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02 Safaribooks - Tensorflow for deep-learning
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "### Tensorflow Versus Dask\nTensorflow is alot like dask, in that it executes code in a graph of operations, and because its like dask, itd lazy i.e will only execute the graph when explictly requested todo so. Dask uses the compute() method, however Tensorflow uses the eval() method. Both need a session before work can be done."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### What is Deep Learning Program\nIts an adaptive styling of computer programming, where the programmer feeds an network of deeplearning primatives with input output examples which the program will attempt to mimic. \n\nTraditional programming languages are said to be rigid i.e. The program will only function is the inputs are within an expected range.\n"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Deep Learning Primatives\nA primative is a fundamental building block which are 'glued together' in a hierachical network and then fed a set of training examples which the network must mimic.\n\nEach primative type has a set of variables (aka hyperparamters) which are tuned until error (difference between the trained & test input and output dataset) is acceptible. \n\n"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Primative: Fully Connected Layer\n\nThis is a single layer of input Output perceptrons, where each input layer is fully connected to the output layer.\n\nThese primatives are programmed by modifying a set of hyper-parameters which are unique each perceptron. \n\nA perceptrons is modelled on a brain cell aka Neuron. Like Neurons, they can be programmed to fire for a given input. The process of programming is call training.\n\nExamples of hyper parameters:\n1. Activation functions e.g. Sigmoid. Activation functions are said to be soft switches i.e. Outputs are continuous, not discrete. \n2. Input Weights - Attenuates input values\n3. Input Biases - Offsets inputs to prevent problems when inputs = zero.\n\n",
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"metadata": {},
"cell_type": "markdown",
"source": "![image.png](attachment:image.png)",
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"image.png": {
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"
}
}
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Primatives:Convolutional Layer \nUsed when data has spacial stucture, ideally suited to machine vision.\n\n"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "![image.png](attachment:image.png)",
"attachments": {
"image.png": {
"image/png": 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ynBlyix5l6gHybW0VJR+KcJNJE0+eu+jiqbjr7jUoBxGu/PY3hfOkcwXNbXL9k0STZXJdjISUv0LslL5SbpLiV06anb6OgKyZ0wVjJIsFUt158+bhggsuEL+b186YhfPOGwXbVpxmOpWVvkEDbxJfkwwCBoHNRaA6INOLUD7v4eJLLhLOc+gOO2Dp0qXYf//9lUe32PctmSIqD5GZofImJ7KWaMrrZ9cnlfXP6nsGwDY5CGnZdnJt0QbtPM/H7bfNlbnGj2fNxKiR58Ivl5FyXPi+R5cHYkdEQsfoUY6ttHVJ9Fi+iNkiKopUxW18xqWXTcOKFatR8pS27dlnny32nel0SjhQh84V4gYk1Gw8lsfncDaUrCev1xHxD4AW6v+voJeqtYY234htyKQ5T9ti37Bx++3zMGnCZDCM0g033oTRo8eKdyEGUKe9JxcVpDwGhuWv09T53LvTW8wFg8AAQ4ATVI7r3KrJKj200cNQgCgKZEy95JJLsHzxYpB43nzzzaDCkJqw0pkNgzKob8l105VJKyWAUfwN14Us/rAHPAElmEwEVItfSag0Mb1g/HjxQMFc1183HePGjBVFIuaRRkmgVw8s16Gdpwc/CtGab4OTTon4lb5tueZJHuJ7V30HZ555pvhVtCTYtiUEuVws1rO4STzR7PZ1BGjnqT3xUXKgk6jBx2YrJJx0BbZg/iJxD8bj6dNnYtSY83V2szUIGAR6gIC28+TklcyOJpw0H+P4TXeYSxcuRNOwYbLmecwxx0hoMubX32jHx9Yb6Tvm4pnu56x//3Y/q2f4m6oI7TU5o1DcYjWe58QLJmDBvAXwimVMv+ZqTBQ7z4Ko1WYbcsjn2zZVrHAXBa6fJu08/RAXT70EK1fdgbIX4spvfQOnnXIqXEc5aeAgy8ZjXbSdJ/kMNkS/b4xNojUwLyo7T+XZhG/ID1h+IrKltEI5UVi4ILbzjIAbb74FI0ePU96qIuXSUWtt621HtLrT0zveZc4YBAYyAg3ZDEI/xNCh2XbSPLHzvPhCrFi2GEN3HI4FCxZg7733RiFfQqnowXbTaCtUdUy47MZfXScCmwCwKnPcRKb+fmlT8Txp+nnjrOvFUXwxX4DDqBiwkI/tPJU8rXMEco0qVmjSznO5NlWhnefpp8taF2dKVBqKAop8lTYmt/US11Q5XJrUPxAgB8q2JOHUbVryyjLDpbcqxvMUO09YQjxHjRojIqTWljzoQ9kkg4BBoGcIlMuK6wyh7TyBDRtKuOKrX8Yy2nk2NIid54EHHigMC7XbybyQ+6SUsbdpwDA9nc3PuY6o1xllPwhBO08Gqma65odXYyTDRBU62nmSGwgt+q6t/jTgGvp8sQjbddvZeTKqo9h5nnwKqB5NO09q8ZIwcpClX0Y2IutTm7rbIJ29b2155njrIkDDa8529FIB5QgSzzOVBdc958y5XSkM2RZmXn89xowZj0Leg+9FaGpqrFM53bK12zpZzSmDwCBHIJtLwbIjpFMOMum0cpLw1S+LwhA9DNHO88gjjxSXmLTzzJfKKPn8aLXML97WFf10PRp3naOfNxBnGfyRYHFLmfits28FTVeunzkTkyZMRNpy4ITKzpMEjuYkeo20q9dPZzMoh74oDC1dvkyy086TnGfo+8ilM0I4C215RTDDULRt6SxBcytdPcNc77sI0Jdy7JWvIlngWjvT7DmzMXnSJNH+uunmWzFy5GjwI25qonchG8USP2Q9Feu772hqZhDoqwgUY1M/jtueV6rYeZLzpJ3nEUccIdwmx3Pm4bIZTVY6Y2Aq71njnrVyvmZnwBFQPW9PvifFpxSlMZ7n3LlzZX/G9BkSz5OmKjQracgpDjHtpuCXPTQ1N6pAqwlNSpatk/YCQyfgky+inedqUIkyaecpmrRBCNe20ZjLVTR5yXky7iMDuZrUvxFQ8TyrPYOiIX6o8xfMl8kawyNdf8MNOOuscyR4L0VOxWIgESEYRolJrb8oKYfyb6ttSTdlxkLCa4hv/+49pva9RYDfmrLz9HD55Zdj3uw5IFOzatUKHH74oUIoqQOTa2oUXRVqx7e2tsJm6MA4pCSZz56mfk9A9TBSi4Ee0kisJJ7nRBXPMwoD3HjdTEymnWexhGyWYaIstLYpz0IEmI1CO0whqpVhSkEViVELEDAkmWVj6tSL8JO71qDsh7jy298SO0/OdkTDiyHOLKudnSdnQPyxEcnpmtS/EbDEfTJjtioHGHybufPn4YLxE4UyzpgxC+ecN1qpzUcMgZSG43K9lPcwLo9JBgGDQM8QoG9b2nmWJK4y3fMN22E4lizTdp5KYZTfHG3s+WOiIif3Nzn+SuzmZK3qf6nbX4lIU7pkXblfQxHrZWMWrkHpkGSbH8/TRpmRxu0QTjYNcpNV0xUbEVnKEMr8JQhhuyl4QYiIxBPAZZdNw8oVq0Xh57vf+gbogJ7rndnYzpNElKICvUZKewcSZ/4YBV3s5GOPRcn3q3n1WmTkuDt56t5oTtYgoD+MzueSXKqmvkG343lOmAzbSeG6G3+MkaNjU5XIFg9Eql+H0mf5ZNoYK42xzp9fU+H4MNlj6ucwZw0CfR0B6peoFPf/mB3UXwPHY0oQK/E8oWw7yaSIhaIE6LgIy5ZQ23YH3CR2nofIhFUikVkqIpmOz8zigyiEk3IlyIemM5HNGJ9M/K64x3rpX1xF2cQ1iwdgXc9kjn61r4mnjufpe574t2U8TwJQL54nwkACodKRAfPUY+Gp8MNfyknBK6vIKG1teSGmJIgXXkw7z1UC9w+u/A7OPuNMRD6NdxXXydlN0rC+Hqi669Req1ef2jzmeNsg0N7OsyoxUPE8VXgy1oSTL6rKMxg2yeI1068ThSE6SOCvfZtGCHUH2zavYZ5iEOiXCLS381TSQSVV1Haek+raeeaLSgt+c166+o3GIzO/0S5S3yOgpOwxdU/WvZPTkmV7xfMseUElnicVgjgrqmfnmXwPs9/XEOAn0PlnYOJ59rX2MvUZWAi0//7aH3UnnudyDN1hp6qdZ6EgHCulf7QFrU1bet66/UW4tW+4GcfCbG/XeJ7fxRmnnwZ6F+JMiUpDFNmSmHIttTtatlpgsBmvbbJuYwS4js22pOhdtynXUPiRWrYNE89zGzeIedygQaDreJ41dp6eJ2OwfJtbwM6zK6A7n3p3deeWvr4pFjPxrNps2zWe58lfRLlQFM5TexUK/UCcznemJq2l6p2JbxOvana3KwKqpUw8z+3aCObhAx0Byk3jWJ49jecpdp6RCsrBSEZ0ltBVssA1z65FtF2V03cIaFc17eS6iufZ3s5zzuxbQXMBxvOknadrU2W5vp2nFhnUA4LmBcl4nsuWtbfzJJdJDV8mqkpTNk/CSe7E2Hl20mD97DSVGNimTFqyoO08Gc9zMtc8Iwu33HIrRp43uhLPk+uejOdpkkHAINBTBNrH8+QSWTKe5+zbemHn2dMq1dxXj27UZNnKh7UsZTcfx9t02m7xPBkxha75LBsN2ZxwniSqJKQUIVCsa1J/Q0DLCFS9STwpwuVclT8Tz7O/taepb19GQDMwHeuouEMumyg7zwC18TwZDJvfZ2u+iFxjs/i3pVXFxrZWsabgd6v0G7Yemdt6JXdEZIufITzbM54njJ3nFm/TvlYgOVB+iCaeZ19rGVOfgYtAVbS66XieDoLIEntOSv34Y+qWnecWAq/PE1AtPuP7koVnIoen0/aM52nbSnRMbpN14kDLGRPrqRWKdD3Ntu8ioLtT0uyIkgQm9jT+TDzPvtt+pmb9FwFOUDlecqsmq5sTz7MaQ5nLK5XJrjiLpzvWrtdCe4tcnyegBIWJhIlEiWCTUGliur3jefa2Acz92xeB9nae1cgonBQxBaFyPG3ieW7fdjJPH5gItLfz3FLxPLcdVtudgOoZ/qZeua/H89xU3WuvxUpnYlhfNdytzWWOtxUCJp7ntkLaPMcg0BGB3sfzJAmr92v/LPour/21z9Gzo35hB9rf4nn2rCnMXdsLAeoa1Np5mnie26s1zHMHEwLbO54nHSv0hpHZ7hyo7iydcaJcW+SP4lvZ72PxPGvnPvp9area86w9b463LwImnuf2xd88fXAj0Nt4ntt7XO0zBLSzbsT1TtGCNPE8O4PInO8FAiaeZy/AM7caBHqJwFaL59nLenX39j5HQOtxolxoNvE8u9ukJt/mIGDieW4OWiavQWDLIlC18+xZPE+tTKL8CiW9A2zZenZW2nYnoHxl/UtWkoSUiWJbE88zBqPOpv2EQzsBUJ5zktnb5+OVZF69n7yjzr5uFLnUzXvqFNOXTpl4nn2pNUxdBhcCWzGeZzeB7M36Jx/ReyWidoNqotY1k4F62Zilv8fz7EiqEhgkdjuLjNObBiSmNLIgjo4AHKoYbFJoPDey6C2Y+dQx4z+rujCQKmvvyPVKczH8lk5xrFIeVurPwuS+IHFf4h597zbb6hbovA4mnuc2awzzoEGGwPaO59ldf7Z0y7o1UuejztZ4Wp0y+3M8zzqvsx1PaUJiqQjj7DBxp9G73Equ+LxQQKkxu0HcFfQ1nmdM1Gox6t0S1xO72/G9N/3o9naeJp7nptEyVw0CWxaB9naeWzee55atefdK2/IEtMOIqyrSyWm5aOJ5dq+xanMRU3KUwn1GoQRu9uGiBBtlhAhILkMbCGw4oQcHypOT+Nih7JK/yIUV2cKhkkuN4MccZuyCJ2JuT5YafEZzr4h+eW9Knllbr217nCD+dR5s4nnWAcWcMghsMQTaf3/tj/p+PM/ewtB7EW4vaiDSwH4ez7MXr79FbhUukCJVil4tW3GYQlhDxVOKmmn8qCiEbSkuNIIthDMhh60ypCxFiwZiohsgJWU7QmRJY+O5l1Rgi7zKViuEWty1dp70mykxA008z62GuynYINDX43n2toXiUbC3xcRyvm4MpsySzNaf43lqoekWQK8XRSifrbBt4RJTADIR4HCJMwLINZbILNop4Tgt+HAQtmuDBOWMl8XZLUqAxYjuMXFO1JAca0W2m2zMRJ7tv8vWCWHieW7/ljA1GMAIxIaYjOXZH+N59rZlthwB7WFNTDzPHgJXuU01oXabbAnBI1Gliw2lZMRrithT4FDT5DEBpJsrmdyIMhJv5R2kwmrGww3vrLm7Uou+ukNfyjoggYnn2VdbydRrYCLQ9+N59hb33o+H8QC7uRXhbTqZeJ4aic3cktiJKNWGDQ8WuUYhenT8qKgdSSZVZ9Q6Ka+q9U4hkJYHWFzzVNyqU2GpucN8KUSiqE3BrVpvlXZTQeR75QJrM990M7Kz7pUXEeJJES6h4s/E89wMKE1Wg0AXCMTDTJ1caiZetfPsm/E861R8s071noBu1uPaZ+ZgbOJ5tsdks4+SMxHhPily1XJyElZF+FiuJiKqa/MMCQ25zFgMzFNiokKaSqJJYa8motWaVe+vnuure5UQR5EsFkg1582bhwsuuIBGxrh2xiycd94o2LZSB0insrI2GgQU/1YJcV99P1Mvg0DfQ6A6QvT1eJ69xW6rE9DkIKRDkNE5gk4mnqdGogdb4QRJGEJ4hDRyReMWgfKQLKcSpqGBaNGKTq1SOgpTQEDNXHKioXCt5FBLJByyhuoi8myhvIzqRXLic10RIXwvqNqG9qDqW/IW3Z1MPM8tiaopyyDQNQKcoPbneJ5dv+Gmc2x1AmrieW66AXpzlQRSETTAsVJASMLpA1EZCAPQTZ0QUQsolJlX/WzIyrPK7ziIvBLgF4DQA/V40+TG+OO6qAN4PoPcAlHowWM+CndTDgK98Nqbl+jlve3tPE08z17CaW43CGwWAu3tPPtfPM/Netk6mXtNQGWArlNw8pSJ55lEY8vuW3BBg5WSX1aqt967eO2Z32LUaSejuakBbjqDvQ44Cl/72g/x7rvq2cWAa6U+EOTlhJVK4d03/4VvfvlSHLLXHkhZDqyUgwPf9x/4/o+WwKc2bzmEaww9pKAAACAASURBVPvIWdTi9VEmrVY0dsu+0GaWZuJ5biZgJrtBYAsisD3jeVLxcXsnK0rKU3tQG/0O7Zbi6pRDNp8hyXQ656yzsXrVSqQc4MZZ12PMqNGgCI52ig4sWX9KOTTy109Qd2rXUfpsKpUVEQJFxZbj4OKLL8byFSuE2/r+VVfi9NNPl7UuzpTSjgvXdkAbQEfbBtaUr+vX2bbW9V7FxV1nN3RxPrJCiTaDpK8p2+LyHB57/A84f/IUHHv8cXjwl78G+cmYdxTlWGKgV+kcFOAV1+PBu36Ks8+bLNabUSaF3fbcG3//699hIYOhw3fBL/74GPbfe0dky0WkU2QhS3j2mWdw2snn4rV/viW13XvfvfBWy0as31AEgmZ8/KMfxz33rkJjA2BbJYRcT7RywoGy/bpq+y4g2CKX2f7syo6jalON5+li3rwFuGD8BFkYvvHmmzFq1BhZ82xtySOTq3KtqiKdvY3ucVukuqYQg8CAQCAKQlBRyE2nEAQempqy2LChDVd89ctYPH8+0g0NWLRoEQ499FDkcjl45UDpFji23GeJM+quoeiMWCaHza5L6ZgjOZ5L5C+f43EE24pw0AH7UOyGMApIkeKb2/Oc7Y86lt/tMxxe6g0xHNT4M/E8uw1ltzNyqA+9AI5o376Dd974ByZ9+QdosXfC5d/6X7QWy/jbS39G61svYcqpH0Z53cs487xxWMcnpEk4IqDlX5g26Xy8/M82fPDT5+HVtzbgxZdfwbq33sTP1yzGXkM24ve/WY0v/fcPsMEC8sggtDKwygWkbT/Rsbpd7S2a0cTz3KJwmsIMApuFQH+P57lZL1sn8xYjoHXKllNC1S3FUXJ/ypQpuHX2raDpyvUzZ2LShIlIWw5oQuEVSzIrSafTwlV2VmbyfDqbQTn0cell07B0+TK59IOrrhLOM/R95NIZUXYptOWFkCMMhQNlhBfaBfb3lErRtRBFsiXcNvsW/PPf6/GB476Ar33jP4UL5/s1Dm3CTT+6Ers1An9//gU880KLulYs45nfPYZnn/oHhu26N+YtX4LGoUMQgY7iQ5zw2U9h/o+vRoMFLFxxF17dAHAFlNpGtss1105mTdsQVBPPcxuCbR5lEKhBoL/H86x5nc0+3OIEtB4nauJ5bna7dO8GYfmpHhsAgYP37LkfPvzpT2LcxNFoykCc74VcqLSbgMYR2GnoMKC4Ea+/9ZqSFmSa8duH/4iyDxzz4Q9hxxFAxqW4ooxWr00I5cc+8nGkbaDc8g7WriuDQnjlrMGF30YKusW7UPfePc5l4nluFlwms0FgiyJQtfPsn/E8ewtGr33hJleMkiJc7vMaxbcSz3PCRCxdsljqe+OsWRg7dqxwnI3ZDALPR2tbGxoaGoQ7ZCa/rYyGHNfZlKonfbeS5dHbgH5fLWDq1Ivwk7vWoOyH+O63v4VTTz0VohmWyYDyecu24HuerDNynYxyeGoGt7a2Sr36u6lf5PuwHDp1b8T5F16G06c0CcZ050fN2iiVA+wI5Xfb8M7GIpDZEXvstquS6FsWzhs/BQcf80lk9vygcOppLkL7HnKpjJi3FAttaMiR2wzhlz3q6EobhH4Et6Ea3aS3HbGn96sllAhhGIDrKZRyzJ0/D5MnXQh2kBkzZuHsc0cqO8/IBqUb9PMb0NSH/XP70v+evra5zyDQBxBoH89z2eLFGLbDcMy5/Tbsv//+Mrnm+M9vrlQuy7fJbzSbzaJcKstYXPZVgIs+8DI9qoJbd+GSRSUpYyeSOiGQtBeMByHfD+CmGF9SKbsIEbUijD9/HBbOXyhF3nTdTIw691ygWETWsVEOaCMRwsmm4QW+EDdVnI2I6p8hZP3UC0IRG3IbxU7TL7tsGlauWC2v8N1vfQPnnH0WgrKHLBe0PU8M4kk0bddFQK0cyxKCTKKcSmVIEypLw12h11tloa7K7+l1IZ70FkSPRHYKOSsO8kpzk4jeiSK8/vpr+Pp//hdebwU+8LnP4sC9R8jjAivCsH0OxHHvPQQlKyvcJUo2kGqEDXKgJfzuD49iXauH5p2HY59dGkU5iQLjRlJodn6rjnvAzXqZ+ovzySLipkOxWEY2o4h24PtwUmpSxbw0s6F96u1z52PShMmwnRSuu/HHGDn6fFVUZMMnpy79mhMr1fa0Q1bfwOZSUkWAk/U0+waB/oaAVsqsSJJirRr9NZDZIEOS5cRT6AAnqlZs+0kvLQ4unnoRli1ZjKE77oCbbr4ZBx10iExYfX7anI+HzKYUSFl8EIVwUi5IPLd3PM/etlfvOdAY6TCgopAjwLqpFDzfQ8p1MH78eCxfvlzGrRtmTse4sWPgl8pwYcEmJxCpUFm1BEofp5wUvLIv3GahrYjG5maxfZw8ZTLuvvMuGft+cOV3cMoppyDyA+F42cCc9dB8RjiO3qLUV+8XZpGTlhTgUAsugC2KPZx4BFh84w24acUiPPb487DLwPs+eByWrJiNplgZmupHEdKivczPQ9z9EXhGbYl8rH/9dUy94ptAysUXTvoMdh6qvBqxyQOGR9sGS8i086SpClM2m65oqtElH0lgEAZwbEcmX4sXL8WkiVNk5nvN9OswZsx4RLGaXlLbjoVUtPcMHeyrvdvUqw8gINK8XAaFtoIwJHS4Qt0RfpMcb6ZMmYQVS5agadgIzJkzB0cffbTkW7ehRSSKvp/wctYH3mdLV0FPNKrlcoZew33yYien5T4Tz7MK37bcEw4/lUFbqaweG0ZwhCOkumwe8xYswG8ffR4epeAMoOJ6eOL3v1WcpkfJLl0qUDxrC/EMKS5PFQC7DdjwLv7rsv+Dl95OAbscgq9+60sSe5SCXZIzJ47u0vv3ZRfs2A11uSaep0bCbA0CWwOB9t9f+6OBH8+zt4h2PnJ1o2SZvOt4nj65H4rSbGHxzzn7bMy9fR7SDnDzj6/HhZMmo1AoVK4XWltFFk77Hv1LPpLcP3/ZxgZh+QuFPCLLwtSpU7F06TLFeV71XZx77rlSJmdKNJWhyFZH3eD+QE9BCGQzWURRmUwoPD9ESJ99TUOxZOUa+EEJf3n+GYw794t44tFHcdZpJ+HR3z8LMq2cFJHrJP7UvLXdMqKgBQjKmDRyEhat/jkiqwnL7vopDtxvZyGcpbYyXGl43XX0dushTYkC25QzXm6r7ct625g3fwEmXDBR1jxvuvkWjBo5Btlsg6xzb71amZINAgMfAcbzLJdLKBQ4C+eaJ0W6BXzlK1/B0kWLkM7lMHv2bBx44IEYMWKESPw47jLWLn8DPVVHv02xmAkUarNRrUfZeTqypeLOhZOn4Kdr7haO5Zr/vRqjzj4XxXweuWwGrqUILAdBJkoMkz+K2pK/QqkAm27jogiXXnoplqxYIYT1+1deiVNO/iLKhaKIjakcxBT6ATKptBBS1qs2acKst7XX+9MxcaPoNSxxTY8rzyUEbgjPsQE3gxF7HyixWA7Yd1/ccsuPcP5pHwPaPEz70v9Bno6ILMDLy9IwQlnz3AgrbMV5p56BJT97CmVnD8xftghHH7qHtCWJbGMDlYggRtM0MFbTnK2BmmohE89za2BryjQIxAjEg+1gjefZ235QJaA9LMnE8+whcFvqtohKVmzGErywKFFUQstCkbFASSAL9I3LONkBvnTpRAmY/cpLf8fb69pkIpKiP4W2FjiWh5Z1b+PEz5yKlfc8Ci89BHOWLMU5Z30aw7IU9HpcLRVxMEkbJQ1cw97aic/RkgTNeWqPVrfOmY3JXPOMLNxyy60Yed5o+H6IpqYhol5b0qLtrV1JU75BYEAiMPDjefa22bgIVnfNs6uCeZtOJp6nRmLbb8lkBx7XQEuISm147LEnpUlJ2sggprKuUpMOi9hx913QmMkgfGc92vJlIaAR/eHmAviv/R0nfOxEPPDwX2HtcgDW/HwNzj77YyiVlJg3FdDrLmW+gCd9xkFI+fEm1i97hkZ72QCJJ0W4nAPwZ+J59gxVc5dBoB4CHCfqT4P5tVHSFGDIEGVOePmXpmHenDlI5XJYuXoVDj/8cJnctuaLyDU2w3bTYlWxsa21slSnSq//hHr16W/nevVmHEdNPM/t2+S0g3TSFrBxLT5w6CH49HEnYP6in6NARVxKyUmPaHySyeDlV19DW6GE3K67oaGhUc2dnALCta/hsyedjmeefwONux2An/3qEXzsuPczohkaM7FZTBwqjWaiUiQ/vFg1fWsioNfUxf+ukFDAxPPcmoibsg0CingSh4Eez7O3bd0lAdXiMz7IxPPsLdxb+H6ZwVADqAw0pPHpj38U8Mq4+aY5aLPpt5YsWwHwWoBWD3PnLAXSDdj98COx205pZHhf8C6mTZ2Ih5/7N3bY8/347a9/jQ8evFOV4+MkibbOXJumkpgIgTlxChAydFqFnPb83fRStYnn2XMMzZ0GgZ4gwAnqYI7n2RPMkvd0SUAJMBNZea49EWxtSMvzF4wfjxXLl8vAev110zFuzFjlAciy1DpZ4mn1HuY6KZQ9D34UojXfBiedEi1LatuuXLlShufvXfUdnHnmmaCZhRVS79ISw95ysZgofXDuin2jrEU2YNpFl2GnJgdP/u4+XPU/VwsHKYLPwML/+850zF/5K6BhKP77v/9LiXnDIn5zxyqsuPMP8KwMfjB9FoY1NsIrhlj77jsolNqw7t230NbWgvV5gIJizk1TEkCNotXeY27iefYeQ1OCQaCnCGg7T05efX/wxfPsKW76PokSU2XY9en2WxPPsz0efeWI7VYSNz05IBiB/Y/5BGb+vyvQ5K/H/B98Hbums9jv0KNg7bQf/nPGchQxAjOnX4+zjz8Arl8EHB/XzLwV9NoXoQ3jzvkM9t5nD+zYNAz77bgzdsw1YdeddsHQHYdh+I574KHH/yHroBZJc1jutheRTeFl4nluCh1zzSCwdREY7PE8e4tuPaawQ5n0UduezbdAO895c2+XeJ633Hg9Lpo4GcV8AY5tSzzPfGzn2aGwmhO5enaey5YJ58l4nrTzZJmcKWXclHC3WhszKV6uKXbQHKZsG8WSB6GCbgbnTDwfT//uDpzyqU+gwXHwyl//CmfIEJw8dhJ++9xfMGHMiaDBT4NrYd2bb+NPL76GDSVAfMqmioiKbWIHynLpRJ6mtC4pbLzwKe65Anph6FbX6VY7kJNlm3aw84zUQxnPU+w8I+DGm26ReJ5i59lC2+BuPcJkMggYBOogUC574n+8aucJGWu/csWXsMzYedZBrP2piqWr5kJrxyNtS6njeSKMcNFFF+Huu++Wkq754dUYec45KBby4hyYvmiZOCCKiZEeeds/V0SIfGa+WBSn7l6phC/Fdp7Mquw8T0GpWBTb0cZsTpyZc5ClX0YSVIqXa4dxreBS87gBOdCK171SAdlsRtwbMgq3ix2wz9EnYsma00T7p2QXQF7RQRZcsqRtsydbB8N33hsvv9Um65uBTeQcIHShYlKXlYGouPuzxW7UcSFiYT4l7fuIKM6no/leJGoKUwLNtmTbcpWVk7W02NcAc+bcjsmTJwvBnnnd9eKer621gEzGQVNTI7w42EC1CronV8+YPYOAQaA+Aoznmc/7SKcchI7VLhh28/DhuP3223HEEUdIIGzfC5EvKafwGQ4GVCGNCQbHosGYaulPBwy43smfNicw8Tw7QLRdT7hpOtcL0eYXEdKNn5UBfG4B+umnuDWHQLwIZeLpUkTOjh2e9CqyOCeCAwd0rO7YjDAfE0/S1MiGV4rQ4EAIMG8R9w1uGlaWz+5dIvGMGc2KhyFt5zmbdp6TJkkdb7r5VowcORr8iJuaGoTQFkusTe2Ur3f1MXcbBAYTAoM9nmdv27oDAeW4WjuZEG7PsjFm1GjMnTtXDOhnTJ+B888/H+QcGfmEocfEM46bEk6xqblRXD7p8vRWV1gWX6nZG/iYfNGFWHXHajD4yve/+12cfPLJUqZwvUEI17bRmMsJ50nnxOSKXVe5lNLlDdotvSVELnJuVnh9BmVBLoUoBdhpIB01wPFtcYSQz7dJ26bpeEGIpEentmKOUioqPpWBtG2X10kxUxJqNJ22YIVF5Fwf6VB5jgrgorQFQhGZeJ6DtueaF+8DCFDqo+w8B2c8z942Ac36NjmHJ7HKpDOYMlHF84zCADfMmolJEyZIPE/GdiOHmm9rqxA4NkqhtSAiXasScJEjO9kN9QtF+Grj4oumVuJ5XhnH86QIT/wohpGUTaLJMstlFUOObvsYz3NAR1rpTsuy8VzFgZF/dITfpIEJkC8rXpF4WyFZzxDNDRlpa69MltORhU9q3jFlMg0gMSPT6VExiWucFm09GdPVV94UGIGFl+JJlpPKxPFZu1PZ+nkseY6ScGhzlrnzFuCC8fRt62DGjOtwznmM56nmemxz1+V6KWOAktybZBAwCPREhGqJb1sX+XwJF198MRbNny/xPJcsWyrxPBm7k+M/vzmOvfwxSTzPctmMv2LSJ9GrQliOipfI0FAclMKgjJTjiqnCxPPPx6IFC8Uf6qwZMzF21Eh4hYLIzTkAyzhOkH3G86zGuJKgy5aDchBKwGMCz5iMbAhyl9OmTcPKlavkeYM1nmevP31FP+PpCLHnCZtmobInf+g5HqHsSlQ/Ol4QoW4IN1VZBodlu7DJgSZd9FlcCo3zxGvOVQkFSfaWSUIgI2De/CUSksx1s/h/M67ByNHj4rV0wKcZExnuKIJN70TiN1nXRhHYSpiyLqul7+syo8lgEOiTCFCKZ8WLkFx+4VKMTnptUknrXJEOaukdGZ5s1kW+4EkIyqmXDN54nhqvnm7VqEOOgmJR25H4iizMlUViYNyo0Vg4f4Fcv37GTFwwfpyy84zn/hF52Pin10urWxtstFQqLdwo7TwZnzGTa8Tll30Zi5Ytk3oznufZZ5zZIZ5n0rC+py84WO4jIVO/Gu+M+kJMYiuHPNaEkSDxgmzU/fGBOil/SURVd9FlxLck8vRgN2Y7ubnlltsw/vzzkUpl8aPpMzBhwoSKkoKUbMX8pmwjWCSkiUGjB083txgE+jkCtItXH0FlMK+8kYpMVS7H9vIWo6mkkMm6aNnQJsqbky+cgqULF6Jp2DCJ53nMMcegqakJ+WJ5UERTqUDVwx2XmptMJHpMFJ9mMw4C35cBbNUqxSHO+NHVGDduDNpaWkXZg+YnbW1tEjRbi9HUYNZ+WE1nyJl6iPwIKfphBTBt2qVYsHSR2BR++5vfxKmnnioiOhJMmsyw3Fwmq7R6O2hZSjXNn4GCgHQaC/PnLcAVV1whb/Wja67G2HFjKk7kKzY0nOixe0kc0yoAttZCqp4yewaBwYGAfA8Sya/j+1pUCPQkUlPZLyGVpkg2xMaNLUhnsioY9tKlGLrDTqLbsueee0rISbVM4sq+VujThWtRsZm3KkQq8jtyoMLaZ7IoFAu44stfwsIFi0RsO/NH12DCBefLOmRjY6Nwo/nWNmSyGWmQdiSzIlJQw17JK8NNp+UeXpo69RIsWrZUGJ7/ufI7OOvMM8S7EBWV2FjU9tV2ntyaNLARYHsvWDAP48dPkBWFUaPH4MCDD8ZDDz2k+oJEmkliEHPB8dq6+ZCT2Jj9wYSAHnc5B61duohiaQ3HdRJE0UspFJBNZ4SzXLRokYrn2dhQiedJ3RIyUPwmqYOimarBhOnmvqsschIoz/eUXaXj4Bvf+AZuuukWkcwecuBBWLduHb73ve9JnE1q3DI2J2NBZrJZAbzeQymbJ8GkQJCatmyQZ579E+67737hQmdNvwaf+tSnQK6TMUIrjRfH89R2nrVla2639rw57p8IPPfcc0I8M7ksSgUfS5cuxeJFS+RlnGwGQalQ82KxoKqinMbLplfUgGQOBysCmqrWvj9ZRzJJjovIpw9roGnoUMydv0DZedKdqu+jWFB2nhLFqbaMxLGKj5Q4MUh3KxwouT8CyKgXM66djkzaRej5ePHFF3HV9/6vcIxaxp51XRSZtxugubYFj9q0seYmOYb//eH38PFPHCcznUwmAzpfoLtAEtkojGS2xPNMnDmZNHAReOedd0QxyLFT+PixH0HJowQiBdtxUPaK0ic6vH2CeKrxojs9sUMp5oRBYEAhoJc3QO6T34gVypjOsZQMCd1m0lvc2rVr8Y9//APjxo0T4slxV7trJSNDyV/RK4vU0HChm+4iQkC9sg837VQGK2pEep6Pyy65BM25rCgNNaQz8fon3cZYIm5tLeRlu8lHRIoDJYG++trpkvXzn/0c7BRnQgEQhHAsG5lsWkQGXP/k89mo3OfWpIGLQDqbExWI97//GNx5511IZ5tAT0O268gES5TUOkzV7ITykCGeA7d3mDfbfARshCK+JbsTiqJQsZiHEzvDSbsp/PCHP8SPrv6hMCcU1+p4niSWDOzhFendLCsEVCsObn49BscdLvUvUmlX4noSTMrMaQ/I1cf/+da3YYcBAs+HHUbiMo4mKJyhUFZOsZtwrRTVdrIYZVm2iHxZ7jXXTpfBkg0lcnuqYZNDpSlM3MCcAZGA0s6TMyfWyaSBi0BLSwvSac56XRRKHiJ4omxWyJfQ2JRDyfNil4IJDCJ6x9LHlqz/6HUgs1XrYQaHgY+D/gKSWxqrWbG2PD+SfF65SqU0MeUqczaO4ZaTUuLc0KrYeXIM5k/beaplNSMBTOJbu+/SiTgVcTV4OoPQw4CigAgpxxFNrtD3xStQiABuykbgl0FHCZzraO0sfX9lG4VwbErMKyOerItGAcNhKQN6Ed3GSkwU2fKnFYoq5ZidAYkAfd6Wyz6KZR+ZDN3cWwh8Kj5kUfLYC92qr78KJ0pr1WqiOwUeM7fZGhwGSz+ofgHJPbXQFutywmWQBkaAsFz4sdlXKk2/2ByXU5UxOKmwqZSI0vA8QzyTyNbb71Q+WiV3ijjq9U8OUZzdMmnNLxLP6vWOjxFLmYQHm06JbcdbzZkBj4BMvypeqiJx4kAfKfRYFb98sjNW8IgHiviY1nDsm2ZrcBg0/cAKO2FcEt9O5XvhDJPTS/XdJE+b/Z4j0JGA6kFLeIEq3Emip2Y3VULKx1evd2wgituCymjY88ryTj2z0qVUn6vPmG3/RYCUkv2nSjHbt3e1b1VzkM5SYSK+Zraq+Q0OgwOHuh+7/k44oVSfU/txUl/nxeR+3cLkpGaaanNoJqr2/GA5rote9aQSlNHTBRuAfAEHLrWvIJL9JNEV91L14dODni6f2/YNW/8+c3ZgIpDoNvKCUdwZVK/r+p15v+JYkz2K95ljhZ7BYWDjUO8b0W2e+A4SWuvqjuoXNtgJYD0EN+dcRw40vpvNUEscKwXHRrqaIFbOcye+pgcxchAd8wk1rojokk1ebdp2pXbgPNtfNUf9FwEV3kUZfrP1eUwnt3bHNq/0rUrX6b+vbWpuENhSCFh66YIF6hFUjaqdMyj8ztT3xklo5/m2VCUHZjlJ2tXJGyruk2ArNl7J3TcFuOYstPhNN6k+b2Y9nUA9GE/HH7H+8JUKfoj2BLX6sat8MaHlfC0eMHR/NFvViQwOAx8H6ft6Uqm3lTGk+o1oQqmoZPJbqmQ2Oz1EoFMOVJdXS2G1ejyv8yPVRFHnrz3W5+ttSUgZHsukwY4AP3ZKJfhxs1NRbKGnXcQm3tdUQcMVK0XopQWe1tIOs1UgGRwGLg5q6ORkM/4g9DY+rLuR70p/W9xS4ajqV6i6V/duc7IGgVr62P5y7YDV/mq14WrOJw91U+lG1sfJPGZ/cCLQ2feu/XhuEpW4Q7GL6m5qtgoxg8PgwIFvqcdV9cadj67t88Xcj7rJ/O0FAh050Hjmz6bgDIdbFSFUm60kaG7MLPD5lY82vq/CNVQUOqpndH21Zlfnza5zVsuvntkyex0Ha/V++n1qn2LX9MSws4y1N5rjuggIfIyuEpGPVEG8k0IJDa/KVyW5SnmodgCp+whz0iAwgBGoHa/0aKrOKw11niOnSXtpnldcJ78pRjIKtcb2JlAyy271wVEo17+mznKBujpuVXJykNPna8FNZucDdL7KzWzC5CiZvLCN93VdK9sER1OvKnxX/b56Wy+fOdddBOIPujY7NQcr2oPJbhrnb3e99mZzbBAYJAjUfAckinrSWUGg8h3xTPJbquQwOz1EoCMH2sOC+u1tcWxJdqt4nqZX3Nq9UnUSoCi/nue1y2QODAIGAYOAQWDQIDDopyMxPyMNrsHQW90LqsRTn1Fcdb3z1RxmzyBgEDAIGAQGMgKGA02s37Kha4li8rieyJbEtoPIZCD3GPNuBgGDgEHAICAI1DJbgxIWTST1dlCCYF7aIGAQMAgYBDYLgUHPgSrnhGppXa1rttduSnKXarbRfvWT0WhMMggYBAwCBoHBh8CgJ6BscnKe7cli/Y4gxFSr69bPYs4aBAwCBgGDwCBBYMCzT4xtx7ijOjFYNxNjjkqyAT8K4AUeLMcSYhowhmnKhR8GEtCb8UoZ0d1izNLQQspOwS/5stVlMWA4kw4Arp8jJ80fg4BBwCBgEBhwCAx4AkriJxHYLUuCdJdKJSGejLoO25J9BpPNNOQk5BoJIYkf7+G9TJ7nyZaEOOW4QBghl8mCZZFgptNpieLOcpKByStEesB1G/NCBgGDgEHAIDDgCSgJXCqVEkJHgpbL5YRAFgoFaX3HseD7ZYReGX6pKOdIOAPPF+3aTCYD3/eF0JK4hhFQLJUZ4A2ukxLiybLWr18v+Xgv8/GeZJR309UMAgYBg4BBYGAhMOAJKJtLi3A1ISSHSeIWBaEQO3pFsi0L2UxGiCbPC4cai3qFs3QcwLYR2RacdAptxQLcTFo4VRLlxsZG6RmaW+U9hoAOrI/FvI1BwCBgEEgiMOCViMgRtrW1CedJzrC1tRXDhw8XjvKpp57CA/f/DGHgoVgsisg2CCGEz/MCPPn00yB3+d6998Luu79HONfWfBFDhw7FrrvuitGjRyLjO7vahwAAIABJREFUOFIWOV0SZj6PRJTEmqJdkwwCBgGDgEFgYCIw4AkoCRlFuEwkcEOGDJG1yyeffBL33ftTRL6H5oZG+JEFJ2QeB+l0BqFfxDtvv431ra34+xtvyP377PVe7LTzrij5nvjDDSKg5HlIx2ulJKLkOjUh5XM1Rzowu495K4OAQcAgMHgRGBQElCJWKgWRsJHIPf7443jkkUcQ+gFOPekL2Pe9eyKVycq1su/Ddh1YqTTOOOtM/Orh3+DpPz2LBx9+GC+9+g/85dV/SG9paGwSce4XTjwRhx10kHClLS0t8hyKf7neSq7WiHEH78dl3twgYBAY2AgMCAJKO07aaNbzJJTkAknUnn/+eTz4wANC4L7w+c9jnz32xJCGBhTLPhBFaOK+7wkhfM9uu2LMqNE4eeNGHLZmDZ58+im88ebbeHPt29jQ0oKFCxdi8cKF2KG5CUcccQQ+//nP47jjjoPl2MJ5knDXauLqeuqtcuHQ3nlDbZfTkWt4T8UiR99StdCpvc0cGwQMAoMFATp0kVCUnai1iMMXZe3OccSkLYNAvyegQeTDooJPaIlYVXOZga/EqVyTJCeYTafxzDPPYOXypcik0jj5pJOw33vfi0bHQalQhJtKS0xKinypamuFEdKpFPL5Nvxk9R1ofXcdDtlrH0ybOAU/vece0brd+4D98JN77sFba9/GL3/7qPxStoW9994bnznhRHz605/GYYcdJmuw5EqpzNTW0oKmIUMQ+j4i2ptSmSmKlDJTzCGHQYiUm0EUWdXgQySesOCVykhxbZV2rHxvfgyGiG6Zr6EHpdSbtLGY5CCllNhihTVYIulgm7NvchlAJx7TNIrSEa7VM7E/SzIerxQO5m8NAuwf2p9a9ZLuVuxfytLAZ88DIh9//etfYdk2Xn7pJfzsZ/fXubtaTpd7yY5eJzP7r17G4j77PRP3+V14Zb9i+sd8jU0Ncn3jxo3Yd999cdT7jq5TatVpuSUDYP0s2+JsvyegetBJp7PIuC7y+bw0TkM2J4o85WIJDek0/vCHP+D+n92LYc1DcOxHP4J999wTaZuEVxFLNiiJZxhGMsBRUeif//wnHnjgAbRtWI/mXAP+4z/+A1nHRTaVwvAhQ3HZ1Etw6WWX4Z9vvI5HH30U999/P7i2+pdX/oaXbrkFN9xyC3bfZWd86EMfwnEfPxYf+chHsNNOO8ngqES7FjyvjIybEq6VXYsiZtqnerETB84Z5VzcG4R4shMK8UyypNuiu5hnbC4CHCTYfpYVyUDi2o6syau+FopZFPNQUsHtkiVLpK/yOUlb5Gps1M2tgck/sBFQEyyhY8KBqjk131kkc5Yj/aixMQfbilAstOLll19GFIZ46aWX4IU/7R0B5YP48KQYMHEcUSnTtWFbjuQLAzW+akLqOClhImhKyDGx7JWkuRoaGnDvvffiltm39unm6/cE1ApC5JwUIj+EFQVozuRkoPLa8ki7KbiWjWf+8Ef8+r4HEOVLOPajx+Logw+TwQqhj5AzmJQDy7WQb23DkGHDEZZKWLv2LTz88EN4+823xETlqKOOxIgRw2A7KSGADU2NKAeeNPgOw0fg1C+egjNOO106K8XEP1lzN37xi1/g32++hQfu/znuuvsncAB87KMfxYc//GF88pOfxH777YcgdIRwk2Om1i49IAnRBJDOZGDbFuDYCMKgsp4a+AEc15WBmeu1JvVdBEg8M5kUNmxoEU3whgYXLS0lOJYtCmsc7lzXQbEYYtGiRXjk4UdlPf3YY4+VfsEJYvvUXkTXGQfc/h5zNGARiAlXlRHUTkntypJWgAh2FCLieOd7iLwy/vynZ7HvPvvjhM+dhMhq36c2Hys+U3HCtdsgiIQDpjQtCDzYtitjryagnEFynxNMJkoJX3/9dTnX1NS0+VXZxnfUfp3b+PFb5nGcuZMp46yesxgRD7A9ghDPPfssfnbvTxF6Pk7+wkk45KCDEYSeXGM+5qdWbTmfx9Dhw7CxtU1Ea3euvgNvvfUWcrlGHHPMMdhll13gBT7CKETz0CHIFwsxp5uV87ojcGDkMw7/+mH4zne+g7/85S/4zW9+g/vuuw9PPfssHv7tb+U3ffp07LnnnvjIxz6CT33qU/jAB46R55KDzjU2oFT20VrIwyOHbNuge0E9e6MImolrrSb1bQTYN4vFMoYMaZY+unbtRnB23dTg4u13WmQ/ny9g9erV+N3vfifHF110EUaMGCGElP2hfaq2uSGe7ZEZlEdxJ1CrOIoIUaRLosjwiyRO1MUotuUBy0fWdfHcn55CEPjYe799ZezpFQHtYmlBJG1WCK9MMh7I0lRS4pJJu2IqmE670v/ffPNNkHC2tG6U8bWvt2m/J6DUlm1N2HluaFF2nlEQ4Oknn8Kau+8QEemxx38Chx1xuHCnfhCggZ2qXEQYWbBcB4Hvi9iUC/G33T4bYQAMbW4WsSuJp+WkkG3I4V9v/BueV0JkR8K9kvByDZa+cum9iFs3lZKOW8znceD++2OfvfbCuHHj8O6774oG8IMPPohf/vKXeOW11/Dy0tewdPlysU394AeOESWkj370o2hqHoohw4aKhF9887qxKY4DIaZcL8imM329fw36+pGDpHZ2NptGoVAU8S3PrX23FSNGNKOt1ceChYvx3HPPwXHTuHTa5dh1t91kMtiaL8Ch68hkSlBNGTStSAbKZBazP4gQ0ASUtNOK4rV3WzylUTciQoSy54nzl5SdFrM9JTZNCzdIjjDsFQdandDVQz0S5iaCk+LzqASpJG5ctXVsC22FvDAOv/vD41i+cpWMqSd+9jNYc/ddVUaobsHxye2s/1Hzddarad89x75TDnzY6RQCSy1MNw4bgmK5hKf+qOw8OQM69vhjcdjBhyBfygvnmclmxIE8ObsworJQWkxSONtfvnw5ylQqctP4+LHHCSfglz14fgmFcgm7cXDj+mREF4H0NuRKB6AEokz7UK5hsi/T+TyVhmLi3lYoYMcdd8RnPvMZfOELXxAx8Kuv/QM/vfenePDXv8JfX/obfnb/z3Hv/T/nEigOPugQHHT4oVIW3Ql6viecbkMmB1i2iHvlm+m7zWNqFnuy4ox648ZWsB0bG1MirqW4Pp/3ZPL0wgsvyMTukksuEakE1z6pPc510YqoS6OpmYz4WPW2mpM6r9kObASEeMa8JxcbpRtEIrqVfkEVCccWxTQbFqK0LQSUnCl/4subJDZW7Nl8sOzqgmsnN4dQATmoyBRFrEtRxkX2f0oAWa/f/+ExLFu2TOpx+umn4wMf+ABWrlpR8QbXSdF94nS/JqBE0PN94Qw56FB8Sjn/Hx9/HL995BEZgD77uc/gwAP2EyLX1lYQzjPkYnqxGHsKskRUSvHvmjVrRNRBkceHjvkwRgwbLg0ccJ01m0bjkEZQO4yJyjzsgI6VQqFUFq1dcrLsFHQFyC1FrXoNy6W4OJ6NtWzYIM/e+7174YovfwUXX3wx3vz3m8KF3HXXXXj8j0/guReex59eeF6I6f33/RzTpk3DF7/4RZx00kmwLeXsPmM40O3+EVXXnupXhf2KhJN9ihOud9a2yZq666TFDOo3j/wWDc1N+NIVXxWRbYlSDDclUpXm5mZZU29fcnLKHQ+ahn62h2jQHLHhVeNTQMokJm+i06OOqcdP16ORz8mYJUsEZCoiOphJp4Vo0a93zxIftOk7U2nlTIbjoU6i6+E42LBhA17483NYuGAxHNfCmWeeiSOOOEykL7Ra4Jje11O/J6A0NSGHyI4ThgFe/POf8YsHHpAO84XPfw4H7LefcJ2h5aGxoQFBuSwzoFxaOYkPY07xnnvuwb/+9S805RpEY7apoVkRvDAEiR+f4XDm5vlCFCmakE4RRcjGa5LkPgNZEFeal+QgqOQj4tZsVikfcf2rqUmILzsSr5HQ7rrzLnjPbrvjc5/5rIgxfvmrh3DHmrtw34MPwnVtzL75ZvnREFQT0hM/fQL233//vt7HBnX9ZI29VEI2m0Frax5NTY0olcqy5vmbRx5Gc/NQTJwyWbSzSWhLxbh/5pQyXHLgUUBWB6KqwsaghniQv7wewslzhoqAEhGKb8ll0lNaOg0rZcP3yiiUvArHSfGtbbm9UyKKRch1G4HLC2EoBJHSOPZl/siNkhF58cXnRXGOxJKc50EHH4BUKoNiMS/6Hqx3X08a/b5ez7r14+zfEe2uECnHwTNPP42771wta57HH/9JHLL3frB8peVIAujKjIuydwd+Wbn4ay2WsHL1Kry79h3sMGIn/MeHPoTGxmY0ZLKilctG5JomxcIsg8SOYody2ZN5G4lrGMWxRSlGpk0nzRZiBSV2IOYJZM0yLYv3fBmHCkAhTRcg+bU7QGqauJaFTx5/vHAqD/7qlzjiyCNx7nmj8LP778ODD/wCd9+1Bj+/737hoj/4wQ+Cv6lTp+Lwww9XmrmxSQ65X3LJHJhJzGVBn3PWmMhzy/rxl3Q4wX0mck+ag9YNoO/hh8CPwqRqsAKNK/HkPrHzvRDkNgv5MrKZBuk3ixcvxhNPPAFymJdeeimahgyVyD60iWPSuLIcRSSTKLef8kddscDJW83+wEMgFr8qe0iKSbVQn+ugHGcc+b451nCfQlOVxZYxgVYIYonQQ2RookImgInls9/zp8aHSJae3IwL27FjZaE0vNDDE089gZ/ctUbuOeWUU3DooYeKkhH7PL8bbrle2tdTcjrb1+tat36FtjY0pDN48g9PgJqztKn89Cc/hcMPPRRic+dSTk9VarV4zS2JCQcvinQpMuVsiI3+vve9T9YpKTrgse4QFPdyUGMsUJ73Yi6W1/VgqSvHxtczJxKvrpJEguFaRb2f2IBG2HH4CHztq1/D/T+7T+o6Z84cnHv2ORg2ZKjYDN58883iCYmamxMnTsTcuXOF2+WzSTyT76Lrw3N8J/2OPE/CyZ9+J74LsSIh5ZZJ38N9/eHIhUH6h3hovIgHcSJu+rzGN5NJSz7aef7pT3+SdpkwYRKGDh8h4l0OODqxbfRPnzNbg0BfRIB9nn2X40Z1Uh2KyQrHDfZ/joP8HihJK5eL4ijkzjtXI4x8nHLaqTjwwINlzKTipur3Sn+kL75vbZ2qX23tlX5yTMcEv3/8D/jJPXfDsiOccMIJ4sGCAxkbz/NDrqTTogWpdBYBLJT8AG+v34DVa+7G62+8iVQ2h1NOOx3Dho0QbVtqwG5szUt+2n3y59gpeHH4M4ocaIpAwspn6AGTjc/ncssOw19tqksoGU4t8eM9PBYOGxDnENQSpu/e5qZmcS84d948rFu/XuymqHzy/ve/H+vWrRPiOWnSJNHq/cQnPoFZs2ZJh2WZrA/rxwGfiVt2ck3wNUHUddcY8v00IWB+3sc8mlOVwgbpnzDkGmdKZtfEo6lJhbgjHBxQOBlLp234YYj5Cxfgj089LWvmky+8SOyANfZJXDWU9fqPvqa3nfUnc76TSWm9iWp/PsfvWncGsSDXB0qkq48qWzpbYOeI83LXDq2e/SgBhAV6X0PgIyiXYIWB2N7T/p68S+iX0dyYQxR4Yqf/wp+fxd133SHnqc9x5JFHilmgz0DLthLz6n6vx6lK3eNxUcZK2rZ2tQCbvHEr7fdrES4xefBXv8J9994rotAPHvNBpHNZvP7Gv5HLpLF27Vq88frr2HnXXbHzzjujUCrKgjpFAw/+8pd459134GTS4imIWmm0v2xpaxUxbfOwodi4YQNyGWXnyeDZatE9EO6OsUBJRCmio3IQExuexJODIXW2OTjW6wTdaUv9UbCr8zl0nECBhs81jUyG1E+eQR+8M2bMkOf+7W9/w2OPPYY77rgDq1atEsL50EMPCaHbfffdccYZZ+D4448HRSY6kTgykXjWEkRNNHVevp/Oz3N6oqCvD8YtMeFEqtbOs7HRxdq1LTLhKRQ8LFuxXKQFXHf62te+JnbFnKAEsecrYkeCyx9x5c8kg0DXCKjJsCaIyfxCHMWUpXpWaGf1sNd7aoxQE3H2WR7zm1CTbNWnOR5yIvncc3+SNU8ejx07VjhPipP5/ah7U7JwG4aelNHrym2DAvo9AX3gwV8gtC3kshk89PBv0ExfirF3i3Vr38GDDz0MCh/ZzXYcPhS5pkbsuNMuGDJ8mLj1O/OLp4jHImJtcVE9nYHlpvDmO+9ihx12QCGfh5NOo0yCFQVCgNOZHMphAJ9uqSi59wMZ+IQTjdcOaYfKzrQlkhYF0xuRm1brk5wxkCul5yIOxHw2PRvttddeQihXrlwpiip0RUgFqVdffRV03nDDDTdIZyYxPfXUU/Hxj38c++yzT4V4siwm1j1JVJMDOvPwI+FgP9gTxfotedp5ZtvZeb6zNo8Rw5vR2uqBbfHII4+KqJZrnpSaEFtOsOhpilgyaTw5+BBvdV4PkAbrwd7XNvX+5MokVSiknoKrVXSZj8Wu/jqUU7mnw5UuT+i+KgpJttKLoFs+9l+ut2aoS1JoxdNPPy2Tet8PceaZZ+Pggw8GYy6n3Jxak43roCUx+lvosgLbOUO/J6A0GeHvA0e/TxHO0BetWzbg3//+dzz77LPY0NqCQjnAG+s2INPSildee12IKl9+zZ1rcMghB4s2Kzk9EiESlGHDhyDvlUBOU4iJrIOSAyyLZi18yvkDGRQ5GFK8qmZd1QExSXQ2t50r30PM2fJ+zZ2wk6XclHClPE/iybpwJtfY2FjhEkkk+WPiuhsdOHANjp2Znm/4472HHHKI2KeOHDkSRx99tLwv6645Uu7zpwd64sFjvm9/6egCwlb4Q9w7t/MMKr5tSWAvvPBCsfOkbTBx10njqgcjYktc+eM5kwwCvUNAiW2FyIqioy6t932LfZd9lBI6+mMgp2lZJJzKcUKhUMCTf3wad9xxp6yFnnfeeTLGMFgC9TOYWAYdPsh4EutlKIcLxoxFt9RW2cqc3PcwJJ3G0YceLp55bISiLcvZ/Yc/cAzGjRwLPwqx9p11ePX1f+LFv7yEhx55WMKSvfPu22D8z+eefx5PP/88Mo6DQsyBDc1l8d499sTe732vrCfut8++OOKoI4VQ0YRFuEvHFlsmdgSH3oy4vhioCCvUwhWioylhjECSj9Ddl5rgSW1wzh3FDRfDtJHLY3g03xNtYBZDrWA+ix2P3K8mdCSeOtEpBCcEOtHcheLeyy+/XFwU0rUgxbvUCKUhPwksOVTt7IGEl/56hw0bJs/hs0i49cCuPxxd/mDdEhO2P4MXiJ3nOy2VSQzD3THIACUZ544cJRMzDhy0CeWAwzbioEMsJXGSwsDunMnzH/tOpf/o3pLsQaqfqIyDtQUG8XsnB40YBvaZ9qfZb6rcaBItnpUrlT6WvNq9fVo0UDJGiRjNCEM/FGkMuc8N69bjqaeewk9+skaWns4+4xwctP/BKLQW0ZhtkjGsHJTh2K7oAvM74LhK5zZ6Mll5mV5wyd17k57lqk6De3b/dr/LpVat5yNju3DoMJkELFYKSNsu/FJRFqd3GDoEI4YfhiMPOQwH7L8ffv3II6I6ve9ee+OVv70skVdefe010Bcj1xJbCkW8+NJLeOGll0BrJKWoDWRSKWRyWey4y86Yv2ABjj7qKLznPe/BzjvtAssFwjI5NT6S/mvp2o8DHnsou2okrgP1sTZBkCvSk9X6vhDU+C4qn5AQk0jSpZ84UWAEF3pPis9zECdHw9kfJw48nySebCQO2jof14M5E+Q6xK233ipuBamNTOf35NhJVDn4k1hSEYl2pySoFA8zyUwxNtPZ7h1gO1eAHzxF7OQwlZ2nsvFdvepOPPzwwxgyZAhGjh6FAw44SAim1orOF9pk0sW2Is7JCQnFusTYZ9AAvQxQGRU1IVUvTkUKniF3wUnX5m67B588IV4IYX/Wx927uzYXHZtXbVirEwLWv3tJ3991boWHzq+3He/bXNx0/o4lbZsz6vmklnynOAn1VGMII690DHLGfDp/7VYXsjlbxSQIsXPUhJ6BEfhTdp4vyvIRJS5nnXWWKDqSI+W3wn7PUGsc1xipJQgZ3lFJujhOUTmP30VfT/2agLILcLYi/owp3w9t2GEkNkchtb64lmdFsEnRuC4aRgjoZLlYFG6TLz8s14APHXYEjjnkMBmASIjYkFRAeuutN/Diiy9J7M+X//YKXvjrX8UR/dqNHt7e2IIXrpkuzhX8CGhuaMShh1IUfCB2331XHHzwoXI8dOhwqDWB2PYTtL8iObZA4s9wZnQGwZkWuUrajFIBiTan5DxJejnoUkxMzpPvROLJ9+Ggq4ki60ziycT95DVN8HRn5HV2XJ2PikXkNpkYK5BhhOirl8pI3PL3la98BQceeKB4QmJerp/qxHJ0Wfocn8/Ed6oQgfgi68PrOo82M1LnVZQSOp+WOvZpEWYIzy8rMb5fFn+3/PAZVeVPzzwnk5oDDjpQJiUMIUVJCN+ReOj2oRZjkoBqHEUCkRCbd7QHVcSygnfMeWgOpLvbjkRLD6yqZDWIhYh8Tv4YU9IRbXd+dHwPvg9TrT/VKF5v04wDB3ydVFzKOAB0whl5ZY4g5enc7bdSDsuO72OwBdaDn430n/i7IL6CJXGx4/xWSFcDUiCfxbrZcTndxas2Hz0A8dU4xqhnVrXwBbtALfXwGscWnmM9+V0w8XwydWwPdTWJn9xXw2lqnHVZ2pk8lVv5HRXybchl2NsC/OUvL3BgxCuv/BX3PXAvIsQBOGItfZYhXt3qKLIln0MMAz9CKpOWcYjvQo9CHJNIKBnXlumsc88Eo1mVg5LocJAR4FqoXsYoBWWk7OqykLQnXQ+y8skHbqJf6Pfe1tt+TUAJlv4QuM9PwyKXFjGUj+rY5PYoYbfYGaSnMx/nZupH4UEqssWXLjs1xRBs2B2HDcWQhhyOOORQ4fyCyELk2tjY1op5Sxfj9X+/iSOPPgpPPfU0Xv/XG3hn/To89vgT+P3jT1TmeOyuJGoMqs11xj322EOIEEWpQ4Y0oqV1gwT6DriWSKXsKBLPIVQM0h8aP69iqSQfAX3tMkQbEz9COzahkf14tsYy1HtUDZLVIKjWSvUArbdSmC7PtmUteMqUKeI6kBwtRb133nmniHsZWeaVV17BzJkzhcOlGjoJKUNvMYh4MmnCzo+BiXVkYl10fWoHEmJV5lpyEIjnHp8zkz6eKDbn2jMHDz/wwYkWufh3310ntsaPP/64mtg4rkykCAM9sTDJ5CImoDzWbUJzLPa3ZLt2hEERAg6sNWNMx6ydnOG3U3/ArhJRtiO7VsqmORcrScchvgRbYP1U+6rIH8nHSMtZDDHIeqpvklupa+V89Q7d0ioySBgTZEpfiFW1Pgx0z4APVqjCddFntZ5sCNcSkZtXTtU1nsxPlRZu6xHQ3uAX2XFI5/i74xvFn6K0H+3SmVgX/tjm3CqH7pZIzOR6go6qNlG4aU5dEfoqnrX3aFzZPgJZPMpR6ZBLBZl0Ciknglcq4rXXXmPnw8svv4SQXts4QtYQy0q72SQRxF/VR5/nMZ8jv/jd1DtWl5TIKJxxxlky5pEJ4Hci43Fi8ty+//E5CSAEub79p98T0N7Cy0FA3PLFocEkbBg98zgu0g2pmMNz4Jc84WybG5swtKkZOx+1K7761a9JiCrO8MixMg4oxb///ve/8ec//1kG0igK8MSTf8Qfn/xjhVtlnYcPaZaOtf/++4mD+qOOOAoHHHCA+ENlpy+XlUiDE1R+AExUHGJ9+aOTCCYZhGMiRS6VAxrrw6RFusl8HBCFs4u5G30/CQDLJXHTnCy3n/vc58T5Pc+TMDBoOMW7jNtHwkpzGSZ6QaIvS5rIcJ/38oPShJT3s3w+j/t8HrcU53Cdl+/I6zJbLpbgQeV1Y2IjD+lzf7g2HciP78uJD2fWpaKH3fd4Dz72sWPlnYgDQ9FRqMZpmx2/E8+TAMr1uF1lFi/X4zX0mENpP9BwHFIsVC1nsrkQ1RXzUWoTUzS2EQdCTcgY35EEggSA9WZ94xFbHq3rqQZxtaYrVLNdfTUh6Fhb8cuqxY8khEL4VGU0XooQqwGc/YtEl5NVWU/mVJT4UdoU9zXmb0+Yq8/V71k9s3l7xE8wiCeJ0n40gIy18en6UziqhHkS8/C9ZHWHE4I4KczUgbQLqWKMm97SZrN2xsRT6j00oVP9Q6QCtorDKRxlUEbgl+EVCnj26SdlWeH4T54AzoyIFZPmCiPahjriLE0mHsLxa85fb+NuyHtTaQbWUM5quKTBEI50y3fUUUfJN01zP0ovqK0r72/F9uj9PCTjoCegbEwO3Bze/j97bwIkZ3Xk+2atXb1olwGhfWEHCSEkJHaLfcc2xsbYjAfvvhPX8yYm4r15MfHmTfjdmLg3PHc84/GMPWPjDXswYMBgY4wsViGhFdAuENqQhBYkIfVaVV1VL37/82X1p1a3WguLJOp0VH9V33e+s+TJk3kyT2YevjuhhxkxYbliZQlisR+pgPGJhO6HvGFlifHNJZdcYtOnTxci8ozydu3apRPgkd42bdpU/b5nX7PNX7TYFi1aLItg1l2wxMGDBskS+LxJ51te549acKdh76C+Xu1TvbjOcIxaxDyFxBHjBIFZ8TkjpB+ez5knZfikCVM2MOOA3F0BF+LMGMbIh8D2MLyHHnpIEwWVL8yVE+6//e1vy/AIyZQPgS2oy4mI18WVdqHqIVFPYOARUZb/a8YK+RDeLv7esfQdhpnLNagvEB3C9cFcBg0aYpdcfGkVn2gzcEAtT6LvfCB83OcDQWVLC0bLAeuEiGR/CILZI6OjTOjvUYhQXarXLilPbY3KpX5vB4yJdlEf7RX+xKk+TCQSIPx296Y5wzpAzpDk5AwACVRgqjInYKV6IwYijU0EU2cgyhPBlpUtYe2wCAWi3RlzlSF18a9Q4WH+J7iK0w2fOxRBW4BbNhmsUzWu0YKDfOA6zB+DsaAaCx28FFttAAAgAElEQVT25nj/uzfHVc7c78oTi4EbveDjikAALcBLwMpFy2WStv6NNTRQ203XXXedJVJpqWLD/AsLXf/ukme4dm+NWTJS2QofymEBD14sWLBA/vLAgTlOzF2nQZQNDEje3wNLPj7ufOQZKIyxUgih6qoTgbkaMcBcNmucH4o+Hktblt/o67XyNLNsJhjvgCgwAaQQmG65FCS9oUMG28knfcymXjhF92WBmU5LSmVfbPWaNbZt2zZbvnS59h937dljOxctsleXLrN8dBrBU089LRXw8JEjbOaVH1ekpdPGTzDODSV6B3WDnFzpAxMmnrjnzJJ8LoU6Qvt7WiREEirP+Ph7MGNHfPo5YMAAhQ0k6hHvM2F+8pOfaP+UE+X5zoeEIdJnPvMZMVNUvc6UaRfGTsQOZgJSDlJzOp0RI9m7t02n4MT7cqx957gocAXGwqk9ENR8oajfrMBJyYhreB+BI5QDg7BENH4wYrQVQdONajRjmTRjCqEJKv4D+15m2/+oUrq6B9mtING3SIWKOlmScvjNIxhCYO49vRdrUqCTsRvha3fGCoHW3iiqx4QrWgMj4g3pW2CI0rxEEiyCJpImDDKS5MkLXqUSKUP7iIFoVYVbhSOLANp99PDLpkLcVrVRczCyVmfvUaE/E5GLW+iL2qZFL4vKjHpN+3xP1xcevWsyu+Dt37TfHHEiX6CE90MY0/a2vGXSSUtWiOHNgpRBSVq+rV2+mIkSUjT78kA5SNTMfdrqeXtTrTJnUaOLVnSw/WLWUN9kHe0FxYAmght9c8mTeM+U65JuKaaeD5hxfP3/yDNQGASGO2lOJYjp8hlkCB6JoAgQC5hokaPLIH5sx8vQpxwkvVLZ2jnejH3P+pwkA84PJaRVAUMaC4yNY4Va83kFcbjwwgtlmUaUoQpBGcplK3R0yK1m5crVtuiVJfb83DnWXijqpBgiLM17aa7aiQqX/KPHjpF7BIZAp5xyiiyLZ8yYoTxOsLnST1erer8cVZ0xct+ZG/nj75AXxutSLatKFgP+7rRp0+yiiy5SvaixkUqx6uWIuOeff14fJg1+tkild955pw4PR1r2RN3AlAVIfQ41dE5Ezp8fi1fUUh0dMP2soQDoLAajqYaGJsGGNoNXJGDlOAasA4EKvQpjAqEJeXmG9FQquQS+v4QY3kIK6fm+P+/z2ocIgEVwOh0OI6D9EEqunZ1B2vDg5V5Pl1Tkd/zq5D76fUC9oR/qj56F3w47lJ4Qca8PWweYjdcXJ8q0D3eyaNtdFbpRE0wzpFh90Z0juTBu8XF1SS2MnxtZhRNIuEd/mFckfzfUG/U3WnB4v7ra5PCL2h8tfLxf0WtVq9wggZYtnQkLXxalyXLRCvm89l35zVyuq6tXuFPHR28buMd8D3hJK6IBqy64QsuKJba2Qu3MAeYui+COjo6qJwD9JgEnvjtzVl1hJyoUdhz+/8gzUKTLZCoY7YDcDDIJoyNOUCHUGkeSoebAiAdEysDwkqngogJT7chrTxJLXFQl7W3tYrLZuqyumBnIs49Vb6IiCRYGKGm1XBLSQQdh5Ln+/RVacNKkyXbmOWfbrOeeteuvv9b+5XvfV4hCTmEhqtCWtzbbs889q+8wLHw6QUj6AKMidN8ZZ5whKRUf0HHjxumgWqRTEJjEBCE/jAuk50r/ee4fyvT8zjx5F+bpqmLK8Ty8P2rUKCM+Lx/O/HvuuecUtIE2ouZds2aN/eAHP5BqfPLkKWoL7aINRC5pbWvHxiEwmAMIrbIfU//C6j1qEurWCgH4C9o7lJThC7GYCs8JE9ITkisilIhYMkg0wLFS6joNJ7h+UEdEQB0C+E4dReoq1wl0KMxVgByHlUtnrFjGtaBiKQ5lNva22QdNy+p9v+qrlHy/u7Ef+9fjkpekMMlFsayxr06EWV+As3yAWS4XYg8Xip2Kw4p2SHkjGwF/L0i3sQL9qyRR/3G417Ag4kQSV9H6vGFOtOU7hOMwE/fX5rmiT0FX0LokfIEU6q6iexWODq9wlTFUrJmeza/+CBU3qaMjb9kse/Odlk4EeGH5zwLIYcM8ZiyhG8Vi0JzxnfnIldS9Xt2EDmTDsXssHNOZAHukTbY1YKhIvNSTSATbB/rPb/CbDxqc4zkd3ew7nnsetR0EkWRZDMyEAYaRwEDFGNJhFYl6jYHH9YT7EEl8QtkX5fgxkCHfjpVZ5GYC0qFeqloqWnBNQR0VqVvJDwJBDOpz9WKA7C1iWAOD8tUgCI7kNm7CeJ1VSl2o/0gbN22U4RLS3o4dO2S8hPn45s2btec6a9YstZs66OuwYcPE4JACKROVKhKrM0cn7JRNPbSVpAkYTSbuk2B6fp/yWX0Cu3h+Tr3Bj5T9UPpDwAbcY/A75TvMlSD/GCX9wz/8g11w4VQ7b+IkG35qo+onTvWxnOh/fT0LEGBUEkzAk3yhQ+MIEUpETA4Y8YwELAqlgHP4HnMWLYsNGC7qcfbU8SHlhB0S74bk10j6qt6PHh/mpatcpKIuYgaTJLG9QB4M42jfgAH9ZF1M21ikoVmJp/AW+EFZfj0wR/UO7ZcKs3ontkiIVMgsaH3PLArTCQ7iFrR25Vq1Cx9ccBfYEbhi8IDBYXugCp8uuMVr6vluPMfBvgdpEst4ygH/E6ifI6M47B+IhsaVec1cwAeb4CRsXXAmsXAiVoW3x68mCwlgGcYHhXXXOHVbTO23uAolMH/xy2zLt2vhk8mlLJsLWwt4DsydO8eaCWzQ2CRcg/YQatIX2o4fjg+xpuorOO9jg2EU+fkAA/w/RUsj+ujvgvvkoW1YnxzP6SPPQBlISECccUAUQVkQg+eetEvDKpx9gmh/EBWKsmAJF6kjApJL46R7/rv7c35TOvsoTD5SLhuQW23oJrk4EsfbSnADPpdffrnaS5shLkipTF6c+ZH4+E6geUzYYa5z5wZVsPcNRorkeM0110glDAHHwIBEW3ySeH6/OoPlOQzamShtdNh5e8lLqEA+f/u3fyvjgv/xP/7B/tf/+o4mGguAp556yh5/4nf2saHDZJV8/qTz1J4B/ZpUHitaMe4SEzD4ycKkKJsPbWUxgIoZYhCIWpc6HthozGMqel8Q0E4fc2+797O3K35vHflCZCTB/hcMk8UKFroFq6TMStHiK9/JSj8cGbd06TLtGzM2aDhItB1DJPrh4zh61CgtembOvFIEjjYqH6SHrTzcZ8olEWQIli+EIFIuPZDf+0ZffTzIwzmNtJM606mk1NEwy1deec0wfNuxc2c1PzCRL2g01hDH8845V5qOc889W/lYYMrtCveSIJapb9QpuKfCCTWuwdAeWeRGgfsOgVAitNf7QY2NW1MYy/ZCQdFtli1boQOZcQkKdgdRPOpUVsyqob5eLln4LnNMIVGiqJPAKrSbttB/4l+jChYcEasjWgCcyAf+gG8wQMEoCptJfj7ZFL7XQevAmpaA6cAN+IlRWBgvFgnk93EZPnyYjR45yq687HKNK4tk6kMdyni5xT0aCg20WhZoSneeA30hIpCrTakDdzzBO5m2trZ2ScLr1q6xpa8tjvwzy4aL1c7dzVbBRSkaH/YoMZrE9Q6DQTwD6HcmExjioEGDZBxEX2hvBDIxeGAGznGlbr5z5eNJbYpgF7/vz4+360eegR5vA9a9vUw2ENWJIs/5TjxfmKIHSOA+CAsjxRqY4Ah8x68TiZXvMFbUrF4GE4EyOOwWgyWkISYWzJrkzJJ8TFomVJhUXapHJhoTGwJIIi/t87w333yzGCgq5m9+85v22rLltnLVantn524xmLkvvSgCdtr4cWrH1KkX6f2U1ENFOW5TtphKNFmpA0YiQhSppblHghjAeFFH0n6SEw/64L9p96FMcM+XygRJjDq5R5kwUlRjEN+G+kYRphdffEn7wYzBwMGD5Fg+5GMfs5HDhytkJHuqRHFBKsU1inHBKAsr5wkTxtnVV8+UdJqJ1HJ1uZyV29u12keqYTFBX4Ev/aEtfPeFBLDi2DukIZgPWpC6XNi72rFrhz3zzHO2YsUK7R/ua26WNALRZH+ddyh/+zvbbfvbbyvAyMsL5kt78OyzQ7XVgFaDdrCAAS+pnwQvpQ0sFhkDbxtXFiFkKxbzOv0IGMLUnWk2NNbbju07bcmSJTZv3nzbvnOHNdY3WUNjPztl2EmSOpGIUQc3Nzfb7t277d1399kba9faqtWrheuXX36p8Ja6pbJM488ajLMIas54+TyiTYw9V7W9UhEOxmHLd/rGySG0lXn0hyef0hxCfckYjBw1RniIRAfsCOPIWBJC9O23t2sxywJ36tSpdt3V10gydTz18mW1jdFFZEwm6dONjrR4D4u1fHtgkrxH/5qa+gv/2YLa1/yuPfTgA7Z02SuWSZRt5+5dVtfQIKv+Sy693NLYMhRKtv2dnfbO9h1qJ7DGMJD5f9NNNymGM3Pq3XffrS7SBMdU0DgJUB/BfzUGehiD7kYL8Q3+uFn5YRSlrCLpkQbsQKvEA+3eqvMoWohSCJPeE5OPD8QgEPAu61sIAnlRu8FcYYgQVhLPINgQaRgr6kQkVYLPQ8D5cKIL+Z1RwfCYXJzmwh6rS8GURz3k4wrRhBA6waRd3HOizoQX9TSTX+zpZ54ll4OdO/bIr3bJ4oVSgRGvFz/b3/zmURH18yaer7MER40eIUIGk2blDFETUY7U5M44HEYizsWwIiYvH4gqyfvGd2DCh+cHS5KBtdoPRBgJDc0CV97XiTmplLW2t9l9991nW7a8LT/RKRdO0zicO2li2GMnFJ+MLIIkDZx4f9sWmOdSmz9/vr3y2qu2YtVyhUU795yzFXO3rSWoyWTUVkRzQp+S2oun5XwIdel+wxjBoeXAQnTv3j1SE6NuXrhosXx6WWcwNhfPuNQuuOBCMSfw3eFBG9G6UA9thNk+86enbduO7faD//ihXLnYHmhsqBfYCG7Au+yLsf+P8Q82J7RJfUzt76+czWasuWWf+sZ4AH+k9J/+7OfW1tah4wMnT5lqk86dZBPOmKA6wCHGkDp4h/a3trTbprc26N3Xliy2R3/7mM1fuMA+/7m7dJQc5WrhVa7o3EoKYn7RLhLwIWWzdWLK4BaqWuEue7+KJJa2fe2t9uCDD4qBNje32hlnnGnnT7pAc2PA4CFVvHfcQprFr5Y5tfb11YLfS/NettdeW2a33nqzXTR9mqXk7x1pfdgfZ+EZbdkAP5L4KQvCRFKGjUjXhIdELWzpjJgofWTB9tSsp6wIU23M2cXTplgmnbBf3rfaLrpohl058yqjx2WClnCqFTYIra326qtLtGDZun2bfeef/rdNn3GRwn9mG4Lamb3oVLCNVnsO+Z8TOu/AIb94bGbsor7HZvuOiVYx1u/HeGuXCFreA42umqM7BLq0IH6nenXiBkHiQ3Jm2p3Bsookv9/nOxONFTKEj48TJIgS6jwMf2CmMFUI5sKFC7XvyqobhhsIZLBGhLGiCr7qqqvErFEBEanImRRt8zbSBt2PmBXfU5mstXfkJWXB5K+84jJJFOvWviGis2TJq2KoBHSgTQMG9pNkSqQnjKYgivHyaRuwIHmf/Tf1Qdj8t7/HO3wONfGeCG8m9Ad4+oIB1druXXvsn/75uzKoGDhgsN356VtszJhxlswk5SLlsEmqXpAN94sgAQ8bPlJwvOKKj9vzzz9rCxa+rEPTL5lxsX3605+WNMB4uUqUuvnQfr/yXW0sBYM1oifBCLLZII0+8fvfSaWP7+qUKVPsyitmyqWhgg8oyMk2JcuaVHCuxx6AMgmjedbZwTd48eLF9twzf7IXXpgjnPn6V79WNULBaCWXy0iKwzo2nigHhoc0jEKgpaVVe5gs6JB82XZ4+DePyFp07PjT7PrrbxQ83t2zz6ySjqRXrOSzsgvAJapcSdqgQYMFk7POPEfO/AtfnmcrVi6zf/3Xf7N77vm8nXn6aZKSWe1g7EJizMAH8IR5Alwdttzn4/OH78yN3zz6iLZL6nON9tnPfM4uvHCa7d77rvXvN1CMFw2E8DoZrGEJUYlBIuM/cuRou3DadHv5pblSp/7m0cekHbr1tlu0GGxra5HEHodX9+9Md2BILFlflFInxkNP/XGW4Mde+0033GCo2RvrMrZ06avMQmtt7wiBPdJ1Yqrk68gXpRWZNn2GrOo5uYm59tqrS7Uffs8992gBgjcBW0oKdNG9UR+h3zUG2sdgi3FGtJSLmCnvYEIvNOyjgEN4zKLMF2Zx6fYQXq1mgVjGEwSTD8wBYsnK1wkpk59JzW9/j+ckiAhEgoSKBqMj1HeobeP52WN161/8WfmOKhimyoc9VurlHRKMFfUvrjvsgRLW8IILLtAz/lEvbc23tckqGgOsfv2yHHQvQoqhE+/dfvsnpQZbveYNEZ0tW98SkeDUE/p78sknS7pm7wtpmwRBpB0QQ67OSIMKKjBR8gETZzr+25mrCurhX6VE+UEFqu9B/DT29ihvy7bt9u8/+KEVCxU75+xJdsNNt0QGYsTRBTbsYTqzA8EsxG7GXQDpAv9QtArpOrv62htt1Nhx9thjj8hPmGDcd9/1OfXb1eRyWo+iSXl/GU/gy4dxpt/0k89jjz8hY66hQ0+yO+78rJ1yyqlWSWRkfY4vlhuGiIVqKMF6VJeQzxB/Od+RtwunzrDzzptkv/jpT2zHjnfs7/7u7+zv/t//RxIR4feIoMP45CP3F5gxsA3xoIuWTGcU45m2Ne9r0eEMuD/BoCD2F0y+0GZcepnBqArFstU39LMCkbcqRCDCiCclS1Gp9oud1lkMKmRUmCNGjhG+DXpuiM2d84L9549/ZJ++41NiEOz5pVJBXct4wYRItA14cS8sNrJV5okqlvs//elPrbmlzU4dMcruuutu69c0wHa8s8cGDBpoHflOy9X3VzmUFQ4sQaUNswOuLEay1tRvkH3yjs9Wx5VQoPliwb54z59F1CUsiBWBaD9JVMtv60SjkMlqDxQjLwyUqI9jC5ctX2kDBw62L9z5ac3hdLJsTY1YzaKaTlh9Y5NVDGtblkn42Car0i8Rp9AUnHHW2Xb2uefY/T//hZj79//13+xv/uZvLC33prTwtYdpQUtjn3iO0J8qwetJeohnP8a/1xjoIQxQIBmHkPE9ygIzDWzn0Ap0JghzYPJw5Z4z0TjzpEQmv7/Db95xpgLR4D2eO1Ptnpd3kDL5wFjJ7wnmyV4qMXTZ58OKE0mR+zDZJ554QmXTRtL48acZ+3gQJaSYYcNH2PARI61STtnu3a3VQAow/dCftJjxuPHjbObMmYonTNhEJGPKp258T8mPVM3BvYQTg3nX18M8iuovMKDPDgtvD1eHn/fpYFfglcukrRypgcmrANuZjO3Ytdt+/cCDtmfPXpt64Qy75bZPWKFQFMHHRSqVCUQwlM/3sKYX25JjO9IZxiFYmLLgKduI4aPs3nu/bPf9539I5Q6c2aNC7Ua7fcwh+j4uPqbeR8abfvMuanva++Wvfl3EtpAHzuFIKfZjw55bkHIg/kki66CKjRZsMOkMh9ArKETaPnv35+2Jxx61NatX2o/+88f2pS/+uaQp2hCHLVG0QrswOslrnxxGX1/faEhe4MtDD/1G0tC111xvl15xpbW2dUi6zHcEKbGOI7E6C3ILwRe3s1SQ6rchG/aCOzkbuFyRhWl7W7NdeeVMGzNylD3w61/ZE4//ziaMP01WsRh20Q/gBQNlMULiN7BCuuce7YPBY+n793//91JbT5t+qd1w/U2qg73uxqb+VurEECgshjxoOmVhTMbCQ8ZSxuKo0zKprO145x0bN3aCfeMb/81+9MMfGAZSjz/+O6l05WseEKSH/4TdzFk+HxYL7APTj0cf/a2tXbtO0bC+8pWvWTqb1R58Md9u7+5rtXSmXouzfCHEHM5ks2JjMjyi3+xripZ0KrJWR77NPvOZu+zpp5/Sfvf3vvc9+7//z/9LsEgSqD9mvd1DI0/oWx95Borchrq0u+QHWpC6WEP4rf2goNWSNFo+at3u/qxSfm77C5Oh4oP8d8IIUYMweuI+BMAJqRM9v/KMxG+IGcmlT555uZTp5ZAX4gyh4bkTGa8DSZOPGxrxHh8MYtjLQqrgxBf2WWGsSK/pTJ1+//znP5cpM36g48aeLul32CknafV80tAhOjYOn0na2t4RjExYcRNCkb1YiBt14BLDnikE7ZVXXtGZnPSLvVqkXlS9qAfpF4wHtW8mw6HkoWz66DDherDEvpt8VhXEnBMkgmTFCv7FF+bY1q3bbNTIMXb1tdfLx64u22h5gnEkUtZZrFgmm1EwBN4LMl04hQJ5iro72jusvqFB+2YsaGgzsP/yV79p//Ld79if/vQnGRcBcwgpz/Se/P+y+h6YqatJg7Un5zTi+pStq7ev/7evym+P6DFIc2wD5pD0MJSRqTg4SoB7XLvC97DEY+GFyr3DGuuzUjs3NvSzT33q0/brB35l69e/qT04FjosVnB5COrShE53YQ8NlSZME8mZ8SP4Or6FqFrJe9G06XbZZVfYu++2SMLM5dLWUA/TKBgWuagSMVpqbEILgDo+YR2FktTLuA8RmKKtgz7nLF9otwlnnCm16cL58+w/fvSfhqoZrQVW0+zX8j4qaiS0cKwcOM4+bYeuDQ05++lP7xOTZ9sAdXc2l5MkCjMDH4h7nM7khPfAl7UizFxSHXu1ijDF3DRrzxdswMDB2rMG/77ylW/YP//zP9msWbO1+Bs/Zux+6Oc2F4rVVLXsrVhjfU4wZCG5YMEiq6tvtDvuuNPqsjkj4D3wqsvUWYlDNjTtCQxjRoQ/2qelXKQJwe1F4609eVNZMPKZV19j77yz2zZt2mCP/PYxLdzCSt+p5X5N7eVH97xd9KqXF47p2x95BnoooxNkg5ATBicJ8eB09VCKDUvUQ8ypJeL+vFZvwsScyPPdf3OPD79J3b9zz5ke3+OMF8IJw4FRcV+EjXiaEcOFSHfPg8QHkSSP1+3vUw9qYD6E9Yvn+elPf25//udfkpUfBKmlrd3eXLdePq3suRKCTH1SXNOEnXrqCO2RjRo9VgyWPVBUtdQBg8FiePLk80VMYdr4miJlIZ3iXsCHxDuoeVEp47KDtEq7qIt+0Af6GIeLXuz2DymyEJ3Gwnsk3oUhYMCBpegdn/ms1dc36CxYnaiTzYW9T1dd6x2wjDFTCYE/KR5wgxWKeRH3UDXULmlDhgy162+62Z55+g9iol/5yleqixnqh5jTFyQevmPhyn36w32kT8bx41dfY0OGnqTTgGhbgwJadEojUJ9rsGIpGLNAhDGc4V0aR1kwKMYYhsc1m8NwqFMB8z7xyTvs+//6LzbrmdmCMb6ZvINEjSuS8mdyHO4nbQFjB6MCbiysCGE44bTT7ZprbrC9zW3yFeYe69UilsaJYOxUSuJ6E07DAQdQa5P4Tn34aBc781V8hWtdffW1tuedXbb2zdeNPT722tkXBs9pF+8CJ9d6sMgiSEoykxY+LV26XEz71ltut4FDhlhba4f2aBl/JGEgBZOknKAuNSPYgsqsdKoeH4tsOifjqGw6ZfUNTRqTW2+93Z783RM2e/azNv5LMFBnOmJzYVkfRaCizbS9ubVF1z/88WmN0fTpF9uY0WON495AKrYBCIohlTdIFu09ay4TJhfso80we7Q9GqvgotPW1qr5QX84LOL++3+uGNgXT7/IhgweGgDO/8NVnR0gnnQVdbx8+8gzUOZbd+mTwQNVuydoGzjCVeROkzWasd0zH+JvCbCYo8cknUBD1bL9SiGvnsXuMhE98T3+m/sgvafuz/x+96tLoc48XJUbL6t7Hmce8Tz+fvfy43mwCGaCY+X49a9/XXth+FVihbtz507bsnmTmOmWtzZJimXvFTUt+zskfOCY8CNHjhQj5HBzLIJhiKiYcePhg3sDxlAQTNSDbmmMERT9g5EioSKdItVSZhxeMA4+tJ37/ps2EEIU1xh8+LC+pd+4UpCXfTukkEyuXgduc69M9NZyQf6LSDxhDe5EkhLZ/wy9I1RaKJ+D98IzVGzY4lw0bYYtmPu8AZsFL8+zi2dcohxIOrSPduCqUS6W5YdflwtWpEteWWTv7t4lVfnUCy+yspEPIp+1POInzKmOwxOAQWiHjhGjr/z0wAcVomehvShK8k5mzUrlpOUa+1lrpWKXXvlxe+GZ2fLt/eIX75G6FXU04eNgyMAKqY92EnWJoCT79r1ruMYQB/r6G2/W/jDtcuYJg8MgFcJVKhXU3xCnQiH4o+DxfjpJSQxVx8clgrSbzaTks3vt9Tfb+n//nozgOACCfUdObMHAp1JB/8q8SdIhScUwnI7WNnv++Rd1nz3ffgOGSIJOZ+vCkYfFgsaKgcK9hYQAT2Ld4ZJeFf8rJe2H0j5fnPJs0uTJMhhbt+FNe+nll+zSyy7RAoA5RkhRJHk0Fvqdq1MI0Wx91p578TnDFWnc+NNs2sUzrAPxUnvyLH2YZvSJ8QWTOJIOlyfgGRgnIin5QoD7sLVD28FfND7cP3nYKdLizHnhWZs9e5b2folCRJlI0Myl9vZWzZH4/AlQ4H8XPeq6d/x++8gz0A9/6LT2268ZYqpHx5f3K+9Y/gFBJEE4IPoQEiYhjBDV2sTzztEzDBpgavj3IZmuW79RjHXb9q1ijjBEGCsM0hOEmcgvSJsYQyFp4neKNEQZqHpxjYFR4//KEUwQJSyHYaSc28q7ziwpD6KASpTEnmp7vkNcBStI8vGcEzBKSAb9BsiJP9fQKFUxgeabImMu+pmEC0buCd5mXSPpYr97+/3wMx/LdvPNt9qv7v+Z9o9Rd4aA4EEVz34mRBM/SwV2KAbJD8tW+sCeYFi4eXn7VRIYZbdb3X+KNOM2Q1D8csIKBINIpmSFigXsyy/NsZVrVtqmjRttzJjRCtPY2tps9U0DJBUTeg/5B/U1uIC2AMQn7fsAACAASURBVCn0vPMnSaIKIeRwFsLcNGLeakQIOK8tFWfs3Pd5I04P0wg4hbsHOMb4AJOGhkY74+xz7PWVr9my5UvtoukzdBQd57D6kobxRBLr5DD7dFrW3xvXbZTKVUfVdQeG/+5z/DwjCy80HUW5zdC+cgUcq9i1115rD//mAeHzjIunSzIFPoQeDXjoEdLCYolnqOWJbDZtxnS1N98ZzmEFRqlYDFt3hQnhE6E/YQxCq/YHIJbWtKuuLmPFQofwZuq0C23xwpdt+dJltu3j2+yUk4fJCpj3PWJbVw97+SYi18uz4+h2jYEeR4N1ojaVCcqHBJNkYkO4IFomwwv2JgODwlACxjZx0mQRQ9z12N/BYMkDECBhIgF6MAIPRwfxhChSLkEhcHCnLKRV9kt5D4bqql6Mkcg3ceJEfWDq1A+Dp52o5yiLcgsdeSOYAs9CPSbDJSwzi5Hq26V2XzQo31EO6ulnniHV6boNGxV7FekO5syCo5wM6nSkN0Ii4niwZ99eW79xkw0YNNjGnzbBOsJa4IhbQV/oB+MHYU+Wo0hJyXRQtY8aZWtWLxdshw07RfvNMEiXuKhYiwmMioohyhC/OZgA9WKwVD548yJe2WMmFhSURyQdrjDiSqJkuYZ6LW5WLVsiK24YKIyrguGRCgwLOg56oF+8y746406wCNSm+4hOFNPw9NiAPm7KP1aemIG5B3gmbeLE8+0Pf/i9vfHGm1Knu1ZETF3GTaFg8gOn3bvfEYyHnnSyNCm0U2U7P+yjHTym2xJOYYQRUDGwQv0P/oDrxY6ifWzoSTZ69FhbuXyZYDLslFMjnA+LlYD/h1HxIbTtWM1SY6DH6sh8hNolwhatdGVtyl5bORg2JSOLTwgZCWYQrmHlXWjHBzInNwUYFASGvUu3nCTyC5F38NnjO1d+I3USoxSiSH4YAMZEMEkIEkSAPVQ+SKaoeimffVMYKupeGDCMHaYJkSUh2bEnl83US9Ull4csRkp1UlFSFwkDGZ0sElPB68Fh/sPwh5BrOOJv2LBJhie0Jex5BrUdUkGxGCytX399rfpx9tnnhrNW0bu+Bwm4M47UTfxn9uaSibL8Ste9uUaLkmnTpup0EODr5FUMIxk0EDBWFjswC9ycJOkfZbD8rq4FBkp9WlCkUjZyxGhtHWzeuMlam1usvpFzXYFZUKmCE6iSYZL0i/B8ucYG9am5tU17y7ggHU2iPWGhSCmBaVMveIIF+cIFL9vmt7aoneQIi7BwuhLvkZcPeMwY8A7jwJqNLQVtWffRQNl19JIHWLAIYZHKPEtlM7avpVUuZevfXGerVq62Ky6/UnVTBHU7A+V6oqcaAz3RR/gY758zHggJnyQqzWgvF8Lgp2hgBBHSgZOSPSGIciAcgYhDTGBs7I3yQdIkaRVdLEo6haHCICHafIepIslCuGHAEDEIFu0iUSbSKW4zMFtUwmPHj9Mh6mNGjdbzzmJZxC5haWtq7G+4CFQidwhcGtiUy9alFRlITOZoZmB0zuJZZ51jy5eHSE0YYgUGihsLre46EMDbDwMZO3Z8WIzI31TdO6J/EEnGqbMUFi4EhwDGic6ypZIJSWssIrC2Bmb0mXHK5ALjDgQ6+AEDf565UVixTKzegzcL4t9jcpWlYBRU1BgYgV+4kRA/mLFFxb9u316N/eiG0VXij+oy4GZQLaczGe2bWypE82LfGD9U9kyPJoFr4GlR6vYQghLrXwx+TjvtDFuxfKms1s86OzBG4FudCtHWB9Im1ufMAWwKgCGGYwUO++4jWhCzyUHo0if94TtrVXAfOOXzWGCXohi9FRs7Zpy1tXdo3pAHIynqpTRnnODbiZ6ObvRPdOjU+ve+Q4BJx4SDWHFlMnaWilLdQpg57YiJyL4NzyEu3MdXkoQzeiAYuEkElx3yIQWSGhthhMEgCMKu8js7tb86btwoa20Nbh2UAcOEoULwUeeyp4oaGIkV6QhCReLKB2ZACDusRusyQTpFZYsRT0N9VqrhYikRCJmrpBPBqT4Y6By4GFAFh/EPSRbplrbv3v2uYETbUEcizdNfJ2T0ET9Y4IEKUu+FtcFh1Lh/VspkPCRVVq3AgyRFTp6j9g6HN8PUu8aZ9zjCr1QuCp5oB7jHwgTGQvu6BS7av/JD+EX9MBFvJ7jBHigwKVvZPjZ4iG3LbbJdO3fI+Iwlm2LsRMQfvKRNGKEhfdXlGqyj0GnpbGAYMa+xQ2jNgVko2xP8hxCChULeGhuaqos34JLGVzUPnJgHKQXqwF0GTkdffGHCwi/0Mc4avYaerzDLHjGxkpRLDoe2M3dYjOU7itaQy1ih3ClLZOYZuNeYRXqnLaEO2gDMT/RUY6An+ggf4/2D2Lt0KSKM0QtRbsrh3EQsA5mYCVwYIgLNO05Ykeb0O5JgIXiUw6oZlwkPnMC7TGieNTU1ajXd0hKc4yEASAH9+zeY2VCpZlEhDhjQXwQBNwb2V5FSkUBdDYwKGMKFHyKniOCDB7HO1OXkxN7enpeFK0Y1OgMSYkm8VaIuERP2PTjOqagFByY44WQadvkwYhIDhbgmgrQF0SXSDM77WLXm6hulUj5aq0jgCvwJSE9/OmVZyyIhOBhiXYtEuXXTW9qXPmXYqRqHgvxNuig3jIR9aB8jYJRmI7eP5FITFrS9JYh5SRJxRi4mWA1zD7YBwyExvsIzbkdnddKWYiEssPDnBXcwbHM8ZB/V3VR6q7uv++lUtnoIO/XFFzzUQ/ngGN+BL9cg5XUtUuhLuI//bk59YwGCtXYUOrfXZnAebMmtqqVEDlmd9TEujC9Xba9UAhOHN5407FR7a8N6jVt9Q3Cb4m3aE29Tr5WfAA9qDPQEGMTjuQtMeFS2TFIYmdwIoj1QJqlCjDEho4kJ/WByBmfvsOcIYWGCwwQhQpQFQeE7eSF8XCFO1EEiP/dRGyJhkh9LXp7zPkeruSsKDNMlWp6zGodBky9TF47PItA49WP5Sr2Upzw45idD0IRiuUOxTbWaj+LJ9rz0P/QRTacz1tjYT22if5xIks0GH1bvP7wCqYuEIzzt6t9/YFVaOPTaDsxJWcAGgq1+S4UX9uXS6YRlc+FAAR9fv+Ya+yvwAwIwiwlFw4m5B/l4BQvRA+s93DuMhxYs4Af7wZlgtAMe0HbhHgu3SCfs98FP+uV4Qfs5Po3nMHyk5KNNjFsmMj4rd0bHp0V+neAKWgbHOxY8aDhcVYpqGbcRcJik82OTact39K3+Pni7uxYkzBP6jQoXHC+Vw9YGMCABh4GlAcJ5Fm6eGMMTPdUY6DEwwiI8pa5gBoHwBSKUSaU0eWgmbKRUDmf/8Rt1DmbwICoEQnliSKvJ3i1sH3koH+T3q99zIuO/ycM9Lz/+nTyevCzyeV6u1A8B8LZ5fp6RqN/bwBViTGQW1LOch0g+go9TTkMuqCnpM5O4MxJB42XzHcZHTFAS3zl+iftxRom0gfRIu6kD4gRxpa2oavmOVInkSR5nzNwnGAT5KZf8In6ZjNVl6ySdDOg/yFasWi2pgWe44uGjhwREfo0h+0qZrhi8amwv/6jTmZP6HamP1Sb8ASumdtIPhyvtQ7Jqbw+HTNN/IvLQHvb8UE2z1zti1GgjpB4LGB8H8nifIYzUf7BEfi0UPG6sYt1mZAFMEHmC7KMWJyHVF4ohILvjhiLBVYJRDOVQHnVCtFmMpNJB5etKRrCcdyHU5C8D4Hjyvc/onuMmP/lOUAW0FvSX5PiDaxPP80jT7ElGrisOy1GjRmhMQ93BlYn6o2kX1Xb4l3g7qJ9oT0ichAvcvGWj2gc8wB3yhvzgbVhIUqOPKzjJKS8jRo0RtTj81vT8BvMAvHnnnR2W1rnHSUnm1AUA8LsuKNhH2XK5EO6QNtHmEz2d+D08xkeQScMEIXoYk4MJzW8/rxIVXTyJwCQhqhjOBOLGO7zLeyS+Q0wdgZn0POMez6iT5ATXiRbPPHkeyiZf/F1/z/P6+/zuqfz4u+SBQECkvA7UfSKYxFXNZGSpyQqacgvE73z3XWvZt1dqtpaWNkk8u3a/K0aJQYgzSogeZXr76D8EkDK5R3kkr5d2+PmVwAhCgMRBnzE8gtHiL4okSgAHGDPMgD7CoGAIZ559liwfORyZepYvW2mvvLZU71BOXV3OWnTQdc6y7FW2u9o4X22HGtXLP/pE8j7Qj4AfAVd4hsUtfcEqmHiwqNpIXXkDftBmAhcAEyxzUStTPlI/MHHY8Rx4UCd9OFiiDuBBP2kD8MMyuZDPW/9+DVYqhhB9iUj9TpmMA6peLf7KQQJFvYz1Le8DY/IQvYmg7EoQ7qiNgdEGqdGPaeutjZQDHtBOYroCO8qhrQSyZyGBmp+IOgR3IB99Jg9X3mX/k7aBs2gj8h1tihrEweFIh0ejBqeOwIhjGpNsVnUyDrR34ECk9bzyoXnRNFVAKqTnEP/X++/t5xi2fCdGeQdfAPl7B16hBWgzsoYPC3NA0ZraWq2eE2aioPu0z+cdZdAf2gD8wKETPdUY6Ic8wkwMkC0RxVIF+VjVcWXyphSWLVgs5qP9GJoM4pKcYfEb5CVRHonfPKccrk5MQGx+O4H0sniP9kAoeNeJKHn5TT7uMWEgdCSfLF6f1+3l+JUyyAszZB8R5sTKlsDXLKf5/f3vf98KnSE6y/Ztu0TocWOhTvbS6AeTWm3xE1AsnOLCM/rDShm/TvIgLQZjmYxUWzrTMZvV/SFDCLzdRbQgVrQHa1GCMXBkG0SDcvjQdvbyCEqPpSvME6JKqLtsNm2FjkDQITjAAKa2Y8c2GzTkZMvlMOwIsAOGwA/iLZhVbSD184B/lAXsSMCB5OPJNWUle33NKu0XDj/1VBkz0V4OyuYotZT8IIu64qt62oQJ9vbWrUaw9wkTTte+KGY2vOPjDRyBB33m/sGSjytqXBJ9I8KQH6q9besmtX/8mDHCv3IlSJhpWa/SrwBb6mG8uMKkxDySdRpTRVbSCTBlncwNDPkILw+y90l7yMOHYBL5QlioYQzDFKF/1AW+I4GCWwwLe8jMQeFyNPa0C+Omt7ftkPZiBGH30K4cDDiH8IwFIH7P4VSYIGkCE9qMIRsLHhZ2tCXgAvACJ4JGgT4wx1jw4cpCtK2Thw03hbM9hPp1zqik9oBj4X/Xi4wD1rgsuNg75rzW1tZ9tnPHNkuUSzZs+HCNGdbNtA8aQ5v8e1dJJ+a3GgP9kMcVoi6i0xlWu0wcDD1cZYVKB4QkoSYkFTuLOtwX2ubPuM+7TPTAaLqYK/fI5/dBbv8OwkOMPI8zT8pzBkt+1RsFkedd6vL7zz33nPIy2ebMmVO1WOVEe/LAiDCzZ6JTJnVSHwlHbYgVKlXcQ3Q+YwbDCj224aeeImJMsGwIGIECaOPJp5wqJk54Ou4DR2cAlE1dWOAiqXM/lyPAgSlWKe3P58ti5kggECqID1ImbaN8EmUSkQiGyQdrUsoClvSD5L/5Trn0F2IDMYYZXzxspFwS6utRT3fo6KkQ7i/sofa1B0p5Pq70y2FOO5OpYMFK0HbaNG7cGD0Hn3BV4R68N3wP+HD++RPtuefC6TgQ54oFn0zKZfxILhFRB2UcLPGc/CVCveEDasHVAVU1cCSyEO3mKDqV5fiscik79Am3EcaRBQ/7eUh92UxDUDHHFoVE4qFdSK+MQUxp0mMzGROsfJOVjDQ2wYAonHLz9tbN1lHstPFjx1ldQ2PA6XRY4GBIJDwvBotl1NlnnX6atB3r176hAxOa8wUZZPVY8WHcBD7Ahj4xJhxRlq3LKH4zY8/B9Rhpka9QYIFbLx9PJP36HCcMtQu++CpzUMPMq6+N5kKdjgPsqykeNCG2fRlewbgIi+VycM1C8obZMy/mvrBK7cEnWnOaABQRDaIv/umr7uP9eY2BfsgjyMqdiUFAXiYLKTC0wBwx8yfBELJIhpC8dCDexJ4MIdrC6Si85ykQma7fEFUn+k6EIf4QCZITaX5zrif1UR4h7py4whxFuJNJg2mSeBZvN/c8D5PIn6mPZlIzsqKGGaFyhNHcf/+vRDy/9a1vWWO//tZ/wEAbOIA9KdFXwaeYD6pPpBEIPfE5qYc9LaQd6qEt9Im6kJAJ7E0fuM8Bw/SJvVCYOYQd5gn8eR8JmPbAKAmSQHACJEwSZVIGH8qjLtrAtb4h7M2ihoY4c+KHiEcyaYuXLLTLrrjK2ps58aVBY4WKFVUqEiKSUAieqmp6/Ecd9IcyqZs+c4/fxAHeuGGdTgb52MeGSCrGBYdn9D+8GxggZVAvRiacKEJMWk7VOGXEGMWvhdnBCOkXH/rq9fTYsOgmecjP++wf1zWwP12w5pZmufKwTwbeoSqnzGxdODsVuCO5c4g4CygS9cNoZ81+RpLUKZeOsHwBbUkICgBuili7zzBtrK5AwjzxnzwhEYCjM68TynUwAfXW1QXXJ86QZWwZ68AEQF5TrNxKImhpaHMFn9FMWr7ET89+RtbWHK+mQBiq5cj/MS7UwTxm3AhCQVs2v7XJ9u7dozFFOg5j2bWYBhd4F5xmrDOZoRpb1N9Yi5980nDhSoga3Hv74hI0jNSZqDNVx4POIpbAZSsUOyxVl7ENG9crOhGwIw/n1nKlD8JNXyj1XvUJ8aTGQD/kYYQgQjjiDDQcd8QRSgVNKBEmrN8qhLgDWYvKDwEigbAkJhlIHL8H4/T4okw21JPs5TH5cLtgwnGfY78gLhApiAqJicz7JO7zjjNHf4Zak6O0mMSY+Ps+IrFnWTmTjzwQ0HiiToguJ5b86r9+LckD9SgqXM6XxN+M+uqywVDH60YVCrzCaj1h/fo1SsqknURKYVHBd56jouUUFtR09BUJEzUt8KQ8GCcEgCALxL9F/Us/6D+wpK8QKicIlMt73ONDHmDGc5gTCfjzQW0Ls54/f75desUV1tzcWmWWoZxgrBMnYHH4xL87saRu2sZv2t7Wutdenj9Xfqt33HGHjtziGWMF0+EDaiCBonoD5sDlsssus0cffdTmzptjd33+DB1fRpt4z/sVyuiu0Iu3Knynr2LqlSC90j7wk+Pi/jTrKQWpOPus06SeVThGCy4kDicYKBI5DaUcArs//+IcxfY984xzbejHUOuifg1bB5ms7+UH1bprag5sWbhDe5gS1MFRYAT9Bwb4965YsUzGOuNOO12SZLkY/FE1H5NhbzmXDueDMr7DR5xqZ0wYb6+vX2+vLl5k0y+9wtpa89Wwd7214WD3fe7STmwaqJuFGL7FjBcHyeMiggTMmDCfOnUGalf/wFne4UAEDkjn3S/+2ZetHf/ng1UePSNWbm/RiAJeoJ3Iyyd7yMBB9senfqd5Nem8c+1jJw3VuIGb9AX1Momx5N6JnmoM9EMeYZiIiDUb/hHzA/lARCYGKIhFnickUNSN+95t1q3FixeKISB5oL6BWTDZkK5QhYWy9jegoT5PTvydEVDnlClTNFGZsExgJjer4MmTJ6utEBNilXqiPPKQ3/vAM59UtIEUiFlgMBACv4f0BuFmwYAK14mKExPKAU6UQxnkRRIlH76WJMqDeUIYgQMfrE2JMkT7IASUQag+wvHBOGH8Psn79auzlpZCtKKvs9bWNmtsbLD29g6NA0ODROvwpG6+00bKzxc6ZGnLPcpEzdXRWbYX5zxvZ55zjiLD4K6BRoF+cnwVqS8SQz301xc3vAOM+c3CiHBqo0YMt2kXTrGWZo6dCrhCW5OJYDyTwvuRY6ryBUmfMy6aZvPnzbXXV68RLo0Ze1rAwcjgBljFx1EN7eUfcNfYFUuCU6EUjLZYPBC0HjhwXBh41draonbD/APeB3U46l6HA2rcadOm2dyXF9jcuXNt5lXXyuUGRQl9xj4KmABj2ggq6xQVL6BbO2Es4CUxbnmHQAW7d+2yxYsWCSdmzPy4cJtxox8cdyqciBiC1+N4d80119hbv/iFzpgdNW68DRyAFuXIE9bEqG2lTq8E3Fi27FVbu/Z1GztulJ133jkqnD6TBGup2sMcBq7gH3g4depUe23ZctkYoGUZPW5C3wgWa7pA2I3j0j7gR1QpLB23vr3Z5i94WQtXTjmiXZ3F/TVZYVyCliRW/An5tcZAj2JYXc0RVnAJKxP9pXJ4V9wxtm7dbLt2BKd8JEL8ETkEeMWaVTr8B1UTK/p9Lc3BQZ02R+b6Wl27Si8iKkwmiA0JVSlqMZAaRjxp0iQxG/aaOFyaBEFj8pFEPGJSLfcgqBBKJqoTVsoXg4/VyXNPLmHym3col4noycthAmKB6WXjD4fVKgdPx4mXE03e5/DrQjGoNqkHyZL9U5euaStSJgmCjHQJ80cipq/UTXnUyZW0b1+QvnlG3E9gyJWyxNgjKZz7wMNhks+jEqwLzMqCSp09N+Bb39hkG7dss8cefdjuvvseSaC4deSymWAtG4/zynjKoT26qlXQrLKOm5IRVTZj6WzYQ8YQaPasWXLnuPrqq7WwgFnRLog9odzoXzjcOa1FFYEhOjqCm84NN9xgv/jlr+yJ3/7WPv+FL0p7oMUBjvXFgpV7C1HXrZ2FQodwEj/OziIwh0ml7NcP/sraO1pt6gWTtVhpbmnRPp721CqoKkM74YjQZlIuk7XmtlYdP7d61eu2ZNECGzduvIydOFS8M5UwTlVh3oEbSKZ9SaBY6WKIRsjaCurvZMU2rd9gi+a/bE31DZLGxdzbgio/nQiLNPyPsbAtl4Kvb7kT/9GSnX7WmXbS0I/Z5q1b7JnZs+2Tn7ozGqn4JVInx2/1+L0s9TA4iFsTde7Y8bY9O3uWTvpBUwC+gn8wztBnNCAECgmaooCLQY0Lzk2fNlWLxkcefdi+/JWvW7/+g6MDxJibsMiuOUqTuvglbeYZd7pWI5l0yvId7VLt1mUS9vCDD1mxI28XnD9JC1GdvlMJC1jaycIWmkSffI732PXoJgu7/QTVwzjJ5mDlflDPuijaB1XjMVYP6MIgwgR7Sk7EWeV2FAuWrq+T03dze4cRq5M4pwnUeaWElRIlSydStmX7Ftu8YbMls0nbummrbdi8wRqyDbZ2w1rbvmW7Zeoztv6N9bZt545qlQyEozboS0ixoiwUIe4tUnHV1eeso61dh1JDGJg8M6++SlekQtRfEHwQ99JLL62WfThfnKHE36FMUnxCQHRIzvh8wgAvvsNU4s8h6s5A/R0nCF4u9cAQxZgjYHh5lEWZqEJff32TLV+xSkzzrc0bVR/5SBARJEsWCuxlButKPar+83q54e91bxvPaBfPvX1iSBHThaDxG4kGJlfNH/nnlSsFu/fLX7X/79v/YBveXGNPPv6Y3XTTLZZOJeWa4zBlIaTjpojRinUlKk2OV1T9GJ1ypFbF6lJJS5QD48ZI6fePPWwdrXtt+vRpdva550kKa25rD6pkLLrTCZ2ckaR9IDj1yn3ErK6+Qe9cfPGltnDREnv04f+yL3zhC9bQ0GQlmC/uUbi5KKAFauOy9t/FYNNYE7NPl7ZyZ97Ya2ysD8Ek8AEEJo889KDt2bnNRpx6kt3xqU8IPzF44ji3RDoTkWm3Mg/MhiPD8FWtz9bp/M1P3Xar/ez+X9gTjz1kX7r3K1aXOcWymaRgwT5hOhlwEkjpqLIIF1kPadzKRPEpWn2Ofd0OlYkF8KuvLrEnfvu4LGi/dO+9wilwU1sFqEYBvGhBWNThk4wvcjqJNI+E2Glf+9rX7Nvf/ra9vmql/f7Jx+z6624Us6Ucud60F3Subamza89Si+wIn8gnP9Z0MkRbKnUqmER7W7s99OtfCj8umDzJzp84KQqaEIhT8CEO+EgZAefMGhrrtWBmcXfxJTNkFLdy5Wr7za//y+66+wvCCcauvi5lxfYgkcPlwDM++MWywmhta7P6upzhAtPCHnYuJ8mTxU6urs4eeeRhRR5Cg3PbbZ/QAkZuMimzPBqPVBhTpiJjAC4wr5jTzCMtAnxtIWED+kGUMegd85d+hm0KzTnfkFVPwz9QOaQAE4SWDzN95BloX8CHGXDQLwQPBICJrly9yoqlin33u9+1FatXG2cI4p6BNSd5AxqEknFDwZKWlMUvMUL8OiQ6pKm0ydIzFflcTZ1yoSZ1R75o/QYOsP/5ne/YtIum2ksvzbMOYmTWRwYz7DUIUwMiMaFAViaKS0wgLe1/PxMwiScmjTMdJoEmQiS9eT7aRD6eqc2R4Q/3kWwbGqMjwlB1ZlKSyN9Ys1rqxnXrNkiaymRzGg+YLZIl1oBMbBhmlTnFGKTX/X5c6a+n8D1ItulE0r7xza/bf/zwP23RwnlSI950861BfauoN5CLkqWM/WX2XLtgRxg7aAMxV9tamq2psUGGP60te+1f/uW7xjmap48fZ7feeqsNGNBo+/a1SVqBsUGwwIEAe7AsSNy0jQ9qbyQbJByMfFD1P/Bfv7TbbrtN1s1SJCRNR7QR8i+VCv3phLkrWhQLi+AekmGvMN9hTY11mgNPPvk7GQAhhdx5x6eCIRjhIyI8dFh5W9DAgEPV5xDdVEoWxTddf509/vjv7Cc//qHdeMutdtbZ51olhRFZZ4hcBOFlX75QtE7sA6iUrYJSQcH6Gxty1rpvrzX1a1Rfli9fan/4/ZNyabn9lltt5KnDfdh6vdLOTCZodGgndeAm9Y1vfMN+dN+PbfHCBWFf+ZLLrf+AQZZH8wHNKBSNBS9B4nP1OQUaYO+SRWBWLlhhT7EU7S3u2b3L7rvvPpU/ZswojavPZ8avt8QiwRJpLRzZuiHG5efv+pz9z+/8o7297S174Ff328233WonDx0iCTedSVlryz5tkNdls5bAPSVSwWofXwsPthjYR++0vIwcS/brXz1s69atlaHSTTffqH5IMo4MGtU+aQS65gL3lCeCG79dRS48qJjcrriPURtzGSMl9qaLncGNSuUew/9qDLSPwWFih9VxZAFoJZmyr9vyti1YulTrJlAmjaFCOQQeGzN6pIwmeBdpjJ2e0wAAIABJREFUiAnHxEOViJqN71h7gjAYNaBuHNg/WHy27Gu2bK5O6r75ixZqBcjE5dPgzBNr00LRCOMFw+SZTza+MxGEoH307b14DOOmTk/x72GlHRg495258t2fcSUBEwg/8Nm95117fc06EeLXXl2ivCyV6RNGRDDMc8+bJMOk8RPGivhWCXBkaAM8vB5v2/txPRDOMCvUhmE/GBUy0t0vf/lfMtTCj/D22z+pQ4il0ciwB17UkVm5uqAmh+gQbg5+kLSUVvYQs/kL5slNCCJ8xoTT7M4779BYE9MX2IILEFRgwSLCYUsb/TnvqvzOEKP23nu/aPfff7+99dYW+8lPfmJXXX21nX/+BcJ5xqKtrVUnrQBLGAJ1wPbLZY75gjkHH0uMtGbPnm07d25Xm77xja/JeCzkD5APsAoE1tWvaIRd+8NzpEtyYC3M/jv5/vjHP9oDDzxgl11+pV3x8at0GDb3cWkhOEVJa0mYdCgbKb5SKsjyGvePPXt22aw/Pm3LVyxV+++445M2Y8ZFwo9CKeBfb7gBHrGo8wU0+bDY5tSTu+/6nN3/q1/YvLlz7J1t2+3yK2fahLETzJIE8ChaoaPdYFL79obwiTkibbU3R+NDua3WWJe1F55/1nD5Av8xtvvsZz8rmoFdQ3wx2FMboSG0j3FH+1IulGQo99d//df27z/8ga1Z/abG95qZH7ezzpxguIOJURoSOsEZ0tba3m7FglmuPisYouHIoCIuFeztt7fI7WnjuvUyZvrSl++VZTBMF4m3dAjHuYE7GltsOwwtQti24X5HezCOoh/gCsaMjz/+mPVrarJbbrmlpy5H98JYHyTDB/KoxkAPAcxMIhCgiFNxJjC/wUNPss/f8wXrN2CgJgTWp1hxOpPgCgHjXT4gB0yCcvw+p8d3dhZtQL/+el7MF6oMtrU9TFqaJ4kWohCpp7gH88Q/CyT0RNmemFRhovid9+dK/c68qIGJTDu839zzdpEPuJCcMACLxqYm+f395je/sTfeXGevv7HWBvQfIjhxGgvE9PQJ4xXEYMyYccGoKhFcOohp6snr4eoMA5i/n4k+eb3d6+EZ1q+nDh9mX/3qV43+rd+wyf7t3/7VJk+eIpX74KFDDb0h6r5iZ4fUprQZFSzvt7U1yyjkxReek7sK43rxxdPtU7d/QowQq2LGAIkSHAP+EDaS4xywIA9XyoaJsmgD9sD2L//yL+1nP/uZzrt86o9PiphPmzbdTjvzDCM0YTbC2VJnkGxhpApCXu60Na+vsSWLF8vnFQbG4uaee+6RDy7lO/x7g5Hjr2Mu+Wkn/aCdl1xyiebE7OeeF6N69dVX7aIZl9jEiZN0n0hV7AujbuYUFfZf0e60dbaEoB2rVtuLLz4vSWrQoAFazJx66ilqF7BMogLqI4HLtAtY0yZgjbQ3ceI59heDvmn/9cADtm3rFvv5T++zMaPG2rXX3WBDh55k9TLwKVodMYGJgWclq8N/NcdWxF6N60svPm97du3WWFx11VV20003CZ9gpj5HDtY8YEx76AuahMH9B+k3UYi+/rVv2pNPPmkvzn3JHvvtIzb3pSF2+aWXVO0DmBrAD7cxJOFytEhl7xq7goUL59uWtzZba1uLFmzgcGDYbZHkqGDVXadv99BQH09wERwAliSfo8ATuEKrXnl1sf3ud48rD9oQNCS8dyynvrHnWG79e9A2Jq6vgOPFBTJvVoEIaAJBgILWdMigwVZJpOy6667TRGfCgxgYHKBWRQWFIpfTGljtIz3VYfgSBSJvaGoUEidKFUke7DsR/ETqXoxAInUXVpPsEVA2xNQTkyVXF05d4J4jWRw5PwjmSd20y+uHGDLpmRxxgkke+s6V5+TH1/Thhx+2J598ylpbWiTV43MK3IhIc965kyW9jx83RgyzqSG4iRAYAXhjeMTqOV/Iq1zKZrJy5dO9DQ679/qKtOlGF6oTZIoMvKiLNqGBsErKvvSlL9m8lxfYCy/MsSVLFtnKlcutqanBThp2ig076WTL1ucUbB74EHwCi+L169bJvQGGQqAECCzuFJ1WsqaB/WTYgkoTQkqCIJHAkfhYwFTJA+PkPmMFwyvIv69in//C3XKDePrpp239xk327HOzRMxQi+MfiwFaui4rYoeM+PaWrbJybmvZJ20IkZmwtsUwDZ9G2gGTof8BF3whE66gM+OExKnxSmJ8hzYyZYky0mVReIJKevLkSTZ63Fh7/vkXxdznznnBXnjuGRs5crSNHj3S6hrqrS6dMqRJQiUShAFr9O073pYqF9y79tpr7LLLLlG7UGMS8KGcKB9EOSowCmbMKxgazMPxiv7t29csXP3Wf//vNuupP9rLCxbajrc32w/+/Xs6jWfc2AkBdwnyUSro/NBSZ8E2bNoo2NFvYvkCYyxakT6pp3//JmttDePkcyu05sD/GO0wH8g3cMAg27d3n5gR45vOZA2r4XGnTTBgtnzpa4aKfeHLL8nhc8O6N23+vDnWNHCwtbe2KSg9Lm4YMQJD1Kj9G5vs05+6XUaG4GBra7MEBQKfkPoKpg+8NF+jQC6MO3gYjI2SxoE74BYuVY8//rhiXn/605+2qdMu1Hvde9wTre6e54P8/ZFnoH0BG0aUj05rwGgoFR0EzMpdTAELNCwWOaYqUmuw2Y8KRxolNskTYT9JxKRUttbm4OzOA0WTkRo2bWlcNYpEh2G/NMRvpX1MDpAOp3CQkYnMxCMQOL8p15NPJogkCM/1/UxMECYrV+DB90CcQ4gxCDf3CTFG8IUHH3xQLgDkp1/JZEBBrIxZdZ5x1tk2ctRoa28L4QKRQBWzNYrPinUpRBUrXPbyUDt5WcCI7xAmYNJFvN9PCARGQL0kMYPoO/cYAwLJQxRhdEhUWDzPmzff5s+fZ80te23Pqp22asWy6uocuFAOcOQ99nfPPvtM7ZWXykFlzn4aDAqVGIss+s47EHZwgLq1qIt8VYEF5VVxKWKgLPiIZIP6b/yEcfats74lNTFMFHepdevX2utvrK6WRz2c0ZxCtZxM2tjRY2TlffbZZyvwBKhInxlzcI+29JRoK8nh5mPF3irPeEp7CRpCHrQ7t9xykxgNVumLFi2yrVs32ebNG2S9HPqHhoOtFHwqOZ6uyc4562y9A37BnPr1b5IKlrrx1cUg6mCJcukPV3CZtiDpsSgCvuy/FgoddvPNN9vll19uL8+bb0jJO3fusuVLXxUc6lDNJ/ClDgs8FjEwDaJcoS5nO4fyHWYYylG2z6eDtY98uCwRqIP+IY2CZ7nGRtu7r1lSOv7Vp08YZ0tffcVeX73CVix9RQt91LMvvfiClRIpndfK4gXVLf0dNWqU3NmmT71Q/aYtlE2CeYZ6CgeVPsnLWAIzxtL7yH3wlAUcW1YrVy2XXzJ0DX9m/FmPl1RjoNFIaf87Nmpu3CUihVqors5SlbJ1smrnANl+/cUgURlBlEj4+MHK8GvkykY8coEIQkTAlNEPIHbpjTMwiSWJGgpDElbimbQsIlVmZGwDYqO6RQLgg8UgpMaJEWWDpHzUnpjbiG68D/8gkEwO2sCVDwmGuXjxYnvooYfEMD3mKJOcBCNhdTxo0BD71rf+D03IG2+8UYEUmHAsXCibCEJOuHwycqwSTIMxKRRCLGH6DDEh8T7v8onDRg/f638ubcI0Y0w0GH6wORcsE8EjEkEiOAT8xhuvsZkzr7Q9u3fYlq2bbeeOEKSeNoNPREEiMAWEzMfTCRFl6ZDqfF55Ce1GP2FuvEs+mBewBiaMCc+4x4c8AT4sypLW1NRf6k6HOT6+SJOUg2EcvrQe4Yi2pDIpGz5suBEsg3cok7wwYq4w47a2EGDCx6Q3QxjKoy2AkSUIbRMOwUGJ81oqKPC8tRWtob5eri7XXX2V3fmp22zN2nXac0VaQg3IhGRPdOCgATZq5Gj5/DJnKA+mh4HZvr3NYpzUg5QegsH3jhTAlT5wpQzgzof3SZQN/GGKMFXwOljD18lAC19k8vIBPjCJM848XbFrGRMsovfubRYug+fkA68116Oto95bB4gIvhAWqwHWYaHEHGEPG1qFgRUanHPPO8cumna+7dm1zZYteVmS79TpF+v8Wqz6OaYNP2lwzseU8cEXmnHGG4AyaSOaIBa/4bxR6E3Pqlb8dvF/xkVH0bqK4bQbJE8k+I0bNtiDD/xaQsjdd31W7mbUzVhSz/s+fw8G3EN4VmOgfQAJpMayFoSW+iAdzpGEoPjkpwiQlzwgLAjAR6v1aF+QiQNBg8CAjP4dC11JlEWQMkgRGBZBTUT4IvUwv7uIUXhGvY5gIkLRSo/71B3P30c3j/gx/SFBXFDBPvLII5I0IRy0yRNSFCt0mOYVV1yhFTjPn332eUnSTEztMdU36MgrJCsScKSP1AK8+QBnVEBIojynDZTl9ZHfP94+b8d7fY2X72MRr4M2gUM88zYyri0t7UZUHTQZg4cM0iuURb/J631iDCEkwgWkzHLCGuobFXycvOAKOEd+8lIH3yHC4BjPXFoAbpRDCrBEoirJBaGxIfiQupQE/pCHvX0+9IHyMP6mDsqnXbgxUC51gte8A4PHcpW6yEOKw4a8fEhoVXgflTzvIttyVaDC6F1wo725LcLprOrZs2efjR4x3EaOHG64p5D0XgQ76qUdtAEYwDxhcrSDvoU+hHCQermXf+QFxygPBsnV5ziGTPjZ8sdYdLSHxR5FIQViaIQRIXXRNR9LtAjcA6a0iQUHbQcOJOogr49BL03TbcrhAw0RHiRDbOJ3m1usISo3wx57dOIRVxYOiehw8E9+4jZrbQvWwTzrZLuJ4wIjjYaX7e1Fm9JZ6rSUmKdm5cGap3HmXfb0SfSTMWGuszh79JGHlefP//zPpJmhDeTpyLdXceygFXzID2sMtI8BYPCZ7PiAoXWShV+0whchUMBls2K5KNWWVLKsxgK+qPRkBh+8QjAMsYTlO/PKi/SYrXCUWRcB4AXQUkjXTc3lTQ1Sp/8KVwiDE17uMAFJTqicgHX/TR4mi+fv6Xfof1eHmKhMflSyGClgJbl06VLVB/LTdggHq3H2iVHJoK7qXjb5mExcIR4QKr5ThsRwvdG1h8JPn2AZhZDDiCEwae+fXon123+/39cu2MMEAvPnHgyONpOUJxpbjJ8EV3JXN3YiGIuRmsI2sgZByuDq6u6wLiFvyC94RX3274wpsCUxXiT/3dVW7gbGFfakQghAv8fTiO5Zudgp1xkVlExZBSth5Ar2ESONB3XqnQj3vN/cc7xThtg/uZxEhmCMPcmvcGsYKQQfSZlEZCGS1KJRfnIp4Rqk2SM2LPsCSkTK5Mgyhx95aXO8faGAA/87fgIzzw+ekriHbBV+hPbhpkHCOImv+pkKkXmrFr+p4PWoLaEI/+kz5ZFUrs8D3Tn4P/qCKloSYSXMJRYzDkdgT9vJV8F6OpWQbQdzHtzg6n3D37VUxFo26pd8gdUq3RMeJtiy4bnn6b19+EjXZbKqm8VCJsvhBfjjvmp/+MMfFJ/4nns+X1XbAm/ay8KMwBW9H7bji/MA995b8P4+qTHQQ4AvQxTNi0PI/cFmgfGAdE7EvHafPJo0kYQGgYPxkfjOMyaOEwS+M3mZUCLuMatZ3lmyZIk99dRTMgAC+cnr+TD8IdrPtddea0TGwWXHpRQn3JoYEbGlvDjTVqM+gv+Iz9oVQuNQANCdYDghOZR3e8rTvTzyHG2ZPdXzQd/rqV/ehviz96Kv8fK8jp6uUb6g94wyHOq7PZX3Qd6LtzP+/eBtYI6jCXDtBPSKxTb0g0Xk5+76rKzroRXkI/EOtImPaxcOXsuH97TGQGGOfS+kNEJac3GEWIyhViJp40iHkOmrco+wAGd+MKc40wT5SC7ZweyceXIfZumICjPlXZ47Y6U84ukSdJyYpiA8/m/x5CpZzM3ZN3PVjyM/ZfgKnvKpj3aQeObf42Ued9+roceCtFdtP0ilzexDITYhGlH13R6/ROX4nit5qnX3+MKh3/Qyq+Ul5aYSCuir/d0ZkOf3a/dm7J/fbQ16m4MoR0n+lpca7rKwDXeqQny1Os9ZvdH15YD+dj063G9e/6G+5+0+1PyHns8h1NcbwCUOG77HWhXB5sDxiL8Tr6PnehlXPtAfVNTQFdKaVavtyd/9XhGY7vjkpxQkJtAd4q4FbYakznJYnFeJc4Qo3dvl+BNv0Qf5/SPNQN8LqZIB7D6oH+QAUpczTpf0vH7uxxks92FcfGB2/psrSAyDxFcRlSwHSrNHQaIMJgIB2JEwMTBhLxNjCq/bGTZM0hMMkve4x4d6yU/eE4J5ekeP4qoDjfV+z4So76IhbEf6LgjRG2Hsq2av16995ed57+08knnk8/dA5nmQthxxf3svk/q7Qsz1nq/ryeHArOut4/Ebc57FOvN+1apVCojB3CccImfTcr+tDa8EP0zcadTxscjuonbH4+h8iG2Or3zi3w+3SWK+kbBSfZe91piUW73fyxdnRiBrPHEfBHUkhklyD6bmkuFvf/tb+daxl4lqBebGO6hcsMa78sorZfSDebkzTFaTlOV7odTp6l/ed0ZJXc7AycN97vEhUc/xn6I+0KcjWEl1jVhgZOyqheTXcL/KfFxYeI8YQZXwI31WG1OO+UZ3b4e3p/vI+X2/dn/u5XC/6zv1OwMMTLS39/cvz5vKu3Gwd81Fr6NbeVUpe//yjviX+5JG49JVf/cSQzuq8K5Kzt7O7vkP9fcRvi/8CXuxDkvVeJjwiY/dAS1OBOMm9j5XLl8mP0+ObCPS0sSJ5yo7IfT547QXplCBeMm4oWmftatlXWN8hP09oHHvzY0aAz0KODIlPrDhZIJ24VO11TCu7pJn9SHKmYhZeR72MXFY5vR6PyzbGRkMcubMmWKaSJj49pFgmEiQXldQuQQm6s+8fPJTp//mOb81KWL7n55PFZwo/0R8jgIj9mNihwqUo6hPgxB/P/79UOo/khlwYB1xJnootXoeJ97++8O+9s48D1dCfa97ciTj1L0NPm5eFtfekucNtIOF+RO/fUyL83vvvVfH1eHFQJjFwDiDG5zTIWmoMF46DrZ5agw0wgFf4RxsEvSELhxfdqQpEICKVuARn1NRvZVIVVW0jZhpnFHxMsjnUiAIyBFfRP1BwkQty3FpJBgajJB4o1jL3nXXXVLR8swRF4aJtCo3m0j16kyUOnjmEqa/w/tMBPKR/LmXyzM+MGTa8NFJ0cj5Iqj7Sj/6HdCpiwAl9jM4iUHrfQVdV/1dNYZ7VXSPJODQjCpWdmXv65tPtGqBvbwQ1eNgc6bZJcnt39buxfUKv16qO9zb8fK72hQvJcCmK18XrLq3Nf7W4X+Pw6Grjv3KoULgGauYrwc70eSAPoGPjF0VL3upK6qY84p///vfa0F999136/B63KH6NTZasViwItHbEtgyd/mSQxc4Aed4oA8fCQbK5OtOb+IT0pHE57RfD44a+6HmUf2gfm+P6o4a623er31+s1uNMCSkvbfeeksME6QlQPWbb75ZZYgwufPOO09WshgAcZIHjJDkq7+4Wpb7cebJbyF3xEx5l/e458hOHSRnnP7cGSwM35k+DPjETBGR0ZFNQR3KGEL8q8NXJUARBPy3I58DJnrB30+yAIn23MK1++9QTzV/VG9Pv72KcI0IcFQ/WLF/PVH7vZ3Vl8N7PZW///tROzEVie8Zdquvi9FUKzjgC3WRQp1l0fMDMnW70Xf7eu5vn+9VZ24PRIZbDi8feJ/oesaC+MjHDzjGkxSyuleSERj76zDIaIYL+bRFIJgzbiHAgcMzXlb377xCWRRPF3RV2aFDFTIkKpbwbRlpU8oyPoQu/dkX7pHtBC5Jrs2iDmgI+59ON7iy+AZs5PP73dtzrPw+4RloGX26hjvE2sR7jU8lQq4SI1XhYNtwWj0ROcpRRJdE5JjOeZ/5QtFy9fXWnm+X03epgstH5HWmcH0hfBwRgkAYEozCmQzBGEAGZyAwFmLg8pug021t7WJGHFOVTmds774WRedggJS3GAXmToT9RhzQSQQwmD9/vhAVtSwb9V4/z3HmJjLK7bffrkAGuJuQaIszPX47I0Uq9eSMzp/F83me+DPuxZlpPH+8Ln/Xmaz/Ph6v+N4x4RGm6WO5VNRn757dNnvW0+qSCM9RGptVCZgTsvfg2he84+32+nt7x58fzrV7WdR3KIk6PB3OOz3153Da29v73pYjvfZW7qHcD+wxLGIEF9dsVALz5Dk+qURBSiUqBtXYuO5Nnfe6ccM6m/2nPyoMRF9t7w1OzH9fdEOniKjG7wynTBEYJp2ye77webto+jQjgAShArGy9aAx+NcrxbRRoimKJcNCNHpcHfMof18N/oCen/AM1OHYfbXm9xHA0olwoCxOv34mo0LrRRIWm+D9Bg6y9kJeYc1khEOoPY5Tyoa4tDAtongw+DAGiClMirwwYFZTJJCMe+SDWXUU8pbft9fq6+qrkhmrNKKv5IsFhQIU4+X9aPk3Z84c7WE+88wz9uJLc7wruhLZhsO0CcjMldMxqJMkxNwvd+3H0ULAVdWUwzgxzozdlq1v2b7md6uq7KOtp/Z+DQI9QcDdaNz4zCVeBARSuRIOcmhozOnQ6s5iwTZuWq9nnO9pf5plXZbgPdVw8HvQFGgfV+iM07Xde3YpyhYGQ8Ti7dXP0yXWg1dzzD494Rmo1BOxlS2/+VRXsUiPSeTGkEnMKortCkIQa3rAoMH27t699uamDfba8mVifNffeIOQBX0+RDNTlxUC8Q6HZlMO352ZQmiRdmGsqXRQWcA8mwb0V6QVGDeISFkcc1ZOhfMOWXjlO4v2j//7H8Usn3/2OcUtBVH5kB+3kk984hNyLeFkB+r0+sE88nVPkpYihO/+rPb70CEAHP0DnEeOHGmf/OQntdfMGNRSDQLvJwT6YqCm04JQu5Z0KhTatmK+1Za9skSLa4wFj4aB0jfw35PTT+gScXVhnm50yDPmiOc/EebHCc9ANcARw+wuhcJEdYQYlqK+iR0NMDFqkRQzdTlrbWuzt7ZuCW4embR8ISdNmhQO0CZUG76V+DpF+wMgiatqYYowTtQxKSIrR1KokCmTtl27d8tlhMjw2SheLsG75y1YaH969hlZqXEE1rz5CyxL8PR83s6bNNGuvfoa7WXil0l9lAeT5jtXkJQ2+KqQej0PVxCcvLV0dBAAliTgzIc9Y1TmjAGEg2st1SDwfkGgLwZa7CxbU1PGWlrzkkBzdVlbvXIpxMDOPPNMHVp9NAwUnIeWgOfQG+YDKlxoCzGY0d4RYQh6RD4SefzjzPT9gs/7Xe5HgoE6EJE8YaKsl2CeXFHVcrJHMllW7NFiZP2VSKUtkc5YOZmw19e+aa+8tsyy9Q1iWjAwYkHqj4DZnUWdzJ5Mp6pHjhUJOu3h8kRj8XUKlmYchK02JBI2YNBAGf6sXLnK5s55yebOnWubt26R5Ktt/gRBDtL2uc9/wa6/8UbFlu3X1K9qjcsh3xDqOILSXxg39+JMsnueOHN1GNWuRwYBJx7A3VfcfHcGe2Sl1t6qQeDgEHAdx4Eq3K732tuDapUTUNCYad7HYvB2Fyy63uz7G/hNeTBQPjBJ6AwfTslxDRzzg3txunQizI2PDAP1TfDuKMF9jIwYYBKnssMIw6qq01a/vsaWrlguc+vrrrrBJp4/SYiSSWetlKhYsbMYGFWmy2AIhFJifyBS44IsIA/lsseJe8nCxYts9rOzbdUb6yyXTlohOptwQL9Gmzb9YjvplJPtp7+43y657FK778f3mYJPY+RU4ZivDmuobxCxpi7KJlF+/Kof0aqPdoHEzlT96nlq18OHADB0QuCwdxj7qvzwS629UYPAoUIgqE9ZzJP8Kqs2WdETMD4cbgFegqvgKR+nB9w/msT7MMo4DeI3yRkneZwuMme8LUdb99G0+71494RnoDDICLfCvmeEK74Xih6WQcSUGmbH/iMMdF97q23Z9ra9tmKlzqi87RO328Tzz9eRj9lc1jpa22RhxukrGAmBHDruKRZzFhUwqT3foVPekS6xlF25cqXt430YNkhel7KpF1xoxJSdPu0iO+XUYdbUf6AY7K9+/YBUyZSDBIvSNYmBAAdux04nceIN0WaSOOJKDR0ZNfkigbLIQ5vj99TY2r/DggC446tvXgy4FNRVPhaHVWAtcw0ChwEBP32m6ggXbSn4/SKn5uCzzUK/ktAWA3OfrSBf/Hnew6i2mhV8h8bEQ4M63kNfnAb6vHC6xDPuHe/phGegfQ0QDAymxIDyYS8SRrp1+zZbtHixocq95rrrbNLkyXrOAc/sc8GwMNHW/ma0/whC8IyVGP6XuJTMfXme1LI7d++pql2p8/Tx46QOnjJ1io7ywZwbSRjkEzOsmBU6OM+xU2pm+kE7QfYSR0tFZxSCkGp3RLx9dUd+7vtKkO9MHNroeWrMsy/s6Ps5cAWefDyxB5TNsiLf31XIn9euNQi8dxAITMglT7+6BFooFq2hoc5S6ZwV8x3an3TG5czMfx9Jm6BV4Du0hcQ8cDoD7WF+UL4/5+oMlnf9/pHUfSy8c+Iz0GRQHaQS6WoADgYNdahxLp9iaXJsTsKS6YwVOou25e0ttmDhYisnk3bLLTfrLMsKkkalYtlcnZgmvppF1KYppA6z5tYWBS7g5BIkTQyBiuytRqM8/KSTZC171VVXKeLPwIEDxawrkWVuiAlYCcyyzLkEJZ2/yPtJJORIauQ77cSb2Y2S4sQ7Phni9+PfjwXEO9HaAKHwBGFwPze/V7vWIPBhQAAmhhRKtB9oQDiaPrTkvWBeCAtuLEf5cYbp5fvV+++0qPt9f348XU94BspgFUtF4zxemAuSHgQOxCoUSzoOKY1KNp+3TjHPrTbn5XkKtHDLbbfbaWeeYTmsydpCBA0YGWUW8gV79bXXbNYzsyRlrl2/weo8kPeDAAAgAElEQVQldXSKcfZrqLeZF19sV15+hRgm52PyHnuXzuQ6C0VLZwinXNUyV9XMLOj8PurmasATtxpwLIupqP1W7VqDQA0CNQjUIPD+Q+CEZ6CwSBIrI6zNOjoLli8UtNeZzmasiGVusdM4g33D5i326tLXLJXJSm07ZcoUwyq3rbVdzG/16tU6G/PFF1+0hYsXS7oMpjtmuVTKJk86X/uYBDAYMWKEHImb9+7VPmOpWLR8ZBmLOwrMFBcaJFAYZKQBqX7nXjBw6kKC+H5u193atxoEahCoQaAGgQ8DAic0A3WXlXRd1hKlhGXSKUtmE1ZJJqSqxdUkhfTZ0WFvv/22zV+8UNLpTbfcYpMmn28rVqywpctX2OzZs2X4s3PPHo0R9roo7Caee67UshwmPXny5EjCDfuYMMhdO3fKFwo1B785WBb9v/yiKqaNd6RMRE1JmTEM0P3Y716/HnLGXkuoPahBoAaBGgRqEDgCCJwwDDQuncE4XdOJ5Imuva0tb+ls1nINjZI+jc1uXEesYms3bZTBT1uhYGOHD7dfP/SQff0v/kKMFYaXj5zhzznzdLtgyhRDMp02bZoNGjhQG+goYVOpcDoJ0mWl1GnpZMJyTU2yQkPSLJdK1tHWJmm0qaEhSK+R60mcB3q7expLxcaMZ+4pU+1eDQI1CNQgUIPABwKBE4aB9gatRBTurpILvp7sdRIaD3cVVLl/mPW0XEu2b99uzc0tBLzS3iOA4XxMGCXuJRdOnaIwbWUx4zZJj0iuIfh7sETDqg2zbTbVi/mClRNdx4GFzfxiCFSPC0nkVMx+bE/pAEYaLQpq/LMnaNXu1SBQg0ANAh88BHqm3h98O46qxu7qz3hhSJBIoQQ+IDj7mjfX2fwFC2zWnBdt995mBWsnP9aug/oP0HFfF8+YYeefP1FqWVxGYHKdpaLt27fPGpuabMCAAcaBsAP697f2llbtVXKKSzrFqQd5K5YLCu3H6S0NUXg+mDVq3CwWtJHLSTpyeUEd3BNjROLkmUvUPeXr6b14/2vfaxCoQaAGgRoE3h8InBAMtMQRX/hRwnAIhIA5dXTu4LbtO3U+Jkd+rV27zna0togpIWnCkE4eMsiuvPJKu+H6m2zKhZMtUSGObSIcy9MRwl4BemLd9uvXT8y4o73dGurrbe/evVaXzmhfE8ta9jaJ/wjDTqYDM0V9THuQQNUu9zcthbiCuMccjAkiicalUdpMcveY6GftUoNADQI1CNQg8AFD4LhnoIlMMAL63o9/pPPucOolmAHq1bXr19ni15ZbXcosH8X0HjpggA0aMtgGDhksS9k777zTTh8/werrG6yjo11xZ2FZhXyHmB4GR5xgQPQfjjsLfplJWe7mMtngdhL5aHoMVMZQ0iLxH6MBxYcUaVgJX85UFL0yQaD5hD5R1vCONnWjmLmRhErdXp5f/Z3atQaBGgRqEKhB4IOFwHHPQGXZirQJg6qYFYkKw0kkDQ128vAR1m/dekmOHCQ9evRoMVeCHA8bNswuu/gSmzB6rDXWNyh6ULmzZJVUOMkEl2M+lOtJPM1/HOXVJUlK784MUd3uJ3YeZV2112sQqEGgBoEaBN57CBz3DPSv/uqvJG2iKsWIx6U8vsv3M4r36lEvkBL5jqTK81y2Tu/gasJep7+HSpbntVSDQA0CNQjUIFCDQE8QOO4ZKEY7JPYX+cAAYYYwPxn/dIa4sTBE1LoY/7AfyTPyYDXLlfe4R4LBerQg3aj9q0GgBoEaBGoQqEGgGwSOewbKvqQzTYXGc7cQVK/liqxe21vb1G2kz0wunFcX4JCwRLfDYGG+ME/KhJG65NoNbrWfNQjUIFCDQA0CH3EIHPcM1KVOxjHO/JAq+XAPxkk+1Lv/f3vfAmdXVd77369z5kyCAb2FqLV4L+2Vi5VWKlbbekXF1vISSgPJzOQdFNve22sVBIKPotaiVmtLKXlOJAloffBIiAFBtF5tRZIQFUFMqaKkSCHkMTPnnP3s7/+tvc7ZM5kXOfOeb+e3s19rr732f51Z//1963tQ4rTSqr1m1bWWLEmetj67P8t/J/r6ioAioAgoAgMQmP7eECRKhsoDUGKiWKpyaZjDYAVxjIpEBkoQh6Fc4zEjA7HMnEqloe4l2ZJIrRqXZGsJdQBmeqgIKAKKgCKgCGDaS6CUEEl+JDsrZZIILRnSWMjOd5IUrcTKe3iNxyxrFyu18hyTxFqjJHtdt4qAIqAIKAKKABGY9gRK4rQEOHCfL8hrJEW7zzJcG8e50ZCcyP8rSqHF87qvCCgCioAioAhYBKa/Cte+iW4VAUVAEVAEFIEJREAJdALB1kcpAoqAIqAIzBwElEBnTl/qmygCioAioAhMIALTfg5UYwVN4K9FH6UIKAKKgCLQQEAl0AYUuqMIKAKKgCKgCIweASXQ0WOlJRUBRUARUAQUgQYCSqANKKbWTlE1PVjC8GaOmKnVbm2NIqAIKAKzBQEl0EnuaYZwkDAOTgpIblAgbcZ1aLYuY3Sl5iH3Bhz2v6hHioAioAgoAuOKgBLouMJ77JUzJyjXgR1kuZUSalFKPfYn6Z2KgCKgCCgCx4LAwPH5WOrQe1pAgOrZwVS0LVSptyoCioAioAhMAAJKoBMA8mgeMZBEB6prB6tDO28wVPScIqAIKAITg8C09wOdGJjG8ymkQSpmMzOpaXW0IzxSyXMEgPSyIqAIKALjjICOw+MM8EjVU9IsSpvFfd5bnOcceG2kuvW6IqAIKAKKwPghoAQ6ftgeY8259dAwd49SSB2mBr2kCCgCioAi0CoCSqCtItji/dba1lbDYy6NLaVQZUwLj24VAUVAEZgyCCiBTnJXxFECz/WRpYDn+ZLgW/KXOh5uv3O7tO5FL3oRwnq9Qao8SU5Nk2SSW6+PVwQUAUVg9iKgBDrJfd/e3o4jfb0iZcZpgjCO4foe3vu+K7F9x10yB9rV1YVSW7mROLxWq0mrPc+b5Nbr4xUBRUARmL0IqBXuJPc9yXPu3LlIUqAa1oUor1m9Gjt27pRIQxs2rMPbL7xQWpkkCSidtrW1yXGWZQ1SneTX0McrAoqAIjDrEFAJdJK7vK29AkqeffWaSJ5XXX01bt92JxwHWLNuDZavWNFoISVOK3VGUdQ4rzuKgCKgCCgCE4+ASqATj3njiTQUqoUhoiQVKZTkedv2bSJ5brp5Ezq7ulCvRyiVyyZeLiBzpHEcI/DYdWpd1ABTdxQBRUARmGAElEAnGPCBj/P9EtwAuOLKK4U8Pc/FDf94I7oWL5aiQbkkW6pvubiuC9/3NZK8oKH/KQKKgCIweQioCnfysJcnUwq95pprsG37Njlev349Vl12GTi/yWwrDhyEUQg3V9/W63UTtCiOJ7nl+nhFQBFQBGY3AiqBjnP/8wulGE2Ij7M+nikcrF69uqG23bplMy6+ZIG0yHEcIVAeBEHQaKUYEDF6kVrgNjDRHUVAEVAExhaBgaP2YCP50dmyxrYNs6C2jERHi598IcxmTeEiRRKFKPmuSJQ0ACLxJRmQui5Wf+CD+NK2O5E5Ltat34BLO7rg+SWk0ncuHHBlfZRDC4ucdHQKtACJ7ioCioAi8HwRoA9+kmYyNUatn+sCSRqhVDJTZ6yvOfZyZO+/qATaH48xO7Jxa+nnebjnCPxSm1jbxmkGL/Dx3iveh7vv/SoyOOje1I3Ozk7pKVKlSJ9U4UqHHt1pY9ZIrUgRUAQUgVmMgEyVZZwsg7gIcqrMSR1Uq9VR2Zno6Nzij8ehL2beAaYqio+pqGmpqu3pq6J97guENMMkhl8KsPr912LH3TsRJgnWrl2LJUuWiHsKrWvtouRpkdCtIqAIKALjgwCNM62wwydYI03625NMR1qUQEdCqIXrjGFbrhT8PD0fV11zdSNE37q1a7By1Sp5Av06aV1btLaVkH4tPF9vVQQUAUVAERgeAZKmhFJ1XFCI4bhb9suyHWmWU1W4w2M74tXmF0j/SWfOgNIKqB6FoOQ5Z+5xuOrq1bht213Gz/OzN4Mh+tIsRRzF/XTu8vXjuvI1NGIDtIAioAgoAorAMSHA6TISaBon8AMP9b5euB5QaWsH+mkWB1Zvxnsl0IG4jMGxZE9hfmwHcH0f5SDAFVdelft5+rjhxhvRtcT4edJAqCh50tCI0ig7lqsuioAioAgoAuODAA027ThrxlwPgTf6cVcJtOV+SUWH3nRNMZInj0mkNAq6evU1uGO7kTzXrl+PJcuWmo+b3JCWX0DFxbqt0OezXC4XL+m+IqAIKAKKwBghwPlPSp+B5yKLE5T8AIxTc+DAAfhBgHiEkKn9R+4xatRsqqY4AW3zdlrypIXtNdcatS3jCG3eshWLOjuMf2fhI6doPGQzrdCISMlzNv2S9F0VAUVgohHwfVJgKkacYRjCcTOZB31y/89y8uw/NTewfUqgAxF5nsckP6pgs8yB5wZwPBcJKdJxce37P4gv37kdTu7nSfL0/SD382w+SELz5Yc204pVKzRL6Z4ioAgoAorA80GAggh9OmmcyXHWjqvWQJOkyWkzjuPU/LH897//fSxcuFCscJctWyaP43mudknozA9XfP7tOd0eAwKVOe3oYT5PQPw8aTDker7MeW7bcZe44W7o7ha1rVTPeVE664rf0TE8UG9RBBQBRUARGDUCJE9Ok3FridIGSiiVA8QJPSDospLikUcexsqVy9HX14tLL12AdevWyXN4L8nXagttViydAx11Nwxe8Eiv8fNMstTk8yy3idp2+90mn+eateuweOkSuTmKUxiVAeBkqVrZDg6pnlUEFAFFYMwQoC0JpUuuJEJKnSRCkqCHDJVSgGpfD/btewxLujrQ03MEK5Ytx4aNa6QNvIfS68AUkjyvKtwWu6kyhJ8n1bYkz5WXGT/PMGIn8CvIqAFch75Hw+vXW2ya3q4IKAKKwKxGgKRppU8SKfftWqmUJWxfktaxf/8T6OhYKOS5cOElWL/BkCfvsdIm1b5Wzct9nlcCbfHnVY8i9NXqaJ8zFx/80HXi5xlnGTZu2oQVq1bKfGc9pH7dRLVwGKUoZRh5E/Wixcfr7YqAIqAIKAJDIEBpk6RHsqPUSUmS+5zP7OvrQ7kcYPfuXTj3vHMQxTV0di7CLbdsAT0ISZLlEr0gGNM8zvchEixJmIsS6BDAj+Z0w8+z0iZznl+843Z4no+b1qw1fp705XQhnUbJkys7j6I/UjqKjuYpWkYRUAQUAUXgWBAgUXK85dbOe1KqpLEmiXXv3r24/F3vQBLWsGjRpbh58ybEiQmpSpIMwyrSJIFH3xYAvNd6R5BglUCPpVcK95BE6edp83nSz3PVO5jPs1DIBTzPkZVnAz/gJKh0TqGU7ioCioAioAiMIQIkShIdpU+SKCVSKz3u3r0bHR2LcPjgc+hauhjd3d3it+97pMUUYVhDqVyW8lnGEH9RgzyjyBgmKYGO0FmDAUTSFF/Pgp9nBGDLls3o6OgwNRb8PNPYzHXylPXzpPjJztFFEVAEFAFFYHwQoOEPtX6UGh0ng5ulKHku9u7ehXdethJhvYoFCxbg5u5N8OAgTkJpCElXJFZKQqJJbIZWZZ2ckuOlwfhhfN5kitbacj7PO7f3z+cZ+PLFQ7K0a+CbvJ6EQPw85QLnRGc9/FP0V6HNUgQUgemAgJMmaAt8ZHEkxDjQzzOOSYipXHeyBJ6bYu9DD2Lp0kXoO3wQSzq78PlbbjVxb7MMgVeSPMz065fx2bHjtAvIPkT1S2w4T6oj+BC/EkYY4sp8nr29vVIqThOEcQzX9xp+now2tHFT7ufJ0Hx5cGKqC/gVo4sioAgoAorA+CEg7iSD+nkaKZIk6geuuA7+6JEf4rKVK1Dr7RE/z/Xr1oigwzoG8/McqdWz3g+0fy5PwmVITz5A0MznOdDPk/k8GQxh7dp1ks+Td1orL+6TQK2ufaRO0OuKgCKgCCgCx4aAuJqUyvCCAE6tlvt5mghDVMtWymVUe/tyP89O9PT0YMXyZdiwoRkkYSg/T6p/h1tUAh0GHc3nOQw4ekkRUAQUgUlGYHg/z4rx80wi7N//c3R0LhLyFD/P9YY8R/LzHOn1Zj2BEgCz0iS5qXI1+TxdyefZV68d5ee54bM3Y/nKyySfp/U1smBb1a1KoBYR3SoCioAiMPYI1KIYHqXPhp+nK94OTpqh1tuHtlIZe3btxvnnnoskjNDV0Ylb6edJLWGSNqxqqT207ilFS92RWjzrCXQwgIpZVdzAR7mtMrifp2uSsVL8pw6dq/XzpApXF0VAEVAEFIHxQ4DjLMddbo/y8yx52Lt3Dy5/1zsRhfXcz7NbptrYIsd1xa+T93MM5zLQz3Okls/6OVDOedJYyM55Gskzd1PRfJ4j/X70uiKgCCgCk4YAvRpIemlqogzF9RQ+o9c4KXbv2o3lS5cgrFWxdMlSdHevF8nT9wztRVEN5XKbkC+1hiRhK4UaV5VgxPea9RKo5vMc8TeiBRQBRUARmJII9PfzpGIWYnG7Z88evGPVSkT1GhYsuBibPrte3E6S2EQZYmCEoFQS0rSeE3bKzZLnaLSIs55AreWs5vOckn8f2ihFQBGYxQhY1axVsw7t55mA854MIrR3z24sXdyF3iOH0dXVhVtv3SpBD1iXhORzjLRJWG19xX0aJhWP5WCI/2Y9gWo+zyF+GXpaEVAEFIEpgADJk9IhtxR4SHB2vpNbKwRRbSv5PFetQK2Rz9OmJIuFLJM80pA7gnvKaF971hOozefpBT6YDNsPSlj9/mvBfJ5hkuCmtWslnyeNg5jP0y4mn6c90q0ioAgoAorAeCDAOU4SKImTEiOtZKvVqon4lmaolE0+z0ce/gEWd3bi8HMHsXzpMtyydTMYBY7B4K2fZ2ojDKGZWrKVNs96AtV8nq38fPReRUARUATGD4Hh/TxNPs80Lvp5HsHzyefZastnPYFqPs9Wf0J6vyKgCCgC44OA9bFv+nk283kaP88AD+3ehfPPPWdwP888n6f186RzYT0KxYVlLBwNZzWBUpp3fR9lzec5Pr9+rVURUAQUgRYQoOEP5z6tMRGrokq3Xz7Pyy9HFIaD+nnafJ4NP8+w3kiMPRahymc1gbIzSKKaz7OFX7jeqggoAorAOCEwYj7PzkU4dOg5LF26GJu6Nx7l52nzedLPk0RcFokUqMc0TGq90WNQReuNGM8aBntBkibXdCzyeWY0LMoD0JOQ7ctwp3FgT3Jryze3jWJyjznPXQarzxrli3UU6xl4Xo8VAUVAEZgZCPT38+yfz/Oyd6xEVKtLPs9NmzYO6ucp/it5hqymn2eCsm/yebaK0mD80mqdE3r/mOTzdIF16zfg0o4uiehP0V5SdpLAUogll3HRhYlUIRc9ZCmdciNAtkCcGXok+cW9mWVAw6NCjoYQE9SBzNxHgqxFoZQJ+3gukbWeAKw9YS47oVJDyKzGPIX0ytWQ94SCrg9TBBQBRWAMEGg1n2dXVwc+J36emah56U3BwbthbdvI52l8Pjl0lwLmaAFcO6i38B7TnkCHevdR5/N0gI3dxXyeENGeoWxJpEUxn3r4fo63cjEF6J9kEpdLYHq6uPhtFHPlEiT4BdlQCJaQs5MZborZRDOUghKqfSlKlUDK8Bfge0BfPYIJcc9SJkO39Hk2Y7ttqO7U84qAIjBDERjaz3N0+TwJC+vg2ExjIS40OpqIZdrHwm05n+e6NXk+T7fpkEuuy44mz2aHFKQ+x0dCJ9/8a8ZnBnQnMkU9D55bgnSldKyDWt2BVw6EOF0nQUaJM4tQbg9Qi4A2L0ASxkCQ4bhyIPJllueJ8XjUIE/7A1EybfaL7ikCisB0Q4BGQZJRZRLyebaK1YwefVvL52kkUAJMyZOLI4FzTRgoSVmWpciiXiCpiUpAdK42C4vjIXNLqNKCjDeHoUy8tpV9IVQXobnPIckGIrkGlhMDH47nIKEEbARP2UojGv/xyozuvsab6o4ioAjMTASG9/Mc/3yeraI67UdgSyPM5XlM+TxTcpsJD2XBbObzLJJnQWHupHBc6mwjOF4ELz2M6z+0Gq869dcw77gKAn8u3vAHS/C5Hd9F3QvQR6KrzAVSH1E9RcB50/hZfPXOrXjzG86C6waoeA5eeuIJ+ONLlmHvD55gCUQOhGw9PooZYxg9w4GRdsnKdrUN160ioAgoAtMIgcnO59kqVNOeQAcDYKzzeTYkT1CaTBoGRmSw2lNP4g/PeiP+8sN/hR8//jhOmH8iXvySX8K/fO0r6Dj/9/F/V38YhwDUHGMU1BYkQO0Q3n35/8FFF1+O+7/1AObNexFe/ivzcfDZg7j9S1vxmtecgZu/cL9JsSYkaS12TR1Gy58T6GAA6DlFQBFQBKYBAsP6eU5APs9WIZoBBMp8ns05SZPP0zVuKmLH44if5x3bt4nAtnb9eqx6x2UmOn+OHs2bOelsJ55tzEXq5otWrlaV2wC9HuFvP/H3ePDBH+P4k38d3/7xk9j3k/144ueP4r4tH8D8ymFs/vsbcetXdqFP0uxQ8vwFvn7brfjHm3egNzseazZ9CU898xQe/befoNb7FP7inQuRxc/hnZe/Gz/6GSAfA46xtuVb5rZIKn02OkF3FAFFYLoi0PTzDJFlCeJ62MznuXs3Ojo6cOTgIcnnOZifJ/N3cvxu+HmWywIF3V+s28p4YjPtCXS883k2STMVKy+ryA2jGg719OKm9ZsRZi7Wrt+EU06ZL4pkZAne+Edvxp8tOU9Ez3/6wl3GmzOtAlkNN9xwA+pRCe/7679D59Lz4crcZ8BJVnz8+mvwht96BXCkF5s/v10IUxyc5EVjM9fKX4Q0pPnhMJ4/Eq1bEVAEFIHxQKC/n6cZXf3AxUTl82z1naY9gdpUNhORz5Nkyn9caDZdS4DfOe/tePUb3oCzX/+bOJ4SYsjZywCIXbz2zN8Dsjb84rGfohTTqtdF37OH8N1H9wFtbTjn/HOFB42U6QJeGWiPcN6bThff0u8+9DA9RhHDzwMqRHSAkVUaYdm81V+B3q8IKAKKwDggwDGTKcc4XjKcnnUDtHYmMb0W6OseT04+z1Zfedq7sTCf55EjR+CX2pCm9MdM4fkB3nvF+3D3vV8VUW1Ddzc6ujoNVox/S0McXkkhCVhHByK/NSjxGdaqtM2B55exaes/IXAdhL09KMVtKDEZa+oD5RPwzV0Piw725S9/OTLqXj0H7fP/O754x1fw8P4QrzjlhWJHSwGUnisl+i6FIXoOPGs4OIulndJWsbnl86mkztvCF1BL3NF1n5ZSBBSBSUFgoJ8n1bYkVgo/JFdKoZVSGXES4pEfPoyVeT5PZlVZt66Zz5MEnMShJMUeq3yerQIy7QnU5vNMshTVsI5SuQ3XXLta8nlSVlyzdp3k8yRQzOfp+0boNvk8RxbAXZcQGVUpv55EpeuQRh2UfGYud5DWQpTLpME6ECegTvbzN9+BT2++HWh/MRat6qDACSRlIPFx5pln4UwmgmXEDLqBZilKQQqkIVD18O1v7wGyEn7zjFc06JGk6VjibLXX9X5FQBFQBCYIAdqS0K6EK8mUGVZInmJ3Asfk8+ztwb59j2FJVxd6eo5gxbLl2LDRkmcznyfHWy8fFVnXBMVLGBKpaU+gNp8nyZOS51XXXI07t++A47i4ac0arLxslbx8GCUIAg9JksHzHLiOiyylO8rIJGqlPCN7ZkgldF8Gj9GEsgxuiUwY4cBPHsefX/kh/MsDD+BnT/4HwsocfLD7JrztrFMQpUDZYQQi31THOtIEJZ+T3gyQUAXiCF/Y+AXsfvRZoH0+Oi45V34qpGYSdkF5yxOFoApD9q9eUAQUAUVg0hAgaVLoINlRbctpLAoi3FYqZdSrvXBiB/v3/xwdnYvAFGUD83nSUIgL7+c+6+NqjT4n7eVmgv6v9XyeRi06XCeI1JkXYOcz8AFXY9yTIImOAKjisZ89ji/ddgeefPIXKLtAu+vjsQe/Kxaz5Nqw6LfpxfADxr7tBWqHqcTFt+7/Ot555SdwGHPw7ve/H698WQUloU0bgYhU6trIuDOh+4aDXa8pAorANEdgqufzbBXe0YhfrT5j3O6fqHyeVnVLQyUrjdqX4iS4x68i18Grf/v1eOqp/0TPcz3Y+tn1mBfEuPVv/gqXvq0DhyOgzilOIk4yjWhsxInRGuCn+O699+O8t3fguWwOzr1kBa5495+AWl9f1MfU8xqJ06pyGVRBpFAjFtvm6FYRUAQUgSmDgJU+ueV8J5eplM+zVaCmNYHy5clpE5HP05Io1QgkUq6SkNXzkGYuHHcegvIJeMFJ/w3eCzycv+gC7PziRsx3D+HRb9yN+7+1Fwf44/ENiQbBcUYkDQ/hB/ftwB9duBiH63Px6rech890/x2OLwGVxEQikk6mL2gWG8OnPOtLwye01V+B3q8IKAKKwDgg0PTzjEXtSonU+mfupp/nJOfzbPWVpzyBDtZAkibXMcnnKQgO9hQDbRwbAyIecd6UU6aOw8j/Jvq/45aROhWEKePXGosyibvnhDj9d8/E2153BtL6Adz5la+K6pVG2y5iOPERscr9yhe/hLP+cCme7ktw1h+cjy/fuQVz2wFOqxp7p/z5lDSttClh/axpU6s/Ab1fEVAEFIHxQaC/n+fUy+fZ6lsPzRyt1jzK+8ckn6fjFvJ5+jLZbPmG28CnBatZ+EVkVJ9mPnGgStZOUza2GZ1IIObTWVwzeTwTbuuSUeWJJw7h4UefQpyHiA+8AIgoImZA4OFFL3yh3P/s4SMMH5/PaUaAewgbPn0dLlpxJZ515+Cchcvw5bu24JfagXbTVGSS1YUtyRdJgWaIlO/DN9BFEVAEFIHJQmC65/NsFbdJJ9ChXoCBd7i2t7ejt7dXisVpgjCO4foerrjyKmzbcReYUXPjpmI+T2PhRZ27ddYd6hmjOU8rMqodPDoBB8JWCYwAABnESURBVB6yuE5RFKj34dbNN+N/nPwrWLSoSwyEqqyQfCuZWpkMNMPPnj6AFBXMf8lJMqcp5BhXsfXvb8CV134a9aSMRZf/OW6+da2ohJMI8Bucaexv+0125tI3O46r/TAYzbtoGUVAEVAExhqBgX6eHDPNfOfUz+fZKhaTTqDM59k/p6exirVq2p6+KtrnvgDMNB4mMfxSgNXvvxY77t6JMEmwdu1ayedJk2abTJWgkECtrn1YkKyo2Sh0tFUuHXhlyRxEoTAkUK7gN155Kl5YdvDIQ9/Bff+6B0LzLFrtAcP57Xvgu/jqA99Dr9uGc845SyRLL3kSj967De/6i+txKJuHP7tqNdb9w0clNi/zaZcDw78RM3QLRbJCu056dzVQ0h1FQBFQBIiAxAz3fMnpSVsRChzVaq/RBKYZKuUyqr19+OEPf4jOzk4cPHgQy5ctwy1bN0t0IhIwx1iqezlu24Xnp/oypUfk1vJ5mgDDz7cDBkp0NBQiEadCaA5Kc+aaCVg4OO3Vv4EFF7wZPnrQdelF+N73HjEZVCovwI93/QgXLXwHepx5OOv8i/HbZ5yGMim27xlc/d7/B9c7Dq864/dw5Xveg6efPoBqb4hnD/Ti4MEaDhyool6LUa/xS6Cw5i/jyOwv4+LSjKg5R/t831XLKwKKgCLQCgKUNjk+kuxIpNy3K330kzRCkkQNP8+enh7j57l+nTyW91h/TmoMrd8o9+35Vto33vfmotV4P2b4+g2L9ycCk1UFqEehSJ5z5h6Hq65ejdu2UW0LbPrszejq6kKapYgjExLKPoXg206050bcstKcPbmx30EpJVnGALIhL/iF5HhGv1zrwWc+85d4/KcP4f69/46zX3MaXvriU1CtRjjwzDMSTejVv/cH+Id/XIcTHGAOgEe+/W3sefigxLh96F+/gV85cR7gM9eZaYDjl5HlUu7bzjkXO7Z/3jS90DZDmvbrbEp/A40IuxZQBBSB6YsA83kGpTKcNBXJk8ERuCRhJkERKm1lPPDAv0qEIY6qXR2d2LylWwbYLDGBEVie2kMbMIESrN2f6shM6ujLOc7BGjDW+TxH3QmWNQs3MGqRnM4JLI1yn0y2vK2C8okn4p6v34e//egVOPmlx+PJ/T/HgecO4qWvOB3Xr92InV/bil9+McCfVdzXiwcf/EFDqIQTm4C8cSQuKlT7ZvQPdczD6vWwKV822sYPDR70/+AoNFl3FQFFQBGYEASocqX0ye1Rfp7TIJ9nqyBNAQmU+TxzrajQAsPj5W4qecxZ+nnesd1InsznuWTZUpkzpMRIqqG0WVyoBuBC9cCovmTIRzlBFuux+xQ64yiD5ztwg7KQHqVen3nI0gpQmoM/ffc1+NP3fABhVkbkmOeT4mgGxHSlfpKhVD4Bi9/zYSx+z0eR+cczLK6EAKS7SpZb8R7uqWPu3LIh7QJV9n9DtuzoM7a9ulUEFAFFYCIQoFcDx1mGN+U8ZlxPm/k8d+3G8qVLENaqks+zu3u9DLO+Z2gnimool01geWoNScJ2vOZ8qB3HJ+I9jvUZU2oULkqe3KeFLQPDU21LheXmLVuxqLPDkEuB8IrGQ7UaJw6NEZHtjGMFx97HuewgYPxchq8lu7vwSaR0WfHbkdUplQZAQjhTMflxkSKwtJgy04rDaH2AOwfwK8jIvTQPcj1RQcvrZBleMDdXgRQEzIbwaRtkPhuURBt46I4ioAhMBgL9/TzNoDyd8nm2itmkEyjJj18uE5HPc0iwLBlLejBTiqdkNe6cjVtdzldKeULHqAoZnPY2gFlb3AAlpyy+nhUAbXCETEv84CILUjL2mPczFR9PBlTg4jOgPKMZ5apbnmOxQZcsfy4ZmFKrHA9aUk8qAoqAItASAlY1ay1l7RhFiZHLdM/n2RI4U0GEoZ9nT1+vSGPi55nEcD2/4edJtmI+T6ptZWE+T9e4W+Z92CoGw99vyXXQUm4uY1oyI6Hl/Epiy+d4hQtz3mOqMzCiEVJ4LEBiLZAgH8drtLQ1MqrdLzRA6mb9eTzcwiXdVQQUAUVgLBEgeXKajFsKPFSt2vlObq0QxDijjzzSzOd56aUL+uXzJPkmCdVwzPjIMXP6L5M6B0pfz/HO5zliFx1FkAXd6QjzjOQ+Wgt7JDJh81TIUUhRVNB8OoPGc07XEKeURxkOM2ynJMCBoqYlTiqw7WL3Bpa113WrCCgCisD4IMA5TpImV5IorWRJmnQz8aZ5Ps9WEZv0EbmtvQJKnn31mkiezOd5+53bJZ8nk2EX83kyGTbzeXKx+TxbBaDV+9maRMTGXMQ0zZNqjb8mJUiqaiOkiI3AyasZc4Pm8Ft+LDTGXBFnHlDOJVVLsWLZwrMKt+quIqAIKAJjggBJ00qfJFLrHsgtXVbo55nGRT/PI0fl87T+nFT7sj6qhblvz49JQyepkkkn0DCM0Fero33OXHzwQ9eJwVCcZdi4aRNWrFopgl09pNrAiPwkJUmETRIdYH17LBiSg4rroHUUSatQwMqKpMcGiQrXpUDCHJ42j6cv5EeVrZe7n9DeSDS3tm67NV6nkkDbpC5jKm3+G9BVLN+4p9Ao3VUEFAFFYIwQoLRJ0iPZWVUt90mCTH7dVgrw0O5dOP/cc5CEkfh53nrLFhmaxM+zRKPIVO6lUSeHR/r2O64RC8aomZNWzYBReeLb4fo+ypU2mfP84h23w/N83LRmLbqWLBZ/SAppNDKi5MmVnUc1ggRrZ2+M61JU5w4kLEqHhkLJY0LCRUJzqc7lPfn8KOja4sGhsVDeZloW25CF/V+D3cJyvNfs97su9Q5sT78SeqAIKAKKQMsIkCg53nJr5z0pidJ9hcS6d+9eXH755YjCEIsWXYqbN3cLWfLBJMkwrCLNQ/XxXD2soyykms96tdzCya1gUudA6apCw1OTz/MuQWKgn6ecpOFqg3aYXYVkxMgXNZTKtHdtbSEN2i8Jy8nGiMeeHZysWKYk1EkqDAyLsilMmO0YevU5R8rbLRdz6wCeR3Uun0aZlLKmWSy5Fg2L5Ep+wbTPVsaq7J15BbpRBBQBRWCMEGj6eaYiyFAitZo/5vNcvrwTYbUPS5cuRnf3Rhmli36epTI9DIzKliRsybMeJyj7Rqs4Rk2dlGry0dfSBkWiAQPywONCMxkAgYubbxuDf8439rrdNm5lMmpJBtb086SpzZYtm9HR0WGKFSpL85ycPGX9PMlW0jmNSo99p/8b2yO7HaleS2b5lrflBkRWRm3UYGGWd6ORkL23UUJ3FAFFQBGYMgj09/Ocefk8WwVaJFBrmszKOG3HxXMcpMxpWZD8KPU1ZTVDMK69oUGkTVKQwAgZpS0PtTiVBNGhTAt68hVzxfuuxLYdO8SYZt26dbi0o0ukMk4w268ctoX5PO0i+TzlYGy+Xgo8XXg3PqD5TPvs/lt7vbBlZUKSbr/8KfIMFrME2mg/5WojffZvxwDYCw825ewzCxd0VxFQBBSB54lAhgRtQQnValWiAEVp1jDy4RhMP08x/IkTOA7H5RR7H3pQJM56XxWLF3diU/cGuYePZtYsLmnKCaj+bnbWh7Rk7VmOGvSeZ+OnQHH6XzQMdBiyjmI2HB+JhFWqgAmvSSYc+2W+biAPFCRUEmZK1aVszduRDI/09YrOPEpJzC4y18HVH/gA7rr7HqTO+ObzPDaMR0tQLGfX/En5j4L0LqrbYgN4za6F+/JbiiV1XxFQBBSBcUeA2kHOcZIsubXClJnvnPn5PFsF2LfSHoHjPoEjiXJQr4chfMcEUzdfD9aXkY9lCWYq4WKlQRPXlsckWy6O56G9XMbhHhMsgfN+4qqybbuQMiXPJUuWSFlr5cUDtqEohUoB/U8RUAQUAUVgTBGgUZBXKsMLAji1Wu7nGYrm0Ph5mnye+/Y9hiVdnWBKshXLl2HDBpOSjMRr83kWG8bz1D7O5MUXiVPCyRnRu1o1vj5Zar5K0oROGpkYvdISxmghOXvX1EcWDZJlvpPlcsmUoe9IxG1z2+UOSra3b9uOOXPn4sYbb8TixYsFXxs82IJO8rTkPpM7QN9NEVAEFIHJQsAvBUjrsUifdrylsMTxl/k869Ve8dHbv//n6OhcJK4rCxdegvWFfJ425jjvF1eVzKiBZzp5ss98+5K0ruK+cY5NUCmV8bGPX4+SSx/EJlna+DiUPWWOk3rx5mXJrGIm+3IR1DUZyr2gDNdzETMHXFsbPv7xT2JRR5eQJCVPayLNRtmOVAl0sv6s9LmKgCIwGxAI67FIn7M1n2erfewnDMnk+zJRbCvzgwDVsI5PfvrTDeVsTodCpTQTImc2zYWaJje2nK2L2/b2Cnr7qlKevkE33XQTliw1sW1Jz8bP0ySIJolTGuVXkJ10Ltal+4qAIqAIKAJjgwA1kNT6cbFCDFW6lbY2pFmMvXv34PJ3vRNRWMeSpYuxqXujCajg+eLnybIcv7ly4XFRIp3pQpBP8qQTbFBqEwDiJMOOHTvwz1//BtpKDGAQibsFpUxKnFbytLOfchOdUqiyFWmUs6LWWjeF43joq9VEHUBCvPCPLsKpp55qbsv/Hwgyrb64FDuj3w16oAgoAoqAItAyAvRqqIbRrM3n2SqAfszEpaWS1EMfS6pX33L2m3H22W9GGid51HwSYi5v5vFb+xNowdmloM6VSsWq18illHYdz80tvhhVyJwvGg+xDexUfhnZL5lWX1LvVwQUAUVAETgaAevnyVCpnDrj8D1UPk/enURGY5llsfAGx2mrLbT2NNaexV47+qkz54xLda1dmj6W5oxrI0VQ8sxoGGSyhhNkCv1WhUuOjOLcrMjhPhNM57UWc1z6vgSB5zWP2anzxYr/PLRtUPWtRUe3ioAioAgcGwJGODFCi40iZFW1rDGW9GIpMvp5ppnkId67ZzeWLu5C75HD6Orqwq23bmUwIRFqqLEUY1KeoJdFYXy3+1aDaI+PreXT4y7jhTJMW1NG26ca13XNKm4tBM8EorMCJjOlcOGxBH53gLBuUnkNWb0l2SEL6AVFQBFQBBSBY0WAZMZMi5QKqdEjoTJoAhdOnZFMGxrAWZjP81hxtff1I9DB+IyJTyV1WBTnYYqM3CnieU6Y+ceI1MnARPR84bx0qdyUbu0Dm1sGW7cybPOs7ikCioAioAiMHQI0EuLaTzKkIJS7m1TKAap9PXjk4R9gcWcnDj93EMuXLsMtWzdLFDgbDJ4knIqDP2mjmVpy7Fo6/WpqEOhg5ClKWjIi7YPy8Et8RXqB+tTAZgztZALC83wUMfgBQ/fRFWXwGg1ESpzT76eiLVYEFIHphgDnNalK5TQZ97mICpcB3mOTy3M25/NstT8bBDpcRUmtzolN0MkzCet5fkp2DKPsA9UwkflQL3AkAhG7yS+ZfRuRqBnCLg9i1JwCHe7Rek0RUAQUAUXgGBGw85AkUJEgaSiUqwxJpJVyaVbn8zxGWBu3jYpAPaakocWsBIb38bGPfBgvnj8f5aCEUqUNF154Ib58253o7auLcVGcC5/5B08jhq48taG2Jc2qJNroCd1RBBQBRWCMESCBUn3LLYmT856c8+TC49mez7NVuEcmUH6tUB3rODj49FN44xt+F9dddx2ee/ZZnPzyl+Gkk07CV3fuxCUXX4y/vv560ACXalxKpVT9Wprklrxq11YbrvcrAoqAIqAIDI8ASZLkOTC6G41CSZ4dHQtx6NBzkl2FQRKoGByYz5Oky/tJxMV8nhznZ/viN2MIDQEFzZSjOpif69Of/AT++V/24JRXnIY7vvQ5nPq//iey1MM99+zEgovOx8c/8kGc/luvxwUXvBWeL8lsGjKmxdokjzZfQOaJpFZ7dYg26OlZgQBTkGcZY1M5cLL8N5Ink23+QkzUlNT+svhFxjKcK9Ct4jCbfge5PYoMDgP+TlLRBVLJlyDwPWRpLBKnQ5uWNAFjnd//tXslCt2CBQuwadNGqWagn6e4VTA2LrNo5arfKEpQDjx7aVaMTUO9pC8iocxHmgErhd+kM4kuZOYs60/swy3dm4A5L8aHb9iCX33lq+BkITwnxTlv+9+4etV5+MSN27H5Cztx5lveipfNMeOZ58QSvYiRikSz25j7pK9o/3xxQzVSz89cBMQyMEvwzNO/wCc+9lGjYkoz+K4rhg9W3TQiAnkkLPObkqSzxspbzysOnDaaqb+DEf4w6PtZmTNH8jvTfSVNE+zatUumz/i319nZie5ZnM9zBPhGvFwgUKpbheLMTY1dmtWWEMPFWWe9Ccc97eC1r321lJEJaicEsgivOf1VALbj35/8T7TNsZEW6BTK8POUGgaQZZanuVESHbGTZnIB/obmzZuHf9v3GD71N59oqJqsxeDI796UTUcuqyUUgZmGwPB2JHbu0741M6yQSBmw5oILLsC6dWvkEtWzNDSyPqE2yYi9T7eDI2AiAIsajANRoTMyBkFwwFgItNaac/JpWPe5LwNuIFwYJTXAo4tLhPhIL/Y+dgAxPLzwhccjposnJU1GG8pVKpljJFyvIfL6ZkJUx7/Be2aWnP2d33kdtm3bJpmAGMaRf/DWYpB/xFZtNEvg0NdUBMYUAf4NWSMiOw/KvzN+tL7uda+VZ1nypJVuceF5JdIiIkfvOxkTdArPmVkl8ploWWlC6zAVnBFShWnFEigCEs6JGv/QLK7izjt24tI/XgG/7SSs274Tb33L6Tiek9HkTAqaQp5m7sqcyMmT7WmodI9unJ6ZHQhwaoUfXPU6o6WY4Bv23OxAQN9SERgfBOI4hee58veVJM3442HIFJJ+v4QdNnkHP1q5DkzyMT4tnN61+kJgDmVPFy5io24VtWrQcD+Johiul8+NMiWL5+GZnz6GK9/3F/jaN7+DXzxTh1P5ZXzkU5/BOW85XaqUOAo2GXnG+IlGjZvBFzlXLil5Tu9fzxi0nn/IQWAUIcWvXQbi4B8x//iHXxpzDcMX06uKwIxEYPhB1IZY5avb5B3cp5aHi03YQdWt3ee8qd2XQvrfkAgYFIuX7XgkpMr4CRlKgSXPxAiQ1T48vu8xfPEL3wCFTAr+XpDhR/t+hN4ImBswEhGQ0G/Uiq4y5+kKuTY0u8Xn6v6sRIBfwXbhHzt/N/xjNueHHxzMfaMpY5+gW0VgdiHAD1RKklYK5dsXtTuzPZ9nq7+Ghgo3yQMceJQPKYHm86KJA8QM+xTWUWHas7AqLi3R4QPgtaB0HHbecx9WLVuFpw7XcMbbLsId22/BiS5QkjqqUlWKilj35tbWIt2y8Tr8tdqF0/9+qpYobRa/lvlHHoYRSqXh4inz3e0X3/THQd9AEXj+CAw/ghaSpYB/Z7QxsP6bVO/yb86qbI3Gx6gNOR9qY+c+/zbNnjucLOVQRVsfOwdqpEQkZg40Yrxbz4dHOZPWQa5HEQEoEWj6FDFaQoS937oXbzzvEhzKXoLu23Zg4VtPRRvVcG4v020jwxwhS+me4pg3fP/Pnp6YpW9anJchBAOPZyks+tqKwJggQI0OCdNuWWlRAiVpklTNebNvybN4bUwaMwMraerP5OVccTghyQmmTir+eA7qQFoFUgexMw9JiYQKuGkKN0uANMRv/Pav43fPfCV2fPM/8PV//iYuOftUZC4dWKSk/E9hIXSMca5PErW9qiQ6A39ao3ul4rwM7xh4PLpaCtbjo7tBSykCMwSB4W0ErLRpt3zpolRqydOcNwOxlTyL12YIWGP+GgZ9BnERMyLKitaZhZeYsiY0s5zxERz4+eN47MmDeC4BeJbhoGSik+pfN8HLful4oBLgJ0/+TDxYEuYSFaOhQDRt/Yc5zp7SsKj/2TF/Q61whiOgv58Z3sH6eorAlEXAWOHmzSN5CqPmkdHguBLBAlkdd62/AYv/9OOo/OZb8f/33INKBrSRRGklRDVuPcLTT/wEiKp42a+dLDX6LgNKBRKJSDyMaMArni08io1uweEZXRSBY0Vg+C/wY61V71MEFAFFYCQE8vh6ptjAqUkSqkiZWYo3vunNoMHk/u9/D1+751EElFot4zounvjOHjz0/ccZdQFvOfuNCGOSZApGxLXFmkMdpYbm0UiN1OuKgCKgCCgCisBUQyBnMQbxYyhvMwdKV08xbsyogs0QJT7mnnwazrv4D+G6vfjAn3Tiwe98P1e+xnjg29/CglXvwf5e4PW/fw7OOvNX0eZTbWssKCljMgE3J1xJ0pRKIZKnSp9T7Qeh7VEEFAFFQBEYHQJOltK22RAbCZQER1pzxAo3QUK/EyeDl9Zx6Olnce7bF+A7DzwkIRdOmn8ikrSKak8Por4IZ7zuLGy+737MawdOIGlGiWFOO8/pkKDtM8x8q0qio+soLaUIKAKKgCIwtRDIfVaobDXCKK1jxSXUYfB3RiPyUGeMRDfAvPnz8Y1778OnPnYdTj/lpXjuqf04cLCGk04+DZ9aswE7vmnIM2IABb4nJVkJs8BJVTNXyvNcE3B+lPKtGoFMrZ+EtkYRUAQUAUVgNAg4WcZ4QZRADYFKoAOeIflJNKIEGTKxxi15HoPjAswpx4KZi9ApI/VMcdrVcmVNcySfNq1zORfKwAxU2+ZNYnAGKUkyJYfnmuTRtFjLKAKKgCKgCCgCUwABJ6O3bHGxR5bshFytujUvKGVIolTHcu60ueSJy2S+U/TBeYQjk4+vWc5KnkqeTUx0TxFQBBQBRWD6IHA0gU6ftmtLFQFFQBFQBBSBSUNAdaeTBr0+WBFQBBQBRWA6I6AEOp17T9uuCCgCioAiMGkIKIFOGvT6YEVAEVAEFIHpjIAS6HTuPW27IqAIKAKKwKQh8F8ctGykTETEVgAAAABJRU5ErkJggg=="
}
}
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Primatives: Recurrent Neural Network (RNN) Layers\nNeural networks with a limited short term memory. Used to predict the next step in a pattern.\n![image.png](attachment:image.png)\n",
"attachments": {
"image.png": {
"image/png": 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"
}
}
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Long Short-term Memory (LSTM) Cells\nSimilar to Recurrent Neural Networks (RNN), however capable remembering longer sequences."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "![image.png](attachment:image.png)",
"attachments": {
"image.png": {
"image/png": 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"
}
}
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Mixing\nPrimatives can be mixed within the same network example machine vision and caption generating application can be achieved by training Convolution LSTM networks."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### What is the Vanishing Gradient Problem?\nTraditional Deep learning networks tend to be limited in the number of layers hidden layers due to an emerging property call vanishing gradient which describes the effect of how each layer in a network acts a signal attenuator, therefore signal tend to zero the deeper the network. "
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Why Random Weights?\nDuring training, tensors that contain weights are updated. An emerging property of the algorithm is that if the weights are all assigned the same value, they will evolve together and become symetrical, and therefore become sensitive to a subset of the available features.\n\nThis problem can be overcome by initalising the tensors with random normal weights. \n\ntf.random_normal\n"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "py36-test",
"display_name": "py36-test",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.2",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "c8284e68022a00b90101da3e5746aa30",
"data": {
"description": "02 Safaribooks - Tensorflow for deep-learning",
"public": true
}
},
"_draft": {
"nbviewer_url": "https://gist.github.com/c8284e68022a00b90101da3e5746aa30"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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