{
 "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.Customizando\n",
    "\n",
    "5.Salvando\n",
    "\n",
    "6.Exibindo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\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)\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",
    "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": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='AnatomiaFiguraMatPlotLib.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"GraficosMatLab.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Preparando os dados\n",
    "### Dados 1D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa787bee5c0>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXd4XGeZ9/95RqPeu6xuWcVyL7JjW3KXS2LHaRASWAi8sIFdWBZ44SWw7GYJG5b3B7ywBdhkAySwkBBSSLET9yqXWHYs27JsS5Zl9WLJ6nVmnt8fZ0aRbdkjaco5Rzqf65prpJlTvhrNzH3u8ty3kFJiYGBgYGDgwKS2AAMDAwMDbWEYBgMDAwODmzAMg4GBgYHBTRiGwcDAwMDgJgzDYGBgYGBwE4ZhMDAwMDC4CcMwGBgYGBjchGEYDAwMDAxuwjAMBgYGBgY3YVZbwESIiYmR6enpasswMDAw0BWnTp26LqWMdbadLg1Deno6xcXFasswMDAw0BVCiGtj2c4IJRkYGBgY3IRhGAwMDAwMbsIwDAYGBgYGN2EYBgMDAwODmzAMg4GBgYHBTbjFMAghfiOEaBZCnL/D80II8e9CiAohxFkhxKIRzz0hhCi3355whx4DAwMDg4njLo/hRWDzXZ6/F8iy354EfgUghIgCngbuAZYCTwshIt2kycDAwMBgArhlHYOU8pAQIv0umzwA/E4qc0SPCyEihBDTgDXAbillG4AQYjeKgXnZHbrU4tS1G/zk/Ys80PYC3cFp+CTO5eEN6wkPD1Nb2m30Wfo4Xn+czsFOLDYLvj6+rEhcQUxgjNrSDLyJlHCjCqqOwEAXhE2DsCRImAe+AWqru42mniYq2iu43ned9oF2podPJy8+jyDfILWlTQq8tcAtCagZ8Xut/bE7PX4bQognUbwNUlNTPaPSBYasNh78RRGl9Z0ARNDFb/zfJnBgENpg8JwPL1rXM++Tz7JoVrbKauFC6wVevfQqO6t20j3UfdNzJmEiLz6PBzMfZGvGVoQQKqk08DiWATj673DqJeiouf354DhY9jew5PMQEO59fbdQer2UF0tfZPe13Vil9abnzMLMgrgFfHnBl8lLyFNJ4eTAW4ZhtG8WeZfHb39QyueB5wHy8vJG3UYtDlxq5rO/PTn8e0SQL9/ftpKrMZfpqL/EtQsnoWIPf+Wzh/4/HeJ3QR/n09/8OcLH+wvPrTYrz519jufOPoe/jz8b0jawbcY2kkKSMJvMdAx0sKd6D+9ffZ/vHvku2yu380z+M8QFxXldq4GHqTwA278JreWQWQj5fw/pKyEkDjrroa0STv0W9n4fjvwM7vsJzP+EKlJ7h3p5+ujTvF/1PiG+IXx61qdZm7KW2MBYwvzDuNh2kWP1x3jv6nt8bufneCjzIb6x+BtEBESoolfvCCW644YDKaGkd6WUc0Z57jnggJTyZfvvl1DCSGuANVLKL4623Z3Iy8uTWmmJ8dWXP+TtknoACjJj+P3nl97xCvtcyUnqXvsOm31OssO6lPz/8wbhoaFe09rU08RTh5+iuKmY+zPu5zv3fIdQv9HPL6Xk1Uuv8pPin+Bv9ucHK37A2tS1XtNq4EGkhEM/hv3PQuR05Qs/q/DO2zeUwHtPQfVRxXisfxpMPl6TW9NVw9/v/3uutF/hS/O+xKdnfZoQv5BRt+2z9PFcyXO8VPoS4f7hPLfhOXKicrymVesIIU5JKZ27U1JKt9yAdOD8HZ7bAryH4iEsAz6wPx4FXAUi7berQJSzcy1evFhqgW/86YxM+/a7Mu3b78rT19rGtM+gxSqf+e7fSvl0mDz+j0tlx41mD6tUaOxulBv/vFEu+Z8l8q2Kt8a8X2V7pXz0nUfl/Jfmy73X9npQoYFXsNmk3P20lE+HSfnGF6Uc7B3bfpZBKd/5mrLfHx6VcrDPkyqHOdN8Rq744wq54o8rZFFt0Zj3u9h6Ua5/db3Mfzlfll4v9aBCfQEUy7F8n49lI6cHUZLFDcAQSp7g88CXgC/ZnxfAL4ArwDkgb8S+/wuosN8+N5bzacEwPLv9wrBRaOoY/4fk3//tR7L/n6Jk6T/Olda+Tg8o/Ij2/nb5wJsPyKX/s1Sebzk/7v27B7vlJ9/9pFz4u4Xj+nAaaAybTcod31a+3N/5mpRW6/iPceJ5Zf9XPzux/cdBVUeVLHi5QN73+n2yuqN63PtXd1bLDX/eIJf/cbk813LOAwr1h1cNg7dvahuGd0vqh43Ctes9Ez7OX3/vh9LyT+Fy+/cKlQ+tB+gZ7Bn+Uj9Rf2LCx2nvb5ePvPWIzPt9njzddNqNCg28xrFfKl/qO77t2vvt8P9TjrPnGfdpu4W2vjZ53+v3yYKXC+S1jmsTPk5dV53c9NomWfBygWzobnCjQn0yVsNgrHweJz0DFr78x9MAvPXlfFKjJ14e99wzT/Ejy+Pc5/MBO5/7lrsk3sT3j32f863n+fHqH7N02tIJH8cRr40LiuObB77Jjf4bblRp4HGqT8Cu70HOFtj8r+BKpVn+12Dhp+HwT+DD/3GfRjuD1kG+uu+rNPY08h/r/oPUsIlXISaGJPLchucYsg3xzYPfZMg25EalkxfDMIyT2U/vBOCxJSnMT3Gt4kEIwd99799405rPhoYXuP7h2+6QOMz2yu3suLqDv5n/N6xPXe/y8aIDo/nJ6p/QNtDG00efdoQCDbROz3X482chPBke/KVrRgGU/bf+DKavhne/Ds0X3SLTwS/O/IIzLWd4duWzLIhb4PLx0sLS+OcV/0xJSwn/durf3KBw8mMYhnHw26Krwz//6JF5bjlmWKAfg/f+nIsyFfmXr0Cfe67E67vrefb4syyIXcAX5n7BLccEyI3O5WuLvsb+mv28eulVtx3XwENICW88Cb2t8OjvINBN5Zs+vvDIC+AXDG/9LVgtbjlsSUsJL5a+yMNZD7M5/W7NFMbH5vTNPD7zcV668BL7qve57biTFcMwjJFBi43vv3MBgKNPrXPrsT+xIptvDX2RSLq49PuvuXw8q83KPxz5B6zSyg9X/hCzyb3rJT4969PkJ+bz4+IfU9le6dZjG7iZs6/Clb2w6VmYNt+9xw6JU0pd607Bsf90+XD9ln6+d+R7Srgy75tuEHgz38z7JrlRufzg+A/oGuxy+/EnE4ZhGCOfe/EDADbPTiAxItDtx//tdz/PC9Yt5NT/BcuVQy4d67XLr1HcVMxTS58iJTTFTQo/wiRM/EvBv+Dv488PP/ihEVLSKn03YNc/QFIe5H3eM+eY8wjM3Ar7fwgtl1w61H9++J9UdVbxzIpn7ri+xhX8fPx4evnTtPa18sszv3T78ScThmEYAz0DFooqWgH4xacWOdl6YsSFBnB2xhe5Zouj9ZUvwVDfhI7TMdDBf575z+GWFp4iJjCGLy/4MicaTrC3eq/HzmPgAnt/oISQtv4/MHnoo+7IN/gFwTtfU0JXE+BS2yV+X/Z7Pp79cZYnLnezyI+YHTObj2d/nD9e/CMX29ybG5lMGIZhDDzwiyIAPl8wHR+T5/oG/ftn8vmO5QvED9VhK/r3CR3jv0r+i46BDr699Nse73H0aM6jZEZk8uOTP6bf0u/RcxmMk7pTUPwbWPpF94eQbiUkDtb9o7Iy+tKOCR3iZ6d+RrBvMH+/6O/dLO52vrroq0T4R/Avx/8Fm7R5/Hx6xDAMTmjvHaSiWWky970tuR49l9nHRGD2Ot6zLmHw0M+hp3Vc+1d2VPLKxVd4OOthZkbN9JDKjzCbzHxn6Xeo76nnxdIXPX4+gzEiJbz3bQiJh7Xf9c45Fz0BMdmw+2mwjq8k9GjdUYrqi/jivC8S7u/5Rn3h/uF8ffHXKWkp4Z0r73j8fHrEMAxOePy/TwDwtcIsr3QZ/dVfLeYnlkfxtfYhD/90XPv+tPin+Jv9+buFf+chdbezdNpSNqRt4Nfnfk1TT5PXzmtwF8p3Qe1JWPsdCPBSq3cfMxR+X2nId/p3Y97NarPy01M/JSkkicdnPu5BgTezbcY2ZkXP4lclv2JonIZsKmAYhrsgpaSsQWmj/ffrs7xyTj+ziZj0ubxuXYX1xH9D+yitkEfhVNMpDtUe4sl5TxIdGO1hlTfz9cVfZ8g2xG/O/8ar5zUYBZsN9v0LRKbDgk9599w590JaPhz4V2Wmwxh4p/IdLt+4zNcWfQ0/Hz8PC/wIkzDx5QVfpq67jr9c+YvXzqsXDMNwF/5tbzkAS6dHeXUmwW8+u4SfWx7BarPBwR+NaZ/nSp4jKiDKq1ddDlJCU7h/xv28dvk1WnpbvH5+gxFcfAcaz8Ka7yhrDbyJELDhB9DTAsecV/0MWYf45ZlfMjdmLpvSN3lB4M2sTFrJvNh5PH/2eQatg14/v5YxDMNd+PkexTA8/+nFXj1vsL+ZemL4vXUD8swf4Xr5Xbc/23KWYw3HeGL2EwSa3V9KOxaenPskVmk1vAY1sVlh/78qsf65H1dHQ/JiyLkPTvwKBrrvuun2q9tp6GngS/O/pMowKCEEX1nwFRp7Gnnt8mteP7+WMQzDHSipaR/+OSLIey6ug9/9r6X8yrKNAZsPHP2Pu2773NnnCPcP5xM56gxRAUgJS2FLxhb+fPnPXO+7rpqOKU3pm9BSpngLXpyXcBsF31DWUNwl12C1Wfn1uV+TE5nDyqSVXhR3M8umLWNR3CJeOPeCUVk3AsMw3IFPPH8MgN9/fuKN51xhVXYsrYTzmnUVsuRl6Bo9sVvWWsah2kN8OvfTBPsGe1nlzTw570mGbEO8eP5FVXVMSaSEIz+H2Jkwy3PrV8ZEyhJIK1BWQ1tGD9Hsq9lHVWcVX5j7BVVHxwoh+MrCr9DS18LbV9zbq0zPGIZhFKSU9A8p9c0rs2JV01GYG8cL1vuU8r8T/zXqNs+ffZ5Q31A+mftJL6u7nbSwNLZM38Krl1+lY6BDbTlTi6sHoekcLP+y5xazjYeVX4fOOjj7p9ueklLywrkXSA1NZUPaBhXE3UxefB6zo2fz+wu/N9Y12HHLO0gIsVkIcUkIUSGEeGqU538mhDhjv10WQrSPeM464jlNmOw3TtcBMDdJ3eHnP310AVVyGu9Zl0Dxr2+r9KjpqmFv9V4em/mYR1oITIQnZj9Bn6WPN8rfUFvK1OLYLyA4FuY+qrYShRnrIWEeFP2bkvsYwbGGY1xovcDn5nwOHzVDXnaEEHxm1meo6qziSN0RteVoApcNgxDCB2U6273ALOBxIcSskdtIKb8upVwgpVwA/Acw8lujz/GclHKbq3rcwf/+cwkAP/uE6y1/XSE8UKkqed6yFfo7bovZvnLxFXyEj6q5hVvJicphScISXr74MhabezpuGjih5ZKydmHJX4NvgNpqFISAgq8r6xouvXfTUy+VvkRsYCzbZmji4w7AhvQNxAfF87vSsa/BmMy4w2NYClRIKSullIPAK8ADd9n+cZRRoJpkZEO4zLjRB457k88sT+OMzKQqZIFSAmhvb9w71Mub5W+yIW0D8cHxKqu8mU/lfoqGngb21+xXW8rU4NgvwBwASzzUKG+i5G6DsGQ4+d/DD1V1VHG0/iiP5jzq1XULzvA1+fKp3E9xovGE0UMJ9xiGJGDkKqxa+2O3IYRIA6YDIxuiBwghioUQx4UQKmfN4OUPlD9lcVqkykoUvrUpB4Aftq2Fzlq4/D4A71a+S9dQlyZyC7eyJnkNSSFJ/M8F90/3MriF7hYoeQXmPwbBMWqruRkfM+R9DioPDJdc/+nSnzCbzHws+2PqahuFR7IfIdAcyO8v/F5tKarjDsMwWknBnVosPga8JqUcGXRMlVLmAZ8Efi6EmDHqSYR40m5AiltaPLeI6rtvngPgpx/3cOOxMRIaoIST9toWIUMTofjXSCn5Q9kfmBU9i/mx2tA5Eh+TD4/PfJzTzacpay1TW87k5sPfgXUAlv2t2kpGZ9FnwOQLJ1+gd6iXtyreYkPqBmICNWbEgDC/MB7KfIgdV3dM+ZJrdxiGWmBk0/9koP4O2z7GLWEkKWW9/b4SOAAsHG1HKeXzUso8KWVebKznK4XSY9Qt/RzJvXMSsOLDyaj74co+jl9+k8qOSj6V+ylVS/3uxkNZDxFoDuR/ygyvwWPYbHDqJUhfCbE5aqsZnZA4mP0gnPkj28vfpGuoi8dzvb86f6x8IucTWGyWKV+66g7DcBLIEkJMF0L4oXz53/aqCiFygEjg2IjHIoUQ/vafY4B84IIbNE2I45VKN9MkDwzicYV/3jYbgL+7NBeED6+c+S+iAqLcOvrQ3YT5hXF/xv3sqtpF52Cn2nImJ1cPQPs1WPxZtZXcnSV/jRzo5JWzL5ATmcOCWHWLOu5GRkQGi+IW8frl16f0ACqXDYOU0gJ8BdgJlAGvSilLhRDPCCFGlh08Drwib361c4FiIUQJsB/4kZRSNcPw7HYl7PGPWz3bXnu8xIcplSZNRHE9u5CDffU8MH2LppJ3o/Fw1sP0W/t5r/I95xsbjJ9TL0JglDJBTcukLOXDablcHrjOYzmf0KyX6+Bj2R+juquak40n1ZaiGm5ZxyCl3CGlzJZSzpBSPmt/7J+klG+P2OafpZRP3bLfUSnlXCnlfPv9r92hZ6Kcq1MWZW2anaCmjFFJDFeMw29CU7EKwYNoY93C3ZgVPYucyBxeL39dbSmTj+5muLgdFnxSOyWqd0IIXk9II9hm476ARLXVOGVD2gZC/UKndP8kDSyR1AYDlo/y4Vq8ovnW5hxA8mrLGRZaIOO89mOgQggeznqYsrYyIwntbs78AWwWZUCOxukZ6mF3VyWbewcIOqf9L9sAcwDbZmxjT/UebvTfUFuOKhiGwc7vjl4DYMvcaSorGZ1t85PwCbzGgKmJhxLylTGKbZVqy3LKlowt+Jn8jJXQ7sSRdE7Lh9hstdU4ZVfVLvqs/TwYtwTOvT7heebe5JGsRxiyDU3ZJLRhGOz88D3livb/bNZmdYePSeAbcRJp9WPjsv8NCCi5vQ+N1gj3D6cwrZDtlduN7pXuovoo3LiqC28B4C8VfyE9LJ35i56EgQ4lBKZxsiKzmB87nzfK35iSSWjDMNhx/O/TorVTpjqSnqEe/MLPM9Q1j+PNYZCxGkpeVq4eNc4jWY/QNdTF7mu71ZYyOSh5BfxCIPd+tZU4pbqzmtPNp3kg8wHE9NUQnqKEwXTAA5kPUNlRyYU21ephVMMwDEDvoPZ7+uys2okUAwy1L+HHOy/B/MeVUsWa42pLc0peQh5JIUnG4HV3MNQHF95S2k34BamtxilvXXkLkzBxf8b9StfX+Y/Dlf3QUae2NKdsTNuIr8mXd6+8q7YUr2MYBuC1U7UAbJmnzfwCKC0w0kLTsPWlcrGxS7la9AuBM39UW5pTTMLElowtnGg8MeVXlLrMpR0w0AnztdM48U5YbVbevvI2yxOXf9TPa8HjgFS8XY0T7h/O6uTV7Li6Y8o1hDQMA/Dfh5Uk7l+vzFBZyeg09jRS3FjMlowtDHcg8QuGWQ9A6V9gsFdVfWNhS8YWbNLGe1eNNQ0uUfInCE1UVjtrnOKmYhp7GnlwxogWaFEZStL8zB8/it9qmK0zttLW38ax+mPON55EGIYBqGlTqiQWpESorGR03r/6PhLJfRn3kWBf7FbW0Km45YNdylWkxskIzyA3KpftldpPPGqW7hao2APzPq7u6M4xsuPqDoLMQaxJWXPzE/M+AW1XoOGMKrrGw6qkVYT7h/NO5dQKg055w6CHioMdV3cwJ3oOaWFpfGZFGgC/O3ZNufIKT1GSkTpgS8YWSltLudpxVW0p+uT86yCtMO8xtZU4ZdA6yO5ru1mXuo4A8y0L8GZtUxrr6WBNg6+PL5vTN7O/ej89Qz1qy/EaU94wnK5WhsmlR2szkVfZXklZWxn3ZdwHwCfylH6FL39QrSTz5jwMlfuht01NmWPi3un3YhImw2uYKGf/BAlzIX6W821VpqiuiK7BLu6dfu/tTwZGQmYhlL6pi6q6rRlb6bf2s+faHrWleI0pbxhePFoFwOcLpqsr5A5sv7odkzANN8yLDvG/eYPZDysrYMu07+rGBcWxNGEp2yu368JT0xRtlVB/GuZ+XG0lY+K9q+8R4R/B8sTlo28w92PKTOhq7cfu58fOJzkkeUpd0Ex5w/BOidIh/KFFySoruR0pJTsqd7A0YSmxQbe3GrfZJEybD1EzlDCDDtiSsYXa7lrOXj+rthR9Ufqmcj/7IXV1jIHeoV4O1B4YLvcclZx7wTcIzms/nCSEYPP0zXzQ+MGUaZEx5Q2DgxB/s9oSbuPs9bPUdtfaq5E+wpEkP1jeoszWnfMIVB1WGqtpnMLUQnxNvrx/9X21peiL0jcheQlEpKqtxCkHag7QZ+kbPYzkwC8YsjcrVXXWIe+JmyCb0jdhlVb2Vu9VW4pXMAyDhtlVtQuzycy61HU3Pf7JpcqXw6sn7RNV5zwM0qYsfNI4IX4h5Cfms/vabmxS+/FlTXC9AhrP6cJbAKVYIj4onkXxi+6+4dyPQV8bVB70jjAXyInMIS0sjZ1VO9WW4hWmtGG43NQFfNTSWktIKdl9bTcrElcQ5hd203P32RfivXe+UXkgLhfiZsF5fTSq25i+kabeJs62GOGkMeEII81SfSS6UzoHOymqL2JT+iZMwsnXS2YhBITrJpy0MW0jHzR+QFu/9gs9XGVKG4Y3P1SW5T+0KEllJbdT2lpKQ08DG9I23PbcqGGv2Q8rzdV00GpgTcoafE2+7Lq2S20p+qD0TUhZBuHae5/eysGag1hsFjalb3K+sdkfcrbAxR1gGfS8OBfZlL4Jm7RNieoktxgGIcRmIcQlIUSFEOKpUZ7/rBCiRQhxxn77wojnnhBClNtvXm0X+cZppRXGQwu194HbVbULszCzNmXt2HaY87Byf+EvnhPlJkL9QlmRuMIIJ42FlkvQXKqbMNKua7uID4pnTsycse0wa5vScfXqIc8KcwPZkdmkh6Wzq2ryX9C4bBiEED7AL4B7gVnA40KI0Qqt/ySlXGC/vWDfNwp4GrgHWAo8LYSIdFXTWGnqHAAgM05b09CklOy6tot7Eu8h3D981G3MJqU1Rmu38jcQPQPi50CZPhp+bUzfSGNPI+eun1NbirYpfRMQSvsTjdMz1MPRuqNsSNvgPIzkIGMt+IVCmfbzY0IINqVv4mTTyUnf88sdHsNSoEJKWSmlHAReAcb6Lt4E7JZStkkpbwC7Ae1OuPcSZW1l1HXXsSntzu741lvzDKA01qs+Bl1NnpboMmtS1mA2mafE1ZdLXHgLUpdDmHYbPDo4VHuIQdsghWmFY9/JNwCyNykzGqzab1Q3VcJJ7jAMSUDNiN9r7Y/dyiNCiLNCiNeEECnj3NftDFm1G8LYVbULH+Fz1zDS1nnK7Nx3z9Z/9GDuNkDCJe0vxAnzCxsOJxmL3e5A6xVovqCLuQsAu6/tJjogmgWxC8a346xt0Nuq5Mg0TmZEJulh6ZO+bNUdhmG0Acm3ftLfAdKllPOAPcBL49hX2VCIJ4UQxUKI4paWlgmLdXDyqlJZsDBVW43zHNVI90y7h4iAO2tbmR0DwPHKERUScbnKYjcdrIIGZeh6Q08Dpa2lakvRJhftYcGZW+6+nQbos/RxpO4IhWmF+Iy3wV9mIZgD4YL2x2gKIViXuo7ixmI6BjrUluMx3GEYaoGUEb8nA/UjN5BStkop7cFw/htYPNZ9RxzjeSllnpQyLzb29lXA42X/JWUx2PqZcS4fy52Ut5dT3VXt1B33N4/y4RNCubq8egj6tL9Cc03yGnyED/uq96ktRZuUvausbI9MU1uJU4rqiuiz9I0vjOTALxiyCpULGh30Tlqfuh6LtHCoVvsJ84niDsNwEsgSQkwXQvgBjwE3mX4hxMgA6TagzP7zTmCjECLSnnTeaH/M4+y/pHgda3K0ZRj2Ve9DIMZejXQruduU3kmXtb8QJyIggsXxiw3DMBqdDVD7AczUTxgpwj+CvPi8iR0g9wHoblT+Zo0zJ2YOcYFxkzqc5LJhkFJagK+gfKGXAa9KKUuFEM8IIbbZN/uqEKJUCFECfBX4rH3fNuAHKMblJPCM/TGPU9HcDcCsaWFOtvQu+6r3MT92PjGBMWPep3/I+tEviQshLEkXbjnAutR1XOm4QlVHldpStIUjT5S7VV0dY2DIOsSh2kOsTVmL2TTB1jLZm8DHTxdhUJMwsTZ17bCXNBlxyzoGKeUOKWW2lHKGlPJZ+2P/JKV82/7zd6SUs6WU86WUa6WUF0fs+xspZab99lt36BkPJtNoaQ51aOhuoKytjLWpY/MW8tKUyt7iqhFhI5MJZm6FK3thoNsTMt2KwzPaX7NfZSUao+xdJV8UO1NtJU452XSS7qHuiXu5AAFhMH2VMnRKB8UI61PX02/t52i99hPmE2FKr3zWGvtqlJDKupR1TrZUyM9UvIojFbfUVOduBUu/Yhw0TmJIIrlRuUY4aSR9N5SmiLlblbyRxtlfvZ8AnwCWJS5z7UA59yrtxVsuuUeYB8lLyCPML2zSvm+npGG4KfSiIfbX7CcjPIP08PQxbV+Q5TAMt1RppS6HgAi4pI8OputS11HSUjLpFw2Nmcu7lDyRDvILUkoO1B5geeJyAs2Brh0sRxlGpYdya1+TL2tS1rC/Zj9DNu13hx0vU9IwnKxS0hhL0r22yNopHQMdFDcW39ZJ9W442m+fr+u8+QkfX8jaCJffB5s2jeBI1qWuQyI5UHNAbSna4NJ2CEmApMXOt1WZsrYyGnsaXQsjOQhLVHJkF7U/wxyU923XYBenmk6pLcXtTEnDcPRKKwArZow9wetpDtUewiqt4/qA+frc5d+Xc6/S0rhG+1UeWRFZJIckT+oqjzFjGYCKfUoy1qT9j+f+mv0IBKtTVrvngDlboK4Yuhqdb6syy6ctx8/kx8Ea7bcNHy/af+d5gA/si9vuyYhSWclH7K/ZT2xg7Nibjzkjs1AZuK4Dt9yxaOhEw4kpNXB9VKqOwGDXR2EVjbO/ej8L4hYQFeCmz9JMRzjpPfccz4ME+QZxz7R72F+zf9Kt3p+ShuF0tVLFMz9ZG6ueB62DHKk7wpqUNWNvPuaMgDCYvlIXHzBQeifKEYx9AAAgAElEQVQN2YY4Xn9cbSnqcvl9ZRVwhpuuwD1IXXcdl25cck8YyUHcLIhIU6qTdMCalDXUdddxpf2K2lLcypQ0DA7jHqyRcZ4nG0/SZ+ljTcqace8bav8bWroGbn8y5z5orYDr5S4q9DwL4hYQ6hfKgdoDaktRDykVQz5jLfi6mMj1Ao6ckFsNgxBKC5DKg7oot16drBjwyfa+nZKGQWscrD1IgE8ASxOWjnvfhfa1DGdq2m9/MtveqFYHV1++Jl8KEgs4VHto6s5oaCqFjpqP/m8a52DNQdLD0sdcRTdmcu4D6wBc0X4paHxwPLlRuZMuz2AYBpWRUnKw5iDLpi0jwDz+EaNzk5SV2+fqRmnoFZECCXN1E05anbKatv42zl8/r7YUdXD8n3RgGHqGejjZdHJCXq5TUpeBf7gu2rqA4jGVtJRMqpGfhmFQmYr2Cup76lmVsmpC+89NUgb5nB/NMIBy9VVzAnpaJyrRaxQkFeAjfKZu2erl95QS1dB4tZU45Vj9MSw2C6uSJ/a+vSs+vpC5Hsp36aKp3uqU1UjkpGqqN+UMgyMWHxagjfzCwVrFBV2VNEHDYE+gj+oxgFL2KG1Qof3BIuH+4SyMWzj8mkwpuhqh7pRSZqwDDtYeJNQvlAVx45y9MFayN0NPMzR86Jnju5HcqFziguImVThpyhkGRyx+Qao2FrcdrDlIblQu8cETu0pMDFfCT6MmnwGmLYTgOCjXh1u+Onk1l29cpr571O7rk5dy+yS7bO0bBpu0caj2EAWJBfiafD1zksxCECZdhJOEEKxJXkNRfRGD1kG15biFKWcYSuuVK2tHbF5NbvTfoKSlxKXFQcJZLx2TCbI2KB6DDkYnOl6LyeSWj4nLO5WuuPGz1VbilNLrpbT1t004/DkmgqMheYlSvqsDVqesps/SR3FTsdpS3MKUMwwX6pX2EbOmhausBA7XHUYiWZO8xrMnytoI/R1KrkHjTA+fTlpY2qQr/7srlgGoPKD8n3TQNO9Q3SFMwkRBYoFnT5S9CRpKlNkUGmdJwhL8ffw5XHtYbSluYcoZhooWpTY6Oz5EZSVKGCkmMIbc6FzPnmjGOjCZdRNOWpm0kpMNJydtr/vbqD4Gg93KF6EOOFhzkPmx8+86etYtOKqzHGE2DRNoDmRJwhIO1xmGQZdUtigtF1Kjg1TVMWQb4lj9MVYmrXTfauc7ERAGaSuUrp06YGXySgZtg5xsPKm2FO9weRf4+CvzCDROU08TZW1lnqlGupW4WRCeoos8A8Cq5FVc67zGtc5raktxGbd8IwkhNgshLgkhKoQQT43y/DeEEBeEEGeFEHuFEGkjnrMKIc7Yb14bOzbqzGQvUtJcQtdQFyuTV7p8LF8fJfzQO3iXHELWJmgpgxvaf9PmxecRaA6cOnmG8p2QXqDMPtY4jitirxgGIZTwWuV+GOr3/PlcZGWS8lmeDO9blw2DEMIH+AVwLzALeFwIMeuWzT4E8qSU84DXgP9vxHN9UsoF9ts2pgiH6w5jFmaWTXNxuAmQHq18oVS39d55I0eYQgduuZ+PH8umLeNw7eFJ15zsNlqvKG1LdBJGOlJ3hITgBLIisrxzwuxNMNQL14q8cz4XSA5NJiM8Y1LkGdzhMSwFKqSUlVLKQeAV4IGRG0gp90spHd9ax4FkN5xX1xyuO8zC+IWE+oW6fKw0e1is6vpdDEN0JkRl6MYtX5m8kvqeeio7KtWW4lnKdyv3WRvV1TEGhqwfhT+dVsO5i/SVSphNB+twQPGkipuK6R26y2dRB7jDMCQBNSN+r7U/dic+D4zs0RAghCgWQhwXQjx4p52EEE/atytuaWm502a6oLGnkfIb5cOup6ukDXsMd2lZ7XDLqw7DkPaTuo7XZjJcfd2V8p0QnQVR09VW4pTTzafptfS67X07JvyClDCbDjxdUN63Q7YhjjUcU1uKS7jDMIx26TCq/y+E+CsgD/jxiIdTpZR5wCeBnwshZoy2r5TyeSllnpQyLzY21lXNquKI07rPMNg9hlYnVymZG5RZ0FVH3HJeT5IQnEBWZNakqfIYlcEe5X+hozCSr8mXe6bd490TZ21Uwm1t2vceF8YvJMQ3RPcXNO4wDLVAyojfk4Hblq0KIQqBfwC2SSmHl+lKKevt95XAAWChGzSNilbi1YdrD5MYnMiMiFFt4LgZ9hicGYb0fKXXvyN8oXFWJa3idNNpuge13355Qlw9BNZBZQGiDjhce5jF8YsJ8vVyRZ/j9SnXfjjJ1+TL8sTlus+PucMwnASyhBDThRB+wGPATdVFQoiFwHMoRqF5xOORQgh/+88xQD5wwQ2aRqWzT6naCVVxDsOgdZDjDcdZmey+OG1alMNjcDL9zDdQGd5ToQ/DsDJ5JRZp0b1bfkfKd4NvMKQuV1uJU+q667jSccW7YSQH0TOU/JhO3rcFSQU09zVT3q79OSh3wmXDIKW0AF8BdgJlwKtSylIhxDNCCEeV0Y+BEODPt5Sl5gLFQogSYD/wIymlxwxDXbsSW0+MUG8IyqmmU/RZ+tz6AUuKVP6e2htjyB1kblBc8lbtT5yaHzufUN9Q3bvloyKl8kWXsRrM/mqrccqRWiX86I7y6gmRtVHxsHSQH8tPzAeU0Jteccs6BinlDilltpRyhpTyWftj/ySlfNv+c6GUMv7WslQp5VEp5Vwp5Xz7/a/doedOtHQrEay4MPU+iIfrDuNr8mVJwhK3HdPXZxz/xqxC5V4H4SSzycyyxGUU1Rfp2i0flevl0F6tNIvTAUfqjpAckkx6WLo6AobzY9ovW40Pjic7MtswDHqhuVNZJBMbqp5hKKorIi8+z/txWgdRGRA1Qzdu+cqklTT3NnP5xmW1pbgXx+uvg/zCgHWAE40nKEgq8F6Z6q0M58f0UZ1UkFTAh00f6jY/NrUMg701dVzo+CeluYP6bqUuvyDJw83HnJG1UamGGdR+rXV+kv7d8lEp3w0xORCRqrYSpwyHP9UKI4Hu8mMFSQVYpIUTDdpvXDkaU8owtAwbBnU8BseXm/qGoVA3ZatxQXFkR2ZTVK/9EMKYGexRVvLqwFsAxcv1M/m5Nfw5IXSUH1sQt0ApW9VpufWUMgzNXUooSa0cw5G6IyQGJzI9XOXFTGkFiluuo6svPbvlt3H1sFKmqqP8Ql6C0r9KVRz5sYq96uoYA74mX5ZN029+bGoZhk71QklD1iFONJwgPylfvTitA98Au1uu/bpw0L9bfhsV9jLVtBVqK3GKI/zpqLRRlagMe9mqPt63+Un5NPY0cqVd+x7OrUwtw6BiKOlMyxl6Lb3qh5EcZBbqyi0P9g3mSL32Q19OkVLJL0xfpYsyVUcIT1Pv26rDuui26njN9Jgfm1KGoa1HmccaHeLn9XMfrjuM2WT2fjuBO+EIY1zZp66OMeBwy4/UHdGlW34TrVeg/dpHYRGNc6T2CNOCp6kf/nSQWah0W60+qrYSpyQEJ5AZkanLC5opZRi6B5SVzyEqrHwuqitiUdwign010nM/egZETjfccm/jeL1nrFdXxxgYsg6pX6Z6K+kF9m6r2s8zgOI1nG46rbtuq1PKMDjw9pvcUYevGXfcQWahsprUMuB8W5VxrBTXfXXSlb32FugauQK/C2daztAz1DNcMqwJ/Oy5GR1d0AzZhnQ3jXBKGgZvU1SnfJmtSNRYsnHYLdd+L6KE4ARmhM8Yfi11yVC/UpGko2okszBzT4JGwp8OMguh5SK01zjfVmUWxS0i0ByouzyDYRi8wJG6I8QFKvX4nsJsUrygQYtt7DulF4CPn66uvnQ9BKX6KFj6dGMYiuqKlHp8vxC1pdyM4/XTwfvWz8ePpQlLdefpGobBw1hsFo43HPd4mWqgnzLDum/QOvad/EOUzp46idc63PLipmK1pUyMir1KfDxNQ6GZO9Dc28ylG5e0FUZyEJsD4Sm6MAygvG9rumqo7qxWW8qYMQyDhzl//Tydg50e/4D52RvpDdnG4TGAcvXVfAE66jygyr0sjl9MgE+AfsNJFXuUnj9+KvXJGgdH65WqH83lxUCZRjhjHVQeBOuQ2mqcUpCov7JVwzB4mKL6IkzCxLJpyzx6HkeH1SHrOA2Doy2DDq6+/H38WZKwZPhLS1e01yhxcZ2EkY7WHSUmMIacyBy1pYxOZiEMdkHNB2orcUpKWAqpoam6CicZhsHDFNUVMTdmLuH+4R49j69ZCVMNWcZZ5x87E0ITlWoZHZCflE9VZxU1XdpPPN6E4/XVgWGw2qwcbTjKisQV2ilTvZWM1SB8dPO+XZG4gpONJxmwar8CENxkGIQQm4UQl4QQFUKIp0Z53l8I8Sf78yeEEOkjnvuO/fFLQgh9DL8dIzf6b3D++nmvxGl9Tcq/cnC8HoMQkLkerhwAq8X9wtyMozXD0TqdeQ0VeyAsGWI8V4DgLkpbS+kY6NBGG4w7ERAOKffowtMFJSTXZ+njVNMptaWMCZcNgxDCB/gFcC8wC3hcCDHrls0+D9yQUmYCPwP+r33fWSijQGcDm4Ff2o83KThWfwyJHI4xepIJh5JAuYod6IA67b9p08LSSApJ0tdqUuuQEg/PXK8YYo1TVF+EQLA8UeMjRzPXQUMJdDc731ZlliQswdfkq5sLGnd4DEuBCillpZRyEHgFeOCWbR4AXrL//BqwXig+6gPAK1LKASnlVaDCfrxJQVF9EeH+4cyKvtVOuh9HKMlinUDLiIzVIEy6uPoSQlCQVMCJhhMM6SDxCEBtMQx06iKMBEr4c07MHCIDItWWcnd01NYlyDeIRfGLdJNncIdhSAJGBnxr7Y+Nuo19RnQHED3GfXWJTdooqitixbQV+Jg87wSZJxpKAgiMhOQlujAMoIST+ix9nGk5o7aUsVGxR4mHZ6xWW4lTOgY6OHf9nPYWY45GwnwIitFNuXVBYgEV7RU09jSqLcUp7jAMo/nGt1623mmbseyrHECIJ4UQxUKI4paWlnFK9D43+m8QFxRHQbJ3yv2ig11sDDhjPdR/CD2t7hHkQZZOW4rZZNZP+V/FHkhZqsTFNc6xhmPYpE2bZaq3YjLZ82N7Ybxl2iqwIkkxtnqoqnOHYagFUkb8ngzU32kbIYQZCAfaxrgvAFLK56WUeVLKvNjYWDfI9izRgdG8ev+r3J9xv1fOt2l2AgAJ4ROcNZFZCEio3O8+UR4i2DeYhXEL9bGeobsFGs4oX2A64GjdUUL9QpkTM0dtKWMjsxB6W5XXWONkRWQRFxiniwsadxiGk0CWEGK6EMIPJZn89i3bvA08Yf/5Y8A+qfRPfht4zF61NB3IArRfmDwOvFXuJ0d3tMZO4gIIjNJVOOnSjUs092o88egwtDropiqlpKiuiGXTlmE2eb8D8YTIWKvc6+B9K4QgPymf4w3Hsdi0XQHosmGw5wy+AuwEyoBXpZSlQohnhBDb7Jv9GogWQlQA3wCesu9bCrwKXADeB74spRxHTwcDB0P2pLOvaYKGyOQDM9Yq8VoduOWOUIfm3fKKPRAUDdMWqK3EKeXt5TT3NQ93stUFIbHKa6uTPEN+Uj5dg12cv35ebSl3xS3rGKSUO6SU2VLKGVLKZ+2P/ZOU8m37z/1Syo9LKTOllEullJUj9n3Wvl+OlPI9d+iZiljsSWezjwv/0sxC6GmGpnNuUuU5siOziQmM0Xb5n82mfGHNWK/EwzWOIzSn+TLVW8kshNqT0NeuthKnLJu2DJMwaT6cpP13q8GYsNgUj8Hs40LoasY65V4HV19CCFYkruBow1GsNo06mY0l0HtdN/mFovoiMiMySQhOUFvK+MgsBGmFqwfVVuKUcP9w5sbM1Xx+zDAMk4SPQkku/EtDEyBhri4MAyjhpI6BDkpbS9WWMjqO19FhcDVM71Avp5tO66Ma6VaSl4B/uC7yDKCEk0pbS7nRf0NtKXfEMAyTBMeKZ19XPAZQrr5qjkN/pxtUeZbl05YjENq9+qrYA9PmQ0ic2kqccrLxJEO2IW222XaGj1lZI1KxF3QwE7wgsQCJ5Fi9dgdkGYZhkuDIMfhMNPnsILMQbBZl5KfGiQiIYE7MHG22x+hrVzp/6mS185G6IwSaA1kUt0htKRMjcz101ikdbDXOrOhZRPhHaDrPYBiGScKQTeLrI1wvj025B/xCdeWWn79+no6BDrWl3MzVg0rcO3OD2krGRFF9EUsTluLn4+JCSbVwlAPr4H3rY/JheeJyiuqLsEltVgAahmGSYLHahttiuISPr67c8vzEfGzSpj23vGKPEvdOXqK2EqdUd1ZT01WjzzCSg4gUpYW8DgwDKPmxtv42LrZp08OZUobBEWWZUAdSjTNkla5VJI0ksxA6quF6uXuO50HmxswlzC+Mw3WH1ZbyEVIqhjVjtRL/1jiOxm7e6ALsUTIL4dpRGOxRW4lTHL2otJofm1KGITJIcZPbe3XSlXMcDFhs+Jvd1KwvU19u+YrEFRTVacgtb7moxLt1lF9ICU0hJSzF+cZaJnM9WAehSruxewcxgTHkRuVqNs8wpQxDeJAvAB19gyorcT89AxZC/N1kGCJSISZHF4YBFLe8tb+Vyzcuqy1FoXy3cq8DwzBgHeCDhg/0WaZ6K6krwDfoo9df4xQkFVDSUkLnoPYqAKeUYXB4DDcmocfQO2ghyM+NYYvMQuXKa7DXfcf0EI7YuGauvir2QNwsCNd+B/lTjafot/ZPDsPgGwDpK3VzQZOflI9VWjnRcEJtKbcxxQyD4jHc6Jl8HkP3gIUQf3cahvVgHTDc8vEy0A3Vx3Sz2vlw3WH8TH4sSdB+knxMZG2AG1eh9YraSpwyL3YeIb4hmswzTCnDEDGJcwy9g1aC3BVKAkjLV9zyCn245flJ+ZxpPkPXYJe6QqoOK3FuHYSRQPGyliQsIdAcqLYU9+B43XUQTvI1+bJs2jKO1B1BaqwCcEoZhpgQfwBaugdUVuJ+ugcsBLvTY/ANgOmrdPEBAyVeqwm3vHw3+AZDqvYb0dV21VLVWTU5wkgOoqZDdKZuLmgKkgpo6m2ior1CbSk3MaUMQ3yYYhgaO/pVVuJ+egesBPu5eYRoZqHu3HJVw0lSKl9IGWvA7K+ejjHiCGHoev3CaDjyY0N9aitxiuO111S5NVPMMCRFKO5yfbv23zDjpWfQzR4DKPFa0IXX4GvyZXnicg7XHVbPLb9+GdqrIUs/YaSkkCTSw9LVluJeMjeApR+qtBe7v5WE4ASyI7O1kR8bwZQyDKnRQQDU3NB+pc14kFLSM2Ah2J1VSQCR6RCdBeW73HtcD7EyaSXNvc3qla0Ol6lqvw3GoHWQE40nKEgq8NqUQa+Rng/mAF2Fkz5s+pDuwW61pQzjkmEQQkQJIXYLIcrt95GjbLNACHFMCFEqhDgrhPjEiOdeFEJcFUKcsd88OuYqJVIxDNVtk8swDFhs2CTuTT47yNqgu7JV1dzy8l0Qm6u0Z9A4p5pO0Wfp09e0trHiG6iUrerA0wXlgsYiLRxvOK62lGFc9RieAvZKKbOAvfbfb6UX+IyUcjawGfi5ECJixPPfklIusN88OtHbEWrpH9LIClk30dGnVFlFBHqgAVpmoW7KVuOC4tQrW3WUqeokjDTpylRvJWsDtF3RRX5sftx8QnxDNJVncNUwPAC8ZP/5JeDBWzeQUl6WUpbbf64HmoFYF89rMILWbmVdRlSwr/sPrrOy1YKkAs40n/H+atKrh5Qy1ayN3j3vBDlce5glCUsI8g1SW4pn0GF+7EitdspWXTUM8VLKBgD7/V0nkgghlgJ+wEgz/qw9xPQzIYT2Szk0yI1exTA4Vna7leGy1V266La6KnkVVmn1frfV8l3gFwIpy7x73glQ01lDVWcVK5MnYRjJQVSGPT+2U20lY2Jl0kqa+1TMj92CU8MghNgjhDg/yu2B8ZxICDEN+D3wOSmHu519B5gJLAGigG/fZf8nhRDFQojilpaW8Zx60tPW4/AYPNRLP2sj3KjSV7fVWi+65VIqbRgy1oBZ+/MMDtUpQ5gmZX5hJFkb7fkx7Xdbdawl0Uo4yalhkFIWSinnjHJ7C2iyf+E7vvibRzuGECIM2A58T0p5fMSxG6TCAPBbYOlddDwvpcyTUubFxhqRqJEMewyeNAygi6svH5MP+Yn5HKk74r1uq81l0FHzUfhC4xyuPUx6WDqpYalqS/Es2RuV8F7lQbWVOCU2KJbcqFzvXtDcBVdDSW8DT9h/fgJ469YNhBB+wJvA76SUf77lOYdRESj5ifMu6pmSODyGiEAP5BhAqbKJmw2XtW8YAFYmr6S1v5WytjLvnNBhMHWQX+gd6uVk48nJHUZykLpCCe/ppNza0W1VC9MIXTUMPwI2CCHKgQ323xFC5AkhXrBv8yiwCvjsKGWpfxBCnAPOATHAv7ioZ8zYbNqPl4+VGz2DhAf6Yvbx4LKU7I1K1U2/+m9aZ+Qn5SMQHKr10tzqyzshYR6EJXrnfC5wsvEkg7bByR9GAiWsl7FGN/mx1SmrsUqrJprqufRNIqVslVKul1Jm2e/b7I8XSym/YP/5f6SUviNKUofLUqWU66SUc+2hqb+SUnp8hYdj9fNkWuTW1jvkufyCg6xNYLPAlf2ePY8biAqIYm7MXO+45b1tUHMCsjd7/lxu4FDtIYLMQSyOX6y2FO+QvUkZmtR8QW0lTpkTPYeogCgO1qof+ppSK58BZieGAXC+TnvDMSbKjZ7B4ZbiHiN5CQRE6MYtX52ymnPXz3G977pnT3RlH0ib8gWkcaSUHK47zLJpy/Dz0X6S3C04VqHrIAzqY/KhIKmAovoiLDaLqlqmnGGYkxQOQGm99kMiY6W1Z9DzHoOPWVnsVr4LbNpfILg6eTWA572Gy+9DUAwkLvLsedxAeXs5DT0NUyO/4CBsmhLm08kFzarkVXQMdHC25ayqOqacYRj2GOonj8fQ1NlPfFiA50+UvQl6WqDhQ8+fy0WyI7OJD4r3bJ7BalHKVLM2gkn7H6WDNUqIwmE0pwzZm5RwX2+b2kqcsiJxBWZh9l5+7A5o/93sZmYn2j2GusnhMfQPWWnrGWRauBcMQ2YhCBNc1v7VlxCC1cmrOVp/lEGrhyb21Z6Evhu6CCMBHKg9wOzo2cQGTbFy7+x7lXCfDlZBh/qFsih+kep5hilnGBwzGVonyXhPx2yJaeFemMAVFAXJS+Hye54/lxtYnbKaXksvxU3FnjlB+U4wmWHGWs8c34209rVyruUcq1OmmLcAkLgQQuJ1875dlbyKivYK6rvrVdMw5QzDZGsx3DBsGLzgMQDk3AsNJdBR553zucDShKUE+AQMh1DczuWdyqS2gHDPHN+NHKo9hESyJnmN2lK8j8mkeHXle8Ci/QvCVcmrAFT1GqacYZhsNHYqQ4cSvGYY7lPudXD1FWAO4J5p93Cw9qD7m5O1XVVKIB2vh8Y5WHuQ+KB4ZkbNVFuKOmTfC4NdcE39NQLOSA9LJzU01XMXNGPAMAw6x+ExeM0wxGRB1Ay49L53zuciq5JXUdddx5V2N7dfvmQ3jDn3uve4HmDAOsDR+qOsTl496TzmMZOxRhnec1n771shBGtT1nKi8YRqw3umtGEYtGi/7NIZjR39hAf6EuTu6W13Qgjly/DqQWUGgcZxVOAcqD3g3gNf2gFxs5Th8xrnZONJ+ix9UzO/4MAvCKavVgy6DlZBr01di8VmoaheHQ9nShqG+SnKnKAzNe0qK3Gd+vZ+7+UXHOTcqzQnu7LPu+edAPHB8cyJnsP+ajeu2O5tg2tHdeEtAByoOUCgOZB7pt2jthR1ydkM7deg5aLaSpwyP3Y+Ef4R7K9Rp9PAlDQMK2ZEA1BU4eFVsV6gsbPPe2EkBynLlFXQl7SfZwDl6uvs9bO09LqpXXvFHpBWyNninuN5ECklh2oPsWzaMvx9pvi4E0fbkks71NUxBswmM6uSV3Go9hBDtiGvn39KGob8GTEAHLvSqrIS15BScq21d3iWtdfwMdurPHaCzerdc0+AtSlKOanbrr4uboeQBKUMUuOUtZXR0NMw/BpMacISYdoCuKh9wwCwLmUdXYNdfNjk/QWlU9IwLE6LBOCDKu2vhLwbbT2DdPVbSI8J9v7JszdDbyvUfOD9c4+TzIhMUkJT3GMYLAOKx5CzWRernfdW78UkTFM7vzCS3K1QVwydDWorccryxOX4mfxUCSdp/53tAQL9fNSW4BaqWpXJVNNjVJjbm1kIPn5w8V3vn3ucDFd5NJygZ8jFaV5Vh2GwWzdlqvuq97EobhFRAVFqS9EGM+9X7i9tV1fHGAjyDWJZ4jL21+z3+izoKWkYJgtXryutw9OjVfAYAsKUEsCyd3RR5bEudR1DtiGO1B1x7UAXd4CvvcJF41R3VlPRXsH61PVqS9EOsTkQnQll2r+gASUMWtddR3m7d8fqGoZBx1Rd78HHJEiJUsFjAJi5VanyaDynzvnHwYLYBUT6R7Kv2oVKKptNyS9kFoKvlxP+E8Dxt65NNfILwwgBM7conl/fDbXVOGVNyhoEgr3Ve716XpcMgxAiSgixWwhRbr+PvMN21hHT294e8fh0IcQJ+/5/so8B9Qrh9jGY9e193jql26lq7SE5MhBfT05uuxs59ylN9XQQTvIx+bAqeRWHaw8zZJ1glUftB9DdCLMecK84D7G3ei+5UbkkhSSpLUVbzLxfGTqlg2aQMYExLIxbyJ5re7x6Xle/UZ4C9kops4C99t9Ho2/E9LZtIx7/v8DP7PvfAD7vop4xs3FWPAC7Shu9dUq3U9Xao04YyUFIrDJXt+wd9TSMg/Wp6+ka6uKDxgkmzMveUfIqOpjtfL3vOiUtJYa3MBpJi5Wqsov6eN8WphVy+cZlqjurvXZOVw3DA8BL9p9fAh4c645CWZu/DnhtIvu7yn3zpgGw45w+DYOUkqrrvaRHqxRGcpC7VekZdL1CXR1jYEXSCoLMQb7hDiwAABxbSURBVOy+NoH2y1LChbchY62SX9E4+2v2I5FGfmE0TCYlnFSxF4a0HzFw/A/3VHvPa3DVMMRLKRsA7Pdxd9guQAhRLIQ4LoRwfPlHA+1SSscMu1rAaz6vYy2DXktWW7oH6B5QqVR1JDO3Kvc6uPry9/Fndcpq9lXvG//oxIYz0FENufd7Rpyb2Vu9l+SQZLIistSWok1yt8JQry5W7yeGJDI7erZXw0lODYMQYo8Q4vwot/EEWlOllHnAJ4GfCyFmAKN187pjeYsQ4km7cSluaXF9BaufWd9590uNXQDkxIeqKyQiRVnopZMqj41pG7kxcINTTafGt2PZOyB8dFGm2jHQwYn6E2xI3zB1m+Y5I32lsnr/wtvOt9UAhWmFnLt+jsYe70Q4nH47SikLpZRzRrm9BTQJIaYB2O+b73CMevt9JXAAWAhcByKEEI7ub8nAHSdTSCmfl1LmSSnzYmOn2ASqUbjYoBiGmdM0ENaYaV801FGrthKn5CflE2gOHF84yRFGSs+H4GjPiXMT+6r3YZEWNqXrY7KcKvj4Kl7DpR0w1K+2GqdsSNsA4DWvwdXL5reBJ+w/PwG8desGQohIIYS//ecYIB+4IJUVG/uBj91tf08S4Kv8+c2d2n9j3EpZQyfxYf5EBXutkOvOzLJHBy949d83IQLNgaxMWsmea3uwjrWdR8tFaC2H3G3Ot9UAO6/tJCkkiVlRs9SWom1mPQQDnboIJ6WFpZEVmTWx/NgEcNUw/AjYIIQoBzbYf0cIkSeEeMG+TS5QLIQoQTEEP5JSXrA/923gG0KICpScw69d1DMu7purJKDf12FlUlljF7la8BYAYjIhYS6cf0NtJWNiQ9oGWvtbOdNyZmw7XHgLEB/lUzRMe387J+pPsCl9kxFGckbGans46S9qKxkTG1I38GHzh1zv83zzT5ea+EspW4Hbyh6klMXAF+w/HwXm3mH/SmCpKxpc4eGFybxxuo7q1l61JEyIQYuNiuYuVmdrKKQ2+2HY+324cQ0i09RWc1dWJq/E38ef3dd2szh+8d03lhLOvw5p+RA2zTsCXWBfjRJG2piu/ZJa1fHxVYoJSv+ihJM0vmhxY/pGGnsbGbR6fjypvjOwLrJiRjSBvj5YbNpv6TCSyuvdDFkludNUTjyPZPZDyn3pm+rqGAPBvsHkJ+azu2q383BS03m4fhnmPOwdcS6yq2oXySHJRhhprMx+UBn5ecW7K4snwoyIGXx/xfdJDEn0+LmmtGEwmQRzksIoqdXXwJ6yhk4A7YSSQJlklrgISvURTrp3+r009zVzuvn03Tc8/7pSjaSD1c7t/e0cbzjOxvSNRhhprExfDYGRitdgMMyUNgwAC1IiKK3v1NWYz7KGLvzMJjLUXsNwK3MehoYSaHXzfGUPsDplNYHmQLZX3qXLpiOMlLEGgmO8JW3C7KvZh1VajWqk8eAIJ13aoYvFbt5iyhuG+SkRDFpsw+sC9EBJTTu5CaGY1eqRdCd0FE4KNAeyPnU9u6/tvnPvpLpT0F4Ncx7xrrgJsqNyB6mhqeRG5aotRV/MfkhppV6u/d5J3kJj3yzeZ36yff6zTsJJQ1YbZ2s7WJQ2ar9CdQlPhpR7dFOddN/0++gc7LzzwPVzrym9kXK1X43U2NPIB40fsDVjqxFGGi/pqyAkHs6+qrYSzTDlDUNyZCDRwX6U1OjDMFxs6KJvyMqiVA0aBoA5H4PmUmg8r7YSpyxLXEakfyQ7KkcZ9WizKp5P1kYICPe+uHHy3tX3kEi2ZGh/DrXm8DEr79vLO6FXny1y3M2UNwxCCOanROjGMJy6prxxF2vRYwAl7GIyw9lX1FbiFF+TLxvTN7K/Zj+9Q7eULFcdUVpsO8JjGufdyneZFzuP1LBUtaXok/mfANuQbtY0eJopbxhACSdVtHTT1T/BPv1e5FR1OwlhASRGBKotZXSCo5Wr7LOvgnWcjepU4L7p99Fv7WdfzS2rX0teBv8wXfRGutR2ics3LrM1Q/shL82SMA9iZ0LJn9RWogkMwwAsSI1ASiip6VBbilNOX7uhXW/BwfzHoLsJrh5QW4lTFsQtYFrwNN6tHNEEcKBb6Y00+0HwU7mt+RjYfnU7ZmE2qpFcQQiY9yjUHIe2q2qrUR3DMKCEZcwmwbFKzy81d4XGjn7q2vu0mXgeSfZmJS5fov1wkkmY2DZjG8fqj33UufLCWzDUAws+pa64MWCTNrZXbic/KZ+ogCi15eibuY8q9+deu/t2UwDDMAAh/mbmp0RQVNGqtpS7cuqaMqN2UWqEykqcYPZXcg1l78KA9suAH8h8AJu08c4V+0yJkpchKkOpsNI4JxtP0tzbbISR3EFECqQVKPkxqa9uCO7GMAx2VsyI5mxtO50azjMcqbhOiL+ZOUnar5Jh/uNg6dNFv/uU0BSWJCzhzYo3kW1XlUHx8z+phBc0zhvlbxDqF8qalDVqS5kczH8MWiug5oTaSlTFMAx2ls+Ixibh5FVtlqtJKTl0uYXlM6Lx1drCttFIXqJcdZ/5g9pKxsRDmQ9R01XDqQ/+AxDKF4TG6RjoYM+1PWzN2EqAWdsN4HTD7IfALwROveR820mMDr5hvMOi1Ej8zSbNhpOuXu+hrr2PVVrqqHo3hICFn4ZrRdByWW01TilMKyTYN5g3a3bD9FVKWEHjvFv5LoO2QR7J0sfKbF3gHwJzP66sYenTRwm7JzAMg50AXx/y0iM5ekWbCejD5YquVVna79kzzMK/UtY0nHpRbSVOCTQHsjlqPrvNNnrmfVxtOU6RUvLa5deYEz2HnKgcteVMLhY/oYRBz/1ZbSWqYRiGEayYEcPFxi6udw+oLeU2Dl1uIS06iLRojTXOuxshccpwmzN/0EWDsgfbmugzmXgvwKUxJV7h3PVzVLRX8Ei24S24ncSFyrqG0y9N2SS0S4ZBCBElhNgthCi3399WRymEWCuEODPi1i+EeND+3ItCiKsjnlvgih5XcQy+2VvWpKaM2xi02DhW2cqqLJ2EkUaS9znob9f+2M+OOuaXHyLLHMafKt5AavwL4fXy1wk0B3Lv9HvVljI5WfwENJ6D+g/VVqIKrnoMTwF7pZRZwF777zchpdwvpVwgpVwArAN6gZFtDL/1/7d35+FRlfcCx7+/ZLKQhLCHsAQIJAHCorIJRLzIIrhUhIKCQClIK1aFctUiF/vcqlS0tlZ7q3IRFyqiIG6gIMomoLIEkDUJIAESICQQlpCQbea9f5yhN8GQbc6Zk0nez/PkSebMmfP+TjKZ3znvevV5pVQl11q0RpeW4bRuVI81B2pWYkg8nk1eoZMBvlSNdFW7W6FxB0h8x+5IyrdrEaJcjIufQHJ2cuWX/bTB5cLLrE5dzR3RdxAa4EN3kL6k2xgICDHuGuogTxPDCODqb24RcG8F+48GViulauRamiLCsC6RbDl8tkZNj7FmfwZBDj8SYnwwMfj5Qc9fGyNKzxyscHdbOIuMXigxQ7ir6yTqB9ZnSdISu6O6rs+OfMaV4ivcF3ef3aHUXsENjPVF9i6DK+ftjsbrPE0MzZVSpwHc3yMq2H8s8ME12/4sIntF5O8iEnS9F4rIb0UkUUQSs7KyPIu6HMO6RFLodLExxboyqsLpUqzan8GgThGEBtX8uu8y3TjemL56x0K7Iylb8pfGhHm9pxISEMLImJGsPb6WzLxMuyP7GafLyeKkxfSI6EGXpl3sDqd2u3kaFOXVya6rFSYGEVkrIvvL+KrSWoci0gLoBqwpsXk20AnoDTQGZl3v9UqpBUqpXkqpXs2aWVfX3rNtI5qGBbLmQIZlZVTF9tRssnIKuLu79eu8Wia0iTEPzY9LILcGdgfesRAatIHYoQCM7TgWp3Ly0aGa1ytlY/pGTl4+yYT4CXaHUvtFdjO6Lm9fYNxV1iEVJgal1BClVNcyvj4Hzrg/8K9+8Jd3iXUf8KlS6t+/YaXUaWUoAN4B+nh2Op7z9xOGxjdnQ3Im+UUVLBTvBV/sPUW9AH9u6+SDDc8l9XvU6AKY+JbdkZR2arcx0rnPVPDzByAqPIoBrQfwUcpH11/dzSbvHXyPlqEtuS3qNrtDqRv6PgKXTtb8zhMm87QqaQUwyf3zJKC83944rqlGKpFUBKN9okas7jKsSyS5hU7bq5OKnS6+2p/BoM4RhAT6aDXSVRGdjem4t/0vFOXbHc3/2/IKBDWAnpNLbR7XaRzn8s+xKrWMRXxscvDcQXae2ckDnR/A4efj7wdfEXs7NImBra/Xqa6rniaGF4ChInIYGOp+jIj0EpF/VyiLSDsgCvj2mte/LyL7gH1AU2Cuh/GY4paYpjQPD2LpjhO2xrH1aDbncgv5RfcWtsZhmv6PQd7ZmrOIz7mfIGkF9J4CweGlnkpomUDHRh1ZuG8hTpf9d44Aiw8uJsQRwqjYUXaHUnf4+RltDSd3Qtp2u6PxGo8Sg1LqnFJqsFIq1v092709USk1tcR+x5RSrZRSrmteP0gp1c1dNTVBKXXZk3jM4vD3Y0zPKL49lMWpC/YNzFq+M436QQ4GdqyoTd9HtBsALW6A7/8JLlfF+1vt+/8BvwC4+eGfPSUiTO0+lWOXjvHNiW9sCK609Jx0VqeuZmTsSOoH1rc7nLrlxgcguCF896rdkXiNHvl8Hff3jsKlYPnOdFvKP3u5gFX7Mvhlz9YEB/jbEoPpRKD/dDh3GFJsrqLJOWM0ht84Duo3L3OXoW2G0i68HQv3LrR9wNub+97ET/yY3GVyxTtr5goMhX6PQMqXdWbAm04M1xHVOIRbYpqydEcaLpf3PxSW7kij0OliQt+2Xi/bUvH3GnW2G/5s713D1tfBWWgkquvw9/NnareppJxPYVP6Ji8GV1paThqfH/mc0XGjaR5adhLTLHbzNOOuYeML9sbhpQsUnRjKcX/vKE5euMKWI96dWK/Y6eL9rcfp36EJMRFhXi3bcv4OGDgbMg/C/o/tieHSaaMRvNtoaNKh3F3vbH8nrcJasWDfAtvuGhbsXYDDz8GD3R60pXwNow2q/2Nw6CujvcEOGfvhraFw9ojlRenEUI7buzSnSWggC7d4dw3YdcmZnLqYz6/61bK7hau6jILmXY27Bju6g26cB65iuG1OhbsG+AUwpesU9mbtZUPaBi8EV9qJSydY+dNKxsSNISKklrQ1+aqbH4J6jWHDPO+XrRR8/bSxiFBoE8uL04mhHEEOf6YOaM+mQ1n8mOa9udnf/e4YLRoEM6RzLa028PODQX+E86mwe7F3y846BLvfg94PQuPoSr1kVOwo2jdoz8s7X/b6uIb5e+bj8HMwpesUr5arlSGoPiRMhyPfeL+H0pG1cHQD/McsqGf9mu86MVRgYr+2NAwJ4J/rD3ulvO9/OssPR88xJSEahy+s1FZdccOMVd6+/QsUenHqrHXPQEAo3PpkpV/i8HPweK/HOX7pOEtTlloYXGk/Zv7IyqMrGd95PM1CfHyAY23R+zcQ1hxW/wG81Y3ZWWzcLTRuD728U51Yiz95zBEW5GBKQjRrkzI5cOqipWUppXhpTQqR4cFMrK3VSFeJwJBnIOcUbHrJO2We2AbJX0DCDAit2oSEA1oNoF+Lfryx5w0uFlj7PgBjTqTntz1PREgED3V/yPLytEoKCoPb/2z0Ttr1L++UuWsRZCXD0GfBEeiVInViqIRJ/dtRP8jBP9db2+izLimT3ScuMH1wbO3polqedglwwwPw/T8gM8nasooLYOUMCG8F/X5X5ZeLCE/0foLLRZeZv2e+BQGWtvzQcpKyk3iy15OEBIRYXp5WBd1GQ9tbjLvPPIvXiL9ywWgTa9PfWPTKS3RiqIQG9QKYcks0q/dnWLb0p8ul+OvXKbRrEsKYXq0tKaNGun0uBIXDyt9b2311898gKwnufsXol14NcY3iGB07miXJS/gx07r1Gs7nn+cfu/9Bn8g+DGs3zLJytGoSgTtfgvxLRnKw0ldPGcln+DyjXC/RiaGSHh7YgbZNQpjz6X5LJtdbsv0EyRk5zBwaR0Btblu4VmgTIzmkbYXdFt2aZ+w3EkP3+yHudo8ONbPnTFqEtmDOljnkFZnfNqKUYt62eeQW5TK7z2zEix8GWhU0j4e+DxtTch/7zpoykr6APR/AgMehpXcXt6xDn0CeCQ7wZ+69XUk9m8vrG8ytUjp+LpfnVyUxILYp99zgw9NrV9eNDxjTZXz9R2P+IjM5i2HFo0ZPjuGeD04KCwzjuYTnSMtJ4+WdL5sQYGmfHP6E1cdW88iNjxDTKMb042smGviU0SD88YOQa3JNQu5Zo+ozsnuVOkqYRSeGKhgQ24x7b2zJG9/+xKEzOaYc0+lSPL5sD/5+wl9Gd6+bV4gicO/r4OeApROgwMQps76eYzQU3vkShDQ25ZC9I3szMX4iS1OWsjl9synHBDhy/ggvbH+Bvi366sFsviCoPox516jq+fQh86pClTKSQsElGDnfaw3OJenEUEVP3x1P/eAApr23kwt5hR4f783NR0k8fp5n7ulCiwb1TIjQRzVsA6PfMnpfrHjMnKH/ie/AtvnQ93fQZaTnxytheo/pxDSMYdamWRw+73lX5ryiPJ749glCA0KZN2AefqL/NX1Ci+5G/f+RtfDdK+Ycc92zRu+5wf8Nze1ZpU+/+6qoaVgQ8yf0JO18Hg8v3kVhcfWvElbtO81fvkrmjq6RjLyplYlR+qgOg4yBbwc+gS1/9+xYqZtg1RMQMwSGPmdOfCUE+Qfx2uDXCHYEM23tNDJyq7/i35XiK0xfP53US6nMGzCPpvV8cG3vuqzXFGM0/7pnYY+H41x2LIQtLxvrg/R7xJz4qkEnhmroE92YF3/ZnR+OnuPpz/ZVaw6dDSmZzPhwNz3aNOJv991QN6uQynLLTPc/2TOw8cXq3Tkc+86okmrcAUa/bczPZIGWYS15Y8gb5BXlMe2badUa35BfnM/09dPZnrGduQlz6deynwWRapYSgRGvQfQAo0ppTzXXGzm4AlY9CXHD4c6/erUX0rU8SgwiMkZEDoiIS0R6lbPfcBFJEZEjIvJUie3RIrJNRA6LyFIR8X5lWjWN6tGa6YNiWJaYzrTFO8nJr/xUCRuSM5n23k46Rtbn7cm9fX91NjOJwKg3jfENG583uutVpe52z4fwrxEQGgHjP4LgBtbFCnRs3JFXb3uVEzknGPvFWJKzkyv92osFF5mxYQbbTm/juYTn+EWHX1gYqWapwBAYt9RYI/rTaUY1ZmUvalwuY5Dnsl9By5ssvZipLE/vGPYDo4DrzkksIv7Aa8AdQDwwTkTi3U+/CPxdKRULnAd8qsVt5tA4nr6rM2uTMhnx2nccrqBB+nJBMbM/2cfkd3cQ3TSURZP7EB4c4KVofYi/w7gC6/s7o43gX/cYXU7Lc+U8rJljXLG16QtTv4FG3hk93qdFH94e9jZFriLGfzmejw99XOFd5Lrj6xjx2Qi2n97OM/2fYUTMCK/EqlkoMATGfQjtB8IXv4cPxsLFk+W/Ji8blo6H9XONgXOTVlZ7nI2ZxIyphEVkI/CEUiqxjOf6AX9SSg1zP57tfuoFIAuIVEoVX7tfeXr16qUSE39WlG1++Okcjy7Zxfm8QgZ3bs7Evm3p36EJDn8/lFKknMlh7cEzfLA9jdMXr/CbW9szc0hc3Rjd7AmlYOe7RrVS/kXo8Svo+kvjqiqoPhQXwoXjsHeZkUAKLkHPX8MdL9nSkyM7P5tZm2ax9fRWohtEc3/H+7m7/d2EB4YjIlwsuMim9E2sTl3N5pOb6dS4E3MT5tKxcUevx6pZyOU0pnVf/xyIvzFhY9wwaN3HuOhxFhuDLbe/abx3XUXGNBs3P2R59ZGI7FRKXbd259/7eSExjAaGX13qU0QmAjcDfwK2KqVi3NujgNVKqa4VlVfTEgNAZk4+i74/xofb0ziXa/RWqhfgT4C/cCm/GIAebRoy5654era1fnbEWiUvG7590fhHUk4QPwiLhMsZcHW12M73GDNPRlb49rGU0+Xky9QvWZq8lL1n9wLgEAdhgWHkFObgVE6a1WvG2E5jmdx1MgF++o6x1spOha9mG7OxuoohMMx47xZcMp53BBuDLvs+DBGdvRKSaYlBRNYCkWU8NUcp9bl7n41cPzGMAYZdkxj6AM8CP1yTGFYppbpdJ47fAr8FaNOmTc/jx49XdG62KCh2subAGVKzcrlcUEReoZOurRowuFMEEeHBdofn2/Ky4eQuOJlo/NM1jDIamFv1hGZxdkf3MwfOHeCHUz+QW5TL5cLLNAhqwMCogcQ3idfdUeuS/ItwdCOkbjbG6tRrZCwn2/ke08bWVFZNumOo9VVJmqZpvqCyicEbly07gFh3D6RAYCywQhkZaQMw2r3fJOBzL8SjaZqmlcPT7qojRSQd6Ad8KSJr3NtbisgqAKVUMfAosAZIApYppQ64DzEL+E8ROQI0Ad7yJB5N0zTNc6ZUJXmbrkrSNE2ruppUlaRpmqb5EJ0YNE3TtFJ0YtA0TdNK0YlB0zRNK0UnBk3TNK0Un+yVJCJZQM0c+vxzTQGT1/2rMfS5+a7afH763K6vrVKqWUU7+WRi8CUikliZ7mG+SJ+b76rN56fPzXO6KknTNE0rRScGTdM0rRSdGKy3wO4ALKTPzXfV5vPT5+Yh3cagaZqmlaLvGDRN07RSdGKwiIgMF5EUETkiIk/ZHY+ZRCRKRDaISJKIHBCRGXbHZDYR8ReR3SLyhd2xmElEGorIchFJdv/9+tkdk5lEZKb7PblfRD4QEZ9dHUtE3haRTBHZX2JbYxH5RkQOu79bshykTgwWEBF/4DXgDiAeGCci8fZGZapi4HGlVGegL/BILTs/gBkY08TXNq8CXymlOgE3UIvOUURaAdOBXu4lgv0x1n/xVe8Cw6/Z9hSwTikVC6xzPzadTgzW6AMcUUodVUoVAh8CI2yOyTRKqdNKqV3un3MwPlxa2RuVeUSkNXAXsNDuWMwkIuHArbjXPVFKFSqlLtgblekcQD0RcQAhwCmb46k2pdQmIPuazSOARe6fFwH3WlG2TgzWaAWklXicTi364CxJRNoBNwHb7I3EVK8AfwBcdgdisvYYy+m+464mWygioXYHZRal1Engr8AJ4DRwUSn1tb1Rma65Uuo0GBdoQIQVhejEYA0pY1ut6/4lImHAx8DvlVKX7I7HDCJyN5CplNppdywWcAA9gDeUUjcBuVhUFWEHd337CCAaaAmEisgEe6PyTToxWCMdiCrxuDU+fEtbFhEJwEgK7yulPrE7HhMlAPeIyDGMKsBBIrLY3pBMkw6kK6Wu3t0tx0gUtcUQIFUplaWUKgI+AfrbHJPZzohICwD390wrCtGJwRo7gFgRiRaRQIwGsBU2x2QaERGMeuokpdTLdsdjJqXUbKVUa6VUO4y/23qlVK246lRKZQBpItLRvWkwcNDGkMx2AugrIiHu9+hgalHjutsKYJL750nA51YU4rDioHWdUqpYRB4F1mD0jHhbKXXA5rDMlABMBPaJyI/ubf+llFplY0xa5TwGvO++YDkKTLY5HtMopbaJyHJgF0bPud348ChoEfkAGAg0FZF04L+BF4BlIvIgRiIcY0nZeuSzpmmaVpKuStI0TdNK0YlB0zRNK0UnBk3TNK0UnRg0TdO0UnRi0DRN00rRiUHTNE0rRScGTdM0rRSdGDRN07RS/g9TldsXykLiKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 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": [
    "### Imagens ou dados 2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Criando o gráfico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figura"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 288x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "fig2 =plt.figure(figsize=plt.figaspect(2.0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Eixos\n",
    "###### Todo gráfico é montado em relação a um Eixo. Em geral, um subgráfico é suficiente. Um\n",
    "###### subgráfico é um eixo num sistema de grades."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-c082d3944d38>:1: MatplotlibDeprecationWarning: Calling add_axes() without argument is deprecated since 3.3 and will be removed two minor releases later. You may want to use add_subplot() instead.\n",
      "  fig.add_axes()\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig.add_axes()\n",
    "ax1 = fig.add_subplot(2,2,1) # linha-coluna-número\n",
    "ax3 = fig.add_subplot(2,1,2)\n",
    "fig3, axes = plt.subplots(nrows = 2, ncols = 2)\n",
    "fig4, axes2 = plt.subplots(ncols = 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Rotinas de plotagem\n",
    "### Dados 1D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7f31dc59afd0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "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)\n",
    "# Plota retângulos verticais (comprimento constante)\n",
    "axes[0,0].bar([1,2,3], [3,4,5])\n",
    "# Plota retângulos horizontais (altura constante)\n",
    "axes[1,0].barh([0.5,1,2.5], [0,1,2])\n",
    "# Plota uma linha horizontal através dos eixos\n",
    "axes[1,1].axhline(0.45)\n",
    "# Plota uma linha vertical através dos eixos\n",
    "axes[0,1].axvline(0.65)\n",
    "# Plota polígonos preenchidos\n",
    "ax.fill(x, y, color='blue')\n",
    "# Preenche entre valores-y e 0\n",
    "ax.fill_between(x, y, color='yellow')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dados ou imagens 2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.Rotinas de plotagem"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.Customizando\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.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": [
    "### 6. 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": 9,
   "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 plotaLinha2():\n",
    "    plt.xlabel('X')\n",
    "    plt.ylabel('Y')\n",
    "    plt.title(\"Titulo deste gráfico\")\n",
    "    plt.plot(x,y)\n",
    "    \n",
    "def plotaLinha3():\n",
    "    plt.xlabel('X')\n",
    "    plt.ylabel('Y')\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": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaLinha()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaLinha2()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaLinha3()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotBarra1():\n",
    "    plt.bar(xBar,yBar, color=azul)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarra1()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Desenhando um gráfico de barras horizontal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 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": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotaBarDupla1():\n",
    "    grupos = 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(grupos)\n",
    "    bar_larg = 0.4\n",
    "    transp = 0.7\n",
    "    plt.bar(indice, media_chico, bar_larg, alpha=transp, color=azul,\n",
    "label='Chico')\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": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaBarDupla1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Desenhando um gráfico de pizza"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plota_pizza_1():\n",
    "    labels = ['Corinthias', '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 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": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADuCAYAAAAOR30qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xl8VOXZ//HPNZnsGzuEPWwRQUQ01YoKRk217oi11qpt1Vbbau3+WKst7ctWf3bBulSr1aq1rU8r1Xncii1aUFnCEhK2sCUQQlZIyJ7Mcv/+OCcmIAiZTHJmud6+5kWY7Vxg8uWe+1znvsUYg1JKKee5nC5AKaWURQNZKaXChAayUkqFCQ1kpZQKExrISikVJjSQlVIqTGggK6VUmNBAVkqpMKGBrJRSYUIDWSmlwoQGslJKhQkNZKWUChMayEopFSY0kJVSKkxoICulVJjQQFZKqTChgayUUmFCA1kppcKE2+kClDqWJSWVScBoIBmI73lbkJP1XydrU6o/iO6pp5ywpKQyDsgCxgPj7NuRXw//hLdwL8jJ8vd3nUoNJB0hqwGxpKRyCjAXOMf+dSr6/afUYfQHQoXckpLKeOA07PA1xswVkZEOl6VU2NNAViGxpKRyJnAtcJ4x5lMiktL1mIg4V5hSEUQDWQVtSUnlWOALgUDgRpfLNbPrfg1gpYKjgax6ZUlJ5SBgYcDvv1FcrnNExOVyhVn3pMhc4CzAZ9+8QCNQ9dHNmAbnClTq6DSQ1XEtKalMBC4LBAJfFJHPikiCKy7O6bI+5goRN+B+BS6Ohx9/4pNF2oFqukN6P7AV2ABsxJimfi5XqY/RQFbHtKSkcqQJBO42cIfL5coMu5Hwx30fmPZfmH3h8Z+bBEywb0cyiOwCCu3bBqAQY/aHrlSlPk4DWX3MkpLKyR3tbffFJyRe73K5EiJoRngEUJkM2X18HwGm2LeF3fdKBfA28BbwDsY09vE4Sh1GA1l9ZElJ5fSO9rYHExKTLktMSg774bADxgC32DcvIh9ihfObGFPsaGUqKmggK/6+uXxKZ0f7r5JSUq9ITEqOoAGxo+KBefbtQUT2YYXznzFmuaOVqYilgRzDlpRUjm9tbvp/SSmp1yanpumIuG/GArcBtyFSAjwLPI8x1c6WpSKJ/hDGoCUllXHPflj0c7/ftyMlLf268Otbi3g5wENAOSJLELkUkfBrS1FhR38QY8zv3lx+TvOhhl2Dhg7/cVycO8HpeqJcPHA18DpQhsjP0EvI1SfQKYsY8cQ7K5Pj3O6nRmdPvkFHxI4YC9wHfA+RJ4GHdDpDHUl/MGPAo2+tuDpzyLC9w0ePvVHD2HHJwLeBUkR+oyNm1ZOOkKPY795cPiw5Ne3F0dmTL9b1JcJOVzDfriNm1UVHS1Hq0bdW3Dp89NjSoaOyNIzDW88R868QyXS6IOUcDeQok7fguqRH3njv72MmTXk6MTk5zel61AlLBr4LbEXkc04Xo5yhgRxFbvzej6ctvOPu4nFTchYe/9kqTGUBLyPyJiJ9vQT8qETkXhHZLCJFIlIoImfa988QkRUi8n8icnsv3/OnIlJhv98mEbmiD/U1B/vaSKdzyFHizl8uvvSChde/mDF4yGCna1EhcQmwGZGfAb/GGG8o3lREPg1cBswxxnSIyDAgAcAYsxk4tw9v/1tjzK9EZDqwQkRGGGMCfa86dugIOcLl5uW7/ufx534899Irl2gYR51k4JfAenuN51DIAuqMMR0Axpg6Y69iJyL3i0iBPcL9g9gnH0RktoisskfU/xSRT/w+M8ZsxVqHepiIXC4iq0Vkg4j8u2srL3tE/b2u19jHnNjzfcTysP1YsYhcF6K/g7ClgRzBcvPyk6+85Y6Xz8jL/1lCYpJe5BG9ZgIr7Da5+D6+11JgnIhsF5EnRGRej8ceM8bkGmNmYv1jcJl9/wvAD40xs4Bi4CefdAB7CiQA1ALvA2cZY04D/gb8oBe1LgBmA6cCFwIPi0hWL14fcTSQI9Q1t39rzBe/+6OVJ59x1kKXy6VtFNFPsLoxliMyLtg3McY0A6cDX8UKzJdF5Ev2w+fbo9liIA+YIVbXxyBjzH/t5zwPnHeMt/+2iBQCvwKuM8YYrAti/mW/5/eBGb0o9xzgr8YYv7FaAv8L5Pbi9RFHAzkC3fCde3IvueFL68ZNyTnV6VrUgDsL2IDIJcG+gR1w7xljfgJ8E7hGRJKAJ4CFxphTgKexFvHvjd8aY2YbY841xqyw73sUa+R9CvC1Hu/p4/D8OdqxYm6goYEcQXLz8uXyL3310ryrr3tryIhReoVX7BoKvIHIA71dtEhEckRkao+7ZgN76A7EOhFJw16Y3xhzCKgXka6TfTdijVRPVCZQYX99c4/7y4A5dk1zOPqmAsuB60QkTkSGY43M1/Ti2BEnYgJZREaJyN9EZJeIbBGRN0VkWi9e/+EJPOfuI7avP2r7jYjcLiI3neixQyE3L18Gjxh53RVfvv1Pg0eMHDqQx1ZhSYAfAf9GZFQvXpcGPG//DBUBJwM/Ndamr09jzRG/ChT0eM3NWPO3RVgB/rNeHO+nwN9FZAVQ1+P+V4Ah9hTHHcD2o7z2n0ARsBFYBvzAGFPVi2NHHLGmecKbfbb3Q+B5Y8yT9n2zgfQeH42O9do4Y4z/BI9TBpxhjKmzf99sjHH84orcvHzJHDp8wee+8e0nhmWNGeF0PWHCvSAn67D/r1eI/BZo+yGcPddaOD5WVAPXYMwHThei+iZSRsjnA96uMAYwxhQC7x+tLUZE5ovIuyLyF6x/8T8a7dqPvSci/xCRbSLykt1ecxcwGnhXRN7tOo6IPCAiG+22n4+17IjIbXar0EYReaVrhC0i19p1bRSRoHeQyM3Ll/TBQy5fePtdj2kYq2MYiTVSXuB0IapvIiWQZwLrjnL/J7XFfAq41xhz8lFedxpwN9bHtUnAXGPM77C2gj/fGHO+/bxUYJUx5lSs+azbjvJeS+xWoVOxtpG/xb7/fuAz9v1BX7WUmpF58cLb735yxNjxvflYqmJPEvB3RL7pdCEqeJESyMfySW0xa4wxpcd43RpjzD77KqJCYOIxnteJtbg4WP8gHO15M+3LTYuBG+hu6/kA+JOI3AYEtVvEvCuvuWjhHXc/PWr8hKjuvVQh4wIeReQXTheighMpgbwZq3fySJ/UFtPyCY919Pjaz7EvIfea7kn2Yz3vT8A37baeRdhnq40xtwM/BsYBhSLSqxNx512+4PyFt9/9x9ETJ43pzeuUAu5B5HFEl/mLNJESyMuARHu0CYCI5AL1hLYtpglI7+Vr0oFKsa6guqFHfZONMauNMfdjnV0+4Wb+3Lz8s6+85Y6nx0yaEvQFACrmfR14TvfyiywRsbiQMcaIyNXAYhH5H6Adq4/xbqw2no2AwW6LEZGTgjzUH4C3RKSyxzzy8dwHrMbq5SymO9Aftvs9BfiPXeNx5ebl516w8PrF2dNnTu5d6Up9zM1ACiLXc4KdRspZEdH2Fity8/Inzzzz7Mcuvem2z+jl0MelbW8n7mmM+arTRajji5Qpi6iXm5c/ZNSE7Ps+c/3N8zWMVYjdhsgip4tQx6eBHAZy8/ITEpNT7lpw2zcvS0hM6u36AUqdiPvp5aLzauBpIDssNy9fgOuv+PLXPp85dJheEq360+N68Uh400B23txPXXDxV6acMjvH6UJU1HMBf0HkWMtnKodpIDsoNy9/bNaESXfNu3LhWU7XomJGIuBB5BSnC1Efp4HskNy8/OT4hMRvXnXb1+e74+N1tw81kDKB1xEZ4nQh6nAayA7omjfOu+bzFw4aOny40/WomDQeeM7pItThNJCdccbw0WMvPfXs82Y5XYiKaVcg8m2ni1DdNJAHWG5efipw46U33XpKnNvd1w0rleqrhxD5lNNFKIsG8sC7fPY583OyJmRPPf5Tlep38cDLiAxyuhClgTygcvPyx8cnJn523pULo3rnXBVxJqLzyWFBA3mA5Oblu4AbP/P5m05KSUsf7HQ9Sh3hKqxdc5SDNJAHzqdHjZ845+TcT5/mdCFKHcPDiOgFSg7SQB4AuXn56cAXLr3x1tlxcXERseSpikkJwONOFxHLNJAHxlVnzL8oZ8TYcZOcLkSp47gAkeudLiJWaSD3s9y8/EkgF5z92StmO12LUifo14hkOF1ELNJA7kf2ibybzjj/ouGp6Rm6kpuKFFnAz50uIhZpIPevk4GJuXn5upCLijTfQERPQA8wDeR+Yq9XccX0089MGzRsuG5WqiJNHPB7RDQjBpD+ZfefbGDapy++bKbThaiBVw6cD0wHZgCP2Pd/HzgJmAVcDTQ4Ut0JOxP4itNFxBJtweo/l4ydPDVxxJhxYdPXWVdZwe9++C0a6moQl4uLPvdFLrvpVn797a+xv3QXAC2NjaRmZPDrV//tcLWRzQ38GpgDNAGnAxfZt1/aj//Q/vohh2o8Qfch8jzGeJ0uJBZoIPeD3Lz8UcDp865cmCMSPvuVxsW5+dIP72fSjFm0NTfz/Wsu5tSzz+O7v33qo+f86cFFpKSnO1hldMiybwDpWCPlCiC/x3POAv4xwHUFYTzwJeBph+uICTpl0T8uHDJiVMLYSVPDannNwSNGMmmGVVJyWhpjJ0/hYHXlR48bY/jwbQ/nXHqVUyVGpTJgA9bn/56eBS4Z8GqCcg8iOngbABrIIZablz8ImD//6s9lu+Li4pyu51hq9pVTunUTU0+d89F9W9auZtDQ4YyeqNevhEozcA2wGOjZ2PsA1sfTG5woqveygS86XUQs0EAOvXOTUlPjJ518ypzjP9UZbS0tPHzXrXz5np+RktY9PfH+G6/q6DiEvFhhfAPQc6vn54HXgZeA8JnQOq4fIRK2A4xooYEcQrl5+cnAZ3PzPjM4PiEhyel6jsbn9fLwXbdy7uULOCv/sx/d7/f5WP3Om8z97BUOVhc9DHAL1tzxd3rc/zbWSTwPkOJAXX0wFfi800VEOw3k0MoFkqaeMjssF583xvDEj7/L2MlTueLLXzvssaKVKxiTPYWho0Y7VF10+QB4EVgGzLZvbwLfxOq6uMi+73anCgzOvdqX3L90oj605iWnpbcMGz12itOFHM229Wv472v/YPy06Xz3qgsB+MK37+H0eRfw/huvcc5lOl0RKudgjZKP9Nmj3BdBpgNXAv90upBopYEcIrl5+UOA7DPmX5gRrktsTj/9TF7Ztv+oj9354OIBrkZFqFvRQO43+vEjdGYATJ556nSnC1GqH30GEZ3X6icayKFzbmJycuuIMePCcv5YqRCJA25yuohopYEcAnbv8ZTT5104PM7tjne6HqX62ZedLiBaaSCHxsmATJ112slOF6LUAJiGyFyni4hGGsihcW58YmLriLHjpzldiFIDRFeB6wcayH2Um5efCeScPu+CIe74+ASn61FqgHwOkVSni4g2Gsh9Nx2Q7OkzJztdiFIDKI3DrwhXIaCB3Hdzgeaho0aPd7oQpQbY5U4XEG00kPsgNy8/HpiempHZkpaROcLpepQaYBfqgkOhpYHcN6MByZl9epa4XBG0cJdSITEYa/0WFSIayH0zDpBxU3N0E1MVqz7jdAHRRAO5b2YCbcOyxox1uhClHHKx0wVEEw3kIOXm5QvWBSGNmUOGjXK6HqUckovIYKeLiBYayMEbBKQNHj4yLjE5WXcFVbEqDrjQ6SKihQZy8EYCgeyTZ+roWMU6nUcOEQ3k4GUBrqzxE0c6XYhSDjvX6QKihQZy8KYBbUNGZmkgq1g3BZFkp4uIBhrIwZsENCenpWUc95lKRTcXVseR6iMN5CDk5uUnAMOB9sSkZF1gRSmY5XQB0UADOTjpWHtYmoSkpDSni1EqDGggh4AGcnBSAeOKi5P4hESdO1NKAzkkNJCDkwowZMSoVBHRNSyU0kAOCQ3k4KQBrkHDR+j8sVKWIYjoEgJ9pIEcnFRAMocM1UBWqtspThcQ6TSQgzME8KVlDtYTekp1m+h0AZFOAzk4Q4HO1IwMHSEr1S3L6QIinQZycAYDnSlp6RrISnUb7XQBkU4DOTiDAW9CUpK2vCnVTQO5j9xOFxChMoGDJhAIOF2IUgPBB94Ot7u9Mymp3ZeW1ukfPNgfGD48QFaW+LOykkaeempNwrRpPqfrjHQayL1kL0yfDPj8fr9+A6qI5Ad/R1xcW2diYrs3NbXTP2iQFbCjRhkZM8YVN2GCO37iRHf8xIlJSZMmJbsHD453Q3yqdZXq0Yzk2I+pE6SB3EsFy5aa3Lx8P+AK+P1+p+uJJQG/P9DS1Lg9fdDgvwL66aSHAJhOl6utIyGh3Zua2uHPzPT5hw0LMHKkFbDjx8fFTZjgTszOTkyYNCk5YeTIxBRIS7F66kNFdw7pIw3k4PgA8ft8Gsj9yAQCprGhvrK6fM/usm2bS4tXfeDtbG9bVrBs6UtO19bfDNApYgVsSkqHLyPDFxg61G9GjjQyerS4xo2Lc1sj2MTESZOSEsaMSU5yuVKSIMXBsjOwdhDRn4sgaSAHxwu4/DpCDiljDC2Nh2pq9u0t3bN9W+mmNR9WNDfUJ2OFjAFagRJnqwxep0hHh9vd5k1O7vRlZHj9Q4b4zYgRAUaPlrhx4+LiJkyIi584MTFh0qSkxHHjkhMTEpITremxSCHY51ecLiRSaSAHp2uErHPIfdTa3FRfu39fafmOkt2bC1buPVhdFY/1MdpgXRG5CdgAlAJVBcuWGgfLPYwXvJ1ud1tncnK7Ly3N6x8y5KMTXa6xYyVu/Hh3fHZ2QkJ2dlLixInJCSkpiQmQ6HTd/UzXdukDDeTg+ABXwK9TFr3V0dbWVFdZUbpv147SretWl1XuKQXro67BOim0DVgP7AL2FyxbOmB/xz7wdVonujq8VieBLzBsmCErCxkzRtzjx7vd2dnxCdnZiYnZ2SnxmZnx8daJLt2koJvO7feBBnJwvIDbp3PIx+Xt6Gg7UF1ZVlG6q7Rkw9rSPSVbOrECTLACeAfwBlYAlxcsW+oN1bEDEOhwuT7qJPBlZvoCw4YFGDUKGTOGuPHj3e6JE+MTJk5MTMjOTk4YMSLBDekp2i3QF/oz0QcayMHxAfF6Uu/jfF5vZ31t9Z7Kst2lO4oLS7dvXN+EMYOwTvakAHXAu8B2YE/BsqXtoTiuLJKh0+cytXYSWavOuCPpjAU/ak8YPTop2eVKTbaXS1UDQkfIfaCBHJxOINXv88b8HHLA7/c31NWWV+4tK929uah067rVB/w+X1cAJ2D9Xb2NNRVRVrBsaUsojiuLJB04D8jDcAEwa+tF1vzlGilvShw7NikUx1G9poHcBxrIwfEB0tbcHJLRXSQxgYA5VH+gorp8b2nZ1k2lm9asrO5sb0vHOlklWJfj/xfYDJQWLFt6KBTHlUWSBJyNFcB5QC5if/8ecRppTWtRfCiOqYKinxr7QAM5OD7AVb1vb9S39xhjaD7UUG21om0t3bxmZUXzoYYUrHYsAyQBa4BirE6Ig6HohJBF4gZygTysED4bwRr1Huc8fln73qSOjo6OxMTEaO9oCEc6Qu4DDeTg1APZ+0t3HTSBgBGXK6pafVqbmg7W7C/fXb6jpHTzmg/31tfWJNI9D5sGFAGFWAFcHaIAFqxtgC7ACuDzkB4n13r5N1xxoOLQpNGTRvS1LtVrGsh9oIEcnHLgbG9nh7+9rfVQcmraIKcL6ov21tbGusqK0vJd20u3rl1dVl2+x0X3ztrpwBasXuDdWK1oIfmhk0Uyje4Ano8wrPvBvr13SXVJ+6TRk/r2Jqq3fOiURZ9oIAfnQNcXrU2NByMtkDs72lsPVFWWVezeubtkw9qyvTu2ebGusILuVrR1dLeiheTkpSyScXQH8PkI3XuwhfgzxobKDeaS0y4J7Zuq46l2uoBIp4EcnINYo0eaDjUcHDoqvIdiPq+342BN1Z7Kst2l24s2lO4sLmyxW9EEqxWtDPg3VhDvLVi2tCMUx5VFMhw4H7gAQx7ClO4HQ3GEY1tTtUbnjwfefqcLiHQayME5iB0pjQfqwu7Ent/n8zXU1ZZX7S0t3bW5qHTrujX1Ab8/E6sVLRFrhP8m3a1oraE4riySDGAeXQEMMxE7egd4ln1VzSq9em7gaSD3kQZycBqx5sriDtZUOR7IgUAg0HjwQEVVeVlp2dbNpZvXrKzt7GhPx+oDjsMazS/DmgsuK1i2tDEUx5VFkgzMpbsX+HSEOOvBUBwheNUd1Smtba2tKckpTq5+Fms0kPtIAzkI9prI1UBSTcW++oE+vjGGpob6qpp9e0v3lGwt3bTmg4rWpqY0rBY0A8QDq+huRasPYSvamVitaBdgOAuxF8sJwz6TfXX7GqeNm6aBPHAqnC4g0mkgB68CmFmxe8dBYwwi/ZtILU2NB2orynfv3b6tdHPByn0NdbWJdK99mwpspLsVrTZEAewCZtPdC3wu0mNB8zAM4Z62Vm/tmDZumtNlxBIdIfeRBnLwyoHc9tbWuo62tsaklJSQzlm2t7Ycqt2/r7R8547SrWtXldVUlMfR3YqWhnUlXFcrWmUIW9Gm0x3A8xGGdD8YiiMMnPWV67mSK50uI5ZoIPeRBnLwarAjquFA7f5RKRP6FMid7e0tdVX7yyp279y9bUNB2b6d2/10L+uYgbUw+3pgJ1ARwla0CRzeita9c3CEBfCR1lSt0fUsBpYGch9pIAfvIPZVSdV7y/aMGjfhpN682Oft7DhQXVW2v3RX6Y6i9aW7NhW1YfUCC9YUxG5gKd2taJ2hKFoWyUi6R8B5CN0texEewEdaXbs6ovrDI1wAa7pM9YEGcvAqsSJMdm/ZtPfUufM+8cl+n89bX1dTXrWntHRn8cbdJYVrDwX8/q5V0ZKwlqVcgTUSLitYtrQtFEXKIhkEzKc7gGd0PxiKI4Svem99YlNzU3N6WnooN/JUR7cdaHa6iEingRykgmVLW3Pz8vcBads3rqv0+bydbnd8QtfjgUAgcOhA3b7q8rLS3Vs2lW4pWFnr7ezMxOqAcGO1zb0DbMUK4KZQ1CWLJAU4h+5e4NPCpRXNCXvr9jbNSJuhgdz/1jtdQDTQQO6bjcAlAb+/qaG2pjwhMSmlet/e0j0lW0o3rf6wsq2lOZXuZSnjgQ+w9ogrLVi2NCTtcrJI4oGz6G5FOxPB+ochBgP4SFuqtnTMmDjj+E9UfbXO6QKigQZy3+wALgX44wP3vWxfDde1Q3IS1qihCGturS6ErWhz6A7guUiPHTE0hA+zrmqd61qudbqMWKAj5BDQQO6bPVgROC7g93v5+A7JoWpFm8HhrWjdJ6s0gD/RqupVyU7XEO2MMUZENJBDQIwJm13VI1JuXv50oAWrFS0kSw/KIplEdwCfjzAqFO8bi9Li0ryN9zbG9/eFOzFuJzDV6SKigQZyGJBFksXhrWgTHS4pqtR/u75xUMYgXWyo/7wMfN7pIqKBTlk4QBbJYKxlKbsCeHr3g46VFbXKasuaZmfM1kDuP3pCL0Q0kAeALJI44CK6W9FmI7isB52sLDZsqtrknT15ttNlRLN3nC4gWricLiDaSY4I/2QQAf4KfA9hzkdhrAbEusp1cU7XEK2MMfuwFrVSIaAj5H4kOTIB+AZtDKeOekagl/I6YFX1Kl2Cs5+IyJtO1xBNdKTWv1KAEcAeDlDsdDGxqvBg4aBAIKBnr/vH604XEE00kPtXKdYl0i7K2Ol0MbGqPdAed7Dx4CGn64g2xph24D9O1xFNNJD7kSkx7Vj71mVSTxMtVDpdU6zaXbNbF74JvXeBkOzHqCwayP1vLdbC8lBJkbOlxK7iquKQrB+tuomITleEmAZy/9tKV3PbNoox6FymA9ZWrtUT2KH3htMFRBsN5P5XjbXmRSaNtNDILqcLikWrqlelHv9ZA6O8vJzzzz+f6dOnM2PGDB555BEAvv/973PSSScxa9Ysrr76ahoaGhyu9NgCgUAB1ve1CiEN5H5mSozBOvGRCcA+nbZwwqaGTZl+vz8ka430ldvt5te//jVbt25l1apVPP7442zZsoWLLrqITZs2UVRUxLRp0/jlL3/pdKnH5HK5nnK6hmikgTwwukLYxVa24Sck2zGpE+czPldtQ21YdFpkZWUxZ84cANLT05k+fToVFRXk5+fjdlszK2eddRb79u1zssxj8vv9zcDfnK4jGmkgDwBTYg5hLWY/lE68HGSb0zXFol01u1qcruFIZWVlbNiwgTPPPPOw+5999lkuueQSh6o6rr9grXCoQkwDeeAsB6y1efew0dlSYlNRZVFYTFl0aW5u5pprrmHx4sVkZHSvffTAAw/gdru54YYbHKzu2OLi4n7vdA3RSgN54GwBvEA8Oyilk7D4+BxLCqoK4p2uoYvX6+Waa67hhhtuYMGCBR/d//zzz/P666/z0ksvEY5rOHu93o3o2hX9RgN5gJgS04G1p94wDIa9rHS6plizqmZVWGx2aozhlltuYfr06XznO9/56P63336bhx56CI/HQ0pKeC6/ER8f/7jTNUQzXaB+AEmOTAV+BOwhgXiu4m7chOdPXjQy0PnjTm+8O97RkfL777/PueeeyymnnILLZY2JfvGLX3DXXXfR0dHB0KFDAevE3pNPPulkqYfx+/0tcXFxowC96rGfaCAPIMkRAe4DhgEHmcs8JjDf2apiS/kd5XVjR4wd5nQdkcjn8z3mdrvvdLqOaKZTFgPI7kl+FbDO4BSyWlvgBtaO6h1tTtcQifx+f6fb7X7A6TqinQbywNsEVAEZtNBOlW5/M5AKqwrDqtMiUrS2tv4R6/tW9SMN5AFmSkwAeAUYAkARKwmgITFACqoKEpyuIdL4fL729PT0nzhdRyzQQHZGIVAPpFJPE3V6OfVAWVW9Kt3pGiJNW1vbH4Bap+uIBXpSzyGSI/OAm4G9DGcwF/ANXETm3m+HgH9inXsX4HTgLGApUALEYX0euJKuS2Mc1X5Pe0diQmKi03VEAp/P1+Z2u8cCB52uJRboCNk5q4E2IIla6tnPKqcLCpoLyAe+CdwKrAFqgEnA1+3bUOB9pwo8XOWBSr0o5wS1tbU9hobxgNFAdoi9m8hrwEgA1rCcTpocLSpY6cBo++tEYDhWSnIOAAAQQUlEQVTQBEyBj8b8Y4HGgS/taEqqS9qdriESeL3elvT0dO2sGEAayM56D6gDMminkx2843A9fVcPVAJjjrh/A1ZAh4ENlRt0nu4EtLa2PgB6if9A0kB2kCkxncCLWB/ohY0U08Reh8sKXgfwv8DFQFKP+5djfafNcqKoj1tTvUY7LY7j0KFDOzMzMx9yuo5Yo4HsvGKsrgtr6mIDb0XkNk9+rDA+BTi5x/2FwHZgAV0bWTludc3qTKdrCGd+vz9QXV19MxBwupZYo4HsMPvqvb8CCYCbfVRRHWEXixis2fBhwNk97t+BdSLveqw/XZjY37Y/pa29Ta/YO4b9+/e/NG3atA+driMWaSCHAVNiqoDX6To1tppl+IicwNiLtSdKKfB7+7YdeBPoBF6w7/s/pwr8uH11+8LkFGN4aWpqOuD3+293uo5YpTvxho+3gXlAGi00s4XXmcW1Thd1QiYAPz3K/dMGuI5e2Fa9rX3q2KlOlxF2qqurvzZlypRWp+uIVTpCDhOmxLQCLwEjAGETW6hhg8NlRa0NlfpXe6T9+/f/e8qUKa84XUcs00AOL2uBdXRNXazgLdo54GhFUWp19eqk4z8rdrS2tja3tbV90ek6Yp0GchixFx76E9YVfBl04GUN/9DFh0JPOy26BQIBs23btq9Nnjy52ulaYp0Gcpixd6h+Eqs3OY59VFHKfxwuK+oc6DyQ1NzarDsnA8XFxa/MmTPnL07XoTSQw5IpMVsAD9YFx7CalRxil6NFRaHy2vKY77SoqKgo/fOf/3yj03UoiwZy+Po/oAzrJB+s4J940RFdCG2p3tLhdA1Oampqalm+fPnlDz/8sK7tESY0kMOUfVn1U0A8kEQjLazjf3U+OXTWV66P2e9/r9frf/fdd79+/fXXb3a6FtUtZr8hI4F9wchzWF0XLnazl838MwIvrA5Lq6pWhcHqzM5YsWLFM88888yLJ/JcEblXRDaLSJGIFIrImb09nojMFpHP9r7S2KKBHP5WAv8GxgNQzGbK+LejFUWJtXVrM2Nxg4bCwsIPFi9efKfH4znuH15EPg1cBswxxswCLgTKgzjsbEAD+Tg0kMOcvdbFX4CNdJ3kW8kHVLHWybqiQaOvMaGxuTEy16AO0ubNm7c9+OCDl3k8Hu8JviQLqDPGdAAYY+qMMftF5H4RKRCRTSLyBxERABF5T0QeEpE1IrJdRM4VkQTgZ8B19gj7OhEZIiKv2qPuVSIyy379PPs5hSKyQURiasstDeQIYEqMD2s+uQIYBcB7vEkDO5ysKxrsqd0TM4FcUlKy91e/+tXlf/vb3xp68bKlwDg7XJ8QkXn2/Y8ZY3KNMTOxNua6rMdr3MaYTwF3Az8xxnQC9wMvG2NmG2NeBhYBG+xR94+wVjwB+B7wDWPMbOBciKA1XUJAAzlC2JdWP4L1DTqEAIb/8HdaqXS4tIi2uWpzp9M1DISysrKqxYsXL3juued29uZ1xphmrF0Sv4q10enLIvIl4HwRWS0ixUAeMKPHy5bYv64DJh7jrc/BWgscY8wyYKiIZAIfAL8RkbuAQcYYX2/qjXQayBHElJiDwG+wNkpKowMv7/IXOqh3uLSItbZqbWRuLNsL+/fvr/vtb3/7+d///vdBLetqjPEbY94zxvwEa+fEG4AngIXGmFOApzl8S4KudkI/x17A7GirYxtjzINYOzMmA6tE5KRgao5UGsgRxpSYcmAx1urDSRyimWU8Rzt1DpcWkVZXrY7qTova2tqGRx999JZHHnnkv8G8XkRyRKTnsnizsfYSB6gTkTRg4Qm8VRPW7otdlmMFOyIyH2ueulFEJhtjio0xD2Gt7aKBrMKbKTFbgT9gtcMlUk8T7/AcrVQ5XFrEWX9w/aBAIBCVrRYNDQ3Njz/++J2bN2/uy0rUacDzIrJFRIqw9oP5KdaouBh4FSg4gfd5Fzi566Se/R5n2O/5IHCz/by77ROFG7Gm597qQ+0RR2Kx7SdaSI6ci/XxrhJoJ4UkLuQG0uxuDHVC6r5V1zB00NBBTtcRSjU1NQ2PPfbYDwoLC585kfY2FR50hBzBTIlZATyO1XmRQivtLOVFGilztrLIUlpbGlWXpJeVlVXdf//9PygsLPyjhnFk0UCOcKbErAF+CwwH0mink6W8RAO9OpseyzZVbTrRntywV1xcXHbPPff8z/79+5/1eDy6SWmE0UCOAqbEbAQeBgYBGXTiYyl/4wC6TsEJWFsZHZ0Wy5cv33Lfffd9o6Wl5QWPx6NrnkQgnUOOIpIjU7Ea69sAq/n/05zDRPKQo7YZKeD0IacfXHvn2iFO1xGsQCBgXnvttYLnnnvubo/Hs9LpelTwNJCjjORINlYoC1ADwDQmMZuFuInqFq9gxUt8oO3eNuLi4iLuE6PX6/W98MIL77722mt3ezyeLU7Xo/pGAzkKSY6MAO4ExmAtBGMYSibnch0pZDlbXXiqvrP64IghIyJqlFxXV3dw8eLFbxYVFd3r8Xj2Ol2P6ruIGxGo4zMlpgZ4AGuluGwggQMc4g2epZaNzlYXnnbV7Gp1uobeKCgoKLnzzjufLSoq+o6GcfTQQI5SpsS0A89gbZqaBWTgxcc7vMp23iSAnoHvoaiyKCLWTOjo6Oh45plnlv/85z9/pKWlZZHH46l1uiYVOhrIUcyUGGNKzDLgl1g7j1jTFWsp4EP+SBv6w2wrqCo41poLYaOysrL6Bz/4wWsej+c+4EmPx9PsdE0qtHQOOUZIjgwB7gCmYs0r+3ETx9nMZwxzY70LY8agGQ2bvrUpLK/WM8awfPny4t/97neve73eJzwezz6na1L9QwM5hkiOJABXA5dgtcVZrXETGMMcriSZ4Q6W5ygXLtNxb4ff7XaH1Ui5tra2+qmnnlq/Zs2al4GXPR6PbkgaxTSQY5Ddr3wb1tV9+wA/cbg4k7mM5zxcx1wyMapVfL2ibvTw0cOcrgOgo6Oj/Y033lj7wgsvbAkEAk8D6/Qy6OingRyjJEeSgKuAi4FG4CAAwxnMp7iUTCY7WJ4j3lv4Xvm8GfPGOVmDMYaioqJNjz766OaamppVwEt64i52aCDHOMmRycCXsfbr2w9YO2jkMIXp5MVS3/Ijcx8pu+vCuyY6dfy6urqqp556at3q1atLgOeBYh0Vx5aY/GjaVyLix1oL1g1sBW42xhyzj1VEyoAzjDF9WkReRM4AbjLG3NWX9+nJlJhdkiOLgPOBawEDVFHCTkrYyUxOZirnk0xYfJTvTwVVBQlOHLe5ubnxX//618YXX3xxRyAQeBV4R+eKY5OOkIMgIs3GmDT765eAdcaY33zC88sIQSB/wvu7Q7H3mOTIcOAKrP3OOoBqwOBCmMUsJjOfRMKyEyEUpqZNbdz+3e0ZA3W8xsbG+nfeeWftX//61+rOzs61wN88Hk/1QB1fhR8N5CAcEci3A7OMMV8XkVeBcVj7iz1ijPmD/Zwy4Ays3RfeBt4HzgI2As9h7cA7ArjBGLNGRFKBR4FTsEbhPzXGvGZvdfM9Y8xlIvJTrB1DJgJ1WDv3vgik2mV+0xjzoYhkAS8DGfZ73WGMWfGJf74cGQtcCeRiLVRUAxjicHEap5PNecSTFvRfYLgy0PGjjs6EhIR+HSnX19fXvvnmm2v/8Y9/1Pr9/lqsHZd1ekLplEVfiIgbq4XsbfuurxhjDopIMlAgIq8YYw4c8bIpWFMDX8Xa+uYLWCPSK7BC9SrgXmCZMeYrIjIIWCMi/z5KCacD5xhj2kQkBbjIGNNu74H2V6x/BL4A/MsY84CIxAEpx/tzmRKzD3jcXqhoAdY/DM34qWMtBWxkAydzMhM4gzQcPQkWUgKVBysPTRg1oV/a/2pra/d7PJ71Ho/ngDGmCngF2ODxeCLiKkHV/zSQg5MsIoX21yuAP9pf3yUiV9tfj8O6COPIQC41xhQDiMhm4D/GGGNvpz7Rfk4+cIWIfM/+fRIw/ih1eIwxbfbX8cBjIjIba7ffafb9BcCzIhIPvGqMKTzK+xyVKTGlkiO/sf8c19q/tuCljo0UsZEixjCSHM5gOLOIw5E52FDaUb2jbcKoCSF7P5/P59u1a9fWt99+e9d//vOfQ8Ae4J9YI2Jds1gdRgM5OG3GmNk977CnEy4EPm2MaRWR9zh8a/QuHT2+DvT4fYDu/x8CXGOMKen5QhEZecR79dx66NtYc76nYl0S3w5gjFkuIucBlwIvisjDxpgXTuQPCdbl18B2yZFfANOBz2CNmA1QQwXVVPAGSbzDDE5hHLmkcGSdEWND1QZz4akX9vl9Kisr965evXrjK6+8Un3o0KF4YAfWhqBbdScPdSwayKGTCdTbYXwS1hxxsP4F3Ckid9qj59OMMRtO4Pj7jDEBEbkZiAMQkQlAhTHmaXtueg7WnGWv2MG8Bdhin/w7G7gIaz+/JtqpZ5393wTGkM1MhpJDIoN7eywnralaE/Qov6mpqWHjxo0bX3311V3bt28XrH+0NmHtnLxD54jV8Wggh87bwO32tuYlwKo+vNfPgcVAkYgIUAZcdpzXPAG8IiLXYm253jV6ng98X0S8QDNwUx/qAsCUmFrgNcmRt4CZWKPmaYAPqGMPFeyhAvgXWQxnIjkMJ4dUxoT7mhmra1afcJeFMYYDBw5U7d69e9fKlSvLli1b1m6MiQOqgHeAQo/H09Bvxaqoo10WKiQkR0ZjnZw8F6vTwwD1WP8IWDJIZTLTGEUOGWSH65xz2w/b2pOSko423URzc/OhsrKy3Zs2bdr17rvv7q2srEzBmppqAd4DVgP7dDSsgqGBrEJKcsSFdQJyBta0RteVfs1YixlZ86eCMIphjGQ0gxlNOqNJYVQ4rKOx89ad1ZPHTB4ZCARMU1NTfU1NTeWOHTv2fPDBB6XFxcU+IN1+qhcoxGpjLPF4PFGze7Vyhgay6jeSIwIMBU4CPm3/2qUZaMKa5rC4cDGaEYywQzqZISSQQQIZuIjvt0INSKe0pHWkeZNMUsnXJn9t/+COwQfXr19f3djYmIi1m3fXVMtOrM6VnUC5dkqoUNJAVgNGciQVa0up8VgdG1OARKzpDUN3SH885FJJIpMMMsgklQySySCRNFy4ceFCcCHE2b92/94QwEcbXlrppI1OWumglQ7aaKOVVlppoCk5kJwxO2v2/GEpwz4AEux6XEAlsA7rhGaZx+Np+1htSoWIBrJyjD29MZTuKw6nA5OwOkQM1qjUhRXQHT1unfbjJ3QYrJPX8fat59ddnRAAgVkjZyVPGDThHazRbxVQrbtyqIGkgazCih3SGUfchmK11w0HhmFNIbjgsH0BzVG+7tqirAVr5N0EHMKayz6EddKxzr41mBKj/cHKURrIKuLYc9MurJG0q8et5+/BWoejXYNWRQoNZKWUChO667RSSoUJDWSllAoTGshKKRUmNJCVUipMaCArpVSY0EBWSqkwoYGslFJhQgNZKaXChAayUkqFCQ1kpZQKExrISikVJjSQlVIqTGggK6VUmNBAVkqpMKGBrJRSYUIDWSmlwoQGslJKhQkNZKWUChMayEopFSb+P++xrqvVyKbOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 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": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotaDispersao1():\n",
    "    fig = plt.figure()\n",
    "    fig2=plt.figure()\n",
    "    ax1 = fig.add_subplot(121)\n",
    "    ax2 = fig2.add_subplot(121)\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",
    "    #ax1.plot(x,y, \"bo\")\n",
    "    #deixa os eixos quadrados\n",
    "    ax1.set_aspect(1./ax1.get_data_ratio())\n",
    "    ax2.plot(x,y, \"b.\")\n",
    "    ax2.set_aspect(1./ax2.get_data_ratio())\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 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": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotaBarraLinha1():\n",
    "    plt.bar(xBar, yBar, color=preto, align='center')\n",
    "    plt.plot(xBar, z, color=verde, marker='o', linestyle='--', linewidth=2)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotaBarraLinha1()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}