{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1bc7af07",
   "metadata": {},
   "source": [
    "# Comparing Continuous Problems"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b46b73a4",
   "metadata": {},
   "source": [
    "{nb-download}`Download this as a Jupyter notebook <sphere_vs_deceptive.ipynb>`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6128b498",
   "metadata": {},
   "source": [
    "This example notebook shows how `pyXla` distinguishes between the sphere and deceptive problems."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47e48cad",
   "metadata": {},
   "source": [
    "The sphere function is defined as:\n",
    "\n",
    "```{math}\n",
    ":label: sphere\n",
    "f_1(x) = x^2,\n",
    "```\n",
    "\n",
    "and is visualised below:\n",
    "```{image} ../../_static/img/sphere.png\n",
    ":alt: Sphere function\n",
    ":width: 200px\n",
    ":align: center\n",
    "```\n",
    "\n",
    "The deceptive problem function is defined as:\n",
    "```{math}\n",
    ":label: deceptive\n",
    " f_2(x) = \n",
    "   \\begin{cases}\n",
    "        (0.4x - 2)^2 & \\text{if } x > 0.625\\\\\n",
    "        (10x - 4)^2 - 2 & \\text{otherwise},\n",
    "    \\end{cases}\n",
    "```\n",
    "\n",
    "and is visualised below:\n",
    "```{image} ../../_static/img/deceptive.png\n",
    ":alt: Sphere function\n",
    ":width: 200px\n",
    ":align: center\n",
    "```\n",
    "\n",
    "Equation {eq}`deceptive` is called *deceptive* because it has two local minima as shown in its visualisation above.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e698399",
   "metadata": {},
   "source": [
    "To begin, we load the two problems as samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b742c0ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:The Hilbert curve with dimension 1 is just a number line. You are sampling around points on a number line.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:The Hilbert curve with dimension 1 is just a number line. You are sampling around points on a number line.\n"
     ]
    }
   ],
   "source": [
    "from pyxla import load_data\n",
    "from pyxla.sampling import HilbertCurveSampler\n",
    "\n",
    "sphere_sample = {\n",
    "    \"name\": \"Sphere\",\n",
    "    \"X\": HilbertCurveSampler(sample_size=100, dim=1, l_bound=-5, u_bound=5),\n",
    "    \"F\": lambda x: x**2\n",
    "}\n",
    "\n",
    "deceptive_sample = {\n",
    "    \"name\": \"Deceptive\",\n",
    "    \"X\": HilbertCurveSampler(sample_size=100, dim=1, l_bound=0, u_bound=6),\n",
    "    \"F\": lambda x: (0.4 * x - 2) ** 2 if x > 0.625 else (10 * x - 4) ** 2 - 2\n",
    "}\n",
    "\n",
    "load_data(sphere_sample) # loaded in-place\n",
    "load_data(deceptive_sample) # loaded in-place"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55f2890d",
   "metadata": {},
   "source": [
    "## Compare their objective distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "902bb1ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'f0_min': 0.0004981582236944362,\n",
       " 'f0_max': 25.0,\n",
       " 'f0_mean': 8.775342857034197,\n",
       " 'f0_med': 7.082262541307175,\n",
       " 'f0_q1': 1.5691808708098762,\n",
       " 'f0_q3': 14.963831690474318,\n",
       " 'f0_sd': 7.7932466371195765,\n",
       " 'f0_skew': 0.5891926049831345,\n",
       " 'f0_kurt': -0.9508927602010697,\n",
       " 'f0_rank_min': 1,\n",
       " 'f0_rank_max': 100,\n",
       " 'f0_rank_mean': 50.49,\n",
       " 'f0_rank_med': 50.5,\n",
       " 'f0_rank_q1': 25.25,\n",
       " 'f0_rank_q3': 75.75,\n",
       " 'f0_rank_sd': 29.028545686039195,\n",
       " 'f0_rank_skew': -0.00195083703523429,\n",
       " 'f0_rank_kurt': -1.197706288002058}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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foNPpDLYq76cdPz8/6HQ6nDt3zuCESF5eHgoLC42mmZGRASGEwfL5888/AaDGXytVHWZwdnbWb6FVp0WLFnB2dsbJkydrrfluPzfh4eGYOnWqfvf7zz//RExMjFGNJSUltdZXG0dHRwwfPhwbN27EkiVLsH79ejzyyCPw9vbWj7Njxw5otVps377dYEvq9jPC1ana0rr9s3v7Fv+dLusqXl5emDZtGqZNm4b8/Hw89NBDeOedd/RB+f3332Po0KGS06myadMmtG7dGps3bzZYT/d7Pa9CocA333yDkSNH4qmnnsKuXbuqvfKld+/e6N27N9555x2sXbsW48ePx7p16zBp0qQ7aqfOdr3379+Pt956C2q1GuPHj69xvOq2Dqr+wlVtDjs6OgIwXvn36ssvvzQ4brpp0yZcvnxZv9KBmx+kY8eOoby8XN9v586dRpcR3U1tQ4cORWVlpcGlJgCwdOlSKBQKg/bvx9ChQ5Gbm2twvO3GjRv4+OOP0bRpU/Tr1++epgnA6KzukiVLAMBolysnJ8fgTLhGo8GXX36JoKAgeHp6VttGt27d0KZNGyxevFh/Kcetrly5AuDmH9bw8HDs2LEDqampRuNVbWXc7efGxcUFoaGh2LBhA9atWwc7OzuEh4cbjPP000/j6NGj2L17t9H7CwsLcePGDcl2xowZg5ycHHz++ef49ddfjXa7q7aebt1aKioqQkJCguS0qwLw1mOllZWVWLlypcF4d7qsKysrjXaF3d3d4e3trf9+5uXl4cSJE9Xudtekunk8fvy4/pDE/bCzs8PmzZvRo0cPjBgxwuBXQv/884/RVujteXMn7mmLcteuXThz5gxu3LiBvLw87N+/H3v37oWfnx+2b99e60XFCxcuxKFDhzBs2DD4+fkhPz8fn376KVq1aoWHH34YwM2V7+LighUrVsDJyQmOjo7o1atXjcc+pLi6uuLhhx9GZGQk8vLyEBcXh7Zt2xpcwjRp0iRs2rQJjz32GJ5++mmcP38eX3/9tcHJlbutbcSIERgwYAD+85//4MKFC+jSpQv27NmDbdu2YcaMGUbTvldTpkzBf//7X0yYMAFpaWnw9/fHpk2b8NNPPyEuLq7WY8Y16dKlCyIiIrBy5UoUFhaiX79++Pnnn7FmzRqEh4djwIABBuM/8MADmDhxIlJSUuDh4YFVq1YhLy+v1i+7lZUVPv/8c4SFhaFTp06IjIxEy5YtcenSJSQnJ8PZ2Rk7duwAcPOnl3v27EG/fv0wZcoUdOzYEZcvX8bGjRtx+PBhuLi4ICgoCNbW1nj//fdRVFQEpVKpvzaxJmPGjMEzzzyDTz/9FKGhofqD/1Vmz56N7du3Y/jw4ZgwYQK6deuG0tJS/P7779i0aRMuXLhgsKtenaFDh8LJyQmvvvoqrK2tMXr0aIPhQ4YMgZ2dHUaMGIGpU6eipKQEn332Gdzd3XH58uVap92pUyf07t0bMTExuHr1KlxdXbFu3TqjAL/TZV1cXIxWrVrhySefRJcuXdC0aVPs27cPKSkp+PDDDwHc3O22t7c3+gzUZvjw4di8eTOeeOIJDBs2DJmZmVixYgUCAgKqDe675eDggJ07d2LgwIEICwvDwYMHERgYiDVr1uDTTz/FE088gTZt2qC4uBifffYZnJ2d72qL+J4uD6p62dnZCU9PTzF48GDx0UcfGVyGUuX2y4OSkpLEyJEjhbe3t7CzsxPe3t5i3LhxRpdfbNu2TQQEBAgbGxuDy3H69esnOnXqVG19NV0e9O2334qYmBjh7u4uHBwcxLBhwwwuzajy4YcfipYtWwqlUin69u0rUlNTjaZZW223Xx4khBDFxcVi5syZwtvbW9ja2op27dqJDz74wOASDSFuXh5U3SUZNV22dLu8vDwRGRkpmjdvLuzs7MSDDz5Y7SVMd3p5kBBCVFRUiAULFgi1Wi1sbW2Fj4+PiImJMbj84tZp7t69W3Tu3FkolUrRoUMHsXHjRoPxbr9kpcovv/wiRo0aJdzc3IRSqRR+fn7i6aefFklJSQbjXbx4UTz33HOiRYsWQqlUitatW4uoqCiDy04+++wz0bp1a2FtbW3QVnXrUQghNBqNcHBwMLq86lbFxcUiJiZGtG3bVtjZ2YnmzZuLPn36iMWLF4vy8vI7Wpbjx48XAERISEi1w7dv3y46d+4s7O3thb+/v3j//ffFqlWrjC79qW4+zp8/L0JCQoRSqRQeHh7ijTfeEHv37r2nZa3VasXs2bNFly5dhJOTk3B0dBRdunQRn376qX4aTz75pBg6dKjRPFRd2vPBBx8YDdPpdOLdd98Vfn5+QqlUiq5du4qdO3cafWdqmwYAMW/ePH33rZcHVSkoKBABAQHC09NTnDt3Tpw4cUKMGzdO+Pr6CqVSKdzd3cXw4cNFamqq0fRro/j/BRDVu6SkJISEhODHH3/U7z1Q43Ljxg24ubkhNjYW06ZNk7ucBsP7UVKDqdqNlNpVJdN19epVzJw50+CaWUvALUqqd6Wlpfjmm2/w0UcfQaPR6K/RJGos+GmlenflyhVMnz4dDg4O+O677xiS1Ohwi5KISAL/tBMRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSbinx9VaMp1Oh5ycHDg5ORk8yJ2I6ocQAsXFxfD29pbt7vgMyruUk5MDHx8fucsgsjjZ2dlo1aqVLG0zKO+Sk5MTgJsrzdnZWeZqiMyfRqOBj4+P/rsnBwblXara3XZ2dmZQEjUgOQ918WQOEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBF4eVI+ysrJQUFBQr200b94cvr6+9doGkaVjUNaTrKwsdOjYEdevXavXdhyaNMGZ06cZlkT1iEFZTwoKCnD92jV0f3sxnNRt66WN4swMpL75KgoKChiURPWIQVnPnNRt4dKxk9xlENF94MkcIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJZhWUy5cvR+fOneHs7AxnZ2cEBwdj165d+uFlZWWIioqCm5sbmjZtitGjRyMvL0/GiomoMTCroGzVqhXee+89pKWlITU1FQMHDsTIkSPxxx9/AABmzpyJHTt2YOPGjTh48CBycnIwatQomasmIlNnI3cBdWnEiBEG3e+88w6WL1+OY8eOoVWrVvjiiy+wdu1aDBw4EACQkJCAjh074tixY+jdu7ccJRNRI2BWW5S3qqysxLp161BaWorg4GCkpaWhoqICISEh+nE6dOgAX19fHD16VMZKicjUmdUWJQD8/vvvCA4ORllZGZo2bYotW7YgICAA6enpsLOzg4uLi8H4Hh4eyM3NrXF6Wq0WWq1W363RaOqrdCIyUWa3Rdm+fXukp6fj+PHjePHFFxEREYFTp07d8/RiY2OhUqn0Lx8fnzqslogaA7MLSjs7O7Rt2xbdunVDbGwsunTpgo8++gienp4oLy9HYWGhwfh5eXnw9PSscXoxMTEoKirSv7Kzs+t5DojI1JhdUN5Op9NBq9WiW7dusLW1RVJSkn7Y2bNnkZWVheDg4Brfr1Qq9ZcbVb2IyLKY1THKmJgYhIWFwdfXF8XFxVi7di0OHDiA3bt3Q6VSYeLEiZg1axZcXV3h7OyM6dOnIzg4mGe8iahWZhWU+fn5eO6553D58mWoVCp07twZu3fvxuDBgwEAS5cuhZWVFUaPHg2tVovQ0FB8+umnMldNRKbOrILyiy++qHW4vb094uPjER8f30AVEZE5MPtjlERE94tBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkgUFJRCSBQUlEJIFBSUQkwSSCsnXr1vj777+N+hcWFqJ169YyVERE9D8mEZQXLlxAZWWlUX+tVotLly7JUBER0f/YyNn49u3b9f/fvXs3VCqVvruyshJJSUnw9/eXoTIiov+RNSjDw8MBAAqFAhEREQbDbG1t4e/vjw8//FCGyoiI/kfWoNTpdAAAtVqNlJQUNG/eXM5yiIiqZRLHKDMzM+skJGNjY9GjRw84OTnB3d0d4eHhOHv2rME4ZWVliIqKgpubG5o2bYrRo0cjLy/vvtsmIvMl6xblrZKSkpCUlIT8/Hz9lmaVVatW3dE0Dh48iKioKPTo0QM3btzAG2+8gSFDhuDUqVNwdHQEAMycORPff/89Nm7cCJVKhejoaIwaNQo//fRTnc8TEZkHkwjKBQsWYOHChejevTu8vLygUCjuaTqJiYkG3atXr4a7uzvS0tLw6KOPoqioCF988QXWrl2LgQMHAgASEhLQsWNHHDt2DL17977veSEi82MSQblixQqsXr0azz77bJ1Ot6ioCADg6uoKAEhLS0NFRQVCQkL043To0AG+vr44evRotUGp1Wqh1Wr13RqNpk5rJCLTZxLHKMvLy9GnT586naZOp8OMGTPQt29fBAYGAgByc3NhZ2cHFxcXg3E9PDyQm5tb7XRiY2OhUqn0Lx8fnzqtk4hMn0kE5aRJk7B27do6nWZUVBROnjyJdevW3dd0YmJiUFRUpH9lZ2fXUYVE1FiYxK53WVkZVq5ciX379qFz586wtbU1GL5kyZK7ml50dDR27tyJQ4cOoVWrVvr+np6eKC8vR2FhocFWZV5eHjw9PaudllKphFKpvKv2ici8mERQ/vbbbwgKCgIAnDx50mDY3ZzYEUJg+vTp2LJlCw4cOAC1Wm0wvFu3brC1tUVSUhJGjx4NADh79iyysrIQHBx8fzNBRGbLJIIyOTm5TqYTFRWFtWvXYtu2bXByctIfd1SpVHBwcIBKpcLEiRMxa9YsuLq6wtnZGdOnT0dwcDDPeBNRjUwiKOvK8uXLAQD9+/c36J+QkIAJEyYAAJYuXQorKyuMHj0aWq0WoaGh+PTTTxu4UiJqTEwiKAcMGFDrLvb+/fvvaDpCCMlx7O3tER8fj/j4+Duuj4gsm0kEZdXxySoVFRVIT0/HyZMnjW6WQUTU0EwiKJcuXVpt//nz56OkpKSBqyEiMmQS11HW5Jlnnrnj33kTEdUXkw7Ko0ePwt7eXu4yiMjCmcSu96hRowy6hRC4fPkyUlNTMWfOHJmqIiK6ySSC8tZHQACAlZUV2rdvj4ULF2LIkCEyVUVEdJNJBGVCQoLcJRAR1cgkgrJKWloaTp8+DQDo1KkTunbtKnNFREQmEpT5+fkYO3YsDhw4oL9ZRWFhIQYMGIB169ahRYsW8hZIRBbNJM56T58+HcXFxfjjjz9w9epVXL16FSdPnoRGo8FLL70kd3lEZOFMYosyMTER+/btQ8eOHfX9AgICEB8fz5M5RCQ7k9ii1Ol0RvegBG4+2/v2B40RETU0kwjKgQMH4uWXX0ZOTo6+36VLlzBz5kwMGjRIxsqIiEwkKD/55BNoNBr4+/ujTZs2aNOmDdRqNTQaDT7++GO5yyMiC2cSxyh9fHxw4sQJ7Nu3D2fOnAEAdOzY0eBpiUREcpF1i3L//v0ICAiARqOBQqHA4MGDMX36dEyfPh09evRAp06d8OOPP8pZIhGRvEEZFxeHyZMnw9nZ2WiYSqXC1KlT7/rBYkREdU3WoPz111/x2GOP1Th8yJAhSEtLa8CKiIiMyRqUeXl51V4WVMXGxgZXrlxpwIqIiIzJGpQtW7Y0ejztrX777Td4eXk1YEVERMZkDcqhQ4dizpw5KCsrMxp2/fp1zJs3D8OHD5ehMiKi/5H18qA333wTmzdvxgMPPIDo6Gi0b98eAHDmzBnEx8ejsrIS//nPf+QskYhI3qD08PDAkSNH8OKLLyImJkb/uFmFQoHQ0FDEx8fDw8NDzhKJiOS/4NzPzw8//PAD/vnnH2RkZEAIgXbt2qFZs2Zyl0ZEBMAEgrJKs2bN0KNHD7nLICIyYhK/9SYiMmUMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJJnM/Srp3p0+frtfpa7VaKJXKem2jefPm8PX1rdc2iO4Vg7IRKyu4AigUeOaZZ+q3IYUVIHT12oRDkyY4c/o0w5JMEoOyEaso1gBCIPDNt9GiY2C9tJH70wGc/jSuXtsozsxA6puvoqCggEFJJolBaQYc/dRw6dipXqZdnHm+3tsgMnU8mUNEJIFBSUQkgUFJRCSBQUlEJMGsgvLQoUMYMWIEvL29oVAosHXrVoPhQgjMnTsXXl5ecHBwQEhICM6dOydPsUTUaJhVUJaWlqJLly6Ij4+vdviiRYuwbNkyrFixAsePH4ejoyNCQ0NRVlbWwJUSUWNiVpcHhYWFISwsrNphQgjExcXhzTffxMiRIwEAX375JTw8PLB161aMHTu2IUslokbErIKyNpmZmcjNzUVISIi+n0qlQq9evXD06NEag1Kr1UKr1eq7NRpNvddK9SMrKwsFBQX12gZ/immeLCYoc3NzAQAeHh4G/T08PPTDqhMbG4sFCxbUa21U/7KystChY0dcv3atXtvhTzHNk8UE5b2KiYnBrFmz9N0ajQY+Pj4yVkT3oqCgANevXUP3txfDSd22XtrgTzHNl8UEpaenJwAgLy8PXl5e+v55eXkICgqq8X1KpbLe75xDDcdJ3ZY/xaS7ZlZnvWujVqvh6emJpKQkfT+NRoPjx48jODhYxsqIyNSZ1RZlSUkJMjIy9N2ZmZlIT0+Hq6srfH19MWPGDLz99tto164d1Go15syZA29vb4SHh8tXNBGZPLMKytTUVAwYMEDfXXVsMSIiAqtXr8a///1vlJaWYsqUKSgsLMTDDz+MxMRE2Nvby1UykUlqiCsEgMZzlYBZBWX//v0hhKhxuEKhwMKFC7Fw4cIGrIqocWmoKwSAxnOVgFkFJRHdv4a4QgBoXFcJMCiJqFq8QuB/LOasNxHRvWJQEhFJ4K43mYz6fOxufT/StyHbaixnis0Jg5Jk12CP3QVQXq6VHukeNdR8NJYzxeaEQUmya8jH7t64caNepg80zHw0pjPF5oRBSSajIR672xD4aF/zw5M5REQSGJRERBIYlEREEhiUREQSGJRERBIYlEREEhiUREQSGJRERBJ4wTlRI2Quv4tvLBiURI2IufwuvrFhUBI1Iubyu/jGhkFJ1AiZy+/iGwuezCEiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQiksCgJCKSwKAkIpLAoCQikmCRQRkfHw9/f3/Y29ujV69e+Pnnn+UuiYhMmMUF5fr16zFr1izMmzcPJ06cQJcuXRAaGor8/Hy5SyMiE2VxQblkyRJMnjwZkZGRCAgIwIoVK9CkSROsWrVK7tKIyERZVFCWl5cjLS0NISEh+n5WVlYICQnB0aNHZayMiEyZjdwFNKSCggJUVlbCw8PDoL+HhwfOnDlT7Xu0Wi20Wq2+u6ioCACg0WhqbaukpAQAUHj6JG5cu3Y/ZddIcyHj5r9/noYdFGyDbTSaNgCg5OJfN/8tKan1+1Q1TAhRb7VIEhbk0qVLAoA4cuSIQf/Zs2eLnj17VvueefPmCQB88cWXzK/s7OyGiIlqWdQWZfPmzWFtbY28vDyD/nl5efD09Kz2PTExMZg1a5a+W6fT4erVq3Bzc4NCUfNfW41GAx8fH2RnZ8PZ2bluZsCCcPndH3NafkIIFBcXw9vbW7YaLCoo7ezs0K1bNyQlJSE8PBzAzeBLSkpCdHR0te9RKpVQKpUG/VxcXO64TWdn50b/QZUTl9/9MZflp1KpZG3fooISAGbNmoWIiAh0794dPXv2RFxcHEpLSxEZGSl3aURkoiwuKMeMGYMrV65g7ty5yM3NRVBQEBITE41O8BARVbG4oASA6OjoGne164pSqcS8efOMdtvpznD53R8uv7qlEELOc+5ERKbPoi44JyK6FwxKIiIJDEoiIgkMynrCW7ndmUOHDmHEiBHw9vaGQqHA1q1bDYYLITB37lx4eXnBwcEBISEhOHfunDzFmqDY2Fj06NEDTk5OcHd3R3h4OM6ePWswTllZGaKiouDm5oamTZti9OjRRj+6oNoxKOsBb+V250pLS9GlSxfEx8dXO3zRokVYtmwZVqxYgePHj8PR0RGhoaEoKytr4EpN08GDBxEVFYVjx45h7969qKiowJAhQ1BaWqofZ+bMmdixYwc2btyIgwcPIicnB6NGjZKx6kZIth9PmrGePXuKqKgofXdlZaXw9vYWsbGxMlZl+gCILVu26Lt1Op3w9PQUH3zwgb5fYWGhUCqV4ttvv5WhQtOXn58vAIiDBw8KIW4uL1tbW7Fx40b9OKdPnxYAxNGjR+Uqs9HhFmUd463c6k5mZiZyc3MNlqVKpUKvXr24LGtQdXcrV1dXAEBaWhoqKioMlmGHDh3g6+vLZXgXGJR1rLZbueXm5spUVeNUtby4LO+MTqfDjBkz0LdvXwQGBgK4uQzt7OyM7k/AZXh3LPKXOUTmKCoqCidPnsThw4flLsXscIuyjt3LrdyoelXLi8tSWnR0NHbu3Ink5GS0atVK39/T0xPl5eUoLCw0GJ/L8O4wKOvYrbdyq1J1K7fg4GAZK2t81Go1PD09DZalRqPB8ePHuSz/PyEEoqOjsWXLFuzfvx9qtdpgeLdu3WBra2uwDM+ePYusrCwuw7vAXe96wFu53bmSkhJkZGTouzMzM5Geng5XV1f4+vpixowZePvtt9GuXTuo1WrMmTMH3t7e+vuJWrqoqCisXbsW27Ztg5OTk/64o0qlgoODA1QqFSZOnIhZs2bB1dUVzs7OmD59OoKDg9G7d2+Zq29E5D7tbq4+/vhj4evrK+zs7ETPnj3FsWPH5C7JJCUnJ1d72/+IiAghxM1LhObMmSM8PDyEUqkUgwYNEmfPnpW3aBNS3bIDIBISEvTjXL9+XUybNk00a9ZMNGnSRDzxxBPi8uXL8hXdCPHuQUREEniMkohIAoOSiEgCg5KISAKDkohIAoOSiEgCg5KISAKDkohIAoOSiEgCg5LMkhACU6ZMgaurKxQKBdLT0+UuiRoxBiWZpcTERKxevRo7d+7E5cuXERgYyOcY0T1jUJJZOn/+PLy8vNCnTx94enriu+++43OM6J7xt95kdiZMmIA1a9bou/38/ODh4YEePXrgk08+AXDz1nc+Pj6YPn06Xn/9dblKpUaCt1kjs/PRRx+hTZs2WLlyJVJSUqBQKNCyZUvExMTox+FzjOhucNebzI5KpYKTkxOsra3h6emJyspKPseI7guDkohIAoOSzB6fY0T3i0FJZo/PMaL7xZM5ZBH4HCO6HwxKsghjxozBlStXMHfuXOTm5iIoKAiJiYlGJ3iIqsPrKImIJPAYJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBN7h/C7pdDrk5OTAyckJCoVC7nKIzJ4QAsXFxfD29oaVlTzbdgzKu5STkwMfHx+5yyCyONnZ2WjVqpUsbTMo75KTkxOAmyvN2dlZ5mqIzJ9Go4GPj4/+uycHBuVdqtrddnZ2ZlASNSA5D3XxZA4RkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEXh5Uj7KyslBQUFCvbTRv3hy+vr712oa5zEdDMJdl1RDzATSe9c6grCdZWVno0LEjrl+7Vq/tODRpgjOnT9fbh81c5qMhmMuyaqj5ABrPemdQ1pOCggJcv3YN3d9eDCd123ppozgzA6lvvoqCgoJ6+6CZy3w0BHNZVg0xH0DjWu8MynrmpG4Ll46d5C7jvpnLfDQEc1lW5jIfdYEnc4iIJDAoiYgkMCiJiCQwKImIJDAoiYgkMCiJiCQwKImIJDAoiYgkMCiJiCSYVVAeOnQII0aMgLe3NxQKBbZu3aofVlFRgddeew0PPvggHB0d4e3tjeeeew45OTnyFUxEjYJZBWVpaSm6dOmC+Ph4o2HXrl3DiRMnMGfOHJw4cQKbN2/G2bNn8fjjj8tQKRE1Jmb1W++wsDCEhYVVO0ylUmHv3r0G/T755BP07NkTWVlZJv+jfCKSj1kF5d0qKiqCQqGAi4tLjeNotVpotVp9t0ajaYDK7s7p06cb5bQbui2tVgulUllv0zeXZdWQ89FYWGxQlpWV4bXXXsO4ceNqfT53bGwsFixY0ICV3bmygiuAQoFnnnmm3tsqL9dKj3SPGmw+FFaA0NVvGzCTZYX6nY/GxiKDsqKiAk8//TSEEFi+fHmt48bExGDWrFn6bo1GAx8fn/ou8Y5UFGsAIRD45tto0TGwXtrI/ekATn8ahxs3btTL9IGGnQ8uK2kNMR+NjcUFZVVIXrx4Efv37691axIAlEplve6u1QVHP3W93TewOPN8vUy3Og0xH1xW0hpyPhoLiwrKqpA8d+4ckpOT4ebmJndJRNQImFVQlpSUICMjQ9+dmZmJ9PR0uLq6wsvLC08++SROnDiBnTt3orKyErm5uQAAV1dX2NnZyVU2EZk4swrK1NRUDBgwQN9ddWwxIiIC8+fPx/bt2wEAQUFBBu9LTk5G//79G6pMImpkzCoo+/fvDyFEjcNrG0ZEVBOz+mUOEVF9YFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSTCroDx06BBGjBgBb29vKBQKbN261WC4EAJz586Fl5cXHBwcEBISgnPnzslTLBE1GmYVlKWlpejSpQvi4+OrHb5o0SIsW7YMK1aswPHjx+Ho6IjQ0FCUlZU1cKVE1JiY1XO9w8LCEBYWVu0wIQTi4uLw5ptvYuTIkQCAL7/8Eh4eHti6dSvGjh3bkKUSUSNiVluUtcnMzERubi5CQkL0/VQqFXr16oWjR4/W+D6tVguNRmPwIiLLYjFBmZubCwDw8PAw6O/h4aEfVp3Y2FioVCr9y8fHp17rJCLTYzFBea9iYmJQVFSkf2VnZ8tdEhE1MIsJSk9PTwBAXl6eQf+8vDz9sOoolUo4OzsbvIjIslhMUKrVanh6eiIpKUnfT6PR4Pjx4wgODpaxMiIydWZ11rukpAQZGRn67szMTKSnp8PV1RW+vr6YMWMG3n77bbRr1w5qtRpz5syBt7c3wsPD5SuaiEyeWQVlamoqBgwYoO+eNWsWACAiIgKrV6/Gv//9b5SWlmLKlCkoLCzEww8/jMTERNjb28tVMhE1AmYVlP3794cQosbhCoUCCxcuxMKFCxuwKiJq7CzmGCUR0b1iUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJYFASEUlgUBIRSWBQEhFJsKigrKysxJw5c6BWq+Hg4IA2bdrgrbfeqvXJjUREZvW4Winvv/8+li9fjjVr1qBTp05ITU1FZGQkVCoVXnrpJbnLIyITZVFBeeTIEYwcORLDhg0DAPj7++Pbb7/Fzz//LHNlRGTKLGrXu0+fPkhKSsKff/4JAPj1119x+PBhhIWF1fgerVYLjUZj8CIiy2ISQdm6dWv8/fffRv0LCwvRunXrOmvn9ddfx9ixY9GhQwfY2tqia9eumDFjBsaPH1/je2JjY6FSqfQvHx+fOquHiBoHkwjKCxcuoLKy0qi/VqvFpUuX6qydDRs24JtvvsHatWtx4sQJrFmzBosXL8aaNWtqfE9MTAyKior0r+zs7Dqrh4gaB1mPUW7fvl3//927d0OlUum7KysrkZSUBH9//zprb/bs2fqtSgB48MEHcfHiRcTGxiIiIqLa9yiVSiiVyjqrgYgaH1mDMjw8HACgUCiMgsrW1hb+/v748MMP66y9a9euwcrKcCPa2toaOp2uztogIvMja1BWBZRarUZKSgqaN29er+2NGDEC77zzDnx9fdGpUyf88ssvWLJkCZ5//vl6bZeIGjeTuDwoMzOzQdr5+OOPMWfOHEybNg35+fnw9vbG1KlTMXfu3AZpn4gaJ5MISgBISkpCUlIS8vPzjXaFV61aVSdtODk5IS4uDnFxcXUyPSKyDCYRlAsWLMDChQvRvXt3eHl5QaFQyF0SEZGeSQTlihUrsHr1ajz77LNyl0JEZMQkrqMsLy9Hnz595C6DiKhaJhGUkyZNwtq1a+Uug4ioWiax611WVoaVK1di37596Ny5M2xtbQ2GL1myRKbKiIhMJCh/++03BAUFAQBOnjxpMIwndohIbiYRlMnJyXKXQERUI5M4RklEZMpMYotywIABte5i79+/vwGrISIyZBJBWXV8skpFRQXS09Nx8uTJGu/qQ0TUUEwiKJcuXVpt//nz56OkpKSBqyEiMmTSxyifeeaZOvudNxHRvTLpoDx69Cjs7e3lLoOILJxJ7HqPGjXKoFsIgcuXLyM1NRVz5syRqSoioptMIihvfQQEAFhZWaF9+/ZYuHAhhgwZIlNVREQ3mURQJiQkyF0CEVGNTCIoq6SlpeH06dMAgE6dOqFr164yV0REZCJBmZ+fj7Fjx+LAgQNwcXEBcPOZ3gMGDMC6devQokULeQskIotmEme9p0+fjuLiYvzxxx+4evUqrl69ipMnT0Kj0eCll16SuzwisnAmsUWZmJiIffv2oWPHjvp+AQEBiI+P58kcIpKdSWxR6nQ6o3tQAjef7V3Xz9y+dOkSnnnmGbi5ucHBwQEPPvggUlNT67QNIjIvJhGUAwcOxMsvv4ycnBx9v0uXLmHmzJkYNGhQnbXzzz//oG/fvrC1tcWuXbtw6tQpfPjhh2jWrFmdtUFE5sckdr0/+eQTPP744/D394ePjw8AIDs7G4GBgfj666/rrJ33338fPj4+BpcjqdXqOps+EZknkwhKHx8fnDhxAvv27cOZM2cAAB07dkRISEidtrN9+3aEhobiqaeewsGDB9GyZUtMmzYNkydPrtN2iMi8yLrrvX//fgQEBECj0UChUGDw4MGYPn06pk+fjh49eqBTp0748ccf66y9v/76C8uXL0e7du2we/duvPjii3jppZewZs2aGt+j1Wqh0WgMXkRkWWQNyri4OEyePBnOzs5Gw1QqFaZOnVqnDxbT6XR46KGH8O6776Jr166YMmUKJk+ejBUrVtT4ntjYWKhUKv2r6tAAEVkOWYPy119/xWOPPVbj8CFDhiAtLa3O2vPy8kJAQIBBv44dOyIrK6vG98TExKCoqEj/ys7OrrN6iKhxkPUYZV5eXrWXBVWxsbHBlStX6qy9vn374uzZswb9/vzzT/j5+dX4HqVSCaVSWWc1EFHjI+sWZcuWLY0eT3ur3377DV5eXnXW3syZM3Hs2DG8++67yMjIwNq1a7Fy5UpERUXVWRtEZH5kDcqhQ4dizpw5KCsrMxp2/fp1zJs3D8OHD6+z9nr06IEtW7bg22+/RWBgIN566y3ExcVh/PjxddYGEZkfWXe933zzTWzevBkPPPAAoqOj0b59ewDAmTNnEB8fj8rKSvznP/+p0zaHDx9ep+FLROZP1qD08PDAkSNH8OKLLyImJgZCCACAQqFAaGgo4uPj4eHhIWeJRETyX3Du5+eHH374Af/88w8yMjIghEC7du34s0IiMhmyB2WVZs2aoUePHnKXQURkxCRuikFEZMoYlEREEhiUREQSGJRERBIYlEREEhiUREQSGJRERBIYlEREEhiUREQSGJRERBIYlEREEhiUREQSGJRERBIYlEREEhiUREQSGJRERBIYlEREEhiUREQSLDoo33vvPSgUCsyYMUPuUojIhFlsUKakpOC///0vOnfuLHcpRGTiLDIoS0pKMH78eHz22Wd82iMRSbLIoIyKisKwYcMQEhIidylE1AiYzONqG8q6detw4sQJpKSk3NH4Wq0WWq1W363RaOqrNCIyURa1RZmdnY2XX34Z33zzDezt7e/oPbGxsVCpVPqXj49PPVdJRKbGooIyLS0N+fn5eOihh2BjYwMbGxscPHgQy5Ytg42NDSorK43eExMTg6KiIv0rOztbhsqJSE4Wtes9aNAg/P777wb9IiMj0aFDB7z22muwtrY2eo9SqYRSqWyoEonIBFlUUDo5OSEwMNCgn6OjI9zc3Iz6ExFVsahdbyKie2FRW5TVOXDggNwlEJGJ4xYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBAYlEZEEBiURkQQGJRGRBIsLytjYWPTo0QNOTk5wd3dHeHg4zp49K3dZRGTCLC4oDx48iKioKBw7dgx79+5FRUUFhgwZgtLSUrlLIyITZXHP9U5MTDToXr16Ndzd3ZGWloZHH31UpqqIyJRZ3Bbl7YqKigAArq6uMldCRKbK4rYob6XT6TBjxgz07dsXgYGB1Y6j1Wqh1Wr13RqNpqHKIyITYdFblFFRUTh58iTWrVtX4zixsbFQqVT6l4+PTwNWSESmwGKDMjo6Gjt37kRycjJatWpV43gxMTEoKirSv7KzsxuwSiIyBRa36y2EwPTp07FlyxYcOHAAarW61vGVSiWUSmUDVUdEpsjigjIqKgpr167Ftm3b4OTkhNzcXACASqWCg4ODzNURkSmyuF3v5cuXo6ioCP3794eXl5f+tX79erlLIyITZXFblEIIuUsgokbG4rYoiYjuFoOSiEgCg5KISAKDkohIAoOSiEgCg5KISAKDkohIAoOSiEgCg5KISAKDkohIAoOSiEgCg5KISAKDkohIAoOSiEgCg5KISAKDkohIAoOSiEgCg5KISAKDkohIAoOSiEgCg5KISIJFBmV8fDz8/f1hb2+PXr164eeff5a7JCIyYRYXlOvXr8esWbMwb948nDhxAl26dEFoaCjy8/PlLo2ITJTFBeWSJUswefJkREZGIiAgACtWrECTJk2watUquUsjIhNlUUFZXl6OtLQ0hISE6PtZWVkhJCQER48elbEyIjJlNnIX0JAKCgpQWVkJDw8Pg/4eHh44c+ZMte/RarXQarX67qKiIgCARqOpta2SkhIAQOHpk7hx7dr9lF0jzYWMm//+eRp2ULANttFo2gCAkot/3fy3pKTW71PVMCFEvdUiSViQS5cuCQDiyJEjBv1nz54tevbsWe175s2bJwDwxRdfMr+ys7MbIiaqZVFblM2bN4e1tTXy8vIM+ufl5cHT07Pa98TExGDWrFn6bp1Oh6tXr8LNzQ0KhfFfW41GAx8fH2RnZ8PZ2bluZ6CBmcu8mMt8AJY5L0IIFBcXw9vbuwGrM2RRQWlnZ4du3bohKSkJ4eHhAG4GX1JSEqKjo6t9j1KphFKpNOjn4uIi2Zazs3Oj/yBXMZd5MZf5ACxvXlQqVQNVUz2LCkoAmDVrFiIiItC9e3f07NkTcXFxKC0tRWRkpNylEZGJsrigHDNmDK5cuYK5c+ciNzcXQUFBSExMNDrBQ0RUxeKCEgCio6Nr3NW+X0qlEvPmzTPaXW+MzGVezGU+AM6LXBRCyHnOnYjI9FnUBedERPeCQUlEJIFBSUQkgUFZxxrbLdxiY2PRo0cPODk5wd3dHeHh4Th79qzBOP3794dCoTB4vfDCCzJVXLP58+cb1dmhQwf98LKyMkRFRcHNzQ1NmzbF6NGjjX58YAr8/f2N5kOhUCAqKgqAaa+PQ4cOYcSIEfD29oZCocDWrVsNhgshMHfuXHh5ecHBwQEhISE4d+6cwThXr17F+PHj4ezsDBcXF0ycOFH/k2C5MCjrUGO8hdvBgwcRFRWFY8eOYe/evaioqMCQIUNQWlpqMN7kyZNx+fJl/WvRokUyVVy7Tp06GdR5+PBh/bCZM2dix44d2LhxIw4ePIicnByMGjVKxmqrl5KSYjAPe/fuBQA89dRT+nFMdX2UlpaiS5cuiI+Pr3b4okWLsGzZMqxYsQLHjx+Ho6MjQkNDUVZWph9n/Pjx+OOPP7B3717s3LkThw4dwpQpUxpqFqon248nzVDPnj1FVFSUvruyslJ4e3uL2NhYGau6O/n5+QKAOHjwoL5fv379xMsvvyxfUXdo3rx5okuXLtUOKywsFLa2tmLjxo36fqdPnxYAxNGjRxuownvz8ssvizZt2gidTieEaDzrA4DYsmWLvlun0wlPT0/xwQcf6PsVFhYKpVIpvv32WyGEEKdOnRIAREpKin6cXbt2CYVCIS5dutRgtd+OW5R1xFxu4VZ1dyRXV1eD/t988w2aN2+OwMBAxMTE4Fo93RHpfp07dw7e3t5o3bo1xo8fj6ysLABAWloaKioqDNZPhw4d4Ovra9Lrp7y8HF9//TWef/55g3sLNJb1cavMzEzk5uYarAOVSoVevXrp18HRo0fh4uKC7t2768cJCQmBlZUVjh8/3uA1V7HIC87rw73cws3U6HQ6zJgxA3379kVgYKC+/7/+9S/4+fnB29sbv/32G1577TWcPXsWmzdvlrFaY7169cLq1avRvn17XL58GQsWLMAjjzyCkydPIjc3F3Z2dka/0/fw8EBubq48Bd+BrVu3orCwEBMmTND3ayzr43ZVy7m670jVsNzcXLi7uxsMt7Gxgaurq6zriUFJelFRUTh58qTBcT0ABseHHnzwQXh5eWHQoEE4f/482rRp09Bl1igsLEz//86dO6NXr17w8/PDhg0b4ODgIGNl9+6LL75AWFiYwZ1zGsv6MCfc9a4j93ILN1MSHR2NnTt3Ijk5Ga1atap13F69egEAMjIyGqK0e+bi4oIHHngAGRkZ8PT0RHl5OQoLCw3GMeX1c/HiRezbtw+TJk2qdbzGsj6qlnNt3xFPT0+jk583btzA1atXZV1PDMo6cust3KpU3cItODhYxspqJ4RAdHQ0tmzZgv3790OtVku+Jz09HQDg5eVVz9Xdn5KSEpw/fx5eXl7o1q0bbG1tDdbP2bNnkZWVZbLrJyEhAe7u7hg2bFit4zWW9aFWq+Hp6WmwDjQaDY4fP65fB8HBwSgsLERaWpp+nP3790On0+n/IMhCttNIZmjdunVCqVSK1atXi1OnTokpU6YIFxcXkZubK3dpNXrxxReFSqUSBw4cEJcvX9a/rl27JoQQIiMjQyxcuFCkpqaKzMxMsW3bNtG6dWvx6KOPyly5sVdeeUUcOHBAZGZmip9++kmEhISI5s2bi/z8fCGEEC+88ILw9fUV+/fvF6mpqSI4OFgEBwfLXHX1Kisrha+vr3jttdcM+pv6+iguLha//PKL+OWXXwQAsWTJEvHLL7+IixcvCiGEeO+994SLi4vYtm2b+O2338TIkSOFWq0W169f10/jscceE127dhXHjx8Xhw8fFu3atRPjxo2Ta5aEEEIwKOvYxx9/LHx9fYWdnZ3o2bOnOHbsmNwl1Qo13HY/ISFBCCFEVlaWePTRR4Wrq6tQKpWibdu2Yvbs2aKoqEjewqsxZswY4eXlJezs7ETLli3FmDFjREZGhn749evXxbRp00SzZs1EkyZNxBNPPCEuX74sY8U12717twAgzp49a9Df1NdHcnJytZ+niIgIIcTNS4TmzJkjPDw8hFKpFIMGDTKax7///luMGzdONG3aVDg7O4vIyEhRXFwsw9z8D+8eREQkgccoiYgkMCiJiCQwKImIJDAoiYgkMCiJiCQwKImIJDAoiYgkMCiJiCQwKMlkCCEwZcoUuLq6QqFQ6H/DbIr8/f0RFxcndxnUQBiUZDISExOxevVq7Ny5E5cvX0ZgYGCjewYRmScGJZmMqjv99OnTB56envjuu+/q9BlEFRUVdVwxWQoGJZmECRMmYPr06cjKyoJCoYC/vz+WLFmCyZMnIzIyEgEBAVixYgWaNGmCVatW3dE0FQoFli9fjscffxyOjo545513UFlZiYkTJ0KtVsPBwQHt27fHRx99ZFRLeHg4Fi9eDC8vL7i5uSEqKqrWoP3888/h4uJicAsxMh+8wzmZhI8++ght2rTBypUrkZKSAoVCgZYtWyImJkY/zr08g2j+/Pl47733EBcXBxsbG+h0OrRq1QobN26Em5sbjhw5gilTpsDLywtPP/20/n3Jycnw8vJCcnIyMjIyMGbMGAQFBWHy5MlGbSxatAiLFi3Cnj170LNnz/tbEGSSGJRkElQqFZycnGBtbQ1PT0/k5OTUyTOI/vWvfyEyMtKg34IFC/T/V6vVOHr0KDZs2GAQlM2aNcMnn3wCa2trdOjQAcOGDUNSUpJRUL722mv46quvcPDgQXTq1OluZpkaEQYlmbVbn+ZXJT4+HqtWrUJWVhauX7+O8vJyBAUFGYzTqVMnWFtb67u9vLzw+++/G4zz4YcforS0FKmpqWjdunW91E+mgccoySTV1TOIHB0dDbrXrVuHV199FRMnTsSePXuQnp6OyMhIlJeXG4xna2tr0K1QKKDT6Qz6PfLII6isrMSGDRvuuB5qnBiUZJLq6xlEP/30E/r06YNp06aha9euaNu2Lc6fP39P0+rZsyd27dqFd999F4sXL77nmsj0cdebTNasWbMQERGB7t27o2fPnoiLi0NpaanRMce70a5dO3z55ZfYvXs31Go1vvrqK6SkpNzRQ9Wq06dPH/zwww8ICwuDjY0NZsyYcc+1keliUJLJGjNmDK5cuYK5c+ciNzcXQUFBSExMNDrBczemTp2KX375BWPGjIFCocC4ceMwbdo07Nq1656n+fDDD+P777/H0KFDYW1tjenTp9/ztMg08Zk5REQSeIySiEgCg5IapW+++QZNmzat9sXrGamucdebGqXi4mKjS4eq2Nraws/Pr4ErInPGoCQiksBdbyIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJDEoiIgkMSiIiCQxKIiIJ/w+pYpLtqCN1mQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyxla import distr_f\n",
    "\n",
    "feat, plot = distr_f(sphere_sample)\n",
    "feat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9243f3dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'f0_min': -1.9388984378949934,\n",
       " 'f0_max': 14.0,\n",
       " 'f0_mean': 0.9722300997922091,\n",
       " 'f0_med': 0.4296740956498242,\n",
       " 'f0_q1': 0.05381754728009795,\n",
       " 'f0_q3': 1.5110723390074454,\n",
       " 'f0_sd': 1.8990680679351262,\n",
       " 'f0_skew': 3.9627638197474186,\n",
       " 'f0_kurt': 22.626186986306745,\n",
       " 'f0_rank_min': 1,\n",
       " 'f0_rank_max': 100,\n",
       " 'f0_rank_mean': 50.5,\n",
       " 'f0_rank_med': 50.5,\n",
       " 'f0_rank_q1': 25.25,\n",
       " 'f0_rank_q3': 75.75,\n",
       " 'f0_rank_sd': 29.011491975882016,\n",
       " 'f0_rank_skew': 0.0,\n",
       " 'f0_rank_kurt': -1.2002400240024003}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat, plot = distr_f(deceptive_sample)\n",
    "feat"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d4c16fa",
   "metadata": {},
   "source": [
    "## Fitness distance correlation (FDC) reveals more:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4d46720e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:No D file is present, thus, computing the D file... Computing an entire D file can be time consuming. Instead, you can call the function with the keyword argument `compute_D_file` set to `False` to speed up computation, as only the required distances will be calculated.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:D file has been loaded to the current sample and is saved to ./Sphere_D.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'fdc_f0': np.float64(0.9997329725006666)}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyxla import fdc\n",
    "\n",
    "corr, plot = fdc(sphere_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a44a706b",
   "metadata": {},
   "source": [
    "According to the output above, the sphere problem shows a high fitness-distance correlation between the objective values and distance to the nearest local minimum. This means that the search space is not deceptive, in that a search in the solution space will likely arrive at the global minimum since solutions become fitter and fitter as the search gets closer to the global minimum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8c665e29",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:No D file is present, thus, computing the D file... Computing an entire D file can be time consuming. Instead, you can call the function with the keyword argument `compute_D_file` set to `False` to speed up computation, as only the required distances will be calculated.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:D file has been loaded to the current sample and is saved to ./Deceptive_D.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'fdc_f0': np.float64(-0.6049924992499249)}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr, plot = fdc(deceptive_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "531a1052",
   "metadata": {},
   "source": [
    "Conversely, the output above shows a negative correlation between distance to the nearest local minimum and objective values for the deceptive problem. Therefore, as one nears the global minimum, solutions tend to deteriorate in fitness, signalling the presence of multiple local minima. In this case, {func}`pyxla.fdc` indicates that the problem is indeed *deceptive*."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2900ed5",
   "metadata": {},
   "source": [
    "## Rank distance correlation (RDC)\n",
    "\n",
    "{func}`pyxla.rdc` corrobotates {func}`pyxla.fdc` since it operates on the objective ranks rather than the values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "16fd5678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b4faba60d8c344e1b54ba25be0906b4f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'rdc_f0': np.float64(0.9997329725006666)}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyxla import rdc\n",
    "\n",
    "corr, plot = rdc(sphere_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d1ead60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "31761f78c460496bb32cd2eca21014ea",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'rdc_f0': np.float64(-0.6049924992499249)}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IEdi7dy8AYO/evQgPDzcETgDIycmBr68v9u3bZ/W9GxsbodFoTB5yVKnVWQycALDjVCUqtUzfEhFJQbbBs6ysDAAQExNjcj0mJsbwXFlZGaKjo02e79atGyIiIgz3WFJQUACVSmV4yGkQtnF9s7G5BfljU6BU+Fm8t7ahycWrIyIiwEvneS5cuBDz5s0z/KwfgCq1izWX8cTGoya7zcyUSKzMTcfs9UWo17WY3B8a6O/qJRIREWS884yNjQUAlJeXm1wvLy83PBcbG4uKigqT55ubm/Hrr78a7rEkICDAMPhaLgOw1fW6doETAHafrsKa3ecwPSvJ5Hp2ahSiQljvJCKSgmyDZ1JSEmJjY7F161bDNY1Gg3379iEjIwMAkJGRgZqaGhw6dMhwz7Zt29Da2ooRI0a4fM2dpa7XoVTdgNzhiXjnoWHtUrW7T1chPSHc8HN2ahSen5TGLwsREUlE0rStVqvF6dOnDT+fO3cOR44cQUREBBITEzFnzhw888wzSE1NRVJSEhYtWoT4+HjDN3Kvu+463HbbbZg5cyZee+01NDU1IT8/H/fff7/d37SVmr2pWlWQPz7940iEBvojKkTBwElEJCFJg+fBgwdx0003GX7W1yGnTp2KtWvXYv78+airq8OsWbNQU1ODrKwsbNmyBYGBgYbXvP/++8jPz8fNN98MX19fTJo0CStXrnT5Z+kMW6laAJielYRXtrX95aK7UoHk6BCXr5GIiNqTTZ+nlKTq8zxTocXNL223+vzbU4dixrqD7OkkInIBR2KBV37bVi40NlpNlAo/RAQr8MH/jkBAN19U1rX1dDKAEhFJj8FTQmFWWk2UCj+szE3HS/85gZ1XUrhA2xeFnpuUhvjwIFctkYiILJDtt229QVSIAtmpUe2uT89Kwprd50wCJ9B2qtCCjUd5MDwRkcQYPCWirtehUqvD7JtTsX7mCJP2lJF9Ig1fGjLHY/mIiKTHtK0ELLWnjEqNwr8fyYIPgJoOdpY8lo+ISFrcebqYtfaUnacqsfRf3yMyWAFVkO0vBfFYPiIiaTF4upg9k1Ks1UIBHstHRCQHTNu6mK32FKAtJZscHYLnJqVhwcajOPhTNaZnJRmO50vornTBKomIyBYGTxez1p6ip0/JxocH4eXcdFTXN2HRp8cMJw0BbFkhIpIa07Yu5mhKdtHmYrasEBHJDHeeLqZSKgwp2R1GtU9Lk1LM66NKhZ8hhdvY3IpSTYPhPYmIyHUYPCWgT8lWanWobWiyOinFuD6qP3Voze5zTOESEUmMaVuJqK5MSRmU2B3J0SEWd4/G9VH9qUPmhycwhUtE5HoMnjJmXB9NTwjnqUNERDLB4Clj+vpodmoUGptbrd6nVPihVQicqdCiqKQaZy5puRMlInIi1jxlTl8fLVU3WHxeXwt96t/fcwILEZGLcOfpBlRKBeJUgZzAQkQkEwyebsI4hWuME1iIiFyPaVuJ6UeTaRqaEBbkj6jg9i0repZaXNSXOYGFiMjVGDwlZGk0WUe1SpXSNLieqdDa/B2cwEJE1PWYtpWItdFkjtYqOYGFiMj1GDwlYs9oMntYqoUqFX4ouGsg/jL+OpytrGPrChFRF2PaViL2jCazl3EttK6xCWFBCiz6tBgLPzlmuIetK0REXYc7T4nYO5rMXvrj/npFBl+ZxHJ16WAiIrKOwVMizqpVdlU6mIiIrGPaViKOjCZzhD4dbD6+LNDfD4dLqlHXyNYVIqKrxeApIXtHkzkiLNDf6viyzJRI3D24Z1csnYjIq/kIIYTUi5CaRqOBSqWCWq1GWFiY1Mu5Kup6Hb4oLsNnRy9aPHkoOzUKL+emc4A2EZEZR2IBd54eRqVUYHBiuMk3bc1TuKWaBsO9RETkOAZPD1SvazH8s7UULltXiIg6j9+29UDGbTD6qSvmKVy2rhARdR6DpwcyboNJTwjn1BUioi7G4OmBjI/sa2xutXiPUuGH/LEpaGxuQVFJNY/wIyJyAGueHkrfBlOqbmj3HOugRERXhztPD6ZSKhCnCmx3khHroEREV4fB08NZmrpibx1UXa/DmQot07pERGaYtvUC5icZNbXaPhejrrGpU4O6iYi8BXeeXkI/dWVQYndEdHA4gipI0SWDuomIPBWDpxfqaKKLrqWVk1mIiGxg2tYLdTTRpezK8X2czEJEZBmDp5eyNdGlXtfCySxERDZwqgo8a6pKV+BkFiLyRo7EAtY8qR39ZBZLgVOp8ENaQjhK1Q1sYSEir8W0LVlkPJlFjycTERG14c6TLDKezKLHk4mIiNoweJJFltpZOKGFiKgN07ZkkaV2FvMJLeatLLrmFqjrdfwiERF5PAZPssq8nSXQ38/wHOufROTNmLYlm4yP9TOe0ML6JxF5MwZPspvxhBZOZiEib8a0LTlEn8o9WaG1eR8nsxCRJ+POkxymUio4mYWIvBqDJ3UKJ7MQkTdj8KROMa5/GtNPZtE2Nlt8nVLhh/yxKWhsbmEdlIjcFmue1GkdTWYxx/YWIvIU3HnSVTFuZUmODjEckGAprcv2FiLyFNx5klNYOqEoPSHcsOO0NGi7pr6JpxMRkVtg8CSnMU/rNrW2jY61lr4ddaVeyvQtEckd07bkVMZpXX17i7X07U6mb4nITTB4ksvo66CczkJE7k7WwbOlpQWLFi1CUlISgoKCkJycjKeffhpCCMM9QggsXrwYcXFxCAoKQk5ODk6dOiXhqskafR3UEn0Ly9tTh6KqTscWFiKSNVnXPJ9//nmsXr0a69atw/XXX4+DBw9i2rRpUKlUmD17NgDghRdewMqVK7Fu3TokJSVh0aJFGDduHH744QcEBgZK/AnIXHx4EOrMekDZwkJE7kbWO889e/bgzjvvxPjx49G7d2/cfffduPXWW7F//34AbbvOFStW4K9//SvuvPNOpKWl4Z///CcuXryITz/9VNrFk1XRoQEmbSxsYSEidyPr4Dly5Ehs3boVJ0+eBAB899132LVrF26//XYAwLlz51BWVoacnBzDa1QqFUaMGIG9e/dafd/GxkZoNBqTB7mO+elElmqg+jTu1JG9cbJCyzQuEcmKrNO2CxYsgEajQb9+/eDn54eWlhb87W9/w+TJkwEAZWVlAICYmBiT18XExBies6SgoABLly513sKpQ8ZtLFV1pkGRaVwikjtZ7zw/+ugjvP/++/jggw9w+PBhrFu3DsuWLcO6deuu6n0XLlwItVpteFy4cKGLVkyO0LexRAabHozANC4RyZ2sg+fjjz+OBQsW4P7778fAgQMxZcoUzJ07FwUFBQCA2NhYAEB5ebnJ68rLyw3PWRIQEICwsDCTB0nH/Cg/trIQkdzJOnjW19fD19d0iX5+fmhtbQUAJCUlITY2Flu3bjU8r9FosG/fPmRkZLh0rdR55jXQxubWdvewlYWI5ETWNc8JEybgb3/7GxITE3H99dejqKgIL730EqZPnw4A8PHxwZw5c/DMM88gNTXV0KoSHx+PiRMnSrt4cohxDbSx2XQiC2ugRCQ3PsL4xAGZqa2txaJFi7Bp0yZUVFQgPj4eubm5WLx4MRSKtjqZEAJLlizBG2+8gZqaGmRlZeHVV19F37597f49Go0GKpUKarWaKVwZUNfr8Mj6IsOB8vljU1BUUm0xlZudGoWXc9N5oDwRXTVHYoGsg6erMHjKz8Way4aJLG9PHYoZ6w5avXfrvNFIjg5x4eqIyBM5EgtknbYl72WplcXSGLPDJdWoa2ySeLVE5G0YPEm2VEpFWzq2Qmu17pmZEom7B/eUcJVE5I1k/W1bIqCtlWXRHf0t9n7uPl2FxZuL+c1bInIpBk+SPZVSgcGJlns/lQo/pCWEo1TdgKKSarawEJFLMG1LbqFe19LuGltYiEgq3HmSWwgL9G93jcf4EZFUGDzJLZgf4QfwGD8ikg6DJ7kF8yP8AMvH+AG/HeXX2NzCOigROQVrnuQ2jHs/axuaEOjv1+4e1kGJyBW48yS3oh9jNiixO+JUge1SuayDEpErMHiS27KUyrVUB9WncaeO7I2TFVqmcYnoqjFtS27NPJXb1Gp6VDPTuETkDNx5ktszTuVGmE1XYRqXiJyBwZM8inlLC9tZiMgZGDzJo5jXQdnOQkTOwJoneRzjOmhjM4/1I6Kux50neSR9HfSa8CC2sxBRl2PwJI9mTzuLPoX79tShuH94Iko1DQygRGQT07bk8Wy1szCFS0SdwZ0neQVr7SxM4RJRZzB4ktcxbmdhKwsRdQaDpwup63U4U6Fla4TEjOug1lpZ9Gobmly0KiJyJ6x5usjFmst4YuNR7DxVabjGupp09HXQUnWDzftCLQzhJiLiztMF1PW6doETYF1NaiqlwuJkFr3s1ChEhSgsPkdE3o3B0wUqtbp2gVOPdTVpWWplAdoC5wuT0gCAqXYiaodpWxfQdFA3Y11NWuatLKGB/ogKUaBO14L89UVMtRNRO9x5ukBYB3Uz1tWkZ9zKkhwdAgBMtRORVQyeLmA+6cMY62ryxFQ7EdnC4OkCtupqz09Kg0rJ4Ck3llLtxsf4VdXpWAMl8mKsebqItboaA6c8mafaeYwfERnjztOFzOtqDJzyZZ5q5zF+RGSMwZPIAvNUOyexEJExpm2JrDBOtVfV/RYYmcIlIu48iWzQp9ojgzmJhYh+w+BJZAdOYiEiY0zbEtlBXwNdsPGoYRKLUuGH6VlJSE8IR2NzKwL9/XC4pBp1jTwxisjTMXgS2cl4Eou1umdmSiTuHtxTwlUSkSswbUvkAP0klkV39LdY99x9ugqLNxez7knk4Rg8iRykUiowONF23bOqTsfh50QejGlbok6o17VYfU6p8IMAOJGFyINx50nUCbYm5UzPSsKTm4s5kYXIgzF4EnWCrUk5I/tEYidbWYg8GtO2RJ1g3Lqywyw1G9Dtt7+TWmpnaRVCiiUTURdi8CTqJGuTcvQ7S2vtLKOujKJj7ZPIfTF4El0FldLyWLns1CikJYRbbGfZeaX2+XJuOifrELkp1jyJupg+pTuyT6TFdhalwg9pCeEoVTewjYXITXHnSeQE8eFBKFNfbnedE1mIPAN3nkROogpqn5LlRBYiz8DgSeQkltpZOJGFyDMwbUvkJJbaWTiRhcgzMHgSOZF5O0ugvx8nshB5AKZtiZxMpVQgOToEgxK7cyILkYdg8CRyIXsmsrDuSSR/TNsSuZiliSzGNdCqOh1wSYuoYMsHMBCR9Bg8iVzMfCILez+J3A/TtkQuZt7Cwt5PIvfD4EnkYvoWFn0Atdb7yWP8iOSLaVsiCRi3sFTVtQ+ITOUSyRt3nkQS0bewRAbzGD8id8PgSSQxHuNH5H5kHzx/+eUXPPDAA4iMjERQUBAGDhyIgwcPGp4XQmDx4sWIi4tDUFAQcnJycOrUKQlXTOQY8xoo8NsxfuaUCj/kj01BY3ML66BEEpJ1zbO6uhqZmZm46aab8OWXX6JHjx44deoUunfvbrjnhRdewMqVK7Fu3TokJSVh0aJFGDduHH744QcEBgZKuHoi+1k6xs8c66BE8uEjhBBSL8KaBQsWYPfu3di5c6fF54UQiI+Px5/+9Cc89thjAAC1Wo2YmBisXbsW999/v12/R6PRQKVSQa1WIywsrMvWT9RZ6nodHllfZDhQHgDyx6agqKTaYjo3OzUKL+em81AFoqvgSCyQddr2X//6F4YOHYp77rkH0dHRSE9Px5tvvml4/ty5cygrK0NOTo7hmkqlwogRI7B3716r79vY2AiNRmPycDZ1vQ5nKrRMtZFdLKVyWQclkg9Zp23Pnj2L1atXY968efjzn/+MAwcOYPbs2VAoFJg6dSrKysoAADExMSavi4mJMTxnSUFBAZYuXerUtRu7WHMZT2w8ip1Guwim2qgj5qncplbbSaLaBo4zI3IVWe88W1tbMXjwYDz77LNIT0/HrFmzMHPmTLz22mtX9b4LFy6EWq02PC5cuNBFK25PXa9rFzgBthyQfYwnskR0kJINNTv2j4icR9bBMy4uDv379ze5dt1116GkpAQAEBsbCwAoLy83uae8vNzwnCUBAQEICwszeThLpVbXLnDqMdVGjrDU0qKXnRqFqBDWO4lcRdbBMzMzEydOnDC5dvLkSfTq1QsAkJSUhNjYWGzdutXwvEajwb59+5CRkeHStVqj6SCVxlQb2ctSHRQAbrkuGgV3DUSlVseaOpGLyLrmOXfuXIwcORLPPvss7r33Xuzfvx9vvPEG3njjDQCAj48P5syZg2eeeQapqamGVpX4+HhMnDhR2sVfYT5BwxxTbeQI8zpoWJA/FH6+WPDJMdbUiVxI1jvPYcOGYdOmTVi/fj0GDBiAp59+GitWrMDkyZMN98yfPx+PPPIIZs2ahWHDhkGr1WLLli2y6fFkqo26mnEdNDJYgYWbjrGmTuRisu7zdBVn93lerLmMBRuPmvTsZadG4flJaYjjzoCuwpkKLW5+aTsA04Hajc2tCPT3Q3JUMHpFBUu8SiL34EgskHXa1lOYp9pCA/0RFaJgQztdNX1N3drpQ6Ou/CWN6VuiriXrtK0nMU61JUeHMHBSl9DX1K1NYdnJ9C2RUzB4ErkxfU2dpw8RuRbTtkRuTN++crzU9IhJ8/qnrrkF6nodMx5EXYTBk8jNxYcHoa6x2fAzp68QOR/TtkQeIDo0wNASZa3+yfYVoq7DnSeRB9CnbxdsPIr0hHCTHad5CrdU02B4DRF1DoMnkYfQt0SdrNAarjGFS+QcTNsSeRCVUmEyfYUpXCLnYPAk8jDGR0KyhYXIOZi2JfIwxvXPxuZWk+fYwkLUNRg8iTyQvv5Zqm4wXGP9k6jrMG1L5KFUSgXiVIFsYSFyAgZPIg9mPEDbVv3z4E/VqKlvwpkKLQdqE9mBaVsiD2ephcWYPp3710+PYadRcGU6l8g67jyJvIB5C4sxfTp3J9O5RHZj8CTyEsYtLMbYzkLkOKZtibyEcQvLjlOVFu8xb2UJ9PdDqxAuXimR/DF4EnkRff2zUqtDbUMTQgP9DcHRWivLqNQoPM/aJ5EJBk8iL6NSKkwORVDX65CdGoW0hHCLrSw7r9Q+X85N52EKRFcweBJ5OX0693xlHaexENmJwZOIEB8ehDL1ZcPPPI2IyDZ+25aIAACqIE5jIbKXQzvPyspKvPPOO9i7dy/KysoAALGxsRg5ciQeeugh9OjRwymLJCLn07ey7DhV2W6gtjF9+wrTt+TN7N55HjhwAH379sXKlSuhUqmQnZ2N7OxsqFQqrFy5Ev369cPBgweduVYiciLjo/zMp7GYq21oAtD2ZSMe6UfeyO6d5yOPPIJ77rkHr732Gnx8fEyeE0Lg4YcfxiOPPIK9e/d2+SKJyDUsTWOxJCzIHxdrLuOJjUex06hnlDVR8hZ27zy/++47zJ07t13gBAAfHx/MnTsXR44c6cq1EZEEzKexmMtOjUJwQLd2gRNgTZS8h93BMzY2Fvv377f6/P79+xETE9MliyIiaRmncI1lXzkwQdvQ3C5w6vFIP/IGdqdtH3vsMcyaNQsHDx5ETk6OIVCWl5dj69atePPNN7Fs2TKnLZSIXMvSaURRIW0HLBSVVAOwfJzf4ZJq1DU2Sbx6IueyK3gePXoUDz/8MKKiorB8+XKsXr0aLS0tAAA/Pz8MGTIEa9euxb333uvUxRKRa5mfRqQXFuhvtRc0MyUSdw/u6cplErmcjxAdn/rs5+eHsrIy9OjRA3369MG3335rCJ5RUVHw9/d3+kKdSaPRQKVSQa1WIywsTOrlEMmeul6HL4rL8NnRixYnsmSnRvE4P3I7jsQCu3ae4eHhOHv2LHr06IHz58/Dx8cHcXFxXbJYInI/KqUCgxPDsfCTY4ZrPM6PvIldwXPSpEkYPXo04uLi4OPjg6FDh8LPz8/ivWfPnu3SBRKRPNXrWgz/zOP8yNvYFTzfeOMN3HXXXTh9+jRmz56NmTNnIjQ01NlrIyIZCwv8rVzT0XF+TOGSp7H727a33XYbAODQoUN49NFHGTyJvByP8yNv5vBUlTVr1jhjHUTkZvS9oAs2HrV4nJ9xDbSqTgdc0iIq2PK3d4ncDUeSEVGnWTvOjzVQ8nQcSUZEV8XScX4caUaejsGTiK6a+XF+6QnhJoFTqfBD/tgUvD11KO4fnohSTQMDKLk1pm2JqEsYH+dXVfdbYGQKlzwRd55E1GVUSgWSo0MQGfzbl4KYwiVPxOBJRF1O38YCtE/hGuMEFnJXTNsSUZez1cZifoyfrrkF6nr2gZJ7YfAkIqew1MbC+id5CqZtichpzNtYWP8kT8HgSUROZdzGwvoneQoGTyJyOn0KNyzI9uzfmssMnuQeGDyJyCVUSgUiOvhSUGNTK1O35BYYPInIZaJCFBhldIyfscyUSOw5W8XULbkFBk8ichmVUoEn/+t6ZKZEmlzPTInE/2b1QTdfHzQ2t6CopBpnLmm5CyXZYqsKEbmUD4D0xO6YnpmExuZWBHTzRfFFNQQEDpz/FSu+PmW4ly0sJFcMnkTkUpHBChy9UGPS55k/NgVv77LewvJybjoPUSBZYdqWiFzKfAIL0PERflV1OqjrdThToWVKl2SBO08icjnjCSy1DU1oahVW71Uq/CAA5K8vws5TlYbrTOmSlLjzJCJJ6CewDErsbrOFZXpWEp7cXGwSOAGeSkTSYvAkIskZT2ExN7JPJHbyVCKSGQZPIpKcpToo0JaaDehm/T9TSoUfWoVgLZRcjjVPIpIF8zpoaKA/okIUVneW+gktT/37e5OdKWuh5ArceRKRbBjXQZOjQ6BSKqymdPUTWsxTuqyFkiu4VfB87rnn4OPjgzlz5hiuNTQ0IC8vD5GRkQgJCcGkSZNQXl4u3SKJqEtZS+mO7BPJCS0EAJK0MblN2vbAgQN4/fXXkZaWZnJ97ty5+Pzzz/Hxxx9DpVIhPz8fd911F3bv3i3RSomoq1lK6ao7mMBS29DkotWRlC7WXMYTG4+6vI3JLXaeWq0WkydPxptvvonu3bsbrqvVarz99tt46aWXMHbsWAwZMgRr1qzBnj178O2330q4YiLqau1SukG2TxwKDbQ9/ozcn7pe1y5wAq5J3btF8MzLy8P48eORk5Njcv3QoUNoamoyud6vXz8kJiZi7969Vt+vsbERGo3G5EFE7sVWe0t2ahSiQnicn6er1OraBU49Z6fuZR88P/zwQxw+fBgFBQXtnisrK4NCoUB4eLjJ9ZiYGJSVlVl9z4KCAqhUKsMjISGhq5dNRE5mq73l+UlpUCkVPNLPw2k6SM07M3Uv65rnhQsX8Oijj6KwsBCBgYFd9r4LFy7EvHnzDD9rNBoGUCI3ZK29RaVUSFYLI9cJ6yA178zUvax3nocOHUJFRQUGDx6Mbt26oVu3bti+fTtWrlyJbt26ISYmBjqdDjU1NSavKy8vR2xsrNX3DQgIQFhYmMmDiNyTpfYWKWth5DpSpu5lHTxvvvlmHDt2DEeOHDE8hg4dismTJxv+2d/fH1u3bjW85sSJEygpKUFGRoaEKyciKUlZCyPn06fjz1fV4ak7B9hM3TuLrNO2oaGhGDBggMm14OBgREZGGq7PmDED8+bNQ0REBMLCwvDII48gIyMDN954oxRLJiIZkLIWRs5lno5XKvyw6I7++Mv463BZ12KSuncmWQdPeyxfvhy+vr6YNGkSGhsbMW7cOLz66qtSL4uIJCRlLYycx1I6vl7XgoWfHEN2apRLh6a7XfD85ptvTH4ODAzEqlWrsGrVKmkWRESyo6+F7bCQumUbi/uyJx3P4ElE1En6NpYFG49ix6lKKBV+mJ6VhJF9IhHQzReVdTrDfeQ+5JSOZ/AkIo+kb2OpqtNBAHhyczFe2Xba8DzbVtyPnNLxsv62LRHR1VApFYgMVuDJf33P6SseQE6nSjF4EpFHY9uKezM+JaqqTodn/3ugJK0p5pi2JSKPJqc6GTnG0ilRt1wXjYK7BqKhqbXdqVKuxOBJRB5NTnUysp+1U6IKj1egsbkVL+emIzk6RKLVMW1LRB5OTnUysp/c0+3ceRKRRzNuWzn4UzWmZyUhPSEcAJDQXSnt4sgquafbGTyJyOPp21aq65uw6NNjbFlxA3JPtzNtS0ReY9HmYrasuAm5p9sZPInIK8i9hkam7Bl2LiWmbYnIK8i9hka/UdfrUKnVQdvYhKcnDoCuuRV1jc2StaVYwuBJRF5B7jU0amOpt1OOdWmmbYnIK8i9hkbWezvlWJdm8CQiryD3GhoBFbWNblOXZtqWiLyGvmWlUquT9Gg3au9izWWU/Fpv8x451aUZPInIq6iUDJZyo0/XPjSyt8375FSXZtqWiIgkpW8jKrpQg8yUSIv3yK0uzZ0nEXk9fWuEpqEJYUH+iArm7tSV9G1E7+w6h5W56QCA3UaHWYySYV2awZOIvJq7tEZ4Mn0bUb2uBbPXF2F6VhKmZyahsbkVAd18kdIjBHEy+3fBtC0ReS13ao3wZMZtRPW6Fryy7TRmrDuIP75/GOv2nEe4Uj61Tj3uPInIa5kf2adU+BmmrjQ2t6JU0wAAskoXeiLjyTc7zDIAckvX6jF4EpHXMj6yT6nww8rcdKzZfY5TVyTgbm1ETNsSkdcyPrJvelYS1uw+Z/JFFYApXFdSKRVIjg7BoMTuSI4OkW3gBBg8iciLGdfa0hPC2wVOPbmdbkPSY/AkIq9lfGRfY3OrzXvldLqNu1PX63CmQouikmqcuaR1y109a55E5NX0tbZSdYPN++R0uo0785TWIO48icjrqZQKxKkCOXXFyTypNYjBk4gI1qeu3HJdNAruGohKrc6t04xyYN4aZMzd6spM2xIRXWHeLhEW5A+Fny8WfHLM7dOMcqDpoG7sTnVl7jyJiIwYt0tEBiuwcNMxj0gzykFYB3Vjd6orM3gSEVnhSWlGOTBuDTLnbnVlBk8iIis8Kc0oNXW9DlV1Oiz5r+sxyiyAyvkYPmtY8yQissKT0oxSMm5P0Z8f/IfRyQjw90V4kELWx/BZw50nEZEVnpRmlIp5e4p+asr/vLUP//j6lFsGToDBk4jIKmvtK+6YZpSKp9aNmbYlIrLB3aZ9yE11B99Idte6MYMnEVEHVEoGy85Q1+ug6+DMYHetGzNtS0RETlGp1WHP2SpkpkRafH6UG9eNufMkInKAul6HSq0OmisnEEUFc1dqjaahCe/sOoeVuekAYDLyLTMlEkv/63q3/bNj8CQispOnTARxlbBAf9TrWjB7fRGmZyVhemYSGptbEdDNF0UXaqRe3lVh8CQiskNHE0Fezk13212Us+hbfXacqsQr206bPJedGoWZWUkSrezqMXgSEdnBuOVC3+ifnhCOxuZWBPr7oaa+icHTjL7VZ8HGo9hhtlt391YfBk8iIjvoj+pTKvywMjcda3afM9lNjboSEJi+NeWprT78ti0RkR30R/VNz0rCmt3nTL78AgA7OWnFKuNJNcnRIW4fOAEGTyIiu+jrd+kJ4e0Cp547n5hDjmHalojIDvr63fFSjc373PXEnK7kDe08DJ5ERHaKDw9CXWOzzXvc9cScruIt7TxM2xIROSA6NICTVqzoqJ3Hk+rB3HkSETnAvP1C37Yysk8kArr5orJOZ7jP29gzQcVT/lwYPImIHKRvv6iq00EAeHJzsUnbiiemKe2h6aDe60n1YKZtiYg6QaVUIDJYgSf/9T12mn371hPTlPYI66De60n1YAZPIqJO8tRBz52lb+exxNPqwQyeRESd5E1pSkvU9TqcqdCiqKQaZy5pAQDPTUprF0A94Tg+c6x5EhF1kjelKc1Za0l5flKaRx7HZ447TyKiTvKmNKUxWy0pT2w8CgAedxyfOQZPIqJO0reteEOa0hhrvUzbEhFdFfOpIWFB/ggO6AZtQzOKSqo98ng6b6/1AgyeRERXTaX8LTherLmMxz7+zqOPp/PmWq8e07ZERF3EW46n89ZarzFZB8+CggIMGzYMoaGhiI6OxsSJE3HixAmTexoaGpCXl4fIyEiEhIRg0qRJKC8vl2jFROTN9LVApcIP+WNT8PbUoXh18mC889AwpCWEo6rOM4Knt9Z6jck6bbt9+3bk5eVh2LBhaG5uxp///Gfceuut+OGHHxAcHAwAmDt3Lj7//HN8/PHHUKlUyM/Px1133YXdu3dLvHoi8jaahiYoFX5YmZuONbvPmRzZl5kSif9Ov0bC1XUt81qvp7akWOMjhBBSL8Jely5dQnR0NLZv347s7Gyo1Wr06NEDH3zwAe6++24AwI8//ojrrrsOe/fuxY033mjX+2o0GqhUKqjVaoSFhTnzIxCRBztTocWmI7+gqKTa4sDsUalReCU33WsCjLtxJBbIOm1rTq1WAwAiIiIAAIcOHUJTUxNycnIM9/Tr1w+JiYnYu3ev1fdpbGyERqMxeRARXa2oEAVG9om0GDgBYKeXtHF4A1mnbY21trZizpw5yMzMxIABAwAAZWVlUCgUCA8PN7k3JiYGZWVlVt+roKAAS5cudeZyicgLqZQKKLq135Pox5al6+uel7Qe177ibdwmeObl5aG4uBi7du266vdauHAh5s2bZ/hZo9EgISHhqt+XiKi7WUC0VgP1tPYVb+MWadv8/Hx89tln+H//7/+hZ8+ehuuxsbHQ6XSoqakxub+8vByxsbFW3y8gIABhYWEmDyKirmDexjE9Kwlrdp9rl8r1tPYVbyPr4CmEQH5+PjZt2oRt27YhKSnJ5PkhQ4bA398fW7duNVw7ceIESkpKkJGR4erlEhG1a+NITwi3WgN1h6PszCenMNi3kXXaNi8vDx988AE2b96M0NBQQx1TpVIhKCgIKpUKM2bMwLx58xAREYGwsDA88sgjyMjIsPubtkREXc24jaOj3k45H2VnbXIK080y33muXr0aarUaY8aMQVxcnOGxYcMGwz3Lly/HHXfcgUmTJiE7OxuxsbH45JNPJFw1EVHbDjQ5OgSRwba/FCTXo+y85bSkzpL1ztOeFtTAwECsWrUKq1atcsGKiIgco6+B7rAwhUTOR9nZMznFm78tLOudJxGRu3PXo+w4OcU2We88iYg8gTseZadU+Nl8Xq7pZldh8CQicgHjsWVyp67X4XBJDTJTLJ+WJOd0s6sweBIRSUBdr0OlVgfNlQHacjpxqFKrw9Of/YCVuekAYBJAM1Mi8dSdA2SzVqkweBIRuZjcW0A0DU2o17Vg9voiTM9KwvTMJDQ2tyKgmy+KLtRAc1kHIFjqZUqKwZOIyIU6agF5WQZTV8Ku1DPrdS0mRwrq/fcgzxmt1ln8ti0RkQvZ0wIiNfMjBo2x3tmGO08iIhcybgExnrbS2NyKQH8/tMpgxLK+vWbBxqMm/alyb69xJQZPIiIX0qdErU1bGXUlQEld+3TH9hpXYvAkInIhfUo0LSHc4rSVnTKqfbpTe42rMXgSEbmQPiV6vrLO4pdxAGmPv5NzC42cMHgSEblYfHgQytSXbd4jxfF3cm+hkRN+25aISAKqIHlNW+EUFccweBIRSUBu7SDu0EIjJ0zbEhFJwLgd5OBP1YaWFQBI6K50+Xo4RcUxDJ5ERBLRt4NU1zdh0afHTL5A5OpaY1gHaWJvn6JijmlbIiKJLdpcjJ1mLSuurjXKLY0sdwyeREQSkrrWqK7X4UyFFuer6vDUnQPcbmi3VJi2JSKSkJS1RvPWFKXCD4vu6I+/jL8Ol3UtPFXIBgZPIiIJSVVrtNSaUq9rwcJPjiE7NUoWJxzJGdO2REQSkqrWKHW62N0xeBIRSUjfsuLqWqP6su3gyNYU25i2JSKSmKsnmFysuYyGplab97A1xTYGTyIiGXDVBBN9rfOGhHBkpkS2m+oCsDXFHgyeREQy5KzpJvpa56GfqrEyNx0ATALoKLam2IXBk4hIZpw53UTfGlOva8Hs9UWYnpWE6ZlJaGxuRUA3XyRGKBHHCSodYvAkIpKRjqabXG0LiXFrTL2upd1M0a3zRnf6vb0Jv21LRCQjzm4h4TF8XYPBk4hIRpx14hCP4etaTNsSEcmIM04c4jF8XY87TyIiGenqtKqtY/j+9vlxJEUFIzk6hIHTQQyeREQyYs+JQ/oUbFFJNc5c0tocW8Zj+JyDaVsiIpmxdeKQo20sUk5t8WTceRIRyZBKqUBydAgGJXY3pFU7amOxtAOVamqLp2PwJCJyE51JwbI1xTkYPImI3ERHKdi6xqZ29VAAkkxt8XSseRIRuQlbKVilwg9hQQrkry9qVw99flKaS6e2eAPuPImI3IStFOyiO/pj0afFFuuhT2w8CgDtaqjUeQyeRERuwlYby+DEcOw8zZYUV2Ha1kWcNV6IiLyLtTaWs5V1Nl/HlpSuxeDpAs4cL0RE3sfS4OywQNs7S7akdC2mbZ2sM31ZRESOYkuKazF4OhmPxiIiV7DnWD/qOkzbOll1BztL1iGIqKvYOtaPuhaDpxOp63XQNbfavId1CCLqSpbqodT1mLZ1okqtDnvOViEzJdLi86NYhyAicksMnk6gPx6rqk6Hd3adw7TMpHYBNDMlEkv/63r+DZGIyA0xbdvFjNtS3p46FPW6FsxeX4TpWUmYnpmExuZWBHTzRdGFGqmXSkREncTg2YXM21KKLtQgMyUSu09X4ZVtp03uzU6NwsysJCmWSUREV4lp2y5k3JaiVPjB388HS+64HqPMUrb86jgRkXvjzrML6ccFKRV+WJmbjjW7z+H17WcxPSsJD2W27TJ7dg9CbFggAycRkRtj8OxC+nFB07OSsGb3Oew+XQUAJinb7NQovJybLsn6iIioazBt24X0x2OlJ4QbAqc5nipEROT+GDy72F/GX4dghe0NPU8VIiJybwyeXeRizWXkry/CuBU7UadrtnkvTxUiInJvDJ5dwFqLiiWcbkBE5P74haEuUFPfhIdG9kbu8EQE+vvh2C81mHGlh9O49skWFSIiz8DgeZUu1lzGXz89hp1GQTIzJRJp14RjWO8ITM9MQmigPyKDFZxuQETkIZi2vQqGdK3ZN2t3n67CW7vOorlVYMa6g4gMViA5OoSBk4jIQzB4XgVbg653n65CekI4a5xERB7IY4LnqlWr0Lt3bwQGBmLEiBHYv3+/03+nxo6WE9Y4iYg8j0cEzw0bNmDevHlYsmQJDh8+jBtuuAHjxo1DRUWFU39vWActJ4kRSsSFBzl1DURE5HoeETxfeuklzJw5E9OmTUP//v3x2muvQalU4p133nHq79WfKGRJdmoUokMDnPr7iYhIGm4fPHU6HQ4dOoScnBzDNV9fX+Tk5GDv3r0WX9PY2AiNRmPy6AyVUoHnJqW1C6BsSSEi8mxu36pSWVmJlpYWxMTEmFyPiYnBjz/+aPE1BQUFWLp0aZf8/vjwILycm45KrQ61DU0IDfRnSwoRkYdz+51nZyxcuBBqtdrwuHDhwlW9n0rZ1ooyKLE7W1KIiLyA2+88o6Ki4Ofnh/LycpPr5eXliI2NtfiagIAABASwHklERJ3j9jtPhUKBIUOGYOvWrYZrra2t2Lp1KzIyMiRcGREReSq333kCwLx58zB16lQMHToUw4cPx4oVK1BXV4dp06ZJvTQiIvJAHhE877vvPly6dAmLFy9GWVkZBg0ahC1btrT7EhEREVFX8BFCCKkXITWNRgOVSgW1Wo2wsDCpl0NERBJwJBa4fc2TiIjI1Rg8iYiIHMTgSURE5CAGTyIiIgcxeBIRETmIwZOIiMhBHtHnebX03Tqdna5CRETuTx8D7OngZPAEUFtbCwBISEiQeCVERCS12tpaqFQqm/fwkAS0nYV78eJFhIaGwsfHp1PvodFokJCQgAsXLnjdQQv87N732b31cwPe+9m94XMLIVBbW4v4+Hj4+tquanLnibbh2T179uyS9woLC/PY/2F1hJ/d+z67t35uwHs/u6d/7o52nHr8whAREZGDGDyJiIgcxODZRQICArBkyRKvHLLNz+59n91bPzfgvZ/dWz+3NfzCEBERkYO48yQiInIQgycREZGDGDyJiIgcxOBJRETkIAbPLrJq1Sr07t0bgYGBGDFiBPbv3y/1kpxux44dmDBhAuLj4+Hj44NPP/1U6iW5REFBAYYNG4bQ0FBER0dj4sSJOHHihNTLconVq1cjLS3N0CifkZGBL7/8Uupludxzzz0HHx8fzJkzR+qlON2TTz4JHx8fk0e/fv2kXpbkGDy7wIYNGzBv3jwsWbIEhw8fxg033IBx48ahoqJC6qU5VV1dHW644QasWrVK6qW41Pbt25GXl4dvv/0WhYWFaGpqwq233oq6ujqpl+Z0PXv2xHPPPYdDhw7h4MGDGDt2LO688058//33Ui/NZQ4cOIDXX38daWlpUi/FZa6//nqUlpYaHrt27ZJ6SdITdNWGDx8u8vLyDD+3tLSI+Ph4UVBQIOGqXAuA2LRpk9TLkERFRYUAILZv3y71UiTRvXt38dZbb0m9DJeora0VqamporCwUIwePVo8+uijUi/J6ZYsWSJuuOEGqZchO9x5XiWdTodDhw4hJyfHcM3X1xc5OTnYu3evhCsjV1Gr1QCAiIgIiVfiWi0tLfjwww9RV1eHjIwMqZfjEnl5eRg/frzJ/9+9walTpxAfH48+ffpg8uTJKCkpkXpJkuPB8FepsrISLS0tiImJMbkeExODH3/8UaJVkau0trZizpw5yMzMxIABA6RejkscO3YMGRkZaGhoQEhICDZt2oT+/ftLvSyn+/DDD3H48GEcOHBA6qW41IgRI7B27Vpce+21KC0txdKlSzFq1CgUFxcjNDRU6uVJhsGT6Crk5eWhuLjYq2pA1157LY4cOQK1Wo3/+7//w9SpU7F9+3aPDqAXLlzAo48+isLCQgQGBkq9HJe6/fbbDf+clpaGESNGoFevXvjoo48wY8YMCVcmLQbPqxQVFQU/Pz+Ul5ebXC8vL0dsbKxEqyJXyM/Px2effYYdO3Z02Ug7d6BQKJCSkgIAGDJkCA4cOIB//OMfeP311yVemfMcOnQIFRUVGDx4sOFaS0sLduzYgVdeeQWNjY3w8/OTcIWuEx4ejr59++L06dNSL0VSrHleJYVCgSFDhmDr1q2Ga62trdi6davX1IG8jRAC+fn52LRpE7Zt24akpCSplySp1tZWNDY2Sr0Mp7r55ptx7NgxHDlyxPAYOnQoJk+ejCNHjnhN4AQArVaLM2fOIC4uTuqlSIo7zy4wb948TJ06FUOHDsXw4cOxYsUK1NXVYdq0aVIvzam0Wq3J3z7PnTuHI0eOICIiAomJiRKuzLny8vLwwQcfYPPmzQgNDUVZWRmAtiG6QUFBEq/OuRYuXIjbb78diYmJqK2txQcffIBvvvkGX331ldRLc6rQ0NB2Ne3g4GBERkZ6fK37sccew4QJE9CrVy9cvHgRS5YsgZ+fH3Jzc6VemqQYPLvAfffdh0uXLmHx4sUoKyvDoEGDsGXLlnZfIvI0Bw8exE033WT4ed68eQCAqVOnYu3atRKtyvlWr14NABgzZozJ9TVr1uChhx5y/YJcqKKiAg8++CBKS0uhUqmQlpaGr776CrfccovUSyMn+fnnn5Gbm4uqqir06NEDWVlZ+Pbbb9GjRw+plyYpjiQjIiJyEGueREREDmLwJCIichCDJxERkYMYPImIiBzE4ElEROQgBk8iIiIHMXgSERE5iMGTiIjIQQyeRG5mzJgxmDNnDgCgd+/eWLFihaTrIfJGDJ5EbuzAgQOYNWuWXfcy0BJ1HZ5tS+TGvP18USKpcOdJJGN1dXV48MEHERISgri4OPz97383ed54NymEwJNPPonExEQEBAQgPj4es2fPBtCW6v3pp58wd+5c+Pj4wMfHBwBQVVWF3NxcXHPNNVAqlRg4cCDWr19v8jvGjBmD2bNnY/78+YiIiEBsbCyefPJJk3tqamrw+9//HjExMQgMDMSAAQPw2WefGZ7ftWsXRo0ahaCgICQkJGD27Nmoq6vr4j8tItdh8CSSsccffxzbt2/H5s2b8Z///AfffPMNDh8+bPHejRs3Yvny5Xj99ddx6tQpfPrppxg4cCAA4JNPPkHPnj3x1FNPobS0FKWlpQCAhoYGDBkyBJ9//jmKi4sxa9YsTJkyBfv37zd573Xr1iE4OBj79u3DCy+8gKeeegqFhYUA2uZ53n777di9ezfee+89/PDDD3juuecMMy7PnDmD2267DZMmTcLRo0exYcMG7Nq1C/n5+c76YyNyPkFEslRbWysUCoX46KOPDNeqqqpEUFCQePTRR4UQQvTq1UssX75cCCHE3//+d9G3b1+h0+ksvp/xvbaMHz9e/OlPfzL8PHr0aJGVlWVyz7Bhw8QTTzwhhBDiq6++Er6+vuLEiRMW32/GjBli1qxZJtd27twpfH19xeXLlztcD5EccedJJFNnzpyBTqfDiBEjDNciIiJw7bXXWrz/nnvuweXLl9GnTx/MnDkTmzZtQnNzs83f0dLSgqeffhoDBw5EREQEQkJC8NVXX6GkpMTkvrS0NJOf4+LiUFFRAQA4cuQIevbsib59+1r8Hd999x3Wrl2LkJAQw2PcuHFobW3FuXPnOvxzIJIjfmGIyEMkJCTgxIkT+Prrr1FYWIg//vGPePHFF7F9+3b4+/tbfM2LL76If/zjH1ixYgUGDhyI4OBgzJkzBzqdzuQ+89f7+PigtbUVABAUFGRzXVqtFr///e8N9VdjiYmJjnxEItlg8CSSqeTkZPj7+2Pfvn2GIFNdXY2TJ09i9OjRFl8TFBSECRMmYMKECcjLy0O/fv1w7NgxDB48GAqFAi0tLSb37969G3feeSceeOABAG31y5MnT6J///52rzMtLQ0///wzTp48aXH3OXjwYPzwww9ISUmx+z2J5I5pWyKZCgkJwYwZM/D4449j27ZtKC4uxkMPPQRfX8v/t127di3efvttFBcX4+zZs3jvvfcQFBSEXr16AWj7Zu6OHTvwyy+/oLKyEgCQmpqKwsJC7NmzB8ePH8fvf/97lJeXO7TO0aNHIzs7G5MmTUJhYSHOnTuHL7/8Elu2bAEAPPHEE9izZw/y8/Nx5MgRnDp1Cps3b+YXhsitMXgSydiLL76IUaNGYcKECcjJyUFWVhaGDBli8d7w8HC8+eabyMzMRFpaGr7++mv8+9//RmRkJADgqaeewvnz55GcnGzoD/3rX/+KwYMHY9y4cRgzZgxiY2MxceJEh9e5ceNGDBs2DLm5uejfvz/mz59v2OWmpaVh+/btOHnyJEaNGoX09HQsXrwY8fHxnftDIZIBHyGEkHoRRERE7oQ7TyIiIgcxeBIRETmIwZOIiMhBDJ5EREQOYvAkIiJyEIMnERGRgxg8iYiIHMTgSURE5CAGTyIiIgcxeBIRETmIwZOIiMhB/x+8OvcR9QAndAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr, plot = rdc(deceptive_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3054630",
   "metadata": {},
   "source": [
    "## Pairwise distance correlation (PDC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aad755b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'pdc_F': np.float64(0.4424863038086047),\n",
       " 'pdc_f0-rank': np.float64(0.34639998516274456)}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyxla import pdc\n",
    "\n",
    "corr, plot = pdc(sphere_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c54150d1",
   "metadata": {},
   "source": [
    "{func}`pyxla.pdc` shows that for the sphere function, there is low correlation between pairwise distance on the solution space and pairwise distance on the objective space. This shows that the sphere function is not monotonic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "87ff1614",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'pdc_F': np.float64(0.625330939163191),\n",
       " 'pdc_f0-rank': np.float64(0.6639146001272278)}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EEEKIi1CjmxBCCCGEEEIIcRFqdBNCCCGEEEIIIS5CjW5CCCGEEEIIIcRFqNFNCCGEEEIIIYS4CDW6CSGEEEIIIYQQF6FGNyGEEEIIIYQQ4iLU6CaEEEIIIYQQQlyEGt2EEEIIIYQQQoiLUKObEEIIIYQQQghxEWp0E0IIIYQQQgghLkKNbkIIIYQQQgghxEWo0U0IIYQQQgghhLgINboJIYQQQgghhBAXoUY3IYQQQgghhBDiItToJoQQQgghhBBCXIQa3YQQQgghhBBCiItQo5sQQgghhBBCCHERanQTQgghhBBCCCEuQo1uQgghhBBCCCHERajRTQghhBBCCCGEuAg1ugkhhBBCCCGEEBehRjchhBBCCCGEEOIi1OgmhBBCCCGEEEJchBrdhBBCCCGEEEKIi1CjmxBCCCGEEEIIcRFqdBNCCCGEEEIIIS5CjW5CCCGEEEIIIcRFqNFNCCGEEEIIIYS4CDW6CSGEEEIIIYQQF6FGNyGEEEIIIYQQ4iLU6CaEEEIIIYQQQlyEGt2EEEIIIYQQQoiLUKObEEIIIYQQQghxEWp0E0IIIYQQQgghLkKNbkIIIYQQQgghxEWo0U2IjVGjRmHUqFHtvRoudfjwYUgkEhw+fNip8TMzMzFgwACYzWbXrhgRde3aNfj4+OCLL75o71UhhJAW6yjX19raWsydOxchISGQSCRYuHBhe69Si7333nuQSCQ4ceKES+ZP9wmd0/nz5+Hh4YGffvqpvVeF2KBGN+k0Zs+eDZlMht9++81u2KZNmyCRSPDvf/+7HdbMNSQSCe+/kJCQNl2P6upqZGRkYOnSpXBzu/NOGdnZ2bj77rvh7e2NkJAQPPfcc6itrXV6+rKyMsybNw/du3eHTCZDr1698NRTT1mN88knn2D8+PFQqVSQSqXo0aMHpk+fbnfR7Nq1K+bOnYuVK1e2yrYRQghw511fN2zYgPfeew9//etfsXv3biQnJ3PD3n77bURGRkImk6Fv37549dVX23FNOwe6T3D9fQJr3759iI+Ph4+PDwICAqDVanHo0CFueFRUFB544AGsWrXqlreLtC6P9l4BQpz1yiuv4IsvvsAzzzxjdYIpLCzEmjVrMG3aNEyaNKkd17D13XfffZgzZ47VZ3K5vE3X4Z133oHJZMKsWbPadLkdwZkzZzBmzBhERkbilVdewZUrV7Blyxb8/vvv+M9//uNw+suXLyMhIQEA8Mwzz6B79+4oLi5Gfn6+1Xg//vgjunTpgueffx5BQUEoLS3FO++8g7i4OOTk5CA2NpYb95lnnsGOHTtw6NAhjB49unU3mBByR7rTrq+HDh2CRqNBWlqa1edvvvkmnnnmGUybNg0vvvgivv/+ezz33HOoq6vD0qVL22ltOz66T3D9fQIArF69GmvWrMH06dPx+OOPo7GxET/99BOuXr1qNd4zzzyD+++/HxcuXECfPn1aZ0PJrWMI6UR27drFAGDee+897rMJEyYw/v7+zJUrV1plGYmJiUxiYmKrzOtWAGDmz5/vknl/9913DADmu+++cziuWq1mZs+e7ZL1EGI2m5m6ujreYQaDgWlqamqT9Zg4cSITGhrK6HQ67rN//OMfDADm4MGDTk0fERHBVFZWtnjZpaWljIeHBzNv3jy7YdHR0UxycnKL50kIIULupOtrREQE88ADD1h9VldXx3Tt2tXu86SkJMbHx4epqqpq8XLErmW36t1332UAMMePH3fJ/Ok+wTltdZ+Qk5PDSCQS5pVXXnE4z4aGBqZLly7MypUrHW8AaTN3XgwI6dTmzp2LhIQELF68GNeuXcPevXvx5ZdfYt26dejevXuL57dr1y706dMHcrkccXFx+P77752aLjo6Gvfee6/d52azGd27d8f06dO5z/bu3YuhQ4fCz88P/v7+iImJwfbt21u8rjfrypUrmDp1Knx8fBAcHIwXXngBRqPRqWkLCwtRUFCAsWPH2g0zm83Yvn07YmJiIJPJoFQqMWHCBKv8MpPJhLVr16JPnz6QSqXo1asXXnrpJbvl9+rVC5MmTcLBgwcxbNgwyOVyvPnmm1xO2d69e7FixQp0794d3t7eqK6uvrUvxQnV1dX4+uuvMXv2bPj7+3Ofz5kzB76+vvjoo49Ep//ll1/wn//8B0uWLEHXrl1RX1+PxsZGp5cfHBwMb29v3Lhxw27Yfffdh88++wwMwzg9P0IIEXMnXF/Za0phYSE+//xzLm3r4sWL+O6773Dt2jU8++yzVtPMnz8fer0en3/+ucN1F7qWAcC7776L0aNHIzg4GFKpFFFRUXj99dcF5/HDDz8gLi4OMpkMvXv3xgcffOBw+devX0dcXBx69OiBX3/91eH4LLpPuDlteZ+wbds2hISE4PnnnwfDMKLh656enhg1ahT+7//+7+Y2jLgENbpJpyKRSPDmm29Cp9Phr3/9K1544QUMGzYM8+fPb/G83n77bcybNw8hISHIzMxEQkICpkyZgsuXLzucdubMmTh69ChKS0utPv/hhx9QXFyMRx55BADw9ddfY9asWejSpQsyMjKwadMmjBo1CseOHXNqHevr61FZWWn1z9kLIQAYDAaMGTMGBw8exIIFC/Dyyy/j+++/R2pqqlPTZ2dnAwCGDBliN+ypp57CwoULERYWhoyMDCxbtgwymQy5ubncOHPnzsWqVaswZMgQ/P3vf0diYiI2btzIfT+Wfv31V8yaNQv33Xcftm/fjkGDBnHD1q5di88//xyLFy/Ghg0b4OXlJbjO169ft/vO+P7V1dWJbvuPP/4Ik8mEYcOGWX3u5eWFQYMG4fTp06LTf/PNNwCAbt26YcyYMZDL5ZDL5Zg4cSIuXrzIO82NGzdQUVGBH3/8EXPnzkV1dTXGjBljN97QoUNx48YNnDt3TnQdCCHEWXfC9TUyMhK7d+9GUFAQBg0ahN27d2P37t1QKpXcOd32nD906FC4ubk5POezhK5lr7/+OsLDw/HSSy9h69atCAsLw7PPPoudO3fazeOPP/7A9OnTcd9992Hr1q3o0qULHn/8cdFzfmVlJUaPHo2ysjIcOXIE/fv3d2p96T6hc9wnfPvttxg+fDh27NgBpVIJPz8/hIaGIisri3feQ4cOxU8//dQmDx+Ik9r7VTshN2P58uUMAMbd3Z05efJki6dvaGhggoODmUGDBjFGo5H7nA2vcxT+9uuvvzIAmFdffdXq82effZbx9fXlQp6ef/55xt/fnzGZTC1eRwC8/959912n57Ft2zYGAPPRRx9xn+n1euauu+5yKmxsxYoVDACmpqbG6vNDhw4xAJjnnnvObhqz2cwwDMOcOXOGAcDMnTvXavjixYsZAMyhQ4e4z8LDwxkAzJdffmk1Lhve1rt3b6dD9Nh5OfqXlpYmOp+PP/6YAcAcPXrUbtiMGTOYkJAQ0emfe+45BgDTtWtXZsKECcy+ffuYzZs3M76+vkyfPn0YvV5vN03//v259fP19WVWrFjBGyKXnZ3NAGD27dsn/mUQQkgL3QnX1/DwcLsw8vnz5zPu7u684yuVSuaRRx5xar581zKGYXivYePHj2d69+7NOw/La095eTkjlUqZRYsWcZ9ZhpeXlJQwAwcOZHr37s1cvHjR4XpaovuEjn+fUFVVxY3n6+vLbN68mdm3bx8zYcIEBgDzxhtv2M37ww8/ZAAweXl5Tn0nxPWoIzXSKQUFBQEAVCoVoqOjWzz9iRMnUF5ejjVr1lg9DX388cexZMkSh9P369cPgwYNwr59+7BgwQIAQFNTE/bv34/JkydznZ0FBARAr9fj66+/xoQJE1q8ng8++CA3f9bAgQOdnv6LL75AaGioVTiet7c3UlJSnHqKfe3aNXh4eMDX19fq83/961+QSCR2ndAAzW9L2GUDwIsvvmg1fNGiRdiyZQs+//xzqxDCiIgIjB8/nnc9HnvsMac7kNuzZw8MBoPD8Xr37i06nJ2HVCq1GyaTyRwugw39CgkJweeff8716NqjRw/MmjULH374IebOnWs1zbvvvovq6mr897//xbvvvguDwYCmpia73mC7dOkCoPnNBiGEtKY75fpqy2AwCL4ddeaczxK6lllew3Q6HRobG5GYmIiDBw9Cp9NBoVBww6OionDPPfdwfyuVSvTv3x///e9/7eZ75coVJCUlAQCOHj3a4lQAuk8Q1lHuE9jx2LSPmTNnAgCmT5+OmJgYrFu3DvPmzbOaN90ndDzU6CadzuXLl5GWlobo6Gj89NNPyMzMxIoVK1o0j6KiIgBA3759rT739PR0eJJlzZw5Ey+99BKuXr2K7t274/DhwygvL+dOhgDw7LPP4qOPPsLEiRPRvXt3jBs3Dg8//LDTNwg9evTgzZNyVlFREe666y7uAsdyNuxMyIULF6BSqRAYGCi6bDc3N9x1111Wn4eEhCAgIID7DVgRERGC8xIbZovtBfRWsRdvvnD++vp6hxd3dvjDDz9s1WieMWMGkpOTkZ2dbdfojo+P5/7/kUceQWRkJABgy5YtVuMx/z+X2/Z3JYSQW3EnXV9tyeVyNDQ08A6zPOfX1tZa5dO6u7tDqVRyfwtdr44dO4a0tDTk5OTYhS3bNrp79uxpN32XLl1w/fp1u8+Tk5Ph4eGBn3/++aZKitJ9ws1rq/sEdjxPT0+rhyNubm6YOXMm0tLScOnSJav9hu4TOh7K6SadDvvk+z//+Q9mzJiB9evX8z79dbWZM2eCYRh8/PHHAICPPvoICoXC6oIfHByMM2fO4MCBA5gyZQq+++47TJw4EY899libr+/N6Nq1K0wmE2pqam56Hs6e8MUuTi0pk1ZRUYHS0lKH/xzV0AwNDQUAlJSU2A0rKSmBSqUSnZ4d3q1bN6vP3d3d0bVrV96bJ0tdunTB6NGjsWfPHrth7LTsGylCCGkNd/L1NTQ0FE1NTSgvL7f6vKGhAdeuXePO6Vu2bEFoaCj3b/jw4Vbj812vLly4gDFjxqCyshKvvPIKPv/8c3z99dd44YUXADR3OGbJ3d2ddx0Zns4zH3roIdy4caNNO2i1RPcJrr9PCAwMhEwmQ9euXe32jeDgYACwu6eg+4SOhxrdpFP55JNPcODAAaxduxY9evTAtm3b4OXl1eKOXsLDwwEAv//+u9XnjY2NKCwsdGoeERERiIuLw759+2AymfC///u/mDp1ql2YkZeXFyZPnozXXnsNFy5cwLx58/DBBx/gjz/+aNE634zw8HBcuHDB7kLtbK+mAwYMAAC776RPnz4oLi5GVVWV6LLNZrPdd1xWVoYbN25wv0FrGz58uNUNkdA/27fHtqKjo+Hh4WHVyyrQfAN25swZqw5c+AwdOhQA7OpnNjQ0oLKy0urNiBCDwQCdTmf3Oft7sG/CCSHkVt3p11f2nG57zj9x4gTMZjM3fM6cOfj666+5f3wPRm199tlnMBqNOHDgAObNm4f7778fY8eObVFDUcjf/vY3rFmzBps2bcKmTZtaPD3dJ3T8+wQ3NzcMGjQIFRUVdtEYxcXFAGB3T1FYWAg3Nzf069dPdB1I26FGN+k0ampq8Nxzz2Hw4MH429/+BqD5KeHatWvx5Zdfck/EnTFs2DAolUq88cYbView9957j7dEk5CZM2ciNzcX77zzDiorK61C34Dm/BtLbm5uUKvVAPjDkVrb/fffj+LiYuzfv5/7rK6uDrt27XJqejbc2faCMm3aNDAMg/T0dLtp2Av3/fffD6C5zIWlV155BQDwwAMPOLcRLbRnzx6rGyKhf3PmzBGdj0KhwNixY/HPf/7T6gn+7t27UVtbixkzZnCf1dXV4ZdffrHKnRo1ahSCg4OxZ88e1NfXc5+/9957aGpqwn333cd9ZvtmBQAuXryIb7/91q5XVAA4efIkFApFi/L7CSFECF1fgdGjRyMwMNCujNfrr78Ob29v7prVu3dvjB07lvvnTKgy+3bSsmGr0+nw7rvvtng9+axcuRKLFy/G8uXLecuQiaH7hM5xnzBz5kw0NTXh/fff5z6rr6/Hnj17EBUVZfdW/eTJkxg4cKBV2gJpZ+3TfxshLffcc88xbm5uTH5+vtXnJpOJGTJkCKNSqZjq6mqn5/fmm28yAJiEhARmx44dzAsvvMAEBAQwvXv3dti7Kuvy5cuMRCJh/Pz8mMDAQKahocFq+NSpU5mRI0cyq1evZt566y1m5cqVTEBAADNo0CDeXqktAWDmz5/v9PbwYXsglclkzNKlS5lt27YxQ4cOZdRqtVO9kjIMw0RHRzOzZs2y+zw5OZkBwEycOJHZvn078/e//5156KGHrHqcfeyxxxgAzMMPP8zs3LmT+3vq1KlW8+LrSZZh/uyV9OOPP275xreCkydPMlKplBk8eDDz+uuvMy+//DIjk8mYcePG8a6nbU+n77//PgOAGT58OLNjxw5m8eLFjKenJ3PPPfdY9bgbHBzMzJo1i8nIyGB27drFLFmyhAkMDGRkMhlz7Ngxu/WKjo5mZs+e7ZJtJoTcee6066vQNWfnzp0MAGb69OnMP/7xD2bOnDkMAGb9+vVOrbPQfH/55RfGy8uLiYmJYbKysphNmzYxffr0YWJjYxkATGFhocN5JCYmWn13lr2Xs55++mlGIpEwu3fvdmp9GYbuE25VW90n1NXVMQMHDmQ8PT2ZxYsXMzt27GCGDx/OuLu7M1988YXVPBsaGpjAwEBmxYoVLttu0nLU6CadwokTJxh3d3dmwYIFvMPz8/MZNzc33tIUYl577TUmIiKCkUqlzLBhw5ijR4/aXdgcSUhI4C15wTAMs3//fmbcuHFMcHAw4+XlxfTs2ZOZN28eU1JS4nC+rdHoZhiGKSoqYqZMmcJ4e3szQUFBzPPPP898+eWXTl9MX3nlFasyLSyTycRs3ryZGTBgAOPl5cUolUpm4sSJViVmGhsbmfT0dCYiIoLx9PRkwsLCmOXLlzP19fVW8+qoF1OGYZjvv/+e0Wq1jEwmY5RKJTN//ny7m0+hiynDMMz//M//MLGxsYxUKmW6devGLFiwwG76tLQ0ZtiwYUyXLl0YDw8PRqVSMY888ghTUFBgN7+ff/6ZAcB88803rbqdhJA70514fRW65jBMc2mz/v37M15eXkyfPn2Yv//971yJq1uZ74EDBxi1Ws3IZDKmV69eTEZGBvPOO++0aqO7qamJmTVrFuPh4cF8+umnTq0zw9B9wq1qi/sEhmGYsrIy5rHHHmMCAwMZqVTKjBgxgrc83X/+8x8GAPP777+32jaSWydhGJ5eGQgh5P/T6XTo3bs3MjMz8dRTT7X36tzxFi5ciKNHj+LkyZPUKykhhJB2R/cJHcvUqVMhkUjwySeftPeqEAvU6CaEOJSRkYF3330X58+ft6sZTdrOtWvXEB4ejo8++ojLhSOEEELaG90ndAw///wzYmJicObMGURHR7f36hAL1Ogmt52qqirBWpuAfU3NzqihoUG0R1CguYOP1ugZlRBCCAHujOvr7YLuEwjpWKjRTW47o0aNwpEjRwSHh4eH4+LFi223Qi5w+PBh3HvvvaLjvPvuu3j88cfbZoUIIYTc9u6E6+vtgu4TCOlYqNFNbjsnT57E9evXBYfL5XKnSnx0ZNevX8fJkydFxxk4cCBCQ0PbaI0IIYTc7u6E6+vtgu4TCOlYqNFNCCGEEEIIIYS4CPV0QAghhBBCCCGEuIhHe6+Aq5nNZhQXF8PPz4/K6xBCCOlwGIZBTU0NVCoV9fprg67hhBBCOjJnr+G3faO7uLgYYWFh7b0ahBBCiKjLly+jR48e7b0aHQpdwwkhhHQGjq7ht32j28/PD0DzF+Hv79/Oa0MIIYRYq66uRlhYGHe9In+iazghhJCOzNlr+G3f6GbD0fz9/emCTQghpMOi8Gl7dA0nhBDSGTi6hlPyGCGEEEIIIYQQ4iLU6CaEEEIIIYQQQlyEGt2EEEIIIYQQQoiLUKObEEIIIYQQQghxEWp0E0IIIYQQQgghLkKNbkIIIYQQQgghxEWo0U0IIYQQK0ePHsXkyZOhUqkgkUjw6aefWg1nGAarVq1CaGgo5HI5xo4di99//91qnKqqKiQlJcHf3x8BAQF46qmnUFtb24ZbQQghhHQM1OgmhBBCiBW9Xo/Y2Fjs3LmTd3hmZiZ27NiBN954A3l5efDx8cH48eNRX1/PjZOUlIRz587h66+/xr///W8cPXoUKSkpbbUJhBBCSIfRro1uR0/SAeDnn3/GlClToFAo4OPjg+HDh+PSpUttv7KEEELIHWLixIlYt24d/vKXv9gNYxgG27Ztw4oVK/Dggw9CrVbjgw8+QHFxMXcd//nnn/Hll1/irbfewogRI3D33Xfj1Vdfxd69e1FcXNzGW0MIIYS0r3ZtdDt6kn7hwgXcfffdGDBgAA4fPoyCggKsXLkSMpmsjdeUEEIIIQBQWFiI0tJSjB07lvtMoVBgxIgRyMnJAQDk5OQgICAAw4YN48YZO3Ys3NzckJeX1+brTAghhLQnj/Zc+MSJEzFx4kTB4S+//DLuv/9+ZGZmcp/16dOnLVatzemMOlTVV6GmoQZ+Xn4IlAVCIVW092oRQgghVkpLSwEA3bp1s/q8W7du3LDS0lIEBwdbDffw8EBgYCA3Dh+j0Qij0cj9XV1d3Vqr7VJ0DSeEECKmXRvdYsxmMz7//HOkpqZi/PjxOH36NCIiIrB8+XJMnTq1vVevVZXqS5GWnYbs4mzuswRVAlZrVyPEJ6Qd14wQQghpOxs3bkR6enp7r0aL0DWcEEKIIx22I7Xy8nLU1tZi06ZNmDBhAr766iv85S9/wUMPPYQjR44ITmc0GlFdXW31ryPTGXV2F2sAOFZ8DKuzV0Nn1LXTmhFCCCH2QkKaG5JlZWVWn5eVlXHDQkJCUF5ebjXcZDKhqqqKG4fP8uXLodPpuH+XL19u5bVvXXQNJ4QQ4owO2+g2m80AgAcffBAvvPACBg0ahGXLlmHSpEl44403BKfbuHEjFAoF9y8sLKytVvmmVNVX2V2sWceKj6GqvqqN14gQQggRFhERgZCQEHz77bfcZ9XV1cjLy0N8fDwAID4+Hjdu3MDJkye5cQ4dOgSz2YwRI0YIzlsqlcLf39/qX0dG13BCCCHO6LCN7qCgIHh4eCAqKsrq88jISNHeyzvbU/KahppbGk4IIYS0ttraWpw5cwZnzpwB0Nx52pkzZ3Dp0iVIJBIsXLgQ69atw4EDB/Djjz9izpw5UKlUXPpXZGQkJkyYgKeffhr5+fk4duwYFixYgEceeQQqlar9NqwV6Iw6FOoKUVBRgIamBqSoUyD3kPOOS9dwQgghQAfO6fby8sLw4cPx66+/Wn3+22+/ITw8XHA6qVQKqVTq6tVrNX5efrc0nBBCCGltJ06cwL333sv9/eKLLwIAHnvsMbz33ntITU2FXq9HSkoKbty4gbvvvhtffvmlVXWRPXv2YMGCBRgzZgzc3Nwwbdo07Nixo823pTXx5W9rQjXIHJmJ1KOpMJgMVuPTNZwQQgjQzo3u2tpa/PHHH9zf7JP0wMBA9OzZE0uWLMHMmTMxcuRI3Hvvvfjyyy/x2Wef4fDhw+230q1M6i6FJlSD3JJcu2EJqgQEygLbYa0IIYTcyUaNGgWGYQSHSyQSrFmzBmvWrBEcJzAwEB9++KErVq9dCOVvs9fv5Khk7CrYxX1O13BCCCGsdg0vP3HiBAYPHozBgwcDaH6SPnjwYKxatQoA8Je//AVvvPEGMjMzERMTg7feegv/+te/cPfdd7fnarcanVGHTfmbkBSZBE2oxmqYJlSDlfErqeQIIYQQ0s50Rh3K9GWY1ncado7ZaRdSnluSC3WQmvtbq9IiXdvcCzsbil6oK6SO1Qgh5A4lYcQeZd8GqquroVAooNPpOlyHLIW6Qkz5dArkHnIkRyVDHaSGsckIqbsUBZUFmNJ7CgJkAVT7kxBCbmMd+TrV3jrCd1OqL8Wq7FXIKc7hPtOEapAUmWQVUv7O+Hdwvf46pO5ShPmFwdvTm0qJEULIbc7Z61SHzem+E7AdrBhMBquQNACQe8gxqfckpB5NpQs2IYQQ0g7YkHLLBjfAH1Je11iHRUcWAQA+/8vnoqXEMkZm0AN0Qgi5g3TY3svvBGIdrCRHJWNj/kaq/UkIIYS0E7GSYJYh5ZpQDQoqCwA0PxxvNDdSKTFCCCEcetPdjgJlgUhQJeBY8TG7YXEhcXZvv1nsBZuekhNCCCGu46jkl8lsQlp8GqK6RuGG8QY+mvQRPNw80GRuQoo6BbvP77br0dyZ+RJCCLm90JvudqSQKrBauxoJqgSrzxNUCfBy9xKdli7YhBBCiGsJ1d9mh/UJ6IOvir7CzH/PxLyv5+Hhfz+MzOOZKNYX49eqX5E5MpN3HlRKjBBC7iz0prudhfiEIGNkhl1naY5Cz+iCTQghhLiOzqhDQUWBYFnP1GGpWJ+33m4Y+7daqcaen/dQKTFCCCHU6G5POqPOqrEd7h9uFTIuFHpOF2xCCCHEtXRGHZTeSqSoUzA3Zi7yS/O5cHFNqAZqpRrpuem80+aW5OLZQc9i9/ndSI5KRoo6hcv/7u7bvS03gxBCSAdAje52UqovFS0lwoaer85ebdXwZsehfG5CCCHENUr1pViXt86q1/J4VTz23L8HpfpSnLt2DrWNtaLzqDZWI3NkJhRSBX6s/NHubTdVIiGEkDsHNbrbAVuCxFEpEaHQc2pwE0IIIa4hVCYspzgHmcczoVY2v7FuNDc6nNeen/dg0dBFdvOi0mGEEHJnoUZ3OxArQWLbM7lCqqALMiGEENJGKg2VdtdouYccyVHJUAep4e3pDV9PX5TVlSGxRyKOXDliNdzYZIRCqoDBZMDZirMww8x1pmY5jsxDBp1RR9d4Qgi5A1Cjux046nmceiYnhBBC2l6pvhRXaq5YfSb3kCNzZCb2/LzHKkRcE6rB0uFLIfWQYnLvybzDM0dm4prhGrYkboEEEnxw/gOrcbQqLdK16RRmTgghtzkqGdYOHPU8zjdcZ9ShUFeIgooCFOoKoTPqXLV6hBBCyB2HDSu3lRyVjD0/7+HtpTzjeAaeH/w8PvzlQ97he37eg0BZIHaf340yfZndONnF2VidvZqu6YQQcpujRnc7CJQF2tXmZvH1TF6qL0Xq0VRM+XQKkr5IwpRPp2Dp0aUo1Ze2xeoSQgghtz029augsrlMGEsdpOYtGQY0N6zrTHV2OduWwxvMDcgtyYXSW8k7DptWRggh5PZFje52wPZMbtvw5uuZ3FGna/R0nBBCCLl1bGrX7vO7kRSZxDW8jU1Gp6ZjyT3kSFGnIGt0FrYmboXcQ46PJn2ErrKuXG63o3kQQogrUQRt26Oc7nbibM/kLel0jRBCCCE3h03tMpgMSD2aiuSoZMyOnI0geZDodP5e/tz/C+V/a1VapKhTsDVxKxYdWQSDycC7bEIIcTVHZYuJa9Cb7nakkCoQoYiAWqlGhCKCt/FMna4RQgghrhcoC4RWpQXQ3PDeVbALCw4twKHLhxCviuedRhOqQY2xhnsrLpT/nV2cjTcL3kSZvgzJUclWw/jSygghxBUogrb90JvuDu5mOl0jhBBCSMu9POJlrM9bz92Qyj3k6OHbA+N7jUdJbQncJG5oYprgLnGHmTFD6a3EsavHsGz4MmSeyIQ6SG31htvSmfIzeH7w84gKikL/Lv0h85Choq4Cd3e/myLWCCGtTmfU4Xr9dTQxTWhimlDXWAcfTx9EB0XjdPlpu4gbiqB1LWp0d3Bsp2vHio/ZDaOn44QQQsitY8MtT5efRnJUMh4d8CjcJG7o6dcT6/PXY1X2Km5cTagGSZFJSD2aCoPJAE2oBveG3YvFQxfjRsMN3vmzYefbT2+36nRNq9IioTt/x6qEEHKzSvWl2JC3AQ/1fcgu+oYtZ8iewyxRBK3rUHh5B9eSTtcIIYQQ0jKW4ZaWYeVnKs5gXd46u57J2VJgbJh4bkkuNp/YDA93D9Q11vEugw07t50XlQwjhLQ29pzWt0tfwXKHlucwSxRB6zr0prsTcLbTNUIIIYS0jFCHpWKh4rkluZgdOZv7m22wV9RVIF4Vb9e4FpsXhXQSQloTe057dMCjTp/DAIqgdTVqdHcSCqmCLsiEEEJIK+MLp5R7yNFF2gVZo7NgbDJC5iHD2Yqz2H1+NxeO2WBuQIo6BeogNYxNRkggQVxoHAYHD8am45sEa3vzqTZWt9r2EELuPDqjjns5J3OX4dXRryJIHoStiVt5z1+AdTnEBFUC0rXpAIBCXSG95HMBanQTQggh5I5lG07J5l9nnc2yemNtmwfZ3bc7Pvr1I6s3SfGqeLwU9xKGdhuK2ZGzYWwyQuouhb/UH2Lqm+pRqi+lcj2EkBazLAFmWbbQUR53L0Uv7Ll/D9e4ZsslUikx16BGdydj+SSLnkARQgght8a2w1Khsl/s38lRySioKMD5yvN24+QU52Bj/kbc1/M+LDi0gPs8RZ0CTaiG9+23JlSD/NJ8vPvTu8gYmUHXdEKI02xLgDlz/tpVsAsJqgR08+7GnW8clRKjc9Oto0Z3J0LF7AkhhJDWxXZYujp7NY4VH3OYy/3C0Bcwvtd4fFv0LeQecrvef0+Xn8ayuGV4a9xb0Bl1kHnIcK7yHJ6JfQZuEjfubVRyVDLiQuLgJnFDvakeAHC9/jrd2BLSSbT3i7DyunJcr7+OaX2nISkyCWcrziJWGeswj5svlFzuIadSYi5Gje5Ogp5AEUIIIa5h2WFpVX2V6LhXaq5g0ZFFvOGabGjnxryNyCmxLg12T4978LdBf8PsyNkI8QnB5hObrW6ONaEaTOo9yTUbSAhpVe39IuxyzWWsyVljF0KuCdWITucv9UfGyAzeUHIqJeZaVDKskxDqXRX48wkUIYQQQm6OQqpAhCLCYe+9UncpAP6yO1xpsBL70mDbT22HRCLBmYozyDyeyVuKbFP+JiofRkgH5+hFmKuP4fK6crsGN9B8DjEzZtFpA6QBAMC7/lRKzLWo0d1JOHrCRE+gCCGEkFvH5njz0YRqUFBZwP2dW5ILdZCa+1sdpBbstTy3JBcN5gbEhcQJjpNdnE0P0Qnp4Nr7RdgN4w3Bc0h+aT7iVfG8w9iSYGLrb3tOs5yO3BoKL+8kHD1hoidQhBBCyK3RGXW4Xn8dS+OWYlP+JpwuP43kqGTuJlTprcSxq8cwf9B8RAZGwthkRJB3EFLUKdh9frfD+VcaKrk3TQC43G627JjMQ4Ymc5OrNo8Q0kJ8edvt8SLMcj1MZpPVMMvzSIO5AeN7jUdBeQEyT2RyYeJs6LtCqkCloVK0HKJlKbHRYaOxNG4pquqrUFRdRJ043wJqdHcStr2rWqInUIQQQsitsS2782T0k0gdnoqM4xl2ZcGejnka87+dz92kxqvi8eH9H0Jv0osuw8vNyy7/e8/Pe6zmr1VpsUKzAmF+YS7YSkKIs4TythcNWyQ6XWu/CLNdj6zRWdwwsfPI/sn7UW2sho+XD9dQLtWXIuN4hmg5RLaUmL+XPzzdPZGek06dOLcCCi/vJNjeVW1D3iyfXBFCCCGk5WxzNA0mAxrNjdiUv8ku9zqnOAe7CnZZ5T3mFOcg43gGrtdfF+zIiA1NP1txFppQjWBpn+zibKzJWYPyuvJW3kpCiLPE8rYLKgqgVWl5p2vtF2F861FQWcCdZ8TOIxvyNiDMPwwRiggopApuXnz9SbC53GwpMbVSjS6yLliTs6bdctdvN/SmuxOx7F2V6nQTQgghrYMvx9G2dJhtKHgPvx4AwIVlnq04i8VDFyN1eCqKa4shkUhwtuIs9v+2H38b9DdEBUXhau1VyNxleLDPgyirKxOd/w3jDUjdpXSNJ6QdCOU9yz3kKK8rx6Jhi/Bo7aPccb77/G4MCR5iV4rrVu7VdUYdyurKMK3vNCRHJcNkNsFN4gZjkxFjeo7B+crzCPYJFiwRZlvqy1Eu99MxT2Na32lcKDlbRuyXql8wvd90qzSYsxVnqcRhC1Gju5NRSBW0gxNCCCGtiC8H0zKvUSiEkw3LTMtOQ7o2HVtPbbV6i6RVabF74m5sPrEZ6bnpVp8vjVvK1fkWCxFN16ZTGCchbYzvnGB5nL529jXuczaUWyFV8JbiuplwbNt0F3a5tiXCno191untcJRrzhdKrgnV4O1xb2PbqW1U4vAWUXg5IYQQQu5ofDmYbGkwQDiEkw3LTNemN5cKK7YvFbY2dy36deln93lGfgYXoi4WIpqWnUZhnIS0Mb5zgqNQbmOTsVVKidmGlIudfxrMDU5vh6Nc84amBt4yYhnHM9A/sL/d51TisGXatdF99OhRTJ48GSqVChKJBJ9++qnguM888wwkEgm2bdvWZutHCCG3G51Rh0JdIX6q+AmXqi/hwo0LKKgoQKGu0O7iyY7LN9zZYRd1F1FRV4FL1ZfwS9UvOFV2ChduXKALNelQ+MqEWeZNOioFFuwdLDrctgQP0HyjHhcS53D+VEaMkLbHd04QO06PFR/DDeONViklZhsGLrbc/NJ8p/PLxcohalVa5Jfm8w4TO4fRucl57RpertfrERsbiyeffBIPPfSQ4HiffPIJcnNzoVKp2nDtCCGkfVmWCPH38oe3pzf0jXroG/RQSBVgwKDOVIe6xjoESAPg6+ULfaPeKo+MnY/BZICXuxc25m/EmfIzyByZie2nt1tdyC1D4IR6bU3XpoMB49QwuYccWxO3QuYhw66CXdyy5B5yLB2+FGqlGgaTAf5e/vDx9IHBZOC2RyFVIEgexKXT8JVtYTuGoX4uSGtYNGwRZtXOssrF3pK4hcuhFGMwGZCiTrHLeWTzvRvMDbzDZe4yxKviBefP5nkbm4woqCigfZyQViZ2DWHPCe5u7jCZTQiSB3HXNNsyW4Dj8G1nS4nZjid2/tl9fjf2TdqHjPwMqwpHlh0tW27j4mGLcV/Ffcg4nsGltiwdvhQxyhgUVRfhtTGvoYlpgrvEHQaTgdtW2zJlLd0m0s6N7okTJ2LixImi41y9ehV/+9vfcPDgQTzwwANttGaEENJ6hBrPto3jqvoqrkFthhnr89YjpzjHKp/rbMVZbE3cCkOTgWvI8uV7yT3keH3s6zAzZuwq2AW1Uo2CigLkluQiRZ3CG6rGhsCtSVgjGCL3w9Uf8FXRV04NS45KRpm+DAeLDlqtF7uuq3NWCzbMgeYn72u0a3gb+aPDRmPx8MVYl7uO+5y9eYhVxkIikaCJaUK9qR4B0gA0mhuhb9RTg53Y4XvAxOZiK6QKZI7MRFldmeD0cg85usq6oqCigDffO/VoKrr7dsdHv35kN3xKnylYEbcCtaZa3vny5XlTuR5CWgffsW97bRHLp7YsswU4Dt92tpSY7XiWqS62DCYDmsxNgh0tC53f9k/ej1pjLXylvliftx6rc1ZbbVtSZBJWHFsBg8kATagGE3tN5PqguJltIh28IzWz2Yzk5GQsWbIEAwcOdGoao9EIo/HPJ0LV1dWuWj1CyB2ObbTpG/Twl/qj0dwIQ6PB7v/X560XvHjLPeTYOWYn/vHjP7g30L9U/WLVULXM50pRp9g1ZPnyvZKjklF4o5Abb3bkbO7G3bZXZkuOQuSC5EFOD2PD0WzXy3Jd+RrmrOzibMFG/l1d7sKanDV2jfn9v+1HV3lX7gFF5shMvHr6Vat5W95UnS4/zfUYfaXmCnr69YSJMVk10AFQ4/w2JVQWiM3RzBiZwf3WWpWWd99PHZaKDfkbePMtASB1eCrOV57nHb4hbwNWa1fjfOl5aEI1oscKi304ZrluhJCWETr2ba8tYvnU7PBdBbuQoEpAgDQACaoEqzfOrJaUEmPDwNn5sKkufCHmmlANzlacxdjwsYhQRDi1jez5bU3CGqw8tpI3j9ty29i8bvbvm9km0sEb3RkZGfDw8MBzzz3n9DQbN25Eenq64xEJIcRJfG9EDSYD0rLTcLr8NBeqzTby2LDtFHUK93YZEG4csxc19g307MjZVuNYNpL5GrJ8jWjb8SzD0xyFyoqFi4lNazuMb1zbdeXbHktCjXzb+bDfrVqptnpAwXezxN5Usb/Xnp/3YPf53cgcmYl1eet4H4iwHWTZhsZTI7xz0xl1eHTAo5jWd5pdyKhluR2FVIF0bbrdDawmVIOBQQOteia3lFuSi0XDFqGirgIp6hRu3pblwUpqSzAwaCBilDHIOpOFw5cPA3D8cKzSUEkRG4TcJNu86UBZINK16Qj1CcWIkBF4ceiLKKsrg4ebh+BxyD7QZtOrpO5SuzSV3ed3Iz40HkvjlnKluMSOU/Z4nhc7D09GP4m80jzs/20/V4rM9m17UmQSUo+mYki3IXbzEysRZvmA3bZcIXsuHKQcZLetgPV10NH2kD912Eb3yZMnsX37dpw6dQoSicTp6ZYvX44XX3yR+7u6uhphYWGuWEVCyG1E6MaVLzRrdfxqHCw6iJziHKuGnW0jj6+Bydc4tn0DPaPfDKtxHDWYnfnMMjxNLFQNEA8XE5vWdhjfuM40zJ0Zbvs5+90580af/VzstwOsH4gA9qHxLAr37ZxK9aVYl7fOqsdx25BRywdQIT4hyByZiUpDJaobqiH3kMPbw9thR0KXqi9h0ZFFduXFbMPG40Pj8fKIl/Fwv4dhMBng7ektOt/i2mJ4uXtZpVgAtD8S4gzLYztQFoi3x72NjOMZdo3a5XHLecOqWf5Sf2SMzOAtFcaGcXu4ediV4uI7TvnuN+JV8Xhr3FsoryvHvJh5eGHoC7haexVebl4oqCzgPVfxbaPQdyBWDnFCrwlW2+4v9cf/3P8/XAQfXQdbpsOWDPv+++9RXl6Onj17wsPDAx4eHigqKsKiRYvQq1cvwemkUin8/f2t/hFC7iw6ow4XblzAqbJT+LXqV1yuvozyunLB3rZL9aVIPZqKKZ9OQdIXSZjy6RQsPboUxbXFvKFZQfIg7kbdsldR2x5GnWlg8jWoxRqvUnepU41b2/Ese2K2/H9bliFyfCoNlYI9pdoOK6gsQEVdhdWy+Na9JQ15oc/Z786ZN/rs52K/Hd9njsJ9qUf2zoMNu7Qt8cWWAGNLedk+gFJIFegT0AeDgwdjQOAA9PTv6fDtDruv2pYXs92PckpysCF/A85UnMGiI4tQ11gnOt9AWSDW5Ky55fJEhNyJLI/tdG26XYMbgFVYtZAAaQAACIZxs32zODpOhULBc4pzkHk8E6fKT+GJr57A30/+Hb9U/YIFhxZgV8Eu0XxyZ3LMxcLnN5/YbLXtAdIAhPmHcSlzYttD7HXYN93JyckYO3as1Wfjx49HcnIynnjiiXZaK0JIRyGWT2359oovRBj486ms3EMu2GnY5ZrLvKFZQg07sbfLfH/bfsb+v23+luXfBZUFCPUOFRzOsh2PDZ8GYPX/fL2XB3sHY7V2NVZnr7brDfXu7ncjoXuCU8N2n9+NrYlbkaJO4ZbFt22222OJbcjb/g6282G/O2fe6LOftzSCwFG4LxuKTDo+sbBLy5BRZ/IVbfMvLUM1AUDprcTeB/aiVF8KT3dPhPmF4WzFWat5WE7j4+mDWGUszIwZiT0SceTKEbtlakI1aDA3WEVh2IaH6ow62h8JscHeO+iMOnw06SM0NjVC6iEVLdn3ZPSTvOd+9hwhlqaSXZyNRwc8KhjCfb3+OhRShVPnJNv/t10PW7bnJuDPc0VcSBzqGuswtmdzW+tsxVm7t/k5xTmYHTkbKeoUxIXEQWfUwWQ2ITooGqfLT9uNT9dBce3a6K6trcUff/zB/V1YWIgzZ84gMDAQPXv2RNeuXa3G9/T0REhICPr37287K0LIbc62kb0+b71VPjVfDjVgHyLMYp/KLhm+RPBCJ/TEVqhhZ9vIE2s8843D/r9to9i2wWzbkOVrRO8+vxuvj30dKYo/x0s9morkqGTMjZkLuYccKzUreXv1BppDaYV6QwXg9DC2HNhKzUrUmepgbDJiSp8p2JC3AdnF2bzbw9KqtIKN/D+u/4FV8auwPnc9jhUf4747vu/T9rdnP3fUQBd6my6ESqd0Hs78Vmy5HUcUUgX3kOpU+SnBUM2kyCQsPrIYg4MHW4Wwi4V3Lh2+FBKJhMvztpxXpaESgHAv5/GqeKzUrESYH6XYEQLwh29rQjX4a+xfRafzdPO0u5awedwGk8FhmkqDuUHwGJ/UexIAx+ekBnMD9/+W1yLL0mC2LM9Nx4qPiZ5rbHtiZ8k95KKVGWzHp+ugsHZtdJ84cQL33nsv9zebi/3YY4/hvffea6e1IoR0FOV15dAZdXB3c8em/E1cDrVQ6StHOdO2jhUfQ4oxRXD5Qm9KhRp2to08scaz5Tg7x+yEm8TNajjbQGafaHf37Y71d6+3qtPNNmQNJgMUXgpuuG0pMsvx/L38repfi2E7kGrNYazMkZmCDXO+9RRq5LOf6xv0eLDPg9hyYguSIpN4v38W22DPL8kXbaALvU0XQqVTOg9Hv1UPvx4tyk1kH1LpjDqrzvhYtr0Bmxkz9/9i4Z2ZJzKxYsQKTO87HcYmI6TuUi6Pc/PIzdw8ecPVi3OwJmcN1t+9HsHewU5vCyG3I6Hw7dySXMyNmSs6ra+nr+D1NfVoKm+aCvDn8R4kD8JrZ17jPcY35W9C5shM+Hj6iK5DkDyI+/8efj2QNToLPfx6OLyeWz5ANzNmwTB6y/W1ZGbMLRqfroPC2rXRPWrUKDAM4/T4Fy9edN3KEELalKMedy/XXMaanDVW9aUB/o7HWM52MmZJrLOigsoC3tBmoYaybSOP7Vhl6fClSB2eyjUm+S7ebCNU36AXfQN9MzpiqJczDXNnxrf9fG3CWlyvv45lccvQxDTBaDIKfp/+Xv4YHjIc6/PWO3wgkl2cLVq2hUqndC58YZesBFWC1Q2us9gQUdsbcJZQiKjYg8Gc4hxcq7+Gf/78T8GIDbHpc0tyccN4gxrd5I4nFr6dX5ovWBJQE6pBgCyA9xgq1BU6DAnXhGogd5eLhq9X1Vfxvk23XAcvNy/u/7+99C12FezCgakHWvQAvVBX6NT5iaVVaZFfmu/0+HQdFNdhc7oJIbcH27Bwk9kEiUSCjfkbeXOsQ3xCUF5XztXJtOyNGmhZDrXQZ5a8PbwFb77ZN6Jrc9ZaDR8SPAQ9/XryNpQNjYabbjR3xMZxZ9OSxjw7rqMHHpbDH+zzoF0nMmLhfaRjsg27ZN3qb2kZWsmXwxkgDcD8QfMRGRgJb09v7ByzEwFeAaK9I1caKjEnag7Gh4+H0lvJzavKUIWpfabiv7r/8k7HLt9sNqOgooDK+pA7Gl/YM3uMxCpjkaBKwJPRTyK/NJ/Lx9aEapAWn4Zg72DeFwWOQqklkGDhkIUAgK2JW+3yvS3XzQ1uXJQWX1mwUn2pVYkwoW1y9jvgPT/9/3MRACwdvhQxyhgUVRdh55idvOvtbJg7aUaNbkJIq7G8KPl7+cPT3RNrctZY5V7bvrlmsTnWGSMzcMN4g7e+NNCyHGqhz1gJqgTRm+/lI5Y7zG2mC0zn50xD3XK4ZWg8NWQ6L0fH9s1gQyuFcie1Ki3mxszF/G/nczevWpVWMD8SAGTuMjBgcLDooN3NeJB3EEJ9Qu2mEVo+lfUhdyq2MWn5t9AxunfSXjSZm6CQKhDsHcybC65VaZE6PFX0gVmwTzC2nthqd9zaHu/seePJr57k0sps00nem/Ae1Eo173TOcub8tG/SPnhIPLAub51VSTC+9e6l6IU99++h66CTqNFNCLlpfJ2bsRclodxr2zfXltieLy2fxoo1rPlyqLckboFEIuHeotuGCLMsn8pa5gYLNazpYkJYtD/cPlr7t2TD1gcGDeTNs84uzrbK5xb6jKUJ1aCJaRLM+QaA54c8b/dg0VF5u4yRGbQPkzuGzqhDQYX1/YLQMZJdnI3M/EzuGBHKBc8uzsam/E1IHZaK9Nx0u2VqQjX4qeInh/nQbEi2scmIWGUs7/2RJlSD8rpyuwZyS0O5nTk/bcrfhHHh43hz323Xu5t3NzqPtAA1ugkhTtEZdbhefx1NTBPMjBkebh5ciDhfr+FCudfO9ABt+fRWrHMyvhzqxUcW46W4l7Bk2BLUNtZC7iGHj4cP1iastcujtrxYUEOKEHKr2MiZouoiqxtk21DOHn49AAD7f9uP6f2mW5UKY8M4BwcPxtyYuTCYDKKlwdzghmXDlyHzRCZ3o2yb5207XVldGbe+hNxubKPuPNw8EOwdjBR1CubGzMXp8tO4p/s9UAepMaPfDLuwb8vSV45Keb0w9AWrexS5h7w5NDsoBkU1RXhtzGtoYprgLnGHwWTgljU4eDBWx69GjDIG/9X9F94e3nh5xMs4XX4aG/M3cm+T2ZByd4k7t1xNqAYvj3i5xcev0PnJElviTGh72XKKlqHkjvroIc2o0U0IEcQ2tBkweOXkK5jWdxr2/LxHtHMzllDutTM9QPt4+vDWl+brnEysoyxCCGlrIT4hKNWXcn+Llel5e9zb2HZqm90brP2T93PnsAs3LojOJ14VjzlRc7Bk2BJcrb0KY5PRqoNIsVDSdG06hZqT24plKLjlvm/ZKN45Zie2n94uWuaLjbhzlDd9tfYq1Eo1ZkfOhslsQrh/ODJPZNqFZidFJmHFsRVcrvik3pOw95e9duOlqFOw94G9uG68Dn2jHmcrziL1aCp2jtmJrYlbuZDzamP1TX0/tucnPmIvR/yl/laRMnyh95TGwo8a3W2AngCRzkAoHzs6KBoFFQVQK9WCIeJ8J2ih3GtneoBWSBVYFb+K60zNsr60l7sXAqQBdBwRQjosy3OTWEmwjOMZUCvVOHLlCPd5dnE2NuRt4G5su8i6iM4npzgHDMPg5REvY8GhBQCArNFZDpefXZyNtOw0ZI7MpHMpuS3YhoLz7ftseLSjsG824s5R3rSXmxd3P5SiTsHeX/c6nDdbKiw6KNrq2GfHGx8+HgBQUlfCzbuusQ6LjizixmXre98MR8e72MuRAGmA1RtuvtB7SmPh59beK3C7K9WXIvVoKqZ8OgVJXyRhyqdTsPToUodPmQhxJZ1Rh0JdIQoqCnBRdxFXa69a7aef/fczrM5ejezibKiD1MgtyeX+CzjXazjbuLb9/93ndyMpMon7m2UbrhTmF4b1d6/Hv6b8C6+PfR3je41HhCICg4MHI0IRQSdyQkiHxeZOArA6d9piz6222PBWy3k5mk+DuYH3nCs2HVuuiJDbgW0oON++78zxaFn6yvJYtqUJ1aCgsqBF82ax91d84ym9lVB6K7nhtsu51dJcYtukVWlRaajkHWa7XLHQe8tzGGlGb7pdiJ4AkY5A6A02X4dnLL4cbLEQcb6312K515ZvrqXuUiikCt4318HewVRflhDS6VhWReCLBLLMsWbDXW1L8liGtS4atgg3jDd4x7MsDcbmrJ4qO4U5UXMgkUic6kcDoKg80vnZlsTqIu2CrNFZXMqFyWxCkDxItHwXAO4FQHldOW4YbyBFnYIno59EXmkedp/fDaC5pFZU1yhcqb3CHZduEjdu2bZ9L5ytOAuT2WS1HKFj0/LzeFU8Hh3wKFcmrDVKc/FVbWFz0dVKNfSNerw97m1uew0mA7dcoLk+eU1DDaTuUqSoU7jvxHabzYz5ptfxdkSNbhdy5gkQXdBIa7rVBjaLr4EtFiJu26gGAIPJgE9+/wTp2nQYm4yCNZDpGCCE3I7YkmRsp2UssRxvy5xSfy9/3nxJy/EACOZr39frPrwU9xLqTHWi6+nt4U15meS2YFsSK+tsFnKKc3hzuwH+Mlg9/HogxCcEl2sucyluLLGSWlqVFlP6TEGgLBDp2nTe43tir4lWJcaEwrjZz5XeSqwYsQJmxoy3xr3VqvdNliUTLSvQ2G7Tvkn7IIEEXWRdUG+qR+rRVLvz0ZbELZBAgg/Of0D9RoigRrcLOep8oaVF7QkRc7X2KtJz0rmOQW6mgc3ia2BbNrQddW5mMBmoUU0IueOx578EVQL3Rkksx5sdfq7yHLw9vbHy2ErR0j0ABPO1M/IzkBSZhMq6SsF+NDShGtww3sDmE5spKo90ekIlsZw55tgyWEHyIJTXlds1uIHm42pj/kaMDx/PW0JsQ94GbE3cijcL3hTsw4Fdlm3IOEsTqkFFXQUAoNJQibHhY112/LFVW3RGnV1jmt2mjPwMZIzMAACsyl4leD4aHz6e9/uic8ifqNHtQo46X2hpUXtCbOtiN5obYWg0IEAWgPSc9FtuYLP4Gtj7f9uPpMgkAC0LESeEkDuZbSgn37mZlVuSi7kxczGj3wzUNdYhOigajw54FA3mBijlSni6eaJUXwpPd090lXVFVX2VaGmwbt7dECwPxpBuQ7Axf6PdW76kyCTUmep4o/LkHnIMDBqIMn0ZiqqL6EEq6dDYaiuLhi2CmTEjKjAKC4csRIO5ASazCbHKWKiVartwcr4yWBd1FzE7cjZvObGc4hwkDWi+F+ILIw+SB+FsxVnedcwtyUVyVDLSNGlQK9Uo0ZdYpYwMCh6EZcOXwWQ2wcvNC14eXm1yvDmKzK00VKKJacK0vtOQFJmEc5XnIJFIEBkYyW13V1lXq7f4ltNTZG8zanS7EPvEjX26belWO0Egdx42/O90+WlkjszE9tPbkVuSixR1CuJC4uyeMN5MA5sllIPt4+mD1OGpYMDA0GiAv9SfbsIIIcQBy1BOR50LydxlCPEJ4Tq7tA1RTYpMwuIjizE4eDCWxS3jbnTFwtaXxS3D0G5DMTtyNoxNRq7sUOrRVKxLWGe3DkLzopBz0hGV6kuxIW8DHur7EPb8vAdnK84ic2Qmtp3a5jCcHGh+Cca+jS3Vl2JD/gbRcmLGJqNoKT6+ZVgu658//xPpuencZ/GqeHx4/4f45tI3eOTzRzBIOQhL45bi7yf/jkXDFrn8eHMUeXul5gpXGYFd36djnsb8b+dz2xivihfcborsbUaNbhfi66gAaJ1OEMjti68zGwBcvl2KOsUqTEodpIbOqLObz802sAH7fGzqWIcQQm4NG8rpiL/UHzqjzu7NNGAfDrspfxP3/2IhtJnHMxEdFG1148ziu1YIzYtCzklHw3ZaHB0Uze2ztvdJLNvjh+Xr5cuFWadlp1k1uPmmk7pLRUvxmRmz3TJYDU0NdvPPKc7hygcaTAbklDT/HRMU0ybHW0sjb9kyhZbbyPfZzc7/dkUlw1yMfbp9YOoB7Ll/Dw5MPYCMkRn0lJhw2PJd5yvO41L1JSw5usSuxFx5XTkX+mNbkoJ9a2HLsmQMi69cl2UD23I/XZOwBipfFSIUEVAr1VSmixBipampCStXrkRERATkcjn69OmDtWvXgmEYbhyGYbBq1SqEhoZCLpdj7Nix+P3339txrdufWLkeNgquqr7K7sacZVl6KLs4G3EhcQAclwZjx7NVUVcBrUpr9ZnYvKgUEOlI2NBoy322JaW7NKEaBEgDrOYlNl28Kh6VhsqbKgWoVWmRX5rv1DQ5xTlQB6nb5HhrSVk0Ft828n1Gkb1/ojfdbcDZp9vkzmCbl70+bz1Ol5/GO+PfwdrctbxvFmbVzuL+5quRTW+wCSFtLSMjA6+//jref/99DBw4ECdOnMATTzwBhUKB5557DgCQmZmJHTt24P3330dERARWrlyJ8ePH4/z585DJZO28Be3DmSi4ouoi7nO+vNEArwAEygIxvd90KKQKZI3OQpB3EFe+hy+s1U3iBk2oBmcrznLzA4BQ31BoVBpkHs/Ed5e/A2B9neFbfpO5yVVfDyFO0xl1aDQ34r0J78HH0wd7H9iL769+jwZzg+h07P6tCdUgLT4Nwd7B0Bl1MDYZRcuJyTxkWDJsCfSNeni5e4keb5bYclwxyhgUVRfxlv4Dmt8Ivz3ubfh5+aGsrox7gOnq8Gyhc5JWpcWsAbOQejRV8Dxkm8dtee6gyF5r1OgmpA1ZlmWx7F08RZ0CfaNe8KmpJb4a2b9W/WrVyRnQ3MDe/9t+rNauRkNTAzWwCSGtKjs7Gw8++CAeeOABAECvXr3wP//zP8jPb36TwzAMtm3bhhUrVuDBBx8EAHzwwQfo1q0bPv30UzzyyCPttu7tzTLHm+/cbFv6yDZvNF4Vj7fHvY1tp7aJlh2zZDAZEBcSh5dHvIwN+RvsplupWYkZ/WbAYDKgh18P0eVrVVqs0KxAmF9Y6385hDihVF+KVdmr7HKvU9Qp8PX0FZ22u2937J+8H11kXRDsHeywNJ/lsfTQgYccjgM0lx47MPWAYDkuvmlrGmq4FBBNqAYrRqxAoCywTcKz+c5J7hJ3TP9sOgD+0oR8edy9FL2w5/49dL/JgxrdLsaXn0s74O3PUV42YN27uFBeNqugsgBalRbZxdmCNbL3/7YfaqWa6yhHIVUgzC8MKl+Vi7eWEHIn0mq12LVrF3777Tf069cPZ8+exQ8//IBXXnkFAFBYWIjS0lKMHTuWm0ahUGDEiBHIycm5oxvdgHgUnFDpI5ZlDuiRK0e4z4VyVrUqLSrqKtC3S1+sz1vPm+u6Lm8dxoePx+qc1UhRp0ATqoFaqRbMW12Tswbr716PYO/gW/oeCGkpnVFn1+AG/tz/58XMEy2T9/O1n5HQI4F7w23b4Lacl2WJL9vQcKHjjS09JlaOi2/+lmHc7DG5NXFrm4Vn256TdEYdhgQPET0PWeZxJ6gS0M27G7VzBFCj24X4npxRz5+3L7ZcBQMGG/M3Wl0MElQJWDRskdW+YBmCI5SXzdp9fjf2T96PDXkbRGtks51w0AMeQoirLVu2DNXV1RgwYADc3d3R1NSE9evXIympOeqmtLQUANCtWzer6bp168YNs2U0GmE0/nlurK6udtHad2xsuGdRdZFdp0SWYZ7ent6IVcbalfBh31TvPr8bQ4KHYLV2NSSQoKq+yu7G2XJ+bHjrybKTmBM1B17uXqLLv1JzBfpGPV1viEsIvbjSGXVIGpCE6X2n24WCs2W5lg5fiozjGXa9lz8T+wzk7nLUNNSgoq4Ccg85ooOicbr8tN3barac2L1h9yJFnYLr9dfx5tg3ESALgKnJhOrGapwuP41BykEA/gwjVyvVXJk9d4k7Tpef5t0+dv5sVYK07DSkqFPsSpC1x7HFfvfzYudB5t6cCnS24qzgd0Sh5I5Ro9tFhJ6cUc+ftyf2AUt0UDQXMm7JNi8bsA4TF8rLZg0OHgyFVMGF/ugb9FipWYlGcyP0jXpqZBNC2txHH32EPXv24MMPP8TAgQNx5swZLFy4ECqVCo899thNzXPjxo1IT093POIdIMQnBKV664cTYuHmtiV8tCot9k/eb/X26krtFafmp1VpcV+v+1DbUOvU+PRCgbQ2vhdXo8NGY9GwRViXt060pFe9qR7VDdVYPmI56k31qGusg4+nD8AATWjC30/93alSYgDg4+mDRUObl8lX5/7Xql8xqfck7Lt/H3ylvnZh5M6UEFMr1UjLTkO6Np33WEzXprfpsdWScHugueICtWsco97LXcRRoXnq+bNzY3scL6gowKXqS9zJSaw3S1uWvYtb5mXb9jiuCdVgVfwq7sYpQhGBaGU0evr3RJ+APtSzOCGkXSxZsgTLli3DI488gpiYGCQnJ+OFF17Axo0bAQAhIc03iWVlZVbTlZWVccNsLV++HDqdjvt3+fJl125EB2d7XhcqU5RTnMOVDWNlF2djQ94Gq/Fsc0PFyh5l5NvfRDsqJSaWJkWIs4ReXN3V5S6szV3LG1a+5+c93P4vdZdC5iHD5erLmPnvmXji4BN45eQrKDOUYfup7bzpFZbTW3J3c8f6fP6UjD0/70H/wP7YlL8JQT5BWJ+33m6ds4uzBecNNDfqdxXswvR+0wWPxbY8tsTC7YW2I0AaQPegTqBGt4s46mmQCsV3Lmwj+6eKn3Cp+hJSj6ZyZb0KdYXcycm2Z3FLbF42y7J81+7zuzG933QuLztrdBa2Jm7FW+PeQro2Hd19u7t8GwkhpCXq6urg5mZ9G+Hu7g6z2QwAiIiIQEhICL799ltueHV1NfLy8hAfH887T6lUCn9/f6t/dzLbUj4tLVNk+5A/QBpg9WDX0fwMJoPT49MLBdJahF5cObP/a0I1qKirQF1DnV2OdLB3cIuOH02oBl5uXg7L92UXZ+OG8YbDcmO2NKEaNJobm/tP6CDHljNl0yxRSTDnUXi5izjqaZAKxXceQj2Osywb2s7mZR8rPmaVi506PBVGkxGpw1MpZJwQ0ilMnjwZ69evR8+ePTFw4ECcPn0ar7zyCp588kkAgEQiwcKFC7Fu3Tr07duXKxmmUqkwderU9l35TsK2lI/tg13bMj58ZcPYh/w6ow76Rj2eHfQs5sbMRX5pPkxmk+j8AGDFiBXYcnILDl8+LPhgmZ3O2GREQUUBXb/ILdE36JGiTsEg5SAovBTwcPfAjfobCJAFOCzT9UzsM1DKlahtrMWAwAFW5bls0yVssfu33EOO1GGpiAqKQm1jLXaO2WnXbwKbS84eQy19maYJ1SA5KhlFuiIsGb4EOqNOsJQYAFQb26Z/C3Y7+EqEWW4v0LKSYNSxNDW6XYZ9Om1Z745FT4U6NssTQ4A0wCpcyLLHcZZlQ1ssL3tI8BCrvOw7+cRDCOn8Xn31VaxcuRLPPvssysvLoVKpMG/ePKxatYobJzU1FXq9HikpKbhx4wbuvvtufPnll3dsje6bYVnKx7Z+Nl9+tW3upb+XP2+OplalxeTek7k6u2LzWzFiBR7u9zDvvQvleZPW5i/1x69VvyImKAavnnnV6fzrUN9QyNxlWJu7lneaAGmA6HJ7+PXAtlHbEO4fjozjGUjP/bN/Cb5+EzShGkzsNRFyD7nDl2n+Un/sHLMTHm4eCJAGoMncBG8Pb2w6vwm5PzjevvqmepTqS11+PPl5+YmeC6b0noL/uf9/4OPl4/T9K3Us3UzCsJXXb1PV1dVQKBTQ6XRtHqZWqi+1KzR/J+5kHR3byLaspcieGLJGZ3E1EwFga+JWLDqyyGp6y7fflicqyxM+/e6EECHteZ3q6Oi7saYz6rD06FIcKz7GG3nFYst9nas8hzUJa7Dy2ErekFGtSotx4eO4MmFC84tXxWNcz3EoqSuxG0dsugRVAnWwRFqELbEl1DEt8Of+bdsgXDJ0CTaf3Cw4zZJhS7D15FbRY6FYX9zi5U7oNQH39LgHq46t4n3ZpgnVYHz4eKtGvDPHL7scy+PZ1ceTzqjDN0Xf4MuLX/KuG9sxnLPrIFQyDbh9zg/OXqfoTbcL8RWap7eaHYfOqIPOqON6wXQUOg7wh4/blvBKPZqK5KhkzI2ZC6m7FAqpgn53Qgght8wy3Jwv8oqVW5KLuTFzMaPfDNQ11iE6KBqPDnjUKkx0/2/7ER0UjZigGGSNzoLSWwngz7JAtuGlvfx7wf2aOwYpB0EikXB5rnzrYTnthRsX0EXWha6DhBd7L1ZnqkNdYx38vPwwa8AsBHsHo3+X/kiOSrYLuWbLVLE0oRosG74MRrMRsyNnY0a/GbylxNwkbkjXptu9ELs37F6kDk9FnakO4f7hiFXGYkjwEN5wcrY8GCu3JBepw1Ohb9RjXuw8PBn9JPJK87jlakI1WBq3FDqjDm+Newuny0+DYRgkhiVy28cXut5V1hW7z+9GrDIWSZFJ3Jvvqvoqlx5HCqkCaqXaqgd2S9nF2Q7XwTJiVKwkG5urfqecF6jR7WK2heZJ+7F9o3289LjVkzxHoeMAf/i4ZW72srhllI9NCCHEZdgH+hduXBAdT+YuQ4hPCFdpw/bt3Nvj3sa2U9t4Q9OFyhfFh8bjpREvYfHQxSgZUAJjkxHent5Wy6Vwc+KsMn0ZLtVcwq6CXaLRgnwh135efnh7/Nvw8/SDzF2GYn0x3j/3PnJKhEuJ1ZnqcFeXu6xeiHl7eMPEmJCek261TKFw8gm9JnApGazi2mKrqEitSos99++ByWzCucpzePTzR7kHWTvH7MQ/fvwHXjv7muiytCotPrz/Q3xz6Rur7W6LjpiF8uVZYuvQ0nJjd1LH0tR7ObkjlOpLuR7Hv7vyHdbmrkWQPEj0rTZgXdYLsO5x3NKQ4CFI6J5AJbwIIYS4nEKqQBdZF9Fx/KX+0Bl12Ji/kbfcUcbxDPQP7G/3+Z6f93ANbrvSZCU5WJ+3Ho3mRiw4tACLjixCXWOd1ThUVow4Q2fU4YerP3ANbkB43+ErVyXzkOGpg0/h4X8/jJNlJ/HeufesGtx807F512z51XD/cJytOIutJ7Y6VYYvtyQXm09sFiz/xcouzkbm8UycqzyH9Nx0rqGZHJWMXQW77HpDFyr5l3E8A43mRquGalt0xHyznUHfTLmxO6ljaXrTTW5b7JttM2NGxvEMu1C4Gf1mWI3vTOi4bY/jBpOB3moTQghpc8502FpVX8Vb7kjuIYdaqcaYnmPQv0t/yD3kaGKa4C5xh8FkgMpHBbVSzYWa207n7uaOrNFZkEgkMDNmjAobhcOXDwP48xor1PvxNcM1ul7ewdh7sxvGG4gJikHfgL54bOBjOF1+GrHKWNGUCTakPLFHIhiGQdboLBibjOjh1wMldSV2+ys7XXJUMlbHr4aZMVv1rn+9/jr3AkZof7UNJ88pzkHSgCRu/LiQODSZm+x6Hs8tycWzg57l1tEyZBzg7x2cHS4URt9WHTHfTGfQOqMOZXVlmNZ3GpIikxymBADA6LDR8PH0QaGu8I5Iw6VGN7ltCHWIljU6y+qmg32jTaHjhBBCOivbcmIsyzI+RdVFdtOJ9UycFJmEFcdWcLmoliGhjno3ZxgGR64cgbHJKDruxF4TUaYvQzefbi76ZkhHJRR6nBSZhF+rfrWLIrRlbDIisUciUoencv3xWM5HKITZ28MbB4sOWuUpJ6gSsDRuKUxmk+j+yhdO3mBucKpyQLWx2irsPF4VL56+8f+HW24De8/akvJct8qZc4slZ0PKLSNKR4eNxuLhi+06ebyd01Co93LS6TnqEM22x3G2R3Lb8ajncUJIe6DrlDD6bhwTq39bqCvElE+nWI1/M70m7yrYJTqdVqXFrAGzIIEEQfIgHLp8SLQn9PHh4zE2fCw9vL6DiPVize5ncSFxmPvVXMF57J+8H43mRmw/td3p3sUB4K1xb/HOV6vS4rnBzzncX2OCYqzm+a/J/8KWk1t4o0gs18G2Ag47PCkyiTeMnm8bPp78MaTu0nZ52eNMbW1nfld2W/415V+oN9XDz8sPPp4+glUVOluv5s5epyinm3RqpfpSfFP0DdbmrrUKH7c8kQm90bbNz2bfak/oNQH/O+V/sef+PTgw9QAyRmZQg5sQQkiHxOan8vUnwoaJWrK9RlrKLcmFOkjN+7fYdNnF2ZB7yLHg0AIcunwIcSFxguPmFOcgSB6EqvqqFm0n6dyq6qt4G1jAn/tZfmk+4lXxvONoQjX4qugrXDNcc3r/BZob1vml+bzjZxdnw8yYHe6vlvNMUCVA5iHjbXBbroMmVIOCygLe4cHewU5tQ4IqAaE+oe3WT5DYuYXlzO8KNG9LN+9u3Lz0jXrB6dhezW837RpefvToUWzevBknT55ESUkJPvnkE0ydOhUA0NjYiBUrVuCLL77Af//7XygUCowdOxabNm2CSqVqz9Um7cjyqVuANADr89bj0QGPinaIZhs2bpmnzZb3YvNMVL4qBHsHd5qna4QQQogQvjBRy2skX15pgDQA8wfN58oXBXkHIUWdApPZZDd/y+ndJe54a9xbOFV2Ch5u/LeX7PjB3sHcTTWla91+dEYdrtdfRxPThCamCXWNdZB5yJCiTrHK87VkbDJi9/nd2HP/HmQez7TrvTw5Khkrj61EYvdEqzxp29xhy/2bDUW/WH0Rr4x6BUq5Ep5unijVl8LT3RNnK86iwdwAd4m76Paw8xwdNhpL45aipqEGWxO38i6flRSZhLTsNKSoU+zyxB31Dm5sMtqFctuWVlNIFQiSB7X7seOo93F2W9K1zTXK2fxtqbtUdH+4HXs1b9dGt16vR2xsLJ588kk89NBDVsPq6upw6tQprFy5ErGxsbh+/Tqef/55TJkyBSdOnGinNSbtyTZnJGt0FrKLszGt7zSr8WzfbFNnaIQQQu5UbIkx9oG1zEMGQDi3W6vSYm7MXLvyRVN6T7HKbRWaPl4Vj4kRE+3yYKmU2J2hVF+KDXkb8FDfh5wq/cWSukthMBnAMAz+qv4rkqOSUW+qh9Rdioq6CrhL3LE2YS2yzmaJ5nKH+4fjlVGvQObe/ACJL/c7KTIJi48sRqwyFhMjJtr1wG+rp39PfDb1M3i6eyI9J91h7nKITwhSvk7hzdvWhGrsjiVbvRS9rMKrbUursbQqLdK16e167DjqfZzdFvbe29lSYrdjr+YdJqdbIpFYvenmc/z4ccTFxaGoqAg9e/Z0ar6UD3Z74MsZYXO1bXNm+PLOLHuZlLnL4C/1p0Y2IaRDoOuUMPpuWp/OqMPSo0sxMGig07ndQPMN/rjwcVxnVGI53vGqeIzrOQ7puencZ2Ljd7YcTsKPvVeLDopu0b7FflZQUYB56nl44uATdtOladJwsOig6DwLKgowPnw8SupKAMCpdXCUY83umwCcyl1m51dZVym4vrbHEt/yLN9wf1P0Db68+KXgvDJHZrbbscOeT4R6Om/Jd2c7XWc5Hzh7nepUvZfrdDpIJBIEBAS096oQFxDrsIEvZ4R9oy0WPs5+ZjAZcK7yHGb0m0FP0wkhhNyx2JDzouoiuw6nLMPFvT29EauMxdmKs9j/235EB0UjJiiGKxXGljcSKrU0MGggtCotd+1mS4nZknvIMTBoIMr0ZSiqLqLIs07G8t5N7iHH4ODBuKf7PVAHqTGj3wy7EGzb0lFsI/XAhQNIi09Doa6QN3Rb6a0UzYN+OuZp3Bt2L6rqqxCuCIevpy8A4Lfrv2F6v+mCpcDYkmJJkUnc30Dzfrl0+FKolWoUVRdB7iFHdFA0Tpef5i1LNjtyNuJV8Xhx6IuoNFQiIiACyT7JUCvVdiHU2cXZWDxssV1ZLr7ewavqq7iyZnyyi7NRVV/Vrp2sLR62GPdV3IeM4xncdlqGlLeklFhb9tLe1jpNo7u+vh5Lly7FrFmzRJ8iGI1GGI1/5nNUV1e3xeqRm8Tm/TBgsDF/o1UIkGXIGV9uh2WHaBQ+TgghhDgnxCcEpfpSq8/Eyia9Pe5tbDu1ze7N95bELZBAgg/Of8Bbaulvg/6GRwc8CmOTEd6e3nbrQSHnnZtt2p/cQ46dY3Zi++ntoiHg3p7eePO+N9FV1rV5BAZ4YegLWJO7RnA62/56bLm7udv1ai6079qWAvPz8oOnxBMrNSvRaG6EodHAlZ61fBstWpbM0xvPD34eWaezcOTKEYfTGEwGq7QPofvUmoYaNJgbRLe9rfOf+UqEaVVa7J+8H9XGavh4+SBQFuh0SLm/1B977t9z29+rd4pGd2NjIx5++GEwDIPXX39ddNyNGzciPT1ddBzSMbAHrVAY0rHiY1idvRoZIzN4czuoQzRCCCHk5theH5OjknlDbHNLcpFxPANqpdqqMcH2/Dw+fDzvNJtPbMbzg5/n0r+yRmfZrYPQMi2v/3Qd75h0Rp1dwys5Ktku7xj48+0xO7yusQ4LDi0QLOHKN51tfz22TGaT0/suu3+y6xMgDUCEIsJq2/jCoW23w5KHmwe2ndrmcNtZfl5+UEgVDvdvPy8/NDFNouP4ePqIDm9NfL870Hw+2JC3gTtmhcbj+z5sv//bVYcvGcY2uIuKivD11187zOlavnw5dDod9+/y5ctttKbEEZ1Rh0JdIQoqCnCp+hJ3MIqVIWHLBvCVPbEs8fU/D/wPEnskoqd/TwwKHoS+XfrShZoQQggRYHtdbUkpMcvPld5K3mlyinPQYG7gSkCx0WmWnLn+k46JL+3PmX0oXhXP7QtsSS1npquoq7Dbf1jxqnjBsmBC+y5bCixBlYBAWaDDbRObX7wqHnJ3udPHj1altVumkEBZIOTucsFt14Rq4Onm6dS8WoPYd2N5zLaklJiz30Vn16HfdLMN7t9//x3fffcdunbt6nAaqVQKqVT8aRhpe1drryI9J50LG2J7HgfsS3zZqmmoQYQiwq7sCQAMCR6ChO4JFIJGCCGEtIBtOTG+a7FlvjYbOszmeLN5spafs7ma7HRebl54Rv0Mnop+CqfKTmFO1BxIJBLuXsDRMqmsWMdlMpuQNToLJrMJIT4haDA3oNHcaLcv2FoybAneKHgDKzQrcL3+OgYEDuDK0glNAwDdfLohOSoZgHXedeqw1Oa865oivDbmNTQxTXCXuMNgMnD523zl7gBA5iHDomGL7PoScKYMFkur0mJZ3DI0mZuQNToLDeYG3tJk7DqwPY47uz8rpApUGCrwwtAXUFFXAYlEwn2/scpYzImaA5PZxJXicnWItqPvhh3ubCkx2/xtsf6dOrt2bXTX1tbijz/+4P4uLCzEmTNnEBgYiNDQUEyfPh2nTp3Cv//9bzQ1NaG0tDn/KDAwEF5eXu212qSFimuLsTp7tWAtbUchQ2xouW3Zk9vtYCSEEELakuV11bYB3NIcbzZXMy07jbdUklalxX297sNLcS+hqLoIxiYjevj1cGqZlOPdsVyuuYzNJzbjTPkZZI7MtAurFspj9pf6o8nchMejHse63HVOlxPzl/pj3tfzADSHJS8ethgGkwEB0gBsyN9g1Us+2zHbimMrYDAZoAnVYGIv+xJ2rIcO/FmymN3P/L3Eo2p7KXrhg4kfoKGpAafKTuFKzRXs/nm3aGmyyb0n43+n/G+LUx9L9aXIPJ5pNe94VTw+vP9DHL5yGAwYbDq+SbBPpNbmqJQXO9zZUmKW3wVfrvjtdOy3a3j5iRMnMHjwYAwePBgA8OKLL2Lw4MFYtWoVrl69igMHDuDKlSsYNGgQQkNDuX/Z2fzhCqTj0Rl1uFxz2S7kxrKhzRdyxrINO1FIFYhQRECtVCNCEUENbkIIIeQWsNfVUJ9Qq3BzRzne/QP7232+5+c9XIPbdrrs4mxk5GfgYvVF/PPnf2LRkUX49tK3Vtd/RzneOqOutTab3KTyunKsyWnu8ExsH9nz8x7uzTTQ3Ai9cP0CSutKseP0DqemYaf74eoPMJgMMJgMKKgowI8VP8LUZML6vPVWjU2++bD7K998bUPS2f3M29PbLqWRlaBKgJ+XH1478xrmfjUXJsaED85/ILoeuSW52JC/wakcbktsXrTtvHOKc5BxPAN3BdyF3ed32w135fHCl+7JsrxndzReN+9udm+4+XLAb6djv13fdI8aNQpiZcI7SAlx4oCjUl98B4plmS++El/A7V02gBBCCOlIbMPN+Up82ZYUu6f7PXZhtN28u/Hmtso95FAr1Qj2DkaKOgVzY+biVNkpLBu+DJuOb+LyPEXLitVRWbH2oDPqoDPqUGeqQ72pHguHLESDuQEmswmxyljesliWpaA0oRqkqFPQaG6EwkuB2ZGzHZYTsw0d3zlmJ8rryrkOt+QezTnUQiXr2JJgtusi95AjdXgqorpG4WrtVbtw+GPFx6Bv1POmNLL3pTXGGpytOIsUdQrG9ByD/l36Y07UHN7QdnY9copzoG/Ut+g7d1Rq68WhLzrsE6G1jxHb8wTLskQYG+ouVEqMvbe3LTfHlmQDYPeb6oy6Tn+8d+icbtLxOQoFqWmo4Q0ft21os72Pz42ZC6m7FAqpgi6ohBBCSBuyDDe37cRMLNzcMoz2gd4P2IXyCk2rVWkxPmI8hnYbitmRsyH3kNutE4Wct68yfRku1VzCroJdOFtxlvstnAkN9/H0wd4H9gIALly/gChlFDLzM5FTIl5ObNuobQj3D0fG8Qyr0HGtSouXR7yMWmMt9I160X3SsiQYAKv5Zp7IRHpOuuA6sH0J8aU01pvqUd1YLXosWIa2W66Hs6W9+O6t+b7jOlOd6HxcVUpMKN2Tr0QYXykxhVQhuI1CZQjZXPjOfLxLmNv8dXJ1dTUUCgV0Op3Dns+Jc9gnU2bGjIzjGXZhLUDzxZA9IP/933/zloKQe8ixdPhSDAoeBH2jnp5cE0LuSHSdEkbfTfsp1BViyqdTuL+FyjoBzTfLamXzW2qtSovooGirG2axaeNV8YgJisGugl1cCSlLYtOy9xp03+AaOqMO3xR9gy8vfoncklyn9wGW5e/p7LRZo7NQUFngcFx1kFp0PMv9il0XZ+a7q2AXDkw9wFvCii0ltixuGTbkbXDqe7BcD6H58i2Dr+dv23n/a8q/MO3ANMF5ObO81iK23rbHqaNtHB8+3uphi9B8Ogpnr1MdvmQY6Rh0Rh0u6i6iUFeIJUeXYMqnU3Cl5gpvgxuwLvX1x/U/kBSZZJe3HauMhUalQZ+APpSjTQghhHQgN1tSLLs4G3EhcVbDxabNKc7hxi+oLOBKjDkzLZUVc62q+ioEyYO4778lZeUsS4I5Oy07jTPjFlQWIC4kTnS/YtdHE6pBRV2FU/MVK2HFlsFiQ+HF5mO7Hs6WxmpJqa0AaYBT+dVtwdlSYo7GFStD2NmPdwovJ6LYPJ51eesQExRj9YTQ2VJfy0csx8a8jVAr1ZgdORvGJiMUUgXC/MKg8lW1xWYQQgghpAXESorx5dEGeAUgUBaI6f2mQyFVIGt0FlfeiK9kk+U83CXueGvcWzhVdgqpw1KRcTxD8F7DdtkNTQ23Rb5nR6Mz6tDY1Ag/Lz/sfWCvUyXB2N8qXhWP1OGpOHz5MJ6NfRZRXaN4S8tZkkCC54c8j6r6KsjcZdg5ZifOVZ6DRCJBZGCkVb62yWzCr1W/4u7ud4tuQ4O5AWmaNEQFRUHfqIePp4/D0mRCfQnpjDo0NDXgzbFvwk3ihhR1ilXpPNv1c2a+fH0i6RvE877ZUlvp2nRI3aVYNGwRZtXOsiolNiR4SJv3ieRsKTGdUQdjkxFbE7dC5iHj/Y0DvAIEe5t3Vch8W6BG922iNeva6Yw6XK+/DgYMTpadxMGLB5FbkoukAUlWYUMtKfW1JmENlfoihBBCOhG+kmJCebTxqnjeUmJalRZTek+xuokWm8fEiIlcjrdtWTGx3PDOnu/ZkZTqS7EqexVXEszZHO4efj24MO6nDj6FLYlb8I8f/4HXzr7mcNoQnxBsObnFrjTW0zFPY/6387lxNaEaTO49GdFB0fDx9BHdjnC/cGz+dbNdSTGh0mQ9/Hrw7kNC+cdCpfNsS5TxzVeoT6SXRrwk2OAE/iy1JZY/3dJe0luDM6XE+LaZ7zeOV8UL/kaOltORUXj5baBUX4rUo6mY8ukUJH2RhCmfTsHSo0tRqi+96Xl99t/PsCFvA5RypeDTZir1RQghhNzebEuKCZWJYssY2ZYSyy7Oxob8DVg6fCn3mdg8NuRvQJAsCAsOLbArKyY0XXZxNtKy026LskLtzbJMVUtLgn176VssOLQAuwp2YXq/6dhVsMthSS922oKKAt7SWLsKdlmNy5bfUsqVouHV8ap43vxtodJkCaoEBMmDBL8P23BosdJ5liXKtCqt3XzFymOtz1tvdazYrmM3724AwDt9dnE2NuRt4J3W1RyVCPPx9OFdZ77fOKc4R/A3asuQ+dZGb7o7OUd17VrS4YDlvB4d8Ch2FezCjH4zuOG2b7ap1BchhJDbSWtGjd1u2HDzouoiwbJeaqWaK6HEhtru/20/ooOiERMUw4Wcd5V1xe7zu3nnERMUgxjln+OeqzyHOVFz4CZxEywpBjQ3OCoNlfR73SSdUYdKQyV0Rh2SIpMQHRSNwcGDAYCLOrAs8WVZhkur0mLWgFlIy05DijqFKynnqJyYbVmw18a8Jlp2i5VTnIMlw5Yg2DvYrnwVN89gNYqqi3hD2i3XHWi+b10ZvxLX66/blaSzzD/mS6tg92W+7dOEavDyiJft9kmxnObs4mwsHrYYCaoEwZJcYqXEjhUfQ1ldGSoNlW3aSbFYKbHV2tWoa6xr0fdouY8kRyUjLiQOXu5eXE53ZzzOqdHdyTnTcYFQbortjYXlvNi32pYNbcva2gC40Ba21JfMXQZ/qT/dpBBCCOl0HJXAJM0hwHxRdGKlm4RCzm3DR0XLivUajxeGvICaRvF8zis1V+Dj6UO/Vwux4eSWb5oTeyTigYgH8H7F+3a/Kfvb+Xr54sDUAzAzZjx58Emka9N59wG+UGFfL198POljrM9fbxf+LVZ2i8X+v2UKhL5BD18vX6zPs5+n7Tr4S/2x5/498PPyg9Rdik35m/Dd5e+4adhjv7qhGoB4SgTf9nl7ekOtVKPaWG33fTvKSzaYDE6X5OLbtpLaEqsqAG11HhMqJaaQKlBQ0dypXku+R3+pP/ZN2oeN+Rtvi3KBFF7eyTnbcQHA3wO5ZTj6DeMNbly2sW0ZQr77/G67XsgNJgPOVZ5DuH84YoNjKXScEEJIp+MoaozClv/Ed40XC0MWCjm3DR8VCx3fmL8RTUwT6hrF6xIDoN+rhSzDyS31D+yPTcc3iYZnm8wmLtx3er/pToeiA825uevy1jkMP88tycXmE5t5p2exKRBh/mHYkG9fyotvHQKkAVAr1QiUBSI9J92qwQ00H/tp2WmQujXfD4ulRPBtX11jHXYV7IKPl33euTP5z7ZpmQB/SLnQ92u7LW11XAilk7Lb3JLv0d/LH5vyN9ntI531vEyNbhfRGXUo1BWioKIAhbpCl+0Yjg5cfy9/6Iw6XKq+hCVHl3C52nw7cENTA/c329i2bGizT9jUSjXeGvcWdk/cjQNTDyBjZEane9pECCGEsFpS7uZOx5e72ZJSUkKfO5pHg7kBFXUVgn3JsOWm6PdqGaF9Xx2kFiwLm1uSi7iQOOSX5qOqvgqebp6i5bv4yolJ3aQtLrvF0qq0vLm9VfVVoutsWW6Lnd5RqLehqflt+82USxPKQXaU/yy0bc6UErMt1cZq7+OC3WZnv8cEVQI83Txvq/MyhZe7QFuGqLE7sWX+BGt02Gh4unvim6Jv8OXFL3l7ILeUX5oPrUqL7OJsq3xtNoSczX9R+aoQ7B1Mb7QJIYTcFhw9GO/MZWpaG1/uJl8JUcu8TctyUZZllrw9vbnPbcss2eZ9St2liOoahYiACEgkEqvGFRuSzOYUG5uMKKgooLx8EWylmkZzI7JGZ8FkNiHEJwQN5gZUGioR5B0kWl7LTeIGD4kHjE1G1DXWQSFViI7P7iOJPRKxLG4ZahtrsTVxK+Qect48btv9gZ3+3rB7sSxuGarqq+zyrx0dx2y5Lct+h8yMGVmjs9BgboBSroSnmydK9aXwdPfE2YqzuF5/HUmRSQ6/T3b92H3xk98/ES0TNi92Hp6MfhJ5pXncd2aZt12oK2xxKbF4VTweHfAoUo+m8uZNmxmzw+1wBcttlrpLRfcTb09vZI3OQnff7jCZTaI9uXe28zI1ultZa3Zs5gyxjguWxi1Fek46Hh3wqFO1tXef3419k/YhIz8Dx4qPWeVrS92lUEgVdPEihBByWynVl4peG4HOXabGFWxzN2UeMqvhN5PjbVlWTGz6hUMW4uW4l3Gx+iLXGC+oLEBadhpvTnFnzf90pVJ9KTbkbcBDfR/Ch798yJUG23Zqm1OlwQDAx9MHp8pPOVUODADC/MLw0aSP4OPpg/ScdLvl2OZx25bdCvMLwz/v/ye6SLsgPSfd7sXWy5qX0WhuFN1uttwWex9bqi9FxvEM3gc4i48sRqwyFhN7TcRTXz2FbfduE513d9/u2D95PzzcPOAucceahDV298t8L+W0Ki32TdoHCSToIuvCm7ftTCmxHn498Pzg5/HEwScAoMOU1hMqtya0n9Q11nH56Hx9P1jqbOdlCcMwTHuvhCtVV1dDoVBAp9PB39/f5csr1BViyqdTBIcfmHqAy81oTUIdo035dAq2Jm7FoiOLAABZo7OsOlew9dnUz9BF1oV6byWEkDbS1tepzsTV343OqEPq0VREB0XzlhcCmm94W/uB+e1GZ9Rh6dGl3MP/FHWK4PepCdVArbTvhVyr0mJc+DiszlntcPp5MfPw5o9vWg0Xm4Z+wz/x7fMt/b00oRqMDx9v1VmZo/HVSjVCvUNxsOigU8ux/Jv9f5WPCl8VfcUbcsw2lvnyhQH7fYD9HoTmxS47XhWPmKAYABD9jib0moCx4WMF9zGx5bHrBkBwHMvjQ2h92XVUK9Ud4lhw9jtu6WdAxzqmnb1O0ZvuVtaSjs1ak0KqsNvxiqqLAIj3QG4pQZWALrIuvPMihBBCbjdsnuTp8tO8JTDZN0OAfbgnXSf/ZBt1x1fayzLclS0nxZY7AmBVVkzprQQAnK04a/eGK7ckF8lRyVzIL/t72S7TNry2rK6MW9c7kc6og86oQ11jHVLUKQiUBeLu7nfj4f4Po7tvdwDC37dlea14VTyWDluKr4q+QtboLNFSYnIPOVKHpyKqaxQqDZUI8Q5BSV0Jfrv+G5diYDm9ZWkw9ndO06RBrVSjtK4UIT4hKNYX43T5aaf3C6D5OF6tXQ3gz+NY7iFHdFA0TpefBgDBElY5xTl4Kvop/O3Q33jPEfGqeDwd8zRCvENE9y2dUYdHBzyKaX2nWX1fBpPBKj/5ZkqJrdCswPZT29Fb0RsvDH0BdY11guXaxCobtTb2/MoX6s7+3pYlwdwkbqg31VuFn+eW5GJuzFze6JXOdixTo7uVOdMjYVthl2XZ0Kba2oQQQkgz9kG4ZQlMtiax1F2KML8wMGB4wz0pZNmaZci5bQdHYuHiWxK3QAIJPjj/gVOlpgCg3lSPFcdW4ImBT+CFoS+goq4C3p7eDpfXHuG1HUGZvgyXai5hV8EunK04i8yRmXjj7BtOh5J7e3pja+JWSN2lCPUJhZubm2houbenN96f8D66yro2lwTLsS7fxZdiwFcazNfTF7uLdjss/8Vi9wu+41gCCW+5LaH9z7KEVRPThM0jN8NkNmHhkIVc3ruXmxdCfELw3eXvcLfqboQhjPf7L9WX2vXUbrsdzryUEyolppAqsHDoQqTnpDsV7t9WvX6zDzeEjv1JvSfho0kfYUP+BtFjX+Yuw4GpBzr9Q09qdLcysY7NhHokdPW62Da0KVebEEIIsX4QbjAZ7N7Ofv6Xz9u0n5bOTihSTqykGACMDx8vOCw5Ktnud5G6S2EwGWBiTPj7yb8jtyQXWaOzHC4vuzgbadlpyByZecf8bjqjDj9c/YHrUDdFnSL6W/B93x5uHlya4t4H9mLLyS2i09c11iFIHoT1+et5S4JlHM+AWqnGkStHrD5nS4Oxy280N97UfsF3HK/KXsVbbgvg3/9yinPAMAySo5LR2NQomJqZNToLO8/sxPhe43mHC5Vks90OZ17KsaXE+DpnW5OzxuEyWMYmI3RGncuPAT8vP9Fjf1P+JowLH+dwvf2l/i5JzW1r1OhuZWIdm7X1m2TLdaEeyAkhhBBrPp4+XNUOWwmqBDSaGx2WrKHrqD3bFxB84eassxVnsXDIQi5U2bY36x5+PQCACzfVqrS4Xn8dKeoUjOk5Bv279EdyVDLMjBmJPRJx5MoRCjX//3RGHcrqytA7oDf3htZkNgmGHtuGkgPNvY0rvBTcQw13N3fEBMXgTPkZ3hDv5wY/BwCob6rH7MjZGKwcDIlEgsjASMFQclZOcQ6SBiRxYele7l7YmrjVLhybbz2FSmWNDhsNAFxoN19v6V1lXXk7KWNDm309fble9i2/M0elwdjvf1rfaUiKTLKbnt2O0WGj4ePpg5qGGmSNzoJEIrEb19llnKs8Z/d9h/qEYpByEAwmAxRSBQwmA67XX3f5/h8oC0RcSJzgsZ9dnI1HBzzKO4z9bsReWPL1Z9WRj2lqdLuAba+e7bkjdKR1IYQQQjoKtgfnWQNmwcyYeVOuyuvKRefR2UrWtBXbFxBCvcOzoafbT21HTol9D9KWvVlnjszEJ79/gpdGvIRGcyM+z/ncLiR16fClkEgkVsu7U0PN2V6j2f4KbN82CoUeW353iT0SsXDIQmzK32T3+wiFeFfVV1m9FWZznud/O9+qsWobSs5qMDdg55id+MeP/0BOjvAyLdeT/e23ndpmNa/RYaOxePhirM1dy9tDObt/WYaS266Pm8QNTxx8wmo/TD2ailhlrGhpMGd77ZZIJFg8fDFWHlspOO6Q4CFOL4Pv+2ZLiVkeTy+NeAmuppAq4OXuJTqOo8oRQi8s27I8c2uh3ssJIYSQdkTXKWGu+m4se9W1fQuqkCoQoYhAsHdwu1UkuV2wb6KMTUbM+GyG3fCW9JqtVWmxNmEtpO5S0R6Rl8ctR31TPWb+e6bDZbAliW63FxGW+3dLeyb/ePLHKNeXw0/qB51RJ9gbuFCv0nxVcvjGZXsFt53+X1P+hS0nttiFHNvO56NJH+FyzWWuZBxb/z0uJA4ydxn8pf7w8fSxa8wKrZPQ9uwcsxPzv51vtd4vxb2EamM15J5y3qjRlvTa/cmUT7D5xGbBHstfHvGyYEj5rfQM3lb7vqNzqFhVpU8f/BR9AvrYfe5MT/BteUw7e51ya7M1IoQQQgjpANhedYE/c7kXHFqARUcWYe5Xc6Fv1AP4M0yaT1v309IZsQ8wQn1Ceb9HdZCat0EHNIeXqoPU3N/ZxdnQN+qtfju+aXQNOpyvPA9NqMbhMrKLs+06fbsdWH5HLfmONaEafF30NeYfmo9qYzUkkDg9LTs9X4g337g5xTl2n8Wr4tHY1Mjb4Lacj1alxTeXvsGiI4uw4NAC7CrYhar6Kuwq2IW5X83lcoD1jXrRfcVy+ULbc7birN16Xzdex2tnXxNM03S0j7LLSVAlwMvdS7TH8iam6ZaWIfRZW+37YudQrUqLSkMl77AEVQKC5EG8w8S23bIn+I6GwssJIYQQckdxtrynZZj0qfJT3BtxAFyZJeKYUH83lvjKCgV4BViFIPP9brbTSd2lUAerEREQwRtqbruMJnOTaza6HeiMOlwzXIPJbMK+Sftwo/4GAmQBViWYbLHfjyZUgzlRc/BT5U/IGp0FuYccvl6+Tk0LAKPCRmGeeh6u11/Hm2PfRIAsAKYmE6obq3G6/DRMZpPg9HIPOZYOX4rIrpGobazlzZ+2tCxuGWb+e6ZgKSp9Q/NDM3Z/ERrPdp1sQ9aTIpOQejTVbvk1DTW8Yc9sZEdVfZXoNhibjEhQJSBdmw59o5639JrtPm+bv2xmzNyx4cyxY7t9lvN2Jdtj37JEmJe7F/w8/bA6fjUyjmdY5a/bfr+W2y91l3L7JWBf7s3MmF2+XTeDGt2EEEIIuaO0pLwn2zeKzqjDurx1vPViO2oOYUfC18cMe3MslHdtm2tr+7uJ5Wuvil+Fl+Neht6kdzjuCs0KhPnxl3vqLEr1pViftx7T+k5zOn8bAML8wrBzzE6cv3YeDBjRUmC20/b074l3xr8DX09f+Hj6YG3uWrvlJkUm4deqXzGx10S7RmC4fzj+Me4fCPUOxfr89Vids9rhclW+Ku7tqFApqgf7PAig+TgWK1llu049/Hpga+JW9PDrgW8vfcu7zUDzAzfbY97ZHG4A6KXohYyRzY3MTcc3iZYS8/Py4503Gx6elp2GdG26w2MHaO7d3VJblTFmj/3r9dfBgMHG/I12x+D+yftRbayGj5ePXd9TQt+tULm3jtpfA+V0E0IIIe2IrlPCXJnTvfToUsHynrY5gR0th/B2wf4OA4MGOsw7Pld5DhkjMwCA++0c5Ws/HfM0Luou4mDRQaiVatFlrL97PYK9g1t/I9sAu39GB0W3KH9bE6rB+PDxKKkrAYAWT8t+5kzeeEFFAW8OtcpHxZUzc7RcrUqLceHjUKwvRqh3KA4WHRTN1QeAb4q+cWr+7HeRnpsuuj0tPT/YbgM7PQCH05yrPIc1CWtE89KTIpOcyrsXWo+2PG/dzHnU0XfL/mbOzs8VnL1O0ZtuQgghhNxRWlrek80hFApTbYvyO7cj9ncoqi4SLCvElm2a0W8GFFIFdEYdFg1bhFm1s6D0VgJoLjvGvs2z/I0YMBgYNBAxyhhUN1SLLkNn1EHqLu001V50Rh0qDZXQGXXw8/TDrAGzEOwdzJVQEypPxYpXxWNO1Bz8WPEjxvQcA32j3ulSYqPCRmHhkIUori3m3gwDwG/Xf8P0ftPtjo9BykHYVbALsyNnN5cDG5YKtVKNEn0JQn1DUawvtvoN+ZaboErASyNeQlF1Efyl/gj3C0dJXYngMq/XX0cvRS+olWqrN+h889eEarA0bil0Rh3eGvcWTpefRnJUMjcO8GcIvFqpRlF1kdX+4Si/2nIb0rXNDURHpcTYfb6usU703BPiHSKad//C0BegDlJD6a3EkctHIPeQY3DwYLw04iVcrr6MKq+qNtvPncnFtn2Y4agcmlC5t45Y0pEa3YQQQgi547SkpGZNQ41omOqk3pPactVvKyE+ISjVl4qOI3OXceOJhfAC/CHH8aHxWD5iOe/NOdDcoJJAgiVHl1iF+nbU9IFSfSlWZa9CTnGO1X7pKKTcz8sP7094H24SNxwvPQ4zY3Y6nNzXyxevjHoFMncZAqQB2JS/yW55b497G9tObbM7PtjyYD6ePvjwgQ+RkZ9h9XZSLITd18sXB6YegNRdio35G3H48mGnlskek3y/tyU/Lz+MDx+PRz9/1KrE1tieY/HSiJe4mtY9fHtgQ/4GqwY8u3+wOeRC2G0IlAXCYDLYvbnl2352ny+oKBA99zzQ+wHB/RoArtRcwaIjiwA0RwB8POljnC4/jemfTbfLoXb1fu5sXxpAy8qhCe07Ha2kI/Ve3g50Rh0KdYUoqChAoa4QOqOuvVeJEEIIueOwvWurlWpEKCIE34r4efkhOSqZN4wztyQXm/I30bX8Fjh6G+Uv9YfOqLO7CQeav/89P+9BclSy4G+UU5KDTfmbuLeXtpKjkpF5ItOu1+xjxcewOnt1h/pt2e+BXVex/ZL9Xlg1DTV4/ezr+P7q96hvqsfu87udmg4Aahtq8eLhF3Gm4gx2nN7BO13G8Qz0D+xv9/nmE5uRHJUMdzd3ZORnOL1MoLn360BZINJz0q0a3I6WyR6TjvKWG82NSM9Nt2qw5RTnION4Buoa6zDz3zNxqvwU1uWts9v32P3DXyqe+hIoC+RKCzrah1nsPB2dezLyMwT3a8A6jzu7OBvr8tbhcu1lq+1tq/3c2b40hI71nOIc7CrYZbW9OcU5gvtOW+WsO4sa3W2sVF+K1KOpmPLpFCR9kYQpn07B0qNLHT7lJYQQQkj7CJQFIi4k7o4rPdVWnCnN5kyJJEflweJC4niHxYXECZap6mgliGy/B2dLgrHlvJz5rvhKibGlwFoyHSunOKe5t2o3rxZNq1Vpnf7tbbHHpKOSVfml+YLzbTA3ABDf5mPFx9BobnSqtGBLSomx0zhz7hHar/lKuAl9X22xnztbgvFWy6HZzq+joPDyNiT05IZ9wkQdsRBCCCEdj0KqgJe7l+g4HS2UsTNxJse+0lBpVVrJNr8zyDsITU1NkHvIAdiXETpbcRZSdyniVfF2vUW7Sf58B9WRy4qV15XDaDJia+JWbpvYhqEQY5MRWpUWzw9+HseKj3HlwHy8fJwqB3Zv2L1IUaegqr4KWxO3Isg7CCnqFOz/bT9vLjVfaTAA8HTzhN6kd1hKi8X2QG352zeYG6CUK+Hp5olSfSk83T1Fl1nTUIMIRQTvvqVVabnSY0IqDZWQe8jRRdpFtKyXvlEvuP+yOdyFukKnS4mx+zxbJsvDzUN0Oi93L2hVWqvc77iQOLhJ3FBvqrf7nRvMDUhRp2CQchAUXgp4uHvgRv0NNDQ1QGfUuawt4mxfGpbn0paUQ7MtR8Y+ROgobStqdLehlnYgQAghhJCOIUAaIDq8o4UydjZiOfal+lJkHM+waizz5XdqVVrBMkKaUA0mRkxE6rBUXK29ytX0LqgssOqEraOWFbtccxlrctbY5VGP6TlGdLqe/j0xrNsw1JnqcLzsOHac3mE1vVA+bA+/Hvho0keQe8ixPm+90/nbfKXBgOaG1IJDC0SX28OvB96f8D4UUgWC5EGCvz3ba/fiI4sRq4wVXCZ7TNruW3IPOQoqCnCl5opozrfMXYbMkZnIOpvlsKyX0P7rbA438GcpMXa7nS1BVtNQg+igaMyOnI1Qn1Bknsi0+10sp+vu2x3/98f/ISYoBq+eedXqt3V1frczfWmwv5uzpQSB5u9u36R9duXIOlK/DFQyrA0VVBQg6YskweF77t8DtdI+5IMQQsjtqyNdpzqajvTdtLTMGGkdLSnHBDTfkI/rOY63jJAmVIPnhzyP7ae2WzU02BJRHbWsWHldOV7+4WXe9UrTpAmWzmK/H+DmyoGFeofiq0tf8Ybe803naH5in7Edro0NH8sdR87+9nzzd6YElaNSZ86U42JL2fEd+zdTSox9w+3sdC0t3fZj5Y8Y13McSupKWlQWrS21pJTgroJdSFAliJZWc/X2UMmwDsjZDgQIIYQQ0rG0tMwYaR18UYKWIafent6IVcZahZt7e3rzhuPmluTiRcmLeH7I85jbOBc6o44LVX8m9hmYzCbesmJyDznUSjWu119Hqb60TcqJsaHFNQ01kLk3hzSnqFPswrlfPfMq3h73NjKOZ9i9jZ4TNQc/Vf6ExLBEp0uJjQobhWfUz+Ba/TXIPeSYHTkbg5WD7Uo1saXAbFnOjy0PFhUUhau1V61+E8vxNKEapKhT0NOvp1VY9fX660iKTMIg5SDR5dtug9gxabk/7T6/m6vnnVuSaxWe7Onmyf3uQuXMno55GtP6TkNVfZVdGTHbZYl9T7brqzPq8OiARzG933TecPrBwYORok6xCyFnS7MJLW9uzFxM6TMFMz6bgc0jN3Pj8oVwuzLMXAz728+LnQeZuwwABL//Zwc9y4WS64w6RAdF43T56Q5bPowa3W1I6i6FJlQj+FSpoyX8E0IIIeRPLSkzRlqHba68WMipbbi5bVit3EMOqYcUG/M2Wt2LxavicU+Pe6xyux0tz5Vhq7ahxdtGbRMsGZWuTUedqQ7L45ajuqEaFYYK+Hv5w8/TD1XGKqdKgrGlxDzcPOAmccO2U9vsvh++75YtBcYX1v3ehPfQVdYV6/PWC5YH8/H0wd4H9sLb09sqlcCZUlG2y/eX+mPP/XscHpM3jDe4/2dDv5OjkjEnag5CfEKw+cRm0dBsS57unkjPSbdaV8v9wlE/D5alxNj1LdWXYl3eOtFw+km9J2Hfr/sES7MJhczL3GWoMdbAYDJw+fNiKRXp2vQ2DctuSUg9AFQbq7mUBUfjdoQ+N9q19/KjR49i8uTJUKlUkEgk+PTTT62GMwyDVatWITQ0FHK5HGPHjsXvv//ePit7i3RGHTblb0JSZBI0oRqrYZpQDVbGr6SLNiGEENLBOVtmjLQO2yhAwbJgPOWEbEsxJUcl29WXZqfdfmo7b96+0PJcVWaJr9PdEJ8Q0bJgfl5+ePD/HkTyf5Lx4uEXMferuTh/7TzeP/e+U+W5ZB4yvH72dVTVV9mF3gPC3y1bCsxWo7kRNQ012JC/QXT5+kY9Hvn8EQDg3nA7WyrKdvkB0gCHx6TOqENDk3XHcwaTAbsKduFMxRlkHrcvGydWzqyhqUGwc2RnypWxpcQs33BbloPjWwe2HFq/Lv3sxhH6PVj+Un/4ePkA+LOUmND+nV2c3abl8pwpCeiI2LgdIZq4XRvder0esbGx2LlzJ+/wzMxM7NixA2+88Qby8vLg4+OD8ePHo76+vo3X9NZV1Vfhu8vfIfVoKtRKNbJGZ2Fr4lZkjc6CWqmGqclE9bsJIYQQQizYlhlqackqy8/ESoPlluTCYDLYvRhxVC6qtcss8YUkN5gbRLeZ782m0lvpdCmx8rpy5JbkItg7uEXfbU5xjt1nmlAN8kvzEewdLPpdx4XEoaCy4JZKRbHLdzZatKq+Cvml+Xa/MdDy/Uqs3Bi7XzhbIsty/ZzZ/uzibNHSbGLLY9epoLKgOS+6jfdvIS397fnKoQmN21Giids1vHzixImYOHEi7zCGYbBt2zasWLECDz74IADggw8+QLdu3fDpp5/ikUceactVvWVsWAP7RM2S3EOOSb0n2XWa0JF63COEEEIIaWu2ufSWZaUA+3zUYO9g7H1gr11JqQRVgl3ZN9tpAWDFiBXYcnILDl8+DABWYbh8ZchqG2pbbVvZly17H9iL+qZ6+Hv5Q9+oR4O5QbRkVIm+xG5ett8T3/DEHolYMnwJLlVfwtbErXCDW4vLgVl+P5b52+y8hEqSebp54lL1JayKX8XlREvdpTdVjszZPhVqGmoE87iV3kqrUmy26235fSaoErAsbhn+U/gfwVJiYuXK+HLOdUYdjE3N5eDkHnI0MU1wl7jDYDLwbr/Q7+sucefKh7G0Kq1VRG26Nh05xTkY03MM9I3iZdzaKizbmTJhgbJATO83XbQcGmD93YwOG42lcUsF8+7bUofN6S4sLERpaSnGjh3LfaZQKDBixAjk5OQINrqNRiOMxj+/7OrqapevqzPEwhqSo5KxMX+j3RNBqt9NCCGEkDudZS695Q21UD6qbQ7slN5TuOmdmXbFiBV4uN/DMJgM6OHXQ3Tc+yPuR5m+DN18ut3SNpbpy3Cp5hJ2FezC2YqzyByZiTfOvmHXORpfzmqoT6hdLi8bPiwk3D8cLw59Eevz1tvlD7ekHFgPvx7YNmobwv3DkXE8QzB/27Yx5+vpi4VDF9rlRLd0+aG+oU6/nPLz8rvpPO5eil5WOeM6o040X16oXBlfo08olzkpMgkrjq3gIjAst1/o9+0i64K0+DRcrrkMnVHHlcXLzM/E8hHLEeITAgYM/nPxP1iZvdLhb9VWYdmOyoRpVVrsnri7Rb+Vv5e/w7z7ttSu4eViSktLAQDdulmfxLp168YN47Nx40YoFAruX1hY+9VUtCQWYiIW7tSWoR2EEEIIIR0Rm0sf6hPK3U8J5aPa5sBuyN8AwPpeTGzaDfkbUKYvw6Iji/DtpW+ROixVcNxN+Zvww9UfbiklUGfU4YerP2BXwS7kluQ6tV0sTagG5yvP2+WxVtRV8IZRs9OU6Et4X/jkluQi43gG+gf25/3ccjnxqnh8e+lbnK86b9d7utD6ssv39fLFmpw1vDm8zi5fE6rhzcMX4uPpA02opsV53AmqBHTz7sbljAOwq11uOd3S4UutwpnF+oFwNpfZcvuFQqsTVAnw8/JDek465n41F4uOLMKCQwuwq2AXDl0+hNXZq1FeV+507rRWpW2zsGz22BTLMV+bu5Y3l13ot+oi68K7j7mqPwZHOuyb7pu1fPlyvPjii9zf1dXVHaLhLVZqxDbcyVZH6HGPEEIIIaS9/T/23j4uqjL//38Nc8cMzAA6gzCCaLupkI53SMPQSmmpW661pbtbSG2tYZ+yG+9AK28wUUEtK6yNbLsh22zd3X62n+1utdVPgqKpoGLabuYdIhA6wMwwzN3vD77X6cyZc86cURTQ6/l49EhmzjnXda5z5pzzPtfr/X6xn6fMBrOo7VHfyL4ory1HRV0FLrRfQFxkHOalz8P9bffDqDUCCLQjYm8jWhWNjRM3Yv/5/bjJcBOv7zexlErtm4r/Xvwv4iLjwpau2lw2nHecxwD9ADx000PISc1BvDZeksUX2xZswoAJGBI3BJGKSDTYG5AYnRgQsBGIJZhMJsP0wdPxYNqDvFJmMTswjUKDgrEFGG4YjnP2c7xjyV2HkGnKxHM3P4cGRwNyUnMwzDCMV05Ojh17e9x9X5q5NKRvus1lQ5OzCTaXDVqlFs/d/BwONBzAqqpVAeeP0L5mmbJQaO089idsJ9Da0QqNQiNoT7X73G7kj80XPQfYdnBkW982f8srqWcfh93ndmPumLnIMmXB6/cCADNGZPbW4Xbw5kZrFBrcZLgJF9ov4L4b70NOak6AzR573JURSoyKHwWVXMVM/F1pxS35XZ9sORnymAh9zpWSix2n7rAR67FBd0JC55T/+fPnkZiYyHx+/vx5jBw5UnA9tVoNtVpcUtNdCElMQs1k94SKexQKhUKhUCg9AfI89d+L/wUgbiNWMq4ESyuWwg9/UO0ctjQVgKCsddLASUGy5q6wEmPLitnbCyUpj1JGYcOEDaj9sRZ++HllzrlpuVi8azGmDZ6GuWPmos3dBq1ciyhVVNAsLZ+UWch+KloVjc1TNmNV1Sosq1wm2k+CVqnF25Pfhl6lR01jDaZ/Mj3A+otPTk6OHXd70apo/HXqXxGrjg0ZcNfb67GkYkmQfD7PnIcP7/ow5PO3Xq1H8bhiRpIu1cpKyLKL9IlPSi4kqeceh9OtpzFvxzwAnefm5imbIYMMcZFxiFHHoKYxeAY8HJs9q8mKmcNnBnx2teTYCVEJqLcLq5kB4Vx2vVqP/Ix83nSFnmIj1mPl5YMGDUJCQgK2bdvGfNbS0oI9e/YgMzOzG3sWPuyq5KSaIVtiEm51QwqFQqFQKJTrmRh1DOIi4wCI24htOroJhdZCrKpaJSqpFZO1rt67OkgifblWYlxZcTiScq/fi+rGarh9bpTXlvOuU15bjmmDp6GspgwNjgY88vkj2H5mu6gsmj0zLmQ/pVFosHLPyrCstRQRCmjkGqzdtxaFlYVBs9d8cnJy7Ljb6xPZB4PjBkua4Ray3yqrKcP+8/tD5r0T6Xq4VlZCk2ViUnIhST33OLD7XFFXgeKqYibgFmo7HJu9irqKoM+uphw71Myz0DHTq/SC6Qo9xUasW4PutrY2HDx4EAcPHgTQWTzt4MGDOHXqFGQyGZ555hmsWLECW7duxaFDh/Dggw/CZDLhnnvu6c5uh0W9vR75O/Mx9eOpyPlnDqZ+PBUFOwsC3uQQSQU38OarbkihUCgUSk/h7NmzmDFjBvr27QuNRoPhw4dj3759zPd+vx9LlixBYmIiNBoNbr/9dnz33Xfd2GPKtQSZtAhl99RP20/UvspsMItug8+K6XKtlrgWSVItq4glV6g+k3XY+b/h2GIJ2YFpFJqwrLUsiRZo5Br4/L6QxyDU5+HkGIeyoDJqjYiQRSDTxD+RRya9wrWyEpssC3dbQOBx4Mvl5p5rfBN5l2OzJ9TOlUJsIlIsl10Zoeyy43Sl6FZ5+b59+3Dbbbcxf5Nc7IceegjvvPMO8vPzYbfbkZeXh4sXL+KWW27BZ599hsjIyO7qclgIvdHiq0oupbohhUKhUCg9hQsXLiArKwu33XYbPv30UxiNRnz33XeIi4tjlikpKcErr7yCd999F4MGDcLixYsxadIk1NbW9pp7OaXnQiYtjjUfE12u3dtpLWQ2mNHh64BRY4QyQsnYisWqYtHobAQgbA2mlqthSbQwwYuQzJWs7/K6UNNYE/Q8Z3PZOu2hPK4Aiyqv38v0kc+CyuV1MTLwpRVLkd0/G/IIuajNFdA5yzl/x/yAPgvtI9eSi88O7Efnj6IWU+xxIf11eBwAEPIY8MnZyfYsiRYszFgoOVea2I8JWZa5vC7U2+uxIH0BSvaWBASlVpOVyeMmNl5SrcSWWZcB+Cn/m338pdhi8Y2BUq7ExokbBW2y2NuNUcdgSeYSpno5d7tS2+U7v6+GHJtds2F/w36mrwBgijbhSNORgL6SPO7WjlZJx4nUIzAbzVfdQqxbg+5bb70Vfr9f8HuZTIbly5dj+fLlV7FXXYfYGy2+BP4YdQwNsikUCoXSKyguLkZycjLefvtt5rNBgwYx//b7/Vi/fj2ef/553H333QCA9957D/369cPHH38saP1JoYRDQlQC7G674PcahQZ91H1Q01gjaCs2Kn4UFmUsQp/IPii0FvJag/3qhl9hTL8xmJE6Ay6vC0m6JN62hPK8SRBHbMHYQV52UjZ+dcOv8Odv/yxoh5SkS4LZaMbSiqUotBaitLo0KFeZm7uaGJ2IR794lPlbLVeL2p9xLbmSdEl475fvQafSobhKmh1Yij4FL976IlQRKtQ01SB/Zz4+uPMDKOVK0WMwMn4k7/b6R/dH6fhS1DTVQAaZ4HEWypUWyuclMmWPz4Oc1BzkpuWi3dMOtVyNG2JuCFkDQMhKrN3THrQeCcb1Kj2A0DUIuP2Vy+SY+cVMwX6wZdL19vqgvGarycrUNuA7v/na5ZNxXy05NpmItLlsWLFnRVCNhS2/2oIWVwuiVdG8lmBCx+nPd/4ZerUeRXuKAuoRXK2c9R6b030tEOqNEK1KTqFQKJTeytatW5Geno7p06cjPj4eo0aNwptvvsl8f+LECdTX1+P2229nPouJicHNN9+Mykp+mSmFcikYNAZBSWrB2AIUVYnnMVfUVWBV1Sqsy14naiNmiDRg9vbZjJUY15JLLM/767NfB9iCsRnSZ4hornV+ej62ndqGspoyTBs8DZuObgqZU21JtKClvQXTBk9jlqlpqhG1P2NbchErMpvLhuIqaXZglkQLDjUewrfN3zJWVSOMI3DRdTFkLjlfDrcl0YLtp7dj9vbZONJ0hMnh5yLVdou93UZHIxodjTjvOI8ntz+JJ7Y9gXk75uHP3/4ZaoVa0vb4rMSWVCwRVLhqlVpRWyyhMaiqrxLsB1smLTQOFXUVTG0DKe3yybi7Q47N9ZAHOvdl5Z6VSNYnC1qCCR2nZH0yivYUdZuFWI+tXn4tEOqNkFihBSozp1AoFEpP5vvvv8frr7+OuXPn4tlnn8XevXvx1FNPQaVS4aGHHkJ9fWftkn79+gWs169fP+Y7Li6XCy7XT7LGlpaWK7cDlGsGMVtWs9HMzGoJ2YptOb4FwwzDoFPpMH3w9CCrLo1Cg+GG4RhuHI7S8aWQyWQ40nQEC8cuxOq9q5kghs+CisyeJ0Ylwu/zo6+mL+aMmYO2jjboVDqcd5yHIkIhapO0IH0BXv3yVeSZ83D7gNtD2ollJ2VjQfoCnGo9BUuiBSOMI1DdWI0TthOYNHASr/0ZWT83LRdLLUtxk+EmZt/NRnNIOzAya52/Mx/rstchz5yHjIQMRMgiEKWMwnDDcBxrPiZqiyW0vVA1jmwuGx4Y+gDuu/G+IHkx12bKkmjBYyMeg06lg8fngd1tZ+Ty/7nwHyy6eRHsbrtofjCxEuP2ifRj2uBpQfL56sZqONwOSbZYuWm5AePHJynffW43Zg6fiemDpzN9YCts+c71ZF0yqhurBdt9fOTjyEjIYOzjSJuWRAvyx+ajydl01STZUtTCAESPU25aLpZlLmOk5N1tIUaD7isIKQbAvgEQhN4Y8cljrpbsgUKhUCgUqfh8PqSnp2PlypUAgFGjRuHw4cP44x//iIceeuiStrlq1SoUFvIHBBSKGEK1cU62nAQgLukVsmsSk+RaTVZMHjQ5QHKuVWoD+tQnsg/emvgWivcW4/iF43hv8nvYtD/YEmxRxiLeXF5Cq7sVb096G6v3rhaUn5N1dSodnhn9DFbsWRGUp7wgfQFaOsRfZOlUOrx/9H1JUnLgJ/uy6sZqxnqtf3R/lB8tD+qrFFssjVKD9375HlQRKnT4OrB5ymbRAK/eXo8Ve1aISu2jVdF4e9LbiFZGI1LRWUuCO/NuNVmxJHMJEqISeG232BArMXafhPpB5PMjjCMw5YYpkmyxdCodDjUdCnmsI+WRAbEBUdAKnetEZs53HAGgxdWC2dtnM39nmjLxwV0fwOV2obCyMGC8rnRs0hVqYZ1Kh01HN0m2trvSCmQqL7+ChFuVPFThtatRqp9CoVAoFCkkJiYiLS0t4LPU1FScOnUKAJCQ0Pkwdv78+YBlzp8/z3zHZdGiRbDZbMx/p0+fvgI9p1yrxKhjMChmUIAtK1EVikl6heyaxCS5RJLu9rkZybnD7QhYptBaiOK9ndLsQmthUCBM2mHLuvmIVkZjVdUqSTZdkYpIpk1uf4v3FgtKtAkd3o6w7MCIfVlZTRmcHidy03Kxeu9q3m1IscVyup148NMH8bv//R1i1bHMceRDzBaM3d+2jjY8/PnDWPfNOjQ5mnil7hV1FXih8gXYXLaQStVYdWzQDHeofuw+txurq1bD5rKFnE2Vegz0an3AMqHOdSIzFzvX2FTWVaK4qhhHm49esjXepSJFLRxqmQ5vR4+yEKMz3VeYcKqSh1t4jUKhUCiU7iIrKwvHjgVWjT5+/DhSUlIAdBZVS0hIwLZt2zBy5EgAnXLxPXv24H/+5394t6lWq6FWi3vnXiloate1CdtWjE/SS+TTEwZMwJj4MYiNjIXH60GLuwUHGg6gn7Yfr90SkZwTuXekIhI+vw93pNyBG2NvhMVkgd/vx9wxc6GWq+H2uXml60BnMPTIsEd4+5edlI1IeSRmpM7A9MHTeeXTbDlyu6cduWm5GB0/GjKZDKl9UgOk3O2e9oAq7GRfctNykZGQAa/Py1udnCvTBjpnDfef34/xyeMZGXOyLhkAQkrJ2VTWVSJnaE5ALrFYDjH5rV5ov4Cc1BwMMwwLqlbNltr74Ufp+FK4vC7o1XpBuTx51paiVGVfL9iyZQC8KQzlteWoqKtgtm81WVFRVxEkA49Vx8LhcfAqH9jHgJvL3dzeDJvLhrcmvoUoZRTKa8t5x469DXbbQOdLKz4ZO/e4c8frSlwnxY7B+OTxiFJGobWjlUn3IOcrgEs6l69GzjoNuq8CUquS08JrFAqFQuktzJkzB1arFStXrsRvfvMbVFVVoaysDGVlnYGDTCbDM888gxUrVuDGG29kLMNMJhPuueee7u08B5rade0iZismVsk7JzUHx5qP4a5BdwUFQELrkVzqoqoivFb9WsByXEk5V+KqilAFBcPs7YnJpzUKTVBl8ExTJh4d/iie2PYE0waRcj824jHIZDJU1lWKjgG3j1w7sNy0XMggw8v7X0blucD+SZGSc5GSwx1OlXIZZHhm9DNBM/+hJMaDYgYJ1ghYZl2Gdk97UME0S6IFa7PXQgYZ3qt9T7A6eGtHK7QKLWYOnwllhJIpjBdq7AkurytgfPjGQ6gKOptLPe5crlRsIlSnYXzyeMwfOx+Ldy2WPP6h9ilUzYCuQuYX8+y6BmhpaUFMTAxsNhv0en3oFbqRE7YTmPrxVMHvt96zlamOSKFQKJRrg8u9T73yyiuSl33qqafC3r4Y//jHP7Bo0SJ89913GDRoEObOnYtHH32U+d7v92Pp0qUoKyvDxYsXccstt+C1117D4MGDJW3/atzDbS5bkMUPIcuUFZS7Semd/Pfif3HP/3dPwGd55jzUNNbwzmRbEi0wG8043HQYwwzDAh7ihdbjfi5l+2S7m6dsxrZT25gZzxR9Ctw+N17e/3LI9TdO3BhgKSXUBtCZ1zsjdQYONx1GWt80xKnjguzHxPp4pvUM1HI1appqoIxQ4pvz30jaP0KmKRPDDcODPv/r1L+iw9OBKFWUoMpE7LfK197mKZvx0jcvhdU/9rM2n/oFgGgfJqXwF6oj7d056E6U7C3BgYYDKBlXgg++/UDS2LPHqZ+2H2LUMWGPB4HkzHNflgitWzq+NCDXm82Vjk24xyBKGRUUcBOsJivuSLkDhZXC40/26a9T/4p2T3uXqJqk3qfoTHcP4lIKr1EoFArl+uall14K+LuxsREOhwOxsbEAgIsXL0Kr1SI+Pr7Lg+4pU6ZgypQpgt/LZDIsX74cy5cv79J2uxKa2nV9QGzF2M9YQpJz4CcJallNWZD0W2g97udStg90BgQNjgZmWUuiBc+MfgY/On/kDRjZ62eaMoMspfjaIBAp+2vVrwHoDKj4gj6+PhLbMkLp+FJsOLhBctvAT1JyNsTSKdTvTOy3ylel3O/3hxw/bj/Yz9p8StUTthOS+8D9jsxuk/VlkEkae3b/2OMUzngQLIkWfH32a5gNZt6Am7susVfjw2qyXvHYhHsMxMa/oq4CDwx9gPc7rjRfyvnW1dCguwchZnlxNWQPFAqFQul9nDhxgvn3Bx98gNdeew1vvfUWhgzpLFh07NgxPProo5g1a1Z3dbFHE6oQEE3tujbge8ZyeV281kokB7TD14E8cx5i1DEBuaMenydg2xqFBg/f9DDitfFYf+t6JEQloMPXAbfPzZtTSnB5XbAkWrBw7EJsP70dpeNLAQBGrRFenzeoHS6RikjMHzMfJ1tPYsOEDTjSdCQojztWFRsk546QRTBSdjHpMOljpikT+WPzsf6b9QHjpVVqmf3bcnxLUA43X9tkmwSryYrFmYtFn3FtLhuanE242H4x5HiSbeaZ8+Dz+5hcbm4uPLcfUp61bS4bXF4X1mWvQ6QiUvJ4ExQRigArLiljL9Y/e4cdeeY8Zsw1Cg28fi9j+WXUGvH4iMeZPgJAv6h++OrUVyHPLZfXhVuTb8Vj5s5UBPb5v+X4Fjw58kmY481XzUKMEOp6LDamXGn+1YYG3T2McAqvUSgUCoXCZvHixdiyZQsTcAPAkCFD8NJLL2HatGnIyckRWfv6o95eH/LB90pXtKVcPbjPWKHyWvtp++GjYx8FybOn3jD1J4srhQZrs9fi/aPv4+0jb6NkXAnW718vKYc4RZ+COaPnQBYhw97ze/HKgVcC2gllJQYA931yH/Nvvjxuvvxep8cJs9GMGakzYNAYRMcsSZeEuaPn4rz9PEYYR+CZ0c+gZG+JJDswodziZF0y1mWvY2TqJVUlWHTzIt76CfX2eiypWCKa087ua+n4Uhy/cBxquRqvHHhFdL2BMQOx6c5Nkp61hXKnpYw3oa2jDb//7PdMP+QyuejYh+qfXq0PyuUn9Qie3/U8nB4nrCYrZg6fGdBHq8mKOwfdKXpuDYwZiAXpC/DC7hcCzuVMUybem/we1uxbEyCjv1o1MEJdj9Vy4UKcA2MGdmu6ELUM64HwWV5QKBQKhRKKc+fOweMJnsHwer1B1l3XO8Tmp6q+CpZEC+8yNLXr2oP9jBWjjuG1ViK2QvYOO6/t0sqqlSgYWwCgs1JyeW05KusqBa2a+GyKLIkWnLOfw7bT27BqT7AdWEVdBYr2FCE/PZ93PyyJliBZeWVdJcpqygLaqayrDGjbkmhhLL5mb5+N7ae3C57/lkQLaptq8eWpL/HOkXdwY9yNKN5bHCRLFrID47ZNtvmvU//CvB3zMHv7bJTVlGH76e289lNSLcHIdred2obZ22ej3dvema8ssh6RGEt51hay9JUy3uz+kcrspB9ev1f02iPWP5vLxmt9xh2birqKoD6Sc1js3NKpdLzbr6yrxIo9K4KO9dWyNyapuHxYTVY0OZt4v+suSTkbWkitB0PtSygUCuXapyvvU7/61a9w9uxZbNy4EaNHjwYAfPPNN8jLy0P//v2xdevWrujyVeNK3sNJ8VKhCtNWkxXLrcsRqYik9+JrFKECtkRCPWHABJxpPRMgTdYoNFiRtQLJumQ4PU44PU60udtQ3ViNUfGjcKDhAK9U3elxMgWpyGykMkKJWHUsmpxNghLoj6Z8hJf2vxQQQN6afCtmmWfhQvsFyGXyIJuzkcaReHzb4wH7tGHCBjQ6GnFT35twuu001HI1qhurccJ2Ao+PfBzFVcEVvhdlLEK7px1N7U1o97RjoH4gPj/5eYA1E9ca6+HPHw6aPSX7bTVZcf/Q+wWrapOiXA2OBlxsv4g2dxsztnxycrLdTFMmclNzmeJwWqUWTo9TcL2NEzciRZ8SNCsr9NzNPk/40hH49pvI4Ikdl1FrxI7TO/D2kbeZ5TZM2ACf3xd07RGbNWbbpZGx4ZP2c/vEVwyNr9BcdlI2HhvxGFQRKvzQ8gPvOSm0PfYxvJLU2+uZNBG23Z1KroJOqUN1YzWK9xYz/b3Ss/C0kFovh9qXUCgUCiVc/vSnP+Ghhx5Ceno6lEolAMDj8WDSpEnYuHFjN/euZ0FyA50eJ/J35iM3LRczUmfA5XVBLVcjWZcMP/xB1YHpvfjagS8/VExy/uKtLyIxKhHN7c1Bs4DZSdm4a9BdeLfxXUG7Iq1Si9LxpahpqsHSiqXYOHEj1uxdE2S3xZYnOz1OjO03FjlDc5i83SRdElbuWRkUJBObMz5bLp1Kh/ePvo9llcuYzzJNmZg7Zi4aHY0YHT864Pyv/bEWAPDS/peC2pFijcVuO1oVja33bIXP78P9/3u/oKTZ3mHH6dbTWF65XJI8X6PUoHR8KfpG9kWzqxn7G/YzBeLE1ouURwb9fsWeu+0d9s72BM4Nvv3WqXQ41HRI1LpKq9BCJVdhsWUx3D437G676Is9Ibs0KdJ+vjSas21nmTQDcm7FqmODKuaHYyN2NWpgkDSRC+0X4Icfq6pWBaWAbPnVFrS4WkSr4V9taNDdAxGSsRDpBrUvoVAoFAofRqMR//znP/Hdd9/h6NGjAIChQ4dKtui6nmDnBjo9zqAq0//76/+l9+JrHL78UDGJ+KSUSahvq8fnJz8P+n5InyFYvXc173pku4oIBTM7mGfOw5p9a3il2mT5spoyuH1utHvbA9YrP1ou2I7ZaMaafWuY9Qkd3o4guXVlXSXW+ddhUsokePyegJnLPHOe6P5MSpnEKz32+/1BbfeJ7INBMYNwwnZCND9dr9YHBdx8Y0Jwup2YvX02PrzrQ5TXCo8Jdz29OnA2MtRz97M3P8tsh+/c4NtvvvHm9sfutmPjoY2SriVCfSTSfrPRjB1ndgj2iS/XWRWhkmSFxzeOQrnTV6sGBhmv/J35vKkZK/es7HHXaJrT3QORYl9CoVAoFIoQN954I6ZOnYqpU6fyBtx6vR7ff/99N/Ss5yCWG5hlyoLb56b34mscvnPAbDAL2kwZtUYYtUbe780Gs6j9U0ZCBlQRKuazjIQM0eXNBjOTt00kylLaId+z17GarKK2YkatMWB5Kf0zao2ifSCw6yKE+s21e9tFLb7Y22VbWXX4OiSvx1enIdRzt9vnRpYpS/TcYLcTarzJsa1pqpF8LQllD8Y9fnxtseHLf5a6f3zbA65+DYzeFi/Rme4eSChpBrUvoVAoFMrlcI2Xc5HMszc/i6I9RbyS0gZHg+i69F7c+xGyEeNDo9AgLjIObp8beeY8jDSORIwqBgq5AhfbLyI2MpaxguKbzY2QRTAWVqRtseVlkOHp0U+jub0ZkfJIJkc4QhbB9IfP6oxYQRG5cMHYAgw3DsfJlpOCdlvsfdYoNMhPz4depb9kayyyPbY9k81lw4X2CyjIKMDqqtUBvzmryYpnb34Wze3NARZY3Hxisl1LogULMxbC6/fioykfwe62S7IS4/aH5G+r5WrkmfN4c6OrG6vhdDuxzLoMx5qP8Z4bBJI+YIo24V8n/yVaHTwnNQf5OzsLmYldS0g/m9ubA/YRCMypN2gNvOeTVqnFvPR5+OrUV0x/skxZKLQWwuf3YePEjbC5bCGPKdD5cmOpZSnMRjPO2c8F9GdU/KirbsXV2+IlGnT3QEJJM6h9CYVCoVAolw7JjTzQcAC5abl4YOgDAABTtAnx2njEqGNEZbAAvRdfK3BtxCIVkUHLEFuwNw+9iadHPY1jzccw3DAcrx58VVLuMQBEKaOwfv96SdZXABAfFY91+9YFFfebesNU9Insg0JrIW/e+S8H/hIahQYD9APwl1/9BUV7igLyuPnaVMvVMGqNeGfyO4hRx6Bkb0mAHVS41lgD9AOw9Z6tTC4tOxeZvCx4ZNgjUMvViFZGw+v3Yv3+9Xh8xOO8Fliknf7R/bF5ymYc+/EYzradDZKUC42nWH/Y6/LlRlsSLbj7Z3cjISoBdrcdYjjcDkaiL3Zs9Wo9Zn05KyD/mw+hfgrl1PO16XA78Mjnj8BqsmLzlM2QQYa4yDg4PU4sq1wW9PJDqM8AkKJLwZpja4LOjQ/u/ABqufqq17nobfESlZf3QELJb6h9CYVCoVAolwY7N5Lkcs/ePhuzt8/Gun3rmOXovfj6gW0j1k/bL+i4E1uwwXGDGWssqdZgwE/WW1Ksr4DOQOZw42Feu7IVe1Zg3bh1gu0X7y1GwdgC9Insg5V7VoZsk8i0a5tq0drRiuKqYt7cb6nWWFaTFYlRiYzNFTcXmfzmZn4xE69Xv46LrotYu28tBsUMQvHeYsExzU/PR6OzES998xLO2M8I5nBz+5RlyhLtD3fsuFZYu8/tRtGeIthcNhg0BsFrAldyLXYufH3264DK2nzXErF+lteW47z9fMj9Z/epoq4CxVXFiIuMAwDebVfUVfD2Geg8rnz53pV1lSjeWwy1Qtgf+0rR267RdKa7B8IndwICZTEUCoVCoVDCR0oeYIw6JuBevL9hPyPlBID+0f2vZpcpV5EYdQwKrYX4+uzXnaoHVQwiFZG4fcDtiJBFYEz8GCZwqW6sDpoR3H1uN2akzmD+zjRlYtHYRfjsh89QOr40SDbNXp5Iu83xZpxsOYnXJrwGr98LuUwOp8fJrKdX60VzbxekL8CZ1jPISc3BMMOwIMkxaZPMYBsiDWh2NcPu/smXXMgai70t7r5aTVYUWgsDnlOFfm8ahQbDDMOgU+kwffB0JOmSRMd0fvp8eP1ezEidAa1SixHGETAbzYL7BvA/N9tcNjww9AFMGzwNRo0Ryggl6u31UMqVqG6sxkjjyKC+VtRVoLm9GYNiBgU8n7PtqiJkEWj3tAdIvLnjQyrME1n5bcm3YWHGQjS3N+Nky8mAyuXscRM6FnxS8N3ndmPOmDkwG8yMTRlZjp3nLJYfPnP4TGYGXUqKwu5zu3HRdRH19vqraqvY2+IlGnT3ULhyJ+oNSqFQKJSuQiaTdXcXuo1w8gDJvdjmsmHFnhUBUk5qHXbt4ocfO87swL033ouyQ2WYNnha0MxyKCn5nyb9CU6PE6YoE3zwidpZaZVarL91PVL0KSjeWxwg3yWB2vO7nofT44Ql0YK7Bt0lmnv7Q8sPmLdjnmg/tUot5o2Zh69OfwVLogWnbKeQpO8MfMOxxtIqtXhn8juIVcfCoDEEPaeGa8smNKatHa0oO1QmSZ5PLMq4z8319nqs2LMiaBs5qTmYv2M+RhhH8NqtsfcjlF1VkC2YUsvkxvv8PshlcqzIWsGkABRWFnaZTRnhTOsZweMvJc/Z6/eidHwpImQRGKAbgJVVK0OmKPxg++mcu5rXxt4UL9GguwdD3rRTKBQKhdKVXM+F1C4lD7BoT1GQ5JZah12bEFnvMMMwbDq6CWajWVDKDQTbUQGA3W3H+0ffh9loRrwmHi/uf1F0fYfbgdrmWnx47MOQ7RAZNF+7BLadk1A/HW4HHG4HNhzcgFHxo7CkcglT5C0cayyH24EB+gEYFDOIty/h2rLx9RXoDARDWXARiEUZG3JcQ22Dz26Nux9idlXc7TncDiYYZUOs34SuK5diU0YQO/5S8pzdXjdmb5+NPHMe3qt9L2wLsat9bewt8RLN6aZQKBQK5Rrh8OHDgt99/PHHzL8//fRT9O9/fUqkw80D7G22NJTLgxxvYp8k1UaJQPJoiU2Y0+sMaSVW01QTVjsVdRXISMjgXZbPzknIbqumqSbA3qqmqQaWREtY1lFNzibR3Nlwbdn4xjTTlBnSgosglMsr1XKLa7cmtE0p2+Oz5SKIWbJdik0ZQez4k/0Quway178cCzF6bQyGznRTKBQKhXKNMGnSJHz99dcYNChwluevf/0rHnzwQdjtnZLFW265pTu61yMINw+QyDGFLJqIDJTS+7G5bHB73fhoykeIkEXgjdvfCGkFxrbbsiRa8GDagzjcdBil40shl8kZOyqh9VVyFUYYRzC2YHz2XGwrMEKELAKWREtADnZ+ej7SDGk423Y2KPeWbbc1yzwLWoUWA/QDkGXKgkahwXDDcKyuWo2FGQtDjpPL64Il0YI8cx4G6AYIzjISm7CFGQvxzflvYNAYRO2t+MY0OykbC9IX4GTrSUamzc0p5rMEY/eBbbklZXyJ3RrJ11bJVUwASbYtRaZdaC2EDDJkmbICrjXjk8ejT2QfJsdfo9AE5e6T9b9t/la0jQ5fB2OzBiAoj5vbH6DzhcGsEbPwyLBHsKd+D2OVRnLTVREqjE8eH9LBgZwH7Dx1Nj3Nsqu7oUE3hUKhXKOQhw17hx16tR5unxt2t50354ntWcr9Xup3epUeUcooOD1OODyd0sVYdSyiVdGwu+09Pt/qWmDmzJm4/fbbsWvXLiQkdObTbd68GY888gjeeeed7u1cDyKcPECdSieag3r3z+6+ml2nXCHq7fVYuWcl7r3x3rDyt1P0KXjjjjfg8XlQ+2Mt/PCL5m9z1+/wduCJbU8wf/PZc7GtwMhnepUeizIWwe62o8PXgb6RfVG0pygoH5y0m6xLxod3fYgoZRQAYGXVyqDc5tLxpZi9fTZW/WKV6Fil6FOw2LJYVNbLtuVbm70Wn/3wmeQxTdIlYV32OmgUGsSqY1FUVSSay821BOP2gT0jLWV8B8YMxOYpm4Pytdm5yqFk2km6JCanmX2t0av0UMqVKKws5M0tJ7n7pChdsi5ZtJ0UfQr+cvwvIXPjk3RJ8MOP/J35QTZh5b8sx5p9a4K2UTC2QLR2QIo+BWajWdBirKdZdnU3Mv81ntjV0tKCmJgY2Gw26PX67u4OhUKhBEBmArx+L7x+LxOoapVa2N122DvsiFHHwA9/yECWbM/pcUIlV2FV1SocbDjIBAvsBx72wwPfg0mWKQuF1kL44Zf0nUahYWYhSN4hO1Bhz8Y8m/EsRsWPgtPrhMPtQIw6JqAAj1CQLxb892a6+j715JNP4quvvsLOnTvx2WefYebMmSgvL8d9993XBb29uvSEe7jNZcO/Tv4rKGggEG/ba+FcvF6xuWzI35mPYYZhvLZIQGcQYjaagwKTWcNn4eEvHgbQmacb7vrcz6QsSwK0J7c/CQBYalmKL059wStXtiRaMCllEgxaAzYd3YSc1BzeHGGybE5qDg41HRLdj6JbihCvjQ/6jkDGs6KuIuwxyTRlYmLKRBRWFkpa90jTEd7cYXYfpLTL3t7yrOVYvGsx77pZpiwUjysGABTsLAiYweYuw3dNCKdfWaYsLM9ajiW7lvC2YzVZMTFlYkCRM75tke0I7ZPYeTgpZVLAixz2Por1TWwMrjWk3qdo0N1FXKsPgxQKJTy4M78keOYGx6Ty6YvfvIj7bryPeQhiB6rVjdWSA9nXb38dPr8PZTVlMBvNzIOK2ENLqBvxssxl+OLkF5K+yzPnIVGbiM9Pfs60xW2bLzAnWE1WLLcu5w3yxyePx/yx87Fi94oAC5WCsQUYYRwBmUwGr9+Ldk87YtWxvDP6PfkafSXuUzk5Odi7dy/Onj2LDz74AHff3TtnY3tC0A0A3134DvduvVfw+633bBUsJEXpmZBrgs1lg1apxec/fI4RxhEBs85cyEww8JOUfIBuAOod9bC5bEjSJWHbqW2Csmn2+rcl34Y8cx4utF+AXCZHbGQsPF4PWtwtONBwACONI/H4tscD1t8wYQMa7A0wx5txuvU0lBE/2Vxxl2WzecpmOD1OqOVqyGVynG49jUhFJK/UOlmXjN9/9nuszV6LNw+9GTQbuzRzKWPvJcQPth/wyfefwGwwQ6vUwulxBknC+cYkOykb/zPif6CUK3Gu7RyMWqPoeG6cuBEp+hRmRpl9ndcoNPjsh88Y6TQ3LYRvzD6a8hHave2IVkbjsx8+E2yX/N7r7fW8aSqLMxfD7XWjpaMl6DmA9Ku8thwAeK3AHv78YabdrfdshUah4bUpU8lVaOtow8HGg4Jj++dv/4xCayE6vB343vZ9kGUdWYd9HNhsnrIZL33zkuhLe/YYkHuz2WiG0+PscffbK4HU+xSVl3cBQrNE1EqEQrl24JNqO93OoH8X7SliZn75guMNEzbgzUNvYrhhOGoaa4Iq47IrleaZ83Defj4gkOWrZJqblosTF08wy81IncG8sTYbgt9eE3bV7cJF10XBYjAGjUHydySfjN0vbtu5ablB+0OoqKvA12e/5g3yfx73cyyvXB4wjiXjSrDl+Bb01fRlXlCUjCvBqwdeDdg2O2A/0HCAecA503oGA3QD4PF7AgJ0AD02OBdi69atQZ/de++9+L//+z/cf//9kMlkzDJTp0692t27JgiV20hzF3sXfM9tlkQLLIkW0fV0Kh3emfwOHG4Hjvx4BH74OyvbnwttYwWAsY9K0aUgUhGJFXtWBEmuc1JzcKz5GK91lU6lw/tH3w+SkAvZXBHq2upwQ+wNWF21OiCI5pNaW01WvDXpLfz79L8xyjgKc0bPwdm2s0jSJaFPZB/RGW6CH37UNNZIsgMjY0Kk5Ov3r5csQ4+URzLP2ULH9K2Jb2H9/vVBfeEbs9Otp0NarQHB9mHse4ZarsbqqtX46vRXvM8BZNtrs9dCBhneq31P1AqstaMVg2IGhWVTRtCr9SgeVwynx4kX9rwgKtFn59GzOdt2FmajGTNSZyBaFc0UYiP3RfYYkOejoj1FAbPvNCbqhAbdlwmxIOA+JFIrEQqld8I3I+r0OJnctJJxJXj5wMtMkPfygZd5Z5SFgmMyw5szNAdlNWUBATIQGKhKCWT5lmPfPIVupASxYEFsXe53fMtyP+PbHzZCQT5f8M618skz5/FKJknATo7XpqObUF5bjpJxJQEPvOwXIuTBpLe8sb/nnnsEv/vTn/6EP/3pTwA6vbm9Xu9V6tW1xaXYjFF6JkLPbbvP7cbM4TNF141UROKlb16C2dh5LSuvLQ/L9orYR31414coqioSXNdsNPNaV3V4O3gtqoRsrgh9NX2DAm6A33aqoq4CxVXFjNw4rW8a5vx7Drbes1VSwG1z2bCqapXkcSFjIqTKEhtPvVrPtCl0TIv3du7LjjM7Aj7nGzMpVmtAsH0YOzWKLR0PZY02KWVSSCsw0lY4NmWEWHUsAEiySmPvOxtVhIrZppCih4yBkHSexkSdhBV0z507V/KyL774Ytid6Y1IsRK5nk8wCqUnIiQ15ntTvixzGT4/+Tkq6yoDAjtukMcNDIWCY/IZCUjFglcpgSzfZ+ybp9CNlCAWLIity/2Ob1nuZ6FeAAh9zxe8c19YCM3ok8/Fjh0Q+EIEQMAMRU9/Y+/z+bq7C9c8xGJHKHdRzDKJ0rMQe26rqq9CpilTMDe6wdHAqIkACAa57GXY6xNLrg5fcPDMXbespgw5Q3OYz9nWXlwq6yrxh2F/4O2PJdECjVwTsj2+zzJNmahpqgnrHG9ub5bcFteeKpzxZPcplH0Xd12gc8zY4ytktSXWLhduP8LdJ+533LbC2U+yrpR1+PYdCBwTKecAjYnECSvoPnDgQMDf+/fvh8fjwZAhQwAAx48fh1wux5gxY7quhz2cUJIyKjmjUK4sNpcNTc4m2Fw2RCmjoFVooVaoBatlC6WDLMlcgsLKwqAbhkFjYB4guLPQ7JtpuDO/JCAVC16lBLJ8n5EHu93ndgf8m0uWKQux6ljBYKLJ2QSrycp7E+V+V9NUg0RtYkBb3LZDvQAQ+l4oeJcyo08+Fzt2fJ8JzVDQN/bXJ+HajFF6JqRwJYFrA6dRaDD1hqlYs29NwMwoqeQ8e/ts5JnzYNAY4PA4gmy52HBtrx4b8RgcbgcsiRbGRkwo35jYV5Ft3JZ8G+anz8cPLT8I2mZFyCKCXhhYEi2Ylz4P8IORcHOtqfjsyAgL0heg9EBpyHO8wdGAi66LaO1oRZQySpIdWKYpE7PMs1B1rgql40sZtZGU8SS/OwA4YTvB2IFVN1bzjmmsKpZXfk/stohVVrunPajvfO3yFW0jtmTAT+eVQWNgjhdf/rxQvwAgShmFWSNmMc83La4WdPg6BI8Bu6+3Jd+GhRkLA6zShMY1ShmFx0c+zpwDZBm2FZjU6xyNicQJK+j+6quvmH+/+OKL0Ol0ePfddxEXFwcAuHDhAh5++GH84he/6Npe9mCo5IxCufKI5VOv2LMiQA7MlQgDP90oNQqNYDrI6dbTvMGlUGAnNrvM9zf3MxKQcgNTbsAcKpAln7GXI/JpAAH/5iuEEq+NFwwmbul/C7L6Z0n6rry2HOuy1yHPnMe0xW2bb3/YCAX5QsG7lBl98nm4CoJQufA9+Y39tm3bsG3bNjQ0NATNghOpOSV8wrEZo/Q8yAvXB4Y+ACBQzcL+rVtNVizMWIinRj2FVncropXROG8/j9nbZ2NhxkJe2zi+fNokXRLeuOMNxKnjoFVoeW2vhPKNiX3VAN0AvH/n+5DL5AH3Or52nR4nRhlH4X9G/A88Pg90Kh20Ci3W7F2Df5/5d8B6bGsqPjsy4Cfp9vKs5aLn+OnW0wE1N8TGBAD6R/fHxokboVfq4YMPBxoPSLJXGxgzEJvu3MT87to97UFSZqEx5eZJE6TYbXHb5Y4F+0U+eXnAd17x5c8L9QsA7G57QNG+nNQcyGVyweNAxva1Ca8hRZ8SNIkgNK7sdqwmKzZP2Qy/3w9FhAItrhZsnrJZ8nWOxkTiXHJO97p16/DFF18wATcAxMXFYcWKFZg4cSLmzZvXJR30er1YtmwZ3n//fdTX18NkMuH3v/89nn/+echksi5p43KgkjMKpevhBtlFe4oC8qmFqnJzJcIEMju5YOwCQemTzWXj/VwosBObXeb7m/sZCUi3HN+CnNROiRtfwBwqkCXLvX7768iL+Wm5/J35yE3LxczhM6FRaLDYsljQpztUMCH1O+LTvdiyGA6PA06PEzGqGBTdUhRgf5YSkxLQf6DzZi8U5P/nwn+wJHMJinYXYVfdLt4XFkIz+uTzcBUEl5ML350UFhZi+fLlSE9PR2JiYo+4T15LiPkSU3ou7JzfYYZhjEUSn5qloq4CK/esZCy5yLJ33XCXaH4uO5+WSNGf3P4kllqW8haPFMs3Lt5bjPz0fNQ76gXtu9jt1jTWoLqxGmU1ZXit+jUmSJPSX9Ieu/+Zpkx8f/F73J5ye8gZbm7ALTQmZFy2n96Ospoy0XHhrptlykI/bb+A3OklFUsk53Dz5a5bTVYcajwkmut8pOlIQLtcuLnkNU01yE/P5x13vj7wfUbGiS33JtvKSc0RfGlNxtYUZcL7R9/nHRvuuHLbIfn8l6rkojGROJdsGabT6fDJJ5/g1ltvDfj8q6++wtSpU9Ha2jUPJCtXrsSLL76Id999FzfddBP27duHhx9+GEVFRXjqqadCrn817EaELAN6Wt4fhdKTaXA0wOayQR4hZwq+sANrbpDNZ28hZHlBeHfyu3jos4d4vxNaV6gPfHZY7CqlYtXLNx7ayFQ4z03LhSXRglh1LPzww+l2IkYdI+jTTQJZMZ9uspxepQ/wv+4p2Fw20X6G8ukmL2PW7luLe2+8N6B6Ofdhh1QvrzpXxfgs872wkXJ+selKi6iuvE8lJiaipKQEubm5XdK37qanWIZReidETu72ueH2uXGx/SIgAxK0CXB5XYx1Fp/0tvyX5cj7Mg9OjxOl40sBQPSaQK4ZREoeIYtAo6MRiVGdVorhWFcBwJZfbcHp1tMwRZtC2ma5vC7M3zGfmbl+MO1B9InsgyZnEzp8HTBqjFBGKFFvr4dSzm8zRvqfacrEwrELEaWMQr+ofgFjybXDvNB+ASdbTgqOIZ/F2uGmw0jrmybZSozveZptSca3f1zbLQKRWUux2+LakbEhY3Gh/QLa3G3MPgDAO5PfwW//8VsAwekLfJZgZF8X7FzAWIERqTu3bxsmbIDP7wu6z7HTFxQRioA+iY2BUDuXc3+7HmOiK24Z9utf/xoPP/ww1q1bh4yMDADAnj17sGDBAtx7r7CXZbhUVFTg7rvvxl133QUAGDhwIP785z+jqoq/mER3QCVnFIo4oTySiTyN7S8NhJdDLfQZG61SK/hdTVMNr7S5vLYcGyZsQIQsQlS27fQ4kb8zHwVjC5A/Np8JJsksL3vfS8aVXLHrRW+47oSaLRT6nvv5C1kv4EL7BSzMWAiv3wuXxyU4o69X6TE2YSyK9hQJqgXIca6oqwiZC99T39h3dHTAarV2dzcolG6n3l6PlXtWMi/m2C9DudW1+aS3NpeN+Uyr1CJCFiHaXrQqGmV3lCFaGY2X978ctP1wrKsA4GTLSUn2VRGyCMggw4qsFYhRx0Cn1KHZ1YyX978cZGWWk5qD+TvmY4RxRFC7UcoovPfL97C7bjfsbjtuiL0hYCzJjK6YDRa3jzqVDuuy10EtV+No81H44cf+hv2S5OTRqmhsvWcr7/1RyJKM7N/I+JG829SpdDjUdEhSegDbjoyNkDUZ2cbZtrMAhNMX+CTlerUem6dsDmkF1u5px/O7nkduWi7mp89Hu6cdWqUWKrmq07pOJP0gnDG4HCUXjYmEueSg+49//CPmz5+PBx54AG63u3NjCgX+8Ic/YM2aNV3WQavVirKyMhw/fhyDBw9GdXU1vv76a8Hq6C6XCy7XTw/eLS0tXdYXMajkjEIJloV7fB7IZDKsqlrFm2OdEJUQIE/j2meFk0Mt9BkbrUIrKH0iEuYXKl8I+H50/GgM0A1gAmV7h50J7Jxup6hsWwx6vbh8wrnukmX5jiP72LG/v/tndzO+64SeXjhr5syZ+OCDD7B48eLu7gqF0m0Q2e8ww7CA4DCUhRNX5rvp6CbkpuXC4XYgUhEp2qZWoUVrRyv+dPhPYUnJhey+pNpXOdyOgBl4qbJtbrvyCDke/PRBAMDkQZOZ9bgS6nDGMEoZxajLSIEyqWPfJ7IP72yrVEsyPtm2kOUaX/skp53btpA1GdmGKkLF/FuqzFyv0vNauvHZejk9TpTVlGHKDVMwpM8QxqZL6n5JGYPLzb2mMRE/lxx0a7VavPbaa1izZg3++9//AgB+9rOfISoqKmC5M2fOwGQyISJC/A2hEAsXLkRLSwuGDh0KuVwOr9eLoqIi5OTk8C6/atUqFBYWXlJbFApFOlypmVKuxPLK5QG519yZawK7AvRF10Xm+3Csr0LlTHPJMmWJViBedPOikG9o6U2k9yPlYYD9/ZVUJVwJ2tvbUVZWhn/9618wm81QKpUB318vdp6U65sL7RcwzDAMEwZMwJC4IchNy0Xtj7X4Rf9fwGwwY/rg6UGSaLblkiXRgqPNR2E2mnH7gNtxof0C1HI1lmYuRcneEmbmkMiHMxIy0OZugynKBLPRjOMXjgtKybmwravY2/P6vAFVp/kspqwmK0zRJrx464tQy9WobqxGv6h+ASlNfPLm8trygHYtiRYmWLSarJDL5LC5bIhRx1yyDVZ2UjaUEUpsnLgRNpcNSbokAEB1Y3XQbL2Q3RWB/byhUWgw3DAcx5qPiY7x7nO7kZuWizxzHsyGTl91UjWeK7uW2v6F9gvISc3BMMMwRk7OHt8kXRIaHA3ITsoOOU6Pj3yc6ZfP78MwwzAcaDjAOza5ablYalkKvVqPddnrEKuORZSyM96SYgkmdl6R9oRsyriEUi5ShLnkoJsQFRUFs9ks+H1aWhoOHjyIG264QXAZMT766CNs2rQJH3zwAW666SYcPHgQzzzzDEwmEx56KDg3c9GiRQF+4i0tLUhOTr6ktikUyk/wFTcjF3purjN5u8uduWZDKkCzZUzhWF+V15ZjbfZayGQy5q0tVyJMYM9OxqhjQgbW9AZCIfS286GmpgYjR44EABw+fDjgO1pUjXK9wJUfk3oaLx94WVSC6/K6mNxjP/wory0Pqmy+YcIGPLHtCQDglQ9fipSc2JUJbY/0kf1iOtOUiZnDZyLnnznM9thtCPWPLW92eV3INGViRuoM1NvrYUm04P6h92PaJ9MwOn40llmXBUmNQ6VxubwuZCdlY0H6AqzYs0JyVXOyXa6aSEjOLWWMNQoNrwydrw/htr82ey1kkOG92veCtr8oYxEjMxeixdUSoFAQGxutQosvTn2Byt3BikF7h120nQ5fR8jzit2emJJLyHL1Ws7X7kouO+gOxSXWaWNYsGABFi5ciN/97ncAgOHDh+PkyZNYtWoVb9CtVquhVotLTCkUijik+IzX74XP74MiQsFIxPmKUAnlXkupAM2WMfEF1mI51PN3zMezGc9iQfoCtLnboFFoEKWIwgtZLwj6dAO9L5CiUKTCtvakUK5H+OTHQs4WXFntAP0AmI1mHG46jP0N+3krm/vhx+Ypm9Hh7cC6b9Z1iZQ8RZ+C9ya/hxf3vyjaxxR9Ct644w1oFVr858J/AuynuG0ACClvHqAfgFHGUZi/Yz7emfwOzEYzE4SxXT/YhErjStGn4LERjwUF3HzjzWaAfkBQDreYnFvKGPv8Psl9CLd9AJiUMol3+6urVuO5m58THScuYmPj9XuDJOHk+Dx787Oi203WJePFb8TPK9Jeki5JMHgWGgu2cpE+V4lzaZrvq4jD4QiSpsvl8iDvUQqFcnnYXDb8YPsBJ2wn8Pyu5/FDyw9YXbUan/3wGVbuWclc8M0Gc9DFWyj3OtTNWafSIVYdC0uiBUBnYE0sMQAwxckmD5yMTXdugiHSgMWWxfj47o+x6c5N2DxlM24bcBtujLsRo+JHYWifoUjWJyNeG49BMYNgNpoxKGYQvRFQKBTKdUJze3NQgMJ33yLsPrcbZoMZlkQLvD4vymrKkNY3TXD5yrpKnGo5hXp7fVA73G3yrcv93JJowRcnv8B5x3nR7WUkZOCLk19g1pezYHPZULi7kLeaeWVdJTISMkLuc0ZCBr48+SVeq34NI4wjsO3UNpTVlAVsc1fdLigjlMgyZTGfkZfjfFgSLThnPwe72x5yvNlkmbKQGJUYdL8OJZ0WG2OryYqqev6iy9x1L7V9o9bI+13luUq4fe6AcWPDteoS2yex/dhVtytkO15fcMDO116WKQsGjYF3OUB8LIhykSLOFZ/pvlx+9atfoaioCAMGDMBNN92EAwcO4MUXX8QjjzzS3V3jJZTVDc2BoPQEhPKxhxmGoaaxJsC/VKy4GUEo91pKBegYdQyWZC5hiqmx/aVVchVi1bH090KhhMG+ffvw0Ucf4dSpU+jo6Aj47m9/+1s39YpCubKw7cFKx5fC5XVBq9TC4/PAoDFgXfY6QWsroNMDudHRiDxzXsjlO3wdAUpOvtzpWFWsoJScrJM/Nh/DDMNwpvUMDFoDb74xQRmhRHltOTQKDeLUccw+ahQaeP1eyGVyOD3OzrbVsWjwNoiOF9me1WRlqn6zIfvk9Dgxa8QsPDLsEeyp34Mtx7eg0NpZO4krHX8w7UF82/wtbul/i+j4sZ8juHJu9vMJycEWslvz+Dy8+6ZVajE/fT7+dfJfvMeA3Qeh4pg2lw0ur4vZjyNNRyCTyZDaJzXkMQYAh8cRUEOGnVdNrLr4jjd7bMYnj8e89Hn4oeUHwfG0u+1BtWo0Cg3y0/ORZkhDm7uNN4eb3Z6UAqGhKppfTsXz64UeH3S/+uqrWLx4MR5//HE0NDTAZDJh1qxZWLJkSXd3LQi+XAfiEbti9wqaA0HpFoQCbL587AeGPoCymrKAQFtK1XCh3Gs+ayYg+CaXrEtG0S1FuOi6yLyYilXHIl4bf0XGhEK5Vvnwww/x4IMPYtKkSfjiiy8wceJEHD9+HOfPn8evf/3r7u4ehXJFYNuDffDtB6isqwzL2kqv1uOZr57Bu5PfxQfHPgiZ+9o/uj+anE0AwrOGAjrl129OfBMGjQHFVcUorCwUbYugVXRaXpaMK0FpdWlQbnpOag6e3/U8nB4nMk2ZWJSxSDAgBH6yCPP5fPj9578PWE5snzZO3Ai/z49FGYvQ5GzCRddFJOmSsPPMTvjhR1V9FV458IroPg2MGYhNd24KmoQKN3/7lwN/ybuPDrcDj3z+iOh48snJCXz9yDRl4tHhjwZI+oWOMdCp5CPFWS+0X4Af/pCWYECnxHtd9joMihkErVKLwspC0ToE7HZI3R2dWoeiPUUo3B363BoYM1CSNDxURfPLrXh+PXDFg+7LLdyi0+mwfv16rF+/vms6dIUQynX4edzPmRk8NjQHgnIlCCfAJvDlYItJxPlmr8Vyr9kz12q5GjHqGN6bXLw2ngbZFMplsnLlSrz00kt44oknoNPp8PLLL2PQoEGYNWsWEhMTu7t7FEqXc7n2YJZEC74++zWeHPkkivYUSVq+tqkWBq0BlkRLgDKMDZ81VKYpE1+c/AIAeJ09hPJ6M02Z8Pg9yE/Pl7RPlXWVWFW1Cvlj8wOCeoIl0YJWVysq6zuDuRHGEUE58EL7VLK3BIsyFgXkzeeZ85CoTZRkCZZlykI/bT/emeVw87eL9xYHjRVbui00nkROzvf8LdQPvuPJ9xnZPqkATtqQYutlSbRg26ltONJ0BMuzlmPxrsWi6xxpOhLQDlHWSrUQsyRaEKuOlRSH9InsI2i5GqriOaWTsIPu77//HoMGDZIcTF9uIbXeglCug5hlAMmBoEE3JVxsLhtsLhscHgccbgdi1bFQK9RhBdgEvgBbTCLON3vt9Djx9+/+jkJrIVxel6AHMj3XKZQry3//+1/cddddAACVSgW73Q6ZTIY5c+Zg/Pjx1FKTck1hc9nQ4GjAEyOegFqhRlqfNDwz+hl0+Drg8XkwwjgCZqNZ0CKKSKKbnE1I65sGvVqP3LRcXjslYtuUZkjD2bazSIhKwGLLYpx3nA9poaVRaFAwtgDDDMNwuvU0TNEmANLssyyJFjyX8RwuuC7AbDTjnOOcJEuyyrpKzB8zP+glOamuDT+Q1icNaoUatybdCrVcjSF9hsBsMEOr1IqOndvnDnrx/s7kdwJmVvn2iU/GzGfHxScnJ1ZnfMdRTLrNZwcmJKW2uWw47ziP+268DzmpOahurA7qC7E+Y1vNca3J+kf3D9iuFFuv7KRsPDbiMTjcDtzS/xbYXDZRG7G5Y+bilv63MLnUZH+ktAV0vsh5ctSTcLr5lRBcxCxXSbrBCdsJmkYrQthB94033ohz584hPr5zRuq3v/0tXnnlFfTr1493+draWphMpsvrZS9AKJdBSvVmCiUcztvP41TrqYBKrJcSYBP4AmwxiTgpblYwtgD5Y3+SN9ELLIXS/cTFxaG1tfO+0r9/fxw+fBjDhw/HxYsX4XA4url3FErXwZaUbzq6CdWN1SgZV4L1+9dLsqnSqXRYkL4AEREReK/2PSypWCK6TrQyGuUnywMCS6vJioUZC0Vl3NGqaGyeshkr96zEssplIftF1nnp1pdgijahtqkW0/8xPcAWTKol2em208hJzcGcMXPQ5m5DtDIaUYooVDdUY0XVCma5O1LuwLz0eZLkzwBg67AF9NfpcYa0yNKr9UHqznDk5EJSbr1ajw+nfIjVVasF+65X63nl7GzClbaz+xKtjMahpkNBs90kjTTUs75OpcOCsQtQtKdIVErO5nTraczbMS/stjRKDUrHl6KmqQZvVL+BeenzRJdnw5axs4Nr8lxI02jFCTvo5s5c//Of/8SqVasEl79ePLKFchkiFZGXtB6FwvXFdvvcAIADDQfw+Q+fX3aATeALsLcc34Kc1BwA4UnEKRRK9zJu3Dh8+eWXGD58OKZPn46nn34a27dvx5dffokJEyZ0d/colC6BT1KeZ86TJL0mRCoiUdNYg89Pfi5pHe7sLtBpIba6ajWvzRMhQhaBlXtWhmWf1dbRhqPNR7H52ObLsiTrE9kHD376YMD6GyduxHMVgXZWg2IGhdXHaGV00H6qIlS8+0/gypjDlZMLSbn1Kj1WV60WlVPHqmMxKGaQYN8uRdpOtl1WUwa3zy1o6VU8rjjks36MOibAJUaoHTbs57lw2nK6nQH+4G6fGyXjSiQ/z3EtV6mVmHR6vGVYb4HkOrDRKDToE9lH0FqB5kBQhKi31yN/Zz5++4/foqm9CS/sfgH3/H/34EzrGRg1RlHLLoJYgM2GbdNF3lYO6TMEUcoo5I/Nx1+n/hVv3vEmptwwBUP7DMXI+JHUhotC6aGUlpbid7/7HQDgueeew9y5c3H+/Hncd999eOutt7q5dxRK10AktGxbLCm2YARLogUNjgYYtcH3U751Mk2ZgrZNFXUVyEjI4P3OkmiBKkIVln1WpikTNU01Ye0PgW1JRtrmbptvPy5l7LjPEmJWYnzPu5diB8Zn9aWMUIa0Wgv1rH05fRE7N0gaKV+MwN2HcNrnsxyT0hbfehV1FZdl90WtxKQT9ky3TCYLyue+3GJp1wJ8uQ65abn4Y/UfA2YMCZZECxZnLqaBy3UMNy87Rh3DeCSSt4bcN/dC6QqhZrAJUvKxaT4OhdI78Xg8+Mc//oFJkyYBACIiIrBw4cJu7hWF0rXYXJ3S5o/u+gjyCDk2T9mMi+0XERsZK2q5Re6flkQLCsYWYPb22Sj5RQljvcVnx9Th68BSy1KYjWacbD2J1ya8FmTPVd1YDbVcHXC/JTncqX1TJVk2ESyJFixIX4Ccf+Zg1S2rmDzhDl8HjBojlBFK1NvroZQrRS3JSDXzens987nVZEXB2AL87n9/x3xGcqFDWaSxx47Ygs0ZMweNjkbIZDIm93lt9lpEyCJ4ZcZc+1xiB1ZeWw4Aki3XOnwdyDPnISMhAyq5Ck6PU/S4E3Uel67oC7Em23Zym2CKQWtHKwbFDOLNh74t+Tbkj81Hm7st5PhLsRwTa4ucE/k783n7eKlQKzHpXJK8/Pe//z3U6s6H/Pb2djz22GOIiooKWO569ALl5jpEKiJRVlOGqvoq5KblYkbqDLi8LqjlatQ01cDj9VD/7usM4iMKAI3OxoC8bKDzpjg/fT5zw+LKxvmCa4AG2BQKBVAoFHjsscdw9OjR7u4KhXJFIDVN3j3yLqYNnibJDowwQDcAm6dsRoOjAbO3z8bCjIW81lvs9VP0KVh7fG2Q9RLbnsuSaMHUG6ZiiWUJWjpa0O5tR5/IPli1Z5WkHO4UfQrenfwu7G47DjYehNfnxZsT30SMKgYfHvswKJeYeGqPjB8puD2z0Yz8nfl4Z/I7eHfyu3D73Kiqr8LZtrPMskK2YEIWaRsnboROqUOzqznIFsxqsuK9ye9Bq9SiZFwJ73OtUM702uy1kEGG92rfk2y59pfjf5GUew4grPztcPsixZqMyL1JjNDgaEBdWx0iZBGIVceisLIw5Dk8MGYgNk/ZHDLnntsWOx75/IfPefvH7uOlQK3EpBN20P3QQw8F/D1jxgyBJa9P2LkONY2dEg6nxxmUi6FRaDDlhim08MA1Djcvu2hPEYYZhiFRm8ibR1ZRV4G6tjrmb+7Mdk1TDRK1iTTAplAovGRkZODgwYNISUnp7q5QKF2KzWXD12e/xmc/fCZo0yWUA2tJtOBw02Gcc5xDWU2ZpPzvQ02HUNNQEzLPdve53VhZtRL3D70fT25/krewqVDfLIkWfHHyC9Q01sBsNDPPjYnaRHxx6ouQ2+DmOFsSLThn79xHq8kKhUyB16tfDyi6Sp4fwrFU2356O8pqyrDUslTw2WVV1SomfzccOzAAmJQySZLlmtVkxaHGQ5Jzn/lk7V3VF6nWZNz21+5byygZpZwnWaYsxKpjw7IPAwLjEZvLhiNNR3gD7stNdaVWYtIJO+h+++23r0Q/rknE3u7kpuViVdUq0cILNDDq3bDfpLIvrg8MfQAAgi60fHBntstry7Euex3yzHkB23B6nPjbd3+jATaFcp3z+OOPY+7cuTh9+jTGjBkTpEIzm4NzEymUnozNZUOTswk2lw3DDcPRV9MX8dp4DIkbImjvxbaIyjRlYkbqDCzetRivTXhNkiXWo8MfxT0/uwcnWk5gXfY6aBSaIFk528Kqoq4C/zPif6BRaEStYtl948p9542ZhwkDJuBs21n0j+6Pc45zONhwEECw3Jm0zd1ewdgC/OGLPyDLlIXnLc/D4XYIvqAn9mJEhcmWNrMt1R666SH4/X5snrIZTo8TuVG5vOMmZIPLtuGakTqDV57fL4rfAWn3ud14fOTjTE6zKdqEf538F6+UO5Q1WDjWZELbZ/fFqDVix+kdzLJ87XOttDQKDWMDFuo8yU3LxbLMZTAbzTjbepbpM9/5OnP4TEwfPF3weY8vBZakQJiNZpxsOXnJz4xiVmJC1mzXK2EH3RRhuFLxKGWU4NufjIQM6t99jcCXIgAg4E0q++IaykaupqkGVpMVFXUVQbJxp8eJeTvm4ZFhj2DemHmArPMzvUoPg8ZAzxkK5TqHFFF76qmnmM9kMhn8fj9kMhm8Xm93dY1CCZt6ez2WVCxBZV1lgBw6lBxXp9Lh3cnvIkIWgcq6SizetRiF1kK8fOBlSZZMSrkSL+x5IWhZtqycKzm2uWwoGVeCDl+H6D5FKaOwecpm7Di9gwm4S8aV4MX9Lwa1J0XuHK2KxpZfbYFGoUG9ox5ld5QhShmF1VWrMfVnUwPaJsVSHxn2CPpH9w/aLns8tEotMhIyOqXKVcWSZPzc/F0hGTdXns+1OmPT4moJqLYtJuUWsgbrCmsyKX3hts9npUXW8fg8QfvKRqfSYdPRTZJSFCLlkSEVsmzJOVt9yd7+papthazE6DNpIDTo7iL4ftDjk8fjOctzKNpdFPT2RyUXt1aghQd6NiQ32w9/kGIhy5SFeenzAs4FdqAtlJdNKK8tx5ZfbcHKPSsFZeMHGw7inp/fQ9MQKBRKACdOnOjuLlAoXQKRAZP7q1Q5NND5DPX+0fdhNpoly8nZgVeHtyOkhJlPcrzp6CY8PvJx0f3SKrV46ZuXYDaamSJgYn0LJXfWKDRYu28ts6+f3vspkyc8ffD0oPadHifcPjdW710tOh4OtwM3xt0YFHCLjRtb4RlKxs2W53OtzsQQs9HiswbrKmsyKX1htx9q/58Z/Yzotju8HSHHjqBX60W3RSCSc5vLFvQyALg8tS1fWgElEGoZ1gUI/bC2n96OtXvXYnnWcmy9Zys23bkJW+/ZiuJxxYhVx4pukxYe6LkQO69Pvv+E11dxV92ugLxsIDDQrmmqQaOjUdBaY1T8KMSoY1A8rhibp2yGIdKAxZbF+PjujwPOIRpwUygULikpKaL/USi9Ba4VkVRbK2K5xf4sHEssq8kqaAHFXZb8TfJ7d5/bDVWESvD+Tuy2wumbUWsU/C4jISNge1mmrABJuZCNl9lgDmmzVdNUg3htvORx4+bvhmPDxbY6Y8NnccW3Pl/7l9IPsc9D9SXc/e/wdQieJ+Gcg5eSN01tvroHOtPdBfCdvKS0v9lgxpnWM4iLjEOKPiXgLRAtPNA7YMvHY9WxKNpThIq6Cjww9AFJb2WBwOriQnnZQOeFttBayJwn9K0hhUK5VPR6PQ4ePIgbbrihu7tCoYSFzWWDy+vCuux10Cq18Pg8kmytLIkW5Kfn48uTX6J0fCk0Cg02TNggmKfLXlej0CA/PT+kPRhXFhypiMScMXNwtu0sNkzYAJ/fhwfTHgQQbBVLrMryzHnM/hi1xkuyqwIAZYQS+RX50Cg0MGgMmJc+j7FUA4Atx7dgw4QNmOmeCZvLxuxDhEx8zk0ZoURSdBJkkEmyErOarEH5u2zFJvuZONR+SbHGYrcNiOcP2zvsl2y9JrUvAILyt9k2ZHzHrsnZFGQpTPKshxuH42TLSUGrObLvl5o3fTVsvqg7UzA06O4CuCenkA0DO1eCFh7oufBVHCcvVUrHlzL/FsvNZudlA8HVxWleNoVCudL4/f7u7gKFEjaXmsedpEvCmH5jABmwv2E/Xqt+jVnearIK5ukCwAD9APxlyl9QVFUU0h7slwN/GRSk/fYfvw1oa8HYBXgw7UHMT58PW4cNMaoYnLefZ6zK+Gy6wrWrAgC72w6nx4mScSVMvnrp+FIAnc+ihdZCvLz/5aCX+1NumCL6EiJaFY1Pf/gUSyqWiI55/+j+KB1fiiZnE2SQBWyDKDaFnom5+5WkS8In93zCpO2FsgQbGDOQN3+bi16tR01jTdjWa0m6JGy6cxPW7FsTsi9JuiT44RfM3+Y7dknRSXD73FhsWQy3zw2n28mbZ823jQH6Adh6z9ZLDmSvtM0XX8otdWcCZP5r/K7c0tKCmJgY2Gw26PXSch7C5YTtBKZ+/FOxCiEbAKDzpGPnStA3QT0LoYrjhHXZ6zBvxzwAnQE4u6AGG41Cw+Rl81WKJH6K9HhTKJQrdZ/S6XSorq7u1TPdV+MeTuk5cHNNxZ6nLIkWJo+Z/FvIjpO7PJtMUybmj56PNd+skbQeX7vcbVoSLZiUMgnnHOdQ01jD/BuA6P5MSpkUEPSL9Z18xt0mGTNiQcbXVqYpExMHTBRsS0o/uH3ie74t2FmAmww3hTyGR5qOoHhcMQDw5hpz2+a2JYRQ7nKofbGarHh0+KN4o+aNkOdElikLy7OWY/GuxSHbEdpvsTzrS933UONSsLNAUG17OdsX24+u6HtPROp9is50dwFcjzoxGwBuZXJaeKB7EZKOA/zHkZubzfXLJoyOH83kZdOXKhQKpTuYMWMGDVQpPZ4GRwMuui6iraMN0cpoPDHiCeSm5eJAwwGMMI4Iab9lSbRg4diFqGmqQVrfNOjVekErsZnDZwZs77bk25A/Nh92tx3TB0/Hg2kP8krKib0W2U5uWi6WZi5FWt80RlbObm/3ud2YM2YO/n3w33gw7UEcbjqMCQMmwO62M1Zl4dpVse2oLIkW5KblovbHWmQnZQfsE5GUy2VyQVu1yrpKzE+fH/QMY0m04Pmbn8c/T/wTpeNLRa3EiN0ZWzr+34v/RVxkHPOss8y6DCdbTooew7lj5uKW/regub0ZcpkcBxoOiB7vUIpQ9nMd26ILELdey03LRZ45DxkJGVDJVYhSRsFsNKO6sVrweIxPHo+CjAJcdF3EfTfeh5zUHEELOz6pOgBcaL+AGHVMyBxwKfsulSuptiX7wZdSUN1Yzezv9QgNursA7skbyhKKVibvHtgXYr1KD6VcieWVy3ml4wC/fJybm82tLA4EX7Su14sLhULpXl5//fXu7gKFIsrp1tNYXrk8KPDLSc3BseZjgoWmCFqlFmP6jUFERIQkObTX72WCSY1Cg2RdMpbvXi5qDcZnaRWtjMb7J99HYWWhYHt2tx3DDMPghz9I7n4pdlU6lQ7v//J9RKuioYpQwev34v2j7+OGmJ+ULEKScr6xqLfX4+nRTyO3PRcurwv9o/vj2I/H0OHr4O0v20rMbDQH2J2JpVPW2+tFj+Hp1tOMgjBUGoBerRedKRWyBpMi3depdDjUdCiklJzdl/yMfBRWFoaUlGuVWkGp+pQbpgAIHRuE2vdwuVI2X+RlB995wd7f6xEadHcR7JM3VNDNlytBZeZXlrNtZ1FYWcjcWPkka9zjxmftxQ2083fmIzctFzOHz4RarkaMOoYeOwqF0i00NTXhT3/6EyorK1Ff3/mgm5CQAKvVit///vcwGvmrIFMo3UGDoyEo4AZ+eoltNprh8/tEt6GIUMDtcwdZd7K3w7ZXcnvdTFpYnjkP5UfLQ67HZ2nl9rlDrkf6RmZSucuGa1cVFxkXYEeVvzMflXWVyBmawywTjq2a3+/Hy/tfZiTqHx37CGajGZ+e/DSklRjZhpDdWTjWU+xnrYq6Cvj8PkG7rlh1rOgMt5hFVyjrNSk2cWz0Kn3AxI3YOooIBUr2lvCO6+qq1SgZVxIyj1ps3y+VK6G21al0ouch2d/r8TmZWoZ1ITHqGAyKGYTEqERkmbJ4l+GrTE4sqKZ+PBU5/8zB1I+nomBnQci3gxRhbC4bTthO4HDjYZxpPYNlFcsCLqZ8Fh3cIJvPasPpcSJ/Zz4mD5yMj+/+GBsnbsSUG6ZgaJ+hGBk/EoNiBl2XFxIKhdK97N27F4MHD8Yrr7yCmJgYjBs3DuPGjUNMTAxeeeUVDB06FPv27evublIoDBddF0PaUVXVVyHTlMm7jCXRAlWEChkJGaL2V1wrMYLU9YBASyspdk6kb+FYlYl9bjVZBe2o2M8qUttjW5yZDWZmPSlWYo2ORuYzsfZIOiVJweSDz4ZLaFxCOfuEkmeHsl6TatFF+qKMUEqyIrMkWqCRawTHqaKuIuQ49SZXoz6RfZCRkBFyf69H6Ez3FSCcXAmhN3OXY1B/vcMthsb34w8lHQeCZ7UJo+NHI6t/1nVdgZFCofQsnnzySUyfPh1//OMfIZMFVhH2+/147LHH8OSTT6Kykv+BmkK5knDVfFHKKLR1tAnmfZbXlsPldaG8thyb7twUNEtoSbTgwbQHIYMMepU+pK1VdlI2FqQvwMnWk1iXvQ4x6hjEqeOgUWgABOf68lmDdfg6sNSylLEUE7JzAoCc1BzU2+vh9XsB8Ftm8bXB7jOBayUKBEqR2bZgMshE+0Vs1R4e9jC8Pi82T9kMh9sBnUqHV8e/yvRXCJVchcToRGQnZWNInyEBNm5Hmo5AJpMhtU8qs48+vy/gmXh/w35mHADAqDVix+kdopXUAeFcY/Z5xbboAsKzXlNEKDDSOFLQ4ot9PEged2tHq+h5p5QrsXHixk57NhlE7cNaO1oxKGZQt7oadZXiNkYdA5VcJbrM9ZpmS4PuK4TUXAkpBvU06A4NuVj4/D4U7y1m3tSaDeYAz0qCFOk4mdUuGFuA/LH5tOI4hULpsVRXV+Odd94JCrgBQCaTYc6cORg1alQ39IxyvSOUZzt3zFzBvM+ScSVMMTO/349FGYtgd9vR7m2H0+NE7Y+18MOP9QfWB+Vj89k5zTLPQlFVUcCyVpNVMNeXzxosRZeCNcfWBFmKcdtLiEpA3pd5+OPtf4QfftH8Vj77MdLndye/ixh1DK+VKNuOS2oON9nunQPvRP+o/lixZ0XQOs/d/JxoAOz2uuGHH4+NeAyvHHglKD/60eGP4oltTzDrkxcG5JnY5rJhxZ4Vkiy4tt6zVfT5+XLyt7n719bRhtnbZwuO20B9pz0ZqQckJY9bLpNj5hczQx4T4KfjeaXyrEPR1RZfsepY0e8v15Kst0KD7iuIlFyJq2FQfy0i5KVdOr404Kbq8rp4A2y+yuPsIHthxkLY3XYaZFMolF5BQkICqqqqMHToUN7vq6qq0K9fv6vcK8r1jlierb3DLpp/nJOaA0uiBZ+f/DzIrguAYK408FM+rSXRggZHA287FXUV8MOPiQMmCuZcs7fDZ3vF196hxkN4cuSTONJ0BAatAfnp+YL7yW6DYEm04OiPR3F7yu2Czx5RyihmLKTmcFsSLdh2ahsA4J97/sm7zsqqlchPzxe0C9tTvweJ2kS8e+Rd0fxo0mZFXQWWVixlJjSK9hSFzJvOMmXxvmhgc7n529zxJhJ3oXE71HQIt6fcDoDf0ozvPODK1YXyw7nS8avtanQlFLdcVyc2vUkq39XQoLubudIG9dcaNpeNeVNaWVcZVBCNrxgaX4BNpeMUCuVaYv78+cjLy8O+fftw++23MwH2+fPnsW3bNrz55ptYu3ZtN/eyd0ILnV46ze3NONBwAHnmPEbqq1Vq4fF5oFVpMX3wdEF7rzxzHhZmLERdW12AjHekcSRUclVIK7HspGw8NuIxyGVyUTuwflH8L6MYa7AQknK2jRax8bot+Tacaj2Fftp+SNGnoGRfiWhfCZZEC/LMeRigGwAAOGE7wXveOdwO5KTmIEoZBQCYkTpD0N6LbJdYl2UnZ4e0ErOarEEzuWTf0gydtmxS7NWAzsC7ydkEr9972ZZY5Ld4of0CclJzMMww7JKs1/jsu4j8mz1u5Bxqbm/Gfy/+FzqVjrEg49t2bloulmUuQ2rfVEErOfbxvlrScTHYilu+NAibyxZ2/7hptuzxVslVTE739XYdpUF3N0PfBgnDZ/G1u243Pvvhs5+qm3K8tPmKoR1rPoac1M7qnmQ9p8eJLce3YJl1GTq8HfRhikKh9Fpqamrw2GOPwWAw4KWXXsLrr78Or7czN1Mul2PMmDF455138Jvf/Kabe9r76GrZ5fWGvcMeIK1mS61DyaEjZBFYXbU6aLm7Bt2FBkeDaLs6lQ4L0hcEScql2IFxt/P+0fdDSsq1Si1Gx4+GDDJ8c/4bbDi4gVk+lA2WTqXDu5PfhVaphUauQWxkLNo97UEzquzzrqWjBUsrluJPk/6EmsYaQbm2RqlB6fhSHG0+Kmhdxu3byZaTmJgyEU+Pfhpn285CFaFC7Y+1vPsmdTzPtJ4J6exzqXZg4Vqv6dV6fDjlQ6yuWi06bq9NeA2x6ljJ0n3gp/NlWeUyweV1Kh023bmpxzxzEkWtUBoEO0UgHIhU/kL7Bfjhx6qqVYK2ctcLtHp5N0PeBnErFvaEt1/dCbei+yfff4JlFctg0BhEbb64FcfLa8sxbfA0bDm+BWajGaXjS7Euex02TtyIZ29+Fv2j+2NQzCCYjWZaeZxCofRKRo0ahebmZvz2t79FQ0MDzp49y/zncDiwe/duGnBfAqFkl3z1QiiB6NX6gABbzEpo09FNyE3LZT7z+DyCkuxQKsAoZVRQwM3XDtsOjA8hGyluXx1uBzx+D96rfY9Xxs5dnk2kIhLRqmgM7TMUKTEpAIAlFUtEzzudSodpg6eheG+x6Fg63U7M3j5b1LqM2zdVhArLKpfhpW9ewrfN32L29tmC+xbOePKl+rG5VDuw4r3FGNJnSMDnlXWVgmOuV+mxumq16HF1up042HgQrxx4RdKYEaScL3GRcT3qmZP8loR+mxV1FZd8vYtRxyAuMo53vK/H6yid6e4BdFfhhJ4K38WVzGhPHzw9YFnuRVysGJrZaKbF0CgUyjVHbGwsvv/+exiNRvzwww+QyWRITEy8qn1YvXo1Fi1ahKeffhrr168HALS3t2PevHn48MMP4XK5MGnSJLz22ms9OrecrbDSKDSCUlJa6DQYrjpNq9Si3dOO3w35HZ4Z/Qw6fB3w+DwYYRwBs9EcVMmZLb3NNGUGydLZ0ukOX0dQ2hjQOVuXn54PGWSYduM05KbmhpRAc72u2VJYr88rKiknffXDjwkDJmBI3BDJsmuyrqPDgQExA5gxPO84zyvD1ig0uMlwE847zsPhduD2AZ05xgcbDvJKnR8d/igiEIHS8aXQKrWSxt1qskIGGZ4Y+QRS+6RCq9RiVPwo9NP2g9lgxm+G/AZGjRHKCCXq7fVQypW84/k/I/6HOW4x6hg4PU582/wt7zEj7fr8PpywnWCez4R+i0BwZfK+kX0F94stmQYAn9+H4YbhguP21Kin4PF7YEm0hBwz7rbZFdT5lu+JClaiuOUqR9lczvWOFoz+CRp09xCuduGEngzfD5TMaAt5abNl4/k785GblouZw2ciUh4JvVpPg2wKhXLNct999yE7OxuJiYmQyWRIT0+HXC7nXfb777/v8vb37t2LN954A2ZzoJftnDlz8L//+7/4y1/+gpiYGMyePRv33nsvdu0KTqfqCQjJV4WkpLTQ6U+wx44tU61urEbJuBKs379ekkSXWFrlp+ejzl6H8tpyXgmw3W3HooxFWL33pxk0jUKDDRM24M1DbwbJwaVKysUqjXP7S/r63M3PYc3eNdhxZodom9xK5VaTFQszFkIdoUa8Np4Zw/tuvC9ofMPpF0EpV+L16tdDVndn78v9Q+/HX777Cx5MexBPbHsCAFAyrgRr9q3hlenP3zEfI4wjgsazxdWC2dtnByyfm5aLm/reBABB58L9Q+/H/f97P5weJ8Ynj8f8sfOxYveKy65M3uHrCHvcmtubg/reVdvuiQpWorg91nxMdLlLvd7RgtE/QYNuSrcgVpiG7wdIgm0pXtpOjxNHmo5g+uDp11WuCIVCuT4pKyvDvffei//85z946qmn8Oijj0KnuzpFONva2pCTk4M333wTK1asYD632Wx466238MEHH2D8+PEAgLfffhupqanYvXs3LBaL0Ca7hVDVkLkVhwFa6JTAHTu2TDXPnCe5ujYADNAPgNloRoe3Q7Q6+XM3P4d/nfoXRhlHIWdoDvMcsbJqZcjq2GwJNGm7T2QfvPfL9yCHHKXVpZL6m6RLQk5qDtbuWxsQcIu1+dGUj9Dc3oxoVTQ0cg3kMjlMOlPAGD4w9IGgMRaT5fONIyAsdeZbPkmXBLPRzASK7Z52Rg4tpV3ueHIhy4+OHw2z0YwZqTOglCshl8lRVV8VEKD+PO7nWF65XLDNcCqTp+hTsHbf2rDGTajvl7vt/tH9e+wzaUJUAuxuu+gyl3q9owWjf4LmdPcwbC4bTthOoKaxBidsJ66pXAeby4YfbD/ghO0EFuxcwORrT/14Kgp2FqDeXg+A/wdIgu3y2nLGRgT4aWZ78sDJ+NvUv2HTnZuw9Z6tKB5X3GMvbhQKhdLVTJ48GbNnz8ZDDz2Ep59+WvC/ruaJJ57AXXfdhdtvvz3g82+++QZutzvg86FDh2LAgAGorKzkbobB5XKhpaUl4L+rgZgEcve53Yx8lNATZaLdBXfszAZzQLFTPjkxEDyulkQLvD4vymrK4PK5RNdzeBx4ef/LeK36Nbx/9H20dLTgZMvJoCBTqK3Kukrmb0uiBf8+82+0uFpwwXVB0jaI/ZZGocG/T/9bUpsVdRU42XISr1e/jkh5JIr2FCFK1Vl9nD2G3No0QHjjCHTO/HItq4SWJ/tSVlMWIJ83G8yS2+WOJ7Hg4i6f1jcNZTVlmL19NuNjzW5Xyr4atUZJ+5VlykKkPFLyORGq75ezbUuiBSq5infZnoJBYwiqL0W4nOsdka939XZ7I3SmuwdxLVdJJfs2zDCM1+uS7QfIV9GdPaNN5OMkB8kUbUK8Nr7HSXYoFArlavP2229ftbY+/PBD7N+/H3v37g36rr6+HiqVCrGxsQGf9+vXD/X19YLbXLVqFQoLgz2CryQ2lw0uryvAloqbk8ku2nm9FzrlYu+w44mRT+AX/X8BoPNl+Ou3vw6PzwODxiBpXImllQwylI4vhdvn5s2lZtp027Euex1i1G9WPCkAAQAASURBVDEwRZvw6BePYu6YuQD4bY+qG6vh8XkCttHh68DSzKVI65uGs21nYdAaAD8EK5mT/hKp9I+OH6FX6bEuex00Cg1vHje3TQB43vI8zradZc4hm8uGC+0XmO/La8uxLnsdJqVMglFrhMvrgkFr4M0V5o4jGcv89Hx8efJLlI4vDcqHd3qcAeOek5qDpRVL8fiIx2ExWTrt3JRaaBQaNNgbJI+pUq7Exokbgyy4hI53hCxw3o+0wT5njjQdgUwmQ2qfVKbdWFWs4DHq8HUgz5zHWFM5PU7J43Zr8q2YZZ6F5vZm3nPW5XVBo9AwNYIanY2i5yh3jFtcV+cF4qXCtfkiXO71LtztXssWjTTo7iFcCXP67oDcPLx+L7x+LxxuB/pE9kHRniJGNhWqUMOgmEFBP1Cnx4m/f/d3FFoL4fK6rskfI4VCofQWTp8+jaeffhpffvklIiMju2y7ixYtwty5c5m/W1pakJyc3GXb5yI1j3tgzMAeZfPTk4hRx2BMvzFM3nY4tmDJumRsmLABtT/Wwg8/1h9YLykH2eF2YN6OeQA6c6Nfm/AaExQJ5dlyc6pT9ClYs3cNCit/eskTyt4rRZ+CBWMXQC6To7y2HEsqlwS0ESqPOyEqAbO+nIUNEzYgISqBOf+4knI//Pj85OeSraqSdEl48dYXYdAYEBkRCUWEQtQebIB+ALb8agu+OPkFllYsxQtZL+D9o+8HLb8wYyH6RPZBobUw5JiSmWux/vaP7o/S8aWoaaoJ2Aeh45ZpysSjwx/FE9ueYJYXswNL0afgL8f/IjnHOkmXxLw0SdYlo2hPkeCYp+hTsOVXW1C0p0jUEozA3tf8nfnYPGUzejpXqrCz1O1ey5OPACDz+/3+7u7ElaSlpQUxMTGw2WzQ6/Xd3R1BTthOYOrHUwW/33rPVgyKGXQVexQ+9fZ6rNyzEvfeeG/AzbZ0fClTlGJd9jrmRsnHpjs3wWzslORcy2+7KBQKhdBb7lNsPv74Y/z6178OKNjm9Xohk8kQERGBzz//HLfffjsuXLgQMNudkpKCZ555BnPmzJHUzpUcG5vLFuSFTLAkWmA2dlbzzTJl9ZoX31cbm8uGf538Fz774TPmnp9nzuNVtAGB42pJtGBSyiScc5wDAEnr8P1NPnt69NP49sdvg4JVvu1kmjIxccDEgIJrQu2xP89JzUGTo0lSG3xtDjcMx5GmIygeVwwAzPnHHjOp4yf0Waj1Jw+cjNtTOtM+CnYW4CbDTaLLzxo+C28cekO0PzWNNYJjxj7eQv283H0GOl+YTEyZGBAQS92GlDH7RdIvsHjX4pDXC76/6TUkNGLX454+flLvU71ipvvs2bMoKCjAp59+CofDgZ///Od4++23kZ6e3t1d6zJ6e3U/MlM/zDAs6O02W74TyqeRnc9NK7pTKBRKz2TChAk4dOhQwGcPP/wwhg4dioKCAiQnJ0OpVGLbtm24777OaszHjh3DqVOnkJmZ2R1dDiJUHjex+OkKKfm1+BK5wdGAC+0XMDBmIB666SHkpOYgQhYBjUIT0mqJyMkPNx3GhAET4HA7JNkz5afnI82QBpvLhglTJsDj9aDF3YIDDQcgl8mRZkjjDaTJdnLTcrHUshRmoxknW08K2oHNHD4zKEAryCjAV6e+Qlb/LOjVeuSm5fLKn9n2VaTvmaZM5I/Nxyv7X8GzNz+L0y2noVKomGrvCpkCc8bMQaOjkclZrm6s5rW0Iql1pF8Lxy5ETVMNIyVP0iWJrp8/Np859wqthbjQfkHUDkyv1ovmWM8dMxeWRAuvpJy9/89mPItGZyOGxA1hpOOPjXgMEbKIALsqPik71xKMa9lF5ORtHW2ill2EW5NvxeyRs3HecR7rsteFHLMF6QtwtvUsclJzMMwwTHT75OVM/s58ADQdRQpiVnlApxK2ydnU68ewxwfdFy5cQFZWFm677TZ8+umnMBqN+O677xAXF9fdXetSent1P/LwwicfZwfa3OrjbK63ggoUCoXSW9HpdBg2bFjAZ1FRUejbty/z+R/+8AfMnTsXffr0gV6vx5NPPonMzMweU7k81MtsvVrfJbMr16Jk8nTraabCdDhycqDzeSYjIQN++EUl0Ox1tEotPpryEYr2FPHagR1rPoa7brgrIDeaj2hlNN4/9X7QNrhtev1elI4vRZQyClqlFj86f0S9vR5V9VV45cArzLpS5M/RqmiMMo5CW0cbspOyMe2TaXB6nIysmYydlHEAgGhVNNZlr4NarsbR5qM45ziHf574p2QpOvtvP/x4cf+LonZgdw26SzTP/XTraUbByNeuVqnFcxnPYc2+QFu1TFMmfpH0Czw58kk4vZ3LisnMudvVq/XYPGUzVlWtkiQn1yq1zJjHRcYFVR4XG7MfWn4Q3UcA0Cg7Let8fh/kMjlev/119Insc028YLuSiFnlsTnTegZRyqhee80EekH18uLiYiQnJ+Ptt99GRkYGBg0ahIkTJ+JnP/tZd3etS+kt1f2EqquThxf2rDaBXYmTW32cQN8EUigUyrXFSy+9hClTpuC+++7DuHHjkJCQgL/97W/d3S2GUC+zY9WxXTLDLVavpTc6lDQ4GgIsncTsrDYd3cRYTxHcPjdujLtR0BKMb50oZRRWVq0UXH5InyEoriqGXiWeguD2uXlttLhtur1uzN4+G16/F9tObcPBxoN498i7vFZVZTVlAetW1lUGbK+tow2vVXfmnC+rXMYEamq5OuyxAzoD03k75mH29tlw+9y8/RJbn5z35NwUG4/d53ajeG8x73YI7IkVvnYVEQoUVRUF2apV1lXi5f0vQyaTweF2ABA+l7hjCgB6lR6rq1ZLOp7AT3UADjYexMv7Xw5rzELtIwA43U48se0JPLn9STy+7XH0ieyDQTGD6HOtCOzrYyglLIBee80k9Pige+vWrUhPT8f06dMRHx+PUaNG4c033+zubnU5pLofN/DuScFovb0e+Tvzea2+yEWc70fDDrSJxZfZaMbGiRtR/styavFFoVAo1wD//ve/sX79eubvyMhIbNiwAc3NzbDb7fjb3/6GhISec52/Gi+7xSTspHhob+Oi62JAwBKuLVhVfRXitfFhraNRaELaM1XUVcDn9wW91CdItdEitlGkr+FYZ3E/I9uymqxBbdc01SAjISOs7VoSLWhwNDD7GG6/2Oe1VJu8iroKZCRk8C7HZ7HFHUuNXPzYdfg60Oho7MyDlrg/WaYsKCOUkm3+rCYrmpxNAMIfs1D7yLeM1WTtMZNlPZlQVnkEMr699ZpJ6PHy8u+//x6vv/465s6di2effRZ79+7FU089BZVKhYceeihoeZfLBZfrp9nWq+Xx2RVcqaqBlwPJQ/P5fSjeWxx04SRv65dnLUeWKYtXPk4C7YKxBViYsRB2t71H7BuFQqFQrk/IvW3WiFl4ZNgj2FO/h8nT7MqX3b29Xgsbm8sGm8sGn88XYKnk9rlF1+Pagh1uOgwZZJKsxG5NvhWPmR+Dy+OSZM3V5m7DLPMsRMgimId5kgsulsdN2iTS6i3HtzBWWtn9syGPkF+SjVVOag7+9t3fsDBjIX77j98GfFdeWy4YZHDHgT1+3zZ/y+R/h2MllmXKwuLMxbjQfgEnW05CLVcjz5yHLce3YNrgaaJ2YIoIBawmK5ODTvKohezByFjmmfNg99iZ7fDla8tlciRGJyLPnMfMeAtBbMnCsQMbnzweBRkFcLgdKB1fKmnMpO4jOS7sHG5S9f1afL7t6toUPr8PGyZsgEKmQFxkHO7+2d1Yu28tvjr9FbMMd3x70zWTS48Pun0+H9LT07Fy5UoAwKhRo3D48GH88Y9/5A26u8PjsyvpCcXDiO2XH36sqlqFyrpKlI4vFXxTuatuFxxuB5ZZl2HVnlXISc0BgIDAe3T8aGT1z6Kz2RQKhULpVvhyrK0mKzZP2QwZZIiLjOuy+3Bvr9dCOG8/j1Otp1BWUxaUBzspZZLousQ66WjzUcl53AN0A7Dpzk2IkEUwVmTs5YWsuaKV0ahtqsVzGc/hh9Yf4Pa6kaJPQfHe4pB53Cn6FMxPn99Z7KvPECytWIpCayFKqwOff6TaWCVGJcLWYcONcTfiTOsZ3txqoTxpQpIuCX+a9CdEKaOw88xO+OEPyisXy0VmW92p5WqsrlodFNC8NfEtrN+/XtQOzOvzYphhGGakzkBCVALW7FsjmkedrEvGkswlkPllTNAtlq89I3UGDjcdRlZ/fuUJQYotGWGAfgA+uecTKOVKFFYWhrQFZI+ZlFzx/tH9A3K4V2StgFquRk1TDWSQie5Hb6Sra1PU2+uDJvMsiRY8NeopRrrv9DhR3VgdcJx6yzWTjx5vGZaSkoI77rgDGzduZD57/fXXsWLFCpw9ezZoeb6Z7uTk5F5lxdJdkLfYK/aswHDD8AD7BKlWX1yfbqfbCb1aT2e1KRQKRYDeaBl2tejqsbnatjQ2lw0FOwuwq27XVWnvSsBnC8ZmqWWpJAutcK3EDFoDb34vd3nyN1nnye1PBtiRSW0zJzUHm45uCru/fJ9x7auEtiWlDQBI1CYCgGSrMiDw/JJqj8f3OdsOTEp/yfJsazRJ1mTmWTjZclLwPAvVT759BxDWfmeZsrA8a3lIa7DDTYcF7cl6y+86HLr6uinlfOSzoeupY3vNWIZlZWXh2LFjAZ8dP34cKSkpvMur1Wqo1aGT8XszXSnvYM9qf3P+G3z+Q+cFPWdoTsCJLtXqqyfM1FMoFGmIXUsu9TsKpScjJce6K89lUq9lWcUy7G/Yz0hrgc4Z4J4OsfIZ2mcoE2BwJcIahQbP3/x8UHVqS6IFz2Y8i89++Ayl40uhVWpD2oIROfmP7T8iShmF3LRcjI4fHSTnrm6sxkjjyID156fPx5m2M4x8/CbDTUjuSA4K0rhtsu3AZqTOYPoZr4lHeW05rySa2z57e1aTFc/e/CymfzKd+a68thwl40qglqsxpM8QZltxkXH49c9/jZK9JUEz0M+MfgYyyOCHH+3eduiUOpxznJNkJcZNkbjQfgHDDMOQk5oDhUyB2MjYALs17r6QbXLtwEYaR4qO58zhMzvtuLbNRnN7My60X0BcZBwWZSxCu7cdQ+KGCFqtGTQGtHW0oSCjAGv2rpEsZefuO5GTk/ZD2XxxbcdsLhuGGYbhQMMB3nGeOXwmfnXDryCXyRnJvdC4Xyt09XVTil1jWU1ZwHElv6veTI8PuufMmQOr1YqVK1fiN7/5DaqqqlBWVoayMv4f/bVOV8o7yLaGGYahprEGM1JnMG8XuVXIqdUXhXLlYQezMaoYqBQqtHa0orWjFXqVHrHqWKjkKmYZvUqPKGUUnB4nHB4H2j3t6BPZB26fG3a3HXqVHlqlFna3PShAFrqWFFoL4Ydf8ncahQbPZjyLUfGj4PQ64XA7EKuORbQqmmmX20+H24EYdQwMGkPIQJ4G+JSupDtyrEm9FqIk487c9FTrMHKNONBwABsmbAAgLhF+cuST+O2Q38LpcTJ2Vj74cKDxgCQ7LJ1Kh8fMjwXJyfnk3JZECyYPnByQR32y5WSArdNdg+6CH+JiTp1KhwfTHhS0A1ubvRYyyPBe7XtBs9rc9sn2fjnwl/jPhf8EfO70OLG0YilKx5fi1YOvBm3rqVFPYfrg6VAr1Gj3tMMQaYDD48AbNW9ItrXSq/WMlJx7nfTDj5rGmqB2id0a374AwXZgQssRvH4v3qh+A4XWQiytWAoAOH7heFBagpBE/4GhD+APn/8BT458EvPT50Muk2P13tUhLcHIvutV+rDk5OHajpF9/M0/fgMAKBhbgPnp8+H0OK/p+1NXXzdDLU9ikChlFN6e9DYcHgeqG6sx7ZNpGB0/usdeM0PR44PusWPH4u9//zsWLVqE5cuXY9CgQVi/fj1ycnK6u2tX/WEwlPVIOJIL9raIt/b0wT+9leXObJO3tEBgrva1+laPQgkXcj2wd9ihV+uZwJdcGwAEfO/xeeCHH16/F+2edsSqY1G0pwgVdRXoE9kHb018Cyt2rWB+bxpFpwfom4feRGVdJTQKDVPYp6ymDNWN1SgZV4INBzeIeudmmbKwJHNJ0EMJ0Hkt+frs1/ji5BeSvmP3YcWeFbztcvvJ7ovVZMVy63LeIH988njMHzsfK3avCPp8YcZCuH1u3hcN1/KDD+Xy6c4c66I9RYLFSHuaZJL9jJBnzoPP7wMgbunk9/sD5KB55jzeAqxsqzF2oKOMUAYF3Oxts5fffW431uxbE/AZ19apeG8x5qfPF91PrVKLXXW7eGXPpN1JKZN47aW47QOdlmSLKxajdHxpUFvTBk/DKwde4d0WAJiNnVXSa5pqkKhN5JWSC40d0GlxNyhmUFC7NpcNq6pWibbLty9A8JgKLcfsv9eNHWd2wOV1odBaiH3n9zEKSjZ8x5R8Nm3wNBTuLsTSzKW86/KNAdl3Idmy0LiJ2Y7xLU/2kQTiyyqX9VjJc1fS1dfNUMuT887utuP9o+8HXFd66jVTCj0+6AaAKVOmYMqUKd3djQC6uqCAFC5V3sH3coC9LfJGiX1x5c5skwrkuWm5mDl8JiLlkTRXm3LNwxdIkzoF7NlkpVyJ5ZXLcaDhAErGleDlAy/zBssHGw6iZFwJ/ljzR0wbPI15eOXmyRVaC1G8tzjgYYPc/NkPA+ft55kHszxzXsDDsNDD8a66XTjdelrwWmLQGCR/x+0DX7t8yxAq6ioEg/yfx/08wAuYjOW0wdNwpu0M74sGApmVj1REBtSYIC83hF6I0Nn0ax9iEyaUY32lVFtXW9Z+ubD7azaYUVVfxVg6hZJrEzISMiQva0m0IEIWIWrlxF4e6AzScobmMOtzbZ3YFmJCOcKqCFVY+yTUPoAAWzA+daCUdoiNWLunPayxEDt3m9ubRS27iJSXvS8A/5hW1lXiD8P+wLsf7OWJNF0GWVj7wf7MqDFKWpdtzyVFtkyQYjvG7R/fmPTE329X09XXTbHtsS37appqeI9Dbx3zXhF09zS6csY5HMKRd/BVICdkmbIwa8Qs5m8SbLNvEnwz206PE0eajmD64Om9UtZBoQjB92KKyAHZgTQJ8thBNTtg5ga+QGCwTL43G80By3Efxvg8bLnLkLxQoW2IPeDZXDbBseCmloh9x+2DlH5yEQry+fof6kUDYX/DfpxqPYXy2nLce+O92HR0E3PsXj3wqqB6gHxWMLYAZqP5mpcMXo+wc6zZD3xXWrXFvX9z84Q7vB2wuWzdfp7ZXDZcbL8IGWTY8qstTHqIDDKMjh8dYCPFB9tGKUIWIWnZ7KRsPDbiMQCQZAvGpsPXgaWWpUgzpOFs29kgO7CWjhYstizGC7tfCJJpF2QUwOl2wqAxXJIdGHsfskxZKMgoYGzB2M9Q1Y3VyE3LDWiHz7JMKVdihHEE5DK56HWY3S5pm3vusu9pxBqsvLYcAILy08n+SbXKipBFBL1QYNs6kW3IZDJEKaOYY8JnTcY3tmTfpIxBdlI28sfmo7m9OcAGLZQdGLnGNzobBS3kuH3gWlex6c02VlIQu24WWjtdAU7YToR8cW1z2fCj80d4/V7MTZ+L+9vuh0wmY8Z/hHFEgGUfGWu+c6E3jjkNui8B9ps0vgIbV+rGGUqOoVfpRSuQE3bV7cLDwx5m/ibBNjfQZs9sq+VqxKhj6MMnpdcilA7Cp1pZlrkMn5/8HJV1lQGBHV+Qxw4O+QJFvu/JzAKBe0Np62gL6j93mXD/ZiNWGDGc7/jaCKcfYt/zfR7qRQOBvOhgv9wI9UIECMxXZVel7cl5t5TwITnWV1PdwL5/C+VFd/d5Vm+vx9p9a/GY+bEgpQ0JUkP5KPeP7o/NUzZj26ltaPe0iy6bpEvCR1M+gtfvxcv7X+YN4vhswdiBUYo+BWuOrRG0A9Or9MjfkY/HRj6GuWPmwu62Q6vU4kfnj6i31+O92vcuyQ6MMEA/AFvv2Qq1XI2zbWeZ74k68JFhj6BgbAFK9paEzBmWy+SYtW0WSseXhixey7YC4567fPc0S6JFMD+d7B85dqHym2PUMSi6pQgXXRfxg+0HxiaLBEh857aQNRnf2JJ9DzUGSbokzDLPwoo9K4Jsp4SOV//o/vjgzg9Qsq8k4BovtA4Z50hFJD7/4XPebQK928ZKKkLXTXKuh1L+1tvrUbSnCPfdeF/QvdhqsuKjKR+hraMNF1wXMKTPEN5zgk1vHHMadF8C5O2K0I3TarKi0FrY5TdOMTnG+OTxUMqVAbYe3ArkbKrqq5iqi+xgmwTaRMphijYhXhtPA21Kj4MviAb4ZcJC6SBCuc0GjYG5iYcKqtnBYaggVOgNPveGEq2KDtoOd5lw/2ZT01QTVHWV0ORskvwdXxvh9EPse77PpQb0fC83Qr0QAcQl+b01h4zCz9V22mDfv3vieUYUfPcPvT8o4Ab+X450VTGeHv20qFz76I9Hcc5xDmU1ZXh1/KuiyzY4GtDkaJKUu0xytNk5tpmmTN6JBfJ3fno+Wl2tyErKwpPbn2TaJTZcYnncfLnG3PzeLFMWEqM6rbzyd+ZjmGFYUFqe2+cWHE/2/lkSLQHS9ERtouDYWU1W9NP2E5xJ5FNiku3w5aeT/VuetRzLKpaJ5jcfaTrCtK2Wq/HivhcDnkmF1Efk+JmN5oAK99yxZcu3xe5F5PwRaov0lxv4NzobJa+TZcpi9tXmsuFI0xHegPt6KibMvW5KVf6S5YYZhvGOf0VdBVZWrcRww3BeSziupL+3jjkNui8B8nZF6MZZUVdxRW6cYvKOgowCFFYW4oGhDwhWIGdTXluOzVM2o7iqGLvqdtFZbUqPhwTZzg4n9JF6nG07C5vLhkhFJCrqKjC231i8ceiNoFQKsaJhQrnNQoE032+KHRyGCkKF3uBz8/8aHA1BD1zcZbgPZnzfCz20/efCf7AkcwleqHwh6FpyS/9bkNU/i/c6w/2O7+EwVD+5CD1Y8fVfakDP93JDyqy8mCS/t+aQUXoG7Pu32Hm2v2H/VSvS2uBowEXXRaad+4fej37afqJ5tHNkc5CTmsP8Tcg0ZWKWeRaMkUbUO+oxJG4I+mn74enRT0NdrQ4ItIicPEIWEbYtGLF4yk/Ph9loxsnWk7zy4N3ndmNB+gI8+uWjWG5dzmyjurEaz4x+BhGyCFH7qr6RfUVtqchMHgCcd5xHRV0Fk4pEltcoNBifPB5mgxnTB08PkpWTbVpNVsxInYHDTYdROr4UHb4OJEUnYbhxOF498GrA2JFJHSEpuUahYeyugGAped/IvrxS+d3ndqPV1RrSKmv64OlM23zPpOR4zUidgQ5fB4waI5QRStTb66GUK4PGlWz78ZGPIyMhA4oIBRQyBe4YcAfcPjfGJoxlCoyyz585Y+bA4/Ng+uDpyE3L5T3+5HiR8yXNkAaH29E5JiK2dezjSwLGC+0XUJBRgNVVq68LizCpSK1V0dzejAMNB/DUqKcEfw989QKsJitmDp+JJ7Y9EfBZbx1zGnRfAuSNdXc8oAnJO8iJf9+N9zHLis0wOT1OyCC76hI7CkUI9oMD2+qKFDEr2lOEAw0H8NbEt1BYWRjwwLfUsjQo4AZCFw0Tym0WCqT5flPs4JAvUOT7nrscN7VjacVSvDXxrYAZkvLacmyYsAERsghGobIuex3yzHm82xBzHFh086KQElsp39k77IhRxyAlJkWwXW4/uZIyoSCfvBgo2l3EfB7qRQP3OIXzQgQILYXvjTlklJ4D+c399+J/eb8n6jmuXPZKyM5Pt54OKlRoSbTg2ZufFbWEInUOnhn9DDp8HWhyNkEVoUJiVCKUciVe2BOcO/3UqKcYKzGNQoNYdWyQnFyqLZhWqcWf7/ozivcWC0rKybKnWk+hub2Z+V2T8X35wMuXJCnnWnK1e9qRvzOfee5iF5x9MO1BJEQlYM2+NaLSZ61Si2dGPYPG9kbsb9gfYK2WmZiJZ29+Fk+OfBIOrwN6lT7AZhG4dCk5n0z6h5YfUNNYI/h9pDwy6Bxk30fsHXZEqaJ47dVyUnMwf8d8jIwfybv9FlcLZm+fHbTO7O2z8dSopzBvzDz82P4jYtWxiFJG8eboc7erVWrx5sQ3kaBNwMqqlSHPF6BTZbb1nq28KjmSTvrIsEfo5NT/Q2qtKXuHvfO3t/9lVJ4T/j1EyiPx16l/xbm2cwCA2h9r8c35b/Dq+FcRIYuA0+NE/+j+vTbViwbdlwB5u3es+ZjoclfqAY1PFney5SQA8QrkbLJMWYiLjLvqEjsKhU2DowE2lw3yCDlj28G1nOIWKnv14KtB57RRaxSszipWNEzoxZRQIM33m2IHmXyBLjtYJt+TIiFkOfKwVjC2APljO28+yggllmctZ3y6dSod4tRxKBlXEuTTvdiyGA6PAy6vC4stiwMqqxfdUsTr0w2IS2zD+U6v1jN9cHqciFHFBLTL7afT4wx6gBQK8tmf61V6qOQqJsgXerFAZs/DeSEidj4QemMOGaVnEaOOQVxkHO93V0t23uBoCAq4gc7f0Oqq1aKWUBqFBi9981KAhQ8A/G3q30LaUpXVlAU5NRCk2oIpIhRYXbVakjxYGaEE8NPvOpTdWShJOduSy+ayYUnFEsZ2leD0OH/az1ph6TvZrsPtgFahRXlteXC/zlWiaE8RFlsWY0jfIUHH4nKk5EL2YELSbKDzOs8HuR/YXDYs2Lkg5D4Ltc+3zrTB07CschkyTZkYbhiO4YbhkuXhDrcDNU01oikI3H70iewTcIzZ40uObVlN2XVhEyYFqVZierU+oAAtgXscopRRKNlXwvs8R1JDknXJXdT7qw8Nui+RhKgE2N120WWu5gMaaStUBXKAymEoV4dQEkky02I2mgNuitwHo1A51cClFw0Tym3mC5TJ53xV/f/+3d9RaC2Ey+uCvcMeEPiSfSfBsr3Djvyx+fD4PFiYsRBev5exIeN7a05yBtn0tN9uV7y8E9oG3+diLxrIeGf1z8KqPauYlxuhXohU1FWEfFHZG3PIKD0PofosV0s9d9F1UVBCXlFXgUeGPSJoCdXgaAiSWlsSLfD5fSFtqQBptllsuLZgqgiVqPydrM+1HbqUtrlyY/bvny2rvVR7MNK3W/rfIrpPbp+b97tw7LFCfce1+wrHkozdHynnAN/5w83Z5S5HpMc6lS6s4x/OMRc7xlxoulEnUq3E3D53yONmSbRAEaEQPYdmDp/Zq+/DNOi+DAwaQ7f4ffJBTnxagZxyteF6WXt8HshkMl6rOiKRZM+0cCt5c2+SofJygUsvGiaU2zw6fjQG6AYEBMoksHO6nbxBnpTfFP3ddQ1SgvwYdQyWZy3HhfYLzMsNl4c/QGcf57t/dndQDiF9UUmRgtRcbKH6LKG4FPUccTRxeBxwuB1Mf8Qk5KoIFa8lVMHYAszePht55jzG/ipGHYMoZRQcHvGq5uTa3eHrYNrn5htLsQVrc7eFtHiymqxYkL4A5+znMGHABOw4vQMahSZgOb72heyr+H7/7GNxKfZgAPBg2oM43HQYqgiV6LLcCR5ynjW3N2PDhA28OelCY8neLzF7sHAsyci5bu/4qZ+hxlcpV6J0fCmATqUaOUZill1ymTzkZJdSrsTGiRuZ/YlRxYie62zLN759FIOmGwlfy8Ynj0dBRgGa25txuuU03H7+F0dsctNyccF1QXQZlVzF2MP1xpRYGnRfBt3l9xmqL7QCOeVKwc27VsqVWF65PMDLmjtzTWBLJNkzLaEqUofKywUuvWiYlNxm+rvpvYQzA89eji3h7403dsrVR8ghQSgXm++64/P7RNsIVz133n4ep1pPBdjiAZ21FITydoHOXNiFYxfC4/egtaMVWqUW0cpoPLX9KSzMWMhrB/Xczc+JBjdJuiS898v3EKWMEnR+uVRbMO6yd6TcgQf++QDzudVkxQd3fcAEbELt8+U7D4wZyCsjZh+LS7EHi1HHoKWjJSiPm29Zdlt855lQPjzfWBIG6jutsNbsW8Pb1/7R/cOyJMsyZTH1AAB+2zD2+MplcszaPkt0v4HAe35cZFxIn3i5TI6ZX8zkbZNvHIjlG98+hqrxQdONOuFey8izYWFlIfNsyH3pxSVGHYO8L/Pw/p3viy7X4e3A1I+nMn93t81iuNCg+zLpDr/P3tAXyrUBdxabPQPIzbUmknDuzDUbIslivyEOVZE6VF4uECwTJoQTWNPfCYVAzwdKOEi1zeHCZ7/TVeo5m8uGr89+zViIsqmoq4DP7+PNq7UkWuD2uTHtf6cFfDYpZRKeGfOMYD7tyqqVyE/PDwiM2evXNtXCoDXgvxf+i/z0fFFbKXa/LIkW1DRIy8m1JFpwqPFQUB8q6ipQXFWMnNQcJi9USm432zKKC1dWG6492EXXRUm5yezjLnSeCeXDl+wr4T3GWaYs6NQ6LNm1RLD9oluKcGPcjUH7LXauF+0pQsHYAtTZ60THNz89n7FHE9pvIFB2nmXKgkFjgMvrErWh425XLIedWL5xjy/b3oqmG0mDfS2zuWyMbzd5NjQbzaLH7f/O/h9Gx49GrDpW8BrId3x7m50nDbq7gJ70gNaT+kLpXRBbDK/fC5/fB0WEgpGI8xW/Ecq1llIBmv2GOJTVVaicagAYFT8K/aP7i85Q0t8GhUK5EnRV7idXPceW/xJZJVlOSp8MGoNoHuWjwx8FAEYCHKOOQYI2AY4OBx4f8TjS+qYB+En+e5PhJsHtVdZVYu6YuUEP1rcm34rZI2fD6/fC4XZAHiVHki4JJftKBPsVji0YUfRlmjKxcOxCPPz5w3h8xOOwmCzw+DzQKrWAH/i/s/+HaGU0CsYW4Mf2H0Pm+YaSVOtVeizOXMwovXLTcjFhwATGhkyor8RaTSPXYEbqDFErMW4fyHkmJM1n26uRY0IsmLjnUltHG8xGM6obq3ntwYRk3DaXDQ8MfQD33XgfNAoNvH4v5DJ5Z+VpRSRSdClocDaIju/cMXPRz9mPkbLzHc9bk2/FnNFz0NrRiszETESromFz2RCjjsFiy+KA6uUahQYFYwuQ2jcVZ9vOBp0rJBeY67EupEgl48y1gCP0ZsuqqwH7ekjOyZHGkZg8cHJQNX+ryYr7h96Pv333NxRkFHSm72UuDlImkuXyd+YHtdeb8utp0E2hXMeQQNsPP1785kXcd+N9zFtJdpDNV4xEKNdaSgXoKGWUYME/7t/cyt5CeblUDk6hULoDqbY5UiCqHHJdXlW1ijdYCCWnbO1oZfKnhVBEKHCo6VCQvPj5m59HbXNtkOx50sBJohLyBnsDnh79NHLbc9HuaYdGocEA3QAUVRUFPWiHkrd/cOcHkmzBopRR2DBhA/pp+6HJ2YQXsl7A+0ffD+o7yUN3e91QRahEx0Wv1gfNnPFJqm9Lvg3zxsxDREQESqpCS8q1Si3G9hsLtVyN9QfWi1qJ8fWB+HALSfO59mpAp83XJ/d8wnsuCUm6SVtc6u31QXZ2xNrr+V3Pw+lxwmqyYmHGQtHz5HTraczbMU/weL424TXEqmODquGT4xiviceDaQ9izpg5cHgcMEQasLJqJZZVLhPct0h5JLbes1WSCpTsO9sCbkbqDLi8LqjlaiTpknqNnLk7uOi6CKDzZUhCVAJqamsCXvz8YdgfGPuvBG0CfH4fUvuk4rf/6LQVHJ88Hksyl8DldQWk3tz/v/cLnlO9Jb+eBt1dgNTiKRRKdyKUjz3MMAw1jTUBkjuuRJxv9loo11pKBegYdQyWZC5hiqmxC/6p5CrEqeNEra4oFAqlpyDVNkcq5DqXvzM/qJKvVDlllDIKBo1BtB23zx20/d3ndmPFnhUwG8349+l/B3zOlX5z8cOPl/e/HGAPVn60PKgNMXk76bsUmTYAeP1eVDdW45b+tyBKGYU3D70puN7kgZMxpt8YtNhbRMclVh0bNMPNJ6n+6vRXGNd/HD4/+blkC6t2b3uQRznf8tw+AJ3nkZDtGZ+9GtD5AiEuMo73XBKzB+Oes2QMQm2joq4ipO0ceV7ga1+r1KLyXKWozdfkgZNRZ68TtaDjbluv1jNWYKHg5utz92PrPVslbed6xOayocPb+bIvNy0Xa/atCXB6IZZrJM3DMMDAWBCSgHr76e1weV0oHlfMHLMTthOCATfQe/LradB9mYRbPIVCuRoIBdh8+dgPDH0AZTVlAYG2WDEzglCutVSrumRdMopuKcJF10UmsI5VxyJeG39FxoRCoVCuBFJtc8KBLdHkkxMTqS3Qeb1v7WiF3W1Hm7ut088+QoVoRTQyTZm8FjyZpsyg/EiCkN0Un50YW7bs9XmRm5aLvpF9UV5bjoyEjIAZLjE5NHs77Z72zuWN5qBK3lxbqP3n9+OOAXdAJpOhzd2G3LRcjI4fzVvNO14bD5fXhUZHo+C4kOPFvodGKiIFZd19I/uGlMoDQHZSNvzwS5Kgc/O4ST+ilFG4Y8AdKK8t522vsq4SM1JnIM+cB7PBDADw+X2wuWw40HBA8rHmGwONQoNhhmHMdvjGgewL9zxhjxvw/4pm/T9pOVdSHqWIwh0pd4QcoyRdEspqyiRZgoX7G7wSv+frhRZXC4waIzZO3IhoZbTosZk5fCavBSEQLBnnHhPuOUXO854+MUOD7stArKDEqj2r8JzlOUkzdXSmnHI5hBNgE/hysMUk4nyz12K51lKt6uK18TTIplAovZor4WRC5JJCcmKryYrl1uWQoTPY5JPi5qblIjc1F36/P+i7BekLkPPPHMH2hWpzRMgimHuBWBVwUthSSqVygL/atZD8mRTTyk3LhQwyvLj/xYAAWqia9+SBk9HgaMCg2EFYmLAQxVXFvBMm7Z52LKlYwny3LntdWBXPueOYnZSNZ0Y/EzR7L7R/5Jzhm9QJJc3XKDSoaawJOldC9THUGJD+rs1eCxlkeK/2PdFxUMvVyDJlYX/D/pDHlozR06Oexoo9K0KOkcvrgl6thyXREjKFgj2eUulJzkS9ifP286h31DNuCeuy14kur4xQIr+iM0eb73rDloyzj4nQOdUbJjxp0H0ZCBVP0Sg0+PWNv8bzu54X9CkmkIsqKcRhNphxquUU+kf3h1FrpD9uSgCXG2AT+AJsMYk43+y10+PE37/7OwqthXB5XQFe1uH6V1MoFEpvpqvdQ4hcUkhOXFFXga/Pfo0UfQreqHlDUF47On40zEYzZg6fCa/fC7fXjZqmGtTb60XlmkK1OaKUUVhsWYw2dxtkkOGl/S/xVqmWQYaFGQtDyqHfnvQ2vD4vSqtLJUm0gU77MbPRjNofa/HN+W9CViFnt/dsxrNwup1QQIEXsl4ImhgBwFReZo+F0H6IVccGOi2p5o6Zi9VVqyXtH8kXFprUCSXN9/l9YVWrBzpt0dj2YHxjwO7vpJRJIcchRh2D4nHFsLlsQYE0d9+TdEmYNnia5JQCtVyNWHUso5QTwxRtuqQgjLoBhQefW0Ko+j52t50pDsm3LFcyTo6J0DnVGyqZR3R3B3ozQon75OIslItlc9kA/DRTTiok1jTWYPb22ViwcwE+/eFTfNv8LQ40HMAJ2wlmHcr1y9m2s1iwcwGmfjwVOf/MwSfff4JlFcsCboxmgznoQhQqH5sE2OT/QGeQTexVgJ8KikweOBl/m/o3bLpzE7besxXLs5bDFG3CoJhBGGYchgH6AfhZ7M9gNpoxKGZQj73wUSgUSlcTo47BoJhBXXL9I3JKvms6waAxQKvUilYoT+ubhrKaMsz8YibcXjdmb5+NspoyNDgakGnK5F2PbdXE/by2qRYurwsvffMSGhwNvBJtoDPQu+i6iIyEDMH+VdRVoMnZhAuuC4Lb2X1uNyMhJX3YdmobymrKkNonVXTf2esBnYGhw+PAi/tfRKQyEvHa+KDjxTeZUtNUI7offG2Rvn558kucbj2NynOh94/YYgHiFfGF2rOarKIpA3zrEFu0UGPA3o5RaxRtg127xev3ih7bjIQMbDu1DTLIJI2vJdGCJmcT+kT2Qbw2HqoIFfOcwsWSaIEyQsn7nRS68vd8rcPnlsB+puRiSbTgYONB5t/c642QjD/UOUVk6T0VOtN9GQgl7ovlmLDzFMiFje1xLCRh6g2yCcrlw/XFdvvccLqdiI2MRWFlYVgz2IRQ+dhkFnvL8S3ISe2UG4YjEadQKBRK10LklMeajwV8zs5l1Cg0aOtoE90O+57g9rmRZ85DRkIG1HI1nuv3HFZWrQwIsDITM7Ho5kXYcHADkxvs8roQFxkHo8YIp8eJi66LmDNmDvx+P1Olmi/fWS6Th5ztcnldkMlkkvaBSMprf6xF6fhSaJVaxh5qy/EtmDZ4WkD7sarYoCraTc4mLM1cGpDWxFaQeXyeoPFWyBTQq/RYl70uyN5LiOykbCxIX4DzjvMAwGt5xt4/tnTZ5rLB5XUxsnauLVd1YzUiZBFM/0guvDJCCbvbHmTFJYSQXNreYWeOfYevA0aNEcoIJert9VDKlbzjSohSRmHWiFlM4GPv4LceIygiFBhhHIFIeaToGHX4OrDUshQ3GW5Cu6cdDY4GuLwu2DpsAc8thExTJhakL+hcJoxcX5rueWm0drQiTh2H0vGlzO+v9sda5KblAgg+NjNSZ2D+jvmwmqyYOXwmntj2BPN9KBl/V7pFXG1o0H0ZCBVbkOJTzP4/O3gSkjD1BtkE5fJgpxqUjCvBywc6K5ySh6RwZ7AJofKx2QF2lDIK+WPz4YcfTnenbQm96VAoFMrVJyEqIcAvmftSvnR8qeCsI4F9TxigH4CPjn8UUOAqPz0fT49+GmfbzkIVoUKjsxHt7nbMHjkbK6tWBuXh5qTmMPm1JFd4acVSFFoLefOdn8t4TtQ+qn90fyjl4rOR/aP7Y/OUzfjR+SP6R/fH+0ffx4aDGwL69dbEt7B+//qQ+damKBOSdEnMMty86dLxpcx37PHmWpBxt6tX65mAQ6PQIFYdKyk/GeiUd5NnO748bq4tlyXRgqk/m4p/3PMP+OCTbAWWpEuSZJulV+uD8sJJH+bvmI+R8SMFc8Ttbjtmb58NoDN4evbmZ0WPv8fnCQi4hPqeokvB2uNrgyzknr/5eTy1/SlMGzwNuWm50Cg08Pl9qKqvQs4/c5jztNBaGHLSihZGvjTO288zjgNcO7mb+t6E0fGjMSN1BnQqHSIVkYAfOGc/hzXj1sCgMeD/zv4fXh3/quTJna52i7ia0KD7MuArtqBRaJAYlRiwHPcNsEahgc1lY04MdvAkNku+v2E/fQt3DcB3DAEwF3u28gHoPCf40gsuNcAGgvOx6flEoVAoPQ+DxsC83Oe+lK9pqkFmQqagRSNbtmlJtKCmoSbgodjpcaJwdyFj30OePZZaluKLU19Isofy+X1MwM2X57uyaiXy0/MDgiV2/5xuJ47+eFR0H47+eBTnHOcAAO/Vvseb91u8txhmoxk7zuwIaJ+dZ2w1WQNeUvDlTbPvoWL56OxxsCRa8N8L/2X2UaqNFfCTvJvMcPPlcXPX231uN1buWYkXsl7A4l2LJVmBEel6qPu7zWVD0Z6ikH3ny2PnyoR31e1C0Z4iFIwtCPDQZi/PlcPz9d2SaEFNYw3vfq6sWoknRz6Jwt2FguNeUVeBpRVLUTKuRHD/xQoj0wkvYfhyuQnMM6zRjPePvh9wjQEQdN3JMmVJGufeXF2eBt2XCbvYApEE763fG7K6Z5YpC0sylyDLlBUQPAnNkpPtrNizgrnwaBQaFIwtYPztaNDU8znbdhaFlYVBBfbmpc9jLvbcFy8ur4sG2BQKhdINdPeLbvJyf9WeVRifPB5mgxm/G/I7mKJNiJBFwO62I39sPmoaa1C8tzigWjeZlbYkWlAwtgAP/PMB3ja4lj1GrVE0D3fOmDkYEjeEkTonaBNE87afGf0MrCZrgAVafno+bjLcBIfHgX5R/fD06KehrlYHBM2WRAsWZSzCOfs5NDobkZ2czVhJHWk6EmQLxrat4u4bme0EOj1/2VZgbMpry7Euex0mpUxCmiEtpHWVJdGCh256CH3UfbBx4kbYXDZmJr26sTpohpc91lxJ+XnHedx3432YkTqDV1LOtlgjOfNiudd87fBxKdZg5KUE257MqDVix+kdATPbFXUVmJ8+PyhIui35NuSZ89Dc3hwk22dvO5RsnmzfarKKTlqR+gFCYyCWx861r6L8RHN7M4xao2g+/szhM5GZmInHtz3OfM6+PhGkjnNvri5Pg+4uIEYdw1w083fmM/JgoPMNj5BcvLiqGIszF2N33W4meBLKf+K+cSVB+JbjW1Bnr4PZYEa9vR6x6lgk6ZJgijZd2Z2mSMbmsuFC+wVEyCLwwu4XeM+F+9vuZ/7m88imATaFQqFcXXqK3DQhKgH5GfkorCzEwYaDePHWF/HS/peCpJx/vuvPsLlsiFJGwePzoN5ejzXj1qCmqQYnW06K5viy7zuhUuTOtJ7BvB3zmHbvGnSXqITY6XHiuZufQ3N7M7x+L/pG9sXKqpVBUuGnRj2F3w75LWM5VdNUg0ZnI7x+L/Y37A+QePPZggnZd+lUOpSMK0G7pz2gKreQpZEffnx+8vOg/nG3rVPpMKbfGPj8vqAq7kIyaQCIVkVj6z1bmfuyVEn55IGTA8Y5VO4qtx0+hNqWYg2mU+lwqOlQSGm70+MMqASuV+khk8mwYrew/D5aGS1p2wDQ5m7DgvQFuOC6IDoeZ1rPIEoZxfvb7c15wt1JS0cLY/snhEquwumW03hn8juwu+1wuB2oaarh/W1IHefeWl2eBt1dCPtNGcmRnTBgAspqyniLjFQ3VsPpdmKEcQRGGEdgzb41vMEVEDz7mZuWyxQOYc+ikzfII+JH0NnvboJbDK1oTxGGGYaJVj9lw+eRfaz5WFCxEKfHiS3Ht2CZdRk6vB296sJDoVAoPZmeJDe1uWxYXrkclXWVyDPn4b3a93iltqurVmNSyiQAwDnHuYBnBnauMh/s+06o4mfs74m0W8iOCgAiFZF4YfcLyEnNwaGmQ6LSa64E9Zb+t2DjoY2SrLqE7LuiVdEAEOQ7zbefuWm5zGwrX//Y29YoNHD73JKXJ/SJ7INBMYMACJ9nfJLyNfvWBGwvVO4qux0+QrUdyhqsw9shSdquU+mYySnS7oKdC0THzO1zS9o2AHR4O6CKVMHhdoiMRidCv93enCfcXdhcNqgj1Gj3tIsu1+HtwMnWk/jk+08wI3UGk/PPRzjjzD6negvUMuwysblsOGE7gZrGGlxo/+ktm9PjRFlNGc60nmFmpWsaa7Bg5wIcu3AMfr8fZoMZPvjg9Xvxhy/+gCdGPIGRxpHIH5sPq8kq2q7ZYMaQPkN4Z78/P/k57t16L3L+mYOpH09Fwc4C1Nvrr+g4UDqpt9cjf2c+pn48FV+d+Qov7H4BFXUVgnnZhJqmGuaYc20WymvLMW3wNGw5vgVmoxml40uxLnsdNk7ciGdvfhb9o/tTWwsKhULpQqTITbujL2aDWVT6bdQaYdQag+yhQtn3sHNxGx2NYdmJVdRVICMhg3f5TFMmGhwN2H1uN+K18aIWaFxbK6vJClWEKiyrLj6LsVh1rKAVGHdMpPbPkmjBecf5sK3EuDmn4ViDVdZVBtiLxapjkWXK4l1XSm7r5ViDZSRkSLIn4+tHc3tzSBsxqdZnJC/c7XOjydkU8hwX+u2SPGE+enqecHfR3N4Mp9eJqvoqwXEnNnbkdyV2HboexpnOdF8GYlUvCWq5mpGGVzdWB+R3s60e1mWvg1KuxMHGg9iyawteve1VPDD0ASafV6/WB2zX5XXxzn5zpewahQY3GW7CyZaTqLfXU9uny4DPzsvutvMWQwMC1QlCedmE8tpybPnVFqzcszJINk48smn+PoVCoVw52Lmtarla1HrpaspN2W15fJ4AKy+uhRWRhveJ7INXx7+KCFkE2j3t6BPZB3f/7O6AujBAoH1Pn8g+WJe9DnqVHqP7jUbx3mJeyTM7D5MQIYsIUOmRmjPDDcNxqvUUNkzYALlMHmTJxYUUm80fmw+zsfNl9YYJG3hzuKsbq3m3x7YYI/ZgNY01TL+I6rDD14EJAyagtqkWJfv+f/bePD6KKl0ff3rfks7WnaUTFpmvLCF0QoCQdBxAdhW9/hTHGWJwQAZnQJA1bCIG2RJAUQFHZNwYvTri3HsdZ+7ouMGVEMKWhEVhFvaQjSSd9L7+/ug5h6rqquoGZbWf+cxH0l1ddarq1Knznvd5n6eSdf3E2leYUYjJ2ZPxXdt3+GnmT0WtxJj749acRmMNxj0/hUyB7WO3QylTwu6149miZ1FRU4Evz30peBwmhPo4EF6/LWYNJpfKkWfME3xG3H43RnYbiUUFi9DmasOZzjN03hLp2VFIFeib3FfQQox5fxcNWYQznWfgC/hgMVnQM6EnJBJJWOnF5OzJONp6FJtHbkabqw2BYAAKqQKd7k7olDokq5Nv2TrhGwW7xw633w2FVIFFQxah8kBl2HVfXLAYj37yKFYVrwLAXxYJhILzH8N1jgXdV4lIqpfMzwrSC7CtfltUftyFGYUot5TD6rGyKBjTzdNZ+1bJVGEvB24QHvP8/uEgZOdFwBVDA9gvW6G6bIKBqQORoEpgifItL1weFtjf7gNSDDHEEMONgFBtq1Bd7vWkm5JjaeQa9ND3wPsn3hesdSWLu1qFFq/Vv8Z634zoNgLzB81HU78muHwuqGQqtDpb0SO+B7aO3opUTSrVHSHB6dScqVDKlNDKtfjszGe81wIIsfvMRjMe6/cYElQJSFIlYXXNapZqtcVkwdICcQup7vHd8cGED7Bm3xqU771cU81Xw12YUYh7et4Ttr9u8d3w0f0fIVGdSP24NXKN6LzrwwkfosvTBaVMKXovsuKzMChtEIIIoqaxBi8ffpn3PpD29EzoiXfvfTfsHR5tHTf3/GQSGaZ9No3+pthUjOVFyzF30Fx0ejpF5wrfp36be79sHhue+vIpURs0okPAPJ7FZEHZkDLRPtDl6cK8r+cJXlNiIXe89Tgm/WUS/Zxci2UFy3C68zRNdnzb9i2CCIbpApDrPfWzqchPzUe5pfyWrBO+UUhQJUCj0OBg00G8cfQNlGaXoqRvqAySiOqRRSMyLpEkUml2KR7r9xi9R3ck3PGjiEkkwWAweKMbcS3R2dmJhIQEWK1W6PX6yD+IEqesp/DAfz/A+ow5oDNXe387+rd4/K+PY/PIzTSQFrI2AC4PBHzU8fe+e4/WdRWkF7AG343DN1Jxk0jHiFaa/8cK5mpwoioRq/etpnZeQteUeX+5f083T8eJthO0Bp8rHvKc5TlkxmVe+xOLIYYYbjpcq/fU7YDrcW2ICCof1ZZrawNc//en1W3Fot2L0N/QX3TeQOq5CYRsuvisexYOWoj1B9cL7vvp/Kfx0qGXBL8n+yzMKMSTA57Ea0de4922yFSEsd3H8ratyFSE2QNnR3Ucoc+I4NjoHqNZGeXPz3yOYDAkkMa3b4vJgueLn8f/nf8/Xvsj5rEAiN4H0h6hfnIl/Y17bbnnD0TXHyMdc1yPcVfUX4TaSNqzsngllu9Z/oMfj29+zITFZMGvBvyKteAUab4d6X7FEA7yTIk9K+N6jINEIgEANNgbbut4JNr3VCzTfZUQosd8e+lbzMibgd/k/gY6hQ4auYaKDETrx119sRplQ8qwvHA5Ltovwuq2Qi1X41jrMcwdOBclfUvgC/iQocsIy34zIXaMmAUCG3ziZ8yyASE7LzEwM9uEUkPqsskKX4IqAd3iu8XU5mOIIYYYbgCYVk0l/UoEraEIrifdlDhfBIIBLC5YDLffLTpvmDdoHhw+BxKVifjFX34huB3zfMhnQUlQtDZ5nmQens5/GtO801hzknRtOvqk9MEF2wVsH7sdiapEBIIBwX3tbdiLOflzwlhfFpMFJf1KIJPIWMkGIcsqvvtTmFGI6ebp6B7fnTrKtLna4Pa7UbG/Am+NfwuVByoF6fntrna8fPhlbB65GVKJNCwjTCjKTOsyof4i1E+4/S2S9Vn1xWrMyJuBgvQCWirApXSLzefINWh3taOkXwlyDDlUhJd7Xfmyz+R8mOWQ3HZw7cnKLeVw+9yY1HcSHr7z4TDqPbGdY1rrCu2bbE9s3xYOXghvwAuz0cxryVbVUIWSfiUs4dlI8+0ZeTOw4/iO2Lw4Apjz5DhlHPql9OP1XwcuWwv+8q+/xLv3vovd53eHiQEDPz76fizovkpwqWXJ6mRsHrkZr9S+wqKvFJuKsXToUhRmFEblxw2EXjRyqZzWXjEHJFfABalEiuNtx6FVaDF74Gz6cuDSlyPVJpGFA/Ji9wf98Af9cHgdP6rabyblim9FNForFSKGRl7U3NoVQqkpSC+ASqb6UV3jGGKIIYabDdFSyvUqPS9F+Fq3bc2+NXik9yNQy9XYVr8Nj/R+RPQ3Tp8T+xv3487EO6O2ByOIVGfr8ruwtXZrWKA8bcA0/PKvv2TZdi0esliUPtxga2AtPqtkKiSpkzDts2nYOio0fxKigvNRnuOUcfjw/g+hlWupojHz3m4cvhFOnxON9kZBennlsErYvDaUW8rxWv1rmJk7k+rqqOVqSCBBRlwGdhzfEUZR5usvfJk7vv4WjfVZp7uTxaLjOybf/RPq378b+ztsOrQpaiq5XqXH+xPex7qadYJlDUx7MqfPief3PR9W38vc/wXbBZiNZkzOnox0XTrWH1gvag+mU+iQY8ihdHKx0g+Xz4Vn9jyDKf2nYO6gubB77WHXholOdyfdV8wajB/cEsuXD7+Mib0niv7mgu0CnD4nnD4nVhavRLurHYsLFsMf9MPpdUKv0v/o5sCxoPsqQZQO9zTsgUauwZZRW3gpUXsa9mDDgQ2YPXA2TrSdiOjHDYTELNbWrKUBN3lJ7Di+g676mg1mpGhSsOvcLszKm4VJfSfBF/BhQq8J9LeRbD/iFHH0xf7QnQ+F0XVu59pvsmIXCAZQsb+Cvhz4VkSjtVJhiqHtadjDEkArG1IWE0CLIYYYYrhJEK1VEwAkqhJFrZeuVdtyDDlosjdRSjQ3Q82FRCLBltotV2QPRhCpRt3j94TNb6oaqhAIBsJsuyJZiKVoUsK+2zxyM5w+J/TKEDWTTxiW7J9rCxaniEOf5D50G+69Jeebpk3DpkObBK2qlg1dht/W/RbVF6vxSO9HwnR13jn+TlTWYImqRN4MN19/uxLrM7Fjcu+fWP+u2F8Bs9GMXed3ibaDQK/UY13NOlELL2JPRo4bye5LKVVSraP648IWcmR7u9fOapeYJZtKpoLT54Qv6MOLB1+M+NwAwLvfvovS7NKYNRgPmH2JqU1FMtdCUEpD+ghcy7gfM2KWYVeJBFUCnrM8h2JTMUqzS2H32gXpVF+d+wouvwutrlYsGrIIRaYiUdn8gvQCOmBxlc/rW+rx1JdPYeHuhfj09KcwG0MKnCT73WBrwADDAGweuRlJqiRR2482VxuerXoWdybdyftyO9R8CHsu7ME/O/6J+pZ6nLKeErW9ulnBtHU7bT2NC7YL1NbrfNd51suBLwPAvFdi9y0/NZ+KoX384Md499538cGEDzC6x2jcmXRnzNIrhhhiiOEmQbRWTTfCxoa0zWwww6g10ndzJNsvMsm9Ensw8plOoRO0Ki0yFUVt4QSIW4gx28ltU2FGIZQyZajO9gqsu7juLtx7S/btCYQvHDD3yVxY4F7DaNsj1F+uxBqM+Rnf/YrmmFd6PKHPi03FUEgVES2+yPGjOS7znKK5rtFcAwKLyYJWZytr39E8D9zziOEyuJaF0Y5H9a31PwobsCtBLNP9PZCuS0fFsAo0OZpw2npadFuFVIHa5lqq8JdnzMM9Pe/B+gPrw6g/cunl20Iyr9Eqn4/vOZ7WwZDtgkF2rRYRonD4HNjbsBclfUvCVgqZx3hu73MsirtSpkSiKvGmz9ha3VZY3VaWRQqXPs4NsvkyAEyauJDdAbcu5Wa+LjHEEEMMP3ZEopG6/e4fvN6QKdApxnoibfMFfEjVpuKde96BL+CDTqHDAz95AOv3r2dlKck7vd3djunm6cgz5mF8z/HYcGBDmHL0oiGL8NmZz5CsTsbE3hMxNH0oFFIFnF4nlhYsxeqa1WG04IWDF6LkL8JZLb7FaoVUEVa3TdrZaG+kn43oNgJPmp+Ew+tAYUYhXH4Xns5/Gu2udtFrSay7ni18Fhm6DNY15v5258md2DJqC6QSqai9l81rw+aRm6lt2d3d7oaqToVd53dFZSXG7C/cex0IBqCRawCEW3MJWZ/pFDpMN0/nrePmOyYTzP7NVxsvZAdGzp0533P6nKL2eUqZktqCRbLa0yl0eNL8JN1nJAs5AJidPxsdrg5eazWD1kCPRxTIA8EAto/dDgkk1G5ucvZkXisxpgUeKfuLgQ1mX2I+B0LzYWJDuPPkTiwdujTi/qMdF28H3FJB97p167BkyRI8/fTT2LRp041uDoBQcEUGmkjb8VkRVA6rpJ8pZUr87czf6MAMXO7gTNqzkB+32WhGm6sNm0Zsgi/oQ11LHVZUrcDWUVvR6myltVP1rfUo211GffP4XibMY9wq1mNcMbT9jfvDlBW59HHufeOz9WLSxBcXLIbT64zZecUQQwwx3MKIRCPtmdDzB1XU5auvFXqHxivjQ/ZgCT1QuT/c+3b+4PmYmTcT523nkRmXiS/OfoGy3WXYcc8OHGk9gm3121iWXzKJDA6fA3Utdfj5n3+OwoxC7LhnB1btW8V6Hw7PGo7ZA2djWs40SCQSOH1O1LXUodHeKFojzjf/0Sl0WFqwFOdt5+H0OVlzj7fHv403xr0Bt9+N7vHdw7zDCzMK8czQZ0Trwnvoe2Bl8UpWwE2u8aS+k+hnGrkG5ZbysPI/vppgb8AbVjs9e+BsPNrn0YjZOmZ/4bvXFpNF0JpLyPrM7rXT9gjZkQn1UabNXLS18WSfH0z4AGtr1orWWDPh8XtYbj5i2zLPyWKy4IFeD4jeZ1OcCS8deol3kYlYq1lMFuy8fycSVAlw+px4bu9zYcms/ob+VIiYOxcmx47N4fjBHCuZzzqf/VcPfQ9IJVI0OZpwZ9KdmPinichPzReMFa5kXLwdcMsE3fv378drr70GszmcEnOjEa+Mx67zu3g9mDVyDRYNWYRAMIAznWcQr4xHD30PAECrsxVWtxU6hQ6JqkR4A15sq9+G4ZnDw2q/xZTPI3l+N9obMefrOWHtJvvme2FGCvKBUL36c1XP3RRS/3xiaI/1eyyszdwFBm6QLbRyl5+aj+LM4ttyEIghhhhi+LGBqcvCRbGpGGnatB80w81XXyv0DtUpdCgbXBYWcAOh99LGAxupPdh3bd9hW/02FJmKcKTlCN3e6XNiW/02XqupO5PupH7cTJCMrtloRn1LPf3NdPN03vkNIExX9wa82HBgA6/90+dnP0d9Sz2eHPAkbzuqL1Zjdc1qlA0u47WVspgsSNels64Z8xrnGHJoe4XmL9ya4MKMwjAKPdnGbDTDpDOxhFKZYPYXoXtd1VCFIIIY230sb1u4dfDc68ptb6Q+Svp3f0P/qGvji03FSFQlYvme5RFrsgnErhvftsxzqmqowpqaNVg0ZBGvCrbFZEF9Sz0r4Obbf1VDFdbsW4OVxStFdRrErMZiNGhhMMdK7pyZjDMA2+6Y+dwLjXNXOi7eDrglgm6bzYaSkhK8/vrrWLVq1Y1uThiS1cn4R/s/wuTwicDa60depwOq2WDG2c6zSNOl4auzX+HNY29SJcYFgxfAYrLA6rHSfZEOLqZ8HumlMid/Dm+7yb75srvR2pvdSIuFSGJofEqv3AUGbpAdEz+LIYYYYri9Qd4dT+Y+iak5U7GvcR+lw14LCxuxOlfuO9TqtsLhdWCAcQBvwAlctnEyao2o/GslLCYLlhYsxSOf8Kubc0XYIlkozR00FwqpAsMyhyHXmAuNXIMHej2ANTVrBOnqJFtZmFGIZwqfwZN/exIXbBcE7aaAkCo20zKKS7nub+jPS1FfNnQZ2l3tNJGRrE5mXWNCJ5/mnQapRIpcYy7MRnMY5ZlclyJTEUr7leJo61FKL2dS0KcNmIae+p4ozizGc1XPsRZquJRyYgf2WL/HWDRosr80XZrgdS/NLsV08/SI1ll8fZSPoltuKcfpztOi95p5TKVMCavbihxDDg43Hxa0DyO4u9vdmG6ejjZXWxhtPxqrMafPiaqGKiwYvCBsAYw4/0z802WFbG4/yYrPAgBq99Xh7hCtJy/NLsXk7MkY12McjFojvc8tjhZBDYIYQvHAvMHz8AvbLyCTyjAiawQAhD2XzxQ+g8n/OxltrrYw8Tq+WIH5zPKNAVa39babd98SQffMmTNx3333YfTo0RGDbrfbDbf7csDY2dl5rZuHBFUClgxdgrX71rJsMLrHd8cLh15AbXMtKxPNHIQGpw+Gy+dCbUstXqt/DXMHzcWx1mP46txXMBvNGN19NMb3HI+6ljpB5fNIL1CFTIG7u90dEvNidOhjrcfw69xf4+1jb4ctGERrbwaw6z2uZW2GkJf25pGbecXQ+DL4fKt0hB4zbcA0qGXqH6WNQQwxxBDDjwFC1N8PJnwACSRIUif94GN/pPpx8n2TvQlnu85GZQ/m9rth99qxfth6pOvScbbrbNQ2YZHe6RdsFzAobRA2Hd5E360auQZlg8swf9B8NNobEUQQ9a31+Pmff4681Dy8e++7CAQC8Aa9NOAGQkzA9+97H+v2h9tN3XfHfTQ4FNKoGZQ2iGUtVt9ajzOdZzDjixl022JTMZ7MfZK2M1o6ORCyG5udNxtt7jYcaj7EawemlWtpsMxXJihEKefSoMk5CdGp45XxtDxAqN18dmRiFF1muSIfojkmE8Q+T6/UQyKRYFX1KsHrrFVo8e6970a0A3P6nLzX9VznOXp8MUZntHZfOoUOBrUBO77dEVbOYNQa8dHJj7Bk6JIYo5GBc13nsHLvStY9HtFtBJ4tfBYOnwOdnk7oFDo0O5pxquMU2lxtAKKzJSR/C91bi8mCckv5bXU/bvqg+/3338ehQ4ewf//+qLZfu3Ytysv5V4evJdJ16VhZvDJMOGNvw96oRdBK+pXgkvMSCtILMCR9CFbvWw0AONF2AjmGHCwasgiVByqv2I/b5rFhweAFeL76eZbtWHZKNvRKPRYMXoBzXeewYPAC+IN+dLg7kKBMiMreDLhc78Ed+Am13mw0f6+MMVcQLVoxNL4MPh993Olz4ljrMTzS+5Hb6uGOIYYYYojhMsSovxU1FdeMzhipfjxeGQ+r24pvLnxDdUgi2RypZCo4vA489eVT2D52OwLBQMTt+f7NB4PGEObJ7fQ5UV5dHkZVB0JU5cr9lVg2dBkm/jfbu1clU2FtzVpBSjUJuPm+X39gPQYYBrDqrAGEWaLtadiDKTlTAERm/nEpzxq5BsFgkGZn+X6zvHA5/YzP+iha+zlyTkJWYB6/JyKtm2tHFomiG0nIKppjMkHs86xuKxbuXih6neVSOSr3V0a8F0KWUm3KNvrvaO5rpOcsUZWINTVrBM/XbDTftrTmq0Gzozks4AaAr899DZfPhZJ+JZj15Sz6OfO5jMaWkPwtdG+rGqpuu/txU1uGnTt3Dk8//TTeffddqNXqqH6zZMkSWK1W+v9z585d41ZeRoIqAXck3EGtoexeOwC2xL7YwPHut+8iXhGPdnc7uuu7o3JYJe7vdT/mD56Pw82HMekvkzDAMAB5xjwsKVhC7cAivUBVMhWer34+zHbsqS+fwkMfP4TV+1bDG/DifNd5PPrJo3jyb09iyqdTUNKvhEU/5wOhvnMHfrK48NfTf8VDHz+EaZ9Nwyf/+gTftX2Hw82Ho7Yfa7Q34vMzn+P56udZ9HHm9RMSQ9txfAc9BwKnz4k//v2PKLeUU1uvjx/8GBXDKmIBdwwxxBDDbYxoaN7XAqQmkg+klrTN1QaDxhC1HU+LowX1rfXUzutKbMKisR6Lxh6L+7kn4Anbl5hNV1VDFdK0aYLf723YG3YsIfuomsYaWEyWqK29yL6aHc0IBAOiv/EGvLzfEVyJPRffOQGhrF4kW7YrtQbb07AH3oBXsO9Fc0wmmMdvc7VFtBHTyDQR74VYLTXzuYl0XwvSC5CoShR9zhRSRcT7dC3HgVsNHe4O0Wueqk2lfzOfS2KLzATffSb3V+ze3m7346bOdB88eBDNzc3Iz8+nn/n9fuzevRubN2+G2+2GTCZj/UalUkGlEg9CrwX4aNVkFSfa+ujqi9WYN2gedAodTllPCaqcxyvjEQwGMcAwACV9S5CuS0eRqYh3AGS+9JgZdyYONx/GmO5jMMA4gFWXQ5TP21xtuPeOe1G5v5KXOlVRU4HZ+bNZ34mpn4vZjzGvY6IqEav3rcakvpME680BcTE0prIiEFLCTNWm3jarZjHEEEMMMUSHaGnePzQSVAl4zvIcnqt6DoeaD1G2GQBkxmXSY/sCPszMm4mfZv4UUkhx3x33oWJ/Rdh7l9hIfX3+a5adF58IqMVkwbQB0zDzi5n03VuUUYQJvSZgXc063nc609KLD0LsOrvHjq2jtsLpcyJBlUBppwB/zWZdSx1cflfUx7KYLPhF319Qiycmdp7ciR337IDNaxO1BSP7s5gsmD1wNmoaa5CmTRP9DUmg8MHqtsLtd9PfH2s9BolEgn7J/SLaczHnQgqpAnavXdRui09rIBAMsGzOuHXkAFBuKceKqhVhfc8UZ8LnZz4XpLszr/3IbiOxqGBR1NZgMokMkEB0G6FzImA+N5EYnSqZCiqZCvMHz8cvbL+ARCKh93Jg6kAsHboUHe4O1m+4fTJVm4oZuTNg9wjf7x8TSH/kPrPkftq8NgBs67XCjEKUDS7DpL9cdhAQ0skg9/dE2wnRdlyrcflG4KYOukeNGoUjR46wPpsyZQr69u2LRYsWhQXcNwpC9TTPFj2LYlNx1PXRGrkGSpmS1irzBac99D1ocHqs9Ri21W/D1lFbqUUGnwdhq7MVAH/AzwyIy6vLWccszCiERCJBbUstpBIpcgw5mNR3Eq/dwuP9H2ftV0j9XMx+bFnhMqzfvx5fnfsKQIiqUtVQhYfvfJi175gYWgwxxBBDDFeKaGje1wrpunRUDKugpVLc99/CwQuhS9BBr9Jj06FNLIGxqTlToZAqoJVr4Q/6oZVrcd52HiOyRsAX8NGAhmvfo5Kp0EPfA06vE++MfwdKmZLWVjP3LZVIEQwGoVVoMfOLmVhpWSl6LkLsOk/AA3/Qz6phXjRkkWjddiTLqJ76nnj33ncRr4yHFFI88skjvMFruaWc13qMW5ucGZeJzSM349u2b+H0ObH34l68cPAF0d8I9Qu+uV+RqQi/GvArzPxiJv09154rKz4Lf3rwTwgiGLU1V1Z8Vhgbr9HeyBKRJb/n2mmVW8oF+55Y/XbPhJ60flshU6B8b3nYIo2YNdiUT6eIbsN3TlyQ56bJ0SS6nU6hQ9nusrB78d697+Hzs59j4p8m4pWRr9DvxKzU7ut1n+ixfgxosjchSZWE+pZ6wf6SoEzAO/e8A6VUiUZ7I9YPW4/61nrYfXa8MvIV6nsuNvdO16WLLmoB13Zcvt64qYPu+Ph45OTksD7T6XRISUkJ+/xGQayepqKmAsuLlqO6oTqq+ujS7FI6gDIHBGYd9tnOs8iMy4RRa6Srl7UttTjRdgJPD3yaehBmxmXiy3Nfomx3GdYPWw/g6v24ifiH2GqlVqFl/S2U3Rei1x9qPoR9DfswJWcKJvSawFodjuSlHRNDiyGGGGKIIRIi2YRdD8ug1ftWh7HS9jTswWLpYhxoOoBPT38aZsdDLMEm9Z0UZsezonAFfR8y7XuA0LubWIsZtAbWu5fPUqy+pR4Te0/k1UNh7pOP3k2so+pb6lk1zBX7K7Bx2Ea8duQ13rK6NTVrBK3Bik3FSNNdtuL6/MznyDXmhu3nSmzBvjz3JbVBe62ev03M3wj1C6G5H58VF/OzY63HYNAYAIQWSaKppy42FdPfcI8f6fekLnZl8UrevidUv821QeMGtGK/ZfYRsf1zz0kIZB4n9OwSazG+e1Gxv4LqCtU01kS0ktvbsBer961G5bDKH+38kehLfHrmU8Hno2xwGS7aL7JqugHQshXy7ERTj23QGG74uHy9cFMH3bcCxOppvjz3JeYOmovRPUZTYTSxl1lBekFYcErqsIWo2QuHLIRSqoS/lx8Hmw5SEZbNIzfTffHZjhFEExBHEv8AAK1cy/KwFMruR8q2V1dftlsrG1KGt8a/Bavbiu1jt6OmsQY7ju+IiaHFEEMMMcRwxWDSVYVsn64luPMF8j7PM+bBE/DAqDGirqVOkNI5LWcapXESVB6oxHv3voeK/RWsd3eRqQgLBy9Ek6MJ3eK6od3dLlqfuWDwAtyVeRd8AR88fg8vtb3IVIRlQ5dh44GNrN8z6aVOnxNzB81Fn6Q+tO3EGowPVQ1VmD9ofpgHNp8VV8X+Cvrur2upo8kInUIX0RasMKMQk7MnU1swrUIb8TfFpmIsL1oeZk+WoEqIaHeUok5h7ZeUD96VeRfaXG2QSWQ43HxY8H6QkjghezBiTVbSr4SX0s48fjR2WkzhPi6VXCPXRGUjRhTusw3ZuGC7gC2jttC+y9z/1TxvYs/usqHL8Mm/PuG1eyMWeH2S+kAj1+DubndDU68RLfWsaqhCq7P1Rxt0t7naYNQaRWv2y4aUhV0/5jgARG8pzL233DiH1HTfDvfjlgu6v/766xvdBBYi1Rp0ejrRM6EnElQJqBxWiXZXO28tVbGpGEqZkv5NBoRolM/JACYU3JMgtcXZctV+3Hsb9uKJnCdYgT95wSSqEqGWq/HM0GewsjqkdMg8fiR6PTfYJ+e58+ROXLRfpMcpSC/A3d3uxswvZsbo4zHEEEMMMVwxCF31WllbioE5X2C+53KNubhouwhfwCdqi6SQKVD2JZum6/Q50eXtwpz8OfAGvPAGvAgEA6hprKG13ltGbYHD6xBtW6O9kaUSPjxrOGYNnIXH+j0GtVxN9zn5fydjYu+JKOlXAqlECqfPibqWOhZ9+HzXeczfNZ+2/b477hOlkHd6OrFg8AIEggG4fC4WU41QuB++82HKapuaMzXk5rK/MiqqdJwyDoPSBiGIoKAtGPc3epUezxY9i3U162jJG3B5vkXqfsVoytz9nus6R6+LxWQRpF2TNn/84MdhffNqKe2R5qpMK7ArpZJrFVq8Of5NJCoTQ4r0DNYC+V2iOpGWCVzt8yb07La5hO3eynaXhfXHZ4Y+g1ZXq+ixznedh06h+1Emcewee0SrObvXjmcKn8ETA57A2c6zYSWnBNHWY5N72+5q5y27IM/drX4/brmg+2aDWK2BRq5BoioxTBSNBOB8AwcBCU4jZaI1cg36G/pTYYsEVQKeL34eTq+TFdyX7S7D2+PeRp4xD5UHKukK1pX4cSukIb/vh+58iDfwX1SwiHpq+gI+3NPznjCLs0jZdnKeO0/uxMTeE8OOMzxrOH5/z+/h9Dnh8Dkgl8ppnXsMMcQQQwwxRAKfPdH1AHO+QN7nJNP6WL/HkK5Lp/XcTJC/lw5dyhugefwefHPhGwBg2WkCISGrbfXbIlqQcbHr/C64/W6U9CuhVHECLi2du1jPfM8TirkYU87utUOr0EIj16BPch/6OZPCTXRrnD4nvAFvWGafHAvgtwXzBryitmDc3+iV+rDAEwi34hKjKXNp5szrUtVQhUAwIHhdktXJuCPhDtZnV0tpJ7ZcYmBagV0JlRwAHF4HDBqD6D1ZXrgc3fXdRdsQDbjPrtVtFbSkI+3l9sc1NWswe+DsiMe63eyqooVepYfdLl5n7fa74fa7YXVb6YIGH66kHptcZ76yC/Lc3er3IxZ0f08I1Yhp5BpsGbUFq/etxuHmw7w12WSAIxSeRFUipViRQUIsEx0p852uS2cF9zqlDhsObKCq526/GwaNIWo/brvXjqfynsKGgxt4a7IPNR3C0IyhaHG0QC1X429n/oa5A+ei1dWK++64D+v2r+Ol13ODfaKsybfAMLH3RJpN5zvfGGKIIYYYYrgZwZwvmA1m/Plff8bSoUtxV+ZdCAQDUEgVMBvNVAiNS5P1+r1h1PNmezOOtB7BmO5jEEAAfZL6oDS7lP6OzBvMRvMV12kTaq4YLZ0bzPPtq6qhClNzpvIGl8T+TKfQUSV3Mi9y+900+GPOHXKNuaIuMFy6MwAUZRRFpJMTFJuKoZQqkWPIQUm/EsglciSqE+Hz+9Dp7cTh5sPwBXzU7kisLYTanKBKgNPnZGX8+a4fOT63jvVKKeXM45sNZkghxXNFz6Fif0XYws3IbiOpa067qx0l/UqQY8gRvU5MCrA/4IdMKoPZaEZdSx0vBT2S7drVIpJ12bQB03Co6VDYc6OWqzE8azh2nd/FOh8y/0xQJaC/oT/aXe23dJB3NQgGg4hTxAm6IhGruSR1EqtOnm+7K63HjsbW8Va+H7Gg+3tCqM5k0ZBFeP3I66htrg0TRAOAC7YLMMWZcKz1GNbUrKGD8ZZRWwDw12Fzg1OhFVbuihCzgy4duhTPVT1HXxLkmFKJNKJ4SpI6Ce3u9rCHkBn8M+usslOyIZPJcLT1KPwBP/UYH99zPDYc2MBb/03Ok+9FJibCtufCHuSl5sHutceo5jHEEEMMMdx0YM4XpJDitTGvUXErjVyDd+99V1QtuMvbFfZ9kakIZUPK8NKhl/D1ua/Dfke8s/m0UABxGy4A1BZICMx5CbemkwmZRBY2iS8yFWH6gOlIUadAp9Cx6ORVDVXYOPxy7Thpv0qmikh9JfZZW0ZtwetHXuelO3NpsOQ8yCK+y+fivRcl/Upwou0EJvSagHJLOb5r+060LVxqsxilnHn8H4JSzj2+xWTBllFbWL8Z2W0kFgxZgOV7lkdFJyfXVqwMQkjN/FogEn2ZOO+8c/wdVlstJgsWDVkEiUSCfRf3CZ7PhF4Trkm7b1ac6zqH1TWraewSDAZZ40VhRiEWDF6Akr+U4K7Mu7Dz5E6UW0LPF3e7xQWLr3gefqNsHa8XYkH3DwC+OpNAMIDn9j5Ha7K5gmgE3EFq5hczsWjIIgxMHYgJvSbgUNMhwUy02Aorc0WI6yG+snglHF4HOj2dLB/wRntjWEBM2jg7fzZ+W/dbPPCTB8KOJST6BlxeaTbFmeANehFEEJ+f+RxzBs6h9mPMbDsQCsL5qO6RRNie2/sc/WzRkEVUsTIWhMcQQwwxxHAzgMwXujxdKN9bzqLBrj+wXpQmq5VreWnMFTUhhWZm0E22m5E3AwDb5YNpKdZd3x2PfvKoYBAYp4gTPZ+s+CxsHrkZyepkXHJdEgwotQotlhYshcvngsPngE6hg0qmgkKqQJwyjs5VmMElc85D2l85rBKBYEC0TZlxmfhgwgdYs29N1HTy7vrutIYaAJ6telbwt2ajGetq1qFyWCWy4rNE28KlNnOPnRWfhY8f/FhQX+D7UMq5xyf72Hn/TnS4OxCvjIdOoQsLuMWuU1Z8FraP2Y7NdZujvrbAtbN9irRfhVSBbce3hbW1qqEKFfsrsGzoMnR5uvDSoZd4z4fc5x/D/LHZ0YyVey8zSZnjBRCinX9z4Rs02hvh9Dnh8XswsfdE3nGlvrUeEkiuuA030tbxeiAWdP9A4GaU61tC9Co+QTQmuIOU0+fEc3ufw8cPfow7Eu5AsjpZUPk8Ug223WOnK6RMijsQeilxa6HbXG149JNH8ea4N8P8uDtcHdh1fhce6f1I2HGEzpHrAU5QmFGI0T1GY+HuhTTDXzmsEhKJBHsb9qK+tR4F6QVhx7kSETZmEA7EKOgxxBBDDDHcHCAZXeZ8IBJNedqAaYJexUI05eqL1ZiTP0fUUqykXwmvDRf5vtnRLMqA++LsF9hWvw2bR24WFEsrzCjE8dbjuOi4iPqWepiNZhxrPRZWn8mllvLZg0ogEaW0FpmK8OW5L3FX5l1R0+KLTcXI0GXQtpyynhKlLD/W7zFsq9+GNlebqN0RH9Weq0xu0BhEAzoxui3ffWd+JkT19wf9MBvN9Fyj3T+5j5GUrbltupa2T2I2gIUZhVBIFaLK+Zdcl+Dxe7D3Iv/5VDVU3fKU5mjR4e5gXSvueLF55GYa2xCLQOK6xB27ik3FmJw9+YrbcDPYOl5LxILuawSyGsMniMZF9cVqTM6ezKo58fg9sLqtNJjnUz6PVIOtV+lpwM2XZbeYLCi3lNNANFmdjPzUfHx57sswMRZC86pvrQ+jiAmdo5Dwm9loRpurDZtGbIIv6ENdSx1WVK3AK3e/gpK+JfAFfEjXpoe9VKMVYYtR0GOIIYYYYrgR4DLL+N4zVreVRdvWyDVQSBWi+1XKlIIUcEB4Eb7R3ognzU9CKpGygiuLyYJ5g+ah1dmKsiFlWH9gPeu9bjFZUDakDM2OZsweOJsuihNwqeRKmRJJ6iRsH7sdVreV1qOfaDuBx/s/DrffjV0XdqGkXwn+6+//xWsZxaWOMinlfZL7wGwwQyPXIM+Yh7u73Q1VnYrW5JI2lQ0uw9/O/A1KqRIbh29k1cWL0clJW6xuK9x+N/0tX+10ojIRGrkGXZ4u3JFwBy0ZONR8iJXcMGqN2HVuV9hihNvvjso260rawty/VqHF5pGbBY/PvM6R6LqegAfTzdNRkF4AqUSKOEUcAsGAqBo9sy9eazs+UrIRRr/PKMLSoUtxyXWJZV3GbXOrsxWJqkTRY3S6O69F0286REPdLulXgp0nd9Jn/6eZPw0Lkr/PPRcq2eXa2N2qc/hY0P09wX3B6hQ6OLwOBIIBWEwWXkE0LjRyDdJ16ag/zq4fYmZnmZl0Io5GjsG3SllsKoY34EVVQ5Vglv1w8+GwQPTZomfx4sEXUdIvZDXCpHwDoZfgu/e+i8r9lWHf8QmiRRJ+08g1WDJkCd4a/xZcPhe0Ci0UUgW+PPclnhn6DNbUrOEVUiGIdEzucZ/b+1yYB2CiKvGWfHhjiCGGGGK4ecBXe8tlWTXZm3DBdgHxitDCPHk/yaQy0X2rZCqWwwnf93zIiMtAvCIeY3qMoQw2tVyNNG0aNtduxtfnvqbvxCdynoBCqoAv4MO+xn34xZ9/AafPiRHdRuCZoc/gdOdpuHwuXnugRFUiNhzYEBa4Lxu6DHa3HS6fC/MGzYM/4MfK4pW871suddTpc2JF1QpsHrkZr9S+Epalnz1wNh7tE6LGq2QqfNv2LSBBVLZgTDo5acuV1k7rlXoAl0sGrG4rVu1bFbHOuWdCz4gqzN+njtvhdVD7N77jM69zJLpuD30PfHjyw7CEjVhtes+Ent/bHuxKkK5Lx7Khy3DKegqegAeZcZk43nocP/vkZ7R9QvXmSqlScPGAwOV3odHeeFszJc93nadjkhAydBlocjShT3Ifeh0TVAk/uAUjt2RXyMbuVmSwxoLu7wG+QZGs/q6oWoFySzlaHC1hgmhccGu5yAswz5iHS85L6HR3wuFzIEGVQDsz6dDllvKwFSHSEZsdzQCuPBCd1G8SdAodnhn6DJw+J9rcbUhQJtCAt9HeyFJYJTXZfIJo3PPkUsHJCi639qrIVISfZv4Us/Jm0YmCRq7BiKwRkEBCqUCRjsk9bjSK7zHEEEMMMcRwJRCqvWUKmwLANxe+QTAYBABquUWsw8Ro3JFo3nzq44UZhXB4HHjx4IthNmJMNhuhkQrZgH197mu4/W6M6zGOVbbFPM6x1mNhlOOqhio8X/08zEZzGK2cD3zU0om9J+Llwy+L1leTtq4oXIGKmshWYlw6OXB1tdOr71rN2paI4kU6dpo2LWKG+2rruLl9ge/4TIquGJ3XYrKgvrme974K2Z1Fc37XAgmqBPznd/+J/ob++MOJP0RVb24xWdDqbEWDvUH02apprMEbR9+4bWu7mx3NqG4InbtY2UaDvQGzvpxFPyN96VpYMDL3KWRjdyvaiMWC7quE0KBIOisRF5iaMxWLCxajtrlWsDOTmgjgcjC88+RODDAMCPPs5AaHfCJu5CEgq3dXG4gWmYowqe8kSh8jyqe1LbUsVU/ye7LAwM2AE/BRwZvsTfj0zKdh16W2uRZ1LXXIMeTQlfnallrsPLkTW0dtRYkz3PKM75jc40aj+A7gB121iyGGGGK4HbF27Vr88Y9/xHfffQeNRgOLxYKKigr06XPZa9nlcmH+/Pl4//334Xa7MW7cOGzduhVpaWk3sOU/PKKxugGAVG0qktXJaHO1YdGQRfAFfDAbzPAFfLjnjnvCgkaLyYKnBj4Fj9+DJQVLULG/IoxGW1ZQhq21W1klaknqJBg1Rnj8HjzS+xFMzp4Mf9APhVSBFE1KVJZbTOxt2IsFgxeEsesKMwqxaMgiTPrLJMH9zR00F6O7j8Y3F75BXmoemh3NaHW2wh/0w+F1IFGVCK1CC7vXjidzn8TUnKnY17iPZXkWqa2FGYXINmSz9GP4tuWjk7e52lhWWTtP7sTE3hNZFlN8dlwd7g6oZCokqBKiqr0Wot1yGZMyiQyHmw8DYFtZibVlRt4MSgF3+VyYbp5OtyHHF6LoPlv0LM0icpmANo+NtS/mOU0bMI03eXG950tWtxXtrnYsLlgMl88Fs8GMR3o/Ao1cA3/QD5lEBqfPSa+dQqrAwNSBUMqUiFeErve9Pe9FxYEKusBARICzDdm4YLuAXGMuLfm83dDh7oBRa8TC3Qt5HQ4KMwqxtGApHv/r4/Qzi8lCveqvNW4nG7FY0H2ViGaAdfqc2FK7BW8cfQMf3f8RFUTj1lUpZUr6NwkKyeo3N/ttNphxou0E7F47FeAQWmUiK5hXG4hyV1CJQiHX9ouoii4ZsoRFCY8k/EbqnrjHFRJDK8woRLmlHI32Rsz5eg5rW6YImxgFXewFfqj5EKxuK71HMRp6DDHEEIMwdu3ahZkzZ2LIkCHw+XxYunQpxo4di+PHj0On0wEA5s6diz//+c/48MMPkZCQgKeeegoPPfQQ9uwJz6zdyojG6kYKKdJ16Vi/fz1qW2qxYfgG/P7b34dN9OcOmosLtgtQSpXIiMvAK4dfYdHAp+ZMhVQihdPnRIujBSqJCnPy5/BSm0v6leCZPSHW2vCs4ZiTPwcXbBdE2ypUDmd1W5FnzGMdv66lDmc6z4hSdIltFbEIa7Q34p3j74Qt+nMXG9699110esTraTWKkDWYBBK4fC7RbfUqPSsrJsRW/N3Y32HToU1hSQguPfm09TReOPACnrM8B7tH3BKLe2wCvjYQ+jZhTPIlRLht6XR3Uko5OQ/mNnqVHmUFZWEUXYvJgl8N+BUGpg7EY/0eC/XPA+ujsgJTSpWiyuvXA0yxYO7zRNrOfAYsJgumDZjGouhbTBbkpuZidt5sqivUQ98DFfsrWIs4XB2k2wVdni64/W5Bh4P61np0ebqwfex2NNgaAITKPSf+aSLyU/OvOUv0drIRiwXdV4lIN5n50nL6nGh3t8NsNNN6bOYgxazTIkEhUccE+GuhgciUaCJIsOfCnqsORPlWvQPBAE53nsaCwQugkqnQ6e6ERhESgrG5bVgweAEabA2hlfue96BifwWv5ZnQi11oEaCupQ7jeozDAOMAlkAKV4Ttnp73YP2B9by2I2K19aXZpVi1bxX1TOWrP19asBQDUwfC6XfC4Q1R/iOpj8YQQwwx3I7461//yvr7rbfeQmpqKg4ePIhhw4bBarXid7/7Hd577z2MHDkSAPDmm2+iX79+qK6uRmFh4Y1o9jVBNFY3Moks9I65uJdmD7lqweXV5SyK9x8m/IFagQnRwFcUrsBnZz+LSG3uk9wHFfsreDPZTAiVwwWCAfiCPkz7bBrr+JtHbo5qf2Qhf1yPcay28b3vqxqqULm/EmVDhMXjAMDpdeKpL5+iYl9iSFQlsjLcQmzFiv0hCzamSJuQHRdhyUXK+jGPTSDUBkLfJgF3pIQIH7j3Xq/UY+XelYLHMhvNIRbj8fqw4wlZgemUOtyRcIfoeV9LMK8f3/MEhLedjxpf1VCFdTXrMHvgbNqX3j/xPm+fvNXozNEgXhkPmyck7MhVLCfgzqsJrgfF+3ayEZPe6Abcqoh0k7kvLbJ9gioBdyTcAbPRjDsS7qB12sWmYgCXg0JmcBhJkfufHf9EfUs9TllPweq2srZJ16VjdI/RWF64HBaThbd9kazHSD115bBK1LfU46kvn8K8r+fhoY8fwpp9a2DQGvCTxJ+gu747so3ZkEvleOrLpzDn6zmY9JdJMBvNeP++95GkSgprg1AWXij7/emZTzHxTxMxf9d8LNi1ABnaDLw6+lW4A25IJBIcbzuOJz57AjNzZ2LzyM3YOHwjpaDz3RfuccmkRaj+PDM+E6v2rcIjf3oEj//1cTz4Pw+ibHcZGu2NotcwhhhiiOF2h9Uaev8kJ4dqRg8ePAiv14vRo0fTbfr27Yvu3btj715+ix63243Ozk7W/28FMN/jXJDaR2/AS98xfO85guqL1TAbQjXeYjZhTJVsMQsnsh05JmGE8UGsPrymsYbFUCP/vpL9VV+shlFrpH9Hug6BYCCqfZsNZmolxgeLycKqZY7EViTnJvQ589h7GvbAG/BGvP9cRGpDqjY1Yh/htoVvm2JTMRRSRcTzjaZPEhRmFEZU/b7WYF6/K2k73/0lwXhhRqHovpilIrcLElWJtDyUD0WmIsil8qjKZ64FohlbbxXEMt1XiUjegMwBkDvYc8GUyCdBITM4jEYIjYAv+03o588XP08D8+767jT7Hcl6LEGVIGj/1d/QH2c6z6DR3kgXEJjXhqyamQ1mLNy9kKV8Xt9ajwxtRkRFckDcj5tJ/xmeNRxbRm2BVCKl9U+7z+/G5OzJkEgkvPRzPlxJ/XlVQxVWVK2gtTBtrjbYPXboVXp4A96YRdltAKvbCqvbCofPAZfPRSfQTq8z4n0WsxCK9ju9Ug+dQgenzwmHz0HrIOOUcbB77eHbeB1w+ByIV8YjQZWAVG1qxOOJfc/3OdmetCfG+vhxIxAIYM6cOSguLkZOTg4AoLGxEUqlEomJiaxt09LS0NjIv1C5du1alJfz1+XezOBa3RAqOAlOmu3N6PJ20c+1Cm3EfS4vXI7S/y0V/J5vkZ4PWoUWG4dvpMckVlwAu7yLqI2vP7Ce9XumPdiWUVso0yxZlYwZuTOQY8jhzYRxbcW47RGyvGLC5rWFuamQfU/OnoyjrUexeeRmaBVaUSuxxQWLeW3B+Op+61rq4Av4eNujkCmwfez2sNppu9fOa3UkVscdyQ5MJpGJXhuhtnC3L7eUw+61Y/PIzXTfXAutSH2IuU1hRiFWFK2g75UbBSbjlNt+bi28QWtgXR++8/UH/Zhung6H18G7D3LdSFb4VgV3bqFVaJGbmou81DxUHqgMcyAozS5Fu7tddJ/XkuItNLaS0k8S8N8Kc49Y0H2VEPKS475kCjMKsWzosoidgWk5YTFZWMFhNEEoAaF6rCxeSSfjZJJs99ox7bNpAIBNIzahpF9JxEC0MKMQTp8To7uPFrX/4j4ECwYvwJiWMajYXwGnz4n61nrkGnNZyue+gA//L/H/oUdCDwDh9mRMROsBPrH3RLx06CVaK0baJJVIMX/QfPgDfsHJAXP1Pdr6c4LDzYdpPTjxRX/p8EuiIngx/PAgLxOy6OEL+BBEkFewx+6xI0GVgCCCcPqckEqkCAaDcPgc0Cl0kElkUEqV8Af9NNiNV8ZDI9fgTOeZkCCLTIFT1lOQSCR0EpOfmo9ySznUcjWaHc1osDWwvi/MKETZkDI4fA5ctF0U/U4mlQHBEFPmkvMSbF4blDIlHF4H1HI1LrRdoAGw2++G2+9Gh7sDHr8HtS212HF8BwamDsTywuVQSpX4vwv/B4PGQLc71HQIP838KVRyFW2rTCqDL+BDp6cTDq8DTfYmtLvb6T53ntyJF0a8gEAwgG3121gLYYuGLILZaIbb56bXViwoFwrmY0KGtx5mzpyJo0eP4ptvvvle+1myZAnmzZtH/+7s7ES3bt2+b/OuC8h7vN3VjiCCeOHgCxhgGIC3j72Nib0nQqfQ0fcmXyaViYy4DLQ4W6KyCYu0cO7wOjB/13xKAxeq3TRoDCj931JM7D0Rj/V7jFW3Tep5yb408lAt9eGWw9hat5VVb66UKdHl6WL9jgmdQkdravnqk5nQyDX4zee/YbVVLVdDAgky4jKw49sdYfZgXCux+tZ6SCABIO46Q+p+CzMKcU/Pe3gDXplERudR5LfEPkxM2JaJaO3AIllzCbWFuX1WfBaCCGLd/nVhtc7MbSP1IQDoHt8dHz3wERJViTc84AbYjFNm+4VKMpnnzHe+JHHU7GgW3ce9d9yLJnsT0nS3nhgks+9x9RSY1oFKmTJUPnFhD+Z9PQ+/v/f3ovu91hRv7ti6tmbtLelAFAu6vwdIJ7hov4iznWehlqsRCAZCdVvFq+hgb3PbImaYgMsZ6XJLOdbuW0tXd6MJQpnY07AHp6ynMOvLWXSV7mznWaTp0uhKn1wqp0qFOoUO43uOx/oD63kFKP7r7/+FX+b8knUMMfVzZrD72pjXoJVroZVr8fCdD4fEzhjK51tHbcWxS8cwJ38OAMDhc8CoMaIoo4jaggHR+XFHo8hemFGI0uxSlhUZuU+7zu0SzP5HWgVm1oPz+aJr5Brkpeahw9WBDndHLDMYBfhWY0mwzMwuk++sbisa7Y1IUafQSZ9cKkeHuwO+gA/+gB9KmRLnus7BoDbQLLHD50CSOglr9q1BXUsdSrNLMTB1IFI1qfAFfAgEAwgggCCC6PR0wu6xw6A1oMXRQhetdhzfgYL0Arwx7g20u9pxruscAsEAVeAFgLLBZXhr/Fuwe+24YLuAmsYa3u8u2i/C5XPBqDFCIpGEJroeBy65LkEikSCIIBQyBXad24UcQw5erXsVE3tPDOtzZIKxomoFDjQeQL+UfjBoDJBIJDjRfgI7T+7EnPw56HB34GJbKMCXQIIUdQoCwQC9dh6/B0dbj0IikaAgvQAWkwUqmQrfXfoOJ9tPYrp5OgamDoRRY0QgGECLswVJqiQ4fA68cvgVVsaJKUTDnXiSSfzrR15njUMju43E4oLF8Aa8YUwDPnZBNGNtDD8snnrqKXzyySfYvXs3srKy6Ofp6enweDzo6OhgZbubmpqQns4/OVKpVFCpIgcANytIXyvbXYYcQw5LGLWkXwl9TiNZhHW6OrG3cW9UNmEtjpYwVXG+7ZgL7NzaTVKj3eZqE7QPY+6L1MTy2Y5ZTBaM7TGWd45SmFGI463H6e/F6pOJVVquMTfsu+nm6VSMjQk+K7FiUzEmZ0+O6DrDPKeK/RVhbSIUe77fEvuwSPZJV2IHJmbNJdYWpj1YvDIey/csF633r2+pp/dVqL8Vm4qREZdxU42lTFYls28LJaXI32WDy8Lo+Ez7K7ffjbLBZYL7WFezDuN7jsfoHqNvqusRCdy+x71OQpoRxaZiJKoSBdm914vizRxbuf35VrEPkwSJYeRtis7OTiQkJMBqtUKv1/9g+2VO7NRyNR7++GHe7TRyDXbevzNMtTzSqgyxQPAGvJBL5Vhbs5bVyTYO34j5u+YLtm/TiE2QSWV499t3aSDBrP+65LyED058gJrGGmpR1ie5D3KNuZBL5UhSJUEulUMhVSBJnYQ2Vxse+O8H6P43j9xMlTKZnp9CSqTkfDVyDUshnOsXym07+Zx5PKHzF2oTF4UZhZiXPw+fn/ucRRs61noMOYYc7Ph2BwYYBrB+TzIEzDYIHZvbVqYfOXOSAgB3d7sbiwsWw+13/2iDBGZ2mmRHXX4XzfQGAgEYtAZccl5CijoFMqkMjfbGUA3/pePIMeSg0daI9Lh0Gvg5fCF6WJenCzKJDGq5GlKJFGqZGnKpHF2eLugUOrQ6WyGRSEIigB4beiT0wKaDmzCx90RqG8O3kMNHcwwiGCbkcqXf8fUVvuNq5BosGbIEeWl5cPlcsHvtkEvl2NuwF28eexNA6IU6NH0ozVzXNNbQcxqaPhRyqRzegBeHmw9DJpGhOLMYLY4WGLVGHG89jsoDlXQ/BekFlH5Jst1z8ucgJyUHnoAHcqkcnZ5O6OQ6eAIeOH1OJKoSIZVI0epsxZHWIwgGg8hOyQYAZMVlod3dToNosmC58+ROVpDOvR51LXWC40u5pRxBBKmSLRnzpBIpusd3hy/oYwXpwM2TUb9W76lrjWAwiFmzZuG//uu/8PXXX+POO+9kfW+1WmE0GvGf//mfePjh0DvyxIkT6Nu3L/bu3RuVkNqteG1OWU/hgf9+AFtHbUVtSy1GdR+FX/71l3hz3JshextlAuQyOZw+J302Ce21MKOQ0sqdPidvfyd2niuqVmBO/hwMMAyATCrDupp1gvRup88pOoYxt2OCvM/IgvWCXQvg9DnD3nNcfPTAR9hwYAPvQn7Z7jKsH7ae9fvtY7ezsrZFpiKU9ivFd23f0bGJyQp6ZeQrrO25IO0jNlluvxvtrnbYvDZeKnddSx3yjHmY8cUMuo8to7agrqWONXfadW4X3jz2Zth1+vjBjyOKilndVjQ5mnDaelqQUp6iTsGUT6ew9k+uDZe95/K5KKOJuf3mkZvxx7//EYsKFsHmtdHjcSnlAPDeve9BLpXjvO081DI1ktRJ+G3db1nj8M2QRRRaTG20N+K5qudwqPkQ7duP9XtMtG9+OOFDtDhb6Lts9sDZMBvNcPqciFfGQy6Rw+a14Wef/Iz1OybdPE4ZB71Sj1Rt6i0zXyPjEhA6lzfHvYlWZ6tgycHmkZvx3nfvYXHBYkghhVwmx/N7n+ctn7hefYN5DnyI5jm8Foj2PRXLdF8FuBma6ebpgquDi4YsCgu4gcirMmS11Oq24tk9z2JS30kIBoOiFGwm0nXp2HRoE2uSylwpHZE1AgsHL0STowlWjxXTBkyDQqpAm6sNRo2RdyBhrnIJqZ9HEn3LS82D3WtH2ZAyqnb+Hz/5D9Y1Ill4QifTKDQwaowR/bijVWSva6mDWqEO8xovG1yGFE0KnjQ/Ca1ciwd6PYCNBzfiq3NfCdaf84GbFReqB9fINXjozoewomoF63PmJOFmCAh+CAjRiJsdzazstNvvRuWBStQ212JK/ykY3m04LjkvAcGQvy0Jtr9t+xbBYBDDModBJVfhgxMf4OE7H8aGAxt4A9VkdTJ+N/Z3VEkfCM+sEsVSkpXi2vaJrZ6P6zGOt97/Sr/j6ytCon5quRpr9q0Jm4wT6veO4ztYz8DwrOH0GjD7/ZZRW/DO8Xfg8of8TS/aLoYWn+7ZgU5PJwLBQFjA/tPMn0Ij1yCAAFqdrZBKpEhSJ2Fr3VbWZG141nD8Jvc3GJE1Ak2OJrqI4g64YffaadZ9x/EdyEvNw6S+k1DTWENf+tzrwcciAULj6TcXvsFnZz6j5R3vfvsurV1dtW+V4H2PWQNePWbOnIn33nsP//M//4P4+Hhap52QkACNRoOEhAQ88cQTmDdvHpKTk6HX6zFr1iwUFRXdVsrlXHR5QrXb6bp01B+vR3ZyNiqHVeK3db/Fw70fxiu1r4Q9t+/e+y78AT8aHY0413WO0sr5aOCmOBMcPgfeHv821tSswbNVz7Lo3TKJDHqlHl+c/YIVSDNp5fMHz4fNY4NWoQ3bjgmtQosPJnyAE20nKEUbiMz+OtN5BgMMA/BEzhO8NHXu76USKbaM2gKXz4UEVQIytBk4azuLmsYavHz4ZbqdxWTBzvt3osPdIXr8OGUc/vTgn6CQKcJssvio3IUZhRjfczyLUh6vjMeR1iNR2WdFqmmNllLOR7dXy9T404N/4qXV8rVHyB6Mb9s2VxsrQLWYLFheuBwLBi9Ap6fzpph/8F07ZrBHKP12jx3LC5ej1dkqur+zXWcxf9d8WEwW7LhnBzYc2MDSRrKYLFgweAGrL1yti9DNBNJHybm8dOglFqOU2z90Ch1yDDl49JNQqcbIbiPxbNGzN3Rueqvbh8WC7isEHzVox/Ed2Dh8I8b1GAej1khXjVocLcg15rIeZiaiMXVPUCVgydAlWLtvLa2FdvvdSNOmidLJPAGP4CRVI9fg4d4PsyaiQGigebboWWTGZfK2g1nDLqR+Hq3oG9N+y+Fz4Enzk1gweAFkEhkUUgUGpg6k+9k8cjP+5f4XS0yFrw79SqzB1tasFRRlY07Cf9n/l/hN7m/gC/iQoEwIqz8HQi9JZj04d0FAqB5cqC79/7vz/2MF4sxaWbISe6NegpGEtqxuK3QKHaQSKeQSOTSKELOBWStMWBw6uQ5OvxNahRZSiRS+oA8t9hZMzp6MWXmz8PLhl/HmsTdROawSLx56kTdo8gV9qG+pjxggl1vKacBN7u+wrGGQS+SYkz8HU/tPRZouDXdl3oVAMICR3UZCLpWjb3JflGaX0izIjuM7MN08PUxYJU2Xxto38/sUdQpeqX0l7HfHLx1H/5T+6JfSD0CotCJBmQCFVIFUXSp+3ufnMOlM0Cg0GNltJBw+BxRSBbo8XWh1tOIvp/8S1qf2NuzF2O5jeYN8YhfE/Lw0u5TWmzKD1I0HN7K2YwbsZJsttVtYLJpLzkuYkTcDucZc+AI+9Df0h0augc1ro0E7nwUO80XPpVdynx2xxTSDxkDZM+QYfOMfk0J6O0ykbiReffVVAMCIESNYn7/55pv45S9/CQB48cUXIZVK8fDDD8PtdmPcuHHYunUrbmfEK+NRml2K9QfWo/piNebkz8GmQ5vCximCvQ17Ubm/EnPy52DWl7NYFlx8Fj7v3PMOvrnwDYuNxaWGjus5Dr6gLyyQJtuN6T4Gr9W/xrIn5YPD6wiJoRrN+Mupv9DnJ9LCv1KqFKSpA+HvSYfXwQr+VhStwKen+YVL1+xbE9GiK1mdjCR1Esp2l0VF5a6+WI31B9azPvP4PRFt2AjEalqvhFLO95lepafnEk17hOzBhNrORFVDFVZVr0LFsAr0TOgpeE7XC0LXjpu4Ys6H/EG/6D5J36tqqMLz1c/DbDTjq3Nf0e+rGqrC+kIkHaWbndYMXO6jkej35LztXjurn3x57ku4/W5UDKu4YVZxt7p9WCzovkI0O5p5A90ggmETXYvJgvy0fFH1yWhWZdJ16VhZvDIs2Fk2dBmer36el3ZGVvqiqX1mBgkXui6EJv08IhnMFcVAMECD/kjBrlimji/wL7eUY6VlJVZUraC1OgXpBbRGnYiw3d/rfqzet5r+nhmIR7IGExJlI5PwnSd30m1bna1IUCVAr9Tj2KVjWFKwhApryaVyVDdUs+rBuQsCQgsAke4NuVZCKvVErOtaUWStbitana3o8nQhUZUIT8ATJvxVlFGEBUMWYFX1KlZt7pKCJeif0h+nO0/TzHR2SjYtd6gcVolX616l//5t3W/pOTNLA2bmzUSro5UG4oSSGaeIw29yfxMWID/e/3EEg0FkxWfRQFUlUyFRlYjS7FL8vM/PKYV8gGEAbc/G4RtxsPEgUnWprECRWXOdpk3DllFbaOaX+92LI16EKc6E463HsXD3Qno/h6YPxYsjXoQ34GX97tXRr8Lms/EGgKRNNp8NLxx6IewZWThkIdbuX8sb5BvVRrQ4W1iiQ8cvHcfwzOEY2S3klUwCeKVUCYVUIRqkAuyAnWzDx6JhLogQcSPCInltzGtosjeF2ms0Uxob90XP9BDmPjtii2nkO+ZzxfeMRcPMuZUmUjcS0VSnqdVqbNmyBVu2bLkOLbo5kKxORkF6weXg7d+L4GIBbvXFangCHgCIKG6qlCpFF6DIsbrFd+PdxmKywOl3RlVbXt9az2o7eT4jtZFrE8Z8rrnf81leGTVGQVYZ06JLrMY0kiUX1698b8NelPQNLe5bTJawmmmh30aqab3SdjA/u9JzicYejGwrZDUWTULoekHsvIXaeSXuQnzXHwj1hSdynhB9l0Rqx80Gcl2iGTtu1r4hdm9vBfuwWNB9BSAZOy5Ks0vD6jWB0GrZupp1oquK0a7K8IlznOs8B7PRjLmD5uJ813moZCoEEcTOkzvxSO9HAPBPUskDJ5TlYYodibWj3FKO56qeixjsXon91uHmw5SG/uvcX2P+4PmQSWRQyVRhYipbR21lZf81cg0NxKO1BuO2rzS7lFXLy6VxzR44GxftF3Go+RANdPob+uNY6zFqS8a1YxFaABC7N8xrJUTXP9t1FtuPbGfVr57tPIvMuEwYtcaoBkU+tW8JJPAFfTRrnahKxJqaNawV9uFZw/HGuDfgC/jwr44QCyHHkMPKZj5b9SzdfkXhCnx48kOYjWbMyJuBTncnHu//OBJViXB4Hfh5n59jTv4ceAIe+AI+5BpzMShtEEb3GI1NBzfh0T6P4mT7SaTqUqFT6BAMBiGBhNZvu3wuZOoyw4THZNIQzdLhdSBNG1IatXlsWDB4Adx+N2bkzUCSKgmegAdBBOk9I8Job417C5CEhIoaHY10sSHXmIsXR7yIRFViqGauM1Qz98XZL3DKeor1O5ffhePNxyGTyDC2+1iM6T4GDp8DeqUeCqmC0vj0Sj38AT/m58+HSqGitdoz82YiPzWf1mrnGHJwyXkJL939EhJUCTjeehzPVj2Lib0nIteYC7vPjkFpg1gibnwBPmFzFKQXoH9Kf5iNZlY2P8+Yx6o9zTPm0W221W+LmEUGhK39uDQ25sSH+Vxwnx2xxTTyHfP3fM9YtGUoN3pyEcOtiwRVAquvXnJeAhCZkk0Wy8k7RCKRsMbdIlMRFg5eCF/AB7VcLbovpUyJZHUyto/dDqvbSmuI07Xp6G/ojw5PB+tYQDiDa1LfSdSJRavQ4v373odMKsMLI16ARq7BmB5j8OLBF6OyCSPnXmQqQtngMpzpPIMto7bgkvMS+ib1RYurhWWfFSmTHo1F15nOM/RzvgVKPrsyYsOlkCpg99oFbbjI+TCPJ8QEYyZXrrQdxBIpEAyIJnDcfjctTev0dNJryVfHHY3V2I2g6fJdv6uhE4tZTPGdsyfg4WWwKaVKmlyK9Ox2uju/17lfD7j9bswbPA9WtzXitnzPMMGNpHALOUcJWfPdbIgF3VcArnUHeZBHdR8lStWZmjOV9/vvuyqjU+rofrlCZsToXqz2WSigq2qoiirLw5Twn9BrAtbVrOMNdqO134rkPV5uKWfVKNW21LLqsoGQCBsJDMb3HI8NBzaIWoNx20faJkS90cg1mD1wNj0udzBfMGgBvAEvPAEPDSJlEhlOtp8UpcOLXSu+vkOCG262kdketVyNFFUKIAlNUOxeO5LVyfAH/JBIQoF1k72JKnk7fU7YvXao5WoEg0HUttSiT1IfKGVKTLwzZCFT11JHFyWINRvz2r466lUcv3Qcj/V7DI/0fgRahRa+gA9p2jTkpubS2rxcYy40cg3kEjmUMiX0Kj3NLv/5X3/G4oLFuLvb3ejydGHB4AXwBDyQSCRIViVTITVip5UZnwm3z82209KoIZFIkKZLo8JozOwsoUZXDqvE1tqtYeexcfhGBBEMo7UTlfEGWwOMGiPqW+pReaCSTlaGZw3HnPw5qNxfSWulNHINXh39KgLBADYc5K8518g1mJozFSOyRgAITdLlUjn2N+7Hm8feRF5qHjbdvQkJygTYvDY6id59fjdMOhNeH/M6LtovAgAONB1AMBjE0PShsJgsiFfGQyFVwOq2omxIGexeO7wBr2DGfsuoLbTdRFCH2a8UUgW2jtoKg9oAuUROmSfpuvQwSj4zi859lpj9mNn3s+KzqIDRt23fwqA2CLJImGh1tlJldbFnLNoyFODmrw+L4eaFTqEDEHqOTHEmAJG1WJRSJYDLtdcfTPgADbYGKGVK+ryW/CWUiX17/Nui+0pUJYY5klhMFkwbMA2P/e9jWD9sPetYfPZhTEEvnUKHFw++yHr27u52N1YUrYDD60CHuwN2rx31rfW89eHd47tj5/07caT1CCb9ZRLLFisrPosKtAGhwHxsz7GiQWa8Mj6iRRdJagglGPjqp6Ox4QKA7vru+PjBj1mCXkJ1x3ql/nu3I5J9WM+EnigrKMNze58TtQaL9hyvN01X6PrNHywsGAwItzOSxRTznDPjMvGHE38I+/6BnzyApQVLcbrzNAwag2g7XH4XGu2NN21J0rmuc1i5dyWqL1azylf4kBGXgcf+8pjos3cjEa01382IWNB9BejydNFJHzPY6ZPUR/R3KpkqjA7xQ6zKEJoFd6W6bHcZpuZMxeKCxahtrhUM9q4kyyO0gsvMfFcOq2QF4GTwjNZ+KxoRtt/k/gYLBi+gNcMP3fkQS01RLpWzqK7bx2wPswa75LwkKMrm9rtFr8udSXei8kClYD0oUZUemDYQdq89lDmWStA/pT+tgeGjw3PvTaRrRdrIzDYy2/Pnf/0Zr45+FXafHTavDSnqFKhkKpoVDgQDcHgdMGqNUMgUvJnseYPm8Xp7bhm1Bb+t+y3Lbz1dlw5vwAuX34UeCT1g99qhU+hg0BhoNjpeGY+ZeTPR4mgJUyEnwfz8QfPx2ujXsLpmNWqba7Fx+Eb8s/2flPZt99kj2mkRz+lkdTLcPjdmDZyFYDCIuYPmwu61QyqRoqRfCWbmzYTVbWXRnYGQ1UyiKhFtrjb6HTODz5exXVG1AhN7T8RdmXfhgu0CHst+DPlp+ZBJZBjRbQR8gZBy9qyBs1DarxR6lR5dni7My58HuUwOXyBUe+kNePHNhW9oVrtsyOUg36A2sIJ8JpV72Z5ltP8RYTRf0AezwYwOVwcy4zKhVWhpYE6yHySbL5GEWAO+oA8AEKeIg0qmwuyBs1HSrwSJqkQcaz2Gst1lYRn1g00HkWPIwaZDm8IWLxYNWYQ3jr7B24e5tD6VTIXCjELsOrcLvqCPCpvFK+IxwDgArxx+RTArV2wqxl2Zd6E4sxh7LuwRDdKjLUMBbvzkIoZbE82OZtQ119Fa5uOtxyldM1pKdl5qHj751ycAEObEMd08Hcdajwnuq8hUhGOtx8Lqf5kWVNHYhzFFxo63Hg871lfnvoLb78bYHmPRYG/AkdYjYcckvz966SgQBGv85LaJWde8rmYdygaXhW0PsBMWYhZdOoWOnotQLT2zfjoaGy5y/AxdBmt+JFZ3vLJ4JYpNxehv6H/V7RCzDyOWTpGswaI9x+tN0xW7fmNaxgjqF0Vqp5jFFDnnsiFlvH27+mI11uxbg+eLn8d7372HHEOO6LNb01iDN4++eVOWJDU7mmnADYiXhpC+lJ+af1NTuCNZ892siFmGXQFOWU/h0U8eReWwSrQ6Wik9esuoLZj5xUzB35HV0GuxKsO0S2DagpniTLQum2nRBVyumX2k9yOitmPv3htScI6kHMkHZpCeqEpkHV/IfovPgkTILokpLKZT6KCQKtDp7oRepQ87FnefW0dthT/oZ9WxkknN5pGb4fa7Ba+LmC2ZmDVYkakISwuWIhgMwuFzwOFzQClTQiaR4eXDL9MXAneffPZjpdmlGNltJBrtjeiV2Asd7g60OluRpk2Dx+eBO+CGTqGDWqaGy++CP+hHoioR62rWhQXng9IGwaA2sAQASYbyaOtR9EnuQylXJGudrk1HlzeUAXT5XEjRpKDF0RJm75UVnwWbx4YWZwt66HvgcPNhpGpDwTNXEbsoowgJqgT4g/6QnZdcR628Kg9UUpXpSHZazJr8ib0n4uN/foypOVNh99phdVuhkWtYlihcpkKcIg7HWo+F2WXJpfIw2y1yXZLUSUhRp+Bo61H8JPEnAP4tivbv5/vlQy/TY3FrtoX6yuTsyVSBnBvITs6ejKOtR1FoKkSnu5Nap5EA3xvwwu13Q68MBfbcrDaxJSJ2ZX848YcwazQuFe/YpWMw6Uzom9wXF+2hun5idzMwdSDLToxJUywyFWGAYYDgIhax/ivMKMS4HuOQqkuFBJIw/12LyYJlQ5fB6XPC5XchSZUk6tNNxjymkjnzOd0yagu2H9mOHEOOoLVgsan4uk2gbkVbrOuFW+3aNDua0eHqQLu7HenadLgD/1b6VcTDF/BBJVfRsZigMKMQiwoW4fMzn6NfckhY0RRnQqe7E1qFFue6zrGowuuHrcfC3QsF7b+WDV2Gn33yM8FM1eaRm+nv3/vuPUFbL6fPSengzOw0F+/f9z7a3e3oHt89TGdGzCaM2ybudx9M+CAsu24xWbC4YDEkkCBJnRT2fDLnHhq5Bm6/G06fE1M/ncp7XCAkTOfxeyLacD315VO8c5/T1tP407/+BLPBDE/AA6PGCIVUgUZ7IxQyBXrqe0IlU+F052lRm7No2sG1ViOUcpvncpkTH6U82nP8z+/+85qKSPIlcLiWtEwQ2901+9ZclVVVJIupnffvxNmus1DJVPS6AaDz6XhlPOKV8TjaehQGjQE7vt0h+rzcKMsqMZy2nsaZzjMsjZfslOyw+QXzmpLY4kbag91KiFmGXQMkq5ORn5qPst0hUaDq6tAENVmdLLpqxMwK/9CIhmaRoEpA5bBKuo1eqcdDdz6E813nRfcdr4wXXIEk2eeBqQMRRBD+oB8ObyjQ4DtfUv9NhNH47LeiFWHjo6AzbbZ+nftrPJHzBPY17sO3bd+GHcfpc+KZPc+gNLsUcwfNxUXbRdzT8x5U7K+gom1CEKsHFatVr22upRnBC7YLUMvVqL5YjZ0nd+KVu19BSd8SWpc+ImsEJJBg78W9qG+tx/Cs4cgx5GBY5jDIpXI0OZoggQRZ8Vk423kWEokE/+z4JzRyDd4+9naYlzEJ5E+2n8QrI19Bui4dXZ4uzB80H1qFljVJIhRqs9GMQWmDEAgGwnycm53N1B+7yd6EQDAAf9CP7nHdYfPY0GBrgCnOhNqmWjQ6GmHJtCAYDOKzM5+F14WPfQP1rfXQKrRosDVALpUjQ5eBVmcrAsEAklRJWDh4ITx+D1x+F+LkcbB5bSjNLsUjvR9BqjYVpzpOoSC9AHPy51BrmvmD58PhcWBm3kxU7K/gfUkeaT1Cs9fcLA+hl0dru/Xq6FeREZfByvaSxaEZeTPw0J0PoVt8N3h8HswaOAtKmRI2jw1BBGE2mlHXUkf7kNlghkKqCPUxoxkn20/SIN8T8MCoNcKoMeLJvz1JM96Evl65v1KUNk+y8majGcmqZEACFhOgw92BJFUSjrUew6wvZ/Fm1JlBOTfYzjXmsmiKTGEiPqhkqpAw3OCF+Pzs52h1teJg00Hekpc1+9ZEFQSTsYeMecRGhhukCzFzgFunPiyGmwvnu85jZfVK1DbX4oURL2B1zeqwsac0uxT33XEfFg5eiEuuS9Ar9fjy3Jewe+041HQIW2q3sLYv6VeCZ/Y8QxfLKodVwhPwCNLC61vr0epqFQyQAdBAtGx3GbaP2U7fP2q5GoFgADKJDKuKV0ElUyFJlYQznWdE93fBdgHzd83H3d3uxtP5T6PUVQqXz0XbI2QTxm0T337NRjNKs0tZi7XEwogbBPAlCAozCrFk6BJRqnqnu5MV8PPRreOUcSw6ORNBBMNK3ci9W7BrAQamDkS5JeSMIoZo2qGWqfHxgx/TuZxCpoiKUh7NvvUq/TVdaBRK4DyZ+6Tgb5w+JzrdnVdNJ45UInSm8wxNshRmFGLD8A104ZdVApBRhKVDl2LBoAW42Pci63ljXsObrSSp0d4YxmQszChE/5T+yE/Nx2P9HoNOoUOCKoFlFXwrU7hvZsSC7isAs4C/xdECIDRJ/m3db1l2VgSFGYVYXrT8mnfSaAJ6vm0UUkVE2g6fciQzm5iiSQlbaedbDeN6KSaowu23ohVhi2Szxa0/HdV9FOpb6lGxvwJOnxMqmYrS6fok9cH8XfPpb/KMeUjXpgsuojCv4fetVR+eNRxbRm2BVCJlZZI73B14MvdJzB00FyqZCuN7jocUUhxuuZwp7vJ2sTKXKy0r8c7xd2jApZFr8PM+P8e8/HnQKDQY1X0U3H43PH4Pvj73NYLBIApNhWhyhNSkB6UNCgusfQEfZBIZBqcNRiAYwBdnv6BZ3pFZI6GSq/DO8XcoDfxg40EYtcaQl2sQyDZkI8WREqoPb67FibYTVKzEF/Chh74HpFIp/vf0/1Kf2cphlVhbs5Zmgju9nYJZbXJtXx39KrL0WSxf+lfrXoXZaObNYpK/+eyryPdC3tpCtlunOk6xtme2tWJ/BfXEZGaUCa4myC8bXIa3x78Nb8BL69j1Sj1m5M2Ay+eCVCINC9jd/hAD4o1xb2BL7Ra0GFpYooF8bSIZdZvHhqcHPo0ZuTMEM+dkAkeuiZgNERDKghs0BszMnUmzaJtHbmYFHUxcqbBZtOMiANaiZGxyEcPVoNnRjJXVK7G3YS+mm6fjnePvCFJazUYz/nzqzzAbzfQdV5BewPLMZW7PFSickTcDAL+dGACM6j5KtK3kXev0OdHubhfMPgOh7KdcKj5VJPv76txXcPqcYfZg3O3E9sEEsR3jMsAImC4DAHgTBNUXq1FRUxHVmMT8DcAex5LVybwZTKvbyrIgFdrHc1XPRbQ5i6YdepWetsPqtkZtIxbNvhNVidds3BOjkE/JmSL6W51Sd9WJq0glQsx+R67JuB7jwksALu7F6n2rMSd/jujzcjOVJJFrLjYOPfXlU/hgwgfYeGAjfY4IblUK982MWNB9hSDBY5OjCcDloLCmsYZ3xdnn97HoNEwqtE6pu6GTu1RtKisDTSCk/klAAl++OimNXIP+hv4403kGjfbGsMw381z1Kj2WFy6Hw+eA0+dEijolbBEgGmExPssvPkX2nffvpBR0rt0Zc/KSrE7G5pGbIZVIw1bMSY0YXz1otLXqGrkGU/pPwfBuw3HJeQkGtQG9EnshEAigydGEZHUyvAEvHD4HJAjVKSukCnx25jPUNtdias5U/DTzpxjVfRTuyrwLcYo4BINBJKgSsGjIIhxuPgxTnAn/L/H/weV3odXZinhlPBKVibjouIgRWSPQ5GiC3WtHEEFIIQ0LrElAyvRhzjPm4f5e96PL0wWbzwaZVIbf5P4GHr8HBo2BFfQzBcgAfp/n2uZaVqDKvE7TzdPDWAN8Cy7cgJdZ4x7JnmfuoLm8CysAYNTy29UIWVCRffLdc9ImobrCKwnymQteBq0hzIJN7JqT++jyuTB74Gx0ebpQ0q8EUokUg9IGIT81H9kp2ZRxkapNxbFLx6hXOl/NNgm0uRM4Zq12Rlw4q6UwoxCT+k7ClE+nYP2w9TRLcKOEzWKTixi+LzrcHXRyG40lz7b6bZg2YBpqGmtQZCqK2p6q+mLI91usvrTZ0Rx17Xi0deZXaw9GUGQqosmKSPvgfhaN/gwAQWspMUHbIlMRrzUS8zzE6ljbXG28dezcfUSyOROyaBJrR7Q2Ylez7x8aYm2taay56rrtSLgS+zBAuP+S7zwBT0Rm682CaPoHGS9ibh3XB7Gg+ypAOmWxqZhOEvlWnDVyDSb0moCy3WW8lhpTP5uK/NT8G1ojEa36JxPkBcgNaoSExZj110IibATcRYBoAttofHeZ9FQAWDB4ARpsDUhQJWBF4QqWAnWbqw1PfPYE3hz3JhVhy4rPwhdnv8DML2ai3FIOiUQSNlnhW6nXyDUY2W0kzAYzSvqWoIe+B7xBL5rsTZAEJSHKsd+DC10XIJPKkKhKZGVsiWBZfUs9zf5qFVp8e+lbpMelw6gxwhfwweFzoFdCL3gCHpjiTMiMy8Sq6lU0aM415kIr10IukeNvZ/8mGFibDWaM7TEWR1qO4GT7SXo/SaC8et9q2rbtR7aH1cRfic/z5OzJGJQ2CHPy5wAIqX8OzxqO0n6lMGgNsHvteLz/4yjpVwK5VA6jxohR3Ueh091Jraz8AT8cPgfmG+fD4/dQWvbJ9pNIUiVhy6gtkEvkSFQnwuf3odPbiaOtRxEMhhYbXhv9Gv3O5rPB4w+pzWsVWnww4QMEAgHIpDJa0+30OfHRAx8BADw+D9pcbUjRpMDpc+L9+96HLxiyXFPJVBiUOgiTsycjWZ2MHcd3YHL2ZABg+WeTGrJog3y+Ba9I15xZbsC8j9waZz5v7Rl5M1DiLqGZ87qWOvqc8GXhuLZfhRmFaLI3YVyPcdQqDgCLkhcTNovhdoDNY6P/Jn7bQiDPh1QixYm2E1g4eCFVJRfbnqDJ0YT5g+fz2nXNzg8tqC0uWIzK/ZWs7y0mCxYNWYTPznxG6dYn209iScESVOyvYG1blFGEJUOXoK65DimaFIzvOT5MDV3IHowLomkSCAbCgitSXtLoaKQ2TgNTB2LagGlUK4d5/oSVlmvMpWO7N+CFw+tgfc+1f5JL5XSc4bLhhKzB3H63aKmJ1W2F2+9mWZ1JJBL0S+7HawfGtTmLZGXFbAcpoWtzteFM5xnEK0MaAWK0eU/AgxVFK5Cdko0LtgvUFYK5/0jn+H1Bkk5c9x8mdhzfgQ8mfICKmoofXHCYz2KKvN+yDdmwuq0YNWEUnR8cbj4MX8AnuL9WZytltjLnTkBIhyHSwvH1gtVtRburPeJ2zxQ+g8n/G5qb3GzU+NsRsaD7KkEeZL5MMEFpdinW1qyNSP2Jxp7rWkIsy8O3SkgGFe7gEm39tZgYA3cRIFGVyHpJR7LZElsRP9R8KExUjiwKvD3+bZy3nadiGv9o/weUMiWlEW0cvpHul9TBKWQK1kSEWate11KHKf2nYES3EQgGg0jXpcPlc8Hj98Dpd0Kr0EIpV2JNzRrUNteiNLsUd2XehQ53B+bkz4FEIkGLowWP938cmbpMjOo+Ch6/BwmqhJCYWVw6MnQZONx0mHpXu/1u+IN+qGQq2L12zMufBz/8eOnQS2F2YhaTBb6AD4PSBlGfeW492pZRW6gtGDOwm5k3E62OVmoLlhWfBSAU6DIXGLrru8MT8MDutUOv0GNCrwmh8/c5cX+v+yGBBEaNkVp9Ob1OaDQaBBFEq7MVJ9pO4C7TXZBKpAggwKrHlUqkVGCN2eaSfiU4ZT2F3439He/3k7MnY3DaYGw7so0GmMBlqy9uVvnV0a8i4A+EeU+XDSmD2WCGRCKBBBLolXp4A16oZWp0uDtgdVtpnfPQjKF4a9xbkEvl9Dcn2k9g58mdmJU3C2+NfwtOnxMfTPiABv/+gJ+e51vj34JeqadWX7nGXKSoUy6rrQv0eT6F+x/SWxsIzwqQZ5HUak8bMA0Ldi1AuaUcvzvyO14q+z/a/4Fni57F6urVEVVVb6YsQgwxEDTaG+lEXSPXIDMuU3R78h7TKXTok9wHjfZG0Zpp7nsvKz4Lrxx+BTmGHLownKhKRIYuA5UHKvH1ua/peD81ZypkEhkcPgfqWurw8z//HANTB+I/7/tPXLRfRFZcFuQSOcb0GMNy+mh3tUMukeMvp/9ChSxLs0vxRM4TUEgVsHltqGup47WwStel43djfwe5VI44RRzqW+vxs09+BgC0TQqpAr6AD/sa99HyEsJII/ORDyZ8gC5PF/UkF2KyEaeEZHWyoE7HPXfcg0FpoYXQdF061h9YL2ghRc6nZ0JPwbkZX31ykakIvxrwK8z8YiZLTJLsl2lzFo2VFbMdZQVlLMtUILKNWA99D2w4sAHle4XHcbFz/L5gXiMxmyqnzwkJJNeshphb3hivjMeqfavC3m8l/Upwou0E7ul5j+BihlKqxMLdC/GrAb/CsqHLsKZmTdj9e7boWXSL7/a92321INd9Ut9JotsZtUac7zpPF0Rii9rXHjH18qsEWUWSSqSsII4JrsokF0y1zkiKh+R4/qCfV7TsWoKrYkjazVUb5f4tVIelkWuwtGAp8tPyQ0re/z4Xg8Yg+HIjx+fbJ/O4RA2ZD9PN01mWJnzK1yQoVcqU0Cv1qG2uRcX+ijDVVaJy/syeZyjdWyKRwO1zI04RB6VMiUPNhzDAOACV+0NUauaxZubNhEFtQJouDRm6DNS21IYpe//5X3/Gi8NfxLG2Y/Q7IOS5bVAboFfqYfVY4fK7EK+MhzQoRZOzCUEE4fK5kKHLwIn2E6jcH1Li5lO6XVG4Ap+d/Yw1qSI1170Se6HT00kztzavjVLfG+2NAECtvubkz0H/lP5ocoR8v7UKLRURiqTazVernaxOxutjX4c/4Eers5VlMZagSsA/2v/Bss5irjYbtUYcbz3OUiAnWY8MXQZOtJ0I+04hVUAhU8Dlc9HAzuV3QSfX4du2b7G2Zi09FvNcmErpfHXRRCGcqxIqFOSXDS5DrjGXihNaPVakadNg89jQ6Giki0KnO09jSv8paHe1Q6vQQivXQilVwhPwwOq2Qq/UQyqV4lzXOWTGZeKLs19Q1eNIrgFCzy05J269JvOZ2zxyM9777j0sG7qMPstkoqNX6eEL+Oi5Ob1O6FV6OoaRMS6IoKCw2e2qmnqrKXRfT9zs14bU1f6i7y8oCyVDm8FbLgJcfoaOtB6hyv5X8swVmYowtvvYMCutK31uiWNAT31PvHbktbDfie1PqA3M/V50XIzqOvDZX3GDQKvbikW7F6G/ob/oOT454Enec2EeDwi3YONrk5h7AbnnfPM+oWs9vud4jO4xmuWyEM0+ik3FWFm8Esv3LI/6eOTzcT3GCd4js9GMY63HrlnAzT0/sf50PZ0iornuzGeT7/tt9dvwyshXeBlmZLvVd62mDkLXE8zzizQmkOd0W/02uoATo5dfHaJ9T8WC7qsAc/WOL2AALisyEtoGH5iTVWLPJXS8NfvW4KE7H4pKtOxagM8CjGu3ww14hSzAhKySLCYLyi3lvOdCjk8m73wWaNUXq3mPKdQe5u+YtbJMmywiLPJ/F/4P+y7uo3Sin2b+FIFgABq5Bmq5Gmtr1tKM9bCsYdDJdahtqcXX575Gn+Q+uCvzLtg8NhjUhhAtOuiHy+dCoioRnoCHBrEn20+id2JvGLVGePweJKuT0WBvgM1jQ4YuAzKpDM2OZmTFZ7FYFEyKMF92NxgM+Vdb3VZqGREMBjG823B0ujuRpkuDN+AN+VurkulxMuIyUFFTEaaITjA8azjm5s8N2YH920tbK9OG/LP9Dnj9XvTQ94BEIoHL52IpkBPPbaJA3upqhcVkgRRSqBQqvHjwRWQnZ2N4t+FocbRQP2/iL/3r3F+j3dVOFXeJsBcASh2ze+2i3wH/tj1Tp1Dfb4VUEeaVnZ2SjUZ7I1Ug98MPpUwZup4yNf7e/nfRIP+V2ldYgmap2tSwhQNuAC92zUnAzqS3SSVSZMVnweP3UP9zcp8HpQ2CTCpDnCIOHr8HcokcrkCo3t8UZ8KXZ7+klEOxZ4jvOSJ/k4llcWbx9x6P+GxlrmQy8H1/f71xsweWNxI3+7UhdlFjuo+BRq6By++CzWtDijoFa2vW8paW/fHvf8TcQXNxynoKcqkclxyXMCh9UNgCvsVkwVMDn8LCXQtxX6/7MDR9KBQyBdQyNbwBLwBAJpGhxdGCjLgMTPzTRMF28j3XHz3wERAETneehkaugT/oh0wig8fvQVZ8luj+Prr/I2w4uEGQbr5+2HoA4dagkdpE2pWoSoTD60CnpxPxynioZCpcsF3A1E+nClLIx/UYh4f/9LDo8SQSiajFq5htFhlX2l3tNNPPtZBUy9VIUadgyqdTWJnSj+7/CGm6NDoORbKy2jxyM/749z+G7MC8Npy2CtuBkQQPH22ezxqM/KaHvsc1mzsybdSIUGyCMgEvH375hsxhCch1F+pDw7KGocPVAZ1CR9khO47vQH5qPp4pfAbr96/Hl+e+xAcTPsCjnzwKgL+koXt8d/RM6HldzomJf3b8Ew/+z4O0XUK2gtPN0+HyuTB/13zkGnPxTOEz11RI73ZHzDLsGoGrwMi07Zg2YBrUMjXN3ojVsABsypgQrYMcL8eQE0bdJg/5ibYToeynQKb4hwCfBdjafWtZqu3R1F+L2Wodbj6MPRf2IC81L8x/l3t8Pgu05/c+L0pP5YJbC84MeLgK0osLFmN41nBIJVKWMNVdmXeh2dGMX/b/JdKGpKHV2Qq3L+SRPMAwAL0SeiEQDIQCbo0BSqmSpULe5GiiAWGyOhnbxmzDRftFNNga0CuxF1ZWrwwTJyPKuMxznJozFWesZ1DStwQT75xIA2uZRAaDxoBmRzPcfjelNW8YvgGvH3mdimSt2bcGJ9tPYsuoLejydsHmsaG7vjucXid+1udnmJk3E/9o/wdOtp+kCuTBYBB3JNwBd8CNNF3aZQE4vwOQAFJI0SuxF9w+N5tCLtfA5g0JsSllSti9dvQ39AcABIIBQAJccl7C0/lPo3J/JYsGzlT6JtR3vu92HN8RRh3jfsdcAOIKv43oNgJvjX8LQKgtkqAEvRJ6weFzwBVwQSlV4quzX10OzAeX4a3xb7GCfNKfhqYPxYsjXoQ34A0L/pkK5F2eLszJnwOnT/iak4C9trmWt+Z+zb41kWu1h5Shf0p/tDpboZKp8OXZL0PZ/39TDiPVpDG/J0I0xEf7hxIk4+7H6rbilPUUXXTj2n8BEFyUA27/THkMNw5BBHGi7QRyjbn4/be/Zy2Elg0uw9z8uaGSIrkWQGhcHN19NLW9AkLB9R2Jd+DpgU9jas5UWN1WKsb69rG3sW3MNqzat4rXkurjf36MGbkzcMF2QbSdfM/1RdtFBBFkWZJNzp4MhUxBF4KFcKbrDAYYBuCJnCeoVSOTbh5NbavQNqetp/HhyQ9Z/sfFpmIsKhCnkN93x32iNc56lR6R8kxCtllCdmS/G/s7bDq0iW0vxaCUk7ac7jyNFw6+QMehSPWzepWel1LORz8PBAP4/b2/R7wiHuv2r4tIVwdC1mPXcjzks1EbnjWcWsrpFCEh4eu9IEr824XKFO7peQ9+tftXrGeTlDwkqBKwsngl5rjm4JLzEgDhkociUxGWFy6/rjTzRnsjywqYz1awW3y3kEaN34dOdyfWD1uP+tZ6/KP9H/jw5Iex9+Q1xk0fdK9duxZ//OMf8d1330Gj0cBisaCiogJ9+vS5Ie0haoB8K1s1jTW4v9f9rNWtaFQTIyljVjVUYVLfSSxxMr6H/HpOLNN16VhZvBLtrnYsLlgMf9APKaQR66+v1FaL6b/NzVpxB2pSJyXku2uKM7G259aCK6QKtDvbWcJeiapE+AN+WN1WyKVyNNobqR90i6MFSqmStqfJ0QSdXAelXInzXedpTW4QQRg1RgT//T+mX3WyOhkbh23EuB7jIJfKsWrfKmo58/6J91l1uHUtdZhuno5R3UehT1IflGaXoq6lDn/+159xT8970OhoZGWySe3y60de51Ug/3mfn4c8sH0ePD3waSjlSjTZm5CiTkGiKhENtgZIJBJ81/YdVp1chTn5c7B9zHZ4Ah5IJVKo5CqsrllNqfNE3ZoZzJIgkI/Kz8zsvnz4ZRZFW4gWJab0faXfCS0AaeQaPHznw3jx4IuUDm/z2fDCoRdY2xWZivDCiBcQCAbCgnw+qy/y+dvj3oZaoYbT54TL74JeqacTsEuuS4IB+6GmQ5BIQlT/NF0a3h7/Nro8XTRAP9VxivpuMrPptc21Yc8Yt8avpF8Jdp7cidLs0ohiZuR7i8mCxQWLIYEEk7MnRz1xYpbKBIIBAKEJGl/JjNVthdVtxap9q2g/e+nwS7wLC+S5iWQtFFvJj+GHQrOjGWtr1mKAYUBYCYnT50R5dXkYjfMPE/6AZXuWsfZT1VCFQDDASweebp6O56uf5x3TAKCkXwkq9lcIKi4TCD3X7377LkvXgYyTkfZH7Ly21W/jpThHGkfEtlHJVGHaN3sa9mBdzTpRq8eK/eLWYHqlHq3OVtE28WX7hOyuyDHNRjN2nd9FP9/bsBfBYJDVFpVMxRqHItXP6pV6rNy7kveYANvqy+P34EDTAVGLTO510auuHWtEyEZt1/ldcPvdMBvNmNBrgmhJ5bVCvDJeUHC3+mI1Kg9Usq4VV4SXzD0J00RoX3sb9mLl3pXXjWZO+ii3jpsr8izELtk8cnPsPXkdcNMH3bt27cLMmTMxZMgQ+Hw+LF26FGPHjsXx48eh0+mue3sirZJN6DWB/s2nmki2Iyu4kdQZyWScGSAKPeTX+4GJpD7Ol3WO1lYLCPffJp9Fo4bO57sLsBdBNHINppunU2/uHvoecPvckEgkCCAA+EOLHmqZGi8ffpkGYCcunUDv5N4waozwBDxIUiXB4XNQsZpvGr5Bdko2Xq17Ff1T+mN4t+FocjQhQZWAY63HaBCUrE6mgdmgtEEwqA0o7VeKWXmzoJKHhKjmD54PtUyNB3/yIJx+Jy7aLoZExtpPUJr1q6NfxfoD6ykt3uVz4aemn8Lpd6K0XymeND8JnVwHl99Fae3+oB/xynh0uDtY5ydm97Xp0CYkqZNo3aKQYjlfMMu9v1wVbq6dlpggnpDS95V+J7QAFMm6jGBvw16M7T42aj9vjVyDR/s8SgN4cr231m7lvd4kYCcLfIUZhUhQJsAXDKmotzhbUH2xGjtP7sTP+/wcI7qNQLImmQq1rd63mgq1XbBdgFFjxD/a/4G6ljpWW+k1/7dnsBhbxGKywBRnwof3fwitXMt65oQo3dzSkA0HNuChOx8SrIUvNhWj3FKOIILYc2EP/nr6r1GLwEVjLRSbTMTwQ8HqtqK2uRYz80J0ZT5nAiI2aNQaUWQqonajXHBFCQki2Y8tGLwA1RerYTaao7b1Yn5WfTFkn9gnqQ/UcjXilfGorr6y/XHbXmQqgkFjgMvnQpGpiNdSS8jGivk5t211LXVI16YLjvFcazCu3kcgGIDT58TwrOGsIJnAYrKEJUCsbiuaHE14+M6HUdKvhFehnAhbMjPJ1RerMSNvBj12giqBKpO3udoErazIHMcf9NNjcinlfPse2W0kZVFxwb0/10qUkoz1br9b1EZt2oBpN0wUM1mdjIL0Al63IdJXtAotco259LrvadiDVmcr6/0Wr4zH8KzhEZ/PDnfHdQm621xtONx8GL/o+wtsH7udJmCYfafIVITjl46H/Zb5zMXek9cWN33Q/de//pX191tvvYXU1FQcPHgQw4YNu+7tibRKtq5mHUuMgKvGzfTp/mDCB2FZHe6klayGMleEI00siU3Ajahp5KpE/sdP/oNF9RRa2Y7kvw1cmRq6EM213FKOvQ170SepD7QKLbLis+D2udHl7YLKr0JQEsRLB19iZWMB4OmBTyNOGQef34fu8d3R6GiE3WtHr4ReqNhfQQNeX8CHMT3GwOV14en8p7H+wPowGyZCKVbJVOj0dGLp0KW0njpdl47K/ZWCtdrMmq3CjEKoZCq0OdswI28GrXv+l/VfUMvV2HF8B8t6jPlvck2vxO6LBMZ1LXWYlz8PI7uNBMC2+oIk1OY4RRwMWgMe7/849Ao9VHIVhqQNwdz8uXAH3AgEAxjZbSTkUjn6Jvelar8kIExSJVGxOuaL40q/IxR7i8kCqUSKN8a9AZVMhQ5XB7X6+sN9f4BcJofH74HD54BeqYdcIkddSx3yjHlIVifDqDXikd6PhL3ErsTPm7sYEY29GpMRQIRdhAL0rXVbWf2j2FQMf9BPRdQIfZSPakgmZfHKeNyVeRce6PUA1tSsCVPmnTZgGkr+UkJ/ywyQuZmgkd1GYsGQBVhVvYol6iK00EKwp2EPvrnwDT478xkm9Z0kGlBzP7tRPt8x/PhwrvMcujxd2Dh8I3RyXRiVlvmsEUXwZUOXieq88PXfSH3a6rECAC0xAdgLicRFgFnHzLX6Ot91niWGKLa/IlMRJvWdFGYTxrQJnNR3EqZ8OgWFGYVYPGRxWNaTqI1vOrSJtQ8+CzJm2wozCnFfL3EKuVQipQ4iYkrnAFiBd2FGIRYXLGbNG65GoZzZrk53JyurSPqE3WPHHQl38FpZkfc9c47DN25z9y3UBgJyf66VPRjzWm0cvlF0W5VMdUPdepQyJeszsUQauabnu86zrnexqRhLhy4VdTACQiUceqX+mjNQ7R67YP125bBKfPT3jzA5ezKkEinePPYm7SN8z1zsPXntcNMH3VxYraEXTHIy/yqZ2+2G2335JdXZ2fmDHl9olYygqqEqbJUomjpHvsG92FSMZ4ueRbGpmJV9EnsJa+QhyyWiXshV5E5UJV7zAFys/jpRlYj9jfujyoALeRRzJ+mHmg8J1oIzYXVb0eXpwgDDAHR4OmDz2VhBzMy8mUjTpFF6uT/oh16ph9vvhtPnhNfnhVqhRoO9AVa3FanaVBxuOoyf9fkZdhzfQScp62rWwWwM1drnp+Zj7sC5UMtDwjdNjiYoZAq8cPAFnGw/iVdHvQqbxwaXPyTm5ff7UdovVH/DFBkbaByIx/o9xlI3Z3ptM6/JisIV+P23vw8L7LhWX2SFfufJnZhuno7R3UdjeOZwzB00F53uztC5cwLk/in9sbhgMdpcbYLq41zq+LYj22jGv8XRAqlEiiR1El6texW7zu8KW0iIU8Th2KVjVHWd77tXDl8WJjMbzHh7/NtAEPh7x9/xk8SfAAAcPgdGdg8tDLx86GV6LK6SehBBbDu0LWxi+cKIF5CmTcP6/eux9yJbLGjj8I042noUBo2BUum5AT7T6qvF2YLMuEwEg0EquBbJ6ovZ54UCVL4AXWziIEQ1BP79DHqAhbsXYuPwjRjTfQx+nfvrUF9Q6fHP9n+yJpoAO0Dm0iD/X9L/w8q9K8OC5sf6Pcb6Lx8MGgOqGqrw8J2XRZGiCUhiPt8xXA9ctF/Evov7kGPIwb86/oUd3+4IezaZz5pKpgqz5+EDX/+N1KfjFHEA+Os3VTIVDBoD/u/C/1FhM71Kj28ufMMKzviOIbY/rkgYELIxe+eed1j7/urcVwgEAyjpV4IZeTPQ6Q7Nx+pb6/HEZ09gYu+JeKT3I4Lt4rat+mI1KmrEKeROnxMl/Uowf9B8vHDwBd77UrG/AiX9SvBI70foedW31kMCCd1OiFLORx3n+4wPpC3LC5cD4LdIXb1vdUSbWT5EakN3fXd8/ODH12T+x71Wkfrsjc6iJqoSWX+LJdLI91zsadiDNfvWYHHB4ojHux4MVL1Kzyq9Iqi+WA2JRILFQxZTu8APJnyAv7f/nfZ77jMXe09eO9xSQXcgEMCcOXNQXFyMnJwc3m3Wrl2L8vJwi4QfCnyrZFxEs0rEpwbOHdz3NOxBRU0FlhctR2VNJRUtExvQmN7gzOAHCE16WxwtSFQlIis+K6zG+VqBG4SrZCp013cHcHlQi+S/DfAHKdzsd7I6GauKVwEAGm2NkEqlCAaDcPqdUEvV8MOPYDCIs51n4Q/4MTl7MmblzYJCpoBCqkAwGKQ1yxqFBhsPbkR2cjZGdBsBqUyK5/c9z8pCbx25FX748UjvR6jwVV1LHabmTMWEOybAF/BBJVfhov0ibB4beuh7QAopFgxeEFLP/rfgWF1LHYLBIO7KvAuBYIBFEd4wfAP+98z/hgmKER9tUuudZ8xDgjIBKrkKpjgTSvuVhtTSJXJMzp6MzLhMrNu/jvVCH9FtBN4Y+wbqW+sRRBBWjxUp6hQkqZPQaG+EXCqHSWeCx++BL+AL+YT7fZBCisf7P06p8BJIsHDwwhA1Pxjy1H46/2moZCrMHjgbF+0hWnx9az1LffzRPo8Kqo9zhcnId0sKluD1Ma/jov0iVej+l/VfGNFtBHon9WaJtrl8LqjlaiwYvACzBs6C3WtHnDIOSwqWwOqxQiPT4Nu2b2mGnUkxU0gVaHe1Y4BxAE60n6BBvifggVFrhFFjpJNP6ukdDGDToU28rALgcjZiRdUKJKmSsHXUViQoE6CQKQCEapudPie2jtqK2pZa5BnzRANUvgA9Uk2fEI01QZWAmsYalGaXUqE+pj0gn/UMcDlAFmsbcPl55v6XD0y/b4JoAhIxajxhhsQQw/dFp7sTRq0RTn+I7RKJSnuu8xylb4r1zxZHS9jnkfp0s6OZfs+t3+Srtd48cnPYNkyaN/N4QvvjBtyFGYX44uwXvO/oXed34ZHej4RlZgGItouvbUA4hZy7fV1LHcwGM5ocTazFUibIGMjNXE7OvsxCIHo6Yr8X+0yIPl99sZrWAwPs+dEp66mojim2b76xvdhUjAxdxjUL+rjXSqzPXitq+5WAS+2PRBGfNmAaahprwr7b07AHvoAvYhnG9aBsewNewbKLvQ17YfVY4fQ5UdVQhQ53Bz48+aFgCdmNvj+3M26poHvmzJk4evQovvnmG8FtlixZgnnz5tG/Ozs70a3bD6seyF0l40JMibzN1YYOdwe8fi/2Ne6j3rlCA+2X577E3EFzWaJlJJvG9xtmFl5IkZv6AafmhtVFXw+k6dKglquxvHA5HD4HnD4nUtQpYecUrRr6zpM7MShtEOYNmheybPG50O5qR5I6CRsPbESuMRdjeoyh/tUuvwsDDANCCx7qRDh9ztD/4USCKgEOjyNkreTzUGsmX9CH+pZ61LXUYWbeTAzLHAa5VE4DvxPtJ/DMnmdQkF6At8e/DblUDqfPCblMjjOdZ0KBrCoJkCAs8B2eNRzzBs3Duv3r8PLhl1mfvznuTbQ4WzDxzol4rN9j1KLEbDRDJpHh531+jkUFi7Dp4CbkGfNwsv0kjFojfAEfMnQZkEql6G/oj3hlPA41HcLZzrN4ZeQrSNWmwu13I0mVRINIBIFUbSoa7Y2QSWWQSWQwxZl41ccdPgcy4jKw6eAmTOw9Maw+l8+qgvQ7Ekwz7UyA8ED7i7Nf0P2yMt2tx/DY/z4WFuzyibaR4PftY2/TEoBWZysSVAnQKXR48vMnYTaa8ea4N0P1+4wFAKaYWbGpGN6AF4ebD4fs12QqdNN3w7v3vguZRIYub0hF3+axsZTH61rqwkQXdQod3hj3BrbWbcX9ve7HtiPbBH2+7+l5D2bkzoBBY8CmEZuQrkuHJ+ChyuOJykRKtYw0cWBOxrjPUmFGIXQKHR2PyH6uJECO9Dl5nrn/5QP5jjl545vIcT8TosQSCl1FTQVWFq+84ZmWGG4MfigrObvXjiRVEmQyGeKV8Sx3AW4JikwiQ7+Ufnil9hU4fU5BCvjCwQvhDXixsmglGh2NyE7JhifggUlrwn/85D+oyCYB6dMrqlag3FIetk8+2igQ7j7A3YY8QxKJJOx4fJRwJt2cLHhzEY2SORdC7QdC4wMJmrhsPl/AB5VUhRZn+AKGUJuYlGvSR9pcbdgyaougLRhz7CXwBDyYbp6OgvQCSCVSuHwuWsfN3M7mseGU9VRYP4yUsPEEPFhRtALZKdm4YLtA28dnCcZ3btcCRBiTCaFx+Fq3JVpw9ZYi9U+pRIodx3fwCihLJBKsKFqBldUrw0oAmX3A7rFf03MKBAO8ZXekXzAFBF0+F11g4o4Z3BKLGH5Y3DJB91NPPYVPPvkEu3fvRlZWluB2KpUKKtW1zWYICWAAwqt4QnYTlcMq4Ql4RI/X6elEz4SeYZZdXIG2YlMxKwtPRDaE6qKZmavrbakTSYQNCJ9Qk4k4GdTyU/ORFZeFYK/LwbRSpoQn4KHB95ScKYhXxCOIYChQkaqglqvR5e1CgioBGw9sRJ/kPsgz5sEUZ8KmQ5vw8J0PY1v9NipuRmpdJ/QKZa4lEgmr7jozLhMvj3gZY3uMpcGkSqYKEydjio8RaOQaTOw9kTewnth7Il489CJ6J/WmAmkWkwUP/uRBaivWXd8dbq8bT+U9BalECgBIUadAJpVRr2ayv/mD5uO10a9hdc1qnGg7gS2jtqDJ0YROTyey4rLg9Dqhkofogy6/C3qFHm3ONth9drj9bmTFZUEtU6PN1QaDxgCv34spOVMQp4jDjLwZuOS8hDn5c+AJeODyuSCVSGE2mmkWma/fidl8iSmAvzXuLQQRhFQihcPngFamRWm/UpRml0IpDZVRPDXwKaikKgQRxJScKQgEA6i+WM0K8reN2YZOTydsXhtqW2p5A22yOAYAW0ZtwTvH34Ev6IPZYMbZzrPIjMuERq7Bua5zAIDv2r7DsuPLUJBegLfGvUWz/xKJJJRpV8TB7XNjdt5sdHo6UdKvBFKJFIPSBiE/NR/ZKdlw+93UN/fYpWPU2o0oxBMw6/iuxOqLGfASL2BCHefbLpoAOdLn5Hnm/pdvtb3F0YIiUxFr8rbz5E5sGbUF07zTYHVboVVoEQgEMKb7GDQ5mmhfX1G1ArPyZmHuoLm4YLsApVTJotDNcc2JTSp+hBAq4bqa916KOoU6N7x373ui9dxyqRyv1r2Kcks5ynaXsSjb8cp4aiU46S8h1eEto7aEMZuGZw3H7IGz8Vi/xxAMBmHUGrHr3C7ap8k+5w2aB6fPiS5PFy9tFAC6xXfDm+PehF6lxxdnvgjbhuzvgwkfhBwWfC66PyYlnI9uHu1YwIdkdTI+mPABWp2tSNel87aNIEGVQN1Kgghibc1a1vUnixhitd89E3ri3XvfZQW939cWrIe+Bz48+WFEyy6X34XH/pstbPac5TnoleKK4j3ie2DDyQ1h7hPM/WfFZ+HjBz++Lno+5HrxKWYz+7lepb8upY1XAia1P9K7k9w3vvIti8mCcks5lg9djtOdp5GuS8f6A+vD+sB//OQ/rs2JADjXdQ7rD6wPWyRj9gul9HJsQFx1BqUNYpWOcEssYvjhIQlGMi28wQgGg5g1axb+67/+C19//TXuvPPOK/p9tIblV4pGeyNv0Mv3Are6rbTGmovCjELMyJshKq7y8YMf81or8K3at7na8MB/PwAA2Dh8I1QyFYtCxWepw1yZIwIXN2pwZJ6TXqmHQqbA83ufx56GPZiZNxMmnQkDjAPg8rmgkWvQ4mzB28feRo4hB2O6j8GxS8dgNpppVtvhcyBeGY9jLcdg1BnRaGuEUWuEQqqAQqaAVqbFyfaTyDHmwBvwwuVzQafQwev3Ik4Zhw0HNrDqkRNUCfhH+z+w/eh2LC5YjDRtGlQyFSt7zRUnO9F2An2S+2BU91E433WerkKSmuz3vnsPtc21LJXVDF1GSClfocEl5yXqge0P+qkSuTfghVQiRaIqEa3OVnR6OpEZl4njrcfxSu3lmmepRIpu8d3g9rnhC/pCdl+MNhOLL61Ci1Mdp2DUhlTZs+KyYPfY4QqEbK3UMjUNHjvcHfAH/UjXpqPV2Qqrx0qPTWqWmau9CqkC/2j/B+s7slqcocsI+URzviP3yOVz0YUsh8+BRGUiFDIFmh3N6HB3QKfQXabAB31w+V1QyVSQQoqtdVvDxHImZ0+mQT5XlIwwG5iLVEuGLEFeWh5cPhecPieS1cno8nShydEEU5yJnjNTmIQc4w8n/kCz2HUtdax7nKZLw1dnv8L7J96n6uPNjmZIJBKqkDswdSCkEimUUiX+3v531nGY50SUx/msQAgIVbwwoxBz8ufggu0CsuKzEAwGWTWaTEsRpvgZnx0NENIQ+NvZv4WNb9yxhlvrz/wvWfgiVHti12fz2NDkaEKqNhV6pR5ratawSme47IAiUxGWFizFX0//FW8cfYN3wv3uvaEa+ZsJ1+o9dTvgh7g2Yu/gYlPxFdVbWt1WLNy9UNSiDgg9l+N7jkeDvYHXVotYiTEXGiPtj/yejzZOMsOtjlZeRwXmPupb6jGu5zggCN6yEeb+VxSuwGdnPxNUIBdrE3MbABHPjYw1R1uPYmyPsSwxMQLm/RK7r0WmIoztPpb3/CwmC0vwFog8TxM7t23122AxWQTbHM11KjYVY2XxSjy751lBm1k+Sznm/o+1Hrtu7jXM6yXWb6/0+boRsLqtWLR7Ee91J/e1wd4geo4rLCuw5/wewWePr8/9EGh2NGPZN8uieq6Y/Y/5GfM8bvZ7dbMi2vfUTR90z5gxA++99x7+53/+h+XNnZCQAI1GE/H312Iyw/SZ9Qf9cHqd0Kv0goHqKespGgjz4f373g/LYBFwXzCRqHHMwYNQTYjyJxDu0Sc0eb3emW8+kOvsDXhpXXa8Ih5ra9ZiUNogDE4dDEgu0/kVUgXa3e0IBAMsOrHb70Y3XTeolWo0O5ph89hg0pmgVqjh84cy1y8dfolmlIPBIHol9oLT54Tda4cv4KPZTqfPiTE9xuDpgU9j1b5VNBtOKd1xGZBL5LB6Qpk4nVwHm9dGa6+ZQVe6Lh3HW4+j1dWK4sxiweCaG2gDIXqjXCpHhi4Dmw5tom33BXzIis+CVCKFx++BRCKhgUeSKgmtzlb4Aj5WMCuVSGmQw6VocwMkIfo4l1JFaOB8AfiVfEdEysRE27jbEFhMFpT0K8HyPctZ1EAS5DMXJoiv9amOU2h1tcJisgAIZSTiFfE4dukYNh3axCtcx6R5Tuw9EXnGPOrL7vCFShWcPie8AS8CwQClqGenZAMAMuIyUN9cH3Y9ZBIZnD4npeDnGnMp3ZIbTG4fux01jTVRTWqZ+5huno4MbQZrosCcQHH7Ad+5T86eDJ1Ch1PWUzBoDHD73dAqtNDINNCr9LQfEkE2KULsBJ1CB5UspAew4eAGPHznw6ySAOaxuJM6sUlekamIKr3zQWgR80YiFnQL44e4NpHewdH2iWZHM9pd7Zj4p4nQyDV4bcxrogvmH93/ES2FAdgLX4uHLMZnZz6jzBZi1yW2vw8mfIDzXeehVWhh0plw3naejmk6hQ4urwuPf/q4oIrxoiGLMOkvk+D0OfHBhA8Qp4hDo70xZB3578XgE20h/Yqy3WXINeZSPRA+BXIylgxMHYilQ5diw4EN+Prc13Qbi8mCJQVL0GhvpMKkm2s3h2WSmWPSzvt3wuFzIBgM0ncvs8yIKQjb7mrH/f99v+D1+sOEP4SJqZHMpEauYc2nAsEAHvyfBwGAl0acok7hFZB755534PF7oJQpYfPY6HjN3W7zyM346O8fYbp5OtpcbVRvhEkD/vjBj6GUKVn+3MRCbIBhAM50nYFKpuKllG8fux099D2u+ZyNaQv2yJ8eoW28WeeR0UIokba8aDmcXic63B1w+ByCdP6PHvgIvoAPj37yqOAxrsW752T7STz88cOC328fu50yD7hzCGY8cCvdq5sRt03QLZHwUx3efPNN/PKXv4z4+x96MnM1FLX6lnqU/KVEcJ+bRmyCTCoTHbDIcQ83H2YFbplxmTBqjWE2F89VPYf+hv4oSC/AtM+m0e82Dt/ICsJvthVKq9uKTncnnH4nmuyhTOLhpsNI06XBoDFQ6otMKgu96KRKKkJFMtuBYIBF755uno6xPcaiydEEjUyDOGUcPH4PLtovIkmdBK/fG6KqBgOhLLBchXU161iCaWWDy5BtCNVRkQywDz5kxWWhy9OFLm8XEpWJsHltONh0EL2TetPJ0D86/oFWJzuw9gQ8uOS8hKz4LBxtPYpXDr+Ccks5dp7cGab0naJOwYn2E0hWJ8Mf9OOOhDtg89hg89ogl8rDfLZ3ntyJR/s8iiZ7E4xaI/xBP3ol9KIe3S6/Cwa1Ae6AG53uTugUOmjlWtg9dkilUhqoJ6oS4Ql4YPfakahKhDfgpT71CqkCR1uOYu3+tdTmxO61s7whT7SdwC/6/iKUsfTaWN+dsp7CtJxpgATU6uz4peNQyVQYljUMXr+XshRUMhVsXhvNMvsCPgQRRDAYhN1rh1ahhQQSfHXuK7xx9A0ACFvcONJyhBVkA+xgl1sfzgzySRAsl8opRZ1Z40cWOiSQoNHRCIPGQNkG3CBdzAKOu+jAZ+mRa8zlzZK8Nf4taGVaqOQqVOyvYI1PFpMFi4YsouwNu8cObzB0fVUyFRKUCXD6nGhyNEEmlQFBIDM+ky46KaQKdHm6oFVoEa+Ipws2Nq8NCqkC+xv3o19KP7xz/J0wAUdmlp9vUkayaAMMA1jsEO6YxF0s5P7Nxfax21njHsHNupIfC7qF8UNcm0jv4GjYD+e6zmHl3pX4WZ+fYdk3y0J1z5CI9sM3xr2BqZ9OpX+/Oe5NWhahVWqxdt9a0X7OxcbhG/HMnmcEg+qyIWX0PJlBI6GOZidnY87Xc2jb+BYqicikQqqAz++j/97ftJ8KSRo0BiilSiq2adAYMOOLGezxVZeBY5eOYW3NWjqW3d3tbiwYvACnO0/D5XPRdjGDGO41sJgsWDZ0GdYfWM8K6ItNxVhUsAiPfvKoIIX89/f8HknqJKodo1fqqX/4s1XPsgLbraO2YsqnU0RZNKR2nXk8bnu5iwgE79zzTkjotXqV4OLFtjHb8MbRN3Bn0p303dIzoScq9lfw1vMzj/H7e36P3NRc3uvwQ4FrC8acS3IXKrrru19T8bZrAW5iSyULzQW/OvcV3Ubo/r41/i20udow7+t5fLsGEOoDA1MH/qBtPtR0CI//9XHB798e/zY63B2QSWRhz9o797wDmUR23XWdbkdE+5666Wu6b6Y1ASELiT0Ne0QtASLJ78ulcizcvRCLhizC4oLFYbZX5LiHmw+zakqE7MBIrUq7q516VgqphEfy/CaKiz+UAI0Qmh3N6HB1wOa1IRAMwOa1UeXtngk9Ea+MRzAYhEwqg1wqh9vnpjRil9+FzYc308y2QqpAEEFMzp4Mg8YAlUyF2uZaDDAOgNfvxZnOM5BIJPi27Vtkp2SzKMBmoxmnrKcwqe8kzMmfA5fPBaPGiAZ7Ay7aLiJLlwWNXAOpRAq7145OTyeCwSDqW+qp+njf5L40sG5yNKFfSj8cbT2K33z+G5Rbyqm6dWl2KRRSBdK0aXh7/Nuwe+wsb2+NXIMp/adgRLcRNCNt1BhxpOUIuum7QSlT0iB04ZCFITaAz4n5g+fTrKpcKkcPXQ8EEYTbH7pmyepkrK5ZHTFA2lK7hf57a+3WsCC0m74b3h7/NlQyFV44+AJVviY2XqO7j4ZGrsGGAxtYFG9C467cX0nVZZkB77qadYKCaG8efVMw4zrdPB25xtyQoBkjyP/szGe4YLuAd8a/g0ZHI60HbrY3Y2DaQLwz/h24/C4kqZLg9odE4+YPng+v3wu5VI5jrccw68tZ9EXFrDUnNccbDmxgMRmMWiO2jdlGbeNI3VS6Lh0en4fathFKPnP/3Fosrvo4nzqtzWPDL7/8JV0gejr/abj9bnj8HtQ01mDKp1OwqngVOr2dYayBVw6/EsYaIIwHAjIZP287j7ePvR0WOJOAm7STa3Mm5ElOlJ9L+pbQcYhvTOLW3EUjfMOtF79ZRHxiuP6I9A6O9H2zo5na383Im0H7ON+zyIROoWP9LZPK8Ognj2K6eTqOtB4RVBsWgkqmEnUpWH9gPR0n+N7rxIMbAF1AZKKqoQqr963G0qFLWcwAPmVx7n6JjSQBn9L5V+e+gtvvRo4hR3R/3DY9X/08zEYzK+je07AH62rWidpo6VV66pRCYHVbWQE3EBqz/EE//Tff9b1SWzDudnqlHqv3rRZ1l3D73fjq3Fc0yJtuno73T7wf0ZGCnOu1RCRbMK7S/ccPfnzLjbVMrSGhcgOh+xuvjIfNYxPdv8fvQbOjGana1B+kvc2OZpYSPh80cg32NOzh7bOJqsSbjvV1u+OmD7pvJohZSIhZAogJrxFBofzUfBRnFvNmy8lxmRNXIU9eZnactOU5y3OUrsQVL4o0ebV77LxZdiIgxc2yXwmaHc2wuq2QS+V44eAL6J/SH8Myh0EhVSBOEQepRIpmZzOS1EnYdHATftH3F0jRpGB9zXpaA31X5l1weB1YOGQhGu2NsHlsMGqNkEvkSFGnwBvwotPTiRxDDstKrTS7FCOyRqDN1YZpA6axrL4e6PUAmp3N8Af8iFPG4WzXWZh0JiSqEmH32tHl7cKh5kOUIiyVSDG6+2h0ebpwwXaBVecLhAbnwoxCvD72dfgDfkwbMA2p2lQ4PA4EEYRSrsQl1yXo5DoopArMyZ+DJ81PIkWdgi5PF87bzkMlU+HYpWMYkj4En5z6BLXNtdg4fCPOdp5Fn+Q+aHG0XLb38oVqm7UKLRKViTSb3OHuQLouHZcclzA5ezKeyn0KSrkSXZ4uzMmfA6fPiV/0/QXKhpTB5XPxqnAL+UBPzp5M/cr5vuuf0p/SKFO1qTjScgRD0ofg6fynAYRo3HHyONi8NpRml+LnfX6O7vru8Pg8mDVwFpQyJaxuK3414Ff4e/vfeVXBgRDzo3J/ZViQP3/wfKzatyosuFxXs461yMCXgai6WIW3xr0FX9BHJxo2rw1Lhy6l2f+5g+ZCI9fgSPMRHL90HNkp2TjbdRa9k3vDE/Bg4e6FACCYoRILsgG2+jif8jixj3H6nCivLg+rw5xuno4mexOLRs6dXJZml4ZtQ1DVUIWDTQfx19N/FQycCbh+3MzPuOBTR+cbk7gTvEjCTHqlHssLl8Mb8IYtYsbw48PViJ8y0eHuoP1eKVVSlxCz0RzRzov5t0YWKokTeh4i2YPVt9aLLpTvbdiLJ3KeELTTIuOExWThtUACQK3CmO2Ipl18++FblIhk+fVD7UvovvLN48wGM2oaa0ILBVfgAhFte4tNxVBIFRGt5bj3JNq2XA8brlvNFuz74kos44pNxUhUJeJIyxFBZ6HCjELUNNYgSZ30gwXdHe4O2m+F6sibHE2UfcLE7XCPbkXEgu4rQCQ7B6HvufYEBBaTBYsLFkMCCSZnTxacEJL9RuPJy5d1z4zLROWwSrS52mD32PEfP/kP6gsecfKq0vNm2ZnnUG4pj6oOhNRoB4Mh1enVNauRn5qPNG0aZubODGUfHc2hrDaCaHO1IUWTclmdWypFk70Jc/LnQCoJ/dvutcOkNaHF3kLpQHKJHCqZimZziZjZAMMAlPYrRbounVpz5RpDtmm5xlzsvH8nXH4XztvOIys+C432RrQ4W/CThJ/gUNMh9E7uDZVMBX/Qj5HdRqK+tR7PVj2Lcks5Vu9bzcpeG7VGvD3+bQSCAez4NmQ10e5qh91rxx0Jd8DhcUApV2L9gdACwpT+UzC823Cc6TwDqUSKJHUSXj78Mu5IuANmgxlevxdjeoyBy+vCU3lPhc5TKseOb3fg2apnoZFr8OKIF+EJeNDh6YDVbYVGroFX7sW3bd/iJ4k/gU6hgyfgQbImVDfe7GhGijQFeqUeF2wXIJVIkapNxUuHXsKu87tYWe0to7ZQMTS+gDdRlYgTbSfCvvMEPEjVpmJo+lCo5KG+5vA5kGPMgULKFkNLViUjDnFQy9Vw+V1w+92QSqTYVrctTAyNqXgeKchP16Wj3dmOOflzAIRsV4hIF3dhgYnqi9VQyVT4de6v8Wr9q2E1x9wgfXjWcJQNKUO6PR1dni6YdCa4fC50i++G39/zewSCAXR5u6iiO8kARQqyCf7/9s47Tor6/v+v2dmZ7Xttry0cxYLUO+pxdxhRIKBJNP4SoomIxoYooiAIigWxIcUKqKCxkfjVfE0zxahBJV+lHP0oEU2itLu9fru3dervj3E+bJndW9TjUD7PPHyE25md/cxnZ+cz78/n/X69jLyr09nqGAXC8Z+lvxbfd0b7xOOxeQy3pVuF7iqQjj+Xrvy4kx/wunrgi5901LN0DgUO0eD7NCXdGJxt9kNIDCVYRRZYC/D6D18nx9ADJj11Uxf0OxY8hsfGP4ZcSy6cvBOsicULk18AA8bQ7knPnDExppS65+mDp2P+xvlpbbl0TIwJ1d7qtOnIem33z//684znO3fUXDJ5vP7AeqwcvzLFRqzGW6NN1BrYegHpf/c8y6cEJ/Hp2ydyrHj7MJ1M36v+PKWPUxWFFbCb7RheOBwXlF2QYn+VTLa2YHp7J5RNwMLKhegUOslkr1FdsNlkxvDC4QnHysaR4mRk8HwbbcG+LiEhRKwABUVAoU0T4PWFfOBYDrmWXMwaPgsjikaAZ3mExBBqvDUYWTQSj9QmZorF//50vZhvgk6hM6NN5p2Vd+KXf/8lHqh5IOF9Nd4aLBq76BtrByV7aNB9AnydFLV4e4KuhNCS99GPG38D7iotXL9BJh9LTyXRg3BFVdLOzOmWScmr7PHsatqFj499jOFFwxNWlPTPDglaPbCsyghLYZhNZqiqClERMXektjq4q2kXLGYLVmxfgZ+e/VOsrVuLPc178Nj4x7CvZR/OyT+H1JvmW/JxoOUAih3FyLPkwWK2gDExWLdvHXY37cby85bj3+3/xjuH3iGe2lP6TcGUvlPQEGqAi3dhX/M+/GLgL1DfWQ9VVREUg8i15MIf8kNQBZS5yuCP+WFiTCh1lEKFisGewVi1axXOyT8HFYUVEGURQwqG4PnJz8Mf82Ns6VjMGTknIa1549GN8Dq8uHbotWgMNaLAWoBcSy4OBw4jz5oHf9SPqwZfhTtG34Gndz1NbKgEWQBn4nBTxU0JYmgdsQ4ihhYWw8iz5OGO0XdAkAUIioA8Sx4e2foIdjfvJg8TUTmKYYXDiAp0L2cvtEXaEJEjxDpNf1gENButm4ffjEvPupSs2M9+fzYAJATgeu2xvoIbv83FuRAWwyTIDopBuHk3AkKA2I85OAf2NO1JEExribakFUPb27I3QfRMD/I/bf80wSPXwTmIhRdv4mFmNb90B+/AvuZ9pM5aT5fX0Veb48XQcvgckglw24jbEJEiJEj/vOPzhLRxm9mGPGselm9bjlpfraG9lz7wHmw7mGIhkynI1rGwFtR4a+B1evH4+Y/D6/Di/SPvGwqrZZOOfaIp210Fzsl/dxVIA6k2YlsajP24kx8s0j1o1HhrcG/1vQCAL/xfEDuh+ECBCsacnmQ7BhtRYCnA6OLReLbuWVw24LK0wo2/+cFv4Av5UOYqw6rdq/DuF++S7dXeatww7IaMpSS64NGrF76KKwZeQeqxm8PNRM+kq4nyiBTBbSNuw7SB01Lqr1ectwJ1LXWIybG0ddAAEBbDuPada1FVWoXXfvAajnYeRS9HL0zuO5kct5ezF0ww4aq/X5X2WOnaKsoiZo+YjWmDphELtGQXhWyPpduHZfu9unhXxqytRWMXZbQay9YWrI+7D/586Z/BsRyWbF5iaBcbv39QCBKRPX1bV991v5x+3a5R8W22Bfs6uC1uQyvAaYOmYf7G+RhRNALXD7ueWG0C2thyV+VdhlZc+nfdVRxxIrh4V8r3EP+ZUSmKtmgb8q35+P0lv0dDqEErh2ypw9Q/T8XIopF0LDzJ0KD7BMgmRS1T7bORN3U86UTa7qu+D+O84xJuwJkekG1mG1SopB4lXe23HoCn8/y+v+Z+kh5nFOTHD1z3b75fEwkZ9xAkWYKgaMGiDBkKFDRFmpBrycXTu57Gz8/5OSwmC5wWJ9qibTgr7yzsbtyNywdcjhxLDmZWzISbc8PCWtAYbkRrpBV5ljzwZh5hMYz+uf2JTVZQDIJjOUwfNB0LRi8Aa2JR4ijBWXlnESGwI51HYGJMxLpqcMFg2DgbWIaFP+aHi3fBwTnAgEFUjiIqRTVBKRlQoEBWZRxsO0jSp9cfWJ8g1FVkL8KkPpOwcvtK1Ppqce3Qa3Fer/MwoWwCGkINaA43o5ezF1oiLWRV18k50SK1wAQTAkIAc0bOQVu0DRbWAgtrQUesQxO4EiMIy2FIikTE0BycpmRuYkwIxLRA1syYIcgCKksrcevIW/H0rqdJYPLsnmcNlb91Mnlld7WqnLwtPnVbDzqNPle34nrjR28QATzexGNk0Uiy4qz3saqqWPf9ddjbvBf3bboPUwdMhYW1oNBeiOcnP4+6prqE9O2V21emKK3r1//j5z8ORVVQXliOT9s/TQiwOZbDE+c/AVmVYTPb8Nye50gAHf+ArYuh6V668ce/esjVCSnw8ejv12udk2vCjILs+L5uDjfjFwN/gWl/m0aUR9NNvGWTjn2iKdtdBc7Jq9BdBdKAFkyvmbgG6w+sx7RB08hryQF1RIrgD5/9AffX3I+wGEZ9sB6sicVdlXeR35WFteBA6wH4Qj6srVubIM4WT1caHJTvLl2NwUY0hZtQ66vFO4feQXlhecYSjOXblmNK3ykothUnBNyAcU2wUZZLRWEF3jv8nqE91fTB07tM9dbvO5mcDIZ5hmWVLr6lYQuWbVuGaYOm4dFtjya4B/z24G9RXliOisKKE0o7ryqtwlbf1hQbo2mDpp3wsfTnrhP5XvOt+Vg4ZmHauviltUuxYPSCtNZcgVggJU08+Xsc5x2HUkcpAGRVF5zc5/q2rjJ6iu3F3b7CrT+TDvUMTWmLXsd9qgpUflX8MX+X9ffr6tZBUZWE3+7H9R/jkdpH8P0+3zcURKwqrUKuJfcba2euJZd8J0b3C/13/uHRDw0twuhYePI55dXLvy7doV5uFKAuqVkCFeoJK5vrZPKInFA2AQsqF2BL/RZSU5lJ5VQXaUkWyoq30Mq15KK3qze8Ti/5fKPJAt1qJVmpEgBmDZ+FYlsxBuQPgAkmWDgLntjxBC4bcBlawi0YkD8ArIlFVDouUqVbU63YviLRoivnDNQ21qLQVkgUOyVFQkukhaR6B4Ugejl6wcE7UB+qhz/mJx7NoizCYrbAF/YhIARQ5iyDCSZIkBCWwvBYPRAUQTueszcaQg2IiBH0zekLQRaIL7jVbMVDWx8y9M2ua6kjKuPJvssmxoTert4QZREsw2JX8y4U2hL9rsNyGDE5hl7OXjjYehC+sA9DPUPhdXrx5M4nSfryloYtyLfmE0Vw/XysZitJx7aZbSiwFuDfHf/GmblnAgBRJQ8IATRHmlHmKkNUisIX9sHCWqCoCt789M2E1PGuvLIzWWxZzVY4zU4cDR5NaINemx2SQhBlkdRmy5BhNpnJir2JMWHVrlUJqePV3mpcNfgqLS0/Cx9t/fWbK24Gx3IQFRExOQY370an0ImWSAtZsTdSL9/fsh8emwevHng1JUDX/bH/2/Ff+MK+hHR1QRISvk8jr+509l76bzeTIne8l2u1txoLRi/APw7/I8F7+v7q+/HuoXcN7xnJ27qyBku3T6Zj6uiTEC/sfYFM8mWrXl7jrcGdY+7E7ubdKLQXotBWCEVV4Bf8cHEuCIpAUvXtnB21DbX46+d/TatyHv9aV0rQp5J1GFUvT09P9Y0/5kdrpBWyIiMsh/HPo//ExD4T0Rxuznhd/e6S3+HW92/FseAxw+1G16X+2gVlF2BG+Qy0R9vBMizyrHngTTxiSgwd0Q7kWfOw8ehGDPUMTRAvBLTf0vzR89EYbkRLuAWjikfhoa0PpaRw3zriVvhjfhTZi7By+8qM9l06b178Jg4FDpHU6IrCCszaMCvtRK6evvrY9scyKj+/8aM30BBsQImjBJyJA8MwKW2q8dbg3qp7sd23HXnWPDL2NIebcW6vc1HsKM70NRo+2zSHm/H/3vp/AIztwcpcZXhs+2MpZVa6w8Q/Dv8jrS3Y7z/7PRZWLkRMjqE92o6gGExrM7Vm4ho0hZqIM0q8HdiK81bgjn/ekXBv1TlZ2TrxVnvfBVuwbEk+70z2cUa/599f8nss37Y8xSbW6/TCylrhtri/VpBrVKqZXE6ycMxCPLPnGdxccTOxCUw3Jp5KY+G3le+MevmpRroUNcB4RtNoJsloEGiPtqcVbXj/yPuYO2ouJvWdhDElY/Dw1oczzoDqIi+AFjzFP/zqr+sqxxVFFSTlJX71W0df3Y9f5bKZbbhh2A1ajfGXq5QF1gK0RFtwxygt3bmPqw98YS1Q7pvTFyt3rMTg/MGY2GciolIU80bNQ0yKgTExgAq0RFtQ5irDrqZdGOoZSmzCvE4vVm5fqalh950ESZYQEAIkRUcXJLNyVnLj6eXshbWT1sIX9pEa6qgURUgKwevwwh/zIypFcUbuGahtqCUe27pK+2UDLsOckXNwoOVAQvq0kRhaUAiiJdKCPu4+CApBLcC3efDOF+8kiHbp9l0mmAAVGOIZggGKNinREmnBzGEzwZt4LBq7CFEpiogUAQMGMSkGK6ulgfsFP3Y17QLLsKjx1sDEmNDH3UdLE/+yTi0iRSCrMly8C23RtoQ6w/PLzsfMipm4/JzLYTVboahKSmr5yxe+jJAYStl2V+VdeP77z6Mh1ADWxMLGaEG/PtkAFWiNthKLPwfnAMdysLAWSIqEqBKFoirYeHSjYSq7x+Yh9VI5fI5h6niJowQd0Q5cPeRqzB4+G2bWjIAQQLG9GIIsoD5YT+rhn9jxRIqYWrzi+PTB0wFodcq9Xb0xa/gsXH7O5fA6vTjYehA7G3dicMFgdCgdGOQZBLlF/tpiaDpGNc/xKx1VpVW4q/IutMfaMbJoJEocJXhq51MJD6813hqMKRlD7gfJD6mjikclbFt/YD0eG/8YZpTPAGCcom20T/wx++f0x/TB06FCTRjgKworEJWiGF44HNcOvRY8y8PJOfHLIb9EVI6S7yokhnDP2HsQEALEWk2WZTy2Q3u4zWRfqAf8Vwy84njGgEH2TfxrXaXLd6XRQTl98YV8eHjrw7hswGXwOrxwmB2oa67DOXnndPleXVAzHUbXpYNz4Nc/+DXcvJs4B2QKaH/Y/4e4qN9FuHLQlbCZbeR+rWfBVJdWY1jhMFzY90KSpm41W1FsL8bq3avx4ZEPSTBx7dBrwZk4EhwaTRQGhADu+fgeIrBWVVoFIDXFWE9tzbPk4aq3r8LUAVMxbdA0mBgTIlIk5fjHgsfAmbiErCi9Tfp72iJtAIC3v3g75T43rte4jN9FuuzBhZULYTNronZGaebV3mrMHj4bvxj4CxTZi7Bi+4ou08kBLSV5QeWCrNLJAcDJObH+UGp22fLzlsNtceONH72BfGs+KQfsLveYdHTEOsi/jb7rb6MtWDbE1/2nuz7079Po9xyRInjk3EcQFsN4uPbhlGtnRvkM9HH16XLCyAhfyIdHtj6Cn5z9k4TFn2kDtUyxUmcpzIwZDaEG9M/pj0OBQ+SaSzcm0rHw5EFXur8h4mfGjNBnkjINApn8JuN9RMksF1Q8WvtoyrFurLgRV719FQBt5rWupS7hYfZEZyx9IR8+PvYxPjjyAYYXDcfkPpMRkkJoi7bB6/RCkAUExSAKrYXY0bQDw4uGkzpKXcTs8nMuR0ukBefkn4OwqKl2W1kr1tatJSvwego1wzCISlHYzDZE5ejxmuBYADbOhtZIKwqsBWBNLJrCTSh1lMLEmBCTY4jJMeRZ8hAUgpoyOMujIdQAnuXRy9kLYSmMoKAdz2a2Ydm2ZSSF2CgdWZ/Z/qT1ExTYC/Dbg79N8NE2m8wodZSiJdKCTqETfdx9EJWiaI40o9heTM7FbrZDUASy4hyWwgC0mx1n4uB1eBNqmtOlZMf7SMevHqZbSdRXFhZvWpziGa1vv2rwVSRFvKtt8enjRm2N9wpPZ+3V1efta9mHUcWjYDaZIasy8Yr22DxQVAVRWevPiBQh1mjxkwvxxxnqGZpQm+3gHGAZFr6QjwToz+15jgToyT7a+mu6T7te6x//efHtT07fyrSqpf9/jbcGiyoXoS3WBitrBQMGHx79EP/zyf8YercDIH6blSWVuGP0HWiKaGUgyZMlC8csRHlhOfwxP1SoiEpRMkmoe7H7Y36EpJB2nXJ2lDnLoEAhPt0OzoGDbQextHYprh16LTxWD87MOxOBWCChLXpfLK5eTCad4kkOqnX7Ir1/0s3C28w2vDTlJbREWmAz2yAoAiRFQqGtEMeCxxKEiR4a9xDJyKEr3d8NTnbf6FlnQz1DUWovBRjg3UOaE0DyNWvEb3/0W1z2l8vSbje6Ll+96FV8dOwjkqEGpP5e4tHvNUDmNPL4+1Gm41V7qzHMMyxtucoLk19Ara+WbH9h8gu4/t3rsz5Ho3ujft7J+honco6Z0pozZQ/WeGsw1DM047H1sdMoDT3dOf3xx3/E8m3L06pXJ++frh+rSqtw99i70S+nX8q2k4U/5scnbZ9k/J5PpXvoN4n+PJ/Nb7DcU57ye37r0reQb81Pe/1VlVbhwn4XYlLfSSc0YRF/b8r2dx//W6Qr3d0HXek+yWSjbJ7J57srv8l48YX4+iWjGdC2aBvZNybHUlaEjJTPbWYbhniG4FDgkLbaaMkhD+dRKYqRRSNRWVKJqBxFp9gJlmFR5ipDY7gRFpMFLs4FURHRx9UHYSGM+aPnE9/oS864RAuy/rUeS2uXEquvjlgH5o6ai7qmOhTaCsGbeJgYE5ojzci35mPljpUYkDcAI4tGwmP1QFIlHAseI+m8L+x7AY+Pf5wocesBcGtUC8oDQgB+QUujc3AOPLTloQRfaH2l9YrYFWAZltT5LqlZgrf+8xaGeYahyF6EkBTCiOIREGQB1w69FoqqoCncBJZhYTVbIcgCeJaH2+JGW7QNu5p2YXDBYOLHvfy85Xhx34vaxMOXafdWVlPoLrQWgmEYBMUgwmIY0wdPx6jiURjmGYYCa4HmFS5H4ebdx+2POBduHn4zopJW111eWI5RxaNI0Bu/Omw1W9EUasJD4x7CGwffQHlhOZml1oOVlnALNhzZkLDNztmhqiq8Ti9icgwzymdg9ojZMDNaINwR68CckXM0Gy2TBSpUXDPkGjg4Bz5r/wxDPUPx5qdvpv28v33xt5QBY0/zHljNVuxs2klqpeMDeN0LO943XEevL9/Xsg/DCoehyFYET5lH83I3W0hA2Cl0JgTM43uPx8yKmbjsnMsQlaIJPtpTz55KBNKe2/Oc4WrEiYqh6SvaNd4a5FnyyKTY4c7DuHnDzQmDYrx44Tn55+CJHU+k9NnGoxsRk2NpHw7v33w/FlctNkwZT5ee7Qv6EvZfPWE17tt0HwBgUP4gw9T4eApthYYPA8n3IT1wfmbiM8jhc2AxW/D895+Hm3cjpsRIkJ3D5+CpnU9hc8PmtBOG+vfBMix57btuaUPpHnSroHjhKD0QrmupQ6m9tEuLnnTbq73VKbXJVaVV4E28oZtANnZR2dpbfR2rsVpfbYLtUK2vNkUhPX7/5HM0ujfq553OLSGbc8xk1ZrJ8km3GotK0Yz9N3fU3KzaBxy3BcvWZqor2zZJkQy3nSz0TLlM1/p39R6qZ3h29Rs0snnTx5ZsLMfSXbvpiL83ZfO7T86gy6SLQDk50KD7G6IrRULdMqqrQeBE/CaB9MIwuuCbhbWkPPgn30jiH2T11NsRRSMgytoqYkyJId+Sj5ZIC/KseVq6sBzVxKxshaRWO8+Sh8OdhzEwfyBkWYaVs0JVVbRGWyEpEipLKnHbiNs0FXPGjGJ7MTqFTowoHoGIEIHFbEFIDMHJOSGrMmaPmI2QGEKeJU9TvhZD6O3oDbPJjKGeoVj3/XXHa7PdfSGqItpj7XBwDsSkGDpiHVChQlZkMGBw0/Cb8POBP0eJvQSsiUVjuBGCLCCHz4Ev5ENVaRV+fOaP0Rxpxi3Db8Gj2x4liuhr96xNWdX9tP1TrJm4Bn7Bj6AQRImjBJIq4fze55MgNIfPAW/iMW+0lk7v4BwJqdiKWQGgWbSYTWa4eTcuKLtASy9nGIiyCACQFRmCLAAA/II/JS28vLAcZ+WeRWxeklXFeROPWcNnGSqOcyYOswpm4ZPWT/Bp+6ckdT0iRRAVo6StJsYEi9kCjuXgMXmIWv2B1gNYWrsUESlCJjMmlE3AqOJRhqvQP+j3A/jCvoQAX1Ik5FvzwTIs5o6ai0AsAI/Ng4gUIemJ8ZML6QL2/a37MahgEFZsX5E2QB/fezxenPIi2qPtsJqtiEgRKKoCm9mGmByDAiWhBk9f8aj11Wa0+QK6FkObNmga3vz0TcwfPZ+kggKaenvy++N/p10N/pkeDgvt2QXB+mvx55fcpuTU+OR6NztnR6m9FM9OehZuzq2VAMQCcPNumEwmPH7+40TwrG9OXzy18yn89OyfYtXuVeT7+tXOX6WtO09nlaj/PW3QNPKQmEnhfGHlQnREOxCTYwiJoZOetkk5dekUOslkm6iI4BgOqyeshqRIKHWWgmVYDC8ajuXbl6fUVOsWPUtqtAm65ImhBaMX4Lp3ryMTowzDoNheDM7Ewck7sWbiGuxv2Q+GYWDn7Bnb2VX5BKClra+asAoswxI3iXTwJj6j1Vi8Vdn6A+vxmx/8Bsu3LTfMrDKy/Uoup5k+eDp8Id/XPseOWAeawk0Ii2FSepZvzUdICJF9jOpy8635XX5+UAxm1b5sbcF0pwt9zD7UecjQOg4AyYbrbtLp+WRjR/VdvVfqFoMH2w5m3I9l2ASbN10NPMeSg0OBQxnfy7FcwjWaDfrinqRIKYsr8ddQTI6l2JTdPfZurNy+MuF43xV7t28TNOj+hsi35qe13qoqrUJdcx2GFw3PeIwT9ZtMR7wnaV1LHSpLKhO2Jw9k+oPsp+2f4qXJL+E//v+gl7OXVk9stoKVWciqpkK+3bcdxY5iuC1umE1m1IfqERAC6Ovqi5AUwobDG+CxeWA1W7Fmzxqck38OhhcOR64lF+f3Ph8sw4JneYiyCBUqFFVLY3VZXCTQZMCgPlhPUsJDYgiiKuLs3LMRlrSB1WP1wB/zIyyGcUbOGdjWuI1MAITFMIrtxWiJtKDApqWh6/XQgwsG44mdT6Skkedac4n6vCALaI224oqBV+DmipvRKXRizsg5EBSBBOmzR8yG1WzVAnqGwdl5WtsiQgR21g4La4HVaYUgCYAJmlib2Akn5wTLsFrdjcmMqKT5Ufd390dM0drOszwYhkEgFoCDc2gq5UIAWxq24M1P38TPz/k5zu99Pmq8NSSIf//I+/ifT/4HPz/n5zi317l4dtKzZNtH9R9pFmeeIShza57RAMAwDMwmM2JSjHhnW1kr/IIffsGPYnsxRFlEqbMUiqogJIYARvOB/ejYR3h+7/MAgAVjtFrw+mA9ES278u0ryQOEHuS2RdsQk2MQVREl9pKUAF8XP2sMNcLr9GoTHkniZHeOuROqqmq+9nwOCeqyDdBtZhumDpiKp3Y+lbFuMn4lO12AbbR6Ex9k13hr0MfdB69e+CrsnB0Mw0BVVNwx+g7E5Bge/d6jWj36l+nSayauQYG1gNjVxA+setp7OkGeoBAk55fycGnJx60jbiX+oGEpDAtrgYNzYM3ENRBlkUwYWVkrAGDtpLWQVRm7m3fDZraR4/Z29cZj4x8jdfCDCwYnKNcvP285ntj5BKYOmJo2kAaAxVWLsXzbcgzzDCN9b2RLeKKrf9MHT8eM8hnE51ivQbx+2PXgTBwkRcJW31YSGJ0OokCUE8PNu7Fy/Eo8v/d53DbyNizftpxMvurZJvrv4bqh14FneVhYC0wwoSXSgrZoW1oLH0VV8MqFr+CR2kcMrYgW/HMBhhcNxw3Dbsho6QV07TYAAHbOjpf3v4zLz7kcTs6Zcd9OsRPDPMNw3dDrDGuw4z+PiDnW3I9jncfAMAwRGDOqCQeAMlcZXpyiCUE2hZrAgAHHcl/7HAOxAJ7Z/UyCQNs47zhi/QUY123rYm+Z7MFy+MzPXSdqC9bL2Quv/eA1LNu2rMvMqW/SWiod6cod76+5v0s7Kt3C7rtKiaNEe+bJQEgMkRKxNy9+M2ERrKvvj2VYuC0nVi6jj8V93X3x+sHX0+oM9HH3wZyRc4hNoMfmwfS3p+PWEbdi9ojZCTpONOA+udCa7q+I0exgIBbAA1seSDvz++sf/Bo/feunaY+p14F8U4IZeu23iTHhwS0PJqSL3vL+LeTBYVKfSWDBwsE7EBJDCIpBuDgXrGYr6kP1kBUZHqsHKqMiIARgY23gzTwagg1gGAaftn+KcaXjYOWsiEkxCIoWmKpQyaxbLp+r1WBHmlBoLURYCkNWZUTlKNmXAUNWD3QxtKZIU8LnmU1meB1ehMUwzKw2ZxQWwxAUgayo2sw2rPv+OnTEOohn9p7mPejt6I2PGj7CxWdcjCJ7EQRZgI21ISJrtcEmxqQ9PDEmhMWwtkrN8ojIEUQlTXVdVLSVZ0VVEBbDcHAO2Dk76oP1RGXZxtmIwFyeNY8I4wBfry77rf+8hZuH34zl25anrEbMrJiJXEsulm1blrBtfO/xuH3U7Xh026MJNcrxbfgqddkzymdogm2cK8GbfE/zHnzu/xzXD70egiJAVES4eTd4lkdQCBKFWr1W2Ga2oSOmrTgarYrr9ehTB0zFiKIRKLIVkesmU133+N7jccfoO3Co8xCpVZYUidQwMwyDPc17wJk47GjcccK1UTrxqv7x++srOS7eBUmRTui7nlE+A/M3zifCb+lq9OOV5Pu5++H9I++TIDjd9fZVvus5I+YgIkewtm5tSuD87uF3U2pQywvLyep0upo4IwX3rvrX6O9kXpzyIpxmJz48+iFRm7ewWvmDrtwf39YTrRPtLmhNd3pOdt80hBpw38f3obywnNRYd1XbOaXvFDSEGwBkrhG+beRtZMLPaHuyhVZX9cRdfZ7erlK7Zl+Vzpkg+V7X1d/jvOPwwLgHcO/H95L60vjffbrjG9mEfd1zjD9efBtrvDWY3Hcy6kP1ad+v73P/5vsNj33jsBuxdu/atO/VV4Ez1e6e6PmeLAuuTDXv+vd738f3pbXIPR1spvwxPxb+c6FhHxj9JpIFk7u6Lva17MPy85Zn1Y/+mB//OPQPqKqa8Xes/+Yz/XZPh+/uZJPtOEWD7q9AJjG0d754B4PyByXMCOqBwK8v+jWe3fNsj9zEjgWP4YHND2BX0y4sP285XLwLHquH1D/rQadeN1xoLURzpBl5tjzEJE2gzMpaYTFbsKtpFwbkaTZhrInVZjwZLeUlIARQai9FVI4C0FJoYnIMETFCAtSgEERzpJmIoek15If9h5FrzUWxvRgO3oFOoZOk/uozc7Iqw262w2a2YeX2lQkibL2cvUh9tKRIqPXV4q///SvurLyTpJSrUNEpdMJutsPBORCIBRCUgtqqriKSdLMDrQdIAJMuMImvOdaFrsKiNpmwq2kXqcvWg8Tkumw9mDcxJuxq2oUhBUPAszwCQgCFtkKi5m0xW2A1WWHn7WgONyPHkkO2cSyHPc170NfZF4IqkNV+q9mKA60HEtqgr3DG12XnW/MT6rLbo+2kLrsl2pI2INWD+aW1S1NSt+eMmkMmBozso4zE6qJSFLubd+Nz/+e4dui18Mf8yLfmk205lhwIioCgEITNbIPVbMXuxt1Yum1pwor6zIqZaI+2w87Z4TA7EJEjaI20khX45JXzhWMWEjsNI+IDQaOAT99e7a3GnWPuxOf+z2E2mVHXUqeJv1k9ZICMf3DvStRoxtAZaR/2xvcejxvLb8TTu57OGAQDXVuFGQXKyRgdN7lv4v/ORrhF78v4Ps3Uv+n+Tmb1hNWIybGvfZyTLSxDg+70nOy++az9M/zkrZ/g2UnPYlfTLpR7ymHn7GTl1yjT5I0fvYFf/v2XALRV1f/55H9SrLoWjFkARVHw0z+nn3h//YevozXaij3NezCyaCRERTS22au8E2EhjE0Nm3BBnwuwrNZ4cm7BPxfgpSkvgWEY/PLvv0w70Wd0H4y/ty0YvQCHAofAsRzaIm0YWzoWnWInvvB/gd6u3rj8L5enzRqq9lbjioFXkFXcNy9+E5KiWXnm8DkQFZFoNsS36eohVxNRTY/NkyIaa2Rv9upFryIQC5AxsK+rL5oiTbj2nWvT9vnvL/k9Htv+GD6u/zhhXOJMHMJSGLmW3ASxTUC7By+sXIiwGCYLFemujVcvehWCLIAzcbBzdrx36D3D/fQ+/59P/qfbs238MT8aw40ZF4H+fOmfYTVbDS1yT6dsIN0meGfTzgT7r0J7ITYe2YiX9r9EvsvfXfI7RKUoWTCLSlHct+m+tNctoNnxyarc5ULbF/4v8Pbnb2NCnwmY+uepadur34viFy6Ss0+ocNo3DxVS6ya6EkMb6hma9mHObXGTtO+vm0J+ovRy9sJD4x5CRIxAgYKoFEV7rB0emwfP7nkWM8tnojnSDCfnhJN3oi3WhlxrLh7Z+gj2NO/BUxc8hVxLLmJyDEMKhkCFipAYgizJcLJOhOUwXLwLBdYCsmrNMAwe3/E4EUPLt+bjWPAYQmIIZ+acCYZhEJG0YNzBOTCieASCYhC8mccDWx7A7qbduGbINRhfNp4MbJIigWU01fJZw2chJIQQkSNwW9wJllqjS0ZjnHccLjnjEgSFIFgTixXbVyQEgvF12U3hpoS67At6XwDezOP2UbcjLIXhNDuxYPQCyJAxb9Q8hKUw3LwbnInDrSNvRUOwAW3RNkiKBM7EYULZBKjQMgMcnANOzglfyIcCawHcvBu+kI+str756ZsknTF5BVv3rE4OwPSb6b0f34s5I+dgoGcgyTz4r/+/sLAWTOk3BTEppvUpy5Oa8tZIKzxWD8pcZQhLYUiyBBO0lPGX9r8EAKQu+6zcszBr+CxwJg7N4WYU2jXvcd2CTU9hspgtpC47JsUwZ+QcXDvkWsO0b12sLjndT/fhfnLnk5g6YCoe3/E4mfBYvXt1SnA/e8RsvHzhy9rkgSUfVrOV1BXrqfVbG7YSb2sjW6/l25dnFDCML8VITnWs9lYTMTSPzYOf//XnKQ+twPFauGxrtDfXb8a8UfPS1mifk38OVu1elbK90F6YEhgb1WgbtePKQVembY/RcYHUMhUjK7R0NZl6X8b3qVEqabIYWiZxNF0oJl7wqau2poNaqJye+EI+1AfrkW/Nh9fhxSvNr2RlFXUseIz8veCfC/Cryb/CbSNvS3AbuO6d64h2QzqOBY9h3sZ5RN34+nevx9QBUzF98PQEazDd6aTGW4NJfSZhZNHIlPRfvY26fVmmVOF4WyEdJ+fE7y/5Peqa6xIC8hpvDXq5emHWhlmISBFyTpnsw65/73ryfl/Il/CMdEHZBZg/ej58YR+ikqYV0x5tR19XX7x64FWs2b3G0ErMyN4sEAskHFufoMiUQh6RIlh23jLiCLO0dmnKd37riFtx+TmXE92SXEsuHtz8YMpEgdG1kdymdPsB2jNid69C6otGPz07fcANaDZx/XL6GVrknk6rpLpNsD/mx0NbH8p4P/jC/wWZ8NWf6xeOWYgjnUdSfpuANkH30NaHEsbXdJMaKlTsbNqJM3PPzNjeqBTFs5OeRVAIJtwH4qHjW89Bg+4TpCtFzNtG3oaKwoqUWU9dDC3HknNSb2J6GnxACCCH01YLoYKk9iqqgmuGXoPDnYfhdXqxq2kXiu3F8Ng8EGURi8YugiALCEthtERbkGfJQ0gMQVK1AEuQBUSkCJy8EwwY8CYeYUmzBIuIEcwbNQ8hIQQrZ8XTu5/Gj8/4MXo7e0NRFexo3IFCmxbEOTgHmmJNsHN2iLKIeaPmEdswSZVg5+xajcyXNcqqqqLQXoiQFALDMNjSsAV//e9f8fQFT6M91o6WSAt6O3ujNdIKl0VTVr+x/EbcPup2QAVCUghXDb6KrHC7eBd4lofZZIYFFljNVoSkkBZwc04tlVmOENsyG2sjK8aKoiDHkoNcSy5ZjVVUhQjhBIQAnJwTvZy9sHr3anx07CNcM+QaVHmrUF1aje/3/T6gAiOLRuJg20H8/Jyfo8pbBUmR4OS0fh1VPApHOo/gzso7iT94jiUHr/3gNcTkGARZgIt3wcW50N/dn6zwOjgHiu3FkFWZfDfFjmLwJh67Gndh6balAI6Lqo0uGQ0n58T+lv0pddlzRs5JSXce33s8ZlXMgpWzklICB6dlKbAmFq3R1pSU8WcmPINPOz7FVYOvOu63/RXqslduX9llXfaM8hkYUjAE8zYeD2Ljg+zN9ZuJv6UReiCYrPypr97oD5OPjX8sZWCEzhQsAABatklEQVTLFOh9naAvXcBudMyuXjMKlLM5BpAaJGcbSAPHg+f4INoooDbyEk8n7DOjfAZmbZiF6YOnpxwnXVvTcTLqKSmnFvqE+hUDr8CSmiV4dNujaQX7kifqeBNP/h2RIpBUCU/vSMxE0UtyMqFfl1satmDF9hWYOmAq1tWtS5sZs6l+Ex7dlnmyP7kW2+jeoU8QxiOpEvY07UmoPdY/U1EV0gddHX/1hNUZ69M/OPIBIlIkxd7sr5//lZyvflyjNPJMbKrflJUzjP78teCfC1ImGMmk6Zefme67SHdtJJNpv1xLbrenlOuLRvHq/Ebo98B0Yr2nGw9vfTjttWH0W/i4/mPcv+l+LBq7yPC3aaRhEv++5FR1PaswWUcmGVERkcPnkMwbI+j41nPQoPsE6WqG6GjnUTJTrc+AxSsaAifvJtYUakJ9sB651lxYTBZt9ZrLhYW3ICgGteBZkbCzaSeGFgwFAwYsw8Jj84BRGTh4BxrDjXDymgBLgbUAq3avwqVnXopiezGOBY/B6/BCNasIS2F4rB6EpTA6xU7k8DkosBYgJIbAsixaI624qfwmKIoCBQraY+04K/esxJRr3gWGYdAR68COxh0Y6hmKNXvWpNQozxs1D7ubd0NVVRTZisCyLIrtxTiv93lQocLCWohgmcfmwe6W3ShzlQHQHkAkRYKbd8PJORESQ7Bzdi3gZswIS2HkW/PxwNYHyKr4Y+MfI1ZfNrNWr11gLUBMjsEX8hGrsqZwEzpiHbCZbeBZHsu3LUetrzYhJWlmxUzcMOwGPLPnGby0/6WEbeeXnY8f9P8BVmxfkbLtgrILcPEZFyMoBCGpkqYmDq0coCXSgo5YBxycA3mWPITFMCRVggoVLMMiIkfw9M6nE9Ljqr3VmDFsBp664Cm4eXdCXfaWhi343P85Xp7yMqnLdnJOKKqC20feTmr3o/LxOve2aBtZAUhO+9Z/C4s3LcbIopFgTSwG5A2A2WRGQAjAzJqRZ83DsaAmyHOg9QBUVcXYkrHgTBzG9x4PURYRlIIQZIHUZU8fPB3lheXgTFxGRespfaeQQTGbQUsnPii8e+zdONJ5hIiIqaqKa965hpyjURCXKdDrKuhz8+nTk7INgrN5zShQzuYYQPpV6K4CaUALptdMXIP1B9Zj2qBp5LXkgDoiRfD7z36P+6rvQ0SKoCHYABNjwrRB0zB98HQAQKmjFPtb9iMqRVFRWGF4nBNZMacWKqcn+oT6UM9QTOozyTC7A0gVUEy2AUtnhVXuKc9owZR8nPgJwUyZMZmcT5ItgzJliCS3JdkmLJ74Psgm+yTTZyUfD8jeLq2r8wCyd4bJxuLpRNuW7fkmt6W7iD9Heg/MnmyuDaPv+uP6jyEqYopAMpD5Okq2wmuLtiXYFmb6vdX6anFur3NPS6u3bwM06D5Bupohip+pNjGmFEXD7iJe2C2Hz4GkSOBNPGycDdsbt6PEUYIiqxagLtmyBAfbDuKhcQ+ht6s3JvSeQOxEhhcN18TQVM2eysk5wZk4Inh16/BbERACOBY8hjNzzkRTuAkO3qGlW219EIcDh7Fy/Eqo0KzCAIAHTwJqmICwECYr7Su2r8CAvAEo95QTS7ICawHO7XUuQqKWvnzr8FvBmjT/XbPJDFEV0dfdFybGBJvZBlEWtUAUDBFNklRJqydXYgmp7G3RNuRZ8kig6uJdKLBpkwOdYify+DxExSimD5qOqWdPhdfhhZN3wmPzaGro1gI4OScOBQ6RAHGoZyiW1i7FnuY9JFBujbRi1vBZuEm9Cc/ueZZYsencXHEzZpbPxK/2/QqAdgM+HDiMHEsObi6/GTdX3AwGDKnFZsAgJIWwavcqbDy6MWV1l0wORFtIcKlT463BtEHTsLdlb4L4lgoVvZy98OTOJ9E/pz/KPeWISlFinba7aTfOzD0TnIlDUNRW1lmWxWPbH0OtrxbLz1uONbvXpKw4zqyYiVcufAWiIpLfQ0SK4JULXyGZALryu8PswDO7nyETArpK9/N7nyde3foqvJW1gjNx+L9j/5ewcr5wzEK8uO9Fw9+FPiAW2gvJa8lBa6G9MGWAqvHWYOGYheQa/vsXfyf17XqddEVhRcYgLtnTN5tgFNAeeHKtuYYDNYC095Js2pC8n1GgnExLpMXQmUEPnHWlcD3YffPTNzMG0oCW1dHH1QcPjnsQ7dF23Fl5J2RVRkyK4d6qexMm4uIzgYrtxYZZQkX2oozHcfNu/OTsn+DBzQ/i4/qP07aLWqicvgSFIFZNWIVSeylMJhPRBzCyf9LvIfr95/3D75PVYq/TCzNjxjMTn0FEipD3C4qQMVPjjtF3YNrfErNudIspq9mase1mkzmj3RcAw8+t9lbjhmE3YNaGWYZtibcJS0bvA/2cGIbJ+Pk13hr8YuAvDO3E4o+X/O9siK8bN0J3hkmuy+3l7EX26WpBJds2CYqAGeUzEvRKdEupZPswnZNx39GFdXXoPTB7sknHTmeVFxJDhmWlXRERImgKN8Ef80OFSu5Hds6O83ufDyD1t3zloCsxf+N8DMwfSMbg5PvMd9nq7dsAFVI7QU5EzRDoXsECf8yPjmgHGIbRhMksmjBZvPUWZ+LQEm1BobUQoipClEWYTWbwJh4KFISlMGJSDE7OSXyyQ2IIxbZiROQIWBOLJ3c8icEFgzG+bDxaI61E4MrCWvD83udxw7AbyMNtgbVA89SWQii2F0NSJIiKCDNjRkOogQSqQwqGwGa2wcW7oKgK2qPtUKAg15KLF/e9iLNzz0aVtwqKqmgr5kIIFrMFu5t3o9BWqHmmOkqJ3zbLsOjl7IXtvu0ochTBZrbBxJhIgB2vLB6WNPETK2tFniUP9aF6skLtsXoQkbU687AURp4lT7OxCjcmiHEBx1OyWYYlq77P7XkuZXW7yF4ERVXw7J5nU7aVOkuxv3k/WqItxNIpJmvfx/7W/Qn+1wvHLMSggkHwhXwoc5VBkATIkGE2mRESQ7CZbfik9ZOE9ukBdp41D/nWfKzZvYYE2PrrRbYirNi+IiHwNVK8jhc+4008Pmv/DKt2r8LUAVMxvHA4sfCKSlHIqgyb2Ub6wyj9e3zv8bh1xK2k9t3JObV+F7VsCX1ixmjlPF4cpNpbjWGeYWlnjfWaQ73WKl5ES/ev5FgOQSGoiex9KcIWk2JQGRWqqiImx5BjycHDWx/GrqZdxIvVSBH86yjVx9dz6QIuyfoP91Xfhwc2P5ByD9InLF7Y+wIJkL+uenmNtwb3jL0HJpMJD2x+ICHwrvHWYHH1Yjg4BwmE3bwbds5OBAX1ADjHkpM2kD6ZxE9O6m09FXy6qZBaek5G3xwNHIUMGc/ueRY3VdyUkkqafM/53x/9LxQo2HB4A77f5/t4fOfjGfevKq3C3FFzieBY/L1Zr/McXjgcN2+4OaFdr//wdTg4LePs+nevT9v+//3R/+KDIx8Qxf4cSw4cnAOzNsxCW7QNwHE7wSl9pyAkhRCIBXCg9QAYhkkRf9XbkklwMH6bzWzDS1NeQkukhUxUKKqiZVp9aTfWx92H1KJ3dbyuhA51cTKe5ZFryQXLsJj656lpj607w+h1uUY1tFEpiov/eHH6Pr74f8Eymn3qz/78s7T7/e7i32HljpUZrwcgVXTrZNRxXzHwioR+Tb4W++X0Q7G9mAZlSXzu/xyX/PGStNtfvehV3PjejYbXnx4D+GN+NIW17FNAq9+/6u2rDI+Xb83H+ovWY/m25bjsnMvw63/9OiXjc2bFTLRF2xCVoujj7oMPDn9ARN1WT1iNO/55h+F95uIzLka/nH5fr0MoKVD18i/pLvXy5IfhdCqBr170KjiGg4N3fKM31sZQI2obajG8aDj8gh+qqiLPkqcpjls1xXHWxMJsMoMBA0EWICiCtvpttkGFlhKuP3zazDbUNdVhWNEwRKQICThFWUxQJi+xl5BV45AYIgqNDaEG9HH3QV1zHfrn9IcKFbmWXC3olkWwJhZBMUh8Bvc270W+LR/NoWYMyB8AAIjKUeRZ8iCrMkRFJAN2jiVHSy8WgxAVETsbd6K8sBxNoSbyXlERkWfJQ0AIwBf2wW62w+vwQpAFSKqkqYdzbjIhEJNj6O3sjZAQQlTRtnEsB6vZiqW1S4kvqx6YZBtEZ7stU4Crv75gzAIMLhiMxlAj+uf011TQpSiicpT4wj6z5xmy8h0fFDs5Jz5p/QS+sI88iKULsBeMXoAhniHa5IjJjIgUIbX7vrBPm5yw5uHFfS8aBuxP7XoKl5x5SVplct7E478d/01oi4NzoNRRSjIObGYb8qx5KSqxeq1uVIpi3sZ5CYF3V3ZeOvoK1C3v35LwvhpvDZbULDkhFVY9aAsJIeRYcsjvKCJFkMPnwMk7U4I4QRYQEkPku8uz5EFQtNf0f+uK+nZOU+YPikGEhBDcFq38IigEYeNs4Ewcef3hrQ+nqKJeNfgqtEZaMcQzhEzW7G/Zj+ZIM5nUiUgR5FpyYefsONp5FJ1CJxEQ5BgOZpMZ7bF2xOQYEfp78oInYTfbiQ2fhbXgQOsBlDpKMcQzBDEpBrfFDUnRyhpkVdZs9yw5Cfc9I6vFHEtO2teT+1zvj54O3r9paNCdnu7um4ZQA44FjmHt3rVZWXrtbdmL+SPn453D76CuuQ5T+k5JqXuO31+/Ry2uWpy1ZZf+mm5Z1ZUdV7JNULpj6i4pQNc2V3tb9mJyn8lZnRsA3F99P9499K7hMWu8Nbhh2A0ptoPpjteVRVu8DdfD5z4MC2tJuxiSzTlna5EVk2P455F/pv0eq73VWfXZybRtireuOtWsEr8tZFpsy2Q7F9+nyRZimb6Llya/lNXvPtmG70TaQ/lmoUH3l3TXgK3X7+qrY/HWYPG8MPkFouqp13Z/FauFpnATArEAOBMHQRbAMixZmWYYBqqqairenFurBeFzYGEtUL78X0yKEcVt3sRjb/NeDCsahqikWXsxYGBmzXh8x+MYWTQS47zj0Cl2aivgrAUBIQBZ1fy6t/u2Y0D+ALLCmxA4cHZYWStMMOHJXU/i0rMuxa//9WvsbtqNa4dei+/1+h4YhiG1uTE5hpZIixYgKwKCYhAF1oKU1eX4FVWP1QMbZ4MgC2gIHffu1gPssBRGLp8LnuURlaJQVAUmkwnA8YBDUASExTBpQ1AMwsk5ARU4GjyqqXRLAiJyhMzaJ/tA31xxM8AAzeHmBCXy2cNnY7BnMEJiCIqqEEX1Gm8NUV518S5wJs1OTW+HPpmhbzebzGiLtsHFuQAGeHrn04aB/EfHPsLggsFoCDag0F5IUhKL7EVYvXs1PjzyIbmO9Har0H72uqe6bpdmYkwk+DVala9rqiPfRbmnHCbGhDJXGTqFThKgF1gLcLD9oKZkbtCWTMJnRhNX6R4qs1kZiX/vvpZ9WDR2Edqj7bCarbCb7SdU+pFN8JcclCtQyKpZ8grz11kt11embWYbCYLj70HxPrpGD5npHpCNHgSMbMeyWS2Pn3zRdRb2NO/Bsm3aA/D0wdNRXVqNHEsOZEWG+uX/OmIdcPNuuDk3wAAPbX0oYRIsOTPg3up7IcoiAkLgWxuI06A7Pd3dN5+1fwZZlXHV21dh/UXrM9rxvDD5BZTYS7TVpN2rMWfknKwtB21mG9740Rsp1lc13hrMHTUXzeFmMlFmY21w8A6SlXWg9QAm9Z2U0Rps7ffXErssO2eHpEgoshfhaOdRWM1WNIebcW6vc1HsKAYAHA4cxoNbHjQ83pufvon5o+cDAJbWLk1p7x1j7oAv5MOupl1Yf2A9RhaNxJKaJVChpixI1HhrcG/VvRAkAQoULN++PGHVTlcYP9p5FCpURKUo8qx5KLQV4pGtj6QohButGA/IG4D6YD2OdB6BP+aHzWyDrMpwcA6YTeasV8NtZltK+yeUTcDCyoWIyTG0R9u1ydKkCWJ98rq8qByHAodgYS2GFmInwxIseQJTURVc+qdLSTu7yrCiGJMu8+ze6nsRESNEk0b/3pOf9w8HDuNz/+ckE2R/y35M7js5RbCxqrQK80fPx9Q/T8WaiWsSSj+SeWHyCyiwFpB7kJ65ZzaZU7Lh6HfcvdCg+0u626c7mxnZ+JmoE51p0lPIn979NGaVz0J7rB1u3g0La8GOph0Y5hmGp3Y+hSGeIZjSdwpMjAkxKQYbZ4OkSBAUAQfbDmKoZygkRat75lkeMUULdsucZZBUiXhx51nySH00GECQBZgYE0mxzbXkIiJFEBACJD1z2bZlJJi6dui1OL/3+WDAwGQyQVZltEfbkWfJg9Vs1ay5xCD65/RHWNBUznkzj8ZQIwqsBVrNtiKSNPl8S742EMtRxCTt8/WBOSSFkMPngGd5klIPFQADQAUYhoGiKiQw4k08InIEYVGrKQc0ZfEdjTugqioGFwwGoAkzcSyHo51HwTAMJEUifVDiKIGsyIjIEXJslmHBMiwKrAXaYA9tRVqf5LCymhJ6SAzBbrZrfanEYGNtEBSB1D13xDogyAJ2N+/G+gPrMbZ0LGaWzyR1xSX2EtIuFSoRHBtVPIr0W3yAzzAMolIUTt4JjuHQIXQgz5JHBODiA+zk1eWrBl8FFSrxKdeD7/ggW58UOdh6kKxiC4qAMlcZ9rXsw/Jty8lD5ILRCzDYMxjHgsdQaCvEv9v/neCZnfybMVLABZAQWMf7Or/xozfwxI4nDBWt8635aAg1GPqt6unasiKTa0j3hc+z5CGmxLSMDks+AkIAjeFG9HL2QkSMEB2EsBTWVuoteUTdffl5y9ESbsnoj53JP1sneb/4fbpKwfzdJb9L68Oa7r3Jr+tpowzDkIf3Pc17NNE8PheFds1PnjWxEGQB7dF2nJl7JkwwwWK24NFtjxra4KlQ8duDv8XUAVPTprYvrl6Mdw9p/uBd3WdHFo2EpErkGu3j6gNJlRImRQCcstY3NOhOT3f2TWOoUZs4FzvRKWglLVf//eq0+7984csAAEVVsKVhCwbnD8acD+ek3T/Ze/6Zic9gd/Nuki2Ua8mF1+klY6iOUXr6zIqZ2FS/KSVdVA/s9N9uusAqObNnX/M+fHD0A1QUVpDAVJIl+AU/djfvxuD8wbjro7sSfKslRcJW31bymfpDfvzkZXzwazVbkW/NJ/fd+Ik4lmERlsLY37IfQz1D8eqBVxPae37Z+bhl+C1QVRWHOw+nnK/OmolaydRDWx7K6OMdX1NuFHj/5ge/QXlheUoJCsdyKaU1uo2YPmb3dfdNcfZI5yN+Rs4Z3XbfiX821TG6p8enHfdx90Gpo/SUuReeyiRPaFhYCx6tfRQfHPmA7GP0m/CFfLhv030pY+GCMQuw4fCGlPKOsaVjccuGW7Bm4pqMHvNrv78WdrMd/pgfAMjvo7q0mkwUnYrj3XcRGnR/yTc5YPtj/pSaIH2Ae+2T1zLW8MTf+LKp8/bH/PBH/USBWoVKggK9HluURVhZKxQoECThuNgKA7KCDWg1wi7ehZgcQ0SKwM7awbIsFEUBwzB4atdTZHU7LIVJWri+Gqo/jNjMNjy05SFsbthMbtxVpVXI4XM00bIvFa1z+BwwDEPSbt2cG1azlaSz51hyNHEuIQgn70RMjoEBo6XqimFSXx6WwgiLWmBuZ+2wcTYSbDvMjoS+AbQA2mPzICgENRsys4NYZ8XXYycHgmExDEVVyMMEALJNX62u9dWS4CA5hVuvx9ZXsS0mC1qjrWAY5nh9sKKdo9lkJmm3ZpMZHbEOmBlzikd2V5/Nm3jkWHIQFsMAo4l1ODknbGYtA8Av+OEwOyAoAlnd19XCddEr/bOGeIZo/uIsR45jYS2ISTHI0IJRRVWw3bcd5YXlGVfUk1PL9QdLo8DeaFUbMA4Ik+uy4/er9lZjUeUiqKpKsiWsrBU8y2Nf8z4s3bYU0wdPNwza9DroV/a/QgK/TLXXumBd/Aq1fhy95t4f88NsMqPAWoD6UD3cnBtm1qwNqiYLYkoMiqog35qPjlgHWiItsLAWFFgLcM071wA4Xo+ve45vOLwB6w+sx2PjHyMP7TazDVE5SmbW49+nP0x9eORDMgkDaBMEFtYCB+fAseAxiLIIr8MLM2uGIAuIylGwDIvN9Zvx+sHXsaRmCV7712sJq03je4/HHaPvwENbH0q7Ip8pLU5Ps42fkDTa90RqPPVJF6Na+Xhxvvj79sIxC1FeWE4yS3ryoYQG3enprr7xx/x479B7AIChBUOxr2UfytxlGWun3/jRGwC07KZb3r+ly+syeXvy39mmUQPaqlamtunHzjaFuKs61eS2ppsQ/aoptPrxAGTcZ9HYRV3W0z6z+5ms+jCT3ZjRc1ny+XyV9sd/Xndr/Bi1tatrtDvb9F0m07WR6TcRTzo9mjd+9AY2HN6AypLKLn/zVrPVcB+aSn5yyXacourlWeIL+bBy+0rcXHEz5oycg+uHXg8X70JjuBGP1j6K5d9bjmkDpyXMVsUHFPFKlV0pITYEG9ApdMJsMoNjOK0mWYrCwTkgqRIE+Uuvbd4BURERlaJgTVqqtx5Q8iwPQRbAMAysrBWiLBJlb1EWYeftCCthAMCtI24FAKhQoagKonIUNtaGlkgLQlIIoqz5WHfGOnHLiFswZ9QcrS7X7CAp3O3RduRZ88CaWEiqBFnWgrV8az6pB2cYhviUCrIAi9mCiBRBVI7CbrYjLIXREetArjUXYTGMkBQi1l9W1oqgGCTvt5q1v8NSGA6zA1FZm2RoCjdhZ+NODPUMxXN7niOrtJyJQ6G9EK9c+IomBmfLR3O4GYIswGa2wRfyobKkEhPLJqJD6EB9Zz2aw80kFaivqy9+feGvEZJCRFFcVESMLB6JiBRBc6QZ+dZ8mE1mmFkzCu2FaI+1w262419t/4LH5kmZydcDz8WbFmP2iNl4+cKXSaC94fAGEmiPLRmLcd5xpKZbX7XT03D1c9fTc8l1JnamBOxmkxk/7P9DTOk3RZv04JxgGM0qLiSF0B5t1yYyVJWkNu5v3U9W1HmWx1DPUDKZ4eJdUFUVvxzyS1x+zuUkwE6uLZw2aBpqfbXk95DJq9RIJTbZtkpX3NZVa490HkkRIVo9YTXu23wfgPT2HPrnlxeWk0At3j8z2Utz+uDpaAw1pk21vn/z/eRvPZBftXuVYSD/3J7nUtRHHxv/GMkwSO7Dx8Y/hhJHCeoO1BluS35ffCD85M4nE1LYV+1aRVLcg1IQ63auS2nLMxOfIe+L55z8cxICbr1fPu/4nPTLlYOuTCtsV2gvTNgn3b4nombcHG42/L70tiVPkMR/Xzo0/e70oi3ahkKb5moQkSMotBdmtPSq8dZok5wAsQb6unZZJ2I/VeurTVEoNzp2tlZE+db8tA4JRm1NZ9UVf8xka6Vszy/TPvpKf7o+NrJnS9fmdOeQziIrWxuxbM6xu62a0rWVWoN1D5mujUy/iXg212/GdUOvS7l+msJNqCyp7NJisCXSgvpQfZdtoJw60KA7C/wxP1ZuX4mZFTOJQb1OVWkVVk9YjcZwY8bZxPigId52TE9XiQgR5FhzEBEj4Fleq4tmTET0K9+aj7AYJunhgiKgMdyIfEs+nJyTBOYmxgS72Q5JlcgKeJ4lDxEpAkHRUsUlSAC0IC0QC8BtcSMoBLGjcQcG5g8Eb+KhsirsnB0qVOQ4tJVp2SRDlEUSCHeKnXBDE2HTz6XAWoCQFEJQCsJj9SAmxciKb1TSBMA4EwcApH7ZzbvBs7zWNy4XaZuukC4oApqjzVrt+JercYKspWXH5Bj8gh+7mnaRFPHBBYNRbC/G3JFzU9LAg2IQHMuRlUPg+MpyR6wDLMOit6M3Sh2lCSni/d39tRTxL1fZC62FUBmViM6VOErIynVACGBLw5aE43tsHlx+zuWYNXwWOBMHX8gHjuXQGmnFcxOew/62/STIt3N21JTW4MK+F0JQBOJdnmfJg5t3Y9WuVRktu/RAfuqAqagurcaF/S6EpGhpg/nWfASFIBrDjfDYPMRju9BeiO2+7dqKt4mDH36UOEpgZa2oLKmEoipaFgLvRGO4EQzD4F9t/8L6A+tRUVhBVq31f2cTYKd7ADIKsJvDzWgINwDQBps7Rms1hRPKJuCad64xtLbJJmjTHwrjA7/4B8Xkh0a9vj05qEsOzH/zr99kHcjrbK7fjMl9JhuK9Gxp2IIpfadg/b/Wp92W/L7kQDi5rTPKZ6RMIMS35bqh1xkO9kYP0sn9kilI1rcl/38yJ+Jr3lXb4l9L/r50Pq7/GPdvup+uDpwmhATNbYM388R5Y2LZRE0D4kunDT2LpKKwAgvHLCTq1ZyJw+oJqyEpEn7Y/4dYtm1ZSt3zLSNuwS0btHTvRZWLMKhgEAJCABP7TNTGU1lGSA5lbGP8b2P9gfX4zQ9+g+XblqekjeuflfweIzpiHahrroOLd+He6nuxrHZZQnpsstVXuvYkH7Mp3ARBFvDY+MfIM4Gds2d9fumISlHcM/YePFL7iGH6uC/k+1qfMc47DktqNOGzz/2fJ6TjZmMjxjBMl/tUlVbhrsq7uu2+kmwHFo9uDaZbO+pQa7CvR0gIYUb5DJJZlmwtqF87XV1DnInD/dX3w2PzkOc/PZMzk8XggtELYDaZsewvy9IeOxurM8rJhQbdWdAWbcMlZ1ySImICaD+EZduW4baRt2U1463PLPpjfgQFbaXWarLCbXUjJGi2T2A0JW9JlmDn7DAxJrIqKasyFChQVRUu3gVRFeGP+eHm3TAxWg21pEqICBFYOE3hOiJraekqNPsjURW1ABMsLKyF1Hqf1/s8LciVBRwLHkOpoxQMw8Af8yOXz4WTd4IRv7QnsxaAAYOgFEQemweWYTWroC9TwnO4HK0O+svA1KbaYDaZSX/Gp2Drq9d21o6AHEgQjHpm9zP4tP1TrJm4Bo3hRlIntql+Ew62HcTUAVPxaO2jeOqCp4iystVsxTuH3sHBtoO4/JzLoUI1FO2KXx1csmWJYepwOj/s5PRi4LhP4r0f34vZwxNXrv9x+B8JK85ui1aX38fVBzE5hvLCcqhQERSDcHEucCyHgBCAlbWSPrWbNZG6a4ZegxuG3YDP2j/Dp+2fYkb5jATLrpAYwisXvoJOoRNROYq2aBtZ/X9k6yMptl0zK2aiOdyMUcWj4DA7EJbDaIm0oCncRAR9gmIQFrOFTFboqw/Lz1tOHs7ig+psA+zkByKj1aEZ5TOQb8lHXiAPr/3gNRxsP4hpf5uGiBTBjPIZqCisMAzKsgnajAK/TMG60QOcUWB+IoF8PPoqcLptRqtc6d5nNEGQ3I7k7fHodWLJGPVB8muZgmR9W/L/J5Otr3m1t5pcM9m0LduVQMp3GzfvRlOkCWv3rsWckXPQFm1LuafXeGvw2g9fwz8O/QOKquD9I+/jvF7nYWfTTqzZvQbAcaeJOSPn4GjwKHgTj7qWOjxf9zxenvIywGhiZPduupccVw/COqXMD8Xxv42IFIEkS1g0dhGCQhC+sI981to9a7GkZgkW/HNBlxNUgViALBDotck/G/AzROUo+rj64N1D76ate0537EAsgGd2P4Npg6bhno/vAaDVWkuKlPX5paNT6MSL+17E7BGzcd3Q64jg6J7mPVjwzwVYcd6KE/qM3q7eeOvStxKCa13sNnniZMGYBbCZbWnF18pcZWBNbMbP7+3qjSl9p4BlMu/3VYm3AzNCP7c3L34TsirTGt9vCLfFjbrm1Kwz/ZlIX1yLX2RLxma2ocBWgLV1a7GpfhN53nxmzzO4ctCV5LubPng6rhx0ZUImrZ7VmO7a7OqzKT0DDbqzoFPoRJGjKGMK03zTfMwbPQ/7W/Zj2bZlhp7CE8omaANttBMmkybMxZk4MGCOC4Exmv0Vb+JhMVnAMJrXtqpqNjwxOaYJhTHa7HKhrRA2sw3HgsfgsXrg4ByQFRlOi5MckzNxiEpRbZXXxKEzpn2+3WyH2+yGhbOQVWCWYcmNoC3aBgfnQIGtAKIs4j8d/wFrYlHAF6Al3AI7b4esyMRXWk91B0BEzaysldQH6xZJrIlFWAyjj7sPUT13cS44OAc4kcMN5Tcgl88FVOCXQ34Jq9kKVVXh5JwICkGYGBOqS6oxsc9EtEZasWrCKsiKjKAQJKqtY0vGoqq0Crl8LqxmKxaNXZSg4G5hLQhJITKLLsgCwGgCOWEpjAVjtFlEf8wPO2fH1YOvxqftn+IXA38Bu9kOnuUxo3wG5oyaA6jA/x37P7y470XwJh6rJ6zG07ueTrANGd97PH41+VdYtm0Z1tWtIzfXdXXr0io+cyYOAVlbNdcD9qrSKrh5N1SoOCP3DDw/+XltPyEAC2sh111juDFFbX1CnwmYPng6fjbgZ7BzdiiKAo/dg+Zws1YnzvJYtXtVxtrr+EEleQVbD6qzDbCBxAciXYAkJsVQXVpNyiQkWUJztBlO3omP6z/G4ILBqCisINkEy89bjuZwc0pQlk3QZhT4ZQrWjR4S0wXm2QbymY71dbZ19VpXK0DpHoi7muAAMqc06t+Vvk+6fdcfWI81E9eAYZguZ/yv+NsVWbetq/OmqwPffZrCTahtrMU7X2jaAruaduGdL1IzPjbVb8Ky2mW4sN+FiMpRbPNtQy6fmzD5FZEiWLJ5iWG98Hm9zsO7h99NmSzb0rAFS2uXYtqgaSeUnh6SQnh85+OG+8fkmKZdcQIp7/o+em2yP+pHXXOd4YN8/OSW0THjxwMApGwnm7Z0tc/GoxvJ5HSyRdKJnO847zh4bJ6EYNMf86eIjwHad/9o7aNYMHpBWguwxnAjWsItGT9/w+ENxKJy+XnLv9FAN77tQz1D07ZjZNHIE3LqoGTGH/Pj4a0PGy7CAcDCMQtJ2n6mMo6FYxbika3HMzjis7DifzvJk8RVpVW4/JzLYWEtaY9NSwdOTWjQnQUu3oXWSGvGffyCH9e9cx1qvDV48+I3EYgFYONs4E08JEXC//7ofyErMpn51RW4eZbX0r0VwMpZEZEiRChLTxmXZRm51lyIikg8t82MGcW2YihQABUothdD18STVAnBWBA5fA4ERcDhzsPIteSSGV0n70SBtQCSIsFitiAoBMGA0YJaUQtqWbBwW9yAqs1i51py0c/dj6RT51pzYWG1YD0khsgKeUTW6rgFRUBrrBX5Fs2nuFPs1ATaVAnHOo+h2FGMXY27iOp1W7QNJfYSzedYCMHFuRAStPppvfaOM3HIt+Uj15KLoBBEfbAeHpsHkqz16Zm5ZxKhNT2wDkthNEeaYefsZJY3z5qHQCwABYpWzx32wc27sb95P5Zv1x7s48XAmsJNsJqteOH7L6BT7ISkSPjw6IcJK9eji0djUp9JmpK6GMEdY+6AqqpEPdlsMqNT6MQ9Y+9BTI4hIATg4ByYWTETL+57MWVVPf4mqwfsT+58kohupAvQ45XYyz3l+PVFvybWZJ1CJzw2D6BqNYySIqWsXHeVGm70tx5gdxXQJQc/Nd4aeGwerP3+WrAMi1pfLab+eSpWnLcipVQj2XonfuaXZVhUllRiePFwLN923I4mm6CtOdxMHiaNAvTkB7q6ljqU2ksTXksXmGcbyGfqo6+z7auu/uvUtdShxluT8jBq9JCb3C/p+rvGW4OxpWMxqmQUntjxBLEnmjZoWsq+w4uGw8SYMKZ4DOaMnIPWSCvmjJwDQRHQEmlBDp8Dr9OL7b7tZBImXdsyfV/J0NWB7z6dsU4MLxyOQfmDYDaZ4Qv5Mk6q3zHmDry470UsqlyEn/3lZ2n3S55szJSdsqVhC6YPnm547eu2XP849A/YzDYtvb1yIaBoAfL0wdNhZszIteZCUTRLzJgcg6RIiMkxnN/7/JRjpksb39KwBTcPvxmdQifmb5yfdnLr7sq7sXLHyoT3Jh9zS8MWzB01F6qqJmSsGZ3fjGEzsK1xG4YUDMGF/S7Eyu0r06qP6++fM3IOKgorUGgthJW1YnTJaKiqiovPuNjQ2mz+6PloDDdiRvkMHA4cxtxRc9EWbcOhwCGy2tsebc9Ytz131Fxy/0hWX3dwDvyr9V+4avBVhn22cMxCXPG3K2Az2zDUMxSN4caEz/46QbA/5kdjuJG0Pd09l6aRf/N0Veu/YMyChP6eN3oefhH8RYqlWHlheYKuyPDC4QCAKwddCUmRcFH/iwxtAu+t0mzKLKwF99fcb2hlRr/zUxMadGdBvlULHI3Qb8I5fA5JO97m24aRRSNhNpmhyAqsZitiSgyCIkCURDitToTFsPa6HNNqnL9MKTcxJnAmDhEpAitrhdPshMRKJFU435IPMNpqjMqosLE2WFkrfGEfGIYhNd02sw3tMc2qq4+rD6JSFH7Br1l3sZrKuazKCIthmBgTObaFtSTUMts4G1SoaI40w8274eAcRCU9JIYQlaMosBYgKkeJMjkAyIrmkRmRI2iLtkFRFfhCPhTZikja+mDPYHhjXoiKCCtjBcdotd6ljlIt7Z6zYlfzLjAMA6/DS9LqBUmAi3fBxbsS2sqA0VzJVQUMGCLABhUIi2G4eBf6u/sjLIUhqAIRbwsIAQiygH7ufnjlwlcQFIOGquEdQgcsrAW5llxM7DMR47zjYDfbtc9UFMiqTGql9fQ/K2slATbLsGiKNKWsXN9UcRNmlM8gVmb3Vd2HmKwpXKvQAndREXHbyNuwr3kfsWxKDtDjVZqf2fNMVn7YFYUVaVeudboSo9ED7EwBXfKKQ7W3Gr8Y+Atc8841WHHeCtz4/o0px4sn/rWIFEmZ+f3fi/8XV719lfYQGydoGJWiuKjfRZg2cBokRUoJ2nq7eqN/Tn+8tP8l8vAb//CS/CCjK4jPKJ9BXjMKzJNXcLNNlW6JtBgGul9lm9EEQXI7krfH81n7Z7iv+j48uPnBhAH93+3/xn3V9+HhLQ+T19cfWI9nJz2LGTnH+0VPi7t+2PWwsBYi3qTfIx4c9yDao+2YO2ouFFXBwjELoUBBRNQmBnkTD1ERMb5sPGJSDH3dfSEqImRRxlm5Z5FjuXgXRhaPxMNbHzZ88NQnX/SaRiosdHpzNHAUnIlDY6QR6+rW4WcDjIPoeDqFTvRy9kJrtDVjOmc25SjxRKUo7vn4npT00TxLHq746xUYXjQcv/3Rb7GrcReue+c6vDD5hYSUVnLP3/18QnB/QdkFuL/mfm3CW+gEz/J479B7adPGO2OdsHG2jOms//H/BwPyBuDKQVcSpw49xTv+mEc7j5J/pzteb1dv2Mw27Nyrpenrz1HXDr0247GPBY/hno/vwZqJa7CtcRue3vU06YcFoxdoOi5f6tfU+mpJGVKNtwb3VN2TYu80zjsOCysXZkwhPxY8hvLCclw1+CqUOEqwYvuKlJTiIZ4hGFU8KqXPDgUOAYDhZPrXEW7UU8p/evZxS0ijvqZ2YN1DV9lQ+rVkZOGmL8zlWHLI9QFo13CyUCq5rkfNxbHgMZQ5y+AL+zD97eloi7YRPYJl5y07Ze0wKYnQoDsLciw5CMQCKQ9q8UHN+gPriV2P1+nVgg4FMJvNEBSB2AXxPK/5aJttmtjZlwEix3LEizrfkg+r2YqIHCG2WlazFbIik6DSxbugQkV7rB25llwU24sTlMBFRUwQHsuz5MHEmNAWbYOL01ZyeJZHVI4iLGpBq6RKaAo3oSPWAQfnQJ4lDyExBBUqqb1WoUKQBTRHmuF1eMEwDJoiTXBy2kRCTI7hd5/9DtcOvRaBaIDUWO9p3oPP2j/DNUOvAW/iERSCZNuB1gMoc5WhzFVGFLM5E4f/O/p/+I//P7htxG0Ii2FNFV2VYWJMALQUwU6hE6WOUiiqgqAYBMMwEBWRPJzromP6dwMARfYi5PA5WLNnDfq5+6Hco9kG8SyvfW8qoEAhImQhMaSlu39pxRYQtJV/fZXfyTs1r/FwI9y8Gzt8OxJWzONTwkNiCFP6TsHFZ1yM1mgrETYzCtBlVU7xEB/qGYrfXfw7hKQQwuLxNPjWaCtcnKYwf7DtIPlsI8Eoo+DaaOU6nkwPkxbWkpIqmJwWeffYu3Gk8wgeG/8Yeai8/r3rEZEiWdUDd7U6aTfbMbJoZEowrj+UvrD3BUMRmRJHCRycAwvGLEBUimLBmAWagv+XZQe6T/fdY++GpEhkgsfBOXBv1b0IS9o1f8mZl5A0MT3wi1/BzRTIx7fp3F7nYlyvcYYz1ye6zSgQTm5H8gSCTo23BovGLkKJoyTtgG70OgDSL7pIYnI6p843le6oH2f5ecvRFm1DSAjh3qp7ISpigk93/PYfn/ljPLz1YSosdJrREGqAL+TDF4EvEpT2u8JmtmFd3TpM6jMp437ZlKMkbzeaRFw9YTUiUgSb6zfj4a0Po7ywHFMHTMWK7StSxBKT69AB4IMjH0CQBSw7bxn65/THfzr+k1bHAABcFhdZWDBqj96mdXXrsK5uXUbrreRzNjreH3/8RyzZvIRMFOj7ZHNso3OOSBEs2aKl+E/pOyUlHXxT/SY8sPkBlBeWJwTdH9d/jEdrHzV00dDhTTzW1a3T7M8OpFqDxafoG2VofdPCjfEp5cl13Ml9/dalb9H7WTfQVTaUi3dlLFt4ZOsjWHbesoTjTB88PeX3HX9dlxeWgzfxmP3+bLL94/qPsXjTYvI7p5z60KA7S9wWN+6tuhcPbnkwRQn40/ZP8eKUF6GqKjxWD2RVhqAIUBUVdpMdZpMZJtlELJ10Sy2LyQKb2UZqtaOSFhxHFa3+Os+SBxfvQlgMg7fw4FmepJgHxSCcZidyLbkkrTuHzyGBtZPXFMYtrAUcy2nK5yYGDs6BkBQivrwhMYR8az5RsXbxLhTaCyHJEmTIWLt3LS4+42IU2YvI7J7VbEWpoxSrdq/CJWdeQrYV2gvh4l24ceiN2Nu6F4X2QtJ/vR298f0+3yd+3SbGhBJHCQKxAM4vOx9hMYyoFEVMjqEj1gEra8WYkjGY1GcSmiPNxJ4MAAJiALzMY0/zHgzMH4hn9jyDy8+5HI2hRuIfLSkSWsOtmDV8Fm7GzWgONyek9lSWVGLOyDmkxho47t07pGAIWamXFAk2sw1tsTbIqoztvu0Y6hmaohpe7a3GL4f8Ei2RFgz1DMVvfvAbKKpCPLL19G7OxKEx3Air2QqWYdESaUkIrBkw2gSIIqEx3IgLyi5Ap9BJgjtRFbGnYQ/xGweOr1zf/I+bUVFYgV9N/hWue/e6rO1a0q1cx5PuYVJXFtdXzqtKqzBv9DywYFFVWoWwGNZWSTr+gzkfziHv1x8qjY6dTYpwPOO845BjyTFMsxpZNBJ9XH1IwGU0E/xNBX/xn+Hm3biv+j6ExTDurLxT+41LMRIMRsSIYWCotyPTzPWJbgMSA+EcPgcPn/swQmIIISGEHEtOxkA5Xf9ker0nyOZ7jN+e6ZqgfDcJxAJw8S6MKRmDwZ7Bmkc7p5X/nF92Pj488mHKe6q91WgKN6HaW43GcGOXgn76qm1FYQWKbEVps1OMbLmMXt/SsAXzR89HUAyiorACIwpHgGEYDMofBI/Nk1EUsCHUoAmXfjkxmq7umDfx+OjYR1lZkultMpqsyKZOu8ZbAzNjzsqKy+jYJ2Kzls22TfWbcO3QaxOeA+In6XMsOUSs9EQ+t6v22sw2DPEMOaGU8+SUcpq10zNkqtOOF0u+YuAV+OnZP01RNv+4/mO0R9vh4Bx4YfIL8Mf86O3qnfH6un7Y9aj11aZso+Kf3y5o0H0CPLXrKUwbNA1zR80l6cobDm3A/1z0P1ChkpRgQRa0QFcNIxwNI9+aT4LN9nA7cvlc2Mw2CIqAqBiFoGi2XgDQFmtDviWfrEYrqpa2rPtai7IIMNrKXlAKwsk4YefsxFYq15ILhmHQKXRC5mRNyMxkgcRIROXcY/Notc9iCA7OAQCwsTYwPIOgEARrYsGzPDqFTtw6/FY8XPtwwkBc463BospFuHXErXik9hHDbefknwM370ZM0YLNksIS2M12LSVdiiLXkgvOxEFRFQBAnjUPkiLBqlpR5ipDUAiS9HY9nd5mtml2CpwDLZEWfK/X92A1W3Fur3NRZC8Cz/JE+ExRFAwqGETsrepa6kiw/fKUl8GxHARFwMyKmVgwZgFJ4Qa0mviX97+M/3fW/0sI5K1mKwpthbBzdkPVcN3zGwDqg/UwMSYUWAuwq2kX8q355BhtkTZUFFYgIkcQEkOkFrxT7ERY1AIfWZFR6ihFQAhAUZWEG3a8mFlEiqSsXC/btgxLapZ0mdqYrga7q9TweI/suyrvQlSMoj5UjxXnrUBdSx2uevsqPDfpObRH2zFv4zwAWpAdT6Z06/UH1mPl+JVgGCalPjuT7Um61df44LE7+SaFajId66tsowNyKlRY6PQjJseQa8lNmDwHjtffqqqaICSp11Y/s/sZ3DH6Dlz/7vXEXspI0O+6d69LSCXWs+EUVTH8vCd3PpnQvnR1176QDypULPjnAgwvGo4bht2AWRtmGVolxnM4cBjzNs7DBWUXYOGYhVi2LbU+VLfdWn9gPV774WtYsW1FxtrqdCTvl642/I7Rd+Bw5+GMx0pGdwaZv3F+l+f8VcQoeZZHVWkVqUFPTgWvKq3Chf0uzJiGHn/s+L4wam86/ZZMKedGKeW0jrtnSDfJr6d7R6QIHtr6UMKzcbLbiwoV9358L/mtPTb+sYyfaWJMxIY2GSr++e2BBt1Z0hZtw7tfvIt3v3gXNrMNv5r8K7g5N1ZPWI2wFIadtcNitiAiRmA3a/7WdrMdESaChnADXJwLTs6pBcRiJ8wmLe1cF/3SV0VtZq2G2sJasHz78oSZd13decX2FQmvV5VWYfrg6WDAGPo2zyifgagUxbyN8xIEs+IVqY32uXXErVixfUXKzPem+k14aOtDmNJ3Stptt428DQ9tfShtLXFCO97TaotnlM+AiTHhpnduMlR/T27rzRtuxoiiEbir8i74Y1q9er41X6vnNrHoiHWgxFECWZFx8RkXY3LfyegUtL73R/24Z9M9uHvs3fi843MUO4pJ8NwpdGJm+UwAwBsH30hITy92FCPfmo/nv/88fGEfCmwFONh6EC3RFozrNQ6+kI8E+W9++iZWjl+Jt794m/STbi8TlaM4FjwGK2tF1BzFkzufTHnYmzZoGuZvnN+lajiQunI9d9RcNIebM17TRjXYRgF2/IOU7pGti9dd/pfLDR9C7JwdFuH48Y0C63Tp1hEpgvkb52NR5SLcMfoOBMUgbGYbHGYHHhz3IEJiKO3qJA2kKBSKEQ2hBuRb87Fk8xLDFOFl25Zh2qBpmD54OniWh91sh91sx+HOw+if0x++kA9t0ba0Nc+iIuKVC19JsGWMr7O9ftj1kFUZLMMiIkVw3bvXYeqAqbhu2HWQFRkhMYS6lrq0dde/+ddvyD1fVVVMHzw9q/R1QEs3V1QF0wZNS2m3brsVkSJgVAaT+07GzIqZXbbJbXGTydR8az5ao60J+8X3k52zIyyGoULFkzuf7LKOPv7Ybosb/2n/Dw60HkBEimR9zieyTZRFlBeWY87IOXhq11OG18fK7SszpqH3y+mH3/zgN3DxmhNLWAzjhckvEA2ceE405TxdSrlRHXe/nH4othfTcbCbSVd6BWjXvpFjAXBc3X9p7dKEfbq6riNSJO2EDxX//PbwrQm616xZgxUrVsDn86GiogKrVq1CZWXlSfv8kBDCXZV3YaJ3IlSTqtUQS0F0Cp2wc3aIEMGqLCRI8EV8cPEuTRBNjMDJOQFGG/S3+bYZpicbBaCXDbgMWxu2kh/apvpNeHDLgygvLE8IuvXjTOk7JW290ZS+UzIqUBvtwzAMhnmGJQSD8cfNlMZ1vXh9l7XERsFjfBsyvSd+P73mTa8H0xWRpw6YihvfuxEjikbg+mHXY9aGWaQva7w1WDtpLVqjrSgvLIeds8Mf9RNFdD1b4JYRt8DCWrC3aS8+bf8U43qNw+HAYZKqTgLrQ2/j6V1PJ6ib1nhroKgKhnmGYXfTbgDHBVWWbD5ec2akGr6pfhMUVclKNVwnfqY9KAaztlKJX7leVLkIfsGPgfkDYWEt6OXohfpQPR4a9xB6OXvh/SPvY9rfpmHFeSvSPnwAWiZGS+S4lYpRYL3gnwuwcMxCLBizICH12ijdmkKhUL4OgVgAQHpfev2eev271+PVi17F4zsex12Vd+Hl/S9jS8MWzCifkdHCp9ReisGewdjckPiwHV+vvHrCatz4/o1YPWE18QWvLKlEra8Wdc2p9cLA8bR1o5KgE7HL2nh0I3424Gcpdcf6fuO848CxHO7ffD9WT1iNupa6jG366NhHpB9WT1idsgqsn3d8jfbqCaux8ehGnJN/TsZ2Jx97yZYlJAjv6pzTTTanS+ev8dZgq2+rZnHmKU+rNp+chh7POO+4tIGuP+ZPSUXOlCJvlC4cr5adfP7xddzjvONOuEac8tUxmuT/3P95l6UTVrM15fvPdF3XeGvSXte0jODbxbci6H7jjTdw++2347nnnsPYsWPx5JNPYsqUKTh48CCKiopOShs8Fg8m9p4IBQpEVUxJHan2VpOUr+RV2hveuwEVhRWYNmga9rfux+iS0djTvCfh+NkEoPp+RsFuNrVM8TXW6RSp4/fZXL8Z0wZOS9snmdK4/DF/xrYY/W3UhmzamnwMQBM1iV8ZiA9ggeMr8snB+qKPFiWsws/8x0yMKBqBhWMWwhv1YsPhDQmK5vGB9cG2g1hSs8QwNW35ecvxSdsnWQubddVXRv0fP1Pq5JwZvY311evklevL/nJZwoNTvFWXLqQDZFdjfW6vc9HH3Yd8fldq1hQKhdJd2Ew2NEWbMu6j31M7Y52YP3o+2qJtuGfsPfCFfQgKQUMLn2pvNRaMXgBREdER68h4fDtnx6oJq+CxefD4+Y+j1FEKnuXx5qdvpk1bv2P0HZj2N20ctnGaMOSe5j2QFCmre3wm9DT3hlADLup3EQDgmYnPwMJaMh47vk0A4OSdAIBfTf4Vtvq2JoyRJsaEqBTFjPIZEBRNrC3dsau91bhi4BUJ7bZzdrz+w9fBmlg8cf4TKLIXGVqEVXursXDMQnAMl1JHX+OtwZ2VdxLr1/j2cSYOITGEGeUziKVrOniWTwmgu0rlNkpFNnp2iq8lb4u2AQAZH+Ofp2hK+alNV6neJsaEfGs+Vk9YTUoO9QUco3uA/r0yYE742qOcenwrgu7HH38cN9xwA6655hoAwHPPPYe//vWvePHFF3HnnXd2++f7Y37IkKGoCsJSGCu3r0wJNjbXbyYpX+lWaQGQIM8oTSmbABRIH+yeaC1TNvYmmY75VT2FM31utueW6W+979bVrUsrFpb8Wler8Etrl6K8sBx1zXXEMzs5sF49YTXW1q1NG1TPGTkHa3avMTy/r6oaHv/58SvXVtaKpy54Cm7Ojbsq7yJe6Tl8DkRFhC/kw0tTXupy5Tpd7XU2A3+OJQdWszVrNWsKhULpDppDzWBMTJdpmPo91WVxwRfyodhRnKBpopcHzR89X7OelDVrqiv+pqX8vnLhKxmP7+AcKcrb1d5qLKlZgsWbFmPqgKkp6d++kI9MhEbECG55/xZUlVaRIDk+vdjFu9ApdKZNCS9xlGDNxDXk33XNdbjib1ekLBTE5FhG+7D4NgFAUAiSydkabw3WX7Te0FprYp+J2nmkObbH5sE171yTcGwH58ATO55I6LPxvcdj9ojZuHLQlUSMttZXi1/89Rdan4xegNtG3oaQGCL2n3opVKb2XdTvoox127mW3K9kz5Scipyccp6uxntC2QTMHzM/xTKTppSfumS6x9jMNvRx98HDWx9OqfeOvwfcMeYORKXoCYmoUr4dnPJBtyAI2LFjB+666y7ymslkwqRJk7B5s3Ea0DdNUAiS2qYyd1mX6WnpXjMKBpPJJgBNF9CeaBCcjb1Juh90pjQuPR0u27Zk8nfOtq3Jf+t911V/GgXrRn/Hf3fLti1DeWF5Qtp9Nun4XXGiquHxQXa8evjCMQtxzTvX4IGaB/Dz934OQBPpmLdxHvl/ILuV63gBs+RAO5uVa1pjTaFQehJ/zI+oHMXWhq3o5+7XZTp2VWkV/tP+H4ABGsONCQ/HESmCJZuXoNpbjcl9JyeUCc0on4H9LfszqpsfaDmQdsJ+6oCphmnrye0Djteg65PC6+rWYZx3HB4Y90CCOFPysfY270VDuAGAdm9PN0E8bdC0jKn0Rv2mk6kM7kDLAXLcZHsrPQ09PuCtKq0y7LONRzciJscwbdA0w4nuruzD0rVv2bZlWDB6Qcp7gONpvF91TIt/X3LKeboa77PyziJWZzSl/NtBJmXzhWMW4pGtj6St9546YCr2t+zHVYOv6labTUrPYerpBnRFS0sLZFlGcXFxwuvFxcXw+Xwp+8diMQQCgYT/vi5BMQiVUVFoL0ybNk0+v4vAzigYjCc5AO1KSTr+9Uy1TM3hZkMF6q72cXAOw0F2+uDpKHYUG26bPWI28Yo2aku6dhi1IZu2GvWJ3m9dBfTpgnWjv/V/b2nYQuxE4tlcv9nwdZ2wFE67zagt6fqqxluDe8beg+/1+h5+d8nvsGjsIrh5N16+8GVMGzQN1717HdqibYar4vGfoT9gAtoDmP6gFU+85dYbP3oDHqsH91bdiz/++I94YfIL+NEZP8LA/IEYXjQc/XP60wGBQqGksGbNGvTr1w9WqxVjx45FbW2q9U130RZtQ1gKo9BeiHn/nIeFYxYajlvTBk3DwbaDmFE+A2fknoERhSOwfNtyw2Nurt+MQltiFlq5pxzLty83vI9WlVZhUeUiLN9ufLwtDVtQWVKZ8p5pg6Zh/YH1ZDI1Xr04fhzSM4yK7EW4e+zdac9v+fblKPeUo9xTnnHxwMSY0p6H3ib97+R2JbctnuXblxv2f7W3GjPKZyQcR08Xz9RnRfaijOdhlCmYqX1bGrZgsGdwSvu+6TRePeV8nHccAKT9PvTX043PNd4aml58ipH83eqM845DeWF5xnrvypJK+n1+xznlV7pPlKVLl2LJktRZyq+DXqOhp0BloqvAzij40TEKQPVZaf21dDYjunp58ix7vNq3Pngl13tl2mfWhlmYPXw25o6ai5ZIC0rsWkra/I3zAYCsdJoYE1ycC/ta9+GWDbcQy6pMdWbJK7S6enn8INtVW41q1+JXLDIF5pmCdaO/4//9VVL8zSZz1qI38erlwHHVcF/IhwllE/Czv/wsYUUgfgXbqL3x/ZEuRbyrlWs6EFAolBOlpzVZOoVOCLKAmBxDW7QN1717HZbULMHcUXMRkTShU0VVYGJMmD96PiJiBBuPbcTZuWenTTMGjCdoM6Vkt0RbMh5PVmVS51nmKoOiKvCFfMSK8VDgUMr7nbwTb136VsJ9OhALoLyw3FClPCJFurSSBICoFMU9H99DzsPG2RCVolBUBSzD4qFxD5HjGrXLqH8AbYU2JIXw8LkPoy3ahsOBw7CwFhxoPYAdjTuw4rwVpM15lry0x9YJisGM5/FV7MNCYgiLxi6CoirdKuoZn3Ku13Cna2O666q3q7ehvRilZ0mnbH4ocCjj+6yslX6f33FO+aDb4/GAZVk0NjYmvN7Y2IiSktSL86677sLtt99O/g4EAigrK/tabdBrNPQU82wDp+TX4lWik1eljQJQu9mOvjl9UV1ajbAUxp7mPbju3eswe/hs3Dz8ZrSEW+Cxa57bTs6JTrETi8YugqRImqq62Q6r2UosSp6d9CycnBMOzoGIqP3tMDtgMVtgZsyIylE8N+k5cCYOJsaETrETz056FqqqggULj9WD5+qeQ/+c/lg5fiXMJjPyLHmaBVfMjw+PfghVVfFAzQNgGRZ3j70bMTmGgBCAm3fDbrYjLIXx3KTn4OSc4FkeHbEOvHLhK7CwFsiKDAfnwKsXvoqAGICTc0JVVUAFnpv0HCysBTzLQ1G0B6SXL3wZB1oOJNSuxauXx4uF6SJ3Rv2d7vvLFLSnm3xJNzDXeGuQw+fg3qp78fDWh1NEXu4Zew8iUgTn9joXbt4NF+8iliM2sw11zXWY9rdpiEgRzCifgYrCioRr0Kg9RgG23i8AFTejUCjdT09rsrh4FwRZQEgMAdBWvme/Pztlv3jRSP3vTKSboE1Om9bR65nTIcpigmhlssq4UXvyrfnon9M/4TUH78joLNHVwoG+T/x5GLUnU7syfY6bd6PIXoSQGEqZKE4+rtmU+RHVyTkzbv8qujNhMQzYgDNzz8x47G+CrtKF49todF29delb3dY2ytfD6LvtSlPCbXF3Z5MopwCnfNDN8zxGjRqFDRs24NJLLwUAKIqCDRs24JZbUgcBi8UCi6XrQeVEcPEuBIUgmiPNONh2UFtVZpi06uU6yYH0tEHT8PvPfo+7Ku8CVOB3l/yOzIJZTBa0x9rx6kWvwspaIcoiFCgothcDKhCRIxjnHYfJfSfDxJgAFShxloABA7vVjo5YBxycQ+szE48CawEERZvdD4pB2M125FpyISsyWiItyLHkwAmn5nksdiIiRpBjzYEKFU7eCVERYZbMYMCAYzlIsgRRFXHNkGvAsRwikuZHbmEtCAgBeGweTOgzgZwPb+LhF/ywslbkWnKhKApUqFrbASjQAmeH2YFOUcsksJqtUFQFHMvBoTrIKoSVtcIkmdAR64DNbIOV1URIJEXC6JLRePWiV0l7GDCQVRnzRs/D0c6jWHHeCjKLvmrCKu0zOUfaYD3dKnzytnTWI6WO0hTlVD01TZ/BXH7e8hMWwyiyF2Fk8Uh0Cp1w82785Oyf4MHND5K6IaPJoHQr2Q7OgQVjFkCFiogYgdvipoE2hUL5xvkqmiyxWAyx2PFVyK9bIpZvzUcgFkBzuDmjJU/yPb053JxyL9cxKufqakK+KdyU1YR9tllZ6ayCMtWUJn9OtllXLZGWlP3StSvT6/Ft/iba2VWfnqh9WFVpFVoiLRheNNzwfd1Fur7oyiWEWkV9u8h0zdPv8/SAUVVV7elGdMUbb7yBq6++GmvXrkVlZSWefPJJ/Pa3v8Unn3ySUuudTCAQQE5ODvx+P9zurz6LdCxwDAoU+MI+vLL/FQwpGIIqbxUkRYKDc8BhdoBlWASlIMJiGE7emRB46oEyz/IQZREqo3l92812shqsr0wzYNAhdJD3KapCZjxbIi1w8S4tuFRk7bVoC6xmbV+b2QYTTDAxJoiyCBtng6RqK98uzgWe5dEWbYOLd8HKWhGWwuQzwlIYDrMDPKu128bawLM8JEWCrMpkO8MwUFUVPMtrKwhSSFsxZy2IyTGEpBBsZhssrAUcw8Ef86Mh3IACWwF4k/b5RfYiWFgLonIUQSEIO2cHoE2omFlzQlCvf35IDMHJO8EyLA4HDiPXmgvepK2We51e+GN+tERaUGArgJ21gzFp7eyIdWhtMXHwhXzIseSgyF6EoKh9Vw7OAVmV0RHrQESKoMReAifvRFu0DZIiodZXi/UH1hPl07vH3o2V21figyMfkOsjPrD2x/wnRWEy/nPcvBscyyUE4oCmfrqwciFicowqXlIopyjf1Dh1qlFfX49evXph06ZNqK6uJq8vWLAAGzduxNatW1Pec//99xuWiH2dvmkONSMqR+EL+1LUw2u8NZhZPhM3/uPGhEnY+6rug6RKWFq7NGGCvcZbgxnDZiAiR/DqgVcTlM3XTFyDF/a+kBCo65O2izctJpaS6cquRhSNwPXDrk+wHq3x1qS8ljyRm4wv5EuwqEr+nOrSaswfMx8Pb3k47T4RKZJgV7R40+KUffVyt3jx0HHecbin6h6s2LYC7x95P+H15DYbtTP+/ZsbNhNVb6M+W7xpMVaOX2nY53rJ3asHXk15731V92HF9hUJY7ieYdjH1QfFjszPld2BUV/o6uXJ31NX3z/l1CXdNU+/z2832Y7h34qgGwBWr16NFStWwOfzYfjw4Xj66acxduzYLt/3TT7MNAYbIasyBEVAVIoiLGnBtY21QVG1lVwGDERFhKzKsLJaAN0Wa4Ods5Mg3Ga2gTNpwaids8MEEzgTB0EREBSDcHAOst3JOWFhLQhJIUSlKPIseRAUASpUqKqqBcJx+8d/joW1wMbatABcESGpEsJiGHbODitrRUyKISyHkcPnQFAEsurp4BwICkHSVrvZDpvZhrAYhqRqAXBEjMDJO8GZOARiATh4BxycA2ExTNqhB+EMGK0+SgrBbraT1W7exCMoBOGyuCAqYkL9FIC0gWt8sOngHOBNPDm/+HMIi2EEhSDcFjc5vt5XepuNPiv5vVE5SrblWnJRZC86aYH1iXKqtotCoaSHBt3HMVrpLisr+9p944/5ERJCCeO3nmUGAFFFu8/rJVhQABUqBFUgY56eFQQA7dF2KKoCSZXIxLFerhUSQynjCSmz4uzoFDoREAJk/GqPtZNx1gQTYkos6/Ew0/nGj5PJ457u/2w09gWEQJfjLmfiEIwF4bQ4U8Zvo2Ona3O6/fTXQ0LohMbw+O1O3gmL2YJOodNwDG+JtCAgBMhzTk+rQ3fVF3Rc/25Av8/vHt+5oPur8l19mKFQKBTKd4Pv6jglCALsdjvefPNNUh4GAFdffTU6Ojrwpz/9qctjfFf7hkKhUCjfDbIdp055yzAKhUKhUCjfPuI1WXR0TZb4lW8KhUKhUL7rnPJCahQKhUKhUL6d3H777bj66qsxevRooskSCoWImjmFQqFQKKcDNOimUCgUCoXSLVx++eVobm7GfffdRzRZ/v73v3cpgkqhUCgUyncJGnRTKBQKhULpNm655RZDi08KhUKhUE4XaE03hUKhUCgUCoVCoVAo3QQNuikUCoVCoVAoFAqFQukmaNBNoVAoFAqFQqFQKBRKN0GDbgqFQqFQKBQKhUKhULoJGnRTKBQKhUKhUCgUCoXSTdCgm0KhUCgUCoVCoVAolG7iO28ZpqoqACAQCPRwSygUCoVCSUUfn/TxinIcOoZTKBQK5VQm2zH8Ox90d3Z2AgDKysp6uCUUCoVCoaSns7MTOTk5Pd2MUwo6hlMoFArl20BXYzijfsen1hVFQX19PVwuFxiG+VrHCgQCKCsrw5EjR+B2u7+hFn67ON374HQ/f4D2AUD74HQ/f+Cb7QNVVdHZ2Qmv1wuTiVZ9xUPH8G+W070PTvfzB2gfnO7nD9A+AHpmDP/Or3SbTCb07t37Gz2m2+0+bS9SndO9D0738wdoHwC0D0738we+uT6gK9zG0DG8ezjd++B0P3+A9sHpfv4A7QPg5I7hdEqdQqFQKBQKhUKhUCiUboIG3RQKhUKhUCgUCoVCoXQTNOg+ASwWCxYvXgyLxdLTTekxTvc+ON3PH6B9ANA+ON3PH6B98G2Efme0D0738wdoH5zu5w/QPgB6pg++80JqFAqFQqFQKBQKhUKh9BR0pZtCoVAoFAqFQqFQKJRuggbdFAqFQqFQKBQKhUKhdBM06KZQKBQKhUKhUCgUCqWboEH3CbBmzRr069cPVqsVY8eORW1tbU836aTxz3/+ExdffDG8Xi8YhsEf//jHnm7SSWXp0qUYM2YMXC4XioqKcOmll+LgwYM93ayTyrPPPovy8nLiaVhdXY233367p5vVYzz66KNgGAZz5szp6aacNO6//34wDJPw38CBA3u6WSeVY8eO4corr0RBQQFsNhuGDRuG7du393SzKF1wOo/fAB3DT/cxnI7fqdAxnI7hJ3sMp0F3lrzxxhu4/fbbsXjxYuzcuRMVFRWYMmUKmpqaerppJ4VQKISKigqsWbOmp5vSI2zcuBGzZs3Cli1b8N5770EURUyePBmhUKinm3bS6N27Nx599FHs2LED27dvx4QJE/DjH/8Y+/fv7+mmnXS2bduGtWvXory8vKebctIZMmQIGhoayH8fffRRTzfppNHe3o5x48aB4zi8/fbbOHDgAB577DHk5eX1dNMoGTjdx2+AjuGn+xhOx+9E6BhOx/AeGcNVSlZUVlaqs2bNIn/Lsqx6vV516dKlPdiqngGA+oc//KGnm9GjNDU1qQDUjRs39nRTepS8vDz1hRde6OlmnFQ6OzvVs88+W33vvffU8ePHq7fddltPN+mksXjxYrWioqKnm9FjLFy4UD333HN7uhmUE4SO34nQMZyO4ap6eo7fqkrHcDqG99wYTle6s0AQBOzYsQOTJk0ir5lMJkyaNAmbN2/uwZZRegq/3w8AyM/P7+GW9AyyLOP1119HKBRCdXV1TzfnpDJr1iz88Ic/TLgfnE589tln8Hq9OOOMMzBt2jQcPny4p5t00njrrbcwevRo/OxnP0NRURFGjBiB559/vqebRckAHb8pRpzOY/jpPH4DdAynY3jPjeE06M6ClpYWyLKM4uLihNeLi4vh8/l6qFWUnkJRFMyZMwfjxo3D0KFDe7o5J5W9e/fC6XTCYrFg5syZ+MMf/oDBgwf3dLNOGq+//jp27tyJpUuX9nRTeoSxY8fi5Zdfxt///nc8++yz+Pzzz/G9730PnZ2dPd20k8J///tfPPvsszj77LPxzjvv4KabbsKtt96KV155paebRkkDHb8pyZyuY/jpPn4DdAynY3jPjuHmk/IpFMp3iFmzZmHfvn2nVR2MzjnnnIPdu3fD7/fjzTffxNVXX42NGzeeFgP3kSNHcNttt+G9996D1Wrt6eb0CBdddBH5d3l5OcaOHYu+ffvit7/9La677roebNnJQVEUjB49Go888ggAYMSIEdi3bx+ee+45XH311T3cOgqFkg2n6xh+Oo/fAB3DATqG9/QYTle6s8Dj8YBlWTQ2Nia83tjYiJKSkh5qFaUnuOWWW/CXv/wFH3zwAXr37t3TzTnp8DyPs846C6NGjcLSpUtRUVGBp556qqebdVLYsWMHmpqaMHLkSJjNZpjNZmzcuBFPP/00zGYzZFnu6SaedHJzczFgwAD8+9//7ummnBRKS0tTHlAHDRp0WqXnfdug4zclntN5DD+dx2+AjuFG0DH85I7hNOjOAp7nMWrUKGzYsIG8pigKNmzYcFrWw5yOqKqKW265BX/4wx/w/vvvo3///j3dpFMCRVEQi8V6uhknhYkTJ2Lv3r3YvXs3+W/06NGYNm0adu/eDZZle7qJJ51gMIj//Oc/KC0t7emmnBTGjRuXYjP06aefom/fvj3UIkpX0PGbAtAx3IjTafwG6BhuBB3DT+4YTtPLs+T222/H1VdfjdGjR6OyshJPPvkkQqEQrrnmmp5u2kkhGAwmzIR9/vnn2L17N/Lz89GnT58ebNnJYdasWXjttdfwpz/9CS6Xi9QC5uTkwGaz9XDrTg533XUXLrroIvTp0wednZ147bXX8OGHH+Kdd97p6aadFFwuV0r9n8PhQEFBwWlTFzh//nxcfPHF6Nu3L+rr67F48WKwLItf/OIXPd20k8LcuXNRU1ODRx55BJdddhlqa2uxbt06rFu3rqebRsnA6T5+A3QMP93H8NN9/AboGA7QMbzHx/Ae003/FrJq1Sq1T58+Ks/zamVlpbply5aebtJJ44MPPlABpPx39dVX93TTTgpG5w5Afemll3q6aSeNa6+9Vu3bt6/K87xaWFioTpw4UX333Xd7ulk9yulmN3L55ZerpaWlKs/zaq9evdTLL79c/fe//93TzTqp/PnPf1aHDh2qWiwWdeDAgeq6det6ukmULDidx29VpWP46T6G0/HbGDqG0zH8ZI7hjKqq6skJ7ykUCoVCoVAoFAqFQjm9oDXdFAqFQqFQKBQKhUKhdBM06KZQKBQKhUKhUCgUCqWboEE3hUKhUCgUCoVCoVAo3QQNuikUCoVCoVAoFAqFQukmaNBNoVAoFAqFQqFQKBRKN0GDbgqFQqFQKBQKhUKhULoJGnRTKBQKhUKhUCgUCoXSTdCgm0KhUCgUCoVCoVAolG6CBt0UCuUb4cMPPwTDMOjo6OjpplAoFAqFQjkB6BhOoXQvNOimUCgJyLKMmpoa/OQnP0l43e/3o6ysDHfffXcPtYxCoVAoFEom6BhOoZya0KCbQqEkwLIsXn75Zfz973/Hb37zG/L67NmzkZ+fj8WLF/dg6ygUCoVCoaSDjuEUyqkJDbopFEoKAwYMwKOPPorZs2ejoaEBf/rTn/D666/j1VdfBc/zAIC//e1vGDBgAGw2Gy644AJ88cUXPdtoCoVCoVAodAynUE5BGFVV1Z5uBIVCOfVQVRUTJkwAy7LYu3cvZs+ejXvuuQcAcOTIEZx99tmYNWsWZsyYge3bt2PevHlobGxEe3s7cnNze7bxFAqFQqGcxtAxnEI5taBBN4VCScsnn3yCQYMGYdiwYdi5cyfMZjMAYNGiRfjTn/6E/fv3k33vvPNOLFu2jA7YFAqFQqGcAtAxnEI5daDp5RQKJS0vvvgi7HY7Pv/8cxw9epS8/q9//Qtjx45N2Le6uvpkN49CoVAoFEoa6BhOoZw60KCbQqEYsmnTJjzxxBP4y1/+gsrKSlx33XWgiTEUCoVCoZz60DGcQjm1oEE3hUJJIRwO45e//CVuuukmXHDBBfjVr36F2tpaPPfccwCAQYMGoba2NuE9W7Zs6YmmUigUCoVCiYOO4RTKqQet6aZQKCncdttt+Nvf/oY9e/bAbrcDANauXYv58+dj7969MJlMOPvss3Hrrbfi+uuvx44dOzBv3jz4fD5aD0ahUCgUSg9Cx3AK5dSDBt0UCiWBjRs3YuLEifjwww9x7rnnJmybMmUKJEnCP/7xD/z1r3/F3LlzceTIEVRWVuKaa67BtddeSwdsCoVCoVB6CDqGUyinJjToplAoFAqFQqFQKBQKpZugNd0UCoVCoVAoFAqFQqF0EzToplAoFAqFQqFQKBQKpZugQTeFQqFQKBQKhUKhUCjdBA26KRQKhUKhUCgUCoVC6SZo0E2hUCgUCoVCoVAoFEo3QYNuCoVCoVAoFAqFQqFQugkadFMoFAqFQqFQKBQKhdJN0KCbQqFQKBQKhUKhUCiUboIG3RQKhUKhUCgUCoVCoXQTNOimUCgUCoVCoVAoFAqlm6BBN4VCoVAoFAqFQqFQKN0EDbopFAqFQqFQKBQKhULpJv4/t7PrxinTpKIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr, plot = pdc(deceptive_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e5da353",
   "metadata": {},
   "source": [
    "Similarly the deceptive function it not monotonic and appears more rugged that the sphere function."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03910b11",
   "metadata": {},
   "source": [
    "## Neighbouring solutions' objective values (fitness) correlation (NFC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a0d1bb5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a4c5da92a1346018258e3dead98a6be",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'nfc_all_X_for_f0': np.float64(0.9971552257266543)}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Onz8vZDKZmDp1aoWVrazBJoQQv/76qwAgZsyYYdg2cuRIIZPJxMmTJ4s9PykpSdjZ2YnVq1eXoeRlp1arTT7Q9TIzM6usHNeuXRM6nU4IIYSzs3Opgu2///4T9vb2YvTo0YZtOp1OdOnSRdSpU0doNBrD9lGjRglHR0dx/fp1w7bffvtNABArV640um5SUpKQyWTiiy++KOOzIiEYbDWSPti+/vprYWdnJ9544w2j/WUNttdee00AEAcPHixTuYKDgw01Sf3X9OnTDfuXLVsmmjRpIuRyuQgICBCvv/66SE1NNVv2Y8eOiS5dughHR0cxbtw4s4/XrVs3k8fTf7i1a9dOtGvXzuScHj16iPDw8GKfy5o1a8Rjjz0mfHx8hFwuF40bNxaff/652TKUNdiEEGLQoEHCwcFBXLx4URw6dEhIJBIxceLEEp27Zs0aAUBcu3bNZF9qaqoYP368CA4OFnK5XNSuXVsMGTLE6B+OpKQk8corrwhfX1/h4OAgWrRoIdatW2d0Hf3z+eSTT8TChQtFWFiYkEql4uTJk2L69OkCgDh37pwYOHCgqFWrloiIiChR2StaaYNt2bJlhrLnt2XLFgFA/PHHH4Ztvr6+on///ibXaNCggXjiiSdMtrdq1Ur06dOn5IUnE3ZV0dxJ1ik0NBRDhw7FqlWrMGXKFAQGBhZ5vFqtRkpKitE2JycnODk5AQC+//57hIWFoVOnTmUqz6JFi7Bhwwbs2LEDy5cvh4uLC1q0aAEAmDFjBmbOnInIyEiMGjUKFy9exPLly3H06FEcPHgQ9vb2huvcvXsXvXr1wksvvYTBgwfDz8/P7OO98847aNiwIWJiYjBr1iyEhoYiPDwcOp0Op0+fxiuvvGJyTvv27fHrr78iIyMDrq6uhT6X5cuXo2nTpujTpw/s7Ozw/fff4/XXX4dOp8Po0aPL9PqYs2DBAvz8888YOXIk7t69izp16mDmzJklOvfQoUPw8vJCcHCw0fbMzEx06dIF58+fxyuvvILWrVsjJSUFu3btwn///Qdvb29kZ2eje/fuuHLlCsaMGYPQ0FBs27YNw4YNw/379zFu3Dija65duxY5OTkYMWIEHBwc4OnpadjXv39/1K9fH3PmzIEQotDy6nQ63Lt3r0TPzd3d3eg9UdFOnjwJZ2dnNG7c2Gh7+/btDfsfffRR3Lx5E8nJyWjbtq3JNdq3b4+ffvrJZHubNm2wc+fOSil3jWHpZKWqp6+xHT16VMTHxws7OzsxduxYw/7CamwoULtBvhpVWlqaACD69u1brrLp/4vPXzNITk4Wcrlc9OjRw6jfaOnSpQKAWLNmjVHZAYgVK1aU6PHyvxZ6d+7cEQDErFmzTI7X/6d+4cKFIq+blZVlsq1nz54iLCzMaFt5a2xCCLFy5UrD72Pnzp0lPu/RRx8Vbdq0Mdn+/vvvCwDi22+/Ndmnb7pbtGiRACA2bdpk2KdSqUTHjh2Fi4uLoY9I/3zc3NxEcnKy0bX0v+uBAweWqLz6a5Xka9++fSV9GYQQpa+xPf300ya/SyHymr0BiClTpgghhDh69KgAIDZs2GBy7KRJkwQAkZOTY7R9zpw5AoBISkoq1XOgh1hjq+HCwsIwZMgQxMTEYMqUKQgICCj02A4dOuCDDz4wOR8A0tPTAaDIWkxZ7dmzByqVCuPHj4dU+nAgb3R0NKZNm4Yff/wRw4cPN2x3cHAw+rm09CM3HRwcTPYpFAqjYwrj6Oho+D4tLQ1qtRrdunXDL7/8grS0NLi7u5e5fAV5e3sDyKs9P/rooyU+7+7du6hdu7bJ9u3bt6Nly5Z47rnnTPZJJBIAwE8//QR/f38MHDjQsM/e3h5jx47FwIEDsX//fvTu3duw74UXXoCPj4/Zcrz22mslKq+/vz9+++23Eh3bsmXLEh1XVtnZ2SV6f5T0vZR/v4eHBwAgJSUFvr6+FVvwGoLBRnj33XexceNGzJ07F4sXLy70OG9vb0RGRprd5+bmBgDIyMio8PJdv34dANCwYUOj7XK5HGFhYYb9erVr14ZcLi/z4+lDKTc312SffmpD/uAy5+DBg5g+fToOHz6MrKwso30VGWwZGRkYO3YsGjZsiPj4eEyePBmrV68u8fnCTNNffHw8XnjhhSLPu379OurXr2/0jwYAQ9Ncwd9JaGhoodcqal9+CoWi0PdfVXN0dCzR+6Ms7yX970T/TwSVHoONEBYWhsGDBxtqbWXh5uaGwMBAnD17toJLV3rFhU5xPD094eDggNu3b5vs028rqj8yPj4eTzzxBBo1aoQFCxYgKCgIcrkcP/30ExYuXAidTleu8uX3zjvvIDExEUeOHMFXX32FTz/9FMOHD0fnzp2LPdfLywupqakVVpaiFPU7KenvS6vVlnjysqenZ7n+uSlOQEAA9u3bByGEUQAVfH/oW0AKey/p32v56X8n+po4lR4naBOAvFqbRqPBvHnzynyN3r17Iz4+HocPH67AksEwuOHixYtG21UqFRISEkwGP5SXVCpF8+bNcezYMZN9f//9N8LCwopscv3++++Rm5uLXbt2YeTIkXjqqacQGRlZ7sAt6NixY1i2bBnGjBmD1q1bY/r06QgKCsJrr70GjUZT7PmNGjVCQkKCyfbw8PBi/0EJDg7G5cuXTUL6woULhv0V7caNGwgICCjR16FDhyr88fOLiIhAVlYWzp8/b7T977//NuwH8loPfHx8zL6Xjhw5Yjguv4SEBHh7exfadEvFY7ARgLwPs8GDB2PlypVITEws0zXefvttODs749VXX0VSUpLJ/vj4+CKbOgsTGRkJuVyOzz77zKjp7IsvvkBaWhqefvrpMpW3KP369cPRo0eNPpAuXryIvXv3on///kWeK5PJABg386WlpWHt2rUVVj6tVouRI0ciICAAs2fPBgA4OztjyZIlOHv2LBYuXFjsNTp27IjU1FST1VReeOEFnDp1Cjt27DA5R/+cnnrqKSQmJmLr1q2GfRqNBkuWLIGLiwu6detWnqdnlr6PrSRfFdnHlpaWhgsXLiAtLc2wrW/fvrC3t8fnn39u2CaEwIoVK1C7dm2jkcEvvPACfvjhB9y4ccOwLTY2FpcuXTL7Xjp+/Dg6duxYYeWvkSw4cIUsxNxIQCHyJlDLZDIBoEzz2IQQ4rvvvhMKhUJ4eHiIcePGiVWrVolly5aJl19+WcjlcjFixIgizzc3KjL/9h49eoilS5eKN954Q8hkMtGuXTuhUqkMx5kb0VmUwl6L9PR0ER4eLnx9fcXHH38sFi5cKIKCgkRgYKDJ6L6CLly4IORyuWjevLlYunSpmDt3rggPDxctW7YUAERCQoJRecsyKnLBggUCgNi+fbvJvj59+ghnZ2ejCcHmJCYmCjs7O5NJwhkZGaJJkyZCJpOJ6OhosWLFCjFnzhzxyCOPiLi4OCFE3qjPxo0bC7lcLt58802xZMkSw4jU/JPw889jK6iw33VV2bVrl5g9e7aYPXu2kMvlolWrVoafT506ZThO/x4p+DvRj2ocMWKEWLVqlWHlkc2bNxsd9++//wovLy8RHh4uPvvsMzFnzhzh4eEhmjdvbjIiUj9Bu6onzdsaBlsNVNiHuRBCREVFlSvYhBDi0qVLIjo6WoSEhAi5XC5cXV1F586dxZIlS0z+kAsq6sNu6dKlolGjRsLe3l74+fmJUaNGFTpBu6SKei1u3Lgh+vXrJ9zc3ISLi4vo3bt3iZf62rVrl2jRooVQKBQiJCREzJs3zzAhurzBduPGDUN5zLl+/bpwdnYu0STfPn36mJ0kfPfuXTFmzBhRu3ZtIZfLRZ06dURUVJTRcmJJSUli+PDhwtvb2xDkBcttzcGmf6+b+8r/PAoLNq1WK+bMmWOYxN60aVOj6Q/5nT17VvTo0UM4OTmJWrVqiZdfflkkJiaaHLd8+XIuqVUBJEIUMSOSiGzaH3/8ge7du+PChQuoX7++pYtT47Vq1Qrdu3cvUVMyFY7BRlTD9erVC3Xq1MGqVassXZQabffu3ejXrx+uXr3K+WvlxGAjIiKbwlGRRERkUxhsRERkUxhsRERkUxhsRERkU2x+rUidTodbt27B1dWVi4oSEVVTQghkZGQgMDDQZPHtgmw+2G7duoWgoCBLF4OIiCrAjRs3UKdOnSKPsflg0y9We+PGDcOtVYiIqHpJT09HUFBQie75aPPBpm9+dHNzY7AREVVzJelS4uARIiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKyKQw2IiKqVIcOHUJ6enqVPR6DjYiIKs2ePXvwxBNPoFevXsjIyKiSx2SwERFRpdBqtZgwYQJycnLg6ekJuVxeJY/LYCMiokohk8nw008/4fXXX8c333wDBweHKnlciRBCVMkjWUh6ejrc3d2RlpbGO2gTEVWBu3fvwsvLq0KvWZrPctbYiIiowsTGxiI0NBTffPONxcrAYCMiogoRGxuL3r17IyMjA1u2bIGlGgQZbEREVG76UMvJyUHv3r3x5ZdfQiKRWKQsDDYiIiqXgqFWlQNFzGGwERFRmVlbqAEMNiIiKocffvjBqkINAOwsXQAiIqq+5s+fj0aNGmHYsGFWEWoAa2xERFRKJ06cgFqtBgBIpVKMHDnSakINYLAREVEp7NmzB507d8aLL75oCDdrw2AjIqIS2bNnD5555hnk5ORArVZDp9NZukhmMdiIiKhY+UPNmgaKmMNgIyIiE0KnNXxfnUIN4KhIIqIaS6nSIEOlQZZaCyd7GVzldnCW20GryYVOq4K9g2u1CzWAwUZEVCPdy1Zh/Znr+Cfl4c0/m3q7YnCTALhIsiGzywsvOzs7SCSSahNqAJsiiYhqHKVKYxJqAHAxJRXfnLmAbLUG6tx0AED37t1x8ODBahNqAGtsREQ1ToZKYxJqdtDAGdm4kirw44/fwiErDl0iB8E/9DG0atXKQiUtGwYbEVENk6XWGv2sDzVAIC1uH16dOQdOjvZYs1Cgo0QKv5BuliloGbEpkoiohnGylxm+LxhqG2fOQa5Kg2aNAuDv5wFH1wDLFbSMGGxERNWQUqVBYmYOrqYqkZiZA6VKU+JzXeV2aOrtClkhodalQxg+fv95NOkQDTevBpX3JCoJmyKJiKqZwkY0Dm0eDE9HebHnO8vtMLhJIL45k4YrqQLpp0xDrUHrwdUy1ADW2IiIqpXCRjSeS8nAhjPXS1Rz02nVcJFm48XGtdEh6xI2zDAOtXotX4SrR2hlPYVKxxobEVE1Ym5Eo965lAxkqDRwlhf+0a7TqqHKTQOEgFZ5E372F9Aw3BfubgpDqLnUCoZEIiv0GtaOwUZEVI0UHNFYmv35Qy3z/nX8e347nB1lWDKnH+RyuSHUZHYK2MmdK7roVYZNkURE1Uj+EY2l2a/TaQyh9tMP2/DBrLchdHnNli4uTqhvCDVH2Du4Vni5q5JFg+2jjz5Cu3bt4OrqCl9fXzz77LO4ePGi2WOFEOjVqxckEgl27txZtQUlIrIS+hGN5jT1doWrmWZInU4Ddc79B6H2NQYNHYfFMfuw54+LkEjtEdykH5xrBUNm7wh7B5dKfgaVz6LBtn//fowePRp//fUXfvvtN6jVavTo0QNKpdLk2EWLFkEikViglERE1sNZboehzYNNwk0/KrJg/5o+1IQh1MYbBop069gIwU1egLN7XdjZO8FeXv1DDbBwH9vu3buNfl63bh18fX1x/PhxdO3a1bA9Li4O8+fPx7FjxxAQUP0mCxIRVSRPRzmiI0LNrsyfn1Goff81BkU9DLVP3n8B9SJegrN7EOzsnap1n1pBVjV4JC0tDQDg6elp2JaVlYVBgwZh2bJl8Pf3L/Yaubm5yM3NNfycnp5e8QUlIrIwZzNBll+JQ03uDDt7pyoseeWzmsEjOp0O48ePR+fOndGsWTPD9gkTJqBTp07o27dvia7z0Ucfwd3d3fAVFBRUWUUmIrJK+UPt0j9/YdCwAqHWamCRoVaeVU2sgdXU2EaPHo2zZ8/izz//NGzbtWsX9u7di5MnT5b4OlOnTsXEiRMNP6enpzPciKjGyAu1NAghkJF6FZr7BzF6WBccjbv+MNTc6hQaauVd1cQaSIQQwtKFGDNmDL777jscOHAAoaEPZ7uPHz8en332GaTShxVLrVYLqVSKLl264Pfffy/22unp6XB3d0daWhrc3Nwqo/hERFZB6LRQ5dyHEDqk34vHfxd2Qgj9vDY7hDQf8CDUXGBn72hyvlKlQUxcgtkJ4E29XREdEVpk82dlKs1nuUWbIoUQGDNmDHbs2IG9e/cahRoATJkyBadPn0ZcXJzhCwAWLlyItWvXWqDERETWKX+o/bjrKzzVewDSM/JGmEul9gh9EGr2hYQaULJVTaoDizZFjh49Glu2bMF3330HV1dXJCYmAgDc3d3h6OgIf39/swNG6tataxKCREQ1VV6opRlC7eVhE5Gr0mDd1iMYF/0Egpv2h5NbHdg7uEJmpyj0OuVZ1cSaWLTGtnz5cqSlpaF79+4ICAgwfG3dutWSxSIiqjYehprWKNS6dAjDyKhucA9/FhJH/2JDDSj7qibWxqI1trJ071lBlyARkUUoVRqjuWsudhLY65RmQ+2Dd57H7+iIu+ezEex1Dy+38IJnMZ/4+lVNzhXSx2ZuVRNrVD1KSURUwxUcrSiBDq08pHi+gT/+/HW7UajNfud5HJR1wl14QgkFTt/NhfbM9WIHf+hXNdlw5rpRuBW2qom1qh6lJCKqwQreg00CHVyQhfhUHX47nYApb75vFGqH8oWaBvYASnZLG6Dkq5pYs+pTUiKiGir/aEV9qEmhQ6AkCQ1Ux7F49vPYsO0Ipox9Cr/jkQeh5ghNgY/4kg7+KG5VE2tXfUtORGSjCvalKdV5w+wl0MEZ2ZBCB6/sq3jU5QJkEoGQIE/MmNQX7uHP4u4/SrOhBlSfwR/lxWAjIrIi5lb+eLN9PUOoyaCFMu43rPpoAdym9cYjbUIgkckR0nQAoPBFXa9UnLmbbXLd6jT4o7ysZq1IIqKarmBfmt6FlAy09JAaQm3tzI+RnpmDHT+fhgb2CGjYD45ugXB39cLgFuElvqWNraoZz5KIqBowv/KHwOHr1zCwcQBuH96FpTM/NgwUmf52XwQ26gcPzyDIHdwhldnD0xHVfvBHedWcZ0pEZOVMB3cIuCALWq0WqzevweoZ8wyh9vH0/ghp8RIcnP2RqnFAdq4KTvZaQ4jVpCArqOY+cyIiK2M8uEPAGVkPmh9/xdqZnxhC7dMZA1C/1SCo7L2x/mIqzt29ZTiruq3EXxnYx0ZEVA4Vee8y/cof+lCzgxZ1JLfx3+/fm4QaFL748nIazhUYKHIuJQMbzlyvdvdQq0issRERlVFF37vMWW6HIc3qYuvpf3D1nhZBktvoJD2JjhN6oF6oNwY+9wjqtxoEJ9cA3NMocO7uTbPXKelkbFvFGhsRURkUNoKxPDUmIQRcpdkY2Mgfj+muopPkBKQSATuZFFEvPor6rV6Gk2sg7BW1kK2VFHmt6rISf2VgsBERlUFF37tMCAF1bjp0WjVif9qKF14YidkLd0OnE5DZKRDc9EU4uQbAXuEOqdTOZlbirwwMNiKiMqjIe5c9DDUVfti5CYOHT0KuSoP7aVmARP4g1AIhV9SCVJrXvPiwP85UTZqMbQ6DjYioDCqqxmQSaq+8nW+gyIuG5ke5wh0S6cNr6lfir+mTsc2puc+ciKgcKuLeZUIIaFQZhYZag9Yvw9ElwCTU9GxhJf7KwBobEVEZVESNSaPKgFaTix92bjQfaq6Fh1r+cvi7KBDm4Qx/F0WNDzWANTYiojIrT41JnZsOrSYX9+/8g+uX/4BGqzMJNbXEGalZamSpc1gbKwWJEEJYuhCVKT09He7u7khLS4Obm5uli0NE9DDUks/h5uWfAAjEnbuJ5o1D0KD1YDi6+iNTOGHD2RsVNkeuuivNZzmbIomIqpA6N6/58addm3Hkjy0A8uoWbSLqPwi1AKilLiahBnBVkZJisBERVZG8UMvB9zs2YNCwSRg56Ssk3cmAzN4JIU1fNPSpZap1FTpHrqZhYy0RURXIH2pD/jcFuSoN6of6wNvbCyHNXoKTiz/sFe6QSKQVOkeuJmKNjYiokqlzM01CrUuHMHw68yU0aD3YKNSAipsjV1Mx2IiIKpFalQmtJtsk1ObPHJgXag+WydKHGsBVRcqLwUZEVEnUqkxo1dnY/eOWwkPNwc0o1ACuKlJefHWIiCqBRqWEVp2N1KTTcJVcQlDtWgjwdTOEmqOrv9lQ0+OqImXHeWxERBVMo1JCo85CatJp3LqyGwBwPz0bbq61ULfFQGjk3siROMNZbsewKqHSfJbz1SQiqkD6UNv17TqcORmLZ59sDgDw9vKGV4N++Oa6GnH3/gOQdz+1mjzpurIw2IiIKohGnfUg1NZi6KvvIFelgY+XM7p1ag7/Rv0fhJoW+lADHk66jo4IZc2tgvBVJCIqhlKlKbavS6POgkalxHffrkXUg1Dr0iEMHds2Rkizl5Ap80TcvRvIH2p6+knXDLaKwVeRiKgI97JVWH/mepFrNhYWavNnDTKMfkxRSmEu1PQ46bricLg/EVEhlCqNSagBxms2atTZxYaavYNbsbUxTrquOAw2IqJCZKg0Ra7ZmJaVAY0qEyf++rHIUAM46boqMdiIiApRVPOgHCoos9Nx7/ZJyDVnMbhf23yhNsQo1ABOuq5KfCWJiApRWPOgPdRwRA50qedw+799kEgkeG1oZ0jsnFCvpb6mZlo746TrqsEaGxFRIcw1H9pDDSdkw/n8r4h+5Q3k5Kjztju4PQi1QLOhpucst4O/iwJhHs7wd1Ew1CoBg42IagSlSoPEzBxcTVUiMTOnRDfrLNh8mD/U5k37BH/8fRXrtx2BvdwVoc1eehBqLpX9VKgY/FeBiGxeSYbsF0bffJiWrYQy6z7+/GkTRk37xDBQZMSQSIQ0ewmOboGwlzPUrAFrbERk00oyZL84CqkWnnYqHP91C0a9PsMQagtmD0aDNkPg5FaboWZFGGxEZNOKG7KfUUywaTW5UOemY+e21Rg24n3jUGud16dmJ3eujKJTGbEpkohsWnErehS1X6tRQZ2bjpsJhzH2rTmmoeZWG3b2ThVdZCon1tiIyKYVt6JHYfvzQi0Nd28dw/1bf2DBzGfR64kmD0JtCEPNijHYiMimlWXFD502L9RuXPkDiQl7AQCN6/tj7nsvPQi1QIaaFWOwEZFNK+2KHzqtCqqcNOz8ZhU6PjYEZ87fApA3Ty2k2UDW1KoB9rERkc0r6YofOq3aEGrDRkxHrkqDrd+dROuIvFvPOLvVhsze0ULPgkqKwUZENYJzMUtX6bRqqHLTsPObGAwb8XBI/+ypA/JCzb0OZHaKKiwxlRWDjYhqPEOobVtpFGoLZg9BgzZD8mpqDLVqg8FGRDWaTqeBOjcNO79eiWEj84XaB0PR8MGQ/tKEWknutk2Vi682EdVYOp0G6pz7SL7xF2JWrzeE2sIPhj6Yp1YHMjuHEl+vPEt3UcWRCCGEpQtRmdLT0+Hu7o60tDS4ubkVfwIR1Qj5Qy35+n7kqjTY+M1RvDr4/x4M6a8DmV3Jw0ip0iAmLsHsKidNvV0RHRHKmls5lOaznK8yEdU4+lD768A3cJZcgUQigYPcDq+/0gshzQbC2b0OpLLS1bBKsnQXg61qcB4bEdmU4m5Pkxdqafj26xXo2fcNfLZ6P4QQkCtqlTnUgPIt3UUVi/8+EJHNKK6PS+i0eaG29XMMf20WclUaXLtxD1J7d4Q0HwRntzqQyuzL9NhlXbqLKh5rbERkE4q7PU1mTi5UOffx7dZlhlDLGygShfqtBpcr1ICyLd1FlYPBRkQ2oag+rvMpabifefdBqM02CrW8eWrlCzWg9Et3UeXhK01ENqGwPiwpdHBGFnZvX4kxY+cYhVrDNkPg5B4EqbRiPgpLunQXVS6+2kRkE8z1YUkehFpzyUXciD8KlfpBqH04LC/U3OpUWKjpFbd0F1U+vvpEZBP0fVznHjRHSqCDC7LQQnIBzWWX0SKyKbw8nPFI+xaVFmpkHdjHRkTVmn54f7IyF4OaBqGJt6sh1BzO7UJAWpzh2K6PtkbDNkMZajaOv1kiqrYKDu93kEnxYqMAPB/qjF+/XY433l2Mrf5uiPnkJfgHBCGked791PShxnUdbRN/g0RULZkb3q/SarDj3AV4nv8BH0xbhFyVBnUCasHTKwAhzQfC2a0OJNK8vjiu62i7LNoUeeDAATzzzDMIDAyERCLBzp07jfZnZmZizJgxqFOnDhwdHdGkSROsWLHCMoUlolIrbhWQ8ig4vD+v+VEJ+1M7DaHWpUMYFn04HA3bRBmFWnFz3iqynFT1LFpjUyqVaNmyJV555RU8//zzJvsnTpyIvXv3YtOmTQgJCcGvv/6K119/HYGBgejTp48FSkxEJVXZNaL8w/v1ox/tT+3E4hlLTULNyS3QEGoA13W0dRatsfXq1QsffPABnnvuObP7Dx06hKioKHTv3h0hISEYMWIEWrZsiSNHjlRxSYmoNKqiRqQf3q8PNcezxqH26QfD0bCtaagBXNfR1ln1qMhOnTph165duHnzJoQQ2LdvHy5duoQePXoUek5ubi7S09ONvoioapWkRlRernI7NPVygTOy0Er6DzoHKuHt5YwuHcIw4/3BCIsYDCdX01ADuK6jrbPquvaSJUswYsQI1KlTB3Z2dpBKpVi1ahW6du1a6DkfffQRZs6cWYWlJKKCqqJG5GQvxcD67jia/QcCVPGArxu+mD8Qdu5+aNQ2Cl5edSGRmP/fveCct/y4rmP1Z9U1tiVLluCvv/7Crl27cPz4ccyfPx+jR4/Gnj17Cj1n6tSpSEtLM3zduHGjCktMREDl14iE0EGVfR97vl2Gc3u+M2z3qx2MiA7DEeATXGioAVzX0dZZ7W8vOzsb06ZNw44dO/D0008DAFq0aIG4uDh8+umniIyMNHueg4MDHBxKfit3Iqp4lVkjEkIHVU4atm1ZiFdHz4VGo4VHLSd0eqQ1wpoPgqNbYJGhpsd1HW2X1f4G1Wo11Go1pFLjN6hMJoNOp7NQqYioJPQ1og1nrhuFW3lrREKIvFDbvACvjp5rGCjStnULhLV4GToHHyQpVSUOKq7raJss+hvNzMzElStXDD8nJCQgLi4Onp6eqFu3Lrp164ZJkybB0dERwcHB2L9/PzZs2IAFCxZYsNREVBIVXSPKC7X72LZpPl4dM88Qaos/ehUN20YhW+aJDac44ZoAiRBCWOrBf//9dzz22GMm26OiorBu3TokJiZi6tSp+PXXX3Hv3j0EBwdjxIgRmDBhAiQSSYkeIz09He7u7khLS4Obm1tFPwUiqgLFhZpO7o1Vp0ynFwB54RYdEcqaWTVXms9yi/6mu3fvjqJy1d/fH2vXrq3CEhGRtdE3Px74da3ZUHN0CUCSMpcTrsmAv2kislr6ULsd/wtqOdzCMz2aIulOxoNQGwZHF39IJBJOuCYjDDYiskr5Q+3urWOQSiV4e3Qk7BXeaNBmGBxd/AxdEpxwTflZ9Tw2IqqZDKMfN32KUWNnQv2gxuXk6m8SasDD6QXmcMJ1zcNgIyKrIoSAOjcd2zZ9ilfHzMPufeexZcdxKJz9ENZisEmoAZxwTcb42yYiq6LOTcfXGz8xGigy/OVeCGgyEPfhjuz7WWanDnDCNenxN05EVkOVk4avN36MV8d8/HD049wRCGj+MtZfzsI/KUmGY83NUeOEawLYFElEVqKwUAtuORRfxmfzpqBUYgw2IrI4VU46Lp36FmPeWmgUao3bvQKVvUel3wKHbAuDjYgsSpWTjpuXfkBu2j+Y9+4z+L9uDfHZ3JFo3O4VKJx9OEeNSo2N0URkMaqcDFw9txPKu2cAAG1b1kWXzh0Q1nIoFM7eADhHjUqPNTYisghVbga2bpyDx59+A1eu3QEAOLoEICziYagBnKNGpcdgI6Iqp8rNwNYNcxA95lPcTkrH5m+OwdE1EOERUVA4eRsdyzlqVFp8RxBRlVLnZmDr+jmIfuNTw0CRWe9EIbzlUDg4eZk9h3PUqDT4riCiKqPOzcBXBULts3mvoXG7VwoNNT3OUaOS4ruEiCqEUqUpskZlPtRGoXH7V+Dg6Fns+UQlVap3TUpKCtasWYPDhw8jMTERQN490zp16oRhw4bBx8enUgpJRNbtXrYK68+Yv3u1g0yK+5lpSLnyHZau+LJAqP0PDo4eRZ7Pu19TaZX4DtpHjx5Fz5494eTkhMjISPj5+QEAkpKSEBsbi6ysLPzyyy9o27ZtpRa4tHgHbaLKpVRpEBOXYHYSdRNvV7TxluP2pe9QT3oDyiwV1m39G6NHvIBmj0TDwbFWkefz7tekVyl30H7jjTfQv39/rFixwmRlbSEEXnvtNbzxxhs4fPhw2UpNRNVShkpT6MogV1JS0ODWH6jnlDec39lJjv7D+uAvRSQayVzgUMz5vPs1lUWJh/ufOnUKEyZMMAk1AJBIJJgwYQLi4uIqsmxEVA0UtvKHHLnwOrUJL7z0DtZt/RsAkCw8sFvbBXGpwrAUFlcWoYpW4mDz9/fHkSNHCt1/5MgRQ/MkEdUc5lb+0IfaxzNikJurwalzN3FbUwu7tV2RBWcADwOLK4tQRStx/f6tt97CiBEjcPz4cTzxxBMmfWyrVq3Cp59+WmkFJSLLKWrEon5lkHMPmhMdkAtPfag9GCjy1jvD8Cu6IxuOhmvqA6vg+flxZREqixIPHgGArVu3YuHChTh+/Di02rz/tmQyGdq0aYOJEydiwIABlVbQsuLgEaLyKcmIxXvZKmw4cx1XUlLgdWoj5s1YZRRqe2SPG4VawUEh+vPPcVQkFaI0n+UlCrbTp0+jWbNmkErzWi7VajVSUlIAAN7e3rC3t6+AYlcOBhtR2ZVmxGKaMh3frJ+F0RMWG0Jt4dxR+EsRibh7OqPzzAUW57FRUSp8VGSrVq1w+/Zt+Pr6IiwsDEePHkVAQECFFJaIrFdJRyxqVErcufQtLpw7aQi1JR+PRuMO0WgkcSxRYHFlEaooJXoX1apVCwkJCfD19cW1a9eg0+mKP4mIqr2SjFjUqLNw7dzXSLvzD17q2xr+Pq6IfLwrGneIhtzBFXKAgUVVqkTvthdeeAHdunVDQEAAJBIJ2rZtC5nM/Eilq1evVmgBichyihuR6IBcbN/0KfzcM+DqogAAPN3rCYRHDIe9gwubF8kiSvQOi4mJwfPPP48rV65g7NixiI6Ohqur+fsjEZHtKGrEYgtPe/z65YcYNeEzhId44fO5A+AXWN8QalwmiyylxP86PfnkkwCA48ePY9y4cQw2ohpAfy+0giMWW3jaw+n4WoyauAS5Kg28PJzh4R2Ceq2Gw06eV1MrGGpAXr/chjPXuUwWVapSv7PWrl1bGeUgIgsoSVNhwXuhOUhU+GXzbLz+INS6dAjD0k/GoEmHaNjJXQBwmSyyLL6ziGqo0jQV6kcsalRKbPriA+NQ+3QMmrR/GGoAl8kiyyrxklpEZDuKaypUPljHMT+NKgtb1kzHa+M/yxdqb6BJ+5FGoQZwmSyyLAYbUQ1UkqbC/DSqbCSc2QJn+1S4uDjkTb6eNxpODV9GikpqEoT6QSfmcJksqmylenep1WqMHDkS7733HkJDQyurTERUyUrTVJgXapuRfvciQoI8sXbhINj5hGONsiNUR28AMG3CLGzQif449q9RZSrVu8ve3h7bt2/He++9V1nlIaIqUNKmQq06G5u/eBeZ9//FI21C8vbVbohvcztDhYf9cOZGOxYcdMJ5bFRVSt0U+eyzz2Lnzp2VUBQiqiolaSrUqrOxafW7GDn+M0ycvgPnLt6G3C0Y2wuEmp65JkxnuR38XRQI83CGv4uCoUZVotTvsvr162PWrFk4ePAg2rRpA2dnZ6P9Y8eOrbDCEVHlKK6pUCHRYNPqdzBy/MPRj61at4Nj+ECo710v9Loc7UjWoFS3rQFQZN+aRCKxuiW1uLo/UeHMzWPLC7VpRqG2bP54NG7/KlJyJXjvwD+FXm921ybwf7C0FlFFqvDV/fNLSEgoc8GIyLoUXFFfq84xH2odomFnp4Cr0PCmoGT1ONyfiAAAGnU2ftg2xyjUPp8/Hk06jICdXV4tTN+EWbB/jqMdyZqU+l34yiuvFLl/zZo1ZS4MEVWuwpbQ0mhycPXURvh7KNG1YzhyctT4fP4ENO4QDZmdg9E1ONqRrF2p34mpqalGP6vVapw9exb379/H448/XmEFI6KKVdgSWoMb++Hexa+Qce8y7GRSzJ78NJzdQs2Gmh5vCkrWrNTvzB07dphs0+l0GDVqFMLDwyukUERUsQpbQutiyl2sWbkQxw4cxqTXn4BUKoGHTwOERwyDzM6B91OjaqlC3qFSqRQTJ05E9+7d8fbbb1fEJYmoAplbQssOKgScWov3Z6xBrkqDkCBPvDr8RYRHREFm58D7qVG1VWGDR+Lj46HRmC6cSkRVS6nSIDEzB1dTlUjMzIHyQY0rPzuoEHhqDeY8CLUuHcIwdPDzCG/1sKZW2kWSiaxFqWtsEydONPpZCIHbt2/jxx9/RFRUVIUVjIhKr7BaVv/GdQw/60PtwxlrDaG26JPxaNw+GjJZXk2M91Oj6qzU78yTJ08a/SyVSuHj44P58+cXO2KSiCpPUbWsNqmZaOLtiksp90xCbfKM11G/7f8MoQbwfmpUvZU62Pbt21cZ5SCiciqqlrX1/E28+0go/r69DYM/3JAv1Eajw6Mj4eroZHQ876dG1VmZ2xLu3LmDixcvAgAaNmwIHx+fCisUEZVeUbUonTYXSf9sQh3HVMyc1As//HYOn84dh/ptXoGro6PJ8fpFkrnCCFVHpR48olQq8corryAgIABdu3ZF165dERgYiP/973/IysqqjDISUQkUVouygxr/J/ZBk3ENANCtYz2s/GwyIjqOMBtqAFcYoeqt1ME2ceJE7N+/H99//z3u37+P+/fv47vvvsP+/fvx5ptvVkYZiagEzN2Kxg5q1D71BSaO+gQ3E+8DANy8GyG85VBIZfZFXk+/wsjsrk0wtWNDzO7aBNERoRzqT1av1Kv7e3t745tvvkH37t2Ntu/btw8DBgzAnTt3KrJ85cbV/am6Kc+k6HvZKsOtaPSh9sGDgSLPP9US82aPhV/jQVBqwUnXVK1U6ur+WVlZ8PPzM9nu6+vLpkiicirvpGh9LSstS4nvN7yLcflGP856bxRqNXgJq8/c4KRrsmmlbors2LEjpk+fjpycHMO27OxszJw5Ex07dqzQwhHVJBU1KVoh1eKXze9h3KQVhlBbvngy6kZEYeM/NznpmmxeqWtsixcvRs+ePVGnTh20bNkSAHDq1CkoFAr88ssvFV5AopqiIiZFazW52LByEkZNXG4Uao3bvoLkbE66ppqh1O/iZs2a4fLly9i8eTMuXLgAABg4cCBefvllOBYywoqIilfeSdFaTQ4uHV+NBUu/yRdqU9C47XBIZXbIUueW6/pE1UWZ/j1zcnJCdHR0RZeFqEYrz6RorSYHl098gay061g06zms+epvTJjwKjybDEK2FnCWcdI11RxlCraLFy9iyZIlOH/+PACgcePGGDNmDBo1alShhSOqScoyKVqp0uB+Vib+ObAEnop0AEAtdyc8Gz0EMeltIf64aBgcwknXVFOUevDI9u3b0axZMxw/fhwtW7ZEy5YtceLECTRv3hzbt2+vjDIS1QilnRR9L1uF1ScuYe3yt9BnwCx8+9MpAIDErSEOSLpAPPjz1g8OAcBJ11QjlHoeW3h4OF5++WXMmjXLaPv06dOxadMmxMfHV2gBy4vz2Ki6Kck8NqVKg9UnLiFj3wJ8MGN9Xp/aI+EY/f4buOnxJMI8XPFjfKLRObO7NoG/i4I3D6VqqTSf5aWusd2+fRtDhw412T548GDcvn27tJcjogKc5Xbwd1EgzMMZ/i4Ks6FzPysTmflDrUMYRk59HbGiM87fUyLMw9nkHP3gkJJcn6g6K3Wwde/eHX/88YfJ9j///BNdunSpkEIRUeE0mlx8v24aZucLtRHTRmO/XVdD86NaqzM5j4NDqKYo0b9qu3btMnzfp08fTJ48GcePH8cjjzwCAPjrr7+wbds2zJw5s1QPfuDAAXzyySc4fvw4bt++jR07duDZZ58FAKjVarz77rv46aefcPXqVbi7uyMyMhJz585FYGBgqR6HyFZoNLnYsPxNjJ+8yijUDuQLNQCwlxn/z8rBIVSTlKiPTSotWcVOIpFAqy35XJiff/4ZBw8eRJs2bfD8888bBVtaWhr69euH6OhotGzZEqmpqRg3bhy0Wi2OHTtW4sdgHxvZCo0mF1eOx2DRsq+wcuMhdOkQhuhpo/FHgVBr7OWKsFrOhj42LplFtqA0n+WlHjxSWSQSiVGwmXP06FG0b98e169fR926dUt0XQYb2QKNOgdXTqyCMu1fCCHw897z6Pv8C9iLzjh3V2k4rqm3KwY3qwutTkDJwSFkQyp1EWRLSktLg0QiQa1atSxdFKIqo1Hn4JsN0xDko4NCYQ+JRIKXX34Zoc1fQrhaxxGORAWU6S8gNjYWsbGxSE5Ohk5n3Em9Zs2aCilYQTk5OZg8eTIGDhxYZFrn5uYiN/fh0kHp6emVUh6iilTYEHyNOhsbVryF19+KQfPGAVg063kEhLRHaPOXIJFI4SyXMsiICij1X8TMmTMxa9YstG3bFgEBAZBIJJVRLiNqtRoDBgyAEALLly8v8tiPPvqo1INYiCypsFvVvNzID9+vn4rX34pBrkoDR4U9PANbGUKNiMwrdR9bQEAAPv74YwwZMqRiC1JIH5s+1K5evYq9e/fCy8uryOuYq7EFBQWxj42sklKlQUxcgsmq+/ZQIfzcGrzz7sP7qcUsm46GrQcz1KhGqtQ+NpVKhU6dOpW5cKWhD7XLly9j3759xYYaADg4OMDBwaEKSkdUfuZuVWMPFYJOr8I70zfkC7UZaNj6ZYYaUQmU+q/k1VdfxZYtWyrkwTMzMxEXF4e4uDgAQEJCAuLi4vDvv/9CrVajX79+OHbsGDZv3gytVovExEQkJiZCpVJVyOMTVQSlSoPEzBxcTVUiMTOnVDfsLHirGH2ozcwXaqs+n8lQIyqFEtXYJk6caPhep9MhJiYGe/bsQYsWLWBvb2907IIFC0r84MeOHcNjjz1m8jhRUVGYMWOGYWJ4RESE0Xn79u1D9+7dS/w4RJWlsP6xks4by78aiD3UeEa2D3ddVZDLZWjfqi4+W/w+GrQaxFAjKoUS9bHlD58iLyaRYO/eveUuVEXiPDaqLIX1jwF54RYdEVrsiEWlSoNVcQm4lHIPfWSx8JGkAgAS/r0Lu7rtENntf3Bx4MRqogrvY9u3b1+FFIzIlpjrH9M7l5KBDJWm2GBzltthcGM/rF/xMRLlWfBpnLdcnKJeJ3RsP5ihRlQGnABDVEYF+8dKux8AtOps7Fo3Be+8uw52dlJ8sXAgWrR/Et0bvwAXB/tizyciU6UOtueee87s3DWJRAKFQoF69eph0KBBaNiwYYUUkMhaFbdafnH78yZfT8Trb61GrkqD9q3C0KpdT9Rv+WKVzA8lslWl7pF2d3fH3r17ceLECUgkEkgkEpw8eRJ79+6FRqPB1q1b0bJlSxw8eLAyyktkNVzldiZ3o9YrbjX9gqHWpUMYVi//APUjXmKoEZVTqYPN398fgwYNwtWrV7F9+3Zs374d8fHxGDx4MMLDw3H+/HlERUVh8uTJlVFeIqvhLLfD0ObBJuGmHxVZWP+a2VBbwVAjqiilXnnEx8cHBw8eRIMGDYy2X7p0CZ06dUJKSgrOnDmDLl264P79+xVZ1jLhqEiqbIWt82iORp2Nbze+g6GjluQLtQ/Z/EhUjEpdeUSj0eDChQsmwXbhwgXDvdgUCgX/SKnGcC7hivoadRYuHVuJOr4CbVoGQSaV4IsVc1Cv5QD+vRBVoFIH25AhQ/C///0P06ZNQ7t27QDk3Sdtzpw5GDp0KABg//79aNq0acWWlKga06izcOnoCmRn3oaD3A6fvN8XPkEdUa9Ff4YaUQUrdbAtXLgQfn5++Pjjj5GUlAQA8PPzw4QJEwz9aj169MCTTz5ZsSUlqqY06ixsWD4Rfx6Ow+vDHoVEIkGd8K4IavRsuUKtNE2gRDVJue6grb/XmTX3XbGPjSxJH2qvT/oCuSoNpr/5JF7530gENepbrlAr71JeRNVNaT7Ly7UAnZubG8OCqBAadRbW5wu1Lh3C8PLQV8odakqVxiTUgLzVTjacuV6qRZiJbFGJ2i1at26N2NhYeHh4oFWrVkX+UZ44caLCCkdUXelDbXS+UPsiZi7qNe9X7j61iljKi8iWlejd37dvX8M9zgreCJSIjGlUSqxf8aZRqK2J+RjhzZ+vkIEiFbGUF5EtK1GwTZ8+3ez3RDVdwQEcTpJcxP2+EG9MXvMw1FZ9jPBmFRNqQPmX8iKydWVqr7h//z6++eYbxMfHY9KkSfD09MSJEyfg5+eH2rVrV3QZiaxSwQEcCuSiv3wfnO2VmDwmEvsOXsbqlfMQ3sz8+qplpV/K61wht8spaikvopqg1KMiT58+jcjISLi7u+PatWu4ePEiwsLC8O677+Lff//Fhg0bKqusZcJRkVRR8tfOXOQybD53wyjUekt+hbcs03C8T90uCGr4TKXMU7uXrcKGM9eNwo2jIsmWVerKIxMnTsSwYcPw8ccfw9X14Rp5Tz31FAYNGlT60hJVAwVrZ2+0DTcKtaDTMZiw5mcsnPU8vD2d4RLQqdJCDQA8HeWIjgjlPDYiM0o93P/o0aMYOXKkyfbatWsjMTGxQgpFZE3MDa9Xa3UAAAVyEHR6Jd6fvgnnLydh3da/cVLXGHa1/6/SVxRxltvB30WBMA9n+LsoGGpED5Q62BwcHAwTs/O7dOkSfHx8KqRQRNbE3PB6e5n0QajF4P3pmw0DRboOH4G/dS0ZMkQWVOpg69OnD2bNmgW1Wg0g7waj//77LyZPnowXXnihwgtIZGnmhs9fS7mDsLOrjUJt4LS3ccKuLZp6u8FVbgelSoPEzBxcTVUiMTOHE6eJqkip/62cP38++vXrB19fX2RnZ6Nbt25ITExEx44d8eGHH1ZGGYmqjLn1FwsOn1cgBxd3fYb38oXaS9Mm44RdGzT1dsPQ5sHI1eq45BWRhZQ62Nzd3fHbb7/hzz//xOnTp5GZmYnWrVsjMjKyMspHVGUKW39xSLO6huH1jsjG0/gNo1f+aAi1pcs/hnNwTzwvtzMMtY+JSyh0yavoiFA2VRJVonItglwdcLg/lYRSpTEbRgAQ4euGF5sEYevpC2iY9h08JBlITE7H+q+PYPrs6WjSwnjtx8TMHLx34J9CH2t21ybwd1FUyvMgslWVOtwfAGJjYxEbG4vk5GTodDqjfWvWrCnLJYksqqj1F+OS0/FcWDpapGyHkzwbAODv64aPP/kQwQ16mYx+5JJXRJZV6sEjM2fORI8ePRAbG4uUlBSkpqYafRFVR0WFjSOysWv9VPR6cR5+238BAOAfFomQhk+ZHdLPJa+ILKvUNbYVK1Zg3bp1GDJkSGWUh8giCgsbJ2SjzulVGP9goMgvv1/As4NGItfrUSRm5pidFM0lr4gsq9R/YSqVCp06daqMshBVmYKjHxV2UpMwygu1GLw3fYthoMjIGe9h/vVA4PpFAOZHOjrL7TC0eXChS15x4AhR5Sr14JHJkyfDxcUF7733XmWVqUJx8AgVZG70Y4SvGwY0DsLmc//iXEqG2VB7ffYMxKqbmlyvqber2ZGO5qYOMNSIyqZSB4/k5OQgJiYGe/bsQYsWLWBvb2+0f8GCBaW9JFGVKezu03HJ6QBuYFiLYCiz7uP7dVMxPl+ofb5yARbfDDJ7zcJu7unMICOyiFL/1Z0+fRoREREAgLNnzxrtq+y18YjKq7jRj89m3UfquTU48OcpQ6itX/MZREB34ObFQq/LkY5E1qPUwbZv377KKAdRlSgqgJyRheQzq6HLTcWEEd0REuSJ6JHjEdrkKSRm5hR5XY50JLIepR7uT1SdFRZAzshCo6sbkZuZAgCQSiUY9tpEiIBuSMzMgcJOighf8+36HOlIZF3410g1irmh+M7IQu1TMRg/40t0aheKOVN74z+XDvglwRdIeDj68eWmdQHceNAfB8N2jnQksi78aySbVNiIxIJD8fWh9t6ML5Gr0kCj0SJB3gZ7lfWNrncuJQObz/2LYS2C8YJGx5GORFaMf5FkcwpbzFg/30x/9+nUjLv4Yd0UjH8Qal06hOHzmMVY/F+g2eueS8lAjkbHdR6JrBz72MimFDacX7+yvv6eaPa6TPy8firGT9tkCLWN6z6HU9BjRV6fox+JrB+DjWxKUcP59fPNVDn3sf7ziXhj6kajUAtu1JPrPBLZAAYb2ZTialSZmXdx8cjn0GmVkEjwINSWI7hRTwAPB5eYw9GPRNUDg41sSlE1KhcokXlxHVQ5qWjbsi5WLxj4INR6GI7RDy4pGG4c/UhUffCvlGxKYSvru0CJ0LOrcbGWBPVCfAAAkU/9D34h3UyuoR9cwnUeiaon1tjIppircbkiEyFnV+Pt97Zg1Ntf48bNVNRp+IzZUMt/HX8XBcI8nOHvomCoEVUj/Gslm5B/3pqzvQzDWgQjR6NDRmYK9m5egnHv5S1o3L5VXbTuPBB+wV0tXWQiqiQMNqr2Cpu3NrC+G37/8n2Myzekf9OGGNRt8IThON5ahsj28C+YqrXC5q39m3IbX/3+ASa/9/DWM5s3rEJQg8cNxxQ3kZuIqif2sVG1Zm7emisyEX5xnXGobTQOtZJO5Cai6oc1Nqq2lCoNMgsEkCsy0Ve2B5JQVzSs5wt3V0VeqNV/3Oi4kkzkZpMkUfXEv1yqlvTNiE+E+Bq2uSEDfWSxcJFkA05yLPmwHzzrPQ1PMwNFipvIzaWziKovNkVStZO/GfFqqhKNvVzhhgzUPr0aO745YDjuludjuGLfDKviEnAvW2V0DS6dRWS7GGxklZQqDRIzc3A1VYnEzByjPq/8zYh7riXj8QA7BJ/9AtOmf4XFq/djzx8XcVnRGY0bPoY915LN9ptx6Swi28W/XrI6xY1WzN9M6KBNw74t8zF1+leGgSK9BozGVXlzrIpLQK5WB8C036zgfdkKPg7714iqL/71klUpbrRidESooZnQHRkIPL3aKNSemTYTTrU7Y8/RK4ZQ0yvYb8als4hsE5siyaqUZLSiq9wObTx0qH16FablC7Xe02ZB5tcBtzKzER0RCgeZ8dvbXL8Zl84isj0MNrIqJRmtKFOnIvS/LzF1xlajULPza48nQnzx9fmbiL2WjMh8IybZb0ZUc/AvnaxKcaMR7TWpuHhqDbzdpRg9rAuOxl3HvOXL4Fy7I66mKg39aufvZiAyNC/Y2G9GVLNIhBDC0oWoTOnp6XB3d0daWhrc3NwsXRwqhlKlwaq4BJPbzgBAWw8t2uf8BJ0607Btn7oNLkoamL3W24/Uh6vcnv1mRDagNJ/lbIokq1LYjT7bemiBQ0vx6rjVSM/IAQDUCu9baKgBgKvcnv1mRDUQ/+LJqihVGqi1OgxoXAc6AeRqtZCrU/HTxncxblre2o/rth7B/AVL4OjbGk3vmq/dsU+NqObiXz5ZDXPz1/Q1NX2odekQjjlz58O7TnsA4Fw0IjLBv3yqUGW9v5m5+Wu1kI7s/asxZfpWQ6h9uWU9aod1NhzDuWhEVBD/+qnClOf+ZgXnr3kgDYGnv8gXamEmoabnzCAjonw4eIQqRHnvb5Z//poH0tBL/IpPP/sBuSoNHu0QhiVfrDYbakREBVl9sN28eRODBw+Gl5cXHB0d0bx5cxw7dszSxaICSrJiSFH089c8kIZnZLFws9dg8ewX0KdHMzw17UP4BXes8DITkW2y6vab1NRUdO7cGY899hh+/vln+Pj44PLly/Dw8LB00aiA8t7fzFVuh3YeatS9/ROcXPK2BdfxROfxMyD3asERjkRUYlb9aTFv3jwEBQVh7dq1hm2hoaEWLBEVprz3N5OqUqA7uAwvztyGOdN6o33rEOzTPQK5VwuOcCSiUrHqpshdu3ahbdu26N+/P3x9fdGqVSusWrXK0sUiM8pzf7PsjERsWPE2xr/zJdIzc7Dz5zNwCXsOQ7s8jeiIUJOBJ0Xdq42IyKqX1FIoFACAiRMnon///jh69CjGjRuHFStWICoqyuw5ubm5yM3NNfycnp6OoKAgLqlVBe5lqwqdU1bYqMjsjNvYsHIyxr3zpWFI/1dfbUJgyCOFPkZZR14SUfVVmiW1rDrY5HI52rZti0OHDhm2jR07FkePHsXhw4fNnjNjxgzMnDnTZDuDrWqUZh5bVsYtbFw5xSjUtn61GQEhHQq9dkxcgtlBKk29XREdEcomSyIbZTNrRQYEBKBJkyZG2xo3box///230HOmTp2KtLQ0w9eNGzcqu5iUT0nvb5aVccukplZUqAHlH3lJRDWDVf9727lzZ1y8eNFo26VLlxAcHFzoOQ4ODnBwcKjsolE5ZGXcwqVjK/HTb3GGUFu5bh3cAtsUfV45R14SUc1g1cE2YcIEdOrUCXPmzMGAAQNw5MgRxMTEICYmxtJFozLSh5pWnYV3xvdAWLA3vHuPwoKrTmianlBkX1l5R14SUc1g1U2R7dq1w44dO/Dll1+iWbNmmD17NhYtWoSXX37Z0kWjMshKv4mfts2GOlcJAJBKZfB/bhyu29UDUPwqJeUZeUlENYdVDx6pCLzRqHXISr+JjaumYNy0r9CjeyO8M/5J7EVnXBV1TY6d3bUJ/F0UZq9TlpGXRFT9leaznP/iUqXLSr+JjTFTMO6dr5Cr0uB+WjZ+VbfHv3amoQYU3VfG1fyJqDj8NKBKlZX+HzbGTDWEWpcO4VjyxTpIfJrjaqoSe64lI1erMzqnuL4yruZPREWx6j42qt4KhtqjHcLxf9M+wtLrTlhyLB5X7ysRHREKB9nDtyH7yoiovPgJQuVS2IRsZfp/2BQzBePe2Zov1ObiX7sww7nn7+b1k0WG+OLH+ETe+ZqIKgQ/QajMClve6sUQGZLOroVSqYRWp0OXDuGInDYXN/KFmt75uxno37g2Hqntyb4yIqoQ/BShMinsxqLJKdfw7/3fYQcVunWsh5WfDETbnq9jSYL5UY4AoNYKBLkVvp+IqDTYx0ZlYm55Kx/cReDZdUhKTM7bIJHiuYGT4RvUushrcWI1EVUkBhuViMmtYtTGk6h9cRf+p9firfe+xshJW5F0R4nwlkPg4decE6uJqErxE4WKZa4v7c0O9Qzf60Nt0vRtyFVpUC/UF2Hto1DLtxmAvOH5Q5sHFzqxmv1qRFSR+IlCRSqsLy1Xo0NjL1fcvZvwINS+MYx+jJqzGP5BrYyO58RqIqoq/FShIhV2qxiZVILHfVT48/d1eMso1D5Du6adkavRmZzDidVEVBXYx0ZFKmx5q9z0G/hrx1y89f42w4oi87/YAO/aEVgVlwAlbyFDRBbCf5+pSOZGLPohBUjYj/p13RBUuxb8fd3x2LSPseq6AkBioecREVUFBhsVSqnSQCoBmni7Gpoj/XAHT8t+B3Qa1HJ3wufzBuJPh+64ZRdiOK+ptysUdlIkZuawP42Iqhw/acgs/UjI+NS89RyFAO7dvQq/0+vwY+I9PPdUC0Aiw63AvriV5mE4r6m3K15uVhebzv6LU8npRtt5axkiqgoMNjLQr/uoEwJb//kP/zxYy3FVXAKe8tfg+tn1mPBgoIivjxuiRsxCI/f66JlvpKPCTmoSasDDm4hGR4Sy5kZElYqfMATAeK7aG23DDaEGAB7aJMT/vM4wpL9Lh3C8FPUe3H0aA4BRUCVm5piEmt65lAxkqDQMNiKqVPyEIZO5aup890fzxx34nl6LSdO3I1elQecO4Vi6fgt867Qwe62ibhJakv1EROXF4f5kMlfN/sH90fyRbBJqj0/7BHKvRriXrTJ7reJGQ3K0JBFVNgYbmdSirqYq8Yh7Jlom7TAKtcemfYpafs1w4W4mNpy5DqVKY3ItrgtJRJbGYKthTBYzVmlMalFnrp1BRPZuhAS6YnC/toZQ8/BriidCfLHnWrKhv6wg/bqQBcON60ISUVXhp0wNUtiNQYc0q4um3q44l5KBACTj//A7oNNCIpHgtahucAjtB0evRjifko5VcQnIfdAHV1h/GdeFJCJLYo2thihsMeNzKRn46p8bGNysLjq5Z8D71DpMen8bcnLU0EIGWdiLWHnVDrsu30Zdd2ejc4vqL3OW28HfRYEwD2f4uygYakRUZRhsNURhixkDQFxyOpSpV5FzcAXenrEdfx65ivXbjuGu77P4Il6CXK0O5+9mIPZaMiJDfAGwv4yIrBeDrYYoaph9oCQJP26ahQnvfWMYKOLTfxK+vSU3NDsCwPm7GQjzcGZ/GRFZNX4y1RCFNRsGShLhHbcBE2dsN0y+7jJtPpLtgsxfx07G1UOIyKqxxlZDmBuGX/tBqE3Sh9oj9bB6yzeFhhoAuHAQCBFZOQZbDaBUaZCp0uClJkFo8iDcaksS8bgmFrPn/2gItW+//Q616zTjPDQiqtYkQghh6UJUpvT0dLi7uyMtLQ1ubm6WLk6Vyz/E30EmRWSIL+rbJyMnfisgNLhwOQlbdpzA+o1fwzugieGcDWeu41yBaQFcnZ+ILKU0n+UMNhumVGkQE5dgNBqyjuQ2uqti4eKY1+cmldqjXuv/wdUz3ORczkMjImtRms9yNkXaIP3qIvdyVCah5nVqI14YvhJnzt+CJF+oFVyRBADnoRFRtcRPKxuTv+nxtVahhu36UHvrwdqPX34Xh47PTYOrZ3ihK5Kw6ZGIqiPW2GxIwdVF9Kv0Fwy1zh3C0XrcR3B/UFMrbEWSwhY6JiKyZgw2G6FUaZCaozYKqKupSnRyu28Sal2mLoRfQGO4yu2KXJGksIWOiYisGYPNBtzLViEmLgFJyhyj7eevxSHnUIyZUGtkWDmENwYlIlvDPrZqLn9T4hMP1nEEgCDJLTyBPzD1+xOGeWqfrf8aCs9w+Dg5GPrOeGNQIrI1DLZqLn9T4tVUJRp7uSLz3kU8Kf0DMokOsyc/jXrhJxAR9T6uCT/8eOQKmnq7GpbF0q9Ics5McyQnZBNRdcSmyGpKPzw/Q6U2bNtzLRmPeaajye3vIEVeE6LEXoH20R+gc9O22HMtGYBx3xlvDEpEtoafWtWQfnh+fKoSkx6pb9jup7uBQ9s3483p2zGgTwTGjvg/+DQZivo6L0gKXCN/3xlvDEpEtoSfXNVM/j61p8P9cT0tC429XKG8dwGepzbhzenfIlelwdUbqTgm7wF/pRt+jL+Bxl6uiAzxxY/xiQBM+86cGWREZCPYFFnN5O9TC/Nwxtfnb+Ixj/vwPL3ZEGqdO4Rj0EcxeKZ1B0Pzo/5eagD7zojItvHTrRrRr9Kvp9bq4K/7F4e+fRhqXR6ph0/XbsMtiS+SlTlGNwpVa3XsOyMim8caWzWhn6uWpXnYNybLvAyPU8Y1tY5TFmLVVR1+jE+ETGr86/VzViA6IpTLZBGRTeO/7dVA/n61UHdnNPZyRfa989AkHMTdexlQqTXo3KEeOk9dhHv2AQCAxl6ucJPbwUEmRe6DmpqHwp41NSKyefyUs3IFl8racy0Z/wtVQZP2JyQQeDqyKWp5uOO/JoONQu2JEF98f/k2IkN8cS1NyeZHIqox+ElnxfTD+rsGeRu2Beiu48iurxBSuxa8vVwAqQP6DpsNtYM/0lRq2EuluJqqxKq4BORqdXiuYW38X6gvQ42Iagx+2lkhpUoDpVqDzWdv4J+7D5fKCpHcQK1TWzBu+rcI8HPD0k8G40/Xnvifgz8WHb1iNFBET6XVMdSIqEbh4BErox8kkqjMxT93Hy6V1cXtDmqd2mIYKFI70BO/K3rCxysYtzKzER0RCgeZ6a+Taz0SUU3DYLMi+QeJqPPVvi5fOwblwTX5Rj/WQ8epixHoXx9PhPji6/M3EXstGZH5FkEGOF+NiGomfupZkfyTr/U3CQ2T/Aunk19igmGeWn3MW7MNgYH1IAB8+tdl5Gp1OH83A5GhD4ON89WIqKbip54VUKo0yFBpkJ5vQWN982P24a0Y9yDUOnWoh/ZTFuFwuhOeDwBSc1RG/WpOdjJM7diQaz0SUY3GTz4L0498/CclA2+0DTdsv3LtKB6THERigBu8vZwRXNfHqPnx+8u38UyDAKNrucjt4O+iqOqnQERkVRhsFpS/Tw14eD811b1z6IZDAAT8fd3wxaJh8Gj5CgIC6iEu8b5hKH+vcH/DtdifRkSUh4NHLCh/nxrw4H5q7nfgemoL9v5xAQCQI+S4VuclONQKxs6Lt6AVMDQ/pj1oumR/GhHRQ/wktCClWmP0cx1dAg7t+BJvztgBjUYLD08PdO7/Dh6R+xpqad2CfQzH+zo5YHbXJuxPIyLKh5+GFpKSlWs0pD9cch2ucXmhph8o0u6Zt6GR+0EmfVhL05/T1NsVngo5A42IqAA2RVrA3axcbDjzLy7czURjL1fUk1wzCbWBc9fgus4DsdeS4WT3cJK1vUzKpkcioiIw2KqYUqXBnaxcnL+b8aBPLQkup74yDrV5a/Bcm7Y4cCMF5+9mQCaVAACaeLvC39mBt54hIioC/+WvYvdz1FCq8+6pVld3FZcOfI83p+8wTL6ev34HvHyD8e2Fm+ga5I0f4xORqdIaamkMNCKiorHGVoVSsnKRkp0Le5kU9SUJeEx6GOHBXnimR1N06lAPbad8hpgrudDpgNN30hHm4QwAcHewZy2NiKiEWGOrIilZubiTlQuJRILEG0fxuOwv5DUwSjB29NPYmdsN6fbeaOLtCjtZ3h41bxBKRFRqrLFVAX2oZam1SLxxFFf2xOC9uT9CrdYiWzjge10k0u290djLFQMa10FqtgoA4Gwv4yARIqJSqhbBtmzZMoSEhEChUKBDhw44cuSIpYtUYnfzhZr0/hlc+S0GE9/fgd37zmPzztNwbTwML7aKwMT29fBysyCk5aggk0rzBoq4KNj8SERUSlYfbFu3bsXEiRMxffp0nDhxAi1btkTPnj2RnJxs6aIVSz8CMi/UTuPwrqWY+GCgyKOP1MfQtxdDY+8Fe5kUd7JyceRmKtQ6gbQcFaKaB6OWgqFGRFRaVh9sCxYsQHR0NIYPH44mTZpgxYoVcHJywpo1ayxdtGLdz80bASm7fxqHdy3DxPd3PLifWn20nbIEMZdzseJkAvYkJKOBpyt+SUiCl6MDWvt7sKZGRFRGVt15o1KpcPz4cUydOtWwTSqVIjIyEocPHzZ7Tm5uLnJzcw0/p6enV3o5C5Ol1kCWfgGHCoTam59/ifA69aDW6uBkL4OXoxwpWbkI93DmQBEionKy6hpbSkoKtFot/Pz8jLb7+fkhMTHR7DkfffQR3N3dDV9BQUFVUVSzHGQyXEpXYNpHP+YLta9MQi01W4W72XnNjww1IqLysepgK4upU6ciLS3N8HXjxg2LlUUukyAJrvh01Tp07x7xINTCDaHm7SjHldQMeDrK2fxIRFRBrLp64O3tDZlMhqSkJKPtSUlJ8Pf3N3uOg4MDHBwcqqJ4RVKpVJDLpOgR5odf0Qrjlv+AME8XQ6i5PKiZNfB0g7eT5ctLRGQrrLrGJpfL0aZNG8TGxhq26XQ6xMbGomPHjhYsWdFiY2PRoEED3Iq/DE+FHC393A2hph8BqZBJ4WRvx1AjIqpgVl1jA4CJEyciKioKbdu2Rfv27bFo0SIolUoMHz7c0kUzKzY2Fr1790ZOTg7mz5+PtWvXQiZ1g1KtRbZGC0c7Geq4KuDpyEAjIqoMVh9sL774Iu7cuYP3338fiYmJiIiIwO7du00GlFiD/KHWu3dvrFixAgDg6egAT0cLF46IqIaQCCGEpQtRmdLT0+Hu7o60tDS4ublV2uMUDLVvvvnGKvr6iIhsQWk+y626j626YKgREVkPBls5CSEwd+5chhoRkZVgsJWTRCLBt99+i2nTpjHUiIisAIOtjK5fv2743tXVFR9++CFDjYjICjDYyiA2NhaNGjXCnDlzLF0UIiIqgMFWSvkHihw+fBhardbSRSIionwYbKVgbvSjTCazdLGIiCgfBlsJcUg/EVH1wGArAYYaEVH1wWArgX/++YehRkRUTVj9WpHW4I033kBQUBB69erFUCMisnIMthJ69tlnLV0EIiIqATZFEhGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTWGwERGRTbH529YIIQAA6enpFi4JERGVlf4zXP+ZXhSbD7aMjAwAQFBQkIVLQkRE5ZWRkQF3d/cij5GIksRfNabT6XDr1i24urpCIpFYrBzp6ekICgrCjRs34ObmZrFyWCu+PkXj61M0vj7Fq+6vkRACGRkZCAwMhFRadC+azdfYpFIp6tSpY+liGLi5uVXLN1VV4etTNL4+RePrU7zq/BoVV1PT4+ARIiKyKQw2IiKyKQy2KuLg4IDp06fDwcHB0kWxSnx9isbXp2h8fYpXk14jmx88QkRENQtrbEREZFMYbEREZFMYbEREZFMYbFVg2bJlCAkJgUKhQIcOHXDkyBFLF8lq3Lx5E4MHD4aXlxccHR3RvHlzHDt2zNLFspgDBw7gmWeeQWBgICQSCXbu3GnYp1arMXnyZDRv3hzOzs4IDAzE0KFDcevWLcsVuIoV9foAQGZmJsaMGYM6derA0dERTZo0wYoVKyxTWAv46KOP0K5dO7i6usLX1xfPPvssLl68aPZYIQR69epl9nWs7hhslWzr1q2YOHEipk+fjhMnTqBly5bo2bMnkpOTLV00i0tNTUXnzp1hb2+Pn3/+Gf/88w/mz58PDw8PSxfNYpRKJVq2bIlly5aZ7MvKysKJEyfw3nvv4cSJE/j2229x8eJF9OnTxwIltYyiXh8AmDhxInbv3o1Nmzbh/PnzGD9+PMaMGYNdu3ZVcUktY//+/Rg9ejT++usv/Pbbb1Cr1ejRoweUSqXJsYsWLbLoakyVSlClat++vRg9erThZ61WKwIDA8VHH31kwVJZh8mTJ4tHH33U0sWwWgDEjh07ijzmyJEjAoC4fv161RTKiph7fZo2bSpmzZpltK1169binXfeqcKSWY/k5GQBQOzfv99o+8mTJ0Xt2rXF7du3S/Q+q25YY6tEKpUKx48fR2RkpGGbVCpFZGQkDh8+bMGSWYddu3ahbdu26N+/P3x9fdGqVSusWrXK0sWqVtLS0iCRSFCrVi1LF8UqdOrUCbt27cLNmzchhMC+fftw6dIl9OjRw9JFs4i0tDQAgKenp2FbVlYWBg0ahGXLlsHf399SRatUDLZKlJKSAq1WCz8/P6Ptfn5+SExMtFCprMfVq1exfPly1K9fH7/88gtGjRqFsWPHYv369ZYuWrWQk5ODyZMnY+DAgdV27b+KtmTJEjRp0gR16tSBXC7Hk08+iWXLlqFr166WLlqV0+l0GD9+PDp37oxmzZoZtk+YMAGdOnVC3759LVi6ymXziyCT9dLpdGjbti3mzJkDAGjVqhXOnj2LFStWICoqysKls25qtRoDBgyAEALLly+3dHGsxpIlS/DXX39h165dCA4OxoEDBzB69GgEBgYatZzUBKNHj8bZs2fx559/Grbt2rULe/fuxcmTJy1YssrHYKtE3t7ekMlkSEpKMtqelJRks00ApREQEIAmTZoYbWvcuDG2b99uoRJVD/pQu379Ovbu3cva2gPZ2dmYNm0aduzYgaeffhoA0KJFC8TFxeHTTz+tUcE2ZswY/PDDDzhw4IDR3U327t2L+Ph4k6brF154AV26dMHvv/9etQWtJGyKrERyuRxt2rRBbGysYZtOp0NsbCw6duxowZJZh86dO5sMRb506RKCg4MtVCLrpw+1y5cvY8+ePfDy8rJ0kayGWq2GWq02uVeXTCaDTqezUKmqlhACY8aMwY4dO7B3716EhoYa7Z8yZQpOnz6NuLg4wxcALFy4EGvXrrVAiSsHa2yVbOLEiYiKikLbtm3Rvn17LFq0CEqlEsOHD7d00SxO39Y/Z84cDBgwAEeOHEFMTAxiYmIsXTSLyczMxJUrVww/JyQkIC4uDp6enggICEC/fv1w4sQJ/PDDD9BqtYa+Wk9PT8jlcksVu8oU9frUrVsX3bp1w6RJk+Do6Ijg4GDs378fGzZswIIFCyxY6qozevRobNmyBd999x1cXV0N7w93d3c4OjrC39/fbGtR3bp1TUKwWrPwqMwaYcmSJaJu3bpCLpeL9u3bi7/++svSRbIa33//vWjWrJlwcHAQjRo1EjExMZYukkXt27dPADD5ioqKEgkJCWb3ARD79u2zdNGrRFGvjxBC3L59WwwbNkwEBgYKhUIhGjZsKObPny90Op1lC15FCnt/rF27tshzbG24P1f3JyIim8I+NiIisikMNiIisikMNiIisikMNiIisikMNiIisikMNiIisikMNiIisikMNiIisikMNqJqRgiBESNGwNPTExKJxLDeHxHlYbARVTO7d+/GunXr8MMPP+D27dto1qwZli1bhpCQECgUCnTo0AFHjhyxdDGJLIbBRlTNxMfHIyAgAJ06dYK/vz+2b9+OiRMnYvr06Thx4gRatmyJnj17Ijk52dJFJbIIrhVJVI0MGzbM6A7jwcHB8PPzQ7t27bB06VIAebdGCgoKwhtvvIEpU6ZYqqhEFsPb1hBVI4sXL0Z4eDhiYmJw9OhRSCQS1K5dG1OnTjUcI5VKERkZicOHD1uwpESWw6ZIomrE3d0drq6ukMlk8Pf3h1arhVarhZ+fn9Fxfn5+hntxEdU0DDYiIrIpDDaiaszb2xsymQxJSUlG25OSkszeKZmoJmCwEVVjcrkcbdq0QWxsrGGbTqdDbGwsOnbsaMGSEVkOB48QVXMTJ05EVFQU2rZti/bt22PRokVQKpUYPny4pYtGZBEMNqJq7sUXX8SdO3fw/vvvIzExEREREdi9e7fJgBKimoLz2IiIyKawj42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGwKg42IiGzK/wMRrVfQaYDo2QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyxla import nfc\n",
    "\n",
    "corr, plot = nfc(sphere_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4112514b",
   "metadata": {},
   "source": [
    " The constrained sphere problem is found to have high evolvability, evidenced by a high NFC value. This is expected, since the sphere function is one of the simplest continuous optimisation problems."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "04d972e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "22b06e42f1394afe8fe80dbee1e151f3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'nfc_all_X_for_f0': np.float64(0.9306122448979591)}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr, plot = nfc(deceptive_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e91a372f",
   "metadata": {},
   "source": [
    "The deceptive problem has a high NFC but a lower value that the sphere function as expected, since the sphere problem is an easier problem."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e5ab87e",
   "metadata": {},
   "source": [
    "## Neighbouring solutions' ranks correlation (NRC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa02b5d0",
   "metadata": {},
   "source": [
    "{func}`pyxla.nrc` corroborates {func}`pyxla.nfc` since it is based on the objective ranks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0748aef7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "17f41543aedb422f8e4ccbf1fe29426a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'NRC_for_f0_ranks': '0.9972'}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyxla import nrc\n",
    "\n",
    "corr, plot = nrc(sphere_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7592bffc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6d2b0b6a72674a6a9997abd717f18fe0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'NRC_for_f0_ranks': '0.9306'}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr, plot = nrc(deceptive_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a06d3620",
   "metadata": {},
   "source": [
    "## Dispersion of best solution (`disp_best`)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6a6da57",
   "metadata": {},
   "source": [
    "{func}`pyxla.disp_best` can tell if the problem has a global structure or whether it has many funnels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "15c02dc8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/builds/aliefooghe/pyxla-wg/src/pyxla/__init__.py:1403: RuntimeWarning: divide by zero encountered in log\n",
      "  forward = lambda x: np.log(x / init_percentage) / np.log(growth_factor)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'f0': np.float64(-2.33027833865432)}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyxla import disp_best\n",
    "\n",
    "corr, plot = disp_best(sphere_sample)\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e4aa25cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/builds/aliefooghe/pyxla-wg/src/pyxla/__init__.py:1403: RuntimeWarning: divide by zero encountered in log\n",
      "  forward = lambda x: np.log(x / init_percentage) / np.log(growth_factor)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'f0': np.float64(0.6570628896308044)}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr, plot = disp_best(deceptive_sample)\n",
    "corr"
   ]
  },
  {
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   "source": [
    "The sphere problem's objective has a negative dispersion metric value which indicates the presence of a global structure, as expected. The deceptive problem, on the other hand, has a positive dispersion metric value, indicating the presence of funnels. The scatter plots visually express the dispersion, where for the constrained sphere problem, the spread of pairwise distances grows as the sample size of the best solution is increased. Conversely, for the deceptive problem, the gaps between the clusters of points for lower sample sizes show that indeed the best solutions are much further apart, accounting for the lack of a global structure."
   ]
  }
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