{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualização de Dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Após interagir com dados externos como arquivos CSV e banco de dados com o Pandas e outras ferramentas, vamos agora a uma das etapas finais do processo de anáise de dados: visualização."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A biblioteca mais usada para fazer visualização de dados é a Matplotlib que foi criada para se assemelhar com vários recursos do MATLAB, e ela se integra bem com outras ferramentas como NumPy, SciPy e Pandas. Uma ótima forma de aprender a usar o Matplotlib é vendo exemplos em sua [galeria][matplotlib-gallery]. \n",
    "\n",
    "[matplotlib-gallery]: https://matplotlib.org/gallery.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráfico de linha"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O método básico é o `plot`:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0194145e50>]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt # Importado desta forma por convenção\n",
    "import numpy as np\n",
    "\n",
    "x = np.linspace(-10, 10, 5)\n",
    "y = x ** 2\n",
    "\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por padrão, o `plot` desenha uma linha azul, mas temos a liberdade de escolher o tipo de linha e cor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f01870f4b50>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, 'r--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para um controle melhor, podemos usar os argumentos `marker`, `ls` e `color`, para o tipo de marcador, tipo de linha (*line style*) e cor, respectivamente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0187072950>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, marker='s', color='g', ls='--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para adicionar mais de uma curva no gráfico, basta usar outro `plt.plot`. Neste caso, podemos introduzir também uma legenda para facilitar a identificação das curvas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0186fe9a90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = 5*x + 50\n",
    "\n",
    "plt.plot(x, y, label='Curva 1')\n",
    "plt.plot(x, z, label='Curva 2') \n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráfico de dispersão"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Neste tipo de gráfico, estamos mostrando duas variáveis numéricas com pontos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f0186f75950>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42) # Configruando a semente para que resultado seja reprodutível.\n",
    "\n",
    "x = np.random.normal(size=100)\n",
    "y = x + np.random.normal(scale=0.5, size=100)\n",
    "\n",
    "plt.scatter(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos usar alguns dos mesmos argumentos disponíveis no método `plot`. Por exemplo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f01856d8b10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(\n",
    "    x, y, \n",
    "    color='#f08080', # Podemos usar o formato de cor hexadecimal e RGB também\n",
    "    marker='^', \n",
    "    s=200 # Tamanho dos marcadores\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogramas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histogramas são usados para visualizar distribuições, por exemplo as idades de um grupo de pessoas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  2.,  11.,  49., 114., 135., 119.,  48.,  18.,   3.,   1.]),\n",
       " array([ 7.5873266 , 14.68132543, 21.77532426, 28.86932309, 35.96332192,\n",
       "        43.05732075, 50.15131958, 57.24531841, 64.33931725, 71.43331608,\n",
       "        78.52731491]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "idades = np.random.normal(loc=40, scale=10, size=500)\n",
    "\n",
    "plt.hist(idades)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por padrão, o método define sozinho os intervalos de cada categoria, mas temos a liberdade de alterar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0.,   1.,   1.,   5.,  20.,  49.,  84.,  86., 102.,  81.,  35.,\n",
       "         23.,  10.,   1.,   1.,   1.,   0.,   0.,   0.]),\n",
       " array([ 0,  5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80,\n",
       "        85, 90, 95]),\n",
       " <a list of 19 Patch objects>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(idades, bins=range(0,100, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Uma formatação interessante a se fazer é definir as bordas dos intervalos para facilitar a visualização."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0.,   1.,   1.,   5.,  20.,  49.,  84.,  86., 102.,  81.,  35.,\n",
       "         23.,  10.,   1.,   1.,   1.,   0.,   0.,   0.]),\n",
       " array([ 0,  5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80,\n",
       "        85, 90, 95]),\n",
       " <a list of 19 Patch objects>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(idades, bins=range(0,100, 5), edgecolor='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráfico de barras"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Outro gráfico bastante usado é o de barras para mostrar valores numéricos associados a categorias:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "categorias = ['A', 'B', 'C']\n",
    "valores = [30, 80, 60]\n",
    "\n",
    "plt.bar(categorias, valores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos usar barras horizontais:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(categorias, valores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adicionando recursos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Os gráficos do Matplotlib são bem customizáveis. Na figura abaixo, é possível mudar todos os elementos:\n",
    "\n",
    "![Anatomy of a figure](https://matplotlib.org/_images/anatomy.png)\n",
    "\n",
    "Nós já vimos como adicionar legendas anteriormente e veremos agora alguns outros recursos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-6, 6)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(123)\n",
    "z = y + np.random.normal(size=len(y))\n",
    "\n",
    "plt.scatter(\n",
    "    x, y, \n",
    "    label='Pontos subindo', \n",
    "    zorder=5, # configura ordem de desenho do elemento gráfico\n",
    "    alpha=0.8 # configura opacidade do ponto: 0 é transparente e 1, opaco.\n",
    ")\n",
    "plt.scatter(\n",
    "    x, z, \n",
    "    marker='v', \n",
    "    s=50, \n",
    "    label='Pontos descendo', \n",
    "    zorder=2,\n",
    "    alpha=0.8\n",
    ")\n",
    "\n",
    "plt.legend(loc='upper left') # trocando a posição da legenda\n",
    "\n",
    "plt.title(\"Demo de recursos extras\")\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"y\")\n",
    "\n",
    "plt.grid(zorder=0, color='lightgray') # configura grade\n",
    "\n",
    "# configura extensão dos eixos\n",
    "plt.xlim([-3, 3])\n",
    "plt.ylim([-6, 6])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráficos e objetos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A forma de fazer gráficos que vimos até agora foi criada assim para se assemelhar com o MATLAB. Como o Python é uma linguagem orientada a objetos, também é possível criar gráficos com objetos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-6, 6)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "\n",
    "ax = fig.add_subplot()\n",
    "\n",
    "ax.scatter(\n",
    "    x, y, \n",
    "    label='Pontos subindo', \n",
    "    zorder=5, # configura ordem de desenho do elemento gráfico\n",
    "    alpha=0.8 # configura opacidade do ponto: 0 é transparente e 1, opaco.\n",
    ")\n",
    "ax.scatter(\n",
    "    x, z, \n",
    "    marker='v', \n",
    "    s=50, \n",
    "    label='Pontos descendo', \n",
    "    zorder=2,\n",
    "    alpha=0.8\n",
    ")\n",
    "\n",
    "ax.legend(loc='upper left') # trocando a posição da legenda\n",
    "\n",
    "ax.set_title(\"Demo de recursos extras\")\n",
    "ax.set_xlabel(\"X\")\n",
    "ax.set_ylabel(\"y\")\n",
    "\n",
    "ax.grid(zorder=0, color='lightgray') # configura grade\n",
    "\n",
    "# configura extensão dos eixos\n",
    "ax.set_xlim([-3, 3])\n",
    "ax.set_ylim([-6, 6])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pandas e Matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O Pandas possui um módulo de visualização que utiliza recursos do Matplotlib. Vamos criar um `DataFrame` de exemplo e fazer alguns gráficos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tempo</th>\n",
       "      <th>categorias</th>\n",
       "      <th>medidas_1</th>\n",
       "      <th>medidas_2</th>\n",
       "      <th>medidas_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>0.968996</td>\n",
       "      <td>0.903929</td>\n",
       "      <td>0.442160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0.926367</td>\n",
       "      <td>0.545590</td>\n",
       "      <td>0.213701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>C</td>\n",
       "      <td>0.848696</td>\n",
       "      <td>0.834595</td>\n",
       "      <td>0.473186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>0.166311</td>\n",
       "      <td>0.582510</td>\n",
       "      <td>0.901181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>0.485641</td>\n",
       "      <td>0.148094</td>\n",
       "      <td>0.796025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1</td>\n",
       "      <td>C</td>\n",
       "      <td>0.551680</td>\n",
       "      <td>0.286914</td>\n",
       "      <td>0.679142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>4</td>\n",
       "      <td>B</td>\n",
       "      <td>0.427687</td>\n",
       "      <td>0.429888</td>\n",
       "      <td>0.404317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>0.009670</td>\n",
       "      <td>0.579985</td>\n",
       "      <td>0.165045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>4</td>\n",
       "      <td>C</td>\n",
       "      <td>0.075244</td>\n",
       "      <td>0.654706</td>\n",
       "      <td>0.467390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>4</td>\n",
       "      <td>C</td>\n",
       "      <td>0.883106</td>\n",
       "      <td>0.464988</td>\n",
       "      <td>0.127628</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    tempo categorias  medidas_1  medidas_2  medidas_3\n",
       "0       3          A   0.968996   0.903929   0.442160\n",
       "1       0          C   0.926367   0.545590   0.213701\n",
       "2       1          C   0.848696   0.834595   0.473186\n",
       "3       1          B   0.166311   0.582510   0.901181\n",
       "4       3          A   0.485641   0.148094   0.796025\n",
       "..    ...        ...        ...        ...        ...\n",
       "95      1          C   0.551680   0.286914   0.679142\n",
       "96      4          B   0.427687   0.429888   0.404317\n",
       "97      2          A   0.009670   0.579985   0.165045\n",
       "98      4          C   0.075244   0.654706   0.467390\n",
       "99      4          C   0.883106   0.464988   0.127628\n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import random\n",
    "\n",
    "random.seed(42)\n",
    "\n",
    "df = pd.DataFrame(\n",
    "    dict(\n",
    "        tempo=random.choices(range(5), k=100),\n",
    "        categorias=random.choices('ABC', k=100),\n",
    "        medidas_1=(random.random() for i in range(100)),\n",
    "        medidas_2=(random.random() for i in range(100)),\n",
    "        medidas_3=(random.random() for i in range(100))\n",
    "\n",
    "    )\n",
    ")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A maioria dos gráfiocs são feitos usando o método `plot`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0177588f90>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Neste caso, ele colocou no gráfico apenas as variávies númericas no eixo y. No eixo x, o pandas usou o índice. Foi adicionado uma legenda automaticamente. \n",
    "\n",
    "Podemos definir quais colunas usar nos eixos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0177530350>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(x='medidas_1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0175c43510>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9cKhHpzrgC/s1k9gnG0/wyOR+8nKQhxMPXNyH+yb0ZmdGGUv257JoTw4Gk8igUA/G9/UlpaCam7/Zx7i+vjx7aQz9Alzb+5i/BYIgcFl8EF9tz6S8rgnvLpLutuOlRAe44u9mS2g6i3ulJ7JAPZ01fHLdYC7tH8Czvx/lsWWHeWhSH+aNjUKllHzr1321F4DoAFd+vnt0G9eJySxSq5NmANZBoOWA0HJ9tWV2UFzT1K7lWF6vZ8uxUrYc67zxSpiXloEh7kR4O7cbM7D+7eKoQqkQWJFcQJSvMzGB5+8+6C5EUaSqwUB+lUTQeZUNtj7sqsY2syGNUkGQhyPBnk5c1M9Ptq6t7wHujqiVCgwmM5ml9aQWVpOS36yZ35MpdbkUBIj0aSul9HWV7t3libm8t/44Myzxq/MNncHEvB+SSMqp5JPrhnBxjH+n+5utQVG7y0VCZb2e+Vsz6OXrQkKUF2FeWpJyKrn12/24OqpYNDeBKF8XQJoGrkstZl1qMbszyjCYRHxdHZgU68+UuABGRXm3G6V/6c8UvtuVDTS7XjpCeV0Tvx3MZ8n+XE6W1KFWChhM0m+qEODa4WE8MqmvfEP+3UgtqOHSj7fz6pX9uaEL1kx9k5FBL6/jtjGRPH1pjM22FckF3PfTQdY9PI6+/j1HUGV1TTz/+1HZb//iZbG8+GcKyXnV+Lo68Me9Y85J4FlnMNkQf2mtjpSCGg7nSdmXHblwzgQjo7wssQQL+TuqcXdSNQ8CrQLLTmrlOXvozWYp4GgbbGywsbAbWuUVaDVKyR0ik7RWco1Y3CM+Lg5nnDAliiIF1uzXAin7NbWwhrzK5oHXz9WBsrom2cW67uFx9PZ1Oa/Zr3qjmbsWJbEpvYT3rolnxpBgJn2wjdnDQ5k7NqrdY3QGE9HPr+HxKf3OuDhXZy6Xfx2hZ5fVM/2THXJxmwA3R0ZGeeHiqGLRHqnK4MLbE4gJtA1AVTca2HKshHUpxaw8Ytt/494JvZg3tpecDbrzZBnXL5Csw2APJ1Y/NPa0vlZRFDlwqoql+0/x1+HCNsHCxyb3Ze7YqL89GUYURSZ9sA0vZw3L7hxFflUj9yySCgQ5qhU4qpWWlwJHlZKdGWUU1zQRH+rBRf385H0cVApWJBey42QZr17Zn16+Lu0eb923uw+aKIqsSC7k0eWHmwtSKRUsv2uUTVDufKHJaCK3opGc8npZlSOl3VfL2Zing5ezBgeVgppGQ7uJWC2hVgryAODmaCH+FoOBm5OqxcDQvJ+7kxpnBxWltU2tgo3NVnZBlc6mng+Ah1YtZxBLRK21+K+ldR5a9d8uuaxuMJBaKFnxy/bncqy41ma7VqMkJtC2jk1f/78n+9VoMvPAkoOsOlLEa1f15/qEcIprdCS8vpH/XB7HzaMj2j3OSuhPTO3HPRfaCR2QrOJPNp1k0Z6cDh+mGUOCuXt8L3q34z+3Bgvbg6ujigcv7sOrK9Po7edCVlk9l8cH8cG1g7p8fbU6A38dLmTp/lNtAoDvXRPPVYOD/1bL4qMNJ/hw43F2PXURTmolV3y2k5zyBjy0anr5utBkNKEzmNEZTDZW0dlAo1LgqGpF+GoljiolDi0GiZaDAcCCHVk253l0Ul+iA91sjpcHmRbr1ErhvGm89UYz+VWNstzSKr1sz32j1SgJ93YmxNMJb2cNns4avLQaPLSSxLNWZ2wTZLa6i6zry+r0Z33NEd5aYgItUsNANwI9HOWZgkuL3IN/AnIrGrjqv7twUClYMm8k1Y0GOfPV+m418JQKgd6+LjZ1bGKD3PDQ9lz2q9ks8tjyw/x6MJ/npsXI1vjmYyXc+u1+ls4b2WHV0Ua9iZgX1vDk1Gib5Lzu4H+O0K3IKa/nnbXH5IzE6ABXHFQKGxL1cdEwItKLhEhvEqK86OvnikIhsDK5kPsWHyA20I2BIR4s3neq08+aMTiY56fHdjstOrWghmWJubILx4qPrxvM5e1U3TsXyCqrZ8K7W3j20hjuGBdFeV0Tt3+fyOG8Kp6fFsttF0TK+174zmYifZz59tYRmMwiOoNJehnNfLThOMsS8/hxbgICoGsxEFjfm4yWZaOJJnmbZbvR1P6+BhM1OiOmLlq67UFhKQXg0GIQsRkwWg0G8oCgajXgtJxpqBU4tDqm5SDVuhJlSxRWNzLqjU08eHEfZgwJJrtcqo+TbamNk11eT25Fg+yeA3BUK4jwdsbbRYNKoUCtFFApFKiUAiaz5JbIr2ykrO70AUdXR8m37+ooyUWt7qXqBimY3NljLwjg6qCydQO1nhVo266zziAcVIoeG1wr6vXM/HwX5fV6frl7lE2SjhVms0huZYNNHZvUghqKanTyPsEeTtIA1oLozyT7VRRFnv39KD/tPdVGqfL5lgzeWpPO4Rcmd1j7qUFvJPaFtTx9STR3jrcTers4nFvFG6vT2JNZQYS3lptHR/DG6nT0RjOujipcHVQUVEv/XE+tmuERXiREeZOSX82vB/O5bUwkL1wWiyiKJOdV88mmE3JmY2uEeWkZZNHmDgqV0qq7MsXTGUysPlrIw0sP26x/9tIYbh0Tcc6ljpd9sgNBgD/vuwCQLIWHlh5kbUoxt42J5NlpMeRXNjLunc28eFkst46JbHOO99cf5+ONJ8h8/dIeteD0RjP3/Jgk/+aTY/159cr+5FQ08PDSQ+RVNqJUCLx8RRx+ro42g0yTwXaQaD3INHUyiOiM5jZa5+5ArRQsM462A4JVURNnqVve0nXVaDBRVqenpEbH0fzq07pf2sPQcE/G9PJmdG8fBod54KDqupvBbBapbTLKVr8sLW0TWG5fgnra3AOlwuIisg0Yu1uWO3MduTqq5GehUW/i+gV7OFpQw09zE2yykLuC8romGys+paCGzNI62Q/v5qiyBF3dZaLv7eeCuoNnURRFXlmRxjc7s7jnwl48PqWfzYDw4JKDJGZXsvOpi9o9Preigad+TWbnyXKeuTSaeePshN4hRFFky7FS3lydzrHiWiK8tWSXN6BUCLw/K54hYZ7sySxnb1YFe7PKya2wdS0EujvyxY1DiQ10Q6VUUN1gIP7ldfJD25FETqUQiA50JT7ESvIe9PJ16dR6Sy+qYeqH223WzUkIY97YKCJ8zk253q+2ZfLaqjQ2P3YhkZbPMJlFXl2Zyrc7s5kaF8CwCE9eXZnGxkfH08sSWG6J11amsmjPKdJemdpj12U0mbl/8UFWHy0CpFyCRbcnyMFqURRZnpTHK3+lYhJFnr4kmusTzq5iYUuYzaLNrELXzqyiydBqvbH1gGEZWIwmGvQmcisayCit75HrO1MEujvSL8CVXr4uOGusg47tDKTlIOTQZp00+LQkt+pGAwdPVbIns4Itx0pIL2r2aX9y3eB21UU1sruo2XV0upiDs0aJi6OUhGbFjCHBbWYC1phBy/iCs6bzYHKj3sSx4lqbGvPpLbJfNUoFffxdLCobqZZNTKArro5q3l17jE83n+SW0RG8eFlsm8+Z8sE2Qjyd+PqW4W0+949D+Tz321GZR6yz5TPB/wtCt8JkFvnlQB4frD9OYXXzlKu1yqOgqpG9WeXszihnWWJzlpuLg4phEZ4kRHrz8cYTBLg7svmxC2VCBOmf3jqopFEpZGvPWaNkQIg7g0I9GRTqTnyoR5tMOZCm5Zd9stNmCj0s3JMbR4UzJS6gU8vfZBapatDLyTUV9VKCjYdWw5S4tsXDCqoaGf3mJh6Z1JcHWiU0fL0ji1dXpiKKko835T9T2n0onv3tCGuOFpH0/KQOr6s7MJlFHll2SC7cFeGt5bd7xrTr1iqoauTJX5LZfqKMMb29eevqgYR4/v31OwwmM0XVug7lfAVVjTZuFJBmhS2TZALcHPF20eDt4mDpLamwGRw6mnE0WQaTRr2JnIoGjhXV2JDe+UIvX2fiQzxsZyqqVrMWywDhoFYiiiJ6o5mmFi+95aUzmKjVGflmZ3MsJSbQTR4YTpd7oFQIuDq2Dhi3kpa2CDS7O6lxcVBRXqcnv6qREyW1stqmvL79WMXXNw8jLsgdf7fm1o5NRhNxL6zlzlYJZLU6Ay/8kcJvB/MBqYdsbkWjje+9u/h/RehW6Awmvt2ZzQfrj8vke8voCF66PK7dfSe+v5W8ykb6+btiNJttLKwwLy3XDg/lp72nyK9qZNHtCVQ26FmXWszm9BLqmoxoNUrCvLQEuDviqdWQWVpHamGN/HD7uTrIFvygUA8GhLjLypnUghpu+XYfJe0kY4zv64u/mwMV9bZZkdWNhg79oB1N52bN301Fg571D49rQ9h/Hi7ggcUHAdjy2IXtzhQeWXqIfdkV7Hiy/Slld2A2izz1a7I8mLo5qvjt3jHtzgysEEWRJftzeXVFKoIg8Oy0GGYPD+3RYKg1MNyRnK+4RkdrA9PP1ZrhKClDVh4pILeika9vHsbIKO+/tU2cKIqU1jZJSpzyerkC5vHiOk6W1HV4nLuTmurG08s03RxVNgXVgj2ccNIom2cslkGo9aB2pgjz0toMEmqVJAu2DgJNlliN3iR9tt4krT/TcIyDSiG7fpqMZgqrdR3GdrydNbJOHuCLbZl8NHsQVwySCscdOFXJg0sOkl/ZiL+bI4XVOj6/fgh3/3jATuhnisp6PR9uOG6TcZj80uQ2MsSKej1Xf76LygY9v9w9GjdHNb8cyGtTM8SKO8dFMSHaj7ggNxJzKlmXUsz61GLZ2o7w1hIf6oFWo+Rofg1H8s883d2K+BB3Qry0eGmt6gg1ns4aPLUavJwlpcQbq9JZeaSQT+cMZvpA26Drwj05kt77wbFtZJ17MsuZ/eUeQJLXfXXTMIaG23bWuWthEplldax7ePxZfQ9RFHnhjxS5LrdKIfDD7SMY3avjDLuWyK1o4MlfktmVUc64vr68dfUAAt27plOv0Rkkom5pYbewslsrSJQKgUB3x2Y5n8XKtlrcgR6ObfzX0z/ZjlIQ+MMSr/inQBRFyuv1ZJfVszujnF8P5pNV1rlr6Je7RzE41BOFQqC60cADiw+y9XgpN48K57npsR36m1sH1Fu6sayk3yQHyptnJUv2nyKnvAGQCsDJs5bOYiGW7eeJytrgvgm9OXCqkl0Z5QA8Ny2GjzaeYFi4Jx9eO5j4l9fx/PRYbr+gbZyqK/h/TehW5JTXM/6dLfLyc9NiuHFUuM3DmFNez4z/7kLroOTXu8fg6+rAlA+24ems5r/XD2VfVjmfbDpJSkHNGV+Hg0ph0+atK3B1UFHbZMRJrWT6wEBmjwhlSJhnu5apzmDihgV7Sc6rZtHcBEZENgeSrHVF5o2LalNL/O016XyxLZPf7xnDfYsPUFSt46PZg2xKrN78zT6qGvRnRVSiKPLqyjS+biFPfOvqAVw7PKxb5zGbRX7cm8Prq9JRKQVemB7LzKEhVNTr21Tna+keqdXZTtkdVIoW2uu2iTP+rg7dClhnl9VzYQtF0T8BBpOZ1IIaknIqSTpVyYGcStkd6ahWEB/iwZBwT6J8nDGLIm+sTqeqwcAFvX34+pZhOKiUnCypY94PieRWNvDyFf25bkT3/l9dwY4TZdzy7T4Ghrgz/4ahmESRBr2JRr1E3I0G6W+bd4MJnV6KXdToDFQ2GGRXZJXFFXkW4qkexfqHx+Hr6sCgl9d3KDzoCuyEboEoily/YK88cga5O/LkJdFcNjBIDrIdzq1i9pd76OPvwpJ5I/ls80nmb80k6bmJspb1nbXpfLY5gxlDgvntYH67lkGQuyNRvi6YRZGj+dXyNLWfvytT4vyZHBdAXJBkJRdU6zicW8Xh3CoO5lZxJK+6XSWB1dcK0MfPhWuHhzJjSEibKpOVltlGeb2eX+8ZbePGuOmbfWSW1rH9iQk2A8L0T7bjpFay/K7RlNc1MfeHRA7lVvHctGZLYtb83SgUsGTeqDP6/Vv+dgpB6txy57ioNhmpHcFkFimp1dkQ9e6McnacLOvwGBcHVSuitk2c8XHR9KjL5rPNJ3ln7TF2PXXReSurXF7XxIFTVSTlVHLgVCXJeVXyfRPs4cSQcE+GhnkwNNyL6EBX2cpefaSQZ347QoPexFOXRHPzqAgUCoHN6SU8sPggGpWCj2YPJi7ITSbT1gSrM5hkEteDCPwAACAASURBVLYuN+pNNFiIt6Pjeir/oTUEAVw0knTTQa3AaBIxms0YTSIGkxmjWZT+NpvP2MJ3cVDJOngrnNRKbhkTQVWDnsX7crlyUBAfzh5MZb2ewa+s56XLYrnFTuhnD1EU+WTTSd5ff1xeNyDYnacuiZZ7bG5MK+aOHxK5sJ8f91zYi5nzd/PhtYO40tJUwWAyc/Xnu8gpb2DNQ2OpaTTy3O9H2J/dXPxJEEAUJXfCgBB3Qjy1VDcaqKhvIrWgBrMoPVyT4/yZHBvA8AhP2RI0msycLK3jcG4Vq44UycWyOsKEfr7cdkEkY3r5yANTe7MNgJ+TpCqVv9w9WnaplNU1MezVDTa6Wp3BxINLJFnjrWMieG5aLFd8tgM/V0e+aSeK3xV8svEE760/jr+bAyW1TUyK8Wf+DUPla9YbzRRWN9oUe5KzHasaKKrWtfHNejlrCHR3tJk1TRsQyD0TehHiocXNSfW3JhxN/XAbzg4qfrl79Bkdn1vRwJ+HC7hxVHiXKkGazSInSupIzKlgV0Y5O06UtfGF9/ZzkROIPLTqNmRaXKOTczlA8g0HezrRoDd16nc/V3BSK3F2UOHiIL1Lf6vkdUqFYCHktuRsMJll0rb62msaJWu9M3moIEhxBA8nNdkWlw/AzKEhBLk74q7V4OGkxkMrvdydNJZ3NU1GM/1fXAvAoFAPPp49WG64cefCRHacKGPL4xPwdXWgvK6Joa9u6DSb9HSwE3o7+GZHFi+vSAUkUqio1zOury9PTY0mNsiNRXtyeO73o8weHsqGtBISorz4bM4Q+fissnou/Wg7g0I9+HFuAgqFwO6Mct5cncbhvGpCPJ2YFOuPk1rJ3qwKDudWYTSLKASpyFddk9EmsOmpVTMxRrLcx/bxaaNw2ZNZznVf7TmtFRHo7sirV/ZnfF9fjuRXc91Xe+jn78rieSPRalTU6gwMfXUDc0aEyQHi3w/m89DSQ/xx75g2ta9fWynpbqfGBXAkv5pBYR42v0NX8eW2DF5flW6jBrpldAQV9XqZtItrdTbfTxCsAUdtGws71FNqlNyyMl9maR2P/5xMUk4lk2P9ee2qAX9rDZ2TJXVMfH9rm+m0VRrZaDDRoDdarFZzC2tV0nZnldbz8aaT8nEjIr3o5etiY+WW1jaRVnjmLr9zAY1KYSFcJc6aluRrWdeCkK2kbP2/ldU18exvRwG4bUwkkT5aWeJYZSmJXNUoJURVNUrLnbksVQpBJloPCwm7a9V4WAi49TYPyzZXRyk7dufJMm79bj/9/F358Y6E0w6qh3KruP6rPdTrTbg4qDj4wiR5xrMvq4JZX+zmscl9ue+iPvL3HfbqBl6+Io6bRkWc0e9tJ/QOsGx/Lk/9mkxckDsT+vny/e4canQGrhoczKOT+7FoTw6fb8kApGnVgecn2RTzsnaiaZn1JYoiK48U8s7aY+SUNzAqypunL42mt58LB3Kq2JtVzt7MCg7lVrWRPlqh1SgZ39eXyXH+XBQt1f+2nnttShFvrE4np7yBuCA3pg8MorrRwPytGe2eK9jDifyqRqIDXFlx/wWolAruWphE0qlK9jx9MUqFwCNLD7H5WAmJz01qVz/fUtZ4cbRfuzpbkHTK+e3I+awa89ZQKQQCPSwBx1bFnoI9pWbV3W1xZjKLfL0jk3fXHcdZo+TlK/pzWScZuWaziM7YucugoYVFa/XlNuib3QkSMZvZZplJuTpIkrhmAj/z5KVzAaVCQKkQbJKqXB1VjO4lKXLqdEbWpRYD0oD62JR+uNoQskTULg4qHNWSwsVKvFUWBVZVg+XVqLeQsYWgLeRcfRo9uqNaIZOwewvi9dBKBC1Z0622azWn1aF3hv3ZFdz09T7CvLQsmTey06xwk1lk/tYMPlh/XP4eP92RIAf2zWaRq/67k+KaJjY/dqFcobS0tonhr23glSviuNFO6D2PlcmFPLT0IH38XPl0zmCWJuby7c5sAG4eFc7Jkjo2W2pyLLx9BGP7NJfXFUWRuxcdYGN6Mb/dM4b+wc3txfRGMz/tzeHjTSepqNczfWAgj0/pJzeL1RlMHDwlEfyezHIOnqrq0PIY28eHybGS9e7v5ojeaGbhnhw+3niCWp2BWcNCeWRyX3xdHNhxsoxnfzvKqYqGds81oZ8vhdU60otq+WzOEC7pH8CI1zcyqpc3n1w3uMPfafWRQu7+8QAAj0/ph1optGkP1loj3FEA+KXLYuXv0lkCltks2vhcW5JpY3s+2RbLR/OrbVxgUb7OOKmVbY77p5FtV9E/WOoCZEOymmaitbWKbdcdL67l4aWHyCit55bRETw5NRqVUlKxbE4v4fGfkwG4dEAAQ8O9qLYQcbO13Lxco+tYPguSIeTewlXh4aTBXSvJAr/YmgnA5fFBXJ8QJlnNFoLuKAejutFAYnYF+7Iq2Jddwfi+vmfcyq0lkvOqmPPVXvxcHVh656hOZ3YFVY08vPQQe7MqmDYwkEhvZz7dfJIDz0+S41l/HMrnwSWH2jSXKanVMeK1jWfVmMNO6KfBlmMl3LUoiSAPJ36cm4BZhPfXHefXg3k4qZVyKdHefi5seMRWsldZr2fqR9twcVCx4v6xbWqF1+oMfLktk6+2Z2Iyi1yfEM79F/VuU5u8yWjicG41ey3ZrPuzK9olw2APJ24YGc7kOH+8nTV8vPEkC/dko1YquGt8L+4YG4WTRonRZGbr8VIW7cmRB6TOEB3gyn0X9cbdSU2ZpZejNfBoJezW16MQkJNjPLUavFw0+Dhr8HJ2wMtZzZqUInaeLG9z/WP7+HRg5doGy7qrBgLJ6nfSKHFSK1ErFW1qnwe5O2IWwSSKmM0iJlHEZBYRRcnqarn+bB4NR7WimVA17bsf6puMHDhVyfHi9v3UY3p7c6yolrI6PSGeTnx+/dDT9iRttpb1spVcbfm7rK6Jr7bbFj8L9nDqln/Zxpfcatndqa1/uT1ZoyiK/OevVL7blX1aPXZZXRP7syrYmyWReFpRDaIoJfd5aCXt/L5nJnZYO6UrSCusYfaXe3BzUrHszlGdSmBXHSnk6V+PYDCZ+c/lccwcGsKjyw6zM6OMvc9MBKT/wcXvbcXdSc2K+y+wyWouqdEx4vWNcoXGM4Gd0LuAfVkV3Pbdftyd1Pw4N4EIH2fSCmt4a026TdW8lQ9cQFyQ7UNlLbd7w8gwXr1yQLvnL67R8eGG4yzdn4tWo+Ku8VHcfkFUh80i9EYzR/KrLRZ8hTydb42rh4Qwrq8Pq44UsjalmAA3Rx6Z3Jep/QPk4ljZ5fUs2J512uDq3wFXRxVaC+E6qpUy+Wo10rJGpUAUpUYAJrPY4p02BNx6H5MITQYT9Xoj9U0m6pqMXa7VolYKnZJvm3Ua2/VfbM1kTUoRmx4dT5iXto3U0Wgyk15UK0kHLa/Wg82d46MYGubJ4DBPnDRK2Ye8Kb1EDuL7uzlweXxQs1ujG/7llujt50K4l1aylh1UNnkaH80eRIS3cxv/ck/BGk+5/YJInp8ea7OtqFonuSUtBG4NyjqqFQwNlzK4R0R6MSjUg8zSei79ePtZabpPltQx+8vdqBRSqeZQr/azj+ubjLz8VypLE3OJD3Hno9mD5eS7Sz7ajp+rA9/fNgKA+VszeHN1Oj/NTWB0b9vcCmuJ3devGsCchDOTftoJvYtIzqvi5m/2oVIqWHR7gtxtaNfJMuZY6qODpJueNcw2Q/H1VWl8uS2TBTcNY2Jsx11L0otqeOnPFLlDy61jIpg+MFBOlJCDZZZAmXW5rslAYnalTf2M84WxfXzYfkKSCkZ4a7ntgkgb0l2TUkSSpTiVr6uD3I5s7gWR1OuN1DWZqG8yUtdkpN7ysq47XeEnKxQCMqm2dCm0IV/LPo5qJT/szpZ/v8cm9+WKQcHy8d0pbtUaoigy4d0tBHs68ePckYDUMDgxu5Itx0vYlFYiF4frCEPCPKiypLdXNXSt3kmol7Zd/7IcALSkuf9xKJ+vtmfhoVXz2pUDmDawObegqkHP/YsPsv1EGbeNieSZS6PPaaE4qyti2sBAPpk9mLzKRvZklUsulKwK2VXoainBMcJSJbV/kHu78ZSr/ruT6kYDGx8Z323f+anyBmZ9sRuj2czSO0d1mKWcnFfFg0sOkV1ez93je/HwpL7yzMNgMhP7whpuuyCSpy+JoaJez/i3NzMi0qvdWFNRtY6Rb2zkjRkDzljLbyf0biC1oIZpn2xHFCXi7uvvSqPBxKnyBp769YjNvhNj/Onl54xOb6K60cDvlpokff1dcHFQ0WgwtyBmyV/bUSC0M7RXO6a7GBjiTm8/F3xdHPhiW2a7+1gTl2IC3ajVGTmSX82ujLI23WvOFFqN0pZwNbbKB1urt3N/8Jl29EkpqOax5cmkFdYwY0gwL06PO+103WAyyxZxdQtXhtWfvDOjXB7AzgRxQW42/uWW6ovmZQ1uTiqWJ+bx0cYTBHs48dmcIZ26YAqqGnni52R2nCzjwn6+vH31QPxatBU8UVzL3B8SKazS8epV/ZnVoiH4uUBLw2hqXACHcqvkEreeWjUjIr0kAo/0IibQrdP4ihW/JOXx6PLDNgHJrqCgqpFZX+ymrsnIknkjiQ5wa7OP2Szy5fZM3l17DF9XB96fNYhRvWzrnB8rqmXKh9vklP+X/pQyoNc+NLbdUr/WmkpvzhjA7HNA6F0qMiEIwlTgI0AJLBBF8c1W292BRUCY5ZzviqL47Rld7XnGi38elX2nT/5ypNN9N6QVs0Gq10Wge/ODcry4jjG9vfF2ccBJLbkUnDTN7gUntRJHy99bj5fy1+EC+dixfXwI89JSUa+nvF7KdCuqbtthpjWcNcpO/aDJeVJ3nc7QaDCxPCnPZp2XswZvFw3ldfpuEfusYSEsS8zDWaNk7cPjCHR36tIDei6hM5jwdnbg7asH8srKVH49kM+vB/IZFeXNoDAPG8JuJnBDm6SRlrDmG7SHhEgvxvX1JdDdUfYtuztJVfvWpBSdUdeaBy7uw5je3tz/00Gu/nwXz06L4aZR4TaDmyiK/HGogOf/OIrRJPLaVf2ZMyLMZp8NqcU8tPQQjmoli+eNbFPmoSdgMoukF9WwL6uChbtzyGxRZuDAqUqpT0GUROBn2k5u2sBAXl6Ryo97T3WZ0EtqddywYC/VDQZ+vCOhXTIvqtbxyLJD7Moo55L+AbwxY0C7TTLSiyQJaXSAG5mldSzak8Ps4aHtkjn8A5pEC4KgBD4DJgF5wH5BEP4URTG1xW73AqmiKF4mCIIvcEwQhB9FUTz71ip/M1wd1Wg1Su6d0Jt31h4DpGzGSwcE8u3OLH4/VMBtYyLlanAOFp/vJf0Duf+i3qw4Usjzvx9lYox/m9ReURRZl1rM8aJaMkrr5KCjUiHIBYCsrozuol5vQqkQpNKjDioc1MrT1umwYkqcP/PG9UIhwNbjpaxILuRkSR0qhUBCpBfXDg/Fx8WB6Z/s4PPrh3DJgOYpe3WDgYeXHWJTum39eGvRLY1KwYLtWcSHuhMf4kGkj/NZJfqIoki93iT7l5t9yS2Xu6df3p1Zzu7McjQqBaGeTnhoNQS4SeVnu6JfLq/XszuznLggN6I6+X6iJa1+TUoR91zY64xbkA0N92LlA2N5dPlhXvwzhT2Z5bw1cyBujmoq6/U8+/sRVh0pYmi4J+9dE29TaE0URf67JYN31x2jf5A7X940tMt1cE4Hg8lMSkENezMlF8r+7AqbQl4AD03sw5WDggn31vZIwpejWsk1Q0P4blc2JbU6/FwdO92/sl7PjQv2UVitY+HtIxgY0ra94ZqjRTz1azJNBnO77tWWSC2sQa0UiPJ15t4fD+CoVvLwpI5VN1aPiMC5YfSuWOgjgJOiKGYCCIKwBLgCaEnoIuAqSN/aBagAOq9z+Q/FhGg/NqWXMCUugOtGhHHzN/v4ekcW/YPduWdCb34/VEAvP2cemdSX99cf5/L4IJQKge92ZbE8MZe7LuzFmN7evLE6nVG9vG1G/9yKRu5elGRTW8JZo8TbWSN1tBcgs1Ud7RlDggn3cu6SHK2jTjGiKHLbd/s7VLusTSlGQGBUL2+m9g/ggYv6kFFax9L9ufx6MN9GR17ZqnGyu1bNAxf3kQm9ZeLQoFAPHFQKm45Nbo4quepkfIgHET7O1DUZO9UvV7fSN3dHvxzho8XDyaNd/7K7Vo1Wo+L7Xdn8sDsbH2cNL10eZyNN7Qp8XR261H3q000n+XJbJjeNCj/rjvWezhoW3DSMBTsyeXvNMVI+3sHMoSEs3JNDVYOex6f0467xvWxmRY16E4//fJgVyYVcMSiIt64eeFb9N3UGE8l5kjJrX3YFSTmV8iwuyteZaQMDiQ5w412LYbTsrlFtisL1BK5LCGPBjiyWJ+Z12ni5utHAjd/sJau8nu9uGd6mYUaD3sgrK9JYvO8UA4Ld+Wj2ILnhfEdIL6ylt58rSTmVrEst5vEp/fBx6VjyKM/mzpGFflofuiAIM4GpoijOtSzfCCSIonhfi31cgT+BaMAVuFYUxZXtnGseMA8gLCxsaE5OTutdzjvyqxoZ8+YmuQRtjc7A3O8S2Z9TwetXDeDzLRn08nXmm1uG8/SvR1iyP5fXrxrA8AhP3lqTzoa0Etnn3dvPhRX3X2Dz0JTVNWE2izhb/MDtTTNLanV8vPEEi/fl4qhScMe4KO4YG3XWZVjL6poY9/bm07pOPLRqEixt+4aEe5Jb0cCDSw7KA9H4vr7MHh7KxTH+HC+uZc5Xe/DQanj6kmhZqz4nIYzXr5IUPyazyImSWg7nVnEot5rDuVUcK67ttOWcNTmnpX5ZrRT4/VAB4/r6Mn1AoI1/+XT65dPh4KlKHlt+mIzSeuYkhPHMpTHSINtDsGYmzxgSzLsz43tUNbL9RCk3fr1PXm5PiVVQ1ci8hYmkFNTw5NRo7hwX1W0LuUFv5EBOFfuyytmTZUmOswze0QGuJFh84MMjPfFzdaTJaOKmr/dx4FQl3986oo3ioycx56s95JQ3sO2JCe269uqbjNz49V6O5Ffz5Y3DmBDtZ7P9aH41Dyw5SFZZPfPGRfHopH5dSmpLeH0Do3v5kFFaR2ltE5sevbBD5RpIpR3Gvr2Zd6+JZ2YLfXp3cFZBUUEQrgGmtCL0EaIo3t9in5nAGOARoBewHogXRbHDHOV/alAUpHocHlq1XISqUW/irkVJsuxPo1Jw8PlJOKgUzP0hke0nylhwk3ST7M0s543V6RzKrQIkFcjmxy48o+llZmkd76w9xuqjRfi4OPDQxD5cOzy0w5KlXYEoivx2MJ9Hlh0+/c4WtKyB7WdJuGhdu33HkxNYdaSQ11dJ5YYdVAo+vHaQjXumJRr1JlIKqsmtbMDdqVm7bFVmtPcd9UYzY97ahINKwfqHx3f64JwJdAYT768/zlfbMwn2cOLtmQO7FWjrCMsSc3ni52SmxgXw6ZzBbVQkDXojJ0vq2p3+nw5JORU8suywXHIWpIDjWzMHyhnGidkV3LUoiSaDmY+uG8RF0R2rsFqiRicl8VglhEfyquXyFf2D3ZsJPMKzjX/ZbBa5f8lBViYX2tQIP1dYdaSQe348wDe3DGvz/XQGE7d+u5992RV8et1gm3vSbBb5ekcWb69Nx8tZwwezBnV54Kmo1zPklfX0D3bjaH4N78+KZ8aQzkn6VHkD497Z3CbhqDs4W0IfBbwkiuIUy/LTAKIovtFin5XAm6IobrcsbwKeEkVxXzunBP7ZhG4tJXvg+UnyQ6E3mnlo6UFWHZHcD/NvGMLU/oHUNxm59svdZJTUs/TOkQwM8UAURVYfLeIei7UK8Pu9YxgU2v0HFiApp5I3V6exP7uSKB9nnpga3W5Xou7gik932DTTtmJMb2/cHNVsOVbaoYRQq1F2aOVP6OfLO9fEM++HRA62qtbYE7AW+LprfC+euiT69AecARKzK3j852Syyuq5eVQ4T14SbVMzpjtYmVzI/YsPcEEfX766aWgbeWR+VSNzv08kvaiGrY9NkIs6nQ56o5kPNhzni60ZBHk48d418YyI9GLB9izeWpNOoIcjn80ZQmpBDc//cZQQTy1f3TSM3n4duxAq6vXss7Ro3JdVQWqhlMSjVgrEh3jIQcwhYR64nqbGyasrUlmwI+usmiF3BwaTmdFvbmJgsLuNXLDJaOLOhZIx9sGs5gJ7IGnCH1t+mO0nypgS58+bMwZ2qwl8S9VOXJAbf913wWlnXtbyyl0h/45wtoSuAo4DFwP5wH5gjiiKKS32+RwoFkXxJUEQ/IEDSBZ6hxG+fzKhJ+VUcPXnu9s0iTCazDzxczK/WtpJWZsll9TquOqzXTQZTfx2zxg5OaGuyShXYQOpCuDjU/qdUd9QURTZkFbCm6vTyCitZ2i4J09fEt3txrkgkcHgl9dxxeBghoR58thyW2t9Yow/H84exJ6MctamFLEhrbiN77wzzBoWwjXDQvl6exZrUoq4ZXQEz0+P7RGVS3ldE6Pe3ITZLLLygbFyrkBPo1Fv4u216Xy7M5twby3vzIy3qS3fFWxOL2HewkQGhXrww20JbWYUB05VMu+HJKob9RhMYpuAc0dIL6rh4aWHSSus4dphoTw3PcaGYJNyKrl7UZI8ixrbx4dPrxvSRp5ZXKOTeuxagpgnWiTxDAnztMgIvRgS5tktV9bXO7J4ZUVqh703zxXeWyf1/Nz+xARCPLUYTWbu/ekAa1OK2+i+16cW88TPh2k0mHhhehzXjeh+56uWbSm7KpvMKqtnwrtb+ODaeK4a3POEftq5uyiKRuA+YC2QBiwTRTFFEIS7BEG4y7LbK8BoQRCOABuBJzsj8386BoV64qlVsynNVrmhUip495p4efnxn5MxmUX8XB35/rbhGEwiN3+7j0pLL0IXBxWrHxwr778pvUSqxvfHUZs+ol2BIAhMivVn7UPjeGPGAHIrGpg5fzd3/JDY7RKnB05VUq83Ma6PLzOHhsgZblZsSCum/4trEQR4e+ZA9j87kSlx7U/Tg9up+b0sMY9r5u9mTYo0m/luVzb3/JhEYw/o2b1dHJgxOBijWeTZ345gPkfdC5w0Sl68LI4l80ZiFkWu/XI3r6xIRdfFxKc9meXctSiJfgGufH3L8DZk/sehfGZ/uQetRslv94xBIUDaaZLGTGaRL7ZmcPknOymt1fHVTcN4a+bANtZylI+zTWDOQaUEQfLf/pyUxxM/H2b8O5tJeH0jDyw+yB+HCgj2dOKJqf345e5RJL84hZ/uGMlDE/syulfbyp+dYWVyIa+uTGVqXADPT//7yBxg9ogwBGDJvlxMZpFHlx9mbUoxL14WK5N5o97Ec78f4Y4fEgnycGLF/WOZkxDW7eusazLKZH7bmMguu+bOtcrFnljUAR5eeoitx0vZ/+zENpZly/6b0wYE8sG1g9CoFOzLquCGBXsZGOLOorkJ8oNgtVgemtiH0tomluyXgp13ju/F3LGRZzSdb9Ab+WZHFvO3ZtJoMDFrWCgPT+xjkzjSEawupYMvTJLLg07+YGu7NUUC3KT655uPlfDO2mMEuku9ES+K9uNESS25FVL6ulIhcOPIcDy1GnIq6vn1QH67n/3xdYOZHOt/VuqK48W1TP5gG8BZJWh0FfVNRt5cnc7CPTlE+Tjz7qx4hoR1rNu2llQN8nBi6Z2jbBqQmM0iH244zsebTjIi0osvbhiKp7OGi97bQm9fF768qV3Di9yKBh5ddph92RVMjvXnjRkD2tQDAinRZe4P+ymubmLu2EjWpBS1UU55aNUMj/CSA98xga49kh26N7OcG7/e1+b+/zsx9/v9HMqtYlxfX349kG+j9U8tqOGBJQc5WVLHHWMjeWxKvzPKEM6taGDu94kcK5YG4Ow3p3X52IzSOi5+b+tZxRXsmaJnACtpt2wEYUWNzsCQl9cjIllNF/bz5fPrh+KkUbIiuYD7fjrItAGBfHLdYBQKAbNZstz3Z1ew4v6xkuW7Jp21KcX4ujrw8MS+zBoWckYPVXldE59sOsmiPTmolQrmjo1k3rioTn2cLbsTWWHttLN03khu+XZ/h/5zZ42ShXMTGBTiwV2LkliXWszIKC8MJpEDpyoRRQj31jI51p+RUd4czq2yqfFtRaSPM9MGBJIQ5cXQcM9uD2o3fr2X7SfKcHdSs+nR8e2SW09j58kynvg5mcLqRu4YF8XDE/u2Ia30ohqu/WIP7k5qlt81Cv8WA2yj3sRjyw+z8kghs4aF8OqVA2Qlxb0/HuBIfjXbnphgcz5RFFmWmMvLf0mNsV+6PI6rhwS3sSjNZpFPN9s2bmkPs4eH8vpVA3pUZQPSIDvz8134ujrwy92j203C+TuwKb2Y276TeOX+i3rz6OR+mM0i3+zM4u01x/DQqnlvVny3palWJGZXcOfCJHQGE/V6E3eMjeTZabGnP9ACa838j68b3CWpa3s460zR/48Y38cXpaX9VmtCd3NUMzLKm8LqRuaOjeKZ345IevVbhjF9YBCFVTpeW5VGoLsjz02PRaEQeO+aeKZ8uI0Hlxzkt3vG8MWNw0jKqeCNVek889sRvt6RyRNTo5kc271gp7eLAy9dHsetYyJ4Z+0xPtl0kp/2nuKBi/tw3YiwNtKrsromjubX8Gir5IfLBgbxztpjHMytIuU/U7jh6+ZWfS0xOMyT6ABX3lqTzrrUYl6YHsttlqBnSa2ODaklrE0p4rtd2Xy1PQsfFweuGxHKuD6+/JVcIAeVs8rq+XTzST7dLGXNDQr1ICHSm5FRXgyL8DqtZPC2CyLZbunO89qqNN6fNajLv9mZYkxvH9Y8NJbXV6XzxdZMNqaV8N418XJTkKyyem5YsA9HtYIf5ybYkHlxjY47fkjkSH41z14aw9yxkTb/5+gAV1YeKaSuySh/99LaJp7+NZkNaSWMjPLi3WviCfGU4jNGSxLPvqwK9mSWs7FFYpdKJioksgAAIABJREFUIXB5fJDsA4/0caa60cBjyw+zZH8uFfV63pkZf1YVCluiqFrHLd/sw0Gt5LtbR5w3MhdFkb2WGkkAj0zqS0mtjseWJ7PteCkTY/x5e+bANi0bu4pfkvJ4+tcjBHk48vqMAdy5MKndLNPTXCVwzmTodgu9M8z6Yje1OqONH9yK73Zm8dJfqWx6dDxHC2p4ZOkhYgLd+P62EXhq1XJ50JaEty6liHkLk7hzfBRPXyL10RRFkfWpxby1Jp2M0nqGhXvy9KXRDA3vfrATpJ6ob6xOY09mBeHeWh6f0o9pAwJl8uioOxHAlZ/tRG80s8ryfV/846hNFb7WmJMQxmtX9m93AKrVGdh8rJS1KUVsSS+RO7pE+TqftgSBUiHQP8hNTgsfFuElq42sMJtFJn6wVXYndLeWx9li6/FSnvw5mdK6Ju4e34trhoUw56u9NBpMLLtzpE3q99H8am7/fj91OiMfXzeYi2PaxiPWp0ptD60zwjVHi3jmtyPUNRl5Yko/bhgZzpH8aosKpYKk7Ip2Sz1sfHR8h0WmRFGS6L25Op0Ad0c+nTPkjJVXVtToDMyav5vcigaW3TWqjf7978THG0/YzFCemxbD51syqGsy8vz0WK4/A185SPfa22uPMX9rBqOivPn8hiFsP1HG/YsPtqv57wwnimuZ9MG2NoKL7uCsgqL/n3FxtB9phTUUVrdtYGt9KDemlXB5fBBf3jSU48W1XPvFbkpqm3h+eixT4vx5ZWUqq49I/RonxwUwJyGML7dlssvS2FgQBCbHBbD2oXG8ftUAcioauPrz3dy5MJGM0u73c4wP9WDxHSP59pbhOKqU3PfTQa787y72ZErW9rbjpXhq1TbNOKy4LD6I1MIaOcj6+NTOZYG7M8rZ3Y4VD1IJhcvjg/hszhCSnp/Et7cMZ/rAQPLbaQbcP9hNrm0hCBDuJaWFf7czm9u/T2TQy+uY9vF2XlmRyrqUIqoa9CgUAre1KK3w3O9HaTL2TBGxrmB8X1/WPjyOGYOD+XTzSca/s4X8qkZ+uG2EDZmvPlLIzPm7UCkU/Hz36HbJHCQLHaQp/aPLDnPXoiQq6vVMjPFjQ1ox8f9ZxzXzd/PO2mMUV+uYMSSEpy+JxsfFAYUAz14aQ9Ybl3ZI5iDda3PHRrH8rlGIIlwzfxff7MjiTI06vdHM3YuSOFlSx/wbh55XMl+wPZP31x9nxpBgtlvcVq+uTMPPzZEV91/ADSPDz4jM65uM3LkoiflbM5iTEMYPt0szkPSiGlQKoVMZaHuwxvDtQdHzAOto2lEx+qkfbsPNSc2yO6UEpN0Z5cz9fj9eLhp+vH0kfm4OzPlqDykFNfx0RwJDw71o0BuZ/skOGppMrHlobJvpaYPeyNfbs5i/NQOd0cy1w0N5aGKf09aoaA8ms8gvB/J4f91ximp0TOjny+ZjpVwWH9Rud6LiGqm05wMX9eHO8VHc8s1+9udIU9jObpOJMX48fWlMp2TS8poOnKrkj0P5LNpzSl4f6O5Inc4odz3y1Kq5dEAg/QJcKa/TszeruauTIEA/f1fiQzxYmpgrn+ORSX15wNLk+u9CdYOB+JfXycsPTezDvRN6o1IIfLb5JO+uO86QMA++uHFYp11wanQGBr60rs16hQBxQe6SBjzSi+ERXng6a9ibWc49Px5AbzLzyXWDGdvn/9h7z/io6u6L9zuTSe+9905JIQkJvVcLKFIULAhSVOy9PlYsDyqKghQLoIBSRJAaektCIJSE9F5I7z2ZOffFyZxkMgkE0Od/7/243ijJzDAkc/bZv7XXXstWK7lJLgM3a6MeB3/Vja289PsVopNLmNjP/pYpGJVK4IXfLvHHpaI7WpL5O7ApJpe3/0iUwsGf33ZJGvBffnei1umur1DvCKQW1/LO3f14dKiHdFNY8NN5CqqaOPj8yFt6zZTiWiZ/dYrv5g5iah8kqj3h36HobUIQBEZ+fgx/e1PWP6rtbbziUCrfHsvgwlsTpIWES/mip7qBruipbm2iz4zVZ6lqbGXH0qF425qQWFjDfd+dYXygPd/NHdRj51Be38I3R9L5JTYPPYWchSO8WDTS67bW0ZvblNJQCERK4/SrY3o0ZXpwbQx5lY142BhxLrOClXNCGR9oT+A7B2769zw6xJ1nx/v1maNUqgQe/SGO0xk3VrgOcrNgToQbE/rZk15aL6U6Xcit0hrevjTRj1kRrrd1A7xVNLS0M29DLEmFtXwxO5gjyaXsSijEx84EhVxGSnEd00Oc+GRGEIBGPmlBVRPHUko5k1Eu6b+7w8vWmH6OZijkMo1c0/huVr1d/XO6Q0cuw9PGGH97U3ztTfC3N8XPwRR3KyN05DKJgrE3M+DbuX2nYJbvT+b7E1m8PMn/hv4p/zS2Xyjgpd8vMy7Ajigvaz4/lIqZgS4zw11YfTzztlfsL+RWsXhTPC1tKr55KJTR/ppWAUOXHyHC04qVc3qPbewJyddrmbLyVJ93DnrCvwX9DvDu7kS2xedz6Z2JWoqGy/nVTPv2jNbWV2pxHfM2xNKuVLHx8UjMDBXc/91ZjPR12Ll0GLam+lKqyWcPBN3QhzqnvIHPD6Xy15Xr2JjoScPO21n/V4dwgLia//hwT5aO9tZINt94Lod3dos7Y+rOq6Vdif9bnQV93SPhfHM0vUcu3FBXh+fG+/LYMI8+S8J+PCP6nFgb6zMr3IX4nCrO51ZqnQoMdXWYHurE7Ag3gl3MaVOK84enfr2o9ZpetsbSkDXS0xoH894LvLIju7SxtZ3mVhWNbe0aUXhd4/LUAdLVja3SfEFXR8YIX1saW9ul4BI19BVy2pQqblUuryOXYdTNdllXR87Vws6f+ZQBDtiZ6mOgp4ORrgJDPTmGegopAapNqSK9pJ7UkjrSS+rIrWyUfqZ6OnK87UzwtzehsVUphUK/dVcgC4Z73pCe+PlsDu/+mcS8KDc+mNbzDOV/gb1XRCWan70pVsZ6nM2sYGyAHZ89EIS1sR7jvziBqYEufzw17JZe94+EQl7ZcaVDshuuZYWrPpW9OjmApaNvbQv2WlEtU78+xZp5YUwe4HBLz1Xj34J+BziRVsajP8Tx42MRWoY+KpVA1PIjRHhY8e3cQRrfyylvYO76WGqa2vjhsQj0FHLmrD2Hn70pWxdFYaDQYe76WC4XVLPvmRE33R69lF/N8n3JxGZX4mFtxCuTA5gywOGWLqY5a89R3djGukfC+e+hVHZfKsLSSJenx/oyL8oNuUzGvPWxxGZXYmqg4Op/JiEIAi/9foUdF0U7XMsOE6zflgzht/P5rDySTptS+zPkYmnIa1MCNAayN8KBxGKe3ZqAvZkBP82PwMxQlyPJJRxMKtGy5lVjjL8tkwc4SL71Fka6VPdho1VfIcfSSE/KMe1rTF1v8LEzwVBXh9yKBi272L7i/Wn9Ka1tYdWxDI6/NFrr81BR38KTv1wkNruSxaO8eGVSwC1v3ja1KskorSetpI60krqOQl+vFYUHMLGfPREeVvg5mOJvb4q9mT4ymYwDiWJY+PhAe9bMC/s/87iPvlbCks0XaFcJGOvp0KYSeOuuQB7uwpWrDdFenuTPvcFOvcbLqaFSCaw4nMq3xzKJ9LRiTceOQHfEZlUwe20MP86PYEy3zv1mSCqq4a6vT/P9w2FM6v9vQf+fo7lNSej7h3kgzIUPpg/Q+v7rO6+y53IRF94er9WRXq9pYu76WIqqm1gzL4x2pcCiTfGM8bfj+4fDKK1rYfJXJ/G0NWH7kiE37boFQeBYaimf7E8hraSeEFcLXp8SQKSX9Q2fByI9EPL+IR4f5snrU0WFTWJhDcv3J3MmowJnC0ONC9vJ3IDTr45l9YlMyRf+3mAnHh3qzoPrYhnobM4vCyPJKK3nyV8uStFhPeHBwa4EOJh163TbO+L1Orvh7t2tkZ4OTW3K2w5rtjHRo7z+xpb8Nib6jPa3xc/eBEM9hVZXrM4/Vf9ZX1eH13ZcYe+V61JyuyAIrD+VLW0O9vZeFgz34puj6Ro+OPcGO/HBtAGYG+kSn1PJA2vOseHRcI3hafL1Whb+HE95fQufzgjS8CP5O1Db3EZ6iVjoX9/Zc6iLqYGCui43qx8eCyfIxeKGVrH/FLq7S/rbm/L1g6FaNhA1jW1ELo+muU3V69xIjcbWdp7fdomDSSXMiXDl/WkDenVbVJ9QYt8YpyFN7QsSC2u4+5vTrH04jIn/FvT/GzyxMZ5rRbWcfnWMVrd5JLmEBT/Hs/HxwYz0015WKK9v4ZENcaSX1rFyTigVDa28/UcicyPd+HD6APZdLeapXy/yzFgfXpjYN4/s7sPOcQF2vDolAD/73n1Noq+VsHBjPL8sjGRYFzc5QRA4nlbG/B/PS19Tpw11dVlUw9PGuM/BGb2ha4E01OsMiDbS06G0toVr10WTTmcLQ2YMcu6gFMTH6sjlXM6v5lR6GTkV2jeRIBdzrhTU9BjYrVIJpBTXiSHEWZXE5VRS2WHT4GhuQFSHTDLSyxqPHgIYBEHgjV1X2RKXz32hzoS6WRCbVclfHSomNe4a6ChpwK1N9HjnjyTJBqEruvt5qAejXXnpA4nXeeG3y5gaKFj7cLiW1PSfwKX8ap7cfIGimmYWjfTC1dKQfVeLOZelrWiyNtbDz94UP3sTqZv3tTe97UHkzaDujtV4bKgHr00J6HUr9eXfL/P7hQL0FHJS3p/c40JVUReDtDfv6sfjwzxueKp8fecVDiQWc/HtCbdMN10tqOGeVadZ90g4E26QPXwj/LtYdIcYG2DH4WslpJXUa3UBw3xsMNCVE51c0mNBtzHRZ8uiKB7/6TxP/3qRT2YEsWSUN2tOZOJsaciTo304lurCqmMZjPCzJaIPZls6chmzwl25J8iJH89ms/pYJpO/OsnMMFeen+DXI198Mr0MQ10dwj20V9YPd/CnHtZGtCkFKW2oJ/ogu7xBK+P0rbsCMdDVIausQUpygp7j2RaN9OKpMT43vOArG1p5YmM8F/OqMDPU1eJ01UMulUogIb+aPy8VSny2mtffHJNHVWMbK2eHSBu4crmMfk5m9HMyY/4wT1QqQRyydhT4U+ll7OowXrMz1Zd08BEeVjS3KZn27RnpPexKKJQeq8beZcPp72SmdZGHe1hqFfTBnlZa5kxmBrq4WBqSfL0WlUpg5ZF0Vh5JJ9TNgu/nhfXJ1uFOUVHfwu5LhZTXt6KvkBPmbkmoqwVrTmRhY6LHzqXDMNCVk1pSR1pJPWnFInWz/UKBhi7ewcwAPwdT/Oy6FnqT23atBNGzvmsx74kG7Y65Ue78fqGA1nYV167Xasl1E/KqeGKjuPm54dGbvx7Atet1BDho/577AuHfxaL/e6iTunvLgHxiYzxJhTWceW1sr7/kxtZ2Fm+6wKn0ct6+ux+X86v583IRX80OYXw/e6auPIVSJbD/uREaQ8q+oKqhlVXHMth0Lhe5XDQLWtJt2Dn682N42hjz4/xOIy5BEHh/7zV+PJPDk6O9eXmSPy3tKj7ZnyIlDA32tOLhKHeWdXjXWBvrUdGgSWPYmOjzzYOhhLhaIJfDyuh01pzIxN7MgBG+NhxPLdPwT7c00uX5CX43HO42tyl5ftsl9if2za2xXanC5839vX5/1UOhN+XzBUEgs6yB0+llrDuV3SO3DKLW/+6Bjvx0NofC6iaeGevDc+P9tLo/lUrg433JrD+d3ePr9MSVL/w5nuTrtQxwNuNgUgkPhLnw0X0Dbstz5Faglst+fzKLxtZ2Zoa58twEX0wNdJn9/TmyyxvYtmhIr6HUgiBQWN3Uwc+LhT6tVOTou0b/uVoZSl28v70pfvameNka39T35XR6OfM2iFa1AQ6mbFoQeUMZaNf35fn6PgCtIebuS4W8vP0K9mb6bHg04oYnXDWUKoEB7x5kzmBX3r2n/00fD1BQ1UhsViX3D3LmSkEN0749o0Wr3Qr+pVz+Btz19SmM9DT9T9T47Xw+r+y4ctOtsZZ2Jc9sSeBgUgnLxvpwviO26+f5gzHQ02HmmnPcE+TIV7cohVIjv7JRY9i5bKwvc6PcKK5pZtTnx3n3nn5SzqkgCHx6QNx+e3yYJ2/fHYhMJqO+pZ0HVp8lpQfnvydGePLG1EByKhqJzxFDD7qGSivkMvo7mRHmboVCR8aWuDzqmtu5N9hJ9I65kK+h9vCyNeaNKYGMC7TrsdCqVALL9yez7lQ2E/rZ8/Wc0BuGWqjtTPcuG86ZjHKW70/Reoy1sR4rZgUz3MdG6tybWpUk5FeJW5hZlSTkV9HcJhahG0kCQbQs+Oi+AQQ6mGkU9JZ2JQt/jpcyYoNdLfhqdghbz+fx/YksZDJxOPva5AAeGeIhPfe5rQn8cUkMDX/77psf/+8UbUoVW8/nszI6nfL6Fib2s+eVyf742JnSplTx+E/nOZtZwfpHw295AAhiAcyrbBQLfXHnIDazrF6KEpTLwEOSVqoLvQkeNsbo6sil4SbAguGevDk18Ja8aDxeE8PTDHTlpHwwRdMgzcOKNQ+H9Vlqq7a//WxGELMielenqXEqvYxlWxJQKgUuvTuRq4U1TP/2TJ9OF73h34L+N+CLDq/lrppzNcrqWhj8cTTPjfPj2fE3Xmzp6qk+J8KVC7lVFNc0s33pUA4mFfPF4TS+mh1yR4OvrsNOVytDHM0Micup5OiLo6SMxK+i0/gqOl1DeqZUCTyxMZ4TaWWsmRfGC9suEeRqjqGuguhkkZZ5Y6pYgNQdVVOrkikrT5JT0cgQL2uUKoHLBdU9BjLPDncltaROSnNSY4iXNW/eFdjj9iqINgvv7b1GkIsFGx4N73UQV9PUxpDlR5g8wIEVM4NZ8HM8MVkVfPNgKO/vvaaR6tMTZDLo52hGpKc1gz2tiPCwJDq5hFd3XGXqQAe+nhPKtvh83tyVqPVcc0PRwTDKy4p+jmZS8AGI2vglo7xR6MgZ/8UJHMwM+O/MYF7beYXjqWVEeVnx+QPB5Fc18tA68XmvTQlgyT8YDCEIAn9dvc5/D6aSU9HIYA8rXp0SIPkWCYJoP7vzYuFNpbW3g9Z2FTkVDVqFPqeioVeJ5/2hzjwzzhfXDg19X6Eu6AAJb0/gjV1X2Z9YzMwwFz66b2CfoubU2H9VVPnseXp4r6cVEH9+a09m8emBFFQCkrQ5Ia+K+747e1sKGTX+5dD/BowJsOProxmcTC/Tsr20NdUn1NWC6OSSmxZ0tae6iYGCjedyGeVnS1VjG4/9GMf2pUM5mVbG238kEuZueVOZVW8Y4GzO5gWRnEwv55P9KcTliOqR4ppmvGxNWH08k6+i05kZ5sL793bqiD/6K5mjKaV8MK0/E/rZM2mAAwcTi9n7zHCpoH+8L4Wfz+by4kQ/poc4Y6inw/alQ7nvuzOkldSx88mhOJobklhUw4WcKuJzKzmYJD6361ZnV1zIreKeVaeZMciFlyb6a80AHhvmiaOFIc9uTeD+787y0/yIHsN7zQ11mRXuyi+xubw2OYD37u3PhC9P8P3JLN6cGkhMVqUGx98d/7mnP9NDnKWNyT2Xi3ht51VG+dny1exQfonN4/291wh0NGP9o+GSMig2S+TgY7MrpJ+TGvcEOzHMxwYBsbvLKK1nXqQbDuYG/PhYBL/HF/D+3muM+OwY0Dl3+CfVI2cyyvn0QApXCmrwtzflh8fE7rvrSWDFoTR2XizscAL9e4s5iCcfvw7KhaDOrze3idLK/YnX+fZYpsZzdiYUsjOhEANdOb52motSfvamOJkb9HiaUchl0mkg9IPDyDqsErobpPUFyddrkcvA1773rejG1nZe3n6Fv66Iw/JpIU7c19Gg/cMZ0f926H2FSiUQ8VE0w3xs+LoH+dN3xzP47EAq514f2+MGZncIgsB/D4maV29bYwqqmvC0MebL2SHMWnMOfwdRr36nPtXNbUoC3tbe8rw32IkvZ4dInc7mmFze+iORx4Z68J97RW5QrcF/dXIAnx5IYeWcEGxM9Fm+P5nEwloCHc14bUoAI31tyCpvYMbqs1ga6bFj6VCNI6wgiOoStdnZzfDsONF6oPsALSGvioU/x6MUBNY/Et5jWpM64svL1pjhPjZs7GIupqeQE+pqQaSnFb72pmSU1rPySLrWawzzsUZXR87x1DIGe1ix4bFwPjuQyqaYXMYH2rNyTkiPgd3bzudJmngQtfgFHd41XWP7Vs4JYcoAR4nOUZ+KAAY6m3O1sIaFwz156+6+27L2BYmFNXx6IIVT6eU4mRvwwkR/7gt11up21Z+FBweLVrv/y8UhQRD4JTaPt/7oPAXtXTYcDxtj0ju6+NQOHX1aSR0ltZ2zGVN9Bb72JtKNwt9BLPpRHx/B1ECXmiZxR+FO+OsnNsaTVVbPkRdH9/j93IoGFm+6IFGWLpaG7Hu2cy6mTkP7+fHBjOpBRNEX/Eu5/E148bfLRCeXcOGt8VqFVu378uH0AcyL0vZ96Q3qjVG1cmS4jw33hjjxyvYrvDjBj2V36E0Sk1XBnLUxrJwTwpeH0ySp3/QQJ16eHICzhSEn08qY/9N5RvrasP7RCOkCb1eqiPz4CKYGCnIqGiXtrEolsOdKEf89lEp+ZRPDfKx5fUogTW1K5q6PJci594CDc5kVvLz9MgVVTfjYmWBhqKu1yq5GkIs5H983kEBHM+k95VY08NiP5ymsbuLLWSHcFeRIYXUTcWopYnYlWR2ySh25jMEeVpLcLuFtbbpMEAQu5lWzJS6P7V3mAWrYmOhL6VK9LfS0tquYuz6G8zniv6O7pbCam98U03lzMdCV42FtLF34C4Z74mFjzPJ9yVLhz14+9W8ppnkV4mzlz8tFWBjp8vQYH+ZFuff4+zmUVMySzRcY7W/H2ofD/pbgi76isqGVV3dckVRXADufHHrDMJGaxjbSSutILe4s8qnFdTeMTNy6KIoAB9Pbsvkd8dlRglws+PahQVrfO55ayjNbEpDLZRgodCita+a3xUM0Gg/1rkFvMue+4N+C/jdBnSz+2+IhWvmSgiAw+r/H8bQx5qf5g3t5hZ6xKSaXd3YnShK/+wc5064UOc7tS4YQeoMP9M2gTid6665A3ttzjXB3S4JcLNgcKxaXByNc2XmxEGdLQ7YvHarlFfP2H4lSIdq0YLBGMEBLu5JfYvL45mg6VY1tTAtxItDRjE/2p2gEfHRHQ0s7H+9L5pfYPLxsjfn8gSAS8qr58K/eF3NG+NoQ7m4lyS7nduGo1TA1UDDYwwqVIHAstUy6uaovokUjvXijY6mqJ9Q1t/Hh3uReqSEvW2Mm9XdgUn8HgpzNkctlGulJAPufHUGgo7ZHdlVDK2EfHubBwW6M8LXhhzM5xGV3LlLpK+SEulngbGEkbeWO8rPlkxkD+3Ti6wnl9S2sOprBL7G56HS4Uy4e5d2rZPRiXhUPrYvB396ULYui7khieKs4nV7OC79dktRQego5Gx8fTFQflua6QxAEyutbSSup48lfLkqdeXfYmeqLXbydKf4OJvh2dPa9+SXVNbcxsNuegPrv++54Jv89lEqAgxl3Bzny+cFUnh3ny/PdcgfO51Qyc805rWvpVvAvh/43YbivDQq5jKMppVoFXSaTMT7Qnk3ncmloae/xSN4bHo5yx1RfwYu/X0apEth5sZDHhnrgYGbAc9su8dczI27LlAtE/blSJfDB3muM8LVh3SPhGOjqsGCEJ18cSmNjTC7WxvpseCyix7/j3hAnqaAbdVOY6Ct0eHy4Jw+Eu7DmeCYbTmezvyPA4q+r13G2NOyxgBrrK/jovoHi2v72K8xcc47Fo7w5/eoYVhxKY1dCIc4WhjiYG3Cho3s/lV4uKUZ6wt5lw6VOXhAEpn59mo3ncpgb6Ua4hxVzIlzZcDqb6SHO9HPqOZSgoKqJA0nFuFsbMXWgI6uPa3K4WWUNrD6eyerjmdiZ6mtIMQEuvTOh167vWGopKgFmR7iSV9nIlYJqHM0N+PyBYBpb28Ww5uwKdiV0nhJOpJUxZPlRpoc48fH9A/tcYOtb2ll/Kot1J7NoblcxK1x07LzRVmNWWT0LfjqPvZkBGx6L+J8V89Z2FSsOpfL9ySwczQ3QV8gRBNEv6HaKOYjXoqmBgl/j8qRivnS0N+MD7Zix+hwgDvdTi+tJL63j17hcSdUE4kJb10UpP3tTfOxMSOuInAvosotS39LOS79d5kBSMfcGO/HMOB/u++4sYe6WLBurLXFWN23/lH3uvwX9FmBmoMtgTyuOppTw2hRtr/DxgfZsOJ3NqfQyJg+4NSe16aHOGOsreKrDEvWnsznMGOTCroQC3vszic+7hFP3Fep0IoAIDyvWPhwuHbOdLQxZMSuYJ8d4Y6Cr02PYM0BYl9OBoW7PHxczA11e6ZDffXk4TZInrj2ZhbWxHot7UWuM8LXlwPMj+XDvNVYfz+RIcgmfPRBMfyczPvwruVcdOIiD6JqmNklSePc3p5nQz54RvjaEuVvy2FB3Xt1xlTMZFQz3teG1KQEcvlbCm39cZceSoVonh6yyeh7eEIehrg73BDmx5kQmvnYmfDd3ENeu17LtfL5GglP3Yj5lgAMxWRWM9LPtsRhGJ4txgweTivn2WCbh7pasnhcmaanVa+C1zW18HZ2uoV3/41IRf1wqwtXKkLuDnKTQj+434NZ2FVvi8vj6SDoVDa1MGeDAS5P8b2prXFbXwqM/xiGXyfh5/uD/2Tp/Zlk9z25NILGwlvsHOZNZWk9pXQur5w66bX4ZNNOhXpnsz2cHUjFQ6BDq2vlZnhbiLN3gVCqB/KpGUT9f0knfnMmokBbo5LJOL/OAjhNYVlk9izddIKu8gbfuCuSxoR7MWRsDAnzVZaGtK9SMyD9lgfNvQb9FOJgZcDazgsyyeq0LJdzDEnNDXQ5fK73lgg4woZ89P86PYP6P52lVqthxsYCBzub8fqGAMQF2t+yf/P4eUbsppSw/AAAgAElEQVSrkMt6TJ4Hbnqxy+UybE31Katr0dgO7QkO5gZ8+kAQC0Z48vG+ZI6nlrF8fwrxuVW9GjkZKHSYHeFGTkUjcdmVTO+yjdkVE/rZY22sx+8XCjDS1eHxYZ48PMSdzNJ6ntmaQG5FI4evlUj8q17HxTRvQyybF0QS4mbBm3cF8sJvl9lyPk/D376wuol562NpV6kY6GwhBlb42fLNQ6GYGejia2/KtBBncisamLnmnFYxD3Wz4FxWBfsTi9FXyBnha8uk/vaMC7THyliPlnalFL337bFMZoe78v70/j0uC5kZ6LJ0tDfrT2fz1l2BzIpw5elfEziZVkZ+ZZN0Quia6jTYw4ri2mbWnswir7KRSE8r1k8J6BNV19DSzuM/nae8rpUti6JuahL3d0AQBLaeF3NSDXTlrHoolG3n87lSWMPKOaG37XEC4mr9wo3nqWtuZ+3D4Yzxt+WzA6nIZOJnWW0NsTUuX1KkyeUy3K2Ncbc2ZpCbBbHZlZgb6tLarpLmMQa6nUNtJ3MDjiSX8NzWS+gq5Gx6fDBDfWxYGZ1OfG4VX80O6VWhJhHc/xb0/3cgrVQ8do1bcYJ37u7HQ5FuUterqyNnjL8tR1NKUKqE23KiG+Zjw5ZFUcz+/hztKoGrhTXoyGW8vvMqoW4WfeZTT6WX8edlcUHlwlsTbpuyAfHksSUujxOpZX3yy/azN+Wn+YM5llrK/B/Pc/haCd5v7OOHx8IZ6m1DQl51R5RaBRfzOpd41DcOACtjPTYviMTcSJcP9lzjQFIxXrbGvHtPP06klvHpgRQ2x+Ty6pQAjr80msPXSnhmawKt7SqeHutLZUOLFKAxb0Mschn4d+Q/vrkrkYHO5gS5WFBW18K89bEU1zZjZ2rAsdQy5g/z4M2pgRodVnl9Cx/+laxVzOUySMirJsLDEi8bE+RyOJFaRnRyCXKZuGnb9Tnv3dufR4bcOD3H2kQfW1N9kq/XYWagy8bHB5NZVs/Lv1/mYl41pvoK7g52IrO0nrUnsyRLZBCdHxcM98SzD4W5TaniqV8vklRUw7pHwu84jq4vqGpo5bWdVziYVMIwH2s+nRHEe3uucSq9nM8eCLrt4GQQZ1wv/HYJa2MxqDrQ0Uw6wakvxbmRblwpuMqX0Wk8NcabmqY24rIrOZdVQUxWhRSMYaSnQ7iHFTPDXYnysmKAszlz1sYgl8HXRzL4MjqNAc5mrJkXhoulERdyq/j6aDrTQ5xuuEPyT1Mu/w5FO5BYWMOOiwU4mhvgbWuCl60JrpaGWsemZ7YkSIUSRBXEklFePBTphpGegr1Xinj61wR+XzKkT74svUHtm9wVQ7ys+WVh5E235GKyKnj0hzha2lWM9LNl4+O3NqTtDvUG5kBnc/YsG35Lz1XLCLtDJoNABzMGe1pJwdDqo/6hJDFPs6apjWfG+rJktDenM8p5d3cSeZWN3BPsxNgAW9aezCb5ei0hrha8fXcgcplMkjWueyQcTxtjwj+Mxt3aiGnBTsTnVmnQJl2lhGr0lE51KKmY13delSwP5DL4/AHRK76ktpntFwrYdj6fvMpGzAwUTA91ZoCTOXmVjaw6lqHxWi9O8GPSAAd87UxuWNQf3hBLZUMrfz3TmWerVAmsP5XFisNpWtur7tZG2JsZcDlfM9Upykv0hB/saa0lJX11xxV+iy9g+f0DeXCwW6/v5e/C2cxyXth2mYqGFl6a6M/jwz15ftsl9l65zvvT+vPIEI/bel1BEFh1NIMVh7XTodRe/upBptrtsDvUPkdDvK2J8rJmoLO5hi2FSiXg9cY+6c/3D3Lm4/sGYqCrQ11zm3St/vXMja07zmaU89D6WLYuirqTGcG/Q9HeIAgCm2Ny+WBvMgKChre3ro4MD2tjvGyN8bY1wdvWhKQi0fxJTyHn+4fDWH8qiw//Smb18UyeGOnFfaHO6OrIiL5WckcFvZ+TGUdfHMXYFSekr53LqmDdqaxeOWkQl3QW/HRe2tS8k45HDXXRu1pYQ0lt8w2HazWNbZzPEbvvuOxKEotqe3zccB8bPpw+AHdr7U5yYn8Hwj2sePfPJFYcTuPQtRJWzArm0PMjRcrhRCbHUkp5brwvJvrufHE4jRmrz3HXQEdWzgnl7d2JzF0fy5ezQpgV7sKey9d5fLgnL0z0p12pYtGmCxxNKdUq5iB2eSW1LYS7W+Jrb8IXh9Iktz4AYz0dVs8LkyRn9mYGPDXGh6WjvInJqmDr+Xy2xuXTqtQO1x7kZsGKw2msOJyGh7URk/o7MLG/A6GuFlo36UBHM346k0O7UiU1FTpyGZP6O7AroVDDmiHm9XHSMlZLu5LL+TVSqtPW83mSL4+fvQmRntZEellxLrOC3+ILeGaszz9ezFvbVXxxOI3vT2biaW3M+keH0c/RjFc6bIhfnxJw28W8uU3JK9uv8OflIu4LdWb5/QM15JhVDeJQ9PODqey5XKRlafHyJH+ivKwJcjG/oX21ek8A4D/3aMbRvbM7iaJqUaJ4Mx+mfxeL/kHUNrfx+o6r/HX1OmP8bfliVggyGWSWNZBZVk+W9N96cisapW2zrngo0o3qxlaJIzU3FBcY7Ez1iXtz/B2/x8LqJoZ9clTja3uXDe9xTf5qQQ0PrYvB2kSP0f52/HQ2h7g3xt2xS98n+1NYc0JUfHTVWIM4UDvf4esSk1VBakkdgiBy2CGuFkR6iTay7SqBxRsv4G1nwkg/GzaezaVNqWJupBvLxvn2Ooj768p13t6dSH1zOy9M9OOJEV7kVzby7p9JnEgrI9DRjDemBhCfU8Xak1koVQL3hjhxpaCatJJ6ZgxyYcfFAg1jpu45oHoKOUtHeVPZ0Ep8bhWpxbW9rp/39rPvitLaZgZ/fETjazIZ/L54CK5WRhy+VsLBpGLOZVbQrhKwNdUXN3P7OzDEyxo9hZydFwt44bfLHH5+JL72ppTWNfPNkQy2xOWhqyNn/jAPVAJsOJ2FuaEuH903sMfAhNZ2FVcLq4nJqhRj+3IqNVwRHxzs2tHFW9+yt3dfkF3ewLNbE7hSUMODg115++5+GOrq8M7uJDbF5PYo7esrSmubeWLTBS7nV/PyJH+eHO1NdWMbsR2fxZisCo0CPsLXhigva/YnXpfEAidfHoOb9Y03sg8mFbN40wVA25Jh96VCnt16iefH39z2AzpNxnqSPvcV/+rQe0BiYQ1P/XqRgqomXpnkzxMjvG5IZbQpVeRVNjJvfSzXa5qlr98sJef9af0JcbXAy9bktnnssroWIj6Klv7sZWPMX8+M0BhyJl+v5cF1MZjoK/ht8RBe+O0S1Y1tHHju1kJse8K7uxP541IRzhaGVDa08tqUAElml1UmDo0MdXUIc7ckssMHPNjVQmtxZc/lIpZtSeDuIEfeuqsfK4+k81t8Poa6Oiwe6cWCEZ49KkTK61t4c9dVDiaVEOpmwX9nBuNlY8zBpGLe23ON6zXNzA535bFhHvxwOpvtFwsw1NWkU+xM9Tnz2lgAFm2M51hqZ8fVVW7Y3KbkvT1JbInrWYvuYGZAmIcl4e6WhLtbEehoqkHLldY1s3TzRS7kVvHMWB8uFdRwskt3521rzJwIN+4f5IxCR87x1FIOJZVwLFU8MZjqKxgTYIeblRGrjmWw/P6BXK9uYv3pbFrbVcwZ7Moz4zpDw1OKa3nxt8skFdUyPcSJ/9zbX/q31DS2sS1eXJhaMsqb+we5cCipmEUdxWmErw2X8qqlYG4PayOpg4/0su5V+dQXCILA7/EF/GdPEro6cj6dMZDJAxwRBIHl+1NYezKLxSO9eG1KwG0tTyUW1vDExniu1zRz/yBnzA11icmqJKW4FkEQF7fC3a0IcjHnu+OZvDTRj6fHigX38LUSntgo1p4lo7x7VKyBSLN8GZ3GN0c7abOk9yZJkuT8ykamrjx1S1vd6nCO7UuG9Ljp3Bf8W9C7oCvFYm2ixzcPht7SD/a9PUlsjy9guK843Dv3+liqGtvILKsns7SerPIGjSFVV9ib6Xfw850UjpetMU7mhjflxbt3lXMj3fjoPjHAIaO0jtnfx6CnkPPb4iFYGetppRPdDgRBdMob9flxre+ZGiiI8LCS0ugHON/4yKqGejN28SgvXp8SSEZpPZ8dSOHQtRLsTPV5foIfM8NctC4OQRD483IR7+xOorlNycuT/Hl8mCdNbUq+PpLOhtPZmBgoeGVSgLhhui9Zgy8HWH7/QKKvlXCkS6SdTAbRL4ySwrtf+E1MjJ8X5YazhRGfHUwhyNmclyb5k1laT3xuFRdyq6SbupGeDiGuFoS7W6Kvq8Pq45koVQL/nRnMXUGOkkvnT/MH89eV62w9n8fFvGp0dWRM7OfA7AhXhvvY0KpUcSajnINJxUQnl0rBG2pEeVmx/P6gHoedbUoV3x3L5Juj6Vga6zF/mAf5lU3sSiiguU2FpZEuvyyMok2pYs7aGLztjNm2aAjG+gqUKoFrRbXEZlcQk1XJ+ZxKSbvtYmko5bJGeVnjYmnYp+Jb09jGG7vEk+8QL2u+mB0sDfO/PJzGyiPpPDLEnffu7X/LxbymsY33916Tlq/U0FfICfewJMrTmihvkULRV+hQ39LOgHcP8sbUABaNFDvruuY2Qt4/jFIlYGWsx7nXx2opjmqa2nhuawLHUsuYGeZCRUMrWWX1HH95DCBuUc9eG0NacR37nh3RZ9+lk2llPPJDHDuWDiHM/d+Cfkeoa27jtZ1X+euKSLGsmBXSZ9tMNZbvS+anszl8MH0Ar2zv3TJ3yspTZJTW4WplJHWxIHZBFQ2tGp4mBrpyvGw6C33X/3btWBta2un/7kHpz+seCcfXzoRZ359DALYtisLL1qTXdKKbQRAEMkrrO7rvSuKyKzS8MtQ+I3cNdOTrB0NvS8UjCAJv705kc0weH0zrz8Md3Gl8TiUf70vmYl413rbGvDo5gAn97LUu+NLaZl7feZUjKaUM9rDi85lBuFsbk1ZSx1t/JBKXXUmIqwUfTh9ASW0zH+9LJrNMO2Hpnbv7cXewI+NWnCDQ0YyRvjasPJKOpZEenz4QRGxWJWtOZPZq21tU3SQW95xK4nOrSOo2K5gb6YaThSGfH0zVOqanldSx7Xw+Oy8WUNXYhrOFIbPCXZkZ7oKDmQE7Ewp56ffLGq8nl0G4uxUT+4vUTPcCouwIxPi6mzeNh7URP84fjAyYsfoshno67HxyqNThd8eNUp2czA2k0I/eUp1isip4YZu48fniRH8WjfSSPifqm/nMMBc+nRHUJwvcmsY24nJECuVcZoWUZgXga2fCPcFORHlZE+xq3qMMVL3d+dZdgSwc4SV9/YHVZyXLiZVzQjQM99JK6li0MZ7C6ibeuac/8yLdGLviBAEOpqyeFwZ0upV2f+7NoPZH2rF0qORseav4dyiKJsXy2pQAFt2EYukNCh3RuU1tfXkspbTHgj4h0I7U4lq2LxlKcU0zq46ls+9qMWV1LTw8xIP7Qp2pamyVePrMsnquFNTw19XrGik/TuYGeNuZ4GVjjLedCeseCZeOi09sjEchl2FmqMvWjmION04n6gqlSiD5ei1x2SIH3vXi7ZrYs/ZkFib6CvYsG86M1WfJLKu/7XBgmUzGf+7pz/XqZt79MwlHc0PG97Mn3MOKHUuHcjCphM8OprBo0wXC3S15fWqgxgffzsyA9Y+Gs+NiIe/tSWLyV6d4fWoA8yLd2bYoil0JhXy8L5l7V53m4Sh3fl8ylL1XxM5ejUUjvaQ5wJwIV9adyiYuu5K7ghx5955+LN+Xwq6EQuZGuvH+tAE9/ludLAy518KQuwY68t9DqVJBf2SIO9nlDey+VER9B5Xxyf4UrhRUE+ZuRbi7Jf2czHj77n68MtmfQ0klbDufz5fRaXwZnSa9vp+9CeX1rRgo5Kx7NJyDSSUcSirmw7+S+fCvZAIdzZjU355IT2uuFFSzKSaXgqomDe8ZgOfG+2FmoGDG6rOoBIGfHx/cazGHW0t1sjfTlyiacHcr/rxcyHfHM3G3MmLH0qEacXk/n83hk/0p3BPsxCc3KOY1TW2c7+DAz2WJBbx7z+lobsDB50f2KQimt1nICF9b4nOrMDfU5ZfYPKko77t6nZd+v4yxvoItT0QR7mFFY2s7ORUNTO94THxOJV8fSef+UOdbKubi++lILPpXh357EASBzbF5fLDnGlbGemxbFHXb3BWIWnOlSsDaWI9gF3OOpJRK3FxXjO9nz9dHMziWUsqMMBe+mxtGanEdq45l8P3JTDaey+HhKHcWjvDiIdNOlUFzm5LcikYNCiezrF4r4kuNdpVAhIclaSV1KFUCnjbG4sq4t7VWx9KmVHG1sEYq4OdzKqWTgquVIWP87UT+1NMKN6vO7uuvK9dpV3WqZt79M4m0kro+Jbz0BIWOnG8eCmX29zEs25LAtsVRBLlYIJPJmDzAgfGBdmyLz+fLw+nMWH2Wyf0deHly58ajTCbjgTAXhvlY8+qOq7yzO4kDicV8OiOI+we5MC7Qni8Oie6If10t1ihwIG6wXimoZoy/nYYb4+tTAnhh22VOZ5RLQ7YbUQJ1zW08u/USR1NKeSjSjf/c019SwyhVApEfH6G8voV7g524kFslDc4NdXUIdjUn3N2KMA9LFo30Iru8QWMztry+Vbq5ulga8cIEP16Y4EduRQOHkkr45mg6X0WnA50d+aND3GlsVfL7hQLcOwZ9z227JH1/x9KhN10kU6OmqY11J7MwNVCweJQ3/g6mPDLEQ0p1Uhf4mKwKDRkvwOwIcTdDpRKQy2X8dj6fd/9MYkI/e76YFaxxg6xt1izgSUViAddTyBnkZsGz43zxsRMtn5OKanlpoh9PjfHpO1XTUdDl3R4/3NeGL6NFtVFctsi9775UxOrjmQxys2D1vDBpSJxaLA76AxxNqe34nbtYGvHetL4lFvX0fv4plcv/rwt6V4pldIeK5VYplu5Q88RtKhVjA+z56kgaFfUtWHdTaQxwMsfeTJ/o5BJmdGRg+juY8s2DoTw7zodVRzNYdyqLn8/lMDfSncUjvbAzM8BAVwd/B1Ot7FJBECitayGztJ6Y7EqNo/XBpBLJc1yN3IpG3th1lfrmdsrrWyivbyG/sommNvGm4G1rLK2RD/a0wukGA7DGNqVk6DR1oCPv7Uniz0tFvDSpb6HWPcFIT8GGx8K579uzPP7TeXY9OUyiERQ6cuZGujM9xJn1p7JZezKTw8liGvuz4zsHgo7mhvw8P4Kt5/P5cO81Jn91krfu7secCFfemzaAGWEu3Luqc/M02NWCyx3hGjFZlcRkieZY6x8JZ+HGeIZ/egyFXMbnDwQx8yYe4NnlDTyxMZ6c8gY+mD6Ah7s5bDa2tlPT1KphCHa9pon4HJGDj8+t1NKoA3x830Ba25WcyayQtl6D3zvEipnBTBrgQEpxHUdTSjXyXh3MDCiubZZyVUGklMLcLQl5/7D0teY27YagO1ralWw6l8uqYxlUN7axoIuiCcSbqY+dCT52Jjw02I0dFzvpIX2FHGtjPT49kMKnB1KwMtZDIZdRVt/CSD9bVj0USlObklPpZZzLFDn7pKIaVB2qqFA3C54Z68sQb2tCOobq14pqWfjzeSobW1k9dxBTbnFbureOONjFHFMDRUfRrmHyV6KO/KFIN969p59GM6RWygQ6mPH2H4kU1zbz+5IhmN5iVCR0yRT9h1r0PhV0mUw2GVgJ6ADrBUH4pIfHjAa+AnSBckEQRv2N7/OW0ZVieXVyAItH3h7F0h26OuJrtCkFxgbY8WV0GsdTy6SirYZcLmNcoD1/JBTS3KbUUHz42Jny1ZxQnhnny7fHMvnpbA6bY3J5cLAbS0Z59xjyLJPJsDczQFdHzn/2JGGkp8P70wZocK0f3TdAI03n19i8Hv8NavmWmsaxNrnxTa6ptR3Hjm7F1lSfod42/Hm5iBcn+t3RB9PO1ICfH4/g/u/O8tiPIq/Y1dzKWF/Bs+N9eSjSjW+OpvNrbB67Egp5YoQXT4z0wkRfgUwmkxwMX9l+hdd3imk0793bX6OY6yvkUjHvjid/udj5/6O9b1rMT6aV8fSvF9GRy9i8MLLHBZGTaeW0KQWNZHdHc0PuCTYk0tOKr46oJOmcXCZG2aWV1PPGLtFP3dZUXwrQAHjx98u82OV3/erkAOZEuGJprMf1miZmfX+O/ErxsSb6Chb83Dmf0lPIsTDUZe76WOZFufH6lEAt8zi1JfLnB1MlD/enx/jw4sSeJYU1TW28uesqe69cZ7CnFV/NDsHJwhBBECioauLQtRI+6IiNA5HLn7nmHImFnQU8xM2Cp8f6MsTLmlA3bVXUoaRintt2CTMDXbYvGXpTuWhPUDMu3Tt0hY6cIV7WHOpi1dtdkqtGyvVaTPQVxOdWsvtSES9O8Luhpe8N3490Yritp98UNy3oMplMB/gWmAAUAOdlMtmfgiBc6/IYC+A7YLIgCHkymez2spX+BnSnWLYuirqjBZ/uUMjFDr1dqaK/kxl2pvoc7aBVumNCoD2/xuYRk1XB6B7iprxsTVgxK5hlY3347ngGm2Ny+TU2j9kRriwd7a3VNdc0tjFvfSy5FY38OD+C/k7mPBTpJhXursU82MWcCA8r3K2NsDTWo6K+VdLWZ5TWazgXymXgamUkDmI7irx6KGttrEdjq1JjKHhvsBOv7LjClYIaDZ70RqhrbuN0ejlHU0rJLKtnXKA9Mwa54GNnyrpHwnl4QxyLNl1g04LBWlSRrak+708bwPxhnnx+MIWVR9L5JTaXZ8f7MSfCFV0dOS6WRmxeEMnm2Fze2Z3EmC7bqWkfTqGgqlFjSWvRSC8KqhrZd7VYw6Nm1bEMlo3z7VGxIwgCG05n8/G+ZPzsxffdm7ohOrkESyNdjQu/trmN70+IrpTtSoFHh7jz9FhfaatRqRJIK6mThq3qbNGe8GtcLiYGCvzsTHh26yXqW9ql0ISWdiVz18VKQ7/WdpVkP7A5RpQx/jS/05pWzF9Nlm4wOnIZH00fwJxeFo7O51Ty3NZLFNc28/Ikf5aM8pZolPqWdjJK6zWKOcCWuDxCXS15eqwvUV5WDHKz7DUYWhAE1pzIkhRGax8Jv22N/I046+putrrG+j2/n+TrdRjqidr5wR5WPDlG20Wxr/h/g9viYCBDEIQsAJlMthWYBnT9jT0E7BQEIQ9AEIRSrVf5H6ArxTLKz5YvZ985xdIduh0caZtS5AfH+Nux7+p12pQqrSIwxNsaQ10dopNLeizoanjYGPPZA8EsG+vLd8cz2Ho+j63n85gZ7srSUd64WhlR19zG3atOkV/ZhJetMR/uTSa5WHtgBKKR1bpHehyCS2hoaSe7XD2QbZA4+zMZ5Rp5oOpFqYKqQimh3cfeBJkM/rxcdMOCnl3ewJFkUWMdl11Jm1LAzECBu7Uxnx9MZcWhVEb42krJ9i9vv8JLv19h5eyQHk9TnjbGfDc3jIt5VXyyL4W3/0jkx9PZvDzJn8kDHJDLZVqd0zAfa/68XMTnB1NQyGUY6elQ29zeq7RUJYDvm/uJf2u8xrJTc5uSN3clsuNiAZP7O7BiVnCvFsntShVHU0oZH2iPjlxGc5uSzTGdNMa9wU68ONFPa0tWRy7Dz96UvMpGDXURiLLFxlYlVwrETeX8yibe7pLqs2C4JyN9RUXTn5eKiM+t4v5QZz6fGUxCXhUHk4o5mFRCXmUjzW2ifBHQsgE20Vfw3dxBPYYvtCtVfH0knVXHMnCxNGL7kiH42ptyMr2sY5GnksTCGpRdJpGPDfVgYj97Qt0sbxjwrUZLu5LXd15l58VC7g5y5L8zg3st/H2BVEC7VPR2pYrPDqZKfvTPjPXhQFIxm2PymB3h1u35AolFNeKOgIGCL+eE3LYgALpsiv4fDkWdga5bFgVAZLfH+AG6MpnsOGAKrBQEYWP3F5LJZIuARQBubn/vunFiYQ1P/3qR/KomXpnsz5KR3n8LxdIdunI15SIWvbEdA7zzOZUM9daUCBro6jDSz4boa6V8ME24KT3hamXE8vuDeGqMD2tOZLI5Jq9H2qSouokwd0ueG+fHYE8rQt0sGPDuQWmT9fC1Emoa26RszJ5grK9ggLO51jFWpRIorG7S2JT9peM9fHogReOxG05nk13egG9HR+9qZURlQysX86o4mlJKdodTna+dCY8P82RsgB1h7pYodOTklDew42IBOy4UsGxLgsTR77ksLjD1tuwBMMjNkm2LoziSXMqnB1JY+stFQt0sCHOzlGxnFXIZC0d4seZEJmcyRD26Otj33lWnpcIIndaorlaGEm0R/mE0L0/yZ8FwT2qb2li06QKX8qt5brwvz4z1veFnKz63ipqmNsYG2LHjQgFfHE6jsLqJEb42vDo5oEfqQL0EtPGcqFZxMjfg1ckBpBTXEn2thF8XRiGXy2hsbedSfjUv/XaZoi4LbhtOZ7Ohi+Wuib6CD+8TFTrhHqJXzhtTA0ktqeO7Y5nSILO72djvS4b0GNCRV9HIs9sSSMirxtZUn1F+try35xpXOwq4ro6MEFcLgl3MuZgnUltnXxt7w9lMd5TXt7Bk0wXic6t4brwvz47zvWOuWS3LVr9KZUMry7Zc5ExGBQ9HuXP4WgnJxXXMi3Lnnd1JXCmoJsils0kpqmmWFtQ+vm/gHS1bQeeJ4Z9CXwp6Tz/R7u9KAYQB4wBD4JxMJosRBCFN40mCsBZYC6IO/dbfbg9vpCOD8P2917Ay0mPLE1G3vVLbF6i78PYOz5fhPjbo6cg5llKqVdBBdCo8mFRCUlHtDTlAQRDIr2wS1QMdKpSesGJmMPcEO2kllSe+N0kjO3T22nNsWhApHef7CrlchquVEa5WRoz2F9/Xr3F5LBvjw8KRXmR3FPmVR9LJrWjkaEopR1N6P5A9HOXOKD9bvO00zc48bIx5caI/z43342xmOb/HF3AgqRkpVncAACAASURBVJjWdhVrTmRyMKmY3xYP6fX9y2QyxvezZ7S/LdsvFPDazqsk5HVy5OseDZfsg9VYdSydD6cP1NjsHR9oLwU751c2aQQKf34wlc8PpgKiMmXNvEF9skVWDzM/OZBMfmUTA53N+XRGEMN9tT8fqcV1/HQ2R1oCivS04s2pgUzoZ49CR87WuDx2XyqioKoJN2sjDBQ6nEgro6immbEBdqycE0J6aT3v77nGpS4zgvqWdvq9c5Awd0sGe4pySR87E3ZdLORAUjF6CjlmBgrK6zUXmBb+HM/E/vZM7OdAhIclLe0q3vojUZIqgri5vCUujxBXC5aO8ibKy5pB7hZklTVIxlffPBh6S8U8pbiWBT/FiylLD4Vyd9CdexCBJoeeWFjD4k0XKKtvkQbf7SoVey9f57MZQSzfJzp4fvZAZ0Hf1DFo9rQx5p6/wRep88Rwxy/VI/pS0AuArlMiF6A7uVeAOAhtABpkMtlJIBhI4x9EXXMbr+8UBzOj/Gz5Ylawltrk74aiYyiq5l2N9RVEellxJKWUN+/SDvUdG2CHTCZe5F0Luij/qpeKd2xWJcW1YsdlaaRLhIcVDw52Y/2pLCoaWrE21qO+pZ2Xt1/mTEY5T4310ZCgGejqaBQjdSjz5oWRd9RVNLepEAQw1FNgZqBLkIs5OnIZUwY4Sv4uajiYGeBmbYSjuQHXa5rJKqtnU0yulHikqyP6TnvbGuPVsSnrbWtMkIsFI3xtqWlqY/elQt7ZnUR2eQMRH0UzPtCemeEujPG307qJASgFgbgc7Zvf/B/Po5DL+PWJSCI9rVl3KotPD6RoqIEGe1qx/tFwTqeX887uRLLKGzT8etR0E4idVV8+Wxdyq6ROWS6TseqhUKYOcNTo6JUqgejkEn4+m8PZzAr0FXKmhzjz6FAPrTQltdopubgWOzN9XvztMn9dvc68KFEmqdCRM8jNkm8eDOW+785SXt/CEC9rKUf1Qsdma3c8N96X1OI69icWa3y9qrGVH8/k8OOZHK3nOJgZMCPMmSgva8LcLTWW3tJK6qRiPsbf9paKX/S1Ep7dmoBxh21FX+cyfYG6I959SdxbsDLWY/uSIVIXPsLXli1x+WSV1zM91IldCYW8eVc/6Xev/oxvXRT1N70j9Ynh/45DPw/4ymQyT6AQmIPImXfFbmCVTCZTAHqIlMyXf+cb7Y78ykYe+SGO7PIGFo/y4tVJAf8IxdId6uAEtS4bxKL93p5r5JQ3aAUEWJvoE+ZmSXRyiYYJUddkc1tTfXH7rmMDz8fWBKUgsHTzRSoaWvl0xkBmR7hRWtfMupNZbI7JY9elQu4JcmLZWB987U0pr2+hXSVgoq+QFlqyyxuYufosmxdGSktHt4rGVvG1TmeUkVvRwLHUUkpqWzQ6jD+eGkawi3mPx+OaxjYyy7to6kvrySit50hyqUbxtDHRlzZkX5jgxxeHxV4gOrmE6OQSrI31mBbizMxwF4kSqKhvYXHHEb0ntKsEzmZUMNDZnHlR7vx8NkfDhycuu5JrRbUM97Vh/3MjWH8qW+rIQVRy9HcyY3qIMxtOZzNzzTmmDHDgtSkBWvx3Rmk9nx/svGEEOJiyZ9lwjblKb7SKWq3SE/zsTZHJRNvV709kkpBfzZtTA1k4wlP6eVc2tPLoD3G0KVVEvzASHztTWttVHLpWzNO/Jmi9plxGh4ZdhJ5CLtnx9uRAqUaomwW+dqYEuVhoFPPs8gZmfX9O+vPXD4b2+hpdIQgC605lsXx/Cv2dzFj/SESPCq87QVu7+BmLza4k0tOKb+cO0piNDPW2RiYTIw7nRrqzJS6fXRcLeHSoh3R9An+bcdn/eYcuCEK7TCZ7GjiIKFv8QRCEJJlMtqTj+2sEQUiWyWQHgCuAClHamNj7q945MsvqKagSE+zXnsziRGoZ4R6Wkr/I7Qbr3gxqykD9QYHOgn40pbRH2dP4fvZ8sj+Fouom6Rg6ys8WNysjimua+WxGEGMCOoem7UoVz229RHRyCR9M6y8NauxMDXjzrn4sHuXN+lPZbDyXw54rRUwd6Iirpai22Lwwknf/TJIkekU1zcz6XqRfeuJGe0NeRSNHU0rY2NFdn8mowFS/hhF+NowNEKmOS3nVLNwYT1VDa69cp3mH0qP7sLJNqSK/slFjUzarrIEDidd7TGyvaGjlhzPZ/HBG7H6nhzhxJLlUMpZSw8pYj4/vG0A/R3M+P5TKqmMZGnrv5fcPpKK+hf8eEm8YD66L4fK7E9FX6PDUGB9G+9ty19edftlJRbXsXTaceVHurDuVxZoTmUQnl/DIEA+eGetLU5uSr6LTJJMxQ10dmtqU/DR/sFTMb0ar3AjG+goEAX4+l4u+Qs53D2lqsZtalSz8+TwF1U38sjASHzuxo4/NrpAyUS2MdPGxNaGouomimmat7cnu3updsWbeIIz0FBy6VsyhpBL2JxajkMsY4m3NxH729HMyY9mvCRKNtf6R8D7ps1valby1K5HfLxQwdaADK2aG9Gloeisor29h7gZx+Guqr2Dzwkgt4YKFkR5BzuacSi/nufF+BLtasDk2D1MDXfZ0zBm6Sk/vFL3JKP8u/H/ay6WpVcml/Gric8S19Yu5VdI2pbOFocgdelgy2MMKb1uTv6WDV6fw7HxyqEaRGrfiOE4Whmxa0H1eLHZv4784oeFdAiIXOf+nOJKv17H8/oHMCndFqRJ46ffL7Eoo1PKf6I7KhlY2nM7i57O5Ule+d9lw7Ez1NexbZTLxA/3T44N71c+2KVVcyK2SOPGM0nqN73ffhATxooz4MJpxgfZ8OTvkxj+4W0BlhxHSwaRi1p0SC7i1sZ4UMNEbdHVk4pHdpdNf/I+EQo1tyW8eDOXuIEeSr9dJoQQjfG1Y9eAgyhtaeOLnePIqG4nysuZ0Rqe0M/aNcdibGVBa28yKQ2lsi9d0Y5w/zIOnx/jwxMZ42lUCu54c1mda5UaIy66Uut/unzmlSmDp5gscTi6RCn1SUQ2f7E/hVHo5zhaGLBvrg7OlIXHZlWyJy9PizAHuDnKkvqWd410cKLvC1cqQIR00i+L/Ye+945uq27j/d5LuvfcetIUOoJs9BURUlgqyp4qIeru3t+JERRyo7L0UFyJ7U0oXULro3nvvmTx/nObQtGkZ6u/2eX58Xi9ftSQ5SZOc63y/1/UZUimppXUcTywR49mU8LU34tDK4WqP0RUV9S08uTOOqOxKnhnrybNj+x4y3w3i86tZviNW3JH1JRb79GgK353N5Mpb4zmSUMxLP8YDN4Voz4zx4Pn77l5E1xV/xBexYnccx54bcddK6/9nvVx0tWSEu5sT7i7wads75KQU1xGVVUlMTiXn08rFYY6JniZBzmYEu5gS7GqGr52x2p7sraAlrtBVVzVjfazZcjGL+pb2Hja57pb6uFroczy5VKWgWxpqs3dZOE/ujOWlH+MpqWmmoLqJn68U8OIErz6LOQir0RcneLNkmBuD3hMUgcqw5FVjPfmyU01qqK2BloaUORsvs2FekGjYVdnQypkbQgE/m1pGXXM7mjIJoa7mzApxYoy3FbVNbTz0zUXGevfsYWtryJjka8uh+MIe4qm/AjN9Lcz0BWbGGG9r5m2+jIeVAWcXBLP6j2T2RKkXTLV1KJj6bQQ6mlJcLQyobWoThTkTBliTXFTHyj1X2HA+k1cmeXP02RFMWHuO82nlopOlub4WuzsH68U1zYR9KFwYQz84ySuTvJkX7oybpWq7RUMqIczNHLkCMSJu5Kenb7ut0ht+vVrAiwfixd99bG5eCBQKBe/8lsixpBLemdIfPwdjntt3Vfy+62nJsDDQ4s1fE1RCWwBWjvFgRqADRxOL2Rudx6H4oh7P/faU/my5mE1uZSN5lU3kVeazPyZf/Hyc1XiIJxTUMu7zs0zoHKr6q2nD3SiuY/G2aErrWlg3a9DfEsDSHQdi8nj9lwQsDbRZ//hgntwV1ydbZrinJd+cziAyo4JJvjZiQX9qlDvLd8Te0c72VhCVon/bEVXxf3VB7w4NmVSk4i0a5opCoSCnopGo7EpisiuJzq4SGQ06mkIAQ0gnpWuws+lt+ZVrdK4kuoddjPay4odzmVxIK2eir2rQgEQiYZyPEDhR19ymsiU10NZg0/xgXvrxGp919o2fGuXOijsQLyiL1lsP9KeuuZ1NFzJFpgVAbXM73jZCX/XxjZcZ6GgiZGHmVaNQCP3riQNsGOtjxTBPS5X34VKnBW1v2+EHB9qxLyaPUymldxxifTsIdzdnzcwAVu29im+n0+QAOyMVd8M3JvtwKL5IZHk0t8lJLlJ1P+w6DI3Pr2H2hstqn8/H1ghvW2HlZGOsw5ePDWTVXmGF/9GfKXz0p0DdHNnPkpcmelFa28Lqw8liAAJAXUs7/e2Mbrut0h0KhYJvTqez5lgqoa5mTBtsz8s/XSe1pE4cGK4/m8GOyBweHmjHj3H5vNON0aOU+S8a6kp1Yxv7YvJE50WlBe+yEe7MCnHC751jdMe7vyfxzpT+OJjq8erP16lsaGWSrw2hrmacTS0Xz6Ou0NGUkt45I/nmdAa2xjrc19+a+wbYEOJqxoW0clbuuYKuloz9y8P/9gzT1nY57/+RxPZLOQz1MOerWYOpaxZaQX1tAAY7maKnJeNCejnXC27SWTPKhF2q999Y0OX/6x76/82QSCS4WOjjYqHPI53brbK6FrFFE5Ndxden05ErhA+8v50RwS5m4n/qKHNKYVFXdSFAkIsphjoanEop6VHQQaDHbTifxfm08h6FT1MmURnUZJTV39GK91yasFV+wN8WKyMdFg1zYfulHNadTBNFQl2TW5SFb9VYT8Z4W+Fnb9zrlrepTWjl6PbyWsLczLEw0Oa3q4X/SEEHoXh2hbKYh7iYsWdZGLJOznlpXTO/XCngg8M3+fKhrmZMGGCDtZEOWeVCnz6xsJYbJapRZEpcSC/H/51jzApxZG6YC/f1V59Ab2+qi42RDvlVTT3Ea942hnzRKYW/U7R1yHn95+vsj8ln6iB7PpruR3Fn2yCluBYvG0Pe+jVBXC13VZNaGGgzbbA94W7mBLkIC5SN57P44Xwmgc6mbJgXpPJar+RW8czem0PTK2+O59D1IrZczCKzrEG8SHw3ZzB/JhTz69VCEgpqKK5tRksm5ZmxHuIsYpCTCQldiiFAUY3gL9PVYwbgt6eH3vWQvjeU1jWzYlcc0dlVLBvhxksTvNCQSUWWUl8FVEtDSqirGdsv5SCVCFGBcbnVrD+dga6mDKfb9Dq/Hdxscf8PvVz+X4KloTaT/GzFwVJ9SztXcquIzhJW8HuickXKlquFPkHOQosm2MUMF3M9NKWqPHQlNGVSRvSz5PSNMtFlrisCnU0x0dPkRFJJj8L3+fFUNl7IYn64M07m+rz/RxLzNkWxYV5Qn+IgJc6lluFtYyhGzdU0tWGko0GAg4laSp+bpT5Z5Q1YGmrfkiKmZD2oSxICQd34gL8tu6NyqW1uuy1L0ztBRlk9i7dG9/j3p0a589JEVfGRpYE2tU3CBcjCQLtT1FXC5axK7E10mT7YnmfH9cPJXBhGj15zRjQr6449UXm9phaB4JOjFH3ZGuvwzFhP0TAts7yB0WvOsHS4G0+Mcr/tpKra5jae2hnHhfRynhnryXPjPGlpl1PQ6a3y8k/Xefmn6z0e9+IEL+aGO6u89+0dcjHmbbKfLZ89clNx2SFX8O3pdNaeTBNVnZ/M8MdUX4u5Yc7MDXMmNqeS6euF3v0TO+NwMdfDy9pQvBAOdjLhUmYF+loyjj0/EnsTXZrbBCWrQJWsJDanSu2A+/515xnhacl9AwRnza7+PXeDuNwqntwZS01TW482jrKA3moI6e9gwukbZcikEnYsDmXxtmgiMysJcDT5S8rQ3nBvhf4PwUBbg+Gelgz3FFaBre1yEgprhFV8VhXHk0s4ECushiwMtDHSEd6yK7lVjPayVNlOj/W24o/4IhIKa1TUZiC0g8Z4WXHqRqlK8O/Xp9L46lQ6jwU78vaUAUilEqyNtHl+3zVmfh/B1oUhfa70GlraicqqZJCTKR8fSeFUcql40jmZ6bFgiAvXC2pUuMjKwI03fkmgvqVdJXyhO24W9N53C1MC7Ngakc3xxBK1njZ3iwtp5Ty1K1bFWVCJ7v48bR1yXvnpOj/F5fNYsCPvP+yLhkxKc1sHx5JK+DE2n69Op7PuVLpI05NI4Ie5gSQU1orF2ERPk1BXsx7ulX2hqKaZH84JjJI3H+jPaC9L1p4QJPJ7o/N4fnw/HgnqmcLUFflVjSzaGk1qST0zAx2QSgQGTlxutVoWipm+kLalLsCkoaWdlXuucCqllOUj3Hh54k1Kb0F1E8/tvUpUdiUPBthRXNtMRml9j152oLMZN96fyJJtMZxPKye7olHldqUadF64s6hz0NGUEdLp3gnuVNS3MGHtedG+2NVCWEg0t8k5llTCsaQSZFIJoa5mYmvmTnc1e6NyeevXRKyNtTn45NAeA+fe/NC7QqFQcKSTjz8j0BF9bQ0eD3UmMrMSH5u7G1z2/lzCz3+K5fL/+4LeHYIPs0CzWzZCkMJnlNUTnV1FdHalOHT69kwG2yKyGexsKrZoQt0ETuuplNIeBR0E+uLBKwXE5lQR6mbOxvOZrDmWyrRB9qye6ieedA/422Gmr8Xy7bFM+zaC7YtDekzEqxtbOZtaxus/JyBXCAKSa3nVBLsIlLjR3la4W+ojkUiQyxXM2XS5RyQbCH3h4ppm3p7SX+3gSNmL7YtSNtjJBAdTXX67Vvi3FfQdkTkqXiVKPDeuH8eSilmxO479y8PxtTemoaWdJ3fFcS61rIdkXEdTxoMBdjwYYEdRTROPb7wsXtAUCkHw9eBA4f2ubGilurFNpZirY9doyiQ9Bo3NbULRfe9QEqv/EDzMTfU0Ka9v4bWfr/Paz9f5/JEApg6yV3mflXa17/+RLP7bgdh8JBJhVjAvzBlDHU2V8ItXJ3n3moFbUtvMoq3RJBfV9rD1PRRfyGsHr9MhV/D5IwEEOpsyas0Znh7toba9p60hY/OCYFbsihNdCbsHaOyJysXeRJclw91UVrJpJXUs3hZDbXMbax8dyMODhCCIivoWUewUk1PF9fwaIjIqiMio4J3fk/B3MOa+/tZMCbDrwfXvipb2Dt75LYk9UbkM97Tgq1mDelnp33qF/mNsvrgIqu3suU8YYMMoL8s7tuu9Fe4NRf/HkEoleFob4mltyOxQJ54b148Rn54WeeTR2ZV8cSIVhUI40RUKQbQxwM6YIGdTFWbDiH6WaMmknEgu4UZJHe//kcxkP1s+meHfY1s3xN2CfcvDWbAlihnrI9g4PxhjXc1OWmEJsTlVKquPLx4NYKyPtdqWh1Qq4bNHApi49jyWhto9KIlbI7LZGpHN2RdH9TiJbmeFLpFImBJgxw/nMtV6w98J2jvkvP+HEPPXHavGerJqnCePhTgy7dsIFm6NZsO8IN745TrJRXWiAKu34246L/SGh7ibs3CoKyeSSjgUXyjuwJTwtjEkr7KRhtYOtVTJZSPcWDnGkxcOXONQfBGT/W35owtTxMVCHx9bIzLLGmhs7RDnGM/vv8bz+6/1OJ4SWhpS5oY5E+ZmToiLGbXNbXx27IboTwOwaX4QY33U86JvFNexcEsU1U1tbJofLGobGlraeee3RA7E5jPQ0YQvHxuIs7k+7/6eiEwiYU43L/eukKDaHpgd4khKcR3HkkpwNNMlv6qJD/9M4WxqGTsXhyKVSjhzo5SVu6+grSlj77IwFaqluYE29w2w4b4Bwmyiua2DhIIaYnKqiMmuIi63ijXHUtkakU306+PULjJKapt5YmcsV3KreWqUO/+5z6vXtsithpDZ5Q28/VsiYW5m2BnrcupGKR1yBVoaUrYuDOn1fblb/M+FRfegCqX0f5KvjWgvWtPYRmyu0KJRSoWVMXGeVgadPXjTzlW8mcitHt/fmrWPDex1K+5mqc8zYz1545cEFSVef1sjVoz2YLS3Fav2XsHTypCpg/peGdsa6/LhND+e2hXHo0GOPXjUACM/PYNUAruWhBHmZoZEIhELuo6avMaumOJvx/ozGRxOKO4R9nC76NpDBmF1bGeiy/WCGhYPc+XZcUIylLWRDlsWBnPfF+d4+BvB83zzgiDGeKsvdDWNbTy9J47zaeUsGOLCG5N90JBJGeZhgZWRtkqqO6gOkJWQSSViv/mb0xlM8rVl3WODsDfV5fuzgnPjY8GOJBTWkFBQi52xLl/PHoS9iS5HEorZEpHdqx+7EvYmuuRUNFDX3Mbz+6+q5M52fR3qcCGtnCd3xooMEqXNxLW8albtvUJOZSMrx3jwTKc1cF1zGwdi8pnsb9urClIuV/DSj/EcTSzhtfu9ySxrYF3ne/XCff14eownhdVNHIjJJ7+qEQWw5WIW7x1KwsvGiI3zg25pO6GjKRPNwxgptD8yyxto65CrLeYx2ZU8uSuOhpZ2vn188C0H8X21ONo65KzaewVNmZQvHh3I5cxKDl4pIFFNy/TvgniBuTcU/XdATCzqwnIx1tNkjLc1Y7yteTDAjvvXnWdGoAOuFvpEZ1fy+9VCta6Jz4zxRNbti1ZU08TplDJOpZRwIb1c3MorsWK0Oy9OEIaBORUN5FU2sXhoT3WqOtzvZ8vMQAcOxObxwVQ/3v6tJ0dZrhB6twAfT/ejurEVHU3pLYUfPraGeFgZ8Pu1wrsq6DkVDYz//JzIHrrfzwZnc33Wn8ng0SBH3pjso3KC13dRiOppyXoNw04vrWPJNiHw95Pp/jwS7Eh7h5y9Ubl8cSKVktoWRvazJNDZVLQb6IoZgQ40t3VwPq1cZEyAwPf/+akhvDrJhz2Xc6ltbicys4KdS0L55MgNfrtWyNgu/uvCe2SEt40hkZkVKhYEbz3Qn8qGVpKKajmR3Lfz9PP7r/HJdH/cLPVxMtNDQyZlf0werx28jrulAVsWBmNnokuHXMF3ZzP44ngqVoba7F0aRmiXII4fY/Opb2lnYS/fHYVCwRu/JnDwSgH/Gd+PZSPcqWlsY2+0sBAoqmlGoVBgZ6LLqnGetHUIJl57onKFhcqjA3u1F+4LEolEbUyeMufg3d8ScTDVZefi0B6pXuog+qGruW3tiVSu5dew/vHB2Brrit+h82nl/1hBF90f763Q/x3omlikDj62htga61Df3C5yyTvkClKKa3n39yQVF8UpX1/AUFsDDZmEuuZ2FW67g6mQBD/G24owN3MUCli5J45vTgs7gBfu8+JcqkBXVOdd3RvefnAAUdmVfHM6nW8fD2TFrjhaO+SihWxXdGVUlNQ29+lnIZFIeDDAji9OpFJU03RH1guRmRWiPzfA2kcH0tjawWs/X2eyvy0fTPNTKeYnkkp4ek8czuZ6PDzQni9PpvHKT0KPuuv9TqWU8Myeq+hoStmzNIxAZ1OOJBTz6dEUMsoacLPUZ5yPMSnFdZxNvamSXD7SjZGelhyIze8UTcmxMtTu8R5N/TaCpcNdxaFtdkUjwz4+rfZvXDMzgBmBDjS1drBq7xWVgv7DuUw8rQ3EVtiIfpbMCXXig8PJ4jAy1NWMy1lCiPeSzt1fVzM2gMdCHCmubaa2uY23f03kcmfw9QcP+6mwpeRyBdsishnkZKKWC65QKHj/j2R2X87lyVHuPD1G+B5/dCQZqUQYSO+6nItcAasf9qW2uY0nd8ZxKbOCJ0e58+J9Xn+r8rO5rUOkao72smTtY4NEu+VbQZ0fOgjfuW87FwvKPrmloTY+tkZcSCu/Ix3IneCf1uXfK+h3CHUr9K6QSCSM9rbi1ysFtLR3oK0hQyaVUFjdTFxOFcEupmSVN4gS7O5eJCC4LT400I7gTsGTcmD13ZxA3vw1gW9OZ1BaK+SEOpjqikKR24GBtgZrHx3IjO8ucSi+kDWPBPDMnit4WBnQ3qHoIedWIvSDkzzgb8viYa4M6sU+YEqAHZ8fT+XQtSKWjuhb5arE16fSRC6zg6ku+5eHE51dyeu/XBci/h5RDRTYfTmXN365jq+9MZsXBGNhoI2mTMKaY6k4mOryn/u8UCgUrD+bwadHbzDAzogf5gaRV9nItPURosWuub4WhdVNZJY1qHirzNl0md+vFvLifV4M8bDg3YcGcDi+iAOx+T28wwGxfdYd388NZMIAGyIzK3jzlwReOHCNnZE55FU2UtXYyjtT+jN/iAufHL3B+jMZotPmc+P6sWqcJz+cyyC7opHFw1x58wHBxXPR1mhSimr55vHBpBTX8epBVQrju93ERQBGOhociM0TE6gcTPU4c6OU7IrGXuXsnx9PZdOFLBYMceGlCV5IJBIiMsrZE5XH8hFuvDLJm8+OpfL16XSSi2qpaGihpKaFzx8JYNrgv4/lBIL3/5M7Y7mWX8MzYzx4dly/O7pYqEssqmls47l9V3Ex1+etKaoOqcM9LdhyMYvG1vZeqbp/CcoW0D9kJHivoN8hlD307krRrhjjZcXuy7lEZ1UxzNOCs6llrNgVh4eVARKJRMVPw8ZIh8dDnRg/wJqcisZOPnwl353N5JvTGUgl4G1jJFoWPDuuH1aGOqKsvztr4nYwyMmUZ8d68tnxVEZ7WfHqJG8+/DOFx0Od8HcwFsUq3RkNh+KLOBRfRICDoMS9389WxezI1UIfP3tjfrtWeMuC3iFXMOKT0zczM8cLae4nkkt4fv81Ql3N+PbxwaLdgEKh4Ivjqaw7lc4oL0u+mT1Y3NKvGO1BflUTX51Kx1xfi7jcan67VsiUADsWD3PljV8Seni217e0q/VWWTzMjaXbYziSWMwD/nboasroZ2PIWB8rSmqbxbxNdVg5xoOpg+xZsj2Glbuv8Nkjgnf94VXDefXgdX7sHL4OdDTBz8GExzcKzCMHU136WRuSVFjLFydSRUbLZH9bXu8MmAbBSvdceWGY/AAAIABJREFUahkOpnpi2MgL9wnvW11LO0u2xYg7wFBXM+QKBUcTS6hsuDkv0ZJJxbZWYmEN7R1ysdgb6mjyzen0LjRagfnU1CqkCDmb6/HsOCFH9oUJXkRl3/Tt37ssTG226l/B5cwKVuyOo7lNLl4g7xbKHrpCoeDVn+Mpq2vh4FNDerSFhnlY8MO5TC5nVTK6j5Sxu8U9lsu/DEphUV8OdUM9LNDWkHIypQSpFJZtj8HDyoCti4J57aAqFa+4tpnPjqfy+Qmh1+lgqoezuT6DnEwpq2+hqLqJoppmtkfeVNx1Va4J/s0+KkrT28FToz04l1bGm78kcHjVcAqqm9h+KYd3HxxAmJs5rxy8LhZzCwMt3poygI8OJ1NY08y1/BpW7b3Ke4eSWTDEmVkhTiKz5cEAO1YfTiarvKHXnUNhdRNDPjol/q40KrqQVs7Tu6/ga2/MxvnB4s6krUPOawevcyA2n0eCHFg91U/lQiKRSHjvYV/icqtEdePjoU40tXaIQ1Ml7Ix1mBvu0qu3yoh+Qh/16d1X2B+TT0x2pTgY7mdtwLxwZ0JczWhtl/dgrHx1SiiGe5aG8cXxVFbuuUJBdRP+9sYcTbzpO341r5rp6yMAwTPl8VBntDSkgnPi9mgxYclEV5Pa5jaRjudtY0i7XEHw6hNoyaQiHfB6fg2r9l4hq6KBp0a589z4firvT1VDK5nl9WSUNnA0sZiTnRe3jeezVOLiusLDyoCzqWW4Wxqw/VI2ORWN7F4aKtJXt1/KVtE2bL6QxSAnkx55sHcDhULB1ohsVv+RjJO5HnuXBYoukneK7j30AzH5HL5ezMsTvdX2yUNczdDSkHIhrfyfKej3WC7/LkilEmRSiYofencoTcO2XMxmX3QezuZ67FwSipm+FhvnB6FQKAhefRJrI23emNyfguom8qsaKahqIr+qiat51RRWN/W6C8itVBV5BL1/AmdzPeaGORPsYkZ/OyO1IcddIZNK+PyRgdz/5Xme23eV3UvDKKpp5p3fE/luTiB/rhrOpC8FN8Ly+lb87I258PIYjiQWs/ZEKqkl9ZR32tB+cSKN6YPtWTjUlQcCbPngz2R+v1bIM2M9ezzvvuhcsTdvYaDFpVfHoimTEptTydLtMbhZ6rNtYbCormxoaWfF7jjO3CgT1ZPqdiTx+dVifBwgxuYpEepqxoIhLj28Vdo75CQU1nIpo4LIzApiuihrz6WWMTfMmXB3c0JczXpcNIe4W4jmXV2hHCqP77RNBkEINGGANadSSlXmL3G51dzvJzBNciobiM+rwVRPkyHuFuyJyuVQfBErx3gwL9xFJet1++IQQlzM+O5sBp8du4G5vja7l4SJRnVdYaqvRaC+GYHOZlzNr0ZLQ8qlV8ZgqKNJbmUjGWX1fHA4mZzOfr2BtoYKL77re3ohrZydkTnUNrczxN2cH+YF8WNMHu/8nsQTO2JZPyfwL5m0Nbd18NrB6xy8UsA4H2s+fzTgL6mPRZaLVPBtf+f3RMLdzFneyw5SR1NGiIvgO/NP4B7L5V8IdcKS7lCe/I2tHexaEqbioSGRSJjoa81PsQUMcjJRexJ2yBWU1glbfKHQN3YWfuH37r3unIrGHiehkY4G0wY78IC/LZ5WhhjpaqgUQ0czPd6f6suqvVf57mwG6x4bxKwNkTyz5wq7l4aR8O4E0RBr9Joz7F4ayv1+tkwcYMOxpBLWnUwjqaiWDrmC/TGCG1+YmxkKhWBbu3KMh/h8Ta0dPPrDJTHL88UJXuLgKbGwhgVborEx1mH74hBxRVpe38KirdEkFNTw4TQ/ZvWSQr8/Oo+XfopXe9ujQY4qbZX2DjnX8qq5lCkU8OisStFy2cPKgGmDHfCzN+aln+KZEmDHew/7qj0uCJ7jSrw4wYuR/SzF1B5AxSCtsqGVo4klPBrkyHPj+2Gip8l3ZzP49kwGp1NKeSzYkV+uFqKnLePnp4ZiZ6JLSnEtq/9I5v3O/5QY52ONi7k+czdf5mK64BD44TS/W0roqxtbORiXz8MD7cQdlYeVAdcLqsmtbGSUlyU/zA1CUyahoqGV1OI6Zm8UTMyCXUy5mF7OH12k/BEZFYz//CzulgZCDOONMrzfPMKJ50eKorY7QX5VI0/sjCWhoJbnxvVj5RiPv9xrVq7Q2zsUrNp7BS0NKZ8/GtDncYd5WvDRnym3JALcDcSWy70V+r8HmlJpr0NREAqUsl+6ZJirWpOvcT7W7IzM5VJGhUq4hRIyqQRbY11sjXUJdlG9rayuheDVJ5gf7sxDg+w5e6NM7Kl3RW1zuyga6opBTib42xvjYKqHvakubpb6fH48lWGeFmyaH8T09REs2RbNwaeG4mapLyorZ2+4LHq0T/S1YcIAa04kl7LuZJroUheZKaxwM8sbeOFAPG8/2J+ssgYe6tL6OLRymMiTTi+tZ96mKDGAwMpQOIGyyxuYvyWKktpmfpgbxDg1IQPtHXLe/T1JjLjrDitDbV6Z5E1uZSPfn80QCnh2lUh59LAyYOpgIVIt1NVc5XNKK61j88VsXp3k3asc/XhSCRYG2gQ6m7DuZBoP+NuS/dFkSmubVfzou2LpCDcxlefZcf2YOsieZ/ddFcVD7z/sKz6ft40ROxaHsmBLlIpX+YnkEmJyKmlpk/PxdMFH/3aK597oPJrb5CpUxT+vF/HCgXjCXM35bk6gOLOwMNBmb66wy9kwLwh3S32WbIuhurGNZSPcGOxkQkaZkECVUd6AtsbN3vy4zwW65gA7I7E/794ZOehqoa9WdRyRXs7Te67Q1i7vUzx1p1Auu9aeEBYf380JvCUDa1gnffFCWvnfamUBXVouf+tRb+JeQb8LaGr0XtBTS+qYuykKO2MdapvbVWxeuyLc3Rx9LRnHk0vUFvS+cCFdOLmnBzrg72DCYCdTZoU4sWBLFOml9ayZGcBDA+3IrWzkt6uF/Hy1QCzKAFdyq1UClZWY9m0EdsY6aGvKqGpsY/SaM4Dg575giAtv/prI+38kcz6tnC0LgpFKJYzvb804HyvO3Chj7ck0FfHMT3H5/BSnqsK88uZ4sXedV9nInI2XkUhQyT69mlfNok5Drj1Lw9SyaqoaWkUPeCVkUglfPia4HK47mcaZG2Uq93G31OehgXZCAXczEy8e6jB/iAubLmSx/VIOr0zy7nF7a7ucszfKmOxvy7Pj+jH2szO89Wsi6x4b1GsxB6HY9bc14pVJ3gz1sMDGWEf02AfBX+daXjWvTPLGRE+L9/9I4syNMsb5WDHIyVSMyKtubGPn4lC1wdPq0N4hZ3tENmFuZqK/9+mUUp7Ze4WBjiZsnB+k0ipJL61j3cl0Jvvboqcl4+FvLqIhk3LgifAePjog9L3L6lv48kSa2O7S1pByJa+K3+MLxUIGgoDK3coANwshX/b0jTJOpZTiYWXAD3MD/1YnRiXvO6mollkhjmqdULujv60R5vpaXEj/Bwp658873b3cLu4V9LuAhlTSw20RILOsntkbLneGE4exLyaPDecy1boQamvIGNHPkpPJJcgf8r2jreW51HLM9LXwtbsZOm1jrMO+5eEs3xHDs/uuUlbXwtIRbqwc68nKzl52S3sH1/NrRF+a7swPECLrur+UjLIG3vw1Ufz9bGoZbq8dZtFQV/wcjHAw1cPLxpCDTw7hQno5X55IFc2bumKYhwXXC2oY7mlBWV0LczZdprG1nX3Lw8WT+FRKCSt2XcHCUIttC0N6nNwdcgXzN0eppAkBTBtkT01TG6/+dL0HFVRTJuHCy2PuaPvsYKrHRF8b9kTl8sxYjx4UtstZFdS1tDPOxxobYx3+c58X/z2UJAZlAHw9e5DgdNhJ8VMiqaiWeZujsDbSpqRWGDx/+dhAxvlYs+5UGpvOZ/HrtUJx8L5oqCtTB9mzap9qPujibdEsHubKk6Pcbxn7diyphMKaZt5+cAAAF9PLWb4zFm8bI7YsDFZhe8jlCl7+6Tp62jI8rQyYtzkKd0t9Ns0PxrEXK1mJRIKVoQ6rp/ox3NOSlXviaOtQ8NuKYehqycgqb+gRN7gtrUyl0GeU1fPsvqvCqt5CH3crYVXvbK531335qoabLSIl/fNWkEolDPWw4HxaOQqF4u8tvveERf8+aHahfimRW9HI7A2XUSgU7F4WhouFPmO8rVh/JoPzqeVM9u8pUR7nY82fCcVq3Rl7g1yu4HxaGcM8LHpcBIx1Ndm2KITn911j9eFkimubef1+H/F+2ho3ZdZP4o5criC1tE60Dv6tM0NRrhBSjroWxlcmeVPV0Ep8fo2YKK/M91RCQyrBxlinV2pfTE4lFzaXY2GgRXl9KxIJHHxyiLhi3BuVy+u/JNDf1ojNC4JVWiA1jW2883uiaI7WHQevFOBmoc8DAXaEuZkR5maOtZEO606m8fnxVHZF5txxjNjiYa4cvl7MT7H5KklTIIibdDSlDPWwILeikU1d/FaGe1qwaX6w2L54YYIX88KdGfv5WRU5v7KYA+yMzKGlTc7KMZ6M7GepEsBR0dDCtPUXMdPX4omR7nx3NoM1MwO4kFbGt2cy2B+Tx3Pj+/FokGOvNhJbLmbhaKbLOB9rYrIrWbItBldzfbYvCumx2NgRmUNsThWGOhqsPZHGaC9L1s0adFtZoQATfW34fm4gT+yMY9aGSHYuEfJsuyb/5FU2snR7DCnFdQxxN2fCABuyyoWCH5VVqfI5SyTgaKqn0rpR/r+FgVavBVehUPDKQWG28sok7zvilQ/ztOC3a4WkFNf9zYlFAu61XP5F0JSprtALq5uYvTGS5vYO9iwNEylWgxxNMNHT5GRKidqCPtrbCqlEKA63W9CTimopr2/tVR2qrSHjq1mDsDTUZtOFLMrqWvh0pr9aOplUKsHbxghvGyPmhrvw2SMBDPnoFGV1LQS5mJLTGeIMgitjYKez5GMhjmKKD8BQD3Mm+doSm1PVa8GFm46ESh6+QgELtkTz6iRvIjMr+OVqISP7WfLt4zc55slFtczZeFmtSZarhb5YvJUFvDtWjvEgv6qRdafScTDV45Fg9bmS6jDYyZQAB2O2XMzm8VBn8cKoUCg4kVyKr50xHx9J6TGjcLPQ7xHXZ2WkQ/zb9/FjbD4v/qg6wJ0wwJq00npe+ileZbgb5GxKTE4Vv3bqAvYvD0dXS8Z3ZzOobWpj7WODWDjUldV/JPP6zwlsvZjNa5N9GNXPUqXIJRQIu7I3JvuQWFjDwi3R2BrrsGNJSA/qZn5VI2//JuzG6prbWTLMlVfv97ljT/Ax3tZsnh/Mku3RPPZDJLuXhIp+/efTyli55wpyuYItC4PV0gMbW9vJLGsgs1zo0yt/RmZWqNhhGOpo9CjyHlb6OJnpczAuX/yu+dsb93iOvjDc82Yf/W8t6L0oV/8u3CvodwFN2c0eemltM7M3RFLT1MbuJWEqH76GTMrIfpacvVFGh1zR46Qw09ciyNmM48mlt716VKYTjeijdyqVSnh7Sn9sjHX46M8Uyutb+H5u4C1XWJoyKQeWh3P/uvM0tXXw81NDCXj3ZgtBadHbnU55Mb1C5E4rYW+ii0QC+VVNbF8Uwm/XCsVBcVfUNLXxShfFY3x+NYP+e7zHDqgrPp7ux8h+VuJwsS9IJBJWT/WjqKaZV3++jrWxTo8EpL4eu2iYK6v2XuVMaqlo/hWXW01BdRMF1U3EdHKx7U10+e3poaw7mcb2yBymDXboER4ikUiYGeRITVObCmvlaGIJ9/W3JsjZVEwiAsRjC4+F6esv8dr93pjpa5FSLMxmAhxN2Lc8jKOJxXz0ZwoLt0Qz3NOC1yf74N2ZQbr5YhZ6WjICHE2YtzkKYz1Ndi0N7TFDUCgUzNl4c2fQl3vl7WCYpwXbFoawaGs0j3x/iV1Lw/j9WiGfHEnB08qQH+YF9mqRq6elIcZJdoVcrqCo08Nd2brJKKvnYnp5j3lNV+yPycPD2qDPuUlX2Brr4m6pz/n08ttWPd8O+vKW+Ttw5ynJ94CGTEpbh4Ly+hZmb7xMWV0L2xaF4OfQcxUwxtuKioZWruWrd9ob62NFclGtqJi8FbqnE/UGiUTCEyPd+fyRgM7k+EhKa5v7fAwI1q/vPDiAyMxKMfThvYcGMKUzAOGDqX7sWRrG8+P7EeraczimxJqZAbw6SVA5yqQSPpjq16OQaqhZ9VU1tvVZzM31tdh1OZf/Hkpk9R9JbIvI5kRSCSnFtWJ+ZHdoyqR8+/hgPK0MeGpnLImFNWrvpw73+9liY6TD5gvZAj0zOk8UBSkxydeGk/8ZibmBNv+Z4IWlgTav/XyddjV/x+XMCj45coNAZ1Pe6tLTPZZUIhZzT6ueQ0FDbQ3K61t4fv81Khta+f3aTbtegQZry7HnRvLmA/2Jz6/h/i/P88pP8SQV1nLoWhGDnUx5cmcsOhoydi8JU8v0ePmneNE7Zu+ysL9UzJUIdTNn++JQ8qqaGPrRKT76M4VJfrYcfGpIn37nvUEqlWBvosuIfpYsHOrKew/7sntpGJGvjSXh3Qn89vRQPpnh3+Nxv1wtFHn2t4vhnpZczqwQMwH+DtwTFv0LoSWTUFbfwpyNl8mvamTbwhAVz+euGNnPEqlEYBSou8+4/tZ8+GcKJ5NLmNetT9sd9S3txOZUsWjY7bkrAkwb7IC5gTZP7oxl2voIti0KUetm1xUzAx04c6NU7AvraWmwZqY/JbXNvPFLAtsXh/DMWE987Y1IKa5TcSFUYtaGSDGH9PGNl7E11qGoppkPp/kx0NGEDw4LbJnbxdRB9nhYGZDfyclPKa7jZHKpitgGhDmCvYkuDqa62JvqCtTMzt/XPjaQhVuiWbQ1WuR63wqaMilzw5359OgN3F873OP27olARjqavD1lACt2x7H9Uo7KZ5VaUsfS7TE4mumyaX4QJnpajO9vzfBPVA290jpNuq6+NZ76lnZ+ii3gx7g8leSmprYOVv+RxLPj+ontKS0NKYuHuTJ9sD3rTqazIzJbdEe8kC7MLnYtDcXJvOdg86uTaeIF5fQLo+7IH+hWMNfXUlGk/md8v7tyYrwVDLQ18Hcw4Y/rwsXu+7mBGGhr8PjGy6yZGYDfXbRdtkYIitje3DzvFDd76PdaLv8aNLV1kFpSj5aGlM3zg1VsSbvDRE9oq5xMLuU/atoqyon+8aRbF/RLGRW0dSgY6Xn77oogXFT2Lgtj4ZZoZqyPYNOC4F4vQCCs+D6Y6sfh6zfl6toaMjbMDWL6dxHM2XiZgY4mxORUYWGghbaGtEdhBeGEUCbdKN0FuxtK3Q4CHIxZONSlx5xBoVBQXt/aQ3SVX9VIdkUDF9LLRdl+dwz56BTTBtnjbWuIvYmeeAEw11cdsl3Nq+b3azeDmJVDSRA44+rCIe73s2FkP0s+O3aDSX422BrrUlzTzILNUWhryti6UBBPtXXIxV2QOoz/4hzPjvNkxWh3Vo7xICq7kgMxN6mgG85nseF8Fu8+OIB54c7i6zbR0+KtKf2ZFeLI+C/OicebNtgB126r4vYOOasPJ4s5ugefGvK3FvPTN0pZtecKJnqarBjlwXdnM3i0s6fuaf33xruBwGf/4Vwms0OdmDDARlR83g1TJtTNHA2phPNp5X9fQVe2XP6h3si9gn6HqG9pJ7VEWEF9N2fwbfGAR3tb8fERIepNXd93XH9rtlzMoq65rc8+97nUMnQ1ZQS69F6Me4O/gwk/PTmE+VuimL0hkm9mD+5TvGGip8WLE7z49OgNPj+eyvRAB4z1NFk5xoNVe68Sk1OFt40h5fWtSCUSvpszmKSiOpUCdSzp9nM51cFIR4Nx/a05mlDMg19fJNDZlIVDXZg4wAYNmRSJRIKloTaWhtpqueoKhYLqxjah0Fc3dq7um9gfk0djawcHrxSAKhMQHU0p9ia6yBWCVLw7lMX89ft9ek36kUgkvPeQL+O/OMu7vyXxyUx/FmyJoqapjf1PhONoptcjzEMJmVSCvpaMJ0a5cyq5lNd/TmDThSxenujNff2tCXMzZ2aQg4rd8Nu/JfL2b4m8OMGLJcNdxQF4VzESCDa9ERnlvH5/f8LdzaltbmPl7iuidfCqsZ59XujvBAqFgm9Op/PZ8VS8bYz4YW4gjmZ6jPKyZPbGyzz6QyQ7F4f2yAD9K6hqaOW5/Vdxs9DnzclCO+uv9KwNtDUY7GTaqfvoqUX4K7jXQ/8XoKm1QyWBvreEnO4Y6yNM8dXxvkGgL7Z1KDiX2ncL4lxaGeHu5ndtgORioc9PTw6hn7Uhy3bEsi+6Z+hGVwR0rogLqpv4I76Ij/5M4dl9N9ktKcV1NLd18ME0X0pqW0gr6Zn0o4ShtgZ2tzHE7Ira5nYsDbX545nhvPlAf8rqWnh69xWGf3Kab8+kU6WG+dIVEokEU30t/ByMmehry5Lhbrzz4ACS/juRNTMDAMFv5Y9nhrFhXhBvT+nP/b62ZJQ1qC3mXXEmtZSXf4znq5NpHIzLJyqrkoLqJrG14GSuxzNjPTmSWIz/O8dIL63nu7mBDLAzpqC6iRnrI8Rirt3JiAlxMePMC6OwNNRm7fE05oY788PcQACW74hlxneXiM2pZKCjCVIJPDPGgxPPj0S/U3n56dEbeL1xhJd/jOdcahmrDwuD1wNPhJP5wf2sfXQglfWtzNoQyYQvzjH4v8fFYu5tY/i3eYDXt7TzxM5Y1hxL5cEAOw4+OUTkr3taG7J/eTjaGlJmbYgkvpfZ0p1CSVGsbGjly8cGiWrUvyrkGe5pQUJBLRX1Pa2T7+51/rXXcyvcW6HfJprbOli2I4boTvMmX/vbX1l4Whlgb6LLqZRSZof2HDQNdjLBVE+TE8nq6Y0gJPrkVDSycIjLXb1+JSwMtNmzNIwnd8Xx8k/XKa1t4ekunitd0dRlGLRidxwgxKxVN7ZxpNM9sL6lnef2Ca6D9ia6TB/sQHZFg4oTHwi+70peu4meJtWNbZjoafL0aA8eDXbkUHyR2nbM92cz+f5sJpoyCd/NCaStQ8H2S9l8cuQG606mMXWQYArWPUT7VpgR6EB+VSNrT6TR39aI5SPd2HyhVkyifyTIkefGeaKvrSH6g3dFQ0sHJ1NKVeyF4SYX38FUF8sujIoJvjY4m+lzJbeKZTtiKev0Vve2MeSrWYPYH5PHtks5WBoK6fVLd8Swau9VXp7ozbFnR7A/Jp8vTqQyff0l7utvjQJILq7jeSsDEv87kaKaJu7/8jxVjW3si8lTiRh0tdBHKpXw8CB7JvrasGxHrBiOosTH0/17UC3vBhll9SzfEUtWeQNvTPZh8TDXHt8tVwt99i8PZ9aGSB7fcJmti0IIdP5rO4O90XkcTSzh9ft9VJgx6vzQ7wTDPC347HgqFzMqeLCTGPBX8E+zXO4V9NtAa7ucFbuETMo1MwM4lljcw/GwL0gkEsb6WHEgJp/mto4evTwNmZTR3lacTC6lvUOuVhxyN+lEvUFfW4NN84N4+ad4PjueSnFtM/99yLcHrbK+peewUzlk6/H6XhyNo5kuEomEb06n9yjoXdHc1sGK0e4sH+mOkY4mRxKKee9QEtZG2nw/Nwh/e2PSy+qJzq5kX3Qe8fk1tHUoWLxNSOrxsjZksr8teZWNHIwrYE9UHkM9zFk4xJUx3la3rbpdNdaT3IpGvjyZJnrhjO9vzcsTvfCwMkQuV7Dm2A02XchiZD9LTPQ0+fVqIY8EOfDJjADxbymobhKdMpWtnYKqJpXe+x/xRSpB0koM97QgJqeKtg4Fre1yorMrGe5pyY7FIbxwIJ6Pj6SQX9XIuw8O4OFBdmw8n8X3ZzNQKAQvmdLaZqyMdLA11uXKW/dxPKlEzLNVIuyDk4z2tmJGoANldS1EpJdjrKtJQ8vNlKyorEq8bQ3/kv3tiaQSntt3FU0NKTsWhzDEvfd2pKOZHvuXhzN7QyRzN11m84Lgu/ZTTy+t593fExnuacHi7oSBPjJFe4NcruBafjVHEos5miAsXPrafd4Jbu4Y/pbD9cC9gn4LtHcGyZ5MKWX1VF9mBDpw+kZpn9Q6dRjtbcX2SzlEZlYwSo2QYryPNQfjCojJqVL7xT6bWn7H6UR9QVMm5bOZAVgb6bD+TAZldS2smzUIbQ0pGWX17I/J54dzmWofa2esw55lYTiZ6bH2hFAMD17J534/Wx7+5mKvg0glFg515YX7vFAohFzHtSfSGOhowvdzA0VxUD9rQ/pZG/J4qNCnjkgvZ8HWaFrb5dwoqeNG5wm2YIgLFgZa7IzMZcn2GJzN9Zgf7sLMIIc+5xEKhYKTyaVc6eI988xYT54f3w8QCvULB65xKL6IWSFOvPfQAFH0E59fI0rCdTRlorClK7ZFZBOTU8UjQQ7kVDRyuUv0oBL2JrpsvpitwgCZuykKS0NtHEx1RRbOrsu57InK5eenhrJkuCuzQ50Iev8EACEfnOSZsZ4sG+GGhlTClm7qXRDCWC5nVqi4P349exBv/pJAdkUjIa5mrD6czI5Iwbdmkq/NHbUE5HIF606lsfZEGr72Rnw/99bh0AB2JkJC1eyNl1mwJYqN84Jv25tGiZZ2IdJPV1PGmpk9XRRvd0Xc3iEnOruKo4nFHEkopri2GQ2phHB3c5aNcOehgX99dQ5dzbnutVz+P4dCoeA/B67xZ0Ixb0z2EYuLZi9eLn0h3M0cXU0Zp1JK1Rb04f0s0ZJJOZFU0qOgt7bLuZRRzkN3kU7UFyQSCS9N8KK+uZ0dkTl4v3lErTXw9MEOKqKNTQuCRQ7xyjEebLuUzdoTwgmtxLZFIczfHNXjOYNdTFl/JoOkQsF290J6OdMHO7B6qm+fLIQhHhakvj+J3IpGvjmdLrYUtkZk42FlwG9PD+VyViVbLmbx30NJfH48lRmBDiwY4oJLt4vgldwqPjycQlR2Ja4W+nw6w59NF7LYfCGLSb422BjpsHR7DDE5VbwyyZvlI9yQKwTqKQizg8vsS9q1AAAgAElEQVRZlb2uKI8kFPHO74mM87Fm9VQ/Xj14XSzoo70s+XRmgGiv3N4hp7i2mYKqJh7tHHSO8bIiv7qRxIIa8fOQKxAdK826qTvXnUxTGUbbGutQUtvMriVhbLqQxYnkEhXKo0QiXDhAUKl+PN2f+PwaVv+RzFO74ghyNuX1yT69Rg12RW1zG8/vu8qJ5FKmDbbng6l+d8QmsTLSYe+yMOZsvMyibdF8N2fwbc+mAD47lkpiYS0b5gWpVQor+liht7R3EJFRwdGEYo4llVDZ0Iq2hpQR/Sx5ydeLsd7WKlmsfwfu2ef+D1HX0s6xRGFV8/XpdGKyqwh3Nye7orFP+1x10NGUMdTDnFMppbz7YE/DHwNtDcLdzTmeXMLr3RLu43KraGjtYMQd0hXVQaEQckMjMyuIzKwkMrNC7OfCzfBrexNdRnpZsvtyLr9fK8TCQJtPZvjx8k/XeXbvVXYsDuGXqwVsv5RDdaNqa+bFCV4qxfzdBweIcvIABxPBFrbT8nbqIHvWzPS/7QuVk7keH8/w5+kxHnx7JoM9Ubmkl9YT8sFJ1j46kINPDeVaXjVbLmax63IO2y5lM9bbioVDXbEz0eXToykcvl6MhYEW7z3sy2PBjmjKpAzztGDqNxFM+vI8upoyOhQKvp49iAf8hZVZXE4lVY1tfDYzgNWHk9l0IUttQY/JrmTV3qsMdDTh0xn+PLPnCn8m3KR/ju9voxKUoSGT4mCqh4OpHvPDnTkQm8/7U33FgBK5XHAx3H4pWwwI97AyoKK+hYwy9YNbJUW0u9cOCBeUKQF2YtrS0cQSTqecZHx/a16a6EVRTTNrT6Qx9dsIHgyw46WJXjiYqjfkSi+tY9n2WHIrG3tQJ+8EyrnOvM1RLN8Ry1ezBt+WK+KFNIGiOCfMifFq7JWhZw+9sbWdc6llHEko5mRyKXUt7ehryRjjY80kX4Fu+k9w5JX4p4VFEiUvss87SSQTgS8BGbBRoVB81Mv9goFI4FGFQvFjX8cMCgpSxMTE9HWXfwVKa5u5mFFORHoFERkVKorOKQF2DHE3J9zNHGdzvVt+mXdfzuW1n6+LkWvdsSMyhzd/SeDE8yNUIrc+PpLChnOZxL01/o7TWxQKBVnlDURmVoqhDsoCbmWoTbi74INS3dgm5lQC/LlqOI98d4m6lnZ8bI3YND8IOxNdNp7PVJGth7qa4WdvLPp5d8WsECc+mOqLRCIhpbiWiWvP97iPlkzKmw8IFMC7KQaF1U08vTtOxd3x7IujcDbXp7S2mZ2ROaw7la7ymOWdLpQG3U7cnZE5vPGLEBG4dWGwyk7qg8PJbLmYRdyb4/nhXCZfn07n9H9Gqaz+00vrmb4+AjN9LTbMC+SlH+OJy63Gy9qQL2cN5O1fEwVB1H9Gqo0MPHy9iKd2xfHzU0PUro7j86tZtDWG1vYOfpgXxNJtMUwZaEdeZeMdibSUGORkgkwiUbEYkEklzA5xorKhlZMpJcgVgtvjU6PdVb57RxKK+c/+q+hqyfhm9uA+tRi3i5qmNhZuieJafg1rHx0oqpPVobKhlYlrz2Gkq8nvTw9T67EOcDSxmOU7Ylk2wo3cikbOpJbS3CbHRE+T8T7WTPKzYYi7xV9KWboTfHM6nU+P3iD1/Ul3PYSWSCSxCoUiSO1ttyroEolEBqQC44F8IBqYpVAoktTc7zjQDGz+f6Wgd0deZSPjvzhLc5scK0NtMQnezliHMHdzhrhbEO5urraHWFTTRPiHp3hlkjdPjHTv9faXJ3rz5Kibt09edx59LQ32PxF+y9enUCjIrmgkMrNCjFUr7VLAuybXG+lo0NTWccv0JR9bI5KL1Pu697M2EHn5XWFnrMP0QAc0pFI0ZBI0pBI+/PPmBSPQ2ZRJvjbixUFTJmHNzACMdTXRlEmRSSVoyiTIpFI0pJLOY3T7/87jasikZJU1MOXrm2lB43yseW68JyeTS/nqVJrK32iip8msECfmhjmLfepD8YU8v/+aaFk73NOCzQuCxZXymDVnsDfVZcfiUEprmxn68SkeD3XmnU472tLaZqZ+G0FLewffzw3i+f1XyaloZMEQF16Z5I2Opoz00jomfXmeKf52fP7owB7vmTK45NVJ3ixX8/0A4fu3YEsUeZVNKnOcFyd48dQod8Z/cY70UtXP45Pp/vS3MyK/qokndsaqPe7tYOoge54f34+90bl8czqDAEcTvpsz+JaBEXeC+pZ2Fm2NJia7kk9mBDBDjR+5QqFg2Y5Yzt4o45cVQ9Vy2SvqWzieVKLiE2RlqM2EATZM8rUhxNWsV2fKfxJfn0pjzbFU0lZPumVMZG/oq6Dfzt4iBEhXKBSZnQfbCzwEJHW730rgJyD4rl7l/yVwNNPj8VBn9kblcvm1sWSWNxCRUUFkRgVnbpRxME5wG3Q212NI5+o33N0cK0OBidDf1ohTyaVqC7qtsS6+9kacSC4RC3pZXQuJhbW8cF8/ta9HoVCQoyzgnStwpS2rpaF2pxOhGeFu5rha6JNUVMv2iBxSSupUwij6QvdibqavRWUnB1xdMQfBV/2rbivjrojNqVJhwrR1KFQcHP8qTiSXcCJZVdhkb6JLQXUT1Y1trD+TwfozGT0e99E0P3IqG1l/JoPXDl7nkxn+ZJYLrn8Lh7oAQt93ir8dB2LyeP6+fkglEhZujaaqsZV9y4SLrp6WBlsWBKuEl3hYGbJ8hDtfn05nRqADQ7qpDy0NtXGz1Ccqq7LXgu5opifSGqM6+/IrRruzYrQHEenlpJfWY6qnSVWXNtgrB+OZGejIQwPt0NKQMtbbisn+trx3KInSuhYe8LdjdogTDS3t5Fc1ciWvWnR47IqfrxSouGlqSiV8cTxVxV7B3lQXGyOduy6WBtoabFsYwtLtMbz4o3CB7U713R2Vy/GkEt6Y7KNSzItqmjiaUMyRxGKisirp6iH3wVQ/Hgt2/MuRdn8VNzNF/xncTkG3B7py1fKB0K53kEgk9sBUYAx9FHSJRLIMWAbg5PTXjX/+V9CQSWiTC31wJcNhbpgzcrmCGyV1XMoQ2jOH4ovYEyW8dZ5WBoS7m9PaIScqu5Lqxla1GZDjfKz58mQa5fUtWBhoi+lESrqiQqEgt7JRXH1HZlZS3Gm6ZWGgLRTvzguJm0XPXMcBdsa8+9AAPj6SwrW8aqQSWD7SHR0NGUcSi3tdiRtoa/D0GA8G2Blhpq/F4q0x4vMq0d/WiK0Lg8koa2D+5igGOZnw+aMDWbErjqt51cwJc+JIQglNre1oaUipamzjxQlejO9vTWRmBW91hmg8PNCOR4IcaZcr6JAraOuQCz/lCjrkcto6hH9v75DTLlfQ3qHo/Cnnz4Riknr5GywMtAh2MaVNriCnooGEgp7367qiOxCbz4HYfIx0hNNESWWUSgUXxoNXCtgVmUtERjkpxXVsnB8kGrT9uWq42tfw9BgPfrtWyBu/JPDns8N70ARDXc05FF+o1p1TCSNdDfzsjcWCnlBQS3uHXAzRqGpsY26YM29N6U9dcztfn0pn+6VscZD84gQv3CwNGOVlxdrjqWyJyOZiejmvTPRmXrgLC4ZK+PKxQSgUCq7l17A9IltQ1XZDQmENOZWNKjMYENo2NkY6Kn46Dl0Kvq2xbp/tBl0tGRvnB/Hkzlhe+/k6re0dLOiMzUsvreO9Q0kM97Rg0VBXsssbONLJTLnauUDxtDJgxWgPJvrakF3eyIrdcQQ6m/7Pizn8O4RF6p65+x59LfCyQqHo6OuFKhSKH4AfQGi53O6L/LdBS6Y+gk4qlYhG/ouGudIhV5BYWENEhtD++DE2X6T0DfzvcRYPc2VIZ6K8kmI3zseatSfSOJVSyiNBjqJ6NLGwli0Xs4nMrBCHXhYGWoS6CT38MDfz2wrmjc+v5rl9V4WiG+7MK5N80NWSEZFezuaLWZjpa/HlYwMx0dXifHoZnxwRIs/qW9rFBHt1MNTRYOuiYKwMdbAy0uHTmf6s2nuVoR+dQktDypePDeShgfbYGuvy6dEbHHhiCG/+msBnx25gaajNvHAXJvvZ8tz+a/xytZAOBXw4za9Hn7s3xOVW8eHhZJKKanGz0GfZCDf+TCgWlZAA8QU1OJjq8fQYDxxMdVmx+wrnUssw0dPETF9L9H53MtMjyNlULGJKhsisDZHoaErxsDKgX+eMQzl3+GS6v1pf7+7Q0ZTx3sO+zN8cxXdnMlk1zlPl9lBXM/ZE5ZJSXMsAO/VmUl+fSmfThSy8rA25UVLH2dQyfN85KvqE//ehAaIvkJm+4OuiIZOINNTp6yNYOcaTOWHOvPFAf6YHOvDmLwm89FM8+2LyeO8hX/rbGSGRSBjoaEKBjzW/XC1ArhC++8pWT3ObnPaOVo4+OwJNmaSHn05BdROXMioori1QSSaSSMDasGvB11Xx07E30UVHU8b3c4NYuSeOd35PoqVdzoKhLqzcc5XmNjlOZnrcv+48KcUCfdXP3pgXJ3gxYYANHl3cKpWK3//D3nuHR1V2Ud+/mUkmvfdCSO+BECCQhCq9KAiCioWmIIK9dwUVFRuKBVGKIB2lKE1q6BBIqOm9994zc74/zsxJhiSUKO/j+36s68qVZHJyMjOZWee+9157rf8AlwOtKpc7dX9upYYeAbwvCMIozfdvAAiCsLjNMem0Er8tUAfMEQRhe2fn/b+1hg6w9EAyXx1IIvXjsbdl/N+sUhObVcHU5acA0R2vqUWNQi4j2MVCKtFoFSITQ53Z3mbrqyXw/p42RHha42VnestX+maVmu8Pp/LtoWRsTQ1YMqUHAzWqmfVnsnh3xxU8O4gZa1Gpef33yx16mV8PmUwkQz8HM9JKaqVaboSnDRvm9AfEZKdBSw7z+hh/Ho/ozty15zmWXMK74wOZNcADtVrgh6OpfLE/ke42Jnw3LeyGfh9pxTUs2ZfInisF2Joa8PxwHx7UKFfansvKWEnv7lacSi3VSWLSen6r1QLRycWsOpHB0aRilAo5Y0IcpdKDvkLGhxODSSqsIamwmuTCGp0dirFSjGvzcTDD18FU0tE7WRh2+D9asP4C+68Vsu/5QTqzBXkV9UR+coj37g3UCXPWQtuUntTLhffuC9Lxqwfa9V9AtG4Y+eVRwrpb8eoofxbviedkaindrI14ZZQ/40PE6eRtF3JYvCeByvpmpke489wwH344msqPR1MJc7Pkh0fFOYG8inpWn8xoN6ewZlY4g3xs2z3ephY1BZUN5LQZumo7hJVf2aCjxQdxt+mqKd8cTChs1+eRycQAkFFBjowKcuw0Gm/XxTye2RDbTmjwv8JXfyex9GAyGZ+M6/I5/mlTVA+xKToMyEVsik4TBOFqJ8evBv78f7UpCvD9kRQ+25tIwqLRXeqOv7g5jkMJRZx8/R7isivYGpPT4ZZWiwAnc755KBRv+1sn8LZILa7hxU1xXMypZEKoMwvvC8bCWB+VWuDDv66x6kQGQ/zs+Pa6mDGVWmBHXC5f7E9q59duZqhHdUMLk8JcpL7BgqHepBbX6Mj02mJymCv+jmZ8tDseOzMDzr45jCaVmmc3xLLvaiEvjvDlGY0Nwem0Up7dEEtlfTPv3xfEQ311k+2Lqxv55mAy689mYaAnZ84gT54c6Nmh5OxkagnPboijprGZcSHOOpr64QEOPDvMW8fJMaWohjUnM9h2IUdnSOqvZwdIq+a2ihgQB5ySi6pJKqzRKUGYGejh7SCu6H0dW8leBgz74ig9u1mydna4zmMb8OkhQlws+OHR3jqPQ/s3x4U4sfShUPQUctxf/0vnGBdLI1bP7Cs5GQqCwKzV5zidVsb+FwbRzdoYQRA4mlTMJ3sSSCioJsTFgjfG+BPpbUtFXRNL9iVKQc8A0/q58d69ge3KQ4IgsO1CLi9vuahz+4sjfHmgt+st2RODuGgorG5sXdmX15OpCTjvaIDvw4nBjAx0uGkmAMCOuFye2xjHwZcG39Q2+v8Evvw7iW/+l4SuOcFYxLKKAlHB8pFMJnsKQBCEH687djX/jxP6iug0Ptodz+X3R95yzmJbLD+ayuI9CbjbGNOsEiSyNNSXoyeXU3NdyDGIMW+RXrb097Shh6vFLXXI1WqBtaczWbwnHkN9BR9ODJZ01dUNzTyzIZYjicXMivLgrXGtMWOCIHAkqZhPNW/4IGdznh3mw9y1ugqJD+4LYnqkOweuFfLErzFM6+dGSXUj+68Vcl9PZ2ZEuZNSWKMTq3Y9Ijxt8LY3lXTpj/Rz48OJotSxpKaRFzbFcSy5hImhznx0fwgAK46lsSI6jYYWNQ+Hd+O5Yb46+aMdoai6gfCPDkrfr50dTlxWBT8fT6eyvpmhfnY8O8xHRy5YWd/cbgU8M8qdIGcLXt16kSF+9vT3tObj3QnsmB8lJRSV1zaRVFhNUlENyYXV4teFNVIjGUSFkbaUE+Zmycsj/fBxMMPWVMnLWy5xJLGImLeHS0S/9XwOL2+5yDB/e354tDd6chlL9ifqNHYXTQxm6YFkSdbY39NGIjTtDqgtVGqB7bG5fLE/kbzKBob42fHaaH8EAcZ+0yoxjfK2YeGE4BsS4tGk4naDZAN9bHmgtyujghxvaeHT1KLmVFope6/ks/9qIaW1TSj15AQ5mxOrkaXe7iJK+/gPvTS4XeD4/wJf7k/k28MppC/+HxL6ncD/zYS++kQ67++6xoV3RrSb2usIOeV10hDP6bRSnRDlMcGOUiamj70pcrmMxhYVYQv/plazOpwV5SE13gBMlAr6elgTqZFJBjiZtyv95FfW88qWSxxPKWGInx2fTu4hTdJll9Uxa/U50ktqWTghWEdFEJtVzid7EjiTXoabtTEvj/JjZKADT/4a007rrNV7Azy+8qzkN/PevYHMiHSXyKi+ScVDK06TWFDF94+EUd3QIilaenazJKmgWscIDMSVc6CTGT4OZhyML9QpPWmfN21z71ag1fhr4e9oxvePhGFnZsCvpzL5+Vga5XXNDPK147lh3vTubk1Ds4peC/9mYi8X7M0MJL8XLXYtGIC7rTERiw8xLMCepQ/1uuF9KKlplMo1SYXVJBRUt/O8aatQmR7RnTEhTiQX1fDejitEetny8/Q+qNQCz2+K0xnlD3AyZ89zA8kuq2Pm6nNkldbxxlh/vjmYTHcb0WWzs/JgQ7OKNScz+O5wis5E6bZ5EVzLq+KzfYmiOd0gTxYM9elU861WC+y6lNdOrWRmqMd9PZ2Z0qcbPV0tdHYj9U0qopPFQZ8D8YVUN4iDPkP97Rkd7MgQP3ue3xhLdHIJO+ZH3Xa+5x+xObyw6SJHXh7SbmL4f4HP9yXy/ZEU0u4Qod+dFO0CtJKsjiLGQKyDSiqU9FKyy0QCtzLWp5+HDU8M8OCbQynYmirbbatBDJPo7W5NdFIxcwd58sZYMcqttKaRM+llnEwt4VRqKR9r/K7NDfUkeWSElw3x+VW8u+MqLSqBj+4PZlq4m/QmOpdRxty151GpBX6dFS5J51KLa/hcU4u2MVHywX1BPBzuhlwGC9bHSmRuYaTP00O8+OFoKpN/OMmqGeFUNzRzNr01U3RiqK5FgZFSwS/T+zDp+5O8vOUSv8+LJMLThsKqBrY/HYkgQLYmhUi7C+hIdtgWD4e7YWqgJ3mqdAa1WuCTvQn8FJ3GMH97vnm4F2czynhxUxz3LTvBp5N7MH+oNzMi3Vl7OpMV0WlM/uEUUd429HC1pL5ZxWjNBKG1iVKaeAW4d9lxBvna4WBuILpFjgm4Yc6prakBtqYGOqZVV3IrGf/tcdxtjHk8Qizb/H2tkJKaJtacymTNqUzp2NqmFp7ZECsR+QvDfckur2Pr+Rwp1LibtTHbnopkztoYPtglKos3ze1xw16Pob6C2QM8SCmqYUubXsn+a4U8Pdib0cFOLN4Tz3eHU9kem8f79wV1OJkpl8uYEOrCqCBHVp5IZ9mhFOqaVFQ3tPDbmSx+O5OFj70po4MdsTDS50JWOYcTiqlvVmFhpM+oIEdGBzkywKd10Gft6UwOxBfx7vjALoU13+nJzNuFwI1fr/8Udwm9C1BqCL2j+t7ptFIpfMDSWJ9+HtbMivIgwssGX3szSTrVrBL4aHc8OeV1HY5WmxooNOdo3QHYmBowNsSJsZomVmFVA6fTSsUp1rSSdoEScwZ5EtFmgm/r+Rze+P0S3ayM+WVGXzxsTSisEke9N8dkY6gn5/nhPjwx0BNTAz3UaoGXt16UrHJdLI1YM6sv3vZmDAtwYPrKs9Iwj4+9KS+M8OW5jbG8+cdlvn8kTOeFa2tqwJpZ4Uz6/gQzVp1lSp9uLNmXyNW8KoJdLOhuY0J3GxMyPhnHj0dT+WRPAkb6ChpaVHS0iXxcs723MtbHz9EMf0dz/B3N8HMUm5EmBno0NKt4YVMce64UMD2iO+/eG4RCLmOonz1/PTuQ+esvMH/9Bc6md+fNcQE8NdiLxyO6s/5MFj8eTZOCrwVBoLi6kZ+PtzYBhwc40NPVgrWnM6VhrRFfHuX0m8Nua3Q82MWC2QM8WHkinVA3S2YN8ODj+wX6fXxQZwhsTLBju97EVweSpK/Xnc7E09YEX0czfOxNmRnlLvnHrD6ZwcL7gjrVhpfWNPLMhlhOppYyPaI7M6M8+OZgMj9Fp7HxbDYLhnrz8f0hPNinG+/suMKTv8YwPMCe9+4N6rAZaaiv4Okh3kzt042vDySx4Wy21PRMLqohuc18gq2pAd8/IgbFXF9GTC6s5sM/rzHY106aAbhdaHutt+O2eCchCHdOgw53Cb1L0FOI/5KODLoSNWWRLU9F0Nutc+3rUH97Ptodz+GEIh7rIHpO+wKsqOs8xMHB3JAJoS5MCHXhcGIRM1e1hm/YmRnwU3QaP0Wn6UyIutsY88fTUSCDz/YmsPJEOiq1wGP9u7PgHm9pJF0QBN7fdVVqePo7mrFmVrhUtnGzNsbXwVSq/z8e6c7YECdyyuv4eHcCW2JymNq3m8799bA14ZcZfXn4p9Ns06wEd17Ma5fsPiLQgU/2JEhlmLfGBjAzyh09hRyVWmDhrqvSytXTzpSGZrWUQqSFqYGe1Ivo3d2KxyLcNfFf4vPqbGnEpjkRfLo3gV+OpxOXXcGyaWF0szbmiYGePNKvOwHv7gVgRpvn9Y+nIzmcUMQ3h1Lo6WrB8dfuYc+VfJ7bGEd1YwuhC/eLWu5I906VF9fjhRG+7L6cz5u/X2bXMwPQV8ilFaW/oxkb5/TnSGIxBxOKcDA3YNGEYAQB/rqcL6mP6ppUOhr6tlh/Jov9VwvY89ygdr2GK7mVzF17nuKaRpY80IMpfcT/2ZcPhvLEQE8+2ZvAR7vjWX0yg5dH+bLrmQGsOSmasQ3/8ijP3OPNk4M8O7TdbVEJ+DqYYW2ibKdV79PdiozSOk3wdRwTQl2Y0sdVajo3NKt4dmMcpgZ6fD6lZ5dXtf+rknJnELizF5e7hN4FaFcSHWnRi6obUMhlNyRzAC87E7rbGHOoE0K/nCsm0x9NKpZKLh2htrGFj3bHs/5MFr4Opnz1YChBzhaSh8vB+CIpuQYgo7SOngtbG339PKz57IEe7RLYP9uXyK8a0oz0suHHx3pLXh7F1Y3MW3eemMxyZkS6E59fxTvbr1DX2MKTAz05kljM+7uu0tfDup3db5ibFUsf6sW838TSyo64XF7XhCwXVTew9EAyG89lY6JU4GhhSGpxLX9eyuOB3q5YmShRyGV8MCGYkUGOPLcxlqt5lSyaEMzkMFdyyuuJL6hiz+V8nZr7+cxyhn95FKWeHB97U82KXlzVzx3kSV93a17ZcpHx3x7ny6k9GRbgQHKReGFeNDFYp/a+6M9rPDPMh0m9XPji7yRcrIyYFOaKk4URU5efolklsOZkBqtOpDM8wIGZUR7097S+ISGZGujx3r1BPLXuPKtPZNDXw1qa9v3o/mBWHEvju8Op9POw5sdHe2Ol6dsciC9EqSfHztQAN2tjPp3cg0RNELUWWmlsSU0TfT86gIGenChvW3wcTLmWV8Wx5BKsTZRsfSqiXWZroLM5v84K53hyCYv3xPPCpousiE7n9TH+HHxpMIv+vMbn+5P4/UIuCycEM8DHlqzSOvZezWfvlQLJX8fLzoQH+3TD1FCP7bG5JBRUoxYEfng0jJrGFrbG5LD+TBarT2YQ6GTOlD6uXM6pJD6/ipUz+ty04X0jSG6L/xEheps1xR3BXULvAvQVrWWT61FU1YitqfKmLyCZTNz6bzibRX2TSqfRpE0ncrE0IqGgmuyyug5Xe+czy3hx80WyyuqYM8iTF0f4SrVHmUyGgb6C32NzkcvgrXGBFFTWs+KYronWmfQyZq0+R4RXq4pm/ZlMST1xX09nPp/SU5rsu5JbyZxfYyira5LcCBtbVLy0+SKL9yRQUNXA51N6MmbpMZ7fGMvWeZHtttKjgx15b3wg7++6RmFVI0eTi4nLqmDFsTSaWtQ80s+NZ4f5YGtqwN/XCpm//gIP/XSatbPDJalalLctu58dyLMbY3ll6yXOpJexaEIw+ZX6HE4sxtZUyc/T++LvaEZKUQ0JBdUkFlSRUFDN8eQSaecBYtnGzFCPvMoGZq+JoZ+HNQFO5shlcEzT6P3gPrFc88ORVGauOkegpp776tZLOJobEuFlQ4iLBXVNLayd3Y/fzmSKK+Nrhfg7mjEryoP7Qp07VWiMCnJgeIC9zsUXYPIP4szCQ327sXBCsPR/qKxr5vcLuUzU+HQfSijCzcZY0sbPHuDBO+MDUWmmYn+KTmPjuWwaW9QcSijSiUMsq23imQ2x+Nib4ecoyip97M3wtDPBUF/BAB9bdnkNYNelPJbsS+TxlWcZ4G3L62P8ebCvG9NXnuXRX87o3O8gZ3NeHunL6GBHHf33kwM92XY+hyX7E5ny4ynG93Di9TH+fDgxmJ0X89h6Pkeq/YNIgJ2FvtwKJLvaLv32vw8B4Y7el049Bj4AACAASURBVLsqly7gYHwhs9fE6EjVtJi+8ixltU3sembATc9zLLmYx345yy/T++gENq89lcE7O66yckYfZq2O4f17A6XRZxDlXV8fSOLHo6k4WRjxxdSe7axcY7PKefLX8zQ2q7g/zIUzaWUkFoqa49fH+NPfU2yenkwt4WRqKefSyyRVjRYetiZsfzpK8oTedTGPV7ZexNpYyU+P99GN+lILfPhXPCtPpDOuhxMjAx14bmMcC4Z68/Iovw4f/2tbL+lEpY0NceSVUf7tVvUnUkp48tcY7MwMWDe7n87FTaUWWHogiW8Pp0irMS87E1bPDL9hyaO8tkmH5BMKqrmSWykl+FyPZdN64e9ohquVMdtjc1l2OEVHrbT3+YHE51fxwqaLklNjQ7OKHXG5rDqRQUJBNdYmSqaFu/FYRPcOvbuPJBZJ5Z3NcyOkAbR3xgcyK8pdZ5Wvlb7ufnYgp9NKWfjnNY6/NpTHfzlLs1rNvucHYazUXa9dya3kvmXHpbryYF87Jvd2Ja24huTCGhILq8koqZWeA7kM3G1MNENS4tCUu40Jx1NKdJw5r8eMSHfeHhdwQxKubWxheXQaP0WnolaLctCnh3rTrFJL4R3aspmdmQGTeoklmdsdDtpwNos3fr/M6TeG3bBh/X8KH++O59dTGSQsGtPlc9xVufzLkFQu6o5KLo23HIYc7mGNsVLBwYQiHULXphMN9bPHy86EA/FFEqEnFlTz/KY44vOrmNrHlXfGB7bTwu+8mMfLW0RjIytjfX49lYm7jTHLpvVibLCTtHsIdrEg2MWCOYO8aFapeWFTHH+2iUlLL6ml16L9BDqbS74nQc7mrJkV3s7+VS6X8c74ABwtDPh4dwJlNU2MCXbkuyMpDPSx1bFXFQSBfVcLONNGGTM9ojsfTAju8HmK8rZl3RP9mLHyLFOXn2Lt7H7SeLdCLuOFEb6cTi+TvE0e69/9pvVrKxOlpArSQq0WyCmv55mNsTrGZVqlDyCVbcLcrDDSV5CsmYYd/fUx3h4XgJ2ZAb8cT2eInz2G+goe7OvG1D7dOJVWysrjGXx3JIUfj6YyNsSJmVHuku49s7SWV7e26vW1ZA60i1VrUan59VQm/TysCXQ2p6Je7LM8/dsF0kpqWTe7XzsyB/Hi1/Z6NSnMpV1OZlOLmvSSWo28UkyGSiqslhrjnSHQyZxFE4NZdiiZ1SdFi4oPJwbTx926w+NNDPR4cYQv08Ld+Hx/Ij8dS2NzTDbldc0o5DL+enYAnramHE4sYuv5HH45ns7y6DR6drNkSm9X7u3pjIXRzWdA/nMqF0G4Y2lFcJfQuwRtyaWppf1qrri6gdBuHXtwXA8DPQUDfWw5nFAkye+06UQTNelEwwMd+OVYOpV1zWyKyeLzfUmYG+mx4vE+7aRjarXA19el1yjkcp0gh86w5mSGROZfPxjK6GBH4rIr2H+1UCco4WpeFU+tPS+RYZiblU6ZZ84gL+zMDHhlyyWcLY0w1FPw4uaL7H5uIBZG+sRklPHx7nguZFXgbW/KhFBndsTlseZUJmNCnDpNAQpzs2LjnAgeX3mGB5efYs2scIJdLGhqUfPmH5c5m17GAG9baptaeH/XNeLzq/lgQtBtDaHI5TLcbIy5P9RZh9DnDvZibLATSRqCSyio1rEl1kJrBVxc3cjmc9mM6+GEiYEeMpmMSC9bIr1sySytZc3JTLbEZLPzYh6h3SwZHezIqhPpNKvUPDXYix+PiuWue3s6s+tiHvmV9ToWtX9fKyS3op53xgcC4O8oln8u5VQypbdrhzFum2OyeXv7FVwsjVjyQA++OZTMcxvjyCmv5+khXtLqX6knx0+jFmpWqTmVWsreqwUU1zRS3aA78NZ2OOpafhWTfzgp/SyhoJoHfjxFX3crvnskDHuzjhc5jhaGfD6lJzMi3Rn/raiYUqkFcsvr8XMwk0b7i6sb2RGXy5aYHN7efoWFf15jVJAjU3q7EuVt26ks85+GRP/bEIQ7e1/uEnoXoN/JCr1Fpaa0tkkn7f1muMffnn1XC4nPrybQ2ZzzmZp0Io274ogAB5YfTdNpZI4JdqK8romTKSWSe51KLfDoL2ekQRWlnpxnhnoza4DHTWV0PxxJlbbQq2b2lUymHM0NiU4uRiEXo+oCnMw5lSY6SX53OIVvD6Wg1JPT281KDPrwsqFnN0vu7+WKjYkB89adp14TovzwT6dxsTLi72uF2JsZ8MmkEB7o7UqLWpD8Uub8GsO2eZHS2Pr1CHQ2Z/PcCB79+QwPrzjNNw/1YsWxNE6mlvL8cB+eG+aDSi3w1YEkvjucSnRyMV9M6YmzpRH1zSrqm1U0NKloaFFR36TWvU3zdX2zSlKO9OluRUxmuWS1a2OixNhAQX2TmobmG+emvrrtEq9uu0Q3ayP8HMwJcDKTmrFvjvXnxZG+bI3JZsm+RMklEODHo6noyWW0qAVKNBeMs+llTAh1kY5ZdSIDVysj6YKudYMEeHtcoM79aGpRs+jPa6w9nUmUtw3fPhyGtYmS3u5WvLr1Ekv2JZJTXs+iCaKssaFZxbHkEvZcyefANTG6zlipYKifdtDHTmdHWN+kIrW4hl0X81jeQQbtuYxyaUL3vp7O4sVC43PjamUk7RaVenIM9OQ0tqjxtDVh9poYIr1seGtcAEHOFtiZGfDEQE9mD/Dgcm4lW2Jy2BGXy66LeThZGDI5zJUHeru2Gx6SQpn/I1X0uyqX/yA6U7mU1jYhCKKR/q1CS56HE4sIdDYnOrkYPbmMSE0poJebleQ/3ru7Fbnl9aw7k4lw+sbnXTDUmxBXC/Ir63GxNO50uk9rFgSw9akIaYt8PLmE+esvIJehk+CuvdBUNTRzLr1Msgr+4u8k+Fs0qerrLlr4vjUukDf/EKV01/KruJZfxYKh3kzr54ZMBlllddQ3q/C0NSGtpJaqhhZGfBXNK6P8MDMUdeRa4hW/FsnY2lRJXmUDM1e3ygm3xOSw9lSmdCyIUWzTftZt1t0IenIZRvoKDJUKrIyVVDe00NPVgos5ouKotLYJYwORSI30FRgp5RjqKTBSKjDUV7AjLpdzGa2Tn7OiPCisbiCxoJrDiUWSFlupJ8fbzhR7c4N2fQsQV+YZpbWcShNLUmfaEPqV3ErOZpTx1thWq4a2je62GZhF1Q08ve4CMZnlzB3kySuj/KRyoYGegq+mhuJqZcR3h8UovyF+dpxNL6OuSYW5oR7DAx0YE+zEQJ/OE32MlAqpdPfG2ABOpZbyyZ546TlrG4Cy82IetLF9MdJX4G1vSncbY2l3qJ0G3XA2i68PJDH+2+NMDnPl5ZF+OGqMznq4WtLD1ZK3xgVwIL6QLTE5fH8khWWHU+jrbsWU3t0Y28NJGjyD/5Db4l0d+n8PevKOVS5FVa3JQLcKe3NDerhacDC+kPlDvYlOKibMzUpaBSnkMu7xt2f/1QI2zumPvkKUoeVX1pNWXKtDaiBu5xQyGV/+naRzu7WJsjWEwFK0KV11IoOssjpA1M172JqQU17H90dSWa8xZ/r4/hBqGlrYEZfbhlTV4udmFU0qNcEu5tiYKjmWXEJdk4qjScU6trVtsexwiuTb3RmW7EvU+V6pkGOoL8dIqcBIX0FGaZ3Oz/XkMvp5Woskq99KsBV1TRLZWRnrs3hSCJbGytZj9BQYKuUiiesrbliSuppXydO/XSCnvB53G2PmDPJsJ0V8tH93Pt+XKD0+axN93r1XXDE3NKtIKaohsUAs25xNL+NIYsfP0R/XGbWdTm3tNaw+mYGxUiFp/NOKa/haM2CktXXWV8i5kFXOvHXnqaxv5puHe7WrlZfXNvF3fCEJ+dXSbUcSixke4MDjEd2J8LLpUqJOhJcN2+dH8dflfDFqrbCG/p7WBDpZsPNiHiU1jQS7mHNfT2cKKhtJLqrW6dtM+O4EJkoF3g5m9PMQM3a3ns9h6/kcnhvmw9zBnlJ/wFBfwfgezozv4UxBZQPbLuSw7XwOr267xPu7rjIm2El6r97J6czbgcCdZfS7hN4FaKVj16/Qi6pFydituMC1xVA/e745lExSYXWH6UTDAxzYej6HcxllRHrZIpfBmbQyHdOrL6f2ZFKYGNelUgsUVTe0sSlt/ZxUWM2hhCIaW3Tv+5QfT9ERtCvsjmCg10qyhvoKApzM0VfIuKRZnd0IwS7m3ONnT6CzOUo9ObNWx+BmbczjEd358K94gpzNWf9Ef0wN9XTqo/uvFvDcxjhsTEXf9g//iudSTiVRXrZM7iCu7LXR/nzxdxI/HEll6cEUvpvWq0smTUHOFux6ZgCvbb3E4j0JnMso44spoe1S4V8a6UtuRT1/xOby+f4k5gzyQqknx1C/dSVb09jCY9fJ/Ab62OJqJcpUY7N0k6TSSmpxf/0vxvVw4q9L+UR42mCiVKBWC7z++2UM9OS8OMKXxXsSyCip5VxGOe/tvIKThRF/PB0ujcwXVTWw76qY6HM6rQyVWsDF0ohZUR4Y6stZeSKd+PwqnCwMuxyPBiJ5ju/hzMhAR9afETNdT6eVMdjXDoVcxpHEIgoqG3hzbAADfWw5llzCpF4uPNzPTcfrJiazTMdWd+nBZJYeTEZPLuP1Mf74O5rj62CKnZkBjhaGzB/qzdNDvLiQVc6WmBz+vJQvDZf9/2WFfle22AWkFddwzxdH+frBUCb2aq1taiVSJ1+/55atQ0EMnbhv2QkG+doRnVTMzgVROkMetY0t9Fr0N4/0cyPC04bP9iXq5Eaee2v4LQ9fqNQCH+y6Kg0NOZobUt3Q3OHW/3powx287UzxtDPFzdpYCiSwNzNg/7VCluxLJL2kln4e1rwxNoBQjawzpaia4V9GtzunvZkBkV427LlSQGOLmisfjGLTuWwW/XmN2QM8eHmkHy1qNWo1/Hw8jW8PpeBgbsDyx/pgZaxPdYOYQVlU3ciDfbrxSH83Kemo7cfB+EJpunRsiCOjg51Qq8WkI+1nlSCgUqlRCaBSq1Gpr/ssiMf9cixdkvb1cLUgyNmcFpXm99UCDc0q9l1ttWEY4mcn3Y/axhapHNEW3vam0jFaO9nrPcLbwtHckHlDvHhv51U+m9yDEFcLxiw9Jkn9Bvna8c1DoVQ3tLBXE8t2IascQQBPWxNGBzsyOtiREJdWs6wruZXMXH2OhmYVPz3WR0cB9E9Q3dDMT9Fp/HwsnRa1mtBulhRVN5Kp2WnJZXBtYccuimUa58rkwmo2nM3uMI3K0lgfX3szfDTWxD4Opvg5mGGkVLDvagGFVY3M7WBH9b/AezuusD0uj4vvjezyOe66Lf7LyC6rY+Bnh/nsgR5M7dM63q4NvrjdRG+1WiD844OU1DRibaIk5q3h7QaTery/T8cJD0QfjMWTQtBTyFC1IZR2Hxoiqmts0QlqfmmEL2oB4rLLOazZ/rtaGTEy0JGKuiYyy+rI6iBi7HahVMilC871vur/N0FPLkMuF4Op6667ADpZGKKQy6SPmoYWSQVjpK/A30mMr7uezHu5WWJvZoCeXC6dWy6TSX8ru6yO4ym6LpdamBro0bObBetm9yOnvJ6Bnx0GYGSgA4HO5vx9rZCreSIBBjqZSyTucwNf/ZzyOmauOkdGaS2fT+mp04z9pxB9g5LYdC4bQ32FznM4d5Anzw7zuWkDXxAE/ryUzytbL0oJTeEe1qjVAkmF1TrvERsTZRuS1zZjTTuMfvw/hXd3XGHnxTzi3r0zhH635NIFSCqX62vo1Q1YGevfFpmDKJcb4mfH1vM5RHjatCPz+iZVOzIH0Y617Zj37eKL6+rsAKU1TWyJyW4lF7kMJwtDkWQUMhQykbCaVep2tezO0KRSd0rkjuaG+DiYkllaJ9Xzb4SFE4LQV8hF4tTcJ7lMhgC8vu0SdU0qjZIkAL02BKv9EATR1OpIYjEmSgU/PtYbTztT6XG1/bieXK9HeW0TL26O43BiMb27W/HJ5B46kXlL9iXw3eFU6ptVLJsWxuttSmSTwlxYPCmkQw+U65FSVMOp1BLe2XGVz6f0JKe8jnWns6hvamHx/T2IySzXKZntv1bI/muFhLlZ8uZYf0YFObazdugMrlbGbH0qkrnrYjqUNf4TOJgbsnhSD2YP8NDZrclksDw6jZ0X83h3fCCjgx07/XsymYx7ezozItCBNSczWHYohfOZ5UwLd2P5Y71p0RB7YoGmdFNUze8XcnUyBuzMDMRBKXtRbRPuYa0TW3cnIQh3VS7/ObSO/l9fQ2/sVG97MzhphpFMDNq/wY2UCp4f7sPXB0Q1ysPhbtzbw0mHdCXyaUO62o/CqgZmrY6hsr6Zj+8P4b5QZ2TAF/uTWHkinXAPa354JAwb01sr22hXWllldRgr9Zg3xItZUR46Spq2sWO5bev45fWSegOgoKqhXdh07+5WKBVyzmeWt3O0/O10lqSB7+9ho1PDHh/ixDs7rvDbmSz2XS1g0YTgDol49cxwDsYX8uLmi8xbd4FPJ/dgXA+nW3rsbWFlouSX6X2lmLtreVV8/2iYpAtfMNSH7w6LmvKoTw5Jv/f6GP/bKgF42Znw0uY4PO1MmNTLBblcxlODvYhOKmbEV0fb9UMWTghiZKBjlycjLYz1WTMrvI2ssY5FE4K7PH5/PVrUgthX0JPjZW8q9QzyKxuY99sFBvnasfC+oBv6lxvqK5g72IsHeruy9GAyv53JYntsLvPvEa2QtfGKIK7q8ysbNEEjYthIcmG1ZOhmZqjH5fdH/SuP7Wa406P/dwm9C9DrRLZYVN2IvXnXjIS09dKO/GEOxheyQqPx1ZPLWDwp5JbPey2vinnrLqAWBDbO6U9/TxuqGpp5bkMshxOLebS/G+/dG3RLTbDqhmaWH03j5+NpqNQCj0e488w93h1eCJR6ctxsjHGz6Xhis60aRAsbEyWltU3tQh/aIlEz3LP6ZIZ0W7iHNVN6uzImxIkPJwZjaqjH8qNp1DS28PmUnh0+tmEBDux+biALNBa6Z9K789a4gFtaMbeFXC5j/lBvene34pkNsUz87gQf3x/CpDBXjJQK5g3x0kkV+vHRMEYH397F40JWBRdzKnl3fCAnU0vZezWfXRfzqaxvlo55e1wARdWN/BSdxoSeLu2atbcLAz0FXz8YSjcrY5YdTiG/soFl08JuObS7MzQ0q3huQxzmhvrsfX4gNiZK9l0t4LO9iaRpAp2jk4oZ+XU08wZ7MW+I1w2Hw2xMDVg4IZjHI9z5ZE88n+xJYO2pTF4b48+9PZyQyWTIZDKcLY1wtjRiSJsg7+yyOoZ+foQxwY7/6DHdDu4OFv0HoZQIXZd8i6sa8LLrWiNJS2Jal0UQVxa/HE/no93xBDtbEOJqwYazWRRVN9zSTuBESglz157HzFCPrU9F4udoRlpxDU/8GkNWaR0fTgzm0f7db3qepha1pFYoq21ifA8nXhnld8vb+OvR0Kxq55libyb6pc//7QLIoLiqkfpmFQsnBGNlrK+j1skordVpCp/VjP2/slU36m5HXB474vJYN7sfHnYmOJob6ihmXDQWup/tTeDn4+nEZlWwbFqvLj2u/p42olnYhlhe3HyR2sYWHu3fXYfMQbR1GBXUeUnhejQ0q3hUo6X/ZE9Cux3LzCh33hkXiFwu43BiET9Fp5FQUKVjtdBVyGQyXh7lh7OlEe/suMKDy0+xakbf21ZxtcUnexJILKzWsY8YHezEsAAHNp7LZumBZEpqGmlqUbP0YDJ/xObywYQgaV6jM3jbm/Lz9L6cTCnhw7/ieXZDLCuPp/PO+AB6d+/YfuCrA0nI5TKeH+7b4c/vBO60VdhdQu8CWv3QW99cgiBQXNO1kktNYwvnM8tR6slJKaohq7QORwtD3t1xhY3nshkb4sgXU0JJL6ll/ZksDicU8WBftxuec0ecGN7raWvK6ll9cbIw4khiEc9siEVfIee3J/rd9E0vCAK7Lxfw2b4EMkvr6O9pzRtjAtoZkt0OTqeV8ubvl0krqZUmMa00q8mpP54i0NmcM+ll+DmYsXJmX1xuoBaqamgmt7ye1OIadsbltQv40KKtE2BbHb6r5vNQf3scLQz5Yn8S4785zmcP9GBMyO2XYOzMDFg9qy/zf7vAOzuu8s4O3Rz1xyO68+upTLpZG/H0EO9Oz1PT2MKRxCL2XinQ0WiP6+GElbGSTeeykMlkfDG1J6OCWleXAZpST2Jh9b9C6FpM6+eGk6Uh83+7wP3fn2TVzL74djLNeyMcSihk9ckMZkV5MNjXTudn+go5j/XvzqReLqw4Jvr41zWpyCoTm7Sjgxx5997Am6rHIr1t2fXMALZdyOHzfYlM/uEU40KceG20v85uMaGgij9ic3lyoOdtKdL+KUSLjzt3/ruE3gW0Dha1EnpFXTPNKuG2hoq0OJVaSota4OMJwbz5x2W2XcjhdFopZ9LLeOYeb14Y7otcLiPAyQwXSyP+vtY5oQuCwE/RaSzek0A/D2t+erwP5oZ6rIhOY/GeeHwdzFjxeJ+bmledTitl8Z4ELmZX4OdgxqoZfRniZ9fl5lhlXTOL98Sz8Vw23ayNWDs7nIE+dmyJyeaVrZd4PKI7J1PFxxziYsFvT/aT/Nc7g7mhPuZO+gQ4mUvh1yCWhmIyyjmUUCSFT2uRo9Hmk3792Vox77cLgGiK5W5rIhG/i6XRTVUYBnoKvnwwlB7vt1o1bHkqgik/nsLN2pgJoc58tjcRF0sjHQVJRV0TB+JFEo9OLqapRY1Nm7zagy8N5mhiMR/tjqe7jTE/Pda7nfOgg7kBlsb6xLcZFvq3MNTPns1zI5i5+hyTfzjJ8sd660Tp3QxF1Q28suUS/o5mvDq6Y/dNEE27nh/uy7R+bnxzMFlKO9p7tYCjScU8O8yH2QM8big8UMhlTO3TjfE9nPgpOo3lR9P4+1oh0yO7s+AeHyyM9Pl8XyKmSj3mDfa6refhn+LupOh/EDKZDH2FjOY2ZQOtRK0rNfTopGKM9BVM7u3Cz8fTWHowGaWevJ3OXSaTMTzAnk0x2e081EGswy/68xqrT2YwrocTX07tiSDAS5sv8ntsLmNDHPl8Ss8Onfi0SCqs5tM9CRxMKMLR3JDPHujB5DDXG2ZS3gjaVf57O69SXtfE3EGePD/cV7rvD/R25UhiMevPZLFqZl+WHkjmfFY5287nMLONZfDtwMxQn6H+9gz1t2fRxGA2ncvitW3igJTWRgFEXX13axO6WRvjZm2MqaEeWaW1UjjGL8fbs76Vsb5E7i6WxuKKX/O9q5URTSq15F2ixbW8Kvp0t2LNqQz2Pz+YgkqR3OQyGZX1zey7WiBd1J0sDJkW7saYYEeCXSwY8OkhQlwt+e5QCr/H5jI8wIGvHuzZzmETxNeHv6MZCQXttdr/BoJdLPjj6UhmrjrH9JVnWfJAT53XZ2dQqwVe2XKJmsYWNs7pf0uGafZmhnw4MYRZUR4s0WTd1jer+HRvAtsu5LBoQvBNdfLGSvHi8HC4G5/vS+Tn4+lsPZ9DlLctB+KLeGWUnxQW8n8Kd1Uu/1HoK+Q0t1EXSFOiXSi5RCcXE+Flg4Gegslhrqw7ncmyaWH07m7V7tjhgQ6sOZXJ/msFOiu8hmYVL26OY/flAmYP8OCtsQEU1zQyZ+15LmZX8OIIX565x7vTFXZBZQNf/Z3ElvPZmCj1eHW0HzMjPTr1gLkV5FXU8872KxxMKCLYxZzVM/u2i5uTyWR8dH8wF7LKeW/HVbbOi+T1bZf4QBN+8dpov38smXuwrxvOlkbM+fU8Fkb6rJ7Zl8zSOk6llXIqtVQKo9aGeC+cEER1QwvfH06htknF3MGeBDqZk1tRL03fphbXEp1UIsXkdYSpfVzZHJPDezuvSsZT689m0c/DWtx9bRAted1txNi7McGO9HBtHfTZdC6L8rpmzqSV0qRS8+IIXxYM9b5heIq/ozmbY7JRq4U7ktLjamXM1nmRzF0bw/Ob4situLmscfXJDI4mFbNoQlCnxmudwdPOlB8e7c35zHI+2RPPuYxyUopqeHjFaSaGOvPmuICbvucczA1ZMqUnM6Lc+eiveKmM5WpldNOQ8X8bYkj0nTv/XULvIrSOeFp0xccFWtOJZka6A/D0EK8bvkEivWzxsTfl20MpjO/hjEIuo7KumSd/jeFsRhlvjwvgiYGexGaVM3fteTFI4LHeOrXWtqhqaGb50VR+OS5mi86I9GDBPd5Y/4OVi0otsPZUBkv2JaIWdDNBO4KlsZIvpvbkkZ/PsGRfIj882pt3d1zhx6OpFFU18OkDPf7RKDrAQB871s4OZ+aqczy19jzrnujHvRp/k/zKeslkTGsX2xbLj6YxPMCB7x8J09nqC4JAeZ1Yx//leJpO7J2vgyl724Q6a6WFi/5sTePR4uFwN0K7WWJjqkSlFtBTyBAEgVUnMgCxCf/9I2E6nvmdIcDJjLomFdnldV1uWt8MFkairPG1W5A1xudX8cmeBIYH2N9SA74z9O5uxea5ERyIL+LTvQmkFNWwPS6Pg/FFvDzKj0f7d7/pLjLI2YJZUR6c1HjjPLcxjg1ns3h7XGC7hcadwt2Sy38USj25juJAW3K53fzDaI2JldbF8GarBYVcxrPDfHhmQyx/Xc6nd3crZqw8S2ZpnWTCtO18Dm/8cRkHcwPWzo7Cz7H9qqipRc1vZzL55mAy5XXN3NfTmZdH+nUqM7xVJBRU8fq2y8RlVzDQx5aP7w+5pbDkSC9b5g4SvcCH+Nnx4cRgHM0N+eLvJIprGvnh0d7/WDLXx92aDXP683iboIwAJ3OcLMRc0ElhrgiCQHZZPSdTSziVVsrRpGIq6po5EF+I79t76O9pzZTe3YjwssHZ0ggrY302nM2SyNzf0Yzt86NILa5h75UCtp7PIb+yod196dnNUvJcbzu9q5DLJDsG7TDZtP5uGOgpSC+pxdnS8IbSSj9NYzQ+v/qOETpo3BofDMVVO/vtPAAAIABJREFUI2vMq2jgu0d0ZY0NzSqe3RCLhbE+n07u8Y9XwjKZjBGBDgz1s2PL+Ry++juJoupG3tt5lc0x2SyaGEyYW/tdrRYqtcCSfYm42xiz9/lBbInJ5qsDydy77Dj393LhlVF+Or7zdwICd9Yo7C6hdxF6crmOyqWougETpeKmTbPrcTSphG7WRu1i126EcSFOfHsomWc3xGJnZkBDk4rVs/oS7m7NR39dY8WxdCI8bfj+kbB2NUK1WpCc8LLK6oj0suGNMQGEuP6zFUpDs4plh8Q0HnMjfb5+MJQJoc639eJ9cYQvx1OKeX3bJXp1G8Qzw3ywNzfgzT+u8PBPp1k5o+8tXzAzS2uZuvwUenI5Vib6WBkrsTYRPwb52LI9Lo8xS4/x2mh/hgXYY2WsxMpYHz2FVj/vxkPhbgiCQGpxLe9sv8KptFJOp5VxOk1MRnKyMGxH1n3crRjx1VGyy+qRy0SN/NxBngwLcOD13y9xIkVcHe6YHwXA7sv5PP3bBZQKOe/eG0hBZQO5FfWkFNVIEtblR8XGnhZ2ZgYdqnVcrYxxsTRCJhMvrKPvsL5aK2t0sTLi7e2irHHljL5SvN7Hu+NJLqph7ezwWx5auxXoKeQ8HO7GhFBnVh5P58ejaVzNq2LS9yd5OLwbr47y77A2vj02l8TCar59uBeG+goei3BnQi8Xvj+cysrj6ey+nM+cgZ7MHex12+/jW4X6Dlut3PVy6SIGfHqIvu7WfPVgKADz11/gWl4Vh18ecsvnaGpR02vhfib2cuGj+299WAjg7e2XWXdatLjd+/xAnMyNeGZjLNFJxUyP6M7b4wPblSlOpZayeI/oTujvaMbrY/wZ7Nt15Urb8775x2XSS2qZFObC2+MCu1yySS2uYdw3x+jrbs2ameHI5TLRWnj9BRzMDVkzM/yGE4RafH1A9HmfGOpCRV0TZXXNlNc2UV7bRHVjexsFLcwN9bAxNcDKWB9rE6V4ITBVYq3xR7+Z9a8Wr4/xZ0pvVx0ia1ap8XlrDyB6l7wxNgCAdaczeXv7FR7t78aiCcE6/49mlVoiee2kbW5FnVTPz6toaKdN12JkoINI8m2ati6WRlga6//rq8TDiUUs+O2C2KOYFU52WR2z18TwxAAP3h4fePMT/AOU1jTy7aEU1p3OpEUtYGWsr3n+u0l9hMYWFfd8fhQrE312zh/Qrr+QXVbHZ/sS2XUxDzszA14e6csDvbt1WQzQGV7cFMfZjDKOv3ZPl89x15zrDuCez48Q6GzOsmlhgKihRiaG+94qTqWW8vCK0zescXeEnRfzeHFTHC1qASN9BTsWRDF37XmplvlQuK6kMbGgmk/2xHM4sRgnC0NeGunH/b1c/vGLtbKumY93x7MpJhs3a2M+uj9YZ+S6q1h/Jos3/7jMO+MDpTzNC1nlzF59DrlMxqqZfXXcKDvCyK+OYmmkZPNT7f8fjS0qKuqaSSioZvrKs4BY8gpzs6S8ViT/stpGymrFi0BZbVOnpHkz2JkZMC7EidHBjrhZG1Ne18S4b8SoNW2/A8SBmx+PpvL6GH+eug0pnVotzj9oB69yy+ul9Ckfe1NyK+rbGYmZKBWtSh0rXbWOq6URtqYGXWqoXsmtlJwvQTQE+2N+5G1P33YVmaW1LNmXKDU9w9ws+XBiCIHO5qw8ns7CP6/x66xwqbzZES5klfPhn9e4kFWBv6MZb40L+Fde01q8sCmOmMwyjr16l9D/Uxj51VE8bE1Y/pj4vA5ZcphgFwuJ4G8Fn+5NYEV0GrHvjuhQhtYRfj6Wxod/xRPubs39YS688bsox7M1VfLDo73p2yaUN7+yni/3J7HtQg4mBnrMHyr6XNxOzmZHEASxbPP+zmuU1zXxxAAPHSniP4UgCMxZe56jicXsWBAl+XmnFtcwfeVZymqb+P6RMJ0x7rbQWvW+f2+gFK7dGSrqmpi+8ixX8qr4cmrH7oK1jS3svpzP+rNZ7bzKtRgV5EB5bTMFVQ23ZDLWFhNDnbE0Vkp2BmNDHHk8wl3aIWhLQbeKpQeS+fpgElc/GIWRvoKKumYN4dfpEL/267YWAiD2h0RZZlvSN5JI39HcsNP7k1Nex4BPRdfHBUO9eXlU55rzO4WL2RUs3hPP6bQy5DJRGrs9No8+7lb89kS/m+5OtFLbT/bGk11WzxA/O94aG3DbCp2O8PzGWGKzKzj6ytAun+Ou2+IdgL5CruO2WNwFY67r04luBLVa4MO/4ll5Ip2xIY58OTVUJ7z5j6ejpOZjVUMzPxwR64KCIEahzR/q/a9obnMr6nlXI0UMcbHoUIr4TyGTyfh0cg9GfR3Ncxtj2blgAIb6CrzsTPl9XiTTV53jiTUxfDq5R4ehFn9dEtUlt+KZYmms5Lcn+zN79Tme3xRHdYM4sl9Z18zBhEL2XCkgOqm4nQGWFramBpTUNOJua8KyaX5SmUulFqiqbyavsp4D14r463KeFMV2PbbH5emoZ3ZfLmD3ZV2ljYWRtgSkj7WJAdYm+liZiKUgKxMlNiZK6XtnS0MEAZIKawjtZomV5med9UlqGlukUo62rJOjIf1DiUXt7JO1jdu2JK8l/n1tFELLDqdgqC9n/tDO5bJ3Aj27WbLhyf4cSSzmkz0JbI4RM2K1C4ObQSaTMa6HE8MD7VlzMoNvD6UweukxHurbjRdG+EqWBV2BwN2Ai/8kJnx3AgsjfX6dFU5tYwtB7+27re1ycXUjfT86wMsjfVlwj88Nj21oVvHSlov8dSmfmVHuvDLKjzd+v8yOuDyUClFt8+XUnozr4cS601ksOyQqVyaGOvPSSL9bUpncDCq1wK+nMvhcI0V8aaQvMyI7lyL+G4hOKubxlWeZEenO+/cFSbdXNzTz1LrznEgp5bXR/jw1WNe5cPTX0Zga6LF1XuQt/62GZhUPLj8l+ZVrZamO5oYM9bcnOqmY3AoxiT6rrA5rE7GcY2OiZOGf11h/Jos+3a34dlqvGyoltKv9631nAMLdrXGyNJRCs18Y7ouViT5lmtp/V0pBfg5mWJnoSw1h7QVA+33bZnFnO7eGZhV5Fa0re916fj35lfVcn8VhYaSvs/J/d3wg7rbGuFiKNf1/qli6VRRVNRD+ceugV6SXDd9Nay8WuBHKapv45mAy605nYqgvGq7NHuDRpZ3usxtiuZxbeVu9tutxd4V+B6BUyKTBImlK9DYki8dTdOWKnaGyvpk5v8ZwJr2MN8f6c29PZx766TSXcyt5ZZQf8wZ7MfabY7y4+SKf70skr7KBKG9RufJvrZzbShEH+drx0cTgf+UicTMM8rVj9gAPfjmezmBfO4b6iyUWM0N9Vs0I5+UtF/l0bwKFVQ28Mz4QhVxGanENCQXVvHuLjbjcinr2aRJ92oZPtKgFfn86km5Wxsxbd57cinomhjpzPKUUM0M9fnuin+Qz8/H9IfTzsObN3y8zdukxvnwwtFMzKRMDPTJL65DJ4NBLQ7Aw0ifyk4M0NKs5m1Gmc+xXB5KYO8iTe3s6E+Bk3q7nIQgCtU0qidzL6kTiL61p4qPd8QC42xpTXttMYkE15XXNlNeJQeYdwUhf0Ur0JkqsO9gNuNua0Lu7FVYmSiyNxFJQi0pNRmmt5HE+M8qdukYVORV1kqpn4XX6ewsjfR2ljna1r1Xq/FuN2++PpKKQy9i5IIropBJ+PZXB1bwqBvjcum2BtYmS9+8L4rGI7izencCSfYmsP5PFq6P9uLeH8231G+70Cv0uoXcRenI5LWoNoVfd/pRodFIJ1iZKgp07J928inpmrDpLekktSx8SNb/3fnuChmYVKx7rw/BAB06mlJBQIHp35FU2sGZWOIN8bP+VN0NDs4pvDyWz/Ghal6WI/xSvjPLjREoJr2y9yN7nB0nbXa01gr2ZAT8fT6eouoEvp4ayW9MQGxPSeZM5rbiGvVcL2HellcT9HMx4bpgPIwIdWHc6k43nsvl0TwI55fWU1DTyxhh/1pzMQC0IbHiyfzulzYRQF4JdLJj/2wVmrjrH00O8eHGEb7sdTF1TC2tPZzIy0EGSql55fxQvbL7Irot5PDHAg15uViyPTuVSTiXLo9NYHp2GhZE+/T2tifC0IdLbVkodMjXQw9RAr90FdveVfJQKudTj0UJbCiqtbaK8rqnN6r+JsprWi0JZXTMZJbWU1TbphENcDwsjfWxMlJL1rYulEUo9OU4WhvRxt2JWlAf7rhZIZY+3xwXQrBJEpY7GOfNESkm7CERjpaJVlqlp3LYlfrtbaNxmldbx25lMpvZxJcjZgiBnC+YN6bp3i5edKT9P78PJ1BI++iue5zbGsfJ4Om+PD9TpXd0I6js8WXRLhC6TyUYDSwEF8LMgCJ9c9/NHgNc039YA8wRBuPhv3tH/GvT15NTViy/C2/VxUasFjiUXM9DHttMXZUJBFTNWnqO2sYU1M8PJqajn4Z9O42RpyIYn+6ESBGasOssRjXIlv7IBN2tjorxs/hXCbStFnBzmytvjAv6P+16AGGTwzcO9GP/tcV7deolfpveRHp9cLuPt8YE4mBvy0e54SmvOklNeT5ibpU7ZQxAE4vOrJRJPLBQvgD1dLXh1tB+jgxx1gqMXTwrhbEYZZ9LFFfOPj4bx8e4Eahpb2DCnf6fNMS87U7bPj+KDXVf5/kgqMRnlfPNwL52giS0xOeKua5CndJueQs5XU3siA34+ns4ro5TsXDCAA9cKeUKTSDU8wIEz6aVSVqmtqZL+njZEetkS4WWDu42xzv/d39Gc3Zfz2422K+QyqaZ+q9Cqgsq0O4HrLgZasgbxgrHqeEanpaCdF/PYuWCAzm2CIFBR16wTZi42bUV5Zlx2BRV11zVuFXKcLQ079dVxsjAU7XFlMp4b9u/a40Z62bJrwQD+iM1lyb5Epvx4ijHBjrw+xv/mw1z/60lRmUymAL4DRgA5wDmZTLZTEIS2e6h0YLAgCOUymWwM8BPQ707c4f8K9OUyabDodksu1/KrKKlpYlAncqhTqaXMWRuDkb6CDXP6s+1CDqtOZDDA25a3xgWwPDqNbRdyMDPQ482x/jwe4U50UjFz1p7nj9hcprTJOb1dVNQ1sXh3giRFXDe7321tT+8EfB3MeHOMP+/vusa605k8FuGu8/MnB3liZ2bA85viAFElolYLxOVUSOUUbZmjr7s1744PZFSwY4fWvIIgsOJYGumaFSfAU+vEwZ9Nc/sTdIMdFYgXoMWTetDPw4Y3/7jMuG+O8dWDoQzyFYOifz6eRpibZTuPbj2FnC+n9kQmgyX7EgGYP9SbRROCeGfHVYyVCo69OpSccq1NgTjJqpXoOVkYEuFpI6U5BTiZseFsFoVVjV1OLtLCQE+Bg7lCGhhqi8KqBnZezMPTzoQ/no5CqSfvsBRUViNeBFyt2pfqZLLWi0xnZcKaxhbyKjQk36Zpm1tRz+HE4hvm3n66N6FdacfZ0ugfqb3kchmTe7syNsSJFcfS+PFoKgfiC5ke4c4z9/h0GjAiIPzPzbnCgRRBENIAZDLZRmACIBG6IAgn2xx/GmgvPfh/DPoKuWSfW1TdgFIhx8Lo1qSHRzXj/gN92xPln5fyeHHTRdxsjFn6UCiLdydwPKWEB3q7YmWsz8TvTiAI8MQAUbmiDbwdEehAkLM5yw6ncH8vl9tuVmrDdz/YdZXyumbmDvbk+WH/nhTxn2J6pDuHE4v58K94+nvatFslT+zlwvqzWZxNL2PFsXRWHBMVQHpyGZHeoq3AiECHG06aNrWoeeuPy2w5n8PYEEfeGR9IxGIxOk4mo0MLhc4wsVdrCWb6qrMsGOqNj4MZ2WX1vKUZKLoeego5X0zpCYikLggCC+7xIae8nuXRaXSzNmLOIC+6WRszte//196Zh0VZrn/88wyrsiogoAgCoqCsiuKGu2F2jmlmWpa5prbYqV8d2ztpdTplp7JOi/uSqVm2WFaaLeIKiBtgsggKriyC7Ns8vz/eYQQFGTZZfD/XxXUxM++88zwwc7/P3M99f79dkVJyOiOfAzoNmj/i09l25FyVc/7n5794/k7vBplS1IRWK/m/L49RWFrOB1OD9JU6N0sF1RdLM2N6OFrVqMNeVFrOhZwifbVOhbqmt5MVEclZXLxapHcFq8De0kxfe399tU4X23YGVZ+1MzVi4Sgvpvbryrs741m1L5mvotNYONKLBwe43SDz2xIci7oAqZVup3Hz1fds4KfqHhBCPAI8AuDqenODhpaOsZHQly2mXy3GwcrM4FTHnvh0fJytb8i5V9SY9+vWgUVjvXl0YzRnMgvo6WjFrycvkVNYyoTALjw9pscNHxQhFOeVueuj2HbkHPfVYZV+TqeK+Ju+FLH/LRMrMhQhBO9M9ufO98NZuPko3+oaVorLyhVbthMXiUiuuqk4LcSVf4Z5G2THlplXzILPo4lIyWLhKC/mhLrz0MpDmBppGOvrxA/HzzN9VQSrZvQz+MLdvZOSgnn1+xg+/E3pMG1nYsSYXjXn95WVeiACWLozHilh0Vhv0rILeXPHX3S2bafXfhdC4OlgiaeDJQ8OcEOrlcRfzmV/Yia/xF7kUHIW3xw5xzdHztG9k6WSf/e0Y4CHXaOkz1btTWZvYgZvTvS7ZSbLNWFuYoS7vQXu9hYc0nnWLhrrrc+Zl5VruZRbTFpWwQ3VOnEXrrLr5CVKritNtWlnog/wIe4d9U1g1dHJ2pz/3OuvV3Rc/EMc6w+k8Pw4H+7o5aiPDUoKvXlX6NW9erX75EKIESgBfUh1j0spl6OkYwgODm6eeslGoqJcEJSUi6EaIxXuRLNDrzW8aLWSN3ecZOXeZMb2duLvAZ2ZvjpC3+F36lIuoV72LBrrfdNAO9qnE35dbPjwtwQmBnWpVaGwXCtZtz+FpTtPIaWyYdXUpYgNoZOVos8+e10UY/67hyBXW347eblKK38fV1vevMePBZ9H89XhNIb1cOCOWrpw4y/lMntdJJeuFvPB1EDG9HJkxupIYs9f5ZMH+zKmlyNhvZ34x5Yj3L/8IOtn9ze4FrmdqRFv3xuAkUawKSKVwtJyDiRl3jSNZaQRvHtfoOJKtCseCbw7OYDLV4t4essxOlmZ09/9xk04jUbg7WSNt5M1s4a4M+DN3bQ3M2JKcFf2J2XydXSa3vDDx9maQZ52DPSwo79Hx1rNRK4n5lwOb//yF2G9Hbm/f/1TfI2NlJL//PwXjtZmzNApmIJyoaxolKoOrVaSkV/MyQu5bI1KZWessoDKKSwl7sJV0nOLbxrQK/BxtmbD7P78oTMjmbfhMP3dO/LSXT74u9i2CPncNKDyf8wFOH/9QUIIf2AlcKeUMvP6x9saVVboucW4GahSWGFkMEyXPy8uK+eZrcfZfuw8Dw90w97SjMe+iNYf38vZmufHeRvUfqys0r2YvS6KbdFpN7WpO3nhKs9tO8Gx1GyG9VDUDW9FKWJ9ySks5fe/LvNTjJIzPptVwNmsAu4LdmGsrxPH03J4/9cElt0fpGh2zx/IrLWRzP/8MEsm+DItpHrp1t//Umz52pkaseWRAfg4WzN3fRRRZ7L4YGoQY3opkrV3+TtjYWbE/M8Pc99nB9g4J6ROynwZeYqphkuHdjy0+hBPjPTiyVFeNcovGGkESycrG6X/3aWs1FdMD+aeT/Yr38IeHYSnw81Xxb07W5N2pZB5wzyZN8yT0nItx9Oy9VLBGw6eYdXeZDQC/LrYMNDTnkGedgR363BTE5TCknKe3HyEjhamvHVPw1UUG5NdcZeIPpvNmxP9DEoXlpZrOZqaTXh8OuGJGRxLzUYrFXmEoT06MaS7PaE9HPCog3ieEIIR3p0I9bJnc2Qq7+2KZ/xH+5gY1EX/PmgqDAnokYCXEMIdOAdMBR6ofIAQwhXYBjwkpYxv9FG2QK7Pofdzr1m2szIV7kR9u3Ugp7CUeRuiOHg6iydHefHjiQt682N7S1NevMuHuwO61KnOdaR3J/xdbPjwt0Tu6eNywyq9qLScZbsTWK4rhftgaiDjA25tKaKhZOYVsytO6dbcn5RBabnE0dqMyX1d2Ho4DXtLU56/U6m++e+ueAK62uo33ewszdj0yAAe2xjNi9/EcOlqMU+N9qr01Vcx4H5zx0m8naxZ+XAwDlZmLPj8MOEJGSydHKDXS69geM9OrJ8Vwqy1kdz7iRLUDREKS0rP49eTl1g4sjvzh3vy8rexLNudQFRKFu9PDayx3NVII3hncgAIpSZdIlk7oz8TP97HjDURbFsw+KbfDHs6WfFnfDrFZeWYGRthYqShr1tH+rp15PGRXhSVlnPkbDYHdBusK3WbeyZGgsCutrpNVnuCXG2rbCAu+TGO0xn5bJwd0iyVTzVRIY/rYW/BfcHVb+NV7DvsTcggPCGdg6ezyCsuQyPA38WWx0d0Z4iXA0Gutg3W4Dc20vDgADfuDuzMx38ongMlZVqDO1br9Zq1HSClLBNCPA78glK2uFpKGSuEmK97/FPgFcAO+Fj3gSmrqZOprVAR0EvKtFwpKDW4Br3CnehKfikz1kSQlJ7HgwNc+WB3gv6YisqV+uzCV6zSZ62N4uvDaVWEuvYnZfDCthOkZBY0aynizbiQozT6/BRzkciULLQSunZsx8zB7oT1diKoqy0ajWDG4G5M+N8+ntt2nBfG+RBz7iovjPOucq72psYsnx7MC9tOsGx3ApevFvH6BF+0Er0B99jeTvx3SgCmRhqe3HyUX09eZskEX+6tRlIAFDncTXMHMH31ISZ/doDPZ4fUulm6am+yYoI8sBvtTY15974ABnh05OXvYhj3wV6WTQ1kUPfqUzBGGsE79wYgELz/awJSwqoZ/Zi6/ABz1kWy6ZEBNa6mvZ2tKdNKki7n06vzjUHE3MRIXxUDShdr1Jkruk3WDD76PZFlvyViZqyhr1sHBnnakVtcxheHzjJvmEeNY24utkWnkXA5j4+n9amSNszKL2FfYgZ7EzLYm5jBuexCQHlfjQ/sTGh3ewZ52hu011IfrMxNWDTWm2khrrz/awKuTfhN2KA6dCnlDmDHdfd9Wun3OcCcxh1ay8bESFBarijdgWElixXuREO623PPx/s4r9PSrpDB9epkyVfzBzX4jTWiZycCutrqV+kFJWW88eNJth5OazGliJVJycjn51gliFeYPnh1suTxEd0J83Wil7P1Dd8gene24Z9h3ryx4yQJOo2UO6vRbjEx0vD2vf44Wpvz0e+JJFzOo6xcy7G0HB4f0Z2nxyg1ys98dYwfT1zgxXE+PFSLs46fiw1fzhvItJWHmLL8AGtn9iewa/Xqjxl5xXx9OI1JfbpUWU1PDu6Kv4stj248zIOrDvHkqB48PrJ7tSkYI43g7Xv9EQL9hf/D+/swb0MUCzcd5bOH+lb7PB/dhebUpavVBvTrsTAzZlgPB4bpupevFpUScTpLcXI6ncnSnde+fMecy+GzP5MY5GlPr843drHeaopKy3lvVzz+LjaM9O7E/qQM3So8g5jzOUgJVubGDPa0Z8FwT0K97JvUAKQ6XDq0Z6muiqmpUDtF64mxkdIpqu8SNaCpqMKdaOOhszc8VpusZ12oWKXPXBPJjDURxF9S2r7nD/PkyVFezV6KKKXk1KVcfo65yM8xF/Wdrn5dbHg2rCdhvZ0MqpqYPcSdP+Ivs0/Xjl/THkCFEUNuUSnrDiibgq/+vRczB7sjpeSlb2PYFn2Op8f0YO7Q2je+ALwcrfhq/iCmrTrItBUHWflwv2pNizccOENxmZbZQ248b08nK75/fAgvfRvDe7/GE6lLwVS34WqkUQTLBEpQXzjKi3+N780r38WyeHss/xrf+4aLnru9BaZGGv66kAtBBk2rCtbmJozu5cjoXo5otZK/fbiXuAtXGdzdjos5RXqnJWtzY0I87HRdrHb06GTVJH6mNSGl5NXvYjmfU0RGXglBi3dRWFqOsUYQ5GrLP0b1ILSHPf5dbFrshn9joQb0eqKkXGSlpqLaUy4vfxd7w30OVmb8+tSwRv+656ULiPuTMvF2smLdrP61NsU0JVJKjqXl6IL4BVJ0jT7Bbh14+W+9COvtWG3Tyc3QaARPje7BvsQD5BaVUVqurTHv+cepy2yLvlajveHgGUb7OLJufwobD51l/jBPnhjZvU6v72rXnq3zBvHQqkPMWBPBJw/2YaT3Nd/PwpJy3et0qvECZWFmzH91KZhXvotl3AfhfDA1qNqLgz6oC1i2O4GFI7szN9SdFeHJdO3Y/oYqDGMjDV6OlpzUXTAbworw08RduMpb9/jp03iXrxZx4HQm+xOVFfyuOKWL1c5C6WKtSOd42Fs0+h5Nem4x+xIz2JOQzs8xF/UVYS4d2hHqZc8QLwcGeHQ0WJa6raAG9HpioluBnNfl42pLuazam3zDfXND3Vk01rtRVw2VSxErmBbi2izBvFwriUzJ4ueYi/wSe5ELOUUYawQDPe2YO9SDMb0c6yw5fD2Hz1zR//7+r/E8G1Y1jy6lZO3+FJb8EEdP3ebnuSuFzFkXSejbim73jEHdWDS2Z72CjpONOVvmDeTh1RE8sv4w700J1G+mfh2dRlZ+CXNrKXcTQjClnyv+LrY8tjGaaSsP8tToHjw2ovsNK12NRiiVJQiW/ZbIYyM8GefnxOs/nsTZph13+VdNO3k7WROekF7neVUm5lwOS3eeYmxvJ6b0u1bw1snanLsDu+g15NOuFOibnPYnZfLjCaUiydHaTJEo0AX5+lRTFZWWE5Gcxd7EDPbEp+u/1dm2N9EH808f7NvktnstHTWg1xMTXQfY+WzFO7Imz0StVqmL/WzPNU9IEyPlQ1mdlndDqK4UceHmI3zyRxL39et6S5xjSsq07E/K4JfYi+yMvURmfgmmxhqGejnwzB09GeXTSd/d2hjsiLmIbxdrfDvb8PEfSQz1ciDEww4pJbnFZTzz5TF2xl2ii207/hnWk/iLueSmCclgAAAgAElEQVQVl+kNmAH+5u/coBVkRwtTNs4NYc7aKBZuPkJecRn3BXdl1d5kAlxsqq0Zrw4fZ2u+f2IIL2w7wbu74olIyeL9KYE3vLc0GsG/7/FDCPjf70nMDXUn2K0DT315FEdrM4IrCUX5OFvxdXQamXnF9fL1LCgpY+GmI9hZmPHWJL+b/p1cOrRncnB7JgcrXawpmQWKREFSJnvi0/lG18Xq0qEdgzyv6dBUJymg1UpOXrxKeIKSC49IyaKkTIuJkSDYrSPPhvUk1MseR2tzhr/zByN9Ot32wRzUgF5vjHUrp3PZhXS0MKt2U6i4rJxntx7n+2PncbI2J7uwBGtzEz57qC9BN3EnrytFpeV8sDuBFdWUIj41ugfTV0ewNSqNB2vZ7KsvhSXl/Bmfzi+xF/n15CVyi8qwMDVihHcn7vR1ZnhPh1pNd6WUFJVqySsuI7+4jPySMvKLy8kvLtPfl1dcRkHJtfviL+XqN1GLS7VICVOWH6z2/OeyC5m5NrLaxw4lZ1UJgvXB2tyEdbP6M//zwzy/7QTfRJ8jOSOfjx4IqtPFwtLMmA+mBjLAw45/bY9l3LJwPry/zw0XBY1G8OZEJaivCE/mgRBXMvNLmLM+im0LBunFxrydlM3QUxdzGdS97gF9yQ9xJGfms3FOSJ0uxEIIfefmtBA3pJTEX8rjQFKG0tkbc02B0cPBgoEedng4WFKu1RJ7/ip7EzLIzFdqtns4WvLQADeGeNkT4t6xSlXPK9/FUFqu5Zk7br0zUktEDej1pEKj4Vx2UbXplqtFpczfcJj9SZm0MzHi4tUiArrasvyhvtWuSOrL/sQMXvhGKUW8t68LL46rWooY6mVPX7cO/O/3RCYHuzTaKv1qUSk/nbjAV4fTiEy5lvawtzRjdJAjgV1tlZK59DyOp2VXCtRKQL4WqMt1wbvsBpOEmjAz1mBpZqz/wDtYmdHZth2FpeWkXSmscmxgV1umD3TDwswYC1Njfjh+ns2RqQS42LBmZn+szY0bLeXVztSIFdODeWrLUX26YWwdvGIrEELwQIgrgV1teeyLaO5fcZCnx/RgwTDPKikYjUbwxgQ/QPDFobP8zd+ZA0mZzFgTybZHB2FvaaYvqTx5MbfOZYY/x1xkU0QqC4Z7MsizYVVRQgh6OlnR08mKGYPdKddKDp+5wnu74jlwOpPT6fk3PGdsbyf+744eNapbnsnM54tDZ5nSr6teivh2Rw3o9cRYcy3l0vu6krBLV4t4eHWEPs9XWFrOPUFdePMevwb7eVaQXVCiL0V0s2vPxjkhDK7mA1uxSn9w1SHW7z/DxD5dqgZT/Wq4jLziqsG2oKT8WiAuLiP1SiFZ+TfvdMvIK9brh1RQEYAtKn5MjbBtb4pLh/ZYmBnpg62FmTGWFbf19xnd8NyKADzx432UlGn5cWGo/rWmLj/AwdOKpstX8wdWWXl/e+QcW6JSGdbDgeXT+zZJCsrUWMPMwd30Af2NHSd5+a5e9ar66NXZmu8fH8zz207wzi+niEzJ4r/3BdKx0gVbCeq+CKGYaw/0sCP67BXmrIti09wBOFiZYW9pyqmLV+v02hdzinhu23H8XWx4anTjyM+WayUx53L0efDos1coLZeYGWvo49oB2/YmaDSCK/klHD5zhZ9jL7Iz7iK+XWz0+fd+3Trqv+29uzMeYyPBwlE3d/y6nVADej0xMVI+oIqX6LUVesKlXGasidQ3L2gEPH+nD3NC3Rttp//nmAu89G0MGXklWJkbM6JnJ36KUVbLNa2EQQkuFU42N6NyAM4rLqsxiI/2cSTUyx4rc8MCcGNyPruQI2ezebaSCfH6Ayn6YA5U+Sb0c8wF/m/rMQa42/HZQ00TzCtYtTcZK3Njxvk6s2ZfCnlFZbw1yb9etdpW5iZ8eH8QIR52LNkex13Lwvnw/qAqFyqNRvD63b4IlJJYD3sLjqVl8+TmI3zyYF+8naz1iwtD0GolT395lJIybRUVxfqQdqVAnwffl5Sh1zXv5WzNrMHuhHo5ENytww0LneKyii5WZZN19b5kPttzGmONIKCrLf4uNnx/7DyPDvds1G+8rR01oNeTyuVxFZUakSlZzF4bqd9wszI35sP7g2p0p68PSt10rF4TIreojE0RZ/VBtL2pElBt25ngYtsOCzMj2psaczwtm+iz2Xh1smTBcE/amxrrnlMpAJsa097MiPPZhUp5YexFvYN9906WjO3txFhfJ3p3vrHR51azQ7cCHufnTGm5lsXb49hw8AyjvDux6E5vJn2yn39sOcqWRwYQnpDBE5uOEOBiw8qHgxvtW1J1nMlUmqQWDPPk2bCeONqYs2x3AgUl5bw3JbBewVEIwUMD3AjSpWCmLD/Is2E9eSTUQ7/y12gES+5WVuqfHzyLmbGGnXGXWPJDHN5OVmw4eIZyrTToorI8/DT7kzJ5e5J/nVMZuUWlHEjKZG+i0tRToSvvaG2mXwAM7m5fq7iZmbERAzwUZcinxij7NFFnsvQVNOv2p9DRwpR5Bnr43i6oAb2eVAno1mb8HHOBhZuP6iU4PRwsWDk9uIoTTmMghGD308PILynTB2BDNCeklEz57CBnsvIZ5+dcJahJKUm4nMfWqDR+jr3IyQvK13PfLtY8c0cPxvo60b2T4Vrgt4IdJy7g42xNx/amzFwTyd7EDOYN9eCfY70x0gjemOjHwk1HeHLLUXbFXaKnkxVrZvavdXO2oazam4yxRjBjUDeEEDw9pgfW5sa8/uNJ8kvK+GRa33o3dvl2sWH7E0N47uvjvPXTX0QkZ/Hu5AD9nklFUIdr3cdr96fg72JDcZni+1mboNfxtGyW/nKKcX5OTK5BD6UyFV234Qnp7E3I4EhqNuVaSTsTIwZ4dOShAW6EetnTXWeZV1/amRoR6uWgF6nLLSqltFwaLGV8u6AG9HpibHTtzfnTiYscTM7Um++O6OnAB/cH1VmS1FBs2pvUuRFJCME/xnjxwIpDbI44y8ODunHiXI6+W/N0Rj5CQF/XDrx0lw9hvZ1arPrihZxCos9mc0+fLkz8eB+pVwp4517/Kk5N4wM688dfl9l25Bw9HC1ZPyukyT/8ih1bKhMCu1QxlJgT6oGFmTEvfHOCh1dHsGpGcL0bXqzNTfjfA31Yf+AMb/x4UknBPNCHvm5K1ZQQupU6Qi+Ve1znm/rXhdybBvT84jKe3HwUBysz/j2xehVFKSVnMgsIT8wgPD6dA6czyS0qQwjw72LD/GEeDOnuQB832yZNa91uDUOGogb0emJaaVV84PQ1teD5uq/aza1tUR0DPezo796R93cnsCI8mXPZhRhpBAM97Jg5xJ2wXo5N4mzT2Px04iIA26LP0dHClC/mDqjWpPe1u3vj2cmSycEuVTYSm4rPD56hqFRbrXzA/f1dsTAz5uktR3lgxSHWzepf7zEJIXh4UDeCXHUpmM8OsGist36fRgjB4rt7IwSs10kdgOJTe33jUWUWb48jJTOfTXMHVFkwZBeUsD8pU8mFJ6aTmqXsD3Wxbcddfs6EejkwyLNxTDNUGoYa0BsJM2MN/5nkz4SgLs09lBoRQrBobE/mrj+Mj7MV/xjtxWgfx1b3QazIn/dwtGTVw/1q/CZhZW7CYyPq1s5fX4pKy1l3IIXhPR1qtEkbH9AZSzMjFnyuBOHP54Q0aEPP38WWH54IZdFXx3ljx0kOJWeydHIAtu1NEULw2vjeaIRg7f4UgJt6Wf504gJbolJ5bIQnfVw7cOi0kgffk5DBiTRFI9zSzFjp8g31INTL4QZjapXmR0jZPMZBwcHBMioqqlleu6HkFpXSZ8kuSnUGFx0tTFk7sx/+LtUr7qk0LgPe3E2vztZ8MDWwxXz13hxxlue2neCLOSG11nsfSMpkzrpIOlqasnH2AFwNNEepiQp5gzd3nKSTlTkfPRCkb1yTUvLa9jjW7k9h1mB3Xv6bzw1B+Hx2IYPeUrxTh/ZwIColi4KScow0ggAXG13u2p6Arg3XCFdpOEKIwzXJk6sBvY5culrEjDWR+o1DgIgXRrWKVEVboai0HDNjTYtZHWq1kjHv/Ym5iRE/PDHEoHEdTc3m4dURmJto+Hx2SI3NM3XhaGo2j38RzaWrRTx3pw+zBisbs1JKFv8Qx5p9Kcwc3I1X/tZL0QhPyuTPU+l8HZ2mP0c3u/YM8bJnSHcHBnraqZuOLRA1oDcSiZfzeHh1hL7GHMC1Y3v2/HNEM45KpbnZffISs9dF8cHUQL1QlSGcupjLg6sOUVauZf2sEPxcGi6gllNQyjNfHWNX3CXu6OXIO/cGYNPehKLScib8b1+N9eh93Trw/pTAFrsRrnKNmwV09fuTgUSlZHHvp/s5pxPjmqwT1nLpYLivpErbZPme03S2MWecX80bjtXR08mKrfMG0t7UmPtXHCQiOav2J9WCTXsTlj/Ul5fu8mFn3CUCFu8kaPFOAhfvvCGYvzZe2Ti9y9+Zr+YPVIN5G0AN6Abwc8xFpq08RHZBKTbtFBGmecOUSgZDnIpU2i7HUrM5lJzFrCHu9covd7O34KsFA3G0NmP66kP8cepyvcdy+WoR26LT+L8vj1VR97xSUEpxmZZVDwcT81oYc4a4A/Dq97E4W5vz5oSbqyiqtB7UKpda2HAghVe+j0VKpVty5fRgutlbkKLrgFNz57c3K8JPY2VmXEUnvK4427Rjy7yBTF8Vwdz1UXwwNcig1X5hSTmHkjP1XpkVK/COFqYM7m5PqJc9fl1seHfnKX49eZmtUWkEd+vIi3f5sFKnz2/T3hTrdmoYaCuo/8kakFJxEP/4jyQARvt04r0p16oqKhqL1BX67UtqVgE7TlxgbqhHg6tt7C3N2PTIAGatjeTxL6J5a5I/9wVXvUhotZK4C4pGeHhCOlEpVygp12JqpKGfewcWjfUm1MueXs7WVcTAVkwPZkX4af7z8yniPtxb5WJx8sJVXv0+Vpd+UVfprR01oFdDSZmW57Yd11uWPTbCk/8b07PKh8TZph0PDnBlTC/Hmk6j0sZZvS8ZjRDMGNytUc5n086EDbP7M2/DYf751XHyisoY6+ukmB0nZrAvMUMvlObtZMXDg9wY4uVA/24dbyonIITgkaGe9HXrwKRPDvDpn8oiJeGNO1n6yyk+23MaKdE1IxkW1EtLS0lLS6OoqKjhE1epFnNzc1xcXDAxMXyxoAb068grLmPB54cJT8jA3ETD2/cGMF5nKVYZI43g9Ql+zTBClZZATkEpWyJTGR/QGWebxtsY10p4oL8r4QkZLP4hjsU/xAGK5vvwHg66kkL7eqX6Art2oKejFacuKamZf2w+yr8n+YGAz/48jUSyeLyvQVK/aWlpWFlZ0a1bN3Vl3wRIKcnMzCQtLQ13d3eDn6cG9Epczi1i5ppIYs9fxdnGnBXTg/Ht0nzGyiotl40RZygoKb/BmLmulGslJ87lEB6fTnhiBtFnrlCmlZgYCX3j2tAeDqyd0a9emuqV+fTPJE5dymXp5AAy8op555dTxJzP4X8P9EEg+PTPJKSEJXfXHtSLiorUYN6ECCGws7MjPb1ufrBqQNeRlK7UmKddKSTYrQOfPNgXBzU/rlINxWXlrN2XouSrrzM3MYTUrAJ9Hnx/UiY5hYpGuG8Xa+aEejDUy54+bh0wNdLw2vZY1h04w4vfnuD1CX711gg6mprNe7vi+XtAZyb16YIQgr5uHXjiiyPc88l+XvlbL+YP81SCOvC6AUFdDeZNS33+vmpAR3GOn70ukuyCUqYEd2XxhN63xFBZpXXy/dHzXM4tZunkAIOOzyms0AhPJzwhgzOZisa8s405Yb0dGeLlwGBPu2pNnP81vjeW5sb87/ckcovKeG9KYJ3LI/OKy3hy8xEcrc15fYKvPlD069aRHxcO4ekvj/HStzH8PaAzDw90Y92BM0gJb0wwLP2i0nK47QP6ztiLPLHpCGVayWvjezN9oJu68lCpESklK8JP4+1kRahX9ZotpeVajqVmsychg70J6RxLy6FcK7EwVUwbZg7qxhAvBzwdLGp9rwkheDbMGytzE9766S8KSsr5eFqfOpl0vPpdLKlZBWyZN/CGVn47SzPWzOjHJ38m8e7OU7jZWTDSuxObIs4ipeTNiX5qUG9F3NYB/fODZ3jluxis25nw8QN96myiq3L78Wd8OvGX8nh3coA+GEspSc7I17v0HEjKJK+4DI1QFBEfHe7JkO72BLl2qLed2/xhnliaGfPydzHMWBPByof7YWmAWcf2Y+f5OjqNhSO7VysxDIoxxmMjuhPs1oEnNh1hb2IG9pZmbI5MBbgtgvrw4cNZunQpwcHBjBs3ji+++AJb26pie//617+wtLTkmWeeafDr7dq1i+eee46SkhJMTU155513GDlyZIPPe1sGdCkl7+6M56PfE+nhaMnK6f0arHincnuwIvw0jtZmhPaw58fjFwhPUNIoFfo+XTu2Y3xgZ0K72zPI077ORiQ348EBbliZG/P0l8eYtuIga2f2v6n0cdqVAl745gRBrrYGGSmHeNix48lQntpylPCEDAA2R6YiJfz7npqD+mvbY4k7XzcT6tro1dmaV//eu1HPaSg7duxo8tewt7dn+/btdO7cmZiYGMLCwjh37lztT6yF27L1//UfT/LR74mM6eXItkcHq8FcxSBizuWwLzGTq4VlhLy5m8e+iObHExfw7WLNkgm+/PnscML/OZI3J/pxp59zowbzCu4O7MKnD/bl5MVcpi4/yOWr1deBl2slT285hpTwwZQgg4267S3NWDezP8/c0YOK+L0lKpXnth1Hq20eIb+aSElJwdvbmzlz5uDr68u0adP49ddfGTx4MF5eXkRERJCfn8+sWbPo168fQUFBfPfddwAUFhYydepU/P39mTJlCoWF1wT3unXrRkaGckF744036NmzJ6NHj+bUqVP6Y1asWEG/fv0ICAhg0qRJFBQo+yJbt27F19eXgIAAhg4dWuPYg4KC6NxZKYfu3bs3RUVFFBcXN/yPIqVslp++ffvK5uKVb0/ID3fHy/JybbONQaX1sS06VXo8/6Oc9PE++f6ueBmVkiVLy8qbZSx7E9Klz8s/yaFv/ybPZubf8PiyX+Ol26If5Lbo1Hq/xv7EDBn8+i7ptugH6bboB/nMl0f1n5m4uLh6n7exSE5OlkZGRvL48eOyvLxc9unTR86cOVNqtVr57bffyrvvvls+//zzcsOGDVJKKa9cuSK9vLxkXl6efPfdd+XMmTOllFIeO3ZMGhkZycjISCmllG5ubjI9PV1GRUVJX19fmZ+fL3NycqSnp6d85513pJRSZmRk6Mfx4osvymXLlkkppfT19ZVpaWn61zOErVu3ylGjRlX7WHV/ZyBK1hBXb8uUy2s6I10VlbowMciFv/t3Nni125QM7m7P53NCmLE6gvs+O8CG2SF076T4hUafvcL7uxO4O7AzE4NqN3quiYGeduxYGMo/thxhX2ImWw+nIYH/TPJvpFk0HHd3d/z8lAa/3r17M2rUKIQQ+Pn5kZKSQlpaGt9//z1Lly4FlPr5s2fPsmfPHhYuXAiAv78//v43zik8PJyJEyfSvr3yDX78+PH6x2JiYnjppZfIzs4mLy+PsLAwAAYPHsyMGTO47777uOeee2odf2xsLIsWLWLnzp0N+0PoMOidKYQYK4Q4JYRIFEI8V83jQgixTPf4cSFEn0YZnYpKC6MlBPMK+rh2YMu8gZSWa5ny2QFizuWQW1TKPzYfxdnGnCUTGr5wcbAyY/2sEJ4a3QMh4KvDafzzq+N6Q/TmxszsWqmnRqPR39ZoNJSVlSGl5Ouvv+bo0aMcPXqUs2fP4uPjAxhW513TMTNmzOCjjz7ixIkTvPrqq3oJhE8//ZTXX3+d1NRUAgMDyczMrPb5oHTbTpw4kfXr1+Pp6WnwnG9Gre9OIYQR8D/gTqAXcL8Qotd1h90JeOl+HgE+aZTRqaio3BQfZ2u+nDcQM2MN9684yKMbo0m7UsD7UwKxbiR7PiON4MnRXmycHYK9pRlfR6dxpaAE2VKi+k0ICwvjww8/1I/1yJEjAAwdOpSNGzcCymr7+PHjNzx36NChfPPNNxQWFpKbm8v27dv1j+Xm5uLs7Expaan+PABJSUmEhISwePFi7O3tSU1NrXZc2dnZ3HXXXfz73/9m8ODBjTZfQ5Yb/YFEKeVpKWUJsBm4+7pj7gbW61I8BwFbIUTd1P5VVFTqhYeDJVsXDMLe0ozwhAyeGOlFcA0lig1hUHd7djw5hIEedhSUlHMxp+ULc7388suUlpbi7++Pr68vL7/8MgALFiwgLy8Pf39/3n77bfr373/Dc/v06cOUKVMIDAxk0qRJhIaG6h9bsmQJISEhjBkzBm9vb/39zz77LH5+fvj6+jJ06FACAqpvPvvoo49ITExkyZIlBAYGEhgYyOXL9dfCr6BWCzohxL3AWCnlHN3th4AQKeXjlY75AXhLSrlXd3s3sEhKGXXduR5BWcHj6ura98yZMw2egIqKikJGXjG//XWZe4K6NGlqqFwrOXzsBO7de6ryGE3MyZMn9SmiChpqQVddEun6q4AhxyClXC6lDJZSBjs4OBjw0ioqKoZib2nGfcFdmzzPb6QRWJmbqMG8BWJIlUsaUFlp3wU4X49jVFRUVG4rfvnlFxYtWlTlPnd3d7755psmeT1DAnok4CWEcAfOAVOBB6475nvgcSHEZiAEyJFSXmjUkaqoqLQopJSq7lEthIWF6Usa60p9Np1rDehSyjIhxOPAL4ARsFpKGSuEmK97/FNgBzAOSAQKgJl1HomKikqrwdzcnMzMTOzs7NSg3gRIncGFuXndjExq3RRtKoKDg2VUVFTtB6qoqLQ4VAu6pqcmC7qbbYrelp2iKioqDcPExKRO1mgqt4aW0/amoqKiotIg1ICuoqKi0kZQA7qKiopKG6HZNkWFEOlAfVpF7YGMRh5Oa+B2nLc659sDdc51w01KWW1nZrMF9PoihIiqaYe3LXM7zlud8+2BOufGQ025qKioqLQR1ICuoqKi0kZojQF9eXMPoJm4Heetzvn2QJ1zI9HqcugqKioqKtXTGlfoKioqKirVoAZ0FRUVlTZCiw3ot6MxtQFznqab63EhxH4hRPX+Vq2I2uZc6bh+QohynYNWq8eQeQshhgshjgohYoUQf97qMTY2Bry/bYQQ24UQx3RzbtWqrUKI1UKIy0KImBoeb/wYJqVscT8oMr1JgAdgChwDel13zDjgJxS3pAHAoeYe9y2Y8yCgg+73O2+HOVc67jcUmeZ7m3vct+h/bQvEAa66252ae9y3YM4vAP/R/e4AZAGmzT32Bsx5KNAHiKnh8UaPYS11hX47GlPXOmcp5X4p5RXdzYMozlCtGUP+zwBPAF8DDXfRbRkYMu8HgG1SyrMAUsrWPndD5iwBK6EIrFuiBPSyWzvMxkNKuQdlDjXR6DGspQb0LkBqpdtpuvvqekxroq7zmY1ydW/N1DpnIUQXYCLw6S0cV1NjyP+6B9BBCPGHEOKwEGL6LRtd02DInD8CfFDsK08AT0optbdmeM1Co8ewlqqH3mjG1K0Ig+cjhBiBEtCHNOmImh5D5vw+sEhKWd6GnHEMmbcx0BcYBbQDDgghDkop45t6cE2EIXMOA44CIwFPYJcQIlxKebWpB9dMNHoMa6kB/XY0pjZoPkIIf2AlcKeUMvMWja2pMGTOwcBmXTC3B8YJIcqklN/emiE2CYa+vzOklPlAvhBiDxAAtNaAbsicZwJvSSXBnCiESAa8gYhbM8RbTqPHsJaactEbUwshTFGMqb+/7pjvgem6neIBtH5j6lrnLIRwBbYBD7XilVplap2zlNJdStlNStkN+Ap4tJUHczDs/f0dECqEMBZCtEcxXz95i8fZmBgy57Mo30gQQjgCPYHTt3SUt5ZGj2EtcoUub0NjagPn/ApgB3ysW7GWyVasUmfgnNschsxbSnlSCPEzcBzQAiullNWWv7UGDPxfLwHWCiFOoKQjFkkpW62srhBiEzAcsBdCpAGvAibQdDFMbf1XUVFRaSO01JSLioqKikodUQO6ioqKShtBDegqKioqbQQ1oKuoqKi0EdSArqKiotJGUAO6ioqKShtBDegqtyU6jZRg3e87hBC21RzzLyHEM430enZCiN+FEHlCiI8a45wqKtfTIhuLVFRuJVLKcbfgZYqAlwFf3Y+KSqOjrtBVWg1CiG5CiL+EECuFEDFCiI1CiNFCiH1CiAQhRH8hhIXOWCBSCHFECHG37rnthBCbdUYCW1AEryrOmyKEsNf9/qLOhOFXlNbzimPm6s55TAjxta4dHyHEZN1Yjun0VqpFSpkvpdyLEthVVJoEdYWu0troDkwGHkHRB3kARXVyPIpBQhzwm5Ryli6NEqELzvOAAimlv07gLPr6Ewsh+qJojAShfDaigcO6h7dJKVfojnsdRe3yQxQ5hjAp5bnq0jYqKrcSNaCrtDaSpZQnAIQQscBuKaXU6X90Q1GsG18p920OuKK4xywDkFIeF0Icr+bcocA3UsoC3fkri0f56gK5LYr5wi+6+/eh6I98iSKcpqLSbKgBXaW1UVzpd22l21qU93M5MElKearyk3RiZoYIF9V0zFpggpTymBBiBoroElLK+UKIEOAu4KgQIrANyBqrtFLUHLpKW+MX4AmdjRlCiCDd/XuAabr7fAH/ap67B5ioy7dbAX+v9JgVcEEIYVJxHt25PKWUh6SUrwAZVNW3VlG5pagrdJW2xhIUl6PjuqCeAvwN+ARYo0u1HKUa0wQpZbRuw/QocAYIr/Twy8Ah3f0nUAI8wDtCCC8UudfdKObH1SKESAGsAVMhxATgDillXL1nqqJyHap8roqKikobQU25qKioqLQR1JSLikojIoQIA/5z3d3JUsqJzTEeldsLNeWioqKi0kZQUy4qKioqbQQ1oHN7beEAAAAdSURBVKuoqKi0EdSArqKiotJGUAO6ioqKShvh/wG+VP3QWLfGOQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(x='medidas_1', y='medidas_2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por padrão, é feito o gráfico de linha, mas podemos definir qual o tipo usando o atributo `kind`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f01853d8f90>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(x='medidas_1', y='medidas_2', kind='scatter')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ou chamar o tipo diretamente:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0175c1d810>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.scatter(x='medidas_1', y='medidas_2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ao criar um gráfico com o Pandas, nos é retornado um objeto do tipo `matplotlib.axes` que podemos usar para aprimorar o gráfico:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objeto retornado: AxesSubplot(0.125,0.125;0.775x0.755)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Exemplo')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot.scatter(x='medidas_1', y='medidas_2')\n",
    "\n",
    "print('Objeto retornado:', ax)\n",
    "\n",
    "ax.grid()\n",
    "ax.set_title('Exemplo')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assim, com o Pandas, é possível encadear diversas operações de análise e finalizar com o gráfico:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df\\\n",
    "    .groupby('categorias')[['medidas_1', 'medidas_2', 'medidas_3']]\\\n",
    "    .mean()\\\n",
    "    .plot\\\n",
    "    .bar()\n",
    "\n",
    "ax.set_title(\"Média das medidas por categoria\")\n",
    "\n",
    "ax.set_ylim([0,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Há um tipo de gráfico para o qual não precisamos do método `plot`: o histograma."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f0175b02890>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f0175a3fc10>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f0175a73f10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f0175a34c10>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O Pandas detectou que temos três medidas numéricas e fez um *subplot* para cada medida. Podemos escolher uma coluna específica."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f018547ef10>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(column='medidas_1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E também temos a liberdade de fazer histogramas das medidas pelas categorias."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f0185394dd0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f017580df50>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f01757d2750>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f0175788a50>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RpAL0u2afwHciIoGrMnPzzCdExCQwCTA6OjyXMdhzxsoj91fes6eRDHVf793ry0uLV79r9m/OzLOBC4FLI+LcmU/IzM2ZOZGZEyMjI32+nSSpF32VfWY+1L09AFwHrK4ilCSpWj2XfUS8JCJeOnUfeDuwu6pgkqTq9LPNfhlwXURMvc43MnN7JakkSZXquewz8wHgrKqC/N7OwROqelVJEnjopSQVwbKXpAJY9pJUAMtekgpg2UtSASx7SSqAZS9JBbDsJakAlr0kFcCyl6QCWPaSVADLXpIKYNlLUgEse0kqgGUvSQWw7CWpAJa9JBXAspekAvRV9hGxJiLujYj7I2JjVaEkSdXquewj4hjgC8CFwJnA2og4s6pgkqTq9LNmvxq4PzMfyMxngWuAi6uJJUmqUmRmbz8Y8R5gTWZ+pPv4g8A5mblhxvMmgcnuw9OBe2e81FLgYE8hqmeW2bU9yymZOdJEGGlYHNvHz8Ysy/7gb47M3AxsnvNFInZk5kQfOSpjltmZRRp+/WzG2Qe8atrjFcBD/cWRJA1CP2V/B3BaRJwaEccB7wduqCaWJKlKPW/GycxDEbEBuBk4BtiSmXf38FJzbuJpgFlmZxZpyPW8g1aSNDw8g1aSCmDZS1IBLHtJKoBlL0kF6Oekqp5ExBl0LqtwMp2TsB4CbsjMPXVnaZPun8vJwI8y86lpy9dk5vaas6wGMjPv6F7vaA1wT2beVGeOWXJ9LTPXNZlBGla1Ho0TEZ8G1tK5js6+7uIVdI7RvyYzr6gtzFFExIcy86s1vt/HgEuBPcA4cFlmXt/93p2ZeXaNWS6nc3G7Y4FbgHOA24C3ATdn5mdryjHznI0Azge+C5CZ76ojh7RY1F32PwNel5m/m7H8OODuzDyttjBHERG/yMzRGt9vF/CmzHwqIsaAa4GvZ+bnI+LHmfmGmrOMA8cDjwArMvPJiHgxnX91vL6mHHcCPwW+TOdfgAFcTWfFgMz8Xh05pMWi7s04zwGvBB6csXx593u1iYifzPUtYFmdWYBjpjbdZObeiDgPuDYiTmH2axAN0qHMPAw8HRE/z8wnu7meiYg6/x9NAJcBnwE+lZl3RcQzlrzUm7rL/uPArRFxH/DL7rJR4DXAhjl/ajCWAe8AHp+xPIDv15zlkYgYz8y7ALpr+O8EtgCras7ybEScmJlPA2+cWhgRS6jxL+TMfA64MiK+1b3dTwP7mKTFotbhycztEfFaOtfCP5lOse4D7uiuTdbp28BJUwU7XUTcVnOWdcCh6Qsy8xCwLiKuqjnLuZn5226G6eX+ImB9zVnIzH3AeyPiIuDJut9fWiy8XIIkFcDj7CWpAJa9JBXAspekAlj2klSA/wchP4MvsFuKDgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(by='categorias')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para mais informações sobre visualização com o Pandas, vale a pena conferir a [documentação](https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn é uma biblioteca de visualização baseada no Matplotlib cujo foco é ser centrada no `DataFame`. Para a maioria dos gráficos, o dado de entrada é um `DataFrame`. E a estética do Seaborn é bem agradável, tornando, assim, possível fazer ótimos gráficos com pouco esforço.\n",
    "\n",
    "Os gráficos do Seaborn podem ser divididos nas seguintes áreas:\n",
    "\n",
    "* relacionamento entre variáveis,\n",
    "* dados categóricos,\n",
    "* distribuição de dados, e\n",
    "* relacionamentos lineares.\n",
    "\n",
    "Vamos ver cada um destas áreas. Recomendo também o [tutorial oficial](https://seaborn.pydata.org/tutorial.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relacionamento entre variáveis "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Neste tópico, temos os gráficos de dispersão e de linha. Abaixo, segue um exemplo de um gráfico de dispersão."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set(style=\"darkgrid\") # configurando tema dos gráficos\n",
    "\n",
    "\n",
    "sns.relplot(x=\"medidas_1\", y=\"medidas_2\", data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos segregar pela coluna categórica:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f016f487250>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450.475x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"medidas_1\", y=\"medidas_2\", hue='categorias', data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Também temos a opção de segregar por tipo de marcador:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f0187072b90>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450.475x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"medidas_1\", y=\"medidas_2\", hue='categorias', style='categorias', data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E usar o tamanho dos pontos para mostrar uma terceira dimensão:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f016f39bf10>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 506.85x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"medidas_1\", y=\"medidas_2\", hue='categorias', size='medidas_3', data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para faze um gráfico de linhas, usamos o argumento `kind='line'`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f016f39bd10>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"tempo\", y=\"medidas_1\", kind='line', data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Acima, nós temos uma área hachurada que é o intervalo de confiança da medida. Nós temos mais de um valor na coluna `medidas_1` para um valor de `tempo`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>qtde</th>\n",
       "      <th>media</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>0.476101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>0.511147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14</td>\n",
       "      <td>0.489264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19</td>\n",
       "      <td>0.588390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20</td>\n",
       "      <td>0.485905</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       qtde     media\n",
       "tempo                \n",
       "0        19  0.476101\n",
       "1        28  0.511147\n",
       "2        14  0.489264\n",
       "3        19  0.588390\n",
       "4        20  0.485905"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('tempo').agg(qtde=('medidas_1', 'size'), media=('medidas_1', 'mean'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assim, o Seaborn calcula a médias dos valores e mostra no gráfico como uma linha e mostra o intervalo de confiança de 95% na área hachurada."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dados Categóricos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O Seaborn possui suporte a visualização de dados categóricos através de gráficos de:\n",
    "\n",
    "* barra\n",
    "* dispersão categórica\n",
    "* caixa\n",
    "* violino\n",
    "* pontos\n",
    "\n",
    "O gráfico de barras é o mais simples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"categorias\", y=\"medidas_1\", kind=\"bar\", data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por padrão, ele mostra a média e mostra o intervalo de confiança da média como uma linha vertical preta.\n",
    "\n",
    "Caso tenhamos duas categorias, podemos usar o atributo `hue`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 415.925x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"tempo\", y=\"medidas_1\", kind=\"bar\", hue='categorias', data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O gráfico de dispersão categórica, caixa e violino nos permite ter uma visualização da distribuição dos pontos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.55, 1.03, 'Dispersão categórica')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax= sns.catplot(x='categorias', y='medidas_1', data=df)\n",
    "ax.fig.suptitle('Dispersão categórica', x=0.55, y=1.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.55, 1.03, 'Boxplot')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax= sns.catplot(x='categorias', y='medidas_1', kind='box', data=df)\n",
    "ax.fig.suptitle('Boxplot', x=0.55, y=1.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.55, 1.03, 'Violin')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax= sns.catplot(x='categorias', y='medidas_1', kind='violin', data=df)\n",
    "ax.fig.suptitle('Violin', x=0.55, y=1.03)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E o gráifico de pontos nos permite ver a variação de medidas categoria a categoria."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f016f239490>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='categorias', y='medidas_1', kind='point', data=df)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribuição de dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Neste tópico, temos os histogramas, tando unidimensionais quanto bidimensionais."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['medidas_1']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dois pontos a serem notados:\n",
    "* Não passei um *DataFrame* mas, sim, um `Series`. Este método também aceita outros iteráveis como uma lista.\n",
    "* A curva desenhada é uma curva de densidade."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para dados bidimensionais, podemos fazer um gráfico de dispersão com um histograma em cada eixo representando a distribuição destas dimensões:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"medidas_1\", y=\"medidas_2\", data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ao invés do gráfico de dispersão, podemos visualizar a distribuição bidimensional:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qTD5Sk+L8/nxDkx3fnnhMhL+dF0KB41jkDcrA8Nxsv0cTbrcLq//9NMqPl8CrwYfq6fV6pGVkY/5/3wmT2b+2PG1tgLZv3x7S60W+YhhAlkQ0VB2C2MvruUaDAXfcvBA3zJvd4XefkuJfMH26+Qicbu3chN0bY/LTYDHw3a571AQSADQ22/HnR1egtMLm9x30rW2Aet95IRRYlgEYHvHpg8HrTT5/rjVmtY9jWZxbcBYG9k/z+TPlVXXYtrNY86dseY5FemoCxp09xOfTk431tfj3i4+jpakRoqjdnRHP87DEWPFft96NpBTffneSJOGrrzbiyOEjYble5A9FkdFsOwqPn4+PMRqNePKRv+GiC8ef8RoFUuci+hqSy+XtMJoxGvSYMmkMjpZWorq2wa9TNwzDhP2m1J4oStv9SvXQGczgdD2fhw5GG6BQURQFVbWN8Aoi0pLjux1NtLYBKseOwqNhmbzgL1lR4HB5UFFVj8z0JPA81+37S48dxsvPPwKnvSW811R8IMsyvB43dm7fjOyBuYhPTO72/W63Gx999BHKy8IzecFfDMPAYI4Hy7Lwunp+BAnPcYiLs+K1F5/BeaNHdfoeuobUuagKJKD19MikcaMgihIOHAlOmxjtUeBxNIBleegM3Z8mCffkBX8pioKmZgdqG1qQmZ4Ilj1zNCHJrV23S45XRUQYtVFOPMbiWFkN+qUmwNjFDNE9O7bh7dee7/IZRlolSSL27dqOWGs8+mV1PlOtsbER7733LpqamsPeTsofDMNAZ7RAZ7R0+6BNg0GP7KxMrHrlBQzon9Xl+yiQOhd1gQS0bjxnDx+MzLRk/LCzKEpDCRDcdiiSAJ3J2uloItLCqI2sKHC5vSitqEVWehJ0p4wmPF4B335fqJnJC/5SlJP3KyXGxyLGYjzltdY2QF98+p5mJi/4S5YlHCkuhMvlwFm5wztsl+Xl5fjwww/gdns0MnnBXwx4nRFGSwLc9gbgtElGJqMR5583Gi8/91SPkxcokDoX8bPsuvPr8Wfjqb/dihiLqfX6ywlqtwEKlZ7aDUViGLWRJBl254l2Q012AECL3YXPN+1CY7MjIsPoVO3tho62thsSBC/efu05bP3284gNozaC4MWPW7/Gmy8/1d5ForCw8EQbICGiRn2n66rdkNFowNxrrsLzTz4KozE40/z7oqia1NCV6toG/Omhf8FW19i+I4vg1T4Dy7JgOF3ro5qjsFEkx7HIH5SJAyUVkKTQdV4IBY5jkZFkwc5N76LOVh3xYXQqnU6H+IRkjBhzCQ4WH9bkTLpAKLKEppojYBUP7v/zElz528t9/ixNauhcVI+Q2qQlJ2DF40uQnNg6pTiawghovajMcTqAic5fpyTJ2FdcGtI2QKEiSTK+/+bjkLYBChVBENBsd2H//gNRF0ZAW7uhXLz7+j/9CiPStejcg3XCbDLivFG5URdG7RgGbDSch+yDZFmI0GsqPorq7ZLB2DGjw11E1FA1kNatW4crrrgCl112GVatWnXG64WFhbj66qsxffp03HzzzWhu1taTUwkhhISOaoFUXV2N5cuXY/Xq1Vi7di3eeecdHD58uMN7HnnkESxevBgff/wxBg4ciFdeeUWtcgghhGicaoG0detWjBs3DvHx8TCbzZgyZQrWr1/f4T2yLMPhaG3J4XK5YDTSQ7IIIaSvUm1KVk1NDVJSTj5bJDU1FXv27OnwnrvvvhsLFy7Eo48+CpPJhHfffdev70hKiglKrYSEU3TchNC3+Ttrzl8xFgO4Hrp7aJ3ZbEBKYvfPglItkGRZ7nBTnKIoHX52u92499578dprr2HkyJF49dVX8Ze//AUrVvj+rBBfp30TomVKRHQaJN2x2XpuKXQqfwPM7vBE/LRvp9MDmySFZ9p3eno6bLaTbfdtNhtSU1Pbfy4uLobBYMDIkSMBANdeey22b9+uVjmEEEI0TrVAGj9+PLZt24b6+nq4XC5s2LABEydObH99wIABqKqqQklJCQBg48aNKCgoUKscQgghGqfaKbu0tDQsWbIECxYsgCAImDVrFkaOHIlFixZh8eLFKCgowGOPPYY//vGPUBQFSUlJePTRR9UqhxBCiMap2mdm2rRpmDZtWod/W7lyZfv/njRpEiZNmqRmCYQQEvHyByaq1r+RZ9mQ3FRv0PUcN9HX+IwQQqJM0dF61SY1tPWY04I+0zqIEEKItlEgEUII0QQKJEIIIZpAgUQIIUQTKJAIIYRoAgUSIYQQTaBAIoQQogkUSIQQQjSBAokQQogmUCARQgjRBAokQgghmkCBRAghRBMokAghhGgCBRIhhBBNoEAihBCiCRRIhBBCNIECiRBCiCZQIBFCCNEECiRCCCGaQIFECCFEEyiQCCGEaAIFEiGEEE2gQCKEEKIJFEiEEEI0gQKJEEKIJlAgEUII0QQKJEIIIZpAgUQIIUQTKJAIIYRoAgUSIYQQTaBAIoQQogkUSIQQQjSBAokQQogmUCARQgjRhD4VSF5BDncJqlLCXQAhnVGie8tUonz9QqnPBFJFnRMSbwXP8+EuRRWSKECJ0rxlGQYMw4BlmXCXogpLQiZ4nS7cZahCEjyQo3SHzfMckpKS8OWPpZDk6FzHUIv6QFIUBQfLmvBTcS3y84fhkksuibpQYhgWptgkgGFO/BzmgoKIZRkYTUbk5OTAYrFEVSixLAODnsecuddh2swF0On04S4pqBiGhcmaAoZhT/wcPb87nY5HVlZ/XHPNNThe1YJv91TCI0jhLiviRXUgybKCnw7V4mBpU/sRzJAhQzBjxgwYDHqwUfAHwjAsrKkDYY5L6/AHHwWrBpZhYI21IiMjEzzPIy0tHQnxCVGxY+M4FjEWI6ZMHI0EqwXnjJ2IBb/7EwwGY8SvH8MwYBgWcWmDYbKmnvKKEvHrBgA8z6NgRAGmTp0KnU4HSVbQ7BCwcWcFmp3ecJcX0aI2kLyChE17q1BZ5zpjOJ2eno45c+Yi1moFz3FhqjAwLMuA5XgkZAyBwRzX4bVoOEPCMAySk5ORkpravhNjGAaJSUlIPeXfIhHPsUhLjsOlF46CyXhyVJQzKA+33vkgrHEJETuKZ1kWDMsjISMfepO1w2tt22UE/+rA8zwuuugiTLjwwg7boALAI8j4ZncVqhtc4SswwkVlINldAjbuqkSTw9vluV2r1Yo5c+YgvV86dBH2x8+yLFjegISMfPB6c6fvieRQYhgGGRkZiIuP7/R1q9WKrKys1p1fhO3cOI7F4Jx+uPC8/E4PhpJS0nD7/zyMflk50Osj6xQey3LgdCYkZg4Drzd1+p5InQDAMAz0ej2mT5+O/Pz8Lt8nyQp+OGDDkcrmEFYXPaIukGxNbny9uxJur4SerjPq9XpceeVVyMvPi5gjUpZloTfFIqFfHjg+ui6EswwDnuOQnZ0Ns7nzoG1jNBqRnZ0NntdFzKlXjmVx7oizMCo/p9sRnslswU23/xXDR46BLkJCiWU5GMxxiO83FCzX/XYZaZnEcRxiLBbMmTMHmZmZPb5fkhUUHmvEzsN1UTuhQy1RFUjHqlqwbX8NRMn3jYBlWVx00a8xYcIEzYdS20Xi2JSzwLD+/+q0vN9m2dYj0OwBA3weGeh0OmRnZ8NoMmp6sgPDADqew6RxwzGwf5pPn+E4HjPmLsLFl83Q/GQHhmFhjktHTPLA9gkM/n1eu787Hc8jNTUFc+fNQ1xcXM8fOEGSFZTaHNiyrxqCGKXTX1UQFYGkKAr2lNRjz9GGXk+/HDlyJH77299Cp9HptwzDICapPywJmb3/A1a0GUosy8BisSAzKwucn9f0WJZFRkYmrLFWTe7YOJaByWjAZb86GymJ1p4/cAqGYXDhxVdg9oLbNDtSYhgWsck5MMf3C2C71OZkB57nMXjwYMyYMRMGg8Hvz0uygoYWD77aVQmnW1ShwugT8YEkSjK27q/BsWp7wPcCZGdnY/bs2TCbzeB6MQJRA8MwYFgOcem5rVO7A6Cc+D9a+tNnGAYJCQlIS0sH28v/5gzDICU1FcnJyZrasfEci4S4GEyZeDZiLMZeLydv+Ggs+v39MFti/Q5stbRtl/H9hsIYkxjQstr+ajX1u+N5jBs7FpdMnhzQf3NZAVweEV/tqkB9iyeIFUYnbex1e8ntlfD1rkrUNrmDdmNaYmIi5s2bh8SkpLCfwmNZFiynQ2JGHvTGmKAsU4F2OjowDIO0tDQkJiYFZWcUHx+Pfv0COFIPIo5j0T8jGb++YAT0usC3o36Z2bjjroeRlJwW9lN4LMuB4w1IzBwOncESlGW2TnbQxpbJ8zwuv/xyjD7nnKBsSwoAQVKwZV81Sm32wAuMYhEdSFv318DhEXucvOAvk8mEa665Bjk5OdAFYWfSGyzLgtebkZCRB07n/+kCLWOY1vXLyspCbGxsUJdtsViQnZ0NjuPCNtmBY1kUDM3GmJGDez3q60ysNR43L3kAZ+XmQ68PzzbBshx0RgviM/LB8cENxnBf/+dYFiaTEddccw0GDhwY9OVLsoKdh+tR+EtD0JcdLSI6kARJVm0j5jgOl19+Oc4555yQj5QYloXRkoC49FywnLYnWviLZRno+BOTEYy9P43VHb1ejwEnJkeEerIDx7EYf+5QDD0rgGt93dDrDZi38I8YO2FyyEdKDMvCFJsMa2ouWFYbpw6Dhed5xMfHY+7ceUhOTlbteyRZwZGKFtWWH+lUDaR169bhiiuuwGWXXYZVq1ad8XpJSQnmz5+P6dOn46abbkJTU5Oa5fiNYRicf/5YTJ48OWShxDAsLPEZsCRlh/TUUyi+imUZGI0m9M/OVn3yCMdxyMzKClm7IZZpbQM0ecJIZKQFdk2lx+9iWVw2bTamzbohZKHEMCxiEvrDktg/xNul+t+l0/Ho378/Zl97LSyW4JyC7A71veuaaoFUXV2N5cuXY/Xq1Vi7di3eeecdHD58uP11RVFw6623YtGiRfj444+Rn5+PFStWqFVOQHJzczFzZutMGzV3bifbAIWnE4GaX8kyDKxWKzIyMoJ6Gqvb72TZkLQb4jgWsTEmTJk4GvFW9XdobUaPuRA33HwXDEaTav9NO7YBSlHlO7qn7gw8nucxsqB1hm24rxkTFQNp69atGDduHOLj42E2mzFlyhSsX7++/fXCwkKYzWZMnDgRAHDLLbfguuuuU6ucgKWlpWHu3LmIjbWC54N7uoJh2toADT2jDVCoqHn+vr0NUErog7at3VBaWpoq381zLNKT4zH5wpEd2gCFyoCzhuC2O/8XsdYE8EG+Ubq7NkCh0t5uSIVl8zyPX//61xg/YYImJsIQFQOppqYGKSknj6hSU1NRXV3d/vPx48eRnJyMe+65BzNmzMDSpUt7vDs/3GJjYzFnzhz0S+8XtHZDLMuC1xmRmJnfZbuVUFEjlFi2+zZAoRIbGxv0dkMcxyI3px8mnJcX1p6IiclpuP2uh5CRlRO0+5VYlgOnNyExc7gGtsvgbphtbYCuvPJK5OXlBXXZJDCqjVFlWe7YfPC0m99EUcT27dvx5ptvoqCgAE8//TQef/xxPP7442qVFBR6vR7Tr7wSmzdvQtH+Ighi7294a20DZEVsck6vOi9oGcsyYFkOmZmZmunJ1tZuqKK8HKIkQg7gXD7HsjivYBByslJ7fnMImEwWLLz9bnz83mvYu2s7BG/v73lhWQ4GSzxikgb0qvOCGoIVSTzHwWw246oZM/zqvBBuMRYDuCCfmWljNhuQkqiNwYBqgZSeno6ffvqp/WebzYbU1JN/vCkpKRgwYAAKCgoAAFOnTsXixYvVKieoWJbFpEkXITExCVu2bIHYi1BqbQOUGtgd7iHAMP6PnNraAGVkZGrmRs42Op0O/bOzUVlZCbfbDVn2r60Lw7Tu1H51/jC/Oy+ojeN4XHXtTUjtl4WN/3kfguD/oxDa2gCZ4tI1vl0yfo+cdDoeKckpmDptWq86L4ST3eGB0y2osmyn0wObFLpnOaWkdH2rh2qHP+PHj8e2bdtQX18Pl8uFDRs2tF8vAoDRo0ejvr4eBw4cAAB89dVXGD58uFrlqKKg4OQzUfz522UY9kQboAxN/9ED8LvdUFsboKys/poLozat7YYyYLXG+uYFhOMAACAASURBVHWvEscyMBsNuGyi/22AQoVhGEyYdDmuveF26Py8V4lhWMSmDNT8QRIAv9sN6XgeublDMGNm79oAkdBgFBX7wa9btw4vvfQSBEHArFmzsGjRIixatAiLFy9GQUEBdu/ejYceeggulwvp6elYtmwZkpJ8b4+zesNB2J3qHDX4o76+Hms//BBujxuS1PURN8MwAMMiPm0QdEHqvBAKDANA6fm0CcMwSExMQEJCovZ3aCc0NTbCVlvb49F2WxugC8fkB6XzQihUVRzHqy8ug8fthNTNEXD7dpk+JGidF0KhbRvr8XfH8xg3bhzOPvtszWyXv7tqhF/vLylrgNjNviUQBh0H5cTpa4OOB6/yWdruRkiqBpLatBJIAOByufDxRx+hoaGh0+tKbTOW4tNzo67zAtC6c0hPT0dMTOQEbRun04mKiooud2w8xyI7IxnnFgzWdFfxzrQ0N+L1l55AfW01BOHMvxWW48ByOsSlDQl654VQ6OmUMs/z+M1vfoOcnJyQ1eQLfwPp081HVDtld6ox+WmwGNQ94ArolF1paSmuv/56XHzxxXjiiSc6XC+59tprg1NhFDCZTJh1zTXIGTjwjHZDLMuCN5iRkJkfdWHEMEx7G6BIDCMAMJvNJ56tdGa7IY5lMWJoNsaMyo24MAJOtBv6w1IMGjLijHZDLMtBZ4hBfL/gtwEKla7CiGXZDi3ASGToMZCWLl2KK664Ak8//TT27duHP/zhD+1Hkh4Pda89FcdxmDJlCs4999z2m+wYhoUxJhFxadHVboXBiTZAOh4DBgxQrQ1QqOj1emRnD4DecLLdEM+xmHBeHoae1fND2bRMp9dj7n8txtgLT7YbOtkGaHBUbZdA66goISEB8+ap2waIBF+PgVRfX4958+Zh5MiRWLlyJZqbm7Fs2bJQ1BaRGIbBmDHnY/Lkya1tgBIzEBPiNkChwLBsaxug/tlRc4c7x3HIzMxCXGwsDHodLpkwEv1SE8JdVlCwLIvLps7G9GtubJ1Ukxj6NkChYDAYWtsAnXiMDIksPe5JRFGE0+mE2WyGXq/HM888g1mzZiE3NzfqNuZgys3Nxa5iW9Q+wjgtNRWWmJio2wZYlsVZA/tjYD8rOE4b9+AE09nnTcDmbTvCXYZqLr98CrKzB4S7DNJLPf7FzZw5E7Nnz26/pygxMREvvPACli1bhqNHj6peYCSLtp31qVp7nEX3+kUrWjeiVT2OkBYuXIj8/HzEn9L6JS8vD2vXrsULL7wAAO0jKEIIIaS3fDonccEFF2Dw4MEd/i09PR0PPvggAGi6KSohhJDIEJST5BF8KxMhhBCNCEog0XlbQgghgYq+aUSEEEIiEgUSIYQQTaBAIoQQoglBCSSa8k0IISRQPgdSbW0tNm7cCAB44okncMMNN7Q/y2jVqlXqVEcIIaTP8DmQ7r77bpSWlmLbtm3YvHkzrrzySjz88MNq1kYIIaQP8TmQGhsbceONN2LTpk2YOnUqZs6cCZfLpWZthBBC+hCfA0kQBAiCgM2bN2P8+PFwuVxwOp1q1kYIIaQP8TmQLrnkElxwwQVISEjAiBEjcM0112Dq1Klq1kYIIaQP8flBNosXL8bs2bORlpYGAHjyySeRl5enWmGEEEL6Fp8Dyev1Yu/evfj+++8BAJIk4bPPPsOSJUtUK44QQkjf4XMgLVmyBKWlpbDZbBg2bBh2796N888/X83aCCGE9CE+X0MqKirCBx98gEsuuQT33HMP3nrrLTQ1NalZGyGEkD7E50BKTU0Fz/PIyclBcXExcnNz0dLSomZthBBC+hCfA8lsNmPdunXIy8vDZ599hoMHD9K0b0IIIUHjcyDdf//9KCoqwoQJE8CyLK6//nosXLhQzdoIIYT0IT5Pahg4cCD+/Oc/AwCefvpp1QoihBDSN/UYSPPnz+/2ibBvvPFGUAsihBDSN/UYSNdffz0A4IsvvoDdbsfVV18NjuPw0UcfwWq1ql4gIYSQvqHHQJoyZQoA4JVXXsHbb78Nlm297HTRRRfh2muvVbc6QgghfYbPkxoaGhrg8Xjaf3Y4HHQfEiGEkKDxeVLD1KlTMXv2bFx66aVQFAXr16/H7Nmz1ayNEEJIH+JzIP3hD3/AiBEjsG3bNgCtD+ybNGmSaoURQgjpW3oMpCNHjmDQoEEoLCxEeno6ZsyY0f5aYWEhhg8frmqBhBBC+oYeA+nvf/87VqxYgd///vdnvMYwDDZu3KhKYYQQQvqWHgNpxYoVAICvvvpK9WIIIYT0XT0G0vPPP9/t63fccUfQiiGEENJ39RhIDQ0NAICSkhIcPXoUkydPBs/z2LhxI4YOHap6gYQQQvqGHgPp/vvvBwAsWLAAH3zwARITEwEAt956K2677TZ1qyOEENJn+HxjrM1maw8jALBarairq1OlKEIIIX2Pz/chDR06FH/9619x5ZVXQlEUrFmzBqNGjVKzNkIIIX2Iz4H08MMP49lnn8UjjzwCAJg4cWKnU8EJIYSQ3vA5kGJiYnDnnXfi2LFjGDJkCDweD4xGo5q1EUII6UN8voa0a9cuTJ48Gbfccgtqampw0UUXYceOHWrWRgghpA/xOZCWLVuG1157DfHx8UhPT8eyZcvaT98RQgghgfI5kNxuNwYPHtz+86RJkyBJkipFEUII6Xt8DiSe59HU1NT+OPOSkhLViiKEENL3+Dyp4ZZbbsH1118Pm82GO++8E9999x0efPBBNWsjhBDSh/gcSBdffDFiY2Nx4MABsCyLW265pf1x5oQQQkigfA6kxx57DKtWrUJMTEz7vzEM0/7Avs6sW7cOL774IkRRxA033IDrrruu0/d98803ePDBB6OuozjLspBkOdxlqMLrccJoNIDjdeEuJehkWYbL6YDllG09msiSCIblwl2GKjxuFyRJAsdF5/pFO58D6YsvvsDmzZuRkJDg0/urq6uxfPlyfPDBB9Dr9ZgzZw7Gjh3bYWIEANTW1uLvf/+7f1VrnKIoqGlwYkBODpqaGmGz1Ya7pKBqrv0Fm1c9C2tCGq5Y+HeYYxN7/lCEEDwufL7uVTTUluP6m+7EWbn54S4paBRFwaYv18H2y07EJPSDKS6j/ZpwNBDcdqx6+UmkpWdiwe/+B2ZLdB5QRDOfz7nl5OTAarX6vOCtW7di3LhxiI+Ph9lsxpQpU7B+/foz3nffffdF1SMsFEVBaXULKmudYBgGcXHxyMrMjJo//JpjO7Hj039AcDvQWHMca55ZhPqqo+EuKygczfX46v3lqKspheD14s2Xn8JP338T7rKCQhRFrHnzX9i08RMAgLOpBi22EihRMoJ3t9ShsaoYouBFdWUp/vnkfaitqQp3WcRPPo+Q5s+fj+uvvx5jx44Fz5/8WFdhUlNTg5SUlPafU1NTsWfPng7veeONNzBs2LCo6YknSTKOlDfB6RYhKwqA1tOaJrMJA7KzUVpWFrFT5RVFwS+71+PY7s8gi14AgCSJcDua8OELd+DS65Yie+j5Ya6y9+qqjmHbZ69AFDxQTvzuBMGL/3y4CjVVZbh8+ryIvWbqdNjxxoonUVNdDsHb+ruTZQledzMaqw4gLi0XLBeZp14VRYGzsQLOpmooSmu4iqKIluZGvLh8Ka5b+MeoGuVGO58DacWKFYiJiUFLS4tP75dlucOoQFGUDj8XFxdjw4YNeO2111BVFflHMh6vhENlDRBFGbJy+qsM9Ho9BgwYgPLycng8nnCU2GuyJOLA5tdRe3xPexi1URQFoteNL958AOdffhMKJlwdniIDcLz4Z+za/D4kUTjjNUHw4ufvN8FWXYm5Ny6G3mAIQ4W9Z6upxKsvPA6X0w5RFDu8JksSoLhRX74f8elDwOtNYaqydxRZRkvtUXhdze1h1P6aosDrceP/Xv4Hrrjqeoy54KLwFBkkMRYDOF7962JmswEpiWbVv6crPgeSy+XCW2+95fOC09PT8dNPP7X/bLPZkJqa2v7z+vXrYbPZcPXVV0MQBNTU1GDevHlYvXq1z9+hFXanF0fKmyDLCs7IohMUABzHISsrC1VVVXA4HKEssdcEtx27NzwHZ0MlxNPC6FSi4MH2z/+NhqpjuPCqP4KNgIvKiiJj//b1OLJvS6dh1Mbr9eCXkoN48am/4cZb/4K4+Mi4ZlZyaD9W/fsZCN6To77TybIMQEZDRRGsqYNgMMeFtshekiUBTdXFkAQvZLnrsw6iIOCztatgq47sUa7d4YHT3fU2GixOpwc2lc/ipKTEdvkao3S1pZ5myZIluPnmm5GXl+fTl1ZXV2Pu3LlYs2YNTCYT5syZg4ceeggjR448471lZWVYsGCB37PsVm84CLtT/V9Sd+qaXCitbulkVNQ1WZbR0FCP+voG9QoLAkdjFXZ9thyixwFJEnv+AACd3ojkzFxMueFhGIzavagsiQJ+/PJN2CoOQxS6DtpTcRwHvcGIG26+C5n9B6pcYWB+3PY1Plu7GoKP6wYADMMiJiETprg0FSsLnOh1orGqGIosnzEy6opeb0B2zmDM+a/FMBjC3xT6d1eN8Ov9JWUNECX1r/cZdByUbnZmBh0PPsBM7y6QfB4hVVZWYtasWcjMzIRer2//93Xr1nX6/rS0NCxZsgQLFiyAIAiYNWsWRo4ciUWLFmHx4sUoKCjwYxW0R1EUVNQ6YGtw+hVGQOt08MTERBgMBlRWavN0ZX3FAez98kXIorfLo+vOCF43bKUH8f4zv8PURf+ANbGfilX2jtvZjO8+XQlncx3EbkZGp5MkCS6nA688/yhmXXczho08T8Uqe0eWZXz20Sr8/MMmv8IIaB0x2hvLIYluWBKzNTkRx+NsRHNNic9B1Mbr9eCXo8V48aml+K8IGuW2KTpaH5IRUk/G5KeBN/gcG37zeYS0ffv2Tv/9/PPDdyE7XCMkWVZwtLIJLQ6hffJCrygKPF4PysrKT5w60YaKA5tR/P27kKXe/7dlWRa83oTf/NdjSB8wPIjVBaaprgLffbICgtcV0H9znU6PSZOnYeLkaZrZcXs8brz96rM4fuwQvF7/wuhULMuBN5hhTR0EllVv5+MPRVHgbq6BvaHc7zA6lVZGuf6OkD7dfEQzgWQJMJCCcspOi8IRSIIo4VBpI7yCHFgYnUIURZSVlUEQwrvBKbKMw9vfQ8XB7yB1c73IH7zOgIkz70Tu6MlBWV4gqn4pwvYv3wzauun1BuQNH40Zcxd1mHkaDk2N9Xj1xcfR3FgflO2IZVkwrA7x6UPA6cI7kUNRFDjqj8NlrwvaNHWdTo+rr7sZw8M0yqVA6lxkXuELE6dbRNGxengEKWhhBLQ2rs3OzobJFL5ZTqLgxp4Nz6GyeGvQdtity/Vg0wdPYfv6l/069RdMiqLg8J5vsf2L/wvqunm9HhQV7sDLzz0Mp8MetOX6q7z0KP755H1oqLMF7aBGlmXIkhf1FfshuMO3brIkoqm6GG57fVDvmRIEL95f9RK++eKjsG2X5EwUSD5qsntQfLweoqRAje2XZVlkZGT4dfNxsLjt9fhp7aNorD4MUQj+lHRR8GDf1g+x4f/uV2X53ZElCTu/fRdFP26AFMApyK4I3tYbMZ9/4l7YaiqDvvye7Nu9Ha88/yhcTkfQT/sqigJFltBYVQx3S+i7jUiCBw0VRRA9jm5n0vWWIHixeeOneO/NF8+YEk/CgwKpB4qioLregaMVTX5PXvAXy7JITUlB6ik3FKut2fYLflz7MNz2um6nPgdK8LpRfmgH1v7zdjhb6lX7nlN5PS5s+eRfKC/Z3e2U9UCJogh7SxP+tfwBlBzar9r3nEpRFHy9YS0+WL3C78kL/n+XjJa643A0lIdsNOF1t6C+Yj9kyavq9VWv14MD+3Zi5XMPhXWUS1pRIHVDURQcP9EGSO0wasOwLKxxccjKUr/dUHXJz9jxn39A8DhVOQI9nSB40GgrxZqnF6GuSt3naTma6/D1muVotJVBDMG1ubYbMd98eTl+3Pa1qt8ligLe+78XsOWr/4TsuqOiyHA1h6bdkLulFk1Vh6DIUkgCUBC8qKksC9kol2O1MQlGiyI6kEx6Dmr9bkVJRnFpIxqaPUG9XuQLhmFgMpkwYEC2KhfLFUXBsV2fomjz62d0XlCbJIlwORqx9oXf4/iBH1T5jtrKo/hqzXK4HI0+3z8VLILgxWdrV+PTD99U5cjeYW/BymcfxoHCXfB6Q3z6U5bgdTWjsbJIldG0oihwNJShpe54QDPpeuPUUe6R4kLVvodjGRQM9K1BdV/EPfDAAw+Eu4jeSjTzsDW54RXkoF7X8XhFFB9vgFeQQjYyOhMDjuNgtVrhdDqD1gNPlgQUfftvVBZvDXkYdaxDxLHCLeD1BqT2zw/aaPCXgz/ip42rgjp5wV+yLKGmqgzHjhxEfsG5QTuosFVXYMWzD6Gpodav+6eCqfW6kgy3vRZ6kzVoPfBa2wCVwONoCHkYnUqSRBTu/hEmS2zQp4XzHIMLhqUiM9kCi8W/mYuHjjdAEMN/a0hmSgz0Ad4Z2926R3QgedwCslIscHpE2F1iUELJ7vSiuLSxdfJC4IsLGMuyiI2NhdfrDfj0jNdtx67PlqO5piSsO+w2siyh6tg+tNRXIHvoODABtHVRFBn7f/gPin7eoOq1MF9JkgR7cyP27vwe+QXnwmgMbAblkeJCvPri3+F2OTVwz5oCRZHhtteB15vA6wLrfCCJAhqrDkL0ukJy6rgnsizh6OH9aGluwuChBQEfLLEMYNBzmDQyHQkxrTtjCqTORXQguVytO9V+iWZwLIO6Zk9AoVTb5MLRymZVZtEFgmEYxFgsAMPA5XL1ahmOxirsWPd3eOz1mthht5ElEU21ZSg79CNyhv8KvE7f84dOIwpe/PjFGyg/skdb6ybL8Lhd2LF9M87KHQZrXO9O1fzw3UZ8+PZK1Scv+E+B19kIlmHBGyy92nGLXicaKw9AkUUNBO1JsiTBFoRRLscysFr0mFSQDtMp9+9QIHUuom+MrauzQz7lnFpVgwvbD9gg+XmeTVEUVNgcsDWGbvJCbyiKDIfD4Xe7ofryIuz98l+QJf/aAIUSr9PBFJOIqf/9JKxJGT5/zu1oxnefroCzpT5sp7F8odPpMXPeIowY5XtnE1mW8Z8P38SO7Zs1GEYnMSwLU0wSLIn9wTC+76x62wYolHQ6Haxxia3thhKS/PosxzLol2jCubnJYE+72N3dzaGd6Ss3xkb8COnU/WuMSYd+iSZU1Dk7BFV3ZFnB0YomNNg9mg4joHWkpNfrERNjQUuL3adwKSv6BkWb3wjr9SJfyLIM0evCwZ8/R3rOCMTG99zgs6muAt+ufR5uZ3PIJy/4S5YlFO/fDVmRkXPW0B5HEx63C2++vBzF+3dpOowAAIoCSfBAcLVAb47v8dSroihwtVTDXhv6yQv+OjnK3YSBfoxyOZbB0P5xKBiYcEYYATRC6kpUBRLQeq62f0oMqhtdEHq4iVUQJRQfb4DLE9zOC+piwPM8rFYrHI6ub4ZUZBmHvn8bx/d8AVnDI4dTKYoCSRRwZPfXiIlLQVLGoC7fW3lsP7Z+9jJEr1uzo77TybKE8uMlqK4sxdDho8GynT+io6mhDiueewi26vKwt5PyVetkBxFuex0M5niwXOdH0Yoiw15/HK7mGs2HURtFUSCKAvb8vA1JKelITc/s9v0cy+C8IckYmB7b5YEHBVLnoi6QAIDnWAxIi0GTwwuXR+r0PU63gOLjDRCk4M7QCxWWZWG1WuF2u8+4y1z0urH3i3+irnSfJiYv+EuWJZQd+gmCx4HMQaPPeNDj4T3fYvd3H2rqepGvJElCQ50NBwp3YljBedDrO/5xlv1yBCufexgOe3PEPV1YURRAkeGy10JnjAHHd1w3WRLRXH0YgqslIh+d3tMol2EAHc/iVyPSkRLf/UQPCqTORWUgAQDLMMhMNkOSFTTaO76v0e7BkbJGhODxIqpiGAYxMTGQZan9KbRuez12fLIMjsbKiAyjNrIsoa7yCGxlB5AzbAJYjocsSdj17bs4WrgtIsOojSxLcDnt2PnjFgzJHwVLTOs59b27fsBbrz4LrydyRn2dUhR4HA1gOR10htanj4qCG42VByCL3T9QT+vaRrlVlaXIO2WUyzKAxcjjopHpiDX3PBWeAqlzUTWpoSulNXbsPFIPUZJR0+BEZa1D89eL/KHIMppbWnC48AfsWv8cZNGtqRlLgdDpDIhN7IfLFjyI3Zs/RFNd90+ujSQMw0CnN2Dujb/H8WOHTnReiI51A1of+GeOSwVvtKK55gigyJEdtKfQ6fVISe2HBb+7C3FxViTGGjA2LwU859vOmiY1dK5PBBIA1DV78P7mEpTXOCLoepHvGqqP4f3nb4MU4ualocBxPOIz8qA3mDU/eaE3WJYFy3KaniXYWwzDngih6Pub43kelhgrXn/9DQxK82/aOwVS5yK6dZA/kqwGpCWYozKMAMDeZIOOD85d81ojSSJYjo/KMGoTjWEEtE5i6GyWWTQQRRFNjfW4oKCfZh7SGOn6TCABAMfRRkNIqNG+mviqTwUSIYQQ7aJAIoQQogkUSIQQQjSBAokQQogmUCARQgjRBAokQgghmkCBRAghRBMokAghhGgCBRIhhBBNoEAihBCiCRRIhBBCNIECiRBCiCZQIBFCCNEECiRCCCGaQIFECCFEEyiQCCGEaAIFEiGEEE2gQCKEEKIJFEiEEEI0gQKJEEKIJlAgEUII0QQKJEIIIZpAgUQIIUQTKJAIIYRoAgUSIYQQTaBAIoQQogkUSIQQQjSBAokQQogmUCARQgjRBAokQgghmkCBRAghRBNUDaR169bhiiuuwGWXXYZVq1ad8fqXX36JK6+8EtOnT8dtt92GpqYmNcshhBCiYaoFUnV1NZYvX47Vq1dj7dq1eOedd3D48OH21+12Ox544AGsWLECH3/8MYYOHYrnnntOrXIIIYRonGqBtHXrVowbNw7x8fEwm82YMmUK1q9f3/66IAhYunQp0tLSAABDhw5FZWWlWuUQQgjROF6tBdfU1CAlJaX959TUVOzZs6f954SEBFx66aUAALfbjRUrVmD+/Pl+fUdSUkxwiiUkjJhwF0AClpISq+ryYywGcDyn6nf4wmw2ICXRrNryVQskWZbBMCf/1BRF6fBzm5aWFtx+++3Iy8vDjBkz/PqOujo7ZFkJuFZCwom24Mhns7X49X5/A6x/qgWiJPv1GV/xLAvWx6MiSZD8XtfTdbfuqgVSeno6fvrpp/afbTYbUlNTO7ynpqYGN910E8aNG4d77rlHrVIIISSiFR2th9MtqLLsMflpsBhUiwK/qHYNafz48di2bRvq6+vhcrmwYcMGTJw4sf11SZJwyy234De/+Q3uvffeTkdPhBBC+g7VYjEtLQ1LlizBggULIAgCZs2ahZEjR2LRokVYvHgxqqqqsH//fkiShM8//xwAMGLECDzyyCNqlUQIIUTDVB2nTZs2DdOmTevwbytXrgQAFBQU4MCBA2p+PSGEkAhCnRoIIYRoAgUSIYQQTaBAIoQQogl9K5Dohg9CCNGsPhNIkqzAI0jgfL0DLMIYjDEQRXXuU9AC5bQbraMNx4X/Lnw1cBwHJYoPBE1GY7hLiCp9IpC8ooyqJjfOyUtFVmoMeC66dmwMgLTsfFww7TbwOkO4ywkqluVgssRi5pyFMFtio27HrdPpcdGlV2Lg4Hzo9dH1uzMYDBg2bBgWLFgAvV4f7nKCiuM4JMTH4eN3XwYAmEzRtX7hwj3wwAMPhLuI3nK5vD0efbm8EmpbvFAAsCyDQZlxkCQFtY0uRFvXoZTMIUgfMBxHCzdDkaVwlxMwnV6PhKR03P34KgzKG4Wzz5uA4qI98HrckKNk/a6ZfyvGjP81Rp5zAZyOFlRXlEbFuhkMBlx88cX461//ioKCAuTm5mLbtm2QpGhYNz0G9M/Ef95/DYPPygEA6HQcOI6F1yv6tAyLxb+Dj0PHGyCI6rQOykyJgZ4P3diku3WP2kBSFAUtbhGNTqHDpSOGYZCZEoMYsx5lNS1RF0qxiek4q2BiayhJAmRZnY1YbQajCTmDC/Cnh1+FNT4JAKA3GDH6/F+hquI4mhvrI3bnxnEcTGYLFt72V5w1OB9A63aZmzcSllgrSor3R3QoGQwGLFy4EAsWLADLtu7oMjIycMEFF2DLli0QBQFyhJ7HM5mMuGDsuVjz5r+QmBDf/u8Mw4DjWOj1PDyenkOJAqlzUXnKTlEU1DsENLvELucx5PaPx28nDISeZxFtlybikrMw6w8rkdhvEHT6yDvHrTcYMXbiVPzxf1fCZO7Y0V2n02PujYtxwcTLoNNF3mkSnU6HxKRU3P4/DyMja8AZr5837iLMX3Qn9AZjxF0zYxgGRqMR999/P6ZPn37G6wMGDMCLL76I/tnZMBgi73dnMhoxf85MrH7lGVjMpjNeZxgGPM8iIcEMjovKXavqom6EJMsKbHYPPILc46S6GJMOgzLjcKyyGZKkRMTFV193UbzOgCHnXIYmWyla6ishS76dSgg3nd6AmQvuxJXz7mg/uj4dwzA4K3cY4hNTcOjAnogZTej1BuQMHoobb/0LzJauH52SkJiCEaPGYP+enyBJYkSMcnmeh9VqxZNPPon8/Pwu32c0GnHppZeipOQoampqImaUazQa8OjSu/CH2xZ2e6DAMAwYBjAadRBFqcunEdAIqXNRFUiiJKO6xQPRj23coOcwNDsBVXUOuL2ipk/hMYx/M9dZlkPO8AvBsgyqf9H2aSCGYWAwmnHLX57G2Im/9ekz6Rn9MTB3GPbv+QmyLEHR8BGFTq/H+eMvxow5i8Dzuh7fb7bEYPSYC1FyaD/cLoemd9wGvR79+/fHU089hfT09B7fz3EcJk6cCK/Xi0OHDml63ViWgcViwapXnsFvp1zs02daQ4mBwcBDlhWILZ5SjQAAFiVJREFUnQQJBVLnoiaQPIKEmmZvrwKF41jk9o+H3SWg0e7RdCj5i2EYpOcUICFtAH4p2qbJUOJ5HWKs8bjr0TcwaOgovz4bF5+IgtFjUbRvR+u1CQ2OJnQ6PX47cz4mXjLVr9NwOr0eZ593IepsVWios2lyx200GHDemDF46KGHYLFYfP4cwzA4++yz2x9To8V10+l0SE1JwqfvvYqRI7oe9XWFYRjo9RxYloHX23H9KJA6FxWBZHeLqHcIAd33yjAMBvSzQsezqKhzRMTpO38kpGYje+j5OLpvE2RZ1MxoQm8wIj3rLPzl8TeRnJrZq2WYTBaMPv9XOF5SDKejRTM7t9ajZCPmL7oTwwrO7dUyWJZFfsG5YFkWx48d1tQBhcFgwNVXX4077rgDPN+7Ps05OTkYNWoUtmzZAknSzijXaDRixLAh+OS9f6NfemrPH+jCyckOXIfJDhRInYvoQHI6PWhwetHSzeQFf6UmmpESb8KxypaInQnUFbM1CbmjJ+P4ge8hesM/ddpgMGHEOb/C7+9/8YzJC/7ieR1GnjsezU31sNVUQA5zKPE8j1hrPBYtvh8ZWTkBLYthGAw4awhS+2XhQOHOsK8b0BpGS5YswfTp0wOefJGSkoJJkyZh27Zt8Ho8kMI8yjWZjJh6+cV4/aV/wGIO/HHdDMOAZRkYDDp4vSIUhQKpKxEdSOU2BxxuKegdgeJiDBjQLxZHK5ogy0pUdRzSG8wYcu4U2MoOwtlSF7bJDnq9EZdddSPm3nwfOC44T0FhWRZDh4+GXm/E0SMHwnb6TqfXo19GNv779/fBGp8QtOWmpPZDbt4oFO7+EUqYrpmxLAuLxYJHH30U5513XtCWGxMTg0svvRT7CgvR1NQUtlGu0WjA/yz+HR64Z0lQb8I+OdlBD0EQ/b6RlgIpAlTWOSCpdMHHZOAxJDsBZdV2CKIU0utKak/25TgdBo+6GF5XC+oqj4R8pKTXG7Hg9w/h17+dp8rU5v4DBiGz/0AU7f055KGk1xswfOQYzFu4GHpD8Kfcx1rjMerc8ThYuAuC1xPS9dPr9UhJTsZTTz2FnJwcVZZ/8cUXo66uDsePHw95KJlMRrz07GO4bvZVqmyXbZMdjEad38unQIoANQ1O1QIJAHQ8iyHZ8ahrcsPuEkISSqG684RhGGQNGQNzbCLKD/8cklBiWQ4mcyz++L8rMXz0BFW/Kyk5DXkjRmP/nh8hSaG5ZqbT6fHrKVdhyrQ5YFn1WhwZjCaMPv9XKCstgb05NKMJg8GAvLw8LFu2DAkJwRv1nY5lWYwdOxYWiwV79uwJybrxPIf4OCvWvrUS48f27lqfP3oTdhRIEUDtQAJap32elRnXen9TCNoNMQhtU/LkzFyk54zA0X1t7YbU+Xad3oDE5HTc/fdVyMgepMp3nC4mxorRYy7E4QN74XG7VA1dnd6A2Qtuw7ljJ4bkhlaO41EwehxcTgeqKo6rum4GgwGTJ0/G3XffDYMhNP32hg4ditzcXGzdulXVUDIY9MjJ7o/PPngNZ+Vkq/Y9gaJAigChCCSg9YgmIyUGsWY9SqOx3VDCyXZDsiRACfJpIIPBhIFDR+JPD7+K2LjEoC67J3q9AWePuRDVFWVoaqwL+s6ttQ1QDG66/a8YOCgvqMvuSWu7oQLEWONxpLhQlVAy6PW46b//G/Pnz+/yRmW1dGg3JAb/BmGTyYgJY8/Fe2++iIT4uKAuO9j6SiBRfws/DG5rN6SLznZD1/zhZSRnDA5quyG9wYgLLp6OPy5dAaPJ9/tUgkmn02POjXdg/KTLg9puSKfTITE5DXfc9TD6ZYbv6PrcsROx4Hd/giGI7Yba2gD9belSTJs2LSjL7I22dkMDsrNhCGLHcJPRiBuvuwZvvvIMzKYz2wCR8KARkp9iTDoMygpOuyGthRqvMyD3nMvQXFeO5rqKgGfg6fRGXH3DnZg253YwIT66Pl1ru6F8JCSl4lBR4O2G9HoDBg7Ox423/BnmAKesB0N8YjKGjzofRXt/hiQGdoMwz/OIi4vDP/7xD+TlhXbU1xmj0YjJl16Ko8eO4f/bu/egps51DeBPArkQkFtNIqWCW3tEQSlYadUWKm4FQUQl7bbaemu9jdSerY61BafMptvS2+Cl03GKuz2tFs+u0zMVnXMGqTp4jspUx2qhVOqNFmsVQsELlyiQ7/yBpLJBYyJJVsLzm/GP+IXk/UhYT76Vtd5lrKtD+wOuctVqFd7NfR2vLFvgNv0C+8sKiYFkB5XidruhhmaYbtrXbkgmgyRPvpXL5RgS+RTkXl6o/cW+3UBdbYBWvLEZcfEpDqjSfvqQRzB0eBQqy4/b3W5IoVDiyaf/jJmzX76vNkDO0tluKB4Xzp1Ga0uTXecrqVQqhIWFIT8/H3q93gFV2sfLywvx8fFo7+jAmTNn7Nr12tUG6D8//RBTp0zs+yIdiIHkBlwVSMAf7YaaW9tw9Ybt7Yak/Lmss93QKAQP+lNnuyEbVkre3gr4BQThtbe340/Dox1Ypf0CAoMRHTsOVT+cRFvbLZtWEwqFEmmG+YifNE2Sn64VCiVixj6Fhvo6NNTX2rThVqvViIuLQ25urk1tgJxFJpMhOjoaISEhOH78uE1zUyoV0GsH4n/+6z8wKirCgVU6BgPJDbgykIDbZ9AP8ofC2wu/1Xteu6FA7WCERTyJ6or/vX0i5r3/IJQqNUIGD8O6d77AQ7qHnVSlfdQ+ms52Q9Vn0NJ03erGrXPV54N5S9dg5KgxTqrSPnK5HCNHjYHcyws11Wfva5WrUqnw7LPPIjMz0+42QM4yZMgQxMbGWg52sLbK9VGrMSoyAnt2fYJBevvbALlSfwkkHtTQB0YNewjJ48Lg7YHXQBn48KN49q//gP9DoVDc4/LoKrUPoscm4LV3voCfv+POU+lLarUPFi5fh5i4p6G4xxfm3t7e8A8IworVf8OQoe7x6VomkyF+0jT8Zf6Ke84N6AyjNWvW4MUXX5Tkqq83ERER+Oijj6DX6+95eXQfHzWmp05G0T+3ITDA34kVkj24Quoj/r4qDAkZgOrfrsNstn4tJnfS1W6o/tJPaLnes92QUqXG1IyXMXtxVp+1AXIWmUyGiMgYqNQa/HyuqsdqQqlUISQ0HItXZsM/wD2C9k4DdSEYPjIGlb1cosPrdhugvLw8jBkj7VVfb3x9fTFlyhT8+OOPuHr1ao9Vro9ajbV/XYY3X//3Pm0D5Ar9ZYXEQOpDne2GAvFrXRNutXVACGl/V2QLLy9vDItOxC1TM37/7Y+u00qVGgtW/h0TU553m0/XvXkkbChCw4Z2azekUKow6rE4zFm0Eko3vPJulwH+AYgZOwE//djVbqij89IKej02btyIsDDpnhBqjUKhQGJiIhobG/HLL79YQknjo0bBh3mY89yDN3+VAgaSG5BaIAGd7YYiwgLRcOMmrt646TGBBNxuN/RvY+HrPxC/nj0OtY8vVv3tH4iMmeDq0vpE8EAdRo4ag8ryzuvz/DnFgKS0vzi0DZCzqFRqxD4Rj0sXq3G1sR5RUVF49913ERgY6OrSHphcLscTTzwBX19ffP/9KQT4+2P3P7dh/BPut+q7m/4SSDIhlQuQ2OGH8/W45aAX6UEJIfDJnkqP6+rQRd1+BSGD9Ah6SDqHBveV5qYbaPi9DoPDndPiyJnMZjO8TJcQExPj9ruxetNy9TcMHzoYOu1Dri6lT/33/51Hi6nNIY8dN1IPX5XzdrVrtQPuOuZeO/zdSFdnX4879O62h8MjEOjnnL5mzubrNwC+fnf/o3FncrkcY8aM8YjdWL0ZHTUSAR76vuwPPO+wMCIicksMJCIikgQGEhERSQIDiYiIJIGBREREksBAIiIiSWAgERGRJDCQiIhIEhhIREQkCQwkIiKSBAYSERFJAgOJiIgkgYFERESSwEAiIiJJYCAREZEkMJCIiEgSGEhERCQJDCQiIpIEhwbS3r17kZqaiqSkJBQWFvYYP336NDIyMpCcnIzs7Gy0t7c7shwiIpIwhwVSbW0tNm7ciJ07d2L37t348ssvce7cuW73Wbt2Ld58803s27cPQgjs2rXLUeUQEZHEOSyQjh49inHjxiEwMBAajQbJyckoLi62jF+6dAkmkwkxMTEAgIyMjG7jRETUv3g76oHr6uqg1Wott3U6HcrLy+86rtVqUVtb66hyqI/JXF2Ag8kACFcXQTaTeegb88nRD8Nsdsw70kftjQEapUMe21YOCySz2QzZHe8OIUS329bGSdo8fWPt6fPzVMJDXzhZRwdkDgokU3MHTM03HfLYvdFqB9x1zGG77AYNGgSj0Wi5bTQaodPp7jpeX1/fbZyIiPoXhwXShAkTUFZWhoaGBrS2tqKkpAQJCQmW8dDQUKhUKpw4cQIAUFRU1G2ciIj6F4cFkl6vx6pVqzB//nzMnDkTaWlpiI6OxpIlS1BRUQEA+OCDD5CXl4epU6eipaUF8+fPd1Q5REQkcTIh3Hev6w/n63Gr3ezqMu7qkz2V6HDQfl9XGxoagEA/lavLIDs8PkLrsd/XDgsNQIAHvi9//73JYQc1OJtLvkMiIiKyBQOJiIgkgYFERESSwEAiIiJJYCAREZEkMJCIiEgSGEhERCQJDutl5wwKb2nnabC/2mPOHfhX/r5K+GkUri6D7KBUyCHz0Pa4Hnp6Vb/h1ifGEhGR55D2EoOIiPoNBhIREUkCA4mIiCSBgURERJLAQCIiIklgIBERkSQwkIiISBIYSEREJAkMJCIikgSPDKS9e/ciNTUVSUlJKCws7DF++vRpZGRkIDk5GdnZ2Whvb3dBlfaxNrf9+/djxowZSE9Px4oVK3Dt2jUXVGk/a/PrUlpaikmTJjmxsr5hbX4XLlzAvHnzkJ6ejpdfftmtXj9rc6usrITBYEB6ejqWLVuG69evu6BK+zU1NSEtLQ2//vprjzF33qZIivAwV65cEYmJiaKxsVE0NzeL6dOni7Nnz3a7z7Rp08TJkyeFEEK88cYborCw0BWl2sza3G7cuCGeeuopceXKFSGEEJs2bRJvvfWWq8q12f28dkIIYTQaxdSpU0ViYqILqrSftfmZzWaRlJQkDh06JIQQ4v333xfvvfeeq8q1yf28dnPmzBGlpaVCCCHy8vJEfn6+K0q1y6lTp0RaWpqIiooSFy9e7DHurtsUqfG4FdLRo0cxbtw4BAYGQqPRIDk5GcXFxZbxS5cuwWQyISYmBgCQkZHRbVzKrM2tra0NOTk50Ov1AICIiAhcvnzZVeXazNr8uqxfvx6vvPKKCyp8MNbmV1lZCY1Gg4SEBADA8uXL8cILL7iqXJvcz2tnNpvR3NwMAGhtbYVarXZFqXbZtWsXcnJyoNPpeoy58zZFajwukOrq6qDVai23dTodamtr7zqu1Wq7jUuZtbkFBQVhypQpAACTyYSCggJMnjzZ6XXay9r8AGD79u2IjIzEY4895uzyHpi1+dXU1GDgwIHIysrCrFmzkJOTA41G44pSbXY/r93rr7+O9evX4+mnn8bRo0fx/PPPO7tMu23YsAFjx47tdcydtylS43GBZDabIbujB70Qottta+NSdr+137hxA0uXLsWIESMwa9YsZ5b4QKzN78yZMygpKcGKFStcUd4Dsza/9vZ2HDt2DHPmzMHXX3+NwYMH45133nFFqTazNjeTyYTs7Gx89tlnOHz4MObOnYt169a5otQ+587bFKnxuEAaNGgQjEaj5bbRaOy2zP7X8fr6+l6X4VJkbW5A56e1uXPnIiIiAhs2bHB2iQ/E2vyKi4thNBphMBiwdOlSy1zdhbX5abVahIeHY/To0QCAtLQ0lJeXO71Oe1ib25kzZ6BSqRAdHQ0AmD17No4dO+b0Oh3BnbcpUuNxgTRhwgSUlZWhoaEBra2tKCkpseyTB4DQ0FCoVCqcOHECAFBUVNRtXMqsza2jowPLly9HSkoKsrOz3e5TmrX5vfrqq9i3bx+KiopQUFAAnU6HnTt3urBi21ibX2xsLBoaGlBVVQUAOHjwIKKiolxVrk2szS08PBxXrlzBhQsXAAAHDhywBK+7c+dtiuS48IAKh9mzZ4+YNm2aSEpKEgUFBUIIIRYvXizKy8uFEEKcPn1aGAwGkZycLFavXi1u3rzpynJtcq+5lZSUiIiICJGenm75l5WV5eKKbWPttety8eJFtzvKTgjr8zt16pQwGAwiNTVVvPTSS6K+vt6V5drE2txKS0vF9OnTRVpamliwYIGoqalxZbl2SUxMtBxl5ynbFCnhFWOJiEgSPG6XHRERuScGEhERSQIDiYiIJIGBREREksBAIiIiSWAgERGRJDCQqF/Kzc3Fhx9+CABYsmQJzp071+M+xcXFmDdvnsNquHXrFhYtWsRGnES3MZCo39u2bRseffRRpz7nyZMnMXv2bHz33XdOfV4iKfN2dQFE9+Pbb79Ffn4+QkJCUF1dDR8fHyxduhQ7duxAdXU1kpKSkJWVhYMHD2Lr1q1oa2uDWq3GunXrEBsbi6amJmRnZ6Oqqgo6nQ5eXl54/PHHAQCTJk3C5s2bMXr0aGzevBl79+5FYGAgwsPDLc9fXV2N3NxcNDc3w2g0YsSIEdi0aRNUKhW2bNmCb775BgqFAkFBQcjLy7Pay2zHjh1Ys2YNPv74Y4f+3ojcCQOJ3EZFRQVycnIQGRmJxYsXo6CgANu3b0dTUxMSEhIwefJkbNy4Edu3b0dQUBDOnj2LRYsWoaSkBFu2bIFarUZxcTEaGxsxa9YsSyB12b9/P0pKSrB7926o1WpkZmZaxnbt2oWZM2dixowZaGtrQ0ZGBkpLSxEdHY3PP/8cZWVlUCqV+PTTT1FeXm71sh/5+fkAwEAiugMDidzGI488gsjISABAWFgYBgwYAKVSieDgYPj6+qKqqgp1dXVYuHCh5WdkMhlqampQVlaGrKwsyGQyBAcHW64bdaeysjJMmTIFfn5+AACDwYAdO3YAANauXYsjR45g27Zt+Pnnn1FXV4eWlhbo9XrLZT4SEhKQkJCA8ePHO/6XQeSBGEjkNpRKZbfb3t7d374ymQzjx4/Hpk2bLP93+fJly+6zO9s2enl59focd7vP6tWr0dHRgZSUFEycOBGXL1+GEAJyuRxffPEFKioqUFZWhrfffhvx8fF47bXX7J8oUT/FgxrIY8TFxeHIkSM4f/48AODQoUNIT0+HyWRCfHw8vvrqK5jNZly7dg0HDhzo8fMJCQkoLi7G9evXYTabUVRUZBk7fPgwMjMzkZqaCgD4/vvv0dHRgaqqKqSlpWHYsGFYtmwZFi5ciIqKCudMmMjDcIVEHkMulyM3NxerV6+GEALe3t7YunUrfH19sXLlSuTk5CAlJQXBwcEYPnx4j59/5pln8NNPP8FgMMDf3x8jRoxAY2MjAGDVqlXIzMyERqOBn58f4uLiUFNTg+eeew4pKSkwGAzQaDRQq9VYv369s6dO5BF4+QkiIpIErpCIHGDu3Llobm7udaywsNBy4AQR/YErJCIikgQe1EBERJLAQCIiIklgIBERkSQwkIiISBIYSEREJAn/D9U2/Shxq404AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"medidas_1\", y=\"medidas_2\", data=df, kind='hex');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relacionamentos lineares "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nosso objetivo aqui é mostrar uma reta de regressão entre duas variáveis numéricas, $y=a\\cdot x +b$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"medidas_1\", y=\"medidas_2\", data=df);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como ambas medidas são aleatórias, nossa reta de regressão é constante, mostrando que não há relacionamento entre as variáveis, como era de se esperar.\n",
    "\n",
    "Novamente, a linha hachurada representa o intervalo de confiança de 95%."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos aumentar a ordem do polinômio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"medidas_1\", y=\"medidas_2\", order=2, data=df);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E segregar por uma coluna categórica."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 415.925x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"medidas_1\", y=\"medidas_2\", hue='categorias', data=df);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Há muito mais na biblioteca Seaborn e recomendo fortemente o [tutorial](https://seaborn.pydata.org/tutorial.html)."
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}