diff --git a/code/.python-version b/code/.python-version new file mode 100644 index 00000000..49cdd668 --- /dev/null +++ b/code/.python-version @@ -0,0 +1 @@ +2.7.6 diff --git a/code/DBN.py b/code/DBN.py index 8f9715f2..f1df7207 100644 --- a/code/DBN.py +++ b/code/DBN.py @@ -14,6 +14,12 @@ from mlp import HiddenLayer from rbm import RBM +try: + import PIL.Image as Image +except ImportError: + import Image +from utils import tile_raster_images +import math # start-snippet-1 class DBN(object): @@ -278,7 +284,7 @@ def test_score(): def test_DBN(finetune_lr=0.1, pretraining_epochs=100, pretrain_lr=0.01, k=1, training_epochs=1000, - dataset='mnist.pkl.gz', batch_size=10): + dataset='mnist.pkl.gz', batch_size=10, output_folder='DBN_plots'): """ Demonstrates how to train and test a Deep Belief Network. @@ -314,7 +320,7 @@ def test_DBN(finetune_lr=0.1, pretraining_epochs=100, print '... building the model' # construct the Deep Belief Network dbn = DBN(numpy_rng=numpy_rng, n_ins=28 * 28, - hidden_layers_sizes=[1000, 1000, 1000], + hidden_layers_sizes=[1024, 1024, 1024], n_outs=10) # start-snippet-2 @@ -329,6 +335,9 @@ def test_DBN(finetune_lr=0.1, pretraining_epochs=100, print '... pre-training the model' start_time = time.clock() ## Pre-train layer-wise + if not os.path.isdir(output_folder): + os.makedirs(output_folder) + os.chdir(output_folder) for i in xrange(dbn.n_layers): # go through pretraining epochs for epoch in xrange(pretraining_epochs): @@ -339,6 +348,18 @@ def test_DBN(finetune_lr=0.1, pretraining_epochs=100, lr=pretrain_lr)) print 'Pre-training layer %i, epoch %d, cost ' % (i, epoch), print numpy.mean(c) + rbm = dbn.rbm_layers[i] + image = Image.fromarray( + tile_raster_images( + X=rbm.W.get_value(borrow=True).T, + img_shape=(int(math.sqrt(rbm.n_visible)), + int(math.sqrt(rbm.n_visible))), + tile_shape=(int(math.sqrt(rbm.n_hidden)), + int(math.sqrt(rbm.n_hidden))), + tile_spacing=(1, 1) + ) + ) + image.save('filters_at_layer_%i_epoch_%i.png' % (i, epoch) ) end_time = time.clock() # end-snippet-2 @@ -437,6 +458,26 @@ def test_DBN(finetune_lr=0.1, pretraining_epochs=100, ' ran for %.2fm' % ((end_time - start_time) / 60.)) + for i in xrange(dbn.n_layers): + rbm = dbn.rbm_layers[i] + image = Image.fromarray( + tile_raster_images( + X=rbm.W.get_value(borrow=True).T, + img_shape=(int(math.sqrt(rbm.n_visible)), + int(math.sqrt(rbm.n_visible))), + tile_shape=(int(math.sqrt(rbm.n_hidden)), + int(math.sqrt(rbm.n_hidden))), + tile_spacing=(1, 1) + ) + ) + image.save('filters_at_layer_%i_fine_tuned.png' % i) + os.chdir('../') + return dbn if __name__ == '__main__': - test_DBN() + dbn = test_DBN(output_folder='DBN_plots') + import cPickle + save_file = open('DBN_plots/weights', 'wb') + for p in dbn.params: + cPickle.dump(p.get_value(borrow=True), save_file, -1) + save_file.close() diff --git a/code/DBN_eval.ipynb b/code/DBN_eval.ipynb new file mode 100644 index 00000000..78174d7d --- /dev/null +++ b/code/DBN_eval.ipynb @@ -0,0 +1,327 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:a0320b321ffcfec466691a1a84452557e2842d41b8f3bdd3f613b03339a00ba8" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Deep Belief Network\u306e\u8a55\u4fa1(Eval)\u30b9\u30af\u30ea\u30d7\u30c8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DBN\u5fa9\u5143 (\u5c64\u30b5\u30a4\u30ba: (28*28) --> 1024 --> 1024 --> 1024 --> 10)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "weight_file_path='DBN_plots/weights'\n", + "dataset='mnist.pkl.gz'\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "import matplotlib.cm as cm\n", + "%matplotlib inline\n", + "import numpy\n", + "import theano\n", + "import theano.tensor as T\n", + "import math\n", + "import sys\n", + "from theano.tensor.shared_randomstreams import RandomStreams\n", + "from utils import tile_raster_images\n", + "from logistic_sgd import load_data\n", + "from DBN import DBN\n", + "import cPickle\n", + "\n", + "# Random Generators\n", + "rng = numpy.random.RandomState(123)\n", + "theano_rng = RandomStreams(rng.randint(2 ** 30))\n", + "\n", + "# DBN \u521d\u671f\u5316\n", + "dbn = DBN(numpy_rng=rng, theano_rng=theano_rng,\n", + " n_ins=28 * 28, hidden_layers_sizes=[1024, 1024, 1024], n_outs=10)\n", + "\n", + "# \u91cd\u307f\u8aad\u307f\u8fbc\u307f\n", + "weights = open(weight_file_path)\n", + "for p in dbn.params:\n", + " p.set_value(cPickle.load(weights), borrow=True)\n", + "weights.close()\n", + "\n", + "# DBN \u8a55\u4fa1\u95a2\u6570\n", + "x = T.matrix('x')\n", + "dbn_eval = theano.function([ x ], \n", + " dbn.logLayer.y_pred,\n", + " name='dbn_eval',\n", + " givens = {\n", + " dbn.x: x\n", + " })\n", + "# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u8aad\u307f\u8fbc\u307f\n", + "datasets = load_data(dataset)\n", + "train_set_x, train_set_y = datasets[0]\n", + "valid_set_x, valid_set_y = datasets[1]\n", + "test_set_x, test_set_y = datasets[2]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "... loading data\n" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \u5fa9\u5143\u3055\u308c\u305fDBN\u306e\u4e2d\u9593\u5c64\u306e\u8868\u73fe\n", + "### \u7b2c1\u96a0\u308c\u5c64" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "rbm = dbn.rbm_layers[0]\n", + "plt.imshow(tile_raster_images( X=rbm.W.get_value(borrow=True).T,\n", + " img_shape=(int(math.sqrt(rbm.n_visible)), int(math.sqrt(rbm.n_visible))),\n", + " tile_shape=(int(math.sqrt(rbm.n_hidden)), int(math.sqrt(rbm.n_hidden))),\n", + " tile_spacing=(1, 1)), \n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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wGMjlcuTzeTKZDL/5zW8oKCjA6/WyadMmoaQMBAJ4PB6hqNRoNLz66quCCpb4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wE04Uaf/3WotN6KK9X5DgDbvuuf/y/OsRRXzto1AKqn/lsNQAXgOIA2\nAEcBKK/6nhenXlMLgFXX+zVcNa8l+Ec34XszfwCFAC4CqMWVJ2vU92z+z+PKAlaPK8XCkBt9/tNy\n5OkxPaYHgGkF4vSYHtNjakwvBtNjekwPANOLwfSYHtNjakwvBtNjekwPANOLwfSYHtNjakwvBtNj\nekwPANOLwfSYHtNjakwvBtNjekwPAMD/BYWium3IVrBvAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \u7b2c2\u96a0\u308c\u5c64" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "rbm = dbn.rbm_layers[1]\n", + "plt.imshow(tile_raster_images( X=rbm.W.get_value(borrow=True).T,\n", + " img_shape=(int(math.sqrt(rbm.n_visible)), int(math.sqrt(rbm.n_visible))),\n", + " tile_shape=(int(math.sqrt(rbm.n_hidden)), int(math.sqrt(rbm.n_hidden))),\n", + " tile_spacing=(1, 1)), \n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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pVJs+n4/s7GwcDgeTk5MolUp6e3vRaDTE43ESiQQbN25EqVQyPT39R2CvVqsV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\nsbgW1+K65/p/AEZtWTMKlkbaAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \u7b2c3\u96a0\u308c\u5c64" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "rbm = dbn.rbm_layers[2]\n", + "plt.imshow(tile_raster_images( X=rbm.W.get_value(borrow=True).T,\n", + " img_shape=(int(math.sqrt(rbm.n_visible)), int(math.sqrt(rbm.n_visible))),\n", + " tile_shape=(int(math.sqrt(rbm.n_hidden)), int(math.sqrt(rbm.n_hidden))),\n", + " tile_spacing=(1, 1)), \n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 6, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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GxsbEyLmyspKRkRHx/ZhMJlZXVwUBv7a2JrQlklLU7/dTLBYF8f/b6lO3SQwO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TY2Nni7QIQmaif6+vqQl5fHieDvvfcelEolx/hRjiaV3lQ6k8CEemgCgtAhsbW1xSwAsqPn5ORA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\nrkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u30c6\u30b9\u30c8\u5165\u529b\u30c7\u30fc\u30bf\u8868\u793a\u3068\u4e88\u6e2c\u7d50\u679c(\u6700\u521d\u306e100\u4f8b/\u516810000\u4f8b)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "input = numpy.array(test_set_x.get_value(borrow=True))\n", + "ans = numpy.array(test_set_y.eval())\n", + "plt.imshow(tile_raster_images(X=input[0:100], img_shape=(28, 28), tile_shape=(5,20), tile_spacing=(1, 1)), cmap=cm.Greys_r)\n", + "preds = dbn_eval(input)\n", + "print\"\u4e88\u6e2c\u7d50\u679c\\n\"\n", + "sys.stdout.write(' ')\n", + "for i in xrange(preds[0:100].shape[0]):\n", + " sys.stdout.write('%d ' % preds[i])\n", + " if (i % 20) ==19 : sys.stdout.write('\\n ')\n", + "print \"\\n\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\" " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\u4e88\u6e2c\u7d50\u679c\n", + "\n", + " 7 2 1 0 4 1 4 9 6 9 0 6 9 0 1 5 9 7 3 4 \n", + " 9 6 6 5 4 0 7 4 0 1 3 1 3 4 7 2 7 1 2 1 \n", + " 1 7 4 2 3 5 1 2 4 4 6 3 5 5 6 0 4 1 9 5 \n", + " 7 8 9 3 7 4 6 4 3 0 7 0 2 9 1 7 3 2 9 7 \n", + " 7 6 2 7 8 4 7 3 6 1 3 6 9 3 1 4 1 7 6 9 \n", + " \n", + "\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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UaMglEgm++eYbFBQUVOkTlclkSE1Nxc6dOyGTybBjxw7cunULrVq1gqOjI3788Ufcv3+f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\nAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u4e88\u6e2c\u30a8\u30e9\u30fc(\u3059\u3079\u3066)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "wrong_idx = numpy.where(preds!=ans)[0]\n", + "plt.imshow(tile_raster_images(X=input[wrong_idx], img_shape=(28, 28), tile_shape=(wrong_idx.shape[0]/20 + 1,20), tile_spacing=(1, 1)), \n", + " cmap=cm.Greys_r)\n", + "print '\u4e88\u6e2c\u30a8\u30e9\u30fc(\u4e88/\u5b9f)\\n'\n", + "a = ans[wrong_idx]\n", + "wrong_p = preds[wrong_idx]\n", + "sys.stdout.write(' ')\n", + "for i in xrange(wrong_idx.shape[0]):\n", + " import sys\n", + " sys.stdout.write('%d/%d ' % (wrong_p[i],a[i]) )\n", + " if (i % 20) ==19 : sys.stdout.write('\\n ')\n", + "print \"\\n\\n\u4e88\u6e2c\u30a8\u30e9\u30fc\u306e\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\"" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\u4e88\u6e2c\u30a8\u30e9\u30fc(\u4e88/\u5b9f)\n", + "\n", + " 6/5 8/9 2/4 0/6 5/3 3/7 2/8 1/2 3/7 9/8 9/4 2/1 0/6 5/6 1/7 8/6 6/4 2/7 5/9 7/5 \n", + " 3/8 3/5 7/9 9/7 5/1 7/8 6/4 6/2 6/0 3/9 7/2 4/9 7/1 9/4 9/7 0/2 7/3 1/6 8/5 1/9 \n", + " 4/9 4/2 3/5 1/6 0/8 7/9 5/3 8/6 7/9 9/5 9/8 0/6 3/7 9/4 4/6 0/5 3/9 2/7 6/4 8/7 \n", + " 3/2 4/2 5/6 3/1 2/4 5/3 4/9 2/0 0/9 7/2 9/7 7/9 8/2 3/5 4/9 7/8 1/9 8/6 2/4 5/3 \n", + " 8/9 3/8 4/9 0/9 6/1 8/1 5/1 9/7 3/5 8/3 8/3 9/5 9/2 9/8 7/0 8/0 9/8 2/1 5/3 8/4 \n", + " 8/5 5/3 6/0 6/8 9/4 9/4 2/7 2/7 2/7 5/8 4/9 3/0 7/9 7/2 5/6 5/6 6/5 0/4 0/2 0/5 \n", + " 9/4 3/2 \n", + "\n", + "\u4e88\u6e2c\u30a8\u30e9\u30fc\u306e\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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l5SE2NpaXeNaGDRt4zXx79eqFy5cvY926ddi3bx8aNWoEQip0cbi+ZFVISkqq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\n/v684pDJZEhJSTGb2cf4s4YNG8Yv7jqdDrt374a/vz+2bt2KzMxMQXT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+ "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/code/DBN_plots/console-output.txt b/code/DBN_plots/console-output.txt new file mode 100644 index 00000000..abf3bb16 --- /dev/null +++ b/code/DBN_plots/console-output.txt @@ -0,0 +1,693 @@ +Using gpu device 0: GeForce GT 650M +... loading data +... building the model +... getting the pretraining functions +... pre-training the model +Pre-training layer 0, epoch 0, cost -98.2575 +Pre-training layer 0, epoch 1, cost -83.6632 +Pre-training layer 0, epoch 2, cost -80.6037 +Pre-training layer 0, epoch 3, cost -78.923 +Pre-training layer 0, epoch 4, cost -77.7812 +Pre-training layer 0, epoch 5, cost -76.9346 +Pre-training layer 0, epoch 6, cost -76.2848 +Pre-training layer 0, epoch 7, cost -75.7171 +Pre-training layer 0, epoch 8, cost -75.1817 +Pre-training layer 0, epoch 9, cost -74.8072 +Pre-training layer 0, epoch 10, cost -74.4028 +Pre-training layer 0, epoch 11, cost -74.1221 +Pre-training layer 0, epoch 12, cost -73.8024 +Pre-training layer 0, epoch 13, cost -73.5507 +Pre-training layer 0, epoch 14, cost -73.2718 +Pre-training layer 0, epoch 15, cost -73.079 +Pre-training layer 0, epoch 16, cost -72.871 +Pre-training layer 0, epoch 17, cost -72.6626 +Pre-training layer 0, epoch 18, cost -72.4972 +Pre-training layer 0, epoch 19, cost -72.3241 +Pre-training layer 0, epoch 20, cost -72.1522 +Pre-training layer 0, epoch 21, cost -72.0145 +Pre-training layer 0, epoch 22, cost -71.8571 +Pre-training layer 0, epoch 23, cost -71.7488 +Pre-training layer 0, epoch 24, cost -71.5919 +Pre-training layer 0, epoch 25, cost -71.5047 +Pre-training layer 0, epoch 26, cost -71.3496 +Pre-training layer 0, epoch 27, cost -71.264 +Pre-training layer 0, epoch 28, cost -71.1535 +Pre-training layer 0, epoch 29, cost -71.0475 +Pre-training layer 0, epoch 30, cost -70.9217 +Pre-training layer 0, epoch 31, cost -70.8244 +Pre-training layer 0, epoch 32, cost -70.7123 +Pre-training layer 0, epoch 33, cost -70.6344 +Pre-training layer 0, epoch 34, cost -70.574 +Pre-training layer 0, epoch 35, cost -70.518 +Pre-training layer 0, epoch 36, cost -70.4193 +Pre-training layer 0, epoch 37, cost -70.3405 +Pre-training layer 0, epoch 38, cost -70.2648 +Pre-training layer 0, epoch 39, cost -70.207 +Pre-training layer 0, epoch 40, cost -70.1097 +Pre-training layer 0, epoch 41, cost -70.0549 +Pre-training layer 0, epoch 42, cost -69.9957 +Pre-training layer 0, epoch 43, cost -69.9728 +Pre-training layer 0, epoch 44, cost -69.9147 +Pre-training layer 0, epoch 45, cost -69.8351 +Pre-training layer 0, epoch 46, cost -69.7931 +Pre-training layer 0, epoch 47, cost -69.748 +Pre-training layer 0, epoch 48, cost -69.6787 +Pre-training layer 0, epoch 49, cost -69.6491 +Pre-training layer 0, epoch 50, cost -69.6143 +Pre-training layer 0, epoch 51, cost -69.5483 +Pre-training layer 0, epoch 52, cost -69.5033 +Pre-training layer 0, epoch 53, cost -69.4626 +Pre-training layer 0, epoch 54, cost -69.4267 +Pre-training layer 0, epoch 55, cost -69.4037 +Pre-training layer 0, epoch 56, cost -69.3738 +Pre-training layer 0, epoch 57, cost -69.3569 +Pre-training layer 0, epoch 58, cost -69.3192 +Pre-training layer 0, epoch 59, cost -69.2806 +Pre-training layer 0, epoch 60, cost -69.2539 +Pre-training layer 0, epoch 61, cost -69.2058 +Pre-training layer 0, epoch 62, cost -69.191 +Pre-training layer 0, epoch 63, cost -69.1312 +Pre-training layer 0, epoch 64, cost -69.1278 +Pre-training layer 0, epoch 65, cost -69.0737 +Pre-training layer 0, epoch 66, cost -69.0728 +Pre-training layer 0, epoch 67, cost -69.0607 +Pre-training layer 0, epoch 68, cost -68.9984 +Pre-training layer 0, epoch 69, cost -68.9743 +Pre-training layer 0, epoch 70, cost -68.9657 +Pre-training layer 0, epoch 71, cost -68.93 +Pre-training layer 0, epoch 72, cost -68.9225 +Pre-training layer 0, epoch 73, cost -68.8989 +Pre-training layer 0, epoch 74, cost -68.8397 +Pre-training layer 0, epoch 75, cost -68.8755 +Pre-training layer 0, epoch 76, cost -68.8125 +Pre-training layer 0, epoch 77, cost -68.8136 +Pre-training layer 0, epoch 78, cost -68.7773 +Pre-training layer 0, epoch 79, cost -68.8 +Pre-training layer 0, epoch 80, cost -68.7535 +Pre-training layer 0, epoch 81, cost -68.7082 +Pre-training layer 0, epoch 82, cost -68.7073 +Pre-training layer 0, epoch 83, cost -68.7388 +Pre-training layer 0, epoch 84, cost -68.7017 +Pre-training layer 0, epoch 85, cost -68.6969 +Pre-training layer 0, epoch 86, cost -68.6673 +Pre-training layer 0, epoch 87, cost -68.6388 +Pre-training layer 0, epoch 88, cost -68.6192 +Pre-training layer 0, epoch 89, cost -68.6052 +Pre-training layer 0, epoch 90, cost -68.5826 +Pre-training layer 0, epoch 91, cost -68.5661 +Pre-training layer 0, epoch 92, cost -68.5449 +Pre-training layer 0, epoch 93, cost -68.5339 +Pre-training layer 0, epoch 94, cost -68.5171 +Pre-training layer 0, epoch 95, cost -68.5065 +Pre-training layer 0, epoch 96, cost -68.5294 +Pre-training layer 0, epoch 97, cost -68.4933 +Pre-training layer 0, epoch 98, cost -68.4891 +Pre-training layer 0, epoch 99, cost -68.4835 +Pre-training layer 1, epoch 0, cost -175.065 +Pre-training layer 1, epoch 1, cost -152.579 +Pre-training layer 1, epoch 2, cost -147.429 +Pre-training layer 1, epoch 3, cost -144.657 +Pre-training layer 1, epoch 4, cost -142.788 +Pre-training layer 1, epoch 5, cost -141.399 +Pre-training layer 1, epoch 6, cost -140.286 +Pre-training layer 1, epoch 7, cost -139.389 +Pre-training layer 1, epoch 8, cost -138.673 +Pre-training layer 1, epoch 9, cost -137.993 +Pre-training layer 1, epoch 10, cost -137.46 +Pre-training layer 1, epoch 11, cost -136.995 +Pre-training layer 1, epoch 12, cost -136.567 +Pre-training layer 1, epoch 13, cost -136.219 +Pre-training layer 1, epoch 14, cost -135.899 +Pre-training layer 1, epoch 15, cost -135.587 +Pre-training layer 1, epoch 16, cost -135.326 +Pre-training layer 1, epoch 17, cost -135.101 +Pre-training layer 1, epoch 18, cost -134.888 +Pre-training layer 1, epoch 19, cost -134.673 +Pre-training layer 1, epoch 20, cost -134.513 +Pre-training layer 1, epoch 21, cost -134.35 +Pre-training layer 1, epoch 22, cost -134.166 +Pre-training layer 1, epoch 23, cost -134.04 +Pre-training layer 1, epoch 24, cost -133.911 +Pre-training layer 1, epoch 25, cost -133.772 +Pre-training layer 1, epoch 26, cost -133.666 +Pre-training layer 1, epoch 27, cost -133.58 +Pre-training layer 1, epoch 28, cost -133.457 +Pre-training layer 1, epoch 29, cost -133.399 +Pre-training layer 1, epoch 30, cost -133.299 +Pre-training layer 1, epoch 31, cost -133.227 +Pre-training layer 1, epoch 32, cost -133.133 +Pre-training layer 1, epoch 33, cost -133.106 +Pre-training layer 1, epoch 34, cost -132.999 +Pre-training layer 1, epoch 35, cost -132.982 +Pre-training layer 1, epoch 36, cost -132.904 +Pre-training layer 1, epoch 37, cost -132.845 +Pre-training layer 1, epoch 38, cost -132.823 +Pre-training layer 1, epoch 39, cost -132.729 +Pre-training layer 1, epoch 40, cost -132.694 +Pre-training layer 1, epoch 41, cost -132.674 +Pre-training layer 1, epoch 42, cost -132.621 +Pre-training layer 1, epoch 43, cost -132.57 +Pre-training layer 1, epoch 44, cost -132.551 +Pre-training layer 1, epoch 45, cost -132.512 +Pre-training layer 1, epoch 46, cost -132.478 +Pre-training layer 1, epoch 47, cost -132.462 +Pre-training layer 1, epoch 48, cost -132.41 +Pre-training layer 1, epoch 49, cost -132.375 +Pre-training layer 1, epoch 50, cost -132.34 +Pre-training layer 1, epoch 51, cost -132.336 +Pre-training layer 1, epoch 52, cost -132.304 +Pre-training layer 1, epoch 53, cost -132.275 +Pre-training layer 1, epoch 54, cost -132.254 +Pre-training layer 1, epoch 55, cost -132.241 +Pre-training layer 1, epoch 56, cost -132.209 +Pre-training layer 1, epoch 57, cost -132.17 +Pre-training layer 1, epoch 58, cost -132.174 +Pre-training layer 1, epoch 59, cost -132.164 +Pre-training layer 1, epoch 60, cost -132.104 +Pre-training layer 1, epoch 61, cost -132.103 +Pre-training layer 1, epoch 62, cost -132.076 +Pre-training layer 1, epoch 63, cost -132.061 +Pre-training layer 1, epoch 64, cost -132.027 +Pre-training layer 1, epoch 65, cost -132.027 +Pre-training layer 1, epoch 66, cost -132.027 +Pre-training layer 1, epoch 67, cost -131.988 +Pre-training layer 1, epoch 68, cost -131.983 +Pre-training layer 1, epoch 69, cost -131.988 +Pre-training layer 1, epoch 70, cost -131.987 +Pre-training layer 1, epoch 71, cost -131.943 +Pre-training layer 1, epoch 72, cost -131.917 +Pre-training layer 1, epoch 73, cost -131.934 +Pre-training layer 1, epoch 74, cost -131.907 +Pre-training layer 1, epoch 75, cost -131.91 +Pre-training layer 1, epoch 76, cost -131.903 +Pre-training layer 1, epoch 77, cost -131.897 +Pre-training layer 1, epoch 78, cost -131.85 +Pre-training layer 1, epoch 79, cost -131.88 +Pre-training layer 1, epoch 80, cost -131.854 +Pre-training layer 1, epoch 81, cost -131.843 +Pre-training layer 1, epoch 82, cost -131.851 +Pre-training layer 1, epoch 83, cost -131.814 +Pre-training layer 1, epoch 84, cost -131.828 +Pre-training layer 1, epoch 85, cost -131.829 +Pre-training layer 1, epoch 86, cost -131.791 +Pre-training layer 1, epoch 87, cost -131.777 +Pre-training layer 1, epoch 88, cost -131.772 +Pre-training layer 1, epoch 89, cost -131.77 +Pre-training layer 1, epoch 90, cost -131.764 +Pre-training layer 1, epoch 91, cost -131.741 +Pre-training layer 1, epoch 92, cost -131.75 +Pre-training layer 1, epoch 93, cost -131.743 +Pre-training layer 1, epoch 94, cost -131.721 +Pre-training layer 1, epoch 95, cost -131.728 +Pre-training layer 1, epoch 96, cost -131.714 +Pre-training layer 1, epoch 97, cost -131.706 +Pre-training layer 1, epoch 98, cost -131.686 +Pre-training layer 1, epoch 99, cost -131.7 +Pre-training layer 2, epoch 0, cost -71.1734 +Pre-training layer 2, epoch 1, cost -58.7 +Pre-training layer 2, epoch 2, cost -56.1547 +Pre-training layer 2, epoch 3, cost -54.8194 +Pre-training layer 2, epoch 4, cost -53.9477 +Pre-training layer 2, epoch 5, cost -53.2961 +Pre-training layer 2, epoch 6, cost -52.8188 +Pre-training layer 2, epoch 7, cost -52.3926 +Pre-training layer 2, epoch 8, cost -52.0637 +Pre-training layer 2, epoch 9, cost -51.7335 +Pre-training layer 2, epoch 10, cost -51.5169 +Pre-training layer 2, epoch 11, cost -51.2577 +Pre-training layer 2, epoch 12, cost -51.0547 +Pre-training layer 2, epoch 13, cost -50.8368 +Pre-training layer 2, epoch 14, cost -50.683 +Pre-training layer 2, epoch 15, cost -50.5382 +Pre-training layer 2, epoch 16, cost -50.3861 +Pre-training layer 2, epoch 17, cost -50.2426 +Pre-training layer 2, epoch 18, cost -50.1433 +Pre-training layer 2, epoch 19, cost -49.9901 +Pre-training layer 2, epoch 20, cost -49.898 +Pre-training layer 2, epoch 21, cost -49.8003 +Pre-training layer 2, epoch 22, cost -49.6947 +Pre-training layer 2, epoch 23, cost -49.615 +Pre-training layer 2, epoch 24, cost -49.5289 +Pre-training layer 2, epoch 25, cost -49.4343 +Pre-training layer 2, epoch 26, cost -49.3796 +Pre-training layer 2, epoch 27, cost -49.3132 +Pre-training layer 2, epoch 28, cost -49.2406 +Pre-training layer 2, epoch 29, cost -49.1937 +Pre-training layer 2, epoch 30, cost -49.1294 +Pre-training layer 2, epoch 31, cost -49.0807 +Pre-training layer 2, epoch 32, cost -49.0134 +Pre-training layer 2, epoch 33, cost -48.9792 +Pre-training layer 2, epoch 34, cost -48.9271 +Pre-training layer 2, epoch 35, cost -48.8673 +Pre-training layer 2, epoch 36, cost -48.8359 +Pre-training layer 2, epoch 37, cost -48.8052 +Pre-training layer 2, epoch 38, cost -48.7597 +Pre-training layer 2, epoch 39, cost -48.728 +Pre-training layer 2, epoch 40, cost -48.6705 +Pre-training layer 2, epoch 41, cost -48.6573 +Pre-training layer 2, epoch 42, cost -48.5843 +Pre-training layer 2, epoch 43, cost -48.5689 +Pre-training layer 2, epoch 44, cost -48.548 +Pre-training layer 2, epoch 45, cost -48.5005 +Pre-training layer 2, epoch 46, cost -48.4799 +Pre-training layer 2, epoch 47, cost -48.4533 +Pre-training layer 2, epoch 48, cost -48.4051 +Pre-training layer 2, epoch 49, cost -48.3925 +Pre-training layer 2, epoch 50, cost -48.3761 +Pre-training layer 2, epoch 51, cost -48.3494 +Pre-training layer 2, epoch 52, cost -48.3114 +Pre-training layer 2, epoch 53, cost -48.3002 +Pre-training layer 2, epoch 54, cost -48.3038 +Pre-training layer 2, epoch 55, cost -48.2692 +Pre-training layer 2, epoch 56, cost -48.227 +Pre-training layer 2, epoch 57, cost -48.222 +Pre-training layer 2, epoch 58, cost -48.1963 +Pre-training layer 2, epoch 59, cost -48.188 +Pre-training layer 2, epoch 60, cost -48.1448 +Pre-training layer 2, epoch 61, cost -48.1417 +Pre-training layer 2, epoch 62, cost -48.1394 +Pre-training layer 2, epoch 63, cost -48.1067 +Pre-training layer 2, epoch 64, cost -48.084 +Pre-training layer 2, epoch 65, cost -48.0747 +Pre-training layer 2, epoch 66, cost -48.0569 +Pre-training layer 2, epoch 67, cost -48.0392 +Pre-training layer 2, epoch 68, cost -48.0289 +Pre-training layer 2, epoch 69, cost -48.0132 +Pre-training layer 2, epoch 70, cost -47.9879 +Pre-training layer 2, epoch 71, cost -47.9787 +Pre-training layer 2, epoch 72, cost -47.9711 +Pre-training layer 2, epoch 73, cost -47.9381 +Pre-training layer 2, epoch 74, cost -47.939 +Pre-training layer 2, epoch 75, cost -47.9057 +Pre-training layer 2, epoch 76, cost -47.9073 +Pre-training layer 2, epoch 77, cost -47.8954 +Pre-training layer 2, epoch 78, cost -47.8834 +Pre-training layer 2, epoch 79, cost -47.865 +Pre-training layer 2, epoch 80, cost -47.8649 +Pre-training layer 2, epoch 81, cost -47.8522 +Pre-training layer 2, epoch 82, cost -47.881 +Pre-training layer 2, epoch 83, cost -47.8461 +Pre-training layer 2, epoch 84, cost -47.8056 +Pre-training layer 2, epoch 85, cost -47.7964 +Pre-training layer 2, epoch 86, cost -47.7768 +Pre-training layer 2, epoch 87, cost -47.7974 +Pre-training layer 2, epoch 88, cost -47.7852 +Pre-training layer 2, epoch 89, cost -47.7539 +Pre-training layer 2, epoch 90, cost -47.7732 +Pre-training layer 2, epoch 91, cost -47.7496 +Pre-training layer 2, epoch 92, cost -47.7565 +Pre-training layer 2, epoch 93, cost -47.7197 +Pre-training layer 2, epoch 94, cost -47.7353 +Pre-training layer 2, epoch 95, cost -47.7172 +Pre-training layer 2, epoch 96, cost -47.7109 +Pre-training layer 2, epoch 97, cost -47.6815 +Pre-training layer 2, epoch 98, cost -47.7129 +Pre-training layer 2, epoch 99, cost -47.6697 +The pretraining code for file DBN.py ran for 183.23m +... getting the finetuning functions +... finetuning the model +epoch 1, minibatch 5000/5000, validation error 3.300000 % + epoch 1, minibatch 5000/5000, test error of best model 3.660000 % +epoch 2, minibatch 5000/5000, validation error 2.430000 % + epoch 2, minibatch 5000/5000, test error of best model 2.850000 % +epoch 3, minibatch 5000/5000, validation error 2.190000 % + epoch 3, minibatch 5000/5000, test error of best model 2.400000 % +epoch 4, minibatch 5000/5000, validation error 1.970000 % + epoch 4, minibatch 5000/5000, test error of best model 2.200000 % +epoch 5, minibatch 5000/5000, validation error 1.920000 % + epoch 5, minibatch 5000/5000, test error of best model 2.010000 % +epoch 6, minibatch 5000/5000, validation error 1.790000 % + epoch 6, minibatch 5000/5000, test error of best model 1.820000 % +epoch 7, minibatch 5000/5000, validation error 1.730000 % + epoch 7, minibatch 5000/5000, test error of best model 1.770000 % +epoch 8, minibatch 5000/5000, validation error 1.710000 % + epoch 8, minibatch 5000/5000, test error of best model 1.700000 % +epoch 9, minibatch 5000/5000, validation error 1.650000 % + epoch 9, minibatch 5000/5000, test error of best model 1.700000 % +epoch 10, minibatch 5000/5000, validation error 1.630000 % + epoch 10, minibatch 5000/5000, test error of best model 1.690000 % +epoch 11, minibatch 5000/5000, validation error 1.620000 % + epoch 11, minibatch 5000/5000, test error of best model 1.600000 % +epoch 12, minibatch 5000/5000, validation error 1.590000 % + epoch 12, minibatch 5000/5000, test error of best model 1.560000 % +epoch 13, minibatch 5000/5000, validation error 1.580000 % + epoch 13, minibatch 5000/5000, test error of best model 1.500000 % +epoch 14, minibatch 5000/5000, validation error 1.550000 % + epoch 14, minibatch 5000/5000, test error of best model 1.480000 % +epoch 15, minibatch 5000/5000, validation error 1.520000 % + epoch 15, minibatch 5000/5000, test error of best model 1.490000 % +epoch 16, minibatch 5000/5000, validation error 1.500000 % + epoch 16, minibatch 5000/5000, test error of best model 1.440000 % +epoch 17, minibatch 5000/5000, validation error 1.480000 % + epoch 17, minibatch 5000/5000, test error of best model 1.420000 % +epoch 18, minibatch 5000/5000, validation error 1.480000 % +epoch 19, minibatch 5000/5000, validation error 1.490000 % +epoch 20, minibatch 5000/5000, validation error 1.470000 % + epoch 20, minibatch 5000/5000, test error of best model 1.420000 % +epoch 21, minibatch 5000/5000, validation error 1.460000 % + epoch 21, minibatch 5000/5000, test error of best model 1.430000 % +epoch 22, minibatch 5000/5000, validation error 1.460000 % +epoch 23, minibatch 5000/5000, validation error 1.460000 % +epoch 24, minibatch 5000/5000, validation error 1.440000 % + epoch 24, minibatch 5000/5000, test error of best model 1.430000 % +epoch 25, minibatch 5000/5000, validation error 1.430000 % + epoch 25, minibatch 5000/5000, test error of best model 1.430000 % +epoch 26, minibatch 5000/5000, validation error 1.460000 % +epoch 27, minibatch 5000/5000, validation error 1.450000 % +epoch 28, minibatch 5000/5000, validation error 1.430000 % + epoch 28, minibatch 5000/5000, test error of best model 1.390000 % +epoch 29, minibatch 5000/5000, validation error 1.420000 % + epoch 29, minibatch 5000/5000, test error of best model 1.380000 % +epoch 30, minibatch 5000/5000, validation error 1.420000 % +epoch 31, minibatch 5000/5000, validation error 1.420000 % +epoch 32, minibatch 5000/5000, validation error 1.420000 % +epoch 33, minibatch 5000/5000, validation error 1.420000 % +epoch 34, minibatch 5000/5000, validation error 1.410000 % + epoch 34, minibatch 5000/5000, test error of best model 1.360000 % +epoch 35, minibatch 5000/5000, validation error 1.400000 % + epoch 35, minibatch 5000/5000, test error of best model 1.340000 % +epoch 36, minibatch 5000/5000, validation error 1.410000 % +epoch 37, minibatch 5000/5000, validation error 1.380000 % + epoch 37, minibatch 5000/5000, test error of best model 1.330000 % +epoch 38, minibatch 5000/5000, validation error 1.380000 % +epoch 39, minibatch 5000/5000, validation error 1.370000 % + epoch 39, minibatch 5000/5000, test error of best model 1.320000 % +epoch 40, minibatch 5000/5000, validation error 1.360000 % + epoch 40, minibatch 5000/5000, test error of best model 1.320000 % +epoch 41, minibatch 5000/5000, validation error 1.350000 % + epoch 41, minibatch 5000/5000, test error of best model 1.330000 % +epoch 42, minibatch 5000/5000, validation error 1.360000 % +epoch 43, minibatch 5000/5000, validation error 1.360000 % +epoch 44, minibatch 5000/5000, validation error 1.360000 % +epoch 45, minibatch 5000/5000, validation error 1.360000 % +epoch 46, minibatch 5000/5000, validation error 1.360000 % +epoch 47, minibatch 5000/5000, validation error 1.360000 % +epoch 48, minibatch 5000/5000, validation error 1.360000 % +epoch 49, minibatch 5000/5000, validation error 1.360000 % +epoch 50, minibatch 5000/5000, validation error 1.350000 % +epoch 51, minibatch 5000/5000, validation error 1.350000 % +epoch 52, minibatch 5000/5000, validation error 1.330000 % + epoch 52, minibatch 5000/5000, test error of best model 1.280000 % +epoch 53, minibatch 5000/5000, validation error 1.340000 % +epoch 54, minibatch 5000/5000, validation error 1.340000 % +epoch 55, minibatch 5000/5000, validation error 1.340000 % +epoch 56, minibatch 5000/5000, validation error 1.330000 % +epoch 57, minibatch 5000/5000, validation error 1.330000 % +epoch 58, minibatch 5000/5000, validation error 1.320000 % + epoch 58, minibatch 5000/5000, test error of best model 1.260000 % +epoch 59, minibatch 5000/5000, validation error 1.320000 % +epoch 60, minibatch 5000/5000, validation error 1.320000 % +epoch 61, minibatch 5000/5000, validation error 1.330000 % +epoch 62, minibatch 5000/5000, validation error 1.330000 % +epoch 63, minibatch 5000/5000, validation error 1.330000 % +epoch 64, minibatch 5000/5000, validation error 1.330000 % +epoch 65, minibatch 5000/5000, validation error 1.340000 % +epoch 66, minibatch 5000/5000, validation error 1.340000 % +epoch 67, minibatch 5000/5000, validation error 1.340000 % +epoch 68, minibatch 5000/5000, validation error 1.340000 % +epoch 69, minibatch 5000/5000, validation error 1.340000 % +epoch 70, minibatch 5000/5000, validation error 1.340000 % +epoch 71, minibatch 5000/5000, validation error 1.340000 % +epoch 72, minibatch 5000/5000, validation error 1.350000 % +epoch 73, minibatch 5000/5000, validation error 1.350000 % +epoch 74, minibatch 5000/5000, validation error 1.350000 % +epoch 75, minibatch 5000/5000, validation error 1.340000 % +epoch 76, minibatch 5000/5000, validation error 1.340000 % +epoch 77, minibatch 5000/5000, validation error 1.340000 % +epoch 78, minibatch 5000/5000, validation error 1.340000 % +epoch 79, minibatch 5000/5000, validation error 1.340000 % +epoch 80, minibatch 5000/5000, validation error 1.340000 % +epoch 81, minibatch 5000/5000, validation error 1.340000 % +epoch 82, minibatch 5000/5000, validation error 1.340000 % +epoch 83, minibatch 5000/5000, validation error 1.340000 % +epoch 84, minibatch 5000/5000, validation error 1.330000 % +epoch 85, minibatch 5000/5000, validation error 1.330000 % +epoch 86, minibatch 5000/5000, validation error 1.330000 % +epoch 87, minibatch 5000/5000, validation error 1.330000 % +epoch 88, minibatch 5000/5000, validation error 1.330000 % +epoch 89, minibatch 5000/5000, validation error 1.330000 % +epoch 90, minibatch 5000/5000, validation error 1.330000 % +epoch 91, minibatch 5000/5000, validation error 1.330000 % +epoch 92, minibatch 5000/5000, validation error 1.330000 % +epoch 93, minibatch 5000/5000, validation error 1.330000 % +epoch 94, minibatch 5000/5000, validation error 1.340000 % +epoch 95, minibatch 5000/5000, validation error 1.340000 % +epoch 96, minibatch 5000/5000, validation error 1.330000 % +epoch 97, minibatch 5000/5000, validation error 1.330000 % +epoch 98, minibatch 5000/5000, validation error 1.330000 % +epoch 99, minibatch 5000/5000, validation error 1.330000 % +epoch 100, minibatch 5000/5000, validation error 1.330000 % +epoch 101, minibatch 5000/5000, validation error 1.330000 % +epoch 102, minibatch 5000/5000, validation error 1.330000 % +epoch 103, minibatch 5000/5000, validation error 1.330000 % +epoch 104, minibatch 5000/5000, validation error 1.330000 % +epoch 105, minibatch 5000/5000, validation error 1.330000 % +epoch 106, minibatch 5000/5000, validation error 1.330000 % +epoch 107, minibatch 5000/5000, validation error 1.330000 % +epoch 108, minibatch 5000/5000, validation error 1.330000 % +epoch 109, minibatch 5000/5000, validation error 1.320000 % +epoch 110, minibatch 5000/5000, validation error 1.320000 % +epoch 111, minibatch 5000/5000, validation error 1.320000 % +epoch 112, minibatch 5000/5000, validation error 1.310000 % + epoch 112, minibatch 5000/5000, test error of best model 1.220000 % +epoch 113, minibatch 5000/5000, validation error 1.310000 % +epoch 114, minibatch 5000/5000, validation error 1.310000 % +epoch 115, minibatch 5000/5000, validation error 1.310000 % +epoch 116, minibatch 5000/5000, validation error 1.310000 % +epoch 117, minibatch 5000/5000, validation error 1.310000 % +epoch 118, minibatch 5000/5000, validation error 1.310000 % +epoch 119, minibatch 5000/5000, validation error 1.310000 % +epoch 120, minibatch 5000/5000, validation error 1.310000 % +epoch 121, minibatch 5000/5000, validation error 1.310000 % +epoch 122, minibatch 5000/5000, validation error 1.310000 % +epoch 123, minibatch 5000/5000, validation error 1.310000 % +epoch 124, minibatch 5000/5000, validation error 1.310000 % +epoch 125, minibatch 5000/5000, validation error 1.310000 % +epoch 126, minibatch 5000/5000, validation error 1.310000 % +epoch 127, minibatch 5000/5000, validation error 1.310000 % +epoch 128, minibatch 5000/5000, validation error 1.310000 % +epoch 129, minibatch 5000/5000, validation error 1.310000 % +epoch 130, minibatch 5000/5000, validation error 1.310000 % +epoch 131, minibatch 5000/5000, validation error 1.310000 % +epoch 132, minibatch 5000/5000, validation error 1.310000 % +epoch 133, minibatch 5000/5000, validation error 1.310000 % +epoch 134, minibatch 5000/5000, validation error 1.320000 % +epoch 135, minibatch 5000/5000, validation error 1.320000 % +epoch 136, minibatch 5000/5000, validation error 1.320000 % +epoch 137, minibatch 5000/5000, validation error 1.320000 % +epoch 138, minibatch 5000/5000, validation error 1.320000 % +epoch 139, minibatch 5000/5000, validation error 1.320000 % +epoch 140, minibatch 5000/5000, validation error 1.320000 % +epoch 141, minibatch 5000/5000, validation error 1.320000 % +epoch 142, minibatch 5000/5000, validation error 1.320000 % +epoch 143, minibatch 5000/5000, validation error 1.320000 % +epoch 144, minibatch 5000/5000, validation error 1.320000 % +epoch 145, minibatch 5000/5000, validation error 1.320000 % +epoch 146, minibatch 5000/5000, validation error 1.320000 % +epoch 147, minibatch 5000/5000, validation error 1.320000 % +epoch 148, minibatch 5000/5000, validation error 1.310000 % +epoch 149, minibatch 5000/5000, validation error 1.310000 % +epoch 150, minibatch 5000/5000, validation error 1.310000 % +epoch 151, minibatch 5000/5000, validation error 1.310000 % +epoch 152, minibatch 5000/5000, validation error 1.310000 % +epoch 153, minibatch 5000/5000, validation error 1.310000 % +epoch 154, minibatch 5000/5000, validation error 1.310000 % +epoch 155, minibatch 5000/5000, validation error 1.310000 % +epoch 156, minibatch 5000/5000, validation error 1.310000 % +epoch 157, minibatch 5000/5000, validation error 1.310000 % +epoch 158, minibatch 5000/5000, validation error 1.310000 % +epoch 159, minibatch 5000/5000, validation error 1.310000 % +epoch 160, minibatch 5000/5000, validation error 1.310000 % +epoch 161, minibatch 5000/5000, validation error 1.310000 % +epoch 162, minibatch 5000/5000, validation error 1.310000 % +epoch 163, minibatch 5000/5000, validation error 1.310000 % +epoch 164, minibatch 5000/5000, validation error 1.300000 % + epoch 164, minibatch 5000/5000, test error of best model 1.190000 % +epoch 165, minibatch 5000/5000, validation error 1.300000 % +epoch 166, minibatch 5000/5000, validation error 1.300000 % +epoch 167, minibatch 5000/5000, validation error 1.300000 % +epoch 168, minibatch 5000/5000, validation error 1.300000 % +epoch 169, minibatch 5000/5000, validation error 1.300000 % +epoch 170, minibatch 5000/5000, validation error 1.300000 % +epoch 171, minibatch 5000/5000, validation error 1.300000 % +epoch 172, minibatch 5000/5000, validation error 1.300000 % +epoch 173, minibatch 5000/5000, validation error 1.300000 % +epoch 174, minibatch 5000/5000, validation error 1.300000 % +epoch 175, minibatch 5000/5000, validation error 1.290000 % + epoch 175, minibatch 5000/5000, test error of best model 1.190000 % +epoch 176, minibatch 5000/5000, validation error 1.290000 % +epoch 177, minibatch 5000/5000, validation error 1.290000 % +epoch 178, minibatch 5000/5000, validation error 1.290000 % +epoch 179, minibatch 5000/5000, validation error 1.290000 % +epoch 180, minibatch 5000/5000, validation error 1.290000 % +epoch 181, minibatch 5000/5000, validation error 1.290000 % +epoch 182, minibatch 5000/5000, validation error 1.290000 % +epoch 183, minibatch 5000/5000, validation error 1.290000 % +epoch 184, minibatch 5000/5000, validation error 1.290000 % +epoch 185, minibatch 5000/5000, validation error 1.290000 % +epoch 186, minibatch 5000/5000, validation error 1.290000 % +epoch 187, minibatch 5000/5000, validation error 1.290000 % +epoch 188, minibatch 5000/5000, validation error 1.290000 % +epoch 189, minibatch 5000/5000, validation error 1.290000 % +epoch 190, minibatch 5000/5000, validation error 1.290000 % +epoch 191, minibatch 5000/5000, validation error 1.290000 % +epoch 192, minibatch 5000/5000, validation error 1.290000 % +epoch 193, minibatch 5000/5000, validation error 1.290000 % +epoch 194, minibatch 5000/5000, validation error 1.290000 % +epoch 195, minibatch 5000/5000, validation error 1.290000 % +epoch 196, minibatch 5000/5000, validation error 1.290000 % +epoch 197, minibatch 5000/5000, validation error 1.290000 % +epoch 198, minibatch 5000/5000, validation error 1.290000 % +epoch 199, minibatch 5000/5000, validation error 1.290000 % +epoch 200, minibatch 5000/5000, validation error 1.290000 % +epoch 201, minibatch 5000/5000, validation error 1.290000 % +epoch 202, minibatch 5000/5000, validation error 1.290000 % +epoch 203, minibatch 5000/5000, validation error 1.290000 % +epoch 204, minibatch 5000/5000, validation error 1.290000 % +epoch 205, minibatch 5000/5000, validation error 1.290000 % +epoch 206, minibatch 5000/5000, validation error 1.290000 % +epoch 207, minibatch 5000/5000, validation error 1.290000 % +epoch 208, minibatch 5000/5000, validation error 1.290000 % +epoch 209, minibatch 5000/5000, validation error 1.290000 % +epoch 210, minibatch 5000/5000, validation error 1.290000 % +epoch 211, minibatch 5000/5000, validation error 1.290000 % +epoch 212, minibatch 5000/5000, validation error 1.290000 % +epoch 213, minibatch 5000/5000, validation error 1.290000 % +epoch 214, minibatch 5000/5000, validation error 1.290000 % +epoch 215, minibatch 5000/5000, validation error 1.290000 % +epoch 216, minibatch 5000/5000, validation error 1.290000 % +epoch 217, minibatch 5000/5000, validation error 1.290000 % +epoch 218, minibatch 5000/5000, validation error 1.290000 % +epoch 219, minibatch 5000/5000, validation error 1.290000 % +epoch 220, minibatch 5000/5000, validation error 1.290000 % +epoch 221, minibatch 5000/5000, validation error 1.290000 % +epoch 222, minibatch 5000/5000, validation error 1.290000 % +epoch 223, minibatch 5000/5000, validation error 1.290000 % +epoch 224, minibatch 5000/5000, validation error 1.290000 % +epoch 225, minibatch 5000/5000, validation error 1.290000 % +epoch 226, minibatch 5000/5000, validation error 1.290000 % +epoch 227, minibatch 5000/5000, validation error 1.290000 % +epoch 228, minibatch 5000/5000, validation error 1.290000 % +epoch 229, minibatch 5000/5000, validation error 1.290000 % +epoch 230, minibatch 5000/5000, validation error 1.290000 % +epoch 231, minibatch 5000/5000, validation error 1.290000 % +epoch 232, minibatch 5000/5000, validation error 1.290000 % +epoch 233, minibatch 5000/5000, validation error 1.290000 % +epoch 234, minibatch 5000/5000, validation error 1.290000 % +epoch 235, minibatch 5000/5000, validation error 1.290000 % +epoch 236, minibatch 5000/5000, validation error 1.290000 % +epoch 237, minibatch 5000/5000, validation error 1.290000 % +epoch 238, minibatch 5000/5000, validation error 1.300000 % +epoch 239, minibatch 5000/5000, validation error 1.300000 % +epoch 240, minibatch 5000/5000, validation error 1.300000 % +epoch 241, minibatch 5000/5000, validation error 1.300000 % +epoch 242, minibatch 5000/5000, validation error 1.300000 % +epoch 243, minibatch 5000/5000, validation error 1.300000 % +epoch 244, minibatch 5000/5000, validation error 1.300000 % +epoch 245, minibatch 5000/5000, validation error 1.300000 % +epoch 246, minibatch 5000/5000, validation error 1.300000 % +epoch 247, minibatch 5000/5000, validation error 1.300000 % +epoch 248, minibatch 5000/5000, validation error 1.300000 % +epoch 249, minibatch 5000/5000, validation error 1.300000 % +epoch 250, minibatch 5000/5000, validation error 1.300000 % +epoch 251, minibatch 5000/5000, validation error 1.300000 % +epoch 252, minibatch 5000/5000, validation error 1.300000 % +epoch 253, minibatch 5000/5000, validation error 1.300000 % +epoch 254, minibatch 5000/5000, validation error 1.300000 % +epoch 255, minibatch 5000/5000, validation error 1.300000 % +epoch 256, minibatch 5000/5000, validation error 1.300000 % +epoch 257, minibatch 5000/5000, validation error 1.300000 % +epoch 258, minibatch 5000/5000, validation error 1.300000 % +epoch 259, minibatch 5000/5000, validation error 1.300000 % +epoch 260, minibatch 5000/5000, validation error 1.300000 % +epoch 261, minibatch 5000/5000, validation error 1.300000 % +epoch 262, minibatch 5000/5000, validation error 1.300000 % +epoch 263, minibatch 5000/5000, validation error 1.300000 % +epoch 264, minibatch 5000/5000, validation error 1.300000 % +epoch 265, minibatch 5000/5000, validation error 1.300000 % +epoch 266, minibatch 5000/5000, validation error 1.300000 % +epoch 267, minibatch 5000/5000, validation error 1.300000 % +epoch 268, minibatch 5000/5000, validation error 1.300000 % +epoch 269, minibatch 5000/5000, validation error 1.300000 % +epoch 270, minibatch 5000/5000, validation error 1.300000 % +epoch 271, minibatch 5000/5000, validation error 1.300000 % +epoch 272, minibatch 5000/5000, validation error 1.300000 % +epoch 273, minibatch 5000/5000, validation error 1.300000 % +epoch 274, minibatch 5000/5000, validation error 1.300000 % +epoch 275, minibatch 5000/5000, validation error 1.300000 % +epoch 276, minibatch 5000/5000, validation error 1.300000 % +epoch 277, minibatch 5000/5000, validation error 1.300000 % +epoch 278, minibatch 5000/5000, validation error 1.300000 % +epoch 279, minibatch 5000/5000, validation error 1.300000 % +epoch 280, minibatch 5000/5000, validation error 1.300000 % +epoch 281, minibatch 5000/5000, validation error 1.300000 % +epoch 282, minibatch 5000/5000, validation error 1.300000 % +epoch 283, minibatch 5000/5000, validation error 1.300000 % +epoch 284, minibatch 5000/5000, validation error 1.300000 % +epoch 285, minibatch 5000/5000, validation error 1.300000 % +epoch 286, minibatch 5000/5000, validation error 1.300000 % +epoch 287, minibatch 5000/5000, validation error 1.300000 % +epoch 288, minibatch 5000/5000, validation error 1.300000 % +epoch 289, minibatch 5000/5000, validation error 1.300000 % +epoch 290, minibatch 5000/5000, validation error 1.300000 % +epoch 291, minibatch 5000/5000, validation error 1.300000 % +epoch 292, minibatch 5000/5000, validation error 1.300000 % +epoch 293, minibatch 5000/5000, validation error 1.300000 % +epoch 294, minibatch 5000/5000, validation error 1.310000 % +epoch 295, minibatch 5000/5000, validation error 1.310000 % +epoch 296, minibatch 5000/5000, validation error 1.310000 % +epoch 297, minibatch 5000/5000, validation error 1.310000 % +epoch 298, minibatch 5000/5000, validation error 1.310000 % +epoch 299, minibatch 5000/5000, validation error 1.310000 % +epoch 300, minibatch 5000/5000, validation error 1.310000 % +epoch 301, minibatch 5000/5000, validation error 1.310000 % +epoch 302, minibatch 5000/5000, validation error 1.310000 % +epoch 303, minibatch 5000/5000, validation error 1.310000 % +epoch 304, minibatch 5000/5000, validation error 1.310000 % +epoch 305, minibatch 5000/5000, validation error 1.320000 % +epoch 306, minibatch 5000/5000, validation error 1.320000 % +epoch 307, minibatch 5000/5000, validation error 1.320000 % +epoch 308, minibatch 5000/5000, validation error 1.320000 % +epoch 309, minibatch 5000/5000, validation error 1.320000 % +epoch 310, minibatch 5000/5000, validation error 1.320000 % +epoch 311, minibatch 5000/5000, validation error 1.320000 % +epoch 312, minibatch 5000/5000, validation error 1.320000 % +epoch 313, minibatch 5000/5000, validation error 1.320000 % +epoch 314, minibatch 5000/5000, validation error 1.320000 % +epoch 315, minibatch 5000/5000, validation error 1.320000 % +epoch 316, minibatch 5000/5000, validation error 1.320000 % +epoch 317, minibatch 5000/5000, validation error 1.320000 % +epoch 318, minibatch 5000/5000, validation error 1.320000 % +epoch 319, minibatch 5000/5000, validation error 1.320000 % +epoch 320, minibatch 5000/5000, validation error 1.320000 % +epoch 321, minibatch 5000/5000, validation error 1.320000 % +epoch 322, minibatch 5000/5000, validation error 1.320000 % +epoch 323, minibatch 5000/5000, validation error 1.320000 % +epoch 324, minibatch 5000/5000, validation error 1.320000 % +epoch 325, minibatch 5000/5000, validation error 1.320000 % +epoch 326, minibatch 5000/5000, validation error 1.320000 % +epoch 327, minibatch 5000/5000, validation error 1.320000 % +epoch 328, minibatch 5000/5000, validation error 1.320000 % +epoch 329, minibatch 5000/5000, validation error 1.320000 % +epoch 330, minibatch 5000/5000, validation error 1.320000 % +epoch 331, minibatch 5000/5000, validation error 1.320000 % +epoch 332, minibatch 5000/5000, validation error 1.320000 % +epoch 333, minibatch 5000/5000, validation error 1.320000 % +epoch 334, minibatch 5000/5000, validation error 1.320000 % +epoch 335, minibatch 5000/5000, validation error 1.320000 % +epoch 336, minibatch 5000/5000, validation error 1.320000 % +epoch 337, minibatch 5000/5000, validation error 1.320000 % +epoch 338, minibatch 5000/5000, validation error 1.320000 % +epoch 339, minibatch 5000/5000, validation error 1.320000 % +epoch 340, minibatch 5000/5000, validation error 1.320000 % +epoch 341, minibatch 5000/5000, validation error 1.320000 % +epoch 342, minibatch 5000/5000, validation error 1.320000 % +epoch 343, minibatch 5000/5000, validation error 1.320000 % +epoch 344, minibatch 5000/5000, validation error 1.320000 % +epoch 345, minibatch 5000/5000, validation error 1.320000 % +epoch 346, minibatch 5000/5000, validation error 1.320000 % +epoch 347, minibatch 5000/5000, validation error 1.320000 % +epoch 348, minibatch 5000/5000, validation error 1.320000 % +epoch 349, minibatch 5000/5000, validation error 1.320000 % +Optimization complete with best validation score of 1.290000 %, obtained at iteration 875000, with test performance 1.190000 % +The fine tuning code for file DBN.py ran for 191.39m diff --git a/code/DBN_plots/filters_at_layer_0_epoch_19.png b/code/DBN_plots/filters_at_layer_0_epoch_19.png new file mode 100644 index 00000000..aa919274 Binary files /dev/null and b/code/DBN_plots/filters_at_layer_0_epoch_19.png differ diff --git a/code/DBN_plots/filters_at_layer_0_epoch_29.png b/code/DBN_plots/filters_at_layer_0_epoch_29.png new file mode 100644 index 00000000..ea2256e4 Binary files /dev/null and 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b/code/RBM_plots/samples.png new file mode 100644 index 00000000..f88f0503 Binary files /dev/null and b/code/RBM_plots/samples.png differ diff --git a/code/RBM_plots/weights b/code/RBM_plots/weights new file mode 100644 index 00000000..981a11b2 Binary files /dev/null and b/code/RBM_plots/weights differ diff --git a/code/SdA.py b/code/SdA.py index fafa73b5..f934d403 100644 --- a/code/SdA.py +++ b/code/SdA.py @@ -43,6 +43,12 @@ from mlp import HiddenLayer from dA import dA +try: + import PIL.Image as Image +except ImportError: + import Image +from utils import tile_raster_images +import math # start-snippet-1 class SdA(object): @@ -325,7 +331,8 @@ def test_score(): def test_SdA(finetune_lr=0.1, pretraining_epochs=15, pretrain_lr=0.001, training_epochs=1000, - dataset='mnist.pkl.gz', batch_size=1): + dataset='mnist.pkl.gz', batch_size=1, + output_folder='SdA_plots'): """ Demonstrates how to train and test a stochastic denoising autoencoder. @@ -367,7 +374,8 @@ def test_SdA(finetune_lr=0.1, pretraining_epochs=15, sda = SdA( numpy_rng=numpy_rng, n_ins=28 * 28, - hidden_layers_sizes=[1000, 1000, 1000], + hidden_layers_sizes=[1024, 1024, 1024], + # hidden_layers_sizes=[100], n_outs=10 ) # end-snippet-3 start-snippet-4 @@ -381,6 +389,9 @@ def test_SdA(finetune_lr=0.1, pretraining_epochs=15, print '... pre-training the model' start_time = time.clock() ## Pre-train layer-wise + if not os.path.isdir(output_folder): + os.makedirs(output_folder) + os.chdir(output_folder) corruption_levels = [.1, .2, .3] for i in xrange(sda.n_layers): # go through pretraining epochs @@ -393,6 +404,20 @@ def test_SdA(finetune_lr=0.1, pretraining_epochs=15, lr=pretrain_lr)) print 'Pre-training layer %i, epoch %d, cost ' % (i, epoch), print numpy.mean(c) + da = sda.dA_layers[i] + image = Image.fromarray( + tile_raster_images( + X=da.W.get_value(borrow=True).T, + img_shape=(int(math.sqrt(da.n_visible)), + int(math.sqrt(da.n_visible))), + tile_shape=(int(math.sqrt(da.n_hidden)), + int(math.sqrt(da.n_hidden))), + tile_spacing=(1, 1) + ) + ) + image.save('filters_at_layer_%i_epoch_%i.png' % (i, epoch) ) + + end_time = time.clock() @@ -483,7 +508,27 @@ def test_SdA(finetune_lr=0.1, pretraining_epochs=15, print >> sys.stderr, ('The training code for file ' + os.path.split(__file__)[1] + ' ran for %.2fm' % ((end_time - start_time) / 60.)) - + for i in xrange(sda.n_layers): + da = sda.dA_layers[i] + image = Image.fromarray( + tile_raster_images( + X=da.W.get_value(borrow=True).T, + img_shape=(int(math.sqrt(da.n_visible)), + int(math.sqrt(da.n_visible))), + tile_shape=(int(math.sqrt(da.n_hidden)), + int(math.sqrt(da.n_hidden))), + tile_spacing=(1, 1) + ) + ) + image.save('filters_at_layer_%i_fine_tuned.png' % i) + os.chdir('../') + return sda if __name__ == '__main__': - test_SdA() + sda = test_SdA(output_folder='SdA_plots') + # test_SdA(pretraining_epochs=1, training_epochs=1) + import cPickle + save_file = open('SdA_plots/weights', 'wb') + for p in sda.params: + cPickle.dump(p.get_value(borrow=True), save_file, -1) + save_file.close() diff --git a/code/SdA_eval.ipynb b/code/SdA_eval.ipynb new file mode 100644 index 00000000..a4031e01 --- /dev/null +++ b/code/SdA_eval.ipynb @@ -0,0 +1,335 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:8867a0f84c1bd5fc3ffb6fc6db8939b41b1f29910e1e76c173b7a35777bf13fc" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Stacked Denoising Autoencoder(SdA) \u306e\u8a55\u4fa1(Eval)\u30b9\u30af\u30ea\u30d7\u30c8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SdA\u5fa9\u5143 (\u5c64\u30b5\u30a4\u30ba: (28*28) --> 1024 --> 1024 --> 1024 --> 10)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "weight_file_path='SdA_plots/weights'\n", + "dataset='mnist.pkl.gz'\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "import matplotlib.cm as cm\n", + "%matplotlib inline\n", + "import numpy\n", + "import theano\n", + "import theano.tensor as T\n", + "import math\n", + "import sys\n", + "from theano.tensor.shared_randomstreams import RandomStreams\n", + "from utils import tile_raster_images\n", + "from logistic_sgd import load_data\n", + "from SdA import SdA\n", + "import cPickle\n", + "\n", + "# Random Generators\n", + "rng = numpy.random.RandomState(123)\n", + "theano_rng = RandomStreams(rng.randint(2 ** 30))\n", + "\n", + "# DBN \u521d\u671f\u5316\n", + "sda = SdA(numpy_rng=rng, theano_rng = theano_rng,\n", + " n_ins=28 * 28, hidden_layers_sizes=[1024, 1024, 1024], n_outs=10 )\n", + "\n", + "# \u91cd\u307f\u8aad\u307f\u8fbc\u307f\n", + "weights = open(weight_file_path)\n", + "for p in sda.params:\n", + " p.set_value(cPickle.load(weights), borrow=True)\n", + "weights.close()\n", + "\n", + "# DBN \u8a55\u4fa1\u95a2\u6570\n", + "x = T.matrix('x')\n", + "sda_eval = theano.function([ x ], \n", + " sda.logLayer.y_pred,\n", + " name='sda_eval',\n", + " givens = { sda.x: x })\n", + "\n", + "# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u8aad\u307f\u8fbc\u307f\n", + "datasets = load_data(dataset)\n", + "train_set_x, train_set_y = datasets[0]\n", + "valid_set_x, valid_set_y = datasets[1]\n", + "test_set_x, test_set_y = datasets[2]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "... loading data\n" + ] + }, + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "Using gpu device 0: GeForce GT 650M\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##\u5fa9\u5143\u3055\u308c\u305fSdA\u306e\u4e2d\u9593\u5c64\u306e\u8868\u73fe\n", + "### \u7b2c1\u96a0\u308c\u5c64" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "da = sda.dA_layers[0]\n", + "plt.imshow(tile_raster_images( X=da.W.get_value(borrow=True).T,\n", + " img_shape=(int(math.sqrt(da.n_visible)), int(math.sqrt(da.n_visible))),\n", + " tile_shape=(int(math.sqrt(da.n_hidden)), int(math.sqrt(da.n_hidden))),\n", + " tile_spacing=(1, 1)),\n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 2, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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488038Xg8uFwu8vPz6e7uxmQyIZVKycjIoKenh9TUVLRaLZmZmWRlZZGWlkYgEEClUuH3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s0Pv7hA/D9ffP4V4Mc2m63qP3xdW3t7u3gN7927h6OjI15eXty+fRtXV1cefvhhbt++TWRk\nJP/4j/8o2G1F0HV1dRUGvbOzMzk5Odjb28vx8/r16ywvL2MwGEhOThbQZWhoKD/96U/ZuXMnMTEx\nsp93cnKS2up7773H3r17aWhokDBMQEAAp06dYtOmTRKl9fPz48aNG+zfv19go7W1tXLVdnd35/r1\n6/LMlpWVxenTpzlw4ADvvPMO27ZtkzLK2toaX//617l16xZeXl58+umn/MM//APz8/MSlhodHZUZ\nysTEBMvLy8zNzREfH8/GxgZOTk4sLCzInUEN0VTWwGAw0NHRQUtLC729vRw5ckRAr8pWrYhA5eXl\nrK6uitFKpSsPHz4sK+FNmzYxOTlJW1sbO3fuxN3dnX/913+lvr6emJgY9Hq9nIx2794tkhwvLy85\n1o6Pj+Pk5MSBAwekAq6SlS0tLWRnZ+Pr64ter2d8fFzmHDqdjrW1NUpLS7FarSLA/f73v097ezsd\nHR0EBQWxurpKeHg4169fJysrSyrLHR0dEugym80CflEpRmXAevnll2lpaZGBqTI3qc2Bmuir47mL\niwslJSW88MILtLa2Ym9vD4Ber6eqqorjx49z69YtPD09BZ3/7rvvEhYWRldXF0pIrNFomJ6elgvO\n/Pw8VVVVREdHC/re29sbLy8v6atMTk7y4IMPcvXqVbFYqVnFzZs3ee655zhx4sT/cYD4/zUz6ARe\n1mg0LsAysBOoBhaAp4BffPHvT774/GLglEajeY3PHw8MX3z+//ZRX18v6zJVGgLIz89ndXWV//E/\n/gcnTpzgO9/5Dm+++SYffvihWGHUFTg/P5/h4WGJh2q1Wh566CFaWlqEVOzj48Py8rIc2U+dOiVx\nY0WesVgsREVF0dbWRmJiIpOTkzJAzMvLkwFOWFiYNPecnZ1pb28nNzdXRKFarRabzUZPTw8BAQGY\nTCb27dvHjRs3OHDgAI2Njfzt3/4tHR0dPP3007i7u8sp4K233mJ+fl4U4d/97neFZqNWcsqwe+nS\nJYKCgkS1trq6KhdVvV4v4hYVmmlvbycyMpKysjIAent7JSTU39+Pi4uL1K8VL9LPz4+YmBhZf8bE\nxMizrVpfLS0t0dTURHZ2Nh4eHty6dYvnn3+eqqoqgassLCzIY5PZbMbf31905Fu3bhVXxsbGBuvr\n67LS1Ol0MjxTAlHVi/D19ZWBpRLcJiQkCBdCDdAWFhYICwuT9acqCQUGBnL+/HkyMzO5c+cOycnJ\npKSkiDFZKddUpX1gYIBNmzYRHh5Oe3s7vb29PPbYY7S3t8vvFRQURHNzM8eOHSMsLIz29nYxZhmN\nRpKSkkhMTGRoaIg9e/ZgsVjE8GWxWOTvGxISIpg+FZRTHM+8vDxpNQJCAu/q6kKn0xEdHc3Zs2dx\ncXEhOzsbR0dHRkdH0Wq10gz9so//P6vFF794w28A9cCzgDtwBgjjf18t/t98vlpcB75js9lK/pOv\nabt9+zYLCwtER0fz29/+Vnx/Li4uGAwGqqs/v4b4+/uLSHVxcRE7Ozv6+/vZsWMHq6urYvBVz3oq\nehsSEsKmTZsYHx9Hp9MRFBTExsYGdXV1PPXUU5hMJm7fvi1VZjUFXl5extnZmRs3buDl5UVISAib\nN2/m4sWLREdHY7VasVqtlJWV8cgjj8j6sbW1lQcffFBIOWNjY/KC1Gq1FBUVyQ9PST5HRkbYv38/\nZrOZ5uZmHnvsMYkgK2SZwqq1tLSg1+uxWq3SvQ8JCRGZ6fDwMCdOnKCjowODwcD9+/eJjY2ltbWV\n2dlZAYGqzUptbS2FhYViiJ6cnCQwMJB79+7JFNtisZCSkiLeRtWZV/TeiIgImpqapFnn4ODA6uqq\neBzUOk/JZdTpRa3D1tbWCAsL4+7du0RHR7OyskJjYyPr6+tSXlJNSp1OJ3fv6elpTCYTU1NT5OXl\nUV1dTUREBF5eXvT29hIQEEBzczMnT55kZmYGb29vOTFqNBr6+/sleal0ZwEBAfj5+XH//n36+voY\nHx8nJyeH1dVVKioqOHz4sLgmFENSbYuCgoIYGRnBz89PlGpqaGlvb09ISIisHBXIVL1mVcLRarUy\nOztLeHg4Op2O2dlZ5ufnqampEYcHQEBAgBijo6KiZLOjBqMeHh5CiPLz85OL6fT0NC4uLuzevfu/\n3lq02Wyv2Gy2zTabLdlmsz1ls9nWbDbblM1m22mz2WJtNttudSH44vN/brPZYmw2W/x/diFQH6oO\n3NTURFxcHNu2bROqTF9fHz4+PqysrBAREcHc3BwxMTH4+PiQkJBAeno6169fx9HRkbt37+Li4kJ1\ndTUHDx7E398ff39/cnJyhHOo1pYDAwPs27ePuro6/vjHP5KTk0NlZSX9/f2i2mptbaW2thYPDw8m\nJyfJz89naWmJtLQ0vLy82LVrFzqdjkceeYTMzEympqbo6+vjgQce4OTJkxQXF4tuTavVcvr0aS5f\nvszg4CDT09NSYVbiDdVvmJ6eZmVlBQcHB8bGxkSz5efnh9VqJSwsTGqsCQkJxMfH09HRgdVqJSAg\ngGvXrrG6uioBqri4OKxWKxMTE+h0Oqqrq7l06RIXL17k97//PUNDQywvL0t4xcPDg+rqamE4btu2\nDaPRiNlsJi0tDV9fX8GnLS4usmnTJnx8fLBarbS1tUl0ODMzk6SkJCHyqLtqYmKiUIdVf2N8fFyA\npnfv3hULVH5+Prt27aK1tRUfHx/a2toIDAxkz549VFVVSSRbDT49PT3lzZeQkMDLL79MTEwMRqMR\nLy8vyTc0NjbS/4WZaWJiQiC3ZWVlIlNxdnYWYGtLSws6nY709HQZ9AUEBODq6iqPAC0tLTQ0NHDr\n1i16enq4cOECAA4ODhQUFLCwsEBnZyf37t1j69atLC0tsX37doqLi/9itqXX68VR0dfXh4uLiyDz\nw8PD5fFArUzn5uZoamoiLy9PbOAajYapqSkWFxdxcnISua2dnR2JiYnExMR86Xv9r5ZAVD11Bb3w\n9/cHPpdaNDc3s3//fkwmkxwtVcXX39+f8vJykpOTuXPnDhFfaMMVoLOpqYnW1lYsFos0uDQajQSX\nLl26hL29PfHx8XLXW1hYICkpiRs3bhAZGUlBQQFmsxmdTifykxs3bpCamipv7M8++4zk5GRmZmYY\nHR3lRz/6EZGRkRQWFor0dW5uTnIQSus2ODiIh4cHH3/8sQBcmpqa2LRpE+7u7nh5eYlVWqfTsbGx\nwczMDM3NzURERFBeXi4EHG9vb2pqaggICKCjo4Pt27dz9+5dhoeHqaioQK/Xc//+fYqKihgcHBSu\no9KDqxDL+vo609PTnDx5EqvVKsSj7u5umaFMTU3R3t5OeHg4/v7+rK+vMzg4KNpwBY9dXFykrKxM\nCFUqIFRRUYFGo8HJyUnu+NHR0SQnJ9PX14efnx9ZWVn4+flx+fJl7t69K5uAlZUVmpubSUxMlDtl\ndHQ0ZWVlpKen8/DDD2MwGLh79y7Hjh0T3p+LiwthYWFMT0/z05/+lBMnTogrQ22NlpaWMJvN2Gw2\ntm/fzvj4OJOTk9y5c0dyCTU1NRQWFtLd3U1QUBCXL1/mX/7lXyQG7ufnh4ODg7RnU1NTZZby0EMP\nyc/q9OnTODs7y/cpLy9PoLAtLS0UFRWxurpKUlISq6ur9Pb2EhwcjJOTk5xE29vbiY+PFxiqTqdj\ncnKSrKwsOUGrn5/6eTs5OeHt7c3IyAi///3vv3px5J07d3Lw4EGio6NJTEwkKyuL27dvs76+zgsv\nvCASk1deeYUdO3YIOSYsLIyBgQEh6RYVFUmIqLa2lvj4eOEDnjlzhtzcXHp6euSHtLS0RE5ODi4u\nLtTU1LC8vCyo8uTkZFm/zMzMkJWVRXl5OV1dXfKGUwO/xMREFhcX8ff3x9HRkccff5wXXngBT09P\nqqqq5EJnZ2eH0WjE3d2dmZkZkZE89thjzM3NCbxUKcIcHR1JTU3l7//+7yUYtbKyIpBQVQ9W1Gcl\nlVlbWxPS8tNPPy3DwM7OThITEykvL5fyksViITIykoCAAPR6PQMDA4SFhdHQ0MC9e/cEF+/l5UVo\naCgnT56UR5mlpSXxXy4uLjIwMIC3t/dfPJaoXMPa2pqARb29vfHz85Ok3srKCpGRkQwPDwsaTIlu\nh4aG2L9/P+Xl5QDs27cPb29vbt++zeDgIBkZGZw6dUq2FfX19Vy4cIHCwkLu3LlDaWkpTzzxBNHR\n0XR3d+Pp6cnXvvY1KQbZ2dkRHh7O5cuXiY+PZ25ujqWlJXJzc5mamiIgIIB9+/Zx/vx5EdeoVF9g\nYCBbtmzh448/xtHRUU5XalullO579uwR7iV8TmwqLCwkICCAM2fOSM1ZhdNU1FxBe1T/wGQy0dHR\nQWlpKWNjY7KZ+Pjjj1lYWCA4OJhPPvmEwMBAysrKiIyMJCgoCICUlBR0Oh3Ozs588sknWK1Wzp49\n+9W7GBQUFFBSUiL7XkdHR/HYKxLx8PAwCwsLokdTUsw333yToqIi+vr6cHd3p7+/X5TWavCnml3t\n7e2kpqbyu9/9jv/23/4bp0+flqinzWaTaezY2BhDQ0OEhYWh1WpJSEjg6tWrHDt2TPRnKtmXn5+P\nh4cHs7OznD9/nr1796LX68UNYLVaRY9+6tQpdDqdzC8iIiL4zW9+I/IUb29vKQnt27ePhYUFvvvd\n77KysoKbm5t4E6OiomhtbSUwMJCamhp2796Nn58fjo6OtLS0cOTIETo7OwXrpQQmnZ2d8pi0adMm\nrl27xv79+7G3t8dqtTI0NIS9vT3e3t5yZz5z5gy7d+8WPqHZbKa7uxt7e3tiYmLE5jw/P09gYCDp\n6eno9XrBfKlSzsrKCgkJCQB0dXVRU1ODv7+/XATUHj8kJASr1UpzczMBAQGMjIzQ1NTEc889h6+v\nL/Pz80xNTZGfn09XVxfR0dEYDAa5GGzZskVWoup0pvIp8/PzjI+Pi0Gpr6+P+fl5+vv7iYmJ4e7d\nu3h4eLBv3z7efvttYUT+67/+q8BiVbR7fn6e3t5eKioqeOGFFwgNDSU8PJyamhqysrJEhZeXl0dz\nczODg4Okp6eL59PBwYGjR4/i7u5OSUmJPG488MAD0pvx9PSkv7+f1dVVNBoNn332GUVFRTz00EO0\nt7ezvLxMZWWl2JQCAgLIzc3lww8/5Bvf+Abnz5/Hy8uL8PBwJicn8fLyoqWlhePHjzM/P88777zz\n1bsYpKSk8Oyzz1JcXCwTXzWNT0hIEBHGxsaGHPfVIFC11NSbZG1tja6uLjo6OkQ79sQTT2BnZ0dK\nSoqsFK9du8ZLL71EaGgou3fvprq6moWFBXmuGh8fZ2hoiLKyMhFUKCFKR0cHYWFhREZGSoT5woUL\nJCUlUVxczPbt2/nWt75FQUGBRIcNBgPh4eGCpFIDJx8fH2JjY+Xv0dHRQVpaGkFBQQQGBoqyTNF8\n7e3tqa2tJTQ0FH9/f5ydnWVg2tvbS2NjI/Hx8ZSVlQn8Q60kS0tLpQ9RU1ODo6MjkZGRXLlyhcTE\nRBwdHdHpdJw7d46SkhJCQ0OJiYkRbp6CvERFRbFz5076+/vJyMhgYGAAf39/7t27xz/90z8RHBws\nApGRkRHa2tqIiYlh165drK+vC5kpODiY6elpZmZmKCoqIjc3l9DQUG7dusXf/d3fUVxczN69e1lf\nXxdwrJqxlJSUSKt0fX2d9fV1goKCsLe3p6urS5DkkZGRdHV1ERgYSEtLC/Hx8URGRrK8vExCQoIM\nkpeWlkhMTMTV1ZXi4mLc3NzQaDQsLS3xzW9+k4WFBRlepqSk4ODgQFxcnAypP/zwQ2ZnZ8V9oJKu\nVqtVXBQK+a/u9tXV1aysrJCVlSXyHXd3d2ZnZ3F3d6e+vp6srCzW1tZwd3cnKCiIDz/8EDc3N3Q6\nHfv27ROYitqCXbt2TcCnNptNVG1ra2sCgl1aWqK+vp7i4uKv3sXg6aefpqOjg+npab72ta9RX19P\nTU0NERERmEwm1tbWBOdVX1+Pq6srgYGBREZGSimmqqoKnU7H2NgYU1NTJCQkUFdXx7Zt28QsND4+\nzp07dwgLC+N73/sef/zjH9m+fTt//vOfSUpKAsDPz4+EhAQmJyeJi4uT/rnBYMDR0ZH33nuPqKgo\nFhYWaGpqkm90fHw8Go1GqEYGg4Hl5WVsNhtHjhzh5s2bcuecnp7GarX+hSQlLS2NqqoqCgsL5Y2y\nuroqFz/FzFdUG6PRKIJVNWPx9/fn4MGD/K//9b/k6D42NiYXGHWSeOKJJ/Dy8sLLy4vNmzfT09OD\nk5MTW7duZXh4mOPHjxMTE4OHh4ecQBSYVIFa1TBNo9HIRdHPz4+dO3ditVqZm5tjZGSEQ4cO4evr\nK4Mv9Yzf3d2Nm5ubyGHr6+txc3MTH6TasnR1daHRaKT6rYhUCk7a3d3NZ599hoeHB9PT03KCUgxF\n5bDw9PRkx44d4kVUAFm1GlZrt4WFBRISEpidncXHx4elpSWJKyveofIn9Pf3yz9q9TcyMsLCwgK7\ndu2ivLycXbt20dbWhsFgYHBwUJTqAKmpqczOzspWxsPDQ7DtSutntVrFIWo0GgkJCRFVWkREBGfP\n/r/tvWlwm9d59v97AIIkCIDgvpPivu8UxVW0SJuypEiWHceREtmp520St1Mnr920yt9J2jhtOk7e\ntONOknG8pnaspbIk21ptydpMiVq4SSIJ7vsq7gA3kOCC/wfpuWt3pssnW57hmdEIBCjxgADOc859\nX9fvOoKvr68EtCwtLTE9Pc3S0hLBwcG4urrKQqLyJNrb24mNjeXtt9++/4Co+/fvl8r49evXCQwM\nxGq10tfXJ5z8oaEhYmNjKSwsZHJyktXVVfmANzc3s3PnTuHlnz17Vs7ENTU1ABiNRnx9ffnBD36A\nm5sbwcHB3Lx5UzDYoaGhnDlzhsXFRUwmExkZGQwODsq2dNOmTQQEBKDRaOScrdVqqa2tlVAX9ert\n6elJZGQkfX19pKSkoNFoWF1dZWhoiLi4OOlb19TUSNuns7OTsbEx8vPzqa2tJTo6mpaWFhITE0Ud\n2NfXJwukSueJi7jrCTYAACAASURBVIvj3LlzrK6ukpiYyOTkJDMzM+Tl5XHt2jXy8/OlS6Fuye/9\n3oXnqIbGXLp0iYCAAHbu3CkfsMnJSUJDQwWcomYMNjQ0sLy8LMnPaiSboii0t7ezsrLCtm3bmJ2d\nlYVVJS+pr19bWxsLCwv09/dLArfdbmf9+vVcvHhRQmPb2tqkDVlRUUFmZqbAXtUzsU6no7+/n6qq\nKvGnmM1mGhoa0Ov1BAcHExUVxczMDN3d3cKCmJycFOry1NSU1FFUVLvJZBIPiKpnUJ2OFouF6Oho\nQkJCBMpjMpkkPXpxcZGbN28KiFcNmGlra6Orq4vU1FTWr18v32ez2QTjb7FYKCkpYW5ujtnZWcLC\nwqirqyMkJITJyUkKCgpk16iqXMPCwpibm0Oj0Qgd2tPTU3Y58/PzOJ1O6U4UFxf/l63FL21n8MIL\nL0joqpeXF3a7XUIvAgIC6Ojo4Pnnn6etrY3p6Wn8/f0ZGBigqqqKQ4cO8Td/8zecOnWK+Ph4McFo\nNBoBaajIL/XYERsby+nTpxkdHWVsbEyuZk1NTYJS9/Pzw2q1cuvWLfR6Pd7e3vJCJyUlyQunRrmr\nkAz1AxwWFibFpGPHjmG32ykoKMBoNMoWVm0RmkwmCVYtLS2Vq0NERARZWVnU19dLLJnNZhPq85Yt\nW2hubqakpIS+vj55UxcVFeHq6orFYhHeQ2BgIM3NzfT09JCbm8vk5CQZGRnS67ZYLPKza2tryc3N\nJS8vjwceeIBbt25RXFxMUFAQt2/fFp6ealnOy8tDp9Nx4MABVldXKSwslMCTxsZGwaYVFBQwMTEh\n4pqKigqMRiPbt2+nrq4OgFu3blFdXc27777L7OwsRUVFBAQESOCpCm65c+cOo6OjdHd3izZAFT6F\nhYWRkZFBU1MTxcXFgg2/ffs2V65cEdGYKtxSLfMqeVin0wlIxd3dXY51qnBLpWenp6fT0NAgEeoq\nll7FusXHx0tv383NjQcffFA8JEVFRdJS7+jooKKigq9//euCNW9ubiYmJobo6Gh0Op3UzFSEnRru\nU1tbKzvL1dVVIYy7uroSFBREZ2cnRqORrKws0boYDAZGR0c5ePDg/ZeoZDQamZiYICMjQ4JN1Dfa\n1NQUP/7xj/ntb3/Lli1bWFhYwGKxsLy8jNlsZu/evfJYeHi4oMtcXV2x2+3iSlRluTqdjitXrpCc\nnExoaChRUVEYjUZcXV3x8/MTsOef/vQnzp07J0WvpaUlent7+f3vfy99+N///ve0trbS2dlJR0cH\nR48eFfKN1Wqlrq4OvV7P3r17xSzU2dnJhx9+SFtbGzMzM2RlZeHv709nZ6dIe6empiSZ58iRI3Lm\nr6ysJDQ0FD8/P/HYu7m5UVtbK9tK9Wzf1NQktYvS0lJiY2PR6XQ88MADgj575513MBgMJCYmcufO\nHUG4FxcX8+yzzxIWFkZ1dTXR0dH80z/9E1arlZycHNra2jCZTFRUVEhNQHUU+vv782//9m9C7V1Z\nWSEmJkbkvBaLhbNnz+Lv78+mTZt45JFHCAwMZPfu3XKWf+qpp9i0aRMbN27k8OHD/Pa3v2VkZIQ9\ne/YIwuvatWu8+uqrfPvb3+aFF17gtddeE6tzfHw8169f52c/+5kE1q6urop+RXV09vf3C0A2KiqK\n3NxcsrOziY6OZtu2bdKSU9WPTz75JJGRkeh0OnlM7QQsLCyIuzAuLg6tVsutW7fk9YyKiqKqqorl\n5WU8PT1ZWVlh3bp1tLW10draysaNGwkODha6UllZGYODg1y6dIna2lrBqo2MjJCdnS0hr2lpaZ8T\ntlmtVo4cOYLZbEaj0eDj40NUVBTXrl3DYDCICldVLv5X40vbGajBmlarleXlZQFbmM1msWQqisLw\n8DDZ2dki3XziiSc4d+4cu3fv5uzZs9KSVI0Y3d3dRN4LbtXr9eh0OgoLCyVdyNXVVbbQcFcWHR0d\nzfz8PMPDw2RkZEhYSVJSEunp6WzatInTp0+zc+dO4uPj6enpwWQyodfr+fM//3MaGxulEKam7yws\nLIi2YGZmhu9973v4+/tz7tw5mpqa+OSTTySK3eFwoNFoaG5upqioiPr6ei5evEhSUhJbtmzh7Nmz\ncnXy9fVlcXGR7u5uiUNTJd2Li4s0NzfT1NQkmZQRERHs27eP4eFhjh49yrPPPivorsDAQEJCQhgb\nG+PmzZt0dXVx5swZ9uzZQ3d3N2lpaRIxr1KfVLxbT08PNTU1ZGdn09LSwtNPP83Q0BBtbW2i+hsb\nG2PPnj34+vrS29vLhQsXKCkp4dy5cwC89957bN++XajIatW+pqYGV1dXvv71r6MoCt3d3TgcDn79\n618TERHBsWPH2LVrF+vXr2diYoInnngCNzc3ent7xdzm7u5OU1MTc3NzPPPMM2RkZMh2emZmRuTN\nc3Nzkpfwt3/7t8KlUMVAJSUl8rtS4/EsFgudnZ2Ul5djtVo5ffq0ZFQ+/PDDEsVWXV3N1q1bRcyk\nHveqq6vJy8vDxcVFdDQq3v7KlSuym1B3SXV1dfj6+vK9731PEq5VunVQUBDXr19n69at6PV6Kioq\nRNodGxvL4OAgZrOZubk57Hb7/dlN2L17t+QmOhyOzxFb2tvbWVpaoqWlRUAQaWlpdHd3i2ijsrJS\n8gPGxsbo6OjA39+f2dlZ/vqv/1qUWAaDgbi4OAoLC6X3Hh8fz8WLF9Hr9QwODrK4uMj169cJCAgg\nJCQEFxcXGhoaKC8vZ2RkhKqqKsl9VNufk5OTTE9PiwlJxYyp20gV2DI/P4/RaGTfvn2iiCwvL6ez\ns1N8EePj48zNzREeHo7NZmN6eppNmzZhsVhEJpuSksLi4iLbtm3jqaeeIiUlhbGxMQDy8vIkqHVp\naQmtViu8AZPJRGJiIgUFBQQFBREWFsYPfvADysrKOHfunODZgoKC2LlzJ8PDw3R0dODu7k5jYyOb\nNm3i1q1bTE9PU1lZKUrJsLAwMZLp9XpiYmLkCJCTk4Ner6e8vFwIScPDw0JQjo2NZXJyUvwAo6Oj\nkqV48eJFMjMzKS0tZXBwEI1Gw5kzZ3jsscfQaDSiEH3++ecxmUxCenJ3d+fChQsUFxfz4IMPMjY2\nhl6vl5TtkydPsmHDBolIMxqNTE9Piw5AXTTz8/PR6/VMTk4KW2J+fv5zu4WmpiZyc3OFgxkXF0dy\ncjIBAQG8/vrr4jBU6VphYWHiVVheXmbPnj288sorYlk+d+4cJpOJgoICEdgNDQ0RFhaGq6sreXl5\nPPTQQ7z22mv88pe/lMwLlR86MTGBr68vN2/eFDt+WFiYdOB0Oh1HjhyhrKyMf/3Xf73/FoNf/OIX\n8oKkp6fzwQcfEBERQUhICBqNRlpZ6pkdkPOeCi69ceMGsbGxWCwWWlpaRAeusvlmZ2fx8fEhPDxc\n2iw1NTWSe6+e+wcHB+VKnpuby6uvvkpRURGRkZHMzs6SmprK7Oys6PmbmpoYHR2luLhYpNAq+yAk\nJAQ/Pz9GR0el0JaQkEBtbS1xcXEYjUZCQkIAJPwjNjaWrq4uVlZWaGhoID8/H4vFInCM6elp3Nzc\niIqKYnx8HKPRiN1u52tf+xqrq6t0d3fz1ltvCb0oMzOTyspK3NzccHFxobu7m8DAQBoaGsR6PDc3\nh16vl7gwFaZaWFhIRkYG7e3t2Gw2xsbG+MMf/sCuXbsYHR1ldXWV5ORkSkpKgLtW2y1btogSMyUl\nRc7458+f5+rVqzidTlxdXRkbGyM9PZ3k5GTy8/OprKzkj3/8oxxxNmzYQGFhIVqtlosXLxIVFYWH\nh4f4ItQOyJYtWxgaGuLkyZOkpKTg6elJe3s709PT+Pr6YrVapRqv+iW8vLzo7+8nOzsbi8WCzWaj\ns7NTZOv9/f3ExMSQmprK0tISer0eV1dXiVZTK/Rq6pfZbGZ0dJT8/HzJlTxx4gQhISEiD8/NzSU5\nOZn6+nocDgeJiYkCU3FzcyM9PZ2LFy+yZcsWxsfHqa6u5vHHH+d3v/sdTz31lKg33377bWEtqsVH\nNXdyZmaGlpYWysvLpbPi6+uLTqfD1dVVFgyNRoPZbOaVV165/xaDvLw8PD09pUji7e0tiPOAgAAs\nFgtVVVVylbFYLHR1dREdHS2wy9DQUAICAhgdHRU9//DwsFyxNRoNXV1d7Ny5U5Ds0dHRcg52cXHh\n+PHjEk1utVqJjIxkbm5Osu41Go04/1Q6bWRkJGfOnBHgxuDgIC+++CJms1m2oCMjI5L3p/rnfXx8\naG9vZ2JiguXlZcnlU48k6ra+tbWVxcVFAXLcuXNHhE/qsUatPqs2bdVYMz09LQzEjIwM3NzcmJ2d\nxWq1Mjg4SEFBAcPDwwJrVcVWqkowLi5Owj1UtJwaJOPt7U14eDiHDh1iYWFBdA81NTXs37+f7Oxs\nioqKmJmZ4d133yUrK4vw8HB0Oh3u7u74+vpSWVlJWFiYSHNzc3PRaDT88Ic/FOGS2ssfHx+Xgpy6\nRTebzXz66ady9ACYnp4WW7saXOLj48PS0hIDAwNiZzYYDHR3d0tknHqMTE9PZ2BgQKC66lwdDgd2\nux2dTofZbJa28dzcHDqdjtXVVRobG5mZmcHHxwer1cri4iKVlZVs376dO3fuYLFYGBoaApDsS5vN\nJiIj1dYdFhbGxMSEQG4iIiIkF0H1cais0OLiYkZGRkQP4uvrS3t7OwsLC3h6egKg1+sB6OrqYnV1\nlczMTKxWK6+//vr911o8cuSI5BO0t7czPz//uWg0NUjVbDYzMDCAv78/L730EgkJCZSXl3P06FH6\n+/t5+umnuXPnDlarlbGxMYxGIxs2bKCnpwcAh8MhnIKamhppUwYHB9PQ0CAFy6CgIAYHB4mOjgYQ\nZFlzczMGg4H4+Hj8/PwYGhqSN6abmxtZWVlS1VdzIFWoZVxcHG5ubtTV1eF0OklMTGRxcVGyJW02\nm3AgDQYDZrNZYJdqMUij0YgSTY1Z9/Dw4MaNGzQ1NfHoo4/S1tYmRF4XFxcuX75MeHg45eXlmEwm\nVlZWRPyiejb0er2kS5WWljI+Pi5KRRXNFRcXJ+0ylR6lIsrVOHFVE+Hm5obZbOZXv/oVOp2OLVu2\ncP78eQkw3bRpEw8++CC9vb04nU4psuXn58vr39HRIUarvLw8BgYG6O7u5sqVK6SmptLU1ITD4SAh\nIYH+/n58fHzYvXs33t7e9PX1UVFRQWFhIcPDw0RFRYmASKUKbd68me7uboaHhyksLGR1dZWFhQWu\nXr0qXR+bzSZbbrVwq74WY2NjHD58WCA5oaGhQjz29/fHZrORlpYmO5kbN25IjUer1aLRaOTiEBgY\nKMayd999F4DR0VH27NnDyMgIFy5cICkpifLyclpbWwHw8vLi9u3bzMzMsGPHDvG0TExMMDg4KJ0n\nta07NTVFUlISx44dIzs7G29vb5588sn7L2txeHiY1dVVqqqq6OvrIzw8HE9PT9Frq1V/tVra1tZG\nWFgYRqORn/70p2zdupWuri6BWjgcDjnvvfbaa0IYVtn7np6elJaWcu7cOUZHRzl58qRsq9Uz8Nzc\nnFCXQ0NDmZiYIC8vTyreJpMJi8UiQS/9/f2cP39eACFXr16lu7tbkoj9/PywWCzk5OQQHBxMa2ur\n0JLVI8Tx48fluKHmBqjJzaqGwcXFhaSkJIGoGgwGkpKSSElJESakylTMy8sjLS0NFxcXmpubpQMz\nNjYmpKTa2loGBwdpaGjg0UcfFWOPCpatqKggISGBoqIiUlNTycnJoaenh7a2NlFAqlvRjo4OKcBN\nTEyg1+vJz88H7tptH3zwQR599FHJM7Tb7eLXCAoKEnFZZGQkjzzyCGfOnCExMZH3339fqugxMTHA\nXa29ir9X7dyq7r6trY309HSJ00tKSqKurg5XV1fpyNy4cYMnnniC2NhYCVg9fvw469atE0OTwWDA\n09NTCrIqXchqtTI9PU1QUBAxMTGySKsF8IWFBXElJicnc+DAAdrb2xkbG2P9+vVs3LgRDw8PIUKr\nLtihoSFycnIoLS3lH//xHxkdHeXQoUNcvXoVX19fLBYLb7/9Nnfu3KG4uJiQkBB27NjB1atX8fLy\nore3l66uLmJjY1m/fj0RERHCVmxubsZmsxEZGUlMTIzsUP6r8aUdE5544gkxdKjnU9XuurCwIFLU\nvr4+8eGPjo7icDj4xje+wUsvvcQ3v/lNrFYrDocDnU7H2NgY69atk2wC1eqqXgFWV1fx8vKSvq3V\namVycpLIyEief/55wsPDSUlJob+/X0xCaoGrtrYWrVZLU1MTERERLC8vYzQaKS4uBuD69ets2rSJ\n/v5+kcuqmYdHjx5lYWGB9PR01q1bJwVTf39/CgsLASTPcH5+Xoo/MTExsg08cuQIY2NjHDhwgIWF\nBdEr5Ofno9PpcHFxISMjg5CQEA4cOABAamoqXl5e4tdQTSsjIyPC6Q8ODhaPyNjYGIWFhSQkJNDQ\n0MDw8DCVlZUUFhbS0NBAVFQUJ0+eZP369UxPT2M0GgkODpYPoBp2c/DgQW7fvk1XVxdPPvkkN2/e\n5MqVK2RlZZGQkCA4r3Xr1mEymbhw4QJVVVWSFbG0tMT+/ful6Hv8+HEcDgfT09OyZV5dXWVxcZHE\nxET8/f3ZvHkz58+fp7GxEYDg4GA8PDxITU2lrq6OHTt2MDc3x89//nPc3d1V8Q0TExPk5+eLslTV\nrKgYffWMPj4+Tm5uLl1dXYSFhXHlyhX+6q/+ipaWFjl+eHl58fDDD0v600MPPQQgAb9qTsfLL78s\ngim9Xi+ipr179zI5Ock3vvENfvOb3zA0NER8fLyIyKanp6WQqbYs4+Li+Pjjj6Xm1NraysLCgoii\n1Hb98PAwnZ2d92ei0tNPP01kZCRms5mSkhImJydlxZ6cnGT9+vXC6Xc6nWi1WrH/qkeK8fFxXFxc\nsFgs2O12nn76aaxWK++//z4mk4mOjg7Onj3Lpk2bcHd35/Dhw+zcuVMchcXFxfKL2rhxo7jRQkJC\nSE1NpaWlhdLSUoFSdHd3s3nzZurr6yVow8XFhYiICDIyMvDz8yMtLQ2tVsvU1BSpqalcv35dwmOT\nkpKwWCwYDAYqKirw8PDA19eXrq4uoSMFBQUxPj6O2WyWOC81z+Ds2bP84he/oK+vj56eHurq6ujs\n7CQwMJCYmBisVisBAQGcOXMGg8EggRsq69FkMkm4h8lk4qOPPsLLyws/Pz+ampro7++nr6+Pmpoa\n2dIODAwwMjJCVlYWvr6+bN68WZJ+1N2X6sb09PTk0KFDbN26lRMnTpCcnCwRX9euXaOgoEAi6yIi\nIti/fz8JCQm4ubnJQux0Otm3b58Ezfr4+Ih5SbXkwl2dyvLyssTZubu7o9VqefHFF/mXf/kXamtr\nsdlsgk2Pjo7m6tWrpKSkkJWVxejoKI8++ih6vZ62tjaSk5NZWFiQyPVjx47Jlt3pdFJfX4+iKDQ3\nN1NZWUlOTo60MFV4iBo6u7CwwL59++SIOzExIQCdhoYG/u7v/k4w7urZXsXJp6amMjg4SGtrK5cu\nXSIuLk7sx2o2Y3d3Nxs3bsRiseDi4sJ3v/tdPvzwQ7Kzs3E6nSILd3V1xcPDg/Xr1+Pv74+Hh8f9\nmaj0ox/9iNjYWN544w3CwsLQaDSMj48THh4ub1bVy+3v7y/BrKohJiYmBh8fH27cuEF8fDxRUVH0\n9vYyMjLCli1b5GyckpKCyWSSbkBBQQGjo6MMDAwITOTjjz+mvLyc+vp6Hn30Ud5++21SUlIkQHVh\nYYHg4GDWr19PVFQU3d3dPPzwwzidTnFTHjp06HO4a09PT44ePUpJSQm+vr5cvnxZkFsnT57Ey8uL\n0tJSLl26JP4EdZuqUmmCgoIkp/D48ePExcVJUMrMzAzp6emEhYUxMDCAzWajpqaGiooK2W5GRkYS\nHBws8mJVubewsCBGFzXANDk5mdbWVgmHVXMhHnvsMcLCwgA4efKkkKGDg4OJjY2VYm10dDQrKyu8\n+uqr/MM//IOkC7e3t/PDH/5QiD6tra1s3bqVd999l29961t88skn9Pf3ExUVhc1mkxzJy5cvS0Cu\n3W7n0qVLEpV26dIl8vPzpdCq0WjYvHkzWq1WuguqfyM3NxcPDw/ee+89AgMDCQ8Px2KxkJGRwZYt\nW8jKymLdunV8+OGH0vcPCgri7NmzbN68GYfDQXV1Ne7u7gQGBtLe3i5X44mJCWw2m4TR+Pn5MTAw\nQFBQkCQ5qW3ZqKgobty4IQKgnp4eSYI6fvw4k5OT7Nq1SwroAQEBkj5+6tQplpeX0el0+Pv7o9Fo\nuHPnDuvWraOzs5PW1lYGBgZITExk48aNJCQkCD7utdde47nnnuOhhx5iw4YNnD179v5bDJ555hma\nmprYvn07k5OTHDt2DI1GI3LNEydOYLfbCQoKEtPH4uIiIyMjLC8vU19fT3V1NdXV1Wzbtg2z2Syk\nmIMHDxIcHExOTg4VFRVyNQsICBBDkAqUNJvNbNiwQWg6VVVVkrqsJuMA4kRUpZ2qlLezs1PIyapY\n6cEHH0Sj0eDt7U1SUhJ2ux2tVisQV7vdjpubG6OjoywvLzM/P8/8/DxBQUGCrRofH+cPf/gDDz74\nIMvLy5w/f57CwkLOnz9PfX090dHRlJWV0d3dTX9/P+Hh4XR3d5OXl8fExAT79+9ndXWVtLQ0OfLo\n9Xp8fX3FIKYq4m7dusXq6ipPP/20ZAhmZGRInUCn03H58mWefPJJkTJbrVZWV1cJCAhgdnaWsbEx\n8W+ogaPnzp0jMzOT1NRUqqurcXFxIScnh97eXlJTU0VeGxwczOnTpwkJCeHkyZM0NDSI5iEhIYEL\nFy5gNBqZmZnh17/+NVNTU5w9exYPDw+ee+456Y64uLjg7e3Niy++yOOPP87Y2BharZbq6moMBoPE\n6qnS4ZdeekniztUjnNrZioyMpLq6WjD8RqORgIAARkZG2LVrF62trfj6+uLr60tBQQF9fX1s2LAB\nf39/YUvMzs4SEhIiR8PS0lJSU1MJCAgQw9jo6Kjg8BRFoa6ujsDAwM8Jox577DEGBwdJSkpCp9NR\nVVVFUlISw8PDAi/ZsmULfX19vP/++zQ3N0sL+5lnnuH1118nNzcXb29vPv744/tvMXjssceEN7C0\ntCShoIAEdgYEBBAVFSWV/ZqaGjZt2oSiKGzfvp3NmzfT2trK0tISCQkJ+Pv7Mz09zY9+9COGhoZo\nb28X7UFTUxNhYWESpKKScMbHx6mtrZUKvgpRVWPG79y5w/j4OKdOnaKwsJDe3l5mZ2eJjIzk8uXL\nrK6u8p3vfId9+/aRkpKCw+EgPT2d+fl5bt++TVtbm/AY1K1sUlKSOOoGBgZEXOLv7y/b+9HRUUGh\nT05OotFoOH36tPAAGhsbcXNzk2BQNafP19cXd3d3cnJysNvtkmfo4+OD2WyWRUdVvel0OlmoGhsb\ncTgcAopV262Li4ts3rxZSD92u10WEzVIdGRkBKPRKFzLixcvChFpcnJSYKY2m41bt24REREh2hA1\nWu3TTz9l/fr1ZGdnSybi/Py82JVVzoHKOXQ4HETey2l0dXVlYGCA2dlZnn32WZqamrBYLHh5eTE9\nPc309DT19fUkJCRgtVql9VhVVYXRaBSzmqenJ0NDQ5K03NzcLBDW+fl5KioqsFqtzM/PMzY2Jp2Y\n2tpaFhcXefjhh5mdnQXutvc+q6Wpq6sTpP/q6iotLS1yAfHx8WFgYEB0ED09PcKVdHV15e///u/J\nycmhqKhI6gfLy8s0NjYK51ONwlMp0+Hh4YJnU7mS/10k+5fWWvzlL38pYg4V16Qq5EwmkxCAVeFJ\nX18f09PTErSqAjZU2e7OnTsJCgqitbVVgj9UA9IHH3wg7bQTJ07w/e9/n2vXruFwOESkMzs7KwyF\ngIAAvL292bp1K1NTU8LsW15elkitN998E5PJJKlNjY2NmM1mIiMjMRqN9PT0yGNZWVlizx4aGhIf\n+/Xr18nJyeHUqVM89dRTIqe1Wq14enrS2tpKcXExtbW1XLlyRT64NptNjDN6vZ4nnniC7u5uGhoa\n8Pf3x2w2Mzs7K0IXd3d3dDod8/PzAFLYVEElvr6+XLx4kW9+85vCMTh48KAgy1XQ5sLCAoGBgaSl\npYnffmpqSoJpWltb+clPfsLk5CR+fn5MTEwQHh4ucE9Vxm0wGHA4HKysrEhK0/j4uGRllpeXU1VV\nJeq5/Px8PvroI/Ly8nBzc6O5uZm0tDROnTrFc889J7qOvr4+tFot8/PzuLi4iMIxMDBQrtJqLodq\nNnrggQew2+14eXmxb98+MjIyBPUOd+3toaGhgvBX5eYpKSlcuXKF+Ph4mpub5b2k0r0rKirw8fEh\nNDSUO3fukJWVxZkzZwgPDycvL4/GxkYmJydxcXGRq/jRo0fFtWkwGCS1WXXbrqysCDhGLYpnZmYK\nl7Grq0sCg06dOoVerychIYHKyko2bNjA3Nwc3/nOd+6/1mJwcDAmk0myD/Pz81lYWKC7u1sQ1CoM\n9Gc/+xlOp5Oenh7hAjocDrq6usjNzUWr1QrPLzs7W3rFqtJPbdd1dHSwd+9eZmZmmJmZEUCHzWaT\nI4qvr69YYNUuhUajwcvLi8jISOHgLywsMDU1JW3N73znO9jtdvE9JCYm4uLiIklB4eHhIoJKSUkB\nIC0tTVDfb775Ju3t7VRXV0vs182bN+nu7hYHoJrvoCZKqSnD165dw2g08sgjj5Camiqimbi4OHJy\nctBqteTm5mIwGHjzzTepqqpi586d7NixQ34/0dHRdHZ2srS0JF0HNZ5NFbuoASRqZX9+fl4CTeBu\nH1xFqakx4eqRx9vbm4qKCj744AOOHz9OfX09nZ2dmEwmtFotx44dIzU1VWTfnp6exMTEYDQaiYyM\nJCEhgZMnT9LW1kZxcTGNjY18/etfl6ujqknIzMxkeHiY8vJyIVGrATQVFRUEBweL2GnTpk18+umn\nnD17lnffmI21DAAAD0BJREFUfZfMzEy0Wi0Oh4Pm5mbS09M5fPgw77//PgUFBRQVFUmH6eDBg4SE\nhPDP//zPhIaGSlvRZrPx3nvvERAQgNVqJSQkhJKSEpqbm9m6dStarZbKykoSEhKEdajT6bBarTz+\n+ONMT0+TmZmJn58fFy5coKWlhZCQEMrKynjooYdISEhgZGRE/u/5+Xn6+vp4+eWX8fT0pK2tje7u\nboqKilAUBb1ez86dO9Hr9f+jUelLWwxyc3MpKytjfn6e2NhYDhw4gMPhoKioiJCQECIjIwkLC6O/\nv5+/+Iu/EDrOmTNnSEhIwGg08uMf/5iuri4JGL169SovvvgiPj4+BAcH09LSgr+/v6QWl5aWcuzY\nMX79619z8uRJtm3bRmhoKG5ubiJVVs+JQ0NDrKys4HA4sNlsuLu789vf/lYISwaDQeS6Bw8e5Pz5\n80xMTFBaWorJZGJ1dVUERCokdWVlhZycHMxmMxcvXhRPRXFxscBQd+3aJUk8b7zxhuw+jEYjKysr\nklZks9lku7+ysoLRaOTWrVuUl5cTHx/PunXr0Ov1dHR0sG7dOmZnZykvL+fQoUPs2LGDjz76iLGx\nMWw2G15eXhI9d/DgQeLi4jAYDHI1XVhYoKysTHYZqlZCTUlSq+harRZ3d3c8PDwICwsTpV1sbCw2\nm41nn32WH/3oR5SVlZGRkUF8fLz8jo1GI15eXvzpT3+ir6+Prq4uOaqogI6wsDCSk5MZHBxEq9UK\n5i08PBxfX19CQ0Pp6+sjPz9f3KsPPPAAi4uLxMbGcurUKYKDg/Hy8kJRFDw8PFheXpYo+ampKYl9\nj4+P5/z580RFRTE6Okpvby+/+c1v2LFjB6dOneLhhx8WM9Onn36Ku7s7kZGRjIyM4O7uzqVLl9Dr\n9Rw7dowPPviA6Oho2UmkpaXxm9/8hg8//JCUlBTxIqjhtna7nf7+flJTU9m8eTMnT56kq6uL3/3u\nd8zMzFBUVIRer8fLy4t33nlHPBAdHR00NTWJ9kXNbJibm2NoaAhXV9f/9jP5pdUMnnzySdrb2wkK\nCuLEiRN4enqSl5dHc3MzH3/8sSCiU1NTBVqxurrKzp07WVhYICYmhv3790sfNTExkeDgYCHbqOf6\n2dlZjhw5wo0bN7h48SLZ2dm88MILaLVa4uLi6OrqIiMjgxs3bpCWlobT6SQ/P18KjWpLTj0jJyUl\ncf78eUnUKSkpkc5FdHQ0U1NTLC0tYbPZSE5OluASk8lEY2OjJBWVlpYSFBREQUGBxGhPT0/T0tLC\n8vIymZmZnDx5kqWlJUZGRlhaWpKgmeeff54rV64I6WbDhg24u7ujKAoNDQ04HA727dvH4uIi2dnZ\n1NfXMzw8LPPq7OxkdnaWbdu28eKLL/Ltb3+bq1ev0tXVRXZ2tlSoZ2ZmsNlsdHV1CUBFjYZvbm7m\n5z//OUFBQfj5+bG6usr4+Ljo9pubmyXXYWZmh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+ "text": [ + "" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \u7b2c2\u96a0\u308c\u5c64" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "da = sda.dA_layers[1]\n", + "plt.imshow(tile_raster_images( X=da.W.get_value(borrow=True).T,\n", + " img_shape=(int(math.sqrt(da.n_visible)), int(math.sqrt(da.n_visible))),\n", + " tile_shape=(int(math.sqrt(da.n_hidden)), int(math.sqrt(da.n_hidden))),\n", + " tile_spacing=(1, 1)),\n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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erVZLTk4O/f39WCwWysvLmZiYIBaLYTKZqK6uFuags2fPMjQ0hE6n4zOf+Qw6\nnY54PM6mTZtwOBycOHFCqEMABw8epLm5mZycHGQyGZcvX8ZgMOByuaisrMRoNDI5OUlZWRnxeBy7\n3c6GDRuYmprC5XKJr1un0zE2NgbA8vIyJpOJwcFBFhcXKSoqQi6XU1tbSyaTEaaw06dPc+eddxKP\nx6mtrcVsNgteIutqzXI5qVSKlZUVnE4nOTk5uN1ugsEgy8vLVFdXI5F8xNHZbDaUSiXpdJpMJiPk\nymQyKfigrNze3NxMMpkkGAzS2dmJ3+/nhhtuEG7dLIyzWq2k02kh32adpTKZjP7+fkE4RiIRIedK\nJBI0Go1QJNLpNCdOnCAQCGCz2cT7z8q2kUiEPXv20NfXJwjbvLw8lpeXKS0t5cMPPyQej3PXXXfh\n9XrF5OfxeOjv78fpdPLcc8+hVqtpaWnhV7/61Z8PJ7GwsMDs7KyABdlu/OUvfxmFQsHhw4e5ePEi\nr776qnBEAiQSCYqKivD5fJSUlAjvgcViEZ6Dn/zkJ8KXYLFYCIfDdHZ2kslkuO222ygsLMTv9xMI\nBHA6ncRiMYF1jUYjADk5OYIjyX4zsw9FttF0dHRQWloqXH67d++moqKCgoICKioq2L9/PwaDgaGh\nIXEYsw2jq6uL4uJibDYbVqsVhUJBPB5Hq9VisViIxWJC219YWCCrTr355pvU1tai1+vFBLZhwwbK\nysr4l3/5FyYmJpidneX555/H6XRy9OhR5ufniUajHDhwgLGxMV588UXefvttof+Pj4/j9/sZGxtj\neXmZhYUFVq9ezVNPPcXx48eFM9NgMCCRSFCr1Rw6dIiKigpSqRTNzc2YzWZ6enqQSCSsXr0an88n\njEQKhQK/34/f7+eDDz4gkUhw3XXXiQOalVGrq6vp7++nrKyMn/3sZ+Tl5YlDlf13sgpWYWGhkAzL\nyspYWloS7tH6+noxBcpkMgFNpqamOH/+PHq9ntnZWXJzc8V0OTAwwIEDB0gmk1itVpqbm6msrMRs\nNlNdXc3AwADPPPMMsViMnp4ewQuo1WqhYD388MO0t7ezatUqrFYrbW1tqFQqEomEUK+i0SgymUw8\nR1KpVMAVj8dDc3PzfyI4V61axaVLl+jo6GBgYICJiQmGhobo7OxkcHAQk8nEm2++ya9//WuOHDmC\nTCYTitsNN9zAL3/5SyoqKjhw4MD/75n81Emg3/ve9/D5fOh0OjQaDZFIRByS4uJi8vLySCaTRCIR\nYfnt7e2XhZAbAAAgAElEQVTF5/NRXFzM3NwcOp2O6upqgsEglZWVQh7L3hDBYFB085WVFdLpNMXF\nH2XPsoRT9jVXVlaExXXLli2oVCp++tOf0trailwuRyqVMjg4SE1NDaOjozz99NO0tLTw9a9/nenp\naebm5pBIJFRVVXH06FGqqqp44YUX+Pu//3t+97vfIZVK+da3vkU4HObMmTOsXbsWn8+HwWDA6XTy\n7LPPsnv3bqanp7FYLJjNZlQqFWq1mq6uLvx+P3a7XagEWemssLBQEJYffPABBQUFTE1NYTAY0Ov1\nKJVKVq9eTTQaFV6QwsJC5HK5MJpl1YeBgQGcTifJZBKpVCqciC6Xi/7+fpqbm1EqleTk5DA7O4ta\nrRZcUpYsvHLlCmazWcirhYWFnDp1ioaGBiYnJ6mqqqKzs5NEIsFnP/tZPvzwQ8bHx1leXuby5cv8\n6Ec/4u2332ZpaYnvf//7nDx5kqWlJex2Oz6fD5PJhMlkYmBgQEC60tJS4vE409PTgmiemZkRJG5u\nbq5QnfR6PW63mzVr1gj/gM/nY9u2bXR1dZGfn8+VK1eEY3R6eprq6mrOnz+PzWYjk8lQUFBAYWEh\nLpeLsbExTCYTVquVsbExtFotJpNJmNomJiaYn5+npqZGTDFDQ0MUFhaiVCrxeDx88MEHGI1Gbrrp\nJuLxOHl5eWJKKC4uZnl5meHhYfbv309nZyclJSUMDw+zZcsWksmkgIhZYn9+fp57772XM2fOCPet\n2+0mEonw3e9+989HAm1oaMBkMtHZ2YnBYBDmn4qKCvx+v/CaZ8fVubk5zGYz6XQam81GaWkpgUAA\nnU5HNBqlpqaG5eVlwQGMjIxgMBhQq9VChrTZbESjURKJhDCoZBWIRCLB8vKyUEJmZmZQqVREo1Hm\n5+eFT2NiYgK1Ws3DDz9MQ0MDo6OjdHR0UFlZKUw5+fn5LC4usnfvXlwuF7W1tcjlcs6dO8fKyoog\nodRqNSaTidnZWYxGI3K5XFin5XI5gUCAsbEx6uvrGRwcpKGhgfb2dgEVFhcXcTqdTExMMD09LezW\nCoVCjNeFhYWYzWYGBwdJJBJidPf5fNjtdubm5sjLyyOdTlNaWsqlS5cELl5aWgJAo9GwevVqurq6\nUKlU4lYcGRlBpVKRyWSwWq2oVCoA4ZvIzc1ldnZWeD8+/PBDZmdnufHGG4lGo1y+fFlIyvX19aRS\nqf/0Y3FxUXgJVq9eTTqdxuv1Ultbi91uR6PR4PV6xetmD3Q2kNXZ2SmantfrJR6P43A4MBqNxGIx\nYZMuKSnhypUrQj1JJpMcOXIEg8HAjh07uHr1KqtXr6a2tpa2tjYKCgoIBAIC8q6srHD99dczODjI\n/Pw8mzdvZm5ujqamJmQyGZs3b2ZsbEyY7+rr6wVszc3N5bbbbsPhcOD3+xkdHaW7u5uamhoRW5ia\nmhL8xsLCAolEAq1WS09PD7FYDL1eT1dXFy0tLYTDYeHx0el0eDweSktLKSgowGAw8Lvf/e7PB25o\ntVrUajVf+tKXxMNrtVqJRCIEg0FWVlawWq0kEgl0Oh2tra1EIhHsdjsrKyt0dHSwc+dOpFIpAwMD\nBAIBHA4HJSUlmEwmoVlnCUi9Xi/MVVnTzvT0NDabDZ1OR2FhIbFYTNzGWe4gK4mq1WqWlpbYtm0b\ns7OzTE1NkUwmqaqqEjg5i+3tdjs5OTkUFxdjMpnYtGkT+fn5bN68maqqKrZs2UI8HkelUnHy5Emh\nkXu9XpxOJ6WlpcBHWYasR8JkMjE1NUVBQQFqtZpgMMjdd9/N9PQ0gUAAq9XK0NAQ5eXl7Ny5UygC\nWcNRFi7Mz88LmOXxeFi1apVQbIxGoyC5smTb2NiYgFlr1qwhJycHrVbL2bNnqaysJC8vT4SsotEo\nyWRSkM4zMzMivKbX61m/fj0mk4mXXnqJ0dFRVq9ezbp160QKc8+ePUxNTSGRSPD7/bzzzjt4vV42\nbdpETk6O4B0CgQBXrlwR3E+28a9Zs4ZwOMyVK1dYXFyktrYWqVQqyOtsc5iamsJsNgsHZk9Pj3BG\nms1mpFIpDz30EO+88w6ZTIZ7770Xi8WCzWZj+/btKJVKqqqq0Ov15Ofnc/PNN/P8889TXFzMtm3b\ncLvdeDwekbU4ffo0oVBIuHKzE4hUKqW6upqzZ8/i9/tRKpWUlpaKieLgwYP4fD7C4TDd3d3Mzs5y\nww03MD8/T3FxMTt37iQUCmGz2Vi/fj39/f3o9XrKy8uZn5/HbDZjsVhob2/n3LlzvPfeex97Jj91\nk0R9fT2FhYVs27aN/v5+YTbauXOnCHdljS7r1q0TCgWASqUSt2xWa84GtVKplEhT5ubmIpFISCQS\nAhsaDAYRmMqqD9nAVVlZmXBeZu3Z2UkgHA4DCOY7m0TNuiVrampwOBx0d3fT3d0tbt+nn36adDrN\nvn37yM/Pp6CgAJvNxrFjx6iursZisbCyssLAwAC1tbUYjUZmZmaEqpJ1XSoUCpxOJy+//DJlZWWk\n02n27t3LmTNnWL9+PUajUXAVhw8fZvfu3SK41tDQgF6vJ5FIMDc3JxyDcrmcTCaDSqXCYrEIC/PY\n2BiVlZXI5XKcTicSiYQTJ05QUVGB2+1meXmZ1atXi7BdVlKem5sTEl+2aWTzG1arVUxHTqeTiooK\n3nzzTS5fvkxLSwvvv/8+9913Hy+99BI+n4+dO3eyb98+du/ezVtvvcXCwgJFRUUMDQ1hsVgoKirC\narUyMzNDY2OjCLr19PTQ2NiI3+8nHo9jNpvF4dRqtbjdbmEDLy8vRy6XU1ZWht1uJ5VKMTU1RXV1\nNaFQSFwQv/nNb4jH47zxxhtiKlUoFAwNDaHX6xkYGCAnJ4fp6WnxfGS/f6Ojo9hsNuRyOQsLC4Jw\nrq+vFxfD9PQ0sVgMnU7H0tIS7777LpFIRLxnq9WK0Wjkjjvu4Ny5c7jdboxGIwcPHqSsrIzGxkbm\n5ubE5ZHNGLW3t9Pf389NN91ELBbDYDBw5MiRPx91o7m5mZGRES5cuEAymcRgMKBUKsVeBr/fj0wm\nIy8vT0havb29yGQywuGw4C0mJydpamoSnv+sTqxQKJiZmcFmsyGVSoXGnEgkMBqNqNVqXC6X+GBt\nNpsIki0vLwsXZiKRYGVlRWjoMplMGIXy8vLo7e1l//79vPjii8jlctRqNfv27UOv1+P3+8XIrlKp\n6O7uRqlU0tXVxb59+wiHw7z44os4nU6cTicqlYpwOIzNZqOjo4Py8nIhjWYVgzVr1ohw24kTJ1hZ\nWcFisTA9Pc3KyopQUORyOV6vl3Q6zdTUlJhGzGYzRUVFGAwGjEYjCwsLolH5fD5B/kkkEmpqalCr\n1Zw9e1aE7paXl6moqMBgMJBMJonH4wJrZw+fxWIR2ZpwOCzI16mpKRQKBR0dHRQUFIipxOl0Eg6H\n+cUvfoHX6+W2226jo6MDq9VKT08P69atY2xsjJ6eHsrLy/F6vVy4cAGz2SwyJE6nUwTRAoEAUqkU\nu93O5OQkubm5pFIpocZkk5HZPRSAsHdn9y4cO3ZMJFDD4TB2u538/Hzq6urIz88X3habzUY8Hhew\ntqysDJ1Ox+joKOvWrRMEdCKRIJPJYLFYiEQiIjuSTCZF4nVhYYG//uu/JpPJsG3bNvH5eDweioqK\nhN08ayA0mUw0NDQwNjYmVL5s07906RJ1dXWo1Wpeeukl1q1bRyKR4PDhw38+cEOj0bBmzRrB7Gal\nzSw/UVhYSE1NDRKJhKGhIfx+PzqdThCM4+PjpFIp6urq+PDDD9HpdAIXZ6cHhUKBy+UinU6jVqsZ\nHR0llUqhUqkIhUJYrVampqaQy+WCoMsSiVlWPC8vj9WrV2MymZBIJOTl5dHe3i7Iqr179/KP//iP\nmM1muru7Aejq6sJqteL3+/n6178uluUkk0l8Ph9ut5urV6/i9Xr53ve+J5QOj8eD3W7H6/Wyfv16\ncnJyRBgtFAoxPj6O2+0WUlhTUxMmk4lz586Rl5cnmmEikRC+/0AgQGNjI5lMBrvdTjqdJhgMMj09\nzcDAAFqtVlh53W43S0tLxONxlEolFy5c4OzZs9TX16PVagHEv+HxeMhkMqIhu1wuYXvOjsgOh4OC\nggIGBwfxer2Cl7HZbILsTaVSXL58mQMHDrB7926efPJJpFIpmzZtQqPRUFFRwaVLl2hoaACgu7ub\nYDBIc3Mzk5OTKBQKKioqMBqNgm9YXl4WnJZMJsPn8wnT3OjoqDiYfr8fk8nE0NCQUFKmpqY4deoU\n58+fR6lUMj8/TyaToaGhgSNHjiCVSrl69SpyuZy1a9cikUgwGAy0t7fT0NAgGoJaraa7u5tUKiX4\nIrPZLKBRNBrFaDQKGOlwONi0aRN33nknVVVVdHd309bWJiYipVIJQHV1tSBj165di0KhQK/Xs27d\nOnQ6HXq9Hp1OJxSWyspKrr/+enEJfFx96ppEVVUVCwsLBINB3G430WhUhKQkEgm9vb0YjUaSySQl\nJSUsLCwI7Tmb9bh69Spzc3Ni+UZeXh7Dw8McOnQIiUTC0tISTqdT7KOor68nnU4DoFarmZ+fp7S0\nlFgsJriEbEIxGyGfn59nYmKCiYkJBgYGBFdx7733ipTezMwM3/72t4lEIvT09NDU1MSHH34obvai\noiJ27Ngh7MODg4NiH8PRo0fR6/VIpVJ0Oh1tbW1CLSgrK+P1118XwbSysjLWrFnD4cOHcblcgpjb\nsmULZWVl3HDDDUIF2LlzJ/F4nJKSEt577z0BNd544w3q6uq4evUqfr+fqakpIV0mk0n0er1IrObl\n5VFWViZ2T1RWVnL69GnS6bSQQrOLTPLz84GPQlVXrlwRGn13d7doKq2trTQ0NNDc3IxCoeAPf/gD\nBoOBLVu2sLCwwOTkJI899hhvvfUWFy5coKOjA61Wy/vvv8+FCxeEOqXRaOjp6aG5uRmZTCa2QP1p\niC9r1Mv6E+RyOatWraKwsJDl5WWi0aiYGsxmM8PDw8LzkZ+fT1VVFdFoFLVazeDgIJOTk/z0pz9F\nrVZTUFBAOBwmEokIvmnv3r2CAM9uiKqpqSGTydDY2Mg777xDLBYTm6oaGxsBBFQeHh7myJEj1NTU\n8PTTT9PV1SV2iWSdru+++y7vv/8+Go2Grq4uIc8rFAoBqbPc0/T0tHjW7r77bpqamrBarR97Jj91\nEmhWHcgSW1nJ7Ny5cyJPUFBQwMTEhHCjZTcJZUc2q9XKysqKGLOGh4ex2+3YbDZ8Ph9Op5ORkREW\nFxeZn58XWHJsbIwNGzbgcrkYHR3FbDazZ88exsfHRRT6qaeeYs+ePcLuarfbkclkVFVVMTMzw5Ur\nV2htbeXkyZOUlpZSV1cn7L7Nzc1oNBoWFhaEISubN8gSo1mcnF1yotFoGB4eFvsrskt1ss0s69nI\nLunJErWpVIpTp06hVCrZt28f09PTIk5+7Ngx4QhVKBRUVlayevVqfvzjH3Pdddexbds2lpeXyc/P\nx+PxEAwGKSsrw+12C6v5wYMH2bVrF8PDw5jNZkpLS+ns7MRsNlNSUsL4+LjYRxEKhQT7no2+RyIR\noSYpFAqWlpZEMCy7GlCv12O1WpmdnRUTw+DgIJWVlXR1dYnwltlsFkYyn89HNBrl0KFD/PznP6ez\ns5POzk5BKh4+fJjCwkKamprQ6XS0tLSIic3tdrN+/XqWl5dZWlpCLpej0+nENqmVlRUGBwfFqgKA\nqakpESNwuVwsLCygUqm4//77eeedd3C73eTn5xONRlm9ejUjIyOEQiHUajUWi4XR0VHOnz+PQqFg\n48aNVFRUMD4+zsLCAlarld27d9PZ2cm6detYWloSJP0LL7zA/v37CYVCwg9iNpsZGRkRkKqiokJA\nOLVaLaDL1NQUGo2GgoICVlZWCIfD/MM//MOfjwT62GOP4fF4gI9InlQqhV6vZ/v27cLdd/z4cZaW\nltBoNIIxHx0dFZg3O8Jnx3GFQiFMUKFQCLlcLnwJWcIp67bTarUiqZg9bEqlkmAwyJEjR0R4LOv7\nN5lMLCwsUFlZKZSOnJwcysrKOHTokIjuZo0wBQUFQpnJZDK43W4ymQy9vb00NTWJlGhpaSkXLlzA\naDQyNTWFXq8XBzWTyZCbm8vU1JTQ1rOSZXbhSVaJyC7SyZrU/lTu3Llzp0ixSiQS7rjjDtasWSMk\n2+3btzMxMSHizdkIvd1uFzdleXm5cIZeunRJ+CuCwSC5ubn09PRQWFjI/Pw88XicTCYjIFC2kadS\nKSoqKohEIuh0OgYHB1EoFCJId9tttzEwMIBer6e1tZXx8XEMBgMWi4WpqSmxji2TyWAwGARnkZXT\nV1ZWhAO1paWFbdu2IZFIyGQyAqZmV7ul02muXr2K1WrFZrOxtLSEWq0mNzdXSKh6vZ5AIMDw8LDY\nfFVbW8v8/Dyjo6NIpVIqKyvxer2kUimRJ8qS4WVlZWL5T19fH6tXr8bj8VBQUMD4+DiRSIStW7dS\nWlqKQqEQcmp2SpPJZIK7Ki4uRq1WY7VaeeeddyguLsZut7O8vMzAwIDIE+Xn5xOPxxkYGBCN1+fz\n0d/fT3FxMcePH//zIS7NZjNbt26lpKREHJBXX30VpVLJmjVrRFJOJpMJpUGhUFBTU4PL5QIQWX29\nXi92OQwNDQkl4+rVq8L3L5FIsNvtGI1GYdseHx/HbDYzMTGBVqvl97//PXq9nv379wtTSzgcZmFh\ngd7eXhFUyhqJotEo09PTAuPW19fz4x//mAMHDggSMxwO88wzz7B582bB/Ge3L2X/fl1dHV6v9z9F\nv7PQZnZ2llQqxdq1a5mbmyMYDJJKpUin05hMJhGSKi8vF0TvmTNniEQi5OTk0NfXx5YtW4jFYkxO\nTtLW1sbQ0JDYYaBQKLh48SJVVVX4fD7RwLI+ic7OTl555RV8Ph99fX0olUrxd6+//npeeeUVRkZG\nKCkpob29Ha1Wy969exkdHRUW8uzGq5aWFqH8ZJcSnzt3DrvdTktLi/i6s+pIdvK7cOGC4Kr+1F8y\nPT3N5z73OXJycnjuuedYt24dbW1tLCwssGHDBgEZs8niw4cPc/311yOTyQgEAmzYsIGFhQWi0aiw\nOicSCR544AF27NjBwYMHhd8jEAhgNpuJx+MMDg6yatUqKisrOXv2LCMjI9TW1oqEb7bpVVRUEA6H\nSafTvPzyy1RXV7Np0ybWrFnDW2+9RXFxMW+//baAyzqdTiwdHhsbo6SkhDfffJNwOCwUt87OTkpL\nS4V8nnW9tra2igi6wWAgFouRm5sreLW6ujqi0ejHNolPHSehVqtxOp0UFRUJ//kXv/hFFAoFgUCA\n2dlZiouLRf5idnYWhUKB1+vFZDKJA+jz+ZDJZEKqq6urw+VyUVxcTENDA4uLi4LAGhoaIhQKMTg4\nyODgIDfccINI561du5ZHHnmEdevW8aMf/Uise2tqamLjxo2o1Wrm5uYYHh4mFApRW1tLQ0MD1113\nHatWrcLj8XDw4EFuvfVWfD6fkEYNBgMHDhzAaDSSyWTERiuXy8Xc3BxSqVRIr3l5eWi1WrxeLzU1\nNWK/QPYB/NO8RnYHQlZhmZ2dxWaziYUk+fn56HQ67r33XhKJBKdOnRIJwwcffFAcVJVKJZpI1qUZ\niUTEqrtNmzaxefNmvF6vcD4qFAomJibE4VUoFLzyyit87WtfQ6PR0NnZicPhQKVSCZye3dG4ceNG\nMUmcO3eO6upqtFotjY2NrKysIJfLCQaDIoNTUVHB7bffLkJdKpWK/v5+sWTo0KFDfO1rX2PDhg08\n9dRTLCws8J3vfIfl5WWxpctkMtHf38/tt98ugmLZgFpWJlcoFDz55JMAPP7447S1tdHY2EhlZSWz\ns7NCXfrjH//Ivn37CIVCXL58WaRKp6encTgcuFwuPB4PDoeDM2fOkMlkWLt2LVu3bqWrq4ucnBw6\nOjooKSnB6XSysLBAMpmkrq6O0tJSpFKp2G/a29vL9u3bcTqdTE9PI5FI0Gq1OBwO0uk0W7duFfDC\nZDLR0tKC0WgUk10WsjU3N1NcXEwoFPrYM/mpmyQOHDjA0tKS2OeXzWBkR79gMCj4iuzWnSwsyEpI\nNpsNmUwmGOBs1r6goIBkMonJZBJJyuxmqWg0SmtrK4FAgKKiIg4ePIjFYqGjo0OQWmq1WuRJssm8\ngoICjEYjTqeT6667ju7ubi5evCi8BtFolKamJnw+nyCssiv1FQqFIGezGQm1Wo3dbieRSAAQjUaZ\nnJzEZDKRn59PIpEQoa3i4mKmp6dZXFxErVaLlGkWdsjlcgoKCpidnWViYkJYdLOSqkKhECOpz+fj\n+eefp6CgQEAjqVRKIpEgnU5z5coVXC6XkGKfeeYZ7rzzTsLhMJ/97GfR6XQEAgGCwSDz8/Ni21R2\n14JWq8VsNguS2WQyCVnW6XTy29/+lt27dwsFK7t5aXx8nNtuu42jR4+ydetWJicnWVpaYnl5mb6+\nPmQyGaOjozQ3N1NaWkp+fj4TExPk5uaStfg/8MADaLVahoaGcDgcwjKe5XT6+vpQq9UoFAoymQwL\nCwvI5XLy8/MJBAJs3rwZg8HA+fPnicVi1NXV0dPTg1arZdOmTfT09OBwOJiYmBBrDSUSCQ6Hg3A4\nTG5urkiFjo+PU1dXJ9Kf8Xic66+/nuLiYqxWKy6XS3A4O3bsEFJ8dmr2eDyCE5mYmMButyOVSkml\nUszOztLd3U1xcTELCws4nU4UCgXnz5+nuLhYTHGpVEosYD506BDFxcUf65P41E0SQ0NDKBQKJicn\n+f3vf8+qVauAjwgrg8FAS0sL7e3tRCIRampqsNvtzM7OolQqcbvdaDQaYbfN7pfw+Xxix+Do6CgL\nCwsYjUZ+85vf0NjYiFQqFdusAYxGI9u2bUOv17Nr1y5qamowmUysXbsWrVbL3NwcS0tLnDp1Cp/P\nx9WrV+np6WFubk5EyrObsh0OB8ePHxc7KuLxOJOTkyLAY7Vasdvt6HQ6qqqqhLM0+/9cDAwM0NXV\nxeLiIu3t7SK9+OGHH9Le3o7RaOT/pe69g+Mu733/10oradW1q7bSqq26ZJWVbFXLBdvYxgbbkIAJ\nCTiBBEiIcw5JLnCTTHoOk5yQQziBIQmBBJvmgE2zZcu9yJat3iWrd63aSlqturS/P+D53HBvwm/m\n3HNnyM54xkioeHe/z/d53p/3+/X28fERCtTQ0JCAdm7evEltbS0tLS14eHjg7e2Nq6srbW1tXLp0\nSRKmN2/epKuriw0bNnD27FnBrS8uLsrIVjkTFQAlJCSElpYWZmdnOX78uPhG3N3d6e/vx2q1ytZW\nsUCioqKIiIhgYWGBmpoaGUNOT0+TkJDA9PS0aARarZbOzk453lgsFpxOJ1arVQjkMTExzM/PSyJ0\ndXWV8+fPEx4eLkE7Bf1RWoiXlxdarVZEW2WFNplMvPfee7i4uMgRSz1v6phjNBrJyMhgeHgYX19f\n4uLi6O3tZfv27RIRz8jIkO6Wubk5MjIyuHjxoli7LRYLNTU1+Pr6UlxczNatW7l06RLz8/OcPHmS\njRs3YjKZ2L17N97e3iJyNjQ0iFiqds69vb14e3vj7+9PU1MTBoOB8PBw4XgqmI4aC2dmZqLVagkJ\nCZGuFHUM+rTHZ26RGBwcJCkpiebmZvz8/Hjttdfw9/dn3759zMzM0Nvby2233cbIyAj9/f20t7eL\n+UT1bKitt7LSTk9P4+LiQlxcnEwThoeHJaCjJiBLS0sEBwdLynRlZYX29naOHj3K+Pg4v/71r8nL\nyyMjI0OCVZGRkbi5uUmUOjY2lj179uDl5cXJkyeZnZ3lwIED3H777SwuLsrodnFxkcXFRaF/z87O\n0tzcTG1trQSkVADovvvuo7a2VpBmra2tEptfXV1Fq9WSl5cnuRMfHx8uXLjAXXfdxbvvvsvtt99O\nUFAQ2dnZVFRUYDKZ6O7u5umnn2bHjh10dHRQWFiIp6cn3/3ud2WMrBDtCiHo5+cnFQRGo5GFhQUZ\nyzocDsrKyqipqaGwsJDc3FzGxsaoq6vD6XTi4uLCkSNHxNCVnJxMYGAgTqdThE5/f39CQ0Opq6uT\nAqbg4GCOHTvG5s2bGRsbIykpiT//+c/MzMwQEREh9OnR0VHZ5ish7+rVq3z44Yd4enrygx/8gA0b\nNgBQVFTE4cOH0Wg0vPHGG2LCysjIEJu+TqdjZWVFoLu+vr4y8cjIyGB0dBQ3Nzd5zj788ENMJhPv\nv/8+FotFaO/19fVs2rQJX19fTCaT/Bx3d3cOHDggTtXnnnuOxx57jPLycvnelZWVEhNQuRC73U5l\nZaXctADOnDlDUFCQsDfCw8Px8vIiJCQEgNdee42NGzdSVVVFWFiYeITGxsYAJLL/jx6fuRHod77z\nHXQ6nXANOzo68Pb25o477uD48ePU1NSwZ88e4KOcx8svv8zPf/5zXnnlFbkj9Pf3k5WVhdVqJTAw\nEK1WS0VFBQEBASQkJNDd3Y27uzsffPABsbGx8qZSENqYmBiioqLo7+8nJiaGCxcusGPHDurq6qit\nrcViseDv709SUtIniMwKi67IRCaTiYiICHp7e+ns7CQ/P5/x8XFxvanSmIWFBex2u3R2JCQk0NfX\nx9zcHNu2bePatWtkZ2fjcDgEltvQ0CBv5s2bN9PS0sLY2BihoaEMDw+LoUw5S1WsW5GnSktL0ev1\nYmlWY8ng4GBxltrtdiIjI+nt7aWhoUEuwMDAQMbHx3F1dZU2MC8vL/FjTE9PMzc3J65KpRHNzc1h\ntVpZv349b775phDGlLVaPYfKNj07OytFQ0tLSwQGBnLhwgW2bNki/NKWlhYRg9etWwfA+fPnxY2o\nxGsFfVFTlampKXp6emhoaMBisZCamsrw8LA4Z5Ue4e7uTltbG9nZ2QJnVrh8FeP28/OjurqanJwc\niQksLS2RlJTE8PAw58+fJzs7G39/f+bm5khOTmZgYIDl5WWOHz+OxWKRrMju3btxcXFhfn6e8+fP\nYz9+638AACAASURBVLFYpMEMPuJfqGoBBcdRTJGwsDCGhoYko6QyKZcvXyY0NJS8vDxcXV1paGig\nqKiIp556ijvuuIPIyEhuv/32f54R6KOPPsru3buF+dDa2oqLiwujo6NcvnyZ++67j4iICDo7O8UU\npKrv4uLiCA0NlXP+1atXxRCj0F4lJSWkpqYCH525BwYGiIuLEzeam5sbu3btElNKVFQU3d3dOJ1O\nKdYJCQmR2PaJEydITk5mZmZGWJcqZjw6OkpYWBhOp1N2LWFhYbi7u4twl5OTIxi62dlZOTp4eXlJ\nziI4OBiLxUJra6uwMVRa0MvLi9bWVhITE3Fzc8NoNIpKv2/fPvEjLCwsSApwcnJShF0PDw+pUlxd\nXcVms9Hd3Y3RaMTX15eWlhbGx8dlnNjc3MylS5eIi4tjaGhITEvd3d1kZWXh5+dHY2MjUVFROJ1O\nIT07HA7xvKjSn8jISJxOJ93d3UK19vf3Z3JykvLycubn5wkMDCQ+Pp7u7m7haI6MjAhV+sMPP6Sg\noEBGeidOnBAtxm63C+8zODhYYu2dnZ309/cLkm7//v309/cLacvf35/Z2VkCAgIYHx8nMjJSiGBq\nurKysiLHNXVsUVF65a9QXpH8/HyMRiOVlZUEBATQ29tLVVWVMEvb29vx8/Nj165dYsJT07m+vj7p\nLlmzZg1Op1P0saWlJTw9PVm/fj3e3t5otVq8vLx47bXXpIZAYSDHx8dFdG9oaJBagPn5eYxG4z9X\nCtRsNlNdXU1+fj6nT58mOjqaoKAgzpw5Q35+Pu3t7QwODpKeno7BYODUqVNyB//zn//M7Ows3d3d\nIkIporMS6JRN+vjx45hMJlGOFQF5dXVVkPQLCwtcvHgRb29v6VTU6/W0trZis9n43e9+x6ZNm2Qs\nOjIywvDwMP7+/oSHh3PbbbcxOTlJT08PKysrBAYGSklQaWkpiYmJYuYymUwsLCywvLzM7t278fX1\n5S9/+QvT09OkpaXR2dmJm5sb2dnZ1NbW0t3djdlsJicnR9gbXV1dJCUlkZWVxZe//GUcDofsdNQO\nQWUIlJ9AFbSosJxerwc+svkODg7i5eUl6H1VEJOXl8fy8rKwLWZmZigoKODo0aOUlZVJlHt+fh6t\nVktkZKT4BJQ9eGFhQQhSyjHa0tLC8ePHyc/Pp7OzU/wiV65cISoqStikERERwhXZu3ev0Jzy8vJk\n8qNoTLGxsdhsNsG+Xbx4kTNnznDlyhX8/PxYs2YNp06dwt/fX0Jvs7OzAtJRDWRq1K3YmArM4+rq\nipeXl0w6JicnmZ2dZXZ2FqPRyNzcnAjhLS0tREVFcfPmTQoLC2lra6Ovr4+dO3eSn5/P22+/Lf2v\nyq2ZkZEhsQKHw0FCQoL4dJxOJzExMTQ3N/PLX/4Sm82G1WrlS1/6EtnZ2dTV1dHZ2UljY6NgA3U6\nnUB8brnlFjZv3izYvn/0+MwtEj/96U8xm80cP35c+AYWi4WJiQmWl5cpLi4mODhYwkHKbhsfH09I\nSAhWq1VAJQ888ADx8fEYDAYSExNJTEzkwQcfJDs7W+7Grq6u6PV67rnnHqqqqkhLS2NgYICBgQHB\nvqtWrc2bNxMeHi7W3m984xvCklCxcKXO79mzh4qKCnnzRUZGYjQaiYiIkFapqakp/vSnP3H+/Hla\nWloICAjge9/7HqOjo8zNzfHoo49is9morKykq6uLHTt2yOp/9913Ax85/oxGI6+++irT09NiPb9+\n/Tqjo6PMz89LHkHh/Do7OzEYDBQXFwsoeHh4WCLZOTk5FBYWsm7dOgwGg2yL/f39yc/Pl6i8Yho0\nNzdjs9m44447CA4OxmQyycIFH1Gz1fm4sbFRlHWbzSa4/eXlZdLS0oiNjWVxcZHHH3+c7Oxsenp6\nxDilIva33XYbMzMzMl3QarVC3Xr22We59dZbBS+gFlflEjUajeTn57NhwwYeeOABnn/+eVpaWggP\nD8dgMIg1W/FIgoODJRmsDFjKF6MEyqGhIVJSUlhZWcHX11fYGvPz89LSlpCQwIMPPigOWVdXV3H0\nvvfee2IqO378uKRfX3nlFUJCQjCbzdx1112Mjo7y3nvvcenSJcrLy8VgFRsbyy233IKHhweDg4M0\nNzfT0tIimY3k5GQKCgpob2/nP/7jP6RTdXBwUI5Dn/b4zB03nnvuOcbGxnj++ecpKioiMTGRkZER\nOf+q7WplZSVpaWn09/cTFhZGeXk5ycnJHD9+nJ07dwrg8/z580RHR0sox+FwoNfr2bp1K2+88YYo\n9sp7f/nyZdavX09nZycBAQFERETQ19fH6uoqUVFRYr9VgSHFQNTr9aysrAhOvb+/n4aGBoKDg8nM\nzGR6epqTJ08KLDYuLo7x8XFuu+02du3aBXzEiVCq+uLiIm1tbSwsLGA2m4mLi2NwcFAoW8o34OXl\nRUNDA7m5udhsNiwWC5WVlUKKMhgM0jVhs9moqamhoKBACn3U16ly4KWlJYKCgmhubpYmr+LiYvbv\n34/VapWyHXW3NJlMpKenMzg4KNthVej8t5kPq9UqGorqxggJCRFmZ0JCAj09PaIjqdBeUFCQVBqs\nrq4SGxsrN4eSkhLZueXn50umIzExkf7+fum/jIiIIDIyUsqDVZRdRbIffvhhvv/975OQkEBYWJgs\nWtPT0xJgUyE5tUCoFvuZmRmZJKg+EZ1OR3R0tDhtKysrMZvNlJSUSBbI39+fsrIypqen5SisDHHK\nY9PS0iImv6amJjZs2EBSUhJpaWnSaufm5ia+k+XlZcLCwkhLS0Or1YofKDAwULpZVUPYyy+/LLum\nqKgo3n333X8ex+V3v/tdzp07h7+/P7m5uYyMjFBYWEhFRQWBgYG88cYb3HLLLUKbio6O5vTp06xd\nu1ZissvLy3z9618XpqUa9cTHxwuSTtmNu7q6eOCBB3j99deZn58nIiKCmI/bp202G+vWraOurk5Q\n+iEhIdKC1dHRwc2bN6UxW3EBNBoNHR0dpKSk4Ofnx9zcnHj8FbNSmb6Uq1GRoh0OB0NDQ8TGxqLX\n68VRp8Zwyl8QGRlJT0+PWKKzsrJEaPP19RWHndJsVMu52WwWF2d4eDg1NTU4HA4CAgIYHBzEZDLh\n4uKCp6cnJ0+elJ1UfHw8NpuNwcFBNm3aBCBC79DQkCDohoeHCQgIEGCM6oUYGhoiISGB1dVV+dlK\ndFQZEbvdLj2VdrudixcvSj5Hr9dL3FylNOfn5wkPD2fNmjWUlJSIblJaWipGLKV3GI1GgQLl5+cz\nPT0tC6iy8ev1erHzq9dRgYp7e3tFD1leXpZzvqenp1CwVWuXmkIouvX999/PT37yE5n6vPnmmywu\nLjI5OUl0dDQajQaNRiPdKcPDw2g0GhobG+no6JBjhCpnUjs0Pz8/Tp8+Lf2fymy4uLjIq6+++gmY\nc3t7O/7+/oSFhVFTUyP5pXvuuQd/f3/+8Ic//PNoEr29vaSmpvL888+LuHfmzBmqqqoYHh7mj3/8\nI7fddhtBQUH4+/vzzDPPiLOxtLQUu93O3Nwc3/ve99i3bx/5+flMTU0RHBzM22+/zeHDh6U1KSoq\nSrB4imrtcDjw8/OjqqoKo9GIn58fe/bsEUv3e++9R3x8vFCVu7u7xUK8detWgZfs27ePwMBAaYVK\nTEykvb1dWqNVTcDCwgKurq5YrVbq6uqYm5sjNjaWtrY2+vv7KSsrIzg4mLCwMGEYlpaWSoGP8j10\ndXVx/Phx+vr6iI6OlnhyWVkZ/f39LC8vc/PmTXFoBgYGyvfetm0bnZ2d3HvvvQwPD0s9ol6v5667\n7iItLY3XXnuNiIgIIiIiePPNNwVZ19XVhdVqJS8vj7a2NgwGg9CwbDYbRUVFlJaWSk5FjU97enpY\nXV0V+PAbb7who9Y333xTmqXMZjMtLS1UVFQIeu/SpUs0NTUREBDAunXrKC8v58477xTdR01x2tvb\nMRgMuLm50dzcLFrGv/3bv2G327n11luJiopi27ZtbNu2jdzcXMHQK21DAYiioqLw9vYmKioKT09P\nysrKGBgYkIa3qakpIYiNjIzIMenzn/88Z8+e5dZbb+WWW26huLiY2NhYKisrSU1NJTc3l+rqaqKj\noyX+D3D8+HHCwsJYv3695IjuuOMOcnNz8fT0pLi4WATrgYEBYbumpaVx66238qUvfYldu3ZRVFTE\ntWvXmJmZETSA2l15eHhw48YN6urqPvWa/MyNQK9evSqKvXoD6fV6urq68Pb2llIc9WYICgqSO+PS\n0pLYs4OCgrDb7SwvL3P+/HkyMjKIiYlhdXWVN998kx/84AecPXuWwMBA4uLixJB18eJFEhISBFWu\nHJaq6EeZnBRD0c3NTQCvPT09DA4OiqdfwUpaW1uJi4vDbDbj4uKCj48P8BH12GazERAQQH19PR4e\nHqKiu7i4MDU1Jc1Nygug3KEmkwmr1crrr7/Oj370I/7yl78QFRXFxMQE7e3tzMzM8Pjjj7OwsICb\nmxuxsbFMTU2h0WiwWq3SsK7QburOvLq6KqSmc+fOsWHDBurr68nLy6OxsZGEhAR6e3ulqepv7dAx\nMTFERkbS3t6Ol5cXo6OjLCwssHnzZv785z8THR1NZmam+BRUPsVkMlFaWkpwcDChoaFERkbyq1/9\niq9//etUVVUJuEWF6Xx8fNDr9cTFxVFSUsLq6ipbt26ltbVVphqJiYk899xzbNmyBU9PTxlRqudI\nGbmCg4MlK5GRkUFYWJiYwRRQJz09nZGREby9vYmNjaWmpkZETyVKHzlyhPXr16PT6airq2P//v2c\nPHlS3sdeXl4iNPb39zM1NYWbmxvbt2/n2rVrYvyrra0lIyNDUrFVVVWkpKQwPDwsCVCtVis7WJPJ\nhNPpFACRarNfXFwEICgoiN/97nfk5eUREBBARkaG7IBmZmZYXV3F4XCwb9++f54R6IMPPkhjY6P0\nKaiuRyV8KRBqTEyMpPi8vLxki6yMPaoXQgW5XnnlFXljV1ZWYrFYGBsbkxdP8RrUG1KVmqgouF6v\np7e3l7a2Nm699VZmZmbE5qxstJ6enpSXl6PX6+VYooI0bm5uYk3u6uoCYGxsTLzzlZWVwr1Q53TV\n+6m0ATWJUQlPFbXu6+sTkS84OJiUlBS5gyoB0W63y9gOoKenh/T0dFpbW6WstqKigpmZGeFXqKnE\n+Pg4u3btYmlpievXr5OcnExra6v0TxQWFpKeni6GL+X+VKQsZaPX6/XExsbicDgYGBjgwIED6HQ6\nOe6oztG2tjaeeuop6urqsFqtLC4usmbNGqkV0Gq1LCwsoNfrZaFaXFzE29ub/v5+bDYbERERBAcH\nYzAYMJvNbNiwge9///viZFTTmuTkZCYnJ4WpoBZnu93O0NCQFDwpgrrKtdTX1wubRNHG5ubmsNvt\nFBUVUVZWRkJCAmvWrJEwotKqAAmZKWKWw+Hg0qVLxMTEcPXqVfmdFIwmMDCQ7u5upqen6enp4eDB\ngzIxMpvNOBwOHA4HY2NjdHd3YzAYxMIdGhoqY1019VPBRlU78corr/xzHTfc3Nwk4KJgrGFhYbi5\nuXHjxg1cXFzo6OggJiaGgIAAuQBVKWtGRgYzMzO0trby7W9/W9Tp1NRU1q1bx2OPPcY3v/lNPD09\nCQ8PZ3V1lby8PBHwlAkmKytLjiCDg4P4+vqyZs0a6urqhOK9tLQkdz9fX182btwoBbZ6vZ7o6GgG\nBwel4k3h8tRRRtGoVe7BbDbj7+9PdHQ0iYmJvPXWW+K17+np4cUXX8RutzM4OMjS0pK0hZ0+fZoj\nR45w6623yp0iNTWVxsZGSTyqAJWnpyfJyclMT09jsViw2+38/ve/JyAgQOLu9957LwaDARcXF8bH\nx6moqGB1dRWLxUJQUBCRkZHExcXxjW98g8nJSdF9lCFpfn6eb33rW8zMzKDX69m4caNcuP7+/jzw\nwAO89dZbAHh7e4vhR9meS0tL2bRpE2lpaaxbt05sxB0dHeh0Oubm5mhvbycyMpLc3FyKi4sxm820\ntbURFhbGwsICoaGhDA0NcfPmTf74xz+yZcsWXnrpJYKDg/Hz88NisVBaWkppaSnh4eGEh4dz6NAh\nHA4HsbGxBAcHMzw8LKVLi4uL3Lhxg46ODhGF8/LyWFhY4Itf/CIGg4HS0lIuXrwovpqSkhJBByiX\nrfIwhIaGcvXqVZqamtBoNOj1eiwWCwaDgQ0bNuDp6SllP+fPnxfNws3NjR//+MdcvXpVdo5NTU2Y\nTCbWrl3LzZs3KSkp4dq1a1y5coVr164xOTlJenq6FD07nU6amprw8PDgF7/4xadek5+5ncR3vvMd\nadmamJjA4XBIy/WlS5fYunWrNETPzMxILPzdd98lPT2d0dFRaTyam5uTYpLvfve7OJ1Orl69il6v\n54knnqC1tZXx8XGJ4EZGRhIbGytczLa2NrnTKeHQ1dX1E5VyAQEBjIyMMD09LU+8wWBgdHQUm81G\nZGQktbW1aDQa1qxZg06nE7eeqptT9lh1zr5+/bqYncLDw2UMp5KJMR/XGE5MTJCWlobD4aC/v5+n\nn36a69evc+nSJSmRVaE05RdR+ZHOzk4RbpXLs6CgQJTyI0eOcO7cOaampqipqSE9PZ3AwECuXLnC\n/Pw8o6Ojopi//vrrwpUwGo3YbDYpdy4vL/8E5+Lw4cMMDg5y5MgR5ubmiImJobGxkaSkJAoKCjh/\n/jwuLi7cfffdshgra7T6o8C5CQkJIv4qQ5MCwAwMDLBhwwauXLnChg0bZFQ+PDxMTk6OCKTR0dF4\ne3sL09NqtZKZmSkVi3q9nu3bt9Pe3o63tzceHh4kJiaK30PlKpS5bu/evQITam1tJSEhgcHBQTo7\nO6WRvr29nTVr1lBTU8PCwgKpqalEREQIEU39HspjoX73kZERSXRu2rRJGtfT09MZGBhgZmYGX19f\nUlJScHV1JS8vj/T0dAH/REVFUVtbK2njiYkJPD092bBhA4cOHfrv3UloNJpIjUZzXqPRNGo0mgaN\nRvOtjz9u0Gg0pzUazU2NRlOi0WgC/uZr/qdGo2nTaDQtGo1m+z/63qqRSdXIq7P38vIyu3btor29\nnejoaIGzqPDOli1bcHV1xd/fX4Qjs9nM/fffL9v5oKAgAaYuLy+zsLDA2rVr+eCDD1heXqa/v5+6\nujopeFGBGlUJqECmSv9QQFeDwYDBYCApKQkfHx/q6+uFqtXf38+OHTswGAxyh52ampJJgsotKPei\nm5sbt9xyi2y/m5qapOV7cXGRzZs3Mzg4yODgIBkZGbz88ssUFBRQVFTEL37xC+rr6wkODhZMXszH\niPy2tjYJg4WEhEjnp9lsZv369QLGtdlsVFdXk5aWxubNm1m7di2PPPIIZ8+elVq6c+fOsbS0RHR0\nNJ2dndx///3ExMTQ0dHBwMAA8FGG5ejRo6IjdXR0cMstt/Cd73yHmI+7LhMSEoT2rRKfKrNw6NAh\nLl++LOlZNTFSNu/w8HBheOTl5REWFkZVVRXz8/NERUWJAe+hhx5icHCQ3t5e6W798MMPhWGp0WjE\nUal6RAcHB7Hb7WJAqq6uJjQ0FJ1OR3p6OlarldDQUCm80Wg0tLW1UVtbK+BcNea8evWqcC5sNhs6\nnY4vfvGLMj2prq6W18Rut3P+/Hmx6CvAkLLHr66u0tbWJo7RxMRELBYLZWVlrF+/XriYWq1Wypou\nX75MfX09BoOB5uZmoqKisNlshIaGsm7dOoxGI1qt9lOv9//qcWMJeNzpdK4B8oHHNBpNCvAUcNrp\ndCYCZz/+bzQaTSqwH0gFdgIvaDSav/uzVYxZuc5mZmbw8/NjcnISm80m2QutVitQkK6uLjHAqHFR\namqqHCd27NhBd3c3P/nJTzh+/DhjY2OUlpYSExNDTU0N999/v8SCXV1dhXgUHR3NysqKuOi0Wq1E\n0NUTrVKN6u6qtuHBwcHYbDYcDscn6FGq8To+Ph6r1SpCZUFBAQUFBeh0Ourr67FYLERFRWGxWCQ6\nrd68fn5+zM/PU1FRwVe+8hWWl5el3wHg4MGD3HXXXcBH4R5lt1aAlK6uLhHwqquraWxsRKPR0NTU\nRGtrK5GRkRQVFQltWjETi4uLAcjOzpaqAgVP6evro6ioiJs3b+Lp6YnD4SA0NJSNGzfS19cnu67T\np0/j4+Mjxi6lv4SHh7O8vMytt97KY489RlFREWlpaYSHh9PY2EhPT490q6h4fmdnJxqNBrvdzvbt\n24mOjpbx9qFDh9iyZQtVVVV4eHiIVrV+/XrWrVsn9DM1UVhcXJT2NrvdLkcWg8EgWsTCwgKVlZV4\nenpy/vx5jEYj5eXl8jolJSXh4eHB0aNH+eCDDxgfH+df/uVfmJqaori4mPj4eFpaWvje975HWVkZ\nKysrREREcOzYMZqamigsLCQlJYXy8nKMRiPT09OUlJTg5+eH1WqVImbFU1UlSOnp6XR0dDA2NiZA\nHoPBIM3nigVSV1cno3fVMzI7Oyu5kP/WRcLpdA47nc6aj/8+AzQDJmAP8JeP/7e/APs+/vte4A2n\n07nkdDq7gXYg9+99byUojYyMMDIyImW4itLj6+tLcnLyJxaI4OBggdP6+vpK8WpISAixsbFERUUx\nOTnJI488wiOPPMKWLVt4+eWXCQ0NJS4ujqamJjw9PWVerrB0Sv319vYmICBAZt/h4eECWZmbm0On\n00mxj4pzj42NUVRUJKAWFTtWsFNVCJyUlIS3t7d0Xvr4+AjGPzIyksnJSZk6qFyAmrBMTU1htVrp\n7e3lf/yP/0FKSgp2u53Tp0/z1FNPERwczBe+8AU8PT3x8fERVL7RaKSrqwuj0UhOTg6zs7OfiMnr\ndDoZbf7+97+X5q9169YxODhIdnY2g4ODJCYmioFoeHiYs2fPSl2fxWJBr9dz/vx5bDYbjz76KLW1\ntTzyyCPynLu5ucnxaW5ujjfffFN4IT//+c8JDg4mPT0df39/ae/KysqS10qv15OTk8PJkyc5fvw4\nOp0Os9ksTI577rmHpqYmFhcXufvuu8nIyKCsrEwi52oHFx4ejl6vF7HQYrHQ1NQkKdU1a9YwMDCA\nwWAgLS1NjF3PPvss6enp2Gw2OZ6FhIRw8OBBTp8+zdTUFK2trQQFBbFmzRoZiatKAg8PD3bs2EFO\nTg7Xrl3Dw8OD6upq4uPj5Vijnq/u7m75PX18fCR6r/QgrVaLwWAgMzMTd3d3YbA8/PDDbNq0Sbga\nkZGRxMTE0NXVJYiC/7+o+P/1CFSj0cQAF4E0oNfpdOo//rgGmHA6nXqNRvOfQJnT6Xzt48+9BBQ7\nnc53/rfv5fztb39LWVkZW7duxWg08tZbb5GdnY3ZbKa2tpbBwUGSk5M5ffo0d911l5B9VCuV6sBQ\nivPf8h5Vj4HqQVS8QLVTUaYUZVm1Wq0CWG1tbSU3N5fFxUUZ973zzjvceeedvPnmmxQVFWEymQQo\n09PTIwacnJwcCVWpHYaiLRkMBmpqati2bRvV1dVkZGQAH42uFMlJhdzUaEs562ZnZ2VykZWVJXds\ndQwYHh5mcnISnU7H1q1bZZFta2uT8W1LS4t0WKhphEpYJicns7CwIMGgc+fOSTXfrl27OHnyJMnJ\nyYyOjrK0tMSrr75KdnY22dnZ0iEyMDBAT08PW7ZsYWhoiKGhISoqKoiLi2Pz5s2cOHFCeJ1GoxGz\n2Sz/JqvVSmJiIseOHQMgKipKFilljpuenhYOqUIVLi8vU1lZSV5eHu+//z4mk4nt27fz4Ycfkpub\nS0BAgIyG9Xo9p0+fFkjwc889x/PPP8/PfvYz4uLiOHHiBPv370en09HT00NUVBQajYbFxUUWFhaI\ni4ujvb1dXlfF2dy4cSPPPfccISEhbNq0iYmJCTG1KQOa1WrF29sbd3d3NBoNf/7zn3nxxRdZWlri\n9OnTgtpTepQau6uJR19fH5WVlRKj7+rqIi4ujsLCQjw8PGhoaKClpUWQBirBq6Z2Q0NDou986Utf\n+ocj0P+r6YZGo/EB3gH+xel0fmLP4vxo9fm0Fejvfu7YsWM0NDTw9ttvU1xcLOO8zs5OCgsLiYyM\n5I477uCBBx4gMjKSqqoqES8XFhZk4qAAun9LbVbsBkBGY/7+/jJKnJ6eFsFRnbmdTieXL18WZNn4\n+DgRERG0tbWRl5fH6Ogojz32GMvLy0xMTHDs2DEGBwepqqqit7eXq1evcuHCBbnLt7e3o9PpsFgs\nMlLNz8/n0KFDGAwGqqqq8Pb2xtvbW6Lw7u7usk1UzdNNTU1UVlbKtvvs2bMEBwfT2NjI0aNHGRsb\nw9vbm8LCQkJDQyktLWVkZISKigrOnTvHCy+8QF1dHWfPnqWgoIDy8nL27NlDeno6RUVFDAwMUFFR\nwcWLF6moqKCvr4/09HSMRqNYyt3d3WXRcnNzY9u2bSIGp6SkiJkpOjqat99+m3feeUeEXwUf1ul0\nFBQUsG3bNvz8/BgZGWFlZYXg4GApLtqzZw/Z2dly91UZBZvNpt6HUoKsOlwTExM5deqUTJ1qa2sx\nGAy8/fbbAvVR/hqj0Shwl7vuuouysjLS09Pp6+vjZz/7GUFBQQJKVhefSiaXlZV9Ikg3Pz9PVVUV\nJSUlbN26FZPJJF0uyg6uLPFr164lMDBQmrwsFgtXr14V+3hYWBhGo1FuXjabTWBFFy9elHZxlTVS\n2k5DQwNWq5XZ2VlSU1MlHZqUlITdbsfpdMo07PDhw5w4ceJTr/P/8iKh0Wjc+GiBOOR0Ot/9+MNW\njUZj/PjzYcDIxx8fACL/5ssjPv7Y//H48pe/TF5eHi+++KKk+VS1+vXr11m/fj3f//73KS4uxmq1\n8thjjxEdHS2FuH/b7KUArt3d3aSkpIjrTC0IiiCs0o9hYWFMTU3h4uKCTqejubkZd3d3Dh48yMrK\niqQoS0pKcHFx4fjx42zduhU/Pz8CAgLo7+/nG9/4Bvn5+eTm5nLvvfdy55138uCDD+Ll5SU+kpxu\n6AAAIABJREFUfJWvWF5eljv41q1bee2114SE5OLiIu3hCtGnLgLl5VA8xdTUVBFPtVotPT09klZV\n1vH9+/fzu9/9jkuXLmE0GvH09KSoqAgvLy927NjBN7/5TUJCQmhvb2dgYIDExEQyMzO5++67xSei\nLOUuLi7U1NSQm5v7CWK22uar1qjf//73lJSU8P777xMdHc3Pf/5zYj7uNI2Ojkan04kZCD7aKUxP\nT8sOTiEHtVqt4OauXLlCXV2dbLNdXV3FK6LVagkMDAQgOTmZyMhIaasymUykpKRITmZgYEDsyKqP\nQ6H5VlZWCA8P58477+RHP/oRjY2Nctavq6vDYDAwOzvL1q1biYuLk26Y2NhYDAYDUVFR4o3R6XSC\n9svJySEwMBBXV1c6Ozvx8PDg3XffJSBA9H02bdrEK6+8Iv4JdVHPz89LfkdVMfr7++Pr6yseiNjY\nWEpLSwXeq95DoaGh+Pj48O6771JfX8/8/DwFBQX4+/vz9a9/nSeeeOJTr/X/6nRDA/wJaHI6nc/+\nzafeBw58/PcDwLt/8/F7NRqNu0ajMQMJwI2/971ffvllQkJCeOaZZ/jc5z6H0+nkww8/ZPfu3ayu\nrvLXv/6Vu+++m3vuuYeNGzcKbSk1NZW2tjaWl5cZHx8XMrSrqyvNzc0sLy9jMpmEaD0xMYHVapVM\nA3yEBUtISGBkZIR3331XhLXnnnsOk8lEXFwc1dXVst199NFHOX36NDdu3KCvrw9fX19++MMf0t7e\njlarZWRkhNLSUpaWlvjRj35EeHg4HR0dvPfee7i7uxMSEkJAQABpaWmUlpaSk5PDfffdR2dnJ4cP\nH8bV1ZVDhw7h6upKe3u7iKnK6JOUlISfn5/kL+rr65mamsJkMonld2Zmhr1799LQ0MCvfvUrseaq\nZG1AQAB/+MMfeOaZZ7j33ns5d+4c3t7eJCcn4+bmxokTJ0T7UJZ3NWGw2WxcuHBBjFKDg4N885vf\nxGw2097eTmZmJllZWTz++ONUVVXx0ksvyY7v9ddf58yZM8THx9Pa2oqHhwdnz57F09MTo9FIfX09\n27Zto7GxEQ8PD1JTU9m7dy8HDx5kz549Ek9XkWlXV1dSU1MZHBxkYWGB5557jomJCc6cOYOfnx/h\n4eH84Q9/kDSxh4cHNTU1xMbGsrCwINrB/Pw8JSUltLW1ce3aNQwGg7grVTO3TqfjnXfeYXx8HDc3\nN2FovPHGGzKx6Ovro6GhQbQWVcBTUVGBr68vSUlJWK1WvvWtb/GHP/yBjIwMtm3bxuXLl0lISJDF\nWo2xl5aWMJlMAhGy2WzcvHlTQo+33XabsDaV49jf3x+r1SpVAKpjxWAwoNfrefjhh9HpdJSVlX36\n9f5f0SQ0Gk0RcAmo438dG/7nxxf+ESAK6AbucTqdkx9/zfeAB4FlPjqenPo739f57//+7wIAufvu\nu3E4HERERHDhwgU+97nP0djYiJubG66urgL9XF5ext3dHbvdLgU8IyMj0sKlvA4jIyPExcXJCq9I\n1QBWq1XoSB4eHri4uIga3NHRgaurKxqNhrS0NDHYOBwO2d4pMSk2NpaIiAjS0tLYt28f9913n4zf\n1PhVHRmys7O5evUq27Ztw2q1otVq8fDwwOl0sn79es6fP4/ZbBakmTp2qO4MFejq7OyU5KWC3ly+\nfJmNGzfi6enJtWvX2LNnD21tbXzuc5/j8OHDUksQHR1NTU0Np06d4hvf+AZXrlwhPDxcbMs2m42k\npCSB9wQFBUknhkpKxsXFyVhQ5QiGh4d56KGHhNi9detW4XwkJyfz7LPPcuDAAcrLy6XgV0091LhY\nFe3AR4i1tWvX0t3dLeY6tcguLy+L7fratWvk5OQI4m11dZXm5mYcDge7du2iu7ub9PR0sdsrqlhm\nZiZ9fX389Kc/5Wtf+xpXrlwhJiYGm83G3r17+e1vf8vMzAwJCQl4eXlJuZHdbhecnQLSRERE4Ovr\nS2NjI+Hh4dx+++2888476HQ6QkND5fisynHq6+spKirihRdeICAggPT0dFnMDQYDXV1dYjJbWVlB\nq9Xy+uuvc9999/GXv/xFGuqbmpqER3L58mUyMzOluFmVTbm4uFBVVSWk7MbGRjw9Pdm/f/9/rybh\ndDqvOJ1OF6fTaXE6nVkf/znpdDonnE7nNqfTmeh0OrerBeLjr/k3p9MZ73Q6k//eAqEe4eHhzM/P\ns3nzZhISEjhy5AinTp0SoGt5eTlhYWG8/PLLWK1WSkpKiI+PZ2JiAi8vLxISEoiLiyMxMVGEIkWu\n8vHxESu2GgWqyHBERISQrPV6PZcuXWLjxo0y8di5cye7du3i8OHDOBwO0Tnm5+fJzs6W7IcqPqmr\nqyMnJweDwSAW3Js3bwqGf2JigpaWFsLCwmhsbMRut5OSksKxY8fo7e2lu7ub6Ohorl+//ok2cfUG\nUxeRv7+/dF2+9dZbwu/813/9V7y9vamrq+P73/++lNY+++yzpKWl8eabb3Lu3DmefPJJDh8+zO7d\nu5mYmKCwsJDu7m6Gh4fFo1BVVSW9rKGhodJhqSYJzc3NBAUFsbi4KDV2Bw4c4Ny5c0xMTFBeXk57\nezt5eXnExMTQ0tLCvn37KC4uxs/PDz8/P4EGR0ZGUlpaKoEnZfaqrKyUham3t5fV1VUMBoOIlmvX\nrhXWhLJr19bWonpcVHLXy8uLlpYW0RVU1kb1mKSnp3P9+nVSUlLo7e3li1/8IkeOHOGLX/yijLjn\n5+fZvn07ExMT7Nixg6amJrlhqKh5f38/Xl5eVFdX89JLL1FRUSHjVRXuWllZITs7G4vFwtGjR9m+\nfTsmk0kWoImJiU9kl5SdWvXDXLx4kfXr18siqjikg4ODRERECPOjpaVF3K4q5RwVFcX169cxGAyy\nk/5Hj8+cLVuFmNQWSRlSnn76aYaGhtDpdJw+fVruGnv27KGnpwcvLy98fX3Fjq1YAKolu6enR4I2\nXV1dnzCouLm5ieo7MTFBd3c3W7Zs4dvf/jbu7u7k5OTw2muv0dTUxKuvvorD4RDLa3NzM7///e/Z\nvHmz9DN2dXXR1NRERkYG3d3dUuxy3333cePGDdluqgyD3W6nsbERX19fnn/+edmCK8ydr6+vWKsn\nJiZYu3atNKNfvnwZV1dXjEYjX/jCF3jvvfe4cOECAHq9nsXFRUpKSuju7ub9999ndXWV8fFx8vPz\n2b59u1QJjI6OCn8zLy+PoaEhyWvs3buXY8eOERUVxdzcHDt27BBviJ+fnxDLOzs7qa+vp7W1VWA1\n4+PjPPbYY5w5c4aGhgZef/11uru7iYqK4lvf+pYIxaoysK2tjU2bNuHj40NVVRU+Pj7s3LlTYuHK\nmxITE0NbW5uE0ZSWNDExIWVHjz76KP7+/qSlpZGbm0t4eDgLCwtYLBby8vKYn59nzZo1Ysrz9vYW\nVkZ9fT2PPPIITz75pPBR16xZQ0REhNjXvb29Be8fFRVFdHQ0LS0tHDp0iNjYWLy9vSkqKmLPnj08\n+OCDxMfHk5ubi8Vi4aWXXuLo0aOcOHFCKOxr166V5OzU1BShoaG4u7vj7++Pp6cnCwsLwkNNTk7G\nbDbT3NzM6Ogovb29Uoegxp/KpPX6669LQ7zD4RCj1tatW+ns7GRlZeVTr8nPXAr0gw8+YGVlBafT\nKRyAwcFBzGazjDl9fX2loVmr1fLss89KL4WyLl++fFkQbPn5+Zw5c4ZHHnmEjo4ORkZGyMrKYnBw\nkPDwcCnp9fT0RKvVUlNTI2r2hg0bCAsLo6GhAZ1Ox6233srFixelM0ExIs1mszAFExMT8fb2FmKV\nRqNhaGiImZkZMjIycHV1/cTPCgsL4+zZs6Lqr1u3jtLSUgHUHjhwQPocVFOWavdOSkqiu7v7/+i9\n0Ol05OXlkZiYyI0bN4iJiRHLuJeXF+fOnWNubk6MTysrK4SEhOBwOPjqV7/K3NycbHftdjs+Pj50\nd3cDCBI+KCiIU6dOcc8992Cz2RgaGpKSmOvXrzMzM0NwcLCchZXPQ/V8qKlCaWkpjz/+OC+++CIj\nIyPk5OQIUDc4OFhyCSaTiZGREfz8/KitrSUsLIwPPvhAts4KK6A8CWrqoYxTfX19ktVRWkNvby9Z\nWVkAHDlyhPz8fKkXmJycpKqqSo5ATU1NJCUliYnL3d2d1dVVMjMz6e3tJTMzE19fX9m9enh4AEiW\np6+vT/wxSt/o6Oigvr4evV4vPBSdTifEbGWKUkbBnp4eAeckJyfT2dmJp6enuFCdTqdg9JKSkkTY\nVlmfDz/8kHvvvVe6TQGcTicPPPDA/5sR6P+Lh9PppLy8XCCvqn1ZkZj8/PxELFIjp/Xr15Obm0tM\nTAyvvvoqLi4ubNy4kc9//vPce++9TE5Osm3bNoll+/n58c4775CYmChodhUzTkxMJDU1lZ07d4rI\nc+LECdzd3fH29uaFF14QxJlKVCp6lioIUi1LYWFhaDQa+vv7ycjIkACS0+lkZmaG+vp6tmzZIv6E\nxx57jO985zu0t7djNBrZuHGjELlXVlYkGbq6usqpU6ckPDY5OYm3t7csHlu2bCE1NZXp6Wk6Ojpk\nhr9hwwYpilE+AaWFqDsiwOTkJEtLS+IzUd0cCivv6ekpFOnMzEwRAMfHxyUPogqSlBckLCyM0NBQ\njEYjkZGRJCQkyPb84Ycfpri4GHd3d9kKDw8PMzY2Rm9vLwMDAzidTqlWrK6uxmg04uLiwte+9jUp\nEFaO2KNHjzI3N0dNTY1U7Kl6xJmZGa5cuSJQl4WFBU6cOMHFixcJCgrC3d2d+Ph4hoeH0ev1ZGVl\nsW7dOsLCwsT9mZqais1mk8WmrKyMoqIiPD09mZ6eludPgYD/8z//k7GxMeLj47FYLJhMJoxGI06n\nU3phc3JyqKqqQqPR4OfnJzH+hIQEqVxQu2KTySRalNqZuru7c/PmTbq7u+Umq9FoKCwsxOFwMDk5\niVar5eDBg0xNTdHb2yumLmWl/0ePz9wioXYNlZWVAnFRfQuqiXtxcVEalmdmZggPD8ff31+Snuqo\n8Zvf/IbTp0+ze/duUlJS+O1vf0t/fz+nT5/mgQce4OjRoyQkJHDp0iUhF1dXVxMUFMSJEyfw8vJi\nbm5O4KcvvPACd955J15eXhQWFpKZmYler8fLy4vp6WkZpY2MjLBr1y5aW1ulqLa4uFgw752dnTQ0\nNFBQUEB1dTXBwcHcfvvt/O53vyMzM5OzZ89y+PBhRkdH+epXv8rq6irBwcHs3LmTp556CoPBwG23\n3UZiYiI9PT04HA6+/OUvYzQaGR0dldyLj48PGzZs4Nq1a3h6etLd3S0XssquBAUFSchHjWmHh4cl\n+alSoKr8xtvbm8zMTNLT04mLi8Nut3Pw4EHa2tqEgu3q6gr8r9i1OlsrToZq4Tp9+jTj4+McOHBA\nRErlDRkdHSU9PZ3w8HAsFovULAQGBkqPioeHB2+//TZHjx7FYrFQXl6Oj48P6enp9PT0oNFo6Orq\nwmAwsG7dOhITEwVnPz4+LrkHtStUd2/Vn1lRUcHAwABarVYKj11cXOju7iY1NRVXV1e2bt1KQEAA\nTqeTuro6MaNFREQwNjZGXFycHJ/ee+89XF1dGRsb4/LlyzQ3NwtnVTEpFY6wurqakpISKioqcHNz\n49ixY4yMjNDR0UF1dTX9/f3C61QsVkX2Ujc8tXMcGRkhJSWF8fFxiQIMDw8LDqCkpORTr8nPXApU\nbYVUxd/4+LhU6pWVlREaGirsQzUXP3TokDAQ7r77bmpra+VOXFpaSm9vL0FBQWzatInY2FhpUqqo\nqBAWJiB5/87OTgoKCrh27ZrQipKSkkQ1XlxcxGQy0dzcjFarpa+vj+TkZBwOB4uLizQ3NwtrwsXF\nhYCAAMLCwkhOTiY0NBRfX19iYmKE5dDX10dISAitra187WtfEyOXyWTi17/+NcHBwSwsLHDhwgXy\n8/PFlPPGG2/IonjHHXcwNjaGq6srvr6+2Gw2TCYTXV1dxMTESNhMOTD7+/vFkuvu7k50dLRc6Hv3\n7mV2dlboVkpb8PLy4v333ycpKYkXX3yRwMBA9u7dy4ULFxgYGJCEo+qBGBsbk8ZsteBOTk5Ka1RU\nVBQBAQHk5+eTkpIiu8ioqCiZ5ijIjIuLCwaDQVyD7u7umM1m4YUqlV6r1bJt2zZ8fX0llu3m5kZt\nbS3z8/PMzMzwgx/8QFynvr6+bNmyBUDGxx988AEtLS0AbN++nZaWFnmdJiYmhDE6MjLC1NQU7u7u\njI6OsnnzZjHCqR3CwsICk5OTki+Bj9K+sbGxUsocHh5OQEAAS0tLErm//fbbMZvNcpHb7XaioqLw\n8fERPUvh8FX3a0BAADdu3OBzn/ucQHgVJUxN8t555x0psVaGMsWC/adhXG7bto2VlRX8/f3p6urC\nbDYLISoiIgKtVsvw8LCwGdS5UDH+ioqKqKmpwWw2c/nyZR566CGJNau2Z61Wy/j4ONu3b5dzt6pH\nKyoqIjk5mcXFRRmV6XQ6CQ35+PgIOSgsLIzx8XGZOPT09LB27VqhU7u5uckCMDs7K8am+fl52eon\nJyeLLTwnJ4eYmBiKi4vZvXs3sbGx7Ny5ExcXF4KCgtDpdOTk5IjBxtXVVYhN4+Pj8sYbGBiQ3ga1\nnVTBufn5eQkHjY+P4+/vLwasyMhIFhcXyczMlF2DqkRcWVnBYDCIcUkRxI8cOSIJRo1GI7DVubk5\nXFxcJP6s1WqJjo6W1Ky7uzsOhwOr1SpFvU6nkx07dlBbW6tISaysrNDR0YHT6SQyMpL+/n4RD2dn\nZ0VUVB9XOL+QkBCJ/ys4cWJiIk6nk6efflqOHnNzc3z44YekpaVJR0VUVBTt7e3s27ePqqoqQkJC\n6OvrIzExkYCAAHEwent7c/PmTaxWK3v27BEQsnptFNFMo9GIfuJ0OqX5a35+noSEBDIzM6V7IzU1\nFTc3N8m1aLVaJicnJbCoPq4mFhEREYyPj9Pe3k5PTw8FBQW4urpKMfLi4iLT09MCnpmZmSEoKEjs\n7+p7v/rqq/880BmVaVDtQ01NTVitVmmCnp+fp7m5GbvdLjmJ9vZ2zGYzd9xxB0888QQRERHiUDt0\n6BCBgYGMjY3x5JNPUldXJxBWtcNQb+iVlRW8vLwEy9/f3y8Zh6GhITZu3Iirq6sk6FRprDqnqxCa\nogj19fVJS7aXlxebNm0iOTmZ1NRUGhoaSExMpKysTKjbaqz60EMPcenSJRH1lK6hCmmGh4dldBcZ\nGUlBQQEuLi74+voyPj5OXl4e4eHhwEcEbhVrX1lZIScnh7fffhuDwSAdD+q5nJmZkaIilW9RJCbF\n9FhaWqKwsJD29nYuX76MyWQiPj5eSmaURdvT05OgoCCpu3dzc2N1dVXAtC0tLeJsTUpK4ujRo/j4\n+HDjxg12795NT0+PLFBFRUUEBQWxvLyMTqdjenqapaUlXnnlFeLj43nttddIT0/njTfeEKHRxcWF\nwsJCKY0ODg6WzMXBgwfZv38/999/Pzt37mRqagpfX18RMFV4r729nYmJCTw8PMQTYTabmZiYkLh7\nQEAARqOR1dVVnE4nWq1WmB12u10o7CoDExISQm5uLkFBQej1eqampjh69ChJSUlotVpu3LhBU1MT\nHR0dLC4uMjc3J27aiYkJhoaGGBgYYO3atdL34ebmxrp160hJSRGMohJrVV+JVquVyZEidcNHqWvV\ntfKPHp+5RUIBMwYHB6V6XZ2jVdnOPffcg4uLi8R31dZKBZ7Wr19Pd3c3SUlJ0m6Unp6Ow+Fg9+7d\n/PWvf+WBBx6goqKCn/70pwKd2bBhA2+99RYOh4MzZ86wurrKsWPH+M1vfiOEJbvdLruL5eVlXF1d\nBTHX1dVFeXk5dXV1fP7znycrK4ulpSV27drF6uqqlNaUlZWxbds2Tpw4wZ49ezAajYyNjfHee+9J\nWW50dDS/+tWvqKyspLW1FbPZTEpKCgkJCSQnJxMbGytZk/b2diwWCy0tLSJKenp6iudfcSrUmXXr\n1q0CRZmYmKCgoEAYFzdv3qS0tFR2KDabTRZVxVtUDdn79+/nyJEj2O12RkZGZEoSFBQkvoDo6GgZ\n4c7NzbF+/Xrc3NxIS0tDp9MRERFBc3Oz7NSGhob48Y9/TE1NjWD9lW/C6XSSnp6O3W6XxepPf/qT\ndIioC0fVBU5MTMjYcGZmRrbnV69e5YUXXqC8vJzV1VW5q9vtdubn55mfn2fHjh1MT0/j5+dHe3u7\npG4vX75MUFAQHR0dPPnkk1KVqChhakF0dXWV18bDw4OLFy/S3t5OTEwMJSUltLS0SP+q2Wymo6OD\nzs5OCTDOzMwwMTHB4uIisbGxopsoVMHU1BQlJSWMj4/T29vL2bNnCQsL4+rVqwwODhITE0N6ejoV\nFRUCb4qIiJAFSBUnV1VV0dfX96nX5GduBPrLX/4So9GIu7u7GIMiIyMpLi6Wvsnjx4+za9cuFhYW\nsFqthIWF0dvbi6enp1hls7Oz8fHx4ZlnniEnJ4fu7m5hNo6NjREbG8vAwICU5bi4uGC328nOzgag\nvb2d2dlZsW6r0ZkCtXh4eIiApujK8fHxnDhxgqSkJOE1KsFVOQcnJyeliSo4OJh3332XoqIiMjIy\n5N+r/A3qsbq6SmVlJWFhYdTX1xMREcHnP/95Tp48ic1mE8x7QkICdrud8fFx0tPT6ezsFFrR0tKS\n5EL8/PwoKCiQN4oSHB0Oh+D41d+Hh4cJCgrCaDQyPDxMTU2NkLuysrJEQPP29qapqUmOMPPz8wQE\nBEhx7fXr1+X3UOO6/v5+cnJyiIuLQ6/Xc/XqVcxms6jtKysrrFu3jmeeeYaNGzeSnJwsHaQDAwOC\nMlRgYeXKnJiY4ODBgzz//PPk5+czMzODj48PAwMDnDt3jh/+8Ie0tbXJ76MazVS0W6fTMTMzQ05O\nDhcuXBCR0mq1YrFYBJKryFEKd9/V1SW1ASrf4XA4+MIXvoDVagVgcXFRHK0LCwtSV6k+t7q6Kv2o\nw8PDzM/P43A4OHr0KOvXrxc9Z3p6mgMHDtDW1saaNWtoaGiQzIk6Zk5NTRESEsLly5cpKCiQcWlA\nQACTk5PiUu7o6OCJJ5745xmBWiwWWVnHxsak8ei+++4jNTVV4sAqqKJKbJSg5eXlJXf13t5e1qxZ\nQ2VlJYWFhdJm5HQ6uXHjBps3bxZgbWRkpGgNyj7s4uJCTk4OW7duJSgoiN7eXrKzs/H19UWv10vQ\nZmxsTFyDWVlZopmUlJTgdDq5du2a4PCHhobEjNPQ0MDBgwdJSkpiaWmJmzdvEhgYKN58xXFobm4m\nKSmJtWvX8pWvfEVaqJOTk7FYLCwsLHDnnXcyMjJCamqq4MnS09NxdXWV9KKLiwve3t6srKwwNTUl\nqHvVIq4EysDAQIHtqCPC0tISbm5usiVXtnVlg+/o6CAwMJAtW7ZQVFREVlYW0dHRUmaj+kRU+U9P\nTw9paWkC9O3+uMRZRaldXFxITk7m0qVLREVFYTKZqK2tFXp2amqqNHcHBwcDsG7dOomOK5KW6vRQ\nFvL7779fbPVqCqPAM+7u7sTFxUk5UG1tLbOzs4yPj3P9+nVp7VZ+FdVdYTAY+CjO9JEnoqKiQqZM\ni4uL2Gw2SSgrVuvU1JRUSio7t4eHh4CbVRFwbGwsLS0tZGVlkZaWJpO49PR0NBqNdLM2NjaytLRE\ndXU1V69eZXFxUV7T2NhYZmdnpVB4bm5ONDF3d3fWrFnzqdfkZ064VB6DL3zhCxK4UclHpQIrQ4qK\nv6oXyt3dnfr6etauXSuA2Bs3brBnzx4mJyf54x//yJkzZ9i2bRs3b94kLCyM5eVljEYjra2tXLx4\nkZSUFGJiYvD19eX8+fPcc889gnarqKjAaDTK6DEyMpKJiQmhUykk2vbt29m8eTOBgYGUlJSwefNm\nOjs78fb2FmFtfn6ewsJCxsbG6OjokBq5CxcuEBISQnx8PDdu3GBubo6goCB+85vf0NHRQWRkJC+9\n9BJubm6UlZXh6enJunXrqKiowNXVlVOnTnH77beLYKkMU0tLS0L6Unc6NW9Xd2I/Pz+pt1Pba6PR\nKLZgRVJSqrivry+5ubnY7XaxKCttpaKiQsjPKtq+ZcsW8ZiobML169elVEbtBHx8fPD395cSZeUy\n/f+oe8/oqM8z/f8z6tJII4000kga1VHvHQQChKgCA8EtTjFeJ/aeOM2Ok931+uwmTs62dMeJ7cTO\nOgms47IQGwyhiiJQASShLtR716iNyqiMNP8X+LnX3rPJi93/75xYbwwHW2Ch7/O9n/u6rs81Pj5O\nRkYGZ86ckX4WxXBQb1j1z8rKSn784x+LA7OmpobQ0FAWFhYICQmRHcLCwgKbN2+mr69PWsLPnj2L\nwWAQC7RWqwXuHSYNDQ2SuaivrxfXanR0NEtLS7IcnpqaEoaEWmYD4vBVjWDBwcECfB4YGBAVSsmi\n09PT+Pj4iMy9ZcsWxsfHRUVSJrLCwkImJyfJyMggJydHJhWlsLi5uclVSLEotFqtwH7ff//9T466\n8fjjj2M2m+nq6uLKlStS3VZZWSmGErUfcHJy4vXXX5e0qKJBK+eaUi5mZ2fx8PAAYOvWrVIlr1Jy\nUVFRGAwG4uLi5L6nQkxHjx4lKysLi8XCysoKg4ODwkVUHgp1QCwvL3Pr1i3i4+NxcXHhn//5n3ng\ngQc4f/48IyMjbN68mZWVFTIzM9HpdIyMjBAfHy9cSgVK1Wq19PX1cfz4cTZu3Mj169fZtWsXjzzy\nCMePH+dzn/ucyG9ms5n6+nqsVitubm7Mzs5KZZ9KbGo0Gtmy9/b2sri4yK5du0SZUY5A5T+xWCwS\nmVYOwP7+fukAbW5uxtfXFy8vL5aWloTNMTk5SUlJCYODg/j5+fHBBx8QHBxMaGgo09PT8vCvr69j\nsVik2Obhhx+Ww1qn00l5s8qr+Pr6MjU1xfz8PElJSUxMTJCZmSnfExqNRkbw3bt3MzDL2C1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GpDUzZyZZ5yOByi2qnDT8n3ar9z9uzZT44E+sADDwgefWRkRBKUSppTjrzLly9L8a7yTHz0gVCj\nZkVFhbRavfTSSwBcu3aNgwcP0tDQgLe3N5OTk7S0tAgevauri+TkZNbX16W7oKSkhKioKJaWlnA4\nHERHR5ORkcHq6iobN26kubmZjo4ONmzYQFNTE4WFhdTV1eHp6Ym7uztlZWWCTo+Li5PFrOPDrkeF\nG1NKjrOzs8SfVa+ocuOpe6rVapVeCQUbyczMFAlT6fDe3t7i8lMIdsXDfPPNNykqKhJsnbJcq2uL\nSlcaDAZmZ2eZm5sjJyeHubk5uXd/dNGmRmDlFbDZbPj6+tLb2ytlzHNzc7S3t+Pt7U1TU5MQzaur\nq4UReePGDfLz82lqahKyFcDg4CBdXV04OTnh5eVFYmKikLkVeyE2NpbKykrCwsKk37Orq0vavEdH\nR2XXNDIyInuc5eVlhoeHpbVeKSo+Pj7Y7XYiIyNF+RkdHRWYi6qgVFOjWgxPTk4SGBjI2NiYfG1U\na5aqVwgMDMTT05O1tTXKysrYuXMngYGB3L59m5CQEJFH33zzTaKiokQFW15eZn19XXAJTk5O4mZV\nhjz1MlVuTlU5YbPZyMzMZH5+XqTfU6dOfXIOiejoaPLz87lw4QIFBQUYjUbpX0xNTcXb2xt/f39Z\nYiqpLTo6mri4ODo6OggODiYsLIxf/OIXfOMb38BisUhKsbi4mJCQEH71q1+xefNm2fAuLi6yurpK\nbGwsFotFynBUonTDhg0SD1eTQnd3N93d3VL0+td//dcCnYmJiZF6v+DgYDZu3MjU1BTT09NERETQ\n2toq1OX4+HihWilWhiptcXd358aNG0Li9vPz+1jDurqmeHp6Asie5vz58+Tn50sic2JiQroqFYpt\nz549AoNRC8fdu3dLY7dqQm9ubpby2qSkJCoqKujv7wfu9UT4+Phw/fp1RkZGsNvtzM/P4+XlRUdH\nB25ubkRERMiOZm1tTUjd+fn5dHd3Mzk5ybPPPktZWRkAgYGBwvFITk4WtSEkJITIyEhyc3Px9vZm\nw4Z7TZFBQUH4+PjIIaRKdxSibcOGDUxPT4vpyNnZWZq31MOq0pxVVVVSi7i8vCyp5Onpafbu3YuH\nh4e8qDw8PMT85ufnJ/+Nyr/4+fkJVnFtbY34+HiioqJYX1+ns7OT9fV1XnzxRbKzs9m+fTtXr16l\noKCAwsJCYmJicHJyYn19HY1GI9FuAKvVSmdnJ7GxsfT29spLUV1ja2pqiIqKwmKxiC9CxRUUm2R0\ndJT4+HgKCgooLS3lxo0bn5xD4sc//jHe3t6SBFWj3Pr6utzvVEQ7PDyclJQUKXRVDr7l5WUWFxc5\ncuQIL730EgaDgQMHDnDz5k1KSkoYHR3lyJEjrK2tsbS0hMFgYHR0VEJbnZ2d8sD6+/vT1NTE3Nwc\nKSkpmEwmhoeHqaqq4ktf+hItLS3SO1lTUyNVa93d3cTExGA0GiXiqxiWJ0+eZMeOHbS0tJCamsrU\n1JRAei0WC+Pj4/LNuLy8TEBAAF1dXUxMTBAVFUVfX5/cOWtqasjJycFms1FZWSl5jezsbLl+LSws\noNVqJempDEStra1ERkaSl5dHWVkZR44cob+/H4vFIi5M5YJUD8X09DTDw8NkZWWRmZlJbW0tY2Nj\n8mApq7AyUkVERODi4oKfnx+NjY1SZBQTE0NJSQlhYWF0dnYKls9sNhMbG8uFCxfkTn/lyhVRV5QS\nogJ5S0tLski22+0YDAYsFgutra1s376dU6dOERYWxtDQEIODg/j6+uLm5iY25YWFBWFRqkSk6pNV\n9C4/Pz/Cw8NJTEwU34lSPnQ6HQB3797FaDQyOztLT0+PvGz8/f0ZHBxkYWFBQlt37txhy5YtwD3w\n88DAgLSFKfv/5OQk5eXlxMfHy37DYDAIR1RNiG5ubiLNmkwm3N3duXXrFn19fQQEBLC6uirKnMVi\nITk5Ga1Wi8FgEM6KTqfjgw8++JOHxF+cBPriiy+KZh4QECDj5xtvvMHGjRtZWFigvr6eiIgI3Nzc\nCAkJkV5QDw8PKisrhdI0NDQkI7eqalNKiOqIUEsqhS8DBAaiFmuNjY2kp6czODgoaD1l/gGkWbuy\nspLY2FjMZjMOh4Pz58/zwAMPYDAYcHZ2ZmpqiomJCVpbW1lbW6OlpYWDBw8KWXt1dZXw8HABk0xO\nTlJbW4vJZGLjxo3iRlSLNCXFqTe31WolNDSUpKQkCWVVVVWRn59PbW2tpCjDw8MF9Xf+/HmMRiPt\n7e0C2llZWZGHRYGCVZpzYmKC2tpasbnn5uaysrJCT08PDz30kESZ1dXJ1dWVtbU1SktL8fPzo7Oz\nk7y8PM6dO8eTTz7JrVu3hBWigDQK/nr27Fl52FRCVk1oqqBobGxMHKeJiYmyzbfb7eLItFqt9PX1\nUVhYiNVqlaSo+ggICGB2dlauDxMTE2K0gntXHIfDgV6vZ3R0VBB0BQUFUhegOCFHjx7lwIED3Llz\nh6ysLE6dOkVoaCgbNmxgeXmZ1tZW4uPjGRoaIjAwkIaGBrRaLTU1NXK9TUtLQ6/XY7FYyM/Pl6iA\nVquVvcOnPvUpXn75ZWZmZjhw4IA0gsXGxhIeHk5VVRWpqan0fthe98EHH7B//34aGhqYm5sjLCyM\njIwMlpaWGBgY4MiRI58cCXRlZUUQYEqKGhgY4Omnn8bhcAibUGHs1ILz4sWLLC8vk5KSwu9+9zt8\nfHx44IEHhLqs1+uFR1BVVYWzs7OAXJqamgRSozTvxcVFamtrBbo7ODgo/QwtLS0MDw/z3nvvSUow\nKyuLf/zHf2TLli3cuHFDXInt7e1897vf5Re/+AUdHR2srKyIopGWliZLyZs3b5Kens7rr78ujM7I\nyEghJtXU1DAzM4PNZiM7Oxuz2UxQUBANDQ2y1LVYLGIWUpHsT3/605w7d46DBw+Kh39ycpKKigpK\nS0uluyM7O5vY2FhcXV0FFKPVaunv7yciIoL29naamppIT08nLCyMJ554gj179jA4OCgb/bW1Ndzd\n3YW56HA4hGu5traGp6cnkZGRuLm5kZ2dzblz58SenZGRQV5enjzc6roJyAQ2MTGB2WwW+3JiYiJf\n+9rXBEmo/DJKjs3JyZH2cAXAGR4eZnFxkbm5Ofz9/dFqtRiNRlEyXF1d2bJlC6Ojo3R3d8t+SKfT\nCUw3NDRUovGzs7MkJSUJeCgxMZHQ0FAOHjzI+vo6RUVFeHp60tjYyMTEBHv37sXJyYnQ0FAqKyuZ\nnJyUzJGSPNvb2+XA9Pb2luyPunp4e3vz61//mr179/LrX/+a7du388wzzwheT6/XU11dzauvvkpx\ncTEnTpwgPT2dubk5CgoK2L9/vyxhJycn6enp+bPP5F/cdeOxxx5Dp9Px1FNPsWfPHuEAREdHC2+g\nrq4ODw8P4uPjxW58//33097ezu3bt0lMTOTNN9+ktbWVgYEBzGYzHR0dmM1m/vjHP3L48GFOnTqF\nwWCQUVnh1OLi4nBycqK2tpaHHnqIiooKpqam2LZtG7/73e8E46+KYJRDr7y8nKNHj3L16lX+9m//\nls9//vN85jOfkR4F5dJUzIvNmzczOTlJXFycdClER0eL1VntVh599FGefvppEhMTGR0dlV4RvV4v\nXRC9vb2EhITg6elJXV0d7u7utLa2Mjc3R2hoKA8++CDl5eXYbDZSUlIYGBhg48aNaDQa4uLimJiY\noK+vT4xBly5dIiEhgbS0NKxWK9HR0URFRREcHMyJEycoKCiQnYxWq8Xf35/f/OY3ElxTDj7lKZif\nn8dsNovKpNPpKC8vZ2FhQcJ6quzYycmJqqoqBgcHSU1NJS4ujpycHH7/+9+LZyAyMlKmiLa2Nn7/\n+99jNBo5deoUW7dupaWlhczMTLlKqRavlJQUQfKr5nJlq1blQ8pzsbi4yMrKipQChYaGkp+fL6T1\nxx57DI1Gw8DAAJmZmVy6dImSkhLy8vIIDg7m61//OomJiZSXl+Pp6UlCQgL9/f3k5OTw+uuvi5ql\n0IKqiMnf3x8fHx8ACaIZjUa5osbHx7O6ukpBQQHOzs64u7vzs5/9jG3btrFnzx4iIiJoaGgA4OGH\nHxbi97vvvktAQICodKurq/JiVOzLT8xO4vDhwxKkSU9PlyjsysoKY2NjxMbG4unpSXh4uNCN1C5B\nodMTEhI4ePAgs7Oz0uakshV6vR6NRkNUVJRs6AGpqTt//rzIowrtpar98vLyhCGh+jVu3rwppGK1\ncFMPnNoez8zMEBISIonKzs5O8S8MDAwIB6G1tRWTyURnZyepqam88cYb/OQnP2FqagqHw0F/f78A\nSRSDsqGhgZSUFLq7uxkfH2d9fV1ozwcPHsTFxYWjR49KqnPfvn1UVlYSEBBAVFQUKysr6PV6wsPD\nJXquQL/19fXiWmxra5Ocy8TEBA6Hg+npaXp7exkaGuKhhx4SeraKQgOSNK2qquLu3bt4eHhQXl7O\n5s2bmZ+fx9/fH6vVyqVLl8Q/0NrayiOPPEJ7e7u4QKemphgfH8fhcJCcnMydO3eAe3UG2dnZdHR0\nkJubS2VlJSaTicXFRX71q1/JgTU0NER/fz+BgYGYzWZGRkbQ6/Ufa5RXS+Hp6WnB1KmD1NfXV8qW\nFYyntbUVV1dXbDYbjz/+OBqNhkuXLpGeni4uy0OHDnHt2jUOHz7MyZMnqa+vl8XpzZs3hWr10e/z\nuLg46V/V6/VSZ+j4sIXdbrdz9OhR/Pz8ePfdd/n2t7/N0NCQgJFLSkrQ6/WkpaVx4cIFiYsXFBQw\nNjYmbBS1+7PZbBw/fvyTc0jcf//94qVfW1ujubmZmJgY3N3dJUSjlmjHjh2TL6zFYiEtLY0rV65g\nNps5d+4cW7Zs4c6dO8TFxdHf3y+o8+HhYblnKjeaSv6pnYBKx507d47Q0FC5ixsMBpFF1XgXEBAg\n1tng4GDeffddnnvuOfz8/JiYmCAvL4/4+Hi6urqEYDU3NycyVnh4OF1dXXR1dVFcXMwbb7yBm5sb\nDz/8MKurq5LmVOBbxbtQb0KtVitkaxVECggI4MyZM1y5coXJyUmys7NZXFz8WDhNUa6qq6vFqzE9\nPc3MzAz9/f1kZmYyMDBAX1+ftHTp9XqxWzc1NclkEh4eLt4MRXEKCgqSBeD09DTbtm2joqKC6elp\nqaQLCgrivffeQ6/XEx8fT2hoqCQ0FxcXOX/+PEVFRWJ7VyVE4+Pj7N27l0uXLuHi4sK+ffsYGRkh\nODiYsbExpqen5RBUCozRaJTmraSkJDnQlNVedWbGx8dTXV1NfHw809PT8muhoaE0NTXJQlPtiOrq\n6jhz5gyf/exnhQXi7OwsKcu9e/dy5swZXFxcePbZZ8WCXlRURG9vL8PDw7K/cXNzE2xfeHi4+EoU\nCVvtTw4fPiyVCFarlaqqKhwOB01NTUIad3Z2JiAggOTkZC5evCicUFVLoJ6DtbU1zpw588lJga6v\nrxMTE8PJkyeJiYnBZDLR0NAgfEir1YrJZMJisfD3f//3FBQUyHb87bff5utf/zrj4+Py9s/NzSU1\nNZW8vDypTgsLCxN0u8lkEn6FkjbVwdHT08POnTuZnp4WK+/p06fx9/eno6MDjUaDXq8X1oIiTdls\nNv7pn/6J48ePCzRGFdU4HA66u7uxWCzs27eP4eFh5ubm+PSnP813vvMdXnvtNdla//SnPxUUuiqj\nmZmZ4caNG1IUpNVquX37NpcvX6a3t5f5+XmMRiMtLS1kZWWJ3XltbY2UlBQ++9nPShOU0WjEarUK\nlEZp6A6Hg8DAQK5fv05WVhZZWVlCBAf43ve+R0lJiaDjVS/l7OwsERER0tRutVpxdnaWouOTJ09i\nt9vJycmhoqKCxMRESkpK2Lhxo5TiDA8PS77CxcWF5557jhs3bhAaGkp4eDhtbW3AvQpDxRO12Wy8\n+uqrdHR0cOzYMfLy8nj88cd54oknSExM5NKlS/R+2G+qiNqK3TkxMSHp28HBQQH1REdH4+zsTHt7\nuyD5LRYLhYWF4m9QZKtDhw7h7OzM+fPnuX37NhcuXODs2bOYzWaOHz+Ou7s7CQK5rRMAACAASURB\nVAkJHDlyhBdffBG73U53dzf//u//LotWNzc34J4pTnkrZmZmqK2tpbGxUYAyqjSpra1NCOwqw6Fi\n+ocOHeLmzZvMzMyg0Wj4l3/5F8xms3g3bt++LaY0g8Eggcg/9fEXN0k8/fTTgjZTXneFd/Py8qK+\nvl6+Cd955x0SEhLYu3cvN27c4KmnnqKmpgadTofFYuGhhx5idHSU/v5+xsfHSUhI4Pbt2+h0OsGp\nK/qyt7e3dDGo5ZC6J+bm5tLb2ytcwUuXLpGVlSULr1u3bpGQkEBra6ug3xITE4F7EteFCxdkL2Gx\nWFhbWyMkJIS2tja5tz/99NMMDw/z2c9+loCAAGn7Pn/+vIy7av+SlJQkbd8Gg0Gkr6CgIPFeBAYG\n0tXVRW5urvAxdDodf/d3fycBNE9PT2pra1lfXycxMZGenh56enrQarUSEFpcXMTJyYn+/n6Cg4Np\nb2/nySefxNXVVWzt165dIy4ujuHhYby9vTGZTFitVgk9NTY2CppNqUoHDx7kzJkzBAUFkZKSwtTU\nFENDQ2zatIk33niD2dlZ6UTZunUr3t7eErmemZkhIiICJycnHnvsMcbHx9m9e7c0g4+NjXHr1i3O\nnTtHVFSUdGk88cQT1NXVERsbi4eHh+Rs4F56MzQ0FJvNJm5dhdZTEnBwcDCtra0i49bW1qLVaklI\nSGDDhg2EhISIeay1tZW2tjYefPBBUlNTqaiokPi9ivWrcqn09HRaW1tF6TEYDB+bwlR9hM1mw2az\nkZCQICVPWVlZgqerra3l85//PD//+c/JzMzE39+fiIgItm/fLhWZKmDm5ORET08PhYWFXL9+nUuX\nLn1yJNA33niD+fl5UlNTpaZuaGiIvXv3cuXKFaxWKzt37sTDwwNPT0/efPNNvvSlLzE+Ps7ly5fJ\nzc0VV2RtbS2f+tSnBHQL97IhyoNw9+5dMboMDw/T1NSERqMhIiKChYUFYmJigHuMA/UNr0bD5uZm\nTCYTgOQ6nJ2d2bBhg3j7rVarvKWUDAeQnp7OxYsXOXToEFVVVXh4eJCamio0LGU6Um9mJfe5uLiI\nldlgMDAzMyMPja+vL2tra/T395OWlsb8/Dx9fX2EhYUBSEJQtWePjY2JcjM8PCzBOoPBwPz8PIuL\ni4SHhzM2Nsb4+Djp6eliSlN9nkrmhHtVCK+++ipWqxWLxUJOTg5ra2sUFhYyNzdHYWGh+DVU2ZHd\nbsdutzMzM8MPfvADnn/+eTQaDVNTU4SEhMjX3sXFhaioKGw2m/RQqJyLqgxQGLvY2Fh6enoYGRlh\n06ZNcq3s7e0lMTGRkJAQamtrOXLkCO+99x4xMTEsLCzIdUZZ31XXRnR0NJWVlfj5+TE1NYVOp+Pi\nxYv89V//NS+//DJRUVF4e3tL+7gK7n20sFq5JFUfhiqqVkvT6OhohoeHSUtLo7m5GZvNRmRkJFNT\nU4LULykpkavM6OioxL/tdjvnzp1j3759ElFYWVkhJiZGshmqma2vr0+a0RcWFqRYeGVlhb/5m7/5\n5EigigE4MDAg8eCkpCRWVlaw2+3Ex8fLif7b3/4Wk8nE0NAQTU1NBAUFCYQjODiYL3/5y4ILV0W5\nOp2OhYUFOjo6GB0d5fLly5SVlREbG0tQUJAYlzZt2iQN1A6HQ4jS8fHxzMzMSGNSZ2cnY2NjYi5S\n6UhV36bKXPz8/EhKSmJsbAydTkdaWhr+/v6kpaWxe/duGTuHhoZED9dqtYyMjAi1KCIiAqvVKlxE\nd3d3nJ2dBW6rIvI2m00mAh8fH+mw6OrqkglBcQ1sNhuBgYHcunULgPHxcZGEu7q6xN6tSoh7enok\nxq7oTF5eXnh6evLMM8/w2GOP8cILL3wsd5OcnAz8F9otJiYGnU6HTqdDr9dz7do1VlZWZCdy9OhR\nwQMo6vTo6Kjsn5S5rru7m/r6ejlUVLu2Av5WV1eLjX337t3U1dUJbl+V5ar9l7qCql7VpaUlWltb\n6erqIj8/Hw8PDzZt2kRLSwshISEYDAZJ4gYGBsoOamRkhIKCAgoKCmSHojISCtwcFhZGT0+PfD+u\nr68TEhJCeXk5drud/Px8GhoauHnzpngk1MF869YtYmNj5YBZXV1l586dks0IDQ0lNDRUIg2qInJ2\ndha494JycXHh1q1bUo+gpqk/9fEXd0i4uroSGRkp9WWqsUhJOPn5+bzyyiv09PRQXFxMUVGRUJtV\nk1V6ejoeHh6ihvj4+NDf3y/uNk9PT6Kioti5cyc7duyQJd7DDz9MX1+fTCp2u52xsTHpYuju7mZ0\ndFS4AO3t7ZjNZgoKCujo6OD9998X+rSaThYXFxkaGqK9vR2r1Sr69J07d/jud7/L+Pi4aOCjo6NE\nRkZit9vRarUMDw8TGBjIwsICCQkJeHt7o9PpOHfuHOfPn6exsVGgK6r9Wx0cCQkJAnMB2LJli7hF\nZ2dnSUtLIyMjg6ysLDm0IiMjSUxMJCEhgbi4OAwGgzgnl5aWZDmsDszFxUVefvll2tracHZ2xmg0\nUlhYiMFg4NChQ7S1tdHb28vzzz/PysoKS0tLWK1WpqenmZyc/Njh9a1vfYuKigpWV1d57rnnGBkZ\n4ebNmzg7OwsYRTEp1ciuimd0Oh3vv/++SIbr6+synfn5+ZGXl8cvf/lL9Ho9vb29Qje7cOGCIPFH\nR0fJzs6WZOhH+SUDAwPYbDbxHzz44INotVruu+8+qqqqqKmp4dFHH8VoNGI0Grlx4wbnz5+Xl4tq\nRFNS++DgINu2bWNmZkamqaWlJex2O05OTtIWr7ACNTU1shMLDAykra1NAL1KRt+yZQvnz5/njTfe\nkCKl2dlZGhoaRGZV15KlpSVMJpO4RaOjo//sM/kXt5MoKioSTP3KyoqUujzyyCMCNdm9ezcWiwWN\nRsMf//hHHnjgAXFAJiQkUFNTg81mw2w2Cy1aFcooyMvKygo3btygrKyM8fFxqqqqJHdw5swZcnNz\ncXFxwWg0CnlKTTGjo6PCRBgcHGR+fp6BgQH8/f1JTU1leXmZO3fuiFQZHx9PXFwcdXV1BAQEUFJS\ngsFgkC7M9PR0Tp8+TWpqKkFBQbKlV/dj1U6t+js+mupU9/bx8XE0Go2g8zs6OgCENm00GvHy8hI1\nRlnF6+rqaG9vR6vV0tvbi4eHB87OzrLXmJqakjSr6qNQ6VnVCKaktBMnTlBbW0tKSgpvv/02xcXF\n7NmzR9qplC9FYe9VNiUqKoqDBw/yxhtvkJ6eLg/X4uIimzdvRqPRMDo6SnBw8MdSoDabTaL+Q0ND\ncsAqhoOytXd0dHDfffcxMDAgClFNTQ35+flERUVRVVWFu7u7uDe9vb25fv26YA+Hh4eFxp6cnMz1\n69fx8fHh3/7t33j++eelK0UxQCcnJ+VrEhYWRm9vr0xcDodD2BRVVVXs27ePxcVFOjs72bRpE0ND\nQ0xNTcm0rCZSrVZLc3MzgYGBxMTEfIyrWVdXJzWRwcHBgnG02Wx0d3cTHBwsZreqqirJcej1eiYn\nJ2Wi/n+ibmg0GmeNRlOr0WhOf/hzf41Gc0mj0bRrNJqLGo3G7yP/7vMajaZDo9G0ajSaPX/qcyof\nAoDRaJSRvbu7m1deeYXTp0/T2NiIXq8nJCSE7OxsBgcHuXz5MmNjY5SXl5OSkkJkZKTc8VU2/6Oc\nR0W3SkxM5P777+ell17C3d2dvXv38sADD8hY29jYiJOTE87OzlIxWFVVhYuLi7QiqdzI+vq6SLTF\nxcVs2bKFiIgIpqen6e/vJykpCYvFQk1NDdu2baOgoICamhpOnDghhO0f/ehH0s4VGxtLXFwcXl5e\ncnf8qENSxeBbW1ul1k/JWkqGs1qtxMTE0NLSwunTp6WwOCgoSIxhiYmJLC8vExERIag6NYn4+flJ\nw5XVasVgMLCysiJuRTc3N+nWUPuCpKQkYUDU1tbi7e3N4uIiFotFfl9Vo7e6usof//hHjh07xne+\n8x3q6+uJjIxEq9Vy8OBBkVJVStPhcJCamoqnpyetra3U1NRgNpvZtm2bOGh1Oh0+Pj4sLi7i4uLC\n3bt3OXnyJBqNhsXFRW7fvk1qairx8fF0dHQQExNDcnIye/fupbq6mubmZsnsuLu7k5WVhZOTE6+9\n9pp8fpPJxP79+7l9+7bItkrBSktLIy4uTtKa6tdUaG56epqenh4CAwNpaWkRp6rilaiCqJ07dzIz\nMyMeIK1Wy/z8PJWVlXLdUv2r3t7e4qt45ZVXJCTo7+8v/E+NRkNgYKAsnZuamgAErvunPv6v141n\ngBZAbT//HrjkcDjigcsf/hyNRpMMPAIkA8XAqxqN5n/8vaOiomhqapJmKaUABAUF8fWvf5329nbK\nysp4//33uXz5Mvv37+fq1aviSDx48CB9fX3YbDbKysqEUqw0/oCAAGJjY8nIyMBqtbK4uEhfXx96\nvV7yEsr8pHo1JyYmSE1NFST64cOHsVqtYo9WnZmAEKBaWlokyquuDE5OTuzcuZP/+I//4OjRo1RU\nVAgZSz2wX//618XAZLfbsVgseHp60tbWJpzE8fFxrl27JsvAoKAg+vr6ZDGoTEKenp4kJSXh4+ND\neno6xcXFzMzMCBUqKiqK6OhofHx8yMzMpK6ujtXVVcLCwiTwNj4+DiBSKdx7U3Z0dEhArqKiAk9P\nT3Jycjh8+DAVFRUcOHCAo0ePEh8fL4eKMp15enoSFBQkJbY2m43Z2VmOHz9ORkYGExMThIaGCqlL\n3cnV36VKZirzVXt7u7SFxcTEsLq6KpOVyWQiIyODz3zmM+Tk5AjX4f333xcGybFjxzhz5ow4JmNj\nY4mIiBAGp8L5FxQUCETn8ccf5/bt29Kn0dHRwalTpxgeHqa3t1cW44mJiezatUv2VxqNhhMnTsj/\nW2BgIAMDA3h5eZGamkp1dTU9PT0CBlJTk4q+K8ZHZmam/BlbWlp49913gXshtaKiIqqrq4mNjZXu\nz6mpKaqqqkT6XltbEy/S1q1b/+xD/r8+JDQaTRiwH/h3QG1FDwFHP/zxUeDwhz/+FPC2w+FYdTgc\nvUAnsOF/+rxdXV34+Pjg7OwsaDC1ZPzggw/40pe+xHPPPUd+fj5+fn68+eabfO5znxM3Y2lpKXq9\nHp1OJw+2+maBewW63d3dNDc38/jjj2MwGCgtLeXhhx9m27Zt2O12ent7Jaf/0SDQ3NycWJXDwsIY\nHx8XGpECqSpakxprjUajFPnodDqmpqYYGxujoKCApaUlgoKCpGilpaVFsiCqUtBoNBIeHi5v05GR\nEbKyssjJyeHSpUvCbVhdXRXzjMLfjY+PMz4+Tn9/P62trVLJt7KyIk3hIyMjzM/P8+KLL4qZaXJy\nEnd3d0mDzs/Py8M8Pz+Pi4uLWOJ9fHyIiorCarXyd3/3d2zZsoWysjJ+97vfkZuby7e+9S2p5lMt\na/7+/gDMz8/j5uZGeHg4/f39uLq64u3tzfHjx6murqalpYWlpSU6OjqIjIwUP4enp6cwK8LDwwkN\nDRXrc1NTk8B2L1y4wLFjxwgICODo0aP09vbKFSo7O5srV64IxEUtdevq6sQxury8zIMPPig8jB07\ndnDp0iW2b99Oamqq7BmUfB4WFoZOpyMuLg64tyRcXFykp6eHlZUVufYquTY1NRV3d3cJdAHs2bMH\nHx8fbty4wejoKPv27aO4uBi73c6FCxdwdXUlIiKCY8eOER8fz9jYGGlpaSQnJ7Np0yaKi4ulrlJ5\ncvz8/IiKimLDhg2Eh4eL4nbjxg3xm/zZZ/1/K4FqNJrjwL8COuBvHA7HQY1GM+1wOPQf/roGmHI4\nHHqNRvML4KbD4fj9h7/278A5h8Pxh//2OR0///nPxS+fkZEh45ti+jk7O2O32yURqAp2+/v7KS4u\n5vvf/z6BgYFs27aNnp4eIV0nJyfT3NzMpk2b8PPz4+bNm8zOztLX14fZbCY1NZV33nmHxx9/HBcX\nF5qamuS+r9VqJS3q4uIiSyO1WFU1dYq9mJKSIjuJHTt20NfXJ3sGhadXUJ3l5WUJI7366qs89dRT\n8v8TEBDAlStXRDe/deuWmL8mJiakUFlJsklJSdTV1fHUU09x9epVxsfH2bBhgywE3dzcPiZdGgwG\nBgYGKCwsZGJiQjgEiYmJcudVQTu4l4ZU8pmCpSwuLuLq6srS0hJ37tyRZGNKSgozMzMkJibKnVxd\naVTPho+Pj+wJ1tfXxRWqpqulpSVcXFwoKyujuLhYWBl//OMfMZlMUrhrt9uFiqUARYpUrv7c6enp\n3L17V64r1dXVREREEBcXJ90Xr7zyCl/5yldobm6WA3xyclIwhi4uLvj4+NDQ0CDS8tLSElqtluPH\nj/Pss8/y85//HFdXVzH0qemjt7dXrqWqVgHusTC6u7v57W9/yy9+8QuuXLlCdnY25eXlbNu2TeRO\nBSBS+DlFxj527BjJycm4uLiQlZUlLNSEhARxABcXF0sNQUlJiVzFVRjOaDTy5S9/+f9fCVSj0RwA\nxh0ORy3/NUV87MNx7/T5cyfQ//hr7777rvQnqvTjsWPH5BtVIdFCQ0NxdXWloaFB5LbTp0+zefNm\nnJycBKFfXV1NZGQktbW1Qg/60Y9+xMjICNnZ2eTm5vLkk0/yk5/8hOeee05OfAWhVQW4Y2NjDAwM\nyIiqFoJTU1P09PTg7+/Pvn37BFhaW1vL/fffL+yC4uLij/U0nDt3Tjo/1dZdGZ9u3rzJ+Pg4V65c\nITk5WfYqmzdvZnl5Wbo/VG1gfX09u3fvJjQ0lOLiYurq6mSKunHjBgUFBSQlJUk0fn5+nsDAQF56\n6SW2bt1KY2Mj8fHxpKeny5IsLCwMk8mEVqslNDRUSOCKDK4O6Lm5OSYmJsTyruzPAQEBuLm5odVq\nmZ6eZn5+nqKiIoaGhgRJr+RKhV5TABWdTieTg16vp6WlhdHRUcmPKIze2NiYHNZ+fn74+/vj6+sr\ncFg/Pz8CAgJIS0sTn0VgYCCNjY3k5eWh1+s5deoUFy9epKenh0ceeQSHw8HMzIxwRiIjIzlx4oRA\niC5fvixsB7UrWlxc5IknnuCXv/ylXCl/+tOf0tTUxMLCglwnlVFPlVAHBgbS3d3N2bNn+au/+iu+\n853v4ObmxsjIiITY1NVJ4QK1Wi0xMTFs3bqV3t5e9u3bh8lkIjc3F3d3d3bt2sXCwgITExPExMTg\n5uYmsrrJZBKJ+8yZM/T19XHnzh3eeuutP/+8/28mCY1G86/AEcAOeHBvmngPyAO2OxyOUY1GEwJc\ndTgciRqN5u8BHA7H9z/8788DLzgcjlv/7fM6nn32WWZnZykoKOCFF17gm9/8Jv7+/uK4VLJfZmYm\nt2/fZs+ePRw9epTCwkJaWlpwOByEhYURFRXFj3/8Y6lIe+qpp+jr62N4eBiA/Px8AE6cOMFTTz3F\nb37zG/R6PX19fdTV1fH973+f8+fPs3PnTsbGxnBycsJkMsnewtfXV5q4FaVbLcYWFhYoLCxk//79\nPProo8zPz6PVakWu9PX1pb+/X6LEd+/eZXx8nKysLKF2K7OMiv4qxP3g4CBpaWkCS1Fg2qtXr3Lf\nffeRmJjI0NAQL7/8Ms888wx2u52Ojg5cXV2pqamhqKhIdhKVlZV84QtfYGVlhbfffhuTySThprS0\nNM6cOcOBAwcYHx+XBbKyN6uFmI+PjxCZLl++zNtvv817773H8ePHCQoKYvv27YLWc3d3Jzk5mTfe\neIMtW7Zgs9lEWVlfXyc1NVU6PKanp4mMjMRqtVJfXy8tWImJiZw6dYrt27fLYR4ZGYnFYuG3v/0t\nR44cYXV1lUuXLpGXl8etW7cEyhMdHU1ZWRkBAQESyEtJSZFinJs3bxIQECCLXWWeUwXRIyMjhISE\nYLVamZycZH5+nrGxMYqKigSiqxiseXl5tLe3o9PpsFqtjI6O0tHRwTPPPCMKxtzcnMBhFLVscHAQ\nnU7H5s2bpYZB2euVHaC6ulpoYJGRkRQWFpKUlMTIyAjl5eW4urri6+tLeHg43/3ud3n88ce5evUq\nqampouCo30tJ8t/85jf/5CTxf3ZcajSaQv7ruvFDYNLhcPzgw4PBz+Fw/P2Hi8u3uLeHMAElQKzj\nv/3mGo3G8cMf/lBO6enpaTw8PLh06RJxcXHihktJSRH/QkREhASxUlJSRApTYJCWlhbCwsKELlxV\nVUVcXBw+Pj7U1dUxPT3NoUOHOHHihLgWvb29ha9oNBppa2sTBWBhYYHs7Gy0Wq2Ernx8fFhbW6O7\nu1sIRaoI58EHHxSytJeXl1QK+vj40NXVRXp6uiQQfXx8KCsrIycnh4mJCcrKyti+fbv0OaheRyV1\nRkZGEhMTw1tvvSX7iIaGBvLy8qRJbH19XRaDk5OTmM1mfH198fPzk51FdHQ0BoOBu3fvUlBQILsH\nZTtXhGe1NFNUJLvdTltbGxs2bJCvRXl5OaWlpfzLv/wL/f39Yg0fGhoiNzdXCF1Wq5WkpCSqq6tZ\nX19nw4YNYnNeW1ujvb2dnTt3sr6+jk6nY2ZmBi8vL06ePImPjw/79u2TZSbcW6wqT8ja2hpdXV1c\nv36d4uJi4VoolJ9y5qqCIFUQvHPnTrFq22w2UZjGxsZwd3eX+kR1iLu5uWGxWDCZTJw7d44nnnhC\nujVnZ2dJTU2lo6ODwsJCmYwDAgKor68nNjYWo9HId7/7XTGCqVBXQkICN2/eZM+ePbL0hXuN5T4+\nPri5ufH73/+ez3/+83R0dBAUFITdbmdkZIScnBx+8IMfEBcXJ01eycnJLC8v4+HhQV1dnTA9VeYj\nMjKSr371q//PHZfqYf8+sFuj0bQDOz78OQ6HowX4T+4pIeeAr/z3A0J9RH2Itrfb7aSmphIeHs5X\nv/pVwsLCMBqN6HQ6QkJCWF5eJigoSB50Dw8PTCYTGo0GLy8vWltbOXHiBLt37yYxMZHu7m7RiBUl\nur29XezBaWlpNDQ0sLS0xH333SdEaH9/f7Zu3SqshPvuuw8fHx+Jlg8MDDA5OSl1fep6MDc3x7PP\nPiu9G1lZWQDSwh0YGCj5FNUsrnBz6v764IMPyhSi0Ohms1mWT8PDw5SXl/PFL35R/pxbtmxh3759\nnDx5kv7+fnGEhoeHU1hYyOHDh4X+HRAQQF5enlzhlDwISFPVysqKdFc4OzszMzNDbGws7e3twq9c\nWVkR49XS0hLZ2dlCut6/f78UINXX17O8vIy/vz+enp60tLTg5eVFWFgYly5dEkPY2toaX/jCF+ju\n7mZlZYX+/n4mJyfp6uoiKipKovDKvKTX66X528PDQzpM7rvvPjEeKau9k5OT0LLUHubb3/42e/fu\npaamBn9/f5aWlvD09MRgMNDb28uVK1cYGBggPj5eFuTh4eGywO7v75cX1+zsLFlZWfT29nLjxg3G\nxsaYmJigp6dHpgnVH9vd3U1mZiaxsbHk5+fzta99TfId27ZtIzQ0VJKrCr2nPDlhYWE0NzcLyvDO\nnTsYDAaqq6uZmJjgySefRKfTsWPHDq5du8bZs2cZHR2VpvbIyEiKiookD/LnPv7Ph4TD4Sh1OByH\nPvzxlMPh2OVwOOIdDsceh8Mx85F/718dDkesw+FIdDgcF/7U52tvbyczM1Osx6+99hpXr14VH4Ja\nZPX391NSUiKMAeUyy8jIoLy8nB07dlBdXS3NVQaDgba2NqKiomTUVnbbixcv8uKLL/Lggw8SFhbG\n5z//eQkKKalPeR36+vro7+8XS3FkZCRRUVECTrHb7fj6+nLy5Eneffddbt68ydTUFNevX2dtbU0w\na+rPbjab6evrE0DtyMgIFouFiYkJent7uXjxIgsLCywsLJCYmEhZWRkzMzPCnfD19eVnP/sZV65c\nQfFB3377bb74xS8SFxfH2NgYiYmJtLa2cuPGDf7zP/+TwcFBgbeOjY2xadMmmpqaBMPm4eFBTk6O\ntI/ZbDauX7/O5OQkBoOBX/3qVyQnJ3P37l2xKK+vr0t8u6ioiMrKSqKjo2VSMZvNmM1meZsFBweT\nnZ1NUFCQNK23t7ezf/9+oYWZTCbW1ta4ePEizs7OQt06ffq0dFAMDg7S2dkp/SPKl7C2tkZ5eTlG\no5GysjLq6+uBexL1F7/4RbZu3YrBYBDnY11dHSUlJXR2dop7t6WlhezsbGnuUuyLiYkJeRH19vYK\n2t9qtQr347HHHpPrWF1dHX5+fhiNRrZu3UpsbCxdXV2SzZmYmGBpaYmf/vSnuLm5sbq6yu3bt5md\nnRVsX2BgIIODg0LJOnjwoOyMnnvuOa5fv05lZSW3bt3i5Zdf5urVq/R+WB358MMP89nPflZeumFh\nYVK6FB0dTW9v7599xv/iHJdf+9rXGB8f5/jx49KFMTo6CiDkaj8/P2ZnZ8nMzPxYbVxubq5AZ9Q9\nuru7m9zcXMrLy3nkkUeor69nfn6eW7duCSNg//79WCwWKb35x3/8RwwGg0BqVGGw4gBs376doaEh\nlpaWpEpPOTrVhGM2m0lISKCvrw9PT0/GxsaIiooSCVGZk1RtXlNTEz09Pdx3332ypGxoaGDv3r3i\nC3BxcRFgrBrHs7OzRSZVI2VxcTEdHR3SH3r8+HHS09Px8vIiIiKC+Ph4pqamaG5uZsOGDbJjUQal\nzMxMsbGrTX1WVpb0SCi0/+rqqhQLubi4UF1dTWFhIX19faSlpfHb3/5WrgEWi0X2IzqdjujoaJqa\nmti6dSttbW0sLCyQmZkp6pWHh4d0aahKQQXJ3bNnD3V1dVKBEB4e/rEqgtXVVUpLSyXparFYOHbs\nGIcOHWJkZARXV1feeecdPv3pTzM7O8srr7zCrl27ePjhh2VX1NjYSFJSEjqdjvr6eoEGqaSwt7c3\n8/Pz0r5usViIiori9OnTskg1m83MzMywdetWkamHh4dpbm4mPDwcs9nM0aNHeeSRR7h9+zaFhYVs\n27YNs9mMwWCQVO1HnbJKWbt48SJhYWHEx8dz//33S77loYceoru7m8DAmaMxRQAAIABJREFUQEwm\nE+vr6wL8MZvNnD17Fg8PD1pbW0lJScFmsxEWFvZneRJ/cSnQEydOMDc3J4nEwMBAsSBHR0eztrYm\nPEFnZ2fGx8ellm5tbU0WTLm5uQKf9fDwYHh4WNyQERER6HQ6ent7pUJOjZK3bt1Cq9XS1tYmnQcO\nh0NIUHNzc6SmphITE0NNTY34JVThqypX+da3vsXx48dxcnKSOvqMjAy+/e1vy0Pa39/Pv/3bv/He\ne+8JHl7xG9fW1ggPD6e5uZng4GDc3NxoaGggNjYWNzc3KRJaXFwkMDBQKuB8fHy4fPkyNpuNnTt3\n4u3tjV6v5+bNmxJkunPnDh4eHkKw3rVrl5T1WiwW6Q4NDg7G1dWVu3fvcvjwYQYGBujs7GRkZIT4\n+HgAmpub2bVrl/RUVlZW8thjj/Gv//qvbN++XaoTs7KyOH/+PEFBQeTn/3/UvWlw3OWZt3u1pNbW\n3VJLarXUrX3fJWuxLNmSd7DF4oDBwSyBVBYghJqZJJMJk+RNkcwwGzOTScJQEEzYAgQweMEgL1i2\n5UW2rH21WrvU2ltSa2mtLel8YJ77Teqc5Hw476kCf0lREFu21f//89z373ddRXh5edHY2CgGcHUU\nVmKi0NBQjh49yqOPPsrMzAwNDQ3SrMzNzeXs2bPC+1RMiNzcXGZnZzl//jwPP/ywnCqUrUrxRF56\n6SWhRwUFBZGRkSFSHqfTybe+9S0+/PBDHnnkEfr6+jh27BixsbEEBASIu8LT05OJiQnS09MZHR1l\nbGyMc+fOUVJSQmlpKadPn5YPser7WCwW5ufnsdvtInU6fvw4W7duFcq3wWCgt7eXjIwMNm3axD/9\n0z+xdetWua6qv3MVD1DiJLUJ6u3tlUzK0tKSPKgU7Lmjo4Pg4GAZeCvG5pcKhGuxWPD392fz5s3M\nzs6ytLSEh4cHoaGh9PX1SapQIe9DQkI4duyYvMX/8R//EZvNJniwwMBAXC4XmZmZZGdnyy5+fHyc\niYkJoqOjycnJITY2VlySKjuvpDaenp6MjIxIhXdmZkakPz4+PjidTpktOJ1OOZk89NBD5OTk8MQT\nT5CZmcnrr79OWVkZZ8+epaOjg0OHDvHaa6/JILC3t1em2EtLS1RVVeHv78+NGzckaKQyBC6Xi7i4\nOAlKHThwgPDwcOLj43G5XCQnJzM7O4vdbiciIoLc3FyioqIoLy8X0C98LhV+8803OXbsGG63m7i4\nONra2sQ83d/fT0ZGBp988gnr6+t4eHhwxx13iOPh4MGDIrpRzAplwW5sbMTLy4uenh5WV1cZGhqS\nvMLFixfl//P000+TkZEhQ9PQ0FAqKioYGhri5MmTvPDCC7jdbnbu3CnY+82bN5OamkpBQQHp6elM\nT0/zs5/9DKvVKnV7JftVgiTVFSksLBSEYFlZmYiZNzY2WFpaYmhoiMDAQD788EN5Y+/Zs4e5uTm2\nbt0qvs709HTsdruUCb/xjW8QExPDpUuXOHv2LMnJydTX1wuXNTAwUIxrai5QWloqg2UlIBodHZUT\nSlZWFlu2bOGZZ55hamqKo0ePyilPo9GIqV59/RaLheDgYGmNKgaHssKrFbXL5SIrK4vp6WnJxPy5\nH1+4h8TMzIzIS9QOurOzU4pNKysr8iZVx7BDhw7xyiuvkJCQwHvvvUdZWRnPPvssBw4coLu7Wx4w\nqnqdmJhIbGwsY2NjJCUlCWxEDT9DQkIYHBwU1+bc3BzFxcWywVCT79HRUaqrqyXIY7fbueeee7DZ\nbBQUFPDCCy+QlZXF4uKiWLXOnDnDgQMHhINw8+ZNvvnNb3Lu3DkSExMJCgri17/+NaGhoSQmJorU\npaenh5SUFGEahIaGUldXR19fHzk5OTz//POYzWaWlpb467/+azw8PNi6dSvbt28XZ2ZLSwt79+4l\nJSWFgoICampqePjhh0lMTKS0tJT4+HgaGxt5+umnef7555mammLLli0EBwczOTmJzWYjPT2dpqYm\nGhoaZJioxDSdnZ08/vjjDA0NyfG3paUFi8Uilezjx48LKEin05GUlMRjjz3Gv/3bv3H06FEefPBB\nxsfHuXLlCj/4wQ+w2Wziszh37hy9vb2kpKRQX1/P7bffzs2bN3nvvffIzc0VMfAdd9zB8vKy6Abq\n6+tZW1uTQtyWLVt44oknSE9PF4L27t272bdvH/fee6+Qt1VE/MSJE/zsZz+jpKSEzz77DA8PDz77\n7DNmZ2elABYTE8Pa2hrl5eXs3buXF154gfr6euDz0+FDDz3EyMgIdXV1hIeHc/78edrb2yWlWVtb\nK0q/n/3sZwwPD5OXlycr/m9/+9tER0eza9cu1tbW5L9XDwfl81SnC0UXUxkcT09PLBYLCQkJ0sRV\nUX5VTPtzP75wM4nDhw/j6+uLxWKRJF5gYKDYtFTAyWAwYDAYMBqN/OpXv8JoNFJUVCSo8Y8//lg2\nFPPz8wJpVbIUpY1X03TFFbTZbMTFxdHd3S19BRUHVhr7zMxMEabY7XY5au/fv1/eHOrBtLKywvr6\nuuzVo6KiOHz4MOnp6bJGm5+fl7mF0+lky5Yt0vhUMw2z2Sxfv8PhkAr35OSkTMMVo0ERqGtqaiTO\nPTAwIAlEtYoNCQnh0qVLWK1WmQWoqX9nZyf5+fnY7Xbi4+Ox2WwUFRUJF2F9fZ20tDRJbarm4+zs\nLJs3b8ZsNhMVFcX+/fux2+3k5uaSlpYGIAPR0dFRkpKSmJ2dJSwsDKfTyfDwsCDm1tfXSU9PF3fK\n6uoqZrNZcH69vb2EhISwvLyMxWIRmnZkZCTr6+t4enoKY0TNRVSb88KFC2IGCwoKorOzk/7+fjQa\njTzIqqurefLJJ6VR6+npKddfVRlQmsne3l7Gx8elInDixAlKSkrQarU0NDSIQMpoNMoVNTs7m82b\nN3P+/HkyMjKYnJwUtOHq6qrIeVwuF3q9ng8//JDQ0FCqqqp4+OGHpfClKGsqSLaxsSGqRiUhVnF/\ng8FARUUFer2ehoYGCgsL8fDw4J133vnygHC//e1vs7q6Smtrq0RmHQ4HeXl5OBwO0tLSCAkJkRmB\n4hWGhITw4Ycf8txzz/GLX/yCZ599lnfffZf7779fTFBra2tMTU0xPDyMt7e39BR6e3tF2KKCP2rv\n7+HhIcM3BSpVM4OMjAzS0tLw9PQkPz9fCkevvfYa9fX1JCQkUFFRwcGDB7FYLLS3t5Oenk5XVxdX\nr16lqqqKqakpGhoaOHjwoDzVExISBL6qJtHT09OSCdDr9fT39wtf4uLFiywsLJCdnU1raysxMTHS\nElVD0pWVFex2u9Sap6amRDz8x2Jh9cGMjo4W5Pof/vAH/uqv/oqmpibW1tYIDw9nenqampoa4T02\nNzcTHh7OpUuX5Hrj7e0tK0DVyPTz86O3t5eAgABKSkoYGBjA6XQSHh7O9u3bhdWRlZXFO++8w9ra\nmqzztFqt0KNqa2uZn59nx44deHt709zcTHp6OpcvX2bTpk3ya9XW1gpaT51IxsbG2LJlC++9954M\nvTdt2oRGo+HYsWOiHzx8+DAvvvgi0dHRsi5WEGaz2UxbWxsZGRlMT09TV1cn85/jx4+j0+nk71lZ\nwQ0GgxQLdTodWq2Wy5cvs7i4KMPjsLAwuru7xf36wQcf8NWvfpXw8HAxwkdHR4s/1M/Pj8bGRuLi\n4mR+pl5aKin8x6T47u5ugoODiYyMFJO5w+H4i7TsL9x1Q8E9AgICJGYbHBzM+vo6Pj4+dHd34+Xl\nhUajYWZmhra2NiYnJzl06BBWq5V33nmH7373uzK9dzgckq8IDQ3FaDRSUlLCuXPnyMnJEeqVQu9/\n73vf47bbbpPBj8K8ORwOtFqt9CZUcMjhcNDZ2cmFCxck7OXl5cW9995LXV0dzc3N6HQ6nnnmGZKS\nkrBYLFRWVvLd736Xb37zm6ytrfHKK6/g5eVFTk4OjY2N9Pf34+XlJWo/h8NBaWmpYNWDg4OJj48X\nxN0rr7zCbbfdRktLC0eOHOHEiRO88MILAHLSUI3XhYUFbt26JSJdpRd0u91s2rRJeKKdnZ1cvXqV\nyspKvv/978v1IiQkhAsXLhAcHExBQQHLy8tUV1ezsbHBp59+ylNPPYW3tzf/+I//yPHjx/Hz8yM7\nOxuTySQrX+X8OHnyJFarleeff57a2lrB71+7dg2TycQ999xDR0cHy8vLVFZWCnhFPdgKCwu5ePGi\ndGAuXbokxStAvCOTk5MCcVlYWODkyZOMjY3x+OOPc/z4ceLj44mLi8PHx4cnnniC2dlZkpKSGB0d\n5Tvf+Q4FBQVMTU1x7do1xsbGGBgYkLnElStXsFgsbNmyRVypjz76KF1dXTz++OOUlZXx9a9/HYPB\nQHt7O6+++iqenp5yUgoODiYpKYnQ0FB8fX1xOp1kZ2dTW1vL8PAwzz//PKOjo1y5ckXoU4qBqlCG\nt912m+j+BgYG5KSnsjuKqzo3NycFP7Upm52dJTY29i9+Jr9wJ4kHH3xQRKlOp1NMyWpIqJgQ3t7e\ngiYLCQnh6NGjbN++ndOnT1NfX8/27dtxuVwUFxezvr5OY2Mjfn5+cozftWsXlZWV4pA0m814e3sT\nEBDA6dOn5bgaHBwsJwi73Y6/v7/cwXt6eqQFCZ8Xic6dO0dUVBS7du3i008/JSUlhcDAQOrr61lZ\nWaGuro7IyEiuXLnC3NwcTz75JDU1NdTX12MwGEhNTRV+g4oGDwwMCI5NsQvUpL6jowONRsO///u/\ni8p+fHyc4eFhioqK5OtR61FVCKutrSU8PJygoCD5cx4eHiYjI4OOjg4uXbrEzp07GRsbk+xGcnIy\nra2t5OTk0NraKtHp+Ph46VEUFBTQ09NDdna2CIDT0tJoamri2LFj9P2PXXxycpK9e/dSXV3NN77x\nDYmgO51OcnJyOHPmDBMTE+Tm5jI+Ps7OnTvlwb1582Y2b94sWDbVy8nNzZWHvRrOWa1WSawGBARg\nMpkYGhqiqqqKmpoaSkpKGBwc5JNPPhGGZF1dnZwU1AetoaGB7du3i8TY7XYTGRmJt7c3Wq1WSllu\nt1uuv83Nzdjtdvr6+sTDkZ+fLywJJQBaWFggPj6e1tZWmpubSUhIIDw8nK6uLtxut3ztqmioeiR/\nbBdXblNVPFOzu6WlJebn5yXA53K5hMyt3CXj4+McP378y7MCvXDhghx7Z2ZmZHL7/vvvExERIdq4\nqKgooqKiRBjb0tJCdHS0HCeVjk7d2RwOh1SJMzMzWVhYwGQyERwcTH9/P7Ozs2RkZEj7U8WzOzs7\n5Xip7vHqrjc3NycIMZU4VPh4BfpQLgxFO962bRt1dXWyvYiIiKC/v5+SkhJGRkZISUkhLCyM5eVl\nGdCOjIzQ39/Pgw8+yKVLlwgODub8+fMUFxdjsVg4f/48AQEB+Pr6kpiYiL+/v1wNKioqOHz4ME1N\nTRQVFREfH8/o6KiU5yIiIkhPT2dpaQmDwYDD4ZC3UEpKCjU1NRQVFVFbWyseTYXnU6Ja1YY9deoU\nxcXFdHR0CIS4q6sLDw8PiouLCQgIYGxsTGA9Wq2W0dFRTpw4ISW8srIy6urq2L59u4BeXn75Zex2\nO+Xl5TIDCQ8P5+6775Z6t6enJ+Hh4XR2dkoiVJXT6uvriY6OZnR0lMDAQEZGRpicnBS3aXBwsKDk\n4POZjapSp6SkMDk5ycjICEVFRaSlpUnmQeVGgoOD2djYoLu7W9gTBQUF0txU5HOVhPXx8ZFC2sGD\nB2loaGBqaoqzZ89SWFhISEiIIAF9fHyYmJhgy5YtGAwGLl68KC3iqKgompubhce5d+9eGhsbOXTo\nkLRTNRoNPT09xMXFSbR9dnZWrtDq4X777bf/2RXoF+4kcd999+Hh4YG3tzdhYWHA/954lJWVMTQ0\nRGtrq5iwy8vLpW6tMgPh4eECV3E4HLICVczLyspKoqOjCQwMZGNjQzYbABkZGSIXDgkJYWxsjJ07\ndwp5OCYmhs7OTgwGgzA13W43er2epKQkwsPDRWWv1Wqprq5mcXERb29vbDYbvb29UrKprKxk165d\n7N69Wz6YTqdTqtYKHKKwcgMDA0xPT0vVWlXXnU6nfD2nT5+WwJn68ygtLeXEiRMEBgZiNpt5//33\nxeKUmZnJwMAAwcHB9PX1iWx3cHCQbdu2iZW6vLycgwcPygdkYWEBo9Eo6UBlWJudnZUPmxoGBwcH\ni/hZr9cTHBxMY2OjiHnX19e5ceOGHIXn5+e5cuUKi4uL/PjHP+a///u/mZycZPPmzaSlpdHd3c3B\ngwfRarX09vbicDhISkqir69PCE5RUVESBFOrP7PZjI+PDzU1NX+yFVDqBk9PT9555x05kamHWFlZ\nmUh/kpKSuHHjBkFBQUKfGh8fZ3JyksuXL5ObmysJWuU1+e1vf8vDDz/MzMyMaAeXlpaorq7G7XYz\nPDzMjRs38PDwoLy8nK1bt0q822Kx0NXVxRtvvCH5oHPnznH//ffLief06dP4+PjgdrvZsWMHa2tr\nAkjy8fEhLi5Omrp2ux2DwcDExAQmk0l6QK+99tqXZyah3qLqDQpgMBhEBWe1WuXOl5CQwMLCAhqN\nhtzcXOLi4pidnZW7lpKnKFFPenq6FMCuXbuGy+USynRSUpLkHcbHx3E6nVLf/ulPf0pMTMyfIMGc\nTqdEvM1mM1qtlpmZGex2O/X19Xh4eNDY2Mijjz4q37h33HGHzEQ6Ozu57777GB4eFty+Xq8nJyeH\n/Px8bt68ic1mY25ujq6uLpG65uTksLGxwb333suOHTuwWCykpqai1+ux2Wx8+9vf5sqVK5jNZpqb\nmwHEm6qo2Eqv99BDD7GwsEBubi7d3d0Cz4mKimJubo76+nqcTidHjhzhb/7mb/jtb38r5G/VhlWl\novj4ePGcrq6uyp9XYWGhJFydTicnTpxgampK5h/wuZvk3/7t33C73aSkpJCbm4vL5RK2R3Z2tvQu\nEhMTqa2tpby8XJqwvr6+1NXVyVBb2bOMRqPUxpeXl6U7AkijdnR0VKA+Kjo9PDyM0+lkaGiI8PBw\n+vv7mZmZobS0FKfTSX5+PqGhofz2t7/FYrGg1WoZGhqSzZkCDKl//vnPfy4IuldffZWoqCgKCwt5\n8skn+epXv0pFRQVJSUk88MADlJWVMTo6ip+fH/Pz81RWVtLX18f+/fspKirC5XJx77338pvf/AaT\nycTExAQvvvgiDoeDBx54QNau6uFcW1tLZ2cngYGBrK+vExQUxPLysiRG1T//pR9fuJPED3/4Q2FK\nzs3Nsb6+Lh2D6elp3G43RqOR9vZ2MjMzpSyTmZlJW1ub0I6Hh4cF+64EM7W1tZhMJvz8/CgpKWFp\naUkGOurDvry8jI+Pj+ywh4eHJY2p+g5dXV3yYBgYGMBoNJKUlCTg0vn5eSkZqe6Cy+WStqEKiKkT\nkNvtJiEhAT8/PzY2NvD09GR0dJS77roLrVZLaWkpS0tL/OEPf2Dv3r1YrVba29slc280GuX0NDs7\nS05ODjExMbS3t7N7924qKysZHx+nv7+fzZs309raik6nE+WbCvMoKrbKYihHZlFREZWVlbS0tEjF\nW1GW1LbH39+fiooKbr/9dvngKIVgY2Oj/F6Ut0MlPBV0Nzs7G4PBQGhoKNeuXWPnzp0sLi4Kz1RF\nn8vLy9m+fbt8c3t7e5OamorD4QA+L6ap9WpYWJj0LJRmQQ3B3W63nC7sdjsul4ulpSVCQkKYnJwk\nKChI4uYKs6/X64XtobD8ij6+srIiaD4VIT9//jwbGxtcvXpV2r7V1dVs376dq1evsrKywvHjxzl4\n8KA0Wufm5vj000/x8vIiLS2N4eFhLBYLO3bsYGNjg8nJSfz8/Ni/fz+VlZUiTVLgof7+foqLi1lY\nWJAHk6KXqRPG1NQU/v7+rK2tiTfljTfe+PKsQL/2ta8xOjqK2WyW+65GoyE9PZ25uTmJwA4PD9PW\n1obNZsPPz4/Ozk5Z/3h4eJCdnS0I84GBAYG1OhwOdDod7733HllZWSKjGRkZkRmIEsV6eXlJtFYl\nOgMCAujs7BR3QWxsLMvLy2g0GrFRq3Tk0NAQsbGxci1R7dbIyEjCw8OZnZ2lrKyM4OBgLl++zOrq\nKuHh4aKzU9HZDz74AJvNxje/+U2ee+45vLy8iIiIEGCL2+0W5FxISAiZmZksLi7icrmkE7Jz505m\nZ2fF7KXwZlarVe6nSp+ompQrKytSkd+/f78g6/39/UVfqMhQ6v5869YtsrKy6O7upqqqSmhKynea\nlZUlle6EhASamppkmKvSo2NjYzz11FN8+OGHOBwOioqKWF9fp7a2FqvVytmzZyktLZVAnZpDOJ1O\njEYjPj4++Pj4iCQnOjqajY0NVlZW2NjYEIer0+mUsJuaQ/zxqrawsJClpSWSk5Pl+0xh5ubn54mM\njJRrid1ux2QyiQoiIiJCfq1nnnmGpqYmwsPD+cpXvoK3tzfr6+uEh4cLb1O9+d99910eeOABzGYz\nw8PDciIMCwtDq9Wyb98+ob77+vpis9kYHx9nfn6e5ORkLBaLzOpUPNvX15fFxUVJkyqDl7oq6fX6\nL9d1IzAwkPz8fBHcBAQEcObMGaEmm81mcnNz8fPzQ6PRYDAYZMXX1NQkW4iamhq6uroIDg4mNjZW\nHBNbt25Fq9UKxESv11NcXMy+fftIS0uT4NXu3buZnp4mICCAV199VZB3zz33nFirVXFneXlZUosp\nKSmsr6+LSUkVgnQ6Hffeey/Ly8tcv35dzOGnT5/mypUrREdH09raSmNjI0ePHiU9PZ3Y2Fjcbjd+\nfn5iub777rtJS0uTn7+np4fu7m76+vqkpXr9+nVWVlbQ6XRs3ryZH/7wh2Kgmp2dla5JfX097e3t\n2Gw2uru7qaurE4bk2NgYr776KvX19bzyyis0NDTwy1/+Ek9PTxoaGiRharfbJWw2MzMjg1wlu1Ut\n2cjISEpLS9FoNLLGvnTpEiUlJXz/+9+nvb2dHTt2EB8fj9Fo5L777uPAgQNYLBZqa2uFHN7V1cXh\nw4fZtm0bwcHBjI2NERMTg16vJz09XXiaH374oRitNBoNlZWVeHh40N7ejsvlIikpibCwMBoaGhgd\nHZWNT29vr9T5p6en0ev1/Pa3vxUSt8owJCQkkJiYKEPbvXv3cubMGXlj37p1C5vNJgyT3t5erly5\ngre3N9euXZPK+hNPPCHgZ7UxUy+3M2fO8MEHH/DQQw+xuLhIdXU1P/vZz5iamuLZZ59lZmaGxx57\nDIvFQmlpKVVVVfJgVOyMubk5icsrMvr4+Dg9PT1iOft/i2V/4U4STzzxhBCH19bWJCdhMBi4ceMG\ncXFxzMzMMDo6SkpKioBCYmNjZe+sYqZ5eXnCmlR75sbGRjY2NsQMpqzZMzMzkjhcWlris88+Iz4+\nnoiICJqbm7FYLHR2dnL33XdLrn5iYkJmFMeOHZP1onJFKoS6Cla9//77FBQUkJeXh9vt5s0336Sg\noEDu0S6Xi+zsbJKTk7Hb7VRWVooBTJWRVldXuXbtmoB1VlZW8PHxISEhgeXlZWJjYwXdNzIyQm9v\nLxaLhRs3brBv3z7a29spKioSBaHJZEKn07Fr1y7Gxsbo7u6WFaVyXPr6+tLa2io9B3V6+OPtTmho\nqAS+BgcHJb6+srIiTtGQkBDRIY6OjqLT6bh69aoAYdRxevfu3YyOjsqfoyq/1dbW8uSTT+Jyuejo\n6CAlJUWuZxsbG0IAV9YqdQ0bHh4mISGB0NBQNBqNSKEtFgsOhwOHwyHMDFXqUyKbS5cuERcXJ5Fv\ndeVsaWn5E3ze1atXiY+Px263S67GYrFgMBgk4HbXXXextLQkMt+RkRGefPJJYUNER0dzxx13MDg4\nyPnz52WWodysCi6jNlT79u3D5XIRERFBX1+f9JSUKzYgIECyEaqro9rKa2trhIWFSc3+LyUuv3Ar\n0Oeff1409P39/cTGxtLd3c36+rp0LK5duyYavMzMTEJDQ4mMjBTL0+joKPHx8SJc+fnPfy6SlDvv\nvFM2A4888ghDQ0NyhPbw8GBxcRGNRsPHH38s1dqnn36awcFB3n77bf75n/+Z+fl5iVsHBQXR09OD\nXq/n1q1b8sGrqKgQGpaCmNTU1FBaWsrAwADR0dG0tLSQlJREU1OT8DF/+tOf8jd/8zfcuHGD9fV1\nedDExMTQ1dUlcW6bzYZer2d8fByTyUR6ejqvvfYaOTk5JCUlCeV7dHRUXCPKU6k+PE1NTbz22mt8\n5zvfkbbsxsYGhYWFDA8P/0mqtbu7Wyb67e3tbNmyhe7ubpKSkuTe3dfXR1hYGNPT02I9U6UldX3J\nysri5s2b4t0ICQmR47HSByqdn06nIzk5WVKdY2Nj8iJYWVmhtbVVcPRWq5WOjg66urooLS2Vr99g\nMMj3Qm1tLUFBQXh5eck9Xm0/tFotOTk5sg1T4GKVRjWbzVRWVlJWVibYxLS0NN5++22sVqv83tV8\na25ujvz8fGZnZykpKWFmZobLly+L7Fgh9MLDw4UgNj4+TkREhKRkHQ4HXl5ecj3R6/UEBgYyNzdH\namoqp06dYuvWrbIG7uvrY3FxkcLCQrlOBwYG4uPjIxuNtLQ0BgYGZN4XFxeH3W7nBz/4wZenBXrn\nnXdSVVXFtWvX6Ovrw2aziZHI5XLxySefkJubS1ZWFnl5eeJ2nJubo62tjeXlZQGynDt3jrW1NeLj\n42U6D2Aymejs7MRut4uH0W63U1VVxerqKhqNhtTUVBoaGtDpdPzd3/0dN27coLS0lFdeeQWXy0Vg\nYCBBQUFS1FIA1Ntuu43Z2VnuvvtulpeXMRqNVFVVMTAwwI4dO2hubmbTpk2sr68TGxvL6OgoFy5c\n4NNPP6Wjo4NHHnkEh8NBSUkJUVFR+Pn5kZyczOrqKvfddx/nz5/H09NTVIRms5mrV69y9uxZfvSj\nH7F161YyMjLka1Nr1YWFBc6dO0dqairDw8MCg33rrbcYGxtjaGiK11g6AAAgAElEQVSIjz/+GKvV\nKrMGk8nEwsICdrudoqIioqOjxTbV09NDTU0NTqeT/v5+8vPzKS0tFVaEkvUo5sOlS5fIzs7m+eef\nJzIykoKCAh566CFBt3l6ekpFXYWeQkNDCQsLIzo6Wpq5AQEB4kEdHx/nscceY3V1laamJhE2e3h4\nsHPnThoaGtizZw89PT3Sm8nLy8PpdGI2m1ldXSUnJ4fIyEgxc6lE5Y4dO8Qfqzy0ubm5HDt2jMzM\nTN566y0uX77MO++8I2Rq+HyFvnXrVtLT00UR+N577+Hn58fExAS7d+9maWmJEydOUFVVRXt7u7R6\nFdFqbGyM+fl5AgICKC4uJiYmhrGxMXGxaDQaMds3Njbyk5/8hOHhYXl5/fVf/7Xki8rKyqSQmJ2d\nTUtLi2j9UlNT8fLyEjzen/vxhbtuKK1daGgo+/btIyEhgR/96EeUlpaKY2BxcZGAgACBmiYmJuLh\n4UFgYCBLS0sy8bVarRw9epTs7GzW19d5+umnKSoqYnBwkJaWFhkiaTQahoaGyMzMlNaop6cnXV1d\nPProowJwPXLkCD/96U9lMDk/P4+vry/h4eES8rp8+bJAVCoqKhgYGODxxx8Xr6dqhCr03fDwMHfe\neSeenp6MjY2xuroqDsydO3fK29bPz4833niD733ve7zxxhtSFy4qKmLbtm1kZGTwhz/8Aa1WS0VF\nBRkZGVy5ckUcJnv27KGlpYXCwkJCQ0MJCQnhxz/+Mbm5ubS0tGAymdi8eTOdnZ1CAPvggw8k6ah2\n7Hq9np07d8pAdnBwkOzsbCoqKhgdHZXotjJ7ra+vs3XrVumSHDp0iL6+Pl566SUcDoeQllSVXEFg\n1WrYbDaj1+sxGAwsLy/zwQcfkJmZKf6UTZs2cfz4cQ4cOMB///d/k5WVhdFo5LnnnqOgoEAM5iaT\nCW9vb5nhKBjx3NwcRUVFXLlyRbiQISEhOJ1OxsfHmZubE37E0aNHuf/++wX1rxioyhquAnmKHTkw\nMEB6ejqrq6u88847jI6O8vbbbzM5OcnTTz/N9evXRWPodruFiq3UC263WyxnAQEBxMfHy/WgoaFB\ntoDFxcXk5+djNpvlhPf444/T0tJCenq60Nf7+/vx9vZmdHRUcAqq2/GXEpdfuIfEm2++yeLiIuvr\n67zzzjv09/dL+QWQJ1/f/7gcFhcXpW/Q19dHcHCwbEbUA8BsNvPrX/+aQ4cOERoayuTkJA888IBo\n2VRLUOHc1c/rcDjo6OhgY2ODwMBAEhMTuXTpEsnJyeKFAP6kdadYBLfddhuxsbHk5eXJkbKtrY2R\nkRHsdjtGo5Hp6Wl0Oh25ubm43W4uXLjAE088gdvtxmKx8Prrr5OSksL8/Dwul4uEhAS5Mys03djY\nGCdPnmRiYkIQ/zMzM7S2tvLwww8zNjYmQSGVBg0MDKS1tVWAsWowqq4GivOYk5MjbAI1U1BzIWUd\nV5h4tW6ura2lrKxMrGiK9H3q1CmcTifnz59nYmKC22+/nezsbCFFq+CXWlf29/fj6+tLfHw8Hh4e\n0nSMi4uTJOofo+oaGxv51a9+JcSs0tJSoqKipAKv1HiLi4uSr1GdErWtiomJwWazAQjRWl1Hpqen\nWVlZQavVkpaWxvnz54UReePGDSwWi7hIW1paKCoqEirW6Ogo0dHRJCYmsrCwwBNPPEFjYyOFhYUC\n+lEbMJXdUTMyBVdSMOCxsTFxr6g6PHwu/T127JhcZdPT09HpdNy6dUvWvm1tbaJ/VEG44OBgTp48\nSVtb25dnu3HkyBHCw8PlNGEymTh48CA7duyQFNkrr7wi3zTwuYtjeXkZk8nEzMwMa2tr8gbt7+/H\nZrNx//33y9t2dnaW1tZWSQ7qdDopPKnVU0dHhzTnpqamCAwMJCUlRcAlqtmn4rxqB68UeYpi3NDQ\nwPLysuyuk5OTSUxMJCAggNTUVAlxffrpp0K+zsnJAeCf/umfCAoKkjlEVVUVJ0+eFCuZr68vIyMj\nUqcOCwvjK1/5ChkZGYyPj0sSr7+/n9/97neEhobyySefMDIyQm1tLTabjaysLLnSqHjw6uqqaARW\nV1eJjY2VjMOmTZuAz9OUyrnp5eUlaUZVZY+KimJxcRG9Xo/VaqW4uJi7776bxMREDh8+zO233867\n777L8vKy5CyUz3R0dJTc3FzJrIyMjDA+Pi6/Vm9vr0S9BwcHycvLIzMzk3fffRc/Pz9aW1vp7e2l\nqqqKzs5OPvroI7KzswkPD5e3stFolJnGzMyM1Mv9/f2FqTozM8OOHTsICgpibW2NBx98kLi4ODGO\nz83NsX//fsmr3LhxQ+YKU1NT3Lhxg6ysLM6ePSvogZCQEP71X/8Vg8EAIMlPFXDy9vZmYmKC1dVV\nMjIyCA4OZsuWLbzyyit0dHRQUFAgydb+/n5p26o4fWpqKk6nk9dffx1/f3/RGbpcLp588klSUlIE\n2qTE03v37v2Ln8kv3ElCkZxUqSs0NFT8AgEBAdLHUNPeGzduyCTaYDBIRFk9JObn5zGZTMJ4bGho\nICsrC7fbTVJSEi6XS1J5GxsbNDQ0EBsbi81m45577uHMmTMCnn3nnXeIi4uTezQgwF7FFaioqJAY\nt91uZ8+ePQwNDdHc3MypU6fQ6XRsbGyQk5PDW2+9RXJyMleuXOH73/8+NpsNf39/Pv74Y9LS0ujo\n6JDNSmBgIG+++SZPPfUUmZmZ1NXViRBYQU5ffvllVlZWOHToEPX19SwtLbF79278/f1JTExkenqa\nnTt3cvnyZb773e8KA6GkpITz588zPDxMcXGxZDD8/f0ZGhri6tWr4tYYGxuT0Bcg3tJbt26RnJxM\nc3MzSUlJnDlzBl9fX1paWmhra6OqqgqtVsuFCxeoqKggJydHimAqiKQkPoGBgdKEVdXswMBAnM7P\nucqRkZFoNBp+85vfSGcnJSWFlJQUSS8WFxeTlJREcHAwYWFh1NfXU1VVhaenJy0tLRKlv379OpGR\nkYyMjMjvKSYmRgpxPT09Ap9xOp387ne/Q6fTUVJSQltbGzMzMzgcDnbv3s3Y2JhUB9RVQK3DFVpR\n2b8MBgN5eXlC7QoICACQfIder2d1dVUar/n5+RgMBhYXF0lLS+Pq1asYjUaamppoamoiOTmZ4OBg\nTp06JXmOW7ducfjwYXp7ezEajSwvL8uDW+Eh19bWcDqdnDt37suz3fjoo4+orq4WM7iSo6jjXmBg\nIJ999pnkHOx2O/fffz/T09NMTEwIkl8Fa/7rv/6LvLw8wa0psnNFRQW7du2SQtTCwoJQsQ0GA3Nz\nczQ1NbF3716am5tlTfrZZ5/xy1/+Em9vb+bm5sTQpSrdysnZ19dHfn4+Fy9epLi4WLYHJpOJxcVF\nOjo6BEGWmprK1NSUHLHvvfdenn/+eTQaDT//+c+ZnJzk5MmT7N+/XwJH+fn56HQ6PvvsM5qammRG\ncujQIeE2qlhxT08PgYGB/PrXv+YnP/kJHh4e3Lx5k8TEREEENjc3i7Q4NzdX6E/KsxkeHk5NTY38\nXamhpqo29/T00NbWRmhoKDExMbJdiY+Pp7KykubmZuLj44mJiWFiYoL19XWioqLQ6/W0tbXR3d2N\n1WolPz+fkZERaS/u3r1begmzs7Ny1QgODsZms3H9+nW+8pWv8MYbbzA1NSVbIrVFUGlWdYTv7e3F\n5XLJxqO7u5uQkBBJ9VosFllP9vX1kZSUxMLCgvwdKvZFeHg4r7/+OlarlYmJCfLy8qQwpU6WquHp\n7+9PbW2tkLGU5s/Ly4sdO3YwNDTE8PCw5BoMBgMbGxtMTEywbds26f+ouLrZbMZqtQog+ve//z25\nublyDb/zzju5fPkykZGR0u/53e9+R0JCAjt37qS3t5epqSnS09MZHBxkZWWFH//4x///yXn+T/7Q\naDQbzz77LAMDA2zZsgWAkJAQSZ719vaSlZWFTqcTipNi+SnkXXJyMlFRUVKz3bJlCz4+PlIv1+v1\n8s2tqFMKCJqcnCzDo+bmZvz9/WUQZ7VamZ+fR6/Xy07aaDSyuLgobyCDwcCrr75KRkYG8Pk1KCoq\nCg8PD5qbm9m/f78k+tbX1xkcHCQnJ0e++RRToKOjQxgSCwsLks78XK8K09PT0pPQ6XR4e3szPj4u\nwhVFzx4eHpYewubNmyXxaTQaMZlMAp/t6uqivb0dT09Ptm/fzq1bt3jwwQclK6LT6Thz5oxwJr29\nvWX/HxER8X+TJM/Pz+Pv709QUBC+vr4ygJybmyMoKEge6Kurq0RFRVFTU0NeXh52u11WtcPDwwwO\nDmKxWKipqSEpKYnq6moeeughMbktLCyIyqC6upqYmBhWV1eZnp4Wf2xaWpo8wPPy8qiurpYjuxpQ\n9/X1SfL09OnTZGVl4ePjQ0REBKdOnSI/P5+IiAjsdjvHjh1jz5491NbWSkZGr9ezsrIiP4eq36t/\n397eTmBgoEiBLBYLOp3uT66W6iQ8MzODt7c3mZmZXLp0SZqm+/bt49ixY4SFhfH+++/zL//yL7hc\nLgnGWSwWVldXCQwMFFaH2+1mYWGBQ4cOcf36dYxGIwMDAyQmJuJ2u4WwpdFoeOyxx748K1BAgk5N\nTU3ExcWRkpLCJ598Iti4W7duERAQwPXr1xkcHGTTpk3U1NTwzDPPEBQUxIcffihT+7GxMfExNDY2\nMjc3J3fAwMBAhoaGCAoKIiIigrm5OUJCQlhYWGB6elq0fiaTia6uLoKCggQGq+hU8HmBymAwMDo6\nKmul5ORkCgsLmZqakjfD7OwsJ06cYHl5mf/1v/4XdXV1vPTSS4SFhQmgtLKykpKSErKyskhISCAz\nM5OJiQkuXrzI1atXGRgYYHl5mdbWVpaXl6VUpkC9MzMz5Ofns7S0JHzQr371q8TGxhIaGipYuY2N\nDY4cOcLa2ppsYAYHB3n99dfZu3cvc3NzbN++nfLyct566y1WVlb4+te/TmRkpNxnlZNTGdesVqvs\n/lWaFZAAk3KmxMTEEBQUhF6vZ2RkREJrUVFRBAUFsbS0JM5Vu93OV77yFWkznj17lrfeegtvb2+O\nHj1KdHS0SJ+npqbIyclhZGSEkZERiUYraLBWqyU2NpaBgQECAwMlH2E0GiWm/OCDD2I0GnnppZd4\n9tln5df28/PDYDBIIMrX15fq6mri4uIkqVtZWUlubi6hoaGMjIyg0+n4+OOPCQkJYX5+np07d5KX\nl8evfvUrTp8+jdVqJSYmRlwbDodDkISzs7N85zvfkVPw73//e/Ly8vjss8/Iy8ujpaWFxcVFOSlo\nNBqmp6flSubv78+OHTskhWu1Wtm3b58IilVyWavVcu3atb/4efzCzSRKSkrw9/env79f7rrbtm2T\nGYXT6SQwMJCJiQmpZsfExDA3N8fbb78txRiTyURvby/79u1jfHxctPc6nU7u/mFhYSLtVTMF+PwP\nWGkGVZfD6XTS2trK/Pw8VqtVUqBOp5PGxkYBmi4uLsrwTolnLRYLU1NTjI2Ncf/999P3P4auRx55\nRB5MKquRl5dHe3s7S0tLwom4fPkygAhr1Fuut7eXsLAwsWsZDAaRvagNTF5eHjExMZw/f56cnBzG\nx8clt6HWaIWFhbS3t3P33XfT09NDSEgIt27dYnR0FG9vb7q6uti5c6dIeBUfQ81iVIahra0NnU4n\nlq7y8nKhnwPi0lRbiZs3bxITEyP/HmBgYEBCQXq9XkpVilielpYm4KGuri4KCgqw2+1MTk5SVFTE\nwMAAycnJsrZUQmOz2cz169clL6Eq0qOjozIDmJubo7a2FovFgtvtlm2IevArnoWKx6ssx8jICFNT\nU/L7rq6upqenh/T0dKqrq9Hr9dTV1bFt2zZefPFFHnvsMZaWlsjMzOTy5cvEx8dL10JBaXp7e2lv\nbyc7O1uSkY899hjDw8PidFFpXB8fH2JjYwkLC6OtrU1yJ/Hx8ZSVldHW1sa2bdt4/PHHOXz4MFFR\nUczMzPDpp58yPT1NQUEBx44d+/KsQLdv346Pjw+bN28mLCxMEHJ6vR5fX185ok5MTBAVFUVFRQXJ\nycnCUYyLi2NjY4OZmRnMZjMGg4GOjg65HqhVYm9vrzwM4HNupPr/qLeP2+1mfn4e+DzOmpGRIb5Q\ntbJSHxzlNRgdHRXAi7e3N5WVlbI1USyK9PR06urq8PHxobOzk0uXLol/QlXGFZfQZDLJ/Xn79u2S\n6LPb7QQHB7O8vIzT6ZQSj8vlAhA4rcp/qFq32upsbGywa9cunE4np06dYvfu3bS0tMg6trS0VKhO\nKoyjrjJ2u52VlRU8PDxkMwCg1WoFyDM/P4/T6SQvL4+BgQH0ej1ra2tCLE9OTsZoNLK0tCQR9ejo\naKn3Z2dnC1Bo165dXLhwga6uLrq6uoiOjmZtbY3c3FxGRkbk4aiuKKrdqVgNCgJstVolWq18KCsr\nK9LS1Wq1tLa24na7WVlZobS0lOrqavn9KLhwXl6erNvr6uq4desWXV1dPPDAA8zOzhIREcH27ds5\nceIECQkJ4sjo7u7G5XKxuLjIgQMHmJyclO9VldSdnp4WqK1KUkZGRhIaGsq7774rFHW73S7tZqPR\nSHd3NysrK2g0GlEqtLe3s76+jq+vr/SYTCaTOExUnyc0NJSTJ09+eR4SJSUleHh4MDY2RmBgoAR9\n1Jt5aGiIrq4uSZ8pNLhWq6WsrIwjR46QlJTE2toaRqNR1lfKx6C2GdHR0UxPTzM0NITJZMLHx4fl\n5WUmJiaoqqrCZDLR398vMwUFYlUIMK1WK0r5yclJITUpMrXL5ZJThyI1V1ZWysoTPseGabVa/vZv\n/xadTifHzYiICNra2sjPz8ff31/eStevXxfUmWqZqohyXV2dbHyWl5eZnZ2ltLRU+BqqDVtcXCxH\n9MrKSkwmE1//+tdJTU2lu7sbi8Ui8JbOzk4KCwtZXV2lvLxcvk7VelVznFu3bgkDRN3P1Sng5Zdf\nJiEhQVbaisXY0NBAQECANBIV/l0xPIeGhoiIiCA2NhaHw8H8/DxlZWVSnVfNRwCz2SwSnJWVFcLC\nwuT3oAxYq6urtLW1iUdVsShUJV4NkSMjI3n77bfJy8uTU8Vdd91FfX09ERER1NfX4+npSUZGBhcv\nXqSzsxOr1SqnGF9fX5EOxcbGioMEkGxGbm4udXV1ZGVlCQBncnKS8fFx+fvXarUkJyfj5eXF2bNn\nGR8fJzw8nNDQUBobG9m/fz9ut1u2cooqtrS0xJEjR0hNTRUpkRrarqysSLZiz5493LhxQ2r/f2m7\n8YWbSZw+fZrExEQefvhhvLy8yM/Pl+x+Tk4OBoNBYrthYWEUFxdTXFzMRx99JBwHtQtua2uTB4ia\n3CtM2/DwMP7+/oSGhgoTQP0wm82EhIRIx19Fr2tra5mbmxPAjNpPK/muXq/n6NGjbNmyhczMTAnA\nKFXg9773PU6ePElWVhaZmZlotVqio6N588036enpYWhoiKGhoT/ZOMzMzGAwGLh27RoTExNs374d\njUbDlStXWFlZEQZCamoqERERdHR0iIxFHbPfeOMNcYFERUXJOvCpp55i//79lJeX43a7uXbtGhqN\nhrCwMIaGhvjss88k7Xj48GEuXLjApUuXWF1dpbe3l/DwcI4ePUpqairr6+tMTExIAMrPzw+Xy8Vd\nd92FyWTCaDQCCDpPfcOrrMvZs2fRaDTC2FB5hCtXrqDX6xkcHAQ+5zK+/vrrbGxs8Mknn8jD/tSp\nU6ysrJCfn8/y8jIhISGEhYUxPj6ORqPB09OTTZs2yXZDhfNUQElVzPv6+rj33nvx9fUlMjJSrghj\nY2P8/ve/Z+/evVRVVVFZWYnVamX79u0SV5+cnOTmzZvk5OQIhf2hhx4ShL1Op6O9vZ2XX35ZVA/p\n6eksLCyIeDk6OhofHx+8vb351re+JV/HfffdxyeffEJiYiIFBQWcP39eGCiKCqa+p8xmM6+//rqc\ncPbv309xcTHf+ta3ZD08MDDA3/7t31JaWiqZjT/34wt3kvirv/orKVh1d3dLB0AFlwwGg+DtXC4X\nfn5+jIyMsGvXLoaHhzlw4AAfffQRFosFm83Grl27BMmmmIyKWOTv74/ZbJb7tYeHByaTSY79Kqzk\n5+cnd3W1qvLx8WF9fV2szhMTE1LwUdeanp4e2UcHBASwsrLC3XffzdzcHJ2dnayurmKz2di7dy9T\nU1Pk5+cLwzEhIYGIiAimp6elflxUVCQUJNUGzcjIICQkRFKHSvCj1WpZX1/n3Llz8iYbGxuTNuBd\nd93FCy+8wLVr19ixYwe9vb2yfVBXKjXky8zMpLy8nLKyMuLj4zGbzcDnZPP09HR8fHzka1QukY8+\n+ojMzEw5QQwMDMipTV0DVT7FaDQyPDwsuEFFfFaGqePHj8v6NzIykqioKCwWC3l5eTQ2NrJ161Z0\nOh09PT1S5w4NDZXgm1qvKvu5v7+/POxnZ2cxmUyy7bp165bg8BV9OigoCKvVSkREBJmZmZjNZiYn\nJyVB2draym233Yanp6ckRuvr6ykqKiIiIoLx8XEuXrxIamoqCQkJoopQ7WEPDw+6urqkUTo1NUV3\nd7c4XdUmSqkTVGlNnTzUfKWvr4++vj6Kiookpbljxw4mJyc5ceIE4+PjxMTE4HA4aGtrEyCTTqfj\n6NGjX57rxt69e8WJeNddd+Fyuejt7WVxcVG+8QFRsm1sbFBUVER5eTleXl5cuHCBr3/967z11lt8\n7Wtf44033mB+fp7q6mq6u7sFblJWViYrpqGhIUn3VVRUcP78efz9/fHy8pJJvmrLzc/PS5KzqKiI\n06dPy5rx2LFjlJSUYDKZsFqtWK1WMjIy8PT0JDAwULoAVqsVt9tNWFgYMTExxMXFSX4jODhYbNrq\nLaJOP4pKvb6+jslkYs+ePbz88stUVlbidrvlLXnlyhWqq6vZtWsXq6urEioKCgqipaVFNHlWq5Wo\nqCj5egoKCgRK09LSgtVqZceOHXzwwQdERETQ0tIi2wybzSYlMqfTKYYoJarZu3evBNq0Wi0fffQR\nDz30EB9++KFg8ru7u1lYWMDhcLC4uCjV7ZCQEEZHRxkaGmJxcZHV1VVp+K6vrwt7UkWfr169Kh8q\nJbJRJ5eFhQUyMzPx9fXF4XDIWlVZrBSc18/PD4ClpSVGR0dZXl5m06ZNwhhV1CxfX19yc3OJjIwk\nLCwMb29vNm/ezLPPPktAQAB6vR4PDw/pk9hsNlJSUuTl0t/fT0hIiMx3goKCSExMxGw2S7Fuenqa\n2NhY3n//fcbHxwkODiYjI4Mf/OAHopBoaWmRjcbU1JTwKdRmra2tjdXVVQYHB9FoNLLOV0CdiIgI\nmZ8sLy/z/vvvf3muG6qjn5eXR3NzM263Wzr6Op0OHx8fcnJypDprs9l48sknMRgMFBQUUF9fj9Fo\nlPv2Pffcw/DwsEhb3377bex2O0eOHCE9PV3WZZcvX2Z4eFhWY8PDw/j6+lJbW0tjYyOVlZUCuVlf\nXyc3N1ci5NHR0SwuLgpO3uFwCEgE/nf0Ni0tDYPBwIULF7h+/bokSDUajQhX1KYFEECMMkT39fXh\n7++Pj48PycnJ8ubS6XTC71TDV0XMVvkI5cV44IEHKCkp4Uc/+hGdnZ3s3LlTSlRRUVEyTAwICODf\n//3fqaur47XXXuPee+8VYnNFRQVWq5WbN29SXl4uJCidTgd8zimdn59ndXVVNjdPPfUUnp6eLC8v\nk5WVxfvvv09kZCRxcXEkJCTIiW7Tpk2kpaWJO0LBZ3NycvDw8KCurk6AO/X19bJ6DQ0N5ec//zlX\nr16ls7NTEpKqYLW+vk5kZCRpaWmSWvT29mZtbY3g4GBple7Zs4dDhw5x6NAhmpubaW5uJjIyUrIt\nOp2Ovv9RRqqo+tzcHP/wD//A5cuXKS0tJSMjg1/84hf8x3/8Bx4eHrz33ntkZGTw0UcfERQUxNzc\nnMh7VeJSNU/b2tokdNbX18c3vvEN7rjjDqqrqykvLycpKYnDhw9TUFBAWVkZ8Hk+Jy4ujr6+PjY2\nNjhz5gz5+flYrVbKysq4fv063t7eeHp6YrVaxUfqcrm4efMmPj4+f/Ez+YU7SezZs0fWZCdOnMBi\nsZCSkoLFYhHMmbq7zs3NsbCwIM2/06dP8w//8A8899xzlJaWyvZC6eC0Wi1PPvkkra2tsmYNCwuT\ndl1mZqbElyMjI2UAp7B4Gxsb2Gw2jEYjbW1tXLp0iXvuuQeLxYLJZCI2Npa0tDThXyodnyrq6HQ6\nGhoauO2222RNWlNTw/z8vEzjNRoNw8PDAHh7e+Ph4YHBYJA8hxro1tTU4O/vz/j4uBCwjEaj2NBX\nV1dleBUSEiJUpPX1dX7yk5/w7LPPypq0s7OTsLAw+vv7RZpcX1/PgQMHeP/993n99de56667hMit\n1+sJDQ3l4sWLPPbYY2i1WpaXl/H395fVm1ISarVa8WW2tbVJRuWrX/2qJDPr6+uZn5+nubmZjIwM\nhoeHsdls5OTkoNFoaGxsZGBggM7OTjZv3oyvr69M6mNjY7lw4QJ33XUX8fHxHDhwAKPRSEREBEaj\nUZqmXV1dREVFMT4+TmxsLOPj40xNTeHp6Snrz5CQEPr6+rDb7bS3t2M2m9m5cyc3b95kbW2NiIgI\nAgMDZY6iErohISGcOHGC+fl5Ojo6CAsLk5Ps9PS0BNUUHFedjuLi4igsLMThcODh4cHk5CQFBQXM\nzs4yMzNDSkoKAQEBDAwMUFpailarpb+/XzJCAwMD5Ofn09PTQ0xMjBjC/f39KSgowGazid/j9OnT\nLCwskJqaKgyVzMxMyVm8++67X57rxp133ilP9cDAQAwGA3q9nsjISDY2NgTX7nQ6xfDl4+MjgI13\n332XgIAAZmZmuHr1Kps3b2ZjY0Pe1urIqvyOakMxPT0t8peFhQV5c2s0GskFxMbGMjMzI3+RIyMj\n3H777ayvr4sPw+12U1dXR2ZmpujsDAYDPj4+IspRQZrBwW7PEiQAACAASURBVEHy8/PlDq3guP7+\n/kJaVqpBg8Eg1XRvb2/8/f1loLm8vExcXBxms1mcH+Hh4RgMBuGBqg+MyWRiZWVFMH7qm1MNhI1G\nIxMTE6SmporcdnZ2lgMHDgj/Um2D4uLiBO6iCFF6vV6GkxEREbjdbsbGxpiZmSEkJEQkM8HBwbhc\nLtrb2zEYDPT29krPpKOjg/3799PS0iK0LwWiXVhYkISsmulotVpZfW5sbAhnVM2wVLHKZrOJa0Ol\nQpVTdWZmBg8PD/7lX/6F6elpWltb5XoYHx9PQEAAYWFhQnVS6caZmRnhmyo+66ZNm7j77ru5fv06\nNpuNO+64g+TkZE6dOkVKSgodHR04nU7a2trEL2M0GmVDodahil8aEhJCd3c3J0+eJDw8XK5UQUFB\ndHR0oNPpJJkZEREhW62KigoyMzOZm5sjLy9PgM4KZKOi3yr9+X/8uqHRaIwajeaoRqNp12g0bRqN\nZotGownWaDTnNBqNTaPRnNVoNMY/+u//XqPRdGo0mlsajeb2P/fzOhwOjEaj4OrV8X9mZkamwGtr\na2g0GkZHR3E4HJw9e1b2yQMDAzJ8fPHFF/Hw8CAsLIxdu3aRkJDA5OQkAElJSWzZsoWgoCBu3rzJ\n3r17pYxjsVgELOrn50d7e7t8UBUnUqPRcODAAQYGBhgcHJS4s9lsJiIigvX1dflfh8MhdffJyUlB\n7pnNZi5cuCCVaqPRKDHp+fl5CgsL0Wq1uN1uWamquYz6Bo+JicFsNgtRWlGdent7mZycJDIyUoAs\nCoV/4MABoVp5enoKVk7BYp1OJ/Hx8fzwhz9kdnaWM2fO4O/vzyOPPEJERATt7e384Q9/ICAgQKbx\ndrsdnU7H0NCQQGeUjFlF3xV6TeHiFd1cr9eTmpoKQE1NjWDys7KyCA8PJzY2ljfffFNOLH19feTm\n5nL9+nUZhKquj5rLKLWjslip9fXY2Bg9PT0kJSXh7+8v+ZqkpCR6enr4/ve/z8GDB9m0aRMmk4mR\nkRGJkKtroEajEeOWggs3Njbyn//5n7Kuf+mll6T78vHHH9Pe3s43vvEN/P39eeyxx9DpdHzzm98k\nJiZGBrHq4a7sYcparmLxgACYm5ub0Wq15Ofn43K5JL7v4eFBTU0NH3/8MTt37sRqtcosTs12FhYW\nRFKdkJAgzpk/9+P/y0ziV8CnGxsbaUA2cAt4Bji3sbGRDJz/n39Go9GkAw8A6cB+4EWNRvP/+Gvf\neeedtLe34+vrK6sqRfpVT8ypqSl6e3tlvfi1r32NpaUlBgcHKSkpARCsfmNjI1VVVRw5ckSArZ6e\nnuKFVPSh8PBwLly4IEfVpaUlGhoayMnJYd++fRgMBiIiIhgcHJTizdzcHL6+vnR3d0vISynuZ2dn\nqa2tFSScOorHxMRIMtRsNhMdHU1hYSGTk5PU1tZiNpvJz89nfn6eoaEhUf0puKnKhqjgUnt7u8Rx\na2trpcOxurrKgQMH2LZtm5ySSkpKmJiYoKmpSRRz09PTckytqakRccwrr7zC3//933P//ffz6KOP\nUl5eTlNTk4h81FXhrbfeEs+o0WgU92R6ejobGxv4+fmRmprKmTNnxBZuMBioq6tjZmaGpqb/i7r3\njG77PNO8f2AFCBYQJNgLSIJg71UUJZmyHDmSXGQ7YydxkZ3EafM68ibT0saZs7Mnm3Ey2bVTnThu\n2rjIMm1ZliyrNzZR7CTYQBJgb2DvIN4P9nOfZM9M3nP23Q8xv1iSZZoE8X/KdV/X72qVNvGWlhYZ\nS9vtdiYmJrh06RKtra1873vfE11Ale6o0V5ycjI+Pj68/fbbZGRkMDAwwNbWFnq9nqmpKTktqCj2\n/Pw8S0tLgpZXbM+ioiIsFgthYWEUFBRw9OhRvvzlL0tbueqB8fHxkYpD9WtFhdrY2GBycpLvf//7\nWK1WysvLgY8rIM+ePUtJSYnUCdy8eVP0CbvdzuDgoORoVPI3LCyMzs5O4GNmhJqeKKSgw+GQa1BH\nR4d8H3fccQe9vb1oNBpuv/12urq6WFhYwGg0SqZEGbn+v0ag/0eLhEajCQF2eTyeFwE8Hs+Wx+OZ\nB+4GXv7kr70M3PvJr+8B/ujxeDY9Hs8g0AeU/kef+/Tp03/mY1ejTnVs7+jowNvbm/T0dOLi4oiI\niOCtt95Cr9djMpmkM8JisciUwWg0UllZKZVoXl5efP7znxdmwN69e/nggw9EEb948SLLy8uSpLTZ\nbPj5+XHq1CkefPBBrFYrtbW1JCQksLCwIK69q1ev4nQ68fX1ZXV1VcZNoaGhkmZV/ZZBQUGMjY1x\n4cIFrly5QmRkJBEREXh7ewvCTbEqlNjk4+NDdHQ0gYGBYr5RpTXb29tEREQIXWt1dZWXXnqJoaEh\n1tbWaGho4I033uDs2bMAYhRzu91ERERgNpupqKiQzzU6OsqePXuw2Wz09vbS0tLCiy++iLe3N2lp\naVJ3V1hYKMVIWq2W4OBgLl++zNbWlrAp3G43Dz30EP7+/rzwwgt0dHTIG7i8vFwmABaLBZPJxPj4\nuBiuTCaTvAYKh+d2uwkPD2dra4vW1lbJi5w/f56RkRECAgKEVanKmwCpRFD9sOrEotytGxsb/Pa3\nv2Vubo4LFy7wP/7H/+DEiROiZyhCuMFgQKPRUF9fL/UC6iQTGRnJzZs3OX/+PHFxcVK9qER3u90u\n4rTFYqGjo0PSp9HR0djtdpkI/a//9b8oLS1Fp9ORlZUlWldBQQGHDx8Wj4jRaKS5uRk/Pz/S0tLQ\naDRcvnyZ+fl5GhoaJNSmMkhGo1FGxltbW2Lu+0+f9/+TFKhGo8kHfgN0AnlAI3AUGPZ4PKGf/B0N\nMOvxeEI1Gs1zQK3H4zn2yb/7HXDa4/G8/b99Xs+vf/1reRjUiCwpKYmlpSVx37W3t5OSksLg4KDY\nTMvKytjY2KC8vJy2tjaKi4s5c+YMW1tb7Nixg9HRUXHdKe7B7bffLvd2l8tFeHg43d3dfPGLX2Rz\nc5MPP/yQnTt30tjYiNVq5Wc/+5nUqLlcLpqbm3G73ezfv1+awtXd/MqVK6IRLC0tYTKZ6O7uZmZm\nhr6+PnJycsjMzMThcODl5UVJSYns7qpRSbEPioqKOHPmDGlpaYSGhnL69Gm++c1v4nQ6qa2tZdeu\nXbS1tQn3Ijw8XHZUFeT69re/LdVxbreba9eu0dXVRWFhIUajEbvdzpkzZ/jRj35EbW0tn/nMZ1hd\nXWVubk6I4uXl5dy8eVNCZxqNhpKSEpxOp8zeV1ZWGBsbQ6vVkpeXx/j4OFtbW1RUVJCYmMj169cF\nfKsWgAsXLgiA5/jx42RnZ3Pfffdx7tw5goODuXHjBj4+PlRVVZGeno7b7ebGjRu0trbKSLKhoYGE\nhAQaGxtJTk4mLy9P+lpVBkM9fBaLhY2NDfr6+tjY2CA3N5fZ2VlmZmak6S05ORmn0yn6g6rMCw4O\nZmRkRKzoY2NjEhxrbm7G4XCwc+dOtre3xU8zMDAgTsfIyEhxgKpk8sjIiGyIQUFBf9ZOl5qayubm\npgCC1fRK2e7VZE2diNRr4PF4iIyMFJ+HYnAq78nNmzclvLaxscHBgwf/r6dAfYBC4Jcej6cQWOaT\nq4X68Hy8+vylFeg//HeqoUgdYVVjksFgkKjsE088QXFxMb6+vtx7772Ul5dTUFDA7t272djYIDk5\nWdB1er2eGzduSHV8VlYWjY2NBAUFMTg4iN1up7q6mnfffZdbt26h1+t55JFH6O3tJSoqCl9fX377\n299y6dIl8vLyGBkZkRHm8PAwBw8eRKPRcPToUX7xi1/Q1tYmCn5ycjJjY2PU1dVhs9kwGAyYTCa+\n9a1v4evrK6q9ct+FhoayurpKbm6uvIlycnJYXl7m7/7u7zh06BBXr14lLy8Pt9vN6uoqMTExVFZW\n8rd/+7fcf//9kvdQmPnW1lYqKiq4evUqer2empoampqaCA4Olt3v1q1b+Pn58dBDD7G+vk5paanw\nLhwOB3v37mV0dJT33nuPiIgIUlJSmJqaIjMzE7vdzvDwsHAt19bWpKx5ZGSE5eVlwsLCsNvtAlZR\n3AV1Urr//vvp6OiQ0RzAr371K95++23y8/P5/ve/T1lZGTabje9973s8++yzDAwMMDY2xle+8hVJ\nAv/iF7+go6NDujuSk5Mlf3PlyhVKSkpYW1ujs7NTyN3x8fHMzMywsrLC9va2nJI++OADaQxX4nFf\nXx8ulwuXy8X6+rqQwX18fLh+/brAbFXup7m5WTIbYWFheHl54eXlxQsvvIDL5SI7O5v6+nocDgcL\nCwsMDAyg0+kwm81kZWVx7NgxWYyVzqbyGar3Q4XrLly4wMzMDDU1NezZs4fIyEisVqsgDRXtTbE8\nCwoKCAkJkc3wL338n54kooAaj8eT9MnvK4F/ApKBKo/HM67RaKKBix6PJ12j0fwjgMfj+fEnf/8M\n8M8ej6fuf/u8nk9WNLa3t8nIyJA7XFpaGvHx8YKa1+l0/PrXvxZXW1FRkewaJ0+e5MiRI1I07HQ6\nGRgYkOKZyclJioqKOHfuHF/5ylcYHBzEx8dHUqZ33303x48fp6+vj8cff5xz586RnZ0tZqLc3Fzp\ndaipqcFgMAgBy+FwsLKyQkpKinAuAgMDmZqakrtrf38/5k+av5Qp7JFHHsHb2xubzSYTAsU7UJyG\n48ePs729zfj4OPv27RMHXU5ODh999BHFxcXk5OSwvr7Oq6++yje+8Q2pwltaWuKZZ57hkUceYW5u\nToqBsrOzsdvtxMfHc+3aNQoLC1lZWSEtLY3W1laMRiMLCwviB1GN3Aobr8Jtqr/C7XbLwqAWfOXM\njI2NlcV7cnISq9VKX18fMTExvPLKK9J6fdddd7GxsUFWVpYY35qamvDz85NA2he/+EX8/Pw4duwY\nhw4dYmZmhq6uLqanp0Wc9fPzo7m5mYqKCs6fP09lZaX8rJXxaWVlRehc1dXVmM1m5ubmqKqqkoyQ\n2+1mdHSUgYEB4uLiMBgMLC4uMjg4yKFDh2Syokxoi4uL/OAHP+D48eMiMCvTWWBgIMnJyQwMDEj4\nMCcnh8DAQC5evEhycrKkNLVarXBGIiMj+eijj9izZw/Ly8uyyblcLqKjoyVuHhgYSGtrq/ThlpaW\nSrO46pVRp0MFTRobG+PSpUv/d08SHo9nHHBqNBrrJ3+0D+gATgKPffJnjwHVn/z6PeAhjUbjp9Fo\nkoBUoP4/+tz33nsvBQUF3H333Xh7ewtF2Ol0YrPZmJmZ4fDhwwQGBvLggw+yublJREQEzz77LBER\nEcTFxckbMTw8nMnJSbFTP/rooxw8eJCsrCwMBoO0LTc1NQnctby8nO985zt4eXnxxBNPsLi4SGpq\nqoimVqtVsGb//b//d1ZXVwWLrziFgPQoKKee0kvCw8PZs2cPaWlpwnZUD19PTw8ajYb5+XkRT2Ni\nYkQX+eY3v0llZSVf//rX0ev1EnD66KOPyM7OxmAw8MYbb0jvyNmzZ9HpdDz33HPYbDa+/vWvy3H1\n5s2bPPLII6JRqBCZqvxbWVkhLy8Pb29vZmZmuH79Ot3d3aJPKPt2WloaycnJ0mS1uroqZGslUirI\nsNKANjc3pc9VwYQffvhhnn32WR588EEJIz3//PMYjUZ+8pOfMDc3x6VLl7h8+TKhoaGcOnWK48eP\nSziqp6eHpKQkiouL2bt3LyaTSRYtRcWanZ0lPj5e4t6KDbK1tUVHRwehoaG0tbWRnZ1NT08PPj4+\n6PV6FhYWSE9PJzo6GofDIcJ0YWGhVAaeP3+e7Oxs8vPzCQwM5P3338fj8YjnJSwsjKSkJFpaWhga\nGiI2NlYe9tbWVgYHB9m7dy/Dw8O43W7x9kxNTcm0KioqSujZzc3N+Pv7Y7FYJP2raOYGg0EqHyYm\nJoQEtra2RmxsLKOjo3LNSkpKYv/+/X/xef//M934f4BjGo2mhY+nG/8K/Bi4Q6PR9AB7P/k9Ho+n\nE3iTjzWM08A3PP/JEcbHx4cdO3YwPz9PYmIiVquV0NBQOjs7GR4e5tKlS7S0tEhpyte+9jWWlpb4\n0pe+JNZs9YCoYprZ2Vk+85nPMDo6Sm1tLQBtbW3Y7Xa6u7sZGRnh3/7t30R/+MEPfsDY2BgtLS1E\nR0dLetBms9HV1UV4eDg//elPpalZ9Ybu3r2bqKgoUdvPnDmDVqvl/PnzdHd3s7q6Kse/9fV1Kdad\nnJwEPh7LKruzaujq6emRr/FnP/sZVquV7u5u3n//ff7hH/6BxMRE8e3X1dVJ8cvFixeZnp7m9ddf\n5/7772d1dZXe3l4KCgrw8vIiPj6e5557joSEBLKyspiamsLHx0eavywWC0tLSxQWFkpgLjg4mLCw\nMHbv3o2vry8lJSW0traSnJxMUlISJpOJhIQE8RyYzWbhJKjyXmW5DwoKIjU1VRbWZ555hvX1dYKC\ngkRXysjI4I033iA8PByNRkNFRQXnzp3j4sWLMmGxWCycP3+effv20dnZSUFBAfX19XR3dwtJe3Z2\nlsuXL9PQ0CC0rrS0NNbW1kR0HB8flw7Z3t5eVldXcTgckmnx9vbGaDRy++23Mzw8TGpqKiEhIVI8\nrPiRsbGxQrhWYmtSUpIYxmJiYnC5XAwPD2MymUhKShLfQmdnp3zvCoJ0//33y4KckZGBVqtFo9EQ\nFhYmBOz4+HgA8RcNDw8LMU3h/0dHRwkPDyc2NpbExESio6OJjIxka2tLsjj/2cdfHb7ul7/8JS6X\ni4qKCnp7ewkODmZ0dJTExER8fX2ZmpoiKyuLd999V8Y4q6urkrwLCQmhtbVVqu0sFosQo9LT03n2\n2Wf5+te/TkxMjDQsNzQ0YDKZWFtbY3R0lG9/+9u4XC6ee+45MVBNTk5SVlYm/11fXx8BAQG0tLQw\nNzfH5z//eRl/BQQEyEgqICCA8fFx/uZv/oaLFy9KetTHx4cPPvgAs9mMTqejqKiI1NRUfHx8sNvt\nhIeHCyD19ddfl7HowsICO3bs4Pjx43zmM5+RsmCbzSYGH+XPV1e0zs5OISOrI7vKqfj4+JCXl0d3\ndzeJiYlMTk5y+PBh3nvvPf7mb/6GpaUlampq2LVrF+fPn0ev13P77bfj7+9PTU2NpESnpqbo6OgQ\n6/L6+rrYu51OJxUVFRQUFNDX1yfu08HBQQm+ra6uUlVVxdLSEpOTkzKJuvvuu2lpaSElJYWmpiZK\nSkq4cOGCtKWtrq4yMjLCv/zLv/CHP/yB0NBQQdWrIFVsbKz0iWRlZTE8PCz8jsXFRfr7+0lJSWFz\nc5PV1VW5DiifzifvTQYGBqRaQLlyh4aG0Ov1DAwMUFBQwM2bN8nKyiIuLo65uTl6enrQ6/U4nU4p\ncLp8+bKE0yYnJ0lPT2d5eZm+vj4OHDhAS0sLGxsbQsJWP9O1tTWBE3t7e2MymWhsbCQzM/PPaF6q\nPDo7O5ubN2/KacnX15fi4mLGx8dJTEzk4sWLeHt709vby69+9av/9LrxV+e4vOeeezCZTMzNzYlV\n2Gw2c/r0afz8/BgYGJA7m8rlq3q24OBgcZBduXKFu+66S0apa2trbG5ucvvtt9PQ0EBQUBBXrlxh\nZGSEgoICVlZW5IhnNpv5x3/8R/R6PeHh4dx5553Ax0p2U1MT7777LqGhoVRVVREdHY3b7eb1118n\nLy+PwcFBubcDUpnX0dFBd3c3RqMRjUYjDU2RkZHy4Csjl+qurKurE0HN6XSiLOsvv/wymZmZXL16\nVZyFoaGhsnB97nOfE0LW+++/T2dnpywEO3fuZG5ujtXVVfbt2yevr+JPqB2xuLgYl8tFT08PUVFR\n2Gw2nE4n2dnZvPnmm1KA9NJLLxEXF0dfX5+kcxXxWgnPihq9tLSEw+EQJKByGtbW1oqT9vXXX0en\n07F//35u3LhBd3c3LpeLlJQUbty4IXbrwMBA2tra+OpXvyr+kosXL5KRkcFnPvMZgRKpYNfU1JTs\n4n+6iLlcLtxut0wDVIpUsTE0Gg0NDQ3ExMSg1WpZWVkhIyOD4eFhqXCMjIykv7+fHTt2CA6wrq5O\nSN8ejweLxSIFx263W64FMTExsvMrzUxlhBQPNCcnh+HhYcH/K/7F+Pi4jHJXVlZoaGiQQqT19XUh\nhQGSU1HGPEUJUxOxU6dOfXpo2a+++qqQltSdUHkWlM9c3cF8fHzEoRkbG4vdbmdxcVE8+qr/USHw\n0tPTeeedd8jMzMTtdvPRRx/JD0A1W9XV1XHw4EHCw8NZWFggKCiIzc1NKeMdGhri3Llz5Obm4nK5\nWFlZkZbpra0tcVkuLy9L94Q6urpcLtLT0+XeqfpJvby8JFuytLREWFgYTqcTnU7HxsYGZ8+elYSk\natC+++67OXbsGBEREczPz5OamioFPXNzczz88MNcu3aN8fFxbrvtNnp7e9HpdDQ2NuJyuXj00Ucl\nm7K5uSljZR8fH1paWsRA1NXVRXFxMVlZWXh5eXH9+nU8Ho+8PmpSkZqaKoa2lJQUOjo6hBDV29sr\npyTVlzI6OorFYpFdUhGfhoaGyMzMpKWlRXIbCQkJIiwHBQWh1WoZHR1l9+7deDweNjc3qaurk67S\nmJgYPB4PBoNBoMeAjC+HhoZEyNZoNNLh0dzczMrKinAulWYBH6dDVVnSzZs3ycvLY9euXTidTnp6\nerBYLDQ1NUlyeXR0lNzcXC5dusQXvvAFbt26JZ4EldjU6XQUFxdz6tQpcWqOjY2xZ88eGWn29fXh\n4+NDQkKCAIHGx8ex2Wzk5eURGhoqo+Li4mLefPNNnnjiCQm0NTY2kpOTg1arlSu2Xq+XuIMK4j31\n1FOfHhBuaGgo0dHRHDx4kPn5eUJDQ2WXUbHp2NhYgoODMZvNAnhtbm6WQlWtVitBrJSUFOED1NbW\nsmfPHhYXF4mNjSUnJ4fk5GT2798vjU1Hjx7lN7/5DYuLixLfNRgMsuNvbW0Jms5isXD77bcTEhKC\nTqeju7ubmpoahoeHRXBUef/IyEjCw8Npb28nNDSUnJwcJicnqa+vp7e3l5WVFVkYnE6n5BvMZjM7\nd+6UBc/tdrOwsEBbWxtms5mamhr0ej3PPPMM/v7+pKamUlVVxblz5xgaGhJle3BwEKfTye7du9Fq\ntaKI9/X1iXNUAV8PHTqEzWaTU9Lzzz9PREQEg4ODAvcZHR0VJ+nIyAh1dXWcOnWK3bt309LSwo4d\nOwRAqxikvb29QpuyWq2UlZURFxfHxMQEZrMZg8GA1WrlwoULHD58mMLCQvbt20dpaamYmBwOByUl\nJezdu5f8/Hw2NjYYHBwUvN/Y2BjLy8tizALEF6FEYZPJJGwLrVbL+vo67e3tbG9v8+Mf/xiTySQW\nZtV0ptPpxMT21FNPiT7w5ptvUl5eLppBQEAATqeTrq4uPvjgA3bu3Ml3vvMdiaQnJibS3t6OXq8n\nLCyMF198kbi4OPHzpKWlUVtby5kzZ5ibm6O1tZUdO3bIFTc9PZ35+Xlpdi8uLmZkZAQfHx9OnDgh\nC6pirbjdbmFkZGdnCwR5cnKSgYEBiouL/4wx+h99/NWdJJqbm2lpaWF0dJScnBxx+E1OTkrRq+oC\nHRsbw9/fn9bWVlJSUjAajbz00kscPnwYQCrMlpeXMZlMDA4OcuDAATwej4iSKysrJCYm8s4773D0\n6FFeeOEFdu7cKfFg5ddXPgaj0SjEJhVnHh0dpby8nI8++ogDBw5I0i8gIIC+vj7y8/NFyVf8RLPZ\nzI0bNzAYDGRmZkqWIzw8nOXlZS5fvsztt98ueLSgoCC+9a1vcccddwjyDT7eHW/dukVVVRXt7e1Y\nLBYcDgd6vZ6VlRWZswcEBODr6ytczPT0dFZXV6X2MCwsTAJcV69exWKx0N7ezubmJnv27KGrq4v0\n9HRcLpdwE2dmZoiPj6egoEDYHGqapIDENpsNj8dDVlYWdXV1YiFWoz9Vg+fl5UVcXJwUPqtCG7Xg\ntrS0oNVqSUlJEXqVMoyFhIQwOjpKTEyMWOHX1tY4dOgQf/zjH3n88cfx8/NjdnaW1dVVGhsbJfuj\nbODK1PblL39ZRrEKdLSyskJ0dDQ///nP2bdvHydOnCAgIECyMlFRUUJ4amlpISYmhvT0dE6dOiXX\nh+3tbSwWi8TnZ2dnGRkZISMjg8HBQTY3N8nNzWV0dJTAwECmp6dJS0ujr68P+DjTpMJd8/Pz1NTU\nyIKclpbGxMSEjDOffvpptra2hBhut9sFcTc6Osrg4CDJyckMDw+TlpbGysoKjz766KfnJFFbW4tO\np6OwsFDuaco3v7y8LA+mmjkrmnJoaCgOh0Oo0+Pj45w/f156EVWt3tDQEP7+/jLuUi+m1Wrl+eef\nx2q1cvbsWcxmszSW+/r6CoRGBb+amprY2tqSgpmhoSEBuXh7e7O6uioR8ObmZiwWi9CQ1DxdwVkX\nFxfFkVdTU8P169cpLS3F6XQSHBxMS0sLr7zyClVVVUxMTHD9+nUaGhrk2nLvvfcKYQgQind8fDxO\npxOz2YwqYh4dHcXPz4+ZmRkiIyOld3Vra4uAgADm5uZIT08XpmdiYiJ9fX0UFBTQ1dUl92VAekIH\nBgYkUp+dnS2lQN3d3XR3d5Ofny+LixLR1FVSfe/JyckC1T179qx8vT4+Ply6dEks8O3t7YKoP3bs\nGAkJCfT09HD69GkWFhZITExkbW2NL37xi2g0Gr785S8Lpl4J2waDQWheiqqtjF5qsfDy8pIYvtLI\nHn/8cYxGI3v27OHxxx+noqKCiooKScwqfUN5U9Tps6SkhNLSUhYXF5mfnxc/jsFgIDU1lezsbHQ6\nHZGRkdjtdokiKJ9JSEgIg58Q1peXl4mKiqKqqgp/f3/2799PY2OjnGBUZkaNoNXpMyEhQXpUVZrV\nZDJJ+O8vffzVLRJKNU9OThaajmpjSk5OFky6VqslPj5eCmI9Hg/V1dUSxjIajdxzzz04nU5cLheb\nm5tSZPLCCy9IelIRfpQAFR4ejpeXFz09PQQHB8uimki7qQAAIABJREFU5OPjQ19fH3/84x9pb2/n\nwIEDmM1mMU51d3cTExPD9vY2Y2NjxMTECM5N4fnVDqe8BepEYDQa2dzcxGazUVJSQnZ2Ns3NzUxO\nTuJwOJieniY9PZ0DBw5w+PBhuru7KSoq4p577hGOoZrHNzQ00NfXR1RUFJOTk9xzzz2888474oJU\nhKno6GhZIBQuTqvVin/BbreLfpCZmUlQUBCnTp2ipKSE8PBwMjMzuXTpEoGBgTgcDgChMik4r7+/\nP5///OfxeDxotVp5wzudTinrUea1hoYGRkZGuHz5MktLS/L1DQwMsLGxIUW4/v7+XLt2jbi4OMrK\nytja2mJ1dZWnn34ag8HA5cuXKS8vZ3R0lOnpaba2ttBqteTn55OamsrGxgaNjY3ir2lubmZtbY2x\nsTE2NjZISUmR1KiC+66traHT6XA4HERGRgoYWE1PkpOTSUlJYXFxkaysLKanp2lsbBRReXl5mdnZ\nWQwGAxcuXMBut8ui6nK5hIsyMjJCWVmZNH1duHBBrp/q597X1yc4/oqKCoHr6nQ6Kisryc3NxWaz\nic27oqKC/v5+BgYGaGhoYGNjA6PRSHR0NDMzMxQWFrK5ufkXn8m/uulGVVWVsBUHBwfZ2NgQpXd8\nfFwo1WpXV2m/P22KUgLR5OSkjIZ27txJZ2enCIojIyMkJydjNpuZmppiYmKCrKwsoqOjpfxWp9Mx\nOjoqkWNVINPX14fBYMDb25v3338fo9HI3r17WV5eFruuSpmqynuVQFW1b4GBgTIunJiYIDQ0FKvV\nKo5AlRD18fGht7eXuLg4EcSOHDlCaWmp9IHeuHGDO++8k6ioKKanp3nyySd577330Gq1zM7OYjab\nAeTe7efnJw7L6OhoSbcmJSXJ1/n+++/z9NNPSxbD4XBgMpmECzk8PExubq5gBVUOISoqSqYIoaGh\ntLS0YDQamZmZEWDOysoK/v7+jI6OkpCQIHqQ8nisra0xMjLC9vY2QUFBwpJYX18X5qZC/f/7v/87\nERER3Lhxg7S0NIKCgoiJiSEwMJDg4GDhm87MzDA0NERUVJTQy4qKiujr6xORPDAwUPos1MbkdDoJ\nCwvj5s2bQl6/desWn/vc53j11Vf57Gc/y0svvURlZSUtLS24XC6ysrKIjIwEPt705ubmaGhoQKvV\nYjKZCA4Oxmq14uvri9vtprGxUaC2PT09QsxWbuOxsTGMRiOXL1/m0KFDjIyMiICqdA2NRiMLhhLM\n1RUtPz+flpYWKisraWpqknCXQgTExMTw+uuvf3qgM3fffTdms1nutaogWNXZKRScojYpU1Jvby9+\nfn6yW8fGxhIaGkpHRwd+fn7U1tZy+PBhVlZW2LNnD2NjY9L8lZCQwPr6Ojabjbi4OJKTk4XkbDab\nWVxcFFaCxWJhYGBAbNUTExPMzs7S1dXF6uoqVquV9fV1iaGrsdb8/Lx0LoyOjspRVNGcAwICsNls\nBAQEEBcXx+nTp7FaPza0hoeHk5aWxvXr1ykqKpKk4m9+8xvKy8vJy8ujq6uLGzduUFlZyZkzZ4iP\njyc4OBi3283u3bsZGBhgenqaffv2idNPmag2NzeJi4tjcXGRgYEBjEajcEODgoIYHh6murqaH/7w\nh7S1tYmoqRY/VXIzPDyMl5cX4+PjGAwG4X1cvXqV/Px8sScHBwezubkpiP2BgQERSVULWVRUlPBA\nlTip1WrFxRoaGsrly5d56qmn6OrqoqqqisLCQqanp2XipDo21JhQsSNu3LghBj3VMaoI6Dk5OQQF\nBeHr6yunP8Wi+MUvfiEi9U9/+lNSUlLw9/eXoJgyS3V0dMjEbWBggKysLKnu02q1UgIUEhIiWpHi\nX6r3lyoHio2NFXiO2+2WhaC+vp733nsPPz8/NjY2hMBVU1NDamoqwcHBhIaGyqg2KyuLmZkZSY1u\nbW0RHh4ui/7Jkyc/PSPQF154gd7eXoqLi7l27RolJSXs3LlTSm68vb2F+6DT6dBqtcTGxjI9PY1G\no2FxcZGAgABSUlIkcry+vk5aWpog6NT9+/z584yPj3PnnXcyNTVFXl4ePT09/PznP+eZZ56hubmZ\n3NxcRkZGMJlM9PT0cOvWLb7whS/g4+ODw+EgKSmJzs5OMjMzsdlsaDQa9u3bx+nTp6moqKC6uprH\nHnsMm80mFO+BgQEKCwtZW1ujsLCQkydPClg1NTWVf//3f+eBBx4QbUNZ091ut3AVk5KSGBgYYGho\nSNRpxXLc3NxEr9ezc+dOACEzuVwuyTaMjo7KIpGamsrq6irx8fHU1NSQn58vCVA141eTEICYmBgp\nTz548KD0cDqdTsrLy4XcraoJlNcjISGBuro6iTt3d3eTm5uLr68vPT09JCQk0NfXJ99DQkIC//Zv\n/8Z3v/td2traxDau0WiE9FxbW0tYWBgLCwvMzMxgNBopLS3F7Xbz3/7bf2N7e5v09HQee+wxzp49\ny9133y1ipYrLq+mIr68v169fJyoqitXVVcLCwuRBi4iI4J//+Z/lyqse2MDAQDkRHDp0iJdffpmj\nR48KE1WF3pQQHhAQgMfjYWRkhISEBIaHhyXzs7a2RmlpKbW1tVRVVWGz2ZieniYnJ4fZ2VnW1tYY\nHh6moKCA3NxcQeU1NzeTk5MjG9tLL70kJ4qAgAAGBwfl1NrS0iIBMvi4V9bpdPL4449/esxUTz31\nFC+++CL5+fns2bOHzMxMaaUeGxujt7dXwDLFxcV0dXXx3HPP8fjjj1NTUyPjTTXrV+5Lh8PBpUuX\nCAoKkl/fd999rKys8OKLLxIVFcXo6Cj9/f18//vfx2aziUg5PDyMn5+fZBni4uLo7e1lcnJSrgE2\nm42srCwWFhZ4++23OXnyJFtbWzz99NP87Gc/4/Dhw3LNOHr0KOfPn+fixYs88MADpKenU1JSws2b\nNxkeHhYFX4lMgFwnVE1dXl4ec3NztLW1ieNvdXUVf39/9u3bx8TEBLGxsaSkpEgrdWJiIlqtVmhP\nagdS9K4//vGPPPnkk9TV1YkPobu7G19fX2pra4mKipLu0Z6eHlJSUuR7Vi1la2tr8lAEBwdz7do1\nIR/5+/tTW1srJK7w8HBOnz4tI2uVcwkMDBSxNS0tDR8fHxERVQFvUlISkZGRArR1OBz8/d///Z9V\nNRYVFfHggw8SERFBRkaGOCqjo6NZXl6mv78ff39/eVAMBgMDAwPs3LmTkydPsr29LUi+jY0Nrl69\nytGjR4VEFhISIpF3rVZLTEwMDzzwAK+++qpg55588kmuX7/OHXfcwaVLlygsLOT69esYjUaSk5O5\nevUqERERMq7v7u4mKSmJzc1N7HY7CQkJWCwWyfV4PB4GPyk4/lN2SnNzs4w91RVXvbaq8U0lQ9VJ\nVWH+goKC/iK+7q9ukdizZw/+/v5Sa6Z2rYCAAMxmM35+frS1tYld28fHhyNHjuB0OgkICPgzdXdh\nYUEaohMTE9Hr9SIiquN0YmKi4M7DwsLIycnh+eefJyUlhdXVVaampoiOjmZqakrKhgc/aYdSu+TS\n0hKJiYlcu3YNo9Eoxq20tDReeeUVPB4P77zzDiaTSbpFzWYzer2elJQUlpeXJS48MjLC+Pi4ULnr\n6+spKyvj6tWrZGRkEBISQn19PdXV1WRlZckbw8fHh71799LT08Pc3BzBwcGy8KWlpQEwMjIi4t3S\n0hITExMUFRUJ00B5LlwuFzt37sRms4kmUFBQwMLCAvHx8URERMi47tatW2xvb4uj0mKxSCz80qVL\nZGVlERMTI4Gp5uZmPvvZz0oqsquri+zsbPbt20dXV5eAWpRhysvLi46ODhITE4WXGRYWJslYRe1a\nX19naGiIkJAQ6urq0Gg0NDc3o9FoMBqNUqd42223CSPCYDAIjT0jI0O8KJubm9KzYbVa6e/vl2tG\nV1cXsbGxYrdXXZzf+c53mJyclLDWk08+yfz8PG1tbeTl5TExMUFOTg4XL16kqKiIsLAwEQxVyZPi\nRlitVlm0vL295XSjUsNlZWVScqwclFlZWQJSVqKxxWIRa7xer2d8fFwSxn9KDF9fX/90gXC/9KUv\nkZqayvj4OAUFBdhsNgoLCwWz1dvbKwEhhZdfXFxkfHxcRjz+/v6kp6fT09PDnXfeKbQi9cK2tLSw\ntLQkttonnniC4OBglpaWaG1tpaCgQFZc5cVYXl6Wo71qD5ubm2NsbIz09HTm5ubIyMjg5MmTZGdn\nSzjoc5/7HAaDgZycHK5du4a3t7f0dej1ei5evMh9990n92LVk+HxeNi7dy/BwcFMTk6Sn58vRcdp\naWnodDpaWlqEmORwONje3pY0q3JEqhzHxsYGvr6+BAYGsrCwwOzsrFjDx8fHsdvtEq9X93FFU/L2\n9qapqUkAKnFxcfKmjoyMFKS9x+MRXWJ+fl4o1GazmZs3b+Lt7Y3VasXlcolPITs7W6zGSnAODg6m\nubmZgIAAxsbG0Gg0UgOoBGVVNagMaKqYNycnB7fbLdkWPz8/sUCrpKe3tzdarVagttHR0dLh0t/f\nL6+pl5eXaBmBgYEMDAxQV1cnDfFxcXGS2FxcXOTatWtERkYK2Xp7e1uYEjdv3sRkMgmYJzQ0FB8f\nH+68806uXLmCy+WS8XlHRwcJCQnk5eWJpV6lftfX16UiMS8vj6mpKUmKquKpmpoaxsbGmJ6exm63\nY7VaRay22+3iDna73QwODhIbG8vLL7/86end0Ol0zM3NYbFYmJmZwc/PT+7f9fX1otQvLS3R0tIi\nuHsFWlVIeQWqmZubw9fXV97siiOQkpIiPxwvLy/Ky8slDFVfX8/6+jp2u53x8XEpsYmMjGTv3r1E\nRUWJKWb//v2sra3Jym21Wvmv//W/8tZbbxEQEMDs7Cx9fX3yz4CAAPr7+/na176GyWRCo9Hwwx/+\nEC8vL7Kzs6Ws5b777uPGjRtCFGppaRHBq6urS6hEipcYFhbGxMQE9fX1YlLy9/cXBqOyMytsXGho\nKA888ACvv/46u3fv5oEHHhAfh9PpZGJiAi8vL0JDQwVE097eTnBwMAsLCwQHB1NaWorL5cLb25vR\n0VEWFxelM+PAgQOsr69TXFyM2+0mKSlJwnI6nY7c3FxKSkrw8/MTB6u6Ttntdnx9fdFoNHLamJyc\nZGtri7S0NPGW1NTU0NDQICSr0tJSLl26RGJiIikpKWRnZzM9Pc2NGzfw8vLia1/7Gna7XR5SZbVX\nxGtFfpqfnyc5OVnMUcXFxdJFazQapbJvamqKhIQEgoKCaGhoYHBwUK47HR0dFBYW8nd/93dsbm6S\nmZlJf38/Bw8elLCe3W6X6oCWlhZWVlbo7u7GZDJhs9l44YUXKCkpYXBwUIA//v7+VFZWkpaWRmdn\nJ1qtloaGBsLCwoiNjcXhcEjHql6vp6ysjMuXL0vuw2w2y0SnoqKCiIgI3G73X3wm/+pOEurueMcd\nd/C73/2O7OxsAdeqXWlycpLi4mIhaE9MTJCcnCzVeWNjY/j5+bFz506JyjY1NZGQkMCFCxeEjely\nuZiamuJXv/oVMTExpKSkEBcXxze/+U0mJiZwOBz4+/vLiSUgIEB2n5GREfR6PcPDw0RHR0spylNP\nPUVoaCjf/OY3MZvN2Gw2ZmdnGRsbY/fu3cKkCAwMlK9TCbITExNYrVZee+01rFYrMTExTExMSEfD\nn5bEqIrB8fFxIVqZzWY8Ho/EplVRb3R0NBqNRuzFaoT7ox/9iP/yX/4LLS0tElpT6UL1Rl5fXyci\nIgKbzUZYWBhRUVGyWKjrnsvlYmJigpSUFGZnZ7FarXR0dMh4V13vvLy8qK2tRavVMjg4yNraGrOz\ns4yPj5OTk4Pdbmd7e5uUlBQJyW1vb0u0WafTMTs7KwL15cuX5U3e19dHWFgYt27doru7m127dvH2\n22/j7+/P2NgYS0tLnDhxguTkZKKionC5XEIvn52dFeHSz88Ps9ksvayZmZnAxx6Qd999l6SkJMbG\nxiT3YDQa2d7e5t577+XOO+9kdnZWGBEpKSlUV1cTHBzMXXfdhdPpFAt1ZGQkRqORlZUV2tvbyc7O\nZnNzU2oJtVotiYmJeHl5odfrqaurIzo6GpPJRFNTk1RJbG5usmPHDnHLbmxsUFlZKeE0pWWsra1R\nXFzMxMQEgETsc3NzWV5e5tVXX/30XDe+9rWvkZiYyIkTJygpKWFoaEjMUGNjY8zOzpKZmcmtW7cw\nm81SL6d6JHNycnA6nWImUdOboaEhHA4HFRUVwpxQx9bCwkLcbjdXrlxhdHSUiIgI6uvriYqKEu6A\narby8/Pj5s2bGAyGPxNFvb29OXDgAFevXkWj0dDe3o6Xlxf19fWUlpaSlJREWFgYer2erKwsXn75\nZRYXF6murhYRcufOnUxMTBAVFSXTBOUPUULW7OwsTqeTsrIyioqKhNCs6gQCAwPp7+8XaKqPj494\nHdbX14Vv4HA4OHLkCAEBAWL6Cg4OlrFcR0cH6+vr0geiUpCdnZ2UlZWh0+no7e1lY2OD1NRUFhYW\nJNMRHBxMT0+PLHqbm5vU1tbi7++P2+2muLiY2dlZqU5UIOHx8XEmJiakhlCv18u1aGtri+DgYLq7\nu6UVvrKykvLycs6ePYvFYqG/vx+DwUBUVBQtLS3SK3rkyBEWFhawWq2Mjo6SkZEBIPCYpKQksZOr\nfhAF8FWLTFtbG15eXiwsLEgT99jYGEFBQXK12tzcpLW1lYSEBCnM8fHxQaPR0NraKtrAsWPHxN2q\nNCmVF5menqasrEwWNnXlWVhYIDQ0lO3tbcxms5j+1tbW5Iqo3KuA1PypXElRURHXrl3DbrfLwjo+\nPo7H48Fut3P69OlPzyKhqEATExPcdttt4jnIz88nJydH7snp6emYzWbS09PRaDQi2uzevZvh4WES\nEhKESWCz2UhJSaGzs5Ouri6GhoaoqanBZDJhtVqlkCYkJEQCSPPz89TV1eF2u5mZmSE4OBgfHx+2\ntrbo6emR3gP19QYHB/Phhx/i5eUlJcN+fn5yNFR0p+LiYnkjAQJuKSsrY21tjXfffVf+nwaDgfDw\ncKxWK1tbW9JUpmbcra2tdHV1SWlvVVUVAQEBlJeXMzMzI8Tq4eFhoqKi0Ol0VFRUcOzYMYqLi4Vz\nsLa2JsAb1TUxNzfHuXPn6OjoEMvw7373OyYnJxkZGRE+qN1u5/jx48zOzhISEsLc3JzQrtxuN/n5\n+eTn50upzuDgIPPz81ImvLGxwcLCAhaLhatXr2I2m+no6CA+Pp6zZ8+KhpGYmEh9fb2Elaanp6Xg\nWOlMykrf0tLCN77xDaqqqigoKKC5uZnCwkKhbT///POSgVCdIapqTwFcXnvtNYqKipidneWdd97B\nbDbzxBNPUFtbS15enpwcJiYmaG9vJycnh1deeQVvb2+WlpaYmZmhtbUVk8lEcnIybW1ttLa2UlRU\nRFVVlYB7jx49yj333CN6kdogFhcX+fWvf80XvvAFSTpPTk5y7NgxMaFpNBpJ4qr3hApEqpKiP/zh\nD/j6+nL27Flqamo4fPgwLpcLh8MhLFlFnP/ULBJhYWGEhIRIvPUPf/gDXl5eFBUViUATGRlJTU2N\n0HtmZmYYGxujvLyc2tpaoRH7+PjQ0NDAQw89RF1dHTt27KCiooL19XWKiopkB/jwww8xGo1otVoC\nAwNpbm7G19eXlJQUAgICuHHjBuPj42xsbHDixAlSU1PR6XSUlpbKLFtRkPv7+5mfn+frX/86nZ2d\nvPnmmyQkJPDb3/6WH//4x5w8eZKenh5iY2OZmZmRxGBoaChra2sEBgaSlZUlD+vNmzclFOV0OgkN\nDaWxsZG+vj68vb3Zt28fg4ODrK6uMjg4yOLiomgb7777LgcPHuTEiRPCDXjllVdYWlqisrKSgYEB\ncnJyGBgYEKqyaqPKzc0lJCSE0tJSRkZGJAOyb98+fvnLX7Jjxw6ph9u/f7+MNXU6HQEBAaSnp+Px\neNi1axdnz55lZmZG2tVDQkJ47733aGxsJCMjg7S0NC5cuCDgXG9vb06dOsXevXtpb2/n8OHD/OhH\nP+KLX/wia2tr4v946623pFxYr9eTl5cnkJXMzExaW1tF8LPb7VJrNzAwIKxINTGYmJgQTuZbb70l\n76eRkRFcLhft7e3k5ubyyCOP4HA4SE5OZmlpid/97ndCBisrK5Pj/cLCgrAiPvvZz3Ljxg1SU1OJ\njY1lc3OTgYEB0tPTVUSbzs5OgdqoMKHFYpHXTrmElT08LCyMsrIy6RLd2tqir68Pp9PJu+++i5eX\nF62trRLj7+vrk4JjnU4nor1yp7722mufnkXi8ccfZ3Jykvn5ecbGxgSJBsiKr2K5yrykwjgK96Zw\nXyq1abPZpNtA3fGDgoKwWq2C71cv5tTUFCaTidTUVHEftra2cuTIEfr6+qS8BT4Oo2VmZpKUlCTd\nlKpARQXNsrOzSUlJISMjgytXrqDVasV+6+XlRXR0NADZ2dmSTI2IiJAEqlKwV1dX6enpEfOYTqcj\nPz9fyllUI7VSsKempoiIiCAkJIR9+/ZJoMpqtbKxsSFFuT/5yU+oqKhAq9VK98e1a9fIy8ujt7cX\nLy8vidSfO3eOpaUl7rzzTqqrq6moqODxxx/H5XIJxm3Pnj04HA4cDgfj4+Ps2rWL9957j5KSEmZm\nZrBYLNJ3oUjTGxsbREVFERwcTGpqKidOnGD37t1kZGSwtLTEtWvXePjhhwUqND8/z9raGlFRUQIK\nCgwMFFz/vn37gI+vmBEREURGRkpNore3t2gKLpcLk8nE/Py8jMwfffRRIiIixLSUl5eHw+GgoKCA\nkZERzp8/T0REBF5eXly7do3S0lJ27dpFV1cXGRkZMqo0Go0S9iosLJTXcnBwkFOnTpGamorD4cBg\nMGCz2QgNDWXnzp2SF0pKSqKvrw9fX1/279/Pe++9x5EjRwgPD8flcvHII49w69YtUlJSpDBJda8O\nDQ0JXvCHP/whly9f5v777+fy5csSElR8is7OTtxuN+++++6nZ5EoLS0lKioKh8MhsWFFIlJltYrU\nFBkZKUEgBfjMysrC399ffphzc3PSXRkaGspHH32EVquVI6A6OQQGBpKZmSneekW6jouLk0jwrl27\nZEfPzc3F7XaLDXd2dpbU1FS6u7sxGAwycjIYDDJdSEpKkrm7qvtTtfdLS0sSFLLZbBQVFdHa2orL\n5SItLU3apwAZ221vb9PY2IjFYuGjjz6S+Prrr79OTEyMxJkVjEa5+lSD+MbGBnv37pWma2VqUq1b\n29vbdHd3SyN7SkoKAE6nk29961vU19fT0dGB0+mUqj7FyUxJSZH7r+p/iI+Px8vLC4/HQ3l5Of39\n/ZLiVdZkxUIICwtjfX2dkZERFhYWWFhYEENbc3MzHo+HqqoqIaYrEbKurk60jqioKNxuN11dXX9W\n8qO6SpOTk+X0oliX58+fp6qqCr1eT3JyMg0NDURHR0uPqRp9Nzc3i+iqJiZ6vZ6mpiZx9+r1enmQ\nVaOcYpTm5eWJQKnCgG1tbdIDqoDBqkTY7XZjsVg4ceKEwGaUlqR4mspH8vDDD0tZ8PXr1xkbG6Oy\nshKDwSCnTaXXhYaGsrm5yTvvvPPpGYFqNBquXr1KaWmpzJIHBgbo7OwkOjoao9FIT0+PCGKqM0IR\noNT9v7S0lB07djAyMkJPT4/U4ZWVlZGZmSnhJqfTSU5OjqQwW1paiI2NpbW1lZaWFn71q18Jebu/\nv5/q6mqmpqZobGxk165dTE9Ps76+zsbGBnV1dSQmJjI0NMTExAQXLlyQ9qj/+T//Jx988AF33XUX\n9913H/DxuFep+jabDaPRKFOTF198kaWlJZm/Ly8vC+the3tbfAyrq6tcvHiRhx9+WGzdP/jBD9Bo\nNLzyyiuiimdmZhIQECC6jaJMjY+P43K5SEhIEEZnVFQUzz77rDA6bt26xaFDhzh79iz5+fl88MEH\nvPbaazQ2NtLR0cGdd97JtWvXyMjIoLq6WlyaR44cwe1209/fLxMPu90ufJCFhQXuueceysvLuXLl\nitzF9+3bR2RkJElJSeTm5pKWlsbevXux2WwcOnRIAnRvv/023/3ud5mcnKSjo4OYmBgSEhLo7+/H\n4/EQFxdHSEiIcE4jIyOFKXHo0CHGxsYoLS2lr69PyOrHjh3jzJkzPPjgg9y6dYvS0lJOnjxJZ2cn\n/v7+FBcXExISwt69eyX1m5qayvb2Nr///e/Jysqiq6uLpaUlxsfH8fPz48MPP2RxcVGO//v27WNz\nc1ME987OTkZHR8UgZrfbcTqdPPjgg/I+ysrK4plnnmF7e5sTJ07Q0tJCZmYm4eHhjI+P43a7CQ4O\nlqvj0tISHR0dfPazn5U0cUFBAZWVlWRlZUmrnDrx/KWPv7qTRGhoqJg9VDvX6Oio+AY6Ojqksk8J\nXrOzsywuLsq1RIl2qrGpsLCQ2NhYCYn19/ezsbFBfHw809PTWCwWDAYDs7OztLe3s3fvXiYnJ7nj\njjsktDU4OCh2WFXXtra2Jqrz8vKytHCdP3+ehx56iIGBAXx9fenq6hKn3KFDhwA4d+4cfn5+tLa2\ncvjwYRFQR0ZG+NznPodGoyEmJoaMjAwRZtfW1sjLyxM9Q5XKmEwmCRfNzc0xMzNDdHQ09957L0VF\nRfz+97/ntttukw5Mk8kksWalhs/MzEjuJSYmhl27dnH69GlhWbpcLu677z7sdjuHDh3C7XZjtVrJ\nz88Xe/rS0hI7d+4kMjISp9NJfX29MEibm5tZWlrinnvuoa+vj9dee42HH36Y8+fPs7KyQmVlJU6n\nk/X1dRISEpidnWViYoKkpCReeeUVXC4Xd9xxB1VVVWLLDg8P51//9V/58pe/LCyOyspKwsPDMZlM\nMslYXV0VrqVq3m5paZEOCovFQmBgIFqtlvHxcb7xjW/w9NNPk5qaSnR0NE1NTdIXGxMTw/Xr17l4\n8SL333+/9Lu2tLTIQqgEbh8fH7Kzs/H19aU2i/z+AAAgAElEQVS+vp7U1FRsNpuQ3hWvtaCggNjY\nWCwWC5cuXSI5ORmLxcLx48f/DD/4p1cFVZwUFhaGwWCgv78fb29vsrOzMRqNDAwMCI/0C1/4gjTe\nKeHdy8uLxMREOc2cOHHi03PduPfee+WerliXAQEBbGxsYLVaKSkpEauxuk8uLi4SGBhITU0NGo2G\n4OBgsVn39vbicDjEX6Eq+np6esjIyBADVmJiIoODg0RGRnLjxg2GhoaIi4uTgNPQ0BD5+fnMz8+T\nmZmJRqMhJCREouNxcXEMDw9jt9v50pe+xLVr1yR/cfbsWb7//e8zOjrKzMyM2IUDAgIoKSmRmoCA\ngACZnU9MTJCRkUFnZydtbW0YDAY8Hg85OTmMjY1x9epVurq6KCoqoqGhQUxmTqcTk8mEv7+/dG4q\n1PqHH35IamoqnZ2dIoYq09n6+jpxcXH09PQIP/TMmTM8+uijOBwO8Se88cYbkmy8ceOG8BK3t7cl\n7n7p0iURx1RLlILQXL16VYC5V65cYXJykpKSEr73ve9RVVWFRqMRC7xOp2N5eZnCwkIMBoMEwnQ6\nnfBMS0tLhROiCoJ8fHwoLi6WRPDS0tKfBbHa2tokMh8XFydwHH9/f+Lj48WD0N/fLzWIqhxodnaW\n5ORkYmNj6evro7Ozk6KiIurq6mSsHhgYKH6W2dlZwsLCZApWXFxMSUkJy8vL+Pv7YzabpSVsdHQU\ng8GA0WgUiJG6mo6NjTE5OUlubi6XL1/mySefFPpYZGSkLGSKj7qwsMDQ0BD33nsvHR0dEsdXoGgF\nAYqNjWVqauovpkD/6haJxx57jMDAQHJzc1lYWJDcQFlZGU6nk+PHjws85aOPPpLWZeUiVIW909PT\nEgZLTU3F6XTK0UrdiRXRSs3H/fz8ZLavCngDAwOpr68nKSmJrKwsmZosLCyQmpqK2+0mNzdXtBPV\nI6HT6TAajWRkZJCdnU13dzfXr1/HYrEwNjYmCcPq6mqBk6gy2VOnTgm92s/Pj9zcXFJTU1lZWcHj\n8RAVFUVYWJhMapKSkggKCmJmZkaShH8qHqq76q5du5iZmWFzc5Pl5WUBrzQ1NREdHU1jY6OM0Jqa\nmtDpdGRkZAiJu76+nt27d4tnQsWof/rTn1JUVMRbb73F4uIi0dHRzM/Pc+nSJeBjI9LZs2dxOp38\n7d/+rQi2itY9Pj7OU089hd1uB+DmzZuUlZXR3t4ubkuTycT29janT5+mtLSUt99+myNHjoiYGRMT\nI7Ztb29v/P39OXHihJiK1GagWI+BgYHY7XY0Gg07d+5Ep9Ph6+vL7bffjpeXl2AFTSYTTqeT2267\njT/84Q/yPlKdKcrE9NZbb/Hwww8THR1NUlISc3Nz5OXlSS/L8vIysbGxxMbGiuCuuJ8vvfSSBLBe\ne+013G43ycnJVFdXy5VPr9dTUVEhjszi4mLa29vl60lPT2dycpLjx4+LXUAxVbRaLY2NjQwMDFBW\nViaTKOUwzsvL4/e///2nR5NQu4yCnKgm8bfeeos33niD1dVVbDYbL774IiaTiY6ODg4cOCBZDsVe\nXFtbIyQkhPfff5/Z2Vkp9FFHzry8PMLCwgTsqhJ2kZGR0patsPTBwcFoNBppZNZoNJKui42NZWNj\nQ6C3aWlprK+vExMTg8Vioa+vT1gUmZmZ0i+hYC/mTwCwjz32GBaLhZWVFWk+r66uFkaicuMp27PV\nakWn0xEREUFUVBRDQ0MsLi5K8lXRnfR6PQkJCcTFxbG6uioTH19fX0G45ebm8uKLLxISEsLi4iLD\nw8Ps3btXxnyrq6t89atf5YEHHiA8PJzBwUH6+vqkSb2qqkpE4OrqaoaHh5mdnaWgoEDu+j//+c8p\nLCwkLCyMuro62traJDvg5+cnRjH12un1enbv3s3ExAT333+/eD4+/PBDXnvtNXbs2IGfnx9dXV3E\nxMQAMDExIQ7C1tZWPB6P9GVoNBphfYSEhPCDH/yAwMBAvL29JbKfn5/PV7/6VRnDJiUlSU2jEpYD\nAgIoLS1lbGyM6upqaa7/p3/6J8mjGAwGvvKVr4gwOzMzI/DZpqYm1tbWSExMJDMzk4MHD/Ld736X\noaEhent7qaiowGq10tPTw9NPP83CwgJNTU10dHTICTkyMpJvf/vbOJ1ODhw4wMrKiiR98/PzOXny\npDhJ4+PjZRxdUlLC/Pw8c3NzctIoKSlhcXHxLz6Tf3Unif3790tXpL+/vxSlhoeHCy1bdWCur69T\nUFBAbW2tNDWpajn1w1eV8oWFhcIiiIuLExx+REQEMTExzMzMEBgYKHDYlZUVAdoo27TH4xG25vr6\nuuykS0tLJCUlMTs7K9bYmZkZlpeXWVxcFK6AMrg0NjbKDqDX6/Hx8aGzs5O77rqL2tpaJicnMRgM\nIvDNzMwQFBREeHi4jHjVjF9V/eXk5LC0tCT8AOU63draYn5+XkAvPj4+IlaGhob+v9S9Z3Tc9Z3v\n/xqN+qjMqBdLo967ZcsqRq64YSAQsA0BEghJlpwNJGQ3dbOXkN2UPdnsuSEhgcRL783Gxl1YMrZk\nWbbVe7X6aKQZtZnRjDTzf2C+n0vuvZv/OXvug6BHFB3ZR/P7fb+f8n6/3ly5coWQkBCys7NFmLW2\ntoZerxcStro1rVYrQ0NDHDhwgLm5Ofr6+igoKCAoKEhs6Z9lkyqZdmVlJYcPH5YXd+/evXR3d4t6\nsaCggLGxMQwGA+Pj48L8mJ+fZ8OGDTQ2NnL9+nWCg4NJSEhgz549TE9PMzk5SWhoKB999BGpqakE\nBATgdrtl86NUqIpQfeHCBby9vTEajdx555309vai1WpJSkri/PnzDA0NsXfvXsnG8PX15b333qOi\nokIs8hs3bpSIPdUWKsqTyqKdn5+XS061zi6Xi4SEBNlKqFlIY2Mj8fHxXL58menpaR599FFef/11\nEhMTBRC8d+9eSktLef311/H392d0dJSSkhL279/Piy++yLFjx9i5c6cY+xQKQQGWVX7te++9R15e\nHrGxsaIP8fLywuVy8eqrr35+KglFCFJDy8XFRa5fv87ly5eJjo6mpKSEzZs3k5KSIjJVpZ5TiVdK\nfan6ZbPZzPz8PHa7nZiYGFpbW6XPCwsLE+OOkkQPDw+j0+mYnZ3lxo0b4jxVugMlBddqtVgsFiF3\nK2xbS0sLXl5eeHt7Mz4+LszEkZERITKpybva7avB5I9//GO+853vkJubS2JiohjcnE4nk5OTYkZS\njAUFX62trRVOZ1VVFUlJScKw9Pf3l9+PQsft2LGD4OBg9u7dK4dGQUEBVquVjIwMYYdGRUUxOTkp\nZjXlllTIvZWVFSYnJ0WDER8fT1tbGzt37qSqqoqGhgaGhoZITk7mC1/4gqxWFTNCSZj1ej3+/v7k\n5+dLWpXiMO7atYuwsDDy8/PZsmULg4ODElUYHh7O3XffTVJSEnl5edjtdjFCBQcHY7fbGRwcJDk5\nmfz8fKKioujo6KC2tpasrCwJ6i0vL6e7u5uEhARu3Lghm6DQ0FCZ6+zbt48zZ84wNjYmsN2qqioS\nEhJoaGhAp9OJ+lENLpW/Y3p6Gm9vb3p6esjOziY8PJyuri4mJibo7++nurqajIwMPv74Yw4dOsTp\n06fFfdzS0kJdXR0bN24kJyeH2dlZysvL+dOf/sTo6CiPPPII3d3ddHZ2CpP1gQceICIigpKSEoKD\ng+nq6iLp0/gJ5cJV85P/v0rib+6QUCVaSkoKVVVV2Gw2iouLuXTpEo2NjbS0tNDS0sLk5KSITJSY\nKDU1FR8fHwwGg5iDlpeXyczMJDQ0VF60b3zjG2Jz/mzqd0pKCkFBQZSWlmKz2diyZQujo6OUlpZK\n7kNbWxt2u11MOiqGXr1UYWFhlJeXi425qKhIotTUQz0xMUFSUhJnz55l586dBAcHU1hYyIkTJ9Bq\ntZSWllJcXMzwpzF4Ho+HkZERCQGyWq3Mzc0RHR1Nfn4+dXV14kA9cuQIw8PDwE2atfKwKOiuOszc\nbjcffPABdrudsbExtFqttAlq2Kd8DGtraxw+fBg/Pz8KCgrYtWsXGzduZGFhgaCgICorK0US/cwz\nzwgTNCgoiEOHDmEymWhvb+fdd98lPT2dP/7xjwwPD3Ps2DEaGhooLy9nYGCAxMREUlNTKSgoYMuW\nLRIa/Otf/5otW7ag1WpFNv3nP/9ZrOmDg4OMjIxgs9nYuHEjjY2N+Pr6otPpJNfjRz/6EaOjo1it\nVsbHx9mxY4fwJ4uLi/nxj3/MLbfcgre3N9u3b5cW8eDBg+Km1ev17Nu3jz179rC0tCSt4OnTp4mL\ni2NycpKoqCgxiKm1aXt7O+np6TQ1NQl45+233xZRnHJlDg0NsW3bNkpLS6moqBDF5+LiIps2bSIz\nMxO73c5jjz0meR9f/OIXGRkZYW5ujqKiIoqLi3n44Yd5/fXXGRsbIzk5mTNnztDT00NdXZ1UDsrl\nevXqVaGf/1dff3Ptxu7duyUNuqOjQ272PXv2oNVqGRwc5LHHHmN1dZWjR49y11130dzcjMViEQ//\n5OSkpIvrdDpiY2NpbGxk69atuFwuhoeHaW9vZ35+Hq1Wy/z8PNHR0SwvL4tsVyHxPtuKmM1mwsLC\nZJ8/ODjI8vKyCLoU40ExGkNCQmhtbaWoqEhu4LGxMcrKylhcXBQXX39/P/Pz82RlZXH69Gm0Wi3v\nvPMO5eXlkg6lNCN6vR5AgmdmZ2cZHx8XMZAK9lXhxHBzcKj0/KqyUvg/b29vZmdniYmJkQGfopD7\n+vpiMpkoKSkRc9PAwAD5+fkAEnajvAoKfWcwGOju7uaDDz5g/fr1QnhSyk+V0lVdXS3BxJ2dnWi1\nWlJSUmhqapKM1UceeYTMzExqa2tJT0/HYrEIJHZ5eRmn0ynwlitXrqDT6dDpdPj4+PDDH/6QxMRE\nysvLZZOl0WhoamoiLS2Nuro6Ojs7ycjIkG3WwsICMTExeHl5STCv3W7H4XDwgx/8gP3790tL8dRT\nTwmrYf369WRmZqLVaoVXoWA4+/fv5/e//z333Xef5IUogVhzczM//OEPJRV9YWGB7u5ucnJy+PDD\nDykoKJBIg56eHono2759O0eOHJH52uzsLE6nk9raWsLCwti/fz/Xrl2jpqYGo9EouSAFBQXAzUSy\nmZkZSaL7XIFwv//970uZNzMzI7kXSUlJXLlyhTvvvJOlpSWuXbtGaGgobW1tpKamCvjUYrEQERHB\n9PQ0Go2GzMxMIfIYjUauXr0qEmZFO/Ly8sJms6HX68X5p9oQRXP+bA7kwMCAWLPVRkOlWanAHxV6\no25bpcyMiIjgyJEj7N69Wz5wlbGg6EcXL17kvvvuo62tTSjcCvISEBCAyWSSVqurq0tiAi9evCjD\nTSWWURWUYiWEhYXhcDiIiooS5Jzdbsdms9Hd3S2rMSWq8vf3F3HUli1b5JAbGBiQ1bRKSDtw4ADF\nxcUyR0hLS+PVV19lamqK+fl5JiYmGBoaIi4uTl7I1NRUWltbZRA8MDDA9PQ00dHRjI2NiWzex8dH\nwDexsbEC4DEajZLAvn37ds6fP8/4+Dg2m42QkBAKCgpE5q/mS4r+5XK52Lt3Lx9++CFPPvkkx44d\nY+vWrUxMTLBu3TqpgJRZLy0tjYiICDo7O2lvbyc3N5ctW7aIdV/Rtnp6eiRKwWQyERoaSmlpKadP\nnyYoKEiMbxqNhuPHj4ui8/nnn+fxxx/n1KlTjI2NsWXLFkJDQ4mNjeWjjz7CYDDg8Xik3WtpaWHd\nunWyklZhxQaDQTQ3Kjy5pqaGLVu2iMZH/X60Wi16vZ7nn3/+8wPC/fjjj3n55Zc5ePAgXV1dlJeX\n09jYyNTUFDabTfIkqqqqqKmpISkpibS0NACcTifXrl0DbtqAJyYmePjhh2Ug95//+Z8CwV1YWODn\nP/+5MCN0Oh0ajYa5uTm8vb05fvy4yKLT0tKorq6mrq5OBoaVlZWsrq5yzz338NOf/hS73c43vvEN\nhoaGGB8fB6CoqEhKyeHhYYqKioTvoFaRycnJXLlyRVaeP//5z/n7v/97GhsbqayslAGgCvtRMnMF\n2/nDH/7A1q1b8fb2FvemonrHxMTIi6Z8C06nEy8vLxYXFyktLeXSpUtkZGTQ0NDAT37yE/r7++nr\n68NqtbK4uEhZWRkNDQ0UFxcLQyIpKYl33nlHVtPHjx8HbnI4VcUREBAgLk8F2R0ZGQFuzp3gZvpY\nf3+/SKjtdjuzs7NUV1cLFOjPf/4zX/7yl0VEp2jaapZQXV3N8PAwHo9HogFUeprSLxQUFBAVFUVX\nV5dUkocOHeLixYtoNBrxTyQmJjI9PY3ZbKayslLMek6nk6ysLEpLSwkJCcFqtYpGQWH7hz+leSuX\nstqsrK6uYjQaOX78OHl5eSwtLQlav7m5WaqvI0eOsGfPHlFB5uTk8Prrr3Pbbbdx7do1ent7KSkp\nkXBms9lMcXGx8DsUeT06OpoLFy6QkpKCy+WSalJVvHfeeSdeXl5yiSqLe1VV1ecHhBscHCyotvz8\nfI4dO0Z1dTUdHR3Mzs6ysrLC9u3bZd2nHp6rV6+yvLzM6uqqAESV0m5qaora2loOHDhAa2srjzzy\niBCuFUfBbDYLwFWn08mG48477xRA7ubNm1m3bh0VFRUYDAZ8fX3RaDRMTExQVVXFRx99RFBQEIBo\nFRwOB3Az41TRlkJDQxkfHyc0NFSwdREREXR1deHt7c2dd96Jx+MRqO/CwoJYxFXwjVr5qjbF5XJR\nW1srzEqVUaG2Lj4+PjidToqKiiQybmRkhOTkZGZmZqQV8vX1JSIiQmYcJ06cQKPRkJqaSltbGx6P\nh9DQUA4cOMDXvvY1WlpauPvuu2XO4XK58Pf3Z3V1lejoaCntPzs89vb2FilwWFgYr732GgMDA3zp\nS18SkJAieqsSPD4+nqmpKfr7+2lubqaqqoqYmBj6+vqEMKUOYPX7dTgckszd0dGBw+GguLhYnKpO\np1PWyCkpKdy4cYP5+XmioqIE8Z+amsrQ0JAoQWNiYujs7CQuLo7Ozk6hgimjYWhoKCsrK1y7dk2c\nvVeuXJEovomJCVmt+/n5sX//fhobG7HZbJjNZuLj4xkYGCA9PZ09e/bwH//xHyQkJGA0Grlw4QKT\nk5MkfZqBe+PGDYqKilheXiY6OhqdTkd8fLwQyFTlqJgRYWFhZGRkYLVaiYyMFM1GREQEzz333Oen\nkvjDH/4guO8//OEP7Nixg5WVFVwuF0FBQbS2tlJRUcGlS5ckc+C2227jnXfeYfv27fzjP/4j3/rW\nt6ipqeHv/u7vRPqckZHB1atXKSwslDCUr3zlK5JU7XQ68fb2xsvLC4vFwkcffSTQ2+rqapxOp5SM\nTqeTzs5Obr/9doaGhoiIiPiLqHfFo1AUI0VBzsvLEzaFl5eXkKIWFxclwCYkJASLxSJzAS8vLxks\nqaGsolgFBATQ0NAgfhcfHx9J6lJrRKvVKhGIq6urmM1mgoODSU1Npa+vD29vb/z9/RkZGSE+Pp7T\np09LpfXUU09x7NgxoqOjycvL49SpU+zcuRO4GfSztrZGaGgok5OTAOzZs0ei6JTmISEhQeTrymOj\n1ssGgwGbzcaVK1eE5FxXVyfqT4fDQU5ODlNTUyL+unTpkrgzVciMcuMmJSUJs9Plckm+aENDA15e\nXiQlJckcRQ1BlYR+cHBQ0AKKE2owGFhYWMDpdBIVFYXRaJTPU6vVymdmsVhES6H+u9lsFjCvyv9Q\npCitVitO4sbGRplxrF+/XnJZRkdHue2226TiPHPmDEajkYSEBCwWC7fddptQsH18fJienhaFqUIa\nKnyATqeTbJXq6mqJXsjIyGBubg63201ZWdnnJws0NzdXDE/r1q0TutLQ0BBws4Rva2vDaDTi5+cn\nw8HS0lLpKUNDQ0lJScHLy4ulpSWGhoZE7Zifny8YNgC328309DROp5OVlRWZDSQlJREaGiqsAi8v\nL6xWK+3t7ZSUlPDAAw/w1ltv0dbWRkNDA3Nzc3z961/Hx8cHnU5HeXk5VqtVAnzUoFL9WS6Xi7Gx\nMWw2G/7+/pKBqtPpxDWpIg+VQ9LhcGCxWCSgRqHlrl+/TmlpqSgHGxsbmZ+fp7e3l+HhYSwWCx6P\nh8jISG677Tbcbjezs7OYTCbi4+OJjIyksLCQxMRE8vLyKCgo4Je//CU//vGPWb9+PVVVVZSUlMgq\n9cqVKxw6dIiZmRn279/P0NAQ9fX1NDY2Cr7txo0bzMzMSHKX2WwWN60iOKvg35WVFYkbKC4uxmQy\n0dDQwOTkJA6HQwxYHo+HgoICfH19qa+v59q1azQ2NgrbYmVlRVgdStqtTHcKoX/16lXi4+Nl2p+b\nmytKTCXbNpvNhIaG0tLSQmhoqFQYU1NTlJeXi/7G5XJJwK9ac6uQaJ1OR0REBCkpKbJtGRsbIzw8\nHF9fX3x8fJidnSU/P5/k5GQR5hkMBkJCQqiqqqKxsVFmWsHBwSwvL9Pe3s7Bgwd56aWXqKmpkWdC\noQ1tNhu9vb2iqr106RIJCQnyd1PrdJX16uvrK9uw/+rrv31IaDSaH2g0mg6NRtOm0Whe02g0fhqN\nJkyj0ZzRaDS9Go3mtEaj0f9v39+n0Wi6NRrNrf/Vz1Ua/23bthEYGMjIyAhZWVkUFhaKTsHpdKLV\nagkNDZXQnNjYWCorK3niiSeor68XSnRUVBRf/epXeeKJJ2QApEJf1UOq1+tFPxAVFQUgyHiFPlOG\nqn//938nKyuL8+fP861vfQubzcYDDzwgrkqj0UhfX59E45WWlv6FNTc2NpbTp08TGhpKZmampGb5\n+fnR3d0tCd8+Pj4yL1BhMKrUVcq7xcVFrl27xqZNmxgaGhLikzKzZWdny0OamZlJT08PTU1Nku25\ne/du8SmsrKyQlpYmbcbq6ipPP/00R48e5Z133qGkpISSkhJOnz7NK6+8IvTwX/3qV3z/+9+nuLhY\nKp4XX3yRrVu3kpOTI/GBCt8HN+dF6nBOT09nYmKCt99+m66uLt5//3127NiBj48P8fHxXLx4Udah\nGzduxOl0kpaWJpVYeHg4AwMDNDY2YrVa6e7upqenRzwMSum4e/du8vLyZPWn1+spLS0VQLC/v78E\n86qKJyYmRtSp6t9V1be4uCjELKVeVUHEs7OzjI2NiVhp69atf5FvEhYWRltbm6SFjY+PYzAYiI+P\nl3iFpqYmTCYTISEhDA8P88QTT7Bp0yZKS0v5+c9/Tnl5uQB6MzMzuXr1qrhAbTYbTqeT7Oxsbrvt\nNqampiSvRPFSmpubOXfunLQ4f/Vd/++0GxqNJgmoAbI9Hs+KRqN5E/gIyAXMHo/nVxqN5nuAwePx\nfF+j0eQArwEbgHjgLJDh8Xjc/9vP9bz++uvMzs5SUFAgNuyysjKeffZZNm3aREdHB6dOnWLLli0Y\njUacTieZmZkcP34cHx8fNm7cKME8qjxNTU2Vkz83N1fyDLKysnA6nXg8HlEjNjU1sX79etra2njj\njTfQaDRER0dz2223UV9fL/mcimdhtVrZunUrP/vZz/jZz34mfhL1Yfj5+eHn5yfgW+UjUdmTKysr\n+Pn5yW2mZi0K8b+ysiIDr4iICFn3KfOTQsWp6b9yZw4PDwu0xW63s7a2RlRUlGSgKk+Bw+EgMTHx\nL8rra9euSW7Ghg0bMBqNmM1mCSIymUw89NBDNDY2smPHDnp7exkYGKCsrEzciQkJCaytrUkAkJKD\nLy0t4XQ6WV1dxc/PD7PZzMaNG3nvvfdob2/n8ccf59/+7d+oqKjglltuoaamRlSuSmY+PDxMQEAA\ner1ehsDqWVF09M2bN8ua0Ww2y6ahqKiId999l6ysLGnfVIqZYqjGxsYKOkDh+F0uF7t27QIQOK3C\nJCq3rzIXLi0tyTMVEhJCd3c3cXFxtLa2kpWVJbkk0dHRfPzxxwQEBLC6usott9xCa2srdrudxMRE\nmpubcblcVFdXExYWxjvvvCPtbF5eHl1dXcDNPBX1nszOztLW1ibRDJOTk4IViIuLIz09XeYxitmh\n0+koLS39f95uLAAuIFCj0XgDgcAEcDvw4qff8yJw56f/fAfwusfjcXk8nmGgH9j4f/vBs7OzZGZm\n8tOf/lRCUr773e9iMBikt/zRj35EeHg4TqeTl19+mcOHDxMQEEBiYiIJCQls27YNHx8fcnJyKCgo\n4ODBg9y4cYN77rmHzs5Ojh8/TmNjIw6HA51OJw+sOmTsdjujo6OkpqYSGRlJe3s7NTU1pKenMzAw\ngMvlIiIigtDQUNLT0+Xhu3TpEvn5+bJaVOWc2Wzm448/FopQfHy8BB8rS7yKcrt27Zpg+ebn58V9\nqYQ3iv6tqE4pKSlUVFQwODhIbm4u+/bto7W1VTIclKxdzTo2bdpEVFSUEMjVxLyxsZHW1la8vLxI\nTU1lYGAAX19fbrnlFk6ePEl1dTVnz56ls7OTQ4cO0dTUREJCAu+//z6hoaHCvlRtDSByYKUZ8fb2\nllXs4OAgY2NjREZG8j//5/8kMDBQrM0xMTHYbDZeeOEFFhcXaWlpYXp6Wm7I6OhoJicnmZ6elhW2\nCoZWmR+rq6ucOHGClZUVmTmtrKxQV1fHLbfcIluG1dVVOQiUjmJsbAy32y0uYrXOVHg4q9XK8PAw\n+fn5grNXOSDd3d3CkVhZWREla0REBFVVVfK5qK1PdHQ0LS0t0or29vbidDppbW3l61//OqWlpXR3\ndzM8PExqaipRUVESvlNSUkJycrLAj/z8/LDb7QLJNZlMzM3NSas2MzODn58fXl5eEt6k4hL/2pf3\nf+eE8Hg8cxqN5tfADcAOnPJ4PGc0Gk20x+OZ/vTbpoHoT/85Dmj4zI8Y42ZF8X98JSUlMTg4yDPP\nPMPi4iK9vb3cfvvtxMfHExQUJGTgvLw8AgMD2bp1K6+88gpWq5WJiQkWFhZobW2Vm+Oxxx5jaGiI\nO+64Q3pQj8fDHXfcQUNDA0tLSzgcDrHjBXMAACAASURBVFZXV1laWqKkpASNRiNYupWVFTIyMtiy\nZQvt7e3U1tYyMjJCQUEBnZ2dfPOb3xT15cmTJ7nnnnsEzba6ukp3dzeFhYVMTU3x8ssvY7VaWb9+\nPTabjeTkZEGsP//888TFxREXF8fAwIDcgGrYNTIywtatWxkaGpK1l9Pp5Pr162RlZQlUZGxsjJCQ\nEL71rW/xi1/8AqvVSlZWlgQXnT59WjQlwcHBzMzMMDY2xh133IGXlxft7e0kJyfzyCOPUF9fj91u\n59FHH6W2tpYnnniCoKAgvLy8KCsr480336SiogK73S4gnaeffprNmzfT398va0y1Qdm9ezeDg4PE\nx8eTmJgoGSuxsbEUFBTIhkCn09HT00N+fj6///3v+c1vfkNNTQ1vvPEGTz75JD09PXR1dbFv3z7e\nfPNNxsbGuP3229FoNNx9990S3qy2RBcvXqSqqgp/f3+RxWu1WhnoZmVlCRavubmZxMREMjMz0Wg0\nfP/73+eVV17BZrNhNBqJi4tjeHhYgo8UPUoNJBWvYnl5mbGxMRISEiQ5zGKxCJpQtbYajUYIWuPj\n42zZsoXe3l6ysrJISEjg/Pnz3Lhxg3vvvZdnn31WhIa5ubky+1Gtk2KWfPe73+X3v/89NpuNY8eO\niWo4ICCAs2fPcu+993Lt2jXS0tJ45plnJOHtv/r6b1USGo0mFXgCSPr0AAjSaDRf+uz3eG72MX+t\nl/m//j/lv5+ZmcFsNkvgq5+fH6Ghoej1egF6KniKSpJWCLuYmBg8Hg/Z2dniq1APha+vL8HBwdTU\n1EgKU1tbm6wXR0ZGqKurw+12CxMhPj5e9Pp/+tOfqKysJCgoiIcffpj5+Xl+8YtfCPjj2WefJTQ0\nVICo0dHRmM1mdu7cSWVlJbm5uYSGhmI0GsVXcfHiRQ4ePMiGDRtwOp188skn2O12TCaT7LTVyvLc\nuXO89957nD9/HpfLxX333cfFixcJDw/H4/GQkJCAn58fFy9epLu7m507dzI4OCjKzKtXr5KcnExi\nYiIpKSn4+PgQFhbGu+++KxZ2k8lEXV2dwE2sVivp6elyM5pMJkZHR9m9ezcjIyPo9XqWlpY4efIk\nk5OT5OXlUVpayvbt28nKymJkZIT8/HxmZ2el5fnkk0/EZHbw4EFsNpuU3U6nUzJB77nnHg4dOsTY\n2Bh+fn5cunSJy5cvk5qayrlz53j66afJysrCYrFw+vRpfvnLXxIVFYVOp8PpdAKg1Wpxu91s2rSJ\n8vJyAgIC+NOf/kR4eDiZmZlcuHCBsLAwNmzYwOOPP87U1BRvvvkm4+PjvPLKK5hMJu6//34JgYqK\nihJHq0r/fuedd0hMTBRk4uXLl+WGjoyMFNqUyWQiKiqK4eFhgb/U1dXR3NyMzWYTib0KROrv7+eu\nu+7igw8+ICwsjICAAKqqqoiOjqahoQG3282ePXtobGyUFK+3336bw4cP84Mf/IALFy7wyCOPcOut\nt9LR0cH169dpa2sjKyuLt956i2984xtiQvsv3/f/5kziALDT4/F89dN/fwDYBGwDtno8nimNRhML\nfOzxeLI0Gs33ATwezy8+/f6TwD97PJ7L/9vP9Rw4cEByBsrLy8nNzcVqtZL0acaGQoAvLCwIHKWm\npgYfHx/ZQKiqICIigk2bNomFNyYmBqvVytramgyRlD1a9ehdXV309fXx4IMPMjY2RmBgoJzYSuHZ\n399Pbm4uV69eZXFxkX/6p38SMItaf6qUqbW1NYmMU87P9vZ2yWQwmUzYbDYsFgv33HOP5C3Mzc1h\nNptJTU1Fo9Fw6623curUKQABh3w2XFen0/Hkk08Klk2xJFWQkfJkqFVyZWUlg4ODaLVaPv1spPT0\neDxC61Z0a+WAVTbu6elp+X+qhK2vr2dgYIDs7GzOnTtHSEgI8/Pz7NixA51Oh8lkIicnR9o7b29v\npqencbvd0sMribvifrz++uts3LgRm83Gpk2bpN9W8Xtf/vKX+fWvf01KSgpRUVHU1tZSUVEBQEpK\nCvX19SQlJQl0pre3V9Se4eHhfPjhh9x7772S8Xn27Fni4uIICAjAZrOJDV1lhiwvL+Pr60tiYiKf\nfPKJOEStVitXrlyhurpaoMMLCwtMTEwQFxcnLtGFhQXxCylXsFJQXr9+nZ07d2I2m1leXmZ5eVky\nTSIjIzl58iQ7d+5Eo9GQn5+Pw+Ggo6NDApUUE1aF92i1WhYXF+XgCg0N5ciRIwLFvXjxIomJiZhM\nJs6dO/f/fCbRDWzSaDQBmpsQxx1AJ/Ah8NCn3/MQ8MGn/3wUOKjRaHw1Gk0ykA40/t9+cGFhIZs3\nb2b//v1s2LBBHkZlv1bDLuVRUO5KNaRSqdY6nU5IUCoJPDAwEF9fXywWi8BJlKpSzSbUKlC9vEqb\nsbS0JKKe7du3o9Fo+OpXv8qDDz4o1KDo6GhJGQMwmUy4XC4WFxdFnjs6OirQVovFAiDyYoDDhw9j\nt9vp6+vjoYceYsuWLVy4cIHf/e53si3Jycmhvb1dJMbK6fg//sf/kN5127ZtMqAF5FZVs5uZmRnx\ngijbtcoATUpKoq2tTRD7Kv7P5XJx5coVGbo2NTUxPDwsLIPh4WGWl5eZmpqiqqqK3t5eBgcHGRgY\nYGVlBYfDwcjIiNyyXl5e0kOrzcBn/zytVisYemXtV4dQRESEoPdLS0uZnJzk9OnTfwFpsdlsRERE\nMD4+jsvlorm5mYyMDBEnKfhxXV2dVDxms1kyOqqrq2lra0Oj0VBQUEBcXJw4bZeXlyVuYHl5mYSE\nBCFZ2+12Xn31VXx8fIRN2tvbC9ykrc3PzzM7O0tKSopEMije6dDQEE6nkwMHDnDnnXeyc+dOkpKS\nJHksMTGRsLAw+Uw1Go04a1VkwPLyMh6Ph9HRUaqqqoiKihIDnSKfRUdH853vfIcf/ehHfOlLf9EE\n/B9f/61DwuPxtAAvAU1A66f/+TngF8BOjUbTy82q4heffn8n8BY3D5ITwGOev1LChISE8NFHHwkg\nRgXE6PV6kb1arVaZQH/WvBMQECDI9uLiYsm0VIMkPz8/Ee4o5V9WVhaLi4vo9XpB0rndbpxOJ8PD\nwxLHp26lDz/8kP7+fn7605/y29/+lrGxMdbW1ujr6xNj1eLiIkajkaioKImHr6urAyA2NhY/Pz/S\n09PlA21sbOTdd98lNTWVixcvsm/fPurr6+no6CA3Nxez2czf/d3fMTMzg4+PDxUVFTJQ1Wq1PP74\n4+h0OqxWK++++y5RUVFCrFLQ1OnpaW655RYiIyPR6XR0dXUxPj5OTEyMuDhTU1OZnZ3FarVisViY\nmJhgeXmZvr4+lpaWyM/Pl8ooMTGR1tZWSQS7/fbbZdBbWFjI3r17ef311wW1l5ubK+tCpc40m814\nPB6mpqaEGh4cHCxAGAUd2rt3Lw8++CBlZWWyyh0eHubatWt0dnbi5eVFUFCQlOr5+fmSSK/iBePi\n4vD19aWjo4MLFy7Q3t5OYGCg6AtU+pkKETp27BhRUVHk5+fzxhtvYDabSUlJYXp6WkBFy8vLhIaG\nSjBvQEAAISEhfOlLX6Krq4vw8HAGBwdJSkqit7eX8PBwATqPj4/j4+NDcHAwa2trPPjggwKk6evr\nw2AwcPLkSS5evIjFYiE2NpYjR47w93//99hsNjlgOzo6hFGhzGWlpaUMDg7S19cnM5P333+f999/\nX/JVW1paaGxsJDQ09K++739zisunnnqKiIgIoV5rtVpycnJkhamEQPHx8WKl/uCDDyTbUZmrACYn\nJ9m9ezdjY2Ni9lIKOj8/P/R6vWDuFDBVcRkVOzMtLQ232y128K6uLgkEGhwc5Ic//CEvvfQSAQEB\n3HvvvSKeSkxMRKvV0t/fz9raGunp6bz//vtiHlPSXLWyVMDZS5cuCePh8uXLwmFUbj2z2SxxdwaD\ngeHhYb797W8zODjIuXPnWFtb4+6776atrY2WlhbCw8PltkxNTSUxMZHXXnuNsrIyYmNjReCkADIL\nCwvk5uYSFhZGT08Pi4uLLC8viwx569atsj7s6ekRdaGKIYyIiOC3v/2tcBQPHjwosmnFd1BlvCqB\nlbhIBS/Pzc0REhLCxYsXxZMyPz9PdXU1o6OjREREMDQ0hLe3N1u3bpWD+b333iM1NZW7776bjo4O\nYU06nU6amprw9/fHYDBQWlqKRqMRrmVXVxc6nY6goCDKyso4ceKE4ADVi5+bm4vJZMLpdIqyMTQ0\nVNbUY2NjtLW1kZaWxrVr13jyyScFt6/0IcrnoSoxg8HA5OSkAHe8vLyYnZ1lYmKC/Px8jhw5Qmlp\nKbm5uXz88cfExcVJ0pzb7RY1p1qvx8fH09vbK2v5c+fOYTQamZiYYNOmTSJ3P3fuHAaDgc7OToKC\ngjh48CDbtm37/Hg3ysvLZfo8OzsrYbhra2si/52bmyMwMJCZmRmCg4Npb2+XvEiPxyM3nRrMRUff\nXLKsra1J7zY2NiY5jGVlZYKeV+GxCwsLxMbG0tPTIx+cCqaZmZnB4XDw+OOPy0R+bm6Ouro6ysvL\ngZueBEVeUoE0KqwVbpadKl4wMzOTqKgo+vv7BUyjHtqtW7fS2trKunXr5KYLDQ2lp6eHAwcOUFJS\nwtDQEO+++y6rq6ukpKQITXpkZERmC8vLy6xfv576+nr27NmDy+UiLy9PVnAKcGMwGPD392dtbQ0f\nHx9MJhO+vr5iTisuLhZK1OLiIiEhIbjdbpkvrKyssG3bNgoLC9m3b58cJsoZqiIblWNxfHxcbj+7\n3Q4gwCDF27TZbJhMJioqKpidneXChQv4+flJ8POLL76In58fjY2NGAwG4WAodB6At7e3xPap9a/D\n4ZBQZfWsDA0NCbsEbprWnnnmGVZXV0lNTRV7/9raGqurq7hcLslDUSvvnJwcPv74Y3x8fEhJSRHI\nrU6nk4wRBYFRSuD+/n5BIIaHhzM3Nyefk4LwFBcXU1dXJ7EDXl5esnpVFDAlnktNTSU3N1dIbG63\nm9/97nfs3LlTZiTK7NXV1UVNTc3nxyr+3HPPiY1bZQkoZd0rr7zC6uoqlZWVIl5R/ezu3buJi4uj\noqKCvXv3ioNxeXmZjz76SECnvb29JCYmYrVa2bRpEyEhIczOznL16lW5lZKTk+ns7GRgYACdTkdf\nXx+pqamiCPT398fPz4/W1laam5slAs9gMBAVFSUWd2XG+Y//+A+io6P/QruQn58v2SEKXqIQ60aj\nUXbvra2twt9UkBr14Kiha39/P0ajkZqaGr7whS+ILVqF+DidTklG1+l01NXVkZOTI45CtUJLTEzk\nrbfeori4GJfLxcjICMHBwdLiZWdn89RTT/Hee+/h5+fHqVOnGB8fp6mpiTfffJPo6GgiIyP55JNP\npB28fPmyqP2OHTvG4uIily5dwmQycfr0aaampigqKuLw4cNotVpefvllHnjgAd5++23cbjfj4+Nk\nZGQAN52MExMT7Nu3j+joaFZWVpiYmABuvqDqpTx69KgI0j7++GPCwsJYt26d3NpHjx5lx44dIpFW\ntnmz2Ux3d/dfXAbPP/883/ve92hqapKKz+12o9PpACQN7jvf+Q67du3imWee4Qtf+IIcpOvXrxcd\nh8FgkIQ2xUpVEmnFQ1GO3IyMDDIyMqivr8fj8XDjxg2hmW3evFlASyEhIfT19QnnRLE8dDodbW1t\n+Pn5kZeXx7lz5/jyl7/M0NAQ3d3dwk7RarW4XK7PV2DwQw89JDRqVRV4e3vz0EMP8ZOf/AQvLy++\n+93vkpWVJXxAxVQcHx8nJCSElpYW4uLiWF5e5uTJk5SXl7O0tER5eTmnTp1icnKSjIwMFhcXhTBU\nWVmJ2WwmMjJSckAV1eqzNB+4WQUoUZPSLKhcRTV9n56eZu/evfz+97+XGUl2drbYx1XpqOzJyt2Z\nkZFBUFAQCwsLcssajUZB7Le2toriU632lBU8Ozsbf39/AgICxHUZERHB9evXiYuLE3NUWFgYRqNR\nOBkNDQ0kJSXhdDoxGo3CsoyOjhatx7p16wSBp3JCrFYreXl54lZVMmWTyYS3tzfDw8PcfvvtuN1u\nmXEUFhai1+tF8ZeRkcHg4CA+Pj7s2LFD1K5TU1NkZGRw4cIFMdIFBwfT09MjN/Mbb7yB3W6nvLxc\nSunp6WlSUlIESKzX69Hr9QLD1Wq13HXXXZKNYbfbpdVT+Zm33347Fy5coLq6mocffpgPP/xQcPkK\nud/f34/H45Gqq6qqiuTkZLRareS8vPrqq4yMjMiLqlokxRwNDAwkKiqKvr4+EhMTSUpKwuFwkJKS\ngtFo5Ny5c9KepaWl0dTUhNvtxsfHh7m5OXFzJiYmSsLb8vIy5eXlMvxtaWkRJ+zwp5mxSs0ZFBQk\nebevvfba5+eQePjhh4X8pNVqCQwMJCIiAqPRSH9/P3Nzc5SUlIh8trm5maysLLy8vIiMjBRakZLc\nKjecxWJhampKMOfKE6KoQ2qOsLCwwNramnAYVE6kMpMpzQSACjeem5vD19eX9vZ2ysrKyM/Px2Kx\nCO9i48aNpKSkCL3Kx8dHpOUBAQFERkbKz1D+jKCgIPLy8iTqTq0vBwcHqaqqko1JRkYGHo9HDhuP\nx0NRURHDw8O43W5mZmbQarWsrq5y3333MTk5ib+/Px6PRxSbyv8SExPDxMQEq6ur+Pv7ExERIVBc\nJYfOz88nOzubixcvcuHCBQICAigoKMDlconi0GAwYLVaxR9jt9uZmpqipKREkrtiY2NJT09nfn4e\ngOzsbC5fvkxtbS1JnyaLq01BZWUlTqcTm80m4TypqamiDrVYLISFhTE4OMi6devIzc0VDcrc3BxL\nS0vCLFVgIKvVisfjISgoSA7DsLAwLl68KIzLkydPYjabmZ6elu2LVqsV23hNTY1Ywz/44APWrVtH\nc3Mz/v7+UkmorBSAuLg4goODOXHihAQqKaScOvhTU1NZWVmRKs7j8dDe3k5ISAilpaWyildzobW1\nNVHuKu9MY2MjZrMZk8kkfFCFVhwfH+eWW27B19dXRH8hISF/NTD4b84FqlZ2ERERAkhxu910d3ez\nbds2MjMzeeedd8RGe9999/Hee+/JiavT6QgLCxNNRUREBDMzM1RXV9PZ2UlUVBSLi4s4HA7++Mc/\nEhQUhE6nY25uTgChCriSnJzMiy++KM7HEydOiN9CJUarnlyr1bJhwwZpXwoLCwkLCxPvyPnz55mb\nm2Nubk4IVGtra0xNTeHv7w/crFAUF3N6elpuq7S0NCkn1UuhOAAvvPACvr6+wqQMCQnh8uXLQukK\nDg4mLy8Pb29vxsbGGBgYkLZLBSX39vZiMpkE3hoZGSlmqdXVVWFkBgQEcPToUY4dO8bGjRuJjIwk\nJyeH3NxcGhsbxZmrWAXLy8vU1NQIHjA8PJz4+HhpH1R2pkLX5+fns3fvXnJycnA6nTidTmJjY3nx\nxRe5dOkSi4uL1NbW4u3tTW1trUjF4+PjcTgcVFVVyWbCZDJx8eJF8aCUlpYKAzU8PJzIyEhiYmIk\nQFij0WCxWBgbG2PdunVkZ2fzL//yL4yMjHDXXXexdetWobCrFqe8vJz4+HgRzUVFReHv78/S0hLp\n6enceuutYtALDAyUQKGDBw/KULWoqEg8LlNTU9jtdoaGhnC5XGRnZzM/P88dd9xBYmIiFy5cID8/\nn5GREfHQqPmVmotMTU0JDHrXrl10dHQwPz+PwWCgqamJo0ePsry8LDhFJUP/q+/k31ol8bWvfY2Z\nmRl5QNxuNzdu3KC8vJwbN27w4YcfypBGndKLi4tER0fT19eHx+MR1LrZbMbX11eQ9OfOnaOoqEhW\nR5s3bxa4S2ZmpkzCDQYDAwMDWCwWxsfHyc3NlSh59WEsLS0JWEaVwkNDQwK++eijjzh16hTf/va3\npVdXKH9/f3+JFQwMDASgq6uLmJgYrl+/Tk5ODj4+PlJK/va3vxXKUmlpKa2trcIo2LVrFw0NDbI1\nWV1dZW1tTahI4+PjkqpttVqprKwUCbDVamVkZITKykoSEhIkyMdsNovZSc2EmpubCQsLw2QyodFo\nqKmpITo6WhiKH3zwAaurq0RFRbG0tCQGvfXr12M0GhkaGqKtrY2VlRV6enqor6/H4XCQlpbGpk2b\nOHr0KImJiWRkZPDyyy/z3e9+F4fDQUBAAH19fdhsNr74xS8yPj5OWFgY8fHxaLVaAgICOHHiBBkZ\nGYyOjgJgt9slolFxQEwmEzMzM7IqVTEMyqatEHfKKRoUFMSzzz4rrdzAwICY1NQAWXk/4uPjCQkJ\n4Y033pDgJKPRyJkzZ6itrWXz5s1oNBpxX342A8Vms4nhT632rVYrOTk5dHZ2Sqv2wgsvsGHDBsng\n2LZtm5gIJycn0ev12O12goKCJDe3tbWVW2+9ldOnT+PxeGTz8+qrr2I0GmloaBAkwZkzZz4/7cb9\n99+PVquVaHiVCPUv//IvMlW22Wzk5OQwNjaGy+USkYi6IdSgTcW+xcbGyopPmasUjWhmZkZyPdbW\n1oR1sLq6ysTEhGDai4qKWFxclDRyjUYj8lolzDIYDJSUlNDQ0EBoaCjr16/HbDZTX1/P/v37GR0d\nlaFXYGAgTU1NrFu3jqSkJAICAujq6kKj0cg8ZmpqCrfbLQNcRUuemJhg7969LC0tCfAkLy9P2gsf\nHx+Gh4fldxEdHc3AwABeXl7ydw0LCyMwMFBu/I6ODry8vEStWl1dLXBdlVWhSnV1MHV3d/Poo4/y\nwgsvcMcdd+Dj44PRaJQkc71eLzh+p9MpvbCC06qKRpXZzc3Nkqi9tLQkTsnt27fLmnV8fFxQcWoW\nVFFRQWtrK0lJSYL3U4pTg8HA0tKSOEejoqKIioqSWEKVjaLahrW1NRobGwW04+XlJcNSFb2g/gyF\nEFBZJjExMfL7VXkoOTk5kjI/PDxMbGwsIyMjMldQCWOpqamkpaVhtVoJDg5menqa2NhYLBYLN27c\nYOfOnXR0dFBZWSnmLgUvWllZkUNGYQPh5jD35MmT7NixQy6Pzs5OysrKcLvdtLe388ADD2A2mzl5\n8uTnp91QcwCHwyEBKcqH0d7ezn333cdXv/pVJiYmGBwcpLa2VrYAQ0NDUtKp3lut0VQOo91u5/Ll\nyyKcUq2CxWKRW8blcmG329Hr9eTl5bGwsCD234WFBfz9/SX7s7e3VySwYWFh0q/29/fLMGvr1q28\n8MILMt9QXhG1kpuYmBC9hBLaZGRkUFZWhtVqRaPRUFtbi9PpFBNaS0sLer1e7Mmzs7MAGI1GkpOT\nCQsLExXliRMnBOxqMpkknk4RkpaWlgTZptPpiImJ4dSpU6IrmZ6extfXV4C4v/nNbygvL8dgMJCe\nns6uXbswmUykpaVJ9mpKSgpnz56VRG81FFZpYtPT0+JaVIKj8vJyAgMDSUlJEdRdY2Mjzz33HB0d\nHbS3t5OWliYH5fHjx6UiSkxMlJgFQNrO1tZWEdpVVFRgNpslC1UpPpV6V2EMjUYjRUVF+Pr6smvX\nLp5++mlqa2tl46S+V3ElVaW1tLQkoTxeXl4CPlYDZNXiOBwO0W2MjIyICa2+vp7h4WGZNTgcDiIj\nI4XUFhgYKMLCiYkJHA4HU1NTREZGymekwDZRUVG4XC4effRR/vznP2OxWCTkWkUwJiQk0NjYSElJ\nyV99J//mKokHH3yQiYkJAgMDJdvR5XKRmZkp6UlhYWGkp6eTnZ1NdHS0mL+8vb1F/WcwGCQXIzs7\nm5aWFol8b21tZWxsjNXVVTIyMpiamgIQR6iaOj/33HNYLBa+8Y1v8Oc//5mBgQGqqqrE56FQZlVV\nVRQWFhIQEEBSUhJhYWFs27YNgNXVVcl/AKRU7unpYWlpie3btwNQX19PV1cXDocDs9nMlStXGBkZ\noaqqCrPZTFlZGV1dXVIOK9nyLbfcwsrKigjIXC4Xer2esrIympubRbTldDrp6+vj1ltvlaTq119/\nndjYWBmC3nHHHaysrHDhwgW2bNlCf3+/2LxnZmaksiosLGRubk5iC5UyMzAwUIhMDocDrVYrsJXc\n3FwRx6kJvZ+fH0VFRUxMTPD444/zox/9iK985Sv87Gc/Y25ujpiYGCoqKkRbodfrycrKQq/Xi/06\nPDyckZERAfF0dHRQXFzMxMSESKl1Op0oL10ulwzDXS6XzAH6+vpkZtLb28upU6ekKurv75d07tnZ\nWTo7OxkaGhKsoUajYWVlhf7+fiGnffDBBzz44IPMzMwQERFBa2srYWFhPPbYYzz99NPU1dWRkpIi\nlaticKp8FZPJRGBgIA0NDXR2dvLkk0/S3t7O8ePHRZPi8Xi4fv26xE50dnaKJF4RzcbGxti+fbuY\nAd1uN8PDw+zevZvDhw9LJfbXskD/5g6JPXv2kJGRQU9PD06nk66uLikTW1paJDtArXgMBgNjY2M4\nnU4JSFU30+TkJHfffTe/+93vuHLlikTA+fr6cuTIEb7yla/In6MyPaKjo+WhycrKYs+ePdTU1LB7\n927S09NlFbh+/XpRfS4tLeHr60tgYCBLS0uiEjSZTNInqodzYWEBrVYrg7yamhpZ383MzADI31Ov\n13P16lWB0ezduxeTyYTVaqWjo4OoqCjMZrNEBnh7e+Pj4yNehbi4OCYmJrj//vuZmZmhs7NT8jkv\nXboka8g//elPQs366U9/SlRUFKOjo3LzLi4u8sYbb5CXl4fNZsNqtYr3YGxsjJSUFPLy8uSA8/f3\nJysri/DwcHQ6nRy8aoWqenJvb2+JH6yrq2Pz5s2cOnWKnJwcUUGuX78eb29v4Y8qRJ2K2fPx8SE7\nOxu9Xk9KSgoTExP4+vrKQFJVlKrvNhgMZGVlMTQ0JH4HPz8/kYM/++yzBAQEcPDgQd54442/yKNd\nv3695JVkZGRIkrjVauWNN94gNzdX2rUHHniAM2fOyKpVHXJNTU0kJSVx9OhRNmzYgF6v56OPPhLA\nstFoFOGUksPfc889UqmeP3+eOBAGcQAAIABJREFURx99lFOnTklcX319PW1tbRw6dEieqQ0bNjA7\nO8vRo0eJi4vD6XRy8uRJZmZmqKqq4pe//CXJyclMT09jt9upra39/IBwW1pahPqkevaVlRXCwsIw\nGAwsLi5KiaXX63E4HAwODooMWBGfVUiqyWQSb0VycjJ+fn6cO3eOAwcO4PF4xHik1+uxWCziErXZ\nbIyPjwsF2tfXly1bttDa2irzjoqKCj788EOxN6+srPDtb39b1ohqeOh2u4mMjBQWgOpLladErWcX\nFhbIzMxkaWlJwn9UcIzH42Hr1q1/AXlVYTbqwfT29mbdunWMjo4SHBzMJ598IpPv2tpavvjFL3L6\n9GkOHTokA0e1Ojxz5gxPPfUUV65cwd/fn/7+fhGbGQwGhoaGyM/Pp7m5WW7Anp4eqqqqhJ2g5iAO\nh4OrV68SGxsrEB4F3QUkV1WtqhMTE7FYLFy+fFkBWent7aWsrEwSxHQ6Hc3NzXh5eVFYWMjExARW\nq1V68PDwcFmfejweoUQrmXdcXBx2u13clTExMVgsFpKTk7HZbMzOzspLPjk5SXt7u8QC1tTUsHHj\nRjmANBoNfn5+DA8Pk5SUhMlkIiUlhePHj1NQUEBPTw8ZGRniBO3t7cVisVBWVsa1a9cICAhgbGyM\nffv2MTExwebNmxkZGWF8fJwbN26wb98+Ojo6ZPDrcDiYnJzkpZde4pvf/Cb/9m//xr/+67+SlJTE\nSy+9JP6a++67D4vFwsDAAGlpaZJHonw6VVVVPPfcc0RFRVFYWCi81ZycnL8qy/6bm0ko08vi4iKF\nhYXExMSQkJCA3W7HarVis9nkxejv72dgYIC5uTlcLpcQmHNycqQMa2xsJD8/XyhJajg3PT0tAa6+\nvr7ikSgtLWXz5s2UlpbypS99ibS0NAICAhgdHeU3v/kNiYmJgoJ7//33MRqN3H///ezatYvk5GSh\nGqmQHr1eT0JCAgsLCxgMBgA5+VXwiqJO+fr60tbWRnt7uxh/ent7yc3NlX5Y3XhZWVmYzWYx/iQl\nJREeHs709LRAU5uamggODiYmJoaDBw/y7LPPEhwczFNPPcXu3bvJyckhKCiI9vZ2KioqJGy2u7ub\n4OBgtm7dSl9fH//6r//KP/3TP3HmzBmCg4Pldo6NjaWrq0t+f4r7GBYWxsaNG0VspqoAtcdXWx6l\nFv3BD37Au+++K23hH//4RxYXF8nLy6OtrY2hoSHBAOTk5Mgwd8OGDTgcDgYGBujq6iIiIkLgNU6n\nk7m5ObHtq2Gzopcp6I/L5WJoaIjExETa2tp45JFHsNls1NTU4Ha7OXr0KMXFxZw+fRq3201/f79s\nXXJyclhYWMBoNPLmm2+Sl5dHeno6e/fulUzYq1evcunSJXGEZmVl8eCDD/Lwww8LWPfs2bMSAxAT\nE0NDQwPp6enS3mRkZHDrrbdKLspLL73Eb3/7W0wmk9CxQ0NDpTrKz8+nvr6en/zkJwQGBoqlvbW1\nlZmZGcrLy5mdneXZZ58lPj4et9v9117Jv71244EHHmB1dVXkq8ePHxc0lyIBR0REMDU1xfT0tOR8\nqt64uLiYwcFB4uLi6OrqYnl5mYKCAlpaWigqKuLatWt8/etfl4fS29ubiIgIbDYby8vLdHV1ERgY\nSF9fH7/61a8IDAwUsdGhQ4d455132Lt3L6Ojo4yPj1NZWclrr70mU+P29naqq6uZnZ2V9dRn07xU\n3xsbG8vExATXr1+nsrJSYu7KyspkaxMTE8PMzAxJSUlyqM3NzdHS0iJ4NcVnWFxcxOVyCRjWz8+P\nxMREvLy8qKqq4t133xWrs9FolBXif/7nf3L33XfjcDhkAr9hwwZOnjyJ2+3GZrNRWVlJQUEBV69e\nlR5fDYQDAwOlunE6nUxMTDA2NiabAVWqOxwOlpeXAWhpaRFVoHJ8Hj58mOeff14clBUVFbz//vsU\nFhbi6+vLW2+9xe7duxX3QIx8AwMDkoBusViET5GTkyNRhQpkm5KSIiAYhepTWoWenh6JECwqKmJk\nZASn08mVK1fw9fXlrrvuEnt7YGAgPj4+gu/X6/UUFhZKmpqie7311lsUFhbyta99TQaeu3bt4nvf\n+x7Hjh2jtLSUpaUlZmZm6OvrIyAgQMKwz5w5g8lk4vLly7z00kucPn2aubk5zp49i5+fH9u3bxeo\nc2BgII8//jihoaFs2rSJjRs3EhERwd69e2VVHhoayosvvkhlZSXnz58nNTWVJ554gh//+MdiPvzc\nzCT+4R/+gaamJkHVDQ8Pk56ejpeXl1QZCQkJ4ts4f/68uOn8/f3x9vbGYDAwNTUlAyy3283dd9/N\nP//zPwNw8eJF3G43KSkpXL16FY1Gg6+vrwy3tFot165dY926dZSVlRESEiLlrkqJmp+f58CBA7z9\n9tsiw1VQ14GBAQAROSnYqN1uFzn01NSUDDmVOvLYsWMUFBQQEBDApUuXMBgMJCcnU1RUREZGhoBa\n3G43Z8+eJSkpScjTer1etkKKYTE7O0tLSwu+vr6kpKRImtgXv/hFjh8/jtlsFlny5cuX2bhxIyaT\nia6uLpFPz83NcfnyZe69916ZUZSUlNDU1IS3tzdarRa73S4v4rp162Q+FBcXh0ajEZOeIkkrkIsC\nBSnMnILZzszM4O/vT2JiovAYUlNTcbvd9PX14XA4SE9PFzZDaGio+B5SU1NFMav4jkpToxLQ/Pz8\nmJ2dFSVpW1ubtIMPPfQQL774IhqNhv7+fr75zW/S2tpKX18f8L9Ukyo5XA0CT5w4wX333SeeFzVv\nUYi83bt3S9uzurrK/fffz9DQEL6+vpSXl4ssvqOjg9XVVQoKCoRRUV5eLvOoRx55RAauvb29PPbY\nYwQGBvLBBx8wODgoW76ZmRmuXLnCv//7v8vzMzc3J3EONpvtL/grdXV1n59DQvEFFQVKZXgq997a\n2hpra2sSDR8REcHIyIjcrAaDQWzUQ0NDwlFcWVnhyJEjVFdXSzWiKEg2m00Ud+Hh4YI912g0uFwu\nrFYrMTExkitZWVnJpUuXGB0dFRaFIkQrfL4aVCoDzWfBqPPz8yQlJYnrUc04UlJSuHLlCna7ndjY\nWBmaDQ4O4vF4OH/+vEz6169fz6VLlyRHQYUKKdOO0WiURPKAgAA++eQTWZ2qdu7gwYPo9Xr8/f25\n7bbbuHLlCrGxsWzbto22tjaZD5SXl3P06FFOnDjB5s2bJQ9Dr9fLsFSr1bK8vIzFYpFUMqXzCAoK\nYnp6WuYjHo+HwsJCIUMvLS1J1bBu3Tp27dqFxWLhhRdekLmA0+kUT4OXlxcXLlwQ305GRoZUDQMD\nA5KposJxXC4XoaGhDAwMkJycDCBJX0okp5Swhw8fFq+E0+mkvr4enU7H1q1bAcSRqp6NpaUlEhMT\nufXWWxkdHUWv19PY2IhGoxF+hjKXDQ8PS4vb3d0t1CjVSivEvkouU6re6elpMjIyZNWtslr0ej1n\nz55l165dXL9+nf3795Ofny86GY/Hw9e//nXCw8M5c+YMKysrDA0NYTabaWlpkUomLCyM06dPf34O\niTvuuIOgoCBeeeUVsrOzmZ2dZWlpidraWqampmhoaMDhcDA7+/9R997Rcd9l2vdnNNJII2nUy4w0\n0qhLox41W5YtyyWOK07sJMSBFBJKQgLLWSCwm908HDjAlgBh2cWEhHQMDjHEsZ3ERe62LKv33jXS\nqIx6LzPvH8n3fuB5gT1n3+e8h8w5OccZy2rzm+/vLtf1uRxcuXKFpqYmCgoKCA4Opri4mJmZGaKi\noggODpawW51OR3t7O4cOHUKr1YpjMCwsTFiUaWlpcvErv73T6cRsNlNZWUlcXBzLy8v87Gc/o7Cw\nUGYgAAMDA7Knv379Op///Of55S9/SUtLCx4eHrz11ls8+uijkr+YlpYmvAqlyYiOjpagl6ioKKKi\noggICMBisfC9732PO++8k+XlZa5fv86WLVsICgriO9/5Dl//+teFURATEyPoe61WK7H3yjoM8OCD\nD5KQkCC6CSWZPnHiBLt370an0zE2NiZqS1UhwEdW+8nJSVJTU1leXubDDz9kfX2dqKgoysvLcblc\nMhsJDw8nOzubnp4eXnrpJbq7u3nrrbcoKChgbW2N2NhYbt68yZ49e+jo6BBPzGuvvYaPjw/t7e1Y\nLBZhiQwNDVFbW0t7eztjY2OCq8vJyWF2dpZf//rXkhimJv/qZx8fH6epqYnh4WEJbi4pKaGvr4/4\n+HieffZZioqK5HO88MILXL16VQRPag2dnJwsYUYqSEnNlRQLQlVGKvt0bW2N6elpvL29ZQaTnZ1N\nU1OTbOaMRiOtra1CWddqtXR1dbGyskJfXx8dHR2CLGxubsZgMEgi+gsvvMCvfvUrHnvsMSorK4mN\njeXUqVN4e3uzYcMGFhYWcDqdVFZW4uPjw4EDB4iKiuKee+4hNDSU0NBQwsLC+PWvf/3JOSTuv/9+\nGd5t3LhRfllZWVn09fURExPDzMwMBoOB8PBwwsPDRftfW1uLp6enSIsV8WlxcZHExESB2QYHB4tT\nMiUlhbS0NOx2u/TUW7ZsoaGhAXd3d9LS0vD29hYBzxe/+EWqq6sxmUxUVVVRUFAg/XZOTo5UDhER\nEYyMjLC0tMQTTzzB2bNnJVyovLwcvV4vzkODwUBzczPDw8NSYgIMDg5SX1/PfffdJ/wCleZ19uxZ\nAaHEx8dL+Ts5OSlS7ytXrnDmzBm+/vWvYzQaiY+P5/jx4wwMDHD9+nVyc3P/5G6rYDDr6+sSXKQG\nqmazWSji6mNV0rqPjw+bNm2SQ9NsNksQjF6vF5L1I488gtVqFY7kvn37KC0tZWZmRtCCeXl5DA4O\ncvnyZTZv3iwaiPDwcLq7u0lOTpbfRVxcHL29vZSVlfHggw8SHBwsiWu///3vKSoqYuvWrezdu5f4\n+HjuuOMOTp48SVxcHAMDAzgcDo4dO0Z+fj7T09Nyg1Ew5ujoaL7yla9w9uxZyYI5ceIEiYmJAipW\n1a0KMR4YGBCQj2KDuru7i26lpKSEd999l7CwMEZHRwVAtHnzZs6cOUNYWJj8TpeWlpibmyM3N5f5\n+XmsViuJiYn09PQI29Rut0vQdX9/PxqNBofDQXZ2tmg0FBJv69atVFZWSvas0WikoaGB4eHhv6q4\n/Js7JO6++252795NfHw8CwsLdHd3y91BJSWr/bbiWirb7fLysryRVKCLyuAcHByUPb1yFCoTkUo+\nUs46VabHxMRw+fJluru7RTbb3t4uK1WLxYLdbpeV4MjIiKDNYmJiqKurIzw8HC8vL7q7u2XOEhIS\nIlkOii/pdDolm0LJmv39/YmOjubMmTOSN6Ei36qrq9m1axfJycmyAlT9OYCXlxeVlZX83d/9nRi7\nent7xdW5adMmmVf4+voSFxcnKD0VB2CxWOSiu3HjBrm5uUxNTeHl5UVVVRVWq1XMcTMzMwwMDLBx\n40Y6OzvJyMhgbGyM9PR0hoeHMZvN9PT00NbWxpYtW6isrBTdSH5+Pna7ndraWkneSkhIkK3PwsIC\nBoNBHLpvv/02xcXFmM1mQkJCaG1tFaBNWFiYhDZHRkaiVuplZWVUVFQQFBQkXAqbzcbDDz/MzMyM\nCK3MZrPQwW/cuMF3v/tdCYLS6XQkJCSIPsNoNLK2tkZAQAAVFRVkZGRImPPg4CCtra0EBQUJu1Kh\nFQcHB8nPz0er1QqXUuWtKJ+Lop6r6kjxH5SIqrCwELvdztWrVxkbGyM7OxubzSb+oZWVFTZv3syb\nb75JTEyMDJmVxF9tzjQaDSMjI1y6dOmTI8tWLrq0tDRefvllZmdniYqKEipxc3OzQDiUwlLlHjoc\nDpkHKCR+bm6u+Pnvu+8+VlZWRG2nMiTVVPvYsWPS6vj6+uLn50dRURHPPPMMJ06cYH5+noaGBvFe\nKCtvS0sLDodDMGvu7u48//zzwpzw8fHhkUcewWg0MjMzg91ul6GfwWAgKCgIo9GI2WzGZDKJByUk\nJITZ2Vmys7NZWFhgaGiI0tJSYVrecccdAGIFHx8fF7DM3NwcNTU1VFZWClxWpY/Z7XaGhobYtWuX\nHFTz8/MiiFIiqMDAQPz9/YmIiCA6OhoPDw/Ky8sF+Ot0Ounp6SEnJwdfX1/y8vJoa2uTDNCsrCze\neecdUlNT6enpITMzU3InVlZWGBgYwMvLi/HxcRkiJiYmYrFY2L59O1NTU5jNZsLDwwW/Nzs7y+bN\nmwkMDOSFF16gtLSU5ORk4uPj2bVrF7GxsbS3t9PU1MR//Md/EBcXx4YNG6RFiIiIICgoiKqqKhYX\nF/Hy8sLPz4++vj5ycnL41Kc+xdzcnMypTp48KQfb7OysGLXUEFltxtra2rh48SI2m42uri5SUlIw\nGo309PRQUVEhczCHw8HnPvc5GhoamJqaEvyBks87HA7y8vIYGhoSl25jYyM7duwgLCyM7u5uvLy8\n6O3tJSIigh//+MccOnQIi8XCQw89JDJ5b29v6urqyMnJEZ+SwvApIJBSd0ZFRf3V9+TfXCWRl5cn\nF3xmZiYXLlzg2LFjkg2gLqaysjJiY2NloBkYGEhoaCh2u12i67Rarbg0Y2NjhTK1efNmMjMzOXny\nJL6+vjL8TE1NRa/Xi7DmzJkznDx5Eq1WS1ZWlmDelIDHzc2N1tZW4SACFBcXExISwvbt21laWmLb\ntm00NzfT2NiI0WgULkFXVxc2m42EhAR0Oh1LS0tCzZqbm5M35NraGo2NjeTn5+Ph4UFMTAwdHR3M\nz8/z9ttvs3nzZqEj+fn5CXhHMQcU+3B2dlbMXwsLC6JaVao7tVVQ8wxvb2/Onj0rB+yGDRsoKytj\ny5YtnDt3jtzcXEm0VkYkNTvatGkTbm5ucjAold8vfvELkpOTxcCUl5cHwOzsLL29vURHR+Pt7c3U\n1BTV1dXk5eXR3t4ulZqPjw/p6elypwYk7Kirq0sS0hYWFjCbzWzbtg0/Pz/S09MpKioiIyOD3Nxc\nBgYGyM/PZ9euXYyMjPD666/jdDppaGiQbJKQkBAuXLjA2bNnueeee3jllVckLBiQIbGqHBISEsQ8\nNjExwblz5wgPD8dkMnH16lWsVqsMcN9//31SUlJoamrCZrORn5+Pj48PycnJgvGbmpoSXsa1a9dI\nSUnBZrMRExPD2NiYtMDvv/8+Gzdu5IUXXqCgoICJiYk/aT8tFgunT58mPj4enU7HyMgIFouFubk5\njEYjer2ekJAQXn/99U9Ou/HUU0/R2NiIr6+vmG8UoHRoaIjExETW19fZuHEji4uLnDt3jgMHDogN\nWHk2HA6H5G0ou7gahnV3d3P58mUiIiKEL9HX14evry9eXl64ubnx29/+lqioKIqKinA6nbJq7e3t\nlTu34kqMjIwQHBxMWloa165dY3p6msrKSqanp0lKSuKNN95Aq9USGxsr6kiDwSAv+PT0tJSmQ0ND\n2O12YWLm5ubi6+vLysoKPj4+1NfX43Q6ZdMQFhYmZWlVVRUWi0UOg3feeQer1crg4KCoN0tLSyXc\nZXh4mO7ubnFKqkRrFXYcFBSEn58ftbW1wh4YGxtjbGxMeI9bt24V1SlAbm4uKysrtLe3k5OTQ2dn\nJysrK4KvDwsLk/Dl1tZWTCYTFRUVQuJWuHej0UhnZyfLy8t0dHSIQKylpYWFhQWsVqtIrxXf9Pz5\n81RVVQn+UPE+X331VU6dOoXT6eTFF1/Ew8ODDRs2COYuOTlZZjYqC7a3t5e0tDSam5tFgh8cHCwE\nbmWSCwgIEIXn8vKyGMTU82qrUVRURFdXl8zD1LBa0aiGh4dZWVkhKiqK5eVlLl68SHx8vAQbVVdX\nS7KbQgCEhoai0+l47rnnKCgoYGpqip/85CdS4QwODoo0PyIiQpYAKuJQpY/NzMzw7rvvfnIOiTvu\nuIMNGzZw69YtNBoNAwMDfO1rX+PGjRuS/ajX6+nu7sbb25vk5GRByat8UGUM0+l0VFZWShJYZGSk\npGIpP4Ddbhf5tdlsluCZqKgo0UIMDg4SEBBASUkJBw4coKqqSmYI/v7+xMbGUl1dTUdHB2tra+Tk\n5JCcnEx5eTnR0dFUVFRIHODi4qKsPFXM2+LiIjqdTujWFouFiooKgZyMjIxgs9kkJLi3txeLxcLm\nzZvF3NXT0yMio9jYWLy8vCSKTqWQeXp6UlhYyMTEBMvLy8zOzrK8vCxVkWJp+vj4yH9+fn7U1NRg\nt9uJjY0lJCQEg8EgLZ5Wq5UKRgXkLi4uymo4OTmZpaUlysrKiIuLk4CanJwc2X6obYu6oH19fWlo\naMDpdLJ9+3axQoeFhQk1SvlGVAK6GsQlJSXhdDoJCgri+PHjeHp6kp+fT29vL3fddReRkZEEBQUx\nNjYmkYrNzc1EREQIF0LlZqampvK9732PmpoaAJkZKZWrkt67ublJirhGo8Fms5GRkSFZJMXFxTIY\n1Wq1XL58mY0bNzI+Pi4HqMLtq3lKUlISjY2NREdHS+CxwgWEh4eTkZGBr68vdXV13HPPPcTFxWG3\n20lJSWHXrl1UVlaSnZ1NY2OjQHLc3NwoLi5mcHCQsLAwdDodra2tBAcH8/vf//6Tc0j88z//M11d\nXSQlJREeHi5cgMbGRp566ilaWlpE1LN//36uXr3K1NQU4+PjFBYW8swzz3Djxg1iY2OZnJwkIiKC\nuLg4MjIyMBqNJCYmApCdnS3cxfDwcAYGBmStNT4+Tn5+PrGxsTQ2NpKdnS3Q0by8PL7xjW9gt9tl\neFVdXS2rPYWRU+Ewo6Oj3HPPPVy9elVUkGqLsbKywtLSEh4eHly6dImamhop1wMDA9m8eTNHjx4l\nNzeXffv2cfv2bUwmE4WFhZIIrsJ0Q0JCKC8vZ3V1laysLK5evSqQkry8PPz8/PDy8hIRmbe3twh7\nNBoN/v7+4msYGhqivLyckydP4uHhIUE8fX19WCwW5ufnCQ4OFgmxRqMhNzeXmpoaLl68yPj4OFVV\nVUKIamxsFMn8+fPnqa2tJTQ0lKqqKry9vUVy7XQ6BbumMlHi4+PR6/XC4cjIyBBoTnd3N9XV1TKl\n3759uyR/qbT4Bx54gO7ubiwWCz4+PgwPD3P69GlycnIkcf2f/umfuHbtGrW1tRw5coS+vj6Sk5NZ\nWFiQCi8sLAyLxcJLL72Eh4cHR48eJT09XVq/iooKysvLRYG5sLDA3Nwc6+vrvPTSS+zatYuXX35Z\nWterV69y69YtAfYWFRUxNzcnTlq9Xs/09LSg56KjowkJCUGj0dDc3IxOpyMgIAAPDw8SExNZW1sj\nNTWVmJgYuSGqNnDr1q2EhIRgtVp58skn5YD+8pe/zJEjR/Dx8flkrUA/9alPiVDHaDRit9tJTEwk\nNTVV+kAVsKNSpNVev6ysDI1Gg9VqJT09HZ1OR3d3tzANFxcXGRkZweFwCFVIGYDU9kLF6w0MDLC0\ntMTQ0BCrq6vU1dUBH3EKlMS7traWgIAAYWtGRUXh5+cnvbs6wePi4vjDH/7Ali1bJPMSkI2El5cX\nIyMj+Pv7c+TIEdra2mTToN6M165dY8eOHRLh98cBQmfOnEGj0eDr68vY2Bjz8/OcOnWK9PR0/Pz8\nmJ+fZ2Fh4U9i9YaHhwUEa7FY0Ov10tasrq5y5coVHnzwQc6fPy+ioc9+9rPodDqBvSwvL6PX60lM\nTGRkZIS2tjZJue7r66Ourg6NRiMRB+Pj4/j7+2M2m7l06RLr6+sCyzEYDHR0dLC6usqePXsE4BoT\nE0NFRQVpaWniXdFqtRiNRqkM19fXCQwMxN3dnTfeeEM2Wooordfr8fLykptOSUmJzDiWl5eF66Ci\nEwMDA+UQ9fHxkTfb0aNH2bVrl2SD3rx5k+joaPLy8qirqxO6mZubG7///e8lJ9Vut3PkyBE6Ozvx\n9vbm8OHDzMzMsGPHDgICAgSmozZyCmKsqjDV8vn4+ODm5sbw8LAgGmNiYkQno/5eJd6p6lq17Or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/ZJopZy/inq8eDgIJmZmbi7u7O6uiop4koPoHiPa2trsspaWlqSoZrNZsPNzY3g4GA6OzvR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\ndnV1VeICFN1JtXA+Pj5SQ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Cq7HgAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \u7b2c3\u96a0\u308c\u5c64" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "da = sda.dA_layers[2]\n", + "plt.imshow(tile_raster_images( X=da.W.get_value(borrow=True).T,\n", + " img_shape=(int(math.sqrt(da.n_visible)), int(math.sqrt(da.n_visible))),\n", + " tile_shape=(int(math.sqrt(da.n_hidden)), int(math.sqrt(da.n_hidden))),\n", + " tile_spacing=(1, 1)),\n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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j8aBSqTh27JjQrtTxCalUKj5Ll8vF8vIyk5OTeDwetFotMpmMcDjM/Py8GPkW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Pjii7hcLmZnZwWE63K5SElJkVa33W4Xi7/P56O3t5e+vj6uXbsmcX59fX20trbyxhtvcPbs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\nU4aVlpPYzn8AAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u30c6\u30b9\u30c8\u5165\u529b\u30c7\u30fc\u30bf\u8868\u793a\u3068\u4e88\u6e2c\u7d50\u679c(\u6700\u521d\u306e100\u4f8b/\u516810000\u4f8b)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "input = numpy.array(test_set_x.get_value(borrow=True))\n", + "ans = numpy.array(test_set_y.eval())\n", + "plt.imshow(tile_raster_images(X=input[0:100], img_shape=(28, 28), tile_shape=(5,20), tile_spacing=(1, 1)), \n", + " cmap = cm.Greys_r)\n", + "\n", + "preds = sda_eval(input)\n", + "print\"\u4e88\u6e2c\u7d50\u679c\\n\"\n", + "sys.stdout.write(' ')\n", + "for i in xrange(preds[0:100].shape[0]):\n", + " sys.stdout.write('%d ' % preds[i])\n", + " if (i % 20) ==19 : sys.stdout.write('\\n ')\n", + "print \"\\n\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\" " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\u4e88\u6e2c\u7d50\u679c\n", + "\n", + " 7 2 1 0 4 1 4 9 6 9 0 6 9 0 1 5 9 7 3 4 \n", + " 9 6 6 5 4 0 7 4 0 1 3 1 3 4 7 2 7 1 2 1 \n", + " 1 7 4 2 3 5 1 2 4 4 6 3 5 5 6 0 4 1 9 5 \n", + " 7 8 9 3 7 4 6 4 3 0 7 0 2 9 1 7 3 2 9 7 \n", + " 7 6 2 7 8 4 7 3 6 1 3 6 9 3 1 4 1 7 6 9 \n", + " \n", + "\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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UaMglEgm++eYbFBQUVOkTlclkSE1Nxc6dOyGTybBjxw7cunULrVq1gqOjI3788Ufcv3+f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\nAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u4e88\u6e2c\u30a8\u30e9\u30fc(\u3059\u3079\u3066)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "wrong_idx = numpy.where(preds!=ans)[0]\n", + "plt.imshow(tile_raster_images(X=input[wrong_idx], img_shape=(28, 28), tile_shape=(wrong_idx.shape[0]/20 + 1,20), tile_spacing=(1, 1)), \n", + " cmap = cm.Greys_r)\n", + "print '\u4e88\u6e2c\u30a8\u30e9\u30fc(\u4e88/\u5b9f)\\n'\n", + "a = ans[wrong_idx]\n", + "wrong_p = preds[wrong_idx]\n", + "sys.stdout.write(' ')\n", + "for i in xrange(wrong_idx.shape[0]):\n", + " import sys\n", + " sys.stdout.write('%d/%d ' % (wrong_p[i],a[i]) )\n", + " if (i % 20) ==19 : sys.stdout.write('\\n ')\n", + "print \"\\n\\n\u4e88\u6e2c\u30a8\u30e9\u30fc\u306e\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\"" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\u4e88\u6e2c\u30a8\u30e9\u30fc(\u4e88/\u5b9f)\n", + "\n", + " 6/5 2/4 7/2 3/5 0/6 5/3 0/8 2/8 1/2 3/7 8/5 9/4 5/1 9/8 4/5 0/6 5/6 6/4 2/7 4/9 \n", + " 9/4 5/9 7/5 3/8 6/5 3/5 7/8 6/4 3/2 5/6 7/3 0/8 8/5 2/7 4/9 3/5 9/4 9/7 0/2 7/3 \n", + " 9/4 1/6 6/9 9/5 1/9 8/9 4/9 4/2 3/5 0/9 1/6 4/9 9/4 3/5 7/4 0/8 2/3 5/9 3/8 9/5 \n", + " 0/6 9/7 7/3 1/9 4/6 2/3 0/5 5/8 3/9 2/7 6/4 0/2 5/6 4/9 6/5 3/1 6/4 1/7 4/9 2/0 \n", + " 0/9 7/2 8/2 3/5 4/9 7/8 5/6 2/7 5/3 6/4 3/8 4/9 4/7 6/1 3/2 3/4 0/7 3/5 8/3 8/3 \n", + " 9/5 9/3 9/3 9/8 7/9 1/7 7/0 3/8 5/9 5/8 5/0 9/8 6/1 1/2 8/2 9/3 6/0 6/8 6/8 9/4 \n", + " 2/7 2/7 5/8 4/9 1/0 7/9 7/2 6/5 0/4 0/5 4/9 7/2 8/6 \n", + "\n", + "\u4e88\u6e2c\u30a8\u30e9\u30fc\u306e\u30c6\u30b9\u30c8\u30a4\u30e1\u30fc\u30b8\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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FrDR++OEH1vUcPnwY4eHhNfYGrK2tQVEUJ3MTIQTJycn17nU0hK5du+LZs2ec+2dISAgy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\nhYWCYrn79u1brefq5OSEnJwcnDhxQnAdxGIxNm/ezMUIC40OMbw2e/f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100644 --- a/code/dA.py +++ b/code/dA.py @@ -334,6 +334,11 @@ def test_dA(learning_rate=0.1, training_epochs=15, c.append(train_da(batch_index)) print 'Training epoch %d, cost ' % epoch, numpy.mean(c) + image = Image.fromarray(tile_raster_images( + X=da.W.get_value(borrow=True).T, + img_shape=(28, 28), tile_shape=(10, 10), + tile_spacing=(1, 1))) + image.save('filters_corruption_0_at_epoch_%i.png' % epoch) end_time = time.clock() @@ -391,7 +396,11 @@ def test_dA(learning_rate=0.1, training_epochs=15, c.append(train_da(batch_index)) print 'Training epoch %d, cost ' % epoch, numpy.mean(c) - + image = Image.fromarray(tile_raster_images( + X=da.W.get_value(borrow=True).T, + img_shape=(28, 28), tile_shape=(10, 10), + tile_spacing=(1, 1))) + image.save('filters_corruption_30_at_epoch_%i.png' % epoch) end_time = time.clock() training_time = (end_time - start_time) @@ -407,7 +416,12 @@ def test_dA(learning_rate=0.1, training_epochs=15, image.save('filters_corruption_30.png') os.chdir('../') - + return da if __name__ == '__main__': - test_dA() + dA = test_dA(output_folder='dA_plots') + import cPickle + save_file = open('dA_plots/weights', 'wb') + for p in dA.params: + cPickle.dump(p.get_value(borrow=True), save_file, -1) + save_file.close() diff --git a/code/dA_eval.ipynb b/code/dA_eval.ipynb new file mode 100644 index 00000000..f17298b4 --- /dev/null +++ b/code/dA_eval.ipynb @@ -0,0 +1,211 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:b5b56d37472bfb664e3d14265071ee638a6b5cecbfc7c748b9ca3d645dc63cee" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Denoising Auto Encoder(dA) \u8a55\u4fa1(Eval) \u30b9\u30af\u30ea\u30d7\u30c8\n", + "## dA \u5fa9\u5143 (\u5c64\u69cb\u6210: 28*28 --> 500)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "weight_file_path='dA_plots/weights'\n", + "dataset='mnist.pkl.gz'\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "import matplotlib.cm as cm\n", + "%matplotlib inline\n", + "import numpy\n", + "import theano\n", + "import theano.tensor as T\n", + "import os\n", + "from theano.tensor.shared_randomstreams import RandomStreams\n", + "from utils import tile_raster_images\n", + "from logistic_sgd import load_data\n", + "from dA import dA\n", + "\n", + "# Random Generators\n", + "rng = numpy.random.RandomState(123)\n", + "theano_rng = RandomStreams(rng.randint(2 ** 30))\n", + "\n", + "# dA\u5fa9\u5143\n", + "x = T.matrix('x') # the data is presented as rasterized images\n", + "da = dA(\n", + " numpy_rng=rng,\n", + " theano_rng=theano_rng,\n", + " input=x,\n", + " n_visible=28 * 28,\n", + " n_hidden=500\n", + " )\n", + "\n", + "# \u91cd\u307f\u8aad\u307f\u8fbc\u307f\n", + "import cPickle\n", + "weights = open(weight_file_path)\n", + "for p in da.params:\n", + " p.set_value(cPickle.load(weights), borrow=True)\n", + "weights.close()\n", + "\n", + "# DA \u8a55\u4fa1\u95a2\u6570(\u985e\u4f3c\u5165\u529b\u3092\u601d\u3044\u51fa\u3055\u305b\u308b)\n", + "vis = T.matrix('vis')\n", + "da_eval = theano.function([vis], \n", + " da.get_reconstructed_input(da.get_hidden_values(da.get_corrupted_input(vis, 0.3))),\n", + " name='da_eval')\n", + "\n", + "# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u8aad\u307f\u8fbc\u307f\n", + "datasets = load_data(dataset)\n", + "train_set_x, train_set_y = datasets[0]\n", + "valid_set_x, valid_set_y = datasets[1]\n", + "test_set_x, test_set_y = datasets[2]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "... loading data\n" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u5fa9\u5143\u3055\u308c\u305fdA\u306e\u96a0\u308c\u5c64\u306e\u8868\u73fe" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.imshow(tile_raster_images( X=da.W.get_value(borrow=True).T,\n", + " img_shape=(28, 28), tile_shape=(10, 10), tile_spacing=(1, 1)), \n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 9, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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9tqYGRQkmLLJsOLgHP51OpxKi1ly2QFv5O3lQjUaDXC5HpVJRz9vb26uLTfLv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\nAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u30c6\u30b9\u30c8\u5165\u529b\u30a4\u30e1\u30fc\u30b8\u8868\u793a\u3068\u5fa9\u5143\u7d50\u679c\n", + "### \u5165\u529b\u30a4\u30e1\u30fc\u30b8(100\u4f8b)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "input = numpy.array(test_set_x.get_value(borrow=True))\n", + "ans = numpy.array(test_set_y.eval())\n", + "plt.imshow(tile_raster_images(X=input[100:200], \n", + " img_shape=(28, 28), tile_shape=(5,20), tile_spacing=(1, 1)),\n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Da8Hly5cRFRXF6bvNmzdH37590bdvX7i7u2PVqlU4ffo0J93GjRtDr9cjPz8fgYGB6N27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\nBw8ezHXr1vGHH35QfHBq/cu/+93vFP9r9+7dee7cOaWyjtq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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \u5fa9\u5143\u30a4\u30e1\u30fc\u30b8" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "remembered = da_eval(input)\n", + "plt.imshow(tile_raster_images(X=remembered[100:200], img_shape=(28, 28), tile_shape=(5,20), tile_spacing=(1, 1)),\n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 14, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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7eyMtLQ3p6elluHBq2o78dSLa/Of/vakCRf7n5ypd9MeOHYv8/HwsXLgQXbt2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\nUVlZCY7jkJGRwSvNTCwWIysry0Gzap9SrtPpoFKpeM9cc3d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differ diff --git a/code/dA_plots/filters_corruption_30_at_epoch_9.png b/code/dA_plots/filters_corruption_30_at_epoch_9.png new file mode 100644 index 00000000..a6e8fd64 Binary files /dev/null and b/code/dA_plots/filters_corruption_30_at_epoch_9.png differ diff --git a/code/dA_plots/weights b/code/dA_plots/weights new file mode 100644 index 00000000..6d55c50d Binary files /dev/null and b/code/dA_plots/weights differ diff --git a/code/rbm.py b/code/rbm.py index 2c821fc9..51e405a2 100644 --- a/code/rbm.py +++ b/code/rbm.py @@ -535,6 +535,12 @@ def test_rbm(learning_rate=0.1, training_epochs=15, image.save('samples.png') # end-snippet-7 os.chdir('../') + return rbm if __name__ == '__main__': - test_rbm() + rbm = test_rbm(output_folder='RBM_plots') + import cPickle + save_file = open('RBM_plots/weights', 'wb') + for p in rbm.params: + cPickle.dump(p.get_value(borrow=True), save_file, -1) + save_file.close() diff --git a/code/rbm_eval.ipynb b/code/rbm_eval.ipynb new file mode 100644 index 00000000..497e1fcf --- /dev/null +++ b/code/rbm_eval.ipynb @@ -0,0 +1,211 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:c150d0d9eeca98c0ee793a124e27a78561d7cd296bb784f6a372349d66dd0643" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Restricted Boltzmann Machine (RBM) \u306e\u8a55\u4fa1(Eval)\u30b9\u30af\u30ea\u30d7\u30c8\n", + "## RBM\u5fa9\u5143(\u5c64\u69cb\u6210: 28*28 <--> 500)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "weight_file_path='RBM_plots/weights'\n", + "dataset='mnist.pkl.gz'\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "import matplotlib.cm as cm\n", + "%matplotlib inline\n", + "import numpy\n", + "import theano\n", + "import theano.tensor as T\n", + "import math\n", + "from theano.tensor.shared_randomstreams import RandomStreams\n", + "from utils import tile_raster_images\n", + "from logistic_sgd import load_data\n", + "from rbm import RBM\n", + "\n", + "# Random Generators\n", + "rng = numpy.random.RandomState(123)\n", + "theano_rng = RandomStreams(rng.randint(2 ** 30))\n", + "\n", + "# RBM\u5fa9\u5143\n", + "rbm = RBM( input=T.matrix('x'), \n", + " n_visible=28 * 28, n_hidden=500, \n", + " numpy_rng=rng, theano_rng=theano_rng)\n", + "\n", + "# \u91cd\u307f\u8aad\u307f\u8fbc\u307f\n", + "import cPickle\n", + "weights = open(weight_file_path)\n", + "for p in rbm.params:\n", + " p.set_value(cPickle.load(weights), borrow=True)\n", + "weights.close()\n", + "\n", + "# RBM \u8a55\u4fa1\u95a2\u6570(\u985e\u4f3c\u5165\u529b\u3092\u601d\u3044\u51fa\u3055\u305b\u308b)\n", + "vis = T.matrix('vis')\n", + "rbm_eval = theano.function([vis], rbm.propdown(rbm.propup(vis)[1])[1], name='rbm_eval')\n", + "\n", + "# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u8aad\u307f\u8fbc\u307f\n", + "datasets = load_data(dataset)\n", + "train_set_x, train_set_y = datasets[0]\n", + "valid_set_x, valid_set_y = datasets[1]\n", + "test_set_x, test_set_y = datasets[2]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "... loading data\n" + ] + }, + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "Using gpu device 0: GeForce GT 650M\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u5fa9\u5143\u3055\u308c\u305fRBM\u306e\u96a0\u308c\u5c64\u306e\u8868\u73fe" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.imshow(tile_raster_images( X=rbm.W.get_value(borrow=True).T,\n", + " img_shape=(28, 28), tile_shape=(10, 10), tile_spacing=(1, 1)), \n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 11, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Hx2VjVSoVkXYymQy63S76+/uFTScp1dfXJ5vYaDQKmUZDyMWLF4Uj4MYol8ui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\n6d8B9KkIEGs/KosAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \u30c6\u30b9\u30c8\u5165\u529b\u30a4\u30e1\u30fc\u30b8\u8868\u793a\u3068\u5fa9\u5143\u7d50\u679c\n", + "### \u5165\u529b\u30a4\u30e1\u30fc\u30b8(100\u4f8b)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "input = numpy.array(test_set_x.get_value(borrow=True))\n", + "ans = numpy.array(test_set_y.eval())\n", + "plt.imshow(tile_raster_images(X=input[100:200], \n", + " img_shape=(28, 28), tile_shape=(5,20), tile_spacing=(1, 1)),\n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Da8Hly5cRFRXF6bvNmzdH37590bdvX7i7u2PVqlU4ffo0J93GjRtDr9cjPz8fgYGB6N27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\nBw8ezHXr1vGHH35QfHBq/cu/+93vFP9r9+7dee7cOaWyjtq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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \u5fa9\u5143\u30a4\u30e1\u30fc\u30b8" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "remembered = rbm_eval(input)\n", + "plt.imshow(tile_raster_images(X=remembered[100:200], img_shape=(28, 28), tile_shape=(5,20), tile_spacing=(1, 1)),\n", + " cmap = cm.Greys_r)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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4Ij3Fw33By8sLp06dqif8tVotVCoV0tPTcfToUfj7+/Oe7AMDA5Gfn4+UlBTs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\nOTk5cHV1NQ5Kw8DkOA5BQUHQaDT46quv6i1LLBZjyZIlSE1NxdmzZ3H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+ "text": [ + "" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/code/theano_device_check.py b/code/theano_device_check.py new file mode 100644 index 00000000..652f3691 --- /dev/null +++ b/code/theano_device_check.py @@ -0,0 +1,23 @@ +# THEANO_FLAGS=mode=FAST_RUN,device=gpu,floatX=float32 python theano_device_check.py +from theano import function, config, shared, sandbox +import theano.tensor as T +import numpy +import time + +vlen = 10 * 30 * 768 # 10 x #cores x # threads per core +iters = 1000 + +rng = numpy.random.RandomState(22) +x = shared(numpy.asarray(rng.rand(vlen), config.floatX)) +f = function([], T.exp(x)) +print f.maker.fgraph.toposort() +t0 = time.time() +for i in xrange(iters): + r = f() +t1 = time.time() +print 'Looping %d times took' % iters, t1 - t0, 'seconds' +print 'Result is', r +if numpy.any([isinstance(x.op, T.Elemwise) for x in f.maker.fgraph.toposort()]): + print 'Used the cpu' +else: + print 'Used the gpu'