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January 2, 2017 23:29
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### MNIST fetching" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from sklearn.datasets import fetch_mldata,load_digits\n", | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "#mnist = fetch_mldata('MNIST original', data_home='data/mnist/')\n", | |
| "#np.save('data/mnist/mnist', mnist.data)\n", | |
| "#mnist = mnist.data\n", | |
| "mnist = load_digits().data.reshape((-1,8,8))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "-----" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline\n", | |
| "plt.rcParams.update({'axes.titlesize': 'small'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "env: THEANO_FLAGS=\"device=gpu4\"\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "WARNING (theano.gof.compilelock): Overriding existing lock by dead process '44939' (I am process '45698')\n", | |
| "Using gpu device 4: GeForce GTX 1080 (CNMeM is enabled with initial size: 95.0% of memory, cuDNN 5105)\n", | |
| "/anaconda3/lib/python3.5/site-packages/theano/sandbox/cuda/__init__.py:600: UserWarning: Your cuDNN version is more recent than the one Theano officially supports. If you see any problems, try updating Theano or downgrading cuDNN to version 5.\n", | |
| " warnings.warn(warn)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%env THEANO_FLAGS=\"device=gpu4\"\n", | |
| "import theano\n", | |
| "import theano.tensor as T\n", | |
| "import lasagne\n", | |
| "from lasagne.layers import *\n", | |
| "from lasagne.regularization import regularize_network_params, l2\n", | |
| "from lasagne.objectives import binary_crossentropy\n", | |
| "from lasagne.nonlinearities import leaky_rectify, linear, sigmoid, rectify\n", | |
| "\n", | |
| "theano.config.floatX = 'float32'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "mnistX = mnist.astype(np.float32)\n", | |
| "mnistX = (mnistX - np.mean(mnistX))/np.std(mnistX)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "IMG_SHAPE = (8,8)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "mnistX = mnistX.reshape((-1, 1, IMG_SHAPE[0], IMG_SHAPE[1]))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "inputX = T.tensor4('input_img', 'float32') # [batch_size, num_channels, height, width]\n", | |
| "#inputY = T.vector('input_labels') # [batch_size] of zeros or ones\n", | |
| "inputZ = T.matrix('input_noise', 'float32')\n", | |
| "\n", | |
| "CODE_SIZE = 32 # size of uniform noise\n", | |
| "\n", | |
| "class generator:\n", | |
| " l_in = InputLayer((None, CODE_SIZE), input_var=inputZ, name='g_input')\n", | |
| "\n", | |
| " l_dense0 = DenseLayer(l_in,8**3,nonlinearity=T.tanh)\n", | |
| " \n", | |
| " l_reshape = ReshapeLayer(l_dense0, (-1, 8, 8, 8), name='dense_reshaped')\n", | |
| " \n", | |
| " l_deconv = Deconv2DLayer(l_reshape, 32, 5, nonlinearity=rectify, name='g_deconv0')\n", | |
| "\n", | |
| " l_gen = Conv2DLayer(l_deconv, 1, 5, nonlinearity=linear, name='g_gen_conv')\n", | |
| " \n", | |
| " assert len(l_gen.output_shape)==4 and l_gen.output_shape[1:] == (1,)+IMG_SHAPE \n", | |
| " weights = get_all_params(l_gen, trainable=True)\n", | |
| " \n", | |
| " sample = theano.function([inputZ],get_output(l_gen))\n", | |
| " \n", | |
| " \n", | |
| "class discriminator:\n", | |
| " l_in = InputLayer((None, 1, IMG_SHAPE[0], IMG_SHAPE[1]), name='d_input')\n", | |
| " l_conv0 = Conv2DLayer(l_in, 32, 5, nonlinearity=rectify)\n", | |
| " l_dense0 = DenseLayer(l_conv0, 128)\n", | |
| " l_prob = DenseLayer(l_dense0,1,nonlinearity=sigmoid)\n", | |
| " \n", | |
| " weights = get_all_params(l_prob, trainable=True)\n", | |
| " \n", | |
| " predict = theano.function([inputX],get_output(l_prob,inputX))\n", | |
| " \n", | |
| "class training:\n", | |
| " \n", | |
| " #D(data)\n", | |
| " p_real_is_real = get_output(discriminator.l_prob, inputs=inputX).clip(1e-5,1.0-1e-5)\n", | |
| " \n", | |
| " #D(G(z))\n", | |
| " generated_img = get_output(generator.l_gen)\n", | |
| " p_gen_is_real = get_output(discriminator.l_prob, generated_img).clip(1e-5,1.0-1e-5)\n", | |
| " \n", | |
| " ########################\n", | |
| " ###generator training###\n", | |
| " ########################\n", | |
| " \n", | |
| " g_loss = -T.log(p_gen_is_real).mean()\n", | |
| " g_updates = lasagne.updates.adagrad(g_loss, generator.weights, 0.01)\n", | |
| " g_train_step = theano.function([inputZ], g_loss, updates=g_updates, allow_input_downcast=True)\n", | |
| "\n", | |
| " \n", | |
| " ########################\n", | |
| " #discriminator training#\n", | |
| " ########################\n", | |
| " d_loss = -(T.log(p_real_is_real) + T.log(1-p_gen_is_real)).mean()\n", | |
| "\n", | |
| " d_updates = lasagne.updates.adagrad(d_loss, discriminator.weights, 0.01)\n", | |
| " d_train_step = theano.function([inputX, inputZ], d_loss, updates=d_updates, allow_input_downcast=True)\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Auxilary functions\n", | |
| "Sampling, visualization" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def sample_noise_batch(bsize):\n", | |
| " return np.random.normal(size=(bsize, CODE_SIZE)).astype('float32')\n", | |
| "\n", | |
| "def sample_data_batch(bsize):\n", | |
| " idxs = np.random.choice(np.arange(mnistX.shape[0]), size=bsize)\n", | |
| " return mnistX[idxs]\n", | |
| "def sample_images(nrow,ncol):\n", | |
| " images = generator.sample(sample_noise_batch(bsize=nrow*ncol))\n", | |
| " for i in range(nrow*ncol):\n", | |
| " plt.subplot(nrow,ncol,i+1)\n", | |
| " plt.imshow(images[i].reshape(IMG_SHAPE))\n", | |
| " plt.show()\n", | |
| "def sample_probas(bsize):\n", | |
| " plt.hist(discriminator.predict(sample_data_batch(bsize)).ravel(),label='D(x)')\n", | |
| " plt.hist(discriminator.predict(generator.sample(sample_noise_batch(bsize))),label='D(G(z))')\n", | |
| " plt.legend(loc='best')\n", | |
| " plt.xlim(0,1)\n", | |
| " plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Training" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "0.2420932948589325\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
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SmJmZdWJmYSYya6QymkABN5gGNWVSPDXNoJzoK0hripaGFoFSduBsDUpDSkBK\nRHJBSiCUSKgBzY2axZv5hGqOpJwoebKc0jyY2SuEFhDtPvMeDj2A8gjkI4jfd+5JIO+68RXIU2b2\nS7A+A+2hH03tvcfPszPiM2ZePZK9R/CK1ynQaoFJbgJNpUBSq+qWhBaDeT0adixWzKi7f0pMlJQo\nMZFTovqxipyDM+dgfR+AX/YxV2oMzrbcj8nw+DuQFyUki/HQ0Az4t+Cf/Xu5a2K/APQN3QYQxxeX\nY9EbhvGIw3pnMID6JR0ajj9AANyz5CmfOZyD9NlY7j/fxfXVzOxeF6PuzHyu2czs0Zj5Vb7lKtxw\nHW64Crdcyw3XcsOV3BBqQ1OgNQ/8VbEUMWRn49t4Dw622CIbx1CZSE6ODMSr9LgkGcDcbl68AqiI\nOY6ihK0S4Vk2YteBimeAOHCvICtIVstW2jKV2Pz0KVQmaeQeWxUMzIsoc1BqMCBvQS0GNXj1t2ZA\nHiaQjZHrHvCmbKlr6pHtPUnovvpG7yNfDzA/Y+aeXz4Zjmz+8SOEDuivHMSvBXkVCFeNECwSO3ZG\nWyE1JVYvBEAbJsohCK4WpmYKHWnOaqrl5/qqUwm0aGagHJOBeZxZ4pFTPHCKRxbvc5g4kKzekUYK\nwYF89+vYlGUTeOtrPE1AMTM7Fk0fshBWiFnRtZvZ2X3lTaBUWAPkAGtAesuBlpVahFoCtVjJ2VoS\nsUxeJKJuwVjiP4CRmW+Vt7TdBetHwfu+9phufAXylJn9XgDnLjPv1zH254dnOeaDCbrn0EZpBCpx\nK+hhOppKhVlt8pyaWaz6msonyxbNilRCIseJnBJlmshTIqeJMiVa8In8IRB/hz7mahO1hE2Pt0C3\nZp9piwWIgRCDA3k3s49fzyWQ91ltTDOLF+OxiAxbgRtgT9odJ3XRc7XrIK3D+Pxhn1/3nZanmPl9\n8hgSXL7ULS9NNx2Ltdr8V1bmtHKobmaPJ67jLdfZQPyV3HAtb7mWt0hTWovUFKgavZywg3GIoFDx\nGA4J1BBNR5OVma4pEEJjlkihu4Z6vYRzXRGxyJAO5sELc1UxNJWolqrZP7KqB17itTYYwFz3lONF\nra9YPNXQptgosQ0Bb8185VuDQ1TLMIo2D4fEUF1Y+82c+ch7ilrIuwn+QwI5PAPMReQ3Aj+F7Q70\ntwC/VVX/9BPv4nEwFy/ZatjB5jPn3E9+DeFVMwB/hYH6a2PpQbzWboGYIRa1cn1FSaKWktbZuReN\nmXvhmGL5S1ZvAAAgAElEQVTR7FEbdTI2E906gCtZ7TmTwUzsSzpyOx05pSO36cradMUaJ44kDkym\nrJjCb+ZIzLQeu3mHiqmOTVadmesixBNoUlg6kCvU1m04SBMoAcmCnISwCOUUkMXGmhu1BgvOK5FU\nJ0pNpDoTq1eAKs3Nv2zlXNG4+8x7NPuDgP4I0N+hUA/pxvPlefrI02b2ftv3Avm7nd8+WWe9Ta3Q\nihfLiKKuHe1sgk3FWy5ohjbbMwxNN7DpUeu1B2Y6C8/TxDrP5HkizxPrPKEhILotJzeADh2waTt4\n++s78Nv74lr3Wtj9+7kTB2Cpdi1bpLtG85k+TkFGJn7RZADxsZ1V3OhWKvclgOvfyL51v/4pM/t7\nFo15vj7yOJif3fNzfjP2uYPuPvOp7UTmUBaOYeEYTlw7G38lN7ziLa/kLa/kDa95CwqlRYsX2ti1\nW4ZUMYdm2IvGxGjWopQoU6JMkRAahcgsbrHspnUuF342lwjmi69UqoROd5AgVim0X6tiZYWbbsxc\nHMhlATk5oC+KnICGFWqamhUWm6qZ2oOZ2kto1KjUqVEn3VKErbeUYRUGMNezR9NrgbXiKWqTXRt6\nPZUzi9X7y3OY+SusEMK/B/yn7/aWd0tN20ou3wHzwU/ugB5eC/I6EF5DeN3MX75CWMXAfIWUDcg3\nM3sdK8BVptVzzdfMvK4EVfI8EedKaD3FAo8StmpGG5hPB07zFTfTFTfztbXpimWaySQsnC5sQD7+\nFu2v1Q3ImxSUzBmY3xpZjxFUlNiZeAZL4BVn02IKuwjhRpBbCLdCvQUtatH2LVJaorSJUidiy8RW\nCK0SarNa8FvtcLmoANcD4NoFYPc6hIHdvjUycfeVPhkE92XpyB15hj7ytI1rNJlvmHDhC78E9Ms/\n4Piym9nZgc+ZRtC2+cg3IM/eJqt70Go0fVQPgHPzZdOul3Fg5jPrPLMeZtbDxHqYzTyPIrpr451j\nB+7zYz+nti+A9tlH5ZyVD3EAdarE5Omb20YY93y5o5n9bDyC+cDK5WJxKTZpn+uc+Lmzh8ZWoaMD\neXtEH9+fmT9PH5/MrhhEHxg/eiybKyUMrpzuM5/LyiEsXMWTm9ZveRXe8oq3fCJveM0XvNY3qAq5\nedyQTGSZWUND2uR538EeQy8a43q5ppk8JdZpJsTmCZjuI2cE837TOxsPUolEApEotvw1MO9BZErA\n55qejubMXLIiq9q+BicDcesVqlXWTLVaj+WXl+g+c1FqMiCvXrzLeryQF1sphG3PkOFrt0KgXlAm\nG8msA4vfFvyPqdyXUMfnVID7M8CfAXrd4XeQd0lNY99PYVLPIz9n5+EK20nsFchrCJ80widCeG2r\ntehsNi6QAsZ8VElN3dTuAXC1nJVznZfMfMoG5rVYvXWUHk2nblKqIzOfD9wejtzOV7w9XPP28Io3\nh1cs88EmV1fUEcgt2E1JVEuDo1LJWF2hhBDNzC5iT8aziqI2U9Ds35GDSWiYaXyFcIJwC+EtlLcQ\nbqBlpWikaCK3iaSzRda3TNKym3VVfd8ar8veo9l7AByXDNyKMNjKuYP8CNw9KmUE+Qcf/rup0APy\nPH2Ep6PZOcOIM/Z93znYx2cpah3M3VcuugXx7CypmTsoeV3sZKw8xYoehdrMBG/1q9Xrp1jRmOpm\nTps0E6sz8+UwsxxnlqsDLQYH6TYw8p2ph4GZh/H8wObTWvZ88Z7HWy3/vFeFi7lR10hNlRRlY+bn\neeZ9BhtAvJvY5QLEt/rrI6DH4SEMetnb9oVzoVoXoP7gM3/vCnDP08d3MbPfs045079+PF6z35gD\n+eDKGfLMjZlbxPqV7Mz8tb7lNW/4RN/wiX4b1cDC7LXWD1bZrZpO1hYoPl9s1syYWOPEMs3bvCmh\nWcZFT7mUkey4j9x1MXQXFAbo/X2ibd+PRzCrpU9H3WfeKy0aM1cr1X3bCLeK3JqlLFX7bSWqMfJo\nqWmVRu3MPCl1brSj0g7qPejRNnCRAchNvbweu1eG6+QyLJ2Z29TzdWDmz5B3CIDrlvizPPMO5FgA\nnPvI5TXGyD+B8KmDugrx1vPMowF5woG89I1Wzmuzz9k3Wrl1MG+NRQ/GqT3VggTNt5os4qvMOHOa\nDpzmIzfHK26O17y5es0Xx9ecDodtgtXhSQXppvUdzGcKlZVmxefZmLkEiDowcjXf0KoW3eeTVnNf\nZVjVFOVWCW+V8Eapb0CzmjVBJyZmsh5IZKK6A0C7E6D5BA9BBfEoYiFhD8Jp2Ghap4N7GMC9nxuB\nXHjcdPk1D4C7sNTeC+hwfm2XbeWt5wFwDqgdyENtDuK+xW00IE+x0GpwIG/75kMTntXQA+AiJdiG\nFmZmn1iOB5arA6frg/kpL5j3DtptA/rR7B44v74uPb+bHci3FLtGzNGyJCbzkbbBZ97J/N0vZjTB\nOysfAf1sd7T+G/EIwK5f6vrVF5nCvtodH1xfaPYtrB587u/NzJ8nfZ3ykFzq4Ti+1L372LmOzPye\nPPOwboC+gTk3vOYtn/CGT/mCT/QLGoEkx23TFIsrsk1/qibyUJu99UVmmlnSwebM6YhE3Wog3E1b\n3Fm5b/DrQF5IDIFyGiC07SessPnMqfhGUx3IG+FkYB5uG+HGwbxCbMbIq7jPPDVqaxa1HpQaG21q\nxsQPSrtS2rWiV4pesZMruoo5kDsj74Vk4mKFzEJS85nHXe0/lHxtUtP6b7fXZpc7YI4z82b7lr8W\nY+WfBgP0Jp5rLhYYqpbWlUqzUn2e37iBeXUz+1KYToX5ZkWamqdbKiE2q7VeQJsx8yKRMpjZbw9H\nbo7XvL1+xZurV3xx/ZrT8YpeLc4+mwcQefBGpDJRyJIprDSZaayo7TCD2Rg6QOpuMlrVLBbR8zm1\nUd0HK1lti8wO5l804reVVpSJiUlmMgeSrOYAkOy2AyuhGFDflEkQMTCXbtbcAuB8AtXusx8m0A28\nO3Df1z8kX1UA3Dv4zHt/CeJwPoE+NPbPPVaAC854e1Rx6AVjYiNmj6ztG63EQmuBLMlye/umQ5NA\n7fUPdmZeYmJNE4sz89PxwO3VkTaFMwB/ste75+vk39UYtd7rs+dq9QqmaoFRKbrPXO4y820CG4D8\nDMSH4wcBfdArq+VpZqqeg7exfX8Ql0D+KPv+mqam6T0NHgfyM1BXt+ZdVoDzEq1ltU1UpIP5La8w\nVv5a3/CJfsFn7dsUolVocyDXCC0F96Nb8i0yMvNozDzNnKYjN/OVg3m3DfXbdBBnB/HujrSWKB3Q\nsdRd2zXTAF3RLUxn25bXAd3ITgf0Pk+aezFhv7kabVfKVC2uqjrA1+h+8tkZ+bWi14q+stYRVBl2\nSvOa7FtFuAXqDGHyYLk0qPdz9eUe+Q6B+R8APr049497G0Rh085t7Mt6r2p15v7y4i72G42oxu3x\nN8wsXj03vARrOe5tTb3NrNMBacqSzBy0xpk19GY55JaNPpF1IjdrpU7kMpHrRCkTufTChvZ/NxJN\nnJNLRIm777H7VWEv6CQefFTVUiu8t+PmOZSNWm2nKqmNUNSOu9mzNlpVaq1WvrYXJMFLJdIrNhWC\nGqALXj8eG9vOHm7X78DdHaVjcJsOLOnRHmxXyMtYoC+er1bvI//fT0L47Pzc9Tfh1bCf8B2SJnd/\nfeM65swMKp4m7fnhzla3oKBohYdKdGtPMIvPEg5bZsQcFtoUOKWeNXHgFLxhbdEjp3ZkaUdO9chS\njyzZ23pgmQ60Fuj14GL3Q9JQnzTtVhuKbE4hW+DtdeRiHeIrnMEjeLE2oUWxaOUpUudIPiRCbrYI\nzRaQ1IKZaFfx35HHlmQiRcKW+VG3KR1UvKASHk1ENf3rxZI6OJ+Z0O8xp+vlw4KvlT7+H78H4oU+\nft+3rAFn0fnbx9I9lfkMxHV7y37Ogr3iVAlTJaZim/v0DX6mso1Tqr5LWt0tRb6LH8KmQ1u534ZV\nzKygRWjZUhhr8LRJSRSfN1edkWj61c3pMsyB+7y493tgnNU3aATmms2iVd261aq7D9p+vlZibVb1\nrQnSqo2rgb329LatYpxdpy0MLdJapGmy1iaq9jZTdKL0Yya7Br92C3PusVO9defVhbRfAP2F83P6\n+Tur0HcIzP914IfvOb9r4vZb7L/RJlaCz3eI0iIW2ZvFU7Ews/MCzGLmxtXSr0p1sNWZlZlVsuWC\nx4Mp6VSJc/X9fM28GKQhTbk5XnNzuOJ2vuLk0epLOBqoy0zWeQPxmr28a/BADg1oNaDelc8/4tBf\nKrBsE+c+gepNg5PCqcGisDRYjaFXnxyrK2XrpUKbFTIIWKxcFczVIG3ou4WgT50FqxmfEcmIWlKm\n6IJ9uZwzm21i1afHd8D8H/Y2yv8M/GPPU6v3kc9+FuYfvXv+rDb3YMPbBnIXE+TyOjsYc2xrB/C4\nu2qWNHOKB+Z4tA0tYiZG22oyxEpIlXoInK6OnI5HTrOZKU/xyCkcOXHg1sH8VA6c8pHTcvQaCAeW\ndmBtBzSJBxFZPYNeflWcxYrs4L0th92K1PuUC9Nqu2nFUojVfi99/u0LlpoiZU5WH6Jgk7yXnK1z\n5FaP3OqBEzMnnVk0sWpiJVI0UNSWk1Wt6mFTu2fdii5kL5ik54WTelM/3nLKB2KwAXqXn/A2yv8E\n/CPvpEIfVP62n4Pre/RxFOnPDGAMuOpjB/Fx7IsuAQPwvjd5B/ZUCcnKCoepIckskmNj0i32kAnL\nEHSLS8Ofb7O9LGwu9PBeTRZ4W62uRVkmyjxBxHzh4jEkG7cZ0tO2aoa9pa1oV5aJqWRisRTO6Nkf\nthNctzrUrbpb7LVbta+JdPt2ejnYpjZ/txb3DKCaDE/KRM4TOc+seWb1RfKSDiz1yLoeWNcDebXX\nczaCV8pk6cA1UVukaTSM8LLMdHzozzF+CxjIBID+RSi//p1U6DsE5s7oHhI9//EN23s7kEMrAXIj\n5IBmRVdoq8IiMFt0ZMnJALakjTl3MF/CwVaXXZlne9hbkE+wgIi3h2tuDtfczpZq1lnRIgdjFc1Y\neC7J/j9x5u1bktouZj2JcFxh9m7/cckG4OPY/OrtVuHWAN1SKnRgOTugt6pW61eVphB0WyiTBCY8\nor+vE6UN5vVy0VbEG6ygS39Ad02V27l2/vp9Ue1316CDlEde+4jSS+E+KN1kOxwDZ4C+nffrLn3w\nHqhWo+XXlmR1CnKaWGNPcTxwiitTOpJS3kA8RKv+1uZgQH48sGxgfmBxMD/pwRh5OXDKBwN5Mca+\n1pm1HtAoJCmoFDp4d33rfmYRNldQrw3f62UnKqkU0mKbE6ViaY1BjZ31jV46My+TwgEn0R6kFxJ1\nCpz0yKkdWHRmaRNrm1g1klskt0DWQGndCKW01mitolrRlqElB3LOQbwDeOOcpV9aS7bsi0ee+9dR\nhC31STzYz6YWZ7jD+P5rIMUO5NabrrUd0KOB+gbosQM6W7iClccX+ra2G5BX35yKaMHCvsdFLYma\nJ8piaZN5mh3MrW6/7TAlWwyL9uqCTpK26oahW1jNWjoX23/dti0t7v/ve7NXaiukVtBW0F4TVvFY\nlT4vdTUJ2+eorQO6gXCpySyvZWI9A/QjSzo6mBvAr/lAzjO5zAbktQN52rKKWgt3AP1DyXPyzF8B\nPzjcxQ+IyA8D/6+q/u/3v6tP7A+J/fB6FKB0dr6ZbrDye8UKodg2n4GwWFACi+3QszNzZ+dq7HyR\n7D5I80eGqVlQUQdywRS36ZZidnPGzA3MV2bWzsyL1WivrrytGSvXvJuF/Auj05fNRQhuYvJ+APLO\nzOW2wa0aO1/aDuYDoDff8L5VY+ZmNVIa9tuoor6gHgG9boDuSU0I2ZpmRFZEV4QFSyngHtPlwNI3\nEL+nDT+ah6U+8frj8jx9xO7rUd+pM7mxvNSdSlsj4A/+2v52Nz039yNXz7fNaY+7mNJKSnlbZHaW\n1FlRnQPL7EA+OxuIBtqLHFj0YOBYDixrN70fWKqfywevgGo62YFcto17BnCXoUb8VjPb+1KJSyXm\nQspmvuzpmzAw8ykic1/zeRCUeHnZOXJbDcxP9cDSZpaaWFsiVwPzUoVSxapsVfNbKhXtm0LXvEXT\nbxxhG1+w8a3vD0y5sxnLHXm/GI5n6+O73JYXJREHQYui7sdcHPvr2zk2q08H8m5G70AuHicUvGCW\nBbep1f3Ytqfu9+IMWs0c3aqXwVLP/HEgL7nXQJisxcmr9eqWrGCbbMlWorgNZYmrx4KUMJHDyhon\nDmHe9mCfSrG+FkrNW+58q06uWoCW6ZvMtG2GZNMLW5QEA9pmrHxn5tP9zNx/h0tyVt5fK7OBfmfm\nNVE2IB/Y+Whqf+y5PwabF/IcZv53A3+e/WfyR/z8nwR+58N39ASYw07ytp1ucFYuBM/VCxl0DcbK\nV5DFzEBVIrUz8zMzu2/P54FFMdUtAGkD8mDfhDTlZrrmJl1zm47cdlYeDyzhwMrBFgh1Iov7xluy\nh1QDLVs6TkdtHdn5aGYfAV12E3ufUAOK3hgzl1tj5mdAnnsAkm7MPDTcLMm238BmZmcvUrMDuXkn\ng5TN1N4B3cojdVM7F0z8XfvxuX9UZv4MfcTNs08xc+/hLpCP7pMebCUDoIuzmOSAPkVj5pNHnKeZ\ndTJAT6mQpmJ1r7upczK9bimYSW86sPgCYEm7pWgHbksXWtXM60udWfKBdZ09tkw2xhZEDchD2z5L\nZ0p996tJirWwGpjXQlxsp7dYOphbdLSZ2QMtqs0oM7abG5EqlRCsCFPJkdty5FQPnMrMUifWMrHW\nxFoiuQaKCEWgFjezN6+SqD4BtDiA+NAujUFn58SB/V1Y0Hszpefp41NgLs5igwGs9IDIrW8Xx3d7\nA3PfMzw6M+8tODPvoO6Btj0oeSvIt4HuVq1gZ+YO5K1GcytlLyk8AnKc0ChnsY29lK3Fldh7rfn7\n4kSJq4P5zBpX2yDL92CfvSRtqSu1GpC3tvr2v0MUvypRq5XUdl3osVetZ4c0r8vRFyMlmRW2zAbY\nq8dTpQNL3Jl5XmfyOp0x81x3dt5actYfNkuAqpxjw0N68Y7ynDzz/4pnLV8fmdAV1L/wkZn3oAo6\nOy/uM/eUgx3MMf9Kdma+mdkLK7PvztNXoXVbE9kkZytOnQzM38ZrbuPV1rp/cpF5YOaz+cw1uTkp\noDFaXm0cmPnwoLZDN7XfPdbNhxRo6GBil2VvYbVqQq1YtLpUK/iyATk+jwmUbmZnN7N3dh7cjDoC\n+WZm1wXwRP/9AXl/cXwG1vcx9Cee/XuC+bP18Skz+5Y3MjByHcawA7noRe+vRaEloU3d/GxVsPI0\nsU6We5umg7l8JrMY4SDOhFeZCuZfjwf3sx/2QDnXx6UdWIsB+9pmljqz5gNLtIlnY24O2FVscxd1\n86a4CTeIRdYnsWj6SWw3wVlWUiuEVZFsAZfSwdy/Bw1CTWHbe11QamiEmIztzY2yOphnX3yUiSVP\nrCWRYyTnQJbuM4fafOtfupm9M3MZgFwGAJcBxGVQu8vV12PyfmD+/Pnx8f96D+7fzd8GvJ1F76bx\ns/NpH6dQDdBD2QG9lxWOddvVbFsEeCPqeXE+f94q3dcsaO3Mdvdx12CbU9neAdPm825RNtO91Ws3\n61WLkZYcyJODeJrIMW/WrKllZrXo+7lkcl0pZaWUhUONDuSmhxb0ZvN6UKVq3Vgx9BlKHFjdZ147\nM+8W3sFnnrwoUzIr2BIOLOlIXqYdyC/85aWmbVttY+a+bXH/Ip947h8VzJ8nT7Ez3MxuX3wHcmnq\n+8+qsXMH8raKgZoX0NdFzSTjQF7qRKmFVQtJC6vMxOArUG2bWbGXeiYJWm0FdyPX3IQrbsMVJ3Eg\nDwdWN7PnZjukFfWAjJpoHgCnIWzmTC7bGSUHxoC3s2axj3hhgzYC+qpoZ+a+ZWlzC0aPAxrntUnY\nzewMZnYuA+AGZr75zTugPwTkF+MzcL985o89+/zOWvRBpQdKnd2b7Mf9uW1+8AugHlu4API+4Q0T\nVe2APifWeSJNM2m2YMwwW5OpoRMwg87QJmMrPati8SBMO7YNflZ18NaZtc3mJw8zi8xkf5+E5jVy\nlBgaVeq2PWUH8xB028EtSWUKxYA8rBxkIWn13F2QolaYo0cz98k9BjRhE1UHngRMFt9RcuSUD9yu\n5t9f8swaE2tOrCGSuzY6kNdgYN60GTOv2Xe4MMa1g/fFeNxVbRyfPbSH5CtKlXxKBDOd99TdrTWC\n9xvA9/FFbyDuQB4sbiaGHdBtW1Nn+WfmetwqYLeymYh7kG/bch62VMm61bjcy772XSZbCDCJbyAU\nbO+BFAzIJwPymjIlZUqaSCmzVgPyKWUm9Z3eiuXGG/vtQB7RGmwrZ8WzLzyv3mvJ6wDoewBc95lH\n95m7qb1MFAfyNXvhm3hg7XEr9UhZE2U1wC95IufdPF/rHgBX2xAA1/dg/4Aq8vUA8+2Ht+cK4j5z\nfA9a3GUmWQgZWlart+u71bQQPdAgkWsitYmoldV9xCF4bm8alLNiQR3VzCyiyg1X3HLNrVxxy5GT\nHFk4eJtZx7Q00qa4TXoN9rCZ2M/YecdzRozXs7b7zM3EjpvYW2fmK6ib2oPv09uq5Te2ZjEHG6AL\nlF44R4cAuK3dA+S6A7ptLbTsD+cMtP2h6UW/vX4J4h/VzP48uZeZD/cZOkoNC7FRNiBnAPTxmL1S\n2wDkeU6krW76bKWD54oc1DZVmcSA/CDU2VJ8LCVyZpW+3e6e3rU2z7Jo++urv9635w0+SfdJPIWC\nhoiGMFROVaKDfU9DmkLmEDKHsFpE8GYlEw9A231+6iVmzWa/L5IpoLNdn0vidjla8ZB1ZlknljgZ\nkIuDuQqlCSV6cCd7NLsxcw9mar2X+3vtD6E/1uFZfigq9CHlHdYYVhhvB3GZlDA5oE8NmXpU+t1z\nMjVicAulVELY+yB135Nc9kqDjH3/OodFkjowtbNmfuHqzSpQTmetxgHMp0CbzA1VU7K9MaZCnhLT\nNJFSYZqy5cSrVa6cNDO3lVyWbfOoVs3VqTWw5Zq3oUCOVqqWM2ZO/yjaTeyjzzztVt7OzOOesmy7\nZFor62SxAatH7fs99Wj4LZrdLRdtA3O+WjP78+RxMFfYdoMa/WDac//cxN73oW0ZZBUD8gUkiZlm\nmpUuLW0i93rXvWhg8GpWwUiZRmwy6tGYais5S5254lavOOmVRQtj0berDqlpaux8C4BzxUYtGnP3\nm7M9sDOCLrr1Z8wcJUpDTw05Ycx8UXQwsYdsJnb1bUv7zjwW76PnZna14Lc4mNqjupl9jGQ/A/LJ\nmLlOnAWw3QHy+87pdvikNQZ43wC4Z4veB+ajyHngs2N7f2lfmemZ+XE3RwokN7M74ygboFvN9HCo\nyNyQQ4NZ4QBtlg3I68GKD/X83LHP6pkVaoC+nTvrbRylg7jFjdQQz5m5ByQZM7cqdJOD+RxWDnEl\nUjzvdvcvahPf0tfcS00sgEnjxTU+ziXa5kSL+//jzBISK5aaljWSm1gke4EqzZg5FW3VfeYjkPco\n5c7Wx/P0H4Q9mI2ZP1VD82sK5u4z38znk1p8xdQIswO391ubx9ctqDEOLfj2u5fNdiprwxw13J+b\nr3v6cOsm6jpEgjcnVk6ubF8In5fbRA0RnQcQnyN1KqS5UKZEmooteIudSx6ZntzSmqgc6mLM14Fc\nazCsqLZnRXD3Y1QD8qJln6fdsiDoxsy3RUm//9HUXvaI9pyNla/BmPkSj9S1A3kyV282MN8A3Vl+\n///tHoZFxfcSmAMDI3dzWQfyntBfgGy55rI6I59kY+Y1DrmNJIpOZNpWCrPXxAZn/+4raYjtPEVA\nVDm1I7ftilP1/N12tICidjBTZgfztqcdtG3VNZhPzhPJEUvmvcvMuy9TvNqW/6D0pKib2PVkrgRd\nnZ13Zl6xXPyqe2qtYoU2HMzNzO6+ch1yiB3Qd/N695lPiE5YQuliD2V7dHr+GO+UvtQHxo/JV8XM\nPTjjQTlbee3HHRC2w8HyMu7a2QvGDCb26kAeD5V4qL69ryIHRQ+gB6EehHYIlEOgHCJK2NMhz/qZ\nLLuV6L7XS0vkOu1gHitTyOabDPuuZhLdzB7bdl0KhTkWB/OFKNU3dvEgJ9W9EIbg5TvDtilR7ZNj\nv55gzHw6cEoHTnHmFCa3JiQH8kCpgVLEamJvZvbOzKPNCepRytqb+jn8uA3nRyD/GjPzJ8QybtjM\n7CEZKw9zG5otDrfjQz177axg1EXfy/SI9MBgNwLLMHcLNh2UHgHeo8CHPPPucy57elfdXJ9mfq7R\nwFznQJsjbbbfRs2FMldzP1VLOdtyxh3EI2ZdWNtM6UBeAlrChhdhY+TNGH0rFt/ketiGDZT659jN\n7MEC+NqeZ57jRMmzMfPu8pLOzI+2H8HagdzT8cq+INhM7I4T/f/ri4oPJd8hMIcnzex99axspb8N\nxN1UV7AdwjKQxdKgJwukkCi05LnmkohM5G3HnbYrZrB76CZwK/Lv1X8lIIqlzJTjnrtbfawWzb72\naPbaCwJ4cEOJnkoX3OR66TsfMWFf8W6FE0Yze1A4NQPxk6KLmdd1VYvmd1ZuBXW8hKCb2UfPdepm\n9m5q70Vj1E1sep5nbqZ2B/SeVHqWxjE8sEdx/Mt4gr5CM/tjYC6DuVbD+eeTxlaLcWTiY5BQtK+v\nJdl85mWKRAf0cKjI0cAc37ihHYV6CNRjpBwS5ZhoGjygJm2BNbkY6y4tbdkV/fzIInqObMJKw04h\nW4pY9HKrQc42JQvRzeyxMsXCFC0A7hBXYqj++4qIKJVoaW0Agu2S1f2lknyv6ri9p0pkLRO3ceYU\nrC0yszBZ0ZgWKa0DeXeNn5vZacHmBI0DkMdhFet6uQH58Mx0eJ6P+sW/qvLCPGlm75Hsm6l9asis\nvijsAD6A+KES+/Ghg3nZM1moVgFyq1HWl2fDdrln4WL49++m6Tr4zHueeYm0bPNh6QHJvfaHB4fV\nkCsgLR4AACAASURBVGiHSpsj8VCph0ScK+XgGw15AZjoBWCi9n0k6pZtcdCZWhJadlYu1czrsaoD\nuZWszVqYNW8ugF5JVOhqM5rZOzN3M3u0dLoc3WceZoufkgOLODNfAnWNtNWCsKt//g7otjjwhcLG\nzDtZeOK5fwn5ehSNcSBXFWiKNPGye+yAnsVyzbOYiT2ZeV2jIFEsJzUkirOQGO4B8uAMItj2fFWC\n71NuG1WIKkvu+bmex+u5vGs4sFYPgGvTpqS1JFfegOZgq9YwAjlnrafC3fWXDwFwwfLKO5CzOKAv\nVixHs6Id1L14xlbRks2ldW80+wjkVs7VK8ANDN1WSskB/eK5PQbiz5KvCMyfyjNv/rA60+MCBMad\nuUT2AKEoe53tKFtqWveZx9kmVjnMcFD0CO0I7RhoRwfyYyQfE+sxmXk6uy9u9QpY7koq4hao5gE3\n2XQydx+ev0cJlFgoMVNjosW4ZV8QZTPdhjhu9OJgHo2Zh9jsNyLTlurWQrNgJsHyzL2EZw7RC3xY\nWlL2fq2JU5y5DRNLmAYg9zzzEsiTUDIO6Lqb2W1jaAeTxha9qjr0DICt5z8Ie2h3n+Md+bqa2dlz\nyVM3s+vOxA91B/JjJR4dzI91O9eZ7bjR0rZ7H72A1rC3fS/bqw7oPYzEy0v2PPNeY6OVsAPaxlbT\nFiBm+mgljOvBgDysVts/HNoG5KGanzu0tt2jFbpq2wYvq860EjeyJ1W3ctZWe76QWmZyd2jR3Vqk\nHjuh/oE2pnyRZ17HaPY4kcNsW76Kp4E6O69rtBK2jgO1RF/YOMuvYbDejj7zd8gz/1hmdhH5F7Ha\nmz8E3AL/NfD7VfWvPP7OJ8zsI510f4z0ADgv5SrF+2zArquBOcnAvDUvMhATJZqCEv0HHdQX8Q7k\n0WsH9zKbIVFiRBSWXs1HZhYsb3eLEu4BcM6EbMKM26qsrQ7oYWTkGwU/s9pegvqZ3zyol2/dAZyN\nnRuYU9jM7FZpq5fE7daHbmbvrNz2dY+ym9s3v7mOrDwhVuYJmzDvAzx5+HG+Uy7vKM8H8+frI+4v\nf4qZdyAffLCb6AWQy8CeZGPmmsw3WN1vnueEzA0OmGn9KLQroR0D5SqQj8mA/GpiOk5oC5TFc3W3\nEplusiTZRNVNmTlZycwlUZZkvrwloRqYo0UG15GZJ9nuNaQO5u4zT4U5ZuaYOaTV85GnLTe4RSEQ\ntqpkW9EYL1ubU9r3QOh9mziFiZMkFkksmqwKXI3kYqlpJQVKFEpQquxFPszMjpVw3YBa7Wa26WW0\nplwA+hmQfxwz+3vp41MypIntAXDuKz84Iz9WwrEZkF9V4rEYmB8r8aoD+c50w9BbNb+29T03m56x\n0L92sPnG88ytnGtn5pGaA21xIF+i66Lr5DqRF9sjIxwb9Wgb9YRcrS/N6/9707GyeduIToiNrLOZ\n1ovdjwG5bWmaamVqhbllcsvmEm2JvkdkB1EZXAWjz7x5nnmpZlnIwba+zmJ7dFhm04EFy3ayuifB\nAd2aFv9OxnZW/e2rrwD3G4F/G/jv/L1/CPjPReTXqOrtw297F5+57Ftjb8Fv7L7zsjfNDuKrM4sg\ntKb/P3fvEmPL0qUHfWtFROauc+51g2RsWcKIASMw4je2AT+wjYQ8sHgKt9stT4xkkC2BwExAvAbY\natkj98D0GCwkt2GEDYIBMgwsGNEtkHFbsmQk98ASyIjue6pqZ2ZELAZrrYjIrP2oqnPOf6+Iq7iZ\nO3fW2XtnRsYX33p8SydMichiEZyEXmvWnmOJBuaR9PygYh45aJ3kzVN+hpzytdiKDKM2uwU5rBF1\nCagLQxaGrIrSnZ33zx5dr02ZyUztmufbfea0qVldFqhFwvLqxYIA3cyOoWBACzi3uSxCA4ojRAHc\ngJxdzlW0sErTZ0e0iPYV1PL2HPBGAD8OwCO405X9S+2zAuDeOR5haWm3wJx1IPIA6BjM62NuOR8B\nHY2Z1yYao2Z2ShE0iaafGaDXmVBOjHwKyA8R20NEekhID0lX+i5QJKHFamSytB/pcpF5iyhLRD5H\nlHNEPgeUcwQE2KIxohgtn1d95roYRlP+CtF85jEjhYwprpjCaulNAJLmFgcEFNYJXy3bXQGuuMqd\n1bBebX+pCQsizhKxSlD1txyw5Yh1Y2wrI0czsweg7nzmNIgoDIAO9LG3i2If3zuO3a9mZn//ePSv\ndus93vvNlZkLeBIDcwP0BwNv6+01MkK14krS5awdOLkaiFfpgO7Xu6nrkVkfYcxcAxybmd1Z+aJj\nT3tAPkfrCRsnLcKzWeW9XFvkOYv0RYWZ/L38r4raaE59RgKyBbplabrs0Rj5VDRVc65rY+ZqZqcB\nRKW7DCxQU5k5o47+fi/Sxakx85U0w2nl2UicFpiRjRTIs1ppa/EgUNdg4CZaIzLgw3vGxKG9CcxF\n5PfvPofojwD4vwD8FgB/9c5f3/vHDcipl8uuOnDUZ66sXKKbBqmbCZlQJIAlIoutF92sDliAqxeC\nsJ4CcozIKSCZkAdEsJEFFmHqgUab3ciBmTdt9jWgnAPqmSFnBhZ6ycwtlxdkykcDM+eBmRPXBuhk\npnSsMPfCSzBvqUImZTlmhQkB2+gzhzHzIQBOPZqbsnEE265oPkk4kAF9VA3bF+B+CcTvjcb3M/PP\nGo+eAnCtMdBzlA3Ix/B2075WojcAujFdXQvRLjWNJp18nZXXE6mf/CEgPgTkD8rI48OG+CEjPij7\nKF64oipTKEFlLgtFk860gJvVx2NEfgqozxHlOQCVsMXV5DSDliiNbHm+5i+PovXUo/nMY0aKG6Zo\nzDwWkCm7eS4xh9p85k2b3QqttLrqk6nWTbOCuQQsErAKYykBa9a+rYwtMXIiBXT2aHZSn3m1RevI\nzHEEbHeHWADcLrbDgf7rmdk/azzemdSbJa8x80MAnIF5eKgK3B+sPxSED1n3xZh5zWbGHnttgWO6\nNVbetO/Reyu0Ygxz9Jk7mJ8DyrP2/Jxa3551LqVNwKZkSSZ+RV68Z6jMp+Je1k0Mh6NgwwTJAGcz\nrVvRlVhUznWqG+a6WmxJ6gFwMgTAAUMAHLcAuKYAVwzIc1RMcJLnqcpywkInyEraN+tZAV1jqKx7\n5L9lULl1QNxvfmtcvLJ9rs/874E+Lv/P7dPumdl9lURqJq4EaupvIyNnNa2b0prWs1V0JNHCDH7z\nW54v7IYx9zKU5r/MyfN+N6RpAwTIiG0AtICjkNRXiWQ+ym5md3NSfQ6ozwycacfKxfOP7WFUU3uP\nYldGjqbO1SLvs1gqnjRteu+ywdL1zMRe+iUe565EVxTgxFP2LgTAIVj3AKMRzC8A+ovttfeutS/q\nM3/leMT9ALgKY+WCFh3tF5lgW+lm9gbosCAl2sm5lhSAJJBJIJ5+NjPyiRFOEfEhIjzYpPshI3zI\niB+ymu+8cEUOqL6AZNM3EEsDssAjZUQB5TmiPgaUR5U/3WJCjsbMY4DEoAtjNd1ozrKDuZXAVDBf\nMccFnCrGoimZFQBcFW9k5nmK2OaIdZqwzDPO84zzfMJZJqzC2ithzax9Y2wLY5sYW9Qc8xJEmTmq\nkXEBStXe5pMRoEfz2+i3w/6h+PGmpr1+PN5jaMcAuJaaJgczewF/sP6xj6XwsSCKMvMWWFYruBiQ\nlwqq1gdQhdV9IHdxFF2kwgVjHAhHM/vax2B+iihPEfkxYntOyE8Kii5J3fzdtmBofnr0ebLpzAc0\nN8NGCZSBkAUh1xb9nooJytQVa10sjXgAcoRu4nZWPlZOqxawxha8Rx3IO5hPXTaZT+r6XAlYycgW\naXCy45ZrMlSyoWmsfLz3t8bFK9u7wZyICMDPAvirIvLXb599z8wuaPrJlprmKnBHM7tsrCAeyIBc\newF6QJlLtHoeOQ0+8hgQUkRMG7Y5Is4RcU6IcwZE9j5JDzpyKUIM7xVj5ktAdWb+RMAz7aPZGY2d\nO6D3tDQZpDQdzDXPnIoMoH2hb2hm9p0W9dASAVHQtNn3FXbHPPMNJME6g1qVIWM5esfxErSvgfil\n/Wvty4D528Yj0GrtXmu7azoA+ZGZN0DHDsi7mZ2tjGQwZTdNPQszg08B4RTBDxnhIYI/FIQP1SZi\nBXZJ3BSpqk+UIajqoGscWDZFWdVfWZ8DylNAfQyonwK4CLak0pjFAT05kHt6pzIer2mdYsYUN0zJ\nmHmpFq0ekTkjhHSoaz6WQA3Y5oT1NGE5TTifTng+PeAsCWtlbIWwFcK6ad8WwjoRclIze2PmJj0r\nVoSp6+mPfnDfOlAfHwY5nPNVzeytvXk83v0H0c3srv42MHNyM7ub1Z2Nf1MUyD8qK48eJV4K2EtA\nl7FLCyajqlt4Z+jjOpZAtdQ0qQMzX4K6e55DA/L8KSE/JmyPxsx9Hmvzl7xcWzf1OfQSrFFAG9q/\nob9Fq6W5RrsD+Vp7GvEI6DsgBZrWiFsYCjsrD73sqgkwqYaDAblohUKs1CyosDm7CSv572sWVNrP\n019w7fg5zPznAPzDAH7n/VP/JIBvD8f+eevoc2Rle2AxRLKzMtBQ9UJ5Lq/7NMn/CdFQGRLNYAlQ\n83ZkULG81Bog/h/JPrI9aJ65FgZwM6ZFvMNcRsOEQrmAM6lwSxaEtQBrAVYg0hmBFkReEGlF4BWB\nVjBvYNrAlEGc1W/NBURF8zu5ohVU8FrQGX11l4fXNjC8OpWvMgE0q8BCCStOWiAGJ2yYsWFCxoSM\nhIwJBQkFCRURIsFWrmPC9DW2fcu0PjYZjv+v1sd235X4yvaG8QgAfwqXx+S/sD8kwD71acxh9tfD\neZW76JFUSFU5Uqqq1tfKd3p530LgzKgF4AwUKyoUNqA0v5sV8vFtq8DUc7k9zVIXrmYdcuMKsMOy\nluFhQU5kZlUupgA2BB0F860STCEsVGVI0SxE7kpoebWhVy2sSWNOqhWEkYRNSHsFNlN724RU6FEI\nRchKlZvYjIzj267x7uYc27X3j+AOAH/R+th+5cK/+a72tvH4t/5tIP6a/bFf+1PAr/1Dul8tmr9m\noLqIToH4AqdWC4YdrHVFWk0LyTZcvYCVA0y5vYVFru/0PoxNe7BasIA1DazTwlYJmxXr2Uzjf8UU\nFsxhbWpyF9dNgr4eG+Omtn2PVBC3jLCVxsxd7a3FAKDL0nZTvSjqudfMy7v6AsWrwWEUkrGeuYlh\nu8JdpdCB/ADobbEy9tFd0biBjcn1LwDbzx+ux//7quEDvBPMiejPAfj9AP5pEfk79//i3wfwj1w4\nflAXa+IPPumZaS2bOZ3rwMbdbu2Ao3dfyDpbicdQUe0m1gBQBkpQkC+1ApVBBvQEMRUjaj46qbWL\n9ZcKqboSpMqgEsCFwSaWoKkSgol/FTN9wlQ/IfEjUn1EpGdEfm5AH3gF0wairQG6Blyp4ItP9NV8\nL9Vy2PfBFLRLc/BIzQrViH+mhF/FjE/WHzHjCTOerQ62y9Q2kKcZBTOqzKiYoUWpfYhcA+1bYH58\n/dusj+2XAfyZqyPnNe3t4xEA/mMAv+n62zt9b+utJJ0v6qAT3cjQyWcjAjYBtgKsFRIKJNiWqo1T\nj9SuDfilaK+KbpANqI8V8kSQc4UspCWAM5lZkpqgCFvFMsyiObeilp5YvNxl7jUKrEKWRwc3fyT1\ntCR1RUAnJSZND/WqWUFdV8XS0YrlkmfX4hbtDuhexXB7JGzPQD4T8hnIC6EsQFkJZQXKRiibMhvx\nBc+wUN0n899acLYbeaH7vPOT1sf2iwB+x+uG0JX2rvH4D/wM8PFHL48Xq1yYC5ALZC2QaD1or66l\nTqIWSui4KG0uDZAC9Rt7BS/XxzCzskdbS+Gdn1cas1RQp0XA5wpeNKUs5tyLn9CCEy9Y47NWB5yT\n+p4laNS7BYauNAEngB4AnAA8QKeaCapV5QDrt9LBz92NC3CiM77ZPuHb7Tt8kz/hY3nEh/KEB3nG\nA54x04KZFky8IgUrMVxLC6hrRpwWrDr0cVgBfcgQerzuOIwWvATyS6BecRnMfX2Zflr77v7/AvD4\nW28MnN7eU8/8zwH4FwH8HhH526/7q3t55tLZThUbOAOQBwNxdtP6YK+GmYQh0BnMwVy31aoAsWu7\nZ1L510KqTFF0sDuzalVtPOCmFjMBVVAtYCv0QIVBBrJcGKFo5CKXirl+h4keMdEnJP6ERE9I9ITI\nzwgO5rSCeVWWThng0kBBGAbgY2pDaCX0xnxFLTtomsjOp4hRKeCJEj5hwneY8YhJwVwmBXOacMbc\n/D/O2AtmFJohMkEwQ0f3q0fHG8719nlmzfeNx/bXd96jPZAzbIzCJriqY9ABvQVf2d9uFVgrECvg\nQO6LzFYNrKI6uyoVyFUtUZv0FMRnQT1XyDMBS9VUxWzZH4DFWwA1amQzFVVoI2IIB/WTkgH5qMnN\n1RaStRfY4IG1+yNrE5mnd2qKZx9nXe3fGUvssspNoU415bcnID85oCuoK5groGtFQKAW0iJC5g1x\ndq7X+JLl6DWAXrGfhS+1W+/db+8ej2UF8nL1bckVslXIViBrhcSKGoouwkbpVbNuNFI0uCkdzEsN\nqKWXbm7zSuEWmS51APQR1BeAzhVhLQrmxaLHsWKmFSufcQoJORmQexEWQnMNbJTQuMIMBXQH8wjN\nmvBb67fOrQKrvjfTgm/yHsw/1kc8yDNOcsYJZ7UGOJhXLWoUqHRXrIP5mIFyXCMCL4eMv3Zg91IW\no/Xg6BZt7FwuA/rVG3/rzX17a575zwH4aagt8pGIfr299Ssicr7xjXDzIfEHtbEeA9lM6oPMhKa6\nxXVg5ebXFVaG44yHlZHrVmzgiwrNmJkaDubt+SYQqjFfB3JYAEgFmy+fKsA+0RQYY4bVXQc4V8z0\nqGDOnzDVRyR6RKQnRD4j0oJAC3gwu7uZHVQhnrdbsBcwGCr5lGqTZtWJs5l+0BlSoYBnA/NHzLqV\nCU+U8IQZZ0xYZNLiMaQTbZYJBRMqJkgrgTqC+XFg3TNzXjtnbO8H8/ePR+C+P9/HFu2xoBoLL9SB\nXL8MXgBKrsBWdfK1IhZwNm6MvFpKkJiZ1Bm5lvmtQGHVGlgEstSWquiTQ1tDBICTmDVJQAg69oMY\nmHcFLQ2yLE2Io+txD0JGtrD2euX6GRqtW91f6oAOd0fFDuQWRJpdYtYqu+UnID8PfensvG7QCqf2\nLOkz0LNb+n27xc6v3dPxJn4Zv/ixfdZ4LFtn4Zdalr44DGJWHpvjSN2LBAtW84Izrldu6bzZSzaP\nvZUMDaql70A+lBEdWSVtAl5kYOabVjOTFRMWzCFhi1H11s0F5EqDbEF7G6VeYXkCaNhHwuBKtbvp\nwJn78ZkWBfD8iG/KJ3zMj/hQn/ChPuGk1TQaM49BNd3b2OfaTe1jGAVdeA28XAuO7ws6mF8D9NJd\nazsQb/s35sivBeYA/ph9jf/pcPxfBfDnr//ZPWZOaDrKDdBtosy1BZQ1Vr6baJUpA2JmeGdBtYF6\n9YCR7KyfzI8+fDUhELhNhhi2aOpCaH4pNk305puyzkXBfKZHTPUJiR6VmfMzYj0wc9pArMy8mdlN\nV71WQqmEXCxVonpt3J5bnGXoY7lBKzl4pmSMPOFRJjzShCckPCPhWVROc5VkrDwh04QiCRUTKk0Q\n8ScLeOlzfM32NQPxsybWd45H/9x7n21PczOHyTABSAfydt4AJKLMXMyErfdVF5wYwNx9ndVYOW21\nTdq0qjlfPD3RUxNX6CRRYQFo0qJ8VdJXdFEYGZIYoeSh5O1BwlPqbt9kQPQnHtiI+uCp67A7kA+s\nvI1H04VvQF7UzJ6fgPwElGcgnwXljIGZK6B3dt79u00j5gWYH5n5W8zsl9pnMfP3j8c7zLxZa6K0\nRZrwAOKQnqDhQG4ZL7IRwsYW3Gu6BE0rvGuGt/oSA5A7M281MzK0pv1WELasZvaiZvaZFmSOpveh\n+TKVySroSZOV3SiCvPxDtK3t0yUzu/+u3I9NWPGhPjVG/rEomD/Is7JzOmOmBSlo4dWI3Mq9tsC+\ncXq6ZNQZ9+uV80YwfwHkcsV3LpfN7Jfa67H8zXnm75x574C5myUdoN3Uzrqq1JrSxs5xOFecHYn6\nm1nZrYK5NCCvbr5JampvzHxIG1DzYh1mD51syXykNASbaJqMQDxdxnrIBTM9YTLT+kRPSPyEWJ/U\nb25gzrQieDAcFaAxN/OZu4BBDcg1YKvRIjOHEqxi0p5eIQtJQ09IU+meKeEJ1m1fgTypmV2SBcmZ\n1ncLhkvGzBN2udUvJsXjsVvnXGvvB/P3j0fgLjN/gQHSx2bDjSu/y61MvrhkBXKiCoGKYqh5XRd/\ntVRwFtRcwWtFXQVYBbTYhGNa/Do5VAuGRBdZImjQZNRJXWwfuUIyW6EKyy92BbDaVb/IxUKaYMjg\nM7ffL4IhS4OH+ga2FJDBWjQuPB3Qs1l/nkSB/BkoZyAvguxgbqWNO5B3meIeKDSa2S9RKmA/0x63\nFTfv+2eA+WeNx7reYea2kAvmhvPYGpJmLBqDKzV4ltvfySpNq2C07I0gXqUDecuHPpiEKYsJtXhu\nt/rME1ZMFDuYW9wOPPo+V11U5oxMUW+hgTY5eA9bGpmxMfN21yow0YqH+owP8tQYuYO5M/OJNZEs\nYdOKcaKxIp4Gd5WHHI9dm8p8OB2D3zZ56S93hv7Cb35YVLxoX4+Zv7PdWw1jYOVu2qGet5sdzA8g\n7pNmUnuMBAP0oCvYGgS0KqAjyS4dwrXf1bwkCJXV92Sm1L5VXzlqBZUClKLbWnavyQJUQsmY6Rkz\nPWOiZyR6Rqq6VSAfmfkKou0yMxdq4vw9kMjLXfbqbZuYMh32ta43SjiTgTcSnik2IH+m2IFcIjZf\nAEhEoYQqFt2+A/PX9uOS897S89bE+rXbKz57x8gNyB3QX5yI/nNZrOuikmDFaUWMkQtQLAI5a8Ab\nbxV1MvP6agIzsM9rAXdDxkeFmcEFFBgtE6IKkCo8OySU3IRCNOrXc4tLl870PGM4axEFiDYB0fDo\nNW0ui9XovvJSO4jnMmg1ZC3Tmp+A8mSM/GzsfAHKKgboBuZZGjPvgkgO5m9l5uONuTcev6eWNyCv\neEkX7fWmwCgbmvqaL0t83dVM4p4Fs3G36MzQEivVUrSMkbd9A3KvHuaqaD4vi4O5zYmhWm539QC4\nDYVWTZsEqbE09PO5qbMZmFscc8+fH1+jvw+7BKalQbafsLVgN2fjYz9RB/REGyKbqd016Efd/uOU\ndW0Kqxf2Hcy9O6jvfObjIgvdXfea4fiGofpjAnP/FdfayMrRgVyTx416HM5rg5f6P80wIIeZo4Aa\nof7HDagJ5i+3z/ACJTZZsJCxEgV1bpNoAZUMqhlcs+4PnXPfD3nDTGdMQ3cg99585iMz1/BjiAFG\nNcUglfBU8+VaJyvDui/Julpk+gqTGZQZG004U8IZEc+iJvezRJwpDtuEhaIBupvqE4rJzCgz9wnl\n2mh+7f619pYAuy/Z7pnZfcU8PnQGbHAwl5fn8bD1Ds2V1qCy2pXMirHxTYBNUCergrUI4GpxDFAT\nran20dS+D4GbmV1rk9t1t/NJWIE8D7nFWbdcuh42kVoH2uLAfeb+6DLg2gmeMeG9M/LQNBiKpac1\nIM9ai708AeVZUJ/dxC4K5AtQV1FmPhQRam4vv8a7e3fsN+7li1n5WvssM/v7W73tM5cMVRejoZtT\nxBdbrShVK0ylIiaykJbXldh79cIjobHyxsxdr9zZuaDPzQIwpOm6R2REUTN7M6uT/g2ZFYrFSpeK\n+tYzRX18hvXXsaLkuC5zAEfVaRIERMo44YwHnHGCsnF9/bz3mdPazez6DZtbQkCXo8xp2Af6kBn7\nkD++i163oNX2evSXe47zW5j5Dw/M7zxALchoHJhkN9S24zmHVWgDfc9/9SIXAZCkq9k6rJR2aS9u\nVa+62vVgNzaQd2auQL6Bywauq203ULFjZQPnDTFvBuILJlqQ6IxECxItPS2tBcEZmCO34KhmZre0\ns2x+yE1UmW4Rz9n1fupbE/9fTDd44QnnGrBQxBlW3AL716tErBTUXE/6oFcKEHFAdzA/Rm685hgN\n+9fa98XM75jZAeyBHB3IG4gPvZ1rr1kXZh4ZDmflY9qlmc7rphYkmrqylySNTIcnb9gij6jqOCWA\nLBWOiG1Ldh7ZeCIQOZhnhE23nIsWt8jmQ9xME8tUv3QSdv8rdr7K7qGlnue+Kx3Zq01tWWVdt6zl\nIzdMKE8G5M8wQBeURVBXQdnEAuA0J78W0dK+dV9E6HY0+/G+Hm/gvXv+PYH5PZ/5kMmjMqoGuMak\nO5Db/LapwJYshDoxeCILUAy73u6f9OwY/3ebfvgQBEqQpkUQKSNaLnlBUOldIvOadl314Odhw0Qr\nyrCAHz1Vbd8+p+3vjmuLyC39zP3jvp1p0Wh2WhXMyczs1AM+27R2zAMfU88w7Ncr53oO/CDmtWPk\nV4PgZJg2b8yPXzEA7p3tjs/cmUaFDlpn53R430G8QlW22spITxST0KRICuJRV6bVyqe6+Aq7id0j\n0Y0FM3S1iarysD01zYF8RairbssKLgu4bAhlacdiWW1Amb+GFiRaEWmxrgIygVZVXmvR7EczO1As\n7SxDwXYVZTcLZpzlpApE0tenvjY9k+4vSFgpYqGA1UB8lYCVTB8b+t4mpnQkJhFqWnE9CuUI1Nf6\n8RyfWH+IzPwOmB/JnDtv6yWrgwN4PTByDUZrAH8ByLGJBQAJsIhuo0CS9lZYgysoUKtF4ApzFBTA\nyfe5AoFtn0DBSkJaKlHYCsKq1dF41ah2xuA7L9Um0sN3pQ7iDuRjpakeHR27QmJOWtdgm7AlA3Nj\n5fWsvZwF1di5M/OSNarfg0qlDgsmNXsc+jUT+9Wb+f5h87Xa3Wh2tTsLsQbqulm8BnABqolryUbg\nDaoVnrTAD08aCOlV94rEVtu7mJtkBPFdIRDQ/tKTtLr3gQsiZySrQinkueSa5qilqAti2JB4K4l/\ngAAAIABJREFUQ+IFM88oYHMRoT1GvnBsx9yFJPv3fT+gYGY1o7ctHV7zop9rZnb/Pl7kSkAv/do+\nhI78cwT0a6qcI3hfAvJ62G8Wpy/TfiDMHAPjRn8uPVq43WDqOBGgF8XLTZLmj4t1JFOmSgROQPW6\nt1ZKVQpZURdVmmLzCaJq3roS5Qr3lXdmviAceiwLQj4j5AUxG5DTZitD9WYroG8G5hsYq5naM5gy\nQKqy1RfCZmZHQJZgPnFj5gbmZ5zwLB9gniM84wPO9IBnecCZHgzMAzbSwha+vxmgr8P+ZouGTPqQ\nSwNzAC9A+5JtanzvyJLuLOS+l+a+12vNvrNPKM7KWdAlRQ3gxWYhL95ivvJumhdj5dCHOdqDvhlw\nR0ub9KwLl620ffYIXw/gjACkoBfxMSCP2jnVtk+RNMd2zeClgFfPMTeWAotiLyoh7HnmLRjO2UTD\nwD0jVCDnzshzsHKslmsck7LzpLEeCuAV4mC+KJjXtZqJ3XquqMVZucm5NvndEcTfk5p2q/1AmTlx\neyZFAlCDBlBWNP0MbAAlBXJOCuAUGZICagy9MI+ExtKbPoVX88LAzB3IB0BXOdkKDir7G2NWw7VZ\nUClYdbOo74eQEeOKFFfMIWGJEyq4jSsaGC4N7Le9D8AD+2gwtQcUJN4wBa3q5/uJNldPb8pziTfE\nkBFMLMnlvgEoyWOgqUpfMuIcmfklUZhxQXDcH0G9TZV9ofL/M2aO65YwoR6DNeKFW9p8CwIiK4gn\nVtH7yMCkKmpkzFxx02Q0LaeSLPAjgADZQGZm74FH5hsvxsrrglifEcsZoZwRyxmx6OtUzphpw4ys\nQE4qaxixIdKm4h20IcBzzDcQyt7MDqCCPJEI9tctyO2MyYD8AU8G4k/4gCd81H1SgF+RFLyJsVFA\nFj7s23tiKu3EtlLXiUMa2F1yFF3b0mH/Xvs6Ob/32z0zOwGeYz2Y+YbQYb1fDujkQG5bDzVvFh5o\namSEBmpGWL6wgrjWP3cmru9TEPAE1EnAky5QqRBkIv327MxcWThHgCYCW9d9INSMePbJVdmJArkF\nA7k+d65N6rWxogJQ1p/UJ3jCTuayBNRkJvYYtUBF1NoFWzJ2HtWqJEtVVr5U1EUU1H3fAd0i+8Wy\nRZrfvN2va5HsR0C/xMjvAfr3BOb3otldQxee0igK6IXAkYDMmrmzopEaigyKATVGcDQAd1M7OiPv\nWzOzo9/nEdD1a0jThHefuZfVgFd+jAWcCmLKSNOKKfmCLmFOSecV8y17UPJui4Ght31bWG56DqMi\nRc1xj5I1BY3MAiBbM/8n3vS9mBGiKR/GarEl2A+hcXgcj48uJwdzD3YbQb5gH/DW9odjzW8+APoX\naG8VjfljAP44gH/QDv0fAP4TEfnvb//lHTB/8YwNP9IX3n6By3DMqqPphdeVKBKrqXJl1CSgjcEb\nAZm6Alwxhm755mSSruozdzlXF+Bwn/kGqhtCXQzAn1tP5RmxPCGVZ6T8jJkKJlIF9ImygXk2H5MV\nODFGzhjyzN1BRArmKsYR1MyOqMwcExaaccaMZzwoiNNHPOEjHmFb+ognfMCKpABNCtSZuIF2JkYW\nXyzsX3sW8n4VNTp8xqio440ZHU902F5qnyUa887x6N9pTLvzYzLsm5lkNDu7dKub1R3QfTFWS9/3\ngDl7mCVAH/ggfSEaDMgDQGzg7tWhGCrNOhNwAvgkEFHwBkOLpOh1AActmMITgU8EngGedT/UghBz\nl3OlsgfyXLUMZXDRGP3u1MzsgBeI8ChnFxapRes/K5AHrW0QtW8xIW8JW5iwRc24kEXBW1bbmhhO\nXe3YVi34TVP2NFWqOlqgTwr3WPktv/lXE415/3gsplN6pQmiWX5iY6rIACKhBnWnUAw2dgAKysop\nBFBQQFe1gT2ge/3Exshh7Nyvqxyua7KSo1KMkdviFOYjZxtraUOaI/KslSnzHFs1PRGNsicr60wG\njB69Tm4FsGnEGbtXkqRNwTzauG7qGqzR8jEMrzkjRu0hFQXyKOraAvZDwYeHP6fHNeHoIx+j148+\ndNOAeBHFPgJ5U5K8Y2r/isz8lwH8uwD+JvSn/hEA/zUR/UhEfunGN8L9Fa/sn7fdazk8v7JfmLNo\ncEgKBuYBMonur4S6VdBGOniKA7qDeFBtdgmWtsDgF3KubmZ3f/nZWPiTgfgTpvyIlBXQZxQDdCtj\nQtojykGJSydVavYjVXMSoOXwKgBrcNpKyswXmvGME57phGc84BEf8IiPeKRv8Ejf4BO+wRN9xIqE\nQmQFY2zrZSxx/bhrvAuxDbSj6oFPouHw2m1VzU/yiiH1WRPrO8fj+B2PCw137ciF99BZ+A7EBxvh\n+LpqRDaxgzUgbKDt+8GP7d9rqTozwA8wc7OBGZORNAVY1WZXZs4TIcwAfyDwSbeh5oGRlxYbwgMj\n500L/RDVFgC38xEWtMjmOgB5DSY1nJWVl+CAnpCDMvItJKxBfeZioC2rAfjSX8tWu2xpZmPl1aKq\na//9L1j5mJR8vGfjIsAnxq/GzN8/HsuKW2BucnhtTHnMhGRuBUTIFokePwFmBfUQQBzVzI6Ble/6\nWF5nHx8hPRwNNEHrVJD6xBEAWP1xP5ZDRpwCyhyQTwHlFJBP0bZBF6SmZ04RwCK9PPQI5GR3019n\nWwAsGlEfXD+BrLNZng7HYlBWHmJBmIq6oZK8BOtxvI9D6hYzb2A+Mm+8BPDxnBHQ7zHzN7D2t4rG\n/LeHQ/8hEf1xAP8UgBuD9Z6Z3Vcn0s3sbuIcRTocxOm4hc58qUJSACYB1qjygFYwnnLPM6dBBa4V\nWakBYIArI3jd2SYWk1vUuprYF4TGxp8w5U+YyidM5RFTfsJMVUVRqRqgV0TSsDLfupmTyCdQAwZI\nS7lXwFU/ttbUTVhpwplmnMnM7KQm9kf6iE/4Bp/wLT7RN/hE32BDQiVCaYpdtO9CZs4n1EMXz+kH\n0EF7tCV5v2TiHEH83mh8P5i/fzwCl4H8+D6GawAbk7IH9HbfzKk3OgMNZ4QMrI9k0mvdXzrHXuME\noAhINJlGGBoTYqIxrdAKo4E5n3QBED4Q+CPUZ06DpKvUnmduqnMUa68s5VO46y34LRcAQ5xJDYwa\nrFBHUEDPIR66gvkW1Mze5G1te/F1tm7usH053ktgflyYXQJ04HWs/P02z88aj2WDavVeaXxYHHp0\ne2CAg2oZMDSGgsm2+h6xVuEpUEBvOvoITcWv2r6zcp8D+tXQsUpF3xUmBBeEsSplgbT6ZIwBJTHq\nxCgnRvkQUB8Y5YFRPtggPwN0Rl+0Eiwd0h6dEdz9EcvO4m3x4OqF3AsGtWIqPsf68aggzqmCZlFs\nAPZGG5/eRk0ib5d85r7+2nkaZb91IL+0HQH9Wvtx+MyJiAH8QQAfAPwvt8++Z2a3qynoAI0BsHf7\nx3OcpTNkCqAJKn9pNWZlY9Cm1aeaLnsmA3Qvj6q1vKUCwerzKjOvBuYFfGTm1U3sjwbk32HKnzCX\nR1U2J8GEikSCBEEi0RhxUm90IOW/rUqVATlGZs48gHnEShMWNjM7KTN/woMBuYL5d/gW3+FbfKJv\nsSK1VBGV4MSQpwpLJenH+vuwYBhnNG53Gk3p4/L1OPLHJe29aPUvY/J823j0z70TACe0J3UO5D7u\nMID4Lpono9sIAbR0HTTdI0+5FDvWzhn+hghqVhSoxcaBPIkWpijtVAtM6mAeHoDwEeBvsNNmZ/Ec\n8wI2WU6OFRxEJz5/3pqLQHpKpxffCAwJmlNcg1VOC1pnvfAA5KwgnnlSUzsMzE2yVraye41sx3Jt\nyor+DIqUweVxCbyvWVqA/Wx5DMq5de7725vHY11vg3kVW+jZgGGLbOegEsFePMQHBLOmLLIODGLT\nkSDznXuBHDJW7qDuaW/kz78t7IG2TicScCiqrDlpKm9AUYLAjGqBxzIz6olQHxj1I1k3a1+0Meug\nDRiQG+ny92BTvD9WK5TJ6zezsrxqleBRyRBqKWjvRWXjZPoNNEt/to+s+wjml5j7kZnXO313zpGZ\n3xhzXxPMieg3QQfnCcB3AP5lEfkbt//qnpl9mCR90mwPlbzuNQdgAmQiYCbQWiEb2WShaRvUSKUB\nubFyWHRoYGiVH5Mx7PXLezR7qKtFsJ8bM3dAn8uvYs6PmAmYIEhkksOkGduRvFK4mLid2JwuNqD1\nNznQFlYTeGYF842jpqY5oLOa2Z/kAU/4iE/0Ed/hG3xH3+I7/BotaLC/Uuifsp+2xEbu8dzOZka/\nuDuURnZ06Z6P/Vq7NbHeb+8bj/6595g5DV99sB555PpuJjgC+eByoP5vKmD75Dhc80EYiWyh6qIW\nI1hjMiB3v5xhG7NGvfME9Zc/APwBCN/A2IouSEM10RiTjuXVWLlF+WoAHLqk68EPKEwd1FlTkmoI\nKMyoHLQcalBZT+3GzFnlhh20taQnK5BnBfBW2tWYOUpBU4QUv24Oxkcgv3RPZTguF45fap8XAPfu\n8ZhXqO352j/s3dxfak83IDcwP5yH4TyQRbObqb2SMvECbvsCHhb7HdTHy0siGmiZBHXWOZW97jzI\nyuMCkggyAXIiyANQPxLkI0G+hT5C/tXQ18XkAXCr7EDeRWP6+8OcaTEnFI3VO/gRdHHD6AGlSayw\niz1DPpxGX/gI5COYX2PmKy6Dd7PsAi/95IdjX2b9+C5m/jcA/GMAfgLAHwDw54nod98esD8H4OPh\n2O8F8M/Y/gghA7D7sePrFyAhLY/c1Y9kY5MzlK6VO94Ay8XESsBCwBzUX7lye582qBZxrq27NGas\nGckUjSZZMcnSVIe8ml8rBCS9poD3VjpXbLE93lDDSRE3h7M9eFYRjRXYN7JJkiesnLDyhJUnLDzj\nzDOypG4h35l80Adnm/ukb15g3BiFSBdev6YDwP+IlzUoPh0/7K3tHeMRUNfmTxyO/SSUTAF7gDg0\nOe4cxmQD+vGckVWOx3DY35s2JQAyoxdbsWpiqId/ZgxjCKSpbglakUpclAY2KMUmNh2YrehFgqbN\nJdnpZKtf1D9DTJimB8tpepuZPcXy2qU2HfgoGZELouxZd2Pennrmi1lgMCWT+obFGB2NwD5s5Xi/\nrp033si/BOAvY9++w2e2d47HvwTIw+HYjwD6zbr7YjgNbHnHoG0w7PZ1YHhxnFZ73sA9s8bkjK48\n33pfaMZCM4JkXdQ5WLXpWdrd023tV35YaIgtCNrXd8Aeui9MLs0go1G2tfEkxuFZQB/H3u05ELI0\nZU9pDva8jRIbxy8wsvSRccuwddC+AFO3gfu/BPBfHY79yq0/2LU3g7mIZAB/y17+IhH9EwD+LWgU\n55X2rwH4hy4cP/pWr/3ya++Nr6kFiOzELhzIlz55NaXShqhkY55ATwCeCPRMoDPAC8ArIWxAzEAs\nKnttizztDMwBmCNwir2S3wjqztJHUG8fP/Q+oPvimo4D0wNebLuPju7vw5nVLqrywj4PrwG0eAUA\n3f50DMscoz1eLElxeTT/Xutj+5sA/k28t71vPALAn+kT5cV/+DULFF/Q8IX9a0/uuFp6LVt0Bk/D\nXEL2KRaUJmSB9uTW0PZ3VYIGOTYmzajReiLUSdPd5ESoluXh6ohtst5gddMrAhVEKoi0qZ4Cq/qW\nTvxJBYg4ohh4OLubsEBEC8C2/6x8pxZAFFSvrZB1W12euWiKqY7RAajF75Vtx+Pt/QvnAgD+Jevj\nbfhrgPxzN+7F7fbu8Rj+AEC/8cYJY83Q3eoLvWLJOJOMM4p9N/Rqdw3AOZn7bsbCM57poQmttBRG\nrm24xzkDU9VFXxS4OBI8Xc7n3FV0zo1V5yd3UZnmPz0B/AzQM0DmP+fVCRRMThvdyODiSQnd3+31\n0I8lVK3LoM1gptHdxCu0B3Dttnhkf49asOpush4nb2f4epH1AAlaNU8QdtkYbZEp6K4jQImEkwn/\n934RkN91Y1z09iXyzC3m9lbzJcytdg/IL+0PxzzZsVYDqdpVtqwKlSzoJfb8pnoQkqf7PCqQ8zPA\nZ0JYgLACYSOEDMRCiNXZNmGiPZjPqa8ZDmNLxz8OuAy0DLvdCnRcZbp/ySNWx38kjselpTohQK/H\nqEZUhtdlOD4ud8W+jAceyugoOgbBjbana6B+dzn6pdsrxiOwv9pX3n5hvrW+A/prgO5Wi+NvP16P\nW4DuE8D+e3QA91tnKWr+n4O69TIEOI1gLtFUwiZCnQ3IMw0yx9RddpuxcAvcdHnOZJKZMxTQN/JA\nK9MrcDERCBLWbnmkYUtAZWgNGYYmkATbRrO2F4AKq1XCQVmO+/e29oG3mtDrkjBe3143Ht0/crVN\nuIxaxxllQJyxGiV019NdCwVkjt2aF9Rtl7irpTH3oEhhBbg4b6CpAslK+3q1RxQV2SoVlCuwHN4X\nrzopGsd8Bti6kyZaAd4EbJ4qn4q8+jUiIAkt0v14SWR3aZQ9ydEkajLfCGb1NADfdR7AnWHCZNQB\n/QjqDuQvQP3CcWAA8BHkr7Q3jMe35pn/DID/DsDfBvAtgD8M4PcA+H23/9In/FvtHmDfes8vTN2z\n8sbMpUUeujDHRd8IE+hJ2TmdSQfbQgbmQMxkzJzgVsqJgNnBPCgzd3VO37bxZTgcB7y1+hg9UB86\nQcNZuecdDysB8nKuvjq2QeoKYu14WymjXwtXHsv+pBgiAGgI4V+mAfK1SPbXAvktMH8/0L9/PAL7\nAj4XT+j9yNLbSqteAHZn5b71B/cWqN8a34BgEPKw79PzgdEtew7iA7xDqAP5COZBpT5rIsjECuIX\ngLxpbW+wT6wWTKe5vAkK5EPVaEt90u/cr6RgkgUlaHZFKbZlsgA6O+a99n2v1aDfze5HG2Z02GJ4\n/7i1b3NzyL0/IPOzxmNId8Dc6IEcGLkc2IkMrHyXkQK4D7wSo3BQF11IDcxTMCD3NMZQG2A5Uw3z\nBpoKKBZQ0LRaQgFJURXBXECbvRcKiP19tOA2Frd42tb3VwFvAGdl5e5OZtLvwM6y/bEaWLkMIC4v\nGDrtgdwvFSmQ1x0TH8DdZJOlCZRRv7wjoAMDYB8Z94GVv2DpdxaX9xafQ3srM/91AP5zAL8Basz/\n3wH8PhH5K3e+Ed4G5u/Yutxjqzd+BPMOfC2NowH5MEk/Y8fMeQHCwczembmCubJzwsmYuclrd1Af\n9hv2ipFoB3LfyoAzbeBID4CK/R9tftE4fEhUf6imjMguZkCi7QfbtkBC2SNCHd8bwfwWkB9Bffz7\nrwPmePd4xF1ivvPBjmWcvHrZOGbEgXtk5ZdM7UfQPoL3yy5tlnBhjxHETS1QOjOvcEauzEwrDljn\noGDuEcdR04f2jJxaPrkopda+6SeyaGJTFCucIRs2rJhlMe1vA3K7fiS2AJCCWU6qm1BMP6Halq3U\nLzNysOM1WKaJqjTWYvS98jDMaL+V8djh/XGyvTXk3jB5XmjvH488AeEOmDuQj1uKUHvygZkfF6B2\nP5sQlblCNlYNgCXMKqzikqdNzIgM8DRjIU4rKBVwyqCQwayiVyxZs35KBm12nHVRqdpKWuKXNgKL\nIGwK4H1rQL4BoaBbYICmwSCmmyOwR3ICMBuQT7Rb64iz83G9Y7U7VG1RXVV7EMfutf9+OFO/BuiE\nwaSOYawd37sA9K6h8gXaW/PM/+j7PmaMtvIfBex+YHv9mu2lY9TByMpLNla6Ym9at/mXxq9hZMp9\n5eRAvpANtm5mT9XYOYBEtDezlwG0O77ujjUgFwXwBuh+ZeyyuK9oDODQ9AqY20wa9adhvx2v0lwM\nWLt/XXzV0IBc9tfOomP7Obd85tfY+RHUr7X3g/n7xyNwF83HRd44MdJ4zACb6vB6BPJ6+EePv/UI\n3kdrRg84lAbfDuSs/mcDcgdxyMjKdRYsNEQv75i5gfikYFld2c0tAP2fUF+m1F7SUnpJy0msSI94\nXWwFDy8nzBYMN9VFpYQpYKvaMwdsNerrEBBqANegC9EampWgCln2Cdtwo2EN6fsDkB/3x4X78bbs\n7vv7Z9bPGo+c7oC5oVJDKwdx28oI5NwRcPx+6D7zwmpmd0GfppIWSpc7jQpmNSqQ5xgR0wqeNnDc\nwCGDeQNjA8um6bt5AzODicEG5Fw0iJgmm0thIJ6BkIGQtYZ92PS1ZCAMHKDNgzZNNSNYA3K7JM7S\n3cQesWPmYoDeKmvCA9/6oqUzcWqM3AH9hYT40cwO7IG8sXDsT3jB1G8NjK/HzN/Z/Km61l4D1neO\nCb1k5aOpfR3Qsy9W2wSISmrPWRTIaVETuzPzeGDmUS4EwJmZfQTtq73uAf0YANeZeWfl1Cg+rN61\nfwFpKRc0DYBej6sH/VCPRhYPS/Ve6vCFRnB5L4CP/d69/zG3e8x8BHIHgSOot9eMnq52ZOSjE41w\n+dpcck/Uw9/0eUEAY+j6X4V+fLXvTS1iRymFqbC/8JlrAJwqubU61qC9q9knrKyWHjbVrVgzUlVm\nXuqKUgcgr8bIa0WoKruZZMNMJ6wSVTOBI7YasVYtwxtrRBB9TZLUg1E1ir362rKSOdMxDMMB1Md9\npj5Eibph8J5Z80vRpLe2cIeZN/AegFwcsca0gwHQd4tR+2dAF5l5DKqeRs0XqCBYI6PE0OR5U1zA\naQWnDSGsYN60AqSsCHUDFwZvjABSomJAHjYGL6xrFij7jgVW6lZjIsR6cNmG2udCT5kH9Z/YJ+Bu\nWpfBVy7OzC34ra19HLRBWn/dTe07//kA8AOgH4F+Z2YfrT+Qy6wcwF4vARcAf7zvN8bMof2YwPye\nz/wSYL91nzooHc3sY8T3+CybObFV62GAVgPylcyP033m4eAz9wC4mYHJmbljZx1wtB62YjEVFa3A\nVnv0hp+zj2QXY+boeZImfkAT9INt6wpHVLQil0ad2odRBwvylCDPAsjDF7poZj+a3C+Z19/KzL+n\nds9n3lRegA7qA+NFPQD6wNQPrLrvH8ftCOT1wmv9O5UZ0r/RvyIDcZP1GYC8MfMB0D2v+BjN7lUF\nXdFNhOxbUIv09clQI4xNl7sWTc8sG1JdVZuhsqq1uUm1VgQ7N1YtiDHRglUSFkpazpcToiREmbBI\nGkQ/0CL0aw22trTf5Mzcyhh3oxH1YWnZKSB7vXvo74D5XbD/Su2emV3CAOKX+uDclR0tsL/HC2a+\ncWrVxEIsoFhb9LeODVad/aRAvqWEGBaEuCKEBSGsCLwgIIJFrSohM4KQznFFEELVsruhgAMhRFt6\nVKCK6JzonKLaetgehSbwyfZkOan1NYub2c13LoOpvYP6AOLO0A2oK176yHsAXAfvo8l9x9B9gXHk\nqpeONTP7sA/cHnNvGI8/Rmb+WjB/62vfZ+wC4I5g3oK9hj+zuVMKaX46k+WXk1YfstrAHs0ePZq9\nHHzmbEFwETjtSbAOVrbXdHgPBuh8WIViYOaekjH6y0fhg1kUwE++D+BkDL1YQFyoalr3wiDth6sU\no+b9yn514ab2HWDf2x5Z5Q+Ymd9rbZxcYOKjn/yoCicjiAPXLVLX2PnYPW8QbQ7YVbMCoTaxpeH7\nictyarnMasV2KqnPvARGDTpZi4skiYuFWL6y+xA9eCjr4pCLysDGmpFKRimrMvtCKjVaBVwEoZgu\ndtkwFS0HPNOMRWacedJSvjIhyNSU6cgcorqoYKu3XRFELLDPwDwPQB6xf50HIG8P0njJ6auZ2T+r\nhTtmdgfz6qA+vN7lW40pauNiE23MjNHsGyetJBbqEFOnY6OkoMVyUsQ6TVjThMgLIp8ReFJg54hA\nERGMUJWRRxGEKoitpnlAZEZgQmAgmjWpmhFgJ1Hu04Hsb2F1n7Wf0/LFaRfJLslAfQRyW5yIs3Lb\nCi6x8v3WWfkYyf4iTa21S+z7cLyZ1QdmXm/MgW9YW/5AwBy4PKm/4ZiXohxZpjPyFXsgP86XBcCm\nYE5WJpU3aj4ddn/5Ls+c+lgiUjO7YallZChoj0BOdtxYeRsPtZOJ0ZXSRJw8BS1J95VPUFZ+gq4g\nTgI6GSu31yiA53iS6Yh7gVVIhQt3UBZItCVyOAL5eKGOwH1tXy5s33LffxztDjN/wcYvAfqF/R07\n9wd2YEgAdjPWRQAft+P1GaPYrc439pNhHdORRmbuZvYwmNm9QiBUi7s6mDP1yc/dtFksWrkilIKY\nM0rZMBWNhFeFLmPuuSJYxaqJDMjzjAUznjEjyYyEGVFmaPHd2pW7xOoDSECBAnmDJs8ZajWiqctv\nurowUxcodKvKeNmFDhPwof2QmXm1lf2gWgm2rSONTxgyADqAxszR88wDF2whaWprFDVFD0Cep9hK\nl67ThGWakfiMiAmRng3Eg3ahlrYbSEz1siBS1GqRYAQiRKIe5uDDdHw8fN4zblXRzxk7hQ7gzdR+\nBPKdqd3Gs/nIEc0StUtLQzfB8x7Q4cBuEe47hj42/y2jub29AXR/2Mgqb4y5rxjN/s72mtQ04PMm\nfQOoKgZSxsxbiLj9G6OkXkGfEFqRetVtpwJwJnBRIA+FEIyVj9HsCcrMpytg7kAdbHCyAflxcccw\nDB0GszqdYHnkaCYwmgBywYQR0B8APAyvy/j7ndd5PeQO5iqvOX5hZ/DXgOY1x4+AfuO+fR/tyNqO\n7RqQX2PoN/ulz7nEyi+5MjzgjSAoVnClWrlKwH3m/p2psTEraSkO5MbKR5+5M2BfJDiQG+lDpC6Y\nkNHUEEMuCDkjZQNyfy+oSmJkBfuJNqxYMWPCKgsWmpDwsEticyAnu07VFh8FGRkREWKWzG51wDY8\ns+0hOjByv8njJR7Pu9bq98TMWwDcfvHWmd4A5MQdwJ0mVrsQrQzfESW17RTgOKrkqf9TkVAjNSDP\nU8Sapgbk07wi0oQkCVEiIiKSBETwEPAriFIRpSAhq/ofApIwonQgd4/JGN4Bcyt6tzoxu/PaucbM\n94COPZA3P/kA5AOgVzmy8W5qPwK6ryM7kFOfxMf1+hjVfryHwLBYPID81XFx++2x/YDk+Rw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S0pKGMzIOdSsZaIWitqEZQqul8FtQqK2L5UfU903+VBqxldX97Q17BwOZzv7XdYH9v/CeA/uDE2\nbrZ3jkcA058G+Ecvj0u27QDcMrhudoB++M1y+O2EDuaugkEBjX7sLPFkJmseelAwnxOQJiAmCE8g\nC54QSaASITmCtgAsERIDKDDEgsVICBI7M3c2vlpfDiAeGogrHROsqFgxVwJvNvFtsH3bbqKhFq7W\nRqIuqih6jBTcS+368M3/yLqoZZf+DKocl9jZuoL4iSdsnNQdUIfUOfeH5qEutXcaXAfQWAC9TTZv\nnH5S+9i2XwT+7m+/NeZutfePx9/wZ4GHI7lB906OboMRpEbgHoEc0AO7T+yANGawtf1Bz8JZOo2m\n7Qkm5yu2FnUgZwiplbJyQg0TSphQo4F53JBT1mC6qYJpsnoSsHxeQGagJkKNGrifibDBEm4yMK2E\nlYAFwCSEkKXFDpG5DxWQaydF1YDYCZVl9ejyTolWA3KTKx5JFaSvud0M1CDItyOgj++NF76B+HCv\ndh42O+Hhp7SPbf0F4P/+J1+OiwvtTWAuIo8A/vp4jIgeAfxdEfml2x9zy4QEXLZDAHsz5I33KACc\nQKxATjECMYIiA5F1GwiI1AYrmWwRWTQ3U4WXmlChOEKRbnpcJWJBQpIJATNYNpDn71RltJuQeihF\nTYJBzLBJFYEt1peLHdfSkMEmmiBFf4sI6IOAH6oy85PmeE7ThmlSZr7FM0oIHchJFcHIVpShVqwl\noBSgVLFu+wJk2xYR6+aVFTSZ0Nsg3UbFnY4rf4dXvHe7vX88Al0N5cb38rgLHAHdj43bK793BGmX\ntBqCwHq8xvGc0MBc5gSaEhDd8mRAXhOkJFCOwOpAHiCk6WxSGShWUGUAch3PnZWbltdFIBfMHcyL\nWBUssVhJQcjSjodqTigSMAtCVGcUsyAEIFfLc2+A6+uWCh6YeeRNmTmtmHjFzAtWPmPjqD5+q29e\ns9Vib+lFFpnPGq0vls6m8rBszJxwU+Wt3nJg3m6fNR53DPJCa7IP0rcNFHzfwXtk5sMxnyrHbYsT\nEiM52DNzy/2GSUlzKCAviAOAmiUpQDhCOKIGA/Q4o8QNJWWUqSAvCuZEuQXzYiLUBNSJUBJQIiGz\naXkJWXgPYdqAhQiTWLxuBiip4iBPFWzaGVyqkiPrXoKX4VtYWqQuNCnjApA7Q/fFwIg6A0O/aC6X\nA0OXvhkXW+P9unXf3zA9fgkFuFd8nDtkrrULgH3Jl3jrOIeXQJ4CKAYgBVBSVk5tcMLK/VVQ0s6s\nAxUiFhhPKJWRhbVcoyTEOiHKBK4zGBkQNWGLMdxNWA3eVFSbeNh/sUUxH05BBHSA+arxQcAfBDwy\n81mZeU4ROUbUEJqiV7uSouw+loKlBuRKaqoywbdSCVsdK8TSTvVWbyjtFo/7W30L3F/D1I/t/WD+\nWf+gy5tdbQNINyA/vN5dpStA3lh5NXePmOsHHcSb1i/bOcUAPVpkZQJSgsSoVqfRzF4isBmQLwOQ\nC4Mae9V0NAXzDuir8XFX2CaVAAEwQROOZlRsKFgx1V5AY+yxjK9VS11zwy2qhAQhaEZFgTFzoibR\nCXaXUwGb6EzkjEQrkgH5xu5OCrrILoyaGSUT6ublXKnL1Zopv44FR8zNoPEFN4aIvB/Mr/2Lrzrr\nXozwEch3gO4AIQNYHMejbt34r0AuuxiIBubGyBvp8SwaZ+YyMFTScSscIP8fdW8XakvTrQc9o366\n59r7/RLBK39AEENAIkIIesALxR8kQi6MUTx3ChFUEM2FYMAQRRRFQkDUK0VQMIdc6IVwUMEbyUGN\nEglE4g8YjhJyEcXke9+91ppdVWN4Mcaoqu7Zc6619/72976nNrW7Z/eca63ZXV1PPePnGTFCYgan\nRXte0XJFXRrCtYGugrAChKISqxE9ZYyTAXkEciAU0voXGwO5Uhenyc0KXlXRPPjWtB5As31uVtVP\nexBGtLlWv7ggks61BGX1A8hhpnYD9T4nyv4uenyTDy/xazED+QTiO5Y+gfksLX73vr9/fvxqMBeR\nv/d9v+a9zPwMsE+O3bxWNkPR/OU5gnLqQE5LAGUCFgJlGuldWRTMF/OZWxilNICZ0BqhtojCERsn\nxJYReQWhglrr/mZugtqAIlELC1DVXFmqyIfXiSo4BKRJVCCYCb4HTF+gzPyJkS7uMy9Ylg01JbSU\numqX58YTFMi1hnTFtSXURiiNUHj0xIQ6vQ5CKBboJ5aq1Ou8613GfjS/BdifA+a/2Pa+8QgMce+7\nPwh7AH/n9tgII1R3ks/sAVq9Ak8c2QSRR5rgEoElATkpMw8JQgq8wsnM7BG0pQnII6h5AJyx1m5m\nHwFuGyK03pX6yHXKdCDv2cOouGCBgnmCKKgLT6/HfgRrkY2oVbOSqOwshCcwn8zsJJ2ZR2pWoKUg\nk5rZS7hipYQaIioFQKACJDWgGZC35JXgIoKnu5HGDLgNWTzCXwIeWbs1gu4X1949Ht+c1LE3sfe0\nW9yC+AzkN6CODjo7BViv/2CAThEjDbanxEJT2eCkQ+cesdQfZ+UK6ArkMTdl5QtrGu0GQGpPB+NA\naJHUtG4ZQ8VSf1Vtk5AreiGXXIEUCClrjYBUK1KrWvynVSSuWp5XmunCV6NHOj+SKXlRsKm3OaDD\n4gBEAzeNmfeAPBwY+j1mvmPnMyuX/XZelD0cj+9fXP6StNk/g5nPOVnvAvE9mCMoG6cUgRRBS1Qg\n751UcainXbAdMzCvAjSBVIArobWAWiNKS9hq0uCNuiirYw0Sawy0BpRG2Fq0HNmKJRZkqsgoWKii\nhoocAnIIkFDVzBhhPkNBCBaoFwC6CMKqAXDxMgfAbWg5aj3qKaBPzUZq1k/ckFvBlRMKB2zWdZ+w\nSUARlfvUCY7gkfo+6Q8NvCOgv4eNn5271355QL//te0NZn4EakyAPU+Qh9c7UHdm7qwb41GIZBK6\nBvSJR26OS+tG1rzHnBTQky5UETTQiCRCWgJVB/I4gLwGYNMuwQPg4o6ZW70rBGPlrrgxgHxFRUFF\nVTAnRiZBwrxV8M4G4pkYjRhMAibTkCe2CGrPdfcUKQyfOZmZnYydkwW/UUYJCZXUpQR2MI9oOaDm\niLYpmLeo8QIUNPq+WRyJGfshKsj9mO18hZn9q9q7mDkmEJjAob8+MvTjWEVnla4/Q8bOO4BHaL65\n14KYrJi0QM3Xpt6n7FRdQxIDJCZISsbKK3hpaAuDNgdyAhUCuJl8L9CIeteqaqrlsZEpbjbSMtJN\nK6555bWUGLkWJJONza0icUGWgiwVTcqu9gCRxysFgJoay0hdRqFpH0Fwx4WSXz6/hlMPdk+OwazH\n6z7fGz55fa89AvpD+yWB+VvM/Li0OQPysH89qyF1U2acJsRg7DwooK80upcPXRUwaWXQSgrmhQFz\np3LRiaOWgFIjImVl5NI0IhyipmoGChO2GnBtUVNtULBS0RKQpje9hoIWdeDD03qiVpuKkXf5jPq3\nMeLakJaGfKloa0FbIjhHSAo9Il+zTMR89FpreuEN15ZxbQFXjtg44soBiaPWHebYFcIgESJaP5ol\nICAiWPKHtkes+97x42cngOt2qR8JyAG87TMH0M1r0xY4gPt0/Ph9uhmSBjvvQO49jAo+yYA8yQD0\nHBTEUwRSgsQIcvsnR8CZOZIBeYTUCBSNE5Gkwi5HZu4gfgvkGQ3ZGHlBxYqCioUIOTByEN0S22vt\nix1v9pqtS2BIMDdDiF2FTtwqFWA+TIsloYpozFzZ+RV1ErwBC2oxEE8RMUXUFNFiRO1A7vSSNTAL\nAka0AKj4xuT5I4L5W8z8NJp9Au67IG7d/Wh9CpVDvKWBePeZy9BMN0APwj0bByaw5XOupATJ2YB8\nQSuMsDGoCEKBAvkWdO4UIILQhFBBXS47CiH6Vg6v+xbIkZFbwdI23XLBIpvVAtiwiDss9bsGUjVB\noWbPo7l3qvvNxbSyJp+5yNjO0xeAHU2n+bhf82k7zxdHEPdFw937/pME87eY+QzWX7KvrJYsap1S\nGOb1NSCsAXQh0AWmmoZJ2UiPhaCrSBSBbABvhLoFxBARKIGsMoCwTlSNROu1CGFrAVsNWFrCBRsW\nFGy04RI2LfZojIQj7SJFQxLExEixKds2zVhapEspply7mZ2zv4dsIaCRwuqHr0hSsEjBtV1xbRmv\nnLC0iFeOSJyQJCJwRJAEMiUGEc2Zb6J+TY3Nmkfpe8D70fHj+bPtL7u9ZWaf9+X+sX78zvfoC00M\nM3siA2nWfF4Hb9/PE6CnAMQECZaZ4UDl4M0RKBHCsZvcUfQZEPPHzxXJKgKiAXqALgJgKUXKxgua\nsfFqcL6hYgmEHBlLYixR+/y6RsZCrImNxJqPbNYFSgyKap1oBuRey9pTNJU1KZg7M19oQ+sytKol\nT8woJaGWiJojQooIKaGmeADyBBCDPSlPBOxA/tBQ9FNl5hNw86GfAfkNsDugu7FIRkiHmdhH1bKZ\nmdu+WTODsKYd9pQ2BXNJEVIiuGRwbuDC4CpoRbMfqBBQbay2hsaEyKTFrDjYlt69TbFhbRsW3rDy\nhiIbqkSsRkg87ke/IyNSBFOzhaUZch3Mm9xEsjuQj+wAD/hz5o1zdu7Hj4upTgomMJ8B/dF9f2f7\niTHzcLul6TUdj0/HQhirxESgRAbmpIB+IdBFt8G1zC+CcBHQk0oVhsCgqwCbgBPAUfPMa1ATpub1\nLuAm4CoWcanm68wB15awlIwNV6y0oUhClbgD8868kwrBxNyQspoMxepH91XwIl0gJi9VgXzRvGF9\n8Nh87eaLh5n0uWDlBVfOyC0hc0LihGidOIE4G5A3sFW2SqKWhggCCZuZ/R5Qnx07YQM/VTM73jKz\n43wN8t59AJjYp5rZxVi5g3YwcY6pW+Rw79EXqjbThthN6mC1xxBHgJWRO5iJyqZprjnNAXAR8QDk\nCuZHVl5RUHBFxYqGJQYF7tywJMaaGUtqqMyouWGBsfHY1LweArwaH2UGpQZKXqWNBjMn9WMGK8AS\nPb4kFNNsDz0yXQggZsQtoeaIkhJCSgixIsRkaagaUY3AmipFotoPfksEbzChHwnM3ypf4X+3b2df\n+QzoEIwsjAnYwd1Q1NMie2rgxMx9mDmIT/MRZYDAO9O8jucA1AjJCVIapGa0qi5LKrCqe/aeGsGV\nEarGI4WqgZqhEUL1bUAQjeUJrMfJj9v7cmxY2xUXvqLwFRdJk7oh9csWyObHoDUExGW7zaoZjJW7\nz3wEwOn13dXRsEb+3w7I0cfzeONhTtyxchms/GFA5k8OzN/ymR9A/BCFugPt+dx8bDJnUiQgW+R6\nJgQ3r18I4YlAT0B4Etsy6EmPh6ATD64ygjNI2QwkadR6E7QoaAEoREiI2CQitYRcM3LN2ELCJWTU\nGLvq1lBcIgNyLWaQckNbKngJ4EwQK8NGGQiJETMjpaamK63wYukiqqccA2v0rwF5kUVXqpzx2jIy\nZyTOiC0jcEZkFy1uEM5g5p6eVgFEf4h2QP4IwO8d+4mDubzBzH36l7PXJ/s47vshB3SamPkM2oDm\n20xbL6aTBSZKjp2qBxmISwCa6QvAgt9slvaiJAJLzZryzAsCaEh+QTqIZ1QD8s32Mhpe0bBGwrIw\n1qVhzQ3F9qswKhoaNXBkZUXEGrwXA8hUC8OiC+wjOMMFlMgC4KghoSB3IKfdewMz0pKwbQkhK5hT\nSqYVYSA+AXmzDBGLtbPheHKf+rj4kcD8zUXG9J4O4NizdQfxe1kXzhi7Z/INIDfL4SAX0BFkeu4D\nyAOkRkhNkEUZOVUBN6A5kLeg52vS80X956GEsU8Wq8MEagro1FTRMFTafSaHiktbUCSbaX0wcgDd\nR65BlQktVLUKWeAdVV3QUL31l8+ATg6+gArIeJs559HkPrs0ZhZ+FtPwls/8tyYzPwK423EmAKf7\n58gmTK8wRs5yPdhtHYw8PBHoAzT16wM0p/uD+lXIfJaqlKlshiRq1HrTgViLihpEBESJ6oduCdHA\nvISIEhMaW+WoKdgHcQLprClnbY1oS4CsyryxOlgLYmrgGJBS1e8VxzmXuSzuX0batEMAACAASURB\nVERWcxMnlJaxtIzUFsS2IPKCwIvmJvNifquGJowqgipiOfLBWJsbqs4A+/j6DMDPXv+Umut+3mk7\noKYJABzID7a23Vek3amu+++lFAeOjhKOU/GIuTxk14G3CmTUhaPn18fzAcJxHHfGArUSOZCLqXaN\nJMqMorYds/IoxCc0rImwrozt0lDWhsoNVRTEW4hqVpemsEkNFAmUGCETwkKIl4aQyAq+qJm9Xybi\nbmZPVDXqnTYsM5DDGDw3xJwVyHO2NNRsYK6mffXVKyOPUEV7ZVeWpeEKcKf3/Udk5uHB+Y7JB3Z3\n5i/f6SNMYA5gyEZPgXATqIcoBxCHyUrrNpApwLkno5GWOKsajMmNOzC2RqYAE3XR2QqkZYQiWkL3\nSqAtgK5mWYUVCGpW8MpSCalpVgbsvbQF5FCwcUYRrTfQZtM6FMyjxWHkoOV5OUSNV0pu2Zx85jcB\ncAPIZ6s57a7h3I/Ufb5pk4VkBvPZVXL3vn8jMCeiPwrgjx4O/68i8rc+/uR7mPkJmN87PqWcDFAf\nzKcPNIvAVDCHmdWB8AQF84+ay00fgfDRwVyAKCakZhMpR1VNq4JWgBAJIQREihpEJBmRC0KrSMWU\n2dqQVhUoOwtBq03FpGw7LxV1SahrBF8CeCUrveYrZUaI6k9HJDvmAXMNNSbTr9YAuwoz60tC5YSF\nHcRXEK8a0deBXFPqmoyc8yS6OAlooJ1z8XMA+97re+3Lgf7LxyPex8x3wsxnxwgY08d4z/wz3Lbp\n5LrHTNAE3DRpYNN+CwJM/AWNFLBb0GOiVcngx+y8vjeANFxY0w17loL+IQ7kbECudp2KZECuW83P\nTWAsOeBSGi61obaGKlUZeWgK5EkXE2JWAQoBFBtCJsQVqCsQl1FPu2tkmw0zQAOUIlUkTIzc3qN5\nwQrmYakG5E3BPDZQzJCorJyDRtNHMvU5+9YdyB+BOX95atrXjUe8EZiHQz45BqubAXwWN3JAn230\nNlTJTO3DZD4AOti+M/QwM3Nile1tokDOCtjCEdIE0gTMNJ2LkBYhnBBahXABbQK8BlPjnOZwVvBG\nDVYbY7xGCarj+hqAV9LsIM7KyGES1gAIMi0MNTOihoIWNZW3xyQlvSQ0K8B15bj9vl62wzzVF+rT\n/lzX+jjv9elwAvIZ0O+1b8zM/xyAvw9j1nrD8ei/5hEzn1j3DqTvbE+P+cCUEWDmhUosaj1cCPQk\nxsRFwfyjgfp3mu+KqEsyfXZ0cuQWEGq0gW4TlQE5SQVxQ2gLqDakWtBaRGs2ufmKziRcQ1RGnXPF\nkivKWtDWCL4ooIv784OBdmCobiZ6CluMjBQaWqioQWtBN5dGkKiymYhY2oLQLghcQFwAvgAO5Owi\nN8AmhCQBScyfKsl85sB9UP7JMPIvGI8wMH/01gNo34B4mI7f+XwHcu8Ykex56g7o69yhWwnmczQa\nVVUBzVmLViQLkO6XJFCdj1Fn5m0H5BFsUF2RjbN7X+C11rwvmVBKQ2kVVZrFgVQD8gbJVRcVohMx\nBUJIhGiS8ulCkAVqOof5zIEO0kQWa08BCVXBHED3qcMC5GpFyBWUq0mB5Z4NwD2K3tY/NJwTc1lY\nVau5Ny6+esx+2Xhs0yfOWn+kDuzuHjPvAL4Hc2eWOuXaNsoUljEx82Rs3ME8o8tQU4+o1zlSOAIs\npn6skrsqtF4hnCDcELiCuYKusPoBmmkBB2O2lMpg5nKzNqESpATgapXXXoIuPY2Vd3lessVG0PlR\nU4SzSl7HOIE5KT5EqIl91mZvBxAXMX12jPlwXrcfO3C4jzKsIzfmdR738+59/7ZgXkXkL3/eRz6H\nmU8+wnuAvjtmj+tcNCV6bV5W7d7F0s8uogL/T2ZW/6Agrl0DO/Qu2rVuNomWaGkVpClvMQBBJyCt\nuccgVom1WCtaVf+3rrTNZ2cDLEZGThU5V5SloC4J7RLRLgHyRJAnAj6oq1RIoDmRrm+tPiCmYDKu\noza1TpJqDWisk3duK4gLqBUIVwirKbSZn7yIisZsErBJQEJElASvr3UOyo9Y9z1A/zbM3NoXjEe8\nj5nfBGTOIC4nx/1z08+4SU2jCdCDgbkDeDDLjPVV2Tc2+7wvHtisPaJgTpUAH5+FINM+ismf2nMz\ngFwZuaenqZRrnTzrCuJuoF8WQmlNJ1Bq4FDBMUJyhdSq1gCpICiYx0CIiRRrF0K+AFhhP3li3RBT\nPjSwducOKRvq5zAi3WmpoGxle70SYGRwFO0BqKb0FYiUmctkxn0k5/r1ojFfOB7xNjPfAfoB1Gc2\n3pn61GGs0Vj5rABHXhQnTlsD9GAR7SEDYbEgYfGIb4A42GRp6nyepsBR3S5sQbamxha4AVdAollf\noG4gMSD3VEohcw+ZZoIUgmwB8hogzwELCppEX56odWc2rVsQ5RLLAPMUIFvoqnZdznXOM7esgp0+\n+wHIdUH0oN/esAOIT/fqTTP7txWN+R1E9BehlWn/OwB/WET+77d/zRvMfO4O0PeAnc6OAXBmPUm0\n0sIG5OiATk8G5J2VM8LPtHKTmJ9JNUWoDyQUguQASaw5lSTjvcwqNNMYoTTwooUgfGUXoINMwbxh\nSQVLyihmYq9rUDP7UwA+EPARPYBDyZ1PduYXovEg6Na0qM2cKlDza+YrqBVbHTcrtMKoLKisjHwT\nwiIBWRTII1Q3fvjMvd0D8SNofy5D/2ow/4LxCLyZmja7d2R29cwgDgwgn7/zYAo70ZgQRtCQ94VU\nGGZxIA/WbZ/t88AwEVf74c6MKgEb1Axp1Sho2pdmAAoXBhrR7NRzzVUJjtBAHXJ9NDGWNaCw+bND\nVfXB1CAW60GtgtiAkwgxas8ZyCtQVwEuMpYH05qHoD7ziDZGC+lxmoC8QnPQkZde1hfZgZzRooCD\nBqem4HEt+jdpbfegYP0QzL/aZ/5l4/GtNcTpI3UAiQ7oZ0np0wcJGD7zvZk9RAXwDuRefnkxlh6l\n5113lUgJ9ifos8ASleBMFRmDbUkYeIVK7sJiijioLO8WVHrYVAL7uWbnrgH8GsDPAQu2Q9S6u2ma\nFekpWOKCEq8K5imO1N9CoCJT1TRM0eyyC34bVnNPTcOtgW5e08/XeL55N6z80N+67+9onwvm/z2A\nfwLA/wbgrwPwrwD4b4nod1mRgQe/5i1mPgP4tE9v7JOBOgkQmpboi83ydhmUm6anrUC4iEatfyDz\nkw8gjz/TAru6aBoKcFICeBPIFsBZV/4SxNw7KlXJDHATSBVQbTrZmt8lCpvEZbNqUBXXVLDmgpLT\nYOZPxswdzCEGEerpFJvhOsTKqMsr83nxc4TUlgHkzaqjmWm9MGHjgKtEZEnIkpAkI0odPvNdjio+\nc/8eez+2rwLzLxyPwNupafNi0mmT7zug43CMDvu26UBu3YE8ByDHCcytXwLwZNtmP0doxOw5uAvs\nGOm65AqFkFeCvE77zcDMgJwsCo96epqCOHqsBHcghS0DljWgihb14RjBSVk5VotGbhqFHMRUuoJq\n3WQr+FYvAF1Ylwk0LxXFRrBXWrfLRmKLioYIXUQkRKSQgKVZLj5DkoCTPpeeZaI1lfTvUGau/0ii\nWtBkFkTym2Svv46Zf/l4fHMNMQP2Yf+tc7MijSHUPpp9AvTkWwt6c1buZvakP3NEdvtiV9050BkR\nInZfbcsy7rMstlyUAGaV5uUtgq8my2tg3qDn2aV7rwH8on2RDSJkhi+xqHU1rS/GyFcrE63y1zpm\nOeuzQkXtVKNqmge/YeSXe775IQjOv/YtI5dpf7pnvvB6BOp3x+M3YuYi8l9NL/8cEf1pAL8J4B8D\n8B/d/6QD9L3mwDwBeQfuiYH7/hHIoWpPRGTBMDBlV9FoWi82tQBxcWU1RrhUxEtDfGoIHxoQRFXf\nNiijuQKyQOtBJ6iGsKb0ogWPdtfHpImlqDIjseqjZ9GM3cV0tDZasIUNxbWmY0RLoftyxPynlI3Q\nzaY04DF+4vY4ce0a7G5K3zhg5YhFErJkZClIUhDNb+qMjOQ4wL5k/6tZ98P25eMRGJPce9sM2rsl\nO+4+5d28jq590JXfsuogDL85gXbmdgPzagy8AkjoEr4+YcgM8mZsEK8V+QrgBepzxEhb6yH1lMYP\n1oLQdk18O75bFdI6B2tE2AJCCYiVkCqZpVsrWhVYJ0ELghZZx3gi1UnACAj1+zDA/GgP2i1X1fVD\ngpwCagqIKSDFiBiD9hARQus56+qHt0WJjMXJ7QT5ixmnXzUebyb0e7/kuJ3GoBzH5DRWRSahGNl1\nVZF2M7XF5XTXnu1b8C7FyeSMPQHdC03Ny1qZ3qPWmbYpOLesndOQ5G2uWGhR6swBrZmEb1WWXiQh\nWuxRTlYaettwTVdsOaNsGTVntJLQSgSXYWFFITWvw6PZBbfCMdMjfmxHVh6A25LGMr33ZF7s87rf\nt7Ob/Hntq1LTROSvEtH/DuBvefzOfwvAzw7Hfi+Af8h/Ek5G6WS2wMFsgeMo6oN0JOGYNKSt7KPG\neusKbgr2SdNrgqB2Q6PqBddJO7gFE5EhTZ1o/WZq2cVR/WpagMi0tchPqyqgEZqbTeZXn+hxvu55\nz/0+e0/v8wrxzmd32HQPpI9tWkUeb8pN+x8A/I+HY88PfvbntfePRwD4DwF8PBz7uwH8PbYfcDdm\n414QJmj/+hI06HKBunsWsa2LGVXVQTBgp2xiR1OHkPoXk9futh6nbsfcjHg8Pto8A805cqZYQhmn\nZlnA3APRlNzQta275jUYQUzJS7xWjJZGTZURKyNVRgPMX046mXYjg5lW7emtPagzoZEJL0FLt16x\nYMOKgsW0FrXXKV++IYEpgylZiWBNxRvfGwB+3frcvn976LyzfdZ4rH8IoN++Pxb+cSD+qv+0PViT\nPc+PilL1oE0bm4EtmBBazQ5a5S4a+YgsiE3vVSx630JhpE0Qr4x4lR7OJx2wabc/tp7YOvbhy6mr\nAnIrwcrYmimdPWhYF55igkcS1Pw+L3zBZCqKNOJQeinhyXIlGII8PQYK6pbyRXLBWAz7e4+PAaZL\nGQ/nGPo3sOjjZO4vfZ/o752wYuwHMwX4Lf7PAPznh4Hx8zsD5rZ9FZgT0XfQgfofP37nvwjgLDvj\nSDPPVpXT++j4GjvMcP7h4hM6FRRLtSldJS2hdHCfzzuYVwRUE4uppF2BXfcpaAdZEYtACGYe0kC8\ngCG76UAedilG8KAlD1bKNFKXJuZ1iomPFjb3PjNf8huAP7sn85vP/oAjGz1+/uyP+BXrc/tNAP/a\ngz/4/e394xEA/lkAv+PBD3NQpgHevZ8duz1OK9S9s0KzKVbzPS7NTJdAWGjse0/Wo6WVpTB6tJ7C\n+fG4PyZxnujDtD0D9G5jxM39TSqVrKmf1Iv79JQxNAVzoR66ElkUGGpDqg2xaMGV2OM99KdLT0Nz\n82pEo4RKaVqGJzRKVod96d3z4l02qZL2RhlsqXdez827PpcA8PusT03+FwB/4O3h8472WeMx/jEg\n/O7b4zLPkcdfcHZgute782KBtIRIGguhle9YK4yxlk1OjfVeVUYqDakw0sZIW0O8MhBt4dVtJaOG\nGp9uLcV3Pn41Zr6Zr7wGrU/vuhxwoS11T4m5p2TOAhED91MgnxYzHmfSaAB3wh7MZxC/B+TATRjX\nAHLbRrKt2BYjpSJCzbczmBMMK/yX/AHcjD35swD//bf3/qR9bp75vw3gv4DOwH8DgH8Venn+xNuf\nfsTuzsyX0/EZwPvr6RiZyWRiCSPpxiowUVFlKWw9qzaRv9YpgSAoCCjGBApZhSmKqJaOpnKZYhhN\nHczZ6lFLxB7I4eId5Lb5nkKEakDujHzyMuwWKp+z7zjr2xvGfe/WvJeJe+vLyTvH39s+9/3TJ79q\nPL4jw8Imkx7AZvr/Q2Hj0TmL01gFcRV17yy6jebuiXn0kAUxCbSCr/TOMNOjpda0FPfdz6X9OURA\nkqoNDoMoje+FaXz2a/EYzDWTw7+ipnLq8xatVy2EwWQsz3oHdK+eFpTVOzO3IEEVk/FUy6R6CaRP\nZzUgL8jGzGcwN+U6WroADk9bhpaNFZqfywf3/Qvb18+P75wjb38xdBL0B3+eFML4fL9n6CoDWZpW\nWeRq1RabViCrDbk0pK0hb1W316bKmJbn0Hq+gytdDsVLVtTXLQB38zSY7/uqQN5qAFfSqHVj5iy0\nZ+VegMrjTBYD6sWA3a2Z89w5XzYHZ3dHOaD7sTadO4J5v8bYPUIdzI+AvgN16w1G8mh6jdt5/rS9\nf378XGb+NwL4TwH8tQD+MoA/BeBXROT/ffyxzx2obwE6bi+CAzo8N9ZEA6wEacZ2s12w7V4T2CaM\niI0SIkUUSggUESh2JiIhabGIEMA+p4epuMWY8fAmM09kZh9fXWJPoo77Z/3s/Nll3V3vs/1773nU\nvhyMfwGf/8LxCLxLlZAmsA4TWIfDsRnUp3O0shXMgQE6Iy2stZizTPuMlLTHJLofGTExRAJqSj2I\np8bUe4txnIvRJDbRgVwigWMYi7uzGYnmWehoEZuuRZ8wRQOkSFMztWukeGfmAi2S1tRsO7M9Taec\nK2/pj5fgWRpaurRS7EBekFEoT6w8H1j5gkIZXp2gm9mRwAbiexP7o/idLwdzfNV4BN43R9r+8bGh\n+cEP0IVZ2H2GLK5I77zJBklDloosFUuryK0i14ql6jYX61vFci2Q6CGJ5gKZHJma6uivPdJBDe2e\nacOIHci1K5DvmLnQMLP78+Rpnckkr3kiQXFi55494sxcaA/azsQ37DxMN8B+tqb1S+vHfRh1EMcB\nwOdOt3P6DOh32zcCcxH51bffdfpJvB/MZ+A+gA4dP4MJvCxIpldfamag80e+YMFVpwGy7q9trU9g\nbJQVyJGQkBGpacU0St0tKuSMXKPaW7RSgCHawt8ZwGRm7z5z6kIfmPODj4C8M8WcbOd9Pjl2eonl\nDlO/Z8p7L6Af29cC/Pval49H4E1mPpvNO0CTTipdBOZ4LNikYq87M1cd/rw0pL5tyLmppG9uyCbv\nm1JDTrY1rfMSVfjCI3NLsm3MKDEjxoaSsqoXGui6uX3glrM3pxUN3fnXAX0aFO539AHlUsJRkZpM\nZyGQ12IL0HxuM7M3NbMnZ+ZFVQs5RDSTb6U+Xs2dQFpVja12eXeEUcYmiz6bu2X40oG+GjvvArTu\nL9dcEoWuHTt/MC6+cNh/3XgU3AZCHRrN86Mfo+mYnSBgALrtk6iQD9Fg5mZmz9ywtKplRJv1WrAU\n61vBci1YsoL5KOmU+j2KKvWDimzu/BHW6GPP0yLbxMy5UjezS5uAHM7ONWZE4z+CBglns3S6mf3M\n1G6XpfuvnUBFKHnyeXOO9zxm8s3s3OdVwZhf/T7s1ol0eH3Sb+b6B/PlozTKQ/slabN/JpjfAPqR\nkd+uTEcAXB8yfajNTHylq4H3FethS2BkLAbiCuRE2Va0YgwCZlaPGq0bgDCVXuXO1CZmjgMzn4Hc\nV5U+AL0dU+3f6n6Z5pXee03sp8B+fMO9djYQ5cG593z+l9Heycx9cnCgju/cj8GUBwlhVWaeVkZe\nKpal2taicU0NcOw35FSxpIomESVlbGkZWwfx1BBTw5aWzso98K2l2FOMNHr8sFIkj+KxTnn31ffv\nDZ0FqVqYgXmoIKpmYh/MXEtVupndg9/Ub87UEEJSMz1rSpS4WTXYk+tm9mBLccmaCSIK4lcD83Lo\n7jdv5IrybmKPytB3s+mD+/6jtPfMkYfW11vT3LHbhmkBIGotImjUupnZnZkvXLC2grVuWOqGtWhf\nSsG6aaT4et3AMd5cd71H7hHXX64sXKapyCIrJKJtEbIReKMO6NIC2JTjeglTMgGZWXDJA+AczI9+\nc5ovDg1QdlY+xyTNgWxnonkn3qYdkPvv6gsGqL/8BrzpwdxN2Ee737nH72g/ITCf3zcBOuHknLV5\nfnJm7pHsMBM7VS1CYmx8APgrLnjFavsrXkFgM7IviFgsvWUCcnJTYAQTo/a0DRgzd9PrPWYe9qvE\nMg1An0BdCMEJ1DH9fnZ1+vY44Hg6frSo92Mn9+MuoN9rvvydXx9/4Fuj8ccE8/cw8yMLpx1g716n\n/TFaA+jSOpCnpSGvDctSsSzKdFbbLrlgTQU5VaypmLBQQZOELS3a44JrXPvrkHhUsEoYUe0x6PEk\ne2Y+FyrqgH6P7U1mHor23QSIquNAoSJQBlE1aeMJyAUjmr0KUlOfeSxNJY3DqIntv16CA4CqG1Y2\nVh6MlcuCKy0759iGjK2z8tQD4JqVc3Uze2fmHvz2jZj5V7Uu9HKnHcnNDNrz/DHPmWRAYYBOgRCC\nMXNSm0WG+ssXrljbhrVtuNQr1nrFpWxYtyvWvOFyvWJNGziGXQBilK7pp1/DQDuaTz3IAHifnXmL\n4E2VCrk6mCuQi4xKfw7mmLIzus+cD0DuIH0TzU4DaBuUlfv1mefIe313/bFn6H6tmz0bbrafGXqA\nnjsFdLs/D8n3++fHXxKYA+9j5vP+PHCPwH7bfMXpFZg8LW02s6/Gwh3IL3jZ7RMEEdXyVE0FrT8s\nBuTBJpvASEFQDchDCFZP2SY/Z+ZW4WoAuTHzbhbCAI35a79lqpkBe56b/O89A/GbS3580/y+t0zu\n8y+hw3s+B6B/TDB/i5lPYH4E79m8d7ZNAbTwYOaL+sgdyNe8YV02nShzwZp0f82b7qcNa1TJymtc\n8RovuKYVKVWkVBFjG4DtQG4+8ppSB3ok7NlKB+qIXa78KZg74EcrTjGA3PsIfgsToE9gPjPz2FCD\n1hsIQX3vPuGK9b4UDxFVMqoYM7d0tD0rT31bLUiuGbB3U7tHsxuID3Z+r73frPmLbW8RHujzOpOb\naW7qYO/7HcgHoJMzc8xm9oZFmprYuWiN8HbFpb7iUq7atyue8isu6YoWI66oSFLNY75n5J1OCSNC\nUCeQ7+ecmZv0MLcwwJypF6eamXnXVM9GhGR6BpMDJ03Xwt7TjU9kgksY17CNS/lw680fi/nc7Gvf\nmdkNpH2RcQPoE5B3l9ZZ+y1tZn+j0Um3nzFCLDwtbdT5XqbpwMH7CS+7LUEQqcLjMd38oXEUBuSk\nPr8aWPWfu5ld2RupWo32M2Y+B8C5j8e/hNAw9XjA0dn2kRloXjk+ZObTsYf35T035EtAfP78j9He\nAHOfFMJ0n45A/lY/mtjXhrwoM1+XgkvecMnX0dMVl7TZVnuVhNd0QU4FORWkaECeeOcjF4t0rykh\npgH0lCYK0dPtBHtAn75zf1/FDOaUoAgdGhANzKloLIkDek9No5GaZqw8lYYY1G8egloTSACKZKEc\ng5mzRbtUSihiS3HJ3abWgZzSBOrDqTYDeQ+CM3Y+hKbutR8JzO9Zy+Z2Zo49AvopkDtwqD7GPpqd\nzcxesbaCizHzp3rFU3nBpVzxtL3gQ3rFU3xFjRG5A/ks8WNgLR4Al4yx27leuS+iFQVz2VSK2Jm5\nA7lGs099eu4kk86fYsfO2PkcDDgHwPXDNs/OLsn3tB3eTMd6IB0BSQzYfYEhk9XgpJ/9zN3Pf/8f\n+BME88/p1iZlo0CPfObXzs4d0D/gBU94xhOebTg2eJobbDDxZF6vVFFDQwrcTey7aPYYh5l9jma/\nMbOHMegEup0DMtwK7Cs+P+ZAP18CHxA+YGflUcj55Z8ZuEzvfZOR+y+UaXt27McC6fe2t1LTHNis\n+2r6COgZO1W3eUtrAB2YeXZmvmy4LMp4nvIrLrZ9Slc8pdfei+QO4ilWBeo0TOgSqael1ajR7h3s\n3X83r3zdtu2mZsLhXADIgBwNIBuACUBqoFhBoYBCAgXP9FCpWI1kV9EYjWTHXjQmqu5/CKLmV2fm\ncSjUdZ85aWpa6cx8xSb69I6w1kkpgkYwVqMpLc2C4DQAbvZN3Ws/YWbubWeptOftBtAxWf1gQzkg\nBFKVN1i5HWkaAMcVCw8z+1N5xYf8akD+otv4ghoS0iiXY2BOVplvALknrQ3Z13F/2cG8GDt3MG/O\nytGZOSz9V6IBOdNg2jsQp8nEfgByN7P34xiWTUzX60v27THp00kHctmb2o/s3O9PIIw885P2ziEB\n/JYB80efG60bckxwX1PTSveZrxMzf8IrngzIP+AZH/AJHn9Jzsgxcl8VyDNyaKihoZD6yzszd+W3\nEHEbABf3AXA0AbmbgwQjqnJW2HRQfxSYgfGjbs7f299dvsMP++wykF8D4D8W6L9lZscE5DRMZrt6\n5BOgzyVN7TUtA8jjykgzM89qandA/5Bt0vRtetXJkxNyLGpaT03Ztge7meqb55p7pPvMzPsT7hN/\nN6HLYHrHc+RAzmOboDUPYgXFDRSysnJKg5UjwILdJ585a3pa1SJDUczPLzbR22JjZubNcs2rCcds\nkrFJ7kvxigHcCujxBshdeGaY2Q/s/G57dO4bthv55EM7e0z6FPIAxOfQh0B9OM9m9iwV2QLgBjN/\nxVNRAP+4PeNDeMbH8IwaFKiH7tstkBc086XLNC1pYFtDQGtJpbIN0BXMoczcqq4J0LOG+jPnAjDu\nB4/9y0wmbNqzbwf0fp2xJ0031+3wer72dHLe5+1uap+B/LC9x8ofse+HVqR9+2wwJ6K/HqrP+nsB\nfADwfwD4J0Xkz9z/1DtAmc46rJ8dm8/pdkwJI/txmNkN0OmKlYaZ3YH8YwdzA/IuYhF0UqCISgWV\nMgrxxMwFIVo0ewjAzMzdP+fMvNEAiDkXclYpcsUgl8qeFTbv5T72VR5uAX8Gct85BfTjz7174uSX\nz0D+uez868D8y8Yj8CYzvzGzY/KH0chxdfB2AYtlHKNVZVvDAqT1PjP/kF/wIT/jY37Gh/SCj+kZ\nH9IzPqZnFBlR6x7sRkl6oBtP5vWU6t4Mbznh/Tp3sB6HxnHPS2Ybuw7m3MFcmXkBhQUUNgPzuAuA\n8yC4YWafRGNCQ/BSmHGqQmXXW581i0mRiZlPAVdXrGZzGwDu0q8D5OMukTFDzwAAIABJREFULc33\n0YH80QT5Y43HN+bI3eM0/Y1HQJ9Zn4/fPj8EKzyDLueaZQ6AK8rMm4L5h/KCD/EZH+MnfAzP+Bg+\noYZ8AuRh2EGl34ERGCfGtN3y0iKwEaTAKlMC6GZ2dHYOA3MJGAFwDtBC2LHxXVraNMAdvJ0wBRpA\nfgTWI9gybgH++D7B5CuXEdM0s+670ex+/sGwmMsLvtE+VwHurwHwGwD+GwD/IID/B6qJ+f+9/enP\nYebH42//HB3Pnmfu+k/DIJeNlSszv+JCys4/4AUf8dzBXH+DS0vqpFApo4WEEipKaMjB/H+dmSs7\nRzSfuUfM7kRjSF+3afTsgByDkbtZ/Zj/ePbV58ERcQ76N8xcHt+ON671uOJHE7vvf0778snz68bj\ne5k59qv/iHMgdxBfYJ06kKvqm+aX59Ui2Rf1l6uZXQH8Y/6Ej+kZ3+VP+Jg+4bv0CZssp8Fusxpc\nSZqqtsWlM/gQGSEZCHfAPgP0MIG2zXxkNsj5dQIQCxAXIGRQyAghITgzR+ja7CoaozWiVTCGzWfe\nehXBIPuFszR3aUUwGzMPeZjZRYF8M2Z+FC6pGCltvpRXffYujzLEYx4xc/lyZv5V4/FdzHxaMO/S\n0egE0GkPGmTMPByZuRWE4qJm9qrM/FJf8aG84mN4wcfwjO/CD/iOPqGEDF9Z8BSwWD2FcIQfIlj5\nZ0dBNp86c9SiJxXKzM3frNVbyb4h2RRJeksMkL06pBa8P+mzz3wGcgde7n/Oft6c94dnYH9Lzj4D\nTII0hJ15/bh/Buoez3D3vn8jMAfwLwH4v0TkD07HfvPtj701UN8ysZ+A/HG11CFYdHiZ+psrwB0D\n4J7wiicaZvYO5uSsPAyzkek9F6rYqJr5fvaZU9dr7z7zMN3x2WdO00iagdzNMJO78iEjPxuQZ6B/\nw8x9Xw7n7t2jzwH0+TPvHYRfxYS+cDwC72bmPknumDkmQMcE6tCqZx3Qg2qvL0DqPvMpAM4A/YOx\ncwfy79IP+Fn6Ad+lH1A474LdPGJ9+MlVPGZLC3IqasqOyuSHz3z+Tm5ih345D4aby0R1EJdxLAKU\niprYYwZcSIm0lOoA9GM0+2DmDuYBU1lJ+7uETAmMAhpH1JA0Pc1T03bM3IF7KsbS7XGpn2OKcD3I\nPZB/M5/5V4xH4J0rbOyZOe3H6JlFybbUA+BGnvmRmV/aZsFvVzyFl25e/44+4Tv8YGA+TOvslElU\nlksjGfw+c3+EXAymIaJx1Ep+Jp8qVedAmQGbCNLnN4Kk6bsHGDmaF6iYXvvlnEDdFwE0fgwIY948\nDouOK4fXYXqvv79iTCcd0LEPguuEwO+H7Bded2/1twPz3wfgvySiPwktMfUXAfz7IvIfPP7YGzmU\nfQl0Bt7TAN8FfuwH/hCN2Ue0Z1ieuQH6HAD3ZAFwCubPIJM5cH9bM1ZeSXWfNyrIpMFvyVLTYneP\n0zCxhzCY+Zya5sjrZiIiq6izf+i6iecMyI+LGB9cvjqcg+N6lzuXdbqG/fgbC6+bdgTx47Gz1+89\n92b7wvEIvI+ZY39PuokdozuYLwBWDEBfoZXQFjItdlV426Wm5SueFmXmH/IM5N/jt6Xv8bP4vQrC\nTMFuLgjTLNjNc86XuGmQXNoHyWk0OyYm5wBOe7CmKVVtVhrz/SRA3IC4mJk9TwFwE5B7NHvDSE1r\nqsuegj6TwdOZaKR+uhY3s072jU005sDMHcz9CfdF93jix9PvQK7sPFgA3BvR7J/hozxpXzEeBQ9j\nVfyx7OA9sfMdoB/nk/l1GIkZGAFwnpq28sHMHl/wIbzgIymY/ww/YAsLxH3fHcg1vDhj1cRAqXYn\npJvZZ2beJO38zM7MO6BD3y/z/OZ2HD8mk/27V4fD7esZyOdr6YdOxA/7Of9dZ8f87/KfMVtWXWnu\nmJ52ZtY//o5j+4Zg/jcD+GcA/DEA/zqAvwPAv0NEVxH5T+5/7C2AeADkfeCeUUzcMnMLfhvR7GZm\nd3/5ITXtiZSVf8QnELEF4JiRnjIKLSi0YqMNC1XkUDugR5qY+ewzn+usdwA3Ju7APudE7kxE1s/0\ngedV5Tyg7lX7eWDYGPt37s1ng/r8B37rz/T2heMReDs1DbcP77wq75HsGKzcAd06eUU0K6qSF0bO\nIwDOU9M+5Fd8zC9mWjcwjz/Hb0s/x1XWHuzmQF5j6sFuKiaz4tVT1+Yc9JmZd9ZiIDBbt3bAjfP9\nKEDaQPEVFPMhAM6j2cOIZmexqmmiOvPRJZaHL5X6z6dR64CVmTeZ/Oau32jR7GeFPrR86tg2snM7\nIB/b++2rwPwrxuNbhId2mz07x5hDdibnfSfrOoynADhj5ksrlmN+xVN4xVN47S7Ij/iEn8kPuNLS\nc4UahgbAihVXlCltjRFkFpMJg81rtRaADch3xIX6tNPBfP6e3RROdzrGh4/Hj51wOzf6MzFnBAlu\n5wKfBxzM63Ss+81pQMBsyu+uDxlz/t3b/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g2txR2QH8sqv+dYpoa1bljbFStvWHnDwtsw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r7wLgJg9+413wWwndZ44KpDohyaGrMrZ2HvusJR6DVodKcQJLxcIrZl6xhA0zr8rc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\nbsmEYjwlzR9zMB/YttyYtgS4Rq/R1O79x2P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IEeBIKF5gZgGksAY8EaElEddw6Dx0ZaOK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\nROIn7j90UPnEaeZnMbPn5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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7ff0c0383048>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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oQ/EoRB/gpeznVUDniOjWZBSiT7Zu50ZTmHIpSZKaMS5bit0PXFj2TyrHfSA6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\nlJsBQpIk5fb/A8H+qXWhTEquAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7ff0c3e07898>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| " 3%|▎ | 2964/100000 [00:30<14:37, 110.59it/s]" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from IPython import display\n", | |
| "from tqdm import tqdm\n", | |
| "for epoch in tqdm(range(100000)):\n", | |
| " for i in range(5):\n", | |
| " training.d_train_step(sample_data_batch(100), sample_noise_batch(100))\n", | |
| " training.g_train_step(sample_noise_batch(100))\n", | |
| " if epoch %1000==0:\n", | |
| " display.clear_output(wait=True)\n", | |
| " print(training.d_train_step(sample_data_batch(100), sample_noise_batch(100)))\n", | |
| " sample_images(2,3)\n", | |
| " sample_probas(1000)\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "anaconda-cloud": {}, | |
| "kernelspec": { | |
| "display_name": "Python [conda root]", | |
| "language": "python", | |
| "name": "conda-root-py" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.5.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 1 | |
| } |
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