{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <font color='blue'>Data Science Academy - Python Fundamentos - Capítulo 8</font>\n",
    "\n",
    "## Download: http://github.com/dsacademybr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instalar o Seaborn: \n",
    "Caso o Seaborn não esteja instalado, abra o prompt de comando ou terminal e digite: pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import random\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Carregando um dos datasets que vem com o Seaborn\n",
    "dados = sea.load_dataset(\"tips\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regressão linear é uma equação para se estimar a condicional (valor esperado) de uma variável y, dados os valores de algumas outras variáveis x."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# O método joinplot cria plot de 2 variáveis com gráficos bivariados e univariados\n",
    "sea.jointplot(\"total_bill\", \"tip\", dados, kind = 'reg');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# O método lmplot() cria plot com dados e modelos de regressão.\n",
    "sea.lmplot(\"total_bill\", \"tip\", dados, col = \"smoker\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Construindo um dataframe com Pandas\n",
    "df = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Alimentando o Dataframe com valores aleatórios\n",
    "df['a'] = random.sample(range(1, 100), 25)\n",
    "df['b'] = random.sample(range(1, 100), 25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>a</th>\n",
       "      <th>b</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>78</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>96</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>87</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    a   b\n",
       "0  78   8\n",
       "1  96  20\n",
       "2  17  80\n",
       "3  26  45\n",
       "4  87  58"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter Plot\n",
    "sea.lmplot('a', 'b', data = df, fit_reg = True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Density Plot\n",
    "sea.kdeplot(df.b);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEKCAYAAAAMzhLIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd8VFX6/983ZdLLTHrvlVSSECB0UJEmYC+LHcuPVdfKWvbr2vta1y7q2ldEFBQQlBogJCEJ6b33SSa9zcz9/RHIIpJhkkxIwPt+ve4rk+E5554Jyf2c85zneY4giiISEhISEhLDYTTRA5CQkJCQmNxIQiEhISEhoRNJKCQkJCQkdCIJhYSEhISETiShkJCQkJDQiSQUEhISEhI6kYRCQkJCQkInklBISEhISOhEEgoJCQkJCZ2YTPQADIGjo6Po6+s70cOQkJCQOKdIS0trFkXR6Ux254VQ+Pr6kpqaOtHDkJCQkDinEAShQh87yfUkISEhIaETSSgkJCQkJHQiCYWEhISEhE4koZCQkJCQ0IkkFBISEhISOpGEQkJCQkJCJ5JQSEhISEjoRBIKCQkJCQmdSEIhISEhIaETSSgkJCQkJHQiCYWEhISEhE4koZCQkJCQ0IkkFBISEhISOpGEQkJCQkJCJ5JQSEhISEjoRBIKCQkJCQmdSEIhISEhIaETSSgkJCQkJHQiCYWEhISEhE4koZCQkJCQ0IkkFBISEhISOhl3oRAE4SNBEBoFQcg+6b0XBUHIFwQhSxCETYIg2B9/31cQhB5BEDKOX++M9/gkJCQkJHRzNlYUHwOLT3nvFyBCFMUooBD4+0n/ViKKYszx6/azMD4JCQkJCR2Mu1CIorgXaDnlvR2iKKqPf3sI8BzvcUhISEhIjI7JsEdxE/DzSd/7CYJwVBCEPYIgzB6ukSAIawVBSBUEIbWpqWn8RykhISHxJ2VChUIQhEcANfD58bfqAG9RFGOBe4EvBEGwPV1bURTfE0UxXhTFeCcnp7MzYAkJCYk/IRMmFIIgXA8sA64VRVEEEEWxTxRF5fHXaUAJEDxRY5SQkJCQmCChEARhMfAQsEIUxe6T3ncSBMH4+Gt/IAgonYgxSkhISEgMYjLeNxAE4UtgHuAoCEI18H8MRjmZAb8IggBw6HiE0xzgCUEQ1IAGuF0UxZbTdiwx4Wg0GlpbW4culUpFd3f30DUwMIBGo0GtViOKIsbGxhgbG2NiYoKFhQWWlpZYWlpiY2ODXC7H3t4ehUKBpaXlRH80CQmJkxh3oRBF8erTvP3hMLYbgY3jOyKJkaDVaqmtraW0tJTS0lLKy8upra2lvr6ehoYGNBrNsG2NjIyGhOFEX2q1WmcbAGtra1xcXHBxccHT0xNvb2+8vb3x8/PD1dWV45MLCQmJs8S4C4XEuYVSqSQzM5OcnBxyc3PJzc2lq6tr6N+dnJzw8PAgOjoaV1dXnJycUCgUQysCKyuroZXCCYE4Fa1WS29v79DKo729HZVKhUqlQqlU0tDQQENDA/X19WRmZv7u/tbW1gQFBREUFER4eDghISH4+fkNey8JCYmxIxzfRz6niY+PF1NTUyd6GOckKpWKQ4cOcfjwYTIyMqiqqgLAxMSEoKAgpkyZQmhoKAEBAfj5+WFtbX1WxyeKIi0tLVRWVlJSUkJxcTGFhYUUFRXR09MDgEwmIyQkhMjISKKiooiOjkaKhJOQODOCIKSJohh/RjtJKP58VFdXs3PnTvbu3Ut2djZarRY7OztiY2OJjo4mJiaGkJAQZDLZRA91WDQaDVVVVeTn55Ofn8+xY8fIy8ujv78fAG9vb+Li4oYuSTgkJP6IJBQSv6O+vp6tW7eya9cuCgsLAQgPDycpKYmkpCTCwsIwNjae4FGOjYGBAQoKCsjIyCAtLY309PQht9UJ4YiPjychIQGFQjHBo5WQmHgkoZBgYGCAPXv2sHnzZg4dOoQoikRFRbFgwQIWLlyIm5vbRA9xXNFoNBQUFJCenk5aWhpHjx6ls7MTgODgYKZNm8a0adOYOnUq5ubmEzxaCYmzjyQUf2JaWlr47rvv+Pbbb2lubsbFxYXly5ezfPlyPDw8Jnp4E4ZGoyE/P5+UlBRSUlLIyMhgYGAAExMTIiMjiY+PJy4ujsjISMzMzCZ6uBIS444kFH9Cqqur+eijj/j5558ZGBhgxowZXHnllcyYMeOcdyuNB729vWRkZHD48GFSU1MpKChAq9Uik8mIiIggLi6OqVOnEhkZKa04JM5LJKH4E1FdXc2HH37ITz/9hLGxMStWrOCqq67C19d33O+t0WhobVfR1KKkRdVCZ3cXnd1ddPV0M6AeTLjTaLUAmJqYIjM1xUwmw9rSGltrG2ytbXCwl+OkcMJsgjfPOzo6yMjIIDU1lfT09CHhMDExISQkhClTphAREUF4eDje3t4YGU2GmpoSEqNHEoo/AW1tbXzwwQd88803mJiYsHr1aq6//nocHR0Nfq+e3h4Ky0vILy2koqaKyrpqKmuraVA2oT0uBMNhZGSEKIqc6XfN3tYOV0dnvNw88XH3wtvdkyAff3w9vCckT6Kzs5OMjAzS09PJzs4mNzeX3t5eACwtLQkODiYkJISgoCACAwPx9/eXssolzikkoTiPUavVbNy4kXfffZfOzk4uueQS1q5da9AQ0AZlE0dzs0jPySQzP5vymsohQbC2tMLb3RNvdy/cnV1xVjjiqHDAwU6BtZUV1pbWWFlYYGoqw9jICEEQEEURjUZD/8AA/QP9dHR10t7ZTltnBy2qVhqUjTQqm6ltrKeqrpq6poah+8lMTQnw9ic8IJgpQWFEBofj7e551mf0arWasrIy8vLyKCgoID8/n8LCwqF8DgBXV1d8fHzw8fHB09MTd3d33NzccHd3x9raWsoql5hUSEJxnlJYWMiTTz5JXl4e06ZN49577yUwMHDM/ao1GrLys9mbmsy+1INU1lYDYGVpRXTIFMIDQwkLCCYsIBhHucO4P/D6+vupqq+hqLyEgrIiCkqLyCstoqt7MNzVxsqa2PAo4qZEExcRS5CP/4S4gk6UOCkuLqa4uJiKigrKy8uprKz8XUY5DK5CnJ2dcXZ2xsnJCScnJxwdHXF0dEShUODg4ICDgwNWVlaSoEicFSShOM8YGBjggw8+4OOPP8bOzo7777+fCy64YEwPFFEUyS7KY+vuHexM3k1bRzsmJibER8QyIzaBuPBoAn38J81GuFarpbymkuyiPLLyc0jLyaC6vhYAua0902PimRE7jenR8cjt7Cd0rKIo0tbWRl1dHbW1tdTV1dHQ0EBjYyMNDQ00NTWhVCpRq9V/aCuTyZDL5Tg4OCCXy1EoFL8rk2Jvbz/0Wi6XY2FhIQmLxKiQhOI8orKykocffpj8/HyWLFnCvffei7396B+E7Z0dfL9zK5t3/kRlXTVmMhlzEpJYMH0202MSsLa0MuDox5f65kbSsjM4lJnKoYwjqNrbEASBKYGhzIqfzqy4GQT7BkzKB6lWq6W9vX1INFpaWoa+nrhaW1uHXp9OVADMzMyQy+W/uxQKxVA13lNFZzJn3EucXSShOE/Ytm0bzzzzDKampjz22GPMmzdv1H1V1Fbx5ZaNbN29g96+XmLDo1g2/yIWTJ9zTonDcGi1WgrKitmfdogD6YfIKcoHwM3JhbnTkpg3bRbRYZGYTJIV0kgQRZHOzs6h4oknl3ZXqVRDonLy676+vtP2ZWNjM+TqOvWro6PjkKDI5XIpLPg8RxKKcxy1Ws1rr73Gl19+SUxMDE899RSurq6j6qu6vob3v/mUbft2YWJszOLZi7hq6WqCfAPGNEaNVkOjSkldaxMNqiYa25S0d3fR2dtFR08X/eoBtFotWlGLIAiYm5phLjPDQmaGvZUdCht7HGzscLF3wtPBFVtLwxYcbG5tITn9MLtT9nM4M5X+gQHsrG1JiktkbkIS02MSsLSwMOg9JwuiKNLT0/O71cnprhMrmI6OjtP2Y2lp+TsxcXR0HBIUR0dHnJyccHFxwc7OblKu2iR0IwnFOUxnZycPP/wwycnJXH311dx9992jCg9tamnmva8/4cdff8bExJQrLl7JtSsux8F+5HWO1BoNRXXlZJXlUVhbRlFdBWX1VfSp+39nZ2psgo2lNdbmlshMBqOejAQjRFFL30A/vQN9dPX10N7d+Yd72Fpa4+3kTpCbL8HufgR7+BHs7oeZ6dhdJd09PRzKOMKeIwfYn3aI9s4OZKamTIuKY+60JGbHzxjVz+V8oa+vj9bWVpqbm//g9jrZHaZUKmlra/tDe5lMhrOzM25ubkNRXu7u7nh5eeHl5SUJySRFEopzlJaWFtatW0dJSQnr169n1apVI+5DrdHwzc+bePfLDQyo1ay+cBk3rL4GR7nDiPqpa2lkb04KBwuOklmWR1ffYBio3MqWIHc/At188HX2wFXujJvcCWc7B8xlZno9ENQaNa2d7Sg7WqlXNVPdXEe1sp7yhmqK6srp6BmMGDI1NiHUM4Bo31Bi/acwNSACK/OxrQLUGg2ZecfYnbKfvUeSqW2sRxAEwgKCSZqaSNLURMICQqSEumHo7+9HqVTS1NQ0dJ18hkhdXR1NTU2/a2NtbY23tze+vr74+vri7+9PcHAwbm5ukoBMIJJQnIM0NjZy5513UldXx0svvcSMGTNG3EdeSSHPvPMy+aVFzIydxgO3/BVPV/3rOzWomtma+hu/HTtEQc3gceU+Th7EBUYQ4xdOrH84LvaGT+g7GVEUqW9tIr+mlGMVBWSV55NXVcyARo2xkTGRPiEkhsQwOyyeIHffMUd+FVeUsudIMslHD5NdmIcoitjZ2DItKo7EqDgSo+NwdXIx4Cc8/+nr66Ouro6qqioqKyuprq6moqKCiooKGhoahuysra0JDg4mMjJy6DwRqbLv2WNSCYUgCB8By4BGURQjjr+nAL4GfIFy4ApRFFuFwb/614AlQDdwgyiK6br6Px+EoqmpiVtvvZXW1lZeffVVYmNjR9Req9Xy8Xdf8N7XHyO3k3P/zetYMH2OXg9RjVbDvtxUNh3czqHCjMEqs76hzItIZM6UaXg7uY/2YxmMvoF+jlUUcLgwg8OFmRTUlCKKIq72TsyeksCCyBnE+IdhbDS2jWpVe9tQBNXhzDSaW5UAuDu7ERseSUxYJFEhU/D1kEp4jJauri7KysooKCigqKhoKIHxRFSXj48P8fHxQ5dcLp/gEZ+/TDahmAN0Ap+eJBQvAC2iKD4nCMJ6QC6K4kOCICwB/sqgUCQCr4mimKir/3NdKFQqFWvXrqW+vp633nqLyMjIEbVvbVPxj9ee4VBmKhcmzWf9bX/DxurMG8NqjZqf0/bwyW/fUdlUi7OdA8sTFrAsYSEeDpN7Bq3sUHEgL5W9OSkcLsikT92PwsaeBZHTWRSdRIxf+Jgf5KIoUlJVTkpWGkdzs8jMy6a1XQWAlYUlYYEhhAeEEOIXSJBvAN5unpMm5+Rco7e3l/z8fDIzM0lPT+fo0aN0d3cjCAJRUVHMmTOHuXPnnpX6ZX8mJpVQAAiC4AtsOUkoCoB5oijWCYLgBuwWRTFEEIR3j7/+8lS74fo+l4Wit7eX2267jaKiIl5//XXi48/4f/Y78koKuf+5R1F1tHHfTetYdcGyM64itFotP6Xt5v0dX1HX2kSwux83LLyUeRHTRxU6KooiLd1t1LQ3oerpQNXTQVtvJ32agcHSHaIWY8EIS1NzrGQWWJtZ4GQlx9XGAQcre0zGuAro6evlQH4aOzMPcCAvjb6BfpztHLgwdjaLp84h2N1vTP2f/DkraqrILsojpzifnKI8iipKh2bCZjIzfDy88PPwxsfDGx93Tzxc3PBwccfOxlbyxY8AtVpNXl4eBw8eZO/eveTnD4Y6BwYGsmTJEi6++GLp1EIDcC4IhUoURfuT/r1VFEW5IAhbgOdEUdx//P1dwEOiKA6rBOeqUIiiyGOPPcb27dt58cUXR5wjkXw0hfUvPY69jR0vPvgEIf5BZ2yTX13CC5veI7uikCleQdxy4ZXMDJ2q90NMK2opb63jWF0RWXXFlCirqVTV09XfM2wbAQGR0/+eGQtGuNk6Eejgib+DJ0GOXkS5BeFoNbqEwu6+HvblprItfQ+HCjLQaDUEuvmweOpcFk+dg7PdyDb0z8TAwABlNZUUlZdQWF5CWXUF5dUV1Dc3/q4IopWFJS6Ozrg4OuPq6IyzgxNOcgccFQ44KRxxsJdjb2MnrUiGob6+nt27d7N9+3aOHTuGIAjMnDmTq666isTERMkNOErOZaHYCjx7ilA8KIpi2in9rQXWAnh7e8dVVFSclc9hSD755BPeeOMN7rzzTm666aYRtd26ewdP/vtFArz9eO2RZ88Y0dTd18ObWz9l48HtyK1s+euy61kSN08vgegZ6CO5Iou9pWkkV2TR3jsYkWRnbk2Ikw8+cje87V3xsHNGYWmLvbkNdubWmJnIMBIEBEFAK2rpHuijq7+Hjt4umrpaqe9Q0tChpLy1jhJlNdVtDWiP/z662zoR5RZEglc4M7wjcRiFcKi62vklYz8/p+8hu6IQQRCID4xkcewc5kfNwNp8/Cq99vb1UtNQ97urobmBBmUTdU0NqNr/GGJqZGSE3NYehb0chZ09Cjs5cjs5cls75Lb22NsNfh287LCy/HPWhKqsrGTr1q18//33KJVKfHx8uPrqq1mxYoWUdT5CzgWh+FO7njIzM7n11ltZsGABzz777Ij+4Lf8tp0n3nqB+IhYXnjwn2fMqi6uq+Dh/7xIRVMtVyQtYe1FV2NjobuNKIpkN5SwMWsXv5ak0qfux87cmiTfaOI8w4hyDcLL3sWgD6pedT9FzZUcqysms66IzNpCWnvaAQhx8mGWbwwLg6bhr/AY8X0rm2rZlr6Hn9P3UKNswMxExpyIaVwYM4sZoVORmZga7HPoQ/9AP8rWFhpbmmluVaJUtaJUtaBUtdDapqJF1UpLWyut7Sp6jpc2PxUTExPsbeyQ29phZ2s3JCD2x7/K7eyxt7VHYTcoLrbWNufVzHtgYICdO3fy5Zdfkpubi4uLC7fccgvLly+fkLL05yLnglC8CChP2sxWiKL4oCAIS4F1/G8z+3VRFKfp6vtcE4rOzk6uvfZaAD7//HOsrfXPSN51cA8Pv/Ik8RGxvPL3p8942M/mwzt5adP7WFtY8cQ195AQFKXTXq3VsK0gmW8yf6GgqQJLU3MuDp3JwsBpxLiHYHwWHzRaUUtRcxUHy7M4UJHJsbpiRER85W4sCJzG4pAZ+MhHdu63KIpkVxayLW0Pv2QeQNXVjo2FFfMip7MwcgYJQVGYnmXROBO9fb20tqlobW+jtV2F6vjX1jYVbR3tg6/bVbS1D77u6PpjMiMMrljsbQYFRG5nj8LWHrmdHAd7+eD3dnIc5Aoc7OQo7OXIDJDoeDYQRZGUlBT+/e9/k5OTg6enJ+vWrWPhwoV/yhXXSJhUQiEIwpfAPMARaAD+D/ge+AbwBiqBy0VRbDkeHvsmsJjB8Ngbde1PwLknFM8//zwbN27k/fffJzo6Wu922YV5rH3sHsICgnnzHy9goSPxTKvV8vqWT/hi7w9MC4rmn9fcg4PN8O4bURQ5UJ7JGwe+pry1lgAHTy6LXMjikJlYyiZHvR9ll4rdpWnsKj7C0Zp8tKJIhGsAS8Nmc0HQNGzMRlavSq1Rc6Qoi+1H97En+zBdfT1Ym1syKzyeeRHTSQyOGXNy30SgVqtRdbQNrkzaVKjaj4tMW+vQ9y1tg0LT0q4aKt1+KnbWtjjIFTgd30dxdnDCxcEZF0cn3J1dcXNyxXwSnS0uiiL79+/nrbfeori4mFmzZrF+/fpRl775MzCphGK8OZeEIj8/nzVr1nDFFVdw//33692uuVXJmgdvx9RExicv/Bt7G7thbdUaDU//9y22pv7GFbOW8rcVN+rMLyhrqeWlPf8htToXL3sX1s28grn+cWOejZ2IeFJrNRgJRsiMDecOaO5Ssb3gIFvy9lHaUoOZiYyFgQlcMmUe0W5BIx5730A/KUWZ7D52iD05KbR3d2JibEJcwBSSwuJIDI7B19nzvJyh9vb1DYpI+6DL64QLrLm1heaWZppalTQpm2lWtfzhNEMHewVebh54u3ni5eaBn6cPAd5+uDu7TpibS61W8/XXX/P2229jbGzMX//6Vy699NLz8v9urEhCMQkRRZGbb76Z6upqNm7ciI2NjV7tNBoNd/7zfnKLC/jomTd0FvPTarX844t/sSNjP7dddDU3Lbp82D8QURT5LvtXXt33JeYmMtYmrmJVxHxMRvBA71X3U6KqpbClkpK2Opq7VTT1qFD2tNOnGfidrZmxKTYyS2xllrhZO+Bp7YSHjRN+dm742bmOKllOFEXyG8vZnLuH7QUH6R7oJcDBk9URC1gcOhNr2chXBGqNmqzyfPbnprI/L5XyxhoAnGwVJARFERcQQbRfGF6Of67yE2qNBqWqhfqmBuqaGqg9vklfVV9DZW01SlXLkK2luQWBPv6EB4YQERTGlKBQPFzcz+rPq6amhqeffpqUlBQWLFjA448/Lh1VewqSUExCdu3axUMPPcSjjz7KypUr9W73n++/4vX/vMc//t+DLF+weFg7URR56fsP+O+Bn1i3dA1r5g9fJ6qzv4dnd33EzuIUZnhH8tgFt+JgOfwq5WRqO5Uk12STXJNNQWsVWnFwlulgbouLlRxHC3scLWyxMDHD2MgYY8EIjails7+bjv4e2vo6qe1SUtepRHO8rbmxjGCFJ1Mc/JjqGkyYwnvEwtHd38svRYfYeOzXof2VxSEzWB25gCBH7xH1dTI1ygaOFGVypPgYR4qyUHUNbrArrO2I9A1lilcQ4V6BhHkFnjFI4Hyms7uLsuoKiitKKaksI7+0iPzSIvr6B8udOyscSYiaSnxELInRcTgpxrcUDAz+TXz22We88cYb+Pv789JLL+Hp6Tnu9z1XkIRikqHRaLj88ssxMTHhiy++0Dsqo6y6gmvvW8usuOk8/8DjOmdkX+/fysvff8C1cy/h7uU3DGvX1NnKuu9foEpVz+0zLuO6qRdjJOh2E2hELfuqs/iucA9FrYMz7EB7D+JcQwhVeBGs8EZhrt8K6QRqrYb6LiVFrTXkKSvIb6mgRFWHVtRibWpBvGsIsz2jSHALxdRI/1WOKIrkNpSyMftXdhYepk8zQKRrIJdGLmBh0DRkxqPfrNZqtVQ01ZBZlkdGWR7HKgqoav5fQJ67woUgd1+C3HwIcPXBz8ULL0fXSbdBfrZQq9WUVJVzrCCHtJxMUrOPDoUGhweGsHDGXBZMn4On6/iWiTl06BAPP/wwgiDw2muvERERMa73O1eQhGKS8dtvv/HAAw/w3HPPsWjRIr3b3fXUeo4V5PDdm//RebxnXnUJN7+xnhkhsbx4w/ph/cONnS3cuek5mrtUvLT0HuK9wnXeX6PV8FtVBl/n/0p1RxNeNs4s9ptGkkcELlaGL97W2d/D0cYijtTlc7guj/b+Lmxklsz2jGKRTxyhCu8RuS/aejv5KW8/32X/RqWqHjtza5aGzuKSKXPxVRjm4dTe3UledTG5VcUU1ZZTXFdOZVPd0ErL2MgYL0dXvJ3c8XZ0x8vJHU8HVzwdXHG2dxhzfapzCa1WS0llGQfSD/Pb4X3kFhcAEDclhlUXLGX+9NnjFm1VVVXFunXrUKlUvPbaa8TExIzLfc4lJKGYZKxdu5a6ujo2bdqk92oi+WgKdz+1nnuuv4NrV1w+rF1PXy/X/ete+gb6+ezeV7C3sj2tnbK7jbXfPk1LdxuvrriPaPdgnfcva6vjpZSvKG2rw9/OjavCFpLkEXHG1YehUGs1HG0o4tfKdA7W5tCnGcDH1oUl/tNZ6BOHlan+0VhaUcuRqly+z9nNntJ0NFoNMe7BLAubzYLABKxGsZehi97+PiqaaihrqKK0oYqyhmqqmmqpVtbTr/7f3o2JsQlucifcFc64K1xwVzjjJnfGVe6Em9wZBxv78yr34VRqG+vZvv9XNu/cSk1DHXY2tlx64XKuXXEFttYjW6HqQ0NDA3fccQdNTU289dZbREXpDhc/35GEYhJRXV3NypUrWbduHTfccIPe7W555C4alU1sfONTTE2Hd128/fPnbNj1LW/f/iRxgadfUg9o1Nzx3bMUNlfy1sqHiHQLHLY/URT5qfQQ72b+iLXMgjtiLmGWR+SEbtx2D/SyrzqLn0oPU9hahYWJjAt9E1gROAt365GV5VB2t/FT3n425+6hStWAuYmMBYEJLA6ZSZxn2JhrT+lCo9XQoFJSraynVllPtbKeGmUDda2N1LU00np8/+MEpsYmuNg7HhcOJ1zsHXGxd8JV7jj42s4RC7PJEb48FrRaLUeOHeXb7ZvZfXg/1pZWXHfJFVy19FKsLAy7Ad3c3Mytt95KZ2cnn3zyCe7uE18deaKQhGIS8cEHH/DOO++wZcsWvWO6M/OzueWRu7j/5nVcuWT1sHY1ynqueOGvLIpO4p/X3DOs3ct7P+ObzF94ZvH/Y2HQ8PmL/Ro1Lx/5mr3VmcS5BHN/wlXYmxv2iNKxUtBSyQ/FyeytykQjapnuHs6qoNlEOPqNSMxEUSS7voQtefv4pegwXf09yC1sWRiYwKKgaUS5BZ/VBEMYLLVS19pEXUsjda2N1Lc2U69qor518GruaOXUv1lbC2uc7R1xsXPA2d4BZ3tHXO2PC4m9I852DgY5JfBsUVhewrtfbWDvkWQUdnLuvv52Lp6zyKATlfLycm688UZcXFzYsGEDFufpkbhnQhKKScQ111yDhYUFH374od5tHv3XUyQfTWHre1/rTKx78us32JGxn+/Wv42T3en3DDJrC1m78WmuiL6A++ZcN2xfGlHL84e/YF91FjdGXMxlIXPPmptpNLT0tLOl9CBbSw7R3t9FiMKby0PmMt19CsYjHHefup+DFVnsKDzE/rIM+jQDyC1smOM3lbkBccR5hmFuMvEP2wH1AE3trdS3NtHY1kyD6sSlpLFNSaOq+Q+rEgCFjT0udo7HVyLHVyR2jrjJnXCVOyG3nnxHlWYX5vHKx29xrCCXBdPn8PcrrorNAAAgAElEQVTb/6Yzf2ikHDp0aCjHYv369Qbr91xCEopJQl1dHcuXL+euu+5izZo1erVp7+zg4lsu45KFS3jw1ruHtWtQNbPq2TtYPeMi7l95y2lt1FoNN3z9OO29nXx93XNYmJ4+k1YURd46+j1bSw9yS9RSLg2eq9dYT0dTTxvFrbWo+rvoHuijW92HRqvF0sQMS1MzrEzNcbWS423jNKJ9huHoVfezsyKVjYV7qe9qwcPakVVBs1nkG4/ZKCKcuvp7SC7PYk9pGgfKM+ke6MXMREa8ZxgzfaKZ6ROFu93kLXHdO9BHo0p5kogMrkoaVEoaWpuoVzXT0//7+lFmpjLc5E54KFwH90scXPB2csfP2RM3hfOEbbhrNBo+//G/vP3lR9jb2PH03x5l6hT9qxmciVdffZXPPvuMN998k+nTpxus33MFfYVCqpw1zhw4cACAOXPm6N1md8p++gcGWDZ/+JwJgO8P7UCr1XLNnBXD2uwoOEhRcyXPLP5/w4oEwI7yVLaWHuSy4HmjEomaTiX7anLIVVbQ1PO/Ga2pkTGWpuYYCwI96n561P2/a+dkYUeQ3J0oR19CFV6jerCbm8hYFjCTi/0SOVCTzcbCvbx5dBOf5uxgecAMlgbMQD6C0F0rmQUXBCdyQXAi/ZoB0qrzSC7P4kB5BgfKMwHwsHVimncECZ7hTPUMRW5x+gCCicDc1GwwwmqYkwlFUaSjp2vQnaVq+p2rq7alkczyPDp7u4fszUxk+Ll6EeLhR7C7H6GeAYR4+J+VQorGxsasWXkVidHxPPzKE6x74kGeufcx5iXOMkj/d9xxB/v37+fZZ5/l22+/1bkX+GdGWlGMM4899hhHjhzh559/1ntp//eX/klmQTZb3/tGZ1b1Zc//P1zlTrx12z+Htbnuy8fQilq+uObpYftq7G7l9h2vECT34Nk5a0fkbqrqaOKnslQymkqRGZkQovAkXOFFiNwTRwtbTE/J8taKWjr7e6npVFLR0Uh5ewMFLTX0avoxNTImVOFFomswUY5+f2irL6IoktNczreFuzlcl4eJkTFzvWK4JDCJIPnok61EUaRK1cDhymMcrsohrTqP7oHBmXmAgydTPUKJdQ8hxj14VGXRJxOqrnYqm2opb6ymtL6KorpyCmpKae8eLDgoMzElzDOAKN8wEoKiiPEPw1zHRMQQtHd2cM/Tfye3OJ/H7/o7i2cvNEi/Bw4c4O677+bBBx/kiiuuMEif5wrSimKSkJWVRXR0tN4iIYoiKcfSmTstSWeb4roKqprr+Mu84TO8M+uKKFZW8ciCm3T29Un2drSilnvjr9BbJERRZHPJIbZXpGNhImOpXwLzvaLO6EoyEoywNbPE1sySMAcvYNA9VqyqJau5nKONJRxrLsfK1JwZbqHM9YzEcYSzdUEQiHDyI8LJj+qORn4oTuaX8lR2VaQRpvBhScB0ZntGjXj1IggC3nJXvOWuXB59AWqNmrzGctJq8kivyefH3L38N2snAD72bsR6hAxe7iG42Bj2wKTxxt7KFnsrW6J8Q4feE0WRBlUzedXFZJUXkFmex5f7fuQ/uzdhITNnZuhULoydzezw+BGVgdEXW2sb3vjHC9z37KP847VnMJPJmJ84e8z9zpw5k6lTp/Lhhx+ycuVK6UyL0yAJxTjS3d1NTU0Ny5cv17tNTUMt7Z0dRAbrToRLL80BYHpI7LA2e0rTMDUy0Rnl1Nrbwd6qTJYGTNc7gU4URb4tOsCvVZkkuYezOnAmlmOYTZocX0mEKry4LCiJ/JZq9tfk8mtVJrsqM4l19mehdwz+diOvAupp48ydsSu5PuIidpSn8lPpIV4+8jXvZvzAQp84LvSNx99+dOGRJsYmRLoFEukWyA3xy1Fr1OQ3VXC0toD06nx+KTrM9zm7AXCzdSTWfVA0YjxC8LIz7FkeZwNBEHA9vvk9P3IGMJjDc7Q0hz05KezJPsyurGQUNvYsi5/PJYkX4OU4sjLwZ8LKwpJXH3mWO/7vXh5//Tn8XvDB12P05Vlg8HPddNNNrFu3jh07drBs2TIDjfb8QRKKceTEqXt+fvqf2VxQVgxAiJ/uY02zyvOH4uuH42BFFlM9Q3Umk/1Snopa1LAsYIbeY9xWnsavVZnM94ri8qBZBn3gGQlGhDt4E+7gTWtvJ3uqj7G3Jof0xhL87Vy52DeeKQ4jy84GsDK1YFXQbFYGzuJYUylbSw+xteQgm4v342/vzgU+8cz1ih7RXsapmBibEOEaQIRrAH+ZugSNVkuJsmpQOGoKOFiRxU/5g3tWjlb2xHmEEe8VzjSvKbieYyuOE1iYmTMzLI6ZYXE8sGotBwvS2Xz4Fz7fs5n/7P6ei6fOZd3SNTjayg12T3MzM5574HGuu38t61/6J/954Z0x7y0kJibi7+/PV199JQnFaZCEYhxpaGgAGFFCT23DYN0gHw8vnXbljdUEufkO+++9A32Ut9SxKFDnmU+kNxQRYO+Op42zXuNr7FbxU9kR4pwDDS4SpyI3t2Zl4AwW+8ZxqC6fXyqP8lbmFnxsnLnYL45IRz+MRnh/QRCIcg4gyjmA9r4udldlsLMijXczf+D9zB+Jdg5knncMM90jRlV59mSMjYwIdvIh2MmHK6MvRBRFKlrrSK8t4GhNPilVOWwvPAgMuqoSvSNI9I5gqkfopDkDZCSYGBszOzyB2eEJNLW18NW+LXy170f2ZB/m1ouu4oqkJQZzSbk4OPHYnQ9w33OP8vXPm7huxdj2FgRBYOXKlbzyyitUVFTg4+NjkHGeL0hCMY4olUoAHBz0ny02KJuxsrTSmY0qiiK1ygam+k8Z1qa8tQ4RET+H4Tdv1VoN+S0VLPbTLSYns7HoACZGxlwePL4icTLmJjLmeUUxy2MKh+sL2FaexjtZP+NupeAi36nEOQeNKjHO1syKFYFJrAhMoqKtnt1VGeyuyuBfqf/lDeE7Yl2CmO0ZxXT3cGxkY88OFgQBX4U7vgp3VkfMRxRFSpTVHKnK4XBlNptz9/BN1i+YGpkQ4x7M3IA45gfE43gObow72Sn467I1XJK4iFc2f8irP2xgZ8YBXrhhvcFWF3MSZjIrbjoffPMpF89ZhIP92GqPLViwgFdeeYVdu3aN+Az78x1JKMaRjo4OAGxt9d+Mbe9sx85at/2ARk1XXw8KHSfWNXepAHC1Hv6Pp6W3/Xj9JP18/73qfrKVFSzyjsVuhKfJGQITI2OS3MOZ7hpKakMR2yvS2JCzkx9LU1jkHct0t5BRhdcC+Ni5cr3dYtZMuYjC1ir2VWexr/oYR1K/wVgwIsY5kCSPSGZ4TMHezDCZ6oIgEOjoRaCjF1fHLqZP3U9mbRGHKo9xoDyDl/b8h5f3fEasRwiLgqYxPyABheXkCcPVB28nd/5186PszEzmqW/e5LZ/P8Jbt/1Tp8t0JNx9/e1ccfeNbNz+A2uvvGFMfbm6uhISEkJKSookFKcgCcU4MjAwWPxtJP7T/oH+M56D3Xu8vr+ucMSegUEbCx0ujM7+HgBszfSbLVd3NqMVRQLtDbtBOVKMjYxIdAshwTWYrOYytpWn8VXBHn4sOcQsjynM9YxEPsqyI4IgEKLwJkThzc2RSylsrWZ/dRb7a47xevpG3kz/jggnP5I8IpnlGTXi0uq6MDORMc17CtO8p3DXrKsobalhV1EKO4sO88LuT3l5z2ckeE1hadgsFgSMT2TReCAIAhfEJOFi78A9HzzJ2rce4e07nsDDYexHlPp6eJM0NZGNO37kxtXXjnmvIjY2lk2bNqFWq/Uu3vlnYMLqMwiCECIIQsZJV7sgCPcIgvC4IAg1J72/ZKLGOFZOHBs5kuqfGq32jPYnylfr8vycsDFieKMBrQYAY0G/rNu2vsEkLLmBZtRjxUgQiHHy56H4y7gvbhVBcg92VBzl0eRPeTfrZ3KVlWjHkCc0KBpe3By1lI8WP8Sbi+7hytAFqPq6eDtjM9dteYqH9rzDz6WH6ejvPnOHI8Rf4cGtiav46tpn+fzqp/hL3FIqVHU8tv1tVn36AJ+l/zQk9ucCUb6hvH3Hk3T39fDIZy+jOf77N1ZWX7icFlUrR7KPjrmvyMhI+vr6KC0tNcDIzh8mTDJFUSwAYgAEQTAGaoBNwI3Av0RRfGmixmYoTsRjDwwM6B2bbW5mTm9fr04bK7PBTdZuHXa25oOuoY6+4R9g9sfdR219nXqNzdJkcAXTq+k/g+XZRRAEAu3dCbR3p7mnnX01OSTX5pHRVIqjhS0z3EJJdA3BYQzZ04IgEGDvToC9O2siLqKirZ591Vnsrsrg9fSN/Pvo98S5BrPQJ47p7uEjOmhJr8933EV12/TVJJdn8UXGNt448DUbjvzI6sj5XBO7eFJlhw9HiIc/D6xey2Ofv8K3ydu4ctbSMfeZEDkVM5mMQxlHmBmr/37b6TgRoVhRUUFwsO4y/H8mJsvaaiFQIopixbkWW64Lc/NBt093d7feQmFlYUlnd5dOG1MTUyxk5qi6Ooa1sbcYdIk0dbUOayM3t8EIgQYdNidzwkXV1NNO4ChzD8YbRwtbVgXOYJn/NDIaS9lfk8OPpSn8WJpCsL0H09yCiXHyH3ONKR87V3zsXLk2/AJKVDX8VpnBnqoMDtflYWdmxQU+CSzxT8RthCXQz4SRYMQsvxhm+cWQ21DKZ+k/8Vn6T/yQs5f75l7HBUGJkz4/48KYWWw5sov3d3zF6ukXjvn0P3MzM2LCIknNzhjz2Ly9B3MyqqqqxtzX+cRkKQ16FfDlSd+vEwQhSxCEjwRBMFwA9llGLh8cemurfg9iGAz7a+top7evT6edh4ML1ScdwXkqvnJ3BARKlNXD2siMTfG3dydXWa7X2NysFMjNrDnaWKKX/URiamRMgmsQf4tbyVMz/8Jy/0RUfZ18lvcbD+7bwFsZWzhUl0+PWvfP+UwIgkCg3JNbo5fxydKHeWrWzUxx8OO7or3cvO0Fnkj+hGNNpX8oDW4Iwl38eebidXx29VN42Dnx2Pa3eWDrazR16v/7NhEIgsBVs5fT3t3Jgfx0g/QZ7BtIRU0las3Y3Fnm5uZYWVnR0tJikHGdL0y4UAiCIANWAP89/tbbQACDbqk64OVh2q0VBCFVEITUpqamszLWkeLoOHh4/EjG5+I4mM9Q11Sv087b0Z3yxuFFwMLUDG97V/Iby3X2M8XRj/yWSnrVZ3YnGQkCcS6B5CgrUfb8sZT1ZMXBwpYlfvE8PuNa1idczgKvKGq7lHySu4sH937E25lbSakv1OtnoAtjwYg41xAem7mGT5b8nStC55PdXMaDe97hwT3vkK+sNNAn+j0BDp68f9lj3JV0FSmV2az5+v+oVOn+/ZloEoNjkFvZ8mtWskH68/X0pn9ggPoz/N3og0KhGNHk7s/AhAsFcDGQLopiA4Aoig2iKGpEUdQC7wOndTqKovieKIrxoijGOzlNzpLPnp6DOQwjWcYGePkCUFxRptMuzCuQamU9rZ1tw9rEe4WRVpNHv2ZgWJtZHpH0aQY4UHNMr/HN94rCWBD4vuSQXvaTCUEQ8LF15tKgJJ6cuYYH4i9ljmcklR1NbMj5hQf3fcR7WdtIayjW+TPTB0cLO26IWMynSx7mjphLqOlo4m+/vcnzh7+gqVtloE/0P4yNjLh26sV8fOXjiKKWv37/Ag0dSoPfx1CYGBsT4hlAecPwk52R4GA3uHpXtY99AmNubk5vr+59wj8bk0EoruYkt5MgCCfHXq4Css/6iAyEs7MzZmZmlJeX693Gz8sHY2Nj8ksLddpF+w0Wa8soyxvWZqZPND0DfaRVD28zxdEXVysF28pS9BqfwtyGRd6xpDYUUdRaq1ebyYiRIOBv58rlwbN4Oul67p26iiT3cEraavkgezsP7vuIT3N3UdRaOya3kbmJjBWBSXyw+EGuDF3AgZpsbt3+Ij8WJ4+LO8rfwZPXLnmAjr5u7vnhZTTHI+8mI54OLtS2NBqkL5vj52u369i30xeZTEZ//+QK2JhoJlQoBEGwBC4Avjvp7RcEQTgmCEIWMB/424QMzgAYGRkRFBREQUGB3m1kpjLC/IPJyNM9w5/iFYS1uSX7c48Ma5PgFY6tuRU/5u4d1kYQBFYEzCS7uYysJv32Hi70icXJwo4NOb/QNXDuz7yMBIEguTtXhszh2Vk3cE/sJcQ5B5HeWMIr6Zt4/ODn/FJxdEyf1dLUnBsiFvP+RQ8Q6eTPvzO+5/mUL4bKlBuSECcf/j7/RkpbathfPvYN3vFCMODpiSeqHosGEEZRFCd9QMDZZkKFQhTFblEUHURRbDvpvb+IohgpimKUKIorRFEcfsf2HCA8PJy8vDw0I9hki4+MJac4n66e4UNbTU1MSQqLZ2/OkWE38MxMZCwNncXu0nSUXcO7O5YEzMDBwo6Psn4ayr/QhbmJjJsjLqS9v5tPcndN6lnrSDESjAhRePKX8AU8N+sG1oQvxEZmyXfFyfx9/8f8J+9XGsbgOnKxkvPPpBu5IWIx+6qyuOfXN/WOOhsJ8wPjcbZW8O3xsueTkc6eLqwtDJPhr9aoAQySJKdWqzE2npgT/SYrk8H1dF4THR1NT08PeXnDu39OZXpMAhqNhoNHdbuDLohJoq27g+T8tGFtVkcuQBS1fJGxfVgbM2NTboxYTEFrFVtKDuo1Rh9bZy4PnsWx5nI+zt15XonFCcxNZMxwC+X++NU8Mu1KpruFcqS+kCcOfcFneb/R0js6N4eRYMSVoQt4Zs6ttPS2s37vu6PuazhMjIyZ5RtNYdP4bKAbgtKGKtwV+hWjPBNdx0PKLXXUSNOXvr6+odB2iUEkoRhnEhISAEhJ0W8PACAmNAK5rT27kvfotJsZGoejrZxNB3cMa+Nt78oFQdP5NmsnrToilRZ4TyXeJYQNx36mrlO/TdC5npGsCpxBakMRn+adXyuLU/G0ceSa0Hk8NXMNcz0iOVyXz/8d/JyNRQfoG+XGd7RzIE/NuoXW3g4e2/+hwd1QdubWtPd16rVKPNt09nZTVFtOjF+YQfpTtg2uyhR2Y4+m7+zsxNp6clQfmCxIQjHOKBQKQkJCOHhQv5k6DJ4TvGDGHPalHaKza/isaRNjYy6ZtojkgnQqGmuGtbsxYQUDGjXvH/5+WBtBELgr7lKMBCOeP/wFA1q1XmO90GcqKwISSakv5KOcHUNlQc5XbM0suSJkNo/PuJYElyB2VmbwXMp/qeoYXYh2qIM3j0z/C2WqOj7NGX7VNxq0ooiAMKYyJuPF/txUtKKW+MBIg/TX0Dz48x9rBVlRFOno6JCE4hQkoTgLzJw5k6ysrKFqsvqwfMFi+vr7+CV5t067y5OWIDM25dPdm4a18VO4c2nkQjZl/6rTFeFkac/f4i+noLWK9zO36D3Wi33juSwoifTGEl4/upnO82CD+0w4WNiyJnwhd8WuoEfTz/NHvmVnZcaoIpkS3EJZGjCdH4qTKWgxnKuoQlWPp50LJkaTz9/+45FduCtciPHTfZKjvlTWVePq6Iy52djO7e7q6qK/v39ERwP8GZCE4iyQlJSERqPhwIEDercJDwjBz9OHzbt+0mmnsLFnxbSF/JS6mxrl8MlGtyauwtbMmmd//Qi1jln/LM9IVgfN5seSZL4v2q/3eBd6x3BzxIWUtzfywpH/Uj8OG7STkTCFF48mXkWEow8biw7wTeG+UYnFDRGLsTe35pNsw6wqRFGkoLEcPwcPg/RnSErqKjhSlMXyhAUjKpipi/LqCrzddR/2pQ/Nzc3AoCdA4n9IQnEWiIqKwtHRkV27dundRhAELlt8CTlF+WQX6t4Iv2HhZZgYG/POti+HtbE1t+LBeWvIbSzj0zTdq4WbopYy0z2C9zJ/ZG9Vpt5jjncJ4m9TV9KrHuCF1I3kKf8c9XKsTc25LfJiFnpFs7v6GN+XHByxWFiZWrA8YCZHG4uoGaUb62TKWmup62gm0TtizH0Zmne3f4mVmQWXJV1skP7UajUlleWE+AWOua8Tp1I6Oxtmk/18QRKKs4CRkRGLFi3iwIEDI3I/LZ13IVaWVnyx5Vuddk52Cq6evZztR/eSW1k0rN3CoGlcEJTIBymbya4fPmfCWDDiwcSrCXfw4cUjX5FWrzv572T87Vx5KOEyFObWvJHxI79UHB2XxLLJhiAIXBqUxByPCHZUHOVArf5Rbie4yDcBI8GIXyvHXi57b+lgDaUkn6gx92VIDuSlsTv7MH+Zvwo7S8Oc5VFSVc6AesAgQlFfP7gqd3Ud+1kZ5xOSUJwlli5dSn9/P9u36+9asLKw5LKLVrAzeTflNbp912sWrMbBRs4Lm94bOgfjdDw473qcreQ8uu3ftPcOX6XWzNiU/0u6AW8bZ548+AlHG4YXoFNxsLDl/rjVxDr7811xMh/n7qRfo9/m+LmMIAhcGTKHELkn3xbtp6ln+PIqp0NhYUugvQfHmsZ2FoIoimwrSCbKLQgXm8nja1d1tfPUN28R6ObDdfNWGqzfrIIcACKCx77fUVtbi5GRkSQUpyAJxVkiNDSU4OBgNm3aNKIZ9jXLL0NmKmPDxs912lmbW3L38uvJrSrm+8O/DGtna27FU4vvpLGrlSd2vq8zdNJGZsnTs2/FzdqBxw9s4Ehdvt7jNjeRcUvERazwT+RIfSEvpX1n8FyByYiRILAmfAFGgsCX+brDm0/HFEdfCloqde4jnYn8pnLKWmq5ODRp1H0YGlEUeW7jO6i62nn8qruRjbG0+Mlk5h3DUe6Au/PYH+61tbW4uLhIp9udgiQUZwlBEFi9ejUFBQVkZurv91fYybl88SX8vHcnxZW6CwVeFDuH+MBI3tj6KQ2q5mHtIlwDuGfW1ewrO8p7h4ePlgKwN7fmuTm34WXrzBPJn3CgRv/SW4IgcLFfPHdEL6WpW8VzKf+lWHXu1ofSF4W5DYt948hrqaJGz5yUE3jbOtOvVdPSO/ridj/m7sPM2JRFgWM7xMeQbEzexq9ZB7l98TUEe/gZrF9RFEnLyWRqeJRBym5UVlbi5TX2TfHzDUkoziJLly7F1taWL78cftP5dFy/+mosLSx5+4sPddoJgsDDl92BWqPm+Y3v6ly5XB61iEvC57LhyA9sL9Sd42FnZsWzc9YSIPfgmUOf8WvFyM4QiHT05cGEy7AwkfGv9M3sr8kZUXtD0K9R83XRId7O3sn7Ob+xIW8vXxcdonacorNmuoVhYmTM3uqR1bR0MLcDoKl7ZG6rE/Sq+9lecJD5gQlDpxxONOklOfzrh49ICo3jLwZ0OQFU1FTR3KokPjLWIP1VVVVJQnEaJKE4i1hYWLBq1Sp+++03amv1n1nb29ix5pIr2Xsk+YzFAj0d3bjj4mvZn5fKliO/DmsnCAIPzFtDrHsIT+38kKw63XsQNjJLnpl9C5GO/rx45Cs2Fo7MreJmpeChhMsJlXvyef5uNhYdOKuJYDktNVR2KnG1tMfNyh65mSUtfV18UZjMnpr8Mbl6Toe1zIIpDt7kjjAvwlp2/JjbUeai7Cs9Smd/N8vDZo+qvaEpqavg/g3P4OHgwuPX3G2wcNgTHM5KBSDBAEKhUqlob28fOuVO4n9IQnGWufzyyxEEgW+/1R3JdCrXLL8MJ4UDr3+qe6UAcNWsZUz1n8Irmz+kTkcZZ1NjE55fchfO1goe2PIa1W0NOvu1NDXniVk3Mcsjkg+ytvJB1pYR7bdYmppxZ/RS5nhEsLMyg/ePbTtrm9zHlFU4Wdiy0i+OZb6xrPSP56awOUQ6eJHSWMKnBftp7+8x6D0D7dxo7mmnrU/30bYncyI5TjPKshu7S1KRW9gS6xE6qvaGpLFNyd0fPIm5zIzXbvmHwaKcTiYlKx0PFzc8XceeL3LiOAAfH58x93W+IQnFWcbV1ZV58+axadMmuruHrw57KuZm5tx25Y0cK8zllwO/6bQ1MjLiH1fdBcA/v3odjY7Zsp2FNf9afi9atNy9+SVaunX7xmXGJqyffi3LAmawsXAvr6Z9q7P/UzE2MuKqkDlcFjSLzKZSXj/6w1kpVd6vVaPWan5XYsTM2JSLvKNY7R+PsreTfAOfr+FpM3igVt0I3FtjWWWpNWqSK7KY4xeLsYFn7iOlt7+P+z96hs7eLl695THcDFT872TUajVp2RkkRscbpL8TQuHr62uQ/s4nJKGYAK677jo6Ojr44YcfRtRu2fyLCPEL5LVP36W3T/fD1V3hzH0rbyG9NIfPdg9f4wnAW+7KK8vupalLxX0/vkLPgO5zpI0FI+6MWcnVYQvZUX6EJ5I/GdExooIgsNA7mlsiLqKivYGXUsc/IuoCrwha+7rYWpFB6ykzfEfzwZmugGHPILA57kYaiRD2Hf85mpvIRny/Y/UldA/0MtN3YnMnBtQD/P3TFymoLePJa+8l2N1wm9cnk12UR1dPN4nRcQbpr7y8HDMzM9zc3M5s/CdDEooJIDIykujoaD7//HPUav1dL8bGxtx30zoalU18sumrM9ovjZ/Pougk3tn2pc5EPIBIt0CeuugO8pvKeWz7v89YCVYQBNZMuYh1satIrS/gkX0f0DUwMtfNVJdA/hq7AlVfFy+nfTemcx7OhI+NIws8wilta+SD3N18nL+Pr4oOsiFvL+/lDq7QLE1H/nDWhbnxYAhon0Z/Ee1RD4q0xSiEIq06FyNBIN7TMPWTRssrmz/iQH4a6y+9ndnhCeN2n8OZaRgZGREfYZiN7LKyMnx8fKSzKE6DJBQTxI033khdXR3btm0bUbvY8CguSJrPfzZ/RV2j7oPkBUFg/aW342gr57Ev/kV3n+4H+Rz/qdw35y/sK8vgpT2f6rX/sDRgBuunX0thSxUP7XkXVe/w1W5PR7Dcg79NXUm/RsPLqd+NugqrPsQ5+3HLlHnM9whDZmRMr3oASxMZs91CuC44iXC5Yesindh/kRnrnzPQ3j/ojrSRjfZLM/AAACAASURBVDxiKa+xHF+5O9ZmYz+TYbRsOfIrGw9u47p5K1k1/cJxvVdq9lFC/YOwtTbM3kdZWZnkdhoGSSgmiKSkJIKDg9mwYcOITr8DuOsvawGBNz57/4y2tpbW/PPqu6lW1vPqDxvOaH9Z1ELWTF3Kd9m/sSFVP9fYbM8o/jHzeqo7mrh/979pHmFGsretE/fFrfr/7J13WFTX1offM73A0HvvIKACFuy9xRKjxhhjYmLaTW/XmHJzb3rvuWnGJCZqmok10dhir7FhASz03jsMzDDn+wPw8+oAM4gRDe/z8ND23mfPgTlr773W+i1kEinvHV5FSvnlK2pop9DQxzWQ2aEDuT1iKDeFxBPvHoyH1r7Ty1/WNu8OVFLLdwdVzYZCp7D+YX+6OJNQlyvniC2uLOWNFZ8TFxTF/RPmXNZr1enrOH46sdN2E3q9nry8PAICLs8x2dVOt6G4QgiCwO23305GRgZbt7btnL4Qdxc35kyZyabdW8/JF7RFbFAUc4ZNZdX+Texso8Z2C/cPvJHxYQP5fN8KNpyyrI5GX49wXhlyN6X6KuZv+9Tq8p7uWgf+2WcatgoNHxxZw8mSDKv6d0UKmw2mi8bO4j6V9TVIBQlauXUV1kyiiZLaCtyvoGTHt1tXYmw08uyN9yO7zMc3J840lReO7dE5/pj09HREUew2FK1wxQ2FIAjpgiAcFwThqCAIB5t/5igIwiZBEM40f770slVdkFGjRuHt7c3SpUut7nvb1Fk4Ozjx/uJPLToiunf8zQR7+PPyj/+lrLrtFb8gCDw7ah4xnmG8tHkRx/POWjSnSGd/Xht6N9UNdTy53Xpj4aiy5Ym4G3DT2PNpwjoOFVh23a5KQU0ZEkFyzlluCRUNNegUGqt3N1X1tTSaGrFXXZmCO+U1lazYu4Hr4obj7Xz5ncEJyScRBIGe4Z2jjpuW1qR60G0ozHPFDUUzI0RR7C2KYkuc21PAFlEUQ4Atzd9fc0ilUmbNmsWJEyc4ccK6DF6NWs19s+dx/HQif+zb0W57hUzOS7MfpUpfyzur287whqZz9TcmPoyrjQNPrf+IwupSi+YV5ujLa0PvodZQz1M7PqfISge1TqHhsdip+Ovc+PLERnblJFrVvyuRWpGPj40zUisKB9UY9Gibo6WsQS5p0ibq7MRBS0nJy6TBaGBM778m0S/xbDL+Xr7YajvHMGZkZCCRSLqzslvBYkMhCIKDIAj9BEEY2vJxGed1PfBN89ffAJ2b99+FmDx5Mlqt1mpZD4CJw8YS5BvAx0sXWRQ9FeThx52jb2TjkZ3sONl+DW87lQ1vTnyE2gY9T/72IQ0W1oYOdvDi5SF3UVlfy4Ltn1PaRq1uc2jkSh6KmUyEkw/LkreyLu3gVSdVbjA1kl5ZQLC9davrOkM9apn1VdrUciVyiczqYILOIqukya/k8xfsJgCSU08THhjSaeNlZGTg6emJQtG5kW/XChYZCkEQ7gJ2ABuAF5o/P99JcxCBjYIgHBIE4Z7mn7mJopgH0Pz5mq0iotVqmTJlClu2bDlXXctSpFIpD9xyF1n5Oazb3rpi7PnMHTmNIHdf3lm1CH1D2/kSAMHOPjw/5h6SCtP4aPePFs8tzNGHl4fcSZm+iud2fWl16KxSKuf+ntfR3z2Mtan7+f7U9jaVbrsaZ8pyMJgaCXP0tqpfo2hCJlh/vi8IAv6OniQWXJpEeUexbdaVKqq0TgSxI1RWV1FUWkKIX2Cnjdmt8dQ2lu4oHgH6AhmiKI4AYoDOimMcJIpiLDABeMDSnYogCPcIgnBQEISDRUWXL6Tyr+DGG2/EaDSyalXbiXHmGBwXT3hgCF+vWIbRgugpmVTG/BvuIa+siMV//GLRNYYFxXFTr7H8lLCJ7amWCwJGOPnxrwG3klFZwAu7v7F4R9KCVCJlbo9RjPOLZWfOST47tt6qxL4rybHidOQSGWEO1hkKiSB02CAO9OtJQu5pqqyQDOks+of2QiqRsCvx4GW/VlZeNgC+Xp3zYBdFkezs7G5D0QaWGgq9KIp6AEEQlKIoJgNhnTEBURRzmz8XAiuBfkCBIAgezdfzAC4SLBJFcaEoin1EUezj4uLSGVO5Yvj6+hIfH8/KlSutDpUVBIF5M+aQnZ/L9gOW1biODYpkbO/BLNu+muJKy3wPDw6aSZiLH69vXdxmwaMLiXMP44m+N3G8OJX3Di63+ghJEASmBg9gVthQTpZk8ObBXzqsrPpXYTA1cqjgDFFOfiik1tU1UMmU1Bg7JmkyMrgvjaKJ7450Tt1ta7BRa4kPjWHlvo2UVF2+xEmAvKImTTIv18455qqsrKS6uhovr65XX7yrYKmhyBYEwR5YBWwSBGE1cMnCOIIgaAVBsG35GhgLnADWAHObm80FVl/qtbo6U6dOpaCggAMH2vcdXMjQPgPxdPXgh99WWNzn3vGzMTYa+XqLZbsKhVTOs6PupKKuivd3fWfV/Eb4xnB71Hi2ZR1laaJlR2QXMsw7mod6T6ayvobX/1xOUmnXrcd9rCiVaoOewV7WZ0i7aRworCnrkE8m3NWfsaHxLDu8rl2Bx8vBI1NuR99Qz3sWBEtcCuWVTQsFe519p4yXl9fkX+k2FK1jkaEQRfEGURTLRVF8HngO+JLOcTC7AbsEQUgADgC/iaL4O/A6MEYQhDPAmObvr2mGDh2KnZ0dv/76q9V9pVIpN064nqNJx0lpp7hRCz7OHkzqO5JV+za2Gy7bQpiLH3Nir+O3pF0Wh8y2MDNsBGP9+/Jd0mb2WFH86HzCHX1Y0O9G7JVaPjqylrWp+9uVGrkSbM8+gZPKlnBH648yvGydaTAZyam2zl/VwoODbkIulfPQqrf+cmPh7+rN7aNmsPHoLr7fsfayXaeqtmlH21kRTy2Gorv8aetYHR4riuJ2URTXiKJ4yYfFoiimiqLYq/kjUhTFV5p/XiKK4ihRFEOaP1t2PnIVo1AoGDFiBLt27aKhwfpbe92wMUglEoud2gA3D5mCodHImgObLe5zR98pOGrs+Gj3j1ategVB4IGYGwh18OGdP38ip4NSHS5qO+b3mU5/jzDWpR3knUMrutRRVEZlIWfKcxnh0xNJBzK949xCAdif17GwYDcbR/479UlqGuq45+dXOFv81+685o2ewYjoeN5b8xUbj+y8PBdp/r/ryP01R0FBk0F1db1mY2Yuma6SR9ENMGzYMGpqajh82LoKctBUMjW+d1827d5q8QM80N2HuKAoVu3fZHEftVzJ3f2mkpB3mj+zrHuYKaQynomfg0wi5aW931JvpXO7BZVMwdweo7gzaiz5tWW8cuBHtmef6BJRUZsyjqCSyhno2TFhPjetI4F2HmxOP9ThmhQRbgF8Nv0ZJILAnctfZOnhdRj+orofUomUF2c/RkxgD57/4UN2nmxfCcBaWpIRrZG3b4vi4mKkUin29p1zlHUt0m0ouhBxcXFIpVIOHuxY5MjQvoPIKyogPcfyqmrjYoaQU1LA2TzLJTMm9RiCvcqWX060XkGvNdy0DjzZbxYZlQV8eew3q/ufTx+3EP7Vfxb+Ojd+OLWdN/78mbSKtoUSLyf5NWUcLjzLUO/oDqm/tjArYhTplfmsS9nX4TECHb34cuZ/iPOO4KPdPzJr2TPsSD38l+SjKOUK3rnjGcI8A1jw7ZsWycZYg85GB0BFdedI05eXl2Nvb9/p1feuJbrvTBdCo9EQGRnJoUOHOtR/YEyTpPPeo5a/MQf36IsgCFa9mRVSOZN6DGFn6uF2Cx2ZI849jGkhQ1ibsoc/85Kt7n8+jipbHomZwrzIsVTU1/DmwV9YkvgHJVYm+XUGGzMOI5PIGOXb65LGGewVTW/XYL45+TsZlR33M7jZOPLu5Md5f8oTyCRS5v/2AXcuf4nfknZd9jBjG7WWD+/5DyEe/jz1zZtsOrq708Z2sm9S9Ckp65wT6YqKCuzsLNfj+jvSbSi6GD179uTUqVNW1alowd3FDVcnF5JSTlvcx1nngJ+LJ4lZbderuJDRIf1oFE38mdW+KKE55kZNwFfnxn+PrLzkh5YgCPR1D+H5Abcw2rc3B/JP8Z+9y1iWtPUvMxg51SXszz/NIM+IDim/no8gCDwSNwOlVM6T2z4jucS6utsXMsCvJ8tufokFw+dSXV/Li5u/YNJXj/DOjqWklmRf0thtYavW8tE9/6GHbwjPLn2bFXs7J2zXx6MpOsmanXNb1NXVodFcOWn2q4FuQ9HFCA8Pp6Gh4ZxImbWE+gdxOs26iKRQr0BO5Vh3vVBnP3QqLQc6aCgUUhkPxU6jsLaMpYkbOzTGhahkCqaHDOLFgbcy2CuSfXnJ/HvvMhYd38DpspzLduzS0Gjg65Ob0MqUTAjonLKc7lpH3hp+Hxq5kqd2fM761P2X5IORSWVMix7Jj3Ne49NpTxPvG82K439w83fPMu+nF/n+yO/kV3V+VrVOY8N/73mewRF9eGPF5/z6p/XHlRfi6+GNTCazOMKvPerr61EqrZdN+TvRbSi6GIGBTbIEGRkdk9n29fAmtzDfqoeij5M7RRWlmKwINZVKJIS7+F/SijTKOYBx/n1ZfWY3uR0MBzWHg8qGWWFDeXHgrYzwiSaxNIv3Dq/ipf0/sCXzaKfuMkRRZEnSVnKrS5gbOeqSdxPn42njzLsjHiDUwYcPD//CY398zJGCM5dk8ARBINYrnJfH38+v897n0cE3Y2g08P6u77l+8ePctfwlfji6kaJq65R/20IpV/DabfPpF9KTF3/8iJX7Lm1hIJPJCAsIJiG5Y2HWF2Iymbr9E+3QfXe6GC1JP9nZHXsAOzs4oq/XU1NXa3EfO60tJtFElRUZ1wAeOmfyLnEVelvUeGQSKV8dX3dJ45jDQWXDjJDBvD54LrdGjEAukfLzmd38a88SXj+wnHVpf5JVVYTpEh68GzOOcLDgDNcHxRPp1PlFgxxUtrwx7F7m951Fqb6SZ3Z+wZPbP2NX9vFzFfQ6PLZax80x41ly80v8fOub3DdgBnpjA+/tXMbkrx/joVVvsjZxBxWdIDSolCt4+45nGBQRx2s/f8qPO63PFzqfuMjenDybTJ3eOg0xc0ilUqsVEf5uWKcv0M1lR6vVYmtrS2HhRaolFtESEVJVXYWNxrJymip507Zb31CPncby2gl2KhsqL1FXyFFly/TQoSxL2kxGZQF+OrdLGs8ciuZw1YGePSisLedoUSpHClP4Le0ga1MPYCNXE+7oTYCdGz42LnjbOrcZtSSKIqkV+ezPP8XOnJPEuQYz1i+20+fdgiAIjPSLZbB3TzamH+DH5K28sm8JGpmKAV6RDPXuSYxbyDmp8Y7gY+/G7X0mc3ufyaSX5rLx9D7Wn9rDy1u+RLp1MQP9ejK5x1AG+fVEZqUsSQtKuYI35y7gX8ve5Z3VXyIIEmYOvq5DY/Xv1YdvV/3AgWOHGdZvUIfGaEGhUFBV1TkRVNcq3YaiC2JnZ0dFRceSyOSy5roEVqyQ6o1N+QxKuXUhnYZGI0or6kG3xuTgQSw/tY1VZ3bySNyMSx6vLVw19oz1i2WsXyzl9TUkl2aRXJpNclk2Bwv+36HvqLLBQWmLvVKLnbLJ4JpEE0ZTI8ll2RTXVSKXyBjoEcGssKGdXkbVHAqpjElBA5kQGM/RgjNsz05gb85JtmQcQiNT0cc9lL4eEfRyCcJF0/GcAH9HT+6Jn8bd/W8guTCdTWf2s/7UHnamHcFBrWNyxBCmRY/EQ+ds9dhymZxX5jzB00ve5u1VXyCVSJg+cLzV48T26ImdjY4te7dfsqGwtbUlN/eSFYmuaboNRRdEp9N1fIXT/MCyxvFZo286plIrrCu/WVlfg8bKPuawU2oZ6RfL1swj3NtrCqpLyEGwBnullniPcOI9wgGoqK8hs6qIrKpiCmrLKG/+vrIkAwEBqSAgESR42ToxMaAvvV0C/7K5no9UkBDnHkacexiGWCNHCs6wN/ck+/OS2JF9DGhyhkc7BxLlEkC0cyDuWkerjZkgCES4BRDhFsD9A2awN/M4a07uYOmRdSw9so5B/r2YET2a/r5RVo0tk8p4dc4TLPjmTd5Y8TkSiYQb4sdaNTeZTMawfoPYvGcbdfo61Crriz21YG9vT1lZ5/lkrkW6DUUXRC6Xdyg8FkBf36Q8qrHijZNfVoSDVmf1jiK9NA9/B0+r+rTGUO9e/J52gKOFZ4j3jOyUMa3FTqklWqkl2tn/ily/I8glMvp5RNDPIwKTaCKtIp9jRSkcL0plX14imzKakjed1HZEOwcQ7RJIT5dAvGxcrH64DwmIYUhADPlVJaw6sZVVJ7ezM+1twlz8uLv/DQz2723xmHKZnNfnPsmCxW/w2s+folGqGRdjXXW8ySPHs+aP9Wzes53JI63flbTg7u5OVVUV1dXV2NhcmVKyXZ1uQ9EFkclkGAwdk7eoaRZM06gtj77JLsnHw9E6nRtjo5G00hwmRXRO6ctol0A0MhV/5idfMUNxtSMRJATZexJk78kNIUMwiSYyKws5UZzK8aI0EopS2JZ1FGgyipFOAfR0CaSXazB+OjeLH/Lutk78Y8AM5vW7ng2n9vL1n2v456/vE+bixz/ipzPQ37KEQ0WzsXj4ixd44YcPcbK1p09wtMWvt1d4FH6ePqzc/OslGYrzA0jCw8M7PM61TLeh6IKIotjhcL3i8jKUCqXFOwpRFDmTm86wqP5WXedEQSq1Bj0xXp1SlgSZREqgvQfpV0Ae+1pFIkjwt3PH386dSUEDEUWRnOoijhWlkliSwcniNPbkNoWY2ittiHELoZ9HBHFuodhaEOarkMqZ3GMoE8IG8vvpJoPx2Np3GeTfi0eHzMbXvn01VqVcwVu3P83dHz/D/MWvs/D+Vwjx9Lfo9QmCwPRxU3j3649JPHuKHsEd+19sCUlPSUnpNhSt0G0ouiBGoxGVqmNn/yVlJTg7WH4eXVhRQkVtFaGeAVZdZ2/GMSSCQB/vjonfmcNX58qu7OOdNt6VQhRFUirySK8spLqhjhqDnlpjU9lZiSBBIgjIJTKUUjkKqQyVVIFapkAtU6KRK9DKVGjlTR9qmaLTHOWCIOBt64q3rSvXBcYDUFBTytHCFI4WnuFQ/mm2Zh5BIkjo4eTHYK9oBnlH46xuW95CJpUxKWII40IH8FPCJhYdWMXNy57hlpgJ3NnvepTt+HF0Ghs+vPvf3PnRUzy66CUWPfiaxTvcySPG8dn3X/H9b7/w0iPPWHYjLsDX1xeFQsHp06eZOHFih8a41uk2FF0QvV7fYe2Z/OJC3JwtP0Y6lt6ktRTlF2pxH1EU2XxmP3FeEehUloXgWoJGprpqSp2ao9HUyKHCs2zJTCCzWUZdIkiwkavQyJpCkE2iiUZRxGgyUt9opL7RgEjreRwt/W0VamzkauyUGnQKDXZKLfZKLQ5KG+ybv5ZKrK+17aZ1ZFyAI+MCmqrjnS7NYn9eEvtzE/ksYQ2fJayhh5M/o/xiGebTG6289QWMXCrjltgJjA8bwMd7lvPNoV/ZmXaE58feS5hL2zkmbvbOfHDXc9z98TM8/tUrLHrwdbQW7IpttDZMHT2RH9et4L6b5+Hpan1NCZlMRnh4OMePX/2LlMtFt6Hoguj1etTqjkVx5BTkMaBZHNASEtKTUStUVu0oThakkl1RyNw+kzsyxTYQ2nhkdm1K9VW8e2glJfoq3DUOzA4bRqxbMBqZss0dgSiKGExG6owN1BrrqTM2UGPQU23QN31uqKPaoKeqoZaqhjpSyvOoaKjFeIHEtkQQcFDa4qS2xUlli4vGDje1Pa4ae9w09sgtyH2QChIinPyIcPLj9qjxZFUWsjP7GDuyE/jo8Aq+SPiVYT69mBg0gJA2aoE7ae3595i7GRPan5e3fMkdP73Avf2nMSf2OqRtHKkGefjx6q3zeXTRS/zn+/d5c+4Ci45gZ0+5kZ9+X8WyNT8x/66H221vjl69evHDDz+g1+s7vJu/luk2FF2QmpoatFrrV+p1+jqKy0rwcrO8lvDR1EQifUOQSS1fja5N3IFSpmBkUOfoGrVQXl/VqRIYfxUmUeTbxD+oNtRxX8/riHL2t7iojiAIKKRyFFL5uXyN9hBFkVpjPeX1NZTXV1Omr6ZEX0VxXSWl+ioSSzKpyPv/zHwBAVeNHV42TnjbOOOvc8NP54pG3ra+kY/Oldk9RnNzxChOlWbxe9p+tmclsCH9T2JcQ5gZPoJeLkGtGsIBfj35bvYrvLF1MZ/sXU5C3mleHPsPbJSt/43jw3rzyOTbeW/NV3z9xy/cOfrGdu+Hm5MLE4eNZdXm37h92mxcHK3P7+jfvz9Llizh4MGDDB482Or+1zrdhqILUltb2yFDkZ3flDTk49H6au98qupqOJOXzt1jbrJ8bg16Np7ex+jgfm2+4TtCbnUxnjbWv8mvNDuyT3CqLJvZ4cPp6WKdr6cjCIJwzofhZeNkto3e2EBRXQUFteXkVZeSU1NCVlURhwtTzrVx1zgQbO9BmKM3oQ5erRppQRAId/Il3MmXu3tNZn3qPlac2cnTOxYS5ujLvOgJ9HQJMtvXTmXDK+MfIO7EH7yzYxnzfnqRdyY/ho996xn4s4ZMIin7LAs3fE+EVyADI+LavSe3T5vNr1t/59tVP/DEvAfbbX8hsbGxaLVatm/f3m0ozHDFDIUgCD7At4A7YAIWiqL4gSAIzwN3Ay21Mp8RRbHzhYC6KI2NjR2WPc4uaDIU3m6W5TYcS09GFEV6B1rukN5y9gC1Bj1TIodZPb+2MJiMpJbnMca/c3cplxtRFNmSdZQQe08Gd7Cq3eVAJVPgY+uCj61LU2X6ZuqM9aRXFpJeWUBaRQEHC86yK7epUqGPrQu9XQLo5RKIZysJelq5ihlhw5kSPIhN6Qf5MXkrC7Z/zhDvntwZfR1uWseL+giCwPToUQQ4evHUuo+4a/lLvD35UaLdg83OXRAEnplxPyn5mfz7+/dZ9vh7uNm3vYDwdvdkwrAxrNz0K3NvmI2zw8XzaAuFQsHAgQPZvn07CxYsQCbrXkOfz5UUBTQCT4iiGAHEAw8IgtDyTntPFMXezR9/GyMBTdr4QId2FDkFTUXivd0tMxQJ6UlIJRIifUIsvsaaxO342XvQy8PyPpZwujQbfWMDvVzNr0y7KtnVxRTXVdLPPewvkfG4VNQyJRGOPkzw78P9vSby9tA7WdBnBtcHxSOXSPk19QAv7/+B5/cuY13an5S1IgiokMqZGDSAL8bP59YeYzmQl8TdG95mWeKmVkuUxnqFs+jG57BRqnlw5RscbKOUrkqh5LVb52NsNPKvZe9aJElzx7RbMBiNLFn9o2U34wJGjx5NaWkpR44c6VD/a5krZihEUcwTRfFw89dVQBLgdaXm01WorW06W+7IjiKvMB+tRovOxjJhv5OZZwjx8EettMx5l1tRxLG8s0zqMaTTH4pHC88gIBDtHNip415uTpc17eKinTtfOfavQCqR4G/nxnj/OOb3mc5rg29ndtgw7FU2rE09wLO7v+WThN9ILs0yK2+ulMqZ3WM0X4ybzwDPSJYmbmL+ts8oqDFffc7X3p2FM/6Fl50rj//6HkdzWy+y5eviyYJp95KQlsS3W1e0+1p8Pb0ZP2QUv2xYQ2mF9ZIcgwYNQqPRsGFD5xRYupboEvsrQRD8gRhgPzAIeFAQhNuAgzTtOv42Qix6fZMER0cKqRSWFOFqoSNPFEVO56QxPNryRLsdaU0rrZHBnX88dLjgDMEOXugsdOh2FUr0lSil8svqhBdFkfKGWorrqqgy6KlqaIqKajAZMZpMGMVGEJse+jJBgkwiRSNToJEr0cqU6BRqHFVadHJ1uwbeTqlliHcUQ7yjKKqrYE9uEntyE/ngyBr8dW5M8I8j2tn/onFcNPY8HX8LAzJ78NHhlTyw+X0eiZvBEO+eF13DSWPHR1Of5B+/vMrja9/l4xsWEOFq3rczIW44u5IOsWjTTwyO6EOoV9s+oDum38LvO7ewdPVPPHzbve3c2f9FpVIxYsQINm/ezPz587uLGZ3HFa9HIQiCDfAL8KgoipXAp0AQ0BvIA95ppd89giAcFAThYFFRkbkmVyUNDU15BAqF9WJzxWWlFkd8FFeWUVFbRbCHv8Xj7804hr+DB952nSsFbjAZSS7NpLer+TPrrkxlfS12Ck2n77DqGw0kFGeyOu0Qn57YwqLEbaxKO8SW7JMcKkojp6aUioY66hsNCDRpQRpMRqoMegrrKkkqy2V33mk2Zh3n55QDLDy5lQ+ObWDJqV1syT5JUlkulQ1t13JwUdtxfVA8Lw+8jZvDhlHVUMunx9bx9qEVZFWZf88N943hv6MfwdvWlVf3LeW7xM1mdyJOGjv+e8MCdCotj65+h9yK1t/D82+4G3utLS/8+CHGdmpw+Hv5MmbQCJb/vpqyivI225pjwoQJVFdXs2vXLqv7Xstc0R2FIAhymozEMlEUVwCIolhw3u+/AMxWOBFFcSGwEKBPnz5Xa/j9RbQUUOmIM62ypgoPCxOOckrzAfB1tiyU1iSaOJGfwphQ66Q+LKGivgaTaMLdjCO0qyOTSGm8hBKlF5JXU05CSSbJZbkYTI3oFGr8bJ3xsnHAXWOHrVyNxsJs7UaTiRpjPRX1tZTUV1Oqr6GwroLjJVkcLkoHwFGpJdDOlSCdG142DkiFi9eOcqmMod5RDPKMYF/+KVaf3cdrB5Yz0qcnkwL7XaSg62HjxNvD7+P9Qz+zJHEjJfpK7o+ZetHYbjaOfDhlPvOWv8D8397nixnPmVUjttfqmH/D3Sz45k2+37GWW0fc0ObrvnPGHDbu+oPvfv2ZB265q937dD59+vTBycmJ33//nVGjRlnV91rmSkY9CcCXQJIoiu+e93MPURTzmr+9AeiceodXCZdS5rK6tgathWKA+WVNKzh3BxeL2meVF1DdUEukWceseAAAIABJREFUW+f7EKqbV7aXUnjnSqGUyjslm7zRZGJz9kmOlWQil0gJd/Ckl5Mv7hq7Du9WpBIJOoUanUKNj+3/h9GaRBNFdVVkVZeSWlnI4aJ0DhamoZUp6eXsSy9nX2zMZGBLJVIGefagt0sgq1P2sSUrgSNFKdwdNR7/C3aZMomUJ/rMxFFly/JT26g16Plnv1kXGQtfB3deHn8/j615h1f/+IqXxt1n9vUOj4pnaGRfvtj4I2NjhrQZBRXg7ceoAcP4ad1Kbps6C1ut5YqwMpmMcePG8dNPP1FZWYlOp7O477XMlTx6GgTcCowUBOFo88d1wJuCIBwXBOEYMAJ47ArO8S+nZSfREZnxRmPjucJF7VHZrDJrr7XsjZBX1VTT2scCoTdr8bRxxlltx4a0A5dkKK8Erhr75lV7xyv91RkbWJ6yn2MlmfRzDeS+qFGM9+2Jh9b+skRSSQQJbho7+rgGMDO4Pw9Fj2VKQCxuGh178s/w+Yk/WJt2hOI68zVRtHIVs8OH88+4aQgIvHN4Jfvyki9qJwgC86Kv446oCWzLOspnR1eb/fvG+0Zzb//pbDqznw2n95q9piAIPHH9XZhEE5+sW9rua7x92mxq9XWs3GR9ydUJEyZgNBrZtGmT1X2vVa5k1NMuURQFURR7nh8KK4riraIoRjf/fMp5u4u/BS0OtPr6eqv7iogWP1jqmlfxlhYrKq5pOu911nZMg6otFFIZN4YN52RJOivP7KSqwfJ631caP13Tjiy9smOla+sbDSw7vYfcmnKu8+vFMK+ITqkaaA0KqYwwew+mB/Xjrh7DiXXxJ7WykK+Td/B7RgK1reyYguw9eKrvjQTaufNN4hZWnd1r1hDMDB/BjNBh/Jqyl5Vndpod69a4ifT0COHNbd9SUG0+YsrD0ZXZQ6ew/vB2ErPOtvmawgKC6Rsdyw+//WL1ois8PJzg4GBWr15tVb9rmSvuzO7mf2nJn6ipsX6FqpArqDdYdgwiNB8BWLqCN5mazuFll+l4aHxAP3q7BvPFsV+ZteYFntj6McsSN/FHxmH25SZyvCiV5JJMEovTOVGUxrGilHMfx4tSOV2aRW51MeX11a3G8V8OfG1dUUnlJBSldqj/3vyzlNXXMCOoH5GOlmXUX04clFpGePfgnsgR9HEN4GRpDl8lbiO5zHypUBuFmod7T2awZw82ZBxmZSvG4o7oCQzyiuKr4+tIKsm46PdSiYTnx9yD0dTIBzu/a3V+t42chk5tw1ebf2r3tdw8aTpFpSXs+HNPu23PRxAEpkyZQmJiIikpKe13+Btw9R0KX+O0nIl2pDSjrdaG6hrzCVIX0uI0rG3QW5RHoW4+s6416K2elyUopHJeHXI3yaWZ/JmfzKH80yxL3NymsmprSAQJ7loHvGxc8LBxItDOkzBHH3x0rmadtZc2bxkxrkEcKUxlVtgwFBaI77VQZ2zgaHEGEQ6e+Nqal+K4UqhlCkZ49SDK0YcNmcdYm36EzKoSRvtEIrngHkolUmaHD0ciSNiUeQRbhZoxfjH/00YiSHg07kYeKHufN/Z/x8djHrtIidbLzpXb4ibyxf6VHMxOoo93xEXzslFpmDVkEgs3/sDp3LQ2xSwHxvTDzdmVXzauZeSAoVa9/vHjx/PBBx/w22+/8fDDHRMavJboNhRdDJlMhqOjIx0J+XW0c6CotMSitg42TUdIxZWlONnat9vexcYBaEq6C3S8PHmRgiCcUy+9LXIc1Q11VNRXU9OspGowGZEKEiSCBEEQEACRpl1RfaOBGkNT7YcyfRW51cVkVxVxojiNuuZaEGqZgijnQAZ7RzPAM9Ki4jyWMMAjgr15yezMOcEo394W98utKcNgaqSXs+8lz8FgaqSkvpZifS1lDXU0iiKi2GRmVVIZOrkSnVyJg1KNbTtigOfjorbl5tAB7Mo9zYHCFGqN9Uzyj0F2gaS5IAjcFDaUakMdK8/uJdDOnSD7/42os1GoWdDvZv657VO+T9rMXT0nXXS9ObHXsebkdhbuW0GfGc+andNNQyaxZNsqftz1G8/NbF3XSSqVMnX0RD7/4WtyCvKsEst0dHQkPj6eTZs28dBDD10VWfeXk25D0QXx8vIiOzvb6n7eHp7sOGDZNtvfremYI60gmzCv9iOZwl38kEqkHM8/y+AAyx+Gl4KNQo2NomNy6y2YRBO51cWcKs1q2q3kJfPewWQ+FH4hxjWEycEDiXMPu6SdRoiDJ2EO3vyefphBnj0uChdtjWpDkwGzuwSDVdlQz7GyfPLrqhABAdDJVcglTcZUAlQ26MmtrTy3N7OVK/HR6Ai0dUQta98fIhUkDPMKx1ahZEt2IqtSD3FDYJ+LJMMlgsCciJFkVBbx1clN/Kv/Tahl/2uUejj7M8a/D6vP7Oa6wPiLRCBVMgW3xl7H2zuWciQnmRiviyvO2aq1jI8dyrqD23h40lzsNK0rEUwaPpaFPy7mt20buOem29t9reczevRoXnjhBRITE4mM/HuX5+32UXRBfH19SUtLs7qfv5cvZZXllJSbdwb+zzWcPVDI5O06BVtQyZVEuPqzM+3IVRWZJBEkeNu6MsovjgdibuDrCU/x4aiHmRY6lLSKPP6z+2vuWPc6yxI3Ud6KrpElTA2Kp8ZQx5rU/Rb3MTT7UjpqpOqMBrYXpFFcX0uYnTND3fyZ6hvBWK9gRngEMtw9gGHuAYz3DuUGvx6M9QwmxtEDlVRGYkUR67JPk1xRZPHfM9YlgLE+0aRVFbG/0PzZvVqmYF7UGMr0VWxIP2y2zdzIcUgEgZ9PbTf7+8mRw7BX2fLTsc2tzmX6wPHUGxvYdKTtxDh3FzfionqzYecfVv/fDhs2DKlUyrZt26zqdy3SbSi6IOHh4ZSUlFh9/NQzrGnVk5DcfuqJXCYnNiiKvcnm38zmuL7HMFJKsjmSe8qqeXUlBEEgxMGbedHX8fV1T/FM/Bx8dK4sTdzEvN+bDEZNB/ww/nZuDPWOZlvWMdIq8i3q46Zu8kcV1FZYfb1G0cTeokwMpkaGuwcQ7eCOm9rmoiOhFqSCBDuFimCdE8PdA7jOKxQPjS3HywrYWZCOvp2M5xZ6OfsSbu/BvvyzlLRiWAPt3IlzC2Fb9rFzOTLn46jWMdw3hq2ZR6gxXPx7lUzB2NB4dqUdpbrefARcqGcAAa7ebDnW/g56ZPxQMvOySc/JbLft+eh0Onr27MneveZDdv9OdBuKLkiPHk0iuseOHbOqX0RgKEqFkj+PW6Z+OSg8loyiHFLyLXsDjQ2Nx0Fty0e7fsBg4YOlKyOXyBji3ZNXhtzFF+P+SZxbGEsTNzF33at8e2KD1Yl01wfFY6+0YfHJzdQa2g9vdtPYIUEgpQOhtbm1VZTU1xHn5IW9hSHO56OVKxjg4kOckydF9bXsKsiweMU90jsSmUTCrrzWFwzXBfShvtHInrwk878PjEff2MCubPOLmnFhA2hoNLAr/Wjr8+g5gMOpJ6moNZ/v0cLQvgMB2HVoX5vtzBEfH09ycjLl5dbLgVxLdBuKLkhkZCRarZZ9+6z7x5bL5QyM6ce2/bvOhbO2xbjYoShkcpbvtkzJXSVX8uTwuSQWpvHZvl+smltXx9vWlWcH3MoHIx8ixjWE75O3cPeGt9iRlWDxA7Tl2KVEX8WXJzdiakfaQyGVEeXkzfGSLKoarNvFKJp3DmoroqwuRBAEAm0d6efsTVlDHWcqLQuE0MqVRDp6k1pRSH2jwWwbD60jXjZOJJaYX4SEOnjjoLLlaOEZs7+PcA3ARqHhSE7rxqhvSE9EUTxX97013Jxc8HH3IiHJepGH2NhYwPpF27VGt6HogshkMvr168eePXsseuCfz4j4IRSXlXAkqf1C8fZaHeOanYLFle37NQBGBvdlWtQIlh5ex7rk3VbN7Wog1NGHZwfcytvD70en1PLa/mX8c9snnC2zLLgg2N6TWWFDSSzJ5IdTO9o1Mv3dghFFkR25yVadoeuaI5fy6zruV2nBW6PDRaXlVGWxxX3C7D0wiibS2+gT4ejD2fK8c76Y8xEEgZ4ugZwoNu+Lk0okRHsEczy/dR9aD98QZFIZx9PbPwrtFRFFwqkTVvspIiIikMlk3YbiSk+gG/OMHDmSgoICEhISrOo3ov9gdDa2LF+/0qL2t4+cTqOpkf/+tsTiazwyZDZ9vXvw4qYvWHPSvEPyaifS2Z8PRz3MQ7HTyKsp5ZEtH/FFwtpzobZtMdgrknF+sezMOcmqFPMJaC3YKzX0dw8msSyH4yVZFs9PLZPjp7XnVGUxWTXW+zjORxAElBIpUitCQB2a5eBr27gfrmo7GkUTNa2o1HraOFNSV9mqqKK/gwe5la0721VyJV6ObmQWm08GPJ8Qv0DKKysor7TuXqlUKvz9/Tl71rKgj2uVbkPRRRk6dCgKhYKNGzda1U+lVDF19ES27t91roZ2W/g4ezB72BTWHdrGn2csWzWpZArenvwY/XwjeeWPr3h96+JWnY5XM1JBwnWB8Swc+0/GB/ZjxZmd/GPjO+zOaX+3dn1QPEO9otiYcYQ1qfvbNBYD3UPws3Vmc/ZJsluRrzBHnLMnzkoNB4qySasqw9TBaLQaQwOF+hrsrPB1tERqtaWcq2ne9dS0YkwclLaIiFS2opPlauNInaGeqjb+tzwdXcktbd/H4+fpA0BGruXGuIXg4OBuQ3GlJ9CNebRaLcOHD2f9+vXnyqNayqyJ05DL5Hy8bJFF7eeNuhF/Vy/+tfSdc6qy7aGSKXh30mPcEjOB1Se3MWvZ0/xx9s+rKnTWUmwUah6Knc5bw+9DK1fz8t4lvLz3W0rrKlvt05KANtAzgt/TD/Ft0h+tSotIBIFJfr2xU6hZfnY/aZWW/Q2kgoSBrr44KNUcLMlhQ84ZMqrLrTIYWTUVbMo9i0kUCdVZVssEIL85UqutHJAaw/8nOpqjxYdzYaZ3C4pmzSuDqfXACZ3Glhp9+4sUF6cmTa7ScusVD3x9fSkoKMBgMO+P+TvQbSi6MDNnzqS6upr169db1c/F0Znbpt7E5j3bOJLY/i5BrVTx1u1P02A08OQ3b1Cjt8wwyaQyHh48iy9v/Df2ah1Pr/8vt//0POuTd1PfCdLbXY0o5wA+GvUwd0RN4EBeMvdufId1qftadVpLBIE54SOYGNCXfXnJfHpsXatHVxq5klkhA3BQalmR+icnSizziSilMka4BzDQxRepIOFAcTa/55zhaGkeGdXlVDToMZgaaTSZEEURY3MGd1pVKfuKsthXlIWtXMlYz2BcVJZXFzxTkYdMkOCva12mPr+mDKVUhr3SvMx3eX01EgRsW0mqbGh2lLclkiiVSCyqp22raXpt1bXWa6i5uroiiiKFhR0TfrwW6M7M7sL06tWLiIgIFi9ezOTJk5HLLVcVvfX6m/h16wZe+vgtlr69EI267QxnP1cvXrzlMZ5c/DqPfvkS79/5HFqVZVnRPdwCWXzT8/yWtJMlh9fx/KaFvLtzGcMD4xjg15N+PpHYKC9fqdA6Qz3ldVVU1tdQqa+mpqEOQ2MjBpORRlMjCpkctUyJSqbEXm2Dh84Z2w6WXJVKpMwMH8FAryg+PPQLHx1ewZaMwzwaNwMfnetF7QVBYFJgP+yUWn44tYPXDvzEPdET8La9ePWubTYWq9IOsj4zgczqEkZ7R7arHyUIAl5aHZ4aW3JrqzhTVUJKVWm7OwupICFM50yUgxsSK/wTBbUVHCvJIsLBE3kreRsmUeRYcTp+utbHTi3PxcPGqdUdRVFNGUqp/JzOmDn0hnoUFmSXt8j3G4zW7wocHJrkayoqKvDyujzyNV2dbkPRhREEgfvvv5+HHnqIFStWcNNNN1ncV61S85+HnuK+/zzOe4s/4dn7nmi3z5AefXnplsd5btm7PPj5f3h73jMW6UBBU6Ga6yOHM7nHUA5lJ7H65Hb+OHuQNYk7kAoSwl0DCHXxJcjRC18HDxw1OuxVttipbc4dMbRgbDRSZ6yn1lBPpb6a8roqyuuqKa2roKi6jKKacopqyiiuLqe4trxVZ2lbaBVqvHQuhLv6E+EaQKiLH2EufsgtDDf1tnXhjWH3sjnjEAsT1nL/5veYFT6SG8OGX/R6AIZ4ReKhdWDRiY28efDnpmMpj4iLNIRUMjkzg/uzJ/8Me/PPkl1dyjjfaPzMGJYLaTEYXlodJlGkylBPpaGeWqMBk2jCJIpIBAGdXIWdQonWwkp552MwNbIuIwG1tEk0sDWSSjMp0VdyfVC82d83NBpJKEphrH/fVsc4W5xFoJP3RVIh51NYUYKrffuCivUNzcdgFghgXkhLWeKWMsV/R7oNRRcnPj6ePn36sHDhQsaMGYOjo+XlQuMie3Hb1Fl8s/J7wgKCmTH++nb7jO41CIVMzrNL32HOu4/z0i2P0Sc42uJrSgQJfX0i6esTibHRyPH8FPZmHONY3hk2n9nPSjOOSWmzyJ9EkGASTRjbkAmXS2Q429jjorUnyNmb/toonDX2OKhtsVPZoFNp0SrUyKQy5BIZUomEBqOBOmM9ekM9pXVV5FcWk19VQmZ5PttTD7MmcQcAarmSOK8I+vtGMci/F152F+8QzkcQBMb496GPexifHV3N0sRNbM08wgMxNxDjFnJR+2B7T57pO5OvTm5kadJWjhamMjt8OA6q/z2akQgSBnuE4W/rwrqMBH46u59AnStDPcNxUbeua/S/YwjYKVRWOajbo7y+lrXphynWVzE9sG+rvoeGRgM/n96NnVJLb1fzOmK7so9R32ign8fFCrEAemMDJ/JTGBc2oNX5mEwmMgtzGdHTvDE6n4qqJn9Si4y/NbQY02vR/2Yp3YaiiyMIAgsWLGD27Nm89957vPTSS1b1/8fN80jJTOOtLz/Cw9WdQbHt17weGtmPrx56g2eWvM2Dnz/PvNE3cseo6cgt2OKfj0wqI8YrjBivMKDpjVZcU05WRQFldVVU1FVRoa+m3tiAqVntFECtUDYdFcmV2KlsmoyA2hZHtQ47lU2nKnmKokheVTHJhekczE5if+YJdqUf5Z0dS4l0C2Rc2ABGB/fDSdv6zspBZcvT8XMYm3+aT46u5JmdXzDcpzd395qMo+p/H+w6pYaHY6awLes4q1L28eK+75keMoiBnhEXHdF42zgyL2Ioh4rS2V9wlsXJOwi1dyfeLRg3TecXkGqL0+V5/J7Z5O+aGhBHYBtGdPnpXRTUlvFQzBSzR1ONoonvk7cQYOdBrBmDCrAr7Qi1Bj2jg/u1ep2U/Ewq66rpHdD6zqaFzLwcAHw9rK/5UV3dlKtia2uZkb4W6TYUVwEBAQHMnTuXRYsWMXr0aIYNG2ZxX5lUyiuPPcc9zz3CU2+/wLtPv0zf6Nh2+4V4+vPNo2/xxoqFLNr0IxuO7ODBibcxPKp/hx/UgiDgYuNwTrK8KyAIAp46Fzx1LowMbjoGya4oYGvKITae2su7O5bx/s7vGODXk6mRwxno36tVPaU491A+HfM4PyVv5cdTW9mfl8Ss8JFMDRnyP34GiSBhpG8vop39WZL0B8uSt7Ir5yTTQwYR4uD5P2PKJFL6uwXR08mHg4WpHC7K4HR5Ph4aeyIdvQm1d0drhWy4NZhEkdTKQg4VppFZXYK7xo7J/rHYt+JvEkWR9ekH2ZWbyFi/GCIcfcy2W3N2N9lVRTwTP8esf0IURX4+tgUXrYNZ9dgWdicdAiAuKKrd13I2IxWpVGqV1HgLLfIdf+f62cK1sJ3q06ePePDgwSs9jctKQ0MDt99+OwUFBXz//fe4urZ9LHIhJeWlPPDCfLLysnn1iX8zrO8gi/vuSTrEB2sXk1aYTUxgD+4ZezOxQZF/C43+1NIcNp7ay9qknRTXlOOidWBa9AimR43CTm0+mgcgp6qIRcd+Y19eIh5aJ+7qOZEBnhffM5Mo8mf+aVan7KOsvppezgFMCeqPp435c3e90cDJ0mwSSjIp0Vcj0LTzCLFzx9fWCWeV7SX9XURRpKy+hlPleRwrzqLSUIeNXEkf10Binf1b9ReYRBMrzuxhS1YC8R7hzAkfYbZtUkkGT277jL4e4Tw34Dazc92ZdoR//vo+84fdxoyeo8xfz2Ri+hv342bnzGf3v9zu67p1/r2oVWoWvvR+u20v5O2332b16tVs374dSRv+kqsRQRAOiaLYp912XdVQCIIwHvgAkAKLRFF8vbW2fwdDAZCens6cOXMIDw/nk08+Oedks5TyqgoefeVpklNO8/gdD3DjhKkWP1SMjY2s3r+JLzb+QGl1BWFegUwfOJ5xvYd0yEF4tWFsNLI7PYEVJ7ayL/M4SpmC8WEDmNlzDMHO5lfOAIcLTvN5wloyKwuIcg7gjqgJ9HD2v6hdQ6ORP7IS2JB+iPpGA71cAhnrF0OAnbvZcUVRpFhfzanyPE6V5VLanLSmlMpwVetwUetwUGpwUGrRyJQopXKUUhkyiZRGkwmj2IjB1Eh1g56KhjoqG+oorKsgp6b8XLa1n60zvZ19CbJza1MKPa+6lO9ObeNseR4jvHsyI3Sw2UinzMoCnt6xEIVUzoejHjZbOKqmoY7bfvgPEkHg+9mvIGsluGD7if3MX/w6L9/yOGNjhrQ6N4DCkiIm3nMT/7j5Du6ccWubbc1x3333UV1dzZIllqsXXC1c1YZCEAQpcBoYA2QDfwI3i6KYaK7938VQAGzatImnn36aCRMm8OKLL1q9eqypq+W5919h58G9TBw+jgV3P4zawjBYaApHXHdwGz/vWc/ZvAxUciUDI2IZGT2AQRF9LA6pvZpJKcnmx6Mb+f3UHuobDQzwjebWuInEeoWb/Xs0mhpZn7af7xI3U1ZfTT/3cOZGjSfQ3vOittUNdWzJSmB79gnqjPUE2rkzzDuKGNfgVkNRASrqa8mqLiGnppyiukqK9VVmNZbawl6hwVPrgJeNAwG2Lti1E9KsNzawMeMIGzMOo5TKmRE6mAEe5o+Kzpbl8OzORUgFgdeG3oOfGQMoiiL/+v0TtqYc5OMbFrR67GQwGpj19iNIBAnf//P9Vo1JCwt/XMyi5UtY8d9v8Xa3LrzVaDQyYsQIJk2axIIFC6zqezVwtRuKAcDzoiiOa/7+aQBRFF8z1/7vZCgAvv76az7++GPmzp3Lgw8+aLWxMJlMfPHTt3z58xL8PH3494NPEh3avkPwfERRJCE9iY1HdrL1+H5KqsqQSWX08Amml38EvQMiCPUKwNXO6bIeUTWaGqmsraaytpqquhqq6qqpqa+jwWig3tBAg9GARBCQSqRIJVLUCiV2WlvsNLY42NjhrHNA2sYDuC0q6qpZceIPfkzYSFldFZFugcyOGc+IoL5mj130xgbWnN3N8lPbqDbUMdAzipnhIwgzc5avNzawOzeJ7dnHKaqrwEauoq9bKLFuQQTaubeae9CCKIrUGhsoq6+h1thAQ6OB+kYjRlMjUokUmUSCTJBgI1dhp9Bgq1C16nu5kPL6GnbmnGBH9kmqDXX0cw9lesggdK1kaW/POspHh1eglat4dcjdeNlenKQniiKLDqxi0YFVPDhwJrfGTWz1+l9v+ZlP1y/j/Tv/xcCIuDbnWt/QwNT7byHUP4gP/tXqoUSrHD9+nDvuuIPXX3+d0aNHW92/q3O1G4oZwHhRFO9q/v5WoL8oig+e1+Ye4B4AX1/fuIyMjCsy1yuBKIq8/vrr/PLLL9x555384x//6NDDeH/CIV78+E2Ky0qYNXE69950e7uJeeZoNDVyPOMUO07+SUJaEknZKRib61VolWoC3HzwcfbAWeeIs84BZ50DGqUatUKJSqFCJpXSUqezUTShb6hH36CnrqH+3MO/sq6aipoqymsqmz6qKymrqaSituqSwhblUhleTm54ObkT4uFPhE8QEd7BuNk7W3xP9cYG1iXt4rujv5NVXoCXzoVbYicwMWKI2bKo1Q11rDyzkzVnd1NtqKOXSxA3hAyhr0f4RQbAJIqcKs1mZ85JjhenYRRN6BQaerkEEOnkR6iD50XlRi8HtYZ6jhenc7jwLCdKMhFFE5FOfkwI6ENgK8dj5fXVfHJkFTuzjxHm4MMzA+bgqrk4kEEURT7Zu5xvD/3GxIjBPDfqrlbv/eGUEzzw+X8YHhXPa7fNb3fei1d8x8fLFvHp8+/QJzrGuhcNvPvuuyxfvpwNGzZck87sq91Q3AiMu8BQ9BNF8SFz7f9uOwpo2hW8+uqrrFq1innz5nHfffd1yFhU19bw3yUL+WXjWpwdnLhv9jwmDhuLVNqxVTY0HU8lZaWQkpdBWkEWaYXZ5JTkU1xZ1uGCR1KJBJ3aBnsbOxy0OuxtdDho7bDX2mJvY4edxgZbtQ22ai1apRqlXIFCrkAulSGKYtO5fKORuoZ6KmqrqKytoqSqnJySAnJK8sksziWtIPucHpOzzoG+Ib3oGxxN35CeuNm3n/DWaDKxM+0w3x5ax8mCFBzUtszsNYZpUSOxN5P/UGPQsz51H6vO7qakrgIvG2cmBw9ipG+M2fP7OmMDJ4ozOFqUwoniDBpMRiSCgK+tK4F27vjpXPGxccZVY99mkpol1Bj0pFcWkFZRQGpFPqfLcmgUTTgobYhzC2aIVySuGvMhw0ZTI1syDrP4xHqqG+qYEzmGGaHDzO7cjI1G3t25jF+O/8G0qBHMH35bq7ulgvJi5n4wHxuVhsWPvIWNqu2jseKyUmY8dBtxUb1556n2Hd4Xzc1oZOLEifTs2ZO33nrL6v5XA1e7oeg+erKA843F5MmTefbZZ89JFVjLsVMneffrjzl5JpkAbz/umnkbI+OHNq32OwlRFKlofkDX1eupa9Cjb6g/l2DXlHQnoJIrUSmaPmxVWmw1NmiV6sseZVVvaOBsXjqJWWdJSEvizzPHKKtpStQK9QxgWFR/hkX1I8TDv825iKLIkdxTfHvoN/ZmHEMplTM+fCCzeo8j0PHiM3JgLFLBAAAgAElEQVSjqZFd2cdYdWYXp8qykEmkDPSMZIx/X2LcQsw6kg2mRtIq8kkuzeZ0WQ4ZVYXn7qNMkOCo1uGkssVZrcNWoUYja8pNUUrltMxcRKTO2EBtcxZ8eX0NRXUVFNVWUNVcolQA3LWORDr5Eusa1KYkh8FkZFP6QX5K3kpBbRlhDj480mcGAXbmQ1Izy/P594bPSCpMY07sdTw4cGar97WgvJj7Pn2OsppKFj3wKkEefq3ef2h6bzzy8lMcSTrGsne+OKceaw2//vorzz//PO+99x5DhrTtML9audoNhYwmZ/YoIIcmZ/ZsURRPmmv/dzUU0PRQWrhwIV988QX9+vXj9ddf7/AWWRRFtu7bySfffUlGbhaeru7cPGkGk0aMw0bTMW2kqxmTyURqQRb7Th1h+8kDHEtvKi7k4+zBuJghjIsZip9r287R1NIcfji6gfXJe2hoNNDPJ5Kbeo1lgF9Ps6v+s2U5bMo4yNbMI1Q11OKgtGGgVzSDvKKIdgls1Y/QaGokv7ac7KpicqpLKNFXUqKvoqSukhqDnvbe5RJBgp1Cg4vaDheNHa4aO3xtXfHTubaagd1CbnUxmzMOsSHtAKX6KsIcfJjdYzR93c07902iiTUnd/D+ru+QS2Q8PfKOczks5sgpyeeBz5+noraKD+/+N9F+Ye28Gliy6gc+XLKQp+99jGljJ7fb/kKMRiMzZ85EpVKxbNmyazYU/Ko2FACCIFwHvE9TeOxXoii+0lrbv7OhaGHt2rW88soruLm58cYbbxAe3nqiUns0Njay8+Belqz+8f/au/PouKo7wePfq12q0r5bsnbZ2oxla/GCbcweiFiSNDmBTDfdTALpIXOadDgTGAbSTU7PEEJDThImhKYznYV0SKBjHGgSYzB4lSzJq2TZWqzFWkqrtVSVVKrlzh9VFrKRypKxXJL9+5zzTr16VX766an8fvXuu/d3OXaqntCQELaWb+LOG26lbNXaz9QstZQNjg2zp/4gO47spbbFPVvaypQs7izZyu1rNhPjpS7W8PgY2+o+4s3jO+m3DJMUHstdBVu4q2ALicZPl2WZdDo42NPAx2eOUG06ic1pxxgYyuqEHNYm5rImIZfkWcZaXMilNROOSXcZk2lTlyrc5eLPdZ+d68lQa03rSA/VppMc6D7BqaEOFIqSpBXcm7OJtYkrZt1X9Zl6Xt7/exr6WilNLeCZW78+4+9/zoFTh3n61y8C8KOvP0NB2swjuaf78MBunnzxWbaWb+K5x797SSf53/zmN7z44ou88MILbN26dd7/fqlY8oliPiRRuB0/fpwnnniCoaEhvvnNb3L//fd/5gFC9U0NbNv5n+zc/xFmq4W46Fi2lG3k+rXrKFu1Zl5da68mfSODfHB0P+8d+piTnS34+/mzMW8td5ffzPX5JbN22XQ4HexuPcy2+o+o6qjDTynWp11HRf4mNmUWEzzDt/cJxyS1vY1U9ZzgcG8TA+PuuSBiQyPJi0kjLyaNFTGppEckEXmJVXG9sbsctI2YODXUQcNgB0f7Wxj0xJAdtYwblhezdXkx8bPcswCoM7XwyoE3qe48QaIxhkfWf4k78jbOej/C6XLybx+8xas7fkt2UhrPP/gdUuMuPqq66mgN3/rfT5GfvYKXv/sDQi5hjI/JZOK+++5j7dq1/PCHP7xqryZAEsU1a3h4mGeffZbdu3dTUlLC008/TWrq/OvbXMg2Ocm+2kr+tOcDqo7WYJ0YJygwkOtWFnJdXhHXrSxk1YoCIozXXj2cFlMH79bs4k+HPmZg9CwxxkjuKNlKRemNXtvSu0b6eLv+Y/7z5D76LWcxBIVyY3Ypt+SWU5paMGMlW601nWP9HO5romGwnZNDHZgsn8yKFxlsIMUYT7IxloTQKOLDoogKMWIIDCE8MIzQwGD8lR9+niKMdpcDm8OOzTnJ2OQ4Z21jnJ0YY8A6Qrd5gC7zAD2Woak5N6JDwimMzaAsOY/SxJXEhM7ezGlzTPJB00HePP4h9b0tRIWE89dld/HFohtnTIjnNHS28H/e/CknO1v43NotPPmlv53ToM4d+3bxjz9+jvRly3nl2Zcu6bPodDp59NFHqaur43e/+x3Lln16rMvVRBLFNUxrzdtvv81LL72Ew+Hg61//Ol/96lfnNZ+FN5P2SQ6fOM7+Q1UcOnGUprYWnC73iSQhNp6s5RlkLc9gedIykuITSYpLID4mjnCD8ZKvcBxOJxarhTHLGKNmM2OWMcYs5ql1i9WKZdyCZdyKdXycSfskk3b71PwDClB+fgQFBGIIC8MQasBoMBIXHUNCTBzxMXEsT04hLvrSx304nE4OnDzEH6s/YM+JGpwuJ/mpOVSU3citxZuIMsx8UnW6XNR2NvCnxv3saq7Bap/AGBTGpszVbMlcS9nyQiK8TCp0dmKM08PddIz20j7aS5d5AJNliKHxUVwXvTsxs2D/QJYZ40gxxpESHk9WZDIrY5aTEBbt9fi4tIvjPc2831TFjsZKRibMZEQn88VVN1GRvxnDLJMUAYxazfzLjt/y+33vEW2M5O/veYhbVl9/0b+H1pp/+8O/839ff43i/FX84DvPEhV+aUUTX3nlFV577TWeeeYZ7r777kvax1IiiULQ29vLCy+8wK5du0hLS+Oxxx5j8+bNl/1S2jo+zonmk9Q1NXD6TBunz7TR1tWB7YL6/X5+foQbjESGRxASHEJwYBDBQUH4+fmjtUajcblcTE5OYpu0YZucxDJuxTJuZcI24TUGf39/jKEGDGFh7n0HBRMUGEhgQAAohXZpXNqF3W5379NqYdRi/tR+ww1GMlPTyU3PoiA3j6LcfDJS0uad4IbGhvnz4T28U/MhTd1tBPoHsKmglDtLtrIxb+2slXhtjkmqz5xgV0sNu1sPMTphwU8pChOzWZdWxJplKylKyiZkDoUAnS4nQxNjjNjMmO0TmCfHGXfYcGkXTu3CpV0E+rlLewQHBGEICCEmNJyo4HAMgSFz/pyMjJup6Wqg+kw9e1sP028ZJtg/kM2Za/jCqpsomWXE+jnmcQtv7H2X3+zejnnCyhfW38ajd/4l4aEXb0YbGRvluZ+9xM4DH3P7ppt4+tH/QfA8S9ucs3PnTp588kkqKir47ne/e0n7WGokUYgp+/fv56WXXqK1tZXi4mIefvhhysrKFrTt1eVyMTg8hGmgD1N/H/1nBxgZG2VkbJRR85gnEbiTgctzNaKUws/Pz5NAggkKCiIsNBRjmAGDJwlEGiMwGgxEGMIJN4YTYTASbjASEjz3E9s5WmssVgt9QwP0DfbT3n2G1s4OTp9po6mtZWraTGOYgeL8VZQWraG0qJjcjOx5JY7GrlbeqdnFjsO7GTKPEBkWzk3XbeDW4k2sySqYdWS4w+XkRO9p9rcfo6r9OA19bWg0/n7+5MVnUJD4yYRLmTHLZpww6XJzuly0D/fQ0NtKfe9p6kzNNPZ3oNGEBYZQnlbETdmlbMos9nr1AO4ur2/uf4//OPBnxsYtbCks55Hb7yd3WcacYqk6Wss//uQ5hkaG+dv7H+Kv7v3KJX+mDxw4wLe+9S0KCwt5+eWXCQm5+uuXgSQKcQGHw8G2bdv4+c9/Tl9fH8XFxTz00EOsX7/+qquIeTm4XC7au89Q19jAsVP1HKo/SkePex7r6IgoNq5dx+bS9axbXTrnrsMOp5OqxiO8V/sRu+urmbDbiA2P5sZV69hatJ612YVe6xaN2Swc72nmSHcjR3saaezvwGp3XxH5ecqlp0UlkxqZwLKIOBKMMSQYY4gKDSci2D0Q0VuZDq01VvsEZpuV4Qkz/eaz9JmH6DUPcWbYRPvZHjqGe6fmsg4LDCEvIYOS1HzKlxdSkJB50bpLDqeT6uZjvF31Ph/XVaE13FBUzt/c/BfkpWbP6TieHRnmZ7/9f7y1449kpKTxvcf+J3lZK+b0b2dSWVnJt7/9bdLT0/nZz352Tc07IYlCzMhms7Ft2zZ++ctf0tvbS1paGl/+8pepqKjAaJy9bLaA3sF+ao8fZv/hgxw4Us2oeYyAgABKi9awtfx6tpRtJD7m4iO4ASYmbextqGHnkX3sO1mLzT5JeKiBTfmlbMwvoTz3OqKN3tvZXdpF53Afp/rbOT3URcfZHtqHTXSN9E0lkAuFBLhHqwf4uSvJurQLu8uBw+nE5pjE6blpPZ2/8iM5Ip6M6GTSo5PJjk0lPzGT9KjkOY0Ad7lc1HU0suPIXnYe2cuQeYSIMCN3ld3MfdffybKYuZXMt9vtvPHeH/jX3/+K8Ylx7rvjXh796tcuqWfTOe+88w7f+973yM7O5ic/+cm8ZpC8GkiiEF7Z7XZ27tzJG2+8QV1dHWFhYdxyyy1UVFRQXFwsVxkX4XA6OX6qnt3V+/n44D7OmNwzqK1aUcCN6zdz0/otc54kZ2LSRlXjET6qq2LviRpGrGMopViZksW6FatZm13E6ow8woLn1hVZa82YzUqfeYg+8xDDE2bMNiujNguWyXEcLicOpwO7y4mfUlNJIyQgiPAQAxHBYYQHGzxXJNHEhEXOuWDgOcOWUWqb69h/spZ9DbUMmUcICghkU0Ept6/ZwvX5JQTNccZEh8PBe7t38vO3fk2nqZuNa8r5uwe/QdbyjHnFNJ3L5eK1117j1Vdfpby8nOeff/6a/KIkiULMWX19PW+++SYffPABVquVlJQUbr31VrZs2UJhYeE1O8BurrTWtHa281HVXnZV7eHk6SYA8rJyuWn9Fm5ct5mM1LQ57cvpcnKys4XKxqNUnjpMXXsjTpcTfz8/8lKyKUxfQeHyHAqW57I8LnlRJHSXy0XnoImTnS0cbTvJ4dP1NPe4i3QaQ8LYkLeWzQWlbMovxTiHG9TnjE+Ms/3D9/jV27+jd6CP3Ixs/vt/eZgNa2YfxT0XQ0NDPPPMM1RWVlJRUcFTTz112XoELjWSKMS8jY+Ps2vXLt59911qampwOp3ExMRw/fXXU15eTllZGXFxc2tauZZ19fbw4YGP2VW1l+ON7ilUMlPT2VK2kRvXbaIgx3svoOnGbRMcaz9JbUsdh0+f4FTnaSbs7omFQgKDyUhMJTspjYyEVJbHJZMal0RqbNKcrz7mw2afpHd4gK5BE619nbT3ddHa20lTdysWm7s2VGhQCNdlrGRNViFrswspSls573phLR2t/OH9d3n3oz9jtloozl/FX3/hfjauvfRpeM+prq7m6aefZmxsjMcff5x775375F1XI0kU4jMZGxtj37597N69m8rKSkZH3cXxsrOzWb16NUVFRRQWFpKRkSFXHF70Dfbz0cF97Kraw+H6ozhdLhJi4thctpFNJespLSqeVxu7w+mkra+TE2eaaDF1cNrUQYupg4HRs+e9LzzUQFxEDPERMUQZI4gINWAMNWAMMRAUEEBQQNBU049Lu3Bpjd1hZ9xT4t1iG2fYMsaIZZSz5lF6RwYYGhs+72dEhBrJSExl5bJMVqZmkZeSTVbS8ove0J5J/9AAO/d/zI69H1LX1EBAQAA3b7iB+z53D6vzLj4n9sUMDw/zox/9iO3bt5Oens5zzz1Hbu7Fy4Fc7SRRiMvG6XTS2NhIVVUV1dXV1NXVYbF4pt4MDiYjI4OsrCwyMjJISUlh2bJlpKSkEBMTc0W+rblcLsbHx89bJicnsdvt2O12lFJTS2BgIGFhYYSGhmIwGIiIiLhizTej5jH21hxg18G9VB2tYXxiguCgIEoKi1m3uoTy1aVkL/demXY25gkrXYMmzgz00D3UR+/wAAOjQ/SPDDFiHZua1+PcwMiLCQ0KcZdw95RyT4iKJSkqnsSoOJbFJJKRkEK0MfIz/X07TV3sqank44P7OHTiKFprVmTmcMeWW/j8DbcRHTl7SZC5crlcbN++nR//+MeYzWYeeOABHnnkkWum++vFSKIQC8blctHR0UFdXR1NTU20trZy+vRpTCbTee8LCAggNjaWuLg4oqOjCQ8Px2g0YjAYCAoKIigoiMDAwPOuSFwu19QJ3m63MzExwcTExFQCsFgsn1qsVusl/y7+/v5ERUURGxtLUlISqamppKamkpaWRk5ODrGxCzND36R9kkP1R9lbW0XlkWrau88AkBATR0lRMSWFxZQUrSYlcdll+/laayYmbUw63SPWbZ4k6udJogH+AYQFuQdCLkTyHDWPcbjhGLV1RzhwuJq2rg7A3Sx36/VbuXXjjXO+l3MxWmv27NnDK6+8QmNjI8XFxTzxxBPk5ORclv1fLSRRiCtufHycnp4euru76ezspL+/n8HBQQYGBjh79ixms3lqcTovPp+zUoqQkBBCQkIIDQ0lJCRkKtGEhYVhMBjOW0JDQwkLCyMkJGQqCQUEBKCUwuVyobXGbrdjtVqZmJjAbDYzODjI0NAQg4ODdHd309XVhc1mm4ohKiqKnJwc8vPzKSgooKCggGXLLt/J+xzTQB9VR2qoPFrDofqjDI24m5JioqIpys2nMCePgpyVrMjMISby07PELTZOp5PWrg5ONJ/kRJN71H5jWwtaa4KDgijOX8Wmkg1sKlk373msvdFaU1VVxU9/+lPq6+tJTU3lkUce4fbbb18UN/4XG0kUYlFzOp1TVw2uac0hSimCgoIICAjA39//it9o1FozODhIW1sbzc3NNDc309jYSFNTE3a7e6BZfHw8JSUllJaWUlpaSkpKymWNU2tNe9cZauoOU9fUQF1jw9QVB0B8TCy56dnkZmSTmZpORmoa6cmpGA1Xvnun0+nENNBHR3cnHT1naG5vpbGtmZaONmyT7oRrCDOQn72CNfmrKClaw6oV+QQFXlqZjdk4HA527NjB66+/zqlTp0hKSuJrX/saFRUVlzyZ17VAEoUQl5Hdbqe5uZn6+noOHTpEbW0tg4ODACQnJ1NWVja1LETPsDGLmZOnG2lsbeFUaxPN7adp7erA4fhkatkIYzjJ8YkkxycSGx1LbFQ0sVExRIZHYAxzF0E0hIYR4imPEhQYhJ/yQyl3gna6XNgddhwOB7bJSayeOlsWq4XhsVHOjg5zdmTYXZqlv4/ewT56B/qnCi8CRBojyM3MZkVGDiszsinIySNtWeqCfZs3mUxs376dbdu20dfXR2ZmJg888ACf//znCbrEmk/XEkkUQiwgrTVtbW1UV1dTXV1NbW3tVM+wnJwcNmzYwIYNGyguLl6wE5bD4aCzt5u2zg7OmLro6TPR099LT38vg8NDDI+OXPafGRgQSExUNElxCSTGxpMUn8jy5BTSklNJT1lOTKT36rKXg9VqZffu3bz77rtUVlYCsG7dOu6//342bNggTUzzIIlCiCtoes+wgwcPcujQIRwOB8HBwZSUlLB+/XrKysrIzp5fQcHPwuFwMDRyllGzuyS72WrBbLW4OwlM2pi0T6JdnxQiV0p5Ku66F0No2FRJ9sjwCKIjIjGEGXwy7sBqtVJZWcn777/P7t27sdlsJCUlUVFRwd13333VzxuxUCRRCOFDVquV2tpaKisrOXDgAB0d7h4+UVFRlJaWUl5eTnl5+WW/v3G10FrT1dXFvn372LNnD7W1tdjtdqKjo7nlllu47bbbWL16tVw9fEaLOlEopX4A3AVMAi3A32ith5VSGUADcMrz1kqt9Tcutj9JFGKxM5lM1NTUUF1dzcGDB+nv7wfc9zdKS0tZvXo1q1evJj09/Zo8+WmtMZlMHD16lJqaGg4ePEh3dzcA6enpbN68mU2bNlFcXCw3py+jxZ4obgM+1Fo7lFLfB9Baf8eTKN7RWs9rKKYkCrGUaK1pb2/n4MGDVFdXc+jQIUZG3PcTIiIiprriFhUVUVRURGxsrI8jvvzMZjMnT56krq6OEydOcPz48ankaTQaKS0tZd26daxbt460tMsztkJ82qJOFOcFoNQXgL/QWn9VEoW4Fp1LHMeOHePYsWOcOHGClpaWqbEm8fHx5OXlsXLlSrKyssjKyiItLW1J9OqZnJyks7OT9vZ2WlpaaGpqorm5mY6ODs6de1JSUli1ahWrVq3iuuuuIzc3V64arpCllCj+CLyhtf61J1HUA43AKPC/tNZ7LrYPSRTiajMxMUFDQ8PUcurUKdra2qbGnPj5+ZGYmEhKSgopKSkkJyeTkJBAQkICSUlJxMfHExYWtqD3P7TWjI6O0t/fT29v79SjyWSaGnhpMpnOGyeTmppKbm4uubm5FBUVUVBQQFTUZy/VIS6NzxOFUmonkDTDS09prd/2vOcpoBT4otZaK6WCAaPWelApVQJsAwq11qMz7P9h4GGAtLS0kvb29gX5PYRYLGw2Gx0dHbS2ttLa2kpnZyddXV10dXVNjemYLiQkhNjYWCIjI4mIiJgqoXJutHtwcDABAQFTgxvB3XvL5XLhcrmw2WxMTExgs9mwWCxTo+pHR0c5e/Ysw8PD543jAHfPqfj4eJKSkkhOTiYtLW1qyczMJCws7IocKzE3Pk8UF/3BSj0IfAO4WWs9Y7EepdRHwONaa6+XC3JFIa51NpuNgYEBTCYTfX19DAwMTJVPGRkZYWxsjNHRUSwWy1T9rLmUUQkOdg/OMxgMGI1GwsPDCQ8PJzo6mpiYGKKiokhMTCQ+Pn5quVbndliK5poofNIQqJT6HPAd4IbpSUIpFQ8Maa2dSqksIBc47YsYhVhKgoODp5qh5kJrjcPhwOl04nQ6cTgc7gKBfn5TS1DQwhQHFEuPr+4Y/QQIBt73tKGe6wa7BXhWKeUAnMA3tNZDPopRiKvWuZLr8u1fzIVPEoXWesZav1rrt4C3rnA4QgghvJDrSiGEEF5JohBCCOGVJAohhBBeSaIQQgjhlSQKIYQQXkmiEEII4ZUkCiGEEF5JohBCCOGVJAohhBBeSaIQQgjhlSQKIYQQXkmiEEII4ZUkCiGEEF5JohBCCOGVJAohhBBeSaIQQgjhlSQKIYQQXkmiEEII4ZVPEoVS6h+UUl1KqSOe5c5prz2plGpWSp1SSt3ui/iEEEJ8widzZnu8pLV+YfoGpVQB8BWgEFgG7FRKrdBaO30RoBBCiMXX9HQP8FuttU1r3Qo0A+U+jkkIIa5pvkwU31RKHVNK/VwpFe3ZlgKcmfaeTs82IYQQPrJgTU9KqZ1A0gwvPQX8FPgeoD2P/ww8BKgZ3q9n2f/DwMOep2al1KnPGvNlEgcM+DqIOZJYF4bEunCWUrxLIdb0ubxpwRKF1vqWubxPKfUvwDuep53A8mkvpwLds+z/VeDVzxLjQlBK1WitS30dx1xIrAtDYl04SynepRTrxfiq11PytKdfAOo869uBryilgpVSmUAucPBKxyeEEOITvur19LxSqhh3s1Ib8AiA1rpeKfU74ATgAB6VHk9CCOFbPkkUWuu/9PLaPwH/dAXDudwWXXOYFxLrwpBYF85SincpxeqV0nrGe8VCCCEEsPjGUQghhFhkJFFcBkqpHyilTnrGhfxBKRXl2Z6hlBqfVqrkFV/HCqCU+pynREqzUuoJX8cznVJquVJql1KqQSlVr5T6O8/2Wcu++JpSqk0pddwTV41nW4xS6n2lVJPnMfpi+7kCca6cdvyOKKVGlVKPLZZj6xlT1aeUqpu2bcbjqNx+5PkMH1NKrV0EsS6p88C8aK1l+YwLcBsQ4Fn/PvB9z3oGUOfr+C6I1R9oAbKAIOAoUODruKbFlwys9ayHA41AAfAPwOO+jm+WmNuAuAu2PQ884Vl/4txnYrEsns+BCXc/+kVxbIEtwNrp/2dmO47AncB7uMderQeqFkGsS+Y8MN9FriguA631Dq21w/O0Evf4j8WqHGjWWp/WWk8Cv8VdOmVR0Fr3aK0PedbHgAaW5uj8e4BfeNZ/Adzrw1hmcjPQorVu93Ug52itdwNDF2ye7TjeA/xSu1UCURd0u19QM8W6xM4D8yKJ4vJ7CPc3nXMylVKHlVIfK6U2+yqoaZZMmRSlVAawBqjybJqp7MtioIEdSqlaT8UAgEStdQ+4kx+Q4LPoZvYV4N+nPV+sx3a247jYP8eL/TwwL5Io5kgptVMpVTfDcs+09zyFe/zH655NPUCa1noN8PfAb5RSEVc++vPMuUyKLymljMBbwGNa61HcZV+ygWLcx/WffRjeha7XWq8F7gAeVUpt8XVA3iilgoC7gd97Ni3mYzubRfs5XiLngXnxZZnxJUVfpCSJUupBoAK4WXsaJrXWNsDmWa9VSrUAK4CaBQ7XmzmXSfEVpVQg7iTxutb6PwC01r3TXp9e9sXntNbdnsc+pdQfcDfv9SqlkrXWPZ4mkT6fBnm+O4BD547pYj62zH4cF+XneAmdB+ZFriguA6XU54DvAHdrra3Ttscrpfw961m4S5Kc9k2UU6qBXKVUpueb5Vdwl05ZFJRSCvhXoEFr/eK07bOVffEppZRBKRV+bh33Dc063Mf0Qc/bHgTe9k2EM7qfac1Oi/XYesx2HLcDf+Xp/bQeGDnXROUrS+w8MD++vpt+NSy45804AxzxLK94tn8JqMfds+gQcJevY/XEdSfu3kQtwFO+jueC2DbhbkI4Nu143gn8Cjju2b4dSPZ1rJ54szx/36Oev/VTnu2xwAdAk+cxxtexeuIKAwaByGnbFsWxxZ28egA77iuG/zrbccTd9PSy5zN8HChdBLEuqfPAfBYZmS2EEMIraXoSQgjhlSQKIYQQXkmiEEII4ZUkCiGEEF5JohBCCOGVJAohFoCnYuhiGo8gxCWTRCGEEMIrSRRCLJwApdQvPMX23lRKhfk6ICEuhSQKIRbOSuBVrfV1wCjw33wcjxCXRBKFEAvnjNZ6n2f917jLkwix5EiiEGLhXFgfR+rliCVJEoUQCydNKbXBs34/sNeXwQhxqSRRCLFwGoAHlVLHgBjcEwQJseRI9VghhBBeyRWFEEIIryRRCCGE8EoShRBCCK8kUQghhPBKEoUQQgivJFEIIYTwShKFEEIIryRRCGkVjNUAAAAKSURBVCGE8Or/Ay6PshQmlUYnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sea.kdeplot(df.b, df.a);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sea.distplot(df.a);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histograma\n",
    "plt.hist(df.a, alpha = .3)\n",
    "sea.rugplot(df.a);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box Plot\n",
    "sea.boxplot([df.b, df.a]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Violin Plot\n",
    "sea.violinplot([df.a, df.b]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap\n",
    "sea.heatmap([df.b, df.a], annot = True, fmt = \"d\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clustermap\n",
    "sea.clustermap(df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sea\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Temas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configurações globais para controlar estilo, tamanho de fonte, cores, etc.\n",
    "sea.set(context=\"notebook\", style=\"darkgrid\", palette=\"dark\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAABECAYAAAAMTwWHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAAbVJREFUeJzt2zFKHVEAhtF5dsFduAFJAoKbsEkTiJVFwC7BImuwEO0CFlYKadJkEwEhSjaQXUiKBG42IPo180bDOeWt/lt93IFZjTHGBAA8aGPpAQDwHAgmAASCCQCBYAJAIJgAEDwYzPHn77p2AMCTtnrst5LfH4/XtWXtXpx+mm7PXi09YzYvP9xMny//3/sd7t9Mr7+9X3rGLH7snU87X6+WnjGb6zfvpt0vP5eeMZvvb7eny5O7pWfMZv9oc7o7+LX0jNlsXmzde+6TLAAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEggkAgWACQCCYABAIJgAEqzHGWHoEADx1XpgAEAgmAASCCQCBYAJAIJgAEAgmAAT/AA+oJ3AfYREKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Seaborn possui opções de cores variadas\n",
    "sea.palplot(sea.color_palette())\n",
    "sea.palplot(sea.color_palette(\"husl\", 8))\n",
    "sea.palplot(sea.color_palette(\"hls\", 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sea.palplot(sea.color_palette(\"coolwarm\", 7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sea.palplot(sea.cubehelix_palette(8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# O método tsplot cria plots a partir de séries temporais\n",
    "gammas = sea.load_dataset(\"gammas\")\n",
    "sea.tsplot(gammas, \"timepoint\", \"subject\", \"ROI\", \"BOLD signal\", color = \"muted\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Outros Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogramas com subsets dos dados\n",
    "sea.set(style = \"darkgrid\")\n",
    "\n",
    "dados = sea.load_dataset(\"tips\")\n",
    "g = sea.FacetGrid(dados, row = \"sex\", col = \"time\", margin_titles = True)\n",
    "bins = np.linspace(0, 60, 13)\n",
    "g.map(plt.hist, \"total_bill\", color = \"steelblue\", bins = bins, lw = 0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Diversos plots simultâneos\n",
    "sea.set(style = \"white\", palette = \"muted\")\n",
    "f, axes = plt.subplots(2, 2, figsize = (7, 7), sharex = True)\n",
    "sea.despine(left = True)\n",
    "\n",
    "rs = np.random.RandomState(10)\n",
    "\n",
    "b, g, r, p = sea.color_palette(\"muted\", 4)\n",
    "\n",
    "d = rs.normal(size = 100)\n",
    "\n",
    "sea.distplot(d, kde = False, color = b, ax = axes[0, 0])\n",
    "sea.distplot(d, hist = False, rug = True, color = r, ax = axes[0, 1])\n",
    "sea.distplot(d, hist = False, color = g, kde_kws = {\"shade\": True}, ax = axes[1, 0])\n",
    "sea.distplot(d, color = p, ax = axes[1, 1])\n",
    "\n",
    "plt.setp(axes, yticks = [])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot com distribuições marginais\n",
    "from scipy.stats import kendalltau\n",
    "sea.set(style=\"ticks\")\n",
    "\n",
    "rs = np.random.RandomState(11)\n",
    "x = rs.gamma(2, size = 1000)\n",
    "y = -.5 * x + rs.normal(size = 1000)\n",
    "sea.jointplot(x, y, kind = \"hex\", stat_func = kendalltau, color = \"#4CB391\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Regressão Logística\n",
    "sea.set(style = \"darkgrid\")\n",
    "df = sea.load_dataset(\"titanic\")\n",
    "\n",
    "pal = dict(male = \"#6495ED\", female = \"#F08080\")\n",
    "g = sea.lmplot(\"age\", \"survived\", col = \"sex\", hue = \"sex\", data = df, palette = pal, \n",
    "               y_jitter = .02, logistic = True)\n",
    "g.set(xlim=(0, 80), ylim = (-.05, 1.05));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/dmpm/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Regressão Linear com Distribuições Marginais\n",
    "sea.set(style = \"darkgrid\")\n",
    "tips = sea.load_dataset(\"tips\")\n",
    "color = sea.color_palette()[2]\n",
    "g = sea.jointplot(\"total_bill\", \"tip\", data = tips, kind = \"reg\", xlim = (0, 60), \n",
    "                  ylim = (0, 12), color = color, size = 7);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 799.125x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pair Plots\n",
    "sea.set(style = \"darkgrid\")\n",
    "df = sea.load_dataset(\"iris\")\n",
    "sea.pairplot(df, hue = \"species\", size = 2.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Conheça a Formação Cientista de Dados, um programa completo, 100% online e 100% em português, com 340 horas, mais de 1.200 aulas em vídeos e 26 projetos, que vão ajudá-lo a se tornar um dos profissionais mais cobiçados do mercado de análise de dados. Clique no link abaixo, faça sua inscrição, comece hoje mesmo e aumente sua empregabilidade:\n",
    "\n",
    "https://www.datascienceacademy.com.br/pages/formacao-cientista-de-dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Obrigado - Data Science Academy - <a href=\"http://facebook.com/dsacademybr\">facebook.com/dsacademybr</a>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
