{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anatomia e fluxo geral para plotar gráficos\n",
    "## Fluxo\n",
    "\n",
    "#### O procedimento básico para plotar gráficos com Matplotlib segue os seguintes passos:\n",
    "\n",
    "1.Preparando os dados\n",
    "\n",
    "2.Criando os gráficos\n",
    "\n",
    "3.Rotinas de plotagem\n",
    "\n",
    "4.Salvando\n",
    "\n",
    "5.Exibindo\n",
    "\n",
    "6.Demais exemplos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The history saving thread hit an unexpected error (OperationalError('attempt to write a readonly database')).History will not be written to the database.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "x = [1,2,3,4] #Passo 1\n",
    "y = [10,20,25,30]\n",
    "fig = plt.figure() #Passo 2\n",
    "ax = fig.add_subplot(1,1,1) #Passo 3 adiciona um axes (grafico, imagem, etc) 1 linha, 1 coluna, posição 1\n",
    "ax.plot(x, y, color='lightblue', linewidth=3) #Passo 4\n",
    "ax.scatter([2,4,6], [5,15,25], color='darkgreen', marker='^')\n",
    "ax.set_xlim(0, 6.5)\n",
    "#poderia fazer ax.set_ylim(linf, limsup)\n",
    "plt.savefig('foo.png') #Passo 5\n",
    "plt.show() #Passo 6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anatomia de uma figura\n",
    "##### A imagem abaixo mostra os componentes de uma figura utilizando-se Matplotlib."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='AnatomiaFiguraMatPlotLib.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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f/iaPrUPMP9XsT/NH7/8AgH3ZRXwn/wANE/GP/n7i/wDBcv8A8TR/w0T8Y/8An7i/8Fy//E0fWoeYf6vYn+aP3/8AAPuyivhP/hon4x/8/cX/AILl/wDiaP8Ahon4x/8AP3F/4Ll/+Jo+tQ8w/wBXsT/NH7/+AfdlFfCf/DRPxj/5+4v/AAXL/wDE0f8ADRPxj/5+4v8AwXL/APE0fWoeYf6vYn+aP3/8A+7KK+E/+GifjH/z9xf+C5f/AImj/hon4x/8/cX/AILl/wDiaPrUPMP9XsT/ADR+/wD4B92UV8J/8NFfGP8A5+4v/Bcv/wATR/w0V8Y/+fuL/wAFy/8AxNH1qHmH+r2J/mj9/wDwD7tor4S/4aK+Mn/P1F/4L0/+JqOX9pD4uwFTNf2qA9N+noM/pS+tw8w/1dxPeP3n3cf50oOa4b4HeK7zxr8MNI8SahFHHd3KyLMEGFLJIyZA7Z25/Gu5HFdcZKSTR4dWlKlOUJbp2+4fRRRTJCiiigAryv8Aa1/5N78Uf7tr/wClUNeqV5X+1r/yb34o/wB21/8ASqGs638OXozsy7/fKX+KP5o8c/YKsbG9fxb9ss7e52fZNvmxK+3Pm9Mivqb+wtE/6A2nf+Ayf4V8w/8ABP77/jD/ALdP/a1fV9ZYRL2KPQ4gnJZhUs+35Izv7C0T/oDad/4DJ/hR/YWif9AbTv8AwGT/AArRorosjxueXcy5PD+iMc/2Rp4/7dk/wpv/AAj2if8AQI0//wABk/wrWOaTmiyD2k+5lf8ACPaJ/wBAjT//AAGT/Cj/AIR7RP8AoEaf/wCAyf4Vq80c0rIPaT7mV/wj2if9AjT/APwGT/Cj/hHtE/6BGn/+Ayf4Vq80c0WQe0n3Mr/hHtE/6BGn/wDgMn+FH/CPaJ/0CNP/APAZP8K1eaOaOVB7Sfcyv+Ee0T/oEaf/AOAyf4Uf8I9on/QI0/8A8Bk/wrV5o5osg9pPuZX/AAj2if8AQI0//wABk/wo/wCEe0T/AKBGn/8AgMn+FavNHNFkHtJ9zK/4R7RP+gRp/wD4DJ/hR/wj2i/9Amw/8Bk/wrV5o5osg9pPuZf/AAj2iEYOk2H/AIDJ/hUEvhrRRymk2BHp9mT/AArbFRSzBeF5NDSKjVqX0ZiL4e0ZjgaVYE/9e6f4VZTw5oi8nSrAn/r2T/CrokYEkKBnrxU8RdvvAAUkkVOpUtuZv/CPaJ/0CNP/APAZP8KP+Ee0T/oEaf8A+Ayf4Vq80c07Iz9pPuZX/CPaJ/0CNP8A/AZP8KP+Ee0T/oEaf/4DJ/hWrzRzRyoPaT7mV/wj2if9AjT/APwGT/Cj/hHtE/6BGn/+Ayf4Vq80jHaMk4FFkHtJ9zL/AOEe0T/oEaf/AOAyf4Uf8I9on/QI0/8A8Bk/wrUUhhkHIpeaLIPaT7mV/wAI9on/AECNP/8AAZP8KP8AhHtE/wCgRp//AIDJ/hWrzRzRZB7Sfcyv+Ee0T/oEaf8A+Ayf4Uf8I9on/QI0/wD8Bk/wrV5o5osg9pPuZX/CPaJ/0CNP/wDAZP8ACj/hHtF/6BNh/wCAyf4Vq80c0cqD2k+5kv4d0Rxg6VYf+Ayf4VXk8O6Oh50mxx6/Z0/wrf4ppAIweaHFDjXmuphReHNGY5/smxA9fsyf4VZXw9oijA0qw/8AAZP8K1QMUvFCiglWm+pk/wDCPaJ/0CNP/wDAZP8ACj/hHtE/6BGn/wDgMn+FavNHNFkL2k+5lf8ACPaJ/wBAjT//AAGT/Cj/AIR7RP8AoEaf/wCAyf4Vq80c0WQe0n3Mr/hHtE/6BGn/APgMn+FH/CPaL/0CbD/wGT/CtXmjmiyD2k+5l/8ACPaL/wBAmw/8Bk/wo/4R7RP+gTY/+Ayf4VqZpCCRgHH4UWQe0l3MmTQtDQY/sqxJ9Psyf4VNFHHBGscUaRRrwqIoVR9AKs+Qf736U5YQDknPtiixfPpq7nC/GbwbceOvh5e+HLW8jtJLiSJxLIhZRskVzwOf4cV2em2/2Swt7XO4xRKhI7kADNW+KBjBoUUncmVacoKD2Tb+8880P4frYa3431DU7uC5sPEbo5hCEGJFj2ncT19a8yZX8N+DrrSI/ixp7+FIY5I440CNeiPn90r+vYdxX0aQrLtYAjoQa5j/AIV94G/tL+0v+ET0b7Xu3+d9jTfu9c461EqX8p1UMbZtz126LptucR8AvChk/Z8tPD+sQPFFqVtNvUjDCObOD9cNUFt8L/HS+F5fCU/jpf8AhHxA0MKR2oFxswdqtJjOM4zjkjivZkABxgDHYUpUHrTVKNkuxDxtTnlNW1d9k7PyPMW+G15/wo2L4eDUYPtKW/lfavLOw/vC2cde9dzZaRCnhq30W7CXESWiW0oI+VwECnj0OK16TjNUopbGM69SW76t/Nnj2jfDrxx4PgfS/BXjC3h0XezQW2oWvnPACc4VsZwPfNeieENP1jTNIFvrmstq96zs8lwYlQHPYKoAAFbuaTueaIwUdgqYidRe9a/eyu/mUJ9I0q4maa4020llb7zvArMfqSKb/wAI/on/AECLD/wGT/CtT8aPxosiOefcyv8AhHtE/wCgRp//AIDJ/hR/wj2if9AjT/8AwGT/AArV5o5osh+0n3Mr/hHtE/6BGn/+Ayf4Uf8ACPaJ/wBAjT//AAGT/CtXmjmiyD2k+5lf8I9on/QI0/8A8Bk/wo/4R7RP+gRp/wD4DJ/hWrzRzRZB7Sfcyv8AhHtE/wCgRp//AIDJ/hR/wj2if9AjT/8AwGT/AArV5o5osg9pPuZX/CPaJ/0CNP8A/AZP8KP+Ee0X/oE2H/gMn+FavNHNFkHtJ9zKbw7obDB0qw/8Bk/wqtL4c0ZP+YTYkev2ZP8ACt5iFGScCq7zEkhQMe9DSLhUqdGZMfh3R3PGk2OPX7Mn+FTp4c0Nf+YVYE+v2ZP8KvpIxwqgfSp13Y+bGfahJBOrU7mX/wAI9on/AECNP/8AAZP8KP8AhHtE/wCgRp//AIDJ/hWrzRzRZEe0n3Mr/hHtE/6BGn/+Ayf4Uf8ACPaL/wBAmw/8Bk/wrV5o5osg9pPuZf8AYGif9Aqx/wDAZP8ACj/hH9E/6BVj/wCAyf4VqUhcAgEgE0+VC9pPuZf/AAj2if8AQI0//wABk/wo/wCEe0T/AKBGn/8AgMn+FavNHNLlQ/aT7mV/wj2if9AjT/8AwGT/AAo/4R7RP+gRp/8A4DJ/hWrzRzRZB7Sfcyv+Ee0T/oEaf/4DJ/hR/wAI9on/AECNP/8AAZP8K1eaOaLIPaT7mV/wj2if9AjT/wDwGT/Cj/hHtF/6BNh/4DJ/hWrzRzRZB7Sfcxn8NaKeV0nTwfT7Mn+FQN4e0YHB0qxz/wBeyf4V0P40zAznAz60OKLjXmupkR+GtF6tpNh9Psyf4VJ/wj2if9Aqw/8AAZP8K1eaOafKiXVm+plf8I9on/QI0/8A8Bk/wo/4R7RP+gRp/wD4DJ/hWrzRzSshe0n3Mr/hHtE/6BGn/wDgMn+FH/CPaJ/0CNP/APAZP8K1eaOaLIPaT7mV/wAI9on/AECNP/8AAZP8KP8AhHtE/wCgRp//AIDJ/hWrzRzRZB7Sfcyv+Ee0T/oEaf8A+Ayf4Uf8I9on/QI0/wD8Bk/wrV5o5osg9pPuZX/CPaJ/0CNP/wDAZP8ACj/hHtE/6BGn/wDgMn+FavNHNFkHtJ9zK/4R7RP+gRp//gMn+FH/AAj2if8AQI0//wABk/wrV5o5osg9pPuZX/CPaJ/0CNP/APAZP8KP+Ee0T/oEaf8A+Ayf4Vq80c0WQe0n3Mv/AIR/RP8AoE2H/gMn+FfMf7d1hY2Nh4U+x2dvb75brd5USpuwIuuBX1fXyz/wUA/48vCP/XS6/lFWGIS9mz1MknJ42F33/JnpX7In/JBtC+tx/wCj5K9bHQ15J+yJ/wAkH0H63H/o+SvWx0NXR+GPocmY/wC9T9WPHSigdKK2OMKKKKACvK/2tf8Ak3vxR/u2v/pVDXqleS/tbDH7P/iT/t1/9Koqzrfw36HXl7tiqT/vL8zyr/gn99/xh/26f+1q+r6+Tv2AuZfFzHqPsn/tavq+T7tZYXSkkd2fu+Pm/T8kOor89PjB8U/iZe/GTXND0bXr6EQ6rLY2dpa4AIWQoqgY6nAqobz9o7P+s8Vfig/wr6iGQzcIylUSueD7XyP0VJoz9K/Or7Z+0d/z08U/98D/AAo+2ftHf89PFP8A3wP8Kr+wP+n0Re18j9Fc0Zr86vtn7R3/AD08U/8AfA/wo+2ftHf89PFP/fA/wpf6vv8A5/RD2vkforn6UZ+lfnV9s/aO/wCenin/AL4H+FH2z9o7/np4p/74H+FP+wP+n0Q9r5H6KbhRlfWvzsF5+0Z/f8Vf98D/AAqpqGv/AB709l+3al4hti3QSFVJqJZFyq7qx+8Uq6irs/R/NJkf3hX5zwal+0RcRLLBceJpY25DIAQak+2ftHf89PFP/fA/wqlkN/8Al9EPbeR+iuaM1+dX2z9o7/np4p/74H+FH2z9o7/np4p/74H+FH9gf9PYj9r5H6KUpIAyTgVwXwDfXn+Evh9vExuTq5tz9p+0D95u3Hr+GK7p1Drg18/Uh7OcoXvZ2NlqUtQvYbW0luZ5FigiQvI7HACjqTXlPwW+MQ+IniDUNIn0NtJeGIXFiWm3/aoMgb+gx1HHNVv2t/E39g/DZtFiu0tbvXpRZJK2cJG3EjHHPCk15v4v8W+AvC2vfD7XvBev2d02jumm3sMW4FrV12l24Gdpwa9HDYRSotuLblez7W/zNeZLY+pVvdPivksJL21F4670tzKokK+oXOSPepJr+wgu4rSa9to7mbmKF5VDv/uqTk/hXkv7Q2n2D+E7X4h2F/Hput6IVuLG76ecjYzC3qGGPyrA/Z7kl8dzar8WfEVxDc62itbWlgudumoi527TyGYknPoRWUcHel7S+i0enXp8jGUnzWZ7pqeuaNpjKmpatYWbt91bi5SMn8GIq3bTQ3MKzW8qTROMq6MGUj2Ir5P+GEGs+O9N1DxZqvw7tvFtzfX04+0XestEIVWRlEaxhCFAAA65PWvT/g14V8a6LofirStQtRo9ndl20S3N8bk2e5GG0OQDgEg/hTrYKNNNOXvLfb8Nb/gSp3PUZvEXh6C6+yza9pkVwDgxPdxh8/QnNafmp5Xmbxs253Z4x65r5Z0Cx8MeDNFWx+Knw11I3MchFzr6s08c7Fv9YWBBQdK+lNCutPl0Oyk0p1ksWt0+zsCSPL2jbyevGKzr4ZQtyttd9LP0abKheRS8NeKtH8RyapFpUk8jaZdG0uPNhaLEoAJADAHjI5x9M1syOzHJ/KvM/g2c+JviGx/6GA/+iY66z4jLqQ+H+vPpXmi/GnzG28r7/mbDtx75xSr0FCryLbTfzSZVKXutvo2vuZ0UAfdleB39KnyP7wr87Bd/tGjo/in/AL4H+FH2z9o7/np4p/74H+Fesshb/wCXsfvMpVrvY/RXPvRn3r86vtn7R3/PTxT/AN8D/Cj7Z+0d/wA9PFP/AHwP8Kf+r7/5/R+8n2vkforRX51fbP2jv+enin/vgf4UfbP2jv8Anp4p/wC+B/hVf2A/+fsQ9r5H6K5+lGfpX51fbP2jv+enin/vgf4UfbP2jv8Anp4p/wC+B/hR/YH/AE+iHtfI/RXP0oz9K/Or7Z+0d/z08U/98D/Cj7Z+0d/z08U/98D/AAo/sD/p9EPa+R+iufpRn6V+dX2z9o7/AJ6eKf8Avgf4UfbP2jv+enin/vgf4Uf2B/0+iHtfI/RXP0oz9K/Or7Z+0d/z08U/98D/AAo+2ftHf89PFP8A3wP8KP7A/wCn0Q9r5H6K5+lGfpX51fbP2jv+enin/vgf4UfbP2jv+enin/vgf4Uf2B/0+iHtfI/RXP0oz9K/Or7Z+0d/z08U/wDfA/wo+2ftHf8APTxT/wB8D/Cj+wP+n0Q9r5H6K5+lGfpX51fbP2jv+enin/vgf4UfbP2jv+enin/vgf4Uf2B/0+iHtfI/RTI9qN3uK/Ov7Z+0d/z08U/98D/Cj7Z+0d/z08U/98D/AApf6vv/AJ/R+8Pa+R+iufpRmvzq+2ftHf8APTxT/wB8D/Cj7Z+0d/z08U/98D/Cn/YH/T6Ie18j9FKTivzrm1D9oqKJ5ZJfFCIilmYqMADqeld7+x98TvHWr/FceH9c1251CyuLWRniuMEq6kYIOOOprOvkM6dKVSNRS5VfQaqpu1j7ZoJFJXm/7SPiPVPCfwY8Qa9o0ohv7eONYpMZ2b5UQke+GNeJRpurUjTju2l95o3ZXPR/ypa/NXw540+N3iYXEmha1r+oiAjzjBg7C2cZ474P5VrfbP2jv7/in/vgf4V9BLh2UXaVWKZl7byP0VzRn6V+dX2z9o7/AJ6eKf8Avgf4UfbP2jv+enin/vgf4Uv7A/6fRD2vkforn6UZ+lfnV9s/aO/56eKf++B/hR9s/aO/56eKf++B/hR/YH/T6Ie18j9Fc/SjP0r86vtn7R3/AD08U/8AfA/wo+2ftHf89PFP/fA/wo/sD/p9EPa+R+iv4ijNfnWbz9owDJfxT/3wP8KoR+JfjvJdm0j1XX2uAceWGXNZyyJR3rR+8TxEVufpHketGfevzq+2ftHf89PFP/fA/wAKPtn7R3/PTxT/AN8D/Cq/sB/8/Y/eP2vkfon+IpfpX51/bP2jv7/in/vgf4V13wcuvjs/xS8OrrzeIv7LN6n2rzlGzZ3z7VnVyP2cHL2sXZDVW72Puio5JAg55PpUnaoZYt3zL1/nXiG0bX1POvjh8Rm+H3h23v7bS/7X1G6uBDa2Il2GT5WZmzg8AL6d63fh14mtvGXgzTvElsggS6i3SIWz5TgkMpPsQa8P8S+M/Cmp/tLl/E+tWtnpHhazeGBJskSXUhAY8AggKP1q/wDs1eKtIg8e+L/A2manDf6W9ydR0yRc7XSQDzEAPZWH616U8GlQvyvmSTb8n0NL66Hv9hfafewedp93b3cQJUyQyK4yOoyD1ostQsL1ZHs7y2uViYrIYpVcIR2ODwa+WfjBq+ofCfxxf6N4K1W2s7LxUge4hkBK6VK52tOMfdB688e1dJ8YrL/hWXwU0Lwz4Uklc6xqdvaXd2kuyW48wguxkwdpfkbsHG6oWAvya/Ft6dbnO5O7v0Pe7fxBoVzefY7fW9Nmuenkx3SM/wD3yDmrt5c29rbtPdXEUES/eklcKo+pPFfM2vfD3X7rw+Lbw/8ACiz0XVYwj2mpw+IHaWNwQdx/d/NnuD612vxl8M+MNb8E+EnawfV202RJdb0uG4MZvQEUEBh7gn8aznhYKaipaP0/Rj5n2PWdO1zRdScxafrGn3bjqsFykhH4Amq3izxJonhfTft+u3y2luW2KdrOztjO1UUFmOATgA8A15X8LdV+GieN4LC18G3fhLxQIX8u3ukZPMXHzBTu2tx7V69d29iLiPVLiNDNbwuqyOf9WjYLewztGT7VnOlGnUUZJ2+Sb9HqCvJabmf4Q8W+H/F2mDU/Dmow39oHKM6ZUqw/hZWAZTyOCB1rWkILnHc1wXw00Mwa94q8UpD9lt9fvY5baDbtzHGmzzSOxkYs3rggnk153+2G/wARIY/DjeATqmWMxuvsS57Jtz+tbRwtOrifZQlZd300u03psx05SjC899dvXQ+iYdwX5unb1qTcvrX51/bP2jv+enin/vgf4UfbP2jv+enin/vgf4V6f9gP/n9H7zN1bvY/RWivzq+2ftHf89PFP/fA/wAKPtn7R3/PTxT/AN8D/Cn/AGA/+fsRe18j9Fc/SjP0r86vtn7R3/PTxT/3wP8ACj7Z+0d/z08U/wDfA/wo/sD/AKfRD2vkforn6UZ+lfnV9s/aO/56eKf++B/hR9s/aO/56eKf++B/hR/YH/T6Ie18j9Fc/SjP0r86vtn7R3/PTxT/AN8D/Cj7Z+0d/wA9PFP/AHwP8KP7A/6fRD2vkforn6UZ+lfnV9s/aO/56eKf++B/hR9s/aO/56eKf++B/hR/YH/T6Ie18j9Fc/SjP0r86vtn7R3/AD08U/8AfA/wo+2ftHf89PFP/fA/wo/sD/p9EPa+R+iufpRn6V+dX2z9o7/np4p/74H+FH2z9o7/AJ6eKf8Avgf4Uf2B/wBPoh7XyP0Vz9KM/Svzq+2ftHf89PFP/fA/wo+2ftHf89PFP/fA/wAKP7A/6fRD2vkforn6UZ+lfnV9s/aO/wCenin/AL4H+FH2z9o7/np4p/74H+FH9gf9Poh7XyP0Vz9KM/Svzq+2ftHf89PFP/fA/wAKPtn7R3/PTxT/AN8D/Cj+wP8Ap9EPa+R+iufpRn6V+dX2z9o7/np4p/74H+FH2z9o7/np4p/74H+FH9gf9Poh7XyP0UyM9aca/NbxF4t+OXh23S51zVvEOnwu21HmwoJ9OlfY37I/izWvGPwgtNR1+7N5exzyQmdgAzqrEDOO+K5MblE8LR9tzqSvbQqNRSdj2HvXyz/wUA/48vCP/XW6/lFX1P3r5Y/4KAf8eXhH/rrdfyirwcT/AAmexkf++w+f5M9K/ZE/5IPoP1uP/R8letrXkn7In/JB9B+tx/6Pkr1taqj8EfQ58x/3qfqx46UUDpRWxxhRRRQAGvJv2tv+Tf8AxJ/26/8ApVFXrJryb9rb/k3/AMSf9uv/AKVRVnV+B+jOrA/7zT9V+Z5R+wD9/wAX/wDbp/7Wr6wPSvk/9gH7/i//ALdP/a1fWB6VnhP4aO7Pv99n8vyPzntP+Tz/APudm/8ASs1+iwr86bP/AJPP/wC52b/0rNfosK+lzzej/hR4VLZjqKB0orwjUKKKKACiiigDM1zUbXSNJu9Uu5PLgtYmllb0VRk18g/2b4s+NHi/U9RtjiKEMV8xsRxL/Cg9zXtX7VviD+zPh8umRPibUpRFwedg5b8CMitj9nTw3HoHw0sZGj23N+BczEjnnoD9K8uvzYjEKlf3Urv9DxMXD63iVQb92Ku/0PMv2avFmpaH4puPAGvNIqszC3WQ8xSr1UexHP4V9M4GelfL37SOmv4U+KWjeMLFfKS6YO5UfxoRuJ+ob9K+k9Fv49S0iz1GLBjuIElXHowBq8DOSc6Un8L09DTLZSpudCbu4vT0exo0UUV6J64UUUUAeaeJPhw/iL4tad4u1m6tLvStMtGhttOkh3fvGBy7Z4PJ44rR8bfDnw14g8K6loy6Lplubu3aNJUtEVomI+VgQM8HBruqStFXqK2u2w07HiVl8KfEOoSeFrLxf4jtdS0XQIt32SGJlN1OD8jyEnBCjoK3bb4fz6P8UX8XeG76CxsNRiEesac0ZKXBHCyIBwrY49DXpUkIYZHBqAgg4IwauWMqvrpZq1tNdTVKMkeTW3ws8VeFtc1G9+HHi230rTtSuGuZ9Pvrbz4o5GOWMfdRntnFdl4V0LxdZaHqcXiHxZ/aOpXqEQzx2yRpanaQNigc4JB5z0rqEdlOQaWR2Y5P5VM8TOorSs33sr/fuQqVmeQa34F+KevaTPoOs/EHT5tKuR5dw0emqlw8eemcbQffFel+GtHg0Lw9Y6JYFvJs4FhjL8k4GMn+dakcbMeOnrVhUVRgUqlec0k7JeSS/Ir3YbHF+APB1/4a1jxBf3WrW9+NZvjeFI7IxGFioXaCZGyMKOwrswuCKcOpoz0xUVJTqS5pO70/BWMUlHb+rj6YzKqlmIAAySe1PqGSNJI2jkUMjAqwPQg9qQzgvh78UtB8W6lrlis1vaSaZqbWEQadSbnHR1Hoatp4k1bTYvF+pa+umrp2lEvY+RMN7xhWOJOflYkAD615f+zp4I8Hy+J/H1zL4a0t59O8UypZSNbKWt1XBUIcfKB7U7w7YWepz/Hiz1C2iurc3TN5Uy7lysMjKcH0IB/CgD0rwT8RdK8WeA4fENjLbxXk1jJdCyMoZ0254IH0H51N8GfFF34x+Gml+J9TjgguLvzvMWLIRdk0iDGfZRXA/ATwl4XsvgTpniCz0HToNVm0acSXkcCiVwd+ct1PQflXnuqarqth+yF4RsdMEuNU1SS0uPLlEZaNrqbKbiQBu9SaAPp/TvEGh6lePZ2Gp2VzcR53xRTBmXHqBWvXy9rvgHxUkOjz+Cvg3beGNX0u6ilhv4NRtFYorDer7ZMsGAOc+tfTsW7Yu/720bvrQBJRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAZPi3/kWNU/68pv/AEA18Ifsb/8AJxq/9cbn/wBCFfd/i3/kWNU/68pv/QDXwh+xv/ycav8A1xuf/QhXv5T/ALrX9DGp8UT9Ax1ryH9sj/k3TxN9Lb/0pir14da8h/bI/wCTc/E/0tv/AEpirycB/vNP/EvzLn8LPJf+Ccf/AB4eM/8ArrZ/ymr65HWvkf8A4Jxf8g/xn/11s/5TV9cDrXXnf+/VPl+SFT+FC0UUV5ZoFFFFABRRQelAHkn7SHjiTwn4SWy0+by9S1ImOJh1RB95h78gfjXzxceAPGOkeFLXx4fMjQv5oZXPnIM8Oe+Dz/k12/xJdvH/AO0TZ6EhLWto6wsOq4X5mP48CvpPV9Gs77w9LoskKG1kgMAj7bcYA/lXiyhPF1JyvpHRep87OjLHVKk76R0j69zl/gf4x/4TXwPb3s5H2+3/AHF2B3cfxfiMH8a73AzXzB+zVez+GPihrPg28cjzGkjUHgF4yefxAr6fHWu7BVnVpJy3Wj+R6WXVnVorn+JaP1Q+jAoorsPQCqt6s7WkyWrIk5jYRM4yqtjgkematUUAeYfCz4U6b4V0C5g12LT9c1S7vJLq5vJLUMWLdFG4E4FVvGHwxM3jbw/4s8Jyadol5phkS4UW2EuYmx8hCY75r1akYBhgjIrX6zV5nJvV/d9w4vlVjyXwn8KLVLPxDP41uINf1bxAzreT7CFSI8LHGDyoUY96Zp3wnkv/AIW3Pw/8W60dSs4pAdLvIwVuLZVOY8t3ZcDnvXq0sJXleR/Ko6r61Vvfm6p+ltrdjTkjJHlth4O+MNtaR6YPiVYfYYwEW4/s1Tc7B2JI25x3xXU+M9H8ZXOm6YnhnxYml3topW4ee2WZbr5VGWBHHIJ4x1rrFkZV2g/T2phyTk1LxEpSUrLTyX46akql3PL9B+HviW88d2Hi7x14lt9VutNjZLKCzthDEm7OSeMk8+tdN8QdB8QeIbO2tdF8SwaLGkm+4EmnC688D7qkF1AXPJGDnjtkHr44ieX4HpTkhUMSeeeB6U/rNRTUla620TS+TVhy5WmjkfBWheKtPup5vE3i7+3dyBII49OW0SLnLEhWbcT8uCemDjqa7EYC8UijnkD86f7VnUqSqScpWv5JJfcrIySsrIdXG/FnxrZ/D7wPeeJruEXAtyipBvCmQswGAT6A5/Cuyrxz9r3TrC++BOtS3lnDcPatDJA0iAmNjKqkr6HBI/GpGdnqPig3/gu81Lwpd6Zc6klsksaTTjy0ZscOc8d6yfFfxGs/Cl/4O0vWUtvtmvusU7pMAludgJfnquSQD7Vy3xM8LeHPDn7OfiGbQdFsNMkutKhadraERmQ5Tk469T+dc38SPD2h6tf/AAQfU9JtLxrloLeczRBvMiECEI2eoySce9AHpnxE8dyaNe+Dl0N7O+ttb1yHTp5d24KjMFJUg9eTXcatqemaVbfadTvrezhzjfM4UZ/GvHPjNomj+H9R+GGnaJptrp1mvi22ZYbeMIgJkUk4HvXKeL11XxT+0XrljdeCF8Y2miWMX2SwnuoY4oS4GZdsrKGJ9R60AfSOnX1lqVqt1YXUN1A33ZInDKfxFXK8P+B3hbxb4b+IuuXD+EF8LeF9QtEdLFbyGVEulbkqsbttBUn8q9woAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD5l/4KDf8k50f/r/P8hW1+wh/yRCL/r9m/wDQzWL/AMFB/wDknOjf9f5/kK2v2EP+SIRf9fs3/oZr6GX/ACKI/wCL/My+2e/96+WP+CgH/Hl4R/663X8oq+p+9fLH/BQD/jy8I/8AXW6/lFXy2K/hM9nI/wDfafz/ACZ6V+yJ/wAkH0H63H/o+SvW1ryT9kT/AJIPoP1uP/R8letrVUfgj6HPmP8AvU/Vjx0ooHSitjjCiiigBK8n/a2/5N/8Sf8Abr/6VRV6sfvV5R+1r/yb94k/7df/AEqirOr8DOnA/wC80/VHlP7AP3/F/wD26f8Atavq49DXyh+wH/rfFuOn+if+1q+rj92s8L/DVjtz3/fJ3Pzqs/8Ak8//ALnZv/Ss1+iwr86bP/k83Pf/AITY/wDpXX6LA19Jnju6P+FHiUtmOHSiiivDNQooooAK8g+K/iH4heF/E+kXlne6Mvh691W3shbm3Z7gq/3iWyAOc+tev14R+0x4t0mG60DRtt5Jd2OtW15cCO3ZgsQyScigGcr+0hI3iT4uaH4UhY/KYoWA7NIwOfyavR9Z1fxRqnxCPgDwhqNnocGlaalze3ktr9oJLYEcapuXHXJOe1eNaJ4p07V/2ih4lnhvLixa9WOHyodzjJ2RMR2GcZPYV6lrWsW/gH436v4h1yKePRtc0yGOG6SIuqTRY+RsdMjOPpXmYL35zqd3b5I8nLY+1qVKvd2+SOX+Iepaj43+CmrSa5BAmueGNWNveNCMK+0D5lHYMHXj2r0X9nLW11b4VaarHfNZl7eQk9wSR/46wrze8j1OD4GfEbxZNbS2Umu35uraORcMIi0SKSD0zzXP/s4aV4g11dV0vSPGmpaAtsyzNDbRxMshbjcd6k5+XtSm/Z4uLX2lb7jScFRx0ZP7Sa+7U+rWlc98fSk8xv75/OvOR8OfG3f4t6//AOA1v/8AG6P+FceNf+it+IP/AAHt/wD43XpWZ7HNFHowkcfxH86cs7jrg15ufhx427fFvX//AAGt/wD43TG+Hfjgf81Y18j2t7f/AON0aheLPT0mU8H5TU1eJjwj47/4SxtI/wCFq695QsRc7/s9vnd5hXH+r9BWqPAfjhBx8W/EAH/Xvb//ABuhMTp9j1Wo3UOSK+eNSj+IV/rj6D4M+I/iHV7uI4u7uSK2S2tfYsIjub2GPrXTWfw4+LP2UG7+Neomcjny9MgCg/iK6J4aUYpyaV+j3t+hkpa6HrboyHnp602vANf0X4u+FLr7RrvxF1vU9Dz+9vbC1gWS3Hq0RjOQPUN+FdLB4U8U32gNrGk/GLW7y2MBljdILchsDP8AzzpVMNKnFS3T2a1Xp5P1NIVU3Z7nsMMowFbA96nrxnQfBnjrUNHtryX4ra8jypuKi3t+Of8ArnWgvgTxwMD/AIW34gA9re3/APjdYJjlDqj1aivMF+H3jhhkfF7xAR/17W3/AMbpf+Fe+Of+iu+If/Aa2/8AjdUZHp1FeY/8K98c/wDRXfEP/gNbf/G6x9Q8IePrfxJpWmL8VtfaO8juHdvs1vlTGEx/yz77jQBvD4YQ2fja58S6F4l1nR1vrpbq/sbdx5Fy4wCSO2QOa2fDfgbTNG1TxTfLLLcf8JJP513HIPlX5SpA9iGNYH/CvfHP/RXfEP8A4DW3/wAbo/4V745/6K74h/8AAa2/+N0AS+DfhcvhYzWlh4r1uXRHglhi0udw0MIfuvfjnH1q1a/C/wAOL8LIfh5d+dd6ZFvKSMdsis0jSbgexBc4qh/wr3xz/wBFd8Q/+A1t/wDG6P8AhXvjn/orviH/AMBrb/43QBFpXww160nto7n4neI7vTrdlKWp2qWVeis+TkdulepAYAHpXmX/AAr3xz/0V3xD/wCA1t/8brJ8NeD/AB7qdveSS/FjX0MF7NbqBbW/Ko2Af9XQB7JRXmP/AAr3xz/0V3xD/wCA1t/8bo/4V745/wCiu+If/Aa2/wDjdAHp1FeY/wDCvfHP/RXfEP8A4DW3/wAbo/4V745/6K74h/8AAa2/+N0AenUV434j8H+PtNSxMXxZ19/tF2sDZtrfgFWOf9X7Vrf8K98c/wDRXfEP/gNbf/G6APTqK8x/4V745/6K74h/8Brb/wCN0f8ACvfHP/RXfEP/AIDW3/xugD06ivMf+Fe+Of8AorviH/wGtv8A43R/wr3xz/0V3xD/AOA1t/8AG6APTqK8Z0nwf4+vNa1qxk+LGvqlhPFHGwtrf5g0KOSf3fqxFbH/AAr3xz/0V3xD/wCA1t/8boA9OorzH/hXvjn/AKK74h/8Brb/AON0f8K98c/9Fd8Q/wDgNbf/ABugD06ivMf+Fe+Of+iu+If/AAGtv/jdch8XNC+IXg/4f6p4ks/i1r881miusT21ttOWA5xHnvQB7P4u/wCRZ1T/AK8pv/QDXwh+xt/ycav/AFxuf/QhX3FqUsk3gG4mmcu8mlszse5MRJNfDv7G3/Jxq/8AXG5/9CFe/lP+61/T/MxqfFE/QMda8h/bI/5Nz8T/AEtv/SmKvXh1ryH9sj/k3PxP9Lb/ANKYq8nAf7zT/wAS/Mufws8m/wCCcX/IP8Z/9dbP+U1fXA618j/8E4v+Qf4z/wCutn/Kavrgda687/36p8vyQqfwoWiiivLNAooooAz9YF8dNuhpjQi+MTfZzNnYHx8u7HOM15f4B8XeMYvEvjTR/Gl7pl2dDtY7iN7OAxqAyFiDk89OvFeq391FZ2c11OSIoULvgZOAMnivlbxH8RNKHib4jX1mL1V1mztreyd7dkEhA2vyemATWdWfs6cp9kY16ns6Updk2Xv2ccXHi3xZ45vFMsdhbSuSe+4l+PfEZ/OuoPjf4jWvgO2+KVze6dJos0/mPoy2uHjtC5UP527l8AHG3v1rN/ZpW11D4ceJ/DkUFymo3Nu7NI8WImWRGWMK3cg7sjtxWfdeIpb/AOCNr8J4NNvP+EqwNNmtDCQEVXP73d027QDn3rkwEOSir7vX7zmyqi44eL6vV/Mg+KkieFv2g9J8SxkJaXrQXBI6FOA/54NfTYuMxBkAAIzzXyj+1iJrTxd4e0tXJgttGU9O4kK5/SvTPBPhLxnr3hbTdWj+KmvRR3dukoQQW525HT/V1nhHyV50/n95GEjGjiKlN9Wn9+57H5jn+I0m9/77fnXnP/CuPGv/AEVnxB/4D2//AMbo/wCFceNf+is+IP8AwHt//jdejZnsXiejCRx/FTxOR94CvNT8OfG/b4ta/wDjb2//AMbpjfD3xuvX4r6//wCA9v8A/G6NUHuyPUldW78+lOrxXwp4S8d6t4ftdRm+KuvRyTBiVFvb8YYj/nn7VY1zw54o0PTZdR1X4ya9bW0Qyztb235D93yacYylJRirtkyhbVHsVRSRA8rwfSvnvw9oPxk8UzfbbD4ia1o2jHmKa+toHmnXswjCLsB9ya6LUPhz8XBbMbD41ah54GQJdNhKsfTgcVu8O4S5ZSSfre3qZxn1R62QQcEYNKjbWBGOK8A0SLx2NbXw94v+I/iDRtVkz9mcRWz293j+4/lDn/ZP510Ot+D/AB5YalplsnxU15lu5SjN9nt+AAP+mdRWoToySkt9U9013TNoTjNHs8cisOOD6U/rXlA8A+Nwcj4s6+D/ANe9v/8AG6lj8B+OGOG+LviAf9u9t/8AG6zTJlC2x6nRXmP/AAr7xz/0V3xD/wCA1t/8bo/4V745/wCiu+If/Aa2/wDjdMzPTqw/GPh3TPFnhu/8PavEZLK9iMUoU4YDsQexB5Fcb/wr3xz/ANFd8Q/+A1t/8brI8OeD/Hmpw3zz/FjX0Nvfz2y4trflUcqD/q+9AGzbfCx/+EN1jwrqfi7WtW0/UYEgjF2wY2yKc4X9PyrR8XfDnSvEfhnRdGa9vbKfRPLOn31s4WaF0QKGH1AGazP+Fe+Of+iu+If/AAGtv/jdH/CvfHP/AEV3xD/4DW3/AMboAuS/DZbyy8Oxaz4j1PVrjQ9UXUYrm4wXkZW3BW9uMUeOPhlaeIPEUPifS9b1Dw9r8UXkm9siP3kf911P3h+NU/8AhXvjn/orviH/AMBrb/43R/wr3xz/ANFd8Q/+A1t/8boA3PAnhDUfD9xcXeq+LdV8Q3MyhM3WFSMD+6ozg/jXZV434q8H+PdI0V72H4sa/I6yxIFNtb4w0iqf+Wfoa1v+Fe+Of+iu+If/AAGtv/jdAHp1FeY/8K98c/8ARXfEP/gNbf8Axuj/AIV745/6K74h/wDAa2/+N0AenUV5j/wr3xz/ANFd8Q/+A1t/8bo/4V745/6K74h/8Brb/wCN0AenUV43p3g/x7c+INT05/izr6x2nlhG+zW+W3IrH/ln71rf8K98c/8ARXfEP/gNbf8AxugD06ivMf8AhXvjn/orviH/AMBrb/43R/wr3xz/ANFd8Q/+A1t/8boA9OorzH/hXvjn/orviH/wGtv/AI3Wb4j8GeO9M8PalqUXxa8QPJaWks6Kba3wxVCwH+r9qAPYKK8qsvAfjqezgmb4ueIA0kasR9mtuMjP/POp/wDhXvjn/orviH/wGtv/AI3QB6dRXmP/AAr3xz/0V3xD/wCA1t/8bo/4V745/wCiu+If/Aa2/wDjdAHp1FeYN8PPHJGP+FveIR7i2tv/AI3WD4XPjLw78eLLwtqfjfU9f0y50Wa7Md3DCuJA4AIKID6/nQByX/BQf/knOjf9f5/kK2/2EP8AkiEf/X7N/wChmsT/AIKD/wDJOdG/6/z/ACFbf7CH/JEI/wDr9m/9DNfQS/5E8f8AF/mZfbPfu9fLH/BQD/jy8I/9dbr+UVfU/evlj/goB/x5eEf+ut1/KKvl8V/CZ7OR/wC+0/n+TPSv2RP+SD6D9bj/ANHyV62teSfsif8AJB9B+tx/6Pkr1taqj8EfQ58x/wB6n6seOlFA6UVscYUUUUAN7ivKP2tv+Tf/ABJ/26/+lUVerivKP2tv+Tf/ABJ/26/+lUVZVfgfozqwP+8w/wAS/NHlH7AP3/F//bp/7Wr6ubpXyj+wD9/xf/26f+1q+rm6VGE/ho7s+/32fy/JH50WX/J5o/7HY/8ApXX6LjoPpX50WX/J5o/7HY/+ldfouvQfSvo883pf4UeDT6jqKKK8Q2CiiigBvaqWsXKWul3VxI21Y4mYn8KtvIqjnk+lcV8Yb82Pw3166DYZbRwn1rKtPkpuXYzq+7TlJ9EeN/smxPf+K/EOuyjLOmM+jM2T/OvpAKX+UDNeJfsgacY/Bmo3pGPtF3w3sBj+Yr3dVCrgCuXL42oq/XU58siqWHSXXX7zz79oCFT8H9fD/NmOIf8AkaOvFv2apX0n4x6jpMh2i4gc4+nzL+jV7b8f/wDkkWvf7kP/AKOjrxCzX+w/2ltNZPkivBbY+jQoD+oNRjVyzpz7P8zkzJuNSnV7St959X0Ui/dFLXpHrhRRRQBVa3hafzvLQSbdu/b82PTPpXm/j3VdT13Xv+EE8M3Bt5mQPq18nW0gP8Kns7dB6ZJ7V0vxH8T/APCL+GJryCD7TqEzCCwth1nnc4RQPqRn0qL4Z+Fj4c8Pst7KLnVr5zc6jc95Zm5PPoM8V1UEqUPbSV3tFPv1fovzKU3exf8ADGh6f4c0iDTNMgWCCEdurHuzHuT3JreiYOPfvVd1KsVNLGxVhiuWbc5OUndvc0cU1oTuqspVgCD1BrynWLWT4X68+tafGW8I6hIF1K0Ayti7HAmQfwoScMOnOe1esAgjIqtqFna39jPZXcSy288bRyowyGUjBB/CtcPX9m3GSvF7ry/zRg19421+zzWsctqU8p1DJt+6QeRiggg4Iwa4D4bXc/hnxHc/DvVJXZYUN1o8zn/XW2cMmfVCRx6MK9JdAw9/WlXo+ynZO6eqfdPZl06mmpXR2U5BqxHIHHHB9KiEDbsHp61OiqgwBWKuObTHVBJFG0iysiF0BCsRyueuD26VPRVEBRRRQAUUUUAFQxxRxAiNFTcxY7RjJPU/WpqKACiiigAooooAikijk2+YittO5cjOD61LRRQAUUUUAFFFFAFdIY0ld1RVaQ5dgMFiBgZ9eKsUUUAFFFFABXnv7RQDfBzXwQCPJXg/7616FXn37RX/ACR3X/8Ariv/AKGtAG9ff8k7m/7BLf8Aomvh39jb/k41f+uNz/6EK+4r7/knk3/YJb/0TXw7+xt/ycav/XG5/wDQhXv5T/utf0/zManxRP0DHWvIf2yP+Tc/E/0tv/SmKvXh1ryH9sj/AJNz8T/S2/8ASmKvJwH+80/8S/Mufws8m/4Jxf8AIP8AGf8A11s/5TV9cDrXyP8A8E4v+Qf4z/662f8AKavrgda687/36p8vyQqfwoWiiivLNAoooPSgBvevD/2vtQ+z+ArKwVvmur1Qw/2QpP8AMCva5ZccL19a+bP2uJ3vNe8OaOjZMm4kf7RYKP51w5hPlou3XQ4sxTWHl56feeufBix/s74ZaHbEYb7OGb6kmuzSIuc4wPWqXh61W10SyhC4Eduihf8AgIrUU8mt6MeWCj2R2UbU6UYR6JHzN+1hY/afGMJjXLQ6EJM+wnYn9K9L/Zkv/t3wo08Fsm3Z4cegU4Fc58abH+0viNd2mMs/g+52f72+TFQ/sdXry+F9WsGbi2ulKj/eBJrjl7mMi/5l+R5EvczCL/mTX3HvdFFFemewFIQDxS0UAZl+1npenS3UhjtrW3QyPwFVVHJNeaeHdPufiFrkfizXY2XQbZz/AGNp7j5ZcH/j4kHck/dB4AGe9XPHMs/jXxrb+A7Jm/su0C3euSqeCuf3UGfViCxHonvXosdpFb2yQW8axxxKFVFGAFAwAK7E/q1NP7TX3J/q/wAiozu7PYdC5jOP4fSrQIPIqlU9u/Ow/hXCmXOPUxvGPhnTfFOkS6bqcG9G+aOReHhkH3XRuqsPUVy/w/1q9ttYl8E+LNkur2KeZY3br/x+2/QOP9sYw2PQHvXo1cT8UfDlxrOlw6npTCHW9Jc3FhL7j7yH2YDkewrrw9RTXspvR7Ps/wDLuYtW1R1skRXkcj+VMrI8BeJLbxX4XtdXt1MbyApcQn70EynbJGR6qwI/Ct1oQRkcH0rlnCVObi1Zp2aNYVE0NilK8NyKsghhkHNQxQ93/Kp6ETNq+gVDHFHErCNFQMxZtoxknqfrU1FMkKKKKACiiigCCWCOVNksauuQdrDI46VLS5rn/EXibTtD1bSbG/kEbanObeIk4CttLAk+hI2/UiiEHN2irv8AyE3Y6Gimq2R0pjuynGzP40DWpLRSDOORiloAhSONJGkWNA7/AHmA5P1NTUUUAFFFFABUMkaTRtHIqujAqysMgg9QRU1FADVAUBVAAHAA7U6kzUNrOlxGZIyCu9l691Yqf1FHmBPRRRQAV5hqQH/DSmktgZ/4R+fn/toK9PrzDUv+TlNJ/wCxfn/9GCgDzT/goP8A8k50b/r/AD/IVt/sIf8AJEI/+v2b/wBDNYn/AAUH/wCSc6N/1/n+Qrb/AGEP+SIR/wDX7N/6Ga+gl/yJ4/4v8zL7Z793r5Y/4KAf8eXhH/rrdfyir6n718sf8FAP+PLwj/11uv5RV8viv4TPZyP/AH2n8/yZ6V+yJ/yQfQfrcf8Ao+SvW1ryT9kT/kg+g/W4/wDR8letrVUfgj6HPmP+9T9WPHSigdKK2OMKKKKAGivKP2tv+Tf/ABJ/26/+lUVerivKP2tv+Tf/ABJ/26/+lUVZVfgfozpwP+8w/wAS/NHlH7AP3/F//bp/7Wr6ubpXyj+wD9/xf/26f+1q+rm6VGE/ho78+/32fy/JH50WX/J5o/7HY/8ApXX6Lr0H0r86LL/k80f9jsf/AErr9GBX0eeb0v8ACjwqfUWiiivENQooooAgli3fMvX+deU/tN3Zs/hTeLnDTTRxY+ua9bHSvC/2w7kR+DNNtO892T9doH+NceNdqM35HLjanLh5t9joP2ZrVrL4TaaxGGmeWRvcFzj9K9RikVgOx9K434TWhsfhr4eiK43WEMh+rICf511KkjkHBq8LHkoxXkjowtNKjBeS/I474/8A/JItf/3If/R0deJfG4/2T8T/AAfrCLhTY2rE/wC0GI/livaPj7Ln4Ra6p67Ief8AttHXlH7UdsI9N8E3/rCEJ/3VQ/1rHMFejddGn+J5+bwaoc3Zp/ifS8RygI9KdWZ4ZuftmgWF3nPnWscmfqoNavau2DurndTfNFMTtSE4pCeDXJfFfX5PD3hC4ntF8y/uSLazj7vK/AFXShKrNRju3Ytuyuc9pJHjX4p3WqsfM0bw0xtrT+7LdY/eP/wHJX6rXpwIrnfh74di8K+ELDR1bzZYowbiU9ZZm5kc/ViT+NdEMY4rbFVFOfLH4UrL/P5sUVZa7kdyvyhvTioKs3P+qNVq5mdFPYs25zGPbipaitxiMe9S1RlLc4H4vaLcXWkW/iLSk/4nGhy/arcjq6DiSP6Fcn6qK6bwprFr4g8P2es2hJiuohIB3U91PuDkfhWm6hlKsAVIwQa8z+HrSeFfH2s+CZyRZ3LHUtJJ7I5/exj6OGb/AIGK64fvqDj1jqvTqvlv95m/dlfueo0UUVyFhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFefftFf8AJHdf/wCuK/8Aoa16DXn37RX/ACR3X/8Ariv/AKGtAG9ff8k8m/7BLf8Aomvh39jb/k41f+uNz/6EK+4r7/knk3/YJb/0TXw7+xt/ycav/XG5/wDQhXv5T/utf0/zManxRP0DHWvIf2yP+Tc/E/0tv/SmKvXh1ryH9sj/AJNz8T/S2/8ASmKvJwH+80/8S/Mufws8m/4Jxf8AIP8AGf8A11s/5TV9cDrXyP8A8E4v+Qf4z/662f8AKavrgda687/36p8vyQqfwoWiiivLNApCARg9DS0UAVZYipyORXzJ8aydU/aF0LTF+YQy22R7Fgx/lX1Ga+X8f2z+1qiAbhDPIp9vLjc/0rzMwV4wj3kjzsyqXjCD+1JI+l7d/LRU6gDA9qsqQRkHNUyCDg06N2Q8dPSvRiz1eTsebeJIUufj/Y28gykvhqVG+hkevO/2SJ3tfFfiLSJOG8vzCPdXC/1r0vUiH/aK0rH/AEL0n/o168v+DhGl/tI6/pw+VZJLiID1wd39K8/E+7Wpz82vvPFxq5K9Kfm1959PCigUV6R6w0AVgeOvEFv4W8K32tTjcbeM+VGOssp4RB7sxA/Gt8Y615j4qUeL/ippvhsfPpmhgajqA7PNjEMZ+hIf/gNbYWnGc7y+FK79F0+YpOy0Nn4T+H59G8Nm71E+Zq2pyG7vpD1Lt0X6AYH512tAUBcDgUvSsqtR1JuT6/1+AJWVirKu1yB0psZw4PvT7g/P+FMUZYD3rM6Fqi6OlFA6UVZgeXwqPBHxUMOPL0XxO25eyxXgGCP+BgA/UmvTq5P4p+HZPEvg+6s7N/J1GHFxYzd4p0+ZG/MCp/hz4jXxT4PsdX8vyp5E23ER6xSjh1P0Nddde1pRq9Vo/wBH92nyEtHY6eiiiuQYUUUUAFFFFABRRRQAwk15B4w0ZvHvxF1vSFlKQaVowiilH/LK7kljljf6qYc165PIsUTyOwVVGWJ6CvPfgdG15oup+KJlIk1y/kuVJ6+VnCD8BmuvDN04TqrdWS9W/wDJMh62Rr/C3xFLr/hlftyeVqli5tb6I9VlXgn6HrmuvrzDVS3g34uWupAbNI8TL9luj2ju0G6NvYMu8E+uK9NX+lZ4qnHmU47PVfqvkxpklFFFYFBRRRQAUUUUAFB6UUHpQBS1W8Sx0y6vZCAkETSMT0wBmuZ+DU11dfDrTr693GW8kuboZ67JbiSRP/HWWqXxxvZYfAz6danFzq1zFYw46/Ocn/x1WrsdFsotN0iz0+EYitoEhQegVQB/KujlUaCb3b/BL/gk7sv0UUVzlBXmGpf8nKaT/wBi/P8A+jBXp9eYal/ycppP/Yvz/wDowUAeaf8ABQf/AJJzo3/X+f5Ctv8AYQ/5IhH/ANfs3/oZrE/4KD/8k50b/r/P8hW3+wh/yRCP/r9m/wDQzX0Ev+RPH/F/mZfbPfu9fLH/AAUA/wCPLwj/ANdbr+UVfU/evlj/AIKAf8eXhH/rrdfyir5fFfwmezkf++0/n+TPSv2RP+SD6D9bj/0fJXra15J+yJ/yQfQfrcf+j5K9bWqo/BH0OfMf96n6seOlFA6UVscYUUUUANFeUftbf8m/+JP+3X/0qir1cV5R+1t/yb/4k/7df/SqKsqvwP0Z04H/AHmH+Jfmjyj9gH7/AIv/AO3T/wBrV9XN0r5R/YB+/wCL/wDt0/8Aa1fVzdKjCfw0d+ff77P5fkj86LL/AJPNH/Y7H/0rr9F16V+dFl/yeaP+x2P/AKV1+iTzBeBya+jzvel/hR4VJN3sTEgDJOKjaZB3z9KrszMcsc0KrN0UmvCudSprqT/aB6GlWZT6j61AY3H8JptF2Pkiy2SCvBr52/bEuBJdeGbHPSR3x/vFR/SvfkZk5Br5v/adY33xU8O6cve3jJHuZX/wrhzCX7prvb8zyc2Tjh2l1aX4n0T4ZtRZ+H7GzI4itY48fRQKtywkcryP5VNCAI1HbFOrujG0bHbSfJFJHnHx7/5JNrv+5F/6Ojrgf2nrcy/C/wAO3R58goAfTci/4V6L+0BGP+FR6668fJDx/wBto65H9oi2M3wOtmx80Rtn/DbXHjo3oyXkZ5glUw0l5HoXwiuRd/DLw7NnJ/s+FD9VQD+ldZXmf7Od40/wk0eQHO0SR/8AfLkf0r0mKQOo7H0rbDS5qMX5IeGTdGD8l+Q+vM7xh4s+MkVmAH0/wvEJZfQ3cvKj6qoU/wDA67jxPqkOiaBfatOQI7WBpDnuQOB+JwK5j4K6VJZeEBql6pGo61M+o3RPXMn3AfpGEH4V6WH/AHdKVV77L1e7+S/M0lq0jvMUtJmoJZv4V/OuUtJsbcPuO0dBTFBZgB3pByasxR7Rk9T+lTuatqKJFG1QB2paKKoxG15z8Z7a4srTTfGliha60C4851XrJA2BIn6CvRs4FVdQtIb2xns50DxTRlHBGQQRitMPV9lWjJ7Ldd09GTJXQWF1Bf2UF7ayCSCeNZI3HRlYZB/I1axxXnPwUuJ7PS9Q8HXpP2rw9dtaJuPLW/3oD9PLKCvRxSxFL2VVxWy2fdPVDTuhaKKKgYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFefftFf8AJHdf/wCuK/8Aoa16DXn37RX/ACR3X/8Ariv/AKGtAG9ff8k8m/7BLf8Aomvh39jb/k41f+uNz/6EK+4r7/knk3/YJb/0TXw7+xt/ycav/XG5/wDQhXv5T/utf0/zManxRP0DHWvIf2yP+Tc/E/0tv/SmKvXu9eQ/tkf8m5+J/pbf+lMVeTgP95p/4l+Zc/hZ5L/wTj/48PGn/XWz/lNX112r5F/4JzELp3jQk4Hm2f8AKavrGSYnheBXXnj/ANtqfL8kOjFuKJ2dVHzECozOvYE1X6mnCNz0U15NzfkS3JftA9DT1kVuh596rsjL1Uim0XHyJ7Ft+BmvmX4Ogan+0nr+o/eEclxKD6ZO3+tfSDTFIiWPygc57V84fsphrz4g+I9TYZ3QMM+5kU/0rzsV71anHzb+48XHxbr0o+bf3I+mJIw454PrVZ0KnBFXR0pGAYYIyK9Jo9aM2jyzUiR+0VpRBwf+Eff/ANGvXmcBGlftbIzHaJ55GPvvjcf1r07WI9n7RWlAcj/hH3P/AJFevLPisf7P/aY0e6HAmltV/MhT/OvMx/uxhLtJHnZok4059pI+o6Wq8cpXhuRU6kEZBzXpJnoNNFDXtTtNG0a81W+kEdtaQtNK57KoyTXH/BPTrlPDc2v6jGU1LXZ2vrgHqgblE/4CDiq3xkZtau9D8CxEkazdBr0Dtax/NID7MAVr0SJFiiWOMAKoAAHpXZL91h0ustfktPxf5Ebv0JqazBVJPQUrMFGScVVdy59B6VyNmkY3GsSzFj3qS2TLbuwpkaFzgfiatIoVQB0pJFzlZWHUUUVRkRivNvDB/wCEW+LOpeH2+Sw11G1GyHYTA/vVH1yW/CvSu9eefG2ymh0Kz8V2CH7b4fukvQVHzGAfLOv/AH6L10YRpydOW0lb59H95Mu/Y9F9qXNUtKvYdQ063vYGDRTxrIpBzwRmrtczi4tp7lBRRRTAKKKKACiiigDhPjhqcum/DjU47Vit3fqthbEdRJOwiUj6FxXSeFdMi0fw5YaZCoVLeBUA9OOa4vx2o174oeFvDn3obJm1S6A9EBEef+B7TXpA9q6qz9nQhDq7t/kv68yVrK5y/wATdBPiHwZeWMfF0gE9q46pKh3KR+Ix9Caf8NNeHiPwfY6k3y3BQxXKd0lQ7XB/EE/jXTHkV5l4PH/CMfFXXPDJ/d2OrIuq2I7eYfkmQfTahx/tmin+8oyh1Wq/X/Mb3uen0Ug5pa4xhRRRVAFFFFABRRTWICknoKAPNPE5/t341aBoy82+jWsmpXA7CRyEiz+Cy16WORXmvwiT+1vEHinxhJlhe3gs7Vjz+4hBxj23O9elmurGNRcaa+ykvnu/xJj3FooorlKCvMNS/wCTlNJ/7F+f/wBGCvT68w1L/k5TSf8AsX5//RgoA80/4KD/APJOdG/6/wA/yFbf7CH/ACRCP/r9m/8AQzWJ/wAFB/8AknOjf9f5/kK2/wBhD/kiEf8A1+zf+hmvoJf8ieP+L/My+2e/d6+WP+CgH/Hl4R/663X8oq+p+9fLH/BQD/jy8I/9dbr+UVfL4r+Ez2cj/wB9p/P8melfsif8kH0H63H/AKPkr1ta8k/ZE/5IPoP1uP8A0fJXra1VH4I+hz5j/vU/Vjx0ooHSitjjCiiigBv+FeUftbf8m/8AiT/t1/8ASqKvV/8ACvKP2tv+SAeJP+3X/wBKoqyq/BL0Z1YH/eafqvzR5T/wT/8Av+L/APt0/wDa1fVpIAyTivk/9gV9jeMCf+nTA/7/AFfU0js556elRg/4aO/PIN46fy/JH56WgH/DZBPr41Yj/wACjX6FKCxwBk1+etjg/tjquevjUj/yar9FI0VBgCvo861dK/8AKjx4NRTSGJCF5PJqYdKSlrxBNt7hTHRXHIpwNLQGxTdCpwfwNfNPxUP2/wDaV0S067Ggjx+Jb+tfTlwAUzXzBqR+2/taovUW91CR+Ean+teZmG0I95I4cxfNCEe8kfUUeCgIp56VFb/6sVLXpndaxwPx/wD+SQa9/uQ/+jo6zPjRarc/Am6JGTFYRSA/RRWn8f8A/kkGvf7kP/o6Ol+IkH2n4J6jDjJbSAB/3wKwxK5qMl5M58Ur0Jpdn+Ryn7K85k+FsUXaK5lH5sT/AFr1oEg5Bwa8Y/Y9mEvgfUoDyIr4jH1UH+te1SxFeV5H8qywGtGD8hZZV58NC/Y88+L1y2r3egeBoGIk1e7Et0R2tocM5P1Yxj8a9FiSKCFIkAREUKoHQAdBXmfgpR4g+KHiLxQ/zW+nqulWJ7ZHzzEfXMf/AHzXo2ScZJOK9jF2hGNJdFd+r3+5WR2Kmm2yWWUvwOFpiKWOFFPiiL89B61YVQowK4bXLclHRDIownPU+tSjpRiiqMW7hRRRQAUUUUAeaeIv+Kc+MOkawPktNdhOn3RHTzl5iY+5+Va9JrivjLo1zrXgK/XTh/xM7QC8sDjkTxHen6gVt+Ctag8ReFdN1q3P7u7gWQDPTI6V1Vl7SjCfVaP5bfhp8iVo2blFFFcpQUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFefftFf8kd1/8A64r/AOhrXoNefftFf8kd1/8A64r/AOhrQBvX3/JPJv8AsEt/6Jr4d/Y2/wCTjV/643P/AKEK+4r7/knk3/YJb/0TXw7+xt/ycav/AFxuf/QhXv5T/utf0/zManxRP0EWvH/2xSP+GdvE655P2b/0oir15iQhI6gV43+18Sf2e/ExJ7W//pRHXlZf/vEP8S/M35eZM8p/4J4jGneMh/01tP5TV9ZRxs3sPWvk/wD4J1Islj4zJ6CWz/lNX1yAAMCunOr/AF2d/L8kOM0oJIakar0HPrUlFFeYTe4VBJCCMqMH+dT0maBptbGD4onNr4d1G4zgxW7t+QNeIfscwgt4husdZEjz9cn+levfFiYWvw78RTg4K6bMw+uw15h+x7Dt8MatPjmW7T9Aa8utrioLsmefiPfxcF2TZ7+OlFFB6V6h3nmmp/8AJx2lf9i9J/6NevK/2l4hZ/FzwxeqMbmif/vmRa9T1P8A5ON0n/sXpP8A0a9ea/tgL5OveGr8ceWrjP8AwIH+lefmK/c37NfmebmrcaHMujX5n0JbNvtonP8AEgP6VMkhj5zx3qDRgJ9GtH7tBGc/8BFYXxH1keHPBmpamRl44SsQ/vOeAB+dehh6bqOMOraS+Z6lOalC7MHwBIPE3xI8ReLD81tZN/ZVhn0j/wBaw/7abxXpLSBRjqfSuQ+GOht4c8D6XpkhP2pIRJdN3ad/mkP4sWrpuSfUmt8XKMqjUdlovRaf8EcadlqK7FjljT4oi/J4WnxQ87n/ACqeuZIqU7aIRVCjAGBS0UVRkFFFFABVW/t4by0mtJ0EkM0bRyKehUjBH5GrVFCbTugPOvgrcTW2l6n4TvHLXOg3jW4z1aFvmjb8fmH4V6GOprzLXS3hn40aVqgO2x8RWzWNz2H2iP54T/3z51emZrpxcffVRbSV/n1/ElbW7D6KKK5igooooATtTHYAZOMe9PPXFYHjvWY/D/hDU9Zmxstbdn+vFFOLnNRju2kJ7HK/Dj/idePfFfihhujS5/s21btth+V8e29Sfxr0jPNcd8HNFn0H4c6PZ3gP21rdZrsnqZnG5yf+BE12IrbGT5qrSeisl6LQIrQU9K85+NUElhZ6X4xtULT6HdiSQKOWt3wJF/RT+FejHFUNdsIdV0i606dVaO4iaNgRkcipw8+SpFvbr6dQauie2ljubeOeFw8cih0ZehB5BqwOa8++BuozzeEG0S+Y/btCuJNNlz1KRMVib/gUYQ/jXoIpVqbp1HF9P6QJ31FoooqBhRRRQA2uZ+JesnRPAmr6kjYljt2jhP8A01f5EH/fbKK6b3rzT4uu+r+JvCfg+IkreagLy7H/AEwhVnGfbzBHW+EpqdWKey1fotWTJ6HS/DXSF0PwPpOmgEMkAd89dzHc36sa6dRgUyJNg2joOlP7VjUqOc3J9W2NaKwtFFFIYV5hqX/Jymk/9i/P/wCjBXp9eYal/wAnKaT/ANi/P/6MFAHmn/BQf/knOjf9f5/kK2/2EP8AkiEf/X7N/wChmsT/AIKD/wDJOdG/6/z/ACFbf7CH/JEI/wDr9m/9DNfQS/5E8f8AF/mZfbPfu9fLH/BQD/jy8I/9dbr+UVfU/evlj/goB/x5eEf+ut1/KKvl8V/CZ7OR/wC+0/n+TPSv2RP+SD6D9bj/ANHyV62teSfsif8AJB9B+tx/6Pkr1taqj8EfQ58x/wB6n6seOlFA6UVscYUUUUAMFeUfta5/4UD4j44xbZ/8CYq9XFeU/tbf8kA8SfS2/wDSmKs6vwS9GdeA/wB6p+q/NHkX7Bv3vFv/AG6f+1a+qFxu+YZFfLH7BCFz4vweR9k/9q19TkEHBGDWWE+BHp5408ZP5fkj887LH/DZS46f8Jocf+Bdfox2r86bPj9sZW7jxoT/AOTVfonHIHHofSvpM61dL/CfPRg1clooorxCwzRTWIAyTiq8kpbheB/OlccYtizuGO0dB1r49t7W48ZfHPXPs19c6dcq87xT27lWRogFB9x8vTpX18qlhnGTXyJ4Ql1iy+M/iP8A4RvRpNXv3N5DDEsiIqM7Eb2LEDaOfevMxmtSmvM87MZKM6cfM+j/AIIeJbzxb8L9E1vUAv22WDZdMowGlQ7XOO2SCa8v+KV0Ivi/qx1+98bW+hQ6dA0DaKZ/KjfHzM3lkAcZ5Nd/4I0XX/h94B8KeHLDTo9VlSSOLVJhKEEIYgyyjJG7BLHFWvFni3xbpWqXOn6b8O9S1mNlxa3MN1AsTkjo4ZwVH4V6h6Bz3ju60e8/ZwvJtC1SbVNPNvCIbqaYyyOPPT7zEkk/Wu01yNbn4btACG36YBjP+wK8vvfCepeFf2Ytc0vWxEt7czfapoYmysJknjOwEcce1el6N4c0ux8LpPaQMksmngElyesdRUV4tGdZXptHln7GU3/Em1y3z/y8K/8A46BXsnj/AFpfD3g7VNYP37a2doh/ekIwg/FiB+NeFfsbSFL3XbRuqqrEfiBXpPxcL6zr/hbwbESUv79bu8HbyIMyc+xkWMfjU5LTVSMU9ldv0V2/wODKpf7Mvn+ZtfC3RG0TwLYWsn/H1KhuLgnq0jncSffkD8K6uKHu/wCVPRFVAqgAAYAHapR0rerUdScpvdtv7z1IyaVgoooqRBRRRQAUUUUAFFFFADHGVIrzj4P50fVPEXgxztXTbwz2in/n3lJZQPYcCvSK8y8ZMPDvxZ8OeIB8ltqqvpV23bcVMkZP4oF/4FXThffU6fdXXqtfyuTLSzPT6KKK5igooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK89/aKZf+FO6+Nwz5K8Z/wBta9CryX9ojw7pX/Cs/EGp+Q32kor7t5xkuO1AHb33/JPJv+wS3/omvh39jb/k41f+uNz/AOhCvuK+/wCSeTf9glv/AETXw7+xt/ycav8A1xuf/QhXv5T/ALrX9P8AMxqfFE/QCT7jfQ145+19t/4Z28UDHzYtsf8AgRFXskn+rb6GvG/2vf8Ak3rxN9Lf/wBKI68vL3bEU/8AEvzOlK8Gjy7/AIJx/wDHh40/662f8pq+t6+R/wDgnW4jsPGXHBls8/lNX1wpDDIORXTnbvjany/JGUYuMUOoooryygprMFXJ6UySRU68n0qB3Zjk/lSbLjC557+0VqLWHwo1mXbnz1W3+gc7f614j8HbjU/Clv4U8R2t/ObHV9abSr6ydsxMGVtjgH7rBgvIr2P9piMP8IdS3nAEsJH13jFeZfBfw9rvivSPCFl/ZbWvh/RdVl1O4v5JE/0iQKwSNFB3cFgSSMcV5j1xi8l+p5dWa+vRiui/U+kPFLTp4Y1V7beJ1spjEU+8G2HGPfNfP/we1LQIL3w4PE/iDxzZeIJ2BWPVJriO0uZcn5V3Ha3GOK9wg1TxIbzXo5fDw8izCHTGWdc3uQ24cn5cYXrjrXmnjZfG3xMXSdAPgW+8O2ttqMV1eX99cwN5Yj7RhHJJOTzivUPROk1MgftH6Tkgf8U9J1/66vXCftlwg6TodyMHFwyZ/wCAk/0rrvFelWWq/tD6TBfRl0Hh9yAGxz5r1y37Wul29h8P9IhtIysUWo9Cc4zG9cOYK9CR52aK+Fl/XU9m8ETfaPCemTZ+9bIf0rkPiYV17xz4Y8IL80PmtqV6vbZFgID7Elvyre+E03nfDnRJc53Wi1z/AMMgde8eeK/F8g3RLOml2RP/ADyhG5iP+2kkg/CvUy33aftX9laer0X3b/I6aEr0oeaR6I8DA/LyD+lSxxhF9T61LQelYHU5NqwUUUUyQooooAKKKKACiiigDhvjTpcuoeBbi5tQftmmSJf25HUNEct+abx+NdH4W1OLWvD+n6tCQUu7dJeOxIyR+ByKu3MUc8MkEqhkkUqwPcEYNef/AAVnexh1zwdcE+bomoyRxA94JMSofpl2X/gNdUf3mGa6xd/k9/xSI2l6npNFFFcpYUUUUAIa83+Mn/E2ufD3hBOf7Vv1a4A/54REM+fYg16OxwK808PN/wAJD8adc1QfNbaFBHp0J7eay+Y5/KRR+FdWDjaUqn8qb+ey/ET2PTEGFApaRelLXKMKRqWkbpQB5pbgeHfjdPGBstPEloJF7D7TENrfmipXpK1538coZLTw9Z+K7ZGafw/dJfEKOTECDIv4qMV3tjcR3VpFcxOHjkQMrL0IPeuqv79OFTys/Vf8CxMdLotUUUVylBRRQelADGrzjwl/xPfi74h10/NBpUCaZbk84YsGl/VFrtPFGrW+h+HdR1i6IENlbSTvn0VST/Kuc+CumT6f4CtJ7wH7bqDNe3JPUySHJzXVR9yjOfeyXz1f5EvVpHc0UUVylBRRRQAhIAyTgV5lqBB/aS0nBB/4p+fp/wBdBXol/ZwX1nJaXKlopBhgDjPOa8rg0ew0j9o/TI7GIxq+gTFssT/y0FAHB/8ABQf/AJJzo3/X+f5Ctv8AYQ/5IhH/ANfs3/oZrE/4KD/8k50b/r/P8hW3+wh/yRCP/r9m/wDQzX0Ev+RPH/F/mZfbPfu9fLH/AAUA/wCPLwj/ANdbr+UVfU/evlj/AIKAf8eXhH/rrdfyir5fFfwmezkf++0/n+TPSv2RP+SD6D9bj/0fJXra15J+yJ/yQfQfrcf+j5K9bWqo/BH0OfMf96n6seOlFA6UVscYUUUUAN/wryj9rX/k37xJ/wBu3/pTFXq/+FeUftbf8m/+JP8At1/9Koqyq/BL0Z1YH/eqfqvzR5R/wT//ANb4v/7dP/a1fVjqGBz+dfKf7AH+s8X/APbp/wC1q+rvWown8NHbnrtjp/L8j86rTj9sbb6eNWH/AJNGv0JBwcivz0shn9szB7+Nm/8ASuv0PkiK8ryK+jzvR0v8KPJozvdMkilzw/X1pzyKg56+lVaK8K5q6auOkdnPPT0pY42c+g9afDEGG5jx6VOBgYFCQpTtoiJwscTYHQE18zfs7L53xr8T3HXEs5/ORq+lNRbbZTt6RMf0NfOX7LC+b8SPFdx6En85HrzsTrWprzZ4mO1xNJeb/I+mB0ooor0z1jgfj/8A8kg17/ch/wDR0ddNpw3eFrYetkg/8hiuZ+P/APySDXv9yH/0dHXVaUM+HLIetmn/AKAKmWxE/hPnj9lE+R8Q/FFt2WMgD6SmvT/Bf/E++KviTxC3zQacq6XaHqMggykf8CUV458HdYt/DPxC8c6ndnEFjBczOM4yEdjj9K93+C+kzaX8PtPN6P8ATrwG7uyRyZZOWqcp/d4Oc+rdl993+X4nmZTrS5ezf5ncUUUVoesFFFFABRRRQAUUUUAFFFFACVxHxq0qTVfh5qLW65u7ALf2xHXzIGEoA+uzH412wqOWNJImjcBkYEEHoQaujUdKcZrdNMTV0ZnhDU4tZ8M6fqkLblubdXz745/XNa+Oa85+Cjtp8OueEZmJfRb9liB/54SfMh/MP+Vej9avFU1CrKK2vdej1X4Ci7pMWiiisSgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArz79or/kjuv8A/XFf/Q1r0GvPv2iv+SO6/wD9cV/9DWgDevv+SeTf9glv/RNfDv7G3/Jxq/8AXG5/9CFfcV9/yTyb/sEt/wCia+Hf2Nv+TjV/643P/oQr38p/3Wv6f5mNT4on6BivHv2w0Vf2efEzDjAtsj/t4jr2Eda8h/bH/wCTdfE/0tv/AEpirycB/vFP/EvzNW2k7HkX/BPD/kHeMv8Arrafymr6xR2Q5B/Cvk//AIJ0oH0/xoD/AM9bPB/CavrCRGQ4P51054rY2fy/JGlKSlBE8cgYccH0pskwHC8n1qCgDJxXl3L5FcCSTk8k1PFF3b8qdFEF5PJqXtTSJlPojyP9qqQL8JLuMcb7iEfk4rR/Zxh8r4U6QP7yM35msP8Aa3k2/DYR/wB+5T9CDXVfAeLy/hPoH+1aq35ivOjrjH5R/U8SOuYS8kjvR0ooor0j1zzPU/8Ak4/SP+xek/8ARr1hftbxeZ8NYnx/q71G/Qj+tb2p/wDJx2k/9i9J/wCjXrP/AGqo9/wnun/55zxH/wAfA/rXLjFejL0OHMFfDz9GN8G65/Y37OFlq2795FpxWPnrIzFV/Uiuy+FujnQvAul2DjE3k+dOccmWQl3z/wACY1454Qn/ALb8C/DvwchyLu6a6ugP+eEAyc/8DeOvotFCjArtpXp4OnHrLV+i0X6lYJ81GD8l+Q+iiioOwKKKKACiiigAooooAKKKKAGN1rzXVF/4R743aZqQOy18Q2LWc2OnnQsWjz7kSkf8Br0onpXAfG+xnl8G/wBrWa5vNHuY7+DHXKHkfkf0rowc17TlltJNP57fcyZbX7HoNGKpaPfQanpVpqNq26C5hSaM+qsoI/Q1dFczVnZ7ooWiiimBm+Ib+LTNEvdSmYKlvC0hz7DIrkvgdpslp4Eh1G4Urd6xNJqM5bqfNYsmfcIUH4VB8bp5bvTNK8KWzETa7fJbtg9IV+Zz/wCgj8a721gjt7aKCFQkUahEUdAAMCup/u8Ml1k7/Jf8G/3E7ssjpRRRXKUFB6UUHpQwM/WrGDUtKutPuYxJDcRmORT3UjBrjfgTeTv4Gj0a9k33uiTPps+epMR2Bvxxmu/bmvNtF/4kHxq1XTydltr1mL2IdvOj+VwPcgk/hXTQfPSnT7Wa+W/4fkS97nplFJ1zSjpXIUFB6UUHpVAea/HF21Gw0jwfESX13UI4JVHU26kNN/44Gr0K2hWGCOFAAqKFH0AxXnmlZ8QfGvUL0jfaeHrVbSI9vPkAZj9QpIr0oV1Yj3KcKfZXfq/+BYlau4tFFFcpQUUUUAFeYal/ycppP/Yvz/8AowV6fXmGpf8AJymk/wDYvz/+jBQB5p/wUH/5Jzo3/X+f5Ctv9hD/AJIhH/1+zf8AoZrE/wCCg/8AyTnRv+v8/wAhW3+wh/yRCP8A6/Zv/QzX0Ev+RPH/ABf5mX2z37vXyx/wUA/48vCP/XW6/lFX1P3r5Y/4KAf8eXhH/rrdfyir5fFfwmezkf8AvtP5/kz0r9kT/kg+g/W4/wDR8letrXkn7In/ACQfQfrcf+j5K9bWqo/BH0OfMf8Aep+rHjpRQOlFbHGFFFFADRXlH7W3/Jv/AIk/7df/AEqir1cV5R+1t/yb/wCJP+3X/wBKoqyq/A/RnTgf95h/iX5o8o/YB+/4v/7dP/a1fVzdK+Uf2Afv+L/+3T/2tX1c3Sown8NHfn3++z+X5I/Oiy/5PNH/AGOx/wDSuv0WHQfSvzpsv+TzR/2Ox/8ASuv0XXoPpX0eeb0v8KPCp9SOWENyODVcgg4IwavVG8asOevrXhtHRGdtyujshyDViORWHofSq8iMh56etNBwcilexo4qQzX22aLeN6QSH/x0189/shr5nibxXOe4jx+LvXvniGTd4d1Av1FtJz/wA14P+xsN1z4jm/vGMfqx/rXn4jXEU/n+R4mKTWMpp+f5H0jRRRXpHqHA/tAf8kf1/wD3If8A0dHXXaH/AMi/Ye9rH/6AK5H9oD/kj+v/AO5D/wCjo663Q/8AkX7D/r1i/wDQRUy2E9j49stOn1b41614YgB8vUtZkguQO9uJz5o/74zX2bBGsUSRrwFUKPwr5g+GMKr+1Lq5P3hd3rL+JevqMVzYKs5UVT6Rb+9nlZSrQn/iY6iiius9YKKKKACiiigAooooAKKKKACiiigDzHVN3h/46abdg7bTxFp72svYefCwaP8AEq8v5V6Wetef/HG0c+FYNdth/pWiX0N7GR1wCUf/AMddvyrt9Nuor6xt72E5iuIllQ+qsAR/OurEP2lKE+trP5bfgyY6NouUUUVylBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXn37RX/JHdf/64r/6Gteg159+0V/yR3X/+uK/+hrQBvX3/ACTyb/sEt/6Jr4d/Y2/5ONX/AK43P/oQr7ivv+SeTf8AYJb/ANE18O/sbf8AJxq/9cbn/wBCFe/lP+61/T/MxqfFE/QPvXkP7ZH/ACbp4m+lt/6UxV68OteQ/tkf8m5+J/pbf+lMVeTgP95p/wCJfmXP4WeTf8E4/wDjw8af9dbP+U1fWzAMMEZFfJP/AATi/wCQf4z/AOutn/KavrjtXXnf++1Pl+SFS+FFeWIryOR/Koqu5qGSEHleD6V5LR0xn3GxSleG5FWFIYZByKpEEHBGDTkdlOQfwoTCUL6o8X/bCk2+BrFP795/IV6F8GU8v4W+HF7/ANnxZ/75FeZ/tjSg+EtGUcFrxsj/AIDXqvwrTy/h1oEf92wiH/jorzqWuLn6I8Siv9vn6I6miiivTPWPM9T/AOTjtK/7F6T/ANGvUX7Tce/4Nay39xoD/wCRkFS6p/ycbpP/AGL0n/o16l/aNTf8HtdX/ZiP5SpXPiVejL0ZyY5Xw8/R/kedfsm6dLqMl14huQTFYWq6fZ56AsxaX/0GOvor+KvIP2UERfhYuzveylvrha9e71pTrOrCLeySS+SJy9f7PD0Q+iiitDtCiiigAooooAKKKKACiiigAqpqNtHeWNxbSqGSaNkYEdiMVbooTcXdAeb/AAHuZU8Jz+HrpibnQb2bTyCefLRz5X5x7DXowrzfTgNC+OeoWv3bfxDYpdIB0M8Q2N+OxAa9IB5xXRjEvac62kk/v3/G5MdrdhaQnFB4rK8U6pFonh+/1acgR2sDynJ64GQPzrnhFykordlPY4jSi3ib413+oH5rHw3aCzgzyPtEx3S/iFWL869LHTiuJ+DGlS2HgiG8uQftuqzPqFyzDktIfl/JAg/Cu4Fb4yadTljstF8t382TFdRR0ooHSisCgooooAawyDXm3xrV9Lfw94wgBD6RqkQnI/54THyXz7ASbvwr0o8Vh+ONGj8ReEtW0SRRi8tJIVP91mUgH8Dg1thaip1U3t19HoxNXRrQOskKSKcq43A/Wph1rjvhBrD614B0y6nYfaY4/IuB3V0+Ug+/ArsRWVWk6dRx7NgndXEqh4g1K30nRb3U7lwkNtC0jsegAGav15z8apH1K20nwZAxWTXbxYpsdRbqQZT+RrTDU1UqpPbr6LV/gEnYn+Bun3MPgqPWL+Mrf63M+pXAPVTMxcKf90Nt/CvQKht4khiSKNVVEAVQOwFTVFabnUcu/wDSCKshaKKKkYUUUUAFeYal/wAnKaT/ANi/P/6MFen15hqX/Jymk/8AYvz/APowUAeaf8FB/wDknOjf9f5/kK2/2EP+SIR/9fs3/oZrE/4KD/8AJOdG/wCv8/yFbf7CH/JEI/8Ar9m/9DNfQS/5E8f8X+Zl9s9+718sf8FAP+PLwj/11uv5RV9T96+WP+CgH/Hl4R/663X8oq+XxX8Jns5H/vtP5/kz0r9kT/kg+g/W4/8AR8letrXkn7In/JB9B+tx/wCj5K9bWqo/BH0OfMf96n6seOlFA6UVscYUUUUANFeUftbf8m/+JP8At1/9Koq9XFeUftbf8m/+JP8At1/9Koqyq/A/RnTgf95h/iX5o8o/YB+/4v8A+3T/ANrV9XN0r5R/YB+/4v8A+3T/ANrV9XN0qMJ/DR359/vs/l+SPzosv+TzR/2Ox/8ASuv0XXoPpX50WX/J5o/7HY/+ldfouvQfSvo883pf4UeDT6jqK8k8QP8AGnT3ubs+JPAVnpyufLa606YFVzwGPngE4qz4Ivvihd6rp9zrXiTwTe6NdbiBYWMscswBwdjNMw4+hrxDY9QYAjBGagkiK8ryKs4opNDjJo53xa2zwtqrelnL/wCgmvFf2NE/4l+uyesqD9K9t8dhU8H6w4HP2OT/ANBNeM/sZr/xI9bb/p5Uf+OivOqr/aoejPLxM+bGU15M+hRRRRXpHpnA/tAf8kg1/wD3If8A0dHXUaZNHbeGLS4kICx2SOSfQIDXL/tAf8kg17/ch/8AR0dVPifqM9j8I47ezbF5qEEFlbY675FAH8jV0aTqTUV1aQpOyueH/A/Ujq37REmrYxHqEl1cxj/YkVmX9CK+t6+V/h1psGhftNR6RbDENnE9vH/urFtH8q+p1PNcGHtz1OXbmdvQ8rKtITT/AJmPooorsPWCiiigAooooAKKKKACiiigAooooAz9asY9S0e806YAx3MLxNn0YEf1rkPgffm48DpplwT9q0i4l0+YHqPLY7P/ACGUP413przTwwDoPxp1/SD8ttrVtFqUAHTzVzHIP++Y4z+NdVD36M4dVZr5b/gS9Gmem0UUVylBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXn37RX/JHdf/AOuK/wDoa16DXn37RX/JHdf/AOuK/wDoa0Ab19/yTyb/ALBLf+ia+Hf2Nv8Ak41f+uNz/wChCvuK+/5J5N/2CW/9E18O/sbf8nGr/wBcbn/0IV7+U/7rX9P8zGp8UT9Ax1ryH9sj/k3PxP8AS2/9KYq9eHWvIf2yP+Tc/E/0tv8A0pirycB/vNP/ABL8y5/Czyb/AIJxf8g/xn/11s/5TV9cDrXyP/wTi/5B/jP/AK62f8pq+m/GKeJ5NEdfCNzptvqe9dr38DSxbe+VVlOfxrqzv/fany/JCp/CjeorxW91H402eowafdeL/hzDeXDBYoG02be5PQAfaM13/wAPZPFb6dcDxZqOiX17HMUDaXA0SIB1Vgzuc/jXmGh1Dxhxz19arSIynB/OrlIwDDBGRSaKjNo+eP2xW/4kGgp/09Of/HK9n+HieX4J0hD/AA2cY/SvFv2yyBpWgIvH+kOf/Ha9w8FLt8K6avpbJ/KvNw/+9T9EeTRnzY6p6I2qKB0or0z1DzTVP+TjdJ/7F6T/ANGvWX+1Vq62Pwyl0xeZ9TnSKMf7h81v/HUNaWpf8nH6V/2L0n/o165D45p/b/iLVYutv4d0Z527jz5SFX/xxnqo0lUhPm2Sb/DT8Tlxv8Ca8n+Rr/sjvu+F7j+7fyj9Er2M9q8X/ZCbPw0nHpfyf+grXtBrjwf8GPoRlzvhoeg6iiiuo7QooooAKKKKACiiigAooooAKKKKAPNfjSP7LOgeLl4/sfUIzOw6iCQhZPwC5NeixMrxqw6EZFY3jrRYvEnhHVdDmxsvLV4ST23AjNZPwc1mbXPh7pV3dZ+2JCIboHqJU4cfnXVP38MpdYuz9Hqv1I2l6nZGvNvjBNJq+paB4HtSS2qXgmvAP4baH52J9i4jX/gVejscAk9K81+G4PiTxzr3jSX5rdGOm6ae3lKQZGH+8wT8qWFSi5VX9laer2/z+RUux6RbxJDCkUahURQqgdgKmpF6Utczd9RhRRRQAUUUUAFI4yKWkbpQB5r8OCNF+IHivwu3yRvKmp2qdtsuQ4H0Kr+Yr0kdK8z+IAOh/E7wn4mX5IbppNKu2HTEi+YhP/AoQP8AgVelqTiunF+9y1F1S+9aMmOmgpPBrzPwm3/CT/FrW9eYbrLRFGmWZ7GTAeVh/wB9hf8AgNdN8R9eXw54O1DU8bpUj8uBe7SN8qgfif0qP4YaC+geCrCynybuQNcXbHqZpGMj5/4ExH0opfu6Mpvd6L9WN6s6yiiiuYYUUUUAFFFFABXmGpf8nKaT/wBi/P8A+jBXp9eYal/ycppP/Yvz/wDowUAeaf8ABQf/AJJzo3/X+f5Ctv8AYQ/5IhH/ANfs3/oZrE/4KD/8k50b/r/P8hW3+wh/yRCP/r9m/wDQzX0Ev+RPH/F/mZfbPfu9fLH/AAUA/wCPLwj/ANdbr+UVfU/evlj/AIKAf8eXhH/rrdfyir5fFfwmezkf++0/n+TPSv2RP+SD6D9bj/0fJXra15J+yJ/yQfQfrcf+j5K9bWqo/BH0OfMf96n6seOlFA6UVscYUUUUANFeUftbf8m/+JP+3X/0qir1cV5R+1t/yb/4k/7df/SqKsqvwP0Z04H/AHmH+Jfmjyj9gH7/AIv/AO3T/wBrV9XN0r5R/YB+/wCL/wDt0/8Aa1fVzdKjCfw0d+ff77P5fkj86LL/AJPNH/Y7H/0rr9F16D6V+dFl/wAnmj/sdj/6V1+i69B9K+jzzel/hR4NPqeQftDRWy3HhzUfEFlLfeFrSWY6jEqF0WQqPKeRRwVGHHPGSK4f4U69pXik+A9E8KxPPLod9d3N7NFFtitYGncqmeg3LjA9AK9X+KuveI7XVtC8MeFpLW0v9aeXN7cpvSBIwucKeGY7hgexrD0658feC/F+h6br+uWXiHS9ana3ylokE0EnB3YUDcvPPpXiGx69RRRQBznxHbb4G1hv+nV/5V5F+xqv/FMay3reAf8Aji1618TjjwDrR/6dX/lXjf7Ieq6VZ+G9StbzUrO2uJ7/APdRSzKryfIn3QTk/hXnVf8Ae4ejPIxH+/U/Rn0UKKBWbqesaXpbRLqep2Vk0pxGLidY959Bk816J65znxqszf8Aw01eyDhDN5K7iM4/fR1LrXhJ9UvvDDyXgFtosgleLb/rpFVQh9sYP51J8TmVvA16ykFS8BBHQ/vo63Yby0muJbeK6ieaEgSxq4LISMjcOo4IPNOFV03zJ2eq+/QTa2Z5zafC+e3+MT+Ov7TQxu7N9n8s55XHWvTwu47u9PGKD71jTpRp35Vu7mVKjTpX5Vu7/MfRRRWpsFFFFABRRRQAUUUUAFFFFABRRRQAhrzf4tf8SrX/AAr4sT5Vsr42lww/55TYBz7AoPzr0euY+J2jLr/gTVdMwN8kBaM+jLyCPyrfBzUK0W9no/R6P8yZLQ6dSCuaXiuY+Gmt/wDCQ+BtH1d+Jri0jM4PVZQoDg/RsiumrCrFwm4vdOw07q46iiigYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXn37RX/JHdf/AOuK/wDoa16DXn37RX/JHdf/AOuK/wDoa0Ab19/yTyb/ALBLf+ia+Hf2Nv8Ak41f+uNz/wChCvuK+/5J5N/2CW/9E18O/sbf8nGr/wBcbn/0IV7+U/7rX9P8zGp8UT9Ax1ryH9sj/k3PxP8AS2/9KYq9eHWvIf2yP+Tc/E/0tv8A0pirycB/vNP/ABL8y5/Czyb/AIJxf8g/xn/11s/5TV9cDrXyP/wTi/5B/jP/AK62f8pq+uB1rrzv/fqny/JCp/Cj5V8aan4f8J/ESS98ZW5t9dHiqC8hv54i26xEqlRG56BUwCB3Br1z4GTPqk3ifxNBazW2maxqRnsBKhRpEGcybT03ZBrKW4+IPjrX9bOieILLw7pelX72UUbWSTyyvGcF23A7QSDj2xXT/CbX9f1NNY0fxMbWbUtGu/s0l1bLtjuBzhgOx45HavLNDvaDRQaAPnH9sxv9H0Jf+mjn9K948KLt8P2K+kCfyrwP9ss/8gMf7T/1r3HwfqumajpEMenahZ3bQxKJFgmVyhx0ODxXm0P96qfI8nCf75U+X5HQjpRQOlZtprWkXl7LYWmq2Nxdxf6yCKdWkT6qDkV6R6xyt1phn+OVrqfmhRbaCVKY+9umYf1qG68Ay3Gn+Lopb9WufEMpbzNnESDIRffANaVxcxWvxLnuLmaOGGPQlZ5JGCqoE7ZJJ6CungminhWSGRHRhlWRsgj2NJzfJKnfSSs/S9/zInGM1yyOL+DXgeXwH4am0mW+F4ZLgzBwm3GQBj9K7rvSgUDFTTpxpxUY7IVKlGlBQjsh1FFFWaBRRRQAUUUUAFFFFABRRRQAUUUUAMIyMV5z8NP+JN468WeF2O2P7UNRtV7FJvmfH0YgV6OeuK828ZkaJ8WfCuvAbYdR83Srlh/tKXjz/wADRR+NdOF99Tg+quvVa/ldCeljS+MWvXOjeE5bfTSf7V1R1sbADtLIQgf6Lu3H2Brd8F6Fb+HPC9ho1uBttoQpPq3c/nXGaQf+Ey+Ktzq+N+l+Gme1tv7r3RG2R/faCy16aBwPWnWfsqUaS33fq9l8kJau44dKKB0orkRQUUUUwCiiigAoPSig9KAOJ+M+mPqXw+1B7df9Jsgt7AR1DRMH4+oBH41veE9TTWPDen6qjBhdWySkj1IyR+ByKv3UKXFtLBINySIUYHuCMGvMPhvr0HhjwN4kstSk2DwxfTxEMeTG2JY/z8zaPpXXTi6tBxW6a+5/8GxL0ZP4tc+LPihpXheL95YaMBqWo/3TIcrCh9ekhP0FenIMcZrhPg9pFxa6Lc65qaf8TXW7g3lwWHKIRiNPoFH5k13oqMXJKSpx2jp6vqxrXUWiiiucYUUUUAFFFFABXmGpf8nKaT/2L8//AKMFen15hqX/ACcppP8A2L8//owUAeaf8FB/+Sc6N/1/n+Qrb/YQ/wCSIR/9fs3/AKGaxP8AgoP/AMk50b/r/P8AIVt/sIf8kQj/AOv2b/0M19BL/kTx/wAX+Zl9s9+718sf8FAP+PLwj/11uv5RV9T96+WP+CgH/Hl4R/663X8oq+XxX8Jns5H/AL7T+f5M9K/ZE/5IPoP1uP8A0fJXra15J+yJ/wAkH0H63H/o+SvW1qqPwR9DnzH/AHqfqx46UUDpRWxxhRRRQBGzBRuPSvKf2tCD+z94kI5H+i/+lUVeqz/6pvpXkf7V5P8AwoPxGueD9m/9Koayq/BL0Z2ZfG+Ipv8AvL80eX/8E/8A/W+L/wDt0/8Aa1fV/avlD9gDibxd/wBun/tavq/tUYT+Ejsz7/fp/L8j86LL/k80f9jsf/Suv0XXoPpX50WX/J5o/wCx2P8A6V1+i69B9K+jzzel/hR4VPqeH/FD4feC7CFda8ZePfFNpbi58yAfbmbZJgnEaqpbgZ6CsX4bSfCm++JGlXWkeOfFes62iMLSO+E5jZO/3owMcda9N+IfhK88QeLPDl/HHDNZ2SXUdwkp+6ZVULIBjkjaR/wKuG8JeHfGC+I/DGk3PhSLTY/D1zM02srMCt1AXJVFAUHlcZBPBrxDU94ooooA5f4pnHw/1n/r0avnv4D+DNA8S/CzxRcalZRvdq7pFc9Hi2xqwKntgk19B/FX/kn2tf8AXo1fOfwH0nx9rXgjWtJ8M6jpVjpd5cGG6muIWeaIlF3MmGAPy4HNedV/3uHozyK/+/Q9Ge9fAfWb3X/g/wCF9V1B2ku5tOh8126uwQAsfr1rjPCnh/SfHfxM+Idx4ntVvvsdwmm2qSZxDFtbJUdicA59q7u18M6poGj+FdC8LX0FtpekiOC8SaPc88CIFABBGG4zmuZ1zwV430nxjrOveAdU0qCPXo1F7Bfws3lTKCBMhVhk8ng/nXonrnP/AA7v7q6/Z/vre7leb+ztSNlE7nJMaXEe3nv1x+FSftFeGrPSrIeMdHmudP1qe9gheeGUgMG+XJHc4A/KuifwpF4N+DD6Ck/2qWOSKS4nIx5srXCFmx25/lWb8U9E8c+O9Sm8NWcGnadotrcxyC9lYtK7KoYFVHHBJ4PpXLi1zQcUrvp6nFjnem4qN29rd/0INS1P4nfD+A3F/dab4m0qPnfLOILjaO5LcE+wJrtPhb8QdM8f6ZPd6fa3Nu9swjmSYDhiCeCCcjisLTvhBps0q3fjHXL/AMRXJI3LPJ5cBPsg/wAa9B0jSNN0e1FrpllBaQj+GJAM/X1rLD068ZXbtHs3d/eZYWlXjK7do9m7v7zUooHSiu89IKKKKACiiigAooooAKKKKACiiigApjqGQqwyCMEU+igDzT4Og6Rq3irwjI2Bp+pvcW6/9Mbj98MewMhH4V6T3rzfXR/Yfxq0bUQdlvrlo9jMexljy6Z9zwK9Irpxi5pRn/Mk/ns/xRMdFbsOooormKCiiigAooooAKKKKACiiigAooooAKKKKAGmq2oXtrp9pJd3s8dvbxjLyOcBasnpXm3xtaXUh4e8JQHL6xqsPnAdfJhPnP8AgRGR+NXh6SqzUG7Lq/JasTdlc9HjdZEV0IKsAQR3FSVDDGsUSRoMKqhQPQCpqh+Qwry79ojV9L/4VX4gsv7RtftIjVfK80b87xxivUa8y/aI0+w/4VL4gufsNt5/lKfM8pd2d45zjNAHVX//ACTyb/sFN/6Jr4d/Y2/5ONX/AK43P/oQr7iv/wDknk3/AGCm/wDRNfDv7G3/ACcav/XG5/8AQhXv5T/utf0/zManxRP0DHWvIf2yP+Tc/E/0tv8A0pir17vXkP7ZH/Junib6W3/pTFXk4D/eaf8AiX5lz+Fnk3/BOL/kH+M/+utn/Kavp3xboX/CQ6M+m/2nqGm7mDefZS+XKMdgfSvmL/gnF/yD/Gf/AF1s/wCU1fXA61153/v1T5fkhU/hR80eJtB+FXg7xLdwaj8TfGMGsXBUXKW880zsdowGMcZGcY4616P+z1F4Lj8LXZ8EazqerWD3TNLNfB9/mHOcF1BNYGp+BvEOmm91yz0e11W9t/Er6nHDvAe7t3bJTcQcEKcAcjgV1PwZ0zWrRNd1PVdGXQ49TvjPbaaHDGBeck4AAJznAryzQ9HoNFBoA+bP2y/v6GPdv61s67o2m+CfHPw11Tw3arZNqF02m3kUOQJ4mt5HBYd8MqnPtWJ+2Z/rdDx6t/Wu08I+DPGOs+JtA8R+NtR0uS30OFm0+2sYmUSSuhTzHLMeis2APXrXnYf/AHmp8jycJ/vlT5fkdZ8a9TutI+FXiHUbGQx3EVoQjjqpYhc/k1eU+MfDWk+Dfhv4I8V6Hb/Z9XtruyaS5UnfcecuZA/rk8161d+HNX1yw8UaR4kvbe40vUiY7BIotrQRFf4jn5juwe3SuH0/4ceO9SHh/QPFmtaVceHNAnSaP7PAyz3nl8RB8sQuB1x19q9E9Y7TVLG11T4g3umXsYltrjw+I5UP8StMwIryex8M69pvxa1fwz4L8Q3Olw2ljHeRxTuZY3ZioKt6Dn9K9R8QXN3Y+NtQvbCyW7u4vDu+KEtt8xhMxC57ZNcHZ/Dvx94j8VXfijW9dg8PPfQLBNBp6lnaIYwu4n5TwORXDi1zSioxbflpp6nmY5c7ioxbkn0009Sa6+LPiHwVqEem+PdJtZ1Y7Rd6dcIxb/tmSCPxr2TTbuO+sLe9hyI7iJZU3DBwwBGfzrjfDXws8HaPMJzZNqN8uCbi+k82T/D9K7pVVAERQqqMAAYAFXhoVI353ddDbCU68L+0lddFu16vqTUUUV1naFFFFABRRRQAUUUUAFFFFABRRRQAlch8UfDl74m8Lmz0ya3t9Tt7mC7spp87ElilV1zgE4O3B4711/ahadObhJSW6E1c5/wH4atvCfhmz0W2kaXyU/ezN96WQ8s59ycn8a6AdaKMUpzlKTlJ3bGtBeaM8470UHtQAc0UUUAFFFFABQelFFADT0ryPxR8P9V1b4otOiqnhq+FtdaifMGZJrcybY9uckMXjYnGP3WCeleu4FFaUa86Lbj1VhNXGIgRFRFCqowAOwqT8KKKzGFFFAGKACg9KKD0oAKKKKAK9zPDbQPPcSpFEgyzu2APqa8vfULG/wD2j9LaxvILlV8PzhjE4bH7weleozRRTRGOaNJEbqrqCD+BrzG4tLW0/aR0pba2hgB8PzkiOMLn94PSgDzr/goP/wAk50b/AK/z/IVt/sIf8kQj/wCv2b/0M1if8FB/+Sc6N/1/n+Qrb/YQ/wCSIR/9fs3/AKGa+gl/yJ4/4v8AMy+2e/d6+WP+CgH/AB5eEf8Arrdfyir6n718sf8ABQD/AI8vCP8A11uv5RV8viv4TPZyP/fafz/JnpX7In/JB9B+tx/6Pkr1ta8k/ZE/5IPoP1uP/R8letrVUfgj6HPmP+9T9WPHSigdKK2OMKKKKAI5FBUqe9eSftYoy/AXxHnp/o3P/bzFXrh615T+1t/yQDxIf+vX/wBKoqyq/BL0Z15fK2Jh/iX5o8k/YKJEni0g4P8Aon/tWvrCMsVywwa+U/2AgDJ4vJHI+yf+1a+rj0rLBr92juz+SeNn8vyR+dFl/wAnmj/sdj/6V1+i69B9K/Oiy/5PNH/Y7H/0rr9F16D6V9Lnm9L/AAo8Cn1PL7/4O6feXs103i/xjGZXLlI9YmVVyegAbgVf8K/C2x0DW4NUi8UeKbx4TkQ3eqSyxN9VJwa2vGyeNY7e2ufBz6bLLExNxa3uVE69grAfKfyFcNYfHbQNP8Rjwv48s5vCes4HF06vA/uJFJUD6kV4hsexUVWtLi3u7aO5tZo54JVDRyRsGV1PQgjgirNAHLfFQZ+H2tD/AKdGry79jc/8UZrA/wCogf8A0WleqfE4Z8Ba0P8Ap1f+VeU/saH/AIo7WB/0/wD/ALTSvOrf73D0Z5Ff/foejPfB0ooHSivRPXOV+J4/4oe+/wB+D/0clef/ABRm1f4feIJ/GulawJrO9kX7XpNy/DsFC5i9DgDpXoHxQ48D3w/24P8A0clZM3w+0+88eXPinXbhtScMv2G2mOYrVQo6A8Z3ZP41zYmMpRSjvfft5nHjIylBKG99+3n5+hxngjX9X+KniuLUTff2Ro+kXKTDT45B50zqQR5n+zmvbu3A5rh9b8AafdeMrLxRpU7aZqUMyNcmA7VuowRuVwOuRkV3O4D8KWGjOCanq779wwkZRTU9Xffv8uhJRRRXUdgUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB5z8ebeSPwUdftkJudCuI9STHXbEwdx+IGK7vTbqK+sILuFw8csYdWHQgim6rZwajp1xY3SCSC4jaORT3UjBFcT8CbuY+Bo9GunLXmjTyadNnrmI7QT9cV1aVMP5xf4P8Ayf5kbS9T0OiiiuUsKKKKACiiigAooooAKKKKACiiigAooooAZ3rzey/4nnxzu7k/Pb+H7AQIR0E82Cfx27h+Neh3MyW8DzSEKiKWYk4AArz/AOBSNd+GrzxRMpEuv3st8Mj/AJZMxMY/BTXVh1yU5z8kl6v/AIFyXq0j0iiiiuUoK8+/aK/5I7r/AP1xX/0Na9Brz79or/kjuv8A/XFf/Q1oA3r7/knk3/YJb/0TXw7+xt/ycav/AFxuf/QhX3Fff8k8m/7BLf8Aomvh39jb/k41f+uNz/6EK9/Kf91r+n+ZjU+KJ+gY6cV5D+2P/wAm5+J/pbf+lMVevrXkH7Y//Jufif6W3/pTFXk4H/eKf+JfmaT+Fnk3/BOL/kH+M/8ArrZ/ymr6b8X+H4vEuivpU2oahYKzhvOsrhoZBjsGUg4r5k/4Jxf8g/xn/wBdbP8AlNX1wOtded/79U+X5Im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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"GraficosMatLab.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Preparando os dados\n",
    "### Dados 2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7790646f34d0>]"
      ]
     },
     "execution_count": 72,
     "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": [
    "import numpy as np\n",
    "x = np.linspace(0, 10, 100)  #cria de 0 a 10 100 numeros\n",
    "y = np.cos(x)\n",
    "z = np.sin(x)\n",
    "plt.plot(y,z)\n",
    "plt.plot(x,y)\n",
    "plt.plot(x,z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Veja a diferença com a opção *plt.axis('equal')*\n",
    "\n",
    "Esta opção iguala o tamanho dos eixos. É ideal para evitar que um círculo se torne oval\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.float64(-1.5499445244849301),\n",
       " np.float64(10.549997358308806),\n",
       " np.float64(-1.0999445244849302),\n",
       " np.float64(1.0999973583088063))"
      ]
     },
     "execution_count": 73,
     "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": [
    "x = np.linspace(0, 10, 100)  #cria de 0 a 10 100 numeros\n",
    "y = np.cos(x)\n",
    "z = np.sin(x)\n",
    "plt.plot(y,z)\n",
    "plt.plot(x,y)\n",
    "plt.plot(x,z)\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A opção *plt.axis('scaled')* é semelhante a *plt.axis('equal')*, retirando espaços em branco"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.float64(-1.5499445244849301),\n",
       " np.float64(10.549997358308806),\n",
       " np.float64(-1.0999445244849302),\n",
       " np.float64(1.0999973583088063))"
      ]
     },
     "execution_count": 74,
     "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": [
    "x = np.linspace(0, 10, 100)  #cria de 0 a 10 100 numeros\n",
    "y = np.cos(x)\n",
    "z = np.sin(x)\n",
    "plt.plot(y,z)\n",
    "plt.plot(x,y)\n",
    "plt.plot(x,z)\n",
    "plt.axis('scaled')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imagens ou dados 2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Criando o gráfico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figura\n",
    "\n",
    "O tamanho padrão de uma figura é (largura,altura) = (640,480)\n",
    "\n",
    "A proporção largura/altura é conhecida como *aspect ratio*\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 480x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Exemplo\n",
    "fig = plt.figure()\n",
    "proporcao=plt.figaspect(1.0)\n",
    "fig2 =plt.figure(figsize=proporcao)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Eixos\n",
    "Todo gráfico é montado em relação a um Eixo. Em geral, um subgráfico é suficiente. \n",
    "\n",
    "Um subgráfico é um eixo num sistema de grades."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = plt.figure()\n",
    "# Cria um subplot em uma grade de 2x2, na primeira posição\n",
    "ax1 = fig2.add_subplot(2, 2, 1) \n",
    "ax1.plot([1, 2, 3], [4, 5, 6])\n",
    "\n",
    "# Abreviação comum para grades pequenas (sem vírgulas)\n",
    "ax2 = fig2.add_subplot(224) # Grade 2x2, posição 4\n",
    "ax2.plot([1,2,3],[5,10,4],'r') # o recomendado é colocar a tag color='r' de 'red' vermelho\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### fig.add.axes()\n",
    "\n",
    "O método *fig.add_axes()* é usado para adicionar manualmente uma área de desenho (eixos) a uma figura, permitindo controle total sobre sua posição e tamanho.\n",
    "\n",
    "Diferente do add_subplot(), que organiza os gráficos em uma grade automática, o add_axes() permite sobrepor gráficos ou criar layouts customizados, como um \"gráfico dentro de outro\" (inset plots).\n",
    "\n",
    "##### Sintaxe e Parâmetros\n",
    "O método recebe obrigatoriamente uma lista ou tupla com quatro valores: [esquerda, baixo, largura, altura].\n",
    "- Esquerda (left): Distância da borda esquerda da figura (de 0 a 1).\n",
    "- Baixo (bottom): Distância da borda inferior da figura (de 0 a 1).\n",
    "- Largura (width): Largura dos eixos como fração da largura total da figura.\n",
    "- Altura (height): Altura dos eixos como fração da altura total da figura"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Cria a figura principal\n",
    "fig = plt.figure()\n",
    "\n",
    "# Define os eixos: começa em 10% da largura/altura e ocupa 80% do espaço\n",
    "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n",
    "ax.plot([1, 2, 3], [10, 20, 10])\n",
    "\n",
    "# Adiciona um gráfico menor (inset) no canto superior\n",
    "# Começa em 60% da largura/altura e ocupa 20% do espaço\n",
    "ax_inset = fig.add_axes([0.6, 0.6, 0.2, 0.2])\n",
    "ax_inset.plot([1, 2, 3], [1, 2, 3], color='red')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# cria axes[0,0], axes[0,1], axes[1,0], axes[1,1]\n",
    "#   ou axes[0][0], axes[0][1], axes[1][0], axes[1][1]\n",
    "fig3, axes = plt.subplots(nrows = 2, ncols = 2) \n",
    "# cria axes2[0], axes2[1], axes2[3]\n",
    "fig4, axes2 = plt.subplots(ncols = 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: >, <Axes: >],\n",
       "       [<Axes: >, <Axes: >]], dtype=object)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: >, <Axes: >], dtype=object)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: >, <Axes: >, <Axes: >], dtype=object)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes2[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Rotinas de plotagem\n",
    "### Dados 2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "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",
    "# Plota pontos conectados por linhas e marcadores\n",
    "lines = ax.plot(x, y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x77906413fed0>"
      ]
     },
     "execution_count": 85,
     "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",
    "# Plota pontos conectados por linhas e marcadores\n",
    "lines = ax.plot(x, y)\n",
    "# Plota uma linha horizontal preta através dos eixos\n",
    "ax.axhline(0.45,color='k') #aqui é necessário a tag color\n",
    "# Plota uma linha vertical verde através dos eixos\n",
    "ax.axvline(0.65,color='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x779063fe7390>"
      ]
     },
     "execution_count": 86,
     "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",
    "# Plota pontos desconectados, em escala ou coloridos\n",
    "ax.scatter(x, y, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Eixo y')"
      ]
     },
     "execution_count": 87,
     "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",
    "# Plota pontos conectados por linhas e marcadores\n",
    "lines = ax.plot(x, y)\n",
    "# Plota pontos desconectados, em escala ou coloridos\n",
    "ax.scatter(x, y, color='red') # pontos na cor vermelha, veja que tanto faz 'r' ou 'red' para color\n",
    "# Rotulando os eixos (axis) no modo orientado a objetos\n",
    "ax.set_xlabel(\"Eixo x\")\n",
    "ax.set_ylabel(\"Eixo y\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 88,
     "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",
    "# Plota retângulos verticais (largura constante)\n",
    "ax.bar([1,2,3], [3,4,5]) # observe o valor do meio das barras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 89,
     "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",
    "# Plota retângulos horizontais (altura constante)\n",
    "ax.barh([0.5,1.5,2.5], [1,2,3]) # observe os valores do meio em y "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 90,
     "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",
    "# Plota retângulos horizontais (altura constante)\n",
    "ax.barh([0.5,1.0,2.5], [1,2,3]) # veja que é diferente de ax.barh([0.5,1.5,2.5], [1,2,3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x779063e51310>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EFs6oEYhFRUWIiIjAyJEjsWvXLnh7e+Pq1atwd3d/6GsvX74MNze3+udeXlyjwtIkpvIWjUhuDnb4y5O9MWlAAN7Zch4Xc9VYvOU84k5m469P90E3blhIRBbKqDLy97//HYGBgdiwYUP9saCgoCa91tvbu0mlhczTnSodTlwrAlCzOR6J0z/QHdvmRODz5OtYsucyTlwvwoQVCXg1MgTzorvC0V4uOiIRkVGMuta+bds2hIWFYerUqfD29kZoaCjWrl3bpNeGhobCz88P0dHROHDgwAPP1Wg0UKvVDR4k1vFrt1Gl08NP5YDOXs6i49g8hVyGV4YHY19MFMb09IFWb8Dq+KsY/VE8DlzKFx2PiMgoRpWR9PR0rFq1Cl27dsXu3bsxa9YszJ07Fxs3bmz0NX5+flizZg3i4uKwZcsWdOvWDdHR0Th06FCjr4mNjYVKpap/BAYGGhOT2sDdq65KkiQ4DdXxd3fEmulhWDs9DP4qB2QX3cHLnx3Hm1+dxE11peh4RERNIhmMWN7R3t4eYWFhOHz4cP2xuXPn4vjx40hOTm7ym06cOBGSJGHbtm33/blGo4FG88tMAbVajcDAQJSUlDQYd0KmM355Ai7mqrH8uf54sn8H0XHoPso1Wizfn4p1iRnQ6Q1wUSqwaMwj+PXQIMhlLJBEZHpqtRoqleqh399GXRnx8/NDz549Gxzr0aMHMjMzjQoXHh6O1NTURn+uVCrh5ubW4EHiFJRpcDG35lYZx4uYL2elAu+M74Htc4ajf6A7yjRavLv9Ip7+JAk/55SIjkdE1CijykhERAQuX77c4NiVK1fQqVMno9709OnT8PPzM+o1JE5S7S2aHn5uaO+iFJyGHqanvxu2/GYY3n+qN1wdFDiXXYInVibiz9svoEyjFR2PiOgeRs2mWbBgAYYNG4YPPvgAzzzzDI4dO4Y1a9ZgzZo19ecsXrwYOTk59eNIli1bhqCgIPTq1QtVVVX48ssvERcXh7i4uNb9TajNcEqv5ZHJJLwY3gljevng/R9TsO3sDWxIuoZd5/Pw7hM9MbaXL8f+EJHZMOrKyKBBg7B161Zs2rQJvXv3xnvvvYdly5Zh2rRp9efk5uY2uG1TVVWFRYsWoW/fvoiMjERiYiJ27NiBSZMmtd5vQW3GYDDUXxnhLRrL4+3qgBXPh2LjzMHo5OmEPHUlZn15Cq9+fgLZRRWi4xERATByAKsoTR0AQ63v6q0yRC+Jh71chrN/GsM1LCxYZbUOHx9Iw+r4q6jWGeBoJ8f8UV0xc3gwV9QlojbRJgNYyfbU3aIJC2rHImLhHOzkWDimG3bNi8TgYA/cqdYhdtclTPxXIk5eLxIdj4hsGMsIPVD9+iIcL2I1uni74pvXw/HPKX3RzskOl/JKMXnVYSzech4lFdWi4xGRDWIZoUZpdXocuVoIoGaxM7IekiRhalgg9i98FFMHBgAANh3LRPTSg/jhTA4s4O4tEVkRlhFq1NnsYpRqtHB3skMvf5XoONQGPJzt8c+p/fDN6+Ho4u2CgrIqzNt8Br9edwzXCspFxyMiG8EyQo1KqB0vEtG5PVfwtHJDQjyxc24kFo15BEqFDIlpBRiz7BBW7E+FRqsTHY+IrBzLCDWKU3pti71Chjm/6oo9C0Ygsmt7VGn1WLr3CsYtT0By7e06IqK2wDJC91Wm0eJ0ZjEALnZmazp5OmPjzMFY8Xwo2rsokX6rHM+vPYKYb8+gsEzz8D+AiMhILCN0X0euFkKrN6CTpxMCPZxExyETkyQJT/Tzx/6FUXgxvCMkCdhyKgfRS+PxzfFM6PUc4EpErYdlhO6rfkovb9HYNJWjHd5/qg+2/GYYevi5obiiGm/Hnceza5Jx5Wap6HhEZCVYRui+WEbobqEd22H7nAj8fnwPONrJcfxaEcYvT8A/frqEO1Uc4EpELcMyQvfILbmDtPwyyCRgWGeWEaqhkMvw2ogQ7FsYhVE9fKDVG/DJwasYsyweBy/ni45HRBaMZYTuUbcEfJ8Ad6ic7ASnIXPTwd0Rn84Iw79/PRB+Kgdk3b6DlzYcx+yvTyFfXSk6HhFZIJYRukdS/S0aT8FJyJyN7eWLvTFReGV4MGQSsONcLqKXxGNj8jXoOMCViIzAMkINGAwGJKbVLQHvJTgNmTsXpQJ/eLwnts0Zjn4BKpRqtPjjDxcw6ZMk/JxTIjoeEVkIlhFq4FJeKQrKNHC0k2NAJ3fRcchC9O6gwpY3I/Dek73gqlTgbHYJnliZiPd+vIhyjVZ0PCIycywj1EDdLZohIR5QKuSC05Alkcsk/HpoEPYvjMLjff2gNwDrEjMwamk8dl/IEx2PiMwYywg1ULcfDaf0UnN5uzlg5QsD8NnLgxDo4Yjckkq88cVJvPr5CeQU3xEdj4jMEMsI1dNodTiaUTtehEvAUws92s0be+ZH4c1HO0Mhk7Av5SZGL43H2kPp0Or0ouMRkRlhGaF6J68XobJaj/YuSnTzcRUdh6yAo70cv32sO3bOi8TgIA9UVOnw150pmLgyCaczi0THIyIzwTJC9e6e0itJkuA0ZE0e8XHF5tfD8Y/JfeHuZIeUXDUmrTqM//3+PEruVIuOR0SCsYxQvbrFzoZ35ZRean0ymYRnBgVif0wUJg8IgMEAfHkkE9FL4vHDmRwYDFybhMhWsYwQAKC4ogrnateF4OBVakueLkoseaYfNr0WjhAvZxSUaTBv8xlMX38M1wvLRccjIgFYRggAkHy1EAYD0NXbBb4qB9FxyAYM7eyJXfMiETP6EdgrZEhILcCYjw5h5f+lokrLAa5EtoRlhAAACbXjRSJ4VYRMSKmQY250V+yePwLDu7SHRqvHh3uuYPyKBBxJLxQdj4hMhGWEAPwyXiSSU3pJgOD2zvjilcFY/lx/tHexR1p+GZ5bcwSL/nMWt8urRMcjojbGMkLILKxA5u0KKGQShoRwczwSQ5IkPNm/A/bHPIoXhnQEAHx3MhvRSw7i2xNZHOBKZMVYRgiJtbdoQju6w0WpEJyGbJ3KyQ4fPN0Hcb8Zhu6+riiqqMZvvzuHZ9ccQVp+qeh4RNQGWEYIiWm3AHCXXjIvAzu1w/a3hmPxuO5wtJPjWMZtjFuegA93X0ZltU50PCJqRSwjNk6nNyApjUvAk3myk8vwRlRn7I0Zgeju3qjWGbDyQBrGLjuEQ1duiY5HRK2EZcTGXbhRgpI71XBVKtAvQCU6DtF9BbRzwqczwrD6xQHwdXPA9cIKTF9/DG9tOo380krR8YiohVhGbFzdLr3hnT2hkPM/BzJfkiThsd5+2LcwCi9HBEEmAdvP3kD0knh8ceQ69HoOcCWyVPz2sXGc0kuWxkWpwJ8m9sK2OcPRN0CF0kot/vD9z5i06jAu3lCLjkdEzcAyYsPuVOlw8nrNzqlcAp4sTe8OKmx9MwLvTuwJF6UCZ7KKMXFlIv664yLKNVrR8YjICCwjNuzYtduo0unhr3JAcHtn0XGIjCaXSXgpIhj7YqIwoY8fdHoD1iZkYPTSeOy9eFN0PCJqIpYRG5aYWjult2t7SJIkOA1R8/mqHPDxtAHY8NIgBLRzxI2SSry28QRe33gCN4rviI5HRA/BMmLD6gavDu/K9UXIOozs7o29C6Lwm0c7QyGTsOfiTYxaGo9PE9Kh1XHzPSJzxTJio26VanApr2Y1y2GduQQ8WQ9Heznefqw7dsyNxMBO7VBRpcP7O1LwxMoknMkqFh2PiO6DZcRGHb5ac1Wkp58b2rsoBachan3dfF3xnzeG4m+T+kDlaIeLuWo8/UkS/vjDz1BXVouOR0R3YRmxUQmc0ks2QCaT8Nzgjti/MAqTQjvAYAA2Jl/HqCXx+PHcDW6+R2QmWEZskMFgQFJa3XgRlhGyfu1dlFj6bH98/eoQhLR3Rn6pBnO+Po2XNhxHZmGF6HhENo9lxAZdvVWO3JJK2CtkGBTkIToOkckM69IeO+dFYv6orrCXyxB/5RZGfxSPjw+koUrLAa5EorCM2KC6Kb2DgtrBwU4uOA2RaTnYyTF/1CP4aX4khnX2hEarxz93X8aEFQk4fu226HhENollxAYl1t2i6cIpvWS7Qrxc8NWrQ/DRs/3g6WyP1PwyTF2djLe/O4ei8irR8YhsCsuIjanW6XEkveZvf1wCnmydJEl4OjQA+xdG4fnBgQCAb05kIXppPL47mc0BrkQmwjJiY85mFaNMo0U7Jzv08ncTHYfILLg72SN2Ul98N2souvm44nZ5FRb95yyeX3sEafllouMRWT2jy0hOTg5efPFFeHp6wsnJCf3798fJkycf+Jr4+HgMHDgQDg4OCAkJwerVq5sdmFqmbkrvsC7tIZNxCXiiu4UFeeDHucPx9mPd4WAnw5H02xi/PAFL91xGZbVOdDwiq2VUGSkqKkJERATs7Oywa9cuXLx4EUuWLIG7u3ujr8nIyMD48eMRGRmJ06dP45133sHcuXMRFxfX0uzUDHVTeiN5i4bovuzkMvzm0c7YuyAKI7t5oUqnx4r/S8Njyw4hsbbME1HrkgxG3BT93e9+h6SkJCQkJDT5Dd5++21s27YNKSkp9cdmzZqFs2fPIjk5uUl/hlqthkqlQklJCdzceGuhuUorq9H/L3uh0xuQ8NuRCPRwEh2JyKwZDAbs+jkPf95+ATfVGgDAk/398b8TesLLlSsXEz1MU7+/jboysm3bNoSFhWHq1Knw9vZGaGgo1q5d+8DXJCcnY8yYMQ2OjR07FidOnEB19f2XZNZoNFCr1Q0e1HJH0m9DpzcgyNOJRYSoCSRJwvg+ftgXE4WXhgVBkoAfztxA9JKD+Orodej1HOBK1BqMKiPp6elYtWoVunbtit27d2PWrFmYO3cuNm7c2Ohr8vLy4OPj0+CYj48PtFotCgruf8kzNjYWKpWq/hEYGGhMTGpE3foiXHWVyDiuDnZ494le+GF2BHp3cIO6Uovfb/0ZU1YfRkou/7JE1FJGlRG9Xo8BAwbggw8+QGhoKN544w289tprWLVq1QNfJ0kNB0rW3Rn67+N1Fi9ejJKSkvpHVlaWMTGpEb+sL8IyQtQcfQPc8f2bEfjj4z3hbC/HqcxiPP6vRMTuTEFFlVZ0PCKLZVQZ8fPzQ8+ePRsc69GjBzIzMxt9ja+vL/Ly8hocy8/Ph0KhgKfn/beuVyqVcHNza/CglsktuYOrt8ohk4ChnVlGiJpLIZdh5vBg7FsYhcd6+UKnN+Dfh9Ixeukh7E+5KToekUUyqoxERETg8uXLDY5duXIFnTp1avQ1Q4cOxd69exsc27NnD8LCwmBnZ2fM21ML1E3p7RvgDpUjP3eilvJTOWL1rwdi3YwwdHB3RE7xHbzy+QnM+uIkckvuiI5HZFGMKiMLFizAkSNH8MEHHyAtLQ1ff/011qxZg9mzZ9efs3jxYkyfPr3++axZs3D9+nXExMQgJSUF69evx7p167Bo0aLW+y3ooeqn9HK8CFGriu7hg70xI/BGVAjkMgk/XcjDqCXxWJ+YAa2Om+8RNYVRZWTQoEHYunUrNm3ahN69e+O9997DsmXLMG3atPpzcnNzG9y2CQ4Oxs6dO3Hw4EH0798f7733HlasWIHJkye33m9BD6TXG+rLSATHixC1Oid7BRaP64Edc4djQEd3lFfp8JcfL+KpT5JwLrtYdDwis2fUOiOicJ2Rlrl4Q43xKxLgZC/HmT+Ogb2CuwAQtRW93oDNx7Pwt10pUFdqIZOA6UODsHDMI3B14C1Ssi1tss4IWabEtJopvUOCPVhEiNqYTCbhhSEdsX/ho3iyvz/0BuCzw9cwamk8dp7P5eZ7RPfBbyYbkJhWCIC3aIhMyctVieXPheLLV4YgyNMJN9UavPnVKcz87DiybleIjkdkVlhGrFxltQ7HMmrKSGRXL8FpiGzP8K7t8dP8EZgb3RX2chkOXL6F0R/F45ODaajmAFciACwjVu/U9SJUVuvh7arEIz4uouMQ2SQHOzliRj+CnfMiER7igcpqPf7x02VMWJGAE9dui45HJBzLiJW7e9XVxla8JSLT6OLtgk2vhWPJ1H7wcLbHlZtlmLI6GYu3nENxRZXoeETCsIxYuURO6SUyK5IkYfLAAOyPicKzYTX7bm06loXoJfHYciqbA1zJJrGMWLGi8iqczykBwM3xiMxNO2d7/H1KX3z7xlB09XZBYXkVYr49i2mfHkX6rTLR8YhMimXEih2+WgiDAXjExwU+bg6i4xDRfQwO9sCOuZH4n7HdoFTIcPhqIR5bloCP9l5BZbVOdDwik2AZsWK8RUNkGewVMswe2QV7F0Qh6hEvVOn0WL4/FeOXJ+Bw7f+PiawZy4gVq1vsjPvREFmGjp5O+OzlQVj5Qii8XJVILyjHC58exYJvzqCgTCM6HlGbYRmxUtcLy5F1+w7s5BKGBHuKjkNETSRJEh7v64/9C6MwfWgnSBKw9XQOopfEY9OxTOj1HOBK1odlxErV3aIJ7dgOzkqF4DREZCw3Bzv85cne2PpmBHr6uaHkTjUWbzmPZ/6djMt5paLjEbUqlhErlZj6y/oiRGS5+ge6Y9ucCPzvhB5wspfjxPUiTFiRgL/tuoQ7VRzgStaBZcQK6fQGHL5aswQ8p/QSWT6FXIZXI0OwLyYKY3r6QKs3YHX8VYz+KB4HLuWLjkfUYiwjVujnnBKU3KmGq4MCfTuoRMcholbi7+6INdPDsHZ6GPxVDsguuoOXPzuON786iZvqStHxiJqNZcQK1Y0XGRriCYWc/4qJrM3onj7YGxOF1yKDIZdJ2Hk+D9FL4vFZUgZ0HOBKFojfVFYoIZVTeomsnbNSgd9P6Intc4ajf6A7yjRavLv9Ip7+JAk/1668TGQpWEasTEWVFievFwEAhnf1EpyGiNpaT383xP1mGN57qjdcHRQ4l12CJ1Ym4s/bL6BMoxUdj6hJWEaszLGM26jWGdDB3RFBnk6i4xCRCchlEn4d3gn7F0bhiX7+0BuADUnXMGpJPH76OZeb75HZYxmxMndP6ZUkSXAaIjIlb1cHrHg+FBtnDkZHDyfkqSsx68tTePXzE8guqhAdj6hRLCNWpm7wKqf0EtmuEY94Yc+CEZgzsgvs5BL2X8rH6KWH8O/4q6jW6UXHI7oHy4gVyS+txKXalRm5OR6RbXOwk2PR2G7YNS8Sg4M9cKdah9hdlzDxX4n148qIzAXLiBU5nFaz0Fkvfzd4ONsLTkNE5qCLtyu+eT0c/5zSF+2c7HAprxSTVx3G4i3nUVJRLToeEQCWEauSkMpbNER0L0mSMDUsEPsXPoqpAwMAAJuOZSJ66UH8cCaHA1xJOJYRK2EwGJCYVru+SBdO6SWie3k42+OfU/th8+vh6OzljIKyKszbfAa/XncMGQXlouORDWMZsRJXb5XhploDe4UMYUHtRMchIjMWHuKJnfMisWjMI1AqZEhMK8DYZYewfF8qNFpuvkemxzJiJepu0QwO8oCDnVxwGiIyd0qFHHN+1RV7FoxAZNf2qNLq8dG+Kxi3PAHJtRttEpkKy4iVSOR4ESJqhk6eztg4czBWPB+K9i5KpN8qx/NrjyDm2zMoLNOIjkc2gmXEClTr9DiSXvM3meGc0ktERpIkCU/088f+hVF4MbwjJAnYcioH0Uvj8c3xTOi5+R61MZYRK3AmqxjlVTp4ONujp5+b6DhEZKFUjnZ4/6k+iPvNMPTwc0NxRTXejjuPZ9ck48rNUtHxyIqxjFiBuvEiwzp7QibjEvBE1DIDOrbD9jkR+P34HnC0k+P4tSKMX56Af/x0CXeqOMCVWh/LiBVITK2d0svxIkTUShRyGV4bEYJ9C6MwqocPtHoDPjl4FWOWxePg5XzR8cjKsIxYOHVlNc5mlwDgEvBE1Po6uDvi0xlh+PevB8JP5YCs23fw0objmP31KeSrK0XHIyvBMmLhjlwthE5vQHB7ZwS0cxIdh4is1NhevtgbE4VXhgdDJgE7zuUiekk8NiZfg44DXKmFWEYsXP0uvbwqQkRtzEWpwB8e74ltc4ajX4AKpRot/vjDBUz6JAk/55SIjkcWjGXEwtWXEY4XISIT6d1BhS1vRuAvT/aCq1KBs9kleGJlIt778SLKNVrR8cgCsYxYsBvFd5B+qxwyqWZ5ZyIiU5HLJEwfGoR9C6Mwoa8f9AZgXWIGRi2Nx+4LeaLjkYVhGbFgdauu9gt0h8rRTnAaIrJFPm4O+PiFAfjs5UEI9HBEbkkl3vjiJF79/ARyiu+IjkcWgmXEgiXU3qKJ5HgRIhLs0W7e2DM/Cm8+2hkKmYR9KTcxemk81h5Kh1anFx2PzBzLiIXS6w04XFtGOKWXiMyBo70cv32sO3bOi8SgoHaoqNLhrztTMHFlEk5lFomOR2aMZcRCpeSpUVheBSd7OUI7thMdh4io3iM+rvjm9aH4++Q+cHeyQ0quGpNXHcbvt55HyZ1q0fHIDLGMWKi68SLhIZ6wV/BfIxGZF5lMwrODOmJ/TBQmDwiAwQB8dTQT0Uvi8cOZHBgMXJuEfsFvMQvF9UWIyBJ4uiix5Jl+2PRaOEK8nFFQpsG8zWcwff0xXC8sFx2PzATLiAWqrNbhWMZtAFxfhIgsw9DOntg1LxIxox+BvUKGhNQCjPnoEP61PxUaLTffs3UsIxbo5PUiaLR6+Lgp0dXbRXQcIqImUSrkmBvdFbvnj0BEF09otHos2XsF45cn4Eh6oeh4JJBRZeTdd9+FJEkNHr6+vo2ef/DgwXvOlyQJly5danFwW5aQ+sssGkmSBKchIjJOcHtnfPnKECx/rj/au9jj6q1yPLfmCBb95yxul1eJjkcCKIx9Qa9evbBv377653K5/KGvuXz5Mtzc3Oqfe3l5Gfu2dJckjhchIgsnSRKe7N8Bjz7ijb/vvoSvj2biu5PZ2J9yE4vH98DUgQH8y5YNMbqMKBSKB14NuR9vb2+4u7sb+1Z0H0XlVfj5Rs2GVCwjRGTpVE52+ODpPpg8IAC/33oel/JK8dvvzuG7k9n44One6OLtKjoimYDRY0ZSU1Ph7++P4OBgPPfcc0hPT3/oa0JDQ+Hn54fo6GgcOHDgoedrNBqo1eoGD6qRdLUABgPQzccV3m4OouMQEbWKgZ3aYftbw7F4XHc42slxLOM2xi1PwIe7L6OymgNcrZ1RZWTIkCHYuHEjdu/ejbVr1yIvLw/Dhg1DYeH9Bx75+flhzZo1iIuLw5YtW9CtWzdER0fj0KFDD3yf2NhYqFSq+kdgYKAxMa1aEnfpJSIrZSeX4Y2oztizYASiu3ujWmfAygNpGLvsEA5duSU6HrUhydCClWfKy8vRuXNn/Pa3v0VMTEyTXjNx4kRIkoRt27Y1eo5Go4FGo6l/rlarERgYiJKSkgZjT2yNwWBA5D8OILvoDja8NAgju3uLjkRE1CYMBgN2X8jDu9suIk9dCQCY2M8ff3i8B7xdeVXYUqjVaqhUqod+f7doaq+zszP69OmD1NTUJr8mPDz8oecrlUq4ubk1eBBwvbAC2UV3YCeXMCTEQ3QcIqI2I0kSHuvth30Lo/ByRBBkErD97A1EL4nHF0euQ6/nCq7WpEVlRKPRICUlBX5+fk1+zenTp406n35Rt+rqgI7t4GRv9NhjIiKL46JU4E8Te+GH2cPRp4MKpZVa/OH7nzFp1WFcvMHxhNbCqDKyaNEixMfHIyMjA0ePHsWUKVOgVqsxY8YMAMDixYsxffr0+vOXLVuG77//Hqmpqbhw4QIWL16MuLg4zJkzp3V/CxtRtx8NZ9EQka3pE6DC97Mj8O7EnnBRKnAmqxgTVybirzsuolyjFR2PWsiov15nZ2fj+eefR0FBAby8vBAeHo4jR46gU6dOAIDc3FxkZmbWn19VVYVFixYhJycHjo6O6NWrF3bs2IHx48e37m9hA3R6Aw5f5eBVIrJdcpmElyKC8VhvP/zlxwvYeT4PaxMysONcLv78ZG+M7ukjOiI1U4sGsJpKUwfAWLPTmUV4+pPDcHNQ4PQfx0Au42JARGTbDlzKxx9++BnZRXcAAGN6+uDdJ3rB391RcDKqY5IBrGQ6dVN6h3VuzyJCRARgZHdv7F0QhVlRnaGQSdhz8SZGLY3Hpwnp0Or0ouOREVhGLET9fjS8RUNEVM/RXo7fjeuOH+cOx8BO7VBRpcP7O1LwxMoknMkqFh2PmohlxAKUa7Q4lVkEAIjk4FUiont093XDf94YithJfaBytMPFXDWe/iQJf/zhZ6grq0XHo4dgGbEAx67dRrXOgIB2jujk6SQ6DhGRWZLJJDw/uCP2L4zC06EdYDAAG5OvI3pJPLafvQELGCJps1hGLMDdU3q5iyUR0YO1d1Hio2f746tXhyC4vTNulWrw1qbTeGnDcWQWVoiOR/fBMmIB6ssIx4sQETVZRJf22DUvEvOiu8JeLkP8lVsY/VE8Pj6QhiotB7iaE5YRM5evrsTlm6WQpJqZNERE1HQOdnIsGP0IfpofiWGdPaHR6vHP3ZcxYUUCjmXcFh2ParGMmLmk2oXOevm7wcPZXnAaIiLLFOLlgq9eHYKlz/SDp7M9UvPL8My/k/Hb786iqLxKdDybxzJi5hLqx4t4CU5CRGTZJEnCpAEB2L8wCs8NCgQAfHsiG9FL4/HdyWwOcBWIZcSMGQyG+vEikRwvQkTUKtyd7PG3yX3x3ayh6ObjitvlVVj0n7N4fu0RpOWXiY5nk1hGzFhafhnySzVQKmQY2Kmd6DhERFYlLMgDP84djrcf6w4HOxmOpN/G+OUJWLrnMiqrdaLj2RSWETNWd4tmcLAHHOzkgtMQEVkfO7kMv3m0M/YuiMLIbl6o0umx4v/S8NiyQ/VXpqntsYyYscS0X9YXISKithPo4YT1Lw3CJ9MGwNtViWuFFXhx3VHM23wat0o1ouNZPZYRM1Wl1eNIeiEAri9CRGQKkiRhfB8/7F8YhZeGBUGSgB/O3ED0koP46uh16PUc4NpWWEbM1JmsYlRU6eDpbI8evo1vu0xERK3L1cEO7z7RCz/MjkDvDm5QV2rx+60/Y8rqw0jJVYuOZ5VYRsxUYuotAMCwLu0hk3EJeCIiU+sb4I7v34zAHx/vCWd7OU5lFuPxfyUidmcKKqq0ouNZFZYRM5VQO16Eu/QSEYmjkMswc3gw9i2MwmO9fKHTG/DvQ+kYvfQQ9qfcFB3ParCMmCF1ZTXOZhUDACI4XoSISDg/lSNW/3og1s0IQwd3R+QU38Ern5/ArC9OIrfkjuh4Fo9lxAwlXy2E3gCEtHdGB3dH0XGIiKhWdA8f7I0ZgTdGhEAuk/DThTyMWhKP9YkZ0Oq4+V5zsYyYIe7SS0RkvpzsFVg8vgd+fGs4Qju6o7xKh7/8eBFPfZKEc9nFouNZJJYRM8T1RYiIzF8PPzfEzRqGvz7dG24OCvyco8ZTHyfh3W0XUFpZLTqeRWEZMTPZRRXIKCiHXCYhvLOn6DhERPQAMpmEaUM6Yf/CR/Fkf3/oDcBnh69h1NJ47Dyfy833mohlxMwk1V4V6ReggpuDneA0RETUFF6uSix/LhRfvDIYQZ5OuKnW4M2vTmHmZ8eRdbtCdDyzxzJiZhLqx4t4CU5CRETGiuzqhZ/mj8DcX3WBnVzCgcu3MPqjeHxyMA3VHODaKJYRM6LXG3D4as0S8JEcvEpEZJEc7OSIGdMNu+aNwJBgD1RW6/GPny5jwooEnLh2W3Q8s8QyYkYu5qpxu7wKzvZy9A90Fx2HiIhaoIu3Cza/Ho4Pp/aDh7M9rtwsw5TVyfhd3DkUV1SJjmdWWEbMSN0smvAQT9jJ+a+GiMjSSZKEKQMDsD8mCs+EBQAANh/PQvSSeGw5lc0BrrX4jWdGuL4IEZF1audsj39M6Ydv3xiKLt4uKCyvQsy3ZzHt06NIv1UmOp5wLCNmorJah2O19xK5vggRkXUaHOyBnXMj8T9ju0GpkOHw1UI8tiwBH+29gspqneh4wrCMmIkT14pQpdXDx02JLt4uouMQEVEbsVfIMHtkF+xZMAIjHvFClU6P5ftTMX55Ag7X3q63NSwjZiIh7RYAYHgXL0iSJDgNERG1tU6ezvj85UFY+UIovFyVSC8oxwufHsWCb86goEwjOp5JsYyYibrFzjill4jIdkiShMf7+mP/wihMH9oJkgRsPZ2D6CXx2HQsE3q9bQxwZRkxA7fLq3DhhhoAMKwLl4AnIrI1bg52+MuTvbH1zQj09HNDyZ1qLN5yHs/8OxmX80pFx2tzLCNmICmtAAYD0N3XFd6uDqLjEBGRIP0D3bFtTgT+d0IPONnLceJ6ESasSMDfdl3CnSrrHeDKMmIGkrhLLxER1VLIZXg1MgT7YqIwpqcPtHoDVsdfxeiP4nHgUr7oeG2CZUQwg8FQvx9NBMeLEBFRLX93R6yZHoa108Pgr3JAdtEdvPzZcbz51UncVFeKjteqWEYEu1ZYgZziO7CXyzAk2EN0HCIiMjOje/pgb0wUXosMhlwmYef5PEQvicdnSRnQWckAV5YRwRJTa6b0DujkDid7heA0RERkjpyVCvx+Qk9smxOB/oHuKNNo8e72i3j6kyT8nFMiOl6LsYwIllg/pddLcBIiIjJ3vfxViPvNMLz3VG+4OihwLrsET6xMxJ+3X0CZRis6XrOxjAik1elx+GohACCCg1eJiKgJ5DIJvw7vhP0LozCxnz/0BmBD0jWMWhKPn37OtcjN91hGBDqXU4LSSi1Ujnbo00ElOg4REVkQb1cH/Ov5UHw+czA6ejghT12JWV+ewqufn0B2UYXoeEZhGREoqXYWzbDOnpDLuAQ8EREZL+oRL+xZMAJzRnaBnVzC/kv5GL30EP4dfxXVOr3oeE3CMiJQQu14Ed6iISKilnCwk2PR2G7YNS8Sg4M9cKdah9hdlzDxX4k4eb1IdLyHYhkRpFyjxenMmv9AuB8NERG1hi7ervjm9XD8Y0pftHOyw6W8UkxedRiLt5xHSUW16HiNYhkR5GhGIap1BgR6OKKTp7PoOEREZCUkScIzYYHYv/BRTBkYAADYdCwT0UsP4oczOQ0HuOp0wMGDwKZNNf+rE7PkvFFl5N1334UkSQ0evr6+D3xNfHw8Bg4cCAcHB4SEhGD16tUtCmwtElNrZtEM78IpvURE1Po8nO3x4dR+2Px6ODp7OaOgrArzNp/Br9cdQ0ZBObBlCxAUBIwcCbzwQs3/BgXVHDcxo6+M9OrVC7m5ufWP8+fPN3puRkYGxo8fj8jISJw+fRrvvPMO5s6di7i4uBaFtgaJaTWLnXE/GiIiakvhIZ7YOS8SC0c/AnuFDIlpBRi75ACWL/0Omty8hifn5ABTppi8kBhdRhQKBXx9fesfXl6N/81+9erV6NixI5YtW4YePXrg1VdfxcyZM/Hhhx+2KLSlu6muxJWbZZCkmpk0REREbUmpkOOt6K7YM38EIrt4osog4aPh0zDu5X8hObDPLyfW3cKZP9+kt2yMLiOpqanw9/dHcHAwnnvuOaSnpzd6bnJyMsaMGdPg2NixY3HixAlUVzc+kEaj0UCtVjd4WJO6XXr7dFChnbO94DRERGQrgto7Y2PnO1i+7R9oX1aEdM9APP9CLGLGL0Cho1vNSQYDkJUFJCSYLJdRZWTIkCHYuHEjdu/ejbVr1yIvLw/Dhg1DYWHhfc/Py8uDj49Pg2M+Pj7QarUoKCho9H1iY2OhUqnqH4GBgcbENHuJqZzSS0REYkh5eXgy5RD2fzoLL57aAcmgx5Y+0fgydHzDE3NzTZbJqDIybtw4TJ48GX369MGoUaOwY8cOAMDnn3/e6GskqeFiXnWjeP/7+N0WL16MkpKS+kdWVpYxMc2awWD4ZT8alhEiIjI1Pz8AgEpTjvf3rkLcl/+DsZcP441jW+57nim0aJtYZ2dn9OnTB6mpqff9ua+vL/LyGg6Oyc/Ph0KhgKdn42MllEollEplS6KZrSs3y5BfqoGDnQwDOrUTHYeIiGxNZCQQEFAzWNVgwIAbl/Hv7z/45eeSVPPzyEiTRWrROiMajQYpKSnwa6Q9DR06FHv37m1wbM+ePQgLC4OdnV1L3tpi1V0VGRTkAQc7ueA0RERkc+RyYPnymn/+77sUdc+XLas5z0SMKiOLFi1CfHw8MjIycPToUUyZMgVqtRozZswAUHN7Zfr06fXnz5o1C9evX0dMTAxSUlKwfv16rFu3DosWLWrd38KCJKbWTOnlqqtERCTMpEnAd98BHTo0PB4QUHN80iSTxjHqNk12djaef/55FBQUwMvLC+Hh4Thy5Ag6deoEAMjNzUVmZmb9+cHBwdi5cycWLFiAjz/+GP7+/lixYgUmT57cur+FhajS6nE04zYALnZGRESCTZoEPPlkzayZ3NyaMSKRkSa9IlJHMjRYF9Y8qdVqqFQqlJSUwM3NTXScZjuaXohn1xxBexd7HHtnFGTcqZeIiKxYU7+/uTeNCdWNFxnWuT2LCBERUS2WERNKqF1fZDjHixAREdVjGTGRkopqnMsuBsD9aIiIiO7GMmIiyemF0BuAEC9n+Ls7io5DRERkNlhGTKRul16uukpERNQQy4iJJNaPF+GUXiIioruxjJhA1u0KXCusgFwmITzEQ3QcIiIis8IyYgJJtVN6+we6w9XBNpfBJyIiagzLiAkk1JYRzqIhIiK6F8tIG9PrDThcW0a4Hw0REdG9WEba2MVcNYoqquGiVKBfoLvoOERERGaHZaSN1a26Gh7iATs5P24iIqL/xm/HNla3vgjHixAREd0fy0gbqqzW4fi1IgBcX4SIiKgxLCNt6Pi126jS6uHr5oDOXs6i4xAREZkllpE2lHjXLr2SJAlOQ0REZJ5YRtpQIqf0EhERPRTLSBspLNPgwg01AGBYZ5YRIiKixrCMtJGkq4UAgO6+rvByVQpOQ0REZL5YRtpIYmrNlF7eoiEiInowlpE2YDAY7hq8yim9RERED8Iy0gYyCspxo6QS9nIZBgd5iI5DRERk1lhG2kDdLJqBndrB0V4uOA0REZF5YxlpA3evL0JEREQPxjLSyrQ6PZJrZ9JwPxoiIqKHYxlpZWezS1Cq0ULlaIfeHVSi4xAREZk9lpFWVneLJqKLJ+QyLgFPRET0MCwjrSypdvDq8C6c0ktERNQULCOtqEyjxanMIgAcL0JERNRULCOt6Gh6IbR6Azp6OKGjp5PoOERERBaBZaQV1a0vwim9RERETccy0orq1xfhLRoiIqImYxlpJXkllUjNL4MkAcM6e4qOQ0REZDFYRlpJ3S2avh1UcHeyF5yGiIjIcrCMtJIkjhchIiJqFpaRVmAwGOqvjERwvAgREZFRWEZaweWbpbhVqoGjnRwDO7UTHYeIiMiisIy0grpZNIODPaBUyAWnISIisiwsI62gfn0R3qIhIiIyGstIC2m0OhxNvw2Ag1eJiIiag2WkhU5dL8adah3au9iju6+r6DhEREQWh2WkhZLumkUjSZLgNERERJaHZaSFEjhehIiIqEVYRlqgpKIa57OLAQCRXb3EhiEiIrJQLCMtkJxeAL0B6OLtAl+Vg+g4REREFqlFZSQ2NhaSJGH+/PmNnnPw4EFIknTP49KlSy15a7OQwF16iYiIWkzR3BceP34ca9asQd++fZt0/uXLl+Hm5lb/3MvL8m9rcH0RIiKilmvWlZGysjJMmzYNa9euRbt2TVv+3NvbG76+vvUPudyyVyrNul2B64UVkMskhHf2FB2HiIjIYjWrjMyePRsTJkzAqFGjmvya0NBQ+Pn5ITo6GgcOHHjguRqNBmq1usHD3NRdFQkNdIeLstkXmIiIiGye0d+imzdvxqlTp3D8+PEmne/n54c1a9Zg4MCB0Gg0+OKLLxAdHY2DBw9ixIgR931NbGws/vznPxsbzaTq9qPhqqtEREQtY1QZycrKwrx587Bnzx44ODRt9ki3bt3QrVu3+udDhw5FVlYWPvzww0bLyOLFixETE1P/XK1WIzAw0JiobUqnNyDpak0ZiWQZISIiahGjbtOcPHkS+fn5GDhwIBQKBRQKBeLj47FixQooFArodLom/Tnh4eFITU1t9OdKpRJubm4NHubk4g01iiuq4aJUoF+Au+g4REREFs2oKyPR0dE4f/58g2Mvv/wyunfvjrfffrvJg1JPnz4NPz8/Y97arCSk3QIAhId4QiHnUi1EREQtYVQZcXV1Re/evRscc3Z2hqenZ/3xxYsXIycnBxs3bgQALFu2DEFBQejVqxeqqqrw5ZdfIi4uDnFxca30K5he3XgR3qIhIiJquVafBpKbm4vMzMz651VVVVi0aBFycnLg6OiIXr16YceOHRg/fnxrv7VJ3KnS4cS1IgAcvEpERNQaJIPBYBAd4mHUajVUKhVKSkqEjx85dOUWpq8/Bj+VAw7/7lfcqZeIiKgRTf3+5oAHI9296iqLCBERUcuxjBgpgeuLEBERtSqWESMUlGmQkluzGmwE96MhIiJqFSwjRkiqvUXTw88N7V2UgtMQERFZB5YRI3BKLxERUetjGWkig8FQf2VkOG/REBERtRqWkSZKLyjHjZJK2MtlGBTkIToOERGR1WAZaaK6WzRhQe3gaN+0Ze+JiIjo4VhGmohTeomIiNoGy0gTaHV6HEkvBABEdvESnIaIiMi6sIw0wdnsYpRptHB3skNPf7HL0RMREVkblpEmqLtFE9G5PeQyLgFPRETUmlhGmqB+Si/HixAREbU6lpGHKNNocTqzGADXFyEiImoLLCMPceRqIbR6Azp5OiHQw0l0HCIiIqvDMvIQiVx1lYiIqE2xjDxEXRnhfjRERERtg2XkAXJL7iAtvwwyCRgawjJCRETUFlhGHqBuCfg+Ae5QOdkJTkNERGSdWEYeoG5KbyTHixAREbUZlpFGGAwGJKbVLAEfwTJCRETUZlhGGnEprxQFZRo42skxoJO76DhERERWi2WkEXXjRYaEeECpkAtOQ0REZL1YRhrB9UWIiIhMg2XkPjRaHY5m1IwX4X40REREbYtl5D5OXi9CZbUeXq5KdPNxFR2HiIjIqrGM3EfSXbdoJEkSnIaIiMi6sYzcR93gVU7pJSIianssI/+luKIK53JKAHDwKhERkSmwjPyXw1cLYTAAXb1d4KtyEB2HiIjI6rGM/Je6Kb28RUNERGQaLCP/pW68SCSn9BIREZkEy8hdMgsrkHm7AgqZhCEhnqLjEBER2QSWkbvU3aIZ0LEdXJQKwWmIiIhsA8vIXRLTbgHgeBEiIiJTYhmppdMbkJTGJeCJiIhMjWWk1s85JSi5Uw1XpQL9AlSi4xAREdkMlpFadeNFwjt7QiHnx0JERGQq/NatxSm9REREYrCMALhTpcPJ60UAuAQ8ERGRqbGMADh27TaqdHp0cHdEcHtn0XGIiIhsCssIgMTUuim9npAkSXAaIiIi28IyAiChdrzI8K5egpMQERHZHpsvI7dKNbiUVwoAiOjMJeCJiIhMzXbXPNfpgIQEHL54C4ATevq5wtNFKToVERGRzWnRlZHY2FhIkoT58+c/8Lz4+HgMHDgQDg4OCAkJwerVq1vyti23ZQsQFASMHImEHUkAgMj9cTXHiYiIyKSaXUaOHz+ONWvWoG/fvg88LyMjA+PHj0dkZCROnz6Nd955B3PnzkVcXFxz37pltmwBpkwBsrNhAJAYFAoAGH4+oeY4CwkREZFJNauMlJWVYdq0aVi7di3atWv3wHNXr16Njh07YtmyZejRowdeffVVzJw5Ex9++GGzAreITgfMmwcYDACAqx4ByHNtD3ttFQZlX6g5Z/78mvOIiIjIJJpVRmbPno0JEyZg1KhRDz03OTkZY8aMaXBs7NixOHHiBKqrq+/7Go1GA7Va3eDRKhISgOzs+qeJQf0BAIOyL8JBW1VTUrKyas4jIiIikzC6jGzevBmnTp1CbGxsk87Py8uDj49Pg2M+Pj7QarUoKCi472tiY2OhUqnqH4GBgcbGvL/c3AZP62/RXDv9wPOIiIio7RhVRrKysjBv3jx8+eWXcHBwaPLr/nshMUPtbZLGFhhbvHgxSkpK6h9ZWVnGxGycn1+Dp9PO7MKLp3bgV1dPPPA8IiIiajtGTe09efIk8vPzMXDgwPpjOp0Ohw4dwsqVK6HRaCCXyxu8xtfXF3l5eQ2O5efnQ6FQwNPz/ut6KJVKKJVtMM02MhIICABycgCDASPTT2Bk+l1FRJJqfh4Z2frvTURERPdlVBmJjo7G+fPnGxx7+eWX0b17d7z99tv3FBEAGDp0KLZv397g2J49exAWFgY7O7tmRG4BuRxYvrxm1owk1Q9kBVDzHACWLas5j4iIiEzCqNs0rq6u6N27d4OHs7MzPD090bt3bwA1t1imT59e/5pZs2bh+vXriImJQUpKCtavX49169Zh0aJFrfubNNWkScB33wEdOjQ8HhBQc3zSJDG5iIiIbFSrr8Cam5uLzMzM+ufBwcHYuXMnFixYgI8//hj+/v5YsWIFJk+e3Npv3XSTJgFPPlkzayY3t2aMSGQkr4gQEREJIBkMd9+rME9qtRoqlQolJSVwc3MTHYeIiIiaoKnf3za/UR4RERGJxTJCREREQrGMEBERkVAsI0RERCQUywgREREJxTJCREREQrGMEBERkVAsI0RERCQUywgREREJ1erLwbeFukVi1Wq14CRERETUVHXf2w9b7N0iykhpaSkAIDAwUHASIiIiMlZpaSlUKlWjP7eIvWn0ej1u3LgBV1dXSJLUan+uWq1GYGAgsrKyuOdNG+NnbRr8nE2Dn7Np8HM2jbb8nA0GA0pLS+Hv7w+ZrPGRIRZxZUQmkyEgIKDN/nw3Nzf+h24i/KxNg5+zafBzNg1+zqbRVp/zg66I1OEAViIiIhKKZYSIiIiEsukyolQq8ac//QlKpVJ0FKvHz9o0+DmbBj9n0+DnbBrm8DlbxABWIiIisl42fWWEiIiIxGMZISIiIqFYRoiIiEgolhEiIiISymbLyKFDhzBx4kT4+/tDkiR8//33oiNZndjYWAwaNAiurq7w9vbGU089hcuXL4uOZXVWrVqFvn371i9YNHToUOzatUt0LKsXGxsLSZIwf/580VGszrvvvgtJkho8fH19RceySjk5OXjxxRfh6ekJJycn9O/fHydPnjR5DpstI+Xl5ejXrx9WrlwpOorVio+Px+zZs3HkyBHs3bsXWq0WY8aMQXl5uehoViUgIAB/+9vfcOLECZw4cQK/+tWv8OSTT+LChQuio1mt48ePY82aNejbt6/oKFarV69eyM3NrX+cP39edCSrU1RUhIiICNjZ2WHXrl24ePEilixZAnd3d5NnsYjl4NvCuHHjMG7cONExrNpPP/3U4PmGDRvg7e2NkydPYsSIEYJSWZ+JEyc2eP7Xv/4Vq1atwpEjR9CrVy9BqaxXWVkZpk2bhrVr1+L9998XHcdqKRQKXg1pY3//+98RGBiIDRs21B8LCgoSksVmr4yQ6ZWUlAAAPDw8BCexXjqdDps3b0Z5eTmGDh0qOo5Vmj17NiZMmIBRo0aJjmLVUlNT4e/vj+DgYDz33HNIT08XHcnqbNu2DWFhYZg6dSq8vb0RGhqKtWvXCsnCMkImYTAYEBMTg+HDh6N3796i41id8+fPw8XFBUqlErNmzcLWrVvRs2dP0bGszubNm3Hq1CnExsaKjmLVhgwZgo0bN2L37t1Yu3Yt8vLyMGzYMBQWFoqOZlXS09OxatUqdO3aFbt378asWbMwd+5cbNy40eRZbPY2DZnWnDlzcO7cOSQmJoqOYpW6deuGM2fOoLi4GHFxcZgxYwbi4+NZSFpRVlYW5s2bhz179sDBwUF0HKt29y30Pn36YOjQoejcuTM+//xzxMTECExmXfR6PcLCwvDBBx8AAEJDQ3HhwgWsWrUK06dPN2kWXhmhNvfWW29h27ZtOHDgAAICAkTHsUr29vbo0qULwsLCEBsbi379+mH58uWiY1mVkydPIj8/HwMHDoRCoYBCoUB8fDxWrFgBhUIBnU4nOqLVcnZ2Rp8+fZCamio6ilXx8/O75y8sPXr0QGZmpsmz8MoItRmDwYC33noLW7duxcGDBxEcHCw6ks0wGAzQaDSiY1iV6Ojoe2Z0vPzyy+jevTvefvttyOVyQcmsn0ajQUpKCiIjI0VHsSoRERH3LLdw5coVdOrUyeRZbLaMlJWVIS0trf55RkYGzpw5Aw8PD3Ts2FFgMusxe/ZsfP311/jhhx/g6uqKvLw8AIBKpYKjo6PgdNbjnXfewbhx4xAYGIjS0lJs3rwZBw8evGc2E7WMq6vrPeOdnJ2d4enpyXFQrWzRokWYOHEiOnbsiPz8fLz//vtQq9WYMWOG6GhWZcGCBRg2bBg++OADPPPMMzh27BjWrFmDNWvWmD6MwUYdOHDAAOCex4wZM0RHsxr3+3wBGDZs2CA6mlWZOXOmoVOnTgZ7e3uDl5eXITo62rBnzx7RsWxCVFSUYd68eaJjWJ1nn33W4OfnZ7CzszP4+/sbJk2aZLhw4YLoWFZp+/btht69exuUSqWhe/fuhjVr1gjJIRkMBoPpKxARERFRDQ5gJSIiIqFYRoiIiEgolhEiIiISimWEiIiIhGIZISIiIqFYRoiIiEgolhEiIiISimWEiIiIhGIZISIiIqFYRoiIiEgolhEiIiISimWEiIiIhPp/L9dcUFR9AfkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "x=[1,2,6]\n",
    "y=[4,7,5]\n",
    "# Plota pontos conectados por linhas e marcadores\n",
    "lines = ax.plot(x, y)\n",
    "# Plota pontos desconectados, em escala ou coloridos\n",
    "ax.scatter(x, y, color='red') # pontos na cor vermelha, veja que tanto faz 'r' ou 'red' para color\n",
    "# Plota polígonos preenchidos (fecha o poligono)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.patches.Polygon at 0x779063cab9d0>]"
      ]
     },
     "execution_count": 92,
     "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",
    "x=[1,2,6]\n",
    "y=[4,7,5]\n",
    "# Plota pontos conectados por linhas e marcadores\n",
    "lines = ax.plot(x, y)\n",
    "# Plota pontos desconectados, em escala ou coloridos\n",
    "ax.scatter(x, y, color='red') # pontos na cor vermelha, veja que tanto faz 'r' ou 'red' para color\n",
    "# Plota polígonos preenchidos (fecha o poligono)\n",
    "ax.fill(x, y, color='green')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.FillBetweenPolyCollection at 0x779063d360d0>"
      ]
     },
     "execution_count": 93,
     "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",
    "# Plota pontos conectados por linhas e marcadores\n",
    "x = np.linspace(0, 10, 100)  #cria de 0 a 10 100 numeros\n",
    "y = np.cos(x)\n",
    "lines = ax.plot(x, y)\n",
    "# Preenche entre acima de y==0 e abaixo de y==0 \n",
    "ax.fill_between(x, y, color='yellow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.Salvando"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Salvando figuras\n",
    "plt.savefig('foo.png')\n",
    "# Salvando figuras transparentes\n",
    "plt.savefig('foo.png', transparent=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Exibindo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Limpa um eixo, ou seja, um gráfico ou imagem\n",
    "plt.cla()\n",
    "# Limpa a figura inteira\n",
    "plt.clf()\n",
    "# Fecha uma janela\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#importando a classe, da forma mais usual\n",
    "import matplotlib.pyplot as plt\n",
    "#definindo variáveis que vamos usar nos exemplos\n",
    "x = [1, 2, 3]\n",
    "y = [10, 20, 30]\n",
    "y2 = [15, 10, 40]\n",
    "y3 = [20, 10, 35]\n",
    "yBar = [3, 10, 7, 5, 3, 4.5, 6, 8.1]\n",
    "z = [i * 1.5 for i in yBar]\n",
    "xBar = range(len(yBar))\n",
    "azul = \"blue\"\n",
    "verde = \"green\"\n",
    "preto = \"black\"\n",
    "\n",
    "def plotaLinha():\n",
    "    \n",
    "    plt.plot(x,y)\n",
    "\n",
    "def plotaLinhaComTitulo():\n",
    "    # Rotulando os eixos no modo não orientado a objetos\n",
    "    plt.xlabel('X')\n",
    "    plt.ylabel('Y')\n",
    "    plt.title(\"Titulo deste gráfico\")\n",
    "    plt.plot(x,y)\n",
    "    \n",
    "def plota3Linhas():\n",
    "    plt.xlabel('Eixo X')\n",
    "    plt.ylabel('Eixo Y', color='g')\n",
    "    plt.title(\"Titulo deste gráfico\")\n",
    "    plt.plot(x,y)\n",
    "    plt.plot(x,y2)\n",
    "    plt.plot(x,y3)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaLinha()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaLinhaComTitulo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plota3Linhas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotBarra1():\n",
    "    plt.bar(xBar,yBar, color=azul)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarra1()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importando as classes da forma mais usual\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "#definindo variáveis usadas nos exemplos\n",
    "pop = {\"São Paulo\": 12000000, \"Rio\": 7000000, \"Salvador\": 4000000, \"Recife\":\n",
    "3500000, \"Porto Alegre\": 2500000}\n",
    "cidades = [i for i in pop.keys()]\n",
    "populacao = [j for j in pop.values()]\n",
    "popPos = np.arange(len(cidades))\n",
    "azul = \"blue\"\n",
    "verde = \"green\"\n",
    "preto = \"black\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[12000000, 7000000, 4000000, 3500000, 2500000]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popPos\n",
    "populacao"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Desenhando um gráfico de barras horizontal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotaBarraH1():\n",
    "    plt.barh(popPos, populacao, align='center', color=azul)\n",
    "    plt.yticks(popPos, cidades)\n",
    "    plt.xlabel('População')\n",
    "    plt.title('População de cidades brasileiras')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaBarraH1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Desenhando um gráfico de duas barras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotaBarDupla1():\n",
    "    materias = 5\n",
    "    media_chico = (9.1, 5.4, 4.0, 7.5, 7.0)\n",
    "    media_joao = (8.6, 6.3, 5.5, 3.5, 5.6)\n",
    "    fig, ax = plt.subplots()\n",
    "    indice = np.arange(materias)\n",
    "    bar_larg = 0.4\n",
    "    transp = 0.7\n",
    "    #plotando as barras do chico\n",
    "    plt.bar(indice, media_chico, bar_larg, alpha=transp, color=azul,\n",
    "label='Chico')\n",
    "    #plotando as barras do joao\n",
    "    #Veja que as barras de joao esta no indice de chico + bar_larg, para não sobrepor\n",
    "    plt.bar(indice + bar_larg, media_joao, bar_larg, alpha=transp, color=verde,\n",
    "label='João')\n",
    "\n",
    "    plt.xlabel('Matéria')\n",
    "    plt.ylabel('Notas')\n",
    "    plt.title('Notas por pessoa')\n",
    "    plt.xticks(indice + bar_larg, ('Matemática', 'Português', 'Biologia', 'Física',\n",
    "'Química'))\n",
    "    plt.legend() #força os labels aparecem\n",
    "    plt.tight_layout()\n",
    "    plt.show() #necessario para exibir a figura\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaBarDupla1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Desenhando um gráfico de pizza"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plota_pizza_1():\n",
    "    labels = ['Corinthians', 'Palmeiras', 'Santos', 'São Paulo']\n",
    "    titulos = [27, 22, 22, 22]\n",
    "    cores = ['lightblue', 'green', 'white', 'red']\n",
    "    explode = (0.1, 0, 0, 0) # somente explode (destaca) o primeiro pedaço\n",
    "    total = sum(titulos)\n",
    "    plt.pie(titulos, explode=explode, labels=labels, colors=cores, autopct=lambda\n",
    "    p: '{:.0f}'.format(p * total / 100), shadow=True, startangle=90)\n",
    "    # Determina que as proporções sejam iguais ('equal') de modo a desenhar o\n",
    "    #círculo\n",
    "    plt.axis('equal')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plota_pizza_1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Desenhando um gráfico de dispersão (Scatter Plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotaDispersao1():\n",
    "    fig = plt.figure()\n",
    "    fig2=plt.figure()\n",
    "    ax1 = fig.add_subplot(1,2,1)\n",
    "    ax2 = fig.add_subplot(1,2,2)\n",
    "    ax3 = fig2.add_subplot(1,2,1)\n",
    "    #gera dados aleatórios\n",
    "    N=1000\n",
    "    x = np.random.randn(N)\n",
    "    y = np.random.randn(N)\n",
    "    ax1.scatter(x,y,color=azul,s=5,edgecolor='none')\n",
    "    # plota sem eixo quadrado\n",
    "    ax2.plot(x,y, \"ro\")\n",
    "    #deixa os eixos quadrados\n",
    "    ax1.set_aspect(1./ax1.get_data_ratio())\n",
    "    ax3.plot(x,y, \"g.\")\n",
    "    ax3.set_aspect(1./ax3.get_data_ratio())\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaDispersao1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráfico de barras com linha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotaBarraLinha1():\n",
    "    plt.bar(xBar, yBar, color=preto, align='center')\n",
    "    #O marcador em forma de bola, estilo da linha pontilhadas, largura 2\n",
    "    plt.plot(xBar, z, color=verde, marker='o', linestyle='--', linewidth=2)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaBarraLinha1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Definindo os limites dos eixos x e y\n",
    " - funções plt.xlim() e plt.ylim() (para a interface pyplot)\n",
    " \n",
    " - set_xlim() e set_ylim() (para a interface orientada a objetos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dados de exemplo\n",
    "x = np.linspace(0, 10, 100)\n",
    "y = np.sin(x)\n",
    "\n",
    "plt.plot(x, y)\n",
    "\n",
    "# Definir limites: x de 2 a 8, y de -0.5 a 0.5\n",
    "plt.xlim(2, 8)\n",
    "plt.ylim(-0.5, 0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trabalhando com anotações no gráfico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(111)\n",
    "t = np.linspace(0,5,num=500 )\n",
    "s = np.cos(2*np.pi*t)\n",
    "plt.plot(t, s, lw=2)\n",
    "plt.annotate('máximo local', xy=(2, 1), xytext=(3, 1.5\n",
    "), arrowprops=dict(facecolor='black',shrink=0.05))\n",
    "plt.ylim(-2,2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 10, 100)\n",
    "y = np.cos(x)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, y,'r--')\n",
    "\n",
    "# Definir limites usando o objeto 'ax'\n",
    "ax.set_xlim(0, 5)\n",
    "ax.set_ylim(-1, 1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Usando *plt.text(x,y,'alguma descrição')*\n",
    "\n",
    "Para notações matemáticas usa-se as anotações entre $ e $ com a mesma notação do *Latex*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from random import random\n",
    "from math import sqrt\n",
    "mu, sigma = 100, 15\n",
    "x = list()\n",
    "for i in range(10000):\n",
    "    u = random()-0.5\n",
    "    if u >=0 :\n",
    "        x.append(mu + sigma*sqrt(u) )\n",
    "    else:\n",
    "        x.append(mu - sigma*sqrt(-u))\n",
    "# Desenha o histograma dos dados\n",
    "plt.hist(x, 50,density=True, facecolor='g')\n",
    "plt.xlabel('Resultado')\n",
    "plt.ylabel('Probabilidade')\n",
    "plt.title('Histograma do Teste')\n",
    "plt.text(95, .08, '$\\mu=100,\\ \\sigma=15$')\n",
    "plt.axis([85, 115, 0, 0.1])\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Criando escalas na grade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.ticker import MultipleLocator, AutoMinorLocator\n",
    "\n",
    "# t vai de 0 até 100\n",
    "t = np.arange(0.0, 100.0, 0.1)\n",
    "s = np.sin(0.1 * np.pi * t) * np.exp(-t * 0.01)+np.cos(0.2*np.pi*t)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(t, s)\n",
    "\n",
    "\n",
    "# Cria um gráfico com marcas de escala principais (major ticks) que sejam múltiplos \n",
    "# de 20 e marcas de escala secundárias (minor ticks) que sejam múltiplos de 5. \n",
    "# Os rótulos da marcas dea escala principais estão com a formatação '.0f', mas sem \n",
    "# rotular as marcas de escala secundárias. A string é usada diretamente; ]\n",
    "# o `StrMethodFormatter` é criado automaticamente.\n",
    "\n",
    "#Escala maior multiplos de 20\n",
    "ax.xaxis.set_major_locator(MultipleLocator(20))\n",
    "#ax.xaxis.set_major_formatter('{x:.0f}')\n",
    "\n",
    "# Escala menor sem rótulos e múltiplos de 5.\n",
    "# O default é NullFormatter.\n",
    "ax.xaxis.set_minor_locator(MultipleLocator(5))\n",
    "\n",
    "#ax.grid()\n",
    "ax.grid(which='major', linestyle='-',linewidth=0.5, color='black')\n",
    "ax.grid(which='minor', linestyle=':',linewidth=0.5, color='gray')\n",
    "#ax.grid(which='both')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# -------------------Outras dicas--------------------------------------\n",
    " - ax.xaxis.grid(True, which='minor')\n",
    " - ax.xaxis.grid(True, which='major')\n",
    " - ax.xaxis.grid(True, which='both')\n",
    " - ax.grid(which='major')\n",
    " - ax.grid(which='minor')\n",
    " -ax.grid(which='both')\n",
    "\n",
    "##### ------------------Também poderíamos usar ax.yaxis.grid()--------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Títulos e subtítulos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 2, figsize=(10, 4))\n",
    "fig.suptitle('Título Geral da Figura', fontsize=16)\n",
    "\n",
    "axs[0].plot(range(10))\n",
    "axs[0].set_title('Subtítulo 1',color='r')\n",
    "\n",
    "axs[1].plot(range(10), 'r')\n",
    "axs[1].set_title('Subtítulo 2',color='b')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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