{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#### 이 문서는 초보가 제작하였으므로, 틀린 부분이 있을 지도 모릅니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References\n", "- http://sanghyukchun.github.io/75/\n", "- https://deeplearning4j.org/kr/restrictedboltzmannmachine (https://deeplearning4j.org/restrictedboltzmannmachine)\n", "- http://parkcu.com/blog/markov-chain-monte-carlo-and-gibbs-sampling/\n", "- http://gorayni.blogspot.kr/2013/08/gibbs-sampling.html\n", "- https://ko.wikipedia.org/wiki/기브스_표집\n", "- http://www.whydsp.org/283\n", "- http://solarisailab.com/archives/113\n", "- https://wikidocs.net/3413\n", "- http://sanghyukchun.github.io/74/\n", "- http://www.ericlwilkinson.com/blog/2014/11/19/deep-learning-sparse-autoencoders\n", "\n", "### source code\n", "- https://github.com/sjchoi86/tensorflow-101/blob/master/notebooks/dae_mnist_dropout.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# RBM (Restricted Boltzmann Machines)\n", "\n", "### RBM\n", "- hidden layers: 1\n", " - deep neural network 아님.\n", "- v: visible layer, h: hidden layer\n", "- restricted: 같은 레이어의 노드끼리 연결되어 있지 않음.\n", "- symmetrical: 학습 방향이 양방향.\n", "\n", "\n", "- propagation: p(a|x; w)\n", "\n", "- back propagation: p(x|a; w)\n", "\n", "- p(a, x)\n", " - 입력(x)과 출력(a)의 확률분포를 비슷하게 만듬.\n", " - 따라서, 다른 신경망에서 초기값으로 사용하면 좋음.\n", "\n", "### KL Divergence\n", "- Kullback Leibler Divergence\n", "- 두 확률분포의 차이를 계산하는데 사용하는 함수\n", " - 정보 엔트로피의 차이를 이용\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DBN (Deep Belief Network)\n", "\n", "- multiple layers with RBM\n", "- Unsupervised Learning\n", "- 입력데이타에 의해, 초기화가 잘 된 W, b를 가진 신경망\n", "- Contrastive Divergence 방식으로 학습.\n", "\n", "\n", "\n", "### Contrastive divergence\n", "- Gibbs Sampling 을 converge 할 때까지가 아니라, 한번만 수행하여 gradient 의 approximate 한 값을 구함.\n", "\n", "### Gibbs Sampling\n", "- Metropolis-Hastings algorithm 의 특별한 경우\n", "- 두개 이상의 확률 변수의 결합 확률 분포로부터 일련의 표본을 생성하는 확률적 알고리즘\n", "- 올바른 근사를 위해 많은 표본이 필요하다.\n", "- 중간 상태의 표본이 적을 경우, 잘 표집되지 않을 수 있다.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Auto-Encoder\n", "- 간단한 auto-encoder 는 PCA 와 유사함.\n", "\n", "- Output Layer의 노드의 개수가 Input Layer의 노드의 개수와 같다.\n", "\n", "### Stacked Auto-Encoder\n", "- DBN 이용\n", "\n", "\n", "### Sparse Auto-Encoder\n", "- hidden node 의 개수가 visible node 보다 큰 경우.\n", "\n", "\n", "\n", "### K-Sparse Auto-Encoder\n", "- CNN 과 비슷한 느낌 (by bage)\n", "- k highest activations in z and zeros out the rest.\n", "- 1000 hidden units\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Denosing Auto-Encoder\n", "- 데이터에 Noise 가 추가되었을 때, 이러한 Noise를 제거하여 원래의 데이터를 Extraction하는 모델\n", "\n", "\n", "### Stacked Denosing Auto-Encoder\n", "- \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DAE for MNIST\n", "- DAE = Denoising Auto-Encoder\n", "- https://github.com/sjchoi86/tensorflow-101/blob/master/notebooks/dae_mnist_dropout.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prepare MNIST DATA" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting /home/bage/workspace/nlp4kor-mnist/data/train-images-idx3-ubyte.gz\n", "Extracting /home/bage/workspace/nlp4kor-mnist/data/train-labels-idx1-ubyte.gz\n", "Extracting /home/bage/workspace/nlp4kor-mnist/data/t10k-images-idx3-ubyte.gz\n", "Extracting /home/bage/workspace/nlp4kor-mnist/data/t10k-labels-idx1-ubyte.gz\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import tensorflow as tf\n", "import os\n", "\n", "from bage_utils.base_util import is_server\n", "from nlp4kor.config import MNIST_DATA_DIR, MNIST_DAE_MODEL_DIR, log\n", "\n", "mnist_data = MNIST_DATA_DIR # input\n", "mnist_model = MNIST_DAE_MODEL_DIR # output\n", "\n", "from tensorflow.examples.tutorials.mnist import input_data\n", "mnist = input_data.read_data_sets(mnist_data, one_hot=True) # read MNIST data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Noise Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Salt and pepper noise\n", "https://ko.wikipedia.org/wiki/점잡음\n", "\n", "\n", "https://en.wikipedia.org/wiki/Gaussian_noise\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def noise_images(images, noise_type='gaussian', noise_rate=0.2):\n", " if noise_type == 'gaussian':\n", " return images + noise_rate * np.random.randn(images.shape[0], images.shape[1])\n", " elif noise_type == 'salt_pepper':\n", " for row in range(len(images)):\n", " noiseidx = np.random.randint(images.shape[1], size=int(images.shape[1] * noise_rate))\n", " _images = np.copy(images)\n", " _images[:, noiseidx] = 1-images[:, noiseidx] # 색상 반전이지만, salt and pepper와 효과는 동일.\n", " return _images\n", " else:\n", " return images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create Graph" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model_file: /home/bage/workspace/nlp4kor-mnist/models/dae/dae_mnist_model/model\n", "Extracting /home/bage/workspace/nlp4kor-mnist/data/train-images-idx3-ubyte.gz\n", "Extracting /home/bage/workspace/nlp4kor-mnist/data/train-labels-idx1-ubyte.gz\n", "Extracting /home/bage/workspace/nlp4kor-mnist/data/t10k-images-idx3-ubyte.gz\n", "Extracting /home/bage/workspace/nlp4kor-mnist/data/t10k-labels-idx1-ubyte.gz\n", "n_input_dim: 784\n", "n_output_dim: 784\n", "n_hidden_1: 256\n", "n_hidden_2: 256\n", "n_train: 55000\n", "create graph...\n", "out: Tensor(\"Sigmoid_2:0\", shape=(?, 784), dtype=float32, device=/device:CPU:0)\n", "cost: Tensor(\"Mean:0\", shape=(), dtype=float32, device=/device:CPU:0)\n", "optimizer: name: \"Adam\"\n", "op: \"NoOp\"\n", "input: \"^Adam/update_Variable/ApplyAdam\"\n", "input: \"^Adam/update_Variable_1/ApplyAdam\"\n", "input: \"^Adam/update_Variable_2/ApplyAdam\"\n", "input: \"^Adam/update_Variable_3/ApplyAdam\"\n", "input: \"^Adam/update_Variable_4/ApplyAdam\"\n", "input: \"^Adam/update_Variable_5/ApplyAdam\"\n", "input: \"^Adam/Assign\"\n", "input: \"^Adam/Assign_1\"\n", "device: \"/device:CPU:0\"\n", "\n", "create graph OK.\n", "\n" ] } ], "source": [ "device2use = '/gpu:0' if is_server() else '/cpu:0'\n", "\n", "model_file = os.path.join(MNIST_DAE_MODEL_DIR, 'dae_mnist_model/model') # .%s' % max_sentences\n", "log.info('model_file: %s' % model_file)\n", "\n", "model_dir = os.path.dirname(model_file)\n", "if not os.path.exists(model_dir):\n", " os.makedirs(model_dir)\n", "\n", "mnist = input_data.read_data_sets(mnist_data, one_hot=True)\n", "assert (mnist.train.images.shape[1] == mnist.test.images.shape[1])\n", "n_train = mnist.train.images.shape[0]\n", "n_input_dim = mnist.train.images.shape[1] # MNIST data input (img shape: 28*28)\n", "n_output_dim = n_input_dim # MNIST data input (img shape: 28*28)\n", "n_hidden_1 = 256 # 1st layer num features\n", "n_hidden_2 = 256 # 2nd layer num features\n", "\n", "log.info('n_input_dim: %s' % n_input_dim)\n", "log.info('n_output_dim: %s' % n_output_dim)\n", "log.info('n_hidden_1: %s' % n_hidden_1)\n", "log.info('n_hidden_2: %s' % n_hidden_2)\n", "log.info('n_train: %s' % n_train)\n", "\n", "def denoising_autoencoder(_X, _weights, _biases, _keep_prob):\n", " layer_1 = tf.nn.sigmoid(tf.matmul(_X, _weights['h1']) + _biases['b1'])\n", " layer_1out = tf.nn.dropout(layer_1, _keep_prob)\n", " layer_2 = tf.nn.sigmoid(tf.matmul(layer_1out, _weights['h2']) + _biases['b2'])\n", " layer_2out = tf.nn.dropout(layer_2, _keep_prob)\n", " return tf.nn.sigmoid(tf.matmul(layer_2out, _weights['out']) + _biases['out'])\n", "\n", "with tf.device(device2use):\n", " log.info('create graph...')\n", "\n", " # tf Graph input\n", " x = tf.placeholder('float', [None, n_input_dim])\n", " y = tf.placeholder('float', [None, n_output_dim])\n", " dropout_keep_prob = tf.placeholder('float')\n", "\n", " # Store layers weight & bias\n", " weights = {\n", " 'h1': tf.Variable(tf.random_normal([n_input_dim, n_hidden_1])),\n", " 'h2': tf.Variable(tf.random_normal([n_hidden_1, n_hidden_2])),\n", " 'out': tf.Variable(tf.random_normal([n_hidden_2, n_output_dim]))\n", " }\n", " biases = {\n", " 'b1': tf.Variable(tf.random_normal([n_hidden_1])),\n", " 'b2': tf.Variable(tf.random_normal([n_hidden_2])),\n", " 'out': tf.Variable(tf.random_normal([n_output_dim]))\n", " }\n", "\n", " out = denoising_autoencoder(x, weights, biases, dropout_keep_prob) # model\n", " cost = tf.reduce_mean(tf.pow(out - y, 2))\n", " optimizer = tf.train.AdamOptimizer(learning_rate=0.01).minimize(cost)\n", " init = tf.global_variables_initializer()\n", " log.info('out: %s' % out)\n", " log.info('cost: %s' % cost)\n", " log.info('optimizer: %s' % optimizer)\n", " log.info('create graph OK.')\n", " log.info('')\n", "\n", "with tf.device('/cpu:0'):\n", " saver = tf.train.Saver(max_to_keep=3) # => cpu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Learning" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image_shape: (28, 28)\n", "training_epochs: 30\n", "batch_size: 100\n", "dropout_keep: 0.5\n", "noise_type: salt_pepper, noise_rate: 0.1\n" ] } ], "source": [ "image_shape = (28, 28) # image resolution\n", "plot_step = 5 # display plots.\n", "n_validation = 100 # validation size\n", "\n", "training_epochs = 30 # total training epoch\n", "batch_size = 100 # training mini batch size\n", "dropout_keep = 0.5 # keep rate for dropout\n", "noise_type, noise_rate = 'salt_pepper', 0.1 # 원본 소스와 다르게 salt and pepper 방식으로 학습함. (one hot vector의 noise에 적합하므로.)\n", "\n", "log.info('image_shape: %s' % str(image_shape))\n", "log.info('training_epochs: %s' % training_epochs)\n", "log.info('batch_size: %s' % batch_size)\n", "log.info('dropout_keep: %s' % dropout_keep)\n", "log.info('noise_type: %s, noise_rate: %s' % (noise_type, noise_rate))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "learning...\n", "Epoch: 0/ 30 cost: 0.0002\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnX90VeWV97/3ktwkJJAfWsGqyLRm1FWbiFWoGqiG1hFb\nS6u1K2oVxjU4oFNdLG2lLbyuis6aaqdUoGKttFVWmzVFaWccnFWnOuigRURKoy0wFrAqYqwGSYAk\n9yY57x92X/fd2c9zzg25JCfZn7WedZ5z7sm558fN8z372c/eTyIIggCGYRiGEYHkUJ+AYRiGER9M\nNAzDMIzImGgYhmEYkTHRMAzDMCJjomEYhmFExkTDMAzDiEwsROOBBx5AQ0MDZs6ciSuuuMK7bzqd\nRmNjI2bOnInzzjsP//Ef/1GQc3rppZfw3HPPFWz/weR//ud/cNNNNw3Jdw93Cv1c0uk00ul0wY5f\naOJ6/p2dnZgzZw5aWlqG+lRGHLEQjXQ6jSuuuAJPPvkk1q5dm93+2GOP4VOf+hQ+/elP49e//jUA\nIJVK4amnnsKTTz6JT33qU5F+8D/96U/R0NCA6dOn4+GHH450Tj/5yU9w9913R76GfPfXuP7663HO\nOefg3nvvjfw3e/bswfLly/Hd7353QMfZvHkzrrrqqoKeJ4l8Y2Mj/u7v/i6v7zpSBuO5+GhqakJr\na2vBjj8Y+J5XHM5fo6ysDMuWLcPXvvY1vPfee0N9OiOKoqE+gYFy4MAB3HXXXVi7di2Ki4tx2WWX\n4fzzz0dFRUVex9m7dy/uv/9+/Od//id6e3vxhS98AZ/5zGdw/PHHe//u1ltvRVdXV+TvyXd/jQce\neAArV65Eb29v5L/5zne+g5tuugmpVGrAx0kkEgU9z0QigSeffDKv7xgsBuO5+IhDg+V7XnE4fxc1\nNTW4+uqrsXLlSixevHioT2fEEAtLQ+P5559HfX09TjrpJLzxxht477338Pzzz+d9nBdeeAHnn38+\njj32WEyYMAHnnXceNm/eDAC45ppr8Itf/AKXXnoppk+fjgceeAAAsGDBAlx22WW4//77c461dOlS\nzJw5E7fccgsaGxvx+uuvO/ffvHkz5s6dixtuuAEXXnghli1bBgDo6urCDTfcgMbGRlx00UX47//+\n7wHdHwB499138fLLL+OCCy4I3df3vYcPH8a8efNw/vnn4xe/+EV2+9q1a3HxxRdjxowZ+OUvfzng\n8xyMpASu+wm8b000NDTgwgsvxH/9139lt7ue449//GN86lOfwgUXXIClS5dmt+dzvW+++SYaGxvx\n9ttv4ytf+QpmzpyJffv24eGHH8aNN96Y3e+uu+7CD3/4Q2zevBmzZ8/G1VdfjfPPPz/H4s33Pmvn\nn+/vynX+LvI9f7n/mjVrBnQcwP1/CgCzZ8/G448/nteLlhFCEANWrFgRfP/738/Ztnr16mDp0qVB\nT09PcMUVVwQ333xz8JOf/CRnn0WLFgVr1671HvuBBx4IvvOd72TX77nnnuCHP/xhEARB8JWvfCX4\n/Oc/H7S1tQV9fX3BK6+8kt1v3bp1wde+9rXs+rPPPht84QtfCDKZTLB169bgtNNOC1577TXn/s8/\n/3xw2mmnBVu3bg0OHToUfPKTnwzefffd4ODBg8Fzzz0XBEEQvPbaa8G5554bei9crF+/PvjqV7+q\nfiaP4/re559/Pvj4xz8evPHGG8Fbb70VTJ06Nejo6Ahee+214JOf/GTw9ttvB2+//XZwzjnnBB0d\nHQM6zwsvvDC46KKLgs997nPBY489FulvJK77uWvXruDCCy8MDh48GOzbty8499xzc85TPpdMJhPU\n1dUFhw4dCvr6+oKtW7dm74nven3Xxn8Hf/nLX4Kzzjor6OzsDIIgCC666KLgT3/6U/D8888HH/vY\nx4I//elPwf79+4Nzzz03ePfdd/P+Xtf5D/R3Jc/fRb7n79p/IPfB938aBEHw5S9/Ofj9738feg1G\nNGLbPdXV1YXy8nI89NBDmDlzJjKZDDo7O/M+Tjqdzum6SaVS6O7uzq43NTWhuroaAHDKKac4j7N9\n+3Z88pOfRFFREaZMmYJjjz029Ls/8pGPYMqUKQCAk08+Ga+//jrq6+tx7rnn4p133sGePXvQ2dmJ\nd955J9LxJG+99RY+/OEPR9q3vLxc/V4AOPXUU3HCCScAAOrr6/Hiiy/i7bffxgUXXIAPfehDAIBJ\nkyZh27ZtaGhoUI//gx/8AOvWrcvZdvnll+OGG27Ao48+iurqauzcuRPXXnstPvGJT4R2D2rw+zl5\n8mS8/vrr+MMf/oCGhgaUl5ejvLwcZ5xxBl588UV86lOfUo9RVFSE4447Dg8++CCuv/767PE2bdqU\n1/W6OPbYY1FfX49nnnkGp59+OhKJBD760Y/i3Xffxd/+7d/iox/9KID37/O2bdvw7rvvqt/7+9//\nHo8++mhO1yHdT+38Xc93IL8rF/mcfyqVUvevqKjI6zh0/33/pxMmTMCbb76Jurq6QbvW0UxsRSOV\nSmHXrl147rnn0NzcjGXLluGYY47J+zjFxcU4dOhQdj2dTmP8+PHZ9UmTJkU6Tl9fX84/cDIZ3vNX\nVVWVcx7pdBoHDx7EDTfcgM7OTtTX1yOVSg149EoymYxslvu+l4vq+PHj8d5772H//v34zW9+g82b\nNyMIAnR2dqKjo8N5/BtvvDGnW4ZD/+ynnnoqpk2bhpdffnlAosHvZ1FREdLpNNrb23O20/n7+PGP\nf4zbb78dn/70p7Fo0SJ87nOfy/t6fXz2s5/FE088gbfffhszZ87Mbi8rK8vWy8vL0dHR4fxe3/3k\n53/bbbfh0ksvHdTflYt8zv+YY45R96+oqMjrOITv/7Svrw9jxowZ1GsdzcRWNI4//nh897vfxcMP\nP4yioqLsW3q+HHfccdi+fXt2fd++fTlvKlEaf+D9t6xly5ahq6sr+yY+EB577DFMmDAB99xzDwAc\n0ZDhD3/4w3jhhReO+Hu5BXfw4EGMGzcOPT09+OIXv4hvfvObkY7/gx/8AI8++mh2PZFIZN+MOYcP\nH857MIOPcePG4c0338yuHzhwIEdENE466ST8+Mc/xtNPP42FCxdiypQpOOaYY/K6Xh8XXXQRvve9\n72H//v34p3/6p+x23oi/9957qKmpcd5n3/2U53/WWWfhmWeeGbTflYt8zn/z5s3q/gByLP2w4xC+\n/9M333wzaykbR05sHeFTp05FVVUVTj31VPz5z3/GCy+8gKlTp+Z9nLPPPhubNm3CX/7yF7S2tuK5\n557DtGnTQv8uCIIcB+706dNx9tlnY/bs2XjqqadwzDHH5Lyhy/1d9PT0oKenBwDw85//XH2bjXIc\n4P17tHXrVqe1wY/j+97/+7//w549e9DW1oaWlhZMmTIFDQ0NeOaZZ9DW1gYAaGlpybHY5PFvvPFG\nPPXUU9ny5JNP4oYbbsDLL7+MP//5zwDej5nYvXs3zjrrrOzfffGLX8R3vvOdSNerMW3aNGzcuBEH\nDx7EW2+9hZdffhmf+MQncs6Rn+err76KZ599FsD7v41jjz0WXV1dka5Xo7KyEvv27UNvb2+2MRw3\nbhymTJmCnTt3ZruPAOBPf/oT3n77bezduzd7nq7vdd1P1/kP9Helnb+LfM7ftT8A7Nq1K6/j+Ghr\na8Pbb7+N008/PXRfIxqxtTQ+9KEP4eabb8aXvvQlAMBtt90W+gapceKJJ2LevHn4whe+gEQigfnz\n52e7RrShptu3b8eNN96Izs5OdHd3Y+bMmbj11lsxa9as7LC+7u5uPPLIIzjmmGOc+8uuNPquSy+9\nFOvXr8dnPvMZTJ8+HRMmTMjZ7+Mf/zi+/vWv47HHHsM///M/ewWuqqoK55xzDp544gnMmjXLexzf\n937kIx/BN77xDbz++uv46le/mu1Ouummm3D55ZcDeP/t/L777sv7PLu6uvDNb34TBw4cwPjx47Fi\nxQqUlJRkP589ezYeffRR3Hbbbc7r1KD7ecopp+Cqq67CxRdfjDFjxmDx4sWoqKhwPpf6+nrcf//9\nuO2225BIJHDFFVdk+9d91+vi+uuvx9e//nWUlJTghz/8ISZPngzgfUGnN2vi5JNPxqJFi7Bz5058\n85vfxNixYzF27Ni8vjeVSqnnf8wxxwzod+U6f418z1/bfyDH8Q0Jf/TRR3HppZfmPWzc8DAEzve8\nWbFiRbBs2bK8/y7K6KnB4p133smO0HjooYeC66677qh8bxh//vOfg0svvTTo6uoa6lPJm97e3uD7\n3/9+cMcddwz1qQwafX19wYEDB4Jrrrkm2LRpU3b7888/H1x11VVDeGZHRr7n79p/MO/DO++8E1x0\n0UXBgQMHBuV4cWbLli3B9OnTg/Xr16uf9/X1Bd/61reCpqam4L777vMeKzaWxs9//nM89thjqKmp\nyYkKl6TTaVx88cUA3u8P5V0Rheb222/Hu+++i2OPPRbLly8/at/rY9KkSbjllltw6623YsWKFUN9\nOnlx1VVX4eSTT8btt98+1Kfi5KGHHsJDDz2ERCKBIAiQSCRw3XXX4eqrr1b3//3vf49rr70Wl1xy\nSaRu0OGG63pra2uH+tRy6OzsxMKFC3HPPffkDGwZjbS2tmL58uWYPn26c58NGzYgmUyiubkZc+bM\nwaxZs5xWZSIIbLpXwzCMkc7KlSvxkY98BJdcckm/z5YtW4aPfexjqK+vx+zZs3Hrrbdmu/4lsXWE\nG4ZhGINDW1sbampqsGLFCsydOzc74EDDRMMwDGOUEwQBtm/fjqqqKkycONE7QrPgPg0btWAYxkhh\npPbmV1ZWYs2aNVi3bh3Wrl2bHSGpMSBLIwgCLF68GFdeeSVWrVo14BM1DMMwjj579uzBddddlxXB\n+vp6TJs2DRUVFdi4cWNO/JBkQKLBPe2bNm3Cq6++OqATNwzDGO0Efw0wHWiJwoIFC9Dc3Ix77rkH\n9957Lzo6OrB7925kMhkA789p097ejqamJpxyyine0XADGj2Vj6fduqcMwxgpFKJ7qq+v74j+Pmqq\no8FiQD6NfDzthmEYhpu4+UkG7NOI6mk3DMMw3ByN7qnBZECiQZ72+fPnY//+/V5Pu2EYhuFmVIhG\nPp52wzAMY+QwINHIx9NuGIZhuImbpVHw3FM2esowjJFCIZrLsHlKwuBTCRwNYpPl1jAMYyQSt4FE\nJhqGYRhDiImGYRiGEZm4iYZluTUMwzAiY5aGYRjGEBI3S8NEwzAMYwgx0TAMwzAiY6JhGIZhRMZE\nwzAMw4hM3ETDRk8ZhmEYkTFLwzAMYwiJm6VhomEYhjGEmGgYhmEYkTHRMAzDMCJjomEYhmFEJm6i\nYaOnDMMwjMiYaBiGYQwhhZy5LwgCLF68GFdeeSVWrVql7nPw4EEsWLAAX/rSl/CDH/wg9HxNNAzD\nMIaQQorGhg0bkEwm0dzcjE2bNuHVV1/tt88jjzyCCy64AI888gheeOEFvP76695jmmgYhmEMIYUU\njW3btqGhoQGtra3YuXMntmzZ0m+f3bt3o7a2FgBQV1eHl156yXtMEw3DMIwhpJCi0dbWhpqaGqxY\nsQJz585FW1tbv30mTpyIHTt2oK+vD1u3bsV7773nPaaJhmEYxhBSaJ/G9u3bUVVVhYkTJ6r7X3XV\nVXjuuedw/fXXo6amBiUlJd5jmmgYhmGMUCorK7FmzRrMnz8f+/fvR3V1db99qqqqsHLlSjz44IOo\nqanB5MmTvcc00TAMwxhCCmlp1NfXY9q0aaioqMDGjRsxZcoU7NmzB9ddd132b7u7uwEABw4cQEtL\nC84880zvMU00DMMwhpBCikZjYyPa29vR1NSE2tpa1NbWoqOjA7t370YmkwEA7NmzB1/60pcwb948\nfO1rX8OYMWO8x0wEBQ5HTCQShTy8YRjGUaMQzeUbb7xxRH9/4oknDtKZRMPSiBiGYQwhcUsjYqJh\nGIYxhMRNNMynYRiGYUTGLA3DMIwhJG6WhomGYRjGEGKiYRiGYUTGRMMwDMOIjImGYRiGEZm4iYaN\nnjIMwzAiY5aGYRjGEBI3S8NEwzAMYwgx0TAMwzAiY6JhGIZhRMZEwzAMw4iMiYZhDCJHM7V+IpHI\nFrkuP8vn/Hx/Iz/T5kvo6+tTt7vOL5FIIJlMeq+Hr8t6PhzpXBD5zg9hDD0mGsawIaxBLrSAUEOb\nTCazxbUedk6aMMhGWtvW29uLvr4+9PX1Zeuu5ZgxY3LOja/Lz/i5+5a+e6w16HSug1V6e3tHnXDE\n7XpNNIxhgauR1T4vFLyxHTNmjLNODazr/LVzj1p6enrQ09OD3t5eZ53EZcyYMSgqKsqeH9XlUp67\nS2iocLQGjW/r7e0NLSQGdB2u/QBkrarRRNyu10TDGHK0t2/fslCENb58Kc/dV+dv8bLbSK5nMhlk\nMhn09PRk61SSySQymUy2G6eoqAhFRUUoLi7OLnmdL+nafIVEhJCNmbZOYqYJnKvQ9VGhe0VdbqMN\nEw3DiIjWQETtyikEyWQy2xBrDS8ti4qKIltGUhxcXUVUT6fT/Up3d3eOdUN+jjFjxqC4uBipVCq7\nlHVap/OW4qfV6TsIX90ncq5SVFSETCaDdDrd75pMNIY/JhrGUcclFmEO20I2KIlEIvvGTW/svEGW\ndX4dYUvZ/eMqiUQC3d3d6OrqQnd3N7q7u1FUVJTTbUSNa29vb1bIUqkUSkpKskutSNHThJDq9D18\nqW0j0eju7s6KQJTiEkHqehttjArR2Lt3Ly677DKceuqpAIAHH3wQqVRqUE/MGJmENQraSCXf6KXB\nhFsasjGWJcwi4p/5fAhyvbOzE6lUCp2dnVnBIMhZ3NPTk/1bblWUlpairKwMpaWl/QoXQk0EeYkq\nGACy4hZW0uk0urq6+vmEuGBoviJj+DFgS6Ourg4/+tGPBvNcjFFKPo7iQjYq3KchG2P55s7PO6zu\ncqZrjnZqyLXGlfwFskupuLgYJSUlKCsryyljx47N1mkf2XWldWe5BEJbdnV1OQtZTVRcgkG+jdEq\nGqPC0gDid6HG0BM24kh+drRFw2VplJSU9Htzj9qVxru9tBFZcjsJAm9A6U2c/AbpdLqfpUHnSGJR\nXl6es5RdWPza5DYeL6Eteb2zszOndHV14fDhw+jq6kJnZ2eOI55bTdzCoOsy0SjMsZcsWYJdu3Zh\nxowZWLBgQb99Dh48iBtvvBG9vb2oqanBsmXLcgZESAYsGq+88gquvPJKTJ06FQsXLhzoYQwjS1i3\nVKEbFe7TkA0xLan4us7kNjkqixe5TYoGb1xJMLilQedKYkZCUVFRgYqKCpSXl6O8vDx7LXzpqkth\n8NUPHz6cUzo7O1FSUpLtZnOJBr8mco6baAw+GzZsQDKZRHNzM+bMmYNZs2Zh8uTJOfs8/vjjmDZt\nGm644QZ8+9vfxv/+7//iggsucB5zQKJxwgkn4Omnn0ZfXx/mzZuHlpYW1NXVDeRQxijBZ2X4Glwp\nGIVqVKhxd1ka9AZPXT4uC0jbHmUIL7c2XBYGOca5taIJHAlFRUUFxo0bh4qKCtXPofk/qOtNEwht\n/dChQ9lSVlaGQ4cOZbu5+LmSYPAgvp6enhwRNNEYfLZt24aGhga0trZi586d2LJlSz/RqKiowKuv\nvgoA6OjoQEVFhfeYRzR6KplMYsqUKdi3b5+JxhCQT3dPPn8bdVTQQPfV6q7oZa0UCukTcBXqnooq\nGlFiJLhPg4sAvYnzQDmKZ+CWBBUSNVpKQeB+DN6g8+eRT8oPHrCnxWHwobYyXkNGg4/WLu9CXndb\nWxtqamqwYsUKzJ07F21tbf32ueSSS/Czn/0MF110EU477TScffbZ3mMOSDRaW1sxYcIE9PX1YcuW\nLfj85z8/kMMYAyCfBjvs7/m2KM7nqI5q7e/Cli4HsRxl5OtrPVJcb+Oym6qkpCSSL4NbSa5rkZ+R\nw5o3tDy1CDUwyWQy2wWliYcUOS4YPCZjzJgxOeet5bvS6rSk8+RDavm6/JxfE782yz1VGIIgwPbt\n21FVVYWJEyeitbW13z6PP/44zjjjDHzjG9/AXXfdhQ0bNgx+99TGjRvR3NyMVCqFiy++GJMmTRrI\nYYwBEtUJ6/tbjpZ/KMq2qHmM5Plp26K+jRdSNGQfvyz8M+16XHVfXIZc591NPOUGb1jpmVEXVBRL\ng1sYZGVoXUJSGGRdrocF8kkxkdHjZmkU1tKorKzEmjVrsG7dOqxduxbV1dX99tm8eTM++9nPAgBm\nzpyJJ554YvBF4/LLL8fll18+kD81joB83vppH+0Y2jGjBJ5FDVKTXR5hjSuJhitSWYtYLgQyLkPG\naPD1fARRiq6vnkqlchpXEg3esJB1onVNcb8LtzR4ihF+L/mz4m/7UZMLuqLBNUtDWk+aII5G4Sjk\nNdfX16O9vR0VFRXYuHEjFi1ahD179mDp0qVYvXo1EokEPvShD+Hll1/GOeecgx07duC4447zHtMi\nwmOI1thob/i0r/xbue7qPonareLax9V4att4YyYjlGUpFDxmQQbAyW38XkZZ+q6db6Pjc7GgRoU/\n56KioqxAcMHg1ga3NLT76LM0ZKZdV91lXbjEwyyN/hTyuhsbG7F+/Xo0NTXhzDPPRG1tLVpaWrB7\n925kMhmkUilcffXVuOWWW/Dkk0+irKwM3/ve97zHTAQFflK+rhIjP/LpLuJ/o9X5etQ4Al+SO61E\nsYR4YykT7sk6T3NRCFy5pny5pzSrzreNo22TcQ48/kGuS8uCr8vtvmG+svCstGH1gwcP4tChQ9kl\nrx88eDBnO12DtuTX193dPajPdTApRHO5efPmI/r7qVOnDtKZRMMsjRgirQut+4jvG1b3pdd21aOk\n5A7rQuNFprRw5XyivE+FIEpSP1pGvbfU7UOE1Xt7e/vFSshnS0NtuUXhqpO14bMcuZBrloavuBIV\ncutCszi4+JilEa/rNtGIEb5G1+VPoL/jS7mNN46y+0LbRo5U7W94cZ2nSzRkagst7UUhRcNnQfF1\nLZ7At+6Lc5CluLi4n9ObP18em+EbEsy7pkpKSvq9XLgsU5dPQwqFSzC0EVS+7iltZJgxvDHRiCma\nUMhAqqhdKJr/QMt+GiVlON/mEwu5LtNZaGkvqBTqfmr31DUIQPt713HlMFVt6Kq2D4CcZ0uCwUVD\nCoSrrnUL8jq3iHyWhpw3I0oqdJdwSMEwR3g8MNGIGVGsDBph5HPM8qXW4Lt8DL5SVFSUjQMg0Yg6\njNc1zFWWQoqG6/66fDJRcQ1d1YrLuqB7mk6nsyOstGhuLdaEhghLtMZKG0ElBUNOqBRlqK02esoV\ngzLaiNt1m2jEkDDB8MVJyCVZGlR8vgXfaCJt6eoK0YRD5kXyLeNG2FzffKlZGPRsMplMTvCfljfK\nlVcqnyjvKJZGPpMu+eI0bMitiYYxQKL4IMJ8CNzv4BINrR7VsohqcVBxWRVanVsSvLuL+xE0X8JQ\nke8/ujZPtrbkjbG2zrfTech8TrzB7u7uzoqGbJxdghE2XSsvcuQUT1xI6dGlU1zzZ5ilER9MNIYB\nsttD6wohZ7FvdBHfFiYU/PhhfgyXzyLMv6E5vV3bZMSyzI46nAQjX3zBcC6RiDK3tnz7p3H3NDse\n9wNJwfCt++b7ltsOHz6cFQtNNKIIB49HiVsDOhjE7ZpNNIYYl49C20ZdE675EHhdHlv7LtoWZdSU\nHD0Vtp8cPeUaNUVFCp+0MoaTYOT7T84T+1FmV9cII18DLbfL9OLk79BeLKLkk6K6zwqS20gguFjw\nWBI+c58UPrM04omJxjBAcxRrPgCe/dRXZEK9MCfvkcZjHEmcBvDB5EfSyiBrRYt0jwuyMeYNvDYl\nqmyYfd1ZsjuquLgY3d3dapdi2GgtaWnI75Z1WvdNwsStjHQ63U8EzafxPnG7ZhONIUazKFxFm6HN\nNb2nq4H2icaRRIb7IsK175XbtCG90tKIo2gAH1gafA4JORUqrWuO57DAuih+Lu77cIkG1V3fpW2X\nU7zybiluaWhdUhan8T5xu24TjWGCNgJKRu+SaPApPfm0njwHUZS3fC4aUfNM+T6TyzB/Cq+7rBsZ\nexJHqFGkRp6LhnxLl42pq5Ht7e1VrUDXffRlrg0L5vOdC4kCFwhZ55aGPJbsnopbAzoYxO2aTTSG\nAZqVob3xk09Dm9ZTzq0Q1Vfis27CLJ+wwoXBtaR6WDT2cLI0EolE6D+6TBEiRzdx4eD+ADkM1zdE\nN0rkOhcN2UC7tmnf5zoH3rXGl1pdXo8JxvvE7bpNNIYYrQHXunoohkJaGjSl5/jx4zFu3LhsiSoY\n0m/iW/r8LdqSro8vtW1RxGk4iUY+gkHrLsEgK4NGH2lv/K5AwHwEPIpo+L5XE7G+vr4cR74s0tEf\nZumMVuGI2zWbaAwDXG/8sqshlUrlpIgoLy/PCsb48eNRWVmJyspKjB8/PpJohI1oOtJC1yavVVuP\nIlZxQBMMLY6CiwYJxsGDB0OtAL7uEn2tHkUYBlLkUFpf4sIogYXG8MdEY4jR/vGltcFHFmmWxvjx\n41FVVZUtlZWVqii4GpUo3UgDWcq66/rlvdC6r4aTpZEvYZbG4cOHs2nEtTdvl/Na3hvffXMJRJhw\nhAmYHEbrq9O9iLIcTcTtmk00hgk+weApPqRPgyyNyspKVFVVobq6GtXV1Xm9hcaF4S4arn9+n0+D\nxzgcPHhQjdAejLfysC4nvh5lpBWPHo8Sz9Hb2zsYt3hEYqJhDAhfWoeoRTYovJHl3Rn0WVzf3qO8\npWrdRGHH1CwmnxUV5Xtc3VO8v59bHZow0LOV9ajk+zvKx9qRw3HNR5E/cbtHJhpDTBSh6O3tRTKZ\nVMe2u/7Zk8lkTj2R+GAOaKrHXTCi9I9HadSJfP01UY7JrQwtKlzGa0S5noFaGmHdTtrLh2+dX5fv\nGHFrFI82cbs/JhrDCE00ent71T7psL5ogsRDNjpxFAzC1YC5Gjr6G/73sh4EgXNkGK8DH1gbUSwb\nrYH1WRr8b1xiMZBGRhMLX931MiO3aUOEzcrIj7jdJxONYYDP2kgkEjkNjmvoo9YtIEuchUIi75P2\n5qyJhrbnkwDmAAAgAElEQVSkuhZgSZ+TYNA2fh5aXTtHbmnIdCLc0pDn5RKQfO9XlO4m3+/H9zvV\nfCImHCMTE41hAv8n5F1LZGVwa8MnHNLSAJDTNTUSugxcjVbYG6+vQQbQLxiO6vQ53Ud+rLA6fyOX\noiHzT/HuKd/5yu/J555F7X6S5+8SsShdXHH+rR0N4nZ/TDSGGNfbmzaMkjeKYd1TLqHwvRnHCfl2\n7EpREdbo8W00Wo0Egz6XGXujCodmabi6pyjIL4plNJB7lW/hfyePIdd9lq4RTiHvUxAEWLJkCXbt\n2oUZM2ZgwYIF/fb593//dzzyyCMAgL179+Lmm2/G7Nmzncc00RhGaKJBuJK8ud7wuHDwOn1PnNEa\nLFdSv3waSbIwKMEftzDIp+FrxF3bXN1TLksj6nHzvWfy3kURUteS6mGWS9x/a0eDQt6jDRs2IJlM\norm5GXPmzMGsWbMwefLknH1mz56dFYn58+fjYx/7mPeYJhrDAJ+1AbgDtHziwf/O1xDEFdkY80aZ\nL7X76hIOmnfCJRi865DOQVvKbUGgd09pgX7y72VdW496v/j5RNkW9dqiirKhU8j7s23bNjQ0NKC1\ntRU7d+7Eli1b+okG0dnZiTfeeAOnnHKK95gmGsMEl4XAcTnE8+meou+KM2GWBp+zwSUUYQ5fIFcw\naNhz1MaVL6N0T5EjnF+jvOYjvWfyOFGEQVuXdZf4xP13drQo5H1qa2tDTU0NVqxYgblz56Ktrc25\n77PPPovzzjsv9JgmGkOMy8rQ0ITCJSAyrmCkvfW5REOmr9BGDPnqVLhgUHGJb5glR9/h6p7ic1H4\nrnew7ttAt7k+8wmKMbQEQYDt27ejqqoKEydORGtrq3PfJ5980uvLIEw0hhGaaPCGyjW3QtjIlZHW\nXeATDJn3yDekVG4jXLnAtJFFVHctuWBoosH9GtzSMEYPhfx/rKysxJo1a7Bu3TqsXbsW1dXV6n59\nfX3YunUr7rzzztBjmmgME+jtli9djY8v8R3NEx51qtYxY8Zkv4Ofi2ubKwGiLPnmtArrIuGfy5Tb\nvPGV21wCoYlHKpXKmavct073gnAlawyCIOe8qGuKp94YCUJuDJxCPvv6+nq0t7ejoqICGzduxKJF\ni7Bnzx4sXboUq1evzv5et27dijPOOCPbHvgw0RgGcKGgdQBZxytZHj7BKCkpQUlJSc5UqXLKT7mN\n1jWBcm3zzeTH6/lev/we37loo460end3d2iXFN/GBcK1pHpYEkgunFI0ZK4maekYo4tCPvvGxkas\nX78eTU1NOPPMM1FbW4uWlhbs3r0bmUwGqVQKwPtdU42NjZGOaaIxTOBv8vxHxIVDikY6nc7pD6cG\njadTjzp/tPSpuNal4MjlQJMgal1oLgc2n4+Cz0stlzSENaovgwsEFSkcVPcJJq8nEomcebKlv4Wf\ngzE6KeSzLyoqwr333puzra6uDhs2bMjZdtttt0U/5mCcmDF4aD8gl3BQY9TZ2Zlt0IqKipBMJnNE\nQy7lNi04y7WNN6j873mXzUDTrWtWgHYOXDB5anE+Cx6tRxELWveJhixyHnPXfN3JZFLtnpKWhjF6\nidsLg4nGEBP1B+PzZ0jBSCQSauPOS09PD4qKinLeeKMU3refSqVyulYSiURO2o1874NsyLVCQ1a1\nme9oyetRLSgSjahFs+Rcll1XV1e/7inqojJLw4gbJhrDDNl4kL+Dgvu07ilqnPjc3L63ZL6dN15a\nTis5Qot8J/zvgA8sDOruGihSILTz0gYA0HSpvJBoRI3T8Imstk27v9o2rXtKS3VijE7i9uxNNIYJ\nmk+DBIPo6+vLGbLZ3d2d01XiEg257Onpya7LBsw1rJfqZWVlOUNZgQ+ywxYVFWVHAw30HkgrQzsP\nzdIgoejo6EB7ezs6Ojr6zYTnGo5MwseFQXbhybq0uGjUGl+n8/aNnjJHuBG3Z2+iMQwgcXD9eOhz\nHlGcTqf7WRg8kpw3YJlMBsXFxdnREj09PUilUv1mXdPWtW1al5Ts6hrIPZANuSZgcgIjbmmQYPCi\niYTP0vD5fviSpt0ly0sWfs5kacjRUyYYBmCiYQwQl3Dw7WRp8DQU3MJwiQa9BfPgNy3thlaX26Rg\ncKe79HEM5B5o/gx5Li6fBlkaBw4cwIEDB9De3h452DEIAtU34fJblJaW9itkhckuPS4Y0qch76kx\n+ojbszfRGEZEsTT4dKGaWNA+JBYlJSVZC4N8EVIMohbe9aQJhtwn32vXRk5JcdNiVLhgtLe348CB\nA3jvvffw3nvvRRYMLhquwgWkrKwsp6TTaaeDm2JHzBFuaMTt2ZtoDFM0i4N3T3HBAJDTyGYymaxY\nUJ2/2VI3EjVa1JDxBk1uo2GiwAeCMWbMmKxgyLQdR3LdLsGQ/hzN0uCisX///kEVDV7Gjh2rdjlp\nlkPYkNu4NRrG4BK352+iESO0BrWnpycnqR7f17U/NXKpVCrnDVkKh9zW29urRpq73sblJFK+dWkp\n8S44qtP64cOHs8F7WtePTM8RpbjumQxWpH3IpyS7B+Vz6unpyY7kovPWxCZuDYcxejHRiBmyQdJ8\nGi6x4I0xOcelr8PXdcVFg4uHywfAE/5pdb7UREPLJ9Xd3Z0N3CPh4G/xXDDIIa8JhO/+0t/ygEog\nN68UnR8fsQag3z3v7u7OWkEUdEjCQedrAX6jm7i9MJhoxAgpBslkEj09PTlv71FEI51O58QT+Bzg\n/LO+vr7Q9CT8M55OQy6DIMgGAnLR4M5+Od8Ej4An0dB8BbwR1sTCJR7aCCuXpUF+Jfk5v+d0DWRl\nmKVhaMTt2ZtoxAjemHHR4LhGHtGQWxKKdDqdbeBdQ2u14beu7iltuKpMqUEiQZk0Xd1TfGgtzzHF\nfRi8e4re2l1Bc7L7id/PsPus5dEKgvcz7fq61/j5k8hxseOiYX6N0U3cnr2JRszQ+txdn1EDRjEU\nmUxGbeC1eAhXCUufEZYkkZA5qnzdUyQWssj4BxkDoYkGX7ruL+/a0qwM3s3mOncu0FzgzNIwJHF7\n9iYaMUKKgms7FwpqrHkwIC80uRB/Q9fq1LBpVoSvq4oSGsq3fBIN3pCHiQZ18XCfBvd5yO4pn2Bo\nAqJ1T8nt5OuQo9bou7kVRwJK58jPlVtHZmmMbuL27COJxosvvoiFCxdi0aJFmDVrFpYsWYJdu3Zh\nxowZWLBgQaHP0fgrsjEjeHcU+Q1IMMKysJKloeV4ktukT8OXZoMfVwsIpK4qn2hw4dAy2Gqjp7SR\nU3R8fh+j3GM+lwltTyQSOdvonEmkpTiPGTNGHQWmDb01jDgQKhqtra1Yvnw5pk+fDgDYsGEDkskk\nmpubMWfOHMyaNQuTJ08u9Hkaf0WKBnWXcD8HFw6q8yK3SR+I9ItI0XBZFLKuCQalHZExCmGWRldX\nVzYeg4+cyidoToqFz6cBIOvT4GLBLSQ6XxIGeZ/pXoeNTDNLY3QTt2cfKhoTJkzAQw89hJUrVwIA\ntm3bhoaGBrS2tmLnzp3YsmWLicZRQnaZ8K4SbV7rKJMEkeDISGxtWxDkZoLlIqGJBm+0+XlxQZHX\npokGzzEV1j0lrRvXKCnX/eV1V2wJ3Xcu0q5C+/u6/0w0Rjdxe/Z5+zT279+P6upqrFixAnPnzkVb\nW1shzstQ4G/AAHK6SmTjpsVHuLZxcfAtuU8jzI9BoiHPh3ed+bqn5Ogp6p4iS4OLhpZ23CcaUe4x\n1V3zgGtBiq4i76GrboxO4vbs8xaNvr4+7NixA1VVVZg4cSJaW1sLcV6Gg6gNjG/ualnXGjBXo6aN\nlnJNUiTPQ/pQonRP8SlteayDK05jMNJzRPV/GMZgELffWN7zclZWVmLNmjWYP39+1uowhi9SBLgY\naF1RssjjUF07tmaZ+ApHExc+dwWlIufpyHmAIvchyChtwxjORPlfifp/dDTI29Kor69He3s7Kioq\nsHHjRixatKgQ52UUAF9fftQfZj7CoYmHCykYJBo8W29paSkymUz2e7l/gIIX5WRUhmEMLpFEY8GC\nBWhpaUEqlcLs2bPR0dGBpqYm1NfXo7a2ttDnaAyAfN5A8n2DcQlGFOHRLBYgVzS4pcGtDPJ1BMEH\nGX9pG09dIlN7GMZwJm7dU5FEY9WqVYU+D+MooP04NQHgn4VZJ3I9rHvKdS5ydBUXDTkXCA+mIwc4\njz0xS8OIE4UUjSAIIsXVPf3001i1ahV6enrwL//yLzjllFOcx7SI8FEA/SjDppTVrAH+976/c3VT\n+Y4rj00xHJqloeXF4g5znqbcRMOIE4UUjShxdZlMBt/97nfxb//2bxg7dizS6bT3mCYaI5wgyJ1G\nltflZ64l35fqUUoUBzshh+VyJ7gcRitHWPERW1qqeMMYzhTyNxolrm7btm04++yzMXbsWABAKpXy\nHtNEYwTDRSHMytCWWt3VxRVmaWgWhsunwbunaLIoLho88I9GUPHuKRlHIa/DMIYThfxttrW1oaam\nxhtX9+qrr+Ldd9/F3Llzcfzxx+Pb3/62VzjyHnJrxJOw0U5RHdb8eFG7pqJaGtqQWzl6qqysTB12\nyx3hWveUdVcZo5EgCLB9+/ZsXJ32v5dOp9HR0YGf/vSnOO644/DLX/7Se0wTjRGOJgRRCv977Ziy\nHlUwXEQZPVVWVpYtJByya8rnCDfhMIYj+fxf5vM/BUSLq6uoqMC5554LADjnnHOwZ88e7zFNNEYJ\nhfhB+sTI58/Qjq2NnuIjpyiwjwSjtLQ0+zkXDnOEG3GjkKJRX1+PadOmZePqpkyZgj179uC6667L\n/m1dXR3+8Ic/AAD++Mc/4qSTTvIe00RjlJLvj0/7e34c1zG1bi95DKC/pcEd4SQc3NLQuqc0n4bE\nxMQYbhRSNBobG9He3o6mpibU1taitrYWHR0d2L17dzZQ9m/+5m8wadIkfPnLX8a2bdtw2WWXeY9p\njnAjL8iK0LLR8jkktIR+fHQU74IqKirqNyER/TNwHwdt52LiKrQPnbMmbrJuGENBIX9/RUVFuPfe\ne3O21dXVYcOGDTnbbrnllujHHIwTM0YPPHUHBdaRYPCuIdkYS0tCzvgnkw3S31DsBh0rkUiECgZZ\nISUlJc6MsrROmHAYQ0XcfnsmGkZeUGPL05fLwDraD0C/VOzSyuBTwspZ9/iER0VFRdl1bkmEFd/8\nIABsLgvDyBMTDSMvXN1T3PnM3+I1seAjo9LpdLZxlw06/T2Q6yiXXVC+ok1hK6/HggCNoSRuvz0T\nDSMvuGi4ssrS5zwtiMvBTcJBx+a+BjomfUcQBNljuHwYmmhQSSQS6O3tzbkWc4wbQ42JhjGikZZG\nOp3ONrz0Rk9dVyQa2qgo2cjLCG5ackuDcPkxXKJBc6XzUVXcr2HCYQwlJhrGiCYIctOSyy4p3m3F\nYy5k7EUqlUJ3dzdKSkqQyWT6zXEO5PpD+DKKhUGFzpELA3eGm2AYQ42JhjGi4Y5wKRg88yzNpicF\ngyyCkpKS7HSu6XQ6xyIBkF1KnwiJhhQLuU7fI7vO6Fy55WHCYQwlJhrGiIZbFABynMwkGCQWvu4o\nivIm0SBhAT7IxCtzUfEurigjp0pKSvoJAne289FehmFEw0TDyAs+MooLCDXA1MhT1xQF72nJB7u7\nu5FOp5HJZHLiMPr6+nIiuzWLxeXTkL4Nft50vmPGjMmes1kaxlBjloYxouFBcuRE1koymeyXBkQK\nBhUaPcUtCx7noc2xIbukXNYHnTOV3t7erMXCu9gMY6gw0TBGNFF/4K5UI11dXTh8+HC/JIMkKHzC\nJYKsDRIrEhceIMgTGpaXl2dTkpCznb5f1vk2eX2+fFmuvFpHks/LGJ3E7XdiomEcMa4fPTnHpWik\nUqlsVxO96ZeWlmbzT0nRIIHg0dvc18ETGvJ5xAFkv5c73fk6r0cRAN7NJQMSXeuG4SNuvxETDWPA\ncD8EXyd4ECAXDZmRFnh/nmI+Ox/wQdcU5abin5H1wX0lJBqUiiSRSISKBi9heaqkYND58pxZFERI\n9yNuDYJx9Inbb8REwxgQPMaBN+T8H4C6pygIsLu7OzsUlw+F5Q2wFAVuTXAx0CwNLhjA+6LjEwm5\nXbMWXHW6NrlMJBLo6enplxDRMEYKJhrGEeHL3cQtDZkNlxzm5JyWgiEnY9KsEC4apaWlquj4REN+\nJpMbSouCF+p2o2hzLW7FnOxGFMzSMEY8XChcS6C/T4MsDDoGCQa9mRNytJSca0Puw7PjSie5Syxc\nouHqcpJLikehyHftukw0jCiYaBijiiiWBnVPaZlwSVQA9GvwZbcTHz3FfRo8M26+okHCQT6VqKW7\nu7vf1LIybsVEw4iCiYYxKoji0+Bv5bJxlcNxeRAfFwwK/tO6p2hEFU/DLv0cUUSDistPwXNt8QSI\nLsEw0TDywUTDGDWEjZ6SGWZpH81Bzn0YJBqUZoQPxdV8GrROx6BEhSRI+YqGVuRn8ppkIkcTDSMq\nJhrGqMMXp0GWhvRhUINOIsF9GDLNiNY9xZMbcgHhb/u9vb15iQZPuMgFgq9TXUuxTvvwFCiGMdIw\n0TAKAm9IZcOayWRyYjXIwqCo8LKyMpSVlWV9DdwRzn0X1DjzaHG5jCoY9D30Xa517oNxXZfsujIM\nH2ZpGMZfkcFxPDcVn0EPQLarKp1Oo6urC11dXejs7MThw4ezYkKR5PI7NHgOLG6F8P3559yfQqnd\nXVYGWRM8OSMvMg9XPilHtOuJW6Ni5Efcnq+JhlFwNPGQ8FiO7u7uHMGQear4hEzaJE3yM7JEuODw\nOcd5AsOenp7sMF6Xf4NEg4RGiob8fhkcqAUM8mBAKSB8gEHcGhgjnEI+0yAIsGTJEuzatQszZszA\nggUL+u2zd+9eXHbZZTj11FMBAA8++GBOhmiJiYZRUHhjR4LBu5gIl6VBGWxJNLR5x6nISZykMEgr\nQ1oavtFScqlZGDLVOtVlgKBWl3OXa0OZfcObjfhSyOe5YcMGJJNJNDc3Y86cOZg1axYmT57cb7+6\nujr86Ec/inRMEw2j4EhLQ34GQE1s2NnZ2c/KAJAzTwcfccVHUtGSCwmgWxhFRUWRYjO4oEjRkF1S\n9F3UFcf/lpdkMtmvq052WWn3yxg5FPKZbtu2DQ0NDWhtbcXOnTuxZcsWVTTyOQcTDaNgyD57TTCo\nkGjw7ikSApmrSpvqVaYPobqcmY839L29vTmC4YsEl3XeFeYTDQDOYbtyFJZ2z6R4mGgY+dDW1oaa\nmhqsWLECc+fORVtbm7rfK6+8giuvvBJTp07FwoULvcc00TAKChcM6t+n7clkMvs5j6no6urKWhhy\n+GpfX1/OZE48jTo14jyWg0NdRdzPETXXlNwe5gCn7wM+sKL46CtthFUUi8wVE2PEl0L7NLZv346q\nqipMnDgRra2t/fY54YQT8PTTT6Ovrw/z5s1DS0sL6urqnMc00TAKDs9FRcIhc1XJ7ilpYdB+fX19\nKC0tdQ7BpVFStI13VUnHszZEN2xuDKprlgZ9p3T085gUnk6Fj6yiY2p1Oi6/l8bIoZDPtLKyEmvW\nrMG6deuwdu1aVFdXO/dNJpOYMmUK9u3bZ6JhDA3aP4Mcekv78e4pbb4N+lsKFuQNv8xDxd/KeePM\nrRCt+0cTE1nXhg9ro8H4tXd3d+c467kFxIMeecS7HGmmJYQ0RgaFfJ719fVob29HRUUFNm7ciEWL\nFmHPnj1YunQpVq9ejUQigdbWVkyYMAF9fX3YsmULPv/5z3uPaaJhFBzeEGrdN65suDxzrJzDQhMM\nGioru6d8/5TSXxAlnoJfh080qHDB0CLJ+bzlZFmQYHDLzARjZFLIZ9rY2Ij169ejqakJZ555Jmpr\na9HS0oLdu3cjk8kglUph48aNaG5uRiqVwsUXX4xJkyZ5j2miYRQU+Q9BDS4nkUhkBUN293B/Ag3L\n1bqkKEGh9HFIgfIttVgIuY0a+zDnN4eLoEs0KF+VRLPMjJFFIUWjqKgI9957b862uro6bNiwIbt+\n+eWX4/LLL49+zME6OcPwETYCSDqICd6okrAAufmmKF+VTGooA/14cTX6Ua9F82G4rBMZv8F9IzLu\nQ36HPDezOIyhxkTDGBZoDSkXEd6g0jBb7vsg/4d8g+d/r414kl1hPkuE16Voueb+AJATD+IKSqTj\nRZ3Pg9837V4a8SFuz8tEwxg28MbelVY9CAJn/AYXHurKkokReWMtP9MsEl/RrB1t6loehKh9L6+H\npWbXrBp+/+T9NIY/cXtOJhrGsEBaCLyRlLEMPEJcdunwv6Wsszx63FXnjmc5lNZliZBokKWhCQbN\n8eESK2lpuLLqZjKZfuIpHfbyflo3VjyI2zMy0TCGBTImQgoGFxUtfoM+4xlpu7u7s11ZPIeVViff\ng9Z9RdCQXW5pcAHS/Ck8qaFLKHjhMR207vKHuEZ58XtqDH/i9pxMNIxhA7c0XIJBgW++EVZ8RkDy\nNWjLVCqVEyDIG3EpGEDuyCiZuyqVSjkFg0QjzKeRTCb7BQG6RlxpwuG7r8bwJW7Px0TDGBZIRzjf\nLrutZIQ4bdcSHpaWlqK0tDSbdqSkpASZTCbrf+CNLp9zXM7bwS0aWich4Ck/aBgw77bSfBmuIqPh\neayJdPAnEol+QYj8vhlGIYgkGi+++CIWLlyIRYsWob6+Pq/c64YRBa3ho+3UJUWji/h2GcPBRYME\ng2YCTKfTKCsry4m+5iJAYiEbXPqM+0+kNUHwLquenh6kUqlQ60IbzeWytPgQXZ7HS+b2srQj8SFu\nzyhUNFpbW7F8+XJMnz49uy2f3OuGERXtbZkaQz58VmtEuZVBWXJLSkowduzYnCldtSGx8rgcEgzZ\nFUQWhTwGiQWfyMklEpqAuPJtcQe/FtMBfBAISOcXt8ZotBK35xQqGhMmTMBDDz2ElStXZrfF7SKN\n4Q8XDC4WMhCPJ/LTBCOVSqGrqyvrs+ju7s4KhszvBOT6JqRo8JFTrs9oqC6Ps6AcWDxFiOb0dgkI\nhwsGdcHJ/WTUuP1/xou4Pa8B+TTyyb1uGFHgb8vAB2/4VOdv0FIsaCSUVrq7u3MsDDnCiTur+XYu\nGNQVpPk0uJCRmMkhsb6htnJdDi+WVgaP99Ci2GUkuYnI8Cduzydv0cg397phRCXKSCAA/eIwXKW4\nuDinO4oadC0wr7i4GEBuZlyfYPBlGDLy3FUn0ZDdbxSnwQWDO8j5/ePDgo14MOJFg0gmo+VeN4zB\nhr/Fy0mSZDAgdVvxQD4tkry3t7ffcFxZ+GeuHFZaTisuEHQOPBiQ+1f4EGCO5g+RswHKmQHp2gxj\nMMlbNPLNvW4YhUAKBwkGH10FIMff4Uo7Qm/zmmjwdV7XYjp4nZb0XXwfcpLLEVxkJQC6xcO7uYqL\ni7MWiCzcYjGLY/gTN2GPJBoLFixAS0tL9u1owoQJKC4ujpR73TAKhXQA8/gOgkdYa8FyfC4Pn0jI\nOrcaZAmCIPt9QK6PhOYk5xNG8S4z6WyXlgr/XhJDGh3GRYqGKWv3xBhejEjRWLVqVaHPwzAiIx3N\nXDzkPnxiJxn7wH0jPtHQIsllOhIqWlS4tBYoIFDuq8WByK4tbmnQXOpkRXF/iExwaAxfRqRoGMZw\nQwoGH65LI5ZINORII96o8jxVJSUl/UQjiojw6HIgdzgurUvnuyYuXNg0HwaJBhcpOZKKW0+uEVbG\n8MJEwzAKjGZpaNuTyWROdlhAn9SJ56jSBEHbVlpaikwmg9LS0n6zBfqEQYv14BYIH8Yru6N4kkWy\ncrifRna3mWjEAxMNwzhKSMGQ8RJa3AOPeeBpR2g+DJdoyHUZXQ7kzibIt/PPXIGFFElO5ywd31w0\nSDikhSHFUHZ5GcZgYKJhxBLe+FIXFTmUaSlTksgsuLyLRxMN37o2tSwfHaX5LMhBTl1Q5KjmIuNy\neksro6SkpJ9IcsHwBQAawwuzNAyjwMh/MhkFzR3jslHlXTfcsUyxE1wcfMIhRYH7GjRBoX20dCh0\nLBINKRiaaHR3dwP4IK6D+2b4JFUmGsMfEw3DOArQP5ovSpsnG+SJ/lyxFT6RkEXreqJGXXZbcZHg\niQ55oWuRsRjSuqAhtt3d3TndbWRh0IgqszTiQyFFIwgCLFmyBLt27cKMGTOwYMEC574bN27EP/zD\nP2DHjh3eY5poGLFFptDQoPgNmStKW/I5N7jDm9dJNIDczLb09l9aWoqenp5+lkjUxlsKRnFxMdLp\nNFKpFNLpNEpKSrKiwX0YlN2XHOTadLjG8KSQorFhwwYkk0k0Nzdjzpw5mDVrFiZPnqzuu3r1ahx3\n3HGhxzTRMEY83NdB6wBy5qAgq0RLZQ58YMGQ5ZJKpVBaWprNoEuOcZl6XY6WCsMX0CeTIco0J3Jk\nFY8jkdfuWhpHn0Le+23btqGhoQGtra3YuXMntmzZoorGb37zG5x11llobW0NPaaJhjEqcFklJBgk\nHvT2znNI8b8j0aCuIp56XUuOKM9hoMLBJ4ii47pyZGlFdodpRct5ZcSbtrY21NTUYMWKFZg7dy7a\n2tr67RMEAX7605/i/vvvx+OPPx56TBMNY9ShvdnxuS94NDUf0spFQwqGTL+uiQYdxyccUdKyE9yS\nCBMN7mzndS4WlkZ9aCi0T2P79u2oqqrCxIkTVUti/fr1OP/881FRURHpmNbhaYxoorxhc0GQkeLk\nYCYnMy8875Ora8olHD5ciQrJVxGlO0rbxkdjyYmgzGE+dOTzG9WKj8rKSqxZswbz58/H/v37UV1d\n3W+fP/7xj3jmmWdwzTXX4M0338RNN93kPaZZGsaow9WQu9Kr89TrVLhokLiQ4EhLQ7MuXBaHFAwa\nUUWfAcg28i7hkIJBlga3gngiQz5k2SyNo08h73l9fT3a29tRUVGBjRs3YtGiRdizZw+WLl2K1atX\nI5FI4Otf/3p2/8bGRixfvtx7TLM0jFGDHN7KLQwuGjKymkeOd3V1obOzs5+lwYVD82nk0zC45uDQ\novyXllIAACAASURBVMKjFv532pSzZmkMHYW0NBobG9He3o6mpibU1taitrYWHR0d2L17NzKZTL/9\no/wOzNIwRgVyBJW2nd62e3p6cvr/SUiokS0qKlJ9GtwS0f6hpXWhWRtyHg05+ooLirQmZJ0X6aPh\n56BlCTaOHoW0NIqKinDvvffmbKurq8OGDRvU/Z988snwYw7GiRnGcEYKg+ufVCY+pBFVyWQSvb29\nOXmhyNLgc5Bro6eijpgiSBTkNhoSTOc0ZsyYSMNtaRsXI35fSIBs5JQRFRMNY1TgEwz6jDf0/O2b\nD7+lRpZbGnLIrc+nEUVE+HfJdW4Bya4qn2PcNxJMG15sHD3i5kcy0TBGDb5/Tt6Yk2AAudHc/G1d\nc4STteHyaWjCIUWEO7u50PHkhHSO+fg0pGD4HP/G0cVEwzBiguZziIIUDTnk1uXTiIrMo8UtFn6u\nWveUy6dBfyMFgzvCTTiGBhMNwzhKaG/oWt1nNWh1eRzteOPHj8e4ceNQXl6OsWPH5uSs4pMj5XOu\nhDbKS9Z51l5ZyOohC4hbQVoXmisQ0Tg6xO3em2gYsUQ6dn3r0ich63yb6xiyVFVVqcKhiUY+b/BR\nh1lqosFFgnebufJjSasobo3XSCFu991Ew4gdvsZcCoCca1ube1t20WjHkMerrKzMCkZ5eTnKysqy\nlgZPS64NqY2CjCGRdR5L4ioyhkRaG+R7MUvDyAcTDSOWuKwFuZRzZvjWeeECoYlPZWUlxo8fj4qK\nCowdOxZlZWXZLiqte4rO2bdOaEGHsh7WPSXFQ7MwoqQ8MQpP3O67iYYRW3zWBG3ns/PxNOPaUrM+\nXFYJWRoVFRVZS4N3T9F8FnSe2rlraN1QWuE5snwWhzYc2CyN4UXc7r2JhhE7XN1PsrGXKTh4Kg5t\nu2tGP23Gv/Hjx+f4NHj3FLc08hEMQhMNnjNKS6zosjBoKa0LszSGD3G77yYaRiyRXVGuqVx5hlce\nDKdt491VvlJUVISKioqspcG7p6RPQzvvKGjdU7yhjzJiivs1pPjIEreGayQRt3tvomHEDp+loTXw\nWtpwLbbB13Ult5EDnDvCXaOn6Jyj4Oqekr6IMF8Gd4BnMpl+AiHXzdIYOuJ23000jFgSJhzUwLuC\n3agriRety0rrwiouLkZZWVnWwqA6zR/OfRoDCZjz+TRc4sFHSGmWhjYCS64bRhRMNIzY4hMM3sCT\ncFCj7iqaz0OrFxcXo6SkJOvHKC0tzRaXpZEvLn+GJhR8OK3Lp0HHjBI4aBxd4nbfTTSM2KHFZ2hd\nU5pg0LBYvuRDZX0+EL6dWytyGebT0BoJ2u4K5AvrngobPQW4J58yhpa4PQMTDeOoEJZGI0okNn3G\nG++wpWZRkEjIIv/eZ2lwv4g2hSo/b5kzSkPu4wruczmzXYLj+s64NVQjmbg9CxMNo6BEzfsku5q0\n+Avals+IKG5lhNVd/gtt6K78Tm0mvIH6M2jpi9VwjYLSBMQY3sTtGZloGAXHl/aDdy+FxUhQXY6G\n8hWX01tziPtGT3EhkcIh4zyoAPk1CJpguKLDw6yMKN9jDA/i9jxMNIyCEZYTitfzabDlxEOuum8q\nVK0eFpsh17XAQHmd+RKWpFATjHzEI24NlDH8MNEwCoomFFpuJ5fvQNuWjxBooqLNeFdcXBzZ0gmL\n58h3qK3Pz+FLJaKJh/Rj+PwaxvAgbs/GRMMoOFGyzhYVFfVr2H2NPzmuw2ask74O2a0k/RK+fFNa\nEKEr8WEUS8NlCbgc4S5nuLZfmCPcGD7E7fmYaBgFwycWsjGWFoT0N2h+CblNW88n91RUR7x2DfJ6\nuKM/ajdRmE8jzNIw53c8idvzMtEwCoo234WWJ0rGP/iGxmojn+RSxkxojmxZl34WV7daWNp013Db\nfIjqBD9Sp7gx9BTyGQVBgCVLlmDXrl2YMWMGFixY0G+fXbt24Vvf+haKiopw3HHH4e6770ZRkVsa\nTDSMguNL90FdU9Q9xQWDR1zzuk9E5HaXE1tzdkcZ5UUWhBQHzdnvQjYSrhgNn6Uhu6dMLOJLIZ/V\nhg0bkEwm0dzcjDlz5mDWrFmYPHlyzj4nnngimpubkUgksHjxYrzwwgs499xzncc00TAKhtaounwD\nvHuKRIJKaWlpdjpVEg+fJcLn63b5H7Q6nfNAl67P8sXn14jqDDfhMABg27ZtaGhoQGtrK3bu3Ikt\nW7b0E42SkhIA7//u9u/fj5qaGu8xTTSMgqJ18UjB4JYGWQ1cOMaOHZstfIY8LhpaepCSkhKvQ1tu\nL8S1+6wKuS4beq1rKggCZ0S4lnzQhGP4U8hn1NbWhpqaGqxYsQJz585FW1ubut9zzz2Hb3/726ir\nq8Opp57qPaaJhqHiyptEy7DobgBep7N0THPLQmaQlesu3wbPVCtHM7nKQGMqfENatc9cI5ykFUFZ\nadPpNLq7u53r3d3dOHDgAA4ePIhDhw7h8OHD6Orqyu6TyWTQ29trohEDCu3T2L59O6qqqjBx4kS0\ntraq+5133nn49a9/jYULF2Lz5s2YOnWq85gmGkYW3nBqXSy+eAvts7Ahrnx4LVkWcqltizK8VhvN\ndCRBdxzfKCdtuyv1h7buEghZ7+7uRkdHB9rb29HR0YFDhw6hs7Mz+zmf0tUY3hRSNCorK7FmzRqs\nW7cOa9euRXV1tXf/6dOn46WXXjLRMMKJ2kefT3ePFlTnWufpxWWhNOTcV6Edy2VlaE7qIxWPsFgK\nXtcy1LrWpTBoS6ofPHgwx9Lo7OxEV1eXWRoxo5DPqL6+Hu3t7aioqMDGjRuxaNEi7NmzB0uXLsXq\n1auRSCTw2muv4cQTT0QymcTWrVtx4YUXeo9pomFkcXU18W2+VBvSV6FZAq5tmj/CVfclK/Sl9dC6\no45UODSfg/Q18Pku5PSsclsU0aDloUOHsoLhsjRMNIY/hXxGjY2NWL9+PZqamnDmmWeitrYWLS0t\n2L17NzKZDFKpFH73u9/hpptuQnl5OT760Y9i5syZ3mMmggL/qo60K8AoPD6xkMUX7yBzMoUF6fni\nK3xxGVF9JRSwFzY0lrZFJWwUk+x20qZfdU3NqgmEq97Z2ekt3PowBodCNJef/exnj+jv169fP0hn\nEg2zNIwsURpWKQy+nFFhM+VJYYhaeBeUlvuJ1/OJvcgXzWfBZ9njfgrp1PY5u13Coa2T81surXsq\nPsTtGYWKxo4dO3DnnXcikUjg5JNPxh133IH/9//+nzfC0IgnWmMqu3d4wxyWDJD7JOQsedqseVp2\nWi0PVZT8TzJx4GA6wgG3YGhFCgJv3OV6mEho/g1ZqOvLHOHxYMSJRnl5OVatWoVx48Zh8eLFuO++\n+0IjDI34oTWu2igpTTB8c1WQAzushE2mxLeHOeB54dek1Y8E1wgp6eCmbqeurq6cQl1HvIQJBv+M\nxIHPE86XZmnEg7g9o1DROOmkk7L1srIyPPXUU5g/fz7eeustZ4ShEU9cloYmGprPQvogtGGzrnqU\npIK0zTXMVxM6ui6+dG0bCD7BoEKNPwmFy/fQ2dmJdDqdHQHlEgwqPuuGd5UZw5sRJxpEJpPBb3/7\nW5x11lmorq7GypUrvRGGRnzQRhS5/Bla2g/X/NthQXq8HmXyJVryc3TVNYGQ13wk+HJCyRFSUjQO\nHz6cU2gE1OHDh0OFghc5ess1mssY3sTtGUUWjVWrVuHSSy/FG2+8gR07doRGGBrxRFoYWjcQf/OX\nqT944ek/SCDkNtoedRgv5Yga7GseCLJ7SrM0aHSUFA4aLiuLJg6y24qKYQwFkUTjpZdewrPPPovm\n5mb867/+a14RhkZhcTV4rjdtre7L/Co/485rrc7XZWoQLUBPfq9r/oqBOrFd6T5caT98he/jGj6r\nFWlNyHXqmtJ8FuSbkFltjZFD3J5nqGik02ncfvvtuPvuu5FMJtUIQ+PoEtY37+u24XVa9/kP5DZf\n0J1W16K7tZQf2qgnzS+RD1HFgPaLMl8Fj73wxVvwbT4fBq2TI5yPgOIBgCQalr125BG35xkqGk88\n8QT27t2LO+64AwAwd+5ctLe3o6mpCfX19aitrS34SRof4HLu5hOgJ0s+6T7C5rAIK1w4XILhsi4G\nKhxaag+tHuZQ5utcJORS1rVRUnwb1Sm+wiUYJhojk7g9T4sIjxk+p7VcjzrCKOrUqb5Ibm0Z9TgU\ne+HqmtKG0UbB5ax2bZNpPeQoKC3lB/dZuLb54jJkXQ6bdQ2p7enpKcjvy/BTiOaysbHxiP7+qaee\nGqQziYZFhMcYn/Wg+QRcjbI2oZFrPSxam+/jCtCjujbVqsuXMVC0WApfug/ZQMsindtSJFzbfWnO\n+bomWGZpjGzi9jxNNGJEmEBo8RVRAuCk/4EH5MngPC35oAzy46IgU4vIJYmGzzIaDOHgFkZYl5NP\nDFwC4YvSjuL34E5vmQWXn2/cGhhj5GGiEUN8gkHrXCA0nwHfpo12csVTRPV9SFHwxWCE5Yg6EsKi\ntvkQWVeCQNd62NwXtB6W4VbzX0hRM0tj5BK352miETNczm5Xyg9fbiYqXDQodqK8vFyta6k9XGk/\nouaI4vNza4JxpAKiTYTE3+i1yG2e9kOmAHHlgHJt982fIdejjNyKWyNj+Inb8zTRiCE+4dBEw1co\nGy0XjfLyclRUVKC8vLxfPay7iVsYWleYq+tMXpe2HAhR8kPJuSz4qCYa2STrUa2SdDqtigHfJi2J\nsJFexsgibs/URCOm+PwXvHvKlUKcL6VoVFRUYNy4caioqOhXjzLfN/dTRC3y2nzr+eISDTlCyZXu\nQ6tHTSxI6T60Gf5c22R8iVY3Rg5xe54mGjEiagOsCYY2SRIVzdIoLy/HuHHjMG7cOIwfPz5bd+WF\n0uqFuP588QkGtzJ8osFnx6O6L72H/Eyej2/dGH3E7TdgonGU0d6itZFC2nY5+klzbGtioQkGX5fW\nBPkwXCk/+DDZwYrgDkv3IdN+RC2+9B5yJBNP8yETC0aN3I4SvR23RsIwOCYaBYY3ni7BkA3wYCyj\nWgRFRUVZy4IXGjFFw2y1PFFhEdxRySfdR9RgPRl7ETb0Vab7cKUx5/Nwa8Jh6T6MfInb78REo4D4\nHLrceohiDZBj2TX6SNZ9YiGP68o+Ky2NwRYLjuzj9zmFfek95PawFB/8c5nqw1e0oD/p8DYrw4hC\n3H4TJhoFQhMMbRs14K6hrLzkkz48SnwELeWESDxmQ3ZPuYIEB1s4fEX6JHzrMqWHL+1HFP+ETPch\nYyyoaJZG3BoH4+gQt9+FiUYBccUZSD8FnwXPlbNJJvhzDZ+NKhx8ydOZy7Qh1D3lG0Y7GMKhCYYM\ndOOC4Ur3IT/TIrld9bDobhl7oRUthXncGgXj6BK334eJRoHxDTGlt3ayJLQGmzfkXBTyqcul3BaW\nQ4p3T2nxFoMdva11OfFt+QhBlLxQUbuw+LovWM8Ew8iHQv5GgiDAkiVLsGvXLsyYMQMLFizot8+O\nHTtw5513IpFI4OSTT8add97pPaaJRgHIJz5BNtza5EW0LWp3U1QR0brGfF1lRUX++bmPNGpbszS0\nhpm/9WvBdFqqj7DiyiSrZZzt6elx5rCyyG1jOLFhwwYkk0k0Nzdjzpw5mDVrFiZPnpyzT3l5OVat\nWoVx48Zh8eLF2LJlC84++2znMU00jhKuIbW84fal8ygrK4vsMPd1VfmEJOzYMmCPIrkLIRxa1LZM\n9+FL+UHLfISD+0Nkllm5jJLqw0TDiEIhfyfbtm1DQ0MDWltbsXPnTmzZsqWfaJx00knZellZGQ4d\nOuQ9polGAXFZFzLVB1kaJBo8wI6n8KCuLFeQnmzsNfFwbZNDdl3DeV2O/cGO2qaiJfYj0dAmMuJD\nZkk0wtKSU5GWQ5g14Uv1YZaGEZVC/k7a2tpQU1ODFStWYO7cuWhra3Pum8lk8Nvf/hY33XST95gm\nGgVCi89wdU9xnwZZGiQYFIntSuGhTcvqsjZcoqF1Nbmy5/quT9bzxWdp8O4jmR+KB9/JZVgmWl7X\nYj5c61FSfZhoGFEotE9j+/btqKqqwsSJE9Ha2urcd9WqVbj00ksxbtw47zFNNAqMz8qQlgb3afAc\nUJTGQ4qEliTQFYTnszIKcc354vJpaF1TUdJ90DaX/0Nbao2+KyeUYQwWhfw9VVZWYs2aNVi3bh3W\nrl2L6upqdb+XXnoJzz77LJqbm0OPaaKB8CA8WoYV2s83LFUWsiS4RTFu3LicdOQ0iiqsS8oXCCit\niiON3o6yT1jDy0vYqCZewpIJ8u4pmm7VNfe2jOB2nWM+128Y+VDI31R9fT3a29tRUVGBjRs3YtGi\nRdizZw+WLl2K1atXI5FIIJ1O4/bbb8fdd9+d9VP6GPWiEVUM8hECWWQwHF+nfE887xOJRnl5eU6Q\nnW+klPRlyO85UrEIQ/vhR0n3QduidB9R3ZXqQ66TWGg5ojTfhM+aMLEw4khjYyPWr1+PpqYmnHnm\nmaitrUVLSwt2796NTCaDVCqFJ554Anv37sUdd9wBAPj7v/97XHjhhc5jJoIC/zcMduM0mIT15fO6\nL6guSnoP11Lme3LlgSJHeFQHdxTBovWoREmLwdddqT40B3PUVOP5pPvgFkZYEGAmk+knGJqImHiM\nbgrx/KdMmXJEf/+73/1ukM4kGmZpMIGQ/ga+zeVodo1a8okKLzLvEznB5TSrJSUl3uNpwhUWtT0Y\nI558dZmK3DecVabrkMNnw1KRa2k/yMLQorZdMRUmDsbRJm6/tVEtGtJB7XsjjzK9KW2L6oAm0ZBB\nfFouKBINeW4uK6ZQUduE1rjKbXLYrCtQLpPJOKdW1ayHsBQffN0lWJo/w3UdJiRGIYnb72pUiwaQ\nO5+FK2ssDYuVaTVk6g3a5vI5SAEpKirKSReipQ/h9Xz8KPK6tGG0A8XXTcWX3NLQssrybTLWgi/l\ntrBUH7yuZcCVXWV9fX3qNbiu1TAGk7j9xka1aGiWhstKoOA7yslEdW1dOqZ90dbaMbTjp1IppyD4\nrIrBdIInEgnnG7nLH8C7olyWAQXqSac2HwlFEyCRaERN9+Gai9vlCOeYeBhHg7j9tka1aADoJxg8\ndoI38jxi22UN0Ho+Q2Ol1UJ1bVuYGLgEwjdsOB98XThyG7c0uNPZ5YPgw2XlMFoZsOdL8RGW7sM1\ngssnEHH7pzaMQjKqRSPM0uABc1w0uO9B1ktLS9VgOy16W/pGtIA9mSwwigjIumvbYOGKbdDSmfPA\nPF54UB6Jw6FDh3Lq9JlvAia5TQ6n1YbY2oRJxlASt9/ZqBYNoP/oKS4YvOHmosFHPGn1KILABcTn\nA+FLOl9+7tpS1sM+GyjaG7psjKVgcNGQloSM6D506JAa5R2WKDBsVJRvm2EcbeL22xvVouETDG4N\n+ERDxleMHTs20kgrKmFxHHxZiOsfDFyR32FWBu+GOnz4MA4ePJgVCl9xfZ9WDGO4E7ff6agWDaC/\nT0N2SXHBkMXl33B1M8kuKlcQnvRP0HmGxUXwepQAtYE0rNobvfZ239fXl2NJSJ+Fz4fhirPQuptM\nMIy4E7ff6qgWDV+3FHdES2e3r4Q5wnmXkxQM1wgobhFo/gNXXfbfu9ajwq0HLapb+hO0YbO+dOb8\ncx6PIZ3a/BpNIIy4E7ff76gXDR6fIa0Ml4URVly+ClduKG30kySfN2zXm7/LB0DHDyMIgpyRSb7A\nuZ6eHufESFEC+SgFiMwVJe+FvD+GYRSWUS0aQHj3lLQ0eLeUVi8tLY0cER4WY+HyOWjWgpwISL79\n+5ba8V3fK+MifPUoKT98hXdPadlo+b0IO3fDGK7E7Tc7qkUjSvfUQCwNV9JCbd0XY0HnyIlqTYRF\nQnNrwYX8MQdBkJP0T4vAllHfYek+fDPpRRUN7VwNIy7E7bc76kUjSveUZln40n6EZZXVEghGidx2\nCYZWZII+37pE+xHTtqhC4EoX4kv54SqaaPBzMgEx4kzcfq+jWjQA5IiGz9KI2j1FOaJc2XK1bXQe\nvsJxdUPxui/FhqzTMeV3SIIgyLtrSUvv4Ur54Ss+0XCdr2HEgbj9dke1aMhGPB9nuEs4SkpKnEkC\nfU5vV12i+TK0kUxy/ghf4ceW3yXXfU5suU2brlWzdHhXWVhiwTAfRtz+AQ0jbr/ZUS8aA+2e8tXD\nrAZXmg/fEtAjrl1+DB5Qx/0Lss4nH6Lv4MjP5DBZXz0fv0pYd5svsaB23oZhFIZRLxpRHeH5jJ6i\nY0dZ8nPxrROaaGiNMfcZ+LLL+kRDq2vzcWtzdVOOKClqrvV8hxQbxkghbr/nUS0aQK5wyOyzA3GE\nl5SUFOQcZQOuDauV3T7csvD5HuiY/PiubTwfFBUtZ9Thw4fVIcGupWGMVuL2+x/VokGNFjW2/A2c\nR20DubPQycmDqFuGkhYWCl8gnVz6ZrOTdboX/L646tyS4L4M1/BYGT9iFoNh5BK3/4NRLxpaQj0e\nqU2NnZZ0r7OzE2VlZTh06FBOevRCofkCXL4Cnx9D1vn90Op8XfovtBxRmmC4gvEMY7QTt/+HUS8a\ncrRRd3d3zlBYTTS4daF1URWKqHNI9Pb2Rh45FXX0FNW11CAkQq65t82yMAw3hfy/CIIAS5Yswa5d\nuzBjxgwsWLBA3e/FF1/EwoULsWjRIlxyySXeY5po/LXBzWQyORaG9jkJhhx+K4flFvJco6YHCZsG\nldf5d8jvlOvSPxIlctuc2oYxNGzYsAHJZBLNzc2YM2cOZs2ahcmTJ+fs09raiuXLl2P69OmRjmmi\n8VcrYsyYMchkMlkfhrRCuru7s85xWYqLi1FSUpIdcVUoXKOQwiLCXbERtJ2uV7s/cl2OyJJR3dQ9\nJZMhmkgYhk4h/ye2bduGhoYGtLa2YufOndiyZUs/0ZgwYQIeeughrFy5MtIxR7Vo8G6dTCaTtTB4\n40yNYpQJlejzQp6vjM9wrYf5Pny5p1w/YhINLXBQBun5fBkmHobxAYX8X2hra0NNTQ1WrFiBuXPn\noq2t7YiPGdrC7dixA3feeScSiQROPvlkzJ8/H5dffjlOPfVUAMCDDz5Y0LfrQsItDd4lxRvWoqIi\npNPpfjP6+ebLKOT5asNVtW1RurAGkuU2LMqbW0H8WNowXsMwCu/T2L59O6qqqjBx4kS0trYe8TFD\nRaO8vByrVq3CuHHjsGTJErz11luoq6vDj370oyP+8qGGv5XLdXqb1tKch5VCn28UP4Evqlpu077H\nRViqD+7T4MfyxX4YxmimkP8HlZWVWLNmDdatW4e1a9eiurr6iI8ZKhonnXRStl5aWoqdO3eOmH92\nenOmel9fH8aMGYOenh41I23UUsjz9XX3yHUpMK6YCe17XERJ96GJUZiT3TBGK4X8X6ivr0d7ezsq\nKiqwceNGLFq0CHv27MHSpUuxevVqZ+YJH5E74DOZDDZt2oTLL78cDzzwAK688kpMnToVCxcuzPtL\nhwu88QxLUZ5PKfQ5R61H8Snk+4Md6KgoEwnDOPo0NjZi/fr1aGpqwplnnona2lq0tLRg9+7dyGQy\nWdfCggUL0NLSglQqhVdeeQU333yz85iJIOJ/8/Lly1FSUoJ//Md/BPD+G+e8efNw8803o66uzv0F\nBW5EhzsyBYhvez77GoZx9CnE/+HEiROP6O/feuutQTqTaETqS3nppZfw7LPPYt68eR/8YTKJKVOm\nYN++fQU7uZGAz6l8JPsahjEyyMd6D7PojwahopFOp3H77bfjrrvuQjKZzHrf+/r6sGXLFpx++ukF\nP0nDMIyRStxEI9Sn8cQTT2Dv3r244447AAAXXXQRfvWrXyGVSuHiiy/GpEmTCn6ShmEYI5W49SRE\n9mkM+AtGuU/DMIyRQyGay2OPPfaI/v6dd94ZpDOJRuHGhxqGYRgjjlGdRsQwDGOoiVv3lImGYRjG\nEGKiYRiGYUTGRMMwDMOIjImGYRiGEZm4iYaNnjIMwzAiY5aGYRjGEBI3S8NEwzAMYwgx0TAMwzAi\nY6JhGIZhRMZEwzAMw4hM3ETDRk8ZhmEYkTFLwzAMYwiJm6VhomEYhjGEmGgYhmEYkTHRMAzDMCJj\nomEYhmFEJm6iYaOnDMMwRihBEGDx4sW48sorsWrVqgHvwzHRMAzDGEKCIDii4mPDhg1IJpNobm7G\npk2b8Oqrrw5oH46JhmEYxhBSSNHYtm0bGhoa0Nraip07d2LLli0D2odjPg3DMIwhpJA+jba2NtTU\n1GDFihWYO3cu2traBrQPxywNwzCMIaSQlkYQBNi+fTuqqqowceJEdf8o+3AKbmnEbWSAYRjG0aSQ\nbWRlZSXWrFmDdevWYe3ataiurh7QPhyzNAzDMEYo9fX1mDZtGioqKrBx40ZMmTIFe/bswXXXXZcV\nK20fHyYahmEYI5TGxka0t7ejqakJtbW1qK2tRUdHB3bv3o1MJtNvn1NOOQW1tbXeYyYC6z8yDMMw\nImKWhmEYhhEZEw3DMAwjMiYahmEYRmSOumjkm+ckLuzduxfTpk3Dtddei2uvvRbpdHqoT2lQePHF\nFzFjxgw8/vjjI+7Z8WsbSc9vx44d+MpXvoJrrrkGixcvRl9f34h4bvK63njjjRHzzOLEUReNfPOc\nxIm6ujo8/PDDePjhh5FKpYb6dI6Y1tZWLF++HNOnTwcwsp6dvDZg5Dy/8vJyrFq1CmvWrAEA3Hff\nfSPiufHrSiQSeOutt0bMM4sTR1008s1zEidG2kC0CRMm4KGHHsLxxx8PYGQ9O3ltwMh5fieddBLG\njRsHACgrK8NTTz2FhoYGvPXWW7F+bvy6SktLsXPnzhHzzOLEUReNfPOcxIlXXnkFV155JZYtWzbU\np1IQ9u/fj+rq6hH57ICR9/wymQx++9vf4owzzkB1dTVWrlw5Ip5bJpPBpk2b8IlPfGLEPbM4MCQ+\njXzynMSFE044AU8//TR+9rOf4eWXX0ZLS8tQn9Kg09fXhx07doy4ZweMzOe3atUqXHrppQiC798m\nNgAAAUxJREFUYEQ9t1WrVuFzn/scTjvttBH3zOLAURcNynMyf/787JvrSCKZTGLKlCnYt2/fUJ/K\noDPSnx0wcp7fSy+9hGeffRbz5s3D+PHjR8xz49dFjJRnFheOumjkm+ckLrS2tgJ4/218y5YtOP30\n04f4jAafkfrsgJH1/NLpNG6//XbcddddSCaTI+a5yesaSc8sThz1+TQaGxuxfv16NDU1ob6+PjTP\nSVzYuHEjmpubkUqlcPHFF2PSpElDfUqDwoIFC9DS0oJUKoXZs2ejo6NjxDw7fm29vb2YMGECiouL\nY//8nnjiCezduxd33HEHAGDu3LnZ3EJxfm7yui666CL86le/GnH/c8Mdyz1lGIZhRMYiwg3DMIzI\nmGgYhmEYkTHRMAzDMCJjomEYhmFExkTDMAzDiIyJhmEYhhEZEw3DMAwjMiYahmEYRmT+P3XlQxib\nZz1rAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nShoKhUKhSIz/Awwd1j64Rn68AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 1/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIxh/h9j83DapeRcSgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 2/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnX2UHGWV/7/dM9M9Lz2viSSoQFRmkSPMJAhEMAQyKEuU\nkJX4EkBM1rO4Cax4WFSimyxHgp4VXTEEjSJxxRydo5G4u5zgyoo7YHgxBoyBNZmFJAgEGEh63qd7\numemfn/wu8Xt289TVT2Znp6auZ9z6tRLV1dXV3U/37r3Pvc+EcdxHCiKoihKAKKlPgFFURQlPKho\nKIqiKIFR0VAURVECo6KhKIqiBEZFQ1EURQmMioaiKIoSmEkTjbvvvhuLFi3CxRdfjI997GOe+2Yy\nGbS1teHiiy/G+eefj//8z/+cpLOcWDKZDDKZTGiPDwD/8z//gxtuuKGonxFWnn76aTz22GNFO/5k\n3N9iEtbzT6VSWLVqFfbt21fqU5mSTJpoZDIZfOxjH8NDDz2E7du3AwAGBgbwj//4j2hra8Mll1yC\n9vZ2AEAsFsNvf/tbPPTQQ7jwwgt9f3i7d+9GS0sLPvCBD+DSSy/FXXfdVfTvE4SVK1eiq6tryh2/\nra0NL774ou9+hw8fxp133olvfvOb7rbPfOYzOOecc7Bp0ybf9+/evRtXXXVVQedWyPEBuA8XbW1t\n+Ou//uuCPut4+bd/+zfcfvvtRTt+sX8/E4HX/QrD+ZuoqqrCHXfcgS984Qvo6ekp9elMOcpL+eGD\ng4NYunQpvvWtb6G7uxvLli1DW1sb5syZU/CxzjzzTPzkJz/B8PAwVq9ejfnz52PRokVFOOvgFPsH\nN97jRyKRQPt9/etfxw033IBYLOZuu/vuu3HXXXdhdHR0Qj/reI7/0EMPFfQZE8XnP/95pNPpoh0/\nDA2W1/0Kw/nbaGpqwtVXX4277roL69evL/XpTClKGtOYM2cOPvjBDwIAGhsbceKJJ+LVV189rmPG\n43GcddZZ6OzsBABs374dl156KRYvXoxf/vKX7n4vvvgiVq5ciUWLFuGKK67A0aNHAbzx9Lho0SIs\nWbIEv/rVrwC88cS8evVqXHfddViyZAnuuOMO9zg//OEPceGFF+Kiiy7Cxo0bAQAvv/wy2tra8Npr\nr+GTn/wkLr74YrzyyisAgGuuuQY///nPsWzZMlxwwQW4++67857Ir7nmGvzhD3+wnqfX8W3f9847\n78T555+Pm266KVCDfOzYMTzzzDO46KKLfPdNp9O47rrrXIvxv//7v93XhoaGcO211+L9738/fv7z\nn7vbbedZKBNR0MDr/pp+DwCwdu1aXHHFFfje976XcyzT7wEo7Pva7u+Pf/xjXH/99e5+X/3qV/H9\n738fu3fvxvLly3H11Vfj/e9/P3784x+P63Nt5+91fws5fxuFnr/cf9u2beM6DmD+PxLLly/HAw88\nEPgBZsbgTBKbN292vv3tb1tf7+/vd84991ynv78/Z/u6deuc7du3ex7797//vXPVVVc5juM4x44d\nc/7mb/7G+dWvfuW88MILzsKFC53XXnvNee2115xzzjnHPf4VV1zh3H///Y7jOM7hw4edY8eOOQcP\nHnSWLFniDAwMOK+88opz3nnnOf39/c7vf/97593vfrfz1FNPOYODg8773vc+59ixY042m3VaWlqc\nwcFBZ2xszHnqqadyzmvJkiXOCy+8kLPtk5/8pHP55Zc7yWTSGRsbc5599tmc86d9du/ebT1P2/Ff\neOEF533ve1/e933uueecJUuWOIODg86TTz7pvPvd7847L8nOnTudz372s8bX5L0cGBhwHnvsMfcc\nzjvvPPe+nHnmmc5LL73kvPrqq+79tZ2n7fheLFmyxLnkkkucyy67zL1OhWK7v7bfA7Fjxw7nC1/4\ngrtu+z34fV+v78bv0+uvv+6cddZZTiqVchzHcS655BLnueeec37/+98773nPe5znnnvO6e7uds47\n7zzn2LFjBX+u7fxt95ew3S/T799Eoedv238818H0f+R8/OMfd/70pz/5foeZREndU5xNmzbhsssu\nQyKRGNf7n376abS1taGrqwsXXXQRPvjBD2LHjh1YsmQJ3vKWtwAATj75ZOzduxfveMc7kEwmcdll\nlwEA5s2bBwD4r//6LyxatAg1NTWoqanBGWecgSeffBJVVVV45zvfiQULFgAATjnlFLz44otobW3F\nCSecgHvuuQef+cxn3Nf9WLlyJRobGwEAp556Knbv3m3c78iRI8bztPHEE0/goosuyvu+L730Ei64\n4AJUV1fjrLPOwqxZs3zP8dVXX8Vb3/rWQN+npqYG5513Ho4ePYrDhw8jlUq5lttpp52Gt73tbQCA\n1tZWPPnkk3jttdeM52lzJ37nO9/Bjh07cratWLEC1113He677z40Njais7MTn/rUp/De974XJ554\nYqDz5vD7O2/ePLz44ov43//9X+Pv4cILLzQeo7y83Ph7sN2XQt2ns2fPRmtrKx555BGcfvrpiEQi\neNe73oVjx47hr/7qr/Cud70LwBvXee/evTh27Jjxc//0pz/hvvvuy3Ed0vU0nb/t/s6ePbug8/ei\nkPOPxWLG/ROJREHHoesv/4+cOXPm4OWXX0ZLS8uEfdewMyVE45FHHsEjjzyS1zAUAsU0brrpJlx+\n+eUoKytDd3c3fvOb32D37t1wHAepVAr9/f04evQoTjjhhLxj9PX1oaGhwV2vq6tDT08PqqqqcrZX\nVFS4wfkf/vCHuOWWW/CBD3wAN998M5YtW+Z7rieffHKg72Q7Txu279vT04P6+np3Px6jsBGNRgOb\n5QMDA7juuuuQSqXQ2tqKWCzmXh/+WXQ9bedp4/rrr89xy3Doz37aaadh4cKFeOaZZ8YlGvz+lpeX\nI5PJWH8PXvDfw7p163DZZZcV/H29+PCHP4wHH3wQr732Gi6++GJ3e1VVlbtcU1OD/v5+6+d6XU/T\n79nr/k4UhZz/rFmzjPsnEomCjkN4/R/HxsZQVlY2od817JRcNF5//XVs2LABmzdvRk1NzXEf7xOf\n+AS+9a1v4cILL8SsWbPwkY98BF/+8pdz9nnxxRfx+uuv5723trY2x/fa29ub02iYOOmkk/DDH/4Q\nDz/8MG688UacddZZ7pO1jWg0N5QUi8UwMjLirnd3dwN4IxhnOk8btu+7bdu2nOOkUinfY731rW91\n4yp+3H///ZgzZw6+8Y1vAEBOF2n+WQMDA6itrcXIyIjxPG185zvfwX333eeuRyIR98mYMzQ0NG5L\n1URtbS1efvlld308v4cFCxZY78t4uOSSS9yOI//wD//gbueNeE9PD5qamqzX2et6mn7PjzzyiPX+\nThSFnP/u3buN+wPA8PBw4OMQ8v/Iefnll33/zzONkif33XzzzbjqqqsmzPw799xz0dvbi8cffxyL\nFi3CI488gmQyCQDYt28fBgcHcdJJJ6G6uhq//vWvAQDPPfccXnvtNSxcuBC/+93vMDAwgFdffRXP\nPPMM3vve91o/6/nnn8ejjz4KADj77LMxe/bsnN409fX1eOWVVzA6Our5ZPbWt74VL7zwAlKpFPbs\n2YPnnnsOAKznaTr+8PCw9fvOnz8fjz/+ODKZDB555BFXlPyu41NPPWW1NhwWgB4ZGXFF76c//WnO\nU9z//d//4fDhw0gmk9i3bx8WLFhgPU/b8a+//nr89re/daeHHnoI1113HZ555hn85S9/AfCGe/LQ\noUM466yz3Pd95CMfwde//nXf72pj4cKF2LVrl/X34DhOznnafg9Bvq8JeX+BN4RswYIF6OzszHGH\n0m/jyJEj7nnaPtd2PW3n73V/+bUIcv42Cjl/2/4AcPDgwYKO40UymcRrr72G008/3XffmURJLY3O\nzk48/vjjeP755/Gzn/0MkUgEGzZsCNRjx4uPf/zj+O53v4tt27bhhhtuwIoVKwC80Qh/97vfBQDc\ncccd2LBhA772ta9h1qxZuPvuu3HqqafiqquuwqWXXoqysjKsX7/e+ORKvuBYLIbvfe97uPnmmxGJ\nRPCxj33M9acCb/Rh/+IXv4h4PI7vf//7mDdvnrEL6gknnIAVK1Zg6dKlOP300/G+973Pfc10nl7H\nN33fM888ExdccAGWLFmCM844I1CX5oaGBpxzzjl48MEHsXTp0pzXzjzzTHzxi1/E/fffj6997WtY\ntmwZdu7ciQ9+8IO44IILco7/zne+E1/60pfw4osv4rOf/azrTrLdF9PxFy5caDzHdDqNL3/5y+jt\n7UVdXR02b96MeDzuvr58+XLcd999uPnmm32/L4fuke33sH//flx//fVIpVIYHh7GxRdfjM9//vNo\nbW21/h68vq8N0/0F3hB0erImTjnlFKxbtw6dnZ348pe/jOrqalRXVxf0ubbf86xZs6z3F7DfL9v5\nmyj0/E37j+c4Xl3C77vvPixbtqzgbuPTnsmKuG/evNm54447Cn5fkN5TSnH4y1/+4ixbtsxJp9Ol\nPpWCGR0ddb797W87t956a6lPZcIYGxtzent7nWuuucZ54okn3O2y913YKPT8bftP5HU4evSoc8kl\nlzi9vb0TcrzpxKRaGj/96U9x//33o6mpyc0KN5HJZHDppZcCeMMv6eUiUorHySefjJtuugmf//zn\nsXnz5lKfTkFcddVVOOWUU3DLLbeU+lSs3Hvvvbj33nsRiUTgOA4ikQg+/elP4+qrrzbu/6c//Qmf\n+tSn8KEPfchqfU1lbN+3ubm51KeWQyqVwo033ohvfOMbqKurK/XpTDkijqPDvSqKoijBKHkgXFEU\nRQkPKhqKoihKYIoe09CeB4qiTBfUmz9OS8NxHKxfvx5XXnkltmzZMtHnpCiKokxRxiUaHR0diEaj\naG9vxxNPPIHnn39+gk9LURRlZuD8/yTR8U6TzbhEg4p9dXV1obOzE3v27Jno81IURZkRhE00xhXT\nSCaTaGpqwubNm7F69Wo3PV9RFEUpjLDFScYd09i/fz8aGhowd+7c0H1pRVGUqULYLI1xiUZ9fT22\nbduGNWvWoLu7260npCiKohTGjBCN1tZWLFy4EIlEArt27Qo8+JCiKIoSbsYlGm1tbejr68PKlStx\n6qmnTrnaMYqiKGEhbJZG0WtPaXKfoijThWI0l35jjfjBhwOYDEo+cp+iKMpMJmwdiVQ0FEVRSoiK\nhqIoihKYsImGVrlVFEVRAqOWhqIoSgkJm6WhoqEoilJCVDQURVGUwKhoKIqiKIFR0VAURVECEzbR\n0N5TiqIoSmDU0lAURSkhYbM0VDQURVFKiIqGoiiKEhgVDUVRFCUwKhqKoihKYMImGtp7SlEURQmM\nioaiKEoJKebIfY7jYP369bjyyiuxZcsW4z4DAwNYu3YtPvrRj+I73/mO7/mqaCiKopSQYopGR0cH\notEo2tvb8cQTT+D555/P2+cXv/gFLrroIvziF7/AH/7wB7z44ouex1TRUBRFKSHFFI29e/di0aJF\n6OrqQmdnJ/bs2ZO3z6FDh9Dc3AwAaGlpwdNPP+15TBUNRVGUElJM0Ugmk2hqasLmzZuxevVqJJPJ\nvH3mzp2LAwcOYGxsDE899RR6eno8j6mioSiKUkKKHdPYv38/GhoaMHfuXOP+V111FR577DF85jOf\nQVNTE+LxuOcxVTQURVGmKfX19di2bRvWrFmD7u5uNDY25u3T0NCAu+66C/fccw+ampowb948z2Oq\naCiKopSQYloara2tWLhwIRKJBHbt2oUFCxbg8OHD+PSnP+2+d3h4GADQ29uLffv2Yf78+Z7HVNFQ\nFEUpIcUUjba2NvT19WHlypVobm5Gc3Mz+vv7cejQIWSzWQDA4cOH8dGPfhTXXnstvvCFL6CsrMzz\nmBGnyOmIkUikmIdXFEWZNIrRXL700kvH9f63v/3tE3QmwdAyIoqiKCUkbGVEVDQURVFKSNhEQ2Ma\niqIoSmDU0lAURSkhYbM0VDQURVFKiIqGoijGXoNhaxyUySFsvwsVDUWZQLy6mNNrYWsklOIStt+D\nioaiTAAmseDbeMOg4qFwwvY70N5TilIEpIhokqsyXVBLQ1GOEy4IJrGgJ0lpYfDXlJlL2H4DKhqK\nchwEiWGoOChehO23oaKhKBOEyeIgwZAWh1obChG2+6+ioSgTgE0waO4lHMrMJmy/AxUNRZlApGDw\n7VI4FAVQ0VCUcRGJRBCNRgPNaX+vuVwuxvn6fS7Nx8bGMDo6apzLZUWZ6qhoKFOCaDSKsrKynKm8\nvDxvW1lZGSKRiHUCkLdO2yYSL5GQyyMjI8hms3lzuU1FY2ailoaijINIJIKysjJUVFSgoqIC5eXl\n1mVpediWo1FzGtJECIhNIEzLw8PDGB4eRiaTMc4dx1HBmMGoaCjKOCBLo6KiArFYDLFYDPF43F3m\n6yQIpkm+RvhlbI8Hv/wMIpVKIZ1O58zLysoQjUbhOA5GR0cxMjJyXOeihBcVDUUZB9FoFOXl5Sgv\nL0csFkNlZWXeFI/HUVlZ6QoMFwe+zpf9MrOPRziCHNtxHAwNDWFwcBCDg4MYGhpyXWwAMDo6imw2\na7WKlOmPioaijAPuniJxqK6uRlVVVd6cYhumOIjcxo8vP8/2WqHn7betv78flZWViMViqKiocAVi\nbGwM2WwWw8PDKhozmBkhGkeOHMEVV1yB0047DQBwzz33IBaLTeiJKTML6Z6qrKxEVVUVampqUFNT\ng0QigZqaGlRXVxuD5HydLwOFBa3Hg+39ZGnE43FUVFTkuaRIMChOoyhhYNyWRktLC37wgx9M5Lko\nMxhyT3HRqK6uRk1NDWpra1FbW4tEIoFEIuG6sUgcbOvcDVRs4bAdw3EcxGIxVzAA5AhGOp1GeXm5\nFjScwcwISwMI3xdVpjYm9xRZGolEAnV1de7ERYJ6VNm20bH53LStGI02WRpcFCjoPTw8jFQqhVgs\nppbGDKeYbanjONiwYQMOHjyIxYsXY+3atXn7DAwM4Prrr8fo6Ciamppwxx135Lh2JeMWjWeffRZX\nXnklzj33XNx4443jPYyiADC7p6qrq13BqK+vR0NDA+rr663dcU3dc4MmAxbrSd9xnJwYxsjICDKZ\nDFKpFIaGhlQ0lKKKRkdHB6LRKNrb27Fq1SosXboU8+bNy9nngQcewMKFC3HdddfhK1/5Cn73u9/h\noosush5zXKLxtre9DQ8//DDGxsZw7bXXYt++fWhpaRnPoRQFgD0Qzi2N+vp6NDY25ogEBZdt2+jY\nfvNiigaQ65JKpVIYHBx0g+MqGjObYorG3r17sWjRInR1daGzsxN79uzJE41EIoHnn38ewBudNhKJ\nhOcxj6v3VDQaxYIFC/DKK6+oaMwgTI2tbVuQzO1oNOpaETx2QYHvqqoqt8stFwTpluI9qHiynzw/\nr3kx4GLIXW6pVMpN8hsdHXX3p0bEa07T2NhY3rKcqyt5alPM+5NMJtHU1ITNmzdj9erVSCaTeft8\n6EMfwk9+8hNccsklePe7342zzz7b85jjEo2uri7MmTMHY2Nj2LNnDy6//PLxHEYJIbzh5w2zV1a2\n10QWBnc/1dXVeYqGjFvILrcmcSolFOSPxWKuaNTW1rpiMTY2hkgkgvLy8hxBMAkDn0ZHRz2nkZER\njI6OqmjMYBzHwf79+9HQ0IC5c+eiq6srb58HHngAZ5xxBr70pS/hq1/9Kjo6OibePbVr1y60t7cj\nFovh0ksvxcknnzyewyghJYgY8EQ7v1yKsrIy1/1UV1fnWhs20ZA9psi9I8WIzpWft9w2GUSj0Ty3\nW21trVtviuIeFRUVOVaC1zLFR0w1rWjORUeZuhRT1Ovr67Ft2zbs2LED27dvR2NjY94+u3fvxoc/\n/GEAwMUXX4wHH3xw4kVjxYoVWLFixXjeqoQcLhhcALgQ8GWv7rF8W21trSsYXqJBFoatqKHJ0qDz\nLhXc0qisrERNTQ2y2azbmNPr8Xg8p+KtqQouX89kMnlTWVkZMpkMgDer6ypTm2KKRmtrK/r6+pBI\nJLBr1y6sW7cOhw8fxsaNG7F161ZEIhG85S1vwTPPPINzzjkHBw4cwAknnOB5TM0IVwqCu5+osbNV\np/Xr2cRfozgGn7ho8DpUNqvFz9KQ65MlJNI9RW4jeq2srMwVFGroaZLrfFs6nUY6nXbzPXheClki\nGmCf+hRTNNra2rBz506sXLkS8+fPR3NzM/bt24dDhw4hm80iFovh6quvxk033YSHHnoIVVVV+Na3\nvuV5zIhTZIdnqf3JysRishZslgQ18rxHk9xGE2V+B5m8ak1J64coZg0qL0y1p2hZrg8NDeXEImRs\ngm8fGRlBKpVyu+7SMp9oezqdLsp3m4kUo7ncvXv3cb3/3HPPnaAzCYZaGkpBSPcUFwpuQZC7hSwE\n05wvV1dXWyfpngoSS+Hna/oOkwm3NHgMg64RxTnS6TRGRkZyJhII00SdArhAkhWSzWbzhFOZmoSt\no4KKhlIQ0j1lckPRxCvT0ty0jbqiek08EG7rpWWam85/suECwdd5EiN1vZUBba8BnGyCQQmE3F2l\nKBOFioZSMNQoyziGdEORSFCj7zUn4eDiIkWGXFlB8j/k+ZYSEgm+HIvFrAIhJy4mtEyWBI9hkIWR\nyWTyam8pUxe1NJRpjexuy11TcgAlXt6cSpvLdZpzl5V0YfFtVE3ZKzlvquRnENSdlsSV3FSmscK5\nSPC5XM5kMq6FwQdyolECeVVdZWqjoqFMa7hbyBTT4I09WREkFtQbSs5JNGyBcrl8POdu+oMWW1xk\nnAUwNxSO4xi70ZLrSm4D8l1SNDKgWhrhQUVDmfbIbGX+pDwyMuKKCfX04X8KKTiyVpQp78KWezEe\nJrsRNQmV3zq9j1+r8vLyvMxwLsx8HHJyZZEVA8Cz3IiWHCktYbvmKhpKQfD6R1IwSDSooeddROl9\nvDH0Km9uy7sIM7xxkPWkaJmv884GY2NjOWVGAOSIhkksaL9oNOpbcsQk8MrkELZrrqKhBIYabmlp\nmASDRIMLi+M4RteWFA2vwoNhI0jxQZpzQZA1vcrKyvJEhceO/ETDq1fWyMiIew5ackTxQ0VDKRib\na4qeaEdGRhCJRIwNmJelYapTZeodFVakQHgtE9zaoNfpWlDsiGeZc5cU8GbJeVOshMdatORI6VBL\nQ5l2mBprLhokGGRdUKNmEg0AeTEN3rPIVBJkuringHyLwlS9llsIjuPkjKLGc1CoWzNPBCTBoOtF\n4kzlRnjJESkY0+Uahw0VDWXaYGtEZDCVNzr8PfzJl1sapsRAUyXciQ6ClwpbgNlLMKR7iuDXLx6P\n5wkzdwGSYFRUVCCdTmNoaCivKy6vmKvdc0uDioYyLbBlU5t6TnHB4O+zNWjkMuHuKVvV3LDHNDhB\nx8rgUENO14D2Lysry7MwuIUiRWNoaCivGy7v8TadrLmwoaKhzAhswsHxck9JS8OvltR0Fg5bt1dy\nTxG0TvvGYjFrzzSeSEhdmrlg8IRAKjmilkZpUNFQQo9fGQ7ecEUikbyhSmnyC4TzmIZfDanpIhg0\nt+VJEGTVkVVm6q7Le6XRe7gVx5MiTYJBGeZSUBTFCxUNpWDk0zFvbIKIBn8SpsbNq55U2GMaQLBx\nvuW1lE/+8vvbujHzzHyq30XBdGlhDA8Pa/Z4iVFLQwk1XlaGFAfetZMaQN41lAfCvYSDRINe86or\nFWa8ekyZLAZ5TWwCarqeJBqZTAaVlZUA3uyYQBZGZWUl0um01qkqMSoayrSG3B9yhD45pyFcE4kE\nqqur3Sq1NJ438ObocpQzUAwrw/aHDPJH9XPTBf1sv1wM+R6yHvw+m6rdmgLhdB9oG49t8LyY6eT+\nCysqGsq0wdSQyFiEbYrFYqivr/cVDXrq5d1Ebcumc/L7w5liAbZtNgvH1IAX+rm23lGmY5r2N4mO\nHNGP52iQO4quH1UJ5tn3pnHVlclHRUOZ1lCDxF0gtnldXR1qa2utosHLeZsS+qTLRPYmkthyIWju\n1QDz7sDSLSQFRX6O1+fyzzGJlby2QQsL8mx86f6TeR00Bjm3MmR9LxWN0qGioUxLeIYx785pGjSJ\npkQigUQigZqamjzRoIaPd/nk+Rk8cEufX2hjTet+T/DcJRTENRbkXLwsjSBWihxrwzT+huk70Pnx\nvAvqnsuFw5REqShBUNFQCoInjFEZCzmgEh9DgyYSDd5LhwdleZyEN4Ll5eU53XQB/9Lifg22bZJd\nfOXnmrBZD35WBcfkcpPVg00TvdcUMJfJejZLQ91TpUctDWXawvMAKioq3IJ5NKCSnKQVYguEU7dP\nKRj8M3liG+EnFjSXLh5TryXHcdzPkHkiY2NjeS6fQmIl/Dz8rA0pGJT1zSdTRWGTW4+7nrilYXNP\nKaWhmKLhOA42bNiAgwcPYvHixVi7dm3ePv/xH/+BX/ziFwCAI0eO4HOf+xyWL19uPaaKhuJi617L\nke4pbmkkEgm3x1QikTCOumcKhEtfvnSzSHcM4P9Uz+eFDEDELQvukiPhkAHrIJ9P8yBxDX7OXDSo\npxQvaS6LPHKLgyxCEgavga6mQx5MmCmmaHR0dCAajaK9vR2rVq3C0qVLMW/evJx9li9f7orEmjVr\n8J73vMfzmCoaii8y4YwHwkk0ampqXNGgADh/ouVzeqKn0iOy4abP5D2nZByCz7222cRCBpS5tcG/\nK/VI4ufgJRx+oiHP0XSNuWiQC880dnhFRQXGxsbcPJexsTFXBHjXZxJ4EgzZ5VYtjdJSTNHYu3cv\nFi1ahK6uLnR2dmLPnj15okGkUim89NJLOPXUUz2PqaKhFARvkCgQLi2N+vp61NXV5XWbld1nydIw\n1U/iCWsmK2Q8LiEuELLXkekzgFyx8DoHr2228zXBz1VaGnI8DN7Flq4VX+diIa09WzVhZfIppmgk\nk0k0NTVh8+bNWL16NZLJpHXfRx99FOeff77vMVU0lILwszTq6+tRX1+PhoYGAN5P3BTM5U/wXDDo\nSZsLh+2Ytrmpa6qt26rtz0uWhU0Egixz5Lrs1itHQ+SCwccC59eMrhG/R2RV8BwNDYTPLBzHwf79\n+9HQ0IBl7WTsAAAgAElEQVS5c+eiq6vLuu9DDz3kGcsgtJ+dUhCy9xRZGtw9VV9fj8bGRtTV1QVO\n7uNzHvCVpdULdQeZJr9eSX5WiJdIBJlMUIMtrSIpHDSIUiqVcsWDrhW31mSVW1tyn1oZpaeQ307Q\n3xNRX1+Pbdu2Yc2aNeju7kZjY6Nxv7GxMTz11FM455xzfM9XLQ0lD7/MaK+GjTduPFuZT6Ztw8PD\nbq2kTCaDeDyObDaLWCzmHpe2eZXYkK/Jz5NZ1HzZqywKjxHwqrPS+gjihvJqoLkLj+eskFDzzG/Z\nscBxcosR8iTKoaEhd/Q+usbkGjSVr1cmj2Je99bWVvT19SGRSGDXrl1Yt24dDh8+jI0bN2Lr1q3u\nb/Gpp57CGWeckTNKpA0VDQWAt1CYymnYBIMPKSq7iJq6jdIyubpIcKi7biwWcxs4EhFbPoVpO+9t\nRMewrctAMXfnyDkQPF/ET4RNeRa8d1N5eXmO9UP78kKDFAinwLnMhRkaGsoTDvreKhqlpZjXva2t\nDTt37sTKlSsxf/58NDc3Y9++fTh06JD7fwLecE21tbUFOqaKhuLiJxgmS8Pke5eiwV1OstsoTWRl\nkFhI64LeE4/HfQds4hN/8jZNvAGVAWNa59t5w13IdbVdSxnP4JYGCYatUjBZPtLSyGaz7v2h7z40\nNIRUKqWiMQUp5nUvLy/Hpk2bcra1tLSgo6MjZ9vNN98c/JgTcWLK9MH01Gtalz18TMFa/iRvm7gY\nkKXBj2WyDEzjicttZGbzc6MGk0SNL2cyGWMNrZGREXeEPC/BMLmcTNfOlGEu3Wsm4eANi3xdigbw\nZjCd9lPRmLqE7bqraCh52ASDN06mrGXe2KfTaWOQ2zSnp2HT6ybR4PkHMh9BBgd5qRIeRKYGlJbJ\nJcbFKx6Pu99NPuV7zeU2U4a5KYmQv5d3NyZ3mHxd3it+X+Q9JNcUFw05xriiBEFFQ/FEPiUD5lwC\nHgSngX1sLiHTRA01n5vEg9xIpliDzOzmMQ0uGIODg+6T9+DgoCsc1H2YPp8Hy+Vx5bXh66br5jhO\nTkPPK/Z6uaekCHJBMfUK4/eHTxTT4L2ueM8rtTRKR9iuu4qGYgwo2yaCXCFyNDh6oifRoAaKz+U2\n7origsGtDG7N8LjD6OgoKioqchpX3vBKSyOVSmFoaAiDg4N5U3V1tafbhh836LUyuaNkdrnpPkjh\nMG2n85PdhOV26j1FgqHuqalF2K67ioZixdYYBnFPmWIHcuKuEhIKLhimYn08iM4D06aGvaysLC9A\nz0VjYGAA/f39GBgYwMDAQF6eiKkmFa/XZKuI6yW08vraLAnHcXK6P9J2SnbkFh7PJZH3g5ZNMQ3p\nngpb4zVdCNt1V9FQcvAKgMsG0NbllrqCkjBwX7pt2RQgl4X6eE8rmYjHz5Uadt6zi9xm3EXV39+P\nvr4+9PX1YWBgwJq3wAWDYiemWIVtm7y+NDclZ8n4EV+nookU6+ACTsvcsuIiboppcEsjSKKYUhzC\ndt1VNBQXk6uEL3vFNKhhrqioQDqdRjQadRtoLhy2bbK3lM09xa0A2bBT40oNO3U5lZYGtzL6+vrQ\n29uLvr4+o2iYjksFAmVtLbksS6rz87Q10n5BbnJX8Wz1kZER975w0eDirDGNqUvYrruKhpKHzcrg\nwiF96DwQTrkDXCRkbyU+UU8rU8KdKSFQPhlLS4A3hLIRle4pEo3e3l7PGAZP9ovFYnmF/mx5ItL1\nJF1ZpnIQ/DXTfly0aVwNuifcsuLuOFNMQ91TU4OwXXcVDSUPaqz4nLbLIn+yPAg1/OXl5XmBVptl\nILOf+RM9b6ypwSb3ED1ZU8kM7tMfHh5GLBZzBYFcUNRbSrppuPCRi43XZ+JP+1TS3S+xkPaRvb3k\nMhcHfk3l9ZXrNsvNtO7nnlLRUIKioqG48N48UjC4S0UKhgxSU2NrKzpIx5NxAikYPBObT3JMjmw2\nC+DNnAw+EiCPW/T397s9peipmzec/AmdPoNbVrKuU1BrQ54/JQ7yhprcTly8TBn0/DVTRwNbAqNJ\nKFU0pgZhu+4qGkoOUjgA5FkbJuEw1ZcKEn8wWRncsjCJhxxnnM4nm83mZElHo9G8HlIDAwPGXkQ8\noD88PJwzoh3vXkyve1kWcuLD3lIQn8dMKGhPJUNkLzTZPdm27PUadwXK7+1XGl4pLmG77ioaSh4y\nf0CKh8lFJRtem6VByK6xNktDCkY8Hs85L96Yy55KAHLyMCiWwQv3SUuDzl2W5pCWiE0kTNsoYZA+\ni18LHi/hlobseWZyPfE4kt+yyTWllsbUIGzXXUVDMWL6IctALLcyTG4q2SDZ3FOUk8DjGCbh4G4d\nmchmmkZHR90nbAoE82X+xG2qECt7iFEwnRdNDCIcJE4mC4MH7nlMhj6LgthySqVSeV2TvZZlXowM\nhGuX29IRtuuuoqEEppBAeDQazeudI/MpuGgEsTJokkltXv5/2xM7L6pI52gSDH4cXvFWCoPXeiaT\nybsG3LqKx+N5PdF4zyeKxXAX2+DgYI6F57dsquoruxgrpWFaisaTTz6JG2+8EevWrcPSpUuxYcMG\nHDx4EIsXL8batWuLfY5KkSnkRytjGvxJnFxS5N6RPX/45/AGNoh7ilsbAHKezKmRtZUpMfn5TT2I\notGoK0b0nagcirSC/ISCr8sneW5VkQiavg9ZGoODg24gnwf1TdaWaVkm/PFCkaaYk6J44SsaXV1d\nuPPOO3HBBRcAADo6OhCNRtHe3o5Vq1Zh6dKlmDdvXrHPUykRsiGxBcF5TIAaTNmI2dxT3FUTJBBu\n6zElcz/IheM3UcM5MjKSY2GUlZUhk8kYy677JfbROh+7G8iNYVCAnMc5ZF6JzCfp6elxuxDzBD8u\n5nKZW0ymucY0SkvYrruvaMyZMwf33nsv7rrrLgDA3r17sWjRInR1daGzsxN79uxR0ZhmyIA132ay\nMrwsDb6vqfcUrZvKnNvcU+RGkk/mPNubAt6mxEDbnI7nJwheFoZcJvebTBLkJdhtlga5p6gHWG9v\nL7q7u9Hd3Y2enp6c+8Tvj2kbdx/KZY1plJawXfeCYxo0OPnmzZuxevVqJJPJYpyXUiK8ek7Rupdw\n8AbT9NRLcNGgxtRmZUjxoN5LwJuWBrly6Kmckvn8guVy4ufntVyIqND+JIo0tG1VVVVejyppaVBM\ng6yMZDKJY8eOIZlM5mXum5ZpLhMETYmDYWu8pgthu+4Fi8bY2BgOHDiAhoYGzJ07F11dXcU4L6UE\n+OVoAPnlQ2yCYcrtkJ8BwK3karIybF1uU6mUm9xHgfDh4eEc0SA3junz/bYFmaRAeIkGtzBIMKqr\nq/PyJbhFYLI0enp60N3djWPHjuHo0aOBzoFnmnN3lbQAVTRKR9iue8GiUV9fj23btmHHjh3Yvn07\nGhsbi3FeyiRiezqV2/iyqaGVjRF3Q8maS7IOU1VVFaqqqhCPx92CgOSLT6fT7nomk8mxJLzKgnDL\nwSQQtu/hN/H95THGxsbcRprg8R45giAFuuPxOMrLy3Oy1ckCAd6wVEh0qqqqUFNT43l/ZC8wKRim\n81dKQ9iuf8Gi0drair6+PiQSCezatQvr1q0rxnkpRcKUABdEMPg2wtSgctHgvaP8JuohRRNZEhTw\nJsGoqKhAf3+/O3Hh4F1o5ZOzn/9/PJDVZBMiEk6TaJBg0BCz9J0pY53nj1BspKKiwhUM6uVlEjLT\nPZFBcts5K4ofgURj7dq12LdvH2KxGJYvX47+/n6sXLkSra2taG5uLvY5KhOAl1jQskkobO/l2Boq\n7pqRLidZvI/3SKKJXE/k56ftPFfBZGlwdw8/R3nOttcKweTSM7nzbJYGJSxSEUYpgFI04vE4qqur\nc2IRQZIdg1hPSmkI2/UPJBpbtmwp9nkoRcQW1OXrQeccLyuDu1V4g8czu2kei8Wsx+ONP22T43zT\n3Faqg59vMZABfilIvNSJFA0umpFIxLU0pHuKrLHKykr3msjeX7xXFAD3vdLiULGYWhTzPjiOEyiv\n7uGHH8aWLVswMjKCf/mXf8Gpp55qPaZmhE9z/HoBBfGLm/aRLhFTkJXew0WDCvdR7yFapidxmVnO\nXTu8pxTPxZB1lXg3UhuTISBArqXBa1el0+m8ZEEAbp6JzT1VWVnpWje86i1N3OohAQtiaaiIlI5i\nXvcgeXXZbBbf/OY38bOf/QzV1dXIZDKex1TRmCGMRyT8XvMSDmq0yT1FlkVVVRWqq6tzpqqqqrzy\n3vR+Egn+Gh+VjjfCPOO52L2BCjm2LOVBgsETBemYcpAkLhqxWCznmvLqtvw4dP3pXvFroSIx9Sjm\nfQiSV7d3716cffbZqK6uBgDX8rehojGNGY/rKeg2wstFRe+hp2Tq+VNdXY1EIuFONTU1rrsJeDP3\ngmIavJzG0NBQTkkM0zyIpeEXpykU02dRA2+yNEg0qCcZXTtZ9JG7p6hXGYlwOp02jvtBx+HH5edo\nCp4rpaOY1z+ZTKKpqckzr+7555/HsWPHsHr1apx44on4yle+4ikcKhozjPEIiFwmvHrr2GIalZWV\nqKmpQSKRQF1dHWpra1FbW+vma/DCgTwHg9dfso3bIcfwkH9Gk5Vk+25BoeOYYhn0HWRMQ9avov15\nkh0PYJPwkmDQa1x0+DEoZ4Zvt/WW0t5T0xvHcbB//37PvLpMJoP+/n786Ec/wh133IFf/vKX+MQn\nPmE9porGNMfWjXY8YmFrdKVYUGNJ7+GlM7ilUVdXh/r6etTV1QF4UzB48h5ZGiQaPT09OQ2xKcNZ\nBtDpPGxCwXtAjRceQ5DI3lPSJUXXjsTSdJ8o+ZGfu8nCoPFASIRNlobXsjL5FPP6B8mrSyQSOO+8\n8wAA55xzDnbt2uV5TBWNGYatm63pNdv7CGldkCuG5uSe4ZYG5RnU1tairq4ODQ0NaGhocPMwyN/P\nLY1UKoWBgQH09vYimUwGDura/ozUuE+kUNgEgz/98wGeTI09L45IPapME1kpXHhIKMmSkZ9hOi9l\nalDMe2HKqzt8+DA2btyIrVu3IhKJoKWlBd/+9rcBAH/+859x0kkneR5TRWMGYBIHk7Uhl02veSX4\nccHgT8PSPcUtjYaGBjQ2NiKTybglMyjRzeSe6u7uPq4YjGzkZY5FofgJBndR8QrAAIyuK+qCTDks\nZKnxBEjK66BjcEvGFCtRgZjaFPP+tLW1YefOnVi5ciXmz5+P5uZm7Nu3D4cOHUI2m0UsFsM73vEO\nnHzyyfj4xz+O2bNn41//9V89j6miMYPgYiEnep3vZ1o2VaM1rVdUVKCmpsbtHUXjY1PDxxP6TN1y\nSVgoZ4HyFmRPLdlrS86DCCMR5M/r5ebyEi5+rqaaXXw/0z4VFRXuPJvNory8PGc0QtOgUlpPKhwU\n8x6Vl5dj06ZNOdtaWlrQ0dGRs+2mm24KfsyJODFl6uElEDSZakD5TaYhWW3z2traHOHgoiHdNNSN\nVLqw+Kh39Pm28uamUudB3GycQv7AQeJCMnbCRYF6OPF9eGY370VFg0Hxa089yky1t2ydAZSpR9ju\nkYrGDMFPMGRlVNsyH0nPa4rFYq5gVFdX51ga3CLhoiGrwNbW1uY0frQPuXJs3W7pmDxXwXZNTPjF\nQvh7g8ylFcHzKKRokHVB12hkZATl5eWudcEtO54NT3kqvIyKX7djRRkPKhrTHJOrySQGQQYV4g27\nnEzbKQfD5J6yWRqUy8GT2/jr8XjcfaqWczqml2vqeK6jl5jIuc09xS0NKRiO46CsrMy1Mngw3BQY\nN417ru6p8BG2e6SiMY2RjZjN2pCFAk3FA2ky1Y2iSq2yrlQikfCMadjcU5WVlW7ZEP4aCcrQ0FCO\nP59EiFsY3OIo9vXl19hrGYCnYFBHAhIF3n1WVguORqM5WfQ8k1zdU+EibPdIRWOaYxMOKRi8YZLC\nwbeRIJAIyIlvJ0tDxjT4UzOdn8wa55nQXDAoe5yq3A4MDOTUbuK5CoW4n8YTy+DXVa7bYhq8XDpt\no265fKhZP/GORqM5ZUSky04tjfAQtnukojEDMD352oTD9FRrEg1ZfJDEgq/X1NTkuKcqKysDWRqm\ngYd4Jnl/f787BgV3SfFR70yiYcveNuH3updY2KwM7p6S69Fo1BUNU4zJFHPiBQvlsqk8vDI1Cds9\nUtGYQdhcVPLp1pZQJi0NXqnWNOfFCUlUKFDOn6KBXBeUXKfAONVtqqyszBMMnnEt3VVAfj4FX/Yr\npWF7n+ma2rbbBIPOy68nm+mYph5kfK6WRjgI2z1S0ZimeDVAJuGwiYScS1cUNehcJGhZlj+Xvaek\npVFRUeEuc8EgQaB5LBbLeS9PjqMiflw0gmRuF/O6E/S55KIi68jLpWVbpuPIgZfkIExha5CUqY+K\nxgzBz8LgwmFL2uMlzkkQZJlzXu7cFPvgvadkl1sSkoqKCusodNQdlb4HZUOTYAwNDRktDcJPQAqN\nbQSd6Niyyy4/lunzvepFmSYdaCl8hO0eqWhMc7zcG37uKVMin8k9xcWC4hjV1dXGrrmmmAY/Dz94\nY88tjKGhIVeovNxTtGw6bpBrSccxCZKXYPDPMLnD+DbTZHpNmR6E7V6qaExjTIFg6VsH4MYFvBok\nk9CYBMYmEDygLhvSQkaWGxsbc7vc8sGZeABYDjokv7/XepA5XQ+vXmZ8G3cVyWW5jd83KXLjnStT\nm7DdJxWNaYDtqZewNb6EdAHJp1uOyTLhlgjPCKdlHsPg1gU/F9Nkc0/19/fnjBFO+Qk8G5p/vyBi\nUWhDG4lE8mI+tjpcvI4Un3iNKSA3g910T4PcV5OrSpnahO0eqWiEGD+x4MjGhKrIAsgTC5vF4RU8\nly4sHvCWxQlNloZsUHkpDLmdcjR4CQ1ubUjh459luiam1/1ExEsw5cStIDmRePLxR+TctI1fO9vc\nyx2nTB3Cdn9UNEKKV68aGXyVjQwJBjVY0oViEwyaB7U0TCUwbO4pXqCP95YyrXPRkIX6+FM8Hd9k\nVQRxU/ldf/r+VJ2Xu+V40J/XxaIpk8nkCAbdj0Imk3VG203fS1EmAhWNEOLXJdMWgCVkA2Xys5ve\nF8TS4NaGzc8v3VP0uTxBzdTI0pxEg8qIULE+XnfJz6owbfOyTEzXgmerU/dgU2Y8iRrNecCfj4ch\nr7Nfgh934cnijPSwYOohpkwtwnZ/VDRCjM1tIV8nuBhwARgdHXWtDfkkbmosvSwN/rRtqm3l5Z4i\n0eAxCtng0njGppgGd095uaiORzwI/t15rzLKUeH5KVRQ0JQ/wsfUoOtr6tVmmiiDnASDYiP8uipT\nHxUNpajYhMJPQEwNIe1TVlZmDabyzw0a06BG1Mu1QufAazFxS4N6RZkq2kr3lKnCq5f7iW/zC4Lb\n/tB0Dfj456YuyFVVVTk9yOi7c6Gk7SbBsNUEKysrM47HwS03W9dgZWqhoqFMOoUIhoxxAN69p+Tx\nvCwNngBIQ5Wa3s/n9FlcNMiyINdTOp12l2m8cC9LQ/ae4t/d5ucvRDDo/KWlwUWD8lVqamryhl+V\nlhUXE5som2qBSRHm31HGjpSpi4qGUnRsPWtMDTLH9kRtC4IXGtOQgXD5uaZ1WjaJBokEDTZEIjE4\nOJjXe8pUEtxPJGxB8SBIS4MnPdJQtVTllzfgPIZB31UmNkqLw1baxWZh2ARFmZqoaCiTjnySpyda\nHgTlc7nNZGWYhMOrMTPFNbxcXnKbjGmQaJBYcKHgk2mYU5OlEURECkHGNLhgkKVRW1uL2tpaVxDo\ne/JMdikAQa4xvcf0/eg+qqWhFAsVjZAinyLlk6UUDFtjDdhFw+Si8mrUpKVhy4I2lQaXT9/c0iDR\nMPWaMuVpUEzDSwj8RCTI9afvzt1T3NIg0bAF+3msw1RSxSQaPFlSfhf6DLU0woVaGsqkweMTtA68\nKRgm14vpB8r98/LJWVaqpfpOVDSQBj1Kp9MYHBx0n4B5F9Kg38X0JG4SED7EKbcwuJUhuw4HsTT8\nep/RNmrY+T5c/GRQn0SM3FnUy0qOTEjXNegkR+2zxU5s7kplahC2+6KiEVJMAW0v60K+l8NjFCb/\nPC95ToUISRxGR0eRyWSQSqXcz6f1IN1GZSNHFoeX1WEb4tQ2PnYhAkrXw29u6gXGExS54I2MjLj3\ni49CCLw5YmFlZSUSiYRnWXo559aWV3deL2sjbA3WdKSY98BxHGzYsAEHDx7E4sWLsXbt2rx9jhw5\ngiuuuAKnnXYaAOCee+7JiUlKVDRCiBQMLhbcyqDXae7VSNLTrqn8OVWtrampcV8zWRqO88ZgSBSL\nsJVXN9Vn4g2vLShODaTM2zDFM0yiYboOXtfEJhJc7OgY/Nx5QiLVw+KiEY/HAeQKRk1NDTKZjLGX\nFNXtoutGy7IgJL/3dB622IbpQUMpDcW8/h0dHYhGo2hvb8eqVauwdOlSzJs3L2+/lpYW/OAHPwh0\nTBWNEMMFw/Tnt1kaEu47l5YGWRfUE0gGYsnS4OIh8zWocePLdM702Sa/v60nlRwXW1oZNkvDdk1M\nwX6/SYqG6fy5pUHBaYpF0Lgh8Xg8x0LxysuQmfVe+R/ZbNbYy4r/buRvSCkNxbz2e/fuxaJFi9DV\n1YXOzk7s2bPHKBqFnIOKRsgwCUUhwmFqNGX3UVOyGo3PzRtMbmnwRDOa+LjhNB8ZGUFlZSWAN8WK\nzkfGBGwxDdO42Kaxsf2+u9cfxUsoZGa7ybVG508DSnFLgxp8Lja0XIhLj49JQsfhny1HRwzyW1Km\nF8lkEk1NTdi8eTNWr16NZDJp3O/ZZ5/FlVdeiXPPPRc33nij5zFVNEKM7U9v6morlzm8JxB3T0nB\nqK2tDVS+nCYZD6EnbiB/THDuVrFlhpNo2CrGermnTHO5zRa7MNV+MhVe5K41arTJjUf78+xvkwj5\n1Zvi+8oYBgk4XTfu4jI9TKhQTA2KHdPYv38/GhoaMHfuXHR1deXt87a3vQ0PP/wwxsbGcO2112Lf\nvn1oaWmxHlNFI4QUEtPg7zEt03tsiWoU0yDR4E/22WwWY2NjecUF6amf3seT7vhnUbdcOqegMQ1T\n6XS5biu86CeiXtaFnPhxTOdOjbdXPEdOQd1j/F5zlxSJrBwd0fbb4cdRSkMxr319fT22bduGHTt2\nYPv27WhsbLTuG41GsWDBArzyyisqGtORoH9+v3V6n633lLQ20ul0jluKGiveDdY0oh6JA7dm+Ha/\n3lNUVoREg1d3Nc29qvUGvSZcOEzuIS/3FM/2pu/Nu9by8ul8Tp8dZA7k1rCicdLT6bQx3mH67di+\nvzJ5FPP6t7a2oq+vD4lEArt27cK6detw+PBhbNy4EVu3bkUkEkFXVxfmzJmDsbEx7NmzB5dffrnn\nMVU0QgwXC77uta8JWUPKFgin7GZqHEk8qIvt0NBQTgJeJpPJKR5IvnweAPayNGRMg3plyURBU/Kg\nl2j4XRNbPEMWEZSBcGlp8OA1j2lQl1uayH1HsR4vpFBxkSJh5YNg+fWeUkpPMe9FW1sbdu7ciZUr\nV2L+/Plobm7Gvn37cOjQIWSzWcRiMezatQvt7e2IxWK49NJLcfLJJ3seU0VjGnC8Pzov95SMaTiO\n4zZQAHIsjYGBAfT29qKvrw/9/f3IZrNug8obzHg8ntMVlb5DkN5TQ0ND7jFNEx3LFAgPei1obrIy\n5Lgg/Ny5m0gGrCsrK93leDyec115naqgwXsSKe4GI1GNx+OeloYXKiaTTzGveXl5OTZt2pSzraWl\nBR0dHe76ihUrsGLFiuDHnKiTU8KLdE/J3lNUrZXiE9StVloaAwMD6OvrQ3d3N3p6elyx4DEMOqZ0\nWwFm4TB1uaV9JRP15/MKhNssDX7eUlQqKytzutySpZFIJFBXV4f6+nrU1dWhrq7OUxD5RO5Bfn1I\nMLho+PWeUpRCUdGYwZhcHdQIDQ0NuV1leQZ4T08Penp6XGtiYGDAOuwqNWrU4A8ODrpuE2p4gTdK\njhw7dgzd3d3o7e3NOy5ZJdzlxJnoxk9aLBTApzmAnHPhoivrcFFeCq8ZJYe/lQIkx0Xnbjs+0X3g\n7kAeO+KJg0F7vKmQTD5hu+YqGjME+bQpg6q89w25gSoqKnK6bI6MjKCvr891QfX19bmNOx/Xgnoy\njYyM5DwF86df4M0Gcnh4GN3d3Ugmk25DaBONYmN6oifB4EjR4BaVdPPxpEabYHAx4u45mYvCp97e\nXvT29mJgYMAVDXL5RaNR16Kh2JKceI8z+u7K5BO2666iMc3hYmFalolhZBlQ8UFq1MgdMjAwgP7+\nftca4IHvdDqd43bilga3MORnptNp9Pb25lgx/JheolGsP5wUDnlNeczEZmnwoW+ltWEaTAlAzn3g\nPcf4sLc00fXnokECwC0NW06L7AHGh4tVJg8VDWVK4tV9kwdVydKQFgFZDTSuBZ+8LA0eA+HZy/SE\nS/GQ/v5+13rh7il+TNl4F8Mt5RVD4PB1Ge8wWRo2wZAxB25p8NwUXpyQL9O1p+vPK+eSpUGdF/hk\nyjMpJGCuTBwqGsqUwZbhbHpN9vWnGAb5wGk7NVK8seIxDW5p8MxoWR+JN4zUVZesFmm9SNEo9p/M\nJBbU1Vjuw6+rbax0k7XBRYMLhym2RMIs57xwIxdXx3FcS4M6I5DlIsunc4tPRaM0qGgoUwqbYHhZ\nGjYhGRwczMmZMCXzmWIaMobBu4gODg6isrIyZzhXOTKfXyB8IqFGlosCiYXsOMDPhVsaXDC4peHn\nniI3IL/mXFCla9CWDU/nE4vF3NwYOd4GfS96KCi0a64ycwkkGk8++SRuvPFGrFu3Dq2trQXVXldK\nj0kw+MS7cEqXFFkDlDQmS5KbypTzmIapoB7vUUWNqhQgOdDSZAXC6bsDcLvJ0jJ9D7I6gsQ0TKJh\ni2fQ58hrNDg4iP7+frcDAvUw88rhoOOTtcFrXtE+XHTkeSiTx7SzNLq6unDnnXfiggsucLcVUntd\nmaUGVtMAACAASURBVDqYBINbGjTaHndJUe0kavBkjx7TMrc0TG4XPiwsTVKITGNlFFs0TH9eEgs+\nyX157ylbIJw6AgQJhEt3IOW/9Pb2ujkwvb291pLppm2mGIYsx66iURqmnWjMmTMH9957L+666y53\nW9i+5EzEJhCmCYDr1uCNO2/YaG7qumnqyknHoWPy8R1Mo9B5Va7l1WsnC/kbJ7cVt5pMlgYXBhnL\nsHW5lXkasiwItzSoa3J3d3deHggtSzdZRUVFXgyDZ5OraJSWsLWn44ppFFJ7XZlaeLmneEDUK/7B\n6zx5zcmCMZUUl8u2ZDM5TQY8riHX+TWTosGFgxpwnqFtC4R7uae4pdHT04NkMomjR48imUzmjeFO\nrjMSDsrAp0KIMnOdd1JQ0Sgd0140Cq29rpQeaVXYRIM/iZq6nPJG0u/zgDetFz+m0p/GZGEA+Tku\npuQ+bkXxOlvcCigkT4NEQ1oax44dw9GjR93SLlQUkgQDyM3TqK6uznNJZbPZPAFT0SgNU+n3H4Rx\n954KWntdKR224KapYfSbvN4vP8P2Jwjbn4OQgiFjGFIoSCxoqqysDBwMl3W6qLBhbW2t2+GAxLi6\nujpvovHcaSIrhITIJF4mi0dRbBQsGoXWXleKj+nP7tUA+IlGkPfI16ZTgyNFQm6jdVNCn6wSTO4h\nU5KfKUhtEo1EIpHTgywSebNyLi+xTpPcXllZiWw2i3g87g7QZLIyptM9DBNhe5gKJBpr167Fvn37\nEIvFMDo6ijlz5qCioiJQ7XWleJgaMr5sswC4v562F2JpmPATjrD9MQDvLHopGKaEPm5lyPpTtgbb\nJBrDw8N5Q+XySsR+86A1sJTSELb/RiDR2LJlS7HPQykQ09MwX7Y9IQPmBLZCRcKETTjC9KfwEgqa\nc/eUSTi4e6qystJY8dZWSsQkGjSsrnydC4HXOiX3eSUZqqVROsL0/wA0IzyUmATBaxuQ3yOII4VD\nLhcCF46w/Rn8kNfWr0ghiQbPc7FZGoQUDepubHrNlO9imsrLy5FOp/MSDW2VdpXJJWz/ExWNkOEV\nv/CyLgB7g27KKJbbCiFsfwIbNiGWVoZfTIPnpPCne9NTPnc98aFyqTdUPB53B8YyHdf2WdxNZguE\nK6UhbP8XFY2QYsuj4HPA3oXUtM1vPlOwWXBymRpbntBnck9JkeCTl3uK17ySLqt0Om3NBDdlg5uC\n8V7lTBTFhopGCPFzT3E3lMklZbIyvJZnOrbrHMQ9FY/HPRtzL/cUrZeVlbmCwcuryHwbr8mrcKKK\nRmkJ239NRSPk2JL2CFN2s2kul03rMwlTzzRb7ylTDyrunrJlwfO5tDT4ckVFhbG0CuB/z8jVKHtP\nmYLxSmkI2/9MRSOkSHGQT5aAvUEJmrQ30zE9fZt6T5kEg7unTE/+8lhSNGgepLSKrZQLX7bliqil\nUXqK+b9zHAcbNmzAwYMHsXjxYqxdu9a6765du/B3f/d3OHDggOcxVTRCjleDRHjlZCj+2K6vzT0l\ng+H8OH6fE/Spn9eRMk38tZGRkcDjeiiTTzH/hx0dHYhGo2hvb8eqVauwdOlSzJs3z7jv1q1bccIJ\nJ/geU0VjGmAq6zGeBL2ZjowzyNgDd0lRuQ7KuPZ6gi8GkUgkr5aUrUx9NptFd3e3Ow4HDaUrh+id\nzCrCypsU87+5d+9eLFq0CF1dXejs7MSePXuMovGb3/wGZ511Frq6unyPqaIRYvyC3VIsVDy8kdYD\n78IqtyUSiRzRkK6fiRYM033joyPKAbHkvLu7O0c4+HC62Wx20kvPK5NDMplEU1MTNm/ejNWrVyOZ\nTObt4zgOfvSjH+F73/seHnjgAd9jqmiEFJlzIeMYXol6KhxmSDR4F1qZkEfr0tIg0TgeK8OrO7Rp\nG41TQhVx5USikE6n0dvb6058DHY5trgy+RQ7prF//340NDRg7ty5Rkti586deP/7349EIhHomNpl\nIoR4CYO0MFQsghOJ5JY3591mq6qq3OKBiUQiRzTkmBk8ae94sMWiaF2O4S5H+ZPjb/T09KCvry/H\n0hgeHlZLo8SY/ruFTF7U19dj27ZtWLNmDbq7u9HY2Ji3z5///Gc88sgjuOaaa/Dyyy/jhhtu8Dym\nWhrTAN6tlscz6DWvufIm3D3Fe0LxOk4kEF6WxkS4p/zyZ0g0uKVBo/yRJTEwMOAu8+00cdHQmEbp\nKOZ/sbW1FX19fUgkEti1axfWrVuHw4cPY+PGjdi6dSsikQi++MUvuvu3tbXhzjvv9DymWhohw1by\nw8vKUIEIhnRPkUhQiXEa9Ki2tta1NkwxjYkMgnvdZ9sof/39/a6VcezYMbz++us4duxYXkxjaGgI\n6XRaA+ElppiWRltbG/r6+rBy5Uo0NzejubkZ/f39OHToELLZbN7+QX6zammEGFNcw+8JVS4rb8KD\n4LIciByzwq/31HgS5gqxErmlMTw8nDfKHw0PS3EM2sc0J/eU/i5KQzGve3l5OTZt2pSzraWlBR0d\nHcb9H3roIf9jTsSJKZOLKfBt6kHF9zctK7lwS0NmdlNMQ46QZ7M0Co1peN0/wCwcMqaRSqVyYhrU\nY6qnp8d1Y2UyGeOyWhpKUFQ0QgoXC74e5D2KGR7T4EO3ctGoqalxJykaxzPmtqnLNM1ty9w9NTw8\nnDeeOLmoksmkm89BQiPXNRBeOsL2v1TRCDlh+8FNZaj3lKxWS6JBMQ3Ze2qy8zSkeyqTySCVSllj\nGkePHs0rK2KblMknbP9hFQ1F+f9IS8PkniLhIDdVoXkaNjeUV4KmXOd5GiZLg7unSDSUqYuKhjIp\nmArp8WWvOEbYfqSThUk05IBKJB42CyNIEcDjiXX4uSP13oaPsN0zFY2QIQsSmooU2kqhq3jYkeXO\nTSPx8WA4CQjvOXU8MQ06BykQptiVqYAi7aNFB8NH2P6HKhohxDbQDn/NFEA1dedU3sTL0pBuKl5q\n3OSaOt4yIlIwTN2r+b5yXVGKhYpGiDAJBXeD8MmWDCaZyeJhanhNgypRDyqaqqurc0bnM7mnJuqp\nX2b6y202sVDhCA9h+w+qaIQMk2CY5qZBeWg7EL4f6kRjizWYEvxkL6qqqqqccTPINcWzwSdiJDwp\nGDbrQsUi3ITtv6iiEUKkQJjGgaDxFmgOIEc4/JLJpjO2htUU05DuKYppkGUh5xMxlobp3tgExCQc\nft9TmVqE7X+oohEiTK4p20T7SJcUCcZMbVBsvc74NTW5p2RMg8SBz493JDwvseDLNsHwEhBl6qKi\noRQdk3Bwt4itu6f0g880a8OrmzKt+3W5JWtDDtbE18c75rZfIJyfs+lemr6TMvUJ239QRSNkeFka\nvPEaHR3NeZ/jOIhGo3mNz0zFJBgm0ZBdbmmyWXdy/XjP0VYuRlpI8jvN9PurFA8VjRBh62orhaOs\nrCznfbwH1Ux1TXl9Z3pNxjTkQEw8pmG7F3KaqPM2ib1JOPy+qzL1UEtDmRRMVgafCFO324ls1MKI\nVzdVk3uKd7mlmEYpzxnId0/Z9lOmPioayqTgJQb0eiQScYvnlZeX5+0vl/3mplpI8pymGjLWY1sv\nKyvD7Nmz0dTUhIaGBnegJZ71XYxChBJTIiZdf77sOI47BjiN853NZt1R+Khq7VS8J0ouYbtHKhoh\nwksk+D48uYwEw8uFMjo6mlMim09yG88o5z53uV4q5PWIRqM53WFNyzSfNWsWZs2ahcbGRtTX16O2\nttYdnY+LRjGRVWipmq3cPjo6iqGhIaNwaKnzcFHq/0yhqGiEDFuWt2ws+RM07wrKM55pn5GREfcp\n1TaRIMjSJCahKMWfwJanIJP0eBa3HPu7oaHBtTTq6urcarbS0igmXBykgEsxN4mGtDLC1iDNRMJ2\nj1Q0QohXWRB6ndwvsheQaZkaHD6nZbJa+BOvqSsofe5k4+XTJ9EoLy/Pq1RrWq6vr0d9fT3q6upQ\nX19fUtGQgyWZJnVPKaVARSNEBKknRdvJJUVP2tQw8p5AtJxOp93hQtPpdE61VkoQpEbM5HO3netk\nIwVDWhq8Si0NosSXE4kEamtr3XhGKUQDyB3KlVt7cn1oaMi9dzb3lIrG1Cds90hFI4RwwZD1pGh7\nLBZzA+HU+4fGgeBjXVdWViKVSmFwcBDxeBypVMqtocQtjJGRETfPw0uwJhNb91MOF00afY+LAl8m\n8ZCCQgJbCkuDRubj43rTlEqlkEqlcixDFY3wEbZ7pKIRMngvGllHyjQvKytzffZ85DneUA4MDLg+\nft4wUuOVzWZdy8OrAGKpAuFe5TQoEE7CSd+fu6Hq6upQV1eX566SY2aUyj2VzWZdYeATj2lwwVDR\nCBdhu0cqGiFC/rhkzoVNNPiTdiKRcBvJuro61NbWIh6P541tzRuu4eFhN2hOn8sFCzCX8C4mXkJB\nc/79+SBKtbW1qKurQ0NDAxobG9HQ0ICGhgZrkNwkqMXCZmmQUJA7irsTpXuKguUqGuGgmPfIcRxs\n2LABBw8exOLFi7F27dq8fQ4ePIh/+qd/Qnl5OU444QTcfvvtKC+3S4OKRgiRwWfZUFLDzQPhZGmQ\naFBjWVdXh1gsllMzibukMpmMscEkweDiUeoutybhkKJB7qn6+no0NjZi1qxZaGpqQlNTk9sV19Y1\nl+JExYSLBll5JBokFCQWZGmQYHBrQ3tPhYdi3qOOjg5Eo1G0t7dj1apVWLp0KebNm5ezz9vf/na0\nt7cjEolg/fr1+MMf/oDzzjvPekwVjZBh6q1kCgBL9xTFNHiD2dTUhMbGRlRUVOQkrY2NjeU0VkND\nQ9an7FJmmHvVXLJZGlw0mpqaMHv2bMyePRuzZs3yTALkUzGxWRqZTMYVDRKLIHkaKhozm71792LR\nokXo6upCZ2cn9uzZkyca8XgcwBu/ve7ubjQ1NXkeU0UjpHh1dfUSjZqaGtc109TU5DaWdJyxsTHX\nJTU8PIxUKmW0NOj4prpHpbA4+HnwZS/RoGswe/ZsnHDCCZN6vja83FPc0hgcHMwRjOHhYY1phJRi\n3qNkMommpiZs3rwZq1evRjKZNO732GOP4Stf+QpaWlpw2mmneR5TRSNEkDvIr7pqNBp1rQheEoN6\nBfEhSuXwptwlw3M6yMdv6vbrNwHwXZYCNBHr0Wg0J8NbJuxRLId6ihUD+T29rtHY2BiGhoYwODjo\nzvlk2+aX4KdMbYod09i/fz8aGhowd+5cdHV1Gfc7//zz8etf/xo33ngjdu/ejXPPPdd6TBWNEEEx\nCjmZGn1yPzU0NOSVxOC9gWSWuE0wSDQA/66uvP6VVx0rvkyNvG3Ol+kzgogGWVONjY1u4L/UpUFk\nmRC+bhKFgYGBvO1cRChfw+SiUtGY+hTzHtXX12Pbtm3YsWMHtm/fjsbGRs/9L7jgAjz99NMqGtMF\nEg1qxHmjLht4ilvQE7ZNNGSFXDliHReMeDxubMRN69QDS070BCwnGUfwWga8RYO2RaPRnB5SZGmU\nshst79lkKg9CImCyKgYHB3MExBTX0JhG+CjmPWptbUVfXx8SiQR27dqFdevW4fDhw9i4cSO2bt2K\nSCSCF154AW9/+9sRjUbx1FNPYcmSJZ7HVNEIEVw0eFkM0zLvVkuNJYkGuae4pWHqOWSyNmQNK1tt\nKxoIyjSZGlDT+22fAZhFQm6LRCJ5uRhToTQIz8GQ5UJMYsGFgi/Lbre2HlTK1KaY96itrQ07d+7E\nypUrMX/+fDQ3N2Pfvn04dOgQstksYrEY/vjHP+KGG25ATU0N3vWud+Hiiy/2PKaKRojgosHHduCZ\n3jQ3ZTzzLHASBG5p+AkGZUV7VYrly7xRNDWUfB7E5UYTEFw05DUotWhQN1pZFoSWTdYFFws+54l+\nFCxXS0PhlJeXY9OmTTnbWlpa0NHR4a4vX74cy5cvD37MiTo5pfhI0eDiQJnONTU1ORMvi+EV07AF\nwflwpzzZTQqKaZ0aQv4kzdf5Mn0W/3zbMmAWCNN2WRaElwYpdcIe705LyyaxoGlwcBD9/f3udlla\nhB9XLY3wELZ75CsaBw4cwG233YZIJIJTTjkFt956K/75n//ZM8NQKQ48WY+LBhXZo9hFbW1tznjW\nJBS815ApEG4KhpviGl4TP75fuXX+lG2qwmuqyhuLxQAEF42pVBqEujPz0iCyurBfPINbGtxCkVaL\nHP9EmbqE7R75ikZNTQ22bNmC2tparF+/Ht/97nd9MwyV4iBjGqa8AyrvLSvZyskUCDcJhhQOr/Li\ncm56Cjatk29Vlu2wrQP28dLla37H5eVRioVfwh7lYJBoeFkbXDhsrj51T4WLsN0jX9E46aST3OWq\nqir89re/xZo1a/Dqq69aMwyV4mBzT/FkPeopZHta50Jg63JrsjS4JWGqlmtal0/S8qma++GDWDE0\nAXbRkMLBYy2msiBToZ4UBbMpac8Wy5CTqUca72igohEOwnaPAsc0stksHn/8cZx11llobGzEXXfd\n5ZlhqEw8QUSDainJYLIpsGwa3c8vT4NnlpsmnkTIn6BNE88tMPUEs20DvEVDZoTbyoGUojQID4TL\nLG8pGjbB6O/vx8DAgDFJUI7nHrYGaSYStnsUWDS2bNmCZcuW4aWXXsKBAwd8MwyVicckGqYCfLNn\nzw7UUPLcB6+scBIMatxtPbT4vKamJqcCK6/OShMNADU8PJwTe+Fz0zYgmGgUK8u7UEzlzrnlxa0M\nU0zDJh6KUgoCPWI9/fTTePTRR3Httdeirq4O27Ztw5o1a9Dd3e2bYahMHKZGsRBx8HLlcCtDdukl\nC4KPakc9sSjvg0py2EqTSFcXFwVyZ5Elwd1o3Cqich9Bv1shU6HYnvJtCY1+taRILLQI4cxjPKV5\nSmlJ+loamUwGt9xyC26//XZEo1FjhqEy+XiJB29cgzSS3EVFjTqNy0CNFAmL7MLKG3o5TCw/Lm9E\n+fmT9WQK1PPj8dLtpu9RKsvCVjiS15wyBcC5i45EQ9aSksl6KhrTk7DdT1/RePDBB3HkyBHceuut\nAIDVq1ejr68PK1euRGtrK5qbm4t+kkouMtjLG1Nb/SaTdcGPx7vzkqVBjRTtU1ZWlmcd8Axz3shz\nAeOiIYsT0j6mXk7yeF4Bb3ltigkXBL85rxxs6jnFRUNaGbwAoYrG9CVs99NXNC677DJcdtllOdva\n2tqKdkKKN7Z8BJPbxiQq/Bj8mNw9FY/H8wQjGo26+SGmQDWvmisFQ5rSUjBM9bR4Uh/1cPL6HqWK\nX5iq2Mp1m3vKVO6clwZR99TMIGz3UzPCQ0jQ2EZQ/720NLhgmFxX0o1ksjS4KPCGjm+XvbVkzy0Z\nz7CJhm0+Wfj5nLlgSBeVtDRMw7eqaExvwnY/VTRCjk1ACgkAc2GoqKhwf8Ryu8l95OVOKisrM46X\nYSpq6FV3KohgTDZBg5SFBMIHBwfzuiXL8TFUNJRSo6IRIoJaGFI05HtNx+WxB7mNxCGbzeZZBdJS\n4I284zh5VWmj0agrErzSrV/FXC4cdDx+/qblycIrV0Im9UnRkJaGTIZU99T0J2z3U0UjhNisBpNo\n0P6mOT8euaeAfAsjFou5wVhuCdjmPAjPj8/dVTKDmVsnchwNk6XBz920PFmYgt5ybgqE23pPedXn\nolpSYWtkFG/Cdj9VNEKGLRDOG+pCn8jl4Ea0TvENXprCq1GXy/zcSBhsI/nJc5fLfO51XSYTU9Db\nJBjSPeXlojJVBpa9p5TphYqGUnSkcMiG1ta4ejW4FLx2HMd1U5ncLX6xE76N9ge8exfx8zDFXPwC\n+aXEK5bBRcOUpyGtjMHBwRyB4e47dU9NX8J2P1U0QopfbCPoMfjyRNdgmowGnsRpsj97IjLCTZaG\nrQChFiGcvoTtfqpohAjyjVNi2NDQEAYGBnIS7MjNVGh5kWLAu9kW648hj8stm0I/1xaTMLmcbOOe\nyzHQR0dH0d3dje7ubvT29rrFBimRzzTaHp9MFlnYGhlleqGiESK4aFAyWH9/f864EI7juAFrWylw\nvn2irQsTk9nIHc9nyXG85SS3y1Lktm29vb3o6elBT0+PKxxUMoTKhdBIe16ioUHw6UnY7qmKRogY\nGxvLKak9NDSE/v7+nB5LtI/f4EMAXKukGJT6jzAe64ZEWY6EZ1qXIuE19fX1oa+vD/39/e58cHDQ\ntTRMomGKJ5X6mirFIWz3VUUjREhLQw5XSq8PDw8bR9KjhgmAWxZkujKePyIJgAxYm5ZN1ohtm23k\nPSoXYupSaxsXI2wNjOJP2O6pikaI4KKQTqfdWk/8NRIUqkRbU1PjJohxweCJfMqb8Qw+fjcfVY+W\n6drLoVVtw66OjIzkVLCV1WylpeElGmFrXJRghO2+qmiECP4UnEqlXAuDGige66DxLyjQOjo6CiB3\nICcVjVykpUE9mmQV2qGhoRxRkCIht1HvKF6MkLbxQLhNKGSjErZGRvGmmPfTcRxs2LABBw8exOLF\ni7F27dq8fQ4cOIDbbrsNkUgEp5xyCm677TbPY6pohAhuaXCXFDVy6XTaHeEtlUrlPMECcBP2KMO7\nmKJRzB5TE3kOslcStzQobiRH0fNLwpOTbbhbWV/Ky7pQa0MZDx0dHYhGo2hvb8eqVauwdOlSzJs3\nL2efmpoabNmyBbW1tVi/fj327NmDs88+23pMFY0QwV1Qcp0aOAp4Dw8P51Wr5WNlFFs0pkLjVohg\nALmWhhSN/v5+dxoYGMgTDR4sN23jFWtN62SZ8PMyiYYy/Sjmfd27dy8WLVqErq4udHZ2Ys+ePXmi\ncdJJJ7nLVVVVGBwc9DymikaIIKuClrlgyAKCIyMj7o+Rj45XWVmZZ4HMREwuHx7TIPdUKpXCwMAA\n+vv70dvb6/aE4r2p/Ja568oW++ACbwp6ayB8+lLMe5pMJtHU1ITNmzdj9erVSCaT1n2z2Swef/xx\n3HDDDZ7HVNEIEdSokXjIWk+8/hM9tVKJkFgs5o64Nzw8PONFw4TJ0iCXFIkG5VrYCguaJlNSoNxG\n64C5EVGxmL4UO6axf/9+NDQ0YO7cuejq6rLuu2XLFixbtgy1tbWex1TRCBHUwPhBWdFUdTYej6Oq\nqgo1NTVIJBIz3tKw/Ull7ykKWJN7ikSju7s7kMuJ1hXFi2KKRn19PbZt24YdO3Zg+/btaGxsNO73\n9NNP49FHH0V7e7vvMVU0piGO4+Q8MVPDZys5AhRWLNBULTfo4Ei27aZupl5FE73Oja+bAsm2ulEk\nCGRN8EQ8yt6W43abqtBy60FR/Cjm76S1tRV9fX1IJBLYtWsX1q1bh8OHD2Pjxo3YunUrIpEIMpkM\nbrnlFtx+++2BKkSoaExTCik5YqqQa1u2jeNhEx3APH6HXDZlWMtsa1o3lUy3lVEP6hqizO2enh70\n9fV5ioYMevPzU8FQphJtbW3YuXMnVq5cifnz56O5uRn79u3DoUOH3MoRDz74II4cOYJbb70VAPC3\nf/u3WLJkifWYEafIv+6pVsp6ptDY2BhoamhoyBmz2zROBp+bGmZbow34WyI09+u2yhto09gdtnE9\nbDWhTDWieJkPmmT5j76+Prf3lF+eBu8RpUwPitFcLliw4Lje/8c//nGCziQYamlMUwopOWIagc+2\nzVQl17YdQI7VYXMlAciLCdCynGezWetwsKbJlrVt6r1kKvXB60RRcUEuYKYihto9VimEsP1WVDSm\nKYWUHDFVwrWt2ywQ0zbAPjStFBA+xgTFDUxJcMPDwznnRaJmWi8rK/O1XPhEbihTyQ8Z07C502TB\nQUXxI2y/ExWNaUrQkiMDAwNu0l9FRYVx4q8V8pTvFe/grwFAOp3Om+jpni+TaPCcFJrLbeXl5Z5d\nYek6yARJXuZDThTT8HJ3qWAohRC234qKxjQlaMmRysrKnPLpfpN0WcknfD6X44R7LVMvL1nvSdZ9\nSqVSRpHj63yZqtJyN5dtnawyPqqenPPij16TCocSlLD9TlQ0pimFlByhuZxM202DOdmmQno52Wo9\nkXuIaj4NDQ2hoqIiZ2wQuc63czcXL28uXWBcPPwmEg05op/sGqwo0xEVjWlKISVHqLxIZWWldZnW\ng7iFePzD1HXXJCJkaZBoUBY2BaVpeXBw0ChqUuBIOKTV4LUsu9J6zf3yPlQ4lKCE7XeiojFNKaTk\nCA3URIM1yXW+7BfzoLpXNJRs0DHKKY5AVgV1b+VdXWmZi5gUOb4ei8V8YyW0TgUeg06yFpRtrih+\nhO23oqIxTSmk5AjVpJLzdDqNqqqqHNcMd/3QnJKEaBs1rH7dcnncw1RVlpLsqHwHCQcXNm4J0TY6\n18rKSmtA2zR5uZvkXFEmirD9nlQ0ZjjUEFJDn81mUV5ejkwmk5dzAcB1z1C8wKvnVVBLIxqN5lgS\nFL/gPab42Ny826zsnSW/k7QyKH7Bu9zyXk9+o+cpykQTtt+VioZiFA5uGVA5DsdxfGMafNkUy7DF\nN2QMg5fuoEZejr0tRYO+C5UFIdHgsQsezPYSDB3HQpkswvb7UtFQAOSOJ1FWVpbTINPrjuO4lohp\nkgmBXj2m5DZTjymTZUDiNjIyknN+JiuDgv+y95Qc+EjmV6hloSh2VDSUPEtDNsj8dVtehmmbLSdD\nziORSN4Y3HxcbUrAkxnYVGyRzlO+xvM0ZE6GyTWlPaKUUhC235SKhmIUDWlh0OumzG9em0pmhNuy\nwuU2rwxwsg64aPBzBN4M/Ev3lV9GOC//YSujrijFJGy/MRUNJadU+MjIiHU7j3X41Z3yKh9immx1\npmzuKZMVRJYQuaVo2avelMnSoONqXEOZDML221LRUHKCx/LpnRpjsigK6RFlKkxoK1jI3Ue26rZ0\nLnQcOnduZVBMhia/Crc8pkHHM80VpViE7TemoqG4Da9c5w2vzLMIMq4GgDyxsG3zsgb49rGxMUQi\nkRyrwzSOBk1+42iYXFOmuVxWlIkibL8rFQ0lTzTGxsYQjUZzEvT8KtaaYhWEbeAlvmwaoU9O0q0q\nEQAABzxJREFUPGGRzjESibgWkkm85Eh9tmWZCCn/yGH7YytKsVDRUPIynm0uJJu1IOdcFPhrtnV5\nDn6FAKkB93N90XFpbgpw2wLeKhLKZBG235qKhgJAg72KUirC9r9T0VAURSkhKhqKoihKYMImGlH/\nXRRFUZRiUUg1gkIrFDiOg/Xr1+PKK6/Eli1brPs9+eSTWLx4MR544AHf81XRUBRFmaZ0dHQgGo2i\nvb0dTzzxBJ5//vm8fbq6unDnnXfiggsuCHRMFQ1FUZQSUkxLY+/evVi0aBG6urrQ2dmJPXv25O0z\nZ84c3HvvvTjxxBMDna/GNBRFUUpIMWMayWQSTU1N2Lx5M1avXo1kMnncx/QVjQMHDuC2225DJBLB\nKaecgjVr1mDFihU47bTTAAD33HMPYrHYcZ+IoijKTKSYouE4Dvbv34+GhgbMnTsXXV1dx31MX9Go\nqanBli1bUFtbiw0bNuDVV19FS0sLfvCDHxz3hyuKosx0iika9fX12LZtG3bs2IHt27ejsbHxuI/p\nG9M46aSTUFtbCwCorKxEZ2dn6LqIKYqiTFWKGdNobW3FwoULkUgksGvXLixYsACHDx/Gpz/96XG3\n44ED4dlsFk888QTe+9734tlnn8WVV16JO+64Y1wfqiiKohSftrY29PX1YeXKlWhubkZzczP6+/tx\n6NAhZLNZd7+1a9eivb0d3/jGN7Bp0ybPY0acgHJz5513Ih6P4+///u8BvFEw7tprr8XnPvc5tLS0\n2D/AUGdIURQljBTDyzJ37tzjev+rr746QWcSjECWxtNPP41HH30U11577ZtvjEaxYMECvPLKK0U7\nOUVRlOlOMd1TxcBXNDKZDG655RZ89atfRTQadaPvY2Nj2LNnD04//fSin6SiKMp0JWyi4dt76sEH\nH8SRI0dw6623AgAuueQS/Pu//ztisRguvfRSnHzyyUU/SUVRlOlK2DoWBY5pjPsDNKahKMo0oRjN\n5ezZs4/r/UePHp2gMwmGlhFRFEVRAqNlRBRFUUpI2NxTKhqKoiglREVDURRFCYyKhqIoihIYFQ1F\nURQlMGETDe09pSiKogRGLQ1FUZQSEjZLQ0VDURSlhKhoKIqiKIFR0VAURVECo6KhKIqiBCZsoqG9\npxRFUZTAqKWhKIpSQsJmaahoKIqilBAVDUVRFCUwKhqKoihKYFQ0FEVRlMCETTS095Ty/9q7f5fU\nwjgM4E8HkqKftlhETQkFkUiDizU4REPRqlAiQVD/gxAEzUFFZ04JhyBaamiIAiMHg7AgJaiGJM9i\nkJuS5w6XGwfvpXv0que+L88H2l7ifXmox7ej34hIUrquIxwOIxAIQFXVmtcYsTSIiCyk6/o/fX3n\n4uICiqIgFoshkUjg5eWlpjVGLA0iIgs1sjRub2/h9XqhaRoymQySyWRNa4z4TIOIyEKNfKaRz+fR\n19eHnZ0dhEIh5PP5mtYY8aZBRGShRt40dF3Hw8MDent70d/f/8f1ZtYYNfymIdo7A4iImqmRvyN7\nenoQjUZxdHSEw8ND2O32mtYY8aZBRCQpl8sFj8eDzs5OxONxuN1uPD8/Y3l5+aus/rTmOywNIiJJ\n+Xw+fHx8wO/3w+l0wul0olAo4OnpCaVS6bc1IyMjcDqd337PFp1/PyIiIpN40yAiItNYGkREZBpL\ng4iITGt6aVQ750QU2WwWHo8HwWAQwWAQxWLR6i3Vxc3NDaanp3F6eipddsazyZRfOp3G4uIilpaW\nEA6HUS6Xpcit8lyvr6/SZCaSppdGtXNORDIxMYFIJIJIJAKbzWb1dv6ZpmnY3t7G1NQUALmyqzwb\nIE9+HR0dUFUV0WgUALC3tydFbsZztbS0IJfLSZOZSJpeGtXOORGJbG9Eczgc2N/fx8DAAAC5sqs8\nGyBPfkNDQ+jq6gIAtLe34/z8HF6vF7lcTujcjOdqa2tDJpORJjORNL00qp1zIpLHx0cEAgFsbW1Z\nvZWGeH9/h91ulzI7QL78SqUSrq+vMT4+Drvdjt3dXSlyK5VKSCQSmJyclC4zEVjyTKOaOSeiGBwc\nxOXlJQ4ODnB/f49UKmX1luquXC4jnU5Llx0gZ36qqmJ+fh66rkuVm6qqmJubw+joqHSZiaDppfFr\nzsnq6urXK1eZKIoCt9uNt7c3q7dSd7JnB8iT393dHa6urrCysoLu7m5pcjOe6xdZMhNF00uj2jkn\notA0DcDPV+PJZBJjY2MW76j+ZM0OkCu/YrGI9fV1bG5uQlEUaXKrPJdMmYmk6f9Pw+fz4eTkBH6/\nHy6X669zTkQRj8cRi8Vgs9kwOzuL4eFhq7dUF2tra0ilUrDZbFhYWEChUJAmO+PZPj8/4XA40Nra\nKnx+Z2dnyGaz2NjYAACEQqGv2UIi51Z5rpmZGRwfH0v3M/e/4+wpIiIyjZ8IJyIi01gaRERkGkuD\niIhMY2kQEZFpLA0iIjKNpUFERKaxNIiIyDSWBhERmfYDnYF5XIZmLtcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 3/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAFhCAYAAABahCxNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 4/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmUzRMmiYTCaTKVr/D+WlgTgAsD9nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 5/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 6/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBUuhoVKpVKpgKTRUKpVKFaz/D5AtN/fE2AxrAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 7/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 8/ 30 cost: 0.0001\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztvX+YFNWV/3+mB5ooo8BohOiKJJFVn+gMGIVoBpTBsOD6\nI9FNFjUqcVdXdGMeHmNCElmfj5o8G/PDCEQSf2SjJOFJiCS7PpiNG10woyKOhowmwCpgFMQxMiho\n0Bmm6/uH39u5c+acc8+t7p7umjnv56mnbt2qvnXvrerzuufcqu66JEkSMJlMJpNJoVy1K2AymUym\n7MigYTKZTCa1DBomk8lkUsugYTKZTCa1DBomk8lkUsugYTKZTCa1Bgwad9xxB7S0tMDMmTPhk5/8\npHhsd3c3tLa2wsyZM+HUU0+F//qv/xqgWpZX3d3d0N3dndnyAQD+93//F6655pqKniOreuaZZ+Cx\nxx6rWPkDcX0rqazWf9++fXDppZdCR0dHtatSkxowaHR3d8MnP/lJeOihh2DlypXF/B/96EfQ2toK\nZ5xxBvz0pz8FAIB8Pg8PP/wwPPTQQ3DaaacFb7z169dDU1MTnHHGGTB79mxYunRpRdui1dy5c6Gz\ns7Pmym9tbYWXXnopeNy2bdtg8eLF8M1vfrOYd8UVV8DJJ58Mt912W/Dz69evhwsvvDCqbjHlA0Bx\ncNHa2gp/93d/F3WuUvUf//EfcMstt1Ss/ErfP+WQdL2yUH9KBxxwANx6661w3XXXweuvv17t6tSc\nhlXz5Lt27YIlS5bA6tWrobe3F8455xyYOXMmHHroodFlnXDCCfDjH/8Y3nnnHZg3bx5MmjQJWlpa\nKlBrvSp9w6Utv66uTnXc17/+dbjmmmsgn88X8+644w5YunQp9Pb2lvVcpZT/0EMPRZ2jXPr85z8P\nb7/9dsXKz4LBkq5XFurPqbGxES666CJYunQpXH/99dWuTk2pqnMa27dvh/e///1w6KGHwtixY+Go\no46C7du3l1TmiBEj4MQTT4TNmzcDAMDKlSth9uzZMH36dPjFL35RPO6ll16CuXPnQktLC5x33nnw\n2muvAcC7o8eWlhaYMWMG/OpXvwKAd0fM8+bNg6uuugpmzJgBt956a7GcH/zgB3DaaafB6aefDjfd\ndBMAALz88svQ2toKr776Knz605+GmTNnws6dOwEA4OKLL4af/exncPbZZ8O0adPgjjvu6Dciv/ji\ni+HJJ59k6ymVz7V38eLFcOqpp8K1116rMsi7du2CZ599Fk4//fTgsW+//TZcddVV0NraCrNmzYL/\n+Z//Ke77y1/+Apdffjl89KMfhZ/97GfFfK6esSrHDxpI15e6HwAA5s+fD+eddx5873vf61MWdT8A\nxLWXu7733nsvXH311cXjvvrVr8L3v/99WL9+PZx77rlw0UUXwUc/+lG49957U52Xq790fWPqzym2\n/vj45cuXpyoHgP4+Op177rnwwAMPqAcwQ0bJAGnJkiXJd77znT55e/fuTU477bRk+/btybZt25LT\nTz892bt3b59jFi5cmKxcuVIs+4knnkguvPDCJEmSZNeuXcnHP/7x5Fe/+lXy4osvJlOnTk1effXV\n5NVXX01OPvnkYvnnnXdecv/99ydJkiTbtm1Ldu3alWzZsiWZMWNG8uabbyY7d+5MTjnllGTv3r3J\nE088kRx77LHJ008/nbz11lvJRz7ykWTXrl1JT09P0tTUlLz11ltJoVBInn766T71mjFjRvLiiy/2\nyfv0pz+dnHPOOUlXV1dSKBSS5557rk/93THr169n68mV/+KLLyYf+chH+rX3+eefT2bMmJG89dZb\nyVNPPZUce+yx/eqFtXr16uSzn/0suQ9fyzfffDN57LHHinU45ZRTitflhBNOSLZv35688soryZQp\nU5K9e/ey9eTKlzRjxoxk1qxZyVlnnVXsp1hx15e7H5xWrVqVXHfddcVt7n4ItVdqm3+d/vznPycn\nnnhism/fviRJkmTWrFnJ888/nzzxxBPJhz70oeT5559Pdu/enZxyyinJrl27os/L1Z+7vk7c9aLu\nf0qx9eeOT9MP1PfR16c+9ank97//fbANQ0lVDU81NDTAP/3TPxVj0V/5ylegoaEhVVnPPPMMtLa2\nQmdnJ5x++unwsY99DFatWgUzZsyA9773vQAAMH78eNiwYQO8//3vh66uLjjrrLMAAGDChAkAAPDf\n//3f0NLSAiNHjoSRI0fC8ccfD0899RQccMAB8IEPfAAmT54MAABHHXUUvPTSS9Dc3AyHHXYY3HXX\nXXDFFVcU94c0d+5cGDNmDAAAHH300bB+/XryuB07dpD15LRu3To4/fTT+7V3+/btMG3aNDjwwAPh\nxBNPhEMOOSRYx1deeQUOP/xwVXtGjhwJp5xyCrz22muwbds22LdvX9FzO+aYY+CII44AAIDm5mZ4\n6qmn4NVXXyXryYUTv/vd78KqVav65J1//vlw1VVXwX333QdjxoyBzZs3wyWXXAIf/vCH4X3ve5+q\n3r786zthwgR46aWX4A9/+AN5P5x22mlkGcOGDSPvB+66xIZPDz30UGhuboZHHnkEjjvuOKirq4MP\nfvCDsGvXLvjbv/1b+OAHPwgA7/bzhg0bYNeuXeR5f//738N9993XJ3To+pOqP3d904SROcXUP5/P\nk8c3NDREleP6H38ffY0dOxZefvllaGpqKltbs66qQmPTpk3ws5/9DNauXQsAAJ/5zGdgypQpxYse\nIzence2118I555wD9fX1sHv3bvjNb34D69evhyRJYN++fbB371547bXX4LDDDutXxp49e2D06NHF\n7YMPPhhef/11OOCAA/rkDx8+vDg5/4Mf/ABuuOEGOOOMM+CLX/winH322cG6jh8/XtUmrp6cuPa+\n/vrrMGrUqOJx/hwFp1wup3bL33zzTbjqqqtg37590NzcDPl8vtg//rlcf3L15HT11Vf3Ccv4cl/2\nY445BqZOnQrPPvtsKmj413fYsGHQ3d3N3g+S/Pth4cKFcNZZZ0W3V9Lf//3fw4MPPgivvvoqzJw5\ns5h/wAEHFNMjR46EvXv3sueV+pO6n6XrWy7F1P+QQw4hj29oaIgqx0n6PhYKBaivry9rW7OuqkKj\nra0NWlpaiiPflpYWWLt2bSpoOP3jP/4jfPvb34bTTjsNDjnkEPjEJz4BX/7yl/sc89JLL8Gf//zn\nfp896KCD+sRe33jjjT5Gg9KRRx4JP/jBD2Dt2rWwYMECOPHEE4sja065XN+ppHw+D/v37y9u7969\nGwDenYyj6smJa+/y5cv7lLNv375gWYcffnhxXiWk+++/H8aOHQvf+MY3AAD6PCLtn+vNN9+Egw46\nCPbv30/Wk9N3v/tduO+++4rbdXV1xZGxr7/85S+pPVVKBx10ELz88svF7TT3w+TJk9nrkkazZs2C\nb3/727B7927413/912K+b8Rff/11aGxsZPtZ6k/qfn7kkUfY61suxdR//fr15PEAAO+88466HCf8\nffT18ssvB7/PQ01VnQg//PDD4YknnoC//OUvsG/fPnjyySfVIRFOU6ZMgTfeeAMef/xxaGlpgUce\neQS6uroAAKCjowPeeustOPLII+HAAw+EX//61wAA8Pzzz8Orr74KU6dOhd/+9rfw5ptvwiuvvALP\nPvssfPjDH2bP9cILL8Cjjz4KAAAnnXQSHHrooX2ephk1ahTs3LkTent7xZHZ4YcfDi+++CLs27cP\n2tvb4fnnnwcAYOtJlf/OO++w7Z00aRI8/vjj0N3dDY888kgRSqF+fPrpp1lvI/EmoPfv31+E3k9+\n8pM+o7j/+7//g23btkFXVxd0dHTA5MmT2Xpy5V999dXw8MMPF5eHHnoIrrrqKnj22WfhT3/6EwC8\nG57cunUrnHjiicXPfeITn4Cvf/3rwbZymjp1KrS1tbH3Q5IkferJ3Q+a9lLC1xfgXZBNnjwZNm/e\n3Ccc6u6NHTt2FOvJnZfrT67+0vX1+0JTf04x9eeOBwDYsmVLVDmSurq64NVXX4XjjjsueOxQUlU9\njTlz5kB7ezuceeaZkMvlYObMmTB79uySy/3Upz4Ft99+OyxfvhyuueYaOP/88wHgXSN8++23AwDA\nrbfeCosWLYKvfe1rcMghh8Add9wBRx99NFx44YUwe/ZsqK+vh+uvv54cubpYcD6fh+9973vwxS9+\nEerq6uCTn/xkHy/piiuugC984QswYsQI+P73vw8TJkwgH0E97LDD4Pzzz4c5c+bAcccdBx/5yEeK\n+6h6SuVT7T3hhBNg2rRpMGPGDDj++ONh7NixwT4cPXo0nHzyyfDggw/CnDlz+uw74YQT4Atf+ALc\nf//98LWvfQ3OPvtsWL16NXzsYx+DadOm9Sn/Ax/4AHzpS1+Cl156CT772c8Ww0ncdaHKnzp1KlnH\nt99+G7785S/DG2+8AQcffDAsWbIERowYUdx/7rnnwn333Qdf/OIXg+315a4Rdz9s3LgRrr76ati3\nbx+88847MHPmTPj85z8Pzc3N7P0gtZcTdX0B3gW6G1k7HXXUUbBw4ULYvHkzfPnLX4YDDzwQDjzw\nwKjzcvfzIYccwl5fAP56cfWnFFt/6vg05UiPhN93331w9tlnRz82Pug1UDPuS5YsSW699dboz2me\nnjJVRn/605+Ss88+O3n77berXZVo9fb2Jt/5zneSG2+8sdpVKZsKhULyxhtvJBdffHGybt26Yj5+\n+i5riq0/d3w5++G1115LZs2albzxxhtlKW8waUA9jZ/85Cdw//33Q2NjY5+3wrG6u7uLHsfrr78u\nhohMldP48ePh2muvhc9//vOwZMmSalcnShdeeCEcddRRcMMNN1S7KqzuueceuOeee6Curg6SJIG6\nujq47LLL4KKLLiKP//3vfw+XXHIJnHnmmaz3Vcvi2jtx4sRqV62P9u3bBwsWLIBvfOMbcPDBB1e7\nOjWnuiSxv3s1mUwmk072K7cmk8lkUsugYTKZTCa1Kj6nYU8emEymwSKL5qf0NJIkgeuvvx4uuOAC\nWLZsWbnrZDKZTKYaVSporFmzBnK5HKxYsQLWrVsHL7zwQpmrZTKZTENDyf//kmjaZaCVChrux746\nOzth8+bN0N7eXu56mUwm05BQ1qCRak6jq6sLGhsbYcmSJTBv3rzi6/kmk8lkilPW5klSz2ls3LgR\nRo8eDePGjctco00mk6lWlDVPIxU0Ro0aBcuXL4crr7wSdu/eXfw9IZPJZDLFaUhAo7m5GaZOnQoN\nDQ3Q1tam/vMhk8lkMmVbqaDR2toKe/bsgblz58LRRx9dc78dYzKZTFlR1jyNiv/2lL3cZzKZBosq\nYS5D/zUSkv93AFhJksCiRYtgy5YtMH36dJg/f36/Y95880247rrr4M9//jPMmDGD/VdHJ/sZEZPJ\nZKqiKulpaN6p+/nPfw6nn346/PznP4cnn3wSXnrpJbFMg4bJZDJVUZWEhuaduq1btxanGJqamuCZ\nZ54RyzRomEwmUxVVSWho3qkbN24cbNq0CQqFAjz99NPw+uuvi2UaNEwmk2mQSvNO3YUXXgiPPfYY\nXHHFFdDY2CjOkQAYNEwmk6mqqqSnoXmnbvTo0bB06VK46667oLGxUfwvdwCDhslkMlVVlYQG9U7d\ntm3b4LLLLit+1j299cYbb0BHRwdMmjRJLNOgYTKZTFVUJaHhv1M3ceJEmDhxIuzduxe2bt0KPT09\nAACwbds2+Id/+Ae4/PLL4brrroP6+nqxTHtPw2QymZSqhLncs2dPSZ8/+OCDy1QTnSr+z30mk8lk\n4lWNt7pLkYWnTCaTyaSWeRomk8lURWXN0zBomEwmUxVl0DCZTCaTWgYNk8lkMqll0DCZTCaTWlmD\nhj09ZTKZTCa1zNMwmUymKiprnoZBw2Qymaoog4bJZDKZ1DJomEwmk0ktg4bJZDKZ1MoaNOzpKZPJ\nZDKpZZ6GyWQyVVFZ8zQMGiaTyVRFGTRMJpPJpJZBw2QymUxqGTRMJpPJpFbWoGFPT5lMJpNJLfM0\nTJlUXV1dtatQNmlHmlybszZSNfVV1q6fQcNUU9LCQDquloGSxkCE2lNXV6cuN2sGaigoa9fEoGGq\nqjQGUZNPHVdr8EiSpFinGENRajv8c/llZc1YDVZl7ToYNEwDrlgvIZSXBYA4YDgDEeMdpK27fy6c\nF1sHU+WUtWtg0DANmGJgEbPt0hJItPWohHxgpDHUaerrezVu25Vl4KgtVbL/kySBRYsWwZYtW2D6\n9Okwf/78fse8+eabcPXVV0Nvby80NjbCrbfeCvX19WyZ9vSUaUAkhZmwsee2XdpfcrlcnzXOoxZp\n30AtVN25NkrtphZcDtePoWtjyr7WrFkDuVwOVqxYAevWrYMXXnih3zEPPPAATJ06FX70ox/BIYcc\nAr/97W/FMs3TMFVcpYacJE+CWlPHx9St3EqSJCo8Fet1hc7tz6OYZ1F7quT12LBhA7S0tEBnZyds\n3rwZ2tvbYcKECX2OaWhoKMJk79690NDQIJZp0DBVVLHAiIGFBhzc+UL1KaccNLTzGeWCBgeMUkJl\npvKrktegq6sLGhsbYcmSJTBv3jzo6urqd8yZZ54JP/7xj2HWrFlw7LHHwkknnSSWaeEpU8WkAQZn\n/Lm8ULiGCkH5x9RCuCrUFk17uRAV9Vncj9TaVD35g4o0S6jsjRs3wujRo2HcuHHk8Q888AAcf/zx\n8OCDD8LYsWNhzZo1YpkGDdOASRoxx0KCMpwhCAw0HKi5izQQCYFCAo+0lq6NaeBUSWiMGjUKli9f\nDldeeSXs3r0bxowZ0++Y9evXwxlnnAEAADNnzoRHHnlELNOgYaqIYkIsWiPHAQUbUgkS1QCKxtj7\nfVHuhepD6pqYqqNKQqO5uRmmTp0KDQ0N0NbWBpMnT4Zt27bBZZddVvzse9/7Xnj22WcBAGDTpk1w\n2GGHiWXanIaJlMagxBwjGS3Ju6DycZ50DFVP7Uiba5/Lj3kLu1AolGwAcH3c8f46lKfZxuVz26ba\nV2trK6xevRrmzp0LkyZNgokTJ0JHRwds3boVenp6IJ/Pw0UXXQTXXnstPPTQQ3DAAQfAt7/9bbHM\nuqTCd4KNZrKjNIYzVBYHBiovNgyDP8ttS/WWRt7lGpWHgOHvpyTlayDhpzlQcXm4DtS+oaRKtHvj\nxo0lff64444rU010Mk/DlGokrj1Ga9zx3AQGBwcRzXk0bZA8IC4PK2TcKUhIRpwqN40nQdUhJvRh\nHkdllbX+NGgMcZVr5K0FhrSEnoByaal8al+o/hpIaKDBSYIEtQ+gNC8C57nt2Hq4pa6ujvSEsmbs\nalVZ60eDxhBV7Kg7bVobeoqZlJY8DCot1ZOqL7VfCnk5leJp4BBVTChJk18oFCCXy7F18MHA1Ulq\noym9stanBo0hplBYKU2YRjLAIVD46fr6+j5wwNsuD59TY+BjvAitF6P9sodG82k9AE1YiSrLB4jL\n86Hh8nDd/T7KmqGrZWWtL1NBY8eOHXDeeefBMcccAwAAd911F+Tz+bJWzFR+hUIraQ0sd2zMPIUD\nhGbtzhEDC239OUhoPA1OIc+CyqPS3H6A8JyFA4W/9mHh1oVCAerq6oqQ8PNc2/3jTUNPqT2NpqYm\nuPPOO8tZF1MVlNbIakfr3AtuVF59fX1xwdt+XkwIKba+HCzw/hhpQeG2MSS4vBjPA5eFAeLDwAED\nAIrHuLTrAwNG+ZS1vkwNjaw1dKgLGzspTBUbvuHyQhPa/jYGhLSUCxYSOEJLjLSw8I06tU3BQxvG\nwrDAoMBpXP9SoGmSlTVbmhoazz33HFxwwQUwZcoUWLBgQTnrZBpgSSEmDSC4dMyb2MOGDStCIZTm\n6hlTf67u3ILnZGIUMvA47NTb20vCggOIZj5EApFrkx+GwnJAwf1mKl1DAhpHHHEErF27FgqFAlx+\n+eXQ0dEBTU1N5a6bqUySvAxsSHFeTBgHb1MehvMU/DSGwrBhw/qkcR4HASovFnqhCfs0BjM0Z4E9\nDR8aUjpmnoSCBLX4oSl/vqSU9ptkDQloOOVyOZg8eTLs3LnToFGD0hhVlw4ZfypPMqo+GKQnotw2\nBQluTZ2Lqx9uK+4HnKd5E72cngblDVCgwGvsaYQmy/3PhDyZ3t7eYl/09vYWr5VL+/t9sEhrE6+s\n9VEqaHR2dsLYsWOhUChAe3s7nHPOOeWul6lEhcIyeK1dpCei8D5/rgI/AYXzMBwkcEjnxmsn/4uJ\nv6RuW9sHsdIa9SRJWEhQa6pcae0+W19fLwLEXTuXpsDhP4ElLVR/m7KtVNBoa2uDFStWQD6fh9mz\nZ8P48ePLXS9ThKSRtBSKcenQ6JoDhWbOIjSp7Y7h5jGofaEX/3ywAOh+XsPvN43XFSMJGJyn4cNB\n422E0g4W+LP+xLjbRwGC8zhCoTYnAwevrPWN/WBhBqXp05jwDffuBOc9UGDg8jEAODDE5MW808GN\nhqn8GNBq5INJAgY28BI0NODg8qjPcnkUqKi0dD4MsMGgSrSjvb29pM+H/mmv3LI3wjOkkMHy92vD\nLDGhHjeK1xps7RwF54VI+7QLN/qm8riwHc4LiQp/acNIziBjA81tUwsFkN7e3qKn4Xsc+H2N0BwG\n3o/P48v1aV2dvdchKWt9Y9DIiCRjxe2LmaPAISYuLxRmooy+e/IJPxXlb8csGhC5tBS7pwyeBAmc\nJ33Z8RxKCFiUp0Et3EhfM7lNgQNDg5q3kOY4/LLxfeh7byZeBg1TWRULC87YxcxRSHMWsaGl4cOH\n94MGtcTCSLvETCxTgKD6OQQNnK8FBvY0QgsHDGrbQQIDIzThrZnXcPdSb29vsf0GDL0MGqaySfIg\nQnnaCW1proJaYkb5PjR8eFB5EiRwHlWGv/bLjTHAsf1MfdmpPE1ozH/CKRYc0hwFhgQGBvYmNOEp\nnPbbniQJ1NfX95m/MXgMLhk0alSlAsOtNSEpZ5g1E91SmIlafCMupTEcpPTw4cMhn88Xy+AWHxr7\n9+8n13469npwj+7iPM3TTRI0/LpK0ODycLn4+uK8kHfhpymIJklShJEBIyzzNEwVEwcHapsDBxd+\nogCBYeJDAoedqG3KiDtj79IhaFCT6z40/DXOGz58eNHohhYKGpovcwgcWmj44SkKEhI4KDDg7fr6\neti/f38fb2P//v190hpw4DkOqq2+Fxv7xNlQlEHDVLJivAlqmwKGJhyleSKKCwVRedgbkLbxuaR6\n5PN5GDFiRBEU0tLT01MEA5X283xpQ094wpvaxwGC2qYAsX//ftJrCoEDLw4AGAj+nIR/f2hCVdRj\nxQ4sBgydDBqmkqSFQ2jSNmaeImY+QRNq4jwLKZREwYFL+y/4UaNZ7l0Mf7/fX9TnqbALl4f34213\nDD6XD3H/8dRc7q9/kORv+waZevfEb3vMUl9f3+8+xP1Fle9fA+qewnM2VLlUeqgpa203aNSQtN6D\nZs2FmKhFegMbb2thEZvmwmEc4Px9HDD8ETj3LgHuXx8YFBjKIQwaDBRp4YAhQaMUceE2DA4fFG4i\n3Ie2/1kqzZ1vKChrbTZo1IhigRHK0xhhHHbinoDCE94cIKh8as6DSofmV7h8DhjUwhlT13cYGJRx\nd/vwtcLlccdwwKDAgT0ODUBwHu6btFDxj8f1wdeG8/RC58+a8RyqMmjUoKQQFBfioEIemvkK52lo\nFw4OVL4PhdB7G7HhtFBoysXeOXBw/c4Z9EpfY+p6arwLvN/vA877oBTyVnxY+OcLXScMBf8a4LR/\n3FBSJdubJAksWrQItmzZAtOnT4f58+f3O+Y///M/4ec//zkAvPtX3p/73Ofg3HPPZcs0aNSYtMCQ\njAw1+sNrbnI79E6FBhj+5Db3eC7eJxkfCYJ+X2Dj5oemuBEuBR5XVrnAQXkUWm9DG6ri0n6/UJ4H\nJTfHgYGB51ZCngZ1Pgdyv27+o7lDDRgAlW3zmjVrIJfLwYoVK+DSSy+FOXPmwIQJE/occ+655xYh\nceWVV8KHPvQhsUyDRo0rBIeQpyG98+BPLKcFA350loIGnheh8iRIUNDwF1/YoHHgcMf6/RwCRTm8\nDi4MprnWVOhJSvt9gvtI2nZ5Pjxw2CmX6//zI+4Yl8byr4vzLPy8oQgMgMpCY8OGDdDS0gKdnZ2w\nefNmaG9v7wcNp3379sH27dvh6KOPFss0aNSApFCFv3Zp7SgUTx5jYPhGHIefqJfnHBy0T0RxE+vU\nguEQSlOeBkBfbwMAyPCUOw73qcunPAF8vUJfdHwMVyY+bwgWOM+t/bb77YuBh5/vQwKfywcF5eX4\nwPDP4T/ey3l2QxEelWxvV1cXNDY2wpIlS2DevHnQ1dXFHvvoo4/CqaeeGizToFGj4kaf/n7KuFDQ\nwPDgoOHDwYcG3pYWHyjSo7s4z68/BgS3xvMaGBhU7FwKy+AQCWfo037JKVi48rjr7QyyFJLiAILX\n2vq7Y33PwYeFqwc1x4E9DAxO/yVKDEIMkqGiSkIjSRLYuHEjjB49GsaNGwednZ3ssQ899JA4l+Fk\n0KgxYTDgtQYWFDQkYFDvX/iw8BctNPC7F9zciltT9efaRrXdyX0BnUGj3sLG4MAjXAke0nXTeCS4\nbOqahzyOEByktS8qz4evO5d/XrdI74tw/YvfuvePHarAqLRGjRoFy5cvh1WrVsHKlSthzJgx5HGF\nQgGefvppuPnmm4NlGjRqRBQs/DQHjhAwuJE+nmOgPA3/rWuXDoECv7CHwRGa0MZgoPZR/QLQ10D6\nxpnyNqT+5+BRTnFGUgsMau3XVVtnqh74fQsMEB8c2NPgyqbCUf7iz20MNVXS02huboY9e/ZAQ0MD\ntLW1wcKFC2Hbtm1w0003wd13313s76effhqOP/54ci4Ky6BRo9KOPkPA4CbEpfkM7GWMGDGiD0Bi\noRGa0Oa8CC5fEheWCY2GcZ/7ZQykSgGFn5byNOE5PzRFXS/J+8HlUWEp/wVAC09V7j5rbW2F1atX\nw9y5c2HSpEkwceJE6OjogK1bt0JPTw/k83kAeDc01draqirT/u61BkQZRWo7NEnsb3Mv51FpHwpU\n2t/WzGtIz3zoAAAgAElEQVS4RVNPt1D9wC34lpW28Wg2BBHtQp2Xq0sIYP4+6hdqtem0+/D5ND/w\n6BbNr+v6x1C/Nkz98nCtqhLm8je/+U1Jnz/jjDPKVBOdzNOosqgRFs4LhaSk0I/0fgT14h72Orhf\nsaWeiJI8Cy7UhMHoCxt/DA3tqJqCBc6LBQp3Xpx22xQgqHTI2FPbXF7M59MAlao/bq/ft9L7MkNZ\nWesDg0aNSIIHF7bRAEMKR1GA4N7YpoDBPUpLgUICh2urv3aQcIbFpf08d5xbc3nSW8gaaHBPX0mw\notIc7DA0NAZegoS0UJ/z2yn1AxbX/lKhO9SUtbYbNGpMHCSkfVpoaLwLCiIYKBQwqKeiQrAIzVVQ\nRsWHBmWo8DYHB24twcLf9uukhYcEFLdOA4JyLRI8qH7286h+14I3a0ZzqMugkRFR4ODmB6SnpShg\ncJ6G5HXguREMjBAsqPAUFje6jRnJ+gaQWlPQCIWuCoVCn/qlAQWXV4rBj8lPG57i6i0BQVPeUFbW\n+sGgUUVpJ34574LyMtIAQwMRzZwG93Mg0pwMhgZniP0vVkz8nTOeIaCE0lwdpXprVAoUpDZyZXB9\nFQIAlRcDC4PHX5W19hs0qqDYJ8q0wMChKWoyHL+XoZnTCHkc0pyGFI7C0OBGrzit8QSwIZSMZsgb\nweVS0JAAEnMPpAGA1IYYsFDtpIBAXSv/mvnt14JiKMMja+02aAywQsCQYv2hJ6jwSF8zryGFo6ht\n6sVADAv8wl7IYwLgH5OljFDIoFPA0IZsJHBooYHT1AMO3LbW4GvrKUGEywsZ+hgwcF4N7quhrKz1\ngUFjAMUBg4vtawyu9qmp0KO20uO2oUnwkKeh8TJ84S+RFEbRjK5jFo2RlYDmb/ttwU+HcXkxxj4E\nTs2+UPtC4MDXLXbhyhpKylr7DRpVFmU0JQ9DAw7uPQ3uDfAQLPw8ChqUtyE9IRWaz/C3JVhowjjU\nEnpcVTO6l8DBeRq4D6h1rLGn6sTt03hmXJm4jdQ1ovqBq5cBI7syaAyQODjgbQoWfhrDgoKH5Gm4\nNfUDhdIkOYYGdR48nyLBgmsvNiYSMDReQ8wb0xpwcCNxv644j4MGtV2KYZc8hRjISG3E7cR5VD/g\nc+Dj/es9FJW1ths0akQhWPhpDh6hF/6oeQ9qCU1e4/piY1AoFIoACI2s3TpNKEm7xLxBjY21Jnzj\n9wHnaWjBoTHsEhw0I/w05UnQ1NSFuleo7aGorLXfoFHD4uLf1Itz0qO3HCyodypC8xFO3MjTAcMH\nR6htABAc+Zf60xkaqIRG5T44cLulbY2H4YentIa/lEXySDiYcsfE1BPfM1hZM6DlUNbabNCoMVEj\n8dCcRqyXwXkbIVBQ4kba2HiGPi+Fjkr94T7tEjNK99uM24/34esobZcKA+laxIJI20/SPnytOViE\n7pPBrKy126BRA9KGcCRwUN5DCBJSeEoTlnLijKrbh9PU2jf03C+kcqAI5eEwUww0NMaZS7ttrZfh\nQ4PqVwkO1PGhMjiAhPojbb9RCu0fCspa2w0aNS4OGKXOW3BAwfMkEjC0Bip0LAAUwcCBQvvz2/iz\nHDAo48e1gcr380JpaV4K58X2WyzEYiBSDrimAYmptmXQqDFxE6Z+nsbjSAMUzQQ4J2xwcF5o8cHA\nLRxAQh5JCBr+SNvV269/KB3aL0GCCk+lOV9oHQuMcoPExCtr/WPQqBFRk95+WuNxUOCIDVFR4PDP\ni0UZllwu18/4hNIYEP4f8qSBiFv8c0iw8EFX6hrnUdcN5/nXOO25NfXiDLoGECHQcMeEzp81o1lu\nZa39Bo0aFQaHNAkuwSKN10GVT9XLjaJd2jcQnIHm0hQoQtscKDTQwNAKzcPg7Rh4xIanpDpo91PH\na415aLI7Bia4LzgNZXhkrd0GjRoSHslTBjtNSErjdUhAkkJU1MjaeRuSocELhgL1t6BaDwRDQwMM\n6YtL7YuBRyg8Rc0ZccY/VB9pWwMMlx/rZVBp/xxcHULtGArKWpsNGjUmykBTxoXyCGIgEfJEYucz\n/DUA9IEBBQi87YAg/Xe0n6cNZ0lGjTJyoWvDtVkLjRA4Qn1cyv6QAS/F05DAQp3fzxvqylofGDRq\nWCFjw81lxDxiG/I6pLpgYYNAgYJbOyBQ4KDytWEsyQhyI1/K48PbHCSoPG1oKgSOUhQy4iFAcBAJ\nAYODBa7bUFbW2m/QGABJRoibr5BCUTGf4Ra/HtwImjISVJ1xntsOvW+B0xw0OM+DAwWGRggWEjSk\nayeBwk/78xW473BepaTxMDReBYZI6OECas3VwZQNGTQqLM2otdKLf14KFE4aIyKVhdccHChwhMJS\n5QpPUYvbT/WNBBDcb1xagoQr0z+/pLRg0YaOtNDgICHto9Z+Pw1VcGSt3QaNAZTGALl95YSEBAxc\nDy4E4bY17XHp2MdjNRPhmslwydOQPA+pfySvDPcf3g55F34+dU2k8rUKgSINNEJQ0M57lNKuwaCs\ntd2gUUFpRqyS0eeWmBAVVZafRynkaWglASIEjRAotE9RhUDhL1oPipP05afCUJLXwancnkYsMKh+\n1AJEOu9QViXbnyQJLFq0CLZs2QLTp0+H+fPnk8etXbsWli1bBvv374d///d/h6OPPpot06AxwIqB\nR1pQSF4GTvvCX2DO6+A+i7cpMMRAQ4KDy3flSOEp7aKFBtV/IUOvCU1R5VKeoHQeThIs8T7/GlHe\nQlrPQ3sdhpoq2eY1a9ZALpeDFStWwKWXXgpz5syBCRMm9Dmmp6cHvvnNb8JPf/pTOPDAA6G7u1ss\n06AxAAqFPSiPAG+XuoTO5YuCRV1dXR9oUGEFnKfxBGKX/fv3F+dAJCiVGxpab4O7/hI4/Hx8f2CD\nEgKDtE/ytHAYstT5DMlDGapw4FTJvtiwYQO0tLRAZ2cnbN68Gdrb2/tBY8OGDXDSSSfBgQceCAAA\n+XxeLDOnOfFTTz0F06dPhwceeACSJIHrr78eLrjgAli2bFm6lgxxhYxSKd6GVAY+PyVpFOoMAOUp\n4Edje3p6KrJQE+OaJS2kqMn8NBPF1PyQFPOXQkIag8xdR62RD7VV41VI7TeADIy6urqgsbERlixZ\nAvPmzYOurq5+x7zwwguwa9cumDdvHnzpS18KehpBaHR2dsLixYth2rRpANDX3Vm3bh288MIL6Voz\nyBUb6pCMfswb2xwkQvlYnMHxDQoFjJ6enrKAIwYIGjjEQoSCBZUOjaw5I83BQXNM6NpwsNGAQwNF\nCV7aNQbGUAZHjDccC9wkSWDjxo0wevRoGDduHHl8d3c37N27F374wx/CYYcdBr/4xS/EMoPhqbFj\nx8I999wDS5cuBQCdu2PSiQNHqd5GLDycOIPkf0YaLeJ92klrHGrCUJL2cXkuP/Rl87c1YTyq76i+\npPrdnY8LTeH7wf+C4zxNmMz/fMiAhzwQCTxSHj4PrhuVN9RUyXaPGjUKli9fDqtWrYKVK1fCmDFj\n+h3T0NAAp5xyCgAAnHzyydDW1iaWqQpP+dq9ezeMGTNGdHdMtKi4eBpwpF0k4S8vZVQ0ngblZXBe\nR3d3N3R3dxfTnMeRxvPQeBehN80lePkj8piQVcjrCHkbIe9C8ka4NQ69xXgbscChIKIZMQ9mVdLT\naG5uhqlTp0JDQwO0tbXB5MmTYdu2bXDZZZcVP9vU1AR/+MMfAADgj3/8Ixx55JFimdET4YVCATZt\n2lR0dzo7O2OLGHLiIMGBgsor15vgIZhwBsfViTJ+3Igz5hFaznBRhkxr2KVQCPfF4/pH8t6oa+t7\nBJR34epBeR1+edy2NAigDInkFYSMflqAULAz9Vcl+6W1tRVWr14Nc+fOhUmTJsHEiROho6MDtm7d\nCj09PZDP5+H9738/jB8/Hj71qU/BoYceCt/61rfEMqOhoXF3TO9KE0Io5+c4pRm9FAp/fWIKl8WN\nnHGagoJ2NBoy9n59tKKMsF8OB9LY6+HKwmmqPiFvsNS6+HXivA+q7zUw4D7rXy///CZaleybYcOG\nwW233dYnr6mpCdasWdMn79prr1WXGR2eotwdU1ih0Wm5pXVfQ+DgwlLUqJ/zKigvgPNUQuGLtAaJ\nm2Pwt6l5BerzuP+4tNYYpPEKQ55G2oFC7DoEetwvpuxL5WnMnz8fOjo6IJ/Pw7nnngt79+6FuXPn\nQnNzM0ycOLHSdRw00oQ1pM+ERBlU6hgOKNir4D7LeQmhBXsb0kiV8zKo9oZEhYtcGh+H16V4GdS2\nXy4V/pLawOVJBpry0jhvIw04pGsVA86hrKz1kQoa9j5GZVQpL4MSZ3SlLzyGiD+noZn8jAlNhUau\nuN4hheYXXDk4TwK41LcSKChwuHOEwlNcu1y5Up38dMjDoCCu9TRs3qI0Za3P7I3wCksb5ihX7JoS\nBws/7W87WLh/33P52n/jc2VwL8VhQxUKc3Bwo9acfDhwRtw/VlprJIECr2Oggcvy20TVwa01i3Zi\nW/I0zMuIV9b6yaBRBUmx6UpMgvtpvI3zC4VCH1jgEbsGGlxYCq9jjA9V75AoUITWfptxOtTP+Fjf\nw+Hq59ZpQ2HUttRXWniUCg7u/Kb+ylofGTQGQFJoopLivrzSiB2gLziwYUsDC2o+Q+tp4PakNUgh\nULhj8Ge4fZRCkPDLouYyYs7hH895GSFPI+QplsPj4Opn+quy1j8GjQFSTDgkjaQbLwQPKrzhgEFB\nQ/sym/Y4PMLVhDq08ODmNHxgxMBDIwoelCeindOgQIHzubyQN1EOTwOX5dcjawbRFJZBYwClNT7l\ngIdkUGJH7H6oqhQ4hDwObIBwXTmAhKSZDOc+V4r8esd4H7gMLl86r7RUEhjmYcQra/1k0BhgYeNQ\nDi9DEjfyk0bw0iOhnOGPAQdlaELxca6u2i8cBoff1oEU5V1wngZVP86L4RQCiN//MaCQQoppwD6U\nlbW+MmhUSeWa00hzw0kgwQYVQ0Oap5DAQRkbjeHh4CG1O+Q5xBpeTdlpFfP0FL4+fhkSUGM8Dy0w\nqM/jcxtAdMpa/xg0aliSF0LdaJyRoL7wvqHHRkszAqfOz3knblI9l8v1+7zzXvy1O3+SJH0+668x\nrKhRuwurcV9KqQ+1+bj9lHK5HLtw0KAAQV0ffx8VFqKMuZ+OmVMKwdsAkU5Z6zODRpXE3SgSKKSJ\n0tCoUgoVhcIkvoGSDINfd8rYU6CgAEGlufCIA4bk4Wj7XjK6OE8zWe7yNLDgoI3PRe3TtKcUbyMG\nHKZ4Za3/DBo1rhhvgxv5hQDCGTDfM6DqgI/3jZhvBJ3R942NO86Hh59PwcLf9r0Lyevg+orKx4DA\nxtGvO+4PKe360gcGB5A0wNCCw2+LBh4hWODzGECGhgwaVRA1UpUUG0eP8TIwNHxQ4JCSpp4cLFyo\nyM/DkMAeBoaHDxkJFmk8DW70zG1jcFDQ8PvBB4VLU15GuYARgmGp8KBgIvWviVfW+sugMcDSAEPy\nLqjyQl9+bHSxsfUNmTPKDhb+DS2NaCkPwxeGhVR3fKxvwPCcBgULP8/vJ67/tH3pH4OvEwcRH8YY\nFhw4NMCgrgfeltpG5WnCUpy3QW2bdMpaXxk0akhSXJybb6DEwYOaSKaMHDcPgUesfh2p0TferxnN\nayHCzWfgPA0s/DzJYDpvyb8emjT25KQ8qk4UMLhrQH0+1NdpJ8P98qh+zZoxrJay1k8GjRoVFyOn\ntgFk4+ADwH9SyRlYZ5gBoB8w/PJCngaXxp/F5eL6akbEGA7Y43DbuI8oUW2kjCiuOwUFLl+7SJDA\nafy5kCQIxIajqGsU6mcTraz1l0FjAOV/8WMlfY4a+VFGwQ894cdcfUnzDly9/H04fIKP4QxNCBYu\njwMGBY8QKHz5nhgGrDveeRuS4U+7H/enlA4ZGo2Rl8Dhe2paYGTN+NWKstZvBo0aljYU5dahUbtv\nFJ2hcnMa1LkxONLU1TdwXGgl1Aa8LwSMtJ6GDzkfGPiz1Eg/tPjtl8JZfvlSGn9Waie1HRpcUNtS\n34XWpsEjg0aVhb9UVCgKG5VQeSGjQBk0V75/HM7DhhxLAkeozngtpSVI4LRfLndeJ/w0mT+H4R/r\nHyO9c+H2+X2A+xuvNcCg4KHp20os1PUzxSlr/WbQGCBpRutO1HHSiJIysG5beg+DgoafjoVFjDGj\nJI1W/bQWGL29vew5qHypj9xom4IFBof0pjc1KAj1JZXW9HUsMKSQFFUOda2kPjbRylp/GTQGSFoD\nShl+7ssb2k/djKERY8jQuH2hNsYaSsn44DV+CkxK47ZL26H3Werr6/t5I6GnoUJtpxQaDPhlcSG4\ntF4D/izOk/rPlE5Z60eDRpXlf+m5L6k2RBBjGLC4spyBpIwI1Q5uBBxac31A7ZNAUV9fX/zhxPr6\nerY8Ko1fCuTg4doYggU358C1z8/jrocPWO4cae6LEEC4bU2/mmRlrZ8MGgOoGG/DrWO/6OUyErHQ\nodqI52O4tKYvfLnJe+7dE3+bMmJcHgaFtK2Z08AGXQswvOBQoVal3AuhQYKpfKpk3yZJAosWLYIt\nW7bA9OnTYf78+f2O2bFjB5x33nlwzDHHAADAXXfdBfl8ni3ToDHA0o4+qXUsIGIklcM9niuFXjAg\nsBHVjsapekqQiIEGXmM4+JDA6RAocNu460nlaa8l13fU9Yt9hFaqJ9UeU21qzZo1kMvlYMWKFXDp\npZfCnDlzYMKECf2Oa2pqgjvvvFNVpkGjSoqNbcfAw/98uRY8R4AnY6l1rGHV9o1vBLHXgaFB9R+3\npoDBrWPaRl2n0LZ/PgnkuL9Kuf5cX1H9RckAkk6V7LcNGzZAS0sLdHZ2wubNm6G9vZ2ERkwdDBpV\nVLm+7LGGISTt5yljj6GhebJI82u6vvDkNP7zJzdh7Z6e0o6gMRwoYMRCg+pPqY/98zjvzt+H+5oD\nBwcezdNRuM/8crl9pvSqZD92dXVBY2MjLFmyBObNmwddXV3kcc899xxccMEFMGXKFFiwYIFYpkGj\nhkQZ5tAXnPuic8ZeAxbO2LlyJFj429KP9OE1LlfKC3kaPjxChhGnKWBwBj3kVbl9EhhwPgaFq5vv\nQXH9ErpvpIGA5hhJ1H1r0qmSfZUkCWzcuBFGjx4N48aNg87Ozn7HHHHEEbB27VooFApw+eWXQ0dH\nBzQ1NbFlGjRqUOX6sktlas6L86jHWAHokJT0c+DUPinMhdcOFtR8BvWkkwa2MYbdh0ZonsZBg4MR\nDnm5sv35GL+d+I1+KZSngR/XH/6ayjMolE+V7MtRo0bB8uXLYdWqVbBy5UoYM2YMe2wul4PJkyfD\nzp07DRqDRdovegxE/DQeFePy/PMA8B4HBwxu24GIgwfO08CCm/gN9ZF2oUDBbTtDTc2N+BBwef41\ncuKAga8BV9+YSXDqfsL1wec0pVcl+6+5uRn27NkDDQ0N0NbWBgsXLoRt27bBTTfdBHfffTfU1dVB\nZ2cnjB07FgqFArS3t8M555wjlmnQqIBCI8CQNF9srQGQtl2eDws/7X/GGS2Xz807UGEa6T+yOW9D\n2tbAohLQ8D+LrzNXZ/cZql4u7Y51/e8WHyCu3Zw3Q91DuK0x/eGXoU1LeabqqLW1FVavXg1z586F\nSZMmwcSJE6GjowO2bt0KPT09kM/noa2tDVasWAH5fB5mz54N48ePF8s0aFRQXKw7NEr0jU05jFto\nm4MFdRxOU3MZEijq6+uj/jObMpClQCMWtlyexisKQQ63D0OCEgaLBhhp+kG6j0zlVSX7dNiwYXDb\nbbf1yWtqaoI1a9YUt88//3w4//zz9WWWq3KmvyrmJvABgWGBw0V4xI9DFm7tnhry03jbGRz8nxpu\njevm/5NfzF/A+ud2dcZ5mv7C/SOdRzKoVJ9KhpIDBwcICSCxC9V+7h8VuQGIvy2tqX6N3TalU9b6\n0aBRZVGA4NI+OJwB8UesHCC4bSf//zOodDmAgUfROC/GiFKGnjsv3qaO13pZ/tovv1zQyOVy5E+6\n4/OHwIg/FwIGBYO0wMiaAawFZa3PDBpVFB49c7Bw+zl4UAvlUTjhbQoWfj5Ox4oy3hREtOVTngF1\nTr9/uXrh/vbLC43GywkN/3Fa3Fa/ze46abwTru80a//4rBm1rClr/WvQGGBRRsc3WqFRbwgYvihY\n4Dy/bB8Q5QQG9iioEBUAPdFLLSFPA/clZUyp/vavh983VNqV4dYUNPx9mjbhevpt9KEeuuaUYj0O\nCRZZM3K1rqz1p0FjAMUZBsrIcSDxgcE9r6/xLvzjsBHm4JFGklHzAUKNvDlhg0YZOI2Hgdd+edQ5\nubZVChq4fdwggbr+Ul+F1hIsJAOXNeNnSieDxgApFhhuP15jYLi1JA4YLg9Dohyw8M/jp7GX4af9\n82Eg+vtCngY+v2SQpf1S2RIk8Fpa/PdNfE+H8zI4TxP3J66/BEIuNIXrYqqMsta3Bo0BEDZK7iaR\ngMFBBIPDHeuvnSiPw+XjOY0QJNIYjxAkcP19Q4jr4r+NroGGBqR+X8eqXNDAHkSSJFBfX9+nnT40\nYt7VcAqFofA6zbXOmuGrJWWt7wwaFRYFDMnjAOhr0KgwjDMe7ljqLWIpHMXNaUgL/oVbjSRI4DSG\nhZTn1xn3kd9/Gi8Dfz50LN6uBDRcndxvZ/mPWIdCU1iaMJTkaZgqr6z1u0FjACUBhAKGnwb4q9Gk\n4CGJg4Vfj3IrBAkqjR8h9mHB/XUrXoeAgfvU5VFpaZ8WGi4dAw0MDP93p3AfUefA0oah3DrW28ia\n0as1Za3/DBpVEuVduHy3jUfAGkj4X/QQLLjPao2GtC9kbHHaN4YULDA4QvF6XL4mn6sfBwLN2tWP\nAgb1W1LYu/MX6emykCSPAx9DfZa7L7Jm8GpRWetDg0YFhT0JKu0f60SNhqmRIA5L+WGkECywwUkT\nx3blUHnSXAY+xg9RYXhQ4AjVUern0Odiwk7S2k9zxp6CCTbMvocR+skVLM7Aa0JVJhMng0YVxRk1\n6ouLfz4EAPps431SSAQDhRpF4v+i8Ee+eB81IvZ/Z6pQKPRJ43CL+08MfwQupdMqJtSEDbvL14II\nA4gDRAgA2jzcJq3SQsKvv4GmNGWt/wwaAyxqXiPmsxw8KJBoQhjO6MdAggIFteA4vL/PgcLBRAuM\nWMMY4yFoRvAaL4Yz8DhsqDk3VValpfHkQp6xSa+s9Z1Bo8Yk3UDUjxVKngY3YYrP54OAAoQWElqA\nUPDQAiP23RHKMEvbXPgHn5eCh9TPnIdBeRv4eG4fTlPnxSo1DMUBwsCRXlnrN4NGjYibEHdpZ7h8\nSHCehg8Lbm7BL5sCBAePULzdB0DMwhntNOEpbqQfMs6ufylI4ZG1f12kenBwCIED15Frm3RtS1Ea\nQ2bgSKes9ZlBYwDETXxTxifkaQD8FQyS14HfFMflUxPrIe+ivr6+Hyi4iVotSHwYaOGB2ySJ8hy4\nPNdmv+14DsY3jNT5cR39fAwHfHxsXow0hik2LJX2GFNfZa2/DBpVVmgy0d8fggRAX09DejxXmvAO\ngcQHhQ8DDIbYfRpghAwnzqegRJ0LA8PJ5fl9pvV2KM+C8zAkoEgQoSBabq9DamPWDJ6pdKmg8dRT\nT8GCBQtg4cKF0NzcDOeddx4cc8wxAABw1113QT6fr2glh4qwYcFfSAkYHESoc2jmKziYUE8/+aNw\nzoMI7dcCg5rT4Eb2bi2d3+9rDAxf7li3cOelJIHD3++nOVBQ500LiVLnN9y58ecNJnHKWl8FodHZ\n2QmLFy+GadOmFfOamprgzjvvrGjFhpJC4Sm3XwIGNb+hOW9MeEoK2ZRrrYGHU8h4UuDyFwxhaYKX\nuy7UeV0e5UX4ZXL78OdxvrTWqBxGysBQPmWtH4PQGDt2LNxzzz2wdOnSYl7WGlkrkkIbeKKV8jIk\nYHChK1yGv/gGUbvgORMNBLR5mm0MDtdfVBoA2P8kx/DggEH9dEsoREXVTwOJNCGqGJXbo9DsM4WV\ntb5LNafx3HPPwQUXXABTpkyBBQsWlLtOQ17S/AYHDMrT8I2KDx0tNKRJbrfG8JDSMfu00Aile3t7\n+4ADpylgYIONweH60/cOKUOOPY3Qmmsnro+m3X663EaJggTOM5DolbV+iobGEUccAWvXroVCoQCX\nX345dHR0QFNTUyXqNmgVCkdxkoAheSE+MHxwYGhQkKBG2NjbKAUAMaBw+U4aA+r3hXv6q76+vggM\nt+Y+7xv+mGuFy6HAwkFBCwkJoLEqx/yGKZ2y1uepn57K5XIwefJk2Llzp0Ejpcpxs2Dj75eL/4PC\nz6MmzEPzIQ46vhEMbXN5/igeQ4LyXvx8CRyUsZba4699cdCi+pnyGqjyuNE59TlNOqQ091eoz/z9\n5l0MTUVDo7OzE8aOHQuFQgHa29vhnHPOqUS9TAFR4RHKCFIASQMO30vRwsI3tFz4hQMHhoRfHgA/\n8qbWuC9iYOGDAv8KLxdmwteHOocEnHIAI1ZS2RIMDBSlK2v9p4LG/PnzoaOjA/L5PPT29sLYsWNh\n+PDhMHv2bBg/fnyl65g5VerLTRlB30j5+VQ6LTgcMFwdnKHwDT3lWXDeRQw4OJD4/UGt/b7ShF5c\nPXt7e1lwUZ5GDDC4UTrnacTeR1QITQNKSjEeh6k0VbIfkySBRYsWwZYtW2D69Okwf/589ti2tjb4\n53/+Z9i0aZNYpgoay5Yti6upCQDKA49QGaEJSfw/FBgcrnwMCmm0Wy5QaDwLqny/TjiP8zK4fvP7\nygHDB4fvXfhzO+6zPjhcnva6c+DggEO1Ia3BKWfoKgRDk6xK9tGaNWsgl8vBihUr4NJLL4U5c+bA\nhAkTyGPvvvtuOOyww4Jl2hvhA6A08EgLHOoGlMDhtgH4J6+wQaQ8Aios5T5bjgUDxS8bnwfv8/sl\n9AXF5+MeZ3Ztph4UCJVPTbxL3kmpg49SjBJl+A0G5VUl+3LDhg3Q0tICnZ2dsHnzZmhvbyeh8Zvf\n/FV79CoAACAASURBVAZOPPFE6OzsDJZp0CizBsK7cIq52ShQ+AYew8I3Zv6TV5wngUFCHePKTbtQ\nn8d5eFsKz1AT2oVCAQqFQtHbcNv4JcAYjwKLM8Rc+2LF3RflNk4Gj/Kokn3Y1dUFjY2NsGTJEpg3\nbx50dXWR5//hD38I3/ve9+CBBx4IlmnQKJPwF7wUg6IRNlqaGw+Dws/nHuXFEOEMekxISiqn1GNw\nXqgP/TXl3biF8ipCi6TYa5dGactN410YQGpTSZLAxo0bYfTo0TBu3DjSk1i9ejV89KMfhYaGBlWZ\nBo0yKA0gYmPfUjnumFjPA3saHCD88imvIo3hr8Q+DhoxoSnXFxgWGnhQ10Zzjf1jcLrc3kapwveZ\nwaJ0VbL/Ro0aBcuXL4dVq1bBypUrYcyYMf2O+eMf/wi/+93v4LHHHoOXX34ZrrnmGli8eDFbpkGj\nRKX9UmvLovIoY+TH2WPlT/ZieFCGOHaiG39eMv4xx2qhQYkCiQtLYXBgeHCwKNeXH9dd6zlRksJy\nOI3Ll+6ntPtM/VXJvmpuboY9e/ZAQ0MDtLW1wcKFC2Hbtm1w0003wd133w11dXXwhS98oXh8a2ur\nCAwAg0ZFxI0cSymH2taAQmvg8Rve7nyu/JB34R+vNeaxsAidg2qT3w/S2pWdy+X6gYODhV+G5M3E\n3AOlgKFS8gcKFqIqvyrZZ62trbB69WqYO3cuTJo0CSZOnAgdHR2wdetW6Onp6fcL5Zr7z6BRgrSe\nQaXOBcCHp3xYaMSFqyhwuPOlGfWngYj2fH79XZ0lSFB97H4+hfI0MDhceTHn0EjyLGoBKvheM1iU\npkr23bBhw+C2227rk9fU1ARr1qwhj3/ooYfCZZajYiadKj3ijBUXmpCevpHi9JRXg+EVCxDpOG7x\ngVdfX0+2FZeHgRvjMfhllUtU6EvyaLST8NQEN94uJdRpilfW+tmgkVKaUWCtQcLJ905wHifJiFBe\njZ/ngwYbbCov1iuR8p0RdfDAon6UMdQPVBvwMaWIAoKf1kzEa9qikcHDhGXQKJNCwCgnUEopS/tE\nD/W5UHnY08CwcGsqj9pXCkjcNjWy9sNY3BvfWoBQ6XIKh8Go0Bi37X8ep021o6xdF4NGDaqSBgiX\nXcoNSwHDT+NQhwQSvI7xTKQ8X3V1/X8ipByeRqXgIU3eS3Mr/rEacSGqUJ6pPMpavxo0UqhUr6IU\nTyGtOGBQ59bcxCFgaOCA82K9Es3aP48PC7em/u6VmzsYyOuoBYY012FeRjaUtWtj0Cizyg2AShkm\nDAzKOMbAI+Rd4LrHGH8NdEJpapEeo+WEPQ3qfOWWBAy831/jz0vy2+Vfr6wZtCwqa31s0ChRIWMR\na0wqYXwoQIS2XV1ib2gNKLh02pBTaBsv/j8acm96+/3AiQMIV5dYcRPg/j7t2lS7yto1MmiUUZrR\nZzVCU5JwaAkA+hl9auTKeRQ4NMWVwxl3f18sMLAwKHxgULDw20fF9CmYSedOI64uXJ7G80gj7h4w\n78Nk0IiU1hhogBFbRjnK1MxFuHJjjAMXkuLK4toWC46QHCh8aOAX+GLDU36aC4OVKqoeIVhwnzPV\ntrJ2zQwaJUgTeklb3kBKMviuXtyNLYHH/zyltOCg6sAJh6bq6+ujfr1WKpPbLpdCdaPmOvzttDJv\nYmCVtb42aJRZMfHtGENTSrhD8izwcSGAcOW6OlJzGSGjLqWptTTRSwHLeRb19fXQ29vbDxxcmIqr\nbzVDiiEvIxTaipUBpPLKWv8aNFJKGgVrAZFmUleqC86LqWOpYSAsrbcR+sJQYbOYz0vtCfWL1P/Y\ng+Fggo2u5DVgkMUukpek9aKwsmbQsqis9bFBI0KlxN3LAYg0Xgy1LqXekrD3gveFypW8GvcZ6phQ\nvXHbuT7g9ocWfF5uHwcP/CQXXnp7e4tLWoBIINFeB1NllLX+NmiklGSM/XxqOw1UuDzN8eUAhRYe\nEjjwcdI5QsaMCleFQKDd5++n6kbVW+tpuHZogVEqJDQhq1JDWKahJYNGpKQRLM6jPqPZjsnTlBsD\nihhDyYky7hpJcxX43BhOVJ5//hA4JfiHvA58PgkilQpLSX8Whc+r6W9N2lQeZa1PDRopFDIq1DHS\n50PnCB0bqh+15vI0dSwFBNznNcDwPQpNnUNwoD7DfZ4CBz5WggjXnrTwoEJVGBacx2EQqC1l7RoY\nNFKKCm1ooJEWGFK+dGwIEqH6aD2PGElfEsmwYWjU1dX1+WMorND1CHkakgeC66HJTwMJDAdubgOH\nukLA0EAka8Ysq8paPxs0yiBqpJkWGmlDQtKxpaQHSpRR49bU37gChNsjXacYcIS8DV+aEFWp4SmN\np0H1JZdnGlhlre8NGkpRBoNb3PH+Z3E6jTcRa8y1IaZygUR783NlcaNgKu3A4Xsfbk4jDSSoumk8\nDsnT0LRRAofmaSn8eWkCnFpzdeP2mcqvrPWtQaOMogyKv+by8L7QOWLrpN0eCGBwx3LGFOcBvPt/\n5gB//dc9d4zUp5pQVSxQOEBRZeO2lmseQ/v0lORxZM1omaorg0YJ0noYMSErzTnT1DOUV0p4qlxG\nR2v08B8nce3ThKAkQy+FpSRvg7sfQm0LzWWU8giuf36XptbUNTFVVlnrY4NGCoXi2do1Tpe7jpq8\nUH0qVT9f2lEyDrm4+lH5bp/WA4g91v8MLgMfF2pzmvkLbjJc42WkDVGZKqOs9bVBI1LYYLind3Aa\nHyutuXMMlLSAcXmU4abySzm/JP+Xarmlvr6ezMPLsGHDYNiwYcU03ufS/ufxL+bia0/dA9JcBl7j\ndMzjttSEuH/eUJpSyCvJmtGrNWWt/wwaEZLCFb4BCYVFcJ50Lo3S3HSc4dfUxY3upeO4OqUNr+Fw\nlBYYFCgwEDA4/G1uoQYKUqjSlwSOECS4dMjT8M9LXSMqLd1XkpdiilMl+y1JEli0aBFs2bIFpk+f\nDvPnz+93zJYtW+ArX/kKDBs2DA477DC45ZZbYNgwHg05do+JFBXrxt6GZsQbGgVLRk/7WX+hICfF\n56l9XD9I+zVlSZ/B9aTalRYeFCwkUEj9SvUzFmW0cYhKG67i5jiwl8GBIwQS7dyHwaN0xYZnpXAt\n1po1ayCXy8GKFStg3bp18MILL/Q75m/+5m9gxYoV8KMf/QgOPPBAePLJJ8UyzdNIKc7TcI+CUqNO\nylOhyuXOFwofcHludM4dW4pwfTXlSyNwDDBXnu9thGChCUlR8NB6GfX19cU6SQsn7suvBQXlYXAe\nBz6ndtu/lhqAGChqUxs2bICWlhbo7OyEzZs3Q3t7O0yYMKHPMSNGjACAd6/h7t27obGxUSzToKFU\nyED4RgwfT33e5flrfL6QNLDAawk+seeilCb85H8Og8Pt8+sueRV4jecitKCQwOG/hc4NDLi+kECh\n9TLSPHKLz43rg+sYI03Iy8Srkv3U1dUFjY2NsGTJEpg3bx50dXWRxz322GPw//7f/4OmpiY45phj\nxDItPJVCofkMbrTLjYC5vFCoRCqDG3n7IR9u8lbT5nL1nQRWqq4xk+BU33AwoABCwYQDk6YvKeMd\nCw/f25B+Ll0KY3ChDQwYzdpUuioZnkqSBDZu3AijR4+GcePGscefeuqp8Otf/xr2798P69evF8s0\nTyNS2MCF4tohA+mXidPUNoA8msOGCac5T8Pfz50rVK9SxHkXftrvLw08pBBVaF6DgosPCq7O3DZl\ndH1g4DVOSxPgFCwk78MXBxV/Lck8i9JVyX4bNWoULF++HFatWgUrV66EMWPGiMdPmzYNnnnmGZgy\nZQp7jHkaEQqNiNMaMW5UzHkUoc9J59aM8qk2l7MPY70NDs5pQYFDUNp5jNDEeLk8jVJCVBQs/PPH\njFKpelNrU2mqpKfR3NwMU6dOhYaGBmhra4PJkyfDtm3b4LLLLit+9sUXX4RC4d1fWXj66adhAprz\nwDJPI1KUgcMGLeRpcMZFMtjYQ6C+uCEDobnh/BF9yDuR+iiNJG/D349DbRpgSsDgwlOcl+E8Db/P\nsLj+ojyMNPDgJsMlLyNUH+ydSutQew0oelWyr1pbW2H16tUwd+5cmDRpEkycOBE6Ojpg69at0NPT\nA/l8Hn73u9/BNddcAyNHjoQPfvCDMHPmTLHMuqTCV7fcI9VqSTvXUF9fLwICQwWAD09x0JDgIYU/\nQvCIgVK5wJBGmmvh9o0YMQJGjBgB+Xy+mMbbLj18+PDiks/n+2zjPG1fJUkCPT09/Zbu7m4y/513\n3iku3d3dfbbxvt7eXti/f3+f+Q1uO83oVXOf4bSUNxhUiXZ9/OMfL+nzv/zlL8tUE53M04iUBgiU\ntyF5IH7Z/hqnAeKBgfOcG+qXQZ3Dn0dIC4tKHKsNCUoPGYQmwTXva7h+ovqK6jf/eO46xTxJJf2v\nRqkLlgGjsspafxk0SpA2Jo+BIXkbIYikgQZlzPxtqSwujzPyVL72WO12zLyD701Qi/McKGDg+Qpf\nuH+4vqeMv2/wQx6C9JRUGgBoRV1z7phQnklW1vrMoJFClIegncCl0q4MvI6Fhp/2jUoulytu++m0\n0AgZd5wXmqvB6dAaz0tIHoQPCA4eIXD418tXKLTjQwO/mOeDAa+pRfIuNI/ZlioNREzplLU+NWhE\nioKFn+Y8DukdCa4snAbQQ4OCA5emypIgQvWDNh2CRCivrq5OhAbO8+crOFj40OCejsLXwfWJZuHe\nsaA8Dc7DiH3MlrpftNJ8xryM8ilr/WbQSCnO+Gm8Dn+NP0eV459DC40QKMoFjTRg4NahfpCgwaV9\nQGBgYHhIj9VicFPhKQwKKjzFeRIcOCgvRfOYbTk8jRjvImuGr5aUtb4zaERICsNQho7yKvCjovgz\nkuEEkB+x9dPlhAYGEddu3Ecaz0FqP7dQL+BRj9A6aOCnnzReBgYGvg5U31CwwNDQAoQLUVET5ZSX\nUQlDJA1STENHBo0Ukowe3vZhgYERaywB4qDBzWWUGxoh70GTpmDLbVNvbmugEVrw01aaiXApJIVD\nU5KH4S8SLCSIYA9DGz7jPhuSAaM8ylo/BqGxadMmuPnmm6Gurg6OOuoouPHGG+Hf/u3fxN9nH8zS\njKxDBlB6NFfKxzeXNOLjAEEBxP88Bwu31ngMXFryoKQ5H5zHQYNKUx4Fl0e94U096Yb7nANFOb0M\nDSjKGZqi2miqjLLWt0FojBw5EpYtWwYHHXQQXH/99XD77bdDLvfu77NfeumlMGfOHJgwYcIAVLX2\npA2vUJ4FlydBRIIG3uYAgQFCQUMCSKleBLef8sK4PO4Pk6h3LXwocGuXDkHL7yvNaF4DC38eQ/I2\nQj+HXumnp/A9ljVDV8vKWl8GoXHkkUcW0wcccAA8/PDDcOWVV8Irr7zC/j77YBfnXeBtDh7UUzka\ngGBpoIEBIUFD421o2hzqBwmM3Ggfv7hHvZDHQQQ/Tstth+pP9b8GFNzTU7HeRdpftI2VgWFglbV+\nVs9p9PT0wOOPPw4nnngijBkzBpYuXQrzhN9nH+yijEmMgZSgIY1yfVE3m8ujPAwqL+RphKBRDlBw\nQOUWyaNwaQ1Y8OLa4LeTWvt9ncbTwF4H9jZiHr3FYTELUWVPWetXNTSWLVsGZ599Nmzfvh02bdpU\n/H32zs7OStavZsQZbn9fLCiocEjofQ5f3M2m9TBiPQ13fGhxfRIzZ8P92CCVT3kLWs9Dmv/Q3gfU\naJ6ChUtTHgM3GV6udzSk+oWWkLJm5EzllQoazzzzDDz66KOwYsUK+Na3vhX1++yDRdIXKvTF47yR\nmDg+ByxO3EjUeRv+moIFty7Fm5C2JUjgvNBcBvefGH5ZUr9KYT+Xpt6foEJJvb295A8T9vT09JvH\n4OY0uFCUf+/he5HaFyPzLgZOWevjIDS6u7vhhhtugFtuuQVyuRw0NzfDnj17ir/PvnDhwoGoZ02K\n+lJKXzYqjCPF7nFejLjQhfRsP1d/DA3Og4gBhhSawpCgoKF53Db07kXomkoeFwcNKo8DBgUQafJb\nCj9pQKL1LKR7wFR+Za1vg9B48MEHYceOHXDjjTcCAMC8efNgz549MHfuXGhuboaJEydWvJK1KAoW\nscDgwlfcQkkyftSTNs7D8NNSm/C2BAxqn/Q0kp8XAgV+h0LzEyLSi3q4rv41pIwqzqN+CoTbloAh\neRrYe/FBz9133D5JXHup+yBrBi4LylqfBqFx1llnwVlnndUnr7W1tWIVyoKkL6Z0A6QBhm/w/HJw\nuXibezQTb/vlSnV3+yQwSB5FCB4cHKh9FBAkWFAhLx8WuJ3+Qo3uY9+10ISnOG+D8wxjYBHjZYTu\nA1P5lbX+tjfCS5D0xcTC8xqcEZWMJ1UOl6eFhu9paCSN1jWw4NYcLELgoNJ+Hhf2w14GdQ2lJ5Sk\nt7slaPiA4LwN7rHbtLCQJIEk5HmayqOs9atBI1KS+059YX3DhNPcXAZlAH1oYFhQ8KDgEIIGF+ry\npQ034bZxwIiBhgYm1D6uHri/uL6j+iwECj8v5GlgLwP/YKE0Ee7fa9S25GVoPEuTCcugUaIwMNKE\np7QA4eBD5XGPaOJ5jRA0cF6sByEZbpxOA4vQIs23hDwNDryFQqGPYaeMvZ/Gf+3KTYKH3gRPA4uQ\nNCAxgFRWWetfg0YKcaCQwIGNe2g+g4rLU14Lty1Bo1AosIZTCnkBAGv0Y0AheRqxsAiVKy3cteVg\ngSe6uT9Rwl5DzOO20pNTGk+j1PkMqj9MlVXW+tigESFpFFYKOLQAoYweZwxD0MCeRijk5dYcLGIg\nweVJ4OBCTlyIDIegtCE9zsvAxhyDgfoNKQka1BwH9dSU9PRUzPwGdz+nhYmpfMpanxs0Uoqb0wh9\n8TSg4J4ECo2c/YUaIYegEQp5AYBo9CVohAASggUFDQm+nDcRygvNX+A3uLkfHJSgQT015dbc9fKB\nkWYy3OBQu8ratTBoRIp7ukT6ImqMmyZMFYrNc9DI5XKkIert7RW9F1x3AFADQGoTdRwHCQokMR5X\n6BpS1y/kbUhhKJzWvtTnFunhBcnwh0JWXD8YSKqvrPW7QaPKCo2YKSNLQQdvc5Pf1EiaAwS1XUr4\nKdbb4PK0oaa6urp+hlNah+YpKGBoFm6yW/IqMLgkj4Ez/hwIs2akTLUlg0YVRBljt+bi9RgaUgzf\nAQKPUrm8kJfhpzXA0AIkDVRyOf4lR5zHGVFuobwHLTAkkEhPSVGg4PK0kODyfBk8akeVvA5JksCi\nRYvEP83Df7R38803i2UaNAZQVNhE42lQacqA4zxsbLi0FhhSvbi6pNmW2ubapZU0aseGODS5LU16\na+DBPVbLeRmx4AiFm7g8U3VVyWuwZs0ayOXkP83Df7TX3t4OJ510ElumQWOAJMXY3X4p7BQ7oo81\nLFpvIwSI2DTnKXEelauL/0Wj0nikrfG8Qk9Bpd32Q1TSy3ulgsJvrwQQA0VtqZLXY8OGDdDS0gKd\nnZ3sn+bhP9p76623xDINGgOgGO+CCklpQjZUzF8KU2BDIoEC17lUWHB5VB9Q+VwbuJG19tFjyUug\n9mket5U8jTQehiZMhdtP9ZdBpHZUyf7v6uqCxsZGWLJkSfBP89wf7V1zzTVimQaNCosCBnWMZol5\nGxpA91MnuA5UGtdRG0aKCaVxoTAqP2YkjY0vnnz20zGT22lCWHifBI80oagQQKR7wVQ9VfI6JEkC\nGzduVP1pnvujvYMOOkgs06BRQUnAkIwi521QedxvMDlpb0hNaApA93JfmjUHKmqNQUC1lYIFfmkO\nP8UU8xSU5k1wHw5UaCoUntKkY0NXnAwgg1OjRo1S/Wme/0d7IRk0BkgYGH6aG81L4ajQz25wHg1X\nN86zwHkaCEhgCHkZmj7zQZDL9f/fc/84DhzSy3ocKDhvIwQQbtGGp8qx+H1CrU3VUyWvAfWnedu2\nbYObbroJ7r77bqirq+v3R3shGTQqJMlA43Qolh8CBvUT4bh87TqUV6o3weXFyPcu/EeGqS+fBA3K\n0Ev/c8FNaIfW2KOh0lx4qhQPA/cDThswakOVvA6tra2wevVqmDt3LkyaNAkmTpwIHR0dsHXrVujp\n6YF8Pt/vj/Y+85nPwIwZM9gy65IK3zmc8cyauH+Iw/8W5/6jevjw4f3SeO3S3H68zwcD9edD/jYH\nJJznb7s0t46FRkxaY+ScsKGVtrUT2RQkpDSGggYY3HyKFKbi8jShKCk8JfWviVcl+kp6vFWj9vb2\nMtVEJ/M0qigqTMUZVS5Exf1bHeWxSItfHwkiaUJPkgfln4sKnYTCKUmSFKGDByih8BQHjNCaCk9J\nae3TW7FwKAcwTNVX1q6HQSOFsDHyDWFvb28fQ4g/Q4048ZecC00B/HVewcXzQ/Frap4AG20/X5OO\n9SQkULlyOVBQxk+aI+DmKri5CW04SpoIx+eT5i5igaEFCXVv+nlUmto2Dbyydg0MGkpxoKCOwdvU\n+wDYqPif9Y2071VgMGFg+RBxn/fBwYWsNKEr7GlIcOCA4YvK146mNcaaCj9R4JAmuqX90gQ3rg++\nB6h7QprDoEDh5nUoyPr9ie9Pk6lUGTQixH1xsUHEx/tf/t7eXhg2bFjRsLh9TpyX4XswPjA4bwMD\nwy8fn0cLEW6JCYNRAHF9RfUzZTg5MFBzCiFQSFCQYMJ5NiEvwwcGBxOq/Tjt9xOVxv1KAcMgUhvK\n2nUwaEQKA4Pa74QNhptz6O3tLaapGwZ7GL6HgqEhwQOHgPw0ZfDxvkotmv6ljKsP3lhDrwlDUQCi\ntkNhMenJKAkcFBykPAoUIYiYak9Zuz4GDaWoLysGBzYK2OBTj8hSXob/voXzSjAk3JyGP7fh0pzS\nGnnuBbxYLwXXQ+pjKZTDwUETfgp5GaFHaPEEN/coLTVvJa1jQREChuZ+NtWGsnYtDBqR8r/Qzmj7\n+S4s5Bt0B4ze3t5+T0A5+Qbah8r+/fuL4MDQoIDBGRZfMSEmaX4ilOdv47Tb5voXwwM/RosnubVP\nPGmgoXkqioOD5jFaCSCxi+szf83lUdum6itr18SgESF3cX1gOEj4a7fffzvaAcMPPVGP1eJ3PvAI\n1n0Gj74pYFCijLv01BP1Ep4EBe1+XB+/fzEwqIcIOAiE/oM79EQU9wSUNF+BAcHNZXDgSAMN3F+4\nD6W0qbaUtWtj0FAKX1gHDH9x0PA9Au0jqdT7Fz40nKfh1jFGxUkCRqie1NxHOda4fylPQ/M4bU9P\nD3R3d7PgkGDhv+WNoeAeVtACg1tCoSe8TfWFdH0lQGTNKJlqWwaNSOEvpzS6DsX7fYPsh6Tc2+L4\nSZ0Yo8QZkVA9qRf0uDkNf11qnqsn52VwwKA8jO7u7iJANLBwaWlCW5rglq6JNvzk9uN+COVx96aU\nZ6otZe0aGTQiRBliLtSiGWm7BU98u58NwaNfFxILhT0kw+LXD3s5HCz8NW6npg80+/x+DcGDmwT3\ngeGWNNDQTHBz4TOcH4KEBAjcH9Q+rg9N2VHWrpdBI4VKiRVjY4nDUT09PUVgUO8ESOCQPAx3bs6z\noIDBeRuhNkn53LF+fbFhpTwNt3BeRhpvIzShrX3vAudpF7/toTR1fU3ZVNauo0FjgIVDRb5RdEas\nu7u7T7jKGVoHk+HDh0Nvb2+fOY/hw4f3MWbUjym6p7j8fGmCnkr7ioWCJOqxVi4Pg0FatO9tuLkL\nzcS272lwoKDCUu76S5APzVdIeaZsKmvX0qBRZVHQcEbdGWxnTNyv3g4fPhzy+XwRHtQELX6J0F/c\nY7z+L+JqgKH1NLhJbqrtTtxLdNQ7FL4X4a+pNPceBveorTRHEfPeRShkGNrG/WPexeBV1q6pQaPK\nwtBwRhE/ilooFIqwwCNxyphRsMAeRhpoAMTNVXAjZpyWjDo18Y2flMIQcWnssUjejGZyWwMNKs+1\nMzb0lDWDYhr8MmhUUXiy18XofQMNAMV9+Xye9SwoaHDhKemn1GOhofUypHWSJKwHIE16axbpBT0O\nvKHJbQ0kQg8maEBhABkaytp1NWhUWdjT8ENAlEENAcMtEiTSQIN7ekoDDc3oWgsMHxoYINQ+6eU8\n3J8YDtI2Bw0q7dqI12nDUVkzMiZZWbueBo0qy4cGBob/hJD/CC4HDwwN7aIFBv7Zk1A6NAGMoRH6\nmXI8iR16Iop690J6/4IDg3bOggNHDBw04TzT4FLWrq1Bo8rC0HB5PjTq6+uLo2bqcVDKGNcSNDRL\nCBpp//eC6q/QuxeadQga2NNw/eGvQ3nUdtYMjCmsrF1Tg0aV5UMDb7snndyjtyHvwr/5qBCU9u9h\nOWhQb4Rz6bq6OtaIUnmc8Q/9hHloAp17ZFb7RJQ2LbXRXVf/mofSmm3T4FDWrqtBo8ryvQpncNwv\n42Ljzc1fUDddaA6jEtDAedJEMU7HvIRHPflErUOP0GIPI+Q5aCHIeRr+NY/Z5vJMpmrIoFFl+Yal\nUOj/I4j+Qo2aY6FBeRxaYOCJ8BBANPMB7hhpXgKvtRPb1DyFtJ0GCJrQm3+tuXtAuj9Mg1tZu8YG\njSqLM/qUQqDwDbYECZyngUU5oCFNMFNw4MARmtjm3l2R1pVeYu4H09BS1q65QSND8o2t/wa5/2Ke\nE/UvgVSe/9nQz4mEJsKpx20lUFDQ0ISoYie3ubAYlefqHQODcgAja4bDVD5l7dobNDIkZ4T8cIxv\n+P3jKCj42xQwNAtA+N0Mt60Fhj8RrlmkiW1pcpsLK3ET1xo4cMfGXlfT0FUlr3+SJLBo0SLYsmUL\nTJ8+HebPn08e99RTT8GCBQtg4cKFcOaZZ4plGjQyJOxpUC8EAvz1nwXxogEFd4zLxwr9ai0XIsJp\n7o1wKh9PZjuQ4jBYKATFPVCQdttvt8YQGCxMAJW9D9asWQO5XA5WrFgBl156KcyZMwcmTJjQ55jO\nzk5YvHgxTJs2TVWmQSNjcsbOBwa1LxR28vMoD4TzSmJ+xTYECwoa0m9D+V5GTOgrbbgplJb2Kj5x\nIQAACKNJREFU+8dQ19BkGght2LABWlpaoLOzEzZv3gzt7e39oDF27Fi45557YOnSpaoyDRoZEjay\n2MOgoBGa2KZgIc2HxCgEC85z0vxGFAaClBczF+Hnu3Roze3D185kolTJe6OrqwsaGxthyZIlMG/e\nPOjq6iq5TINGhuQbQ+kNcvdCoP+4rr+N09yLf1S+dIPjfdonl7inn6gnpfzJbQ0ctLCgPATtWnuM\nyUSpkvdIkiSwceNGGD16NIwbNw46OztLLjMIjU2bNsHNN98MdXV1cNRRR8GVV14J559/PhxzzDEA\nAHDXXXdBPp8vuSKmsHwD6+e5fPfWuO9laJaYnxzB9ZG200KDgwj3syl+P0j5mm2/HVyoKeZYkymk\nSt4vo0aNguXLl8OqVatg5cqVMGbMmJLLDEJj5MiRsGzZMjjooINg0aJF8Morr0BTUxPceeedJZ/c\nFC9nZPG2g4UfRsJwwHluG/+EurTtzumfn0tLoJBCVKG0fy5tuEiTDrUptB061mSiVMn7pLm5Gfbs\n2QMNDQ3Q1tYGCxcuhG3btsFNN90Ed999d9QcpVMQGkceeWQx/Z73vAc2b95sX4YqiQrHxL6ER+X5\nYMBrnBcbmtG8VEc9Ksv9OKMDZhpjzgGFO14qP82xJhOlSt4vra2tsHr1apg7dy5MmjQJJk6cCB0d\nHbB161bo6ekpRonmz58PHR0dkM/n4bnnnoPPfe5zbJl1ibLGPT09cN5558E3vvEN+Jd/+Rc4/PDD\nYcqUKbBgwQLxc2lIZuIV8hrw5LjLp9Ju2wHBhwO17Xsamni/5FlQedJvRWFoUP1CKQZyeL9GBoih\npUpc7/e9730lfX7nzp1lqolO6onwZcuWwVlnnQXHHnssrF27FgqFAlx++eXQ0dEBTU1NlayjyROO\nv5dDPiQ4YLhFG+bh4BAKUUmLH5rT/DR7XV2dzT+Yal5ZuwdV0HjmmWfg0UcfhRUrVhTzcrkcTJ48\nGXbu3GnQyLioMJHzWPyntNyx/mdwnr/PXzRvZftw8Bd8bpf2nx7j0tTnqLTJVC1l7T4MQqO7uxtu\nuOEGuOWWWyCXy0FnZyeMHTsWCoUCtLe3wznnnDMQ9TRVWL7xdj/D7iadOWiE1iFwUNDAx/llUnWW\nYIE9DZOpFpW1ezQIjQcffBB27NgBN954IwAAzJo1C375y19CPp+H2bNnw/jx4yteSVNlRRlw6sVB\nzpDHgEOCBrcPn09qBwU4bttkqgVl7b5UT4SnPoFNhNe8qJ8P4dYAuslllw6BIAQOKVzlFPoBRVwv\nattk0qgS982hhx5a0udfe+21MtVEJ3sj3AQAfcNTAPR/fWNoaNISKPA2Bxeq/FBbcKgqTTkmk6m/\nDBomcnSP891ch/8ZKu1vYzBIeRqYSPWn/suDO9ZkqiVl7Z40aJgAgJ4I9/PdP/Hhz2i2NetQWlN/\ngPBPtZtMtaas3ZcGDVNR7uZ1E+E+LKiXBvHnuDzN3IdmHdMGaULcZKolZe3+NGiY+hlw6U3z0A2u\nmUOQtjVpjbL2RTQNXWXtXjVomACAf3EOoO/vVKW5wdOARvM5k2kwKGv3uUHDVFQpI3uTyTQ0ZNAw\nmUymKiprAzSDhslkMlVRBg2TyWQyqWXQMJlMJpNaBg2TyWQyqZU1aOTCh5hMJpPJ9K7M0zCZTKYq\nKmuehkHDZDKZqiiDhslkMpnUMmiYTCaTSS2DhslkMpnUyho07Okpk8lkMqllnobJZDJVUVnzNAwa\nJpPJVEUZNEwmk8mklkHDZDKZTGplDRp1SdZqbDKZTKaqyZ6eMplMJpNaBg2TyWQyqWXQMJlMJpNa\nBg2TyWQyqWXQMJlMJpNaBg2TyWQyqTXg0EiSBK6//nq44IILYNmyZQN9+oppx44dMHXqVLjkkkvg\nkksuge7u7mpXqSx66qmnYPr06fDAAw8Mumvnt20wXb9NmzbBpz/9abj44ovh+uuvh0KhMCiuG27X\n9u3bB801y5IGHBpr1qyBXC4HK1asgHXr1sELL7ww0FWomJqamuDee++Fe++9F/L5fLWrU7I6Ozth\n8eLFMG3aNAAYXNcOtw1g8Fy/kSNHwrJly2D58uUAAHD77bcPiuvmt6uurg5eeeWVQXPNsqQBh8aG\nDRugpaUFOjs7YfPmzdDe3j7QVaiYBtt7kmPHjoV77rkH3ve+9wHA4Lp2uG0Ag+f6HXnkkXDQQQcB\nAMABBxwADz/8MLS0tMArr7yS6evmt+s973kPbN68edBcsyxpwKHR1dUFjY2NsGTJEpg3bx50dXUN\ndBUqpueeew4uuOACuPXWW6tdlYpo9+7dMGbMmEF57QAG3/Xr6emBxx9/HI4//ngYM2YMLF26dFBc\nt56eHli3bh18+MMfHnTXLAuqypzGxo0bYfTo0TBu3LhBM1I44ogjYO3atfDjH/8Ynn32Wejo6Kh2\nlcquQqEAmzZtGnTXDmBwXr9ly5bB2WefDUmSDKrrtmzZMjjrrLPg2GOPHXTXLAsacGiMGjUKli9f\nDldeeWVx5DqYlMvlYPLkybBz585qV6XsGuzXDmDwXL9nnnkGHn30Ubj88svh4IMPHjTXzW+X02C5\nZlnRgEOjubkZpk6dCg0NDdDW1gaTJ08e6CpURJ2dnQDw7mi8vb0djjvuuCrXqPwarNcOYHBdv+7u\nbrjhhhvgq1/9KuRyuUFz3XC7BtM1y5IG/KfRW1tbYfXq1TB37lxobm6GiRMnDnQVKqK2tjZYsWIF\n5PN5mD17NowfP77aVSqL5s+fDx0dHZDP5+Hcc8+FvXv3Dppr57ett7cXxo4dC8OHD8/89XvwwQdh\nx44dcOONNwIAwLx582DPnj2Zv264XbNmzYJf/vKXg+47V+uyn0Y3mUwmk1r2RrjJZDKZ1DJomEwm\nk0ktg4bJZDKZ1DJomEwmk0ktg4bJZDKZ1DJomEwmk0ktg4bJZDKZ1DJomEwmk0mt/w+oLuO0HAGo\nbwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 9/ 30 cost: 0.0000\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+v8AyRD6q4wl4rEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 10/ 30 cost: 0.0000\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 11/ 30\n", "Epoch: 12/ 30\n", "Epoch: 13/ 30\n", "Epoch: 14/ 30\n", "Epoch: 15/ 30 cost: 0.0000\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ8PlcrlcZjk0XC6Xy2WWQ8PlcrlcZv1/402w/IDOyAcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 16/ 30\n", "Epoch: 17/ 30\n", "Epoch: 18/ 30\n", "Epoch: 19/ 30\n", "Epoch: 20/ 30 cost: 0.0000\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 21/ 30\n", "Epoch: 22/ 30\n", "Epoch: 23/ 30\n", "Epoch: 24/ 30\n", "Epoch: 25/ 30 cost: 0.0000\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2fYNJlfG6dhwyeAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 26/ 30\n", "Epoch: 27/ 30\n", "Epoch: 28/ 30\n", "Epoch: 29/ 30 cost: 0.0000\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBzU+cugz2gW3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnX2QFtWV/7/zzDAIjAKjEYwrksRZtaIMGBU1QGQwLGRF\nN1Amg6+staZEN26xiZHNylqrJrWaF6MQSXzJRkkylbCS7FqYxI0uklGRoMHRDcwqYFSEMTIoYJB5\n698f/u7jmTPn3Hv7mXlmpp8536quvn375bl9u5/76XPOvd1lSZIkMJlMJpMpQrmBLoDJZDKZsiOD\nhslkMpmiZdAwmUwmU7QMGiaTyWSKlkHDZDKZTNEyaJhMJpMpWkWFxj333INp06Zh1qxZuOiiiwo6\nRltbG+rq6jBr1iycc845+K//+q8+LmX/qK2tDW1tbZk9PgD8z//8D6677rqi/kZW9cILL+Cpp54q\n2vH74/oWU1kt/8GDB3HFFVegqalpoIsyaFRUaLS1teGiiy7CY489htWrVwMADhw4gH/8x39EXV0d\nZs+ejYaGhvz29913H8477zzMmjULzzzzDACgsrISjz/+OB577DF86lOfCt54GzduxKRJk3Deeedh\nzpw5WLFiRfFOMIXq6+vR0tIy6I5fV1eH1157Lbjdjh07cNddd+Gb3/xmPu8LX/gCzjjjDNx5553B\n/Tdu3IiLL744VdnSHB9A/uGirq4Of/VXf5Xqt3qrf//3f8ftt99etOMX+/7pC/muVxbKL2nEiBG4\n4447cP311+Ptt98e6OIMClX09w++++67mDt3Lr797W9j7969mDdvHurq6rB371489NBDWLt2Lf7w\nhz/gi1/8ItavX49cLj3XTj31VPz4xz/GoUOHsGjRIkyePBnTpk0rwtnEq9g3XKHHLysri9rutttu\nw3XXXYfKysp83j333IMVK1ags7OzT3+rN8d/7LHHUv1GX+nLX/4y3nvvvaIdPwsNlu96ZaH8mqqr\nq3HJJZdgxYoVuPHGGwe6OAOufo9pjBs3Dp/+9KcBAGPHjsUxxxyD3bt345lnnsGMGTMwfPhwTJky\nBUceeSRefPHFXv3W8OHDcdppp6G5uRkAsHr1asyZMwczZszAz3/+8/x2r732Gurr6zFt2jTMnz8f\nb731FoD3nx6nTZuGmTNn4pe//CWA95+YFy1ahGuuuQYzZ87EHXfckT/OD37wA3zqU5/Cueeei1tu\nuQUA8MYbb6Curg5vvvkmLr30UsyaNQu7du0CAFx22WX42c9+hnnz5mH69Om45557ejyRX3bZZfjd\n736nltN3fO1877rrLpxzzjn40pe+FNUg79mzBy+++CLOPffc4Lbvvfcerrnmmrwl+d///d/5dX/+\n859x1VVX4ZOf/CR+9rOf5fO1cqZVX7zcwHd9pfsBABYvXoz58+fje9/7XrdjSfcDkO58tev74IMP\n4tprr81v97WvfQ3f//73sXHjRlx44YW45JJL8MlPfhIPPvhgQb+rld93fdOUX1Pa8vPtV61aVdBx\nAPn/6HThhRfikUceiX6AKWklRdTy5cuT73znO+r6/fv3J2eeeWayf//+5L777ktuu+22/LrPfvaz\nya9+9atu2y9dujRZvXq19zefeeaZ5OKLL06SJEn27NmT/M3f/E3yy1/+Mnn11VeTqVOnJm+++Wby\n5ptvJmeccUayf//+JEmSZP78+cnDDz+cJEmS7NixI9mzZ0+ybdu2ZObMmcmBAweSXbt2JWeffXay\nf//+5JlnnklOOumk5Lnnnkvefffd5Kyzzkr27NmTtLe3J5MmTUrefffdpKurK3nuuee6lWvmzJnJ\nq6++2i3v0ksvTS644IKktbU16erqSl566aVu5XfbbNy4US2ndvxXX301Oeuss3qc78svv5zMnDkz\neffdd5Nnn302Oemkk3qUi2vt2rXJF7/4RXEdv8YHDhxInnrqqXwZzj777Px1OfXUU5PXX3892b17\nd/66a+XUju/TzJkzk9mzZyfnn39+vp7SSru+2v3gtGbNmuT666/PL2v3Q+h8fedGr9Of/vSn5LTT\nTksOHjyYJEmSzJ49O3n55ZeTZ555Jvn4xz+evPzyy8nevXuTs88+O9mzZ0/q39XKr11fJ+16Sfe/\npLTl17YvpB6k/yPV5z73ueT5558PnkOpq9/dU1R33nkn5s2bh6qqKpx88sm47bbbcPDgQWzZsgVb\nt24tmOovvPAC6urq0NLSgnPPPRef/vSnsWbNGsycORMf+tCHAAATJkzA5s2b8ZGPfAStra04//zz\nAQATJ04EAPzqV7/CtGnTMGrUKIwaNQqnnHIKnn32WYwYMQIf/ehHMWXKFADA8ccfj9deew21tbU4\n+uijcd999+ELX/hCfn1I9fX1GDt2LADghBNOwMaNG8Xtdu7cKZZT04YNG3Duuef2ON/XX38d06dP\nx8iRI3HaaafhyCOPDJZx9+7d+PCHPxx1PqNGjcLZZ5+Nt956Czt27MDBgwfzltuJJ56IY489FgBQ\nW1uLZ599Fm+++aZYTs2d+N3vfhdr1qzplrdgwQJcc801eOihhzB27Fg0Nzfj8ssvxyc+8Qkcc8wx\nUeWmotd34sSJeO211/C///u/4v3wqU99SjxGRUWFeD9o1yWt+/Soo45CbW0t1q9fj5NPPhllZWX4\n2Mc+hj179uAv//Iv8bGPfQzA+/W8efNm7NmzR/zd559/Hg899FA316GrT6n82vU96qijUpXfpzTl\nr6ysFLevqqpKdRxX//z/SDVu3Di88cYbmDRpUp+daxY1YNBYv3491q9fn28AzjnnHEybNg0XXHAB\nampqcOqpp6K6urqgY7uYxpe+9CVccMEFKC8vx969e/Gb3/wGGzduRJIkOHjwIPbv34+33noLRx99\ndI9j7Nu3D2PGjMkvH3HEEXj77bcxYsSIbvnDhg3LB+d/8IMf4KabbsJ5552HG264AfPmzQuWdcKE\nCVHnpJVTk3a+b7/9NkaPHp3fjsYoNOVyuWiAHzhwANdccw0OHjyI2tpaVFZW5uuH/parT62cmq69\n9tpubhkq92c/8cQTMXXqVLz44osFQYNe34qKCrS1tan3g0/0fli6dCnOP//81Ofr01//9V/j0Ucf\nxZtvvolZs2bl80eMGJFPjxo1Cvv371d/11ef0v3su759pTTlP/LII8Xtq6qqUh3Hyfd/7OrqQnl5\neZ+eaxY1IND405/+hGXLlmH58uUYNWpUPv/666/H9ddfD+D9njAnnXRSr37n85//PL797W/jU5/6\nFI488kh89rOfxVe/+tVu27z22mv405/+1GPfww8/vJvv9Z133unWaEg67rjj8IMf/ABPPPEElixZ\ngtNOOy3/ZK2JB/orKyvR0dGRX967dy+A94NxUjk1aee7atWqbsc5ePBg8Fgf/vCH83GVkB5++GGM\nGzcO3/jGNwCgWxdp+lsHDhzA4Ycfjo6ODrGcmr773e/ioYceyi+XlZXln4yp/vznP6OqqirqmDE6\n/PDD8cYbb+SXC7kfXKwuzfn6NHv27HyHkr//+7/P59NG/O2330Z1dbVaz776lO7n9evXq9e3r5Sm\n/Bs3bhS3B4BDhw5FH8fJ1/HmjTfeCP6fh4IGZHDfDTfcgIsvvribmdfV1ZV3Y/zkJz/BKaecEvxT\nhnTmmWfinXfewdNPP41p06Zh/fr1aG1tBQA0NTXh3XffxXHHHYeRI0fi17/+NQDg5Zdfxptvvomp\nU6fit7/9LQ4cOIDdu3fjxRdfxCc+8Qn1t1555RU8+eSTAIDTTz8dRx11VLfeNKNHj8auXbvQ2dnp\nfTL78Ic/jFdffRUHDx7Epk2b8PLLLwOAWk7p+IcOHVLPd/LkyXj66afR1taG9evX56EUqsfnnntO\ntTYSEoDu6OjIQ+8nP/lJt6e4//u//8OOHTvQ2tqKpqYmTJkyRS2ndvxrr70Wjz/+eH567LHHcM01\n1+DFF1/EH//4RwDvuye3b9+O0047Lb/fZz/7Wdx2223Bc9U0depUNDY2qvdDkiTdyqndDzHnK4lf\nX+B9kE2ZMgXNzc3d3KHu3ti5c2e+nNrvavWpld93fWldxJRfU5rya9sDwLZt21Idx6fW1la8+eab\nOPnkk4Pblrr63dJobm7G008/jVdeeQU//elPUVZWhmXLluGcc87BFVdcgYMHD+Lkk0/G1772tT75\nvc997nO4++67sWrVKlx33XVYsGABgPcb4bvvvhsAcMcdd2DZsmX4+te/jiOPPBL33HMPTjjhBFx8\n8cWYM2cOysvLceONN4pPrs4XXFlZie9973u44YYbUFZWhosuuijvTwXe78P+la98BcOHD8f3v/99\nTJw4UeyCevTRR2PBggWYO3cuTj75ZJx11ln5dVI5fceXzvfUU0/F9OnTMXPmTJxyyikYN25csA7H\njBmDM844A48++ijmzp3bbd2pp56Kr3zlK3j44Yfx9a9/HfPmzcPatWvx6U9/GtOnT+92/I9+9KP4\np3/6J7z22mv44he/mHcnaddFOv7UqVPFMr733nv46le/infeeQdHHHEEli9fjuHDh+fXX3jhhXjo\noYdwww03BM+Xyl0j7X7YsmULrr32Whw8eBCHDh3CrFmz8OUvfxm1tbXq/eA7X03S9QXeBzp34x5/\n/PFYunQpmpub8dWvfhUjR47EyJEjU/2udj8feeSR6vUF9OullV9S2vJL2xdyHF+X8Iceegjz5s1L\n3W28JFXMKPvy5cuTO+64o8+OF9N7ylQc/fGPf0zmzZuXvPfeewNdlNTq7OxMvvOd7yQ333zzQBel\nz9TV1ZW88847yWWXXZZs2LAhn89732VNacuvbd+X9fDWW28ls2fPTt55550+OV7WVXRL4yc/+Qke\nfvhhVFdX50eFp1FbWxvmzJkD4H2/pM9FZCqeJkyYgC996Uv48pe/jOXLlw90cVLp4osvxvHHH4+b\nbrppoIui6oEHHsADDzyAsrIyJEmCsrIyXHnllbjkkkvE7Z9//nlcfvnl+MxnPqNaX4NZ2vnW1NQM\ndNG66eDBg1iyZAm+8Y1v4Igjjhjo4gwKlSWJfe7VZDKZTHGyt9yaTCaTKVoGDZPJZDJFq+gxDett\nYDKZSkXmzS/Q0kiSBDfeeCMWLlyIlStX9nWZTCaTyTRIVRA01q1bh1wuh4aGBmzYsAGvvPJKHxfL\nZDKZhoaS/z8wtNCpv1UQNNwLvlpaWtDc3IxNmzb1dblMJpNpSChr0CgoptHa2orq6mosX74cixYt\nyg/JN5lMJlM6ZS1OUnBMY8uWLRgzZgzGjx+fuZM2mUymwaKsWRoFQWP06NFYtWoVrr76auzduzf/\nDiGTyWQypdOQgEZtbS2mTp2KqqoqNDY2Rn9wyGQymUzZVkHQqKurw759+1BfX48TTjhh0L0vxmQy\nmbKirFkaRX/3lA3uM5lMpaJiNJeh74uERD8B0B8a0G+Em0wm01BX1joSGTRMJpNpAGXQMJlMJlO0\nsgYNe8utyWQymaJllobJZDINoLJmaRg0TCaTaQBl0DCZTCZTtAwaJpPJZIqWQcNkMplM0coaNKz3\nlMlkMpmiZZaGyWQyDaCyZmkYNEwmk2kAVUxoJEmCZcuWYdu2bZgxYwYWL17cY5sDBw7g2muvRWdn\nJ6qrq3HHHXegvLxcPaa5p0wmk2kAVcy33K5btw65XA4NDQ3YsGEDXnnllR7bPPLII5g6dSp+9KMf\n4cgjj8Rvf/tb7zENGiaTyTSAKiY0Nm/ejGnTpqGlpQXNzc3YtGlTj22qqqpw4MABAMD+/ftRVVXl\nPaZBw2QymQZQxYRGa2srqqursXz5cixatAitra09tvnMZz6D559/HrNnz0ZbWxtOP/107zENGiaT\nyVSiSpIEW7ZswZgxYzB+/HgRMo888ghOOeUUPProoxg3bhzWrVvnPaZBw2QymQZQxbQ0Ro8ejVWr\nVuHqq6/G3r17MXbs2B7bbNy4Eeeddx4AYNasWVi/fr33mAYNk8lkGkAVExq1tbWYOnUqqqqq0NjY\niClTpmDHjh248sor8/t+6EMfwosvvggA2Lp1K44++mjvMQ0aJpPJNIAqJjTq6uqwb98+1NfXo6am\nBjU1Ndi/fz+2b9+O9vZ2AMAll1yCxsZGXHrppXjyySdxySWXeI9p3wg3mUymSBWjudy9e3ev9h8/\nfnwflSRONrjPZDKZBlBZGxFu7imTyWQyRcssDZPJZBpAZc3SMGiYTCbTAMqgYTKZTKZoGTRMJpPJ\nFC2DhslkMpmilTVoWO8pk8lkMkXLLA3ToFJvB4MWsn+afaRtC3lSjN2nt0+hWXuKHYrK2jUyaJiK\nrt42yrHbSPm+44V+Ky2AYv78oW2k9do+Mb9XVlaWulHKWiOWdWWtvg0apj5Xbxrj3gCBLqfdPrZ8\nPhXSuMdAQlum5exNw8P35eeftUYta8pa/Ro0TL1SoZZBMeDg0j54xK6LKVts484VAxG6DU+7ctB8\nKS8kCT7SMQqxVkzxylrdGjRMqRX7JB5qlAuxBjgYfNDoDVxC5XTSGveY5dB20pzCQYNHrJtMg0Vv\njmtKr6zVq0HDFKXexCXSWgqx20lz37rQ/r4y83USLNIAJJRH5xo8tEY+1MBzYPiOk+a4pqEhg4ZJ\nVV8EsAt92o/ZLwSNEEB6Y3HEQiMtLFxagwYFRl806hJAfMc1cPS9slafBg1TD/VVb6eYp/xC83zp\nNGDheWnOUXMjaXmxyxwS0nKoIdca95CLywDR/8paHRs0THn1NSxoOta9FLsNBURMXmw65hxdY+qL\nPdA5T/uWJUBoeVID31troy+Pa4pT1urVoGEC0PeuKLpcjHkMNGKskFgXFc/zgcIHj9AyB4MECQ0c\naaQFwg0S/a+s1bNBY4irGLCgeWlBkGbbQiZt/7TnB+iAkNJ0HylNt/dNvFxSQ5+m4Y/Zv5DjmuKV\ntbo0aAxRhWAR04BqlgVNp3UXxeyXy+W6rQ8tp7FG0tSTr2GXlmPnsfCIgZaUV0jaB4ysNXqm3smg\nMYRUCCg0MGiA4PPYRjvtdg4MoXma3/LVEc/XGvOuri5vI0/31dIhCIXg0R/HpvAIWR4GFb+yVj8G\njSGgtLCItSDcPAYasY14zD65XK4bHHzLaaY0dadBgi5LAKH7FtJ4xzTqaa0WqazS/rROQg0d357n\nmT5Q1urFoFHiSgMMLU2XNVjEWAhp3EqhdbFTodCQ6o3muUaWzqW8NA13ocDwNfIxQOvq6sqDoKur\nS/1NCSCSksQ/eJDmmbJXFwaNElVvrAvJVRMDCClPAoEvL2bOp/LycnU5LTRCsHDisODQkCDie7J3\ny0B6GMTAxQc5CgyXlsobIwoMCgveMMZYK0NFWasHg0aJKS0seJ5kUfC5r8GVgMEbfF9eTNpBgcKB\n57m5Zrn4LA2tDrmlkWbSnvR5HqBDw7cuZKn4wOYa8LKyMhFmwPudD9JYHRweBg5dWauDgqCxc+dO\nzJ8/HyeeeCIA4L777kNlZWWfFswUrxAo0m6TFhjaFIo3SK6kkKvJAYHCwbecBhoxsHByDW5nZ2e3\nBpgva+DwubOA3gW3NUuBg4JO1JIIubjSiAKDWyCubrPWaA51FWxpTJo0Cffee29flsWUUjEg8G0X\nsjBioBEKVsfAIO1EwRCaYqDh1qWpNweHmHmMG4s+4QPxXWfTQEMCWmdnpwgQt4+zMKjFEQIHB0XI\nwhjq4CjmuSdJgmXLlmHbtm2YMWMGFi9e3GOb//zP/8R//Md/AHjfIPiHf/gHXHjhheoxC4bGUL7I\nA61YWPi27S0wYoLYMfGH0DopXkGniooKb14M3ApxT3V2dnYDA09zeMS6sDRY8HnaqbOzE7lcrlu5\npOvtpIHKgUQCh88lZaDQVcx6WLduHXK5HBoaGnDFFVdg7ty5mDhxYrdtLrzwwjwkrr76anz84x/3\nHrNgaLz00ktYuHAhzjzzTCxZsqTQw5hSqrfACDWIHBgh15QvuO0LUIdiEr44hYMChQPN49DwAS6t\npeHyKBxCk/R0HwIHkG4gYKinlgOGsyScteTm/BxpfIWCgs99jX9MXMNUXGhs3rwZ06ZNQ0tLC5qb\nm7Fp06Ye0HA6ePAgXn/9dZxwwgneYxYEjWOPPRZPPPEEurq6cNVVV6GpqQmTJk0q5FCmSPW1dSHl\n8XTIyvDNJThocy1Owbel0KBwkNJuWQNaWkuD5zkgdHR0iKCg+RwUvjQgv7Mqxtrw9dLi7ieX5sCg\n0JJ+lwODi4KCn4OrR8n6GMpAKeZ5t7a2orq6GsuXL8eiRYvQ2tqqbvvkk0/inHPOCR6zV72ncrkc\npkyZgl27dhk0BoliGjxpWZv4+jSB7NiAtQYL3/bc2uDgcPM0brU09erAUF5eLkKD5sfGPsrLy6Pi\nGDRNQeEaXg4LbsHQ/bXJiUOC3xPc5UTLzutvqEIhpGLHNLZs2YIxY8Zg/PjxaGlpUbd97LHHvLEM\np4Kg0dLSgnHjxqGrqwubNm3CBRdcUMhhTJGKsTLSWhE0nWaKCVL7AtZSDEKaYgLeknuKp0O9pmKh\nwcXBwKeKigrRTeWLg2jBcF8eD1pLsKD7Scfgv8HjFby3FbVcqLTGT4KLAaR/NHr0aKxatQpr1qzB\n6tWrMXbsWHG7rq4uPPfcc7j11luDxywIGo2NjWhoaEBlZSXmzJmDCRMmFHIYU4QKBYa2nj4punlM\ng0rzYuIPUuwhNI+FRSGB8JgpVi6w7IOGL77hC5ynDXBrYy2oK8qVORYa2jlzcMTei77jGkCKa2nU\n1tZi3759qKqqQmNjI5YuXYodO3bglltuwf3335+/Xs899xxOOeUUlJeXB49ZEDQWLFiABQsWFLKr\nqY+lNXYSHLR5rPsmJv5A01qsQYtHFGMqFBrSH5nmpYWFBg4+xUCCpt114eMvuLWQFhocErlcTsz3\n1VFaDVWAFPOc6+rqsHbtWtTX12Py5MmoqalBU1MTtm/fjvb29vz4usceewx1dXVRxyxLinyV0pr9\npg+U1s/O1xUKDK37bFlZWWorgE/Dhg3zAiTWotAsEp7P68E38b+Cb7k30PBNEhwkWFArQ5t4kD0E\nLL5dKHBPyxFjFdE65IDS6nywqRjl+93vfter/c8444w+Kkmc7DUiGVUIGFqe1ohqPaB4XqxbqLy8\nHMOGDesGCbrM59L+2m/E9LByaX6ePohIjZfWoPUVJHjvKw4FCRQcGJ2dnT3OjV93fh4+C4Mv53K5\nHhaG5PKkCjWuQ9WqkJS1ejBoDFKlhYK2TmokaVoDh9QbSrI0fHEKBwkKCGniLqpQOqYbr5tr5ywt\nA/HdXWOe3GMgUV5e3qN7rgQHLe2AQcHB74OQa4pvR7d1wOBz6Tek+zCmQRzqAMnauRs0MqZYYEhP\ngzFuGl8XWhqr4O4nyR3F4VBZWakuS+DR8hwQeOBdWtZAIaU1F4oPGmngQbvoUlC4gXea60dbDg3S\n46CgaQkQWp5madA60yCRFghDHSBZkEGjRKTBRIOHZmVoAJHAEZocFOhcypNcVL55THdfCg1aP9LT\nOG0AfQ2tSwOye0oCR1dXVx4QFBjUwnDQ6OjoiIpV8MGAEjCoCoEGhYUGDFqHPnhwuBgUuitr9WHQ\nGITyASBNPt8mBIyYhlgLdvPYhYMGnYYNG4bhw4d3A4ibtN5WUtpnCfGJ1k8IIL6GlC9L3WU1iDhY\n0DkFh4MG7QUVE9x25deAEXJBheIcHBaSxaHBIgYOBpD3lbU6MGhkRGmA4QNEaAoN3PP1juKxCwqF\n4cOHe5d9rwLhy76Yi+Sa4vWkQSTWXePcUyFwSNBwkKBpCRpaDya3LR9wp90fhVoZPohI958EizRQ\nGMoAydp5GzQGmTQIFJrn8gsBBQ8q895TWuyCQiMEC7cc65qiAe6YOa+XUDqm4ZQadpqvNcz8t2j9\nOyC4bfm4CPqULz3x8+vMr/1AS4OJBAvJxVXKytp5GjQGkQqFg/YUHeOS0sCh9UbSYEGD2jRewSGh\nwSOmyy19CSE/By0dqi+6LLlrfOMjChm/IF1LCg4fIHxdXyVYxMhXNr7etx0/pxAgNFhosZBSVtbO\n0aAxSFQIMELwKAQWoW6svl5SPOAdAwsKjdhJOg/tPNPUt5MGCZrWYKH1duINrlZm9/u+Hks+YPhA\nElIhgIgRhbIEDh8chgo4siSDxiBQb4HhS8fAIxTHCAXAucURAwm63nW55V1qtWVfwymtSyPNFVXo\nJAWc+TWl14ECg89DAPFZV/2tQkEQY4GUmrJ2bgaNAVYsMLT1UiMRAoU014LeoQC4BAwfKLR1MRYO\nD3D7nq7TPmHzZQ0cPstCi2loT+5SmdMCQgKFNC82RLTGHvD3qIqxNrR9S0VZOy+DxgAqDTB822oQ\niQWH1r1WAgYFB+0txaEQsjB80NC6+lJoSOcvzX2+elpnPGDtA4YWAPcNyvM9Wbvr4H7XZ3UUCg7t\nHqL14QNdbxo2Co8YSJQyICRl7VwNGgOgNGDg+bGNgw8ePgsjNIV6TjlgSNBw4zSktOYWkyZfvUj1\nJFkS0lMwXa+5pqTXfWhpXyPsg7rbTgJFqOeU7z4KrdMUC45YayE0145VqjDJ2jkZNPpZvQEGz4t1\nS1BQ0GUprhEKQktjJ7R4RuwkQUMDW0zDKNUXbfikJ18nraGXBu7xYLkUQJdcU1pAPG2vqRA4YuvK\nF3ORtg2BIeY4pg+UtboyaPSjeguMmCfIGAtDg4fPugjFNHjPKW5phKAiWUBaHpfvT+dzT/lcJZq1\nIb2NNiYtlYX+vutySy2NWGBosAjdM7xM3DVXSL36fjfGyghZG6aBl0FjgFUoSDS3lJv73B9pXFG+\nYLjWc4q7p3zAcOs41Hxp7ck49olZa6R88QxptLdkkYTcUr7rzAERWtbAQe8B6XfSgLcvG20fpEP7\naMuloKydj0Gjn+RzMxW6rc8tETv5gMHTmosq1j2lbTNs2DDVEtIaRqmhd/OQFeG281kYHAQcHhoY\nYibftaeWRggY9D7Q4JFWWl1p+b2Rz8oYSsraORs0hohC7irNHeV79bnvC3zal/Z4LIWWLeRKotv5\nGuRC13fQcLzfAAAgAElEQVR0dERPaSHBf1vLi31zrnsrrpukZd+xtF5gmrXE641emxiLip+vbz7U\nlLXzNmhkULFuB83fnQYY0mA+/lZbDgwODimYLVkOkhUhueN4w8YbudBYid5Cg8Y0AESPzYhJx36n\no6urqwcwKDh4WjuGNr6EdxX2nQtXLDxjxLfLWgMbo6ydk0FjCCjkvvLFM6S32MZaHNIob19AG+gJ\nDMmdE9Pd1QeVQqDBn+TTWhrSOUqKBQYHRWjeFwMTfZZHjLXhqwsJJllrTAtV1s7ToFFikp7M3dzn\nopLiGdq7pmJdUr6R3JL/PfapMu1rPGIsEcnl43P9SPv7GtDY+FWsa8pN1JLgsOBp7p6SYBE6j1hL\nIbR/mmOZBpcMGiUgyS2lzUOWRlpgcFho1oY0/iJkbUjL1JLgvnnprbO8IfTlaa4dCSBpLQ3JjSjl\npQGGBAZfXmhUexoLw80LtTRClkVaCy3Lytp5GTRKXL4eVtqAP21QX4ybyueS8sU1fE+zfJ7G768F\neaW5LybQG2j4rgFPFwINbeJWhgbWkGWmQcInH0gKAUYpK2vna9DIqDTrgi6HLAwpnhEzkK/QuIYW\nBKfyPcW6/LRP1z5QhKChBZl9kOCNrq/++XWKiWX4Atu+dSFYpLGctGuU1tLgaU1Za1jTKGvnZtAo\ncfHGOQ08YrraSt1yee8rzcpw5eHSGl83hXoM0bkUINegkSawnNbS0Hqu8SkNMNLkpY0D+aDdV5YG\nT0vLWl4pKWvnZ9AoIWkxArcuBAxt9HcMOLTutpqbSrI0tKd1nuZxBi3+4HoNaeDg63yBZD6PtTKS\nJOkRx9HSuVyuIGDEpH3QTNtril+rQiyNmGUtr9SUtXM0aGRYEiRirIoQOGJhkdY1pT1hU0kNMG/k\nJDi0t7eL6TRP2Bow0kBDgof0fi8pXailETOPddGFABhjZfDr6LM00uaZ0ilJEixbtgzbtm3DjBkz\nsHjxYnG7J554AitXrkRHRwf+7d/+DSeccIJ6TINGCUqLF8S4pXyjwkPxDO3NuNpocF/vKdpwSY07\nBUd7e3t+ostpxidQ95QWI6HLMQ0rh4YEDD7Fxik0MGhpCQxSutA4R4zlkQYMQwkYxTzXdevWIZfL\noaGhAVdccQXmzp2LiRMndtumvb0d3/zmN/HTn/4UI0eORFtbm/eYBo2My+eSottoFgg9RhrLBNCt\nAje5bcrLy/ONp5u7bVxjGdv4ucabAoKDgs5j3VNa46xNvoYx9FTu6sHVEZVWJik/jRUVC41C3E4x\nMmDoKub5bt68GdOmTUNLSwuam5uxadOmHtDYvHkzTj/9dIwcORIAUFlZ6T2mQaPEJcFCWo4BBxdv\nUOiTb0dHR97CoE/bFBSdnZ09nrB54y015j6XFM+Tnp61xjS2DG4fWgdSWqojCgoJHj6ghfJ96RAo\neFqzNnrjsuL3Tpr8UlYxz7m1tRXV1dVYvnw5Fi1ahNbW1h7bvPLKK9izZw8WLVqEY445Bv/6r//q\nBYdBo4TFAUHTGiTotiErw821p3XuntHcMq6raaxrSIKGlufz3UsgiY0R8Dpw0vLcPhIoHEwB/2h3\nbnXEWhv8nGOhIUHCnY9mOcRAZCiCwadi1keSJNiyZQvGjBmD8ePHo6Wlpcc2bW1t2L9/P374wx/i\njjvuwM9//nN8/vOfV49p0BgC8sGDz6U8vs6JP4Hyxs3lSwFfnqd1m9XSEjCkSWscNYD4nu7pMq8H\nn1wd+OBBXXahSXJZxQAk1trwgSaN60rKN5j0VDHPe/To0Vi1ahXWrFmD1atXY+zYsT22qaqqwtln\nnw0AOOOMM9DY2Og9pkGjBBQT1+DbheDgszyofJaGayy7urp6AIN3N9UafR8cpF5UfH3Id6+5ZUJT\nmvqngNBg4Y6TpgwxcCsEGjHgcNee3wsaPKTtpW1Mfava2lrs27cPVVVVaGxsxNKlS7Fjxw7ccsst\nuP/++1FWVoZJkybhO9/5DgDgD3/4A4477jjvMQ0aJapYKKR1TzlJT5ocHK4R5L21pOPyYLYvuB2y\nQrSR26EnZu6WkawQtxyy3miaAkOCBY319BYY2jY+UIbSPstCsjTMwkinYp5/XV0d1q5di/r6ekye\nPBk1NTVoamrC9u3b0d7ejsrKSnzkIx/BhAkT8LnPfQ5HHXUUvvWtb3mPWZYU+YrFPgWXurQusGm3\njWnwy8rKvN+34Mvu06yhOf3SHv/MK89zX+OL7YnV0dGBtra2Hl1opamQkdtAeEBa6AlbgkbIIuOw\n1Fx1bi7Fc3xTGogUAoqYPF63dJmnubIGjGKUd82aNb3af/78+X1UkjiZpVFC4rDhjRnN91ki2lzr\nQaU93UqNJ03T5ba2tjwUXFrKk6DhS8c2bj6ASPkhaLspST7oakzri1sX1MrQ6pRbcmmtkhhQpLUw\neNotS2np3jFlrx4MGkNEEkB8jbjPKgDkrqSuQfO9X0qDUltbWzdY0Inn+XpZ8TxaVpcO5cU0mrFW\nlAMHBYMPzCFw+GARAkkMKEJWRCwgQuDIWkNZTGWtLgwaJSbeuPsgoaVjrQ0fOLQyaHltbW04dOhQ\nNzhoy2kG4bly0jJLc3o+oTSvK987pQB0A4aW52CSNn6RxuKIhYZ0bTWAaPXD0768oa6s1YlBYwjI\nB5EQIDRLw4k/EXO3VIySJOkBhkOHDuUnusyhQd01Ur47Pv0t/tuxaZpHAZEkSX7ZuaN8kHDb8rwQ\nNHoDjEJdUu680wBVawSz1jj2l7JWLwaNjMg1TKFtpDzfn503HLRB6ujoQHl5eX50N/fNx7hxYhsQ\nBwQav5C60IYGuPHz8dUNgHyj79K+uqbb+oLZscCVykWvgeai6ktgxFw/nzWmnU8sSEzZk0GjBMQb\nPZ4fCw7piZ0CwzWakktDe3LlZdHSPIbBu99qsOCNrNTwhSR1FOBWhSurS4egEYKH1uCmAUEaYGj1\n46u3EDykuSm9slZ3Bo1BqBirwm0H6B8y4nNtkp5iOTRoUDc0cWjEzKUeU5KFETtwLVSPofqVGnfu\n2osBhnNPhSwNV1YJhGksiTRgiLEy6L0jpX1zU5yyVl8GjYxKahD5zef7U8eAo6Ojo0cjqDVGPsuD\n/qaWptaFBo7Qk7T2u4Ae15GWY9ZpAXDN0pCOKV2vQlxTvm0LgYl0jXx50rloeaaeylo9GTQGqXxP\nyRoweM8mbe5rRFyXWTo5eIT2j3my1Y4hveI8FM+IaRyBD9xNWuOdJmjvtvf1nJIsDU20nG65UPeT\nZnmltTR8943v3uJpX57pA2WtfgwaJaAYYPgabulJVnpSlsBA5xUVFUGrQ5uk90xJA/nSumg0YDj5\nwOGDSQwspC7KoXSsBeHbTlouFBghUMSck8mvrNWV/zHo/+vZZ5/FjBkz8MgjjyBJEtx4441YuHAh\nVq5cWezyDWnFPLVpy9of32cdUNcHjWnwhlx7tQfP40FtaeAe704ruaZClkYIUJJ4d2M+cWhqX9oL\nAcOl3e/wayVdAw0CMRCRrItYeEhl0u4pfu8ZPIaOgpZGS0sL7rrrLkyfPh1A3OcDTf0j+gTt/py+\nJ1sfPLil4bMyfOCR5jF5Me+SosCQGlJ+fF5XvH7cMrcIYuIfGlhClgbvmRWqx7SQ8MEjBg6xoDBI\n9J2yVmdBaIwbNw4PPPAAVqxYASDu84GmvhMHg5SW9qFprbFwy11d3d99xEd08301OMTMtXUxL+rz\nPX37np4Bf0Bbg4YPJD6LROpiG7o2Erxj4BGqV5eOvRdi4CCti1k2ycpaPaWOaezduxdjx471fj7Q\n1LfyAYKvp0+zvOEMWQllZWX5UdQcGmksi1g/O01ro7yltAQKn2sqjXXhy9PcWRIoeI8z2nDzOQdG\nrJWRBsoaGLR1Ulm1vJhlk66s1VVqaHR1dWHr1q3ezweaiqu01ofWmHJg0Im/7E8DRQgisY0etyR8\no75j/fNSfXFJsQ2X9s1DoOBgogF5CRwhF1MsNELXiF5TKS3NY9O+PJOurNVXamjEfD7Q1PeSGj7N\nwnDLmjVBoeAU4+ri24aezkP+dVpOLt5VlTfOIWi4KTZQHQMMnhc70XqXgKZNMXDsqwbfgDFwylqd\npYaG9PlAU/+JwkECBs2TYEHT0rFj8tJAgzd+Ejjc9rQhd+WkI6ppuX1P0DQvBAofNHznxsvky+PX\nTsoPgYJuR6+LDxyh7Xzb+tbztGloKQoaixcvRlNTEyorK3HhhRdi//79qK+vR21tLWpqaopdRpNH\nHBi8kXCNr5sD6awKSWmhEdMIun2o+4eeH4VITONJoRHby0mDhe8cNZDwfTgwKPxomWMtDN+5099M\nk+dLx8hAUpiyVm9R0LDxGINDEiC0udueg0M6ZhpR11YIGjENnnR8JwoIejy6f2gegoTvg1HScsx5\n83Wu/O58NEsjDSzSWhVpwBFalq5d1hq+waSs1Z2NCM+4fODgT6/SvrE3LG2E3VyCB81L81RMj6Pt\nX8hTclpo8HJw+SCiLfNGnysEijSWVRoQaNunAUbWGrzBqKzVoUFjAFXIUz6HAz+e9oSfBhq+vJDf\nn5dVOqbWuLvy8/MLWSe+etQAkcY11VtRa4//lmQVpgFIKE1/Q/o9bb1vX23ZVJiyVo8GjQxKsiqA\nnlChDZELLtNj0I8q8eNrCrlmuPWR5g9RjIa7EGikle8c3TXg3weXtikGIGKtsxAQDBjFU9bq0qCR\nIfmsC5qmcwoMN6fASNtYSoP/0lgfobzYYLQvj5ept9CIsXB8aWkcDLc2uJWRthOBDx6x5Y0FiGlo\ny6CRUUmwoGn6R6fA4O6f0Ku7NcVCg84lFxctuxSQ1vJ85ZD2jxmMRxVjgUlP8tJc+x0JAjGgCMEi\nFiaFWBxanqlwZa0+DRoZkw8WQM9YgpP2tMsbFf5bmtJAQ2r4te34PtoTepp57Oht7by15RgXkoNG\n2rfdhiBSCEwKTfvyTL1X1urVoJFBabCg66SGTmuYfb8jqayse+xCc1n5XDI+t1LMSwDTWCeFQsPX\noKaxErTf4fuGXpEi7eOzftKcj7R9KM/UN8pa3Ro0MiAOBpenNbx8Xcg68TWIPE9qMHk5uaSGOvZT\nqdI6esyYtA88vDHn5yWdq2YR8I4GfSkNEnx9TJ6vjAaM/lcx6zdJEixbtgzbtm3DjBkzsHjx4h7b\n7Ny5E/Pnz8eJJ54IALjvvvtQWVmpHtOg0U/yNfKh/XpzfB8wNP86XQ41nr4y8kabf7RIWuaAkNI+\ni0lbjoFGyIKgeTRO5OABIJ/mx/M1+CH59ismLEz9o2LWfez3jyZNmoR777036pgGjX5UGnBof2yf\ntZHGwtB8+Bo8pLRWTioJGm4qLy/3wkQDjM9NFZMfA43Q5GDhxGNGIYsgpqHQttOO4duezrU8rQym\n7Cr2+0dprrNBo58VAkdf/UljgBF6GtVgEeuaklxMFBbl5eU9wBEzhYDgW+fbRnI5aW4oeg1D4E7b\n+Gv1qeWHjk/3i4WKrwymvlUx67m1tRXV1dXB7x+99NJLWLhwIc4880wsWbLEe0yDxgDI96TfF8eK\nsWY4PGIAEYKEJG5pOFDwSQOEtK5QWEjraR4FhO8Nve4bH25fWj+hB4JYCyNm3xhY+I6fBkym4qmY\n9Z0kCbZs2eL9/tGxxx6LJ554Al1dXbjqqqvQ1NSESZMmqcc0aAyQCr1RYqAQsjI0a0NzX/C0z51F\npcU0HCgqKiq6QYMCwpcu1AXFt6XL7lxCH0OilkZZWRk6Ojp6WCCau8tXZzGNfKjOQ2DpDUhMxVMx\n6zzN949yuRymTJmCXbt2GTRKXRpINHho691ccmlI4Ii52bl7ilsYFRUVqKio6OG20sDBoVEIMKS0\nO7fQF/J4LIPWhe9VIbQ+teVC94mxQjQ3lUFi4FXMayB9/2jHjh245ZZbcP/996OsrAwtLS0YN24c\nurq6sGnTJlxwwQXeYxo0MqgQAHzb+6yNWHD4ykWlWRq5XC4PCzdJcQ4tzY9bCDD4vKysTP20rDS5\n83Xno33cKq1br7cWRyzMTYNHxbxedXV1WLt2Lerr6zF58mTU1NSgqakJ27dvR3t7OyorK9HY2IiG\nhgZUVlZizpw5mDBhgveYBo2MKsZyiAGL78lTA4c2OUmNtRTT4NCQ4hxa7EOCQ6h3VWje2dmJ8vLy\n4HfKOzs785YHdU3R35fq0FfH2jXW0oW4rGLnptJRRUUF7rzzzm55kyZNwrp16/LLCxYswIIFC+KP\n2VeFMw1O+eBB5y7fzWPgoP2eE2/MNXAMGzZMDZBLkw8S2khvWgcaOBwQHCDKy8vzy7lcLp9PwewD\nhlQnUl4IJj7IxMY3DAyDV1m7JgaNDCuNm0oCha+BC1kgaWIaMZaGZG34LBAfKLQXBPrAASBvaVBw\nuHJTcLj6c3ma9RNTj2kUsja0fB+0DCYDr6zVvUGjBOWLb/SVpAa5Lyf+KhGt91To1SS0fKG0a3Bz\nue6fmXXHo8u0XFI5pTypO7GzaNycl0F60SQtdxrLL2uN01BR1q6LQaOE1Z/w6O1EjyW9OkRrkENp\n6fx5Hnc3uXqj8ODAkOARC4sQMCg0pEA7h57W6KTNNw2MsnY9DBoZV3+Agf4W4A8m+9xEEiik/bQG\nmUPEBwxuaVD58jksQlZQmvJSWHBw0NiIBopYWPiuXSjP1P/K2nUwaAwBxYAlthcPV6HA0KwMDQQx\n0PC5p3h5tfOMsSqcBRBrAcVYHC7Ng+tazISfUyG9sEymQmTQKAH1p7XhpFkKaWARmjSXjwQKDSKx\nciBwjbWv95h2rpJlIYGDgiItLPrK2jCQDB5lrf4NGiZVoZu5UBjw/UPH1Fw+Pnj43FPSOboGWAp4\nFwK6GAtDApIbC+LA4gOx1COOn1fWGqShqKxdI4NGiYhbGwNhfQDo1nBK1oLbRrNUYhvfGGA4AEji\n8RmXRxvvQkBRCEBizpXXX1qZZTF4lbXrYdAYQupLkMQ2poU+rcdYGr45tzRCYxek7rQxEPGVNQQO\nydqgryrpK/dU1hqloaasXR+DRgmpr6AQ6mkT41JKM9Fj+GIYWoPsA4h2DjztGmANEC7eoQEjFhQc\nFjxfGjCowYO71tJeR20bU/8qa9fAoFFi6m+3FG/001odoWOkcVFJea5O6FxL0xiCBBAKDimu4isP\nB4ZmbVBwaPWWRuaWMvW1DBolrt5CpJDutj5ISC4WHyykhthnbUiWhi9ATK0MBwsNFNpyqLwUEhIw\naJq+ykSLa/B6L9RFZRAZHMradTBolKBCoKDrC7lhaYPLffG00eONKSC/olw7pjsuX/bBg+fx4/uW\n6bcz6MTls4boQD1tf59o7ykfPCR3mQaRrDVKQ01Zuz4GjSGiGIsj5MqgjaAWvHXg0GILFFYSHKQ5\nfz15yGXl3k9FoRGjtMAIBbY1SfXhFPsp3JA7sD9dlKbeyaBhGjSKtThCN6305CrBQoKG9Pu8UeUN\ntQQNmnYNtAYOChYqqSw0j1sa/Nwld1wacEiWFU9Ta40e0wcLTQaPbMigYRrUigGJlKZ5UgNPYZHL\nffAK8VDDxT+pqoFC6oqqNay8u6oTd4vxdZKLitcDB4Y0stvNQ5LqxQHDZ2mYhVFaMmiYBp0kUPC8\nGFjwZZ8bydeIhWIWPmjQp3A6p/nUGgHC3wZ3eZJ7SvtDU3DQILr7Tb6tJn78GNcUt+KkALnJVCwZ\nNExexVgbIWD4gtwVFRXeb3HTDyJx9xT/JCz9XCsPFAP+bsGufJKl4aTtSwHFFXKJcbnzpRZHGgvD\nwJE9maVhGhSKsS5cnpTWjukDBm/sfftzd1TsMbn7hkKDft+bvruJBuR9k1QWXzDcWRf03KTttLqU\n1NHR0QMWmtXhrqcBI9syaJgGvXyuKSnP55qiYxuopSFtL03UOnBTyPrgLhzfdhI0tLQECw4Dd27c\nLSX11CokxlBRUdENHBwWsZYGT5sGrwwapkElX+A7ZHlo+7g5hYeLCZSVlQXBwV1NUvxCAge1NLTv\nh/P9pAF3NN81+BwaWl1Iri6pl5arD8ni0uoU+MDS8PUQiwmCGzCyI4OGaVDKASLUe4rvo6U5MCgs\nXJpuRy0SZx3QgYAcFJ2dnfllB4uKiooecwkWNK0NAqRloml6rpKVQV1CGix8jXmovjUY+sAh/bYp\nOzJomDKhtL2n6DottuFgIW1LG2ramFNrgzb4tOGnkKHAcOv4PjQ2IcUBeLnS1IEGDmdZuDS1arTj\nSXlSTCPGyjCZ+ksGjSEuyX/PYeDEn2r5cfgxfYPuePdY2thzCPC5BhFpLjW8WoPMpTXGDhx8O3cM\natXR43L3kTR1dnaio6Mjb111dHSo1ofvmklBftPgVNaujUGjhMVdUtrcbavBgovuQ3/LzfmbXKWJ\nu464peHAQOfUJcXzqKuLj9sIwcLlu3OT4OjrmUTzfD2qtHhIR0dHviwUGh0dHRg2bJgIDsnFxmHB\ny8gbJ4PJ4FDWroFBY4hJAkfMRF0v7jj8uCFg0JiCBBEpJiG5oSg0OEw4RCRYaMu+mIRbT8/X1QeF\nL68fHzSkXlwdHR35qaKiokfchoKD1rc0NiUGHKaBVzGvSZIkWLZsGbZt24YZM2Zg8eLF6raNjY34\nu7/7O2zdutV7TIPGEJEUAE9jadAGiR+D7x8DDL7Me0rxmAYFBgcFtSwoMKTxDr40LRPvceXOSwuA\n0zmX1HhzIHFLwwcPWm5a35JbyuIdg1/FhMa6deuQy+XQ0NCAK664AnPnzsXEiRPFbe+//34cffTR\nwWMaNIagJFhQq4OPv3DSACPl0eNIjTDPk7rY8p5R3KfPwUHhIQ0A5JAIdW2lwXMHCup+kmChpd2y\n73ecq8q5pNrb2/PAkOIaEqBDoJDiMWZ9DKyKWf+bN2/GtGnT0NLSgubmZmzatEmExm9+8xucdtpp\naGlpCR7ToFHi4oDQ0tydwl0egPwkHWNdxMwlKHBrQ5okSPigUchcamR91gNd5uv4KHUKMhrHaG9v\nz88dMDg8OJQ5kC0QbmptbUV1dTWWL1+ORYsWobW1tcc2SZLghz/8Ib73ve/hkUceCR4zChrPPvss\nlixZgqVLl6K2thbz58/HiSeeCAC47777UFlZmfJUTAMlDgug+9Omm3MfuduOHocHYrmFofntpbzY\n0d9pJw0EWp77TRcv4NJgIMU/3ETHr7j6dK4o6lrK5XIYNmxYfvJZGq7M0liUtNaGaWBV7JjGli1b\nMGbMGIwfP160JNauXYtPfvKTqKqqijpmEBotLS246667MH369HzepEmTcO+996YoumkgxZ+MuXtF\n6gUFdP9mtktLsHD5fPyF1IBKwPBBI2RJ0AY/tD4mTcd68N5P0jlL5ybB0YHD1ZEDBoUzhQaFRQgY\nUj1zcBgoBq+KeV1Gjx6NVatWYc2aNVi9ejXGjh3bY5s//OEP+P3vf4+nnnoKb7zxBq677jrcdddd\n6jGD0Bg3bhweeOABrFixIp9nN1/2pAXCAf3jQE5SjxwKDtqA0q6fvuAsb+R8oNDgIQEjJk9brqio\nEOM1tIwcHE6Sy8l3jq5uaLq8vDzvlqLwkFxTPlegBg7T4FQx29Pa2lrs27cPVVVVaGxsxNKlS7Fj\nxw7ccsstuP/++1FWVoavfOUr+e3r6uq8wAAKjGm89NJLWLhwIc4880wsWbKkkEOYBkASJGg+XdZc\nLxwQvEHlkNAaMj5xMPjeZhsLgZA1wvO5hcHPg7rMnPg2PNhO95Mm5wZz519ZWZkHh8/aoPto4OCi\n1oaWNvW/iln3dXV1WLt2Lerr6zF58mTU1NSgqakJ27dvR3t7e4/QQsxDRmpoHHvssXjiiSfQ1dWF\nq666Ck1NTZg0aVLaw5gGUL7eM5IrKwQPDg6e537HN9G33UppCpK0LqdYdxaP61AYuMZZclulBYez\nxviyszQcJLi1wc/DZ9XQcpkGt4oJjYqKCtx5553d8iZNmoR169aJ2z/22GPhYxZamFwuhylTpmDX\nrl0GjQxL61ElrYtRaKyABiFA753l5jRAzWMr1NLho8KlJ3RpopIaZQkYfNmdh9aA0/gFP0f3uzFg\n8LmktLo0mfpCqaHR0tKCcePGoaurC5s2bcIFF1xQjHKZBlB96cKQICGtc7+hlcU1zg4YNA7AA/DU\nMnDxgFBAvaKiIl8G3ihz0Ejw0ETPTQp803MEoAIiNoah1aNp8CprrsEoaCxevBhNTU2orKxEZ2cn\nxo0bh2HDhmHOnDmYMGFCscto6gdpgXIODpcfc6wYK4Pm86d96Ymejwlxja97MuddUGkcwhdb4G40\ntz/9hgcHhgYOX0MugUODRloLw1xT2VRJQmPlypXFLodpkEjqDcWtDM3q4JYDz+OQkGIfWpmkcSAS\nPPiTOO1GG5p4PEL6PrnmoqJ1Q9PS0z8HBoUyL7+W9oHCYJEtlSQ0TENLhYDDF0Dny1Ie//0QKDRI\n8LQ0SFCDCIcGB4crR8jScPVDz82VxUmKkTj3m2ZtSAFvA0X2ZdAwZU4cDr51MTe4FFzX4CHBhjeo\n9KlcGtDmm2uwkPIlaPjiGT5rQ7MwJCBS91wMLGIAYhDJjgwapkxLAkgacPBtY+ABoFtMgYPD5fFY\nAO2pJfn9y8p6vghRszQqKiq6wcIFz11vLOqm4ucfsjZiRC0SX+Bbi3FIsDBwmIohg4YJgGwdxPac\n0txZdJ20LFkdrhGk4KDb0tHm2hM2XaeBgi+733PQcK8k98U00gTC+XrtGLHWhXb+9Pdd2jS4ZZaG\nqSQkNfw0ncbqoGkOCynWEbMdHw9C96OT9l0OvuziCfxbFjymEQMMmubLPPAdgkZMDyoOEFO2ZNAw\nZVZSfAFIN15DszoKSfsgIYFCWqbxC+krgNTqcPkUFtzSoPCgdeR+m6d9lobbn9ZtjHvK55YycGRP\nBg1TpkUbMClPu8F91oiUFwsL97tSHp9LedwVJaVdvIS+50kDh2Rp8DoJWU6ateZcZLGWhlZfvD5M\ng7WVsJ4AACAASURBVFsGDVPJSrJEtGUtLlKI1cKXfQ2wOy7No1aKlKavLU8bt6BpPrnGPk2jIFko\ndH+pbFI5tXKbBp+ydp0MGqY+VV/EQrR9fcfyucRo8JxCg34ciY/F4L2kKOh8E7cCpF5g0vlrbi66\n3k0+sEnwSJM2mUIyaJhSKWRt+LaJBUbM76cBhwQMzfKIHbzn5LMwKEBin/x5vXEYhMChucxMg1dZ\nu1YGDVOv5QOHBoqQbz/WWgm5qmgjKzXwEjRC4AhZG5Klwc9bqjut8dDAEXJTmTWRDWXt2hg0TKkV\nY11o69JYG70BBrc0tKmzsxPAB0HzGGDQdCieIY0C186TuuCkbbil4QvM++o3a41UqStr18OgYSpI\nsW4poPdfjCsUGLHgcPDQYhppLA3p9R5p61NyUaWxNrR9TYNTWbs+Bg1Tn4oCgeaFXDAxxy0UHCEX\nVUxMg7uYaANPgRGyNEJv8w3VgTtGyOIIubpif9NUfGXtGhg0TAVLAgRdJ1kddPuQC4XHJ7R1aSwN\nHzhiYxr8PEJWDBV98aJ0PK0uJfeUWRKmgZBBw9RrafEMCRQ8P83xC41xcFD4guK+xjjW1cVHcEtW\nRsi1J9VBCBwx7irT4FPWrotBw9Qn8lkddH3McTgYaJrHQ2ItDQoKtz9/sk/zzYwYYLi5g4WWlspL\n6yNNPEMrb2yeqf+Vtetg0DD1qULwCO0n5UsQ4eu1eWg0uBO3NNK8YyoGIBIsKMBCdcbBETNOI2uN\n0VBV1q6TQWOIK23j3t8KlU9reLVANf3IEv9+Bv3wEp349oV+SY+7lnhvLTfx73hIE90uzQeiTINP\nWbs+Bg1TZsQbYg0QNM/3AkAOCveyQh9EOHQojDSLQYKFBAwfJEIA0d7Am7UGaSgqa9fIoGHKnLh7\nyM19aelTrrGWhrS9z9LQJAWyaaMfa1lor2yXwGEy9bUMGqZBJQkIPC2tCwFDAwe1MOjkc1HFuqd4\nQNvNNZcUB0SsmyrtWA3T4FLWrpNBw5RZ8YZZ6x1FgSFZDWmn0KdXubSusjyGkdZFRfeVguOmbChr\n18qgYcqUpEaZN9gaMCRLQ7IyfNaGZHHEgAPQYxt9Hc+wmEa2VMxrlCQJli1bhm3btmHGjBlYvHhx\nj222bduGf/7nf0ZFRQWOPvpo3H777aio0NGQK1ppTaY+kuSa0hrnUBdYzcKQQEGXtXgGd1HRMlBJ\n1kYsNNK4qCymkT2lGX+T1gW5bt065HI5NDQ0YMOGDXjllVd6bPMXf/EXaGhowI9+9COMHDkSv/vd\n77zHNGiYBqU0IEh5sWMlQjGNmC63hXa1dXOfe6qvYGHgyJaKCY3Nmzdj2rRpaGlpQXNzMzZt2tRj\nm+HDh6Os7P2xTXv37kV1dbX3mAYNU0nJZ2H4wBEDDy2uEdODqjeWhg8mGjgMGCYAaG1tRXV1NZYv\nX45FixahtbVV3O6pp57CnDlzMHLkSJx44oneYxo0TINaWnwg9JSvwUMDRcwYDS2uwWMatNx9CYtC\ne1GZBreKaWkkSYItW7ZgzJgxGD9+vLr9Oeecg1//+tfo6OjAxo0bvcc0aJgyIV+8gOb7xmj44hoc\nGBwcUu8rLQgeO1YjLUBiLQwDRbZUTGiMHj0aq1atwtVXX429e/di7Nix3u2nT5+OF154wbuNQaMP\nFPKrD5ZyFKtsfXHctOUODdTj07Bhw/JTZWVlfl5ZWYnhw4fn025y23IrRHJLUUlQ6OzsREdHR35q\nb29HW1tbfn7o0CEcOnQI7733Hg4dOoS2trb81N7ejvb29vy+mmVho8Gzq2JCo7a2FlOnTkVVVRUa\nGxsxZcoU7NixA1deeWV+31dffTX/PrTnnnsOEydO9B7ToFGg0jSQ/dVY94dC51IIuKQ3w2pz3/uj\nuKXAYUGhwafhw4fn4UG3ldxXkpXhJAHDTQ4YbuLAcNCg4ODACFkYadwWpsGhYkKjrq4O+/btQ319\nPWpqalBTU4P9+/dj+/btaG9vBwD8/ve/x/z583HJJZcgl8th1qxZ3mOWJUW+e/rzSbs/5POxS8ra\nnzPt9QptH3s8KR4guZqAnu+T8gW7JThoyyNGjMDIkSMxYsSI/ESXaTpNGSgAuBXB0/v378eBAwe6\nTVLegQMHxJcWastcWbsvB4uKUW8XXXRRr/ZfvXp1H5UkTja4L4U0X3rafQbDH7Y3ME8Lzpjf0wDh\ni1GEJmdxxFgbMZYGtzIk0AHdrQ0A3SwNam04YFDLImRpcPeU9NRpsQ1TMWXQiFQMMCT/duyxYvYr\nRL219Aq1JArJLxQcPNZA3VZaTEMDhhbT4EFxzUXnrl1X1/vf60iSpId7isY1KCQkYEgxDS2WEQsK\ng8ngUtauh0EjQiE4pGkgY26QgXTpxcZoCs2T8jkQQssaIKTAeAws6BQLDloeKnp9k+T9D0HxQDh1\nUVFY0GA4hYcUBKfAsBcWZltZu04GDY8KsS7cclorYyBvnEJBIeUXUmcuzwcNKaYhBcK10d6Sm0oK\niPt6TtHfkM7FQYI32Nw1JVkaGjBie09psOD3VdYaqKGgrF0Tg4aitI1fTMPouzl8DXcxbqq+BIWU\nV8iyBgme5xvVLY2/0GDh0j4rg1sa7neppEaa5vFutzwg3tbWJvaeCgHD15smaw3RUFbWrpVBQ1Da\nBpWn01gZvXFXpb3ZegMKaV1vwBoLDQkgMa8ESWtlUGhowKCT9kQvBaR9XW7TjNPQoOELiFNlrXEa\nKsradTFoRCqm8ZN60jgVw10VE3iPjY8Uy6qIscZ87ihtCsEiZGVIMY2Qi4paG5IrSHv61wb3OWA4\nKyOttZGm/37WGibT4JVBgynUSMY2iDHHTeOuSgMR51uPVaFB7Fh4xEKWDpRzYOBpzcqgvaWkUeGx\n8Qw6uf24teGg4brUSg00DVCHLA0e2/ABI2ZQnwXDs6WsXSODRoGKtTBijxG6cdIeu5Bj9XWswgcN\naU67svrSEhi05cMOOwwjRozAYYcd1m2Sek75xmZQFxmgf7ZVep8Uj1/QsRkSLHobz+DKWqM01JS1\n62PQSKE0jWChx3bqy665vYlT9CU0NHcU8IEFQV1PWloDhTQNHz68BzAkaMQEvyVwcGtC+j4Gh4IG\nDM3K4IP6zKooLWXtuhk0iNK4aei6kBumr8qSdttCLYrYGEXoWD5IxAS3tSkECuqSctCgc5528Q26\nn/SCQsnSoIFuPrkGX7MwtDwKDAqO2C62WWuEhrqydr0MGikV8/Qsba8dq5AbJk3DnSav0NhNCBw+\nWEiBbT7Km6c1QEj5IWBQcPi+qcHPQ3JP0YA3TYdcUzTN30cVMzaDlscpaw3RUFbWrpVBw6PYxlJq\nELXjaPtSxfS06itrwFeeNBaU9ht8kvIBeAfo8ZHeHBC+ZQ0S0hT68BI/Rw0YfCCfL6bB4UFfmx7T\nawro2c3XKWuNkSkbMmgUIK1hjbU2Qq6n2PVpG/hYeBXidouFhgaR0Bfz6ESh4NJanva6EMnSCFk5\nPktD6iGljfz2xTQ4LEKBcFcWac7TpsGprF2jIDS2bt2KW2+9FWVlZTj++ONx880341/+5V+wbds2\nzJgxA4sXL+6Pcg4K+Vw2adxUvYl3xLrH0oAr5hg+y8j3G7GT5BbS8iRYaHMet5CWXZq6yaRXn9Pz\n02Ia/E220uhvDgyax2FRKDCy1hANZWXtWgWhMWrUKKxcuRKHH344brzxRtx9993I5XJoaGjAFVdc\ngblz52LixIn9UNTBIQ0W2jJPh+ARGrsRA4tCXFdpIBQLDg0Q0ltiQ11n6TLt4UTnUppCgY/+5nOp\nfKE32vq+zqcBwwcQGkDncx80aDprjdBQV9auVxAaxx13XD49YsQIPP7447j66quxe/duNDc3Y9Om\nTSUBjTQuJO2JWlqftvGNcU1pLrHQb6QpY6HQkI7ja4Bdnq8HlDZQT0tL7infh5jcFFO3gB4E5+6p\nUPxCSoe+FU7BQcsTSpsGr7J2naJjGu3t7Xj66adx2mmnYezYsVixYgUWLVqE1tbWYpZv0Ep7oi/U\nfZT2N/mTr6+Ri02nhUdMWWOe3l03Ws3FJFkU0jKfKioq8pCIGQUee17UNcWBwaGhfStDi2tIX+Dj\n4z9iXhOStYZoKCtr1yoaGitXrsS8efPw+uuvY+vWrRgzZgzGjx+PlpaWYpZvUChkdYQacN88bTl8\nv5fGQvABwwePNGWng/J88KBjL0JACIHC97oQ3/KwYcMAhGME0pgIyUWVJp5BYSJ9A1waac7LQstk\nMhVTUdB44YUX8OSTT6KhoQHf+ta3sGrVKqxZswarV6/G2LFji13Gfpfmuomd6PahtO83pbRvkgK2\nobSvjGnKrJVVg4QEjZDbKcbiiLE+tG603ILQRl13dXX1eDMtf+Egfwmh9CLCmG9kSF1sXVm5DBjZ\nVNauWxAabW1tuOmmm3D77bcjl8uhtrYW+/btQ1VVFRobG7F06dL+KGdRFdPI0rxC4BHbIIcacZ+L\nR/p9eh6xMArlScfUIOQDhZtz91Sa3lGh/aS4iAQN2kBLT/n8iV8CwsGDB7ulHTxcPn31OX9NSMyL\nCF05TaWlrF3TIDQeffRR7Ny5EzfffDMAYNGiRdi3bx/q6+tRW1uLmpqaohdyoKU1xFpjrq337Rc7\nxT6503LSuZSOKZ+0LmZ/DRKapaEFwbWAeMzrRGgPLOk7307c1cQD3TTNYxEUDG7ieaG313JwacAw\nK6O0lLVrV5YUucTS0/pgk69hpfPQ0730tB/bqPqg4Gt0tXTseUllipli9tMAIaVDEOAvEQzBIWag\nIB95LvVU0noxcShIaWp5aO4rnpaAobmrnLLW6GRZxajrurq6Xu3/+OOP91FJ4mQjwgVJoAs1siFg\n+Nb7Gn+aJy2HBqIVAxi+cyoEdNJLCENvsJUG/0lzqX4095Q2wpunOzo6usU0JOvi4MGD3aAhvfq8\nkO9kUBksSkNZu44GDY8kayOt5RCT35uJv4nVTVL5Y84pFhS+nlEhQEjnHRrUp4FB+2offdGgr8y0\nbrQutNIkBbopKFz64MGD4ngNKaYRAoYPICZTf2nIQ0NqRGPnMU/ZPnBojT8Hge+Nr6En6BAw6LmE\nrKEYyygWEpKlIX15T0pLriXN9aQBni4DPQPhfLAen1PrQYOHm/iba6U32GrgMJW+snadhzw00ijW\nutDgIaWlt7jytC9Pm9Py8rLzdb7ya8CIcZXFWFJuG58lIeXF1k2sfGMu6IsHnYUQAwsKDTpRAHH3\nFC0LDXwbREpXxbyuSZJg2bJl3ncF8vcL3nrrrd5jGjQEaU/iWtrnvvG5R+hTdujJOc2rw90Ttu98\n6Lq04PO5xQqdNPeStBxroTloSA0wTdNlHvymwKCWgm88BgcIhwR/dbo00jsmbSoNFfN6rlu3Drmc\n/12B/P2CmzZtwumnn64e06BBRBtTKc8HjFhIcDdOyCcf0wtImmjZQwCJsYjoPNZ9psHBBw1t4lZG\nrCUjdWOlcyc+FoO/R4q/S0ob2Edh8ec//xkHDx70voSQD+4D7M21Q03FvK6bN2/GtGnT0NLSor4r\nkL9f8N133/Ue06ChSGpo6bJmZfgAIaV5wxjy7ccEf6mlEWNxpLGOYlxjPnAUAg3JsoqNrfDXb3R2\ndubzAfTozqq9S0p6BQgFhhYEd9DQuvFq75TSutQaOEpPxbymra2tqK6uxvLly7Eo8K5A937B6667\nzntMgwZRkiTdAqNlZR98jpWDw9erxe3HjyWlnTQXF29sJVhIc3pMfny+HOuWopZGodAIwcTncnNz\nqXz8mnV1daGsrKxHQ62lpQF7vkkbsOd7PYg0BsNGe5uKqSRJsGXLlqh3Bbr3Cx5++OHeYxo0BPGG\nXwODtB8HRww8uDS3C204fQPaKioqVCjEwMK3vjfQCLmTNDcXT7s6osBwcrBw+Tw+wQfp0TwHA8kF\nJUFDGnvh+653zGjv2LSpdFTM6zp69OiodwXS9wuGNOShIQFCmtPtfRYG3ca3zN1GoQZbc+Nog99i\nrAYJFqHyxAJDciNp4KAwirFKOCi45Ubrl8cPqBXAA9OFWhrSSwh5ryjpZYT03jANXRXz+kvvCtyx\nYwduueUW3H///SgrK+vxfsGQhjw0JPksjRg3VSw8uELA0GIg0is4eIMs+f0lFw//fZ4X60JybqSY\nuEMsVNzk6lK6bvy6uCd+3qDTZZeOAYX0rW/JPcXjFdqIb985mIaGinnN6+rqsHbtWtTX12Py5Mmo\nqalBU1MTtm/fjvb2dlRWVvZ4v+Df/u3fYubMmeox7d1TiHvLbaxvPqbRo3mhL8/FvB5cSodcQbQc\nHBBuLqVjgeEDhDaPWccBHEpL4yO0cROxoEg7ad/F4HkcJPyvaUAZeBXjGpx11lm92n/Dhg19VJI4\nmaWBcKA6xrrQrArNvSW5WLQYg2Rp+N4GO2zYMDEeoOXRcwzNQ6DQoKG5xWLdZnTZF0h2k2uEpV5Q\ntAst/8perKXBXwvie3ut9Jp1C4SbnLJ23Q0a/18+WISC4KFAeSiAzqW5prh7isKDf2wopmusFCPQ\n4gUuHXJP8V5OMVDggAhNfPQ0BwltnH3f7uZf1ktjafCv8fW255R0P/qWTaaBkkGDSGrsAahPt7EQ\nSQMKX0yDN8689xT9xCkHjG9ZK4+kEDCkrrEhyyEUR6HLVK6nFHfp8HEZ/BOsfNwFTfvcUXSdZK1I\nvac6Ozt73A8WDDdRZe3aGzSY6AWUXFZ0u1iI+Pahv6O5qGItDQoO32A5PqVRjIXBrRgNhr54im9O\n65Nbg9JLB2MH6qWxNKQ4Ce+NVcjrzt25mIaOsna9DRoe8SfYGPdTITCh0oAR09VW+hY2tUi0ND9X\n6fydfBYLX5fG5STVgy/PB3JqaYSsDA6GWEtDel265p4KxV9CcY2sNSqmdMra9TVoRKq3MAgp5JqK\ngQeHRuzrxt350XPV0rHAiIlT0POOvQZunst98F4pDhPf60Bo0Nu9eJC+QyrW0uBjPaTxIGleRGga\nusraPWDQKFCSnzqkUGykLyfXcOZyuW5z18jS9zC584kpf5p6oXkaKFyaP2n75lqDLS1Ln1XVlkPj\nL7gloQ3g81kRkkVhVsbQVtausUEjpaRGgDbKVFKvHprnjuE7Nk374MDdMhwMdO7KRue83NpymtgO\nPT/p92heGiCGRnbzUd4cDD7rIqYrrfQ6Et8gPul68mtvMmVFBo0Uck/MdC49zQPIN9ouHWpYY9xD\ndFsNHhwaGjA0eNDzk5Z9ZdTOjx6fy+Xzt83yNM3Tvk8hxRhCribpHVJpgRGyNHgd+eZaHZtKV1m7\nzgaNlJL+5BQYUiPMLYwYCyJm0kYac2hQcPjgoQWmfb2XaFqDoKsjn0IjpXlwO+a1IGnfJ8U/x6q9\nIsT1jJJeFcIBJ90zMY1E1hoSU+HK2rU2aBQoqVGkjS5vuH1P4fSYhQBDWsehQQEB+IER6tmklVk6\nB15fmhWlvdxPype+2a3Neddaqauty/ONvZBGevteSBgCR0ydmIaGsnbNDRqRCl1Y58KRwEEbch8I\nQsePdU1RtxSVDyC8m6/Ld+VKGwSnI7bpOi3Nn9x5w0zztDES0vukaIwiNPe9o0obg6FNmnsqNm0a\nOsradTdoFCD+R6dP5BweEjDcdmkmbR/u/6fQ4BOHiBMFBY3PcGBo4AiVN3S+QPdXmIem0AsI6Xop\nVsFHgbu05ubicynoHYppaPeOyZS1+8CgkVIOClJjwLuRcniErIq0INECxho0tEbfAYMuu+P6LAy6\nTQzktO6oSdK9G632DW2X9rmQ+CQFt7UpFFinE69zaS5ZGbTufMsm02CVQSOFQsDQGtA01gQ/rpvT\nNG98NZ96KLBNf4f/vhS4l/bl5+9+mw6+8wGOQkOapC61GjR4nhTQ5j2jaDo0UI+mtXOSlvn1lK6x\naegqa/eAQSOlfFYC4H/xYCEQ0Z7aNWvDTbQsTjQtNWZSj6+Y+uDAdPmS+0ayilyPqFBPKB6rkOa9\nWcfdY77l3jwM+O4j09BT1u4Fg0YvpD05SqCgT98+yyIEEB8s6DKQ7gNYHC48BsO3cedJ64Fuq8FM\nm2KC2i7NLQXNmvD1hpLypPEX2iA+37Why9p9YjI5Ze3+MGgUUZJVwHtX0afYXC7XLS19rU47Nv2N\nzs7OHm+blZald1n58tO+hFAaw0AbXbpOCzxrad/HlGJiHZIrjJc39KlWCRDSdTKZfMraPWLQKIJ8\nFgMFR2dnZx4UuVwuDwtf4FqzLOiTsPtynwYJbe6b+DcyAP2TsBo0tIl+JCnUcynUY0qCQ2geO/Yi\nBAyDhakQZe1eMWgUWRIseNpBw4FDg4YEIOmp2FkaGjDSQIOvA8LvkXLSyifl+WIZGjR8Vol0DO3Y\n/HUgmoUh9YqSYk8mUynLoFEk+SwN4IPGlb72PNQ9ljdedE6flCVLIwYesdDQxMvMG1+tYdZeOqg1\n+jFQCfXCkpZDFpFkZUhzkymNsnbfGDSKKB8wXNpZGbHAkALLvAHWLA1pOW1sQwvgS3m8fBI03DzN\nGIk03XNDYz4kS0Pq3SW5pui5h/JMJk1Zu08MGv0gKabh5BpOHhOQ9tWAQWMZLq1BQlsOwcLluTKF\n5pIF5JuHGn9tvIQ0p2l37JiR5poVp7mm6DWS0iZTjLJ2zxg0iiDNwgA+eE2HW6f1PNJcW1og2U3u\ni3wSHGKgEbI6tECwtOx7f5TUpdUHBh5/8I2hoHnS72ppKXYRimnQa87vAZMpRlm7VwwaRZTUmPKY\nBrcy6L50P5+VUVFR0aPBjIFFLDRoHm88fZM25kFK+ywHDhE+cfjwdVJwW1qngVrK59dJunYmU4yy\ndr8YNIokZ0XQxp+6pujcgYPvzxuvioqKbg0dhQVNu667IVjEQIMvS+4aLU9r0H2NfEz8wWe1aDEU\nKU7hC3RL0Jagwa+ZyVTqMmgUUbQRccCgH2uSXBqSVUEb7PLy8m6QcPOOjg5UVFSgo6ND7CUVAw0t\nTZd54ysFjLkl5IOEDxzasgQEzaKQYhO+eAWHhS9tMvWFink/JUmCZcuWYdu2bZgxYwYWL14sbvfs\ns89iyZIlWLp0KT7zmc94j2nQKIJ8N4EDRkwvKenJWAKIy6PpGFj4elD5oBE7pQFFCBySy8lnPfig\nEHI7heYmU1+qmPfVunXrkMvl0NDQgCuuuAJz587FxIkTu23T0tKCu+66C9OnT486pkGjH6X5vzXX\nFd1H87drUOHjP9JaG1peGnePz8pImx8DDM2S6A0wTKZiq5j32ubNmzFt2jS0tLSgubkZmzZt6gGN\ncePG4YEHHsCKFSuijmnQ6Ae5m0JzSTlgdHV19djHNWi5XM4LDGpluNd9cDBoeRIstMGAGiw0gIRi\nEGnTIWsiBAzfH1QChsHDVGwV8x5rbW1FdXU1li9fjkWLFqG1tbXXxzRoFFkuIC6l3dw1ctr+0pMy\ndRU5YNA0BYSW5tCIGQgYerKX4hrSvDfrJDD48mIC2yFgGDxMxVKxYxpbtmzBmDFjMH78eLS0tPT6\nmAaNIspBImRpcGhIkHANt7M6KDjccmdnz662EjCkvNgxHdITvfaU7+vmGrOs5XEY+EChgSEEDJOp\nFDR69GisWrUKa9aswerVqzF27NheH9Og0Y+iEJG+dOfAQa0Rvq2DhtvepSVgSKDQ5rFTyBUUE+sI\ngSG0fwgOdB2tR23Z5Ulpadlk6ksV8/6qra3Fvn37UFVVhcbGRixduhQ7duzALbfcgvvvvz/VN3ec\nDBpFkgQISRQYbjvXOLs4BweEr6HnVoQECZ/F4Zs46GJcQzGNvy9PWi5kctfEzaU03cZk6i8V856r\nq6vD2rVrUV9fj8mTJ6OmpgZNTU3Yvn072tvbUVlZCQBYvHgxmpqaUFlZiZdeegn/8A//oB6zLAmU\neOvWrbj11ltRVlaG448/HldffTUWLFiAE088EQBw33335X9Y/IECSFYqkl4dLqVjpxg3kwSGmLQv\nYE6Xfa6hEDi0tGa5+CyaQtxOIXhwGUBMXMW4J4499the7b9z584+KkmcgpbGqFGjsHLlShx++OFY\ntmwZdu/ejUmTJuHee+/tj/JlWs5acGlAjmvw7aUPGtHvcGhuJl86lBcb//C5gqR8DhGfhZI2VuHq\nTLMcNCtCm/NrYTL1h7J2rwWhcdxxx+XThx12GJqbmzN3kgMpCgu6zLeRXi/i5jwdC4OYdbExD7dt\nWrdQGhCkcT+5eouxIni9+0BiMvW3snbvRcc02tvbsWHDBixYsAD33HMPFi5ciDPPPBNLliwpZvlK\nRqEbg8PFqVBXVtop1lpxZe3NVGgPpxhLwZcXu2wymXRFQ2PlypU4//zzcdJJJ+GJJ55AV1cXrrrq\nKjQ1NWHSpEnFLGNJK20D5nNf8eVQfqxVolkarrxpGv3QdjSP1oeUJ9VZTH0aJEyDSVm7H6Og8cIL\nL+DJJ59EQ0NDPi+Xy2HKlCnYtWuXQWMARF1a1EqRGk1uvbg8aaLraByDQ8MdJ3Y5Np/PY6yK2GUt\nz2QaSGXtngxCo62tDTfddBNuv/125HI5tLS0YNy4cejq6sKmTZtwwQUX9Ec5TUSuEffBIrQvXw4B\nhOa5/WLTaZbTzOk5SOdpMmVBWbtXg9B49NFHsXPnTtx8880AgNmzZ+MXv/gFKisrMWfOHEyYMKHo\nhTT5RSHiAwi3TnicQoMHgB7bxloFadPSXMuTlrU8X77JNJDK2n0ZHKfR6x8oG7rjNIol2pDHzkPr\nYpeBdBZBGpeTDxK9tS6y9sc0DU4V4z466qijerX/W2+91UcliZONCC8BxVga0jbcBQXIXXxpOo3r\nqDdup5i0Ly9mnclkSi+DRoYluZti4hwaONx+bi7lhVxGsdZC2sB2IXELA4YpC8rafWrQyKA4LIC4\nYLgGGQ4baU7TsVZAWsuhrwLcWfsTmoa2sna/GjQyKgoAtwz4R57z/SR3lgQJnpaOH9PAp10ONCqA\nVwAABLBJREFU5afdxmQajMravWvQyLCkxp7fgKGxG/wY0v5pytGb/NC6mPUmU9aUtXvaoFEiSnvj\nSdv3dU+3Qv4MWfsDmUy9VdbueYNGiSvNDZm1m9dkMvW/DBomk8k0gMraw5pBw2QymQZQBg2TyWQy\nRcugYTKZTKZoGTRMJpPJFK2sQSM30AUwmUwmU3ZklobJZDINoLJmaRg0TCaTaQBl0DCZTCZTtAwa\nJpPJZIqWQcNkMplM0coaNKz3lMlkMpWokiTBjTfeiIULF2LlypUFb0Nl0DCZTKYBVJIkvZp8Wrdu\nHXK5HBoaGrBhwwa88sorBW1DZdAwmUymAVQxobF582ZMmzYNLS0taG5uxqZNmwrahspiGiaTyTSA\nKmZMo7W1FdXV1Vi+fDkWLVqE1tbWgrahMkvDZDKZBlDFtDSSJMGWLVswZswYjB8/Xv0sc2gbqqJb\nGlnrGWAymUz9qWK2kaNHj8aqVauwZs0arF69GmPHji1oGyqzNEwmk6lEVVtbi6lTp6KqqgqNjY2Y\nMmUKduzYgSuvvDIPK2kbnwwaJpPJVKKqq6vDvn37UF9fj5qaGtTU1GD//v3Yvn072tvbe2xzwgkn\noKamxnvMssT8RyaTyWSKlFkaJpPJZIqWQcNkMplM0TJomEwmkyla/Q6NtO85yYp27tyJqVOn4vLL\nL8fll1+Otra2gS5Sn+jZZ5/FjBkz8Mgjj5TctaPnVkrXb+vWrbj00ktx2WWX4cYbb0RXV1dJXDd+\nXq+//nrJXLMsqd+hkfY9J1nSpEmT8OCDD+LBBx9EZWXlQBen12ppacFdd92F6dOnAyita8fPDSid\n6zdq1CisXLkSq1atAgDcfffdJXHd6HmVlZVh9+7dJXPNsqR+h0ba95xkSaXWEW3cuHF44IEHcMwx\nxwAorWvHzw0onet33HHH4fDDDwcAjBgxAo8//jimTZuG3bt3Z/q60fM67LDD0NzcXDLXLEvqd2ik\nfc9JlvTSSy9h4cKFuOOOOwa6KEXR3r17MXbs2JK8dkDpXb/29nY8/fTTOOWUUzB27FisWLGiJK5b\ne3s7NmzYgE984hMld82yoAGJaaR5z0lWdOyxx+KJJ57Aj3/8Y7z44otoamoa6CL1ubq6urB169aS\nu3ZAaV6/lStXYt68eUiSpKSu28qVK3H++efjpJNOKrlrlgX1OzTce06uvvrq/JNrKSmXy2HKlCnY\ntWvXQBelz1Xq1w4onev3wgsv4Mknn8RVV12FI444omSuGz0vp1K5ZllRv0Mj7XtOsqKWlhYA7z+N\nb9q0CSeffPIAl6jvVarXDiit69fW1oabbroJX/va15DL5UrmuvHzKqVrliX1+/c06urqsHbtWtTX\n16O2tjb4npOsqLGxEQ0NDaisrMScOXMwYcKEgS5Sn2jx4sVoampCZWUlLrzwQuzfv79krh09t87O\nTowbNw7Dhg3L/PV79NFHsXPnTtx8880AgEWLFuXfLZTl68bPa/bs2fjFL35Rcv+5wS5795TJZDKZ\nomUjwk0mk8kULYOGyWQymaJl0DCZTCZTtAwaJpPJZIqWQcNkMplM0TJomEwmkylaBg2TyWQyRcug\nYTKZTKZo/T+gMblfn7yyQwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "learning OK.\n" ] } ], "source": [ "# with tf.Session(config=tf.ConfigProto(allow_soft_placement=True, log_device_placement=True)) as sess: # original source code\n", "with tf.Session() as sess:\n", " sess.run(init)\n", " \n", " if True: # for demo\n", "# if not os.path.exists(model_file + '.index') or not os.path.exists(model_file + '.meta'):\n", " log.info('learning...')\n", " for epoch in range(training_epochs):\n", " avg_cost = 0.\n", " num_batch = int(mnist.train.images.shape[0] / batch_size)\n", " for i in range(num_batch):\n", " randidx = np.random.randint(n_train, size=batch_size)\n", " batch_xs = mnist.train.images[randidx, :]\n", " \n", " batch_xs_noisy = noise_images(batch_xs, 'salt_pepper', noise_rate=noise_rate)\n", "\n", " feed1 = {x: batch_xs_noisy, y: batch_xs, dropout_keep_prob: dropout_keep} # dropout_keep_prob=0.5 for learning\n", " sess.run(optimizer, feed_dict=feed1)\n", "\n", " if epoch < 10 or epoch % plot_step == 0 or epoch == training_epochs - 1:\n", " batch_validation = mnist.validation.images[:n_validation, :]\n", " labels = np.argmax(mnist.validation.labels[:n_validation, :], axis=1)\n", " \n", " batch_validation_noised = noise_images(batch_validation, 'salt_pepper', noise_rate=noise_rate)\n", " feed2 = {x: batch_validation_noised, y: batch_validation, dropout_keep_prob: 1.} # dropout_keep_prob=1 for calculate cost\n", " avg_cost += sess.run(cost, feed_dict=feed2) / num_batch\n", " log.info('Epoch: %3d/%3d cost: %.4f' % (epoch, training_epochs, avg_cost))\n", " \n", " image_original = batch_validation[[0], :]\n", " label = labels[0]\n", " image_noised = noise_images(image_original, 'salt_pepper', noise_rate=noise_rate)\n", " \n", " output = sess.run(out, feed_dict={x: image_noised, dropout_keep_prob: 1.})\n", " image_output = np.reshape(output, image_shape)\n", " if epoch == 0 or epoch == training_epochs - 1:\n", " plt.title(\"[%s] Original (label=%s, noise_type=%s)\" % (epoch, label, noise_type))\n", " plt.imshow(np.reshape(image_original, image_shape), cmap=plt.get_cmap('gray'))\n", " plt.colorbar()\n", " plt.grid(False)\n", " plt.show()\n", " \n", " plt.title(\"[%s] Input (label=%s, noise_type=%s)\" % (epoch, label, noise_type))\n", " plt.imshow(np.reshape(image_noised, (28, 28)), cmap=plt.get_cmap('gray'))\n", " plt.colorbar()\n", " plt.grid(False)\n", " plt.show()\n", " \n", " plt.title(\"[%s] Reconstructed (label=%s, noise_type=%s)\" % (epoch, label, noise_type))\n", " plt.imshow(image_output, cmap=plt.get_cmap('gray'))\n", " plt.colorbar()\n", " plt.grid(False)\n", " plt.show()\n", " else:\n", " log.info('Epoch: %3d/%3d' % (epoch, training_epochs))\n", " \n", " saver.save(sess, model_file) # , global_step=epoch)\n", " log.info('learning OK.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TEST\n", "- salt and pepper로 학습한 모델에 대해서, salt and pepper noise 및 gaussian noise 방식 모두 테스트함.\n", "- DAE는 gaussian noise 에 대해서도 원형으로 복원하는 능력을 가짐. (즉, 다른 노이즈 방식에도 학습된 모델을 사용할 수 있음.)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "restore...\n", "INFO:tensorflow:Restoring parameters from /home/bage/workspace/nlp4kor-mnist/models/dae/dae_mnist_model/model\n", "Restoring parameters from /home/bage/workspace/nlp4kor-mnist/models/dae/dae_mnist_model/model\n", "restore OK.\n", "randidx: [19709]\n", "labels: [7]\n", "\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkRieNDw8PDw8EsOThoeHh4dHYvwPBtigviHV+rIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnX9wVtWd/995EgKEKCS2grog25pVp5oQq6a2gUqoLHah\nbLFjwZ8ss3RBt3Yc2y7blXXWHzNt7ZYKKt1W2yp1M1tb224Hu7XVBhsUMbAYnAKLEFaKEKtBCRRI\nQu73D/c835NPPp9zzn1+5Ml98nnN3Ln3nuc+55577r3nfT/nc36URFEUQVEURVECSBU6AYqiKEpy\nUNFQFEVRglHRUBRFUYJR0VAURVGCUdFQFEVRglHRUBRFUYJR0YhBT08Penp6Ehs/APz2t7/Fbbfd\nltdzJJXt27fjhRdeyFv8Q3F/80lS03/8+HHcfPPNaG9vL3RSioJhKRqbN29GbW0tPvGJT2DOnDl4\n8MEHC50kAMDChQvR2dk57OJvamrC/v37vcd1dHRg9erV+MY3vpEO+9znPofLLrsMDzzwgPf/mzdv\nxnXXXRcrbXHif+WVV9DU1IRZs2ahqakJ9fX1+NnPfhbrfNnw/e9/H1//+tfzFn++n59c4LpfSUg/\nx9ixY7Fq1Sp86UtfwjvvvFPo5CSeYSkaAHDxxRfjN7/5DX7+859j48aNaG1tLXSS8v7AZRp/SUlJ\n0HFf+9rXcNttt6G8vDwd9p3vfAc333xzzs+VSfx1dXV47rnn8Oyzz+K5557DxIkTUVNTE+t82fDF\nL34R3/zmN/MWfxIKLNf9SkL6Jaqrq3H99dcPmw/QJDNsRcMwevRoXHLJJdi1axcA4Mknn8ScOXMw\nY8YM/PSnP00ft3//fixcuBCNjY1YsGAB3nrrLQDvfT02NjZi5syZ+OUvfwngvS/mxYsX45ZbbsHM\nmTOxatWqdDzf+9738PGPfxxXXnkl7rnnHgDAG2+8gaamJrz55pu44YYbMGvWLBw8eBAAcOONN+JH\nP/oR5s2bh+nTp+M73/nOoC/yG2+8ES+//LKYTlf80vWuXr0aH/3oR3HHHXfg1KlT3nx8++238eqr\nr+LKK6/0HnvixAnccsstaGpqwuzZs/HrX/86/duf/vQnLF26FB/72Mfwox/9KB0upTNTdu7cid7e\nXnzoQx+K/V/X/eWeBwBYvnw5FixYgG9/+9sD4uKeByDe9Ur39/HHH8ett96aPu6+++7Dv/3bv2Hz\n5s2YP38+rr/+enzsYx/D448/ntF5pfS77m+c9EvETT89ft26dRnFA/Dvo2H+/Pl4+umng94XxUE0\nDHnppZei6667LoqiKHr77bejv/7rv45++ctfRq+//nrU0NAQvfnmm9Gbb74ZXXbZZVF3d3cURVG0\nYMGC6Be/+EUURVHU0dERvf3229GePXuimTNnRkePHo0OHjwYXXHFFVF3d3f00ksvRRdccEG0devW\n6NixY9FHPvKR6O233456e3uj2tra6NixY1F/f3+0devWAemaOXNm9Prrrw8Iu+GGG6JPfepTUVdX\nV9Tf3x/t3r17QPrNMZs3bxbTKcX/+uuvRx/5yEcGXe9rr70WzZw5Mzp27Fi0ZcuW6IILLhiULsr6\n9eujz3/+8+xva9asib71rW+l948ePRq98MIL6TRcccUV6fty8cUXR3/4wx+iQ4cORZdffnnU3d0t\nplOKP4QHHngg+upXvxrrPwbp/krPg+Gpp56KvvSlL6X3pefBd70S9P7+8Y9/jC655JLo+PHjURRF\n0ezZs6PXXnsteumll6IPfehD0WuvvRYdPnw4uuKKK6K333479nml9Ev31yDdL+7554ibfun4TPKB\nex9trr322uiVV17xXoMiM2wtje3bt6OpqQnTp0/H2WefjauuugqbNm3CzJkz8f73vx/vf//7MWXK\nFGzbtg0HDhxAV1cX5s6dCwCYOnUqqqursWnTJjQ2NmLcuHGYNGkSLrroImzZsgUA8IEPfAD19fWo\nqKjAueeei/3796OsrAxnnnkmHnnkEZw8eRL19fVBaV24cCGqqqpQUlKC8847TzxOSqfEpk2bcOWV\nVw663pdffhnTp09HRUUFLrnkEpxxxhneNB46dAhnn3120PWMGzcOV1xxBd566y10dHTg+PHjacvt\n/PPPxznnnIOJEyeirq4OW7ZsEdMp8dBDD2HWrFkDlocffnjAMf/1X/+Fv/zLvwxKL4d9f6dOnYr9\n+/c7nwcO6XmIe70S73vf+1BXV4fnn38e+/fvR0lJCT74wQ8CAP7iL/4CH/zgBzFhwgTU1dVh27Zt\n4nkfeuihtC/Izk8p/a77myvipF86PpN4APf7OHHiRLzxxhs5vdaRRlmhEyBx8cUX44knnsAdd9yB\nT33qUygtLcXhw4fxm9/8Bps3b0YURTh+/Di6u7vx1ltv4cwzzxwUx5EjRzBhwoT0/umnn4533nkH\nY8eOHRA+atSodKuQ733ve7jrrrvwiU98Av/wD/+AefPmedM6ZcqUoGuS0ikhXe8777yD8ePHp4+z\nfRQSqVQq2Cw/evQobrnlFhw/fhx1dXUoLy9P5499LpOfUjolbr311gHVMpTdu3fj2LFjmDZtWlB6\nOez7W1ZWhp6eHvF5cGE/DytWrMDcuXNjX6+Lv/qrv8IzzzyDN998E7NmzUqHjx07Nr09btw4dHd3\ni+d15Sf3PLvub66Ik/4zzjiDPb6ysjJWPAbX+9jf34/S0tKcXutIY9iKhuGzn/0svvnNb+LjH/84\nzjjjDHz605/GV77ylQHH7N+/H3/84x8H/fe0004bUPf67rvvDig0OCZPnozvfe972LBhA26//XZc\ncsklOOecc5z/SaUGGmzl5eXo6+tL7x8+fBjAe844Lp0S0vWuW7duQDzHjx/3xnX22Wen/So+fvGL\nX2DixIm4//77AQD/+Z//yZ7r6NGjOO2009DX18emU+Khhx7CT37yk/R+SUkJrrnmGtxyyy0AgF/9\n6le46qqrguKKw2mnnTbgKzOT56G+vl68L5kwe/ZsfPOb38Thw4fx93//9+lwuxB/5513UF1dLeaz\nKz+55/n5558X72+uiJP+zZs3s8cDwMmTJ4PjMdD30eaNN97wvs+Km2FbPWW4/PLL8e677+LFF19E\nY2Mjnn/+eXR1dQEA2tvbcezYMUyePBkVFRX41a9+BQB47bXX8Oabb6KhoQG/+93vcPToURw6dAiv\nvvoqPvzhD4vn2rdvHzZu3AgAuPTSS/G+970PJ06cSP8+fvx4HDx4EKdOnXJ+mZ199tl4/fXXcfz4\ncbS1teG1114DADGdXPwnT54Ur3fatGl48cUX0dPTg+effz4tSr583Lp1q2htRNYI+X19fWnR+/d/\n//cBX3H/8z//g46ODnR1daG9vR319fViOqX4b731Vjz33HPp5dlnn00LBiBXTX3605/G1772Ne+1\nSjQ0NKC1tVV8HqIoGpBO6XkIuV4Oen+B94Ssvr4eu3btGlAdap6NAwcOpNMpnVfKTyn9rvtr50VI\n+iXipF86HgD27NkTKx4XXV1dePPNN3HhhRd6j1Vkhr1oAMC1116Lhx9+GBMnTsRtt92Ga665BjNn\nzsQ3vvGN9MO9atUqfP/738fHP/5xfPnLX0YqlcJ5552H6667DnPmzMFnP/tZ3HnnnaisrBwUv2lG\nWl5ejm9/+9tobGzEnDlzMHfu3HQdM/BeG/Yvf/nL+OQnP5n+YuWaoJ555pm45pprcPXVV+PRRx/F\nRz7ykfRvXDq5+A8ePChe78UXX4zp06dj5syZeOKJJzBx4kRvHk6YMAGXXXYZnnnmmUG/XXzxxWhu\nbsasWbPw0ksvYd68eTh48CCuuuoqvPbaawPi/8AHPoB//Md/xLx58/D5z38eVVVVzvvCxe9iz549\nOHz4MC699NJBv82fPz+jptfmHknPw44dO9DU1IT7778fzz77LGbNmoVf/vKX4vPgu14Jen8Nl19+\nOZqamgYce+6552LFihW49tpr8ZWvfAUVFRWxzyul33V/Afl+SenniJt+7vhM4nE1Cf/JT36CefPm\nxW42rhCG2PGuFJD//d//jebNmxedOHGi0EmJzalTp6Jvfetb0d13313opOSM/v7+6N13341uvPHG\naNOmTelw2vouacRNv3R8LvPhrbfeimbPnh29++67OYlvJJMIS0PJDVOmTMEdd9yBL37xi4VOSmyu\nu+46vPHGG7jjjjsKnRSRxx57bECP9lmzZuGJJ54Qj3/llVfQ2NiIs88+Gw0NDUOY0twQ93oLxfHj\nx3H77bfj/vvvx+mnn17o5CSekijS6V4VRVGUMNTSUBRFUYJR0VAURVGCyXs/DW2poChKsaC1+Rla\nGlEU4c4778SiRYuwdu3aXKdJURRFGaZkJBotLS1IpVJobm7Gpk2bsG/fvhwnS1EUZWQQ/V+n0kyX\noSYj0di2bRsaGxvR2dmJXbt2oa2tLdfpUhRFGREkTTQy8ml0dXWhuroaa9asweLFi9Pd+RVFUZR4\nJM1PkrFPY8eOHZgwYQImTZqUuItWFEUZLiTN0shINMaPH49169Zh2bJlOHz4MKqqqnKdLkVRlBHB\niBCNuro6NDQ0oLKyEq2trcGTFSmKoijJJiPRaGpqwpEjR7Bw4UKcd955qKmpyXW6FEVRRgRJszTy\nPvaUdu5TFKVYyEdx6ZubxMfo0aNzlJIwdBgRRVGUApJPSyOkI/bRo0exfPlyfOYzn8FDDz3kTa+K\nhqIoSgHJp2iEdMT+8Y9/jCuvvBI//vGP8fLLL2P//v3OOFU0FEVRCkg+RSOkI/bevXvTfuna2lps\n377dGaeKhqIoSpES0hF70qRJ2LlzJ/r7+7F161a88847zjhVNBRFUQpIvn0avo7Y1113HV544QV8\n7nOfQ3V1tdexrqKhKIpSQPIpGiEdsSdMmIAHH3wQjzzyCKqrqzF16lRnnCoaiqIoBSSfosF1xO7o\n6MCSJUvS/zVNft999120t7dj2rRpzjhVNBRFUQpIPkXD7ohdU1ODmpoadHd3Y+/evejt7QUAdHR0\n4DOf+QyWLl2KL33pSygtLXXGqZ37FEVRAslHcfnuu+9m9f/x48fnKCVhqKWhKIqiBJP3OcIVRVEU\nmUKMH5UNKhqKoigFREVDURRFCUZFQ1EURQlGRUNRFEUJJmmioa2nFEVRlGDU0lAURSkgSbM0VDQU\nRVEKiIqGoiiKEoyKhqIoihKMioaiKIoSTNJEQ1tPKYqiKMGopaEoilJAkmZpqGgoiqIUEBUNRVEU\nJRgVDUVRFCUYFQ1FURQlmKSJhraeUhRFUYJRS0NRFKWAJM3SUNFQFEUpICoaiqIoSjAqGoqiKEow\nKhqKoihKMPkUjSiKsHLlSuzZswczZszA8uXLBx1z9OhR3HrrrTh16hSqq6uxatUqlJaWinFq6ylF\nUZQipaWlBalUCs3Nzdi0aRP27ds36Jinn34aDQ0N+OEPf4gzzjgDv/vd75xxqmgoiqIUkCiKslpc\nbNu2DY2Njejs7MSuXbvQ1tY26JjKykocPXoUANDd3Y3KykpnnCoaiqIoBSSfotHV1YXq6mqsWbMG\nixcvRldX16BjPvnJT+KVV17B7Nmz0dPTg0svvdQZp4qGoihKAcmnaERRhB07dmDChAmYNGkSe/zT\nTz+Niy66CM888wwmTpyIlpYWZ5wqGoqiKAUkn6Ixfvx4rFu3DsuWLcPhw4dRVVU16JjNmzfjE5/4\nBABg1qxZeP75551xqmgoiqIUkHyKRl1dHRoaGlBZWYnW1lbU19ejo6MDS5YsSf/3/e9/P1599VUA\nwM6dO3HmmWc641TRUBRFKVKamppw5MgRLFy4EDU1NaipqUF3dzf27t2L3t5eAMD111+P1tZW3HDD\nDdi4cSOuv/56Z5wlUZ57lpSUlOQzekVRlCEjH8Xljh07svr/hRdemKOUhKGd+xRFUQqI9ghXFEVR\nglHRUBRFUYJR0VAURVGCGRGiceDAASxYsADnn38+AOCRRx5BeXl5ThOmKIqiDD8ytjRqa2vx3e9+\nN5dpURRFGXGMCEsDSN6FKoqiDEeSVpZm3Llv9+7dWLRoEVatWpXL9CiKoowo8tkjPB9kZGmcc845\n2LBhA/r7+7F06VK0t7ejtrY212lTFEUpekaMpQEAqVQK9fX1OHjwYK7SoyiKMqJImqWRkWh0dnYC\nAPr7+9HW1jbk3dgVRVGUwpBR9VRrayuam5tRXl6OOXPmYMqUKblOl6IoyoggadVTOmChoihKIPko\nLrkpWOPgm2kv12iPcEVRlAKSNEtDRUNRFKWAqGgoiqIowSRNNHTmPkVRFCUYtTQURVEKSNIsDRUN\nRVGUAqKioSiKogSjoqEMILSfSr76s2QS73B5iHORjuFwLdk+A7l+NqQ88eXVcMjLYiRp+aqikSNC\nX3juuFwVFtzxmT6Q+f4fTSv3P+n646StpKQkb9eSqRiEPAP2vrSdCeaa7GtzhcWJU8mMpOWfikYW\nhBT2cbdD9kPTE/owcse5/uv6LdNCLY5AZHqdofH70hT32EyfB986LvYAd/aaCzPnCLFKcvmxogx/\nVDQyJLSgD3nxMxGWkDTFqYagYa5jXGnJ1NKQ/htynK+A48jFtYRajSH3nlv7tuNARYKKhb3Y1hln\nqdmiYsfNXbOKh5+k5ZGKRgaEWAnSCx+y9oWFpAvwC4Fr31dQSMdlU32SiZDQL96QFzCk0JPSE3Ic\ntx/nGbAXV1gc4g63HZKXnPDmQtBHGvnMmyiKsHLlSuzZswczZszA8uXLBx3z85//HD/+8Y8BAAcO\nHMAXvvAFzJ8/X4xTRSMmoVaB6ysxroiECIevwA0VCKmuWxKkTKqK4nzd+66LFm6hwmHHlYm14RIK\nnyXhezboc5JKpdhj4mALQn9/v3OfCofP2uCqqrj7qMLBk898aWlpQSqVQnNzM26++WZcffXVmDp1\n6oBj5s+fnxaJZcuW4UMf+pAzThWNDIlbMPjEI6Sagju3KyyOszOug9T1tZ8N0v9dBRO376qas4/3\nfQnHse58HxG++y8tqVRKFJRQbHFIpVLp7f7+fpSUlAzaD7E4pPw3YWp1hJHP/Ni2bRsaGxvR2dmJ\nXbt2oa2tbZBoGI4fP44//OEPOO+885xxqmhkSRzBkF780G16TiktBs7B6fvNdwwnFpKASPgKvNAq\nqWy+XiXxCEkLTY/vHoXce5dI2Pv2dtzr7e/vT4uDEQqztq/V58+g1xdXvNXqGEg+86KrqwvV1dVY\ns2YNFi9ejK6uLvHYjRs34qMf/ag3ThWNGLisAXtttkO+HOmx9j73G02LK8wnDK41Vz0hfeFLYZni\ns5poYc8VUlKBx+WRqxALtTQyfRakZ4MTCrqOgxEIY2WYuI1gUPEwi0RoFaEKR2GJogg7duzAhAkT\nMGnSpPSsqxzPPvus05dhUNHIEsnSkL4a6W/cf6S4uPNK+4C/WWWmv4V8ZYbkmQuXb4MWSCGFFI1b\nEkRfOmh6QtZxRcMWB04wMhUNs3DnNYJhrtlYJiFIHxS5sAhHAvnMm/Hjx2PdunV46qmn8OSTT6Kq\nqoo9rr+/H1u3bsW9997rjVNFI0Pol6RZh35Jxl3oOaU02EiFfsi29DstvKV9V0EcgqsQ5wqkbAum\nTCyNbARDeg6MKNgLF56paJw6dUr8EKH5kEqlnALiEwjfPVExeY985kFdXR2OHDmCyspKtLa2YsWK\nFejo6MA999yDRx99NP0MbN26FRdddBFKS0u9capoBOKyAKQCQfpS9ImHdA4uTdJ+plVTvjAXPl9E\nSHgIPr8L91uoUHLn4MIlgeB+cwmE69nxreNw6tSptGj41kYkpLXZtvOEE4BciPlIIJ/509TUhPXr\n12PhwoWYNm0aampq0N7ejr1796K3txfl5eUA3quaampqCopT5wgPhHvRXduhX4x23JJomH07LVIa\nDXFEIKQ6RzqPLzyu2PmwC6EQ8aAC4dqncUrnsNMcKh6+asqQcLofh1OnTg0QBtd+6GLnYWg+U5Im\nKPlI769//eus/n/VVVflKCVhqKURA6kagVoVpaWlonCkUqkBv0uFDbdt9uMS+hXNXa8rzCdornTH\nFUE7LI51xBVeIeLh2/aJhMti9IlFiNWZiWj09fUNEglpscXB3rertyTh4PJMkUlaPqloBCIJhksU\nbHGgYWYd+qWarcUW8mC6RCD0yzokDtd2yG9xC/jQRYqHW4eKhb0dKhZx85fC3WtbEPr6+pz71ApJ\npVLpsJKSEpw6dWrAuUIc5kkrGBUZFY0YcMIhCYRZ7H1uO6RQttf5vraQbdcXMPcf6TpCxYSGhYqF\nWcdd6P+5tes6Q6yMEMHwbccpiG1xoOvS0lJRPIxgmPTZggG852CXHOYqFGEkLZ9UNGIiCQYVirKy\nMnafbscRjVw9XNzXu08AuCXuF3MmaykMCLc0pGEy7IKOigy3bYeFiqxZh7aaywbX82ELBd02olFa\nWjrgN7sKlct7O0/s/h4mLJfPbDGTtDxS0QhEKjSpYJSWlg4QDGnb7Nvx023pK9P1kJnfOGHgrsm+\nNldrHiksxFkbxwIJOVbKB5elETreUohT186/EOGIa2mEiCG378IIhL3Yz6ItEsbC6OvrYwUtiiKU\nlpYOElRjdZi+IOb6k1YoDjVJyx8VjRjYBSP1YdiiUFZWNmDb9ZsdN7fN7QP8g0bDpDhdX8K5XNNz\n+IQh9Hfperl9TiSkbZ9w0EKSE8dshUOybKSwEKIoYkWjt7eXtZKpWNhiZi/mHku9zZNWGBaKpOWT\nikYg3Nc2FQwqDHThfqPncO3bhHx1ur7UJcGQmgfb+6G/hRamNH99v8XJB6m/gRQWKh5xroErgF2i\n4Tt3qGjYxxiRoGJhtrnm4ZxgmG1jVdC85q5VcaOiUeRIVoZZRo0axQqGFG6QXjDX17Wr6sL+r+8r\n3tcaLNPFPk9owRoSJl0vF2b3KfCt4yyuawm9Lkk0fFVptHOdC3NcX18fysrK0Nvbm14bwejt7R3U\nos8l0nZzXDuc+5+KR/GhohEDztLgrA0qFNLaZ2lwhIiG/QLTdHP79Esz7r4U7iswpfCQ3+g1S2Fc\nT2Zpmy4uMQnN27jXFypwrmauXL5Q6yLkntF8pH03zIeBXVUliYcio5ZGkWILhRGIUaNGoby8fMDa\nLJyFkaloSF/XIaIRUlj5Cn9fuLSEFJKZhEtIlgYnFLm0NOJuu/Zdw3Zw6ZWunf4miaKpZnJVN7r2\nuQ8U15qm01hXI5mkXb+KRiDmxbAtCiMWdKFVUZKIGNGghaFr31U42PuSaHBLrqulTJzZCIQrjOJ6\n6fJVNWWnRSo0QwpSGuYTDWpp2H4GaU1FwiylpaUDrAb7eXCJRcgzxV2v2U5aIZlvkpYfKhqBSJaG\nEY4xY8Zg9OjRKC8vF30YXJiJ2z4PPa8L6YHziYQkGj4R4X6XwjIRh5D9OPlBhSHEEW7+5woL/bKW\nCk4pLNPqNDt9XPqpaNid+kIsjdDFvl/0Gu1rpeKbtIIzlyTt2lU0AjEvku2/MIIxevRojB49Oi0c\noU5wn2i4XjzA/bC5BILbd4mAa9+17RMMn0i4tkNfNJdTOU5zW3s/5F75Ck0pjBMIV1VViFXExWcL\nhr3NWRpSWKhwmP2kFY5DRdLyRUUjBuaF4aqnjGiMGTNGFIg4ouErfHwPWpwX3yUArjDfMdlYGfTa\nfQIq5YkkGFyYfbxvO9RycKWXQxIKad91PdTC4DqiGsGg98b3/IRYHFxe2NWnSSsslfdQ0QjEZ2kY\nwRg7dmzsfhohhWTcwiekkM9kHScsRDjiXHvcPADkahqfdWG2XWtOJKRtSdAoLpHwWRy+MFo15WrY\nIN1L7rng+mdIAqIMJmniqaIRiP01TX0advUUFQ0qFHTfxG3WrkLUTouPTKqS4m6H7IcKhk8oMhWO\nkCocTjhca4rr/thf1Pb/pW0qEpJ4hLayMttmAEJuME2XL8onINTq8iFZGyPZ8kjadatoBGK/KNQJ\nbhzhY8eOHSAa3PAhNFwqVO19s03TI6XTrOM4rDMVA99vcUWDXgO3joPLT+ESDGlb8mm4wrj/S5aN\nSyRCLRAu3B65tqysLC0gIVZGJtVT3KICwZO0vFDRCMS8ND5HuBGN0LGoXIUqDePSJO37qh1cX5e5\nKCAyEQxOHEIEw/WbqwrKJRh0P/TF5tLi8pHQ/RAhyGShQ567hg7xiUTos8HlTdIKyKEgaXmiohGI\nSzRsv4YkGtzaFo3QQtZOD7dtpzV0yaUQhIqEJByua3OJA3e/ALelYe+bbUouXuhQSyeOBWGLQci+\nGe5ccoZLlobLt2WLiO3XsO+B756pkKhoFC12Qcz5NKgjnBv5lhsiPU7BbPbttbTN1Vfb6ZdEg57T\nlxaX1RAnXtc1cfu+cBuXSPj8Fb7fQnAJhE80QiwIe20KcBOWSqUGVEsZ4ZCejzhCEWpp0G3jB0la\nYZkvkpYPI0o0pIIopOAzVVDGsrCrnMwLZKCFAP0S41qb0POFFrD2S2hjzi1hpzETYYiT/tB4Q+4V\nxScacaqGXP8PhUtPXL8KFyctsE08rsLadf3cb3EWroWWqyqQS4+STIpaNHwFT4jTz6zHjh2bFg5j\nYdimvYlbesHsl5pOmekTi1Bxs7cl0ZBebkmYQgUtk7RzgpGpeEj4hEIqSLk47H1XulzCEbJtn8/c\nS7NN8zCkBZN0na48yGah55TyUQobaSQtD4pWNLiXmIaFVN2YxR4mxB5fijqzOZHgvgC5tIUWvK4w\nuwAxFo5JVxRF6UKGChqXT1KBH9rSivsvF5ZroaC4CjWu0KTb3G8uwaNhrvhdBbYNjdu+j9LzEuea\n41gVXJNeLm7pepJWSOabpOVHUYpGSCEI/P96f9punVuMz4IKhhEVg8vKMOeWCpo4guE73ogFvWZb\nOEzVGXeclG9UGOyqNxNmF2SueKTzhe6H4PsSdhVqUkHHiYbrerk4pDBfAULzS8oTLt5sLApJHEKs\nDildKiTvkc9rj6IIK1euxJ49ezBjxgwsX76cPW7Dhg1Yu3Yt+vr68NWvfhXnnXeeGGdRioaN6+uW\ntoZyNZPJIrhbAAAgAElEQVS1q6c44eC+7kxhKlUTcekLEY0QJ6RdmJv/m8LOLtTtY+z0SNtc9R0V\nixDR4NZ0m9uPi6sw831522saJn0IuD4QMkmviYdi3zv6rEhx0msI3c6FiNC8VP4/+cyXlpYWpFIp\nNDc34+abb8bVV1+NqVOnDjimt7cX3/jGN/Af//EfqKioQE9PjzPOohUN11e6CaOTJ7mGNOcsDZdo\n0C99um0/KHEsDLsOmxMQYznYBQo93t53FdhcGK22M9aKHa+xZqTrz1QsfAWw9GWbacHmskBc94nb\nj3NNUiHCfQDEFYw4+eATClf1FL0G3/5IJp95sW3bNjQ2NqKzsxO7du1CW1vbINHYtm0bLr30UlRU\nVAAAysvLnXEGicaWLVtw++23Y8WKFbj66quDzJ3hgu9rnDaftSdKshdjZdiWBp0eE+Crp2y4BySO\naJjCwv6656qKpEUq8Fz5Z8P5e8x12vvmPFw8IduusDjE+SIG/K2MzNqVxybdUj67hNRAnxMuHzhr\nUvowcQkj3fZZGJx4+PLSdW0qIPmjq6sL1dXVWLNmDRYvXoyurq5Bx+zbtw9vv/02Fi9ejLPOOgv/\n8i//4hQOr2h0dnZi9erVmD59OoAwc6eQuF5mSTS4iZXsjntGNLhJlnzVUxK0YA0pfEyBbK+5Aklq\nkknjs/8XimuQO6mQoOfJRCgysTJMuKtwCxGOuKJhizpXoHPbVGTptZtz2/+jHwiu6+fyI5vFZ2G4\nxDfkvo0k8pkHURRhx44dmDBhAiZNmoTOzs5Bx/T09KC7uxs/+MEPsGrVKvz0pz/FZz/7WTFOr2hM\nnDgRjz32GB588EEAYebOcEN6qW1Lg+vhbW/bY01xTW4NtljYX+E29gsWRzTM8VQ4zHH2Oe1jOWGh\nYaEPbn9/PztnOFc42flP7wd3j0LDfGl1FZJSYUdbmfm2OXGQRCOONSJdv/S7Lw4uD6Rry6VwqGCE\nk898GD9+PNatW4ennnoKTz75JKqqqgYdU1lZiSuuuAIAcNlll6G1tdUZZ2yfxuHDh1FVVeU0d4YD\nvi9229LgBIMu0rSt1BFsvyTUr2F+p1/loYWKLQS2YAADm9faeUC3fQWR64sdQHqKULu1WRRFA4TD\nbEvncJ3f9bXtSpcU7ivkfFUr0j4nDtK2T0Ts+2hfqy34drj9gUDFguZTHJFw/eYTDrOm5+TukYrF\nQPKZH3V1dThy5AgqKyvR2tqKFStWoKOjA/fccw8effRRlJSUoLa2Ft/61rcAAL///e8xefJkZ5yx\nRaO/vx87d+50mjvDCekLkH4puyZVMqIhtbSyX1zzANCe4CYt5hha5RAqGrSAsaFi5Prat8NdLzX9\nzQiGLX62cMQljkj4rCIu3FX/HvqlzIXRZ4l7vuy1eR644+wmy1IecNahz9LgngP7OrjrCxUKnxNc\nOrcymHzmS1NTE9avX4+FCxdi2rRpqKmpQXt7O/bu3Yve3l6Ul5fjz//8zzFlyhRce+21eN/73od/\n/dd/dcYZWzRCzJ3hBC2g7ULdHqOnr68Pvb29g1528x+7Gquvr2/A8NJlZWXpwpT2WZAKE7uQ4ISC\n25Z8CXRxVVX4vth9a7tqihvDyA7LBz6Ro/s+q8JX2Elhdl7TvJd+c90v2qrNXCsnEOY4+pVPO97R\nAt4ezJCOemveAS6cLqEd/FQwwshn3pSVleGBBx4YEFZbW4uWlpYBYXfccUd4nHETwZk7wxHpgbUL\ndTr6J9cSyhzjmrLVHhCOOid91ReA/BVJ11LhxC0crqoi6QubbnPnkpzjuSLEsnBtx7EmaBxSvKEC\nbucRFVlaxWcItTqpKPhERBILKhz2IgmG1IrK10NcST5BorF8+XK0t7ejvLwc8+fPR3d3NxYuXIi6\nujrU1NTkO41Zwz209CXq7e0dJBhUNLh+HNyLF6ee20BFggsLEQ0pXg56rSEFbJyvaN89CLlPrjCf\naEii4BOMkHRzgunapqMb274hY8kC4VWVAJxCEbLEEQs6mi63qEhkRtLyK0g01q5dm+905Iw4N8C2\nNFyCYaqj+vr6BvTjOHXqVHptvzw+oXDVQ7v2XaJB9yU4EYlTheOqfqG/xbk/oVYD3ZbWNMx3vO+5\nodfjsh5omG2R2tWctvPYnCNEMMwiCYVkZUjWhhEJWzCocNiC4bM47DxPWoFYCJKWR0XbI9xG+lo1\nL4BLMMwLZMTB3rbXkmj4hMPGZRUAsmhwhXdonPSafdsu/wxdh1oOdni+1r4wiisPS0pKBlgMtlhw\nC7VOzXMyatSoQfHGWXziIFkXocLhq5riLB0Vi/gkLa+KWjTMzTAvmB1eUlLCCgZ1jht/h91Hw36R\nqGBIjvAQK8OHTzBcguTLp1Cnauh1UdGgLwa3L1UrhYT5fuOumYNWCUprWtXEVT+ZxR5ZwM5XOx1S\nPkrVmcDg6imflSEJhlRFFeLX8FmnrrxW3iNp+VO0omGEgSuc7DphM7eF/VXd398/aGpMzmyXzHNX\nAUDDuXRLSF/0oVVDdjw2UtUGtx/nS5hej09EXNUb0r4dl/R7KFK1EP3NtjRCpvblnhUbzi/FPTc0\n/+NWS9GqpVALw2Vp2PfF3s/0HoxEkpZHRSkatmBwwmGOofvmReKcmT6HIBWNUOGgaXF9kUuiwYlH\nHEKqNTjRMGniClbpGqQqIk4cpK/WuGJi0sZBq6FChNA8G3a1k2ufNlOl57eftyiK2OeGSx8trEOF\n39XUVrIw6P+45567X0rxUZSiAciWhv1bf3//gH1XgeyyLux4QkTD/s1VneKqwvCt4+D6GqVhodU3\nNO991xl34f5Hw2yoONBt332iYa4m2HShX+D2+YxY2PnLCQf9j33fJKtC+o0TAl91lGRthNw/xU3S\n8qhoRQNw3wwqKq4v5pKSEq+5bp8vtPBxiQb3xUzjkQQjU9FwtZIx2wZ6Dm7fdW3ctdLF9yXrs1Bo\n2lxr7l658loaVoYLk0SDOtCNj834g+j9NL8ZcZGqilyWosuv4fNncB8U3LNKrzVpheJQk7T8KWrR\noNCbE+dm0RfG9TXlqt6g4hGnqkUqyLK1NKRmldx2XDjxc4kGLfx8IkL/TxffxwAtkO3qIm7brOkw\n+vZw+mbbNNXmng/aJJez5GzhMGF2umm+hAqIZGWE+DakKlnX/VXcJC2fRpRo5ALpRTUvnK8FDC24\n7DilbcmCcbVkCr0WYLAguiyOuHkVug6xMugXe4jV4RIJut3f35/+yue27TCa5+Z36euf+7jg7qnr\nWaH3leaNz28RZ5gQl0C4rkd6BhSZpOWRioaAq+ClLyp9OaUXngtziYW9TQuqUEEKweXDkKqnQvOJ\nbnNfoaGiESISNP/svPdtG0EweS0JhrEITK/uXAiFq+WU755K4uEShhCLIhvrImkFYSFJWl6paBC4\nl5OzCswLeurUqXR9tGl5Zf4TUlD5xMLejiNGIdiWRugSkl/cOextKUxapMIqZDvUyrCPd62NeJjG\nEXbLJ1/BaudXpuIvWal2PvksjhBrg/uQ8AmGMjJQ0fg/6Atq73Mvqv2CGuGgw5GErDMRDRoHty3B\nveC0YOAKi0xFg56Tnj9ENHwWBo3H/s0lFjQsRDTM2hYN89FgmsxyBSyHz9Kgx0jVU/Z2iJXhsj5C\nBEO6LhWPzEhavqloMFDBsLFfUvpFZ15+Xzy+l58Lo1/NNC6fleF6MKk42NdGtylxrRrXflzBCFn7\nRNYOM2IQRzS4KipXurk02MJBw+jxUt5S0bCXONaFz9qgz4GKR/YkLb9UNOAuhO1t11ed1Nw1pLrL\njtMX5ovP7LseRK7A5kTDvs6Qr2Yf0v9DrA36O/dfLizUyrCFg25Tv4ZZ24UrFQ9fftnnpFaGK71c\n3kliEWJRZNNSyiceShhJyzsVDQtfdRLgdjq6Ck6fBSC9kFyhGHIdcb4Aua9jKUy6jlCLw5WmELGQ\nCipXARZSELtEgxMQXxWOqcqTxINWO1FLw15LYVK+Sb6MuP4Ms5aeh7j3QeFJWj6NeNHwCYUkHPZX\np3nB7N9DCbUwOOvAFWecMNcXPl1CLJ1McIknlx/cNXH7PpGgYT7RMNuhDmMu3VLVFB3+xWe1cmIR\nam1k0uSWs6BUJLInafk24kWDI46lUVJSMkAwbEIKNbqWxMJXaMYpTLnjpcKa249bBReCSzS4bVcc\nUlp8a9oHw942HwlUNLgC1vVVbqeJW2iaQ/JNEo5MHOCSH8PnDI/zUaMkGxUN+KsDpC88IxqSjyJO\nWDYCks2XOL0mX/w0f0L3OUJ8Oy7RpEiFs2ttb9siQUWDVlHZzazjiAWXrkwGmuTunSQYnA+DVle5\nRm/2XZsKRHYkLf9UNAicM9IO477sTLj9O7cdug79zbVv/49uu37ziZ2dT3H2fWFx8iwuLt+AVDXF\n7dvWRtyvcvv8UvWUJLQuy4pbclE9ZeLh1j7BSFohWGiSll8qGgymsDDbZs2JhcEUKvQ/9n+l30LX\ncbfpNYXu+4TDFKih+1KYidf+LXQdil34c9jnj1OlRi0Ebrh0e/IlbvRbe+Y/26dB81/KH1sgqMPb\nXnp7e9Hb2+sciDDUJ6OCkXuSlmcqGhj8YnIFnPRVx4lILgTCPmec31yFa7bCQfepsNJ9KczG5HVI\n4ZTJy0VFwSUSPuFwObBtwbDFory8PL1w4kFn+aPPFRWMUIvCFgsjGGYdUq3mEo5M74XCk7S8VNFg\n4AoYn1DQ/7vWvmNyIS50OzTMJyScHyITsTDHhIqEJBxxHe6ZwlW/GdHg5gO3BcMWESMcVCyM+Egf\nIPa+ZGVw1gYnGC5LgxMKe59Lky9ccZO0fBvxouH7EpWEw9Rvc+IRRyTMdi6sEhovty+Fh+5ToaDH\nhopFyDlc264weq7QexyCfZxdrUSFg1oaUhWVERB7pFyzlq6fWhm2eEjVUyFVU5KFYc5Jw+LcB6Uw\nRFGElStXYs+ePZgxYwaWL18+6JgDBw5gwYIFOP/88wEAjzzyCMrLy8U4R7xocPiEgwoGFY/Qwi8b\nQQgVDSks9NiQ/0oCwv0eGmdoOoYCzmkep3qKszSoT8OsAQzoRMlV39GPF6kZLVdFxYlHSBWVhIpF\n9uQzD1taWpBKpdDc3Iybb74ZV199NaZOnTrouNraWnz3u98NilNFw8L+4rSFwuzTNf0q5Jzndtyu\n7WyEQ/qdXpvruuOE+UQgVCRC0uLb91kIoVZGXKuDCoaresoWDp8z3IazYG2xcDWxpYJhiwbXkc/E\n6RKOOGKihJPPfNy2bRsaGxvR2dmJXbt2oa2tjRWNOGlQ0cBgsQAGO8NpoWwLBv0SjSMWXNyZCgbd\nlq417m9xC+5sX4JsrSUuTdkS19qgFofPp2FbGvbzyOWtSzhc1VNUOGjHRBWHwpDP/O3q6kJ1dTXW\nrFmDxYsXo6uriz1u9+7dWLRoES6//HLcfvvtzjhVNP4P+oVJv6q5gtsIh9n2iYbrt0wFI2TfRSaW\nSTbHxiGbeKn458KHYYdlWj3lszRM2uz+HPY1UcFw9fKWqqfiNrel51ZySz7zNIoi7NixAxMmTMCk\nSZPQ2dk56JhzzjkHGzZsQH9/P5YuXYr29nbU1taKcYZ3QR0B+F4WbpF6z0ph9r7reGlNX+xMqhSk\nAsBVMOT6CzSbtOWqAOME2QXtJBi3eiqkn4Y0g5+dZu7ZkQSDszBCm93SfKf5puSGbN5f370YP348\n1q1bh2XLluHw4cOoqqoSj02lUqivr8fBgwedcapoCISIBH3ZpN7BLiGRCgFJSOi5sn3gQgvpuPkU\neq5sXwzfcVQYfHH5oIV53H4aIc1uJbHgCvLQjn2SpeEbyZaeN05eKYWnrq4ODQ0NqKysRGtrK+rr\n69HR0YElS5ak76GxPvr7+9HW1oYLL7zQGadWTwXieklM1ZRZXIWXFO5b+9KQDUmLN/ScriqoKAqv\nqpJ+D21yK7WckqqnuMYVdrpdHxhS9RQnKKGWBrdWckc+87SpqQnr16/HwoULMW3aNNTU1KC9vR17\n9+5Fb28vysvL0draiubmZpSXl2POnDmYMmWKM04VjSzxiYEvnBOFOKKT6XFxGQmFBWdB0MUU8LYA\nhGy7LAoDJwaSBcG1jpJ6gLua2Uqd+lyMhGdhKMlnfpaVleGBBx4YEFZbW4uWlpb0/jXXXINrrrkm\nPM5cJW6kYW60r49CiHj4tgv9Io+kQoKrdqJrWhVlWxbcNrUopKonyT8h+Sl6enq8whFHMOz0uNZK\nbklavqpoZACt0rAFJBvLI5OqKBWL3MMJh13oSz27XZYG7fntEw6XryKOUEjC4Wpqa9KjDA1Jy2sV\njZjYgsGJhUs47P+4wkLEQ8Ui97iqp6QWUpw4uASDszaoYzuks16IleFzfnMOcMpIfRaGkqTlsYpG\nhlDx4MQil+IREmc2JO3BzRdGMKTBCG1HN9eRj6uy4vwZtPe3XXhz/S8k4eDEw9Xc1tWpz04LRZ8P\nxaCikSW0FU7cFy70+Dgvrb7gmSFZGlzLKMmikPpj2NaGq0mtywnuszSkAQozaTVl0qTkn6Tls4pG\nDDiB8AkGF0fc34aDf2OkIPXBoEOEcNVTkiPcjoPzabiqpjifRmjVVMjotlL1VLa+NiWcpOWpikaG\nSILBDSXiiiOb3+Mep4QhtZ7i/BkuC8OE0bi4qV1djnCfX8NldUg+jdDqKX228k/S8lhFIyYuX0Ym\n1VOZHJfp8YobV29vztJwiYcdbgsF1+s7tOVUiCM8jpURt3pKn7f8kLR8VdHIEq41le/4XJxTyQ8h\nLad8QkGrqagY2c52g7mncYQjxLdhz9hnO8Cl4UNoepT8k7S8VtHIAFdVVKhvI5vzKvkhrj+Dc4hz\nlgYdTt1sG+y+Eb7WU3bHvjid+2iLqZDOfTb67CkGFY0co62chjeueTGkVlNUKOxRa7ke36Y5rWue\nEckX5hMLSRRcU7jGHdxSGVqSlucqGgUgaQ9JEqEFNh3W3KxpOO2f4ZsjgxMMrjmtve2qzgwZrZZW\nTYUIRzbo85pfkpa/KhpZYBcAyvCBEwhum4pHSA9w16i1dD4Mil0NxRFFEWtpcH4Ku2pKGl9KrYpk\nkLT7oKIxxCTtASkGOLFwVU/ZzWw5XwadVMkWGBp/aGsks+3qn5HJgIQ+sVDxKDxJy38VjSyJY20k\n7eFIItK94MKlVk0h1VOccPgmUZLW9rZLMFyj24b0w6DnCmktpc9s/klaHqtoDBFJezCKEU4kOIsj\nZApXrnqKOsINXGHN7UvVU65+GplOrMRVlekzqoQQNN3rli1bMGPGDDz99NM4cOAAGhoacNNNN+Gm\nm25CT09PvtM47PG9bPoyDg2Z+pdcI9tyloZPMKiVYaAFeMjMe1JvcK6aKs4UriY99ppLr5J/Qlu1\nDRe/lNfS6OzsxOrVqzF9+vR0WG1tLb773e/mNWHFgr54wwfJ0rCtjRBHuM/SkIY9t8VCCnd16uPE\nI46lYdLDrZXCkbR74LU0Jk6ciMceewxnnXVWOixpFzkUcHmi+TQ8kL787d98jnDJp2EPfU5bT3Gj\n2EqWht1T27YaQoYR8Q1IyJ3fhNnps9Fnd+hImqURVD1F2b17NxYtWoRVq1blOj2JRuuHC0emDnB7\nn86jYQ9rnqmlAWCQUNC1LRghnfp8VVOuVlR2euz02eizO7QkTTRiO8LPOeccbNiwAf39/Vi6dCna\n29tRW1ubj7QlFn3phgdcB7/QvhohnftcU7kaaOFMBUPyafg6+dEWVKGOcC49SmFJ2j3IyNIAgFQq\nhfr6ehw8eDCX6Uk8SXsAigHJmrC36SizdMhz1/hStFqKNrn1+TMkcZBEwTWBEnWQ+ywLqXpKqk7V\n51fxEVs0Ojs7Abw3GmdbWxsuvPDCnCdKUbJB6swnjV7rEgsqFKNHj8bo0aOdQ4lQS0OyIri5MqSh\nzXMhHJRCV3Mo71GU1VPLly9He3s7ysvLcerUKUycOBGjRo3CnDlzMGXKlHynUVFEfGNMcQt1WtsC\nQoc191kZPkvDVQXFbVOxCJm6VRq9NrRXuFJY8nkvoijCypUrsWfPHsyYMQPLly8Xj21tbcXf/u3f\nYufOnc44g0Rj7dq18VKqKAXAN84UJxT2mhv2XLI2qIXCdezjWkpxDmvXDH0hghHSC1xFY/iSz3vR\n0tKCVCqF5uZm3Hzzzbj66qsxdepU9thHH30UZ555pjfOjH0ailJo4gxM6PNpSLPyxbE2QiwNl1DE\n9WtwVVMhPcINKiDDg3xWT23btg2NjY3o7OzErl270NbWxh73m9/8BpdccgkqKyu96VXRUIoKV/WU\nb0a+ELGwfRpGOHzNbbm+GK4BCUPCOd9InCFEtJnt8CGfotHV1YXq6mqsWbMGixcvRldXF3v+H/zg\nB/ibv/mboOdARUNJPCGtp3xDn0vCYYSBWhnl5eUDjrfjNoRYGpwwuHp8x/Fp+AoargmuUlxEUYQd\nO3ZgwoQJmDRpEnuP169fj4997GNBVgagoqEUEXafC7N2WRuu5rZUOKi1EafJLScekgiEOMI5C4Pz\nabg69alADB/yaWmMHz8e69atw7Jly3D48GFUVVUNOub3v/89nn/+edx444144403cNtttznj1FFu\nlaJGEouQTnyuaio7fno+Q6gTPBNfBicanKVBhxJxrZXCkM/8r6urw5EjR1BZWYnW1lasWLECHR0d\nuOeee/Doo4+ipKQEX/7yl9PHNzU1YfXq1c441dJQEglnVXBrsy0NfW47skP6alCfBm12K3Xu8w0V\nwg0ZEuogDxk+RIVj+JJPS6OpqQlHjhzBwoULUVNTg5qaGnR3d2Pv3r3o7e0ddHzISNFqaShFSzaO\ncDpLH62isgWBVkPZLzI3ZEhoE1vO+R3HynCJBd1WCkc+70NZWRkeeOCBAWG1tbVoaWlhj3/22Wf9\nceYiYYoylHA+C7pvd+RztYxyjV7rmiuDa33EiQfXWoobP8psnzx5EidPnnSOLeXzX0iCoQxPknZ/\nVDSUROKaG8O2LKTWUNSKGDVqFMaMGRN7iBC65pzftmgYATCi0NPTM2A5ceJEWjTM4hqQ0CUcdtpC\ntxXFh4qGkjg4cZC27eonXzNa2v/CN+Q5wAuGa+gQamn09PQMsC7Mtm1thFgZcYc/V4YPSbs3KhpK\nonDNgcH1/HY5t22RkAYidA17bnA5KX3VU7ZI2GLhq54KGf5ccpYmrZAqdpJ2P1Q0lETADRNCHdyS\ns5tzblPrguvpzfX25pCqpSRLwyUctHrK7vDnqp7yDRlip9W1rww9SbsHKhrKsEYqqEM67kmWhi0S\n3CKNK8UJB/2qd7WW4gTDiIYRC8naCBkuxDcketIKp5FC0u6LioYybAkRDGnk2pCOe7Z4SE5wrg+G\n3Q/DrKWWU7ZwSKJhC4fZDnWEh7ac4gqmpBVWxUrS7oOKhpIopOa1vgmWfJ31uOopqcmtjeRD8PXL\noE5wIxq2mIT4NKT+IiY99pqmW1EyQUVDGZbEmVzJ1WnPNRChEYkxY8akLY3Ro0cPEBh7MEKu9ZTB\n5QiXLA3q0zCiQReXYITMncGlVRk+JO1+qGgoiUUSD5dgSA5wu3oqE0sjxAluZuaTfBonTpwY4PSm\na1pF5RMNjqQVUCOBpN0TFQ1l2JGtlcGJh8uf4aqeoj4NG9oPwiUedKwpzqdx8uRJ58i31BHuszCk\nTn7K8CJp90ZFQxk2SM1q6W92U1ppwEGz2FVPZtuuirLD7I5/dJ4MG6naSVrsllHUwU19FzS+kD4Z\nal0km6TdHxUNZVjgGq2WhnFObnttb48ZMwZjx47F2LFjBwgEFQ/OlyGNXCs1o6Vrsx3apNY1VwbX\nYsqkh7N4lOSQtPuloqEMG3wDEZptrnWUGaacji8liQW3cNYL9WVQK4MKB7Ucent72fGkuON8Eyv5\nJlWi4qEo+UBFQyk4Lp8FJyS+vhf22FKcZUEtDLPQVlfSIIVSiyha5cQ1q5WqpkKHPA8Z+lz9GMki\nafdJRUMpGD6xcI1eywkHHU+KioYtGJyYUEe6vW9bGq4qKmpNhFRNUUvDjtuewEkaKkRFItkk7b6p\naChDTpyhQbjRazmfBteMloqDy68xZswY7yCInGDQkWtdAxFyznA6vhRtcRXXyjCokCSHpN0jFQ1l\nSHEJhr3tGvbc9mn4hgUJcYKbbfvcdpqoI9wWDqkZLTcIIdd6ijrQpeooSTgM6s9ILkm7XyoaSsGR\nhgbhxEMaIoRWSXFVUJx1YYuHwdWLWurp7RpPSrIwOJ8G7eNh7/ua2Pr2leFJ0u6TioYyZPg67dG1\nNEcG10+DszSohSH11TBLSAc5s1B/hjTcOfVncFO52sJh9/LmxpZyjWJrSFohpCQLFQ1l2OCzMKRh\nQujwILY42MLha34rVQNJQ5BLs/HZgmFEw2526+qnQUUik858SrJI2n1U0VCGhBArw953DRVCJ1ei\nzW1Dqqa4prdSy6UoimL10wh1hEuWhsvCUbEoPpJ2P1U0lLwjCQQdGsRu4krHkLLXdKwoWs1kV0XZ\nvo6Q+TFsK8PuN0G3XYJA5/vmLAo7PpcoqEgUP0m7vyoaSl5x+S1omDS0OV04geAEg5uJTxq1lmsV\n5RpXymdJhM7C52oNpS2iRgZJu7cqGsqQ4BpbCsAgwbAHIaRr11StrlFrbeGg82O4WkVxa5do+JrX\nSqJhp8OgwlH85PO+RlGElStXYs+ePZgxYwaWL18+6Jg9e/bgn/7pn1BWVoYzzzwTX//611FWJktD\nSvxFUXKEbzBC6rvw9cHwVU/RhRuEkI5e6/NVhPgraJWU2baHDHFZGdIQICoWSqa0tLQglUqhubkZ\nmzZtwr59+wYd82d/9mdobm7GD3/4Q1RUVODll192xqmioeQNX5NaV9WU3ZzWHkvKFgqfYNg+DTo/\nBjcTX9yWUZJYuOb5lub71mFBRi4hreQybUG3bds2NDY2orOzE7t27UJbW9ugY0aPHp0e8eDw4cOo\nrn11+YoAABpJSURBVK52xqmioeQVSThCxpSi40rZLaNo5zxXpz2uesoWDvsFdAmGWWjfC64vhtQ3\ngxuY0AgHMFgwVEiKn3yKRldXF6qrq7FmzRosXrwYXV1d7HEvvPAC5syZg4qKCpx//vnOOFU0lLzD\nDRFC97l+GK7BCEOrp1zTt0pWhjSnt1Q15RrNlmteS6uopKopFYiRQT5FI4oi7NixAxMmTMCkSZPE\n4z/60Y/iV7/6Ffr6+rB582ZnnCoaypAgiQVnafjm9ubEI9SnYc/G5xpTivo1QvpfSAsVDLOEDEJI\nt5XiI5+iMX78eKxbtw7Lli3D4cOHUVVV5Tx++vTp2L59u/MYFQ1lSHFVTUmWBvVp+PwYkk9j1KhR\nYpNbQB6MMI4jXPJpSNVTtPWUSYdvWyke8ikadXV1aGhoQGVlJVpbW1FfX4+Ojg4sWbIk/d/XX389\nXT26detWTJ061RmnioaSd1wDEdoLNzyIr/VUaLNbyRFuiOMED/Fl0OPpPOD2IrWeUsFQsqWpqQlH\njhzBwoULUVNTg5qaGnR3d2Pv3r3o7e0FAPz3f/83FixYgOuvvx6pVAqzZs1yxlkS5flplIbCVoqb\nUKEwVoYZxpwbVJAOA1JRUTFoGTdu3KDtsWPHxhq+5Pjx4wOWP/3pT2LYiRMn8Kc//QknTpwYdIy9\nnDhxIi1I1OEe+uWogjF8yMe9mD9/flb///nPf56jlIShnfuUnMF9IHCDD3Lb3PSt3DhS9qCDrtZR\ntB8GMPjr3Zjk5jc6mRI31Lmr/4Xk4Jb6YtB0qWCMTJJ2j1U0lKyRrEnXaLU0zDXEuRELIxhUOKSx\npVKpFNsiiW6bhYpFyEx80nStkq8ibp20Uvwk7RlQ0VCyQrIuzNo1Wq0d5uqXYYtHRUUFKxiSpWG+\n9A1SFZEZoFDqm0Gd4EZUaE9vWziyFYekFSZKZiTtPqtoKBnj8hfYYdzQ5lxrKZ9gGGvDNSAhdXb3\n9/cP6MAHDO6TYY9q66uecg1CKFkambR8SVpBomRO0u61ioaSE3xzYkhNa2kvcNec37ZohAxIaCwN\nafhzu4A/derUgKE+QiwN6s9wddpz+Syk/hmKMhxR0VAyImSODFfVlO13kHp/c4JRUVExYI4Me+F6\nfXNNV7nmtVwTW5dPg1ZP2U1pfZ321Omt2CTtvntFY+fOnbj33ntRUlKCc889F3fffTf++Z//2TnU\nrjIykYYL4UaxdQ1Q6HOG0w5/tMe3LRqmesog9cegoiFZGkZAuFn3QoYH4QRMGdkk7Rnwdu4bN24c\n1q5di3Xr1gEAHn74Ye9Qu8rIweUIN9uuXt9Shz5p6la7FVWmPb454bAL/2x9Gr55MrTjnmIT0us7\nE79YvvCKxuTJk3HaaacBAMaOHYvnnnsOjY2NOHTokDjUrjLycM2VwbWWosJBrYxRo0aJVVRSPw3q\nCKf9QQB5siXaciqucMSZJ4PzX6hwjFySJhrBPo3e3l68+OKLuOSSS1BVVYUHH3zQOdSuUrxwAiGt\nM3WCS1VTFRUVzpn9OEuDWkM+f4ZPLE6ePCnOH85VTwE61Lkik7RnIHjsqbVr12LevHmIogg7d+70\nDrWrjGwkf0aopcFVTxnhcFVPhcwD7rI0bItDajlFByOk/7Ud4ea8IWtFSQJBorF9+3Zs3LgRS5cu\nxemnnx5rqF2lOHFZE3QAwhAnt2tYEM7BbZ/TECIK1JJwjVYr9cGgVVCu5rUqEIqPoque6unpwV13\n3YWvf/3rSKVSqKurw5EjR9JD7a5YsWIo0qkME7hWUVKYa5hzunDCITWjdc2HYQpxE8bN9831ufDN\ntMf5LOIKh42Kh2JI2rPgFY1nnnkGBw4cwN133w0AWLx4cXqo3bq6OtTU1OQ9kcrwI85Q51ynPVoN\n5RsahHba43wVVDRKSkrYeTFcc2NwM+3R4cypWLiGDFFnt+Ijac+FVzTmzp2LuXPnDghramrKW4KU\nZBAy3Dnn6Kb+CjrvN2dl2IJhWkVx1VPAe07uVCqFU6dOpUXDZWnYwmHmxwgdIiRkuHODCokikbRn\nQHuEK7GgBbXLp+Gb75s2qeUc21z1lDmvnQb7xcvE0rAnVHLNtMcJRxxrQ1EoSXs+VDSUYFxiQYc6\nN9VT3Oi1dGpWOuGS5Ay3RYNLE+dDsHt7S1O3njhxgrUyOOHwCQUVC1ogJK2AUBSKiobiRRrN1l5z\nc2S4qqdopz3Jp8G1nDL4qnyMI9wWjL6+PtafQaduDXGEu3waIc5vFRAFSN5zoKKhOHEJRuhItlL1\nFB0exPZxuMaUkqp/7LVZOJ9GJk1upcEItfWUki1JexZUNBQRblwpEy41sZVaT0mOcG5oEPsYaTY+\n2nHObHN9Nbh+GrTTnuQE940rFccB7gpTRi5Jex5UNJSM8VkZ3LDnnKVhRIPr3MfNkWFaSNnCYX/V\n21//3Ai2nBM8xBFO/RpxO14lrXBQhoakPRcqGgqLNHpt6MINE+KalS90EELj07Bn5DNQK4NWTbmE\nI+6sfJxAuEa1VRSJpD0fKhpKGsl/YW+7Bh6U5sighT/dDxlsUKp64mbgizOCLZ10iWti65qJTzv0\nKSMNFQ0FgCwQNEwacJCbjc+uXuKEgrMifONK2cIQsqZi4RMPrsVUnGa2ihKXfD4/URRh5cqVzknz\n6ER79957rzPO4FFuleLF1yLKNxcGNyghJxiShSEJh0HyV1CBoLPwSaPXSlaG1MTWN0eGSZsKiJIJ\nIb6xUL8ZpaWlxTtpHp1ozzdHkloaygC4Phh02zW8uVQ15RMO12CEAC8Y3LwYdOFEQ5o7w/49ZL5v\nky51eCvZkM/nZdu2bWhsbERnZ2d60rypU6cOOGby5Mnp7bFjx+LYsWPOONXSUAC4R68NsTYkS4Mb\n4lyqnuKGPac+jbhCQUXCJRyZWBqc49vsK0oI+bQ0urq6UF1djTVr1ngnzbMn2nOhlsYIh3N+uwTE\nJxg+h7dLMKi1YZAc4FRAuNn0fCJBq6ZcPg1JJFQslGzIt09jx44d6UnzOjs7xWPNRHtmem8JtTRG\nKC5hoMeE9MWQBMRlcdBqLbsVlssR7quaknwZcZzgrgEKOcHghEMFRCk048ePD5o0z55oz4eKxghE\n6ult/54rsQixNEJm5QPAOsE5R7gp9KnVYO/7mtz6qqcAnZVPyQ35rJ6qq6tDQ0NDetK8+vp6dHR0\nYMmSJen/mon27rvvvkEDgnKoaIwwXILh66xHq6dc83zH8WlIfTRsQqqnfH6N0Oa3IY5wzqfBrRXF\nRz5Fo6mpKT1pXk1NDWpqatDd3Y29e/eit7cXwMCJ9m666Sb89re/dcZZEuX56fZ91SpDC3c/6Ne9\na5+bslXar6ioQEVFBcaOHZvelvalvh7cNicG0v7Ro0eDlmPHjsXq/2GQ/BkqGsVJPu7rpZdemtX/\nfU1kc406wkcQ0tAg9ravBZWvrwbXtNZlabh6grt8GrTnt8+nEWJ50HhDfBl0m9tXFBdJe15UNIqY\nkGFBAAworLlte5/O783N+U1Hs3U5weMKhhmokA4TIjm2XYMQ9vX1BfX2dlUJqGAo2ZK0Z0ZFowiR\nxEEaHoRaENRvYS8ugZDExNd6igoTFQwzMKERDmneb7q2BySUBiAMGVdKImkvu6LkAhWNIsBV7eQa\nR4qOJ0WbvXJrn0UhbbsEo7S0lK0OM5jC2Yxs6xIOupw4cWLAfpxRa+3zS45vGxURJROS9tyoaCSc\nUMGQRMR83XNOZ25AQkkkuH3J0uDi5tJqYxfWrqopY13QYc/pxEq2D8TEGWptJO0lV4Y3SXueVDQS\njM9n4Ro/yt62q5+4Qt0O8wkEDaMz8Ln6ZkjXRV8qn6Xhmh/D19ubWhPcNkfSXnxl+JC0Z0dFI6G4\nClmpFRTdt6unpFFrbdEoKysLEgmuakqa79ssBtdXvdmW5v2mgmHPxmdbG5JPI1Q8pPQpSiYk7RlS\n0UggPke3vc+JhNSU1jeWlGk+67MqXD4NKhz2OFO209vAdZqjlgatnjK+DHsaV+oIDxmI0OXHSNqL\nrgxfkvYsqWgUCSFjRvmGB3GNWmu2QwRDsjJcPg0qGJwjGgA7SKFUPWULBjeFa8hcGSoYijIQFY0E\n42ohZfZDRcN2dktjSIWKhSQern4a9vzaBlo9ZBZT0Med9ztEMEJaUilKLknaM6WikTBChmXx9eym\nQ4NIlgZnKWQiGi7hoNVT/f396W26Nr9zlgZnZRw/fnxQE1yuyW1ItZTPEa4omZK050pFI6G4mtCG\n+DB8gsENQJgrseCGDwEwoMc3raqyBSOkyS21MEI69+n830ohSNozpqJRBMSpnqI9r2mTW65DH9df\nw7YSpG3a/8JgF8jSOE/SGFBmyHOu+SwdzpwONJitOKiIKPkgac+UikYCCenlHSIY3BhTnGBQ8aDW\nCSckvnGkaFVT6DY3TwYVjJCBB+OONZW0F1tJDkl7tlQ0Eo4kHD4RkQRDsh5c4sENbBhntNpUKjXI\nMc0JgO0Ad02YRCdmco1Yq+KgKPFQ0UgQIf0zfE1vpWoprmpJqpaiVViuhQqGWXNOba6w535zzecd\nMk2rTyhUQJShJGnPmYpGggkRC7rvsi44n4ZLQKRqKWpluCwNl2hIiyQW0ox72VgaSXuhleSRtGdM\nRSNhcM5ueztuXw2fcEiO8BBLg0uPEQzTSoobuZabVInuU+HgLA1X1ZTLGa59M5ShJGnPl4pGERAq\nFK6C3WV5SIskHJJfwy6UjViYqVNdQkGd3T7B4Fph2UJBBcOkyV67thUllyTt2VLRSCBcB7+4VobP\nF+EaKt3X7FZyggODe3ebznycYNhre5trcusTD65qyt42abPTaIcpSr5I2jOmopFQuALZDqf+DGpV\nhFRPuaqqXA506gSXfBp2OCcYVCykub5d/g9JLHzVU661ooxkVDQSToh4ZNLU1uX0dgmIq/UUMLif\nhgmjloZrkSyNECvD5QQ3aVGUoSRpz5yKRkLghIH+7ms1FSocLn9GnKa2ND1RNHi+bxMmOcAzEYw4\nVVRx/BqKkg+S9oypaCQEU7hmQ0jfDvt8tHD3tTySCmFTFWVaTBnhsAUspMWUryqKCoWvKkotDGU4\nkLRnL1XoBCj5R2qW63NUc4VvNv0fpLGkJMHwVVPFcXxLTu9MthUll/g+wEI+0Fxx33nnnVi0aBHW\nrl0rHrdlyxbMmDEDTz/9tDe9KhpFiqs/h9mXLJeQwl4SCs7hHCoWnIXhco5znQI5oQjtzKfCoBSC\nfIpGS0sLUqkUmpubsWnTJuzbt2/QMZ2dnVi9ejWmT58elF4VjSImRCg4S8Petgt/V2sk34PN9Z0I\nEQ/fmgqGJBxSOrnr5vYVJYls27YNjY2N6OzsxK5du9DW1jbomIkTJ+Kxxx7DWWedFRSn+jSKnNBm\nuTaSP4Or8nEVznZ8th/DPqdZhwpHXMe35Neg10qv37WvKLkkn89XV1cXqqursWbNGixevBhdXV1Z\nx6miMQKQOtqZ3wxxfBEh1UAmTrs3uGTpSFaEr99GNk1suZdVBUIZavL5zEVRhB07dmDChAmYNGkS\nOjs7s47TKxo7d+7Evffei5KSEpx77rlYtmwZrrnmGpx//vkAgEceeQTl5eVZJ0QZGrgmuBw+SyPE\nb2DHZZ+fQ2puKwlGnCa2ofXCKiJKIcjnMzZ+/HisW7cOTz31FJ588klUVVVlHafXpzFu3DisXbsW\n69atQ0lJCQ4dOoTa2lo8/vjjePzxx1UwioCQoT646qg4TXDNcSFNZl1NbX2DE9rb1FJyWRkqGEqh\nyKcjvK6uDg0NDaisrERrayvq6+vR0dGBJUuWZPx8ey2NyZMnp7fHjBmDXbt26cuUEFxOb9fYUGYd\n2tzWVThTpDBX66kQa4Nz1Ic67Dn0GVeGinw+a01NTVi/fj0WLlyIadOmoaamBu3t7di7dy96e3vT\nH/3Lly9He3s7ysvLsXv3bnzhC18Q4yyJAlPc29uLBQsW4P7778ff/d3f4eyzz8bll1+O22+/3fm/\nbDukKf8f1wCEtMe3a3RaupSVlWHUqFEoKytjF/u38vLy9DJq1KgB+3Thqn247SiK0j29Q5aenp70\ncvLkyQH7NIxrWSWtuTQqik0+no3QVksSBw8ezFFKwgh2hK9duxZz587FBRdcgA0bNqC/vx9Lly5F\ne3s7amtr85lGJQ9Iw3zEcYTHMZ9da9vSCKmqijuHhsvnIgmaogwVSXvugkRj+/bt2LhxI5qbm9Nh\nqVQK9fX1OHjwoIrGMCOkrpMrQKWh06UBCl2iYxfSNE3cdkjP7tBrjrtt9hWlECTt2fM6wnt6enDX\nXXfhvvvuQyqVSjfZ6u/vR1tbGy688MK8J1LJjLiONJdgmOopTjjoObne31xnPs5icHUiDLmG0GNo\nmhWlUMRxeof65PKJ19J45plncODAAdx9990AgNmzZ+NnP/sZysvLMWfOHEyZMiXviVSGDpdfRBIN\nab6MOA++ZGnkQhxcL5kKhlJokvYMekVj7ty5mDt37oCwG264IW8JUvKDVIBKloZtcYRYG1Q4JNGQ\nwuN20OOuL/RLrJBfaYpCSdpzqD3Cixxajy8dw8305xMMl5Vhz5tBxYKKgNR/QxKApJnzilJMqGgU\nKXG+yA0hTnBpLnAuflevcRrmGhKEE75Mqq1UOJThSNKeRxWNIsL18En1+ZxocMJhWxr27H0ua8PV\ne5z+FjLEucsv4bNEpPxI2gurFB9JewZVNIoEu4qJhvvEwsbnCHfNA24LBgCncNB9Xz8Ll0VB931V\nWlweKUqhSNrzp6JRBLgEg+5zBa/B5Qg3lob9uzS8uiQMLid3qGiECAW9Nt91K0ohSdqzqKJRpHCC\nYW/TAtXnCDfCYR/DjV9lx+sbs0rqz+GqnuLOE2JtSNaKohSapD2HKhoJwTWEuW98r5Cvb3MOl2iU\nlpayloVdPWWvXcIQGi71LI8rIlz66LaiKH5UNBICFQdT2NEC2/7d9i/Qwt4uQPv6+tDb28v6KQAM\nKNg5sZC241oaoYs9OKEZxJDrWR5qcShKIUnas6iikUBsAbHFg35BG8Ewv9u/maW0tDQtGtw4UkYs\nzDE0LrpPxYarpgoJcx1ji4W9GNGwLRetnlKGO0l7DlU0EgYVDDqVqlSNI3WWi6KI7XPBCQYnGi4B\nkZrX0jDXb1yYLRK2leGyNHzNdhWlUCTtWVTRSCi2YFArw/weYmmY6qlUKjXgf3YzWFM49/T0OEWC\nOw/nzM42jBsinU7O5Gp5pVVVynAiac+fikYC4QSDrm1nNDDQl5FKpQYUwlyVlF04m0mYRo0aNSgt\nnBOeWiu0gM42zBYHbiY/X1NdRRlOJO25VNFIEFLVFGdp9Pf3p60HIwy2YJSUlIiCYQrhsrIy9Pb2\nDugNLrXUcnUszPUizQvO9fWg6bD3FUWJj4pGwpCEAxjsDDeiYC/mP9wESrZgcMOhl5aWiuny9Ubn\nvvgzDeOa6XLbklDQtaIUkqQ9hyoaCYQKBzBYMLjjaQc+TjDsAQm5bQlXj3Sp4Pb9LoXFaYnFpUMK\nU5RCkLRnUEUjodhiYe/TY2j/DG5tqrJSqVTaKc4NJ+LqROgbxiSk4I5zfKgPhOYLF5+iFJKkPYcq\nGgnH98BRcTHQZrMuS4QbLiQX6XQV6L6wUCslJD5FKSRJeyZVNIqUkAJZUZTCk7R3U66kVhRFURJN\nFEW48847sWjRIqxduzbjY2xUNBRFUQpItk3QXbS0tCCVSqG5uRmbNm3Cvn37MjrGRkVDURSlgORT\nNLZt24bGxkZ0dnZi165daGtry+gYG/VpKIqiFJB8+jS6urpQXV2NNWvWYPHixejq6sroGBu1NBRF\nUQpIPi2NKIqwY8cOTJgwAZMmTRJbFPqOscm7pZG0lgGKoihDST7LyPHjx2PdunV46qmn8OSTT6Kq\nqiqjY2zU0lAURSlS6urq0NDQgMrKSrS2tqK+vh4dHR1YsmRJWqy4Y1yoaCiKohQpTU1NOHLkCBYu\nXIiamhrU1NSgu7sbe/fuTc+PYx9z3nnnoaamxhlnSaT1R4qiKEogamkoiqIowahoKIqiKMGoaCiK\noijBDLloxB3nJCkcOHAADQ0NuOmmm3DTTTehp6en0EnKCVu2bMGMGTPw9NNPF929s6+tmO7fzp07\nccMNN+DGG2/EnXfeif7+/qK4b/S6/vCHPxTNPUsSQy4accc5SRK1tbV4/PHH8fjjj6O8vLzQycma\nzs5OrF69GtOnTwdQXPeOXhtQPPdv3LhxWLt2LdatWwcAePjhh4vivtnXVVJSgkOHDhXNPUsSQy4a\nccc5SRLF1hBt4sSJeOyxx3DWWWcBKK57R68NKJ77N3nyZJx22mkAgLFjx+K5555DY2MjDh06lOj7\nZl/XmDFjsGvXrqK5Z0liyEUj7jgnSWL37t1YtGgRVq1aVeik5IXDhw+jqqqqKO8dUHz3r7e3Fy++\n+CIuuugiVFVV4cEHHyyK+9bb24tNmzbhwx/+cNHdsyRQEJ9GnHFOksI555yDDRs24IknnsCrr76K\n9vb2Qicp5/T392Pnzp1Fd++A4rx/a9euxbx58xBFUVHdt7Vr12Lu3Lm44IILiu6eJYEhFw0zzsmy\nZcvSX67FRCqVQn19PQ4ePFjopOScYr93QPHcv+3bt2Pjxo1YunQpTj/99KK5b/Z1GYrlniWFIReN\nuOOcJIXOzk4A732Nt7W14cILLyxwinJPsd47oLjuX09PD+666y7cd999SKVSRXPf6HUV0z1LEkM+\nn0ZTUxPWr1+PhQsXoq6uzjvOSVJobW1Fc3MzysvLMWfOHEyZMqXQScoJy5cvR3t7O8rLyzF//nx0\nd3cXzb2zr+3UqVOYOHEiRo0alfj798wzz+DAgQO4++67AQCLFy9Ojy2U5PtGr2v27Nn42c9+VnTv\n3HBHx55SFEVRgtEe4YqiKEowKhqKoihKMCoaiqIoSjAqGoqiKEowKhqKoihKMCoaiqIoSjAqGoqi\nKEowKhqKoihKMP8PaxkhEXr+Xk0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnXtwW+WZ/7+WFV/l+ALFBkpgW7zAQO2aAobi5AdOm03b\npGkJ0zoQqDczdGPY0unQC9smyxToTIF201zAbYFuwaWebWjKXki32UIN61ATnDQkTB0vJM4CIXEK\nMrF8lWyf3x/wah89et+jI1nH0pGfz8yZc/HR0bHO0fnqub55lmVZEARBEAQH+DJ9AoIgCIJ3ENEQ\nBEEQHCOiIQiCIDhGREMQBEFwjIiGIAiC4BgRDUEQBMExIhpJcPDgQbzwwguu7Z9O/vCHP+D222/P\nyHtnO25fl3A4jHA47Nrxs43Zfp7j4+P40pe+hAMHDqTxrAS3mLei8fOf/xxNTU1YvHgxHn/8cUev\n+ed//mfcf//9jt8j2f11fPnLX8bll1+OzZs3O37NwMAAtmzZgh/84AcpHWfPnj244YYbXDvPl19+\nGc3NzVi6dCmam5vR0NCAp556Kqn3mw3puC52tLS0YHBw0LXjZxuz/TyLi4uxadMmfOMb38C7776b\nxjMT3MCf6RPIBMeOHcOPf/xj/Md//Aemp6fxuc99Dp/85Cdx5pln2r7u61//OiYmJhy/T7L76/jp\nT3+Kbdu2YXp62vFr7rvvPtx+++0oKChI+Th5eXmunWd9fT2effbZ6Pry5ctRW1ub1PvNhnRcFzvm\n24MvHZ9nVVUVbrzxRmzbtg0bNmxI05kJbjAvLY2XXnoJV199NU4//XRUV1fj4x//OPbs2QMAuOmm\nm/CrX/0KK1euxOLFi/HTn/4UANDW1obrrrsOP/7xj2OOdc8992Dp0qW444470NzcjDfeeMO4/549\ne9Da2opbb70V1157LTZt2gQAmJiYwK233orm5mYsW7YM//Vf/5Xy//bOO+/glVdewTXXXJNwX7v3\nHRsbwy233IKrr74av/rVr6Lbt2/fjuXLl2PJkiX4zW9+k/J5Kg4dOoRIJIKLL7446deaPk/gvV+/\nTU1NuPbaa/Hb3/42ut10HX/2s5/h//2//4drrrkG99xzT3R7Mv/vW2+9hebmZpw8eRJr167F0qVL\ncfz4cTz++OO47bbbovt973vfw09+8hPs2bMHq1atwo033oirr746xuJN9nPW3Yem68styZtuugkv\nvfSS7edg2q77PO3e13S9AGDVqlXYuXNnUj+QhAxgzUN++tOfWvfdd190/YEHHrB+8pOfWJZlWWvX\nrrU++9nPWsFg0JqZmbFeffXV6H47duywvvGNb0TXd+/ebX3uc5+zIpGItW/fPuvCCy+0Xn/9deP+\nL774onXhhRda+/bts0ZHR60rr7zSeuedd6yRkRHrhRdesCzLsl5//XXrqquuijnfrVu3Wj/60Y8c\n/W9PP/209ZWvfEX7N34c0/u++OKL1kc+8hHrzTfftE6cOGFdccUVVigUsl5//XXryiuvtE6ePGmd\nPHnSuvzyy61QKJTSeSo2b95sff/730/qNQrT53n48GHr2muvtUZGRqzjx49bV111Vcx58usSiUSs\nuro6a3R01JqZmbH27dsX/Uzs/l8T1157bcx98Je//MW69NJLrfHxccuyLGvZsmXWa6+9Zr344ovW\nxRdfbL322mvW0NCQddVVV1nvvPNO0u9rug/tru8NN9wQff3atWutPXv2GD8H03bT52n3vrrrRfnC\nF75gvfzyywk/YyFzzEtLIxwOx7huCgoKMDk5GV1vaWlBZWUl8vLycP755xuP09fXhyuvvBJ+vx8N\nDQ04/fTTE773hz70ITQ0NKCkpATnnnsu3njjDZSWluKqq67C22+/jYGBAYyPj+Ptt99O6X87ceIE\nzjrrLEf72r3vBRdcgLPPPhvV1dWor6/H3r170dPTg2uuuQYf+MAH8IEPfACLFi3C/v37jcd/8MEH\nsXTp0pjpoYceitnnP//zP/E3f/M3Kf2vQOzned555+GNN95AT08PmpqaUFpaipqaGlxyySXYu3ev\n8Rh+vx9nnHEGHnnkEUxOTqKhoQEAkv5/TZx++umor6/H888/jzfeeAN5eXn48Ic/DAD467/+a3z4\nwx9GRUUF6uvrsX//fuP7Pvjgg9FYEP08TfdhsveV6XMwbTdh9766+59SXV2Nt956K+nPWJg75mVM\nY8GCBRgdHY2uh8NhLFy4MLq+aNEiR8eZmZmJ8f37fIk1uKKiIuY8wuEwRkZGcOutt2J8fBz19fUo\nKChIOfvG5/M5Nu/t3peK6sKFC/Huu+9iaGgIv//977Fnzx5YloXx8XGEQiHj8W+77bYYtwzn1Vdf\nxejoKD760Y86/O/ioZ+n3+9HOBzG8PBwzHZ1/nb87Gc/w1133YVPfOITuPPOO7FixYqk/187PvOZ\nz2DXrl04efIkli5dGt1eXFwcXS4tLUUoFDK+r+nzfPjhh7X3YSr3Ff0cvvWtb2HlypW223XYva/u\n/qfMzMwgPz/f9hyFzDIvReOMM85AX19fdP348eMxFoWThz/w3q/ETZs2YWJiAnv37sXJkydTOp9/\n//d/R3V1NR544AEAwL/927+ldBwAOOuss6L+6dm87/j4eHR5ZGQEZWVlmJqawuc//3l8+9vfdnT8\nBx98EL/+9a+j63l5eVi9ejVuvfVWAMDvfvc7fPKTn3R0rGQoKyuL+bV66tSpmIeVjnPOOQc/+9nP\n8Nxzz+FrX/saGhoacNpppyX1/9qxbNky/NM//ROGhobw93//99Ht9KH57rvvoqqqyvg5mz7Piy++\nWHsfmq5vQUEBIpFI9DhDQ0PGz+HSSy/F2WefbdyuYzb381tvvWU8rpAdzEv31GWXXYaenh785S9/\nweDgIF544QU0NjYmfJ1lWbBIJ/nFixfjsssuw6pVq/Dss8/itNNOi/mFzvc3MTU1hampKQDAL3/5\nS+2vWSfHAYArrrgC+/btM1ob9Dh27/s///M/GBgYQDAYxIEDB9DQ0ICmpiY8//zzCAaDAIADBw7E\nWGz8+LfddhueffbZ6PTMM89EBQMwu6Y+//nP47777nP0/+pobGxEd3c3RkZGcOLECbzyyiv42Mc+\nFnOO9DyPHj2K3bt3A3jv3jj99NMxMTHh6P/VUV5ejuPHj2N6ejrq9iwrK0NDQwP6+/tj3DuvvfYa\nTp48iWPHjkXP0/S+ps/TdB+aru9ZZ52FN954A+Pj4+jt7cVrr71m+zmYtps+Tyf3s45gMIiTJ0/i\noosucrS/kBnmpWh88IMfxC233ILPfe5zWL16NdavXx9Nt9Wlmvb19aG5uRkPPPAAnnnmGSxduhS/\n/e1v4fP5sGHDBvzud7/DN7/5TYRCIZx22mnG/TnqvVauXInjx4/jk5/8JF577TVUV1fH7PeRj3wE\nnZ2dWLp0KV588UXb/62iogKXX345du3aFfc3fhy79/3Qhz6Ef/iHf8DKlSvxla98BZWVlaiursbt\nt9+O1atX49prr8UPfvCDmIdFMud5+PBhDA0N4bLLLov726pVq9Dd3W37eh3q8zz//PNxww03YPny\n5fjiF7+IDRs2IBAIGK9LQUEBfvzjH6OpqQnLly/HihUr8OEPfzjh/2viy1/+Mr75zW/i05/+NI4f\nPx7dfsUVV6C5uTlm33PPPRd33nknvvCFL+Db3/42SkpKkn5f031our5nnHEGrrvuOnzqU5/Co48+\niiuvvBIAjJ+Dabvp80x0P/Prpfj1r3+NlStXJp3uLcwxcx56zyHefvvtaKbHY489Zq1bty7DZ/Qe\n//u//2utXLnSmpiYyPSpJM309LT1ox/9yLr77rszfSppY2Zmxjp16pR10003WT09PdHtPIspVbL1\nPkyGt99+21q2bJl16tSpTJ9KTtLb22stXrzYevrpp7V/n5mZsb7zne9YLS0t1kMPPWR7rHlpaaST\nu+66C0uWLMFTTz2F7373u5k+HQDvBfLvuOMOfP3rX8/0qSTNDTfcgLfeegt33HFHpk/FyGOPPRZT\n0b506VI88cQTxv1ffvllNDU14ayzznLkBk2FbLwPnTI+Po6vfe1reOCBB2ISUoT0MDg4iC1btmDx\n4sXGfbq6uuDz+dDZ2Ymenh4cPXrUuG+eZclwr4IgCLnOtm3b8KEPfQif/vSn4/62adMmXHzxxaiv\nr8eqVavw9a9/Hddff732OGJpCIIgzHOCwSCqqqqwdetWtLa2RpMwdIhoCIIgzHMsy0JfXx8qKipQ\nU1Njm3jhep2GZEIIgpAr5Ko3v7y8HB0dHdixYwe2b9+OyspK474pWRqWZWHDhg1Ys2YN2tvbUz5R\nQRAEYe4ZGBjAunXroiJYX1+PxsZGBAIBdHd327aKSUk0kom0C4IgCGas94sjU52c0NbWhs7OTjzw\nwAPYvHkzQqEQjhw5Eu0M0NzcjOHhYbS0tOD888+3HaogpeypZCLt4p4SBCFXcMM9NTMzM6vXO217\nlC5SimkkE2kXBEEQzHgtTpJyTMNppF0QBEEwMxfuqXSSkmioSPv69esxNDRkG2kXBEEQzMwL0Ugm\n0i4IgiDkDimJRjKRdkEQBMGM1ywN13tPSfaUIAi5ghuPSzrUdCoUFham6UycMS9H7hMEQcgWvJZI\nJKIhCIKQQUQ0BEEQBMd4TTSky60gCILgGLE0BEEQMojXLA0RDUEQhAwioiEIgiA4RkRDEARBcIyI\nhiAIguAYr4mGZE8JgiAIjhFLQxAEIYN4zdIQ0RAEQcggIhqCIAiCY0Q0BEEQBMeIaAiCIAiO8Zpo\nSPaUIAiC4BgRDUEQhAzi5sh9lmVhw4YNWLNmDdrb27X7jIyMoK2tDddffz0efPDBhOcroiEIgpBB\n3BSNrq4u+Hw+dHZ2oqenB0ePHo3b58knn8Q111yDJ598Ei+99BLeeOMN22OKaAiCIGQQN0Vj//79\naGpqwuDgIPr7+9Hb2xu3z5EjR1BbWwsAqKurw8GDB22PKaIhCIKQQdwUjWAwiKqqKmzduhWtra0I\nBoNx+9TU1ODQoUOYmZnBvn378O6779oeU0RDEAQhg7gd0+jr60NFRQVqamq0+99www144YUX8OUv\nfxlVVVUoLCy0PaaIhiAIQo5SXl6Ojo4OrF+/HkNDQ6isrIzbp6KiAtu2bcMjjzyCqqoqnHfeebbH\nFNEQBEHIIG5aGvX19WhsbEQgEEB3dzcaGhowMDCAdevWRV87OTkJADh16hQOHDiAj370o7bHFNEQ\nBEHIIG6KRnNzM4aHh9HS0oLa2lrU1tYiFArhyJEjiEQiAICBgQFcf/31uOWWW/CNb3wD+fn5tsfM\ns1wuR8zLy3Pz8IIgCHOGG4/LN998c1av/+AHP5imM3GGtBERBEHIIF5rIyKiIQiCkEG8JhoS0xAE\nQRAcI5aGIAhCBvGapSGiIQiCkEFENARBEATHiGgIgiAIjhHREARBEBzjNdGQ7ClBEATBMWJpCIIg\nZBCvWRoiGoIgCBlEREMQBEFwjIiGIAiC4BgRDUEQBMExXhMNyZ4SBEEQHCOWhiAIQgbxmqUhoiEI\ngpBBRDQEQRAEx4hoCIIgCI4R0RAEQRAcMy9E49ixY7juuutwwQUXAAAeeeQRFBQUpPXEBEEQhOwj\nZUujrq4ODz/8cDrPRRAEYd4xLywNwHv/qCAIQjbi5rPUsixs3LgRhw8fxpIlS9DW1ha3z8jICG67\n7TZMT0+jqqoKmzZtQn5+vvGYKRf3vfrqq1izZg02bdqU6iEEQRDmPZZlzWqyo6urCz6fD52dnejp\n6cHRo0fj9tm5cycaGxvxi1/8Aqeddhr++7//2/aYKYnG2Wefjeeeew5PPPEEXnnlFRw4cCCVwwiC\nIMx73BSN/fv3o6mpCYODg+jv70dvb2/cPoFAACMjIwCAUCiEQCBge8xZtRHx+XxoaGjA8ePHZ3MY\nQRCEeYubohEMBlFVVYWtW7eitbUVwWAwbp9Pf/rTePnll7Fs2TKEw2FcdtlltsdMSTQGBwcBADMz\nM+jt7cVFF12UymEEQRAEF7EsC319faioqEBNTY1WZHbu3IlLLrkEu3btQnV1Nbq6umyPmZJodHd3\n4/rrr8fatWvR3NyMRYsWpXIYQRCEeY+blkZ5eTk6Ojqwfv16DA0NobKyMm6fPXv24BOf+AQAYOnS\npXj++edtj5mSaKxevRpPPvkkfvnLX+Lmm29O5RCCIAgC3BWN+vp6NDY2IhAIoLu7Gw0NDRgYGMC6\ndeuir/3ABz6AV155BQBw6NAhnHHGGbbHlNbogiAIGcRN0Whubsbw8DBaWlpQW1uL2tpahEIhHDly\nBJFIBABw4403oru7G2vXrsXu3btx44032h4zz3K54CIvL8/NwwuCIMwZbjwu9+zZM6vXX3HFFWk6\nE2dI7ylBEIQM4rVCaXFPCYIgCI4RS0MQBCGDeM3SENEQBEHIICIagiAIgmNENISkyMvLQ15eHnw+\nn3aZr9PX2C0r6A2plk3bUllOtI3jtS+I2/DrRa87X+fbncCv+WzSNwV38NrnLqKRYfLy8pCfnx+d\nfD5fzDrdRgVEJzJcXJw+2GdmZqLriZZnZmZiluk2vq4QAfk/dCJBl9V1VBNfp9sUTj5f0zXi03y8\nJpnGa5+5iEaGUYLg9/uj04IFC2LW1UQfHEpMTBMVBvrw1203PUBM0/T0NKanp7Xr09PTMQ9Cy7KQ\nl5cX98Uwbc9ldFYC38Z/KNAfEXxZofts+Tq9TnRS29V+8+l6CKkhopFhlKXh9/tRUFCABQsWxMzV\n8oIFC4wWiG6bnVXA/8YfIHbL09PTmJqa0q5PTU0hLy8P09PTcZYNFQgRjNg5XabX1O/3x83VMh0k\nR+du5MtTU1PRSV0rNal9qXUozB1e+x6IaGQY9ZBQwlBYWGicTA8S3TwVy4GKgW6ZPmjo5PP5ooKh\nxEBZO2o90a/h+YCTmJQSBGptqmW+LVGMim6LRCKIRCKYmppCJBKJurnU3+m6MLd47bsgopFhuKVR\nWFiI4uJiFBUVRedq4m4ru3UlBnRu2qYTAvWA0W3nE/W1cyvGyRfCa1+a2ZAo0O3z+WKuJ7U06fKC\nBQsA6APdunk4HEY4HNYKhs6tKMwdXrv/RTQyDI1pKNEoKipCSUlJdCouLkZJSUnMA0M9VEyTzm9t\n526iIkDX+d/Uw0dZNLoHkDo+j59QvPZFmQ26rDa6nQoGdU1R61O5KukyT3Dgc7pM3Zc6wRBLI3N4\n7bsgopFh6K9L9YBQIlFaWhoz8TiH3bIu9mCKSSgx0M358uTkJPx+PyYnJ40PIPVwomLh8/miy/Mx\npgHo02d1mXBUNJRQ6CaTaOgy5ewEg/9NmFu89j0Q0cgwyj1FHxDKNVVaWoqysjIEAgEEAoG4X5pq\nWbeNBz1N86mpqaj14GSiWVsmC0P9cqUpvep/VXMRDmeCQe8J6rpUogHEioNpnWdbKbek3++PxqVE\nNAQniGhkGJ17SgmGEo2ysjIsXLhQ+2tTPUDopCyNSCRiG8BW0+TkZHQKh8O26zrRoEF1GmjldQJU\nLOarYKi5STy4cNDrrNyW6keFkzocmr2mUOKurj9P4RXmFq99D0Q0MgwNhKuHBLU0AoEAFi5ciPLy\n8pigOH2Q8PXCwkJtQFu3rFxOExMTUWFQy2pOYyX0lzG3MNQDSD2ElFDwyWtfknRgSrXVxTR4IFwJ\nR3FxcdR1qRMNO+FQ26k1qEtkEOYer30fRDRcwuS/pn/z+XzRB4Bp4sKgXBYqfkHz9qlvWlddrOo3\neFYTr+Cm50gDs7xeQOdCKS4uxvj4OCYmJhxVIc+H+gCnlfw+n8/2XuD3BWAvENzS0N2LfF/da+3e\nR5g9XvssRTRcwGkriPz8/LgsKS4WdFk9nGlqrS4rhp6HSTjoPrx9BP/Vy7N5dPGXiYmJ6KSsFJ5+\na7ecy5jEQice9EeCbqIxDcD8wOd/4/eenVVhJ/T82gmzx2ufo4iGC9CHrl0bCL/fb/wV6dTKoO1F\nuDWj5vR8VCYNPVf60KYiw9M/ec1AYWEhJicnUVRUFBP3ULEQu2p0Ps9luEiYAuF5eXlxMSq7dTuh\noMs6S4PD06PtugLw9xFmh9c+RxENF6APXl0LCDrXWRl2xX28VsOJpaHORycYPMbArRK/349IJIIF\nCxZE50owVEaVEgk+UWHgy3w9lzEJhm7SZcWZ6jSAxPUZam5nXfBrYcq0o/tL/GP+IqLhAvSXPW0J\noZsnY2noWkvoYhnqYUEFA4j9RZOXlxdTBczPWQnG1NQUFixYEBNAN9Vw8GVTJo+ugWIuYxfX4pOu\n5sbUj0wnDnZzjun60IQJ1SKGoouBCanjtftfRMMFdKmTvBWEmtOYBrU4dP5sk9VCrQPduXDxoNtp\nhhN3Sen6T9GsK7v51NSU8aE034KqJrHg63l5eTH3i2lZrQP2AqGzNHQBcCA2jkF/AHALdmZmRjKt\n0oyb979lWdi4cSMOHz6MJUuWoK2tLW6ff/3Xf8WTTz4JADh27Bi++tWvYtWqVcZjimi4AM08opaB\nzs1glz3F02kTdbc1PYyUWPBt6iGhBEf5rv1+v7HlCM3vT7ScTDZOLqO7LmqZb9O1xOc/FtSkEwi6\nnIyloa61ZVnRan9dAWd+fn40riGkBzfv/66uLvh8PnR2duJLX/oSPvWpT+G8886L2WfVqlVRkVi/\nfj0uvvhi22OKaLgADyarwj2ac08rfE0WBheORONomGIaAGK6zioXltpGz9VpR1w7UaEPoES+9lwX\nDIVOKHRz/mPAbgKcjaXB17mbkF/jRBX/ibKvhORw8zuwf/9+NDU1YXBwEP39/ejt7Y0TDcX4+Dje\nfPNNnH/++bbHFNFwAZN7iqapKlEwWRo69xRPz9TNdeeiRIJm0tAHt/oFqctssnu4JJqc/Pqdb6JB\nl3XbqICbfhyYXJGA/vM0WXe6HwTc/aT2U9ajFAKmHze/A8FgEFVVVdi6dStaW1sRDAaN++7evRsf\n//jHEx5TRMMFdKLB6xpoda9dBhWd1LET+cjpedBlk9/bZA2YHjaJgtomwXC6novorEDdOnUfcnei\nLqDuBJNQU3GnrfJ1FobqUyXNDb2FZVno6+tDRUUFampqMDg4aNz3mWeesY1lKEQ0XEAXVNYJh1Ox\noMVcTt7btJ6uL3qioKtuX8EeOxGx2+YEk+CbxllRr6F/UynXTooDheRw8ztSXl6Ojo4O7NixA9u3\nb0dlZaV2v5mZGezbtw/33ntvwmOKaLgANelpgFhlpdBfa7zuQWUf6eIDFLuceze/1Or4JqhFo9bp\na4X/w/Q52lmLiV6bzHuZrBY7cRLBSD9ufi/q6+sxPDyMQCCA7u5u3HnnnRgYGMA999yDRx99NHot\n9+3bh0suuSSmjsuEtLZ0Af4rTbUfpw0Bx8fHo5Nqv0FHV6PiQd0IpimbsHsYpupi8TpO//ds+Uyy\n5TzmA3bfayeTHc3NzRgeHkZLSwtqa2tRW1uLUCiEI0eOIBKJRPd75pln0Nzc7Oh8xdJwAWr+UyuD\nt6C2LCum/bWqrLYTDNOvv0QWQLr+LxMmCyPRTS0Pp/cwXddsOA8nfxNSx80ffX6/H5s3b47ZVldX\nh66urpht3/rWt5wfMx0nJsTC3VO0/TTfp7CwEBMTEygqKoqxNGjNgxKPRIIxF8Khe2/TutqmI9us\no7nC6fVJFDif7TnYpWcnOhchvXjtuyCi4QI695SKYfB0RxUYV64rOh63LqahE4ZMCIYJsTBmh9sW\nh3zuwmwR0XABnttOf8VxMVEFfjymQS0NmgqZbb8GddaF2s7x2i8qt3FyzTItGKlmbAnO8dr3QkTD\nJahw6PLelWgUFxfHtRTXBcKdPpjdJJFAiHWRXubq83LTFSYkRkRDiBEMtc6tD1W/obKnaHtxnnZL\nLQ0nYzm7mW7r9H299kXIJuY6LmVaF/GYG7z2XRHRcAElENzCoK0hVOEfHe2OxjR4IJxW8XLhyMYv\ndzaekxCLZEplByIaQlQkgNhW0rTZmxKPkpKSOEvDlHarxIIuU5eRfNGF2SD3T2YQ0RCiN4ESCd4Z\nVM19Pl+Me0pXp0FjGlQseNuOufjCO0mxNW2XfdO7b7oRwcgcIhqCEV5PQeMcqsUIrRgfHR2N9qJa\nsGBBnHuLL9NtXKASzZ3iNGiaTOqo7Jv8voKQKUQ0XEInEHwOINpBVIkGFQzVqLCgoCBuGFY+tgLf\npiwb0ySdSgUhOxBLQzCiq9ymGVWRSCTO0lDDwvp8PuOobrqJjrOhG3tDhu0UhOxAREOIg4oEtzRU\njyrunhobG4sKhrIc6BjRfLxotcyHcKWT2g7AUequIAjuI6IhRNGJBV3mtRtKNMbHx2MEgbdRV2JC\nl3lzQ5rWq5YVtJ2JIAiZxWvfQxGNOUQnHDymoUSDjpIGINqnSo29oeaRSASFhYVxleN0vG+/P/Yy\n27UjEQRhbvGaaDjyUezduxdLlizBzp07YVkWNmzYgDVr1qC9vd3t8/M8/Iagv/BNlgaNaYRCIQwP\nD+PUqVMYHh5GKBTCyMgIRkdHMTo6GjMmhy5tV9ctN1vH4RAEIftJaGkMDg5iy5YtWLx4MQCgq6sL\nPp8PnZ2d+NKXvoRPfepTOO+889w+T0+jq6WglgaPaSiXlELtEw6HUVRUFFM1Tl1S6j2o+4nXVfBC\nQUEQMovXfrwlFI3q6mo89thj2LZtGwBg//79aGpqwuDgIPr7+9Hb2yui4RBdYZwue4oW8NHBnHSV\n4lQYaLYU307/xl8nCELm8Nr3MOmYxtDQECorK7F161a0trYiGAy6cV45j65OQ2VJqb9TK8Q0qp9O\nNPLz8+MEg//NazeqIOQqXvsuJi0aMzMzOHToECoqKlBTU4PBwUE3zmveQIVB55JSFkZhYaF2CFiF\nEgRVpwHoBYMPHysIQmbx2vcwadEoLy9HR0cHduzYge3bt6OystKN85pXUDcUHemPF9/RFFr6Wj5G\nRzgcjknLVem7fJuaU3EBYsVG9zcT8ykjK5U2LYlasCT7+Tl92ND4lrpX6D1D7zuaNEF/oEgChXt4\n7fNMWjQx9T0aAAAgAElEQVTq6+sxPDyMQCCA7u5u3HnnnW6c17yBf5HpF5g+rFXtBV3XxURUMN1U\nCKibaLyDTrrtFNMDcT6Ih5MWLTqxpXOVDOHW50UfRupe4T8y6P1D7z36N/o63ihTmH84Eo22tjYc\nOHAABQUFWLVqFUKhEFpaWlBfX4/a2lq3zzGn4b8AqWDwfbhocMGg/at4tTitGufLvAhQt04LBNPd\nBNGLJGrTwrcBiBMSSrqsDN12bmnw+00sjczitc/TkWhIPYa7UAHQNRNUf9ftz62MiYkJFBYWRgWB\nTnwbFQ21TbdM5zo3llrm23IZ2lGYT/Rv1JowufyA9AitriZIzXUuKioO3MoQ0Zg73Pw8LcvCxo0b\ncfjwYSxZsgRtbW3a/Z577jm0t7djamoK3//+93H++ecbjykV4RlG90XWuaCoaFALgxYFqkrxgoKC\nOMGgYsC3JbJI6NwU+9CtU2i/rUTbs31fAForTC2rURpVphp3WVE3n67NTCpwV5Tu77qYBv/x4cTa\nML2HkBpufpZO6uoikQh+8IMf4F/+5V9QUlKCcDhse0wRjSyABsLpNvVFzc/Pjw75qlJ0qUuKB7q5\nBcHbp/O5XZDcLmhuFyzPdWuDt6Kn6/RXuRIS5V6kHYaB9AyiZRIM/oBP5Jric5OVIYKRXtz8PJ3U\n1e3fvx+XXXYZSkpKAAAFBQW2xxTRyDDqS8wfGjzQrR5G9Beh3+9HOByOsw50422YJr/fH7VOqKXC\n+1yp5USiQX9N0wci/SWtW/bavtxyUz2+eCq0eg21LqhwpGphmCwh+p5qnkz2lFMXlZA+3Pw8g8Eg\nqqqqbOvqjh49infeeQetra0488wz8d3vftdWOEQ0Mgz9MtNt9MHi8/livsj5+fnRYkBTLIK7Tvic\nLhcWFkYHfFITXVfLKkDPs4NM67mMEmr+cOXNIU3Qqv1UHhomF5RurpadiIdTwRDh8AaWZaGvr8+2\nri4cDiMUCuHnP/85Nm3ahN/85jf44he/aDymiEYWQLNa1C9PZX3Qh7AqAjRlOJlEwhSkVetFRUVx\nkxpmtqioKMbXzbOCeNbQfBENJRhqDBPdr3AavzDFTGb7EDYJRapBcF2DS3FPuYubn6eTurpAIICr\nrroKAHD55Zeju7vb9pgiGhmGfrm5i0TNafA1UR2FbrtuP7qtuLgYJSUlKC4ujk6Tk5MoLi5GOByO\neZDYiQQ/di6je7BSTG46NacuyXQ/NEzCwWMaToLg4p5yHzc/T11d3cDAAO655x48+uijyMvLQ11d\nHX70ox8BAP785z/jnHPOsT2miEYW4PTXppPgs85llMg6KCkpwfj4OEpKSlBSUhLX54oWeelExyRS\nuYzuV7iCfh4quYFaXuoapPsBbBcEd5I9xWs1+H5ibbiDm59lc3Mznn76abS0tOCjH/0oamtrceDA\nARw5cgSRSAQFBQX4q7/6KyxatAhf+MIXcPrpp+OHP/yh7TFFNDxEMjcXdW8BscFdGoC1LCumzoMO\n/kQfdOrBoRML0zavYnfu6m+6XmB0H9rri4o5f/Cm44Ghi13QZTvrQmXgqeuvfizQ9vt2Pc+E2ePm\n5+n3+7F58+aYbXV1dejq6orZdscddzg/ZjpOTMgMPNvHBI+P0HXLsmIeIKo1O31w0n2SsWC8ChcN\n3TrvNkzdTUowVDYVd1VxsUiHePDj6sTJ5I6igkFFwyQYYmmkF699liIaHsUuJdQO/ss3Ly8v5uFh\naojI+2HZZVB52dLgbiTdNvWZ8V/eytry+/0x8QAq1jTG4dbD1yQYpjgGtzboNtPIj8L8RUTDg+iC\n5nZfZLW/aeKddenruCvD7jhcSLyILgFBN1fFlvSzpRYGzaqigkGFI53Whd1EA+A8fqFzT1ErxC6T\nSkgPXvssRTRyACoiXECoFULXdaLB/e70AaMqz+1EQxeg9xImwdAlG+gC37SnF3frcNfUXFsbPKjN\nhYGLhq5uQwTDHbz2eYpoeAw7gTDty5f5g9Dn8yESiURfxx8skUgk+jCkrzc9UL0oGIA+O820nX7u\n3MLQxTtM4pFO7OIa1DVFK7+plaFiWqY6DrE03MFrn6WIhofRiYLuBtQJDXe10H3VQ8Lv90cFw0mX\nW10MwEs4taCUC09nYaiWK4mK49KdPaUTCr5usjS4e4rHP/iy1x5y2Y7XPk8RDQ+iC3wnIxhqfzWf\nmpqKebDk5+djamoqrk8VDXAnmnsNp2JB12nrlgULFqCwsDCuGJI/sN3KnlLHocczWRqmuIYSDS4w\nic5fmB1e+yxFNDwKf/g7cVNxPzz9Ow2U2lWT89c6WfYKdgLBs8N0Fobq00WLIvnDNt1FclQo+DyR\ncJgsDVMgXQRDAEQ0PI/TLzDfj4uGLhVX59PnrzUd04tQcUhUg6JaytMuwUVFRTGV9IkGMXIjpqHm\nyQiGGpNFCYdJgPg2IT147bMU0chREt2IXrtR5wK7nlrc4uIWhnJN6UTD7hd7Oq0NtWwSD6eWhjC3\neO27KKIhCATugjJ1CFbWhW4ALD62CR/0irv/UrXQTEFuXW8pGcY1e/Ha5y6iIQgEKhh2LeiVaNCJ\nC4iam8Y5cUs4lCjQOW8JQq0gyYjKLF777EU0BOF9qJWhG8aVWgx0REMqElwwFixYEDdAVroEQ6Gz\nNHR1FnaWhpA5vPb5i2gIwvvogt18WFc12Vka1D2lRMOUvjybgkhdbMRucCUntSOCkAgRDUEgmASD\nigANgCcSD2qp0OPyNOZUMcU0TIIhAytlH1777EU0BOF9eBCcCwcVBDvB4MJhN+xuuuIZdtlRTodx\nFTKD1z57EQ1BIHDRoNYFjVskCoLTyVQoma6uwNzScOKe0jUg9NrDK1fw2ucuoiEI72MKhHO3lN3E\nBUN1BtYVCdLlVKHZT07cU7yflLinMo/XPnsRDUF4H7tAOBUMVcznRDBMnYFN1ffJYOea0rU/TxQI\nFzKD1z57EQ1BICRjaZjEgwsIPbbdPBVMcQ0+JoZJOGjKrdceXkJmENEQhPdxEgjXiUWiqnCn750q\nOteUrqhPqsGzE6999iIagvA+dkFwKhhFRUVR0eBZUjRTKhW3UzIPEB67UP2jJicn4+ZjY2OYmJjA\nxMREdLuuR5Yw93jtcxfREASCGieDWhncwlCiQa0N3iokHZXeHP5w4QMqKYFQExWJsbExjI+Pi2hk\nIW5+7pZlYePGjTh8+DCWLFmCtra2uH2OHTuG6667DhdccAEA4JFHHkFBQYHxmLOrLBKEHEJnaZiC\n4Nw9xYv4UinaMz08dO4jXgFOO9UqwRgfH8f4+DhGR0ejy0ow+GBRIhqZw9T52OlkR1dXF3w+Hzo7\nO9HT04OjR49q96urq8Pjjz+Oxx9/3FYwABENQYiiS7ml7ieTpcGbEqazp5Su7TkNevMW51w0xsbG\nohO1NJTI0DiHiEZmcFM09u/fj6amJgwODqK/vx+9vb3Gc3CKiIYgvI8TS6OoqCgupsF7TNGYRrrQ\niQdvfW4SDWVp2MU0JBiemwSDQVRVVWHr1q1obW1FMBjU7vfqq69izZo12LRpU8JjimgIAoFaGrpe\nU8rSoMLBYxrpEAwuEmrOt3PBMImGsjRUvENiGtmDm5aGZVno6+tDRUUFampqtPufffbZeO655/DE\nE0/glVdewYEDB2yPKaIhCO/D23yYCvu4YFD31Gwyp3T78xoKU0GfEg4aANeJhs7SkBbpmcVN0Sgv\nL0dHRwfWr1+PoaEhVFZWGvf1+XxoaGjA8ePHbY8poiEI76Me9KbCPh7TcJJymww6gTDNeUzDFAin\nMQ0lJqZAuJAZ3BSN+vp6NDY2IhAIoLu7Gw0NDRgYGMC6deuirx0cHATwXjZeb28vLrroIttjimgI\nAsFJCxEeCOfDuqY7ngGYhYPWaejcU7rsKRoIF/dU5nFTNJqbmzE8PIyWlhbU1taitrYWoVAIR44c\nQSQSAQB0d3fj+uuvx9q1a9Hc3IxFixbZHlPqNAThfRIV95niGUo4dIMspQoXCd02XqdBLQ0lEso9\npYREYhrZh5ufu9/vx+bNm2O21dXVoaurK7q+evVqrF692vkx03VyguB1eMptojoN7qJKd8qtgv6i\n1KXc0joNWthH3VNULKhoSMqtkCwiGkLOQxsD6poFqklXuGc38SrwdIz7TQPcdsvT09NxNRg8rZZO\nSiSUdcGbF0rKbebw2ucuoiHkNFQUTGNaqHVuRTjpYptu4aAWBB9Qia+rrCiTcFDxUK4r6pLibdKF\nzOC1z15EQ8h5dCPm6SYqElQsdB1tTWOAp8vSMLU1p+tcLEyCobMyqHA4DaoK7uC1z11EQ8hpeHCb\nZkbRbX6/P866sHNTUSvDLUuDptLSZTVRS4MKB82SUpPTAZmEucdrn7uIhpDT6PpJ8S62aq5zS5mE\nQwXI3bQ0aEYUrfhWy05dU6omQx2TzunYGkJmENEQhCzCVOWtm5KJZ/DXumFp8II93vp8dHRUa23o\nhIPGQvgkloaQDI6K+/bu3YslS5Zg586dOHbsGBobG3HzzTfj5ptvRjgcdvscBWFWmAr2nIz7nUog\n3A1Lw9RPymlMgwbBJXMqu3CzuM8NEloag4OD2LJlCxYvXhzdVldXh4cfftjVExOEdMCHcKXWAR+i\nNZmsKZ2ri1o06Yxp6Kq8JyYmbIWDxzRoyi4f7lWEI7N47XNPaGlUV1fjsccew5lnnhnd5rV/Upi/\nmMb8phlQpqI9PqeWSTZZGny8DG5tKEtDVwUuhX2ZJ+csDR2q9/oVV1yBr33ta+k+J0FIKzr3lBrG\nlQpDMoFwalHo0ndTFQ67cb+5aNhlT3FrA4ivLDdtE+YWr33uSYuG6r0+MzODW265BQcOHEBdXZ0b\n5yYIs4a7p5xYGnYxDmVl6AoFecFgKiRjadCW5zpLg8Y0hOzFa6KRcpdbp73XBcEteEW3yQ1Fmw0W\nFxejuLgYJSUlKC0tRVlZGcrKyrBw4UKUlZUhEAigtLQUxcXF2hH6uCXBrQqdYKTicqBjZXDLgxfp\n0cC2BLcFt0laNJLtvS4IbmASC1p3YRINJRiBQACBQAALFy6ME42SkhIUFxfHiUZ+fr6xFUmqgW/u\nIuLBal4JrhMPXqgnwuEdcjKm0dbWhgMHDqCgoADT09Oorq7GggULsHz58oS91wUh3fAHtam/VF5e\nnlE0TFMgEIgKBrc0dHUYiSbTl1q33YmlQUXDZGWIYHgLr10nR6LR3t7u9nkIQlKY4gl8bicapaWl\nMRMXFDV2hsnSSMW64A8Ium4nGHYuKi4YIhrewmvXSSrCBc+ic1FRSyA/P187gFJxcXGMe0ot05iH\nWtbFNHSikYqI6ATDztrgLipTL6lMuy+E5PDaNRLREDyHXQCcr9NMKF1MQ8UxysrK4oZy5QMt0VoM\neh5qmZ6fDi4SfJta5/EMnWuKD9dqsjaE7Mdr10lEQ/Ak3BXFu9aqB7xdIFwJhwqC27UO0Vka6jwS\nzU0uKVPNhEk4qHhQwbAr1vPaA0nIfkQ0BM+RKNWWTrwOg8YtlIWhUm75WBl83Awe06DnQ+cUO4Hg\n82QC4U7SbUUwvIHXrpOIhuBJnNRoJEq5pS6qhQsXajvX8nX1Pvxc7NZNmITDlHIrgfDcxGvXKeXi\nPkHINIkEw0mdhhKM8vLyuOI+mnZrlz3lNJtK5zLi22idhS5zyq5OQ4TDm7hZp2FZFjZs2IA1a9Yk\nzILt7u7GhRdemPB8RTQEz6F7UJsGWDJlTyn3lK64j6bcKsFIlD1lOk8TvKCPu6YSZU+JYOQObopG\nV1cXfD4fOjs70dPTg6NHjxr3ffTRR3HGGWckPF8RDcGTmNJtddYG70SrG+5Vl7Jr6iXltLBPYRfg\nNmVF0RH66Kh9dEAm3djfUuDnPdwUjf3796OpqQmDg4Po7+9Hb2+vdr/f//73uPTSSxEIBBKer4iG\n4Dl0VeB2gsGHdjWNfaETiVTbg3CoaJiyofhEhYJPusGVdFXhwvwmGAyiqqoKW7duRWtrK4LBYNw+\nlmXh5z//Of72b//W0T0jgXDBs9hZGrwPlRMLw0l8Yjb9pXSDIHHLg4uFzspQgqFrXqiEQzKovIOb\n18iyLPT19aGiogI1NTXR3oGUp59+GldffbUjKwMQS0PwKLxOg9do2LmleA+pZHpJpUqiKm+dpWFn\nbeiEQ/pPeRM33VPl5eXo6OjA+vXrMTQ0hMrKyrh9/vznP+P555/HTTfdhLfeegu333677THF0hA8\nh+5hbrI0TLEMU/xCd/zZogtw02I8XV+pRO6pcDgcV9zHYxozMzOzPnfBfdwU9vr6egwPDyMQCKC7\nuxt33nknBgYGcM899+DRRx9FXl4evvnNb0b3b25uxpYtW2yPKZaG4EmciAWvteDV4rqutW7FNXhM\nY2ZmxmhlmFxT1D1lCobLmBrew01Lo7m5GcPDw2hpaUFtbS1qa2sRCoVw5MgRRCKRuP2d3OdiaQie\nxUlVeCL3FJ3UMXXz2aDLnjJVeVMR4Mt8vG9qVejaiIhgeAM3r5Pf78fmzZtjttXV1aGrq0u7/zPP\nPJP4mOk4MUGYS5y0EbFLt7Ubz9tONGYrIE76SelSbk3Whim4Tl1hIhxCuhHREDyJ05iGzsowiQc/\nvt16sqQ75TYcDseJA4+diGB4A69dJxENwbM4aSOiszZMxXz82OnClHJrGsLVScrt5ORkzLHVsmmb\nkL147RqJaAiew2Rl8LHCTa4pU3Gf0/dOBVNMQ5c15dTaEHIDEQ1BcAn1wKbCoPpC6fpL8aaDamwM\nXZvzZMWAf9F1X3y1TYmCKQOKrodCIYyMjGBsbAzj4+OYmJiIq/r22kNGsMdr11NEQ8hK7NxF3Jow\njc5nEg7asVbnmkoGnWuIz6loTExMYHJyMioIalnNh4eHMTIygtHRUYyNjUX3UXUZUn+Re4hoCMIs\nMGUr0WwmPjKfrv05FQ4uGLMVDVPswLRM24MocTBNytIYHR2NERaxNIRsQURDyErsUmC5pWFyT5WW\nlsa0OKfuKV7YNxsSFV9RS2NychITExMYHx/H2NgYxsbGolbF2NgYRkZGtJaGEg1pRJh7eO16imgI\nWYNOIBKJhhIM05CuytLQjY0xG/eUSSB4Ciyv/KaiMTo6GjOpWIYSDBrToG1DvPaQEezx2vUU0RCy\nCpNg0CC4LhCuG2SJxjWUoJgC4amiEwwqHEo0lGAo0eCWhXJLKTeVEg0V76DuKYlp5BYiGoIwS3SC\nQSdewEctDS4c1NKgMQ2agjubNFo154JhanmuszRCoRBCoRCGh4ejf6cTD4R77SEj2OO16ymiIWQt\npvbkppTbgoKCuEA4dU2pfejQrbwSPFlMlgYv4lN1FzpLQwmGEg3aZ4q2QBf3VG7itespoiFkBU7H\ns9AV8Omyp0pKSlBaWhrdruZKMNyMaeiGdNVlT6n4xcjICIaHh3Hq1Clt/ynexVbcU0ImEdEQshon\nlgZ3TRUVFUVjGsqyoFZGutxTQLx4mJoS8piGck9RS+PUqVNxo/DxdXFP5R5eu54iGkLWYRrPgouG\nTjhU9pSyNmi2FF1ORyCc12Uk656iMQ0lGro257wFutceMoI9XrueIhpCVkDFQDd8K90WCASi7ide\nwKcr4tMNwqTrOZXMl5cKAu0hxZenpqaiqbO0WC/RUK26TCyvPVwEZ3jtuopoCFkBzYrio+7xBoSB\nQACBQCBGNEzCYWpamOyQrrpeU7zhIK3HoMsq6K0EwyQaprExkh2tTfAWXrueIhpCVqAsDeVGou4k\n7mKigmFnaejEx9Td1vTFNTUi5Om0uu60apkW6lFLQ6XRUkuDHluEYn7gtWsroiFkBbomhKaJWxq6\n1Foe8DYNvmSyNOy62NLBlKhFYRplT1kZXDCopUFrMEyuKREPIRsQ0RCyAhrT4IFtlRmllk2uKV09\nhik2kqprihf06VJq+UQbEvKYhi6eoav94Och5A5eu64iGkJWoGIaNBuKptBSYSgrK4sKR2lpqbZV\nCC3gSzRaHxcOk0jQbVwweEotnWjzQZ21wd1TEseYX3jt2opoCFmBydLgLUFKSkq0gmFnadCiQL5M\nhcPkktLNaR3G1NRUjDtKZUrRrClqZdgFwrlIiIDkPl67niIaQlZAA+F0YCVVqKfcUUosTIFwXasQ\nWt/B6z14INzJ3NTBVicaNHOKWxo0nsFFg74XXxZyCzevq2VZ2LhxIw4fPowlS5agra0tbp/Dhw/j\nO9/5Dvx+P8444wzcf//98PvN0jC7xjuCkCb4wEo6S0MFwKmloUu5NdVp6NxTTuIaOhcVtTRoxhR1\nTynB4B1reSCcVo7bpdvycxByAzuXpJPJjq6uLvh8PnR2dqKnpwdHjx6N2+eDH/wgOjs78Ytf/AIl\nJSV46aWXbI8ploaQFfCUWyUatI9UIBBAWVlZnLvKzj2ljk3fRzenmOIYak7TYu0sDT7AUqKUW9VT\nypTmKwjJsn//fjQ1NWFwcBD9/f3o7e3FeeedF7NPYWEhgPfusaGhIVRVVdkeUywNISvQBcKppaFE\nw87ScFrYp4tnmLCLL/DiPpN7KpmYhqTZzj/ctDSCwSCqqqqwdetWtLa2IhgMavd74YUXsHz5cpSU\nlOCCCy6wPaaIhpB2TF1peWdanlrL6zFoyi1PvTUJg871lGhS8HgFD3abajJ0GVM0npGofYg0IZzf\nuCkalmWhr68PFRUVqKmpMe7/8Y9/HL/73e8wNTWFPXv22B5TREOYFU7bmJsEg4oDTbGldRl8osJC\nh25NV9daXZdamlpLRYPWY+gC4KZqcJ11IcxP3BSN8vJydHR0YP369RgaGkJlZaXt/osXL8bBgwdt\n9xHREFKGxwqciIZJMJKddJZGoirvRJgsDZ2VwYv5uJXB3VNiaQgm3BSN+vp6NDY2IhAIoLu7Gw0N\nDRgYGMC6deuir3399dej8bR9+/bFxTw4IhpCStiN5W0a+yKRpeFURGh2lGlQpdm0O1eiQVuTU9HQ\nuae4eNiJBrU0pNW54KZoNDc3Y3h4GC0tLaitrUVtbS1CoRCOHDmCSCQCAPjTn/6E6667DjfeeCN8\nPh+WLl1qe8w8y+U7djauAiE7MWUg8Tl1GdE5X87Pz8fChQujU3l5ecw638YHVbJbdgoNbJsm+qBX\n41+cOnUqOlSrWubbuXXCGxrSZSG7ceNx+ZnPfGZWr3/66afTdCbOkJRbYVbYWRzcPUW7zfJtNKah\ni3FQS0PX/VbX9jwVuKXBx8ZQEx/H2+SaGhsbi7FQ6DHEPSUA3kunTigahw4dwr333ou8vDyce+65\nuPvuu/GP//iPthWGQu5jckvRdT6et26sDDUlE8+g7dNNMY1U4PEMJ9lTOtcUd0/R1/Nl2m9KmJ94\n7donjGmUlpaivb0dHR0dAICHHnooYYWhMH9INDQrtyhoHUaiYLjd36ilYRpgKRXsUm512VO6YDi1\nNuy626p26GJpzG/cjGm4QULROOecc1BWVgYAKC4uxrPPPoumpiacOHEiWmEoCIB+LG9ubdDBlLgo\nJBMIN2VP8Z5SyeC0RoO3DVGCwYVDV6cxOTmpbYkuojF/8ZpoOI5pRCIR/PGPf8Sll16KyspKbNu2\nzbbCUMhNnBbM6QSDWxq8wI/HLnTxjcLCwoTjiM+2TsNOOBJlTuliGtn65ReyA69de8ei0d7ejpUr\nV+LNN9/EoUOHohWGg4ODbp6f4AESiYeuTsOpi0o38aaDqTQh1OFEMEzuKbs6DUHIJRyJxsGDB7F7\n9250dnbihz/8ITo6OrBjxw5s3749YYWhkHvwB7Xu4e3z+bQ1GKZ5WVkZysrKYvpJKcuCZkhxcUjU\nR4r+iuO/6PjfeA+pcDgcE4ugLqaRkRGMjIxE3U8615MqmBIEO3LO0giHw7jrrrtw//33w+fzob6+\nHsPDw9EKwzvvvHMuzlPIEnhWlF0NhhOXk5rThoRKOGifKVPcQtdHyiQcujld1jUe1E3j4+MYHh7G\nyMgIRkdHozELXrjntYeBkBm8dp8kFI1du3bh2LFjuPvuuwEAra2t0QrD+vp61NbWun6SQvbAYxa8\n7oKu82Fa7SY6yBK1NJT7SlfxbcrcUnBLgscP+DadaNBANu1YGwqFom3PaaBbWRoS3Bac4rX7JKFo\nrFixAitWrIjZ1tzc7NoJCdmNXSNCPlHRUO3L6YBJyppQ22ibc+6eUqm1OreUXQwjUfCZtiI3DdtK\nmw+qSbmnuKVBB1Xy2sNAyAxeu0+kIlxIGlOAm8+pANBBk/gASko8aIYUH1QpkaVh1/IciG9GyAVD\nDagUiUS0HWtHR0e1k52lITENwQkiGkJOw4v2eBNCmk5Lh2rl7ie+zGswdN1seetzJ5YGoO9eq1vW\nDduqBENZFmrSDbBEC/fE0hByFRENISl07ilqXSh3UmFhYYyVQYdsVaPu0YnXbvB1KhrqPNTcFNMA\nzCPv0VYhtJOt3bCtoVAIoVAIIyMj2gC5xDSEVPDafSKiISQND4SbWoNwS4NnSKkU20AgYIyLKLHg\nMQ11HnZzip1YmESDu6dGRkYQCoUwPDwc17CQ1m2IpSEkg9fuExENISlMgXDd8K1UNEpKSmLG+FZ1\nGWVlZQgEAsa26XyZWxp2ywpdLIMLhhINXddaGvhWosFbmtN1iWkIySCiIeQ0vNJbZ2noBINaGgsX\nLkRZWVl0XlZWFpcRZbesO6dE2AkHb0qoi2ko95QaL0PXtZa3PPfaw0DIDF67T0Q0hKSxaw9CRYO7\np6iVwQdZcuMc7dJsk41pcEuDWilUfOg2rz0MhMzgtftEREPQovv1rrKmuHWh3FG6egtaAc4L9Xg2\nlFOSbQ2SyCpQk6q7oFlRtD0IbxGi5jQLSxoQCrmOiIYQRRcb4NsSWRbKHUXrMXhlty59NlkStQRR\ncz5qHo1B0O3hcDhGNMbGxqJxDRXg5qJhEgx+joJgh9fuExENAYB9JhJd5i4pU+Db1HiQDpqUSjda\nu1bDghYAABQXSURBVNYguvRa6nKi3Wl1y9zS0A2cpBMMnZXhtQeBkDm8dq+IaAhRdDUPfF1naRQU\nFMS1CuGCkahQLxkStQPRVXmrSm86BgZPmzWJBq2/oEFuXhwogiGkgtfuFxENIQ671hw0psGrt3nG\nlM49pUQjXeN569qC0DkPbtNR9viIe9Q1pbM0VF8pbl3w91XnJwhO8Nq9IqIh2A6gpBtQyWm2FA+G\n6yyN2aBLoXXSGkRlRdH5xMRE3BgZupbn1NKws3QEwSlu3i+WZWHjxo04fPgwlixZgra2trh9Dh06\nhHvvvRd5eXk499xzce+999oec3bfWiGnSCQYujRbXpfBRYM2HjSN6Z0syaTQ8iFa7Sq9nbinkolp\niHgImaarqws+nw+dnZ3o6enB0aNH4/YpLS1Fe3s7Ojo6AAC9vb22xxRLQwAQH/jm4kFH5NPFNHTu\nKd2ofTQQnq7xvHVV3na1F7ynFHVJOXFPTU9Px70/XReEZHDzntm/fz+ampowODiI/v5+9Pb24rzz\nzovZ55xzzokuFxcXY3R01PaYYmkIUeyEg1oaujoNk3tKbecxjXSk3Nr1k7Kr8qbiwDvYmrKnqHuK\ni5MpEC8ITjBZqU4nO4LBIKqqqrB161a0trYiGAwa941EIvjjH/+ISy+91PaYYmkIMZjEQtfZlgfC\nedsQapHw5XRnT3HxoO4p3cBK4+Pj0fYgSjCU64oGx3Upt8rSUOfCz00QksHtmEZfXx8qKipQU1OD\nwcFB477t7e1YuXIlysrKbI8poiE4HtQoGUujpKQkJn7Bl1Ot0+DYWRk6S4P2lOKWhvo7nXTCIY0I\nhXTipmiUl5ejo6MDO3bswPbt21FZWand7+DBg9i9ezc6OzsTHlPcU0JMnEIJgLIWVJ+oiooKVFZW\noqKiItpoULU4VyPv6TKkeIdaHmBPlUTBcCoauqA4FxJau2Eq5hMrQnADN91T9fX1aGxsRCAQQHd3\nNxoaGjAwMIB169ZFXxsOh3HXXXfhe9/7nqOMRhGNeYjOglB1F9TNpJoLKsGoqqqKCkd5eXlUOHg9\nBs+Scls4nFgbvIUIHf9CWRRUMLg7SmIVghdpbm7G8PAwWlpaUFtbi9raWoRCIRw5cgSRSAQAsGvX\nLhw7dgx33303br75ZvzhD3+wPWae5fK3YLbuByF9mJoQ0gwnu+XCwsKYlua6Fueqa20gEHA0PoZa\ndoplxTYh1E20ent4eDg6qQ61dP3UqVPREfn4+Bh8ohaIMD9x43HZ0NAwq9f/6U9/StOZOENiGvMA\nLha8CSF1TxUUFMRkPak4hVpW1gcdgY9bGsrKUKLAg+npsDIA+wwq7qLSNSuklgatxeAtQ6TVueAm\nXruvRDTmGVwwdO4p2q2WtwVRbis6sJKp6luXfZUu4TC1EeHjW3Dh4MV+VDh0Aynp2oYIQjrx2j0l\nopHjJGp3DiCmwptmQClLQg2gpARCJyi8my21MGj6bjpjGXTZrk6DWxq8y62yNKhQ8EC6WBqCW3jt\nvhLRmCfYtT6nlobqWEuzp+hY3tRVpZZNlobdsK2ZcE9x4eDZU7rR93QDLQlCOvHaPSWikcPYCYWa\n85iGLnuqvLw8GuCmQXHdRFuF8AwtAGkTDpN7yolrypRBpRMeXX8pQZjPiGjMMxJZGnZ1GuXl5VFr\nRIkDXeej85kGckpXRp1dl1tdnYadYExOTsa1A9EtC0K68dp9JaKR4+jiGHYDKylLQ8UxlKWh6jNo\nKxD1Gt3c7/fHvZ/dcjIkah/ixNLQuadMzQf5siCkE6/dUyIa8wjTL36TpUFFo6KiAlVVVTGt0Wnh\nHl93WnvhdlW4rn6DB8KVeAhCJhDRELKCROmutAEhrezWDdOqq/C2S6FN1gXFf9Hr2iTQddNwrXzZ\nNISrrk2IIGQKEQ0h49DmgomsAr/fH63gNvWSosFtKjY60UgVnaVgyorSNRY0TXRwJS4akkorZANe\nu/9ENHIA3cNaPdhNMQc6580H1Qh8piFa7fpIzSZOYSrO4+t8nG8+1jedh0KhGEtDNxKf1760gpBJ\nRDQ8jqmfFG1jbsp0UttoHQZ1T/EGhE5agqQqHFQ0dN1p6TIdgY+KhG4bH/ebj/mtrBdByBRe+9Ei\nouFhEvWUohlOprqKoqKiGEuDtwWhMQ2dhcHXU4W6onjgmnadjUQicQKhBlbSbadDuqptfGwMr31p\nhdzCa/efiIZHsUtdpZYGHShJV82tRKOsrCzqnjKNj+FmlTe1NHTjXtC5EggqFGo0PrpdbaOTskLE\nPSVkC167/0Q0PEiiugede0pZFbreUaomg7qnaExDFezxKm+daKQKd0/RegqeKaUTAp1AqBgGd1vx\n7CmvfWmF3MJr95+IRo7AH9jU0uAj8uk61dLJLqahi1/MJt1WwS0NVU/BA91qHG8Vo1ATX1fbqNjQ\nZcmeErIFr91/IhoeJlETQpOlQTvX0voMOnH3FO0nxd/L1D03GVQNBm/5QUfWo3EKKhRqvG++PD4+\nrh1Yicc0JBAuCM4R0fAYTh7MdjENXfda5Y7Sda3lgfBEwfdU4Q0HqaVB4xZKEGgarQp265Z1Y2Tw\nda/90hNyC6/dfyIaHiVRB1vVGoRmT1FLQ7UIWbhwYcwofUosTHUayZxbMugC4dTSoFaEmpRw2C3r\nWp3zbV770gq5hdfuPxEND2EXgOYZTVwI7Cbe1ly5ovhASsmKQTJfBp2lYddckMYpuAuKWhGmMTF4\nmxJByBReuwdFNDwEr4swTfn5+TGptaZUWyoatOCP95lKVytzO3j2FHVR8YA4DYpTweDDtHKx4IJB\n31sQMoXX7j9fpk9ASA4e5FaWAQ12J7IqTKJB255TS2MurAzaqdbO0uCCwS0NbmXYiYZYGkI2YGrU\n6XRKdOwNGzZgzZo1aG9vN+63d+9eLFmyBDt37kx4viIaHoJ3p1UWgbISaNyCWxjJuqd4BfhcWBu6\nluZKDHSptzrB4GNp6BogimAI84Wuri74fD50dnaip6cHR48ejdtncHAQW7ZsweLFix0dU0TDQ9BB\nk9TELQ0n1ga1OLJFMGjKLXVP2cU0VGU3tzJ08Qw+yp8MqiRkC25aGvv370dTUxMGBwfR39+P3t7e\nuH2qq6vx2GOP4cwzz3R0vhLT8BA6S0M96OlUUFAQkz7LJx7boDEMPp8r4UgUCFdWBu1Ua3JPUeHR\nDdQkloaQTbh5HwaDQVRVVWHr1q1obW1FMBic9TETisahQ4dw7733Ii8vD+eeey7Wr1+P1atX44IL\nLgAAPPLIIygoKJj1iQiJMbmndB1sTUFv7pIqKiqKG3GPjsWRakwjLy/Pkb+VLpvcUzpLgwuGrh7D\nFMOQuIaQTbh5/1mWhb6+PlRUVKCmpgaDg4OzPmZC0SgtLUV7ezvKysqwceNGnDhxAnV1dXj44Ydn\n/eZC8lD3lC4Q7jQgTidd9tVsu9cmKxg69xSv4lbWBh+pz87S4Men64KQDbh5L5aXl6OjowM7duzA\n9u3bUVlZOetjJoxpnHPOOSgrKwMAFBUVob+/X75wGSLZQHiyQXBeyOeWe0p3/ySyNHQpt3aZU7oa\nDZ17Su5lIdO4GdOor69HY2MjAoEAuru70dDQgIGBAaxbty7le99xIDwSiaCnpwcf+9jH8Oqrr2LN\nmjXYtGlTSm8qpAYNhFPXlCnl1mkWFQ+G0xhHOoZydYIu5dYkGk5TbhPVaYhgCLlOc3MzhoeH0dLS\ngtraWtTW1iIUCuHIkSOIRCLR/dra2tDZ2YkHHngAmzdvtj1mnuXwm7NlyxYUFhbi7/7u7wC8lx55\nyy234Ktf/Srq6urMbzAHmTfzBV1Q2zQtXLjQ0aSsSCckcy1Nt5XJyggGgwgGgxgaGorO33nnnei6\n2jY0NBTTdFA30TiHIKQTN35o1NTUzOr1J06cSNOZOMNR9tTBgwexe/dudHZ2Rrf5fD40NDTg+PHj\ntqIhpA+eBUTdObwRn5OaBf5r24ko8FiE3bJd1hL/WygUig7NSpsR6rKlTP8j/d8EwSt47X5NKBrh\ncBh33XUX7r//fvh8PgwODqK6uhozMzPo7e3FZz/72bk4T+F97ASDp6qaWmvQhyx/2Nt1saX7qbnd\nMncN6dxFatvw8DCGh4ejosGHaOWDJyUSDK99EYX5i9fu1YSisWvXLhw7dgx33303AGDZsmV46qmn\nUFBQgOXLl2PRokWun6TwHvwXOhcBJRj5+fnaduAmP79OGNQ2KiSmLCTTZBIrvn1qaioqGDpLQ2VM\n0cGT6P+ns6AEwSt47X5NKBorVqzAihUrYratXbvWtRMSEqOzNtQDlAuG08CwyTWl6i3437nLSbdM\ng9m6c6LbQ6FQ1EVFRUPXnFAnPvx/EgSv4LX7VSrCPQZ3/fBf7Pn5+Y7cUjQFVeeSshMSXayCH3Nm\nZsY2SM23cdFQAylR4eDDtPL/SzKjBMF9RDQ8hOlBzUXD5/NpezGZahfUsfkofOpvdLvJstBNtJqb\nj9HN10dGRmKEgw7bykWD/w9iaQhexmv3q4iGxzBZGtTK8Pl8jrOolKVhF9cwYQpyq2U6ZCudqMtJ\nrY+OjsYFwblgUNHQWTbSV0rwIl67V0U0PISTlFtVNW5naaQSNObWhu6Bzd1GuiFbVTaUaj6olqlY\nJMqe4u+vS+kVBK/gtftVRMNj8Afl9PQ0fD5fnGhwsVBZRk5rGnSBb+Wy0tVZmGIstGfUxMRETFaU\nmtQ2FcegrimdeypR1pYIh+AlvHavimh4CLsHtRIMNdkV+uncUz7f/3WUMcUz+LnYiYWyNHhbcyUI\nyqLgAqGbdKKhzsFuLghewGv3q4iGB+ExDfXQp7GJZMbMVsekxwfs022dWBk60VDCQeMXo6Ojce4q\nOvGUW0EQMoeIhsewe2Bz0VBxhMLCwmhjQ9qxVgWrqeAkWuYuL7tlbk3olqlQ6MbH4Om0gpBreO2+\nFtHwELrMKZ75pPZRv+5V51qViktjIUpYdCJh2qar+zBNNF7B4xd8mabf8rEx1P8rCLmIiIbgKlQ4\nfD5fVAA4kUgEExMTMYKh3E00SD0xMREnFHYTD6bbLetcTnRdZ2VQS4P3yPLal0sQnOC1+1pEw0Po\nspZM+6lf7n6/XysYysoYGxtzLBgAYqycRMummgzdsq56XDdsqyDkGl67r0U0PAYVDFOAemZmBuFw\nOGphqL/xNNjx8XEUFxfHiIJOKLil4XTi1d92FeG6HlU8eC8IuYiIhuA6JktDbff5fAiHw1HBoDEM\n5ZJSAfKioqI4cbBbtus1xZftBkvi22k3Xl1nXrE0BCE7ENHwEDqx4DEO5YqigsFbeoyPj0eHhy0o\nKACAGIGwm5t6T+mWTd1t7ayKRA0WBSHX8Np9LaLhMdQNpoSD1lIo4VCWAXdJLViwAOPj49H0WzUe\nOG9USOd8m9NqbF63wSdT/QivJaExDUHIRbx2b4toeAh+c1HhoDEHKhiqiWF+fn7M5Pf7o8vqGBTT\nOi0G5Mt83S7eoeuDpZvzbYKQa3jtvhbR8Bj0wWxnIdBKceqy0m3TkajDra6CnG9LZdK9lm4ThFzD\na/e1iIYHkR5LgpA7eO17rP+ZKQiCIHgey7KwYcMGrFmzBu3t7SnvQxHREARByCCpunKduGy7urrg\n8/nQ2dmJnp4eHD16NKV9KCIagiAIGcRN0di/fz+ampowODiI/v5+9Pb2prQPRWIagiAIGcTNmEYw\nGERVVRW2bt2K1tZWBIPBlPahiKUhCIKQQdy0NCzLQl9fHyoqKlBTU6Pd38k+FNctDa9lBgiCIMwl\nbj4jy8vL0dHRgR07dmD79u2orKxMaR+KWBqCIAg5Sn19PRobGxEIBNDd3Y2GhgYMDAxg3bp1UbHS\n7WOHiIYgCEKO0tzcjOHhYbS0tKC2tha1tbUIhUI4cuRIdOhkus/555+P2tpa22PmWeI/EgRBEBwi\nloYgCILgGBENQRAEwTEiGoIgCIJj5lw0ku1z4hWOHTuGxsZG3Hzzzbj55psRDoczfUppYe/evViy\nZAl27tyZc9eO/m+5dP0OHTqEtWvX4qabbsKGDRswMzOTE9eN/19vvvlmzlwzLzHnopFsnxMvUVdX\nh8cffxyPP/54dEQ8LzM4OIgtW7Zg8eLFAHLr2vH/Dcid61daWor29nZ0dHQAAB566KGcuG70/8rL\ny8OJEydy5pp5iTkXjWT7nHiJXEtEq66uxmOPPYYzzzwTQG5dO/6/Ablz/c455xyUlZUBAIqLi/Hs\ns8+iqakJJ06c8PR1o/9XUVER+vv7c+aaeYk5F41k+5x4iVdffRVr1qzBpk2bMn0qrjA0NITKysqc\nvHZA7l2/SCSCP/7xj7jkkktQWVmJbdu25cR1i0Qi6Onpwcc+9rGcu2ZeICMxjWT6nHiFs88+G889\n9xyeeOIJvPLKKzhw4ECmTyntzMzM4NChQzl37YDcvH7t7e1YuXIlLMvKqevW3t6OFStW4MILL8y5\na+YF5lw0VJ+T9evXR3+55hI+nw8NDQ04fvx4pk8l7eT6tQNy5/odPHgQu3fvxi233IKFCxfmzHWj\n/5ciV66ZV5hz0Ui2z4lXGBwcBPDer/He3l5cdNFFGT6j9JOr1w7IresXDodx11134Xvf+x58Pl/O\nXDf+f+XSNfMScz6eRnNzM55++mm0tLSgvr4+YZ8Tr9Dd3Y3Ozk4UFBRg+fLlWLRoUaZPKS20tbXh\nwIEDKCgowKpVqxAKhXLm2tH/bXp6GtXV1ViwYIHnr9+uXbtw7Ngx3H333QCA1tbWaG8hL183/n8t\nW7YMTz31VM5957Id6T0lCIIgOEYqwgVBEATHiGgIgiAIjhHREARBEBwjoiEIgiA4RkRDEARBcIyI\nhiAIguAYEQ1BEATBMSIagiAIgmP+P7Xn9ROB9jR3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAFhCAYAAAC8recJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFhCAYAAACMIfYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with tf.Session() as sess:\n", " sess.run(init)\n", " log.info('restore...')\n", " saver.restore(sess, model_file)\n", " log.info('restore OK.')\n", " \n", " randidx = np.random.randint(n_train, size=1) # 랜덤 선택할 이미지의 index\n", " orgvec = mnist.train.images[randidx, :] # 여러 개의 원본 이미지 중에서 랜덤 선택\n", " labels = np.argmax(mnist.train.labels[randidx, :], axis=1) # 랜덤 선택한 이미지의 라벨 (0~9)\n", " log.info('randidx: %s' % randidx)\n", " log.info('labels: %s' % labels)\n", " for noise_type in ['salt_pepper', 'gaussian']:\n", " print('')\n", " noisyvec = noise_images(orgvec, noise_type=noise_type)\n", " images_output = sess.run(out, feed_dict={x: noisyvec, dropout_keep_prob: 1})\n", " for i in range(orgvec.shape[0]):\n", " label = labels[i]\n", " \n", " plt.title(\"Original (label=%s, noise_type=%s)\" % (label, noise_type))\n", " plt.imshow(np.reshape(orgvec[i], (28, 28)), cmap=plt.get_cmap('gray'))\n", " plt.grid(False)\n", " plt.colorbar()\n", " plt.show()\n", "\n", " plt.title(\"Input (label=%s, noise_type=%s)\" % (label, noise_type))\n", " plt.imshow(np.reshape(noisyvec[i], (28, 28)), cmap=plt.get_cmap('gray'))\n", " plt.grid(False)\n", " plt.colorbar()\n", " plt.show()\n", "\n", " plt.title(\"Reconstructed (label=%s, noise_type=%s)\" % (label, noise_type))\n", " plt.imshow(np.reshape(images_output[i], (28, 28)), cmap=plt.get_cmap('gray'))\n", " plt.grid(False)\n", " plt.colorbar()\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualize Filter " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Restoring parameters from /home/bage/workspace/nlp4kor-mnist/models/dae/dae_mnist_model/model\n", "Restoring parameters from /home/bage/workspace/nlp4kor-mnist/models/dae/dae_mnist_model/model\n", "X: (256, 784) float32\n", "img_shape: (28, 28)\n", "tile_shpe: (10, 10)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAASEAAAEhCAAAAAAVdknHAAEAAElEQVR4nOz6ZYOd92Egbv/OfZiZ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\n+v8A3OfLx7VXmnkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from PIL import Image\n", "\n", "def scale_to_unit_interval(ndar, eps=1e-8):\n", " \"\"\" Scales all values in the ndarray ndar to be between 0 and 1 \"\"\"\n", " ndar = ndar.copy()\n", " ndar = (ndar - ndar.min()) / (ndar.max() - ndar.min() + eps)\n", " return ndar\n", "\n", "def tile_raster_images(X, img_shape, tile_shape, tile_spacing=(0, 0),\n", " scale_rows_to_unit_interval=True,\n", " output_pixel_vals=True):\n", " \"\"\"\n", " X: weight matrix\n", " img_shape: one image size. e.g. (28, 28) for MNIST\n", " tile_shape: number of images in crosswise, lengthwise\n", " tile_spacing: border between images.\n", " scale_rows_to_unit_interval: scale to 0~1\n", " output_pixel_vals: True=0~255(int), False=0.0~1.0(float)\n", " \"\"\"\n", " assert len(img_shape) == 2\n", " assert len(tile_shape) == 2\n", " assert len(tile_spacing) == 2\n", " out_shape = [(ishp + tsp) * tshp - tsp for ishp, tshp, tsp\n", " in zip(img_shape, tile_shape, tile_spacing)]\n", "\n", " print('X:', X.shape, X.dtype)\n", " print('img_shape:' , img_shape)\n", " print('tile_shpe:', tile_shape)\n", " # if we are dealing with only one channel\n", " H, W = img_shape\n", " Hs, Ws = tile_spacing\n", "\n", " # generate a matrix to store the output\n", " out_array = np.zeros(out_shape, dtype='uint8' if output_pixel_vals else X.dtype)\n", " for tile_row in range(tile_shape[0]):\n", " for tile_col in range(tile_shape[1]):\n", " if tile_row * tile_shape[1] + tile_col < X.shape[0]:\n", " if scale_rows_to_unit_interval: # scale to 0~1\n", " # if we should scale values to be between 0 and 1 do this by calling the `scale_to_unit_interval` function\n", " this_img = scale_to_unit_interval(X[tile_row * tile_shape[1] + tile_col].reshape(img_shape))\n", " else:\n", " this_img = X[tile_row * tile_shape[1] + tile_col].reshape(img_shape)\n", " # add the slice to the corresponding position in the output array\n", " out_array[\n", " tile_row * (H+Hs): tile_row * (H + Hs) + H,\n", " tile_col * (W+Ws): tile_col * (W + Ws) + W\n", " ] = this_img * (255 if output_pixel_vals else 1)\n", " return out_array\n", "\n", "# Visualize filter\n", "with tf.Session() as sess:\n", " sess.run(init)\n", " saver.restore(sess, model_file)\n", " \n", " w1 = sess.run(weights[\"h1\"])\n", " image = Image.fromarray(tile_raster_images(\n", " X = w1.T,\n", " img_shape=(28, 28), # 이미지 1개 크기\n", " tile_shape=(10, 10), # 타일 개수 (가로 * 세로)\n", " tile_spacing=(1, 1)))\n", "image" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Restoring parameters from /home/bage/workspace/nlp4kor-mnist/models/dae/dae_mnist_model/model\n", "Restoring parameters from /home/bage/workspace/nlp4kor-mnist/models/dae/dae_mnist_model/model\n", "X: (256, 784) float32\n", "img_shape: (28, 28)\n", "tile_shpe: (10, 10)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAASEAAAEhCAAAAAAVdknHAAEAAElEQVR4nOzaY1sYfsAo4F+2bdu2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\n4dZPmfgvOgw07f8DM+heMt3gjUsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Visualize filter\n", "with tf.Session() as sess:\n", " sess.run(init)\n", " saver.restore(sess, model_file)\n", " \n", " w1 = sess.run(weights[\"h1\"])\n", " image2 = Image.fromarray(tile_raster_images(\n", " X = w1.T,\n", " img_shape=(28, 28), # 이미지 1개 크기\n", " tile_shape=(10, 10), # 타일 개수 (가로 * 세로)\n", " tile_spacing=(1, 1),\n", " scale_rows_to_unit_interval=False))\n", "image2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tip. tf.assign()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a: \n", "a: Tensor(\"add_3:0\", shape=(), dtype=int32)\n", "a: 1\n", "a: 1\n", "a: 1\n" ] } ], "source": [ "a = tf.Variable(initial_value=0, dtype=tf.int32, trainable=False)\n", "print('a:', a)\n", "init = tf.global_variables_initializer()\n", "\n", "a = a + 1\n", "print('a:', a)\n", "\n", "with tf.Session() as sess:\n", " sess.run(init)\n", " for i in range(3):\n", " _a = sess.run(a)\n", " print('a: %s' % _a)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a: \n", "inc: Tensor(\"Assign:0\", shape=(), dtype=int32_ref)\n", "a: 1\n", "a: 2\n", "a: 3\n" ] } ], "source": [ "a = tf.Variable(initial_value=0, dtype=tf.int32, trainable=False)\n", "print('a:', a)\n", "init = tf.global_variables_initializer()\n", "\n", "inc = tf.assign(a, a + 1)\n", "print('inc:', inc)\n", "\n", "with tf.Session() as sess:\n", " sess.run(init)\n", " for i in range(3):\n", " _a, _ = sess.run([a, inc])\n", " print('a: %s' % _a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DAE for 한글 오타 교정\n", "- DAE = Denoising Auto-Encoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Process\n", "#### 한글을 초성/중성/종성으로 분리하여 음절당 3개의 one hot vector로 표현하는 방식도 사용가능하지만 아래와 같은 문제점이 있음.\n", "- 처리할 문자 영역 (한글/영어/숫자/특수문자/한자...) 등에 대하여 각각 다른 영역으로 구분하여 one hot vector를 생성해야 함.\n", "- 처리할 문자 영역외의 문자들 (다른 언어의 문자)가 섞인 문장의 경우, 분리하고 다시 결합하는 추가 과정이 필요함.\n", "\n", "#### 따라서, 이 발표에서 사용한 방식은 음절 단위의 one hot vector를 입력으로 처리했음.\n", "\n", "\n", "#### cost 계산에서 음절 단위로 cost를 계산하지 않으면, 제대로 학습되지 않음.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Source\n", "- 이 소스에서는 train, validation, test 데이터셋을 동일하게 사용합니다.\n", "- 이 소스는 DAE를 NLP에 활용하는 예시를 보여주는 것을 목적으로 합니다.\n", "- 따라서, 데이터셋의 분리 여부에 큰 의미를 두지 않습니다.\n", "https://github.com/bage79/nlp4kor/blob/master/nlp4kor/dae/spelling_error_correction.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DAE test\n", "- 아래 그림은 window sliding 방식으로 denoise하는 과정을 보여줍니다.\n", "" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.3" } }, "nbformat": 4, "nbformat_minor": 0 }