{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Neurale netwerken\n",
    "### K. Verbeeck, T. Van den Bossche, J. Maervoet\n",
    "Data Science (Theory) -- OGI03p"
   ]
  },
  {
   "attachments": {
    "pic1.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 1. Inleiding artificiële neurale netwerken (ANN)\n",
    "\n",
    "* _Artificiële neurale netwerken_ zijn software- (of hardware-)systemen geïnspireerd op _biologische neurale netwerken_ (in de hersenen)\n",
    "\n",
    "![pic1.png](attachment:pic1.png)\n",
    "\n",
    "* Oorspronkelijk idee: problemen oplossen zoals menselijk brein ze zou oplossen\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "ArtificialNeuronModel_englishkopie.png": {
     "image/png": 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   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Typische kenmerken ANN\n",
    "\n",
    "* netwerk van artificiële neuronen\n",
    "* signalen op verbindingen voorgesteld als reële getallen\n",
    "* output neuron: niet-lineaire functie (vaak threshold) toegepast op som van inputsignalen\n",
    "* verbindingen hebben gewichten die aangepast worden tijdens het leerproces\n",
    "* gewichten bepalen in welke mate het signaal wordt doorgegeven aan de input\n",
    "\n",
    "![ArtificialNeuronModel_englishkopie.png](attachment:ArtificialNeuronModel_englishkopie.png)"
   ]
  },
  {
   "attachments": {
    "activations-1.png": {
     "image/png": 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/JEACIhRA+RaQQEQEIIBCq2a66ZKGeMEFF2jj/8cff2iDBuECQmnQWU1iUMtoxksGvYQ6DgqXYR5AA5tsUhDSY7WcYcJJ9AOh4I033hAzBlQn5WBiDjZM1Npvv/38CVWJz+EceYBQCeEK2tBMDiaeLrnkEjHd0QKbmZkchEw8g71NF/YQSDFJCJpbOAiLieWE6zAnZYVUnKdzmEFuhk+ozVJMroJACsEUDlYRIGybrm756KOP1FSXjTusAJpN+QW1g+nSnM09G6YZKuA/Bg1xMsHW+vU9/u8AHxGmi7+SqTJotM3Y0kTvlc6hsUcYyd5j1Mtgnar0cMIFpAOT0zCpCh8qmLRlhi7opMEErzwlARLIkQAF0BzB8TESSCRw8MEHqxbRTGCoYCgb/r7//nt58sknBd3p6LaENhDOzoLWk/+do/FDF7RLh/Sg+zIoaEF4wMx+zKTP1T311FOqNYJQB3uNwQ3duRBw0812x8xqGJ9Hd2iYWe5XXXWVarswWz+dg51R2CLtbmb9B9OEY2hQ0WVutbOwUoChChgaYR20ohtssIG8++67fndxOu0Yyh3+IVBjNrXtfkd4Ztyqdu3efPPNak8Ugim6oiF82jBtl7Q9t+mw+7jKz4afaY/hJ3Bmko7vFfZVs3Xo4g4a9MfzsNZgxkFrnbLCazLBFppcDCFJrFMYQoGyC/sew8g9LEBAY418YVgGjiHAmnHA2WaJ/kmABFIQoACaAgwvk0C2BNC1CGEKYxuhMYEAA2Hj3//+t5jJRbpqD8wgwaExhPkk2AWFEAMtD56FCSJoSl07u8IQhGfYM4Wwh3SYyVKqvcw1PdAuQvhK7P5HeGbGuXZtW0EvVRwwm4Nu1TDjIdG9f9999/ljGlNpEGGTFA6ayEQHARCCKOyLIv8YLgDTSNjD9BI+JlBuGCeIcoWmFvFC05tO8wqhE+WLjwswsQ4mgzB0AwIxNKowV2QFVJvnTHHEVX42jZn2eJ/BDYI/8oIxm8YqgNghGpmet/cvvfRS5X777bfruGFjVUCMxQDVbIMxygEO5ZdsBazLLrtMx/VCaMW4Y9RFmCuDAAvTTWEc4oFGGXnBBxg+yqANRXx2iEyYcOiHBEggPQEKoOn58C4JZEUAS27CTie6bdGYYoUcLMmIMWhozKzmE4E+Yrp7zaxdFcSgaYHAhw0Cl2uHMX4QoNDdDQEJ9kUhGMNGpLVzmW2aoAGDxgjCXDIHoQoTRiBwpRq2gOfABkJIWLf33nv79jhTPQMbkhBIMD4wmYNRe2jZYEsVQg8mokAwX3fddbUMoRENLhmKyU9gBS14KodueHRRJ06SgYCE57CIAQzgQ+N27bXX6kdM0PZkujjiKL9U+Uh2HR9fKCPY4ITGGBpEfHhB65uNM6atNByMNzWWBPQjDe+fXe0KZYbJYFgNCVrxRIcPKAj5sMmK5zGJDj0OWBgCy7aGdYgfQjXGgaJr31iC0PxgKAkdCZBANASqGQ1BuFHu0cTHUEigbAhAgMHMdEzUsF2UyTKPLj+Mccu2sU4WVhTX0I2KvwVogegqEoBmGOUFwdV2B1sfmACDMs9G0LHPYg9tJ8YvphKK4SdMHIUsPwwRgNYYk+TssAGkO1uH9w9jbPEhB0Ey0WF8KepUqvHReB4fDKh72Wphg3FFlZ9gmDwmARL4hwAFUL4JJEACJEACJEACJEACTgmwC94pbkZGAiRAAiRAAiRAAiRAAZTvAAmQAAmQAAmQAAmQgFMCFECd4mZkJEACJEACJEACJEACFED5DpAACZAACZAACZAACTglQAHUKW5GRgIkQAIkQAIkQAIkQAGU7wAJkAAJkAAJkAAJkIBTAhRAneJmZCRAAiRAAiRAAiRAAhRA+Q6QAAmQAAmQAAmQAAk4JUAB1CluRkYCJEACJEACJEACJOBEAL388svl/vvvj4X2mDFj5Oyzz9Y1rLONAEvWWXfNNddUWNvZXueeBKoCgeC7HnV+vvjiC62DWPqQjgRIID4CM2fOlAsvvFB22203XafexpRt/WZ7Z8lxX0gCTgTQJ598Ut58881Y8jl58mQZNGiQoGKGdcuXL5euXbtWEIqHDRsmr776atgg6I8ESobAiy++KJtttlls6bV1EOuk05EACcRH4PTTT5e7775bGjVqJBtssIEka8vCxM72Lgwl+ombQM24I4g7/H333Ve++eYb2WSTTUJHtXjxYhk5cqTsvvvu/jPDhw+XWrVq+ec8IIGqQuDdd9+VuXPnVpXsMB8kULYEPvvsM9l///3l5ZdfVgbz58+v1JaFgcP2Lgwl+ombQEEF0OnTp8vYsWOlcePGsuWWW0qDBg2S5nfevHny+eefS7t27WTdddeV33//XerUqSMtWrRQoRHP16hRo8KzEyZMkIkTJ8paa60l7du3l3r16un9ZcuWya+//qrHc+bMkZ9//lnWW289adiwYaUw4An+R48eLWuvvbZ+ceqD/CGBEiGAngE0UnB415s0aSLNmjXzU//HH3/IDz/8ICtXrpRNN91U65e9uXDhQoFWE/UD9eDLL7/UW9tuu63Ur1/fequwxzMYFoP6Bn81axb0L6ZC2nhCAoUi8Pfff8vXX38tS5Ys0d6IddZZJ2lSUrWJixYt0l4+1OVWrVr5dfm3337TcIJtWbVq1fRaqjYQN1O1d+naWjyH+FD38R+CdnT8+PHaLq+//vq4TUcC2RHwHDjzcnpHHnmkH5OpTJ7pSvBMRfGM4OiZFHumS8EzXem+HxyYRs874ogjPNOI+f7OPfdcb/PNN/fOOOMM9Wu6EvT5Tz/9VM9NA+jts88+es2GbRpd75lnntH7X331ld5DnHZDerbYYgvPdMurH/tzySWXeKYh9ePeaqutvDfeeMPe5p4Eip7AoYce6r/neN8vvfRSTbP5iPMOPPBAvVe9enXfz+GHH+6ZRlL9oM7gGaMt0fpp64tpAL333nvPz7v1d+WVV3pNmzb1wzIfiB7qGx0JlDMBtFFGSaL1wrZJ3bp18/766y8fS6Y20dYxWwexv+GGG/y6Zq8jnExtICJNbO/CtLV4zgzl8c477zwP/xM2TuxPPPFEzwwHgBc6EghNQEL7zMNjogDaq1cvz3R3e/fdd5+HCmO0NF737t31hX7hhRf8mM4//3zPaEW9Z599Vl9u09Wuwide+FQCqBlcrQLra6+9pg3pjz/+6JkB2xqO+Qr1VqxY4U2ZMkXjuuyyyzwzeFvjS6yQ119/vYeG2Yy30TSar0nPdNl7G264od9A+wnlAQkUKQGjMfHOOeccrRN419E4weGDsG7dut7rr7+u14wmQz8KUbceffRR9WMbPQicd911lwehFR9g+KAzPRbqBz/WH8J74oknPKM11TqLj0qjBfX98YAEyo2AGe6lSgwoUswkPW1LHnnkEW1/+vfv7+PI1CYuXbpU2yrT8+f16NFDj9F2JmvLMrWBiDSxvQvT1uI5CKBQCOHD9v333/emTZvmnXrqqZoftNN0JJANAecCKBoxaD7xwgcdBEPTxe43bLNnz9aX+oorrgh680x3uF5PJYBCkG3ZsqU2gvZBCI9Dhw71zDg4vWS6GTSMa6+91nqpVCGhyTnhhBP8+ziAAAytkRkOUOE6T0igmAn07t1bGw2bRtPd7kG7jw/AoJs6darWC2O1Qi9bwfKmm24KelOBFoIqGkU46w8fbUF39NFHe2gwER8dCZQjATPsRevU1VdfXSH7aI/QlsGFbRPhF/XpggsuwKG6ZG1ZmDYwKICGbWsRIQRQ9GxA+LXODOPRPPbr189e4p4EQhFwMgveNFa+GzduHIReMYKcfw0HGMOJwdUYU4LxZqbrTu/vvffeFfztuOOOYoTDCteCJ8cee6xgPMzGG28sxx13nJivTfVvGkMd/xb0m+oYY+UwaSMx7q233lpeeeUV2WGHHVI9yuskUPQEjGZf/vvf/4rRpAhmsGNCwy233CJGUNW0Y5xa0GEsZ9DZ8WsLFiwIXpYOHTpUOEddNUKqZGsipkIgPCGBEiaA8dOdOnUSI4DK9ttvL0ahIh999JGYHghB/YAL2yaGxZBtG5htW4u5GHZOBdK0xhpr6FyMxP+DsOmlv/Il4FwANSp7pd26detK1DG4GpMhMNDadC3ofUyaSHTNmzdPvOSfw7zSqFGjdIY7zM+cdtppOhHJjB1Vwdb3mObgp59+0rtGk5rGF2+RQOkSgFk0TDraaKONtDEcMmSItGnTRjOED8SgC05awnV8LMIl+kusLxB0k/nTi/whgTIhYIatiBnupe3addddpzY8zVAu+fjjj5VA2DYxLK5s28Bs29rE/wOkC3U98f8gbHrpr3wJOBdAMYsdznQ7VKKOGXb4mkJD1rZtW71vK6f1vGrVqqTP2vvY77HHHvLSSy+J6VpQExUHHHCAmO5Geeyxx4LeUh5jxjvcjBkzKvmB+SbTVVnpOi+QQKkQwMz4ww47THsEoI2xM3TRSMKxISmVkmQ6S4EAZo1D8IRiY9KkSXLHHXdoDxs0lXBh28Rs8ppNG5hPW5tNmuiXBBIJOBdAzUxyNaFkxsBUSAu6/aCxtN14O+20k5p6QBd60D399NNqyiJ4LXgMjWfnzp21ETWTImS//fbzDc7DLBOc1cyYcafBR/1jaIWgeUV3e9C99dZbasAe5jToSKBUCEBjiQ83bHCwJWjGcEnPnj1l1113ldq1a+t1M7Nd9+iFoCMBEsifAFYJg8F4tG1w0HyaMZwC4RMml9BtHbZNTJaaZG1ZmDYwGFaubW0wDB6TQC4EnBvpQ9e7mQAhZsKCajmxsgNsj2G5TrtHRmDbE+NmzOxAMZOBVGMDe4U333yzwM6ZtXWWmOmjjjpKDjroILn44ovlpJNO0m73gQMHqn9ch8MXKRpdrHwEA/Z4JuhgY9SYlJE+ffro3gzqlu+++07MrEVBZT344IOD3nlMAkVNAB9TED5Rd/baay9951F/HnjgAdlmm2201wHdhBBIIaxCI0pHAiSQPwGM+8TQMrQl+OjDuE9jMlDMjHHZc8891R4nbHKGaROTpSZZWxamDQyGlWtbGwyDxySQEwHT3Ra7SzTDhBnvmDFrKp7OnjONnmcqpvfOO+9USgtMVphJP2qH0Ah/nlnVxTPCoz8TMNEOKAIwa+WqHwNEwzfG6L3nnnuuQtiY6Ytw4Aez24OzAuHRNNieabD9NMKf0c563377bYVweEICxU7ATDTyjFZf33XY74Mzwqe+z7aOwLau0fB7ZriK+oUfO7s90eqDtT9oTZil8of6g/AxS5aOBMqVgNGC+uYDUR/Q7qAemsmyPpKwbWLiLHgEkNiW4VqmNjCxvcMzmdpa+MEseNgwTXRIl/mATbzMcxJIS6Aa7ppKURAHrQwGQOMLEV9hQYeZ8JiNji6L4Goq0M7A74ABA1Q7GXwmeIzlNrFSA/zayRXB+zhGHOgCSTepyaYRX5qpwkkMl+ckUIwEjOFrrQ/BJWcxxhozWrGqGB0JkEB8BLDqGOYlwEILeuCSOdveJGsTk/m315K1ZWHaQDyfb1tr08A9CWRLoKACaLrEYnwmluaEuYonn3zS92pWclETMh988IHOJvRv8IAESIAESIAESCArAmxrs8JFzxEScD4GNGzaofW86KKL5MYbb9S1pWF7E2tRYxwoxo+a1Y3CBkV/JEACJEACJEACSQiwrU0ChZecEChaDajNvVlKU00pYeauGaem9j3Nkpj2NvckQAIkQAIkQAJ5EmBbmydAPp41gaIXQLPOER8gARIgARIgARIgARIoagLO7YAWNQ0mjgRIgARIgARIgARIIHYCFEBjR8wISIAESIAESIAESIAEggQogAZp8JgESIAESIAESIAESCB2AhRAY0fMCEiABEiABEiABEiABIIEitYMUzCRPCYBEsiNAAxfL126NOXDWHYWy29imUBXDksPwsbvjBkzXEWp8TRr1kzM6jPO4oTB/5YtW4pZMUqWL1/uLF7X+UTGsMQy3iEs7OHKYXGQlStXZny/0y004iqtjIcESKAyAWpAKzPhFRIgARIgARIgARIggRgJUACNES6DJgESIAESIAESIAESqEwg9i74uXPnpu0iQTdV9erV0/qpnOz8rmDt67p16zrtjkOKGzVqJFjL3pVD12qTJk1k/vz5guXWXDnX+US+0O24ZMkSwfrHrhy6r7F2c7ruVfhp2rSpqyQxHhIggSIiwPZvdWG4bhfY/q1mH8dRFO1f7AIoGmhs6Vy1atUy+kn3fLb3EB+WH8uUrmzDzeQfgrbLOFEBIeB7nuc0Xtf5BHfktRDvEeJOV6bp7uFZOhIggapLAPU/039AIf632P7F986x/VvNNtO7zy741ax4RAIkQAIkQAIkQAIk4IAABVAHkBkFCZAACZAACZAACZDAagKxd8GvjopHJEACrgmgOwjjnVM5OwY7nZ9Uz+Z6Hd1/cC7jRHwYpuEyTsQHV7t2bY1bTxz8ZCrzOJJghzW55Iv3yA69SZUnpIuOBEigOAlQAC3OcmGqSCASAmEb4LD+okiUjcvuowgzbBgu47RxYW+Pw6YzH3+u47NpdR0v4sP49nRs092z6eaeBEigMAQogBaGO2MlAScEwhjqhhbJpfUAxAetoMs4ARvaOZdxQruMmb9YCCCdpYSoXwTX+UT6kU/k0SVfCJdh3u+o+TI8EiCBaAjELoCiOwjT9VM52wWYzk+qZ3O9brsAXcaJtGZikWt+Uj1nuwAt41T+or7uOp9IPxojlKvLMkV8yGs6l+l+umd5jwRIoLQJZPovtP/Nrv+3QNVlnIgvEwv4idKx/YuSZuWwomj/YhdAIRjYF6FyFv55KfFipvOT7Ll8rtluGZdxIr2ZWOSTp2TP2vzZfTI/cVxznU+bB9fxWuHSNV+bX+5JgASKm0Cm/yT8h7D9i6cM7f+y3ccTS+VQM5V55SeiueI63ijav9gF0DBdJHhBXK5FDXDoAnQZJ14xfHG6jBNf11h3GwbaXXYBus4n2CKfyKNLvog3zPsNf3QkQALlRyDM/wPbv3jeC7Z/8XANhhrm/Q76TzxO33+Y6JvnJEACJEACJEACJEACJJAnAQqgeQLk4yRAAiRAAiRAAiRAAtkRoACaHS/6JgESIAESIAESIAESyJMABdA8AfJxEiABEiABEiABEiCB7AhQAM2OF32TAAmQAAmQAAmQAAnkSYACaJ4A+TgJkAAJkAAJkAAJkEB2BCiAZseLvkmABEiABEiABEiABPIkQAE0T4B8nARIgARIgARIgARIIDsCFECz40XfJEACJEACJEACJEACeRKgAJonQD5OAiRAAiRAAiRAAiSQHQEKoNnxom8SIAESIAESIAESIIE8CVAAzRMgHycBEiABEiABEiABEsiOAAXQ7HjRNwmQAAmQAAmQAAmQQJ4EKIDmCZCPkwAJkAAJkAAJkAAJZEeAAmh2vOibBEiABEiABEiABEggTwIUQPMEyMdJgARIgARIgARIgASyI0ABNDte9E0CJEACJEACJEACJJAnAQqgeQLk4yRAAiRAAiRAAiRAAtkRoACaHS/6JoGCE5g4caK88847snjx4oKnhQkgARIgARIggVwIUADNhRqfIYECEbjooovk/vvvlwkTJkj37t1l9OjRBUoJoyUBEiABEiCB3AnUzOVRaGCmTp0qO++8s9SrVy+XIPgMCZBAlgTGjh0rf/75pwwZMkSfbNeunTz99NPSsWPHLEOidxIggVwJsP3LlRyfI4GKBLIWQKGBqVGjhmy00UZy3333ycUXX8wGsCJTnpFALAQ233xzGTRokB/2vHnzZMmSJf45DsaMGSODBw/2r5144omyzTbb+OeJB6jL1apVk9q1ayfeiu28Zs2aGmfTpk1jiyNZwLVq1RKXcYIrXMOGDcXzvGRJiuWa63wiE9WrV5e6desKytaVQ1zgmk4JsmLFikiTw/YvUpwMrMwJZPVvQQ1Mmb8tzH5BCaCRt43tzJkzVRPap0+fCmlavny5zJ0717+GBhjPpXIQkrCl85Pq2VyvW8HMZZw2rS7jDObTpQCKvLrMp2VbjO+RLQObxnz2bP/yocdnSaAygawE0DAaGEyMmDNnToWYoGVJ5fBHWYx/XKnSm+91lw2D/fN1zReMXObTlonrfNr4XOd1ypQp0rdvXznttNN0GIzNP/Y77bSTbvba7NmzBVsqV6dOHe3RWLRoUSovkV+HRrBBgwZp0xV5pCbAZs2aVfpviiMeGyY0kS1btpT58+cLPgxcOdf5RL5at26tk+IWLFjgKptSv359WblypSxdujRlnHi/o3Js//In6fK/ku1f/uWVLoQo2r+sBFC8PJk0MJid27t3bz/dt956q3Tr1s0/T3XQuHHjVLdiu77GGmvEFnaqgNFN5dq1aNHCdZTaHec6Ugg22IrJRS3YjR8/Xvr166d1rEuXLsWUVaaFBKo0AbZ/+Rcv27/8GaYKoRTbv6wEUJvxdBqYHXbYQe69917rVdZbb720mg5oCVCx033F+oFFdAAhGl/Gwa7KiIJOGwxeEJcaAmiemzRpIhgrCE2BK+c6n8gXxvbhHXJpmgjv0KpVq9Jqt/BuQ1MThZs1a5ZceumlMmDAAOnQoUMUQTIMEiCBLAmw/csS2P+8u24X2P7lVk5hn4qi/ctaAM2kgUFXzF577eXnAd1/mYRLvCiZ/PgBRnAAoRfwXMaJZEMQcRkn8gmH7j+XXYCu84k8Yowdxju65Iv31mUX4NChQ/WjqVevXsiyuubNm8uIESPsKfckQAIxEmD7lztc1+0C27/cyyrMk1G0f1kJoNTAhCkW+iGBeAicd955go2OBEjAPQG2f+6ZM8aqTSArAZQamKr9MjB3JEACJEACyQmw/UvOhVdJIFcCWQmg1MDkipnPkQAJkAAJlDIBtn+lXHpMezESSG0gsBhTyzSRAAmQAAmQAAmQAAmUPAEKoCVfhMwACZAACZAACZAACZQWAQqgpVVeTC0JkAAJkAAJkAAJlDwBCqAlX4TMAAmQAAmQAAmQAAmUFgEKoKVVXkwtCZAACZAACZAACZQ8AQqgJV+EzAAJkAAJkAAJkAAJlBYBCqClVV5MLQmQAAmQAAmQAAmUPAEKoCVfhMwACZAACZAACZAACZQWAQqgpVVeTC0JkAAJkAAJkAAJlDwBCqAlX4TMAAmQAAmQAAmQAAmUFgEKoKVVXkwtCZAACZAACZAACZQ8AQqgJV+EzAAJkAAJkAAJkAAJlBYBCqClVV5MLQmQAAmQAAmQAAmUPAEKoCVfhMwACZAACZAACZAACZQWAQqgpVVeTC0JkAAJkAAJkAAJlDwBCqAlX4TMAAmQAAmQAAmQAAmUFgEKoKVVXkwtCZAACZAACZAACZQ8AQqgJV+EzAAJkAAJkAAJkAAJlBaBmqWVXKaWBEggGwLVq1eXOnXqpHykVq1akslPyodzvFGz5j9/O+nSlWPQaR9znc8aNWpoeizjtImL8KbrfCLp1apVE5RrsjJdsmSJLFq0SBYvXiw4ttuyZctk6dKlgj22FStW6H758uWycuVKwR7XcJy4IR7P86RPnz5pyYEFHQmQQHESoABanOXCVJFAJAQgGFhBKFmAaKCxpfOT7Ll8riFNcC7jRHyZWMBPlM7mz+6jDDtdWHHlc+7cuTJ9+nSZMWOGzJw5U2bNmiV//fWXzJ49WxYsWKD7OXPmyN9//63bwoUL9ToExXwcBFts4IgN7+tGG22kcfft29f5e5RPXvgsCZDAagKxC6D4M4QGIJWzfyrp/KR6NtfrtkFwGSfSij9Ol3FaTZPd58or2+dc5xPps42uS754jxDvqlWrUiLC/UI6aI6gZUrloElCPqChcuXwftSuXdtpnMgb8uoyn3gXGzZsqBo/aPNcuVzziff4l19+kYkTJ8rkyZN1mzp1qmD7/fffVYMZzAPem2bNmunWunVradSokay//vq6x3GDBg10q1+/vtSrV0+3unXrCjakERveA2xghT3+q3CMPTa8K6kcwsW7nen9TvW8i+ts/1ZTdt0u2HbP7lenJN4j1/lEbkq1/YtdAMWfVLoXAPdRYPgzcuUQJ5zLOBGf63wiPjj8ods864WYf1zn02YHeYyjTNHAQcODDVodbOhGhHC39957a+W3aUjc56v9SQyP5yQQBQG8uxMmTJAxY8bIt99+q9uPP/6o7zXCx39G27ZtdevUqZOsvfbastZaa8kaa6yhW8uWLaVp06b+uw8BFMI96gjdagL4T2L79w8P1+0C27/V72EcR3iv8dGaTsmSqf2LXQDFGJ5MX6iopC41E9BK4A/W9Z+l6zgRH7QQGHvlUgPjOp+oXNCGYBxZsjJFY4vuQ3QVYsMxtnnz5gm6DOfPn6/H2NvuQxwjLGx4hxPdxhtvrFohaIcyvd+Jz/KcBApBYNy4cfL+++/Lhx9+KJ9//rlfVzbccEPZaqut5MADD5TNNttMNtlkE1l33XWdfrQWgoeLONn+rabsul1g+7eafRxHaHPD9LClizt2ATRd5LxHArkSwJcVxqD98ccfOiYNQjaEwWnTpsmff/7pj0/DGDUImckcvuCaNGmiW+PGjXXfqlUrHV+GjxR0I2IPId7ug92KzZs3TxYsr5FAURCA8PPRRx/JK6+8IqNGjdK6gkZ5++23l7POOks6duwoHTp0ELz7dCRAAiTgmgAFUNfEGV8oAujmtuPPIFT+9ttvumEsGjZMhEjUTEJghACJrUWLFtKuXTtBVyGOISza8Wp2D2EyH2e/APMJg8+SQNQEvvrqK3nwwQdlxIgRqvFfc801Zb/99pN9991XdtllF+0tiDpOhkcCJEAC2RKgAJotMfqPjAA0k5jsMGXKFN1+/vlnwYaJEOgqtw5jTDDGzI5Dg9YG49HQsGJMGvZbbrmlmmVJ1gVvw+GeBKoqAQwDef755+WRRx7R8Zz44Dr00EPlsMMOkx122CHtOK2qyoT5IgESKG4CFECLu3yqROqgwcQEB2yYYfvTTz/JpEmTKgiZ6ArHDFpsu+++uz8BAmPRIGyi6zCdwyxbl+OI06WF90jAFQGMVR48eLBqPDHcBBOGHn/8ca1DmeqMqzQyHhIgARJIRoACaDIqvJYTAUzq+f7771WLidm148eP15m26E6HQ4O4wQYbCCbwoCsQe0yAwDV0i9ORAAmEI4A6NWjQILn//vv1w+uII46Qc845R9q3b691KdW453Ch0xcJkEC5ELCTdPGfEZygayfqol3Hho9du2FOBOZffPnll3lhogCaF77yfRgGqb/77jvdxo4dK9gwThMO5i8gWKIx3GuvvXS/6aabqnYznUmS8qXJnJNAOAJoLJ544gm5+eabtbE47rjjpFevXjo8JVwI9EUCJFCVCeA/Ar0hWCwCE3JxjAm7duEInFuLMNhDqEzmMPTNTs5FD6U9tr2SsOebr6MAmi/BMngeL/E333wjX3/9te5xjJcZDhN5MP5y//33ly222EK3nXbaqZLR6jLAxCySQKwERo8eLZdddpn2Mhx00EF6jCErdCRAAuVBAHMcMAkXyh7soYXEBkES16AYQtucaH8TvY+YjItJuRgfvt5666kFDPQ84hw2fe3kXBxbgTOdjc8oJuFSAC2P9zZ0LmHOCIap0YWO2bTYrGYTavett95ajjrqKN3jGN3niS8pvowQDh0JkED+BKChuPbaa3Vs5+abb66TjfCRR0cCJFC1CMCW9a+//qoTcTEhF8dBazDoCg86CIqYhItFI2DLt0uXLjphF5N2rUUY7IvV1BoF0GBpluExXnKM47AbxnBChY8vJmg0Yb4Fs8633XZbtY+ZKGyWITJmmQScEXjnnXfk4osv1jFYV111ldrvdLmqmbOMMiISKCMCGF+JlcgwIddusAiDCbt2aWcMZWvTpo0Kl2iLu3btqkNtrDUY3IMWEq5UVyKjAFpGLz2Wj0T3+RdffOFvGA8Ch5ca5lqg3YSharzwcSxrWUa4mVUSyJkA6uqAAQPkEWNWCdrO22+/XbvNcg6QD5IACTgngK5wmBnEfAnMk8BqZJicCzvW1qHtxYTcffbZR3sUMX8CQ2vWWWedjNZfbBiluqcAWqolFyLdGBvy7rvvyltvvSWfffaZVgIYb69du7Zss802cvTRR6vQCYET9jTpSIAECk8AGpEePXqojdwrr7xSzj77bJ3YV/iUMQUkQALpCECzibYWPRcYvgaFj53kg7GWUOzANi8m6GLDsrdWi5ku3Kp6jwJoFSlZdJuj+9xqN7HWM9T5cBAuIWQecsghKnBirAiEUDoSIIHiIjB8+HDp06eP1tmXXnpJx1oXVwqZGhIgAUsAYzI//vhjXfIW+x9++EFvYczldtttJ6effroqezBfAl3mdBUJUACtyKNkzjDrDROFrMCJry1M/MG4kc0220z23ntv2XnnnXV2OpaoXL58ecnkjQklgXIjgJ6J//znP/LAAw/IgQceKLfddpug3tKRAAkUFwF0o48aNUp7FtEGY8wmJgLtuuuuKnCiKx1KH86XyFxuFEAzMyq4DwiPGDeClx2ThbDHuBI4zILDJKGePXuqdhPHmK0Oh4lEMLtgTSbpRf6QAAkUFQEYgEaX+yeffCKXX365nH/++UWVPiaGBMqdAEwQvvDCC/Lqq6/qrHRYeoHAec011+jMc4zhtA7mjLgQhKWRfk8BND0f53ftoGW88Nig2cTgZaz1jC+qdu3a6YtvBU68+PzScl5MjJAEIiGApWlPOeUUteOHJTT32GOPSMJlICRAAvkRgPnBoUOHyrBhw3R1Pyh7YO8aPRVYLhrLP9PlR4ACaH788noaqns7Qw6z5DBgGfu///5bw8WYEZg/ghkWawoJht/pSIAESp8ANJ4YIwaNycsvv6wzYUs/V8wBCZQuASiAMHH34YcflrffflvnSkDohEUK2NhEryJddAQogEbHMm1IixYtUntfmCGHMSTYMGkI1+HQVY6BymeeeaYOWsYsdc5MT4uUN0mgZAlgslHv3r31wxKNHWbI0pEACRSGAIa5Pffcc3LPPfcIeiUwOx1CJ8wSQvNJFw8BCqARc8VEoEmTJsmPP/6oG4zNYvwmVjSwDqsWwBwDxnphGUvMSscgZjoSIIGqTwCNHFY2glWKO+64g/Z2q36RM4dFSgDWY9DNfuutt+qKfxgCg7rZuXPnIk1x1UoWBdAcyhMvLcaHoPscG1YwwFcTNmv6CMFCq7HpppvKXnvtpTPTd9xxRzUuaycJ5RA1HyEBEihRAujeu/rqq3WmOyYd9e/fn+O3S7QsmezSJwBbnaiPsLuLmesPPfQQzZ45LlYKoEmAo6H4888/VciEQIm1WKHBtGu04hxmU+AwAciuZICxIlDdY2IQBE90qwcdZ8cFafA4VwLQqv/yyy9qZy7xHcs1TD4XLwF08V144YW6jjuMy5977rnxRsjQSYAEkhL4/fffBXXwtdde0//QF198US3IJPXMi7ESyEkALeUGcOHChboMFlYngNFYrBaEZbGwx4uJDcfLli3zwWNJSiyLte6666pqHstkYdtggw10eTwuWemj4kHMBGAfEuOH8aFz9913y1133aVrBcccLYPPgwDGeXfv3l3ef/99ufPOO3VcWR7B8dECEyjl9q/A6Aoe/dNPP63CJ9psDH/BaoB0hSOQtQBaTA0ghEksfYXVCLDB9lZwwzrnMNgOO5jYcI4xmkFXo0YNadWqlY7BxKxzjM1ca621VKsJzSYEz9atW7OrLAiNxwUh8PPPP8sHH3wgzz77rC44gD/TJ554Qvr161eQ9DDSzATw/4SJDLBugclG++67b+aH6KNoCRRT+1e0kIowYVA4YdIftJ4Ye3399ddz4l8RlFNWAmhcDeArr7yigiIESmgLsMe2YMECfw/TRMENLxTGYiZzMBKL8ZfYWrRoIRtuuKFg/CW6KyFMQpMJ7SWET1zD6kF0JFDsBDDWGJYS7PuKpd5Qd4Lu22+/FdiTtA5f+PioSuVQBzCMxKV5EcSFOF3PLkW8LuOcOXOmNnYYLoFlNWG42oVznU/kCe8k/nfxPrlyNWvWFAyXQrypXKo2IpX/dNfjav/Sxcl7+ROAtRnY2sWwuoEDB8oRRxyRf6AMIRICWQmgYRpAVPhg93WYPwCMh4JACYc/T9i6tBsm7GBJOgiT6PbGMTastYrGBFvTpk39PY4zGYhFmAgfXe90JFAqBKZPn15BgEIdgFY/6PDRhnpqHT7o0FCnclaYTecn1bO5Xi9EnEgrhF5X+UQZYElN8MeyfTCr5sq5zGcwTyhXV3wRr32PkN9UDraWo3JxtX9RpY/hVCYwcuRIOfLII7VXE9pPDF2iKx4CqVumJGkM0wCiwKHqtg7mDbp162ZPk+5hsghfsRAKXf6BocvdtStEnIWYqFKIfNqPE9dlmi4+CCBROWiXgh90mAiX+LEFLVtQ04YhKIlCajA9GAuFcKNMZzD8ZMf2AzBdupI9l+81V5MAYXbt+OOPV/NKH374oX4gu8yrq3wGywM9S3iH8AHkytWvX1/rA1aJS+WiHJ8fV/uHtLvUzFtWhfiPdhnnfffdp0tU77nnnjpsySVjl/m05VmK7V9WAmiYBhBdhBhfYR1mhGMcVCoHgRPgoDV19ecFYbd27dq+1jVV2qK+DgEbQwtcOZQX2GLoQlBwiTt+1/lEfqANxDu0ZMmSuLPnh493CBoWaxHBvxE4SKedCXgLdYixyuhitw7CZSH+6Gz83FcmMHr0aO3ug11fGLbG/x/Gn9OVPoG42j9ocoO9hnGTqurtH9q6q666So3KY2GXm266SYdqpJNDomTO9m81zUztX1YCaJgGEJN2sFmHRjJx4o+9h73VwKTzE/QfxTH+SCA8uIwT6UbFdxknhjNAAIWGAGZgXDnX+US+kE/k0SVfVC782bnSwGAcM2ZuwgwYBE+MK+zYsaOrYmU8GQi88cYbcs455+iY2yFDhujkxgyP8HYJEWD7l19huWgXMO4aQ/o+/fRTne2O1YzwAcj2L7+yS/Z0FO1fVrNv0ACOHTtWG0BofdgAJisWXiOBeAhAywsD5viqP/nkk1WzfcIJJ8QTGUPNisCTTz6p67pj+MMzzzyj3e5ZBUDPRU+A7V9xFxHGeGLRF5jJQn284IILijvBTJ1kpQENNoCYFLTeeusJG0C+RSTgjsBBBx0kWPAAWleuqOWOe7qYbr75Zl3K75hjjhEcuxzHni5dvBctAbZ/0fKMKjTMbseqYiNGjJA9zFKamHfCpa2johtvOFkJoEgKG8B4C4Shk0AmAhhagY2usATQrXfJJZfIsGHDpFevXtK3b9/CJoixx06A7V/siENHgPo3ePBgFTjxEMZ6nnTSSaGfp8fCE8haAEWS2QAWvuCYAhIggcIRwIIXZ511lnz22Weq9WRPUOHKwnXMbP9cE68YHyZ+Pv/883LLLbcIbLPC1vEVV1zBMdcVMZXEWU4CaEnkjIkkARIggRgI/PTTT3Lqqafq4hlYiapz584xxMIgSYAEggRgKWD48OG6BPGkSZO03sHUEizv0JUmAQqgpVluTDUJkEABCGCme8+ePVXb8vLLL6uZpQIkg1GSQNkQwIIx+NB79NFHdTUjjPP873//KzvvvHPZMKiqGaUAWlVLlvkiARKIjAC6/TDB6Pbbb9eJDvfee29BjIdHliEGRAJFTADazrfeekuGDh2qK4nBdOJhhx2mFkC23HLLIk45k5YNAQqg2dCiXxIggbIjANuC0HpiVSNMNurTp4+/DGTZwWCGSSAmAphUhDqGnoVXX31V5s2bJ5tuuqmO78Q4T1jeoataBCiAVq3yZG5IgAQiJAAtDIROuMcff1ztDEYYPIMigbImABNK7733nrz55pvy7rvvqm3jtdZaS4477jg5/PDDOb6zir8dFECreAEzeyRAAtkTwJK511xzjQqdu+22m9x55520LZg9Rj5BAhUIYDlMLFf70Ucf6fb999/r/fbt20v37t2la9eusu2220qmJRwrBMqTkiVAAbRki44JJwESiIPA22+/rTY9//rrL7n66qvV3BIbxDhIM8yqTADjpmEx4quvvpIxY8boZgXOFi1aCD7sTj/9dB1TDa0nXfkRoABafmXOHJMACSQh8Pvvv6vAiTFoO+20kzz11FOc5Z6EEy+RQCKBRYsWyY8//igQMMeNG6dLdmPZ7sWLF6vX9ddfXzp16qRaTtStTTbZJDEInpchAQqgZVjozDIJkMBqAmg877nnHsHM9nr16qmJFxiWp9ZzNSMekQAIzJo1SyZPniywwzlx4kTVcELw/PXXX31A66yzjmy11Vbyr3/9S7bZZhvdMIGoWbNmggUc6EjAEqAAaklwTwIkUFYElixZIkOGDJG77rpLMDYNxuUvvvhiadq0aVlxYGZJwBLAx9hvv/0m06ZNk6lTp6pg+csvvwg2rDq0YMEC61Vat26tmsy9995b2rVrp9tmm20mjRs39v3wgATSEaAAmo4O75EACVQ5An///bcKnoMGDVLD1oceeqiaVtpggw2qXF6ZIRIAAYzHnD17tsCo+/z58/UY4zOnT5/ubxiCkqihXGONNaRt27aCSUKYIIQ6suGGG+rWqFEjwiWBvAhQAM0LHx8mARIoFQIYnzZw4EB55plnZOnSpQLBE92E0N7QkUApEVi5cqVq7SEwYoNwiUlzwQ3d5dhg6gh7CKFB17BhQ7XsgAlAMO6+3377CY7RhY5t7bXXlrp16wYf4TEJREqAAmikOBkYCZBAMRFAg/zSSy/Js88+q7Nw0b2OrvbTTjtNG9liSivTUp4EJkyYoJpJaOahnbQbDLEHNwwTsRuuJ3MYw4zxli1bttQNYzFbtWqlx+gyh0YTE4I23njjCt3pycLiNRKImwAF0LgJM3wSIAGnBDAhAoatR44cKR9//LF4nqczcB9++GE1+UKtjtPiYGQZCGAMZXBsJbxDkMRYSmz4aGrSpIkKjZjIg3O7t5N7sMdWv379DLGJQPPZoEGDSnFmfJAeSCBiAhRAIwbK4EiABNwSwNg1GLf+5JNP5IMPPtDJEtWrV5cdd9xRzSoddNBB2tXIWbhuy4WxhSMwbNgwtbiAMZVW6KxVq1a4h+mLBEqYAAXQEi48Jp0EyokAxrBBuzl+/HjdvvvuO/nmm2/kjz/+UAwYtwZbg5deeql06dJFtUTlxId5LU0Cu+yyi2D2OR0JlBsBCqDlVuLMLwkUKQFMrMBkCczUhSkYaDatKRjYHoQZmGXLlmnq0YWIiRMHH3ywdOjQQbWdmDRBRwIkQAIkUBoEKICWRjkxlSRQtASWL1+us8oxsxy2NbFhBRRodeyGtdUxyQIb7mPMG0zAYAavnbmLmbwYr2kdutHbtGmjZmB22GEHOeaYY3QcHEzCrLvuujQUb0FxTwIkQAIlSIACaAkWGpNMAmEJQIirXbt2Su81a9aUo48+WmfeQgOJbm7s7bZixQo9hpCJY2w4xgZtpNVIpowg4QYmQGBCBSZMYMwb9liWD7N2MUsX25prrqnmYLBH+qJymVhEFY8Np0aNGnqI8XwuV1VynU9kEvlDftO9a5ZLVHvEh3iDHy2JYYMFHQmQQHESiO7fPUX+7B9TituCPwhs9s86lb8or9s/JZdxIv2ZWESZR4Rl8+mar+t8Iq+IsxD5zBQn0lVIh/jTTWiAgAfhD13aNi/Y4zrqB/b2GOFgwzkEDWw4r1OnjtoLxDlm72KWOWbj4hjhYoPgiQ3pgX88lzjzN25OmVhEHT84woGXy/fAdT4tN7wvKFdXDvFZxqniTCecpnomyusoi3TtDNKPLZ2fKNODsCwzl3Ei3kws4CdKZ/Ppmq/rfIIZ4ixEPjPFiXSlc7ELoHjJ030V476Fly6hUd7DnyTiRMPo0iGvLuO0FRCCQKIR4jjz7TqfyAvKE+Xqki8ECzRw6RpdaBIL6RA/usZTOQiDWAfdxSQIG4ctK3TLu3T4H3IZJ94LCN0YjgCNsSvnOp/IF+odtOEu+eIjJ8z77Yp7snjY/q2m4rpdYPu3mn0cR1G0f7ELoOiyS/enhAYQL6ZtnOIAlRgmGgXAg8Fflw5mYFzGiQYQwif4u2wAXecTZQitGwQtl1q1UmgAXb7fjIsESKAiAbZ/q3m4bhfY/q1mH8dRFO0fB8jEUTIMkwRIgARIgARIgARIICUBCqAp0fAGCZAACZAACZAACZBAHAQogMZBlWGSAAmQAAmQAAmQAAmkJEABNCUa3iABEiABEiABEiABEoiDAAXQOKgyTBIgARIgARIgARIggZQEKICmRMMbJEACJEACJEACJEACcRCgABoHVYZJAiRAAiTW2kY2AABAAElEQVRAAiRAAiSQkgAF0JRoeIMESIAESIAESIAESCAOAhRA46DKMEmABEiABEiABEiABFISoACaEg1vkAAJkAAJkAAJkAAJxEGAAmgcVBkmCZAACZAACZAACZBASgIUQFOi4Q0SIAESIAESIAESIIE4CFAAjYMqwyQBEiABEiABEiABEkhJgAJoSjS8QQIkQAIkQAIkQAIkEAcBCqBxUGWYJEACJEACJEACJEACKQlQAE2JhjdIgARIgARIgARIgATiIEABNA6qDJMESIAESIAESIAESCAlAQqgKdHwBgmQAAmQAAmQAAmQQBwEKIDGQZVhkgAJkAAJkAAJkAAJpCRAATQlGt4gARIgARIgARIgARKIg0BOAujEiRPlnXfekcWLF8eRJoZJAiSQhgDrXxo4vEUCMRNg/YsZMIMvGwJZC6AXXXSR3H///TJhwgTp3r27jB49umxgMaMkUGgCrH+FLgHGX84EWP/KufSZ96gJ1MwmwLFjx8qff/4pQ4YM0cfatWsnTz/9tHTs2DGbYOiXBEggBwKsfzlA4yMkEBEB1r+IQDIYEvgfgawE0M0331wGDRrkw5s3b54sWbLEP+cBCZBAfATC1L9x48bJ0KFD/UQccsgh0r59e/888aBGjRpSrVo1qVkzq7+CxGCyOq9Vq5bG2bhx46yey9cz8ugyzurV/+lgatCggaxatSrf5Id+3nU+kTDktU6dOroPndA8PSKfnudpvKmCipJ7mPqXKh28TgIkUJlAVq0O/mTq1aunocycOVM1oX369KkQ6siRI+WSSy7xr910003StWtX/zzVgcuGwaZhzTXXtIfO9oWIs0WLFs7yZyMqRD4bNmwo2IrJRTlOOkz9mz17tnzxxRc+gi5dukjt2rX988QDCJ/YrLCUeD+OcxtXunTFFa/LOMEVDgI3BCVXDnxd5tPmy37M2PO498gnuCLeVG7ZsmWpbmV9HfGx/csaW4UHCtEusP2rUAROTzK1f9VMBU75z/jmm2/KDz/8oAnebrvtpFOnTno8ZcoU6du3r5xyyily0EEHVcjQ5MmT5e233/av7bzzztK2bVv/PPEAX7H4o16+fHnirdjO8aWORmHBggWxxZEsYPx5ZSqQZM/leg1/mBDIFi5cKCtXrsw1mKyfc51PJBD5xDu0dOnSrNOb6wNWsFixYkXKIFC9mjRpkvJ+uhu51L/E8CCQpmOCuoAGfNGiRYmPxnaOsoJWcMaMGbHFkSzgZs2ayZw5c5LdiuUa3o+WLVvKrFmznP6/uc4n4LVu3VrfIZf/qfXr19f/tUzvd/PmzXMq31zqH9u/1Khdtwts/1KXRRR3omj/0mpAUcFt41m3bl1N8/jx46Vfv37Su3dvgXYl0W244YaCzTo0gBCAUrlCNIAQeAEvXbpSpTef69BKuIwTeURjD6HXpYDvOp8oEwg00Ha45Bu2Acz1ncml/uUaF58jARKoSCCX+sf2ryLD4JnrdoHtX5B+9MdRtH9pBVBoPK3WE8nHl/yll14qAwYMkA4dOkSfI4ZIAiTgE2D981HwgAScE2D9c46cEZYZgbQCaCILTG6YO3eu9OrVy7+F7o0RI0b45zwgARKIhwDrXzxcGSoJhCHA+heGEv2QQHgCWQmg5513nmCjIwEScE+A9c89c8ZIApYA658lwT0JREMga0P00UTLUEiABEiABEiABEiABMqVAAXQci155psESIAESIAESIAECkSAAmiBwDNaEiABEiABEiABEihXAhRAy7XkmW8SIAESIAESIAESKBABCqAFAs9oSYAESIAESIAESKBcCVAALdeSZ75JgARIgARIgARIoEAEKIAWCDyjJQESIAESIAESIIFyJUABtFxLnvkmARIgARIgARIggQIRoABaIPCMlgRIgARIgARIgATKlQAF0HIteeabBEiABEiABEiABApEgAJogcAzWhIgARIgARIgARIoVwIUQMu15JlvEiABEiABEiABEigQAQqgBQLPaEmABEiABEiABEigXAlQAC3Xkme+SYAESIAESIAESKBABCiAFgg8oyUBEiABEiABEiCBciVAAbRcS575JgESIAESIAESIIECEaAAWiDwjJYESIAESIAESIAEypUABdByLXnmmwRIgARIgARIgAQKRIACaIHAM1oSIAESIAESIAESKFcCFEDLteSZbxIgARIgARIgARIoEIGaLuKtVq1aymjsPbtP6THCGzYuu48w6LRBIT7XcSJBhYi3nPJZiLymfdECN5G2WrVqBa5UPKxRo4ZgS+en4hP5nyE+OJdxIr7q1as7jbNmzX/+Xu0eaXDhXOcTecJ7Voj3CPGuWrUqJdZiqJvp0mDv2X3KjER4w8Zl9xEGnTYoxOc6TiSoEPGWUz7zyWvsAigambp166Z8MfFn6foPE2kCtMaNG6dMVxw30BC5jBNc4Ro0aJD2TzrqvIKvy3wi/chrnTp1dB91flKFh/L0PE/jTeVn5cqVqW45uQ6hIJ0AhPuWnZMEmUisAIryculc59PWP9QHm2cX+XWdT5sn5NFlmeK9hvCZrgFE/SykY/u3mj7bv9Usoj6ydd7+50QdfrLwomj/YhdAly9fLgsWLEiWfr2GPyz8cS1atCiln6hvNGzYUIWyefPmRR102vCaNWsmLuO0f37gj3Jw5VznE/nCe7RkyZK071rU+a9fv75AwFy6dGnKoF02yMkSsWLFiozpK0T9w7uZ7n8hWV7yveY6TsSHj7/Fixc7rX+u84lyQV1YtmyZ0zIthfrH9m91rXXdLqAeQPnF9m91GUR5FEX94xjQKEuEYZEACZAACZAACZAACWQkQAE0IyJ6IAESIAESIAESIAESiJIABdAoaTIsEiABEiABEiABEiCBjAQogGZERA8kQAIkQAIkQAIkQAJREqAAGiVNhkUCJEACJEACJEACJJCRAAXQjIjogQRIgARIgARIgARIIFICxk5a2blnn33WO/fcc6t8vidNmuSdeOKJ3sSJE6t8Xs877zxv2LBhVT6fVSGDrH9VoRQr5oH1ryKPYj5j/Svm0sktbaVa/8pSA/rbb7/JmDFjIhXkizEw2D/7/PPPndrmKxSHr776SqZNm1ao6BlvFgRY/7KAVSJeWf9KpKBMMln/Sqeswqa0VOtfWQqgYQuV/kiABEiABEiABEiABKInUJYCKFYnadmyZfQ0iyzE2rVrS6tWrZyuf10oBChPlCtd8RNg/Sv+Mso2hax/2RIrnH/Wv8KxjyvmUq1/1TDiIC4oDJcESIAESIAESIAESIAEEgmUpQY0EQLPSYAESIAESIAESIAE3BGgAOqONWMiARIgARIgARIgARIwBMpWAF2+fLl8+umn8s0330hVHYUwYcIEeeONN2TWrFlV+mWfM2eOjBo1SqZPn16l81mVMsf6V3VKk/Wv9MqS9a/0yixViku5/pXlGNA//vhDzj//fOnUqZMsWrRIvv/+exk8eLDUqVMnVRmX3PXbbrtNxo0bJ5tssol8/PHHctddd0nbtm1LLh+ZEvzCCy+IsWsnnTt3li+//FLat28vF154YabHeL+ABFj/Cgg/4qhZ/yIG6iA41j8HkB1FUfL1Lzezp6X91J133uk99NBDfiauvPJK76WXXvLPS/1gypQp3uGHH+6tXLlSs/LUU095119/falnq1L6V6xY4R155JHe5MmT9d7ChQu9bt26ebNnz67klxeKhwDrX/GURT4pYf3Lh17hnmX9Kxz7KGOuCvWvpiNBvaiiOfvss6VatWp+mubNmyeLFy/2z0v9wAhksvXWW0v16v+MsNhuu+3klVdeKfVsVUp/jRo15NFHH/XNLy1ZskSN7hvBu5JfXigeAqx/xVMW+aSE9S8feoV7lvWvcOyjjLkq1L+yFEBhH9O6t99+W1fQOeCAA+ylkt9jLGSTJk38fDRu3Fj++usv/7wqHVjbn6tWrZI77rhDunbtWhY2Xku5DFn/Srn0Kqad9a8ij1I4Y/0rhVIKl8ZSr39lIYDee++9YtTVWqLHHHOMrLHGGnr84osvyuOPPy633nqrNGzYMFyJl4AvfBkFtYDIe7169Uog5bklcenSpTJgwACdTHb55ZfnFgifio0A6x/rX2wvFwPOSID1j/Uv40tSIA9lIYBCG2gFUAhncEOGDJGRI0fq5BwrkBaoDCKPFqsfffvtt364ZkyktGnTxj+vSgeYRNa3b19Ze+21pU+fPmLLtyrlsdTzwvrH+lfq73App5/1j/WvWN/fshBATzjhhAr8X331VXnrrbcEX4aNGjWqcK8qnOy4447aHT116lQVPM0EK+nYsWNVyFqlPPTv31/atWsnPXv2rHSPF4qDAOsf619xvInlmQrWP9a/Yn3zy9IM01FHHSUzZsyoMBHJzKaWXr16FWs5ZZ2ul19+WbW7zZs3l/XWW0+uvfZaqVmzan1vjB8/Xnr06KFsgpPKBg4cqJOwsobGB5wQYP1zgjn2SFj/YkccSwSsf7FgdR5oVah/ZSmAOn9TChQhjA1jfGRVGt9aIJSMlgSyJsD6lzUyPkACkRFg/YsMZWwBUQCNDS0DJgESIAESIAESIAESSEagbJfiTAaD10iABEiABEiABEiABOInQAE0fsaMgQRIgARIgARIgARIIECAAmgABg9JgARIgARIgARIgATiJ0ABNH7GjIEESIAESIAESIAESCBAgAJoAAYPSYAESIAESIAESIAE4idAATR+xoyBBEiABEiABEiABEggQIACaAAGD0mABEiABEiABEiABOInQAE0fsaMgQRIgARIgARIgARIIECAAmgABg9JgARIgARIgARIgATiJ0ABNH7GjIEESIAESIAESIAESCBAgAJoAAYPSYAESIAESIAESIAE4idAATR+xoyBBEiABEiABEiABEggQMCJANq/f3+55557AtEmP7zmmmvkrrvuSn6zRK/OmjWrRFPOZFcVApdffrncf//9fnaqYj3zM8cDEihTAsG2ZsyYMXL22WfLlClTfBozZ86UCy+8UHbbbTc56qijJMr/gZUrV2p8L7zwgh9f4sEnn3yifn7//Xe9lSyNic9U5fNk/INlmCnvKNsuXbrIwoULZc6cOcoWZR7czj33XLn00kvl4YcflgULFmQKMun9gQMHygUXXJD0XvDiY489pnEvXbo0eNk/tuU/duxYvfb999+LeA7cpptu6h188MEZY9piiy28rl27ZvRXCh6WLVvm7b///t61115bCsllGqswgfXXX9878sgj/RxWpXrmZ4oHJFCmBJK1NcOGDfNMK+99+umnPpVu3bp5NWvW1Db2kksu8aL8H0AaEJ/52PXjSzx45JFH1M93332nt5KlMfGZqnyeyN8I717Lli1DZ3nvvff2/vOf/6j/X3/9VdmuscYa3g477OBvW221lVe9enW9t+2223rTpk0LHb71eOCBB3oNGjSwpyn3p59+usbz999/J/Vjy/+VV17x79f0xdMiOBg+fLjUqlWrCFKSfxIWL14sI0eOlN133z3/wBgCCURIoCrVswixMCgSKEkCydqafffdV7755hvZZJNN/Dx99tlnYpQi8vLLL+u1s846q6DtbbI0+oktg4PE/+F3331X5s6dGyrnTz/9tHz11VcyYsSICv5POukkufnmmytc++uvv+Tuu+8W9ERff/31elzBQwFPnHTB2/ytWrVKzNePvP322zJv3jx72d83bNhQ6tev75//9ttvqlrGBSPhq0D3888/+/eDB1D7QrVrpGv5+uuvZdGiRcHbqqbGs0b0Vn/ffvutoEvil19+qeDPnkydOlUyqcONpC8ffPCBvPnmm2K+LOyjYr4GNb24ANW4jdd6QHcF1M+vv/663rPX7R4qdTwDXuD01ltvCVjQkUAUBPKpZ5neXZu+XOqjfZZ7EqhKBGw7hi7Qd955R9BuBN3s2bP1utFWVmq3gv7QBkJICXZxpmproMhp3Lix1KhRQ8NEezJ//nxp1aqVti1oYxL/B2xcYdODtm3UqFHajtpns9kH04jnbLuHNhp5/Pjjj3VLbMttHGHT+ccffyg3tKNo1xNdpvKx/lF+4Lh8+XJ7SfcQGnHdurD5CPKHLILygUNYYJvO/d///Z8cffTRWobp/OFeixYtpF+/frLmmmvKG2+8Ucl72P/0Sg9GccHXhcZ4gC74Tp06eXvssYdXrVo1VQmjK+CWW26pEGuiSnqzzTbzzjvvPO/www9X1a7Jr+5PPPFEz7wE/rOPPvqo17RpU71n1c1QZb/66qu+n8cff1zvmy8BP6yDDjpIj40w6vvDwaRJk/S6Gbda4XrwBN0HpoKrP1PJdY8uDvO14ZkvEz236cXeVCJ9/Msvv/Tat29f4TkMOzCVxA/+mWee0ftIq6mkXpMmTfS8Y8eO3p9//un74wEJhCGQqQs+bD0L8+4iPbnWxzvvvDNMduiHBEqKwMYbb+ydf/75HuoZ2oLWrVtr+4Vu63//+9/aHqLdQtuINsWMpauQv/Hjx3toQ/Es2ppGjRp5p5xyimcEh5RtTbB727YnwfboqaeeqtQFHzY9aHuPOOIITYtt+6644gpNXz5d8DadRjOoebTpNUKz99577/lMwqbTjDX10H2McKxcgGPIE0uWLPHDS1U+vof/HdguZDuEwN6/7LLLNA4jNOulsPkIyjuHHnqohmHzbMZt2uAr7T/88EP1a4R//57tgr/44ov9a8EDMIMcgXcw6ML8p8fZBe9sDCjAYhwaBCgj6WuFxDWMe7AuWCC4BlgQVFE477//vo5fOPXUUxX+s88+q49BeEQ4xx9/vAqO5utDwzRSv7fBBhvYoD0rgEIwhWB5xx13eKNHj9YXM7Gwr776aq9OnTqe+cLynw8emC4Pr169eloJjQZVhUv7cho1t7dixQrPDBDWdOHlNJpUfRzCKdK19dZbaxrxUiBfa6+9tofxHNbZFxgvjNGu6mW89Outt5635557avjWL/ckkIlAGAE0Uz0L++7mUx9zGZ+UKe+8TwKFJgABp3bt2t4hhxziQfAbMmSIJslMQtE2wminPLQjRuvl9ezZU6+hXYCbPn26/u9D+TBhwgQPbc/gwYPVzwMPPJCyrQkKoBCM0AahTevRo4ce41piexsmPUiTmZDimZ5K77nnnlNB+osvvvA23HBDTVMUAigETjMZ2YMAaTR2KjhtueWWiFpd2HRC3qhbt65neho9yAUQ5O04RXwkW5eqfOx9u7dtfFgBNFM+gvwhE51zzjkq76CskN5U7rbbblN/QSWcFUBRNlB22W3GjBmemfzjHXDAAVo+N954ox9s2P/0KiOAGvW3n3kIaXhpzYw8/1qwQHARAigENqs9xDVoCiFwotLCGbW6d9ppp1XSDJ5xxhnqzxaSFUATJwVhotA666yjX5MaoPnZaKONvGOOOcaeVtobFbmGDUE16IYOHapCLa6ZrnP1E4zPfiWasaHBx7zbb79d/dqvPCuA3nDDDRX84c8Lef/oo48qXOcJCaQjEEYAzVTPwr67+dbHdPngPRIoRQIQcKDZDAoVaB+gxNhll10qZAntFZQkUDTAQdiA9u6HH36o4O+iiy7yrOIkWVsTFEDtgxBAIaBYF2xvw6YHE0ygqcUkpqDDxBK0TVEIoDfddFMwaBXMEDaE5rDphHYYabzvvvsqhAUZJDGdycqnwkP/O8lWAE2XDwQZ5I/z3r17q2CJ43TuzDPP1I+SoB8rgCJvyTZMIoK8ArnLurD/6XEKoM4mIZnZWGIEPcPmH4exKV2MCQGjybSXku7btWsnpqL698wsLx04bU0K7LXXXoIN42owhsZUVB3jiXGmcEbVXmGcRIcOHfywcGCEVznuuOPECH9iKr0Y4U5MF3xac1BGEylmSIGYApUXX3xRzNeFbuaLS8yfRYXwgycwO2G+yGTcuHE6BtTewxgVOIxL7dy5s70spuD9YxyAFxwGH++66656zB8SiIJApnoW9t3Ntz5GkReGQQLFRgD1Kzi/wWgzBZOHTHe8GAVEheSaHjFtC3AR8xlwjueDzgxfC57mfRw2PZjDYQQYMcPpKsSJCUXp2r4KnjOcmNnaFXxYuQFtPtrmMNyQlv/+97+a1smTJ2t7izxCRoCDXBB0ieUTvJfrcbp8NG/ePNdgVX5Yd911kz6/zz77qIktzB/BWFKY32vTpo3ON4HcEnRh/9ODz6Q7Nh8mehvvRzKHNMEF3xNnAujOO+9cKU1G66KCo/myEfN1Vuk+LjRr1qzSdWTAZhLPwtaV6dYQI90LBFRjhkDatm2rNtCsPxsICiPoDjvsMI3DaEhVAIUtK/jZb7/9gt4qHWMw73XXXSdG66l7HKOAn3zyyZTCISYqoZAefPDBSuFtvvnmFQaXwwPyEnT2pQ1OeAre5zEJ5EogUz0L++7mWx9zTT+fI4FiJpDY7tj/cAiYP/30U6WkY8IIhCTcMxrRSvejvhA2PRBq4NB2Bx0mFCX7Dwn6CXucGA6UVXBoy8OmE4oeTA42c0hk4sSJYoZAiOlR9RU8meSCsGm16UrmP10+kvkPew32P3faaaek3rfZZhu1xWlvHnvssfqxAOsHEL7NXBl7S1lmI4/4D6Y4MGOT9Y7R9Is9Dno1Xf56aj8ocOJMAE1mXsCMb1FhL5XwGUx8qmOj8hejGtevHcC2mTPjKVSrmfiiWSndhoe4zfhRFRxhcBUaWdN9r7MHrZ9ke3zNQujEhi8smLa46qqrBGlINtMOYSBteHk+//zzCl/DycLHNcyMCwqh1oCvGQ+T6hFeJ4FYCIR9d/Otj7EknoGSQIEJJLY7tp1CW3PllVemTB20n+iVS3Q//vijWmkxY0MTb+V0HjY9UJTAoe0OOih/krXxQT9RHIdNJ9pOKJcgdIIflFIQQtHbiMVuMskFydJqNXeJ2lPbLid7Jo5rEP4hR4Rx2223nZhhHGK67VXOMROzVQmGZ8P+p4eJB37w0QSHjxR7rBf+9wOLQ6gHZoijfzl1f7HvJZoDmI+A6tw6qNNhhsiMgbGXctrDrAW0nWb2ly98mnE0ar4BAcLEQCaHbnhUHjNeU2DaoXv37mkfMYOuxUxw0u53eDRjWXWlAAifqJjIm31ZUTGt23HHHVXj+/zzz9tLujeDyrVQzKSoCtdfeumlCudm0LeeozLRkYBLAmHf3Sjqo8t8MS4SKAQBYwlFh4ahxy3o0EairpnJtnoZAgQEHAy7CjoIrlidxkweTNrWBP2GOQ6bHjNuUYfE2bbIhg2b12HaWus/133YdMLmqZk7ImZSl/ZIQviEw1A7uFzSCrNWcEEFE9p3M5Ncr+f7A00vuqltV3Wq8PBRgg+QTP7s83hXjIUelbewIpJ1Yf/Trf9MezssA0q5RL4wMYXeYQifwSGVzgRQqF/xRYJxBzCQa0whqI1LCH35OGOeQm15YqwD7HZCzQz7WLrMkwk40eZasrgg0EGriDEjKBT7lZfML65tv/32ak+tT58+AoOwGJfyxBNPqPYU40itfS+89PjiAHgz413MwHH9MoCwjHxjvKqZjafLo+FLLfFrFkZjIZziywFaXow5xVJqieOBUqWT10kgKgJh390o6mNUaWY4JFCsBNBFCc0nuofNKoFqnxFtFwRPtJHoOoaDAIXu+xNOOEFthZqZ3IJeBmOKR9sQ+EFvXGJbg+vZuLDpgcCL8admQqwMGDBANXFo49DjaJUu2cSbrd+w6YQBfmjbjKUAFd4hxKMNtb2bYeSCxLRBWQbOxnSWtusQZqF0ssMCEv1ne26s3qhQCUPyUHKlcpgLAi0s5IKw7t5771W5BDKLnXMS9j8dcUB+gcySbIPcBYdhAX379tXeYIxFRT7MZDiBzVJj+UcVkJCTKjijio7dwYYZZqobwVBn0JkE6CwuO+vbJiBxVhhmwcO2ZqLDbD6Yq4Azhe+ZyunbysQ9zPSD+SLEY01e2FnwsNGZzBlY6t90wye7XekaTE8YQVWfQTzmxVT7YjClYR1mBOI67huhWy+bPxyd4Wgqh143qmrPVIoKS2TZWfCmS1+tAOB5M/5TTVeZLwsbPPckEIrA+hmW4gxTzxBRmHc3qvoYKmP0RAIlQACzrGFKMNEZDZaaA7Q2rGFT06yc5xmlQwWvRtul1mLQDmBDG4cZzEGX2NZkOwseYYVND/waLZeaD0R6MJsfs80xex/pSOWMAKjpt2aMEtNo2z0zRK1CELAGg3hgnggubDphpspMOtZn8Tzaa1jpgEkiWLqxLlX52PvBPdKIthjhGWFcreUgHpxjlj5c2HwkyjtmKJ+mC2HBVmkqB37wY3pSfS92FnwqO6DwCDvLeA5ymHVh/tMxCx7PpdqMss8Gp3u8m1gCFO8znsH7jTBee+21Cv5wUg0/xpMzBwv/UMcmzsjKNwGQ0PFFgK5xfKVl64xdUP2ywZdS4uDhdGHhawLd9uYl1q+jRL9IF7rk7QQiex/dA1iBAc/hSy3oMLEJX1YYK4ouGIz3MEJExnGpwTB4TAJxEUj37to4862PNhzuSaAcCKDtgnYvsZ0I5h3tJtoMDPnC3IVEl6qtSfQX5jxMehAOev8wBA6TkArhwqQTGkp0+yZOnMo1vRCZkG9opo15o1yDSfkceovR3Z+OqVm8RrWlyVY2Shlwmhth/tPTPJ70FiYjgT200am0484F0KQpLfBFVGx0w2OmfuKYnEIkLSiAcrxnIUqAcZIACZAACZBAcRLAUAx0a2OsK5RUpeqcjQEtRkD4YsR4SnzB4asDYyzpSIAESIAESIAESKBYCWDOCMxPYnxlqTpMVCprARQDimHsHQO8zbqq2rVRDIWJmYYQhtdaa61iSA7TQAIkQAIkQAIkUEQEICPA4k8uE6qKIRtY1IBd8MVQEkwDCZAACZAACZAACZQRgbLWgJZROTOrJEACJEACJEACJFA0BCiAFk1RMCEkQAIkQAIkQAIkUB4EKICWRzkzlyRAAiRAAiRAAiRQNASyN5hZNElnQkiABDIRgC02DFRP5WCDFlvYZd1ShZPNdSw5B7tw6dKVTXhh/cI+cHBp3LDP5eoPXGHLD/l0aW7ZdT7BB/nEO5S4BF+u7MI8h3cIXNOxRbrisNUYJn30QwIkkJ4ABdD0fHiXBEqagFmdQ7ClcjBoDYEQa1C7cliqFoahYX/XpcMCEy5njEL4wfJ6WKrOpbDtOp8oQxhRhzFrl+8RlqCEwJvu/YZQTAHUZS1jXCQQngC74MOzok8SIAESIAESIAESIIEICFAAjQAigyABEiABEiABEiABEghPIPYueKyTnq6LxHYBovvGlUMXILplZsyY4SpKjQddY3PmzHEWJ7oAW7ZsWZAuQJf5BNDWrVtrF+CCBQuc8Q3TBYj3O936zs4Sy4hIgAScE2D7txo527/VLKI+KtX2jxrQqN8EhkcCJEACJEACJEACJJCWAAXQtHh4kwRIgARIgARIgARIIGoCFECjJsrwSIAESIAESIAESIAE0hKIfQxo2th5kwRIIFYCtWvXFoxVTeVgSxH2KjFW1ZWDnUrEiTFhLh3GRLuME3mEg4midLYqo2bgOp9IP94jmNZC3C7c119/LRdeeKEMHTpUx3+nitOl3ddUaeB1EiCB5AQogCbnwqskUCUILFu2LK3ty0JOAnQ9Ua0QkyDAF7ZHXdsBdc0WkyBgA9TFJMDPP/9cTj75ZGnbtq1OPEyXV5cfVlXiD4OZIAGHBNgF7xA2oyIBEiABEsidwJtvvinHHnusdO3aVV5++eW02s/cY+GTJEACLgjErgFlF+DqYnTdNcYuwNXs4zjCCkLoWk3Xxc0uwDjIM8xyJPDcc89pt3vnzp3lhhtukKZNmzpd+jMX5mz/VlNj+7eaRdRHrofAjB07Vi655BJ58skn05oZzNT+xS6Asgtw9avGLsDVLKI+ctkFaNMe1g6o9c89CZBAbgQeeughufLKK+Wwww6TO+64w9lY09xSu/optn+rWbD9W80i6iOX7d8XX3yhQ2DatGmjds2toitZnjINgWEXfDJqvEYCJEACJFAUBG655RYVPk899VQZOHBgyQifRQGPiSCBCAm8/vrrcvTRR8v+++8vOIYQmo+jAJoPPT5LAiRAAiQQCwEMb7niiisEAmivXr202x1djXQkQALuCaC7/cwzz5Tdd9/dHwKTbypi74LPN4F8ngRIgARIoLwIYOwYzCwNHz5crr76aunRo0d5AWBuSaCICNx5551y4403qvYTH4QwpReFiyaUKFLCMEiABEiABMqewJIlS1TgfPvtt+X222+XY445puyZEAAJFIIAeiH69+8vDz74oJx77rnaI5FuzGe2aaQAmi0x+icBEiABEoiFAGymnnLKKQJD82j0YG6JjgRIwD0B2C5GL8Tzzz8vV111lZxzzjmRJ4ICaORIGSAJkAAJkEC2BGbNmiUnnHCCTJkyRZ544gnZddddsw2C/kmABCIgsGjRIh3v+cEHHwi634866qgIQq0cBAXQykx4hQRIgARIwCGBadOmyXHHHSdz584V2PvceuutHcbOqEiABCyB2bNny0knnSQTJkyQRx55RPbee297K/I9BdDIkTJAEiABEiCBsAR++uknFT4xtgzdfZtssknYR+mPBEggQgL4EEQvBHojnnnmGdlhhx0iDL1yULRpUZkJr5AACZAACTgggLGeMC6PRR1eeOEFCp8OmDMKEkhGABrPQw45RBYuXCgjRoyIXfhEGiiAJisJXiMBEiABEoiVwIcffqhjy9ZZZx1t8NZee+1Y42PgJEACyQl8/vnn+iHYsGFDefHFF2XTTTdN7jHiqxRAIwbK4EiABEiABNITePXVV3WcGcZ6Pvvss9KiRYv0D/AuCZBALARGjRolxx57rGy00UbOPwQpgMZSpAyUBEiABEggGYGnn35a7XzusccegtVVGjVqlMwbr5EACcRMYOjQoXLaaafJLrvsIjhu3rx5zDFWDJ4CaEUePCMBEiABEoiJwP333y8XXXSRHHHEEWrns27dujHFxGBJgATSEbjnnnvUzuehhx6qs90xDtu14yx418QZHwmQAAmUIQEs5QebglhP+pprrpEoV1QpQ5zMMgnkRACrGw0YMEDwMXjWWWfpUreFqosUQHMqQj5EAiRAAiQQhsCqVaukX79+MmTIEOnTp4/07t07zGP0QwIkEDGBFStWaA8Exl1fdtll0rNnz4hjyC44CqDZ8aJvEiABEiCBkASwnN+//vUvnVl73XXX6XizkI/SGwmQQIQEsLpRjx495L333pNbb71Vbe9GGHxOQVEAzQkbHyIBEiABEkhHwC7nB3NLAwcO1HGf6fzzHgmQQDwE5syZI6eccoqMGzdOHnroIdlvv/3iiSjLUCmAZgmM3kmABEiABNITwJKaaPDGjh0rgwcPjnU5v/Qp4V0SKG8Cv//+uxx//PEyc+ZMgQWKjh07Fg0QCqBFUxRMCAmEIzBx4kSZOnWq7LzzzlKvXr1wD9EXCTgigIYO67r/9ttv8tRTT8lOO+3kKGZGQwIkECSAZW4hfK5cuVKXuW3fvn3wdsGPaYap4EXABJBAeAIwYYPZi1g2rXv37jJ69OjwD9MnCcRM4JdfftHl/LCW9PDhwyl8xsybwZNAKgJjxozR1Y2gpHjppZek2IRPpJsa0FSlx+skUGQE0J35559/6mxiJK1du3ZF16VSZMiYHIcEvv/+e4FNwdq1a+u67htssIHD2BkVCZCAJfDOO++ouTMsqfn4448X7UpjOQmg7AK0xcw9CbgjsPnmm8ugQYP8COfNmydLlizxz3Ewf/587Z63Fxs3bizpjH3XqFFDqlevLjVr5vRXYKPJao/44FzGifhg685lnGALhz1s77lyrvOJfH322WfSrVs3ad26tQwbNkzatGkTe3bDvEdx2Ddk+xd70TKCPAg899xzauqsU6dOuthDgwYN8ggt3kezbnXQBYg/VKwbet9998nFF19cVINa48XF0EmgcATQ4NoxnxhnZ+0qBlOEGcdBO4swtwHBIJMrxHKIrVq1ypSsyO8XIs5mzZpFno9MAbrM5xtvvKEz3LfYYgt57bXXnC/nl44FZuJH6dj+RUmTYUVNAAqKq6++WnsisOhDrVq1oo4i0vCyEkDZBRgpewZGAjkRmDJlivTt21dtKmIiUtBhTV/MdLQOa/tiPF4qh+5SCLaJmtRU/qO4jiXfoJWdPXt2FMGFDgNC9t9//x3af74eoW1t2rSpYEY4DEC7ci7z+cILL8i5554rnTt31nXdYXQ+3fsWJQO8Q4hv2bJlKYOFsiSqJQbZ/qXEzBtFQOCqq66S22+/Xc444wxd6SgO7X/U2cxKAA3TBfjNN9/IY4895qfz2GOPla222so/TzxA4wdQaAhdOTQMiBONg0uHrxGXcdoXsGHDhk67AF3nE2WI9wgNkusuVnStWq1ksncpasFj/PjxuqoMtJxdunSpFCW0bUGNG4S8pUuXVvJnL4AbGmkYDHflMCMTzmWciA9l5TpOxIt3wGW8rvKJsWX4EDrggAMEK6sgnwsWLECWnTj8z+BdSscW73dUju1ffiRdtwvl0v6hDmB520ceeUT69++vdTK/kgr3tB1alE/7l5UAispsI0vVBYguj2nTpvk5gGYFCU3l8JLYFyWVn6iv2z+ldOmKOk6Eh3y6jNNytS9KHHlKFqbrfNo0WGHKnse9R3xo7C3nZPFZYSvZvWyvQbN06aWX6tdthw4dsn2c/kkgMgJ33XWX3HDDDWri5aabblIFQtQfW5ElNqKA2P7lB9J1u2D/l6ty+7d48WI58cQTdegLrKN0N5ZRXLko2r+sBFCbsUxdgOgGtA4amL/++sueVtrXqVNHhbKox+pUiihwARpBDMxNl66A98gOoZnCigSuHL44W7ZsKZiskk5LEHV6XOcT6cfkB7xDLjUw6NqDgJlOw4j3Oyo3dOhQ7c7t1auXHyS62EeMGOGf84AE4iYwYMAAHf+Prvcrr7wy7uiKLny2f7kViet2oaq3f2jXsdjDt99+K2gbsLqRS5kmivYvawE0Uxdgbq8mnyIBEshE4LzzzhNsdCRQCAL42OrTp4+OMe7Xr5+u8V6IdBQyTrZ/haTPuC2BP/74Q3sfsMoRFns45JBDVAFj75fKPisBlF2ApVKsTCcJkAAJREcAWn58/Lz++uuCLveTTjopusBLJCS2fyVSUFU8mZMmTdKVxtCr+fzzzwvGJpeqy0oAZRdgqRYz000CJEACuRFYuHChWlyArU+Y3jv44INzC6jEn2L7V+IFWAWS//XXX+vHH+w7w95n27ZtSzpXWQmg7AIs6bJm4kmABEggKwIYww9tJ5Z+ffTRR2WPPfbI6vmq5JntX1UqzdLLy3vvvacmlmCD/YknntD5HaWXi4opjs5GRcVweUYCJEACJFDCBKZPny6HH364YNINtH/lLHyWcDEy6VWAACaannzyybLddtup5hOTi6uCowBaFUqReSABEiCBCAlMnjxZJzZgpi3GmW2//fYRhs6gSIAEwhJ46KGHdPx1165ddV13WPGpKo4CaFUpSeaDBEiABCIggBV/Dj30UF3U4cUXX5T27dtHECqDIAESyJbAjTfeqKbOTj31VB1/7XLBnmzTmov/rMaA5hIBnyEBEiABEigNAphoBNuC66yzjpp3gX1dOhIgAbcEYPIMq4w9+eSTcskll8hFF13kNgGOYqMA6gg0oyEBEiCBYiYwatQo6dGjh2y55ZYyZMgQadKkSTEnl2kjgSpJAKtHYsLbyJEjBRpQfBBWVUcBtKqWLPNFAiRAAiEJDB8+XLDC1u677y4PPvigYJUTOhIgAbcE5s+fL+hu/+qrr2TQoEHSrVs3twlwHBvHgDoGzuhIgARIoJgIDB48WHr27KmNHUwtUfgsptJhWsqFwMyZM+WII46QcePGqZmlqi58olypAS2Xt5v5JAESIIEEArfeeqvcfPPNauLlhhtukOrVqZNIQMRTEoidAEydHXfccbJ48WI1s7TVVlvFHmcxREABtBhKgWkgARIgAYcEPM+T/v37a3f7BRdcIP/+978dxs6oSIAELIFvv/1WTjzxRGnQoIHA6sT6669vb1X5PQXQKl/EzCAJkAAJrCawYsUK6d27t2paIISeffbZq2/yiAT+v70zAa+quOL4CYEESNg3KS0UZGmlIlI2RbF+WKUFGzYJ+1I2WSygZQdZPmorbUHCJosNyFqIQFgU0EqlohRqcQEjYkUBi8gSIIEQAqT5T7/3svFe3nu5d95d/vN9kPvuMuec39y5c+7MnTMkoI3Au+++q5a5hdOJ1Y3cFnWC4y3abjUKIgESIIHwEsAM20GDBqng8vPmzaPzGd7ioHQXE9i+fbvq+WzSpIlgEqDbnE8UPR1QF1cAmk4CJOAeAmlpadKrVy/BmtLLly+X+Ph49xhPS0nAQgRWrlwpTz/9tDz22GMq1me5cuUspJ0+VTgEr481JZEACZBAWAhcuHBBOZ9YYhNDfW3atAmLHhRKAm4ngEl/mPzXp08fFefTzRP/6IC6vTbQfhIgAUcTOH36tPTs2VNSU1MlKSlJ7rvvPkfbS+NIwIoEbt++LZMmTVKLPIwZM0bGjx9vRTW16kQHVCtuCiMBEiABfQSOHz+unE/Met+yZYs0aNBAn3BKIgESUAQyMzNl5MiR8sYbb8jvfvc7NfGIaBgHlPcACZAACTiSAMK74JvPihUryoYNG9T67o40lEaRgIUJ4NvrgQMHyqFDh2Tx4sUSFxdnYW31qsYeUL28KY0ESIAETCewf/9+GTBggNStW1dNcqhatarpMimABEggP4Fz586pme749nr16tXStm3b/Ce4/BcdUJffADSfBEjAWQQQ3gUTHO6//3559dVXxa0zbJ1VqrTGbgS+/vprtboRekARZgnhlpjyE6ADmp8Hf5GAowhERUX5XdsbMzAjIiIkOjpam90lS5ZUMitVqqRNJgSVKlVKdMoEVyQ4gPgGU0dCLwvCuzzxxBOq57N06dI6xKolPMuUKaMYaxGYIyQyMlJx9bd2PYLuM5GAbgJHjhxRPZ94rmJ1o3r16ulWwRby6IDaophCVxLhV86cOSNZWVmhZxLkldeuXZPLly8HeVXxTod9WEf36tWrxcsowKvhXKDhq1atWoBXhOe0GzduCN7AfSU8INGQo8x0pdjYWLXsHGZl60xwPnXKhMMLvuCvo/4tW7ZMZsyYoSYdvfjii6o+oE7oSAiiDVnp6ek6xCkZqH+3bt0STPDwlXS+WPnSgfvdRWDfvn3StWtX9c31+vXrpUaNGu4CEIS1pjug7IHJLQ3dPTCff/65NG3aVFvvS66lzt9q1KiRILzNxYsX/fYwsgfG+feCFSz8wx/+IAkJCWqVowULFsilS5esoJbrdWD7l3sL6G7/wjECsXXrVunfv7+0aNFChTzDBEAdCSNZdhyBMN0BZQ9M7u2nuwfm2LFjyvmcM2eOVKlSJVcRk7fQw6WzJwTmVKhQQXCv6erxwTAyeldgJ3tgTL6hmL1PAogtOHnyZPWt53PPPSf452l4fV7EA9oIsP3LRa27/dM9ArFmzRqZMGGCdOjQQb0M4rMbXSMudh2BMN0Bzb39uKWbgGcYvGPHjioUiy75uh80sAsVEMPIOh1fzxCgLq6UQwJ5CWBY/ze/+Y0kJyfL7Nmz5de//nXew9wmARLQROCll14SdPRgwQcsc3vlyhVNku0thg6ovcvPr/YeBxS9g0wkQALOIYCXrSFDhgi+N8OQO745YyIBEtBLACMQ06ZNk8TERHnmmWfUSkf4pp4pMAJ0QAPjZMuz8B1YTEyM4DskHZMgbAmJSpOAzQjgxbJfv37yySefyF/+8hf5+c9/bjMLqC4J2J8APq/ACARmuc+cOVO9ENrfKr0W0AHVy1urNDigGA5nIgEScAYBBLbu0aOHmgC3bt06ad26tTMMoxUkYCMCiLaCT17ef/99WbhwoXTp0sVG2ltHVTqg1ikLwzVBTwkdUMOxMkMSCAuBkydPSnx8vPrOOSkpSe69996w6EGhJOBmAght2Lt3bzl+/LisWrVKHn30UTfjKJbtdECLhc/aF9MBtXb5UDsSCJQAIlqg5xPRFzDpiIGtAyXH80jAOAKnTp1S9RCji3gJxGpjTKETKBH6pbzS6gRQSXTFIbM6C+pHAnYl8O9//1s6d+6sVlTiqip2LUXqbXcCKSkp8qtf/UqF+0O8TzqfxS9ROqDFZ2jZHNgDatmioWIkEBCBd955R5566impU6eOoNGrWbNmQNfxJBIgAeMIHDhwQL0EIqIMXgIbNGhgXOYuzokOqIMLn5OQHFy4NM3xBHbs2KFmuzdr1kwN91WuXNnxNtNAErAagd27d6v4ng0bNuRLoMGFQwfUYKBWyo4OqJVKg7qQQOAE1q5dK8OGDZPHHntMsMIKwqkxkQAJ6CWAtdwHDRokDz30kPz1r3/lJ20G46cDajBQq2SHZcCwGgNnwVulRKgHCQRGYNGiRTJu3Djp3r27LFu2TC35GtiVPIsESMAoAgkJCWppWyzygEDzWGudyVgCnAVvLE/L5JaWlqbWgeckJMsUCRUhgSIJYEnNxYsXq97P6dOnF3k+TyABEjCWADpvUPdWrFghw4cPl6lTp0pERISxQpibIkAH1KE3AiYgIbEH1KEFTLMcRQBL+o0fP14QXH7ixIlqhRVHGUhjSMAGBLBi4JgxY2TLli3y/PPPy9NPP20Dre2rIh1Q+5adX83x/ScSHVC/mHiQBMJOAEv6jRgxQt544w158cUXpW/fvmHXiQqQgNsIXLt2TQYPHiz/+Mc/BMPv3bp1cxsC7fbSAdWOXI9A9oDq4UwpJFAcAmj0Bg4cqJb0W7JkiYozWJz8eC0JkEDwBC5evCh9+vQRLPiwcuVKadeuXfCZ8IqgCdABDRqZPS6gA2qPcqKW7iWQmpqqGr3PPvuMS/q59zag5WEmcPr0aenVq5ecP39ezXRv3rx5mDVyj3g6oA4ta48DiklIV69edaiVNIsE7Eng22+/VUv6nT17lo2ePYuQWjuAAHo8e/bsqSYZYaEHxPpk0keAYZj0sdYqCQ5oVFQUQ0dopU5hJFA0gRMnTqihdnynvXnzZmGPS9HMeAYJGE3g0KFD0qlTJ4mNjVWrG9H5NJpw0fnRAS2akS3PgAPKEEy2LDoq7WACR48elbi4OClRooQkJyfLj3/8YwdbS9NIwJoE3nrrLYmPj5d69eqp1Y1q1aplTUUdrhUdUIcWMHpXsG4tk/MIYNhoz5496psl51nnXIsOHjwoCGpdtWpV5XxifXcmEiABvQQ2btyoJv61bt1aNm3aJFziVi//vNLogOal4aBt9oA6qDDzmDJv3jz54x//KIcPH1ZLxJ08eTLPUW5alcDbb7+tvvls0KCBGnavUaOGVVWlXiTgWAJY5AFxPjEKsWrVKilbtqxjbbWDYSE5oOyBsX7R0gG1fhkFq+FXX32lYtRhecYJEyaoj+exZjiTtQm89tprMmDAAEGPC9eTtnZZBaId279AKFnrHKxuNHPmTMFKY0OGDJEFCxZIqVKlrKWkC7UJehY8emDwHRPe5LFmMQqydu3aLkRnbZPhgOL7FibnEPjyyy+lSZMm6vtBWNWsWTPZuXNnPgPT09MFM6s9qXTp0n4ftPgWEf8iIyM9l5j+F/KQdMqEPCynp1Mm7ESPy6hRo+TJJ59Uz0tMDDQ76bbTwzYc9xEcC39lavQSimz/zL57jc//5s2bMnr0aElKSpLJkyer+mi8FOYYCoGgHFBPDwwKEg+bDRs2CHpgJk2aFIpsXmMiAfaAmgg3TFmfOXMm33e95cuXlwsXLuTTZt++fTJ27Fjvvrlz50qHDh28v31tlCtXztch0/ZXr17dtLx9ZaxTJnpbpk2bptZ1hyPqcbx96Wbkfp12evSOiYkR/LNSQqB/oxLbP6NI6ssH5Y+VxfAJDJ6FPXr00CeckookEJQDGkgPTEpKimDIyZN++ctfSqNGjTw/C/3F2+uUKVMkIyOj0DGzdqAhwD+8GelMsPXWrVtaRCLOYLVq1ZQsNApYa1pXKlmypMA50plQntHR0VobediJHhjI9ZWMLO+C9w/u3zJlyuQT3apVK0lMTPTuq1mzZiEn1XswZwPDUGCXmZmZd7ep29AZPbMIxK4zwclOS0szXSTuialTp8rSpUvVyzk+l9Bpqy4784LEkr/Xr1/X+hxHvcNzDet3+0qoM0Z958f2zxflwPYXfH4FdlXoZ6H3+5///KcasUVnGXwRHYntXy7lotq/oBzQQHpgvvvuO0EvjCc9+OCDfhto3CR4O8HQIZNxBBBWok2bNipD3d+6eJxB46wJLCdUfMjWlTzDe5DrKxnp2OGF4uOPP/aKwvJxcDDzpipVqgjqnCfhHH86wAY0DFiPXFfyDEPrlAnb4KyYLRMP3GeffVbNrp0xY4ZMnz5dRSvw5yQZzV2HnQV1htMN283mm1cu6l1RMv29HObNK5Bts9q/vXv3ankxCsRGp52Dl7Fdu3Z520Id9rH9y6Xsr+3BWb5bztw8vFsF32Du1APzyCOPCP55EhrAc+fOeX4W+osHxN///ncxcqikkJACOxB4Fr2Ceb+VK3CKKT/RS6CzJ8TjeCIkk84GULedKCwMOeIe0vkig54VNID+Khnub6OGJVu0aCHz58+XU6dOKcdz+/bt0rJlS1PuVWYaPAH0AA4fPlzefPNN+fOf/yz9+vULPhNeYVkCZrV/cEDZ/hlf7Gj/EPIMS2z680GMlsz2L5doUe1fUA5oID0wuaK5RQIkYCQBfNYwdOhQGTx4sIpdhziSWMOYKfwE8OLTv39/+eCDDwRRCnQN94XfcvdowPbPPWVNS/UQCMoBZQ+MnkKhFBLwRaBjx47yxBNPqF5X9OQzhZ8AJoL17t1bvvjiC1m9erU8/PDD4VeKGhhOgO2f4UiZocsJBOWAsgfG5XcLzbcEAQwteT6vsIRCLlbim2++UfFY4YQiOkjTpk1dTMPZprP9c3b50jr9BIJyQKEee2D0FxIlkgAJWI8AejwR1gWTfrZs2SINGza0npLUyFACbP8MxcnMXE4gpCnD6H3h8J/L7xyaTwIuJoBoBJ06dVIRPrZt20bn00X3Ats/FxU2TTWVQEgOqKkaMXMSIAESsDCB999/X7p166YiESQnJ8v3v/99C2tL1UiABEjAmgTogFqzXKgVCZCABQns3r1bRR5o3LixWnADYV6YSIAESIAEgidABzR4ZryCBEjAhQQ2bdqkQmA99NBDsm7dOu2rfbkQOU0mARJwMAE6oA4uXJpGAiRgDIHly5fL6NGjJS4uTi11WnAJVGOkMBcSIAEScA+BoGfBuwcNLSUBEiABkTlz5shLL70kAwcOlNmzZ4tnCVayIQESIAESCJ0AHdDQ2fFKEiABBxPA+uZTpkyRlStXytixY2XcuHEOtpamkQAJkIBeAnRA9fKmNBIgARsQyMrKkjFjxqj4nrNmzVLfftpAbapIAiRAArYhQAfUNkVFRUmABHQQyMjIkCFDhsg777wjCQkJKuSSDrmUQQIkQAJuIkAH1E2lTVtJgAT8Erhy5Yr069dPPvroI3nllVfk8ccf93s+D5IACZAACYRGgA5oaNx4FQmQgMMInDt3Tq3rfvLkSRVm6YEHHnCYhTSHBEiABKxDgA6odcqCmpAACYSJwKlTpyQ+Pl7QA5qUlCRNmjQJkyYUSwIkQALuIEAH1B3lTCtJgAR8EPj888+lR48eEhkZKVha8+677/ZxJneTAAmQAAkYRYCB6I0iyXxIgARsR+Dw4cPSqVMniY2NpfNpu9KjwiRAAnYmQAfUzqVH3UmABEImsG/fPnnqqaekdu3aKtzS9773vZDz4oUkQAIkuf3XhwAAFIVJREFUQALBEaADGhwvnk0CJOAAAjt37pS+fftK06ZN1TefVapUcYBVNIEESIAE7EOADqh9yoqakgAJGEBg3bp1MmzYMGnXrp2sXbtWDb8bkC2zIAESIAESCIIAHdAgYPFUEiABexNYvHix/Pa3v1XB5ZcvXy7R0dH2NojakwAJkIBNCdABtWnBUW0SIIHgCEybNk1mz56tVjmaN2+emvUeXA48mwRIgARIwCgCDMNkFEnmQwIWJBAVFSVly5b1qVmJEiUkIiJCa09gyZIllcxKlSr51MvIA7dv35ZRo0ZJYmKiTJ8+XSZOnGhk9j7zAlekcuXKSXZ2ts/zjD5QqlQp0cXWozvuozJlyghk60oImwWu/u7vmzdv6lKHckiABIIkYLoDigcSHky+kqcBREOpK3kawIoVK+oSqeSAhU6ZngYQIWZ0N4A67QRc3EelS5cWlK2u5GkA/d3f4W4Ab9y4IWlpaT6RYAgadly7ds3nOUYfwP0YExMjqampRmddKD/YD+cTk47mz5+vZr3rkAtFUN/BF/yzsrIK6WbWDjifumz02FC9enXJyMiQ9PR0zy7T/8LxvHXrlmRmZvqUFe5PLNj+5RYN279cFkZv2bX9M721xoPX30MpnA3gpUuXjL4P/OaHhkGnTFR4OGXgr7sB1GknoKMBvH79ut97zW/hhHDQDg1gCGY55hI41YMGDZL9+/fLokWLZODAgdodM8fApCEhEWD7l4uN7V8uC6O37Nr+me6AGg2a+ZEACZBAUQTwAtSnTx9JSUmRVatWyaOPPlrUJTxOAiRAAiSgkQAdUI2wKYoESMB8AmfPnlVLa545c0Y2bNggLVq0MF8oJZAACZAACQRFgA5oULh4MgmQgJUJfPXVVxIfH68+x9i8ebPcc889VlaXupEACZCAawkwDJNri56Gk4CzCHz66acSFxenjEpOTqbz6azipTUkQAIOI0AH1GEFSnNIwI0EDh06JF26dJHKlSsLnM8f/vCHbsRAm0mABEjANgTogNqmqKgoCZDAnQjs3btXffNZv359wbD7XXfddafTuI8ESIAESMBCBOiAWqgwqAoJkEBwBNDb2b9/fzXRaOPGjdoDsAenLc8mARIgARLwEKAD6iHBvyRAArYi8Oqrr8qIESOkffv2gm1/K+LYyjAqSwIkQAIuIEAH1AWFTBNJwGkEsKoRltTs1auXvPzyy6JzJTWnsaQ9JEACJBAOAgzDFA7qlEkCJBASASwpO3PmTFm2bJmMHDlSpkyZElI+vIgESIAESCC8BOiAhpc/pZMACQRIAOt+P/fcc4JvPadOnaqG3wO8lKeRAAmQAAlYjAAdUIsVCNUhARIoTCAzM1OGDx8ue/bskT/96U9q6L3wWdxDAiRAAiRgFwJ0QO1SUtSTBFxKID09XQYMGCCI9bl06VLp0KGDS0nQbBIgARJwDgE6oM4pS1pCAo4jcOHCBendu7d88cUXsnr1amnbtq3jbKRBJEACJOBGAnRA3VjqtJkEbEDgv//9rwowf/78efXdZ7NmzWygNVUkARIgARIIhAAd0EAo8RwSIAGtBP7zn/8o5/PmzZuydetWadiwoVb5FEYCJEACJGAuAcYBNZcvcycBEgiSwCeffCJxcXFSqlQp2bZtG53PIPnxdBIgARKwAwE6oHYoJepIAi4hcODAAenatatazx3LbP7gBz9wieU0kwRIgATcRYAOqLvKm9aSgGUJIMRSz5495Z577pHNmzdLtWrVLKsrFSMBEiABEigeATqgxePHq0mABAwg8Nprr8mgQYOkTZs2sn79eilfvrwBuTILEiABEiABqxKgA2rVkqFeJOCDAEIS7d27VzIyMnycYa/dK1askGeeeUaefPJJSUxMlDJlytjLAGpLAiRAAiQQNIGQHFCnNYBBU+MFJBAmAs8++6wKxn7s2DEVnP3gwYNh0sQYsVjV6Pnnn5f+/fvLokWL1MQjY3JmLiRgDgG2f+ZwZa7uIxB0GCY0gJGRkXL33XfLyy+/rNZmbtmypfvI0WIS0EzgyJEjcu7cORWQHaIbNWokGzZsEDvWv+zsbJkyZYrq8RwzZoyMHz9eM02KI4HgCbD9C54ZryABXwSCckCd1AD6AsL9JGBVApics2zZMq96ly9fluvXr3t/YwPD8qmpqfn24YXRVypRooREREQI/upKt27dkn79+sm6detk1qxZMnToUF2itdoJrki6+UKmzvKEPCTddnrk6bKV7d//y5n/k4BRBIJyQANpADE8sXv3bq9+Dz/8sNStW9f7u+AGGkc8QHQ9RCA/KipKqREbG1tQHVN/w1adMj1M8U1ddHS0qbblzVy3nZCNxgjlqpMv4lTevn3b77AxevqMSihPz/eR3333neoJHTduXL7s8W3o2LFjvfvmzp0b0Nrpuib9wEHu3r277Nq1S1atWqUcUa+yGjZKly6tQUp+EVWqVMm/Q8OvcNiJuqez/gWC8dq1a4GcFtA5bP8CwuTzJN3tAts/n0VhyAEj2r+gHNBAGsATJ07IypUrvQbWr19ffvKTn3h/32nD4zzc6ZgZ+yAPKSYmxozsfeYJubplQhmP0+JTMYMPhMNOzz2ESqErQWZRDmZxJgq9+eab8tlnnylzsAwlZogjoY5NmDBBBg4cKK1bt1b7PP81b95clixZ4vkpderUkYsXL3p/F9wAL9TrzMzMgocM/33lyhUVZunw4cOyadMmta67P92MVgDOUXp6utHZ+swPDW6FChUEPdXo9dWVdNsJuypWrKjuoeLc78HywUs1XgCzsrJ8Xop7u2zZsj6PB3OA7V8wtAqfG452AVqw/StcFkbsMaL9i8hpQH120RTVAGIYrWPHjn5tQQPjr3HDQwQPaiPfVP0qlHMQD2g4gmfPni3qVEOPV6pUqdDwqKECCmQG56Jq1aqCtbT9PaQLXFbsn7rthMLVq1dX95BOBwMNGxyLou7vypUrh8R0//79giUpkRo3biw//elPJSUlRSZNmqR6OR955JEi87VK/cM92KtXL+U8b9y4Udq3b8/6V2TphXYC618uN7QvodY/tn+5HI3Y0n1fsv0zotR852FE++e3BxQC8AaP5BnSCbYB9K0+j5AACfgjgB5PT68nzoMTh8k6+G7y/vvv93eppY6dPn1a4uPjVU8g4n0++OCDltKPypDAnQiw/bsTFe4jAeMI+HVAndIAGoeLOZFA+Aig5/DSpUsyevRorxLo3dm6dav3t9U2jh8/rpxPDF9CT3ySw0QCdiDA9s8OpUQd7UzArwNa0DA7NoAFbeBvErArgREjRgj+2SV9+OGH0rt3bzUEinBRtWrVsovq1JMEChFg+1cICXeQQLEIBOWA2q0BLBYZXkwCJBAygXfffVcGDBigejzXrl0r4ZgJHrLyvJAE7kCA7d8doHAXCRSDgL7gf8VQkpeSAAnYh8Drr78uffr0kfvuu0+SkpLofNqn6KgpCZAACWgjQAdUG2oKIgHnE8BQOwLL/+xnPxP0fFotLqTzS4AWkgAJkIA9CNABtUc5UUsSsDwBLM2LpQq7dOkiK1as8EbOsLziVJAESIAESEA7gaC+AdWuHQWSAAnYgsDvf/97WbBggQwZMkRmzJihVqayheJUkgRIgARIICwE6ICGBTuFkoAzCGAlmokTJ8qaNWsEy4LmXQbUGRbSChIgARIgATMI0AE1gyrzJAEXEMDqWqNGjZIdO3bICy+8oGa9u8BsmkgCJEACJGAAATqgBkBkFiTgNgJYOnfw4MGCcEsLFy6Uzp07uw0B7SUBEiABEigGATqgxYDHS0nAjQSwGlPfvn3l6NGjkpiYKO3atXMjBtpMAiRAAiRQDAJ0QIsBj5eSgNsInD17Vnr27CnffPONrF+/Xlq1auU2BLSXBEiABEjAAAJ0QA2AyCxIwA0Evv76a7WuO4bfN2/eLI0bN3aD2bSRBEiABEjABAKMA2oCVGZJAk4jkJKSInFxcYJZ78nJyXQ+nVbAtIcESIAENBOgA6oZOMWRgN0I/Otf/1LB5StWrCjbtm2TunXr2s0E6ksCJEACJGAxAnRALVYgVIcErERg7969ati9Xr16smXLFrnrrruspB51IQESIAESsCkBOqA2LTiqTQJmE0BvZ//+/aV58+ayceNGqVSpktkimT8JkAAJkIBLCNABdUlB00wSCIbA6tWrZfjw4fL4448LtmNiYoK5nOeSAAmQAAmQgF8CdED94uFBEnAfgYSEBJkwYYIKt7R06VKJiopyHwRaTAIkQAIkYCoBhmEyFS8zJwF7EZg5c6bA6UTv57Rp0+ylPLUlARIgARKwDQE6oLYpKipKAuYRuHXrlowbN042bNggkydPVmu8myeNOZMACZAACbidAB1Qt98BtN/1BDIzM2Xo0KGya9cumTNnjvTp08f1TAiABEiABEjAXAJ0QM3ly9xJwNIE0tPTpV+/fvLee++pofeOHTtaWl8qRwIkQAIk4AwCpjugpUqVkujoaJ+0IiMjJSIiQkqWNF0Vrw7QCTLLly/v3adjAzbqlFmixP/nmGEGM1aw0ZV02wm7YCvuM4/NOmyFndnZ2X7vb53c72QzJhCVLVv2TofUPiyveerUKRXjs127dj7PM/IAuKH+6Q7rhHqvUyZsRCpXrpy6T4xk6C8v3XZCF9S7MmXKCGTrSmg7UP/83d83b97Upc4d5YAH27//o9HdLnjaArZ/d7w1i73TiPbPdK8vKytL8M9XQgOJB0lGRoavUwzfjxsS8ND7ozPplgl5aBSwdrfOB7FuO1GGpUuXlhs3bsjVq1e1FSnYwsHEELavpLNBvpMOYJKWlnanQ2pftWrV5ODBg4pdamqqz/OMPBAbG6vCOumS59EdzqdOmR7nA/z9PQM9+hn1V7ed0Lt69erqGa7zmQrHE98u+6t//pw/o3j7y4ftXy4d3e0C279c9mZsGdH+me6AwnB/vUB4g8U/f+cYDQ/yitLLaJnIL1x2hkOuzvL0lFW47AyHrR6bjfiLBzUcVSYSIAHjCfh7PuCZFY7nFqz0p5fxFNj+mcE0b57huI9wDxXnPmIc0LwlyG0SIAESIAESIAESIAHTCdABNR0xBZAACZAACZAACZAACeQlQAc0Lw1ukwAJkAAJkAAJkAAJmE6ADqjpiCmABEiABEiABEiABEggLwE6oHlpcJsESIAESIAESIAESMB0AhE5M6f+PyXcJFFFhSBBrC7Ey0M4DV3p22+/lXPnzsm9996rS6SSg5BTOmcbI/zSsWPHpGHDhirsjS5jddsJu44cOSJVqlSRmjVr6jJThQ8rauYhQvEgDmS4EutfLnnd9yXrXy57M7Y8cUD9zcJl/StMnu1fYSZG7tH9nIHutm3/4IC6Lc2fPz+7VatWjjf7o48+ys5xPrM//PBDx9v6wAMPZM+bN8/xdjrBQNY/J5RifhtY//LzsPIv1j8rl05outm1/nEI3shXH+ZFAiRAAiRAAiRAAiRQJAE6oEUi4gkkQAIkQAIkQAIkQAJGEoickZOMzNAOeWE99iZNmqhvI+2gb6g64luU+vXrK1uxbJaTE779bN68uWBpSSZrE2D9s3b5hKId618o1MJzDetfeLibKdWu9c/0SUhmQmfeJEACJEACJEACJEAC9iPAIXj7lRk1JgESIAESIAESIAFbE3CtA5qVlSUHDhyQnJnikjPvzNaF6Et5hGDas2ePnD9/3tcpjtifmpoqb731lpw5c8YR9rjBCNY/55Qy65/9ypL1z35l5ktjO9c/Vw7BIw7ayJEjpU2bNoJYfZ9++qkkJiZKdHS0rzK23f6ckERy9OhRadCggbz33nuyYMECqV27tu3sKErh5ORkSUpKkrZt28oHH3wgP/rRj2TMmDFFXcbjYSTA+hdG+AaLZv0zGKiG7Fj/NEDWJML29S+0qFP2viohISH7lVde8Roxbdq07O3bt3t/233jxIkT2Z07d87OCe6vTFm/fn32Cy+8YHezCul/8+bN7K5du2Z/+eWX6tjVq1ezO3TokH3x4sVC53KHdQiw/lmnLIqjCetfceiF71rWv/CxN1KyE+pfSU2OuqXEDBs2TK2+5FHq8uXLkpGR4flp+785Dpma+Y5VppCaNWsmO3futL1dBQ3ASiirVq3yrvJ0/fp1SU9P17qqVkGd+LtoAqx/RTOywxmsf3YopcI6sv4VZmLHPU6of650QBGeyJPefvttOX36tPziF7/w7LL9X3wLWaFCBa8dCLtx4cIF728nbcTExChzsBxfzgof0r59e6lataqTTHScLax/zilS1j/7lSXrn/3KzJfGdq9/rnBAlyxZIjnd1aoMu3fvLjVq1FDb27ZtkzVr1sjcuXMlNjbWVxnbbj/ejHKG3716w3YnxwHNzMyUWbNmqclkU6ZM8drNDWsQYP1j/bPGnehOLVj/WP+seue7wgFFb6DHAYVzhrR69WrZvXu3mpzjcUitWkjB6oVg7B9//LH3spxvIgWBap2YMIlswoQJUqtWLRk3bpx4yteJttrVJtY/1j+73rtO0Jv1j/XPqvexKxzQXr165eP/+uuvy9/+9jfBm2G5cuXyHXPCjxYtWqjh6FOnTinHM2eClbRs2dIJphWyYfr06dKoUSMZNWpUoWPcYQ0CrH+sf9a4E92pBesf659V73xXhmHq1q2bnD17Nt9EpJzZ1DJ69GirllPQeu3YsUP17lauXFnq1Kkjs2fPlpIlnfW+kZKSIkOHDlVsIiIivIwWLlyoJmF5d3DDUgRY/yxVHCErw/oXMrqwXsj6F1b8hgl3Qv1zpQNq2B1g8YwQbBjfRzrp+1aLI6d6JOAlwPrnRcENEtBOgPVPO/KgBdIBDRoZLyABEiABEiABEiABEigOAdcuxVkcaLyWBEiABEiABEiABEggdAJ0QENnxytJgARIgARIgARIgARCIEAHNARovIQESIAESIAESIAESCB0AnRAQ2fHK0mABEiABEiABEiABEIgQAc0BGi8hARIgARIgARIgARIIHQC/wN+ucD0Luae+AAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Activatiefunctie\n",
    "\n",
    "* Stelt ons in staat niet-lineaire patronen te ontdekken in de data\n",
    "![activations-1.png](attachment:activations-1.png)"
   ]
  },
  {
   "attachments": {
    "1_N8UXaiUKWurFLdmEhEHiWg.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Deep Learning\n",
    "\n",
    "* neuronen worden vaak gegroepeerd in lagen\n",
    "* begrip 'Deep Learning': toevoegen 'verborgen' lagen voegen abstractieniveaus toe\n",
    "\n",
    "![1_N8UXaiUKWurFLdmEhEHiWg.jpg](attachment:1_N8UXaiUKWurFLdmEhEHiWg.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Situering ANN\n",
    "\n",
    "* Groot aantal toepassingsdomeinen\n",
    "  * beeldherkenning\n",
    "  * spraakherkennong\n",
    "  * spelen van bord- en videospellen\n",
    "  * &hellip;\n",
    "\n",
    "* Leren typisch &hellip;\n",
    "  * &hellip; complexe modellen \n",
    "  * &hellip; die vaak niet makkelijk te interpreteren zijn\n",
    "  * &hellip; en vereisen vaak grondige tuning van parameters\n",
    "\n",
    "* Aparte wetenschappelijke discipline\n",
    "  * groot aantal algoritmen en configuraties\n",
    "  * systemen voor supervised, unsupervised en reinforcement learning\n",
    "\n",
    "* __Deze presentatie: enkel supervised ANN__"
   ]
  },
  {
   "attachments": {
    "perceptron.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 2. Perceptron\n",
    "\n",
    "* °1957, F. Rosenblatt, uitgevoerd a.d.h.v. potentiometers\n",
    "* systeem voor binaire classificatie\n",
    "\n",
    "![perceptron.png](attachment:perceptron.png)"
   ]
  },
  {
   "attachments": {
    "percep_small.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Gebruik perceptron voor voorspellingen\n",
    "\n",
    "![percep_small.png](attachment:percep_small.png)\n",
    "* input vector $\\mathbf{x}$: input data uitgebreid met $x_{0} = 1$\n",
    "* weight vector $\\mathbf{w}$ ($w_0$ noemen we de _bias_)\n",
    "\n",
    "* __Stap 1__: bereken de som $z = \\mathbf{w} \\cdot \\mathbf{x} = \\sum_{i=0}^n w_i x_i $\n",
    "* __Stap 2__: pas op dit getal de stapfunctie van Heaviside toe:\n",
    "$f(z) = \\begin{cases}1 & \\text{if }\\ z > 0,\\\\0 & \\text{otherwise}\\end{cases}$\n",
    "\n",
    "Kortweg: $y = f(\\mathbf{w} \\cdot \\mathbf{x})$\n"
   ]
  },
  {
   "attachments": {
    "percep_small.png": {
     "image/png": 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k559/xjAMdF0HwO/34/f7MZlMzJ8/H5/PhyRJaJoGgKqqBINBkpKT2bJlC1OnTmXVqlX897//JSIiApvNJg5oQRCOWZJhGJVAtGgK4WhQXF7PrJ9LyEpLoGd6FIYBqtaKvy5kMCtQsKuBhRtKOL5XNH26xv0p29Tv9zN37lyGDh2Kw+GgpKSEzZs3M2rUKCDUM/XNN9+wY8cOevXqxcCBA1m5YgVdunbl+uuv56yzzqJ///787W9/4/LLL6d79+5ERESQkJDA6tWrSUxMJC4ujp9//pni4mJOPvlkvvvuOxoaGjj99NOJjIwUB7YgCMeiKhGyhKNG4a4aPllYyrCenUmKtuEPgsHeU4N7hrVL+3zNAS7b92uLCTx+ja+XFJLf1cmQbkmioVvgscceY9OmTSQmJlJRUcFdd91FSkqKaBhBEAQRsoSjxc7KembMLWZ030yiw8wEtLYZtm4AJhk03eCLRQUMzwunT2a8aPAWKCoqwufz0bVrV0wmMcxTEARBhCzhqOH1BXj9m630y8kgOdpGQG3beYEGoCjgC+h8s3gL541IJikmTDS8IAiCcFghSwx8Fzq8LxYXkxyfQHK0DV8QDAP0NtwMA4Iq2C0y/bJT+XRhSdPAbUEQBEFoLRGyhA6tcGcVxVU6PdOj8QbaPmDtG7T8QUiLcyCbwvhl/S7R+IIgCIIIWcKxymDu2gq6pSeHwpUeCkPttumhUg99uiSwZHNtU10nQRAEQRAhSzimFJfVUO2WSI11EFBDY6d0ox03IKhDRJgJm93FyoJK8SQIgiAIImQJx55126pJjIkEKVSx/UhsugEBDdITY1i7vY5Q9BIEQRAEEbKEVvjiiy+49NJLueKKK/j6668Pa1+lpaUtPs3m8XgoLy/f7zJDVympDpAQ7UJVW37aT1HA4QwVHTVaeJpRVSEuwk6t16C+wSsOEEEQBEGELKHlfvzxR+6//37OP/98zjvvPIqLi5t+tnXrVjweDwCapqHrOm63m9LS0v32UVBQgNvtxu/3889//pNPPvkErzcUTnbv3s327dubrhsMBtF1nZJ97mfmzJnceuutVFbuPT3n9vjxBGTC7FZUPTQeq7mbbIKS4mIevut2Nm9cj2Ju2e01HcwmCZPJ+qdfckcQBEFoPVE58E/upZde4tprr+Wkk05quqyqqopbbrkFVVWpqqrirrvvJiM9nb9fdRXxCQkUFhZy0UUXMXHiRO6++27q6uro06cPffv2ZeHChdTU1JCRkUFDQwNvv/02fr+fbt26ceutt3LnHXdQWlaGqqokJCTw0EMP8eWXX7Js2TLefPNNbrzxxtBjqPeiGXJjodDm/z6KCXbt2sV/X3iCRfO/oXf+UHK656EbLWsX3QCbxUplnY9McZgIgiAIImQJLVVVVUV2dvZ+l02dOpXIyEimTJnCrFmzeOrJJ3n00UcpKCzk2eeeo6ioiEcffZRx48bx448/8p///KdpceERI0Zw4YUXkp+fj8fjoW/fvqxZs4bbb7+dm2++mQ0bNnD6mWfy18mTGTt2LOXl5Vx00UXExMQ0BSwAtzeALIU6Wo0WBCRNBaczipvufoSH7/Kja1rTacCWMAywmM14/AFxkAiCIAgiZAkt53Q6f3P6b+vWrU2LA+fn5zN16lQ8bjddunQhMTERt9uNLMu4XC4eeeQR7rvvPvr3788dd9yBYRhNS6vMnz+fjz76iISEBBRFQdc0XC4XvXv3xmQyERsbi9frRdd1ZHn/M9eqpoEkN80obDYdLFYbdgcEAn4MpKbZgy0KWYAiSVzz9ys5Pj+TiedMYuDAgTgcjqPuOW7wVrKy6CPMJluHfpwGOoYO/btMwmyyihenIAgiZAlHt9NPP51HHnmExMREJEli586d9OrVi1mzZjFkyBDeeustcnNzcTgc1NfXA6FxVcFgkPr6ejp37syjjz7Kueeey03//Cdms5nVq1czYMAAXnnlFU499VT69+/PV199hW4YeL1efI3jtfYErLCwMAoLC9m1a1fT45AkMHQdTQuNk2oRrXHhaFkBSQllrxbuQzdAVVWyuqQze/Zs/vPCiyQnJ3PKKadw9tlnM2zYMCIiIo6K57isqhiL1UL3TqMI0nFrfymYWbbpM6pry4iPSRMvTkEQRMgSjm6XXHIJPp+Pp556CpPJxJlnnsmll15KRUUFd911F1FRUdxzzz0EAgFGjhwJgMvlYuTIkaiqyn/+8x9qa2u5+eabsTscTJ48maeffpr8/Hz+7//+j5deeomtW7dy2mmnYTKZGDpsGHFxcQAMGzYMh8PBoEGDSE5O5tVXX+Wuu+4CwGaS8AcCqC3shZIk0DSdXTvLqKkqp2x3CXV1bmTFidGCoKVp0OBXufvf/6ZP5gssWbqUjz/+mE8++YSpU6cSHR3NiSeeyMSJExk5ciSxsbEd9jkO+gOYTFZMihWjQ78ZmZElM4GAOEUrCMKxQSwQLRzUgU7jHc71WqKsrIypP+xmYM9emGSaHQ4UBaorK3n7tccoLy3GbLYwasxERp08npZUljCbYP7KTZzc3USv3C77/WzVqlV88sknzJo1i1WrVuFwOBg9ejQTJ07k+OOPJzk5uUM9jxsLFtNg2kr3TqM7dE+WCTNLNnxGRsTxpCZ1FS9AQRCOdlWiJ0s4qOYGp7YOWADhThs2JUCtJ0B0uKXZp/t0FcIiY/j7/z2Kouyte+X1tez+PQEIBtzERSb95me9evWiV69e3HnnnWzcuJEvvviCDz74gMsuuyzUWzd0KGeffTZjxowhIyOjI/wtRWO9fDp2cVW98XFK4sUnCMKx8TkqmkDoiGw2GwkuKK2qRaaFy+PooVmGAT8EA6FipC25vSxBWY0HpylAtMv5u48zJyeHG2+8kfnz57Nx40aefvppAG666SZyc3MZNmwYTz31FBs3bvxjG9QwMDAwjNDGPl/vu0FoKqbReH0at4Pdds/X+16PfW57oOsd8LI9txUEQRAhSxDal6SYyUt1UVpeSlBvrNregu3XBUZbcjtJgm07y8hMMGO12Zv9mNPT07n88sv55ptv2LJlC//73/+Ij4/n3nvvpXv37vTv35/777+f5cuXo+tHtkcpFGH0pk039P2+3/dyfc/3RuP3RujrA912z9f7Xk/f57YHut4BL2u6XxG0BEEQIUsQ2jtm0SUlBodUy/ZyN5J8ZNYuBKis13DX7aJXRmyofHwrJCUlccEFF/Dhhx+ydetW3n//ffLy8njuuefo378/PXv25Pbbb+eXX35BVdUjHrI66oYIWYIgiJAlCO3P4XQxONPJlm2FTUvraO28STKsKyymR5JBQlzbzBiMiYnhrLPOYtq0aWzdupXPP/+coUOH8tZbbzFkyBBycnK44YYb+PHHH5uWMWqPmKWjdfCQpYmQJQiCCFmCcEQOTpOZHlkpxFnKWVdUgay0b8CSZdhR7iHYUMjwnimYW3CqsLnCw8MZO3Ysr7zyCps2beLHH3/ktNNO4/PPP+f4448nOzubyy+/nC+//JK6uro2DVlHwyYiliAIImQJwhESHhHNyX0SKS1ew85qH4ocGpxutOGmG6FxWA0+nbUb13BitzDiExJp71ludrudkSNH8vTTT7N+/XoWLVrEpZdeyi+//MJpp51G165dOe+88/jggw+oqKhog4h1NJwuFARBOHaIOllCh+f3eVi4dDWfrdHo02MAEU4zqtZ2+1dkCOqweNVq+idWMWZoL8JcUX/o77x69Wo+/+wzPpw1ixUrVmC32xk1ahQTJkzghBNOICUlpdn72liwhFplDTmdj0M1Om6hT0UysXLDd3SNGEtqUhdx4AuCcLSrEj1ZQodntTno1zOHE7I0VqxZTHmdH0UJ9UBpB5hJ2JJNlqHBr/PLipV0jyplVH42zvDIP/x37tmzJ7fedhuLFi1i7dq1PPDAA9TU1HDllVeSnZ3NySefzMsvv0xRUdFvbnvLLbcwY8aM/S5r7RgpRZJwSjYckgUDrXHTsUomJElHR8Mqmff5+eH2ZhlIok6WIAjHCBGyhKNCmCuSIf26cVK2yvq1P7FxRwWGFApJrZlFaEihZQ2LKxpYvPwX+sWVcfLgPKJiEpCkjvUhn5WVxXXXXcecOXPYuHEjzz77LLIsc9NNN5GTk8Pw4cN58sknm2pxybLMRRddxOzZs/cJWS0PWrIkU7K9hNdfe5upb32ELCkYGFgkhQXzllBf78UuWfngvY94/c1ZmCUziNOFgiAIImQJR5/wiBgG9+/FxHwnavkiFq1axc4qNzSGLYP9C5LutzWOv5Kk0AzCmoYgy9ZvZnfBfMZ30zjpuF7ExCe1S/X6ttSpUycuu+wyvvrqKzZv3sx///tf4uPjefDBB+nZsyeDBg0iMjKSvLw8Jk2axPJlKwkPDw/98i0dhG7oKMhs2biJh+95Ga8/gFOys3bVam66+n7cPj8mZNz19bw79XM0jMZhbIc3+L2jhVxBEITWEsvqCEcNSYJwVyQ9e/QkLqaYFRu2sbyghCJTMrGxKURHROCwmVHkUOjatxdH08EX0Kmuq6O8YheSt4S8uCAD+qaS2ikdhzPsqPtw31OL64ILLqC6upr58+fz1Vdf8frrr1NcXIzX6+XMM8/kuVceIK2PpcW9RRoaKZ2SufKGv/DZRwvYVVaBK8XEa89NZ8euCtwePxoqw08cjKyEIaOjGq0fLGegI5skTGbxtiQIgghZgvCHsNntpHXuQlR0LN1372RT0W42795B4S4rqikCxexAMdvZMzvQ0PwE/W5ktZ4Is4e+cSZy+8SRkpKKKzIak+nofxlERUVx6qmnUl1dzdatW9m8eTMA5RVlvPTiK9z7n0ugsRJ7S/glLw6XHbPNSn2dh8+Xz6bf8IEsWriRytIKpM5JLF+8ieGnDEAj0OL978ssKfz03Vqe+/YHpk+fcUw8L4IgiJAlCEcdRVGIiIwiLNxFUkoafWurqa6qpqKmjpqGGjx+FV03kCSwmU1EhlmJjggnJroTrsgoHM5wzGbzMdUmq1at4u677yYjI4O7776b/Px8evbsRb1vJw3aqqblclpCByx2Cy67g5U/rcLv8/LXK87klUf+i9vnYfX69UQnxpCcGI2KhkU2oaKitWLZIAOdiEgnM2d+SFLSTTz77DPiQBcEQYQsQfgjw1ZYuIuwcBcJSSkEA0FUNYimquiGjiRJKLKCyWLBbDKjmEzH7Jif3r17s3HjRqxW636Xb95WRX3TsjotK/epo2NWTITZDKa/+RkvvHMf4VYLUfHhzPt2Bfn5XThx3HEY6JTvKmPT+h1065tNdFQYQV2lJbXG/PgZMDyPp555lBuvv4Xs7CyuvfZacZALgiBCliD88YHLhGI3AfY/bRv8OmABocWoFVo3g8+QkCQZzHDSuJFkpyWhouNwOlm1aC3/vOU8LCaFnSUlvP2/rzljwmjefOkjJv/9TCIibGgtOH1oIFFfV89ll/0Nd73KddddR2ZmJqeccoo4uAVBOCqJ2YWC8CcQ6sHSW7Fp+FU/ky6bwKVXn4rbaCCInzPPPZkHXrgWp9OEgswXM7/HYrMzOK8X3qpK5v2wHKtkavH9GYaO293AHXfczkUXXcTEiRPZsGGDeAIFQRAhSxCEjhyzWl63Sjd0dBnOuuAk7HYZzdDw6X7OmjyGzC4JeHUfoLG9qJSImEg0gtidJrZt242E1Ir7BE0LzVB85ZVX6N69O6eeeipVVVXiKRQEQYQsQRA6GgkaK7i3dvPrXjRdxUADdPy6l4AeYE/xUZNJRtNUDHSCAQ2Hw4yB2uL7CRXcCI3jstlsfPDBB9TX13Peeeehqqp4KgVBECFLEISOFbGMdvynotF/SA5lO8tQCVLfoNK7fyZ+Ai3eF78amJ+amsqnn37K999/zw033CCeTEEQjipi4Lsg/AkY+/RktTWv4WHk+EE0eOYz49NvyB/dh9756fh1fwsfI78JWQADBw7knXfe4dxzzyUrK4vrr79ePKGCIIiQJQhCx4lZ7RWyDANki8z4C4ZSWVZHfEI0mhFocbmIxsV8DvizSZMmsWXLFm644Qays7MZO3aseEoFQRAhSxCOlKp6HzsrPdQ0BHD7NTQ99IFttyhEh1tIjLKTEGkPrc/zp4tY7deTBaDpGpIkEZvgIqgHoIUBC2gc9n7w291+++2sX7+eCRMmsHTpUvLy8sRBLwiCCFmC0F48viDLtlSydbeboCYT7rDiclpx2hzIsoRhgDcQZGtpgGUFDWhakLRYO/0zo4mN+DPV09rTk6W33z0YoB/W2oUcsvfr5ZdfZsOGDZx22mksXLiQmJgY8SIQBEGELEFoS0FVY87qUjaUuEmKdtEvJ42YcAsmOfRhre/zWS1LocHfmgG1bpWC3bW8N7+E1Ggzo3on4nJY/xQha289qo7+OA/O4XAwa9Ys+vfvz3nnnccXX3xxzC2PJAjCsUPMLhSOOgW7ann9mwJqPApjB2QytHsCkU4LQRW8AfAFwB+EQOPm9YcuDwTBYTXRt0sMpw3OxGJz8ca321iyqexPELH0prULO/K2bwmHg9kz4/CHH34Qg+AFQejQRE+WcFT5Zf1uFm9uYHjPTiRGWfE3hqgDDbPat0/EMPb+79dCn+O90qPISHAxZ9UOSiq3ccaQzrRkrb2jh7S3fY6RX2/gwIFMnz6dSZMmkZubyz/+8Q/x4hAEQYQsQWitBWt2srLIz7jBXTErEh7/3tBgtHSctRHq8bKaFcYNTOeHlTuZOa+QicMzjsGgZeBXG/CpNWh6xy3oKcsyAd3T7Oufc8453H///Vx//fXk5OQwZsyYI/I4a2trsVqt2Gw2AGpqaoiIiECSJHRdp6amhujo6N/cbufOnciyTGJi4m9+tnz5curr6xkxYkSrHlN9fT1z5sxh3LhxyLI4QSEIImQJQgss31LG0kIv4wd1RSJ06q+xyuZh0XXQdBjVO5nvV+zky8XbGTug8zHVdnZrBFXrbJRtLEDqwDMrDUPHYYvGmuho9m3uvPNONmzY0DTjMCcnp90f5//+9z98Ph+33norNTU1jBgxgtdee42BAwcyf948pr39Nq+88spvbjd37lxMJhMTJ078zc/mzZvHzp079wtZhmEwc+ZMzjnnnEM+JrfbzQsvvMCYMWNEyBIEEbIEofl2V9bz4+pqxgzIAgPUPWO3jba7D18AhvdM5ouFhawuKKdnl7hjpv2iIxLpm3Yebre7Q4csDANXhIswp6tFN3v11VfZtGkTp556Kr/88ku7zzjs168fTz75JABr1qxhy5YtzJ8/n4EDB/L9Dz+QmZkJwPz581m7di0jRowgLy+P3r17oygKAIsXL2bJkiXY7Xb69u2Ly+WisLCQ9957D6fTyfjx4/n222+59dZbKSsr44ILLiAyMpJZs2ZRVVXFGWecQVxcHLt27eKTTz7B5XIRFhYm3iwEQYQsQWg+Xdf5fPFOememYrPIe3uw2vyOQqFtaPc0vl+5hS5JLpz2Y2PWocPpoGvW0dM719KeGLvdzqxZs8jPz+fcc8/lyy+/bNcZh/n5+Xi9Xmpqali4cCHXXHMNq1evBmDDhg3cd999fPnll3z22WecfPLJ3HHHHTzzzDN89NFH2O2hsiFTpkzhnHPO4d577+X555/H4XDwzTffkJuby0svvYTJZCI8PByHw4EsyyiKwiOPPIKiKCQnJ3PzzTfz6KOPcsUVVzBy5EiWL19OWVkZJpN4SxeEDvV+JppA6MhWbClFNex0TnDiCzTWUjLaYQOCGkQ4TCTGxvL9ipJjpg0lSUJRlKNma01vW0pKCp9++ik//vhjuw+CdzgcdOnShe+/+46CggIuueQSPB4PP//8M5IkkZ2dzbvvvouu61RXV1NeXs7atWtxOBxYLBYqKiqIiIhg5MiRdOnShV69euF2uzn11FO58sormTBhAkuWLOG4444jOzubK664oilIAng8HrZu3crnn39OREQEN998M3fffTeRkZFomibeNARBhCxBODRNU1m4qZaeGUkEg43FLvX22wwDfEHo1imGTbv81NS7xZNwFMnPz2f69Om89NJLPPvss+16X6NGjWLa22+jaRrdunUjMzOTZ599lh49egDg9/vJysqiZ8+e/Oc//2H06NF4PB4Mw8BqtbJjxw4efPBBLr74YqKjowkEAlitoZ5TRVEwmUzouo7fH1r/Udd1FEWhV69e9O3bl6lTp5KWloaqqo2vFQ1d18VBIAgiZAlC82wprkLHSkyEmaC2t5Rme26aDlaLRExkNEs3V4gn4Shzzjnn8MADD3D99dfz1Vdftdv9jBw5km+++Ya4uNDYvcGDB/Puu+8ydOhQAM4++2wWLVpEUVERS5YsIRgMNgWhYDBIbW0tkZGRbN26lYqKCiRJIhAIABAMBgkEAsiyjKZp3H///fh8Pk4+6SS+nT2b4uJili5dSr9+/aiurmbKlCncf//91NfViUHvgtDBSIZhVALRoimEjubjBVvQTbHkpEYSPIJnQRQZKmr9bNxWwBVjs5Dko3ucS0D1snX3gsYlbzry7EINqymMzKShSNLhhYXJkyfzwQcfsGTJknZb4/C7774jOzubtLQ03G43c+bM4fjjj28q7fDzzz+zfPlyOnXqxCmnnMK2bdswm83MnDkTj8fDlVdeyUMPPYTNZuMf//gHtbW15OXlUVhYSDAYJDs7m40bNzJ37lwmTZpEREQEH3/8MSUlJfTp04fjjjuOHTt28MUXX9CrVy/Cw8Pp1q2bCFqC0HFUiZAldEiaGuB/swvITe+Ky2mmOWdCFBNYbaBr4PWCxRLavB5o6ZkUSYIflm3gotHJxES6juq23FG6jsKaH+iaNAjVCHTYxylLChu3L6Bf2gVERyQe1r78fj+jRo2itLSUhQsXNvU4dQQffPABH374ITk5OezYsYNLLrmE4447TrzoBeEYDFliKopwxDR4g9Q0BPD4Vdx+FX9QI6gZZCaFkRTt3O+6dW4fvqCM3WZGbUYvlqzA7pLtfP/Vx8QkduaMc05nyfyFfDbrHS657h7iYqNoyZhgswIWi43Sas9RH7I8Hg8uRwKJrkwC+Drs4zRhYbt5LV6vByIOb19Wq5UPPvigacbh119/3WHWOJwwYQJDhw6lrKyMjIwMwsPDxZuDIByjRMgS2t2yrZWs3VaFJEnYzAoOmxmrWcZqlptm9/1adb0PAwVZCo2TOiQdkHRqq8t4+42X6dI1k59+nE15RRlen+83i0YfcncG2KxWvIFj4AkwDHRDQ8WPRsf9hSQMDEPDMNqmAFpycjKffvopgwcP5h//+Acvvvhih/ldExMTD1j5XRAEEbIEodnKa30s2VTBWUM6ERdpb/btvP5g09iS5oQjXYW4pHSuuOF+5nz1EZ9/NItr/+8OLBYJr6exQnzLcgkWk4mPP/kI+YR+5OZ1a6pxdPSRfrUIcwfNgugYzVgguiX69+/P9OnTOeecc8jLyxNrHAqCIEKWcOzwB3USouwtClgAuqZjGBK60fzxVD4fhLmgc3pXDJOCxSpRX9cYM6TQKUVda946hwYgGRrPP/04D9++lfj4BPr27cvw4cMZPnw43bt3JyIi4ih7NgzatEx+uzy+tjdx4kQeeughrr/+ejIzMxk3btxh77O4uJiff/6ZLl260K9fv45dSV8QBBGyhGOTJIGut/zDU5FB07Wm+lW/+9FshAa8yzLs3FaK0+micPMagipIcihYqcEg9bVVhEfGNi1t8ns0DXwqvDb1LZKcAebOW8DcuXN5+umnueOOO4iIiKBnz54MHz6cYcOG0bt37w59+scwdHR0dKPj9mTp0p6erLZ32223sW7dOiZOnMiiRYua6lm1xsaNG7npppsYNGgQP/30E2lpacTHx4sXuyAIImQJRwe7RSYQ8BPUf/90odQY5Jb9soCw8EjKdu7k1Auv4YHbrmD9mo1YFRNpWV1Zt2w+b778FLdOeZvIyPBDDoJXDHB7ffTIiGVQzy4MOW4Yt9xyC263m40bN/LLL78wZ84cpk2bxqOPPorNZiM3N5ehQ4cyYsQI+vXrR+fOHW0pm47dk2W08+N79dVX2bx5M6effjqLFi0iNja2VftZtmwZkiRx1113hcKhrvPee++Rn59Ply5dmDFjRtPMxuXLl7Nh/Xo6p6fTt29f3nrrLUaOHNmsRZ8FQTj6iYIqQofkclpBD+ANhNa8OdhyOLoROg34yVtP8/qLU8jpk092j4HExyXw5aczcMXFEQhAdq+hJCYmEwgGm7XMjqqDL+DFZd//JeJ0OunXrx9XX301M2bMYNOmTaxatYrnn3+e7t278/XXX3PBBReQk5NDt27duPzyy5k2bRobNmwgGAz+Ye1pYKB3+H9au4Ysm83Ghx9+iM/nY9KkSa1+PsaMGYNhGEyYMIHVq1cjyzLvv/8+BQUFAMycOZOysjKWLl3KU089xQknnsg777zDU089xfjx43nmmWfYunWreJELgujJEoQ/RrjTjtMcpLreT0KU7XdnGOpB+MeDb4KkYLdbCGhwz/OfoJgtmM0yqhoKTpIsoxugNW4HIwFen4Ee8BAX+fu9HWazmdzcXHJzc5k8eTKGYbBt2zaWLVvGnDlzWLBgAe+++y5+v5/U1FQGDhzIiBEjGDx4MLm5uTgcjiMYszSgIy+90v6PLTk5mY8//pjjjjuOG264gf/85z8t3kd0dDQfffQRr7zyChdccAHTp08nKioKi8UCQFhYGIqioGkaEydO5MQTT+Tbb7+lT58+jB07lvfee49du3bRtWtX8UIXBBGyBOHIs1ispEYpFFVUkRSdjKr/XnwAiyU0sD7YWKHAYrNh6KAGQ6cTQ0ORJAydpu2gLwoFdlbUEWVXiQh3tuhxS5JERkYGGRkZTJgwAYDdu3ezatUq5s+fz5w5c7jzzjupq6sjLi6Ovn37MmLECIYOHUrPnj2JjIxst4i1519HdaQe3YABA3j33XeZOHEi2dnZXH/99S26fX19PeHh4Vx99dUsWrSIJUuWYLFY8Hg8Tc/3noHwexZs1nV9v6/FQHlBECFLEP44solunaNYPr8Ujz8Z+RCfSfqvxljp6j7Bh9Dge6+nIbR+nPH747x0YPvu3YzuasdssR72r7KnJtLJJ58MQG1tLatXr2bBgtBg+meeeYY77rgDl8vVNJh+xIgR9OrVi6SkpDZq0KOjhMOR6mmbMGECDz30EDfccANZWVktmnH4/fffM336dOLi4qitrWXcuHG4XC6eeOIJvv32WyoqKrBarZhMpqYCqGazGZPJ1PgHhEUsfSMIfxJiWR2hXZVUeli0sZyzjmv5IHCfu443vlqNEZZHblo0ATXUK9VSigI7izbx2XsvM2zM+XTrnY+mHuBD3gj1YpXW+tm6eTF/H9eVmLikdm+jfQfT//jjjyxatIiSkhKsVis5OTkMHTqUUaNG0b9//0MOpjcMA7/f37R+HsDGgiXUKqvJ6TykQy+ro0gmVm74ga4RY0lN6nJE7vOiiy7igw8+YPHixXTv3r1Zt9E0jdWrV1NTU8OAAQNwOkO9nStXrsRqtRIfH4/T6cTn86GqKjExMZSVlWGz2XC5XOzatYvIyMijuO6aIAjNJNYuFDpuyDJ0jTXrN/LuQjdD+g3ALLesavuv+0ksFolgwMD4nWKXJgXmLV/P8PR6jh/cG8VsPeJtFgwG2bJlC4sXL2bOnDn8/PPPTYOq09PTOe644xg5ciQDBw6ka9euTWOBAMrKyhg5ciQ333wzl112WVPIqlFWtTpkyZKMGRMqKqqhNc7olJGRQt9LMjYsBAigGTpSK4uJ7glZWRHjSUnKOCJt7fP5GD16NKWlpYc141AQBOFAIUucLhQ6LElWyOycQl7BSlZs2sbAvPTfnBZswd7w+UL/H4zZBBu2VxIl7yY/r9sfErAgdGopLy+PvLy8/QbTL126lHnz5rFgwQLef/99/H4/KSkp5OfnM2LECIYMGUJWVhYTJkzgmmuuwefzcc011yDLSuN4p5aeLpQAg/KySspKq0nplESEy4mBgaoGqa1xExsTic/vZcmyFXTrk4vTZkFv5Sm/0GM7smPGbDYbH3zwAQMGDGDSpEkdao1DQRCOfmJggNCh2Zwuju/TCaVhMxt2VGEy0TSmqi03RYZdVT52Fa/hlH4JuKJiOk7YbBxMP3HiRJ555hmWLFnC5s2b+fTTT/nLX/5CeXk599xzD4MGDSIvL48NGzaQmJjItddey1NPPoPDYUeW9l9apzmbhEHQF2D+Vws475Sr+Pyzn7FLFpySnfdf/5Bpr3+CU7Ljq3dz7V/u5LvZS7FJlhbfz373KUtNp9+OlD1rHM6bN4/rrrtOvOgEQWgzoidL6NAkSSI+MYXTB9bz7oLlmJQBpCe6WrwW4e/2HJmgvN7Pug1LObWnjYz0dBSlY7809gymHzNmDBAaTL9+/XqWLVvGzJkzKSoqAuCfN93A2s3ncs3d4wEDowUV3zV0TDaFyZPP5cfZP7Fi4SrMF55BUWkhD975PGMvOhuVIAmxiVxzw4VERzlQCbboPvb7i0+SqCiv4s2v3+KyS/+O0+k4Yu3Zr18/3nvvPc4++2xyc3O54YYbWr0vXdfxlpbi27ULf1UlWn09ejCAoaoYhoGsKGAyoYSFYY2JxZ6QiD0xEWWf075/VmrAj3fXbnyluwlUV6G73ejBIIYaGkQpKQqSxYIpPAJrbCz2pERs8QliIoEgQpYgtPogNZvpmpnJWYEAs5YswhfsS2ZKDJoW6oVq9WR4CcwK7Khws3XLMsbkQt8eOdjsjqOujSIiIujbty8zZ85kx44dKIpCTk4Oo0efQG7PZPwB/z4LMDefYRgEpCA5PdOZt6gIlQAfzviWgSPzqSqtBQzK68sJi45k0OBu+Ax/q0/4mZAo31nHDdf/m2efeZE777yTv/zlL02z8trbWWedxUMPPcSNN95IdnY248aNo6amhoaGBlJTU38/WBkGdZs3UbduHWpFOYqsYIuIwBEZiSU1FZPFgmQygyRhqEH0YJBAQwOB3bupXr+esmAAOTycsOwcInNyMf2JBsWrfh8169fTsGkjem0tZosVa2QEYRGRWGLiUCwWpMZjwAgGUQMBAnV1BLYVUr5yOZquY4qOwdWtG67MLBG4BBGyBKGlbDY7ebm5yNJGPl+6kEU1WeR16YrTJqM1c9Hn/Q58BYIabCgqoaFsLaf1dNKnRx7O8Iijto321OOaOHEiZ555Jr1798Zms7Fj93p2+Oego7WqhIOORmRMNIavkNnfzyE+LZlx44fy1hvfYGCwZP4aeg/uhsUso6K1en1EHz669Unnhzmz+e+r07j00kt5/PHH+fe//83EiROPSG2p2267jfXr1zNx4kTWrl3L7NmzeeGFF1i6dOkB17zUggEqFi+mbuUKrDY7kV274uzeEyU8LLSYpm40FmYz9h6kjb+HTZZD1zEMDK8Xb1kpNevXUzB3Do6sbOKGDsXqijhmX9P+ujoqflqAZ8tmnFHRxGdmYo9PQHI49ix6und1+H3aziJJOCSpsX11tIYG3Lt2UvvTT5R98zURvfsQM3AQJqtVvHEKImQJQnPZHU5y8/IId9qZv2oLK1ftIiI2k7TERJw2GYzQe7LB/qFrz/qGshz63xeEotJKynZvJdVWzulDU8jo0gWH08XRXCOyc+fOfPPNN7+53OPxgBKKS62pQ6WhExMdRtHGTfy0YB03334Zsz/6DL+q8tOSZUgWE5ldk3EHPQT8Kg6HjdYMYNeRUFWV3j2688abU7nhxut58MEHmTRpEvn5+dx1112cfvrp7d6Ob775Jjt27ODUU0/l73//O4WFhZSVlf2mZln5kiXULV2MMyKSjJGjMcXEhA5AVYVAoHGZgeYdUJKs4EhNw9E5Hb2hgep1ayme9hbWzCwSR43GdAydStSCQUrnzcW3cQMRKWkkjx2PFBYWWpVd08Dvb9H+FKsVV2YWruwc1MpKKtesZtt/X8fVvz9xAwchyr4KfyTRryocdT1anbtkMX5EX87uYybSt5z1a+ayfP1GCndXUeMN4lNBl/ZuAR1qfSrby2tZvrGAFasWQMVCTs7yMvH4nmTn5uEMO7oD1qHsO7uwpZuORniklZ27yzj+9ONwKjIxqXFsXLmZFUu2MmxkH4Kqj7f+8wFT7n8bq2xq1f3sCYG+0DTQptOfP/30E/Hx8ZxxxhkMHz6c2bNnt187GQZLly7liSeeQJZlHnvsMYLBINu3b98bWisq2PK/1wmsX0fnEaNCISg8HHy+ULjS9b0pvzkLZRqNvV3BIHi9yGYzMfkD6DJ2PJaGegpeeZnqDRuOieOwZtMmtr76MqaaGjJOGUvMwIFIZnOo7YLBvW3Xkk3XQ+3u9WIKDydhxEjSR40msGE9W15/FXdZmXjjFERPliA0+6A1mYiNTyQsPIKMThWU7NzFlpICdlRsZvtOCyo2DNnaVA9LMYJIupcws5+sCInMjAjSknOIiUvA7nD+SZY4af2yOgYayDLX3/U3BvbOpgEPYU4n484aycTJo5FMOophIqd7Z9asX9R0b617hL81ZMgQPv/8c+bOncu9997LySefzIknnsjdd9/N8OHD27SVPB4PF198MSUlJSQnJ7Njxw4ACgoKGDRoEBWrVlL5/Xek9M8nLDOr6cO9bbt6Qj06kiQRP2QokeXlFH87G/f2IlJOHnNU9swYQMm3s/GvX0fn4SOxJiSEeqzauu1UFVQVk8NB6kljcG/dSsnb04gaOZK4fv3Fm6cgQpYgNLtXy27HZk8jKjaBrl0baKivpa6+nvoGNz6/v2mNOIvFRLgzBld4GOGuSBzOcCxW659o/TiJPQtEhxaJbhmf7qX7wO70HtoHj9GAbkBKVhKPvX4jFrNCQA9gk62YLDImk9I49qvl92Ps93h/a8SIEXz33Xd8+eWX3HPPPYwYMYIzzjiDO++8k/z8/DZpKafTyddff82sWbN47733sNls+Hw+Vqxdy6nLllL/009kjhmLEh7e9gHhNw1igNeLJTKSLqedzs45P1I4/R3Szz3vqBrcrRsGRTPfx+Lx0PW0M0Ln7du77TQNvF6c6el0jYtjx3ezCVRXk3LCieKNUziy776i4rvQng6n4nvr3lu10PqEuo5hGEhSqDq5yaQgy8qfcmHeTQXLKFMW0LVzH1S9dbUvQh/qBnpjyX1JkpAkCb1xYLJNtrLgx8V8+P4SnvjP1fh0X4vvQ5EV1q9fTG7kRFKS0g95/Q8++IB7772X1atXc+GFF3L77bfTrVu3Nm27tWvXMn3mTErmzuHRv04mfsTIUAjUVDhifUoGSDJYLJQv+oWaujoyLvjLUTFOS9M0tk1/B5fFQtxxQxvHqulHtu0UBZAo/u5btMREOo8/VbwxC0dKlRiTJRxTFEXBYrFgs9mw2+3YbHasViuKYvpTBqy9HzXGYRUJ1XQVTdf2jtMyNDRd3e86siIhySAdxn21ZMD8hAkTWLF8OdOmTWPJkiX07t2bv/3tb2zatKnN2q179+783/ix3PeXvxA/YlTjwPbg3tkVR2QjdL8+H3EDBxMdGUnRjHfRNa1DH3O6YbBtxrtEWK3EHXcc+H37z0w5Um2nqqBrpJ54EqbS3RTP/ka8UQpHjAhZgvCnoB9WyDrUgHXdUNm5fTe7d5RT1+BuZdDSWjyWS1YULrzwQlasWMELL7zAd999R8+ePbnuuuv2G6zeWmXLllG9cBFpI0eFeq/21Asx9D9m83qI6Z+Py2Kh6JOPO/QRt/3TjwnTdWIHDQoNbNf/oDYzjNDzpgZJGX082pbN7F74i3hLEETIEgShLXuy1PbZJA2v5iEpPY4L/zaM6oZakPRW7au1axfabDYuv/xy1q5dy5QpU/hg5ky6devGrbfeyu7du1u1z4bdu6n+/lvSRu3pwdLaZ02nlm5eH3EDB6GU7qZ0yeIOebyVLVsK23eQMHQY+Pyg6X98u6kaaDppo4+nbt5cahsnNQiCCFmCIBx2zKLpdFzbboahI8kwcGhPTjn1OOISnahGsOX7aYPFoR0OB//4xz9Yu24dt912G6+88gp5eXncd999VFVV7Xfd6upqvAcZgK2qKsUffkDagIHIdkeoJ6TDPJUGqCqpw0ZQO28u7sqKDnWkuSsrqf7xh1Dvn6q2vFJwe9I0ZLOFTkOOo/SzTwgGg+KtQRAhSxCEw6U3zS5sr82ne3HrbjRdPYz709vkt42KiuKOO+5g/fr1XHvttUyZMoW8vDyeeOIJGhoaALjjjjs466yzDnj7XfPmEuFw4OiUHio1sKf6eEfZVBXZbicprxslX3xOR4kxBrDrqy9Jys1DcTgbx0N1sLYLBLAlp+AKd7Fr7pxm/V4ej4dZs2bx1ltvsW3bNvF2IoiQJQjCvh9+R8e/kLaboJCQkMD999/P+vXrufDCC7nzzjvp1q0br776Kqeffjrff/89U6dO3f8DtbYWz4rlJPTrDz7vERyk3cLN7ye8axaW2joq1q3tEMdZ1ebNKNXVuLKyQgPdW/N76XqozIPDAU5nyzarrXkFTX0+Enr3wbd6Ne7qqt/9nSoqKpg4cSLz589n8+bNnHPOOXz/3XcHvf57773Ht99+K950BEDUyRKEP03Mam39qiMdBNtDamoqTz75JNdeey1PPvkk//znP8nLyyM1NZVbb72VU045hcTERADK5s0lJiUF2W4P9WIdbFbqvsvmGAbICljM+//8UPbcXtNCFc9/bwbsr5fpMQzQVBJ79mTb/PlE53VD+QNn0OpA5by5pOV1axyD1cpeScVEZUU5Uz/8gIq6hmbPCtYNg9yMzlx89oTQ/R+i/SWrjbjUVErnzaXL6Wce9HovvPAC3bt3Z8qUKQD07NmTJ558kkGDBzNt2jQuueQSVFVlxowZjBo1iscffxyTyURtbS0TJkwQbz0iZAmCcKyTZTDRuCBxB6UgI7Xzw+vSpQtPPvkkY8aM4d///jeFhYUA3HrrrUydOhVvXR2+jRvofMJJoYC178LOBws+ADYbsz6bxdPTZ2KzWJCQ8AcDaIcYy6XpOiaTiXNPPYurz58YmoX3u0n0V48lGMSWmIRt5UqqN20kNif3D3v+qrduwVRXhz0lJRQYW8tm5clp7/DQSy+2+KZD+vbg4onnhAa5HyrkBvxEZmZR9v23eOrqcLhcB7zaihUruPLKK5u+HzZsGC+//DKlu3fz3nvvceGFFxIIBJg+fToTJ06kf//+hIWF0b+/qDAviJAlCH+CgKVQXl6KqmkYHWkQ8m8TBHW1dciR7Zu0Jk+ezBdffIGiKJhMJkwmE7NmzeJvf/87eRYTEVHRSHt6sZpLVRnQux87H3+KLTt3YzbbefL/biY60oV2kMBhMpko2lnClNdfI9IVz9UXTgKMlk+w1HViu3Rh97JlxOTk/mHL7lQuXkxCp84HDoMtPA4qqkKD+cMcDnIzMpp13Oq6Tn63Hnt7sQ51G8NAstuJjImhatVKHMMOvESTxWJpKrobeqpVZFnGZDbjcDhCX5tM2O12wsPDSU9PJyEhgfT0dPHmI4iQJQjHuoiwJMIKh1NVXNehC7IahkFsTDxOe0S73s9dd93FxRdfjMvlIjw8HLvdjqIohEVGUv3pJ6SmZ4QGbLdEIEBqWmc+/s9/GHnxxVTU1rN6SyEvT3kYgoGDnzqzWjkpvy9PvvMeus+H3LgEUosEgzhTUtHmzsFTV4fzID0y7cnrdmOU7iZ82IjD68UKZSwUWQGgb24uc996C0M7dM9UaIUHqWX3r6pEdOrMtvXr0IYOO+Dp1qysLGbNmsXYsWMBeOedd+jcuTMJCQm43W4AysrKmmav+ny+pskVgiBCliAc4yIjohjQezRqS4PDEQ9ZYLGEegfaU/fu3enevftvLvfU1lJTV4stpnfLQxaA2023nr15/d//ZsLN/+KVGdPISE7i1muuBLf7wOHJ7aZ/r770Xr6W2roGopz2VvQCGUg2Gw6blfrCQpy9ex/x5662sBC7zYbscEDAz2FNXjB+u4plc/bW9AdES5btUVVs0THIDctxV1Tgiov7zVWuu+46LrvsMi688ELCwsLYvn07L774IlarlQEDBnD55Zdjs9mIiorCMAwGDRrEfffdR2JiIhMnThRvQCJkCYJwLDObzURFR4iGOISabYXYzZbQWnet7Y2pr+P0U0/j/i1buO2Fl7jzuWfoltmV008aDfUNB/nslzlt2HFYJAN0rXWn2tQg4bFxVG0vgj8gZDUUbCU6MipUFV8/zDIc+7SB0Ti4H01rv3pbZgvOsHAatm8/YMiKj4/n448/ZunSpei6Tr9+/TCbQxMcHn74YZYtW0anTp2wNK4lecopp5CamkpYWJh4UQkiZAmCIAD4SkqIjorcWwKgNQwD3G5uvfpqVm/exDuzv+dvd93ND6mv0z0rAzze384g1DTyumQcXkDRNBzR0ZQXbUM1DExH8LSwahho5eU409PbpviosadA7T7fN2eM1WGEurDoKCpKijH69z9gDpZlmQEDBhzw8vz8/N9c3qNHD/GCEhr/hBIEQfiT04BgVRXWcFeo1+QwC4Wi6bxw1930zepKeVUZf739Tqqr68BsOmiBzKayB63ZNA2zzYbm9uA/SBX79uL3esHnxeJwHH7b7dn2BKo9dbPac9M0rGFh+Kuq0MRLQRAhSxAEoW0FVRWtvh6z3X74p7sA/H4iomN464H7iYtwsXTtSq5+4BGQFJDboZfJMJDMZkyGjr+urt3aadWqVUyZMoWampq9v2pdHbKmIVksHWsJnebSdcx2B5LHTTAQaLe7+fzzz3nllVf2m6koiJAlCIJwzFN9fuRgEMVkarueGLeb7j178dodt6PIEu9++QkPvvpfDMXUPj00koRJkrC2Yy00wzB4+umnGTRoEG+99RYAVvaMO5Ha7nfZN6wdgaV2ZJMJk65jM5vbre3q6uq4+eabGT16ND/88IN40f1JiDFZgiCIkKUG0TU1NEOtrcb/GAbU1XP62HE8ULCF2156jTuf/w+nDx1Gz+x0CLTx4sSyhMfn490ZM4hISWmbHrlfMZvN3HLLLTzyyCNMnjyZaW+/zRXnnUs/RSZU46uN2q1pN0b7j8kyDCSTiV2lpfz85ps4w8LapZ5cWFgY//jHP3j00Uc58cQTueiii7jpppvo3r07siz6O0TIEgRBOEbtV4fpcAa+HygweL3cesVVTJ89mwG9B5GTkQb+QNuHBlmhqr6BGx+9G91kapdQIkkSUVFRTeVAvvn6a9YsXcLMm28iQ1FCY8sOl67TlLIMDty71dbsdtYVFPLPJ55CVpR2uS9FUYiJicFut1NfX88bb7xBaWkp06dPJzIyUrwIRcgSBEE4RskySDKGqrZtwVbDAKuV199+i9Skzjz3z+uxGFpogHhbzwD0+Yl3hTPvu29JzMxqt1Dy448/8n//9384HA6uue46Lhg/nphVK/YuQ9QWIcv4VRu2Z08WQH09A3t0Z/nddxMZFd0u96WqKu+++y533303KSkp3HLLLVxyySWi1IMIWYIgCMd4xjKZ0CQpFLLM5rY77eUM44fvv+HZjz7no8cfx24x7V10uq0/yDUVBYmUtDRi4+PbpZ2+//57Jk+ezEknncR9991Hv379qNixg+rFC9uut+nX+2jvkCVJ6MEgNquNtE6dcdjt7XI3jz/+OLfddhtXXnklt956K6mpqeKFJ0KWIAjCsU+xWtFMJjSvF9lma5vxTFYbhVvW888XXuWlW28nIzk+VCfrQEGiLRg6fl1FN1varZ1yc3P5+uuvGTVqVNNlutmMX9VCywe1xQrfByvh0F4hS5bRvF4CioLejvXFxo4dy8iRIw9Yb0sQIUsQBOGYZTaZMcLD8Tc0YI5ug9NFZjPuumoufuBR/jn5Uob07Rmq+H5QEpiU1lc2l2V0rx/VZAnVq2onycnJJCcn73eZxelENZnQvD4Up/PwA+qRLkYqSQQ8bggPx2Rpv4B6oKWchGOfmNIgCIL4a1OWUGJicNfWHP5YKUkGRebqxx5hYJ8BXDTupEMErFDG2lVehqa1shymJOGvr0dzONs1ZB2IxW5HdTrx1dW2/TizI0GS8NTUIsfEYBKz/AQRsgRBENqWAthTU6mtqQX1cKqWG2Cz8cgrL+HRLTx2xaWhgPW79a1kvO4G3vz2ByRJCe2jpfeLRF1FBVJCAhbTkT1BYTWZUJKSqCsrp81qZe3badXuFd91amuqsaWkilM7Qtv/ASeaQBAEAcKTU9ilaRhuN5LV2rrTU04HH3/xKT9tKuKjhx5EsllBVX63FwUM/vPmTOp0M7LNCm53y+9X06itqcY5aDDKHxBQw9IzqF25kiRNC4XEA/2eze7lkvauH2gYjaGznU4XShKGx019UCVRDEQXRMgSBEFop5AVFcX2uDgaSncTntEFgi0sFmq3s2nDWq569nkuGnsab331BUG//6BXl2UZt9fL7MUL+fSXRUy772HQWzEmS5ZRa2uo0XXS0zrxR5ywi0zrRIGiEKyqxBwZFRpbtk+Q0XUdTdebVR5DVtX9l55pzzFZJhP123cRiIkhPDpavAgEEbIEQRDag81sxp7XjdI5PxKeng5GCwZwm0zsKN7Gqbffyu6qaqa8/WaL7z8nOSkU7IwWDhyXTVRt2wadOuOKjPhjAmqEC7pmUlVUREJ0NKj7/A5WG8/MmM7rn32J0owxT7Iss6OsDCAUtow9W/vMyCwr3oFjxEjs7TjoXRAhSxCEY5yuax3+Mcqy8ofdtwJ0HTiQrUuXQGUluFzNnylnGFRWVjJ5zHhsZgv7Dyo6xE0Bm81BdkJMqGJ6S2fn+bwUl5YScfwJWJU/pv2sskxM376UvL2GBLcb9q04L8HmkhLWbtvW4v3aLeZQC7VHCQdZJlBeTpmmk56ThyLeIgQRsgRBaKk6Tzkri2ZhszgxMDrs4zQMA03TyO9yHhaz7Yjc5/Tp03nooYdITEykc+fORMXG4t6+nRHr13HeuedB4/Ixhw46Pvpk5dKnR29adb7OMEI1tJp7f3uYzVRv2khDSgpdunThj5rbJwHxnTqxu3M6lQUFxOTm7j3d6vNx1qBBxNmdLaqmLyFxxpBBoYkIWjv8gaAo7NyyGblPX6JjxKlCQYQsQRBaobyqBLvdSffOJxA0/B33zUgys2TjJ9TUlRMfk3ZE7rN3796cccYZzJ07l9dff73p8rSJE1ArKjBFRjY/+ASDLR/HdVjJRsLweijYuZOYSecRbrP9oc9fmNVK3JDjKHznbaLT0pAsllB49Ac4qf9AThp8XMsDaKCd2lRR8JeVUqLppOXnY1NEP5YgQpYgCK0QDASRTWYUSUGXOu6HiYKCjIlAWywy3ExOpxPDMCgoKCAqKorq6mr+fu21nHXRRWz69GO6HTe0/dfNay2LhZLly/Dk5JGZmYnyB9eokiWJpPR0yvPyKFm7htT8AXsXjPb7oCPle0li67p1WEcdT3xcvHiTENrvdSGaQBCObaEiATo6WoffjtTpzBUrVnDxxReTlZXFtGnTuPXWW+nRoweZmZk88uCDJPXsSWlSCrtXr947vqgjbYqCp6iIrcEgqaNG4fqDe7H2CLfZSB05ii2qhruoqGO2ndlM+do1lMUn0Kl/f2xm0dcgiJAlCC1kYBihTQjFrKNna78emfnz53PWWWfRr18/fvrpJ55//nnWr19PdHQ08+bN45VXXsHlchFmsZAydiwbvN5QWFCU9i+K2dxNktDr61mzeTNhp4wlOSGhRWOd2reDSCIpPh7X2LGs3rwZraYGZLnjtJ2i4NmxnbXVNSSOHUdMeLh4exDalYjwwjGhss5LYWkDu6t8uP0aauM4Wd0ARYZwu0Kcy0panJOUWOefMHMaGOgYRmvWldsT0g70/a9/1vr9GpLeTr+6wZdffsnjjz/ODz/8QH5+Pu+88w4TJkzAbDYDYLfbef755xk9ejQAiqLQKSWFhnGnsuqjDxnsdCC5Ilo+ML3N/yyWwe9n3bKl+IYcR6/uPbA2/g4dhdVspmu37qweXsqqeXPoM2AAksXaNotuH9annYlgZQUrN23CeebZdO7UCUWMxRJEyBKEg1u9rYqVBdUENJmocAfxkZF0cliwm01IkoSBQSCo0+ALUFHrZV1xORK7yE0NZ0B2LKY/yZussc+/1tz64N8bh/Wo9qW3+vEdWCAQ4MMPP2TKlCksW7aM0aNH88UXXzB27NjfXPess876zWU2i4V+A/L5qb6Oj996k/GjRmGOiTmyg9v3pSgQDLJ20UJ29+pNzxEjiDjC6xQ2l8tuJ3vYMNZ43KxdvJju+QNCVfS1P6iMiMmEWl3NspUrUcecQrdevURdLEGELEE4mKLSOr5eVorJbKVXRjJJ0XZMCmgHWPrMblGIDDPTOd6JQSxVdQHWbKtg+datDO0WTe8usX+SkKVjoHfgx6gfZmgLaWho4J133uHxxx9ny5YtnH766Tzz9NMMGz68RfupqKjgk08+4YVXXsEOpKWm0C0QwJ6YuHdA9xEMCbrbzZoVy9jVoxc9Th5DXGRkhzlN+GuSJBHrcpF3woms1Q2CixbSq09flLCwI98baDbjLy9j6foNBE44kV6DBhHh/BP2ZgsiZAlCc3y7rJgNJT4G5KbQOd6BqkFQDW2/Z0//Q7jDwsheyVTUBVmwppiNxXWcOaQTlmN6AGxo6PuxHLIqKir43//+xzPPPENpaSkXXngh77//Pr17927RflauXMlLL73ErFmzKC0tBeDa66/HevZEfpkxnV61tcRkZu6zOHO7phUwmfCW7mbVps3UDxpMj1GjSIqJQZY79pBaWZZJiIrCOPEk1lvMLFown95ZWTiSkkNBq73HS8oyyDLVW7ewqrQUeexYeuYPIFqMwxJEyBKE39J1nZnzCgnoNk4bkokigbcV08I1DbwauOxmTh2cwdLNFfz3m61cMKozLqftmGy7vT1ZHbgYKXqrHl1xcTEvvvgiL7/8Ml6vl0suuYRrr72W3NzcVhwbGjfeeCO7du0iPz+fzz//HIAeubnk9e2Lx9BZ+PXXZC9eREZObmPPjAbt0a6KAqrKrg3rWef1Yho7jp59+xIXGdnhA9a+QSsxOgrT6OPZEBXNgm9n072sjOTsbDBb2v70oWE0BVPd7aZw4wY22x1ETTiHnNxcIkXAEkTIEoQDvHfqOjPmFGCyuBjdLR5/ENTD/FzTNQhqkJ8Vy3qblWk/FDH5hHTC7NZjMmaB3rh12Bjdomtv3LiR5557jqlTp2K32/n73//OFVdcQVpa6wuZKorCjBkzqK+vZ+zYsQwcOJB169bRqXNnFKBnt+4URUaxZcF8dq1eRW50DHFpaWCzhQLD4fbOSFJTuKrdsYPNO0soT+tEwmlnktklA5fTGbrOUUSWZeIjI7ENGMDW2FhWzJ1DydKlZKekEpGUFCrz0FZtZzKB30d5YQEbq6po6NaDzsOG0zklGYft2PwDShAhSxAO26cLi9DlMAblxuP1t22/gdsP2SnhqHoS780t4q8nZTZrIdujLWQdakyWJElYsGBCwYM3VAIDMEsmDAxUQ8UsmbFhoQFPm3feGM0MgYsXL+app57ivffeIykpiXvuuYdLLrmEmJiYNnkccXFxTJo0CYB7772X0047jfj4UMFKu81GZqdOREaMpzArm0ULfyFixXK6hIcTn5SMyeUKfdjvWWvvUMFBkkJb4/FmeDxUl5WxraKCXVFROE8aQ1737iTFxmI9mgdqSxKusDC65+QQExdH4dq1LFi0kPgli0mPiSE6IRF5zzipFredAoaOWldHReluCmtrqUxOIebMs+mTlUVsZCQmk/ioE0TIEtqIx+PBarUeM9OTV20tY0cljB+UiK+dxht7A5CX5qK8xsPspcWcMqDTMRexfi9kSUj4PV5WrFzJ7rJqRo4ZjN1mwYSJnSW7kGSFlKR4thZsZemiDZx2zkkoctvmrD2nM6WD1MmaM2cOU6ZM4fPPPycnJ4cXX3yRCy64AGcbD2K++eabmTNnDqtXr8ZkMjFq1CgyMjL2vmmaTCTGxBDhdFLaqRPbt25l+epV2Aq2kmBAQmQErsgorE5nqGdFlg/c+6TroKqoXg91tbVUVFezy++nISkZ2wknkJmTS3JcHGEOR4cd4N5SFouFtIQEosLD2dmlK8WbNrJwzWrC1q8jyWwmLiqa8IgITHZ7qO32BKn9DpTGBaPVIH63m7raWkqrqihFwtu5M67hI+netSuJ0THY7aL3ShAhS2hjDz30EOeeey49e/Y8rP0UFhYC7PcB0+I3VbOMrrf+o9jj8/PD6kqG9coioLbvOGOvHwZkJ/LFos30Sq8jOc51jBwR0iFDliwpeN1eFv20iPvufo0vFk5nQI8sdEPl9mvuY9KV55OV1Inq8kr+/a+n6Du0L13T4gkYbTdT7ECPzTAMPvvsMx5//HHmzp1L/379mD59+n41rtrSzJkzeeKJJ3jllVfo3r07ALNnzz7gde02G52TkoiPiqIyO5uy0lJ2FRSwrXgHltJSwvx+HBg4zRZMsoS5MSzoQMDQ8fqDNGDgNpnwRURi6tWbiIwu5CUnExsZSZjDcdSMvWpZp5ZEuNNJVmc7yXGxlHfvQdnuXRQWbGVTSQm24h2EBYM4AbvFikkCU2PbqUBQ03AHg3iQaLCYCcTEYsnJIzojg+zERGJcLuw22zETTAURsoQOZuLEiWRkZFBbW4uu62zdupXIyEgyMzPxer14PB7Ky8upqKhg2LBhAGzbto20tDQkSaKkpISoqCgeeeQRVFXltttuIzMzk/Xr11NSUsKQIUMO2XugajrltT4WbignzN76w2zB2t3ERcUS6TThb+/yRAaYTZDbKZHZy0v468nhtGf18bbm8/m48cYbycvL469//SsRERH7/3JN229phkpUXBT/uOkKPnr3G9av3cKoHn2Y9uE7fPLpHMb9dSIB/PQZ1Iurrj2PCJcdFZW27suSZYlwVzjBYJD333+fKVOmsGLFCkaPHs1nn33GuHHj2u3Dc9OmTUyePJnLLruMyy+/vNmBwWG347DbSYyOxp2RQb3bTW1dHfXV1VTX1lJWV4fq82Koaqi5FBnFYsXscmGLjCQ2IoKIyEhcTidhdjsWi+VPERBkWSY8LIwwp5OUuFjcWVnUud3U1tTQUFNDWW0tan09mt+HoWoggaSYUGxWzK4I7JGRJEVGEhkRQbjDgcNux9LBCrMKgghZx6CnnnqKe++9lyVLlvDYY49xwgknMH/+fJ599lmioqKYNGkSw4cPZ/PmzcydO5dbb72Va6+9ljfeeAOr1cr111/PlClT2LFjB16vl40bN1JcXMzrr79Ot27dcLlcDBw4EAC3L8hXS0sIqjr+oE6t209FnR9dN0iOttMvK5bBua1bgNXt9bFuh5cRvdPwB0PV29ubPwgZieFs2K6wvbSGTglRR83zbrPZcLlcPPTggzzzzDNcdNFFXPzXS7BarUjaocdkBY0AFslGYqd4du2qYmvpRgoKKxh14mBKCndiwcSiZevoNbgHsRFh+A1/m4ZQCQNPvZ/nnnmeN6dOZ9PmTZxxxhk899xzTX8MtBePx8M555xDTk4Ozz//fKv2YTabiTSbiQwPJzkuDlXTUFWVoKqi6jp6YzesLEkoioJJUTCbTJhMpj9NUdyDBVWr1YrVaiU6IgItIYFgY7sFVRXdMPa2nSyjyDJmk6lpOxZ7+wQRsoQO3qOh6zput5v8/HwefvhhHnnkEb799lsmTpyIy+XiiSeeoKKigokTJ3LppZfut86fx+Ohc6dOjB07lmAwyPjx43nvvfeora3lwgsvpFOnveOVrGaFAdmx6LqBqhn4gxpuv4bbG8DtVynYVU98hJ0uSS2fOr2uqBKnIwyHTW7/Xqz9P+1JjY9h6eaqDh2yAoEADQ0NVFZWUlZWRnl5OVlZWQwfMYKZM2dy7733MuWxxzn7/JP5x72nE1rPUT/k7x4ZEUldaRWffvg9Z58/loJV66mqrKAmUMO2glJOPmMYfsPfeLwYh/wAtUlWVFQCevCg460AzJJC4dZiHnzwBc6ZcC4z3ptBnz59jkhbXnPNNWzatImVK1dia4NZaIqioCjK0T1Y/Q+yp+1sVqtoDEGELKHj2fcvuz2ByOl04na70TSNxMREAMLDw7FaraiNFZhtNht2ux1JktB1HZ/P17SvSZMm4XQ6ufzyy7n44os5//zzQweQItMpLuygj2VzSR1LNle0ImQZbN3lJiU2maDW/nUL9wsvQUiNdbFk/W6CwQBm85H/oPR4PNTX11NeXk5lZSXbt2+nuLiYkpIStm/fTmlpKWVlZVRXVzeFakVRiImJISUlhbCwMBoaGujeowfjx41Dkgx0tGYUIzVIjHPx/vtfcMeU6+mRkk50nJPtJZXMnr2AngNysJhlgvqhx2JJkkQwEGDBvMXEpibSLacTwd8Zw+XDR2a3ZOYv+JF+fQYfsbZ++eWXmTp1KjNnziQ7O1u8gQiCIEKWcHBerxdd1wkGg7jd7qberUAggN1u5+eff2bmzJls2bKFhIQEkpKSUBSFt99+G1VVKdq2DVlRiIuL4+OPP+aMM86grq6OpKQk8vPzWbx4cVPIOpQwuxmzqeXd+YGAnxqPTucUO+oBQpYsh2oZyhJ4PaGvLdbQ14c9ON4Ap82EZpgor3GTHNd2IUvXdRoaGqiqqqKqqopdu3ZRUlLSFJ527tzJ7t27KSsrw+124/f70XUdh8NBeHg4sbGxpKSk0KNHDzqlpZHWqRMJCQmkpKQ0lTB46KGHWL58Oddeey2PPPIY1Q1FbPf9iNGMkGVgYLZJhMdEMnb8ULx4iUtN4I03ZnDFtRPJ6JyIT/djkS3smQ9oxoRX9x2gU0yGoMGsGV+TN7g/fXO7EDAOPj1UR8NkMpOamHrEXiuLFy/mqquu4l//+hcTJkwQbx6CIIiQJfy+Cy+8kOjoaPLz88nKygJg+PDhaJpGQ0MDOTk5FBUVUVdXx2OPPYaiKDzyyCO89tpr9OjRg/vuuw9N0zj77LPZtGkTK1asIDc3lzfffJPo6GhuvPHG5oeKVnZB1dT7CGoKVrOC9qvVVmQF6moq+eKDtwhi5m/XXcPaRSt4952Xuez6+0hKjEM9zNOLigI2q43yGi/Jcc07ZRgMBqmtraW6uprS0lJ27tzZFJ5KSkrYvXs3u3btoqamBrfbTSAQwGq1YrPZiI6OJiEhgcTERPLy8ujUqRNJSUmkpKQQFxdHdHQ0ERERhzyV9eKLLzJ9+nSmTp3KBRdcAEBxqRtDoVkLRAcJ0CmrM/ePPR6bRcaHj4wuadz+yJUMys/BY3iRkFi3ZgN+FaIi7GzZspPhJ/Tn10NjdEMjIsxFz37ZGIrUuKyP8bsBzzBCfxwcCZWVlUyYMIHRo0fz0EMPiTcOQRBEyBIO7ZxzzgEgOjq66bLBg0OnX5YtW4bL5eKmm27a7zbdunXjySef3O8yq9W634fPY489dsR+h5oGH5KkIEm/XXnD0MDqCKNXvyH8+19/o0/+YNYunocaDBIIBEJldA7z9KKhg81iwe0LfeA3NDRQV1dHZWVlU1gqLi5mx44dlOzcyc6SEsrLy6mrq8PtdocKe1oshIWFERcXR1xcHOnp6QwfPpyUlBRSU1NJTk4mNjaW6OhowsPD22RG2fnnn8+ZZ55JUlLSb7vnmlHs06t7GH/BGEyyjEf3ICEx4vQhWCQzbj3UK2qVrCxfsJItBdWcOKYPM17/gh79c3E5TQQ1HakxMJlMJnSLSjAYxGRvzv1LcASX/bn00kvx+Xy8/fbbolilIAgiZAmHLysri9tvv73DP85AUEWSZJB++7FrGCDJVvoMGUROTg4z3/kftz3wNC6XCXcDBAIc/qQ3CSyKzA3XXY23ooDKqmpqamrQdb1pNlR0dDTR0dEkJyczaNAgUlJSSEtLIzk5uSlYRURE4HA4jli7RUZGEhkZeZB+ouYtEC1JOkFdZ0/fl4REwAg09UIpkkTZrio6dU0hPSeJ1PQkIpwW/vefmVRV1WFSFIJBlYHD+3PW2JFNwelQ928gHbGI9dBDD/HJJ5/w448/HiCQCs2hqipvvfUW69atY+DAgZxzzjmHVQi5tLSUN954g2AwiM1m49JLLyUqqnUTTwzDoKGhgfDGtQqfeuopzjrrLNLT08UTJ4iQJbSf8PBwevXq1eEf557Zjpp24DFWe3qrOmVks7WkAofTRG3Nrzpufnf/oXFdsnzgNWo1HTQkEpJTye6XSef0DFJTU4mPjycxMZGoqCjCw8OxHBWzx6QWhaxfn+Hd93tJkqhxV1FYUMpdN5zL/C/m0yWnMw6rmYuvO3P/dpclgvgbl+cxkJoRskI7aN8aUbNnz+aOO+5gypQpjBw5UrwptNJrr73GTz/9xOTJk9m5cyeapnHXXXcxZswYTjjhhKagVVtb+6uabaGJHb/+42PZsmV8+eWX3HLLLaGZmYeYXXigfdTV1eFyudi5cye33norzz77LJGRkfTt168pcP36MRmG0TTZR9O0dilyK4iQJQgd68CUIaiqaPpvQ5ashAa611Z7CQZVSou34naHApPazALkkgRejxe3u47I6PjQqbp9AoKmgdcX5Pbbb2dIj7Sjui2lfXqRjMNcIFqRFEqKS+kzrDcpkVHsLq2ma15XAgSQTL/JWFQ11FBdUQ31QarcDZgd8kHH6RlH4HThjh07mDRpEmeddRY333yzeKEdhpqaGjRN48QTTwRgyZIlfPLJJ6xduxaHw0GPHj144IEHaGhoIDU1ldtvv53PPv2UH378kbq6OrxeL48//jjJyclNYadHjx6ccsopAPj9fm655RZuv/12rFYr//73v3nggQd4/fXX2bBhA+Xl5aSmpvLwww9TV1fHHXfcQVVVFSNGjEBVVb777jvuvPNO7r33XpYtWULXLl2wWCzcfffdVFVVYTKZePjhh/F6PDz62GNYrVa2bt3KnXfe2VQHUBAOl6jiJnRI4XYTwWCAoNY4kqex58qQoLqykqLCAn6e+wMjTjkff301K5ctYce2AgwpdH2TJXR0m22hlKEZe/ehGyCbYcm8L3nhiTswZKmpZ6xpAzw+H4rhOybaMxSwtMPegnqA5K4JnPu3UVTrNVx47XiGntyNgB5ANzSMfTZN1zCsOpffOonLbxiHblHRDPV399+eIUtVVc4//3xiYmJ4/fXXxYvsMF199dXYbDaGDRvG559/Tv/+/Rk5ciTXXnMNQ4YM4cknn8Rut3PnnXeycOFC5syZw47iYoqKinj88cdJT0/fr/Cr3W5n9uzZXHnlldx1113U1dWxatUqAoEAuq6zYsUKDMNgyeLFhIWF8dxzz7F8+XI2bdrEyy+/TEREBK+88gqjRo3i1FNPJT8/n/vuu4+YmBh+/vlngsEgL7zwAna7nRdffJHMzEyefvppfD4fPy1YwPXXX8/ZZ5/Nyy+/LJ5cQYQs4djmcliRDT9uf+hc3p4h02YbLJv3GY/ceS0JaVl069+X3G49+fazGbiiY0GCYDDAmuVLqawo5+cfvqW6thaTGRQzyKbQ/5oO3foNJyoiClXbu/89W1ADn99DrOtYWWDW2K8363A2STFACoUixSSBdLDrasiKhMNpwRFmQVE4xL61Q85+PBz/+te/+OWXX5g5c2arx/oI+7xGXS5ef/11HnzwQf71r39RWFhIeFgYrogIFEVh48aNbN++nddee41OnToRExODruuMGzeOqKgoRo4cyY4dO5r2FwwG6datG1dddRUXXHABFosFs9mMyWTCarXicDgwDIOwsDBOOukkoqOjSU1Npaqqis2bNzN69GjCw8PJy8vD4XBgNpmIjIxsGkOp6zrr1q1j/PjxOBwOxo4dy44dO/D5fPTv35/09HRycnLw+XziyRXajDhdKHRIToedSJtKZZ0HZ1x40ylDjxuGnHIhA048F4fTRn09XHfv6yApKIqEqoGmaXz9wX8ZNOo0Vi/5HqsrHl2Npaa6DkmSMAyDiOg4TJKEJMnoeuj04Z6zWLIMtW4VWfcQG5F8DPVkqY29RYe9s6Yo1JwKHVozz1DqHLqCfGvNmDGDp59+mqlTpx6xKvLHuqVLl5Kamkq/fv2Ijo7G7/ejahrFxcVomkanTp2Ij4/nX//6Fw0NDTidTr779lu+njuXSZMm8cMPPzSVmIHQCgaRkZH07dsXCPU8+v1+duzYQU1NDVu3bsVkMhEMBvF4PABNBZPT0tL48ccfGTJkCIWFhcTGxlJbW0tZWRkJCQn4AwFkWaZTp0589dVX9O/fny+//JLMzEwURcHduL9AIHDESogIoidLEP4witlKl3gbJaUVoQ9zPfSBbmggySasVhvBAOgaSJIJCQktGPqM9tbXE1BVcvsMIiGpK506Z7F+xRIWzvuCRfO/ZOG8z9lesAlFsSDJyv77N0CRYHtpNUkuCAtzHjNt2lY9We27tb0NGzbw17/+lSuvvJK//vWv4sXVRlatWsXVV1/NZZddxrnnnkteXh5jxozhjTfeYN68edx8882sW7eOq666ittvv526ujocTielpaXccMMNlJaWcvXVVzftLyoqii5duuztATCZmDx5MnfffTcfzZrVtH5lRkZGU09kdnY2VquVq6++mqKiIi6//HK++eYb4uLiyB8wgH/9619UVlbSvXt3ZFnm+uuvp7i4mL9fdRVFRUVcd911mM3mprAXERFBTk6OeHKFNiMZhlEJRIumENpDSaWHRRvLOeu4zi2+7a6dJbw6u5i+PQfgsMjN6jWx2GDxd59SUesmf+AQvv7oLc674nZMFjlULLNx8pphwM6tW/jvc//m6rteJjwsbO8AexnmLFnFxHwLvbvlhLq5jmKbCpaxW/mejM7dUHW1wz5OWZbZtH413SLPJyUpvU326Xa7GTRoEFarlZ9++umQM9aElvF4PBiGgdPp3O8ys9ncNEuvvLyciIgILBYLDz7wAA6nkyuvvLLZpU3cbvd++//NHw+NswMhNBh/3xIm9XV1hDXWoNv3etXV1U1Bbd/LBaGNVYnThUKHFRsTRU7CDjYU7SQ/N5VAM3rxAwFI6NydDFcMkh6k77DxaLqE6t3/RJSiQEDVyR95Bu76WpxhYWgGmE2wZWctMZZauqZ2P+oD1t5eLKOx4rregR9j099+bbbPq666im3btrFixQoRsNrBgYLSry+Li4tr+nrQ4MHIstyi2nG/F7CA/QLSr2vEhbtcB7zevmPyRMAS2pMIWULHPTgtdo7LS2Ddd4WU1iQQHWZGPcSQIk2HuLQuoXFDBmTGxBIMHPh68Z2zSc3KJuAPLQotS+D2Q2HRJiblR+IIcx0jLdmyOll/ZMhqy4Hvzz//PNOmTePjjz8mMzNTvKA6gD3lHgRBhCxB+KOjgSSRmJjI0K6lfL9+HSP69w59EB/ic1jfp8fr90KZHoR9x7iaFFixvpDucR5yumQhK8fGy8PAwJACQABktQM/UrnxcR5+0Fq4cCHXXXcdd911F6effrp4MQmCIEKWIPya2WpnYI8MikpXs2hdIQO7ZaDrzZvV1hIWM6wtqsDk3crxwzKxh0UcM21oNTvYvdVN+fYVHTsMGgayYcYcc3in9SorK5k4cSInn3QS99xzj3gRCYIgQpYgHIwrKo5xg7vy/pzNLNuk0CuzU5ssAg2hE2kmE2zYUUnd7hWce1wScQnJx9Q4jShXMtlh51LfUN+hfy/DMIiOjibMeXgB9+KLLyYQCPDmW28hy2ICtSAIImQJwkHJskxCchpnDlX55Kf1LFrjo0dWFg6LRPAwyj4pciioLd9cDLVrOXtgIhldumA2W46p9gsPD6N7zzwMw+jYD9QASZYOaz3IBx54gM8++4w5c+aQkJAgXjyCIIiQJQiHPFBNJlLS0jlrmMwPSzezZEUFaZ27kRoXiQyoOs0eyqPIIMlQXutlc8FG0mw7OXloJzpndMVqsx+TIfXPMLPuiy++4K677uLpp59mxIgR4kUjCMIfTtTJEtrV4dTJOhBN06iqKGXNhi0s2NRAnZRMcnIGcVER2MyhoKUb+4/ZkqS9W1CF6gYPJbt2gHsbAzopDOiZSWxC8mH1oAh/rG3bttGrVy/Gjx/P9OnTRYMIgtARVImQJRxVIQtCY3c87gZKdxWzZksJa3cGqFFdmBxxuFwxOGw2rJa9PTeqGsTt9VHfUIO3vhynVEVOvETvzCRS0zoRFh4hxu4cxYLBICNGjKCyspIlS5bgcrlEowiC0CFCljhdKBx1JEnCGRZO5y7ZxCUk0buinJLdZewoK6Ssbgv15RKVuoJuhAa2mxUdp0kjK0whLddBamJnYuLiCQ+PxGQWL4Gj3f/93/+xdOlSli5dKgKWIAgdiviEEY5aiqIQ7orEGeYiITmN7j4PPq8Hr9dDMBBE13UkScJkMmF3OLDZQ5vFYkVRlD9NOwVUL1t2zccwtA5dwd4wdCwmJ5mJQ5Hl5j0/b7/9Nk8//TRvv/02PXv2FC8KQRBEyBKEtiTLMjabDZvNRkRkNIZh7DeTTpKkP/XSGaWVBVR5ttI1aRAagY77PGJi/fZ5xDqziY5IPOT1165dy8UXX8y1117LBRdcIF4IgiCIkCUI7e3PHqp+zePxEuaIJc6VThB/B34zMlNoXonX44FDlMqqr69n4sSJ9OvXjyeeeEI8yYIgiJAlCMIfwDDQDRWNQIfuyZIwMAy9WesXXnnllezcuZMvv/xSzAoVBEGELEEQ/tD4chQsEL3n8f1+L+Rzzz3H9OnT+eKLL0hPTxdPryAIHZaYty4IfxoGeyu2Ggf5eXOud6DbtPYy4xDX2d9PP/3EP/7xD+677z7Gjh0rnlJBEDo00ZMlCH+GeGUY6OjohrFPuJEOEHqkg3z9eyFLQtrvWofa968vC91Sl4zfPVVYUVHBxIkTGTduHHfddZd4UgVBECFLEIQOELLQm04Z7h9yDhSaaEa42v82xu/up3mX6b9zKtMwDC666CIApk6dKp5QQRBEyBKEP4LHH8TjV9EbP7/tZoUwu/lPPuPQwEDr4GOyNDjI47vvvvv46quvWLBgAXFxceIgFwRBhCxBOBK8/iCbSuooLHVT61bRDAlFUUInogwDTTcwyQZhNpmkaDu5qS6iwm1/wpilHzTEdAwHfmyfffYZ99xzD8899xzHHXecOOAFQRAhSxDaW02Dn/nryiip8BMd4SQlNppu6XbsVgWTHCpubgC6Dr6gTlW9j+LyBlYX7STKKXNcXiwpsWF/koC191/Hfoz727p1K+eddx6TJ0/m2muvFQe9IAgiZAlCe/tx1U5WFDaQmxbLyfmp2G0Sug6aBoYBQW3/65sVmeRoB2lxDoJqPNtK6/h44W6So0yMHZCK9Zhfw1A/jBIOBxq0fqCf/d71mnMv+/e0BQIBzj//fNLT03nhhRfEQS8IgghZgtCe3N4A7y/YjqLYOX1wJnarjD8IvmYUMtd1CKqhr7skukiPd7F4UxmvfrWFs4ekkBwbfsy2W+vqZBmYJBM2bOjoeAxv4+USVslCgAC6YWCXbMhIjT8/vJBlALIUqixz8803s3LlSlauXInT6RQHvyAIImQJQnuprvcyY+52uqYk0CM9MhSuWlnAPBAM/T8kN54dFeG8N387pw5IIDMl8piNWbRwTJYiyZQUFzNn9i8oNgeTzj8FDQ0LJn75aQnZvTKJDYvgg5kf4fZLXHjhqQSMw6korwMGLpeL6dPfbSo6mpubKw5+QRCOSqIYqXBUqPf4efvHbeSlp5LXKRK3HzQddOPwNncAEqPtHN+vC58uLmN7ae1R3U61tQd6/FJjZayW/5M1mc1rN/LgnS/iCQRxYGP9mjXc9Pf7cXv9mFCoq65l2mufoGKAZND6fzpOp4MFC+bz18mTuf766znvvPPEwS8IgghZgtBedF3j/XnbyEpLISPRiTcQGnelt8FmGOAPgsthZljPdGb9sot6t++obKddu3bRr18/Ro0axbRp0ygvLwfA4XAQGpOlNZ0ybM6mGkHSOqdy5Y1/wSpp7C6tQNeDvPrMO2wrLsfjDaASZNSY4/jL5HHI6OiG3qL72HdTkCjdXcXFF1/GoMGDmTJlijj4BUEQIUsQ2tP3K3ZiMrvIS3Xh9YfGVrX15g9AnMtCZmoSn/xSfFS2U1JSEs888wwmk4mLLrqIvn37ctWVf+err75qrBGmYxhaCzYdHx4cLjtmu4W6Oi+ffzGb3kP60ykljorSCmQMli/eyPAxA9AItHD/+29mZL7/fCW6KvPOO29jNpvFwS8IwlFNjMkSOrTy6npWFXk4ZWA2nsYerPbiDUBuagRf7qpmTUEZPbrEd+i20XWd0tJStm/fzrp161i9ejWFhYWUlpZitVopKSnh5Vde4lJpEv1OHteqEg46OhabFZfdyepfVuJxu7n4irN47fGpuL0e1mzcQGR8NKnJsfj0wOG1Pz5OPL0H5596FWlpaeLgFwRBhCxBaE8/ri4jMzURiyIRUNv//lQNendNZO7aAvI6R6MoHeMlUllZSVFRERs3bmT16tWsXr2ajRs3snv3bnw+H06nk7S0NHr27Mn48eN59dVXURSFl196lVFj+lHsm4veiorvOgZmk4LTBu+88RnPv/Vvwm0WIuPCWfD9crz9unLC2CH4Df9h1+DS0HA47aTHdhYHviAIImQJQrsGi5p6iitVThoQgT/IESmjqWuQGGVjpWRnw/Yqumcc2d6suro6iouL2bRpE6tWrWLVqlWsX7+enTt30tDQgM1mIykpiaysLCZOnEjv3r3Jzc0lLS2N6OhoqqqqGDduHGFhYcyaNYsRI0awqXAZmrxnZmEL62QZErKkgMnghLHDye2cioaGM8zJ0p9Wc8PN52Myg6rrWGQzGhoSMjLg14MtLOggoes6gT1TPwVBEETIEoT2sWZbFbFREZiUvSUXjgRVh86Jsawo2EX3jDgOp/bTwbjdbnbu3MmWLVtYvXo1a9asYe3atWzfvp26ujoURSEhIYGuXbty8skn06tXL/Ly8sjIyCAuLg5ZPvBwyoKCAhISEnj77bfp2rVrKCcZe+YWtqYYqYRPC3LOJWdy0oTRNBgNmCSF0yaeSM/hvQgLU/DrKpqmsWZdAdHx0bhr61A1iaycNDRDa36eQ6JjL/sjCIIgQpZwLDA0tpf7SEqIR1V/fyyWQWgJHYsFTCbwuEO5yOEAvx/UYOjnzRUIQlKUk4JiDa/Xh91ub/WvEQgE2L17N4WFhaxZs4ZVq1axdu1aCgoKqKqqQtd14uLiyMjIID8/n8suu4y8vDwyMzNJSEjAYrG06P7y8/P5+OOPD9JKe7bm0w0DJJhw0SloqGi6imaoTLxkLAY6Xt2PLMnIGkx7/gP6jxiAFPSy4JfNPPnijWhGS87xduRFfwRBEETIEo4RXp+fej9kO2wEtd8PWZIMasDH8oU/U15ZxZhTJxD0Bvhg1gx6DhhNWloqagvHc1ktMrJiobTaTXozQpamaU2D0NeuXcuaNWtYvXo1mzdvpqKigkAgQFRUFJ06daJbt26cddZZ5OXlkZ2dTUpKymEFueYGGB0NHa1Vtw7o+4+52vd7HQOTVcLT4KNzdgqeyjK6ZqeiNN5nc0kH+EoQBEGELEFoY1V1XlRdwWyS0A5xBknSQTek0EDvx+4gKS2biqL1vP3fZ7kkIon0jNQWn240DLBZrNR5fxsSKioqKCoqYsOGDU2D0Ddt2kRpael+g9BzcnK4/PLL6d69O9nZ2aSmphIREXHE21JC2q8eVesi2sG/N0sWNq7eiG4y079/Jg/+62tOOudEggRadH/idKEgCCJkCcIRUO8JhE5DSaAZhw5EsmJlyPEjGH3SOF595l5uuO0x3vpsMcGAgcfTulBhs5hZvHQFhas9LF+xktWrV+83CN1ut5OUlER2djbnnnsuPXr0IC8vr2kQekditHpM1qHJwMY1RZx41nA0w0NFjY/YuEhUgq0IWeKEoSAIImQJQrsKqhqSJDdVZm9OKvJ6Ia/XABYsWkhaly6hsVxIraqtZQCKLHHjddcSqCkiKTmFLl26cMopp9CjRw+6detGRkYG8fHxjYU+O7r2C1le3cPIMwZisZoJoHHX0xdjd1gJ6mqL21yMyhIEQYQsQWhnEga6oaNroYrsv3tdCZBA08Dn81FfU0llRT2xseForZyVqKngV+Ghx5/ktOE9SEpOafEg9I4VsXQMVIxWjsk6VDiyOUwYhoFhGDjDLOi61uK4pLdiYL4gCIIIWYLQQhaTRDCoohqHrvKu6Tomk8GaZauITc4kISaGjetXQ1YGDlcCiiIjy42nFWUw9NDi0r/X/6Qb4PMH6N+nF53Tj4XimAagNW5tb98grOnaYTxGQRCEY4dYu1DokFx2M2rQT0ANBR7tIJtigYJ1i7n+4nFs21bEwJHD6d6rP++8+gjVtR4Uc2jgfGV5BQ0NHoq3b6emrj7U8/U7+9UN8Pp82JRjpTBm6xduPtKbIAjCsUL0ZAkdUrjThlkKUOdViXCYDjouKxCApIweXPWvx8jI6oXbA+dffS91tbUkd0pH1UAxaXz1wStEJ6RTvnMz8ek9GXfm2Xi9B96nBPhUCATcxEbEHRPtuXfdQqNDP8q9z4AgCIIIWYLQLux2G7FOnfKaeiIdUQcdl6UDFpuT7O69CQYh4AdHeBRhEVEEGzuhTIpCTUU5PQePwarIxKZmEgwefKyXIkNlnR+L5CMmwnmMtOjh1ck6klFQEARBhCxBaEeyyUx2spNvN5bRNSkK43fOImmEBr3voe5zhk8xwc7CAjTZQnpmDxb/+Bm9ho0nGOCg+5QV2La7gs4xyhEoEnpkSDKYkEOD0jooBRlJDoUtQRAEEbIEof1iFlmdYvl+zRZKawLEhFsOWZT0gAzwBYIMH3MeuqaT2rUbJrMVVT/wgHpJgnqfQVXFTk4fGY2kmI/+lpRNVJSXoalaB+8pMqivrUOOFG9LgiCIkCUI7SrCFUG/zhYWFhYxtHdW8+pl/YoegITOOSTJoKowfOw5qEEOGtjMCmwoKKVLlI/UxPZZHPqIt2NYIuGFw6kuqUXqwHNddHTiYhJw2sPFwS8IgghZgtCeFLOV/jnJrNi2iYJdiaQnhBNUW74fbZ/baL7fuT8ZKuqCVJZt4fRRiVgdYcdEO0ZGRDGgzyhUVevwj9VsNuN0OsTBLwiCCFmC0N6iYuI4sWcZMxatJip8ME6L3LrThocgSRDUYfn69YzoIpOWmoIkHRsVTsxmM5FREeJgEgRBOMJEnSyhQ1NMZvKyMhiarrJ49Wp8KiDRtNxOW2xG4yth6foCuoSVMbhXVyw20ZsiCIIgiJAlHOPsYRGM6J9D79gKFq1ehSdgIMmhcVWHuxmEio8uWVdAtL6Z8YO74oqKFY0uCIIgiJAlHPskICI6npMH59E3towlKxexs8qDooDR2l4tQFGg1qvy88rVxLOJM4Z2JT4pFUVRRKMLgiAIh02MyRLalWEYaPrhlw2QZYnouEROGKIQtWoDczbNY6crm8zOnQizKaFeKf3QFZZkKRSu/CpsKt5N9a71DOqkclyfPOISUzCZxEtCEARBaKNOAsMwKoFo0RRCe/D4Vd6fV0h0uJXO8WFEhVlx2EzYzDJmU6jHSJElFLl5pRIMw6Chvo7t2wr4ae1ONtU4cUalkxiXgMthx2w6eNEFVYMGb4CyqgpqKopIslYytFssWZldiYiMQZZFx64gCILQZqpEyBLaXVDV2VBcQ1mNl3qvSiCohRZ91iGgagzOjSMvLbJF+wwEAtRUlVO0vZg12yrZXiPjIQKLPRqLzYnFbKWxfDia6sfrdRPw1mDWqkkOD9I9zUVmRioxcYnYbHbxJAmCIAgiZAnHjj2nEWVJQmplzU+/34+7vobKigpKK6ooq/ZQ7VHxBvSmiu5Ws0Skw0RshJ3E2EhiY2IJj4jCZrcjSWIxYkEQBEGELEE4eGDTNILBIAG/j2DAj6oGMXQDSZKQFQWL1YrFEtoUMe5KEARBOAIhS3zaCMcERVFQFAWbzSYaQxAEQegQxEhfQRAEQRCEdmACqhv/V0VzHJATsIpmEARBEDowDahr7zsxGge7GobRNKZVkiRDNP+B89X/DwDHlQcEj4hmMgAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Leeralgoritme voor het trainingsproces\n",
    "\n",
    "![percep_small.png](attachment:percep_small.png)\n",
    "\n",
    "* de trainingset bestaat uit $s$ koppels $(\\mathbf{x}_1,d_1),\\dots,(\\mathbf{x}_s,d_s)$ waarbij $d_i$ telkens de verwachte waarde aangeeft\n",
    "\n",
    "Algoritme:\n",
    "* __Stap 1__: stel alle gewichten in $\\mathbf{w}$ op 0: $w_i = 0$ (of random instellen mag ook)  \n",
    "* __Stap 2__: voor elk koppel $(\\mathbf{x}_j,d_j)$ uit de trainingset     _(= 1 epoch)_\n",
    "  * maak een voorspelling: $y_j = f(\\mathbf{w} \\cdot \\mathbf{x}_j)$\n",
    "  * update alle gewichten $w_i$ in $\\mathbf{w}$ als volgt: $w_i = w_i + \\alpha\\cdot(d_j - y_j) x_{j,i} $\n",
    "* __Stap 3__: herhaal stap 2 tot de gemiddelde $(d_j - y_j)$ erg klein is geworden\n"
   ]
  },
  {
   "attachments": {
    "leereffect.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Grafische voorstelling\n",
    "\n",
    "![leereffect.png](attachment:leereffect.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Belangrijke eigenschappen (1)\n",
    "\n",
    "* Model = lineaire classificatie\n",
    "\n",
    "* Daarnet algoritme voor _offline learning_ (trainingsdata wordt in batch aangeboden), maar kan ook gebruikt worden voor _online learning_ (aanbieden van 1 data-instantie leidt tot aanpassing model: geheugenvriendelijk; kan ook gebruikt worden in context waar er uit elke voorspelling opnieuw moet worden geleerd)\n",
    "\n",
    "* Men kan bewijzen: gewichten convergeren indien data lineair scheidbaar is\n",
    "\n",
    "* Hyperparameter: __learning rate &alpha;__ met $0 < \\alpha <= 1$. \n",
    "   * Te klein kiezen: zeer trage convergentie.\n",
    "   * Te hoog: oscillatie bij niet-lineair scheidbare data.\n",
    "\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "xor_cantchoo.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Belangrijke eigenschappen (2)\n",
    "\n",
    "* Er bestaan problemen waar het perceptron überhaupt geen antwoord op heeft bv. het __XOR-problem__\n",
    "\n",
    "![xor_cantchoo.png](attachment:xor_cantchoo.png)\n",
    "\n",
    "* Indien er meerdere oplossingen zijn, kiest het perceptron _lukraak een oplossing_\n",
    "\n",
    "* Bestaat perceptron voor regressie? Eigenlijk wel, wanneer de activatiefunctie wordt vervangen door $f(z) = z$\n"
   ]
  },
  {
   "attachments": {
    "mlp.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 3. Multi-Layer Perceptron (MLP)\n",
    "\n",
    "* Een netwerk bestaande uit minstens 3 lagen van nodes (1 input, minstens 1 hidden en 1 output layer)\n",
    "* node = &plusmn; perceptron - typische activatiefunctie sigmoidaal ($f(z) = \\tanh(z)$ of $f(z) = (1+e^{-z})^{-1}$)\n",
    "* _Feedforward network_: voorspelling maken van links naar rechts\n",
    "* Trainingsfase: updaten van gewichten van rechts naar links a.d.h.v. __backpropagation__\n",
    "\n",
    "![mlp.png](attachment:mlp.png)"
   ]
  },
  {
   "attachments": {
    "gradient-descent-2d-diagram-2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Backpropagation\n",
    "\n",
    "* _The backward propagation of errors_\n",
    "* Idee: ook hier gewichten aanpassen zodanig dat ze de fout op de verwachte output compenseren\n",
    "* __Gradient descent__ methode: \n",
    "$\\Delta w_{ji} = - \\eta \\frac{\\partial E}{\\partial w_{ji}}$\n",
    "\n",
    "![gradient-descent-2d-diagram-2.png](attachment:gradient-descent-2d-diagram-2.png)\n",
    "\n",
    "* Kan een lokaal minimum zijn, maar geen globaal &hellip;"
   ]
  },
  {
   "attachments": {
    "lippman.gif": {
     "image/gif": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Decision boundary\n",
    "\n",
    "opmerking: in deze figuur wordt de input layer niet meegeteld\n",
    "![lippman.gif](attachment:lippman.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### MLPs in scikit ([docs](https://scikit-learn.org/stable/modules/neural_networks_supervised.html))\n",
    "\n",
    "Klassen __MLPClassifier__ en __MLPRegressor__\n",
    "\n",
    "* instelling *solver*: het algoritme dat gebruikt wordt tijdens de backpropagation (l-bfgs, adam, sgd)\n",
    "* instelling *hidden_layer_sizes*: het aantal hidden layers en nodes per hidden layer\n",
    "* de default activatiefunctie is $tanh$ bij binaire classificatie, $softmax$ bij multi-class classificatie, identieke functie bij regressie\n",
    "* instelling *activation*: de activatiefunctie (relu, tanh, ...)\n",
    "* ook de errorfunctie wordt aangepast naargelang de probleemstelling\n",
    "* instelling *learning_rate* en *learning_rate_init* (kan ook automatisch afnemen)\n",
    "* instelling *max_iter*\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_2d_separator(classifier, X, fill=True, ax=None, eps=None, alpha=.3):\n",
    "    if eps is None:\n",
    "        eps = X.std() / 2.\n",
    "    x_min, x_max = X[:, 0].min() - eps, X[:, 0].max() + eps\n",
    "    y_min, y_max = X[:, 1].min() - eps, X[:, 1].max() + eps\n",
    "    xx = np.linspace(x_min, x_max, 1000)\n",
    "    yy = np.linspace(y_min, y_max, 1000)\n",
    "\n",
    "    X1, X2 = np.meshgrid(xx, yy)\n",
    "    X_grid = np.c_[X1.ravel(), X2.ravel()]\n",
    "    try:\n",
    "        decision_values = classifier.decision_function(X_grid)\n",
    "        levels = [0]\n",
    "        fill_levels = [decision_values.min(), 0, decision_values.max()]\n",
    "    except AttributeError:\n",
    "        # no decision_function\n",
    "        decision_values = classifier.predict_proba(X_grid)[:, 1]\n",
    "        levels = [.5]\n",
    "        fill_levels = [0, .5, 1]\n",
    "\n",
    "    if ax is None:\n",
    "        ax = plt.gca()\n",
    "    if fill:\n",
    "        ax.contourf(X1, X2, decision_values.reshape(X1.shape),\n",
    "                    levels=fill_levels, colors=['blue', 'red'], alpha=alpha)\n",
    "    else:\n",
    "        ax.contour(X1, X2, decision_values.reshape(X1.shape), levels=levels,\n",
    "                   colors=\"black\", alpha=alpha)\n",
    "    ax.set_xlim(x_min, x_max)\n",
    "    ax.set_ylim(y_min, y_max)\n",
    "    ax.set_xticks(())\n",
    "    ax.set_yticks(())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Demo parameter-tuning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "from matplotlib.colors import ListedColormap\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "X, y = make_moons(n_samples=100, noise=0.25, random_state=3)\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, random_state=42)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18cd658e430>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# default = 100 hidden nodes and activation='relu'\n",
    "mlp = MLPClassifier(solver='lbfgs', random_state=0).fit(X_train, y_train)\n",
    "\n",
    "plot_2d_separator(mlp, X_train) # huplfunctie verborgen in deze notebook\n",
    "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, \n",
    "            cmap=ListedColormap(['#0000aa', '#ff2020']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:541: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "  self.n_iter_ = _check_optimize_result(\"lbfgs\", opt_res, self.max_iter)\n"
     ]
    }
   ],
   "source": [
    "# 10 nodes in 1 hidden layer ...\n",
    "\n",
    "mlp = MLPClassifier(solver='lbfgs', random_state=0, \n",
    "                    hidden_layer_sizes=[10]).fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18cd1e90940>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 10 nodes in 1 hidden layer ...\n",
    "# ... resulteren in een decision boundary van 10 lijnsegmenten\n",
    "\n",
    "mlp = MLPClassifier(solver='lbfgs', random_state=0, hidden_layer_sizes=[10],\n",
    "                    max_iter=300).fit(X_train, y_train)\n",
    "\n",
    "plot_2d_separator(mlp, X_train) # huplfunctie verborgen in deze notebook\n",
    "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=ListedColormap(['#0000aa', '#ff2020']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18cd1ee8160>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# laat ons een 2de laag toevoegen ...\n",
    "\n",
    "mlp = MLPClassifier(solver='lbfgs', random_state=0, \n",
    "                    hidden_layer_sizes=[10,10]).fit(X_train, y_train)\n",
    "\n",
    "plot_2d_separator(mlp, X_train) # huplfunctie verborgen in deze notebook\n",
    "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=ListedColormap(['#0000aa', '#ff2020']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18cd1f2bb50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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i9S9kZwNTp3Z4LtF3oP10QXV1I/70p6+Qn3+yJVBKSHDimmsG4cYbh8Lh8DORbiG33TYCyckxeP/9/aiubs3mjByZiu9+d3zEsxdEwWJWwDMGAxY1f/4ArFx52OvjiqJi0aKBmp6zvLzOZ3oZEMVpwfDYgGjnTqDWzzLJvDxgyhR4qohzBwQAUFfXjEcfXYuioqp2/4aamia8++5enDlTjR/+cCIkf5V1FiFJEq69dhAWLszBgQPnUF/vQlZWEtLTEyM9NKKQMSvQEacJLCorqwu+851xANDujta9ZOyWW4Zh1Kg0Tc+Zmhrvc0kaoHETnWPHANnPS7isDKir83lIz4IV+PTTIzh5stJrMJOXdwIHD5YHO1LTcjpljByZhokTezEQINNj0aB3DAYs7KqrBuDXv56FSZMyEB8fhdjYKIwZk4ann56OJUuGa36+OXOyfWYGJAm48sr+QT9/h50MA71L93Gc+8Lw6adHfBZcyrIU8X0CiCh4nB7wjdMEFjd0aA8MHdpDl3ONHi3uID2tZJBlCenpCbjqquCDgQ4GDQI2bfL+uCQBGRlAnP9sxLmzNT4fVxQVpaW+jyEiY2NWwDtmBkgzsizhZz+7DIsWDYTT2frSkiRg0qQM/PrXsxEfr+Ha9FGjgJQU71MFqgrMnu33aXJzgaRY38fIsoTk5JjOj7GN48crsHbtCWzaVNyuKI+IwotZAf+YGSBNOZ0O3HPPGCxZMhz79p2Dy6Vg4MBu6N5dm1oBMVXwn3k/hwO4/37g5ZeBmprWFQWyLFYUXHEFMGFCQM97z1UO/OafLnib5VAUFZdf3ieoMZ86VYUXXyxoV3PgdMqYP38A7rhjFKKiGJMThRuzAr4xGKCwSEhwYuLEXuE/UUYG8MQTwLZtwFdfiWWGGRnAtGliWWGAfrg4Cn/8xIXKOuDS9guyLGHw4G4YN67z/56yslo88kgeamrat+5talKwYkUhKioa8NBDkzr9vEQUGBYNBobBABlabW0T1qw5jrVrj6OysgHp6Ym4cYALzYqMKZP/UxgYHw/MmiW+gtSrm4Qtv43GoqebcPisCklqTTTk5vbCj36UG1SfgQ8/PICamiaPhZWqCuTnn8S11w7CgAFdgx47EXnG6YHAMRggwzp3rhaPProOZ8/WtHwwnz9fh927gRVfSVg/Lhqx0dqt+x+cKeOv90RjzykVBdHD4HDIGDOmJ3r1Cm5JnaqqyMs77nOFhcMhIS/vBIMBojBhViAwDAbIsF54YSvKymo9Nhf84oSKJ/7ajN/eqe1mOZMmSZAKJKTlht6QqbHRhfp63+2MFUUNuhETEXnHrEDnsHKJDOnIkQs4cOC8z9bGr6x0oaZe2/0V3LS4kERHOxAX5zvelmVJ20ZMFnL+fB0+/fQoli07hJ07z/jtbknk5n7/MisQOGYGyJD27ClrN2/vSX0T8PUxFVOGatsi2NO+BcGQJAlXXJGNlSsPe/0gc7lUzJ7dN+hzWFFTkwuvv74Tq1cfg6q2Lg5JTY3HQw9NwrBh+vTNIHNjINA5zAyQIQW6B0C4tgrQ6kJy/fWD0aVLtNc2zXPnZiM7O0Wbk1nESy9tbwkEgNapoXPnavHkk/k4duxixMZGxsfpgeAwGCBDGjEi1WdWAABiY6PQdD68GweFemHp3j0OL7wwByNGpLb7fkyMAzfdNBTf/e74kJ7fao4fr8D69UUe/+9VVWRS3n9/v/4DI1NhVqDzOE1AhtS/fwqGDevhtW5AkoAFCwYg1nkibGNou6thKNLTE/DsszNRUlKF48crEB3twPDhqX7rCYxIVVXs23cOe/eeg6qqGDEiFcOG9dBsN8f8/JM+t8FWFBVbtpxCQ0MzYmLM9/Oj8GJWIHh8N5FhPfzwZDz++DqUlFS31A+4PyjGjUvHN785HNh5AgUF4bsTEAFBaLUDbhkZScjISNJgVJFx5kwNnntuE44fr2iZ9lAUFf36JeOxx6YiPT0h5HNUVTX4nfpRFBW1tQwGqD0WDYaG0wRkWN27x+HFF+fiO98Zh0GDuqNXrwSMHp2Gn/3sMjzxxDQ4nQ5NPqQDYfc7jpqaJjz22FqcPFkJQHwgu+/eT56sxKOPru3QZTEYaWkJUP3MD8XEOJCYGB3yuch6GAgEj6E1GVpsbBTmzx+A+fMHRGwMWk0XmNmaNcdw/nydx7l8RVFRXl6HNWuO4ZprBoV0ntmz++Jvf9vj9XFZljBnTr92G2ER2T1Y1wLfUWQJenxYa3nBcblUbNtWgtde24GXX/4Cn356FHV1zZo9v9bWrTvps6BTVYF160Kv3+jRIx5Llgz3+JgsS0hJicFNNw0N+TxkPcwKhIaZATK90tzFYb8z0Kr3AACcOVONp5/egJKS6pb9Dj777Bjefvtr/PSnUzB2bE8thqypQLZcrqrSZlvmm24aiuTkWLz33j6cP18HoHUb7LvvHsMmTdQONyLSBoMBogBpMV3Q0ODCE0/k49w58SHnarNFYl1dM559diP+8Ie56NOnS2gn0ljv3okoK6v1WuUvyxJ699amOFKSJFx1VX/MnZuNo0cvoKHBhd69k9C1a6wmz0/WwekB7XCagCyhNHexbvP6oVyANm4swtmznj9U3evoly8/FMrwwuKqqwb4bAesKCquukrbug6HQ8LAgd0wYkSq5oFAVVUj1q8/idWrj6GwsNxv0SIZF7MC2mBmgKgTQp0u2LLllM82y4qiYtOmYnz/+xNCHKl2Dh++gKNHLyIjIxElJdUdHpckIDc3A5MmZURgdJ3T3Kzg7bd3YdWqI2huVlq+369fMh58MJfdIE2EWQFtMRggSwlnzwG3UKYLGhqa/XZWbGz0vdOhXiorG/CrX23Bnj1lkGWpZf1/22AmMTEaixfn4MYbh3ptuWwkL7/8BdauPdHh/8C9PPL3v5+LjIzgtqwm/TEroB1OE5Bl6NVzwC2YO5N+/ZJ9fmhKEpCVFfl6AZdLxdNPb8C+fecAiIxF2/oGp1PG449PxTvvLMattw5HVJTxLyXHj1cgL69jIACIf199vQsffMBWx2bAokHtGf8dTJpqaGjGxo1FWLXqMLZvL2mXKqXAuS9EnQ0Irryyv8+5d1UFFi3KCWVomtix4zQOH77gtbZBUVQUFJQYfr1/bW0TVqwoxMMP5+Hxx9f5PFZRVOTnn+R7wuA4PRAenCawCVVVsWLFYfztb3varWePi4vCxIm9MHlyb0yalAGn0xHBUYZOFBLqc9cQzHRBZmYX3H77SLzzzu6WrXnd3HPvs2b103Scwdi4sdjnHgEul4r160/iBz8wTm3DpU6frsZjj61DebnnZkmeNDcrqKtrRlISOxwaGbMC2mMwYBPLlxfizTe/7vD9urpmrF9fhPXri5CY6MT3vjcBU6dmRmCE5hTM3gU33DAEvXsnYenSAzh0qBwAkJoaj6uvHohFi3Jaeg9EUk1Nk88MBiCWSSqKashaAUVR8cwzG3HhQn3AgQAAREc7EB/Py6JRMSsQPnzV20B9fbPPFq9u1dVNeOGFLXj66ekYOzZdh5GFjx6FhG11dnXB5Mm9MXlyb9TWNsHlUpGY6NRs5z8tZGQk+swMAEBaWrwhAwEA+PrrsygururU35FlCVdc0Q8Oh7GnPuyOWYHw4KveBrZvP436+sAr1P/yF/+Bg5HpXUgYbP0AAMTHO5GUFG2oQAAA5s3zXdsgSYjofhH+7N59tlMZFlmWkJQUjW98Y0gYR0WhYNFgeDEYsIGKCv/bwrqpqlhXfuZMTXgHpQM9Nxey2kUqMzMJt9wyzONjsiwhJ6erIQodvelsD6FRo9Lwm9/MRo8e8eEZEIWE0wPhx2kCEzh9uhrLlxdi/fqTqK9vRu/eSViwYADmzMkOqJq7R4+4Tl8cRS/60PenjxQ99iu4VDD1A0Z2663D0LNnAj74YH9Ls6G4uCjMm9cfS5YMR0yMcS8fw4b1wIcfHvB5TGKiEw88MBH9+iUjPZ29BYzOagG30Rj33UwAgP37z+Gpp9ajqUlpSdueOFGBV1/dgU2bivHUU9P8rgAYP74XkpKiA95IRpJEQRsFR4vNjIxAksR2wbNn90VpaQ2amhSkpSUgJsb4K07GjUtHz54JPvdTuP76IZg8ubfOI6POYlZAH5wmMLCmJgXPPbcZTU2udhc0913+rl1nsXSp77sfQDSIuf/+cQGdU5YlTJqUgeTkmKDGbCR67lfgFkr9gFFJkoT09ERkZXUxRSAAiH0NnnxyKhISnJDbXOXcBY9TpvTGddcNitDoKFDu9xGzAuHHzICBbdt2ChUVDV4fV1Vg5crDuOmmoX4roKdPz4LTKeOtt3bh9OmO/eUBcaGMj4/CHXeMDmncdqfF7oYUuj59kvHKK1fi00+PYv36k6itbUJmZhfMnz8Al13W27ArIag9BgL6YDBgYIWF5XA4pHZtYC9VWdmIsrI6pKf7n993NxY6cuQiCgpKkJ9/AqdPi0JBSQLGj0/HXXeNsVxvdr2XGQLWqx8wq5SUWNxyyzCvxZBkXFbKrpkBgwEDk+XAZnGiogK/w5EkUQmek9MVt946DKdOVaOmphFpaQmW3C8+EoWEbVmlfoAoEpgV0A9rBgxs/Ph0n1kBSRJLwLp3jwvq+SVJQmZmEgYP7m7JQKCtSKTtrVg/QKQHvmf0x2DAwIYP74Hs7BSvc5uqKlrbGq1hjdFE8s6cAQFR57BoMDIYDBiYJEl46qlpLfUA7s98d2e1G28cgtmz+0ZqeBQgXtSIOofvGf2xZsDgunePw//+7zxs3nwKmzYVoaamCVlZXXDllf2RnZ0S6eGZhp67GXrCgkIi/5hBixwGAybgdDowc2YfzJzZJ9JDoRCxoJDIN2YFIoPTBGQbkWhC1BbrB4i840ZEkcXMAJGO3A2JmCEgahXWAFlRgK++AjZsAE6fBqKjgbFjgRkzgO7dw3dek2FmgGwn0t0BmSEg6igsWQFFAd55B3j7beDoUaC2Frh4EcjPB55/XnyPADAYIJsxyt04AwIiIazvgfXrgZ07xe/bbt2qKEBTE/DGG+JXYjBAFCmcHyUSwvJeUFVg3Trfj9fUiCkEYjBA9hPpQsK2cnOZHSD7CmvRYHU1UF7u+xiHAzh2LEwDMBfbFxCqqordu8uwbt0JVFY2IjU1HnPnZqN//5RID41sgj0IyE6iq86jz5b3kLX1A0iuJuBYP2DaNKB3b21PFMjeLqoa2HE2YOtgoL6+Gc8/vxk7d5a27A7ocEhYufIwrrqqP+6/fxy3OSXdcIUBWV3K8Z2Y/OrtiGqoAVQFEgBsOQ1s2gRcey0we7Z2J4uPBzIyxAoC1cseL4oCDBqk3TlNzNYh0SuvfImvvy4FgJYNgdy/fvrpUSxdeiBiYyN7YUGhdzt3luKZZzbitttW4K67VuKNN3aipKQ60sOiToqqq8Kk174NR0MNJHcgAIgPZAD417+AAxpecyUJmDPHeyAgy2Jp4YgR2p3TxGwbDJSV1WL9+pMtr0NP/vWvg2hqcuk3KNKNkeoG3BgQtKeqKt56axf++7/X48svz+DixXqUldVi5coj+MEP/o2dO89EeojUCZnbP4KzrhKy6uWiK8tAXp62J50wAZg7t/X520pKAr7zHU4T/Idtfwo7dpzxGjC6VVc3obDwgj4DIl0ZtdsZA4JWW7acwkcfHQQAKErrm1VRVDQ3K3juuc2oqmqM1PCok3oUbgF8zboqCnDokPc7+WBIErB4MfCTn4g3V58+wMCBwI03Ao8/DqSlaXcuk7NtzUBzswJJ8v+6Y2aA9MYuhcKyZYcgy/CYvVNVoLHRhc8/P45rr+WcrymoirYf9J3Rpw+wZElkzm0Sts0M9O+f4vd1KcsS+vRJ1mdApBsz3HXbPUOgqioOHDjvcxoPAPbtO6fPgChkF7LHwWdqQJKAvn1b92onXdk2MzBkSHf07dsFRUVV7VKQbrIsYerUTHTtGhuB0VE4tP1gNeIUwaXsniGQZamloNf7MaL+59//Popdu85CVYFRo1Jx1VUDkJoar9NIKRD1zi5QHVFiOaEnqgrMmqXvoKiFbTMDkiTh4YcnIz4+qsPyQVmW0LNnAu65Z0xkBkea6lmwoiUQyM01RyDgZtcMgSRJGDEi1efSXlUFunSJwX33fYKlSw/gwIHzOHjwPD788CDuu28Vtm49peOIyZeeBSvQHJsI+Z67RKOftkV77t/Png2MHh2ZARIkVfU/iVNZWYnk5GT84x8ViI/vose4dFNWVot//esQ8vKOo6amCSkpsbjqqv64+uqBSEyMjvTwwq6oqBIbNhShuroR6emJuPzyPujSJSbSw9JM2yDAzAoKjLOvgl527DiDp5/e4PExWQZiYqLQ2NgMl5eyHodDwiuvXImMjKQwjpIC0a5g9+xZsWfArl1Ac7OYGpgxAxg6NKJjtKrK2lok33ILKioq0KWL989v2wcDbSmKaqgmQxcv1mPNmuMoLCyHwyFh3Lh0TJ+ehZiY0Gd3mppceOml7Vi/vgiyLEGSxL/f4ZBw111jsHBhjgb/gsjSNBA4fRo4eVJ8Cg0cCKSkaPCknWPHgOCf/zyIt9/e1dIUDBBTynFxURg/vhc2bSr2OM0HiAzfwoU5zPBFmFUCcrMKNBiwbc2AJ0YKBDZvLsZvf7sNLpeooJIkYOPGYvzlL3vwi1/MQN++oRU2vvLKl9iwoQhA+2Vbzc0qXn99J5KTYzBtWlZI5zCCkC9AFy4Af/kLcPhw6/ckCRg3DrjlFiBGvyyKHdsWX3/9YIwZ0xOrVh3GoUPliI52IDc3A/PmZeOxx9Z5DQQA8br+8svTDAYMgIGA8TEYMKAjRy7ghRe2trvQufM3FRUNeOKJfPzxjwsQFxfcf19paQ3y8k54fVySgHff3YupUzMhmbSyV5M+AjU1wIsvAhUV7b+vqsCOHWJf9B/8QPemJXYrKOzfPwXf//6EDt/3FQi4+StApPAyaj8P6si2BYRGtmzZIa+PKYqKiooG5Od7/zD3Z+vWUz5X76gqUFxchVOnqoI+hyVs2CA+8L0tdD9yBNi7V9ch2bWg0JPhw1PhcHh/ITscogiRIsPSr1FVBY4eBbZtE7UPjeZvfmWJzICqqjh9uho1NU1ITY1HSoq5lwNu21bi865HkoCCgtO46qoBQT1/fX1zQMu26uqag3r+SNPsIrRtm+8mKbIsJvJHjtTmfAGy+5JDt4ULc7B6tfftZ10u1RK1L2ZmyazA4cPA3/8OlJW1fi82FrjySrEiwqTZVNMHA9u3l+DPf96DEydEKleSgEmTMnDnnaORnp4Y4dEFx10n4I2qhtYZMTOzi99AwOEQyyvNSpOLUJWfzIiiAJWVGpyo8xgQiOmD++8fi//7v52QZaklgHYXG9577xjk5HSN8CjtybJZgRMngFde6ZgtrK8Hli0TqyOuvDIyYwuRqacJ1q49gWee2YSTJ1vndFVV3DU/9NDnOHPGnDubZWd39TkNLctSSBe53NwMJCVFew1gZVnCtGlZllpiGJRkP0Wasgx0jdyHDacMgAULcvDCC7MxZUomunSJRlJSNC67rDd+/etZWLRoYKSHZ0uWXj2wfLkIBLxlDD/9VNQamZBpg4H6+ma89toOAB3/XxRFRU1NE95+e1cERha6xYtzfLZhVVUVV14Z3BQBADidMn7841xIkuSx4VLXrrG4445RQT+/ZUyZ4jvlpyjAZZfpNx4PGBCIbqKPPDIZf/3rNfjb367BI49chqFDe0R6WLZmyUDg4kWgsND31KGiiOJiEzJtMLB5czHq673PaSuKiq1bS1BZ2aDjqLQxfXoW5szpB6D9Z5H7g/s73xmP9PTQUvjjx/fCr341C6NHt+7aFR0tY+7cbPzud3PQvXtcSM9vCVOnil3NPKVpJEnsgz4o8pvkMCAgo7D0a9DftCEgrguBHGdApq0ZOHOmpl0jEk8URcW5c3WmS3dLkoQHHpiAUaPSsHz5IRw5crGl6dB11w3WrEJ6yJDu+PnPZ6C6urGl+2JMjEOT57aE2Fjghz8EPvgA+Oqr1jsCp1MECldfbZhiIdYQkFFYMisAAD4a9rRQFP/TiwZl2mAgIcEZ0DrjhASnDqPRniRJmDWrL2bN6gtFUSFJCNua/8TEaFu0Xg5KYiLw7W+LXgNFRSJLkJ0NxBkvc+IOCIgiwfI9BZKTgSFDgEOHPC83BoCoKGDsWH3HpRHTThNMnZrp83FJAnJyumpSEd/U5EJNTRMC6NwcFqJdsDHuQG0rOVlMCwwbZshAwC031+KpWjIk27zmrr5abLTk7Xq8aBEQb87dMk2bGejRIx4LFgzAypVHvB7zX/81IqRz7NlThqVL92PHjlIAQLdusVi4MAfXXDMI0dFMp5Mx2bFtMUWepbMCbpmZwAMPAO+9BxQXt34/MRFYuFBMH5qUaYMBALj77jEAJHzyyRGoqtrSSCchwYnvfW88xo5ND/q58/NP4ve/39bujry8vB5//esefPHFafziFzM5v07aqKkBtmwRVcgNDUCvXsC0acDgwSHVJLB+gPRg+emBS/XtCzzyCHDqFHDunMgUDhggMgYmZupgwOGQcd99Y/GNbwzBli2nUFMjtuG97LLeId25V1Y24H/+ZztUFR2mBlQVOHDgPJYtO4SbbuKWmxSi06eB//1fERC4X2vnz4sWp5Mni82Qgtj7gAWFpAfbTA940ru3+LII09YMtNW9exwWLcrBzTcPw8yZfUJO4a9dewLNzd4X+qsqsHLl4YAKGIm8UhTg9deB2tr2a5fdxUlbtwKbNgX99OFactjcrKCkpApnzlTzPUD2ygpYmKkzA+Fy/HiF3979Fy7Uo7a2iVX4GrpwoR6VlQ3o2jXWdMtBg7J3L1Be7vuYvDwxZRDkdIGWGYKmJgUffngAH39ciMpKsTFLamo8rr9+MBYsGMAiV5ux3fSAxTEY8CDQWgCn0xKJlYg7ePA8/vKXPdi16ywA8bk3cWIGbr99JLKyAljba1aHD4t5RpePfSbOnxfLGlNSgj6NFgGBy6Xg+ec34csvz7RLYpSV1eL113fi5MlK3H//WAYENmHr6QGL4qeZB5Mm9faZFZBlCWPG9ERMjDVjKZdLRWOjS5ellLt3n8XPfrYWe/acbfmeqgJffHEaP/nJ5zh+vMLH3za5QH++Gvw/hHoHt359Eb744ozXoXzyyRHs338+tJOQqTArYC0MBjwYPToN/fundOjb76YoKr7xjSE6jyr8CgvL8fzzm3HDDR/iG9/4J+66ayU+/PAAGhuD3yHRF0VR8dJL26EoaoceHoqioqHBhdde+zIs5zaEAQN8ZwUAsRFSqB3NioqAjRuR27wZWXlvB/UUn3xyxOdMhSxL+PRT78t8yTo4PWBN1ry1DZEsS/jv/56On/98A44eFa2A3SsLHA4JP/jBRIwaleb/iUxk27YSPP/8ZgBoKQo7d64Of/7zbhQUlIRlKeWePWU4e7bW6+OKomL//vMoLq5CZmaSpuc2hBEjRPq/stJ7R7PZs4NaTQBA7Lf+zjvAyZMt3xoDIGvHMhR8789ojgv8Z3rqVJWf/VlUFBWZsyc7BY7TA9bFYMCLrl1j8fvfX4GvvirFtm0laGhoRt++yZg9ux+Sk61V3FZb24Tf/W4rVFXtcMF3L6X88MMDWLJkuKbnLSkJbIvp06erAw4GTHXX4nAA998vlha2XVEgyyI4mDgRmD49uOeuqgJeegmo7vgz7lb0Nab99lqse/wzQA4swIuLi0JVVaPXxyXJvK2/SThzphrLlhUiP/8kGhqakZ6eiAULBmDevGw4nQ5rb01MDAZ8kWWxOdC4ccE3LzKD9euLUF/vPV2tqsCqVUdw883D4HBoVyAW6IeHpT9kMjKAxx4DNm8WTYfq60XToenTRevjYAvy1q8XAYGH23lJVZFUdhSD//UCDl7/aEBPN2NGH/zznwe9LiVUVbHbJpnTwYPn8eST+WhsVFr+j4uLK/HHP+7E5o0n8d8/nwmAgYCVMRggHDt20e8OkJWVDS3L/rQyfnw6oqNlNDZ67+nQtWssBg/urtk5DSkpCbjySvGlla1bfRceShK6H90e8AqDhQtz8MknR1BX19whIJBlCamp8Zg5s0+oo6YIaG5W8Nxzm9HY6GqZreofdR4/6ZKPbyXuQFJNIy480gVdr5oG7M0CmpuBbt1Ea16uHrEMBgOE6OjA5qS1XkoZH+/EDTcMwd//vs/rMd/85nBNsxG2Ueu9FgMAoKro7qzEEQS25LB79zg899zlePbZTSgrq235P3G5VPTp0wVPPDEVsbG8nJhRQUEJLlyob/nzuOhirEv/P8RKzXBKIjpIcVVCXbUK7d6JGRnAjTeKQlgyPb57Cbm5GVi2rNDr47IMDBrUPSwNlm6+eRgaGxV89NHBlv0lFEWFwyHjtttGYt68/pqf0xZSUkQBoTeyDHTv3qltj7OzU/DHPy7Al1+exv795+FwSBg9Og0jRqSyv4CJFRaWt2QGJSj4IPWviJOaECW1ZoA8/veePg28/DLwgx8A/fk+NTsGA4QRI1KRk9MVR49e9DgnrCjAjTeGZx8GWZZw++0jcfXVA7F+/UlUVDSgR494zJiRxe6OoZgyBVi+3PtUgaKIvQ/+I9DpAodDQm5uBnJzM/weW1nZgK+/PoumJhf69++Kfv1CXCJJYeFwtGb8rog9jP5OP10x3VRVvI7+9S/gxz8Oz+BINwwGCJIk4cknp+Hppze01A+0NhyScO+9YzBxYq+wjqFr11hcc82gsJ7DVqZOBbZtA86e9bxscezYlvSu1psaNTW58OabX+Pf/z7arg5l8ODuePDBXGRkJIZ8DtLOuHHpeP/9/eL3MafQrMqIkrzX8bSjqsDx4+J1lmat5dZ2w6ZDBEB8GP/hD1fgqaemYfbsfpg6NQu33DIcb765EAsW5ER6eNRZsbHAD38IjBvXvk9BTAwwbx5w223tcr9abWqkqip+85tt+OSTIx0KUgsLy/HTn+bh/Pm6kM5B2ho6tDsGDeoGWZbQqDogIYiOlxcvaj4u0hczA9RCliVMmNALEyaENwtAOklIEB/6110HlJSIoKBvXyDa8/SLFhmCAwfOY+vWUx4fUxQVVVWN+Ne/DuGuu0YH9fykPUmS8PjjU/HEE/lYeXoIft/t484/SZIFm4LZDDMDRFaXlAQMHgwMHOg1EHALdR352rUnfK7+UBQVa9YcC+0kpLmuXWPx92814Pare6MgZjhcCLAgVJKA3r1FbwwyNQYDRNRBsNMFFy/W++xXAQA1NU1+jyF99SxYAadDwmN3OJD7i9vgGPCf1QGBtMK+9tqwjo30wWCAiNoJpX6gW7c4v30hkpKi2TvCQDq0GY6LE8sFv/td0RJ75EiRVYq5pA17167AffeJrBOZHmsGiKiDYOsH5szph1WrvO9eKMsSe0cYiNf9BmQZGDJEfLk1NQEHDgA1NaIDYU5O8JtokeHwf5KIPAqmfmDgwG6YNauvx8dkWULXrrG49louITWCTm885HSKLMHkycCgQQwELIaZASLyqbPZgQcemIAePeKwfHkhGhpaN8AaO7Ynvve98Zbb9dNsuPsgeSKpqq/dTITKykokJyfjH/+oQHx8Fz3GRdRpptq+2ETc7Yo7u9ywrq4Z+/aVoalJQXZ2Cnr2TAjD6KgzGAjYT2VtLZJvuQUVFRXo0sX75zczA0TkU7D1A3FxURg/nkvOjIBBAPnDYICI/OrMhkZkHG1XhDAQIF8YDBBRwLTav4DCi0EAdZalgoGamibk559ESUkV4uKiMG1aFvr25U5pRFrQekMj0l5IQUBlJbBlC7BrF9DcDPTpA0yfLn4ly7NMMJCXdxyvvroDTU0uyLIEVQXee28/Jk/OwEMPTUJMjGX+qUSBc7mAvXuB3bvFOvFevcTSsOTggmROFxhTyJmA48eBV18FGhpat70uLRU7Xy5cCFx5pSbjJOOyxCfkl1+exosvbm/5c9tWpwUFp/H73xfg0UenRGJoRJFz4YK4wJeWijXhqgrs3Al88glw883AZZcF9bQiIGB2wAg0mQ5oaAD+7//aBwJA69bXK1cCGRmixwBZliW6Rrz77t62u7G2oygqtmw5haKiSn0HRbrissJLKArw2mtAWVnrn1VVfCkK8Pe/AwcPhnSKULc7puD1LFjRboVASK/9L74AamvbBwJtyTKQlxfCCcgMTB8MnD9fh8LCC15fx4DofLZpU7F+gyKKtP37gTNnWu/uLiXLwJo1QT99KPsXUHDcAYA78A05CHArLITXuylAvIaOHPH+WiJLMP00QV1ds99jZDmw44gsY88e8cL3dgFXFJEZaGoSbWaDwPqB8Ls02ApL9st/3zmyAdMHAz16xCE6WkZjo/eotblZRVZWko6jIoqwpqbAjmtuDjoYcOPqAu3pujSwf39RS+KNJIkVBdyLwNJM/78bGxuF2bP7QZa9p7liY8UyQyLb6N3b/x1fSgoQGxvSaThdoJ220wCAhtMA/kycKLYn9jZVoKrArFk6DIQiyfTBAAAsWTIcqanxHQICWRav7wcemIDYWNMnQYgCl5sLOBzeH5ckYOZM33PFnTgVBc9TAKDrzzQ+HrjnHiAqqv3dv/v3s2cDY8fqOCCKBEt8QqakxOK3v52Dv/99L9asOY7GRrFT2tChPXDLLcMxenRahEdI4cS7Ug8SEoDrrgM++KDjY5IEDBwoggENcbogcIbrEDhoEPDYY8CGDcDXX4tppr59gRkzgMGDIz060oHldi1saHDhwoV6xMdHoUsXbpVqB1xW6MGmTcD774vft32LyzIwd65oIhOl7b1AsLsb2onhggCyPNvuWhgT40B6OrdKJRvbvx947z3vj3/1FTB/vuan1WN1QXOzgtraJsTFRcHp9DENEkFyYz16FG5BVEMNqtP6I67kSMtjDADIqCwXDBDZ3urVYirAU9JPUURHwn37gBEjND91uLoTnjtXi/ff34+8vBNobHQhKkrCtGlZuOmmYcjMNMhKIVXFgDWvY+DqV+Csr275dk23LCTcfSuQmRnBwRH5ZokCQiL6j8ZG4PBh3ysJZFnsVxBGWtZxnDlTgwcfXIPPPjvWUg/U3Kxi/foi/PjHa3DkyAXNzhWKwSt/h2Erft0uEACAhAvFwIsvAqdPR2ZgRAFgMEBkJS5XYMc1h68Jl9ap8Nde+xJVVY1QlPYBjqKoaGxsxu9+tw1ffFGCt9/ehbfe2oXt20+3259ED7EXz2DgZ696flBVxc971Spdx0TUGZwmIFNj8eAlYmNF/4CLF70foyhhT1lrNV1w5kwNdu4s9fq4ogDFxVX4xS82weEQyyQ/+uggevZMwJNPTkOfPuEveO5ZsALpez8HJADeYhBFEVsD19aKpXxEBsPMAJGVuPsH+OJ0ikYzOgh1uqAzG4y5XGpLRqCsrBaPP74OlZUNIZ3fH/e/r09yBSR/HfpUFaipCet4iILFzACR1cycKfYdOHCg/ffdH1a3367L3akWqwtiYoJbMaAoKiorG7B69THccMOQ0AbhQdsmQQCAqmT/G/lIkuj/oAVVBY4fFxsIAcCAAUC/fpo0kSJ7YjBAZDVRUcB994leA/n5YhtjhwMYNQqYM0f0mddJqNMFQ4d2R2KiE9XVAe610IaqAvn5JzUNBrz2CRg/Hli+3PtflGVg5EhtgrDycuDNN4GiotYPf1UFsrKAu+4CunUL/RxkOwwGyLTYedAHh0N0j5sxQ9yxSlJE7xqD7U7odDrwjW8Mxdtv7wrqvLW1nQ8ivOmQDWgrJQW44gqxrPNSkiQCtAULQh9EXR3w0ktARYX4c9tVI6dOicd+9jMgLi70c5GtMBggU2PxYAAivNuce7ogkIBAVVUcPFiObdtOobHRhb59UzB/fn9UVDTgo48OQpallhYKl64uuJQsS8jK0qaA0Gcg4LZokdjwZ/VqoKFNrUJGBrBkCdCrV+gD2bYNuOBlKaWiiMcKCjRvNU3Wx2CAiMIukPqBysoGPP/8Zuzde65lZYDLpeLNN7/CQw9Nwvz5/ZGXdwJlZbVISYlBWlo8XnvN+9a7iqJiwYIBIY27U+2DJQmYNw+4/HLg0CEREKSlifS9VrZv938MgwEKAoMBIqM5eVJc9Kurga5dgUmTgJ49Iz0qTXjLDqiqimee2YjCQnHX27ZPQH19M557bjNeeGE2liwZ3u7vHDhQjrVrT3g818yZfTBhQvB34wFlAzyJjg5Ld0cAga1G4IoFCgKXFpIpWbJeoLkZeOst4Le/FbvH7dgB5OUBv/wlsHSp/2p1g3N/qHr6v9u16ywOHiz3mPp3T4svXbq/3fclScIPfzgRd901Gj16tM6Rd+8ehzvvHI0f/SgXUpB1EkEHAuGWmup72keWxTFEncTMAJmW4S7UofrnP8UmQkDrB7/7k3D9eiA5Wew4GKySEmDzZlGF7nSK1QUTJ+pabOZtumDTpmI4HJLXzoGKomLbthI0NyuIimr9MJRlCddcMwiLFw/EuXO1UFWgR4/4lmmGYBg2EACAadPEslFvFAWYOlW/8ZBlMDNAZARVVeKD2teeAmvWiH3mg/H558CvfgVs3AgcOybmtJcuBZ59Vvee+bm5HbMD9fXNPv/pgPjRuPcmuJQsS0hLS0DPngnWDQQAsTxx+HDPK0MkSUxPjBql/7jI9BgMkOlYcopg/37/0wB1deKDvLP27AGWLRO/v/QcNTXAq68GH2SEoO3/Y2ZmF3jv5SukpMQgLi58yUzDBwKAmAa46y5RqNg2oxMXJ7JGd94Z8dUjZE6cJiBTMvQFOxiBfhgHs8HQ55/73tK4okJMT+jUohjouNzwiiv64d1398JbQCDLwIIFOUHXAPjTs2AF4i6WYOSFDcCaI+KEw4aJtLzRmvhERQELF4qA4MwZ8b30dDH1QxQkhpBERtC7d2DHpad37nmbm0XLWn9bGvuahw6TtgFdt25xuPfeMQA6ZsBlWUJ2dgquvXZQWMbRs2AFUg9twsiPfwVs2SI+YEtKRBD17LPAvn1hOW/InE6xbDEri4EAhYzBAJmKJacIAKBvX9GUxluKV5bFXHFn71L9TcS7RWilQtv6gQULcvD441ORk9O15fGEBCeuu24QnntuFmJjtU9k9ixYgYRzx5Fd8J74Rtufg3vr4T/9yfcukEQWwGkCMh3LTREA4nb49tuBF18EGhvbfyjJMpCUBNx0U+ef1+kU2QR3OtkTRRGb3ESQe7pg0qQMTJqUgYsX69HUpCAlJRZOZ3juWVq2v357nfgZewuIXC5R3KlFO2Eig2JmgEwj5KxAXZ0omAv0bllvGRnAI48Akye3pn1jY0U3uYcfFg2IgnH55d4fkyTRJEfHeoFLeeo/kJISi9TU+PAHAoCYIvGVGVHViEyjEOmJmQEylU5nBVRVNO9Zs0Zs5AIAPXoAs2aJ9dhGq7zu0QO45RaRBWhsFB/UoY5x8mTg6FFRsde2kFCWW6vTI7yxTWf2LwhVu0AAMG5wSKQjBgNkCh0u4IFauRL47LP2VWnnzgEffCD2g//mN40XEABiTLGx2j3XN78pag7WrxdBUVQUMGaMyDoYpNVxuAMCr0sHBw4Edu/2nh2QJHEMkYUxGCDDC3p64MQJEQgAnu/+tm8XTVzGjAl6bKYhScDYseLLwMIVEPjsIXD55cDXX3v/y7IMTJmi2VjCqrRUtLDesUNklnr0AKZPF1kwrjggHwx4S0TUqtONYOrqgPx84He/A15+2fexsiz2ACBD8bWHQTD8voYGDACuvVb8vm2WyD2Ncscdxus14Mnhw8ALL4htjhsaRABcVibaXL/6qggOiLxgZoAMKahucOfPA//zP973e7+Uooj15GQ4WmUIAn4dzZ4N9O8vplGOtGk6NGOGYaZRfGpqAt58UyyF9JQFO3pUZMkWLdJ/bGQKDAbIcIIKBFRVrAevqOjcyZg6Nay2AQGATgUFbbMKAb+O+vWL+BLLoO3a5XvrYlUVWbD58wGHQ79xkWkwGCDDCKk3/LFjrasFOqO2Vtw19e8fxEkp3Nyvhc5kCUyxx4DWiorEh7zL80ZOAMQU2uOPi/qHWbNE7wqi/2AwQIYS9AW8sNB34xhvmprEfOrDD5sjHWxTrUFB6x1/28AgqEyAlTgcgS2RrK0VbZa3bwcefNActRCkCwYDZAhBLx0MlbvlbF4ecOutERgAdUbb10iB3QOAtoYNA1avDuxYVRVbZv/978D3vhfecZFpcDUBWcOAAcH311cU4Isv2HzGZHJzW79sr39/oE+fwHtmKIroqlhWFt5xkWkwGKCI02QJ2YABvjf68aepKWKb9YRNU5NoprNlC3DggPX+fdRKkoB77+38VFdxcXjGQ6bDaQIyhJDv7iQJuPtusbSwsrL1Lr9t+11fUlKsVWW9aROwfLkoGnNLThZtjkeOjNy4KHy6dBF7W+zZI6a9jh3z/3ei+BFAAjMDZB2pqcCjjwLXXAP07i029hk0CLj+et9/T5KAadP0GaMeNmwA3nuvfSAAiGWXf/oTsG9fZMZF4edwAKNHiyyBv+DW6QRycvQZFxkew0Kylvh40UBm9uz236+pAf79747HS5LYLXDmTH3G59bQIOoUtm0TxVzdu4slX6NHh5ahaGwEVviYdlFV4KOPgKFD2+/XQNaSkCBaEG/Y4D0zNn16xDeoIuNgMED2sGCByBSsXi06FQJiR8DJk4GFC4GYGP3GUlkppjPOnm39Xnk5cOiQyGTce68YWzD27gXq630fU1oqejJkZgZ3DjKHa68V2aCvv25dduv+ddw4YHF4d4ckc2EwQPYgSeLOe/JkUUHd3Cw2cdEzCHD785/Fzoltue/eCgvFnf0NNwT33FVVgR1XWRnc85N5REUBd94pducsKBCBQXIyMGkS0LevNpmh0lJg61bxeo6LA8aPFwEts06mw2CA7EWWI9tc6PRpkQHwRlWBzZtFJiOYFG5KirbHkblJEpCdLb46q7xcNCeqqhLFiRMmtDYpUtXW7cHbZh22bhUre+69l1MQJsNggEhPR474P6apSSz5Gjiw888/bJiom6it9fy4JIniyoyMzj832YOiiJUoeXni9eL+sF+5EpgzR0wvbN7cuj24e8mq+9ejR4G//EUEBGQaXE1ApKdAGxsF2wApKsr7FIMkiS9/qyvI3j77TAQCgHgdulziV1UF1qwRj3sqxnVTVbG8sbRUn/GSJpgZINJTIEu5nE4gKyv4c0ycKFYkLFvWfjvnnj2BG2/kcjLyrqFBfOD7snq1WLXiiySJYlbu92EaDAaI9NSrl0j/HzniuSOgJAGXXRb6fOu4ccCYMaJ4rLparKTIzPRe2OVyiSIwSRLLHK3UgIkCd+iQ/w96f48D4nXU1KTNmEgXDAaI9HbbbWJpYdu+8O5OiTk5wNVXa3MeWfa/NbPLJXaxW7dOBA2A2Nr28svF/HCw7Z3JnBoaAjvO3w6hisKlqybDYIBIb8nJom3stm1iyVfbpkNjx+p3V64oYpnjzp3tv19VJZY3njoF3H47l4nZSaBp/ZEjxb4X3rJbycmisRWZBoMBokiIiQFmzBBfkbJnT8dAoK0dO8RyshEj9BsTRVZWlrijP3XKcxGrJIljbr1VFAiWlrY/TpZb+xswq2Qq/N8isqtNm3xfsGVZHEP2smSJ6IB56WtDlkUQu2SJWL764IPAVVeJHgSAKHydNElkvfr1033YFBpmBojsqrTU/7zvmTOtf66vF61tL14EEhNFgWJCQrhHSXrLzAR+8hNg1Srx/+1uKDR2LDB/PpCWJo6LixN/nj9f1J7IMqeUTIzBAEVcae5iFBSsCH0bY+qcQFYsxMeLXzdtEhscNTa2Fo8tXQrMmyfuDvkhYC09ewLf/rYoKKypEUGfr9bdXH1iepwmILKrCRN8f4hLkjhm+3axJbJ7SZk7m+ByAZ98ItadkzXFxIgWxJHYw4N0xWCAyK4mTxbLCD3VDciymAueONH3lsiA6Ebnb6dEIjI0BgNEdpWQADzwgNi9ERABgDswSE0Vj5WViRoBX5qagH37wjpUIgov1gwQ2VlaGvDYY2Lr5MOHxfdyclq3oT17NrDnqasL3xiJKOwYDBDZnSwDgweLr0u5swb+dO+u7ZiIysuB/Hzgiy/ENFRqKjB9uli+GMWPLq3xJ0pE3vXsKdaMnzjhvQlNcrLIJBBp5eRJ4OWXRdGqu2C1pEQUsn75JfCd74i+BqQZ1gyQYRQURHoE5NGNN4oL76WFhu6VCLfeym5zpB1FAf70J7Gs0VMfjCNHfG+hTEHhO5gMoTR3caSHQN5kZYluc5fe/fftC3z/++xBT9rau1cUrXrKRAHi+xs2cFdEjXGagIj8690b+O53xUW6okJ0IGSdAIXDiRP+d0WsqxM1BYFurER+MRggosClpIgvonAJdMqJU1Oa4k+TiIiMY8gQ31kBQHRFZGZKUwwGiIjIOLKzRT2Krzv/OXOYGdAYf5pERGQckgTcfbfoK+D+M9D64X/55cC0aREZmpWxZoAMg7sXEhEA0bvikUfEFso7doiCwZ49gSlTgD59Ij06S2IwQERExuN0il0zJ0yI9EhsgdMERERENsdggIiIyOYYDBAREdkcawaIPFEUYN8+YOtW0XUvOVnsljZiBJc0EZHlMBggQzHEioLGRuCNN4CDB8WyJlUVv+7eDQwYANx/PxATE8EBEhFpi8EA0aU++gg4dEj83r1ZivvXo0eBDz4AvvWtyIzNThQFOHBAbFlbXS06zl12mdg4iYg0xWCAqK2aGjE14GvHtO3bgcWLxdQBhUddHfD66yL4cm9aI8vAxo3A1KliW2VO1xBphsEAUVtHjwIul+9jVFXsqT5unD5jsqO//Q04dkz83t2n3v3rpk0iS3DFFZEZW1slJSJ4LC8XOzlOmCCmktxd84hMgsEAUVv+Nkhx8xcwUPDKyoBdu3wf8/nnwKxZgMOhz5gupSjAhx8CGza0z1xs3gwMHQrcdRcQHR2ZsREFwfJ5turqRhw7dhFlZbWRHgp1QkFBhE7cp09gd3X9+oV9KLa1f7///4OaGqC4WJ/xePL55yIQADpmLg4cAP7xj8iMiyhIls0MnD1bgz//eTc2biyGooj534EDu+Fb3xqOsWPTIzw68qU0dzF6FqyIzMm7dgVGjRIrBzxlCWQZGDy4dRMV0l5zs7bHaa25WQQD3qiqKHpcvFi8nohMwJKZgbNna/DQQ5+3CwQA4PDhcjz99AZs3FgUwdGR4d18s/iwv/TuVJLEPurf/GZkxmUXWVneCzjdHA6gVy99xnOpkyeBWj+ZRlUVGQ4ik7BkZuDtt3ehqqqxXSAAtF5fXn75S0ycmIGYmAjNN5KxJSYCDz0EbNki5oArKoAuXcSytilTgLi4SI/Q3M6dEysyqqrEz3XiRFEQ6JaTI3aoKyvznp2ZMAGIj9dvzG0FkpGQpMhlLoiCYLlgoLKyAZs3n+oQCLRVW9uELVuKcfnlfXUcGZlKbKwoUJs1K9IjMZ+GBlHxv3mz6N6YmAhMniyWBH72GZCfLz4s3Q2dVq0CZs8Grr5afNBLEvDtbwMvvSSeq21AIElAWhpw3XUR++ehV6/WsXujqkBmZsfvnz8PHD8u/p0DBohgiMgALBcMlJXV+gwEAMDhkHD6dLVOIyKykZoa8SFeWtr6YVleDnzyCZCXB9TXi++pavsP07w8kXG58krx54wM4Kc/BdatE9WkdXVASooIKGbMEMFapCQlAWPGAF9/7T1zkZYGZGe3fq+yEnj3XdHiuu1xEyaIngnsaEkRZrlgID7e6fcYRVEDOo4ixxBtianzli4Fzp7teNesqq2BgDfu5YLuJXndugHXXy++jOaGG4CiInGn3/bfKsvig/2OO1prTurqRIB0/nz751AUMV1y4QLwve+xiRJFlOVefenpCcjOTva7MmnKFA8pPCIKXmUlsGNH4L0aLlVfDxQWajumcOnSRdSVzJsnpkEAEQRMnQo88ojIbLht3izqJDz9XFRV/Jv37NFn3EReWC4zIEkSvvWtkXjmmY1eHgeuvLI/UlMjVHxEZFXFxf5XAfjT0KDNWPSQkAAsXCi+XC7vDZC2bPH9c5FlYNs2saSVKEIslxkAgIkTe+HBB3MRGyvenA6H1FKXNHduNu69d2yER0hkQVq04E03aQ8QX50Qq6p8/11FEYWWRBFkucyA26xZfXHZZb2xaVMxTp+uRkKCE1OnZiItLSHSQyOypuxswOkEmpo6/3dlWXR/bJtet4ouXUTdgDeyzOZEFHGWDQYAIDY2CnPm9Iv0MCgEBQVgEaFZxMYC06cDa9d6Tou7lxMC7efPZVkUDd56qz7j1NtllwHLlnmfKlAUYNIkfcdEdAlLThOQNZTmLo70EKizFi0CRo4Uv3dXx7t/zc4GfvxjYOzY1u85HMD48cDDD0euo2C4TZkilhp6Wi0gScCgQcDw4fqPi6gNS2cGiEhnUVFix75Dh0Th3IULrV0Ghw8XH/633y6yADU1ogjP6rv7xcYCDzwgNi/as6c1QyDLIiNwww3i91VVIhV29qxYmTBmjAiguB0y6YDBABFpS5LEZk6DB3s/Jjra+kFAW0lJwD33iAZMJ060diB0L0vctAn44AMRKLg//NetAwYOBO6+my2wKew4TUBEpJdu3cQ0yejRrYHAnj3Ae++J2gFVFb+6ayqOHAHeeity4yXbYDBARBRJn37qfSpAUYADB0S3Q6Iw4jQBGRrbElOLqipRh3DokPjzgAGiOC85ObLjCkVlpdgS2RdZBnbtEls7E4UJgwEiMr6DB4E33hA9DNwFeIWFwOrVwJ13AiNGRHZ8wWps9H+MJAV2HFEIOE1ARMZ24QLwxz+2DwQA8fvmZuDNN0UFvhklJ/vfsdDlMm9nRjINBgNE5JnLJdLT774LvPOOuAv311o3HDZtEh/63pr2qCqwYYO+Y9KK0ymaEvlaPhgTA4wbp9+YyJY4TUBEHV24ALz6KlBaKuasVVXsSLhqFbBkiegboJe2a/M9URRxzA036DcmLc2fL4oES0s7boesqsB//Zf/7AFRiJgZIMMTRYSRHoWNuFwiECgrE392L3lTVfHYX/8KHD6s33gC2RI52G2TjSAuDnjwQeCKK4D4NrupDhkC/PCH3M2QdMHMABG1t3evuEv1RpKANWuAnBx9xpOdLWoCvH3gy7I4xszi4oDFi8V2yDU1IhNgp6ZMFHHMDBBRe3v2eO6j76YowP79Ikugh+nTfd/5KwowY4Y+Ywk3WRbdChkIkM4YDBBRe5dW7XvinjLQQ2Zmaz1A2yDF/ftFi4D+/fUZC5FFcZqAiNrLyBDFgr506yYq4fUycybQu7fYHvnQIRGM5OQAs2b53gOBiALCYIBMo6AA7ESoh8mTxaoBb3f+kiQ+nPXeTS8nR786BSKb4TQBmUJp7uJID8E+kpLE8kFJ6lg74N6R0Cpz9EQEgJkBIvJk4kQxFbBmDbBvn0jLd+smMgIzZgAOR6RHSEQaYjBARJ4NGCC+XC7x5XTqPzVARLpgMEBEvjkczAQQWRxrBshU2ImQiEh7DAbINFhESEQUHgwGiIiIbI7BABERkc0xGCAiIrI5BgNEREQ2x2CATKU0dzFXFBARaYzBABERkc0xGCAiIrI5BgNEREQ2x2CAiIjI5hgMkOmwiJCISFsMBoiIiGyOwQAREZHNMRggIiKyOQYDRERENsdggEyLRYRERNpgMECmVJq7ONJDICKyDAYDRERENsdggIiIyOYYDBAREdkcgwEyNRYREhGFjsEAmRaLCImItMFggIiIyOYYDBAREdkcgwEiIiKbYzBARERkcwwGyNRKcxdzRQERUYgYDBAREdkcgwEiIiKbYzBARERkcwwGiIiIbI7BAJkeiwiJiELDYICIiMjmGAwQERHZHIMBIiIim2MwQEREZHMMBsgyWERIRBQcBgNkCaW5iyM9BCIi02IwQEREZHMMBoiIiGwuKpCDVFUFANTWVoZ1MEShqG6oRWVtpEdBRGQclbXiouj+HPdGUv0dAaC4uBhZWVnajIyIiIh0VVRUhMzMTK+PBxQMKIqCkpISJCUlQZIkTQdIRERE4aGqKqqqqpCRkQFZ9l4ZEFAwQERERNbFAkIiIiKbYzBARERkcwwGiIiIbI7BABERkc0xGCAiIrI5BgNEREQ2x2CAiIjI5v4/OE9xTZkB6ZYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# en laat ons de activatiefunctie veranderen naar tanh ...\n",
    "\n",
    "mlp = MLPClassifier(solver='lbfgs', activation='tanh', random_state=0,\n",
    "                    max_iter=300,\n",
    "                    hidden_layer_sizes=[10,10]).fit(X_train, y_train)\n",
    "\n",
    "plot_2d_separator(mlp, X_train) # huplfunctie verborgen in deze notebook\n",
    "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=ListedColormap(['#0000aa', '#ff2020']))"
   ]
  },
  {
   "attachments": {
    "gamma1.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Regularisatie met de &alpha;-parameter\n",
    "\n",
    "* hoe hoger de _alpha_-parameter, des te meer hoge gewichten worden afgestraft om overfitting te voorkomen\n",
    "\n",
    "![gamma1.png](attachment:gamma1.png)"
   ]
  },
  {
   "attachments": {
    "gamma2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Gevoeligheid t.o.v. de keuze van de random startgewichten\n",
    "\n",
    "* parameter *random_state*\n",
    "\n",
    "![gamma2.png](attachment:gamma2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Vergeet niet om je data te scalen\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on training set: 0.93\n",
      "Accuracy on test set: 0.93\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "cancer = load_breast_cancer()\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    cancer.data, cancer.target, random_state=0)\n",
    "\n",
    "mlp = MLPClassifier(random_state=0)\n",
    "mlp.fit(X_train, y_train)\n",
    "\n",
    "print(\"Accuracy on training set: {:.2f}\".format(mlp.score(X_train, y_train)))\n",
    "print(\"Accuracy on test set: {:.2f}\".format(mlp.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cancer data per-feature maxima:\n",
      "[2.811e+01 3.928e+01 1.885e+02 2.501e+03 1.634e-01 3.454e-01 4.268e-01\n",
      " 2.012e-01 3.040e-01 9.744e-02 2.873e+00 4.885e+00 2.198e+01 5.422e+02\n",
      " 3.113e-02 1.354e-01 3.960e-01 5.279e-02 7.895e-02 2.984e-02 3.604e+01\n",
      " 4.954e+01 2.512e+02 4.254e+03 2.226e-01 1.058e+00 1.252e+00 2.910e-01\n",
      " 6.638e-01 2.075e-01]\n"
     ]
    }
   ],
   "source": [
    "print(\"Cancer data per-feature maxima:\\n{}\".format(cancer.data.max(axis=0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "! Opgelet: schaal enkel de trainingsdata en gebruik dezelfde schaling op de testset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on training set: 0.991\n",
      "Accuracy on test set: 0.965\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# compute the mean value per feature on the training set\n",
    "mean_on_train = X_train.mean(axis=0)\n",
    "# compute the standard deviation of each feature on the training set\n",
    "std_on_train = X_train.std(axis=0)\n",
    "\n",
    "# subtract the mean, and scale by inverse standard deviation\n",
    "# afterward, mean=0 and std=1\n",
    "X_train_scaled = (X_train - mean_on_train) / std_on_train\n",
    "# use THE SAME transformation (using training mean and std) on the test set\n",
    "X_test_scaled = (X_test - mean_on_train) / std_on_train\n",
    "\n",
    "mlp = MLPClassifier(random_state=0)\n",
    "mlp.fit(X_train_scaled, y_train)\n",
    "\n",
    "print(\"Accuracy on training set: {:.3f}\".format(\n",
    "    mlp.score(X_train_scaled, y_train)))\n",
    "print(\"Accuracy on test set: {:.3f}\".format(mlp.score(X_test_scaled, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on training set: 1.000\n",
      "Accuracy on test set: 0.972\n"
     ]
    }
   ],
   "source": [
    "# laat ons het aantal iteraties dus verhogen ....\n",
    "\n",
    "mlp = MLPClassifier(max_iter=1000, random_state=0)\n",
    "mlp.fit(X_train_scaled, y_train)\n",
    "\n",
    "print(\"Accuracy on training set: {:.3f}\".format(\n",
    "    mlp.score(X_train_scaled, y_train)))\n",
    "print(\"Accuracy on test set: {:.3f}\".format(mlp.score(X_test_scaled, y_test)))\n",
    "\n",
    "# sterk resultaat !!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Visualisatie gewichten"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x18cd20178e0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 5))\n",
    "plt.imshow(mlp.coefs_[0], interpolation='none', cmap='viridis')\n",
    "plt.yticks(range(30), cancer.feature_names)\n",
    "plt.xlabel(\"Columns in weight matrix\")\n",
    "plt.ylabel(\"Input feature\")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Besluit\n",
    "\n",
    "Multi-Layer Perceptron\n",
    "  * krachtige modellen - hoge performantie - complexe decision boundaries\n",
    "  * vereisen scaling van de input data\n",
    "  * vereisen uitgebreide parameter tuning\n",
    "  * geleerde modellen moeilijk interpreteerbaar\n",
    "  * werken best op homogene data (gelijkaardige soort features)\n",
    "  * training: tijdsgebruik is een issue bij > 10.000 samples\n",
    "\n",
    "Extra richtlijnen tuning MLPs:\n",
    "  * _l-bfgs_ is robuust maar enkel voor kleine datasets; _adam_ gevoeliger aan schaling; _sgd_ experimenteler\n",
    "  * begin met 1 hidden layer en breid daarna uit\n",
    "  * probeer ev. eerst te overfitten en dan te generaliseren"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Bronnen en links\n",
    "\n",
    "* Sarah Guido, Andreas C. Mueller. Introduction to Machine Learning with Python. \n",
    "* [Scikit User Guide, Neural Network Supervised ](https://scikit-learn.org/stable/modules/neural_networks_supervised.html)\n",
    "* [Wikipedia, ANN](https://en.wikipedia.org/wiki/Artificial_neural_network)\n",
    "* [Wikipedia, Perceptron](https://en.wikipedia.org/wiki/Perceptron)\n",
    "* [Scikit Docs, MLPClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html)\n",
    "* [Sebastian Schuchmann, History of the first AI Winter](https://towardsdatascience.com/history-of-the-first-ai-winter-6f8c2186f80b), towardsdatascience, May 12, 2019\n",
    "* [Youtube: Sebastian Schuchmann, The Man who forever changed Artificial Intelligence](https://www.youtube.com/watch?v=Suevq-kZdIw), youtube.com, Okt 22, 2019\n"
   ]
  }
 ],
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