{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <font color='blue'>Data Science Academy - Python Fundamentos - Capítulo 10</font>\n",
    "\n",
    "## Download: http://github.com/dsacademybr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introdução ao TensorFlow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O Tensorflow é uma das bibliotecas mais amplamente utilizadas para implementar o aprendizado de máquina e outros algoritmos que envolvem grandes operações matemáticas. O Tensorflow foi desenvolvido pelo Google e é uma das bibliotecas de aprendizado de máquina mais populares no GitHub. O Google usa o Tensorflow para aprendizado de máquina em quase todos os aplicativos. Se você já usou o Google Photos ou o Google Voice Search, então já utlizou uma aplicação criada com a ajuda do TensorFlow. Vamos compreender os detalhes por trás do TensorFlow.\n",
    "\n",
    "Matematicamente, um tensor é um vetor N-dimensional, significando que um tensor pode ser usado para representar conjuntos de dados N-dimensionais. Aqui está um exemplo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/tensor1.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A figura acima mostra alguns tensores simplificados com dimensões mínimas. À medida que a dimensão continua crescendo, os dados se tornam mais e mais complexos. Por exemplo, se pegarmos um Tensor da forma (3x3), posso chamá-lo de matriz de 3 linhas e colunas. Se eu selecionar outro Tensor de forma (1000x3x3), posso chamá-lo como tensor ou conjunto de 1000 matrizes 3x3. Aqui chamamos (1000x3x3) como a forma ou dimensão do tensor resultante. Os tensores podem ser constantes ou variáveis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/tensor2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TensorFlow x NumPy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TensorFlow e NumPy são bastante semelhantes (ambos são bibliotecas de matriz N-d). NumPy é o pacote fundamental para computação científica com Python. Ele contém um poderoso objeto array N-dimensional, funções sofisticadas (broadcasting) e etc. Acredito que os usuários Python não podem viver sem o NumPy. O NumPy tem suporte a matriz N-d, mas não oferece métodos para criar funções de tensor e automaticamente computar derivadas, além de não ter suporte a GPU, e esta é uma das principais razões para a existência do TensorFlow. Abaixo uma comparação entre NumPy e TensorFlow, e você vai perceber que muitas palavras-chave são semelhantes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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a1W6zum8zgYa4R5k6dJg0YffP6/rliXJTojftOVVv7tAfuGxWGTGZoQx6jT7CEQ47dfOsUCfk4oH+xobXmzoJq8CfkRLwuFqE5LJ4fA73/+n4zH1/cdCkXwNDY4TmrkdaVaaAlRk4fOTYy49jVK+a9fJpZE4kuiaShKindw4mWOE6aVmkyS//2j0uUk44NNuxwVyf4fNMBOVkUISQN/6Lzz++x1CExXbpMfZYyxqmGsPCizsXpt55E5eSkpiZk6McOEqLrwgLjWs03Ti0g+GXCvFMtt+5I3NeRKWnpyZl5YmUe68r0DYzNOxYp93KXo15ms6SLJ17TB7PLFjXXyqVJoT/tvtMvbmD+5T1qRVhwbjf2COsv4dcvH9FS/vduf0/mBpeamCvhaMIBSyA0mXcX7R7PodNaAmp0feUsnpFygmy8oyjZxcGJyWxKCK0b92j63h9roZF6KSn7Rbu8GcYxTRFKq1Ka5i47PS47PTHW7fmTZw0vq7d50fajFDfpksPv+FziKrjqXJDMkYelZESlZF8fUnC47Uz6xsUDYUUpdxjrWbtl0dGBtwKfM6Svb9xupe7k7+NoKxTYkJRJjUH/zzw9dy/Vgp4snfnO1xqJOtoVyVKRuh2C19M2s0lfy3hcRVhwXXQOWX1qtywkLrv5NzI9AwWRXSqd+/VebguW8Mi8vgHrX7efVv1BSz4thImNjs9Njt98OYE+YwpP7hafn5YSHl/qemK40ElwsKH9OQP6Yn+CxNeb5rlJuRqCAssne87rYyIfP0o5A0lfnXt/JBajqct+OWEBTO3kQv7v16wf70WT/rmTAu/RkxbKxxG8OlEKelB74IUxxerUqGd+Wv6UFX1ilj3vft0n7c5j84fVoSRM4TFwmgYXxSdd/36yidhIWw24RnX7NTrF3Mhq9zqFUnyXb7/NwFfEWA9hl1SVq9UgUTtD0lLL5/fPejMk/SCkpDyb5clE2clJ4QmnzwakJC9fqTg8z+COGXVtj9+fh0l+RgHibITR5o4Ny0hN+jqvmsR6QGzuhQ7bijlebWeQ+eFg3+esW0Oj8OEXx92rknnXi7GpdeIlAGWY9Cp66qID29eR4Uy2Y+uXprkMma3Ca9KZVD/V8kUIxK/ePE6MinH2cylUr1znh7Z+PilsnrFs5mx9eiyoY0Kit8Ms1dG4VJpGWEh59KVX19FR7FYRGDu1aXnbBNB+UVtOv78b4c3aQkILSW1f7ikrF6VCAty8amT20dcfplZNCxIpeLMpISQpOPHXyem/zb0C3yfRImLNm9ZERyXPxo7Ran2I1Wcmxqf++7K3nsxmfcmty8eFpS7a+DU8+dBC2btXMTn0iG+/c43zurmpFNOWOCZdu++KvxDYHD8B1nGTV/fec7D1xtwcSR9GfjVh//DJPnAmg5sNiE04TsunNK+IaM8qywjyDIME/nywIsHfopoxrZo3HKXszFHQ1yWxny/6YCyekX0hbouVi7rOnU72Ll172qWRmyWMg4mzTl+KTbnsx+/k/vKfuXhN3wuoSlzfeO69h7buvfc09q7qY2pruKTsAgJ7rn1ilxDzFTsMFvHqmOHkWZCFqFIQmiAv79/GYNhqRZhGMa65Yo+tXVlcsIVkBMrJiagdAT/V3L/WtmWw1WEBUH1lVPb1Sk3LBCGDn604+3zu4rZuPYtvt9sb8DWFBYiG204qKxeEUNtPVfrmhu6dD/QsWVXRwtDliosxE0+eClF9NnDPmQ/t111NEgZFiwNTOo71N7Ro+fuVg0aWZvoKE672IQEdtniq/E7zjAMW8+ha/tBhgJFWIh+8/DGnbvyCoQF+za/9XDTlssJl09OrJyShOMI/gVBR66r/mHx9/kt3uZ8Rlm0YrFYFIvNZbPZFIXfqy8o5YP/9XN/sxTn8sJazc7Ut+aWX70iWduXt+fxCSMnWi6bp7Zy0RhgE8MudTp8J53DJoTtaGrdu07Tg316rq3v4mSkx1OcJXLkOXdHHHv52eUN+dk7J+c8DZVQhMXiVjO3n9S0zZHe3Rd4OFjraKlOe95FXtv44EPJyKeKe8aNfhrawEwqIzwtcnrlxA9l5nSqAMsxqtm7XS9tDkVYJOyx/51nz2kGR2VVk/PgUXymRHHy69157JIRjflsViE2h89CJClVfPC5u1ePK5Ma/TrNj9Y2r0hYyNi6rCtPoAgLwlq7JzV31BgWIt5f6H36USaHpQgLZjYDvb471Kfnai9nR0NdriIssPMyb0/4/OHJaOmBa8eXvFZ8m9lsnpO5w7TmbY/07jbH3d5SW8BSpnxP3/vveharoRqlDAtmTX8eXM9IpgwLJ1dMiJGXHxa4pp7923bisymKRYJun7v/+i2DsIACFoBGEbfXPUjJZRFCCV0H9Bst4LBIORGWMHTSjVNLk1mKk1tzj+W9m1sr+5IXvXOQIYRrfahPu3oMY2jmtmPkxHe/zJjWo8vA7v2Pz5l/pE0dIqcJm5cVcfNI2GcNKKvYkNDj7qBWNhLi7uJ9fMKMZ/Mnj+nccXj/kXcWzNrQoBqRyglHK/rNydOlhE+GENNak9o36sswhMtOvnV1dUhKOU/OUJ59k+8HXXYw0KUZwqa3HTp6qco+bo1hCIZ0h0oJvbrsYQatOCPTqTt04HD2x6SkDDJJ7I3za9NYim+UTZ3lXbwtSgkL9qf7ta1NM2aWtfeMmvx20fQfu3Ue1HPQ2bnz9rdyJzI5YfMzwq4eicj+3LCgU+feoJYWYsrLrempSTMfz5s0qlPHEQNHP5g/c1U9e2VYEEa8PnYunintC25RZ167el1omvA48X4XV0dk5JUbFghhfz/gjI2eNsMQRrLp+KlrchxM8KnYHzv9s1mVuQydEHZf+X++V9vGtjpE7ayJUi88wJeRe2P/lGg2oWiiV+NXn67VS8a9kt6dn/8kl2ITwtJvOnroIGVPppJ3MxNTx5Y7WtViyXSHt+5256f5xycMG9iu4/QxM95MG9nV2oDQDCHsOy/PBed+3iegWO3qtZ3mbEbYlnN6DHy5cP6mYf36te+8dPK8xyN7OOvyCcPI8zIuvnmYLi01HWox9K6bmZGcJgLOkT17DkkrkEFZN1rd1rO1XE74vA/nT/wWk1d1gyVNk2/6PJr1Ma+nKBZV8S+/JPdVToqUEIrDrdujjzD/l7VIDEEkKUXmjcOz45VnSYY1lw1p71CRsPD65IynYqIICwatxw/rq3ERhiF21Vv93tSZyA3GtO95f878g+OGDGjXcda4Wa+nDG1joacICwx1M+ByxGc+EJnF6dWo7Th7Y8KxXthrcMCieet+6NuvfZcVU+Y/HNrVVsgjFCXLST7/9lm2rPSw8MPNGiYGcprwWPv27jtZkbBg992fbd2byuREwAs9cXhNvATH0pfxFW8hzE6JffXi2eOHz54FBr949YqmuRZ2dVu2/65jxw51q5t+Wz/nvvuORUtpLRP7jh2+N+CRkCfnDxw473vvRbYoV8+o/YJ1k1rXsedQRb6RCaHPrvg/kcpZtbsPa2DNE6d+uHzm5LkTV++FhTI2Nfv3HDpqSA8bnS8QKmNf3b3yNIgwpXcvkoq1HL0HtPHUWCmPfXP/2NGTJ3zvZORmc3m1O/Rr2bNHF6/qFhpmTnuz68hDik2buzZu29iNx6ITQp7s3bv3yMV7Uhll7dx2zrLpzV3MNG6FlqQ99Lt49ry/38MXUjkxNK3TrnfzLh261XY0KuOULTHijf+Fc/5+jwJDgrPZFJvr5tXUvJZtzdrt+7Tx0HwI0bmxt56cEEtlhOI4Vp9Uz9W2Ik2c8GzHrYh4npBIRO0HjxjBIaTkdQVlMZ2yrN3+5HTbZBNHLxNhfp9sxay8Nr0HTr77cFMWj/A411/HTvcw+fTUS7kht1YDr1rU59pWr6bDVd5NTSk2xDIYMmjAyecLL8iEhMe+8Saut7WGQQFV/V1bDFp179qRUDah0nwPX3/yS99W5W5Wx6J+y4bdDvsdkLFIyMu1gS3aeFiUe5oheXDyl8uBb/X0anceNNvF+CuOIMBIRS9unT917vzpa89ogY7H932mjR3Z0NHg24kkdEzgY//bL3PlrKb9fTyMqMy4N0cPHvLzf/4mKkwuqeUzb/yoIW0Mil1WoJOP/3k0ncu19GjeoVENipa+uXfx5P5zpx4+kfMELi16TR87qomz8Rdt6JyAW1dPn73se/d5Vl4uX6t2+z6NO3Xq4e1qVeLbneu3/1iUhNYysevQobXhx9jod+9FlihXz1AZG+sWjY3qn0wue3f/ysFDZy7eeyyTs0ws63fu365H5/ZO5mUcRUx8aMDVC+ev+z0MjAjPYVFcvptXE/NadjVrt+/7vZvmdqBzIq89PSOn5YThu9SaXNvJvCJhIe7Z9vsfkrhCIhN3HTRsELv0sGDj1fnsjGrpptU8jbXUwoKgU/9BY+4/3p7DJjzOtVexE2vqf2ZYqNNm8DVrb6FddXttTmFY4BiNGNDv1MslV+VCwmXdehvf1cJS4woIRbUZuvbBzbMRPEKSzx688XJhD++yN0sIMbRt1syzzcm7Z+Q0CXz+e0iz5i6mGHzgq5PLJFHBr589fvLo8evnwe9jYz4wjHPzTnWbt+zQqWU9PeG3ch9C1vmdhxPZihggEPJDbgWr3n11/dwhySuRWO1LKpVZ127ZpmF1Tsk7gqj8mGhpbqDN5ZR70b+SZLeP7nqTzStjSF5KTrt936dBNQ3fX3FWyt0rpw4duXIv8C3FmLo1aNS5T+dOLZuY6JT4jsglrx/4PXibwJIzjfr4uJkQIkn1O3Ns7+GTz4OiGLl93x/HTh7Zo5T7zuQJwS/PnT2p/LEIZ+QOTdrVbdula/smDfSFpd70JJNmvbjpe+7S7UD/G28ZmpIb27nb13Fyqlm7YesOra30NX+L09/sufw+XKBFxDlNhvhM5GuKe8UDbOZ736fnKYahae069X6saW2osRBAUQzF1hsyYKx7q7w6TjYCKn8AQsIwfHPXn1rUv3PYN4FhZ4mkofE5ztW0P/0XjKEEBg6LfCb2lGh/Z29C1EY6tHRvvqjm/cFPIhgWFRqflZknNeByNUZLtrZju3ZjI/etEPNIwtul98N7NXfklx2hCUV1Grnx0T23aAFhEg/tvz5nbufaVevbGPP29IkTZ/xuvAuJIy4NxgwY/kPPVkb8byMiBj++fe9FCM1hs9hsadSDrDwpISQjMfbM4f1GlFS9Hsdla7fo1c9WR8MPGlt5KLNYlKON8sD4wsEk/wuRERt86exJX78nD4PeEdq8TpO6bbp27NiihUWJ+8eyEt6dOXE9i2F59RzeyIqfl/bh7LEDly8/efQ+UC617z129JSJvcxL/wNlxYVePnvi8MlrQbEfCF2tWccmXXt1bVXfTcgrtXuKVJzx/MaVs5fvvPO/8Y4iRGbqWMeujmP1mnW827Rvaa6rOZ6kvNx1NTSKr0XEuS1+GDWeW4GwIE9/fenZZQ4hcrleoyZTq5vpMJpKXhTFsLmGowaNq99eWs/JmkcKw4LQuvbcJp4PTt9KY1ipOeLI5DwHW63PCQtaxs7LR08cxOh9Z2usHhZs67b65e6dEQHxhEW9i8nIEct0OByN33G+Qc02LYZEn9gk4ZKY18uffejSyI5Xbljo6rP58Zg6cVqEid+z/8ZPs9q7IMP5EqcqZfL399++fbtIJGIqR7JvcosyDmzPJWfFzDckbbSF4lg3rNP+aWrmXz82LPGB+DO2X6dptSVo+dMja1TnUr3+Ck19caCWWfGgYGjjdCdK9Pk793TzKIPy7tquNnY7XWT/8j/X9hGaz/d6Ljym4Q/04ZhqarefNuTSzMUNo0suuPzS+5LLJQYcb1DKjrWedzRXw2eiaXHG/tkdSxsHwennq6U0Bh0ffHTuKDJ6NBk3Uc8/RKZcV7lNKN05jYwYRUYOI2vP3yt7kY/NWKw5FS9u7l9AhvuQEUNa73n6+X/W0jYkl4rXbZxGRo4iI4f7nA0vYwUMw8Td/umHoWT0GDJ08NDEim1XFndrwSyj0WPIiOHWp248lZc3/93dnqNGkzGjyehRZPC4KVlf+Kv3tm1+yJiWIo2d3VpDWXDl1YhvJ5LI7uz4RVVvG3c+Jvr+Hw6GxZMMu1oD3mcUO/6CVUNn2w5amytLWtTJomQjLL7w/kvtYmbkrc5amn+PXUf8nlYihoyxVPxRDD3bPUnN2ju1UYmFeNO3XdP8hcoLnfmd5i/4nH1PNB/TorSdk1qUVjtx/fVOad+FqFe7ZivDwoQp5rcj5BULC6KtU/LDwoYrLz45LFz6a64qLHTcF/DlDqTiG5KJspesnUp8RhGfkZMufSg7LERdn6YKC8OGjE6pwLYUB2603+ypuqPHkOHDHC4+fC1noEJEItGWLVuePq30LwKd87pDGZV5z34PY/K+kTZI6MOtaLmz/6+7RDJNX7PES6oZ7DtMjk2XfOk9lMyvVd6ecbUWX0suuWTS66PNNT1XSt+m1rmAuOKfRJq9fnZX1QzHo5i8sNs1bItfwHOs0zQwtcRyeenbx3XVmA5p1epwPTRV46fKCr/V2VLzp2HbeBwMyCytOQ7MF4wcTXyGk2WHj9I0XYFQSYc8/G3GaEWAnTTD6XE0nR81yolcxWfJDb3vPmM8GT1aZ/rCs+8zv1SILBmTU+4fYI8dQ0b52PyyIzytrHMReerrtb84jB5NRvno7TzsK6tYtAy5Mm7IMDJmDBk5fHL6v/ztEx+dPEBICGHxOq+79/LYTyWfiOvRbkBkuvRbiCSSUwvHVnBgfD1z6wcam16SOGGQIu1g8wSrriZ9jb2k5TLfjZMNNX7vzF133g4rFuGiHx22VU7tsvN1bpTfd9WKF6t4Wt73EzQderT48b4xpprigmv7MaHpmn8g0t5fbVtKBxJ2Ne+zQaWm8HtnUyNHk5HDycoTFyuWQTGBNxdOVYaFyT95voyjK5bQFJ8t590Nx6njyOjR+jOXXg3P/nphIfHWbsW+jhrp8OveuKyyfmXkSU+Xz7caPZr4jDTed/ZmBcPCm/MjVGFhlM+MTORGFf57+fr6btu2TePUr3QLoTQuRLlqiiU0sa7u4urhWcfT3dVILz/4vPy5/5jVlyTfTv9VPeV4cvKU8F96OQ/f+IgQlq6+nZuHu3V+lBKvHdNtx6ss9TI/l0upAkvazfWduw1+mygnhFg5VHeuZsPnKtaWFh06YsDIsLTPHS+JZ2xuYW1pVYyNrYlAq+BJ6frFL2ky0rSwnxs1GbMnhRDCF+q61a3v3aihh4uD6qrhqaV9TQeuTS7W/ZmbH1hFyaHbxjboNHUHIUTbyKyWR20HC11VrXlexxpbXkrUL6o+PrbKunafx8pXugamNd1r13Z3NTXKv5Lpv7xf43YbYvNo9WOBoUXb5w/4YfUlkXKdNk4169Sp61W3rrubq6O9DUWIsy6/tGpsbMiNKGWL8g2WNHdiK68RlNvR4sqtDMKliJTTtluz2mUv8vGKQ7ErD4oXIokk/+LCl/hWlbohhpZIP3ZvLWtDFMMQ8yaT3PiEZgiH+/fl52kVKGcTtsV3DcydFP9gxTwPPp9X9reUjr8fmaPYQ4pQLMLL+d0v9Kvcd2jDCxhSz2q1fzIhxMjMytmlhplBfpFlThuH3bfSvpVIwuNQqmP3+c7p7btOiEijCTF2dnVzdjDhKP+aH94envzTtqwirUipvi1aiY/HtzRdfDGeEGJgYuHs4mKRf+WUWtS5xha/5M++mEGH3j1St17bC3mKr7BAqOvs6uHp4WZjmZ/vBO6Z4mA19U26TGNsXNzLediGh4rYqKeKjaoDV7JubPcdAZnFtpXz/kZXLac1t5XRycy6boOG3g3r17AzUYZGsnJI454bLomK3iVKy7LWTu89avNNmeKHhWVbXRkW6tRxr+XqaKc4iSw1LNCyD6F34pR7LTRe1NieVZGwwERfvJOpCgtden5X85PDglgi/Xirwxc8jopvSJGZK8JCuRtShAWLJhNqqsICZ4dvQFa521JEA+s2DU3taEVYiHj8zk8iwyAOX/nKojQnNl35L4GBtUN1V/faderUqVnNOv9P8vJoI+dBb/K+ifuo2YYudsb5GYqNyceqnJaBcbGcxVhfX0+oReV//Nzw90HvlIKCw0Kf5Pfbys3NCA55/05d4LuQsCjxZ7UEo+9orm9cLImytLKxsyREtb9sFkunRL+wyAubvd373YpWvG/lVKthI++G9TxtlY9Dy4h+27V554Mvoot/azn5Meqd785ObVu9j0olhFg71XR3secqfwDCX9wdPmtJhtrPrjQzatEPzcdsPSdS/RQ6utT2rF2zur1qat7by62c2ux+WnxsuqyAQ7qOzS/EKfMuE4tabrW9vLzq1K7t4uxkaW6sxWYZ8Uu57Jly53YqzSFExq7XttF3in0uN3DJRWHhj5OVAdbAbIGXtbJbaPmRq/gsMpmMLsgEqS8WIjXEZKk0f0BzqqwNMQxhGbp52ddlU4SiMoNj9yXnkIpES+vG45y4igDLYm/yD8yrCl9CXUqeeGl6m2GrcmWKX087JxcnO1NVy7zyPTxi5tYc+hsI6QJTIwtzM9X308JMRzXeN4vLM7UofgJkYWxecHxnJX14/eqtKloEvw5KS8hUnSzExIRFqAeToHdvXr5OFX9eO0hSt05p1+7HTaqU1MK2uoenZy2Xahw2W9mLMnDUd61WnA0qEh95lOrEOOrcmg7N2t4OExOiX62Ga01nWy1lby1J3oNhPX6MFhfv+nlt5bTvh2xPUsYFx1p1vL2963nWMlOuK/DKdifvUS/Sit+rlvH0L8MabfyU0ULPzLKWu6cyLHi4ODtZmBrpcln63FLCQuK1W+mUMiw06dikYYVOrKRZwREv0pVnkaaWP7lbUGXcs1pGWJDKpPmDRlFfMnPSHBYqEHwUYcHEq56Nm3L895TAyGMZeUxFwoKt9xgHZVigWGtvvMdthF/AV7oRgFOtfq0uxm4NvGpVd69f28nKUFeHI8t+9tB/++LZJ14kE5K3b9/f80a0rGH66b0B5XmZIcGhObJybsJlpHL9am5OJp/16ErV4ZkZ9f5clOIfTfrPnD5kgHc9iw/Pj65csPLss3hCshaO2jv60SSq2DKEXN+zWdmzov6M0QN6d+lszM+5cfSP8Yv30AwTfPfUwZszF/So+xn7Rbl2+XGXTWeGKpLBsbUELzdOnLDvoXI3zNo0cC96Rkdf2DRv+aNAxRm1oMGKHQv6d2xjrsNOjg48/9f6BRsOx2dKMo8sWt288crxTVglPpHvrk2+ytuJa7QZsmjK0O/quSa9vjJtxtxbAbGEkNXz/x5/fpRyPDwmPuDK6DHzVU++dmgyZMXcoY283LVJ7puAFyd2zN52OlhGk5d+C7aebvjLgMYFkSU32v/nNaorro7TVs4c1LWDo7kRh2JyczKTExOePnms37h6KWeq4uDH+zgcQsuIc9t+nIrcok1I4N2tXBahaWLu2cSCr1WRRTTJvPw6mbDZRMK42hh+vW+sTJJwPzSDsPlExrhal7Uh5c+FdePv2r277svjkOeXrwypO6CcKKs8olp8P/Dsu8csNol48Tq9b542r4yLXiy+WlrPUEZ6AtbXCFLxj/0VpwICvSb9x8wd2svZzjT62flZC1Y9D44nhFo/b1GX27+bfcbPW2rYq5AUKZdT1ioYmuYZWNR0tOKwqM+MJISQh6ePKE5dvNpOHDa9T3d3Kuv9/jULF++9Rwi5cuhM0JxB9e31ii31/urh94pvrNCrz5ifh/eq6WgV9+ryvIUr779RtM3aGbN7vtxtRX1O6vVmxuCRocmKREm7Rs/1i4e1bNLIgC+LeP/2xN4V2w7eSM8jGXGbFq2p8/fi4QW3reTHxujgc9Gq2Dhj+pCB3vUsop4fXblw5Zmniti4YPTe0Y8mF+wanR21cNS488rjx7FW1xW/z2vf2FOHJYsKuvf3umWL991kGOnpRQuut67X0cOsMPcK9135xzXlP6vPXDNrQMd2DmYGbELnKMPC48ePTFvYa66yynLCnx/5H3tfAR7F9b19ZmZ9s3EX4gIxCCRogrs7BHdpCy20OBSXFiguxd3d3S1YSEgggiQhrpusz87c79ndAJFNdmP86PfnPn3KbHZm71w5733PueeewyAAUeDeug+hHyxE3d3AYgBNgU1gCysGs7KwkHs1KgsIJihQHYcahAW5LO3Zx3zA2UAhT1vj8mUcx2sFNmoRf/82k4Dwq9cG+PXSBxZatR10YcssBgPePX1Z0EfBYbB/8KeaKxjHJDikScOgNrX96jfydbe1MhWwmcKU2KOHd29bvfWdFEByasKyh3cXNqtKLaKk6KhUGYupg7ATHCM3d2ceE68UQzFbdPLwgDQ5G8dwJi/+zLihS58CQNepK35t5VVUa6YUSiMHd40dX5H6avLwcVHpYlVXEERBXKEBK/PxqUG977EIrCgsuwa137Vniz2n0pDMGrnhev0Pueyih24Q0IR8XY/WxzNUn5iM9sH+xeRX/vFi9y6/vFNrgp2Hjpkx7ZdAD1skE0Y/PrN20ZK9995D3ouxA5e2fbPJUtsKMGeU2oHdst70yUN79ujhyBcfXDd36upTqqVh/52ouaImjupNQZBtG9Vr6YkI1SXfb8rM4QO6dXe0MRBlJV88f/rw5oUP3gPAi1HdBjaJu+71daHOmT93BaaqjFG7fu85Syc2865tZMBUKuR5uTmpyYkRHzM8y0hB+vH5QZwmKQQmrj72Jhb6gB4py0l6fZYgANHg1qIHrh/AlsbpmOTUHDEJgPPZTEvDmks2T92LSaUBAQJrYx6XxSgf94Ia9Twedo5CyrS4xMzsLEu+OaYLLVls17oBjRKePWYQEHHjVq/anf7H1nAADkU9vfZY9cGn47JxPdq2as1TJJ/cvnL2xnMAcHP7n+enD+vvJqg8L83PiH6XrDPiF1Iic3efWsaVyybHbD544v7ATjSFYThD+v7s4F/+TsslbT39V67d4MAmi1oRaBJ3+TyD7m6bMvyfx4aGqglPiSWp6WnqGxRbp/a9aMT8GmgfA2muaP2L1N6OlWZRylNzxk3cqGYpLMchE0eODu3r4WRO5mfcuHHtxMbfzqvkOGFu/74tk141/Sxb6qRQqvLqzG4AMHWtO2bE7MH9AgVY5pmtC2euuyhRULHht27dSxjc5uubpd7f1G/WJvXuk8PEhVMmDh/qaWsozU19cmXv4oX/3InNhrcHQocEvTw/qYicZ06ftlR9wfJv2m/W/PGN63gY8ZmkXJ6bm53yKSEqWehioX1o4sN2M4CmEZh7BdgZmOgj4HJJevLbqxojo1twl0rDwuuk1HwpBYAJuEwzAafmVKtbb1I10mJrymcxifJhoUlw35Ph1zEcJUfHZwuFplxjnSSKx/Pw8Q1IjnhB4PD6zt2uHm1+8JwqQ1u1HyFUuw/LREKhWKbFZfDDyc81B1yIzqqKa5k06UmfYGdTMzPzcosJn912y6sqHiGcYvvV57LtjD1i+Vefweir6z/zmt6fivgYRpxYZff5EZZT/e0P4ou4JFJbhxRalByHb6jGkyRfSk70lVZ1NKsR3rrvwkxpMb9MUvjqSzykzfdKnC2T7xvRWCO7np0nJOQX8Y5MOVt05hgOW5ep+HKUhL6/erqVZs/BpX6kSPNu1P5ZhSfA2NyRMSUnUeqKNp8Jl//Pacqvp1JyXqzX/LnuT/vpijRcKX4+fQiMHgPDhtSLEOvZheJdC5zHjIGRIwx2XrygoCs5ECkPt8OI0TB2NAya9iCnBg93PDu/HIaNhLGjYOjCJD28meOf/jVuqNq3f9LIbD3rIN9OG6nqxiGDPZ58yipP0BH69HDFmDEwdiyMGgEzt+1VonJOD1ThCKG6dFpxIb/I4aVne+eYqhMKcV0bXnlTJVf9q4ubs3jG5SOJqZGhU/956aKqONsrn+xaYPW5OTYBbe+9SS/i3B75+XCy85GXqUWeiu9SpBNaLjgtLNIJEcdX2KhjFnDsfY6HZ1elE55sG/y5ks6Pc0ocrMjbM9q78MtanR8lCb9g41S7rwpam+m7i2Ljm+sbPmNjr6LY+ObCVif1X3kCk2vvSvRn3hyfQo2i45JTxUVslebvgVNOVAgPZcIHf6hhYcSwoGh9l7KCrbOsVI8MN9p/8zZZ2RmdeHczDB+lhoWZzwtq8JjGvVNLYNgoFSyMWJqqGxaUr+/9OW6YChZ+/X1irr4HOCKnDlfDwiDvFxkFP5zba/AIIY1opCzIzZGSpQ5rkvkbZ/fVCIKtxxJJ1V4v4t+eOnHPzMzUrvmAx58klWUoxYTn9dZCkPn96JPyVuW3V+s7G+pJYv3a9UmQVj+Juvxnq8/qltWxF6Lix04U2/u01pi7GncflVj8QEhB+stun9992tWUogRlzazeX9/bvtGOR7FFsCV15OdvFl4uPBJe8GqPOVuDhw4L9zyRF3tTZezdTQEa71yc0XNFkQPUso+dmqvgmmVkvelORkUaLju1odm4MTB6FHvN3m16cqiC9KtT1QA7amRwbGXPdyrF2X+sngqjRsOYsX5LD9UchZKnhAfP+FmFfSMnjjv5UDco0wnzf+aoWOVQ+6sRMfqcnEK04umV38aNUFUybc4fwu/hCKG6GDQKvfMh82sLlHmzWxfykQbzrlSlmoKIw/W97Mx1FTNjo+HHPlaLnEoiTzpZ8gHAo3Gbd9LywGf/pPr6a8SHP1aevsoT7zRy1URlMQz99Vh+cfDO+ni1y+cjvZ7jTn4lNi+PeHxxlLNxPfDgQ5E3SOxpo/lB84W7HxdRxoSTrQqtjWNXniiuadNRFzZ6qV23WHzrA2+KdI00rlkDV7Ujm/Pux9kVgQXpkZX1xo6BUaO4G48e0FM2c5JO/6ZWPcaMaf1OWckuJfNTx6+YogKXMWMbrz4pq7mVOjEs4PefYOwYGPHT1EvPdb8v9X7OOHz0GBg6xOl2bIJ+M1h278zYcSNVfTJn0bwfFOq7PEKoWvMxNt/QkFcyJiZCAE7dlxbGNMwukFft9BzCC/JFuTk6Sq5Yboqq7fCGR//FZxYP4X7ZikRgWzuwsaPGI5HSbrPlmA/559CoJq7MQks/AsCHz5qu+TJh9+0Euhr8IYtZksVZKxbOuBldoGJebj4rts415xTx/QCIPrG2MCd16PbxzSyKOHYiANbgRXO56qAVMc9jY9PKSKjXcZlw9y/mjC8ZZ7G6ndraq0OcIpAo1S1C8tdbl17TfL360UYPdlEHUgRgPW3XkcJPr848S6VKzCEACL92J4Ektfqdam04UhSIafXeqUWP2rxiTS67yArUx2EQ29beojazcjNFGO19JByYOCipJiGtAwSsmkrvknKvwbFYYBOgUPbv0dcedOWRwTATs9p2av5Co6g0qX67dQzPxlagREBgnxLz8ssRdISQXeNpq/+M6Nn90IhfXi8aNQRXvVCNZHHhTj5xYVonAaZpsep/9Xv1NzM1BQDpu9TwB1URI1AqcIUkTweUCPOZMhlRTc1hmzou2Xy4mZcl+tIgps+o7oVjQJQxrozxB27O626Iff3at1MPGxtr1Tz+lPXyenwVOiHlrzH7C70DLq5vaMIqLq1GQ1ft4Ggan/jwRXy2NmxcdGbJ0GLY6BnYpNAp6is20krlrSsHP6qvTaaebePCKI4/RtN3rtR8uHTskajYXC68eHrlVnIZKZS0w4JcBQsYAtqytydbT1iQFijVM5zjWMvClVG5GZ0b4X44AlgEkMoWrdv784iagoWkm8En44GNg0I5pFc/a92wQFiae1ipN6gpOjpDph8sMH0aWapgAccSEvJEPzb/atL/CjAgDIxNOIxSDI1h0C44xIOtmdifqng8CSkZOnEvNyeHKhCxK3kwvuQJNOqzzxWNynPXwE3d/liyZvuOHTu2b9+x98Ce9T9r/m5Wp+2Gf/ds3676RlO2b9s+c8IEA7yaSVTy1aUdFtzUvOu045f71OOjIvGHyeSXO99GqcDW0DZk4nwHQVGRQ3xz3xHzhmg+bNp9T3uthg4zN+4c2cj9szOZihGNWFboqiNXas4LKQ7N3iWUK1WLXfeOo/sFsYq9KeHeJLR1r3bq3qQSL5/PKYWWCon0ztOXck2sYr0arhCTFAJADIG5ZRAP9EJLWlEgQSqARVZ93Zl6AmzJmfj0xfm/X2QDgQFGjOzQiQM1kyOPFK28cf1eukpujE0tetcPYOh2IazV2AqnEOCQmZKfrVfzMKatuYvmfD9Jvcn+Tk4L2TfcsG1tiJP517YRRgN/+0Xz4dnCS1XLkkvk5epiUDk52XlCEwyvFjlV21kKnTDKyEldCD5+3aZs+LcQMXbt3tCykYt6DWT2/33TgX17dhQp29Zvda985gDl/f2nYt6pqJGNp+e0+X0ExRqKzBxaDpvxU6Er1Ml9iVpQj/3zlluhTZzgK8l1GNqTU6juFpEHUdih9dnq46w+PUcMbM8uNiexOi26NWxbVyXM8oITVyKL1aDReYQF919GyssQMG2wIBeRKrhGDFNry3p6OkFRcpFUrY6BVT8XolKwgKjbTy9ueZ0DOOAEa3ibtuyaggXhvKs3X+TIAWHmVrbd/XwInbCAOze2xtR0KO2TUL8YJhi7loWjIVOD8G9zfxwirHJh1LB7Fy0V5YskUgVJqiEGYwsEPMvPGF+1H+dYOLboFlqnFcFglD3ZcJyOe+viYVo97eH7zv1tBJfAiqZdxRDCy9UazTyWb+/hrskYpYlQggBYXsH9mXCEBID4DCk48qux12XnFk9ccfil6tLIa9Gxh/VNilSuLhE3Cn2pZvWoKy0QKoqfPjS0rdMcxy6o1Xqa1sYyPfrEH5tW4kcJLrdeUEMDB7mRlaPGZ1WZGFWInYYTB/lziqesUGdmsO+wvBl3xn0pQNLb5NzO9oUzg2tkb45BFgIsdptzncR188cHBfh51rI14nPKVyTFSS9zcOADEBgT6XlkWpiUoZCqIyHglQpeheQFqQvWHywQywDD+Eau8zoGadE6qqMUpEYNW3wI2AygKSv7piu7uuvOAqJajdg4AUABQpH5IgCuPgZoYLDNAWVhmCRHmF8+pUAIGdj5drDzLWF8rG6NbnjKml4lhAjje06sxf0tGQDy85V5dBWCj3m2H903xtrZ0QGVvTyignyesy+rmgbXqv1fI4JM4YtSpOl2HS74/RPXhxaVO1UncF3GOgnGx6qmf4Eym6p0J2S/0QSqA2a30Ca2WqTVsOH27raDT6YA5ManpQA4F8dGnzm/juAVx0ZACC/VnYiWxD8tVOoW9/CXi4SyYq1mMNwb+wC8VvugF/2Ga2RvCqBS0qI22Ht/3PDn2KB6Ph4OtqV3SkoUUVJ4nhoWcP1hIfdjulKugQWsUrAgy/s085+DSoUSMBCYei3sFIDjNZHtCISfXoUuOgJcJlBK21otVnVx0QsWcC6mhgWajiwQA3D0hAUjQEIcE2X/MGB9q0KRsvy8fKmSpJSUGi2IfAnJ5ALI1VpY1X7cqeXwbj3o2p5uNF02iVGSLMLChEd8syYjhDgWzv0HFkEYscOwXzYAgMDNd8CwoWYsrQ9BdeUTE744W7f3IvUlK+TXdQt71C3BoLISY0QZaQBgbsTt4WMtyhdSxYAOs3T0N4N92QCEXLukhIzfvLRb7SKiiqmNWrUCGjZlKaXWAjUjpHKjFepwiJihT73BNhqjDvb15BFGGI1qG7Tn8NUMKSqQP8mRgKnG2YZp4GnBuwiASOGR6f2VSb/379EmyMvNxsKERZSLZuKsDEmueg8Kw4DQcz3P/xQh1AAsqAC24oOA4p9dGrrhKhjxQUk2aRA6uZ6hPiBW8aK4fe3U2ovhIOACwns07tW2FhtQuQeb1N8QbFsE8Tgmzy3QN9AkRvAxXAWwFBUlkgCw/udAwuzQbtEwH/OiUw4B2NVp3Bjgkerj22yASueQNnCu37FHX56RZTkMCggCxbyt62jwLZuNEPJtHerb+isdiLh18tbj9zjBCOo1LLQxT+sjlZl7tDxRmKqhyxa1p/obQfGphQHOCG7aMtB849MsUMK9T7lQq0RQgcZ/L+3moA8njH1yC1dDdoifvS0LhPnFWDqLzfU1sWVCOAkII4vscbAMvSy5d1VykLX9lz7Sd7/37Noq0NPV2tyYSZQbF6MgLV1eUAwW9Cj5KZEFOPDUvKtSmgH95smFcf/eVMOCMqRR/7G+BjUCC0h+5eKJHTejwIADQPRr2iPYlqUXLLBsAH3CMVluvr5BeHFCoIIFGkjlG7Hse4CFHwasshSid8/2bFty7aVEIhXLFQqNAYtgYmmR1YNKwLGYsXCN/vdXw7xnEjRFV1gSfQ0Klf2v6iAAZuUUAPBEpflV7xx+vnfEqOWadIFWs7afGlOXX7rt+VmFy/CBpb+E7zBUFmsRxqRFFxTqgJwimVimBT7d/bzMVCptMchj2Qau3nZcbWXHOWr2JRFlaaLQOo4IMSp1/hlT9QLDt3UzuH8NAHKyJF9oGdul8+4/+w2Yf1RF/eKvTBp8xdzDP8Ctlk2D9hP6dQ3wqlXm8WR1ECNEgcDNXV/zKKFSK1WvwjcwNK2woZOictdt37zyfYqSyWQyWMv6D2jvYKwxLFQvxOZnxU3dtP0USQKGWZja7RnV255B6FENxjNwMDJzQKlJUJg+WHddAJijZwvq43EGgB4GMuxbAJUXHygacLy4EDFdAgk1+WIQGBOrApi4NAk92iT0m0KvJj5n8e7TsbfkzgeSBIJZvBMYTgFMuKqmh1XoBBBna7YETbvWs2UztEkrVrdDSzh5AAByc2TasFEv6xBCcrGwUFv+66dexwSEEn15SiWImDz9daGamF+AwAgrhAVDz25bp3Uf/tcZsYpsn/954Hkrr3p13WrZBXaY0K9rXQ+7skyL2GdYMHLz0Jd8ESpcQABMQyOBkVFF+5JUZP69bfP6T5kUk8FhcVeFDgi2EtQELOSmRU/euPOiOp6LraXzwTG9LABDmO5q+IbOAiMbyExVdbj+sODRnEo6ywDA8R/cqcY1L6Vc9PDshh0nHqWkCyUKhVJtwALAlaL09/nVQ6IMvTqdOdXpm5IofZT/0rWIC6NnIwWpkJLAYtbcQiTNjpw9aVS2SAVxDt6D188ZrQ53XuzXFbI8Ur1/LsxM+W1IV2NmUa0dAcIzU+M0TqooTajUxrODmjWAUqSods+/b3ZDOI0IrppCkbJ4Uo4ACEOuTxvvEvdrMNnB259jwAOpRCHH5DIAnlrzws0WLZr17Hz/u1IFUHkn1s45sXN9fb86Nm7eXbv06tG+maWgDH6EY5o1FmexjKxt9B0vJoEhNcB6eFZ8EFD0w9P9d52PU6mpiqZ1250Z0wJqRE+l7pzeFXr6YYaAB6S8b+shW3v56VGRqpOdPFrSb+JxdffoWZmhiQfPwBxys/TmXTVccAxcuVDckIAhYPAtrF0B3qnWBEZV1DGB8/otu743JNGCC6T0c6xupJSIVQJTXVBCU59kBRp9KWBwE9AW8snE2sXUwRqy0miKEBUgMCn+vUYX1IMTioRpmi9e3TozIjS2RHBCHFEvI16QajdXMkeMCjcTAcMtV6+Y8+pK6BOKBmXWgZUzDvxrE+hf28rNt2e3Xt3aNDE3YJSlJWl23wgOx9DCUt+eZxTyLmMPz0r0ZsTd4/32XHpvxAdS0TKw88lRzWoGFpTXTmwfci4s24ALpHxQ+0Fru9TRFxY8W9Hxe7GKbJwYm3txeca5+XnYdwILPwxYWkf3/sa+feZezhGKSfpbUZxvoGbT6v8qWmSlEiiorqWZTwqHADGrrVvynh/o9utJjTV40MJl83p6akPRjIdXCq8Swh8llPfmH7NyhAAl0/bTpJIunoQCIYQzmAIDZlHxxojC2WWjCZNZcgRUn1MjC88YCmWyr7QMMTrP3nHV1aPLhL9yRCqemBX76mrsK7hy+ciKqU0Hz9i7ea4tkyjX0siECuqLGIYTFd7PlmxcOm9aohwYTCDlU/pP/6WhC4AO231l5h2dMfevv7bn4oDhDAZzaejP7Z1M9TSkYhXeEVXdXZU45TVSNO7OJYUIMq9o1nccCOybgUn1QGQlkrDKUckDmppOuE5/7oQq2BXwQmk1Z6h/RZu0Jocf13wokMtLaQeA9EtjREuSIqILr988uP6mnFszn6dLwJ7/GRYwTp8l+yw8Fnb5eY1IpgSA9Lcvr7x9CZcuHVgyueXoRXvW/2FZ7rxlMFgVhQW1QlfRXhWtWTp/XjIJDAYoyWmDZo0JcKwJWCAVKTNW/bMvDwcM47C5KwZNaG5vqD8s4BWHBQL/wbm+FT6QidPbuax9iFNK5bezE31/OPnty+nVf2x8kKXeLWdsOrPFz4wohRlUSlx2dp7GxCR9fPNyeXD35mEu/FY6bb1SoSiRCQshxOQZGJUgJeo7GBhmyiztD6X6kJv4VCmTqN6EpuRKSm0uUSENz7PH5YTni8cPWHoySg3Z6c8fpMOD21eP7JzB483dd3tyJ2+83LFm4BXWDphERQEWvX91deDBC68xAmjay63hrsG9zBjVD5UA9P1TW3teDc9lcYCUt27Sf1e/liy9MLmSuIdj8L2JC9Kk6izOHyiRVPiucPT+7yEJVs2AihdqENYs7d6LkpyPkmx1CHmEJAqypAeOvpxQ/uq+XMO2hKmJN1MTy571pOR9tAw6ctUMCgHG9+l/45PnvDEDVp9XZ0LMT316LxXu3bp6ePs0geHCg7cmtC7PBq1q4beABTom7Fy/I9diCCbQlG+dkF2DuhnjNQILNw9v6HU7WsRWwULH5kN29AlhVAQWUMVhAX5wqO/bgIUSHx0Y9efJ9FwEGM43NGrceUDP1vWNuVyEgMlhnFna/+CLaqhGlhHzz8p173IUWLkCRxfkufVdOrOX2/fW8+Z1AcJVzIIkq8eTkM6K7jt+Xor6ZK1b+5GLJg1nq7X6Yt2jQhHLll3hwDnVJ17jgT/5CfKQNplCSiFhE+hupQV4MJ0LUrGPsrJzu1sFdICTKv73Nb22ZreAMGg8eFH2gD8u7d2wfOOqqI8gEeVKFaSMghs7Ftjdy0iK2WRfFkYQkBH9TAHdWXqvYRiAvCAnOysFnPWfJ/mbl8+fnKjJkY/G952+vJWLZmepepdnSpk+e9of6/K5gCOCIBYOmzfa30L/LSxSIZaJ8ypaaU7GO42n63dezFsAxKgDTSjJqhyND9s3a9WldEM+Xq5KqeC5tV08dYAhl/FddYJZMAbPVDoRpVRUPT6AAlMNu9a5ZRPUHzbtVV2YGFZ2cQCc71jfDx6p02rZdpw4yFGZR2upDqNFGbxgT/4X4oOpNDxC0HzU3wVDZ53dtXbFpvUxSSApyJGSCjkFlzdNt7qbmhr5j3UZMq6ChddPlNCWURF6K83LzMnJQPZ65yVCwjWLZk9LpjSwMHnArAUhjjUBC0oydfof0/+V8AFDTAZzyfC5g73N9IcFhTxfLq2wG09uxnvNuRhAP7hTzZZ/hwevvksD0AyuoZW5SZ/xf9SvZYSrZ1F6zK2Vq7enVMchzrizS2cffGdsiJcXWATRTBPPKb9PdrP6/z/v5Iez80KXFu7vTT2X2MWVqU2mCAcvCwsTyMgFjGvUvNsQb2MFqTXGFMohnUZa6Ke9lSO5CEBRhsJt7BLE4PKhQMxlMQ24ROEvqe1hHAufJSdeT37z4O8Vvx28migRiwoKxAqZRCGTTOnc7N3ui2uGNWZowTzV00q5NPPTO/Ctp78hACcg7fVjBE31V1NTEp8N37AnAhMAIHsr5x3DR7qbsKrdwIEQ+eL+6QEXn+RiHMAg0K/1gdD2fLXXip4V5WbGV/SNZJJcUi7+On7fayF4DMNaAIkqQlsVS7ko/u7cVQdFSqr8KY7EogYjVo1vY/P/N4zIMEyrtHLNnXgWNpCYShC4mSGrcgwKMHZgSy5+DWga8Fp1h7RqxGZpZeoYjUlrt23L/exRoIEFnnXdVefeTo2889eKX4/eSJWKCwpEEoVUnC0V/9Q2JOnYpcW9A4gyLH2kVJSV+hG8fCpgsiEgNfIxDGygPywkxD8cuu1oDGYAgJztvHYNHawJHFXdsKB4fOPogBuvRBgLADWt3+nAgJaaPLT6wkJGfEUt21JRjlIh/f5h4f+uAQsppSeO74vNVg2Ocb1uZ08cDnYqxntke6vHgIUr8m5c3HsjSjePa9lszszvrN9R3ssD4eorprUxs2zmSNM0hQgGoVOiKDJn29SJd569BwC2UfNZK9c4G2FauJf605c93RWr/vq5sb1uwKzcAH3ejgg/9Vi0ore2g++KiEvPNFeGRqwSVE718gzDjiNndRw5S5gad+7Q+mMXw27ceKIiBbGbR/417Oq0hiV+jsm3YatT0mJKhVJPqyDbkEuoAzeo0ybq11gkl6Sv27ZlWlw+EDibzf+t89BlHWrrqT0ipUIilSCCw+dxMJ3TJDNm5qr1Wwq4gNPGhpZ/DZg4poFlRRywkVSSmC8sUNNSW47eHmaJH17g6h0PPkN3xEZESkVSOZPLZzOZ33Z3IePMOQ2x5wqM+FU51ZT77ubRQ0903mbayXwONcDw+8KSzAMXNMdv2VxjQdmdQJMkTeA4XpaX1mdp/Xj7dZqMNNI2V16ceaS5EBhV1uKOqVHtM8vdc2hjGyMdLOPrXP8CC0yTbmPndxs7Pyf57dkD645ffHrrzjNVF7xeM2HdkFOTAkoucgbWhbBAkZSeax7HhIsTOSoOSNOI1lfWRCmrNm+amygHHONyBdO6jpjfxk1PaaWVCqlUAgSHpwcs5KRF/75y/S4JH4A2NbZZHfrTsLpmFYIFiehjQYFY3ak2+sNC0sdIFSwA8JnsH+Sp5godu3f8wSS1TFuMX3lg/cSiuVghK4zeu2F7SnVUpEh9fOzIOd2LpE/7YZMnVfMe4DfaHVHjHobhDN2zPO3u1g7dNaGvDJrMOfRXR5uyZIqmCkP9WFlb7z283kEXhlVS98JwzXMKkezBg7fjgxqWviXhZbSsQKURMZk4i6XFHmZZu+nfu8P+BtnLOxePHt574sD1OJXg521bt+HXLvXczIqv70weh8HBCiNj62vQYPGtWWqAxdW8i6nnHH91ffia3Y8YAqCVXs51d48Y19CGpSeIkVKRTElzeQaEbucoxYNbJ4buOZfMFgCim/u12DM01IqHVegUW+KHeyrco4BL6ButtiA/XiKWqn0urNm6ph6ilDKpSImxDPi8b+yfkZ8SHabx4LG0M66KOiZLOXFkW1Kubqkmuy8fX/0K1bdQ2iiKRjRiMMtkEF+iXF49+xS6dNOycCclZCVkaO7k8SrLoAAoZWGTO3XuuH3TUob++PP5wta3+Zr9L9cgybOb544ePXhy/9V3EhmgjDUrt/zcboOdoDjBYxlwCbZKiUA0oik935TJt2JqYIFSUKBn6Cwq+vmVoev3PWcZAq30cau/Z/jYAEuG3rBQIFMiLt+AoTvGgfzW1aPDDl7OZBsAoLYBbXYP7mdSQVKT+PGBph4+Q9+xFOa9lUnl6glgxSJ+MJ3vz4BFKylRWqrmut3Py4Od2JoMKJ/nnyIlpbreXRDQrCvfTYqX64FF5ecFOQm+t36POLUzWX1h1bONK0u7lSgj+sSh82spHANBaOiI8dbl6oyPdv4+Ze8d9dluy2V794/wEZTjB+nsXx8uPQeAxTsu/9R4NKYbMCtTuLbuDgAqGh63+XzswgEeJeOHKxMvLn2gicZV29deUGrosC8KrJGN++Ap6/oO+zB/0ujlB28CQOy79NJLGMfSzYqGDAyIgu0xwhX1jHSvehjT0p7B/gCAKT8kZz4lkSdLp/pI5azesHZeTDoQTJzAZ/UePVOdslofhFWKMy6fnvE64S0w+C51F/Zs17gctpefFff7ms07shWAYSaGFuuHTRjka1ex8AEIxJLUHHUQDhzv5Gii52Of4qRAYKCg63nYm+uoQRixbvtkiUIOmHNI7xVN3e2/mRAJX1y9L8tV9byNlau7XVUMWEb2QcFtLc0NyssTh0i5eZA3h/F9eQAXvHn8SJSpogs2ln713bWuiVTOm/0Hf8+SyxDuHtJ9QaCzpZYpZOPqCxAJAOknLoav8GzhVPKGvAdzTsWpr+y8bKwqz3RxA1t3W4hSLQPztt5rMy24XPQp5dtZBBZM7byGT9s0YHjcH+NHbDj1QIU0HzJKyzjXws2ChmwM8PwtMQUL/AR6wALLyp5gflLBwtukzAgKOescdkqRuWLdusXvsoBgMJnMP/uO+b2pl56wQBYknz81Iyb5HRBGnoGLu7SsX/amBspNj560dssBIQUYZmFis2nYhD51rCoICyhfnCZUk0om0dFOzxhf9MfPsBDkaW/ygzzVoE36feHJftMmvaYNbVXckIvyhNlSafVUxDbzbdIGsxLo8MAycKhnxqmusGeFrx4Vk1njtivRp9PHpn/IzQDMzDdkfqsAr3KkWJRwf8yEGbFqiArq9Ovx6Z3KYVBGFo58Yy7kSTNyCw7cSprR0qEiGKZ3YRn68QzPqUi18OP9E5k/NbQoQQKVuYcv3cmQ0gC4ES/YnF2mBothnHrNe9Vr3mtst40unX5WEfEMcQGpLIl7DCMbjoFKU6VzM7OuiulAnftCaoB1MUeQiwGWvyleMrO2bm2OfnXn1OAjl14zBUCRgb7N9wwZUNtMX+tVRvjeXZe20IjG+F2GjJtlV97MJK8c2Tb82rM0tgCU8m4t+v3bp2NFrVcA2XESgsBIknZzsXHQjxEr88SZInVaGTazvY2gfI1J/vjirDuRDzCCYeo0c8iAztxvCDXPTv6rUcgcOrc0qsp+NcsipH1viaxcR3gMQxJxI1tONb07qbGCC/NlmdkKN34NBsRGiH4f9u/Zu4cQDmyL8QMHDTQtzbQYLBdja7Y6u0bBnS1x0m7u3JIj/eje5edZlDpab/taVYhlb+dRF8NvA4WuPn77MkUUaGtQCfxRSwGvQev+DVr3G9N5jUf3KQAgSy0QF3ejU8OCiS2LF6ViORnpWbeltD9XD1gwMHc2pUGIAZa34Z1siofuYaeeXT82+Pi1GJYhUIom9druHtTH3URf61Xqix17Lm9HQGMGvYdPmGZdnh2dPL9/88hb4ZlsA1DKe7cO3dK7nTmnoqHZMuIkOI7RJF3b1dZWzxmbLc6RqGGBy25jyf/BdL4/AxYUJnRT0yOeakUtMimkh35uOPtZ9dTCtPJaumGPPjk1ceJ/euSn9OqV87DxhAOay4n9G+KqLiq1auTdm7mqL1HoEn5vfQr6c8GEshA6//nG4PGFARSH/Hvit272WiMIfoGjoH4TYPlola66Y8yGkT1+aWJe/YgPQJgEDWlhtvR2NoB4TMN/uuTOKo6y4sX1hmt8rH3GTmxkytC6eH5h7QgB28yhVbOg9QdvigEIFiptaEMMJxdrSMsHAs95+CKpXksH0G2b47jZsu6mAI7RMe9j5XKKpcMhQbx67txZmUogmEBKFw1fMauJjb5hKRFKeX/y0tVdpJpoxibn2jlcaFq7DFsAnT5r4bIdUiZgOIZjG0bNDK0tqCgbRohOj7uXj4BNA+7W2hj0YiiK2JuJCsAxoK19a/F55T9y9+CYqJgwjRE1dgly3X3QuiaEqPQCrcydu2ZPXI4MAKtXJySkrlVVfj5oxOobw3RDCYbhBPG/i1/NLzUOSuGKdVvfpxQAgIu9SbC/tviaysytu4e/ehumbt7N1+F5S7cftGWWOliM+fzSz2Xs0fcA1JSWqweidcXHUbG9y6RP6iv79l1aeNlUluoinGDXadMLTm8AgPBlva/1S2nrVGF8LgILGMfSqXVQvR2nHkgBcG2wgDMdHS0hUwQElvE4PNUv2EYPWOB52DEeZgGB0VGxsWRzmsEsf9wLVsyduyAHAcEAUr5s9KKpQZZ6wwKdEHP42s39SjW+x6SIHGudCnA1L0PbSf1j8d8HFCzAcCaDuWXUtF4eBhWGBZpMe/dYhICFgHBV6y16jKYs5loSCQwCaJsAJx6rBmLS/yifGctnBsVkszCKRvDVBVuacHfquF9jqsmA5dJzwe3u+uAeRhDVs1/s2KAZwEkAuLLtev6f3WrQm5UWXzz/x8UHhzWb5JHhaXYrTnlbaze80rLcvxfPOh+dBwCmjp5LN82xMcARKnN+G3nUM7F3gY9RdF7KyfVLhgVttuFj1c6gMDDs0yNw5eUHUhLdP3np3J2fRrQtcpYZocR7F08euKGaMExWt+ljDMoQ5KJGf+eOnZvCzw/U3B/X4p3PcrLiq5Z+hJKSY/IKlHwjhk60ZLIc7cwgRwIY+hQWkVW7Ufl8kv4QcXPIoQuvaQYA7eMeeGh4qKsxU2/tMWPXnknxYqHqVvrJwg3uW3/vX5Y+fPfEzgG3XuXhLFAqujYPPTiwDZ9ZUesVUIkPE2QUBkCbutgZm+nlok/KUj4+lyKVfsV0CTEoF2DluXcPH18t5ai+fpc4km91f1BL95riDyVK4tnuSzQZgU1XTu8OVdiv5rq13LU3RC9wqyZ1jO/oxuLyAaQZ8WmPwz80ruVZc1hCppxduHkCW6OAxT4lJZxfxvcsBYjsxs0a1jLdGZejTIp9tnH141WzGxW9R5b5ctPvWzXX3VfNsoDK2QvV4cPb9cPw9UApFS9PbTpyY9dv3Sujpxd6tKsu3Lt1DYIpKh7PRNoO7bCdbbhYvEpL+pAYK5JQXANCJyywOLVsTCFPBhj68Px1nkeD8j386Jiwy4OOX4ulCUBUQJ3gw8P6OQgYektr6o5dPyfI1eFq6LBFG9w3/tazLIG+fnDzgHvRYoINSnmfNiP29w9mExVOLKD8cDdBjnAA2tzTwdBQn6FEclFyYoRc7YzGcW7KB/hBor5LAxZe6Ed6dtzcJ43X1DFhKRWS9Pjw5b/+uufx22qrBcMZjP9AMiQy8tWL943sBAIuh4WUsvSY2217jJHKlSoobzyub0gDrZLz/tZ2GuDLhmGBZFF07oS62tgXSn7UpvkfmmvrDlMXtHX8mJhUIqQ1pVAa29Uy5hCajPiG/v1ntxy75JZqmCY1tUjecmlcl/qmhhwGBkqlUqFQyKTilNR0Uwc/dzt+ZY2YCDB+9ylTlt6eDQCivNn1uqDTG4bZGAsYQBcIU/ZO6r0gR6i+133G4C5Fo4bnRl06F8Os7+NsLDDgsFkMBoGpKIH449t7y9es1ti8zJmlXwxhmMC74YAHlw4TTHhz67iy5W8MPRYD/+AZWNgwwCH19aNUkVjAKYdUS9avWPh7JqWifkqFtX+vjjbCG+HpWBFyj6kDMvGNLJs422GlKhOmRRRgwNUEBct/HhF3M9BzIEvLLM6ePHn6Rhlbpcgo5d6NRvhxkm++khfN/qWuiLa1tve2NisLAhElfPnkNMEASglBzUPKNmsWK2H39mNqh3k3bz8+l13uI/lx2QXw2fxKYIdOPVg1oWkNBDhI+HD7UUQDV1sDHgenlQV5Kac2LNyw77qaclsFTZ9mSVQptQ1OMPDv36E3KeFuWEQTd3tDPpfAkCgvae/qWUu2XFDPBuMG0w87MLV0gvjT67zUmC/ZzXE4cv3t+qG+FiWlFbC+C5aMPzpQjd3r7X3g8empzmbGTBxJ8rMurv3914eag99mQzuH2hmzqrC7wWjZtmsL5w23P4A0L7NvM+9VW/a3D3Qx4rMxRKvwRy4Xi/ISM0l//zrGvK8SnBV54fI7boC3o7GBAVsDCwgpZKL3kTdWbtuq0ejNGVpggWCY1G7Q8+mNUzgD3tw5RQVPJPSAhXot5u55ORYj4NOru+mSn5yMyvErEP29cN7sHHWITqXcLqBvG8ucG+EppWCBMjSxauhog5WyMuemvRZjoDk6iOfdf/HusZ9zF22LW8ZPk6fvIHlqWFD4Nh3izki6+UpRIikgSaNaNg5eliZlCQOlyIl8fpEggKagQUgzPWHh8e09mPoRz7r1OEwmgh9ZdGqsEIUMKv3yqZ1n+k7o4sdhIKkw69nFXaHjlwrVmzXVYyn75rjHMXMtDK6YvL7FKJe9cwZY8QkMx0i5NDs93cDGydHavFomliI/M/XtXcC+4N6d27Fx3tZBWnWnsD2LF22/V6hbzt7fgJ+TmKQsbuNHOMG2tLFiamIJs+xXj6gX8ChKQcHTU1s7huLr/pxa29mMy2QgmiJJUiGX5WWlfpJZtglyrDyDAsxv+ASXhVujEiQAr0d1Hsi8vLadrwuHzaTk0o/RNyd3HBylIX5OP//cyuqLOkQXpFy69czQtpaDpQWXy2YxGQRB0EqFRJRxYtmYB4Xcn82E0gwF82owgXn7upIksz9GfcpMtzW00zUciMmx9vBvH/HgCkHAm3tnqUYjy5lTouzI0FXbI9lGqqWAyWtZv3FGytuEpBKQiEiMGeTuZsop5UeR/TZFKS9kiwTQ0b+9yO8fYKjFSB/9/GLo+ft5TB4AYlu4d/W2DYuOQMWnO01TFIPfvLZ7OV5cEU9PURQJCOyc3ExNjPWZm3Jp+puImzgOiMYCmjYuH2DFn57mABTaP8nMhLc780KWGVe7VCI66/nLqA/OlgIDFgun5JK0mOtdg4cWSuXwRX08uVVhUBiOM79xblq+haWAFacS9XcL5v5Wy/jvZnWsCZqmgRZnZ+bIlN7+davLbfTtjS0ILxxChKQpuRs/iXs6luIatVp29gtwi7v+FiBz7bwh5rU2DW/jL+BzEKlI//RiZsv2N9TQzTEavHige2WNF+pg7EaNTv9k32nNRwDYPaVH5qeNy8b3sLM0YBMYRdOkQqGQSzNSE4QsrxC/r0yPEiacu/XKwsHRztKcx2EzNbBAKsSi9CMLhoYVwgJXKyz4NJpM3H9AYygj7mVKbraFgc5chIjDr+VSp8WbZ7cxHN4+vEA3GFTOaOSmPg/duD+WbQgYEBzjtgH1ExOi41AJDKZJjNXY092IVUqxy4xKUZJfYEEZ/VuEqKefFr806uX9k6HXn4sZHACaY+3dvY75w8gIVHx7hqIoxDJoUdutnOM4Lx8doxFCNDi6exkJBPqMpaQgOS76vjonEKtuoyA9edeP8k0NWASb26RDN+NDkXkUCIX7W/k/a9/OX54Vf+fmc7XpwQwg+7/aWzhAxQEx//ny+q5/+zdu6e5orsxJuHXjkVDtoSkwbvXvwj9qm7O0UlEWz6S4tY5ThrFOeWTWX6/EhRuyaff2BYccIzHgFKdCeYkZi8JSJjUw0bjxYsAfuuzY4d5j3iXnAMCK8R13ONYNaeotwJRCkSg7PS3pQ8zHdHL8xsebJ9atvKaKQf1Wg1aN2TtrZ4ycgvgLcwIfbWzWrIkRSMIe3EnMlqhJFG/s0gU9GzsVFeO4S38N++M2EByPOt72NlZGhjwC6JykiJtP4gvtdIE9di9oU8p8rVp8nXw7ml87LASgsv65HTeujTtPx2IAwKvdw0cAr8TAll8/8zD8j25l7yMVJG0tIAvnAIOV9vpMwPOTWgPg80y9P62ZYVJqU8LSMcSaszmPVuEWhkGeJIOitU2q9NfrFOzPFbFf39/le0tbpGuENW/U5fJPfctyzs1+syssRcbggZzdo4WPQKurX8mfzAu/HfMCw0CJW/q4NuUwyw0tixkGegSFJb7R/CqGQUpyFkD1GbBoWhPiDhNe6hV8ydIrKMjLkakURj6+Gq85ewoOY37dsqmt7X9vLai4CQgT3RzYooGZR4Mm3s58Bhl193Rk4Tla28GTVu/tbae1E3AGB2ewio4aW0s4GAwhZOTR8/ji4JEL7+UpgIpaH1hne0jrdlY8iHnxIOJjYXd3n/T75LEhWtg1UQFsNPZoMXHa3Ce/LpfKSWFy7OiuQZ4NW9bztGeQcqEwLzMtJT72dZao4Y03F1t5mX55Kvrs0iFzHgKT51W7jq0GFmhlVmL47acfNDfYN+m7dVaIFlggGC7ebUxunyoAkKevefB+RIgLVycsGPj08TYY+1oKHNn5kw+ipnQKLPN24ceNYvqLtCaHH68bRmmVM3Obeu9W/GZYaifG2inYnL274DMs5IozkVZ2mxKxRcEtDCbBYL24s93vujZYoLEurfocH9m1rJAOmdG7nqfJGTwgOf2a1+HqAwt0TtjN2AgCByWyq+vekMn4QbxqsFi0HtrRdd6ldwDYpz+HtTrfpourKRV56WpUgVwtZgIA4X+xXQgB27n9ppF+43dGqHSAnb/57lvZqIELl83ITvkQEfux67x/j80bw64O7R3DCQaz2OrPZpRFdxPmjV/9hYbtmdP/6hIFhorhGaKRXe3gA6cPuPDUGVEB8x659qc7mf/svQIAr85ubn52T6MObdwtDRVyaX52VmpK0qvo98hhhjJxWWVbo/YVwt1v7p/cse+yF2kA5KOhrYO8glp6O1mIEl5feVKYzNUpqMOeE0sFRXK/yzNjF0zq/TRBaWzn5uFkb25mxONxFcL0hw/uZalDdeM8k+kzh7tZ8EtAJQJgObf1NWY8ziRZ5IurT+4HuvbTBQ4YzuS6eoUIHl+RYCBKXf88aVCQQ5nhZLI/Pn+MeJqfpBWS9Qf+Wa8lfS0CCXP/suWD3C1LMg6zev6Wtg8T3xd6QuOpWfkAhqVnGh2eHJsMLE0CEHnO+7Hr/9Jm9UUg5j/ftyWgDJ6IxO8fvrlP0YAwA+da7U14ejlNpEXtjswkGVygOEOaeTDLAVgEIHBq4yKYnUJqEikjseKTnNQ3YpA+MidD6iCOSPn86K8+5xY2bdTIyoyb+/HprWea2FcMR48hx+cOwQFD2H8JSTCG496ZPVwHb4sWZikAAIAASURBVFKtwBGX+jS/7t882FgmV4Ds9ZPnBTyjB8l5TYyriazxTItOHhxnl3bEV5v/rHavmZTfa+K1WAA6fu7Qdjt8G9f1clBmvD9/R3PyCFm4199yfLV1EWktglD64YIafzouutr1ec9z96IA4MLqny6sXty2VzNbPkMsleZlZqQkvY9+n8ZovYe8PvSrXTXt9ezxPaLTkamDu7ujvbmZIY/Lleel3rl7TyhRzRHcwHz+vKH2hpzSsMB26+RrhD3NRSzFowuPwvwduugGYLahu0dD3ovbMgxyP22KSOlb17ZM1puaEP4CcQsjfMnyV+xZtYLWKq2sk/+s6lnLuCQsWAT6W1iHpSYXqsl4QnaBtnMblPJJ6vtM0NjocFlmzJB/IrXBAg0Sw8gDm3zKOpRd8Pbe20eAAOHG7k6tBBy9LJHJUXveZCsZXADe0MauhD6860f51gYswBgte09a+fzyhLXPSRokeW9PHf3sdWXpvWTjdpfwPwcuuQogV/5novBThdqbnKLlJaUKUUApCrdSyo5uR716dP3Vo6+f246a9+dvvzT1Ni9rEtsG9rU4tDaXoWZRCLiWf3hoj1RC5Rale+KMZLH2N5Ap6aKmJY+GPa9dECwc3Xf3MxUVzkoIP5kQXuwBpiUbLz5AFKn5N4ekKKTXGkPwHSf9c9XGYXbovP0AIM1JvXb2RJFbglYdXT2mc1NucfcZTEM0KVls5PPYyBK/atph6NS/lvxSW6DN4wbDLO2beri7h8XFUVTS4+vTA13XG+G6VFXMsGfXMU/3buOxIfpC74gWmX5l+mDhnKJu9wQLtPMeJODgWrMSWbl2bhPY5fTj85RmWxjDtSuCGE5gGPXlfCyTrT0yKg08VjmZXNP37V4AXNX89Os7xQ7XBzDJJ/e2pwqzAYGRjbuPd0NCV9/59/mnecz9GwnvNGm+oXp34TCLtt2bRZ65rzFjZbwNO/827MuXLvVbz52/OrSLH1Yl76tvWmQUJdNc5ZJaer9QeLVjo+ZP2bHPzsV+PYbt4Nt0zsJ1Q3oElNUJXGt3e1OHD9mZmglDCvo1dTLUNjcBMHb3P04fsVjSc9I6iVwJpPTu5TNFbvGcs2Pl1EFdjNlFa6KyNO8lp7VgIw1KeSEwKYvxPFbfcXMcnBznjR59TR0LMObJrZgSMfQNeVjxqY1rYIGUvI149jaipMrfbey05fMnuPO19gJu59Tc2ckpIuGjUh73+Paiek5LBbphwaR752EvDu7hseH1uW5RzVO9+WVSNU7RGhmsMtZVJGBjtLbHHbx6tfQ7cOHlTbrQEFzGy2FEMfktGxY45cFCyr59izA1LNTtM80a9IEFxb0bm7MkBYDAxNHX290P/0GdalQ3wx33nzk2uEffS/EAoHx6/fTTz98KOk858VPQ7MnjnsblAkio/1TTMAwhxA5ddiKTHLbs4EPV25PJjx8lF7cxaTMQUIX4kaek9Ew3y+SbOTgFMD7EIzV0KrnBQU5lOEOR0rSi0pMRn6ztLq5z3mdLi+YYmunqLQcaBiyeM2tNvAQAJI8vn31c4hk2USx6MULwOQRyuoLSo7tUT1g2W3ryQr1JE2ecffIeAN6G3SqyBvJDek7dsG6Kr33xI3gYxuXxAYR5yfFhyfGlfrbFmgOLRnVuVtr1W417nB5df7639W8OE+JvjQ5r27ORpc7NFtzFo52tzYb41FS56NWj+2t9+k/jlYVhGFGshWyOdsMOwvBS0W3VrycYNG7Hxz9apnCgSM7FUrUAFAvkjBPA4WrHSkSUPaGomFfHYhLjVAq8wKxuw85MfdCS+njw4HKMowLYgIEzLcp9BEPAMq7Xq8uUHUdXy1mF/VOtRIZRu1WI7+6zT0XqTW5pzoNbF4t+PXDG2jkTh9Vx4P+31GmNEcdl0KoLCps5U+a+zFOJ8as7N7/cYGRoqD1NxGcZpBFkkfrCZ62GA0zOHJKw1OoYxrKwHm3N1S6tBt4TDl30mD/ljw1nXwLAx8hHHyO/KH6EW91ROw7ND/EqlkacoqiCQuNuOZxQSYGymGnbwP3Q8VMb501YsuOG2iideu3ksRLPGjJKviKXzwcQ5STFPUmKKzlRWG3WH140rH0jhnZY4PXo+svD7Wu5LIi5NvhZm9wGpjpnC+7l3cXSfGdiVqYk99HDJzu8uk8oyycOL8p5VLDA1Q4LNIZphwWjoRN2Jk5vn164wVemOsDA9IMFIOgy26eMeHrgQ1oSAuCZ2PoHtNbLjELGHzm6WsO7gobMMoUf9qvv04CloiiWo1Y/azvk1v7dhy8/Cs+ViMxd63bs029w13a2xtxP9hM32g/AadzbVvAf6SWDkf/83UKCcJ5RGz+LkrZ5E6fRK/7tgxhKhaHWpZgnEPy5fMWn10/zCkjcyNivQfOO7dvVtjFUdVRZ2WkQwk2b/rn49oZNMxPy5K4NZkwY2ZdVOqaoOtpwh4mTNjXtzEBlaiwYBhIRaupiWALGnf3b7nqaNz/y3plTZ249vv8hRYow3MDK3q2Wa716DRo2beTn6VLsh8zq7tu0mWQx+Pb+Aj02STWBFwiew8C5+7pPWHD28LGTVy/EJQkBYzjVDenWvUfPrsHGOP45xP/XlvmEbr7uHPb8Rfjb6Pfvs7Kzs7IMDCydHB3rterSrXMLLzvTz7+PaTGZCVyDvJpFvouTI3j36m74608hfvbloYR61bENmVf/6LZIGlh01s6Nx9fM7KPVfIDxrJeGtEmR6szOg3gCdeKAklRc9X6Ng/rfiLieJ5MhYJnwHUqnIFA9ZOy1v317GUOneOIOTt6sMjYFY0788kZUQGAg5ffs3TSgnJC0X4okMybs/g6F6kaGnftiLzOs3KfUJ1lwk+69x1xaPoPJBZoGdwfr6kQSsFxw+u4MUWbk0xfhz569SvggzJMjxHKqE9C6U7smfh4cAkpNn++ad7mHdN243Z7ElVZ+zUqNG6o7YdfmoQASzNtWuw11zrp1iriYTFGuHNi1PP1btu4UXM+dW04nIAQM88GTzzE2/3ov7q2hRevfxs+34zC0zRfVaGJMk3ZjV+UNnHrl1Onj505Hvk9TkmDn3bhD5659e7W14bFLSavBiNUrm0tonGfYulQELpaJ42dsFHC/woIaF4DZqMOoywmDIx5cOXfyzN3XL9IzaOCyrc0dndzdgho0atikoZejadH3rDds21WPsBcvw99Gf3iflZ2TnSUQWDs7OQW07tqtc3N3a+PyYMHYu5Fb/TeJH5UIop/ejG6WHuRhpRMW7IPn+J/Y8xYBU5m2e/PZv3/vph0W+HarWrTNJHUmYEICE1eD0tKqGiPj4Eb9bkbfF5MKGthmBnZaWgGAmdbZ36EDydKR5gsB7urmVxYsRB8eGyOWqWDBILRvU299YEGU/PJp2CFSdSPX2XOuiwmmz1M/SmV1M9WUMPXuc/pV9o0j+/Yfvxz5KYXJ4fs27zQwdFD7us6KnORZ89fmKSicac38zzUOA4Gl25y9D0bPvLtz1967jz9gfANTOwsjY1s/v3rBLYK1xppDXNddW3YhhlJg723O1887heC1GbBFSZpdfPmAzfMbPmyZj62ZFoFAAEynv/f/m6Bglp+/hWvqYskuDmIc0/6T/+k+YvrtK+eunrv45H18gRBDJkbuZi7OPl6NGzUJDKxfLFYcwerQa9xO1y6YUuHe0ErP7gJAjgF9zzzoEvHg5rHDx25GPMvPA0Nbt4YhrQf271Pf3QYvhXscuwbbD5x58ujZq6io+PdpiZkZSpK0sfb08Pdv1alrxxZ+bChMraQV98wbzW2y/+8ncuBgoh3r9jZaPFqnyZVh3qCZU50Paak0Qs/vXmnVdLRPLS0KLgKwdmy8oysf55TvbYJIitfEyqAkgqlFg23ZokuzphsePeCqZn9tKyPtmwpNazff0dUJZ+pI0UbSxq5lxPkkJbmPLy0RIyAwMHRcG2RH6IN7EfuHx0mVTAwkhmP6N3PT8YhKh2V6+fV1vLsnNjsbgDBgu7GZ1UihiAY9J4YVjP0UG/Ui7PmL6MgPydk0DVy+VYOWLTu2b+NgzCpPE/mOkUTdPHanEXNa9xl5/tDOIyfuZCsNTC3ZAnNbdxfvBo0Cte9D47zBw39v0E6IU1T9uiZ69iLXvuvMGce27FmRJWb4hCwY2b8dQ8u4FkqrqUvr9aee/Bbx6NiBI5ef3cvKAp6pdb0mrfr36xtcz5VRKjKmiVPg6q2bpQxa4N6+9KLtNnD15tYSQoF5N3TCPn+neZxv6T5ty/Wxc99ePH/2xtVrEUlpChmGWVh6Wbp4+fs2atokwN+36A9yHYP3Hzkb9vi5ChY+pCVlZlBKytbWw9M/oHXnLu2DfVjlwoJ1s3kND659TgIHhDvW7W8wf4huWLBqFlzL+WB2JgHo0bULbZsMcrcy1Eqiajk33dHVSA9Y4Aeac7XCAtemXafGQf8+DSNU4uNnoX30GW18Wuwk3DAduhVNIlOnMuJ8yvNTn9z4R4oAx8DMeVVda1wfWHixd/A7Gc3CQWr0y4BmTj8YVPWgACo3CvrNmzffvXs3dOhQNptdUdVTKyCWEN3/wCCWakrxJpTQQL/cTEeeXNOx99RkAIvRlzO2ta9EtSVr1aqaVSz3VIm7dT/+5Y6qLHHlVFMaHyrwTtoxE8PotH+WhLxJikMUmPhMmzF+iSlXB4kBBO+erVr57x8UBjiBdRib0qOeNVSps8u8P/np2tV7pxXIFTTU6jnqfMeGvngNVCRPvj53VR+hWEjRjMY99wztEMrAdZr75fePDNx88ZQBGxiGdX9f/NKZo9cx/cS7E+fs3MxlgYIyGrk0K9iKUa3yVw5E/MeIV4m2lECSUhL/5eZ3XTG38wBQ5xdR5Do+XrFO0PZ1eaOqU7yqjI16vQZUOyxQySvmN45PTwIlmNZbOHvcbEMWrgsWUPSDxev2/EnjQDC53cYldPS1qCFYSHywbPXBeRJSSYHbwJ8utPL3qAlYkCVemLGyn1QuUdKM5gNODGrZDdcFC4gW3zzQb/eNi1wWcEwb/r7wcS3Wj9Cj+ha5XL5jx45GjRoFBARUC+7pRwzgP0aqqij7etahvU8r9PMlf1Xnw0VvKGW41rfi8rGt8qyu7KmXG7d/zl9DlBgADc2Gvx/azFn3bFV+XDgnKCknE5Fg2WjNnNGTeKV9iSrI+LXjDC27tKHBkVdRLBwIwdQVq1caatkqhKpj8usLo5Yc2WnIAZrlNGX5h9oGun9W8v7Y1JWhNKUkKWb7Edf6NWkOut0sUN67Sxu2DEgUFgBmENT22PA+HRjVCbEVmj7wX4OSCvDD0phQyeZXGnVL11e8AaU4Ycn3LQUhoCf+VAsspEVtW7hmLKWe0i1GJg5s5KB7cMh382Y2SM3PQyTYNNs2Z+RoNgY1AguU+OzagJNRsSwcWCYzl/+11KBGYIF6cXrYypMHBBwArsfUZTEePN0/K4rd/+uqoQQgkmJ1Gf+gV/36/22p+7Zc4fr16x8+fBg7dqwWg2QN2cXKGp0Sf/8PjCGGaTWzF7H96mg3nZNbuWr16NGKCUEZKen1eqQqPi7lPIpVoklYuftZCAFuPW7IclMlAAMyX6zfc/G2rjMHGGCYs9+I1j4NcbV/8e1jU2MzxVXrbCjNnuXinOiwvXtPryyQKQAwS6feAb6+eFVHVcv9Smnm2WOzhEIhQpiJ7eg2TUOZuq1XkBS25vCZU3wOkAqX1oNvOGvSypaHLEqxMCXs6oJtRzezWUCR4NpiT7CVemuqOuWvMjjzvWJJeUhS6tvSy2BBnoysaCdo+xqrrHhh1YqNWLVgiL6wQNhNHL7ChARgQvqTFbsvPQDdsIB71R8b7O6PI6DksuvHZ33IkaJqhwVR1uvHO/aeWyshlQCErWd/f0+PmoAFUpxy/NBMqUSCEG7hOKlNUDdCD1j4+HjVyUsXuWygSI82g67WYumAhR+lRnFPP2LwXyNVVZR9Peso47h+Bd8Fq9DDRW/AKltx+ZiMVSdUFqKliUufXk27EBRgBDw5PvZZQh7oegQYTpNGrDCUA8aClHvz9lx5WtHlXAc/RIhWKrKTIy8cGX36eRSLAaTcru3I6YbqcEKVX1rK6JCMyK3bD+404AIpt2keeru2gW7cU+R/OLR/Jk0qEWLYes5qXa85Vr71CiGlrOB95PkDx2YkqJPhcAxaN23TgaGtRVUTt2oWru8fJ8uSVqxaml9p1NUFSqU4IVbuvMb0x59qgQVrj4FdAlsTNCC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SlJydlZyTOfi7WetenzuinlORmCF3ca/99/PMNEEQ/i1biJSO/t7eNe1leSTj3p1rh/9+KkshJ86yK8gse4KUYdBlGHVv/zwn0fzZl91rFP2e2tlfnXdqzJzhoHH415RGZEonD6+a3mX9DVHalV7TvzuuUuYPn3rRFJeRFpeePHTJit1TXqruKOMe0+hZMo2Xr8br7/3O1UtC7QoAKrlKfhfCjJCRM346o1URk7xdvHq07rbv5Yk7hvR6ppYPcUSC7NKlPS9tOy0+9Hz0sWeGfLgq3EFNTAyoUv2ZLn2PTJywvlf77tU8SJJIqdm++4dX94djf3pscu5M/vingwo5keTh6Napeadd4yfueab/C3WqygSOeD7s9vnxm/dniRKaqpCrZ3dM/eO0Xi4jYo1rNPho8MhjE8YuaNOgrruWJEYqzexVH6+8lYGGAgD4l7nw17b/7b1glAlEXJOaDT8bOurYy2O+b1W/lqvG8vuvVM9cNXtdSOZDzoWZc1avWb3wThIRU8qULZ5o+cvoFw+/MHJW4wB3jZwYiWbD1F9/vJBkwBZ5XEIv756w9nCW0hKiGvo/8e7A4ccnvLioXcOGng6WlKvWfvXrxz9cSUVDFZYV/uKsn46rlcQkL2ePri277Hl54q5hfUbX9uU5Il64eePYS1uPGdFQAAAVp1JfAm3a9MfOzRwRY27uVRc+P3F4I1/r68379uj57YZlbx0OIo3D/9m7D/AoivYB4O9su5ZKeoEkECC0QBIIoYdeQu9NigooiPWzo6KAymfDgqLSFOlFEaR36b2GEpKQ3vv1u939P7cXIIFQTDb8k8/39/l8D+TCze3M3My7787O7ti+bk/PqN6eVTlS/RdL1hxz0gBvrR8Utm7ypAhfB6mc8GFFKTN/XbzwfBo4OP+4fsmMjvNaqLFTPXnWvfv3rNDqASgHB7d5o6dObWO/6y2se3S3dpuWTdtxEZSqowe3be/dZUSAA9ZXme9Q+ocr/sxy1IDV3L394LVjB7lJFxujwtv1jzs2ZPm6szk6INR327cObDi2Do31hRBC/yuMKR+u2Z7rYBv/e3cctmZMfxfpKSxREe37XT08+JcNl/P1IAjf79rZr/5wlyqM/znpVz4/fsHCqoHApF5jvhvYnpEWo3SIiu5+eFP/NXtLLNbstKQVZ2Nb9gxjcGPDJ0/Inr10U4qTA1jMHSNj1o8f5u1ga4a24W0H3TozfNmqw+klwCq+2bJxZNNnPXHrpDLB59YdO1ZbLCASZxevz8dNfaqV/ZbbsF7duketX/LiniugUu/f/fuuXh0G+CqxvhBCSBbVuAKrJCfl0PYNn777xuCBA/39/X1967fpMPrd+T+fvJYlz4Sbn7ImIVkQAYiiZ5tB9uyVKO0SCpzrq6OnzvQSQSCgKJq3/UqVJqj4kz/mmGzvzXi9HjMkwtdBtJVhK4g4150zfExPRwFEAlTuD4eSalHbm3SF54/uWfTZnAmjRoWEhPj5+QQ1iJn+1ry/Dl8VqmWFsZh4cvl7H/b+eHb/9QdOWWQMvbQFf16N1YkUECq02QB79qq0J9AOU0c8+74fAR5AUfLxjiu1qIF4qyXhyqk1P3/zwuTJbaOifHw8vb06jp326pINBwu08lzPyzi6eaNBKT0Xs/Uv4/u7qcDetwGgXsN2P3QKc7adtIhX05POp5bIGy9f3v3fN97rMW/O6D0Xb/I4EiOEUNnx32KKv3xi1Y8LZkya1CYy0jb+e3ce//x/lv/+d5FOnvkz5ejmLQYFiBZwaPvrUzEuyrvjf4MmHRd1aK6hAIh4PjnxaqauKgVdOL7zokUqyL3Hd4PaM0QqyFYU6dxx2E9N64AAwJhXn7xusNSm2SA76dpfa5e9M3NGz549vb29vL1C+wx75r8/briZUVIt5YmFm3+a8NbbHecu+G+6rEt68k9s/U3HAbGCuuXS8QO9HcidKNcrMGJh9/berO1vKXkpR+ILa1EDafPSDu/8/bP33ho2aFDdunX9fAPD24586+MfjsVmyBPHFGVuiLtpFggQpn2rgfbsVWnwyTjNHDXldW8AnoCiZO52eYNP/a7lU954u9Ocz99P1OLqLoTQv041XUkxL38uevKPx+49W85IPH107cdvTW305urTc0ZX7fH3YkpGSlxaAQDnqFG/0i3MPm0Q6Sk8tuBPVIQGOUCWHlj26LH9xRNbOlW2oJMXbxQZLQAkNDggprGfVIJ0idD2/6JCoQ70UkKCFQCOnDth7hPA1fxmF8Ub+7/v1v2FtHtf2PbD/G0/zJ8Fvd+5tXZegLOcRWZd/+3nJZNzpej46q/X3V13RLdsIMul1vzCjPNxmUBUFMXMHtjhnp4gCIqIhk6QUgQcd/7Y/txpbd1rxVfTfD3GNWSn/p6f5qz+6cjqn756tn7PrX+ujmlWxR3I+D/2XgKGBotxxqhoP44S7/RtSX1fRwVLgSDoszPOZGREBzjKlfCOO/jGz+u/MAIUinDlq1S/T7c08XLF4RghhGxTmO5ST7fQ/ffeUZezctHfKxd9MblR/z1bVnRv5FK1Qqy/770ILANm4yvju3sy5J7xv6GfE8MQsIi6jNSz2dlt/YIqO/4X//X3NWDUYDJ/91Q/xj5BlykovKEznMkGhs6OPRdrGNyWqxVrfYtfbub8dew9P8zeuenSzk1L33zZ68Xlf302IoKT9Rrxpg9dN6eAgob8nCOz3jT9+NV7Mu0NLvy53x4JmCcOaB+kZsVyUS74ezpqlDToBGNB/snkpIGNXWpDC1nWvj5g9Oc77/lpekbSuZPr57873e/F5Vc+n+hctdOQrJy02Fs5QJRKTvFWn8h7T0MERViwI2RogWVPHttf8EyEXFHO9s991l4tVtBQmHP4vdcNP//wmQoHTYTQv0k1rcCy5iRLT0UmtJNfw7DIdp2iu0V3auftXppEujF/4pRPNxmrsh+RyF/NiI81UQCCyiW8jW1aEG8HREJm8tU5i+dMOawDlgKgCBUfW+nrYXzxtsy8EukCSz3vpv6q2w/hkybIm7Gnnv/pq5+vm0F6nL/OkpRWO/ZwEI1FVvtVG6pOvWZhbTp07tqta5fmwbe3x975cYuuL6fKuEpKFLIyrmQabXM7IcCJN8/eOmqVaUOqtIxrRw0MAE85RkR7lOsJeRnxXy6dM2hPIbEFkhTQ8efza8lX06rPtmevNB7BzVpFdezcrVu3qFaN7C+ShN39Ww4/nFO13ma8+X0OABGB8e3WwFOEu6cUolV76NAfUct3ZRukRqJKbuTny9VeIOhupqfoeKkzUKDkjxyKw/3jEELozghsyLOP7g6eDZuFtZPG/7ahpduZkxtbe7QYeSK/ajO0/sbCHAJEANa/Z7B7mXkTBEvJ/v0bWv+6v8gsRTtU0bXcwsovy865uLyQBcKDqtnARpq7BYmiUZu97o9FjdfHAUNs8wGdcdoWJdQKhvQ46RlDrMa3QbM27TpGd+3WqW0rJSddFTZmfTN62NKj8XIWaLx8KINRMLZ5mtDA6t4/miXTO5tu/ZjNSzcZeHSs70tTZZKLvP7Y0W1dl26OL7ZHAvrEohxT7VgkZ81LpVnpQQAOvsGt2kR1iu7WtVN7P8/StG/aN0+Pe3elrkqnIWJ8RtxZoy34ZJ0jOriVCz5z0m58umTO2P0lRDoNASr+UpFMR2aJP5JO2zqa1BOUxs8PpOCQiRD6d6mmFVhs447hY+p37NKuVf1GTev7uTmq1TRviIs9seiNaUuPZwKY165cO3tanxBPdaVnjhxdMU8ICHxkaCRl+wEhBETefOjIjvc3bztUyIPKfpWICKL1cnJJVDPHSk0V5mSzQXr6LBMRHEJuFwSmwhVbN3+2/8AlAwMKe0FikcGQmm8O8qnxa7AIca4XNGjUUyHRXYObhDYN8HJxclTQQnbytbU/fPzFz1sLrFByfeXSrTPfHyLbc51ZVsMRuB0tcM4qL7l2uijUFlgpAlZrZFgUe6cnCPz5s3vfWr9lV64BlLT9QeJA+LOJBT3q1IbFPkq3Xv16dO80KLxlaPMGdT3qOKs5Rp+ftmf7mv++8dElLQB/YPq8gxcX9Kp8EdrCG5QIVtHBp24jJ6c7QaulMOGDXzcuuXwpW1TaM7NAwbW0fCsvcJQcKW9CKxjlnUu4IqjdHJxwLEYIodIxUuXeK6ZX384DW4W2bN7A393VSc0x2tyU3VtXzn/7k6t6APPuF+cfPjG/axXG/4IbFAAvOvkHNdRoSgMbAHN+3KxfNy69EpsHd8f/K6l5giACXZlJ21iUW0QR4Hm/FmF1KbhTUF7qudd+2bj6VjpQ9mUwBGjx1M1saOxSG5pI025oN8egLl0iQxsHN/DzdNUoFYKh8MyJXV/OmLIzDQCSXpm75bkdL8sXVmucaNDxUNoGpIWrXDuu6otvSKGZ2t27iavbnTbmi5Pm/rbxpwvn03lladMTMT6z0Gjh1bXgWZBscNuWo11bdGwfVr9hs2B/d0e1mhGN8ddO//TO9J8OJokg/LVx9dUXBrau51jJsxCAfF2h7TSE5yNbtaXvBp+WEyd2v7vpr335JlDdDj6Bv3CrqHNLOe5roNWOFJV952OQIDfc2RUhhAmsqhIBCNPvP5/2JjTHlt2O06lNp4FtNiuXevW2/e36jZu5+konsKSbzKUlHCL4MFTpBAHWNas+H3volvQIQqpMsguyCgwAlZulBOk/WyBXhy4tyGLIe/enLz+7kgPAQplDNJn5Yp0ZoBbcRFg3rN93v/RhObbsxTanFu3e/fLrfefi9h2/Dnpz4rHr1iEN5OkihK4fMjQkaFlsWqIIoKnbrXPLLoxM6/940Wr/gy9D3+4JsGvjV312x9l6StlIi0B6ng6gxiewRACq7kcbt1Asx5TpyU5OTuOnvcMY0se8thgA0tcf0i7oVfnQReQpKbZyoijudi/IizvSZcn6q/l6AVR3F2gSklNoFESZdkYjysjIp/af3JJdXCDy4NpiSnTDwDtL7xFC6F9NBOAC523YfN/432zijFmW4pQp7/0GAKkbD+vmd9VUZfyXghtnirCkdPTNuXag/ZLfE4oMAlHdHY8JyS4w2LesqsoE7Xk3VIO4v1eGrjlislhFirv7rhRJzdHWjgYimhd+2SjSHMeUCTCcnXoNejbCz+zeZgYAGHcevgUvB8pVIB00cfCMj1Z/reSAN0OjoStCHUGeeVPqCQCgoYjqdncrTDrT9+eVp7K1PKjg7iGSvGKTlRdrQwPR3Wd80EWUTkPKBLnh7fst2rh8sVd3nhcgITE+o7jSCSzb6cHtvl3mNETYvPbLIfvipdOQcmm+zHw9gLMMR0b5jBs0473lH3GMrScE9lsW6QoYQSGE/lWq4RZC6f5vhlMo2HsfJmOLfzx7fRZu/1uBzmyt/LTB82mJCSCtB2GluxUNBQlvvzl17P5E6ZgYb1efs7PnvxcVALwAADRVyZHdWFxclJsLxPY/1hapCPlpFyb9Z8ZnF3NsR0q4iAZhuXPfauPtaN8bi6odMwihKEah4Mpmr0obSFn/9XY+UstZzJZCuZaKi6KocGv20htnnp24ffyE/e+/tb2Rl0KUKSGSfOM6ULY+wEk9wVSU8smH0/tsvw5EBKBdHNwOvPfFsj4hIO0OS5Pa0ELSl4hTKsuevdz+ynLt23YKlTY8EK0ZVbndIjs+XhSlbwdNKEJZzfrzx/7o8On3V/L0AiGEVs4c+Kz43kiwWKvyDaqwMzgE9Jj93pWnxmydOPXERy8vcNcwGHshhJB9/CdAVTz+06pubduFKEvH/6rcQ54RF2ffDoGmKYpQvEl3+tD6tp8tvllkEIBQtPI/w6aLs4aBqarjf8LlK7YzeRFY6STfos//feUXzZbvMVp5ESiGUf/0wry8mV3BYLaFblStmaBZhapc9up2EOXSavBEr9I61vKyFSiKYoNeC76afWHUiD9e/CDvjQEtK51SvEd+UhJvtdiCC4pQFMVbjFfPbu825/PjWbaPTyjl5F5jxdlPgVAaS9eCGEpqIJpVKDjmnk9rqzO36C/b2H9apDebqxLKpN6MB5oCETiGsZ0vFCbNnvXckN03pdMQ2t3J89gHn33RpQFYBbmCKHtP8O/04Tdzrowa8cf0d9LeG9FFrp6AEEK1RfU+DlcUBW1hXmGJzmQ28baJnFI6asTSu4UIW7UAj6UUAGYQxZYB6lMnt73w25aTegYY0Cidu4V2XTa5n5tQsMJktP+yk7KSpVGEpgkDYGZoEujK/75r9Sur9ySxzkDxbs7+g1r3WDSyI1ty1SIdHkMRFUvXrh5g0hXl5RcaLGbeKogiYVUaHSmd0WmQLVAhhIiiSFSukR363MliyBUHcZQSwAC8GN7AKfb83hdWbd6fZwGGKDhN52ZdFk8aXE9hvHBIL8384KLmalcDWU36/Nw8ndlssVhFEQihC3KKiHTEthCtCu8sfYNsTeHvoYHi5E/+/OOTnecNDg4g8g38WrzQo//L7RtA4p/SOkfBUcnI1V72zkA7+XSMjpG9MyCE0P8Mq0mXn5t/d/ynmNz8EqIAMFZ1/JfmTducGODlYClImLNv8/zdF00OGhD5RvVavtR7wPTIQP7mJvt5saOSrfQIzdHS9RZBDA1yTY8/+8HmPxafSwaVAoCEN2z7yYihvQKdE06U2MINEVw0tWyCFqzmwvy8EoPRbDbbMzxE1FJOAFlVjXIrnDfrBIR2CwiVd9JkKI7YmlnwclVxxowv12/+aOtprYMTiHygT5MpXWPeiQ6BlNLd0DUcQ9WqyVoUBV1RfmGx1mg287wonYY4CLdPQ5iqHYsURBlBEMPqO1w4s3PGyj+PFAMwRKVwjG4RvXTSAG+qZKfRaP8SOas4GXuCo2/Tbr5N7/wEh0qEECaw5JF97fB3X7y+7azFbDZarFZptQ2haMi/Jc+sxIO0gItmv1izUJefmmYQgQZntft3E6eObhXIAPA6k66oyP6sQJ2pkqu9RBAE6RZCk9n0xrKvE7Iz9SwLIDap1+zrMWN7BnsBgKWgyGIyS88cEU2y7XRd7fQ5iasWvrx0R6ZerzfzVoG3txClz06yVsMK8XumWBlnXB6kvWw5xQ8bF31fmJag5YEhHOOwYPzzk1o3VNIgmKxFefnS3qei1mipPacuJQfXzf/qlz0ZuXqT1Wq1SvfMAuFNRSlFstSb9KUgVGzchZE/njuXVQSOarDwo7oO/rBv18buGgDISU+X6o3oTTyIYs3vDAghVPuJVmPx3lXzFqw8lJWrN/FW/s74byhILpFv3qSoi9dOD084di6rGBxVYObH9xz+fu/ODd3U0vifBoQCEPQma6WHfytIl8RYbtuhP07tzbuQZwQ1B2bxzZHPvNo5zFPDlk400oJ6rcFSe9pIuHZwzeffLDifYDFZzVZblEuk2cyaeatayis7Uco4aQpgj/hIQvL18T/ePJdVYI8EBnXoO7d/r+ZejgBQmJFhX+NjtFhFUawtLZQbd+KHL1/dfNJksdhOQ6QMI6FoUpDEyxl8stw3677/rCAtWccDTdQKl28nThsf3oAjwOstJYUF9qrTyRd8YsiEEPqXq6YElnjgy5j+7+zUm4RqmugIRXv71YML14Cib6SnlE4lmtbnPnk+SFFapsCLFrNgH+sj6rtXriCFxtHJxRUycgSBv5yRaX9jr4Bef7890o0qLchqFgTpQF01ikAPTa0IjjPOrxwa89Tx9P+FTuwX0ACOngOWibf3BCIA1/zMp68010gNJNpY7A/OEaB9I59aEhunvd7Ff8EJUuaplzJz9w8ghAIiFGmLzmnt28Yppw5/5ps+oQqq9AKvUW+VLs0KLQPcKrifBSGEkOwztCXppY5B35+pxvHfs14QkGMApKC4oADs47/m5XFT5ndryt0Z/+17hgtieJBHpW+ACmjQGIQEYNn0nIx0aYkSgNfKd14ZE+xaujTbPtFI1wA7N/GrJU1k/nmc29RVegChtnc2Fx9/mqaBiFq99pwepEwiN7LfU8uHRqpu9wSTgbdHU0386pQ+abHGf4eOLRrd79X1RYZqy7cR4lM3CE5fAoaJuxN8qlqd+2RmI9Xt4FOQTkOkr05ksBeObAghJIvqmIfEmweWTvpou84EhKI9fAKiB46I6dzKRakUAVglu/H9/stOVX3iIGql+vaSEMKx3PB2g1eO7152YbXJZCgoMkjXD0Gs9FJ7htGw0rpfWyRJHFTq53s9/d+YFlJapLSg/KISk7Sfl0hArA3n+BZt8msTJtmzV06ega3CWw4dMaJeHTUBwnDs6dXvzFl5Uag119hApdLc6QkMw8aE91r17ED1nZ5AiNVqys7T2nqCCCJdKzYLsH41OmrBCVufUjh7NQjwGfL0i2H1nGmpM+fGH5730Re3iqtecWoHYr8TBUAgdT28Ph71wviWnvbdQO2dOzmtQFrDSERKxOESIYSeQHLks5Htvj9jG/+VLt7Bgb5Dnp7Zyt+JIhQQyIrdM/fjhalV3+tcpXEAKL49/gd4+f53zIyRzdzLjv9Jafn2jQREuvLjv0LjWDpB296JDgtquvjpKeGeytKf2QtKLQCKAh4Eunbkg3Z8On7qKlsb0EoHPx/vfhNmRrfwVdKMCCDwJQtfm7AvqfZ0N4XKgVC5t3uCTx332cNnTG3jezvKtTVQSkaBPW6qJZGAmHRy3dOz1hUaAAjl7hvQqe/gAd0i66ik0xAVt/nDAT8fE+QIPu+ehrAMNzgyZtWkPkyZ4NNsMebl6+zbDdeS4BMhhGoB+RNYokW/+fdVSdItTq7tx+1YvyTcu1wpeT/AsqoXQ1Eh3vXqwqkUEWiGmzlw6ue9W0h3/N1dWpuYdnFPlhVULMXWa+72gE9rteh0RTylcnLU3D+x2GYbzrGrS51fSKpBJGoHz+8mPj+xpW+57QdE4864myl6ARjaSe3nL98CLFEUTNoio0A5OjnJu/V4yv5vVl+Srqf5tv3h901jI33Lvup9+et5BGpIAksURZO20MhLlVDRFWARoK5fgxBy4JrIAiHjekxYNjSSlO8J+Znn1yVbQMMCUzfMU84Uo1VfrDVZVA7O3H2PLKgK/vrqV9en2v6k9n3xy9/mP9217JvnXxQXz/+iivco2Pq2a+AYlvrWIoBg9Qtot/uFyY1dGVEsU3N8+qcX82yhF68OcXd70Pa6VkOJ1mhWapwUHIvRGUIIVYXlyoo3/5CWe2vqvvbt6rnjO5R9Nce7ZNHnC1OrPv67BY1lyCKzCIK1XlDHvS9MauBMlRv/ranzLhYADcA7NHV3fdDORw+fBEUAtl5IPyJsEwF4S3irmL3PDXJhy2/hpLs877IO1AxYPSN9HGSsSd6k1+r1tMLBQa2Us4XyL3y46ihI6auOT3+4bsGrnuU2uzL8/eGEfTWmOwkmfYleTykcHCuqBFtPcPYfpaDn6wEE3ssvfNuMZ1t5Ksr1BCH7q0vZUu5F2aCOu1K+jV4fHoFX/m15y67Nv1zLs/3ZofWILZt+ifJXlP2FksXk5yqXQoAE+wbVh6MJIlA0M6Xv5IUDwu85DclIv7Al3QJqFpjAlh7kQZ9Wry22EIWzkwNGUAgh9P+TwBJ4wZCba/9zv2nvh3tLVyPu3rNtSkmRpRwqwMO/vhuTUizyImWmHezZjjJ3hgu7d+3Vcizwlq7hfb2kR3fcsyk5b9buXf/8wdgTFM14Nvx0ylMD75neiZTBal/fS32cMlhEvZV10Ei/UqYYQ2HB3kuXLNL2Dd1DuzhABQVVzrU9H/y6fxVDAe3y0kv/edFVvjbKS0y2/6HF2DfHRvqWbyDIyDBW05Jrc2H88fOxIPL1mvUI9HysODX+wNylu5fTFBCn51984z/33whKRHBzqdfSh7uWa6v2ItGR3NsTYM+WvwqUHFjNUZF9AxjZGij34m/fbpgnCDzPdZs488vGrmq5KqogNZOmCC+I7q17TR3SkZTbsVUsLsrVVvnyu9S3XUeGOn17JA+ImGZ0qOvK3FNvKSdPHTUZQARHN/+O9erRFdVZQez6b9fNtlgtPNth7HNfN/dyeswPYMi+ePTSLY5TNArt4uWsxLEYIYSk8b/03n7PdgOeG9S2/I7dYmFhnl4vy/jvNjLUcdGJIiBiqtGxnjN1z/h/6+jRY1YziODsGdjB36/C6xd5l1Z9u34Ob5sEoyfM+CrETVNBQVTAoKaqbdcFIGKKydmFvXeCPr1l2w0FC7y1bsPICFelXBO0If30klUvZxXlinTdTgO+6xHRWK7Ei7GohLKYAIBz8Rg3+eny2SvgzenZ2dXVNzKu77t8K9fBp2W70MaP9VGzL/2ycmZqfqZIe0X2+i6mfQu6gp7gPLyFy/wDeiBilklzfySQeeHC3yVFIILaybNzUEO5LtbxZu2e9c8fenAEXvkElijqskrboPe02VH+ivJRriU1VY5iCPGuU7eJJ5tQKAoi6CjH+05DYPe2ncUKDnhzl8i+vlQFwadgNR7cOGPPxUMURbsGzn3umeGPGUfmxh88ezNH49EwqmULGrd3QAj9y1TTqHd7gJbSOtJqdNssCWLJ8meazzonTxlOPv6+/tJ2Cbx+56ltNwqtZSeGlOMrXruqA5qAhX01pqX9Y9zzDtrsXX9s/y0nNy476+qFY9O2/H2zwuPwb9VKpVTa/qJNXHT4lN5SbuHxwcNrV6VZgAAh6sldAiosqDKssYtXzM3NS8jOSci4/tJni/fL2jy3PyF9t4GkDestF1a/NeOnv/lqSGAZcy8vXBC9YuXAFauGfPLloNh03aP/jRD306/v50iVkBX3+iff76zwYFTObvUbN7RFBqJw8tymU9mWsk2Qf37dhIvFwBCwMK/2aylbA0H+qnVvZ2Rdy86Jy0v+ce6CxdXRQCJF2dfC2RtIBNAnH35x3NQrBnm+ox169QCrBWgO0rZ9cCi1bM2IJRlvHD6eb7aV3tzfJ9TfsaJ3KVq38b3UjFhbJaQs/+TbHx6zcO2tnXPnd1q7dtCvv/SZ/c0ruSVmHIsRQkjKKdyJoIhYdvwXoeTm3plPv3LDKM/437F3T7DYxn8h5c/ZRzLKjf9FKS8ePqO1iiBCeKBfiHeFa8sLVq97J710Evx53jc/P6AgEhndWZpoFDk3Vi2OLSlbEJ96st/xZGmdFxkR1VjDyvX0Y9OJY99dvnokO/t6TtqeX1fOzi7Qy9hE5O7hkbtpEwAwp83qErwqq1o6xs0dz7/xSff1G0ct+SrkvVXHHuNfWM6f/uncpYNZ2ddz0g+tW/duclZJhT2hdY9uwFuBsJCxZ/bBpLJNIOjz5v59KEUvAJAgL4+oBi5yHY42a+fmchF4fLUEUfQ9pyG6NTPbvH5cnk3cHdy969YPBBFAsBw88+elvHLBZ9bplc9f0dqDz9diWlUYfJry92/4c2lO7s3s7OtXT09Zv/va45SbcuDt/8yN3rBxxLJvW731y04cMxFCmMCSYWKnudJrPH9M/c+OC4k5ubnpKfHHt64cHt5y8tKbspRiixQ4909CmzrRBAh14/qJictW7I5LTMvNS8lM2733t3qLDhIlC1bBv92Y3h5Q4QPUdBmXSm5XADFnJtxYXcxXVJCm0R+hfrY/sdyePcsnrN55Mjk1My83MS1lzR/f9V1znihosIoRXZ8OVYFcT2oTMi7m0bdnYAoM12clGGVrI0ZVesXw0vz3ftx1PiM7Nzsz9fKRvfOeH9Zq7PwUfTV0NJFPuL7xanwqoYCiwJKx78jlvY9+1mHmpVzqbiVYrr95vcLEDeP4UvNWgUpb4JuefnPy4h+2XI1Pzc1Ly0o/9PdGt4W7gWPAKniED+rvz8n2KL2SlByrqfTPNLAJbx/Kka22aEXpNyjvwJYFP2+JT8nMzcmMv3R69eeveAd03pJC5PoSEf/oHxs5Ay+AQv35krff2Xn6amZWZm72lZtXX/pl0ZorWUABxTh3a9+3Dl1R39al51r0dyqBu/XBvszH2VfCePzEr7kFxYQARYPh2qL98fE4FiOEkHRfWunS+OxdGxcs256YmpWbk3nz4qnf/jvTu2HPnemyjf9sQNevg53s4//Hi996f/fZ65nZmbnZl29cmbrsxy03coEArajTPaqHS4Xjf0lqDm8sMwm+czC74oJCGneZ4K2yX4x5adH7PxyPTcjOycjJPHPhaOQPq3N0ZhBB6d08plkj2W7Ft+gLitItpDR44LLXHEpKkS1uZigipUXMeVlL3/nyTFxqbm5O8s3YXSu+aKbx//R49XQL8dbSDYuUCnuMDZl7h1185EVAq6mwMNlMSjM6bN6Wo7fiKg6nvTuvCnG19QSl5rtfZ73214krGVmZuTnXEm68/9vChadTgSZAqaI7DvZiZItydZnlI/C41SW8/EHU1imvbj0bn5Obm5GacHL72vHtW4/57oJspyGsy6zmzT05Cgi5lXhp0tKlO64npOXmpWam7z+w1vv7/URhCz6924yI8aEfcBpysej2ojhiLUyJW1Lw6EemZ674/TuOK+0JeftHnSjEURMh9O8i/y2EFKfu0m+Q56qz2WbQ6jYN6Xi2ffvG5oLkM6euSskHL4AsOdJktrPvgG4D5uZkvrj7EihUxy8f6hV7pn09b1Nx1plcLXCsKIjNgtv++VSn8tst3J57AFyCegU7f5hqEqXdFkFvybZabXHY/QVFTJjymv7bL04lg8Zp4/61G4/t7OLnlpOVHKsVwEEhWsRebQf8PqpFhQVVZl4EoOp2b+3pdC6/mJEmeJ6kao0AMi2wDhn0YuRbq07mA8Cl53p3Whbd3hEKLxw4KWVgHACsAEbZgy+LqYSnS2uXUKAzlIgP3dHS9qJv10ivOidz8lmpEgSSWqIHUFXwm16tu3yUkTRhyylguSvx5wd+ca1tPR/Q55/IKgCWAxEC/ZpvGt9DRVGy7KJpexPHJq39G27Nz7G3N6H1eSVm8OBkqSyXjuPHhb7+63keIGfh2yP3beoU4Arxx47HlZikj+8GkCvTl4geOW3aym8XH0ovAaX6kzXf/7Tbu4UzezM5MZXnwBZ7MS8PGje3jdf9fdtWCZrg8LqNkzJToLQSTHnFBvB+1D5wvNXMmwSqNH1OMVCsM+JYjBBCAFAnetKYZm+vvmI7U/3ylSE71nSu5yTEHTkWr7dIFx1dAPJlGv/ZsVOnrF649HimFljFnFXf/eTu08SRvpGSmM4rQEGDlX196Lh3wzwqHv8dQyL8Gm7Jzbo9CRrySkzgqbi/IKWzz0vjhuxeujnDYNEbtNN/+irE18+TMV9ITimilEATjnFZOHJ4Nx+NXPcPAusUHNjW4dRuo2D/bFCgLZGrgbi6rYZ1Cj4Wm82LpuO7PxrYd2uL4Do5CbFn4+z3fvoCVMMDng2FBpYmAn87iZZRrAV4+GTLqIMCOzhzf+p4W+BA2Sqh6EHh9ODnpvf5ZtGOpEJQOX65YdHivV7hrsrElIQkKwcqFizU8wPHfdfRT8Yo1yWwd7DzR3cjcHO25b4IvJKnITTbof8o3yUn0k1gtv41tMOFDp2a8cWpZ09ckZJ+HgA5cp2G+HXsPTcrber2c8Apzl473vf6xXb1fKzanFM5RcByoiA2DAjb/FRXCqDC0xCnwN4hLu/eMvD2hWIGS5bZ+qgzM1OxgWXvBOkUW1JUIo0KCCH0r1ENtxASuv3Ql77+T3v7Miyj9ta+XTsP27NXPq2+2XtgxycDpN8zWqv0+GEiXc1QzRw+ddewjt4mCzAcEPPRlKQzRSaQnhtYPzj6zxmT6zuwFQZERAS1W8SAPi8qraXPqSYV14ZUEHH9dOLMHzo1c7DywCmA1x9MSok1EWAZAHZQ19ErJ/ZXyxZ5SbsSgMfYaUvdjHfqiJbrwqQogtKj9bKVHzct3dhee+LArj327BWn6TPvlzMb32YZCkDgwSTK1yv86oXXdZRmbBF4VWhYcEeGemQluI6bvsLzTiWQB2wja+sJiqf6Tzo2rnuAyQwMC5T1RGryiXwdsAoA0dWnzbaXp4d5qKUHRcrVQNygZ5Y04OHOJUOKyNZAAB6Ltu4f3dz+A+HqqYM7dh2UslegGvj26VPre7T0tLdd1S5Y2vq2i3uTzdOeGe/hJF2RZ/KKcw+kZKQSFTAEiNvC5974tG+rCrcNkyqB7TthUUO4WwmP9QWgHZoENnTmSiM4i1OfDg3r41iMEELS+O/90197hzYpHf9jTxzYsfuQlL0Cp2HvnzmxqkOIffLWVX38d/du/te0ySNdHWxjN8tkFeUcSM1MJ2pp/PdY/MJbc3q1eMj4P/CZxcHCIydBAkCFh/Y4NnV4lCgCRQFDrmWnH0rPLWLUQAnA1d/6n3efDqtrL0imiqRbRL/c2quBeHduIvI1kOrlL1fOiilN1aXHn925c09p9qrlyF2Xjnw6saW9gaxy9QoAULfqGURZ7HUtAPh93dbr0RF+46ip7eqFkjs5x4orwdYTVM4N1k2dNtXfnbJFAmyxNv9AcnoSKMEWqLnOf/rVrwa2AVmjXLV7+QicENkan1BhvZ79blZPtXSzgcWYemD3zr/t2SuPpp9u27v3i2H2VJAV+CqfhiinDHn2wOhoP1vwyQFlOZaadKrQYA8+fQI6/PXi1CYuigqDTyIC59R8yKC31Hcr4RGBpO3XFI26BSl4obQn8N4fdaqLAydC6N+FqY74S6ScR8870v2p4yt/Xbfr+IUCvda9fqs+w4aPjenuqqTSnaYv8x1Hi1Sov3OVZij7050pRc++E5M69vxzz64tFxJv6A1KVhlRP3R07+6t/V3h9nOAK46pgGvafLDPwV9uFRaCyDipGyrYBxbEqF2fm/zK6D7X1u/Zv+t6WorJ5Kh26tSk9dhe0cF1VA+LDSo1LYIoOvv2jApttPX6DYoGlmrlKtPzDQkBEeimfd4+c33c5t9+27TrSFJ+noObf/u+g8YMH9rES1OSELBseROGBs/6LSjZOgVxDx77zNPKXzd8UyJ6dR70fqdmAeThsZBUCRrv7p3Dm62/fIVjgCbhbg4P7gnARHUZldC2x/a9O34/czNWq2MZLjSg6ehePTsEeTysJ1S2gUAVMrh7v493b1NxIIhBvq6cXA0Eoqj067T6gmnGpt9Wbth5MSWV5tTNOvUeNWZMdBM/S1H2G7MXTjELIqlqkYQQ0dbTmq74+PPZl/9efeDE36l5JbzVs45PTOtOY6MjNCxVfov/+ypB0WBojyEf7vhdxYIo1vV7jG4qihDU/pNnTYGrtv9qVTWZNG52Y09nfL40QgjZx3+HgG4bLhkObVixcuOuy2nprELTonOfUWPGdmrsbS7ImDVvUbFVIIy7LOO/q3+Ltf/9cu7FA6sPnjqclq8VrN51fPtHdh7TOVzFkEeM/8rGg7v3n7d7q4oFQQz0dVU8ZNgPaBp97Kf2p47uWnvk4uncIitAoHf9YZ27DYloeGeCJjJeqaPc+nYZeWj1J4SAIDr5uLjL2ECiMnD2FuPYw1t//e2PI7E3zDxfr2WnIaPHjOzcEkTBe8Js/14mq5mtI8oVcdiqp98bReTnV/bGXnRr8NTzLzzPPjKmsVWCS4/OI/YlXbLVr+Dg7eL5kJ7g4BX84+xP3rl2dM3+YweT8wqsFncXr77hHcZ2i3RR0A/sCZUOomwR+KC7EbiqoYKR8TTEccisXcmjT6/+Ze32o+fydSV1Alv0GjJs3IBe7mo6y2vqsl9G0EDCG7jLcBpC2C49xt1q12Pr3l2bz8Vf0+kVjCIsqPno3j3a1nN71GkIE9xkYIDPj9dzcwFoR2VjJfvontB1Rgr8+sa2c8ec6g6d+uJrKjmjW4QQ+ncmsGzDqG2m8wiJevnjqJfvm1Z8W/eZ1Pru9FrFQVead4Fz9B0+ZNLwIfeW9ah4SCwqSdVbjLb3YZy9PcNV1ENnRCAuPiFTngqZAhUUJHs1Wo0Z2SX5Um2Cg1eMF1t6CU2mYAiUbvVGvfTOqJfuPRbH+hHj6kfI1kJlJt26YUPfDRtatj7JoypBMGZmFOfaKkEAtedAX+6BlWDfoZNSusXEjIuJ+ac9oXJhrPlWXhpF2T4b6zYg2EW2BrJ/iYDiOg5/uuPwp+85FtbZs+fg4eWqkVT9+0oaNO80q3kn+Ed92/aS9VZeKiU1EFOnb0P3R1eCvTOEdJ32Uddp8nYzhBD6H0hi2UZEWtll1JQuo6bcMyBzrj59hso//jcMjX4/NPqfj//mO+M/W6d/Q9eHTdDSOM+1ad+/Tfv+D0gFyDtBQ2p+sj3PRmkigj1c5J2gRZE06th/bsf7joVQLboNbiFzeGivPlXfKYv6Pv6sKb2enp8ipVCA0rSo7+nx8AYSgQSEtH8zpP2bTyDKvScC94pQUTKfhrgFt35hTusX7jsWr/Bek8JlPg1hNF6DBz41eOA/Pg0pKUnTmqS9RCm1h2eUhn54EGU/NKbrhC+7TihzCDhsIoQwgSXL7PE4LxAiV6DyTz6ENN6bDYVxFzf/ufX97BIj0ODoOqhD5/ZUZY5J7shLFHmLIS3+8PZt755JyaU5EKxRMeOfue/Z00+igWRLK9xf4KOuHPIWY0bisR3bZ524lcVwYDVH9J80jXtoJTyxBhJ5S37m1QN75u05d4FjwWLwGzDjFVc5G+iBR3N/A5Fq7A4Pe3vRainIvv73vk93nj7FMWAxevWZ8or741RCRZ0Bx2KEEPpnUc3/6/ifn3X14J55u8+elyZB35jpj5oEn9g4L/DawtQzRxZt2bceCAhWdctu0xq4Oct6oeQxq17GJUv/sO0FQVeUfu74z1t2rZAe0axs0v6Zxt4eD6uEJxjl3huB1xnUoVM76l92GmIxFsdf/uvPrbPSCvXAgMqxf5ceXelHBlH3vYgBFELo34apmR9LBGAZhqaq5c0t+deWLhl7Lf2W1aw3WUxAg8gHD5u+MEAt3wqaB1Aw3MOf3yLypoOrx2w8uZcSrQajnnBgMTgPfGVVpAdUtAXk/2uEDUTBVk/ri8LxdeNWHvmLFgWDUSdVgmPfGSs6eNPVXQkUwz1yyX/aoVnzNnzDUcRgLBFZEKxsq74f9WkeUNMaSBRBo1RW05tnHv5oztrPWIoyGosFBgSeaRb9Tr+wxk+iEhgOB26EEHp4FKVWVNf4n37ovbnrF5SdBFv2nt23RVC1j/8UQ5FHxIXa2JUfLn3FarWYTCVWngcAt7qDh8SMUtA1rH1EUCkU1fTm+hsb5yyeabQYTEatlbcCAWfP3kOGPKOu9pCfMBQjPioCX7J47PWM8hH4808iAv/HsQbN0NXTbaxFib8tHXMh+YbVYjCZjMAAbwkY+sLPDRyqPdRX0BhBIYRqvRqawKIoSDy+aVFeMSdFYIKppE7Yi8/0bSfLm/OmgpLCJJ2ugBDCKjSEHfLceyuau1bLGunM498u3ntRpbS/rVpfvEepgIfsGimKgjYvVqsrZmmgOQeGazHkuXV9w/xr4B3uZkPxLx8MqRfoZbUKIAqKOqEjRkz3cmRkiey0uZe1uhJOqgSWaxwzae2gtg2qoxJ0SQeXb1pjtD/Zh6h44wWWBnho/KXLuaDVaZUMULRKqXQJCl00dcxAVc37EnEq2DS7Z2JEE5OJl+7GFNoNW9CuvjxbqelzbZWgsFWCUqV08m/87fOTR2qqJ/o0ZJxeuWFpkVnaD5coBdNVaRcSHL0RQqhirBI2ftDjZngj+/hPiVTH4V+0CVTLM2+WmwSdA5v/MG3c4OqYBK26nO3r51zNMdAUAWBEPju/pOjh/8RYeKNEmysIIqFYpUqlcnn3tQ/e8iRVvtmyGhro8OKZ+vNRFottYhMMBUG9FgyP9JXlzY3F8SXabLOVJxSjUGoUTq+/9uEHPnS1VMKVbe9uOp+lVkiJRZHkZJ9k6EdE4NqiJxSBVwUhkHp+54/zn1KpbV1bMOtcm095pn8XWT4kby4uKUjQ6gooAlIl9Hv27bWtpG4qeyVkn/7x512nlQr7s0I1huJ9Sg6q9AwthBD6/1bjEliiUPo0DpbLiE9YYV+vJFqBUfaWK4FFK10bNxnoGGBRqlyCmj7fPqIZU113+IM5/+yNuOUsfXdGpGkQeDALwgOmTNq3fs/WXCuVUuEdNLldVLSrsoatvRIFEHn7Jl3F2j8uXrT/EESPmN66qfIksAjxDuremjRTKTmvwAlRUT3c1dVVCYI+LSnxxzzd7XQIAYa2HZ9VfOBSOWfftm3CVUoV5+rVL6Lt8CAPhQw7kch7UIKltKuzB8+ePVj6uRjGLe1juRJYjj5tWodTSiXn4tkzLHJUsLfq8XY1q9ThGLJTEpekFpnLtZEIVltXxDwWQgiVHf9Ln31HmH1nz+4rHZNZtU/GXLkSWE62SVChVHKu3n3DI4fX91RW0yQo8oac5LWxidl31uPbV8SIIPIPGPuVdRqHtxwJLOvg3LxZxOSW9T1r2gQt8qUTtEJ16cKFS6U/tEJu4LtyJbCULsGtWo4QaEbj1Lhp2DNhDX2qrxJ0mfuuXTt+Z+txirL9J4pgeUCUSytuR+Bql6Am1RuBV/40xB40sTm3kn4rPQ3hgaLbPd2/iyyfklY4NWwygPU3KlVOASHPdWjTkqu2SrDkX4iLW3znG1R6GiI88DQEIYRqvhqXwGKdgpuHTidUudhEtOjVTULkmZlEkXUNiRmzFKgyj6uttrlT5dEpIkKt5MotereYDD4hFYcphObC+3/bUoA765Zr2nVDwjkFNhrH+RnLfSZRoF1aOGvkWWxNCNWi74KmT6QSaE39Zi1eMgrlnnYtWC2qoEimoscZi6Lo1f696ZEizZC7PyI1a3mcW90+EdYwBVuu1xGRalxXKdeXyKPtW9MjnlAl0Gr/kOYv+FrM5dqItyr8Ois4CgdxhBC6wyOgXwRpwzHlx39gg/1kG/+92r07vc2TGP8Jo6nX6OlIjxL6nulYXd/Tma3wszmEjH0meAzF3P44NW+CVntGhoU5qMpPXqJJ69XUXa4GUgcPnRw45G4lAFRfHOniPyiyTZiSKxf+Wa1iiwDHiiPwOk8uAq/kaYhjULPmzwlEKH8aYlA1CiUyNRDjFNRr5GKRkLs7pVRbJSjd20VEUBxL7jkN8WpSF0dLhFAtRcSHLmHYt29ffHz8hAkTFNV2r/69I7sgCOJ9lwVEAIqiKUqeqePuLFHtV31EgecF8Z4iRNF+NBXlR8rcglUzn8wmiqIgVHgPJKEoSv4LsNVcCbajqfAyFJEO5v6yy32gmrVfwx0CbxUq+mSEoilZarP8l6i6K+EftxFCCNUAJpNpyZIlUVFR4eHhT2yCFgX+f2b8tx+O+PjxxpMN8GQMC6Uol6YpUuuiXEGwCgJUEOXSFfW3WtFA1R1y1OzTEIQQqiEJhz179iQmJk6dOvX+V2vcCixCUTRU56qKcjNFtc+dhKKZf3I0pNwnrYn9iRBC08wTLK66398WZVX2A9XQuf8fdrqqfomqvw/8wzZCCKF/Jdvp9f/Q+G8/nBob4D2ZsLCGR7kUxfyDi8u1ooGqO+So2achCCFU8+GohhBCCCGEEEIIIYRqNExgIYQQQgghhBBCCKEaDRNYCCGEEEIIIYQQQqhGwwQWQgghhBBCCCGEEKrRMIGFEEIIIYQQQgghhGo0TGAhhBBCCCGEEEIIoRoNE1gIIYQQQgghhBBCqEbDBBZCCCGEEEIIIYQQqtEwgYUQQgghhBBCCCGEajRMYCGEEEIIIYQQQgihGg0TWAghhBBCCCGEEEKoRsMEFkIIIYQQQgghhBCq0TCBhRBCCCGEEEIIIYRqNExgIYQQQgghhBBCCKEaDRNYCCGEEEIIIYQQQqhGwwQWQgghhBBCCCGEEKrRMIGFEEIIIYQQQgghhGo0TGAhhBBCCCGEEEIIoRoNE1gIIYQQQgghhBBCqEbDBBZCCCGEEEIIIYQQqtEwgYUQQgghhBBCCCGEajRMYCGEEEIIIYQQQgihGg0TWAghhBBCCCGEEEKoRsMEFkIIIYQQQgghhBCq0ZhH/gYhJDU1lWVZURSxvhBCCCGEHslqtVIUVVRUlJSUhLWBEEIIIfSYDAbDg156dAKLoqgDBw5gJSKEEEIIPT6FQpGYmJiQkIBVgRBCCCH0mIikwpcekcDy8vKiKEqj0Tzo3yOEEEIIoXuIoqjVahUKBcdxWBsIIYQQQo/JaDSazeYKXyIPujHQ/nPMWyGEEEIIIYQQQgihJ6bClBTBna0QQgghhBBCCCGEUE2GTyFECCGEEEIIIYQQQjUaJrAQQgghhBBCCCGEUI2GCSyEEEIIIYQQQgghVKNhAgshhBBCCCGEEEII1WiYwEIIIYQQQgghhBBCNRomsBBCCCGEEEIIIYRQjYYJLIQQQgghhBBCCCFUo/1fAAAA///33uH/RDrAPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/tf_numpy.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grafo Computacional\n",
    "\n",
    "Conheça a Formação Inteligência Artificial, um programa completo, 100% online e 100% em português, com 402 horas em 9 cursos de nível intermediário/avançado, que vão ajudá-lo a se tornar um dos profissionais mais cobiçados do mercado de tecnologia. Clique no link abaixo, faça sua inscrição, comece hoje mesmo e aumente sua empregabilidade:\n",
    "\n",
    "https://www.datascienceacademy.com.br/pages/formacao-inteligencia-artificial\n",
    "\n",
    "Agora sabemos o que o tensor realmente significa e é hora de entender o fluxo. Este fluxo refere-se a um grafo computacional ou simplesmente um grafo. \n",
    "\n",
    "Grafos computacionais são uma boa maneira de pensar em expressões matemáticas. O conceito de grafo foi introduzido por Leonhard Euler em 1736 para tentar resolver o problema das Pontes de Konigsberg. Grafos são modelos matemáticos para resolver problemas práticos do dia a dia, com várias aplicações no mundo real tais como: circuitos elétricos, redes de distribuição, relações de parentesco entre pessoas, análise de redes sociais, logística, redes de estradas, redes de computadores e muito mais. Grafos são muito usados para modelar problemas em computação.\n",
    "\n",
    "Um Grafo é um modelo matemático que representa relações entre objetos. Um grafo G = (V, E) consiste de um conjunto de vértices V (também chamados de nós), ligados por um conjunto de bordas ou arestas E. \n",
    "\n",
    "Considere o diagrama abaixo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/grafo1.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Existem três operações: duas adições e uma multiplicação. Ou seja: \n",
    "\n",
    "- c = a+b\n",
    "- d = b+1\n",
    "- e = c∗d\n",
    "\n",
    "Para criar um grafo computacional, fazemos cada uma dessas operações nos nós, juntamente com as variáveis de entrada. Quando o valor de um nó é a entrada para outro nó, uma seta vai de um para outro e temos nesse caso um grafo direcionado.\n",
    "\n",
    "Esses tipos de grafos surgem o tempo todo em Ciência da Computação, especialmente ao falar sobre programas funcionais. Eles estão intimamente relacionados com as noções de grafos de dependência e grafos de chamadas. Eles também são a principal abstração por trás do popular framework de Deep Learning, o TensorFlow.\n",
    "\n",
    "Para mais detalhes sobre grafos, leia um dos capítulos do Deep Learning Book:\n",
    "\n",
    "http://deeplearningbook.com.br/algoritmo-backpropagation-parte1-grafos-computacionais-e-chain-rule/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um grafo para execução de um modelo de Machine Learning pode ser bem grande e podemos executar sub-grafos (porções dos grafos) em dispositivos diferentes, como uma GPU. Exemplo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/grafo2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A figura acima explica a execução paralela de sub-grafos. Aqui estão 2 operações de multiplicação de matrizes, já que ambas estão no mesmo nível. Os nós são executados em gpu_0 e gpu_1 em paralelo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelo de Programação TensorFlow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O principal objetivo de um programa TensorFlow é expressar uma computação numérica como um grafo direcionado. A figura abaixo é um exemplo de grafo de computação, que representa o cálculo de h = ReLU (Wx + b). Este é um componente muito clássico em muitas redes neurais, que conduz a transformação linear dos dados de entrada e, em seguida, alimenta uma linearidade (função de ativação linear retificada, neste caso)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/grafo3.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O grafo acima representa um cálculo de fluxo de dados; cada nó está em operação com zero ou mais entradas e zero ou mais saídas. As arestas do grafo são tensores que fluem entre os nós. Os clientes geralmente constroem um grafo computacional usando uma das linguagens frontend suportadas como Python e C ++ e, em seguida, iniciam o grafo em uma sessão a ser executada (Session é uma noção muito importante no TensorFlow, que estudaremos na sequência)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos ver o grafo computacional acima em detalhes. Truncamos o grafo e deixamos a parte acima do nó ReLU, que é exatamente o cálculo h = ReLU (Wx + b)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/grafo4.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos ver o grafo como um sistema, que tem entradas (os dados x), saída (h neste caso), variáveis com estado (W e b) e um monte de operações (matmul, add e ReLU). Deixe-me apresentar-lhe um por um.\n",
    "\n",
    "- Placeholders: para alimentar a entrada para treinar o modelo ou fazer inferência, devemos ter uma porta de entrada para o grafo. Espaços reservados (Placeholders) são nós cujos valores são alimentados em tempo de execução. Normalmente, queremos alimentar entradas de dados, rótulos e hiper-parâmetros no modelo.\n",
    "\n",
    "\n",
    "- Variáveis: quando treinamos um modelo, usamos variáveis para manter e atualizar parâmetros. Ao contrário de muitos tensores que fluem ao longo das margens do grafo, uma variável é um tipo especial de operação. Na maioria dos modelos de aprendizado de máquina, existem muitos parâmetros que temos que aprender, que são atualizados durante o treinamento. Variáveis são nós com estado que armazenam parâmetros e produzem seus valores atuais de tempos em tempos. Seus estados são mantidos em múltiplas execuções de um grafo. Por exemplo, os valores desses nós não serão atualizados até que uma etapa completa de treinamento usando um mini lote de dados seja concluída.\n",
    "\n",
    "\n",
    "- Operações matemáticas: Neste grafo, existem três tipos de operações matemáticas. A operação MatMul multiplica dois valores de matriz; A operação Add adiciona elementos e a operação ReLU é ativada com a função linear retificada de elementos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Variáveis devem ser explicitamente inicializadas. Quando criamos uma variável, passamos um tensor como seu valor inicial para o construtor variable (). O inicializador pode ser constantes, sequências e valores aleatórios. Neste caso, inicializamos o vetor de polarização b por constantes que são zeros e inicializamos a matriz de ponderações W por uniforme aleatório Observe que todos esses ops exigem que você especifique a forma dos tensores e que a forma se torne automaticamente a forma da variável , Neste caso, um tensor com forma (100,) e W é um tensor de classificação com forma (784, 100)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para executar o cálculo, devemos lançar o grafo em um tf.Session. O que é uma sessão? Podemos entender uma sessão como um ambiente para executar o grafo. Na verdade, para fazer computação numérica eficiente em Python, normalmente usamos bibliotecas como o NumPy que realizam operações custosas computacionalmente, como a multiplicação de matrizes, usando código altamente eficiente implementado em outro idioma (C). Infelizmente, ainda há muita sobrecarga voltando para o Python em todas as operações. Essa sobrecarga é particularmente ruim se você quiser fazer cálculos em GPUs ou de maneira distribuída, onde pode haver um alto custo para transferir dados. Para mais detalhes, visite: www.datascienceacademy.com.br."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hello World"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.8.0'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cria um tensor\n",
    "# Esse tensor é adicionado como um nó ao grafo.\n",
    "hello = tf.constant('Hello, TensorFlow!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"Const:0\", shape=(), dtype=string)\n"
     ]
    }
   ],
   "source": [
    "print(hello)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Inicia a sessão TensorFlow\n",
    "sess = tf.Session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<tensorflow.python.client.session.Session object at 0x181e42e978>\n"
     ]
    }
   ],
   "source": [
    "print(sess)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b'Hello, TensorFlow!'\n"
     ]
    }
   ],
   "source": [
    "# Executa o Grafo Computacional\n",
    "print(sess.run(hello))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Operações Matemáticas com Tensores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Soma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Constantes\n",
    "const_a = tf.constant(5)\n",
    "const_b = tf.constant(9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"Const_1:0\", shape=(), dtype=int32)\n"
     ]
    }
   ],
   "source": [
    "print(const_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Soma\n",
    "total = const_a + const_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"add:0\", shape=(), dtype=int32)\n"
     ]
    }
   ],
   "source": [
    "print(total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "A soma do node1 com o node2 é: 14.000000\n"
     ]
    }
   ],
   "source": [
    "# Sessão TF\n",
    "with tf.Session() as sess:\n",
    "    print('\\nA soma do node1 com o node2 é: %f' % sess.run(total))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "A soma do node1 com o node2 é: 14\n"
     ]
    }
   ],
   "source": [
    "# Criando os nodes no grafo computacional\n",
    "node1 = tf.constant(5, dtype=tf.int32)\n",
    "node2 = tf.constant(9, dtype=tf.int32)\n",
    "node3 = tf.add(node1, node2)\n",
    "\n",
    "# Cria a sessão TF\n",
    "sess = tf.Session()\n",
    " \n",
    "# Executa o grafo\n",
    "print(\"\\nA soma do node1 com o node2 é:\", sess.run(node3))\n",
    " \n",
    "# Fecha a sessão\n",
    "sess.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Subtração"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tensores randômicos\n",
    "rand_a = tf.random_normal([3], 2.0)\n",
    "rand_b = tf.random_uniform([3], 1.0, 4.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"random_normal:0\", shape=(3,), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "print(rand_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"random_uniform:0\", shape=(3,), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "print(rand_b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Subtração\n",
    "diff = tf.subtract(rand_a, rand_b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tensor rand_a:  [2.0543492 1.6592258 2.9290419]\n",
      "\n",
      "Tensor rand_b:  [2.482773  1.3773217 3.4157996]\n",
      "\n",
      "Subtração entre os 2 tensores é:  [-0.7432281  -0.912766   -0.14499974]\n"
     ]
    }
   ],
   "source": [
    "# Sessão TF\n",
    "with tf.Session() as sess:\n",
    "    print('\\nTensor rand_a: ', sess.run(rand_a))\n",
    "    print('\\nTensor rand_b: ', sess.run(rand_b))\n",
    "    print('\\nSubtração entre os 2 tensores é: ', sess.run(diff))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Divisão"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "node1 = tf.constant(21, dtype=tf.int32)\n",
    "node2 = tf.constant(7, dtype=tf.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "div = tf.div(node1, node2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Divisão entre os 2 tensores é:  3\n"
     ]
    }
   ],
   "source": [
    "# Sessão TF\n",
    "with tf.Session() as sess:\n",
    "    print('\\nDivisão entre os 2 tensores é: ', sess.run(div))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiplicação"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para aprender a teoria sobre operações com matrizes: https://pt.khanacademy.org/math/precalculus/precalc-matrices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para aprender a teoria e prática sobre operações com matrizes: https://www.datascienceacademy.com.br/pages/formacao-inteligencia-artificial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Criando tensores\n",
    "tensor_a = tf.constant([[4., 2.]])\n",
    "tensor_b = tf.constant([[3.],[7.]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"Const_7:0\", shape=(1, 2), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "print(tensor_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"Const_8:0\", shape=(2, 1), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "print(tensor_b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Multiplicação\n",
    "# tf.multiply(X, Y) executa multiplicação element-wise \n",
    "# https://www.tensorflow.org/api_docs/python/tf/multiply\n",
    "prod = tf.multiply(tensor_a, tensor_b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "tensor_a: \n",
      " [[4. 2.]]\n",
      "\n",
      "tensor_b: \n",
      " [[3.]\n",
      " [7.]]\n",
      "\n",
      "Produto Element-wise Entre os Tensores: \n",
      " [[12.  6.]\n",
      " [28. 14.]]\n"
     ]
    }
   ],
   "source": [
    "# Executa a sessão\n",
    "with tf.Session() as sess:\n",
    "    print('\\ntensor_a: \\n', sess.run(tensor_a))\n",
    "    print('\\ntensor_b: \\n', sess.run(tensor_b))\n",
    "    print('\\nProduto Element-wise Entre os Tensores: \\n', sess.run(prod))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Outro exemplo de Multiplicação de Matrizes\n",
    "mat_a = tf.constant([[2, 3], [9, 2], [4, 5]])\n",
    "mat_b = tf.constant([[6, 4, 5], [3, 7, 2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"Const_9:0\", shape=(3, 2), dtype=int32)\n"
     ]
    }
   ],
   "source": [
    "print(mat_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"Const_10:0\", shape=(2, 3), dtype=int32)\n"
     ]
    }
   ],
   "source": [
    "print(mat_b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Multiplicação\n",
    "# tf.matmul(X, Y) executa multiplicação entre matrizes \n",
    "# https://www.tensorflow.org/api_docs/python/tf/matmul\n",
    "mat_prod = tf.matmul(mat_a, mat_b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tensor mat_a: \n",
      " [[2 3]\n",
      " [9 2]\n",
      " [4 5]]\n",
      "\n",
      "Tensor mat_b: \n",
      " [[6 4 5]\n",
      " [3 7 2]]\n",
      "\n",
      "Produto Element-wise Entre os Tensores (Matrizes): \n",
      " [[21 29 16]\n",
      " [60 50 49]\n",
      " [39 51 30]]\n"
     ]
    }
   ],
   "source": [
    "# Executa a sessão\n",
    "with tf.Session() as sess:\n",
    "    print('\\nTensor mat_a: \\n', sess.run(mat_a))\n",
    "    print('\\nTensor mat_b: \\n', sess.run(mat_b))\n",
    "    print('\\nProduto Element-wise Entre os Tensores (Matrizes): \\n', sess.run(mat_prod))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/matrizes.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usando Variáveis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O TensorFlow também possui nodes variáveis que podem conter dados variáveis. Elas são usados principalmente para manter e atualizar parâmetros de um modelo de treinamento.\n",
    "\n",
    "Variáveis são buffers na memória contendo tensores. Elas devem ser inicializados e podem ser salvas durante e após o treinamento. Você pode restaurar os valores salvos posteriormente para exercitar ou analisar o modelo.\n",
    "\n",
    "Uma diferença importante a notar entre uma constante e uma variável é:\n",
    "\n",
    "O valor de uma constante é armazenado no grafo e seu valor é replicado onde o grafo é carregado. Uma variável é armazenada separadamente e pode estar em um servidor de parâmetros."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tensor Original:\n",
      " [[0. 0.]\n",
      " [0. 0.]]\n",
      "\n",
      "Tensor depois da adição:\n",
      " [[1. 1.]\n",
      " [1. 1.]]\n"
     ]
    }
   ],
   "source": [
    "# Import\n",
    "import tensorflow as tf\n",
    " \n",
    "# Criando um node no grafo computacional\n",
    "node = tf.Variable(tf.zeros([2,2]))\n",
    " \n",
    "# Executando o grafo computacional\n",
    "with tf.Session() as sess:\n",
    " \n",
    "    # Inicializando as variábeis\n",
    "    sess.run(tf.global_variables_initializer())\n",
    " \n",
    "    # Avaliando o node\n",
    "    print(\"\\nTensor Original:\\n\", sess.run(node))\n",
    " \n",
    "    # Adição element-wise no tensor\n",
    "    node = node.assign(node + tf.ones([2,2]))\n",
    " \n",
    "    # Avaliando o node novamente\n",
    "    print(\"\\nTensor depois da adição:\\n\", sess.run(node))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usando Placeholders"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um grafo pode ser parametrizado para aceitar dados externos e podemos reservar áreas conhecidas como espaços reservados (Placeholders). Um espaço reservado é uma promessa para fornecer um valor mais tarde.\n",
    "\n",
    "Ao avaliar o grafo envolvendo nós de espaço reservado, um parâmetro feed_dict é passado para a sessão."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[3 6 9]\n",
      " [2 4 6]\n",
      " [1 2 3]]\n"
     ]
    }
   ],
   "source": [
    "# Import\n",
    "import tensorflow as tf\n",
    " \n",
    "# Criando nodes no Grafo Computacional\n",
    "a = tf.placeholder(tf.int32, shape=(3,1))\n",
    "b = tf.placeholder(tf.int32, shape=(1,3))\n",
    "c = tf.matmul(a,b)\n",
    " \n",
    "# Executando o Grafo Computacional\n",
    "with tf.Session() as sess:\n",
    "    print(sess.run(c, feed_dict={a:[[3],[2],[1]], b:[[1,2,3]]}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/matrizes.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Conheça a Formação Inteligência Artificial, um programa completo, 100% online e 100% em português, com 402 horas em 9 cursos de nível intermediário/avançado, que vão ajudá-lo a se tornar um dos profissionais mais cobiçados do mercado de tecnologia. Clique no link abaixo, faça sua inscrição, comece hoje mesmo e aumente sua empregabilidade:\n",
    "\n",
    "https://www.datascienceacademy.com.br/pages/formacao-inteligencia-artificial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Fim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Obrigado - Data Science Academy - <a href=\"http://facebook.com/dsacademybr\">facebook.com/dsacademybr</a>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
