{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Resumo - Matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introdução"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib é a biblioteca \"avô\" de visualização de dados com o Python. Foi criado por John Hunter. Ele criou-a para tentar replicar os recursos de visualização de dados do MatLab no Python. Então, se você estiver familiarizado com matlab, aprender matplotlib será natural para você.\n",
    "\n",
    "É uma excelente biblioteca de gráficos 2D e 3D para gerar figuras científicas.\n",
    "\n",
    "Algumas das vantagens do Matplotlib são:\n",
    "\n",
    "* Geralmente fácil de começar para plotagens simples\n",
    "* Suporte para rótulos e textos personalizados\n",
    "* Saída de alta qualidade em muitos formatos\n",
    "* Muito personalizável em geral\n",
    "\n",
    "Matplotlib permite que você crie figuras reprodutíveis de forma programática. Vamos aprender a usá-lo! Antes de continuar esta palestra, sugiro que você dê uma olhada  na página oficial do Matplotlib: http://matplotlib.org/\n",
    "\n",
    "## Instalação\n",
    "\n",
    "Você precisará primeiro instalar Matplotlib com:\n",
    "\n",
    "    conda install matplotlib\n",
    "ou\n",
    "    pip install matplotlib\n",
    "    \n",
    "## Importação"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importe o módulo `matplotlib.pyplot` com o nome` plt`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Você também precisará usar essa linha para ver gráficos no notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Essa linha é apenas para notebooks jupyter. Se você estiver usando outro editor use: ** plt.show () ** no final de todos os seus comandos de traçado para que a figura apareça em outra janela."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exemplo\n",
    "\n",
    "Vamos dar uma olhada em um exemplo muito simples usando dois arrays numpy. Você também pode usar listas, mas provavelmente você estará passando matrizes numpy ou colunas de pandas (que essencialmente também se comportam como arrays).\n",
    "\n",
    "** Os dados que queremos plotar: **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "x = np.linspace(0, 5, 11)\n",
    "y = x ** 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. ])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.  ,  0.25,  1.  ,  2.25,  4.  ,  6.25,  9.  , 12.25, 16.  ,\n",
       "       20.25, 25.  ])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comandos básicos do Matplotlib \n",
    "\n",
    "Podemos criar um gráfico de linha muito simples usando o seguinte:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, 'r') # 'r' é a cor vermelha (red)\n",
    "plt.xlabel('Eixo X')\n",
    "plt.ylabel('Eixo Y')\n",
    "plt.title('Título')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando Multiplots na mesma tela"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGdCAYAAACyzRGfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAABIVUlEQVR4nO3deViU5eLG8e8LyCICrogoLplblpa4ZKumaW4lWplZapst2Mlsr1N2Wg5ldVrN5ddJMyTNcsks09SwxQ3MNC1Tcw038gCCyjbv748JOh7RBGbmmRnuz3XNxcwwwt0kjzfP+7zPa9m2bSMiIiLiIQGmA4iIiEjVovIhIiIiHqXyISIiIh6l8iEiIiIepfIhIiIiHqXyISIiIh6l8iEiIiIepfIhIiIiHhVkOsD/cjgcZGRkEBERgWVZpuOIVEm2bXPkyBFiY2MJCPCN31E0doiYVZ5xw+vKR0ZGBnFxcaZjiAiwZ88eGjVqZDrGGdHYIeIdzmTc8LryERERATjDR0ZGGk4jUjXl5OQQFxdX+vPoCzR2iJhVnnHD68pHyXRpZGSkBhARw3zp8IXGDhHvcCbjhm8czBURERG/ofIhIiIiHqXyISIiIh6l8iEiIiIepfIhIiIiHqXyISIiIh6l8iEiIiIepfIhIiIiHqXyISIiIh5VrvKRlJREp06diIiIIDo6moEDB7Jly5YTXtOtWzcsyzrhdtddd7k0tIj4l6effvqkcaN169amY4kIkJaRxhXvXUFaRprLvma5ykdqaiqJiYmsWrWKJUuWUFhYSK9evcjLyzvhdXfccQf79u0rvY0fP95lgUXEP7Vt2/aEceObb74xHUlEgOk/TGf5zuW8/8P7Lvua5bq2y6JFi054PG3aNKKjo0lPT+eyyy4rfb569erExMS4JqGIVAlBQUEaN0S8xK6sXWQezcSyLGZtmgXAzE0zGXH+CGzbpm71ujSp2aTCX79SF5bLzs4GoHbt2ic8P2PGDJKTk4mJiWHAgAE8+eSTVK9evcyvkZ+fT35+funjnJycykQSER+1detWYmNjCQ0NpWvXriQlJdG4ceNTvl5jh4j7NH296UnPHco7RPyU+NLH9ji7wl+/wgtOHQ4HY8aM4eKLL+bcc88tff7GG28kOTmZ5cuX89hjj/H+++9z0003nfLrJCUlERUVVXqLi4uraCQROZ2XX4aHHoKffzad5CRdunRh2rRpLFq0iIkTJ7Jjxw4uvfRSjhw5cso/o7FDxH2SE5IJCjhxfsLGWTaCAoJITkiu1Ne3bNuuUHW5++67+fzzz/nmm29o1KjRKV+3bNkyevTowbZt22jevPlJny/rt5e4uDiys7N1WWwRV7FtOOss2LkTPv4YBg067ctzcnKIiooy9nOYlZVFkyZN+Ne//sVtt91W5ms0doi4z/Gi41z9wdUs+XXJSZ9LH5VOhwYdTnq+PONGhQ67jB49mk8//ZQVK1actniA8zca4JTlIyQkhJCQkIrEEJHymDMH5s6F3r1NJ/lLNWvWpGXLlmzbtu2Ur9HYIeIemUczuWbmNXy35zsALCxsbAIIwIHDJd+jXIddbNtm9OjRzJ07l2XLltGsWbO//DPr168HoEGDBhUKKCIuYFlwwQXwzDMQHm46zV/Kzc1l+/btGjdEPOyX33/hwncu5Ls93xERHEGt0Fp0jO3IpH6TiI+NJ6ZGDNHh0ZX+PuWa+UhMTCQlJYX58+cTERHB/v37AYiKiiIsLIzt27eTkpJC3759qVOnDhs2bOD+++/nsssuo127dpUOKyL+6cEHH2TAgAE0adKEjIwMxo0bR2BgIEOHDjUdTaTK+HrX1wycNZDDxw7TtGZTPrvxM86qdRbBgcFYlsWo+FEUFBcQElT5GcdyzXxMnDiR7OxsunXrRoMGDUpvs2Y5T8MJDg7myy+/pFevXrRu3ZoHHniAwYMHs2DBgkoHFZEK2rIFhg+HhQtNJzmlvXv3MnToUFq1asX1119PnTp1WLVqFfXq1TMdTaRKSNmYQs/3e3L42GE6N+zMqttW0aZeG0KCQrAsCwDLslxSPKCcMx9/tTY1Li6O1NTUSgUSERf7+GN4/304dAj69TOdpkwzZ840HUGkSrJtm+e/fp4nlz8JwKA2g3g/4X2qVyt7ewxXqdQ+HyLiA+bMcX4cPNhsDhHxKgXFBdz56Z1MWz8NgAe6PsD4K8cTYLn/sm8qHyL+bNcuSE+HgAC4+mrTaUTES2Qdz2Lwh4NZtmMZAVYAb/V5i7s73e2x76/yIeLPSmY9Lr0Uoiu/Ql1EfN/OrJ30ndGXnzJ/okZwDWZdO4u+Lfp6NIPKh4g/Kykff7GpmIhUDWt+W8OADwZwMO8gDSMa8umNn3J+zPkez6HyIeKv9u+Hb7913k9IMJtFRIyb+9Nchs0ZxrGiY7Sv355Pb/yURpGn3yjUXVQ+RPzV3r3Qti2EhYGueyJSZdm2zaurXuXBxQ9iY9Pn7D7MunYWESERxjKpfIj4q44dYeNGOM3F2UTEvxU5irjv8/t4O+1tAO7ueDdv9HnjpIvGeZrKh4i/izD3242ImJNbkMuQj4bw2dbPsLB46cqXGNt1bOmmYSapfIj4oz17oE4dqO7ejYJExDv9lvMb/T/oz/r96wkNCiU5IZnB53jPXj/u30lERDzv3nuhbl344APTSUTEw37Y/wNd3unC+v3riQ6P5qsRX3lV8QDNfIj4n9xc+OILOH4czjnHdBoR8aDPt37O9R9dT25BLm3qtmHhjQtpVuuvr0DvaZr5EPE3ixY5i0fz5qCrSYtUGZPTJjPggwHkFuTSvWl3vr31W68sHqDyIeJ//ntjMS9YWCYi7uWwHTy0+CHuWngXxXYxI9qPYNFNi6gVVst0tFPSYRcRf5KfD59+6ryvXU1F/N6xwmPcPPdmPv7pYwCe6fYMf7/s715xRsvpqHyI+JOlS537esTGQufOptOIiBsdzDvI1R9czerfVhMcGMy7V7/LsHbDTMc6IyofIv7kY+dvPyQkOK9kKyJ+6adDP9EvpR87snZQK7QW826Yx2VNLjMd64ypfIj4k8cfh9atoVs300lExE2W71jOoA8HkXU8i7NqncVnN35Gq7qtTMcqF5UPEX/SvDk89JDpFCLiJtN/mM7tn9xOoaOQi+IuYt6QedQLr2c6VrlpXlZERMTL2bbN0189zYh5Iyh0FHJ92+tZOnypTxYPUPkQ8Q8OB9xyC7z/vnOPDxHxG/lF+QyfN5x/pP4DgEcvfpQPBn9AaFCo4WQVp/Ih4g/WrIFp0yAxUXt7iPiRw8cO0yu5F8kbkgm0ApnSfwpJPZMIsHz7n2+t+RDxByUbi/XvDyEhZrOIiEtsP7ydfin92PL7FiKCI/jo+o/o1byX6VguofIh4uts+8RdTUXE563cs5KrZ15N5tFM4iLjWHjjQs6rf57pWC7j2/M2IgIbN8L27RAaClddZTqNiFRAWkYaV7x3BWkZaczeNJvu73Un82gmHRp0YNXtq/yqeIBmPkR8X8msR+/eUKOG2SwiUiHTf5jO8p3LGbNoDN/u+RaAAS0H8MHgDwgPDjeczvVUPkR8XcmupjrkIuJTdmXtIvNoJpZlMfPHmQClxeOGtjfw/BXP+2XxAJUPEd+WmwuRkRAc7FxsKiI+o+nrTU/5uZmbZjJz00zscbbnAnmQ1nyI+LIaNeDbb2H/fqhd23QaESmH5IRkggLKngMICggiOSHZw4k8R+VDxB/UqmU6gYiUU/+W/Tmn3jllfm717at95gq1FaHyIeKrcnLg8GHTKUSkAg4fO0zP93uy4cAGACycmwMGVJF/lqvGf6WIP5o2DerXhwcfNJ1ERMrhYN5Bur/XnbSMNGqG1qROWB06xnZkUr9JxMfGE1MjhujwaNMx3UoLTkV81Zw5UFQEDRuaTiIiZyjjSAY9p/fkp8yfqB9en6XDl3J27bMJDgzGsixGxY+ioLiAkCD/3qlY5UPEFx08CF9/7byfkGA2i4ickd3Zu+kxvQfbDm+jUWQjlg5fSss6LU94jWVZfl88QOVDxDd98onzSrbx8dC0qek0IvIXth/eTo/pPdiVvYumNZuybPgymtVqZjqWMSofIr5I13IR8Rk/Z/5Mj+k9yDiSQYvaLVg2YhmNIhuZjmWUyoeIr8nKgi+/dN5X+RDxahsPbKTn+z05mHeQtvXa8uXwL4mpEWM6lnEqHyK+ZuFCKCyENm2gdWvTaUTkFNbtW8eV71/J4WOHOT/mfJbcvIS61euajuUVVD5EfE2vXjBpEoSFmU4iIqewcs9K+szoQ3Z+Np0bdmbRsEXUCtNmgCVUPkR8Tb16cOedplOIyCmk7kyl/wf9yS3I5ZLGl7DwxoVEhkSajuVVtMmYiIiIiyzevpg+M/qQW5BLj2Y9WDRskYpHGTTzIeJLxo+H8HC4/nrnDIiIeI0FWxZw7exrKSguoG+Lvnx03UeEVdPh0bKofIj4ioIC+Oc/ITsbzj9f5UPEi3y0+SOGfjyUIkcRCa0TmHntTIIDg03H8lo67CLiK5YtcxaPmBjo2tV0GhH5Q/KGZIZ8NIQiRxFDzx3KrGtnqXj8BZUPEV9RsrFYQgIE6EdXxBu8s+4dhs8djsN2cMv5t/B+wvtUC6xmOpbX0wgm4guKi2HePOd9bSwm4hXeWvMWdyy4AxubuzvezTtXv0NgQKDpWD5B5UPEF3z7LRw6BLVqweWXm04jUuW99O1L3Pv5vQCMvXAsE/pOIMDSP6lnSu+UiC8oOeRyzTVQTVO6IqbYts0zqc/w8JcPA/DEpU/wcq+XsSzLcDLforNdRHzBkSMQFKRDLiIG2bbN40sf54VvXwDgue7P8cRlTxhO5Zs08yHiC/79b+dhl969TScRqZJs2+b+L+4vLR6v9HpFxaMSNPMh4itq1jSdQKRKctgO7ll4D5PTJwMwoe8E7ul0j+FUvk0zHyLezLYhI8N0CpEqq8hRxC3zb2Fy+mQsLP599b9VPFxA5UPEm23aBA0bwmWXgcNhOo1IlVJYXMiwOcOY/sN0Aq1AZgyawa0X3Go6ll/QYRcRb1ZylktUlDYWE/Gg/KJ8hnw0hPlb5lMtoBozr53JoDZa8O0qKh8i3qykfAwebDaHSBVyrPAYgz4cxKJtiwgJDOHj6z+mX8t+pmP5FZUPEW+1fTv88AMEBsKAAabTiFQJuQW5XP3B1SzfuZywoDA+GfoJPc/qaTqW31H5EPFWJbMe3bpBnTpGo4hUBdnHs+mb0pfv9nxHjeAafHbjZ1za5FLTsfySyoeIt9IhFxGPOXzsML2Te5OWkUbN0JosGraILo26mI7lt8q1gi0pKYlOnToRERFBdHQ0AwcOZMuWLSe85vjx4yQmJlKnTh1q1KjB4MGDOXDggEtDi/i9nTth1SqwLOeW6lXMCy+8gGVZjBkzxnQU8WNpGWlc8d4VLN6+mO7vdSctI406YXVYNnyZioeblat8pKamkpiYyKpVq1iyZAmFhYX06tWLvLy80tfcf//9LFiwgNmzZ5OamkpGRgaDtCW0SPnUrw8ffACPPQaxsabTeNTatWuZPHky7dq1Mx1F/Nz0H6azfOdybvjoBjYc2ED98Pp8NfIrLmhwgelofq9ch10WLVp0wuNp06YRHR1Neno6l112GdnZ2fz73/8mJSWFK664AoCpU6fSpk0bVq1axYUXXui65CL+LCwMbrjBeatCcnNzGTZsGP/3f//Hc889ZzqO+KFdWbvIPJqJZVmkbEwB4D/H/0O96vV4u9/bRARHGE5YNVRqzUd2djYAtWvXBiA9PZ3CwkJ69vxzZXDr1q1p3LgxK1euLLN85Ofnk5+fX/o4JyenMpFExIclJibSr18/evbs+ZflQ2OHVETT15uW+fyho4cY/KFzfZU9zvZgoqqpwrsWORwOxowZw8UXX8y5554LwP79+wkODqbm/1yDon79+uzfv7/Mr5OUlERUVFTpLS4urqKRRPzDq6/CP/8Jv/1mOolHzZw5k3Xr1pGUlHRGr9fYIRWRnJBMUEDZv3cHBQSRnJDs4URVU4XLR2JiIj/++CMzZ86sVIDHHnuM7Ozs0tuePXsq9fVEfFpxMYwfD088AenpptN4zJ49e7jvvvuYMWMGoaGhZ/RnNHZIRQw+ZzDn1z+/zM+tvn01w9oN82ygKqpCh11Gjx7Np59+yooVK2jUqFHp8zExMRQUFJCVlXXC7MeBAweIiYkp82uFhIQQEhJSkRgi/mfZMti/H2rXhquuMp3GY9LT0zl48CAdOnQofa64uJgVK1bw1ltvkZ+fT2Bg4Al/RmOHlFexo5hhc4aRti8NAAsLG5sAAnCgayd5UrlmPmzbZvTo0cydO5dly5bRrFmzEz4fHx9PtWrVWLp0aelzW7ZsYffu3XTt2tU1iUX8WfIfU75DhkBwsNksHtSjRw82btzI+vXrS28dO3Zk2LBhrF+//qTiIVJetm1zz8J7mPPTHKoFVKNWaC06xnZkUr9JxMfGE1MjhujwaNMxq4xyzXwkJiaSkpLC/PnziYiIKF3HERUVRVhYGFFRUdx2222MHTuW2rVrExkZyb333kvXrl11povIX8nL+3NjsZtuMpvFwyIiIkrXjpUIDw+nTp06Jz0vUhFPLn+SKeumYGGRMjiFAS0HEBwYjGVZjIofRUFxASFBmknzlHKVj4kTJwLQrVu3E56fOnUqI0eOBODVV18lICCAwYMHk5+fT+/evXn77bddElbEr33yCeTmQrNmoJlCEZd5fdXrPP/18wBM7DeRa8+59oTPW5al4uFh5Softv3Xpx+FhoYyYcIEJkyYUOFQIlVSySGXm25y7mxaxX311VemI4gfmLFhBmO+GAPAs92f5c6Od5oNJEAlznYREReybYiOhvBwGKbV9iKusGjbIkbOHwnAvZ3v5YlLnzAbSEqpfIh4A8uCqVPh0CFo1cp0GhGft3LPSgZ/OJgiRxFDzx3Ka1e9hqUZRa+h8iHiTcLCTCcQ8XmbDm6iX0o/jhYepXfz3kwbOI0AS//ceRP93xAxbd8+2LDBdAoRv7A7eze9k3vzn+P/oUvDLnx8/ccEB1ad09Z9hcqHiGmTJ0P79nD33aaTiPi0zKOZ9Hq/F78d+Y02dduw8MaFhAeHm44lZVD5EDHJtv88y+WSS8xmEfFhuQW59J3Rly2/byEuMo4vbvqCOtXrmI4lp6DyIWLSmjWwfbvzLJeBA02nEfFJ+UX5DJo1iLUZa6kTVofFNy8mLkoXGvRmKh8iJpXMegwc6CwgIlIuxY5iRswbwZJflxBeLZzPhn1G67qtTceSv6DyIWJKYSGUXBW6im2nLuIKtm1z36L7mLVpFtUCqjFnyBw6N+xsOpacAZUPEVMWL4bMTOfmYj17mk4j4nOeXfEsE9ZOwMLi/YT36dW8l+lIcoZUPkRMmTvX+XHoUAgq15UORKq8iWsnMu6rcQC80ecNhpw7xHAiKQ+NeCKmTJwICQlw9tmmk4j4lA83fUjiZ4kAPHXZU4zuPNpwIikvlQ8RU6pVg379TKcQ8Slf/volN825CRubu+Lv4uluT5uOJBWgwy4iJpzBFaJF5ERrf1vLwJkDKXQUct051/FW37d0vRYfpfIh4mkZGdC8OTzxBDgcptOI+IQtmVvom9KXvMI8ejTrwfsJ7xMYEGg6llSQyoeIp82cCTt2QGoqBOhHUOSv7M3ZS6/kXmQezaRjbEfmDplLSFCI6VhSCRr5RDytZGMx7e0h8pcOHztM7+Te7M7eTcs6Lfnsxs+ICIkwHUsqSeVDxJM2bYLvv3eeWnvddabTiHi1vII8+qf0Z/OhzcRGxLL4psXUC69nOpa4gMqHiCfNmOH82Lcv1NFFr0ROpbC4kOtmX8fKvSupFVqLxTctpknNJqZjiYuofIh4isPxZ/nQIReRU3LYDm6Zfwufb/ucsKAwPr3xU9pGtzUdS1xI5UPEU775BnbvhshI6N/fdBoRr2TbNmO/GMuMjTMICgji4+s/5qK4i0zHEhfTJmMinlK/Ptx9N1SvDmFhptOIeKUXvnmB11e/DsDUa6bSp0Ufw4nEHVQ+RDylVSt4+23TKUS8TlpGGg8veZiL4i7i+a+fB+DV3q9yUzsdnvRXKh8iImLU9B+ms3zncpbvXA7AY5c8xpgLx5gNJW6l8iHiCZMnw7nnwkUXgbaDFmFX1i4yj2ZiWRbvb3i/9PmBrQYyqPUgdmXt0tktfkzlQ8Td/vMf+NvfoKAANmyA884znUjEuKavNy3z+Xlb5jFvyzwA7HG6BpK/0tkuIu720UfO4nHeeSoeIn9ITkgmKKDs33+DAoJITkj2cCLxJJUPEXfT3h4iJ7nh3BvoGNuxzM+tvn01w9oN83Ai8SSVDxF32r3beQE5y4KhQ02nEfEaTy5/klV7VwFg4VwHFaB/kqoM/Z8WcaeUFOfHbt0gLs5oFBFv8fHmj0n6JgmAqJAoOsZ2ZFK/ScTHxhNTI4bo8GjDCcXdtOBUxF1sG97/YxX/ME0hiwBsPrSZkfNHAjD2wrH8s8c/CQ4MxrIsRsWPoqC4gJCgELMhxe1UPkTc5dAhOHIEQkJg8GDTaUSMyz6ezcCZA8ktyKV70+68eOWLJyw6tSxLxaOKUPkQcZfoaNi5E37+GWrWNJ1GxCiH7eDmuTez9fBW4iLjmHXtrFOe7SL+T2s+RNwpIADOOcd0ChHjnlvxHAt+WUBIYAhzhsyhXng905HEIJUPEXf4/XcoLDSdQsQrLPxlIU9/9TQAE/tNPOUptlJ1qHyIuMODD0JsLMyaZTqJiFFbf9/KsDnDsLG5u+Pd3HLBLaYjiRfQATcRVzt6FD7+2LnYtGFD02lEjMktyCVhVgLZ+dlcFHcRr131mulI4iU08yHiagsWOItH06bOC8mJVEG2bXPbJ7ex6dAmYmrEMPu62QQHBpuOJV5C5UPE1ZL/uCbFsGHOBaciVdDL373Mh5s+JCggiI+u+4jYiFjTkcSLaGQUcaXMTFi0yHlfG4tJFfXlr1/y6NJHAXj9qte5uPHFhhOJt1H5EHGlDz+EoiKIj4c2bUynEfG4nVk7ueGjG3DYDkaeP5K7O95tOpJ4IZUPEVcqOeSiK9hKFXSs8BiDZg3i92O/E98gnon9JmJZlulY4oV0touIK02aBDNmwJAhppOIeJRt29y18C6+3/89davXZc6QOYQGhZqOJV5K5UPEldq1c95EqpgJaycw/YfpBFgBzLp2Fo2jGpuOJF5Mh11ERKRSvt71Nfd/cT8A43uO54pmVxhOJN5O5UPEFdLTnes8li41nUTEo37L+Y3rZl9HkaOIG869gbFdx5qOJD5Ah11EXOGdd5xrPRwO6NHDdBoRj8gvyufa2ddyIO8A50WfxzsD3tECUzkjmvkQqawjR/48y+WOO8xmEfGg+xbdx6q9q6gZWpO5Q+YSHhxuOpL4CJUPkcpKSYHcXGjVCrp1M51GxCP+ve7fTE6fjIVFyqAUmtdubjqS+BCVD5HKsG2YONF5/667QFPOUgWs+W0N93x2DwDPdH+GPi36GE4kvkblQ6Qy1qyBH36A0FAYPtx0GhG3O5h3kMEfDqaguIBrWl3D45c+bjqS+CCVD5HKmDTJ+XHIEKhd22wWETcrLC7k+tnXszdnL63qtGJ6gnNfD5Hy0t8akcro1AlatHAechHxcw8veZjUXanUCK7B3CFziQyJNB1JfJTKh0hl3HMP/PwzdOliOomIW6VsTOG11a8BMH3gdNrU04UTpeK0z4dIZQWow4t/W79/Pbd/cjsAj1/yOAltEgwnEl+nUVOkItLSYPp0OHbMdBIRtzp87DCDZg3iWNExejfvzTPdnzEdSfxAucvHihUrGDBgALGxsViWxbx58074/MiRI7Es64TbVVdd5aq8It7h5ZdhxAh45BHTSfzCxIkTadeuHZGRkURGRtK1a1c+//xz07GqtLSMNLpP607fGX3ZkbWDs2qdRcrgFAIDAk1HEz9Q7sMueXl5tG/fnltvvZVBgwaV+ZqrrrqKqVOnlj4OCQmpeEIRb3PgAMyZ47x/yy1ms/iJRo0a8cILL9CiRQts2+a9997jmmuu4fvvv6dt27am41VJ03+Yzle7vgIgLCiMOdfPoXaYzugS1yh3+ejTpw99+px+Q5mQkBBiYmIqHErEq02dCoWFzkWmF1xgOo1fGDBgwAmPn3/+eSZOnMiqVatUPjxoV9YuMo9mYlkW03+YXvr83y/9O0WOInZl7aJJzSYGE4q/cMuC06+++oro6Ghq1arFFVdcwXPPPUedOnXKfG1+fj75+fmlj3NyctwRScQ1HA6YPNl5X6fXukVxcTGzZ88mLy+Prl27nvJ1Gjtcr+nrTct8/onlT/DE8icAsMfZHkwk/srlC06vuuoqpk+fztKlS3nxxRdJTU2lT58+FBcXl/n6pKQkoqKiSm9xcXGujiTiOl98ATt3Qs2azo3FxGU2btxIjRo1CAkJ4a677mLu3Lmcc845p3y9xg7XS05IJiig7N9JgwKCSE5I9nAi8VeWbdsVrrGWZTF37lwGDhx4ytf8+uuvNG/enC+//JIeZVxqvKzfXuLi4sjOziYyUhvYiJe55hr45BMYMwZefdV0GrfJyckhKirKoz+HBQUF7N69m+zsbD766CPeeecdUlNTT1lANHa4xyNLHmH8d+NPej59VDodGnQwkEh8RXnGDbfv83HWWWdRt25dtm3bVmb5CAkJ0YJU8Q1FRXD8uPP+nXeazeKHgoODOfvsswGIj49n7dq1vP7660wuOcz1PzR2uN62w9t4Y80bAFhY2NgEEIADh+Fk4m/cvs/H3r17+f3332nQoIG7v5WIewUFOQ+77N4NrVubTuP3HA7HCTMb4l4O28Gt82/leNFxqgVUIz42nkn9JhEfG09MjRiiw6NNRxQ/Uu6Zj9zcXLZt21b6eMeOHaxfv57atWtTu3Zt/vGPfzB48GBiYmLYvn07Dz/8MGeffTa9e/d2aXARY7S2wOUee+wx+vTpQ+PGjTly5AgpKSl89dVXfPHFF6ajVRlvrn6Tr3d/TXi1cNLuSKNV3VZYlsWo+FEUFBcQEqRZJnGdcpePtLQ0unfvXvp47NixAIwYMYKJEyeyYcMG3nvvPbKysoiNjaVXr148++yzmh4V3/bzz85FpjqF3C0OHjzI8OHD2bdvH1FRUbRr144vvviCK6+80nS0KuGX33/hsaWPAfByr5dpXe/PmT3LslQ8xOUqteDUHUwsdBP5S717w7JlMG0aDBtmOo3b+eLPoS9m9gbFjmIum3YZ3+35jp5n9WTxTYuxLMt0LPFBXrXgVMTnbd8OixeDZcFp9p0Q8UWvrXqN7/Z8R0RwBO8MeEfFQzxCF5YT+StTpjg/9u4NZ51lNouIC/2c+TN/X/53AF7p9Yp2LxWPUfkQOZ38fHj3Xed97WgqfqTYUczIeSM5XnScXs17cXuH201HkipE5UPkdD7+GDIzoVEj6NfPdBoRl3ll5Sus/m01kSGROtwiHqfyIXI6kyY5P95xh3OfDxE/sPnQZp5c/iQAr/V+jbgonT4unqXyIXIq+/fD2rUQGAi33WY6jYhLFDmKGDlvJAXFBfRt0ZeR5480HUmqIP0qJ3IqMTHw22/w9dfQsKHpNCIu8dK3L7E2Yy1RIVFM6T9Fh1vECM18iJxO7drOi8mJ+IEfD/7IuK/GAfBGnzdoGKlSLWaofIiU5cgR0wlEXKqwuJCR80ZS6ChkQMsB3NzuZtORpApT+RApS48ezg3FNm40nUTEJV789kXS96VTK7QWk/tP1uEWMUprPkT+V3q6c6FptWq6lov4hR/2/8Azqc8A8GafN2kQoauMi1ma+RD5X5MnOz9eey3Uq2c2i0glFRYXMnK+83DLwNYDufG8G01HElH5EDlBdjakpDjva0dT8QP//PqfrN+/njphdZjUb5IOt4hXUPkQ+W8zZkBeHpxzDlx6qek0IpXy/b7vee7r5wCY0HcC9WvUN5xIxEnlQ6SEbf+5o+lddzmvYiviowqKCxgxbwRFjiKuPedarm97velIIqVUPkRKrFzpPLslLAxu1mmI4tueTX2WjQc3Urd6XSb0naDDLeJVdLaLSIlOnZwXktu9G2rWNJ1GpMLSM9JJ+iYJgLf7vk10eLThRCInUvkQKVGtGgwaZDqFSKXkF+UzYt4Iiu1ihrQdwnVtrzMdSeQkOuwiIuJH/pH6DzYd2kR0eDRv9X3LdByRMql8iDgc0LMnPPcc5OSYTiNSYWt+W8OL374IwKR+k6hbva7hRCJlU/kQWb4cli6F8eMhQD8S4puOFx1n5LyROGwHN553IwltEkxHEjkljbQiJafXDh8ONWqYzSJSQeOWj+OnzJ+IqRHDG1e9YTqOyGmpfEjVtm8fzJvnvH/nnUajiJRXWkYaV7x3Be9+/y4vr3wZgMn9J1Oneh3DyUROT2e7SNX27rtQVAQXXwznnWc6jUi5TP9hOst3Luf7/d/jsB0Mbz+cq1tdbTqWyF9S+ZCqq7gYpkxx3td1XMRH7MraRebRTCzLYtamWQBkHc+ibvW6jGw/kl1Zu2hSs4nhlCKnp/IhVdeiRc4NxWrXdl7BVsQHNH29aZnPZx7N5IrpVwBgj7M9mEik/LTmQ6quZs3gllvgnnsgNNR0GpEzkpyQTFBA2b83BgUEkZyQ7OFEIuWnmQ+pus45x7nmQ8SHDGs3jDb12hA/Jf6kz62+fTUdGnQwkEqkfDTzISLiY44XHT/hcYCGcvEx+hsrVU9+Ptx/P3z/vekkIhWyYMsCAIIDg3mzz5vEx8YTUyNGF5ATn6HDLlL1TJ8Or73mvILtr79CkH4MxHccyjvE22lvA/DOgHe4uf3NJHZKpKC4gJCgEMPpRM6MZj6kaikudm6jDvDAAyoe4nOeW/EcOfk5XBBzAcPaDQPAsiwVD/EpKh9StXz8MWzb5jy99vbbTacRKZdth7eVznq8dOVLBFgawsU36W+uVB22DS+84Lz/t79BeLjZPCLl9PjSxylyFNHn7D70OKuH6TgiFabyIVXHkiXORabVq8Po0abTiJTLqr2rmL15NgFWAC/2fNF0HJFKUfmQqqNk1mPUKKijC2+J77Btm4eWPATAyPYjOa++rkMkvk3lQ6oGhwN69YJGjWDsWNNpRMpl/pb5fLP7G8KCwnim+zOm44hUmsqHVA0BAfDoo7BzJ8TFmU4jcsYKiwt55MtHABjbdSwNIxsaTiRSeSofUrUEBppOIFIu76x7h19+/4V61evx8MUPm44j4hIqH+L/kpJgzhznoRcRH3Ik/whPpz4NwLjLxxEZEmk2kIiLaIcl8W979sBTT0FREaSlQfzJF+MS8VYvffcSB/MO0qJ2C0bFjzIdR8RlNPMh/u1f/3IWj+7dVTzEp2QcyeCVla8A8ELPF6gWWM1wIhHXUfkQ//X77zBlivP+o4+azSJSTuOWj+No4VEuiruIhNYJpuOIuJTKh/ivt96Co0fhggvgyitNpxE5Y5sObuLd9e8Czm3ULcsynEjEtVQ+xD/l5sIbbzjvP/ooaPAWH/LIl4/gsB0MbjOYi+IuMh1HxOVUPsQ/vfMOHD4MZ58NgwebTiNyxpbvWM7CrQsJCggiqUeS6TgibqGzXcQ/tW4NnTrBHXdobw/xGQ7bwYNLHgTgrvi7aFGnheFEIu6h8iH+6aqroHdv7e0hPmXmjzNZt28dEcERPHX5U6bjiLiNDruI/7IszXqIzzhedJzHlz4OwKOXPEq98HqGE4m4j8qH+JcvvnBevTY723QSkXKZsGYCu7J30TCiIWMuHGM6johb6bCL+A/bdu5mumYN5OXBs8+aTiRyRg4fO8xzXz8HwLPdn6V6teqGE4m4l2Y+xH+kpjqLR2gojB5tOo3IGfvn1/8k63gW50Wfx/D2w03HEXE7lQ/xHy+84Px4661Qv77ZLCJnaMd/dvDmmjcBGH/leAIDtE5J/J/Kh/iHdeuc6z0CA+HBB02nETljf1/+dwqKC+h5Vk96N+9tOo6IR6h8iH948UXnxyFDoFkzs1lEzlBaRhopG1OwsBjfc7y2UZcqQ+VDfN/WrfDRR877uoCc+AjbtnloyUMA3NTuJi5ocIHhRCKeU+7ysWLFCgYMGEBsbCyWZTFv3rwTPm/bNk899RQNGjQgLCyMnj17snXrVlflFTlZUBAMHQrXXAPnnWc6jVRAUlISnTp1IiIigujoaAYOHMiWLVtMx3KbtIw0zp90Pl/t/IqQwBCe7a4zs6RqKXf5yMvLo3379kyYMKHMz48fP5433niDSZMmsXr1asLDw+nduzfHjx+vdFiRMjVrBsnJ8PHHppNIBaWmppKYmMiqVatYsmQJhYWF9OrVi7y8PNPR3GLa+mlsOLgBgPu63EeTmk0MJxLxLMu2bbvCf9iymDt3LgMHDgScsx6xsbE88MADPPjHor/s7Gzq16/PtGnTuOGGG/7ya+bk5BAVFUV2djaRkZEVjSYilWD65/DQoUNER0eTmprKZZdddkZ/xnTmv7IraxeZRzOxLItu07pxpOAIFhbLRyynRnAN6lavqxIiPq08P4Mu3WRsx44d7N+/n549e5Y+FxUVRZcuXVi5cmWZ5SM/P5/8/PzSxzk5Oa6MJP4sKwseeQTuv995ITnxG9l/7FBbu3btU77G18aOpq83Pek5G5tu73X78/G4Cv8uKOJTXLrgdP/+/QDU/589FurXr1/6uf+VlJREVFRU6S0uLs6VkcSfTZwIU6bA9dc7dzcVv+BwOBgzZgwXX3wx55577ilf52tjR3JCMkEBZf++FxQQRHJCsocTiZhj/GyXxx57jOzs7NLbnj17TEcSX3DsGLz2mvP+ww87LyInfiExMZEff/yRmTNnnvZ1vjZ2DGs3jFW3rSrzc6tvX82wdsM8nEjEHJcedomJiQHgwIEDNGjQoPT5AwcOcP7555f5Z0JCQggJCXFlDKkKpk2DgwehSRPn3h7iF0aPHs2nn37KihUraNSo0Wlf64tjx/r96094HEAADhxmwogY5NKZj2bNmhETE8PSpUtLn8vJyWH16tV07drVld9KqrKiInjpJef9Bx+EatXM5pFKs22b0aNHM3fuXJYtW0YzP90obu7PcwGoG1aXSf0mER8bT0yNGKLDow0nE/Gscs985Obmsm3bttLHO3bsYP369dSuXZvGjRszZswYnnvuOVq0aEGzZs148skniY2NLT0jRqTSZs+GHTugbl3ndVzE5yUmJpKSksL8+fOJiIgoXSMWFRVFWFiY4XSusTdnL4u2LQLgy+Ff0j6mPaPiR1FQXEBIkG/N4IhUVrnLR1paGt27dy99PHbsWABGjBjBtGnTePjhh8nLy2PUqFFkZWVxySWXsGjRIkJDQ12XWqou2/7zAnL33QfVdelxfzBx4kQAunXrdsLzU6dOZeTIkZ4P5AaT0iZRbBdzeZPLaR/THnBuV6DiIVVRuctHt27dON3WIJZl8cwzz/DMM89UKphImQoL4dpr4cgRSEw0nUZcpBLbDfmE40XHmZw+GYB7O99rOI2IecbPdhEpl+BgePJJ2LYNatUynUbkjMz6cRaZRzOJi4zjmtbXmI4jYpzKh/imAP3VFd9g2zZvrnkTgHs63XPKvT5EqhKN4OI7nngCPv1UG4qJT1m5dyXp+9IJCQzh9g63m44j4hVUwcU3bNwI//ynczOxrVuheXPTiUTOSMmsx43n3Ujd6nUNpxHxDpr5EN8wfrzz4+DBKh7iMzKOZPDR5o8ALTQV+W8qH+L9du6EDz5w3n/kEaNRRMpjUtokihxFXNL4Ei5ocIHpOCJeQ+VDvN+zz0JxMfToAR07mk4jckbyi/J1eq3IKah8iHfbsAGmTnXef+45s1lEymH25tkczDtIw4iGJLROMB1HxKuofIh3e+gh59kt118PF15oOo3IGStZaHp3x7upFqjrD4n8N53tIt7LtuHee+HAAUhKMp1G5Iyt3ruaNb+tITgwmDvi7zAdR8TrqHyI97Is6N8f+vVz3hfxESWzHkPPHaor1oqUQYddxDs5HH/eV/EQH7I/dz8fbvoQ0EJTkVNR+RDvk5sL7drBK69AQYHpNCLlMjltMoWOQro26kp8bLzpOCJeSeVDvM8rr8CmTfD229pKXXxKQXEBk9InAfC3Ln8znEbEe6l8iHfZt+/P3UxfeAFCQszmESmHjzd/zP7c/TSo0YDBbQabjiPitVQ+xLs89RQcPeo8rfbaa02nESmXN9a8AcBdHe/S6bUip6HyId5j40Z4913n/Vde0UJT8SlpGWms2ruKagHVuDP+TtNxRLyayod4j4cfdp7lcu21cNFFptOIlEvJ6bVDzh1C/Rr1DacR8W4qH+Idfv4ZFi+GatW0oZj4nIN5B5n540xAp9eKnAltMibeoXVr53VcVq2Cs882nUakXKakT6GguIDODTvTuWFn03FEvJ7Kh3iPtm2dNxEfUlhcyMS0iQD8rbNOrxU5EzrsImYdPQqbN5tOIVJhc3+eS8aRDOqH1+e6tteZjiPiE1Q+xKx//QvOOw+eecZ0EpEKeWO18/TaO+PvJDgw2HAaEd+g8iHm7N/v3EjM4YBWrUynESm3GRtm8O2ebwm0Armr412m44j4DJUPMefppyEvDzp3huuvN51GpNye//p5AJrXbk6DiAaG04j4Di04FTM2b4b/+z/n/Zdf1oZi4jN2Ze0i82gmWcez+CnzJwAO5R1i3b512LZN3ep1aVKzieGUIt5N5UPMKNlQLCEBLr3UdBqRM9b09aYnPZd1PIv4KX9ewdYepwsiipyODruI5y1dCgsXQlCQc82HiA9JTkgmKODE39tsnGUjKCCI5IRkE7FEfIpmPsTzDh6EmjXh5puhZUvTaUTKZVi7YTSIaECP6T1O+tzq21fToUEHA6lEfIvKh3je0KHQqxcEaOJNfNM3u7854XEAAThwGEoj4ns0+osZdepArVqmU4hUyKq9qwBoUKMBk/pNIj42npgaMUSHRxtOJuIbNPMhnjN1KkRHQ9++OrtFfNbxouOs2LUCgPk3zKdTw06Mih9FQXEBIUEhhtOJ+AbNfIhnHDgAf/sb9O/vvHqtiI/6audX5BXmERsRS3ys8wwXy7JUPETKQeVDPOMf/4DcXOjYEa680nQakQr7ZMsnAAxoOYAAS0OoSEXoJ0fc76efYMoU5/2XX9ZCU/FZtm2Xlo+rW11tOI2I79K/AuJ+jzwCxcVwzTVw+eWm04hU2Pf7v+e3I78RXi2cK5pdYTqOiM9S+RD3Wr4cFiyAwEB48UXTaUQqpWTWo/fZvQkNCjWcRsR3qXyI+zgc8OCDzvt33aUr14rPKz3k0lKHXEQqQ+VD3MeynFeu7dwZxo0znUakUvZk7+H7/d8TYAXQt0Vf03FEfJrKh7iPZcGAAbB6NdSrZzqNSKUs+GUBABfFXUS9cP19FqkMlQ9xj+Ji0wlEXEqHXERcR+VDXO/QITj7bHj1VSgqMp1GpNJy8nNYtmMZoFNsRVxB5UNc75lnYOdOSE7Wnh7iFxZvX0yho5CWdVrSqq4WTotUlv5lENdavRreftt5XxuKiZ/QIRcR19K/DOI6R4/C8OHOU2yHDYPu3U0nEqm0IkcRC7cuBHTIRcRVVD7EdZ54An75BWJj4c03TacRcYlvd3/L4WOHqRNWh65xXU3HEfELKh/iGqmp8PrrzvvvvAO1apnNI+IiJYdc+rXsR1BAkOE0Iv5BP0niGhs3Otd3jBwJffqYTiPiErZtM3/LfEDrPURcSeVDXGP0aOjaFVq0MJ1ExGV+zvyZ7f/ZTnBgML3P7m06jojfUPkQ14mPN51AxKVKDrn0aNaDGsE1DKcR8R9a8yEVl50NV1/tPOQi4oc++eWPU2x1louIS2nmQypuzBhYsAB+/RU2bNCeHuJXDuYdZOWelQD0b9nfcBoR/6J/LaRiPvkEpk1zFo4pU1Q8xO8s/GUhNjbxDeJpFNnIdBwRv6J/MaT8fv8dRo1y3n/gAbjoIrN5RNxAh1xE3EflQ8ovMREOHIBzznFex0XEzxwrPMbi7YsBlQ8Rd1D5kPKZNct5CwyE6dMhNNR0IhGXW7ZjGUcLjxIXGUf7+u1NxxHxOy4vH08//TSWZZ1wa926tau/jZiSkuL8+MQTOrVWXGrFihUMGDCA2NhYLMti3rx5RnKkZaQxaoHzsOLVra7GsiwjOUT8mVvOdmnbti1ffvnln98kSCfV+I05c5wLTW++2XQS8TN5eXm0b9+eW2+9lUGDBhnL8d4P75GRmwHokIuIu7ilFQQFBRETE+OOLy2mBQbCbbeZTiF+qE+fPvQxtDX/rqxdZB7NxLIsZmyYAYCFRWRwJOkZ6dStXpcmNZsYySbij9xSPrZu3UpsbCyhoaF07dqVpKQkGjduXOZr8/Pzyc/PL32ck5PjjkhSGXv3woQJ8NRTEBZmOo0I4Nqxo+nrTU96zsam67t/XsXWHmdX+OuLyIlcvuajS5cuTJs2jUWLFjFx4kR27NjBpZdeypEjR8p8fVJSElFRUaW3uLg4V0eSyrBt50zHCy/8eXqtiBdw5diRnJB8yivWBgUEkZyQXOGvLSIns2zbdmudz8rKokmTJvzrX//itjKm68v67SUuLo7s7GwiIyPdGU3OxJQpcOedzrNa1q+HVq1MJxIPyMnJISoqytjPoWVZzJ07l4EDB57yNa4eO9btW0f8lJMXUaePSqdDgw7l/noiVU15xg23rwStWbMmLVu2ZNu2bWV+PiQkhJCQEHfHkIrYsQPGjnXeT0pS8RCv4u6xI4AAHDjc9vVFqjK37/ORm5vL9u3badCggbu/lbiSwwG33AJ5eXDZZfC3v5lOJOJW0eHR1AytCUCjyEbEx8YTUyOG6PBos8FE/JDLy8eDDz5IamoqO3fu5LvvviMhIYHAwECGDh3q6m8l7vTmm5CaCuHhMHWqrt0ibpebm8v69etZv349ADt27GD9+vXs3r3bI9+/UWQjEjslAtCjWQ9W376anfft1HVdRNzA5Ydd9u7dy9ChQ/n999+pV68el1xyCatWraJevXqu/lbiLseOOReYArz8Mpx1ltk8UiWkpaXRvXv30sdj/zjkN2LECKZNm+aRDJsPbQagff32WJZFSJAOCYu4g8vLx8yZM139JcXTwsJgzZo/F5uKeEC3bt1w8/r3v/TDgR8AaB+jLdVF3Elbj0rZ4uLg2WdNpxDxmJz8HH79z68Aup6LiJvpQL786ccf4fPPTacQMWLjgY0ANIxoSJ3qdQynEfFvKh/iVFAAw4dD374waZLpNCIeV3LIpV39doaTiPg/lQ9xev55+P57qF0bTrOxk4i/+mH/H+s9dMhFxO1UPgTS053lA+Dtt0EXBZQqaMPBDYAWm4p4gspHVXf8uPNwS3ExXH89DBliOpGIxzlsR+maD818iLifykdVZttwzz2weTNERzuvXCtSBW0/vJ28wjxCg0JpUaeF6Tgifk/loyr77rs/dy997z2oW9d0IhEjShabnht97imvbisirqOfsqrs4othxgzIzYWrrjKdRsSYksWm7aJ1pouIJ6h8VHU33mg6gYhx2tlUxLN02KWq2bQJrrgCMjJMJxHxGhsO/HGmixabiniEykdVsm+fcxOx5cvhgQdMpxHxClnHs9iVvQvQBmMinqLyUVXk5kL//rB7N7RsCW+9ZTqRiFcomfVoHNWYWmG1DKcRqRpUPqqCoiK44QZYtw7q1XNev6WOrl0hAtrZVMQElQ9/Z9vwt7/BwoUQFgYLFsBZZ5lOJeI1dE0XEc9T+fB3EybAxIlgWZCSAl26mE4k4lVKz3TRzIeIx6h8+LsBA6BtW3j1VV0wTuR/FDmK+PHgj4BOsxXxJO3z4e+aNIG1a52HXETkBNsOb+N40XGqV6tO81rNTccRqTI08+GPtmyB+fP/fKziIVKmksWm50WfR2BAoOE0IlWHyoe/OXjQuZdHQgLMmmU6jYhX03oPETNUPvzJ0aNw9dXw66/QrBl07246kYhX05kuImaofPiL4mK46SZYvRpq14bPPoPoaNOpRLxa6R4fWmwq4lEqH/7iwQdh7lwIDoZ586BVK9OJRLza70d/57cjvwGa+RDxNJUPf/DGG/Daa87706fDpZcajSPiC2Zvmg1AbI1YIkMiDacRqVpUPvzBzp3Ojy+8AEOGGI0i4itSfkwBILRaqOEkIlWP9vnwB//6F/TrB1dcYTqJiFfblbWLzKOZWJbF2oy1ABzIPcC6feuwbZu61evSpGYTwylF/J/Kh6/KyIC6dZ1rPAB69DCbR8QHNH296UnP5RXmET8lvvSxPc72YCKRqkmHXXzR7787T6Pt0weyskynEfEZyQnJBAWU/TtXUEAQyQnJHk4kUjVp5sPXHD/uvEbLL7/AsWPOW82aplOJ+IRh7YbRpl6bE2Y6Sqy+fTUdGnQwkEqk6tHMhy85fhyGDYNvvoGoKPj8c2jQwHQqEZ9mYZmOIFLlqHz4iowMuPxymDMHqlVzfmzb1nQqEZ8THR5NdPU/N+CLbxBPTI0YosO1KZ+Ip+iwiy9Ytw7694d9+5y7l86erTNbRCqoUWQjlo9cTtu321IjuAZr7lhDQXEBIUEhpqOJVBkqH76gZk3Iz4dzzoFPPoHmuvS3SGUcKzwGQFRIFJZlqXiIeJjKh7eybbD+OBZ91lmwZAmcfTZEaidGkcrKzs8GoGZoTbNBRKoorfnwRtnZcM01zovDlejQQcVDxEWyjmcBEBUaZTaISBWlmQ9vs3UrXH01/PwzrF0Lv/4KYWGmU4n4lezjmvkQMUkzH95k8WLo3NlZPBo2hE8/VfEQcYOSmQ+VDxEzVD68gW07r0pbsmPphRdCWhrEn7wRkohUXulhlxAddhExQeXDtOJiuO02uP9+cDhg5Ej46iuIiTGdTMRvacGpiFkqH6YFBDg3DQsIgFdfhXffhRCd9ifiTpr5EDFLC05NKTmV1rLgzTdhxAi46CLTqUSqBM18iJilmQ8TZs6EhAQoKnI+Dg5W8RDxIC04FTFL5cOTHA544gkYOhTmz3ceYhERj9M+HyJm6bCLp+TkwE03wYIFzscPP+xcaCoiHqd9PkTMUvnwhO3bnRuHbd7sXEz6zjvOIiIiRuiwi4hZKh/ulprqXN/xn/9AgwYwb55zIzERMcK27dIFpzrbRcQMrflwt5Ir0nbq5Nw4TMVDxKjcglwctgPQzIeIKSofrvbrr879Okq0bw9LlzpnQGJjzeUSEeDPQy7VAqoRGhRqNoxIFaXy4Sq//OLcnbRlSxg7Ftas+fNzF16oa7SIeIn/3uPDsizDaUSqJq35qKyffoLnn4cPPnCeSgtw1VUqGyJeSotNRcxT+aioQ4fg3nvhww+du5UC9O8PTz6pdR0iXkx7fIiYp/JRUZGR8N13zuIxcKCzdHToYDqViPwF7fEhYp7Kx5lKT4f/+z946y0ICnLu1/F//+e8+mz79qbTicgZ0kXlRMxT+fgrq1bBs8/CZ585H190EQwf7rzfu7e5XCJSIbqonIh5Kh+n8s03ztKxeLHzcUAADBvmPHNFRHyWFpyKmKfy8b9yc51boS9f7nwcGOic6Xj8cTj7bLPZRKTSdNhFxDy37fMxYcIEmjZtSmhoKF26dGHNf+974Q2OHYP16yElBZ5++s8zVmrUcJ4yW60a3HEHbN3qvPqsioeI23li3NiRtQOAnPwcl39tETkzbpn5mDVrFmPHjmXSpEl06dKF1157jd69e7Nlyxaio6Pd8S3/2rJlzkMomzc7b7/++mfhAGfRaNjQeX/CBGcJadLETFaRKshT48Yvv/8CwIYDG1z2NUWkfCzb/u9/gV2jS5cudOrUibfeegsAh8NBXFwc9957L48++uhp/2xOTg5RUVFkZ2cTGRl55t80O9u54VdJudi8Gd57D+rVc37+oYfg5ZdP/DO1a8M55zhvf/87xMWV5z9TxG9V+OewEiozbsDpM+/K2kXm0Uwsy6LLO10ochQRFRLFshHLsG2butXr0qSmftkQqYzyjBsun/koKCggPT2dxx57rPS5gIAAevbsycqVK096fX5+Pvn5+aWPc3LKMRU6Zw5MnOgsGhkZJ39+82a4/HLn/R49nIdaSsrGOec4i4m2VxYxrrzjBpRv7Gj6etOTnsvOzyZ+SnzpY3ucy38PE5FTcHn5yMzMpLi4mPr165/wfP369fn5559Pen1SUhL/+Mc/KvbNDh2CL7/883HDhieWixYt/vzcVVc5byLidco7bkD5xo7khGRGzh9JkaPopM8FBQQx7Zpp5c4sIhVn/GyXxx57jLFjx5Y+zsnJIe5MD3/07An//rezaLRpA1FavS5SVZRn7BjWbhht6rU5YaajxOrbV9OhgXYnFvEkl5ePunXrEhgYyIEDB054/sCBA8TExJz0+pCQEEJCQir2zZo3d95ExKeVd9yAio8dAQTgwFH6UUQ8z+Wn2gYHBxMfH8/SpUtLn3M4HCxdupSuXbu6+tuJiB/wxLgRHR5NTI0Y4mPjmdRvEvGx8cTUiCE63NAZeCJVmFsOu4wdO5YRI0bQsWNHOnfuzGuvvUZeXh633HKLO76diPgBd48bjSIbsfO+nQQHBmNZFqPiR1FQXEBIUAVnXkWkwtxSPoYMGcKhQ4d46qmn2L9/P+effz6LFi06aTGZiEgJT4wb/100LMtS8RAxxC37fFSGif0FROREvvhz6IuZRfxJeX4G3ba9uoiIiEhZVD5ERETEo1Q+RERExKNUPkRERMSjVD5ERETEo1Q+RERExKNUPkRERMSjVD5ERETEo1Q+RERExKPcsr16ZZRsuJqTk2M4iUjVVfLz52UbIJ+Wxg4Rs8ozbnhd+Thy5AgAcXFxhpOIyJEjR4iKijId44xo7BDxDmcybnjdtV0cDgcZGRlERERgWdZpX5uTk0NcXBx79uzRtRwqQe+ja/jT+2jbNkeOHCE2NpaAAN84OnumY4c//X8ySe+ja/jT+1ieccPrZj4CAgJo1KhRuf5MZGSkz/9P8wZ6H13DX95HX5nxKFHescNf/j+ZpvfRNfzlfTzTccM3fqURERERv6HyISIiIh7l0+UjJCSEcePGERISYjqKT9P76Bp6H32D/j+5ht5H16iq76PXLTgVERER/+bTMx8iIiLie1Q+RERExKNUPkRERMSjVD5ERETEo3y2fEyYMIGmTZsSGhpKly5dWLNmjelIPiUpKYlOnToRERFBdHQ0AwcOZMuWLaZj+bwXXngBy7IYM2aM6ShyCho7ymfFihUMGDCA2NhYLMti3rx5J3zetm2eeuopGjRoQFhYGD179mTr1q1mwnqpMxlvjx8/TmJiInXq1KFGjRoMHjyYAwcOGErsfj5ZPmbNmsXYsWMZN24c69ato3379vTu3ZuDBw+ajuYzUlNTSUxMZNWqVSxZsoTCwkJ69epFXl6e6Wg+a+3atUyePJl27dqZjiKnoLGj/PLy8mjfvj0TJkwo8/Pjx4/njTfeYNKkSaxevZrw8HB69+7N8ePHPZzUe53JeHv//fezYMECZs+eTWpqKhkZGQwaNMhgajezfVDnzp3txMTE0sfFxcV2bGysnZSUZDCVbzt48KAN2Kmpqaaj+KQjR47YLVq0sJcsWWJffvnl9n333Wc6kpRBY0flAPbcuXNLHzscDjsmJsZ+6aWXSp/LysqyQ0JC7A8++MBAQt/wv+NtVlaWXa1aNXv27Nmlr/npp59swF65cqWpmG7lczMfBQUFpKen07Nnz9LnAgIC6NmzJytXrjSYzLdlZ2cDULt2bcNJfFNiYiL9+vU74e+leBeNHa63Y8cO9u/ff8J7GhUVRZcuXfSensb/jrfp6ekUFhae8D62bt2axo0b++376HUXlvsrmZmZFBcXU79+/ROer1+/Pj///LOhVL7N4XAwZswYLr74Ys4991zTcXzOzJkzWbduHWvXrjUdRU5DY4fr7d+/H6DM97Tkc3Kissbb/fv3ExwcTM2aNU94rT+/jz5XPsT1EhMT+fHHH/nmm29MR/E5e/bs4b777mPJkiWEhoaajiMiXk7jrZPPHXapW7cugYGBJ60CPnDgADExMYZS+a7Ro0fz6aefsnz58nJdjlyc0tPTOXjwIB06dCAoKIigoCBSU1N54403CAoKori42HRE+YPGDtcred/0np6ZU423MTExFBQUkJWVdcLr/fl99LnyERwcTHx8PEuXLi19zuFwsHTpUrp27WowmW+xbZvRo0czd+5cli1bRrNmzUxH8kk9evRg48aNrF+/vvTWsWNHhg0bxvr16wkMDDQdUf6gscP1mjVrRkxMzAnvaU5ODqtXr9Z7+l/+aryNj4+nWrVqJ7yPW7ZsYffu3X77PvrkYZexY8cyYsQIOnbsSOfOnXnttdfIy8vjlltuMR3NZyQmJpKSksL8+fOJiIgoPa4YFRVFWFiY4XS+IyIi4qR1MuHh4dSpU0frZ7yQxo7yy83NZdu2baWPd+zYwfr166lduzaNGzdmzJgxPPfcc7Ro0YJmzZrx5JNPEhsby8CBA82F9jJ/Nd5GRUVx2223MXbsWGrXrk1kZCT33nsvXbt25cILLzSc3k1Mn25TUW+++abduHFjOzg42O7cubO9atUq05F8ClDmberUqaaj+TydauvdNHaUz/Lly8scK0aMGGHbtvN02yeffNKuX7++HRISYvfo0cPesmWL2dBe5kzG22PHjtn33HOPXatWLbt69ep2QkKCvW/fPnOh3cyybdv2eOMRERGRKsvn1nyIiIiIb1P5EBEREY9S+RARERGPUvkQERERj1L5EBEREY9S+RARERGPUvkQERERj1L5EBEREY9S+RARERGPUvkQERERj1L5EBEREY9S+RARERGP+n8DeUclSCleTQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.subplot(nlinhas, ncols, numeroplot)\n",
    "plt.subplot(1,2,1)\n",
    "plt.plot(x, y, 'r--') # Mais nas seções de cores abaixo\n",
    "plt.subplot(1,2,2)\n",
    "plt.plot(y, x, 'g*-');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib Object Oriented Method\n",
    "Agora que vimos o básico, vamos acabar com uma introdução mais formal da API orientada a objetos da Matplotlib. Isso significa que vamos instanciar objetos de figuras e depois chamar métodos ou atributos desse objeto."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introdução ao Método Orientado a Objetos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A principal idéia ao usar o método Object Oriented mais formal é criar objetos de figura e, em seguida, apenas chamar métodos ou atributos fora desse objeto. Esta abordagem é mais agradável ao lidar com uma tela que possui vários gráficos nela.\n",
    "\n",
    "Para começar, criamos uma figura de instância. Então, podemos adicionar eixos a essa figura:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Define o Título')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cria uma figura vazia\n",
    "fig = plt.figure()\n",
    "\n",
    "# Adiciona eixos à figura\n",
    "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # esquerda, inferior, largura, altura (faixa de 0 a 1)\n",
    "\n",
    "# Plota nos eixos especificados\n",
    "axes.plot(x, y, 'b')\n",
    "axes.set_xlabel('Define o Label X') # Perceba o uso de \"set_\" para começar métodos\n",
    "axes.set_ylabel('Define o Label Y')\n",
    "axes.set_title('Define o Título')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O código é um pouco mais complicado, mas a vantagem é que agora temos o controle total de onde os eixos da parcela são colocados, e podemos facilmente adicionar mais de um eixo à figura:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Título 2')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cria uma figura vazia\n",
    "fig = plt.figure()\n",
    "\n",
    "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # Eixo principal\n",
    "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # Eixos inseridos\n",
    "\n",
    "# Trabalhando no eixo maior\n",
    "axes1.plot(x, y, 'b')\n",
    "axes1.set_xlabel('Eixo X1')\n",
    "axes1.set_ylabel('Eixo Y1')\n",
    "axes1.set_title('Título 1')\n",
    "\n",
    "# Trabalhando no eixo menor\n",
    "axes2.plot(y, x, 'r')\n",
    "axes2.set_xlabel('Eixo X2')\n",
    "axes2.set_ylabel('Eixo Y2')\n",
    "axes2.set_title('Título 2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## subplots()\n",
    "\n",
    "O objeto plt.subplots () atuará como um gerenciador de eixo mais automático.\n",
    "\n",
    "Uso básico:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use semelhante a plt.figure (), exceto usar o desempacotamento da tupla para agarrar as figuras e os eixos\n",
    "fig, axes = plt.subplots()\n",
    "\n",
    "# Agora use o objeto dos eixos para adicionar coisas ao gráfico\n",
    "axes.plot(x, y, 'r')\n",
    "axes.set_xlabel('x')\n",
    "axes.set_ylabel('y')\n",
    "axes.set_title('Título');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Então, você pode especificar o número de linhas e colunas ao criar o objeto subtramas ():"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Tela vazia de 1 por 2 subplots\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:>, <AxesSubplot:>], dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Eixos é uma matriz de eixos\n",
    "axes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos iterar através desta matriz:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for ax in axes:\n",
    "    ax.plot(x, y, 'b')\n",
    "    ax.set_xlabel('x')\n",
    "    ax.set_ylabel('y')\n",
    "    ax.set_title('Título')\n",
    "\n",
    "# Mostra o objeto fig\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um problema comum com matplolib é sobreposição de subplots ou figuras. Nós podemos usar o método ** fig.tight_layout () ** ou ** plt.tight_layout () **, que ajusta automaticamente as posições dos eixos na tela de figuras para que não haja conteúdo sobreposto:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=2)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.plot(x, y, 'g')\n",
    "    ax.set_xlabel('x')\n",
    "    ax.set_ylabel('y')\n",
    "    ax.set_title('título')\n",
    "\n",
    "fig    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tamanho da figura, relação de aspecto e DPI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib permite que a relação de aspecto, DPI e o tamanho da figura sejam especificados quando o objeto Figura é criado. Você pode usar os argumentos de palavras-chave `figsize` e` dpi`.\n",
    "* `figsize` é uma tupla da largura e altura da figura em polegadas\n",
    "* `dpi` é o ponto por polegada (pixel por polegada).\n",
    "\n",
    "Por exemplo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,4), dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Os mesmos argumentos também podem ser passados para gerenciadores de layout, como a função `subplots ':"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAE8CAYAAABJr3t6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA1CUlEQVR4nO3de1jVVaL/8c8GZeMFUFREEhUrMTW0vI1llnnLHBO1puzmrWkqco7Z1TlzSp7pOXY5MzlNaXmaR63JbCq1tLLUfmLmJS9hmpfS1PACoiZbUDcI+/fHOrDdAgoKrL0379fz7Ef3+n7ZfjSm/Mxa37UcHo/HIwAAAAAAUKNCbAcAAAAAAKA2opADAAAAAGABhRwAAAAAAAso5AAAAAAAWEAhBwAAAADAAgo5AAAAAAAWUMgBAAAAALCAQg4AAAAAgAUUcgAAaokjR45oypQpWrdune0oAABAFHIAAGqNP/7xj/roo4+UlJRUJZ+3YsUKORwOrVixoko+DwCA2oZCDgBAEFm9erWmTJmi48eP+4wvXrxYixYt0ocffqh69epp27ZtmjJlivbu3WslJwAAoJADABBUVq9erdTUVJ9CfuLECT388MOaOXOmEhMTJUnbtm1TamoqhRwAAIvq2A4AAACqV0REhDIyMmzHAAAA52CGHACAIDFlyhQ9+eSTkqSEhAQ5HA45HA7t3btXbdq00ZgxYyRJs2fP1h133CFJ6tu3b8l9xc+COxwOTZkypdTnn/0Z5/PBBx+oa9euqlevnpo2bap7771XBw4cqIrfIgAAQYUZcgAAgsSIESP0448/6r333tMrr7yipk2bSpKaNWvmc1+fPn30xz/+Ua+++qr+9Kc/6aqrrpKkkh8vxezZszV27Fh1795dU6dOVVZWlv7+97/rm2++0XfffadGjRpd8q8BAECwoJADABAkkpKSdO211+q9995TcnKy2rRpU+Z9bdu21Q033KBXX31VAwYM0E033VQlv35BQYGefvppderUSStXrlR4eLgkqXfv3vrtb3+rV155RampqVXyawEAEAxYsg4AAKrEhg0bdPjwYT3yyCMlZVyShgwZovbt2+vTTz+1mA4AAP9DIQcAAFVi3759klSyk/vZ2rdvX3IdAAAYFHIAAFAhhYWFtiMAABBUKOQAAAQRh8Nxyfc1btzY5xxzScrPz9ehQ4fO+5mtW7eWJO3cubPUtZ07d5ZcBwAABoUcAIAg0qBBA0kqVagrc9/ll1+ulStX+ozNnDnzgjPk3bp1U0xMjN544w253e6S8c8//1zbt2/XkCFDKvA7AACg9mCXdQAAgkjXrl0lSf/5n/+pu+66S3Xr1tXQoUNL3delSxeFhobqxRdfVE5OjpxOp26++WbFxMTogQce0EMPPaSRI0dqwIAB2rx5s7744ouSY9TKU7duXb344osaO3asbrzxRo0aNark2LM2bdroscceq5bfMwAAgYoZcgAAgkj37t31l7/8RZs3b9aYMWM0atQoZWdnl7ovNjZWb7zxhg4fPqzx48dr1KhR2rZtmyTp97//vZ5++mmtXLlSjz/+uPbs2aOlS5eWzKqfz5gxY/T+++8rPz9fTz/9tN58800NHz5cq1at4gxyAADO4fB4PB7bIQAAAAAAqG2YIQcAAAAAwAIKOQAAAAAAFlDIAQAAAACwgEIOAAAAAIAFFHIAAAAAACygkAMAAAAAYEEd2wGqW1FRkQ4ePKiIiAg5HA7bcQAAAAAAQc7j8ejEiROKi4tTSEj58+BBX8gPHjyo+Ph42zEAAAAAALVMRkaGWrZsWe71oC/kERERkswfRGRkpOU0AAAAAIBg53K5FB8fX9JHyxP0hbx4mXpkZCSFHAAAAABQYy702DSbugEAAAAAYAGFHAAAAAAACyjkAAAAAABYYLWQT506Vd27d1dERIRiYmKUnJysnTt3+txz0003yeFw+LweeughS4kBAAAAAKgaVgt5WlqaUlJStHbtWi1dulQFBQUaOHCg8vLyfO77/e9/r0OHDpW8XnrpJUuJAQAAAACoGlZ3WV+yZInP+9mzZysmJkYbN25Unz59Ssbr16+v2NjYmo4HAAAAAPAnhYXSmTOS02k7SZXwq2fIc3JyJEnR0dE+4++++66aNm2qTp06afLkyTp58mS5n+F2u+VyuXxeAAAAAIAAdvq0NHOmlJgoTZ9uO02VcXg8Ho/tEJJUVFSk2267TcePH9eqVatKxmfOnKnWrVsrLi5O33//vZ5++mn16NFD8+fPL/NzpkyZotTU1FLjOTk5nEMOAAAAAIHkxAnpjTekV16RDh0yY126SJs2SRc449sml8ulqKioC/ZQvynkDz/8sD7//HOtWrVKLVu2LPe+r776Sv369dOuXbt0+eWXl7rudrvldrtL3rtcLsXHx1PIAQAAACBQZGdLr74qvfaadPy4GWvZUnriCemBB6QGDazGu5CKFnKrz5AXe/TRR7V48WKtXLnyvGVcknr27ClJ5RZyp9MpZ5A8TwAAAAAAtcovv0h//av0v/8rnTplxtq3l55+Wrr7bikszG6+Kma1kHs8Hk2YMEELFizQihUrlJCQcMGvSU9PlyS1aNGimtMBAAAAAGrE9u3Siy9K775rNm2TpG7dpMmTpeRkKcSvtj+rMlYLeUpKiubOnauPP/5YERERyszMlCRFRUWpXr162r17t+bOnatbb71VTZo00ffff6/HHntMffr0UVJSks3oAAAAAIBLtX69NHWqtHChVPw0db9+0jPPmB/9+DnxqmD1GXJHOX+4s2bN0pgxY5SRkaF7771XW7duVV5enuLj4zV8+HD9+c9/rvDz4BVduw8AAAAAqAEej7R8ufTCC+bHYsOHmyLeo4e9bFUkIJ4hv9D/FxAfH6+0tLQaSgMAAAAAqDZFRWYmfOpUacMGM1anjnTPPeYZ8auushrPBr/Y1A0AAAAAEKTy86W5c80z4jt2mLF69aTf/156/HGpVSu7+SyikAMAAAAAql5envTWW2bX9IwMM9aokfToo9If/yg1a2Y1nj+gkAMAAAAAqs6vv5rzw//+d+noUTMWGytNmiT94Q8Se3uVoJADAAAAAC7dwYPSK69Ib7wh5eaascsvl556Srr/fik83G4+P0QhBwAAAABcvF27pJdekubMMc+LS1LnzmbH9NtvNxu3oUz8yQAAAAAAKi893Rxd9sEHZgd1SerdW5o8WRo8OOjPEK8KFHIAAAAAQMV4PNLXX5ujy5Ys8Y4PGWJmxHv3tpctAFHIAQAAAADn5/FIn35qivjq1WYsJES6805TxJOS7OYLUBRyAAAAAEDZzpyR3n/fLE3futWMOZ3S2LHSk09KbdvazRfgKOQAAAAAAF+nT0uzZkkvvyzt2WPGIiKkhx+WJk6UWrSwGi9YUMgBAAAAAIbLJc2YYY4vy8oyY02bmhKekiI1amQzXdChkAMAAABAbXf4sDRtmjR9upSTY8ZatTLL0seNk+rXtxovWFHIAQAAAKC22rtX+p//kf75T7NMXZKuusps1DZqlFS3rtV4wY5CDgAAAAC1zQ8/SC++KM2dKxUWmrEePcwZ4rfdZnZQR7WjkAMAAABAbbF2rTm67JNPvGMDBpgiftNNksNhLVptRCEHAAAAgGDm8UhLl5oivmKFGXM4pJEjpaeflrp1sxqvNqOQAwAAAEAwKiyU5s83Z4hv2mTG6taV7rtPeuopKTHRbj5QyAEAAAAgqOTnS++8I730kvTjj2asfn3pwQelSZOk+Hi7+VCCQg4AAAAAwSA3V/rf/5X++lfpwAEz1rixNGGCeTVtajcfSqGQAwAAAEAgO3pU+sc/zOvYMTMWFyc9/riZFW/Y0G4+lItCDgAAAACBaP9+6W9/k2bOlPLyzNiVV5rnw++7T3I67ebDBVHIAQAAACCQ/PijeT787belggIzds015uiyESOk0FC7+VBhFHIAAAAACASbNpmjyz76yBxlJkk33miK+MCBnCEegCjkAAAAAOCvPB4pLc0U8S+/9I4PHWqKeK9e9rLhklHIAQAAAMDfFBVJixaZIr5unRkLDZVGjZKeflrq1MluPlQJCjkAAAAA+IuCAmnePOnFF6UffjBj4eHSuHHSE09ICQl286FKUcgBAAAAwLZTp6R//lP6n/+R9u0zY5GR0iOPSBMnSs2bW42H6kEhBwAAAABbjh+Xpk+Xpk2TsrPNWEyM9Nhj0sMPS1FRNtOhmlHIAQAAAKCmZWaaEj5jhuRymbE2baQnn5TGjpXq1bOZDjWEQg4AAAAANeXnn6WXX5ZmzZLcbjPWqZP0zDPSnXdKdahotQn/tAEAAACgum3ZIr3wgvT++1JhoRnr1cscXTZkiBQSYjcfrLD6T33q1Knq3r27IiIiFBMTo+TkZO3cudPnntOnTyslJUVNmjRRw4YNNXLkSGVlZVlKDAAAAACV8M035szwpCRp7lxTxgcNklas8F6jjNdaVv/Jp6WlKSUlRWvXrtXSpUtVUFCggQMHKi8vr+Sexx57TIsWLdIHH3ygtLQ0HTx4UCNGjLCYGgAAAADOIz/fzIT37m1eixdLDof0u99JmzZJS5ZIN95oxlCrOTwej8d2iGLZ2dmKiYlRWlqa+vTpo5ycHDVr1kxz587V7bffLknasWOHrrrqKq1Zs0a/+c1vLviZLpdLUVFRysnJUWRkZHX/FgAAAADUVocOSTNnSm++aX4uSXXrSqNHS089JV15pd18qDEV7aF+9Qx5Tk6OJCk6OlqStHHjRhUUFKh///4l97Rv316tWrUqt5C73W65izdHkPmDAAAAAIBq4fFIq1dLr70mffihdOaMGY+NlR56SHrwQalFC7sZ4bf8ppAXFRVp4sSJuv7669WpUydJUmZmpsLCwtSoUSOfe5s3b67MzMwyP2fq1KlKTU2t7rgAAAAAarNTp8wz4a+9JqWne8evv16aMEEaPlwKC7MWD4HBbwp5SkqKtm7dqlWrVl3S50yePFmTJk0qee9yuRQfH3+p8QAAAABA2rPHnB3+z39Kx46ZsfBw6Z57pJQU6Zpr7OZDQPGLQv7oo49q8eLFWrlypVq2bFkyHhsbq/z8fB0/ftxnljwrK0uxsbFlfpbT6ZTT6azuyAAAAABqi6IiadkyMxu+eLFZpi5JCQnSI49I48ZJ//fYLVAZVgu5x+PRhAkTtGDBAq1YsUIJCQk+17t27aq6detq+fLlGjlypCRp586d+uWXX9SrVy8bkQEAAADUFjk50pw50uuvSz/+6B0fNEh69FFp8GApNNRePgQ8q4U8JSVFc+fO1ccff6yIiIiS58KjoqJUr149RUVFafz48Zo0aZKio6MVGRmpCRMmqFevXhXaYR0AAAAAKu2HH0wJf/ttqfhI5shIaexYMyPerp3dfAgaVo89c5Rz7t6sWbM0ZswYSdLp06f1+OOP67333pPb7dagQYM0ffr0cpesn4tjzwAAAABc0Jkz0qJFZln6V195xzt2NM+G33uvFBFhLx8CSkV7qF+dQ14dKOQAAAAAypWdLb31ltmoLSPDjIWESMnJZln6TTdJ5UwkAuUJyHPIAQAAAKBGrF9vZsPnzZPy881Y06bm3PA//EFq1cpuPtQKFHIAAAAAtYPbLf3736aIf/utd7xHDzMbfscd5ggzoIZQyAEAAAAEt4wM6c03pZkzzRJ1SQoLk+66yzwf3qOH3XyotSjkAAAAAIKPxyOlpZnZ8IULpcJCM96ypfTww9IDD0gxMVYjAhRyAAAAAMEjN1f6179MEf/hB+94375mWfptt0l1qEHwD3wnAgAAAAh8P/4oTZ8uzZoluVxmrEED6f77zbL0jh3t5gPKQCEHAAAAEJgKC6UlS8xs+JIl3vErrzSz4aNHS1FR9vIBF0AhBwAAABBYjh0zM+HTp0s//2zGHA5pyBBTxAcMMGeJA36OQg4AAAAgMGzebGbD331XOnXKjDVuLI0fbzZqa9vWbj6gkijkAAAAAPxXQYE0f74p4qtWecc7d5YmTJBGjZLq17eXD7gEFHIAAAAA/icz05wb/sYb0qFDZqxOHen2282y9OuuM8vUgQBGIQcAAADgHzweac0aMxv+4YdmdlySYmOlhx6SHnxQatHCbkagClHIAQAAANh16pT03numiH/3nXf8+uvNsvThw6WwMHv5gGpCIQcAAABgx5490owZ0j//aXZOl6TwcOmee8zZ4ddcYzcfUM0o5AAAAABqTlGRtHy59I9/SIsXm2XqktSmjSnh48ZJ0dFWIwI1hUIOAAAAoPq5XNKcOdLrr0s7d3rHBw0ym7QNHiyFhtrLB1hAIQcAAABQfbZtMyX87bel3FwzFhkpjR0rPfKI1K6d3XyARRRyAAAAAFXrzBlp0SKzSdtXX3nHO3Qws+H33itFRNjLB/gJCjkAAACAqpGdLb31ltmoLSPDjIWESMnJpojfdBNnhwNnoZADAAAAuDQbNpjZ8HnzJLfbjDVtas4N/8MfpFat7OYD/BSFHAAAAEDlud3SBx+YIr5unXe8e3dzdvgdd5gjzACUi0IOAAAAoOL275feeEOaOdMsUZeksDDprrvMsWU9etjNBwQQCjkAAACA8/N4pLQ0Mxu+cKFUWGjGW7aUHn5YeuABKSbGakQgEFHIAQAAAJQtN1d6911TxLdu9Y737Ws2abvtNqkOlQK4WPyvBwAAAICvn36Spk+XZs2ScnLMWIMG0v33m2XpHTvazQcECQo5AAAAALMMfckSMxu+ZIl3/MorzWz46NFSVJS9fEAQopADAAAAtdn27dKcOdI770gHD5oxh0MaMsQU8QEDzFniAKochRwAAACobY4dM2eGz5kjffutdzw6Who3zmzU1ratvXxALUEhBwAAAGqDM2fMUvQ5c6RPPpHy8814nTrSrbdKY8aYWfGwMKsxgdqEQg4AAAAEs++/NyX83XelrCzveJcupoSPGsWRZYAlFHIAAAAg2GRnS3PnmiL+3Xfe8ZgY6d57zQZtSUn28gGQJFndnWHlypUaOnSo4uLi5HA4tHDhQp/rY8aMkcPh8HndcsstdsICAAAA/iw/X1qwQEpOluLipIkTTRkPC5NGjpQWLZL275f++lfKOOAnrM6Q5+XlqXPnzho3bpxGjBhR5j233HKLZs2aVfLe6XTWVDwAAADAv3k80qZNZiZ87lzp6FHvte7dzZL0u+4ym7UB8DtWC/ngwYM1ePDg897jdDoVGxtbQ4kAAACAAHDokHkmfM4caetW73hcnHdJeocO9vIBqBC/f4Z8xYoViomJUePGjXXzzTfr+eefV5MmTcq93+12y+12l7x3uVw1ERMAAACoXqdPm93R58wxu6UXFZnx8HCzTH3MGKl/fyk01GZKAJXg14X8lltu0YgRI5SQkKDdu3frT3/6kwYPHqw1a9YotJx/0UydOlWpqak1nBQAAACoBh6PtG6dKeHz5knHj3uvXXedmQn/3e+kRo1sJQRwCRwej8djO4QkORwOLViwQMnJyeXe8/PPP+vyyy/XsmXL1K9fvzLvKWuGPD4+Xjk5OYqMjKzq2AAAAEDV279feucdU8R37vSOx8dL999vXu3a2csH4LxcLpeioqIu2EP9eob8XG3btlXTpk21a9eucgu50+lk4zcAAAAEnpMnzS7pc+ZIy5aZ2XFJql/f7JI+erTUt68UYvWgJABVKKAK+f79+3X06FG1aNHCdhQAAADg0nk80jffSLNnS//+t3TihPfajTeaEn777VJEhLWIAKqP1UKem5urXbt2lbzfs2eP0tPTFR0drejoaKWmpmrkyJGKjY3V7t279dRTT+mKK67QoEGDLKYGAAAALtHevdLbb5vX7t3e8YQEU8Lvv9/8HEBQs1rIN2zYoL59+5a8nzRpkiRp9OjRmjFjhr7//nvNmTNHx48fV1xcnAYOHKi//OUvLEkHAABA4MnNlT76yMyGr1jhHY+IkO64wxTx3r1Zkg7UIn6zqVt1qejD9AAAAECVKyqS0tJMCf/oIykvz4w7HFK/fuaosuHDzXPiAIJGUG7qBgAAAASEXbvM5mzvvCPt2+cdb9fOzITfd5/ZMR1ArUYhBwAAAKpCTo7ZmG3OHLNRW7GoKOmuu8xseM+eZnYcAEQhBwAAAC5eYaG0fLlZkr5ggXT6tBkPCZEGDTKz4cOGSeHhVmMC8E8UcgAAAKCytm83M+H/+pd04IB3vGNHU8LvuUeKi7OXD0BAoJADAAAAFXHsmDRvnini337rHY+Olu6+2xTxrl1Zkg6gwijkAAAAQHnOnJG++MIsSf/kEyk/34zXqSPdeqsp4UOGSBzLC+AiUMgBAACAc23ZYkr4u+9KWVne8S5dTAm/+24pJsZWOgBBgkIOAAAASFJ2tvTee6aIf/edd7xZM+nee00R79zZWjwAwYdCDgAAgNorP1/67DNTwj/91CxRl6S6daXbbjMl/JZbzHsAqGIUcgAAANQuHo+ZAZ8zR5o7VzpyxHute3dTwu+6S2rSxF5GALUChRwAAAC1Q2ameSZ89mxp61bveIsW0n33mSLeoYO1eABqHwo5AAAAgtfp09KiRaaEf/GFVFhoxp1OafhwU8L79ze7pgNADav0v3lGjx6t8ePHq0+fPtWRBwAAALg0Ho85J3z2bHNu+PHj3mvXXWdK+O9+JzVqZCkgABiVLuQ5OTnq37+/WrdurbFjx2r06NG67LLLqiMbAAAAUHH790v/+pcp4jt3esfj46X77zevdu2sxQOAczk8Ho+nsl+UnZ2td955R3PmzNG2bdvUv39/jR8/XsOGDVNdP9uB0uVyKSoqSjk5OYqMjLQdBwAAAFXp5Elp4UJTwpctM7PjklS/vjRypJkN79tXCgmxmRJALVPRHnpRhfxsmzZt0qxZs/TWW2+pYcOGuvfee/XII4/oyiuvvJSPrTIUcgAAgCDjdpvy/dFH0ocfSidOeK/deKMp4bffLkVE2MsIoFaraA+9pN0rDh06pKVLl2rp0qUKDQ3Vrbfeqi1btqhDhw566aWX9Nhjj13KxwMAAABGXp60ZIk0f760eLHkcnmvJSSYEn7ffVLbtvYyAkAlVbqQFxQU6JNPPtGsWbP05ZdfKikpSRMnTtTdd99d0vwXLFigcePGUcgBAABw8XJyTPn+6CNTxk+d8l6Li5NGjJDuuEPq3Zsl6QACUqULeYsWLVRUVKRRo0bp22+/VZcuXUrd07dvXzVi10oAAABU1pEj0scfmxK+bJlUUOC9lpBgngsfOVLq0YMSDiDgVbqQv/LKK7rjjjsUHh5e7j2NGjXSnj17LikYAAAAaomDB6UFC8xy9LQ071nhknTVVd4S3rmz5HDYywkAVazShfy+++6rjhwAAACoTfbsMQV8/nxp9Wrfa9dea5ajjxhhCjkABKlL2tQNAAAAqLAdO8xS9PnzpU2bfK9dd523hCck2MkHADWMQg4AAIDq4fFImzebEv7RR9L27d5rISHmiLKRI6Xhw80mbQBQy1DIAQAAUHWKiqRvv/XOhP/8s/da3bpS//6mhA8bJjVtai8nAPgBCjkAAAAuTWGh9PXXpoQvWCAdOOC9Vq+edMstpoT/9rdSVJS9nADgZyjkAAAAqLz8fOmrr0wJ//hjKTvbey0iQho61DwPfsstUoMG9nICgB+jkAMAAKBiTp2SvvjClPBFi6ScHO+16GizDH3kSLMs3em0lxMAAgSFHAAAAOVzuaTPPjMl/LPPpJMnvddiY82GbCNHmg3a6vBXSwCoDP6tCQAAAF/HjkmffGJK+JdfmuXpxVq3NkvRR46UevUyu6UDAC4KhRwAAABSZqa0cKEp4f/v/5mN2oolJpoCPmKEdO21ksNhLSYABBMKOQAAQG21b5/ZFf2jj6RvvjHnhhfr3Nk7E96hAyUcAKqB1TVGK1eu1NChQxUXFyeHw6GFCxf6XPd4PHr22WfVokUL1atXT/3799dPP/1kJywAAEAw+PFH6YUXpO7dpTZtpMcek1atMmW8Z0/pxReln36S0tOlZ5+VOnakjANANbE6Q56Xl6fOnTtr3LhxGjFiRKnrL730kl599VXNmTNHCQkJ+q//+i8NGjRI27ZtU3h4uIXEAAAAAcbjkbZskebPNzPhW7d6r4WESDfcYGbChw+X4uPt5QSAWshqIR88eLAGDx5c5jWPx6Np06bpz3/+s4YNGyZJevvtt9W8eXMtXLhQd911V01GBQAACBwej7R+vbeE79rlvVanjtSvnynhyclSTIy1mABQ2/ntM+R79uxRZmam+vfvXzIWFRWlnj17as2aNeUWcrfbLbfbXfLe5XJVe1YAAADrCgvNc+Dz55tXRob3mtMp3XKLKeFDh0qNG9vLCQAo4beFPDMzU5LUvHlzn/HmzZuXXCvL1KlTlZqaWq3ZAAAA/EJBgdkRff58s0N6Vpb3WsOG0pAhpoTfeqt5DwDwK35byC/W5MmTNWnSpJL3LpdL8TwPBQAAgsXp0+Zs8PnzzVnhv/7qvda4sXTbbaaEDxwosecOAPg1vy3ksbGxkqSsrCy1aNGiZDwrK0tdunQp9+ucTqecTmd1xwMAAKg5ubnSZ5+ZEv7pp+Z9sZgYsyHbiBFS375S3br2cgIAKsVvC3lCQoJiY2O1fPnykgLucrm0bt06Pfzww3bDAQAAVLdff5UWLTIl/IsvzMx4sfh4U8BHjJCuv14KDbWXEwBw0awW8tzcXO06a9fPPXv2KD09XdHR0WrVqpUmTpyo559/XldeeWXJsWdxcXFKTk62FxoAAKC6HD5sngWfP19avlw6c8Z77YorpJEjTQnv3p2zwQEgCFgt5Bs2bFDfvn1L3hc/+z169GjNnj1bTz31lPLy8vTggw/q+PHj6t27t5YsWcIZ5AAAIHjs3+/dGf3rr6WiIu+1Tp28JfzqqynhABBkHB6Px2M7RHVyuVyKiopSTk6OIiMjbccBAACQdu8254PPny+tW+d7rVs3bwlv185OPgDAJaloD/XbZ8gBAACCRlGR9N13ZkO2+fOlzZu91xwO8xz4yJFmc7bWre3lBADUKAo5AABAddi/X1q61BxRtnSpdPSo91poqNkRfeRIadgw6awTZQAAtQeFHAAAoCrk5UkrV5oC/uWX0rZtvtcjIqSbb5aSk6WhQ6UmTazEBAD4Dwo5AADAxSgqktLTvQX8m2+k/Hzv9ZAQqUcPaeBA8+rRgzPCAQA+KOQAAAAVdeCA7zL0I0d8r7duLQ0aZAr4zTdLjRvbyQkACAgUcgAAgPKcPOm7DP2HH3yvN2xoinfxLPgVV3A0GQCgwijkAAAAxYqKpO+/9xbwr7/2XYbucEjdu3sL+G9+wzJ0AMBFo5ADAIDa7eBBs/y8+HX4sO/1Vq28BbxfPyk62k5OAEDQoZADAIDa5eRJM/NdPAu+davv9QYNzDL0AQNMCW/XjmXoAIBqQSEHAADBzeMpvQzd7fZedzikbt18l6GHhdnLCwCoNSjkAAAg+GRm+u6GnpXle71lS+9u6P36cSY4AMAKCjkAAAh8p05Jq1Z5Z8G//973ev36Ut++3lnwxESWoQMArKOQAwCAwOPxSFu2eGfAV66UTp/2Xnc4pGuv9RbwXr0kp9NeXgAAykAhBwAAgSEry3cZemam7/XLLjPL0AcMMMvQmzWzkxMAgAqikAMAAP90+rTvMvTNm32v168v3XSTdxa8fXuWoQMAAgqFHAAA+AePR/rhB28BT0vzXYYu+S5Dv+46lqEDAAIahRwAANhz+LC0bJm3hB865Hs9Ls5bwPv3Zxk6ACCoUMgBAEDNOX1a+uYbbwFPT/e9Xq+edOON3hLeoQPL0AEAQYtCDgAAqo/HI23b5rsM/dQp33uuucZ3GXp4uJ2sAADUMAo5AACoWtnZvsvQDx70vd6ihe8y9JgYOzkBALCMQg4AAC6N2y2tXu0t4Js2+V4PD/ddht6xI8vQAQAQhRwAAFSWxyNt3+49E3zFCunkSd97Onf2FvDevVmGDgBAGSjkAADgwo4c8V2GfuCA7/XYWGnAAO8y9NhYOzkBAAggFHIAAFBabq60bp20fLl3GbrH470eHi716eOdBe/UiWXoAABUEoUcAIDazuORdu+W1qwxz4KvWSNt2SIVFfnel5Tkuwy9Xj07eQEACBIUcgAAapu8PGnDBm8BX7vW7Ix+rlatpBtukAYNMsvQW7So+awAAAQxCjkAAMHM45H27vWd/d68WSos9L0vLEzq2lXq1cv7uuwyK5EBAKgtKOQAAASTU6ekjRt9C3hWVun7LrvMW7yvu0665hrJ6az5vAAA1GIUcgAAApXHI2VkmNJdXMDT06WCAt/76tY1hfvsAh4fbyUyAADwopADABAo3G6z2/nZBfzgwdL3xcb6Lj3v2pUN2AAA8EMUcgAA/NWBA77le9MmKT/f957QUKlLF9/Z79atOYIMAIAA4NeFfMqUKUpNTfUZS0xM1I4dOywlAgCgmuTnm+XmZxfwjIzS9zVr5lu+u3WT6tev8bgAAODS+XUhl6SOHTtq2bJlJe/r1PH7yAAAXFhmprd8r1ljjiE7fdr3npAQc/b32QW8bVtmvwEACBJ+327r1Kmj2NhY2zEAALh4BQXS99/7FvA9e0rfFx3t++x3jx5Sw4Y1nxcAANQIvy/kP/30k+Li4hQeHq5evXpp6tSpatWqVbn3u91uud3ukvcul6smYgIA4JWd7Vu+16+XTp70vcfhkDp18i3g7dox+w0AQC3i8Hg8HtshyvP5558rNzdXiYmJOnTokFJTU3XgwAFt3bpVERERZX5NWc+dS1JOTo4iIyOrOzIAoLY5c0bautW3gO/aVfq+Ro2k3/zGW7579pT47xIAAEHJ5XIpKirqgj3Urwv5uY4fP67WrVvrb3/7m8aPH1/mPWXNkMfHx1PIAQBV4+hRae1ab/n+9lspN7f0fR06+D77nZhongkHAABBr6KF3O+XrJ+tUaNGateunXaVNfPwf5xOp5xOZw2mAgAEraIiads2s+N5cQHfubP0fZGRZsb77Nnvxo1rPi8AAAgoAVXIc3NztXv3bt133322owAAgtHx476z3+vWSWXtRZKY6Pvsd4cO5jxwAACASvDrQv7EE09o6NChat26tQ4ePKjnnntOoaGhGjVqlO1oAIBAV1Qk7djh++z3tm2l72vY0Ox2Xly+f/MbqUmTms8LAACCjl8X8v3792vUqFE6evSomjVrpt69e2vt2rVq1qyZ7WgAgEDjcpkZ7+LyvXatmRE/1xVX+M5+d+ok1fHr/1wCAIAA5dd/w5g3b57tCACAQOTxSD/95Pvs99atZvxs9etL3bv7zn7HxNjJDAAAah2/LuQAAFyQxyPt3y9t2SJ995139vvo0dL3JiT4zn4nJUl169Z8ZgAAAFHIAQCB5NgxM9O9ZYt5bd1qXjk5pe91On1nv3v1kmJjaz4zAABAOSjkAAD/c/KktH27t3QX/3jwYNn316ljdj5PSvIeP9alixQWVqOxAQAAKoNCDgCw58wZadeu0sV7167Sz3sXa9NGuvpqs9la8Y+JiZRvAAAQcCjkAIDqd/Zz3mcX7+3bJbe77K9p1qx08e7YUYqIqNnsAAAA1YRCDgCoWseOlS7e5T3nLUkNGpiyfXbxvvpqdjsHAABBj0IOALg4J09K27b5Fu8tW6RDh8q+v04dqX370sW7dWspJKRmswMAAPgBCjkA4PzOnDFnep9bvHfvrvhz3ldfLbVrx3PeAAAAZ6GQAwAMj0fKyChdvLdvl/Lzy/4anvMGAAC4aBRyAKiNip/zPvdZb5er7Pt5zhsAAKDKUcgBIJgVP+d99uZqPOcNAADgFyjkABAMLuY574SE0sWb57wBAABqDIUcAALJxTznHRNTunh36MBz3gAAAJZRyAHAXx09Wrp4V+Q573M3WeM5bwAAAL9EIQcA2859zrv4xws9531u8eY5bwAAgIBCIQeA6ubxSL/+Ku3bJ+3d633t2WOWml/oOe9zizfPeQMAAAQFCjkAXCqPxxwjdnbZPrd8nzhx/s+IiSn7PO+GDas7PQAAACyhkAPAhXg80pEj5ZftvXulvLwLf07z5lKbNt5X69ZSYiLPeQMAANRSFHIA8Hikw4fLLtrFYydPXvhzWrQoXbiLf96qlVSvXnX9DgAAABCAKOQAgp/HI2VllV+29+2TTp06/2c4HFJcXOmiXfyKj5fCw6vzdwEAAIAgQyEHEPiKiqTMzPKXlO/bJ7nd5/8Mh0O67LLSRbu4fMfHS05ndf4uAAAAUMtQyAH4v8JCcwRYeWV73z4pP//8nxESIrVsWfZy8jZtzDV2LgcAAEANopADsK+wUDpwoOyyvXev9MsvUkHB+T8jNNTMYpe1nLx1a1O469at3t8HAAAAUAkUcgDV78wZU7jLOxYsI8Pccz516pjCXd6maZddZu4BAAAAAgR/ewVw6QoKpP37yz8SbP9+Mwt+PnXrmp3Iy9s0LS7OzIIDAAAAQYJCDuD88vOlY8eko0fNxmlnF+7in+/fbzZWO5+6dUsX7bPft2hB4QYAAECtQiEHaguPR8rNNcX67NeRI6XHzn6dOFGxz3c6fQv2ueU7NtZsrAYAAABAEoUcCExnzki//lr5cn2hjdHK43BIjRtLzZqVXkpeXL6bN6dwAwAAAJVAIQdsO3my7PJ8vnJ9/PjF/3pOp9SkidS0qfmxIq9GjVhODgAAAFQxCjlQVYqKTFGubLk+ffrif82oqMqX6/r1zYw3AAAAAKso5EBZ3O7yC3R55frXXy+8sVl56tTxLc0VKdjR0RzzBQAAAASwgPjb/Ouvv66XX35ZmZmZ6ty5s/7xj3+oR48etmMhEHg8kstV+XKdl3fxv2bDhpUv1xERzFoDAAAAtYzfF/L3339fkyZN0htvvKGePXtq2rRpGjRokHbu3KmYmBjb8VDM4zEbhuXnm5fb7ftjZX9eVV93/LjZAO1ihISYWejKlOvoaPOMNgAAAABcgMPj8Xhshzifnj17qnv37nrttdckSUVFRYqPj9eECRP0zDPPXPDrXS6XoqKilJOTo8jIyOqOW32Kikzhrc7yeqn3+rN69cou0Ocr2FFR7BoOAAAAoNIq2kP9eoY8Pz9fGzdu1OTJk0vGQkJC1L9/f61Zs6bMr3G73XK73SXvXS5XteesErfeKu3bV37pvdhZXlscDjNT7HRKYWHmdaGfV+bein5G8aZn9erZ/hMBAAAAAB9+XciPHDmiwsJCNW/e3Ge8efPm2rFjR5lfM3XqVKWmptZEvKq1c6f0888Vv79OnZoptBf7GRyRBQAAAADn5deF/GJMnjxZkyZNKnnvcrkUHx9vMVEFzZljlqRXpPDWrUvhBQAAAIAA59eFvGnTpgoNDVVWVpbPeFZWlmJjY8v8GqfTKWcgbqrVu7ftBAAAAACAGuTXO1aFhYWpa9euWr58eclYUVGRli9frl69ellMBgAAAADApfHrGXJJmjRpkkaPHq1u3bqpR48emjZtmvLy8jR27Fjb0QAAAAAAuGh+X8jvvPNOZWdn69lnn1VmZqa6dOmiJUuWlNroDQAAAACAQOL355BfqqA5hxwAAAAAEBAq2kP9+hlyAAAAAACCFYUcAAAAAAALKOQAAAAAAFjg95u6XariR+RdLpflJAAAAACA2qC4f15oy7agL+QnTpyQJMXHx1tOAgAAAACoTU6cOKGoqKhyrwf9LutFRUU6ePCgIiIi5HA4bMcpl8vlUnx8vDIyMtgNHn6J71H4O75H4e/4HkUg4PsU/i5Qvkc9Ho9OnDihuLg4hYSU/6R40M+Qh4SEqGXLlrZjVFhkZKRff2MBfI/C3/E9Cn/H9ygCAd+n8HeB8D16vpnxYmzqBgAAAACABRRyAAAAAAAsoJD7CafTqeeee05Op9N2FKBMfI/C3/E9Cn/H9ygCAd+n8HfB9j0a9Ju6AQAAAADgj5ghBwAAAADAAgo5AAAAAAAWUMgBAAAAALCAQg4AAAAAgAUUcj/x+uuvq02bNgoPD1fPnj317bff2o4ESJJWrlypoUOHKi4uTg6HQwsXLrQdCfAxdepUde/eXREREYqJiVFycrJ27txpOxZQYsaMGUpKSlJkZKQiIyPVq1cvff7557ZjAeV64YUX5HA4NHHiRNtRAEnSlClT5HA4fF7t27e3HatKUMj9wPvvv69Jkybpueee06ZNm9S5c2cNGjRIhw8fth0NUF5enjp37qzXX3/ddhSgTGlpaUpJSdHatWu1dOlSFRQUaODAgcrLy7MdDZAktWzZUi+88II2btyoDRs26Oabb9awYcP0ww8/2I4GlLJ+/Xq9+eabSkpKsh0F8NGxY0cdOnSo5LVq1SrbkaoEx575gZ49e6p79+567bXXJElFRUWKj4/XhAkT9Mwzz1hOB3g5HA4tWLBAycnJtqMA5crOzlZMTIzS0tLUp08f23GAMkVHR+vll1/W+PHjbUcBSuTm5uraa6/V9OnT9fzzz6tLly6aNm2a7ViApkyZooULFyo9Pd12lCrHDLll+fn52rhxo/r3718yFhISov79+2vNmjUWkwFAYMrJyZFkCg/gbwoLCzVv3jzl5eWpV69etuMAPlJSUjRkyBCfv5cC/uKnn35SXFyc2rZtq3vuuUe//PKL7UhVoo7tALXdkSNHVFhYqObNm/uMN2/eXDt27LCUCgACU1FRkSZOnKjrr79enTp1sh0HKLFlyxb16tVLp0+fVsOGDbVgwQJ16NDBdiygxLx587Rp0yatX7/edhSglJ49e2r27NlKTEzUoUOHlJqaqhtuuEFbt25VRESE7XiXhEIOAAgaKSkp2rp1a9A8V4bgkZiYqPT0dOXk5OjDDz/U6NGjlZaWRimHX8jIyNB//Md/aOnSpQoPD7cdByhl8ODBJT9PSkpSz5491bp1a/373/8O+Ed/KOSWNW3aVKGhocrKyvIZz8rKUmxsrKVUABB4Hn30US1evFgrV65Uy5YtbccBfISFhemKK66QJHXt2lXr16/X3//+d7355puWkwHSxo0bdfjwYV177bUlY4WFhVq5cqVee+01ud1uhYaGWkwI+GrUqJHatWunXbt22Y5yyXiG3LKwsDB17dpVy5cvLxkrKirS8uXLebYMACrA4/Ho0Ucf1YIFC/TVV18pISHBdiTggoqKiuR2u23HACRJ/fr105YtW5Senl7y6tatm+655x6lp6dTxuF3cnNztXv3brVo0cJ2lEvGDLkfmDRpkkaPHq1u3bqpR48emjZtmvLy8jR27Fjb0QDl5ub6/L+Pe/bsUXp6uqKjo9WqVSuLyQAjJSVFc+fO1ccff6yIiAhlZmZKkqKiolSvXj3L6QBp8uTJGjx4sFq1aqUTJ05o7ty5WrFihb744gvb0QBJUkRERKl9Nxo0aKAmTZqwHwf8whNPPKGhQ4eqdevWOnjwoJ577jmFhoZq1KhRtqNdMgq5H7jzzjuVnZ2tZ599VpmZmerSpYuWLFlSaqM3wIYNGzaob9++Je8nTZokSRo9erRmz55tKRXgNWPGDEnSTTfd5DM+a9YsjRkzpuYDAec4fPiw7r//fh06dEhRUVFKSkrSF198oQEDBtiOBgABYf/+/Ro1apSOHj2qZs2aqXfv3lq7dq2aNWtmO9ol4xxyAAAAAAAs4BlyAAAAAAAsoJADAAAAAGABhRwAAAAAAAso5AAAAAAAWEAhBwAAAADAAgo5AAAAAAAWUMgBAAAAALCAQg4AAAAAgAUUcgAAAAAALKCQAwAAAABgAYUcAAAAAAALKOQAAKBEdna2YmNj9d///d8lY6tXr1ZYWJiWL19uMRkAAMHH4fF4PLZDAAAA//HZZ58pOTlZq1evVmJiorp06aJhw4bpb3/7m+1oAAAEFQo5AAAoJSUlRcuWLVO3bt20ZcsWrV+/Xk6n03YsAACCCoUcAACUcurUKXXq1EkZGRnauHGjrr76atuRAAAIOjxDDgAAStm9e7cOHjyooqIi7d2713YcAACCEjPkAADAR35+vnr06KEuXbooMTFR06ZN05YtWxQTE2M7GgAAQYVCDgAAfDz55JP68MMPtXnzZjVs2FA33nijoqKitHjxYtvRAAAIKixZBwAAJVasWKFp06bpnXfeUWRkpEJCQvTOO+/o66+/1owZM2zHAwAgqDBDDgAAAACABcyQAwAAAABgAYUcAAAAAAALKOQAAAAAAFhAIQcAAAAAwAIKOQAAAAAAFlDIAQAAAACwgEIOAAAAAIAFFHIAAAAAACygkAMAAAAAYAGFHAAAAAAACyjkAAAAAABY8P8BDm5BtarCxXoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(12,3))\n",
    "\n",
    "axes.plot(x, y, 'r')\n",
    "axes.set_xlabel('x')\n",
    "axes.set_ylabel('y')\n",
    "axes.set_title('título');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Salvando figuras\n",
    "A Matplotlib pode gerar saída de alta qualidade em vários formatos, incluindo PNG, JPG, EPS, SVG, PGF e PDF."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para salvar uma figura em um arquivo, podemos usar o método `savefig` da classe` Figure`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"filename.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aqui também podemos opcionalmente especificar o DPI e escolher entre diferentes formatos de saída:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"filename.png\", dpi=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Legends, rótulos e títulos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora que abordamos os conceitos básicos de como criar uma figura de tela e adicionar instâncias de eixos na tela, vejamos como decorar uma figura com títulos, rótulos de eixos e lendas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Títulos de Figura **\n",
    "\n",
    "Um título pode ser adicionado a cada instância do eixo em uma figura. Para definir o título, use o método `set_title` na instância dos eixos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax.set_title(\"title\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Etiquetas de eixo **\n",
    "\n",
    "Da mesma forma, com os métodos `set_xlabel` e` set_ylabel`, podemos definir as etiquetas dos eixos X e Y:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Legendas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Você pode usar o argumento ** label = \"label text\" ** quando parcelas ou outros objetos são adicionados à figura e, em seguida, usando o método ** legend ** sem argumentos para adicionar a legenda à figura:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x112e2c880>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArgAAAILCAYAAAADnu/0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAABXJklEQVR4nO3dd3xV9eH/8de92QlJIIyEyBARwYETRdyDVutubasWW62r9otWpbaVttraIWptq9ZB7dDWuvsTbZ21WMGBiFCsExAREAgrZO/c+/vjhEBkyEhycm9ez8fjPvK559zcvEMU3nz4nM+JxOPxOJIkSVKSiIYdQJIkSWpPFlxJkiQlFQuuJEmSkooFV5IkSUnFgitJkqSkYsGVJElSUrHgSpIkKamkhh1gR8RiMZYvX05ubi6RSCTsOJIkSepg8XicyspKiouLiUa3PkebkAV3+fLlDBw4MOwYkiRJ6mRLly5lwIABW31NQhbc3NxcIPgG8/LyQk4jSZKkjlZRUcHAgQNbe+DWJGTBXb8sIS8vz4IrSZLUjWzL8lQvMpMkSVJSseBKkiQpqVhwJUmSlFQScg3utmpubqaxsTHsGAklLS2NlJSUsGNIkiTtsKQsuPF4nJKSEsrKysKOkpB69uxJUVGRewxLkqSElJQFd3257devH9nZ2Ra1bRSPx6mpqWHVqlUA9O/fP+REkiRJ2y/pCm5zc3Nrue3du3fYcRJOVlYWAKtWraJfv34uV5AkSQkn6S4yW7/mNjs7O+QkiWv9r53rlyVJUiJKuoK7nssSdpy/dpIkKZElbcGVJElS92TBlSRJUlKx4EqSJCmpWHATzPnnn8/HH3+8zecef/xxPve5z9G3b1/y8vIYM2YMzz//fMcHlSRJCokFNwGUlpZy5513Eo/HW48tXLiQBx54YKvnAKZPn87nPvc5nnnmGWbPns2xxx7Lqaeeyn//+99O/z4kSZI6Q9Ltg7s58Xic2sbmTv+6WWkp27wjwerVqxk5ciTf+c53+OEPfwjAa6+9xjHHHMOUKVNYtmwZJ554Is3NzUyePJlXX32Vm266iczMzC2eA7j11lvbfJ0bbriBJ598kn/+858ccMAB7fr9SpIkdQXdouDWNjaz13Wd/8/y7/3sBLLTt+2XuG/fvvz5z3/mjDPO4POf/zzDhw/n61//Opdddhknn3wyJ598Ms888wynnXYaTU1NvPjii6SlpQFBad3SuU+LxWJUVlZSUFDQbt+nJElSV+IShS7kpJNO4uKLL2bcuHFceuml5OTkMGnSJOrq6rjuuuu47bbbOOaYYzj00EMZO3Ysb7zxxlbPbc4tt9xCVVUVX/3qVzv5u5MkSeoc3WIGNysthfd+dkIoX3d73XLLLeyzzz489thjzJ49m4yMDEpLSyksLOS5557jm9/8JpdeeikXX3wxM2bMYPfdd9/iuUMOOaTNez/44INcf/31PPnkk/Tr16+9vk1JktTdlC+D3P4Q7Zpzpd2i4EYikW1eKhC2hQsXsnz5cmKxGB9//DEjR46koKCA8ePHt3nd0KFDGTp0KMBWz6338MMPc9FFF/HYY48xduzYjv0mJElS8mpugr+cCqmZ8JV7oe/wsBNtIjFaXzfR0NDAueeey1lnncXw4cO56KKLePvtt9vMtt53331b/PwtnXvooYe44IILePjhhzn55JPbObUkSepW3n0cShdCVgHk7RJ2ms2y4HYhP/rRjygvL+f222+nR48ePPPMM1xwwQU89dRTO/yeDz74IOeddx633XYbo0ePpqSkBICsrCzy8/PbK7okSeoOYs0w/VfBeMx4yOgRbp4t6JoLJ7qhl156iVtvvZX777+fvLw8otEo999/Py+//DJ33333Dr/vPffcQ1NTE+PHj6d///6tjyuuuKId00uSpG7hvSdgzXzIzIdDLgk7zRY5g9tFHHPMMTQ2NrY5tuuuu1JeXr5T7/vSSy/t1OdLkiQBEIvBtJbZ20PHQ2ZeuHm2whlcSZIkfbYP/gmr34eMPBj9rbDTbJUFV5IkSVsXi8G0m4Px6Eshq2eocT6LBVeSJElbN/9ZWPkOpPeAQ78ddprPZMGVJEnSlsXjMO2mYHzIJZBdEG6ebWDBlSRJ0pYteAFWvAVpOTDmsrDTbBMLriRJkjZv49nbgy+EnN7h5tlGFlxJkiRt3sIXYdmbkJoFh10edpptZsGVJEnSpjaevR11AfToF26e7WDBlSRJ0qYWTYelMyElAw7/TthptosFN8Gcf/75fPzxx9t87pVXXuHwww+nd+/eZGVlMWLECH772992fFBJkpTY1u97e9D5kFsUapTttd0Fd/r06Zx66qkUFxcTiUR44oknWs81Njbygx/8gJEjR5KTk0NxcTHf+MY3WL58eZv3KC0tZdy4ceTl5dGzZ08uvPBCqqqqdvqbSValpaXceeedxOPx1mMLFy7kgQce2Oo5gJycHC677DKmT5/O+++/z49//GN+/OMfc88993T69yFJkhLEx6/A4lcgJR0OvyLsNNttuwtudXU1++23H3feeecm52pqapgzZw7XXnstc+bM4fHHH2fevHmcdtppbV43btw43n33XV544QWeeuoppk+fziWXXLLj30USWL16NUVFRdxwww2tx1577TXS09OZMWMGy5Yt48QTT+STTz5h8uTJnH/++QwZMoTMzMwtngM44IADOOecc9h7773ZddddOffccznhhBN4+eWXw/pWJUlSV7d+9vaAr0P+LuFm2RHxnQDEp0yZstXXvPHGG3Egvnjx4ng8Ho+/9957cSA+a9as1tc8++yz8UgkEl+2bNk2fd3y8vI4EC8vL9/kXG1tbfy9996L19bWbjgYi8Xj9VWd/4jFtun7We/pp5+Op6WlxWfNmhWvqKiI77bbbvGrrrqqzfmUlJT40UcfHW9oaNjkc7d0bmNz5syJFxYWxv/whz9s8TWb/TWUJEndw+IZ8fhP8uLx63vH4+uWhJ2m1db636eldnSBLi8vJxKJ0LNnTwBmzJhBz549GTVqVOtrxo4dSzQaZebMmXzxi1/c5D3q6+upr69vfV5RUbF9IRpr4IbiHcq/U364HNJztvnlJ510EhdffDHjxo1j1KhR5OTkMGnSJOrq6rjhhhuYOXMmxxxzDKNGjWLs2LH86le/Yt99993iuUMOOaT1vQcMGMDq1atpamripz/9KRdddFFHfMeSJCnRrZ+93f9r0HNguFl2UIdeZFZXV8cPfvADzjnnHPLy8gAoKSmhX7+220ykpqZSUFBASUnJZt9n0qRJ5Ofntz4GDkzMX+xtccstt9DU1MRjjz3GAw88QEZGBjU1NRQWFvLcc88xYMAALr30Uv785z8zf/78rZ7b2Msvv8ybb77J5MmTufXWW3nooYdC+g4lSVKX9cmbsHAqRFLgiKvCTrPDOmwGt7Gxka9+9avE43HuvvvunXqviRMnMmHChNbnFRUV21dy07KD2dTOlpa93Z+ycOFCli9fTiwW4+OPP2bkyJEUFBQwfvz4Nq8bOnQoQ4cOBdjqufXWr8kdOXIkK1eu5Kc//SnnnHPOdueTJElJbP3s7X5nQ8GQcLPshA4puOvL7eLFi3nxxRdbZ28BioqKWLVqVZvXNzU1UVpaSlHR5regyMjIICMjY8cDRSLbtVQgLA0NDZx77rmcddZZDB8+nIsuuoi33367zYz3fffdt8XP39q5jcVisTZLPiRJklj+X1jwPESicOR3w06zU9q94K4vtwsWLOA///kPvXu3vWfxmDFjKCsrY/bs2Rx00EEAvPjii8RiMUaPHt3ecRLKj370I8rLy7n99tvp0aMHzzzzDBdccAFPPfXUDr/nnXfeyaBBgxgxYgQQbPN2yy238J3vJNaGzZIkqYNN+1XwceRXoPfQrb+2i9vugltVVcWHH37Y+nzRokXMnTuXgoIC+vfvz5e//GXmzJnDU089RXNzc+u62oKCAtLT09lzzz058cQTufjii5k8eTKNjY1cdtllnH322RQXh3AhWBfx0ksvceutt/Kf//yndcb7/vvvZ7/99uPuu+/m29/+9g69bywWY+LEiSxatIjU1FSGDh3KTTfdxLe+9a32jC9JkhLZiv/BvKeBCBx5ddhpdlokHt/oDgHb4KWXXuLYY4/d5Ph5553HT3/609a1np/2n//8h2OOOQYIblxw2WWX8c9//pNoNMqZZ57ZOmu5LSoqKsjPz6e8vLzN8gcILmxbtGhR6x6x2n7+GkqS1M088nV4/x+wz5nw5T+HnWazttb/Pm27Z3CPOeYYttaJt6UvFxQU8OCDD27vl5YkSVJ7W/leUG4BjvpeuFnaSYduEyZJkqQubnrL2tu9Tod+e4abpZ1YcCVJkrqr1fPg3SnBOElmb8GCK0mS1H1NvwWIw4hToGhk2GnajQVXkiSpO1rzIbzz92CcRLO3kMQFNxaLhR0hYflrJ0lSN/DyryEegz1OhOL9w07TrjrsVr1hSU9PJxqNsnz5cvr27Ut6ejqRSCTsWAkhHo/T0NDA6tWriUajpKenhx1JkiR1hNJF8L9HgvFR3w83SwdIuoIbjUYZMmQIK1asYPny5WHHSUjZ2dkMGjSIaDRpJ/glSereXvkNxJth97Ew4KCw07S7pCu4EMziDho0iKamJpqbm8OOk1BSUlJITU111luSpGRVtgTmttyP4OgfhJulgyRlwQWIRCKkpaWRlpYWdhRJkqSu45XfQqwJdjsGBh4SdpoO4b9BS5IkdRfln8Cc+4Nxks7eggVXkiSp+3j1Nog1wq5HwuDDwk7TYSy4kiRJ3UHFCpj9l2B8dPLtnLAxC64kSVJ38Nrt0FwPg8YEM7hJzIIrSZKU7CpXwpt/DsZHfx+SfLckC64kSVKym/E7aKqDAQfDbseGnabDWXAlSZKSWfUamPWnYHz0D5J+9hYsuJIkScltxh3QWAPFBwR3LusGLLiSJEnJqqYU3vhDMO4ms7dgwZUkSUper98FDVVQNBL2ODHsNJ3GgitJkpSMatfBzN8H46OSf+eEjVlwJUmSktHM30N9BfTbC0acEnaaTmXBlSRJSjZ15cHyBICjvgfR7lX5utd3K0mS1B28cU9QcvsMh71ODztNp7PgSpIkJZP6SphxZzA+6nsQTQk3TwgsuJIkSclk1h+DC8x67w77fCnsNKGw4EqSJCWLhmp47XfB+Miru+XsLVhwJUmSksebf4aatdBrVxj5lbDThMaCK0mSlAwaauDV24PxkVdDSmq4eUJkwZUkSUoGc/4C1asgfxDsd3bYaUJlwZUkSUp0jXXw6m3B+MgJkJIWbp6QWXAlSZIS3X/vh8oVkDcA9v9a2GlCZ8GVJElKZE318Mpvg/ERV0JqRqhxugILriRJUiKb+yBULIPc/nDA18NO0yVYcCVJkhJVcyO8/JtgfPiVkJYZapyuwoIrSZKUqN56GMqXQE4/OOi8sNN0GRZcSZKkRNTcBC/fEowPvwLSssLN04VYcCVJkhLR24/Buo8huw+M+mbYaboUC64kSVKiiTXD9F8F48Muh/SccPN0MRZcSZKkRPPO41C6ELIK4OCLwk7T5VhwJUmSEsnGs7djxkNGj3DzdEEWXEmSpETy3pOwZh5k5sMhl4Sdpkuy4EqSJCWKWGzD7O2h4yEzL9w8XZQFV5IkKVF88BSseg8y8mD0t8JO02VZcCVJkhJBPA7Tbg7Goy+FrJ6hxunKLLiSJEmJYN6zsPJtSO8Bh3477DRdmgVXkiSpq4vHYdpNwfiQiyG7INw8XZwFV5Ikqatb8AKsmAtp2TDmsrDTdHkWXEmSpK5s49nbgy+EnD7h5kkAFlxJkqSubOGLsOxNSM2Ew74TdpqEYMGVJEnqqjaevR11AfToF26eBGHBlSRJ6qoWTYelMyElw9nb7WDBlSRJ6qrW73t70HmQ1z/cLAnEgitJktQVffwqLH4FUtLh8CvDTpNQLLiSJEld0fSW2dsDzoX8XcLNkmAsuJIkSV3Nkpnw0UsQTYUjrgo7TcKx4EqSJHU162dv9/8a9BwUbpYEZMGVJEnqSj6ZDR/+GyIpcMSEsNMkJAuuJElSV7J+9na/s6FgSLhZEpQFV5IkqatYPhfmPweRKBz53bDTJKztLrjTp0/n1FNPpbi4mEgkwhNPPNHmfDwe57rrrqN///5kZWUxduxYFixY0OY1paWljBs3jry8PHr27MmFF15IVVXVTn0jkiRJCW/6r4KPI78CvYeGmyWBbXfBra6uZr/99uPOO+/c7Pmbb76Z22+/ncmTJzNz5kxycnI44YQTqKura33NuHHjePfdd3nhhRd46qmnmD59OpdccsmOfxeSJEmJruRt+OApIAJHXh12moQWicfj8R3+5EiEKVOmcMYZZwDB7G1xcTHf/e53ufrq4AdTXl5OYWEh9913H2effTbvv/8+e+21F7NmzWLUqFEAPPfcc5x00kl88sknFBcXb/J16uvrqa+vb31eUVHBwIEDKS8vJy8vb0fjS5IkdR2PfgPeexL2ORO+/Oew03Q5FRUV5Ofnb1P/a9c1uIsWLaKkpISxY8e2HsvPz2f06NHMmDEDgBkzZtCzZ8/WcgswduxYotEoM2fO3Oz7Tpo0ifz8/NbHwIED2zO2JElSuFa+F5RbgKO+F26WJNCuBbekpASAwsLCNscLCwtbz5WUlNCvX78251NTUykoKGh9zadNnDiR8vLy1sfSpUvbM7YkSVK4Xr4l+LjX6dBvz3CzJIHUsANsi4yMDDIyMsKOIUmS1P5Wz4d3Hg/Gzt62i3adwS0qKgJg5cqVbY6vXLmy9VxRURGrVq1qc76pqYnS0tLW10iSJHUbL98CxGHEKVA0Muw0SaFdC+6QIUMoKipi6tSprccqKiqYOXMmY8aMAWDMmDGUlZUxe/bs1te8+OKLxGIxRo8e3Z5xJEmSura1C+Htx4Kxs7ftZruXKFRVVfHhhx+2Pl+0aBFz586loKCAQYMGceWVV/KLX/yCYcOGMWTIEK699lqKi4tbd1rYc889OfHEE7n44ouZPHkyjY2NXHbZZZx99tmb3UFBkiQpab38a4jHYI8ToXj/sNMkje0uuG+++SbHHnts6/MJE4J7JJ933nncd999fP/736e6uppLLrmEsrIyjjjiCJ577jkyMzNbP+eBBx7gsssu4/jjjycajXLmmWdy++23t8O3I0mSlCBKF8FbDwfjo74fbpYks1P74IZle/ZBkyRJ6pL+cTnM+SvsPhbO/X9hp+nyQtsHV5IkSdugbAnMfTAYH/2DcLMkIQuuJElSZ3vltxBrgiFHw8BDwk6TdCy4kiRJnan8E5hzfzB29rZDWHAlSZI606u3QawRBh8Bux4edpqkZMGVJEnqLJUlMPsvwfhod07oKBZcSZKkzvLq7dBcDwMPhSFHhZ0maVlwJUmSOkPVKnjzz8H46O9DJBJuniRmwZUkSeoMr/0Ommphl1Ew9Liw0yQ1C64kSVJHq14Ds/4YjI/+gbO3HcyCK0mS1NFm3AmNNdB/fxj2ubDTJD0LriRJUkeqKYU37gnGzt52CguuJElSR3r9bmiogsKRMPwLYafpFiy4kiRJHaW2DGZODsbunNBpLLiSJEkdZebvob4C+u0FI04JO023YcGVJEnqCHUV8Pqdwfio70HU2tVZ/JWWJEnqCG/cA3Xl0Gc47HV62Gm6FQuuJElSe6uvhBl3BOOjvgfRlHDzdDMWXEmSpPY2609Quw567w77fCnsNN2OBVeSJKk9NVQHt+UFOPJqZ29DYMGVJElqT2/eCzVroNeuMPIrYafpliy4kiRJ7aWxFl69LRgfeTWkpIabp5uy4EqSJLWX2X+B6lWQPwj2OzvsNN2WBVeSJKk9NNbBq7cG4yMnQEpaqHG6MwuuJElSe3j1NqhcAXkDYP+vhZ2mW7PgSpIk7ay1C+HlXwfjz/8MUjPCzdPNWXAlSZJ2RjwOz1wNzfUw9DjY231vw2bBlSRJ2hnvToGFL0JKBpx0C0QiYSfq9iy4kiRJO6quAp6bGIyPnAC9h4abR4AFV5Ikacf955dQVQIFQ+HwK8NOoxYWXEmSpB2xfC68cU8wPvnXkJYZahxtYMGVJEnaXrFmeOoqiMdgnzNh6LFhJ9JGLLiSJEnba/a9sHwOZOTBCTeEnUafYsGVJEnaHlWr4N8/C8bHXQu5ReHm0SYsuJIkSdvjXz+G+nLovz8cfGHYabQZFlxJkqRt9dE0+N8jQARO+S1EU8JOpM2w4EqSJG2Lpnp4+rvB+OCLYJcDw82jLbLgSpIkbYvXboe1CyCnHxz347DTaCssuJIkSZ+ldBFMvyUYn3ADZPUMNY62zoIrSZK0NfE4PPM9aKqDIUfDyC+HnUifwYIrSZK0Ne//Az58AVLSgzuWRSJhJ9JnsOBKkiRtSX0lPHtNMD78SugzLNQ42jYWXEmSpC35zySoXA69doUjJ4SdRtvIgitJkrQ5JW/DzMnB+KRfQ1pWuHm0zSy4kiRJnxaLwVNXQbwZ9joDho0NO5G2gwVXkiTp0+b8BT6ZBek94MRJYafRdrLgSpIkbaxqNfz7p8H42B9BXnGocbT9LLiSJEkbe+E6qCuDopFwyCVhp9EOsOBKkiSt9/Er8NaDQAROuRVSUsNOpB1gwZUkSQJoaoCnWrYCO+h8GDAq1DjacRZcSZIkgBl3wJp5kN0Hxv4k7DTaCRZcSZKkdR/DtJuD8Qm/hKxeocbRzrHgSpKk7i0eh2d/AE21sOuRsO9ZYSfSTrLgSpKk7u2Dp2H+cxBNg5N/DZFI2Im0kyy4kiSp+6qvCmZvAQ7/DvQdHm4etQsLriRJ6r6m3QgVn0DPQXDk1WGnUTux4EqSpO5p5bsw465gfNItkJ4dbh61GwuuJEnqfmKxYM/beDPseSrscULYidSOLLiSJKn7mfs3WPo6pOXAiTeGnUbtrN0LbnNzM9deey1DhgwhKyuLoUOH8vOf/5x4PN76mng8znXXXUf//v3Jyspi7NixLFiwoL2jSJIkbap6LbxwXTA+diLkDwg3j9pduxfcm266ibvvvps77riD999/n5tuuombb76Z3/3ud62vufnmm7n99tuZPHkyM2fOJCcnhxNOOIG6urr2jiNJktTWv6+D2nVQuA+MvjTsNOoAqe39hq+99hqnn346J598MgC77rorDz30EG+88QYQzN7eeuut/PjHP+b0008H4K9//SuFhYU88cQTnH322e0dSZIkKbB4Bvz3b8H45N9ASlq4edQh2n0G97DDDmPq1KnMnz8fgLfeeotXXnmFL3zhCwAsWrSIkpISxo4d2/o5+fn5jB49mhkzZmz2Pevr66moqGjzkCRJ2i7NjfD0hGB84Ddg0Ohw86jDtPsM7jXXXENFRQUjRowgJSWF5uZmfvnLXzJu3DgASkpKACgsLGzzeYWFha3nPm3SpElcf/317R1VkiR1J6/fBaveg+zeMNZekczafQb30Ucf5YEHHuDBBx9kzpw5/OUvf+GWW27hL3/5yw6/58SJEykvL299LF26tB0TS5KkpFe2FF5q2S3hcz+H7IJw86hDtfsM7ve+9z2uueaa1rW0I0eOZPHixUyaNInzzjuPoqIiAFauXEn//v1bP2/lypXsv//+m33PjIwMMjIy2juqJEnqLp79ATTWwKDDYP+vhZ1GHazdZ3BramqIRtu+bUpKCrFYDIAhQ4ZQVFTE1KlTW89XVFQwc+ZMxowZ095xJElSdzfvWZj3NERT4ZTfQCQSdiJ1sHafwT311FP55S9/yaBBg9h7773573//y29+8xsuuOACACKRCFdeeSW/+MUvGDZsGEOGDOHaa6+luLiYM844o73jSJKk7qyhGp75fjAecxn02zPcPOoU7V5wf/e733Httdfyf//3f6xatYri4mK+9a1vcd1117W+5vvf/z7V1dVccskllJWVccQRR/Dcc8+RmZnZ3nEkSVJ3Nu1mKF8C+YPg6O+HnUadJBLf+BZjCaKiooL8/HzKy8vJy8sLO44kSeqKVr0Pk4+AWBOc/RCMOCnsRNoJ29P/2n0NriRJUujicXj6u0G5HX6S5babseBKkqTk89ZDsPhVSMuGL9wUdhp1MguuJElKLjWl8K8fB+OjfwA9B4WbR53OgitJkpLLv38KNWuh754wZnzYaRQCC64kSUoeS2bCnJa7p57yG0hJCzePQmHBlSRJyaG5CZ6eEIz3PxcGHxZuHoXGgitJkpLDzMmw8h3I6gWf+1nYaRQiC64kSUp85Z/Af24IxmOvh5ze4eZRqCy4kiQp8T13DTRWw8DRcMDXw06jkFlwJUlSYpv/L3j/nxBJgZN/A1HrTXfnfwGSJClxNdTAM1cH40O/DUX7hJtHXYIFV5IkJa6Xfw1liyFvFzhmYthp1EVYcCVJUmJaPQ9evS0Yf+EmyOgRbh51GRZcSZKUeOJxePq7EGuEYSfAiFPCTqQuxIIrSZISz/8ehY9fhtQsOOlmiETCTqQuxIIrSZISS+06eP6Hwfjo70GvXUONo67HgitJkhLL1J9BzRroMxzGXB52GnVBFlxJkpQ4PnkT3rw3GJ/8a0hNDzePuiQLriRJSgzNTfDUlUAc9jsHhhwZdiJ1URZcSZKUGGb9AUrehsye8Lmfh51GXZgFV5IkdX0VK+DFXwbjsT+BHn3DzaMuzYIrSZK6vucnQkMlDDgYDjw/7DTq4iy4kiSpa/vw3/DuFIhE4eTfQNT6oq3zvxBJktR1NdbC01cH49GXQv99w82jhGDBlSRJXdcrv4V1iyC3Pxz7w7DTKEFYcCVJUte05sOg4AKceCNk5IabRwnDgitJkrqeeByengDNDbD7WNjr9LATKYFYcCVJUtfzzv+DRdMgNRNO+hVEImEnUgKx4EqSpK6ltgyeb1lve+TVULBbqHGUeCy4kiSpa3nxF1C1EnoPg8O/E3YaJSALriRJ6jqWzYFZfwzGJ/8aUjPCzaOEZMGVJEldQ6wZnroKiMPIr8BuR4edSAnKgitJkrqGWX+CFXMhIx8+/8uw0yiBWXAlSVL4KkvgxZ8H4+OvhdzCcPMooVlwJUlS+J7/EdRXQPEBMOqCsNMowVlwJUlSuBa+CO/8HSJROOW3EE0JO5ESnAVXkiSFp7EOnr46GB98cTCDK+0kC64kSQrPq7dB6ULoUQjH/SjsNEoSFlxJkhSOtQvh5V8H4xNugMz8cPMoaVhwJUlS54vH4ZmrobkedjsW9jkz7ERKIhZcSZLU+d6dElxclpIR3LEsEgk7kZKIBVeSJHWuugp4bmIwPuIq6D003DxKOhZcSZLUuf7zS6gqgYLdgoIrtTMLriRJ6jzL58Ib9wTjk38NaZmhxlFysuBKkqTOEWuGp66CeAz2/hIMPS7sREpSFlxJktQ5Zt8Ly+dAem6wLZjUQSy4kiSp41Wtgn//LBgffy3k9Q83j5KaBVeSJHW8f/0Y6suh/35w8EVhp1GSs+BKkqSOteDf8L9HgAic8luIpoSdSEnOgitJkjrOuo/h8ZYZ20Muhl0OCjWOugcLriRJ6hiNtfDIuVC7DooPhM/9POxE6iYsuJIkqf3F48GWYCVvQ3YfOOt+97xVp7HgSpKk9jfrj/DWQxCJwlfuhfwBYSdSN2LBlSRJ7WvJTHjummD8uZ/BkKPCzaNux4IrSZLaT2UJPPoNiDXB3l+EMZeFnUjdkAVXkiS1j6YGePQ8qCqBvnvCaXdAJBJ2KnVDFlxJktQ+/vVjWPo6ZOTBWX+DjB5hJ1I3ZcGVJEk7762H4Y3fB+Mv/h767B5uHnVrFlxJkrRzVrwF/7wiGB/1fRhxUrh51O11SMFdtmwZ5557Lr179yYrK4uRI0fy5ptvtp6Px+Ncd9119O/fn6ysLMaOHcuCBQs6IookSepINaXBzRya6mD3z8Ex14SdSGr/grtu3ToOP/xw0tLSePbZZ3nvvff49a9/Ta9evVpfc/PNN3P77bczefJkZs6cSU5ODieccAJ1dXXtHUeSJHWUWDP8v4ugbAn02hW+dA9EU8JOJRGJx+Px9nzDa665hldffZWXX355s+fj8TjFxcV897vf5eqrrwagvLycwsJC7rvvPs4+++zP/BoVFRXk5+dTXl5OXl5ee8aXJEnbaurP4eVbIDULLnoBikaGnUhJbHv6X7vP4P7jH/9g1KhRfOUrX6Ffv34ccMAB/OEPf2g9v2jRIkpKShg7dmzrsfz8fEaPHs2MGTM2+5719fVUVFS0eUiSpBC9/1RQbgFOu91yqy6l3QvuRx99xN13382wYcN4/vnn+fa3v813vvMd/vKXvwBQUlICQGFhYZvPKywsbD33aZMmTSI/P7/1MXDgwPaOLUmSttWaBTDl0mA8+tuw71fDzSN9SrsX3FgsxoEHHsgNN9zAAQccwCWXXMLFF1/M5MmTd/g9J06cSHl5eetj6dKl7ZhYkiRts/pKeHgcNFTCoMPg8z8PO5G0iXYvuP3792evvfZqc2zPPfdkyZIlABQVFQGwcuXKNq9ZuXJl67lPy8jIIC8vr81DkiR1sngcnvg/WDMPcvvDV+6DlLSwU0mbaPeCe/jhhzNv3rw2x+bPn8/gwYMBGDJkCEVFRUydOrX1fEVFBTNnzmTMmDHtHUeSJLWXV2+D9/8B0TT46l8ht/CzP0cKQWp7v+FVV13FYYcdxg033MBXv/pV3njjDe655x7uueceACKRCFdeeSW/+MUvGDZsGEOGDOHaa6+luLiYM844o73jSJKk9rDwPzD1+mD8hZtg4CHh5pG2ot0L7sEHH8yUKVOYOHEiP/vZzxgyZAi33nor48aNa33N97//faqrq7nkkksoKyvjiCOO4LnnniMzM7O940iSpJ1VtgT+fgHEY7D/uTDqgrATSVvV7vvgdgb3wZUkqZM01sKfTwhux9t/f7jgOUjLCjuVuqFQ98GVJElJIh6Hp78blNusAjjrfsutEoIFV5Ikbd6bf4a5D0AkCl/+M/QcFHYiaZtYcCVJ0qaWvgHP/iAYH/8TGHpsuHmk7WDBlSRJbVWuhEe/AbFG2PM0OPyKsBNJ28WCK0mSNmhuhMfOh8oV0Gc4nHEXRCJhp5K2iwVXkiRt8K9rYclrkJ4LZz8AGblhJ5K2mwVXkiQF/vcozLw7GH9xMvQZFm4eaQdZcCVJEpS8Df/4TjA+8mrY85Rw80g7wYIrSVJ3V1MKD4+DploYejwc+8OwE0k7xYIrSVJ3FmuGxy+GssXQczCc+UeIpoSdStopFlxJkrqzl26ED/8NqZlw1t8guyDsRNJOs+BKktRdffAMTL85GJ96O/TfN9w8Ujux4EqS1B2t+RCmfCsYH/It2O+scPNI7ciCK0lSd1NfBY+Mg/oKGDQGPv+LsBNJ7cqCK0lSdxKPw5PjYfUH0KMIvnIfpKaHnUpqVxZcSZK6k9d+B+89AdE0+OpfIbco7ERSu7PgSpLUXXw0Df79k2B84iQYNDrcPFIHseBKktQdlC2Fv38T4jHY72tw8EVhJ5I6jAVXkqRk11gHj34datZC0b5wym8gEgk7ldRhLLiSJCWzeBye+S4s/y9k9Qpu5pCWFXYqqUNZcCVJSmaz74P//g0iUfjyn6HX4LATSR3OgitJUrJaOgue+V4wPu5aGHpcuHmkTmLBlSQpGVWtgke/AbFGGHEKHHFV2ImkTmPBlSQp2TQ3wmPfhMrl0GcPOONuLypTt2LBlSQp2bzwE1j8CqTnwlkPQGZe2ImkTmXBlSQpmbz9d3j9zmD8xbuh7x7h5pFCYMGVJClZrHwX/nF5MD5iAux5arh5pJBYcCVJSga1ZfDwOGisgd2OheN+HHYiKTQWXEmSEl0sBo9fAusWQf6gYL/baErYqaTQWHAlSUp002+GBc9DaiacdT9kF4SdSAqVBVeSpEQ27zl4aVIwPuW3ULx/qHGkrsCCK0lSolq7MFiaAHDwRbD/18LNI3URFlxJkhJRQzU8ci7Ul8OAQ+CESWEnkroMC64kSYkmHg+2A1v1HuT0g6/+FVLTw04ldRkWXEmSEs3rd8E7/w+iqfDVv0Be/7ATSV2KBVeSpESy6GX417XB+IQbYPBh4eaRuiALriRJiaJ8GTx2PsSbYd+z4JBLwk4kdUkWXEmSEkFTPTz6dahZA4Uj4ZRbIRIJO5XUJVlwJUlKBM9+H5bNhsyewc0c0rPDTiR1WRZcSZK6utl/gdn3ARE4809QMCTsRFKXZsGVJKkr+2Q2PHN1MD7uRzBsbLh5pARgwZUkqauqWh2su21ugOEnwxHfDTuRlBAsuJIkdUXNTfD3b0LFMui9O3zxboj6x7a0Lfw/RZKkrmjqT+HjlyEtB856ADLzw04kJQwLriRJXc07j8NrvwvGZ9wF/UaEm0dKMBZcSZK6kpXvwZOXBePDr4C9zwg1jpSILLiSJHUVtWXwyLnQWA1Djobjrgs7kZSQLLiSJHUFsRhMuRRKF0L+QPjynyElNexUUkKy4EqS1BW8fAvMfxZSMuCrf4WcPmEnkhKWBVeSpLDN/xf854ZgfMpvYJcDw80jJTgLriRJYSr9CB6/CIjDqAvggHPDTiQlPAuuJElhaaiGh8+FunIYcDCceGPYiaSkYMGVJCkMDTXwyNdh1buQ0zdYd5uaEXYqKSl4eaYkSZ2trgIeOhsWvwpp2fDV+yGvOOxUUtKw4EqS1JlqSuFvZ8LyOZCRB197FAaPCTuVlFQsuJIkdZaqVfDXM4JlCVm94OtToPiAsFNJSceCK0lSZyhfBn89DdZ+CD0K4etPQOFeYaeSkpIFV5Kkjlb6Efz1dChbAnkD4Lx/QO+hYaeSkpYFV5KkjrR6XlBuK1dAwW7wjSeh56CwU0lJrcO3CbvxxhuJRCJceeWVrcfq6uoYP348vXv3pkePHpx55pmsXLmyo6NIktS5VrwF934hKLd994RvPmu5lTpBhxbcWbNm8fvf/5599923zfGrrrqKf/7znzz22GNMmzaN5cuX86Uvfakjo0iS1LmWvgH3nQo1a6H/fnD+05BbFHYqqVvosIJbVVXFuHHj+MMf/kCvXr1aj5eXl/OnP/2J3/zmNxx33HEcdNBB3Hvvvbz22mu8/vrrHRVHkqTOs2h6sFtCfTkMPBTO+yfk9A47ldRtdFjBHT9+PCeffDJjx45tc3z27Nk0Nja2OT5ixAgGDRrEjBkzNvte9fX1VFRUtHlIktQlzf8XPPAVaKyG3Y6Brz8Omflhp5K6lQ65yOzhhx9mzpw5zJo1a5NzJSUlpKen07NnzzbHCwsLKSkp2ez7TZo0ieuvv74jokqS1H7efQL+30UQa4Q9vgBfuQ/SMsNOJXU77T6Du3TpUq644goeeOABMjPb53/qiRMnUl5e3vpYunRpu7yvJEntZu5D8PdvBuV27y/BWfdbbqWQtHvBnT17NqtWreLAAw8kNTWV1NRUpk2bxu23305qaiqFhYU0NDRQVlbW5vNWrlxJUdHmF99nZGSQl5fX5iFJUpcx64/wxKUQj8EB58KZf4SUtLBTSd1Wuy9ROP7443n77bfbHPvmN7/JiBEj+MEPfsDAgQNJS0tj6tSpnHnmmQDMmzePJUuWMGaM9+KWJCWYV2+DF64Lxod8C068EaIdvgunpK1o94Kbm5vLPvvs0+ZYTk4OvXv3bj1+4YUXMmHCBAoKCsjLy+Pyyy9nzJgxHHrooe0dR5KkjhGPw0uTYNpNwfMjJsDx10EkEm4uSeHcyey3v/0t0WiUM888k/r6ek444QTuuuuuMKJIkrT94nH4149hxh3B8+OuhaOuDjeTpFaReDweDzvE9qqoqCA/P5/y8nLX40qSOlcsBk9PgNn3Bs9PvAkOvTTcTFI3sD39L5QZXEmSElJzEzz5f/C/R4AInPY7OPDrYaeS9CkWXEmStkVTPfz9AvjgKYikwJfugZFfDjuVpM2w4EqS9FkaauCRc2HhVEhJD27gMOLksFNJ2gILriRJW1NfCQ+eBYtfhbRsOPsBGHpc2KkkbYUFV5KkLakphQe+DMtmQ0YefO1RGOye7VJXZ8GVJGlzqlbB/V+Ele9AVi8493HY5cCwU0naBhZcSZI+rXwZ/PU0WPsh5PSDbzwJhXuFnUrSNrLgSpK0sdJFQbktWwJ5A+C8f0DvoWGnkrQdLLiSJK23eh789XSoXAEFuwUztz0HhZ1K0nay4EqSBLDif3D/GVCzFvruCd94AnKLwk4laQdYcCVJWjoLHjgT6sqh/35w7hTI6R12Kkk7yIIrSereFr0c7HPbWA0DR8O4xyAzP+xUknaCBVeS1H3N/xc8+nVoqoMhR8M5D0F6TtipJO2kaNgBJEkKxXtPwsNfC8rtHl8IbuJguZWSgjO4kqTuZ+5D8OT/QTwGe38JvnQPpKSFnUpSO3EGV5LUvcz6IzxxaVBu9z8Xzvyj5VZKMhZcSVL38ert8PR3g/Eh34LTfgfRlHAzSWp3LlGQJCW/eBxeuhGm3Rg8P2ICHH8dRCLh5pLUISy4kqTkFo/Dv34MM+4Inh93LRx1dbiZJHUoC64kKXnFYvD0BJh9b/D8xBvh0G+Hm0lSh7PgSpKSU3NTsFPC/x4BInDa7XDgN8JOJakTWHAlScmnqR7+34Xw/j8hkhJsAzbyy2GnktRJLLiSpOTSUBPcnezDf0NKOnzlPhhxctipJHUiC64kKXnUV8KDZ8PiVyA1C855EIYeF3YqSZ3MgitJSg616+BvZ8Ky2ZCeC+MehcGHhZ1KUggsuJKkxFe1Gu7/Iqx8G7J6wbmPwy4Hhp1KUkgsuJKkxFa+DP56OqxdADn94BtPQuFeYaeSFCILriQpcZUugr+eBmVLIG8AnPcP6D007FSSQmbBlSQlptXzg3JbuQJ6DQnKbc9BYaeS1AVYcCVJiWfF/4I1tzVroO+IYFlCblHYqSR1ERZcSVJiWToLHjgT6sqh/35w7hTI6R12KkldiAVXkpQ4Fr0MD54FjdUwcDSMewwy88NOJamLseBKkhLDghfgkXOhqQ6GHA3nPATpOWGnktQFRcMOIEnSZ3rvSXjonKDc7nEifO1Ry62kLXIGV5LUtb31MDzxbYjHYO8vwpf+AClpYaeS1IU5gytJ6rpm/QmmfCsot/ufC2f+yXIr6TNZcCVJXdOrt8PTE4LxIZfAab+DaEq4mSQlBJcoSJK6lqZ6mPozmHFH8PyIq+D4n0AkEm4uSQnDgitJ6jpW/C9YkrDqveD5cT+Go74XbiZJCceCK0kKX3MTvPJbmHYjxJoguw+ceivseWrYySQlIAuuJClcq+fDE5fCstnB8xGnwCm3Qo++ocaSlLgsuJKkcMRi8Mbv4d8/Dfa3zciHk26Gfc9yva2knWLBlSR1vnWL4cnx8PHLwfPdjoXT74T8XcLNJSkpWHAlSZ0nHof/3g/P/RAaKiEtGz7/cxh1obO2UoJpaIqRnto1d5y14EqSOkdlCfzjO7Dg+eD5wEPhjLug99Bwc0naJvF4nPdWVPDSvNVMm7eaZWW1vPKDY4l0wb+cWnAlSR3v7b/D09+FujJISQ+2/xpzmTdukLq48tpGXlmwhpfmrWLa/NWsqqxvc37h6ip275cbUrots+BKkjpOTWlwN7J3pwTPi/aFL/4eCvcKN5ekzYrH47y7vIJp81fz0rxVzFlSRnMs3no+Ky2Fw4b25pjhfTlmeD8GFmSHmHbLLLiSpI4x/3n4x+VQtRIiKXDU1cFNG1LSwk4maSPlNY28/OHqYOnB/NWs/tQs7e79enDMHn05enhfDt61gMy0rv8vLxZcSVL7qquA5yfCf/8WPO+zB3xxMuxyULi5JAEQiwWztC/NW8VL81fz3yXr2GiSluz0FA4b2odjhvfl6D36dtlZ2q2x4EqS2s+i6fDEeChfAkRgzPhgvW1aVtjJpG6trKaB6S1raafPX8OaqraztMP69WhddjBq115kpHb9WdqtseBKknZeYy38+3qYeXfwvOcgOONu2PWIcHNJ3VQsFued5eW8NC9YSzt3aVmbWdqc9BQO233DLO2AXok3S7s1FlxJ0s755E2YcimsXRA8P+h8+PwvIKPrXVktJbN11Q1MXxBs4TV9wWrWVDW0Ob9HYQ+OGd6PY/boy6hdC7rsHrbtwYIrSdoxTQ0w7SZ45TcQj0GPIjj9Dhj2ubCTSd1CLBbn7WUts7TzV/HWZmZpD9+9D8cM78fRw/uyS8/us1TIgitJ2n4r34Up34KSt4Pn+3wZTvoVZBeEm0tKcqXVDby8INjxYPr81aytbjtLO7wwN1h2MLwvowYn9yzt1lhwJUnbLtYMr94G/7kBYo2QVQCn/Ab2/mLYyaSkFIvF+d+y8mDHg3mreeuTMuIbzdL2yEjl8N17B7O0e/SluBvN0m6NBVeStG3WLgzW2n7yRvB8jy/AqbdBbmG4uaQkU1rdwPSWGy1MX7CG0k/N0o4oyuXo4X05Zo9+HDS4V7edpd0aC64kaetiMZj1R3jhOmiqhYw8OPFG2P9r0AXvQS8lmuZYnLc+KWu90cL/PjVLm5uRyhHD1u940I+i/MzwwiYIC64kacvKlsKT42HRtOD5kKPg9Lug58Bwc0kJbk1Vfcss7WpeXrCadTWNbc7v2T8v2Jd2j74cOLgXaSnO0m4PC64kaVPxOMx9EJ67BuorIDULPvczOPgiiPoHrbS9mmNx5i4tY1rL3cPeXlbedpY2M5Ujh/XhmD2CHQ8K85yl3RntXnAnTZrE448/zgcffEBWVhaHHXYYN910E8OHD299TV1dHd/97nd5+OGHqa+v54QTTuCuu+6isNB1XJIUuqpV8M8rYN4zwfMBB8MZk6HP7uHmkhLM6sqWWdr5wSxt2admafdaP0s7vB8HDOrpLG07aveCO23aNMaPH8/BBx9MU1MTP/zhD/n85z/Pe++9R05ODgBXXXUVTz/9NI899hj5+flcdtllfOlLX+LVV19t7ziSpO3x3pPw1FVQsxaiaXDsRDjsCkjxH/ykz9LYHOOtpWVMa1l68Pay8jbn8zJTOXJY35YLxPrSz1naDhOJxzeeIG9/q1evpl+/fkybNo2jjjqK8vJy+vbty4MPPsiXv/xlAD744AP23HNPZsyYwaGHHvqZ71lRUUF+fj7l5eXk5eV1ZHxJ6h5q18Ez34O3HwueF+4DX/w9FO0Tbi6pC2tqjvHu8gpmfLSW1xau5c2PS6lpaG7zmr2LN5qlHdiTVGdpd9j29L8O/yt5eXnwt5eCgmDz79mzZ9PY2MjYsWNbXzNixAgGDRq0xYJbX19PfX196/OKiooOTi1J3ciCf8M/LoPKFRCJwhET4OgfQGp62MmkLiUWi/N+SQUzFq5lxsK1vLGolMr6pjav6ZWdxmG79+GYPYKZ2n65ztKGoUMLbiwW48orr+Twww9nn32CWYCSkhLS09Pp2bNnm9cWFhZSUlKy2feZNGkS119/fUdGlaTup74K/vVjmH1v8Lz37sGs7YBR4eaSuoh4PM6CVVWthfb1RWs3WUebm5nK6CG9OWxob8YM7c3wwlyiUbfPC1uHFtzx48fzzjvv8Morr+zU+0ycOJEJEya0Pq+oqGDgQLeokaQdtvi14KYNZYuD56MvheN/AunZ4eaSQhSPx1m0ppoZH7UU2o/Wsqaq7U0WctJTOHhIQVBod+vDXsV5pFhou5wOK7iXXXYZTz31FNOnT2fAgAGtx4uKimhoaKCsrKzNLO7KlSspKira7HtlZGSQkZHRUVElqftorIMXfw4z7gTikD8Qzrgr2N9W6oaWltYEM7Qtpbakoq7N+cy0KKMGFzCmZYZ25C757naQANq94MbjcS6//HKmTJnCSy+9xJAhQ9qcP+igg0hLS2Pq1KmceeaZAMybN48lS5YwZsyY9o4jSVpv2Zxg1nbNvOD5AefCCZMg04t11X2sKK9tXXIw46O1fLKuts359JQoBwzqyZihvTlsaB/2G5hPRmpKSGm1o9q94I4fP54HH3yQJ598ktzc3NZ1tfn5+WRlZZGfn8+FF17IhAkTKCgoIC8vj8svv5wxY8Zs0w4KkqTt1NwI02+B6b+CeDPk9IPTbofhXwg7mdThVlfWt1lysGhNdZvzqdEI+w3syZjdgnW0Bw7uRWaahTbRtfs2YZEt3Jf83nvv5fzzzwc23OjhoYceanOjhy0tUfg0twmTpG206gOY8i1YMTd4vvcX4eTfQHZBqLGkjrKuuoGZi4Jtu2YsXMuCVVVtzkcjMHKXfA4d2psxu/Xm4F0LyMlwn+dEsD39r8P3we0IFlxJ+gyx5mCd7Yu/gOZ6yOwJJ/8aRn457GRSu6qoa+SNj0qDQvvRWj4oqeDTzWav/nnBGtrdenPIbgXkZaaFE1Y7pUvtgytJ6mSlH8ET/wdLZgTPh30eTr0d8vqHm0tqB9X1Tcz6uLR12cE7y8qJfarQDuvXo3XbrtFDetMrxz2duxsLriQli3gc3vwz/OtaaKyG9B5wwg1w4DdgC8vHpK6urrGZ2YvXtV4U9tbSMpo+1WiH9MlpnaE9dLfe9M1156XuzoIrScmgYjk8eRksnBo8H3xEsP1Xr8Hh5pK2U31TM3OXlLXO0P53SRkNzbE2rxnQK6t1hnbMbn0oyvduYWrLgitJiSweh/89Cs9+D+rKITUzuGHD6Esh6l6d6voam2P875NyXm8ptG8uLqWusW2hLcrLbN2HdsxuvRlY4A1JtHUWXElKVNVr4Kkr4f1/Bs+LDwxutdt3j1BjSVvTHIvz7vLy1iUHsxaVUt3Q3OY1fXqkc+huwT60Y4b2Ztfe2VvcpUnaHAuuJCWiD56Gf14B1ashmgpHXwNHXAUp/raurqWxOcZ7yyt4s2Ud7cxFa6msa2rzmp7ZaRw6pDeH7R7M0O7er4eFVjvF3wklKZHUlsFz18BbDwXP++0FX5wM/fcLNZa03pqqeuYsXsecJWXMWbyOtz4po76p7ZKD3IxURu9W0DpLO6Iol2jUQqv2Y8GVpERQvQbeuAfe+APUlkIkCod9B479IaR6xbjC0RyLM6+kkjlL1jFn8TpmL1nH4rU1m7yuZ3YaBwzsyeiWu4XtXZxPioVWHciCK0ld2dqFMOMOmPsgNNUFx3rvDqffBYNGh5tN3U55TSP/XbqhzM5dUrbJ+tlIJNiH9qDBvThgUC8OGtyL3frkuORAncqCK0ld0dJZ8Npt8P5TQMuen8UHwOFXwJ6nQTQl1HhKfrFYnI/WVDFncRmzF69jzpJ1m9z2FqBHRioHDOrZWmb3H9iT/CzvFKZwWXAlqauIxWDB8/DqbRvuQgbBncgO+w7seoQ3bFCHqa5v4q2lG8rsnCVllNc2bvK6IX1yOGBQTw4aHBTaYf1yXW6gLseCK0lha6qH/z0Cr/0O1swPjkXTYN+vwmGXQ789w82npBOPx1laWsvsJaWtM7QflFRscsvbzLQo+w4IyuyBg3px4KCe9O7hmm91fRZcSQpL7brg1rozfw9VK4NjGXkw6pvBjRryisPNp6RR19jM28vKg7WzLTO0a6oaNnndLj2zOHBwLw4a1JMDB/diz/55pKV4wxAlHguuJHW2sqXw+l0w+y/QWB0cyy2GQ78NB50PmXmhxlPiW1FeGxTZxWXMXrKO95aX09jcdno2LSXCPrvkc9CgXhzYMkPrLW+VLCy4ktRZVvwPXrsd3nkc4i1XnvfbO1iGsM+ZkJoebj4lpIamGO+tqGjd2eC/i9exvLxuk9f16ZHBqMG9OHBwsORg7+J8MtO8WFHJyYIrSR0pHoeP/gOv3h58XG/IUXDYFbD78V44pu2y/kYKQZkt2+yNFFKiEUYU5bZeCHbgoF4M6JXlVl3qNiy4ktQRmhvh3SnBjG3J28GxSBT2/mIwY1t8QLj5lBDW30hh/czs1m6kcGDLNl0HDOrJfgN6kpPhH/HqvvyvX5LaU30lzPkrvH43lC8NjqVlwwFfhzH/B712DTWeurbymkbmLN1QZr2RgrRjLLiS1B4qS4LdEN78E9SVB8dy+sIh34KDL4TsgnDzqctpbI7x4aoq/vdJWevFYB96IwWpXVhwJWlnrJ4fLEP43yPQ3LLtUu/dYcxlsN85kOZV6Qq26ZpXUsk7y8t5Z1kF7y4v54OSSho+tXYW2t5I4cBBvdij0BspSNvLgitJ2yseD+409urtMP/ZDccHjg7uODb8JIi6d2h3VV3fxPsrKnhnWTnvLA8+LlhVRfOn76IA5GaksldxXus2Xd5IQWofFlxJ2laxZvjg6eBWusvebDkYCQrt4d+BQYeGGk+dr7ymkXeXl/PO8nLebSmzH62pJr5pl6UgJ529i/PYZ5d89inOZ59d8hjYK5uos7NSu7PgStJnaayFuQ/CjDug9KPgWEoG7Hd2sCNCn2Hh5lOnWFNVzzvLNhTZd5aXs7S0drOvLcrLZJ9d8tirOJ99Wkpt//xMLwSTOokFV5K2pKYU3vgDvHEP1KwJjmX2hIMvgtHfgh79Qo2njhGPxympqOOdZRUthTZYN1tSsenNEwAGFmS1zMjms3dxHnsX59M312UGUpgsuJL0aaWLYMad8N+/QVPLDF3+IBgzHg44FzJ6hJtP7SYej7OktCYos8vLW2doS6sbNnltJBJcALZ+ecE+xfnsXZxPfrY7GkhdjQVXktZbNju4cOz9f0C85er2on3h8CtgrzMgxd8yE1lzLM6iNVWtM7Pr181W1jVt8tqUaIRh/Xq0rJcNlhjs2T/PmydICcL/UyV1b/E4LHgh2Orr45c3HB96fHDh2JCjvZVuAmpoirFgVSXvtszMvru8gveWV1Db2LzJa9NToozon8veG83MDi/KJTMtJYTkktqDBVdS99TUAG8/Bq/9Dla/HxyLpsI+Xw4uHCvaJ9x82mZ1jc18UFLZZr3svJJKGpo33WM2Ky2lZZ1sHnu37GYwrLAHaSlu6yYlEwuupO6lrhzevBdmTobKFcGx9Fw46Dw49NuQPyDcfNqqqo33mG25YcIW95jNTN2wXnaXYL3skD453jRB6gYsuJK6h/JlMPNuePM+aKgMjuX2h9GXwkHnQ1bPEMNpc8pqGjbakquCd5eVs2jt5veY7Z2T3jIju2Gf2YEFWW7LJXVTFlxJyW3lu8EyhLcfg1jLxUR9RwTLEEZ+BVLdzils5TWNLFhVyYJVVSxYWRWMV1ZtcVuu/vmZbdbL7rNLPoV5GZZZSa0suJKSTzwOi6YHF459+O8NxwcfEVw4tvvnvJVuCNZVN7BgVRXzV1by4aoNRXZVZf0WP2dQQTb77JLXUmiDfWb7eCtbSZ/BgispeTQ3wftPBrfSXfFWcCwShT1PC4rtLgeFm6+bWFNVz4KVVXzYMiu7vtCuqdp0b9n1ivMz2b0wl2H9egSPwlx279eD/Cz3mJW0/Sy4khJbPA5r5sP852HWH6BsSXA8NQsOGBfcnKFgt3AzJqF4PM7qqno+XBkU2AWrqliwqooPV1Vt9iYJ6+3SM4thhT3Yo6XADuvXg9379SA30yIrqf1YcCUlntoy+OglWDgVPnwRKj7ZcC67NxxyCRx8MeT0Dith0ojH46ysqG9dTrDhYxXltY2b/ZxIBAb2yg7Ka2EP9uiXy7DCHgzt28MbJUjqFP5OI6nrizXDsjkthXYqLHtzw53GAFIyYPBhsNdpsO/ZkJ4dXtYEFY/HWVFet2F97Poyu6pqs3f6AohGgjWyw9YvLSjswbB+uQzt24OsdG+SICk8FlxJXVP5sg2F9qOXoK6s7fk+w2H344M7jg0+zFK7jWKxOMvKalsv8prfMhv74cpKqhs2vcsXBLetHdw7u2V9bG5rkd2tb453+5LUJVlwJXUNjbWw+DVY+GKw88HqD9qez8yH3Y4JCu3Q46DnwFBiJopYLM7SdTWtywkWrApmZj9cVUXNFopsajTCkD45DCvswe79glnZPQpz2bVPNhmpFllJicOCKykc8Tisnrdhlnbxq9C00b6nkSgUHxjM0u4+Nhin+FvWpzXH4iwprWHB+gu9Wj4uXF1FXeOmt6oFSEuJsFuftutjh/XrweDeOaSnun2apMTnnxaSOk/tumC5wYdTg5naimVtz+cWw+7HBbO0ux0D2QVhpOySymsbWbK2hsWl1SxaXd26/dZHa6ppaNp8kU1PjTK0b4+Ntt4Ktt8aXJBNaopFVlLysuBK6jjNTbB8TkuhnQrLZre9OCw1M1g/O/T4YKa274jgEvxuqDkWp6SijsVrq1mytoYlpTUsLq1haWkNi9fWbHHHAoCM1GjrllsbLvjKZWCvLIuspG7JgiupfZV/sqHQfvQS1JW3Pd93REuhPQ4GHw5pWaHEDENNQxNLSmtaC+ySlvK6tLSGT9bV0tC8+ZnY9fr0yGBQQRa79skJLvZqWSO7S68sUqLd8y8GkrQ5FlxJO6exFj5+dcNa2jXz2p7P7BksN9i95eKw/AFhpOwU629+0DoD21JeF7eU2dVbuSUtBGtjB/TKZmBBNoMLshncu2XcO5uBvbLdQ1aStpG/W0raPvF4sMPBh/9uuTjsNWjeqLhForDLqA1beO1yIEST5wr8hqYYn6xru3xg41nZ2sbN71CwXl5mKoN75zCoIJtBvYMiu37cP9+ZWElqDxZcSZ+tprTtncMql7c9nzdgo4vDjoasXqHEbC9lNQ2tM7CfXlKwvLyWeHzLnxuJQHF+FoM+NQM7qCCbwQU55Gd7S1pJ6mgWXEmbam4KLghbv+xg+ZxNLw7b9YgNF4f12SOhLg5rjsVZXlbbZvnAhmUF1VRs4c5d62WlpbSdgW0psIMKshnQK9uttiQpZBZcSYGypRsK7aJpm7k4bM8N62gHH9blLw6rrm9qnXX99K4En6yrobF5K9OwQN/cjJZZ1w0Fdv2MbN8eGUQSqNBLUndjwZW6q4aa4OYK63c8WDO/7fnMnjD02A13DsvfJZSYmxOLxVlTXc+qinpKyusoqahjZUUdn6yrDbbZKq1lTdVnX9A1sFfb2degxOYwsCCL7HR/e5SkROXv4FJ3EY/Dqvc2FNrFMza9OGzAwRuWHRQfEMrFYTUNTa2ldVVFPSUVdZSUBwW2pKKOleV1rKqspym29RlYgPystNb1r23XxOZQlJfpBV2SlKQsuFKyqiuHtQthzYJgycHCF6FyRdvX5A8MZmd3Px6GHA1ZPTssTnMsztqqtoV1ZUuBXdlyrKSijsrPWP+6XiQS7AtblJdJYV4mRfkZFPfMYnBBTmuh9YIuSeqeLLhSIqstg9KPNjzWLmwZL4SatZu+PjUruDhs/RZefYa1y8Vh1fVNrbOrJRvNtG5cYFdV1tO8DbOuANnpKRsV15aPeRkU5mVSmJ9JUV4mfXMzSPMuXZKkzbDgSl1d7bqW0rqobYEt/WjzJXZjOf2gYDcY2LL0YNAYSMvc5i/dHIuzpqrtOteNxysr6llZXkdl/bbNukbXz7q2ltYNBbYwr2U2Nj+T3IxUL+KSJO0wC67UFdSug7UftS2v68tsbenWP7dHYVBiC4ZCwRDoPbTl+W6QkbvFT6uqb9qwtvVTBXZ9eV1dte2zrjnpKa2zq0UbzbS2ltf8TPr2yCDVWVdJUgez4EqdpaY0mIX9dIEtXRgU3K3pUdhSYHeD3ru1LbQtJTYej1Pd0My66gbW1TSwbnEdZTUVrKtuYGVl/SbLB6obtn7HrfWikWDLrE2XDLSdfc3NdL2rJKlrsOBK7ammdNPyuv55XdnWP7dHUcvs6xBivYZS3WMQZVkDWZNWzNqG9KC01jSwrrqRstXBx3U177Qcb6SspuEz93bd5EtmpLbOrn66tK4f985Jd9ZVkpRQLLjS9ojHW5YTbKbAln70mSW2IauQqpyBlGYOZHXaLiyLFvNxvIiPmvqyoi6FsrWNrFvaQHltY8vtYNe0PLZdemqUXtlp9MpODx45afTtkbHJ8oHCvEx6ZPhbgCQp+finm/Rp8fiGmdiNCmy85Xnk03f4+pTSlN4si/Tn43gRCxr7Mb+pHx/Hi1gc70dtXSZsdjVC5WbfKzcjlZ45QVntmZ2+SXFtcywnGGelpXiBliSpW7PgqtuJx+M0NNRRU76WmpUf0rBqAfG1i0gt+4isysXk1iwls3nTwrlxZVwRL+DjWBEfxwv5OL7h45J4P2rZdJeCaAR65qTTPzuNgo3Lak46PbdwrGdWOumpLg2QJGl7WXDVZcXjceoaY9Q0NFHT0ExtbQ211eU0VpfTUFNBU20FsdoKYvWVxOsqiTdUktJQRaShitSmKlKbakhvria9uZrMWC1ZsWqyqCUnXktGpIkMoNdWvv7yeAGLY0UsiheyOF7UWmRXpPQnOzuXnq0zp2n0yU5nWHZ6m2M9s9MpaJltzc1MJepdsyRJ6hShFdw777yTX/3qV5SUlLDffvvxu9/9jkMOOSSsONoJsVic2sZmqhuaqG1oprq+mdrGpuBjbQ2NNeU01lYSqy2nuTYoovG6SqINVUQaK0lprCatqZrUpmoymqvJiNWQGaslO15DDrX0iNTSjzoyItu21+pn2qhnlsR7syylP2vSdmFd1iCqcwZRn7cr8Z5DyM3LpVd2OoOy09m3ZWbVJQCSJHV9oRTcRx55hAkTJjB58mRGjx7NrbfeygknnMC8efPo169fGJG6pFgsTlMsTnMsTlMsRnPLuLnN8TjNsRjNMVpf03quOU4svuE1Tc0bPicWj7d53tzcTFMsRqy5meamJprrKmiurSBWXwX1FdBQRbShkmhjNamN1aQ1VZHWXENmczWZ8Vp6UEtOJPiYSx1FLeP0yLZtRbWJCG3XBGykjgxqo9nURbNpiGbTmJJNQ2oPYmk5NKf1IJ7eg3hGLpGMXKKZuaRk5pKSlU9adh7p2Xlk9uhJRo98snPyKUpLp2iHf0KSJKkrisTj8e3bV6gdjB49moMPPpg77rgDgFgsxsCBA7n88su55pprNnl9fX099fX1rc8rKioYOHAg5eXl5OXldUrmGX/+HtHqVcTjcYjHIBYLPsZjxOMxIuvHxFuPR+IbjYkFFy+1jCOfHhMP3oMY0Xg8OE6caMsjQqx1HG051+Z8JDi+tddvOLeZ10Q69j+D+kgm9dFsGlKzaUzJoSktKKSxtFzi6T2gpYxGs3JJycwjPTsopBnZ+WTk5BPNzA32e03vASmurJEkqbupqKggPz9/m/pfpzeFhoYGZs+ezcSJE1uPRaNRxo4dy4wZMzb7OZMmTeL666/vrIibNWDpUwyML+/YLxL51MeQNUQzgzKa2lJI04PZUdJziWS2zI5m5ZG2/pGdRyQjFzLyIKPHhkKa3oOMlFQywv6GJElSt9DpBXfNmjU0NzdTWFjY5nhhYSEffPDBZj9n4sSJTJgwofX5+hnczrRsj3NZVlsGkSiRaJRIJEokmkI0GiUSibQ+j0Q3Oh6NEo1EiaRseJ4SCV4TjUaJtrw+peV86/NoCtGUFKLRCNGUlOB56/EokUgKRKIbPSItj+hnPFr+3f+zXhNNgfQepEdTSO/UX2VJkqSdlxD/1puRkUFGRrjzf4ee86NQv74kSZK2TadvstmnTx9SUlJYuXJlm+MrV66kqMjLfSRJkrRzOr3gpqenc9BBBzF16tTWY7FYjKlTpzJmzJjOjiNJkqQkE8oShQkTJnDeeecxatQoDjnkEG699Vaqq6v55je/GUYcSZIkJZFQCu5ZZ53F6tWrue666ygpKWH//ffnueee2+TCM0mSJGl7hbIP7s7ann3QJEmSlPi2p/91+hpcSZIkqSNZcCVJkpRULLiSJElKKhZcSZIkJRULriRJkpKKBVeSJElJxYIrSZKkpGLBlSRJUlKx4EqSJCmpWHAlSZKUVCy4kiRJSioWXEmSJCUVC64kSZKSSmrYAXZEPB4HoKKiIuQkkiRJ6gzre9/6Hrg1CVlwKysrARg4cGDISSRJktSZKisryc/P3+prIvFtqcFdTCwWY/ny5eTm5hKJRDrla1ZUVDBw4ECWLl1KXl5ep3xNdSx/psnFn2dy8eeZfPyZJpcwfp7xeJzKykqKi4uJRre+yjYhZ3Cj0SgDBgwI5Wvn5eX5P2aS8WeaXPx5Jhd/nsnHn2ly6eyf52fN3K7nRWaSJElKKhZcSZIkJRUL7jbKyMjgJz/5CRkZGWFHUTvxZ5pc/HkmF3+eycefaXLp6j/PhLzITJIkSdoSZ3AlSZKUVCy4kiRJSioWXEmSJCUVC64kSZKSigVXkiRJScWCu43uvPNOdt11VzIzMxk9ejRvvPFG2JG0g6ZPn86pp55KcXExkUiEJ554IuxI2gmTJk3i4IMPJjc3l379+nHGGWcwb968sGNpB919993su+++rXdHGjNmDM8++2zYsdRObrzxRiKRCFdeeWXYUbSDfvrTnxKJRNo8RowYEXasTVhwt8EjjzzChAkT+MlPfsKcOXPYb7/9OOGEE1i1alXY0bQDqqur2W+//bjzzjvDjqJ2MG3aNMaPH8/rr7/OCy+8QGNjI5///Oeprq4OO5p2wIABA7jxxhuZPXs2b775Jscddxynn3467777btjRtJNmzZrF73//e/bdd9+wo2gn7b333qxYsaL18corr4QdaRPug7sNRo8ezcEHH8wdd9wBQCwWY+DAgVx++eVcc801IafTzohEIkyZMoUzzjgj7ChqJ6tXr6Zfv35MmzaNo446Kuw4agcFBQX86le/4sILLww7inZQVVUVBx54IHfddRe/+MUv2H///bn11lvDjqUd8NOf/pQnnniCuXPnhh1lq5zB/QwNDQ3Mnj2bsWPHth6LRqOMHTuWGTNmhJhM0uaUl5cDQSlSYmtububhhx+murqaMWPGhB1HO2H8+PGcfPLJbf4sVeJasGABxcXF7LbbbowbN44lS5aEHWkTqWEH6OrWrFlDc3MzhYWFbY4XFhbywQcfhJRK0ubEYjGuvPJKDj/8cPbZZ5+w42gHvf3224wZM4a6ujp69OjBlClT2GuvvcKOpR308MMPM2fOHGbNmhV2FLWD0aNHc9999zF8+HBWrFjB9ddfz5FHHsk777xDbm5u2PFaWXAlJY3x48fzzjvvdMn1YNp2w4cPZ+7cuZSXl/P3v/+d8847j2nTpllyE9DSpUu54ooreOGFF8jMzAw7jtrBF77whdbxvvvuy+jRoxk8eDCPPvpol1pGZMH9DH369CElJYWVK1e2Ob5y5UqKiopCSiXp0y677DKeeuoppk+fzoABA8KOo52Qnp7O7rvvDsBBBx3ErFmzuO222/j9738fcjJtr9mzZ7Nq1SoOPPDA1mPNzc1Mnz6dO+64g/r6elJSUkJMqJ3Vs2dP9thjDz788MOwo7ThGtzPkJ6ezkEHHcTUqVNbj8ViMaZOneqaMKkLiMfjXHbZZUyZMoUXX3yRIUOGhB1J7SwWi1FfXx92DO2A448/nrfffpu5c+e2PkaNGsW4ceOYO3eu5TYJVFVVsXDhQvr37x92lDacwd0GEyZM4LzzzmPUqFEccsgh3HrrrVRXV/PNb34z7GjaAVVVVW3+prlo0SLmzp1LQUEBgwYNCjGZdsT48eN58MEHefLJJ8nNzaWkpASA/Px8srKyQk6n7TVx4kS+8IUvMGjQICorK3nwwQd56aWXeP7558OOph2Qm5u7yXr4nJwcevfu7Tr5BHX11Vdz6qmnMnjwYJYvX85PfvITUlJSOOecc8KO1oYFdxucddZZrF69muuuu46SkhL2339/nnvuuU0uPFNiePPNNzn22GNbn0+YMAGA8847j/vuuy+kVNpRd999NwDHHHNMm+P33nsv559/fucH0k5ZtWoV3/jGN1ixYgX5+fnsu+++PP/883zuc58LO5ok4JNPPuGcc85h7dq19O3blyOOOILXX3+dvn37hh2tDffBlSRJUlJxDa4kSZKSigVXkiRJScWCK0mSpKRiwZUkSVJSseBKkiQpqVhwJUmSlFQsuJIkSUoqFlxJkiQlFQuuJEmSkooFV5IkSUnFgitJkqSk8v8B/EYoGtZiEqQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "\n",
    "ax = fig.add_axes([0,0,1,1])\n",
    "\n",
    "ax.plot(x, x**2, label=\"x**2\")\n",
    "ax.plot(x, x**3, label=\"x**3\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observe como a legenda se sobrepõe a algumas das plotagens atuais!\n",
    "\n",
    "A função ** legend ** pega o argumento ** loc ** que pode ser usado para especificar onde na figura a lenda deve ser desenhada. Os valores permitidos de ** loc ** são códigos numéricos para os vários locais em que a lenda pode ser desenhada. Veja a [página de documentação](http://matplotlib.org/users/legend_guide.html#legend-location) para obter detalhes. Alguns dos valores mais comuns ** loc ** são:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Muitas opções....\n",
    "\n",
    "ax.legend(loc=1) # Canto superior direito\n",
    "ax.legend(loc=2) # Canto superior esquerdo\n",
    "ax.legend(loc=3) # Canto inferior esquerdo\n",
    "ax.legend(loc=4) # Canto inferior direito\n",
    "\n",
    "# .. muitas outras opções estão disponíveis\n",
    "\n",
    "# Mais comum para escolher\n",
    "ax.legend(loc=0) # deixe matplotlib decidir a localização ideal\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuração de cores, linhas de largura de linha, tipos de linha\n",
    "\n",
    "Matplotlib oferece-lhe * muitas * opções para personalizar cores, largura de linha e tipos de linha."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cores com sintaxe semelhante ao MatLab  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Com matplotlib, podemos definir as cores das linhas e outros elementos gráficos de várias maneiras. Em primeiro lugar, podemos usar a sintaxe do tipo MATLAB onde `'b'` significa azul,`'g'` significa verde, etc. A API MATLAB para seleção de estilos de linha também é suportada: onde, por exemplo,' b. - \"significa uma linha azul com pontos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1129f4e20>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cor e estilo da linha como MATLAB\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, x**2, 'b.-') # linha azul tracejada\n",
    "ax.plot(x, x**3, 'g--') # linha verde pontilhada"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cores com a cor = parâmetro"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nós também podemos definir cores por seus nomes ou códigos hexadecimais RGB e, opcionalmente, fornecer um valor alfa usando os argumentos de palavra \"cor\" e \"alfa\". Alpha indica opacidade."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11294b4f0>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(x, x+1, color=\"blue\", alpha=0.5) # meio-transparente\n",
    "ax.plot(x, x+2, color=\"#8B008B\")        # RGB\n",
    "ax.plot(x, x+3, color=\"#FF8C00\")        # RGB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linha e estilos de marcadores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para alterar a largura da linha, podemos usar o argumento de palavras-chave `linewidth` ou` lw`. O estilo de linha pode ser selecionado usando os argumentos de palavras-chave `linestyle` ou` ls`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "\n",
    "ax.plot(x, x+1, color=\"red\", linewidth=0.25)\n",
    "ax.plot(x, x+2, color=\"red\", linewidth=0.50)\n",
    "ax.plot(x, x+3, color=\"red\", linewidth=1.00)\n",
    "ax.plot(x, x+4, color=\"red\", linewidth=2.00)\n",
    "\n",
    "# Possiveis estilos de linha: ‘-‘, ‘–’, ‘-.’, ‘:’, ‘steps’\n",
    "ax.plot(x, x+5, color=\"green\", lw=3, linestyle='-')\n",
    "ax.plot(x, x+6, color=\"green\", lw=3, ls='-.')\n",
    "ax.plot(x, x+7, color=\"green\", lw=3, ls=':')\n",
    "\n",
    "# Traços estilizados\n",
    "line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n",
    "line.set_dashes([5, 10, 15, 10]) # Formato: comprimento da linha, comprimento do espaço, ...\n",
    "\n",
    "# possíveis símbolos de marcador: marcador = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n",
    "ax.plot(x, x+ 9, color=\"blue\", lw=3, ls='-', marker='+')\n",
    "ax.plot(x, x+10, color=\"blue\", lw=3, ls='--', marker='o')\n",
    "ax.plot(x, x+11, color=\"blue\", lw=3, ls='-', marker='s')\n",
    "ax.plot(x, x+12, color=\"blue\", lw=3, ls='--', marker='1')\n",
    "\n",
    "# tamanho e cor do marcador\n",
    "ax.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n",
    "ax.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n",
    "ax.plot(x, x+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n",
    "ax.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8, \n",
    "        markerfacecolor=\"yellow\", markeredgewidth=3, markeredgecolor=\"green\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Controle sobre a aparência do eixo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nesta seção, analisaremos o controle de propriedades de dimensionamento do eixo em uma figura matplotlib."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Intervalo de distância"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos configurar os intervalos dos eixos usando os métodos `set_ylim` e` set_xlim` no objeto do eixo, ou `axis ('tight')` para obter automaticamente faixas de eixos \"bem ajustados\":"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n",
    "\n",
    "axes[0].plot(x, x**2, x, x**3)\n",
    "axes[0].set_title(\"intervalos de eixos padrão\")\n",
    "\n",
    "axes[1].plot(x, x**2, x, x**3)\n",
    "axes[1].axis('tight')\n",
    "axes[1].set_title(\"eixos apertados\")\n",
    "\n",
    "axes[2].plot(x, x**2, x, x**3)\n",
    "axes[2].set_ylim([0, 60])\n",
    "axes[2].set_xlim([2, 5])\n",
    "axes[2].set_title(\"distância personalizada dos eixos\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tipos de plots especiais\n",
    "\n",
    "Existem muitas plots especiais que podemos criar, como, por exemplo, barras, histogramas, gráficos de dispersão e muito mais. A maioria desses tipos de plots, na verdade, criaremos usando seaborn, uma biblioteca de plotagem estatística para o Python. Mas aqui estão alguns exemplos desse tipo de gráficos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x113025dc0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGdCAYAAACyzRGfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgGUlEQVR4nO3df0yd5f3/8dcBV44/Drc5beEcvqUV69Qhaw21MGJtdNIWshDrXOI6ia0xmhFq7Jhxa+JEognqEuMWKxqTWQ2rdVvWOkx2TKUR0qwVCyF6xmxsh7F+eoBa0nMo28HmnPP9o+GsR6Dy45zr5hyej+ROdu5zl/PeybLzzLnv+zqOWCwWEwAAgCFZdg8AAAAWFuIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARl1m9wDfFI1GderUKblcLjkcDrvHAQAA0xCLxTQyMqKCggJlZV36u415Fx+nTp1SYWGh3WMAAIBZOHnypJYtW3bJY+ZdfLhcLkkXhs/NzbV5GgAAMB2hUEiFhYXxz/FLmXfxMX6qJTc3l/gAACDNTOeSCS44BQAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMGreLTIGAABSIxKNqat/WEMjYeW5nCorcis7y/zvqM3om4/m5matXbtWLpdLeXl52rx5s44dO5ZwzO233y6Hw5Gw/fznP0/q0AAAYGZ8/oDWPXdQW147okf39mrLa0e07rmD8vkDxmeZUXx0dHSovr5eR44c0YEDB3T+/Hlt3LhRo6OjCcc99NBDCgQC8e35559P6tAAAGD6fP6A6lp7FAiGE/YPBMOqa+0xHiAzOu3i8/kSHu/evVt5eXnq7u7W+vXr4/uvuOIKeTye5EwIAABmLRKNqamtT7FJnotJckhqauvThmKPsVMwc7rgNBgMSpLcbnfC/j/+8Y9asmSJSkpKtHPnTv3nP/+Z8m+MjY0pFAolbAAAIDm6+ocnfONxsZikQDCsrv5hYzPN+oLTaDSqHTt26NZbb1VJSUl8/89+9jOtWLFCBQUF+vjjj/WrX/1Kx44d01//+tdJ/05zc7OamppmOwYAALiEoZGpw2M2xyXDrOOjvr5efr9fhw4dStj/8MMPx//z97//fXm9Xt155506ceKEVq5cOeHv7Ny5Uw0NDfHHoVBIhYWFsx0LAABcJM/lTOpxyTCr+Ni+fbveffdddXZ2atmyZZc8try8XJJ0/PjxSeMjJydHOTk5sxkDAAB8i7Iit7yWUwPB8KTXfTgkeawLt92aMqNrPmKxmLZv3659+/bp4MGDKioq+tZ/09vbK0nyer2zGhAAAMxedpZDjTXFki6ExsXGHzfWFBtd72NG8VFfX6/W1lbt2bNHLpdLAwMDGhgY0H//+19J0okTJ/T000+ru7tbn3/+uf72t7/p/vvv1/r167Vq1aqU/BcAAACXVlXiVUttqTxW4qkVj+VUS22pqkrMfkHgiMVik30LM/nBjsmr6PXXX9e2bdt08uRJ1dbWyu/3a3R0VIWFhbr77rv1xBNPKDc3d1qvEQqFZFmWgsHgtP8NAAD4dqlc4XQmn98zig8TiA8AANLPTD6/+WE5AABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADDqMrsHAAAgHUWiMXX1D2toJKw8l1NlRW5lZznsHistEB8AAMyQzx9QU1ufAsFwfJ/XcqqxplhVJV4bJ0sPnHYBAGAGfP6A6lp7EsJDkgaCYdW19sjnD9g0WfogPgAAmKZINKamtj7FJnlufF9TW58i0cmOwDjiAwCAaerqH57wjcfFYpICwbC6+ofNDZWGZhQfzc3NWrt2rVwul/Ly8rR582YdO3Ys4ZhwOKz6+notXrxYV111le655x4NDg4mdWgAAOwwNDJ1eMzmuIVqRvHR0dGh+vp6HTlyRAcOHND58+e1ceNGjY6Oxo/5xS9+oba2Nv35z39WR0eHTp06pR//+MdJHxwAANPyXM6kHrdQOWKx2KxPTJ0+fVp5eXnq6OjQ+vXrFQwGtXTpUu3Zs0c/+clPJEmffvqpvve97+nw4cP6wQ9+8K1/MxQKybIsBYNB5ebmznY0AACSLhKNad1zBzUQDE963YdDksdy6tCvfrjgbrudyef3nK75CAaDkiS32y1J6u7u1vnz51VZWRk/5sYbb9Ty5ct1+PDhSf/G2NiYQqFQwgYAwHyUneVQY02xpAuhcbHxx401xQsuPGZq1vERjUa1Y8cO3XrrrSopKZEkDQwMaNGiRbr66qsTjs3Pz9fAwMCkf6e5uVmWZcW3wsLC2Y4EAEDKVZV41VJbKo+VeGrFYznVUlvKOh/TMOtFxurr6+X3+3Xo0KE5DbBz5041NDTEH4dCIQIEADCvVZV4taHYwwqnszSr+Ni+fbveffdddXZ2atmyZfH9Ho9HX3/9tc6ePZvw7cfg4KA8Hs+kfysnJ0c5OTmzGQMAANtkZzlUsXKx3WOkpRmddonFYtq+fbv27dungwcPqqioKOH5NWvW6Dvf+Y7a29vj+44dO6YvvvhCFRUVyZkYAACktRl981FfX689e/bonXfekcvlil/HYVmWLr/8clmWpQcffFANDQ1yu93Kzc3VI488ooqKimnd6QIAADLfjG61dTgmP5f1+uuva9u2bZIuLDL2y1/+Um+99ZbGxsa0adMmvfzyy1OedvkmbrUFACD9zOTze07rfKQC8QEAQPoxts4HAADATBEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARl1m9wAAAESiMXX1D2toJKw8l1NlRW5lZznsHgspQnwAAGzl8wfU1NanQDAc3+e1nGqsKVZVidfGyZAqnHYBANjG5w+orrUnITwkaSAYVl1rj3z+gE2TIZWIDwCALSLRmJra+hSb5LnxfU1tfYpEJzsC6Yz4AADYoqt/eMI3HheLSQoEw+rqHzY3FIwgPgAAthgamTo8ZnMc0gfxAQCwRZ7LmdTjkD6IDwCALcqK3PJaTk11Q61DF+56KStymxwLBhAfAABbZGc51FhTLEkTAmT8cWNNMet9ZCDiAwBgm6oSr1pqS+WxEk+teCynWmpLWecjQ7HIGADAVlUlXm0o9rDC6QJCfAAAbJed5VDFysV2jwFDOO0CAACMIj4AAIBRxAcAADBqxvHR2dmpmpoaFRQUyOFwaP/+/QnPb9u2TQ6HI2GrqqpK1rwAACDNzTg+RkdHtXr1au3atWvKY6qqqhQIBOLbW2+9NachAQBA5pjx3S7V1dWqrq6+5DE5OTnyeDyzHgoAAGSulFzz8cEHHygvL0833HCD6urqdObMmSmPHRsbUygUStgAAEDmSnp8VFVV6c0331R7e7uee+45dXR0qLq6WpFIZNLjm5ubZVlWfCssLEz2SAAAYB5xxGKx2Kz/scOhffv2afPmzVMe8+9//1srV67U+++/rzvvvHPC82NjYxobG4s/DoVCKiwsVDAYVG5u7mxHAwAABoVCIVmWNa3P75TfanvttddqyZIlOn78+KTP5+TkKDc3N2EDAACZK+Xx8eWXX+rMmTPyevlxIAAAMIu7Xc6dO5fwLUZ/f796e3vldrvldrvV1NSke+65Rx6PRydOnNDjjz+u6667Tps2bUrq4AAAID3NOD6OHj2qO+64I/64oaFBkrR161a1tLTo448/1htvvKGzZ8+qoKBAGzdu1NNPP62cnJzkTQ0AANLWnC44TYWZXLACAADmh3l1wSkAAMDFiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjLrN7AABAckWiMXX1D2toJKw8l1NlRW5lZznsHguIIz4AIIP4/AE1tfUpEAzH93ktpxprilVV4rVxMuB/OO0CABnC5w+orrUnITwkaSAYVl1rj3z+gE2TAYmIDwDIAJFoTE1tfYpN8tz4vqa2PkWikx0BmEV8AEAG6OofnvCNx8VikgLBsLr6h80NBUyB+ACADDA0MnV4zOY4IJWIDwDIAHkuZ1KPA1KJ+ACADFBW5JbXcmqqG2odunDXS1mR2+RYwKSIDwDIANlZDjXWFEvShAAZf9xYU8x6H5gXiA8AyBBVJV611JbKYyWeWvFYTrXUlrLOB+YNFhkDgAxSVeLVhmIPK5xiXiM+ACDDZGc5VLFysd1jAFPitAsAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwKgZx0dnZ6dqampUUFAgh8Oh/fv3Jzwfi8X05JNPyuv16vLLL1dlZaU+++yzZM0LAADS3IzjY3R0VKtXr9auXbsmff7555/X73//e73yyiv68MMPdeWVV2rTpk0Kh8NzHhYAAKS/y2b6D6qrq1VdXT3pc7FYTC+++KKeeOIJ3XXXXZKkN998U/n5+dq/f79++tOfzm1aAACQ9pJ6zUd/f78GBgZUWVkZ32dZlsrLy3X48OFJ/83Y2JhCoVDCBgAAMldS42NgYECSlJ+fn7A/Pz8//tw3NTc3y7Ks+FZYWJjMkQAAwDxj+90uO3fuVDAYjG8nT560eyQAAJBCSY0Pj8cjSRocHEzYPzg4GH/um3JycpSbm5uwAQCAzJXU+CgqKpLH41F7e3t8XygU0ocffqiKiopkvhQAAEhTM77b5dy5czp+/Hj8cX9/v3p7e+V2u7V8+XLt2LFDzzzzjL773e+qqKhIv/nNb1RQUKDNmzcnc24AAJCmZhwfR48e1R133BF/3NDQIEnaunWrdu/erccff1yjo6N6+OGHdfbsWa1bt04+n09OpzN5UwMAgLTliMViMbuHuFgoFJJlWQoGg1z/AQBAmpjJ57ftd7sAAICFhfgAAABGzfiaDwBYKCLRmLr6hzU0Elaey6myIreysxx2jwWkPeIDACbh8wfU1NanQPB/P4rptZxqrClWVYnXxsmA9MdpFwD4Bp8/oLrWnoTwkKSBYFh1rT3y+QM2TQZkBuIDAC4SicbU1NanyW4DHN/X1NanSHRe3SgIpBXiAwAu0tU/POEbj4vFJAWCYXX1D5sbCsgwxAcAXGRoZOrwmM1xACYiPgDgInmu6a3GPN3jAExEfADARcqK3PJaTk11Q61DF+56KStymxwLyCjEBwBcJDvLocaaYkmaECDjjxtrilnvA5gD4gMAvqGqxKuW2lJ5rMRTKx7LqZbaUtb5AOaIRcYAYBJVJV5tKPawwimQAsQHAEwhO8uhipWL7R4DyDicdgEAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADDqMrsHALAwRKIxdfUPa2gkrDyXU2VFbmVnOeweC4ANiA8AKefzB9TU1qdAMBzf57WcaqwpVlWJ18bJANiB0y4AUsrnD6iutSchPCRpIBhWXWuPfP6ATZMBsAvxASBlItGYmtr6FJvkufF9TW19ikQnOwJApiI+AKRMV//whG88LhaTFAiG1dU/bG4oALYjPgCkzNDI1OExm+MAZAbiA0DK5LmcST0OQGYgPgCkTFmRW17LqaluqHXowl0vZUVuk2MBsBnxASBlsrMcaqwplqQJATL+uLGmmPU+gAWG+ACQUlUlXrXUlspjJZ5a8VhOtdSWss4HsACxyBiAlKsq8WpDsYcVTgFIIj4AGJKd5VDFysV2jwFgHuC0CwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGBU0uPjqaeeksPhSNhuvPHGZL8MAABIUylZ5+Omm27S+++//78XuYzlRAAAwAUpqYLLLrtMHo8nFX8aAACkuZRc8/HZZ5+poKBA1157re677z598cUXUx47NjamUCiUsAEAgMyV9PgoLy/X7t275fP51NLSov7+ft12220aGRmZ9Pjm5mZZlhXfCgsLkz0SAACYRxyxWCyWyhc4e/asVqxYoRdeeEEPPvjghOfHxsY0NjYWfxwKhVRYWKhgMKjc3NxUjgYAAJIkFArJsqxpfX6n/ErQq6++Wtdff72OHz8+6fM5OTnKyclJ9RgAAGCeSPk6H+fOndOJEyfk9XpT/VIAACANJD0+HnvsMXV0dOjzzz/XP/7xD919993Kzs7Wli1bkv1SAAAgDSX9tMuXX36pLVu26MyZM1q6dKnWrVunI0eOaOnSpcl+KQAAkIaSHh979+5N9p8EAAAZhN92AQAARhEfAADAKH50BUhDkWhMXf3DGhoJK8/lVFmRW9lZDrvHAoBpIT6ANOPzB9TU1qdAMBzf57WcaqwpVlUJt7QDmP847QKkEZ8/oLrWnoTwkKSBYFh1rT3y+QM2TQYA00d8AGkiEo2pqa1Pk/0ewvi+prY+RaIp/cUEAJgz4gNIE139wxO+8bhYTFIgGFZX/7C5oQBgFogPIE0MjUwdHrM5DgDsQnwAaSLP5UzqcQBgF+IDSBNlRW55LaemuqHWoQt3vZQVuU2OBQAzRnwAaSI7y6HGmmJJmhAg448ba4pZ7wPAvEd8AGmkqsSrltpSeazEUysey6mW2lLW+QCQFlhkDEgzVSVebSj2sMIpgLRFfABpKDvLoYqVi+0eAwBmhdMuAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACj+G0XLHiRaIwfaQMAg4gPLGg+f0BNbX0KBMPxfV7LqcaaYn6eHgBShNMuWLB8/oDqWnsSwkOSBoJh1bX2yOcP2DQZAGQ24gMLUiQaU1Nbn2KTPDe+r6mtT5HoZEcAAOaC+MCC1NU/POEbj4vFJAWCYXX1D5sbCgAWCOIDC9LQyNThMZvjAADTR3xgQcpzOZN6HABg+ogPLEhlRW55LaemuqHWoQt3vZQVuU2OBQALAvGBBSk7y6HGmmJJmhAg448ba4pZ7wMAUoD4wIJVVeJVS22pPFbiqRWP5VRLbSnrfABAirDIGBa0qhKvNhR7WOEUAAwiPrDgZWc5VLFysd1jAMCCwWkXAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEZxtwuSKhKNcdsqAOCSiA8kjc8fUFNbX8KvxXotpxprilmwCwAQx2kXJIXPH1Bda8+En6kfCIZV19ojnz9g02QAgPmG+MCcRaIxNbX1KTbJc+P7mtr6FIlOdgQAYKEhPjBnXf3DE77xuFhMUiAYVlf/sLmhAADzFvGBORsamTo8ZnMcACCzER+YszyX89sPmsFxAIDMRnxgzsqK3PJaTk11Q61DF+56KStymxwLADBPER+Ys+wshxpriiVpQoCMP26sKWa9DwCAJOIDSVJV4lVLbak8VuKpFY/lVEttKet8AADiWGRsHku31UKrSrzaUOxJq5kBAOYRH/NUuq4Wmp3lUMXKxXaPAQCYxzjtMg+xWigAIJMtmPiIRGM6fOKM3un9Px0+cWberrbJaqEAgEyXsvjYtWuXrrnmGjmdTpWXl6urqytVL/WtfP6A1j13UFteO6JH9/Zqy2tHtO65g/PyGwRWCwUAZLqUxMfbb7+thoYGNTY2qqenR6tXr9amTZs0NDSUipe7pHQ7hcFqoQCATJeS+HjhhRf00EMP6YEHHlBxcbFeeeUVXXHFFfrDH/6QipebUjqewmC1UABApkt6fHz99dfq7u5WZWXl/14kK0uVlZU6fPjwhOPHxsYUCoUStmRJx1MYrBYKAMh0SY+Pr776SpFIRPn5+Qn78/PzNTAwMOH45uZmWZYV3woLC5M2SzqewmC1UABAprP9bpedO3cqGAzGt5MnTybtb6frKQxWCwUAZLKkLzK2ZMkSZWdna3BwMGH/4OCgPB7PhONzcnKUk5OT7DEk/e8UxkAwPOl1Hw5d+ECfj6cwWC0UAJCpkv7Nx6JFi7RmzRq1t7fH90WjUbW3t6uioiLZL3dJ6X4KY3y10Ltu/n+qWLl43s4JAMBMpOS0S0NDg1577TW98cYb+te//qW6ujqNjo7qgQceSMXLXRKnMAAAmF9S8tsu9957r06fPq0nn3xSAwMDuvnmm+Xz+SZchGoKpzAAAJg/HLFYbP4sciEpFArJsiwFg0Hl5ubaPQ4AAJiGmXx+2363CwAAWFiIDwAAYBTxAQAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKNSsrz6XIwvuBoKhWyeBAAATNf45/Z0Fk6fd/ExMjIiSSosLLR5EgAAMFMjIyOyLOuSx8y733aJRqM6deqUXC6XHI7k/vBbKBRSYWGhTp48ye/GpBDvsxm8z2bwPpvDe21Gqt7nWCymkZERFRQUKCvr0ld1zLtvPrKysrRs2bKUvkZubi7/wzaA99kM3mczeJ/N4b02IxXv87d94zGOC04BAIBRxAcAADBqQcVHTk6OGhsblZOTY/coGY332QzeZzN4n83hvTZjPrzP8+6CUwAAkNkW1DcfAADAfsQHAAAwivgAAABGER8AAMCoBRMfu3bt0jXXXCOn06ny8nJ1dXXZPVLG6ezsVE1NjQoKCuRwOLR//367R8pIzc3NWrt2rVwul/Ly8rR582YdO3bM7rEyTktLi1atWhVfiKmiokJ///vf7R4r4z377LNyOBzasWOH3aNklKeeekoOhyNhu/HGG22bZ0HEx9tvv62GhgY1Njaqp6dHq1ev1qZNmzQ0NGT3aBlldHRUq1ev1q5du+weJaN1dHSovr5eR44c0YEDB3T+/Hlt3LhRo6Ojdo+WUZYtW6Znn31W3d3dOnr0qH74wx/qrrvu0j//+U+7R8tYH330kV599VWtWrXK7lEy0k033aRAIBDfDh06ZNssC+JW2/Lycq1du1YvvfSSpAu/H1NYWKhHHnlEv/71r22eLjM5HA7t27dPmzdvtnuUjHf69Gnl5eWpo6ND69evt3ucjOZ2u/Xb3/5WDz74oN2jZJxz586ptLRUL7/8sp555hndfPPNevHFF+0eK2M89dRT2r9/v3p7e+0eRdIC+Obj66+/Vnd3tyorK+P7srKyVFlZqcOHD9s4GZAcwWBQ0oUPRqRGJBLR3r17NTo6qoqKCrvHyUj19fX60Y9+lPD/1Uiuzz77TAUFBbr22mt133336YsvvrBtlnn3w3LJ9tVXXykSiSg/Pz9hf35+vj799FObpgKSIxqNaseOHbr11ltVUlJi9zgZ55NPPlFFRYXC4bCuuuoq7du3T8XFxXaPlXH27t2rnp4effTRR3aPkrHKy8u1e/du3XDDDQoEAmpqatJtt90mv98vl8tlfJ6Mjw8gk9XX18vv99t67jaT3XDDDert7VUwGNRf/vIXbd26VR0dHQRIEp08eVKPPvqoDhw4IKfTafc4Gau6ujr+n1etWqXy8nKtWLFCf/rTn2w5jZjx8bFkyRJlZ2drcHAwYf/g4KA8Ho9NUwFzt337dr377rvq7OzUsmXL7B4nIy1atEjXXXedJGnNmjX66KOP9Lvf/U6vvvqqzZNlju7ubg0NDam0tDS+LxKJqLOzUy+99JLGxsaUnZ1t44SZ6eqrr9b111+v48eP2/L6GX/Nx6JFi7RmzRq1t7fH90WjUbW3t3PuFmkpFotp+/bt2rdvnw4ePKiioiK7R1owotGoxsbG7B4jo9x555365JNP1NvbG99uueUW3Xfffert7SU8UuTcuXM6ceKEvF6vLa+f8d98SFJDQ4O2bt2qW265RWVlZXrxxRc1OjqqBx54wO7RMsq5c+cSKrq/v1+9vb1yu91avny5jZNllvr6eu3Zs0fvvPOOXC6XBgYGJEmWZenyyy+3ebrMsXPnTlVXV2v58uUaGRnRnj179MEHH+i9996ze7SM4nK5JlyvdOWVV2rx4sVcx5REjz32mGpqarRixQqdOnVKjY2Nys7O1pYtW2yZZ0HEx7333qvTp0/rySef1MDAgG6++Wb5fL4JF6Fibo4ePao77rgj/rihoUGStHXrVu3evdumqTJPS0uLJOn2229P2P/6669r27Zt5gfKUENDQ7r//vsVCARkWZZWrVql9957Txs2bLB7NGDGvvzyS23ZskVnzpzR0qVLtW7dOh05ckRLly61ZZ4Fsc4HAACYPzL+mg8AADC/EB8AAMAo4gMAABhFfAAAAKOIDwAAYBTxAQAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKP+P59sMioFjjD8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([10., 10.,  7.,  5., 10., 12.,  8., 14., 11., 13.]),\n",
       " array([  7., 104., 201., 298., 395., 492., 589., 686., 783., 880., 977.]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from random import sample\n",
    "data = sample(range(1, 1000), 100)\n",
    "plt.hist(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = [np.random.normal(0, std, 100) for std in range(1, 4)]\n",
    "\n",
    "# box plot retangular\n",
    "plt.boxplot(data,vert=True,patch_artist=True);   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mais leituras..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* http://www.matplotlib.org - A página web do projeto matplotlib.\n",
    "* https://github.com/matplotlib/matplotlib - O código fonte de matplotlib.\n",
    "* http://matplotlib.org/gallery.html - Uma grande galeria mostrando diversos tipos de gráficos que Matplotlib pode criar. Altamente recomendado!\n",
    "* http://www.loria.fr/~rougier/teaching/matplotlib - Um excelente tutorial sobre a biblioteca.\n",
    "* http://scipy-lectures.github.io/matplotlib/matplotlib.html -  Outra excelente referência no asssunto.\n"
   ]
  }
 ],
 "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": "3.8.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
