQOvQ18Va9tPaSZrpm+0aiuq8aZa2c0rkhfjEYj7Hb7bT+MxtQ6qqBrpm80Wqo2wt/QoG1BRAOk5ZI37J2+vTn3NqHlklfjiogoHFfPN4W907e3Yzt3oPlCdD/3RER0XWr9jYkoRqJt+nbH7z+DFx75mkbVkK5E2/TtGf9nP9OmFtJUtE3f7vgvq/Hcvc9pVI3+DBo0CN///vfjXUZCibbp26W5aiOGVfCdAqQ/tVE2fbvja5pw/2NjNKqGiMJ1fNd2VfHHdu7AA8u+p1E1RESpiTt+iVSSZAUfHTmnKseHR85BknnQYsqRJeDY++pyHK0M5aGEIskSttZvVZVjS/0WSPzeUidFkuDevFlVDvemTVAkXlOkL7Ks4MT+C6pynPj8AmTeZxENKFmW4Nzzmaoczj2fQua9EBGRKmz8Eql0ubUDLV51hw+0eAO43NqhUUWkG60XgfZmdTnam0N5KKG42l1w+9yqcrh9brjaI5sbTskr6HJBcqu7piS3G0EXrynSF6/bB58nqCqHzxOE1+3TqCIiCoenuRkdba2qcnS0tcLTrPJemYgoxbHxS6SSx6fuLyNa5yEd8bclVh7SjDegzTxJrfKQ/skebWbBa5WHaKD4O7TZ7adVHiIKj7+9PaHyEBGlKjZ+iVSypGkzKlurPKQj5qzEykOayTRlJlQe0j+DxZJQeYgGijldTKg8RBQec0ZGQuUhIkpVbPwSqTQ0Ox05mSZVOXIyTRiana5RRaQb2blAhk1djgxbKA8lFHuGHdY0q6oc1jQr7Bl2jSoivTPa7RCt6q4p0WqF0c5rivQl05qGNIu6F8fTLEZkWtM0qoiIwmGx2ZCela0qR3pWNiw2lffKREQpjo1fIpVEg4BHJwxXleOxCcMhGgSNKiLdMIhA6RPqcoxfGspDCUU0iJhfNF9VjgVFCyDye0udBFGEdeFCVTmsixZBEHlNkb4YDALunpqnKsfd9+XBwPssogFlMIhwzHhQVQ7HjIdg4L0QEZEqbPwSaWDplAJ18VNHalQJ6c6kFfGNp5gpLy5XFz9WXTwln5wli1XF21TGE8VLyfR8dfFl6uKJKDrjZs1VFV86e45GlRARpS42fok0cJc9K+rm79IpBRg1hDMXU9aQ0dE3byetAAYXaVsPaabQWhh187e8uBwj7+ALQnSjtFGjom7+5ixZDHNhobYFEQ2QnGGZcETZ/HVMz0fOMM5LJ4qHQXfmR928LZ09B7Y8vmhDRKQWG79EGlkzz4EZxZHNTpxRbMeaeY4YVUS68fCrwOhZkcWMnhWKo4RWMbkC0/KnRRQzLX8aKiZXxKgi0rvc1athKSuLKMZSVobc1atjVBHRwCgrH4MCx6CIYgocg1BWPiZGFRFROGYufxqF4ydGFFM4fiJmLn86RhUREaUWNn6JNGI2GvDWsklh7/xdOqUAby2bBLORP4Ypz2gGlnwQ/s7fSStC643m2NZFqplEE9bPXB/2zt/y4nKsn7keJlHdgZGUvASzGSPeeD3snb85SxZjxBuvQzDz9wXpm2g0YO7KcWHv/HVMz8fcleMg8j6LKK5EowkLn3sh7J2/pbPnYOFzL0A08l6IiEgLgqIo8a6B6LYEQXAAqO36vLa2Fg5HYu+SPX3Fg8r9Z/DhkXNo8Qa6H8/JNOGxCcOxdOpIjnegvn1VDxx6GzhaCbQ3X388wxY6yI3jHXTrzLUzqP6yGlvqt8Dtc3c/bk2zYkHRApSP5XgHioy/oQHNVRvh3rQJkvv6NSVarbAuWgQbxztQkmq55EVtTRNOfH4BPk+w+/E0ixF335eHkjKOdyBKRM0XmnBs5w4493yKjrbW7sfTs7LhmPFQwo13cDqdKCkp6flQiaIoznjVQ0QUDTZ+KeHpsfHbRZIVXG7tgMcXhCXNiKHZ6RB5qjSFQ5aA1ouAvw0wZwHZuQBPNU4KkizB1e6CN+BFpikT9gw7RH5vSQVFkhB0uSB7PDBYLDDa7RBEXlOU/GRZgdftg79DgjldRKY1DQbeZxElPFmW4Gluhr+9HeaMDFhsNhgS8F6IjV8iSgbGeBdAlMxEg4A8a0a8yyA9MoiANXF2PJB2RIOIXEtuvMtIeO3t7fjiiy9uu+brX/86MjL4O1YQRZhyeU1R6jEYBGTZ0uNdBhFFyGAQkT14SLzLICJKCWz8EhERUcJpbW3Fjh07brumsLCQjV8iIiIiIqJbYOOXKIY46oGixlEPSYujHkhrHPVAqYqjHoj0SS+jHoiIkgEbv0Qx8EdXGyoPNOKjPg53e3TCcDzJw93oVq6cCh3uduz9mw93K30CuPe7PNxNpxrcDaiuq8bW+q03He42v2g+Fo9dzMPdKCK+06fRUrUR7s2bbz7cbeFC2B5fwsPdKCm1XPKidm8TTuzv43C3qXkomc7D3YgS0dXzTTi+azucez7r43C3B1E6e25CHe5GRJQMeLgbJTw9He7mD8p4eZsTlQca+127dEoB1sxzwGw0DEBllPCCfuDj50NN3/5MWgE8/CpgNMe+LlItIAWw7uA6VNdV97u2vLgcFZMrYBJNA1BZYrt8+TI2bNhw2zUrV67E0KFDB6iixKH4/bi4di1aqjb2uzZnyWLkrl4NwczfF6R/UlBGTfVJOPc29bvWMT0fZeVjIPI+iyjupGAAu995E8d23n6EEwCUzp6DmcufhmiM/70QD3cjomTAOyEijfiDMp5691BYTV8AqDzQiKfePQR/UI5xZZTwgn6g6vHwmr5AaF3V46E4SmgBKYBVu1eF1fQFgOq6aqzavQoBKdD/YkpJit+Ps888G1bTFwBaqjbi7DPPQvHz9wXpmxSUsX3D8bCavgDg3NuE7RuOQ+J9FlFcScEANr/2SlhNXwA4tnMHNr/2CqQg74WIiLTAxi+RRl7e5sSeOldEMXvqXHh5G180TnkfPw+c2hVZzKldoThKaOsOrsO+pn0Rxexr2od1B9fFqCLSu4tr18JTUxNRjKemBhfXro1RRUQDo6b6JBqdVyOKaXReRU31yRhVRETh2P3Om2g4ejiimIajh7H7nTdjVBERUWph45dIA10zfaNReaARp694NK6IdKNrpm80Dr0NfFWvbT2kma6ZvtGorqvGmWtnNK6I9K5rpm80Wqo2wt/QoG1BRAOk5ZI37J2+vTn3NqHlklfjiogoHFfPN4W907e3Yzt3oPlCdD/3RER0HRu/RBqItunbHb+fDZ6UFW3TV6t4iplom77d8V+qi9c7g8GAzMzM234YDKl1GxNt07dLs8p4onipjbLp2x1fw+YRUTwc37VdVXy0TWMiIrrOGO8CiPROkhV8dOScqhwfHjmHH829B6JB0Kgq0gVZAo69ry7H0Upg9k8Ag6hNTaQJSZawtX6rqhxb6rfghxN/CDFFv7dDhgzBc889F+8yEoYiSXBv3qwqh3vTJgx97m8hiKl5TZE+ybKCE/svqMpx4vML+JM/Hw0D77OIBowsS3Du+UxVDueeTzH9ye/AkKL3QkREWkitrTJEMXC5tQMtXnWHD7R4A7jc2qFRRaQbrReB9mZ1OdqbQ3koobjaXXD73KpyuH1uuNojmxtOySvockFyq7umJLcbQRevKdIXr9sHnyeoKofPE4TX7dOoIiIKh6e5GR1trapydLS1wtOs8l6ZiCjFsfFLpJLHp+4vI1rnIR3xtyVWHtKMN6DNPEmt8pD+yR5tZsFrlYdooPg7pITKQ0Th8be3J1QeIqJUxcYvkUqWNG0mpmiVh3TEnJVYeUgzmabMhMpD+mewWBIqD9FAMadr8xZvrfIQUXjMGRkJlYeIKFWx8Uuk0tDsdORkmlTlyMk0YWh2ukYVkW5k5wIZNnU5MmyhPJRQ7Bl2WNOsqnJY06ywZ9g1qoj0zmi3Q7Squ6ZEqxVGO68p0pdMaxrSLOpeHE+zGJFpTdOoIiIKh8VmQ3pWtqoc6VnZsNhU3isTEaU4Nn6JVBINAh6dMFxVjscmDOfBbqnIIAKlT6jLMX4pD3ZLQKJBxPyi+apyLChakLIHu9HNBFGEdeFCVTmsixbxYDfSHYNBwN1T81TluPu+PB7sRjTADAYRjhkPqsrhmPEQD3YjIlKJjV8iDSydUqAufupIjSoh3Zm0Ir7xFDPlxeXq4seqi6fkk7Nksap4m8p4ongpmZ6vLr5MXTwRRWfcrLmq4ktnz9GoEiKi1MXGb4oSBKFIEITHBUF4ThCEvxME4fuCIDwoCALnDUThLntW1M3fpVMKMGoIZy6mrCGjo2/eTloBDC7Sth7STKG1MOrmb3lxOUbewReE6EZpo0ZF3fzNWbIY5sJCbQsiGiA5wzLhiLL565iej5xhnJdOFA+D7syPunlbOnsObHl80YaISC02flOMIAgLBUE4DOAUgPcB/AOAVwC8AeBTAC5BENYLgjAkjmXq0pp5Dswojmx24oxiO9bMc8SoItKNh18FRs+KLGb0rFAcJbSKyRWYlj8tophp+dNQMbkiRhWR3uWuXg1LWVlEMZayMuSuXh2jiogGRln5GBQ4BkUUU+AYhLLyMTGqiIjCMXP50ygcPzGimMLxEzFz+dMxqoiIKLWw8ZsiBEFIEwTh/wLYBGDCbZZmAXgWwO8FQZg+IMUlCbPRgLeWTQp75+/SKQV4a9kkmI38MUx5RjOw5IPwd/5OWhFabzTHti5SzSSasH7m+rB3/pYXl2P9zPUwieoOjKTkJZjNGPHG62Hv/M1Zshgj3ngdgpm/L0jfRKMBc1eOC3vnr2N6PuauHAeR91lEcSUaTVj43Ath7/wtnT0HC597AaKR90JERFoQFEWJdw0UY4IgGAD8G4AFvb4kAWgE4AYwCkDv48K9AGYpivJ5zIu8DUEQHABquz6vra2Fw5HYu2RPX/Ggcv8ZfHjkHFq8ge7HczJNeGzCcCydOpLjHahvX9UDh94GjlYC7c3XH8+whQ5y43gH3Tpz7Qyqv6zGlvotcPvc3Y9b06xYULQA5WM53oEi429oQHPVRrg3bYLkvn5NiVYrrIsWwcbxDpSkWi55UVvThBOfX4DPE+x+PM1ixN335aGkjOMdiBJR84UmHNu5A849n6KjrbX78fSsbDhmPJRw4x2cTidKSkp6PlSiKIozXvUQEUWDjd8UIAjC8wDW9Xr4XwD8VFGU851rDAg1hv8JQM8tq+cQ+h+cG3Gix8ZvF0lWcLm1Ax5fEJY0I4Zmp0PkqdIUDlkCWi8C/jbAnAVk5wI81TgpSLIEV7sL3oAXmaZM2DPsEPm9JRUUSULQ5YLs8cBgscBot0MQeU1R8pNlBV63D/4OCeZ0EZnWNBh4n0WU8GRZgqe5Gf72dpgzMmCx2WBIwHshNn6JKBkY410AxZYgCIMB/F2vh3+kKMoNjWBFUWQAmwRBOAjgtwAKO780HMAPAayJcalJSTQIyLNmxLsM0iODCFgTZ8cDaUc0iMi15Ma7DEoigijClMtrilKPwSAgy8ZziYn0xmAQkT2YR8oQEQ0ENn6T3/8EkN3j870AbnkilKIoTYIgfA/Arh4P/7UgCP9LUZSvYlRj0uKOX4oad/wmLe74DU9HRwfq6+tvu6aoqAjp6Wz6cMcvpSru+CXSJ73s+CUiSgZs/CaxzvEN3+n18EtKP/M9FEX5VBCEGgBdx4ZnAygHsEH7KpPTH11tqDzQiI/6mPH76ITheJIzfulWrpwKzfg99v7NM35LnwDu/S5n/OpUg7sB1XXV2Fq/9aYZv/OL5mPx2MWc8dvDtWvX8OGHH952zcqVK1O68es7fRotVRvh3rz55hm/CxfC9vgSzvilpNRyyYvavU04sb+PGb9T81AynTN+iRLR1fNNOL5rO5x7Putjxu+DKJ09N6Fm/BIRJQPO+E1igiDcD6Cmx0N/BDC6v8ZvZ+y3AbzT46FPFEX5M20rDI+eZvz6gzJe3uZE5YHGftcunVKANfMcMPO0aQKAoB/4+PlQ07c/k1YAD78KGM2xr4tUC0gBrDu4DtV11f2uLS8uR8XkCphEnmR9+fJlbNhw+9cbV65ciaFDhw5QRYlD8ftxce1atFRt7HdtzpLFyF29GoKZvy9I/6SgjJrqk3Dubep3rWN6PsrKx0DkfRZR3EnBAHa/8yaO7dzR79rS2XMwc/nTEI3xvxfijF8iSga8E0pu3+z1+c5wmr5da3t9/oAgCNyiehv+oIyn3j0UVtMXACoPNOKpdw/BH5RjXBklvKAfqHo8vKYvEFpX9XgojhJaQApg1e5VYTV9AaC6rhqrdq9CQAr0v5hSkuL34+wzz4bV9AWAlqqNOPvMs1D8/H1B+iYFZWzfcDyspi8AOPc2YfuG45B4n0UUV1IwgM2vvRJW0xcAju3cgc2vvQIpyHshIiItsPGb3Mb3+vy/wg1UFOU8gIYeD5kBfE19Scnr5W1O7KlzRRSzp86Fl7fxReOU9/HzwKld/a/r6dSuUBwltHUH12Ff076IYvY17cO6g+v6X0gp6eLatfDU1PS/sAdPTQ0url0bo4qIBkZN9Uk0Oq9GFNPovIqa6pMxqoiIwrH7nTfRcPRwRDENRw9j9ztvxqgiIqLUwsZvcrun1+e/jzC+9/re+ahT10zfaFQeaMTpKx6NKyLd6JrpG41DbwNf3f7wK4qfrpm+0aiuq8aZa2c0roj0rmumbzRaqjbC39CgbUFEA6Tlkjfsnb69Ofc2oeWSV+OKiCgcV883hb3Tt7djO3eg+UJ0P/dERHQdG79JShCEDAAFvR4+G2Ga3uvHRl9Rcou26dsdv58NnpQVbdNXq3iKmWibvt3xX6qLp+QTbdO3S7PKeKJ4qY2y6dsdX8PmEVE8HN+1XVV8tE1jIiK6jo3f5DUEgNDj8wCAyxHm6H2XrPoEHUEQhgqC4IjkA0CR2ueNJUlW8NGRc6pyfHjkHCSZBy2mHFkCjr2vLsfRylAeSiiSLGFr/VZVObbUb4HE7y11UiQJ7s2bVeVwb9oEReI1RfoiywpO7L+gKseJzy9A5n0W0YCSZQnOPZ+pyuHc8ylk3gsREalijHcBFDNZvT73RnCwW5fe8wd654zG9wGs0SBPwrjc2oEWr7rDB1q8AVxu7UCeNUOjqkgXWi8C7c3qcrQ3h/JY87WpiTThanfB7XOryuH2ueFqdyHXkqtRVaRnQZcLklvdNSW53Qi6XDDl8poi/fC6ffB5gqpy+DxBeN0+ZNnSNaqKiPrjaW5GR1urqhwdba3wNDcje/AQjaoiIko9bPwmr95N2o4ocrT3k5MAeHzq/jKidR7SEX9bYuUhzXgD2syT1CqPHg0dOhRr1iTV64SqyB5tZsFrlYdooPg7tNntp1UeIgqPv733XyXjm4eIKFVx1EPy6r2lwR9FDl+vz7kdtQ+WNG1eP9EqD+mIWaPXUrTKQ5rJNGUmVB7SP4PFklB5iAaKOV1MqDxEFB5zhjZ/ddQqDxFRqmKnKXn13uFrjiJHWj85o/G/AfxrhDFFALZo8NwxMTQ7HTmZJlXjHnIyTRiazbcfppzsXCDDpm7cQ4YtlIcSij3DDmuaVdW4B2uaFfYMu4ZVkZ4Z7XaIVquqcQ+i1QqjndcU6UumNQ1pFqOqcQ9pFiMyrb1va4koliw2G9KzslWNe0jPyobFZtOwKiKi1MMdv8mr93u/o+kq9n55VfX7yRVFuawoijOSDwD1ap83lkSDgEcnDFeV47EJwyEahP4XUnIxiEDpE+pyjF8aykMJRTSImF80X1WOBUULIPJ7S50EUYR14UJVOayLFkEQeU2RvhgMAu6emqcqx9335cHA+yyiAWUwiHDMeFBVDseMh2DgvRARkSps/Cav3k3aTEEQIr3j7f1+UA4SvYWlUwrUxU8dqVElpDuTVsQ3nmKmvLhcXfxYdfGUfHKWLFYVb1MZTxQvJdPVHWBaUsYDUIniYdysuariS2fP0agSIqLUxcZv8roCQOnxuQnA0Ahz9L5LvqyqoiR2lz0r6ubv0ikFGDWEMxdT1pDR0TdvJ60ABhdpWw9pptBaGHXzt7y4HCPv4AtCdKO0UaOibv7mLFkMc2GhtgURDZCcYZlwRNn8dUzPR84wzksniodBd+ZH3bwtnT0Htjy+aENEpBYbv0lKUZR2AI29Ho60M9l7/YnoK0p+a+Y5MKM4stmJM4rtWDPPEaOKSDcefhUYPSuymNGzQnGU0ComV2Ba/rSIYqblT0PF5IoYVUR6l7t6NSxlZRHFWMrKkLt6dYwqIhoYZeVjUOAYFFFMgWMQysrHxKgiIgrHzOVPo3D8xIhiCsdPxMzlT8eoIiKi1MLGb3Lr3aj9WoTx9/STj3owGw14a9mksHf+Lp1SgLeWTYLZyB/DlGc0A0s+CH/n76QVofXGaM5spIFkEk1YP3N92Dt/y4vLsX7mephEU4wrI70SzGaMeOP1sHf+5ixZjBFvvA7BzN8XpG+i0YC5K8eFvfPXMT3//2/vzsPtqMpE/3/fTBACMs8CEVCUQUBUFFBAQX4OLdhXFIfuBm31h1dbbcWRbrHFAVS4qK22Iw4ool7FWdAmCDghCCoKDUFAQGbCEJIQkvf+UXVI7coZ9nj2cL6f5zlPzlq71qp1dtWpnP3WqnfxnGMfz2z/zpL6avacuRxx3PFNz/zd89Bnc8RxxzN7jn8LSVI3RGZOvZWGUkR8EHhbperTmfmaJttuDdxcqVoJbJKZ057nNyJ2A/44Vv7jH//IbrsN9izZv9yxlDN+dT3fvPRGljyw8uH6jdabywuf8Ehe9pQdTO+g8d25GH77ebjsDFh295r6+RsXC7mZ3mFoXX/v9Zx11Vmcvfhs7llxz8P1G66zIYfvdDgv2sX0DmrNg9ddx91nfp17vv1tVt2z5pyaveGGbPiCF7Cx6R00opbc+gB/vOAmrvzl31ix9KGH69dZMIfHPnVrdn+a6R2kQXT3327i8nN/xBXn/4zl99/3cP2662/Abgc+c+DSO1xxxRXsvvvu1ardy8XHJWloGPgdYRFxAHBBpepaYOds4qBHxD8Bp1eqzsnMw7o7wuYMY+B3zKrVyW33LWfpiodYsM4ctthgXWa7qrSasXoV3HcLPHg/zFsfNtgKXNV4JKxavYrbl93OAysfYL2567H5/M2Z7bFVB3LVKh66/XZWL13KrAULmLP55sRszymNvtWrkwfuWcGDy1cxb93ZrLfhOszy7yxp4K1evYqld9/Ng8uWMW/+fBZsvDGzBvBvIQO/kkbBnH4PQD31C4pF3jYryzsCBwHnNdH2lbXy2d0b1swxe1aw9Ybz+z0MDaNZs2HDwZnxoO6ZPWs2Wy3Yqt/D0AiJ2bOZu5XnlGaeWbOC9Tdet9/DkNSiWbNms8Gmm029oSSpYya9GmGZuZrGWbsA746ISadCRMQzgerKMfcBZ3V3dJIkSZIkSZJ6xcDv6DsJqOblPZDGvL8NImJb4LO16tMy844ejE2SJEmSJElSDxj4HXFlwPb9teoPRMQnImKbsYqImBURR1Ckh1hY2fZm4CO9HqckSZIkSZKk7jHwOzOcBHy/VncscENELI6IS4E7gW8D21e2WQa8KDOXTMsoJUmSJEmSJHWFgd8ZoMz1eyRwZu2l2RQLvu0NbFR77U7gOZl5Uc8HKEmSJEmSJKmrDPzOEJm5PDNfArwQuGySTZcCnwB2zcxF0zA0SZIkSZIkSV02p98D0PTKzG8B34qInYF9gW2BecAS4M/ARZm5vH8jlCRJkiRJktQpA78zVGZeA1zT73FIkiRJkiRJ6j5TPUiSJEmSJEnSiDHwK0mSJEmSJEkjxsCvJEmSJEmSJI0YA7+SJEmSJEmSNGIM/EqSJEmSJEnSiDHwK0mSJEmSJEkjxsCvJEmSJEmSJI0YA7+SJEmSJEmSNGIM/EqSJEmSJEnSiDHwK0mSJEmSJEkjZk6/ByA1YV61cM011/RrHJIkSZKkGWCcz53zxttOkgZZZGa/xyBNKiKeD5zd73FIkiRJkmaswzPzu/0ehCS1wlQPkiRJkiRJkjRiDPxKkiRJkiRJ0ogx1YMGXkRsCBxYqfor8GCfhqO17URjKo7DgcV9GouGg+eMWuU5o1Z5zqhVnjNqlefM6JsHbFcpn5+Z9/RrMJLUDhd308Ar/3M1l9KAioh61eLMvKIfY9Fw8JxRqzxn1CrPGbXKc0at8pyZMX7X7wFIUidM9SBJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRi5vR7AJKG3u3Ae2plaTKeM2qV54xa5TmjVnnOqFWeM5KkgReZ2e8xSJIkSZIkSZK6yFQPkiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRi5vR7AJLULRExB9gX2B3YFFgF/A24JDOv6OfYZrKI2A3YB9gamA3cCfwR+HVmPtTPsan7ImIn4MnAI4F5wN3AlcAvMnN5H8cVwBOAvYAtyupbgcuBSzMz+zS0GW9QzxmpVV5nJEnSoAn//pA0lYjYkeJD+b7lv3sD8yubnJ+ZB/VhaABExPrA24FjgU0m2Owq4CTgdD949V754fcY4G3AYybY7E7gk8AHM3PpNIzpOmCHDro4ODMXdWc0oycijgD+jSLoMZ77gdOB92TmHdM0LCJiLvAG4I3AthNsdiPwf4CPZubK6RmZBumciYhFwIEddHFMZp7endFoPBGxLY1/izwR2KCyyfWZubAPQ/M6I0mSBpaBX0njiojnA6+h+HC12RSb9y3wGxF7AGcDj2qyyU+AF2fmPb0b1cwWERsBZwGHNtnkWuD5vZ6VbeC3NyJiHeBzwMuabHI78MLM/HnvRlWIiO0org97N9nkEuDwzLypd6PSIJ4zBn4HU0TsD7yZIti7zRSb9yXw63VmcA3azQKvM5KkfjDVg6SJPAN4Tr8HMZmI2AX4b9YOTN9PEUycDywE5lZeOwz4UUQ8w0eIuy8i5lME159ce+lB4DpgBbAjsKDy2o7AeRGxX2ZeMx3jVHdExCzg68DhtZdWATcA91DclNmw8trmFL+Dh2TmL3s4ti2A84Cdai8to7g+zCrHtm7ltX1Ycy5O26zkmWSQzxkNpCcBL+j3ICbidWbwtHizQJKkkWfgV1I7ltIYuJt2ZT7fb9AY9L0LeBPwtbHHKCNiE+BfgXewZkHLpwInA/8ybQOeOU6hMei7GngfcGpm3g0QEfOAl5bbblxutzlwVkQ8KTNXTcM4bwVe3mKby3sxkCF3HGsH8D4FvDczb4aHA32HUzzivH25zXoUx3v3Hs6+P53GYMxyipQwn8nMB8qxLQBeDbyfNYGZRwOfB57fo3HNdIN8zlQ1+8TCGPPIT7/7gfX7PIbT8TozaAb6ZoEkSdPNwK+kqdwFXFz5+g3w/wFf6OeggFcAe1TKdwNPy8w/VTfKzLuA4yPiT8AZlZeOjYiPZebVvR/qzBARjwVeVat+eWZ+rVqRmQ8Cp0fExcCFwEblS3sD/8j0nFvLM/On07CfkRURmwLvqlW/IzM/WK3IzNXAtyPiNxTHe2H50iMpbsq8uwdjexbw7ErVSuCweqqAMrf0qRFxKXAua54O+LuIODgzz+v22GayQT5n6rw+DJz7KFIkjP0dcjHFTNq+/Y56nRlKg3CzoMobTJKknjPwK2kinwE+lpmL6y8U63b1Tzlj9Pha9VvqQd+qzPxqRDybNbM85wAn0HyOSU3tPcDsSvnL9aBvVWZeERFvAT5bqX53RHzFhW+GwltpzJX4c4oFFMeVmTdFxD8D1YDamyLio5l5Z5fH9t5a+YOT5YfNzPMj4iQarysnAvt3eVwz3SCfMxpM3wPOAa4sbwg8LCKaze3fK15nBtvA3Syo8waTJGk6zJp6E0kzUWZeMV7Qd0AcBmxXKV9Hc7NETwCqK1oeGREbTrCtWhARGwN/X6lKivd7Kl8Arq+UdwAO6d7I1Avlo/jH1KpPyClWjM3MnwEXVKo2AF7U5bHtQWO6kaXAh5poenK57Zj9IuJx3RzbTDbI54wGV2Yuzsw/1YO+/eZ1ZqB9D9gN2CgzD87Mt2bmNzPz+qkaSpI0igz8ShpG9fyQX5gqeADFB0jg/ErVXAZ8Absh8lwanyJZlJnXTtWo/DBfD9of0cVxqTf2o8jLPOZaYFGTbT9XKx/RhfFU1a8PZ2XmfVM1Krf5Rq36iG4NSgN9zkit8jozoAb1ZoEkSf1i4FfSMHpurXxOC23PrZWf1+FYVPCYzCz1431uMzdfxratlQ8qFz/qFs/FwTTI54zUKq8zkiRpKBj4lTRUImJLYKtK1Qrg0ha6uKhW3qvTMQlY+338RQttL6E4jmO2iYjNJ9pYA2GvWrnp452ZN1OkZxkzD9i18yFBFAnIH1+rbuVcrF8f9ox+JzUfHXvVygNxzkit8jojSZKGiYFfScOmngvvmsx8sIX29QXgdo4IF7rsQETMBXauVU+40F5dZq4A6vmkpyXnYURsFhF7RcTTy3+38wN4U+rHp+njPcH23TreOwDrVcpLM/OGZhuXOSAfqFQtoDGfuNo3qOfMhCJiw4h4fHl9eEJE7BARs6duqRHndUaSJA0Ngx2Shs0utfJfW2mcmbdHxHJg3bJqHsUqz1d3YWwz1Y40/n+yLDPvaLGPv9I4g28XYMLV0btgi4j4E+MHj+6KiAuArwLfysxVPRzH0ImI+cD2teqWfg/H2b7+e92ujq4PlTbVfnYBmg7qaG0Dfs6MKyJ+RzGrsz5J4v6IuAj4FvCl8saVZhavM+qacpHhHYCNgPuBO4Eb/dtDktQtzviVNGy2qJVvbKOPm6foU62pv383tdFHvU2vj8l8Jp4xuAnFwj1fB66KiAN7PJZhsxlQnRW9EritxT56dby7cX2Y7nNxJhjkc2YiezH+38nrA4cBnwaui4gjezwODR6vM+qK8gbTXcDlFIsPX0KR1mZJRPw4Il4VEev0cYiSpBFg4FfSsFm/Vl7aRh/1NvU+1ZpRPiY7AT+LiDf0eyADpH5sHmhhka4xvTreo3wuDrNBPmc6sRVwVkR8qN8D0bTyOqNu2QtvMEmSeszAr6RhU/9wtLyNPpZN0adaM0zH5F7gLOCVwBOBTYG5wIYUM4BfCVxYazMbODUijurRmIbNIB/vQR7bTDYsx2U58D3gtcB+FLMw5wEbUNwEejnwA6AetH5LRLy9B+PRYBqW81mjwRtMkqSOmONX0rBZt1ZuZWG3MfWcjPPbHIsKw3JMjgN+lJn3j/PaveXXlcDnI+IFwOcpcu5B8Zj65yJiUWbe0oOxDZNBPt6DPLaZbBiOyynARZl55zivraTIvXktcEZEHACcCWxb2eb9EfGjzLy8y+PS4BmG81mDazlwLvAj4DLgGmAJsA7FzaanAi8BnkNjipy3RMSdmfnB6RysJGn4OeNXGjAR8X8iIqfh64R+/6xtqs+smddGH/V8ae3M1hkYA3DODMUxycxvTBD0HW/bbwPPpnFW1nrAu7o9riE0yMd7kMc2kw38ccnM704Q9B1v2wuBg4DqIpYBnNjNMWlgDfz5rIF1CvDIzHx+Zn4yM3+Zmbdn5srMvD8zr83MMzLzecDTWTsX9PsjYs/pH7YkaZgZ+JU0bOqBu/rMm2bUZ9Y0FQzUhEbymGTmr4CTa9UvjYiZ/n/nIB/vQR7bTDZyxyUzr6F4iqDqORGxST/Go2k1cuezpoc3mCRJ/TDTP7xKGj71D0cL2uij3sYPXJ0Z5WNyGrCqUt6EIjfwTFY/NutFRIy75cR6dbxH+VwcZoN8znTiS8DtlfIs4JA+jUXTx+uMpoU3mCRJ3WCOX2nw/IDGu/u98vNp2Ecv3FYrP7KNPraZos9h0+9zpv7+bTvuVpOrtxmIY5KZd0fEpcCTKtW7AL/p05AGwR0Ui1uNBe7mUuQlvLWFPnp1vLtxfRjIc3HIDfI507bMXB0Ri4AjK9W79Gk4mj5eZzSdvkTx9NHmZXnsBtNZfRuRJGmoGPiVBkxmnkux6IPGd1WtvH0rjSNiCxofy3yQYsGeoTUA58y1wEOs+T9lfkRsnpm3T9Kmrn4cr+zKyLrjrzQGfjefaMOZIDOXRcQNwA6V6u1pLYjXq+Ndvz5s10Yf9TaDdC4OpQE/Zzr111p5Rl8fZgivM5o23mCSJHXKVA+Shk39w9FOEdHKwiqPq5UXZ+ZDHY5pRsvMlcDiWvWuzbaPiHWAHWvVg/QheGWtPLcvoxgs9ePT9PEu1X8Pu3W8r6dxQb4FEbHDRBvXlduuV6laytqBPbVnUM+ZTnl9mHm8zmi6eYNJktQ2A7+Shkpm3gLcUqlaB9inhS72r5Uv63RMAtZ+H/droe0+NK5w/rfMHKTHXreqlVuZyTyqLquVmz7eEbE1sLBStRL4U+dDgsxM4Pe16lbOxfr14fdln+rcZbXyQJwzXeD1YYbxOqM+8AaTJKltBn4lDaMf1MqHttC2vu33OhyLCt+vlUfimJSzkZ9Uq3Zm1trH+5AWFut6Vq18XmZ2c2GjkTwXR8AgnzOdOKBW9vowM3id0XTyBpMkqW0GfiUNo+/Wysc0E0CIiJ2AAytVK4EfdnNgM9gPKfL8jjkoIurpG9ZSHreja9Vnd3FcnTqKxkdyVwAX9Wksg+QXNC4ouCNwUJNtX1krd/t4168PR0bE+lM1iogNaMyhCIN1Lg67QT5n2hIRBwI71ap/1o+xaNp5ndF08gaTJKltBn4lDaOfADdWyguBY5podwJrVpUH+FZm3tO9Yc1cmXkX8J1KVVC831N5BY2PcF8P/LRb4+pERGwFvK9WfU5mPtCP8QySzFwNnF6rfvdUN2Ai4pnA0ypV99Hllckz8/fAxZWq9YG3NtH0rcCCSvlXmTko6QSG3iCfM+2IiAXAR2vVf8jMoV4sVM3xOqPp4g0mSVKnDPxK6quIWBgRWftaOFmbzFzB2gG5D0fEhIsFRcRLgZdXqlYB72533BrXu4HVlfI/RMRLJtq4PF4frlW/NzMfnGwnrZ4zEbF1RLwnIjZu4md4eB/Aj4FtK9VJc8HsmeIkoPq4/YHA2ybaOCK2BT5bqz4tM+8Yb/tKu/qxPqiJsf17rfz2iHj6JPsYb+zHN7EftWYgz5mIOC0itpl05I3bb0Yx4/PxtZf8P2VIeZ3RIPIGkySpGwz8SppQRBwy3hdrr8a+8UTbNvO4f5s+B1xRHQNwQUT8Y0TMqfwMm0TEe4Ev19r/V2b+T4/GNiOVs5bqQZqvRMR/VIOuETE3Io4GLgQ2qmz7e+CLPRjaOhQf0G+IiDMi4u8nCvJExM4RcSLFQlR71l4+LTMv7cH4hlIZfHt/rfoDEfGJ6vsbEbMi4giKR/0XVra9GfhIj8b2Y+CcStVc4CcR8YaIeDh1R0QsiIg3UgT5q4vl/DAznVHVZQN8zvwLcG1EfDsiXjbRjaSI2C4ijgP+ADyj9vJ3MvPbPRjbjBcR+0/wt0h9Ydd1J/lbZMIbw+3yOjOzeYNJkjQswkVkJU0kIrpxgXhPZp4wyT4WAn+pVT8qM6+bquOIeBxF8HCT2kv3A4uB+cCjWHv1498AB2Xmsqn2odaUH3bPB55Ye+lBiuO8giK3Zz0X4h3A/s0E41s9ZybYHuBO4DbgXopzZWtg8wl2+w3gqPJxdZUiYhZFfsrn1V5aRZG24x6K38GNaq8vAw7NzCnzJY9zHTo4Mxc10W5L4Jfl/uv7vpYiHcmOwLq11xcDT81MF8/pgUE8Zyb4v+5e4G/leOYCWwITBW0uAA7z/5TeiIjrgB067OaLmXn0JPvwOjNCImJ/iv/X6/ak8UmjW2l8Gqzq5snScLR5nVkB/Aj4JnDReH+3RMR2FOsL/CtrL+r2ncx8wUT7kCRpPHOm3kSSBlNm/jkinkERRKh+KFyftWdrjvkpcKQf0HsjMx+IiMMoAqXVGXHzgF0maHYd8Pw+zMDetPyazArgncCp6Z3StWTm6og4EvgCxQfVMbMpgh3juRN4YTMBvA7HdmtEHExxfaheD+YDu03Q7DKKc9FgTI8M8jlT84jyazKrKYJIx2fmyt4PSYPG68zAOoPmbhZsCZw7wWtfZO3FZzu1DnBE+UVEtHqD6aVdHo8kaQYw1YOkoZaZlwN7AB8A7p5k06uBVwHPyswl0zC0Gatc6O1Q4NXANZNsehfFY997ZOYfejikW4E3UCw+d2uTba4HTgR2zMxTDPpOLDOXZ+ZLgBdSBDQmshT4BLBrMzPpuiEzrweeTJFX8+ZJNr2ZYtGlfTPT1dJ7bADPmVcDZwLNHvtbgNOAXTLzbQZ9ZzavM+rAIyhuij8Z2Jvxg76rgZOBZzppQZLUDlM9SBoZETEX2BfYnWIm5yqKmRSX9jiwqElExB7AEyhSKcymmL33R+DX/QiYRMTWFB+0tgc2A9ajSEVxN0Xqh4szc7IP75pEROxM8Xu4LcVM7yXAnykea13ex3HNosgJuiewRVl9G0Xg8VLTePTPIJ0zEbEp8DiK2YKbAwso/i+5myIlze9cWEkT8TozGAYxPUhEvIriSaj9ge2a2P8twNeBj2fmZDfRJUmalIFfSZIkSZKmgTeYJEnTycCvJEmSJEmSJI0Yc/xKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRJkiRJkjRiDPxKkiRJkiRJ0ogx8CtJkiRJkiRJI8bAryRJkiRJkiSNGAO/kiRpKETE3Ij4U0Rk+fW/+z0mDb+IOKhyTmVEnDDF9ouq20/TMIdORFxXeZ+um2LbH1e2PWWahihJkjTyDPxKkqRh8XrgceX3i4FP93EskrrnncBYEP11EbFLPwcjSZI0Kgz8SpI0hdrMtYm+VkXE3eW250TEByJiv2nY510RsTgivh8R746IXVvYx6Im9tHs1xvb/VmbHOtmwL9Xqt6TmSunaDPee7g4Iua2sf96Xxu12oek8WXmpcD/LYtzgY/0cTiSJEkjw8CvJEndMQvYCNgBOBR4O3BRRPwhIg7o4T43BnYEngucAFwRET+NiEf3aJ/98lZgw/L7G4CvtdnPjsArujIiSd10UuX750bEU/o2EkmSpBFh4FeSpN7aHTg/Il47jft8JnBZRDx7GvfZMxGxJVDN53tqZj7UQZf/FhHrdjgsSV2UmRcDiypV/9GnoUiSJI2MOf0egCRJQ+gtwOW1utkUs2/3AF4IPKby2izgYxGxODN/0uV9bgo8ATgK2Lby2nrANyJiv8z8fZP7+BBwTpvju6rNds14PcXPA7AMOL3D/rYFjgVO7bAfzUCZeVC/xzDCPgUcVH5/aETslZmX9W84kiRJw83AryRJrbskMxdN8NqZEXE88GbgZCDK+lnARyLi3Mxc3eV9fjUi3lnu7w2V+gUUuTIPbXIff8rMn7Yxtp4pZ+a+plL1zcxc0oWu3xERn8nM+7vQl6Tu+DZwJ8UNLSiuZ8f0bziSJEnDzVQPkiR1WRY+DHy49tJuQNsLvk2xzwcz843AGbWXDomI3Xuxz2lyJLBZpfzlDvr6ReX7zYE3dtCXpC7LzAeBr1eqXuJCipIkSe0z8CtJUu+8H3iwVvfMHu/z7UB9RvGzerzPXnp55fu7gfM66Ot4ICvlt0TExh30J6n7vl35fh2K1DmSJElqg6keJEnqkcxcEhG/pXGW78493ueNEXE5sHeleo9e7rNXImILGgPlP+xwUbffAd9iTSBpQ+A44J0d9Nm0iFgPOADYjmLG8XLgNuCKzKznb+7G/tYH9ge2AbYq93d+Zl7aZPvZwFOBHcs+VgBXAosyc9kUbR9B8bM+hiI/8x3A74FfZ2ZO1naKfjeiWDBxF4qc2vOAJRTv48WZeX27fY+CiJgHPAVYSHGOzQJuB64GfpWZq7qwj10pri9jOcVvKvte3GnfpUXAPRS/nwAvBT7bpb4lSZJmFAO/kiT11o218mbjbtVd19IY+J2OffbCsykWsBvTyWzfMf8OvKDS779ExGmZeWsX+h5XROwJvAc4DFh3gm1uAj4PnNxs3uGIWAQcOFbOzCjrd6WY3Xw4axbFG3MacGm53dHAFyqvHZOZp5d5ld8GvIrGBQPHLImIDwAfruerjogtgfcC/zDBz3pdRLwxM89u5mcs+9ybYvHCZwF7siZv9njbXkvxM35mquB0uyZ638fZ7jpghw53d31mLmxiTLtTnNvPBtafYLMlEfEV4L2ZeVurA4mI5wHvAx4/weu/At6emee32ndVZj4UERcCzy2rnhYRj8jMezvpV5IkaSYy1YMkSb1VDwq1PduxBStr5WG90XtYrdxRQAkgM/8MfKVStYAezfiNwkkUgdbDmSDoW9oW+Dfg6og4oIN9voxiZvNLWDvo20z7LSlyIZ/A+EFfgI2Ak4CvRcTDf0tGxJOAyykCxhP9rAuB70TEGyZ4vT6e11G8f28F9mKSoG9pR4rA728joqez6wdBRMyJiI9RvO9HMnHQF4rj9jrgmoh47iTb1fcxKyL+C/geEwR9S08BzouI45rtexLV3/U5wCFd6FOSJGnGMfArSVJvPbJW7tnM0optauU7p2GfvfC0yvdLMvOaLvX7HhqD46+JiO261DdQBH2B0ykClvW/t+6gCGb+mSL9QtVWwDkRUQ96N7PP5wBfokh/AEWu58XAxcD1wFSP+a8L/IDG2eLXl+2vZu2bFi+iyClNRDwWOBfYsnxtFfA/Zdv6rHeAU5sMcI8XQL4PuAr4DcX7+NdxttkVuKBMFzKSytQh36cI5tbPsVuAyyjen/rs3g2AsyPiyCZ39Ung1ePU3wpcQnGcx36fAjg5Il4+zvatuKRWfnqH/UmSJM1IBn4lSeqRcuGwfWrV9YBGt/e5HvCkWvVfernPXigDdtWg+RXd6jsz/wJ8plK1DsVj8t30OuAfa3UXUOTc3SIz98nMXSnysL4KuKuy3XzgqxFRD+BP5fMUf9vdA7wZ2DIzd87MJ5fpArYFvjpJ+7dRnK+rgY8DCzNzYdn+McD2FDmSq94VEdsC36DIyboEeBOweWbuUrbdDtgX+GOlXVDMzG3GCuAsivdzh8x8RGY+NjP3Ld/H7SnSmRwL3FxptxWNx3m6vQw4tMWvejqTydJ+fJLGWfH3U6TZ2DEzt87Mvcv3Z0uK2dLfrGw7G/jcVLOiI+Io1g76/gx4YmZulZlPzMxdgC0ozrkHym0+zpocve34Q638xA76kiRJmrGG9dFPSZKGwTtZM/sSilmQ/7fH+3w9ReCw6r+bbLtrRLTzSPV9mfnrNtpNpv5I+VVd7v9E4BjWvFdHR8TJmXl1px1HxCMpUiFUfZEih27DrNkyn+9nI+KnwIWsSa+wCfAJ4IgWdr0lxUzPgzPzyvqLZR7jyWacL6QI+h6Vmd8Yp/2NEfEi4CesefR+PYqZvo8r9/2MMp1Gve1vIuIZFAH8zcvqJ0TEXpl52SRj+hHwpaly0mbmncCnIuLr5XjGbrg8PyJ2zcw/Tda+FzLzola2j4hjgYMrVUuBoyfY9sU03lhYDBw20QJr5eKBR5ZpGE4uqzcAPkKRhmS8fWzA2sH5zwCvGec8XgKcUuY/XkRnQV8y8/aIuIvi9wCK3M6SJElqkTN+JUnqsjK365spZsBVfSozbx6vTZf2+3cUM/6q/kIRUGzGcRRBs1a//qvTsY/jUbXyeOkC2paZfwP+s1I1hyIFRDe8lsbg++XAP9eDZbXxXEeRo7W6zfMj4tEt7vvo8YK+LfjQeEHfMeVibsfXqh9X/vtP4wV9K21vB06tVT97ssFk5hWtLESWmXdT5DeuLjp3dLPt+6VcOO1jlapVFAH4346zbVDkYB7zAJMEfasy80MUs7PH/F1EPGaCzV9KMZN3zOXAsVOcx5dSzLzuhuq1cv2I2LRL/UqSJM0YBn4lSWrdPhFxSO3rsIh4cUScSJG79cM0LkT1S4rAatdExOyI2Kzc91eBs4G5tc2Oz8z6Ym/DoJ5z92892McHKfLFjnlxROzRSYdlUO6Vteq3ZOZDU7XNzF8CX692B/xzC7u/MDN/0sL2dUsp3pNJlbO76zOHL8zMc5rYx9m18t7jbtWBctb2bypV+3V7H90UEfsAZ1KkXxjz+sz8/gRNDgMeWymf1kzQt+LE6u6BF0yw3Stq5Xdm5lR5osnMMygWGOxU/Xe+q3m4JUmSZgJTPUiS1LoPt7DtQxQzYo/LzGUd7PO8IqbYklMyc7KcroOs/qj4ZLlO25KZd0bEKcC7y6pZFDOmj+ig28fSOEvyBoqcqM36PHBUpdzKolZfa2Hb8fy0fGS/GVewZiE3aMwfO5mrKBYCG7tBsX2T7Vr1F+Ap5fddDy53S0QspFhQb0Gl+uTM/OQkzZ5TK3+5lX1m5u8j4haKHMhQLKLYkJokItanMa/urRQpPpr1RTp/3+u/8x2lj5AkSZqJnPErSVLv3A4ckJmv6zDo26qlwGszs55qYirHZGa08bVXD36G9WrlXr1/pwB3VsqHR8STO+hv31r5vMkejR/HzyluFozZOyLmTbRxzW+m3mRSrSw8eGetfGkzjcoZo0sqVY9odocRsWVEvD4izoiIP0TErRGxLCKy/kWR7mHMehFRz3vdd+Xijz+iMYB+JvD2KZo+rfL9UqCd1B5/rXz/uHFe34fGzwkXNjPbt2JRG2Oqe6BWXjDuVpIkSZqQgV9Jknpnc+AnbS6Y1qrlrEknsXCKGYPDqOXpzs3IzHtZeyG293XQ5Q618u9bHM8KGgN569AYGJzMX1rZ1zhub2HbelCu3bZTBmTLdCafB24CPkqRe3Z3ipnV6za5z41aGF/PRcQ6FGkvqikbLqDI0TzVjYJqoHYBsHq84PdkX8CTKn1swtrqObb/2OSPNuZPFHmKO9GT33lJkqSZxFQPkiS17uDMXFStKB+N3pHiMew3seZx/w2B70bEgZl5cQf7fAvF4kpVqyhy1C4Brmsmj+wQqQcWmw3wtePjFMds67J8SEQcVD/GTdq4Vr6jjT7qbTamcYbmRO5tY19Vy/vQdtLgXkTsRDF79JFt9j9mnQ7bd02ZB/qLNM7cvRI4vAz8T9Z2Ad3/WcZLobBRrVyf4T2pzFwZEfeN008r6jcFlnbQlyRJ0oxk4FeSpC7IzPspZnf+vpydeA6wZ/nyfODrEbFHZrYbvLikzUDksFpSK2/Qqx1l5rJyUb7/rFS/D9i/je7Wr5XbOd71Nk397EO6iN+EyhQXP2TtoO/VwPkU+YJvoni/lgHVmbLHAc+ahmG24yTgxZXyrcCzM/PuJtpu1IPxjBd8r5/H9RsxzVhKZ+Otj+GeDvqSJEmakQz8SpLUZZl5W0T8HXAZax6jfhRwAkVASlOrz3DdetytuuezlGkyyvJ+EfHczPxBi/3UF6RqJy9pvc19bfQxCv5/4DGV8q0UqRB+PFXDiHhlz0bVgYh4LY3XgKXA8zLzuia7qAdg76IxiNwt9ZsP9Zzbzeg0J+82tfINHfYnSZI04xj4lSSpBzLzrxFxHPC5SvW/RMR/thDkmcmuq5U7fdR/Upn5YEScAJxeqT4xIn7Y4uJs9Vmbm7YxnM2m6HOmOKpWfkFm/rLJtuPlre2r8mbQRytVq4CjMvO3LXSzhGLxv7G/4edn5k+7M8K19lNVPycnFRFz6XyWfjXwe19m3tVhf5IkSTOOi7tJktQ7p9O4uNc84N/6M5ShU18UbZdp2OdXaFxYbS/ghS32cX2tvOe4W02gXPSr+rOuoJjpOqNExCwaFyC7rIWgL8BuXR5SRyLiicCZwOxK9esy8/ut9FPehKieY/Mjoj4zthuurZV3b7H9bjT+rC2JiC1ozJfd0iKJkiRJKhj4lSSpRzJzNfDvtep/iIgd+jGeYZKZtwE3VqpaDTy1s89VrH28/iMiWglg/apWPqhczKtZTwPmVsqXZuaDLbQfFZvS+GTaVc02jIjHANt2fURtiohHAd+nMV3CSZn5qTa7PK9Wfkab/UzmEmB1pXxAi78HB3a4/z1q5VZmRUuSJKlk4FeSpN76LnB5pTwXeGefxjJsLqh8/4iIePQ07PObwO8q5ccC/9BC+6tonKG7A3BwC+1fUSuf30LbUVIPls9roe1ruzmQTkTExhQL1G1Zqf4a8I4Ouq3nOH5dB32Nq1ys8pJK1RbAYS10cXSHQ9inVv55h/1JkiTNSAZ+JUnqofLR7BNr1UdHxHb9GM+Q+Umt/PRe77A8XsfXqt9N4yzcqdp/rlb9oWZmS0bEk2nMa5sUi87NRHdS5LId85SImHJtiojYiwEJ/JZpO86muHkw5ufAMS3mja77DnBNpbxvRBzbQX8T+Xyt/P4mz+OXUaRJ6UR1xvBDwM867E+SJGlGMvArSVLvfQu4olKeB7y9T2MZJj+mWABrTCszZ9uWmT8ELqpULaRxoampfBJYVik/AfjUZCkfImJ7itnG1W3OzszFLex3ZJRpN35dqdoaePNkbSJiZ4pAa1NB+l4qj/UXKVJ3jPkzcERmruik7/K9qecKPy0iXtXiGB8TEZ+OiInSYpwB3F4p7wl8Yoo+955qmybGNQfYv1J1UWbe00mfkiRJM9WUMyckSVJnMjMj4kSKR7zHvDIi3peZN/drXOPYNSIOabPtfZn566k3a15m3hoR/w0cWlY9JyLmZubKbu5nAu8CFrXTMDNvjIi3Ah+rVP8zsHNEvCMzH84DHBELKGb5fhDYrLL9XcD/bmf/I+RLNAYAPxARmwMnlzmgAYiIzYB/ogiGbkgxU/p/mJ4FASfyQuDFlfJDwCnAPq2lfGZZZl5Ur8zMMyPiIOA1ZdVc4NMRcRRwKnBeZi6ttomIucCuFDdQ/hfFexvA+8fbcWbeFxFvolj0cMyry5zF78jMh1NBRMRGFGlK/gNYANxDcRw2auWHLR1EcRzHfLWNPiRJkoSBX0mSpstZwAmsCUatA7wNeEO/BjSO48qvdlxO5493j+fLrAn8bkwRtDqnB/tpkJnnR8S5lX236j+BJ9OYH/gg4JcRcTvwV2Bd4FHA/FrbZcBLB+ymQD98ATiWNedVUMz6fVNEXA0soVgE7lFANQXBBygWd+tn4HdBrTwH+Ewb/VxPMeN8PK+n+J14UaXuGeXXQxFxPcUNhDkUAdhtaS1XMpl5RkQ8g8bc04cCh0bELRQLMG5AcQyqfb+OIsXNRq3sr/SCyvcrgG+00YckSZIw1YMkSdMiM1cD76tVvyoiturHeIbIN4A7KuVWFlrr1LvabVjmcP0n4EPA6trLm1Okf9iVtYO+twDPysx6fuMZp5zZfThwde2lWRRB3X2BnWkM+p7C2jmaR1JmrszMF1PcQFpWe3kOsBPwJGBv1g7MjrljnLZ1r2LtfL8AWwFPpDgWY30n8JbM/Mo4208pIubRGMg+MzPvbqcvSZIkGfiVJGk6fZXGRZnm0/4M2xkhM5cD/1Wp+l/lY+XTse+LKRbSard9ZuZbKYK836WYvTiRm4H3Ao/OzAvb3eeoycwbKIKXHweWT7Lpr4DDMvPNHS6cNnQy82SKwO6HgRuaaHILRfqGvwe2ycxbp+h/dWa+kiII/4dJNv01cHBmfqSpgY/vCBpTnpzWQV+SJEkzXsywv40lSdKQiYgtgWuB9cqqf83MU/s4pLZExHrAAcD2FMGtFcBtwBWZeVkfhzYUImJ9isXSdqbIAbuMImXGr8oAsXh4kbu9KGaWb0yRX/geiqDwnzPzug77343iZsbYgoc3URyDayZu1XTf/82aRRx/lpnt5hyXJEkSBn4lSdIQiIiTWTM7+gZgp8x8qI9DktRFEfFE4OJK1X6Z+ct+jUeSJGkUmOpBkiQNg5OBe8vvtwde0sexSOq+t1W+/6FBX0mSpM4541eSJA2FiPhXYCx/6GLgceUCYJKGWETsDVwCBLASeHxmXtnfUUmSJA0/Z/xKkqRh8THgz+X3OwGv7uNYJHXPByiCvgAfN+grSZLUHc74lSRJkiRJkqQR44xfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRoxBn4lSZIkSZIkacQY+JUkSZIkSZKkEWPgV5IkSZIkSZJGjIFfSZIkSZIkSRox/w8QNCiz56oHeAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 466,
       "width": 703
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rpes = get_rpes(dist, agent)\n",
    "plot_rpes(rpes, \"Classical TD\")"
   ]
  }
 ],
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