zincware/ZnTrack

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examples/estimate_pi_with_mc.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    },
    "tags": []
   },
   "source": [
    "# Estimating Pi\n",
    "\n",
    "The following example should highlight, how one can convert most Python classes that take arguments into a ZnTrack stage.\n",
    "Here we take on an example to Estimate the value Pi.\n",
    "The original notebook can be found here https://gist.github.com/SamTov/907aebbc6c36a242e15e3745a91989eb .\n",
    "There were only a few changes made:\n",
    "\n",
    "    1. convert parameters to `zn.params()`\n",
    "    2. convert results to `zn.outs()`\n",
    "    3. modify the `__init__` method for the adding the parameters to the class\n",
    "    4. Add a `run` method that does the heavy lifting for us and runs the expensive computation\n",
    "\n",
    "That's it - now we can inherit from `zntrack.Node` and we can even stay inside the Jupyter notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from zntrack import config\n",
    "\n",
    "config.nb_name = \"estimate_pi_with_mc.ipynb\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from zntrack.utils import cwd_temp_dir\n",
    "\n",
    "temp_dir = cwd_temp_dir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import zntrack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "class MCPi(zntrack.Node):\n",
    "    \"\"\"\n",
    "    A class to study Monte Carlo sampling as applied to\n",
    "    the computation of Pi.\n",
    "\n",
    "    Attributes\n",
    "    ----------\n",
    "    coordinates : np.ndarray\n",
    "            Coordinates of points plotted.\n",
    "    n_circle_points : int\n",
    "            Number of points in the circle\n",
    "    n_points : int\n",
    "            Total number of points.\n",
    "    \"\"\"\n",
    "\n",
    "    n_points: int = zntrack.zn.params()\n",
    "\n",
    "    coordinates = zntrack.zn.outs()\n",
    "    n_circle_points = zntrack.zn.outs()\n",
    "\n",
    "    def run(self):\n",
    "        \"\"\"\n",
    "        Draw N points from a normal distribution.\n",
    "\n",
    "        N : int\n",
    "                Number of points to draw.\n",
    "        \"\"\"\n",
    "        self.coordinates = np.random.random(size=(self.n_points, 2))\n",
    "        self._circle_points()  # compute the number of points in the circle.\n",
    "\n",
    "    def _circle_points(self):\n",
    "        \"\"\"\n",
    "        Compute the number of points in the circle.\n",
    "        \"\"\"\n",
    "        radial_values = np.linalg.norm(self.coordinates, axis=1)\n",
    "        self.n_circle_points = len(list(filter(lambda x: x <= 1, radial_values)))\n",
    "\n",
    "    def plot_image(self, axs=None):\n",
    "        \"\"\"\n",
    "        Plot the circle, square, and points.\n",
    "\n",
    "        Parameters\n",
    "        ----------\n",
    "        axs : mpl.axis\n",
    "                An axis object to plot to if desired.\n",
    "        \"\"\"\n",
    "        circle = plt.Circle((0, 0), 1, fill=False)\n",
    "        square = patches.Rectangle((0, 0), 1, 1, fill=False)\n",
    "        if axs is None:\n",
    "            ax = plt.gca()\n",
    "        else:\n",
    "            ax = axs\n",
    "        ax.set_xlim(-1.3, 1.3)\n",
    "        ax.set_ylim(-1.3, 1.3)\n",
    "        ax.spines.left.set_position(\"zero\")\n",
    "        ax.spines.right.set_color(\"none\")\n",
    "        ax.spines.bottom.set_position(\"zero\")\n",
    "        ax.spines.top.set_color(\"none\")\n",
    "        ax.xaxis.set_ticks_position(\"bottom\")\n",
    "        ax.yaxis.set_ticks_position(\"left\")\n",
    "        ax.add_patch(circle)\n",
    "        ax.add_patch(square)\n",
    "        ax.set_aspect(\"equal\")\n",
    "        plt.show()\n",
    "\n",
    "    def plot_sampling(self, axs=None, show: bool = False):\n",
    "        \"\"\"\n",
    "        Plot the result of the sampling.\n",
    "\n",
    "        Parameters\n",
    "        ----------\n",
    "        axs : mpl.axis\n",
    "                An axis object to plot to if desired.\n",
    "        \"\"\"\n",
    "        coordinates = np.array(self.coordinates)\n",
    "        circle = plt.Circle((0, 0), 1, fill=False, linewidth=3, edgecolor=\"k\", zorder=10)\n",
    "        square = patches.Rectangle(\n",
    "            (0, 0), 1, 1, fill=False, linewidth=3, edgecolor=\"k\", zorder=10\n",
    "        )\n",
    "        if axs is None:\n",
    "            ax = plt.gca()\n",
    "        else:\n",
    "            ax = axs\n",
    "        ax.set_xlim(-0.0, 1.0)\n",
    "        ax.set_ylim(-0.0, 1.0)\n",
    "        ax.spines.left.set_position(\"zero\")\n",
    "        ax.spines.right.set_color(\"none\")\n",
    "        ax.spines.bottom.set_position(\"zero\")\n",
    "        ax.spines.top.set_color(\"none\")\n",
    "        ax.xaxis.set_ticks_position(\"bottom\")\n",
    "        ax.yaxis.set_ticks_position(\"left\")\n",
    "        ax.plot(coordinates[:, 0], coordinates[:, 1], \".\")\n",
    "        inner_points = np.array(\n",
    "            list(filter(lambda x: np.linalg.norm(x) <= 1, coordinates))\n",
    "        )\n",
    "        ax.plot(inner_points[:, 0], inner_points[:, 1], \"r.\")\n",
    "        ax.add_patch(circle)\n",
    "        ax.add_patch(square)\n",
    "        ax.set_title(\n",
    "            f\"N: {self.n_points} ; $\\pi$ = {4 * self.n_circle_points / self.n_points}\"\n",
    "        )\n",
    "        ax.set_aspect(\"equal\")\n",
    "\n",
    "        if show:\n",
    "            plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Now let us define pi estimates with different numbers of points and run them all."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Running DVC command: 'stage add --name MCPi --force ...'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating 'dvc.yaml'\n",
      "Adding stage 'MCPi' in 'dvc.yaml'\n",
      "\n",
      "To track the changes with git, run:\n",
      "\n",
      "\tgit add dvc.yaml nodes/MCPi/.gitignore\n",
      "\n",
      "To enable auto staging, run:\n",
      "\n",
      "\tdvc config core.autostage true\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Jupyter support is an experimental feature! Please save your notebook before running this command!\n",
      "Submit issues to https://github.com/zincware/ZnTrack.\n",
      "[NbConvertApp] Converting notebook estimate_pi_with_mc.ipynb to script\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running stage 'MCPi':\n",
      "> zntrack run src.MCPi.MCPi --name MCPi\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Writing 5352 bytes to estimate_pi_with_mc.py\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating lock file 'dvc.lock'\n",
      "Updating lock file 'dvc.lock'\n",
      "\n",
      "To track the changes with git, run:\n",
      "\n",
      "\tgit add dvc.lock\n",
      "\n",
      "To enable auto staging, run:\n",
      "\n",
      "\tdvc config core.autostage true\n",
      "Use `dvc push` to send your updates to remote storage.\n"
     ]
    }
   ],
   "source": [
    "with zntrack.Project() as project:\n",
    "    mcpi = MCPi(n_points=50000)\n",
    "project.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[main e06291b] initial commit\n",
      " 6 files changed, 147 insertions(+)\n",
      " create mode 100644 dvc.lock\n",
      " create mode 100644 dvc.yaml\n",
      " create mode 100644 nodes/MCPi/.gitignore\n",
      " create mode 100644 params.yaml\n",
      " create mode 100644 src/MCPi.py\n",
      " create mode 100644 src/__pycache__/MCPi.cpython-310.pyc\n"
     ]
    }
   ],
   "source": [
    "!git add .\n",
    "\n",
    "!git commit -m \"initial commit\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook estimate_pi_with_mc.ipynb to script\n",
      "[NbConvertApp] Writing 5352 bytes to estimate_pi_with_mc.py\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Queued experiment 'n=10000' for future execution.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook estimate_pi_with_mc.ipynb to script\n",
      "[NbConvertApp] Writing 5352 bytes to estimate_pi_with_mc.py\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Queued experiment 'n=1000' for future execution.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook estimate_pi_with_mc.ipynb to script\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Queued experiment 'n=100' for future execution.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Writing 5352 bytes to estimate_pi_with_mc.py\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Following logs for all queued experiments. Use Ctrl+C to stop following logs (experiment execution will continue).\n",
      "\n",
      "Running stage 'MCPi':\n",
      "> zntrack run src.MCPi.MCPi --name MCPi\n",
      "Updating lock file 'dvc.lock'\n",
      "\n",
      "To track the changes with git, run:\n",
      "\n",
      "\tgit add dvc.yaml dvc.lock params.yaml\n",
      "\n",
      "To enable auto staging, run:\n",
      "\n",
      "\tdvc config core.autostage true\n",
      "Running stage 'MCPi':\n",
      "> zntrack run src.MCPi.MCPi --name MCPi\n",
      "Updating lock file 'dvc.lock'\n",
      "\n",
      "To track the changes with git, run:\n",
      "\n",
      "\tgit add dvc.yaml dvc.lock params.yaml\n",
      "\n",
      "To enable auto staging, run:\n",
      "\n",
      "\tdvc config core.autostage true\n",
      "Running stage 'MCPi':\n",
      "> zntrack run src.MCPi.MCPi --name MCPi\n",
      "Updating lock file 'dvc.lock'\n",
      "\n",
      "To track the changes with git, run:\n",
      "\n",
      "\tgit add dvc.yaml params.yaml dvc.lock\n",
      "\n",
      "To enable auto staging, run:\n",
      "\n",
      "\tdvc config core.autostage true\n",
      "\n",
      "Ran experiment(s): \n",
      "To apply the results of an experiment to your workspace run:\n",
      "\n",
      "\tdvc exp apply <exp>\n",
      "\n",
      "To promote an experiment to a Git branch run:\n",
      "\n",
      "\tdvc exp branch <exp> <branch>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with project.create_experiment(name=\"n=10000\"):\n",
    "    mcpi.n_points = 10000\n",
    "with project.create_experiment(name=\"n=1000\"):\n",
    "    mcpi.n_points = 1000\n",
    "with project.create_experiment(name=\"n=100\"):\n",
    "    mcpi.n_points = 100\n",
    "\n",
    "project.run_exp()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can now see our experiments and the respective hash values:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Let us load them and plot them after each other. Because all the calculations where already performed, this is simply loading the correct result files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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H/Px85OfnY0fuLlw4d5ZJGVJS69KlC5o3b87t6HcW+GzTwRApkGbRDl7sgxEpCFib1Jt6Eh8rvoAeaT+ETMQlo7tj4DsZIdf1vFsPlOrBqzw1GO0TOfili2cXbhEt0tJvy9hbhMHzNoQ8/+nTN+nekLAEy7aQQq7PpbD7+9VA0zYnTpwInJjNw4lDtwR22223qVZELsvGbbfdhi1btugtihonNucgTlKnaqQCRVtyuRFYsLqSpozLL78cnTp1QqdOnUTXCSHYsfcg1mZtx/kTh3D88G8BktuzZw/KyuhVk6dPnw6R1GJjYwNkduONN6Jnz54hXqF24VjxBTS6siaWjO6O86UVunaPD9/YGDWjIvHsp1tF16U7ey0oSQebfjulKTWwBI2UYhWCJfOaURE4V+rDseILuusRvMkQUPlHcEnNFfw+p+zopeCppZDr82A44fvVYLcGBwiTAy3rdW4HnyCESGB1O/ExHm6cMBVdXk9EHAAfgI0p6YbVlYIgoEOLeHRoER/yW3l5OQ4cOIDt27cjKysL2dnZyM7Olj3FVgnFxcUhpHbdddfhtttuQ+/evdGrV6/ADslKyKnL9O40uza50vSip7Rw3tjkCksXVFYLOCubXf3YGPycf8KwSlOqEiSofMeMRzqhS5MrQupWPzYGqYM6hOzo7VIfSuumVg+jba6kCgcq28op3++H3HeaUVezgCuy0WupEIFKUuk8ZTyqkQqUCxHYnJxq2gYmh8Lc3ajXrpUo/sAHAUU5eZaoKwkh+P6t9/DHC08jC0D2xT96SgtF27Zt0bt3b9x2223o1auXopOMGvRMYpbqMhYqHqV38FQfAaFtZrY8ljY7s31kVCUYbFt20uKtBLNt/tmmg0hash3Bq/CInk0xvEdTR32/0e90nArRqUiYPA6FgweiaEsu6nZqi3gAOz5eRq3io8WhFd9BqoCLBMHhFT9YQmCCIOCyXXtwB4D7Ll4jAA6iksg2A8gCsLHmZTh1/hzVO3Nzc5GbmxvIb9m+fXvcdtttAUIrq36ZKjnpHdxa6jI9ZMhCjaH0Dp4qEqU2M1oeaycIsypNoxKl3Tt6PWDR5v4+33zgFAiBrHRqN5zoYONH2BAYAMS1bYm4ti25eCT6oegQYVFIeGHubiTMmQppLRoBiAcw6OK/y86fx/bvfsLBsyeRnZ2NTZs2ISMjA2fPajuM7NixAzt27MDbb78NAKherwlqNO6AmMYd8PozD+Gpv1zyyDQyuNUWNyM7PRaLntI7eCyoWm1mB+FIYVal6WSVICuwavP6sTHod738/VaHccjBSfZZKcKKwIDKBb7LlKSAPSySEHSeMh6FgwcykZCu7XcHKsYJiAjyqaqAgGvvvt30u2kg57DiN5AHozoIogtO4b7H7gskWy4vL8fmzZvx448/Ys2aNfjll19w7py2lFZ24jeUnfgNZ7O/wtNLp2D6de3w0CMPYcCAATh3eUPdg1tpcQPg2J0eS/BYEFg7QbAgICcY+XmCt+OJU+LinOpgAzg0lZQZnNicI3LmAC55JLJAXNuWyEpJg0+obDqfEIGslDTL3PX9DivBKIcQek3GiaVatWpISEhAYmIivv76a5w6dQqZmZlITU1F3759cdlll1HVIWdnDiZNmoROnTrhod6dcXL1LFzYvxnkYjA3zeB++MbGWJvUG58+fRPWJvXGwzc2Vl3Ywwn+BSEYeheEY8UXkLG3CMeKLwC4RDiRF8cBC4lHro/0on5sDLo3vyrsyAvQbnNpH+mBkpRu5F1mwWNssYLrnTik7uxWxYQV5u4O2NusjjWTOqxsGvkycLwQCUs/QqQJJ5aysjJkZWVhzZo1+PHHH7F23TpcOE9PHkJUDGo264Jhj96Pf415Alddpc+r0EmxULxhxmFDbWfuNieIcIBcm5uVnpwYF2dkbPF24nA1gWU+k4Rus6ciApW2ruyLti6rPBLthJ9Az6zNRMKcqYgkpNKlf9BwNHttPBNSLS0tRdpHX+HLt+bg6u2rsQ4A7f4vIiICt9xyCwYMGIABAwagZUu6+vD2/HMSjCwIVYnk3QoWfRQu/ewRGOQJLPOZJNw0O11k+wmWtOyUkKyCVdJm7sYdaH3T9SgnBGsBfAXgvwB+0/GONm3aYMCAAejfvz+6d++OyEhphrlL8KQIZThxZ+5BDFZ9FA6bOc+NXgaFubuRICEvQJx9w//Hskw9mTesgFUZSNomtMfG5DR0njIed5AK9BIi8Oj4Kbjs0X5Yvnw5li9fjg0bQidsMHbt2oVdu3Zh6tSpqFu3Lvr374/Bgwejd+/eIWTmJldqKxDsieZkg7qHSsj1UQSgu4+c4ATjBC9INbhSAiv8dh3aPzEw5D6fIKBoB/uAYr9bfiQRqyrthtU5INWk2oKCAqxcuRLLly/H6tWrceECnbKxfv36GDx4MB577DHccMMNjs7baAfm/LwXaV/vAgmypQBw/c483CFN0isASLvfvuz6RoiIhRekp0JEKIFVnDgdsnATAOtHJaL7rDSmZTs9UbAT7X3nz5/H999/j+XLl2PFihUoKCigeq5t27Z4/PHHMXjwYMTHh6bWqmqY89NepH69S3TNbwcB4KlZHQwn2bC0nH6UjhFiUX/eBOZKN/q4ti2RnZyGcr8rOwQu5AXwd8s3i4TJ4/D7jl3I+XgZft+xy3byAoCaNWuif//+mDdvHo4cOYINGzYgJSUFHTp0UH0uNzcXycnJaNKkCXr27Im5c+fi5MmTFtXaWThWfAFpEvICxPFi4eqeHg5wSkiImjv+Z5sOokfaDxg8bwN6pP2AzzYdDDynt/5mQgbMwJUEBogX7qKcPC7kBSjEXXFMFGwEcW1bot1j9zpCIpQiIiICCQkJmDx5Mn799Vfs378f//nPf9C5c2fV53755ReMHDkS11xzDQYOHIgvv/wSf/75p0W1th/7i86FnBEFVO6gPXuXMdAssqwWYhaxfiygRESbD5xSjTPTU381IuQN1xIYYM3CLZX2/Go6J5KFG9CkSRO8+OKLyM7ORk5ODpKTk1XVhWVlZVi2bBkeeOABXHPNNXjqqaewZs0aVFRUWFhrefDcdcotIACQeFcbT+oyAJpFVusePf3tlOBfJSKqIERVwqKtv90B1660gRnJlm4WVcEt3y5UVFRg3bp1+OSTT7B48WKcOnVK85lrr70Wjz/+OJ5++mk0a9bMglqKYUWan2A36ghUktfIXs2ZllEVQGPP0brHaH87ISREzh2/Z6t6VDYurfprhQx4ThxwBoF5sAYlJSX4+uuv8cknn+Crr75CSUmJ6v2CIOCuu+7C6NGj8de//lU1vowVrDTQO2EBZAk73LJp4rLU7mlStyaz/rbLLV0pW4hZb1atueDFgXmoUoiOjsZ991UmID59+jSWLFmCjz/+GGvWrJGdAIQQrFq1CqtWrUKTJk0watQo/O1vf+O6ybEyO7dcTJzTY3OUYFdyWprYObV7WPT3seILeH/tfry3dr8tyXnlxhGLODO7Tx3wJDADcGJQc7jj0KFD+PTTT/HJJ5/g119/Vb03KioKDz30EEaPHo2bbrqJeWyZnS7STslQrhd2u5XTSBtK95ituzQmzMg7nA4lTcGOvQcDp817bvQANk+ZYWv5GydMRd32rdH+iYGo2741Nk6Yamt9jKAwdzd2fLwMhbm77a4KNRo1aoRx48Zh27Zt2LZtG55//vnApkaK0tJSfPzxx7j55pvRuXNnzJs3j+rYGFrYZaC322BuBna7ldNk1le6x9/f/sVSAPC3W5pQlevvM7mlO5xOWpAL6/hs00H0e2ut6N+s4ToCu376ZNsWXsWzxoLq43RyCAcCvv766zF9+nQcOXIE7777Ljp16qR479atWzFixAg0bNgQzz//PHbtCo2tMgIWR43ohd0kYAa0btk8PTtpYudU77lYfwJg3i/7qVzG5frMDyW3dLtiqmhBG44QvNkCKjdbrOE6AqsGYlsQsVZQs9PJgYaA3YTLLrsMTz75JLKzs7F+/XoMGTIE0dHRsvcWFxfjrbfewnXXXYc77rgDX375JcrLy02Vb3UwsZJr/a9HTltSvhnQSK12xhOpQW4xBugkYKU+ixAgK7U7tQ38oK2f0maLNVxHYOUQbAsiVgtqdgM5OD2riFEIgoBu3brhww8/xOHDhzF16lQ0bdpU8f4ffvgBDzzwAOLj4/H6669Tue07AfVjY5D41zYh16d+nefY3Xow1KRWJ6tH1aQoHyHI/k15/EiJOwLAiJ5NsS7p9hCp3cltAOirn5LEzRquI7BfX5hgm+OEWlCzWXKwQvXohqwiZlG3bl28/PLL2LNnD1atWoV77rlH0Ynj6NGjmDBhAho3boxx48bh2LFjpsvnrf7pcG2o3Y+3GpHlNwVLrcHvdbJ6VEmK8uO5RVtUJaVg4l43/nYk391WVmpn3Qasx6Ke+tWPjcHATg1F1+7r1IBJPYLhOgLrnPys5j08yUAp96AZcrBK9ViVsopERETgrrvuwldffYW9e/ciKSkJdevWlb33jz/+wLRp09C0aVOMGjUKe/fuNVSmFeofq1MU8fom6Xu3Hym25LuMLOpSKUoKGkmJRt3Msm959Jue+h0rvoClW46Iri3bctR0HaRwHYFpQY0MWBGbXAoro+RgterRicl/eaNp06ZITU3F4cOHA96JcigpKcGcOXPQqlUrDB48WNNdPxhWqX+s9IDk9U1y7536dR4S/9qG63eZWdSDpajX7m0X8jsLaZFV3yr127ZDp0xJZHrqZ5UNLKziwNSOPjmwcKklZ3rpTTm14+Nlsmeb5Xy8DO0eu5d5/ayGU2PmtmzZgqlTp2Lx4sWqeRX79euH8ePHo0ePHqrvs/qkZCsydGhlp1A6hkMryFrrvf7vAiB6l5kAbpZxaLxj2sz2rVL7CgJE58oZ9ZylqZ+/jcrOFePwjMcAAM2SVmJv6t2GylRCWElgSnaow6t+sEzK0ZtgWMsxxMku+Vpwsldmp06d8OmnnyIvLw8jRoxAVFSU7H0rV67ELbfcgp49e+Lrr79WDMa0WrVnhQek0jf9euS0rCRDK+GotZX/u37OPyF610uLt5pSibG0L/GWgs32rZLNjjCSpGnDEaRq1ymD2hsqTw1hRWBKZEAqKph737FUR8qpHg8sXGrL4l+YuxtZU2che9ps2W+j/W43eGUCQIsWLTBnzhzs378f//jHP3D55ZfL3vfLL7/g7rvvRufOnfHZZ5/B5/OJfldb1Jwe16MEuW8a99fWSP96l6x6ilbdqEUAciqwLzcfMaXKZL3BsCMOkBZyno9SsHKQURvbD9/YGCue6yH6N2uElQoRkD+hOH7wQKanKm+cMJW5OjJY9QjAllOgN06Yiq6vJwYGfAUEZKVc+jY93+1W1ejJkycxc+ZMvPnmm/j9998V72vRogXGjRsXEnsmVa+4NfVTMIK/aX/ROVn11IR+12Hyyp0h19VUqEqqKCUVmJ53y4FF8lo3wd++NaMiMPCdDOYqT5qx7WWjh/5ciPlffYffv/0RV/XtjVb9+wCQJzYjpKNmZ2NFLnYs/oW5u1G3XStIc7n7hAgU7ajMXqHnu2nayan2MQA4d+4c3n33Xfz73//G4cOHFe9r0KABXnnlFfztb39D9erVRb/Znf+PB5S+acno7swWSbkypDDz7nDK7k8L1uRNO7Z5E1hYqRCBSqJqfu+d6D5zCprfe2dA9cbK+86KYGA74rVObM4JIS8AiLz4bXq/W8sr08n2MaAyy8fzzz+PvXv34v3330fr1q1l7zt69ChGjRqFdu3ahTiEODm2ySiU1H8dG11hyi4UrIqSK+P+zg2Z2Jyszp7iFOhVeWqpvZ0ytsNKArNCOmJVhpb0wUpi1FMflhJY8HulXpl62pCnlKbn3T6fD8uWLUNqaiqys7MV7+vSpQvS0tLQp0+fsJTA/FCSZIxIOEqqKOm7qqr0ZDVoVIOeBMYBal6IZhwugh0XWAQD00gfZiRGIw4mcW1bIjslHT5ckvwqICD74rcZ/W45r0xaaY6llCZtE73vjoyMxP33349Nmzbhf//7H3r37i17X3Z2Nv7yl7/gL3/5C47sznHEsfJKMONcUj82JmATC35er4SjFmsmfVdVlZ6MwGjf0sb+2XUiQwiIC1BcXExQmQSaHD9+XPG+gpx8Ui4IhFR6jBICEB8EUn7x/8sFgWxISddV9oaU9MA7g58vyMknOz5eRgpy8nW9T66OZUKE5nsKcvLJ9gVLNe9Tqq+e+mWlzyZZ02bLlmX0u6Xv0GqDgpz8QL/paSc5SNskY1SioT6Q4vvvvycJCQmBsSn39+CDD5JfsraRjD1F5Ojp87rrzguLNh4gTZNWkPjEFaRp0gqyaOMBS5/3Y92eEyQ+cUXIX8aeIkPv82Cub/T2x9HT51XH9vHjxwNzgQfCSgKTSgk+IQIACajF9Lpyq7mC64338sOIDY1WWmDhuh7XtiW6jBuJLv8YKfttct+tV+Kjkeb2TZwSos40YmuUa5OE2elM7Ji333471q9fjy+++ELRRvb555/jtm6dMX9qMsg5ZyQNNpthg2WGDqvj55wEHuEVZvtGqT9qRkXI1tVuqTisCAwQq962pL0d8oF6FioeDht6A5f1kJId2eaNpu7y91N2+mxsS5+J+MEDRc8lLP0w5BkjJxHItUkkEHLAoFEnGUEQcP/992PHjh2YN28eGjZsGHKPz+fD3Llz0aJFCyQlJdme/d6sAV7v82oLtWNUURaDV45Js30r1x/3dWqAge9kOPKIl7AjMOCSlNDonj6mvPl4eAPqDVzWQ0pWey+qkSuN1Hhg4VLckPQMuox7RvObAWDToGG6JV65NgEqzyb0l8AiqXG1atXw1FNPYffu3Zg6dSquuOKKkHsuXLiA9PR0NGvWDOnp6Th/3h5vRLNSj57naRZqJwcF8wDPvJksJNrg/lgyujuWbjEXRM4TYUlgfph1uOCVvV3qoBE/eKAiEeghJSuyzQdLVYpOMyu0U3epkZ/cN/uECDR7bbzu+vrbJNg5xQ8BQObYFKZJjWNiYvDyyy9j3759SEpKQkxMqCRx+vRpJCUloWXLlpg3b15IVg/eMCv10D6vZ6G2WxVlJXi6oOvtWyXp2N8f50p9jnCXVwQXyxpjaDlxaDk4mHU8YOG4oIbtC5aKHAr8fzs+XkYIqXRCKBMiAs4GWo4ZvOpL6wyRNXWW7PdkTZsd6CfW36yFvOWriQ/mHTf04siRI2TkyJEkMjJS0dGjc+fOJDMzk1sdjp4+T77adoQs33pYZGzXMsDTvFftec9BQx5HT58POFn4/5olrWTq5EPTtzTOHmbrytuJw/VxYDzSOlkN2qwVerLcW1XHTSNfxo1zpmmm7qqAAHLRocYnCNg4chwS5ky19JuDY+v8deg+K830e2mQn5+PiRMnYvHixYr3DB8+HGlpaYG4GRpoZWj/bNNBJH25PaAuFQCk3W9NOqtwjoMzC7vTWunpGzN19VJJQZnArAhctgpWBy7rhVp6q7qd2oYQjZgsIiCQCpG+Won8eH9zxqOj0G3RnACRstzw0ARGZ2VlITk5GatXr5b9vU6dOpg8eTJGjRqFyEi53CiXoBVwqpSSKQLAuvG3W0Iidi/UTkPwhgOAbYHZeo//MRpE7hEYlAnMrQljlWBG4uCdV9DIZsH/PReOHEXXxNEhv2eOScZVfXuj7Mw5SyTLzGeScNPsdJE1jNWGR48mYOOEqTj1eiJeBKDkH3rDDTdg5syZiodv0uyg1ZLi8jqnTA5eBo1KOCmxs1XSsZeJQwV25AzkCaOxZVbkFTTiIKLmDUqAQL7KczvzuJNXYe5udJs9NcSVg0WYgZ5QB/+9fQFsBfBvAHIHuGzduhU9evTAsGHDUFhYGPI7jSOA0rlQEYClcVZWOmg49egaq07spgXP8AUr+8DVBGaF153TYeW5W0bTW0n7iQABIrHqnLATm3MQERL9BfgMxJbJvZs21CH43uoAXgKQB6DfzT1l3/3hhx+idevWmDFjBsrLywPXadyl/YtU8N5BAJB6f4ewlIR4xVaxgNaGww7i5RG+IO2DZVuUT3JgAVerEP3Qq3pz8jEeeqGlRrX6W9XKK8zdjX3vzEf3mVMU68uzXlIVKAGwflSiaUcOvcmJle7ddeIoxo4dix07dsiWc/3112PmzJm45ZZbANDbl44VX8DmA6dACNClyRW2kZeWw4nZdzvZYUStfj/nn3CMalEPpP0pa3O9cAYH3hoMwFMhKkKP6s3px3johZoa1epv1Sovrm1LNBs9zBa1b1zbltg4clygbJ8gMCEv/7tpNQFq9/bq1QubN2/G//3f/6FWrVohz/7666+49dZbMWTIEGzL349GV9bEktHdNXfQ9WNj0O/6BrinYwPbFnPe0hGv2CpWkpGSyg4Ad9UiD+lOrj+V+oAnwkICo0U4eS0Gw4pTqLWg1Lb7/vstSov/EElkdnhcipwsAGxkRF7B0KMJ0Lr32LFjGDduHD7++GPZ54XomqjT4zHEdr0HaQ/c4OgduxXSEY8yeDhdSB1a9HoD6gWvb6A91NSTwBjCjlyBVkDONmX1tyqV12LAnSESGavDRWkRYicEcOOcacztbno0AVr31q9fHwsWLMDPP/+MDh06hPxOSs7j1A/zcGT+3/HSrOWOc1oIhhWHH7J2SqBxujAi2UgdWngmM+blOKLUn+dLK0L6IKVfG1NlaaEa17fbBCU7jF/dJpUSnOK1aMZe5T+zyw+rv1WuPAIEHCcCzhqDBwbqapXUe2JzDuIUyNzpkvett96KzZs3Y+bMmXjllVdw5swZ0e9lx/fhyId/x6TYI5g59VVUr17dppoqw79IS3fsrD0hH76xMXq2qsfEZV+NdOvHxjCTbPzE67dlRgjAuLtaM5FMtb7BKNT6s3vzq0R9UK30D4wwXJI2wk4CU7PDONlrkbW9yupvDTnKBgIXl3UjYBluYeSwULPvqFatGp5//nnk5eXhwUceC72hohzzpqehW7du+PXXXw3XixeszDjPymVfTTJiLdk8fGNjjPtrawgX35X+9S4mNkJe0p1Wf1oZNhFWNjBaG5fdaZmk4Gmbs/pb/eVVr30Zmt97p2PsjSzsbizSlrF4x6vvfonJ419CWdGBkN+qV6+OiRMnIikpyXHSmNsCmpW8PFnbrXjaCHlmQqHpTy8TB+gJzK2ZOdxaby2wdtYwGxJgNtOJ2U0Gy43Kb8dPY9I/X8Unc9+SzWbfqVMnzJ8/H9dff72u91ZVKLn4yy3SrAmHtyOHno0D61AHLxOHDjg1M4fSQZX+a3L1JgDOrM20uKZswdJZg4WK1e84AUC3GpCFUwxLx5omV9fBh++8gfXr16Ndu3Yhv2/ZsgVdu3bFa6+9hrKyMt3vr0pQc/GXU4exVonyPpWaVqUnbYc5P+11ZFaTYISVBAY4LymunMoIQMg13+8nueXpcztYSi5GVXhOk8CCUVJSgldffRXp6elVWhozIj2YkaZYqkR5qPr0tIdS4mfAnJOKp0KE/jgwp9i4ZBcsCBAEhCxiW9Pelk1463Y1Ii3U1IOsVKxmCYSVHY3XBisrKwvDhg1DTk5OyG9W2MZ4ZtrQgpJXoFadeKvv9IA1IerxklRL/AyEkjptX/MmsLB0o7fSRVsNsu7bIJCm5KtGKiBERDjaxZ8n/FJR3EWpaKNEKmIVEmDWnT5h8jgUDh4Y2BwlGBhjLN6hhK5duyI7O1tWGisrK8Mrr7yCpUuXcpHG7My0ruQVePp8GdK/2aVaJ6tc/GlQPzaGWTJdufbo2aqe4vvl2iEYPEIIWMB1NrDjefvsrgI1ZG1yEGTtdNfefbtjXfx5gjYZ8ab7hqL8ooLVaNuwsJEaPTFA6R0s3PKDER0djddff52rbUwawGt3pnWleKe0r3dp1slKF3+rYCRwXNoOUvAKITAL1xHYVbfe5Jr8hbKxWClpikRldYYKJ0DLscHvvHHT0vkQBCBz0HCqtpEjBqfFAfLMVemXxpKTk0MOxvRLY927d8fevXt1vVdPDjyWmTbUIOcEESGEKDoU68QjK7udMOoUEtwO4+9uI0vqerLqHyu+gI37f2f2XXJwnw0MwBUUByk6Kdu8nE3OKXY6u6FmlwJgyGaV+UwSus2eigjIO2o4oe2tzMupZhurVasW5s6di0ceeUTzPWo58O6bmSEiDKszwUudIMbd1RrpQRKYHXWyEyycQvSGEARn1ffzZ/n5YhyeURl877nRX4Sa67ETs83LqZ1YqKLcBr1SkRG3c/+pyyEprCRl2t32VuaqVJPGzp49i0cffRQjRozA+fPqEpPS7nvlrwWiawJguRquZ6t6mP5IR8wc3Alrk3pjZM/mYaca1AMWUqWeEAJAnFWfIFQC5qFmDCsJLFyzzYcDtNzXlaRUPf1ZmLsbddu1QmTIL3Qei6wkd5r32DVWs7Ky8PjjjyMvLy/kt3bt2mHx4sVo21beJii3+44AAInxP0IA1iXdbqn0peRU4LbsH24BbVZ9X5AElrGniLlnp+sksHIIinYLqzOwszbAhytoHDWUpFQ9NqsTm3NkycsnaJ+6zEpyp32PXfa4rl27IisrC0OHDg35LScnB127dsX7778vq+6R230/dWvTEKmsggArfz1mesdNk+39WPEFJH0Z6lSw7dApZOwtAgDL8vJVJdBk1ZeCh2enIQls5syZmDZtGgoKCtCxY0fMmDEDCQkJivdPnz4ds2bNwsGDB1G3bl088MADSE1NRY0aNajKC5bAdvyyHu1u6SZ7n5W7WhY57aoKzMZx0dqsjJ66zGrcGHmPnfa4jz76CKNHj8a5c+dCfnvssccwa9Ys2YM1g3ffALgEwNK6ar++Mhfzftkfcl0QAHLx2cS72qBDw1hb4tOqEoLtboIAgDjQBvbZZ5/hxRdfxKRJk7B582Z07NgRffv2xfHjx2XvX7hwIZKSkjBp0iTs3LkT7733Hj777DMkJycbqvDVrZup/r5x4FD4OO9qaV2/PVTCbKosWpuVXEZ8mlOXjUruUgncyHtovo2XpD9kyBBkZWXJxoR98skn6NKlC7Zs2RLyW/DuW8392qiLNa2r9rHiC3hvbSh5AZXk5X82ddUubidBe7iEYLtbRtLtyBh/O+Y83oVrmboJ7I033sDTTz+N4cOHo23btpg9ezZq1qyJ999/X/b+jIwM9OjRA4MHD0aTJk1w55134tFHH8XGjRtNVz4YftVN9yXzAVJB7W5tBOF6MCZr+BdeANg4cpzIqCuAz6GSwaEIRTl5VKcuG4kPk1MVGnmPFjnxdkpq06YN1q9fj2eeeSbkt927d+Omm27C22+/rbp79i9cE/pdF/KbEXd6Wrd8ufvUYHfMkp0wcvimEUg3Nzc2vZJreboIrLS0FNnZ2ejTp8+lF0REoE+fPsjMlN9N33zzzcjOzg4Q1r59+7Bq1SrcfffdiuWUlJTgzJkzoj81yJ64u/RDPZ+mC05NGuwkSBdeHC+07HwwvV6Geu1RShI4AF3vUSOnwtzdyJo6yxJJPyYmBu+88w4+//xz1K5dW/RbaWkpnn32Wdx///04deqU4jvqx8ag3/X1mSSlpY1jkrtPAFRtMVbGpzkFasmK3Q5dBFZUVASfz4e4uDjR9bi4OBQUFMg+M3jwYLz66qu45ZZbUL16dTRv3hy33XabqgoxNTUVsbGxgb9GjRqp1stqichpAbFOg9wCn7D0I0jTzDqJ9PUEkauNN9r3qKmh/cTWNXG0peP6gQcewNatW2Xt2UuXLkWnTp2wfv16xedZZbWgfY/cfWn3d6DKKFFV4LTMGcxBdODIkSMEAMnIyBBdf/nll0lCQoLsMz/++COJi4sj8+bNI7/++itZsmQJadSoEXn11VcVy/nzzz9JcXFx4O/QoUP+sAJy/PjxkPsLcvJJuSAQUqn6JgQgZUIEKcjJ1/N5ulGQk092fLyMezluw/YFS0V94f/LGDSclAkRgf7ZkJJud1UNgcV4U2qjrGmzQ97Ne1wX5OST7QuWBt5bUlJCXnrppcCcC/6rVq0aSU9PJz6fT/F9R0+fJxl7isjR0+dN1Yv2PXL3+a/NXrOHNEtaSeITV5BmSSvJoo0HTNXJbVi35wSJT1wR8pexp8iS8o8fPx4YOzyg660lJSUkMjKSLF26VHR9yJAhZMCAAbLP3HLLLeQf//iH6NqCBQtITEyM6iQIRnFxsSqBEULIhpT0wOJYLkSQjEHDPGKxCWoLfLiQfsaoRFIOwTAZK7XRpvR3VMmLNelvSEkP1KNcEETvX7FiBbnqqqtkiezee+8lZ86cYVoXXtBDhOv2nDBNvE7C0dPnSdMkMXk1S1pp2Tc6isAIISQhIYGMHTs28G+fz0caNmxIUlNTZe/v3LkzGTdunOjawoULSUxMDCkvL6cqk4bACKlcFDIGDSflFyd8OUAyB1YdIpPupO1E8IZCz8LrpG9QQvCi74NAMkYlGn6PtI1kiQ0CyZo2m4vkpSVJHjp0iNx6662yJNauXTuyd+9epnWyC4s2Hggs9E2TVoSVpLZo4wFLpFC5DYDjCGzRokUkOjqazJ8/n+Tm5pIRI0aQOnXqkIKCAkIIIU888QRJSkoK3D9p0iRSq1Yt8umnn5J9+/aR//3vf6R58+bkoYceoi5TD4HJqV+kO8twhNpO2i7olbac+A1SsFZX+9sob/lqsn3BUpK3fDXJGDSMlFugalVSY+74eJnovrKyMjJx4kQiCEIIiV155ZXkhx9+0FWu0yQdu6UUK8BKrasEpQ2A4wiMEEJmzJhBGjduTKKiokhCQgJZv3594LdevXqRoUOHBv5dVlZG/vnPf5LmzZuTGjVqkEaNGpHRo0eTU6dOUZdHS2BKE9Iqm5hdsMsGyBJu+QbaRZ8WlVqDYYFvrwjSHmQMGs71+/W2+erVq8mVV14ZQmKRkZFk5syZpKKiQrNMJ0o6dtiJnEbiZqC2AeBNYIZSSY0dOxYHDhxASUkJNmzYgG7dLmXGWLNmDebPnx/4d7Vq1TBp0iTs2bMHFy5cwMGDBzFz5kzUqVPHSNGqkHNvD9TDJXFaRoJW3RKXpvZtbvkGliEUGydMRd12rdB9yfzAt/vfzDsUBNDvTdunTx9s3Lgx5Jwxn8+HMWPG4JlnnkFpaalieU71iDN6/IhR8HBrtyrOSw52HqfjulyIx/P2KS6CgQkZEnFkzmXbTCYEPc8aDVp1Q1ya1re54RsAdiEUATd6lXusIHC9Z9A1b94cmZmZGDBgQMhvc+bMQZ8+fXDixAnZZ+0+N0wJVh5qyYPE7Y7zsnoDIAIXuY4xglWIxyjsWgFnDgZ2BDN2mUpPNTo7nFkVmprThN2OEbTfZtazz0qY9aZUU3c7WYXqh8/nIykpKbLOHfHx8WTr1q0hzzjd1sTaTiSnJly+9TBTdaVT2lTJUcSRNjCrIbKB6ZjgZhcZM6SSMSoxYM+Qe1ZKKixsK3Lf6wTHCJpvY+XZZxf0bhKUHI4qgsaKkwncj0WLFpGYmJgQEqtZsyb54osvQu+3yCPObsjZ+oKvBf81TVxhmHDsjvMKhtwGgDeBufI8sHpBv9FmNDcCo1nUC3N3o1671oFDFaXPntuZF5LJPn7wQOaZ9J1yPppWPZxST6MwejLBxglT0XnKeFQjFSiHgE2DhuGqYYNRduacq07q3rx5M+667XYcP1sc8tukSZPwyiuvICLikrUi3M/okj037WJ2fLnFVgCQdr/4DLP9ReeosuernZDshLY9ceIErr76agBwRjZ6J4G3jUTOLuODgOq1L1N97sTmHFny8j/LIo8eDZziGKFlN1Krp9PPXDNzMoHI/pSTh+5fvo9W/fvYflq0XjSsUQtbzhbjZpnf/vWvf+HBBx/EH3/8Ebgmd9JvuOBY8QWs+PWo7BlpSss3wSU7GI09K9hhw0r7nRNRze4K6EWlgwYJLIIJHCd6XNuW2JicFtglEwCRIGh+753YqLLL9hOf9FyqjaPGoVbxH6p59AoHDwycD2X22+TqYZdjhNq3KdXzzNpMtHliIOIuSjZqbW4XTmzOQZxCf9KQUFzblq4iKzmc2JyD9gB+APAMgA8kvy9ZsgR79uzBf//7XzRp0sTy+lmF4DPMpFCTwIBKZ5bs307JOnj0bFUvQEhK56T1bFVPUarVI9G5Da6TwE7+kkntMcUCCZPHYd9/v0UFhEsuzhq77JBzqYRL51JpedvpzaSuBjuSDitJTIW5u3Fic46sakyunptGvoyEOVMdf+aaW7wnecLfBtEA3gMwHaELy6+//oobb7wRa9eutbx+VkDqXRiMSEFA6qAOSLtfPckwBKh6aap5MCpJtXZ7KPKG6wjs6tbNLFexlBb/EaIS1FLFic6l2nHpXCorSaUwdzdqtmmFff/91hDp61XfKbnK04QHSN25a/W4yRHqTy3IHaK5aeTLrpeq9CC4DQQAY4QITH/0yZBYz6KiIvTp0wfLli2zo5pUMBpPpXQ22cR+12FtUm88fGNj0YGP4+9uE6L26xJ/hao7Om0Ygv8bth2Sl+jsjrtjCfc5cRw/jnr16mk8wRY8nAx4HyVv1LHA6PNKbbTvv9+i+b136m47tzl2ZD6ThG6zpyICxto7HCAd07t378a9996LnTt3iu6LiIjArFmzMGLECJtqKg8l9RwNjDhTyDmzfLbpIJKX7ICPkACxBTt3aJUR/A2VxpZQfPr0Teje/Cqq7zIL3k4cHoFRQuQx5re/OXSBMrv4G3leyWMzc0wyus+cEnKdxnvULW3uNrK1EmfOnMHgwYOxcuXKkN9effVVTJgwAYKCWs1K0JCDli1JjXz01kXJnqWX4KSw2kORN4G5zonDLrB2sOCJwyu/l3UsOLziB5zYnIN6ndupLqxGHBOUHDGu6tsbvndSDTmSuKXNzTpyhDNq166NZcuW4ZlnnsG7774r+u2VV15BQUEB3nrrLURGquUk4Q819Vz92Bgq6UzLmYIW9WNjFJ9VK0NJjRlx0bZm1kPRic4gHoHpgBs8xjZOmIouryeGXPdBwA1JzwRUgnq9KLVIR+qxGZCY+veRv07Zjm5ocyd5ezoR1apVw9y5c3HNNddg8uTJot/eeecdHD9+HAsWLECNGjV0vZflgupPhySVwJrUranoPBHsHeiHGvmwglIZSt+wZHR3nC+tMEWqZtSrPOE6Jw4PylDKr+e76EFJ69Fn1NHE77GZOSYZ+/77bYAg9ebbcxvs8PZ0GwRBwGuvvYYZM2aEqAy/+OIL3HXXXSguDg2EVgJr7zq1eCqn5nCUQukbOja6wlTcnZn8jYVn+DqMeDawMIKSHSpj8GjcvPCdkOs0GUVoHE38LvJn160PuL5XRUcGtfbyt5GW+rYqYPHixXjiiSdCMtd37NgRX3/9NerXr6/6PM/sE3L2J6dnu5CCdaaTjL1FGDxvQ8h1LWeQzzYdxLiP1+LgW48BABZtPMBcavMksDCCYkzSIwMNxSrJxaRJXeuDXeRvmp3u+LgtGhjN/qEUw0d7yoDTs46wwkMPPYSvv/4atWrVEl3ftm0bevTogd271b+fp0QkF0/ltmwXrDOdGMk2LxcXl7xkB5P6BMMjsDCCkiqrVf8+TFRc0oU485kkURolqS+ZE+O2tGD0SBsl0KaaYl2u03H77bfjp59+QlxcnOj6/v370aNHD2RlZSk+a+b4DqNxXsExXP64Lj2Qlmvn+V16YYTAlTYZrOGpEMMQSqosM7Fncq7iUscFKdzmSs7DHZ4mIXQ4uuHTqkz37t2Lvn37Yu/evaLrl112GZYuXYq//OUvss8ZcVm3yxFBWu7ATg2xdMsRxzlEaEGPatKvdi07V4zDMypViM2SVmJv6t1M6xSWEpibVDE86qqkyjKTpkou4W4kIfBJ7vPf4UZHBh7Jj9VSTfn7/tCK71yRdYQWeqTJ5s2bY926dejcubPo+rlz59CvXz98+umnss/plYjsOg1artwvNx9xZXYMPapJqdQGAFMGtWdep7AjMDepYtxU17Pr1odE9ZcLEdg4KlGkmlw/KtG13oY88hoqqXUPLFwa6PtOSWNQIXnOrW74RrLzx8XFYc2aNbjjjjtE18vKyjB48GBMnz5d9jk9C6pdnoRKsVlW18MOPHxjY6x4rofo36wRVgRm5miL4HdYIb2xqKtVKMzdjYQ5U0U2LgJg08iX0X1WmshFvvusNNcdB+IHL3d4aRhB/OCBIX0PCBdPWnCn9OqHUSm2Vq1aWLlyJR5++OGQ3/7+97/jtddeM1Uvu469lytXCrl6uMlGpoa42nwdXcKKwMyqgKyUiJxyVhcN5OoqAKh9S3cAbDPo2w1eMWvBbSTXnhEg2DZtli3SK8tNmxkpNjo6GgsXLsRzzz0X8tsrr7yCSZMmidIR6Vnk7fIklCv3/s4NVesR7hnkmYLLOc+MUVxcTHDxWOrjx48r3id3THuZEEF1zLuZZ/WiICefbEp/x7LyzMLKtqkKcFJ7bkhJD9SlXBDIhpR0Ju8sEyIC36X3nRUVFSQ1NTUw54P/kpOTSUVFBVm08QBpmrSCxCeuIE2TVpBFGw9QvVvu2HsrIC1XqR5HT58PfJf/r1nSSsvrywrHjx8P9B0PhJUEZkYFpCQR7Z81n6lazy/ldU0cDYEQVDhIbaS0EzfTroW5u5E1dRayp812pHrUDjglcwcvNbZZKVYQBCQlJWHmzJkhv02ZMgVj//4PJH35qyFHCCMxUizUedJylerhlqwfToHr3Oh3/LIe5Ldjqu65RtzF5VyZKy0TMJVVItidGECouzQEbJs2C9fefbtt5FWYuxv7J0zBjUvnIxLK36u3XTdOmIqurycG9NQVEJCV4u7sHGru4XqzbfA+UkcLNC7+dmPu3LkYOXJkyPVaN96HK3o/KUpLxeOYECOu92ZyNDot64fZfJO8s9G7ToV47KLKhZW6IxjBqo+KIPWOXxWSt3w12b5gKbWqR6qeyRg0TPRO/9+Oj5cx/Q49CK4jS5VWQU4+KZf51nIXqx7V1G08VHG84SRVphree+89IghCiDqxVpf+pPG4r7ip2dTUeUdPnyfr9pwIKdOoalP6jmZJKwPlqb1DqR5GIH0Xi2/hrUJ0nQR2HIA/jJlHsGdh7m7snzUfN70deoaVD1CVUKTvCQ38jQBIhSjZrp0Bq3J1DIaZnbjS7t7se+2CWrAxICNZMzjw1IrciVacucbiWz788EMMHz48ZBd/ead+qHfnM0i9n30wsFIOwBE9m+LdX/aHSGVa0pMeaYYmaJhlYLb0XYl/bYP0b3aZlgR5S2CutoHx8NqLa9sSTZ8ZFuJJRYAA8dDYCuQDfyuwcdBw220ffsjV0Q+zcUj1OrcLCXIGKkncjfFNal6jLD1KC3N3I/P+4ZZ5w/I+KcCIZ6+c3XTo0KH46KOPEBEhXrL+2LISt59ehYe6NmJab0DeBT5CAOb9vF/W/qZmv9LrWahlq2MZmC33rvSvd7nCFudqAuMV7Ck1svsEQXeePyV34mavjbf0aBE1F2m5OgKVdrnNyakAYNi9Oq5tS2SnpMMX1HIVEJDt0vgmNfdwVgHQGydMRd12rdB9yXxL4wN5hUEYcRLZOGEq6rVrha6Jo9Fl3DOo1+4S6T3++OP45JNPQg6/fG/OO3jppZeY7/DlXOCfvKVpSEC/f2FXijWrGRXBPAsIS2cPuXdVAJAuDVbEzemF6wjMqmBP/840c9DwSuuAtB4UBzwqeZpZFTeltfsNJeoIZA4ajt9z8gDAtBSQMHkcinLykJ0+G9nTZuNETp5rHTi0+tOsV6HSWW6Ac+MDtaBXMi3M3Y0uQU4/QGV8XJcpSciaOguFubvxyCOPYOHChSEk9n//939ISkpiTmLSlFV/u6WpYkC0UqzZuVIfc2mGZWC20ruS7mrj+Az8rrOB7fhlPXCgwBLPLSUbUTkEbKb0prPL00xPglhpHQtzd6Neu9aICNprVkDAiZw8V0pPLKF15pfRvlazGQbb2tx0ppjeJMVqbQCIbc+ffvopHn/8cVRUiJNwJScnY/LkySGHZqpBr6edViJhqf2Kl2ehXD16tqpnyGtQ6ZvMni3meSES+kBm1ti+YKms12DWtNmW1cEolOpO4/GYNXWWa7/brZDzCPR7bW5ISXellyMhfu/MCNG3BKMgJz/g2avkuarkJblgwQJZ78RJkyZR18+qgGg9noV6EFwPs16Dct9k1suRtxdiNfaUaB9Ye275bRvSHeS1d99u+t28oVR3GrsMUdopSTPOemCGuLYtsTE57ZJHIARsGjQMzV4bj3iIvRwDtqTBA10hiYFUiP97ERsnTEWXKUmII5dO8D6Qko4urychMsTSVAm/CjKubUs8/vjj8Pl8Id6J//rXvxAZGYmJEycCUJawlBwheraqpylt1I+N0SWRPHxjY/RsVY/pScnB9TDzLdJ3+WF1DJwRuM4GpgQeeQzVbBtOP7IlxL4FAZtGvky14DW6p08IV/kg4Np7nEXcTu8DLUjrL/IIzMlD9y/fV8yd6Aa7mNSuFwkEnDiUHDziBw8M2E03vPxaiCerdBM2dOhQzJs3L6TsV155BW+++aaq95/VWS9Yn5QcDNbfYsTL0Y4cjmFBYDwzu8u5GbvlGJSEyeOwaeTLqICASBAkzJlKVde4ti2RlZJ+yWEGArJT0hy123dLHyhBqf5yDj48jnmxAkZDD+LatkSXcSPRbeoEZKekazrHPPnkk5gzZ05I+S+88AKenfy24iJsV4Z6HmD9LdkHTukiRCXCKzzDN5t+WBAYqx2qWi5A/6LixmNQ/M4YeuqaMHkcfs/JC0gDVnsPqklXbuoDOeitv1NyJ+oFi9AD2ji1ESNGyOZOPLHi/3Bh/5bAv4MXYbsy1PNA/dgYJN7VJkBiZr7ls00H8ezCLSHX1QhRSQI8+LtHYJpgsUOl3dG7SZ1jtq52HZOi1Rdu6gM5GKl//OCB2Jr2NrKnzXbNYaGsQg9ox+Ho0aMxZYokg05FOU4sm4KSY5WbA+kirPdkZymccm7XZ5sOBoKPBQDj/traUFYOvyQltUBGCFAlRCUJsPFVfDcDrnOjP378OOrVqxdyD01KHCUnD70u56zTBumBHkcVmrrqfR9vN27aOtvZB2aht/5+Z4fIIGcHNxCYH7xCD+RACMELL7yAt956S3Q9omYsGj4+DdOe6sss5RTLVE5mwNJNXyl91tuPdsI9HRuoPivnin97kxjPjV7PeWA7Pl4mm4xUzQ15U/o7ulzOzZ53ZBRGXKnV6qrnfVa5cdO6/9vVB6xAW38eCXeDXdfDET6fjzz88MMh7vWN45uQY8eOMSnDSed2rdtzQlQP/1/GniLd7zL7XVJXfC+ZL+gkMDWo7XgPLFwqskdIf2d5ZIsZmJGm5OrqVKnTTAA2zbv1SpCspU7p8Tpa9Wd95InbpTlalJSUoF+/fvj+++9F1zt27IiffvopsJ4YhZKkwuNIFy2wDpTWCtTWAy+QmZgPZFYLSJY9SgTOCxTVkkz0Skh6Ap3NBEUbAQ/pyqj0ylLqNPI+lhKYW45PYYXi4mLSuXPnEEnstttuIxcuXDD1bhYSGMujUFgHSrM6uZq3BFYlCExp4iqpDp2YcUJt8TGyMOl5xo6FT00dbORdPNuHVx38YEXoVm9EnICCggLSvHnzEBJ74IEHSHl5ual3GyENP2nNXrNHM2uGXoJjRTos4REYYZNKSm4RcNuOVGkhU5Qw09WJWM/C6DSbkx47Ds3CLX0f68Xe7PtYELrbxjsr7Nmzh8TFxYWQ2OjRo0lFRYWpd+shjeBUT9I/qfTG4jBJI2ApFRLi2cAAmLeB+SFnM7HiQD+WoLVnAfQHb2rZYfx2m6jYy1F25pzliYml0GvH0bKryb0vfvBApnY/p3hOum28s8KWLVvQq1cvnD17VnT91VdfDaSc4gk5O5UUfvsZr+S/WuDhVcnbBlalCEwJdmWMZ4mNE6ai8+tJqCaJ4DC7SDrN6G+UCEQLNwRkDRyKppOTASifpnxg4VKmi71TyCMcxrsR/PDDD7jrrrtQWloquj537lw8/fTTXPP4KTl9+BFMULwdROS+kxdpegQG4wRm1bHsTkH2tNnoMu6ZkOtGPdacIjUEw4xXXmHubuybmIqEpfMDhLxx4FB0XzJf8X2sF3uz76tqY5o1Fi9ejEceeUS0mEZERODvabOx5GQDbjFdahKY1NOPpwSmJGXxIk3eBBYWmTjk4PZceUZwbb87QjKS+CCgeu3LDL3PiRkvzGZd8ZMXUJnCKWHpR6oJY1lnIzHzPp5j2u2JkWnx0EMPhQQ5V1RU4I3xY3D+UE7lv4n5E5OlkEtbNf7uNrIZQHiluFJL0OvavJBcLGuModeJo6oaqwkRO1tUwH+mlDEXcF7taDaQ1qhDidI5ZxmDhjvKQUUOPMe0W88aM4OUlJQQp46ImNqk4aj3TAUCa0GP0wdrr0KtgGceZ5Z5XohEP4FVRXfhYOQtX018YLPYsfY+ZLVY6vXK25CSLntYYnAoAiu3fR7gNaar6mavoqKCPPnkkyEkVr1eE9Lo75/bllWDJ2hi11iTpkdghK0EFu5pdAhhv9ixWtztWiy1Tjt2A3i1XVXe7JWVlZG77747hMQua92DLFy/3+7qcQGvk6GV4BEYMRYHJic5VBVViVN31XYtlkbj5JwGHrF4Th0rRqF3g3r69GnSpk2bEBL75z//ybmm9sHKgGePwIjxQOZgySHcJqoW7A48lltInCSBubXveag67R4rrGB0g5qfn0/q1KkTQmJffPEF5xqzA20AMutAZS14BEbYZOKoiqoSu+w6aguJnZn8w2GR5gU9Y4WlGp7Vu7Q2KVrl/O9//yMREREiAqtZsybZunWrqXpZAdqsHXZk9/AycUBfHBiLM79o3+khFLRZ8+0IpK2qAbwsIQ1s3zhyHGr1uMnQ3GAZJK8WH3huZx5VOW+++SZeeOEF0bX4+Hhs2rSJefIEVqCNGbMru4cXB6YDanEyRo9lr4rxZGZAEzvG86RntXgmu06Y1oJbYrAKc3eLjh6KJAQ3zU43NDfk3tV5ynjDbaAUH1i99mXU5Tz33HMYPny46NqBAwfwwAMPhGTvsBPBp0DvLzoXEhztIwS/FZ0XXcs+cIrqPrchbAiMZkIkTB6H33fsQs7Hy6iOZS/M3Y2ur4vf2fX1JMVJpnchsnPh4lVXs4HGZuDGzYab6iy3OfH3tF4CYh0kr7RBLS3+g7ocQRAwa9YsdO/eXXT9559/xrPPPiuSIIJJxEp8tukgeqT9gMHzNqBH2g/YfrhYMwD5s00H8ezCLSHvckWgsha4KCYZg8YGxsPGpRT4Knfcil4Dsp0ekbzraoe9yemOGk5yajEKpXAEI/ONZ5B8sC3PSDnHjh0j1157bYhTx8yZMwkh9maKl4vjmv3THkXXeLlnwskGFjYExmNCKJ4XdtH92r8o5S1fratsqxeu4MVTqey85atljdxG62q1A4mTnXSUNgBOrrMS5DK9GB3DVm10jJSTnZ1NYmJiRARWrVo18vnyr00fZGkUapk0lFzjlZ75ausR7vUlhD+BhY0K0aiNSw2N7umDCsk1HwRce8/tItVP8wF/0aUOsTLHoFRFtW/iFNmyWwy4U1aNZbSuVtub7FRdqkFNtS1bZwi211kNwWr49aMSTc03vSp9FnWmLadz58744IMPRNfKy8vx1NDHUHKqQHSdxpbEQuWolq+wfmwMuje/KsQhQ+mZLk2uMFwPR4ELLTKGHjd61jv/DSnppOxiWqYyCIoHYerZjVolgcmVUy5EhKRUUqu7m9RcTnSV15KyKlNcXWpfH9wVYO/0FFxmkZycHKJKrF4vnjR6YTG1BMZS5Wgkk4bV2TeC4akQCZs4MDOQTlKlRcm/0NMsnlYstkr1DE5eWw55m0awGsuJxKAEpy2oNPFJbtkg0CKc0rX5fD7Sv3//EBKr2fIm0njcck1C2HrwJGmicfqyXhjJpGFl9o1geARG7CcwKdTsSHoWT96LrVZOyB0fL6O23zmNGNwEtQ2AFXYwKwklHNO1ff+Pf5F2EgIDQMYkTtKUvJrIOFAEZ4C3OjOG1fAIjDiPwAhxj1RCU0+3fAtrWLmwK20AeEtgVhJKuEqT5YJA9gDkSgmBVatWjWRmZso+p+T9FyyB2eXNaCW8TBwwdiKzFdkz3JLZgaaebvkWMwgeEwcWLmWWBcIsNk6Yis5TxqMaqQg4Q7Coi9Unaps5LRtwZsab4G/6DsCdqFyN/YiPj8eWLVtwxRVipwilE44jAKTe3wE9W9XTnRnDH7jctO5lsvdo/W7knWbBOxOHIVp8++23SXx8PImOjiYJCQlkw4YNqvefOnWKjB49mlxzzTUkKiqKtGzZkqxcuZK6PL0SWDiqMTyYg3RM+HQ43VgBHipavepJsxKpGQksY1Ri4Aw7J81Z6TdNlFElDhw4kFRUVIiek5PAmiatIFsPniSEaB8uKYWWtGZEmrNCAnScG/1nn32GF198EZMmTcLmzZvRsWNH9O3bF8ePH5e9v7S0FH/5y1/w22+/4YsvvkBeXh7mzZuHhg0bGiZdNbBOUcOqTm5IFRSukBsT0oHPK4yBFjzCDvSEFrDICGI0lCXzmSTcNDsdEWAzZ1nON+k3JUPADY2aiu5ZunQp3nnnHdG1+rExSB3UAZEX2z9SEJA6qAM6NqqU1NRc4qU4VnwB45dsD0hrFQRIXrIj4JKv9bscjDwjfd6OTCRS6CawN954A08//TSGDx+Otm3bYvbs2ahZsybef/992fvff/99nDx5EsuWLUOPHj3QpEkT9OrVCx07djRdeTlYGWNFAzelCgpXyI0JKfx589y40VBasGkJheWmz0i6toTZ6ZCs5YbnLI/5FvxNxTl5+CrjZ1x11VWie1588UVs2bJFdO3hGxtjbVJvfPr0TVib1BsP39g48JscwU0Z1F5WjaeV75A2H6Ked6pBms7qs00HNZ/hBV0EVlpaiuzsbPTp0+fSCyIi0KdPH2RmZso+s3z5cnTv3h1jxoxBXFwc2rdvjylTpsDn8ymWU1JSgjNnzoj+lCCdvE4KaHWiNFgVITcmKiCg/OKyWS5EYHPPfmh+r3wwt5OhtWDTEAqPvIS00uSJzTmIlLnuE/QHdPOcb/5vAoDTa7Iw/bUpot9LS0vx8MMP4+zZs6LrSgHGgDrBAZeknMuiIlWlNT3SnB9GnvHXyYzkxhq6CKyoqAg+nw9xcXGi63FxcSgoKJB9Zt++ffjiiy/g8/mwatUqTJw4Ef/5z38wefJkxXJSU1MRGxsb+GvUqJHsfXKTl0dGDqMwszDQqkE89aQ25MZEVkoafs/JQ87Hy7Dvv9+iy88rXLfRoF2wtQhFLZM777ElVzYBsHHkON1zlrf2JXi9eXTMKAzudqvo9927d+OZZ57R5aygRHDBUs7AdzIwsFNDRWlNjzQXXK7eZwBzkhsX6DGYHTlyhAAgGRkZousvv/wySUhIkH2mZcuWpFGjRqS8vDxw7T//+Q+55pprFMv5888/SXFxceDv0KFDIU4cNAGidhzQJ30vbYxVcPm0TihuclZxQnCr0phwY05CQtjWOySUold/pmNLrf+Dyy6HQDJGJRoug5cbv9y7z0EgnTpcH+LU8f777xNCjMd4KSXt3XrwpGowshUBzkp1U3reUXFgJSUlJDIykixdulR0fciQIWTAgAGyz/Ts2ZPccccdomurVq0iAEhJSQlVuXJeiKwmL28S0IqxkpafMSqRmvSkKaHs9qRTgtOJ1q3xS6zrrTe4nRY0/c/KC5NXTKPSevP1G7NJ7dq1RQRWs2ZN8u9Fqw17+On1ULQaWqmpgonbUQRGCCEJCQlk7NixgX/7fD7SsGFDkpqaKnv/+PHjSXx8PPH5fIFr06dPJ/Xr16cuU47AWExeK3MS0gaxKh1XISXmjEHDXCE1OIkcaKUANwVz86g3S8nOjv7nEZKg9h2LFy8OkcKq14snjV780lD6KL1Sjh1Qktykrvlzv93sLAJbtGgRiY6OJvPnzye5ublkxIgRpE6dOqSgoIAQQsgTTzxBkpKSAvcfPHiQ1KpVi4wdO5bk5eWRFStWkKuvvppMnjyZukylODCzk9du1ZFiTkUNyUrpXKYyCLoJnLdaz+429sNKKcBqsK43S9Kxq/95jG219WbUqFEhJHZ5x78alqDsTMBrFLLZR55b6CwCI4SQGTNmkMaNG5OoqCiSkJBA1q9fH/itV69eZOjQoaL7MzIySLdu3Uh0dDRp1qwZef3110U2MS2oBTJLJ6+egWvnuVxq5WeMSlQlZrUkvbSwSq3nBAnMCXXQghNshMFgJdnZ0fasx3Zw3yhtFs6fP0+uvz7UHlZ3wDjDEpRdCXiNQk71ee2znziPwKwGbSYOIwOXZqKyWFyU6qZUvtquWl71SL8oWL2o2K2es0oKMDpOnGojdLpdSg6sx7aevtm5cyepWbOmiMCEqBjSaOS7rpCgzMI1EpjVMHMis9JJw9JnlSYqi8WFpcdkcL2MLgp2qHXsVM9ZQdhGx4kbpEMWsKr/7bbfffjhhyFS2PU3dCKlpaUmvkobVme1Vypv0cYDpKk/dVaiA21gdoCGwJQGrpn8aqwWF16EYXRRUPsup6myWIGnpG1mnDjFRhgusNN+5x8/Dw64L4TEXn31VZNfpgyrs9qrlWe1E4fuVFJOhVJApJn8aqwCI3llBzGaP08p2PvAwqVhm/ZKKyOFKCi+XSusHzScOoj80IrvDI8TuzLH8A6AtyvAPjC2/VlWIBhOZGA0l+S85csQf5X4xIzXXnsNv/76q+46aMHqzBhq5cn99vrKXVzq4UfYEJh0UfZBMJ1fzezi4p/EAFSzg9gx2aULevzggbakvbLy25UIPySjBYCbls5XJfHgBatT0hhUSH6nHSd2ZI5hkS9Qrd+ckP/TP20F6SKgA0ZzScYC+PT3IkRGXkqSVVZWhmHDhqGsrMx4hWRgdWYMtfKUfuMKLnIdY+g5ToV1MKZRW5OcTURO5ecUA74dqiynfHvW1Fmy3640ZuTUVD4IpOyiutqIo4JVNiIWKja1frPbpsejfK2+UZo7T/W/n7sq0eqYMbXyPCcOBRg9kZmlK7CexYV2Etk92XnXRc2m5JRv35CSHhJ3p0XiSgtW1rTZjo8jM3tGmFa/2W3Ts8tBSa5NDmzZQdq2bSsisOrVq5Nt27YxLd/qmLHZP+0JEJW0PGldPCcOYpzACLFmZyud5LSTyO7JLgVLd2ct6coJ364UEG7nxoO3E42eusulOcsYM1613+zemNhVvnTuZIxKJNsXLCVfL/qCREZGikisUyf2XolWxYwFO2k0SVxBZq/Zo1oXx6WSsgNmCIw3lFSFbpPAgutklvBpvsvot0uDSqWLvR4CUMyEImirAnnENlmlUqX1yJT2T4Xkv0r9Znfcn13l++dOcD7TckEgQ2/uTXirEq2AEXWlR2DEuQSmtgirTaLgRdbuyc4Daiq2YOj99uAF3ofQEAm9BKAWO0hD4iyle6s3M0btOlIyUyNAO9WpespnKfXK9eMfEEir5i24qxJZQi7Oy0iSYY/AiHMJTEsNRuu0YfdkNwMlKUhONVcOhCx2tN+upe4rg2CIAJyygaBRqbJaaGneQ6NezRib4soxGwzWUq9SP376r2mWqBJZQC7O6+jp82T51sOeBGYEegnMqmBcvbtmJ6oMzUBt8lf+FhFKNIyDSrX+aGxqTthAaI0NVgutnvcEk7uW2tAN0OuQYrQMpXeOHz+eOF2VuPXgSdJEImE1SVoRuNbk4r9pHUY8AiP6CMxq12w9O3gnOC6wAs3k35T+DrPvLcgJPf+MhQRmF+Q2WWp5MVl8m5H35C1fHVDV+v8qAMOHTtoFuXWB13xU6sc///yTtGvXjjhVlbho44EAOan9NU1cQVZsO0LlMMKbwMImkBmgP2KdJbQyPATDrqwLPECTpaTRPX1Cvtdn8Hvj2rbExlGJIDK/+YQIbE5JYx4QzCvIWinQV2ksscoIY+Q9pcV/BLLZ+CEAqH1Ld6oy7crIIa2D3LoQFXs5l/mo1I/R0dGYP3++JQHOeuHPokHkJpgEFQCuvCwa9WNjuNdLC2FFYKwmul7QpnSyI+sCL9CQsf97K4JyogikAgcWLjVUZvdZaVg/KjFQbjkEZA4ajqKLi4SezYQWeGWT0NpkyY0lVhufqNjL4ZNc03qPmbKdkJEDUF4Xys6c4zYfldaErl27Ytw48bjcsmUL0tLSTJdpBnJZNIDKzYo0mUmkIKBJ3ZpWVEsbXOQ6xqBVIRbk5IeoO3w6D3m0Ak6wubAAtTs2Y/sJ7/ajDQMwYmc1qrYy62wSrELT8iA0U7a/XVhlwqGFmaB5q+ejE1WJci7yTZNWkK0HT5oKlPZsYEQvgUk93/gRmFXOIk6GUXdsJ9v9tOpsxs5qxp5ldKGVK7NcEEje8tW63qFVtqhdFGyVPPqdpj+c4m3qx6ZNm2S9EsvKykLuteqoFDWiMhoo7REYoScwlk4DWuDtLOJmcpQGG7vJuYIQ7eNmWOQStHIxtWIToRb4rCT1sAoJoO0PKyQtPd8l55U4ffp00T1WH5XCOqOHR2CEjsCCCYX3Ysl7UXZKklsjkKu703a/NFCqMysysFJtZcUmQk9WE1aHxG5fsNTSTasWgvNqysU8SiGnSqxduzY5duwYIcSaRL28pbtgAlu35wTz94cFgSkFXZaBz+KvlmnC7K7SjRKLH1qSi9vsfnJ1dmv/8N5EKLWLNKsJKwk2mAClZgM7+sOo+eKXX34JkcKGDBlCCDGW+UILwYRlhXQXTGDxiSuYvz8svBDlvIwAYNu0WaY80QB5N2A5z6wKCLjh5VGmPa7s8qRkAbW6Gz18007I1dmtnqQsPTSlKMzdjRObc7Bx5LiQdmnVv4+oDc2ObzkvTkC4dIClTf1xaMV3IS7dkSA4vOIH1eduueUWDBkyRHTto48+wtq1a9G07mWIkLgAmvEA/GzTQfRI+wGD523Azak/IOlL/gdhFp7hc7CmH2FBYEquvtfefbup9yq5AYccnilEACDwR3eYiT9zc6yYHXV3wmGgRsjAjnqz2kQE1z14jiTMmYpNI18WHZJKs/nTM0bkCDACBNumzaLuDx5tLyidnEmxwk6dOhW1a9cWXRszZgzqXVYdqYM6IPLiuyMFAVMGtTcUfyU9LdkvFgXDRwg2HziFjL1FzIjswO98DtYMgLlMxwG0NjCWKhJaV+odHy9jrod3o83IDyvr7lZboVK93eC4I/U0lIatBCezlh7FwiKBtVkVJK8xYzaEZ/r06SGqxLfeeosQwsaxQkkdqZQySk6laMRetn3PAa4qxLAhMELYGsb1GOt55VRzm83ID6u8vdxoi1Kqt/QIDieSsZKtWc4WrOSRyCKBNe1JD1LkLV/NPCZRWi9//s9yncRcVlZGOnToICKw2NhYUlBQwKRucg4hTS4SlZ+wpDkQgx1GjNrLeNvAworAaEC7y9W7QDpJatL6Rjfs9LXAyzWcd9so1VtJknESaBIqlwkRihoJlt8mR4BayaWlbcxqzGjVixY//fRTiBQ2bNgwZnWTi/PyS3fLtx5WdBgx4w0ZTGBmnE+UUKUITK/6QC8p2SU1BS+6Wt/oVrWbFDwkMNZtI0eGskHFFiysLKBU93LJHKGR1Fh/m97YPaduFB577LEQEsvIyGD2fiV1pBpJKakfV2w7olmeFwdG2BCY0QXP6ao8WpsEIfap3XhJNSylXtZtoyUNSI+fd4s6VK7NlaQhK49iUZPIFWPUOIXZmMHRo0dJrVq1RAR2ww03kPLycu5lK2XikCM3vwrSO06FAiwIzI0pjbRAa5Pwf6MdbWBFxhIWGwyWB0rqcQDyX3OSCloLtG3uvy9jVKKhb9Oz8dErgelNpWUl3njjjRAp7O2337akbCUJLdgG5h1oqRN2SmBGYYWdidYmYZcE5iZHC6266iFioxsFp0v7ZqAUFK40R4xsfNQ2AW7aIJSWloZk6KhTpw7V2sczs4aanUwJXiYOwtYGZsUgtsrORGuTkNbNqonsVKlXaeFkdaCk7P0QSNbUWdTkFA6ONmpQmyNmNj5qm4CCnHySlT5bVz/YhTVr1oRIYX/7299Un+GdWcOIM4fnhUjYeyHafRQHS9DaJKR1tGKn70QJTGtzIdc2Rog4uF/KIQRsk0plBpNVuDjaKEFrXPA8KdmOdjW6GXn00UdDSCwzM1NWyrIibyIh6hnr5eDFgRG2BMYTBTn5JGPMeMulDjOExHun7yTVjRlHHqPPZaWHxkSpqSaNOnS4SWLTIigeGx9e79RqczOkeeTIEXL55ZeLCKxpm/akybj/hkhZPPImKmHrwZNk3s97ydaDJzXvXbFhp0dgbiAwuQMDnSJ1KMFKVacTbDtmdvZGiVitTCXnAiPSnpskNhoyYb3xYS3V0bQ5C9KcNm1aiBR2Zd+xIVKWlRKYHjWlJ4ER5xOY3EDVe+qt1XCieo83zH6zESJWK1PZvZt+A+TWfqQhKJYbH5btRPsuFqRZWlpK2rZtKyKwyMuvJI1e/DJEyjJzcjINnGgDC4tkvnZDLsGoACBzbArzzN9yMJKc1ClZ761Mams2k7yRZLhqZSoltt04KpG6jk7pRym0+pUmITLLEwxYniJA2+YskltXr14d06dPF13z/XESZzd/BUCcnf7hGxtjbVJvfPr0TVib1BsP39iYuhwa7C86F0gGHKgLIfitiC5h76dP38S0PgDgSWAMoGd3x8pW4X+P0Rx6Tti522lUt1qlqVSmXFDz9gVLQ87RUnuv3f0ohZNVmjR9rzVH9bQ5K1Vonz59RFJYRPRlJP6FRdxPaA6GnATWNHGFFwemBasIzAy50AxUVhOblb3NTgcLJy68diE44NfI+AgHRxk7IDffaeeonjZnsWHatGlTiC1s7N//Yfh9RrFo4wFR0l+tbBwegRFrCIwFuWjFoLCY2HLvMaNjt8vBwqkxYnbBDvscD7ilX+Xmu5F4Pyvb/MEHHxQRWExMDDlyRDsfIUvotYPxJjDPBgb5U16NHEipprNnZatQOn3aD706drtOSnbzwZ08YHZ8OOXEa1b9ytM2qjTfD6/8XlcfWN3mkydPRmRkZODfFy5cwKuvvmpJ2X6YtYOxhkdgsMYQHhV7OSpgfmLX69wOFQq/+SC44nh7gK1RPRwQLoSu1K8AqAlJ6SR0VlCa7yCC7j6w0gmpVatWePLJJ0XX3n33XeTn53Mv24+mdS9DhOTw6QgBqBllE5VwkesYg7cKkbfeXs5mZdRWUZCTT3wKrtdOTU6qBqeovpwAJ9myzCK4X/Wo51nMRTNOGHr6QK/ZgYUD15EjR0hMTIxIlfjggw8afp8RBLvrB5w5FGLCPBsYsc4GxmPxkA1WhfFM2Eo2hoxBw5nU14O9sJLQrcjeoZeQzNrQ5DKb6Ml76a8zjaei3gNvWXlmJiUlhTh0bNq0yfD7jGDrwZOqJzj74REYsdYL0UigqtoiwNqoLZ+9wZleXlbATSmUnASrXN31jn8zEphaQgHavJc8vou1hufkyZOkTp06IgLr06ePoXcZBW3qKs+Jw0LoNcrS6OpZ2zbkbAzZVdR2lPlMEuq142crCVewclqigez4h4A/jx6TLc+MbVQpoQAg/41mnDD0zGvWNvYrrrgC48ePF1377rvv8N133xl6nxqOFV9Axt4iHCu+ILouZwsLDqq2DFxokTGcGMhsRzCjtPyqbDvKGJXompyTToPVru56MvP7wSptF89vpJ3XPGzs58+fJw0aNBBJYV27diUVFRWG3ymFVt5DmtRVngqROJPAjKhGqjLhsERBTn5IvkBWC1RVUEnaEWxckKOdmZ8FgknFig0O7bzmsYmdO3duiC1s8eLFpt9LCH28l9IJzn54KkSHQq9q0GzMiJXuuk7Hic05iJS57hMEU27nvN23nQI7Qhji2rZEdIM47uEq8YMHYmva28ieNhvrdeSU9EPvPKOd1zS5H/WgMHc3boy6Ek0bNhJdT0lJQVlZmal3A/TxXvVjY9C9+VWoHxtjukxD4EKLjOEkCSx4hx5uJzy7BUrG+oxRiUzfGe4qSau1AlaGqwRn16D9RrfMs+B6fi6RwACQOXPmmC6D1fEsngqROIfAzE4QGkhVWFVxYaWB1K7iJy+9KkD//ZvS37HULsQSblJ7WhmuEjxPWCbotRPSelYA5EYJgTVo0ID8+eefht4ffNozi+NZPAIj9hKYf+DnLV9tif5eSpBuyS1nB6SbB707aOn90gBxuxcwmkU3c+CwgD3QyVJDMHhIfmrzhGZcuGWeydXzexkpbO7cubrfLee0oWXj0oJHYMQ+AhMNfE5OA34o7QCtIM5wgJFErNL7fRBI2UUPObszYWgtusG/e2PD/PxxqgRGo5EhALlNQmAtWrQg5eXl1OXwOtHZc+IwABYODyGxMqjshWCwzFWnFCtSduaclzOQAnpjbeTujwDBtmmzmBnajUIrTkv6ezCccJilHVByTCkt/oNqXDgxN6ecU5G0nv4vGyfJs7pnzx588cUX1GU5LUkvNbjQImPokcBYGWIVj3sX+OzQaXT4nhu+MlhIYE7YcROirc5S+t1J32AXpPPEyLhwwjyjXQ/8B58e25FHOnfuLJLCOnbsSB0X5lYJLKwIjOWipKaS4OW0EU7JXO2A3vZzanvTLF6y6kO4wwZmNZzaz2owYpP7/PPPQ2xhq1atoi6ThdOGH35nkO17DngERktgrA2xvAe+FV6NVQ3B7afmBBHsnOPE9tYaeyIvTCGCZAwa7rhvcBLcNq+MbMbLy8tJq1atRATWs2dPXeWaddogROwM0vi5TzwCUyIwK1zOeQ18J6uwwgFqqmS3xPtojT23Lcoe9MHIBvq9994LkcLWrVtnQW0rIVVFXvusR2CyBKa0CLlFXeAWt103Qm1z4G0cPLgJejcpJSUl5NprrxUR2D333MO5lpcgzVLPm8Bc6YWo5qXFOmWLXNksUjo5+QRet6etUvNItOL0bQ/2we1jVwq9KeiioqLw0ksvia6tWLEC27dv51G9EMhlqecJVxKY1iJkNu+gEljmynOi2y4QHvkA1TYHTt44eDAHPWOXlujcSIhPP/00rrrqKtG1tLQ0S8quHxuD1EEdEHlxjkUKnNmMi1zHGFIVol3ZtHmU6SQ7Rjip19RUyW5RM3ugh56xS2sDdYutVA7/+te/RGrEiIgIsnfvXsvK9zuDeF6IRNkGZuUiVBVsVuH2jWqbAydtHDyYB+3YpSW6gpzQI3v0bObszk/5+++/k8svv1xEYqNGjVJ9JjgPIit4cWBE3QvRqkXITunEqskQThKYB+eCZjwbScpMM3ZpiS5j0DDDmznekhtt27z00ksiAouOjibHjh2TvVfr8Mpg6CE6j8CIs7LRW616slqNIfeNdu8mPYQPaMaz0TFPMz9piE4tUFxrDvDeBOppmyNHjpCoqCgRiY1+/sUQ8tGThUMP0RHiERghxDkERkjVkPqCv9EtdgCPZEPhtDYxSh56VXda81OL6JSktIxBwzXL56mGN9I2Tz/9tIjAhKgY0uj5RSLykbq++/8y9hSJ3mUk3ZQjk/nOnDkTTZo0QY0aNdCtWzds3LiR6rlFixZBEATcd999Rop1BHh5OMrBLpdv/zcCUE0q6xSEg+ckazixTWjGs9kxTzM/lUJt/B6HUbGXh3iq+oQINHttvGb5PL1cjbTNuHHjEBFxaZknpRdwdvNKVBAgeckOHCu+IOv6HikIaFK3puiaExP+6iawzz77DC+++CImTZqEzZs3o2PHjujbty+OHz+u+txvv/2Gf/zjH7j11lsNV7aq4ey69cwy4BtxB3ZDzJRW5vaqCKe2Cc3iblWYg5Toggm/+b13IrvnPaIQl2zKEBee4TFG2qZFixZ48MEHRdfOblkJ4isPkI+c6/uUQe1RPzZG9Bwt0VkKvSJbQkICGTNmTODfPp+PNGjQgKSmpio+U15eTm6++Wby7rvvkqFDh5J7771XtYw///yTFBcXB/4OHTrkGBUiS2jl6pOqCyqAwMnDemBUDegGp45w85xkASe3CY2dympbM4/E3bxMDdK2yRiVqKkm3rx5s0iNCIDUuy85RP1HkwdRb8JfR9nASkpKSGRkJFm6dKno+pAhQ8iAAQMUn3vllVfIfffdRwghVAQ2adKkkAYPNwLTIhVWi5Ds5KQwRgfXk9cR8CzsM24gWavh9DahWdyttDU7mfDl4G+bjFGJ1BvT7t27i9bRmPiOhrPN60n46ygCO3LkCAFAMjIyRNdffvllkpCQIPvML7/8Qho2bEhOnDhBCKEjsHCXwKwwZvthxiAdXBeWiwlrxxA7A5NZEDEPZwvaNuHh0u42uIHwpe2vt84LFiwIEQZ27typWi6LuDBXE9iZM2dIkyZNRGfS0BCYFE7yQmQB2h0fi4VZLiCzkjjsmaDhlNHEDBH7FyU9u2i90GoTni7tboOVmyA9GwKl9tcrNV64cIHUrVtXRGDPP/+8Yrl63eWV4CgC06tC3LJlCwFAIiMjA3+CIBBBEEhkZCTZs2cPVblGCYznztHMu/Us4iwW5syBxoMyWcNt6holmCHi4EWpQtIOVgbHW6UFcAus2ATp2RCotb+RvklMTBQRWGxsLPnjjz9C7mN5OrOj3OijoqLQpUsXfP/994FrFRUV+P7779G9e/eQ+9u0aYPt27dj69atgb8BAwagd+/e2Lp1Kxo1aqSneFkoedfxdCM2+249nkos3PabTk5m7tllNMlpuCTTNeqhKfUQlKY6tcrL0wqXdreBd4iMXu9QtfY34u04cuRICEFzr7i4GJ9++mnIfU50l1eEXsZbtGgRiY6OJvPnzye5ublkxIgRpE6dOqSgoIAQQsgTTzxBkpKSFJ9nqUJU2s3w3DmyfLeVai+WKhKzaqVwSKZrdBwoSaCeBBb+yJo6S5f2gbaPgtcQLc1Qv379RFLYDTfcQCoqKkT3uEkCM/TWGTNmkMaNG5OoqCiSkJBA1q9fH/itV69eZOjQoYrPsiIwtc7lqaZyswqMBWGyWtSsIG/ezgdGiFgpPMIOMneiS7tdsGKsyNmiteaOnvan2Vi+8fBwEYEBIJmZmSH36XWXV4IjCcxqyBGYGpG4RQJzI4wSuFbMGw8vPCXpnGVZRohYLpbHrsz4TnNptwNWJN+Vy61YrmPTQ9NHNNJaCUCaSgisT5+7ZaUrPe7ySvAIjOiXwAjhu3OsKrtSORghcLUFgsfioVRHnh5/RupohBTC3aWdF5TazYoNqdKmLyt9NvcygjeW/nvSJQQWERFJGj/3iWEpSw0egRF1G5gakfDcOYb7rlQNegictScVDZQmsw/ulpyriks7a6i1mxUmAStIUo9N8wRAoiUk1uimhwzbudTgERhRd6N3C5GE286Ztt3VFghei4fcZC5HqAqH9ULFE1VddW0UWu1mVbtaobXRY9N8QkJgTQHyUt+xIRnozeDo6fNkxYadHoG5PZC5Ku+c7ZDACJG3M1lNACw3LW52HrITNO1mlUnAKsclGnvZzBHiwy4BkOUQSM6G7Uzq4Q+EvvbZTzwCczOBOWnnXJCTT7KmziKb0t8x7PZvZEFWWyB4Lh7SyWyl7ZL1psVJ48hNoG03t2hyWOHXj5aQThIC62dwQ3T09Hny1bYjZPnWw+To6fMiN/xgAmOtniTEIzDucMrOeUNKusgG5ANkbYZKBGV2QVZbIKxcPKzaBfMgm6rsPGQGXruFoiAnn8yREJgAkA3ffq/rPYs2HiBNguLFmiSuIK+vyAn8O5jAWKon/RAIIcR0NDRnnDlzBrGxsQCA48ePo169ejbXSIzC3N04sTkH9Tq3C4mEL8zdjbrtW4si6suFCPy+Y5clh2Iq1QEAyiHg95w8xLVtiY0TpgayBPgEAdnJaaKD/uz+Bjdhx8fL0P6JgSHXcz5eFjgo1CgKc3ejaEsu6nZq67W9DtjVbmprg934adxk3DttIoqDriUlJSE1NZXq+WPFF9Aj7YeQrB0CAEEAKgjgO1+MwzMeAwAcPX0+5IwxszB0IrOdOJ63z1AKI17QSiullPIFgOg7jKZmooFcShoAqAaC/bPmI/+r71RT3FS1lEJmoZQuq3rty0z3sZUngocT7Gg3J56KHYxeUyfgoceHiq598sknqKiooHpeLuUUUCluPXVLs8ABmX6wJq/KwlyAYBXiMb9XmQOcIfSoioJVVyHquF79bQmkrAioE9U99Nxsf7HL+zNEbcW5j/Ui3LxinQYnzhm5Pt+2bVuIM8eaNWuo3ieXcio+cQVpmrgiYAtbuWGX58QhsoE5aEAYsW+ppRKS+y5WC43UBiYtUysruhvtCHZ7f/o3LXnLVztqMQtuF58gkIxBwzwiYwyn2L79UJsLHTp0EBHYU089Rf1eORtYcEC0FwdGlAnMzgFBiLFdltLRJnID3cgCrJWyKWvabLJu8GjZMv2xUkoEResAYYR0eaR4ovU+4y2JOGkxK8jJl5W4yyF26vEkNHNwkgSmVZf09HQRgdWuHUt+yDlE5TUoJbDZP4mPyPIIjDhXAiPEQFYKmYVMTvoxsmunJTylAZ23fLUuDz25Rc4I6fKQlGjjf8yWS7PQO2kxU8qIHlwnuyVXs3AK+bI8FdsMtObCwYMHiSAIIhKrd1+y5kGWNFnrPQIjYgI7qiEl2AGzWSkqAFLm/y4IJHPgMC5HLwTDrEpQbpEzslDzWtxl3wuBaQYGPQu9U1Swm9LfUZX8s9Jnuzrg22nkq7U2WFFfmrF+2223iQgsplV3zWNU1u05EWL/ik9cIXKX9wiMiAlsxy/rXRtwqCSBEYBkTZtNMgYNvzSYoS93n1F7nNGEsnITQi/pGq03LSqPsAiOfTN+JDttG2iRtZVjV44YKlWIyhKYkT40A5YLuJMkXRpYWV+tDdS7774rIjBEViPXPr8ohJCC4QQJzHVu9Fe3buZaN+K4ti2xcVQiiOR6uRCBWq2bI2Hp/Euu7KjsdR/liat6Tzr2x6cYiYtRcqsHEXSftszzhOb4wQNFRx5H4FJ4gNlyjYQWGHHlNhpeoeTCHde2JbJS0lF+sWH8X+AfX9f2u8OyE7P1nlCsBbeFe1hZ34TJ4/D7jl3I+XgZft+xKxDj6cf999+PqKioSxd85Ti/ay0iBQFN6taUfWf92BgM7NRQdO2+Tg34uMsrgQstMgbLTBxO0I8H5+Xz74bUjlyg3bXTqqlYZNVQ2jkaUZXxUq9pSVlK5TrFrmW0n7TUp/57/B6S0vFllbqTtfTtSWDmcP/994uksBqN2ns2MBZgRWB268eDF0apOklrMNMSr5aaitWkUVvkjKjKeKjXaL5VWq5T7Fpm+kmJGDIGDddVvhtTbjnF1kgLJ9V36gNDxGpEgPz222+K93s2MEqwIDC7dzs0C6PSYGZJvCx3vVbbdPTAT/gZoxKZnF2m9gyPNjDTT0q21nKHSCPBmzEeC7iTx6UcaDadPLVGBTmVSb7PAaSOhMCSX3hR8TlPAqMECwKzMxZHz8KoVzLjWRe3Qkr4GaMSTZ9dZjXM9pNSvKHdx68oea+6iXCsBG+tUfD7CUBGSAisecNGpKKiQvH5RRsPkGZJKwPkJVU5egRG3C+BmVkYeSyqTlJbsIZaP2vtZJ1G7mb6ife3GJEKnNa+dtrDDdtZJbZMs3WQvv9nCYEBIFu2bFF9z9HT50nGniJZd3uPwAhbG5gdC7eZictr0ofrrlfN/kOzk3UauZvppw29+geC5CsAsqFXf9VyaBdzOQmX5lkrJVyt7+FxXhsNIfnV2jRls7BlqkHu/T6ANJYQ2EsvvWS4DI/ACHsvRDsWbjMLI+tF1QmemLwgR/jlQkSITUhtExAO5K5n46NnMZd7b0WgncXPSseZVRKY1vewqocWIUltff57tPKOiuopQ2CsbJlKc2V477+KCKxBgwakvLzcUBkegRFzBOakxdrMwshqUbXbE9MKSAk/Y5Az7UE8QSvt6F3Mld4rfVZpnPGWcGm+h4UkqEVIUlJTCh7XKpu3LVOuP3JycohUjfjdd98Zer9HYERMYD/NnE+9iFeFxVoPnGaD4Ilgwq9K3+0H7TfrXcwzRiWGLNjSP6V0VHnLV5PtC5bqzrmpBzTfY3Y8yD0fIiVptBFt2VaMXbnNcadOnUQENny4MbWlR2AkNJkvDRk5ZdFykgToJC87q+E025YVoPlmvR6ySurD4GeV0lH5F3Wem0na7zEzHrSkUC1yC243mrLtGLv//ve/RQRWt25dQ2pEj8CIfDZ6LTJywmLtNAlQTqce7pJIMMLBtqUXat8cbMOhWSCV5pQ0qwwt0fHqBz1Z4FnlAg0mpGD1of/PB+FSwu6L9+g9+YHXUUZy2LdvH5GqEdeuXav7PR6BEeXjVPQeHGnlYm11+TQDd0OK+FDLcrAlVSdJm1ZBzzc7qX2MxMopjWmtdFRKEgnPzSTvzUqInVXSfnIkakWdWG6Y27dvLyKwcePG6X5HMIHRnC+mF64lMBoyYCV66114CnLyScaY8ZZN2uCB60PlYiRXJzmPI1aTyWnSphXQm3bKKe1jZnOlZ075F2ynnUjNClqEZKXEz2PDnJycLCKw6667Tvc75n67OfB806QVhuuiBFcSmB4yMjuI9C48RtxlzUBJnSElMTWVqlnJwG5p1w6YtR3ZaY9VOhNMz1EyeucU77yRTpFs7QIPk8n69etD1Ij5+fRtfPT0edL4uU8Cz8YnegRGfn7nQ8eqAbV04zx23Yp2CZns43LfQhtUaaQO4ewcouebzeY1ZLE4SzdiUrduKwiVh0TiJMnWTvDYJPl8PhIXFycisP/85z+ie46ePk/W7Tkhqx5ct+cEufZZj8CYBjLrgd6FRzFyfmwKV9uX9OBLpXrK6e31ErTcYuoUCYMltIjDCgmM1eIsV77UqcCNC79Wu1Y1yYyHlPvUU0+JCKxXr16B3xZtPBBI5ts0aUVIHkRPArsIIwTmH7z+2BMjg5iFBGbFQi4Xm0OTLFgPQWstpuHkpk5LHHq+WW/7sBhL/j5WcmvPmkZ/1pwToTZ+q6pkxlrK/e9//ysisMjISFJUVESViZ4QsQ2sWdJKJnUKhusI7JsXJmreL2eHMjqI9S48di3kGaMSSbnOHTXtIqnnPjcviIQY27TQfrOee82qZUUL+EWJy4kSshkpSc0rMtw0Anbh3LlzpEaNGiISW7BgAdVZYIR4XoiEEDGBHdXIxiw3qP1/Rr3u5BYetYln10LOy7helWxcTvlWMxKYrMcpBFLuMAmZhZQkN36d0ofhgv79+4sI7MEHH6SWwLw4MBLqhZg5NllxImtFybPI5Gx24jlNN0/jDlxVdrRq32p1vxmV5pXmQFa6PSpDuXZjOaak47cqjVcrMG/ePBGB1apVi5SUlGieBUaIR2CEEDGBFWqoBNUkMALz5+mYnRxu1c2Hk41LC3Lfale/GZGqrVjAaclcqd14S0lmx6v0+6zYvDhtY+vHsWPHRAQGgPzvf/8jhKifBUaIR2CEEOVMHGrHQ/gHL4tJEjywTB/17uKdodHF1ImTUgt5y1eTzLHJZPM7H5FN6e8w7Tcr2oTnhoOWzLWkWTuS1MrdI+2LkO/r1Z/75sXpG9uEhAQRgY0dO5bqOY/AiDKBqRFHQU4+yZo2WzP3n9ZiIpdyx+jEq2q6eadPSiWoBaOb7Tcr24SHLVYP8WiNd7uDm+X6Im/56pA1g3dCAidJzEr3Tp48WURgjRs3JhUVFZrv8giM6JfA/CjIySeZA4cpxrtoLSZKA4s2+amcGsLNEpgeuPVbtVTQZr7FrW0SDD3nU9F8Lw+SpdkkKDm6KMVU8tx0WqFONZvy7NdffyVSNeLWrVs1y/YIjIR6IdLs2EIkp0HDdRuRtdIvqU08pYFQVWxJbpU2tZyAzPSbW9vEj4Ic/ScEWz3eaUlTKVep3J+bJTA971a7t6KigjRp0kREYK+++qpm+R6BETGB7fhlPclKn02yps4y5TXH8+A7refscrO3Em6VNtQksDIIJGvabFO2Lze2iR+KmWY0PHutHO80aksa9XCAnFFpA+NNwryInmXKs+eee05EYF27dtUs3yMwEhrIrCUOsyQnIwPL7TttMwhWm7pV2gyuN+tclm5tE0IU5oxJr17W0HQcUZCuymTUh+WCQPKWrw68lzcJB5fBytGHZjPtL0fr3u+++05EYIIgkN9//121fI/AiJjAjkl3xSYyR9AuJnKDV22AuX2nbRRyalO3SZv+fvWfcSV31hWLMtzUJsFgTcA8PDKV6pgxaJi8BHkxV6lVmwu9jmNm66H0XXLlqLXBn3/+SWJiYkQktnTpUtWyPQIj6l6ISpKNGXLSAs0Ac+NO28xiEg6k7VavSavBioB5tre0jkqqYakEyXtzYdRxjIUkRhvsrdYGd9xxh4jAnnvuOdVyPQIj+iUwP3gMRr1GUbfstDekpAfUK+WA7sXE7WrTcCBgJ0PWI1fHXDYLo/Y7pfobASvbPAsYLee1114TEdj111+ver9HYCTUBsZTstEaqG5fqOVQkJMfcj6U9DwxmnfwJAAeqqZghGO/OgVyUoeSOo9Xe8u6zVOOT1aSIk/HMb0wUk5BTj75aOIUEYEBIEVFRYrPeARGQo9T4SXZGI0fcftOXemE3qz02brew0ttaoVqLxz71QlQIg45d3zeDiHS8ZkxKlFzU8RyXPB0HDMCPeX452AJQGIkBPbll18qPucRGLHmQEs9Ko3gbBxusW+pQe28KL1gvbngSSxSqc4NDgpuA01cXbA6j3eb+ccn7UnkrCVznrZ5I6ApRzoH+0gI7Nlnn1V81iMwYg2B0ao0RNIAQDJGJXKpj5WoVCGGntjrhIWXl2pPSapzgoOCVcRnRTm0Eli5EEFNKjzqZCS410z5brGNExI6B1+XEFiHDh0Un/UIjPAnMD0eSlZJA1ajcsGNCCwmTpEqtdrcSLtZYa8z+n6rPCGt9LhUyu4vVedZpcLVuylSk5qCwy6cIm3nLV9NMsaMD8SwmYV0PK+TEJjauuwRGOFPYLQeSlZLA1ZBGvvkhEkYDD1xLH6oERtvhw2j73eyAZ9FmXKxlP5rVjrRGHVgkNZfLquH3eEXG3r1D9SlAiAbevVn896gOXgOAqlRvbqIwL744gvZ5zwCI8YITM/OnNZDiZc6Qc87WUtqdpMnLfTEsdgVa2P2/U53oeYJq0nVrL1TSWvDu95q8z9v+eqQ9FgVAFNJzD8H77zzThGBKR2v4hEY0U9gRhZl2gHN2tCvZzFhbVdxs+ed4qnD02Y7wtPLyPvDWQKjgR2Jf41qHLScU3hsBrTmv1KC4oyxKczrMmWK2J2+Xbt2svd5BEb0EZgZhwTaAc3SCEu7mJiR1JQGvtN24mal5jIhQjEkQOm4D54qUyPvd6ILtZVwi4OD1RIYzfynkcBYaXAyMjKI1A5WWFgYcp9HYEQfgbF0CbcKNIuJYUntIoHLDXwn7cRZSc1O+iajcJILtZtgtSMUz6TPUtDOfzUbGEtzQWlpKbnssstEBPb555+H3OcRGNFHYGpBuVYPcL0ShVomajOSmtrAd8JO3AzpKBnX5YjNKV5iHtjDLluuf/zxdoDSM0fylq8mGWNTQiQv1hu7vn37ighs9OjRIfd4BEa0CSx4capUIYoX63IIlsWY+GF0Qqk9Z0ZSUxu4du/Eeagyg7/JLY4qToXTyT8cpG4amNls8phjaWlpIgJr27ZtyD0egRFlAivIyScZg4aJFqeMUYmV1/wnN0vIy4oBbnRC0TynRTayHpUQAjFeTrJ3+KH23WYXz6qyuCnBbPu5gfz1Ls5OIWQj9dC72fSXkbd8taxvgJn4tfXr1xMtO5hHYESewIKzpwf/BeIxAJLVrU+gg1jvPtRgtDxW9VRSoTnZ3qEU7Gp28XSao4qVMNt+RsjfDnLQU0+nELIV9Qi1hYvngO9i2UbrUFpaSi6//HIRgS1evFh0j0dgRD6ZL42dJ1gqCxcJTE8dnExYcpDaAVm0BYv3KC3KTtnJy4HFdxvJWMFzUVZrbxr1mlOkcSvqoWeNNFMHaTzYuHHjRL97BEZCCUxPglB/x2SMSjTtrKBnwTKqr3aCU4UTwFJyMtOmSouyU3bySmDRfnoWWt6LMk17a23anCKNW1EPvWuk0TqkpKSICOyOO+4Q/e4RGKGXwKQxENKOMSOVGFmwjJbnRumJNVhKYEbTZCnVIW/5akfs5NXAqv1oyd9M+iwWR5qweo8V4FEP6fdr2sIhKIbXaL07GEuWLBERWJ06dUhFRUXgd4/AiLINrCyoMzIGDa+UshBKbFane6rqYKVaMyuNmpWSFHNkjkl2xE5eC1rtR9tPNBsqI3OEtn+0yFFPP9ul4ZC2Nct6qGkJ1GzhNHXQatsDBw6ICAwA2bNnT+B3RxLY22+/TeLj40l0dDRJSEggGzZsULx37ty55JZbbiF16tQhderUIXfccYfq/XJQ80KUxk7lLV9NMgYNZ+p15xTVgxvAWrVmRoplYftyggRmZkOg1H48VKB6FmVZCeFiJhU5W6Oal6oRRxMrNRxKbc2iHlrfr1WG2u80bVtRUUHq1q0rIrDPPvss8LvjCGzRokUkKiqKvP/++yQnJ4c8/fTTpE6dOrJpRAghZPDgwWTmzJlky5YtZOfOnWTYsGEkNjaWHD58mLpMrTgwuQHCcpB6EhgdWDuhmJHieHp0ql1nDR5Ew3M80847NRuN3HcqtbfTN5e81w6e30/7bmlAc7Ajh+MILCEhgYwZMybwb5/PRxo0aEBSU1Opni8vLye1atUiH374oeI9f/75JykuLg78HTp0SJHArCIXJztX6F3szZKD0vMsScPsos2aTOUWZd47eV5j2wmLvpaXnFKWGbkjWZy8ueTd1rw3IzTvVnPkcBSBlZSUkMjISLJ06VLR9SFDhpABAwZQvePMmTOkRo0a5KuvvlK8Z9KkSUSqV1UiMKvPEXKac4Xexd4sOag9z1NtZ9TxxqmbDhrwGttOWfSD+8fodxbk5JPMgcMCtm+n9bMVbc1znNO8W+rIERtbh6zdfZwcPX3eWQR25MgRAoBkZGSIrr/88sskISGB6h3PPPMMadasGblw4YLiPTwkMFaOBWbAug56J4fs/ZSZ+mnLkzrXZA4cput7WS/aTtx00ILn4ucUci/Iya88AodCApNCupnKGDRc92bJijWBdVvL1ZvnONd6t5wjR4MR80jTpBVk7rebw4fAUlNTyRVXXEG2bdumq5I0NjC1AeKEmB0eddC72NOePG22vIKc/IuONPq/1ynSgVPAavGzetHTC73fqccJRKk8K9cEVm3thLVMCjlHjroDEkl84goS/9xC5xCYGRXitGnTSGxsLNm0aZPuStJko1ezU5hdEPOWryYZY8YbPtmU16JsSAKTISCl06dZZsTX871OkQ6cArOLnx2LnhHpRs936nUCkZbjxk2Sk+stdeSo3e1+Ep+4glz77CfOITBCKp04go+P9vl8pGHDhqpOHOnp6aR27dokMzPTUCX1nsgcDLMqKbXzdayqg2r9dC72mQOHadZFbcFTK8+/aOk5VFIJTpIO3Aw7Fj09hGlUjWfECcQPJzixGIGT6y115KgR39GZBLZo0SISHR1N5s+fT3Jzc8mIESNInTp1SEFBASGEkCeeeIIkJSUF7k9LSyNRUVHkiy++IMeOHQv8nT17lrpMMwRmZgLTnHBqtA4VAMm68Q7thynfT7vYa7UHTXvJlSddtKSJQ52yU6xqsHrR0zPfgseM7+KpEXpg1AnEyZKMGuyoN+0GQ+rIEVHjctJ43FfOIzBCCJkxYwZp3LgxiYqKIgkJCWT9+vWB33r16kWGDh0a+Hd8fLzow/x/kyZNoi7PDIERYlwllTFmvOzEyBiborsO6x4ZyYQMWUCtPYwseHITywfBsZ5hVQlWL3p67KRymzq9JGbUCcQpamq9EqiV9dYjScs6cox811k2MLtglsAIMaaSMiKBKQ1IlmTIAnnLV5PMsckkb/lqUZ2NLHhKi1bWtNlUbe4ED9FwhpWLHu34URoz5QpesVpjxIiq3241tVHbpFy97fZwlnPkuPreJGd5IdoFFgRmFHomhtqAZKWOZAGx6gaBpJ7+OrPwCKPd5WtNYp7kFg7ESfsNvN2s9eb5K8jJD0kmqySt0YwRt6kEWdbZCR7OhIQ6cox+/kVnxYHZBTsJjJCLXohjUzQlL80YKQYOIWZBa/zWu+AZ2eVrtRlP7zknuiPrhRO+wUyev4xRiSGbOjl7q9a8crJzgxJY1dkpHs6EyGfk8AiM2E9gNKAdkDRkaEc9WUx8vaSnlu2dZ8LcvOWrqW0mBTn5ZFP6OyRr6ixH7eidIHWwqEPGqERSrmIrVRsjehyPnAZWdXaSh7PUkePKK6/0CIwQdxAYqwHJW61lxv3Yirr4d+Ry8WosJuaGlHRdqqtgb0of9Es5vPqTZuHiPZZYShF6MqIHxkiQxOcUpww9YFFn3uStZ1O6Z88eEYEBIDt37vQIzA0ERoj951cZqWd50MF2dkz84LrI2QhZTkw18pZVXcncJxf0rfZtvPrTTvUrbR1YQW2MSENArHDKkNsYGN0ssKizU8i7rKyMVK9eXURgK1as8AjMLQRGiPEBabUaJLiedntjFeTkKx4S6W8TFhNTzfONVnVFK2FY0Z9KC5eVY8mqxVNtjFhp65LbGDjBFmn3HPajTZs2IgJ78803PQJzE4EZhRsN0SyhtOjmLV/N9Vy3ckGQtUealcCs6k+5hcuO4GUrPBzttnXJj58IQ4mIw8EDVg733nuviMCef/55j8CqAoHZPTmdACt283rK2JCSHnAwINBnA9PqT97hAeEwlpSkHbvUZTQOUDSbBRqJza0E9/LLL4sIrF+/fh6BWU1gdg0ep+iyeYGmXa1QhegpoyAnn2SlzyZZ02brrpNSf1qhcpIr24ydxur5oEbCdqnLWEhgNJsLJ6gkjaAgJ5/888nRIgILVinygEdgEtg9eJyiy2YNu9vVLlSeZJAcUFNaJR0F3P8vEq/R9rer35yqUpfbGOjZeGp9l5nxYafU5h8nP0HshRgVFeURmFUEFi6qF6ehqrar3OJvxcIsLTdjVCL1MTjBC6Cd/ebkMSO3yaTdeGp9l9HxYecGMfibCiQEFvzHA2FBYHp2Hmr3OiG2Jhzh1N00T6g5pfCO25FzVNFqf7kFMGvqLFv7jadK3W5pRe1IIr3jw26yD57fFQCp7RGYGGoEpmfnYTanWlVVg5mF3RPMDqiRtpFck7SLrXKogLKdRq5/fBBkvTDtyPbBWqXOax7r3UgrfZfe8cEyoNzw2WxB5Xb1CEwMJQLTszDS3uuE2JpwRDg5qNA6o2h5IdIszHoXW6VyM0Yl6j5CJ4QEHd5vLPrFKFiTol5HIyPfFNxeZusfnNdysEdgYigRmJ6dh5575QZPVVSDsYZbHVSMTnSzpG10YVLbhMm1v1w5cn9Z6bN11T/4/cGxXKxUd0b6hcc8dsLmlmasqbUXiwNo/bbWf3kEJoaVEpgSnDBI3Qy32g7NTnQzpG1msdVbrii9mBDB7ETt4PaTO7rHKIz2C4957JTNrZZaUq29WNW/ICefTB3zkkdgwdCygekJTDWbq5ClGsxpizqv+rjVdkgrmfDMcGFXejFeiWZZfIvZfuExj+301jSiNtX6M1P/7Oxsj8CCQeOFqEdfbEaNpfU8LQmYXdQLcvJJ1tRZZFP6O0wmCk/DtlslVxrbEO9vsdN2aHau8Dq6h0W/sFZn29FPZtWmwX8+CKQsKKl3xqhEw5vZM2fOeAQWDLekkqIdUGYX9Q0p4iNBfICpCcOTZNwcmiDvnQfLDyV1mu2Qtr+slMCkC3A4JNRVa2ez5hO59vLXPzhu0OhmtkGDBh6B+UFDYHYvgnoGlFnbhtyiUAaB+U6ZhWpMq12crF4syMknGYOGkXIOtiG3Qm9/iWxrDI/uUUqV5SSiNwOtdtY7Z2nbi9Vm9rbbbvMIzA81AivIySeZA4cF4hDsWgT1ejkaHSRmj/mQA281nxtDE0QLCEAyBg0nm9Lf4Ub0boAZd20eR/eEE2EFg6adjfQFTXux2syOGDHCIzA/lAgseJHhtQjSGkk3pb8jkwEhQtFGZVRnzkMCM1MfWshNHqd4b0mhtDjwzqLhdJjVHDhRTexEKLVz1jRxGAOPOctqU/n66697BOaHHIFp6ddZTCoadYmSm7APl1xVlZ41uoOU2sDkDmQ0Aqt3tE6VwFhm0QgnGO0vJ6uJnQilta0cobZuHnOWxRj/4IMPPALzQ47A1FRpLCaVYTEeAln/8muGDrnTg4KcfJI1bTbJStd/zIeT4ERC0Or7cFVd0cBIGiwjiYSrOirXpwjNtY1Xu5kd4998841HYH7okcDKKKQRmklFoy5RuidzbLIjVWNOhRMJwSpidePCrae/aNRhnoQmDy2bq5Pbbdu2bR6B+aFmAwvOHpAxaLjipApeKGhdu40aUp1iK3Hj4ugkSBdq1u0pdRTJHDgs7PpKSx3mVDWyE6DWNna2W0GOdgzqiRMnPALzQ8sLUWs3KN2p0J6PRLMLV7rHbtWYk3dnbgSPZK2yC3sY9pWaOszuI1ucDqV1xC4HKNoY1IqKClK9enWPwAgxF8istFNRy84tfV6LIJXusUs15u1q2YJHe5q14boNSuqwrPTZ3ljVAM94Lb310OMB3bhxY+4EFoEwx4nNOYgkRHStGqlA7Vu64/cdu5Dz8TLs+++3qNmmFQpzd4c8H9e2Jdo9di/i2rZULEPpHppneUDpm4u25Fpaj3ABj/as17kdfIIg+1s49lWje/qEfG+5EIFr77kd2clpKBciAtc2J6daPmecDLl1JK5tS8vbTW4eAEA1ENnxWr9+fW51CYALLTIGDwnMv2MIR1WbJ4GJYdZ2pbc9acvbkJIeSOdTFfpKTa1uh7bCDhsx6zKtbDe9Eth9993nqRAJERPYNy9M1P08j0wQTneQsNsG5xSw2qDQtqfe8gpy8knGoOEBG1G495VTPE6NjAuzcz4cNst6YlBHjx7tERghYgI7ajDjBMtMEG4ZiE5ZLOxCQU6+aLJVGp2NZyzRak+zGyKzfcVC0pR73umbNb0w0k8sTo8IF60IbQzqa6+95hEYIRIVIkNPGyODKpwGYrhDycNNmpKHFexMjWV2gVV63i2bNT3Q208s5rxT06bxxHvvvec5cUhRDgF1O7UNuV6Yuxs7Pl4m64ih9JsRQ6jnIOEeEBmDMwCggk95co4Z5UIE6nZqqzo+zaIwdze6vJ4YGJeRhKDzlPHUZRXm7kaXKUkhz+d/9Z3sdR7fYCXU+kkOLOa83jLDAZ4Tx0Vo2cDUdok0O0g96hs3SWDhpvrRi0oVojSA1lzSYy3I2cp4SzEZg4aZ2t3rzSjDS4K1EnpsxKzmvJPt0jzWii1btngqREK0A5mNRqsb7TQnD0Q/wlH1YwTBnn5yacZ4TNzgDRHvDY9ezzDadyhllKncBJg7QNUJKMipPEEiaxpdLlFWc96JdmmavLBG5khhYaFHYISoE5havjCtrOJmjbJOG4h+uElKtAJKfWUFyfO2fSjmGuzWR1d/q2WUoUkqqwUnaQOM9ruT57xR8Awz8vl8JDIy0iMwo+eB6dlZhtMCXxUNxnphFcnbIYFV+CUlnQuO0gJt9iBPJ2kDnLS5cwKpq60VLNqqfv36HoGZyUYvt7PkvcDbPTCdNEmdCitJnrfKOfj9FdL5wKDfzYYHOGksOmVzx5LUzaw3av1jtq0KcvJJm/imHoHpOQ9MzsAs3VnynFRW7Ta1Bq0b7HR2QnYMQCBZU2dxWVx5q58KcvLJusfGcFucjY4npxCGH04gVJZ1YLHe8Ej04K/X7fBsYNQSmJ5BwGOBt2py0A7acNTZG4Uc4YuO44EQCHq2W81lBBtS0kMOUeWhrtQ7npxAGFJs6NU/IKlWAGRDr/6Wlm8kDk0pwJxV26rZifWuk8H16h9EYDz63LUERoh5EmK9wFux27RzQbBbNWoUaoRfkJPv+ozoSur0codI3k7SBjiBUPWEd6iNXaukW73rZHC9Hg0iMB5St6sJjBBnSRk83Palz9h5DpBTDPF6QLNgOU3NpReK6vR058Rr2TFPpXOnICefZIwZz6yvjW7oKglMO8UZzXpiNxnLIbheT3kSmLls9FZD3R1ZHwHIPWPHoHXqRKEBq9O3nQy3158HQuZOr/6Bf7NwdDGzoaPdMNHc5yTpNhj+er0AzwbmKgIjhI3TiNozVg9aFhKKXepH2rZ36kJAC7fXnyXUQguk/zZqejCzYaB9Xs99dmmh1OZ1QU4+GTHgQY/A7CQwFguvEQLQeobnoJVTvZhxo84cOCzgYGCH+pF2cXeSOtoI3F5/VlA77Tr4L2NsCvUYZq3G13M8j1M3JjRSaGpqqkdgdhEYK7sPawmMJ9SykuudSFqB5lbCW9zdC72byIxRiYoSl94xyFONTzsm9YxdqzQdtG0wY8YMj8DMEphR5wm1HIt632eUAKzcfdEYjc0kPTa6W/VQdRFMID4IJGNUour9SurDrBvvMOUObrcanwZWOlrRSqHvv/++R2BmCMxopyp1UOXpucYGiREpwErJgaU3npoah1V2CDe69HughxIZqZGYVmoko+7gVqvx9cJqjQ1teYsXL/YIzCiBmbXdSJ8tFyJCgkXDyduL5SRQksCkqb6MSrO8dppuI0a31VcPlAhE7Ugc3mPYqTGXdoSC0Eihq1at8gjMKIGZ7VRpB5k9d0kOTluAWKpGRJkuhAiSMWi46DuNEBHPRcVtsW5uq69eFOSExkvRzDleY9gqVaHT5oVWuWpS6M8//+wRmB0SWPA7eJ3t5NQFiKVqROldRtuS107Tzt22EbitvkrQ2sDJOWTQfKcVY5gHzPSrE+1y2dnZHoGZtYGx7FRW7wuXBcgojBIRr3ZzWzYOt9VXDrQbuIxRiaTcfyipQxZmXmCRAd4pdjlCCMnLy/MIjIUXIstOZfG+cFiAzMDqnabWTp8HMfJUD7t9A6S3/k50JecB1jY8u9vh8OHDHoFZHQdmRce7fQEKhtH2MiPN0ixo/npljEqk2umztp3wVg87UWVEC14buIxRiQG7GY3bvRPBol/tNk/4596OX9Z7BGYlgRk1oFq9gDsFZieKHiIy6qkoZ0PJW75a8YgKs9K1lZsT3iojXps5Hm2kFMDsRhIzMy/s3hwHz71j8HIhWkZgRjreigXcqbBiorDyyJL+0Z79ZWQBDxf1MO9dvNYGTk/bF+Tky56HRqDudu9WOOGYFTlI595xj8CsIzAjB82FixrQCHhPFNaeisG7cpp3Gl3Aw2FcWPUNShs4vW2v1edu2zwooSAnn2RNnaUaj2rn+JP2A28Ci4CHAOp1bgefIIiulQsRqNuprez9JzbnIJIQ0bVqpAJFW3IBAIW5u7Hj42UozN3Np8I2Q2976YVW++qpl/8tPggQJPfLvbMwdze6TEkKlB9JCDpPGU/Vl3FtWyI7OQ3lQuX0KhcisDk5FXFtW2o+6xQYbXu9iGvbEu0eu1fUNkbaXq7P/WA5Ju3ExglTUbd9a3QZ9wwiJb8F942d40+tH7iACy0yhtU2MFq7lNpOx24jqlXgacdj6amYMSqR7Ph4GclbvprqnayOkPHUw/phtO2D+9zMcSlOhJZa3EnHrAT3w1EIngrRDi9E2o6XW8DDQYWkBzzCFPy2Dx6eijTvDJc+NOOEYZeTkZ62l36fv8/zlq/m4hykVW9e3stauUWdRtL+fvC8EImz3egLcvLJpvR3SNa02YH7w8WIbweUjq9QW4yMLBw0pOt2L1ElLYDe8W33Ll6p7c1oOVhrSHhrXORIvVyIIFnpsx29qTp+/LjzCOztt98m8fHxJDo6miQkJJANGzao3r948WLSunVrEh0dTdq3b09WrlypqzynutGrLRBmkgjbHXxoF0x7gYK9y7QT1IBGCVquLWlj4pwAtbY3O8dYStdWSes8NlS81xveBFZNr83ss88+w4svvojZs2ejW7dumD59Ovr27Yu8vDxcffXVIfdnZGTg0UcfRWpqKu655x4sXLgQ9913HzZv3oz27dvrttkVFRXpfoYWx/P2ofHriTjpv0AIGr2ehJy/9sLVrZvpuve75yfg+umTUQ0E5RDw6/Mp6FyvDk6cOKFY/uYpM9Bx+muIA+AD8O0LE9E5+Vn2H+owHM/bh99/3YWSgkLcIHEcAKlA/k+ZiKhXR/Y5UR8AaD47HasunMeN0yYyqVtEvTq4+s6bAUC173jB6JjIW5OBCJm2bDY7nWp8OwFqba/0fUpjhcWz/nF61fVtRO1lpi560PT54cj7ay+c3J6HKzu0RtPWzUyNSSvWG57rNQD9tJiQkEDGjBkT+LfP5yMNGjQgqampsvc/9NBDpF+/fqJr3bp1IyNHjqQuM1gC8/68P+/P+/P+3PfHA7rc6EtLS5GdnY0+ffoErkVERKBPnz7IzMyUfSYzM1N0PwD07dtX8X4AKCkpwZkzZwJ/xcXFeqrpwYMHDx4chjNnzoBIJVWT0EVgRUVF8Pl8iIuLE12Pi4tDQUGB7DMFBQW67geA1NRUxMbGBv4aN26sp5oePHjw4MFhiI2NZa5S1G0DswLjx4/Hiy++GPj36dOnER8fj4MHDyI2NtbGmjkbZ86cQaNGjXDo0CHUrl3b7uo4Fl47acNrIzp47UQHfztFRUUxfa8uAqtbty4iIyNRWFgoul5YWIhrrrlG9plrrrlG1/0AEB0djejo6JDrsbGx3iChQO3atb12ooDXTtrw2ogOXjvRQWCcpUOXCjEqKgpdunTB999/H7hWUVGB77//Ht27d5d9pnv37qL7AWD16tWK93vw4MGDBw800K1CfPHFFzF06FB07doVCQkJmD59Os6dO4fhw4cDAIYMGYKGDRsiNTUVAPD888+jV69e+M9//oN+/fph0aJFyMrKwty5c9l+iQcPHjx4qFLQTWAPP/wwTpw4gVdeeQUFBQW44YYb8M033wQcNQ4ePIiIiEuC3c0334yFCxdiwoQJSE5ORsuWLbFs2TJdMWDR0dGYNGmSrFrRwyV47UQHr5204bURHbx2ogOvdhIIa79GDx48ePDgwQJ4x6l48ODBgwdXwiMwDx48ePDgSngE5sGDBw8eXAmPwDx48ODBgyvhEZgHDx48eHAlHENgM2fORJMmTVCjRg1069YNGzduVL3/888/R5s2bVCjRg106NABq1atsqim9kJPO82bNw+33norrrjiClxxxRXo06ePZruGA/SOJT8WLVoEQRBw33338a2gQ6C3nU6fPo0xY8agfv36iI6ORqtWrarEvNPbTtOnT0fr1q0RExODRo0a4e9//zv+/PNPi2prD37++Wf0798fDRo0gCAIWLZsmeYza9asQefOnREdHY0WLVpg/vz5+gvmkuNeJxYtWkSioqLI+++/T3JycsjTTz9N6tSpQwoLC2XvX7duHYmMjCRTp04lubm5ZMKECaR69epk+/btFtfcWuhtp8GDB5OZM2eSLVu2kJ07d5Jhw4aR2NhYcvjwYYtrbh30tpEf+/fvJw0bNiS33noruffee62prI3Q204lJSWka9eu5O677yZr164l+/fvJ2vWrCFbt261uObWQm87ffLJJyQ6Opp88sknZP/+/eTbb78l9evXJ3//+98trrm1WLVqFUlJSSFLliwhAMjSpUtV79+3bx+pWbMmefHFF0lubi6ZMWMGiYyMJN98842uch1BYHacMeZG6G0nKcrLy0mtWrXIhx9+yKuKtsNIG5WXl5Obb76ZvPvuu2To0KFVgsD0ttOsWbNIs2bNSGlpqVVVdAT0ttOYMWPI7bffLrr24osvkh49enCtp5NAQ2Djxo0j7dq1E117+OGHSd++fXWVZbsK0aozxtwOI+0kxfnz51FWVoYrr7ySVzVthdE2evXVV3H11VfjySeftKKatsNIOy1fvhzdu3fHmDFjEBcXh/bt22PKlCnw+XxWVdtyGGmnm2++GdnZ2QE14759+7Bq1SrcfffdltTZLWC1htt+nIraGWO7du2SfcbIGWNuh5F2kiIxMRENGjQIGTjhAiNttHbtWrz33nvYunWrBTV0Boy00759+/DDDz/gsccew6pVq7Bnzx6MHj0aZWVlmDRpkhXVthxG2mnw4MEoKirCLbfcAkIIysvLMWrUKCQnJ1tRZddAaQ0/c+YMLly4gJiYGKr32C6BebAGaWlpWLRoEZYuXYoaNWrYXR1H4OzZs3jiiScwb9481K1b1+7qOBoVFRW4+uqrMXfuXHTp0gUPP/wwUlJSMHv2bLur5iisWbMGU6ZMwTvvvIPNmzdjyZIlWLlyJV577TW7qxaWsF0Cs+qMMbfDSDv58e9//xtpaWn47rvvcP311/Ospq3Q20Z79+7Fb7/9hv79+weuVVRUAACqVauGvLw8NG/enG+lbYCRsVS/fn1Ur14dkZGRgWvXXXcdCgoKUFpayvygQifASDtNnDgRTzzxBJ566ikAQIcOHXDu3DmMGDECKSkpokTnVRlKa3jt2rWppS/AARKYd8YYHYy0EwBMnToVr732Gr755ht07drViqraBr1t1KZNG2zfvh1bt24N/A0YMAC9e/fG1q1b0ahRIyurbxmMjKUePXpgz549AYIHgPz8fNSvXz8syQsw1k7nz58PISk/6RMvb3oAzNZwff4lfLBo0SISHR1N5s+fT3Jzc8mIESNInTp1SEFBASGEkCeeeIIkJSUF7l+3bh2pVq0a+fe//0127txJJk2aVGXc6PW0U1paGomKiiJffPEFOXbsWODv7Nmzdn0Cd+htIymqihei3nY6ePAgqVWrFhk7dizJy8sjK1asIFdffTWZPHmyXZ9gCfS206RJk0itWrXIp59+Svbt20f+97//kebNm5OHHnrIrk+wBGfPniVbtmwhW7ZsIQDIG2+8QbZs2UIOHDhACCEkKSmJPPHEE4H7/W70L7/8Mtm5cyeZOXOme93oCSFkxowZpHHjxiQqKookJCSQ9evXB37r1asXGTp0qOj+xYsXk1atWpGoqCjSrl07snLlSotrbA/0tFN8fDwBEPI3adIk6ytuIfSOpWBUFQIjRH87ZWRkkG7dupHo6GjSrFkz8vrrr5Py8nKLa2099LRTWVkZ+ec//0maN29OatSoQRo1akRGjx5NTp06ZX3FLcSPP/4ou9b422bo0KGkV69eIc/ccMMNJCoqijRr1ox88MEHusv1zgPz4MGDBw+uhO02MA8ePHjw4MEIPALz4MGDBw+uhEdgHjx48ODBlfAIzIMHDx48uBIegXnw4MGDB1fCIzAPHjx48OBKeATmwYMHDx5cCY/APHjw4MGDK+ERmAcPHjx4cCU8AvPgwYMHD66ER2AePHjw4MGV+H/taDpv9/T3iQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "MCPi.from_rev(rev=\"n=10000\").plot_sampling(show=True)\n",
    "MCPi.from_rev(rev=\"n=1000\").plot_sampling(show=True)\n",
    "MCPi.from_rev(rev=\"n=100\").plot_sampling(show=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.73025273, 0.07009088],\n",
       "       [0.48703014, 0.38212453],\n",
       "       [0.78753741, 0.60152081],\n",
       "       [0.35632841, 0.77004086],\n",
       "       [0.87443944, 0.39495114],\n",
       "       [0.19951801, 0.4579278 ],\n",
       "       [0.3901905 , 0.15583687],\n",
       "       [0.67716058, 0.55254375],\n",
       "       [0.52176709, 0.968918  ],\n",
       "       [0.43536731, 0.07958126],\n",
       "       [0.07602142, 0.95699084],\n",
       "       [0.16894516, 0.85932779],\n",
       "       [0.97953867, 0.27545612],\n",
       "       [0.73204469, 0.45615686],\n",
       "       [0.5987878 , 0.25227301],\n",
       "       [0.77553357, 0.06939836],\n",
       "       [0.0974326 , 0.81945312],\n",
       "       [0.73100765, 0.89020226],\n",
       "       [0.70238857, 0.03333203],\n",
       "       [0.84845336, 0.31534847],\n",
       "       [0.56626627, 0.35033453],\n",
       "       [0.79011638, 0.62341752],\n",
       "       [0.89780593, 0.96498653],\n",
       "       [0.81891878, 0.21264704],\n",
       "       [0.85320298, 0.39308277],\n",
       "       [0.64997325, 0.95503582],\n",
       "       [0.27884416, 0.4890592 ],\n",
       "       [0.43144407, 0.14845145],\n",
       "       [0.28260085, 0.89176978],\n",
       "       [0.32957086, 0.37120262],\n",
       "       [0.82061788, 0.11675306],\n",
       "       [0.97009734, 0.50013519],\n",
       "       [0.04265678, 0.37901289],\n",
       "       [0.90505032, 0.02592827],\n",
       "       [0.35725171, 0.08525016],\n",
       "       [0.88976134, 0.15774062],\n",
       "       [0.73074329, 0.25051927],\n",
       "       [0.43720883, 0.17630699],\n",
       "       [0.63793744, 0.95611053],\n",
       "       [0.70762627, 0.12119209],\n",
       "       [0.64169727, 0.64322688],\n",
       "       [0.73016046, 0.37257142],\n",
       "       [0.42968716, 0.7959672 ],\n",
       "       [0.48067195, 0.08980732],\n",
       "       [0.40795268, 0.71611443],\n",
       "       [0.1289568 , 0.09910232],\n",
       "       [0.93262288, 0.73674698],\n",
       "       [0.98557849, 0.8822741 ],\n",
       "       [0.59298715, 0.89514196],\n",
       "       [0.69323483, 0.89307916],\n",
       "       [0.66866013, 0.42536438],\n",
       "       [0.16727444, 0.59417201],\n",
       "       [0.84442357, 0.03154643],\n",
       "       [0.11809713, 0.5596995 ],\n",
       "       [0.73127823, 0.04032753],\n",
       "       [0.43693902, 0.6116323 ],\n",
       "       [0.08131439, 0.00784415],\n",
       "       [0.25914989, 0.2788999 ],\n",
       "       [0.89781382, 0.3279307 ],\n",
       "       [0.98755514, 0.65513265],\n",
       "       [0.80097258, 0.43290148],\n",
       "       [0.01561707, 0.60565831],\n",
       "       [0.93757789, 0.64279324],\n",
       "       [0.71007201, 0.15557747],\n",
       "       [0.44133243, 0.43722902],\n",
       "       [0.44547197, 0.37980823],\n",
       "       [0.0074004 , 0.90543354],\n",
       "       [0.94482192, 0.12695478],\n",
       "       [0.37897369, 0.12736139],\n",
       "       [0.91562057, 0.09631505],\n",
       "       [0.46929875, 0.08973747],\n",
       "       [0.01999048, 0.03892631],\n",
       "       [0.13576978, 0.8578901 ],\n",
       "       [0.20331537, 0.97572486],\n",
       "       [0.2708729 , 0.88715402],\n",
       "       [0.25703265, 0.44552992],\n",
       "       [0.24948582, 0.86582637],\n",
       "       [0.41381237, 0.0161654 ],\n",
       "       [0.10230537, 0.28427022],\n",
       "       [0.17196673, 0.46456395],\n",
       "       [0.49033175, 0.29089016],\n",
       "       [0.14446121, 0.75083836],\n",
       "       [0.09508717, 0.60493239],\n",
       "       [0.34305696, 0.99485135],\n",
       "       [0.82064815, 0.08571822],\n",
       "       [0.09604047, 0.38035435],\n",
       "       [0.9299539 , 0.32145103],\n",
       "       [0.35267699, 0.65121659],\n",
       "       [0.02351013, 0.84002779],\n",
       "       [0.00147054, 0.78848508],\n",
       "       [0.11184893, 0.70780575],\n",
       "       [0.60368371, 0.19488455],\n",
       "       [0.89629513, 0.71620713],\n",
       "       [0.25102801, 0.16874158],\n",
       "       [0.9429184 , 0.7186436 ],\n",
       "       [0.09341286, 0.16123234],\n",
       "       [0.81472966, 0.6156124 ],\n",
       "       [0.00107031, 0.32084908],\n",
       "       [0.27340971, 0.20669973],\n",
       "       [0.57621403, 0.74388784]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MCPi.from_rev(rev=\"n=100\").coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "temp_dir.cleanup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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