{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <font color='blue'>Data Science Academy - Python Fundamentos - Capítulo 8</font>\n",
    "\n",
    "## Download: http://github.com/dsacademybr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib\n",
    "Para atualizar o Matplotlib abra o prompt de comando ou terminal e digite: pip install matplotlib -U"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Construindo Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# O matplotlib.pyplot é uma coleção de funções e estilos que fazem com que o Matplotlib funcione como o Matlab.\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.2.2'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpl.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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05q+je1E/XF/SEvj0VS5+acehE0xKTiH72Cn+z02XcM/geE2NSNBQcYvf+WBDFr99fwuN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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# O método plot() define os eixos do gráfico\n",
    "plt.plot([1, 3, 5], [2, 5, 7])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = [1, 4, 5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y = [3, 7, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3ArRokVhBRsdTUuL494w1/HnqEmpWTeb5q3tyYafEGC8sEkndfXVp26gmWdm5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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y)\n",
    "plt.xlabel('Variável 1')\n",
    "plt.ylabel('Variável 2')\n",
    "plt.title('Teste Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x2 = [1, 2, 3]\n",
    "y2 = [11, 12, 15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Lsoxc9hUUEiKQ1K0dUy/twtj+MbRvGeF0mcbUmmoFv4gkA48CV6pqYSXd1gI9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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x2, y2, label = 'Primeira Linha')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gráficos de Barras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = [2,4,6,8,10]\n",
    "y = [6,7,8,2,4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SSfdIaicZ0eTJB6ubTdWIr0i65YTHPibpe0neJOl73ft9o+jiTvJ8ki3d23/Q5A/iWX9V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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x, y, label = 'Barras', color = 'r')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x2 = [1,3,5,7,9]\n",
    "y2 = [7,8,2,4,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DSZKGVuWI+0PAbzLzt5n5JvA94IZ6Y0mShlOluC8Etr3jfn/jMUlSG4x4lfeqIqIP6Gvc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\nS1JhLG5JKozFLUmFsbglqTAWtyQV5v8AJHFJNn0hO+QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x, y, label = 'Barras1', color = 'r')\n",
    "plt.bar(x2, y2, label = 'Barras2', color = 'y')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "idades = [22,65,45,55,21,22,34,42,41,4,99,101,120,122,130,111,115,80,75,54,44,64,13,18,48]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ids = [x for x in range(len(idades))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neklq3P8AfMvx3Ge2tL8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(ids, idades)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bins = [0,10,20,30,40,50,60,70,80,90,100,110,120,130]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(idades, bins, histtype = 'bar', rwidth = 0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmjHcktTM/wHCKG7se55yiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(idades, bins, histtype = 'stepfilled', rwidth = 0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = [1,2,3,4,5,6,7,8]\n",
    "y = [5,2,4,5,6,8,4,8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2NlbvnACAiljF7e5/dfdOSWskbTazDbOM2evueXfPt7e31zsnAKCipqNK3P1Pkh6TdGsy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\nKG4ACAzFDQCBobgBIDAUNwAE5v8Bfsi09IR0RgIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, y, label = 'Pontos', color = 'r', marker = 'o', s = 100)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stack Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dias = [1,2,3,4,5]\n",
    "dormir = [7,8,6,77,7]\n",
    "comer = [2,3,4,5,3]\n",
    "trabalhar = [7,8,7,2,2]\n",
    "passear = [8,5,7,8,13]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qpP7s8aV1y+rGPwKft/4rRzO9xcA2rfW8arveAyYDDzj/fjcoEYpK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\nQggRISShCyFEhPh/CYLaevTh3LUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.stackplot(dias, dormir, comer, trabalhar, passear, colors = ['m','c','r','k','b'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pie Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fatias = [7, 2, 2, 13]\n",
    "atividades = ['dormir','comer','trabalhar','passear']\n",
    "colunas = ['c','m','r','k']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Aj4IuItbE5AVBnngLgatwS8syk5mjMshYEWxV4bGXvXmZZP70Yz7+WUQjBzNE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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(fatias, labels = atividades, colors = colunas, startangle = 90, shadow = True, explode = (0,0.1,0,0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Pylab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Visualizando os gráfico dentro do Jupyter Notebook\n",
    "# O Pylab combina funcionalidades do pyplot com funcionalidades do Numpy\n",
    "from pylab import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/DD17QuvW4ZTUrrvGrkhq0YhwESkcU6aEaUG+/W148UUFRgFSaIhIYXjqqdDCqKgIfRg7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\nkw22r6Gc4oUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = linspace(0, 5, 10)\n",
    "y = x ** 2\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "# Definindo os eixos\n",
    "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n",
    "\n",
    "axes.plot(x, y, 'r')\n",
    "\n",
    "axes.set_xlabel('x')\n",
    "axes.set_ylabel('y')\n",
    "axes.set_title('Gráfico de Linha');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J+AviGX7VcAqYrk8QybZunVcwdu+GmTO92+KbkH46Oee2O+cynHOZwFtAy9M8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\ngtBjBwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráficos com 2 figuras\n",
    "x = linspace(0, 5, 10)\n",
    "y = x ** 2\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # eixos da figura principal\n",
    "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # eixos da figura secundária\n",
    "\n",
    "# Figura principal\n",
    "axes1.plot(x, y, 'r')\n",
    "axes1.set_xlabel('x')\n",
    "axes1.set_ylabel('y')\n",
    "axes1.set_title('Figura Principal')\n",
    "\n",
    "# Figura secundária\n",
    "axes2.plot(y, x, 'g')\n",
    "axes2.set_xlabel('y')\n",
    "axes2.set_ylabel('x')\n",
    "axes2.set_title('Figura Secundária');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SkDAefRTeew/uuw/q6a+hSI1dcYVfFNGrV+hIck7/Mkj+lZf7G7pt28JJJ4WORiRer7wC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\noEREJJVUoEREJJX+H7N5PX/LlKw1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráficos em Paralelo\n",
    "fig, axes = plt.subplots(nrows = 1, ncols = 2)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.plot(x, y, 'r')\n",
    "    ax.set_xlabel('x')\n",
    "    ax.set_ylabel('y')\n",
    "    ax.set_title('Título')\n",
    "    \n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gráficos a partir do NumPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZIdgBIDMEOwBkhmAHgMwQ7ACQGYIdADJDsANAZgh2AMgMwQ4Amcm6pQB3DAJQomyDndvm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\nIDMEOwBkhmAHgMz8P67wfie8PdgHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(np.arange(50), np.random.randn(50))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FC7IexbSwYw/KjP2YdNNlyqiZWtyOYsrg2JMcZ1eXPHkpx+4XXf9iGydPei2I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\ngg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot e Scatter\n",
    "fig = plt.figure()\n",
    "\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "ax1.plot(np.random.randn(50), color='red')\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "ax2.scatter(np.arange(50), np.random.randn(50))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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73Mmwfy4iF/m2hUTkRfeTlRmsjNLB3xHOqJ5BfVV9INMQjM9pHEQjSETbhW3O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\ngg==\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plots diversos\n",
    "_, ax = plt.subplots(2,3)\n",
    "\n",
    "ax[0,1].plot(np.random.randn(50), color = 'green', linestyle = '-')\n",
    "ax[1,0].hist(np.random.randn(50))\n",
    "ax[1,2].scatter(np.arange(50), np.random.randn(50), color = 'red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QaSjUblzy/vKNqdIsIiISh5xz84EBRWw6vbKzSALIGAe7suD8v4dOkrTUPUNEREQkkTkH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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Controle dos eixos\n",
    "fig, axes = plt.subplots(1, 3, figsize = (12, 4))\n",
    "\n",
    "axes[0].plot(x, x**2, x, x**3)\n",
    "axes[0].set_title(\"Eixos com range padrão\")\n",
    "\n",
    "axes[1].plot(x, x**2, x, x**3)\n",
    "axes[1].axis('tight')\n",
    "axes[1].set_title(\"Eixos menores\")\n",
    "\n",
    "axes[2].plot(x, x**2, x, x**3)\n",
    "axes[2].set_ylim([0, 60])\n",
    "axes[2].set_xlim([2, 5])\n",
    "axes[2].set_title(\"Eixos customizados\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WFDO0UzS3jOjGmX3bUL+OJrH7RUWWSHW2YxVsXwIjHvA7ia/M7FVgFJDmnOtb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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Escala\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10,4))\n",
    "      \n",
    "axes[0].plot(x, x**2, x, exp(x))\n",
    "axes[0].set_title(\"Escala Padrão\")\n",
    "\n",
    "axes[1].plot(x, x**2, x, exp(x))\n",
    "axes[1].set_yscale(\"log\")\n",
    "axes[1].set_title(\"Escala Logaritmica (y)\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p81EkyRKEaNm/YzTBOvFySbCESdmxw2mDyBBve7HNe7APHnw/1P4L0mabFqw5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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Grid\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10,3))\n",
    "\n",
    "# Grid padrão\n",
    "axes[0].plot(x, x**2, x, x**3, lw = 2)\n",
    "axes[0].grid(True)\n",
    "\n",
    "# Grid customizado\n",
    "axes[1].plot(x, x**2, x, x**3, lw = 2)\n",
    "axes[1].grid(color = 'b', alpha = 0.5, linestyle = 'dashed', linewidth = 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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O9AcuB8aTvZ13oQbCVZmIbUeQUzvgg8jzD4DLCnNu59yB/fYb/PnP8N57tkSs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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de Linhas Gêmeas\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "ax1.plot(x, x**2, lw=2, color=\"blue\")\n",
    "ax1.set_ylabel(\"Area\", fontsize=18, color=\"blue\")\n",
    "for label in ax1.get_yticklabels():\n",
    "    label.set_color(\"blue\")\n",
    "    \n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x, x**3, lw=2, color=\"red\")\n",
    "ax2.set_ylabel(\"Volume\", fontsize=18, color=\"red\")\n",
    "for label in ax2.get_yticklabels():\n",
    "    label.set_color(\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZjZlNcfcduTi+FA/1ZxYREZFCK0SZBhSuxrkW2BZzf3vwmJSRaH/mxuY2nLf7My9Z0zjg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\nYII=\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Diferentes estilos de Plots\n",
    "xx = np.linspace(-0.75, 1., 100)\n",
    "n = np.array([0,1,2,3,4,5])\n",
    "\n",
    "fig, axes = plt.subplots(1, 4, figsize=(12,3))\n",
    "\n",
    "axes[0].scatter(xx, xx + 0.25*randn(len(xx)))\n",
    "axes[0].set_title(\"scatter\")\n",
    "\n",
    "axes[1].step(n, n**2, lw=2)\n",
    "axes[1].set_title(\"step\")\n",
    "\n",
    "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n",
    "axes[2].set_title(\"bar\")\n",
    "\n",
    "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5);\n",
    "axes[3].set_title(\"fill_between\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qpG1sOnqCugWcsY3jrAZWT1C+HjhkqjgkSZKkUeUbFSVJkqSeTKolSZKknkyq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\nk0m1JEmS1NP/D2Om9wNfi3yxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogramas\n",
    "n = np.random.randn(100000)\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12,4))\n",
    "\n",
    "axes[0].hist(n)\n",
    "axes[0].set_title(\"Histograma Padrão\")\n",
    "axes[0].set_xlim((min(n), max(n)))\n",
    "\n",
    "axes[1].hist(n, cumulative=True, bins=50)\n",
    "axes[1].set_title(\"Histograma Cumulativo\")\n",
    "axes[1].set_xlim((min(n), max(n)));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KYKbmGV7sanV0JWpu78yaBrwJsa8xrRQKx4i5UnVUZcUFIQhdjMXMOO1y54Nz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\nYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Color Map\n",
    "alpha = 0.7\n",
    "phi_ext = 2 * np.pi * 0.5\n",
    "\n",
    "def ColorMap(phi_m, phi_p):\n",
    "    return ( + alpha - 2 * np.cos(phi_p)*cos(phi_m) - alpha * np.cos(phi_ext - 2*phi_p))\n",
    "\n",
    "phi_m = np.linspace(0, 2*np.pi, 100)\n",
    "phi_p = np.linspace(0, 2*np.pi, 100)\n",
    "X,Y = np.meshgrid(phi_p, phi_m)\n",
    "Z = ColorMap(X, Y).T\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "p = ax.pcolor(X/(2*np.pi), Y/(2*np.pi), Z, cmap=cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n",
    "cb = fig.colorbar(p, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gráficos 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d.axes3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xsrKC3t7egkLtZsNxHHw+H3w+H4DCzfHMzAzS6TRcLpeexmOcEH2S/OGrCwCA\nnKyix2fF/FqpiAAAt5WDI+DFypZ516aFzWhBgfXLAxOmIqIYlmXh8Xjg8XjQ3d0NVVWRSqUQjUaR\nSqUwMjICm81WUFfRKE/WcdVENOo5kskkiQjiTKCld2g1BJXm1VRa57/eeudgPgGwP7PAkPInqnjt\n1kO8ODpQ8thaf3fZbBbLy8vo7+9vSuqR1WpFR0cHOjo6IMsydnd3sbm5qc+z0NKeavGA18PKz/4T\niOn8PkBwHLxeMVU424mz8pDLRCqqgWXZgkGn6XQakUgEmUwGjx8/hs/nQzAYhMfjOfJaedzpTJVI\np9MkIo4ZEhHHRDOnTouSjF/7029DswdjoQiudbRjejEEreGDrKiY3tjDN//z3+Lbw7P49P/20bLn\nq1VEqKqK+fl5bG1tobu7Gz09PVU/ttrz17JImW2OjROik8kk7HY7crkc9vb26u5kdJRrXtlNYzWa\nBZj88wbtLObLHOsVVLw5tYnrF85hKlQ6yTq8l8KN7vMYX1wHALz8eBL/8sf+Uc3XzDAMnE4nnE4n\nwuEwbty4ASCfYqDlGbMsW1BXcVSDf1zdmRolelKpFFwuV0PORRDNorgDU71OKkbY72gmKgWCQkNO\nK3jz/rvw6O03Ch9XpQ1RVRWTk5NQFAX37t2rK/2wWpvFcZye2qSqKuLxOMLhMEKhEDiOQy6Xa/pm\nVNnPFBDsQkGxtOAQ9PuMtwHQ0544gYXNY4UsKnphdrXY7XZ0dXVhfX0d9+7dw+7uLjY2NjA9PQ2n\n06lH+GtZ1ykS8WxDIqLJ1Bp9MFKtiPjCa5OY29gtuG16I4a+7jaMLR2kwazvxNF3uQdffjyJn/+t\n/4o//NhP1/W8AHSPtd/vR09Pz7F3hqgGswnR6XQaQ0NDWFlZQSKRgMVi0T02bre76R2gfv+bC0iJ\nB60WY6lM2WNXt8J5gciWX9hdhjzfFocFSxsR9JwPHPn6NBFksVjQ1tamzyox1qOEQiHIslxQV1Ft\n6thJdmc6CslkkkQEcaqptYC60jr/re774OwcGIGBnFbACAdTkxVJheDO38fyDFjOvDnHYTZElmUM\nDw/D5XIV1GOVoxl1WgzD6A6nS5cuIZvN4q233sL09DRyuZzuqfd6vTU/91GvV7ALENMiWD6/dnEW\nHnJOgsWZT18qFhlr/+OH0fGpL9Z0XUCpmEokEohEInoNiSYoDovcUyTi2YZERBPRpk4DONIiVM1m\nXpIV/P7fv2N633Q4gytd5zC7cuC9DkWS4HkOf/f6GP7y24P40ffcLXlcNV4dVVWxurqK5eVl9PX1\nwefzYWlpqeG9urVraeQipbXi6wHNAAAgAElEQVSVFQQBzz33HIB8OD0ajWJzcxMzMzPgOE73tnu9\n3prD3Idd8+OlqH6/jWcwtxUzPe6814bQQr5j08z6Lp7rOY/xpY2S4+Y3d8EyDPqvdeLN4Wl8fXAK\nP/v+F2u6ZiPlFvLiehRFURCPxxGNRjE9PY1sNlswPLCcAWrmsDnjczQqPYFqIojTjCRJmJ+fR3d3\nd9UbsEodlDg7CzmtFPzNCAxUUYXFz0MV849TJBWAgrfe9SL633hNf/xhNiSXy2FwcBCdnZ3o6upC\nJBI5FXMerFYrLBYLbt++DVmWsbOzg/X1dUxNTcHtdiMYDMLv99e1rqz87D8BAFiclvxwOWu+0xJQ\nPkJRcI1uW4mQqAUz22SsITG2zl1cXEQqlYLX60UwGERLS0uJY4YiEc82JCKagDH6EIvFwDCMnpNY\nC9WIiC8PziMUNs+llxUVVvuBh9pm4XG10w9B9eD1kVn8q09+ET/Q/xyc9sICrcO8SLlcDmNjYxAE\nAQ8fPtQX1NM4NbRarFZrgcddFEVEo1Hs7OxgYSFfu2AUFfVEXB4v7mA9ntP/fdFvxeie+fvW6bFg\nxfBvhjOPRuzE03jU14vHI5MAgG8OTtclIqoVbsb0pp6enoLUsaWlJSSTyYLhgVru7XFFIhrVqYvS\nmYjTiLGAenV1taZU0sPWed6zPzk5rcDi53VRAUAXFFafAClTOChNO3c5W5BMJvHkyRNcu3YNwWDw\n0OOrfS2Ntj0cx+ldAY1pT8vLy+B5Xq+jKLdpLSvQLFyBCNAEBHAQhTCDt3KQsoXiweatfcNczdqu\ntc5tb2+HoiiIxWIIh8OYn5+H1WpFIBBAMBiE1WolEfGMQyKiwRTXPnAcpw+Rq5VqRMRnvjZc8f6J\nlR3cvtyFZCqF+G4Ebw2NwWm3gpHSyMoc/tUnP4//71cK05oqeai2t7cxPT2Nq1ev6q1DNZqxkJ+U\nMBEEwbStbCwW09N4PB4PvF4vfD5fyWa10kL9+99eKvi3nS3/+jKpZMG/J1YiuNQewPx6pORYG8/o\nXbneGFtAJivCZj16zcJRIgXFqWPAwfBAY5SH53kIggBRFJvWw72Rxk2SpFM5j4R4dikuoK6Vcvbl\nO9cflH2MtVWAnC18jOAUoIgyhr/vH+GFr34TQPl1e3d3F+Pj43jhhRcqthk/bRSnPWkFylNTUxBF\nUZ/L4PF4Cj4Ls8+lWHCVQ7AfrDd2nwNyzjA3gucgiwoYlqn6fBq1ru0syxY0LkmlUohEIhgfH9e/\ne9qeoRHR5XrTmU5LC99nBRIRDaJc7YNWqHUUDvtBDk4vIbKXRm+rB4sm7UE1BKsNG7PTiCXSAIBk\nOosbvV0Yn1vG33/nHYS2fgQXzvkLnrfYAEiShKmpKWSzWfT395t6eKvJgz2rmLWV1dJ4JiYmkMvl\n4HK59DSecsInkshibC1ecFs4njJ/TpbBzHJp6lKgxVMiIp7rbsV06KD+JZMT8frYPN5373pNr9NI\no9KNjMMDgXyUZ2FhAclkEsPDw02b83EcsygI4iSopYC6HOU2+rwrH4FgOQZiSoalhYecVWALCAVe\nc6vvYJPL2/iCgWhm597Y2MDCwoJp6+/TGImohFag3NXVBUmSsLOzg9XVVUxOTsLj8SAYDJp+Jjv/\nOu+w420C5JwE3pZ/D3PJgz1C5VQmrS5CgTPohLw/L6KWuoh622s7HA44HA5cuHABkiRhfHxcL9Bu\nRMoXRSLOFiQiGsBhU6cbvbGWZRlTU1P47HcWsLCbhYVncedSO4bm10uOtQkcNjfW0X2+FSOzy/rt\n0WQWDABJFPHP/+0f4ZVPfly/r3hBjkajGB8fx4ULF9DV1XXkloFH4bSmSHEcV9A6r3jmQiwWw97e\nHtLpdEFtwG/9wyxSBgPhtLBYCpvXQ1wKOjEeLg1tT67swCpwyIqGkHgui9VwDJ2tPqxu54vsv/1k\n5lSIiGIEQdC7QHV2dupzPmKxGNbX13VBpqVAORyOI11Lo7ozNXvwHkHUgrGA+qgCAii1TaqqYm5u\nLn/ffrG04OCgyCo4a+Gmzuq1QJXzj1VlBeDyA9DGfvj7cPNLXy1Yt1VVxeLiIiKRCB48eGC6uTyt\n63w18DyvD/VUVVWfy7C1tQVVVeFwOBAIBGCz2aBIxk5MVj2tyeLMp8caow2mz1VhOF21NHI943ke\ndrtdr5cwpnxxHKenPdUSHaBIxNmCREQdVNN5ieM4yPLRi6CK2d3dxcTEBC5cuICBUD7VJScpGF+L\n4WbPOYwtFbYAfeGCD6+9M4oXLrUX3L4RiaGrLYjQZhjj8yv43S+8gl/88R8AcGBcFEXB/Pw8IpEI\nbt++fWhh6Vk2BPVS3FZ2ZmYGTqcTqqpiaWkJiUQCNpsN35mLFjyu12fBcNT8nB6r+UKfzIq4ds6L\nydX83IhL530YX8gLxK5zfl1EvDYy16BX13iMRc/Fcz60TiHRaBQLCwtIpVKw2Wx6PYrb7a7KyDSy\nOxPQPFFFENVy2ATqWjCmrSqKgtHRUQiCAN7G6xORSx7DMbD4rQURCWC/Nako6+JDswWKohS0cC13\nzY2IRJwGGIbRa8R8Ph+2tragKAomJiYgyzJ6AVicVkhZqaQ4muU5XUQYU5k0OMvBds3mtRc83u6r\nvulDs7opmXW6Mg748/l8CAQCaGlpqfjdrUdEZLNZmlh9zJCIOCLVhpMbFYlQFAWzs7OIRqO4c+cO\n5sIphCIJ/X5JURFOSvA6rIilsgAAn4PHW/uFtiMLG+g+H8DyxkEaTMDnRWgzDEVV8Qd/8TV89Efe\nA7cj36JTG0YTDAbx4MGDqn7Uz1Ik4jAYhoHNZoPf70dnZydUVcVn31xERj5QDCwD2NUsbnd5wfMc\nklkJk+sHaWmxWNzs1ACAtMEZ5TMMK0pmDyIX0ytbCMcSCHpPX0FwJUNh7BRy4cIFqKqq11Wsra0h\nHo+D53ldVJTrntWomghKiyJOmmomUNeKln6ay+UwNDSEtrY2hP+HnwSQT0+SMpL+N8sx+r+N2FoO\nNmyCI5+GM/WhH8K1P38ZiqJgcHAQLS0tuHTpUsVrbsQ6fxrtBM/zuHDhAi5cuIDEr/88iht5W5xW\n5JJZ/d+Cw1oSjWDY/PtmddtK6iIAwOKy1VQX0WgRUS49yjjgT1EU7O7uIhwOY3Z2Fna7XY9SFDcp\nqWfdrjdVi6gdEhE1UuvcB47j6hYRe3t7GBsbw/nz5/HgwQMwDIOXB8dLjtveS+Nubxvens57pVut\nCrZFSb/ujnPBAhExsbQBi8AjJ0qI7iXxS7/9X/DHv/o/6QXEd+/ehdfrrfo6z+qGvxkUL9QMw+Bz\n72wiK+Xfnw6vFRaOwVYigYXIQU1EX5sDC5EMFBWYWy1NT9NY2c0g6HUikxUxakhTm17Zhs0iIJMT\noaoqXh+dw3/37ttNeIX1UYuhYBgGdrsddrsd7e35iFoul0MsFivonqXVVXi9Xlit1oZFIpLJJIXI\niROj2gnU2rG1zCFKpVKYmprC1atX0draijAOUpl4G18QceBtPDiBhSwq+YiE116yeeWtHAS7gFwu\nh1QqhYsXL6Kjo+PQaznsmk9LpKEWij+LXDwFVVHA7K972tyHYiGhzYWo1KmJ5dmC1KhaaHR77WrO\nx7KsXlOoqipSqRTC4TBGR0ehKIp+n9vtPpb230TjIMlWA1r0wRhOrubHc9R0JkVRkM1mMT4+juef\nfx4XL17Un+8fniyZPmZwcRvXOgPwu2yYLirKnVrZhsAfbKpEScaV7vwCLysKXh+exle+8SpyuRwu\nXbpUk4AAqhcRiqJgb2+vqvflaREmO8kcVqIZqABcFg5ZScFaLIuVaKFvamIrjQs+K9qdDHJlUgoA\nQAVwqaMV1zsDSBuiD6Ik48qFNv3fr42Um4N9stQbJbBYLGhtbcXVq1fR39+Pu3fvIhgMIplMYnx8\nHAMDA4jH49ja2kIqlarrO5RMJmlGBHEiaDanGgFRa9Q7k8lgfn4et27d0rvQFSPY9geeCQe/VePf\nRozFwKv/7Md0T3S1VPqNZjIZZDLlB3KeBTvB8hwEhyYcCr3vmqAACt9fwS6UpDY5Wz3631bvwbq0\n+7GPVnUdjfbW17qWMwwDp9OJnp4e3Lt3D7dv34bD4UAoFMLAwIDe+arWrpan/fN/WqFIRBUcx9Tp\nYpLJJEZHRwEADx48KPCoLof3MLdpXowLAJxgxdVzDL6zUvi80UQad690453JBf020eBpiiXT+OOv\nDuLf/4sfbWi3DyOpVArDw8OwWCxIp9MFBcper7fEc3xWPRLFXqjf/cY8LHzei2fhWUSSIq4GbZhM\nlH6OM+EM3tPjxtxi5eeIpkSw2WTJ7U77QYrB66Onsy6i0b3FOY6D3++H3+/Xz//48WMoioK5uTl9\nkqn2PXO5XFU/Pw2aI06CWguoNVtTTfRtdXUVOzs7uHz5Mjyeg02pxclDypR3XrBCvoDa5i2ti8g/\nPp/vb3Vba+rOU8l2RKNRvV5DlmX4/X60trbC5XKdWftghsVp0bs0aYPoNDQhYayLOCrNSGeq53yC\nIOgzmlRVxRtvvIG9vT0sLi5CEAQ97anarktP03fiLEAi4hBUVcXu7i7sdvuRclFrLaxWVRXLy8tY\nXV3FzZs3MT4+XvKcXx9dKfPoPDPrUdzymy/IClO4cZpb3YbDZkEqkwMYBt8emkYyI8Jhrf2rUckQ\nFE+41jruaEPdIpEI5ufn9cI0n8+nR0LOqofB+Ll9ZTIMWQFURcFOKi9G3RXm1W3HU7jRFcDkSuk8\nCP2YaBxI7pbcHtk7SI9a2tzB5s4e2vyekuNOkmYPm9OihN3d3fr3Mp1OIxqNYmVlBYlEAoIg6ALW\n4/GU3XxROhNx3KTTab1ItJYJ1Ic5rFRVxezsLOLxOC5cuFDwnR/5we8BkK9tEFOi7hG3ea2QsxLs\nPlvBsDOWY6AgP/fA5rHquftHoZzt2NrawuzsLO7cuQOe56EoCiKRCJaXl5FMJvVJyjzPnzo7Ydxc\np//9L+m3s3zp56ndZnFaCuoeBIcVUian1z8YsXqdBcXVNl91tW/NKqxuBAzDgOd5XL58GZcvX0Ym\nk0E4HMb09DRyuZxenO31eqn24ZRAIqIMxujD0NAQXnzxxYYO9DEjnU5jdHQUbrcbjx49AsdxptN9\nvzFWWUQ819mCTNx88zm2uAGfx4Fdw0az5/w5TCyugAEgSgr+n5e+jP/jZ364qms2Us4QiKKIsbEx\n8DyPhw8fFszOKB7qpk353t3d1TvzLCwsIBgMwuv1npmBX8b3YTmSwm5aAgsVqkHEZXLm+a4cy2Bh\nI4IWu6WklauRq+1+5FIcIlPLBbcvrEfgdlgR3y+wfzyxiA+8+4V6X1JDOY6J1UbRzzCM3t9cS7HI\nZrOIxWLY3t7WW1uaTSWnSARxXGgF1FtbW4jH47h69WrVjz3M1siyjNHRUVitVty9exdLS0sl67WW\nr691WzLD4sr/LjRPuc1j1f/NsNpGWEbXp34LePEvqrp2M9sRCoWwvr6O/v5+cBwHURTB87zutVYU\nBdFoFOFwGJFIBKqqYmNjA4FA4NTZCSUngbdbIWdFADI4qwWcFYCqAgwDOVs4S4q3WSCmsgX/ljI5\nWNwOKPt1jpqwyAu56lN/jquwuhHYbDZ9Hocsy9jd3cXW1hZmZmbgcDj0mRQWiwWSJDW0Gx9RHSQi\nTGjEIB+Nar1Dq6urWFpaQl9fn56SYfb4nCTj8WzpADIjvJrD0PIWOgJurEUKO/xIsoJrlzvx5ujs\nwW0wvD6WwT8MjOFXfuIHq3l5BZgZgkgkgsnJSVy+fFkfNlbJYyQIAoLBIILBIABgaGgIXq8XsVhM\nN3oejwc+nw8tLS2nzliY8QevLsJlYRHPSgXfpdWd0lQkAOj2OzA7v4VURkR/bxsez6yZHhdPJMCY\nvJWKqqIj4MVUahsA8NWBEbznVk/VrVGPw6N3HCLisNdhtVr1/u6A+VTyV155BalUCoqiVGV8M5kM\n3vve9yKbzUKSJHz4wx/Gb/zGbxQck81m8TM/8zN4++23EQgE8LnPfQ69vb11vVbi7GMsoD5KQ45K\nkeBcLofBwUG0t7eju7sbQKltEewCGJY1LeblDJFp46wCm8dakHajKgoAFrxNKFs7cdi1a9GSRCKB\n+/fvl43msyyrpzBq6S/pdBpPnjwBx3G6HTltw8d4+/57ZviseLsVUjovGgRH/n6tfoK3lYasOUuh\n3bMFPMB+lMbn81VcW5sRiWi0KDHD+JmqqopkMolwOIyRkRFsbGzg29/+Nmw226Gvj9boxkIiwkC5\n2odack2LOSydKZvNYmxsDBaLBY8ePSrJIy1e6AcXtpCqMJDGJnAYm8t7pj1Oe4mIAIDt3cLp1nOr\n23A7bYgnM2DAICeK+P2//Cb+349dqeo1ahgNgaIomJmZwd7enumE0mrRZghoXXlkWUYsFkM0GtU3\nekZRUdwu7qQwLmSvze2CgQrGEIU45+SxHjafZO63H3wH5rfjsFl4ZIo+c6eVw9TyOliWhdNmQTJT\neK4WjwdAXkSMLm5ifX0dU1NTEAShwNtu9p0+jg3+cTxHrRRPJVcUBZlMBp/97Gfx+PFj3LlzB319\nffjlX/5l9Pf3m57DarXia1/7GlwuF0RRxHd/93fj/e9/P971rnfpx3z605+Gz+fD7OwsXnrpJXz8\n4x/H5z73uWN5jcTppNhxdRQRUc5hlUgkMDw8jGvXrunOmUrHawiOgwnVVpcFUlYCbz3cBiqSApbn\njpS/ryiKHrW+c+dOTbWHPM/j4sWLuHjxIrLZLMLhMKampiCKop5X73a7jy1nXrMB0u9+HIokg2GZ\nfDTCGIEuuhaztCUNTUywAg/eJph2Z3L84Sfw1vd/VB8AFwgETFuonpVIRDkYhoHL5YLL5UJvby8i\nkQhmZmYQCoVw584dvPjii/id3/kdUwFJa3RjIRGxT6XogyYEjiIiKv1YNzY2MDc3h2vXrpXtjlG8\n0I8sR2ATOGTKhJqvt3vxdngVADC/nUCLy45oIl1wzHIkUZLS1NtxHiMzi/sXzeFvvjOM3/nl2jwW\nmohIJBIYHR1FW1sb+vv7616wjJ6J4gJabdpxNBrF6uoqRFHUW336fD5YrdZypz0W8qlMIorfgfNu\nAeth88eI4oEg2Elm8eBiGwamVwuO6fBYMLmrQlZk3Lx4HoPThSlNYcNnO78eQceFHtxw2pHL5fQU\nAGMNiiYqBEE4lgnNx5XOVA8sy+I973kPQqEQnn/+eXzsYx/DxMSEPqW83HO6XPncZFEU9U5uRv7q\nr/4Kv/7rvw4A+PCHP4xf/MVfpKnYzzBmBdRHachh9hgtEvzCCy/A7XYX3KfNiQCAuX96kL4q2IWS\nQWgaFufBlGW7z7G/kVVKWr1quf2b/8tPoO0//umh184wDCRJwuDgIPx+P3p7e+v6PVitVnR2dqKz\nsxOSJGFnZwehUKigjuIwj32jEBMp8A4r5Iy500iDt1v1VKVyaO1fjVi9zgIb+eDBgwIvPcMwBZOj\nm9GdqVFr11HXwUAggA996EN488038Rd/8RcYGBgo67ikNbqxPPMi4iSmTouiiPHx/JyHBw8eVPSe\nFxuGr4ytwmG34cp5G0ZDpXUPjHyQRykpKm5c7sAbRR16ZEXFte4uvDk6o99WYANYBol0Bp99+VX8\n5PvfU9Nri8fjGB4exs2bN2tuEWvGYT/a4mnHWvvYaDSKiYkJ5HI5uN1uvYD2uELb2oLzJ2+EwDNA\nrmg/wDHlNwgbkcIR1kuRBDiWgWz4kBTpwJvFmXRBWdzYgctuRSKdhaKqeGtyCd97/wYsFktBCo9W\ngxKNRrG0tARFUeB2uyGKInK5XNMiO80WEY1MydJqIliWxc2bNw89XpZl3L9/H7Ozs/iFX/gFPHr0\nqOD+1dVVXLhwAUA++uH1ehGJRAq8xMSzQbkJ1I2IRKysrGB1dRX9/f2mzpRKQkWbUWCcVcAXpTQV\nY/flmw8YvemVPOtGFEXB+Ph41XMliqmUysXzvL7mKYqCWCyGcDiMubk5Pa++GXUU2vVo13ZQE1E4\nIM5Y+6Bfs926nxq2P8k6K0JwVhfNL/bS53I5vXFJOp2GzWbTv1+NLIhuBPVcUyaTgd1uhyAIePe7\n313x2NO4Rt9nneqeWn6fOYvsl1VV/cdNu4Aj8kyLiGprHxopIra3tzE9PV1QI1AJozHJijKeLIWR\nkxQkMiLu9LZiaHFbP5ZnGUwtFubPr+2YTz1OF0UypkNb+uA5BgxUAH/0l1+rWkTkcjnMzMwgl8vh\nxRdfbGiBUy0bQpZldcEA5BeleDyOaDSK6elpZLNZuFwutLS0VJ3nXg+vL+zAwrPIFamIPRPDAQA+\nhwXrG9sFt23tpXG79xyG5jcB5D/n0PaB0DD+raGoKi51tGF4LgQAeGd6Gd97/0bJccU1KLIsIxwO\nY3d3F2NjYxBFsSkirNkiopHnT6VS6OzsrPp4juMwNDSEaDSKD33oQxgdHcWtW7caci3E04HReWVm\ne+qJRKiqiunpaaRSKb0o2YzijbfFaS2ohxDs+XSm4jkFLM/tp9Mc2BBNQABagTWzP33ZvHmEEc1r\nfuXKlSMJiFpgWVZ3Ohnz6oeHh8GyLILBYN3DYY0YP1c5K4K18CXdmSweB8T9bAHBaTeNAnHWUoHD\n8iwsXidUSYYiyVBZFhZPaYcmi8WC9vZ2tLe3Q1EULC4uIhKJ4K233mqqiDoK9UQ1tDbe1XAa1+g4\no+CTrotl739/fPJUepmeSRFR69yHo856MCJJEqamppDJZMp6hg577qF9AQEAoqJianMP3UE3lsN5\noXC13YuR8cIpxyuROK50ncPsylbB7VOhLThtViQz+c2srCi42tmGqcV82ozFYsHU0joW17bR22Ge\naqWh5Z52dnYiHo83VEA0IiXF6/XC6/Wip6cHqqrqoiKbzWJgYEAXFS0tLXrr2XpRVRXxjITNvSwE\nrmiDABXLhinVRrp8NoRN6ua1SdcAcLGtBZNzB61dt6JJdLf5sLxZ2O7VYT/4jhWnO5WD4zh4PB44\nnU688MILpiLM6XTW/X6dJRFx1GFzLS0teN/73oeXX365wEB1dnYiFAqhq6tLL+bW6jCIpx+tA5Mk\nSWVtz1FFhCRJGBoagsPhOLSmwOw5zFKZNBFRnEajYfc5da+5hjG9aeff/DP4/68/Nn1sNBrF2NgY\nAoFAwbyK46DYY6/VUWQyGTx+/LghdRRdf/v7kPafS3DaIJdJVxJcdl1IHIbFnRdsilgq0A5rs8uy\nrD4jp6enB4lEQhdRDMPoDqWTaml91NpTIB+JqLX28lSt0QzA1NCM4LRw9q64TrQOGLVMna43EiFJ\nEgYGBuD1enHv3r2a8vSNeauP5zYL7suIChiOg03I/+jcZRwJQV/p4pyTZFzvLfT6uAwLR755hIr/\n8z//edlrUxQFk5OTWFxcxP379/WR9tW+rmppZGoKwzDweDzo7u6G3W7Hw4cP0dPTA0VRMD8/j4GB\nAYyOjuqzBOp57pcGNyDKQFosNLBdLdayNS1W1vz5Jtej6Armc5q9ttJF9nygNE9/N3Ew4fXJ7Apk\nubpNiTFnVhNhPT09uH37Nh48eIDu7m6oqoqFhQUMDAxgZGQEoVAI8Xi8pvermRGgo9YwmZFMJvUc\n2sPY3t5GNJqPDKXTabzyyiu4caMwAvTBD34Qn/nMZwAAX/ziF/G93/u9lGv7jKBFvysJCCD/u6vV\n5iiKgqmpKbS2tuL69etVD6cruX0/Bam4MFpwWMBZuKJjWTAso7eGLbgeKd/KtBxbW1sYHx/XbWI9\na20jJlZrdRQOhwN3796Fy+XCysoKBgYGMDU1hUgkUpOwU1UVDMuCM+muVFxDAhx0XOL3uzJp3ZlK\njivznlp9+fRh+T/97xWvy5h54Xa7cfHiRdy/fx83b94Ez/OYnZ3FwMAAZmZmsLu729DIzGHU4/yp\nNhJxatdoFuDsbNn/TivPTCRCiz5IklT1BFCNo4oIWZYxOzuLbDaL/v7+I6l740L/9sJ2yf3LkSQe\nXjqHN6fXsb5tPhtifiMKlmGgFC2yvCF8+cLlLtitPPweB3ZiSUiyCo7j8OrQlOk5E4kERkZG0N7e\nrhss7b1tJM3+4Rq9URcuXICqqkilUtjd3cXi4qI+aEzzvFc7JVVVVXx9Jgrsv+/Gh/jtHBbKPC6R\nNI9QAECH34OVcByR2F7JfcXpaQCwsBGBwPMQJQnJTA5ToU0819te1bWXe42a4XG73ejq6ioY4hYK\nhZBIJGC1WvVibY/HcyJdmGRZbmg6U7WRiPX1dXz0ox+FLMtQFAUf+chH8IEPfACf+MQn0N/fjw9+\n8IP4uZ/7Ofz0T/80rly5Ar/fj5deeqkh10mcbmqZQF1rJCIej2NjY0PvqV8Nxo13fqhZ3rPN8ixY\nns23GbWXeqZsXjukrASW52B120oiF6qigGEPxIZZlybjDAit7uo0DYurVEehdT4KBoNVpwDxTjuU\n/VkQvNOup3yJ8YP13tjmlXdYAUXJC4n9dUwtep8tLR7TaMRhlCustlqt6OjoQEdHhz6TYXNzE9PT\n03C5XHraUy2TyGvlOETEaV2jGYYBy589Z9IzISKM/beLC9iq4ShFbnt7exgbG0N7ezucTueRW5wa\n81wHF0tFBAAMh3Zwuc2Dqelp0/vDe0nc6G3H+EJhvcTsWgROmxVXOoMYms5va8/7XQBUMMgXYO/G\nk3jljWH8wLvyw8pUVUUoFMLKygqef/75go4fjfAGmXGcxoVhGDidTjidzoJN8u7urj4l1WazFYgK\ns+9TLCNjJZqDXWCRFgsXBkY1/y4xDLC8uVP22pYiCXjsFiyslX4P5tYi4DkWkiHaIEoyrnYEMb2c\nz48anF6uSkTUspCbDXHLZDKIRqPY2NjAzMwMOI7T369ybWUbTT1h8WJqEREvvPACBgcHS27/zd/8\nTf1vm82GL3zhCw25NjyWOdMAACAASURBVOJsIMuyPmCzmt9WLTZHm+ir2Zpq0WzL8j//EIB8R6Vc\nsnwHIcFugZje3wgbZkUUY/U6wbAs5GwOqixDzkmI/ebPw/uJPzSdAQEc7iyq5v5m2YlKdRRaClBr\na2vJBlZV1ZKNv+CwQzWs/4LboQsHAGCLBZcWEeY4yGU6ZgGA1e81jW6YUU0dYPFMBi3tKRQK6fcF\nAoGGpz3VUxORyWSqup5Tu0bvRyLOGk+1iNCiD4uLiwgEArDb7UeeOl1tJEJLiwmHw3j++efhcrmw\ntbV1ZM+oZkym16OImwwBAvJpTQ62skfC4yr9cSXTWdy51IE3Rg7ER0erH+vbWm59/r36T1/4Mn7g\nXS8gm81idHQUdrtdn6htpBkL+UmneRg3yZ2dnVBVFZlMBru7u3rKk+Z59/l8+kC3v5pOQlQBweT9\niKYyJs8EdHjtWF42F4pAvsD6PVfP4euRrZL70jkJ17paMbVUmPLm8xxsKganl/GTP/io+KEl1Fts\nbrPZcP78eb1xQC6XQywW0zuEAPkFPxwON20K+UmJCIIwotmgyclJXLlyperflTGNtRLLy8u6R39t\nba0mZxfLsvp6ze7XbVmclrLiQMOszaiG1XvwO8nPRMgfxwm83oGJZdmSeo1mioBGUq6OYnp6Grlc\nDn6/H62trXC73Wj7m98D7FZIqXytA++0QzF53wSHHeL+MSzHQZHzaWByOlMQnchPuS5MZWIFAQoA\nhuMAyKjQ3Een1vXdGH02zuDQGqlks1lEo1F4vd667XU967bWeeqswgBgOIpEnBqM0YdYLAaPx3Nk\n1VxtOpM2H6G1tRUPHz4syCs/al6h9tihpTJDBfaxWO1o93uwvlOa6gIAM2s7Jddx90oHoBQuanFj\n1yAGgMrgycyyPmq+0kyLWgxBLQvZaTIuDMPAbrfDbreXeN7X1tYQj8chCAKebGTBMCzSogQYhsxx\nDBCKJCFwLMSiGoVWlwWHlz+Xfy9aXKUb3dx+PUbA48RaeLfkfjMaXfRssVjQ2tqqf28kScLjx4/1\nKeSKouizPVpaWhoy26OR6UyJRKLqmgiC0DAWUG9vb+Pq1atVP/awtVFV1YJGHRzH1WxnDhMqxlQm\ns1atdp8TiiSD5Tkokgyr111SYG1x2cAKAuRsfmK2z+fDxYsXS17fWRERxZjNo1hZWUE8Hse7rBYo\n2Rx4hx2qLJsKCG0AKbu/ceasFij7goKzH2yIOasFcrYwSsQKfOlcCYYFUHmvUu+cCONrlmUZAwMD\n+jBTt9uNYDAIv99/pLSn40hnOrUwTE1T3k8LT52IMKt94HkeklTZu1KJw0SEqqpYWlrC+vo6bt68\nWdJlop7C7GpFRGgjjAtt/rIiYjeRxo2e83pK043uc3hzdBZXuwoFwdzqFqyCgKyYH5CmQoWsKPjj\nv/wK/uVHf6ziBu9pjERUQ7HnfWMnjq302wDyiWHaKzjnEnA5YMPQQgrJrISLQRc8dgFPQvnNPXfI\n4g8A27HSmREaCRMP4ko4CoHn4HPb8ProHGLJNLzOygtts9ve8jwPnudx+fJlAIUDA9fW1kraytps\ntpqvp9EtXosHdRFEJYrbhzcSSZIwPDwMt9uN27dv6+fXujNVi2ZbLE4LGJbV5xUYB8oV4wh6Cjau\nBwLCWZBOo9VFKJICdl+LXP/Kn8D18U+anrde23EaREhxHYUy+qX8HSwL7Nt/tUwqq1EkCA47FMN+\ngbeX2lxrqx/qfj2ExectSJsS/C2oJCUbub5rk8L7+vr0zofhcBjLy8vgeV5Pe6p2c1/vnAht/tFZ\nhGFQ0rjgLPBUiYhytQ/1dlfiOE5vB1tMKpXC2NgYPB4PHj16ZPoDaEQk4slieRHR3uJAaHkbkb0E\nAm4HInHz4lzvvqeaYRjkstl8furqNrxuB2L7j1EUFT2dQUwv77eKZVhkRQmvjofw8UM8xMbweCM5\naeNQK194soWcAlg4FaKaX6yvBW1Y3MlgC2kksjIABgvhJADgbrcPwytR7MWTFc/rsVswvrSJa51B\nTIZK057m1yMQeA6iwaCEY0m82NeDV5/kU9ZGZlfw3bcre0SPexCc2cDARCKBaDSKmZkZpNNpuFwu\nvVjb6XQeagQb2Z0pnU6fWMtD4uyhKApEUTx0/tBRyGQyGBoawoULF0pml9S6/hZvvK0eh+ngs7KP\n51ioFTq+5YuH861IObsNrPBUbTcqwrJsScyYdzmgFu1DZEM9RKVOVtXcX/D8L/0HKP/046b3NVJE\nGG2F1vnQ4/Hg0qVLesrq1NQURFGE3+9HMBiEx+Mp+/z11kSc7UjE4S16TyNPza9aCxubdb6oV0SY\n1USoqorV1VUsLy+jr69P3wCVe3w9IiKezmJ2M1b2mHavDSEAOUnB1d7ziEwsmh63HM6f497VTrw1\nNgsgLxqudJ3H2xPz+nFup2HDxDCAomJmZQObkRjaApWnUD+LkYhiXp/fBcOw0MzIjTYXpjcTkFUV\nHpcL2C7sBz64HEXfORvmltfMTqfT2+rGYCQMp9087zOTk3C9sxWTSweDJrrP+ZDOHITBn8yGDhUR\nzY5EHCZSWJbVjZHWTjaZTCIajeods+x2e8Xi9kamMymK0tSOJMTTg6IoyGbzG8Pi71+9v6u9vT2M\njIygr68Pfr+/5P5a7QzLsjj/6f/b9L7i9qIMy+jdmwDAHvDog+SsXmfZyIURJVu+aPtpiEQYYV/6\nD1BtVj01qRyc0w45mQazny5mjCjwDjvkTCb//3QW7L6IqPQ+Cj5vSUpZMY10ElX6TttsNr1bmJbq\ntbq6isnJSXg8Hj3tyejsqTcScaZrIhgGnIXSmU4MbfE0+wI2IhJhfHwmk8HY2Jg+Z+CwDUa96UyT\na1HT9BUd+WBxX9jeK5vusr4Tx6WOICK7hYKk2GO7uH7g5c6nNAF7iRR+7Q8/hz/4N/+i4rVWa8Ti\n8ThsNpve3q8Sp8k4HIYoK5iL5A1HVpIhcCxCOynI+69hL23u6YtmVFxudWF0tXT6tIYW6Vzcjuuf\nSzEt7sK6CK/TAt4wIXVoJnToa2hGCkbx+WsxFMZixuK2slpxu8Vi0UWF2+1uWGG1qqpn6vtHnCxa\nFLzcBOqjfie3t7cxMzODO3fulC3yP4qIEJx2iMmDja7gKE1l0ryjvC2fl1QuopA/joWqKLDtO5sY\nloGUTEOVZFha3BA//WsQfu43Sh97iAgQRVGf13IWHEsMy0IVJbAOO5RMFpzDXtKpST+2qN6EtVr0\nAV6cyaaYNUQkeK8bkGUwPFcS5ShHsyIRlTCmeqmqir29PYTDYSwuLsJiseiD/eotrD7rEWOzeSun\nnadGRFQK5TZSRKyvr2N+fh7Xr19HMFjdFPJ6IhGZTAaPp1crHrNhKJjdiqXwQm87nsybe7V724P4\n6htDBbctFbUV3Ymn4bJbkNhv5wcmf/1ffm0IoihBKGdEqliYRFHE2NgYJEnSQ/7a5q+lpaWkU89Z\nMBhG/nZ4A6mcDDAsVBWw8Sz2svvfPVXF6o55ylKbx4bRuS30tHqwtG1e17IZyQuMnUQGXQE3QpF4\nyTFJg7fwalcrhmdDuH6hTb/tyWwVpdt1Ft4dRr2eMLO2slqHkM3NTczMzEAURbhcLr1zVr2RhLP2\nPSROhnJrvWZDjrJBWlpawubmZsFMhVqeuxxa/YTF7YCYLO0Yx1kFyNmD9YQpc+0Mz4EFdPFhC3gB\nRdHbkwoeFxRRKikMLjhHBRGRSqUwNDQEi8WCTCYDn8+H1tbWgm5AZ/n3ye4XYAP5yISZ2ODsVjCC\nACWbKxARWncmyDL4gF+vvahEI0XEUWwFwzDwer3wer24fPky0uk0wuEwJiYmkE6n4XQ64fV6a54U\nfvbTmeorrGYYxgbgWwCsyO/tv6iq6q8VHWMF8F8A3AcQAfDfq+r/z96bR8mV1WeC331bLC/WzAzl\nnsqUUiUpJVVpSwnocp/2QrepGZsaym0zh27oY3zcYNO4m54ee/AMdnczHDcNPuABg7GNMbTnGIzB\nYBbbgA0DuCilpNSSq3JfI9eIyIz9bXf+ePFevBfvRWTkVspS5XdOSpkRb4uIF/fe3/J9H53d80nx\nBAURtcBxnKnRvRewLAtFUXDv3j0wDIMbN27sSpZyLz4TlFJMT09jeXkZK/nqN1bEL2B+paI/vsaX\nWtOcg8xaMo3maBCryfKitLkhjMxS6biEABRQNIqP/L9fx3962xtdj72T2kcymcTIyAhOnTplulsb\nRj6GD0NlUAG8sioRfze2ritkUA2UauUAAkBrWMDSmnsQwRINkqLBK7jfV16excJauUoR8LpvN7ua\nNCdkf6l0MbuyCZZloKoa1pJpxDdTaHVxuDZw2JyIwzi+x+NBc3Mzmpv1gGlychKEECQSCczM6B4o\nBqciHA7XVQE7xjEOCntNJI2MjEBRFFy/fn3H78xuzmEszA2fXl70mgGDVVYUcCoDCSG/qTTkbQjZ\nSMCeaG0BAqZKX3+1ICKdTuPBgwfo6+uDz+cDpRTJZBIrKysYHx9HKBRCLBZDIBA4WvMExwGl94zh\nORBBAFXyYEURlGp6m5Pl8+QCfqfS0g4gVdYghGFqtjQddCViv8fy+Xzo7OxEZ2cnZmdnUSgUTIWr\ncDiMpqYmRKPRHQPwV3oQQfbPiSgC+AlKaYYQwgP4ASHkm5TSH1m2eTuAJKW0lxDyZgD/DcAv7Oek\nT0wQUetG3m8lIpVKYW1tDRcvXjQVeHaD3fhMAPoA//DhQzQ0NOD8+fOY+vY/VN22s1HExor9saH5\nDVeCdXMkgB/cn0Q44MNWxt6r2RaL2oIIzjphld5bWVHxxW+/WDOIcBvIjYBoY2MDV65cgd/vN4M6\nlmXR0NBg9vgakrxGUJHP51EsFiHLsmul4qhhOJ4BALCg0Ih90o/5eVSrKWVK3hGPVrbxTPcJ3J+1\ne0H0nAhhaKtcccrI7hNmpiChu7UBRUnB/Um9dakoKzjV0oSpJf2YDyYXawYRj5sTcVCIRCJobGwE\noGddt7a2sLW1hYWFBaiqilAoZPp7VFMdUxTlmA9xjLpR7Xuz2zlIURTk83k0NTXh/PnzdX0f6w0i\ntra2MDQ0hL6+Pmh/XX6cF71mRYLzeUA1DaxHH29ZjwCGY6FY+FVslYSHFVSjIKy+P9U0aEUJ6v/4\nv8H+q9+0bec2dyQSCYyOjuLy5cvw+XyQJMlhgmZ1kpYkCSsrK2hsbHys8wT/jU9AA8D4faCybLYZ\nMZbWJFYUAYZAzbqLoFSDNQhjQ0GgVE1iQ6EduRAGHkc7U70ghCASiaClpQWappltTzMzMxAEwfzs\n3cbrV77Eq7uUcr2g+hcoU/qTL/1ULhTeCOC3S79/EcDHCCGE7iMCf1XMjkYlYbdQFAVjY2PI5/Pm\njb0X1Du4W8nafX19iEQiiK9twC9w6G0Ou5KrvS73nEaB3o4YNkfnbI/3nAgjvrKKM6facXt0xn6N\nrH3QjScz5u96/73+79zKBoYm53Gxt2vH1wPo2YGHDx8iEomgv79/xwGnMqgYHx+H1+vF9vY25ufn\nQSk1F36HZVS2VzxaTSOZ1ycMRdUc/Y08U/17urRRrjKsp4vgGALFwmsJVDiZLiZyaAj6kXBR4vKy\nBH4fhyXLuNAYDphBxND0Ev7FzYtVr+VJCCIqe2s5jkNjY6MZVKiqinQ6jVQqhdHRUUiShEAgYFbA\nDGPKbDZ7bDR3jH1jN1WCQqGAwcFBeDwedHd31/1drOcca2trmJycxJUrV+Dz+WA0shqLl3oVlBiB\nc/geeKLBmq7Jpl9CUYLbUsm6jlldXcX09DSuXbsGr9fr+rqMBWckEkFXVxcePHiAfD6P+/fvg2VZ\nxGIxNDU1PT6yrSG9K4qmHGs1iVcrWH9pIUw1vZW4UAAritAMx3NBMH+veoxIFOw3/wDyG/6t47mD\nbmc6yLnCOm4zDGPrSMjlctjY2MDIyAhUVTV5FAZPph7H6oWFBbz1rW/F6uoqCCH45V/+Zfzar/2a\nbZvvfve7eOMb34ienh4AwJve9Ca8733vO7DXWA1k53amJkLIbcvfn6KUfqriGCyAOwB6AXycUvpS\nxTHaASwAAKVUIYRsAWgEUNtDoAZeNUHEbisRRhaku7sbZ86cwYMHDw71/JIkYWhoCIIg2MjaE2sZ\nPFrPg2MIrp06gTvT9gz1djrjdjgkMk4C78Kqfp9QOL/00/ENWzYonZcQi4awntT78wOiD5lsDgzD\n4oOf+Qo++/5/5zhG5WBiGNSdO3fOXLztFizLIhgMmkGFkVFOpVKYm5s7UkHFZ1/SM/88o9cVK9/l\nvOQuE9wc8iIeL1cZ4qkcrnSfwN3psvt0Nl+h8kEITrU2ugYRPjGIiVl7AJnNlbd7OLVY83UcthrR\nyxFE7KTOxLKsbYKyyspOTk6iUCjg1q1b2NzcBMdxdV3zUZ6gjvF4Ue8cZK0SzMzM7JooXWt7g1vR\n399vjpO86LW3LlW4UfN+D5SCbLY7cd5yJlwIi7ZAwnRNrggkqKrqLTaqCsbrBXEJVKxzx8LCgunC\nXe94TggBy7Lo6elBT0+PKS86OjoKVVXR1NSEWCwGv99/6PwJKkkApWYQUQus6Ne3B8D6fGVytCXY\nsFUwggHQogSmFjcmtLOC4kEq1x3kWF7reH6/H11dXejq6oIsy9jc3MT8/DwymQy+/OUvI5fL7fjZ\nchyHD3/4w7h69SrS6TSuXbuG17/+9ejr67Nt92M/9mP42te+dmCvq17sQKzeoJRer7UBpVQFcJkQ\nEgHwZULIRUrp0EFeYyWemCDioNqZVFXFxMQE0uk0rl69Cp/PB1VV90yMBnZuZzIW22fOnHGYpTxa\n0VuMFI3izsymLZBgCMFM3OkXAACTKym0NQSwnNCDjN62Rjya1km1E4urOs3BMtanMnmcaj+BqcXy\nwrWzpckMIrKlMjYFxffuDtfMQKiqarqp9vf3H2j/eWVGuVZQEYlEXtZWlLsL+nvFMwSSy1uzuuUu\n93ciKCAetz+2mS1nmggB5lY2HftpLsEgoLfablcQJTMWbsbg+CyGh4fNRXTlxFpPdilblPF/ff4l\nvDQRhyIVcSLkwy/+1CX8Lzefqrkf8HgqETvBTVY2EAjg85//PGZnZ3H58mV0d3fjne98J97whje4\nHuOoT1DHeHzYbZXA7/ebbu77PYfhbl0sFm3ciu3/+g4AAC/6HKRnzsK54qrwr8zzsiz4SNCu6sQw\nEMJBgGF0haZMOYlBXbLoBp9ucnLS/O7s5vtb2Q5llReVZRkbGxuYnp5GPp9HQ0MDYrFYTb+C/YB4\nfaBZfd5lfH5QxT15ZIDx+aBVJonctqsyj3INjTqhWpEdvStzc3Nm8GSgFo/h/2sor1EJT8BwBEID\nj/6HP3Td/qBFOOrlWPA8bxq8apqGRCKB733ve3j++edx6tQp/NZv/RauXLni2K+1tRWtra0AgGAw\niPPnz2NpackxRj8WEAKGO5j3klKaIoT8A4CfBmANIpYAdAJYJIRwAMLQCdZ7xhMTRNTCbrJAw8PD\naG9vx9mzZ21OoPv1mXAzq1MUxTa4u/X5ja/YlXoeLiTN1qbORhFTFZUJK1qiITOIaBDLx07nZfS2\nN2PCEjAAwImGsC2IIJaefmNwohQoSjL+4tsv4udf/zrHOVVVxa1bt9De3l53L28t7CT9Vy2oSCaT\nL2tQsbpdwGpaBqUasjJxZKFCHhbrW+5VI4/LXDm/kcHFriYMzW+goyGI2QWnYtP06pYjGASAYlHG\niWgIa8nyPksbW/B5eOSLMrZyRQiBCDRNw/T0NHK5HERRNIOKnbL48WQWz//u3yKVzoDKehYzmcnj\n1z/7Paxv5fDL//xy1X2Bly+I2K8CVF9fH55//nlsbm7iM5/5DGZnZ6uaTgJHfII6xmNFrTmEUoq5\nuTmsr6/bqgS7nXfcgghVVfHgwQOIooinn3666njMiT4oJalXXvRWlQvlg35bwOHW1gToLsrQtJJK\nEwsuGND5AbIMNhKG+mcfAPuW99r2icfjEEURly9fdr3Ovc4lPM+b301VVZFMJrG8vIyxsTGEw2HE\nYjFEo9EDGZP4b30a0FQ9MCjYEzmMKJZblLJ2gQ3ClT5zvw9aLm8GFozXA63g7CpgSu8nKuYzJhzR\n+5lVxXztk5OTKBaLpqqV20L9H7tfA2W7/Dl6mvWAheFqv+cHLQe+F4lXhmHwhje8AR/84Afxwx/+\nELOzswiFQjvuNzs7i8HBQdy8edPx3IsvvohnnnkGbW1t+NCHPoQLFy7s6pr2iv0QqwkhMQByKYDw\nAXg9dOK0FV8F8DYALwL4OQB/vx8+BHAcRADQb9ypqSkkEgk888wzjh7o/X5J3M6fSqUwMjKCrq4u\ntLe3Vz3HeNzOg5AUDVlZhYdj0RQQMFXjvGuWlqbJOTultykacgQRhYrJYDZebpOz8iJACP7wS9+2\nBRGUUiwsLCCfz+O1r30tgsHaKh2HhXqCCmOxfJBqHv/jpQVIqv4OeViCgmL/PFtDPFJV/ALzLpME\nANCSWngs6MWsy/NbuSJOtTZiarmcSIgGfBiZXcal7mZbEKFqGnrbYhib00seUytJ/PTNi+js7ASl\nFLlczjRzSyaT8Pl8KBaLppkbIQTfGlrGJ743haVkDoRlzQDCACHAJ/72Hi73NOPGmdaq79XL1c50\nED4R2WzWrNQYLUj14ChOUMc4fNQiVrtVCTRNw+joKDRNw7Vr12zfi734PljHNEmSMDg4iLa2NnR2\ndrpfr/V8O/AhDJJ1eXsemixDiARrehQY5GrGqwcnVJJALFl1TdOwuLgIQRBw4cKFQ203shKzDWVA\ng5jt9/sRi8UObF5gfOVWJUYU9cW98ZwoQsuXqzOE50BL6kyM3wdoGpgSSZjxesznAICUyNWE502u\nRTW0tbWhra0NqqoikUhgeXkZGxsbUBQFra2tptkblTUQXn/ffe3lhKMRRNy98WO4euv7juO/nO1M\nO0GWZXAch7Nnz+64bSaTwQsvvICPfOQjjoDj6tWrmJubQyAQwDe+8Q08//zzmJiY2NM17QaEACy/\nrzmrFcCflngRDIAvUEq/Rgj5LwBuU0q/CuCPAXyOEDIJIAHgzfu97ld9EJFOpzE8PIwTJ07gxo0b\nhzKAWScDa8By+fLlmkQgVdMwuerMQMeTedw83QRFql0CXUpkcSLkA0OA5VU7byadd5aUp5c3QBhi\n9rQmtrM2XoSR9uZ5HkOT86ZnhCRJGB4ehiAIEEXxQAOI/TqR1goqcrkcbt++bZOU3Wul4gdTyVIf\nLIOCJDtkdgM1nCjXkk6/BwAYXUqiJSKC0OoTdFM4YAsiTrc2YCCZguDSSxwOlO+1oalF/HSJXE0I\ngSiKEEUR7e3tmJycNO/L+fl5ZLNZ/NWjPL7yKAeA6BKFBQnXettwZ3IZhADXek5gLr6G1WQC7/vs\n3+Frv/2vwbHur/mwidvAwTlWG1Wa3eAoTlDHeLxwm4MM2fCGhgb09PRUNairF1aJ7Ww2i/v37+PM\nmTOIxWKu23Oi7oRsnk/goVXhbVVCCAWqPxet3ZOvn0tfqCqKgsHBQQQCgX21F+1lnmAYBtFoFNFo\nFJRSZLNZrK+vm/K3BjG7mnLbTjCDJbfsMkP0QKJUkdADgiriLyxb9ujYzWu0vJcG0TwWi5kcka2t\nLczOzkJ6/lf1S7JUHVgPA4YteXDUyI4fBrF6P+N2PfvKsowXXngBb3nLW/CmN73J8bx1zH7uuefw\nK7/yK9jY2KjbF2zPIGRflQhK6QMAjh4uSun7LL8XAPzLPZ/EBa88e7wqqHUjuw3GlFLMzMxgaGgI\nFy5cwKlTpw5tYWOUpbPZLG7dugWGYdDf37+jksD0WhpFxX0SuTu7iWwd8nBNQS9ONkcdj08srcNT\nsdDczhVwqs3OyehqsUxAFqlXSin+4EvfQiKRwMDAAFpbWw89i3QQMIKK3t5es3QejUaRSqVw7949\n3L59G5OTk2a2ph7IqobVtASG6AO82zBfLYgNejmspty9IyiArlgY6yn3IAMAMgX7NWZzemCZyjgD\nTMXyHRiarm1g6PV60dbWhgsXLmCJbTUDCACgigRCgPvxLM61R9HXGsStkSlTInhyeRN/9eJI1WMf\nVJWgFg7KsXq3QUQ9E1QgoC/AnnvuObNf+xhPNirnoHw+j4GBAXR0dFSde3brL2ScI5lM4t69e7h4\n8WLVAMIAJ7pLYnKiD5zoA+vzOrZhq3g9MBwLoanBfSFUIgobEqWaVAT9+icxMDCAzs5OU7L1cYEQ\ngkAggJ6eHoiiiLNnz0LTNAwPD+POnTuYm5tDNus+TtvAcYDXr3sFWVFFtcpq4Ecq3lfGZ18fuPlC\nMMFywEbCznme/8cvuJ43FAqht7cX+MV/D2JRBAqe9sPX4AHn5cDwLDhvOak29obXO45zGJWIvawh\n6r13KKV4+9vfjvPnz+M973mP6zYrKyvm8W7dugVN0/YsDLMbkJLEa7Wfo4pXRSWi8qbM5XIYGhpC\nJBLBzZs3D721gmEYbG9v4/79+7hw4QLC4Z0zNQAwtpys8SyBX9j540tLgKw4e/ElWcGFk80YqlDq\niUXtvAjbe2N5H4OiH5/5yndwo6fRJKAfBvZbidgJbpWKVCpltvYAut+Aof7kVqn48mAcRZWCIUy1\nuQKprHvLUnvEh60atKaFRAZrFvnXSkyuJCFwLCRFRSTgxdi8bhoys5IAz3GQLYHQmkW2t1YQYZ0Y\n5jYy+K2/HoYZQFANUPVsJSEEHEMwPBl3HOMP/+Y23vS6C2BcFhQvRzvTQWXIdiPxWu8E1dzcDELI\nyzpBHePxwlqJMBSYLly4YKqDuWEv7UzFYhFjY2O7GpP5UABKKfnAiWWFIKvKEusVwPB8VddpwrLO\nliaG0TkRJVBV1d2tfX5QVQHkIp566ik0NjZieXm57tfpev4DniesBmiSJGFzcxNTU1MoFAqmtGhl\n5YR/8Yv2a/KLdXkU1AAAIABJREFUwA6kauL1gpa4E8Z7yHi8tlYnxus1+RVEEEB4AVSuwzw33GBT\neTJgLNRvX30WmkL1CkRpkcoK5cUq72WhyhoEsTqx/qCJ1ZTSfSV/dhrzf/jDH+Jzn/scLl26hMuX\nde7eBz7wAczP66Iz73jHO/DFL34Rn/jEJ8BxHHw+H/78z//8ZUqOkiMdLFTDqyKIMGD07S8uLpo+\nDLvdf7c3U7FYxKNHjyBJEl73utft6gsytlR98djZKOL21Dy6YmHMr1dptgewVVAgqe4Vi6DfOclI\nin0isKoCEQC01NKUK0jI5HJ46tz5PQUQhx0c7BUcx5k9s0A5qEgmk6bzcWVQ8fXhVXAMkFMBqmmO\nTBwDYCnp/hnUanMCgJDPg0h7E4ZmV12flxQN59qaMDq/it7WRgwk9XtBVlQ81d6E8fmyE+HSRgoB\nnweZfBEbWxmsbG6hpdEZ0Br3OaUUv/inA1At8xBVypPXla4oBh4t4epTnRgYn7cdYyqewBe/8yP8\n1LWzCIfDtvv+oCeew0Q2mzUrBzvhaE9Qx3g5UO2zNMQ1VlZWMDMzYyow1cJuiNWUUr01pTTP7CSN\nmvvd/2D7m/P7zECiFirdq/mw3vqxU2++NTNPVUXPsrOsGUDXMx+8HG2QbhAEwUbMTiQSWFpawtjY\nGCKRiOmoXAvEX05E0Fy5okFYFkQUHYpVRhWishpRFSyr/wAAVKDGbWOMvwxHXDfjvCyoSs3fAZh/\nr6+vmzwK4OCJ1QfVhloNzz777I732bve9S68613vOrRrqIr9O1Y/FjwxQcRON7Kmabhz5w78fj9u\n3ry5JwWA3bZIrK6uYnJyEidPnsTGxsauzzkerx5ENPh5UACxSLBmENER9SHA+RBPOLkVG9vO8uxM\nhV/EeiqNaEhE0tiWMABVoUFvt/n4F/4Wv/lLP7ebl7UrPO5gY6egghCCRytpaNQY+CgqHSJaQwIW\n1tyVmdQdWqZCXg4Srb0gCJXaDYoVE1EkYM+gU0rR2dKI0Rk96zc0veQaRBiVgv/+t+NYSRXMChSl\n1KxCXGiPYOCRXs2Y35LBMYytXQoAvj28hMsnGzE1NWUzDlIU5dANoA5qYsvlcju2hBg40hPUMR4r\nGIbBxoY+ttbrf7Abk1LDD8Hv9+/ZK8cgVhsBhfE/6/VCtSgN8aEAtFIgYSUEc6GQw0yNaygvrgnH\nQ7MsoCFZZax3HuePQrBt5RYYxOz19XVMTU3hn8jFMmfBL5qvj4hBXYK1BOIXQQvOpBIRBH3mcCln\nM14vwPGgxfLnQEKWJKgYsFc9GmK2c1pBKcXIP9Nbk1gfA8rp54ucDpkyvby/fA9ZeZLb73gbZn/j\nP8Pj8aCpqckkMx8U9lqlPooJyd2D2NrbXil4ZaQD9wFKKZaXl5HL5dDd3Y2+vr49lct205+qKAoe\nPnyIeDyO/v5+NDY27slnolYQgRLZ9t7sOpqC1RdkVFWQrULYml7eRFi075vK5HGyxd5e0d1q50kA\npbIjw+Kr37vteO5JhhFU9Pb26prrTT3QKIOCUhrEXMrHjf7qg2wyXbvPVpZljC1twuepvjDYykvw\nChzG51Zsjysuk1HIUn0amnFvaaKUIpWT8ecD83ap2lIA4eEYrCfLgetGRsKlU22O43x/dAktHV3o\n7+/H008/jVAoZGbxZmdnd8092Q0OalLJ5XI7ZoyPcQwrKhe7hvqQJEm4evVq3Yv8eoIIg5gsCAIu\nXrxY90KbC4jgKpIMjOW6uNI4YfzPer0mn6FecBFngoIpVfWoJAHBEOg/fA7AzkHETq/rcSSbDGL2\nU089hf7+fkDwAt6KqrzfvRWS+EU7H2KXXkqE37v3EqUUVKXQFAoq298z3seD83BgS63SvM95r/b3\n96O3txeKomB5eRnz8/MmZ2S/n8FeKxuSJO2ZAH9UQEqViGo/RxVPTCUCcA4kkiRhZGTEdD3eqeRY\nC0ZpeacJIJlMYmRkBN3d3WhrawMhBJIk7TqISBdkLFdpgQFgVgY0CrQ1BLGRLrhut7y5hWxBhugV\nTMM4AxqlONXegsFHdnfj5saoTd6VZd15EaqmIb6RRGIrg4ZwfS0fu8XjrkTshC8MxsFyxCwfuxmV\nKkX3NgGWIVjcrF5FAoCVxBbykoor3THcnXTvG55aSeFS1wncGZ2xPe5WfVItgUU1XoSmafjNrz1C\nUVLBMLriCwVAS0HEpY4wbo3b9y1QZ2AuKyq+dXcKLzx7ATzPmxk8lmUhiiJYlnWYBBrVisfpPG7F\nbtqZjnGMSsiyjHv37sHv98Pv9+8qy7pT4qpYLGJwcBCdnZ1ob2/f9bURhoAL+E2FJobn6l6sMB4B\nXDAArdTGxEXCoLICQhhQFoCmlKrWFZwIhgPjF0GLxV1XIo4yXBe+O3EiPF7AqCxwvPu2fhEo5PTn\nARCP18YzcQMNRUGM97KS4A3A8+v/CbLAgBUArdSmpGRUsCWCNe/joanUDCQ4DweGY21mgoZ7NKCv\njViWtZn5NTU1IRwO7ykg2EslIp/PH3p1+9BBjjkRRwqVLtADAwP7UoWpx2ticnISqVTKQWrbi1nd\noxpVCIYQzK0mzL9nEwX4PTxyRfsg1NkUxNyiTnq92NOCu4/sfesA4HHJLlUmsBdXK3gRxr+EgSQr\n+MRf/M2htTQdhRJ2LdyeSyJXtOh/M8SmzvTUCT+CnILeRg8YaJBUitmUnnlvCXmxkE6gGkI+Acub\n+nuv1phfFVWDx6WkHN/cRjToRzJdDkbXLEpPIzPuQclGRsa9hW2AYUAZVp+HNBWUamgQPbg3veLY\nZ3wljbaGEJYT24iIXpxpa4AiK7gzMY8XnrX7IGiaBp7nzckGsDuPz8/PQ9M0W1CxG9fzgyRu74ZY\nfYxjWGFIhZ4+fRoejwdLS7UV0SrBMEzVKl0mk8H9+/dx7ty5fRPz2YAfaslRupIgzfo8UPNFkNLi\nhvEIYAQBWqXrNMvqs4LR2tTY4K5IpFGAsWTe95FRt+JxzxPc7a+WW5l8IqDpDtKuLUXWQI1zSZa4\ncQyNgMPYXrIIdQTD+vnqBNUoOC8HxaLs1/xMWb6U8/KQshJ4Hw9VUmoubGlJ8r25udlm5reysoLx\n8XEEg0HEYjEbj+IwkM/nD03c5eUEeYVwBa144oIIRVEwOjoKRVHQ399vLj7qda2uhlr7ZzIZPHz4\nEC0tLejv79+33jcAPIpXz1A3iRzimfK1pPMS+k8149Yju9JSc8gPo8bAVhkI1lPOXv3Fdbsq1Goq\nC9HnQdbQFC+Rq40p4u8Hhg6VF3FUM1Q5SUGmqNnIaQwhUCng54BTsQCGlrfR7KOIp8qD/rlmEQvJ\nPLyorbDR0SAimdCDiLGlhGugaJ63ytjT2dxoCyKW1lPmcZY3Ukims4gG7YvkT97ZgkopCGMhQ5cI\n1T2NfgwknKphhBB0NjcgFvJhYi6OW8N6EDw0vYTf/F9/EqLXbi5VOaFUqmSpqmoGFYuLi1BVFaFQ\nyAwqapWuDzKIyOVyx5WIY+waRkX64sWLCIfDSKfTu55/qiWfEokERkdH8fTTT+/fk6f0Paw0mmM8\ngt1DouSczLgE82QHkzpXCIItyHilVyJskCyLfSOgsMLKh+AFwFBactsW0CVjKyG4j3801KBXgSxg\nhr4D7eJP2h4zAghrMMEKHNSS4azRxsR5y0GOodwU/+V/idZP/QUA51hrNfOjlGJ7exsbGxuYnZ2F\nIAjmc9XG773eA4VC4RUfROgSr8dBxGNFIpHAyMgIenp60NraalvMH0QQ4eY1MTc3h3g8josXL1Yd\n0CudROtBrUpELOhBvEKsJ5F1LkgliwzczGrKdaCeWUkgEvQjZVloriS2ERE9piyp6BXw9Ol2/Ojh\nBDSjX8dymKnFFaRzeVPtaScVDUop4vE4CCFoaGio2bryuDNMtfCXg8slCdOSP4SmQgXQKAqgShFD\ny9vwcgQrW/a2tLHVLE42iogFOEwsVfcI8Fn0uyVFw+WTTRiccsqpdjSFsLnlzq3wVwzWGqXoao1h\nbFY/zvD0Mp595oz5fCJbxOiG7CiDU0XSqxAzzvMb4D0e/Oj+mO0xSVHx/YfT+On+c+VrqKPvlWVZ\nNDQ0oKGhAYAeVGxvbyOVSmF5eRmyLNuCCmsp+yB9KI6DiGPsFvF4HDMzM7aK9F4SSW77LC8vY25u\nDteuXTvQ9g3iEUBLZGnG7wNUFaxPHzuM/wE9uNCKkmswYYALRxwEaxs0FUBpzJclaC9+CeTMP605\nR+bzeaysrKCxsfFILhYpywOEAZEKejBQS4LVHwRy1b1/qsKjk6tRLOi/W9ufGBbgoFeOAVBNAQGg\nBu0t3MM/pQcTnJczW5k4r86BYAV7Oxvv46EUSy7aHAvqcv/WUtojhCAcDiMcDuP06dPI5XLY2NjA\n8PAwKKVobGxELBaD3+/f9zz/ZFQiXpnE6icqiNje3q46uO43iKjMChUKBQwNDSEQCODGjRsHXqqb\nWKleiRBdSLZTq1s41RLF9IqeJSYENl7D5nYOp1obMbVsX7RSSnGq7QTujs/aHm9uCCNb3MS1c90Y\nHJ8FhZFB1r0QzPGEEBSKMv70q/+Ad735OTNQqTYoSJKEhw8fwuPxgGVZLC0tQVVVUzbVzTX6qGao\n/n5sHbL1lqIUfoGFnydYyOjX3Bb2YtLFpGhuM4sOMQCBYyBVMRRMpioz/u6DdWtUxL3xOQg8C0m2\n3+NZl8pFWCxntoZnlmxBxIf/7hFUag/eqKYCVENPk3sVAgAudTXiH0fm0RELY7FCLex796ccQcRu\nKwUsy5russYx0uk0kskkxsbGIEkSgsGgGVAcVPB53M50jN1CkiT09/fbxrG9zD/WIMIwR00mk45j\nV6IeKVRW9AMMY/oPGKg0PLNdj9ceTAA6GZv4fDtLvAIgoTCQt4yFxmvQlJqVCKN1KxaLYXx8HIqi\noKmp6cAWoIcGn1hVIQn+YLki4dvZT6IWKO8Bkd19iCphSLYqBffr4jyc42+GY6EUFRCGcRCtd0OE\nNngUXV1dpveGwaOIRqP7coQuFApPACfiuJ3psaOnp6dqtodl2X2pwFgngXg8junp6QPpR62GWkFE\nNu9Ooo5FAmYQ0dUUxsyCvQc3Fg05gggAEFwqAQLP4XR7DC8+nAAAsyVGLZkGCIIASZJAGAZUVfH1\nHw7aggg3bG5uYmxsDGfOnEE0GjUHIFVVqxq8HdUAAgAWEvmyKhMAgKK70YeReDnLFPJUHxQmVrdw\n6WQMd6bcPSDSRfu9PLq0AZ4lkCsIEvlCEZKi4mxbE8bm7cdaWHNWtFTLezps4UWkchK+MboJCgpi\nkamligSfwGJkbs31OlujIh7NrwAgaIs1OIKI7w/N2BY2B9FuxDCMmeUyjpnJZJBKpRCPx5HJZDA8\nPGwGpj6fb0+LjeNKxDF2i+7ubsc8tJdKhFH91jQNIyMjIITgypUrNb879UiRq3/2Afd9/T6nYdwu\nwZaCfKIClNEAtcJJWQzq2XRjAe3x4e//xfsBvB8AsMQT/GTyvrm5Ycz39NNPQxAEdHd3Q5ZlcwFa\nKBTQ0NCAWCz22OYKMvJd83fN4wOjSKBeEUTdQ2DgE/VAy2hhKpYqG5JlzveUFsscD00Mg6j6ukYL\nRGxBixJuAigFKVWFJp5/AzgPZ1YXDDT3nTCrEgaBmvd7IOeK4P0eqJJiKjZpFT5Se/X8qfTeSCaT\nWF1dRS6Xw8jICJqamtDQ0FC3fGwul3vlVyIIMblHryQ8UUFELXAct+92JkmScP++PsDduHHj0BRk\nktliVbUlQFdccsPoUgo8x0JWVJwI+zGzYH9+O+eerYhv2heaLMOAYwkeTJUXmNPL6/ZsGqXgOQ40\n0ASuoR2jCsG1//gnEImMlU+/hICHx3PXe/Ff36rrUU9OTiKZTJqVItmSuWJLpkOVrtGJRALr6+sg\nhCCXy5kGb4dJ0KoXj1bT2CqoJZK5jqCHtQUQAMAS94nNL7BY3UpjJZXDhc5GDC/YbatDPgErCftj\nRYWirz2G4fnyYp5lCCYW9MDB8IuwYiubR1tTBMsW12tr69PIbPkz/t+/PAyqObOYVJXR1xnGwCP3\nEnxQAJZLvbTbRefrjW9uY2p5E73teqbpMByrGYZBKBQyW5yWlpbQ0dGBVCqFyclJ5PN5iKJoBhX1\nZjCPJV6PcRDYi7iGQaweHBxENBpFT0/Pjvfsbv2MWFGEms3uqo2C8QggguAwSDMNz6yeCNFGdzUh\nfxDf+Z9+x/EwlSm+E30GP5m8j83NTYyPj+PKlSvw+XyQSufjeR4tLS1oaWkxzd8WFxeRy+Xw6NEj\nxGIxhMPho29oKQbL6kxG8GD8bgREnnJ2nfoDIFJ9FQc3cB4OUrZoViEEUV/+sQIHnmNNPoQQ8IJq\nFLzfYz5fqc60/X/+EkLv/6MDMZszeBSNjY3Y3t5GR0cH1tfXMTc3VxePAngyOBHA/szmCCGdAD4L\noBl6j/WnKKUfrdjmnwH4CgBDyvFLlNL/sueT4gkLImrdzPttZ8rn85ifn8fZs2fR2tq65+PUg/Gl\nTYO77EDEL2Bj3b2lJJ2X8ExXDPemV6C6lEcnljdNx2IrFje2EPJ7sZ3TB7T+8yfx0tCkbVtJVnC6\nLYapBV2ZR6IMvG1PgQs3AwDUbApZiWKjIAMqRVGR8LnvjeBb96bxgecvoavthCvp3A1Wgze/3w9N\n0+D1erGxsYGpqSlba0soFHosk8Vf3i3xIUrzI6Waq4JSpuCejWoLe/CoFAsmshK8PIuCpRWp3UKq\ntkL02QfS060NGJ/RCfUbSaekKwC0NNqDiMX1JASegyQrmF5eR74oYXQ1h5dmt3TzO+tnRDU8dSJQ\nNXC91hPDbYtb9eTqNoJ+D9IVAeuLI7OHGkRYoaoqOI5DMBhEMBhEZ2cnKKXIZrNIpVKYnp42gwMj\nqBBF0fXepJQeiaD1GK8cuN1Hu/EZMiDLMtbW1nD+/Hm0tTl9WNxQd8XDSoYVRbOtifH5oOXzYKwL\nslLbE+vmrBwMgSoyCM/X1dIEAFAVfPfnPwzWx4DwDFgfg+KqBNZXvqbvtl2F5y8/jmvXrsHj8VSt\nMljN3zKZDBobG7G6uopHjx4hFAqZykCHOd5QwoDyAkhJylvziiAWToTmK1cymby76SiAcsDg9loF\nS6uOoWhVg3ehBBrMCoR5HRYjOTd+A6ATqWmFqpZVnYmv8JU6yLHcOJaRDKrGo2hqanKM109CEEHI\nvjkRCoD/SCm9SwgJArhDCPkWpXSkYrvvU0r/5/2cyIojHqofHPYaRKiqirGxMSQSCXR2dh56ALG5\nuYlvvfQQJ0JeXD7pbJVqi9TOijIlRZ3FNad0qKJRnOlwGsdpFDjVoQcDp9qacGt4Chql6G619yie\niIb0XwgD38mnywFEaWCUVAqW94Kw5b7ala0CfuNL93Hq1Gnbl3432QuGYRCLxUxTn4sXL8Lv92N1\ndRW3b9/G4OAgZmdnsbW1tSdTv73gzlzK/ho0FXnJeX+tbrl7RFjbnOKpPC6dtLsii4L7YDK3YQ8U\nIv7ye72WkcC4vK+VAaWiauhq1u8tTaMYm1vBB/7mETQKUNgnEKqq8PAccgXnhCV6eIxXtE9RAKfb\nnQ7PL42WA43DDiLcjk8IQSAQQEdHBy5duoQbN27g1KlTIIRgdnYWt27dwoMHDzA/P490Oq0bMtXR\nW25gYWEBP/7jP46+vj5cuHABH/3oRx3bUErx7ne/G729vXj66adx9+7dA3m9xzj62G22Np1OY3R0\nFMFgsO4AAtg5iNja2gKzA8fHjTTN1Og3JyUlIiYcsT8eirhtjh/824+DC3EQGngIDRz4IAt/t/34\nVNYg/8K7dmUgRghBY2Mjzp07hxs3bqC1tRXJZBK3b9/G0NAQVldXD8XY0oDqFQGOB5ElUF6Axnuh\nee3vteYP2f6mPudnQT21F8MaX3qvLPK4SrCh5j4zv/AzAJycB6AcJBhKTJzPA87nAevhwfk8ZSdz\nn8fRs7+bMXInuLVGGTyKq1ev4umnn4bH48HMzAwGBgYwMTGBZDIJTdPqIla/EsZowjBVf3YCpTRO\nKb1b+j0NYBTA7g1kdoknqhJRC3sJItLpNIaGhtDa2opTp06Z5dS9gBBSc/GkaRomJiawvb0N2RvF\nWjqJtbSEm70n8NJkuX1FrNFjDwAjS0l0xcKYXXDXJHfjPwCAr0SU83AM1NIk5K/IehuZcqH1KbB+\nvRedKjKgSiBs+bgM74EGDayUQSGbxnKa4Of+86fxhff9G/B19jgacONYCIKA5uZmNDfrQUyxWEQy\nmcTy8jLS6TQ8Ho9ZqQgEAgdOvJNlBVMbOV0RAwBPKCQQxwI85GGR2HY3DCQVr2l4MYmI34NUKYMv\nV8nqrW3l0d4gYimhl763M+XjZwsSupsbMLNir2DkJOeiIlgqVb+m7xT+9sEcHq2ppexURSuTpoBl\nPDh5IorkjN0f4nxbGAPjFT1zAHgX7feXxubMCeflqETsVD0ghEAURYiiiPb2dlBKkc/nkUqlsLCw\ngG9/+9v4+te/DkVRMDAwgKtXr9bsz+U4Dh/+8Idx9epVpNNpXLt2Da9//evR19dnbvPNb34TExMT\nmJiYwEsvvYR3vvOdeOmllw7sdR/jyYDBHevr68Pc3NzOO1hQK4hYX1/HxMQEXguA8YvQcuW2RkYU\n6yNHC+VWpt26LAOwtTYRnoDhCFiBAWEp/F1e5ObLbbyaQvGPF2/gdUO3dn0aQoip3EYpRSaTwfr6\nOubn5+HxeExi9n5bkpXpu+ANWVa3ecZFpUrzimBkS7tyabzUvCKYQvkzoR6fWd0wH7NIu2qCfdGs\nsTwYAHIgCqKpgFo+N+dhIVnakQyCdOx8O5R8EayHByvwZrWislLB+TwOPgRw8JWIWuM2z/M2HkUq\nlcLq6io++MEP4v79+zh9+jTS6XRVlcwjP0bvXIloIoTctvz9KUrpp9wPRboBXAHgdvGvJYTcB7AM\n4H+jlA7v7YJ1PFGViINqZzKUMIaGhnDp0iV0d3fvm1NRa3DPZDK4desWBEHA9evXMbdZHkhuTW+g\nr6VcfdDU2pmUoqzidEv1rETlAtPAZjqHy70dth75bN4eNM2tbIANNIKPlqsxajZpCyAMENYDJbcF\nKEVALuDWgzG85lc+hMS2uxRpLexEmPN4PGhpacH58+dx48YNPPXUU+A4DgsLC2aGeWFhAZlM5kDI\nd3/9cBUKBWSNAqCQVA1eznnvtQSrT7KVLWU5SUVvW5mAuFqlNQkAGgP65OHhWUwur9uei0WdA+jS\n5rZjoFcUBec6GvGj4Un81VhGD3+ovb+VUoqAAAzNb+L+QhJnWsuZxaagF/en3c3q4tvOvt1EOo/p\n+KZ53MNUVNnLxEYIgd/vR1tbG/r6+vDud78bH/3oRyHLMj75yU/i+vXr+I3f+I2q+7e2tuLq1asA\ngGAwiPPnzzvMxb7yla/grW99KwgheM1rXmOSwI9xDANLS0uYmJjA9evXEQwGD0QWFgAWFxcxPT2N\n69evl7cNhhzbATArFYxPn3cYzx5Ub8JR14dvvfePIEQ4eBt5CAEOvGj4EXD6T6j8Y7Q3vXTtNbs/\nvwWEEASDQZw6dQr9/f3o7e2FLMt48OABBgcHsbi4iEKhOgexFljFuZ/q3Z2aG7UYzhmVC6MaQT0+\nUMELKlT/DCjLgbLOBActyXQv/d4nTfdphmMdCkusi9ojAJMTYbQwMRwLXvSCD/jAB+qTc98NVFWt\n+1gGj/LcuXN4//vfjxs3bmB1dRU/8RM/gfe+972u+7wSxmjCsVV/AGxQSq9bfqoFEAEAfwng31NK\nKxcSdwGcpJQ+A+D/AfBX+73m40pEBfL5PB4+fIhIJIKbN2+ai5G9qGu4nd+azaSUYnFxEQsLC7hw\n4YKpNDO5Yv/cR1fzuNAexvDSFpLp3S/CrVhPF9DSEMJKwn6OmfgmumP2wW92JWF73Yl0DoHT/Wa+\nXS1kwAjuJUSeY9F5uhdjY6PmY6mtbfzUe34PA3/w63Vf714GKJ/PB5/Ph7a2NjPDnEwmMTs7a0p2\nRiIRqKq6p0Hw60Or8PAsiirg44C8wiLgISgo9qArUKNqFE86P8eH8wlERA9kRcXypjvvBQDSJXWN\n0y0NGJ6yu5CrLi6x+aKMrhNRzFkCSJYXMD4fB3g/stQLED37ZCubUg1nW0K4PZkDIcTmGt3dJGKg\nyjUuJ3M4EQlgrcLI8PajRZxu01vkDjOIOCifiJ6eHgSDQXz6058GoJOs68Hs7CwGBwdx8+ZN2+NL\nS0vo7Ow0/+7o6MDS0tKht0ge4+iDUoqpqSlsb2/j+vXr4DgOiqLsO4iglGJ6ehpbW1u4fv06WJa1\n1UuJXwQtVSSs1QlGFAGN2gIJWtEWSYIhoFSdJ6GILlNqfO+McURT9d8rXgdhCAjLgC154fAl6dFw\nt4itWUs2XqZQcbAtqn6/HydPnsTJkydRKBSwsbGB0dFRaJqGpqamXb/nmuADI7m3rbqCZaGxou4p\nAYByAkg1iddSIEBZDsRiIme2NO0EQkAYBnKuoDtQy5qzyuAVTB4E57d0H2iazWyOF722akT+d/4d\ntDf80oFzInYLgyP55je/GW9729vqGqeP4hhNCNn3vEgI4aEHEH9GKf1S5fPWoIJS+g1CyO8TQpoo\npdUNq3bAE1WJqIWdgghKKZaWlnD37l2cOXMGTz31lMOJ8SArEZIk4d69e9je3sbNmzfNACJdkLG6\nXTEgEYLlVAFR0YPF9eomdAbim9sI+KpnwbuanZWKvu4WeCraUHJFCT1t5f52PtoOypUHGSq5Z284\nluB0zI+p9Qw83nKQUShKWN/YxC/+zp/q+9dZFdhP9cDIMLe3t+PixYu4ceMGenp6AOifwa1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CwDxYVjEaqoFFw61Wa2J7GRVoCwICVpP0o1EFJ+TQKjYb1CZtjDsxhZKFcZ8hWv73L3CQxO2N2r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\neaAdWL7JxhJ4pEkEJA/g4A/Krlu0ayum7Zq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jk1o+Aq2UwHKL11o8/NWrg8uWES2FXC7H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fyNrUAQBDz44IMYHBzEz372s5yQw/VQX18v79jee++9uOeee3b8nBcIu3riWgdvyXnK6XTi\npz/9KZ588kmUl5fj5MmTOH78uNzfvh6BSIVkv2q32yEIgmy/ut6YubKygtnZ2TVTorcLlmXR29uL\n+vp6lJWVyc/X6XTCbrfLeQ5Wq3VbC9mFhQW4XC4cOnRoyzvq9z+WuQVMIhBAOolgY5ycTJ0qrKYZ\nWiYRtEwQaHAcL4upaY2YEaHRJgkGABWJiMU46PWaNUmEEoIgwOVyweFwIBwOy/oU5RweDodx7tw5\ndHd3b3v8/f3vf48vfvGL+M1vfrMjbWoX0QbQrh6Ldw2JUIIQgpWVFZw+fRqnT5/G5OQkLr/8clx3\n3XXw+/34/e9/jy996UtykvJWwfM8PB4PnE4nfD4fTCaTvJOfbeBcWlrCwsJCmn3shcBmBNSbFWdv\nBIIgYHh4GFqtNmcuQEpc+6l/xPD0kny91lqKWYe6razaUoCy0hL0pzgvNVeWYsKVng+h1TAormyA\nN5y+i3W0yYazi+nEo7rYhIWUisOhqoK0cwJAd00Bzs6otTOfeG8L/up9rRle4fpYq0rB8zxGR0dx\n6NChnO4UAuJne//998Pr9eJHP/rRBWuNW1xcRFVVFVZWVnD11Vfj4YcfxjvfeWFcrXYYu3riWgdv\n6XmKEIJz587h8ccfx4svvoh3v/vduPHGG/HQQw/ha1/72oZ7+pWIRqNy+5DJZILNZsvY3uJ0OjEz\nM4Ourq4dNWPo7e1FTU1N1lbIWCwGh8MBh8MBg8Eg9/dvhgg4HA4sLS1tSRCuxEZJRDyavM4l2pgk\nUTUgVgykNHE6Ua3QGbTgWV7WSigdmWiGVpEISWchEZDU6e/v79r4eyPZBzscDhBC5IC4gYGBnIjb\np6amcOutt+LUqVMq2+FcYo9EXBzYlSQiFdFoFC+//DK+8Y1vYHp6GseOHZPbniwWS04Ws5LI1+l0\nwuVyya1BUtuT5MMfi8Vw4MCBHQ9pSYUygXorAuq1xNkbOVY8Hkd/fz8qKip2rH3rO08+j//98xdU\nt9VXlmJ6KUkkulv2IUy0mFhypz4c+2vKMLqsJgVHDzajz5HZzaOzsRKDS+rguVKjDu4MyajdVSb0\nZmhx6qkpwJspJOKHd16KK5o3JzLPBqlKsbi4CJ/PB4vFgoqKipw6PnEch/vuuw8mkwkPPfTQBf9u\nS/jqV78Kk8mEz3zmM3+S8+cYu3riWgcXzTwVj8fxzDPP4G/+5m9QX1+PP/uzP8PNN98s795vFpKr\n4NLSUlr7kMvlwtTUlJw0vxOQMhoqKys3bBkaCARgt9vl4D2bzbZmThOQJEO5qqakEgklgQAgEwgq\nxZGJVwirBV4kBlLlQMqQoCl1VgSAhBNTIiMixst6CTrxmrdLIpSQCOb09LQcBLodQbbX68UHP/hB\nfP/738cll1yypWNsBBdRFXlXj8W7OrFagsFgwNNPP42enh68/PLLGB0dxS9/+UvccsstoCgK1157\nLa6//vptiZuVyY8NDQ1ya9D58+cRiUTkfIM/BYHIRQK10WiE0WhEbW3tppOzQ6EQBgYG0NTUtKO7\nDtdeejCNRFQUF8ok4mBDFQbmPOhpyUxiFtx+2IrNsHuTLksrocy7WHk6TZotKwDsKzXCHU4nC47V\nzK1SzoC6YkFRoqYiV9DpdHKa7hVXXCG3483PzwPYvuNTLBbD3Xffjfb2dvzd3/3dBTEHkBAKhSAI\nAsxmM0KhEF544QV8+ctfvmDn38Me1oNWq8VPfvITfP3rX8cHPvAB/PSnP8WHPvQhWK1W3Hbbbbjm\nmms2ZedJURSKiopQVFQktw+NjY0hFouB5/mc9MFng5TRUFFRsanMAWleFAQBHo8Hc3NzCIVC8nFS\nK9sejwdTU1Po6enZkXascDC+5ljHxhOBc4r7SC5NAi9A4AGtLv15sTFOJhMcy0PH0IiGWVkTISHV\nKhbYOoEAAL1ej0AggJaWFhQVFcFut2NqagoFBQVZBfrZEI/H8eEPfxhf+MIXdpRAAMCrr76qqiK3\ntbW9XarIbyvsVSISmJqaSvNKJoRgeXkZp06dwunTpzE9PY0rrrgC119/PS6//PKc2K1KPeiSFZ7X\n64XRaJRbg3LhB70WdjqBer3kbK/Xi/Hx8R31D1fiso/+PeZXPPL1siITnKsBtNXaMOsOI8ZyYlp1\ngQluf3r7UmOlBQurUcQ5Hu0N1Tjvz0z4OuvKMbicLpLu2VeCs/NqpyU9TcAJgACCBosRJUYd4hyP\nOMfD5Y9AEAiMeg0K83WoKs7D/77lyDbfhSTm5+fhdDpx6NChtAlZqlK4XC4Eg8FNOz6FQiHcfvvt\neN/73odPf/rTF9y5Y2pqCjfccAMAsRpy66234v7777+gz2EHsat3v9bBRTVPTU9Po76+Xr5OCEFv\nby8ef/xxvPzyy3jPe96D2267DQcPHtzSb8jtdmN8fBzl5eVwOp3Iz89HZWUlSktLc/ablDSHxcXF\nGUPxNguO47C8vCyneUt2saFQCCMjI+ju7s6p3blUiQgnxNXK9yUaicsVglhCE0HTFHguqYXgOR6M\nRj0XUIqqApMQVytJhCS4BqCqRFByJSN5rO2QiPPnzwMAmpub5dtSBfobEWQLgoBPfvKTaGtrw9/+\n7d9e0PH8LV5F3tVj8R6J2AQikQhefvllnDp1Cq+++ipaW1tx/PhxXHvttVsakFdWVjA1NYWDBw/K\nLjVS25PUGgRAbnvKtSPSnyKBWinOlsKUWlpaUF5efkEqMN/4t1N49BevqG674lAT+mddqlToYwfq\n8cexhYzH6GqqxuCCB50dHRhIsV6V0GItwKQv/edSZs6DM8UFpKvaDA1DYdoZgiuYFFcfrCzA4LxH\ndd+bL6nF393QueZr3Agk/UswGERHR8e6FYJUMkhR1JpVCp/Ph1tuuQUnT57E3XffvVut/3YSe29o\ndrxt5ql4PI7Tp0/jiSeegN1ux0033YSbbrppwxVbj8eD8+fPo7u7GzqdTv4d2+12eL1eWCwWefG4\nVUghbyaTSUWGcgXJ3tZutyMej6OtrQ1WqzWnY8r/+id1Do907GgkOVbTFKUiEWyMBc0w4FixMiGt\npTRajXwMiRAoSQTH8nI7kyS41us1iYwIWlWJkC7+w//c2mbi/Pw8vF4vOjo61iQHLpcLdrsd0WgU\n5eXlaYJsQggeeughTE5O4oc//OGOV5RTq8hXX301vvzlL+P48eM7et4tYlePxXskYosQBAF9fX04\ndeoUnn/+eTAMg2uvvRbXXXcdWltb1/yRSQ5Eq6ur6OjoWHNXNx6Py25PkiNSWVkZiouLt/xD/lMn\nUBNCMDk5iWAwiKqqKng8npyJs9dD/8Q8/senH5KvN1VXoMJSgj+MzKruZ87Tg9JoEYhkzoe4/FAT\nznm1iPPpPwkNQ8NUUIhAlFPdXmHSYDkk3p+hgIZiLWhGg4I8LV6f8aQd52htId6YUushHrypGx/s\n3p5mhBCCsbExCIKA/fv3b2kyTq1SFBQUQKfTyWYEN998Mz71qU/hxIkT23que8iKXT1xrYO35Ty1\nvLyMn/zkJ/j5z3+OqqoqnDx5Etdcc03W+UOq8nZ1dWXctRcEAU6nU05vttlsm3ZLIoRgZGQEer1+\nzVTt7SISichuT6urq1hdXc0JAVIilUhEE2YZKmemBDFgY6wspJa0EKlrKYqioNVr07QQUmWCZmhZ\ndC2NwUoSoexq2gqJcDqdsgvXRjfoUgXZZrMZJSUl+N3vfofHHnsMv/rVr3a8OwK46KrIu3os3iMR\nOQAhBA6HQ257mp2dxZVXXonrr78el112mepHx3EchoaGkJeXt2kBs9IRyePxID8/H2VlZZtqe9qu\ngHq7kM6fl5eHpqYm+fyEEITDYblKwfO8bI+7nshus+d/x91fh90TQOs+K+yrYfCCAJrRIBRVVwjW\nqkZc0tGKgKCFj6XhSqksdNRaMLySTj46K82YckdgzSNYCfPwxcSfU1OFCeeX0zURLWX5GHeo9RMv\nfu59qC5Ozx/ZKKQE8ry8PDQ2NubMNMDv9+OVV17BN77xDXg8HlxzzTX41Kc+ha6urr0qxM5g703N\njrf1PEUIwdmzZ/H444/jP//zP3HVVVfhtttuUyUPr66uYnR0dMNtP6luSVK703qbYWNjY6Bpekfn\nkmg0ir6+PrS3t8uhozzPw+VyyQRIsovdzgJ3oyQCADiWA61wZ5JyIlITq2maAkUrqg4sD61eIxML\nSXQtpVsrz7cdEuH3+zE8PIyenp4tvyfRaBSvvPIKvvjFL2J1dRUPPPAATpw4cUGsuS8y7OqxeI9E\n7AAikQheeuklnDp1Cr/73e/Q1taG6667Dg0NDXjooYfwj//4j6isrNzWOQghKkckQghKS0tRVlaW\nta9RElBXV1dv+/xbQSwWQ39/P2w227r5GyzLwuPxyG1PG0kFXw+SA9T//eMEeiftmFxeRSQmum4c\n3V+HM2Pzqvtnq0ZUFJvhYwrBCQT5eg066qwYdYQQiImVh6Mt1Srdg15Do7XCDJOewR+n3VAYekBP\nAywBUgsaBg0NjmPBKf5gLTTglc9fs6XXDiR96EtKSnbElm9ychK33XYbvvrVryIcDuO5555DUVER\nHnnkkZyfaw+7e+JaB7tmnorFYjh16hSeeOIJrKys4KabbkJVVRVeeeUVfPOb39z0go8QIrsleTwe\nuVc+Va9GCJFTotva2naMQMTjcfT29qKlpSWrZi8ej8sESKfTwWazoaysbFOVeqfTiW8+mXyNUYVl\nN0VTiIVjoBLH41gOFEXJadU8z4OmxL8JRIBGq5Hfj0wkgkkQDSlPQkkiJNG2zqDdMomIRCLo6+tD\nZ2dnxsDbzWB+fh4f+tCH8K1vfQuvvvoqzp49i1//+td7G0Nq7Oo3Y49E7DAEQUBvby+++93v4vTp\n0+ju7sZ73/teue0pVz9GlmXltqdQKISioiK57YlhmB0XUK+HYDCIwcHBLaUgZxNnS/a4G3kPw+Ew\n+vv70djYiNUoj2s/8wg4xWq+paYc5xfTbV0vba/H6+PqasQlh1pxdkFdOdAyNFqrSmHM00FnLAIn\nEIAQBCMsJlf8IABohkE8xd31QGUhBpfSdRXNFkNadeIDXVX4h5sPr/taM4FlWfT19aGqqmpHCOTg\n4CDuvvtuPPbYYzhyJHfC70zgeR5HjhxBVVUVTp8+vaPnegtjV09c62BXzlMOhwPf+ta38OMf/xjv\nfve7cfLkSbzvfe/b8qaL1Cu/tLSEeDyu2u2fmppCJBJRVT9yDY7j5BamjWpAgsEg7HY7XC4XioqK\nUFlZuW4lW5ng/Lnv8yoCAQDxqFSRSJIIABA4QSYRmSARC12eDjzHg6Yp0AwDRiOSCo7lodNpwHG8\nKqBOgnT5n/7XxomAlBLe2tq67Zwrv9+P97///fjOd76z54q0Nnb1WLxn8brDoGkao6OjmJmZweDg\nIP7/9s48rKk73//vhARk30IgARTEDRBQEZfWWvcKbrVqq0JrrU5bR7vc++sz09a5Ou1ttXodZxwd\nO+20detUW61VQKVuddBWq4jgrlBFhATIQggQsp1zfn9gjoQEQ0ggSL6v5+nzSJbv+YaG7+e8PyvD\nMMjJycGqVatw//59jB07lk17cqT1Hp/Ph0gkgkgkAk3TUKlUkMlkKC0tBYfDgV6vR3JycqdMlrSF\nQqFASUmJWQG5PXA4HAQGBiIwMBBxcXHQarXsmk1NTTbrREwCyjSFOQxAQowIl3+rZF9z+34N+kWF\n4zeJ+fC5wlv3EBUWggp5842+MMgPV6SWXZsMFI2r5TIkx4pxsbLa4vmYYD7u1Vs8DG9P696yXlzL\n+6C0WPvElwmtVovi4mL07du3w/3nH8X58+fx5ptvYs+ePUhISHD6+q3ZtGkT4uPjoVZbtsolENwV\nlUqF/Px8XLx4EQqFAtu2bcPq1asxadIkZGVl2V3/xOVyIRQKIRQKWW9/UVERjEYjeDweUlNTO01A\nUBSF4uJiREdH29X228/PD/3790e/fv2gVCpx//59NDQ0QCgUQiQSWTQQaWhowM2bN9nhe1qNZUe9\nlhh05vMiGJphU5mstWblcDmgjJYiQ681NAsJK891FFOHrJiYGIcFhMFgwMsvv4y3336bCAjCIyGR\niC6goqICYWFhFrmpGo0Gx48fR05ODs6ePYv4+Hikp6djypQpCAkJcfi6pgJmlUqFkJAQ1NbWgqIo\nNu2po73/7aGiogJVVVVITk7ulIIsU52ITCZDbW0tvL29zYqza2pqcPfuXYsOVDuOnMX/fJljttbw\ngX1wscSyBiKprxhXy2UAgJHJA3GxwvpMBwBIi4/DpfuWkYVhMaFWh8n1DvXBPYWlKOkv8EZJtbnq\nWDcxBAOjmj+bKcJkC9MMjoEDB3ZKBOrUqVNYuXIl9u/f3ymdWVpTUVGBRYsWYeXKldi4cSOJRBCs\n4ZZ2SqfTQSaTmaWK6nQ6ZGdnY8eOHZDL5XjhhRcwb968DtuX+/fvo7q6Gv7+/lAqlQgJCYFYLHZq\ne26aplFcXIywsDCbaa/twWg0oqamBlKpFAAQERGB8PBwNjqbnJwMX19fAMCyT8zPaK1Gxw6P02n1\n4HK4ZtEH2kiDYZjmwmqaYYurPfge7GtNBdR8Lx64Hh6gKYpNceI+eB6AeXvXFoLk9+nlNgfwMQyD\n69evs8PkHIFhGLzzzjsIDw/H6tWrO+UeoYdFk936LCYioptA0zQuXryInJwcHD16FF5eXpg6dSrS\n09M7VLRGURSuXr0KHx8fswJmg8EAhUIBmUyGhoaGZs/8g1oDZ7ZYbTmBOyEhoUvat5qKs2UyGRQK\nBTSa5pvzhIQEhISEmP0OVQ1NSPvdWugMDzso8T08EBjgC0Wd5ZC4EfGxqFI1oIb2tahfMOHtyQPf\nLxSa1jlLACIF/pCozAv3Qnz4UDYZ0PpP0NfTAzqdvjkl6gERgb1w8g+ToFKp2MJ6Ly8vVjBZa9Gr\nVqtx7do1DB48uFNmcOTm5uL//u//cPDgwS6rsZk7dy7ee+891NfXY8OGDT3BAHUUtzZcNiB2ygpS\nqRS7du3Ct99+i5iYGGRlZWHixInt7s5XWVmJ6upqDBkyBFwuFzRNQ6FQQCKRQKvVIiIiAiKRyCFn\nkaldrL+/P2JiYjq8Tls0NTWx9RNarSX5DWUAACAASURBVBZxcXGIjo5mbUNLEaHVPKyF43I5ZiLC\noDOAy2sWByZMQztb/szhmqZWP5wRAcBMRBgNlNlMCZNo8ezVnJmw6kUNpFIpGhsb24yo3LlzB3q9\n3ikp0p9++ikKCwuxa9euTmvlunHjRhQUFECtVveEM9ytz2IiIrohDMOgsrKS7fZUWVmJp59+Gunp\n6Rg9erTNtKf2FlDTNI26ujq21sDLy4vt9uRIBwaKonDlyhV2OndXF2GZBExTUxOEQiEUCgXq6+st\nirOXb9yNnF+umL13VGIsfr1RbrGmTy9PpAwehILytlNoUgdEo1hiGQ6PDvVBRZ3B4vGhvYNRWF5r\n8XhyZAAul5u3fJ2dGo21c4eaPdbU1MQW1ut0OoSEhEAgECAoKAgqlQq3b99GcnKyw8V1rWEYBnv2\n7MG2bdtw8OBBu2tcOkpubi4OHz6MrVu34tSpU0REENqC2KlHYHJYffXVVzh9+jSmTJmChQsXPjLd\nSSqVQiKRYMiQIVYdQgaDAVVVVZBKpeDz+RCLxXYXNzMMg5s3b4LP56Nfv34d/ny2MBqNuHjxIkQi\nETQaDWpraxEaGgqxWAw/Pz8s+0RtJiAAwKB/eH5TD276W4oIU8qSaeBcS1HQWkQ0d2jis3USHC7X\nbKYEt1Va1D/fC2T3bYqoMAzDRlRkMhlqamqQkpLisK09cuQI/v73v+PHH3/stC5MPTCa7NZnMRER\njwENDQ1st6dz584hMTER6enpmDx5skWKiin/Pz4+3u68SFOLVZlMBqPRyKY92dNi1SRgoqOjIRKJ\n7Lq+M3hUC1m1Wg2ZTAalUgkPDw/cV+nx5qfmKU1+3l7w4PGgbjSPGiTEiKDj+UGuY6DRmc9/MJHc\nPxbXpZaFDyPiwnDhnsri8ZToIBTdt3x8eO9AFNy1bz4ERVFs+1/T/7/Y2FhEREQ41RgwDIMvvvgC\nOTk5+OGHH7pkyriJ9957D7t27QKPx4NWq4VarcZzzz2Hr7/+usv20I1wa8NlA2Kn2olWq8XBgwex\nY8cO1NbWsulOLe1KTU0NO2+gPVGLlsXNwcHBbLqTLRtSUlICiqKc2nCkNaZGJ5GRkYiIiGAfMw1b\n0+l0+DTXMi1Tr9WzN/kmEWE0GOHB87Ba8wCYpyR59fICl8dli7HZFCYbIsIkIFqj1WpRVVWFyspK\n6PV6xMfHQygUOhQ5uHz5Ml5//XUcO3asU2rnTPTAaLJbn8VERDxm0DSNgoICZGdn4+jRo/Dx8cEz\nzzyDjIwMnDp1CjqdDkuWLHF4ArXRaGTTnurr6xEQEMB68dsyJPX19bh69arLOkCZWrhGRETYzKXV\narWQy+VYuObfKKsxr2FoHY3w4HIRE9sHZbIGJMeG42Z1o1mqEQBEBPtBYexlkZoEAP3FwSitMa+j\n4ADw8+ZD3WQZoRD78yFRmUc0Tr8/BWH+tsVAZWUlJBIJ+vfvz0aZTDM3BAIBAgMDO2ygGYbBX/7y\nFxQUFODbb7/tsinn1iCRCPc2XDYgdqoDSCQS7Nq1C9999x1iY2ORlZUFlUqFyspKrFixwu7GHzRN\nQ6lUQiKRoKmpCeHh4RCJRFbnVty9exeNjY1ITEzsNAHBMAzb4jo62rpDRq/X47WPHtoDvda81Wvz\nkLnmG3WTeKAf1EdwW0VoHk6r9mB/9vDwYEUEl61/eCgiKIMRfK+Hv+e2RARg3vFQoVBAoVAgODgY\nERERdp/zUqkUs2fPxrfffov4+Ph2v89eemg02a3PYiIiHmMYhkFFRQUOHDiATZs2AQDS09Mxffp0\njBo1yqFuT62v0zLtic/ns2lPphtJmUyG3377rVPSZ9pDyxau9nhR/n3sPN777IDZY96ePPA9PVH/\nIKQ9anA/XCh/aFhSYiNws6YRhhYtYkfFx6LgvmUUIszfCwotbSEuBoT741a15evFgV6QKM1rMuJF\nAfjhzXE2P0tZWRlqa2uRnJxslnJgNBrZmRt1dXXw8/ODQCBAaGhou/OXaZrG6tWrUVVVhe3btzvt\nu9VRepAB6ihubbhsQOyUA9A0jQsXLuCjjz7C+fPnMX/+fCxatMihCIHBYEB1dTWkUil4PB47y8HD\nwwMVFRVQKBRISkrqtBx8eydrL17V3EjDmogAHgoHpoUzyfRvDz6PfT0AVjgYDUZ49fIymy3RspDa\nNJyuJV/+2XpnKp1Oh0uXLpl1PGQYBkqlElKpFA0NDQgLC4NIJLJpjxsbGzFjxgx8/PHHmDhxos3f\njSP00GiyW5/FREQ85hgMBixYsABxcXF4//33cfLkSWRnZ+P8+fNISkpCRkYGJk2a5HDLt5aYcvFl\nMhkMBgN4PB4MBoND0zEdwZTClZiYyE40bS9NOj1GL1sPpdq8Q1JKXxEul9VA4O+NRn4A9Eba7PkB\nkaFQG4AatRYeXA6CQ8Kg0pq/BgDS+oahoNxKylJMCC6UKS0f7x2EgrvmbWZ/93Q//L+pbbdONQ1+\nMhWx25oy29DQwNZSAEBoaCgEAkGbKQcUReG//uu/wOfzsWXLli4pkifYxK0Nlw2InXKQc+fOYfny\n5di/fz/Onj2LHTt2oK6uDvPnz8fcuXMdsieNjY2QSqWQyWTw9PSE0WjE8OHDO/VcKS0thcFgaPdg\nvMWrZGYCQq/VgdPipp8yGMHhcsDQDNupyTQXAjBPZeI8mA/BfRBxAJonW5tEBCsk2ikiKIrCxYsX\n0a9fvza7bBmNRshkMkilUlAUxc74aO38oSgKWVlZmDFjBpYuXWrz9+JMepAjyK3PYiIiegBnz57F\n6NGjzR6jKAoXLlxATk4Ojh07Bj8/PzbtyVnFzjRN4+bNm9BoNPD29jabLB0aGtrurh+O0FYLV3v4\n+76T2LDnuNljHlwu+ogE6OUXiNtWIgYAEODjhQFRYajX07jbYN0zPyAy2GJoHI/LQXJ0EBiGgQcH\n0BlpNOmN0BsphPnxoWrUw8eLBy8+D016Cu9OG4zhbcyIoGkaN27cAI/Hw4ABA+z+/2rq1iWXy9m0\nNYFAwBaf6/V6vPrqq4iLi8PHH3/caZ5Cgt24teGyAbFTDlJR0dzqumVaaGVlJXbu3Im9e/ciLi4O\nL774IsaNG9fhc76mpgalpaXw8/ODRqNh052cXdBbXl4OlUqFpKSkdp+PmX+oNPu5pYgw6gxmAsL0\n75Yi6FEiwiQ6TFEJUxQCMK+HsCYgGIZBcXExhEJhuzvi6XQ6VFVVobq6Gl5eXhCJRBAIBOBwOPjT\nn/4ET09PfPLJJ13eAIWIiJ6B24mIvLw8vPXWW6AoCkuXLsW7777r6i11OgzDoLy8nO32VFNTg3Hj\nxiE9PR0jR47skBEwGo24cuUKgoKCEBMTw7a3a128bEp76owUp/LycshkMiQnJzuUXlPX2IQnlq1n\n05dMTByRiP/clsPWGTE0Pg7e3j7QGBhUqppQ19RceC309wLj4YEQH0/49+IBYFDbqAfDMLgjs2wj\n6+/Fg0avg7FFD9kgH0/88j/T4GFlkJGpja+/vz9iY2MdNgItJ4Pv3bsXOTk54PP5ePLJJ/GXv/yF\nCIjuhVsbLhs89naqO0PTNH799Vds374dP//8M9LT07Fw4UK7nBhKpRIlJSUYNmwY+Hw+jEYjm+7E\n5XIhEokgFAodjk5IpVJIpVK2La09tBQSJhFh0D9s82o0WG+wYYLH57GvM6U0mYSIaS9ctuUrxyyS\nAQA710aY/cwwDG7dugU+n9+ulCxrmIre//CHP8BgMICmaRw/frxLHH49GLc+i91KRFAUhQEDBuDY\nsWOIiopCWloadu/e3SVTdrsT9fX1OHbsGLKzs3HhwgWkpKQgIyMDEydObNdE66amJly+fBl9+vRh\nO1xYw1S8LJPJ2BakYWFhCAwMdOiGtOUMisTERKfc3K7/5ii27D/F/pzcLwrXpfVIGxSDC79ZTqA2\nES0IhNRgXijoweWA78FFSozQalemtNhQXLhrmco0JDoQl+6Zd2WaNaw31r8w3OK1RqMRxcXFCA8P\nd8pAptao1WpkZWUhMjISGo0Gt2/fxpIlS/Dmm286/VqEDuHWhssG3dJO9UQHVlNTE3744Qfs2LED\njY2NmD9/PubMmfNIO1JXV4cbN25g6NChVousNRoNJBIJZDIZAgMDIRaLO9QQQi6X486dOxg2bFiH\nbpJNIkKvfehcMhqM4HK4MBoMZvUQAMDltV1Y/TBl6aGIMAkI02ttiYh79+6hoaEBCQkJDjuMjh49\nirVr16J///64evUq1qxZg4yMDIfWdGPc+ix2KxFx9uxZ/PnPf8aPP/4IAFi7di2A5mIfd4WiKJw/\nfx7Z2dk4fvw4AgIC2CF31rzbHW0hS1EUlEolZDIZW9xrSnuyJ4pg8r77+voiLi7OaSHYeo0WT63Y\nAKVag1iRAEodgwadEb08eQgPDUG53HpK04ikgVZnPQBApCAQUrXe4vHeIb4oV1pOqU6OCkBxq/kQ\nf88aiWeSIs0e0+v1KCoqQp8+fRAeHt7ej9huFAoFnn/+eaxYsQKZmZkAmtOeampqEBkZaePd7UOr\n1WLs2LHQ6XQwGo2YO3cuPvjgA6es7Sa4teGyQbezUz3dgWWabWRKdxowYACysrIwbtw4s2hCQ0MD\nrly5giFDhthMP2UYBrW1tZBIJGhoaGhz0Jo1TELF0Tq9eW/eYf/dMvJAGx8WVjMMDc4DAcAwNDwe\n2LPWIoJ+UFf3MIXpYY2FyRFmsmc8Ps9MRFRXV6OiogJDhw512Gl2/fp1LFmyBHl5eeysDI1GA4HA\nehE3wSZufRa7lYjYt28f8vLy8MUXXwAAdu3ahV9//RVbtmxx8c66BwzDoKysjE17ksvlGD9+PNLT\n0zFixAh8++23CAwMxMSJEx1q78kwDOrr69nJ0lwuFwKBAGFhYfD19W3zfXq9HsXFxRCJRJ3iff/q\n0C/46vAvaAIfyoaHcyIiQwNQbwDqW7VjFYUGopbuZdHuFQDihAG4q7Js3xor8MVduaWA8PX0gMFo\ngK5FAbePpwd++Z9p8PZ86EVrampCcXEx+vfv3ylD3qRSKZ5//nmsXr0aM2fOdPr6JhiGQWNjI/z8\n/GAwGDBmzBhs2rQJo0aN6rRr9jDc2nDZoNvZKXdyYNE0zRZjnz17Funp6cjMzIRer8dPP/2ExYsX\nP/Kct0bLQWsAIBKJEB4ebjXdyR6hYouWIsLwoBaC0jeLCQ6Xw3ZpaolJUDzsvMRlIw3m3ZjMU5ua\n39v8/DcbHto3lUqFW7dusalfjlBTU4Nnn30WO3fuRHJyskNrEVjc+iwmSc4EFg6Hg9jYWLz55ps4\nevQoTp06hVGjRmHHjh1ISEjAX//6V6hUKhgMljfH9l4nICAAcXFxGDFiBJKSksDn81FSUoJz587h\n1q1bUCqVoOmHN9QajQaFhYWIjY3tFAEBAC8+MxJCodBMQABApUKNqGBv8FrVJUSLI6wKCAAIDvCz\n+rgnYxmZAIABEf5mAgIAxg0SmQmIhoYGFBUVIT4+vlMERFlZGebMmYP169d3qoAAmr8DptaEBoMB\nBoOhywv7CISuorKy0mw2QVRUFCorKx/xjscXLpeLJ598Ep9//jl+/fVXpKSk4I033sD06dOhVqvZ\nwmJ74PF4EIvFSE1NRUJCApqamnD+/Hlcu3YNSqUSJmeoVqvFlStXkJSU5NQ5NqbWri2hKQr0g/Of\nphn2v5ZwrEQNGJoBQzOgKQqUwQijwQDKSFkdWqfRaHDjxg2H6/6AZgdUVlYWPv74Y6cLCK1WixEj\nRiAlJQWJiYlYvXq1U9cndF/cSkRERkbi/v377M8VFRVOS8/oiQQEBODZZ59Fr169kJGRga1bt+LO\nnTuYPn06Zs6cia1bt6KsrAx2RrMs8PLyQmRkJIYMGYK0tDSEhoaiuroav/76Ky5fvozffvsNRUVF\nSEhI6NSQK5/ngfcXTIC1e9nr96rRJ9gTnrzmP5mosCBcrrCsdwAA/158XJeqLR7ncTmQaa3/yTVq\ndRaPTRti7o0yGcf21K3Yy/Xr1zF//nx89tlnnd4r3ARFURgyZAiEQiEmT56MkSNHdsl1CQRC1+Dj\n44OpU6dCq9Vi69at6NWrF9LT07FkyRL89NNPHRIU3t7eiIuLw6hRoyAWiyGVSnHu3Dncvn0bhYWF\niI+PZx0UjrL3733NBIRR99AJZBIMlJEC08LhRVEUKIp6IBIMoI0UaCPVLBZsfF6jwcimTZmGpyYm\nJjosiGiaxuuvv4758+dj2rRpDq1lDS8vL5w8eRLFxcUoKipCXl4ezp075/TrELofblWSn5aWhpKS\nEty9exeRkZHYs2cPvvnmG1dvq1uj1WrxxBNP4OWXXwaHw8G4cePAMAzu3r2LnJwcvPXWW1AqlZgw\nYQLS09ORlpbmUEcNDw8PCAQCCAQCtqvUvXv34OXlhVu3brHdnnx9fTvFcz18QBRenDgMO48XWjxX\nWqVC/0gB1DoaYUIhqtoQEQnRAqsF1YOjglBkZWaEwJeH21XmNRfBvp54elBzTqxcLkdpaalTwvPW\nuHjxIpYvX45///vfSEpKcvr6beHh4YGioiKoVCrMnj0bV69exeDBg7vs+gRCV+HODiyFQoGPP/4Y\nkydPBgC8//77+OWXX7B9+3a8++67yMjIQGZmpt01bhwOB8HBwQgODoZOp0NBQQE8PDxQWlrKpjs5\ns+sQ1SIC37Kw2tTilaEptri69bwHwLLw2vReq9eiKHZ4qr2zj1rDMAw+/vhjiMViLF++3KG12oJE\nlt0Xt6qJAIDDhw/j7bffBkVReOWVV7By5Uqnrf3KK68gNzcXQqEQV69eddq63Z26ujr8+OOPyMnJ\nQWFhIYYNG4b09HRMnDgR/v7+HV63dQtXvV7PdnvSaDQIDg5GWFgYgoODndp+VKc34rn/3YXr5TVW\nnx8+KBYePgG4VK6y+IPgeXAhCApATb1lZCFeFIgbViIUaTHBOH9HZvbY5L4++N0oEfh8PtRqdacN\n8svPz8e7776Lffv2oV+/fk5fv718+OGH8PHxwTvvvOOyPTxmEAvdNt3OThmNRgwYMAAnTpxAZGQk\n0tLS8M033yAxMdHVW3MpGo0G33//PXbu3AmdTocFCxZg9uzZdt040zSNoqIiiEQiiEQiaLVaSKVS\nVFdXw8/PD2KxGMHBwQ7d1M545aE9b448NH/FGOZBsXSrzkrmcyK44LaogTClOFnryAQAq15rhF6v\nR3h4OHr37t3hPZv45ptvcPDgQfzwww+d2sqVoiikpqaitLQUy5cvx7p16zrtWt0Mtz6L3U5EdCb5\n+fnw8/PDSy+95FYioiVGoxFnz55FTk4OTpw4gdDQUEydOhUZGRmIjo5u10HOMAxu374Ng8HQ5gRm\nmqZRW1sLmUyG2tpa+Pj4sFEKZ9xs3yqXYs7/foNGvXkvcN9enggURKC6ToM+YQEQBvmjpKYBam3z\n64bHRaDwfp3FerFhfrhrZTaEpwcH3nwOVBrzWonc/5oIToMMVVVV8PLyAsMw7GTpgIAAp3h58vLy\nsGbNGhw4cKDT6kzaQiaTgc/nIygoCE1NTZgyZQr++Mc/Yvr06V26j8cYtzZcNuiWdsqZDqye5rBi\nGAb37t3Dzp07sX//fiQkJCArKwtPPfXUIyPbDMOw84pa33AzDIO6ujpIJBLU1dUhLCwMYrG4QzOL\nGIbBzCXXADSLCJqiwOFwWRFhwlpRNbdVe1dToTUAqyLig99r0djYCJqmERISApFIBH9//w6d+adP\nn8aqVatw/Phxhxx69mCKLG/evNldIstufRYTEeFkysrKMH369B5xsDsKwzC4c+cOsrOzcejQIdTV\n1WH8+PHIyMhAamqqVePQkRaupk4/MpkMcrkcANiUKD8/P7sPX7VajWvXrkHXKwTLtuZC20JIDE8a\nhEtlcrPXczkc9BEGINTfG94+fjBQLf9MGFAUDd9efFTXaaA1UNAaKBipZuMzSBSAapUGfr348OTx\n0KCnIQjwxvvjxaivr0dSUhK4XG6bk6U7Ohl87969+Oyzz3Dw4EGEhYXZ/X5HuXz5MhYtWtScO0zT\neP7557Fq1aou38djjFsbLhv0eDvVkx1WNE3jzJkz2L59OwoKCjBt2jQsXLgQffv2NTvLTcPXeDye\nzSgqRVGQyWSQSCSgKIpNd2pvsfKdO3ew4s/NKaemjkwMzbCpTIBlalJL0WCKRLDPtYhItMTDwwOr\nX9cgKSkJDMNAoVBAKpWiqakJ4eHhiIiIaPdE75KSErz44os4dOiQWVF/V+BmkWW3PouJiHAyRES0\njUqlQl5eHnJzc3Hp0iWkpqayaU9+fn6QSqW4du0aBg0a5JBnXK/XQ6FQQCaTobGxEUFBQWzak616\nDYVCgZKSEiQnJ8PHxwf5V+5i2eYfoNEZMCppAC6UWQ6JMzFiYDQKrDzfR+CPcmUDWv+p8bgchHjz\nUF1n3vL1zxn9MTTKH/Hx8VYFkMnDJpfLoVAowOPxWNFkq3UiwzDYtm0bvv/+exw4cKBTirQJXYJb\nGy4buIWdcgdb09jYiH379mHnzp0wGo1supO/vz9OnDgBkUjU5jnZFi3TnXx9fSEWixESEtLmGpWV\nlZDJZEhJSUF61iUAeJjORNMWYqD1DAiTiKBpxiwqAVjWSaxc2py62tpOGQwGVFdXo6qqql0TvZVK\nJWbOnInPP/8cw4dbDit1Nm4eWXbrs5iICCfjDge7MzAajfj555+Rm5uLkydPwtfXFxUVFVi5ciXm\nz5/vtKIsmqahUqnYtKdevXqxaU+tp6VKpVLcv38fQ4YMMUuJun6vGn/NPo9Tt2sshICJsEBfaBke\nGnVGi+cSo0JwrdJyIF1aTAjOl5pPw44TeGPzC8no169fu38HpsngcrkcWq0WwcHBEAgEFrUiDMNg\n06ZN+Pnnn7F3794OhfUJ3Qa3Nlw2cAs75U62xjTDyJTuFBYWBq1Wi0OHDnW49SnDMFCr1ZBIJFCp\nVBAIBBCLxWaOGJlMhrKyMrMb+6mZhWYiwkRLMdF6QrXpeWsRiZbs/UeczXRcjUYDqVSKmpoaBAQE\nQCQSmdV86HQ6PPfcc3jzzTcxe/Zsu38vHcHNI8tufRYTEeFk3Olgdxbnzp3D4sWLMW3aNFy6dAlq\ntRoTJkxARkaGVa+MI7RMe6JpGqGhoQgLC4NCoUBtbS2Sk5OtpgfVN+mx9odfsffsbQshweVwkBgr\nxrVKy85LQ2MEuHRPYfF4qJ8ndFo96rXm/cc3zE3CrDEpHf58FEWhtrYWcrmcrRUpLS1Famoqtm/f\njvLycuzcubNTirQJXYpbGy4buIWdcldb891332HdunVITExEUVERpk+fjszMTMTExHTY+UTTNJvu\nZDQaERERAR8fH5SUlFhtavHMgotmAqIlLWseAFgUVLeORjS/p/mxg/+Kb/eeW9d8qNVqCIVCfPbZ\nZ0hOTnaXVKLugFufxW7V4pXQ/aBpGps3b8aPP/7IFsbV1tYiLy8Pn3/+OYqLizF8+HCkp6djwoQJ\ndk86bY2vry98fX0RExMDg8EAuVyOK1eusN0wamtrERISYiFc/L09sWbhU1g8fjC+PHEFeUVlaHgg\nANIGRuPCXUuhIA72QUmVZZE1lwOE+3nhmsq80HpifLhDAgKwbJHb2NiIw4cPY82aNaitrcVrr72G\ny5cvY9iwYU7taEUgEAidjcFgwIEDB/DTTz8hICAA9fX1+P777/HGG2+Apmk23cneORFcLhfh4eEI\nDw+HTqdDeXk5bt++jZCQENTV1SE0NNTsvPxxdyqmvHDB6lrN4oJrkdZk8TqGZoUEQzPI/jLBrj1z\nOBwEBQUhKCgIFEUhLy8PK1asQFVVFUaMGAGFQtEpQ0kJhJaQSIQTWbBgAU6dOgW5XI7w8HB88MEH\nWLJkiVPWvn//Pl566SVUV1eDw+Hg1VdfxVtvveWUtbszRqMRZ86cQU5ODn766ScIhUKkp6cjIyMD\nYrHYobQnmqZx7do19OrVC3379oVarYZMJoNSqYSXlxeb9mStkE1noFB8rwYl0jr8JmuEokELjd4I\nmmmudfDicSEI8IbWQMHTgwtwODBSNDR6I3z5XPxaUoVyRQOoB2FxUaA3cv84AwE+zo0QGAwGLFu2\nDGKxGO+//z6OHz+O3NxcvPbaa3jyySedei1Cl+LW3i8buIWdctdIhDVMs4t27NiBAwcOIDk5GZmZ\nmRgzZozdzhK9Xo/CwkIkJDTf1EskEtTW1iI0NBRisdhCoLQWEy0jEa2jEID1SAQAu0VEa77//nt8\n/fXX+PLLL7Fv3z6UlZXhb3/7m0NrEtqFW5/FREQ8JkilUkilUgwbNgz19fVITU3FgQMH2IPOHWAY\nBiUlJWy3p4aGBkyaNAkZGRkYOnSoXcbCaDSiuLgYYWFhVntxazQadiYFRVFOb68KALV19Th05iLk\ntC+eHTUQMWGODRVqjVarxcsvv4wRI0Zg5cqVnTb8x10Frotxa8Nlgx5vpzrTYfW4Q9M08vPzsW3b\nNhQVFWHGjBnIzMxE7969bZ6BRqMRhYWFiIuLM/Pi0zQNuVwOiUQCvV6PiIgIREREdDgtlGEYzFp6\ng/3ZUQFx/vx5vPPOOzh+/DiCgoIcWotgN259FhMR8Zgya9YsrFixgp0C6o4olUocOXIEubm5uHLl\nCkaMGIH09HSMHz/+kUXDOp0OxcXF6NOnD8LDw21ex2AwQKlUQiaTse1Vw8LCEBoa2uF6jfr6enZC\nc2f0725oaMCCBQvw7LPPYsWKFZ06PZQIXJfg1obLBsROtZOe7gCor6/H3r17sXPnTnC5XPZMtJYW\nS9M0iouLERERAZFI1Oaaer0eVVVV7AwfsVhske5kizt37kCn02HQoEEOn8337t3DCy+8gIMHDyI2\nNtahtVrS078bTsStz2IiIh5DysrKMHbsWFy9etWuyZ49GYPBYJb2FBERwaY9iUQi9qBuaGjA1atX\nMWDAAISEhNh9HVMxmyntic/nXp6PSQAAECRJREFUs2lP3t7e7VqjtrYWt27dYtvIOhulUon58+fj\nd7/7HV566aVOFRDWIAK3S3Brw2UDYqfaibs4AEwzi0zpTkOHDkVmZiaeeOIJcLlc0DSN69evw8/P\nDzExMe1et76+HhKJBEqlEiEhIRCLxTadQlKpFFVVVUhJSXG4Lk2lUmHGjBnYvHkznnjiCYfWao27\nfDecgFufxUREPGY0NDTg6aefxsqVK/Hcc8+5ejvdEtPEa1Pak0ajwaRJkxAVFYXdu3dj7969ThNf\nTU1NbLcng8HApj0FBgZavXmvqanB3bt3MWTIEIsWs86gqqoKL7zwAt577z2XfD+IwO0y3Npw2YDY\nqQ7iDg4AiqKQn5+Pr776CpcvX8asWbNQXl6OwYMHY9myZR1yutA0DYVCAYlEAq1Wy0YzWqc7KZVK\nlJaWYtiwYR0aEtoSg8GAefPmYfHixViwYIFDa7UHd/hudBC3PouJiHiMMBgMmD59Op555hn893//\nt6u389igVCqxZs0a7Ny5E717924eGpSejnHjxjk1EmA0Gtm0J7VaDX9/fzbticfjQSKRQCKRICUl\npcO9zR/FvXv3sHDhQqxbtw5Tpkxx+vq2IAK3S3Frw2UDYqc6gDs6ANRqNZYvX47Tp08jNjYWmZmZ\nmDVrlkNdAFumO3l6ekIsFkMgEECj0eDKlSsYNmyYww4kmqbx9ttvo0+fPvjTn/7U6dFmd/xu2IFb\nn8WkxetjAsMwWLJkCeLj44mAsJNffvkFFy5cwI0bNxAQEIDTp08jOzsbH330ESIjI9m0p/DwcIcO\nYx6PB6FQCKFQyA4yMg0rMhqN4HA4SE5O7hQBcfPmTbz88sv49NNPXdJ1yWAwYM6cOcjMzCQCgkB4\nzGhoaMCcOXPwt7/9za1uEi9cuACJRIIbN26gsrIS27dvx8SJE5GamorMzEyMGjXK7pQjT09P9O7d\nG71790ZDQwMkEglKS0uh1+sxaNAgp8zo2bp1K/R6fac2zDDhrt8NQvsgkYjHhDNnzuCpp55CUlIS\ne6itWbMGGRkZTllfq9Vi7Nix0Ol0MBqNmDt3Lj744AOnrO1qVCoVPD09LaIODMPg5s2byM7OxuHD\nh6HVajFlyhSkp6cjOTnZKXMUGIZBaWkpGhsbERISAoVCAZ1OZ5b25Oh1ioqK8Prrr2PXrl1ISXFs\nzkRHYBgGixYtQkhICGkp2HW4tffLBsRO2YE7R7g1Gg30er1ZRyOKonDq1Cls374dV65cwaxZs7Bw\n4UJERUV16IadoigUFBRAKBSivr4eTU1NCA8Ph0gk6lBEIjc3F59++iny8vI6JSW2Je783bADtz6L\niYggAAA7mMzPzw8GgwFjxozBpk2bMGrUKFdvrcuQy+U4fPgwcnJycOPGDYwePRrp6el4+umn2100\n3RKGYXDjxg1wuVwMHDiQNUAURbFpT3V1dfD394dAIEBoaKjdUYqff/4Z77zzDr777jsMHDjQ7j06\ng84WuASruLXhsgGxU+2EOAAeTV1dHb777jvs2rULfD4fmZmZmDlzZrvTYBmGQXFxMYRCIcRiMYDm\nG3NTuhOPx4NYLEZYWFi7nEmXLl3CihUrcOzYMQgEAoc+W3v2Tr4b7cKtz2IiIggWaDQajBkzBp9+\n+ilGjhzp6u24BL1ej/z8fOTk5OA///kPoqOjkZ6ejqlTp7Yr7YmiKFy9ehX+/v6IjY1t8/UMw6C+\nvh4ymQwKhcJs4rStvNxjx47hww8/xA8//GB11gWhR+PWhssGxE61E2c6AHpyNNs0o2jHjh3Izs5G\nWloaMjMzMXLkyEfe/N+8eRN8Ph9xcXFWn29sbIREIoFcLkdQUBDEYnGbs4gqKysxZ84c7N27t0sc\nRsQ51G7c+iwmIoLAQlEUUlNTUVpaiuXLl2PdunWu3lK3wBRRMKU96fV6Nu2p5QFrwjTITigUIjo6\n2q5rabVayOVyyOVyaLVahISEQCAQICgoyOw6+/fvx5YtW3Dw4MF2zbog9Djc2nDZgNgpF+Au0WyK\nonDy5Els374d169fx7PPPouFCxdCLBab3fzfu3cP9fX1SExMtOl0YhgGSqUSEokEjY2NbLpTr169\nADS3kp0xYwbWrVuH8ePHd+rnI9iNW5/FREQQLFCpVJg9ezY2b96MwYMHu3o73QqGYaBQKHDo0CHk\n5ubi5s2bZmlPSqUS33//PebNm4eIiAiHrmVKe5LL5VCpVLhx4wb0ej0A4ODBgzhw4ACCg4Od8bEI\njx9ubbhsQOyUi3GXaLZKpcJ3332Hr7/+Gl5eXli4cCFmzJiBw4cPIyAgAJMmTbK75s1gMKC6uhpS\nqRQ3btxAU1MTTpw4gblz5+Lll1/unA9CcAS3Posdrxwl9DiCgoIwfvx45OXluXor3Q4OhwOBQIBF\nixZh7969uHjxIubNm4eTJ0/iySefxNNPP42amhpwOBzYKdAt8PDwQFhYGOLj4zFq1CgMGzYM+fn5\nWLduHRiGwRdffIGSkhInfTICgUBwDIqiMGTIEAiFQkyePLlHCwig2Va++uqr+M9//oMtW7bg9u3b\nGD16NFatWtXhhhl8Ph9RUVFIS0vDiBEjcOTIERQUFOCXX37B2bNnnfwJCATHICKCAACQyWRQqVQA\nmgeoHTt2DIMGDXLxrro/np6emDx5Mn7/+9/Dy8sL69evR2hoKF588UVMmjQJ69atw5UrV0DTtEPX\nYRgGhw4dAo/HQ3l5Ofbu3QuBQIDTp0876ZMQCASCY3h4eKCoqAgVFRU4f/48rl696uotdQkcDgcD\nBw7E0qVL4evri48++gi7d+/GU089hQ0bNkAikXTIqXTmzBkEBwejoqIC8+fPx8mTJzth9wRCxyHp\nTAQAwOXLl7Fo0SJQFAWapvH8889j1apVTr8ORVEYPnw4IiMjkZub6/T1XcU///lPjB07FgkJCQCa\nb/plMhmb9nT79m088cQTyMjIwFNPPcXmurYHmqbx7rvvorGxEf/6178cnnT6KF555RXk5uZCKBS6\nzQ3AY4pbh9BtQOxUN+DDDz+Ej48P3nnnHVdvpcv45ptvMGjQIAwbNgxAc7rTnj178PXXX8PX1xcL\nFy7E9OnT29Xt79ixY9iwYQOOHj3aoe6AhC7Drc9iIiIIXcrGjRtRUFAAtVrdo0SELXQ6HU6dOoWc\nnBzk5+ejb9++mDp1KqZOnYqwsLA2C++MRiPeeOMNBAcHY+PGjU6ZXfEo8vPz4efnh5deeomIiO6N\nWxsuGxA75QJkMhn4fD6CgoLQ1NSEKVOm4I9//COmT5/u6q25HIZhcOvWLWzfvh2HDh3CqFGjkJWV\nhdTUVKtn+rVr17B06VIcPXrU6Y0ziKPI6bj1WUxEBKHLqKiowKJFi7By5Ups3LjRrURES2iaxrVr\n15CdnY0jR46AYRhMmTIFGRkZiI+PZ42KTqfDkiVLkJyc7FCOrb2UlZVh+vTpxMB0b9zacNmA2CkX\n0BnR7J4YuTYajTh+/Di2bduGkpISPPfcc1iwYAFEIhEAoKqqCrNnz8a///3vTmlsQhxFTsetz+LO\ny4sgEFrx9ttvY/369aivr3f1VlwKl8tFUlISkpKS8P7770MmkyE3Nxdr165FaWkpnnzySUyYMAGf\nf/45MjIy8Pbbb3doUiqBQCB0FcnJybh06ZJT19y0aRPi4+OhVquduq4r4fF4bBS6trYWe/bswUsv\nvQR/f3/MmzcPX3zxBdavX99pnRHHjh2LsrKyTlmb4H6QwmpCl2AKn6amprp6K90KDocDoVCIV155\nBfv378eFCxcwa9YsbNu2DQkJCURAEAgEt6SiogKHDh3C0qVLXb2VTiM4OBjLli3DmTNnsHHjRhw7\ndgzJycl45plnXL01AqFdkEgEoUv4+eef2WFtWq0WarUaWVlZ+Prrr129tW6Fl5cX66UiEAgEd8Wd\nItccDgcJCQnYs2ePq7dCINgFiUQQuoS1a9eioqICZWVl2LNnDyZMmEAEBIFAIBAsIJFrAuHxgIgI\nAoHAsmDBAowePRq3bt1CVFQUvvzyS1dviUAguBmmyHVMTAw7HyErK8vV2yIQCK0g3ZkIPYqYmBj4\n+/vDw8MDPB4PBQUFrt4SgdAZkEKZtiF2qgdx6tQpbNiwocd0Z3I1CxYswKlTpyCXyxEeHo4PPvgA\nS5YscfW2Hmfc+iwmNRGEHsdPP/0EgUDg6m0QCAQCgdCt2L17t6u3QOhBkEgEoUcRExODgoICIiII\nPR239n7ZgNgpggUkSk3oJNz6LCaRCEKPgsPhYMqUKeBwOHjttdfw6quvunpLBAKBQOgGkCg1geBc\niIgg9CjOnDmDyMhI1NTUYPLkyRg0aBDGjh3r6m0RCAQCgUAg9ChIdyZCjyIyMhIAIBQKMXv2bJw/\nf97FO3IdeXl5GDhwIPr164dPPvnE1dshEAgEl2GKUqempuLzzz939XYIhB4BERGEHkNjYyM7mKix\nsRFHjx7F4MGDXbwr10BRFJYvX44jR47g+vXr2L17N65fv+7qbREIBIJLOHPmDAoLC3HkyBH84x//\nQH5+vqu35FSI04jgCoiIIPQYqqurMWbMGKSkpGDEiBGYNm2a205+Pn/+PPr164e+ffvC09MT8+fP\nx8GDB129LQKBQHAJPTlKTZxGBFdBRAShx9C3b18UFxejuLgY165dw8qVK51+DZVKhblz52LQoEGI\nj4/H2bNnnX4NZ1BZWYno6Gj256ioKFRWVrpwRwQCgeAaenqUmjiNCK6CiAgCwQ7eeustTJ06FTdv\n3kRxcTHi4+NdvSUCgUAgPILOiFJ3J4cScRoRXAXpzkQgtJO6ujrk5+dj+/btAABPT094enq6dlNt\nEBkZifv377M/V1RUsOF8AoFAcCdMUWpnYnIo7du3D3q9HhqNxqnrEwiPAyQSQSC0k7t37yIsLAyL\nFy/G0KFDsXTpUjQ2Nrp6W1ZJS0tDSUkJ7t69C71ejz179mDmzJmu3haBQCA89pgcSkuWLAHQ7FAK\nCgpy2X6I04jgKoiIIBDaidFoRGFhIZYtW4ZLly7B19e323bB4PF42LJlC5555hnEx8fj+eefR2Ji\noqu3RSAQCI893c2hRJxGBFdBRASB0E6ioqIQFRWFkSNHAgDmzp2LwsJCF++qbTIyMnD79m389ttv\nnVJkTiAQCO5Id3MoEacRwVWQmggCoZ1EREQgOjoat27dwsCBA3HixAkkJCS4elsEAoFA6EKsOZRc\nHZXOyMhARkaGS/dAcD+IiCAQ7GDz5s3IzMyEXq9H3759sW3bNldviUAgEAhdCHEoEQjNcBiGcfUe\nCAQCgUAgEB4bOBzOEABfAPAEcAfAYoZhal27KwKhayEigkAgEAgEAoFAINgFKawmEAgEAoFAIBAI\ndkFEBIFAIBAIBAKBQLALIiIIBAKBQCAQCASCXRARQSAQCAQCgUAgEOyCiAgCgUAgEAgEAoFgF0RE\nEAgEAoFAIBAIBLsgIoJAIBAIBAKBQCDYBRERBAKBQCAQCAQCwS6IiCAQCAQCgUAgEAh28f8B5Ryw\nxehd12MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14,6))\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 2, projection='3d')\n",
    "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n",
    "cb = fig.colorbar(p, shrink=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BKqPTFE/cpqamoNmBIrB+v1+s1qfA5/fzxaeOoXw6m/ITeNs8SHFqNEc7RylJjcagDU9l\nPl87gN3t51sfqKAkNRqPx8MnfEf57ntOHqoe4GsbApN2NsZ4ednr57/fOsmXt+QEq4kXkqWOTJcK\npZJ4ur1Yj8cTZjwhip2EmF70TNcrqlar5220MOb28X6ThUPmIUacXjaXqPnAivSI1m9Op5OGhgbs\ndjslJSVhMz8VFms4eCihNoSFhYVUVFREFN/Q0WkKoVWsw8PDDA0N4XQ6sdvtweeaTCYMBsMldSOJ\nxL++YmZwzEO0To1WLbG7YRCAH7/eCIBKgluWp/KVrXmkx0Zhd3l5orqTq0uSKEmNBgKfd7JRwxcu\nz+WXu1r4zBWFVJWVsdbvZ2f/cbbXjXJrsQV/Wxtutxu9Xh+WSZjP32EpxXQprx1FTCMReu8IRbTs\nCDG9aJlJm8t8hEuWZZ452MkDOxsZGhs3+H7++DDff/kU/3RTKXevywICezHNzc309/dTWFhIZWXl\ntOYPCzkcfOI5K4PCp7IhPBsTq1iHh4fp7e1l2bJlQbODnp6e4GxS5aZ+oZjOLxStljFerO1Fp5aw\nu8cXbB9em84tK9IZtLupbh3hT4e7eOPUAD+4pYShMQ+jTi+fvSwn+HylCOjeqmyeOtTFb99toyov\nAZVKxZeuLGCn+TCHRgx8ZnNJsD1EqSbu7+9nbGwMtVod1g8bHR09o+KepSxAWkqmE9OpmGnLTltb\nGw899BAPPvjggpzr+YQQ04uM2fSKzjUy9fj8fPP547x2oo8Ny+L58lX5ZOqcNPVZebHBzeun+vje\nS6fYZR7gG5vi6OrsJDc3l02bNp1VTBbKbGFiZGqxWBZlULjy2UZFRREVFUVycnLwZ6GzSSeazodG\nsfOp2jxf+foLp5ABr09GApZnxtAx7ORb1xehVQeugWtKk7m3KovvvlTHt/5ymkSjlpWZMazKGrc9\nVKJDvUbFpzfl8J9vNnKobYR1uXGUp5tYlxvHs4e7+dSmbFSShF6vR6/Xh/0dvF5v0Py/s7MTu92O\nLMtB0wnl7zDxmpBleUkWP8pWzFLh9XoX5JqMdO8ZGhoK1iNcbAgxvUiYS6/oXCJTv1/mey+e5LUT\nfQC0WMawu30YTBpy4zT88sNl1PVa+cQj1bx5qp+WvhEeuGcVOelxMzr+Qu+ZKsVFarWaVatWYTQa\n533smTLVbFIlgu3u7sZms+H3+ycVOk3lOXwh8I7ZQn2fHQnwAx9bn8mfDnfz8Q1ZQSFVyIyL4rcf\nWc5nnzhKbZeN68qSw34eGh3etSadh99v4+E9bazLXQHAh9dm8I9/Oc37TUNsKYxs7KHRaIiPjyc+\nPj74mN/vZ2xsDJvNxuDgIK2trXg8HvR6ffBvoOyHn2thW+q92rlEpjPFarXO2MXsQkOI6QXOfHpF\n5xKZPvJ+Ky8e7eErW/MpS4/hN7ub+duna/nI6hQ+Uh6FxWJhqNnM/3wghb973YLZ4ubm/6lmS1ES\nP7qtgrRY/bTHX6gbl9frZXBwcNr92YV4/dn2fKrVauLi4oiLG19cKDd2xQ+3paUFr9dLVFRUWAR7\nIQz/lmWZH75qBkACTHo1mXFReP0yt66MXDUepVWTEqNHo7Lz4tEePrwuM2zPVHnPBq2a+6qy+cXO\nZk52W6nIiOG6smQSo7U8c6h7SjGNhEqlCqZ+Q8/d5XIFFzsul4vq6upgmlj5O8w0TTxXFlPMZsJi\nivno6GjYwIWLCSGmFyhK87XH45mz4cJsxbS2c4QHdjRyQ0Uq928tQJIkrixO5kev1fNUdQfd/Sr+\nZsMYK1asIDo6mj8XOLnhV+/j8PjZ3zzI7b/dx8/vWs5lhUlnf7E5ohQXdXV1odfr2bhx46IK0EIY\nKEx1Y3c6nRHt+pRKS7vdHmbXdz6w22yh1xrYI5OBj67P4s3TAxSnRgcFciIWu5vd5kHuWJXOLrOF\nrz9/kj99di1GnXpSZPihNRn89t1Wnj7UxQ9vKUWrVrElP4GXj/fRPeIkI276AQjTIUlSWLp+YGCA\nDRs2TJsmDp2ws1BbB0sdmcLiFUBZrVYhpoLzg7PNFZ0Ns0mpen1+vv/SKZJMOv791nGLP5/HxV3L\nPAz3a3i1xcu6snjWRAdummmxUfzhU+v40MPVyDLER2n4wpNHeOTeNVTlz85r92zIskxnZ2dwxunq\n1atpbGw8r4RmNkiShMFgwGAwhE11cblcdHZ2MjIyQlNTEw6HIyxyUgpslupm/IMzUWlRsoFmi4Mr\nixJ4aE8bf391/pS/88rxPrx+mY9vyOSmyhQ+80Qtv32vla9fUzBJTGOiNNy8PJWXj/XxjWsL2GW2\nsP1EHzKw/Xgfn788d8Hf03RpYiWbEJomDhXYuVQTL3VkupjfGSGmgvMCv9/P0NAQDoeD5OTkeTdK\nz6Zy9qnqDk732PjVh1cQa9Di8XhoamrCYrFQXFzMv9yRg+354/zXjkbK0mO4qiSw97UyO44Prc3k\n2cNdqFQqchIMfPmpozzx6fWUL9Dkj4GBAcxmMwkJCcEZpwtl/nA2zrW1n3KzliSJ/PyAQHm93mCh\nU3t7O3a7HSCsgnW+Y9Nmwp5GCwM2D2oJBuwerilN5lD7KAA3VqRM+Xvbj/dRmWGiMCWaQuD2lWk8\nvr+T21akkaybHKV9eG0mz9X08NM3G3n5WB9V+fE43D5ePtbL5y7LOScLqJmkiXt7e4OLndD98LMt\nds6HyHSxsFqtZGaemxF65xohphcAob2iY2NjDA0NkZIy9c1pobG5vPzmnWY25SdwXWkyzc3NdHV1\nsWzZMkpKSpAkCZvNxpfWmOh1qvmnl06x/f5NNPTb+dXORg60DAGBOZYmfWDF/TdPHWH7lzdjipr7\nJWi1Wqmvr49YXHQpDQfXaDQkJCSE7QsrY9OUm/rEsWlKFDvT1ORM3uN3X6oHYGtxIjvqB7lnbQa/\nfLuFygwTWfGR06+N/XZO9dj4x20Fwce+dk0+O+st/MfrDfz85txJ4liWbqI0LZqXj/WxKjuWX3+o\nku3H+/jBX82c7LZRmbk0BS4T08QKHo8nmCbu6OgIpomjo6PDFjxK0dlSRqaLPbbQarWG1QtcTAgx\nPY+J1Oai1WrnbbQwW/6wr41Bu4erlhnYu3cvmZmZbNq0KewLr1KpUEsyP7mjkg89dIBPPHqQ+j47\nKTE6vnRlPjq1xAM7m3B6/Hj9MjaXj2++cJzffmz1rM/H5XJhNpux2+2UlpaGpd8UzpXR/fmKMjYt\nNKUmy3IwNTk0NERbW1tYalKJnqKiomb9WexpHGRwzINGBf12D3mJBrLjozjebeVr10yd4v3riX5U\nEtxUMZ7KTozW8ZWr8viP1xvY32al0Bh+Lh6fnxGHFxn41KYsorRqtpUl86PXGwJR7gKI6UIukLRa\n7aTFznRFZ4ozmcPhmNPfYj7M12D/bIg0r+CcMl2v6EK4Fs0Gh9vH/+5pRQX8564uqvLi+dmqrElf\nOGX/tSIjMLj5WJeVywsTefAjqzDqAs/d2zTI/pZhPrgijbfrB3i7boD/3tXE/VsLIrzyZLxeLy0t\nLfT19VFQUDCt+cO5ihjPh8h0pig9rtHR44VASqFTaLuOYjgxU4GVZZl/eUWJSpN4q87CN68r4G2z\nBYDrSpOn/L03TvWzYVk8yabwCPmuNek8ured/z3Qy79vDV8sPbq3nZ5RFzq1xDvmIa4tDUyP2Vqc\nxF9P9vGN6wrmPet0sVOt0xWddXZ2YrVaMZvNYeYfM00Tz4fFjoqFmArOCTMxXDiXYjo6OsqDrx9j\n1OXjwbvL6bT5eGBHA3f8dj+/vGcF65eNr7QVMX34vVaOdVkx6dX0W13oNeNf+h/dXsl1D+zh5WO9\nlKebMPfZ+fXbTWwuSGRt7uToUmFicdFMzB/OVZpXOb8LldBCp9CtA7fbHRTYgYEBxsbGcDgc1NXV\nTXISCq3gTTDq0Kgkblmeyj/8+RRFKUZyEw0RX7u+z07LoIN7N2ZN+plWreLzl+fyw1fN1PQYKS4O\nPN4z6uKR99vZVpaMQafmjdP9fOeGQqK0am6uTOXN0wMcbB1mU/7MWqGmYin2LZW/hVIZnJsbKKYK\nTROH7omH9iabTKYF6U1eKMOGqRBpXsGiMhvDhcUQ04kVk2NjY4FVscvFzg4/q7PjuG55JpIkcXlh\nIl95ppbPP3GExz+9juWZgVWmSqXi5ICbX+xv4OblaVxblszXnzvBi0e7uXNNoOAgO8HAzSvS2H6s\nl85hJ15/QIQ++3gNO/7+8rDpH8o5KcVFiYmJweKimTDXiHG2TfoXU2o4FJ1OF2Y44fP5qKmpIS0t\nLaxFxO/38+97AlNFSpKj2Fk/wBVFiaglONQ2wrWlyfz5SA+FKUZKUqOJCjG2f+PUACoJri2LHLne\nviqN373bwjMnrHxoS+Dv8uDuFnx+mW9cW0DHsIOXanvZZbZwY0UqlxcmYNCqePP0wAUppgoTo8Op\n0sR2uz1om9jc3BzWm6wI7GzTxD6fb1EL1USfqWBRmIvhwkKLqRJRqtVq3G43jY2NDA8PU1xcTN2I\nRPtwDV+9tjj4hSxONfHYfev46CPVfP6JGp7+7AaWJRlx+WQePuokJ8HAD28tJ1qn5rF97Tyws5Gb\nKtMwnEn1fuuGEl453ovD4+OLV+Txu3dbGHP7uP+pozz5mfWoVIHPYHR0FLPZjFarnZNz0VxtCRfb\ntOFCRbHWm9gisqt+gN6xkwCsTFbz3GknRs8wd/1uP34Z3jw9wJunB4CAgcOnNmVz78ZsjDo1O+sH\nWJsTR9IUI9S0ahX3rEzk1+/3UttlJd6g5eVjvXxiYxZZ8VFkxOlJj9XzYm0vN1akEqVVc0VRIjvq\nBvjuDUURhy3MlKUUU7/ff1ZBCx3CkJGRAZw9Za8I7HRp4sVO89pstovWAenirL8+z1EMF9xuNx5P\nwCR+puOKFkNMlTaX6upq4uLi2LRpE8nJyTxV3UGCUcsNIcUhAGmxen5/7xr8Mvzdn2pxe/089G4r\n/Q6Zf7u1HJNegyRJfHNbMb2jLp6v6Qr+bmqMnm1lKXjOeLb++PYKAA63j/DEgXacTicOh4PTp09T\nVFQ0ZwvAc7lneqkiyzIP7WkHwKBVYfHp0aklXmn2YXVLGLUqfnJtEj/bauLLKzWUxks8uLuVW/9n\nPztOdtPQP8Y1pdMbeFxfHItRK/HkgU4eeq816NELoJIkPlCZyt6mIYbPDFvYVpaCxe6hpmNk3u9t\nqf62cxU0JU2ckpJCQUEBK1euZOPGjaxYsYLk5GQ8Hg/t7e0cOnSI6upqTp06RXt7O0NDQ8GtpcUW\n05ksFC5ULs53dR4Taa7obNOKCyUSivlDdXU12dnZYRW6FpubnXUD3LcpF51m8pqrIDmaH99ewd/8\n8Sg/fq2e52q6uCxTHWbGsDEvgXW58fx+Twv3rMsKHucfry/mjVP9PLavnQPfvorXTvSy22zhx6/V\nk2hvIyFKx+rVq9Hrp7cenI653Ah9Ph8jIyOz7sm8VCLTiZ/pwbYRjnVZAciI1fO2OTBi7Utbcvnj\nwS6uLkni5k2lwd//jNvNe3U9/Oub7fzDiwFzh1R3D/X1Y1NO1onSSFxfFMPLp/pBkvjousywYqXr\ny5N5dG87b9dbuGN1OlcWJaLXqHjr9ADrp9mHPxtLHZku5GtHShMrbXbKrF4lTSxJEhqNhv7+fmJi\nYhbUwvJi/54IMT1HTDdXdDYsxIUtyzIDAwM0NDTg8/lYuXLlpPaS7cd68Pll7lyTMeVxrilN4e61\nmfyxugOtWuLOosnpui9ekccXnjzC9mM9wb3TnEQjVfkJ7G8e4k+HOvibDfG8Y7bgl+FRs5bvbdCc\n0y+eLMv09PTQ1NREdHQ0Docj2JOp3OSnMp+/VNK8kXh0bzsqCfwyNFkcAHz1qmWsWxbPb99r44qi\n8YWVdGaiy7Url1Gam8rtvzuESvaTV1hMSpQfq9UacbKOy+XilhITfzk1iiTLfGJCsVJFuomsOD2v\nn+rnjtXpGHVqLi9I4K3TA3xrW+EFOcvU5/Mt+msrRhITZ/W2trYG5/V2dXUFLSxDq4nnO0rwYs3m\nCDFdZGRZZnR0FI1GE0zlLuXFNDIyQn19PVFRUaxevRqz2RwxrfPi0W4qM2MoTjVFOMo491bl8Nzh\nLkx6DQlRk9/XlcVJlKWbeOi9Fm5blRHcx/r6tYV8+PcHeXCHmf+7M4sPrc3gT4e7OdFt5Z32aMrL\nF7d5XGF4eJi6ujpiYmJYv36hBNpJAAAgAElEQVQ9MC6QkfoAlWpL5UZ0sd4YJjIxMm2xjPFe41DY\nc5KjtXz28lx+vbsFtQSbpygCitFr8Pj86DUqvvbnOp769BpyJ0RNSvXq8PAwY2NOVBKoJXAP9zLo\nH1/cSJLE9eUpPH6gkxGHhziDlqtLkthZb+F0r53y9Omv36lY6sh0KUwbJElCrVYTHx8f3IeF8cru\nSKMEZ+Ow5Xa7L+hpSGdDiOkiEdrmcvLkScrKys7p+K+JjI2NUV9fj8/no6ysLLgijbQH2zRg50S3\nle/cWHLW4z59sBO1SmJozMO7HRJbJvxckiS+sCWPrz93nHfMA1xdmoLVasXTYybZoGLA4WdEn8qX\nrjLw3OFu/MD/1dr5zDWL2/7jcDior6/H6/VSWVmJyWQKG2Qc2pOZnp4OTDaf7+jowOVy4Xa7aWpq\nCgrshTDdZS6EvqenD3VN+vndazKQJIn3m4ZYlR1L7BTuVnubh/DL8M3rCvnJGw1876U6fn3PeM9w\n6GQdWZY52mDDL/fhl+Fon4dKT7jJwfI4HV6/zBsnerh7XTZXFCUiAbvMlgtSTJfSAUn5TEOZWNkN\n4w5bNpstzGErdLE5cdLRxTx+DYSYLjiRekU1Gs2it7NMhcvlorGxkdHRUYqLi0lKCi/4iGR2/+rx\nXiQJbqoMLzyayKDdzfM1Xdy5OoOmgTFeaBjmK07vJIvA6ytSSYnR8fi+NpLdPTgcDkpLS/mKZOVf\nXj7Nr99u4onPrOeWlen89XgPTh/8bEcz/3bHyhl+GjPH6/XS1NTEwMAAxcXFs7JljGQ+7/F4OHr0\nKDExMZNSY6Ep4rkYnp9PhKaybS4vLxzpCf67MMlAo8XBTZWpDI15ONlt48tXLpvyWO80DBJv0HDX\n6nRcXh8/fbOJv57o5+blk683WZbZfnqEohQjFpub3W1ubt9YEfyZ0+kkbXSUFKOFl2vaWebvRqvV\nUpykZcepXj65NnlOk3WWckD3hSDkUzlsORwObDZb2KQjjUbD448/TlZWFlqtFq/XO+OaBKfTyZVX\nXonL5cLr9XL33Xfzgx/8IOw5LpeLT37ykxw6dIikpCSeeeYZ8vLyZvW+FwIhpgvEdL2iGo0mKK4L\nQWg7y1R4vV5aW1vp6emhoKCA8vLyiDeHSJHpqyd6WZsTT1rs9OOsnjvchdvr577NuTg8Pj70UDUP\nv9fC164rCnueJPvZlm/gj7VD/O3mUjYsX44kSdy+ysSPXq3nYOswfVYX927K4aXaHtQSPHe0j7/f\n5iLJNPcipFBCjR9ycnJmZPwwE5R2ppSUlDBhDjU87+vrw+FwhLkKKXtPF4rAhi7eXqztxeEJLMBU\nEui0asrTTBQkG3n1zASXywoip3j9ssyexiEuK0hArZL42PosXjvRz3++2chlBQkkGMPTgI0WF2aL\ni29fX0jXiJM/VncxaHeTGK0LW9xcX2nluZoelq9ehwYfVw408fsDfRw+1Yje75z1ZB2lFWgpWMrI\ndD6vLUkSRqMRo9EYNunI6XSydetWdu/eTXNzMxs3bkSn07FixQq+/e1vU1hYOOUx9Xo9O3fuxGQy\n4fF42LJlCzfddBObNm0KPueRRx4hISGBhoYGnn76ab71rW/xzDPPzOk9zAfRGjNPlEjU5XJN2eay\n0O0s0x3P7/fT3t7O/v37UavVbN68mYyMjClv2hMj06YBO+Y+O3W9Nv7rrQZGHZ6Iv+fzyzx9sION\neQkUp5pYmRXHhnQ1j+9vZ+TM78iyTHt7O/v27eODFYloVBJvNDmC5xKlVXPz8jRk4A9721iZFcea\nnDgMGgm/DN9/6dQ8PqVxLBYL+/btw2azsXHjRnJzcxfsRjlVAZJerycpKYm8vDxWrFgRbFFISkrC\n5XLR3NxMdXU1hw4dor6+nq6uLqxW66Ibjc8XWZZ5bF9H8N9XFSVyqsfGjZWBhcT7TUPERmmonGIi\n0KkeG4NjnuAgb7VK4l9vLsHq9PLAzuZJz3+zwYpWJXFzZSq3r0zH65d55UTfpOdtLU7C5fWzr3kI\nnU7HTasC7TN96hQ2btzIqlWrSE1NxefzhbWHnDx5kvb2doaHh8MWvEu9Z3oxCXlUVBS33XYbd9xx\nB9dffz2HDx9m586dfP7znw+rMI6EJElBy0WPx4PH45l0L3vxxRe57777ALj77rvZsWPHkhQFish0\njii9ol6v96xzRRc6zRtJTGVZpq+vj8bGRpKTk6mqqppRKmXisXac7gdgRWYMD7/XwvZjPfz87uWs\nyQmv9n2v0ULnsJN/uL44+NhtRXqq3xvj8X1tfHh5LGazmaSkJKqqqtBqtWwrH+P5mi6+ek1h0MTh\nM5cv44Uj3Tzyfiv1fTY2Lounpn0EnVpiZ90AXcNOMqeYOHI2/H4/hw8fRpKkOferno3ZVPNqtdpJ\ne0+RxqcpN5DQKGriDe5c3yyUyLSmY5TuUVfw8coME2+bB7m+PBlZltnXMkxVXvyUhgnvNwWKlkKL\nk4pTo/nI+kz+WN3JfZuyKUgO/J08Pj+7Wuxclmci3qgl3qilIt3EX4/3c+/G7LDjrsuNI0avZpfZ\nwjWlyRSnGMmM07O7YZC71mRMO1ln4r6f0WhElmW0Wi1ut3vBhn7PlHNRzTvday9WVBzqy2s0Gtm4\nceOMz2ndunU0NDRw//33U1VVFfbzzs5OcnICiyeNRkNcXBwWiyVscs+5QIjpHJhtr6harV7QNO9E\nARwaGqK+vp7o6GjWrl07qYBgOiZGpjtO91OZEcP/fWodR9pH+Ppzx/j4o4f45T0r2FY+nrp5oaaL\neKOWa0vHU5v5CTq25Gt5dE8L62OTWLNmDQbDuC/rxzZm8+qJXl4/1cftqwLVgsWpJrITougYcnK0\nY5TdZgs6daAytGvUzX+8Wsd/f3TVrD4fj8dDY2MjDoeDioqKMPE635jqJq+kiBXbPmVkV2xsLD6f\nb8ki2NDoMS1Gx+6GISrSTWTHG2gddNAz6uJzl+VM+ft7moYoTzNNMrb/wuW5/PlID7/a1cwDd1cC\nsLdpiFGXnxtKxhdyN1Wm8PMdzbQPOchJGL+2tGoVlxcmsrthEL8so5IkthQm8srxPjw+P1r1ZHGa\nbrJOW1sbDoeDEydOLNhknZlysUWmCnM1uVer1Rw5coTh4WHuuOMOjh8/zvLlyxfhDOeHSPPOAsW1\nyOVyzcp0YbHSvDabjZqaGpqbm6msrGT58uWzEtKJ5zZgc3GkY4RrygICuTonjr98qYoVmbF87dlj\n7GkMTAEZHvOw43Q/H1yRHjRiUGzMrk13Y/fIHHPEhwkpwIZl8eQkGHihJrwS9L6qgKF3RWYMX7wi\nD48PukbdaFQSO0730z44NqP34vf7aW1t5cCBA8E9ycUW0sXoM1WqWbOzsykvL2f9+vWsW7eOnJwc\nVCoVw8PD9Pb2Ul1dzYkTJ2hra2NoaCi4zbAYyLKMzS1T0zEafOyKwkSOdVm5vjxwvexvDkSdVXmR\nzRLsLi9HO0bZHGE/NcGo5VObstlRZ+FoZ+A1XjnRR4xOYkPOeEXuDWde67WT/ZOOsbU4iUG7J2gk\ncVlBAna3jyMh53w2Qls+0tPTWbNmDRs2bKC0tDRYZGY2m6murubw4cOYzWZ6enqw2WwLusC50NyX\nZsJ8fXnj4+O5+uqree2118Iez8rKor094MTl9XoZGRmZVGh5LhBiOgMUpyCXy4XP5wumdGd6wS90\nARJAY2MjJ06cIC8vj7Vr14aNcpoNoZHpO2YLsgzXhIzMijVoeegTq8lPjub+p45i7rPx6olePL6A\noYPX68VsNnP48GGioqK4dcsqNhck8sT+dry+8JuLJEncsTqD/c1DtA85go+vz4tHAvY2DnJNaTJf\n3Ty+nyYDv9zZOO17kGWZ/v5+9u3bh9vtpqqqiqysrIvKUEHxYs3MzCQrK4uMjAzWrVvHsmXL0Gq1\n9Pf3U1tby4EDBzh+/DgtLS1YLJZgq898kWWZJ08EFjXKVa9El9eXB66XfS3DpMXoWDbFlJhDbSN4\n/TKb8yOL7Serskkwann4vTbG3D7errewOceATjN+c8+Ii2JNdiyvRhDTLYUJqCXYXR9Y9FXlxaNR\nSexpGpr03LMRWs2rDP2eaNO3fPny4B54S0sLBw8e5ODBg5w+fZrOzk5GR0fP+ezh+bKYUfFcJsb0\n9/czPDwMBNrZ3nzzTcrKysKec+utt/LYY48B8Nxzz3HNNdcsyWJEpHmnYSYj0WbCQkWmXq+X5uZm\n+vr6yM7Opri4eN4XTei5vWO2kBKjozw9vHgkzqDlkXvXcPv/7Ofrzx0nVq+hINmIyTPMvn215Obm\nsmnTJo4fP44sy9xblcOXnzrKW6f7ubEyLexYd6zO5Ne7mvjLkS7WL0vgv95qoLZzPHL48O8PkhOn\nJc2kpdcWiLReOd7Ld24sJck0ee/KarVSV1eHTqeblOJWxHQxp8AsZTVu6EzMULPzSAPAlWkiob2w\ns0GWZfZ0BoRZJhBJvt8cSNnmJBjwyzIH20a4ojBhys9kb8sweo2KNTmRb6hGnZqPrsvkN++28mxN\nNw6Pny05k9OpN1Wm8qPXG2jot1OUMj6bNc6gZVV2LO81DvF3V+dj0mtYlR3LnsZB/v7qqQeUR2Im\nohKp/9Lr9WK32yOm6EP7L6czL1jKa2oxPYnnkubt7u7mvvvuC25t3HPPPdxyyy388z//M+vXr+fW\nW2/ls5/9LPfeey9FRUUkJiby9NNPL8r5nw0hphFYKBFVmG9kqlTodnR0kJOTQ25uLiaTaUEuepVK\nFWjp8fnZ02jhuvKUiMdNjdHzkzsq+PwTRwC4vVCL0+lk06ZNwUInJcrdWpJMdoKBx/e3TxLTzPgo\nNuUl8H9723hwVzNZ8VF854ZifLLMT99oINmkQ6OC9pHxiMovw+P72/j7a8dbbtxuN2azGZvNRmlp\n6SQ7RLg0rf6mGwAeajbhdrtntQ/48vEBvP6AC5FPhvW5cbx5eoCvXJUHQGP/GENjHjYsm9oPd1/z\nEGtyYsNm3E7kI+szeXRvO3+s7iQxWktpkmaSqG0rS+bHrzfwxqn+MDEF2FKYyK92tTBgc5Ns0rGl\nIIFfhvx7psy1NUYpgAmNwCaOS2tqappkcBC6wLlYr9m5iOnKlSupqamZ9PgPf/jD4H9HRUXx7LPP\nzvv85osQ0xCUXtHOzk4MBgOxsbELIlhzjUxlWaa3t5empiZSU1ODFbotLS0Llj5Sq9X4/X6OdIwy\n6vRyVfHUFXCr03SUJao5PehjXVkeJSXhjfnB/leVxCc2ZvOT182c6rZSHtIm4ffLuH0yNpePa0qT\neeBDK9Br1bi9fn65s4kBm5uf3r2MfW1jPHSgH41KwuuXeXRPK1+8Ih+9RqK1tZWuri4KCwupqKiY\n8m90KYppJCKZTShuT6Ojo2HjuqYym3h4XzcASdFa+mweMmIDN/7rzswiPdAaSMVNJaYDNjcN/WMR\njRlCSTBq+eCKVJ6t6eGW5amomBypJZt0rMmJZUedhS9fmRf2M0VM328a4taVaWTEBTIVe5oGuW1l\n+ow/s4VMd041Lk3xwA1d4Oh0OtxuN319fZhMpgve7COUuRYgXSgIMWWy4YIyyX6hJsLPpZp3cHAQ\ns9lMTEwM69atC0vLKdHkQp2bz+fj/UYLKgk2F0wu2HE6ndTX1+NyudBHGdCo7Dxe3cUd63LCqiRD\n91/vWpPJL3c28sSBdv7jtorgc/7fmw0cahtGo5JIMenRnxkWrdOo2FaewvZjvexosPKpdcnUD8ns\nMgdmYbp8Mr/beZINMaNkZGSETbiZikjuTmdjKUdvnUsU4/mJZhNutxur1RpmNmFxSfTbAyl3i92D\nVi1R12cjL8lAQbIRi93NczXdRGlV/OOfTxFr0FCebuLGilRKUgOR48G2gNhWTRO5KpSmBfb/Zab+\ne1xTmszP3mqaVNVbmhZNUrSW9xoHidar+f72OlRSoCVnqcQ0EqEGB2lpgeyNIrC1tbXY7XZ6e3uD\nZh+hKeKzGU7MlcW+9ueyZ3ohcUkXICkiOnGu6EIXDM2mz9RqtXLo0CFaW1tZvnw5FRUVk/a3FrJv\nVRGc95sGWZEVS5xhfC/H6/VSX1/P4cOHSU9PJ79sJbXdNraVp1DfZ+ePBzrCjqVEuRAoXPrA8nT+\nerwXmyvwWb52opdH32/lYxuyubEyjddP9uH2jovdh9YFJoK8Vh8o3PjclkDkq3y9//dAL+vWraOg\noGBGFYciMp09Op1uktnEyx2B6y8nOpDizTXBwdYRViRKfO+Fo1z3y3009I+hkSSMejV9VjePvt/O\nXQ8f4psvnKJn1MmBlhGideqwLMVU1HZZ0agk9jcP4fFFtvW79swc1J11lrDHVZJ0pkXGwjeeP0l5\nuomtxUlUt47M6lpYivYUSZLQarXo9Xry8/PDzD5SUlLweDy0tbVx6NAhDh48yKlTp+jo6GBkZGRB\n7geL7bwkItOLlOl6RTUazYK2GcxEnJ1OJ2azGYfDQUlJScQ9QIWFbLVRq9VYnR5qO0f5wpY8IPDZ\ndHR00N7eHma99+yhTmQ5MFbN6vLxq7cb+eDKdBKjA3tREyPmu9dm8nxNF68e72VrSTL/8vJpVmXH\n8p0bS9jTaGH7sR7ebxpka0kgVbhhWQImvRrLmJcGi4vLK6NINqrQSjLddhmnD56u6eNTm3Nn9N6E\nmM4fj8/PnuZAVBln1NBu97J8WSqNtb1U93josY6xKVPHvi43Hy5Rc2OpjpiYJGStgRdODPNEdRfV\nbcPo1CrW58ahmcLMQcHrl9lttrAmO5bqthEOdrkozJ/8O9nxBkpTo9lRN8B9m8INHEpSjLxU6yc3\nIYrffXQFr5/sZ2e9haaBMQon7LFOxVL1ekYStKnmkSqFTt3d3dhsNmRZxmg0hu3DzmZKixDT+XHJ\nRaZ+vx+XyzVtr+i5cCxS8Hg8wegvLS2NDRs2TCuksLBpXpVKxfE+Nz6/zGUFCfT19bFv3z6cTidV\nVVVh1ns76/rJio+iLD2G795Ygt3t45E9rWHHCk2rrsmJozAlmudruvi3v9Yx5vHxkzsq0WlUXF6Y\nRJxBw8u144bpapXEzcsDKa+Xans5UlPDDWVJ9I1BypnikQd2NExquZnuvc2l908I8DjbjwWmtSQa\n1NRbAgvCZssYEuDxwUMfW8F1KwOLmzu2rCAjIwNZlrFaerksZpDvbdCi9nvpGXVh0shnXVTWtI8w\n4vByz7oM0mP1vNnsnDL1eG1pMkc6RhmwjRerub1+XqztBQJ9pya9hk1n3Jb2tQzP+H0vVbp/piKu\nGE5kZWVRVlYW7EVetmwZOp0Oi8XCsWPHOHDgALW1tTQ3N9Pf34/T6Zzy+vZ6vYsqpj6f75y7SZ1L\nLrnI1O/3h4loJBY6zRvpdfx+P21tbXR2drJs2bJZGa8vpNir1WqO93vQa1T4+hroMURFdFFyeXzs\nbRrkzjWZSJJEYUo0t6xI58kD7Xz6slySTfpJ4iVJEnevyeQ/3zAD8NVrCihIDkQGOo2KGyrS2H6s\nB4fbh0GnRpZlLs/S8swheL/bywP3bSHF4uDJw/1cXpjIX4724PD4+d+9rXx+y9lbHeYSmY6OjqLT\n6RbV4eZC4jfvtABwZWEcfzk+SIJBQ22nFaNOxZOfXkNWfBR/PtJDaoyO3MSAcX/ovthavx9rVCv/\nubOd1+uHWLv7MHkxBId/T2wV2W0eRKuWuKIwkdZBBw/ubqVzxE1xBCvIa0qT+M27rbzbMMgdqwP7\nob9/vw1z/xg58VEc7w6YN2TFR5EdH8W+5mE+viFr0nEicT5FpjMltFVKIbSSO9JUo9CB34sZmV4K\nC9RLTkyn89BVWAyTBQVZlunu7qa5uZn09PQZFdJMZCHTvB6Ph+P9borjNVSWl02ZhtnfMoTD4+eq\nkvFq3/uvyueVYz08/F4r37mxJGIk+MGV6fznG2ZMejWfuSy8+vfmFWn86VAnu8wDbMrUUVdXR3Zs\nLCadCpvbT22XlTU58ZSmmWi2jGHUqhjzBKp+P7Yhh2j99JfvbMR0ZGSE06dPo9PpggYdkXozLyWB\n7be56LG6kQC3L/A52tyB6+57NxSTFR+FLMscahthXW5cxM9GpVLROOQhWqcm3qDhwVoff/zUKuK1\nfqxWK/39/TQ3NwcHr791ysrqDCNayc/tK9P5792t/PWkha9mTM7WlKRGn7E0tHDH6nSaBsZ4eE87\nNy9PJS1Gzx/2dzDm9mHUqdmUH89rJ/vx+uWzppph6cR0oV83UiU3hBeaDQwMMDY2FozGu7q6ZjRZ\nZ67nc7FySYrp2VhoL10Fi8WC2WwmLi6ODRs2zDnlsRBpXmWuZ1NXP112uKdq2bT7GbvrB4jSqqjK\nG9+3yU+O5vZVGfyxuoPPXb4MlUo1aa/50JkqTgkm+aNuWJZAglHDM3vqSFtvYsWKFURHR3PNcScv\nnRjk8X3trMiM5QPL0/jFjkbuWhPYg/X4ZB7c1cS3bph+eLlKpTqrmLpcLurr63E6ncFiL+V3XC5X\n2Ire6XQGezNjY2PnZH5wIfGrt1sAqMgw8W5TwFjD65MxaFXcWBGoAO4YdtJnc7Mud+oqzYNnxPYf\nrivgI4/W8P3tZn7/8ZWTzCbqu4foHD3OTYXGoCduaTy8dKyHj66MJS42Fp1OF+ZMdGVREq+cCBSy\n/XxHE1FaFf9wXQHmPjuP7m3nYOswVxYnsSk/gedqejjRbWVV1tn37S7EyHQ2KIVmobZ7vb29WCyW\n4GQdpathYhZhprNIQ1lK8/5zxSUnpjNhoSPT0dFR7HY77e3trFy5ct7TS+aT5lWKi9ra2li2bBkk\nFwLHMenV+P0yqilW7e82WKjKSyBKG/5F/+KV+fz5aDdPHujgwxXGsMjU7w+IXlqsnt5RF/uaB7m8\nMPDl9Xq9NDY2sioR9vd6qVixKnjsG8qSeenEIK8c72Vv0yA3rwik8GL046/9h33tfOXqQoy6qW88\nkiRNuWeq+Ph2dXVRVFREamoqkiQF7fcUCznFRg4m92YqAut0OmlsbAzecC6WFLHif3tjeTI/39kC\ngFGnYkthUtCTuaY9ILJTuRoN2Ny0WBzcuSqdvCQj376+kO9vr+ex/R18ZvO4Ib4kSVR3BCwm79xc\nSk6CAVmWuaJnHw8f87C3oZ88YyBFqdfrg+nJTctMPFvTzZPVnbzTMMjXrsknKVqHKUeDXqNib0tA\nTDecEfvqluHzWkyX0uQeAsKpTGBRzkcpdJo4WSe00OlsgcHo6CgxMWev5L6QueTEdCY3uYUSU4fD\ngdlsxuVyYTAYWLFixYKsOueS5lX8axsaGkhJSQk6Fz12rA4J+PdX63niQAc/vr2CtbnhKbX2wTFa\nBx18omryNJC8JCPXlqbwVHUHd5SVhonXLvMA5j47P76tnB+9bualoz1szk8IVgrn5uZy79XL2fX4\nEd5rtHBdWSANtTYnlig1OH2Qn2zk8f3t6NQS7zVYyEsy0mIZw+uX+fmbZr5/c9mkc1KIlOYN/Rxm\nm2afqjdz//79xMbGhpkfhLoLXYgCe6BlGKfXj0YlUd8f8OQ1aCTsbj9Xl4xHM4fbR4iJ0lCUEnmB\neKh9BCAYud62Mo3d5kF+vauFrcVJwXFrAO81DpKXZAj2jUqSxPo0LU/W+ThkUXPb5orggkbJGCS4\nRtFI8OieFpIMKrblahgbG8NgMLAmJ5Z9Z8z3E6N1FKUYOdA6zOcuP3s1eKg377nkfBsMHmo4oTCV\nZaVyzSsiG3rNz9fk/kLgkhPTmTDfPUm3201TUxNDQ0MUFRWRnJzMoUOHFqxabrbnNzIyQn19PVFR\nk4uLqluHKE1U8flrKvivtxr4+KMH+fJV+fzt1oLgF+HdhkEAthRFnsTw6cuW8dbpfl6rG2Jr1viq\n+tE9rWTGRfHBVRkcbh9h+7EebkodITN1fN5qus9PnEHD6yf6gmKq1ajZlB3FrlYnFRmx3L+1gK/9\n6RgNA2NsK0uhxRK4uT99sJNvbivCoIt8GU8UU8XHV6/Xz3pU3XSoVKpJAqukiEdHR4MCq9Ppgunh\n811gf/NuoEp7c348r50Zxp1uUtM24mVL4Xiqv6ZjlDXZsaimeB+H20YwaFWUpweKYiRJ4p9uKmJ/\nyxA/fbOR//nIciRJwunxcbBthA+tyQj7fZ06YB/4xqkBvntDEVFaNXq9Hr1eT3JyMvn5UHakhuPd\nVv5+Sxo+jys4fi9X52dfv5vjje3kpSWwITeOv9T2TjmSbSIzjRBlWeZ0r51nD3dxpGMUu9vHVcVJ\nXFeazMYpJuhMxVKPX5tJCncqy0rlmrfZbPT09OB0OlGpVDz22GNkZGSgUqnwer0zThO3t7fzyU9+\nkt7eXiRJ4gtf+AJf/epXw56za9cubrvtNvLzAwWJd955J//8z/88i3e9cAgxjcBcb3A+n4+2tja6\nurrIy8ujtLQ0eKyFLBqaaWFNaGRcWlo6aWU46vBQ12vj1gItt6xIZ2txMv/21zoe3NWMzeXj2zcE\njPT3NFrIio8iPyly9LEuN45V2bE8c2SAy9MCgnuia5Tq1mG+fUMxLscYpVGjPOvxM2TIZmvJeGSg\nVau4tiyFN0/14/b60WkC03g2ZenY1epk+7EevntjCQ9/Yg33/L6aN0+PTwvx+mV+saOR795UGvG8\nlIIot9tNQ0MDVquVsrKyc+LCEnrDVwjdg1VuNlqt9rwTWI/PT82ZiFKnUeE5k2xoHfGyOsTYY3jM\nQ9PAGB+cxiLwcPsIK7Niw8QrKVrH31y5jJ++2cRu8yBbS5I42DaCy+vn8sLw8WyyLHNzZSov1vbx\nbuMg28pSJr4EVmcgi3RleSZ5qeOVrPr0If5Ud4zDHVYk5yiJXisOj59X9p1gY37SghTZNA2M8U8v\nneZYty34mFol8cKRHp462MVVRYn86LYyYqNmdqtdysjU6/XOuQYg0rYIBPrnt23bxo4dOzh9+jRV\nVVXo9XpWrlzJ97//ffuXx7kAACAASURBVLKypq6u1mg0/PznP2ft2rVYrVbWrVvHtm3bqKioCHve\nFVdcwfbt2+d03gvJJSemi3GjkmWZrq4uWlpayMzMjJg6XGgxnQ6luGhgYIDi4mKSk5Mj/k5N+wiy\nDCUJgUIdU5SGn9xRQUyUhv/b24ZaJfGN64o40DLE9RWp03rgfmrzMr727DEOdTlYXgl/rO7AoFWx\n3GjlxIkePrChhEdOnOD1ukHuWBeeZruhIo0XarrZ2zzIVcXJqFQqKpI06NQSQ2MejneNsionjrI0\nE+3DDsZc45/j0wc7+db1xainiDR6e3s5ffo0+fn5lJeXL6lQzUZgQ4uczrXAvnCkB78MGpXErvpx\nhyG/DJsKxiMtZU7oVPulVqeXul47X7piclr1I+syea6mh5++1cjlhQnsaRpCrwkYO0xkQ14CiUYt\nr53snySmx7ustJ4Z53egdYTiEDFdnh1PjF5Nk03DJ68qISvfw2+O7qXVoWNdSJGNEmmFFtlMx5jb\nx7OHu/jL0V4aB8ZQygyuKEzguzcWkR1vwOX189TBTn75dgv3/eEI/3fvqjB3sanw+/1zKvBZCBZD\nyKOiorj11lvR6XQkJyfz05/+FLvdTm1t7VkXtRkZGcECtZiYGMrLy+ns7JwkpucLl5yYwsI548iy\nzMDAAA0NDSQkJExbobuY7TYKoc5Fyli06VbdB1sDHrlFCepgWbwkSXzvphK8fplH9rQSrVMz6vRG\n9OwNZVt5CknRWl5rsHPb5S5ePtpNVbqKrNREMjIqkSSJGyvSeOJAO6MOD7EhN5bN+QkYdWp2nO4P\niqlGktlSlMTOugFeP9nHyuw4rq9I5VdvN5Fg1DI0Fqgadnn9PPp+G5+/Ii/sfAYGBuju7iYxMTGY\nUj4fiSSwoUVOEwU2JiYm6CG9WDxR3QlAsklLz2igICtKI+H0ytyyfHwK0JHOUTQqicqMyOJzpGMU\nGVgbQWy1ahXfuLaA+585zou1vextGgrslWsn38w1KoltZcm8WNsbbHVR+MP+DmL0auKNWvY0DoX1\nkapVEuuXxbP/jFlDvFFLSWo0x3pdfPW68WxGJDchu93OyZMnwwRWrVbz8x1NPH6gE3/Ix++TA4PI\n//vDgZS12+tnT+Mgp3psZMTqaewf4/5nTvDYJ1ehPktbzlLvmS7W9yTU/Sg6OprNmzfP6vdbWlqo\nqamhqqpq0s/27t3LqlWryMzM5Gc/+xmVlZULcs6z5eKuVZ4HZ3PPGRkZ4eDBg3R3d7N69WrKysqm\nrWhbrHYbCIi64lzkcrmoqqoiJyfnrOmrmvZhKjJiMOrCq4MVQV2XG89vdjcDBF1kpkKrVnH7ihRq\netz85Pm9uHwyX7lpDZmZmcGo6qblaXh8Mjvrwgc767VqrihKYufp/jMVxYFI+YYz49u2H+tBlmWu\nrwikE+9cPb6vJgG/D3FhstvtHD58mI6ODtLT08nIyJjVDWKpU6xAcBWfn58fHERdWVlJQkICY2Nj\ndHd309XVRU1NDQ0NDfT29gb7BOdLz6iLFovjzH+fqWwGYvVqsmM1YabyNe0jVKSbIgqg8nO1BCun\nqJ69ojCBlZkx/M87rTQOjHFZwdTX2A0VKTi9fnabxyPlPquLN08PcPuqdK4oTKS6dRiXN/w7W5UX\nT8ewk64RJwAb8uI50jEa5gkdyU3IaDSSk5ODWq2mt7eXQzU13PLr93hsf2fQK7o8LbBnmByt5f2m\nIX62o4lDbcPc/tBBvvrcSd5vGiIvyUhRipGjnaM8caBzyvensNR7posl5PMpQLLZbNx111088MAD\nk46xdu1aWltbOXr0KF/5yle4/fbbF+J054QQ0ymYKpIcGxvjyJEjmM1mSktLWblyJQaDIcIRJh9v\nIS0KISCiIyMjVFdX09vby9q1aykuLp6ReLi9fmo7R1mTExcxBa1Vq/jFh1YgSaBTS8RGTZ+iGh0d\npTIqEAG82y1RmmZiRXZ4RLIyK5bMuKhgQUso15al0G9zc6xrNNjSsrU4GUkK3ODr+wKDoPOSjJzu\ntQXnWGrVEsMOD68e66Kuro7a2lry8vJYvXo1Op1uTnaC5yNKX2B+fj55eXlkZWUFBdbx/9k778C4\nzjLd/85UaaSZUe+9WtWSrBY7duz0TkiBLMlCLpDdEEJYuLt3l8tdLgu7LEvZhQuBEMiyJGwSSE8c\nO81O7LjIsopVrC6rS6MuTa/n3D/OzEhjSbbj2JBgnr9saTTnzJlzvud73/d5n9fhYHBwkOPHj9PS\n0vKBCPbZ1sk1P5OAObuXmtSV+9zjEzk5ZWVz2sYLZOu4mU1JkRu2LwmCwIM7Mpnx2wFedoYNW1W6\nkYRITbBdB+C51il8osRfVKewLTcGp1ekeXQ55O8CI+Ea/dFpdYYRl1cMuiNtBEEQ0Ov1pKSkkF9Q\nwL80w6hFIsWgwSfJ4whNy3aSIwS+d4WOmwsieeLYBPc92Y4owU/uKmH/l+v52d2lPH//Fq4siOUn\nB4aDpL4R/pj9mBeTTK1W63lpFTweD3fccQf33HMPt99++5rfGwyGYFr+xhtvxOPxMDc394HP93xw\nSZLp+bTHuN1uuru7aWtrIz09nerq6ve107qQNVOQibS9vZ3+/n6KioooKyt7X+rUHpMFl1ekKiNq\nwyg8WqdGQMDtk/jloeF138flctHZ2UlPTw+1pflsilUxZ/Nwa3nSmussCALXlyRyaHAesyPU3GFn\nQRxKhcC+ntng+UTp1GxOlR/At7pnEASBqzfFc2xokTuqUoAVZ57v7ulGp9NRX19PTExM8Hh/yjZm\n6014KS0tXZdg+/v7MZlMZyRYSZJ4oXWVV7IA4SoFAnK9tHYVmfaYrLi8IhUbkKnHJ9I5aaEy7cwL\n6NacaKLDVSgEyI7deFOqVAhcUxTHocEF7G4fXlHi+VYT23KjSY8OpzrDiEYpcPjUQsjf5cXriNGp\ng/NWt/hTzk0jy2uOsR4kSeLzv21naN5BcVIkLp9ETpyOorQ4lpwSP7hrM8UFeajVKxvYu3N8xDgn\nGB8dYW5uDrfbzT9cm4sA/Gj/0BmPJ4rih6o15kLhfMavSZLE5z73OYqKivjqV7+67mtMJlPwfm5s\nbEQUxRAjij8kLkkyPRcEyNTn8wUXJaPRSH19/Xl9WReqZurxeOjt7cVut5OQkEB1dfV5NUO3+J2J\nKtOjNiT6zkkzbp9IZbqRnx8cYnDWFvxd4Lo0NzcTHx9PTU0NRqMRgz/THa1bP+V9Q0kCHp/EvtNS\nvcZwNTWZUbztJ9PAA3KDv0a3p1M2L7+mKAGvKKFVKYLCD4UAJruEqIsJIfBzcUD6U8NGBBsTExM0\nlzidYG02G5Ik0TFpYc62sslRKgQiw1QYwlTotQqK4leUnicmZPHRRmTaY7Li9IpUpJ99w+kVZbLe\nd9o4tdNxVWEcbp/EocEFDg0sMGN1c6e/lUanUVKVYeTIqcWQv1EIAtWZRhqHl5AkiSidmvyEiOB8\n1fWw+p75j32nOD66TJJBg16rxOry8ZVd2TzbOsXtFUmUpxr42VETL55c4hOVyaQYtTw3rCIrJ5fI\nyEjMZjM9PT2M9bZzXZaKvV2zNPSM4nA41r03/9g104tJpu83zXv48GGefPJJ9u/fT0VFBRUVFezZ\ns4dHH32URx99FIDnnnuO0tJSNm/ezMMPP8wzzzzzRyvVfDhVGR8CKJVKJicnmZ+fJzU1lcsuu+wD\npV+USmXQXed8IIoiY2NjjI2NkZWVRUxMTMhIpveL1vFlUoxhJBq0zG4QmR4flhemb9+6iXv+s5lv\n7u7hN5+pxGQyMTQ0FFQuB66LIAgMLvlQKwXe6p4JRo+rUZZqIDUqjL2d03y8IvT3V22K51/29jGy\nsLLQ7CqI419f72Nw1sb4ooPyVAPxkRpebx2iKFZFz4IPn18N8p29ffzi3srg+53JAelC48M8VHw9\n6ziPxxPsg52dncXhcPBkzwqRphg0TJrdLNk9KBQCl2dGoFqlmG4bt5Bs0JKgX7+VojWg9D1DGhhg\nYNaOxeUlNkLNb46Nc31x/IbXsTLdSLROzdu9czjcPuIiNOzIWxHGbc2O5t/3DzFjcYWcV01GFG92\nzzG+5CQ9Opwt6UZebjdt2G8aqFu2ji3z62MTKBUCd1Yk89ODI/zfG/PZ3TmDRqXgSzuzeLndxBPH\nJvhUdQr/cG0uhwYXefB3nTzXscBnL0sPaRPJLrTx1i9a+c3xab7gXgoRlgWMDv7Yad6LdezzIdPL\nL7/8rJvhhx56iIceeuiDnNoFwyUZmZ5p0QuIeUwmEw6Hg9raWrKysj7wTXa+kakkSUxPT9PQ0IDH\n46G+vp60tLQPLGhqG1+mwp/y2igybRxeJD8hgvwEPV/elUvj8CKP7T7K0tISNTU1ZGdnh1yX9kkr\ncw6JrTkxHByYZ9biWvOegiBwbVECR04tYHWGnv9V/raHd1ZFrZmxOtKi5fT1W13TnDo1SEmUSMes\nl9trcoJECrLlocsTKqT6Q0SmH8V0slqtJiYmJhjBVm6pptG08hmy9RIqATyihMsrUh6nwO12Bz9n\n24T5jPXSE+NmUowbk20AAaXtp6pTODllDTomrQeVQmBXfiwH+ud5b2CBW8oTQsgwOGptKDTqrMkM\nTe1WZxpxeES6TVbWgyiK2L0CX372JAD31aXy64ZxcuN0WF1e3uye5Z7qFOasbr69d4DaTCN/d00u\ngiCwPS+GHXkx/OrIGObT7u94YwR3V6dyZMxBXGZBiLDM6XQyNDTE4uIiJ0+epK+vL6gs/kNtCM80\nSeuD4nzSvB81XJJkuhGWlpaCYp7U1FQSExPf13DdM+F8aqYBcdHs7CxVVVXk5eUFxUUfRNA0bXYy\ntexis7+etV7N1OsTaRlbpjpTrr9t0syTHKHg5WEoKFxfufx61wwqBXzpSpnkXlk1q3Q1rimWU70H\n+kOFAqlR4RQkRPBOX+jPr/E7Iz3fOIhKpeLuHcU4PCJREWpWdxr4JHj8SOh81Y8ayf2xcHhwEbvf\nnSE3LpxBi4IMv0mHAiiJFVhcXOT48eO8+E4jJrMLs83Oz98d5N2+ORZsK1kXSZJoGzdvmAJejWPD\nS6RHh/GXdWlEhat44tiZFa9XFcZid4v4JPhYWWLI7woTI4jRqWkYDk315sTJddPjo6fVTUfXJ25R\nFHmyy8miw4shTMXvmiexuX0Mztn54b4htCoFd1Ul89XnuzCEqfi324pCJtE8dEUWFqeX3zaOB3/m\n9oocObUY9JcOKHtXp+VLS0vR6/WUlpYSHx+Px+NhZGSE5uZmmpqa6O3tZXJyEovF8pET1v3ZTvBP\nFKfvvmw2G319fYiiSFFREXq9nrGxsQvayvJ+IlO73U5/fz8ejyd4PqfjfAdfA7Sd1my/HtH3TFux\nu32kahy0trZSUFDA129J4aFn2nmhdYpPVIc6l0iSxFvdM5TGKilLMVKZbuSF1kk+uzVjzfWuTDMS\nF6nhre7ZoIl9ADsL4vnPIyPYs+VodHl5mSRRjlQHliQM8Sls1SjRaZQcH16iJiuaE2PL6NQKFh1e\nnmgY48ErcoA/XJr3jxGZXujjrd74PLwzmy8/10VBQgRqpUBFmoHM5AROTll4tsfJUX9d8siIjSMj\nNmACpQDbM8L4y+pEYo0GZqxuKs4iPvKJEs2jS1xbFE+4Wskdlcn8+ugYJrOLJMP6EW19djQKQa6x\n58ZHhPxOIQjUZUXRMLQUknYXBIEtGUaaRpaRJIm4SA3ZseE0jSyHmO0HcHxkiaOT8rMaiC635kRz\nX10aDzzTwe0VSTzdNMnoopPH7yknLjJ0Y1mUFMmuglieaprkjookfnl4jN2dM9jcK8/YS+3T/M2u\n7ODAgOA18Q/QDgsLCynjeL1erFYrFoslZKLLarP5QC/shxHnk+b9qOGSJNMAXC7Zx9NsNlNQUBBU\ngYJMfg6H44Id61wiU4/Hw6lTp1hYWAg6F53p/c6X7E+ML6NWChQlySR9OjFLksS+tmFANp2vLNyM\nQqHg6liJynQjjxw4xW0VySELQceEmallFzeVygvL7RUp/OOr3XROWig7rc9QoRC4alM8r7abcHl8\naFf1Ke4sjOOxQ8N0zHpJ6uzE4XDwsa2l/Li1Bbvbx/7eWe6sSuXy3Bj2987x19szOTa0iMsrIggE\nHZNKUwx/smneC52Ks7q8QfFPuFrBgN/YfmLJiccnsS0nmp8enebV7mWidGpKUvT0TFt586FawtRK\neqdtvNE1zYtt0xwaG2FrqnwPaC3j9PVZg4t9REREyLn3mKxYXL6gf+2dlUn855Exnm+d4otXZK17\nTccWHYiSHOmJkrTGE/iy7Gj2ds0yMGsnP2GFbGsyo3irZ46JZSdpUeFsyTDyRtcsPlEKMVLw+ET+\n+Q1ZcSsAqVFaXF6JH91ZzM8PjiAA23KiefjZk9xRkbSh9+5n6tJ4p2+eWx9twuUVuaUskas3xVGY\nGEnD0CL/uLuPd/vnubZorT3ieiUllUpFVFQUUVErx1vPbEKSpPMamXax71+3233BvLA/rLgk07xe\nr5eBgQGam5uDDjmriRQuvGPRmcg0MA6ssbGRiIgI6uvrz0ikgfM73zRvx8QyRUn6IBmuPrf5+Xka\nGho4MWEh1RjGlqLcEIHRQztzMJldvHgitB/xja4ZVAqBigSZGK8vSUCtFHi1fWrdc7imKAG728eR\n01oZylP06LUKmk1u4uPj0SYX8P13JxD9D/vXX+6m/t8OsOz0MmNxkRGz4he8yW8l963dPcHzfT+L\nhCiKmEymkIXpUsBb3bMEtlKfrErmQP88eXG6YCT1RtcsL3ctc1OhgVcfqPG7HumJi9QSqVWxJcPI\n/76+gNcfqmNbTgwHx9woFXB1XXkwXTk8PMzx48dpbm4O1gPf65f7jQPj0dKiwtmWG83zJ2Rx0HrX\nf8/JWQTA5vZxcnJtr2h9tkw2R4dCU72BuunxkZUpNhaXj/4ZW8jrfnpgmAm/WcWt5YmML7l44PIM\nFILAC20mdhXG8cjBEaJ0ar5yZfaG17RjUs7++CR45rOVfPuWQq7IjyXJoOWWskQS9RpebFtbBnk/\n99x6ZhNbtmwJmk3MzMzQ1tZGY2MjnZ2djIyMsLCwsGbmMFxcJe+l8hxdkmRqtVpRq9XU19eTlLS2\nHxIuPJmu936ni4vq6upIS0s7p8jjfNO8PlGic9ISrJcG3svhcNDS0sLo6Cjl5eX0LfrYkrl2170t\nN4byVAO/eG8Yj2/l+Pt6Z6nLjiZCLZ+7IVzNzoI49nROh4iEAqjLikYfpuLN7pngtZiZmeF44zFq\nUnV0LQr84NAsd/3yOHtPTlOwynN10e7hmH+xfOTdITanGQhTKYIRRvuEGZfH975qpgsLCxw7dgyb\nzbZm8T+9heR0fBQFSKvx2+MrG6ObyxLpmLSQGiVHEUoBTs07+D+7kniwLo5wtYIuk5Xy1LWlh9gI\nDf/vEyUkRGrwifDtN4bQG6PIyMigtLSU2tpaNm/eHCTYQ30zJEcIjPZ1Bgn21uJoZq1uDvQvIElS\nSJQmSRJ7u2aozjSiFOCd/rWtNMnGMLJiwoPCpgBy43RE69Q0ndZvulrwNLbg4NdHxxEAo1ag12Ql\nLSqMj1ck8Wb3LMsOLykGLV0mK39/Te6GXrs/eXeYH+4bkvtSvSLO01yZlAqBm8sSOXpqMaTWfCEQ\nGJmWkpJCQUEBW7ZsCYoFtVot8/PzdHR00NjYSEdHB8PDw8zPz+NwOC56ivjDqna/ULgk07zR0dFn\nNbO+2JHp0tISfX196HS68xoHdr5p3oFZG3a3L5h69Xg8TE9PY7VaKS8vJyYmhrEFO3NW95q5puB3\nrbkimweeauPVdhO3V6Zwas7G0Jyde2vTwTcWfO0t5Um81T0bMhQ8AI1KwRX5cbzTO8fSspmB/r7g\naLQBxQz7T/Wxu8PEA9uzuH97Fi6PyNbvHwTgX28r5mD/HHtPznBifJn4SA1Ov6tNmEqB0yty26PH\nuDwzAsHnxtnlJjNGR3mqgS0ZUSED0B0OB729vYiiyObNm9FoNPh8vuCDH2ghsVgswRYSlUoVMunl\no0ykc1Y3ff7ozBiuostkRYIQAvjVPWXEC7LytW/aJqt7N7AIdHlFFuwe6rKMvN41S7hawT/dVBC8\nniqViujoaPTGKPqXxrilNInNm7OD1zhNYSZaC78+0EsasbjdbqxWKzqdju5pG2OLTj6/NR1RggP9\nCzy8c210WJcVxaudMyGtL4IgsCXdGHRISjaGkWzQ0jy6zD01qYiSxF8/3UHgm1QrBHpmbGzNiWZw\n1s6zLVNkRIex9+QMm1MNXF+8Nj0L8GzLFI8dHuX2zUn87dU5XPOTYzzfalpTP76hOJ7Hj4zxZvcc\nd1evtIhdDMJZPTItKUnWKEiShMPhCM4kXV5exmaz0dbWFjKHV6vVfuBz+mPNhv1D45Ik03PBhSbT\nwM1kt9vp6+vD5/NtKC461/Nzuda2npwN7ePyYlKaomdkZITx8XGio6MxGo3BVHdgt74emYLsVlSU\nFMljh4a5bXMy7/TK6tsrC+MZ7hoLij925scRqVWyu920hkwBrsiLZneHiVePdHDr1lKMRiNjC/ag\n29LNZUl85eo8ACK1UJysp8dkoXl0iR99opzIl7t4tmWSWevK7j5AAqfm7Jyak2t/Oo0spgK5z/Xr\nNxRQnqJneHiY6elp8vPzg/2AARP5wPcVaCFZXQZYPZx6enoai8VCR0cHRqPxQzVK7VzwxLEVxemV\nBXLbSaJeEySdL+/KpiLNyMSETKbt/tRqecr6923XlBWvKHFvTRoVaUZ+cWiUkmQ9n9wS2lPcPWXB\n7vZRnWkMEmxAcHPn3BCPHxlDCjfC4iIjIyPY7Xae7fOgFKDY6GU2I4KfHppkYskZjKIDqMuO4nct\nU5ycsoSQ2JYMI2/3zjG17CTZGMaWDCNHhxaRJIlHDowwtuREQLZPXHSKaJQCzaPL3PV4CyDPdj06\ntMQP7ihe97s9PrLEd94YYFtONN+4MR+lQuDaIv8s1uvzCF+lDShIiCA3TsferpkQMv1DQRAEdDod\nOp2OxMTEoLApJycneG9PTk7icrnQaDQfaNC91Wo973Xuo4RLMs17PnaCHxQejwen00lbWxtpaWls\n2bLlA91g55vmbZ9YRqWA//fqcYbmbNTV1REfHx8SXbWOLhGpVQb9b0+HIAh8dlsmQ3N23huY592+\nWTYlRZISFRaS8tSqlVxbnMAb3TM4V/V/BmrE4UtDqBQwpYjHaDSyZPdw/3+fwO2VyNQL9M+E9gHu\nKoiTnXJ6ZOHI1euIN+IiQpWVAuDy+Pja9fl857Zips0u7v5VE//49HsoFArq6+tDGuvPBavbGcrL\ny4mKiiI/Px+j0YjNZqO/v5/GxkZOnDjBqVOnmJ2dxeVyfSgj2GdbV2ran6hK4cipRXQaJV6/MOfe\nWlm1HdhgtE+YiY/UbKi2bfM7I5Wn6nlwRybbc2P47puDwZ8HEGhLqV5nw3ZbeRKiBAdHnYSHh1NS\nUkJ1dTVti0qq0/VEqCA3TN4oPbmvdU3LSE1GFAJr+00D492Cm8V0I/M2D+/2z/PY4VH5RQIUxofh\nk+Dr1+ex7+E6SpPl5/TY0BLbc2PWnYIza3HxP1/oJj06jO9/vChYcri5NBGb2xdi0A/yM3TNpjha\nx8zM+1O9f8x2F6/Xi1qtDs4jzcnJYfPmzdTW1lJUVBRyb2/koLURzGbzn8n0UsaFIlNRFBkeHqax\nsTG4eJ9NXHQuOJ80r8Vi4Vi/iXCVwFujPh56bYpfHBpFRAhJQbeOLVORZjzjuKjrixNJ0Gv51eFh\nmkeXuSI/LnheqxeFW8uTsbl8wZ7Subk5GhoacLvd7Lq8nrrsGPb3zSFJEv/w4knGFx389O5yalPU\ndJuszKwyfriiQD7Got3Dax0mvv5SFwoBipMjifCbqc/Z3GTEyJFKQqSaNIMKUYJ/fb2fQdMS25Ig\nOVLB8/1eftFqf1/XbyMIgrBm0ktdXV0w82CxWOjp6aGxsZG2tjaGhoaYm5s7r8zChUS3yYLVPxs2\nXK1g2eHB4REZ8k+N2ZJhWOMQ1DFpoSxFv+GGtH3CTEZ0GDERGhSCwL9+rJBEg5avvdyDY9WGqml0\nmazY8DVtJQAZMeFUpRt4tXPFvKPbZGVy2cVNZcmkp6dzdV05WTHhDLkiSExMxOefT9rU1MRAVxtZ\nUSre65sO6cnMT4hAr1UGzRskf1L3G7t7AdBrlUgSSKJETLiSm0sT0YepmLe5iQ5X+UVa0hrikCSJ\nf9rTj8Pt48d3laBfNQi8OtNIgl7Da52h9pkAV2+KQ4LgzNgPqy9vYETg6ilGpaWlxMbG4nK5GBoa\nWiMuW202cSkYNsAlSqbnEpl+0BSdJEmYTCaOHj2Kz+ejvr7+jCPa3i9UKtU572RdLhcnT57kRMdJ\nxq0Sn6rL5N3/uZ3r/PNBv/h8P8sOmZitLi99M9agO9JG0KgU3FubRuPwEj5RYoefTBUKRQgx12RG\nERuh4dUTk8HRaJWVlcHpNlcWxjM0Z+dH+wd5p2+Ov782n5qsaCoS5Wv13sDKjr40xYAhXIUA/OMr\n3QgKgRtKEhmas3NL+Uq/aoRGFobMWD189bIoyvximccbJnmx34XNK9/2L7ZNcc2Pj6yJgM8H6+3M\ntVrtml1+YWEhERERLC8v09XVRWNjI+3t7QwNDTE/P/+BLCffL7775mDw3+WpevaelBd8Y5i8qN5U\nsmKKIEkSFrfIyIIjeD1Ph2zWYAmppxrD1Xz75gLGFp389MAwIIvgWsaW1x0EHsBt5UmMLDgZXJav\n69u9cygF2FmwUi64PC+GptFlNDo96enpFBcXU1tbS0VFBXVZUXTNOBkYGg2aHvT39VIUr+X4yCL/\n1TDGt/cOALDkkO/X9OhwkvRa+uZdfGyTrHZvHTMzZXZhd/vIj9fx3uAiv28JVai/1DbNgYEFvrwr\nm+xYXcjvFILAlhUA4gAAIABJREFUtZviZccvV+jmtyAhgrSosGBb0kdp/JpGoyEmJobMzMx1xWUj\nIyMcPXqUyy67jG9+85uYTCaamppwOs88NSeAsbExdu3aRXFxMSUlJfz4xz9e8xpJknj44YfJy8uj\nvLyclpaWcz7/i4FLkkwvNpaWlmhsbGR+fp7q6mpyc3NRKpUXdHLM6aS1HkRR5NSpUzQ1NREbG4sh\nfRM+UaI0xUCCXssP7yzjP+4qo2fGztf3zzFtdtIxYUaSoCJ9/XrpanyyOg2lQLCxP3BeISQvidSm\nqDkwME9iajoVFRUhI+t2Fcok/KtDI+wsiOPeOrmJPsuoIj5Sw4FVbkhKhcB2f+3V5RV58r4tfKwi\nGYdH5PfNE2iU8gao22Qh2SinIZ9qW+SBQg850TI5KwVZaBOmEghTKRhfcnL7o8d4s2vtWLhzxbmq\neQVBICwsjISEBHJzc6msrKSmpob8/Hx0Oh2Li4t0dnaGKC03amX4oBAliRPjK6nXj5cn8nr3LAqB\noAfvzvyVOrEkSfTNyZF0ecr64iOT2cWczb1GnFSTGcUnq5J58tgEbRNm+mZsWF2+dVO8AVxbFIdW\npeDQuLy52Nc7z5YM2Zs3gB15Mbh9EsdHQtO5KpWKKzYl4RXBEZlMTU0NlZWVJCUlUZqgZXTRxQ/3\nDVEet7Jh3pyio8tkRR+mRKdWcFOhTPR7/S1fLp/Ed24t5LLsKH647xRji3L0Pm128W9vDVKdYeRT\nNevXPq8tkg36D/SHtoEJgsAV+TE0jizh8Pg+8ib3gdp3RkYGJSUlbNu2jTfeeIMdO3agVCr5+c9/\nzo4dO6ipqWFqav2WudXv9cMf/pCuri4aGhp45JFH6OrqCnnN3r176e/vp7+/n8cee4wvfOELH+j8\nPyguWTK9GOKQwKzTwcFBSkpKKCkpQatdqS1dSDI9U5p3dVQMBFuAAjMcS1cthjeWJvLTO4uYd4h8\n7slWGv1WbBupNVfDGK5Co1LgE6VgujBAppIkMT4+zrFjx7gqPwa3D9rn1kbSKcYwIjRKREnin27e\nFPxelEoll+dEcXhwPqQFx+L0IiGLRARBoDRFjwCEqZXctWXFlWnGLC/8TSYfGYVlxBnl+q9PArvb\nx51VqcHo2+2TePh37byyQU/sxYQgCISHh5OYmEheXh5VVVXU1NSQm5tLWFhYSCtDZ2cno6OjF8Sv\n9dmWSURJnrijEGBs0YnLK3JVQRzzNg8JkRpiTqs/98zIAp2S5PWV8G0TfnHSOpHrV67MJl6v4Tuv\nD6y0p2RsfI9FaFXsyDFybNJN/4yVU3N2riwMLY9sSTcSrlZwcGBhzd9XpRtRKQQa/SldpVJJVFQU\n4ZHyMSvSDEjqFU2AXiE/S4OzdqoTFezvm+fpo0Ps6ZxBEGBnfiybkvR86+ZCAH7w9ikA/n3/KTw+\nkW/dXLDGQCKAzWnycIZ9vSsbQ0mSGJ63kx2rw+UVOT689JGKTM8VBoOBlJQUrrjiCh5//HEaGxs5\ndOgQiYmJZ/y75ORkqqqqANDr9RQVFTExEWo1+fLLL/PpT38aQRCor69naWnprCR9MfFnNe8ZEIg4\nzka8Ho+HwcFBFhcXKSgo2HBEW6AOu5pgzxcbpXmXl5fp7e0lIiKC6urqkGN1TpqJiVAHo7YA6nNi\n+EpNBN87ZuPp4+PkxOk27KFbjf4ZGw6/n+tLJya5b2smCoWCpaUlOjo6iIqKora2FoVSxXcPTrO3\nc5obSkIfonf65rC5fQiAVr2ykAiCwNacKF5sn6F1bJlav23gwVVp3/09s8xa3UhApFbFTaWJ/Lff\nD9U/5hQJ+Iv/bMEnwV1bUni2eZJ5m4fSVAP/eNMmmkeWuPfXTYgS/K/nT2LQllOf+f5szy50n+lq\npeXqVga73R6c8hJoaYiIiAhp0znXBfEXh+QWJlGC9KgwfnVUvm5bc6N5q3eOutOcfSRJomfWSW68\njgjt+stG+4QZrUpBQcJa4VqEVsVXrszmay/L9cnUqDCSDGduB7u2MIa3+hb5jd+v96rCte1Vl2VH\n897AwprnVKdRUpaiDw4FB+idtvKrI2MoBIgJV7G/fwGFIF+D/mWIDlex6PBycNzLwXErsJL+vzZN\nZGJiAr1ez/3b0vl/747w38cn2HNylr/alkF69MazWBX+CHTPyVmG5u38pmGcgwMLQRW6ABwYWKAi\nMfGPGpleiHVpPZwuQHq/xxkeHqa1tZW6urqQn09MTJCevmIHmZaWxsTEBMnJyR/shM8Tf45Mz4Cz\niZBWi4v0ev1ZZ51ezDSv0+mkvb2dvr4+ioqK1kTFAJ2TlqDN3unvVRyr5Bs3FrJo92y4wz4dhwdl\nYitJ1vN00wR2u53FxUXGx8cpKytj06ZNqNVqlAqB64oTeLdvDtuqupHXJ/Jvb/STGhWGBBxaFWEo\nFApq0vWoFALv9c8jihLf3tNLvF5DcbKecLWC1zpNPNEwSlW6kRmLC9vSLAYNqBSEGI9bXT6e/B9V\n/POtxdxTI0ev39nbh9nhYUtmFF/1t99IwIPPdAT7Ls8VfwjThkCvYHJyMqmpqSQlJVFdXU1mZiZK\npZLp6WlaW1s5fvw4XV1djI+Ps7y8vO79tmhzM2t1E7hC4RolLq9IbpyOw4Pyd3B7RahncoBMN0rx\ngixOKk6KXHesGcCNJQmUJkfSbbKyeYO662rUZejRawQO9M9TlBi5Lvluz4thyuwKWiCuRk1mFCen\nLFicXhweH//rpR4MYSoq0w28NyhnYERJvl+mLW4WHV7C1Qo+WxXFYx/P5AZ/L2llqp4dJRlIksTE\nxAQlymmitfAf+waJDVfwiTLjWZ/rHXkx2N0+Pv5YE7s7Z6jOMPJ/b8znR3cUU5qi58ipxT/JyBRk\nMj1fAZLVauWOO+7gRz/60Yfe2/eSJdNzwUZkup64KDU19awEfSHJNHBuAWvElpaW4AK7ngzd6fEx\nOGujJHntDRk4r6158kZgYNbG0VNrU2en49DgAjlxOu6tTWN43s5T+5qJjIykoKCAiIjQ6OSGkkRc\nXjFkUsyLJ6YYnrfztesKiIlQ827fiuJRoVAQoVFSmW7kvYE5/uvoCJ2TZpDkHkWHR6Rz0oJKCQ9e\nJke7x0YsXFeaAggoWCE3CZi3ynXHv7kqj6hwFWanl5+8I6fqPlOfQV58BFHhKnyixOf/uwO398J8\nTxcTCoWCyMhIUlJSKCwsDLGTEwSBqampIMF2d3czMTGB2WzmB/vkz63TyI9/YPNwXXE8reNmlArZ\nGH41TBYvZpeP0g36Sz0+ka4py4biJJAjtHtr05AAh/vs11chSFQla1lyeNmWu/7s3u25cl330ODa\n+7UuKwpRgpaxZX56YJhTc3b++ZZC4iI1eESJCI2ChEgNq7dB3/t4Ebdt0pMTFx58z/suS8doNJKW\nlkZRURFb62vZlh+PywdX5xlYmDHR0tISvM7j4+OYzebgs75gc/PrBjnyz4gOZ/cXavjex4u4szKZ\nqzbFcUtZIuNLTkYW7H+0yNTr9Z6Th+/54Hz7TD0eD3fccQf33HMPt99++5rfp6amMja2YhIzPj5O\namrqmtf9ofBnMj0D1qtLLi4urisuOhdc6N5Vl8vFsWPHgtaICQkJGxJ6j8nqFx9tPIEmYOiQEhXG\nP7x4kmXHxsIXt1ekaXiRiqQwYqxD6LUK2u0GIiMj100/V2XIqt43/EIft1fkZweGKE81cHVRPDvz\n4zjYP4/XXx8NTHzZkR9Ht8nKz/xK0OJkPbdsXomanB6Jb78xSHqUlq5FgWuLE/CKEu7TTuFXfiMI\nQ7iar90g173+u3GM8UUHGpWCb968iSWHl4IEHctOL1/8/ckNP/vp+DDZCQbs5Fb7tVZVVZGamhqM\nrPaelL8Dp0dEIYDOn16/LCuKeZuH9Oi1Tfk9c7IKs2wDMu2btuH2SWettQfaYxpHltfM+zwdkiS3\nqIDcurMeEg1a8hMi1iXTzWkGNEqB1zpn+G3jBHdVJrM1J5rjw/J9bnOLsvDHf6+kGbXsyItBkiS6\nZ5xYXD5idGquyA/NNnl8Ii2jy6gUAmNWKCoqoqamJnidQU5BtrS0sPfgMe58rJGTkxYK4sLw+CQS\n9aG16G058kahcdTyJxmZnk9rjCRJfO5zn6OoqIivfvWr677m1ltv5YknnkCSJBoaGjAajX+0FC9c\nwmT6ftO8AXHRqVOn1hUXnQsuVGQaIHRRFKmtrSUzM/OsD+FJv/F2yTppusC1CNS8/uPOUuasbr77\nRt+G73eoZwKnV6TAKLG1vpY7qtLY3zuHxS2t+xmVCoGri+I52D+P0+PjlfYpJpedPLQrR3ZLKozD\n7PTS6m+oDxD8dn+0bHF5+dlfbOaxeyv59s0FwRTlpoRwzB4FU2Y3x4YXKE0xoPUb+JenRAZf1ziy\nxPC8nAr8WHkSJcl6fBL8eL/cHlKTFc21RfFMLDnlmZhDS7zUdm5ihg8Tma6HgCF6WloaHn0KHhG0\nSrmuLEoQrxOICRN48kAnAJsTNWtETv3zbrRKgbx16qFwdmekAFrGljGGqbC5fTy5yn1pPUiSxKTF\ni0KA9om1pvYBXJ4TTcuYOaSEAKBVKdicquedvnlidBq+cmW27IdrX9kkelf5RldnRqHwb+Je6ZLT\nwJ+uS1vTb/3CCROTZjc3lyZwZGgpGNmvvs5FRUXkFG/mkZMCTp/A969PYUeaivElJ7sPNAYj2OXl\nZVIMalKMWprHbR9pNe9GOJ/xa4cPH+bJJ59k//79VFRUUFFRwZ49e3j00Ud59NFHAbjxxhvJyckh\nLy+P+++/n5/97GcX4/TPGZcsmZ4LVCoVTqeT7u5u2traSE9PZ8uWLWf19T3T+32QyNRut9Pa2srQ\n0BBlZWWEhYWd8/Dyk1MWYiLUGzrXgOyOVJyspyI9iv+xNYMXWqdoHg1tO3C5XHR2dvL6iWEUAty5\nQ/azvbMqBY9P4t1h+4ZK0+uK5UkxB/vm+OWhEYqT9ezwk+W2nFjUSiE4GDxgUp8VG45CgNgINVcW\nxjE9Pc0TrzcgIbfkjC66+f3na0gyaPGJ8MtDw3hFCQG5DnZd9sr1ebpRTgkJgsDfXZsPwKvtpiDJ\nfmlXLna3yGU5svjmX94YPGN0/lHEv70lp3gT9PJ9EBehwmQTSTDoeHNE3gTtytQxMjJCU1NTsBG/\ne8ZBbqwG5QZ70PYJM3ERGzsjBdAyZqYmM4prNsXxZOPEGa+vy+ujbdpNbpyOI0OLG0ayl+fG4BWl\nNeb2IGcinF6RB7ZnoA9T8d03B0J+f/WmFYWwzm/8IYoih4ctKAT45JbQSMfp8fHYoVEq0wx89cps\ntCoFv2sOnaAEsmL8C890Mm1288gnS7myIpc7txUDsBSeEiwLTU1NceLECXIivbROWFlcWtqw1n0x\n8WEj08svvxxJkmhvb+fEiROcOHGCG2+8kQceeIAHHngAkJ/jRx55hMHBQTo6Oqiurr4Yp3/O+DOZ\nbgBRFLFYLPT29mIwGM4qLjoXnG9k6vF46O3tpa2tjYyMDKqqqtbUJM+GrikzxclrxUcBeEWJrqmV\nhvsHr8gh2ajln3b34PWJiKLI0NAQTU1NxMfHM+IIoyzVEHR7yU+IZHOagTcHLBt+xtqsaIzhKp44\nNsbwvJ37L88Knk9kmIqazGje9ZNpIM37fOsUoiSnJI83NTEzM8P+6TAMYSo8Pgm7x0fXlIVnPl+D\nIMCvj4wi+L1tpi1u6lI0wej06abxYK2uPjuaynQDEvDoQXl+ZUFiJDeUJLCvd56tOdE4PSL/vHeA\ns+HDHpkGIEpSsD1qxq8kva4oHpdXomfGhlKQ+3B3VuRRUlISbMSPjoljeNlHus63xkrObrcjSZLs\njJS6sTMSyD2ZE0tOqjIMPLA9E5vbx1NNa4kogBMTVpxeiVvLE/H4pOBG63RUphvQaZQcGgwdu+b0\n+GgZkzMyMTq13GIz7wiSpiDI5Q+lQsAYpqJnWlbv9sy6sHtEKtONRJ6mXH6u1cSM1c2XdmYRHaHh\n+uJ4dnfOhBgyyI5IffROW/nhHcVU+luwUqPCyIwJp2F4ec3otJu25GL3wpiFkFp3V1cXY2NjF51g\nP6wCpI8SLlky3eihlySJqakpjh49iiAIZGdnn5O46FzwfiNTURQZHR0NmXN6OqGfyyLu9or0z9go\nSd44BTdplXB6RMr9xuA6jZL/fX0hvdNWHnunh4aGBiRJor6+nsioWDomzdRnh86AvaMyhZElD93T\n69v0qZUKriqMp2VsmWSjds1g5CsK4hictTG26EChUODx+nj88DApeiU2tw93ZDJSdAat42Y+7Td3\nUCsE/ubZDv7XCydJjwpHAgxhagJzy9umPUEPX5dXYnenPENSEAQevlJW8b54YortPzhI6bf20W2y\n4vSI6LVKFAK83j0bNH3fCB8FQ3uAl06YECWIClfh8kqoFQJv+d13/rI2FZ8EmbG6kLSmSqVi3qvB\nI0JdXhK1tbWUlZURGxuL0+lkcHCQd440MrLgIFXrZmZmBofDse592eqvyVelGSlIiGBHXgxPN02G\n2AyuRsOIFbUCPlGVTIpRy+tday35QL6v6rOiODS4EHLcp5omWbR70CgFjo8u85035JS+3e1Dq1Ig\nSdA/a8cnStRkRdExacHlFXm+RybV+7emhxzH4xP5r4YxtmQYqfGPJ7yrKhm728cbq87tuVYTe07O\n8uCOTHbkhT4j9dlRHB9ZCumdln8uv+6UXb1mNqlCobjoBHsxlcR/thO8BBGoRS4uLlJdXU1SUtIF\nNZ9+P5Hp3Nwcx44dw+l0bjjn9Fwjor4ZeZJH8RnIdGhZ/pxlq2qq9WlhlMSp+M9jUxSUlJOTk4NS\nqaR5VLYQrMsOVVjeVJqEVimwp2dtui2A4mQ9PlFiW05s0GkngIDQ42DfHIIg8EbnBJPLLu6tjEcA\nTpjcPHlsjAitkv+xNZPc+AgitUrC1EqG522M+l1pFuwe4vVaNCoFzSYPf+9P6QI88q6c5mwaWeT/\nvLziqGIIU3NvbTopUWEoBXije46sGLl38F/fHDjrdf4oRKaPHZHT3Aa/XaAhXMWMxU1xUiSBr+Ly\ndVSzHf56aFGCfD0Ck3SysrIoKytDmyRf36qsmBAz9ICByezsLE6nk5bRZcLVCgqT5DLJZy9LZ9Hu\n4aW26XXP99iYlbLEMHQaFdcVxdMwtLRhWnhbbjRTZlfQV9jm8vLro2Nsy4mmOjOKhqFFmseWCewT\nAi1SAPERam4uTcDjk+iYMNM54yFMpWBbbigR7u6cYdri5vOrSLY8RU9OnI6X2uXP0Ddj47tvDrA1\nJ5r7t2WsOc/LsqNxeMQQ9ymAuEgNqXoVHSZH8GfricnORrBLS0vnRbDn0k9/vnA6nSGuZ3+quGTJ\ndPWNY7PZgrXIkpISiouL0Wq1f5AB4afDarXS3NzM+Pg4FRUVFBQUbChZV6lU5/TgdPkXwzNFpkNm\nEWOYioyYcNxuN11dXXR3d/N31+RjcUv8tmllwTs2tIhaKVB5muVgZJiKK3IMvDtkCZkSsxq9/lTa\nauFHAFmxOjJiwtnXbWJ8fJzdPRYS9Vo+s7OYslQD7/TNsvfkNLdXpBAZpuLy3BgsLh8Oj4+7q9NC\n3mtq2YXbKzJmlReJhEh18Offe7OPz/xXCyqFwIM7sgCYWHLw+fpkHiqFL1XIrz3lX5h7p22807d2\nEHUAH4U0r83lZWJJVuSOLcruUPM2mZjuqUnlrR7589WtGggvSRIDszZeajehUcLTJ+b4+XsjHBxY\nCI60A1l8JACXFaaGmKEHpo0EyiWH+0zkGAVGh2Wj/5IELZtTDfymYWzN/TC26GB82U11qrwIX1sU\nj1eUNvwetuWEtsg83TzJksPLF3dkUpNpZGjegeQXXCkE+HRdalAhfGdVcnBY+HMnpnCLUJ0R+qyI\nksR/Hh1jU2JEUH0L8nd/W3kiJ8bNDM7a+MbuXiK1Kr5za+G6/do1mVEoBELMJAIoSdDQYZIj5Y1w\nJoJdr984QLAXch17PwiQ9Ecle/NBcEk7ILndbgYHB1leXiY/P39NCvViDwg//VwGBgawWCwUFBQE\nZzueCQHjhrOJkE5OmdGHqUg7g0vLkFmkONnA6Ogo4+PjZGdnU1RUhCAI3Fi6wH8dHeFTtWkk6LU0\nDi9SlmoI1p5W4/pN0bzZv8z+3jluLA11O7K6vLzWOU1KVBiHBmUjhtWDut1uN6UxAm+dWuauTUl0\nzpn4myszUSkVXJ4Xy88PDCFB0L/38rxYftMgO9r8+ugo2XE6FILAvNXFkmPle3und5Z76zL4931y\nmu/xw6NckR/LD+4oJVKr4oXWSUwWNz9/vZUvXF3Mpk063p5qY3LZwbJTxCfBt3Z3kSjGE+2fWRoR\nERFMi30UyPQX/hFjxjAly075HixMiGBg1kZevC5ItOWpBnyixFs9szx2eIx+v1JVIcCBU2bMXYtI\ngD5MxZ0VSdxXn0bHhIWcON2a+qJWqw1OHLG6vIy/doTPlSai1+tZXl5mfHycy+McPDLh4XfvdXF9\naRJ6vR6NRsN7fgOPmlTZOL4kOZJkg5a3eua4bXOooQTI9cjs2HCOnFrkE1XJPNk4wbacaMpSDYir\nvhuVAnbmx8lD5P3uXdcXxxOlU5Mbpwv6595dFXqM/b3zDM87+P7HN60hhhtLEviP/UN8761TnJyy\n8v2PFxEbsf5QC0OYiuIkPY0jS3zxtN8Vx6p4c1Ckx2Sl5Cyq6NUIEOzqXk5RFLHZbMGZuwMDcnZF\np9MFHbMiIyODG/WLTXaXAplespGp1Wrl+PHjGI1G6urq1hUXnWvkd65Y7/0CLkrHjx8P2u+dC5HC\nuY9h6zZZKEqK3PCGdnp8TFhEYrDidrupq6sjJSUl+Pq/uTIXj0/iFweHsLq8nJyyUJu1/jlWpemJ\n0yl5eZ22ktc6TNjdPu6oTGHO6uaEv4YWuAZNTU3sKozHI8LvTlpQKwQ+4ffb3ZoTgwRsSookyz+Z\noyYzGo1KgTFczaLdw4NXZHNVYTwWp5cbV9kWvt0zy20VoSbk3729BEO4mrm5Wa5OkxfbN8bgl8fn\n+cLvunCJsOAQuak0AYB5JzQvaPH5fIyOjoYoXW02G06n80NNqC+0yrViq59Iw1QKvKIssgmIdFKM\nWsxOL59+4gR/92IPPlHi76/JkVXbRZG8+tlijv7tVh77VBmXZUfxm2Pj3PaLJlrGljc0cwigfcKM\nKEFNdizx8fHk5uZSUVHB52+oI8Wo5bUB2T3r5MmTNDY28nrbKIk6BVEqDx6PR57/WRTHkVOLWDZQ\n9W7LkafI/L5ligWbh89vkzddq4fHe0X4eEUSDUOLQbMGs/+alCRHYnX5UAkEa6IB/ObYOGlRYVy9\nae3s20SDlrJUPUeHFtmZH8N1RWcesVibFUX7hCUkugfYFCsTW2De6gdBgGBPN/TIyMgIRrBtbW00\nNjZy8uRJ3G43i4uLFzyC/TA/ExcalyyZRkZGUl9fH0Iap+NiRKaB95MkienpaRoaGoIuSmc6l43O\n72w1XZ8o0TttpShp/cXObrfzyoFmfBJsL8kIjkZbjcxYHbdVJPP7lkne6Z3DJ0obkqlapeSKLB3v\nDcwzZw2d1/l86yT5CRF8ui4dtVLg7Z5Z5ufnaWhowOPxUF9fz3WVOYSrFTSN29iaGUGsf96lxa+W\njFrlGRyuUVKTGYXVv7huSoxkR34sPgluKE0k3v+3DUOLDM2FWgR+8+WTtLS0MDU1xRdvrEajFJi1\nuvnvxnEsLi9afxHxlY6ZYI3xJ4cmSEpJDVG6xsXFIYoik5OTHD9+nNbWVgYGBpiZmfnQEOypORvL\n/msUWL53FcQyOOdgV0Esb/fMohQgyRDGnb9qZmjewXduLeTFv9pCUZIeUYK8GJVsaahVcVl2ND+8\nvZjnPr+FmAgNNrcPk9kVEgGejtYxMwphbR+qSqngUzWpdJgceCKTqKyspLxyC93zPiqTNDgcjqDR\nf67GjFeU2NM2uu5zuS03GpdX5NdHxyhP1QdTtz96ZxiQlcpxERq25kTzcsfKlKCAwMzrf5YyDQq0\n6pVnoGPCzIlxM/fWpobYVK6G0+1DAj655ezPcF2WEa8oBXuqAzBqIMWgoXXMvMFffjCcTrBbtmyh\nurqa1NRUFAoFMzMzIQQ7Ojr6gQnWZrO9786DjyouWTIVBOGsUvCLleY1m800+ds8qqqq3peL0mqc\nyxi2oTkbTo+4Rnzk9XqD7TZLSnnRKUvdWHH319uz8IkSv2kYRaVYWy9dfU47M8PxiRKvdazUWQdm\nrLSNm7mjMgVDuJqaDCOvnRhjZGSEiooK8vPzUSqVaNVKcuMj8Ihwdc5KP+/LbVOolQJD8/YQgpJf\nK///QP88FelG9GEqDvTP8b3bS4Kve+CpE+hUK4vcWz3zZGRmsnnzZmIMESsRcG40T91XwdOfreSB\ny2UBScDM3+mV+MbuFSMLlUpFTEwMBoOB7OxsamtrKSkpISoqCpvNRm9v75qB4H/IeaUB/OzACACr\nl/hAir4q3UDLmBmf33ZvU2IkL9y/hVvKElEIAp3+ente9NpSQn5CRFCMc2x4if/9Su8alWoAreNm\nChMi1zXJ//jmJMLVCn57fCL4WqdX5LLsKBITE4OTdK6pyidOp+LNrtl1F/3NKRGoFDBn83BfvSzY\nm7O4GFmQa98+CXYWxKAU5A2WAGTGhNM8uowkSZwYlz9rTJgQomz97fEJIjRKPla+/qSTw4ML9M3a\nEQRoOYvyG6AizYhSkAekB7Ds8NA37yYvXkfz6NIfbBOmUCgIDw9Hp9OFEGxmZiZqtZrZ2fWv9bmu\ni6eb3P8p45KumZ4NF5pMvV4vVquV3t5eCgsLP7Bx87mkebtMfiWm35M3YCk3MjJCRkYGBQUFvPJS\nF0atgjjdxoSeEaPj1vIkXmqboihJv269FOSHM1WvpCRFz0ttU3zmMpmQXmqbQqUQuKk0gYGBAfLC\nbRyxiegNknIcAAAgAElEQVTTCtDpQgcqu/0LcqxOXtAWbG729cxSnRHF0aFFBmdt5CXIRHvKb3Ce\nbNDydvcs91+exdacGN4bmOefby0iQgU2r0yI1+RH8Va/LPwQgafalnj4Sjm9/xc1afy2cZxDAwss\n2T3ERGq5qyqZXx4e5ZbSBF7tnMHjk9jdOcN99WkUJq4Q/eqaqUajIS4ujri4uOD1drlcmM1mlpaW\nGBsbw+PxEB4eHqxdGQyGi+aL6hUl9vfLop3A8qwQZP/l/IQIBmbtwZ/XZBr52SdLCVOvfLcdkxZS\njFoMWsW6EVeXyYpWpeD+ren89OAISoXAP99cEPJaryjRPmHmY+Vra50g1xFvLU/khRMm/vaqHA4P\nygK3sgRt8H0EQUAfGcl1JQk812qiqKyacLUiWBcMTNLRKECSID/cwfLyMt95W1YwJxu0TJldJOi1\nPHFsHIdHJC5CTUKkhpaxJTonLEwuy5kUh1cMHnfG4uLN7jnurk5ZUxMGuV3me2+fIj06jGSDljd7\n5vjSzqwzRqc6jZKSZD0NQ0toVCPs7phmdDF0aPbIgiNYzrjYOL3HNOD5HBkZGbTnE0URu90evNan\nTp3C5/OF1GD1ev2a+/h8DBs+qrikI9OzYc2g6/OEz+djcHCQlpYWVCoV1dXVF+QGUyqVZz2/7ikL\nGqVATpw8fPrYsWNYrVZqa2uDhuidk2byYtRn3Q3fd1k6ksSGqS5YuWYfK0+ma8rC4KwNUZR4td1E\nbXok/R3yNfjc9bUAvN0d2js4Z3Ux4Be9tEzKEcXuDhMen8Rnt2UCcMg/hm3G4uLoqXl0aiWRYSpO\njC8zbXaxIz+WabOL3mkrpXErt/jb/Uukrho/9/jhkeBnzkuIZFNiJD4JXvN71ybotWzPi+XAwAIP\n7sgM/t2Xft8ZEoGdSYC0eiB4Xl5ecCB4Tk4OWq2Wubm5kJ3/he4ffK9/Ho9v5dy0KgX5CRG0T1i4\nqiCWJxvlaFAhwM/vLgshUoDOKUtQBb7eM9M5Kdfj/3p7Jg9uz+SV9ml+8u5wyGv6pq04PCKV6Rvf\n83dvkR20XmozcWRokap0I1rVWhXoVYVxuLwihwYXEAQhuOAXFBQQkVqI3StHoEsuiYnJSfb1yoIi\ntSRPyXn88Cg/2CebdMzbPBwfXcbmFvnqi10IyEQ3apGC3+czzZP4RIlPVa8/+PvZlilOzdn526ty\nuK4onpEFB4Nz6/dZByBKElq1gs4pCz87OEJadDh/syubL1dp+eou+T5rHb84qd71cC6GDQGCDVzr\nLVu2UFNTQ1ZW1poItrOzk+HhYfbs2cPk5OT7jkw/+9nPkpCQQGlp6bq/f/fddzEajUGbwW9961vv\n6/0vFi5ZMoWLrzCTJInJyUkaGhpQKpXU19ejVqsv2HHPpW+1c1KuM93844P86p1uiopLgqPRQG5g\nH5i1kRerPet7BYQa/TPWEMeX1QiQ6Q2liSgE2a7vQM8kJrOLuiQF1dXVZGVlkWQMpzzVwL7eUDLd\n3S4bC6QaNTRNyGT6SrtJth7MjyM7Tsd7/vaH51sm8UmwLS+GqWV5Z7+vZ5bteXJU+G7vLBOWFdJL\nMoYxb5PTrCqFgNMrsvfkSio6EEU/3TQVXEzvqkxi3uYh2RBGmL+VYsrs5jdn8ZU9EwLj1JKSkoIL\nU3V1dVAcst60F4vFErJxOtc04ONHx0L+7/GJxOrUSECYRkHfjA21UqAibcXTOIAFm5uJJSdlKfp1\nj+fxiXSbrEHx0QPbM7ijIolfHhkLmunDCjFUpm1MpnnxEVSlG3imeZL+GRtbc6IRRXHNs1KVbiRG\np+bt3rVuSM80TwY/w4BNQ8NiBKIExjCVTJDIRKZTySnv8ngVAQoxmeW5uIUJEZjdMLzgwO0Veb7V\nxM6C2HXnldrdPn5xeJSaTCO7CmLZWSBnOc7URjVrcfFXT3Vw3D+0/J9uKuAXf1HG57amszlOwafr\n0zGEqThxkeqm6+F8J8acvpkJEGx2djYAL730El/72tfYvXs3d999N9///vfZv3//WUsd9913H6+/\n/voZX7N9+/agzeA3vvGN933uFwOXNJleTCwtLdHY2MjS0lJwB3ehHUbORqZer5euSTPZBgGtRs2v\n2uzc91RX0PQeoMdkQZQgP1Z71ii3aUS2a3N4RJ5rnlj3NQEyTdBrqc2K4oXmUZ463I9OreAzV1eF\nDAe4alM8HRNmps0rQqXXOqcpSdazIyeKzhknPVMWOibM3Fwmpwgvz43l+PAidreXZ1smqM+O5oaS\nRKwuH8nGMN7qniFBryEvNoxnjg0xbpMXU5CnowQW50Av37f39AaPfX1JIlqVwNiSk95pOTrelhtD\nol7D7s5pbi1LDD4wjxwYYdFvmH4hWmNWi0NWT3tJSUlBFEXGxsZobm6mubmZiYkJbDYbNpvtjMed\ns7pp8xvEByhJlGDZ4SVRrwnWUiVJnrByOk5OyT3BpX4yPZ3YBmftOL1icJKMIAh8/fo8KtIMfHNP\nP0N+z+O2cTOJeg3JxjMPA/9EVUow1bo1OxpJktY8M0qFwK6CWA72L+D2rtyvZqeXPSdnuKk0gUS9\nhkODC/zKb1IRSKTUZBrxiGD3yinvUSvcWmwMqaWPzMmf+Wj/DG91z7Jg93D3lvUnkTx1fIIFm4eH\nd2bLvcx6LWUpevatQ/Qg987+5RNttE+Y+Ydrc/z+0aEiPaVCQUWaIegW9YfAhbQSDGwUs7KyeOyx\nx/ja177GX/3VX/GNb3yDpKQkXnnlFVwu1xnfY8eOHcTExJzxNR9G/JlMzwHvZ6F0OBy0tbUxODgY\nNIDQaEJ7zi6UuGAjMg1YIu49cBSrW+RT2/J5+Ytb+Xf/NJi/eLyJPX5bvQCxFsSHnzUybR5dpiAh\ngprMKP6rYXRdsUlAFDU+Pk6Rzsq0zUfzrMRVRQn/n733Do/jvs79P7MV2IJdYNE70RsBgkQhKZJq\nVKOsFku2ZMeyYtmOHDuKc51yc+MkvyROfGM7iZO4yE6kWLIduciyrEZVShTFBpAAQfTee9vF9jbz\n+2N2B1gCICmKVJxLv4/9PBSwmJ2dnfme7znnPe9L/Dl91hsjYwaHItnp+LKXs5Mr3FaVxu4tFkIi\nPH5MXvBvi4y67C2y4Q+JPHlinEm7j/vrs9ldmIQgQIZFnoF958QpKpIEpt0SOWa4d7tMLhpa8Chq\nSBIyu3PJHaQlIuZv0Km5tUJ+n2fPyNdHrRL40NY0jg8tc0OJjegnDokSf/WSTEa6UnOmarUai8VC\nTk4OFRUV1NfXU1NTg8Uim1EPDw8rWrlRBvFaKb/nz84ox8q06EmIkyUSe+dceCKkKoNOTUiUqNnA\nTagjIsZQkb6xsUNUGWmtLZtWreLr95ShUwv80bPdBEIirRMrij7t+XBTWTI6tYBWLVCSZtxUlefG\n0mTcgTAn1ggfvNg+izco8pHtGVxTkCSP0Pjl+3nZGyIvKZ5P7VpVLmrIs3Dw8w38zT01mCMMcQFw\n+EXUAhzpnebxd/pINQgkBeeZnp6O2bw4vEGeODHBdcVJbFuzEbm+xEbntIv5c4Lk4LybB59sw+UP\n8cRv1/Dx+mxKUo20bDAGsy07geFF7wdmsnClRe6tVisVFRV84hOf4Jvf/OZlISQdP36cmpoabrvt\nNjo7L94u8Uriqg6mF1NuvVgJwFAoRF9fH2fOnCErK2tTd5nLaRC+0bEcDgfNzc0sLS2hT5O1Z6MC\n97dvTee5RxqpykzgD3/ewRNHR+mcdmIz6kg1ac97XmFRonXczo68RB6+Jo9phz+mRBqFy+XCbrfj\ndDr57G2NaFQCbn+Y26vWMyGLUozkJcXzZo8cTF+JHO/WyjRqsxOI0wgc7l9gR66VTKuc1dTnJ6JV\nCzzbOoXNqOPG0hQSDTrK0kyML8iyiU/2Skz65Q1MVbKaWyrlWVEJGF7yUh0xsDZFMta/eL5bOaf7\ndsi9sWfbZnj86BjfOjxCkkFLWILhRQ8lqUbiNQICcjkvquj0QUGj0SikpaqqKhoaGqiqqiIxMRG3\n201fXx9NTU2cOXOGHxxfZfHOrPgx6jRkJOgJieDyhVCpBIqSZZLLRqbeHdOyGINRr9kwsLVPrWCN\n15Btjc040xPi+ModpfTNufnGm4PMrPhjAs6mn00toFIJhMISS+7gpsG0Md+KSa/mjch9I0kSP2+d\npjLDRGWGmWsKExUGdhQfqkrlz5/vUf77Xz9SiVGvYdEdUOZQi1ONfPm2YpnZPCfSb5f4eGMuaamp\nBIPBmM3LNw+24/SF+HRjesxGKqrFe2SNv+rsip/ffbodgB98okYpi2/PtdA2sbJO/akmYjbRdh7b\nucuJ/2ki99u3b2d0dJS2tjZ+//d/n7vvvvuyHv9ScVUH04vBhRi9kiQxMTHByZMniYuLo7GxUWFy\nXsrx3gvWBtOoNVpfXx/l5eVUVlbSv+BFEIhhntpMOn7wye3cWpnKP7zWz9HBJSozzRecWe2ddeL2\nh9mea+Ha4mQKkg08eXxcWUj8fj/t7e0MDw9jMBgoLy8nyRxPqlmPAOt0fEHezNxYlsKJ4SVc/hAH\nO2apyjAztuTh1Z4lbPEqHN4Qt1WsDsobdGpqsi2MLXm5qyadnhknn/5BEz0zLuY98rU4OryizA6+\nMhzmiaOjJBrk7OMXLZP8wz3yyIwjopI0MO9mbMnDjMPHzyJ2Wv6QyDffHuF7747x9TdkPd/vHhlj\nX1ES3pCkMGC//ELvf7sCkk6nw2azsWXLFmpqamhoaMBtzGTZJ59TfoJAWIJ5lx+XT852bim34QuK\naDUqMhL0iiVbFJIk0THlPK8ST/uUk6rMjZ1iri22cefWVH5yShbv2HYB03CA/jl5jEsCnjs7s2kw\n1WlU7C1K4u3+JUKi7FgzMO/hw9vkcuxaGzizXo1agGdap2PYzIYI0eqVrnmisSzFpOPD29LJTxDw\nBGTxht/alkliYiK5ubnK5iW3qIyXBzzszTOgds7EVAcskos0s453IkpKLn+Iz/+0A6c/zHfvr6Io\nZXXmsjY7AW9QVDZk0XuoKtMc8XD9YPqmVzKYulyuy87mTUhIUBKVAwcOEAwGWVjYuLT+QeKqDqbv\n1SD8XEQFB9xut/yQ5eZesC96uTPTUCgUY41WV1enlFF6ZpzkJRnWzfbpNCq+8eEq9hXZmHP6idOo\nLnhe0fm5HblWVCqB327MoWNqhdZxu6JelJqayo4dO5S/CYRElj0ysePMJqouN5alEAxL/LJ1is5p\nJ72zLj71VCt/+9owk075fB4/NsazrVNKnzPaA+2fWeEj/95M64STWyMBd29RknJTl6Qa0anh2NCS\n0t90+cP0zskSegDGSOn5955u447vnOD17jnKUuXf3VBio+V/7+Env1NLY76VFV+Ix4+NIwig1wjE\na1X0zLrpnvf/WogzRCEIAj9rWyV2pSYmkGrWERLlMmZSnAqnw45BA6PzTooSNesE0qdX/Cx5gmyN\nMHnPDWxuf4jBeU9Mifdc/MlNheg1KgSgIOXCYx7Hh+WefHWmmWfPzGxIQIpif2kyy54greMOnj0z\nQ7xWxW2V8j3wn2tIV2qVQJxWjdMf5kCFXKEQJRiPjKK80D5LdoThHQiLSJLEPYXy/aXVqBSLwbX4\n2Zk5PEGRL95crgTYrVu3kpiYiM/noyoJ3h1cpOnUaf7g6Rb659189UOFlKbFihdE2c1nJlZi7h+D\nTk1JqpG2/weC6ZXITGdmZpTr1dTUhCiK79se83Lgqg6mF4ONJADdbjctLS2MjY1RU1NDaWnpRZt0\nXy6JQkmScDgcTE9PK9ZoaWlpMYtP98zmykdatYrP7JFp+G/3LTCyHDhvZtoyZictQU9mhERyd00G\nRp2Kb750hlAopLz/2s3EieElvEERvUbFSx0bO4PU5lixGrT8olXOYK4vTeE/PlHLS49sJzle/iwS\n8GfPdfHQk6eZXfExMC/v5I8M2flobSqH/+havn7vVox6NWqVgIhc2tRpVPjD8NgD1dxVs0oi+be3\nhvh0ZMzGHYgylN3kJsXz3CONfPWuMkAWTQ+JEpWZZr56ZykCkJsUhyTJsnTRUuK/Ht+cvfnfAYc3\nyKGItVq6WcepMUcMG/WPby7m7JLAniIbC16RirT4GIH07u5uDnfIJeLKjI3Va7pmXEhA1Qa91igs\n8VpSTDok4JdnZjZ9XRQnhu0UJBu4vy6T8WUf7bP+TTenewqT0KkFXuua52DXPDeXp2DSa1hwBXiz\nd/X7sHtDeAJh/vnD5THm4SdH7AwteOicdpFuiUMlyDPLoihij5BNvUFRuS+jcPlD/Kh5ihtKbJSk\nrl4brVaLzWYjPz+fuxqK8Yfh4KyJpkkfn6q1khycU5x0hoaGmJ+fJ1EvkJGgp3V8ZR3ZqiYrgfZJ\n53lF7y8Xft2MwR944AF27dpFb28v2dnZPP744zz22GM89thjADzzzDNUVVVRU1PDo48+yk9+8pNf\nC+3f34g2XABrM9NgMMjAwAAOh4OSkpJLYpxdrJ7u+eByuejp6UGlUpGYmEhBQcG61zh9IcaXvdy7\nfeP5OID+eZmxatJr+PKrY3zj5tRNX9s67mB7jhVBEPB4PPT19nJtjo7Xhv2YU3M2fBhf7ZrDqFdz\nfUkyr3XN8Ve3l6HTbMTOTOb5thkq0k382/3VAHRNLLLglUgx6ci3GXj0hkK+8lIvH/rWcVYixJKG\nPCt/fXe1cqxdW5IUxnGiUct4xJLtS7/o5F8+Ws1bffOseEMMzrvpnXWjEmDtWlWQbCTPZiAQ0JCb\nGMfYso/D/YvcWpFKilnProJERhc97C+18UZkwU42ahlfCdI27SZ9Y02CDxw/bl5lWl9fYuPp09PK\n6JBBp8ak1+D0hcizGYBF9pRnUxrpaYbDYdxuNz/rHUajAtdEL6emVTGlNIPBoCgjVWVsTE4CeXRk\nyuEj06LnW++McktFyqYC8IGQyOkxB7+1LZ2bypL56muDvDHs4aaajRdJg07N7oJEDnbN4wmEubtG\n7sk/fWqCc8PPI3tzKUk1MbDgQaeWjcCbRu3MOv2oBHnzkZMYz+iSl+EFD+9MhonXqhAl+PaRUW6v\nSlWqOz85NYXTF+KzG9irRdGQZ0GtEvjFmVluKLHx6K0VymIfFfBwOp1MTU2RawjSNLzA0JAWURQJ\nBALodDq2Zpn5acs0w4uemNLwlUA4HL5ioiGXEkyffvrp8/7+C1/4Al/4whfez2ldEVzVmenFlnmD\nwSCjo6M0NTWRkJBAY2PjJVO330+ZN2qN1tnZSVFREeXl5Zu+tnc2ony0SWYK0DXtxGrQ8m/3V8uu\nKU0bZ1gzDh9TDh/bshPo7+/nzJkz5Obm8ocf2k5YkvjJqfUzl2FR4lDvPNcVJ3NndQYrvhBHBzc+\n/o5cK2FJonyN5OFb/XJQvKE0hdNjdvblm/jcNr0SSLfnWOibc8fs3PcUJmH3hjDq1Lh8YV7+wi6S\n4gQWXAE++h/NSlYNssuM5ZwS3sHOWUIRhvJvbZMj4y/XeG3eUp7MpMPPg43ZaNXyvRNVa/rW8Y2N\nqz9oSJKkCDGoBdlGLjNBp4yc3F6Zwms985jjNATDEhqVQPkatq5arSYhIYERp3zv7GpsYNu2beh0\nOqWl0NzczJGuMdKMaoKu5U3NwDunnYQleHhXDt5AeJ2Yw1q0TUYlBBOJ06o5UJnCyUk/rsDmz8qN\npck4fCFSzTq251gIhkWeOjkV8xqdWuB39+TxRo+8EajJTqBxSyInR+y82D7L9pwEBuY9iq3ay51z\nDNpF6vMs+EMiS+4gT0Wupy8YVtxoztdLVqkENCoBtUrgb85Rg9Lr9aSkpFBQUEBNTQ03VG9h2Sfh\nEmUCYFToX++SM+LjfdNXXIIyFAr9jyrz/rriqg6mF4IkSXi9Xnp7exU3laysrPdVUrgUApIoioyN\njcU4y1it1vMG5u5pOZiWnSeYdk6tUJVhpi4vkYcbM3ln1MvLG5Rjo6MjGvsYWq2WnTt3YrPZyE0y\nsK/Ixs9bJteNybSOO1hyB9lfnsLuwiSs8VpebN+41OuNeJ+uZTUe6luk0KrmlopkgmGJpw618dO+\nMAKy4MLgghu7NxgzM5sYyXoqMxIIhEWODS1xTbaOsCjx4dpMemZWmbdqlcByhIAUDYzBsMR33pHV\ncW6J9GBPjthxRwQqbihJRqMSeLt/iVvKU1ALspCFWa9iZDnA0Dli+v8dONS7iCuy4diaaaZpxM4a\nASSuK7FxqHeR/aU2OqedlKWZ1ok1hEWJrhmXonyk0WjQ6XRkZmYqPcJxt5rKDCMejyfGDDxawvT7\n/bRFxBpuLk/hgbpMftk2o1i6nYvjw8uoBajLkxfee2rSCYrwRt/mRvPlEWJdtjUOlSDwcuccvsjs\naVSlS6tWIQjwfOTeu77ERkO+lWVPkEmHn5JUExKwvyyZZKOO13qXUAsom4/KDBM/bJrE6Qvx/NlZ\nljxBHl5jDr4R/vXtEfwhkZAoxczCboQoy3nUrcZsNisKWXu3lWLSqTgzZqejo4Ompiba29sZHR1l\naWmJYPDyjc1c6TLvb4LpVQ6n08np06dxuVxkZWVt6KZyKXivmeni4iInT57E7/evs0Y7X/+1e8ZF\nokFLqnnzslr/nJuKiGbv7+zMoihRw1+/2MPcmhk5p9PJK6f70Knh7uvq1olPPFCfzbwzoIy3RPFm\nzxxatcC+omS0ahW3VKRyqHce7waZxpGBReK0KlojguNTdh8dU05qkiE03UucBp4bhlmXTGb63b35\nyiL1dt8qi+9g5ywqATRqmdH5cscstWk6ROT51H/96FZFvCAsSjFBNIqnTowzPDxMXMhNflIcYVHi\n7Qgz02rQ0phv5bXueQ5UpihByu2Xz+VvDw5seK0/SHzzrWHl36VpcqCYdcqZTaJBgz8o4g6Euaks\nmY4ppzImtBbDix48gTBVmasZ61oC0rzTz4wzwI785HVm4GazmZWVFbq7u3m7Y4wMowr73CT3Vcp6\nzmvPby1ODtupykxQ9G8r0k3kJqh5qWvzfvSRIfl7iY62fOedyCiQIG/M1ILcEz8+tKzMxDbkWWnM\nl00a1AKEJQm9RkVNVgLbcxMYW/ahEmDS7kOnFsi0xOH0hfhx8yRPnpyQN5+5mweH1nEHP26a5OaI\nDdvx4c03AwAlaSbitSrOTjlj/HGNBgPV2RZGXIIi9F9YWIher2dxcVFx0uno6Hjf7i5XMph6PJ51\n2tv/r+KqDqYbZZh+v5/Ozk66u7spLi4mP//8otXvFRebmXo8HlpaWhgfH6empmbDYC4IwqakoZ5Z\nJ2XpG48tAPTNyTOZ0dKqXqvh8ztMeIJhvvpKH8FgkO7ubrq6upjwaqnJtmIyrJdU21ecTJY1jqeb\nV0u9kiTxZs88jVuSlFnO26rS8ATCvDMQS2F3+UMcH1pie46FsWUvA/NuDp6Vj7XVGmZXYwMZFgNz\nTj878xPRqAQe3JnL398tj7f8vEUuwc07/bzRPU9pmomWcQc3V6Ty7sAimSYVZr2aw/0L3FKRxh1r\nxNYzEuKUzUaSURs5nzBHJ4M4HA4akuXA/6NjA8qCtb80iQm7j4R4LdZ4DTajLM2nEmRRC7vngxm0\n3whjS15GIg4pOrXA2ckVNCoBo06NANxakcrLnXMkGrQkGXV4gyLVG4ysdChiDBv3ujoiykjnMnmj\nJczCwkJqamoYcauoy08iPj6ekNvBgXw17wws8bO3zzA2NqYwiJ2+EB3TTiXIgXxvX5ujo2vWs2E2\nK0kSL7bPkWWNY3zZxytd80o2KUny9xGd+Xz6lFz6NcdpKE41kmrWoxLkSsbZSXlDodOolA2aTi3w\nw09uozE/kf55N3sKE3ny5ARjyz4e2pW96TMVDIv85Ut9ZFr0/PXtJSQZtRyLMJQ3g0YlUJVppn3K\ntS6gbc00MzDvxhMIIwgCBoOB9PR0iouLlQC7ZcuWDd1dxsfH1zG0N8OVDKbAZVd++3XF1fEpLwKi\nKDI0NMSpU6ew2WzU19djsViumA3bZlhrjZafn8+2bds23dlt9lCHwnLWeb5+abQMHB0gV6lUpBtV\nfHZPHi93zPLEy8dISEigunYHvXOeTS3X1CqBj+7I4kTEzQVgxi0xuuTlhtLVedv6PCs2o25dGfno\noCzE/kB9NgA/ebebl9vGyU3Uk28z0DHjYSQiS9c755JLxgYtB6rSqMw0MxfJip9tnSIkStxfl40v\nKLLFZiAYlmiZDbFri5Uj/YuIEWZuFGPLXm6KqDAtuVeD4FOtyxQWFvLQ/m3ytVoIEUTN3Nwcyb4p\n1AL8/FgvO7PjcfpCEc1XmXX89TcGN73mVxpfeaVf+Xd1lpnuWTchUSIkynOx48te3uxdjKj0OJXX\nnYuOKSdGnZp82+rmaW1m2j61glqQjdo3w8iSF4c3RF1+ImlpaRQXF/PHd9WTnqDn2cGQYlDd2trK\n02+eQpSg0BRkZWVF2SDuztKiUQk8d3Y9E7h31s3ggocPR3rb3zwkzwJHpQNFCe6qSacszcjpcQca\nlcDOfCsqQaBpZBlRghVvkN5ZF3W5FnpnXRwZkDPdO0riKU0z0ZBvYWTRy93VslylNV7D/tLNZ8if\nPDHByKKXP7+1GJNeQ2O+VTYhv8DYVHVWAn0LXoJi7PO8NVP2ku2e2VgYJCrdt1YbN2qftvb6Njc3\ny5viiYkNTRREUbwiAe/XaVzsg8BVHUyjw/YzMzMcP34cgJ07d5Kenh5TSr2cwXSz460VfzAYDOzc\nufOSSU7Dix4CIfG8i13ntBOTXk22VV4w1Wo1Pp+PGt0cGSYNzwxrSE5Np3PaSUiU2HYeObh7t2eh\nVQsKEaltQV4MbyhdFVvQREq9b/ctKD1IkMu0ljgN5ZYwWxIEmid99C6L7C9PIxCW+LPnukiLDOHP\nOQMcWKOk9KX9ssLTl3/VxdOnJmjcksidNRlo1QJjSx7ybQaOTga4ZouVeVeA1nEHPzg2piy4AE+f\nmjwKhAcAACAASURBVCRS7VX6bDPOAM2jdnIS48lLiicsQb9LS2lpKdftrqcx30rzTJg9eUYCYQmN\nALaITsDBzjmcrvNr5l4JeANhTqwpKUbdX/YUyIbZAnB0cBkJOFCZwtlJJ0kG7Tr1IlgVY1Cds1lb\nDaZOSlJNxGs3z2bORPql27JX75s4rZrPXpNL54yHQU8cpaWl1NXVsaixodcIlKXEMTk5yenTpzl1\n6hRCwE19VjwvnJ0lEIoNAC93zqFRCdxXm0F5mpHJSFYqSmDQqTDo1OwpTGJ7jgWXP0xIlNgRKc8e\n7JwnTqMiEJbkIJ5s4JGn2wlL8vzw+Ip8/9bnyhvIqAuMRq2KuXfWYtrh43vvjnFjqY29kYx4V34i\ni+4gA/Pnd5GpyUogLMKQI8SpMTs/bJrg714ZUDR+26cuft406u4SNQCvq6tjx44dikPURiYK4XD4\nityv0WP+OoytfBC4qoNpIBCgubmZxcVF6urqKCgoWFfu+CAy082s0S4V3TMXw+RdoSLDjEol4Pf7\n6e7uxuPxsL1mK3/3W1sZW/byg+NjitjC2kXxXNhMOvaXpfKrtmn8wTBn5sOUpZnWCZsfqErDFxSV\nPqcoShzuXaA8ScCxvMTttbn0LfgJhiWuL03h+cEgI4sevnp3BYkGLQJw45oA3ZCfSLxWxZInyLTD\nz/11WRh0aurzEnl3cIk7tqbTNR+kKDkeQYB/eWuQ6RU/t5TLx7DqYw2zxTULyt+/Kvc/76yWx4We\nb191QdlflsLUSoCSvEy5ZGrQ4JMEVAIERXj8rc4YQs4HYQr+z28NKyMhapVA04gdjUpQRpH0GoGK\ndBNZ1jga8qycnVyhOiu2DRAWJXpnXfTOujDp1Lw7uKSYEEQXRlGS6IwE2/OhbWKFhDhNTHYLcHdN\nGlnWOL71zqr9XdOogx25VgrycigvL6e+vl5hEN+4xcCyN8QPXm2ipaWF/v5+pmdmeKljlt0FiVgN\nWvTa2GVMFOHa4iT0GhWqNdGvPs9KICTyZu+C4vCiEmRnHYdPfsbrsk10zgeQJInSdBMmvZoX2ueI\n06hYcAViDL3X4muvy5nxn95UqPxs5xY5GJ8YOX+ptzgiaPF37yzyOz88y9deH+LFjlne6F1EoxKU\nfu+lImqikJWVFWOikJWVhSRJBINBZQPT09PD1NTUOpeiS4HP5yM+fn1r6P9VXNXBVKvVUlFRQWVl\nZYybyVpcycw0Koo/NDREVVVVjDXae8G5u8qeGRdatcCW5I3Lw6GwLGFWnm5W1JPS0tKIj4/HZDJx\nTaGNG0qT+d67I5wcWSY3KR6baWMiUxQfrcvC4Q3xy7Yp+pbC7CtaLx+4I9dKqlkmBoVCIV463s6i\nJ8ht1dlUVVVxU0W6bA2mUWGJ1/DKSIh7tmWwqyBJYfquXRy1ahV7i2yoI3dxbqL8efcW2eifc9O4\nJREJODnqoCzNRNPIMtcVWrgmUV6c/KKKsIQScNYG1oF5D0MLHvZHgveJ4WV8Edbx9SU2BOBw/yLX\nF9tw+MK4AxI3lsoL9HOD4RhCjsPhUEYeoozM90MYOReSJMWIC6SZdQTCEkUpBg5F7MC+ckcp3bMu\nPlSVyoovxPCiV+mXtow7+IsXetnzT8e49z9aCEvwZt8in/tJB/v/7SQ3/9tJnun1MesMMLrkxekP\nn1f5COTMtDprfXarVav43N5cumdcHOpbZMEVYGDeQ0NebBtBo9GgVqu5o76QJKOWLm8CW7duxWaz\n0TJmZ84VpDTOyZkzZ+g9pwzqC4ncEinfR9sZOrVAUYqBoxEB/Luq04jXqlAJAt0zbixxGurzLOzK\nM2H3iQwteNCoBCozzEzYfdy3PQNLvIafnI4dvQFoGrHzRu8Cn7kmN2YDmWGJIy8pPqZicC5e7pzj\nwafalHP82t1lHP7iTo59aTfHvrSbG0ptdL7PYLoRoiNQ2dnZxMXFUV9fT21tLRkZGYTDYcWl6NSp\nU/T29jI9PY3L5XpPAXZlZeWyiNr/T8FVHUyjJZHz4UpkpqFQiIGBAVpbW8nMzNxUFP9isJEubO+M\nk+JUE1r1xl/v8KIHX1BE555FFMV1pW2QVXJ8gTBNI8vnzUqjaMxPJDcpXtbrRS4vnguVSuDWilQO\n9y/w9tETnF2QR11urpZHDYpSjKgESIhT87VX+9Gp4Y9vKqZ31qX0Jk8MLcUcc3uulbAoj7d8/fV+\nJElib7Ec1EYWPZQkaXm5a4FwWESS4KYcuGNfHekJerxBEYNOTUO+fK5hCfKSVnfSf/liLwXJBtLM\nOoJhSWFmJpt01GQncKh3kZvKk/GHJfQaAZ1ahVolsOgO0j/niiHkrDUF1+l0CmHkfJ6lF4vn2mYI\nrGEkz0WyyZ5ZNwKyPu3MSgBRkgXfowQja7yWz/7XWT75VBuv9yxwY2kyt1fJQeh7D1Tx5IM1/O+b\nCylMMfD8QIA7v9/KNyI6xRsJ40fh8AYZXPBQu8l9c3tVGnlJ8XzvyBgnI1nbzvz1PXlJktBrNdxR\nlcbh/iWcAYmkpCRal9TEa1V8+rYGFvXpeEOrnz1ODXo1ZGtW6B+fpWVcJmEh/4+DnXNY4zVUZ5rx\nBeXxlVvKk1lwB7m7Op2adPn7b4r4jUbnmA9UpnDn1jQO9cobgCjCosTX3xgkI0HPg41Z6z5DQ56V\n02OOdWL2vmCYv3ihlz99roc0s57tmfGoBIFbK1JIMuqUZ3FrpplJh1/x4b3cWLt2bORStG3bNtLS\n0giFQoyOjio2gH19fczMzJzXBvBSBBv+J+OqDqZw4Xr+5dTSlSSJxcVFFhcX0Wg07Ny5k5SUlAv/\n4Xs8v+4Z16b9Uo/Hw8vHZQeLWxoqKSws3JDJV5Bs5M6aDHxBUXFsOR9UKoH7tmcxtODBqBUoT1uf\nFTudTvLVSwTDEivmPFpmgmzLsZAUmQ/tnJa9VRfcQd4dXOKuQi02k443uuWxG4NOzeH+2FEJT2TU\nZkeuTPY41LtAUYqR9AQ9RwYWuT4/noEFL32RvpUmSd6JR5Wh0hP0NI/aaYxkRnZPQMlQ2yadzDh8\nyszpK12rpd4bS210z7rISYzDqFORFKfmncFl7toql4X/4sW+dZ9/I8LIjh07lHLbWs/S6GLl8Xgu\n2M/650Ox4ybR2HJDiQ0J2LklkV+1yyYC+TaDYtb9lYP9dM+4+OP9Bbz1xZ185Y5SBARSTTp2F8j9\nxo/XZ/Hd+7fy9WsN3FaRzDsDSwiAP7h50D8bcTvZzClGoxJ4eHcO3bMunj87izlOs+H9GiU93VWd\nRkiUONg1T0iUeL17gWuLbRh0ar5/LDZTFBHYW5iI1Wzk1c4ZJIjMe0q8frqft/oW2F9q4+jQslIW\nd3iDGHRq9pclk2ZUk2pU0zxqxxMI0xXJbIcXvdxbm0FIlPjV2VUS3Qvts/TMuvniDVuUPvVaNG6x\n4l5zHJB9Zh98so3nzs7yu3ty+dFD22jIimfJG17nbxotp1+J7BQuzOTVaDRYrVZycnKorKxUbABT\nUlIIBAIxTjr9/f3Mzs7i8ciyjJcSTD/1qU+RmppKVVXVhr+XJIlHH32UoqIiqquraWlpeU/Hv5K4\n6oPphXC5mudRazSHw6GY514OBt25wXTeKe9iy9JiM4dwOEx/fz9tbW0sigb0GhXlWeuzx7WIelC2\njp1/Vi6Ku2pkZqU1ToWwRtQtFArR09NDV1cXBxrLybDoealjno6pFfYVrwpUv9Mf6aVKcvZ3Y648\nVvNa9xx1eVb2FCbxTv9CTHA51LuATi33K/NtBv7pjQHCosTeIhvvDixQqFtBQJ4pTDJqORzp1360\nTmYPz7v8eAJh6iOuNg5fmII1fb4//VU3ewqTIuexwJ88182fPtetCOe/07/ErlwTdp884hHtxXVO\nu/AELlzRUKlUSrltrWdpSkoKfr+fwcHBdf3XtQP7nVMrLHtDqIgtU99emYo/QtrZU5BI/5ybe2rS\nWHIHePqUPE50oCqVl36vgQcbsxUyUccm/dAUg4q/ub2YLbZ4NGqBT/6wjRc2EeE4MyGzfc/XV/1Q\nVSqZFj2nxhzU58rye+ciGkyLU41UpJv4VdssTSN2ljxBbi1Pwe0PKUzX6JMUCEvcWpVOWloaZxYF\nkk2rbZMX+lz4QhIFmmW+/qpsCq8Gmscc3FQmB2eA6vR4mkft/KptBk9QxKRXc2JE1g3enpOgONp4\ng7KqU3WmOcbZaC3qI6SnqC7wzIqP3/lhGyNLHr71kUq+cG0+apVAiU0+z3Nt1yrSZQeZ99s33QyX\nMhaj0WjWOelES/Ber5euri7q6up49NFH6erq4plnnmFkZOSiSE4PPfQQr7zyyqa/P3jwIP39/fT3\n9/P973+fz33uc+/p3K8kfhNMrzA2ska7nDg3mCrkozVuHzMzM5w4cQKdTkdjYyPD9hBl6SY0m5SB\noxiYd6NRCZwcsXN2cmPixVpEySpLnjD+YEgWYJia4uTJk5hMJhoaGki0Wrm1Ik1xCNlbtDpqcLh/\nkdxImbUg2YBGJbNye2dd3FSWwr7iZGZW/IplVd+si46pFbZlWzg15uAL121hYN7NL06Pk6tz4Q6I\njIUSkFg1A3+zZ55Ft59Us56CZANOX5hko46OKSepkb7w0KJXOaeWcSe/F/GiDIkS7w4scahvkSeO\ny8zlfzo0TEiU8IYk4jQq3u5bYlukBPrVVy9tTCa6WOXl5bF169Z1/dexsTGmp6dpb2/nS890ACBG\nPiOAUafib+8o4fTYClq1TGCJ06goTTfxwBMtrPjCNORZ+OpdZSSskVR0eIOMLHk37IdKkkQgLDG+\n7OO+2gyqs8z8n+d7+a81OsBRtE2uUJJmUoLTRtCqVXy4Jp1AWCJlE2ERWN3M3lWdRvesi5+1TMlM\n3aIkvvfumPKZsxPl6okA7C1MYtkT5NSonRSTDoNOTYpJy7ujctn7H08HmPdKpJi0ZFu1hEUo09k5\ndeoUU1NTlFllgfwnT05QmWFi15ZETkZGXO6uTmdk0UvbpJMfN08y5wrwpf0Fm266k4w6SlKNshbw\nip+HnmpjwR3gew9s5do1G8kcs1r+rs4JpgadmoJkAx3Tvz7BdCNotVqSkpLIz8+nrq6OlpYWPve5\nz1FYWEhPTw9f/OIXqa2txek8/+fYt2/feacYfvWrX/Hggw8iCAI7d+7EbrczPT296es/SFz1wfRK\n0bZFUdzQGu1yv9+5wTQqmVeaZsLpdHLq1CkWFhaor68nLy8PQRDonnGel+kbRduEg+qsBBINWr75\n5oUDwzv9iwiANwyvdco+j3a7nfr6erKzV4fdb6tKIyxKGHRqRbJuyR2gfXIFhzdIQpyG/jkXYkT8\nAWSrtn3Fycr7ADx/dhq1SuBjDdkEQiJmvZqSZD3/emiAa8uz5BnFPlncXJTkrMUfErnuH9/lb1/q\n4c6IgEOSUcu7A4uKibggxGZ58Tq10gN2+sMYdGq25ySQEKcmJEq8PSQvEAlxGg71LfCnN8uMzpc6\n5i6b68fa/mthYSHp6ekkZeQy6Qxx7h11T3kChzon8YVEytJMHOyapz7Pwud/2oEnKJ/Ph7auN2uP\nzp5upjvbG5lbbciz8tj9W7m+xMZXXxvkqZOrgh1Rf9Gai/AvTYwIZXRNX9hg/UBlKmoBjgwscX2J\nDb1GFVNu1a4ZWwmJEm/1LRCWYNLuxx8MM+8KEhKliPSg/LobS5MRBTmQ7N+1jdraWsxmM5Up8nlN\nOvzsTg5QYAgw6wzQO7XMTWU24rUqnmmd5olj41xbJJfDz4eGPCut4yv87tNnWfaG+PePVStVnyjU\ngkRpSvyGHqZVGWY6p11XZHzlSgs21NbW8uUvf5nnnnuOM2fOvG9C0uTkJDk5q3KO2dnZTE6u39D9\nd+CqD6YXg/MpDZ0LSZKYm5vjxIkTCrnnXGu0y4n1wdSJWa/m4IkO2js6KSkpoaqqCp1O3v1PLHtx\n+kJUZGx8U0cf2EBIpGvayfZcK5/dk8/RwSVODi9t+DdRHBlYpDLTTFKcwC9apyktLaWiokJ57yiq\nMuTSlUmvUdi5RwbkAOnwhrhvRybLnhBDDlksvyTVSE6SgbQEPRUZZt7uW0AUJV5sn2FPYRI3lKag\n16h45mg3H600s+CVOLsIFRlmJlZCfHirjezEeIpTTWhUkGcz8PSpSR57ZxgBmHL4CIkS5jh5EY0K\nMETh9IfZUyD3VM16NYcebeTJB7fx3fu3AlAcGTKdcwWwe0M4fSFMejVBUeLnrVdm1ywIAv/nZblX\nqjlnLby5OEEJcEbJgzsQpnnUjkGr4qGdMklmo2DXPuVEQP5+zoUkSUp2tDWiGPSPv1XOTWXJfP2N\nIV7qkPvJ/XOyYk/Uq/N8OD2+gkGnpn3KSfsFvDutBi012QkEwhL7S230zblYipTaU0w6hhY8yvd2\nuH+R59vn0KhgxRdii83AvRFxB4NOrTgFFaUYFF/TphEHarUavV5PcXYqBp0ajVrg4Ztq2VcqbzwO\ntgzRdbaV2hQVL3fM4vSHeWR35gWDXG1OAv6QyMiil2/eW7Fh+TscDlOVbqRrxrVO57oq08yyJ6go\nPF1OXGkv098QkH6DGFwso9flcnH69GlmZmbYvn37puSey4m1wVSSJM6MLeHyh/mrtxf5/5rCHB33\nIa7JjqLZR1STd7NjdU07CYYlarItfKwhmxSTjm+9vbGuKsCyO8DZSQcFcV6uy9XTuSjikjYu3/XO\nuWSikcuvyO8d7ptHJcizsY/s3YJWLXByJszpUTs3lK32o64tTqZ13M6RgQWmHX4OVKYw2N9LWaKK\nHoeaj19fw9asBL53ZIRoSLyhyMJ92zM5NWqnJtsqk1m+sIs9RclIyBKCqWYdp8fsJBnkgBo1DY8K\nOnzv2DgalYDTH1aG8KsyzSQZteQk6jlQtEq4+vtXB7l/u7x4f/vwSMz86uWCLximZVwOQJGJHbRq\ngb2FSeRkZdIxL1/XaZ8WQQCLXsWfNcTT0jeOQQNh+5QiSB9F+6STLcmGDQ2xJUmifcpFqllHqlkf\neT8VX72rjLpcC19+oZemEfsasYbzL6KSJNE0YueagkQS4jQ8vsbQezNEBfnDohTjQLM9Ry7lq5DH\ngn56eorTYw5lQ/Tl24qZdfoRgN45N3URslk0OFnjNYrsnyiKzLpkD1RJAo1Wy9Yt6aSZdYwHDDQ0\nNHCgNo+gCJUpOsJL4zQ3N3P27FmGh4dZXFxcJ0IfJc1dX5rMri0b8xREUaQyw4Q/JNI3GyufGA2+\nV6JveiUdY66EyH1WVhbj46v3ysTEBFlZ61nU/x246oPpxdqwnS+YBgIBuru7FWu06upq4uLOz4C9\nXCWbaABcXl7mnWMnmHYG+fQ1ufzzfVvRa1T84c/b+dQPWxXx+u5pJxqVEGNsHIVKpVIy8DMTco+0\nJttCnFbNp6/Jo2lkmeYNBtCdTic/er0ZUYKP7Kvijiq5HPts6/qZPIAjkcVFlOCNHrkU+lbfIqIE\nn7s2n4R4LQ35iTTPhAhLsUIN15bYECX4z2NjxGkEzCsjWK1W7qwvYNzuY3TJyyP78hlf9ioMyP4F\n2ddVq5ZtsYYXPEjAtx+o4bMRg/Q5Z4CTw8tKtuMNykSk6MTJsidEjlUOIm9FZjdVgsC+wiSaxlzc\nW7mabYwseVnyyPeL3Rvi3cHzD+1fCv75xHpSWDAscW9tOs+3zyJKEK9VMbrsw6hT8+RDO7i+sYbp\nYBw12RYSrVacTifd3d00NTVx9uxZzozbKU3Wb3qvt085qT5Hr1evUfEv91WSmxTPl57t4vjwMqkm\nHRkJG89tRzG86GXeFWB3QSIP1GXyZu8iQwubKwUFwyJd0y70ahUvdc5zbGj1mqoEAQHYXZDItmyL\nQuLZuSURrVogJzGOY0PL6DQqBOTrkmnRc6h3kR25Fq4pTOL40DKiJCGKIs9321EhB+22iRUEQZD7\npiN2+WfTcrCzmI3U1NRQX19PcXExRqOR5eXlGBH6773RyfPtc9iMWhzezXWbw+Ew1RFjgbPnBM2S\nVCNataBshC8nft28TC+EO++8k6eeegpJkjhx4gQWi4WMjIzL+h6Xiqs+mF4MNguma63RLBaLYo12\nMce7nOM2IyMjDA4Ook/dgihBdbaVA1VpPPe5nfz1h8poHbdz13dP0DSyTOe0k8IUI/oNaPxrM9Oz\nEw4yLHpFyu+jddkkm3R86+0h5fVrxfDHgkbMcRpqc5PISNCzI9vIs63TG/YM3x1cpCzNSE5iPAc7\n5+iYcuAJhEkx6bipTO5b3liagsMvYY3XULVmAa/OsmCN19A8skx9Zhz7dstOOtcq/dQFbihJIcmg\nJSzJGdmJUSfJJj23VKQplm1v9cq92C/dVBxjQWbWy9dFlIgRXgcYjZQEX+1edci5rtiGKyAyuRJi\nR658bgDPts2SHOkJPnZk9ALf4nuDJxCmaWo1o4xuB9PMOvYUJvHzlml0akERbn/s/iqyrHG4/CEG\n5tzU5lhJTk6moKCAbdu2UV9fjyElB4dfJNsQVuZfo3quKysrrPhFJuy+DbV8E+I0fPPeCpmgNbhE\ndVbCBTepTRF2a0OelY/VZRKnUfGDE5tnp82jDhy+ENcUJnK4b1GZqy1NNdI6sYIEVGSYFAk+kOUT\ng2GJjzwuC1H4QyIS0DqxwhabgZElL3duTeWagkSWPEG6Z1z4gmFe7rFzbXESagGFKLe7IJEVX4jD\nA4v88swsRSkGTo3aWfGFEASB+Ph4UlNTKSoqUkTofYZUHmteZFuajh3JEq3jDs60d26okSuKIpnW\neJKNunXygVq1irI0kzIffDlxpe3X3mswfeCBB9i1axe9vb1kZ2fz+OOP89hjj/HYY48BcODAAQoK\nCigqKuIzn/kM3/nOd67EqV8SrvpgeqmZ6fms0S6EqHDD+0GU4DQ5OYnJZGLHjh2MOeSHM2r2rFYJ\n3F+fzS8+24A1XsunnmrhzLhDIf2cC5VKpTzgZyYcVGetlmjidWoe3p3HieFlTo8uMzk5qZil19fX\nc3LMye6CJFm/VKXi1hILUw4fx88RWXD7Q7SOO9hTlMxtlWkcH1riB8fHAPj0njylh7q3SGY6Zlnj\nlJ+FQiEG+vtIjxcJSfDA7mJFMSonyUC+zcA7/YuERAl/pO9UZNNzesJNMCzy243ZuANhUsw6Dq1Z\ndKOarSpB7o9a4jToNQKv9yywM3/1GkT3BQPzHoW5vKsgEa1K4NSUj+tLbNi9q9/rYkQ8v33KuamP\n56Xg/74VG3SijNwH6rI4PrzMhN1HICwRlmS1ppqIeMLZSScSskH2WgiCwMCyfK77txUq869RWcvJ\nyUm652SGs1V0bDj/usVm4E/2FxAMSxclMNA0aicjQU9OYhxJRh1316TzQvuccl3Pxes988RrVTyy\nN4+1HcU9hYnMRP7m8WPjijiCUScTkrbnJCg/EyL/d3hD+IJh9BoVN5ensDtCLnt3cIl3Rj04/WE+\n0ZjN1qwEJZju3JKIAHzvyBiCAH9wXT6BsBRzH62FJxDmL18ZIdmk51sf38EdDaWERHBoEhEEgamp\nKVpaWhQJP4/Hg8/nY2uWSZnTXYuqTLNstn6ZCG1R/LoF06effprp6WmCwSATExM8/PDDPPLIIzzy\nyCOAfK9++9vfZnBwkPb2durq6q7EqV8SrvpgejFYG0wvxhrtQni/wXR+fl4hOBUWFmI0GhWWrkmv\nJssaq4dZlGrivx6uoyjFiNMfYrPHUa1WI4oiCy4/k3bfOuWj++uzscZr+IcXzsgWZQ0NZGXJQg2z\nK372FEb0TlUqduUasMZr+cU5pd5To3aCYYlrCpM4EGH1HupdQKMS+Fj9Kktvwi4v3m6/LMI9OzvL\nyZMniY+Px2iSNwPm+FjpxWuLbZwcWea5M1O4/WESDVoWPWHcQZGWMTu1OVZqcyz4giKnRpexe4IE\nQiLTDjnjtEQISCu+EP6QxII7uKn6U7QPZtCpqc0y0jzl44bIjGleUjwmvTrmOv+oaWKDo7x3zK74\nODy0yn5N0Ktx+EKoVQIf3pbOfzVPol0zs/n5fXnKv9sm5ZnbjbLLtkkneo2K4kj5f62ea3l5OZM+\nHWoBGoszYuZfW1tbGRwcZH5+Hp1K/sStEyvrxDXWQpQkmkbtNORblQ3oJ3fKwhU/3mDUJixKHOpb\n5Npim6JjG8Xa/q4owZ0R0QxfSESU4L7aDFYiG5y6PIvynXTPuLih1IZJr8Fm1FGZYeLo4DIHBzxs\nSYqjLtfC7oJEuqZdLHuCJBq0FKYY6JpxcV9tBtcW28iyxvFKV6yPbxRfeWWASbuP/3tXGZZ4Ldtz\nLQhA13xQuaZrJfxEUWRycpIkaYXRJS+n23tiNi1VGWa8QZHhxfOL5r9X/MYY/PLhN8H0IqDRaPD7\n/RdtjXYxx7uUMm80kE9OTlJbW0thYSFarVY5VveMk9I0c4x+bRSJBh2P7NsCyCMlxwbXL3bRMm9b\nhERSvSaQBINBRgZ62Z+jom0+jJCYo2SF7w7K2efuiLiBWq1GI8Ad1em83j3Hsmc1Uzk6uIheo2JH\nrpWydBOZFj2+oMi2bIuikQuym4xKkPuPbx47xezsLHV1daRlZNEzI7NOjw7EfoZ9xckEQiL/fnSU\nwhQjn9mTx4g9gEZYNRF/+Jo8nL4QogSH+xf4zuFhhhe9GHVqliM9rZtL5M8tAO8MLFGWZiROE/uo\nvN6zmpHszk9gyikTVgojesguf5iUNYIBz7fPsnQZJOEe/Xln7GeOOJRcV5TEkifIsWE7wUj20phv\noTRtVVmobWKFwhSDYsC9Fu2TTiozNpegHHKIFKcayUy1xcy/VlZWYrFYcDqdvNUxhlYFOWYVf/6r\nbgYm5jbcNPbNunF4QzFl9GxrPDdXpPCzlmlWfLF/0zLuYMkd5MbSZEVwAiAvMY5nz6zas/3tHaX4\nQiLmODVRQuyEw4uEnKE+8ds15EbmUT1BkevXzHleU5DEmckVhu0h7q1JQRAErimQtZ2j2Wn0XR4P\n4wAAIABJREFUqXpgRwaCIHBLeQonhpcVAY8oXu6c48WOOR7Zm6dUPRIiKk/N5wigRCX8dDodFRUV\n3N5YAcBsKD5m06JyyNWIY72T+Hy+y8a5+E0wvXy46oPphUqzkiThdDoZGBh439ZoUbxXicJQKERf\nX19MII+6MUSPJUYcP8rPY7s2OC8PrW+xGfn8T87SMxNbTooSkNomHIrItyRJSknXYrHwJ/fsxKhX\nR9iyMo4NLpJvM5CdGB9znHu3ZxIMS7ywxo/y2NASdXlW9Fo1giCgjqhAfTgi7xfFW30LFFrk72Y0\nlEB1dTV6vZ4jg4u4AyIlaSbe6ostsdXnWdFrVIwteflEYw4f2ZFNvFZFQpxaCaY3lKZQkGxArRL4\nRcsk3393hHu2ZSjygkYtDC+4qU3TIAFdMy4KLXKms3aPcnLErkgZ7sqXS1lHBpe4ttjGhF3OdG9e\nw0IOifDc2Y0Vgy4WJ4aX6ZpZLRdvscVzNjKj+flr8/inN+V+ti5CQf7UrlzltaIkcXaT+c9gWKR7\nxrmpGXhYlBhyiBv+XqfTKf3XSZ+e6qwEvnZPOZ6QxD+8McKZM2fW9V+jLir154jbf2pnDu5AmJ+3\nyONE0YDxRs8Ceo2KfUVJ/OeJ1WDqDYYZi/Sxb69M4ZbyZI4MLHFLWQo6jWzD9ssz8jX/P7fIdn1r\nlZb+/egYzkjg3lOYiCSBTgUHKuT+e2WGGUu8hqNDy4wteRmMsLijoh63VqQQlogp9c45/fzdKwNU\nZ5n5zDWr11/+vBbaJlbwh9aP2UXVniojY2PDK1LMpmV/w1YMWhUdk056e3tpbm6mra2N4eHh9+VK\ndCWDqdvtvmTN8f+JuOqD6fkQtUYLBoPk5OS8b2u0KC521EaSJKanpzl58iR6vZ7GxsZ1gTwaTMeX\nvXgCYcrOZwg+4yTPZuCJB7djjtPwe0+3xWSNq5mpg9I0E0Gfm6amJlZWVpSSrsWg4+P1ObzSNcvw\ngptASKRpZJlrClfPK9p7LUs3U5lp5pmWKblUu+Knf85NYYqRfzk0yKeeamF8WV6YnmmZ5K3eeYJh\nkZb+CcaWvDSka8iy6Dk+tlraOtgxi9Wg5Y7qdHpnXUzaV9WK9Fo11njZqu3O6nTMcRpuK7Vg94UZ\nWvAwtuRBrRJ4ZN8WwqLEyRE7Zr2aP7xhC7UWeVH2hqBvKcQnrilSjvv6oIcEnYAtbvW7l4AfHx8m\nHA6TZdGTaVJHBAWSCIsSmRY9XTMuHlojfv7TU5OXPCYTDIv8/s9is9I/v7WIsSUvWRZZtP/wwBIG\nrSCrCpm07NqyGqyGFzw4faEN5z97Z90EwtKG5V+IGCOEoSZ783vLGwzTM+uiNsdCVY6Nz+/L58Sk\njwVD3rr+6xtto6QbBFZmRpmenlbE0svSTezaYuVHTZP4I/M+oiTxRu8CuwsSEUWReVdA2dTMueSM\nUC3AX91ewrGhZbxBkRvLkkGS8AbCTDn8FCYbKE0zseILMRIJhNZ4DcOLXr70bBchUSIz4vaSbFBh\njGTuapXM4j0+tMxj746iUQvEa1UcjTCJy9KM5CbGKYQ0SZL4yxf7CIRE/v7OMsUfN4q6XCuBsLSh\nMEMUBp2a4hSZVHVsaIn/ODbG114f5BtvjZFk1DG4gsIgLi0txWg0YrfbL9mVKBQKXTE2ryRJV3w0\n8NcJV+Yq/g+Hz+ejt7eXUChEVVUVXq8Xu/3i9GkvBheTmUbHFoxGI/X19euED8491rkyghuha9pJ\nTbaFtAQ93/poNR974hT/6+cd/Ptvb1OIQ8FQmPbJFfbm6unp6aGiomKdaslDu3J58sQYTxwb447q\ndLxBUSnxQuyIzb21Wfz1Sz10TjvpmZYXkadOjKNWCdgibFcBaB138Mh/tWGLV1GcKN+W+4qSkAzw\n87Y5XL4QGrXAod4FPrQ1nRvLUvjG6wO83bfAxxvkXuuSO8CCy4+ELMRQnGrit7ba+GWHvPi93bfA\nJxpzKE0zoVELhMISdm+IG/75GCkmLXFaFb6IgHvPrJt8Wzwr3hBLniBqlYoVrxjzmu8em6I6Ti41\nVyRKHB618ze35JEYr8GgU9M2ucLX7innR81ThESJqZUAx4aWFa3f94I/fa4H35qMpipFx2vdckb0\n4dp0vhAJtAadBk8wyH21sYS4jcy6o2iLLO6bBdPo4n8+VaOOqYiJfITc9Mmd2bzRs8DfvzpAQ56F\nJLMZs9lMWkYmAy8e47aKFFJSUnA6nQwPD+PxeNBqtdyap+P4cIBftk5SKAh0TjmZcwb4g+tkcQiQ\nTca9gbDS/zxQlUq8Vs0bvQskxGmwGbUxLjp/cL3c3mifXFkjbh/iSzcW8I03h/i3t0eUuWKHX5Il\nsCLYXZDIK13zvNQ+x8caspiy+zgysKRkkjeXp/Cfx8dZ9gR5q2+Bo0PL/NnNhTHuQ1Fsz0lAAE6N\nOtZl5Yrx+uQKnmCY3hG3oucbr1WhVatYifTGAyERnUZFXFwccXFxpKbKfWJJkvB4PDidTubn5xka\nGkIURYxGI2azmYSEBEwmU0yAu1KZ6ZVQa/p1x1WfmcaYI4fDDAwM0NLSEmONdiU9Tc9FIBCgq6uL\nrq4uysrKqKys3DSQQmwwVasEilPWz48C2D1BJu0+RfmoOtvCX91exrGhJaVkq1KpaBuawR0Isy3H\nSn19/YbyXzaTjnu2ZfDLM1O83j2HWiXQmL9xMP3Q1jRZnahliqZROzq1wB/tL+LIl/YQF5Hu2Vcs\nz47+TqWWTEscJ6YCxGlUCILAvoIEgmGJw/0LHBlYxBMIc2tlKltsBvKS4pXyLchzrdE1NPrzHGsc\ndVnxqAT4wbFRbvzmUe767klCkRdqVBCv1zDtDCpBEuD7R8exe4IseYKoBLnUKUDM/GRQhJfnrbID\nTGYcwbDEKy0DlFtFJpZlRZ43O8b5ZMPqHNyPm9679Fnz6HJMjxbgU7UJvNg+i0qQNyLLkfNciDCI\nH9qVHfP6MxMrJBq0Ss9wLc5OrpBq0pFm3ng2tG3CiVHDhgFi7fFhVaxBoxL42ztKcPpC/OMaV5uu\naSfuQJjGLUnrxNIrKyvZW5JKQaKWJ46N4XS5efrdbtQCVCcLHIyQfTyBMBr16nP7yJ5cgmGRt/sW\nub7EFiNuoBZkRvPac8xLikNCzgLvrU3niePj/LBpgsJkA+6gRPfsaiXkmgjTV1AJPLwrh71FSUyv\n+BmMzMTeXC6Xen91doZvvDFEXa6F++tiWxZRWOK1lKWZOLWBccScR+T3ftLBx35wRpkJ/8vbijjx\nR7tp+pM9HP3Sbv7h7jLFwH0jRF2J0tPTY1yJcnJyUKvVTE9P09raSnNzMz09PUxOTuL3+6+YOlv0\nnK4WXPXBFFbLqSdOnNjQGu1KeJqem5lGLbiam5uxWq00NDRcFK1cCabTTgqSDRvOj8KqAP5aGcH7\ndmRxR3U63z48zJHuScbHx+mI9OSurco774Pw8DV5hEWJVzpnqc5KiGFVrg2mCfFabq5I5cWzMxwb\nXOLGslQ+szefgXk3Y5ES744EeXFIyczlPx+qRy1AWJL4X6/O4Q+GsRl1vNEzzyudc1gNWhrz5fGC\n60qSOTG8jNsfQhQlfnp6kv+fvfMOjKu80v7v3qkajaRR770XS1az3GjGphgDAUxJKCmQTd1NIQnJ\nhk3dtE02yUcghR6S0AIJ3YCxaW6yZPVi9d7LaGY0mj73++POjDQqpu+X/cLzD0aaGd0273nPOc95\nnup0mdjkd4eZsbpxeyS8kqy1mh4VQl60GgWgV8vm4Ae/tJ03bj0r0Df1I9lnPeeVZEEEUZDFBnTq\n5a/N35qn6Ji2U5qgI0QlMuwO46pt+djdMtP2jV4jOwzLZb0j/Ua6Rqbfds/c4fby+ceCy7v7CiPp\nmHaw5PJiCFHxZp+8OPuDXX5caMAFxo+mMTNlG8x/No9ZKEvZeDa0ZdxMlkE84/PQMGIiO0ZHxAqG\ndU5sKJ/cmsIzLVOBuVL/f6vT12bIarWa2NhYPnduNhNWLz1LWhpnoSxRR/fYLDaXN7Bghaw4PYdb\n4sTAAhaHhz0FMTSPmpfVkiTZSQmWiUTXViSRGqnlUNcst+3JJiFcw4LNzXWVSQjAkf6FFZ8tP8fR\nOhUxenWgqvBmr0y6K4gPJcWg5cHjozg9Et+7JG+NIfpKVKVH0LSib+qVJB44PsLtxxw0jJj46q5M\n/nhjGQBKxXLJGQhoAL8TJSQ/KzspKYmCggKqqqqoqKgIMIhtNhstLS1v26P07cLhcJwxCfj/Ef/0\nwdTj8VBXV8f8/DzV1dXrWqO9H3OhK7E6OBuNRk6cOMHS0tK7mlmVM9PFM4rX+8UKVmvyfmtPFjEh\nIt98+jSRsYmMO9SEa5VkRJ2ZqZwWpWNXfizTFidVacElq5XBFGB/RRIWh9uneCMvRg+fHEEhQKQG\nrt9VTnFSGAc6ZjgxaMQjwU+vKCYyRMGtzw5QmKDnte5ZDndNs6cgNuB2s6sgFqfby7H+eY71zzM8\nb+PaqhTOzY3h1PACv329nxse7qZlyh4ILomihe45J/9ydgafOTsTSYLbn+4kPlzDjy4vktVmfLe/\nf3aJogQ9GqVsKOfPeu2rvDy/8lQfHq+XmgwDR3rn2ZZpQCkKxIdraJ5ysnnzZjYnLxMx/nRimMbG\nRurr6+nq6grqG67GFx9rC/p7SlHgxspYHmmTF1S/YlNxYmgg276oONgOzLjkYnDOtm7Pc3bRydgG\nYgwAFrubvpklsiM2Xiq8kkTzmGVdCcF/2ZlGaqSWHxzowen2Uju0QG5cKNGhGy+0uwtiSTFoeKrP\nxeiCg0tKk/hzh9zb9yITrMzO5dnRu15q5snaXnQqkdI4NadGzAHBCoADHTN4vBIdk4sIyGXh8/Nj\nqB2Ux7T84hrNY2ZyDSJvrlCsuufosC/jd2KyuUgI15AXF8qbPga7bBGnY27Jxc3bUs6YvYNMunJ6\nJFrHzSwsufjXx9v55eEBymIVPPPZKj65LZXCxDDCtMo1vdX4MDWxevV7dpBZaQKu1WrX2P6t9Cjt\n7e1lenoam832jgKs2Wx+z6L2/9vwTx9MlUolmzZtOmM59YPKTO12Oy0tLfT391NaWkp+fv67mlk1\nLrmYtjg2FK8HubyWFKElUiefoyRJjI6Ocrq1kf/Yncq8XeKhFjOnZ+yUJoevO16zGhW+IGpxBF+b\n1cF0S3okkT7N262ZkbR2D3CwcwZRFDivMBG9Xs/e4nhax8w83zKJXqPgwqI4fnFRInkxWo73z7Pk\n9LDk9HJh8bLbSWWaQXZqOT3DXxvGMISouLAojtKUcLwS/J/D/VSm6PntJXFclS8vcgdHJWL0aj69\nM4OPVaciCvDK6RmO+kaFLi9LxB+7nG55AXa4JcqSwlCKskLS6rl5m9vLF18yEqZRMmZyMGt1UZ0e\ngdnuxur0UD9sCmLWvjxgp6KykvLycuLj43G5XIEFbOXc5iMnhzkxGFwS/Gh1Ev/5yihW3yXXKuX7\nVJMRyYiPRby6H+cvb5av0y99q35o67jcZ8w2bLxU9M1sTG7SqhTcflEOQ/M27js2QuOIeY2y1Goo\nRYEbqhIZtcil9Z05UYFzADl4x/ls2yrTIqidkqibcLIlOYSO3gHGFuxIQHKYkrwYLc+1TtE9bcXl\nkciP1xMdqub8/BjcPiOCtolFqtMjeK5tmgSd3C+fNDsYXbDxbOs0u/Nj8EoEiEepkVoahk1Y7G7M\ndjeNPo3kxIgzS4jCct/0ldOzXP9gI8cHjNx2fgZfqtQFNI9FQaA0KWyNt6kgCJQkha2xaXuvEAQh\nyPbPX3YvKSkhMjISq9VKd3d3gEHs99U9E4P4g5AS/EfHP30wBd5yXvT9DqaiKGI0Gjl16hQJCQlU\nVlYSGrp+r/PtfNagT/noTEze9glLINiaTCZOnjzJ4uIiNTU17KnI4RPb0nmmw8ig0Rk0X3omjC3Y\nEAU43DUTlAmsDqaiKAQE5Juam3m+XbbHcnkkdvqUji7ZJAvDv9E7x47saFQKkYgQFT/bmxY4L4Uo\nB2M/VAqRs3NjONw1yyud01xelkD7hJn/eOY0ICv9fGNbOB7zDNdUpyAAZruHz5+dSahGiV6rZEd2\nNEpR4La/tTNltgeOIylcg0eSuKBAHpNon7QAwoaas2anxLM+55Rbn+wkNzaUKYsTtULg9Z45duZE\n4R9Vtbm8vNI5g0KhwGAwrOkbRkRE0DEyx08ODgb9DbVC4ImGCVon5X6dKICEwO78aP7aOEl8mJoQ\nlUjRqvGoxsCok54lp4eXO2f4yUu9fPyhJm5/TjbJvv25Lj79cAt3vDrAycGFAOu4eVSe6c06Q2ba\nOCLrOK8XrAG2Z0WxpyCGe44O43B7qUl/a8nNfcWxPmchBa91zwUJYEiS7GqkEOBzZ6Wx6PBgdni5\nvDKdBc3yZmtvYRRnpWronLLyy+ebADg3TcX8/DyFcVriwtQ83jCBSiHwn5fmkx4VQtu8/Ny+1j3H\nvUdHEAS49fwsonQqXu2e43vPd3Ooaw6PBEf75/k/rw5gsrmJDlVxuHtjoQo/IkJUpEeF8NgpeZ72\n/htK2b85bg0JqDQ5jN5pK4urNqqlSWEMztvOqPP7fkGtVhMdHU1mZmYQg1iv12MymYIYxIODg8zP\nzwfWyX82xxj4MJi+LYii+L6x02ZmZmhvb8fj8bBt27YAE+/dQhAEhszyArBRmXfR7mZwbon8OB3t\n7e10d3dTVFREQUFBIBP+0q4sYkNVSBA06H8mHO+fpygxjGmLk+fblmdJ/UpKftgcTsYW5ADQbgvn\njTE3iRFyUNrmK/smRmgpTgzD6vRwdu6ykpJOJXDXR+UeksdLQK3Ij/MLYlmwuXB7ISUyhJsebCBU\no+DcnEh6Js1YrEskJCSQk5aMxle/TTYsB8SLiuNweyUsDjcf+V0t9x4ZJCdWh1eSj//k0AJXlyfg\n9so+md0zS0Ss46rih0Yhj5I85CMaJRu0vN4zj1IUqFzhYbmSlLMSarUapS6Cb786Hwgg/iDs9Ejo\nFMvXNS5UiVeSUCtElhxu1EqRitSINcILTSNmsmN0/PilXs799XFu/Vsnf2+e9H22SKRORWF8GCab\nmwdOjHLzX1q46M6T3H98hIZREzlxoYQoz9AvHTUTE6omdR1ykx/f2JOF5Dsjv5DBmTCz6MAryfKO\ndx+RtY39xZL95Yks2NykR+uoTperE4IAO7IjeaJx+Tm8sjqdG84uRBSgzSiL4V9WHMPc3Bxtra0U\nR3gYW7CzLVVHKA6+uSeLebs8NvNC+zRPt0yxvzyRJIOW8tRwXu6c4cmmST61LYXIECV/a5rk8YYJ\nbtiSzIWFsRztmw/MHm+EplETowuy5d/9N5SxOSViXUbt5hTZCWd1f3STrxz/Qej0vhUEQQiwh7Oz\nsykvL6e6uprs7Gy0Wi1zc3PU19dTVVXFd77zHYaGhjh27BhLS29ftenFF18kPz+fnJwcfvrTn675\n/YMPPkhsbKzcOtm8mXvvvff9PMX3hA+DKf8zjDOr1cqpU6cYHx+npKQEnU63pjf7bjFi8ZIUocWg\nU637+85JuQyltEwQFRUVMCpfCa1Kwc4seZE7uY4zzGpMme30zy6xtySevHg99x0dCmw4/JmpJEmM\nj4/zxKFa7G65X/tU6wx9M1a0KgVFiWFEreidJfiyPn+5TBAEJEmiZ3qZvfjpPzcFZcF+Qki4VsFP\nXuymIF7Pj8+LYlPYEktuMKljEASB51onA73Hh04sS/vtyo9FIQqcmxuNccnFX06O0juzxKTFhUYp\nsmBz0+DLvPyLuUeSEIEI7Vqyl8MDklfi6nI5wx1dsDO6YGdgzsY1lcsEp3GTg5H5tYuM2e7m+gcb\nMa1QAXJ7fezYfbnMrdhLTC662Zqo4kDHDDtTlIwY7RTFKINs1YaNSzSPmematvJixwwXF8XxwI2l\nHL11O/deX4rN6eGSkjh+cWUhj99cwdFbt/NfHykgLSqEXx0eoHZggUid8oybycYRE+WpZxa3TwjX\nEquX72/zW3iXArzuI/hoVSJzPgcerwRapUiUr8d5no8F7vFKSJLsiNQ0akYUYFNSGCmGEGL0amoy\nDCw6PCRFaEhNTiQ3N5fKykpSkuQsNi1CzcTEBBpjP5uiJCx2N42jZkDik1tTqBta4PjAAl4JvrIr\ng6/syuKsnChqBxeID1PzxXMy2F0Qg9MjBXqpG12nzzzSFqjSLPiyS6/Xu2Yt2JQkl4ObR4OvVXFi\nGAJrnWXeDd6PBEEQBHQ6HQkJCeTm5rJ161aOHTvGxRdfTGhoKA899BDnnXce1dXVbxlUPR4PX/jC\nFzhw4AAdHR088sgjdHR0rHndtddeS1NTE01NTdxyyy3v+RzeL3wYTD9g+NWLWlpaAuWS0NDQ97Vs\nPGTxUrCB8pHJZOKF420AXHFuJYmJiRsuekabhxClwKP1Y2vUkVbDL2C/PSuam3ek0zNt5Q2fHqso\nijidTurr6zEajVhC5NGQm7amsmBzo1YIjMwvBbJSP2YX5R7MUd+C5A/KL3dMo1OLqBUCg3NL/Oyl\n7sB7emdk9rHZ7mFzkp7P5juJDQ/hExdtRa0UebPfhNPt4Tev9lMQH4pOraBuyBhYSKJC1dRkRHJ6\nysqd121Cq5KVcwSWmZx9s7aA3m1xop5FhweFQsBkD85CAsEWWVv4gsIYXD5S0BMNE5ydIzuR+K/+\nfzzfE/T+sQU71z/QEFD1Abm0DfC187P49auDAKREqBAFiNOr6F8USTZo2VUi92TzDAKdnZ2cqK3l\np0/VccUf6vFKsCsvipe+WMP39+VRlWZApRDpnrJid3uDiEM6tYKLi+O49/pS/nNfHhKycfadzc41\nsnkAk2Y74yZHgGm6EawON9OLTsK1Sn72ct8aA+zVeK13gbRwBUm+CkZAyq86KeAMc9mmOJpGzVid\nsmj9Lw714/bKzO2LipZJWH6yU+4K20FJknizdx6VKDC6JFBQUEB1dTUfLVyuWhREKfnra418+i8t\nGDRyhWDKJBNxJEkO7vvLE9GpFVSkRhClUwW51qxE5+Qin3+sjbgwNfdevwlRgLohuR++XmYaplWS\nHasL6hUD6DXyz9+PvukHNWOqVquJjIzkrLPO4ve//z21tbUcOXLkLdtpJ0+eJCcnh6ysLNRqNddd\ndx1PP/30+358HxQ+DKbvAO9kJ+fPympra9FqtUEyhO+nBZvV4WbKKlG8yuzb6XTS1tZGd3c3JjGc\n2DA1iYaN+7KSJNE2sUhZnIpwrZLvPns6yFR8NY73G4nUqciP13NJSTwJ4RruPTqEx+Ohr6+PpaUl\ncnNzKS4upm7YTF5cKLsLYhGAUI0St5cAsxfAZHPRNmEhLSqEF9om8XqlgIjEK6dn2JUfy66CWLRK\nkT+fHOXQaXnmcKUl3NW5IjtqqsjIyECvVbE9K4o3+hY4PGBlxGjjK7tzOSc3GqdH4sX26cD7LiqO\nY3BuifgwNY9+qkKWUVx1vi7fIt3uk+9zeYJfoRblxdUf/I4PmDjmY4WKAjx8apxho51SX/kOoGHY\nFAjYTzdPcvkf6hicXw6khQmheL2gU4m82TvPnNVFRWoY04uytnBunJ6xBTs/vDSPtkkbOrWC3ZX5\nxGUW8PsuDX9ptxHv0we+PNlGb3sTp0+fZnx8nMXFRRr9nrUbkI/8wgef2pZC66yX6+5v4PRk8Iyj\n36C8Yh3y0UqcGjHj8Up8YmsKg/M2/nSGeds5q5PmsUUqE9QMzsrjUxJydv6JmhR6Z5bQKkUyY3Qc\nPD2DWiGwrySW1vHlY1sZTFt9mbB1Rf/x+MACg/N2ajINHOkzBvSAE0IVZPr0leedCu5pc7E5JZw/\n7M9lc4KWgx3TPP/6CV5sn0YUYHzegsvlQiEKnJcXzRs980GVE4DBuSU++0grYRol93yslMyYUAri\n9QFRhvUyU5DvS8uYeY1qVmlSOC3j5vecWf5POsZoNGf2twUYGxsjNXXZ7CIlJYWxsbXPyZNPPklp\naSn79+8PMgr/f40Pgynvj0H4SpjNZurq6jAajVRXV5OWlhb0NwRBCOopvhecnlpEYtl2TZKkgMdq\ndHQ0VVVVdM3YKEk882I3aZZZqPnRSm67MJemURN/a1rf3FuSJI4PzFOTGYkoCqgUIh/fmsbJQSOP\nvHQMjUaDTqfDYDDgdHs5NbzA1qyoAJHEuORCKcpsXD+O9s3j8UpcVprAhMlB/fACoijSOmnDuOTi\ngqI4LiqOx+72khYVwu3PdPBKxxRH++bR+VqYU2JskCn7rvwYxk0OHu+wUpoczjm50fzreVkA3Hds\nKHAu5+dHoxDgpY4ZcuPDuP/GMkp8ZC2/bddKxOpVa37m9PpISytu66Kvf6YUBTxeiX95uCXgLBOq\nFpGALz7Wyu47arn9uW4cbnlxVIkCV5TF0zlpRRQFMmN0HB0w+vxeY3F6JJLDFBztN/LJrSlUpRmo\nG1qgKi2Co33z7L+3gdNTVn50aT6ZsWFkRoewa3t1YL7Q4/EwNDTE4ZZBorQCi9MjzMzMBJWHQe7v\nRelUfPm8TL5VrcHtlbjxj02BCgTIGwKdWkHeW/TZaweNqBUCN25J5tzcKP5wZDggTrAa/udEKUpB\ndmuVaeGcHJLLrZuS5Q3Pwc5ZdmZHBfX58+NDebN3nl8e6ucbf+8M+NA2jZoDxJ2H68aIClXxmR1p\nuL0Sr/g2ZzNLXvp9GrzjZgfn50dz98dKyUiKY9/mVGZsEo8PaVEqRTYn6Xijb4HmlhY5qwqxYnV6\nONw+Ftgszy46+ewjrQDc/bFNgVZGTYaBljELNpdnw6BWnhqOxeFZY5pemiz3t1dWMN4N/jeK3F96\n6aUMDg7S0tLCnj17+PjHP/6+/413iw+D6dvE2wmmfvWizs7OM6oXvZ892k7fzFlenI6FhQVqa2ux\n2WzU1NSQmJiIzeWlf9ZKcdKZZ76afVlKVoTA5aWJlKdG8N+v9GJehzU4OCdbrm3LlDMGYrZ2AAAg\nAElEQVTLpaUl8pSzhCgFTprDSE9fFnxoHFnA4fayNTOKvzeNBxaT+HAtIerlL/KbPbNEhCj55PZ0\ndGoFTzdPIAgCR4YW0apEzsqJ4ZzcGLQqkZKkcCx2N//2uLxI/deVJZSlhHPw9HTQcZ6bJ2cnRrvE\nF87NQhAEsmP1ROpUtI+bWbQ7cbvdRGiV1GRG8lLnDJIk8ZvXBmmbsKBTK0iJ1KJSCPziikLifeMY\nM4uudW3sJswOYkOX+9aqFcQhkP1Nf+czCrc65TBxYtDE1IqgolII3FSTzN+bp6hIDcfjlWifWESr\nFLnnYyXc9Yb8/kmLh5oMA/92XiZTZgeD8zZcHi9ffLydlAgtf72lgn2+Mqi/BLtyvrCoqIihJSXV\nGVEYDIaAfGVtbW1A3/XU8AJlyWEIgkBmhMhjn6ogK0bHl57o4IAvsz81YmJzSvgaHdrVqB1YYHNK\nOFqVgq/vzsbl8fLrV9cnYR3qmiMxXM2hweBgq1MredpnFrArL5qWMTPTi072FMZwoH0msMHpmrLy\nvRd6+HPdGK/4yq4pBi0uLzzXNs2I0cYbvfNcXZ5IWUo4GdEhPNc2jdfr5dl+V9DuqTBBH3AzOjcv\nWpa+HLXwhXMyuKoilTmbF1VCLlVVVeytyEanEjnQNkFDQwNHT9Rxy0P1zFqd/OKyrKAZ1Op0A26v\nRNOoecPM1C/96B+98aPUV0lY3U99p/hHC6bJyclBmebo6CjJyclBr4mOjg5kubfccgunTp167wf7\nPuHDYPo2caZgujIbfCfqRe8HOiYshCihr6ebnp4eSkpKguZVT09a8EpQ9BaZafOoCbVCIFUvIIoC\n/7E3H+OSi9+sKKP6cdw3b1eTaaCvr4+mpiYKczK4viaNg6dng4g1JwaMiAJkROs41j/PXt+cqMnm\nChgde71SYCRGr1FyQWEcL7ZP4fBIHBte4qycaHRqBTq1grNzojnaM02YUhZRiNSp2F0Uz57CONrH\nLYwvLO/Wo0NVqBUCaoXsderHRUVxeCV4+OQogiAgiiIXFsUxPG/j928OcfeRIa6uSOTayiTGfUbb\ngihw6MvbSYrQoFGKazJTkEuRM1YXfqU71zrFhyXn+hUJfyzanR/DfcdHuagwhoHZ5RGYe64v5dvP\ndrPokDOeELXAz68oRCkKAQu84wMLXF4az0MfLyM1MoTemSXMG8x/TpgdTFucVKQZAq4vmzdvZsuW\nLWRnZ7PkVTBmchIrWKirq8Nut+MwzXDHR7IpSw7jtqdO80TjBL0zS0Es5fUwb3XSNW2lJkMea0qL\nCuETNSk82zpNk28T54fV4ebEoJGyRB3z9uUti04l8kbPHCcGlh1nXu6cRaUQcLi9NI4u6+6elxfN\nC5+v5tit2wnTKFCIsizgpqQw/towwcN1YyhEgWsqZP7AvpI46oZM1A0aOTIu+6B+pDQeAXi4brk6\no1GKKEUBjVLk+upkzs2LRqUQeLlzBlEUiTKEc25eNI3THkrLK3l0KISBBTe37YwlxDYTJISQqnWg\nEAVqB4wbBrW0SC1ROtWaa5QVo0OvUbwtIteZ8I9mDF5dXU1PTw8DAwM4nU4effRRLrvssqDXTExM\nBP79zDPPUFhY+L4c7/uBD4Mp763M61cv8meD70S96L1CkiRODc5ic8NnD8zz+04FnbOuoF6KX/mo\n5C0zUzNFieEIvpGQ4qRwrq1M5i8nR4PYtAAnBuaJD1Mx3tWMIAhs3bqV6OhobtqahkIUeOD4cOC1\nx/vnKUkK53DXDJIE8T5CyaLDw5s+P9LOSQuzi85AwLu8LIFFh4cnWuaYt3m4oCguYBCepVrA5JCY\nd8jn6HR7WXR42FMojxgd7FzOTp9vm8LpkXB6ZOF7SZLweDzctEVm1T52ajxwr/YUxKIQBO56fYAt\n6QZuvziP/eVJeCSZlHOwcxZREPj82Rk43F7+rVzFJ6vjgmzZIkLkDYznHbaylKI8O5kQruFAxwxX\nliUwa3Vi9Jla7yuJ40t/bQ/0a1WiwI/OiyZSp2LS7OBXvjGbr+/O5If78tD61J4ahuVFeLVCFRBg\nKK8mDvnZmeMOuVx+6bYiKioqUKlUsnH85Cg35zrIj1LwgxdkAlVJwpnFCk76iDY1K1xsbtmRRlyY\nmh+/2BfYVIFsY+fySIwuBGelV5UnIgoCbl8POStGx8HTs+TEhgaOA+RZ3BGjjRSDluMDC8wvufF4\n5Znjq8sT6Ztd4onGSfYUxgREEvYWy8/ON5+RiW2XborjB/vyKEsJZ37JFSDE/ea1QVxeCYfby4jR\nRrhWyfbMSF7unA30NXcXxGBccnH7M6d5rXeeb+zJ5uodBWuEECSXnawIkcPtsozn/Pw8c3NzuFzL\nlSBBEChPDQ/0pf1QiAKlyeH/8JnpOw2mSqWSO++8kwsvvJDCwkKuueYaiouL+c53vsMzzzwDwB13\n3EFxcTFlZWXccccdPPjggx/A0b87fBhM3yZWB1O73R5QA3k36kXvtW+6sLDAm8eOM7Lg5Lx0LTdv\nTaJj0sIND5zisw83BzK0tnELMXp1YOFYDy6Pl7ZxM5tXLaxf2pVNqFrBT1/sDgToJZuNo70zFESK\nVFRUkJWVFShRxYdruKw0kScbxzE7JawON61jZmoyInm6eYLy1Ai6p6yEaxVEh6p5tF4eUXm9Ry7F\n+QUcajKjiAvT8FzHHEoRalL1NDQ0MDU1RWq63POMDpX7ljaXh18d6iUjWkduXCiv+Eq9Xq/E3W8O\nBoTdD3ZM+XxfvaRFhxKrVzO6YGdwTs7+FKKAyjdL+d/7i1ApZIJLVVoEgu8Yp+cXSHCMEKNTcGRO\nx9cvLqb+m2eh9dVzTTY3b1Ht5OKiWLKi5XKff8/l9spZ7aTZQbhWwbOtU9QPLy+Uz7ROM7/kCmTD\nP9+XQWqEis7JRT52f4OcfaaEc1NNsEXgqRETCeGaACN2JZpGzISqFUEM15VoGDWhUYoUJYShUChQ\nKBSkpqbKYvTbarjnxkqifM3qvoEhamtraWlpYXBwcI3914mBBfQaBcUrFLp0agVf351F59QiTzYu\nZxuHuuaI1KnomF621gO4anMCKb57WZCgp33CwqTZQefkIl4JShLlnulZOZH0zizxRu88TzVPBtxg\nSpPDubAoFo1SxO72ctOWZSOA1MgQ4sPUzFpdJOtlAQdBEPj82eny9X6ln5YxM4/Uj3O5L2N90Se6\nf0FhLJNmR2AedEdWFEpR4MXOWa6tTOT66uAy5UohhF3FyQxZJLRhkWi1WoxGI62trZw8eZL29nZG\nRkYojNEwumDnxICRlztneLplkr83TRKpU9Ezs1bU4Z3gH63MC7B37166u7vp6+vj29/+NgA/+MEP\nAhnqT37yE9rb22lububVV1+loKDgfT3u94IPgylvPzP1L8b9/f1BzjLvRr3onRqE++F0OmltbaW3\ntxdtfBYeCaqSQ7hlayKHv7yTr+/JoXZgnkvuOs5TzRO0T5gpSTrzDGDX1CIOt5eyVdqqUaFqvnBu\nFkf65jncNcPg4CBPvVbPolPikqqcgEH5Sty8Ix27y8vhYRf1Qwu4vRIpkVp6pq1cXprAsf45tmVF\nc3VFEq93zzK2YOONnjlKksKJ8c0hKkSBfZviGTM5yTOI9HW2kpGRQWRqLj95uRdDiJI5q4uzcqK4\nfksqD9eN0j5uZk9hHPVDC8wuOjjcNUPvjJXPn51Osl7gQNtkoDclCAKXlcrl5odqR5Akie8+14XD\nJZf4/CbQIOsKW50ebC4vfz/eSWlJMZ8+K5NTwyZODhrRqpR84eyMwOvPQIAG5Izw7By597aSjKkQ\nIU6vxmz34PJ9SJxeRWb08jXWqRXkxOqoSNFTN27n4w81ISEH4n0lweIfkiRxathEZVrEuve+YdRM\naXJYkFn2SjSOmClJCgv0C1fDoNcSF65FoxT5XYuL6MxicnJy0Gq1zMzMBEzBOzs7OdY3y+YkPeKq\nTvOFhbFUp0dwx+uDLCy5cLq9vNk7T1KEJnAdBeSyZmpkCJM+wQ6zzc2PX+oFICs6BKUoYPWRvf7j\nolySIzTc9cYQr3XPkRShISJESVqkNlCmFVieaQZ4rm2KKYs8lvWxopCAUH1NhgG9RkHf7BK3PXWa\n2DA137wgm4q0CF7yBVN/qdf//6enFvF4JVQKgW/syV732vlRk2HAK0HHnJvIyEhycnKoqKigqqqK\nuKQUXum3BjaHn364lVv/1sntz3bznee7eb5tGq8ELe9hROaD9DL9UAHpQ2wIpVIZKOkCa5xl3s3n\nvZNgKkkSQ0ND1NXVERsbS2VlJQML8q40N0aLx+MhRK3glp0ZPPuFbRQnhnHb39rpnbZuOIPqR7Ov\n5FeavHYnef2WFNIjtXz/6VaW7E6senlHv1LWbyWyY0M5vyCWV4bdvNEj97T6ZpdQKQSKEsOYMDnY\nlhXFNVXyjv2PJ4ZpHjUF9TQBciLlHbNeJV9rQ2QU3/ibPC+7zxcIi5LC+bfzsojUqfjhC11c6OuF\nHuyY5vdvDJIaGcKFRXGclxNJ89gih46cpK6uju7ubs5JlclEz7ZM8VTzJC92TPOFczIIUSl4vm0q\ncByVcSIhCrkUO+CMQK/Xc3VFEnFhau54dQBJktbMy65GUvgyCW3K4uTB2tE1BCaPF4w2JwIsZ7p2\nNwNzNpSiwM1bk7G5PJyXE8mjDVP87IiRzOiQQOZTs+p+jBjtzCw61+1nmmwueqetGyoRLTll44SK\ndYTr/bA63HRPLXJFWQIahcgXHm/HJikD9l9VVVVUVlaCPoYJi5scvYv6+vog8XSHw8G3Lshm0e7m\n168OcGJwAavTw/D8clYqARcVxnJ8wIjNx3bunV2ic9JKYriaKYuTPQUxDBttROqUROs1fGpbqpyx\nIs8Kl/o2k6/1zGH1+aA+3iD3Qo8PGLn9GVlSUSHAqanl76QoCHzE96yNLtj59oU56DVKLiqMpW92\niZ5pK+FaJTuzozjQPiOPXz3RQVSoCpdHomNifas0P8qSwwlRiTSN2wIZosnm4jevD/GR+9v55ZFp\nTC55A7A1w8AD1+Zx/xUp3LHHwFfK5crM4ZYBpqensdvt73hU5h+tzPu/HR8G07cBq9XKyMgIRqNx\nTWnz3eKdONH4g7jD4aCmpoaEhAQEQaB9wkK4VklSuDooMKdGhvDAxyvYWxyPBBztncPu2jhwN42a\niNWrA5ZjfjidTro6O7g6R2RqSaLOqOXk0AJZMTriwzfuk92yIx2rC17unGZzSgQH2qc4Kyc6IIG2\nIzuKZEMI5+TF8GTDOF4JzsmLCfzNtrY26rrlxW7CJhOE7js6RMOwie9cUsC0We4rjS/YCQ9Rcevu\nHBpHTHRPLZIZo+PR+jFax818alsKaqWCK7dkIwGmsHQ2b95MVFQUkUoXsSFyRvP9505THKfh2k0G\nzs+P5qWOGSxW2ZpqbnqSK8sT8XjhUPcsTo8XrUrBZ8/KoGHExEud07y+YlREQBbDv+uaEtQ+JtK4\n2Rn43Zngv0V+pSaHW+Li4jgOfHErmXFhchYztsBvT0yzIzOce64rpm3cTEKYmkS9/Dx5vV68Xm/A\nM3O9gNk4IpN1NhJaaB03y0bfvt+vt0g3j5nxSHBeXhR3XlPMnNXFV5/sCBJjEEWRthn5Gb9iexFb\ntmxh06ZNAfH0rq4u5gfauTBTw5NNkzx8YgitUsDiCH5WLyiM4eXOGVQKIYg1XJ4SgdXpoSBej8e7\nfD6XlcajEOTxoxGjPSDB91DtKEkRGs7KjuKxUxO0jVv4yhMdaFQKwjQKdudFcnTUETSPumWFKL9f\nrWt3QQyiQIDRfOmmOGatTj79lxZcHi93XlOMUhQ46Bu32Qh++cemKTteSeCh2lH2/raO+46NUJNh\n4MEby3jpizVUp0cwv+SiKieB6qIszttSyqf2biMvTkfvghS4ln4h+oGBgTX91/XwQQZTr9f7gWW9\n/6j4MJiycZnX7XbT1dVFS0sLCQkJxMXFBc0xvhe8nTKvw+GgtbWVvr4+SktLycvLC3pA28ctFCaG\nrZvlqhQiZSv8D2/5U+OG/ZWmURObU5fLgX5HGf+s6s17t7IjO4o7X+ujbtD4lplYRZqBHIPItMVJ\nkkHLjMXJpaWJHOufJ9mgJTVSLl1+tDqFRYcHnVrup42NjQX+ZotRQZpBy4jZw4vtU9zxah8XFsVx\ndk40r3bPkB2j43DXDA6Xhys3J1GcFMYvDvZyfl40p6cWidap+EiZzNbMjw8lLSqElzqmUalUxMTE\nkJ2dzXVb5J6YW4JvnpfE9NQkeWoTZrubew+cQKPRkJOTww01aUiA1eHhhI/JfG5eNHqNgq892cFv\nXhsgVq9GpRAC7NLbn+vC4PP21PpKpW8nb/C/JjFcw6EvbeO/ryom2aDl+ZYJlAIcHbZy8/ZUfndD\nBeF6HXXDZrZmRgaeC49HnlusHTASHaoizaBe05tvGJGF7zdtQEo7NWxCAMp9makkSWu+I/VDJhSC\nPL5RnBTGD/bl0TBi5kcv9ga97sSgkbgwdaBcrVKpgsTTt2zZwtcvLiI6RMHxYQtKYfkqCUBmlIbk\nCA2vds+hVoi4vRIGH9Hr+KA8unPYN/6yxTdu0jJmwSPJ40cScgbYPGamYcTMjVtSuKkmmfklF595\npBWVQmDJ6eEzO9O5clMMDg+81CkHQa8k8eCJUQTkrPUPPo3gGL2arZmR8jiNJHFWttwnHTM5+PkV\nhZQkhbMtM5JXTs++Zba4LSuScYuHTz3ezc9f6WdTUhhPfLqSX15VFCjRV6ZF0DNtXSNuX55qoGPa\nRmp6RpAQfWho6Lr9V5PJFLROfFDB9P3SMf/fhg+D6TpYqV4UEhIilxkNhg/U03QlvF4vQ0ND1NfX\nExcXt25f1un20jVloSQpfMPA3DZuJi5Mwy/3l9AwYuJzDzevyVDnrU6G522U+WbaPB4PJ0+exGKx\nBGZVRVHktgvzsNjl3uHWzDMHU4CiGDmQdE0uEqpRcHZOFLWDRrZnRQUW5h1ZUYgCaBQCjQ2nMJlM\nbNmyhSVlOH2zS1yxWc4wfvB8F3qNku/tK+CFtilcHokbalJZdHh4o3cOQYBvXpDDlMXBkK9EWJ4W\nETBKFwSBi4riqB1YYN66bBsliP7NA6QnJ5GWlkZpvJpIrUi7NQyNRkNPTw/j3c2Uxsqf9XjdED8+\n0MXeO2uxOjx4JfjXczP48q4sXB7Jxx6WMC65ApuXZIM2qPeo85Vx19OOj9XLClTPf6GGxAgtXq+X\nx490cHzQhAT891VF3Lo7B9FXmTDb3ezIiUalUqHRaNBoNKhUKk6NmKlKW76nLpcLp1Oeqz01bKIk\nUR9g/a5Gw4iZgnh9kOH7atQPmyhKDEPnI/jsLY7jlu2pPNk0yRM+QpHHK1E7uMDWzMgNN6yCIBBj\nCOOjW1LwSrC4Il5IQHW8gj8drMPi8GB1ejBoRbxeCYUgi380j1lo9lU8fvJyHzX/dYSv/a0DtUII\nXOeSRD0PHh8lXKvkys0JlCaHoVGKWOxuDCFKEsM1XFeVRGGclpRwJY83TCBJEo/Wj9MwYubi4lg8\nEhzpM9Lum+u+bFM8E2YHp4ZN3H10GLdXQiUKlPs2sHsKZcGQM5V6vZLEpElmLU8vuvjVVUX8/qOb\nyFtFCqtMi0BC3uSsREVqODaXly6fKtVKIXp//7W6upr09HQUCgWTk5MBH93Tp09jNptxOp0fWPD7\nn5pq+EfBh8F0FfzqRQsLC0HqRR+Up+lqGI1GamtrcTqdbN26lfj4+HUfyp7pRVwe6YzBtHXMzKbk\ncC7ZlMDPriimbsjIlx5vDSrF+cUaNiXq6ezsxG63k5+fT2FhYVAWnB+vD7AxE8I3Nnb2w+qSv6Bd\n04vsKYijZ8aKxe5me/Zyb7R1zIRXAqPNjTcimaKiIlQqFS91yD3LSzfFkxwmMmd18u8X5REVqubJ\nxnEKE/RcU5lMdKiap5sn8Hq9lKeEs6dAtmMTgIVVOrIXFcXhkSReOS1nMVNmB/cfG0arkmkxD7za\nTnt7O/l5uVxVkULt8CKhMYmUlZWxdetWPro1E4DDvSb+UjdORazAL/dEUhCr5S8nR7Gt2KQYQpQU\nJ+qxubwI+BR5bt2BRiGgEgWWXF60KpE7r9sEECgHgywIccXmRLQqBTPzC3ztz8f43mH5enxnbx4X\nr/BzPebTR962ol8qCAJjJidTFic1mVFoNBrUajUqlQqlUonN6aFjcpHylLBAgPUT60BmdjePmoPK\nw6sz0yWnh9Zxyxrf1C+ek8GOrEh+/FIvLWNmTk8uYrK52Zb51pZrq++XHzecU0SvyxAokStFMDs8\ngfGj5DD5GdWrFXxvby5XbE5gwebG6ZFY8pXL7z02wqGuWa6tSESrErn92W6cbjlrHZy386/nZqBR\nys5Qe3NCaZ9Y5OXOWX51eICd2ZF8/fwsRN99uvuIPPa1Kz+aULWCO18f5J6jI5ydHYXLKwWy2l15\nsrXfSxuUeuesTj7zSCt/rhtDJUJVaji7fXZ/q1GaFI5GKVI3FBxM/feofsS03tsA+XnQ6/UkJSWR\nn59PVVUV5eXlASWsqamp92wEvhoul+ufrsQLHwZTQH7gnE4n7e3tnD59moKCAoqKioLUi97vYLr6\n8xwOR5BReG5u7hlLMG2++dFNSWHrBlOLz3bNP196aWkC399XwGvds3z/udOBL0vjiAlRgKWx04SF\nhREREbGhILVSISAK8Hufis+Z0DHnISlcjSRBYoSGo33zCIJc1gKYnZ3l4deaEYAQlchTHctONS93\nTFOeGoHbCxOL8oKoEAVOT1pon7BwVXkSClHgkpI4XuuexWh1IAgC11Qm45FkYfOGERMzK5SF8uND\nyYgO4cUOuc/1wwPduD0S+0vlBezF3kUqKyuJiIjgis2JeCSJZ1qmsDrc/PaNQX740rJaz48uy+fu\nm3eSnpJElFZkfsnNfx6QZx0FYNHhxub0oBAFJOCF9hm++kQblemGgA2ZyyPxwwM9hKoVOD1S0Bdx\nZ2YEj7zeyv77mnhx0EV6VAjhWiUf2ZwYdI2P9xspTNAHOe/AsuuPP9iJoohCoUClUtExLdt/bc2K\nDgRY//yty+WieWQBu9tLeUrYhqNbTaNyT7U6PbjnqhAFfvaRAuLCNHz1yY6A6PvWjPXJan5IksSh\nrrk1Kkop4SqSI7S83DETKH9bnFJAFCMvNoRxizyOVBgJqa4RlHY5g//V5VlofNWAB3wuQXuL4/jD\nm8McPD3LF89JR+ETYNhbLBMJvV4vu7JC0WsU/OeLPaiVIt+/JI+YMA3n5kUjCgKHu+fombYSolJQ\nlRZBw4iZytRwfrW/kIzoEJ70WcBFhKioyZCFJVYHptYxM9fe10DjiJnv7c1la6KSxjFL0LztSqiV\nIptTwgPzun7EhWlIi9SuyVjfCn4lLK1WS15e3ppedk9Pzzvuv66ExWJZ40r1z4APgynyl7mpqYmo\nqCiqq6vXZaF9UJmp1+tlcHCQ+vp64uPjqaioeFujNu3jFiJClKREhqwbTAPBdgVD99qqFD57dgZ/\nbRjnniNDWK1W3ugYJdOgZOfWLaSkpKzxIvXD5vTQPmGhItXAodMznBjY2Gpq0mRnYlHuhfrNw4/0\nzlKcGI5OIdHc3MzIyAi9Vg2bUyO4YnMSz7VO+UrOS3ROLnJBYSw/ebkPUZDnV//aMM6TjeOoFAKX\nbErA4/GwryQOl0fi5dOzCILAgfZpFALMLznxSgQCJyyXek8OGvl70wSHu2a5ulDHFoNcFp6wuGnz\nleQyY3SUJYfx4PFhLrrzBHe9PsjO7Cg+d5bcY32hfYafH+zjmj92UDduIy0qBIUAFxREIwry3OjH\nC0TuOk/NzhQ50B3tM3Ks34hfA/2KsgTsLi9OX5WgIHGZcf3lv7bxw9dnCQ3Rct8NZSzYXL4RjOWv\nq9XhpnHExI51+te1g7KOb1bM2k1R3dACCkGgIs0QCLD+7FWtVtPoG7XYnKwPKg8Dy+SmoQUUwvoE\npogQFb+8shDjkovHGibIjw8lRn/mSkbH5CITZgfuVcFkT24Y//VKHz4SL1E6FVqlSHy4hhCVyNd2\ny8QyrwTnlKRRUVnJa6NuSuK0iEtGHG4v2xLlDakE3PDHRn775hCXlcbjlSQ8PgGGoz5DAq/Xi06t\nIDtGx4LNzb+ekx6Yz76mIhG724tGKXLP0WGG5m2BIHZhUSxqpYL95Yk0j5npnrYGfj62YA8q9T7d\nMsnH/9SMUhT408c3c1V5IiUxCsx2D20TG4+5bEk30D1tDWpTgJydnho2rRHDfztYORqzspddWlq6\nYf+1ra2N4eFhFhYWNuR8/DOOxcCHwRSQF9otW7ac0Z7sg8hMzWYztbW1uFyuM5Z010PruJniRJny\nv14w9TtlrFY++vKubC4pieO/X+nlgYOnGDB52ZabEMjCNyoZnxpewOWRuHlHGskGLT99sXvDnfRx\nX6AdmrezNTOKrikrzSNmSmKV1NfXk5iYSHJOER2TVs7Ni+GGmlScbi+P1Y8F3FxCNUpe75njIzlq\nrqtK5nj/PH9rHGdXfgxhatnntCgxjOxYHc+2TDFptvNMyySXlyUQ4mNnPtc6FXRcfhnBH7/YTape\n4IYtyZy/vZLqdLmM6BcPeL1njjGTgzmri1i9hkdvruTXV5fwmbMyUClk+b4/1o5yxeZEXv7XbTx6\ncyUGnZqOSSseSZb/Gxdi2Ll9G1/akw9AQXRw2etg5xTXVcQHsqfuqeUF1+qG2y/O5anPbQFkMYjd\nBcFjWLWD8gzvjuzgYCpJEicGFqjx9Smdbi8904sc7prlqeYJDrRPkxyppXNyMeCnCXL2KooiDSMW\ncuNCSYwKQ61W43A4aG9vJy4ubpncNGikKEGPRsG6G6+ixDC+tjsLs90dOL8zwV96Xw0BgcdOyfdE\npRAoSw7HZPcwZXZwRVlCkKfnrNXFySETYyYnN27PYEknz91GRspZsVJYlnKcmeLDM3sAACAASURB\nVJ3jniPD7MzQkxSh4c7Xh/BKEl6vl645V8DebNqyHLi2ZUWSbNASqVPyUucMN/+5GaVCIMWg5blW\n+Zm9fFM8KoUQ6Bn7S70HOmbweCV+eaif25/tpiI1gkc/VREwpyiMkis+R3o33qD61aNOrir1Vqcb\nMNvddE9Z3/I6r8aZCEgb9V8zMzNRqVRMTU3R2NhIXV1dkBOR2+1+12Mxb2UM7nA4uPbaa8nJyaGm\npobBwcF3/Dc+SHwYTH14qyDm99Z8P+BwOBgZGWFubo6ysrK3LOmueb/LQ/fUIpt8gtfrB1MTaVEh\nROqCs4KZmRkuizeTF6Ph3ja3XNJbITe3UTA93j+PSiGwNSuaW3fn0Dm5yN83cJU53j+PVing8kp8\n4ZxMonUqvEBRlEBNTQ1xcXG84VM9Oic3huzYUHbmRPPnkyO80D5JSWIYv39jkLw4PbvTFFy5OdFX\nPvVwZVlCQE9XFEUuL02gYcTEb14dQJLgc2dn8qntaVgccl9vaIVOcGq4Ar1KwOr08uMrN5GaLEs/\nfqQsAQl4tnWKT/+5ic890oJOpUCtFMmN01GaHI4kSTzeMI7b16z7eE0K39+XT3y4BkOIiu9eksfo\ngl32GQ3TcLhbzpaLUqJJDNcw5xBRKYQAE9Vk93LXmyMBrd1Vrl043V7UCpGDp2cIUYlrgubRvnlC\nVArKV42+9M4sMWd14nB5uPHBBrb87E0u/30dX3yslX9/+jTDRhvD8zZu+mMj239+hEvuquUXB3vp\nmLDg8ng5NWyiOt2A1+tlYGCArq4uiouLycjIQKvV4pJE2icW2ZJhCCoPu1wu3G53oNqS5DN4bxmz\nBLnMrIYkSbzcudxXjFphcH//Kfl9mxL1uDwSZocLtULAK8FHq5J4tnWahHA1AvBo/RgPHB8lSqdi\nd34MLWMWQlQih7rmODsnErck91uvKU/g+Lgblxf2ZqnZlw6dU4vc+3IjQxMz/OzNaZIMWs7NjeLR\nU+NYfNZsoiCwvzyBSbMTSZLdYO66toTrq5NpGbfQOblImFZJTqyOZ1omWXJ6iAhRsTM7kgMd03zp\nr+08cGKUaysS+d11JRhWnKdeJW8U3jhDMC1ODEOvUQS0if3wl/JrV5WA3w42EtjfCIIgEBoaSmJi\nYqD/utKJqL+/n+3bt/OZz3yGzs5OHn/8cQYGBt5W//XtGIPfd999REZG0tvby1e+8hVuu+22d3zO\nHyQ+DKY+vFUwfT+YaStLujExMcTFxb2lYe566JxcxO2VzhhMW8bMbEpa3h3abDYaGhqYmJhg65Yq\n7r6pOiBnt5I9uNGm4fjAPJtTItCpFewtiWdzSgS/PtS3ZtxGkiSO9xsJUQrE6ZXUdvQFMvpf15rZ\nc8cJrvxDLXe+2k+YVkm4jzF68/Y0ZheddE4sEhaiYtxk57v78lGKArF6NQadbIi9ZRUzdN8mWd7t\n2dYpLtkUR7JBy01bUwJB6/nWqYARwdNvNgaIUXERy9f9rJwoROQB//rhBb6xJ5tnPr+FKzcn8FLH\nLHOLTn54oJsfv9gTINOsniHcXRDLvk3xeCWwuzz0TFsZml9CEAQSIzTMLDr58q4sbtmRHvS+/QUh\nZITL56NdQe+9981+RsfGONg5w1k50YSsYN5KksSRvjlqMgyofaVfp9vL082TfP7RFt/xzWJ3eflo\ndTI/v7KIR2+u5CeXy9Jr370kjz98rJQv78oi2aDlodpR9t9Tz/6767C5PJTEqqmvr0cURaqqqtDr\nl0vQDaPy2Mn27OggcpNCoQhIZHo8su6yVimSG6vjW890MTwfbCPmR9/sUpCVWIph7eiZX3SkfdwC\nApydE4VxycXQvA2tUkF+fCgKUeTE4AKXlcajVoq0jJkxhKhweCSWnF5EQTYeiPCNKylEgV+fXGRX\nVRH58aE80e3krlMWjDYvn8yXODdmCYvDw32vdwcIOXuLZD9ev+pUVKiKy0rj0SpF7j06zCf+1Ezn\npBWr08szPnebbZmRTFucvNE7z7cuyOb2i3ODyvUrn8GOycWgPv9KKEWBqjQDJwYXgoJTQriG9KgQ\nTg6+82AK731dW+lEVFpaysmTJ/nqV79KTk4OPT09fOUrX6G8vBybzXbGz3k7xuBPP/10wHJt//79\nHDp06B9qDOfDYPo/hPn5eWpra3G73QFh+HdrEN465mPgJq0fTKctDibNDkqTwwPyh42NjaSnp1NW\nVoZWqyUxQhsYh/nd68u7x/UC88KSi44JC1t9/TlBEPj3i/OYWXRyz5uDQa/tn11i2uLAaPcyu+jm\njtoFLC4JUQCPJFGdYcAQIgu0W+xudv36KJ/4YwNOt5cYn31Z/ZCRfZviKU+Rj//QiUaMSy5Z3agz\nOIglhGtJidTi9kp8clsaAKFqJZ87W2bfPn5qjJMnT2KzO3hySBVYTJ/3lYBf75njo/c3BHwz8+L0\nfGJbGmqFyHWVyTg9Xm7+cxOP1o9z8/Y07r5hM7lxoYybHJxalQ1895I8InUqFnwC9Ye7ZumdsQZ0\nW0uTw9mVLxOetEqBSA08cdqGpJADiN0tBcTy5+0Sz3XIhuAZygUaGhro6+tjdnaW3ikLI0Y7Z+VE\ns+T0cP+xYfbccZxvPd2J0erCEKLk0Je28ddPV3HbBTlcUhJPabI8bqQUBS7dlMBZOdH8y8507r6+\njDdu3cG3Lsxlyicuce/RQcTodDIzM9dkLrUDRlSK5RGQleQmtVqNVqtFrVZTO2iiOj2CX15ZgCRJ\nfPXJDixLdlwuVxB7+OCKEq9CIDDaJArLTjo9M0tEh6qwuyWcbokba5L5W9MkISqRSYuDyrQItmTI\nxzO76MTu8nB6ysrMopPsGB31wyZu25NNSWIY9x0fISlCw0M3lSGKAp/8UzMXFMQyYXbSOOXmMzWx\nXLO7hsvPrmBLqp4nWudp6+zm6PFavv54I5LvOBWiwL1HR1AIkBqp5eXTs/TPLvGjS/PYlKjnTydH\naRk1c89Rmf27MzuSj63S6V2Js3Pk79aZstMdWZGMLdjX+JjWZBioHzYFsfT/X0KSJMrKyvj2t7/N\nU089RVNT07rSoyvxdozBV75GqVQSERHB3NzGVY//aXwYTN8h3ulOyC+IPzg4SFlZGTk5OSgUincs\nJ7gSreNmYsPUxPv0RVcHwBZfsE0LgxMnTiBJUiCAr8TwvI2c2FBeaJ/m0Xr5wV0vMz05aESSCBJr\nKEuJ4NLSBO4/PsyIcXnX+WrnZODfOzL03HVdKV4J9hbHY7K52VMYx8070pGA715SwL+dl8XArJXP\nPNyMeUVJ7au7svB6vdTU1NBslrPIWJ3I3a92BSQBp6ammDNbmV2Ug8BKs+n9m+MJU4tML7pwG1Jp\nMOlon1jk3y/KpTrdwFPNk9z6ZDufe6QFjVLk67uzfdfWEhC/z4jWEa5V0j1t5Rt7srl1dzaiIHDz\ndjlo//ilZbcSkIP47RfnAnImcaB9mq892U6oRg6QJwaMJISKJOtFtAqQBAXn5UUztOL6mWzLmf5j\n7WY0SpFP791KUVERYWFhGI1GHntTllVs6x/h/F8f5Rev9JEdo+N3Hy1FEODCojgSI9ZmeLUDRkqT\nwwOzoX4YQlRcXhhOcqiXaJ2CBZeSTzzcwa8O9eFcVX8+MWhkc0rEhjOqINu7Dc7b2JkTTXZ8BP91\nRRFd00v89JVBBEEIKg+vlG6sSAnD5HsGvJK8OOk1CppHzQi+a5obq6M4Qf9/2XvP+LjKa/v/e6bP\naEYz6r0XS7JkFcuybFywTS+mOHQIHUIL4aaReiEJuaRAgARDCCWmBLANmGI62NjYlmw12+q99zIj\naXo5/xdnNJJsmUCAe/P7h/XGH0njmTOnPPvZe6+9Fu81jLAyJQSH28eiKD2V3ZMkh0q+pI/t7cLr\nE/H4RNpGbWxcEsVlxbHkxurxiaBXK8iK1vPCNQUkhWp5dE8nIAXvFYlSFqxQKLj15DQsTh/VthD+\n3qHj6IiHa4rC8YoQrxd4tWaQUx/ZT4tfy/mSohg2Lonm26UJdE84uPq5w6gVMtakh3K4b+qEwU4U\nRTIjg4g1qtn9GSXxk9Kk/u8nLWMMTjrpmbAzPOVkWZIRm8v7pXR6v0p8Q0D6D8fnKXeciOm6EGZ6\nTpWVlcTExFBUVDSvpPtF5ASPxUwJd+aYjw2mVV0TyAXQOUYpKCggLS3tuAxjaNJJn9nBpsJY1mSE\n8dt3m2kcnFowMz3QPo5OJQ+YEs/gB6ekIxfg9+81B77vh0e7UcggNljBvaclMOZnH968JoXkMB2P\nfNzGx40jqBUyLiiI4baTU/ngzpO4a0NawERbIRMwqCVBeh/wZt0Yq9NDuX5VKq1mH+rodEJDQ5me\nnubRd49gd/vQKQSe29eGxWJhZGSEw9WVfLtI2jw8UTbIQx+3U5oSwlmLI0gM1dI9YeeDhhFuX5vM\nqzcv49ulCUT6zb9fqR7A7fVx1/a6QIBPCZu9dqdmR6CUCzQMTnOgfX4mcVp2JDqlpNRT2z9F87CV\n+8/LJi/WwK6GQWpqaliXGcakS8Ts8BJxDNN1roH00KSLFakhBKkVATJISloaB0flyGUCrzXZSQ1V\n8Zu1Jm7KdNLb3oLV5SUnVIbDMT97mXS4qRuYYnny/JlPn89Ha2srR+sbaZ8UOTsvhnduL+WCghj+\ntq+bS56qCGwuJmwuGgen5821LoS9/uxqtd8FaG1mOLeuSeaNo8NsPzwSKA/3T3noGp89zs45GVdB\nlBqPCDeelICIRDDy+ESuKonn/cZR7G4f8X4lrZEpF5MOD788K4OTUkN45oA0CqMQICsqiF+ckU7j\nkJXt1YPkxxloHrby4McdRBrU3HlySmDsRibAXw4MBzbMSxONlCQZ2bynk4OdZu7buIjbTllEWriW\nTos0p6pUKHj4nDjyIpVsrexh/8FDfFovjY6pFQLPXZ3PpUtjmXR42NNy4qxTEAROzgjjQIcZm2v2\n+RNFkcbBaf62r5v/ea8NuSC52Jz653LO2nyIDY+U86PXGgFJZ/jz4ussj35dxuBzX+PxeLBYLMcl\nCP+X+CaYfgF8Xkbv2NgYZWVleL1eSktLiYyMPO41/6prjMXupmPUFijRwmw2OSOGv7+xj7RwLaXL\nlp6wJ1vd49duTTLxuwsWY9Qq+N62o7i8xzM097ePU5IcclyvJ9qo4ebVKbzfMMLTO/fjdLlpMot4\nfHBKukTa+bR1jBijmozIIO5Yl0rzsJWdtUOsSA1F68+QlHIB0e+jqvQ7gJz/RCXtozb2towzNOXk\noqJYzi+IRquUsa1miPDwcGITk3m/28vK1BA2LomkrMfK/soj1NbWIggC6xIU6JTSsLvN5eGOk1O4\nc1sdr1QPICCNLty6NgWVXIZcJrCpUPI5faV6gJ+83sCu5lF+cno60cFq/l42+6BrlXLWL5L0We9/\nrwXPnPMllwmsSg9D7e9/GtRy0kIUpOqcNI44yMwt4JzCxIArys7aYZYnm4j1Vxlk/nMQeD//vz5R\n5L36Yc7dfJDWERshOiXPXFXACzeUcuHaQkpLSxlVSMeUaYT6+noOHDgQqIrsquvDd0x1wWKxcOjQ\nIannGZWO0yNSmhKCQaPg1+dm8dileQxOOrnobxV82DgSIL/MzAqfCHtbx4g3aeZtDG5dm8y6zDDu\nf69VMoyXyeaVeDUKgRG//FGIVobL7SJKryRIOXvPKWQCGxaF8mrNEClhWsZtLsKClLxdN0R2lJ7i\nRCMPbspB6R9EVchlPLgpB5kg8NM3GgnRKf2koVieP9jHn3d38qPXG0k0aVibHorHB+U9Vl4/IlVX\n2kdtdI7b8YpQmmKifdTGqX8up23UjgikR+iw2D1kJMZy+4ZFWJxwfxW83mQjO1yF1eVj56fVBE11\nE6KRsa2y57h5zbkkoA2LwqVRnfZxBiwOHtvTxZmbD3HRU1U8sruTgUmHNIYlE/jJaWn85txMfnFm\nOjeelEiUQRUY8fk8+Dp1ef+VzPTzGINv3LiRLVu2ALB9+3bWr1//b6Wy9E0w9ePzZqafFUwdDgc1\nNTV0dXVRUFAQKOkuhH911OaIf+RlbjAVBEEaWSgvx2Z30D0tUJz82Tu26h4LKoWM7GgDoUEq/nBh\nLp1jNh4/NDYvyPf7PT8X0uN1u92UhliJ0Als7xCY0oQHxg/Wp5lwe7wc6JhgVVoYgiBw1uIo0sJ1\nTNjcrPKzU0X/SMJMmflX5y7CoFYwNOnk4icreWxPJxF6FWszwgjWKDl3STRvHR1izOpia2U/4zY3\nt6xJZkOyFo8PWjxhrFu3jqKiIqIiI1gWJ5U7wzTwnReq2dMyxu2rYjkzJ4K9rePz5BUvLIgGwGx3\n83btMHeuS+Gq5QlcURJPeaeZhsHZMtoM2ahlxMa2ylk/TpAWWadHRCETmHZ6ueKZarISpddX9U6R\nG2sg0qBCq5RhdXm5bmViQA2pY9zO2Xmzm6997eO8Vz/MpicquGt7XeB4f39B9nFOMfs7zCyJCyY/\nJ4OioiJKS0tJT09HpVKxu3EQjRxcA000NDRQXV1NY2MjixcvJikpifIOaf60eI6q0drMcF65aRmp\n4Tq+u7WWZ/b3YFDLWfwZRvMuj4+yDjOr08PmPVMyQeB3F+SQFKblru21dI7Z2FY1ywZ3eGYzpU2Z\nGpomRM5ZEk3tgDXQO/X4RL7/agOH+ybZmBvBkb5J4owa2kbtXFkShyAIDE06AhUOp8fHntZx/vJJ\nJ60jNu45OxOjVsn3N6RSlBDME/u6QRR54oolPHzRYtYnS8H/nrdb+OveTi55qhKr04tRo+BAh5mn\nD/RQmGDkmauWsCwxmLFpFwq5jM17uiSJQ5lA55ide87O4LnrS4g0qPh4WEt21iJOzTRR1jXFvooj\n8/RyzWZz4DwVJRoxqBX8/oN2znz0II/t7SLepOFXZ2ey685SXrupmJ+cno7XJxJj1HDekmguLorl\njpOT+VZhDHUDU4FK0D/D1xlMp6envxZj8Ouvv56xsTHS09N58MEHFxyf+b/EN8H0C+BEAXCmxFlV\nVUVcXNxxJd2FIJPJ/qVSy+FeC4IwSz5yu93U1dXhcDjIzc1FERqH1eU9zpv0WFR2m8mPCw5oxq5I\nDeXmVcm82zzJx62zxJqZmdGVc4LpjHbxwYMHiQoP5d6NeXSM2Xnsk05Akh5MCtVQP2RjyuEJmH7L\nZAKFCdJiPW6TZOw8Hg+1fRYGJ13EmTRsXBLNzauT8PhEIg0qagemSAvXBdRxvr08HqfHx3PlPTy1\nv5tlicEw0kaYwklhfDA7m6QBdqVSid5oomVCul7Ddog1anj8giROjvayWDfJpMPD87uOMDg4iN1u\nJ9aoCZiJxxrV3LRKYt5eVBSDTiVny5zsdFVaKHq1nHC9ikd2tzNhkxaxaacnwORMCRYQBPDJFfxx\nVw8KmcDHTaPIBIH1i8Kx++XucqL1ZEUbSPJ/9uE58nAOj8hd2+uwu73cf342K1JDMagVLE2cX66d\nsLmo7Z8KbFJgdpQhNjaWhgkoTQ1jUUZ6gLShVqs5evQo1dXVfNwwQE60FrVs/j0Za9Tw7DWFnLU4\ngtqBKfSfodcLUNFtxu72zjuOGejVCh69NA8BgRuer6HfMtvjNqik+zBcJyc8KgavCBuXxHCwS5Kc\nlAuSXGFZpyTCvzItlK5xB2NWF1EGFadkmnC5XNy1XRqnKIw3sDYjjPvfb+OZsl7OzY0MkHxqeidp\nGppGJZeqIB80jCIT4JalBkoTJQeav+zpxuERsbq8BKnlKGQCJUlGHv5WDsWJJm5bm8KE3cPiaD1v\n1Q5zy8t1hAcpEQG1QoZaIeOGlYlU905SM+jg8tIUvCJ0yaIoLi4mKSkJmUwWmM98+cNyrnumnCmn\nh8FJJ5cti+Pd20t48oolXFAQHRC+KE40EqSSs7t5fm91dXqo5BD1ObPTf0f7tX9mDK7RaNi2bRut\nra0cPHiQ1NTUr/S4vyy+CaZfAAsF05mS7gxZ5st4nH4eHO61EKSS81pNP0dbujh48CAhISHodDr0\nej01/oV4buZ6LGwuL/UDUxQdsyDfvi6V7EgtD+8bod8s9a/2t40RrleR4R+fsVqtVFZWMj4+TklJ\nCbGxsWzIjmTdonD2t0mB97x8SRz/UK+UVczNattGrQSp5Dxf3sv4tANBEPjjh+0A/PT0DARB4JLi\nWExaJR4/YaOs08zv3m/FJ4qkhgexLjOc58p7GZ12sT7KSVpaGllZWVxREk/PhCMw/P7rt5vpt8zu\n1M/MjWbF4hRycnK4+swVxBrV7On1YLPZaGxs5OEd+wJMyQGLk74JqVcYrFGyqTCGt2uH6TNLZCG1\nQs6p2RHYXF6mHR5++650fD9+rZ5+iwOjCoJ0Wnwi3LImmY350Xh8Iq8fHuSenU3Y5tiM7WufwOH2\nBjYdHePz+53Bajk7b13OOXlR7G0dY1V66HEl9wPtE4hw3DwqQJ9Zmi1NN3jo7OykqKiIwsJCCgoK\nKC0tJTopjdYxF4tD5dTU1FBWVkZdXR29vb1MTU2hksu4bW1K4LzcubV2nhbxXOxpkdxdjs2aZ5AU\nquMvl+QyODl/BMTrv9a/OS+HnbXDZEXrCdFJI1IgjR5duzJR0tAFfvia5EHaZ3GyYVE4ZV1T/PaD\nDtrGpOtz26oEvrc2AZVcMgPf3TLGQ7s6+PPuTm584QiRBjVbry+kJMnEHz9qZ93DZVzx2jBl3bPi\nGRqFjCevyOPd20q4c50UyD/2B7H8+GDSwnVU9UqVojiThjdvWUZWVBCb93Th9vrYVBBNdLCaP33c\n4VfVCpZaDH693Li4ODDG8kyrit+UO2k3ezktTXrOgh1DDHc00t7ezujoaECFSimXCE27WsbmiaZk\nR+uJ0Ks+k8A0/3x/vcH0i/ZM//+Ab4KpH5+nzDs3mM6UdLu7uyksLCQtLe1ruzlnIIoiNT0WRBF+\n804zl/6jhe19Bqbls2Sk6h4LJp2S5LATZ8ZH+ix4feJx2Y1SLuO/T0vEJ4r88NVa3F4f+9vHWZEa\niiiKtLa2cuTIEdLS0sjNzUWpnB08/68NaQEix5mLo5DJZFT0Sr3dmXGUkSkHNT0Wzs2LYtrp4dE9\nXYxMOznUZSZEp2Sdf2wkSKXgupUJ9Fmc5McZuLIknmfLe/nFm414fSLnZRuxu33EGhRcdbrk6ANw\nSnYEYUEqXjzUy/3vtQTGJ/60KQeAJ/d3B9ipMkHgwoIYKnqnUYfG4AtL4Zl6DwWxekK1ckTgL+9U\ncfDgQRobGzk7VY0gwBOfzuoSn50bhc3l5bTsCHbWDnHHi9Xsah7jpmVhnJ4bQ/OIXQrYLePctzGb\nm1ZJVm6vHx7kjTnqTD99vYGi/9nDC4fmjwLMYNLppW3EypHeScaskrTgsdjbOo5RqyA39viM4L0j\nEiGnNNl4XNVEEAQODzoQgY0lGSxbtoySEklacmYuury8nJd2S/Or1xZHsLt5jJteOLygpd+e1jFK\nkk3HMYbnoijRNE/cPytcjc0r9c4TQ3Uc7Z/i3LwoKrtnKyTfWZPMO3XDOD0+7jg5mV7zLAP6HxX9\n3Lm9nldqpHMqEyA9OpgfvyHp6z56cTZZUUE8tb9HKu0KMGZ1s+lvVZT55zPHrG5cPkgwqXn6ijzO\nyA7H4fHxw9caGZ5ycsWyODIjg/jNOy08c6CHjY8fom1U2mwtigyiz+ygtn+K29cm0zPh4PUjQ6gU\nMr63LoWGwWlePzzEpsJoOsbsVPZYGJx08Is3m7jiuVrqRz3cvjaJ9+8o5XcXFxEapKTVbSI7Oxu9\nXo/ZbKa2tjZQHi6MEJiwuanoms1CZX4C06dt4ziPVQBZAP+Omen/6/jPk/b/ElAoFLhcLtrb2xkc\nHCQjI+Nrz0TnonVIsty6Lk/NGUtzeKvRzCvV/bxbP8yqOAWZeQ6qe8wUxBs/c3NQ2WVGEAiYP89F\nQoiW7ywL4U8HxvntO02MW93kR6koKysjJiaG5cuXL6ia0meezabqByZJCvLSMu7izoL4QDn7o8Zh\nRODipbHIZAIvVfTRMWZDRCrfzkWYX7x9yuHl7tPSMGgUPLank/EJC5FqaRH3IMPH7I5QJZdxTm4k\nW8p7oXUcpUzg1ZuWkRSmI7+sh8N9U7xU0ce3S6VZtQsKYti8p5O/fdrF+w2jxJk0bL6igK2V/Tz0\ncTv7BgXuuagQ2/QUFouFtfFKXq0eYHWojbSYEDKNRsKDVDg9PsJ1Mna1WjgjO4w7Ts/jw8ZRtlYN\nsCYumA8bRxmzujg/P4YnPu3mkqUxPFveR0ywmqEpJwoZfGd1CsnhOu5/r5nhKUnpx+0VkcnA64Of\nvdHA8uQQFDKBtRnzg6nXJ7KndYzV6WHI55CXvF4vra2tfFQ/TJxRzYrFqQveF/vaxjGoFeT6TbRl\nMhlGo3FedvHMCzXEGX1ckKkhyKvlsRoLl/71APefEU9CVCgGg4Ees4POMTuXL4s/7jPmomlgcl6P\ntGNCylJXpoby5pFBBKSNyq92StlnWoSORVF6fvlmI+F6FS9V9DEnKSPKIF0Ds91DWJCSSIOaH73W\nSMuwldKUEO55p22eNKBPlPqpQWo5wWrJ4ScjUsf7tf00jzu59eU6SlNMJIdq6Ry3c+bmQ5yWFY5K\nLjBqdfPgxx3kRAfx0KYc9raNs+PwIBF6FX/4oJ1/XFtAflwwf/mkk9OzIzhrcQQvVvTz0O4OXrmh\nCL1azr07W+i3SBuYSwoiODVOZFn+rJjHGdkRbK8ewHlWJpGRkQECoyhKRuAavRmVfJgX9jQgH1Nj\nMBgIDg5mZZKebdUDlHVMHHePHItvMtOvHt9kpl8ADoeDtra2wNzmlw2kM4ox/wyiKDI4OMire6oB\nuHB1AfkpUfzszEV89L2TuGp5Avv6PJy9uYz2URsFn1HiBalfmhGpD2SMcyGXy1mdoOacvChe9GdK\nMcIkhYWFCw7xz+AtPwMyUq/inp2N7GmXyl9r0sPw+Xx4PB4+bpIC1qIoWbYQwwAAIABJREFUPbef\nnEKQSkFZhxkBuOyYgfbtVf2E6pS0j9n4uHmMS3KCuCBNwSdddna0eciKCmJ4ysXOo7Ni9hVdZt6a\nM7f4m41ZJPkz9Jv9/c9HP+kMjB7EGDWsSgtle7XkX/nYZUswaZV8qzAGuUzKVvZ1mAkNDSUlJYW7\nz1+KIAjsGVGj0WgYHRmmINTD7pZRxm2S3Vr3hJ2/7u1ka6V07t6tH8HjE1n9wD4ufaoStULGtqoB\nDGo5PzwtDZ8ILi+UpoRwRk4ki2OCA8cGUiAFqBuY5r36EZYnmwjWzL9uR/smmbC5OXnOAjoxMSEx\ndTVaGid8rM4IWzCQSozrcVakhqA4wbV1eXxUdFtYmxlBeno6t55byiMX59I75eXH7/VT39bDoUOH\nePZD6f7MMflOaONlsVj42StVgZ+jDCpmKt5n5Ubw+pEhSlNCiDSoA6Med61P5YOGEY72TzE67SIh\nRDIWkAuSLZ3LKwaEMsasbhoGpznYZcYH7O+YYNQv3vCDU1LZdkMx1T9dS/VP17L/B6t4+7YSfnd+\nFpcuCeX7+QJPXZrF2YvD6RiTmLwgOfzsrBthxOoOOOWcnx/Nhqxw7jg5Ga1KTrBGQcPQNDuODPGT\n09IYt7p5bG8XgiBw92lpTFjd3Pqy1PvuHLezLjOMt25Zxi0roudJCwJsXBKFyyvyXv18gZKZ8nBa\nUjzrF0VQMy5jcd4SIiMjcblchHlG0CngxX3Nx5WHj8XXGUw9Hs88x63/FHwTTP34rEzObrdTU1PD\nxMQE0dHRC85t/iv4PIzemR7l6OgoFmUYwRoFaRGz8m4hOhU/PXMR960NxqCWHo4jfZbjhu1n4PH6\nqO6xHOdFOYOZMZsbCg0oZJKeaUlR/j9VMNnbJvVqfnv+YsamXbxQNYRJLSMjQovP58Pm9nKg3cyG\nReEIgoBJqyTeT7hJj9DNCxC1/ZNU905y/cpEkkO1/HZnPX0DQ/z3RctZlmTE7RWJM2nJjAzisb2d\nuL2SCtC1z9agVsgQkEp9q9Nn+4erM8IJC1Iy5fTwj0NS2dPl8TFgcUhar8viSAqVAm9okIpz8yRm\n73PlvYH3iDVq2FQYw46jI1hlQXg8HrIiNPhEAZ1aTmSQnPpBG4/s7qRz2EKwWka4Tlpok0K1nLk4\nEpVCht3tY8rp5a97u9D4CWB7WqXzN26VRid6Juycmyd5l860R/ssDjZkHb+B290yhlwQOCktFK/X\nS2NjIx0dHeTn5zPolXxVV6ctnKk0D1sZmnIGZkIXQkWX2f8es+dz3aIINl+2hIEpD/eVWUnNKaDN\nriU5RI1J4aGxsZGysjJqamoCNl7Nzc00NzdTPz4bZOeWJB/7pIt+i4MLCmLoN9uxu32oFQJen8h/\nvVIHwC/PyuDGk5LwilCSbKJ73MbEAl6oJq2C07IjuG9jFhV3r+HNW5dz3cokFscaAhKMM+pN/f39\ntLa2kp+fT0laJL88K5MdNxax764S3r91KdctlzZ6Q5NORFFkRYqJ33/Qzv72CcKCVNy1PoW2URsJ\nIRoe3tVBnEnDpsJo/nFIkoN8pWYAQZBkQBdHG5AJUgUo1m/+fuxakhOtJz1Cx2uHB4/7XjM4a3Ek\nEzY3h3qmCQkJISkpicL8JZyWE0XNiBe1NgiLxRIoD9fW1tLT04PFYgkQ/74Oz9F/J3m//218E0w/\nA3Ol+OLj48nIyPhK55o+a9bU6/XS0tIyr0d5pH+KJfFGZLLjjyElRMWGzDAEJBm7K5+pWFDns35w\nCpvLO28EYi4cDgcjIyM4bTYQBLw+uGeO/+lC6Bm3YbF7SA7TsTojjKtLE+mzuIgJgsqKCpqamnir\noh2X18c6f7/vcK+FhkGJ7NEz4WBoDiFlS1kvQSo5K6JELkz2Mmj1UTUdjNkpCSGkhuv4yJ/ldo/b\nufzpav74YRvrFoURolOhU8nxiQTcO0Ca/7zaX9594tMuLHYXv3izkZYRG+F6FeXHDLzPqBwd7DTT\nPT7bn7tlTRIKGdz7WjUOZTB/r5OOe9rpRa1WBVjUly9PZGNOCON2L8ujoHfCzhlxnoCZ9aVLY3B7\nRRz+YPJu3RBDk06O9k+iUcjwiZAXJy38c4sXSxYYS/m4aZSiRCNe+xSHDh1Cr9dTWFiIVqtld/MY\naoWM0hPMhu71B/G5G49jsadVIhWVHEMqWpkayhNX5DM46eSKZ6qo7JnklJwoUlNTKSyUZl8zMzMB\nqK2tZWhoiHfbZs9lsEYWyCjjTBp6zA4EIESn4L53WwGJsHTntjp8PpELCqK5qCiO338g/e1Ql5m/\n+71KF0UGBUTy7zg5mf0/XM1DF+UGjNYXwoxetdvtpri4mODg4Hm2dCGGIGJD9dx1ShovXpNPiFZB\nRfckh7os6FQy7txWS33/JJvyo1iRYmJ4ysmU08vP32wKaE7/16sNvH54kI1LoggPUjI85WRNeigv\nVw1gdXoWzBAFQeBbhTEc7Z+icXB6oUNnVVoIITolO44JuGcujsDq8lFnlpGWlhZwe0lOTkYulzMw\nMEBVVRWdnZ2MjIwwMDCA1Wr9yoPgv9P85/8Wvgmmfhx78UdHRykrKwOgtLSU8PDwLyUBuBBO9H4j\nIyOUl5ejVCpZvnw5ISEhWOxuWoatLE1cuIQrl8s50jdFblwwj1ySR/PQNJc8eYjW4fkP44ye7NLE\n+Quj1+ulqamJtrY29Ho9Vl0Ubq/IxvxodtYO8WrN/FnKuXjZPyN6/hLJZ3RNuhSoe60CaTn5REdH\ns7vNgkEl4O5vpLq6mvt21qOSC+iUEjvzV283I4oiQ5NO3q0f5qRYGXKfi2vPLGVdZhiP7e3i9x+0\n4vaKbL40j8uXxbGreQyZAHUDU3z/lFSyo/TUDUxx7zmLWJESwnPlvQG/UICLimJRK6TZz1tfOsqb\nR4f47rqUwAjDjAcsQFpEECv9AegFfybrcDjob2vkvEwdlcM+rt/WzrTTG1g4H7s0j+euKWTDonD+\n8FEnuqAgfCIUZkqZ1Md90DgiBYyp8WHuLVVyQZYUHDvHHdy57Sg+EU7JCkcA3qkb4VuFMcxd5v7w\nYdu8c985ZqN1xEpuiJfOzk4KCgqIj48PyPbtbh6lNCVknlD+XOxpGWNRlD7g27nga/ykooXeozjJ\nxJNX5DMy7cTrE8mJng32oigyNDTEyMgIS5cuZfXq1exon70e0w4f/okYSmKUyASRILWcG184wm6/\nq1DzsJXMyCBEJNnD9Q/tp8PP2J05nhiDin6Lg0mHhyC1nO+sTj7hd5k5rv7+fg4fPkxqaioZGRkn\nrDTNZK/5iaF88v2TuGV1EjIBJh1eHB6RS56p4dzHDzE86cTlkTxSP2kd5+kDvcT5RfsvLIjBqFEy\nYfcwNOVi2uFhyuFhW/XACZ1bzsmNRK2Q8VLl7CyuzeWlotvMy5X9PPhRBwa1nA8bR7n06Sq+vaWG\n21+u5d26EfRqOVurZp/XmfJwbGwsWVlZLFu2jOjoaEwmE263m/b2dg4dOkR1dXVA//lE5eF/Bq/X\n+5VU7f5fxH/mt/4M2O12qqur6e3tpbCwkNTU1MDN8XUYhM99v5nP7uvro6ioiOTk5MBnV/tHXo5l\n4M7Ah2SNVZRg5PScKJ6/rhiXx8dlT1UExmVA0tlNDNUGdH0BhoeHKSsrQ6vVUlRUhEwm49NWyXLt\nF2dlsTwlhF/tbKRleOFd8nt+E+6Ll8bg8/k40G5GBjg8Pv57ZwtavYGKfgenL47mpJUrGFFGUTvk\nwOsTWR4t44I0BbuaR/nbrgb+/O5hfD6RW9ZnBazpfnRaOi6Pj7drh7liWRyJoTqKk4zIBSFARBmZ\ncrF5TxdnLY7krNworl2RwMi0i9fn7NyNWiUXFsQiANU9k5ybF8nNq5K4sDAGvVrOMwd65n2vmUV5\nW2U/bZ3dgQqFwSRlcW6fyLWlCWy/sRiZAG8dHUIhk/HHTTmUpoTwxKfdKOUCHaNWUsN1vF4nMW6X\nxAXT5dSRk53Nd06KQ+tXSzrSN4VWIZAfIW0wqnssnJUbNe+YyjvNgfEcgNcqJHaxV1Dx3oiBH73R\nwrXPVnPJkxV8628V9JodTDk8PLWvi4OdE/Ok6sw2N9U9k4FqwULoHLPROWZnzWcQWgoSjCxNlDxh\nf/tuM60j1kB7wufzBZxnjvaZsc8hHgkC+DU+UKpUuL1we76KnFCBmUQpNUxD55gNuQDPHOjB7RUD\n2euUv9k6MOUiLSKIOJOG4kTTZ2ZFLpeLI0eOMDExQXFxccDv9PNAIZNxx7pUDv54NTevSkTrV2fq\nMbuwODykhEmtELVCwKhRcElRNDHBKl6uGuDZ8l425kVy29okKnomSTBpeKasF6vDvWDv0qhVcnZu\nJK8fGeK+d1u4+MkqVvxxH9c+d4TfvNvKq4cH8fhERCQ9Z5VCJrnTtI0z7fRyqMs8r9pzLERRJDg4\nmMTERPLy8igpKSEnJ4fg4GAsFgt1dXWf2wx8Lqampua5DP0n4Rs2rx+iKAZYupmZmYSHhx/3mq8j\nmM44aHR1dTEwMHDCz67sMqOQCSyJWzgz7Zr04vSKLPWXb3Njg3nphmVc+2wV1z5bxebL8lmeHEJl\nt5lTsyV2oMPhoKGhAUEQWLp0KRqNJuBJua9tjKJEEwaNgj9uyuX8x8r53tajbLupZN7Yg93loWdC\nGgExapUIgsDuljGKk0ysXxTO/e+38uu3WwIjJCLw2L5eQnRKJmxubjk9n8wILc1/r+Qv+4eQC1AU\nKcMx1keX14rRaCTeKCkG9VucZEYF8dDH7TzxaRe5sQZ0SjkHu8w8Wy5lAvecI5lxn5QWSl6sgSc+\n7eL8/OjAXGZiqCaQ6elUCmnXrlZwcVEsfy/r4a71qQHN16WJRtIjtLSO2HmzdoTLVufzvVcbqOqZ\nRC6AV4SoYDXxIVpWpoay48ggt65NQa2Q89hlefzs9UberhtmZ90wGxZF8ObRIW5YmYBGKefRTzpx\niHIS4mI4K88SMCb3ivDogRHUcnB64e2D9YRqZYzbZzO62146wuq0UD5pHKTVL0rxbPUYWqWMGKMG\nk1ZJsEYRcGBpH7FS5d9QKeUCK1JCOGNxJF6fiFcUWZd5/P02g93NUob4WQHX5fFxuHeSU7LCqe6d\n5MqnK/hugZJzVuTOG5G49aXaef8vOVxHz7gdmSDQMOIiNVzHlact45HqvYCIUgbtYxJLXCZAuFbG\nqN/QfMImfe8IvYqfnJHBihQTK/6wj/OWRJ/wOEdHR2lpaSEtLW1Bic/PC5VCzp3r0/jOmmReruzn\nz7s6GLW6GfX3u50eEafHwx8+6sSklQe4DNeXxhETrKJt2Mo7DdJ5fa3ezBWFs+d/dNrF3tZxdrWM\nsb99HI9PZGvVAEsTjdx4UiJL4oLJjAwiyqBCEARu+scR2kZtPHZpbuAer+uf4rJnqnmlZoBb1yQv\n+B0WKi+r1WoiIiICxEpRFLHZbFgsFgYHB2ltlcrrM+zh4OBgdDrdvM3Lf6rIPXyTmQYwUwqZKeku\nhK86mCoUCsxmM+Xl5fh8vs/87MpuM4tjDQE922PRMCo9yEUJs5lrfIiWF64rJs6k4eYXatha1YfF\n7mFZkonOzk6qqqqIj4+noKAAjUYqSclkMsZsHpqGpgOklEiDmj9uWkzbqJX/frMBURQDzh//KO9G\nBE7LjkAQBPrMDpqHrZycGcZVy+M5LTuCHYcH0anklKSE8NbRIZqGrBjUCjIig8gIU9PS3MwNeUpU\nchlOL9xxxhLS09NRKBT09/fz0OsH6Lc4CdXKuOetJp74tItvFcbw/DVFPHJJLjp/hpAapkPvd2gR\nBIFb16bQZ3bwhp9pvLt5lAc+bMeoVaCSC2yvHgiYh1+1PAGZILClXMpOZzY4FyRK13trg43zHq+g\nqmcSg0bBqzcXsyY9lId3dQRIMwMWZ0C/Vq2Q8/sLc1iTHorN5eNtP8tYLpeIQiKS0AJIZJIZbLmm\nEJ1aiUeU1JOqxmR4fPMzreZhG08f6EUQpO99Tm4UH925goq71/DWrct5/toi/nZlAUatkvy4YPb/\naDX7f7CKxy9bwuXFcbSP2vjp643cu7MZrVIWEPhfCLuax8iMDCLOdGICWnnnBFaXl7OzQ/nxUiU6\npcADVW6qB2dLhS1D04xZZ4lCBo2c7nE7WqWcrGg9R/unuKgolnveasLmV4Zy+0CrlBGhV3Lekigc\nXph7JlbGKfn7BbGUxqo44hdPWLKA8pfX66WhoYGenh6Kioq+VCCdC7VCzreXJ7Dvh6sCo11apUCs\ncbbqc2lxPC9dXwzA93c0YfPAPWdnsNzPCv7H4QnKuqd5dHcHlz1dxbqHy/jlzmYaBqc5Pz+awvhg\ntEo5f9qUw+1rk1mTHkp0sDoQwL69PJ7hKRdvzWG1L441cFJaCFurBk44c/p52LxzFbSysrIoLi6m\nsLCQqKgo3G43HR0d88rDO3bsoL29/UsF0/HxcU499VQyMjI49dRTmZhYWNFJLpdTUFBAQUHBcRq+\n/1f4JpjOQXR09GfW+7+M08uxcDqdDA8PMzg4SH5+/mcyhB1uL0f6LBQnnbgkVTfiJMGkIuKY3lek\nQc2z1ywlKUzHr/1ze4rxDtxu94KKTTKZjKOjUjlnLsNzZVoYt5+cyhtHBnmuvCeQUe/wS+dd5yfs\n7PErsJycKbF2f3l2JoIgsYi7x+38eXcHqeE6uifsbEgJoqqqivDwcEqK8pHLJLWaJ/d1o9ZqiYuL\nIzY5gx0dkoG5SiHH7YMEg4zTQ8doaqjj/jePYnP7UCkE9raNBzIpkDwi82INPL63i48aR7hzWy1Z\n0Xoe2LQYl1fyWH3oY0l9KSpYGgd6tXqA7qFxKioq8Hg8XHXGCkxaBWa7h0mnl6RQLTtuXkZGpIFf\nnLUIEPn5G42sywzDpFWyvXq2xyUTBO4+XbJk88vF8tS+Hj5tHUOvlgfIP6nhs+bsVqeXBzflYNQo\nEEVoHLIx6S9nzuWdpYQoWRErbRzWhFuxjfYxNjYWEFLvMzuoG5jilGzp+pp0StZkhPHj0zN4745S\nnrwyHxFwuH2c/udyfv9+K5OO+axYs91NVbflMzNXkDxmtQoB7WQ3J+VnsvWmUlLDg7jt5aM8W9aD\nKIoB0/IZnJQaitsrBizXVHIZFrub7TWzZflrS+Oxu3389IxMipNCmPabfAMsTQjmgYsLUKvVDAwM\n8O6hRgRAPT3IwMAANpsNURQDYv4Gg4GCAun1XzVUchl3n57B9huLWZoYMk8m8fG9XTy1v4vrVibS\nOmLjii2H2VYzRFKoBrVc2jD88sMBHt8nbeJuWZXAS9cs4a2bCvjJqan87PQ0bC4vT+7vWfCzT0oN\nYXGMnr/u657H4L+mNJ4xq3tem2Mu/tXRGLlcjslkIjExkdzc3EB52GAwsHfvXn75y1/ywQcfcPHF\nF/PAAw/w6aeffqE18/7772fDhg20tLSwYcOGE+rvarVaampqqKmpCWj3/l/jm2D6BfBVMNREUaS7\nu5uKigqphBkf/091fGt6Lbi9IiXJCwdTr0+kbshBbtTC2UNokIonL89jxoDDGJsS6EcuhNpRLxEG\nFYui5vc+blmdzLrMcH73XguHOidweX20jlgJD1ISrpcWqV3NoySFagMKTEd7J/GJkrrS1Vuq6TM7\nSDSpkQuwLEKkuLiYqKgoXq0ZZMrp5ZoVCXzaNs5v3mlBFEXue7eZCZubXrMDpxcuL46jZ8pHiyyB\ngxNadjRYOCtdy4+XKhGAO7cepba9D5fLhSAI3ObPTu/cVktmpJ6/XZHPytRQVqZKAgjv1Y8EesrX\nrUjA6fHxyPv1ZGdnExGXxG0vHQ0wTrVKGdtuLA7MgMaZNNx9egZlHRM8V97LeUui+Mgv0DCDCL0K\nuSC5x1xWHIvHJ/Loni6mnV5ePzLExsfKuezpysDrb3rhMJc+XcX4MeMeudFadHMuV/uEm7IhWBQV\nxCkleej1esbHxwNygM/tOgrAygTdcUxNQRBwun14fSK/PjeLs3Ij2VLWwxl/Lmd7VT8+/+t3N49K\nZeBFJw6m0zY779cNsjRGzcrSEkwmE+F6FVuuLgyU+W976Qh9cwJMhF5J64iVeD9Bp3FwiuhgNY/v\nlfq/CplApEFFeaeZpFAty5JM/OGDVpRyAa8IKoWMx6/Ix2iQSDXZ2dmMYSAtQkdqQgxOp5Pm5mb2\n7NlDVVUVISEhaLXar7SqtBByYgw8cUU+O25exnWlCQRrpAv2as0gD+/qwOsT6R6388cP23mtZojk\nUA0GP3mtONHIU1cVctvJqeTEGlEoFIiiSGqYho15ETx/sI/Woal5xuogXcs71ibTZ3bwj4pZBa2S\nJBNL4gw8sa97npnDDLxe71c2GqNWq4mMjOSBBx7g5z//OVdffTW/+tWvCA8P58UXX/xCpM3XX3+d\nq6++GoCrr76aHTt2fCXH+L+Bb4Lp/yIsFgvl5eXY7fYAS/fziDYc6pxAJpyYfNQyPM20y0du5PG7\nblEUGRgYoLm2GplMQK+Wc+erTRztm1zgnaQMsm7Uy+q0+UP+UmnXx283LiLepOF72+t55kAPPlFy\nFwGwOj2Ud07MEw/YWTdMsEbBHzblMGFzo1EIlLVPsC7dxIoiSZLQ7vbyxKddFCca+cEpadxwUiJb\nK/u56YXD7KwdRhQhIUTD1huW8rMzM9iwKJw/ftjGA7t7pAX70hIuO/0krl8Rh9sHN29vZV/FYQ4c\nOMD+WqnPIwjwp2/lBIQqvrM6GbvbR5BKzu8/aGViYoLR9lrWpujZ1euldsTNuZvL2ds2IRFetArs\nbt885xiAbxXGcHpOBI/s6mBxjAGPTwz0PwH+tq8bryg5nnx3XSpapZyzFkeyye9QY9IpGbe60Pv7\naiq5wL3nLGLrDUtZmzE7rpJh8DHtkUrZM2gesXHm4ig0Gg1RUVFkZmYG5AAPDfvICFPjMQ9QXl5O\nZWUlra2tjIyM4Ha7+aBxhGCNgnOWRPHb87LZflMx6RE6fvlWE1dvqaZzzMYHDaNEB6vJW2AcZ4YR\nu21XJZMukU3L58tp6lRyHrool1vXJLP7GB/Pa0oTaB2xEaFXoVHKcHhEuifsgaxTp5KTGKKlfnCa\n61cm8tDHbZjtHkkRSpAUgoJUinnHcrhvkiVxRkJCQoiIiMDtdhMfH8/y5csxmUyMjo4uqDv8dcxF\nZkbp+cFp6ZT9aA0/OCU1UJrOiNBxZZ4BtRyCdUp+dlY2u+9aQYhOSUW3hdP/fID3GkaQyeWoVKqA\n7+v31qehU8m5551WXB5vwFjd7Xbj8XgoTTayKjWEzXu6aByaxuMTEQSB761LYWjKxbPlx8tUejye\nr0W0YUb9KCsri6uvvppHH330C1UDhoaGiImJAaRK4dDQ0IKvczgcFBcXU1pa+m8TcL8hIM3B1zUb\n5Xa7aWlpwWq1kpubG2C7KRQKrFbrP/3/BzvNZEcbArvYYzEzI5kTMb/3ZbPZaGhoQK1Wo0/Ixuqq\n5hdnLeLp/V3c8Fw1z1+3lIzI+dnn4b5JrB5Y4w+QMxZpPp8PQRAw6lRsvmwJlz1dyV/9mcSVJVK/\naE/rOG6vGBAWsLu9fNQ4yjl5kVS2S2ouLo+IDzivYFbx6B8HJdH6P31rMYIgcNf6VMw2d2BOdG1m\nGH+4MCewgBYnmfioaRS5ALesTgoo93zvlAx2t07QOmLjkaMiqWEG3qkfYUm0hqODDh58s4IrFgdh\nNBpJNpkoTjRSPzhNTe8k//i0iWs3LOEH6SJnbz7I9c8fBiDKoOZP31qMXCZwyVOV/PLNJt65vTRw\n7IIgBb/6gWnuf7+V/PhgXq7s4/qViXSN23h6fzfFSUYquiy0jlg5c3Ek79QN88qNS3mlZpBIvRqX\nV+Thi3K4Z2czQ1NOliWZSA7TEaWbvR/fanehU0kuNe1+s26AmODjF6pes5OGIRvfPyWNvDyp/O50\nOrFYLJjNZto6Onm/bpriWDXDA/3S4helZ8vVhbxaM8gfPmjlgscP4hHh0uLY454Lp9NJQ0MDKpWK\nbjEcjWJoQdEHmSBJH27e0xn4nVYpo6rHgkEtp33MhsPfH1XJBVxeEY1SxqTDQ6/ZQZxJQ5BazvZq\nqVSZEqajY8x23Ix017gdi91DfryBnp4e+vr6yM7ODkja6XQ6oqIkVrTP52NqSpKH7OzsxGq1olQq\nCQ4ODkgofpWl4OtWJrE2I5wbnquhZcRG6wjkxhrotzj49pZqTsuO4OSMUF47PITZ7uH7r9Tz+N4u\nLl8Wxxk5kRi1SkL1am5elcQfPmzj9m2NpEfo6DU7GLA4GLW6mLR7Am2Ei56U1KX0ajmRBjURehWb\n93ZxSlY4qeGzG7ETjeR8WXweXd5TTjmFwcHjy8/33XffvJ8FQTjhmtzV1UVcXBzt7e2sX7+evLw8\n0tLS/vUD/wrwTTD9gpiRAPw8N+LM7r2zs5OUlBSys7Pn3RyfxyDc4fZS02vhis/QOy3vnCA2WEW4\nVjqmGUu4oaEhsrKyCA0N5clPOwE4PSeStRlhXPZ0Bdc+W8WL1xWTEDr7kO1pkeyoVqaEzCspzb2x\nk8N03H9+Nre8eBSZAHEmafH5qHGEUJ2SQr/m7yctY9jdXuKUdjYfMpMXE0T/pIsxq5ufvNHIma3j\nhOlV/L2sh8zIIOwuLy3D08hlAu/UzRIqBiwORqZcqENkPLKrgyf3dVOSZKRjzM5tLx/lmasKSQnX\nIRME/nLJEs7dXE7TkJWmISu3rknm1rXJ/PyNRt6uHeY7p6YRLHcxPj7O6dF2Krq9BKtgW7ObFYun\n+MU7HYHPPT8/ml+clRmYZ8yK0tM4NM3HTaOsn1P6DNYoedy/wRgwOxiedrGreZS/H+hBp5Jz7zmL\nOHfzQfa1jXNRUQyv1gxQ1mkmMzKIT1rGSArVsjojjAsLo3lsTxcvV/RydpyLRv/cq0ImoJLLcHt9\n1PSaCQtSBsg8D+1q59xjGKwzZKczcmaJNjOluMjISHqbRrF5jnJkAma/AAAgAElEQVR+YULAUH56\nehqlUkm+0cgzF6fxk3d7aR6WxPVHpp1E+Mv4Q0NDtLe3k5GRgSk0lA/f2c/azLATCtvftX0+g9fu\n9vFR0xhhOiVjc0rZSxNNHOiYYGVKKB83jzI46eTUrHC+/4pkqZYXa+CS4lh+/kbTcY5Ih/3kI830\nAFadnmXLlp0w61pId9jlcmGxWLBYLPT09OByudDr9YHXGQyGfznwiKKI2jnBb1fIqHXF83T5IEf7\nZ6sb7zdIm0ytUlLGMmoVDE06uHdnM7/a2YzSr9E8kz8f7DJT1SOVv6OCtWRG6QlSyhFkkjDIvnYz\noToFyWFarE4vHq8PURS5/vnD3H1qGvGhkvKSKIpfS/IwOTlJfPxnazN/+OGHJ/xbVFQUAwMDxMTE\nMDAwcEKyWFyctBlPTU3l5JNPprq6+ptg+v8aZhi9/0x7cnp6mvr6evR6PSUlJfMcVo59r89CdY8k\nDbiQOTdI/dJDnROsTTPi9XoZHx+nsbGR6OhoSktLA4vAgY4J0iKCAgSlp68q4qpnKrn22WpeuK44\nMHe6p2WMdJMMnVIIZKMLPXQzwvY+Eb67tY6HL8rlk5YxzlgcyZTTw6et4zzwQQsy4KFySSji6MBs\nFj7t9LJtTjm0edjKTf+YT1KJ0KvIjAyiotvCOZvLMWmUjNvdXLw0lp+fmUHbiI3rn6vhyr9X8dfL\nl+D1idIs4hwV9Kahabw+kbvWp/JR4yj/80EHf710McPDwyyODmJDRhB72iaYdHm48nlp4Y7Vyxix\n+Zi2OVAKs+/1P+dlccETFfzsjQZ237UStWJ2wU4J1/GXS/K4/rkaFDKB37/fSq/ZwX9tSKVhYJoI\nv0D70b5JglRyHvyojWC1HKvLS4JSzm0vHQ0QgF481IfXFc6RETdJoRqGplx4fCJqhYwpp5d4kzYQ\nTAcsTt6uHQrMo4qiyOtHBlmWZAqIBhyLt+uGMWoVbMiNQymXkZAgKUPNBBWz2YxBcKBVQMPAFBs3\nl/PzUxKIl08il8spLi5GqVSyv32cMaubsxZHLfg55R0T88g4QSo5G7LCeePI0LxAujhaT5m/lTEw\nOWuY8EGjRCbLjTHw4vVLuXdnMwa1grSI+RyDAy2DaBVQmpNMxAnY8J8FlUp13EiI1WrFYrHQ19fH\n5OTkvCBsNBrRaDT/NBi5XC7q6+tRq9WUlJSwQi7nxrUZ1PZPsq2yn+ZhK31mO2a7O+Bta7HPELIE\ntEo5Xp+I65gNt8cHbaN22kbtx30mwLjNw7htfjti1OrmBzsaAz9rFRBXXcFPzkij5DOIjV8U/4ox\n+Fxs3LiRLVu2cPfdd7NlyxbOO++8414zMTGBTqdDrVYzOjrKvn37+NGPfvRlDvsrwTfBdA6+iA3b\niYKpx+Ohra2NiYmJeaWmhfB5MtMD7eMoZEJgfvRYNA5KTjJFcXpGRiQWY0FBwTxSk9PtpaJrgouK\nZkurmVF6/nZlAVdvqeL656p47tqlON2Sz+mVS4IpLy8nKCgIk8m04O78pQqJtXpNaTx/L+vl23+v\nwury0jQ4zZoH9uHxB7Qog4qRaRclySHIZVDVbeHd20uRyeAHr9RT3mlGp5JxTWkioijyxKddeEVI\nDNESaVBxtH8qQO8f988Yvls3TG3fJImhWkqSTXzSMsbFT0okHr1KzndWJdJjdrCzdpiPmkb5yY4G\nfndBDv+1IZV7327mf14tJycpmiazisMDI7jntK1/fmYGF+aF86cPW3iuapStHx0izSTDYDBgMplY\nmmCgsmeKBz9q5yd+pu4MipNMPH75Em584TC9ZgdKOTz4kcQWlgnSxmN02oVaIWPc5mbaz9JtHJqm\neXgag0pA7hcyeL5aCiTjVnegFHrV8gSe2tczT6kJJN/WmWBa0ztJ17idG1clsRCsLslw4Jy8qOM8\nUWeCisYQwtHRfi5eGsfZWSZ+/HoTP3yrk1MTBC5bHERnZydGo5GdR0bQqeQnlCK8e0f9vJ/PyYtk\ne9UAAhBhUDE85UIpg4ahaUQRRAhITMYY1QxYnEQZ1Dx7TSEyQeBwr4UlcQZk/ufU7XbT1NTEkb5J\n8uNN/1IgXQgzY3IBz1Gk53omex0YGMDhcKDVagPBNTg4eB6hZ0aLeKGZ1tzY4OOs8rrHbbxXP8Lb\ndUM0D1lxeUVc3q+HMGVQSWInraM2djeNURgrtXpkMhmCIHyp8u+XdYy5++67ufjii3nqqadISkpi\n69atAFRUVPD444/z5JNP0tDQwM033xzQEb/77rvJycn5lz/zq8I3wfQL4kQSgKIoMjw8TGtrKwkJ\nCWRmZv7T4Px55An3tY0RGqSkpsdCSXIIKsWxptASuUNv60dlUFNUVHTc51b1WHC4faw8xjh6SbyR\nxy7P58bna7jhuWrO8S/I31qRSUakHqvVitlsDpA1FAoFJpMJm6CldcSKUi5w8+pkRqZd7KyVyrL9\nZhunJMowGk28fHiMjEg9FruZu9ancvnTVVy5PD6QHWuUctQKGTHBmnl9tRCdkjC9kvZRG5MOD2q5\nwKr0MGKMaiq6LXSM2qgfnKZ+Ad1SQYCKbgtRwWpC/cIQb9cNc6hrAp3Mi0yAl5s90NwbEF6YCXQa\npYzdzWNcVhzHd0/L5t3mcnb0KHl+fQE26zRms5nLMmRU9kgC+EtMHlZkRGE0Gply+ni1ZoCXKmft\nwdxeuLAgmsuXxWN3ebhqSw1eUWTc5kZACh5yAfJjdGhxUjMqiSjg/31mlGSQvd8/j/pq9SDrMsP4\n2K+36/b68IlgcXjYUtbN1aWJvFozgFYp4/TshR2NPmgYwe72ct6ShbNJgI+aRnB5fZy2KAyFdZBf\nrzaws1/N1qpB+j3ws3Va3BMW3qsfJj9CRktjPUajEZPJhF6vRyaTsbt5lKGp+ZJ0bx4ZwivCd1Yn\n8vjebgAeu3wJN79wBJkAf7syn+ufO4xBLWfA4kSrlLH9xmI0SjnTTg8tw1ZO8ffjx8fHaWpqIiou\nke7JEc5c8vVafikUCsLCwggLk3rDoihit9uxWCyB514URQwGAw6HA4/HQ2FhYWB++58hMVTHjauS\nuHFVEi6Pj13NoxzqMmOxuzFqlBi1CuQyAaVchk4lR6OUMe3wopALZEXpiTFppN8rZCjkkoKU3eVl\nyulh2ull0OLgcNc4bx3tR6VSEheqZ016KJsKYpALYoAbAf8fe+cdHld5bf3f9JFGI416r5ZkVctF\ncgUbAwYbApgeWmgOcEOAJHADuUBCCQQuAUIgQEIzvffgXsA2LnK3eu9dI03V9DnfH0cz1qi4YRu+\nG6/n8R8eTTln5px3v3vvtdfCvyaNDKxHGmB/qJdpZGQk69evH/N4cXExr776KgBz586lrKzsmD/j\nROFUMB2BozUI98FH9FEqlRQXFx8xgeFwc6tGm4uKLjMS4Oa39xKhUXDRlHiunZVMUngQFouFlXub\nSAmTs3D2dOrq6sY9h60NA8ikknFHa2alhfO3y/K586Ny2gZsxIeqyIoJCdid+3ogvjLgB8MG2TFB\nsPjvWzE6xPk/QRD7tVeeVsgzG5pIjVCzpWGAW05LZU1VHwIC184Ud/qrK3v5rk7PbxaKjhs+o+Uo\njYL4MDUquYzTMyOZnR7O6ZkRRGgCKwFuj5eaHtHxpNtkp8NgZ0fTIDW9Vna1GlHKJMhlUiTDx9Vn\ncRGilJIeGURjvw0BUQDgullJXFOSyI1v78PlEdjSMMCKil7OL4jl3nMyueezSt7b1ckNc1LQ6XSk\npaWxurOMddX9/GVzH//tcrGmroLvO9w4vaAbHoeYkx7OtqZBPtvXjd7q4p6zJ6FRikIF/3NuJq9v\nbaXb7CQnSk7LoJ11d84GmZwv93Xz0IpaPIJYUfjNmZPxCg3sbjUyMORic4O4eRo9jP/M+kYunBLL\nivIezi+IRaMa/9b+Yl83KRFB/r72ePjqQA8JoUqcXTUkpqeTFxdHyXQJ8yZF8eDX1Sz7pJGLpsQy\n5IabziwgLUbp7zeazWZkMhn3bQgk1kkAp0cgPTKIzcOzyJnRwf4Ae9GUOD4e1qE1OzzIpBLev2kG\nkSHi736gw4QAFCVqqa2txWw2M23aNPZ32fAK4sbwZEIikRAcHExwcLCffWo2mykrKyM4OBi1Ws3e\nvXtRqVQB2euRWJMp5VLOzYvh3LwfJi6hCJISGqRAEAQ0LgPq0EFuuqX4kHJ/Xq/XH1h9wiwgBlhB\nEJDJZIfMXv9TjcHhVDA9aowMpj5Xmb6+PiZPnkxExMTOG+PhcGXerY0DCAK8cf10hpwevtzfxds7\n2nh7RxtnpAVzdqKX2kEvV5UkoVKpJnyv7xv1FCWF+tWBIJClOz8zgj9fOJn7vqhGNWwRNh6hRKlU\nEhUVxfrmWgA6LAJT4oMpDHfzbqWDyzOlbOqCm989gFeAJJ2a8GAFV8yIZ+nLO1mUG02iLogBq5NH\nV9SSHaNhVWUv1T3iwnvF9HgePG9ygMH1RJDLpOQnaMkncGzD6nDz/q4OVlT0jnHcsDi9WPpt/hLi\n9XOSufvsTAD+Z3EWd3xYTqxWxeOr6piTHs6S/Bi+Ke/h7xubOCsnmuRhmcHfnjWJ9TX9DAx5+MMG\nPQqphAunxCET3Hy0v5/LJquZHTNEaTNkRarY2TzIhS+VEh2ixOaCuFA13WanKDKgVKG3WWk1usmK\nUXHZjAQeX1OH0y3Qb3Fy5au7mZYc6h8LcXsExoPLI7D4+R3YXF7UClEQoigpNMDarmVgiNIWA3cu\nTJ9w49gxOMSOpkEuzlYzfXpgZrUoN5r8BC33fV7J+7s6UcmlZMWEoNWKBtW+TdfHu9oxOeoC3ler\nlGByCqSFK9lYL8713jAnhQe/EsUWLp0Wz/Vv7vU//6WfF5I9Ys55X5sRCeDuqUeVHO93cNrXLrJC\ni8ZRPjpZEASBjo4OOjo6KCwsRKs9eE3a7XZMJhODg4M0NzfjdrsDyE2+TP5EweVyUVlZ6d/oH24c\nxncsI5/nWydGBtqR2avvn1QqxWQy/Ucag8OpYHrU8AXT/v5+amtriY+PZ9asWcd0Q0il0kPOuW2u\n06NVyylJ1SGXSTkrJ5qKpg5e3FDLppYhvmsWxdZnpoVPGJj1FicVnWbuOjPD/5hvx+lj9EkkEv+i\n22dx8qv3D/DiVVPGDaj72k3+8t29C5PIlvfzcbOSYKWbP1w+l9utNm56p4zGAQftBjsFkVKeXVGG\nxeHhhpJ4BEHg4W9qMNpcDDk92N1eVHIpDyzJ5pKpcT+YYahRyblpTjJnJwpUNbtRRSXRbZPw2tZW\nuowOJECYWkF+vJbXt7ZRmBjKObkxnDU5mvPyY1hd2YtEIuGRFbU8e1k+D56XzYUvlfI/X1bxyrVF\nbKkfYPnwfK0PZ+dGMz1Fx/1fVXNefgwPXZKHBNhmquTLsl4ePSOc75vNrGtxYvfAnR+XI5dCXKiK\n/V1iRv6/a+spTNBS0WXGOSwGP+TyIgB72sQeqe8zVTIJjnGCqtkhlrHfKW3nnVLR6SYvPoQFWVEs\nzhNlHeVSCZdOjR/3uxscHOTlleUIwC8XFY1bokwIU/PUJXmc+dw2XB4vF/9zJ/eek8kFhbFIJBLc\nXi9PjnK2AUiNDKZ1wMbGejEoKmXw+c4mBOD8/Ege+abGz1h97vICThsxaiMIAtvqekgMkVAytSAg\ns9rfbiIjKhjdOEb3JwMjSUbjBSu1Wo1arfb3Tb1er7990traisViQSaTjSE3HQ8YDAaqq6tJT0/3\njwYdC6RSacD6Njp79ZWHfRKDp4TuT+GIFnLf2InPYeV4XfijIQgC3zfomZsRgVwmxW63U10tsvGe\nvmYOA3a46a09NOmH+N+1deiCFOMKQGwZNu2enxUVkI1C4LjLxtp+NEoZ9y/O4oGvq/nlO/t48aop\nfpEDHz7fJxJI8qIUTAmxMClrCr/bsoczJ0ehVsiRhmgYtHlQK0ST7nK9l3K9FYUU/vhVBQM2D8Pa\n5XjcXhZmRXL/edkkhB2f79FsNlNVVUVERATnzj+4yVlaFM/D39TwdVkPNb0WOo12JkUFc+/nVcRq\nVRQlhfHH87OH+8se1lT18dWBHi4qiuP2BWk8uaaB+U9/j8XhISFMza8XpPH6tjZitSpWVvSysqKX\nOenhPH5Rrp8gc/vCSXxd3k/pgIonryliT3Uz133cDEBcsBSj1YHPIe77hgG+bxhAJhFHYdxeAbdX\n4OY5ychkEl4bFn8AuOX0NN7c3obHK2AddoHRKCVYnQJxWhWf3lpCVbeFvW1Gvm8Y4J+bm3lpUzMy\nCUyODRlTAvZ4PDQ0NGA0mdjeJ6MkNYTUyIlVuXxCGi9cWcjLm5u574sqPt7TyX3nZLG2upchZ+B1\nOCVRy4EOMxqljIhgOQNDbqYkhrKz1YQUaO0xUD8sYTk7KZiSeIV//Mxms1FeUUF1n53zCuICFmqf\nWMMZhxDhP5HwkYwyMzPHyHJOBKlUJLNptVo/i9rlcvnJTR0dHTgcDoKDg/19aK1We1QCC4Ig0Nzc\njF6vp6ioiKCgiXWVjwXjZa+9vb3cdtttFBQUHFEp+/8iTgXTI4TX66W1tZW2tjaioqIoKCg4oZ9X\n02Oh2+Tg15mRtLS00N7eTnZ2tv+mTVCLhtd58VqMNhfXLt/N+elySmZ5A1iam+tFAlNubMiYbNR/\nboLAxlo9p2VGsHRqPMEqGf/9WSXXv7mXf11T5Pe6HHK6+XdZNwKwKCeSqVNz2NIwgNHmZslwf2dd\ndR+Dw/T+v12ez/52I29sa2fepEj6zA70g8NsTa2cu2dqiZAN0VlXztAwa1in0407RnQ4+EruAwMD\n5ObmBpTaQFTVeWJpLmdOjuLxVXX0WZwiuUku5ea39/H3KwopSdPxyAWTufXdA2iUMh78uppXt7bQ\n0CdmjxaHh9tOT+VXC9KQS6XIpRL+tvHgXGqiThVQoo4LVXNVSSJvbW9jZpiVCI0SqQRCVHJW//Y0\nAO7++ABrawbwCnBTvpzXKtzcNVPH5jYHezqHsDg9/On8yVgcHt7bKSrZvLa1lUuK4nh/VwfJ4Wra\nBu1YnWKk7TQ5qOg0M3dSBLPTw/mv+WkMWJ08tqqOlRW9VHZbOPNvW7lmZhLXzUpC4hT7/QkJCejl\nUXQY93PXmRPP6wmCwGf7upiaFMrCyVEsyI7k071dPLu+kctf3TXua2xOD3KpBIfLg0Km8B8nQGiQ\nnLL+g7yB83J1dHZ2UlNTg9vtxuVy4dXGYnWZCVLKeHN7G3aXB4lEgkImYXDIxdST3C/1er1+EZbp\n06f/YJEHhUJBVFSU3+RipFtLV1cXNTU1YvVohLBEUFDQuJt/h8NBeXk5YWFhfjvFE40tW7Zwzz33\n8Oijj3LhhRf+RxqDw6lgekQYHBykurqa6OhocnJyMJvNh3/RUWC8AeqNNeJohNbSgkMbxezZswN2\ngh0GG/V9Vu47N4srZiTy2MpaPt3bSdvru3j28kISdUF4vAKb6/ScnhmB1+uZkDiwv91Ev8XpFyI4\nJzeGkKvk3PFhOVe8uot/XDmFjHA5r607gH24BHnxzAwkEglfHeghVC1n3jBT+L2dHUglYg9rRnLY\nsAh8FL+cl8IvhntiFxTG8ugFOX5mstPpxGAwYDAYaG5uxuPx+BcOnU43xuZpNAwGg8jsjI2luLh4\nwgVEIpH4RSs+2dPJPzY1++f6lr27P+C5voyvw2DnjjPSODcvhrs/reTtHe0syo0mSqP0e8wGK6Rc\nMi2ed0o70FtdPHZRLrph4sfF2Wo+2Q0f1XkJ04jHYHW4sTo9hKjk3HlWFmtrdiAAX7ZIyYgMYum0\nRNxCB3s6h/hkTyenRQ6xvUEM6PGhSrpMTrY0DOAR4Pz8GP65RXTukQJe4PYPyyi993T/pkoXrKCq\n20x+fAj3nZPJ8u3tvLSpmeVbW1icpuCuJYXEhIfyzMflhAXJWZQ78YjJzhYDjf1DPHZhDiCqHF0+\nPYEl+TFc+s+dtBkOzon69hV1w5uRRblRrK3qRwJ0GMRg6tM9vmhKLF8e6OHsqRkEywSqqqoYsAvs\nNMr5aqcobPDWjvZxj2nqSeyX+ubHffKNJyJw+NxafI4tIFYPTCYTRqORuro6hoaGUKvVAeQm39+O\nhb9xLPB4PDzzzDOsX7+er7/+mtTU8cex/lNwKpiOwOgbw+l0UlNTg9PppKioiODgYAYGBo6rYLav\nbzrys91uNyv3t5IRJmXe9MIxWRYcdGeZnxWFRiXn8aV5xHr7eavayiUvl/LUJfkEK6UYbC7mZ0Yc\nUpprXXUfcqmEM7IOLqJzMyJ498bp/OqDA1z7xm6uzpGzd1CJQiahMEFLdIgKq8PN+uo+LiqKQymX\n0jDCN/O+c7J4aXMLNqeXBZkRXLd8Dx4BfjU/jdsXpAUci1Kp9KvzwEHJN4PBQH19vX/h0Ol06HQ6\nQkND/Uzo+vp6rFYrhYWFhzUM8EGtkHHtrGSunZXMJ3s6eWptA2aH+Jvmx4dw2bQ4vq0b5Ls6PQ6X\nl+puK7eeHszLV03hytd2cd1ycVPg8QpcVZzI+7s6kEkk3L84iyfX1HPJP3fyx8UZ6OzdKJVK7lo4\nicfXNABW5maEs7VxkN9/VkmERonL4yUtMpiG/iH6LU6umJ6GJCiUK08L4x+l3yMAb1R6aBxwkhku\np8vsRKeS0DxgQyWDL/Z3EzbsauNFZM063F7u/rSCv19RCIjjMM16G3+9JI8ZqeFkR8hZE2VlZZuE\nz+uH2PT6Aa6bmcy66j5umpMSIEYxGh/u7iRULWdxfiDTdEvDQEAgBQL6yuJxiBvE0d3eP52fzbqq\nPrJiNLitRlYdqOHbvmDW1RnxeAUiNAqCFAL/vHoK8RoJriELgwYjf9ump1zvwaVvo9sbfsRiCscC\nQRBob2+ns7PT75JyMiGTyQgPD/ebmQuC4JeI7O/vp6KiArfbTXR0NENDQygUCkJCQk5Yltjb28st\nt9xCUVER69at+48t7Y7EqWA6Cj65wPb2dlpbW5k0aRKxsbH+i/JEGIT7RCAEQaCnp4c9lfXU6l38\n+oz0CW/ajTV9JIcHBehtlsTJuWhBMXd+eIBb3t3HjJQw5FIJp2dFTnhTCYLAuuo+5mSEj9H+TQj2\n8ocZMl6tUPJGhQMQRRN8lP01VX3Y3V4uHJaze2lz8/DfowlRyflodyc5cRoeWlGLBHj8ohyWFo1P\nfhmJkWozqampCIKA3W7HYDDQ09NDbW0tHo8Hp9NJTEwMeXl5x9wXumx6AksKYnhlSwtvbGujostC\nbW8DczMiyIrRUNdrZW11H9e+sYcwtZzBIRcuj4BSJuXvV+Qzf3gD8taOdl67birv3TSd3350gF99\nVEV2lJr0GDk13QeFxn0zo1saBogKUSKXSvxZMMCLm5p5cVMzCWFqokKU2Jwe9rSbyY7RcMcZ6dzx\nUTnXTovjnZ1deAToHiaD+eZWfYFqXXU/G2v7mZ8ZyQvfibZ3i3KiaGpqoq+vj3NnFXDpWSHsbzfy\n1NoG/rZRFJfIjZ+YPNJjcrC2qo+rSxL9EosAfWYHf/i8IuC5WpUMs8PXz5UxLSWMLfWBgvcAV8xI\n4NJp8Ty1toF5SUr+tq6ObxrdSDBxZXECN8xOYdk7+5iSGDbCglBHWkoShq2lTE9REhcbGyCm4Os3\n+jK2Hyro7iMZqdXqI2LEngxIJBLUarXfdzc1NZWkpCQsFssJ1x3etGkTv//973n88cc5//zz/2PL\nuqNxKpiOgtFopKqqCp1Ox6xZs8bYFJ0Ig3C3243b7fbPqg4EJSFQzzl54zPwrA4325oGubokKeBC\nlkgkJIYqeOeGqfzp37WsqOglPFhxyFGT6h4LbYN2ls07WKLxEVJMJhNzpuVz5jwNN7y1l92tYtZp\ntLmwOt18daCb5PAgpiaFMmB1sqqiF5lUwr2LMrnn03K8gkBFlwWVXMpr105lesqx9bYkEglBQUEE\nBQURFRXlrxakp6djs9moqqrC4XD4Rw5GigccCTRKOb85cxK3nJbKE6vr+fJAN98NZ/4+7Gs3EaqW\nc+WMBIpTdDy6so77vqjm71cUcNeZ6Wyq13PHh2XkR0pwDc+A1vbbqe23IwEUUgleRJHzcLWcqh4r\n6++ag0cQuPGtfRxoN+HyCizKjaI4RUdps4FNdXq/NKLJ7qIgIYRQtQz9kEcc0xEEfzY4M0XLzjZz\nQDZ454dl3Donjoa+IR47fxL79u4hIiIioBRelBTG81cWcObftiGVwN2fVrK6so//XpQ5Ro7w/V0d\neLwC18w8qL0qCAL/9f5+huMmkcFy9ENuZqTo+Hb4O3zhykJ+80k5iWGqACu2eZPCuX9xFrvrexhy\netjb7aR/yMOS/Bj+e9Ek4kLV6K1OWgZsXDYtcBNmsruo77WyOC+GiIgIf1nTJ6ZgMBjo7u6mtrb2\niPuN46G/v5+6urqjIhmdLHR1ddHS0kJeXp5/tvNE6g673W6eeuopNm3axDfffOMnUJ2CiFPBdBS6\nuroOWcY53sFUKpXS0tLC4OCgX5T+mTf3kBYZTFaMZtzXbGnQ43R7/e4sMCyorVJRVlZGeHg4N5XE\nsKKiF8OQi2vf2MPzVxSSFD42e1tV0YtMIuHsHDHD8i0eycnJ/lk+p8dLU/8QKrkUtULKi5taWL69\nnSGnhyV5MXSZHDy7rgGvAGdmR3LPpxXsaRf7ymmRQbxzw/QxogtHC5/CVGNjIxkZGcTExIyxiBs9\ncqBQKPzBNSws7LDEpmClnEcuyOHeczJ5c3sbH+7qpG+EN6nJ7mZzvUgWmpmq49u6fn7x5l6/ghLA\n7m44LTOSm9LD0QUreHxVHRaH2x8U97eL2rxWp4fb3j9At8lBXa+VgvgQyrssrK3qp6FvCI9XQC6T\n4vKKUarb5GTh37YDsLKil/AguZ/oBbCz1YwgETNUX9nXI8CLW7tJ00LIYB2KqEjUajU2my2gD/3e\nzg4cbi8f3jyDLQ0DvLKlhe/q9Nw0J5mb5qWgUcoZcnr4cGewa2oAACAASURBVHcHZ06O8s/bAjyy\nopbKbnFOWCWXoB9yExeqYnuzmIFfMzORtdV9GG1uf38aROH6Zy/Np6WpkRc2iGINHqT88+r8AAea\nfe3iBm60yMSBdlHEYXS/dKSYwsh+oy+g9PT0YLPZAqQAw8LCxmSbHo/H32I4HiSj4wm3201NTQ1e\nr5fi4uJD+pIeL93h7u5ufvnLX1JSUsK6deuOiST4fx2nguko5ObmHtJj9HgG08HBQfR6PbGxsX5R\n+gGrkx3Ng9w8N3XiHmdVH7ogBdOTwwLGXQoLC/0B5YudIsv0liI171QNcfkrO/nrJXnMyzzYFxUE\ngdVVfcxM0xEsEygrK8Pr9Y6RQVtf3e83q35gSTaZ0cE8+HU19X1DrKzsZWXlQYeXDcPEKYBbTkvh\nroUZP7gM5BsLksvlzJgxY9z+zESKTQaDgcHBQZqamvzEJl9wnYjYpFHJ+dWCdG45PZXSZgM7mw2s\nqeqlSW+jZcBG60AHWrWMhDA1JruLPouLyCApSwrieG9XJ3aXh+gQJQ+vqEUqkfDRsmLCgxVsbxrg\nze2iGwuIZB67y0uQQorB5kYll+B0C7QN2Jgcp6F1QGTBhgfJ8QhiRcA3HuNTQPKVd73gr/EabG7C\n1DKMdjEQC1I5CxbMZmh4ER3Zh5aoQ1i+rZOF2ZEUJoZSmBjK0qI4nl7XwEubW/h4bxe/XpCOxSEG\nw5vmpvi/p492d/DhsGoRgFYlx+F2UZSoZXVVPxqllPPyY7jmjYNiDAD58VqeuSiT/fv28l4d7O4V\nR6n+/auZhAcH/rZ7W40oZBLyR3mq7m03IZXAlMTDk49kMtm42etoKUBf9qpQKGhoaCAhIeGEkYyO\nFWazmYqKClJSUoiPjz/qYzuU7rDJZArQHS4tLfU/59FHH+XJJ59k8eLFP6nv46eEU8H0KHE4oYUj\ngdPppLa2FrvdTkxMDLGxsf5Sy+rKXjxewS9cPua1bi8bavpYnBeLBAG3O1CJxDfDVrmuj5y4EG5b\nPIXTc3u5b0Uzt75fxhXZCi6fEkl4eDhddjmtAzYuydWyZ8+ecUW5AT7c1UGISobd5WFRbhTBShkm\nu5vTJoXzy3mp/GV1HdU9VrJjgqnrHUIAnr4kjyUTnMORwqcs09bWRlZWln904EgxHrHJx4j0BRRf\nhjKS2OSDXCplbkYEczMiuOvMDDqNdu76qIyKLgsmu4eIIDfnJQukJaXwSmkv7+zsJEqjYEezgR3N\nBtKjRNKSL5O7eGoC5xfE8rtPK9hQo8fu8pITp+GyqQl4BIGtDQN8Vz8AEijvtBAfpuLc3Gje3N7O\n8l9M5db3DpATHUxVl4Uhl5dghZQhl5f0yCB6TA7CghR0DY+c+AIpQIvRzR0fVfLy1VPQ6XQBfegn\nVtdic3k5O3qIHTt2+DcbjyxJ59qZiTy1toGHvqlBJhH9RPPjxaC2vWmAh7+p9X9GeLCCfquLJJ2a\n1cNEo8unJ3DjW/sCfpOEMBWPnxVNeWUVr1RLqewZQi2XsjgvZkwgBdE1KT9eO4YUtafVINqPTSCb\neCiMJwXoy15bW1sZHBxEqVSi1+vxeDzjCtmfbAiCQFtbG93d3RQWFqLRjF+1OhZMpDt84MABXnzx\nRcrLy0lMTOTLL7+ku7ubCy+80P/cUziIU8F0FE7krmukv2lGRgZxcXE0NDQEKBf9u6ybSdEacuLG\nJ4JsadBjcYhBbSKLtB6Tg71tRm5fkIZKpWJ6djKfpcbzhy+q+KCmnz6vndumW3intBupRCBVNkh8\nfBJBQUFjmMV1vVZKWwwEK2WckR1FqFrBhpp+es1OHjwvm2itiuoeUfS+tlccgfjjeVk/OJD69I41\nGg0lJSXHZSGTSqV+RvBoYtPI/trI0vDIDD0hTM3HvyxhQ2UXD39TQ/Ogk+ZBoKoV+XBfut960Fqs\nqX+In7+2i/BgBV4vmO0uBm3ugL5mdbeVP68KlN5zDaefXUYHy7eL4yB/+LKKzJhgyjsPSiSGqOQM\nucSeoleAu89O4YNdHf5RFJ+QP8DmhgFufGsfy6+fBojXeYfFy+flgywtiufis3ICxi9qa2ux2Wzc\nM03NW+oQVtdbaNIPcc7z2zgjS5wtHbml9NnH9VvEYC6XSvzHPhK/naagpd/EX/cJDAzZ+Z/FmTy+\nqp6ScVyR7C4PZZ1mrp8d2Jtze70c6DBz8dS4Ma85Vng8HlpaWggKCmL+/PlIpaJQynhC9oerbBxv\njCRAzZgx44QToCQSCUajkY8++oh58+axdu1aXC4Xe/fuZceOHZhMplPBdBycCqYnCRaLxR8cRvqb\njiwbdxrs7GoxkKhT86/NzSzOjw1QohEEgRVl3YSq5cxMDZtw3GVNVS8CBIwvhKjkPHdFAa9938pz\nGxup7jZjdniYkxrGvOLJDA4O0tLSgtlsRqlU+oPOe6Xi2MyQ08PFw0zcj3Z3EB2iZEFWJD/7xw7g\nYAC4bFo8Py8+tDnwoeAzq+7u7iYnJwedbnzrueOBkcQmX4biK3kZDAa/Gk1ISIg/czUajQSbOvli\nWRE2SRCvbW1lX7uRXrMDu8uLzelhZJNgcMjN4NDRtwVkw31YX8DqNDoCvEFB7EdPTQplTbU4u/ni\ndw1cmyXhOXEsE7kUzsmJZmWF+EBpi4HTn97CW9dPJSVCwyPf1BCslPG7s0SpyfHGL/qNFnas3UtB\ntJJzUyR83ejkoz0HfWgVMtHOy+MVkEnwzyF7R1VvghUSgmQCIREx3LeyFblUypvXT6OsQ+ytF48T\nTMs7zbi9wph+aU23FZvLw/RDiPUfDXw8gdHVD9+1ERcnBm2PxzPuyNbIfuPxzl59M+4TVY2ONwRB\nYP369TzwwAP89a9/5ZxzzgHEdWru3LnMnTv3hB/D/684FUyPEUfqVO/xeGhsbKS/v5/c3NwxwWGk\npu5ne8X+U5BCNI9+Zn0DRUmhXF2SxJL8WOwuF+uq+/hZYSwqxcQ/3aqKXibHasiICiwFSSUSLi8I\nQ2lW8eJ+F2Yn6ELUBAVrCAkJ8bPzHA4HBoOBls5evtjfTahSghcp2VoX1R2DbKof4L9OT+X+L6tp\nHbT7CTjzMyN48Lzso/oeR2KkFODMmTNPinrLaIxX8rJYLPT19bFv3z4EQSAkJAS9Xo9Op+O+Relj\nyBger4BXEFDIpLToh1hb1UddnxWJBJJ1QRQkalHJpfzm43KmJIbx27MyGHJ4iNGqeH9nG+/s7OT7\ne05Dq5bTZbTzyIoavqsb4KLCWLrNdva0mXB5BEpbRHKOWi7F7vaiH/Ly3H785CSHR5QpTIsMolkv\nGknrrS7Of3EnObEaqnusPHZhzoTkMIlEwtu7ejHYPbx8zVRUcinP7zuocqSUik4w/vMeGT+Fg/3c\nUKWoIZ2TEM7vvm4mKkTFq9cWkRwexBvDkoxJ4xiZ+2aWpyWHTvD4DwumHo+Huro6bDbbEZGMZDKZ\nf5Ppgy977e/vp7GxMUBwJCwsDI1Gc0zZqyAINDY2YjAYjsrK7YfA5XLx2GOPsXv3blatWuUncJ3C\nkeFUMB2FI7nwfQHwcLtQnxh+QkLChGL4crkcu92O1yvw2b5O5mREsPz66XQZ7awo7+GTPR3c+3kl\nT62tZ1aqDpvr4FzneOgw2NjbbuLOhekBj7tcLurr67HZbFy+YCrltiZWVfTxTXkv7YN2Hjwvm7zh\nfphKpSI2NpaVjQ4cHnB7Ba6cFoXDbuMfmxuRSWBjZQfV+mH3HAGmJ4fx7OUFYwynjwSHkwL8sTE4\nOEhvby9FRUXodDr/sPzAwMCExCbZ8G+dGhnMsgmMus/OiWFtVR+Z0Rr/97YoL5blOzrYXK/nvIJY\n4sPU/O6sTL6rK6UwKZS/lOQhCAK//6ySbypE4pd9lB2bRALZMRrq+6yY7R5sTptf79cHn1PP7lYD\nM9N0JOrGMr2b+odYvr2NpUVx1Pda+NM3NX4t4ahhwQmnPTDrVsnEIGsernarZXD3/ET+tK6DbU2D\nZMeG8K+ri4gKEeeqS5sNzE4PH/e+29NqICMqeCwpqc1IXKiK+B+g52yxWKioqCA+Pp7Jkycfc7nW\nJ2TvE5If2ZdvbGzEarUG2LAdCavcbrdTUVGBTqcb15/4RKCzs5Nly5axYMECVq9e/aP2h/9/xalv\n7BjgK81OdME5HA6qq6v9zNhDCQr4RBu+bxygw2Dnd8OWYHGhKm6YncR1JfFsaxrk1a1tfFPRi1QC\nDX1WpiaFjTs/+nVZDyBK9kHgSElaWho5OTnY3V6+rdVzwZRY5mSE88Tqei5/ZReXTIvnl/NSSYkI\nwu318k5pB4k6NR0GO1fPTiciWMmmtlZkUgm1AwcX0eJYKbfle+lsbfYHlCO9GY9UCvDHgK9vq9Vq\nKSkp8feqVCrVuMSmkeW/oKAg/3cxkXDAwsmRfLavi92tRmani6XVKYmhRGrEvrSPhJYVoyEjKpjV\nlX3+2eI/nJPO2qpe8qIVaENC2NY4yHCFlYEhNwNDbn9mGKFRjjHq9uHzfd18eaCHi4viWDb824OY\nXT/wVRVKmYSqbjNf7O8OeF2/NfD9dGoZQSo5XUaHf+ZUIYWH5gbxwX6xLJwVqeLvSzOICBavjWa9\nDb3Vycy0sSVej1dgb5uJxfmBs52CILCnzUBxyrGV/31Enq6uLvLz84+7w8nIvrwPvux15OZLq9X6\ne/Mjs9fe3l4aGhrIycnxl9tPJARBYO3atfzxj3/k2Wef5ayzzjrhn/l/FaeC6TFgovEY343qY58e\nSY/D915v724lKkTJObkxARZpUqmU0zKjSI3UcO7z24nRqnjom1re39XB/YuzA3pNgiDw9YEeZqSE\nkagLmnCkZG1VH1anh6VFccxMC2dBViQvftfM+7s6+HxfF2dNjiYuTEWn0U6kRsGMlDCiQ1Tc8NZe\nXF6BYKUM53Bp+pbTUrlzYTqu4TGU/v5+GhoaEATBv1jodLoxZapjlQI8GfD9jp2dneTm5h7Wn3H0\nAjpy9GI8YpNOp0OlUjEnPQKVXMrG2n5/MJVJJSzMjmJVZS9OjxflcMa6JD+GF79rpsfkQOowUV9f\nz9nZOjY2mPnuhgJsLg/PbWjks33dw++DP4vsMTv5WUEs35T3+HuwsVoxwAqIgeuTvV18sreLuFAV\n0SFKmvVDfgWjmp6DRt8apWhc/eX+bn9ZNz5UhcHmpjBaQ9dwXzdYIeHz22aysUbPvr56NEopT52X\nhLGvm/bGOuRyOdv6xA3G1ISxzNS6Xitmhyj+MBLtBju9ZueYx48EDoeDyspKgoODT6qS0XjZq9ls\nDsheFQqFv90zZcqU48rWnQgul4tHHnmEsrIy1qxZ4+8Nn8Kx4VQwHYUjKamMF0xNJtMhlZMmgkwm\no83g4Ls6PbcvSEcmGTvuAvDp3i6kEnj3xmkc6DDzv2vr+cWbe7lwSiy/X5RJhEbJgQ4TTfohrp+d\nTWtrK52dnWRlZY1h3n2yp5Pk8CB/IA5VK7jv3CxunpvCWzva+Xxfl3+uVG91IZXYmPfXLf4y4dCw\n/N3t81O5/QyRvOIrDfsWDN+ogcFgoLOzE4fDgUajQafTIZFIaG9vJzk5+QeV2E4ErFYrVVVVhIWF\nBWSjR4PxRi9GEpva29v9SjRT49Wsr+rl3kWT/Fn5mZOj+GRvF6VNg35fz/MLYvnHd828sf4ASzKU\nzJgxA02KnRXVu/mmvIcrZyTy5wtzCVXJWL6jwx9Iffh3uVix8GWrPWZngNiED90mB92mg0Qn3/MB\nbj0tlbkZ4dzy3n5/IE3Uqek02Jk3KZzNw3KBCWFKPvllCW+XdvDSpmYAri5JIjPt4Iyq0+nkzU/K\niQiSYmyvY1uTKyBb29VqAGDGKNWsPcMqXKMfPxz6+vqor68/phGr442RIgkpKSlYrVbKysrQarUo\nFAoqKysDslefifjxvE/a29tZtmwZZ599NitXrvxJSCT+/45TwfQYMDKY+jIso9F4TALYMpmML6rN\nKGVSLp8WN+64i9Pt5dO9XczPjCQ+LIj4sCDmZ0Xyr80tvLa1le/q9Px+USZ7Wg2o5VLiHB04HOHj\nBoNm/RC7Wo389swMv++mD9FaFXefPYmZaTpufe8AuiAZJruHPovTP/rhs/yamhTKrxYE9mVHn9fo\nQXmDwUBtbS0OhwO5XE5PTw8Oh+OoS8MnAj4WcU9PDzk5OYfNRo8WExGbZve0sKOtj8/Wbyc9QoVO\npyMrVItGKWNtdZ8/mGqxkaqVsL3Lzb1Li5FIJBQmKJgcG8LHezq5aEocZR0mQtQKFDIJEgLJQf7z\nZITQw/CfgxVSbC4vUglEhijpNTsDtH4liCXpsk4T/9zS4n8vpUxCh0EkoG1pEBWPMqOD+fSWEp5Y\nXc/7uzqYmSZKI87PCtzQKRQKDnTbmJ0RRXFxPl6v168r29LSwtq9eiLUEob62ulz6fzWfLtbDYSq\n5WROoA42GiNJRhMJfvxYEASBrq4uWltbyc/PD1g7fN+Hz0nJl72O7L0ey7kIgsCqVat4+OGHee65\n51i4cOHxPKX/aJwKpqNwNJlpT08P9fX1pKSkHHOG1Wtx822Lg0uKYonWqsZ9j2/Ke9BbnVw76+DI\nSZBCxl1nZvCzwlj+9O8a7v+qGqkEZsTImFY4MYnno92dyKUSlh5iRu+171uJ0CgYsLqQAL+YlcQX\n+7uI1aqp67Oikkt55rL8Iz7fiaQAfazh0aVhX3ZyvE2NJ4LVaqWyspLwcHEDcjL6tj6BjUtmZfHc\n1j76VQlcUBDvz14LIyWsLOvi0lQ3Toeov3vJjBSe/baFlgEbaZHBNOttJOnUrK/pZ+aTm/2Vg1C1\nHJPdzYWFsYQGyVld2Uef5WCP0xdilTIJSpkUy3ClwSNA73BvVaOW4fEIeASICJKzoSZQqxjEYO3L\nbn3B92+X53Pv51WsquzlpjnJmOxuKrvMY5SKmvU2+ixOZqaJ5W2pVEpoaCihoaEkJSXRvGYrszJE\nVuxIa75t9U5yo1UMWa2HZcqazWYqKytJSEj4yVVAfFrcUql0XEnAkd+HDz7im8FgoKWlBbfbHaBH\nrdFoDnntOp1OHnroIaqrq1m3bt1JGbX5T8KpYHoMEASBhoYGtFotxcXFx6Tb6ZMBfHVbOxIJzI2w\nsmPHDv9QuM/HE+DN7W1kx2iYkz6WkDApWsOzF6Tw359WUNrjZV+/lw/2D3DDHM0YZq3N5eGzfV0s\nyo0mOmT8Y97VYqC0xUBhghaL3c2LV02htNmAye7B4hB7Zy9cUUBc6JExKe12OzU1NchksjGZwaFK\nw11dXQGl4aMVrz8SjMxGc3NzAxauk4VorYrCBC0bavu5bX6an9h0lSecuz4up7R5kJKUUARBINEj\n9kPv/2w/ZhfU94tBViIRZ05/d9YkipJCUStkLH5+O+0GO28vncZ/L8rk3dI2nlrbGJCZOj0CTo+H\nMJWMIbfXPyssBSwjFJR8zjSxWjFrHZnvegXIidUMvyv88eta9rQZuefsSdw4J5mz/76NWWnhY67F\nHcPaveORj1oHxUBbkhYRQPTqM9vpWLONc7LUY5iyI6sbJ5pk9EPhM9NITU31twGOBOMR30Zm8xaL\nBblcHrAh9d1vra2t3HzzzZx//vk8/fTTp8q6JwCngulRwGd31N7eTnR0NPn5+cf0Pr5AWtNt5vP9\n3VwzM4lzT8sKKO34WKEVBhm1vVYePCd1zGyrT5bQ6XLR61KSEysnOTyIZzc08nVZD388L5Cg9O+y\nHkx2N1eXJE54bP/4romIYAWVXWauKkkiJTyI297d7x+tuOOMdOZlHl795FikAMcrDY8nXu8Lrj+k\nNOwT0YiIiDhp2ehEWJQbzTPrG+k02kkIU+PxeIgT9Chl0CZEsqwoj/JOExsa2pDQy94uO9kRCq7O\nUVAcp2Bdh4S1DUNkR6n8YyS/PiOdP/27hg21/Zw1OZob5qRybl4MF760M8DyDcDoOPh/CQSITkiH\nxfM9AmMYwTq1jD9fmEtWbAjnPr+dsCA5NqeXpy/NZ0l+DA19VrqMDm49LW3MOZc2G4jVqkiNGFt9\n2NUi9ktHqyLtGzZPWFSUxpThGdORc54+NTG3201wcDD5+fknhchzpBAEgdbWVnp6epgyZcoPJt2N\nzF59M+IjXWI2b97Mww8/TGJiIvX19Tz00EPccMMNpwLpCcKpYDoKE5WCDAYDVVVVREdHM3nyZKxW\n67jPOxRGitJ7BYHHV4sycl8f6MZkc3NObjTzMiNICQ0lJSUFr9fL//5rJ4mhCgpCbJSWliKXy9Hp\ndHi9Xvr7+8nMzKTaKKN54ABPXpzLBYVxbKzp5/HVdfzizb2cmxfN3WdNIkGn5s3tbeTEhUyoHLO1\ncYAdzQZmpISxv93EjXOSeWxlrThyIQgsLYrjv+anHfY8j5cU4Hji9T+0NOzbEPX19f1kZlrPzhGD\n6frqPi7MCaW6upr4+HjOyI5mTY2e9rf3sa1pkBCVjDnD5uJ/uqiQaclhuFwuYlt6WVFXy0tryjgv\nVSwfl0SGkhqu5um1DZw+KRKlXEp8WBBf3DaTq1/bhcXpIVQtHxMgR3dZRxOUABI1Eu48K4vzpiQg\nk0q451PRy1QqkbD8F1OZOnx9bWkQCUnzJkUEfoYgsLNlkLkZEePebztbDERqFAFevQC7hjkBeSNE\n70cyZfv6+qirqyMlJcVfPRppLD+RQ8zJgNPppKKiAo1Gc0JHwEa6xCQnJ7Nt2zaam5v57W9/y9at\nW3nppZfIzs7mgw8+OCGfbzAYWLZsGeXl5UgkEl5//XXmzJlzQj7rp4ZTwXQcSCQSv5i9y+WitraW\noaEhP2Vdr9djNBqP6j1HjrtIJBI+3t3FzhYjl0yNw+kR2Fjbz5cHugkPVnDhlDh+XpxAWYeZmt4h\n/nJRLoUFYo/TaDRSWVkJiL3bpqYm/r7bTYxGzhkZYply4eQoZmeE8/rWVl77vpX11f3MyQinsX+I\nJy/OHXcBEwSBv21oJFarpKzDxAVTYvm2Vs+GWrFXNj8zgscvyj3sOZ5oKcCJSsNGo5Hq6mrsdvuE\npWGLxUJlZSVRUVE/qZnWtMhgsqI1fLW3jRypgoKCAvodEjoNvRhtbsq7zNx99iSunJGARALzn97K\nF/u7mJYsCgBMy0zktEn9fNdp4YHLZuG0DWEwGLg6V8lftpp47NPt/KI4Fp1OR0xoKK9eN42b3t6H\nzeXlmUvz6DY5+La2nz2tRv+s6kgEK2UUxQdT0WUmJkTFF78SHY6sDjePrapjRUUvwQopn99aQoz2\nYPtgS72ejKjgMb6o9X1W9FaXv186GqXNBnLitOxuNSKVgFohIylcza4WA0VJof5xIR98JCO73U5x\ncXFAK2Gk/vJIjd2RG7DxLMeOJwYGBqipqTmpTOLm5mZuvvlmLr74Yl544YWAa91ms52wz73rrrtY\nvHgxn3zyCU6nk6GhoRP2WT81nAqmE8DHtGtqaiI9PZ28vDz/DXc0Nmwjs1GJRIJUKqWyy8yTa+o5\nbVIEj16Q4/cM3dY4yOf7uni3tJ03t7ehkktJjwzigimx/oyqt7c3QJawtGmAyv793FoSQV1NdYCW\n7PUzorlkahz/3Nzi11NdU9lHqErO7IzwACeOlRW9lHeamZESht7qxOb08OhK0RVkdrqOl66acsjz\n/LGkAA9XGjabzX7FGYfDQX5+/gnV+z0WmM1m8kKdfNXgIj5zKq/u6Ob1ba0oZFLkUgmLcqK4eYT1\n2bl50ays6OW+c7MIUoi/4XWzkrj1vQOsqujjoqI4tFot1yUns2ugnK/r9VwyQ4lHr6exsRGv18uj\nC0J5/Hsj931RxZ0L07l6ZhI7W4zMz4rkFzMTGXJ5idIoyY3T0N7awsqKHra1wJ/PFj1uV5T38NTa\nBnrN4hjNrxakBwRSm8vDzhYjPy8eK0m3vUnsl/pmay0ON5vq9HxXp2dPq8E/nvP9cGY7ErcvSBvz\n3R2KZDSe/vJ4G7Dg4GB/gJ1IZONo4VP2MhqNJ80TVRAEvvrqK5544glefPFF5s2bN+Y5J4rYZzQa\n2bRpE8uXLwfELPmnxJ4+0TgVTMeBj90ZFBQUIErvw5EE05FBFA7OjLYN2vj1h2VEhih4YunBLFEp\nk7IgK5IFWZH0mR38+sMyyjrNNOlt3PzmbhbFO5mTHR/Q3xMEgee/ayZSo+SWswsIUsj8IxcGg4Gm\npiYsFguZKnFhKE4KYXergfU1/QQrZUxJDCU7RkOIUsZbpe1oVXJ2D8/xraoUxdFz40J4+eqiCXfu\nXq+XpqYm9Hr9T6JsOro07PN/1GhE/eHa2tofjTU8GiNLzpfPzebLhgquen0PequLCwpjuefsSTyx\npp6NtXpcHq+fxLO0KI4v9nezvrqfnw0rXc2bFEFWjIZXt7ZwwZRY/9jTfedmsqVBz8s7B3nx54VI\nJBK/YPtfQ4J5alMXf13XiARIDJXzp7MSiYnUIZPJsFqt7N+7h6ioKNZ3yUmLlOL2evn5a7sp6zST\nFx/C/KwIPt7TxXkFgczQ0qZBnB4v88fpr29vMpAcrqbHZOfvGxtZXdmH0+MlIlhBXKiKDqOD35yZ\nTn68WGkZcnrYWNvPF/u7/cpHI/uPR0symsjfdDz3oJHZ69HAZrNRUVFBZGTkSZMEtNvt3H///XR2\ndrJhw4aT7uzS1NREdHQ0N954I/v372fGjBk899xzP6m+9YnEqWA6DlpbW5k0adKEcl5yuTzANm00\nRmejvhupotPMHR+VYXN5eOO6aRMKjDf0D1HeaeayqXEEea18UW1hR6vAwkEzv9EMkRUjLhyb6vTs\nbjXy4JJsf4Yy0tM0OTkZQRB44Y3dRAbLuXumBrPZQ82gnEqDjCaTnY92G/3arjKJ+C87NoSqbgux\nWhVvXj9tTFnNh5+yFODIIF9QUBCw2B5NafhEwbdhi4iIoLhYnBuND1Njsrl49doi5maIC/15BTGs\nrOhle9Mgpw8HpuJUHYk6NZ/t6/IHU6lEwrJ5Kdz7AvfkRgAAIABJREFUeRUbh0lHAPFhau5amMET\na+r5dG8Xl01PCBBsfyQqjstf3Y3d5aHd5Ob6dyvIi4CUEFBLPMTExrKiwkFNj1V0mPmkkpSIIB75\n2WQunhrPJf/ayfTksDHs7k31AwQppGPcYFweD9uaBghRyrl2+V5CVDIumx7PefkxFCWF8cBX1XSZ\nHCyblxowB723zYhSJmVqcigOh4OKigpCQkKOy3U3UmTDJ+7uE9kwGo0BoiO+4KrVaif83J6eHpqa\nmk6469FINDY2smzZMq644gr+8Y9//Cj3otvtZs+ePTz//PPMmjWLu+66iyeeeIJHH330pB/Lj4FT\nwXQc5OXl+TPK8XAoOcHxslEf7vuiksEhF1cVJ6JVj19G6jDYuPvTClLCVSwMH2TypDTuWBLNO6Ud\nvLG1jaUv7+SiojhuOS2VJ9bUkxoRxGXTJ6bXf1enZ2+7mQeXZFNUILJ4Z7lc/hGUqvYB7t9sJSNc\nTu2AmzlpoWxrNqFVyfnslmJCxjFfdrvdNDQ0YLFYfnJSgCCqUVVXVxMdHT3uYnsyWcOj4cuouru7\nx4zjnF8Qw+vft5ITezDwnz4pklC1nBXlvf5gKpVIuGRqPM9/20TLwBCpEeL3vyQ/huc3NvHKllbO\nzI7yX3vXzkpiY20/f1ldT0mazv/8PouDW987gEou5YObZnCg08QX+zrZ2GbC5bv8RygnTY2RsSg7\nmnMLEwkL1VLfZ6Wu18oDS7LGnOOmej2z08NRyg9+9/vbjTz8TQ12lxeV3Mv9i7O4eGo8wUqZ/3Wl\nLYOUpOrGCIrsHO6XmgYHqK+vJzs7+4RmXuOJbFitVoxGI+3t7ZjNZmQy2ZixnNraWpxOJzNmzDis\noP3xgCAIfPbZZzz99NO8/PLLzJ49+4R/5kRISkoiKSmJWbNmAXDZZZfxxBNP/GjHc7JxKpgeA6RS\n6ZjMdDTBaLyyzkVFcXy6t4vl29tYvr2NwgQtF0+N57yCGELVCrqMdm58ay8Op5vfzNUxrzjP33O4\n7fQ0fj4jkX9taeG9nR18faAHjyDw9KV5Ezq1uDxenl7fQFpkYMBVKBRERUURHhHJQ5tNqJUyuq0C\n4Wop25pNKKXwxIIQzPpuZJ7ATE2v11NbW0tycjLZ2dk/qUF4X49qcHCQvLy8Iy79nQjW8Hiw2WxU\nVlYSGho67jjOkvwYXv2+lbXVfVw5Q9z4KOVSzs6JZnVlL39yZaMerkBcOi2eF79r5uPdndyzSDRH\nkEul3DQ3hUdW1LKtadCf3UolEh6/KJelL+/knk8refuGabi9Are9dwC91ckbv5hGZowGrWAh3uYk\ndUkBFoKwONxU91j488o67j1nEhfnh2MwGGhrbaHKYuHLRlE1aWacIsD4obF/iA6D3d/n7TE5+Ou6\nBr4p7/FXUL64bSax2sAeYrvBTpfRwc1zA7M5k91FVbeZy3I1dHR0/ChKRiOvkcRE8bdxDW9KjUYj\nzc3NmM1mQkJCiI+Px2azIZPJTmiGaLPZuO++++jv72fDhg3+zeGPhbi4OJKTk6mpqWHy5MmsX7+e\nvLy8H/WYTiZOBdNxcLgAMfLv4xGMJsKyeaksm5dK26CNNVV9/Lusm0dW1PLU2nrmTYqgtGkAl8fL\nsxdNYn5+ypjX64IV/P6cTGal6/jVB2UAPPh1DbU9Vn4xO2mMVdW7pe009A3xwpWF4wbct3e0safN\nSH58CBVdFgA0Shlf3FqMTikwODjoz9TkcjkulwuZTHbShLiPBr6Sra/k/EOD/A9hDY+Gb+a2vb39\nkKW/nNgQ0iKDWFXR6w+mIGasn+3rYmOtniXDhu8xWhULJ0fy+f5u7lyY4c8AL54ax7+2tPDchkbm\njLA2iw9T85eludzxYRn/82U1g0NOanusvPDzQnJjgigvL8fr9VJcXByQUb28uYVIjYIrZiSiVsgC\n2gd/2rmN6YkaPEMG9uxpQRAEQkNDWdMqbjRnp+t47fsWXtzUgscrcOtpqZS2DOJwe8cEUoAdTT4h\nh8D2ypbqbryCOHdaVJT1k9nAKRQKIiMjsdvtCILAzJkzAfFaHHnfjMxej9cmoLa2lltuuYVrrrmG\nO+644yfTYnn++ee55pprcDqdZGRk8MYbb/zYh3TScCqY/gB4PJ4JS7qHQnJ4EDfPTeGmOclUdll4\na1szKyv7cQswKy2MiPCJ+yxGm4snVtcTE6Li2cvyeXNHG//a0sJbO9q5dFo818xMJDUimA6DnRe+\na2ZBViQLs8eWwyq7zDyzvpGUcLU/kEaHKPns1mIiNeJCp9FoSExM9I8UREVFIQgCFRXiXOFoF5Qf\nA16vl4aGBgwGAwUFBScsyB9radhut/udSg4nnC+RSFiSF8M/t7TQZ3H4VapmpoUTF6riy/1d/mAK\ncOWMRNZV97O2uo/zh+3aVHIZty9I48GvDwo2+HDm5Ch+fUYaz3/bDMATS3MpjJSwa9cu0tLSxqjx\nHOgwsaVhgLvPyvBnxCP/1m5w8F/z05k8+SBL1mQysXVTNTHBUm5evpMuq8DspGDuPiuN1NgIXtva\nyvWzk8c9/+1Ng0SHKJk0PF/qK4mv2d+KSi7h7GmTfjKBFMTMtKqqCrlcHuBCo9Vq/RUOn4jCaAlA\n3zVytAL2giDw0Ucf8dxzz/HKK69QUlJyQs7tWDF16lR27dp1+Cf+H8SpYDoODndx+2ZQW1paCA8P\nR6vVHtNN7vV6UQ31cGmyjdtPK+LLSgPv7uzgild3c3pmBLcvSA/QNHW4Pfzm43I6jXZev04cjp+a\nHEZ9n5VXv2/hg10dvFvaTklqGH0WF4Ig8MCSsTt5g83Frz8sQy6T0DooStItyIrg+SsLkY/Y4Y6U\nAiwpKQnYVY92QXG5XGOkEE/0wufLEuPi4o5LNno0OJLSsNPpxO12k5SURGJi4hFlD4vzY3lpcwtr\nq0TvUhBt2S4ojOW1ra30mR1ED2d1czLCSQ5X8/7ODn8wBbGd8NrWVp7b0MQZWVF+31tBEOg0HnSE\nqWzqINEF06ZNG5et+s/NzYSq5fy8eKxi1tdlPShlUhblHgzWMpkMvUtBeY8dAUjSqXlmaTJToqQY\nDHreXVuP2yuQorTS29tLWFiYfxMmCAI7mgeZMyzk4NuEhISE0GxTMS1ZGTDK9WPDJwmYnp7ur16M\nh5EiCjBWwN5isaBUKgNEJSbqtQ4NDXHvvfdiNBr59ttvf3IjXv/pOBVMjwIjS7oFBQUMDAz4NTFV\nKhXh4eHodLojmlMbGBigtraWhIQESkpKkEgk3BEbwY1zU3hvZwfLt7Xx89d2c0ZWJLcvSCc5Qs1v\nPq6gtNnAX5bmBvg5ZkZreGJpHnefNYmP93TyTmk7BptIkLrp7f1MigomNlSFVCJBb3WyuV6PbZhh\nopJLeOyCXM4rPLggCIJAZ2cnra2tEw6ajyZojCeF6DPI9m04jlcpyuPx+Of3TmQ2erTwlYZ1Oh1V\nVVUEBwcTGxuLxWI54tJwVoyGrBgN35T1+IMpwNKieF75vpWvy3q4abgXKZVIuLokiSfX1FPeaaIg\nQdx4yaVS7jgjg7s/reCzfV1cPj0BQRB4am0Dn+7t4vqSOKrb+nhrv4ng0FSmjVNVqOwys7FWzx1n\npKMZRUJze72squjljOxIP0HN5vLw5rY2XtrcjABcMjWOB5Yc7PEmJCTweWstankXc7PjMJlMtLW1\n4XQ60Wq1DHqD0FtdzE7T+Q2ys7Ozkai11PZ+z2/OnDhgnUwIgkBzczP9/f0UFRUdde/8UAL2o83D\ndbr/196Zx0VVr3/8Pcyw7yAIAoKIrO6ACy51K5cWK7JNWywls6xs81a3W13t3up2bV+tzFJv26/b\nqt1yS1lc0AyRVUR2WWWGGQZmn98f3HNkBA0EHJfzfr34Q3A4Xw7Deb7P832ez8cHpVJJXFwcJSUl\n3HvvvSxYsID777//nCnrSpxACqY95OQGI3d3d9zd3UVNTJ1Oh1KppK6uTszmhIemYB8FHWWfkpIS\nDAZDt3+MHs4KFk8N57bkEDZkV7N2dxU3fbQfD2c57QYz/7gulmtHd+/4EuDpTMIQL9Q6E9OG+zFx\nmA8HqzVUKts4WKPGarViMFtoN1pQOMgY5O7I54uSGOx14mF6plKAnR8SgpybMLtXU1ODWq0WpRCF\njzPpkFWpVBQVFTFkyBASExPPqbIfdIxFHD161GYTImQlPS0Nzxk1mFe3HaWyuZ2h/9OuHTbIjTEh\nXnyfW8fdk8PEn3vuuGDe3lHGp3uq+dcNJ5o9ZscH8O9sb17ffpSZcQGs21vNJ3uquDbWi0v91Nw7\nZRz/2lHN+xkVFNW18uL1cXi7nsiI3kvvyEpvn3AioAtklSppbjNyzajBGEwWvsmp5d30cppaDQR5\nOaMzmllxTayYEZ94XXPHWE9QIGAr1r5tV4e1m7WumEK1g1hy3nO0Q4FrYjeC+GcbYSTH09OTxMTE\nfgto3QnYazQampubefrppykpKaG1tZWbbrqJuLg4tFqt3ee5JboiBdNuOJMGIxcXF4KDg8WHgHBW\nolQqKS8vx2KxoFAo0Gq1REZGEhISctpA4O6s4N5pEcxPDmVDdjUfZVVgtsKmQ/UEeDiTEunb5fUH\nKlU8+nUeMYM9eO2mkeLIAXR09v7l+0I25TXgIOs4t31//mgxkPa3FGB3s3sGgwGVSiXuwC0Wi825\n6+kG481mM6WlpWg0mn4RCe9vDAYDRUVFoqVWd6W6nnYNx7q4IwO+PVDNQ5dHib/n68cGsWLTYfKO\naRj1v/K/h7OCG8cF8+99NTx2RaQ47ymTyfjrldHc+OE+lnyWy8EaNdNDHVk4zouo4R1G5H+fE0t8\nkCf/3HyEq9/Zy8OXRZI6Npji+la2FTex9JIIPF26PiI2HqrDy0VBaaOW5386TGOrgfFh3vzrhnge\n+jKPK+IGdQmk1cp2yo+3c2uibclY2IQdajAw2E3GxFFR+Pv7o1araWpqYuO+BlwVIG+poVbedlbk\n/7pD6GIf6JEcOGEerlAoCAkJwd/fn7/+9a8UFBSwceNGnnnmGb799tvTlpf7QkREBJ6ensjlchQK\nxUV7BtpbZML5Xw/p1X8+X7FYLBgMhtPOjPYGYSTCwcEBDw8P1Gq1WN4SSsN/dMbYqjfx+b4a1mdX\n09RqIHKQG3PHBXPNqMEEeDiz43ATj/0nn0BPZ9bfNZ5BHifON5VtBu79LJe8Yx2uG1MifXnlxgS8\nXDoe+J2lACMjI89aCUloWFGpVCiVShspRF9fX9GvUshGQ0JCCA0NPeey0cbGRo4cOUJkZGSfH3DC\nPbn//4qoUxv4R4qjeE8Urp7M+SiXq0cOZuWcWPE1Nap2Zr21h7snD+WxK4bbfL95a/ZzsEbDSH8H\n3ps3Gn+/rkIkBbUaXvi5hANVLQR7O+OscKBBY+Cn+ycS+L/NVrvRTGVzO1mlzby6rRSrteNhMHmY\nL4tShjI50pe95SoWrs/hzZtHckVsgM01vthfw8qfDrPx/glEDjpRlrdarRw5Ws5NX5Rz3ahAVlxr\n68Q0883djAh05++zwlCpVLS0tNDe3i7K/wnHKgP1nhUa3DQaDQkJCWet0a6goIAlS5aQlpbG4sWL\nz2pZNyIigv379581HeHzgB49cKTMtBuOHTuGQqEQzXbP9OFtsVjEAf2YmBgbRSWhlNP5jNHNzU0M\nJCefp3k4K7hnajgLJoWxKa+er347xr+2lLJqSylD/VypaG4n1NeFZ6+KxmC2UNbURoNGz2+VKlZn\nVmA0W3F1dOAv/xuUd5DJ7C4FKJfL8fX1xdfXl2HDhnUrhWgymZDJZERFRREQEHBOBVLBBMFkMvXb\n7KNwT26eEMHTPxThEhpPpJ+iI6OvryEpQMYPubXMHe5A6GB/vL29CfFxZWZcIF/sryFtylCxXLs6\n/SgHazQ4yUFrdcLds3u/1vhgT9bfNY5txU2syarkYI0agEtf34WrowNyBxmtetu56jmjBnPP1HCi\nAk4Exm3FjTgrHMT51s5kljYT7O3MMP8TFQWhyai8zRGDGS6Jsd2IVDa3U63ScdfkMPF9Ah0BuK2t\nTVQnKioqshFQ6Ozj2Rfa2trIz88nICCAcePGnZX3ntVqZcOGDaxevZo1a9Ywbty4Ab+mRP8gBdNu\nyMzM5NVXXwVgwoQJpKSkkJKS0quHeUtLC8XFxfj7+3cr/C6Ucry9vQkPDxcfEMJsp0ajwcnJScxc\nBesoJ4UDqWODSR0bzJFGLVsKG9le3IgMqFbqWLThYJe1BHo6cc3IIBZPGypmo+eiFGBnKUQPDw+K\ni4sJDQ3FxcUFpVJJRUUFDg4ONmeM9hLSFsp+ERERBAUF9fuDdmZcAM//dJgfDtXzt6tjxNLwA75q\nMtb8xp46M5fKT5SGZ4S48nOBmbVZZTx0WRSv/FLI2n0NXB7lzU3J4Sz5PJc3fy3jzzOjur2eTCbj\nitgAvthfg7ergmeujKb8eButejNGS4fofYiPK+v3VqHRm2x0paEjCGwraiIl0s/meAHAYOowcbhu\nzGDxNUKTUUxMDDt/V6JwkHUxCt91tEPofvIw2+DcuWdBOEIwdlL1qqqqwmg0ihm9j4+PWOXoKXV1\ndZSXlxMXF4e3d/eWhf1Na2srjz76KFarlZ07d9rtXFQmkzFz5kxkMhn33nsvixcvtss6zjekYNoN\nt956K7fccgsajYZdu3aRnp7O+++/j1qtZvz48UyePJkpU6YQHh7e5Q9UkNoTykI97TTt/IAQztM6\nW0eVlJSIAVgIsFEB7kQFuHPf9Ah0RjPF9a00aAy0tBtxcZTj6+ZIQrAnPm4nzu/OdSlAk8kkZuqd\nG7SEs+jOD01hbs/Ly0vM6Af6PE2w+2pvbz/lSEl/4O6sYGZ8AD/l1fPnGVFigBo5xJP4YA9+LtGw\n+E/JonC9Wq1mclE767NrKCmv4ddjcHmkOyuvGo63lye3Jg3h0z1VTBzmyyUjuj/zyy5XsuuokuUz\nhnPVyK7l6iplO3/+VsPDl0V2uccFta3UqfU8cOmwLq/bX6mi3WhmepQ/ZrOZ4uJijEajmM1nlpYy\nJtSri3TlrqPNBHk5E+H/xx2zgqqXUJrs3F0uVDmcnZ27yP+djLA+odpwNiQBAfLz81myZAlLlixh\n0aJFdt3cZmZmivPlM2bMIDY2lunTp9ttPecLUjA9BTKZDC8vL2bPns3s2bOBjuCWnZ1NRkYGjz32\nGNXV1cTHx5OSksKUKVPIzc1l9+7dLF++vF+k9lxcXAgKCiIoqKN712g0olKpxBk1s9ksPhx8fX0Z\nE3r6HfS5LAUIJ8aFwsLCurXTgu4fmsK5a3FxMe3t7QMmWq9UKikuLj7t+vqTG8cN4Yfcen4paCB1\nbMdmQiaTcUtiCM9tLOZAVQuJQ33E0vCiyWGkfVXMr8dg7pgA7hnvTU11FcWtrVwxSMFeX0eW/yeP\nz+8ex/DBtiVfq9XKK1tLCfJyZl43c6UA3+bU4iCDa0d3DbRbixpxkNGtQEh6yXGc5A7E+yvYt28f\nYWFhDBkyBJlMRmOrnsK6Vh6+LNLmNUazhT1lSq5MCDyj+9zdCIpOp6OlpcWm2UvYiPn4+IgiDKGh\noeL6BhqLxcK6detYs2YNa9euZfTo01sdng0EucTAwEBSU1PJzs6WgmkPkIJpL3BxcWH69OniG8tk\nMpGbm8vGjRtJTU3Fzc2N6Oho/vOf/5CSksLYsWP7dWfr6OhoMwDeuYGnoKAAvV5vI5wglLaEsz2j\n0Tig2dSZYjKZxGxv7NixvVpf57Iv0KVc3nn8xNfXVyyX94bOncRnMlt4piQO9WaYvxtfHzgmBlOA\nq0cO5tVtpazbU03iUB8sFguFJaW8u6PDs9ZRLuORK0bg5+4M/xvd0uv1vODXwD1fl3Lvvw/wlwku\nBPufOGNML9Nw6JiG5+fEdFE7AjBbrHx3sI4pw/26OMRYrVY2FzaSHO7TRdLSau0wvh812Jny0sOM\nGjXKplqTeaSjlDstyraUe7BaTavezNTh/dc56+LigouLi41EpPD3k5OTQ1tbR7ewyWRCrVb362x0\nd2g0GpYtW4aTkxM7d+7slY3cQKHVarFYLHh6eqLVatm8eTPPPvusvZd1XiAF0z6gUChobGzkm2++\nYfXq1cyePZuSkhLS09NZs2YNBw8exN/fn8mTJzN16lSSk5P7tax6qgYepVLJ0aNH0Wq1ODg4oNPp\nCAsLIzY2tl9Mj/uT48ePU1JSwtChQ4mNje1zNtBduVwYPxG6bqHnUoiCylJwcDAjRpxdXViZTMbc\nccGs2lrKkUat2Ozj5iTn5vFDWLOrksPHmqk8WsK7uWaKm8wsnjqUj7IqeT+jkr/MPuHm4uzszJio\nMN66xYPFnx3k/UIFr14bgK5NQ15BIS9uVxPqKWe8rxG1Wt0lo88qbaZOreeJbs5cjzS2UXa8jTsm\ndp1JLTympEqp4+rhPiQljcFshcP1rRQ3tFKj1PHtwVqcFQ6syarA2VGOn5sTIT4u5FS3IJedMBAf\nCORyOR4eHlRWVuLj40NycrL4XhFmo4V5ceH90l9n9IcOHeK+++7jwQcf5K677jpnqkT19fWkpqYC\nHZvc+fPni5U5idMjjcb0kfr6etF4+mQEJaGdO3eSkZHB/v37cXR0ZOLEiUyZMoXJkyfj4+MzIH9I\ner2ewsJCAPz8/NBoNGg0GhuRAB8fH7sFV5PJxOHDh9Hr9cTFxZ3VbLmzFKJKpepWCtFqtdo40NhL\nZem41sCfXtvF/OQQnpx1IjjWteiY8eZuJgbJKdfKOd5m4uXUeGbEBfDcxmK+zanlx/sniHZrnfm1\nuIll/5fHqCGevHPraH48VM+Lv5Tw2vUjSPDraE4TMnohiPxt6zF+r1bz6yMpXfxt39lZxrs7y9nx\naIqoJwwdfxtvbyvmP0fMHTrUda0crG4R1bcE3JzkDPJwQm+00NxmwGi2IgPGhXmz4e7x/XtDO6FS\nqSgsLGT48OGiYMLJCEcrwvuls7bumTQ2WSwW1q5dy7p16/jkk09ISEj44xdJ2Jse/YKlYHoWsVo7\nnFgyMzNJT09n165d6PV6kpKSxOw1ODi4T8H1j6QAhZ238IAAbJqazkZ3rHB2Gx4e3ueftz/o3Kyi\nVCppbW3FYDDg4+PDsGHDBnSOsScs/yaf9JJmtj8yGXenE+L5L+5tJ7/RgL+7I+/cOlrUcW7U6Jn9\n9l4mR/ry9i2juv2emwsb+PM3hQzycEStMzFqiBcf3T7G5nchyNwdrT1O2g91zApXkJY8qIvIxpz3\nsvFzc2TdXR2Bz2Qy8ePuPLIq29lSrsdo7nhsxAz2IDnch9EhXsQMdqdBo+eef+fazKVarVYOHVNz\n65oDPHp5JGlTwvv9flqtVsrKymhubiYhIaFXZfvO7xWVSoVWq8XZ2Vm8J15eXqdU9lKr1Tz44IN4\nenry9ttvn3PNfxKnRJozPdeQyWT4+flx7bXXcu211wIdZxR79+5l586drF+/nqamJkaNGiWO40RF\nRfX4Qd4TKcCTrcVMJpP4YKisrBzQ7tjOZ7fjx4+3m9PMyQjNKh4eHpjNZnQ6HTExMRgMBnGOsT+k\nEM+U25JD2ZTXwI+59fwpTMGR0lIyVd7kN3Zshq4dFWRjiBDg6cz9l0TwytZSthY1dhFQAJgZF8jg\nBc7ctS4HvclCXJAHZqsVRafftSBz901RGxYrLL1yHL4KoyiiodPpOG5y5mhTG3P/FEZeTQs/5NTw\n3/wGjuusKBzAZIHLYvx57qoYUaBf4JucOhzlMiZHnijlymQyiuu1AFwyov9FA3Q6Hfn5+Xh7ezN+\n/Pheb5JOls0UvmfnYwTB+9bLy4vW1laioqLIzc1l6dKlPPLII9xxxx1230BK9D9SZnqOYTQaOXD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XHde9loDWYeuzySRZ3cV7qTQtRb5by+X8th1Ynv76xwYKifK94uClyd5LS0m8itUePtqkBn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\nOVx664UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Wire frame\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "\n",
    "ax = fig.add_subplot(1, 1, 1, projection = '3d')\n",
    "\n",
    "p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xI9NEdF1neHiYgYEBduzYwdmzZ/MyEq2QYppuZBqNRunu7mZ+fp6WlpY1DyY3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\nk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hLFYpFcLkcylcIxSXHs9s3CI+4CEgFapG5D9oKAtWYfU4QOrbaFUGb6ZuT2UFpFB/2A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\nnxIZTCUSiUQi+ZT8fyH29K0q8srHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Countour Plot com projeção\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "\n",
    "ax = fig.add_subplot(1,1,1, projection='3d')\n",
    "\n",
    "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n",
    "cset = ax.contour(X, Y, Z, zdir='z', offset=-pi, cmap=cm.coolwarm)\n",
    "cset = ax.contour(X, Y, Z, zdir='x', offset=-pi, cmap=cm.coolwarm)\n",
    "cset = ax.contour(X, Y, Z, zdir='y', offset=3*pi, cmap=cm.coolwarm)\n",
    "\n",
    "ax.set_xlim3d(-pi, 2*pi);\n",
    "ax.set_ylim3d(0, 3*pi);\n",
    "ax.set_zlim3d(-pi, 2*pi);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para aprender a criar visualizações de dados eficientes e profissionais, acesse:\n",
    "    \n",
    "https://www.datascienceacademy.com.br/pages/curso-visualizacao-de-dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Obrigado - Data Science Academy - <a href=\"http://facebook.com/dsacademybr\">facebook.com/dsacademybr</a>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
