{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true, "deletable": true, "editable": true }, "source": [ "# Deep learning and Dogs vs. Cats - Part 2... Now with Convolutions!\n", "## Data set https://www.kaggle.com/c/dogs-vs-cats\n", "(the data set should be installed in two directories just above the one where this notebook is located: train and test1)\n", "#### Based on https://github.com/fchollet/keras/blob/master/examples/mnist_cnn.py and http://cs231n.github.io/convolutional-networks/\n", "\n", "### http://ricardodeazambuja.com/deep_learning/2017/03/05/easy-peasy_conv_deep_learning_two/" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# The package 'os' will be necessary to find the current\n", "# working directory os.getcwd() and also to list all\n", "# files in a directory os.listdir().\n", "import os\n", "\n", "# https://docs.python.org/2/library/multiprocessing.html\n", "from multiprocessing import Pool\n", "\n", "# Only used for the final test\n", "import urllib, cStringIO\n", "\n", "# Yep, I don't like to import numpy as np :P\n", "import numpy\n", "\n", "# As I've explained somewhere, Scipy will help us\n", "# reading (using Pillow) and resizing images.\n", "import scipy.misc\n", "\n", "# SOMETHING NEW HERE!!!\n", "# For our convolution playground\n", "from scipy.signal import convolve2d\n", "\n", "# Pyplot is what we use for plotting\n", "import matplotlib.pyplot as plt\n", "\n", "# Only for the 2D convolution video\n", "import matplotlib.patches as patches\n", "\n", "\n", "# And here is the Keras stuff:\n", "\n", "# We don't really need this since it would \n", "# be easy do code something like this ourselves\n", "from keras.utils import np_utils\n", "\n", "# https://keras.io/getting-started/sequential-model-guide/\n", "from keras.models import Sequential\n", "\n", "# For visualization of what is happening inside\n", "# http://ricardodeazambuja.com/deep_learning/2017/02/12/easy-peasy_deep_learning_one_and_a_half/\n", "from keras.models import Model\n", "\n", "from keras.layers import Dense\n", "from keras.layers import Activation\n", "from keras.layers import Dropout\n", "\n", "\n", "# SOMETHING NEW HERE!!!\n", "# Things we will need for our CNN\n", "from keras.layers import Convolution2D, MaxPooling2D, Flatten\n", "\n", "\n", "# https://keras.io/optimizers/\n", "from keras.optimizers import SGD\n", "from keras.optimizers import Adagrad \n", "\n", "# While the method for saving a model is\n", "# part of the model object, to load we need\n", "# to import something else\n", "from keras.models import load_model" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 1) Load the data sets" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Returns the current working directory\n", "# (where the Python interpreter was called)\n", "path = os.getcwd()\n", "\n", "# The path separator used by the OS:\n", "sep = os.path.sep\n", "\n", "# This is the directory where the training images are located\n", "dirname = \"train\"\n", "\n", "# Generates a list of all images (actualy the filenames) from the training set,\n", "# but it will also include the full path\n", "imagePaths = [path+sep+dirname+sep+filename \n", " for filename in os.listdir(path+sep+dirname)]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# To speed up things, I will use parallel computing!\n", "# Pool lets me use its map method and select the number of parallel processes.\n", "\n", "def import_training_set(args):\n", " '''\n", " Reads the image from imagePath, resizes \n", " and returns it together with its label and \n", " original index.\n", "\n", " '''\n", " index,imagePath,new_image_size = args\n", "\n", " # Reads the image\n", " image = scipy.misc.imread(imagePath)\n", "\n", " # Split will literally split a string at that character\n", " # returning a list of strings.\n", " # First we split according to the os.path.sep and keep \n", " # only the last item from the list gererated ([-1]).\n", " # This will give us the filename. \n", " filename = imagePath.split(os.path.sep)[-1]\n", " \n", " # Then we split it again using \".\" \n", " # and extract the first item ([0]):\n", " label = filename.split(\".\")[0]\n", " \n", " # and the second item ([1]):\n", " original_index = filename.split(\".\")[1]\n", "\n", " # SOMETHING NEW HERE!!!\n", " # Resizes the image (downsampling) to new_image_size\n", " input_image = scipy.misc.imresize(image,new_image_size)\n", " # Do exactly what it says: put the last axis on the first position.\n", " # https://docs.scipy.org/doc/numpy/reference/generated/numpy.rollaxis.html\n", " input_image = numpy.rollaxis(input_image, 2, 0)\n", "\n", " # SOMETHING NEW HERE!!!\n", " return (index,(original_index,label,input_image))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 232 ms, sys: 96 ms, total: 328 ms\n", "Wall time: 37.5 s\n" ] } ], "source": [ "%%time\n", "# The size of the resized image.\n", "# After we apply the flatten method, it will become a list of 32x32x3 items (1024x3).\n", "# (Where is the 'x3' coming from? Our images are composed of three colors!)\n", "new_image_size = 32,32\n", "\n", "number_of_parallel_processes = 7\n", "\n", "# When the map is finished, we will receive a list with tuples:\n", "# (index,(original_index,label,input_vector)) => (index,(original_index,'category',1D resized image))\n", "#\n", "# There's no guarantee about the ordering because they are running in parallel.\n", "ans = Pool(number_of_parallel_processes).map(import_training_set,[(i,img,new_image_size) \n", " for i,img in enumerate(imagePaths)])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Because import_training_set returns a tuple like this:\n", "# (index,(original_index,label,input_vector))\n", "# and index is unique, we can convert to a dictionary\n", "# to solve our problem with unordered items:\n", "training_set = dict(ans)\n", "\n", "# Gives a hint to the garbage collector...\n", "del ans" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "25000" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's verify if we loaded all images:\n", "len(training_set)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(3, 32, 32)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# I've never tried Keras with TensorFlow, but, as I understood, it will \n", "# need to be changed to a shape (32,32,3)\n", "training_set[0][2].shape" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Let's load one image from training set to test some classic kernels using Scipy convolve2D" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "cat_img = scipy.misc.imread(path+sep+dirname+\"/cat.666.jpg\")/255. # /255. normalises (0 to 1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTWta02NAa2a+pjWtaU2PAf1/VT3D1o36SL4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(cat_img)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Some kernels from:\n", "# https://en.wikipedia.org/wiki/Kernel_(image_processing)\n", "# Indentity\n", "kernel_id = [\n", " [0, 0, 0],\n", " [0, 1, 0],\n", " [0, 0, 0]\n", " ]\n", "kernel_id = numpy.array(kernel_id,dtype=float)\n", "\n", "# Edge detector\n", "kernel_edge = [\n", " [ 1, 0, -1],\n", " [ 0, 0, 0],\n", " [-1, 0, 1]\n", " ]\n", "kernel_edge = numpy.array(kernel_edge,dtype=float)\n", "\n", "# Blur\n", "kernel_blur = [\n", " [1, 1, 1],\n", " [1, 1, 1],\n", " [1, 1, 1]\n", " ]\n", "kernel_blur = numpy.array(kernel_blur,dtype=float)\n", "kernel_blur /= kernel_blur.sum() # normalises" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(333, 499, 3)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cat_img.shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# First uses the indentity kernel \n", "# (should keep the same image, since it's full of zeros and with one at the centre)\n", "cat_img_conv_id = numpy.zeros(cat_img.shape)\n", "for i in range(3):\n", " cat_img_conv_id[:,:,i] = convolve2d(cat_img[:,:,i],kernel_id,\n", " mode='same',\n", " boundary='wrap')\n", " \n", "\n", "# http://stackoverflow.com/a/12201744/7658422\n", "# Simple way to convert to grayscale:\n", "cat_img_gray = numpy.dot(cat_img[...,:3], [0.299, 0.587, 0.114])\n", "\n", "# Now uses the edge detection (the image was converted to grayscale)\n", "cat_img_conv_edge = convolve2d(cat_img_gray,kernel_edge,\n", " mode='same',\n", " boundary='wrap')\n", "\n", "# Blur or loss-pass filter\n", "cat_img_conv_blur = numpy.zeros(cat_img.shape)\n", "for i in range(3):\n", " cat_img_conv_blur[:,:,i] = convolve2d(cat_img[:,:,i],kernel_blur,\n", " mode='same',\n", " boundary='wrap')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAADNCAYAAAAv42DFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIi4hnA/wclQrMKtl6iDgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,10))\n", "plt.subplot(141)\n", "plt.imshow(cat_img_conv_id)\n", "plt.title(\"Identity Kernel => Original Image\")\n", "\n", "plt.subplot(142)\n", "plt.imshow(cat_img_conv_edge,cmap='gray')\n", "plt.title(\"Edge detection\")\n", "\n", "plt.subplot(143)\n", "plt.imshow(numpy.abs(cat_img_conv_edge),cmap='gray')\n", "plt.title(\"Edge detection (abs)\")\n", "\n", "\n", "plt.subplot(144)\n", "plt.imshow(cat_img_conv_blur)\n", "plt.title(\"Blurred\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAImCAYAAADDkYb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now, let's get only the cat's face:\n", "cat_face_gray_small = cat_img_gray[120:180,220:280]\n", "\n", "plt.figure(figsize=(20,10))\n", "plt.subplot(121)\n", "plt.imshow(cat_face_gray_small,interpolation='none',cmap='gray')\n", "plt.title(\"Original size\")\n", "plt.subplot(122)\n", "plt.imshow(scipy.misc.imresize(cat_face_gray_small,(32,32)),interpolation='none',cmap='gray')\n", "plt.title(\"Resized to 32x32\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "def my_patch(x, y, size, alpha_in=0.3, color_in='red'):\n", " assert size%2==1, \"size must be an odd number!\"\n", " # http://matthiaseisen.com/pp/patterns/p0203/\n", " return patches.Rectangle((x-(size/2+1)+0.5, y-(size/2+1)+0.5), size, size, alpha=alpha_in, color=color_in)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# \n", "# We will apply the edge detector kernel, manually instead of using scipy\n", "# \n", "\n", "kernel_size = 3\n", "kernel_centre = (int(kernel_size/2)+1)\n", "img_resized = (32,32)\n", "\n", "# Here I'm zero padding the original image\n", "cat_face_gray_smaller = numpy.zeros((img_resized[0]+kernel_centre,\n", " img_resized[1]+kernel_centre),\n", " dtype=float)\n", "cat_face_gray_smaller[kernel_centre/2:-kernel_centre/2,\n", " kernel_centre/2:-kernel_centre/2] = scipy.misc.imresize(cat_face_gray_small,\n", " img_resized)/255.\n", "\n", "# This will store the result of our 2D convolution\n", "img_conv_result = numpy.zeros(img_resized, dtype=float)\n", "\n", "if not os.path.exists(\"animation\"):\n", " os.makedirs(\"animation\")\n", "x,y=0,0\n", "\n", "for x in range(img_resized[0]):\n", " for y in range(img_resized[1]):\n", " img_conv_result[y,x]=(cat_face_gray_smaller[y:y+kernel_size,x:x+kernel_size]*kernel_edge).sum()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAImCAYAAADDkYb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,10))\n", "plt.subplot(121)\n", "plt.imshow(img_conv_result,interpolation='none',cmap='gray', vmin=-1, vmax=1)\n", "plt.title(\"Original result\")\n", "plt.subplot(122)\n", "plt.imshow(abs(img_conv_result),interpolation='none',cmap='gray', vmin=0, vmax=1)\n", "plt.title(\"Absolute value\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 162, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 18min 55s, sys: 16.6 s, total: 19min 12s\n", "Wall time: 19min 14s\n" ] } ], "source": [ "%%time\n", "img_conv_result_fig = numpy.ones(img_conv_result.shape,dtype=float)\n", "# Generate the images\n", "for x in range(img_resized[0]):\n", " for y in range(img_resized[1]):\n", " x_visual = x + kernel_centre/2\n", " y_visual = y + kernel_centre/2\n", "\n", " plt.figure(figsize=(20,10))\n", " plt.suptitle(\"http://ricardodeazambuja.com\", fontsize=15)\n", " plt.subplot2grid((3,6), (0, 0), colspan=3, rowspan=2)\n", " plt.imshow(cat_face_gray_smaller,interpolation='none',cmap='gray',\n", " vmin=0, vmax=1)\n", " ax = plt.gca()\n", " ax.add_patch(my_patch(x_visual,y_visual,kernel_size))\n", " plt.scatter(x_visual, y_visual, color='red')\n", " plt.xlim(-0.5,img_resized[0]+kernel_centre-0.5)\n", " plt.ylim(img_resized[0]+kernel_centre-0.5,-0.5)\n", " plt.title(\"Original zero padded image\")\n", "\n", " plt.subplot2grid((3,6), (0, 3), colspan=3, rowspan=2)\n", " img_conv_result_fig[y,x] = img_conv_result[y,x]\n", " plt.imshow(img_conv_result_fig,interpolation='none',cmap='gray',\n", " vmin=0, vmax=1)\n", " # plt.scatter(x, y, color='red',marker='s', s=100, alpha=0.5)\n", " plt.xlim(-0.5,img_resized[0]-0.5)\n", " plt.ylim(img_resized[0]-0.5,-0.5)\n", " plt.title(\"Result of the convolution\")\n", " plt.colorbar()\n", "\n", " plt.subplot2grid((3,6), (2, 2), colspan=2)\n", " plt.imshow(cat_face_gray_smaller[y:y+kernel_size,x:x+kernel_size]*kernel_edge,interpolation='none',cmap='gray',\n", " vmin=-1, vmax=1)\n", " plt.colorbar()\n", " plt.title(\"Result of kernel x current image patch\")\n", " plt.tight_layout(pad=0, h_pad=0, w_pad=1, rect=None)\n", " plt.savefig('animation/ConvAnimation_'+str(x)+'_'+str(y)+'_.png', bbox_inches='tight',pad_inches=0.1)#, dpi=300) \n", " \n", " plt.close()\n", "# plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The final animation is a mix between these two ideas: \n", "http://stackoverflow.com/a/28015795/7658422 \n", "and \n", "http://stackoverflow.com/a/14666689/7658422\n", "\n", "See the notebook: \n", "Matplotlib Animation on Jupyter.ipynb" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Now we know a little bit more about convolutions, let's get back to Keras!\n", "\n", "## 2) Prepare the data set for Keras\n", "\n", "A lot of things are just repetition from the previous posts..." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Let's imagine we don't know how many different labels we have.\n", "# (we know, they are 'cat' and 'dog'...)\n", "# A Python set can help us to create a list of unique labels.\n", "# (i[0]=>filename index, i[1]=>label, i[2]=>1D vector)\n", "unique_labels = set([i[1] for i in training_set.values()])\n", "\n", "# With a list of unique labels, we will generate a dictionary\n", "# to convert from a label (string) to a index (integer):\n", "labels2int = {j:i for i,j in enumerate(unique_labels)}\n", "\n", "\n", "# Creates a list with labels (ordered according to the dictionary index)\n", "labels = [labels2int[i[1]] for i in training_set.values()]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Instead of '1' and '0', the function below will transform our labels\n", "# into vectors [0.,1.] and [1.,0.]:\n", "labels = np_utils.to_categorical(labels, 2)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# First, we will create a numpy array going from zero to len(training_set):\n", "# (dtype=int guarantees they are integers)\n", "random_selection = numpy.arange(len(training_set),dtype=int)\n", "\n", "# Then we create a random state object with our seed:\n", "# (the seed is useful to be able to reproduce our experiment later)\n", "seed = 12345\n", "rnd = numpy.random.RandomState(seed)\n", "\n", "# Finally we shuffle the random_selection array:\n", "rnd.shuffle(random_selection)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "test_size=0.25 # we will use 25% for testing purposes\n", "\n", "# Breaking the code below to make it easier to understand:\n", "# => training_set[i][-1]\n", "# Returns the 1D vector from item 'i'.\n", "# => training_set[i][-1]/255.0\n", "# Normalizes the input values from 0. to 1.\n", "# => random_selection[:int(len(training_set)*(1-test_size))]\n", "# Gives us the first (1-test_size)*100% of the shuffled items\n", "trainData = [training_set[i][-1]/255.0 for i in random_selection[:int(len(training_set)*(1-test_size))]]\n", "trainData = numpy.array(trainData)\n", "\n", "trainLabels = [labels[i] for i in random_selection[:int(len(training_set)*(1-test_size))]]\n", "trainLabels = numpy.array(trainLabels)\n", "\n", "testData = [training_set[i][-1]/255.0 for i in random_selection[:int(len(training_set)*(test_size))]]\n", "testData = numpy.array(testData)\n", "\n", "testLabels = [labels[i] for i in random_selection[:int(len(training_set)*(test_size))]]\n", "testLabels = numpy.array(testLabels)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Here we are going to make changes to transform our ANN into a CNN!\n", "\n", "## 3) Create the Sequential model\n", "Now our model will start with a Convolution2D layer: \n", "https://keras.io/layers/convolutional/#convolution2d \n", "Convolution2D(nb_filter, nb_row, nb_col, init='glorot_uniform', activation=None, weights=None, border_mode='valid', subsample=(1, 1), dim_ordering='default', W_regularizer=None, b_regularizer=None, activity_regularizer=None, W_constraint=None, b_constraint=None, bias=True)\n", "\n", "And apply MaxPooling2D (it's a pool layer that uses the maximum value): \n", "https://keras.io/layers/pooling/#maxpooling2d \n", "http://cs231n.github.io/convolutional-networks/#pool" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# input layer shape (now it's made of three matrices instead of 1D vectors)\n", "input_layer_shape = (3,new_image_size[0], new_image_size[1]) # We use '3' because it's a RGB image.\n", "\n", "# number of convolutional filters to use\n", "number_of_filters = 32\n", "# convolution kernel size\n", "kernel_size = (3, 3)\n", "# size of pooling area for max pooling\n", "pool_size = (2, 2)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# I MUST EXPLAIN HERE I'VE ADDED ANOTHER LAYER WHEN COMPARED WITH THE FIRST NETWORK." ] }, { "cell_type": "code", "execution_count": 177, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "use_dropout = True\n", "dropout_perc = 0.3\n", "\n", "# https://keras.io/getting-started/sequential-model-guide/\n", "# define the architecture of the network\n", "model = Sequential()\n", "\n", "\n", "# SOMETHING NEW HERE!!!\n", "# INPUT LAYER\n", "# Now this is our input layer. It will receive the image without making it flat as we did.\n", "# https://keras.io/layers/convolutional/#convolution2d\n", "model.add(Convolution2D(number_of_filters, \n", " kernel_size[0], \n", " kernel_size[1],\n", " border_mode='same', # keeps the output the same shape as the input\n", " input_shape=input_layer_shape,\n", " name='ConvLayer1'))\n", "\n", "# The output's shape of the Convolution2D is (None,nb_filters,input_layer_shape[1], input_layer_shape[2]\n", "\n", "model.add(Activation('relu', \n", " name='ConvLayer1Activation'))\n", "\n", "# https://keras.io/layers/pooling/#maxpooling2d\n", "model.add(MaxPooling2D(pool_size=pool_size,\n", " dim_ordering='th', # 'th'=>because I'm using Theano\n", " name='PoolingLayer1')) \n", "\n", "# After MaxPooling2D, the outputs will be shrinked by pool_size (see Keras help link above...)\n", "\n", "# https://keras.io/layers/core/#dropout\n", "if use_dropout: \n", " model.add(Dropout(dropout_perc))\n", " \n", "# SOMETHING NEW HERE!!!\n", "# SECOND CONV LAYER\n", "# Now this is our input layer. It will receive the image without making it flat as we did.\n", "# https://keras.io/layers/convolutional/#convolution2d\n", "model.add(Convolution2D(8,#number_of_filters, \n", " kernel_size[0], \n", " kernel_size[1],\n", " border_mode='same', # keeps the output the same shape as the input\n", " name='ConvLayer2'))\n", "\n", "# The output's shape of the Convolution2D is (None,nb_filters,input_layer_shape[1], input_layer_shape[2]\n", "\n", "model.add(Activation('relu', \n", " name='ConvLayer2Activation'))\n", "\n", "# https://keras.io/layers/pooling/#maxpooling2d\n", "model.add(MaxPooling2D(pool_size=pool_size,\n", " dim_ordering='th', # 'th'=>because I'm using Theano\n", " name='PoolingLayer2')) \n", "\n", "# https://keras.io/layers/core/#dropout\n", "if use_dropout: \n", " model.add(Dropout(dropout_perc))\n", "\n", "\n", "# Transforms into 1D\n", "model.add(Flatten())\n", "\n", "\n", "# A Dense layer is a fully connected NN layer (feedforward)\n", "# https://keras.io/layers/core/#dense\n", "# Input size is automatic\n", "dense_output_size = 128\n", "model.add(Dense(dense_output_size, \n", " init=\"uniform\",\n", " name='HiddenLayer'))\n", "\n", "model.add(Activation('relu',\n", " name='HiddenLayerActivation'))\n", "\n", "if use_dropout: \n", " model.add(Dropout(dropout_perc))\n", "\n", "\n", "# Because we want to classify between only two classes (binary), the final output is 2\n", "model.add(Dense(2))\n", "model.add(Activation(\"softmax\"))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# I WANT TO VISUALIZE WHAT THE NETWORK IS GENERATING AFTER THE CONVOLUTION AND AFTER THE POOLING" ] }, { "cell_type": "code", "execution_count": 178, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# https://keras.io/getting-started/faq/#how-can-i-obtain-the-output-of-an-intermediate-layer\n", "\n", "intermediate_layer_names = ['ConvLayer1','ConvLayer1Activation','PoolingLayer1',\n", " 'ConvLayer2','ConvLayer2Activation','PoolingLayer2']\n", "\n", "intermediate_objects = []\n", "\n", "for layer_name in intermediate_layer_names:\n", " intermediate_objects.append(Model(input=model.input, output=model.get_layer(layer_name).output))\n", " \n", "idx = 1\n", "input_image = testData[idx]\n", "# The method \"predict\" would like to receive a list of images, \n", "# therefore we reshape our image to look like a list of images ;)\n", "\n", "intermediate_outputs = []\n", "for layer_object in intermediate_objects:\n", " intermediate_outputs.append(layer_object.predict(input_image.reshape(1,\n", " input_image.shape[0],\n", " input_image.shape[1],\n", " input_image.shape[2])))" ] }, { "cell_type": "code", "execution_count": 233, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ConvLayer1 - output shape: (1, 32, 32, 32)\n", "ConvLayer1Activation - output shape: (1, 32, 32, 32)\n", "PoolingLayer1 - output shape: (1, 32, 16, 16)\n", "ConvLayer2 - output shape: (1, 8, 16, 16)\n", "ConvLayer2Activation - output shape: (1, 8, 16, 16)\n", "PoolingLayer2 - output shape: (1, 8, 8, 8)\n" ] } ], "source": [ "# Compare the sizes and remember the MaxPooling2D - https://keras.io/layers/pooling/#maxpooling2d\n", "for i,n in zip(intermediate_outputs,intermediate_layer_names):\n", " print n + \" - output shape:\",i.shape" ] }, { "cell_type": "code", "execution_count": 180, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXfcXVWV93+LXkMgPaEXQXQUGJEXRQV7HRVRLNgZ6/ja\nxsLMOwI6o6OO44zYcBTLKIgKChYURUAsKCg2RGqAQBJIISGQhJKs9491zn3WWc8965x7n/uU5P6+\nn8/zybnZ++y9z+5nn71+W1QVhBBCCCGEEEIIIYQQMsxsMdkJIIQQQgghhBBCCCGEkMmGC6WEEEII\nIYQQQgghhJChhwulhBBCCCGEEEIIIYSQoYcLpYQQQgghhBBCCCGEkKGHC6WEEEIIIYQQQgghhJCh\nhwulhBBCCCGEEEIIIYSQoYcLpaQVIrKXiGws/s6YgPhOdvE9frzjGxQi8kWX7j0nOz1k82Oi2yIh\nZAQR+ZBrf4/u4r6tc//BZKSRELLpsbn3HZvy8zX1++MU58NF5AwRuUFE1rr4zyzcN9n8bIuIPM09\n47snOz1k7IjI612ZvmgC4ltaxPWX8Y6LbH5sNdkJIO0RkYcDOA7AkwHsBWAmgHUA7gTwWwAXAPiW\nqq4fx2ToOIY9FeIbFGNKt4icDODk4ucpqvr+sSdp00NEngvgkOLnx1X17slMzxRj4G1DRPYH8HwA\nTwKwP4BZALYFsArAzQB+A+B8ABep6qbaNvtCRPYCsLD4ebOq7juZ6dkcEJHtATwSwKMA/G3x70EA\ntiy8HK2qPxtgfF8E8MoeblmtqrvWuDXV/1p3EXkBgIcXPz+qqmt7SNNmT1EvjgPwDACHAZgNYHsA\nywHcAuDHAL6pqhP64iMi+wE4ofj5Y1X95UTGPyhE5G8BPLv4OeH5SBrZ3MfWTfn5JiTtIvIUAN8F\nsI2Lsy7uTTk/2zIMz9g3IjIDwD8UP69U1e9PZnpaMlFlyrpD+oYLpZsAIjIXwH8COB6AoNrotwGw\nC4CHAHgJgA+KyHtV9cxxSErTYD0e8Q17Bzfsz/882MKGAvgiAC6UjgMiMg/AR2B9SGlp4OverOLv\n0bDJ2C0i8v9U9WsTmtCpwbC3yUFyG4C4EDkR/X7b8Dcm948ljcfBxnMF8BkAXCgtEJFXAfhXAPOL\n//L5PL/4ewyA94nI1wC8U1WXTVDy9od9wFTYR+pNcqEU9kGifI5rAHChlJCpxacAbA1ro18A8HPY\nB2vAxs2SiX4vI1OTmRjp008HMNUXSif6/Z7rCaQvuFA6xRGRh8F2iu4Oa+T3AbgQwE8BLAGwA4AD\nARwLm8TvDuCrInKoqr5rUOlQ1Vswsstn3FHVUwGcOlHxETKsiMjhAL4NW4BQABsA/AzAxbAJ+T2w\nRdIDYTu89oftaP+KiFymqrdORrrJZsEWqE5eb4V9/JuH8Z/UngYbRzMeiP+hqicBOGlcUjTEiIgA\n+ASANxf/pQBuAHAugGthi8nzADwRwNNgiwgnAHisiDxDVa+b8EQTQsiAKXau7w/rA89T1dd186eq\n92EC38sIGQSqejpsMXei4ps3UXGRzQ8ulE5hRGQ2gJ/AzM4UwK8AvEpVb+ji/SQR+QcA/wF7gXiH\niKxS1X+bsAQTQjYpClP7CwFMg/UxlwB4s6r+teaWt4nIkwH8G2xXEiFj4TsArgNwJYDfqurKPszj\n++V3qnr+BMRD2vFB2CKpArgfwNtV9bNd/P23iDwEwFcAHA5gHwAXisghqrqqi39CCNmU2MNdXzVp\nqSCEkCGHC6VTm68AmAN7cfglgKeq6ro6z6r6SRFZDOCbxX+dLCIXqerl459UQsimhIhsAeBbsEVS\nwHZuvVhVN2T3qepPROQi2MJGnWkyIY2o6qsnOw1k8hGRYwC8GzbX2QjgWFW9oM6/ql5XaPhdBPtg\nsweAz8MkDcY1qeMcPiGEbOeu75u0VJBNCY5NhIwDPPV+iiIiRwF4avFzLYCXZYukJap6LoDPwTrN\nLQGcUhP+JcUpcBuK31uIyKtE5EIRuU1EHhCRm5z/1idti8hsEfmIiFwtIveIyAoR+bWIvKM4pAEi\ncnMR1k01YaSn3ndLj4jMEJFTROSPInJ38fdbEXlvGW+S5u1E5Hki8kkRuVxElovI/SKySkT+LCKf\nFpFHZGFMNLEMi/87vijDJSKyvsjnM0TkwF7CEpEtReSNInKZiNwpduLmtSLyXyKye0NYadm28Ssi\nXxKRjRjZWSYASr/+r69T30Vkpoi8VkT+V0T+JCKri/JeJiK/EpH3i8icFuGU6fhp8Xt7EflHEblC\nRFYW9f/PIvJBEZneMm0PF5HPF3mzTkQWi8iPROTF/TxrwvEAyjp9G4DXNC2SlqhxkqreVudHRJ4i\nIl8RkRtF5N6iPV4jIp8RkcOy8AfVvgv3jSJyn4jUHcrj/e9W1IONInJFk/9+EJEDizpynsub9UU5\nX1C0u21r7t1CRBYV6btDRBo/dorIoS4va7WrRWQPEflXsb76ziLPlhT9yRtEZOuGeGJbmC4iJ4nI\nb4p21Xd7nUrIGE4/FpGvF/3a8eV/AVgqo/u1TydhPFNEviwi14vImqKPuV5EviAiRzTEP+q0WRE5\nQkZOVr6323OJyKNE5PSiL7u7aCN3iI3x3y/KeZ9e8iLwAYy86P1XtkhaoqprYKb39xX3Pl9EDu3y\nzK3Lq86vFCcvAyhPlhYA/96l3NY1hScizxWR74rNs9aJyK1i41C6Q19EznJhze7Hb1n+MF3c8jm+\n3uU5poRmqdhcbKOIrC1+bykiJ4rIT0TkdrF56l/CPbuIyAlFnb5KRO4q6usKEblSbG66V4u4Kycl\ni8hWYn3zL4r+zM+J5rZ8nn1E5FNFW1tXxHGJ2Fykp/cxEdm6KM8LirxYX6Tr1yJyaos6UtcXfFVE\nFhbPt7ComweFe7cUkZeLyMViY8RaEfmriHxARHbs5TlcmM9z6flQy3v+x90z6j2hx/hfVTzPMrF+\n8PqirNK5c01YO4m975T1dL3YO8XlIvI+Edmt5r7LW/Qz65z/xlPvu/UFIvIs1wetL/49SxrmZSHc\nvynq/h+KtrVebG7ybenhJHMROVpEvlHkU9kffktEntQ2jEHRLT+LsnyP2FzyLrHx9o9FXZ/WFGYR\nxkyxd9pfFfWrnO/9qOhTthlDmg8s6kzZDwqAN8joPr3rWNCl/dfOBcR4vNj7zMXFM9xX5MmNIvI1\nEXlGizSnp94Puhyk4dR76T5OHyU2X7ulKK+lIvIdEXli0/O5Z3inWH98l9i86eoirvmFn9ZjOplE\nVJV/U/APwNmwnRUbAHyix3vnwUzXyvsP6uLnYue+K4DL3O/y7ybnfy/nfkYS9zEAVnQJa0Pxf7+H\n6agujHGEcE52YTy+i3slPbATk2/rEu/G4u93AKYn6V7o/MZ0+3D+tSHvv+jC2HMM5e+f/301fnwZ\nbgvTmazL93UAnpbE58OaDhOOrwtrNYBnNORlbdm28VvkY8z7buVSWxeTOPcB8GASZhnnGgDPbwir\nDOOnRbhXJ3VwYVOdAPBG2It/Xd5/C8ABaNEWW+TD5S6c/9tvOF3C3RHA+Um5lf/3XwCkJoyBtG8A\nb3P3vL5F2t/o/L8lSVNj3a4J/+UN9bl0ux5d+u0ijFPc/ce1iPMzzv/RNX5OgvURdeW1EaYTeUDL\ntnAoTG80htdYX1HtQ0f1/WOsmz7sV/QZxodcGI/u4r6tc/9BcDurS752qwef7hLuHJh2cNauNsIO\nAdmiJu2vd/e+CDbOPNglrEeH591QE6eP98w+8/MQF8Y6ALv1eP8XXNq+2Gt5tfEL00RtU273JuEd\nAdv1Wld2DwJ4T5K2s9y9sxueo6vfovzbPMfVg2x3Y2ivvyrSuBZ2WMmvuqT5L87/ThgZP7P6eh+A\n1zbEvaQMHyZ/dXmXMMt47gTw8IbwXgTT+64r/58Uz9i17whhHQwbI7K+YDWA45MwYl/wTpgmc7ew\n7gXwhOK+aQB+nOTF7wHsUhNn1jduCWBR4bYEwJYN+blj8YwbAFwzhjq2E0bmv92e6R4AL0TLfgTA\nc4v6kNW/uwA8vaa+N7XPe53/2vys6QvmIe+DHgDw0ob82go2p6gbE8p0XwZgZkNY/9FQhz8K63tL\n93ePc39TyU/YXPvapK5fD2BBQ5gvhB3CleXVjWjoP5LwD2xRZzbAxpc4FvQ6FzirIY7S7TwAO7Tt\ne8a7HOD68hr3StuGnY+SPV/tOF2EtxeAv9bkVTleHIUexnT+Td4fTe+nLv5r2v/2cqOqLhEzjX1a\n8V9PhjXaOr4K4LEwLZyvA7gZNhnqaQeliBwM4LsAtoeZ0F1VhH0b7CXv+CKes2GD7aBMBfaEnfC3\nKyyvLoFNbg6GaZ7NAPBI2MLMq2rC2A62wPvjIt23wyYNCwAcBhtItoZpwd6pqp8YUNoHxRmwCdoV\nsPy9FTbpfhnshOBtYId8HaiqK1uE9RgAf4bJP9wCYC7sRPQjAOwM4BwROUpVf1cTRi9l283vf8MW\nft8KW3xX2OB6Z/DXz0FC2xRx3gBb1PkzgGWwHfZ7wtrLE2ET8bOK57yyIcxdYHXwQJju4g8BrASw\nL2zxbc/i7ysAju4WQPFl9VMYOZ3xAtiEYxWAgwC8FsDzMYB2IyK7oKoxOpDT68V2xfwQ1s4VlvYz\nYAuZW8EmB6+AlcH/hbW7NzQEO5b2fRZssr0FbPdZk4D8CcW/G2B94aDZATYxuhL2InEt7KVpGmxy\ndTyAhwDYD8APxHQX7w5h/A+Af4Y909/DFs+7IrbT9iWwsrhJVS/p4ufjsHamRVq+DutH1sBerJ4H\na4MHALi0SFNsh56ZsHq7AMD3YBPd5cXvYT919KOwOvmPsLagAF6NkdOMSxb6HyIyC8CvYW1BYe3p\n2wBuKn7/TRHOXFh/IwDe1JCWV8IOZ1sJW0D+fRHWobCyh4gcD+A9xf/fA+BMWN1YCWu7e8B0Qp/c\nNgO6UFrOKOxlv2l8inwF9uwYYzoyfgfrew/FyMnC/wuTK/FsSMJ4D6wtLYUt7v4JtkjzzCLsLQB8\nUESWqeoZA039CBcUcT0d1u8qgI/BPox61oxT/P0isH7p0bC+s5zjTIeNjSVbwuZpt8JkGf4I4A7Y\nc+4Ja3PPKvycLiK3qeqPGuLeBjamHw7T8z4fNg/ZHdb/HgQbg84SkUeq6sZRiTdpia8W6VPYB49v\nwuYd+8LGrWPQ4oATsZ3blxXPrrAx5MuwvmA3WPk+BTZP+5qIPKBmaZZxXPG3GFY3r4bNf14Ie4/Y\nHsA3RWTfIt1PhC0ungvL330AvKXIk7+B9XNdDyCqQ1U3iMgXALwPtjD9d7A+ro6XFM+osMW/fvk2\ngCcU4awuwvodrNyfCOClsPy9pCkgEXkJrF8Q2GL8dwBcCivnXWDvdccV1+eJyDGq+ksXxLtgZZj1\nM1kf08R/wPLtatic70bY3OOFsDqzBYD/EZFfqerCeLOISPFMzyzSdhusXf4RwHoAexfhHwKbA/5I\nRI5U1fu7hPUvAN6BEbmVM2Hz8fuK539t4b7vGJ53LOwGm7vsA5tj/Rg2P9ofNrYuKNL2BVh/OgoR\neT5svBfYc14Eq2/LinBfAZvH7gObWz2qW743cBuszS/AyPvDjwB00/e+qyaMxrlAwXawj1aXAvgN\nrM9ZC2uvB8I2AkwH8GxYO3ppj8/SjTGXQ4+8FVaHb4bNLf4Ce+5nYUTa599E5Geq+qt4s4jsAPvo\ntS9G2sgXYGswO8H60xcUz3LNANJLxpvJXqnl3+g/2MSr/BKxFg1fVmvCeB9GvlSM2umB0V9Q/6Mh\nvMoOrxo/fldq112wIV0bMZgdpRthi5yP6uJvb1jnvxG2y3ZuTXxPRc0unMJ9D1iHuRH2UrtjjT+/\nY2midpSW/k6t8Xeu8/OPLcP6Srd6B+DfnZ/f14S1MCvbXvwOKj9DmLsCOLLBz9GwCcIGABcl/nwd\nXIcuO21hA/2Nzm+3eroL7OWr/PL76i5+doRN1n059bWjFDahKMO4dhD5WoT7Hhfu1QDmdPHzSNjC\nWenvmV38DKx9wxYHyrD2TtK+j/P3/YY09buj9KEA9mrw804Xz7/U+DkPI7vQasODLSDV7saAfVwp\n3X8IYNeacF7n/HXdORjK636YzmQ/eeTb/Ga1o9T56WkngavDDwB4XY2fnWEvYmW4T+jix+/k2Aj7\nKFi76wcjO8fWAzg08bctgMP6zM/vuDR1HZ8a7t++yJeu40RTefVYtj3tbgrhlR9Iuu18Pw4ju/lW\noXu/OeYdpTX1YNSOnqnyh5EdpGVa/63B/zYAntTg51CMjLV/TvyVu5DKfvaEmrr3W5e+Z3fxszVs\nQaHcUTRqN1Lh5xwXTtZ3XOz8fRnAVl38vM6FswJddml36QsuBbBTF39fdv6uKP59Sxd/czGyk3J9\nTZxp3whbaH2gzj34vdzFle5cTMI40aXnegDzu/h5AmxHra+H3fqGfTAyZ7wOwENq4jwSwN0uzlFW\nNWjZzzTlZ+En7gL8TE2cn3V+ur4Pojq/+xyAbWr8fcT5G/X+AnvHva9wvxddLF1gH2mvC2mfyB2l\nG4u0jepPAMxC1WJm1G5Q2HvGctcO39DFz5awjQRlOJeOIe0HunBGWaR08d/TXKC453Ho0kc49x1R\nHc8PbxF3047SMZVD4a+XHaUbYfPrbbv4e6/z962asD7q/FyCLmsFsIXkaPnAHaVT9I8apVOTUgNS\nASzUlrqBgWvd9YLEnwK4UlX/sY84OojI32JkF9nVsK8yoyNTfT9sQjZI4WmFTdxG7fpT1ZthX9kA\nG5S66t6o6oXaZSeAc18E26kD2Avpc8eS4AGjsMW8k2vc3+Wun1bjx3MzgBO71TtVfS/s5UUA/I3Y\ngRqbFKp6l3b5Ehj8XALbaSMAjhaRrA0BVgYf0C7aemo7pD7o/qtbGbwathMPAL6kql/sEs69AF4M\nm4xrQ3qa8M9zwxjDAmCaaTBTd8BeLF+oqndEf6r6B9hEqeS9DUGPtX37HfkvS+J5ec09A0NVr1HV\nWxr8fAy240hCmjzlbgGB7byoo3R7EMCXurifWvy7CCYz0XXHgap+DiM7ZY5raA8K4L+1eRfTZPOl\nGh2vzt9kJxAARORIWJ+hAD5UlMUo1DQ7Xwx7qQCAt2fBwurE8aq6PPG3fxHvVapae/qyqt6n9dYF\nTXjN62trfdXHvQ62a6Okqa+eDModZi9S1bh7GKr6LQCfLPztjB534w0BCuAXqvrPqSfV+1X1ogY/\nV8E+2AuAh0qzLqPCFh6+2iWsdUVYJd3G9mNhH/QA4AJV/XCXcB6A7epakiVERA7HyO7H62HztAe7\nhPc52AKMwHZ4ZVYbAuszXqSq93RxP8VdHwbgXFU9rUucSzGifbs1bIdsT6hpnv+gSNNTRGSPrgkW\neThsd7ECOK+hD8vwfeRLVXVxlzRdCuBfWoR1Emyh6AEAz1HV67p5Kuae74E9476YuHcJBfAHAG9W\n1W7zx5NgHziBLvW42ClXHrj3c1V9nXbZKQoAqvpu2I5DAfAWEdkyeHkbrI4AwMnaxdJFVZfAdiQq\nJscSRWEfqkf1J6q6DIBvx93a/d/DNkkAwJdVddQOz+Id63WwnYUC4CgRecxYE94jbecCUNXLavqI\n0v1e2O748gCyuvlrL4y1HHpBYH3wy1S12yFqH4XtoBfYDuzqzWbBdWLx817Y4bj3Rn+q+j0A/znG\ntJIJggulUxMv9D1qUt0Sf9+MBr+1B0f0gB/sP1kzEJf8d/HvoAa/ZbCvpnX81F0fPIZ4LnfX6aEZ\nk0CtFICq3ghbCBE0P7/Cyq/rBKjg4+76+a1TuOnhTaKyQ0AE9kXwU4mfpjr4PHddO4AWLyNfxdg/\nNPg+od8+JvIYmMSGwl4Iaw8EUdVzYAu0AuCxIjKzzi/G3r6/DTMbBvKF0tJM6B7YV/HJpKx7+0n3\ngx9+CJPEEACvLkziKojIQ2FlogDO12AuL3Y43SMK989o82GB5UJB7QcnjNTLTzaENRXQhr8psVCK\nkZeNDRgZO7tSvDhcCCuHY6T+gJjy41rXl3nH2iKsPYsX5fFgouc7k4EC+K6q3pT4+ThG5kSb87ja\nL9n42iv+Q2k2lyv7s0xq6WKMlFu38ceX5cfqAikWID6LfGw/1l1/vFhgrcMvIBxb68vS/u1uHzWL\ndC2ELR6U6creF7yEQ79z7XJBaQsAr6nx4z8k/E8/kYgdUPVQjCzCZ4c3fhYjc4huYW0J+0hVzn2a\nPviciZE689TM44D5dN2GkOIj6R9g5dztAKtnw3ZJAu0WeUo5p91gGvOe8n1xHUYW17ul6UrYrryJ\nPtFdYIvG3czXS5rmnb7df6QukOJDh8/PrK2OB23nAu0Csw+B5cLvWN+TB1EOvaAwnfOubb1Y2P5Z\n8XOnLh9yjoFZBypsx+nSJK7TMHXmmCSBGqWbL70MLJcNID6vd3hxg99LBhCf58qGhdnb3XXtydeF\nDtwrYBOXgwu/dS+H6cnvk8DlDe63w+QDGk/+RnXg6Yb/snd4i/CmJIWm7ithO6EPgA1wdadPZuWt\nAK5T1dWJn6Y6WE4k78wWGAsuwsju5qmEX0y+sIX/H8N2rAE2ofp+jb8xtW9VXSci34YtOB0oIn+r\nqr/1foqdOg+BleU5qrq+Rfr7RuxE1xfD2s+esF1kcddFyQKYvEAHVVUR+R8A/wpgPkw/6XvhPv8y\n2U3D7XHuelsRadrZ4nfqPbTGjwK4vWnX7BThNDT3dVOBspxWwHacNPkv53U7wfr8urJoM+7/GFbW\ncwH8TEQ+DDPxHLVLYpKZ6Bfpfmja6XiriNwI6xMfLiLb1uxqGVZaz1MLHc9XwXZfHggb27er8d40\nl7tLVWutLlR1rYisLuLoNraXc6QHMFoLNnIRRnb5d8OPsT/OAlLVG0RkIcwk/BEisk3yAfzXDem6\nA2YKDdhOwcxfSZu5ZjfKj4B7wRZKK/khItvCPngqgJtV9Sd9xuPnrk1tc62IXI56DeRDYP2tAljb\nYiwF7CPUDqgfS8eDNu8JhwPYUkSmaVUf3c8XZrV4xrnu+qEo6k2xuFR+UL+ixVhyEfrYnTxGFHag\n3drET+28s1g4PxQj86HsjBCgOl+ejE04vfSt28G09P8O9qF9NqzudxuDx/qePKZy6JM2bcTHt8j9\nbr0OoqqLReQG2HsHmcJwoXRq4l+Kp/cZxi7uekWD39sb3Nsw311nuyagqqtEZBWqaRwLTWY3/mWj\n62S5OLTisy5NGv7teC3+ndZLAsebFqZHZR5s2yK41BRbVe8qym86quW+yVC88L8TtmvBl3G/5d1k\nsnK/W+Co1MHiYKUdi7jbmMEPwlTe9wn99jGRee66zddp72dera8BtG+Y2Xi5M+8EmK6c5wR3PcrE\nclCIyDTYYRil2c5Y6t4XYFrGW8HMfToLpSKyDUaeaZF2P7Bkb3d9SkPSY7qyCekgxpOJ4Heqev5k\nJ6IFe8Pqxhzkh5t0Y1fUL5S2KacPwMzZHgIzuz0bwIMichWAX8BeBi4c44LeSozUxYmY70wWbfv2\n/WEfTWaj+hI2ZRGRvWCLRXVcnS02tkC7mUXXpOXdAN6PkY+eY5nLKZrHH2BkDOo2/swvwlnUsAMU\naK4j5Ti5sWF3csl1sIXSsj7dVuOvqc2Uz/dAw8JWm7E4JXwE3F1Enq6qP3RejoP1a4qxHeLk565t\n22bdQune7volxV9bBrG405Ze51J+oXRvd91V/iXBP2M/+T4ZjGXeOQPW/yhazIVVdZGIrIe9n2Vz\n4fGi1ZytkCn5FkbqQtP8dRDvyYOY/09UfK3XQZwfLpROcbhQOjUpJzMCYG8R2VJ71yn1jS/tBAe0\na2HH4t8HW6b1XgxugWZM29dF5PEwM5HyZMLfwU6tuxF2CqbPn9Ikt2731+ZA9vWupCy/ncY5LQNH\nRP4ZptuqMG2en8BMnW+FPVf5MvNw2GQdaC7vsdRBn4dt836s+JfO/QYQHmC7IkvapNGbt+xc62sw\n5ikXwZ55PoAXi8g7SxO04uv/8YW/xao6nrsMz4GZrStMa/a7sBNGl8DKvnzWl7g0da17qnqHiJwP\nO0HzmSIyr9D1Asx8awbyl0m/uNSrDMrWiVuTCT9pSWE6X35E6bWMFPU75IEW5aSqK0Tk0TD9utfA\nDk/YErZz4nCY1txqEflPmH7qKL3EFtwGW4QF+nhpKHTB/M6VqbpQ32vfvimNrU9HYkIL06GuNT9t\nQSYF1EFEXgs7cLKUzrgUtlvqFlh/W4ZTnhANjOPYXrTfbYv0DGJsL8fJNmEBgx9jJ8pU9Auwj3db\nwrQe/UJpqQG4Ad11t9syyHnXeI2lg2Ys5TeWZ/Tj0GTMd/thLHnV61y49Lcd8nY6XjTOBQqLyx/D\n3vsUdpbF92G64stg78llvfgIbCwfxHvyRJunjyW+Hd31VK7bpAe4UDoFUdW/ishKmLbLdrAt/KMO\nMmngSHf9i0GlLaFs8Fu1XNgtX/6mAqdgZGfh36vqGd08jaNG21RjBzR34OWAUKvb1JIJ1UkuzEbe\ni5GFqqNV9fc1fvt56e8Hn4dt6tiOzV4aKU8T3gLAASIyQ1XHuhNrjbtuk0Y/YV5T62sAFLtUzgTw\nj7CdNU8BUO6yfGrxf4rx3U36OIwskv4BwJPVDvrq5veolsF+FrZQuiXsQLDy0LDyZXIj7KT3bvh6\nd7SqDkKChQwQVd3odppcq6pj1eDqJw1rAPxT8YHpEJhUyVEAnghbjJ8GM489DP1pa/4SZsYHVOct\nbTkcVv8V9qHj1j7CKBnP8ajXvn0sY+tknD8wFeZzp8DS8QCAp3c7JAbo7Iwad4r2ex9soWgQY3s5\nTradi07YGDtIio+A58HGtmeLyGxVvVNE9sfIYVbfdx8G+2GQ8y4f1kmqOpaPAlMV/4xzCz3ssYYz\nUfPdiabXuXDpr3wvmYq8HSM7uT8H4E11klgi8q/d/n8I8O/Nm2vdHjp4mNPUxWvm9HRynIjMRdVE\npF8Nn17wO9T2zTyKyHQMbjfpmChO6j4K1vlfWbdIWrDXxKRq0tk/cxSRXTHyVbGbOVy5AzfbzVSy\nGyb2BevG+1x6AAAgAElEQVRIjAxOp9ctkhZMSHkX2qb3wnY0p3lf0MZPU5yrUP34ckKd3x7wLy0H\ntPDv/bQyqxwjfhH0hJrrr2H88H3yP9Utkha0qnvFSaDloVivATr6fMfA2tUPVLVuh53//z3bxEcm\nhdth5TupMidqXKWqn1TVF8OkAF6IkRe7vxORJ/YRdKm1KLCd0b2aor7SXXfTRvYWIU1jUnao3Fjp\npW/fAODO4DZVnmMUqnq6qm6Z/I37wlFxeF2po3x23SJpwUTO5RbD6vYeItK0OaWpjpRj7BZFP99E\nOcZ2q09TnfIAl61gerOA7S4t6dX8O+LnHGOdd/mxNB7wsrkwqPnCIPN9qrICI7vXG+fCIrI7Rsy4\nJ2Iu3A/lAZ73AXhHw7kBm2sbaKL1OkgPfsgkw4XSqUt5ymZ5qnEvHc+/wCYXCtMPazqBcRD4RZcm\n4e2jxzEdvTIDIzurb2zw+/RxTstUoell15943e2k0PIE4pmFWXNXROThaP6i5s0gBnFgxxx33VTe\nTxtAfG0p28/s4oUvo+7E8V7xJ2i/XUTGavLjD3l4Sq2v7n6yAyIGgqr+EcCfYPXoeSKyg4jsCDuB\nVQH8UVX/PI5J8HWvVr+o+HhzdA/hli+M+4jIk2G7Scu2kp0IfKm7nsiTd0lv/VpZTjuLSD87LseF\nYuH0XJgeZEnbndA+nFLvFLCdsye1vVdEDkBVD/C0Lt5WueumxeamgzTGMh6l42oxx9sP1hf9uYsk\nUqvnKBbjmnZMDnpcnQpM1bG9HNu2RvVAnG40je2tx1gR2Q/2Il6Oba3kC6YK4SPgicW4+IrC+XZU\nzfH7wedlU9vcHsD/SbxcgRFT2zZzn02RgcwXVHUR7NAvAXB4MQfLGNR8d8IoLCqvgj3j7iLSJCnj\n+6N+58Lj3aeX/etSVa011S/mKIM6f2RTo/U6iIjMx6b5EWDo4ELpFEVVf4ER09AdAXy1GKxTipMI\n31D83IDeDukYC+e56zdLfjTv24p/p8IE3euI1Go1ishOsHRPBfOy8UQAvKmYlNbxNnd9bhf38tT2\npheDt7o46/BmOoMwU2hb3ocBeDYmrrz9IS3vqPMkInMwcuLrWDkbIwuHewD4YosdL2U6thCRDxVf\nwkt+CWBpEd6zROSg5P5jYV/aFcBlLQ4jGxT/W/y7A8xM+FiMmMh8ZZzjblX3ALwJpgXZli9iZLfZ\nGzGy+2YJgB/U3aSqVwK4GlZex4vIhJt1DzG99GtfdtfZidiTxc3uul85p/fB+gIB8DYRaVzIKl6w\nvwrbiaMAzq2xEPiLu65dEBGRJwFoagP9jkcC23Gb7QJ8O0bGwnO6uLd6DtgO26YX1UGPq1OBtmP7\nPjArgqk2tu8I4HXI0+XrxVuzD9EA3uOuv5WmcOpSfgTcD8DHMXJa+hcadrQ1UmwguQbW5h4rIo9K\nvL8BiWZwsQh9dhHWASIyCAudqcb5sI81AuAtIjJjDGGVbWJ7jLyvjqKYhx+NTfO9y7fVd9V5Kubc\nb6+5rxfGu08v+9cFxWGhdbxvHOLeVLgYdgCaADiusO6t4/+Ca3CbBCykqc0rMbLw8DgAPy40ekYh\nxpsxMlgrgFNU9dcTkVBV/S2AnxdxPxzAJ7otlorIKQAejyky8Knq3QCuh6X7UcVCc4ViAvstVA+M\n2JzZF8Dnu03CReSDAB5T/PyDqnaTdfBf+j/QbVAVkRMBvBbN9WChux6Erpj/4neiiOwdPRS7lM6B\n1YmJWsz/Muy0xXIH+Suih6Iefh0m9j7mdBWHGR2HkYH9WAAXNu1oFZGnALgcwLvhxpDiRN+PFz+3\nAvDNbhMFEXkERszqADt8Y6I4EyNf3l+OEbP7jQDOGue4/e7r99W0i+cA+BB66B8Lbdmyvj4fdmqq\nAjijPLAqody9tw2AHzS8LEJEDhaRT7dNG6mldb9WaMd+H1a+TxKRL2e7cERkKxE5TkT+vs5PG0Rk\naxH5VMMHj60woocLmPZuz6jqxQA+XPzcCsB3ROT1dR9cReRAmDzR4cV/3QpbZOrGz2EvkQLg5SLy\nsJrwvojxG4/Kg7W+0U1aQEReAOAtxc816L4T/EcufW8tdqTEcI4E8DFM/Lg6FfgT7IORAHihiDwy\neijy7DzYAs1Eje3nwiwISmmJUYsmxVjwZYxIB3Sl+Lh1cRHWQbB52qiPE2KHWr22+LkKYzdTnyz8\nR8A3Ff9uBJBJZPXCx4p/BcDXatrU4wF8AM1t6gOwtisAPisix2eeRWSOiJzSYrfhlKB4V/q34ucc\nAD/qNn/2iMhjineGyCdgOsIC4FQReUKXe+djZE42FTbV9MrnAazEyJx+1HhcvGN9DiMf6C5T1V/1\nGd8dGDmU6dA+w8go569bocsH22IN4iOw3bFT4v1+oil22pZ97Y4Avl5ssqpQzPPfjiHNp00NHuY0\nhSnEy58M2xW0B2yB6s8i8kPYZGkJbDfUgbBFjlILRQF8TFW7DVDjyethnekOAN4M4DEi8lXYqbZz\nALwY9gy/hGlELcDEn2jXjdNgA7cAOEdEvgZ7uVoDW/R9NYC5sB1nr8Tm3bkpgO/AFpEOFZEvw15C\n58BMHEvTz/UYmYhHvgMzmdofdvDHFSLyBZh+y1zYYs4xAH5W+MnMIUutXgHwURGZDTtlsTxo6fZe\nzKVVdbGInAtrL7sC+IOInA7gj7BFv8cWz74tRsp73FHV1e5DxxYAviQiL4R9xV8Na+Mnwhbrv12k\nfxDxXi8iTy3CnAv7ev8nEbkUwE9hbfde2A7HgwA8AyPmIt3awccAPAeWjw8DcLWInAHgd7Dx5rGw\nPC1PAv6cqo7VhK41RflfDDPnKk26FMBPVXVpD0FNF5EPtPR7UaGX922YyeACmInvX4p2cRNM8/dZ\nsF3M98Jerl/QQ3pOB/BSjOzKU9jJwSmq+j0RORW2C2BPAL8WkQthuta3FeHMgJXl0bAJ/YMYeWkd\nEyJyDEbvjvOT/BOLhXnPR4uXtk0Zr0H+XyKyANZnlv3arap6jfPzcph5+kHF9bNE5BsAfgtbCClP\nfj8MZvq5C4BPjjGNW8B2KL9RRP4E4BLYDuSVsN1V+8HGhFJn68+oWpb0yj/DXi7+Abao+BkA7yj6\n62thO1rmwcaOpxd+FNZ+nqGqd3ULVFXXishnYLt6tgfwi+L3VbDdqGWf/wBsQfrZdQlU1aUicg2A\nhwJ4uoicBpuLlYc4bKj5eAjYuPh8WJ/4eVhe7gjrU8u2rjD9t1F6kqp6i4h8C6YLOwfAb0XkUwD+\nCjtQ60kAXgR7Yb4KduhNHb8DcBdsDHytiKyGmXyuL9zvKayaNhlUdV3Rn74JVq6/KvL5t7B29WjY\n2LMzJnZsf7D4MHwhbAz8sIg8E8A3YB9H94HpSx8A6/ePRT7HfA2s/KbDnuHRIvIVWDvYDcDzMGLK\nuxHAiQ162FMWVV1RtP+XYCRPLizMtwcR/hki8mKYfvgBsPerz8PydxtYm3opTG/yh7C2WhfWzcVO\n0m/C+pmzikXx78L69vtg/fKBsHn0kbCx+vxBPMtEoKofE5G/BXA8bKy5VkS+A+Ay2KaerWFzxUfA\n8m4v2LjwTyGcvxbzp/fD3hd/IiJnwcbF+2BzgBNhdbxxvitmgXBB8fOvk3HoYURVVxXt/puwwwZP\nL+b034a1+71hUhLlh7uVGLEG6ie+jSJyCayOHly8x54He38ouUhV+z2k9lOwjQUC4D0icngR/h2w\ncj4BwN8A+H3hZ9SHqiHhVFgfvD9sU1g5z78GNm96Omy8XwazEjm6uG8qrIWQbqgq/6b4H2xSfCZs\nsrcB1qDi34bi71YAL20R5sXlfS3TsJeL54zE3xNgQtbd0rkB1okuALCo+H1VTTgnu3se32962vqF\nTZw3JOk+B7a4U/7fT2vC+aK7Z88xlLl//veNtQyb/Hp32EvXZUlerIKdKJvFdxhsMlAXxi9gCzAL\ni/+7KQnra0nZpGVfE95uRT2sC/MB2E67J7Qog7Q+9OoXZoZ0X5JvZ8MWKFrV/R7yZD7MjPWBmrhj\nP3MtgBfWhLUDbAKVtacHAfzXWNpsP34L/6/okp6Xtbhvry7P0ubvfS6MIxraxXLYRCrt/2rSd7W7\n54c9lv9rYAsnbcr+xrG2BXfPyUl8dWkYS7/q++dX9BnGh1wYj+7ivq1z/0ESzjlJG/l0F//TYC9d\ndffE9vWeLmG83vl5UcNzbuPiapp3/AbAgn7LJcT7StgifVO8D8J24c1sEeb2sJfwujCXwxZL0rIt\nwnou6vvJtUldOQL2QaOu7T8A4F0NzzET9lGv23NsgMkgHALbiVX+3+yasN6S5MdfBlGWA6gLv+qW\nrw3lfGnyXBsA/Cfsg0P5e1RbK8Ja0jYv2viFLXDfk6TrQticqPy/rO94KIDrGp5zNWrG6D76glbl\nAFsErM1XtOwbwz2PC8/13AHXsZ2Q9w13wxY2GvuGIrzHwhat2/SbKwEc0CWMpzl/707iasxPtOgL\nevULk3Rblzyff8bvJ+F8tKEO/3ubvAh++u67eqmfbf0WdWdV8owbYFaNBw+gLh8O+6BYVy6znd/W\n7d/d81bUr0NsgH2g2xMN/UVT3IMuBzT0z2jZttv6LfLgmpq6vQH2UeGxsPlc+X/bjrX8+Tc+fzS9\n3wRQ1TtU9aWwLzQfgHVCt8MWVFbBJkxnw14wDlDVM9sGjd52R2r4t1taL4VNQv8DttNhLewF/AoA\n7wTwf9ROYd6tuCX70t2Uvsb0tPWrqq+AfTm+uEjvfbDF3O/COvIXqB2uoGiXrl7ytSnNTX7axtXK\nr9puraNhu4J/AXuJXA/7Kv4JAA/Thl2Aqvo72NfF02CTgHWwsv4lbMfH49VMhtuk6wTYzqZLYF/h\nHkC7cqhL20qYMP9JsIH93uLvBtguvMeo6odc2tLgekhHo19V/SxskflLsI8e98EG1R8DeImqHg+b\nqPRS95sTprpYVU+AvYCdBHtpWwjbVX0f7Kvx5bDyfJKqHqiq36wJa62qPhe24Hcm7OV9Hewl8VqY\nacrhqvq2bvf7oMK/g/J7Dqy8y7K4F1UduaZ4ev0budmkUB4J2+1X7jJZBTMb/XcAh7i21Wv99jvZ\nejK1VNUzYAvB74SZ+N4Oa/PrYZPMS2EvNU9S1Tr9v37bZN/52SeDCGcQY9MLYYtVP4P1sWm/pqp3\nq+oLYS9Dp8E+9qyA9QdrYG3rHJiG9L6q+uEYRsu0l/HdD7Nk+XvYguRVsD78Qdi4flMR3/Gq+uhi\nXB8zqvpl2G6MV8F23V0HayP3werlL2E7kR6hqq/UFvrGaiZxT4Xl969hi0hrYXn2MVi7K9tPUx99\nHmynyNmwPnId2tVPVdXXw3abfB9mYVE+05mwudFHG55jOWzB9f/BZA7ugZX9n2A7WQ7VEZ3Wpuc4\nDbZ79nzYwvT6ls8x0bROT1HOT4Tpv/0GljfrYOX0NVj/9Y4Q5qDmck35/U2YhdJnYW1nPewk+p/B\nds89DVaebeYJ18B2978RNlYvhe16XAmba38AwP51Y3TbNPfptylfe527/BLWVhU2D/ley/taoar3\nqOqTYB8LfwbLw3Ww8fnTAB6lqqVuZGMeqO3EPgD2PvYtWN27B9a/L4fVy9NhskfzVPX6uqDaPkIL\n/wMtZ1U9BfbB/lSM7Ca9H1ZOt8LmEKfCFpKelYTzLpiFwLmwecZ9sL7oHABPUdX3ujRl7OCulzX4\nbWKg886i7pR59RvYmH0/LM9+AnvPOlhV/1IXRltU9QoAj4J9EL4O1Xnuxpr0t+7rVfW/YWPfubD0\nPwBrk5fB+twjVPXWlmEPYg7Vi9+xpqe13yIPHgmzYrkS9rHlHtgO0g/DxulysxAArNfRhzeSKYKo\nTqX5EBkGxE47/yOso/mEqr694RYyzhTmyE+AvcxlBwQQQqYYhZbjzbCFrTsB7K79m1gRQgaAiHwI\ndqiOAjhSVfs90ZiQoUREysV8BfDvqvrPk5wkMsUQkf/EyGG7z1DVCyc5SYSkFPq0y2GWQr9R1SMb\nbiGTBHeUksngLe764klLBSGEbB48G7ZIqjD5AS6SEkII2dQpT0VX2AE5hESeXPx7CRdJySbCK2Ca\nxQDXQaY0XCglA0VEjqo7qbZwfzPMlA8wE4uBmtEQQsgwISJbAPiX4ueDMNNOQgghZJNFRI6AHU6j\nAL6nqgsnOUlkilEc8PpwWB15b4N3QsYdEXmUiGyfuB8N4OPFzw3gB6ApDU+9J4PmSwC2FZELYJpm\ny2AnIe4HO/G1PNFYAbxBVbvpphBCCKmhkC9ZANN6fhVMl0oBfNFpRBFCCCGbBMUmi6fCTgk/CMC7\nYSdob4RpPBISeRJs7vOdQqOTkMnmrQCeIyI/hOnS3g6rowsAPAWmRy3F/31QVW+arISSZrhQSgaN\nwk7QPrHGTWFC6Seq6gUTmTBCCNlMeCfssIgShR0awR0VhBBCNkW2ARDfCxTAR1T1qklID5niqOpZ\nAM6a7HQQEtgZwIuKv0h5uNZHioPRyBSGC6Vk0LwMwAtgp4ovgJ3qtgPsJPnrYKd3f1ZVx3oyIRk8\nU+20W0JIPQoz27kV9nL5flVdNblJIoQEOK4S0p6yrayBvTOcpqr/O4npIYSQXngfgGsAPA7A3gBm\nwg5tWgObr/8MwOmqes1kJZC0h6feE0IIIYQQQgghhBBChh4e5kQIIYQQQgghhBBCCBl6uFBKCCGE\nEEIIIYQQQggZerhQSgghhBBCCCGEEEIIGXq4UEoIIYQQQgghhBBCCBl6uFBKCCGEEEIIIYQQQggZ\nerhQSgghhBBCCCGEEEIIGXq4UEoIIYQQQgghhBBCCBl6uFBKCCGEEEIIIYQQQggZerhQSgghhBBC\nCCGEEEIIGXq4UEoIIYQQQgghhBBCCBl6uFBKCCGEEEIIIYQQQggZerhQSgghhBBCCCGEEEIIGXq4\nUEoIIYQQQgghhBBCCBl6uFBKCCGEEEIIIYQQQggZerhQSgghhBBCCCGEEEIIGXq4UEoIIYQQQggh\nhBBCCBl6uFBKCCGEEEIIIYQQQggZerhQSgghhBBCCCGEEEIIGXq4UEoIIYQQQgghhBBCCBl6uFBK\nCCGEEEIIIYQQQggZerhQSgghhBBCCCGEEEIIGXq4UEoIIYQQQgghhBBCCBl6uFBKCCGEEEIIIYQQ\nQggZerhQSgghhBBCCCGEEEIIGXq4UEoIIYQQQgghhBBCCBl6uFBKCCGEEEIIIYQQQggZeraa7AQQ\nQggZPD//+c9PA/DS8vdjH/vYWr8i0rlW1YrbAw88UPl99913d65vvvnmittOO+3Uud5+++0rbitW\nrOhcr1mzpjYtMX7/e4stqt/2/O8dd9yx4uafaePGjRW3DRs21Ma39dZbdw2jCR9O9gxNfn3ajjzy\nyBlt4n7HO97xZwDzyt/bbbddq3QuX7684vaXv/ylc33YYYdV3NavX9+5vvjiiytuq1ev7lxPmzat\nNr5YDj5/t9qqOh2ZP39+V38A8OCDD9amLeanv9fnbYwz3peRPVPbevCnP/3JO12nqke2jLvTkN74\nxjdW3LJ6veWWW3au77///orbunXrOtfPec5zKm4hnVi8eHHn+jGPeUzF7aEPfWhtun38sR379MR0\n33jjjZ3rtWvXVtx837TttttW3HbYYYfa+3z8Pl1Atb5EN39frK/Rr/89ffp073T60572tH9CC04+\n+eROWb/73e+uuPl8inH7vIh97dlnn925XrlyZcXtmc98Zufat2kAOP/88zvXt956a21aYt3ybTW2\nlQULFnSu991334qb7899/ez225dF7Pt8m4jtP2vH/nccA/0zxefdeeedO9ennnpqq/77hBNOOBvA\nk8vfPu+z8SGW+8Me9rDO9XOf+9yK2w9+8IPO9bJlyypuxx57bOX3EUcc0bmO9dyPj/4aqOZZrD+/\n//3vO9d+DgFU25yfQwDVdnzXXXdV3HzexLRkbdy7bbPNNhU3H0727KFNY/fdd29V1tttt90dcO/e\nj3vc4zpu2Rg0Y0Y1eN9e4njs51o+fKDarm644YaK2z333FObFl+2cfz15RLb32677da5jnNCn5+r\nVq1CRuzfPdmY25bsvn322cf//PkZZ5zx3Dq/nrlz53YKws9RgGodjHH78Sr2L0cffXRXfwCwaNGi\nznWs87vsskvnOtbriL83zr18+fr6AlT7yVhH/H0+LTGc2Nf6tGR9Yb/lHp9vyZIlnesVK1a0atPH\nHHPMvwB4W/k7vhdl8fl2FcvT99MHHnhgxc3n7+23314bX2xzWT75tMU5mu+XexkPffnFeuefvZd3\nrUj2TJmbT9vSpUtry5oLpYQQsnmyI4DdGn2RzYHpYFlvyuzS7KUDy3nTZodmLx1Y1sPBzmBZDwu7\nge/emzLTmr10YJseDnYAy3qzhab3hBBCCCGEEEIIIYSQoYcLpYQQQgghhBBCCCGEkKGH2/8JIWQz\n5Bvf+Ebld6bH6H9H7a2gz1TR8LniiisqbnvssUfner/99qu43XvvvZ3rqDWW6RB5PZyobebdou6R\n17SK+jf33Xdf5zpqY3lNtEx3MGqpeb2kfrVNAWDWrFmt7y058siqvKXXsYpaQ74e3HHHHRW3Cy64\noHN96KGHVty8nlCsE15HMupWea26qG2UaZQecMABneuoPxt/+/KMGkm+HsT64/1GjUKvgxjrlte1\ni7qHmbah99ukyVbHT37yk8511AH0cWdarbGOebdf//rXtW5ANe+jDpnPz9h2fHqy9hg1NX05RA0v\nH3/UrfT6XlEfzj9D7O98mJl+YawvWV8R62RbLrzwws511i/EsvbPNG/evIqb14r0mnZA9fmitpnX\nJY2aaL4847P6Ou+1E4FqGUW9ZN/mfP0A8ryPWpW+PsX26PuceJ/P06yNxzbg+622HHzwwZXf119/\nfa1f/wx+TAWq2nixHc2ZM6dzHbUpve4wMDp/2+LHmtiuvHZ1bMc+vthWfRuM9dyXnx+3gWq5xLEl\n64s8mVvsv3ffffdav55Yl7N5WabBvueee3auY1v1epBeBxiolkPUqvVtt0kXvM4t9oM+LVG/3I/N\nmaZlvDfWkWzc8fmdzXuzOu/10nvhzW9+c+c69sO+bGNe+zoR9S5vueWWzvVBBx1UcfPzb683H8OJ\neZ1p+Ec3X9dmzpxZcfNllo2HsS57XedszI1tx49Dcd7pnyF73ti3x3DaELXivcYzkGub+3nLtdde\nW3G78sorO9exP/V68H/4wx8qbpdffnnnOj6Pr/NxPPTEtrrXXnt1ruNcJBvjs74hOw/C1wkgP4fA\nx5Hpp8Z6EDXa6+COUkIIIYQQQgghhBBCyNDDhVJCCCGEEEIIIYQQQsjQQ9N7QgjZDMnMjKKbN0WJ\nJqyZKZw3nYp+o8lOZgqfpS1z8yYf0QzRE83PvXlGZhYbTTWiiVudW2b23M0989sP/nmjuYsPP5q3\n7Lrrrp3rWO7eFDbe58OMed3WLSvbaBYbn8n7zczyouSD9xvT5sOMZp1ZPRjvsvXhx/qZmRJ6t2j6\n6t2iOb+vE0A1X7JwYvzZs2emzD6OaO6amex7k7NYJt70b9999624edO4WCcyc8mId4/mfYMmM5ON\nbcWbYN92220VN59nu+1WPcQ39vWetqbMMS2ZebRv8zH/ol/fPjNzwpi2zJwvG3eytMQ604asHWf9\nYsRLi0RZhdhne6LsgU9P7Ht9/PHZM/y8IT6vL7NYR3x/FPsmL38Ty9aHGZ/BpyXe58sv5nUv7b8t\nPszM/DvOb3zd9W0aqJZnvG/27Nmd62jm3FaGINZxX2YxDB9HNKf3fUo09Y1jri/D+Ew+32L8bcsp\n1jsfZj9tOsadzcMyeaSYL77txGfLpFN8mFkf2ZS2ujCB6pjh6xmQzx+zOY0nyhD4PM3mhFkbj22u\nn7KOcffSPrI24M3ts74o5qcvl6z+Z88axx3f30QJK0+sW1kZZe22l3m0f45szpa9f2RwRykhhBBC\nCCGEEEIIIWTo4UIpIYQQQgghhBBCCCFk6OFCKSGEEEIIIYQQQgghZOihRikhhAwZmUap1/0DgBUr\nVtT6jfo+Xk8w05XLtGEyfc8Yn9ecjHpJPv5edIe8RlLU2/HhxPii/lbGoPTNSqL2T6YL5PM3apR5\n7UavVwhU9aeifpjPlxhmphHkyXSHYjlEjSSvqxs1rvwzxfj9c0RNL6/JFN1innp8HY3aeE3aYG3w\n4cc2lrVNX+4x/7w2VizbTDsqapRmmlOZ5pvP62XLllXcfBtfuXJlxc3rki5durTi5rVpY17svffe\nnevFixdX3GbNmtW5zvQZe2nDg9AojXmW5aePL+tPY157Dcisf+tXBzDmpw8z6g76MKPendduA6rP\nH3Usva5t7Jt8HYlpqws/EvM36xvahuHTFfO2bV2Kfc2MGTM61/FZY7vyc4CoTZuNx23zKdYt/7w3\n3nhjrVvs22fOnNm59s8HVHX7snE80zbN2s4gdCvj717GQJ8vvs8CqvkU+3rf5mJ7yNLpiXXch5nN\nRWL5+foT61ls477Oxrzw41DWXrLyjG5t5y1t6UU7MevbvdZnLD/frjKN0l6I+enLM/bLBx98cK2b\n75ejVryvP/75gGpf5MdtoFrucfzIyszXiUw7ti1N46GPoxc9Wj/njnmWnTXg60U2N8jaSuw3/Lww\nptO3nWzOG+ugvy/W1/g+5cON76h1YcbfWRvP4I5SQgghhBBCCCGEEELI0MOFUkIIIYQQQgghhBBC\nyNBD03tCCBkC2prsRX/RzMmbQEQzC2/+0q9JYmb6Ek39fFpjWrxZbnwm7zeaL3nzsGgq4uPPTDya\nzHcyv/2YefViPuTdYp75cKJZtTeNi2YyPs0xTJ+HWR2Mee3DjPIP3lQbAObOnds1nfG3N8OP4WTm\nUrGO9GNeC4yuv/3g607WHrK8jvf5Nh5N5mI99+FGU0r/OzMnjPF7mQdvKg1UTeOjHIQ3P42mYj6O\naPX1pO0AACAASURBVMZ1xx13dK533XXXipuPP8oQ+HLvxURvEOUeycz5PF6WIhLz0z97bI9ZfG37\nrF7ywdel2P5jvcukP3zZZ/Iosb207c+zfqMtmUlyJHPzzx77wZ122qlznY2VQNW0sRfZCJ+22Ef7\n8SS6+fa4ZMmS1vF5sr49mvNm7Tgr68xkv18yc37/O/bDHl+2QLVfjP2pb9exHrSVAYhpyeaEfq4Q\n55K+7419beyXfZ3M5i1ZeWZjUi9SA21pO15k/Wfsz7zcRDb+ZqbLWV2K6YnP7mUefFqAat3K5C7i\nfb7+RukUH2bsp7I+um2ZDcL0PpZfDDOTWfDxxTaQvaf4uhvv87+jrIrPz1gPfBvzfUgkvht42ZMo\nA+KfN9ZXPzeJ8cXxy89VMjmxTFau33dS7iglhBBCCCGEEEIIIYQMPVwoJYQQQgghhBBCCCGEDD1c\nKCWEEEIIIYQQQgghhAw91CglhJDNkKgt5rVwos5Zpk0V9Si99lF083o4UY/Ga+z0ogPktWsyvT2v\nrxPjj9o0Xs8s07SLeZhpSWV52KQJVRdOv/dk2lj+GWI98PdFHTn/DDHPvO5RjM+7xTLyZLqZMS1R\no8xr0O28884VN691lGlVTps2rTb+TB8qkpX1IDTuMo3SthqQUZvJl1HUn4raf1n8Ps9iGWXpzOqF\n16aK7d/rkmY6j/F52+ouRp21rMwyzeJedB7rwuhFS9HfF/ssrw+X6Tr2okPony/rI6PGnNczy8YS\nr0EM9NZ2fL3IyjM+U6atlrXxqO3aaxqBan72ornm21HU+jvooIM617E/i+3P9wFR39PnWZa2WNZL\nly7tXEfdzGxu4nXPMzK95jh+ZP1wVrd8OQ2i/47h9JIW7xb1/DyxHDxZnY9x+/yMee3vi+OvJ3v2\n2G/ENuHD9eM2UH3+qHXo+/5sTpzRr0ZpFldbjek4Z/FjYMyjTKvdl3XT/DTr33xbivqXvj+PdcSX\nX4w/ezfwzxjL1udNdp5Aphka87Cfso7ll2n/ZhqlmeZs7DN9Xc7eYWK+ZHORrB76vI9l6+ta1Ev1\n8+o4/vow47wzhuPTHccr75a1s+x9J4M7SgkhhBBCCCGEEEIIIUMPF0oJIYQQQgghhBBCCCFDD03v\nCSFkMySaGfRi/p3d580zosmHN63oxaSlrclwxJu4eDPcmM5osuPNOqI576677to1jCb8M8T7+s37\ntmTmPL24+XyJpjC+bGNZ+nLIzDEzYhn5MOfPn19xi+neaaedOtfRVM2HE815fDhZXkSzYG/WGu/z\neZOZn/eLz9/MZC5ziyZQPs3RrClKEmRx+HAzE6iYL5npaNbGs3R7ovnu7rvv3rmOZrm77bZbbTje\nxCuasGX5HfvCtrQ1y83cYlv1ptTRLM/3hfH5sv47M8v1deKuu+6quPl2NH369Iqbf4bYR0e/vv1H\nOQFvshjL2qct9g11aen229PLmFFH1sZ8/sYy8n3oihUrKm6ZZE400/f5lI0fGbFN+/oTxxYfZhwH\n/PPHepDJAPj4Yz759pi1zV5MxdvS1py+yc3nk6//MW2ZmWpmkpzNWeJ92dwnM+fPzKPjGJWNpf2a\n12f1J+tD25KF0Vb+Ieanbzuxz/J1Ocuvpv7Ml0tsq37OH2UW2koIxDmaT3d8Ji/ZkZnXZ5JPsU74\n+2KY/UinZPJW0b2XsvZ1JvZ9vv3Hvtbnb6x3mZyP9xvD9PPAGTNmVNy8316kr/y8LLrF9u/D7Vcu\nIbZxmt4TQgghhBBCCCGEEEJIS7hQSgghhBBCCCGEEEIIGXq4UEoIIYQQQgghhBBCCBl6qFFKCCFD\nTqaJtnz58spvr+ET9a/8vZlWVNTiyXQsM60lH0fUrfEaPpluVsTfF/WSvE5QpquY6RVG2mq+9UJb\nTaQsXVGbKtNy83Ui6gB6HaCYlkzH8Z577ulcRw22qCOV6Qt6Pb54X9Tq82Tl4nW6Yrr9fbFexzbR\nDz7MTIc4c4uanbNmzepcz5s3r/Y+oNo+4rN7v71o43r9qagx6fUoo+6iL4dYtmvWrOlcx3z3fUqm\npRjxz9CkkzWIdt1vv5G5rVy5snN9++23V9y89lgsI5+/vegQ+/uiDpnXLPXaqfE+3xd0i8+3/9gX\n+DaehZP1b1m/1a/uWUbbdhzx9dprbQOj894T4/B50YveXqZD7LV/77zzzoqbf6aYf37MjWOLf6ZM\n3y/THeyl3H0+DUrzPXPLxmr/O9Z530dnGqWxTvg8zMa1TE80ji2+Hkb9WR9HTGesPz7dsTz9XGVQ\nfeYg9GizuU9Gpsvr+8lY7j6PYpr9OBfzNpZ1pv3p++xFixZV3Pw8IqbN17WsP43jv89DP6bH++Jc\nzudb7N98mIM4P2BQGqWxPfr5TVZm8dmzfrHte1hsYz6+6JadA+DrXfbssQ7Geu/jzN69Yh8zCD1x\n7iglhBBCCCGEEEIIIYQMPVwoJYQQQgghhBBCCCGEDD00vSeEkCGgrYlJ9NeLCaY3/YnmLj6caLrl\nzS6y+KOJyd133925jiYfq1evrn0Gb6oVTX18/NHExKc7M7HsxfQ+M1vtF/+8mXlJTJc3Te3FTD0L\n08ef1ZdoIuNNaKI5TTRD8u4x3ZnZpTfhyeQZMjPESGba5NMyHqbZbU1Do+mSN3ucM2dOxW3p0qWV\n35ncRSY74PMiPrs3r4/l5U0N58+fX3Hzpvg+DKBqAupN2ICqCW80d/PpzqQSmkztM/PstgzC/DOa\nK/s+M5rJZua1vlwys7xMjiFri96kE6jmvZdmAEabbvs+PJaD7ytinfSSHv22pUg/7TrWs7Zxxzrh\n8yG2lUwWJ/72ptRZO876zFhmvn3OnTu34ub7b2+iD1TLumlu4skkSrI27sPMpFP6bY8ZmWlqdPN1\n15cXUG3XbWUxeiGTCIhp8fkUx3FvSh3H9Cgd4clM/7Oy7qVt+vv6Leu2bTcbO+Lz+HYdpWh8/sY8\nyvrB2AayPtvPneP44cszjjvTpk3rXEez6qxcfD8S+30fTib1FfMiy99BtOvMFD9r4zGdfl4W59/9\nvjdk72iemJa2Y1Ic/72cT+wbMlmFmE++PmX9T1bW2ZwmgztKCSGEEEIIIYQQQgghQw8XSgkhhBBC\nCCGEEEIIIUMPF0oJIYQQQgghhBBCCCFDDzVKCSFkMyTTycx0cqJGT9QM85p+UXMq6tPU0Uv8Hq/L\nBVT1kryeD1DVuPK6fEBV7yZqqXktoEyDLT5DpmfYi05oPzTpJda5xTR7XddI1Jyqiz/q/vj4smfN\ndGtj+cV65uuF10QCqtpc/WrOZsSyzbTNBq1rFzWmMl1MXw5RD8636ag71kscmeZVW53e2bNnV9xu\nvfXWznXUIfYaZbF+eh3WeJ8n02cbi37ZIDRK+60v/r6owezzJWq3ZrqO/eqseTevNwtU23Fsm35s\nifqlUVd21qxZtXFk9T4jK79BlG1deL3EHcvIa8BlGoVNY5cPJ7q11XWLafNtMJaRL+uorXrTTTd1\nrr2GdkxbplEY21G/ZZbl/XgT8z3TbvTtKktnpqWYjWtx/M30i33ZxjC9LqHXsAR60+bN7ms7/4hk\n+rD90MtcMtMIXbx4cefaz3+B6tiZ9cNNz5O5+/nx8uXLK26+34jvBr59Ro10X7eiVqWfj8R6l+lm\nZtr4vbSJfuhXCzc++6pVqzrXK1eurLjtvffenes4rrU9oyCb22V6wn5OBlTrRMxrX9ZRZ9XXlzjH\n76Wt+rqelXXMi7blxB2lhBBCCCGEEEIIIYSQoYcLpYQQQgghhBBCCCGEkKGHpveEELIZkpku9GIC\nHc1kvClQZq7ci+lm23CieV1mJu9NR6LJnjfTzcyXejHn8WSmVJHxMN3M0pKZ5WRmar4cMrPOaCqW\nlXuG9+tNdABgxYoVtWmLUgqZObGPIzNDbispEcNsK4HQC23NfnuR3vBE86+s/mSmv7Gt+joT3bwJ\nfSxrL6UQTUz9M0Vz7MzM2vdp8fn8M2UyEpn5+aBoa96b9VOxXvv2EaVMfD3PTJljmN5vTLPPw3if\nd4tmedOnT+9cRxPPLI4Yjk9bNs7E583MOgdtep8Rw8/Mzb38TBzzMlP0rB1HE0yf17Ff9G0uCzPK\ne/hyiWb5vq1m/XB0y8q6rdnzRNDveNFW4iUbx7O+vRf8fbHP9HU0tn9fR/0YAIyWUvL9ey+m023L\ns5c5VFvaypVk5RDrsc+zWOczk33/u+l5MokJH87MmTMrbsuWLetcx7rkyz7KI/k+Jppg+/l57Isy\nyZd+59z9lHWT9FVW1j4t2RiUSV/FMH1eZ8/Ty7jm22NMy8KFCzvX8X1x3rx5nesoA+TjaDKLb1vW\n/b7vZHBHKSGEEEIIIYQQQgghZOjhQikhhBBCCCGEEEIIIWTo4UIpIYQQQgghhBBCCCFk6KFGKSGE\nDAGZ/qQnahLF314fZocddmgdjtffybRxMjK9rahN6bWUou6R19uJWliZrlTUfWrLoPRM24aR6dF5\nt6jjOG3atM511IP05R41gvzv7Hkybdr43D5tmX4okGur+TijBpTXTIpxeB29idaty2irvZW1sZh/\n3i1q9sZ88WThRP00H068z2teRa06X36xrfp2HevknDlzOterV6+uuHm9u0zLNNJWcy7+Hg/90izu\nTJfX99lRMywj0/rK6l1bXdCsL4r9bqZjF/16XbvY/jMtx351SNvqymb3ZHFnZevbXNR19c+elR+Q\n51ldmEC1Hsa0+ba7atWq2nBiXZ47d27nesmSJRU3X9ZZvWs7PvTit982PQhtaqCan1Gf2f+OZeTr\nSL8apfE+33ajfqHv9+NY4ttt7PejHmWmgzzeDGL870V/NtN8zcbxjKxP6aV9eA3KWbNmVdz8HDze\nt3Tp0s511MbO9O/HQzu27VyoX7J09TIf9+24Fy11H0cMM9P6zOZamba5jyPO+3x/sOuuu1bcvN+Y\nzvhM3m8so/GeX3FHKSGEEEIIIYQQQgghZOjhQikhhBBCCCGEEEIIIWTooek9IYSQWh544IHKb2/2\nsP3221fcMjNnbzrRi6lh5ubTFk01vInQggULKm4rVqyovS8zZ/LmIb2Y10QTFx9njD+a0fVDW1OU\nmC5v7hrx6ezXtCgzI8vM+WO5RxM+n2fRhM/Xg1i2Pm3R5DyaENXdl5V1Zo6dmSS3JTPLzdpRZtYY\nTa5imWUmkD4v4vNl93mZg5UrV1bcvLltlPq44447OtfRnHf27Nmd69imfDvuRUYiMxGMz+T7plgn\n25KZ+nsyt5gub24f86WtmXwcEzJZFR9/NK/zpngzZ86suPm0zZgxo+IW64j3G+uvr+tNJud1ZJIh\nvn8BRkvAtKGX8bBtODGPYpvPaDvO9WJef9ddd9W6eZmXOAZNnz69a7qAqglodGvbdmL++n4/jgG+\n3meSJONBzGs/Xu2yyy4Vt1gnPZmZdSZF4cnmM3Hel7V/L4/i60c3MsmJjLZzy2wc70WexZPJXbWd\no8WyzOQmfL7EPto/QwwzmxfF8d/3xTHPsvmjl0uJfZEPJ6Yty/u2/WRm1h3r6z333FMbTh1NZdm2\nL4p9ih+rs7E5kwjL2mrs33w9iG7ZO4tPZyxb/67l52RANe+ztERiWWdzy2xO3BbuKCWEEEIIIYQQ\nQgghhAw9XCglhBBCCCGEEEIIIYQMPVwoJYQQQgghhBBCCCGEDD3UKCWEkM2QTI+pl/ui5pvXg4na\nP211l6I/H2embbpmzZratK1evbri5rXiooZXpsnoNX2i3o5PS0xnpmkVdXN8OJmOZVuyMHpx85pv\nUX8q02TL9GezdHqi/qSvE1FvK2odeR27rJ5H/SlfhlFHMtOjzLTNMl2y9evXd66XLVtWm86Mtrpc\nWfuPddfX80ybtdu9nkxHy4cb9WB9vnjdUQBYtGhR5zrTL4u6WYsXL+5cew0toL1OX6Y76nVVgdH5\nlvWTE0mmVRfT5csvlmVbjemI719j+/d9dEyn17/27RsYXX5e3zTWg6w9+jKKafP9Xcwnr8UX62TU\nU+2HfjW7/TPE+unzN9bVWNaZRmkWvw/XawsD1f415qfXsYvtf9asWbX3tdXiy/SEY3/m8yn2Uz7+\n2Ke0pZc+O+uLfH76PAKqz55pb/arcR3zzLtFjV7ft8cx3msUL1++vPYZIr1oDWZ9fRafb9cx3W3J\nNMkznfPMzaclzl2zeUnWHrJ6EPteH3/UuPZnAcQ+xmuUxr4h0yHO8GNEpiMdn9e38ZiH/eiJx7iz\n8sz8xrEky+usb2ib1uy9JPZvPi3xfWqPPfboXGf9aezb/TNl98W0xbqVvZf5Z4zvc23PCeCOUkII\nIYQQQgghhBBCyNDDhVJCCCGEEEIIIYQQQsjQQ9N7QggZMnox/8pMIDJT6szEJDPdjPF7k51oOuHD\niSYz/nc0G/cmO/4aqJqfR3N+7zeapmR5EdOd+Y0mNm3ITDAz0/t4n8+nWEa+/KJ5S2aOneHNwaJ5\nm8+zaI612267VX77svDlF92iubs3dYr13D9/rD/eLcvfzPytF3OpOjLzyBi+/509azRryvqKzJww\na+OxrXpJhGiC6cPxJrpAtd7FcvdtN+sbMgmEmBe+TsYwY572Yh46VjLz6Nj3tJUd6EUCxPuN8fmy\n9SbrQLVdRVkM39dGE+iY174/iCa0vj+Npo0+jtjverfY/v3v2AYe8pCHYKy0Nb2P+LREk9LMrDri\n60E2tsS65MvJj9tAVQog5pn/HduVN9ONppv77rtv5zo+r6+HmZxQvM+bisc+zD97P+N0DKMXYl77\n54t1PjO99/FnZqqZKXMsI99WolmuL/dMqiHmZ+wrfNuNafNuvZjs+9+xjfsw43yjH3qRQPLE5/Hz\npFh+vqxjuWdyEzF+H2eUUvDlNGfOnIpbnEt7fDhZe4z1YO7cuZ3rWLf8ONDLXMgTx4Srr7661m+/\ntG3zsV/Mxq6sHbfNl6weeFmMmJbYHnzZxjrgf8fnW7lyZec6jheZFFbWb2Vz7tiWsvrq4Y5SQggh\nhBBCCCGEEELI0MOFUkIIIYQQQgghhBBCyNDDhVJCCCGEEEIIIYQQQsjQQ41SQgjZDImaL17fK2rv\n+d9eowsYrePiteSiZlimg5bpIGb6M16rJmoNtdUhW7VqVcXN69hEnSWvdej1tWJaMr2tLH+BqhZQ\n1O3Ze++90StRw+/OO++s9evzN+oJ3nLLLZ3rhQsXVty8lmMvGqX+2WOeRd0lj09b1J/M9LcyzdmY\n19OnT+9cRx0pX2dim/B+o+6RjyNqq3q/Me/bkmm3emKZZHpwe+yxR61bDCfTgPPPHsvapzu2B9+P\nRG0qH06s576Nz5gxo+Lm69YNN9xQcfMaW1Eb1/dvUb8w0z2Lz+TzKep9tcXn/dKlS2vTkulIxr5g\nzZo1netrr7224nbIIYfUhpmVn9dEi23Fh+PbG5D3G74uRf3SWEe8vuD8+fMrbj6tsd/w9SC2f/9M\nURM102ueN28eeiXqAM6cObPVfTHNvj/Yb7/9Km4+77N+A6i2nZhnvlxiPfCac1mZxb7Pt5Wof3f7\n7bd3rm+99daK2+677965ju3Rj92ZJnMvY5nPi1iX2xLzPtMFzsaSrF/0z5tplGZatZnucSx3X38z\nvdSoA+rT7fslYPQ41FZbta0GM9B+rG7bHiM+n2K+ZFq//nninGX27Nmd60xXNbaH2AY8MX5fnjFf\nMj14/0zxPj/Oxrrlyz7el+kuZ/Xc3xfzydeteF+cD7QhO8cByPVofbuK4WT56cnqT2zjvu3EcdTn\nS5ZnmcZ0bLd+7hPv85rzsWx7KWuf1phP/nf2TprBHaWEEEIIIYQQQgghhJChhwulhBBCCCGEEEII\nIYSQoYem94QQshnizagB4NJLL+1cR/OPzJQ4msJ5s5xoLuVNG/o1+Yome5lZpzcjic/kTYSiibeX\nJYjmFz7+5cuXV9wyU6rMFDb+zsztsryp45prrqlNZ0Y09fHmvbEcfJgxzZl5vf/dryl6NOeJdcub\n6eyyyy4VN2+q5uUDgGr9iaY+c+fO7ZrO+DuaE/m0ZWZP0dy2LatXr+5c77vvvn2FEZ9nwYIFtela\ntGhR5bd/3l7M8n35RlmQu+66q3Md666PI+a1z18fBlA1A47l4M3Ro4lZJq/hyfrQSJTwaMttt93W\nuT7vvPMqbj5fMqmP2Pd5k+Fozu/bQGxjPi9iW/W/Y5/i++HYjrN+yudnNBGM/Yhv47Ed+7oWy8iP\nJzEtWX+UmVJmptt1HHXUUZXfvi5n40NsD74uRwkS75aVLVAtp1h/fBv3bQyo1vM4Vnti3vq8j/MN\nH2Y0vT/ggAM617Hf8tIpsWz988e8aDt2Zn1dRi8m+9m8zLeJ2I79GBHHwyzdWX/n21Vm8p2ZQPu+\nAKjKKsT5RtZXZHI3MW1ZW80kkLzbrFmz0A9+bhnN9/0zxDzzbtOmTau4eXPlK6+8suLm0xzrcVa2\nmZl1zDOfnmh678OJ9/k6EsvPt/HYN/h+LLYdL7cTy8+PEb3M0bJ+q44494h12cef9b2ZxFNsOxmZ\nzEL2fL78Yp55SYJYfpmUia8jsb74sTneF9tc1sZ9erL+LbaJOFeogztKCSGEEEIIIYQQQgghQw8X\nSgkhhBBCCCGEEEIIIUMPF0oJIYQQQgghhBBCCCFDDzVKCSFkM2Sfffap/PbaX1GXx+u6RG2zXXfd\ntfLba8lELR6vVZPpOkaNOa+bEzWKfFqjnmiG1/eJujyLFy/uXEc9H69/04teUabBGtOdPUcvz1ji\ntQyB0WXoyTSRvLZZ5pbp8sX0e7eod+eJYfpniJpEUT9p7dq1neuY994t1levtxX1rzINMR9HTHdW\nfpnOWlt83Lvvvntt3Fk6svyMusNR1yneWxd/bFf+d9TU820+xpfpSPrfsU54jcLo5vs0r1canyHT\nHY1k+neZZlhGpuGX6XL5thO1zbxmYdR1zOq1L/cYX6b15eOI+ZDpyGWabFGz1Jd1LM877rijcx31\n/nzdGoRWdL8cccQRld8+zVk7im3Vt6M4Bvi8juUX25VvA7FcvF+f70C1XGK6MzevURjLyKfba9EC\n1Xbs+/kYR6ZRmrXxzC3TsM2IGqyebN4Qn8Hr+8Vn9/U6av9lz+7dYnzeb9Qa9PUphunrT9Qd9WUU\nnz2OM76PiWObr+txbunTE+9rW/bZvCXDj89ZuiK+bkVdXj939XMyIJ8zZXUp9hW+zsR5kdda7UWn\nO9Nd9m0i1i3fN2T1tRc98QyvxdmWhQsXVn7ffPPNld+ZhqfvF6Pm85IlSzrXUdfd51ms175841jp\n21Gsk77OxLmB95vNebN3pjjueB3SmJasP+jnHalbmHFsq4M7SgkhhBBCCCGEEEIIIUMPF0oJIYQQ\nQgghhBBCCCFDD03vCSFkM+SQQw6p/J4zZ07nOpoceLOGaAIRTVG8+VQ0FfHmIdHExIcbTZm86Vg0\nz8hM730cMT7/O5r6efOT+HyZ+bB/hszUJ7r1Yt4XzbzbsHz58tr4M/OaWA6ZCZ03gYpmOZk5Xybr\n0NYMKOZn/O3LOuafNz2K9cebeWVmOZnpfSQz3fZhtjX7iey1116d6xUrVlTcvMleNIHydTm6+eeL\ndT6WWfYMvo5Eli1bVpvutia7GdH825vlZvIBsd/ol1gn+mnHES+fEmUWfL8V27Hvo6Op73777de5\njuXg62s0LfbtM/aZPj+9aT9QNaGP7cGHGePzv73ZJjC6PL25fewLfXvspUx8WjNTw17MT+tYtGhR\n5bc3aY9m1T5foum9l2eIbdPXg1h+sQ34dhz7Cv875rWPP7ZH/zuO8b7+etNeoFqfYl32v33/AlT7\nkdjvZxITnqzfj3WwLTHvs/40q68+LbGPnjFjRuc6Pp9Pdwzf+411IutvfDjxGXxZZzIOMV/ifMCX\nb8x7H26/UgoZ/Y7V1113Xec6tgcfZmwPvj+NZeTn2HFszGSOfH2JbjGvvXtmgh3bVVYP/DNFOa9s\njuj7uBhm2/LsxWS/n3H78ssvr/z28ggxzBi+/x3zM6sHfhzI5qNx/PBtJ8ocZO+Bmem9T1ssP9+u\nM0mwTP6hW3o8mSl+ljdtJZG4o5QQQgghhBBCCCGEEDL0cKGUEPL/2Xvz2L2u887vuSS1UtwXcSfF\nRZRMybIdW7ETG3ECF0aKbEiAIs1kMkHSCZpBCkw6TYMmyDTtAJ0/0qYtBtPBTIDGmLRBZpCkQNMk\nCMaZKFZsxYoXLbQWkuIq7iIpUqIWc3n7h6ir7/mS93nPuf7RC9/P569zdc4963Oec96r3/MlAAAA\nAAAAAMDMw4dSAAAAAAAAAAAAmHnQKAUAuAVZvXp18bxz584+7RpPquPiWnFeVvVgXEdGNZNcP23N\nmjV9WrVwIkqNIs/TNlq0xlQ3x7V4VDfHtbFU08fnQrWbboYW1th3VX/2Rs9KpkOkc71v374iT/Xo\nXFNLtaNc00q1udyWNC/TtMo0iLzfrjuken+u6aX241pGmSbTUB3T+prpHtai9T/99NNFntquj1Vt\nWbUEI8o94DaxY8eO4nnx4sWDfTt//nyfPnnyZJGnGnPuG7Tf7lN0ntxGdF/rOkeU4/X9oP1s0RNW\nMu2riOk2W8OWLVv69Kc//ekiT9fM96NqlLrvW7duXZ/2Pa72dPz48SJPdSuXLl1a5Kkmou9xXesW\nLTG1X69Tx+DvqoZfRDlPLT5bnzMtx2n11PDkk08Wz0ePHu3Trvurdu1j1X3kflj3seuAelltU3UW\nI8q94+uS6YJq2cxeff/rmLzfeh57XzLtYS07Vj98rLaxr6eOwf1b5mO0b2vXri3yVM/Y21Pf7/cb\nbc9tQv2+z7XOi65lRL0OoJ8r/p7qEPsZpXMxzS8PvefrWat7mqHnTqZznN2jfTy6532P6bz4HOne\n8Tr9PNYzw9dF6/W11jlzzUm1Eb8baN9cy1X72uKHM3Texp7/GZkeraP3XPeLOl7fc7p3vc/Zhj6c\nEwAAIABJREFUnOm6uI2onrivbaaXqnvVx6764n5e6Zh8v/vvsmxddD2zO0amqZvBX5QCAAAAAAAA\nAADAzMOHUgAAAAAAAAAAAJh5+FAKAAAAAAAAAAAAMw8apQAAtyCuMae6Q67Vovowrlvl+knr16/v\n065xo1pHJ06cKPJU40b1piJKrZpMky3Tn8q0eHxMqgXk2jg3W2Myq3NsvaoRGBGxZMmSPu2ar6pD\n5HnKsWPHimct65pWZ8+e7dPLli0r8tRGVN8uorStlnnI1tPXT/eB23LWfq1GmbeX2UimqVuLavY9\n9dRTRZ7uo0yzz21e7cV1AF37c/ny5X3aNbW07P79+4s81V3z9zTP9bxUw8/1r3SM7hvUH7im5ssv\nv9ynW/RnW/TvMm3lWlTj7r777ivydOyZrvSZM2eKPNUey2ze9Uv1edu2bUWeni3u23UdfP7eeuut\nqMH9m+unqa/yuVDbznxMy37UMfm547ZdwxNPPFE869npPkvnMNPJ9LlVbUrXL3cdYvX1zz33XJGn\n49OzJKL0TT4valvZXlUt44hyXXwPZJqomQ6hkmkU+hi0zlrtTcfvN5lGobbnflE1/PROFlHq0bvG\nrK6R71Udu9uI2pr3U89476c++97U8bnOqmobRpRnhOtfDtUZ0aBDmOhfZhqTGarFuXHjxiJPx6Bn\nnD/7WDdv3tyn/Y6tflH9XkTE9u3b+3SmFellXeNa19r7rXPo/lQ17v0c133t+qXZ3Neex9k9bOza\nKr7//A6sc+g+U7WAPU9t2X/P6Zr5fOoa6b8NEVHuKx+76tFmvw18j2n7ri2q+9b3v7Y37Ryt1WvO\ndJ7RKAUAAAAAAAAAAAAYCR9KAQAAAAAAAAAAYOYh9B4A4Bbk4MGDxXMW5pCFhnp4vYY5aNhIRBly\n4iGfGvKl6Yg8/EzDezyvNvTOwxA1FMbDcrRvHsaRhVXORVj12Hc9bO3BBx/s075+WUi5htft3bu3\nyNP19PAatacs9CULSXKb0HX3EC/vt/bHw5A0zGzVqlVFnoYCeaiRrrXvl9pQTi+nNjnWRjTMWMOa\nHN8PGqqV2bXbuJfNQk6zUGYNK9MwvIhyHJm9ZmNyOYgNGzb06WwdWsLrW8K4srK16Fp7CHQWgq1z\n6OugPlvPhIhy73iIsNbzwgsvFHm6tj4Puuc89C4LfdN1z86giFL6Iwv9zcIss7D8LCzX19b7WkN2\nHrfYrtqBh9dqSPsjjzxS5HlZrcelONRPe3i07kG/G2RSEYrPp9qWhyGr38ikRrL91yKnofaTyR7U\n1hFRjq8lRFjPRLcfXTOVGYmIOHLkyGCeSn14neobfG2z/aD9dh+t9fjZ7KHG2XzXSuNk/iarY2x4\n9qZNm/r0hz/84SIvC23O7h66d3z9NBTf5WZUZsHb/uQnP1k861z4vSzrWyalovcGPZunvZf571qZ\nrJY9Puasfv/73188f+hDHyqe9Uzw8yGTcVEpI7d/XXsfn66934d1z7mEzVC/bvSsaPtep/pot7vs\n/t0ik5P5n+x3We0dnL8oBQAAAAAAAAAAgJmHD6UAAAAAAAAAAAAw8/ChFAAAAAAAAAAAAGYeNEoB\nAG5BXLMr02PJ9Nj8WXWCXHNy586dfVr1dSJKHTTvm+rIuO6i6k+qpmVEqb/jdWaaWqqj4/o+qpvj\n7dVq2kzTRMr0djItoCFc30d1z1zXKatfdZB8zg4cONCnVcssolyj8+fPF3mqK+d16hq57qnOves6\n+Xh1PV3vSsfr9eg6eV6mR6tkNuG6Ut+Idu27qJ1nmnYtdqVlly9fXuT5mm3evLlPuw6xrv2WLVuK\nvH379vXpTKPQdQ+1rPct0/fSuc90HjNtw2wOXQvL11rLehu16HteR6a9l+WpVpzvOd07hw4dKvJe\nf/31wb5onusla3vqlyIi1qxZc8O2I3JNZD939GzJtGNd61jL+nuZjx6qP2KcnmG2jx3tp9tclqca\npa4j5/5c97i+FxGxZ8+ePu06trr//RzIzlWdQ7836Jj8PW3DfYqeLbX6ehH5WmvZzIe10GJbiq6v\nl1MNSNeqV81JP+P07uVrq3sw04rMtFR9j+s+9vfcfmo1YcfqEGaM1SjVfea+J1tbzfP+6xr5HOl6\n6j6NKDXnd+3aVeS5jqXauesCK641rjbi49VnPS8iyrX1uc70J4fKRZRjyDSmW/b/EH4+uT5stp7Z\nnULX0+dF96f7RfWh7r/Vt2e/EbMzyPeiap1ndwNfB93/fjfIfrfUahJH5P9mQO0dn78oBQAAAAAA\nAAAAgJmHD6UAAAAAAAAAAAAw8xB6DwBwC+JhBhrKkIWbeFhDFmLqYZYaFuRhDevXr+/THtapYSQe\nlqPhWhri4XjIx6lTpwbf07nwcBANqWsJmZ2LEK+x9XiYij5noUxZmJqHtz7zzDN92kN9NFzaQ2g0\nXNrDFdVGPMRbw5k8HNPD5HWdNLQwogxP8xBTHa+H83sbQ+9l+8VtKwuNr6X2vSwEydHQOw/D83lZ\nsmRJn/Y9rmF6L7/8cpGn6+DvaRse8qn+wPexhrh5OPGRI0cG85SWENqWEF59zkIGM3Sts1C0LLQw\n2//3339/kbdp06Y+7ftI95jLI2g9Pg8anqm2E1H6GN9v2k8PH/Y29F0/P7Ssz4Xaoa+RPmd+MutL\nLVkIfXb+Zn12u9YQTM9zn52F0Ope8pBT9dMuy6HnuNuB2q+fA3qOe18U91vZvq4Npc58+1j/nfnh\nlnuZ2oHbvPrJzC/5Opw9e7ZPe8i1tu9zrfOyatWqIk/XwX27vuf9zCRRnGyesvmuXcPaEN2MTNIq\nC8f291auXNmnfa4fe+yxPu1+SMu+9tprRZ7KKkVE7Nix44btRZQ24vey7NxRv+F7U9fI93+2V7P7\nVK3U2FxINUyro1bazPP0XuS+Vu9TvldU7sbPcV2zFStWFHl6V3dfq/W4hEZ25um+dVk1Pf+9Pb93\nZui8ZTJLhN4DAAAAAAAAAAAAjIQPpQAAAAAAAAAAADDz8KEUAAAAAAAAAAAAZh40SgEAbkEybaaW\nsp6XaX+prpXr9KgeTaat9tJLLxV5J06cGGx79erVfdp1M1VTx7V/VO/H66zVJc30J78R5kIjKdNS\nzN5TzR7XKPX5VVSHKNM2c20jLes6kqo/6XPrmnqqyaQ6SxG5rpyO1zWRMj28bK3VfrJ1GKtxp+MZ\nq23obWe6vKqF5fW4ZqhqUD377LNFnmoWbtu2rcjT/nid2dpeuHBh8D1dz0z7L9O+c8Zqjba0odRq\njbagY1i3bl2Rpxqlx48fL/JUB9G1qT/+8Y/36f379xd5qm3sGmWqm+d56vd93t1XqOae22+mDzdW\nxy6ro0Vb7V28z9ke1+dM19F9reqCe3s+n6pj96UvfanI0z23YcOGwXp8zVQz2H2r7uuTJ08WeXv3\n7h3sp/pvP8f12deo9ozP9txYXzD2npBpjbpGqe5rnzO1C9UPjijnbOvWrYN98fd0XjZv3lzkZZrd\nakv+no9Xz4EWLde5oFbT1lH7zHyP52Xt6Xt+19I7k+9/nTP1rRHX3+1Uy93vgfrsWrVqa9oXr1PP\nBK/T9S4z/ckWvzyUNxf2Mu1sznRI9d3sLPG1Vh/qWrHqD7xOPWd1T3l7a9asKfL03FG9a++Ln3/a\nb9Wb9r65n8p0T1t8r9qM20/t7yT+ohQAAAAAAAAAAABmHj6UAgAAAAAAAAAAwMxD6D0AwC2Ihydk\nIQi170XkYY4aZqHh7RFlKNCKFSuKvEWLFvVpD8vT8KVz584VeRqeoWH4EWU4j4Ydej89pOXYsWM3\n7HNEPoffytD7LKzL69NnnVuvR8NiI8o18lCjjRs39un3ve99RZ6GbqvtRJRz5uugodQqoxCRh954\n6I++67aVhWdnoT/ZWuvcZOVqw36ytjMJiyxMLZPTuHjxYpHne/zs2bOD9ezZs6dPewithmt6qN/O\nnTv7tIeDaci+h2frHv/a175W5OlceIjg2LXN7C7bt7WhvhnZPs58kb+nYXneryVLlvRp9YMRZSje\no48+WuTt2rWrT7sEgvpsr1PXwc+EoT5HRNx3333Fs+6ll19+uchTH+7rl4U91vrQseF8ivdL90Bm\nV9n+dx+tfvjo0aNFnvv6J554ok//6Z/+6WD73/u931s8b9++vU+vXLmyyHvhhRf6tIdg6py539A9\n73ag55fPU60v9PXK5EvG+uxaWuxM8/xc1X3lodMHDx7s024HO3bs6NMqwxFR+goP9VUf7XcmDan1\n8alNeuitn+Ma+jsX/tT7k/n97LyY6354X7L97+HRuo99PHrmvvjii0We39XVZ/tca5vu63V/uhTG\n7t27+7TvI33P113PhZtx556LPe5r5L5Xn73+LCxf18XvTLqvXQpDz3Hf/4qPXfejt6d987VVP+J+\nX+U1fB/pnvaxZxI2mR1keT7e2n3NX5QCAAAAAAAAAADAzMOHUgAAAAAAAAAAAJh5+FAKAAAAAAAA\nAAAAMw8apQAAtyBj9XsynayI6/VplHXr1vVp15U8ffp0n3bNwIULF/bp+++/v8hTHZu9e/cO9sX7\nqe17X1TbLNOY8/dUr8n1bWr1rqblj9Eo9Xd0DJl+kmspaVnXKFJdQNet0vVTG4godZZch1S1zVw/\nSPWvjh8/XuS5JptrdSmqdeQal6q76muS6RdmGmKZJlKt9lhG7b7O9rHuKX9WTamI6/f7448/Ptjm\n3/3d3/Vp15i69957+/Rzzz03WMeWLVuKZ9VrVH29iFLb1Pej6m2prmpEqdulNhhR+qZsrm+WRrFS\nq5fobWtZtwMdn+8jXSPXNtM6N2zYMNiXrVu3Fnnqa//iL/6iyFOtQ/f76ntd99DHtHbt2j7tGqWq\n3+Y6qOqPsv3YkjcXOpa1euIZ3g9da92nEdefA6r367qy6ovdV/zIj/xIn16+fHmRp/v4yJEjRZ7q\ni/t+1PXzPNVk9LNF7Sfzw9l6ZftqrvRKx54Diu8P1Zl2XW6dF9em1P3hmqE6v77/VVfWbULL+vmr\nZ4TPw9KlSwfb8Puj3kdcd73lXjbE2LXO1ra2L9m9xHVkH3rooT7tupVPP/10n37ggQeKvG3bthXP\nBw4c6NOZLrjbj+5PvRN6Wb9TaF9d41JtxO+dem9puVOP9fVDuM1lvw0yjVJvW+vxPNUh9XXQs9T1\np/Ve7VrRenZ6nXqvz/yi/27QNfN112efQ/dbmT58pkednaW1+5q/KAUAAAAAAAAAAICZhw+lAAAA\nAAAAAAAAMPMQeg8AcAsyNiTQwxO8Hg1z0HD6iDJMZ//+/UWehnl4XzSExsOANKzSQ/ayEDqtM5ML\n0HDTiDJs7dy5c0XeXITJTatnTBseOumhP0P1Z2156PTmzZv7tIdjqU14OK+G7Ht45Fe+8pU+7eHR\nWqev0YkTJ4pnDS/yEB4N/fNwQg3v8znLQu/1OQsJymxyrC3VvtcSgqTPHrLn86lhnr5munc8dEvH\n7uFg+/bt69NuyzqHbnca6uftKe6nasP0WkI1W8L0x9DiMzJ5DcVDWLM9rnPt4dgaZu1hnWoTHpaf\nhVXqs4ZtR1xvdxqmp+dFRLnns7lokdBQm8xCKWsZu1ezkHLP07Pss5/9bJHn4ZJaj/tF3f9f+tKX\nijz1tY8++miRp2voPkZxH63vHT58uMjTNXMbqZUvaJG0UFy+pJaWEOHasj52lUfwu4/Or+9H3R8a\n6h5R3st8j2k/db9HlLaV3SX9PQ+99/uIomuR7XGnVgpnLmQWWsK/a6V9MnkEv3+rpM33fd/3FXl+\nduqZ/8wzzxR5ema8/vrrRZ6GzXu/VdYh8/V+JunvBvdTtf48m/ubIZ2S1dFyjuuzSxmor/X2VIrq\n4YcfLvL07uUyNWpbKosTUd7j169fX+SpzJHvW5UI8HtYdsZn52oWQt9yXvrddgj+ohS+pXRd9991\nXfdv5rpsRV1Xu67bOr0kAAAAAAAAAADMAnwohTmj67qf7bruma7rLnZdd6zruv+j67ol2TuTyeSf\nTyaTX6ipv6VsTXVDGV3X/VXXdT83R+0M0nXdP+i6bvhfxgAAAAAAAAAAgG8afCiFOaHrun8SEf88\nIv5JRCyOiI9GxOaI+A9d193w75u7rquPkZh75iaG9huji+SDLQAAAAAAAAAAfPNAoxS+YbquWxQR\nvxkRPzuZTP7Dtf98uOu6/ywi9kfET0fEZ7qu++8j4qGIeCsifjgi/uuu6zZGxPbJZPL3r9X1MxHx\nP0bEwoj43yPi5yPi5yeTyX+89v72yWTy97uu2xwRByLiZyPin0XEXRHxv00mk//pWj0fufb+gxHx\nRkT8cUT88mQyKcVRpo/t+yLi/4qI/zUifjUiLkfEr08mk89cy//da+PZFu98HP5yRPyDyWRyWPq4\nYDKZXL1W/q8i4vci4gsR8a8iYkHXda9FxKXJZLI8AOYI12MZq4mUlVX9oIhSe8z1i1Q/yfXvVHvM\n21fdvI0bNxZ5qnnjmjaqu+R1ql6b622pxo7rZineXu38TmOMdmWL7pH2uyVPdYl87JmmnepWuQ6R\nru3ixYuLvHXr1g2257altu5lVT8x079U7b2Iem3DTI8q0y+dC73bFj0mfc60DV17T/XuIkoNMdcT\n0z3neZlupmrQfvnLXy7yli1bNthvtQPXa1P9K9e3U20u182t1TbM5t6fx+oZqm35nNVqsDnaL9ch\n1PZ8/fQ938fq959//vnBOl2bVvXLNB1R+mHXpnYdZK3X11M1Gl0bL/N3Q+WmvdeikfguLXs1y1M7\ny2zOdSv9nMv2wOrVq/u0+8znnntusG/apmvcquasa9zp/Lpt+Tmg6Dr4umdr7WWVWnvJGKtXnLXn\na636gv6eag06b7zxRp92m9C1zs54z1Pfq+UiyvVz3WE9tyNKu1BN4ojxut21dYxd60zLuJbMt/sa\nqR/88R//8SJP/Wt2NkdE3H///X3a7UV1id1nq+aj+2jVKNUzPaK0O9dW1fYXLVpU5NX+bvlGzvEx\njL2PZ+eMzl9EeV/etWtXkaf3MH9Pz0e/M+k6uEap/mbzdVB7yjSR3bdn7XlZta1Mt7dlPWv3NX9R\nCnPB90TEHRHx/+h/nEwmFyPizyPiP5H//CMR8e8nk8nSiPj9d4tGRHRd976I+JcR8Z9HxNqIWBIR\n66LErf57I2JHRHwqIv5p13U7r/33KxHxjyNieUR8LCJ+ICL+0bjhxZqIWHStL/9FRPxLkxT4qYj4\nHyJiRUQ8HRH/d9Lfd/7jZPJCRPyXEfHEZDJZxEdSAAAAAAAAAIBvLXwohblgZUS88u5fTRrHr+W/\nyxOTyeRPIiImk8lbVvYnIuL/nUwmT1z7y89/OqXdSUT85mQy+fpkMnkm3vlI+ci1ur8ymUyenLzD\n4Yj4NxHxfUldGV+PiH82mUyuTCaTP4+I1yNip+T/6WQy+fxkMrkUEb8eER/rum79jSoCAAAAAAAA\nAIBvTwi9h7nglYhY2XXdvBt8LF17Lf9djsQw6zR/Mpm82XXdmSlta+zYGxFxT0RE13U7IuK3I+LD\n8U5Y/oJ4Jyx+DGdsXH0719A+X+y67my8M5YyLhngm0gWXpsxrZzW6yH0GsLj4VEaHuahmx4aq5w5\n854L8DFpe94XbcNDBA8ePNin77nnniJP++LhH3MRxjGX9Qy9Uxsa2hIGpKEv3n+da39P18XDYtes\nWdOnPYxLQyA13DPi+nBwDdvTMO6Icj29DbVRDVeKKEOGshB6p3afjQ3F0774Psra1v3n5bTObG0j\nyn6rTUREnD9//oblvP1MSsH3qoZ1e3sanunhfGoT7hvU7j1sVZ9bwvnmImTPyULvlZbQe83zMGMN\nm818svdFbSRre8uWLcWzzrX7YfW9HmKt/jui3PMLFy4s8jKfltm9koX6tUjcDOE2qOuShd57n/W9\nzK415DHi+vlVv+h7TufXfYPu/927dxd5mcyJtr9jx44iT33/gQMHijyVjvC11TZa9qaWHSurUlt/\nRP1ebfFFGv7qe1X3uIdga56PXf2p+w0NqXe/oc963kdE7N27t0+rHErE9eP1s1u5GXIGytizWuc+\nq2OsdIrboPs+RcP0/R7m72lYt/taPXP9zqT+wNdEbctDvrU9D/XXPLdX/42h1Ppo929jmCbDVRte\nn9mIr5mO3f2wjvfChQtFnu5HH/uGDRv6tEtoaN/8bFHbyu4Ufo/PpBMymayW83iojhs9D75XVQog\n54mIeDsiClGUrusWRsQPRsRn5T9nJ9rxiOh3atd1d8U74exj+FcR8XxEbLsW5v/rcfP+AadeOLHr\nunvinXD/oxHxrvfQ00RvCvxDTgAAAAAAAAAA3ybwoRS+YSaTyYV45x9g+hdd132667oFXddtiYh/\nHxGH451/DKmGP4yIH+667qNd190W7+h+ZmQfPhdFxIXJZPJG13UPRMQvVvZhDP9p13Xf03Xd7fHO\nPyz1t5PJ5NhkMnkl3vlg+tNd183ruu7n4p1/9OldTkbEhmtjBQAAAAAAAACAbyF8KIU5YTKZ/FZE\n/FpE/M8RcT7e+SvTQxHxqWvanTV1PBcR/1VE/LuIOHatnlPxzl+r3vCV5Pm/iYi/13XdhYj41xHx\nB1Perc27Uf7vR8RvRsSZiPhgRPw9yfuHEfHfxjvyAw9GxOcl7z9GxNci4kTXdYTpAwAAAAAAAAB8\nC0GjFOaMyWTyuxHxu0n+dX8h6v9tMpn824j4txF96P5vRsTLXnYymRyKiPn27g9I+vF458Ok8puS\nPyj4ZfX8dURssvyt9sork8nkHw3U9RcR4eXfzbsUET881A+AuSTT3su0YmrrjKjXh3EdK31Pdc4i\nIl577bWq9l0vSXXrXKfn3LlzfVr1dbyfPhdjdcnG6sXWkmlcZfpJmQ5Qpono6Hpm2o2uTad9cQ2m\nbK5dr0w1mlatWlXkqf6Wa1pl49X2p2lQDb3nczFW62yo/syusnVo0T30spkebaZ/qc+qoed5Preq\no6V6ZRERr776alU/vT3VzXJ9r7G6gI7aU8teqiVrP/PnmR1k2obZeHSNfN3VRlwrNjuTtOz69eW/\njenaatpv19vTvmZ279SuvY9Xx1S77t4Pr3OobMv+H+rjjZ5rNWcz3Ndrf7w93cd+Vqv9+JhU29R9\nkc79NJ82xFhNu4zsrG65F9SeQW6D2kamQ+joPcnnT+9emc27/878hvtsvR+4/Yz107Xvjd0DWR21\n50yL/nymr6vr4nPtd2zVAvV6tm597+ds1m9f60w3U322+3Y9B2o1Sf05m/uxd3olm2vPb9HerNUv\nzcbga535TF2HzZs3F3nab/XXEaX9uI6stqFaxt43H0M2p9lctOjvo1EK35F0XfdDXdfdde0j6f8S\nEc9c+ygKAAAAAAAAAABw0+BDKXy78aPxTtj9y/GOnudPfmu7MxX+QSYAAAAAAAAAgFsAQu/h24rJ\nZPIP4x1dz+8IJpPJz32r+wBwI77whS8Uz3/5l385WDYLT2gpm4W0ZOEhWchgFpqmeRs2bCjy9Hnf\nvn1F3sGDB/u0h59pGHkWCuNkY2gJC9RQo1/5lV8ZbE/5q7/6q+L5wIEDfbol5CsLA1JaQliy8KHa\nUEO3nf379xfPOmfLly8v8nR9ly5dWuRlkgFjQ7Cz0Fjl1KlvXJb6p3/6pwfbdlpCcTNqw3uzeWmR\n/tCQS19bDfNym9DQv8zusryWfmZlP/nJT8YYnn322T795JNPpu3VUvue21Lmh1vmZShv0aJFRZ6G\nWXqoprevIXxZ3+Za8uRGdT7++ON9+k/+5E+q6vilX/ql4vno0aNV7Xnb2T7WvGn+u/aMz9rL5tpD\nN1VKRUN7IyK++7u/u08fO3asuo2xYdWa52HAmXxQLW7n7reG+tJCbXj2XJ3xmT9VGQcN+42IOHny\n5OB7Lt2g890Sequ0+CbdA3/7t39b5H30ox8dfE/5oz/6oz6dSbxke8yp9d8tckxOdj/N0P3ie3X3\n7t19esuWLUXe6tWr+7RLMGXSG7Vz2LIH1qxZE634fLpvyOY+ux9n+zgb39j2lGzdMykj3+NHjhzp\n035/c5mcWlr8lp5Rfl4dP368T2/fvn2wzvRD6W88tufLEfGhrMy7zG/UbpnfcMe7raHuefPqtaAO\nvPil6rJf+cz/WV02IuKnfuzHq8uuvndFddk//7O6i1dExPMvvFhdtuXKffnK0L+tdGMuXar/EdY1\n9OT2O+6aXugaOx/8YHVZ1zqcTv1B8tabF6YXusb8107Ul126trrs5cb/P9Ki4dJyqF652vDj/Gp9\nvZm+1w3LX6kvf/lSfdkrV1v6UT8Xf/7//dG4X8gAAAAAAAAAkELoPQAAAAAAAAAAAMw8hN4DANya\nHIqIr3yrOwHfFJ6NiJNTS8G3KwemF+lhT39n83JDWdZ6NtgXrPWs8JXgt/d3MnsayrKnZ4NjwVrf\nsnRZqCyh9+9B6P17EHrvEHr/LoTevweh9wAAAAAAAADfWRB6DwAAAAAAAAAAADMPH0oBAAAAAAAA\nAABg5uFDKQAAAAAAAAAAAMw8fCgFAAAAAAAAAACAmYcPpQAAAAAAAAAAADDz8KEUAAAAAAAAAAAA\nZh4+lAIAAAAAAAAAAMDMsyDLnD+vq6+omzQ13FB1dPPqv+fO6+rLLl2xprrsncuXVJeNiHjjzYv1\ndd+5rrrsPYsWV5dtmOKIqF+/ljmOiOi6qzep7vp6J1cvVZft2iauiZa5uOPO26vLzru9YY9M2vbq\n5Mrl6rJXJ/Ory166Ut/nqw3zduVq6wLWl5/XUPfVSX3ZScO8AQAAAAAAAMDNgb8oBQAAAAAAAAAA\ngJmHD6UAAAAAAAAAAAAw8/ChFAAAAAAAAAAAAGYePpQCAAAAAAAAAADAzMOHUgAAAAAAAAAAAJh5\n+FAKAAAAAAAAAAAAMw8fSgEAAAAAAAAAAGDm4UMpAAAAAAAAAAAAzDx8KAUAAAAAAAChrrAUAAAg\nAElEQVQAAICZhw+lAAAAAAAAAAAAMPMsyDLnz+uqK5pfXzQiIuZ1k/q659V/z53X1Xdk6bKV1WVX\nbN1aXTYi4sLrF6vL3nZ7ugwFS5curS7bNcxFC12DXUS0rUlTnydXq4tevXq5uuy8xvF13ZXqsnfd\nVt+PlXe8VV323uWnq8suuPpmddmIiLfOvlpd9vLiddVlXzhfv/8uXaouGvMX1O+niIgG04huXr3f\nmsyvt88rV+rLAgAAAAAAAMDNgb8oBQAAAAAAAAAAgJmHD6UAAAAAAAAAAAAw8/ChFAAAAAAAAAAA\nAGYePpQCAAAAAAAAAADAzMOHUgAAAAAAAAAAAJh5+FAKAAAAAAAAAAAAMw8fSgEAAAAAAAAAAGDm\n4UMpAAAAAAAAAAAAzDx8KAUAAAAAAAAAAICZhw+lAAAAAAAAAAAAMPMsSDNbPqN2bd9c53eT6rK3\nNdTdzevqy955Z3XZe1avqS4bEXHh2PHqspNJ/VwsX760uuz8efXzdrW+CzGvu1pfOCK6FtuoX764\nOqnvx+VLF6vLrlpYbxcRERsXnq4uu/C2t6vLLmooe/v8+dVlTxyv729ExB0Lb68u+/ql16vL3jZ/\ndXXZK1fqbWjB5Ep12YiISYM9X12Qukyvub7k5OsN9QIAAAAAAADAzYC/KAUAAAAAAAAAAICZhw+l\nAAAAAAAAAAAAMPPwoRQAAAAAAAAAAABmHj6UAgAAAAAAAAAAwMzDh1IAAAAAAAAAAACYefhQCgAA\nAAAAAAAAADMPH0oBAAAAAAAAAABg5uFDKQAAAAAAAAAAAMw8fCgFAAAAAAAAAACAmYcPpQAAAAAA\nAAAAADDz8KEUAAAAAAAAAAAAZp4FWea8+Wl2wfxuDhv2fsybNBRuqPhKfdG3zp9rqDiiu3C+uuzl\ny5eryy5atLi67IIFt1WXvdTQh7bVi+i6lrrruW1+vV1suv1wddmNlw829WPx5bury65au7267NWr\n86vLzp9XP8fLVn29umxExBuvXqwuO++2JdVlbz9bb0dfv1S/1lcbfdH8+VfrC3f1/Zgf9R2ZRP1a\n17JkyZJ/ERE/9e7zL//yL1e9t2BBuS5LlpRr+sYbb/TpP/uzPyvyPvShD/XpRx55pMjbv39/nz58\nuNyPXffeXF29Wq6H+se33357sC/r1q0r8u6+e3hffv3rX79hOiLizjvvvGG/IiImk7r19/d8TBl3\n3XVXn/7t3/7tFTXvPPnkk7sjYu27z7/xG78x2Lb27bbbyjPi1Vdf7dNf+MIXirxf+IVf6NPHjx8v\n8j7/+c/3aV+HzZs3D/ZFmT9/eA+sXr26eD558mTxrHZx6dKlIu/8+ffO4vXr1w++d+VKeSGYN2/c\n/0fW9zJ7WbRokT7u+eM//uOP1dT/uc997sy76e/5nu8p8nRt3QYvXnzPj585c6bIe+yxx4b6Fe9/\n//uL52eeeaZPP/7440XehQsX+rSPXdfF+3bPPff06S1bthR5a9f2Zn1dnbr/33rrrSJP97Hbudqh\n16l24DahY3A783uc5uvcR8S//q3f+q1fiwq6rusX6ld/9VeLPLUzt1X14Tq3ERFPPfVUn3766aeL\nvE9/+tN92ufsr//6r/v0kSNHBvvs86DPvv8XL37vPuvrfscdd/RpX6M333yzeNZ10nX3d70effa+\n6bOPSfPcRm6//fY+/cQTT1T57x/90R/9dxHxqXeff/EXf3GwrPbF9+quXbv6tO+xz3zmM33a9/Sn\nPvWp4ln9w7Fjx4o8tS2fTz1L1RdElD57xYpyWhYuXNin/dzWfeR16lr7HtC+eZ7OTZbnaJ6PYdOm\nTVVrffKdiegn0e8fSma7Oi++d3R/nD17tshTf+B3u4xsXnQOX3/99SIv+32rPkb3zY3e032W9WWu\n0DHpORMRf7Ny5cofranjZ37mZ/qNtGnTpiIvuwvpHnjooYeKPN2P7r937tzZp7dt21bk6Rnk9+hs\n77h/U3vKzlz13xHl/c7fGyrnffF1z87AoXLTyup99Qd/8Aer9vQP/MAP/EZE/ON3n3fs2FHdnu7/\no0ePFnm6l3x/6POJEyeKvEOHDvVp95m1v0X8bFm6dOlgnq5Rdla6TShuZ9m9zPO0Ta9Hn33sp0+f\n1rzBtW774gUAAN8pLIyI5d/qTsA3haXBWn8nU/+LlXX+Tqf+/6yy1rPComCtZ4XlwW/v72Tq/1qJ\nPT0r3B2s9S0LofcAAAAAAAAAAAAw8/ChFAAAAAAAAAAAAGYe/vwfAOAWxPV8PvjBDw7mqY6LatFE\nXK85+eUvf7lPu+aj6iI98MADRZ7qIrlGovbHNWZUw8e1lVTLadmyZUWejsM1glxjU1HdLtfpU22c\naZpaSqab42uxYcOGwXqGePjhh4vnX/u19yQQXUvRNWgV1fP8vd/7vSJPtZtUi9Zx/ak1a9b0aZ8H\n1QzyNVKtKtf32rhx42Cbvg6qzeX6hVo201ZUDT3vd6ZDmmkiZpqsGX/wB3/QpzPtLc87d+49nXVf\nB9VB+/3f//0iz/VgVePObUv1sFp0eXUu9u3bV+T5nlfUlr097Zv7BtX+8j2ue8C0RYs2fOyZxqVq\nhrXwgQ98oE9/5CMfKfJ0znyt1Te5LpiuveuXZmfEgQMH+rRp9hV2nWm3+n5Q3+A6i6qD5u+98sor\nxbOOUXVPI0q9Rt9zOhdZvzP9Wc9ze6rhb/7mb4rnTNNO23Y/+P3f//192s+4J598sk/7nvJ6dEy+\n/7PzQ+f64MGDRZ7W4354+fL3olbd1/pdQdG59jnT/ed91v3hNqHPvgc0zzVKa3GteNdrV3Qd3K71\nfvW+972vyFOtQ/VnEREf/vCHB9/T8fmc6bOfH6+99lqffumll4o8PRN8rvWupdrsEdfbqN4DvWym\nK614+zqmzA5cy/UTn/jEYBvKZz/72T796KOPFnlZn3U/up7wiy++2Ke/9KUvFXmq5+3rp3vT/beX\n1f74Ouzdu7dPu76unidur+qj3X9re65RrH11v5FpFOuYWjRK/Zytwe3jh37ohwb7kt373Nd97Wtf\n69OuNfrggw/2adXajCjtzv1wpieq6+B+WH/r+Xmh/tR9ptqPr62un9uSn8faN9dBzs7xTFe+1ofz\nF6UAAAAAAAAAAAAw8/ChFAAAAAAAAAAAAGYeQu8BAGYADYnIwoU9DMhDKTSk3UMXNDzE39NQSs/z\nZyULJ9ZwDQ9N8TCdoTo9HERDhjRcKaIMm/E5zOY3C+HzkN0sLGiILMQ7K+tt65y55IKGbrs8gIbp\naLlp6LxkNuGhdr62x44d69MeLn3kyJE+3RIOrnbuIcpZv5WW9mqptQ/vl47BQ5d0rB6m7lIKuud9\nHbJ5yWwyk97QsC7fqxry5qFbWo+H+un+c3v1NhSdew9X9LCuMfvY0X56yF7mF7N+rlq1qk97WLWu\n9cqVK4s8tZ8szDnri9tAFsJeO4aI0v94WbXRLOQ086Gel0lvjJHUyPxEJleiIc8REa+++upgPTpH\nXi6TtPG+ZfOS2aSOw9dB7wZ+5mp4vZ8Delb7XGh72fpl/js7k8ZKp4yVavF50ZD6bN19X6nvb7F5\nnc/MJnxedM7ct6pN+tpm90cfk7bvdqB5Xmfmt7K5qCXzE5l96l3W11b9sI8nu3tld9dsPTNJpEyS\nxO1V87IzPsvzu4jLyijZPTc7mzN/UPtOJluRnY8e7q73Mh+7js/3lT63nNW1du73Pt2bvibansvS\nZHl+Jqld+F1PnzMJJLet2jsaf1EKAAAAAAAAAAAAMw8fSgEAAAAAAAAAAGDm4UMpAAAAAAAAAAAA\nzDypRun8rl6DZcG8Nl2HeV29dleLZkTX0I/5LfJhXds35YsXX59e6BqXTTch484775pe6BoLbrt9\neqFrXGmSUqvvb0REk7pLgxbM0rvq+/G+VfV2cbdpZUzjjrvr12Tegvqy8+cPayw6Vy7VL+Bd99TX\nGxFx5vwL1WVvX7ymumx3rl4iecGCFptr0xPqGv5/UdfgB7oG/3kzaNFHzDQz/fnee+/t065Vo9pK\nrnej+juZT3eNK9VByrRp/L1Mo0j1sFQDKaLUyjl79myRpxo3ruWoejfTNJE0P9MerMX1fWp10Lyc\n1uM6gKoZ5O2pVuTBgweLvFo7dF0nrdM1NQ8cOFA86zq5Npa/q6hGo2srnT59uk9nmky1+roRuS5Z\nLZntZLp5Oj5fk+PHj/dpX3fXfNN3XVNL58LH7npmQ+8tX768yHNbUzKNslOnTvVpn2vVcnO9RMVt\nUsfg48vKel4tmSaitp/Zgc+R2rLPi86F+0W1eR+79rNFb1Pf8znS9l0L28ek/tz346FDh/q026v6\nNJ9D7avnZRqXY9Y62xuZn3DbVT1DP5+0DT/XXP9OtT9b+qP4Wusc+jpkc6Zr7f1Su/B10Pa9L6pj\nndlr5k/HaBneqD19zvJ8jVSXe+3atUWezqfblo7d83S807Tqh/A5U51FPdMjSl/kPiXTJffz+MyZ\nM33a/ZbeB7J95tRq+mdkd60sT9fINdd1P/ga6bnmtpRplLaMT89jXzOda7+HqbZqpm3sNpLd0bI7\nvpL59uwsq2XaXSA7q7U9v+voeDP/5ntF/WumQ5ppMGc6qz4Gbc/XL7MXbc//jQm/t6vGre8J3dfZ\nWvv81upM8xelAAAAAAAAAAAAMPPwoRQAAAAAAAAAAABmnnHxQAAA8G2Nh6JomEMWcuHhPB6upCGY\nHp5x/vz5wfY1PKQlHETzPPRe8+6+++7BfvuYdAwetqIhHhouFFGGAWUhHtkYbpSvjAm9bwnrysKH\ns/AsXWsPYdHQmyyMy+dM59ptScNiDx8+PPieP3t4loYsap3+noatRURs3769T3v4udqPk4WDZWHz\nteiaZSGrWeidh3FqmJzPra+nzqHvnUzCQ/udhUB6nTr3Pu8anuUhl7ofVS4kotzHvsd1vFnYv4/P\n50nnYuxaKy3hfPrse1z9pIe3aSi3j13fa5EkyHy7hk675IOG8Hmo9sqVK4tnrdfPCK1Hz6eIPEQ5\nC+XUMWUh5rVkfiKzK39Px+AhkNpPDdGPuN4f6Br6mmU+LNs7us98z2n7PiYNt8/OeJdnOHLkyA3r\niCjtPlvn7BxvkTYaqsOfW0Kidc7c5nW/uF3rHvc83Q8t+1j9su9j7ZuPR8fg547veZ1v9z+ZpE2W\nl8klzfVat9Sh6+J3ltWrV/fplvu3jnXafXSsZID2x/2i+hyXTtAzv0WGJJNAqZ3v7LdQLdk92vOz\n8PMWCQTdV34vys7qbM4yyR6tx/237nmXTsokn9QXuQ9z+xnqy42eFZ3TaRIJQ/AXpQAAAAAAAAAA\nADDz8KEUAAAAAAAAAAAAZh4+lAIAAAAAAAAAAMDMg0YpAMAtSKa9k+lPOV5WNYRch0y1v1xjJtO4\nzHSJVDfHdddU48Z11lTzyjWDVM/MtQ1V38f7pTpLPr+ZtmiLRukYjbtMEynT+nEy7b0TJ0706V27\ndhV5qjGVaSJlc3Tx4sXiWcu6Nt3u3buLZ9U3uv/++4u8ZcuW9WnV4owo9ZNco3TNmjWD/c50njIy\n7b8xdTjZHtc+676JKPfDgQMHBt+LKPeZr4uuvWtOZeupmmX+nupvZXp7rqm1fv36Pu22rGvr+rfr\n1q3r05kG47T1G7u+SqZzmumeKe571Pd6H90uFF0j3+Pahq+Rtud+X+t0m9DxZpp2EeXau/2ovbo2\np9brfav1m5nOWy3eVqZ3na21nmXeD9WOe+mll4o810Gci7H7GuncZ1qjboM6ptOnTxd56htcpy/T\nKFcy3UOfa61njJZ4xPVanNndJ0PH675PNVm9n7rWvu4615n+ZOZTWvbmoUOH+rSvkeuCZ7qrenfw\nMdXqWGZ6v2M1SnVMc6Vpu3Tp0j7td1edM7ezljNCyXx9pvmq98WI0i4y+3Fb1jXLzhYn04dt0Wut\nYdoZUKtRmmlv+nrqXVZtIqJeTzzT5fUxqa1l9z4/q3XfZvPiv998H+taZ3r0GT4mNEoBAAAAAAAA\nAAAAKuFDKQAAAAAAAAAAAMw8hN4DANyCeFhFFlKShew6WXidhoN4OITW6+EZGjqVhcl4yMX58+f7\ntIdqZGEVWZ6GrV24cKHI09D/lpDIlrCrMaGb3pcshEafs1A0nYeIiD179gy2n4XeqB14noYB+Zpo\nKI6/53Okdug2qXIQHtal9Who6rQ69b1sbbN1mQuyMC5H29ZwqIhyX/m6e7irrpmvS60sQNa3Y8eO\nFXk7d+68YbmIchwehqd5PoYNGzb06YMHDxZ5aiPens6Th5F62RbJixp8brNwvmwddJ/5flAfmo3d\n3/OwwKH2sv3vfdb33HZ8rbVvWXi/+xhdQ/cpftYMMTacT2mxlSz8W32m90v3w7QwR13PTMLDbSST\nbtG5dp+pZdVfR5S+V8/7iDL8/OzZs0Wejt/fU7vL5DWyO8xYaY0s1L/lvMjCurOQZF0Ht4Nsryje\nT53PTMbB5XU8vF5xCQatx/2NyjpkNunoenpYt+aNDZuv3StZH7N+Zf4s88kt9xDfA1qv25mO1/ut\nvw2ycHcPI9f2PORb87xO3dfZPbflHj/EtDq0L9mdzc9VXV+3Qb9/KHp2tYxH17rl/Nfn7Bz1M1Vt\nxH9rtchdZbIgQ3XcqK9D5Cd6w0HQzWs7NLquwRgbFrrl8JqfHCbOsnXrpxcSjux+rrrspUv1l6T5\nDZewO++6e3qha7z99QadnEnbodFFg200FH319benF7rGxUv1c7F02R3TCynz6uvu5q2ZXugad98x\nrBd2HXfU29Bbb7WN7+0FK6YXusaZN+rn4vY76/f1pKu3z7febLPPeV39h6l5Vxs+dFyp78fYixgA\nAAAAAAAAzB2E3gMAAAAAAAAAAMDMw4dSAAAAAAAAAAAAmHnQKAUAuAVp0aaszYuIWLlyZZ92PSrV\nvHJtI9UayzS0HNWRcU0m1dRy/SvVOso09bxO7Ztr2GS6efqc6axOY4z2WaZxN7Zt1xO89957q+r0\nvFo9LB+3jsk1Qjdt2lQ8Hzp06IbvRZRr7/aqOmhq1xGlHpZrYyluI5kuWbbP5oKsTu2nj/WrX/1q\nn1Yd3oiIc+fODdbj85npumnfVK8sImLLli19WvXmIkrNQteRVV2rNWtKWRvV8HKbUF+hdn2jsoqO\nL9M2jGjTfR5iLny2+z6dF/eZ6vu8z5lfzOYsy9O1db1C7bfbkvsmH6NSq4Oc6by26I6OXWtlrG6l\n+jPXGtb5df1C17vTNrO1znTsMl/kmqFaj8+fao+6b8p8u667+xsl060be5a1kMkuZXqpquW8a9eu\nwTp8DLr2mY5l1hevU+3HbUn3uGuiqo24JqmTrUvm67P3FL+TZhqwtWQ6pGPvRWrnrgOq/fS11b3p\nezrbq+779C6W6Ur6+NT/ZBrzmR9uuVdr2Ra9y7m4l7Wc1UqLrrOuvdep85vpcGY26f5U19r9t97L\nvE49q12jNNMI9/Fm2rjZPtN6/L3as5q/KAUAAAAAAAAAAICZhw+lAAAAAAAAAAAAMPMQeg8AMANo\nCIKH02ThIFlYh4dgaDiIh0Doe1nYURZq6OEgGsrhYXka1uEhFhoG5GHdSiYR0BJK1RI+OSZ0M3un\nJSRY1+j06dNF3qJFiwbbUNvykBl99tAi7Yv3c+HChYPveQi2hmt7yNmqVav6tIYBRpShx1kY+Vwx\nF6H3Y+vQ+dVw1oiIU6dO9enMJvzZ50z3Syal4OGZ2p8VK1YUeYcPH+7Tvse1jSys2vPUb3k4WBaq\npmPwecr85M0I59P2W0L91A7OnDlT5On8+jxka5uhZ4KH1y9btqxPv/LKK0Wejs9D7d3uMh+ehS9r\nXja/2Z5wf9cSpj/X6Dz5XtHQSQ/Z9XnJzr1sXjJ/7vtM0dB4f09tNAvddHkU9fXZedsSzpvJSMwF\nLXcKtUGfF5UkyPywk63tULmI0uY9HFttrUWOxcuqTfpaa14WJt8iUaTPY9c9CwmuxfulklJeZyar\nkIW3t7Sv86t9iSjnyX2M+mw/B3Q9ff3uueeePu3SDVlYfsZcyx5ltuPP2Xns49M19PFlZ5fuRz+P\nau/qvh/12eWR1EfrekXU/zaZZpNqWy1ntY4/+02awV+UAgAAAAAAAAAAwMzDh1IAAAAAAAAAAACY\nefhQCgAAAAAAAAAAADMPGqUAALcgLdpbmVaM67+pvpBqPHo9mQ5Q1hd/T8fhGjOqm7N48eIiTzVt\nXBNJ2bBhQ/Gseleu71Or7TRNA2muNUpbNGazsjrXrkOkenCZbWUafT7uTPtL63G9vQMHDhTPqjXk\n2liqg+jtq237mLyeWjJts5utUVq7tm+88UaRt379+j7tGnOZbl6txpO37+/p/nT9WdW8OnfuXJGn\n2nyep3qNruGn+reuC6Z9y+yzRRNtrD6d0qJDmqFr7zp2Wk+mTZtpdvq+yTSmVSt23bp1RZ7ahK+t\n26/q2mY6ZFm//b1M9yzTSxuzr8dqIHq/VI/Z7VN1K32sXjbrT6ZxrfW6jqTietd6jruNZPcN1SH1\nOjP9wloN38x/jyXTGnSy/ah+cuXKlUWe+jsfQ61/a9EB1Pbcf+t54mNV3+tr675J/XnmY6bZtqJj\nzPQaW3z9UL9a8nSNfG01z7W+Mz3YjExf2+vRu9iJEyeKPD2rvd/q632PZ3f8rJ9atuX3zs0mOxMy\nn+l7XNfX9fV1HfzOrc9z9dsg0yjVPZ/tYz2DIvK1bjkTs/kde19W0g+l9VfgiHmN50fXYMRNh1ND\n2ZZ677xjWCz+RlwyB5Zx+VK9Q1swv77Pty8YFk93rl65NL3QNebi0j9cd33Zty7Xz8XpK0unF7rG\nugV3TC+k/TCnn7FgXv3mX3Bb/R6586763Xp58tb0Qlr3ncMXXmf/q/VrcuVyww/NhkO/5cd7Oy3/\neEp9n68sGHcRAwAAAAAAAIC5g9B7AAAAAAAAAAAAmHkIvQcAmAHmKmxcQyk0TD2i/GvzLDzK/+pX\n+5a95+E1Go7lYUga5qFhPxHlGD3ES8PIspCkjG/kr+7HhPdlIUlOFqaWoeE22by0SCdo2SzPw3m8\nDQ3N9fVUu3Db0npcuiEbkzJWRmFsGGftmmXr4HlLl74XceF7JQvPzkIwvY0sT0PFPPT/oYceGuxb\nJhXx4IMPDuap3/DxKXO1j8eGbiotIWWZ3elceyhctld1P7iUQWYT+ux16n70UDs9WzzU3kPxN2/e\nHENkIcNj9/Vc0xKim8nkZLIfGgrvdfoeyKQFsvVU+/H2VR7Bz2oN3fT9r+37e9p+FoacnS1Odj7O\nhU2MrdPXWn1Ydp/KzoFMcsH3eOZTdO79HFV/4+evhvP6XdLtQH2AvheRyyXUSgG1hOzPNS02kfla\nHbvPQ60slpf1erRNtUFHw/D9Pb/PaSj+2PO4ZW+OvQPXkvnMbO4zqa+WcyCTD9PnFmmoTI5B96rv\nW5UM8D2e3TdaZEFuNvxFKQAAAAAAAAAAAMw8fCgFAAAAAAAAAACAmYcPpQAAAAAAAAAAADDzoFEK\nAACDuB6N6uEsXLiw+j3VuHFNLX3ONEpdt0bLut6e6uHcddddRZ7qJ2W6h06tZtA0vpkaOy06fFrW\n1/att97q075GOi+ZXlpmS95PXU/XJHRtLNW1OnnyZJG3bt26G6YjIo4fPz5Yp+spDTFWH/abrrOU\nrJHq0bk2neuJZfWo/pXrZunaZ7pxrm2mGleuf6dz+NJLLxV5W7ZsGWxD++Z9yXSzWvRoVXdtrA5a\nrbaZk5VVX5j5b+9zNmf67FqRmc9U3Uzvs2paep7roKkPV73diHw9M8bq2M215l2mnej+VLUb/axU\n/+a26rqAtWPPNC4zHVQ9SyLKtVabiIhYtmxZn37ttdeKPB2Hj0HPqLnytXNRT4t91Opkqq+Zhq6R\nn+OZZnDWl0w3U8/RzCbcF/k5rjaT6Vi2kOlIz4WOZa3ebbbH/fxds2ZNn/azWvd/y95sGZ/aiNud\ntuFn9fr16/v0nj17ijzXnB3Tt7H33JtxD/M6s/2h+HqqL6y9j3ob2b+r4Hk6T94XPT/8jF2yZEmf\ndrvTs9n3eLYOLfsx+3csavMy+ItSAAAAAAAAAAAAmHn4UAoAAAAAAAAAAAAzD6H3AAAzRkuYioc5\naejmokWLBt/1NjTMIwvLdTTUx8tpnofXaxhQFpbvdWroaBay4+/ps4etZWFsWaj6WGrDibIQIQ2n\n8X75eLIQGp1rH5vOr4dca8iZhl/fqH0NRztx4kSR9/zzz/dpDf+KKG0mCyNvIbMtDTFrCZccwuez\nNqTMw7h0rB76moXFuW/QZ58/Ha/Pi679fffdV+SdPn26T2/fvr3I03o8jFRlFTyMTN/zOfR6ht7L\nfENEOY/um8bQEs6Xrb32y9c6C/XPfF/Wts6Tt6fnh4flaaifh3G6/b766qt92u3OfcVQ37IxZTIE\nfra4rc01Or9uq+onXQIh80tZ6K/nZSHt2qbbpIZgZvIabiN+Dg31ZZqcwBDZ+DL5oJsRstsic6Ch\n6H4+1q6f20gm66D7yPeY2rzLI2R+Q9/zPe1SODr32Txl96lM8imTE7kZZL5H18jnU9/LwrGzO2dL\nqH1mI77H3njjjT6dhW6r1EZEeT5m9+qWPZfZspKdO7W478nu8Nm56janvrBF5ixrT9vw99Se3Efr\nGaxyKBERq1at6tPZb7vsd5Hfh2tlRyLKMWZ3W59fP7uH4C9KAQAAAAAAAAAAYOZJ/5dJ1/AZtWsp\nHBEt/zPuZv2jB5cv1/9Fx9Hnnmmqe3Jp+K8SnNsWDIvtXl+2vg+Jhu83lSbx8uT//l9Xb9TbxbOH\nzk8vdI01S9ZNLyQsuf2t6YWu8fblM9Vl77nzvumFrtE1LHY372h12YiIr19u+EdqmjTP6wu3/JFd\nJl79jfYjon5fd1frOz2/+zbZrAAAAAAAAAAzDH9RCgAAAAAAAAAAADMPGqUAACJQCJIAACAASURB\nVDPA2L/Mdx20TMdG28j+ste1amr1mjxP9YT8L9dVf2b58uVFnmra+bzoe6qT6W34GLJ+elmdG9fU\nmQs9w7HoXLj+rGoPZTqAmSagz3Wm5aR6V26D586dK563bNkyWM+pU6f69NmzZwfLZbprWT8z3aVs\n3bO+ZIzdx9n6qdaY25+XzTSnFN+PmT/YvHnzDfvi/fE61UYffvjhIk+1TV3nTceU6U/62NXfuAab\naysqasstjNUa1jH4+HQMrseWaZTWani26B7r+eF52rdMC9vz3SZVY8/19vTZx1ere+a+wfVUx6Dj\n87FmZ6WeV+4ztZ+Z9qY/Z+37XOvevXDhQpGXaQbqebx06dIiT9vwPF2HljtFZq+ZFqc+j9WizfRg\ns7L+ntqu+7fsLqL4umca15mv13VX7VTvm5/b2s9MLzki33PZemYapbWazGN142v3cfae688q2Zk6\n1n/7s59d6mNcv1zz/GzRZ7cl1d/097SNadr/tWS+yM+IMWQ22GKf+ltk2v5QaqN4s98+/ttOz1g/\n41avXj3YL31236D4edWiQ6znc7bHfa3dHw3BX5QCAAAAAAAAAADAzMOHUgAAAAAAAAAAAJh5CL0H\nALgFGRui6yEPHgqr9XqYjIY9eAiGhj14mIXW6XlZKIyG4nlYRxZGouE8WajxK6+8UuRpGJnPk44h\ny/M2PIRvLkI3M2rtwvuVheVlYY5a1vM05MpDvHSOPIzTbVLtbsWKFUWezqeHUmpYm9uIrnUW8pXZ\nq4cB6TydP1//DwwO1eFka1QrnaD7JiKX3mhB2/A1UjzUUEOyfY/rGDX8K6IMVXv++eeLPLUfH4++\n5z5M/Z37DfdT2obb1hhawvmyPa7jzfa4k0lK6Huep3Pmvm3VqlV9Ogs7dJt01J7cfnRdvB4dv489\nmyfN8720bNmytK811Ibsep6ea75vlSysOSI/yxT359q+htNHlPI3HvKo77kdnDnz3j+Aeu+99xZ5\nuq+0XEQ5xkyGYNpZrWjfptnkGLKwfM/TMblfrF17931ZmGpmE7p+WSjziRMnBvvlZ7q3ofvKpZR0\nXbK7lteZnePZXNTS8g8ZD/UrC73PwpyztZ2GzoW3r/c0v//rHvT5fPvttwfzdB9nEhM+huxuqfV4\ne2pregeNuF7mZQyZD6n1LxH5GVQr3ZCV8/lUn+bzomes32d0j/kZn53jmS25r9f1zaRi/CzTMWaS\nHRn8RSkAAAAAAAAAAADMPHwoBQAAAAAAAAAAgJmHD6UAAAAAAAAAAAAw86BRCgBwC+KaNpneVabj\n4po6qhmU6SdlmnqZnpBr/an+lusC6hgz/ULXtFHNItdyUh0d17vRevw9LTtNM1DLehtjNCBdg0n1\nfrK+ZJo9rvm4fv36qj762mobmSbixYsXizzVkXL9Uq9H9a/cDjZt2tSnVRMxIuLJJ5/s064Z6mUV\nnSe3rVpNtLnQPfN50LZ9bbWsj1W141wbyseg43U9SrXDTMdy7dq1RZ5q3LXsK/UVvu6qX7xz584i\n7+WXXx7sS6Y9mOmLefs6b4cPHx58L0Pn0PdAto91znxfqXak57l/VXRtXU9Q89xeVM/M9d9UD9b3\nkdprpnvo9XobBw4c6NOug6bPbneZ7lm2x13brQavP9tH2p7bo/pBP5tdb1vxuc80PBVfF7WtTPvX\n+6JlvT3VPczmVuuPKG0ku4v42alj8jFoPWM1Sn3vaD8zf5r5l2n7Y4js/M80e709HZPbkqL26fX4\n+HyeFNWt9r762HUOM63K7N5SO59OZmf6nJ3VqpUeUfozz1OyO1qmexxRzou3UasL6j5Nzy/XqtW8\njRs3Fnl6V/EzUMls0vN0frN7Si1uH36u1ur7+1yfPHmyT/v+yHxmdlZna6TnoeuQ6rnq984M9ct6\nJ/M2fHyZrnt2587yfO6zM1HhL0oBAAAAAAAAAABg5uFDKQAAAAAAAAAAAMw8aeh9N6/+O2o3r+3P\nlVv+urml5q6h9FX7k+uMN18f/hP3GzIcrXId87r6eU6iGm5Qtl5ZoYv6iidxeXohoSXE8EpD2QUN\nk3Glqw+T2b3v5emFhAdX1tvRoqUnpxe6xj333FddtotF0wtdY0EsmV5IuNS9Or1Q35EWW67fJJNJ\nfb2tIa1toRb1ZVvq9dCbuWDdunXFs4eDDOH99vnUMNmzZ88WeRrG4iEtWciuhodkIfQeOqm0hJ9q\nON/DDz9c5C1btqxPe4iJhqZ6mKqOb1rofSZ14GFlNRw6dGiwjizUx9chC8vVeckkCTy8LpMr0PBQ\nDxHS9j1sLQvh17WNKPeBz62GBXm/NbQy258e6pOFHupeGhvOt2/fvj597NixIi8L2dWwriNHjhR5\nGor+6KOPFnm+LjrX3obuXd/HGzZsiCF0LjyEVtvwOVNbdtvSNVP5hYjcXrMw8mzNMokCDaFrQedw\nz549g+Wy0Gm33XPnzvXpo0ePFnk+T0NkIawekqw+2/dfJnOiz34Gue9dvHjxYF81lNNtWeuZqzM4\nO6OG2Lp1a/GchbtrP70t9Ytu1xcuXOjTWTi/1+NoWW9DQ2OzNfG5VjvIQu9dDkbPDx1fRHmWZWvr\nc6G25jap+3GsvXh7PodDuKSEnse+r9Qu3Ddo+5nMktuA1uP7SOvMbNf3rc6vh2O7z1SJFC+r/XEf\nnd1J1Y9ldxoPGa5Fz7Ls7MjC/r3PWZ4+Z+OZdsdXm9T7vtfj7+mznwOnT5+OIbSsr+2pU6f6tJ87\ntfICPt7sTuH3jxpUDiEi4umnny6eM5mc7E6osgPZ2H0ddHz+XrbH1W+4/9Z5yWRqHJVLWbNmTZGn\n4/PfkitWrCieta8+h7XSce6bXGZqCP6iFAAAAAAAAAAAAGYePpQCAAAAAAAAAADAzMOHUgAAAAAA\nAAAAAJh56kUsAQDgOwbXajl8+HCfdk0b1XFx/ZlMb9M1EjM9qEw7VrW/WrQiVXPG9XbuueeePu0a\nOqoF5FpOqvflOouq4eMaTJl2k5Ppm3m9NTz22GPFs66haxRp3zxPdSzVXiJKjakHHnigyNM+u86S\ntpFpm6neXESpjeXr5/Or+T6mTK9NNdPuu6/UhFY7zLSwnEyjrU0P+cZ89atf7dO/8zu/U+SpXWXa\nqW7z2q9MdziinBfdYxHl2vucqc6br3Wmu5jpnqn+rGuL6XhdH037nfXF8XlTfN11Tt0ma9ExqDat\n1+92pXPve073Vabn53tMx575lEw/NNPUdP+daZS6bp626WPSOczaz3TsMvy9MRqlH/vYx4pn3Ste\nv47HbX758uV92jXmVPPNfUN2xvs+VntSHdCIch18HtRmMt/k+9GfFbWLvXv3Fnmq6ZmNL/PXmUbx\nWF/+gQ98oHjWc8d9j86L+1rV+1Md3ohyHXxfZTqW6l/9PZ1r3xtaj9/ftGymjel72nW0t23bFkPo\nOrX4Wn0v0zYccyeLiHjkkUf6tK+Rjt33g+4d1aL193ysmVasrqe353Ovey7TuG+xVy3r2tiqVak6\nxxGlVn12b8n6mZGNoRb/HeRnde29zM851RP3Pac2kt09/L1Mo1TXzHWPM5+iZ4TPp66f25mup+sA\nexv67ONt/XdJ3qV2X/MXpQAAAAAAAAAAADDz8KEUAAAAAAAAAAAAZh5C7wEAbkE8BPHFF1/s0x6m\nkoWbeqiIhmRoeFtEGQroIZ9ZCLaGa3l4jYaYeF4Wsqtj9LnQsgsXLizyzpw506c97G/16tWDfclC\n8VrC9MaE/hw6dKh4fuGFF/p0tg6Ohul4uLLOy6c+9akiT0NYfD49FE9RaQMP49Q58znxMWUh0YqH\n86hdeOiPhqBna9ISuqn2WttnZ+fOnX1aw2mn1ZmF3unYfY5cfkJDsDy8TveVh25pm1mYtefpWnvo\nloZ1uU3os+7biDLUz9vLwvmUaeFetaF/Ga+88kqfdkmELGxd++ah0xqym+0j95mZzInueV93DQfP\nwuk8T9vzufaQObUDD91Um8nCQbPw7BbG7OtNmzYVzzt27Bgsq/vIwyp1rX0dNm/e3Kd3795d5GVn\nhPsKnWtv36UAFC2bhZ+63WmdfsZrX1Q2ZlpfstB7tYmxIZ0ZP/ZjPzbYXnYv8zzdL37G6h7w/Z+F\n3qtv9/eyc1zx9dPnTI7J18/vljrezNdnkhnZPTfL8/Zq0XB7D6HX9XQ7U5v08eg8+B7P9qbuabd5\nX9tMFiCrZ6gO71sW1p1JN2V98fXT9rO1dVrKvovPg9+d1W+5D1M/5eea7gG/t2d3Ut27Xqc++3mo\nNur3+Ex+Sm3N94rOjc+Tjsnr92ddl8xnt0hf1f7W4i9KAQAAAAAAAAAAYObhQykAAAAAAAAAAADM\nPHwoBQAAAAAAAAAAgJknFdOZF/UaPa1yPi3l57XouzV8+12woF4L7ra77pheSHjz6rAOnDOJBi2r\nrkVrY1hT4vqyDWvd+H29RfNjMqnXBOoa5uK2Bt2/JXe2aQROrtTr17x58fz0Qn3F9UUXTOrn4uq8\ne6YXEi539eXbdL3GaYBNp00brklKrmGeW/4/VBdzr4V1+PDh4ln3oeu/ZFotrlWzatWqPq3aQhGl\n9p+mvR7Xo9T2VUMvotSY836r3o5rIqktugaT6ui4ltmePXsG61RNL/drqo0zRufoXcZolPq+27t3\nb592baOsnzpe1zZSvdbjx48Xeap/51pcumau3aS6ZK6ppf10XSdHdTR9vPr8/PPPF3lqk24jug7Z\nWmdkWkpjbUQ1Srdu3Vrk6Ty5XS9evLhP+75V/TB/7+jRo8Wzaoi5hu+WLVv6tOsuHjx4sE+7Rpnu\ncdco03VQndyIUv9S0xERTz31VJ9+4IEHijzd4zovEbkuoK7nNE1Lteexepe6Tvfdd99gnu9V1bFz\n/51pPp48ebJPu4/WPeZztnbt2hv2y8u6balv8P2gPtr9sGurqR2qrqvXm+msObW6Z9ker+XUqVPF\n865du/q0nwc6F5keo2u+6hq5Zq+vtfpln0/dq76PMx1LPTt9TGqjfm9Qm1HfF1Fqc7stq98fqx+e\n7f+xrFy5snhWm/SzS9fXtaJVh1T9t+e5zWtZtxFdF19LHXumMe/+W+3VdUfVb7nfuP/++4tnXV/X\nIdb2s/3o+0XHm61tts8ydD1dD1brzPRE3SZ0//l86lz7ntY18/lzMm3eTPtTbc33jubpfTGitEM/\n43VuWjRRFX+vRceyBtWijYh4+OGHi2e180wz1PfjuXPn+vSJEyeKPB2v+watc926dUWe2qH7Br1D\nuT/N1ja762Q6xJm2qd8Vatel5ayurZO/KAUAAAAAAAAAAICZhw+lAAAAAAAAAAAAMPPwoRQAAAAA\nAAAAAABmnlSjFAAAvjNxbaN77723T7sWjmoNuZaSa9Vs2LChT6umXUSpmeR6MKp15n1TPUPXqlEd\nG9ex0n67To/muW6W6qz6ezom1xPK9EPHap1N0zqsQdckotQTco1CXV9fW332sWu/XC9JdWWXLl1a\n5KmeoOvd6dy7XpJqcblNOqpr59pGOteut6l6qq5xpWudrUmmf5VpwI7VrXzooYf69Ec/+tHB+n39\ndM+5Jppqzvp7rv155MiRPv2BD3ygyFMtULcRrcfnJdM91fd8rtVvuCazamNmvsFtS9clW6NME9nz\np9nvELof3//+9w/m+d7R9jJd0AsXLhR5qonmOsRnz57t024TqnnpPkVtzW0r07vTtXa/63ag66v9\njCjPpG9EO3qo/UyLr5bdu3cXz9/1Xd/Vp32vqh5jpgmqZ5z3y9fP53P//v19et++fUWe6gtm51o2\nD/6e2oXr2Gl7bj+61n430L74Xs3Wb+wZX4ufQWq7rh2pZ6DrkOqzz7Wea27zOk9uP6r56vqXOi8+\nn3q2+PypL/I61d+47rCvp+J3xEyPNjtza7UqM/3LDNXC9jNI2/b7cHYv2rFjR592HXDdD37Xcn14\nxXWBa++nPi++PxVdX7flzM6H+nWj56F+toxhDPrbKiLXjs+0P32tVc/Yf7PpPczPcd2DromseV6n\nak57npLNu+9/XVvvZ6Zb7X6r9vdVi0Zp7b8HwV+UAgAAAAAAAAAAwMzDh1IAAAAAAAAAAACYeQi9\nBwC4BfHQhXXr1g3maUiCh4l6OIiGVnt41IEDB/q0hu9FlOGZGuIRUYZAaDiW9zULJ/YxaXiWh2pp\naIyHap45c6ZPawhbRH3o3bRwen32fteGgyhbtmwpnjU829cvG4P2xcMAT5061aePHTtW5Ona6vxF\nlKFiHh6t9uMh17pmGr4TcX1YkIaquW1lIWdZeKiuQ22I17SyWahxLTqHDz/88GDbbvPatktR6Dx4\nqO8Xv/jF4llD4z7ykY8UeZ/73Of6tPsGXZcsZNjnRfvjIcPaF7fJtWvX9mnf4zpe32+1e3za+mm9\nY9dax7Bx48YiT/uZhbv6eDT0z8PynnrqqT7tc6b1uI2ovIeHMmbhfB5yOoTPn+9xXXsPcV2xYsVg\nPS1yKcrY0O0hXnrppcFn9ye+rxVdW9/jaj/uNzwcVH19FjL86quvFnkq8+BndSZJov7Ax7dr164+\n7b5c7adlnjKytdV95e3V+g31kRHlOev7Sp99PNoX94t6b9m2bVuRp9JCHp6tY/K+ZBIo2X1G97z7\nfQ35dht0CR/tTzZPLWhfs31c66cclVlwn6V4/dqvzLdv3769yFOZDL/b6Fn58ssvF3k+1+rDvX09\n133e9Z7m90e1GZcM0Pfc36hdtIRVZzaZMUZew2Uj7r///uK5NsTc83Tv+N1ZfbTfnXU9fey6j91v\nZPei2juT24SO3fPU7v231hgJm2n43aTWLviLUgAAAAAAAAAAAJh5+FAKAAAAAAAAAAAAMw8fSgEA\nAAAAAAAAAGDmSTVKx2g13BRuUj8WLLh9eqFr3L1s+fRCwoWGspcv1+ur3HVXvW7D7XfUj+/22+6Y\nXugab196Y3ohwTUPMzINEqebV192/lvnpxe6xop1K6cXEq5equ/H6+eGtdmct9+st6LFi++tLnvu\n9TY9n4uX755eaAyTq9PL9EXr57jBhJppqrqh8NWb0Gn336r5UqtTeaNn1XlZtGhRkbd+/fo+vWfP\nniIv0yhTrSzX4lKNIs/TcbjOkmq0uV6izsWFC+U+U20l1/AZq3vkZPW0+Mt3cT24xYsX92n3qTp2\n1+xRXFNL11a1aL2sa1OpfqDrkGn7rl+o6+faZq7JpOukOnkR5fq6/pXOk8+79s21lXT9Mo3SbO7H\n6qqp1pivn/Yly3N70XXxeXA70Ln/8pe/XOQ988wzffrjH/94kafjdf1E1ZH0vXrixIk+7Taiesau\nt6l26Pai6+51ZnOoZFqq08rWolpgmbZZ5rMzzUz3b7p3XGNaddi8PV0jXcuI0rZ8b6qtuW/XveN+\nw/XL9PzwNdPxu21n69KiS6yM8d+uUaj+zsdT6zdUizIiYtWqVX3atQ1dV1r3vOrPRkQcP368T/tY\ndX3d12q//azW9j1P7c7PgUx3Wfd1i4605vneURtt+a2i+H1D9Rlb1jrT8NZ69NyOKO9svo90Dv2M\n0Dp97DpPmaatj0fXKNNZjSj1aX2esr7V7mO3Ee3rWI3STEO3Vsvc50ztx+fsgx/8YJ92n6k+Wn1B\nxPV7R7WHsz3uZ7U+u/6t7us1a9YUeXrWZHOdzWF2VjuZhvcYjelMz9PzW85xXUO/p2gb6pMjyju3\n90XPZ++L+nq3HyX7bentZf/ugY7JxzdmHaaR6f1m8BelAAAAAAAAAAAAMPPwoRQAAAAAAAAAAABm\nnvYYEQAA+LbHw1RqpVS8nIe0aMiXh95rKJCHYGg9HiqifV29enWRpyFgWRiQh+xpqJaHdWj4kocP\naaiTz2EWJtMSqqnvZmFstfi86HMWgu1j0DwP+dIQSGfdunV92sOcT5061aezEEEP8dbQOx/Dyy+/\nXDzreN0m1Z4ef/zxIk/H7zaiffX1y0L2sn02NlRM0bH6umchXllIqfbZQ6B37NhRPOu+8nXYuXPn\nDduLiHjttdf6tK+RhgJ6yKWGBboNavsf/ehHi7yXXnqpT3vIroaVZXORhWZPW3ddX/eFY8jay0Lv\ns7Bjt3l99hBIlTlwG1E79JDdzC+qz/bwz/Pn35NL0lDQiOt9hY7R+6198/HqPGX7sUVew9uowX1t\nFrKreb7u6rN8HtTOM18XUZ7jHiquodW+j9VGvE49qz30Vvvq9qMhw77/dd485FvHm53VTXJfcyAD\n52ud3Tey0PssNFz3kofQqh92uRKdMy0XUcoj+FzrvLi9qK35Pta9mdlrRLk/vX33R0Nka+3t6fNY\nmRzt81gJDR+r+sUHHnigyFNJJB/rhg0b+rRLbbjv1bXwddH7nd/V1Q78bqL3wHvvLaXitK8+3uz+\nr+213L+ze9iYPe7+JbOlltB73TsuW6Oo340oQ+h9fFrWZXL0t5C3p3vM7SW7K2dSX9lddsw5eiMy\nuyD0HgAAAAAAAAAAAKASPpQCAAAAAAAAAADAzMOHUgAAAAAAAAAAAJh50CgFALgFcT2YWr29Fu1N\n1y9SXRnXfzl79myfVp3DiFJrSfUKvaxrDarWkeryREQcPny4T7selGrzuBZOpg+XaQ1mumct+oJj\nNEqzNWvR11N8zlRPcN++fUWe6hepXmlEqV908ODBIk81Jnft2lXkqf6VauZFXK+fpuviek1bt27t\n05lOmGu5uQ6TUqsv6vOb6YTWou9lGqWZ1pbnqR6Va4S5ZqiO3TUDP/GJT/TpV155pcjbs2dPn3Yd\nW12/N954o8jTOXv22WeLPNXY279/f5Gn/sD9ho6/RT802y++B3Wexmob6nuZtpnbQaZ7lumCqfan\nr4Pu440bNxZ5Dz744GA/VZfQ8zItZbWRxYsXF3kXL14snjPNZ51D179UxuoQOrW6Z1nbmbbhULmI\ncuzuB/Vcc3/q57E++75au3Ztn3Zfr3tctUW9rN8bMo1knZtMo9TfU3/u8ztWmzbTpq7Fx56ttT67\nXWtephno7+kculak7jnXsdTxenu61u7bdd39jqY26mvUMl5d+xbN8Nr2fM1qydYvO0uyO5rOmduL\n+kmfT11P9+1btmwpnvXfENA9HVHO9fr164s8PUv93yHQ+1z27wL4Pta5z37TZHun5a41Zl/7Oy06\npNmdTe9lfgbqPva11joz7X+3LT2r/V6UaaTqe96errWf29q+t5dplI7dSw4apQAAAAAAAAAAAACV\n8KEUAAAAAAAAAAAAZh5C7wEAbkGyEEQP8chCFx0NzfVwEA1381CYQ4cO9WkNmY2IuO+++/q0h3ho\nfzzkW8P5PeRj0aJFfXr37t1FnoaceYiHPmfh11mIV0vovZcdE5LdEi6UheVnIUJr1qzp0z7XGlLj\n49FwOw+d1BBPX6Nt27b1abcJX5fz58/3aQ8r1Xo9hE5D0Dz0XsMX3ZZr1zp7rzZ8PyOzFR+rhhl5\nnzU8ysNwfa/q3H/6058u8jZs2NCn3TeodMNnP/vZwb4+8sgjRZ76Bg8Dft/73tenjxw5UuRpyOeB\nAweKPJ17D/nSPN8DLSGYtTIIGfqeh4ll8h36nElveCi6yywoKleyffv2Iu9DH/rQYHtPPPFEn/Z1\nUD/sPkXXwaU2duzYUTxfuHChT3vor66Zz1MmbTDtHBwql4UMDpGF0DuZD9FnD73XOZoWcvj000/3\naQ2rjCj9svvazZs392nfjxoe6nOtYbl+xn/4wx/u0x4yrOPwdVc/le0Pn2vNGxtyneHt6bxk65nl\n+dh1v/hZqXvO11afs7Fn57+/p+eq2kdEKcVz8uTJIs9DsNVmfEz6nN1pnOxOrO15X2rJ1lbJQon9\nPQ2h93XXuVbpqYjyrqz3pYjr/b5KqXi4tMrfeN9UNkvbiyjv/35+qB/x/a+yOX5eZWurTJN1GFNn\n9k4WXt9yVit6f4oofaamI0ppHJdH0LV2u1a/4Tai9/jsPp7JW7nkgq5DJh8Qkd+5x57Vtb+10tOy\n5XLXeg9sqXteS+UNZed39d+JF61cPb2QcGJBg+5Vw++lrmUT19nOtYobqq00yr7qhjVp0Qu7rRv+\niOFsWlx/0K1YsWR6IWH+nWunF7rGRH58T+Pg/peqy9753TumF7rGW2+0bdYrVxrWu8E2Wuxo0rJJ\nmgw/ouV7xWRSv/8uX6mvuGmOAQAAAAAAAOCmQOg9AAAAAAAAAAAAzDx8KAUAAAAAAAAAAICZB41S\nAIBbkEyPLZPDmCaJoLo2rhmmukSuI6W6Ng899FCRp9pVromkujauxaM6kq4Np5o6rj+pzz4Xqr+l\neqwRubZhi4ZOpi84RuMu00Rq0WPKbEQ1X1XnLKLUAXX9QG1j586dRZ727fOf/3yRp9qGP/mTP1nk\nqQZTRMQXv/jFPu3amNq+jiEi4vjx4336gx/8YJGna+92oPObaY9luodjtGgjrtdyGqo/08V11JZd\n92zt2lJa5ud//uf79Mc+9rEiTzVEfa+q1qhqmUVE/OEf/mGfdh2rTZs29WnXuNP9r/X7e1/72tcG\n32vRtBujXxYxfq0zzeBsPdUms7bddnXvPProo0We+iXVjYwo5/pNkxfSso899liRpzpoqm8bUWqp\n+ZngGmk6xldeeaXIU3v28ardZ1qumQ+dC43pTH8yw32Bvudzpmez6v5FRJw6dap4Vn+u2tQR5fz6\nOujedR+tvtb3v869903tyfUvtR4fg57x2Znq+yrTKB6rNaz4GGr1L93OtJ8+Z9pPvQd5e+4X9+7d\n26ddE1G1af3ep+eqauFGlLqHrlupeT4vXo+Oye0+0yit1eb3PG1jrFZtrQ/xtrP9r/7s2LFjRZ7e\nU9x2X3rpPSk3txffj7qv77///iJPbcT3nGqN+p1Jfb3fMVS73vut9bi/UY3ilr2Zze9c7PGxv70y\nnVzXg37ggQf6tP++0f3o/nvr1q192s/KF154oU/77zedM29PtWP9/qZ3CJj8kQAAIABJREFUCr8b\nqB/x9lruZWP1/mvPav6iFAAAAAAAAAAAAGYePpQCAAAAAAAAAADAzEPoPQDALUhLeEkWFpSFD3sI\nlIZgrFixosjT8J6VK1cO1qmhIRFluM3p06eLvCy8TsNyPORawzj8PR2vj31syE6Wl4XN1+J16HMm\nA5CFs/h7Gibn4TUa3ueSBLpGvg7bt28fbO/ZZ5/t0+fOnSvy1q1bVzzrODyUUdvwel588cU+7WFI\nmY2o3beEY+t70yQuhmixpaE8r0P3mO8/l8nQudcwvIhyfd1GNM9D/X7iJ36iT2vYb0QZwuvh2YcO\nHerTHpZ/5syZPu3hg+pH3BepLWeSGU5LaOUYWkJKM2kPffZQRg3T8/XTUFxfB63HQwQ1zPIDH/hA\nkaf7wdvTerKwY3838w3+Xu3ebVk/PXdqyULvs7Dc7Dzy8NqTJ0/2aT9j1A9G5KHUGq7tflFlOrxv\nmWRPJkly9OjRPu13Cp0bt2Vt388EXSPvZyZfMlZCI6NW1iHrp9/DNMxZQ64jyvV0X3vkyJE+7fOp\n56OfCbrHXfJB517vhxFlKL7bmUu+6Hi9HrUnn4taP5mF+o4N7a0947O1dTREWeUs/L2vfOUrRd6B\nAwf6tMsTHTx4sHjW81nvfRHl3PtaK9mY/B6mtrZ+/foiL5NOyfxkreRUi0RRLXMVeq/PvmZ6T8t+\np2SSRH4P0/U8fPhwkadnrMriRJTSFH7/13PcQ++1rM9Zy93rZksi8RelAAAAAAAAAAAAMPPwoRQA\nAAAAAAAAAABmHj6UAgAAAAAAAAAAwMyDRikAwC2I6/nU6utl+jpOpkflGlOq/ec6Uqq75HpiWo/q\nXUaUekmep5o+mTaWalhGlHpJrreT0aJtVKubNbZtfW7R+lH8PZ1f14NUW1O9In/PNYEeeOCBPu3r\nrnb4/PPPF3mqsxRR6iCpPltEqaPn+onbtm3r067JpHbnWny1c9iyB2vJNHR1zjJt4UwPyvetz6dq\nf/pa3/P/s/cmsXZd59nmd+5lT4p934mSKFG9LDcy3MhwV2U7FcSDJEAlqNgeJAMjkx9IgAQB0niW\nAKlRgBR+Tyo/EqAqkzT4nQZK4LiJETeSrIS0JKphT4qXYk+RFLt7a1CX2+96xf2dtY4u45jneUZr\nY62z9mq/tc++533vsmVd2vuq/ne+V5966qkurXvTcf8y9Sj1Pb5hw4Yu/fDDDxd5P/jBD7p0Nrct\n85X5aI7qoZX5JWY+a9k6yPJ07n0d6Jz5Xs18M9XP1NeSxmj1QI2IWLFiRZfWNRfxTq8zbaueJd5u\n9w/N5npUz9lR5jrz3svKZv7TPg7qJ+x5fj/dx+ptGlF6n7pHsZ6d+/btK/LUX9TH6O233+7SPkfH\njx/v0r7H1WvY/fbUW9GfN2rnaJhv3ihkc+bovHgfsj2nY3b27NkiT/eO70ddF/45fdbT9RFR7mP3\nxtVY4c+Luo/Ui/JWbcv8vbNxyvyaley5d1SP0tq92uJRquP7yiuvFHk6f34233///V3a4+mRI0eK\naz0TH3rooSJP2+pxRMdQn/cjyj3uMUWf57xOXT8+Lnq/Uc9YZ5RntMwH3K9HPav9c+qt7mOt31v8\nWUvXhcfTJ554okv7/xNQ3KNUPYIzH1I/43Wd+TOF72N/ThuFUb8L5S9Km774VRdtLj+YGO0L6NCy\nUV92yfL+RXPLuifrN+3kvHqD8Jnp+oP6+vWrwwvNMj19fXihWVoDSUv5lli3dUX9e/57NtRvsoUT\nbw0vJCxf/+DwQrNMNqyLty+cGl5olms3LgwvNMuNt88NLyTMm7k0vNAsMzOLhhfqyrbs6/q5nhzc\nGF5ImLewvu5Fi+tfnMVEfcy4eKF+/gAAAAAAAADg9oD0HgAAAAAAAAAAAMYepPcAAHcgmcwgk3+0\nSO9dHqEyD5d8qCTDZUF6T5Vx+LVLb1UG5NIMlWMeOHCgyFNpmkpYIiI2btwYfag0pmWcnEwmNIr0\np0XOV1u/l8tsCFQ24+VUwufSG22nSm0jSnm/S/ZcqqZrzSWDmqcy4IhyPl0y2NfOiHrrBM/Tdo8q\nw6+VarWssexz3neVxmbyugv2K3nNc+sEHZf3vOc9RZ6urUyi7DFF16G3ReNINk4+vi2xsPZzGdlc\n+3Xt57K51rn18VQWL17cW2c2Dtu2bSuuVfrncj6V4u7du7fIc+nm5s2bu7RaLkSU62DUdT9Xsvw+\nMlm1UysD9nLnz5/v0r4mPGZre1yCqXHSZbK7d+/uzdM96GtL7+Gy7v3799/y3hF5/M5irfYvG08f\nl0yOXSv9zWKYr6tMbp5Jt3WsXQqre87HOqtT++7778yZM13az2rFx0jb4vP32muvFdc613qWeFuz\ndrfYo2Ry/lqydmlbsnZlscbPNY3f/jysz9HDzhKtR/eft833sa41tdqIKPvhdWqs8P7qWdNiUaJk\nz2HDytaQnaOe33IG1Z7VPteZXYHOtX9H03jnZ3W2V7QtHm/03PHnfz2rvZ23yxKpr84MflEKAAAA\nAAAAAAAAYw8vSgEAAAAAAAAAAGDs4UUpAAAAAAAAAAAAjD14lAIAjAGj+ipm/myZ347nLVmypEtn\nfk3uUap1uo+l3iPzZHLfHK3TvbHWrVvXpdXrx+83qgdk62dryD7TMte1dbp3W9Yf9bFybzHNc5+s\n5cuXd2n3UvO5Vq9M9097/fXXu7T7z+rn3G8z87jL+qt5mRdvraedk3lF1c5nth6H9TXzVtN50v0+\n7HPqR+n+lzqfWi6inE/3tFM/2tWrVxd56pXl+1/96DIfUI9h7kumsWNUj1Il8xod1fcsq9P3WDZ/\nWUxRH0KNrV7Wx0/909x31D0D9drPCG3rqPsly8s8EWtp8S+szfMx0r77ueZxSuvJ/Pb8XFV/Sm+b\nekf7/dXP0OdI47J7MuoZ4d6YurZbvD/1/tnnfHx9nPrI/Ch9HdR6lGYemu4Vq2dw5lXp8Vs5evRo\nca1r3tuyfv36Lu1+8Lru/H6nTp0qrrN1r/XU+lZ6Pb5vNf5lfs0Zmddolle7x7N97PtI+zPM0/7E\niRNV7XZ0f/o5vmvXri596NChIk/XpJ87tX6tLfOexYZsTfTR8rw/V3nZmatnZ3a2+PpR3GNW8Wcm\nPXO9Tp1PfRbwvGF7LHveUUbd/+m9q2sEAAAAAAAAAAAAuEPhRSkAAAAAAAAAAACMPUjvAQDuQL70\npS8V1yp7GlWq7deZVCSTNWRyfpeD1cpfXNapMiCXXGs7PU9luZncJZMkDZPa62ddKnL69Okunclf\nlMOHDxfXjz76aNXnHB37Frm5yu3ezdpSsvWTSb4PHjzYW3bTpk1F3r333lvVtkxq3CKbU1nSk08+\nGaPw9a9/vUt/8IMfLPIyeZLObbauW2wifO1m988k7fo5l24eP368S/v8aUxzqeYPf/jDLu3SbaVF\nxpVJrjPZ7Fe+8pUi7w/+4A9676m88cYbXfqZZ57pbcuo1hBzZQlSawOQ7Wm389D5PHDgQJHn8nod\nJ7fpqD0/sj2elfV5V1np7/zO71Td+1Of+lRxncmeM2mhrrkWS4CWspnMe1TLB5WHu/R2586dXVrP\nxohSrumfU7IY7e3M4qReu9TfZaV97N27t7jev39/l85iio97bV7LOZrZAGTrLjs/tm/f3qV9zHTP\n7969u8jzPZ/ZOvS1ZVhZbWtmJ/TFL36xt44MPZ/OnDnTWy7bUy3zoAyT149Sp+Nzrc+hbrOgdg1u\noaE2WS32KKO2M4tTf/7nf96lv/CFL1TV72ezfoeIqH8mbrHQycj2Y4vNWh++lnQ+fd/q/Xfs2FHk\nZefcXJGt7SNHjnTpj370o73l+EUpAAAAAAAAAAAAjD28KAUAAAAAAAAAAICxJ5XeDwZ1/xFqtnTT\njVt+Td3y0+u5+Jn2rVhg/8FtGBMNpgaTk/Vtnpmp/+970zNXhxeaZXA7X5k3LKPJ6fo237eyX2rj\nLK4vGvPm1bchImLhvIYOLlg+vMwsS+fX/yx93uLVwwvNMnN1//BCWveNt4YXmuWG/Te8jMmJfrmJ\ns3hx/38fdhYuaIsBSxbWb9ali+slKteu9/9HQefqksvDC7VzMCKevx0Vw385dkfE1NBS8F+VlqDM\nnv7p5sjwIh3M9XjwWjDX48Lzge3dTzOvNJRlT48Hx4K5vmMZZL4Vf7p76rmIeG9NRRMTbS8nGuwW\n3uFnk3G7XpTu/ffvNJV//n/8j+qyv/p/1PufLFxY37//9//5y+qyU1NvVpdVP6Earl+rLz9vpv5F\n28furX/7ed+m+jW0bOXS6rIREau2fqi+8IJV1UVnputfiq/asqO67NSrz1WXjYh4+cjp4YVu1n1x\n/vBCs0w0vChdsPC/yovS+rJNL0qvXBpeaJbf/L3/6/YEOQAAAAAAAIAxB+k9AAAAAAAAAAAAjD28\nKAUAAAAAAAAAAICxhxelAAAAAAAAAAAAMPbwohQAAAAAAAAAAADGHl6UAgAAAAAAAAAAwNjDi1IA\nAAAAAAAAAAAYe3hRCgAAAAAAAAAAAGMPL0oBAAAAAAAAAABg7OFFKQAAAAAAAAAAAIw98/LsmYaq\nBk03Hgzqy7fUPDlT3+bB9I3qskvnLWxoRcRgUP8Oenp6urrszMztqbdlPmZm6uuNiLhx43p12U2L\n6stuWLGsuuz8+fVtnr+gca5n6tdRvH22uujyzdury67fvLW67Ol9z1WXjYjYuW1Bddn7ly2pLrtw\nwZDwI8ybX7/u5zXUGxExb3KyvnBDfLnesO5vXF9U3wYAAAAAAAAAuC3wi1IAAAAAAAAAAAAYe3hR\nCgAAAAAAAAAAAGMPL0oBAAAAAAAAAABg7OFFKQAAAAAAAAAAAIw9vCgFAAAAAAAAAACAsYcXpQAA\nAAAAAAAAADD28KIUAAAAAAAAAAAAxh5elAIAAAAAAAAAAMDYw4tSAAAAAAAAAAAAGHt4UQoAAAAA\nAAAAAABjz7ws89rhV+prmr7RdOOJGzMNdU/XF73ydnXZy1OHqsue3re3umxExPRbF6rL3rhR37+I\nyeqSly/Xj8X1a9eqy964UV82ImLB4Gp12Z2r6/u3eFF92cFE/RjPW5Bui3cw2VD3+dNHq8suXbuq\nuuyqDZury667+8HqshERVy69XF120aoV1WVnBvXzNxMNe2S6IbZERMueikFLMxpi4szC+rIAAAAA\nAAAAcFvgF6UAAAAAAAAAAAAw9vCiFAAAAAAAAAAAAMYeXpQCAAAAAAAAAADA2MOLUgAAAAAAAAAA\nABh7eFEKAAAAAAAAAAAAYw8vSgEAAAAAAAAAAGDs4UUpAAAAAAAAAAAAjD28KAUAAAAAAAAAAICx\nhxelAAAAAAAAAAAAMPbwohQAAAAAAAAAAADGnnlZ5t7/+/+sr2gw3XTjiUF92cnJyYZ669/9Tszc\nqC579e1L1WUjIiauX60uOz1d347585dUl7129Vp12evXr9eXvVZfNiJi87L6sssX15ednKxfc5Pz\n6xdcy3qLiJi/YFF92cX1Zdduu7+67LwF86vLzkxfqC4bETFvSf2am5is718M0vBTMDMzU1+2MRY1\n/b1oUN+OyYay09NtewoAAAAAAAAA5h5+UQoAAAAAAAAAAABjDy9KAQAAAAAAAAAAYOzhRSkAAAAA\nAAAAAACMPbwoBQAAAAAAAAAAgLGHF6UAAAAAAAAAAAAw9vCiFAAAAAAAAAAAAMYeXpQCAAAAAAAA\nAADA2MOLUgAAAAAAAAAAABh7eFEKAAAAAAAAAAAAY8+8n3QDAABg7vm93/u9P4mIX755/R//8R9d\n3sRE+TeymZmZLr1v374iTz8XEfHVr361S589e7bI+6u/+qsuvWnTpiLv8ccfv+X9nIULFxbX8+fP\n79Jbt24t8g4fPtylz5w5U+RdvHixS1+/fr3Iu+eee3rzLly40KUHg0GRp+32PmR9cnT8/R7f+c53\nuvQ3vvGNNTX1DQaDPRHRDfjixYur2jU5OVlcb9y4sfdzOtZr164t8jZs2NClFyxY4G3rvZ/eY3p6\nush7++23u7TO5TD8HorPtbbN94TPS1+e3y+rU1m+fLlevvLtb3/7Q72Fhd///d8/dTN99OjRIk/b\n4ve+du1al/7Rj35U5K1atapLf+hDZTMOHjxYXL/wwgtd+vLly0WezqePtebNm1c+eup6Wr16dfRx\n48aN3jzvr8YRXUu3altfO72c3t/b4tdaz2uvvaZZ//3EiRO/09sA4U//9E+7ubY6eu8VUcblPXv2\nFHmLFi3q0uvXry/y9u/f36WPHz9e5Ol4eozOYozG77vuuqu3Lbo+I8qxH7b/lyxZ0tsWvc7Ovexz\nnqexyvNOnDjRpY8dO1YVv69cufKXEfHpm9e/+qu/2uVl+8hjpsYeP38/8IEPdOlnn322yPOx//Sn\nu6bEAw88UORpjPHYp/va261r8pVXXinydH69LRoP/Gx56623urTPrbbNY3nWB12vHqe0rJ6xERFP\nP/101Vx/5StfmQr57v1zP/dzXV62Pi9dulTk6dx/5CMfKfK+8Y1vdGnfO/rs42N96tSp6CM7D3Uf\nnzt3rshbunRpl/b+6XzquN+qHi2b7cesnRnZ/p+amtKsf/3FX/zFz9fU+fTTT3cD+uCDDxZ52bPB\n+fPnu/SLL75Y5G3btq1L67NqRDlm3h/dK/7c7mWzMdT96HtH14HHJj0fvX7fZ31ty+bd75fFaG2L\n5+n3n5mZmao9/Su/8iu/GxH/7eb13Xff3Xs/R8/gT37yk0WeroPvfe97Rd4jjzzSpZ966qkiT/t0\n9erVIs/3maLx4MiRI0Xe6dOnu7TPl877smXLeuu8cuVKkZftAV8jWjaL9Z6Xra1HH31UL3vnOn1R\nev2tc1l2ycT08DLC/OTLjDM9Wf/D18l59fXOW9i/YJwVS9veKS87f2V4oVmuX+t/aHcmk4Xl+EGe\ncf7c2eGFZlkwUf9CICJiy8r6dixddG14oVkWLqqfv0VLFgwvNMtEtPVvMOgPgs7Vt+v31MXTh4cX\nmuWt05uGF5rl3Jt7q8tGRKzefl912cHkouGFbpZt+EH7zHR9fJkZtMWiaJjvmZmGuhse2AaD2/I3\nq6UR0f/WAe4kVgZz/dPMioayzPNPN0uGF+lgrseDu4K5HhdWBz9S+mlm+fAiHezp8WBJMNd3LEjv\nAQAAAAAAAAAAYOzhRSkAAAAAAAAAAACMPfz8HwDgDuSZZ54pru+///4u3eDb8g5fMPWuO3bsWJG3\nffv2Lv3www8Xeept5B5J6jHjbVN/H/XJuVU9ivrmeB/66o8ovSNXrCgV0eqb4/dWDzH3yfF7aL77\nPLm/UQ2/8Au/UFy/5z3v6dLu9aPX7numPlbuZaQ+Xe4jqX1wnzP3QVMy7yb1QfQ+qCehk3n6eVt0\nXWS+Ry3eSpk3luK+mbXo3O7YsaPI03Hy+dMx8735z//8z11a93BE6YUVUc7Zq6++WuRl/p56nXkG\nqt9tRO63q2Pta0m98dxLVcnWhH9Oy2aemn6dxdsMHfvPfvazRZ6Oodev3rX/9E//1Fune9y99NJL\nXVr9SiPKWOF+cDoWPkc6nr621LPUraJ07D1O+frRuJV5Brt/msYY93LM4kbmcfftb387WvHzScfC\n+6pj7zEk2/8aw9STOKL0woso45u3TfMyD089fyPKcfLzQ+v0WNtXzq/9fnp2e/+0rPdBrzP/Ut8D\ntfzxH/9xcf1v//ZvXdrnWmOIn3lbtmzp0u75+vzzz3dpf2b62Mc+1qXXrClt+bSs913H2mOdztmh\nQ4d6P+d7XPdj9rwRUXotets0Pmjc93tkfcrO/8zXMePpp5/u0l/+8peLvGydaSz6+te/XuRpLPL9\nr2vS1/zLL7/cpf3/EPhazjy81fvYn481z8dT5yjzuPax1nHycyCLG9oHj99a1vs+ylx/7Wtf621X\nRNk/f07Rfa1zFBHxwQ9+sEv7s5bOoccN/V8Ofr/su5aOk3+/OXDgQJd231Pd1x7ba89YX3P+7KX1\nZHvV+6Tnl+8zbfd99/VbDPKLUgAAAAAAAAAAABh7eFEKAAAAAAAAAAAAYw/SewCAOxCXBKpcwaUa\nikvtVB4ZEXHixIku7TInlV1n0olMTujtzuTLWo/LQVTS4rK1TJav0vuNGzcWeSp1conOkSNHetuc\njbdLY7L+9pHJ6z1P63eZSq1028nkmJn0PluTtX2IKNePrwOVWWVSf5duqhTIpWKa1zJfWjZbExmZ\n5FrzXGakuPRW5/rMmTNFnkvhVcroEiidh5b51HnxOnVesjyPU9pOn3eVgLn8XCWLvpa0nmx8I8q5\nzqwaMvQefj+t39fgypUru/S6det663cpbCb51mvvT21eNmY+1joPmSQ5ojxrXN6n60Al+hGlfDmz\nS8mklC7dHCV+O9o/HzO9n99b2+zSWz2bPbZ7jNbPZv3Jzmrfc9onl8nquer7Ua/9mULXjMvIH3jg\ngVve26+zdd5yjteSSfaz8fQ5Uhmyy2R1zatVUkS5Bzy2Z3NdaynTsl51bv2M9T2nccznQZ/hsjM+\nG19v21zMtZLZVPi9NA57/NZ97HXqmshkxtm57Z/N1qvHEb32vGz9ZLYKmufPaFo2e472Pui4eWwY\nZd6HfWfJxlBj2sGDB4u8hx56qEv7eOrecUuC7Nmgtl2ZhN3XT5aXnWXZPGT2D1m7s3N81D3NL0oB\nAAAAAAAAAABg7OFFKQAAAAAAAAAAAIw9vCgFAAAAAAAAAACAsQePUgCAOxD37Kn1Z3GPl8zzZfPm\nzUXesWPHurR7xamPTeZR6KjHjtepvlbu5ZR5Wmk97u+lXk6Zb5V7m+o4ub9O5nH3n03WB/Wc9bz1\n69d3afeRy3wza9viZGOknnZe1v3v1NvNfdDU98nnTPvh/nCZ56TmZV5Ko6Jt9vFTD6jMK8rHSOda\nPYgjIh599NHiesWKFb3313u2+Fhqn9yrUr1H77333iJP16uvO40pvsczdM58nek9hu3hzK91Lsj8\nfdVP2L0bde+qR2dE6c+cra2Ws0XHwfeR+iVmvnmZt1lE7ger6ym7v/u11sbouYjlmb9e5vHs6Hp1\nT+ks7vs99Hxs8W7UPN87ugc9xhw6dKhLqwdjRPlM4W1Rz0LPW716dZd2/2LtbxanHJ2nUee9xfNV\n2+Ln07lz57q0e+9mnt1a1veV3s/Hs/bM87Wl9/Ox1fNYfZUj3rl+dQ7dk1HPM/exzbwqa337R53r\n7DzM7q3z4mtX95XvW+27z62elZ6XPX9n+8PXls6Lt1vxNZI9G2RjqM8NfiZk3rjZM+qofuK1eFv0\nWvd0xDv94hUda9//2ZrX62ys9Vkgolw/Hr91Hfha1u9h/h1N97jHN437EeX50eIL3vK/DvpIv9Gs\nWln/hWf58v5/9HArlq1YOrzQLAsWLxhe6Ga9y/s3p3PXymXDC82yeOn84YWEt/7xueqyFy68NbzQ\nLBs3rq0uu2TJ4uGFZlm1fNHwQrMsm18/HxERG9cPL3OTpQvqv1DMW1Af0Cbn18/f9ev1D6YREdeu\nXBpeaJaZ6xeGF7rJjfp6z508NrzQj1vRUDZicn7L3s7/wcWo7RhM1K+LQesP5Qf17Zie7n+geEe1\ng/p2zEzM/QsVAAAAAAAAAGgD6T0AAAAAAAAAAACMPUjvAQDuQGrlkBG5XNhl1lp27dq1vXkuk1e5\nTyadyOQQ/jmVIW3atKnI2759e5c+fvx4kadjo/K9iLK/KjeJKKVNmfy7Rao1qhyk9jO1UsmIcizm\n26/wayWgLqvK7qftdvmXynlcIuQSepfNKiohcsm5kknvfXy1PZlsrWXsa9F95BIybZfL67QPmVTb\n59n3nErqRrWU8DWycePGW6YjIrZu3dqlfa9q/33+tJ0uaVu27MdqIpcPZtK7UeXnPhe11Eo3nczy\nQeOb7/FsbnWsW+TYip8Jikv91Oojk+VHlHHZY4HOvccNjQce65WWs3QUfC3pdUv92ZrI+pedq9k6\n93HRveTyTL0+evRokXf69Oku7XJTleJ7bNK59v65rYSiMm/vexbP5wKPkbUWHf45ld56mzW++pjp\n50a1AfB4ptfeB40pGncjSsnw+fPnizw/23Rtqf1LRCnL9T2enXt6Zvj9tOxcSO/93tl4Znm6XjIJ\nuefpXvE6s3Pc263raWpqqsjTud6wYUNvns+RrklfB1rW17n2I1uTLd83Rnkuy6xThpE9s2lbsudx\nl95nFiG1VhSOns9ui5Gd63rG+txqPf4c5mTWZn3lIsqxGPV5lV+UAgAAAAAAAAAAwNjDi1IAAAAA\nAAAAAAAYe3hRCgAAAAAAAAAAAGMPHqUAAHcgmTdN5hXpn3NvHPW4c68Y9bxxb6xaTz1vm3oUuQ+Z\nehu5x522033PFPe70rLu86ReWM6oXpXOKH5YXn/mjZWhPkHeHx3rzKPQ10tG5vWpa8s9rTIfVPex\n1LLeNu2Hf07v755MmZ/SXHibZWj9mW+l5+nn1KMvomyne+/6Ptax8P2hY5btd48b6s3lc63+k+5x\np/3Qcn4P9/7Sfexz++abb/a2JfPp9T7pmGZjkaHjm/nRObqufT51n7m3mPbX40bmB5uh+2rNmjVF\nnrbNx1b3mMd9Hwv1o9Q4FVF64w3zQVSyfaZz2zIvNfeKKOcv89fL/Es99uh4+lmZeTd6rNO9lN1D\nfUcjSj9D9y/N1mvmraj3d//pzLe21m/b+5f53dXS4jmbnd26r3wN6vx6H3ScsmeWFt9zPWN9j+uc\n+fOTPqP5uHifdF9n/qX+bFA73pl37Fyc45mHZq0vdkQ5Zv7Mom32z2lsz7wwHd9Xuj8zH2ufIz1n\nPf74taJ9zM7YbHyz70KeN0o8b/E1ztaS16PPO9kc+Zmn8S07W3z+dHw9RmpbfIy03X7G6jOGz5Hu\nVT9nvE+an33/yDynh3md98EvSgEAAAAAAAAAAGDs4UUpAAAAAABTmUiUAAAgAElEQVQAAAAAjD1I\n7wEA7kBcxqHyBJdjZLIOlS5GlPIpl1Jkso5MFpTZAqgEI5NHu0RIJWB+P5XlZRIll/romGYSmlFl\neRFt0rybZPOZzW2L3Exl65n0PJNjZfd3WbzKcobJo/SzmRw9kwy5/OvcuXNdOpN1+fhqnaPOS0bt\nPvYx07xMeufySN8DmTw7Wz967TL5U6dOdeknn3wy+vB1p/Iwj1MqEXTp9t69e7v0xo0bi7xMVq79\nHSbRy+JdLZn8u3b9uF3BsWPHurSfEbqPvH96f5dHa/88fmmey3I1tmeyeJ9blwXqPd56660ib9Wq\nVV3a16RKsjN5vY9Trfx9LshitN9bxyWToq9du7bIy6T3mazUx0zH0+dM2+OxXvd1dlb7mszsRHQs\n/H7av2wfef8yOW8tPmejrh9tm8dT3Wc+f9ka0bHI1rzvf+1DZsfk86ftdpsTr0efB9zWQfvh85JJ\n3LP+ZnLeWrLzovYZ0W0jMkuXzG5Gr92ewNeB9jfb/25bo+3xc0fvmT3HZ7HJ17m228e3xZak736j\nMqoUX20VIsq96usg2/8aTzO7KUf3oPdBJfS+N3Ue/PlR++Dr7uTJk13a58/HQu/f8l0h28dI7wEA\nAAAAAAAAAAAq4UUpAAAAAAAAAAAAjD2pduh//d8/W12R/5R66I1b/oNnw/vclnYMGl4TX3n74vBC\nwuL5z1eXPX3kleqy59atHV5olgULFg4vNMv7n9xVXXbDorr/GNlx+tXqov5T/oyJiYafyDeoZFpl\nFtevXBheaJbFS5cNLzTLklVbhhea5fTB+jW0cHH/fxi8FYOJ/v8w/c7CDRW3SJfevRpiTpiYrP9v\nvy1r7r9K/wAAAAAAAADGGTxKAQDuQDI/psyPzXGvGvVy3LBhQ5Gnf2RwHzn1zWnxE1JvJf9DmHrT\nHD16tMhTr6PsDzDujedelX33U19Fb2fmzxjR5hs6Cln92TpQL0efEx0X9w/KPGZ1rjP/x8wT1T/n\n86nz4n5bmucel3oPb3fm15R5Tuq4eZ3ZONWic9biW6l9eOONN3o/p15Qt0L77r5y6l3X4v13+PDh\n3raph6jfT+c2y1MvzIgyjqgXrbfbPbUUX5Pe38zHdhRa/G51fN27Uf393LtV5899wNwHrbYtup48\n7mvbfDx1/Hy/eZ80Fvu5o56lHjfU963Wm9aZi3jd4hWd+aNm3tHq1epz62Re3Nm61mv3GtS15vtK\n7+efO378eJc+c+ZMkafz588Gel5lnsxOrQ/5XMx7RL2vu+NevIrGOz+79Dpb807mJ651+v20Lf45\n3aseX7yszq+v86wfWQzXeNTitz0KmXd69pzg4+nev0qtR+mwH6plPqh6RmhM8ftnz3N+VmfPiJqX\neeNmXpzDnseVUf6/gO/TbD5bYoo+Z2cepX5/XTO+/mufRbwt2fmv9/PnKW2bn9saG3xNZl7HWUzL\n/LazeclAeg8AAAAAAAAAAABjDy9KAQAAAAAAAAAAYOxBeg8AcAeSybYyKYrLGg4dOlRcP/744116\nxYoVvff0ehSXWaisw9utkiGVjTqZbM3bqRIMr1Ol+OvXr++9h8u/tM4W6f0oUp8WMnmk31slUd5m\nldS4vLVWmjpMoqTovLt8yO/vkh4lk9frPXy9+j2UTLKTWTBksvxaMplzXzlvi/dV96NL+zLJYCZr\nzORgmfXH/v37izxtj++5zZs3995vVBuJjGzvZPL3Ufd4Js9UsnjjUjiVL3ocztaWStiy+fOx1uuT\nJ08WeVu3bu3SLi1Umbz3zyX0en54PSrvy2xVsvMj2wNzEb8z2W82np6nsc6l6HqWuawxi33Zc0QW\nT9esWVPkbdnyY899ldNHlOeO7/HVq1d36ampqSJP59pluVqn90HnLJP6ZsyV9F7HMJtrv5+Ok8fs\n2ljrZOehttNl3RpDXaKrn/M50jy3Mlq2rPx/Djov2Xmf2Sx437WPmZ3OqHNda4/iedout43JrCGy\nmJW1pUXKrOPk9g/aHs/TmO0yeb329aP3y54pfCxqLYpabDlqyc5jz9N1vW7duiJPzyu3lMrOgcw6\nIeu7fi6zOfM1qXX6c7POp1suZJZow6yNlCzeZRYFtf+Phl+UAgAAAAAAAAAAwNjDi1IAAAAAAAAA\nAAAYe3hRCgAAAAAAAAAAAGMPHqUAANCLe3bVeoaO6hWVefi4J+K+ffu69KpVq4o89fRRv8KI0ivL\nvbDUf8e9eNwnSMl8rDKf0GF+pqNQ62Pp3lTaP2+H+pAN82esJfPNVI8r90tyjyv1lfW8Ws/QzL8o\n61/mAdeyJmrJ5rbWE83XvO5j3yuOjme2DjxPP+dty3xIz54926U3btxY5Ol69f2ftSWbd6VlL7Z4\nXNaSzWe2ztTf68SJE0We7o+LFy8WeTpHLd5tunez8XQfQo3t7l+o/mXuV+Y+dupV6b5nmd+ezkvm\nI+3Mtce0x75sbrM8Hfts/rK15O2p9XFz3Ktu7dq1Xdo9JjV+u8es7vljx44VeXouZD6Lmd+mP99k\nfrtzMdct5302Zxqn3YNd42KLL1/2XJLtB43fGq8jcq9YHXv3ivZzPOuT1jNsbStZjM489mupjSGZ\nR7HHRR2nbI58Xev1u1nHmR+lnjW+JnX/+/xpzG7xPVdafKSzZ8JRxmbYc0LtHs98pd3fW9enz0Pm\nbVzr3ep16nz6M2Lmca/foTTOR5Sxwf3DW86dLGbX5mXwi1IAAAAAAAAAAAAYe3hRCgAAAAAAAAAA\nAGNPKr1funJ9ll0waPy58sTE5PBCs0y21N2gZpueaCg82fYz/LXLFw8vdLPqt/dUlz2/+3h12Ylz\nZ6rLbnziseqy8ca/15eNiGUL++Wq7yi7dNXwQrO8ff3t4YVmuVpfNJYuu2t4IWFmov4n4ouWrKsu\ne/rEweqyF8+cGF5olrvWt/avfp8MGjbgoGVbN8hUB43K5ZmGD8wMGtxKZupjxuA2/M0qkxVkcmHH\npXAqn3BZkOJzlsnrXSaoqOzS61RZntepcmKXtGSyKpV8uVQj66/Ssl7nWmo/7P6ZFMVlz0o2Zrqe\nvJzewyW0mfRVcVmel9V5cQmP4rIuHSeX+tWu7azdmTTudkvvM+mty5OVYZJDrdfHM5NAKtmYrV69\nurhWCZhLrnVdbN68ucjTtezrXNehS8xG3Y+jWjdkjCrdzNqle86tRLL1o59rkbdqWW/LkSNHurTL\nsVWm73keD1TW6ftYz6/a8RxWdlTJfh+ZHDtbV5mU0GOtxjMfo0xu6vtD683krh4/da35eazrwG1B\nNB7oPPv9vE9Ky7NQJk2dC1okpdla8jGszatdPy7dro0xvld13v1s1rWVSYsjyj5ley6zo3B0zbSc\n46PQYleUWaDomGVWIv65zDLHy9baDvjn9LuB23JpzHZ5trbHv294/On73KjWV8PK1vBupPc61v78\nrXtQZepO9nzTYnOW9V3n1mO0xmV/fpuamurSPpdq/ePxO4tNLftxLvY1vygFAAAAAAAAAACAsYcX\npQAAAAAAAAAAADD28KIUAAAAAAAAAAAAxp4Gwz0AALgTyDzRHPczPHfuXJd2T51a77bMN899ctRv\nx++3YsWKLu2+dXqtfncRpQ+Seu94W9zLaVS/pJbxvh0eSX31Z16DmbdXS3/UeyjzL83u4e28dOlS\nca1rNPMWdf80nU+fW/XfavE9U+baCysi3yu1voruYafjN8yfTO+ReR37mLnnnaKeZR5vduzY0Xs/\n3bvebp1PXxMaU1o8A1v8rkb11OqjZa517S5durTI0zH0vmudPl9aZ5bn86B1+h7LfCUzv2T339R4\n7n1SH90Wz8ks/mSMuq/77j2qx5r7z+pecR+57Mz1sdZrnz/Ncz/hDF0X+nwRUc7tli1biry33nqr\nS7tvXhYnszM+Ox9rPRFHpeW5QMt6fFMvUN+rtR6lLT7EmbepPof5uaO+i74m33zzzeJax95jg/Yj\n2+Pep8xHei78aWt9pD1Px9Djd+arnu25zPc0WyPZOe5j5HtQ0fjjfuJ6Zrjveea3OSrZmT8X8Tsj\n8wz17zC1vtK+H/Taz2P9nMd2HXv3RNV6PN7o89v69eX/Ntq7d29vO/vafKt265rNYtPt8BrmF6UA\nAAAAAAAAAAAw9vCiFAAAAAAAAAAAAMYepPcAAGNAreTacbmUyp5deqOSlkym7lIflYBkbXNZjsoz\nNm3a1NvO3bt3F3m7du3q0i5RVNmak8lyMkmbk0ljsnGba1qkhSr98TFTfI4yyVcm9c/GwcuqTCiT\n97oFg0rxs7ltkVXrfGZz6/YB/5n4/lO5u1tReB/0OpNue57Og8eUtWvXdmmXfK1bt+6W9UeUUkOX\nra1atapL+1hnayuzFtA++Fp2ywC9x9mzZ3vvlzGqdYPOr8ezTHacyZW9v0omodd14PI6nSOX86kU\n1+ONSzzPnDnTpTPLF2+ntiez1/C1rHvA11KLlUPfvWslglmbXVap+0PH3T/n+LxnNgt67XFE58j3\nqvbDpffaNo8bui58/2X7uK/csM9lsf12kEnh9f5qQRBR7p2W80mvs33kbdEz32OtzllmizNMep89\nM+l1ZvGSxczMMmQu5NgtFg967dJ7PR99P+je8fnLnsOyc8DP40yWr8/gKseOKOOkx6Ys/ugeb3lG\ny2xkau0nasmeg7zOLNb7PtbnBrUgcbLvYT7WOhbZPvI8/dzJkyeLPN3zbm+la+LgwYNFnvbd29ny\n7FNrpeLnfxYrivqrSgEAAAAAAAAAAADcwfCiFAAAAAAAAAAAAMYeXpQCAAAAAAAAAADA2JML9Af9\nvkO3KNx04+npfr8jZ3Ky/n3uzKC+3hYriolKL4ObXF6wbnihWZ594eXqsh95vN4XZ+X888MLzfLS\nD35YXXbXun6fmVuxeuuG6rLLlq6pLnv2fH3/ZuZdH15olsl5Les+YnKifs3F4qXDy8xy4a2p6rLX\nL58bXmiWifn1YxwRMX+yYe23jEWDlVeLR9Bg0Pb3n5lBiydN/f6bbql2eu7/ZjWK105E7lcUUfoC\nukdS5l+YeSRl3obqkeT+l+rps3PnziJPvY3c+0f7sH///iLvscce672f+qBl3l/eB/fC0Wv37RuF\nUb0MHZ2XzKM08y8c1Ucq86ny8XPfxczrVPPcI019s7xtmV9j5q2k6y6b21p/pIwWr6bsc+on5nsl\nG0/Py8ZM94fPn+5x97jSOt1bUcc+8+nzfayf8/nTdvoYarzzOr2sroO58B3OfOwc3Y8+1lkcVkb1\nzcx8iFesWFHk6Rh6f9yHVHHfPvUezjwSMy+5UT3RfFwy/+ba+jNPuyxOZt6peua5/1x2Vmdxyj+n\nvqQXL14s8l5//fXePL2H+/lqu31ss72qY5o9b3iMzsZQ7+9rsJYWv+taD28fT+2fz3Xtuebo/d3r\nT8/VbG25R7iOoXth+rOlxgqP2bXPH9k+zvJuR/zO7q3X7r2r45D58mYM81HWtvlc6zmr3uIREevX\nr+/SflZrnb4f1VvV442OfYufcBbbtayf46P40Q47G2v3uD+fqpezj0sW37JnvwyNhR4XdZzcY1q/\nQ/nzhrbTz3StM4vREXmfdAz9jNAx9XXvcaQPflEKAAAAAAAAAAAAYw8vSgEAAAAAAAAAAGDseffa\nLwAA+C+PShlqJVYR75TeqLQxk+W5lELL+j302vNUrqESnYhSyunSDJVcbN26tcjT/nudKi3yPJWj\nZHIsl424xEOvXWJ2OyTZteWyOdK8rP5sbh2dh0xq42O0ePHi4lo/6+tV16HLcl2urejc++dU3pNJ\nqXwP1Mqea2mRGWZ73sdXaWmnzrXfT2VWLndTmZ5K5h2fW10HmfROrQUiIrZv3977OV3nPi46Fv65\nTHLucuJasv1R+7lMsudy10yePapEWOW1LsvTfeSy/MxyZd260tpKpcfaB7/29aPXmY1ENreZ/HxU\naqX3mczZzxw9D/3syixRnOz+ej76OJw4caJL+5rUtvpcK2+++WZxrX164oknijzto68JbadLNXUt\nZVYtO3bs6G3nXDGq9N7nRdG5zWTOLdYbOtceU7RtWRwcZkGkliyZlZJTa0eT9a9WopvRIhtXfDw1\nFmWy8Wz+svXh7fGyumZcXq9WAG5NobJ8PwcOHz7cpWstZSLyWKFkZ7Xfz58tR6HFXkPJ7FL8GUbr\naelfJtmvtY3xuKFx8vTp00We7n9fE2vW/NgG0PuQnW2eVxvvPMbU2gnxi1IAAAAAAAAAAAAYe3hR\nCgAAAAAAAAAAAGMPL0oBAAAAAAAAAABg7MGjFADgDsS9dtT7L/MBct+WtWvXFtfqB6O+QxGl55v7\nOqmvTebh475D6l3jPl3ap8wr7t577+1ti39OfXt8DNWTyf3uFB9f99DRPnl/R/G48zrUz8i9f/Ta\n+6Dt9PlT/yL3bs3IvP7UMyjz4nNPJO9T5n+p+P3VW0k99CLK/mZrxO+nY5p5G47qRas+fe7Zl3na\nqd+Ve7odO3asS7v/m8+L+mi555OuH/+crkkfF/WqyvaV30/3mftWatzytaz72PPmwlPXcf/NWtTf\nK4sh3pbMK1avddwjynWQeZtle9XHU/3oMi9MXxPaX/fpc68zjdPucXvy5Mnee+ha8/5qnu9x7aOf\nES2x8SbuTaf383nXdvpaVU/dTZs2FXm6H4b5Dmu92brOPN90LUXk8fTChQu9bVPfQx+nvXv3dmnv\nr86L++ZpWzL/8Myb0n1BR0XP+8x7z8dMx8XPgaNHj3bpzEvd51bvke0H925V/FzLvAUVH09/DtIY\n6n6N6n3q54euSZ9PXb/Zc9JceJR6HTq+PtbarmH/M6CPbKxbPEr9WUHnQf9/gH/OY4OuVz+rdf48\n1mudvrY0TnqeXnuexhgfX/dPrcHPh5b/X5B9L9Jx8TNv1GeRLPZn57HOp99P5/bUqVNF3muvvdal\nN2zYUORpzPZ15jFG++Tjmz2zZX2qhV+UAgAAAAAAAAAAwNjDi1IAAAAAAAAAAAAYe5DeAwDcgbi8\n5fHHH+/SLs1QWZBLnlyuoPKJ7du3F3kq/XM5WCbd1HtoHRGlBMPlJyr5cC5dutSlXZqh0juvQ+VE\nLv9QyVImnfbxdTlRVjaTzfTh9gi7du3q0pmE1tFxcemkyoB8PLM6lUzm6HIwnReXNvn60c96W1Sm\no/2LKCXYGzduLPK0rN9f5973R7bOMxlgLd/97ne7tNsFaLtcoqd98H20cuXKLj1M6pfJrLV/LknW\ntrl0Usv6+td14LFBr30PaJ9eeumlIk/vkUnaMqm4tzOTv3ssrmXPnj1d2iXlej/fO2qfcPDgwSIv\nk/Mrnqf98TWiZbM5cjmmrkmvM5P36txGlHJJj7W6r30+dW1ncTiTKGeyv1rc7mLnzp29ZWvP0bvv\nvrvI27p1a+/9srPMY5/OtUsgVeLuzxE6Tv65WqnqmTNnijw9kw4cOFDkaZ+ytmTnbTa3HntrcRsO\nlar6/bL7a/889uizj6MxO5PJ+z7Se2S2Spl9gKOxwdek91375P1za4W++2fj62OY2evUouvz8OHD\nRZ6uO9/H+uzhz9FaZ2ZTldli+H7L1o+vEX0+9livY9ZivaXno+8PPQdcFq9r1PextiU7q72do5zV\n+rwd8c44lcm/9VnI7UPUGsf3UWZXpuOS2VZl54fvFV0zvn70Gc2f7XQdvvHGG0Xe5s2be9vi6zcj\ns3xSfOzV8iUjfVF6Y1DnhRERMTFo+3JX+8UqImIm6n0FBg3tGER9Gybm9Q/+rdi+7K7hhWb55pX6\ncd57sr7eI2/WvwdfOFG3YCIiHt7cdmhcbRi6qxOLhxeaZf2WHdVlJ5fWt/nMiVeqy0ZEzEzWj/P8\nZZuHF5plcPXM8EKzXJ56c3ihWSYn+1/a3Ip58+vnpOUlz0zUvyiYzi11Clr29f//gYbyDWUnZhpi\nXGOTAQAAAAAAAGDuQXoPAAAAAAAAAAAAYw8vSgEAAAAAAAAAAGDswaMUAOAOxD3eMu899bEZ5tGj\nnj7u8aLeOJl/oXvcqMeO16k+SO5Np3Vm3obuP7l3794urZ5PEaWXm4/h5cuXu7T73WhbhlnLaFvn\nwuPOvaLUD8vr13nx/qmXm4+Lega516fW6eOiZX3etW3upeT19H3Orz1P16T79qnflnukaf/dp7PF\nOqiPFg8mRcfpvvvuK/J0XXmb9dr3v3pHud+Vz4OuNd/jWta9f/Vz6r0VUc5DNtY+t9pu/5yvUUXH\nyfubraXM/ypjVI+773//+11avUW9LZm/p+9j9XJ0X0fdKxrr/B7Z2OpcRpR7Pjt3Mo9Qj/vun6ge\ntx5HNPa731/m86hkeaOuCcXX7vvf//7e+jOfY/Vqc6849ffzWJdZJmXecR7Djh8/fsu2RJRrxsdT\n11oWU7zdui7cE/ncuXO9depabvGYVjJf1YxHH320uNb94uOi69PjqXoWq298RBlrfW0p3neNU/45\n9a30z+lYZPPncVD77s99vld1PnWdRZTzmflKO9nz41zs6+eee65L/8u//Et1/TqePi7a9+zZMXvu\nG3au6V712Ktxxccs8yHN/L312r9/6DOp15mdq9n3Hb2fx6ns/wn08YUvfKG4dk/kbA1qH9yHXD08\n9+/fX+RlXqNap/cn897WverPG0q2tnw89Yzwdk5NTXVp/w7jZP+HoPb/Avjnap/B+UUpAAAAAAAA\nAAAAjD28KAUAAAAAAAAAAICxB+k9AMAdiMuxVILp8ohMuuRSKpWVbNq0qchT+ZtLtzJ5lkp2Mnmd\ny89UIuQyEr1HJiPxcdqyZUuXfuWVV3rrzCR7w6RNmQx6FCn+yy+/XFyrJNklgtoHl56oZNf7p5Ir\nl8lkclCdI5XveVmX7GaSmUxW7lIxxfuksqQTJ0701jmqPNPb3WLP0IeuZd8Puv88T+cvG+tMVh1R\nzr3LXXUfq9Q3ImLVqlW9bdPx9fHMpNua52tS2+ZjrWPheRpH3o3kWvuU2UhknDx5skurDN/b5jFD\n58H3uEpajx49WuRt3779lvVHlP11Wb5KBjNLEpfFZ2PtcUTxOKJr1tekjs0wW4k+Mhmp540y1y0S\nb51Pz9PY4JYLOmduueLzomPmc61t9Zip69U/p9fZ2nKpqO5rj1saoz2mnDp1qvd+o+7HbM/V8vTT\nTxfXKjVuiUW6lr0t+rlhkta+OrM1mdmceLzRejxPZeX+3Odo/71sJsGutZXIJLujzrXKpb/5zW8W\nebrnvP2ZJYnuMbcS0np8rLM6Pdbq/C5durTI0/WUSbe9Ti3rbdN2+3cTnfdsnJxs/mrl57V85CMf\n6a3f8bZ4fxV9TvHvMLU2OVl/sjjsc5S1U+/h8SZbS/o5P5Oc2udsH3sdC8/L+qTwi1IAAAAAAAAA\nAAAYe3hRCgAAAAAAAAAAAGMPL0oBAAAAAAAAAABg7MGjFADgDsQ9bU6fPt2l3Scn83hyH5vDhw93\n6XPnzhV56nGXeT66f5H65vn93HNOUY8Z959RzzL3zVEPT/UkjSjHRtvlZL51w9B7+FyM4oc1NTVV\nXKs3lo9L5p+knkErVqwo8tauXdtbh86t+yXpOvT1oh5Ta9as6W2Le6K5j536KbnXkfr4uSeRrgv/\nnPopjeonmjFqnU899VSX3rZtW5GnY5bNu69d9fP74Q9/WOTpXoko95V7pGUefrp+fP60be6ppXPr\ncUp9UDMvR/e0U1/izEutxX8287sada51DXo7tc7Mn9V93NTj7syZM0Wejot7zKoPoc+D3t+9zdRX\n0sch8w/TOfO9qT7ZEREHDx7s0ro/IsoY7nEki4VK5pv3bs6Bm/iYvfDCC13a+6r+rO7VqnPrc/Tw\nww936QceeKDIUy+8iHKt+RrRWKHPAt5Wb1utx53PkfpYekxR32Pf/5kfdBan9Dpbr6Pi/XOPdEXX\nZ+bZ6896uv/dFzDza888CjPfYx0Xz1M8Tuka9TNh69atxbXGn8zj3sliTK3X+DA/6prP+R7Tvvsz\nru4HHxetM4vDvt8y/3J/ZtPY7+3Wz2bj7mgMz/4Pge73iHI9tXib63UW57PYUIvHaN9z2ofs+djz\n9PnO5yHzKFV/an+e0vM4+38Uvn702vex5nl827FjR5f2+Kl98DUx7P88KJlHqeZlfcpIV/nERL2p\n7eRE2+JqqDrmTdb/8LXlJ7KTg/rSrZtn/QPbhheaZeE39lSXvXL92vBCs8xM9r9gcFbZl9SMyUW5\n6a5z+cKp4YVmmZ6ZP7zQLIOJ5cMLzbJgUX3/Tp+tH+OIiIUTJ4YXmuXo4bPDC81y//s/Wl32xnTd\nho+IuHGjrX/z5/e/RHsHDXuq5e800xP1D6jtx1z9J2YaIsxMQ72DxvgJAAAAAAAAAHMP0nsAAAAA\nAAAAAAAYe3hRCgAAAAAAAAAAAGMPHqUAAHcgbheiXjXuLaReR5nXn+PeOOoz+cgjjxR573vf+7r0\nvn37ijz1+LnvvvuKPPWxcb8d7Yd72qjPkvvbqG+dt1M9g9wLy/13FC07zPtOx9jbVuubo7hH0qZN\nm7q0+1+pv5B7XKm3kvdVPSYz/7LMR8p9T9etWxd9aJ2Z75C3x/0MdV2sXr26yFMfPV9btf6FLYzq\ndaaon1fmW+frSMfT26HrReuPeOde1XXgayTzDNM5c9817YfnKR63NP64t1nm5aZtGdWjLIuvTpaX\n8eSTT3Zp93zUsVffsYhyj/uYqeds5m2mnoARpa+l+xwePXr0lu2KKPvuMVr3rfu66fx53Dhy5Ehx\nrffM5i/b4y1+tJnv2Sged77H/uEf/qFLe6zVveLjqXPm86Aed/fff3+Rt3HjxuJa18GhQ4eKvL17\n9/beX8fQ10i25xSP31qPe+NpLPIzcC58pbP+jRrL3fdcfd0zf20fz+zs0vn0eKp7Xj1tI0qfQD8H\n+u7tZF6R7rOoeb7/1X824p3xva+ebN5bPGazs6wWnQd/zrJlQAAAACAASURBVNTnJH9m0jnzs+vA\ngQNd2sdT58/XhN7DY4P79Os9fc9p27weXa/+/JStGY2hXk7PLz/Lavd4tibnwmP6W9/6VnHta1dj\nuJ+rvucVXa8aJyJKf3iPffo/CvR/U0RE3HPPPV06e9bKPNhbvGn1e1h2lvk5mj3bOrVn/qie0/yi\nFAAAAAAAAAAAAMYeXpQCAAAAAAAAAADA2IP0HgDgDuTw4cPF9Yc//OEu7dIJlT24ZMblGSqXdrmE\nyjz8HirlchnZrl27urTKgCMipqamog+VE7mMQuVDL774Yu/nXOqv0rhMfp3J8obJMTMpV4vk5CY7\nd+4srh9++OEu7X3Qa8/TdmUyQLdncNmcovJIl9qfOnWqS/ua0La5XMnHXsfXJWeZLFdliNlcz4Vk\n/lb3HwWVMrksT/vqbda8TAruUjufW40HLt3UveRyQrU98DxdT94nxdeB9tHjjUo1XaKoc53JyFrs\nF3zP6/Wo875jx44unUnaPU/v53K3DRs29N5PZdYuudYY7eh8utWH7mtvp177+KmdgK9lP9tUTujS\nzSw2aF6LBFPjz6hyUMUtELQPWezJzhn/3PHjx7u0j5+fgTqHLt3Ue/h8njlzpkurDDii3Ne+r3Q8\nfb1qH9evX9/bTrULiMjltXqdneOO5vkZWMvzzz9fXGv//N6ZRY+OoVtTbN26tUvrs0BE+Xzj604t\nLXxd6/183emZ4OeH3sNju57/LvX3OKJrK7MraonZWdlsXmrRuPTBD36wyNOxaLFx0XV+4sSJIk/H\n2veD9setNvz+Ovct9lPZeZztF72/P3fq2mqRfPfV7+2cC+sUlbpHlPY2EbnEXK993vW5xWPfo48+\n2qV1Hzl+P10X/lyke86/99VaBPge1zp9/tQywNdZZkE26lmN9B4AAAAAAAAAAABgRHhRCgAAAAAA\nAAAAAGMPL0oBAAAAAAAAAABg7MGjFADgDsS9vtSPKfNcGubRo55z7mP3wAMPdOkf/OAHRd7//J//\ns0tv3ry5yFNPrazdnqf+patWrSry1BNR/a0c98Lxeyjqo+PjlI1vdp35hNbivkDuE1ZL1i71IXS/\nIvW8cx9S9U/LfE/dn0nH2ufEfbLUa8nvofX6XGceRZrX4nuWMRcepZlnl7Yz82PMcL8r945Vf7PM\no9THWtvjnnratsyryvukfsbugabXGgsiyv0yV96iLXMxSp3u2Zd5DWeox636uEaU4+meaBprs8+5\n76GW9XHQefB9q3PmPpkeI9W71n1sNVb4OOn8+lzX+p5l3pG1+Lhk60Xvne3xzFt8GDovvu707D5w\n4ECRp7HCvWLPnTvXpX2MdK59/rRO90vW/ZHt/xayuc3iVC0+Lnq2+Xmk156nc69jG1F6V3rs033m\n6+fee+/tvV/WXx0n3zd6NvvZon33dmqciii9VbN5qfWYHVZWyfwSM3QfuS+3jr3vB83zeVAvV/Ud\njijn9tVXXy3y/BxX/OzSPe8+lhpPPWZrPf45XT++x/Xa16SOWxbvRo3fXucoPqi+p7O9U+uLGVGO\ni3+/UQ9vj/W6l9yrVtvi57j6Snud2Tmq/fe9op7o7lut8cDXREY2htk6GPW7Fr8oBQAAAAAAAAAA\ngLEnfXU+f379X8Fbfycx2fCKduLd/wijp+KGRgza3ikvX7N+eKGbZVcuGV5olqtX+n/t5KxetXJ4\noVl+9n/7X6rLrll0fnghYf93/6a67IULbw4vNMtg6T3DC80yP/r/k65ztfFXP4sH9X+5XrWpvs03\nrjf8smymfl20MphfP3btkaCOyZn6v+gOpht/kdfQ5JmGvy1Nx2i/IgIAAAAAAACAnwxI7wEAxgCV\nRLgEQaUMw+SmKqlxuYTKWI4dO1bkrVmz5pblIiKeffbZLv3ggw8WeTt37uzSLqdT6b9LRVTO73V+\n73vf69Ium9FxcmlGJstTyc6wMczyR5X0jXKvDJe3qEwnsydwiZfKa3zMVILtcnpdWy7/dGsBlSF5\n2zTPpT/aHr9/JuuaC0atM5MSZW3OpOAqnVb5ZUS5NyPK/eJjphJp3e8R5di7hFbb4/tRpdy+tu65\n58d/ePS51f6rXUBELlsfVSbfYq9Ri/bB26V1+lzrvV1KqHPm0k2Vu/rc6j52WX7WFo3DLh/UeO4S\nQV0jvqd9bWVSPI0VmfQuk+xl4+tSw1H2dWbbkN072+N+NusYucx5y5YtxbXOha+D/fv3v7MDs2is\n9TlR6bSfcbouPDaovNf3uH7O50HXVjZOjtbjfai1L8rwOkd93tAxzOTRnnfw4MEundnd+BzpeLq9\nRmaPpLHX69R5cXsNt2fKrHhqn72yOfM1odctcum+OrI9np1BPke6x7yvKvX3NuuY+Vj7s7PGV4+1\nKoV3KwWtx++vMef1118v8nRus/PKLaaULH5nZ3Nm41BLZhfk15m9hrdFY6bbHKmkXe0YIspz3MdT\nzwW37NDvbP4cpme+20jo2vJnCj3//bld2+I2Dk72XJZZY2R7qfa7FtJ7AAAAAAAAAAAAGHt4UQoA\nAAAAAAAAAABjDy9KAQAAAAAAAAAAYOzBoxQA4A7EvXAyz55a38OI0vPKvY60rPugqR/lCy+8UOS9\n/PLLXdo9kdauXdul3VMm8+I7cOBAl37kkUeKPPWqybypnMy/qMXnNct3H9YaMg+m7N4tvnxZu9TT\n7vz58p/9qbeSr0n1tHKfJV0v7knmXlWZp9/U1FSX9rWlvkhztQ4yRvW1U3Sd+5rP5k/XvH9Ox1M9\npSIifvjDHxbXuv+9rI6v7tuI0o9K/W79c+qvFVH6EvoaUb82/9y+ffu6tHtTaX89pozqQ5iVdZ/H\nUeps2atZnnqb7dmzp8hTzzn3n9PxdR/JM2fO3DIdUfpfZr617qmp/mw7duwo8jwe6Pj6vtUYk3lz\nZz6EmbfpsPOyBv9M5mmX+aNm6Fnt+8/3h+4znxf1LPa27dq1q0tn+9/9aNetW9dbZ/a5LBZm3p/Z\n846WzfwEM5/uDJ+zzC8x2/+KxzBtm/sC6ty6f6l6vvvndP/7PPieV9TbMPPNHeYXqOPmzyJaT3Zu\nZ3vcxzfzjqwlW2eZR2n2PKPzoOdfRDku7juqZd94443edkbk607XhXtO67nqc63PWu4573u3L8/X\nZLZ3RvWVHcWj3Nej15GdM1kM133me07H3uO5erl7W9Qz2NeInrm+p7UenweN9f45XQd+Px0L9yht\n2RMZui6Gecn2wS9KAQAAAAAAAAAAYOzhRSkAAAAAAAAAAACMPUjvAQDuQFqk95m0yOUJKp9w+dnl\ny5e7tMrpIkrJkMs6VZ69e/fuIk+loi7R0fup3CQiYufOnV1aZfgREa+++mqXfvLJJ4s8lZjMlfTW\n0blokeLU3juT3maSL60nk8l4no69S6507O++++7eOl0OptYNPkY+1ypLclmwlnWpoUqmlixZUuSp\nnDeTcc2FLK8FXZ+Z5DqTIHqbVZK0bdu2Is/H7P777+/SLq9VibSv4717997yfhHlWLucUCXDKhvz\nerwtWqdL42olrdn4OplMN5uLDP2cS+iyOJXt8U2bNnVptwTIpLAqq/Y9ppI9b6dK8VSGGxFx6dKl\n3rZoPHCppsfzhx9+uLfdmTy7Vl7bIuMcZV9nZ0DLeZDJ8lWe6TLOc+fO9dbj5/FLL73UpX1t6Zl/\n33339eb5+a/tcXsN3f/+vKH72u1YsjM2k9fXPicNk4r30SK9V7I++Jmrlha6xyJKSxuX7OrzlO85\nvb7nnnuq76dr5MEHHyzydG35OePxQGOOPi9GlM8jHn+yZyEl22ejPJNF5PF7LqT3fuapfNnPcR0j\njeUR75RS6xy6JFr74Xsgk1nrGtF0RLm2fd51LDILm7l6RhtFeu/rI3sWyPaxo/Nw/PjxIk9tjzwu\nvvbaa71573//+7u0x2it88iRI0Wezllm+eT7WNeBx2itx9vZ8r2l9sz1uUV6DwAAAAAAAAAAAFAJ\nL0oBAAAAAAAAAABg7Eml94NB/XvUiWiUmzQUvzFTX7ilzYOW98QNbYh450/ZM+7fsW54oVmOvnFx\neKFZPvbxj1eXfe8Tj1aXHUy0/Te5mYn6//j63D/9fXXZG6cuDy80y5OPrR5eaJbFcffwQsLFwy9W\nl9103/3DC82ycPma4YVmOX9y4/BCs1w8d354IWHmRoNsIfnvhe+Khn0dg0YpbNPWrl/7E9HSjnf/\n37ABAAAAAAAA4N2BRykAwBiQeWG1eGZqvnvVqZ+YekxGRPzgBz/ovf/H5Y867o3zzW9+s0t/7nOf\nK/LUb2tqaqrIe+KJJ7q0em9FlD5o6ucTUfpoum+l+jVlHmXZ+EaUY+h5o/hhuWdP5mNZi/v5qP+U\ne4Tq2LunlfqZqd9sRD6Gug7c98j/EKnr0MdP59DHST2v3Hep1qvqP9ujNPtc5r2X+WRq3uOPP17k\n/ezP/mxxrV6D3nf1RXOPO10/P/rRj4o89c30uda2aXyJeKfnraL+Xu7BqH1o8SFVhu3xzGeuFl2D\nLd572b3VA9b9YDVObt++vch79NEf/zHdvQ11LI4ePdqbp36lEaXHnvssqh+tj7WfLTo27pGo+9o9\n0jRWZH6ULXt8FD/arH6fPy3r98rODvWYO3++/GP5c889V1xrfP/Od75T5Lnfr7Jnz54u7WtLY7b7\n7amPnccNbYvvfz1P9FkgooztmS+oUzvvo8Z9J/PJzdqin8vmxM9j3QOvvPJKb1lfd7rHPEbfe++9\nXdrXi8aKNWvKH3/omvT4lnmr+vOcrpnMq3ZUP+oWj+K+OrL43eJRqntl8+bNRZ4+T/n46X50j1n1\nPY0o14V7x2d+sDpOq1atKvI0Dnt/dd35PtZ1n41hy17Nyo4Sv/05NovDLe1U385jx44VeSdOnOjS\nHhe1rH+fUn/vn//5ny/y9MzX72sREa+//nqXVi/6iHKt7d+/v8jTdeDeuLpv/fx3dP1kscnRsj5P\nWdxUkN4DAAAAAAAAAADA2MOLUgAAAAAAAAAAABh7kN4DANyBuFyoVj40TFKmMgeXYKhc0mVdKsnc\nuXNnkacSOpcBHTx4sEsfPny4yFOJi8pUIkq5rctptmzZ0qVPnjxZ5KlE0CWmKuvK5DyZXNIZVZab\n1VFbZ4ukTPvg0nuVTusaiCjlPC75dCmuovYIb775ZpHna0SlgNmcuSRKpTguMdM+1crwI+qlm7dj\n3jPZmPYhK+d2E/fdd19xrdIql0Bre1x6d//9P/bndin8qVOnurRaZkSUe9X3v867S/YefPDBLq1y\nQS/rEsVaOfawNZFJpGuplY1mn3NU7uY2Cyp/UxsFr9Pjt5Z16avG/Wy9uPVFZo/gFh4q3fTYoDHH\npb96z5ZYmMmlR9nX3vdsvdRKN70/Gmu/+93vFnm+d1SS6LFe1/3Zs2eLPJVE+zmge9XbpvHA5ZAq\nGc7ihtuxqPTe66yVxt4O6b3LPzMbntr7ZWvX+6oyXT9/da94ntbje1zH3s8PlQjrmR5RPrP5uPja\n0nv62ZLJa3UvtcThWll3Rnbv2tiefc7HU+O3rv+Icsz0LI7IrY38HhoPPJ7qfLotl57B2edcgq3z\nmY1FRss+bnnW6yPbj9n3Ms/T/qn0PaKcB9+Pam2i358iIl566aVb1hFRSvH9TNB50D0dUa4ftdOI\nKOOIn/967ffzWJ+tg2y8sz1fe+bzi1IAAAAAAAAAAAAYe3hRCgAAAAAAAAAAAGMPL0oBAAAAAAAA\nAABg7MGjFADgDsS9WWo9NIf5tmi97iek/jfqHxYR8cgjj3Rp96pRn0D3mPrwhz/cpd23Rr143KdH\nvSrdv0z9cNwbR9vtfVDftcwfaVTP0Ig2r7y+z4zqqaXtdK8m9apyH0D12HNvLK3HvQXVh1C90yJK\nbyP38FNPwojS/8rnWj/rnkyKt3suPEQzRq0/8z0bNU/b4mPkHmWPPfZYl/Yx072rezOi9MZ8z3ve\nU+Sp76mja8R9utRTz2OKfu7YsWNFXuZtWOtjN2yP13oP1jJqvPE8jZPuUapejh5T1IfMPea0rHuU\n6Xju2rWryFMfa/dS1Pt5PHOPQr2/zntEOdctnsG1voGZr9yoZD6ZmT9qrVebe0X753Rfe+zVPPUP\n9Xu4r7TGAz/jNfarz2lEeT67N152/mfPO7VeoNn4Zj6nLYx6ViveFvXbdg9292RW1CvSn7X02mOm\n4s9T2jb3ilU/U4/RfsbrOvR76LNe5is9qpfhXJD5iWfncYtHqe5H9faOKPeHf849vB966KEu7Z6z\nup583emc+bNB5mOreGxQsjiV7emWZ+pR4rfX7+OSxZRsfWqe71uNrz5/egZ7f/Q724EDB4q8Z555\npkv7+tF7eEzR7wMeGzQWvfDCC0Xe2rVru7Svl8zLtcXvV+fCv9PUxl5+UQoAAAAAAAAAAABjDy9K\nAQAAAAAAAAAAYOxJpfc3Zhreozb+XHli5vbI2gYTk8ML3Sw7aCnb1t7Fi/ulCc5nP/NUddmZmdXD\nC82yds2W4YVmGdy4NrzQLEtX1bchIuKRD3y8vh0TC4cXmuXlb/1dddkF0f9zfmdi9bbqshER5w79\ne33h6/2yF2fhwu3VZZesvre67Pmju6vLRkRcS6Q6zsTy+rVxu6StM9EmZRoM6ssPokEWPWiRZrXL\nrYfWmMhNMun9sHnRfL+HShtUVhFRSuqOHj1a5Kmsav369UWeSoZclqeSD5flqfxEpUTeTpWGRJRS\nDZV/RuRyWq3TJR0uxclkV3Ml6eujVsLr5VR6421UuVTWV89TGZDL8lSK41JfH7OlS5d26UwKq/Lv\nW92zL89lQXr/UeW8o8Y/3Ssui83uresza5fPkcu6dKxVqhlRjpOWiyj3qs/f3Xff3Vun4vtf9/ym\nTZuKPJWAbd26tcjTdZDJuLIYmkno/Pp2yDprpZvZXLuFho69S18VtyTRefe98sADD3RpX6/btv34\nWevQoUNFnsYUl1V7XPZ9ragUv2W/ZGOY7flR5trXmfZ92FnSV4+X0zyXcfqe0/H2/vj8KjpOR44c\nKfI0nrr0X+/hbdHngcOHDxd5en74eq2VtLZYGyijntPD4kZfW1rq1HHxduo54HnZmaTz7jJ5PSNc\nOq3z7nOkEvCXX365yHNZsMrK/dzWfd0ie65lFDukiNzKaC5scjK5sudp390yy+OrzqfbJWms9XHR\nGO55Wqe3TddBZhnm8Tt7plGy2O5rYpTnsizW+j0ySXkWU7J95WOmc+Q2C4rvx9dee61Le4zWsi6v\n1z74HOmzgt9PLVc87mdx2ceidi+1xN6ijqpSAAAAAAAAAAAAAHcwvCgFAAAAAAAAAACAsYcXpQAA\nAAAAAAAAADD2pB6lAABwZ9Di4aNkXjFO5pGkfniZx6X7T6nHTeYV6d406l/onqjqX+qoF5b75mjb\n3NdJafEode+quaDWozD7XJbnbdZ5yfyafDw1z/0Ss3a5x5auH/ffO3PmTJd2r8psDrWPmU9YRua3\nNapvpX4ua0fW5lE90Tzfvap07t2PKosbq1at6s3T/fi+972vt23ubaxrxL1NM3+vzINR8T3uvllz\n4Y2nfl/ZPs7mM5s/b9eSJUu6tPt+Zv7MOu++j3U8/X66ftzTUuP+jh07ijyP3ytWrOhtWxabsjHM\nfOx0LPxzo8TzzH8u80dtOZuzWJHdP1u7o3p4+ud0rV28eLHIU29DH+vMG3vUPae0xMlaWjxJR/Uo\n1XHJfKS9Dxpv3AdYcf9CxedB6/RnO/Wxdk97P8ez8dZxyvwhW7yGa72qM7LnvFE9SmvP/5bnU58X\nvYeevxG5H7SeuW+++WaRp36U7ieu546fv1kfaz1Ks+cwZxSPUl8fWezLno8zD83Mx9rR553sPPJx\nuXDhwi3r8LJ63kaUMfrBBx8s8vbt29el/f9I6DOie5sO833ty2vZL9kYFnVUlQIAAAAAAAAAAAC4\ng+FFKQAAAAAAAAAAAIw9SO8BAO5APvGJTxTXv/RLv9RbNpNnZHKlFlm3yiP8fpkkOZOR6+dcqrFh\nw4YufejQoSJPJSDr1q0r8jJpUdbOFnmWlnXJySiSvl27dhXXX/7yl3vrq5UotUi3ayX7Wd9a7B/O\nnj1bXKusy2WBKgvauHFjkaeS7xbJ1ahyPp33PXv2VN9P+c3f/M0uvXv37t5yLZLZlrFXWtbqKJK2\niIiVK1d2aZduHTt2rEtv27atyFNZp8s454Jh/dH8j33sY0Xe5z//+ap7qMTtgQceKPJq5fUeX7J4\nmu3/WnmbU3smuORSpX9uzeBSUZVyuvS/VqraIonOJJGZZLkPtRmIiPjUpz7V265aS4CWvFHl9Vk9\nmfzUx0znSPd7RLkuPM/tPWrbOeo6ULZs2VJVznH7F+3DqDYL2TxktjXZM0uLdUE2nmvWrOnSWUzx\nPe72OmrJ0GIxUduPLKZt3ry5qg5H5/bFF1/srb/lmTeTm9daLg17bs9iZjaeKrd/4403ijy1QFI5\ndkR5tnn8zuJdRmadkFk1uIVPDW5zoM8lEfUS+kzC73m1MSyLG9m55uj9/LzSde4WGmr9cfLkyd7P\nDZvbUZ8fdW58n+3du7eqDn5RCgAAAAAAAAAAAGMPL0oBAAAAAAAAAABg7EF6DwBwZ3IwIp7/STcC\n/lPYHRFTP+lGwMjsbyjLnv7p5sjwIh3M9XjwWjDX48LzwXfvn2ZeaSjLnh4PjgVzfccyyHwBnn32\nH5+LiPfWVDQ5aPtx6kSD30CLNcHERL/X3jvb0OCvNdHmjzCIfn8eZ3r6yvBCs1y+VO/RMX3p2vBC\nsyxfvW54oVlWrNs4vJAwMVn/TPDvz79QXfbGyVery27Yur267GBJv0fhrXjjP/6xuuzytfdWl11x\nzweqy155+/LwQje5fGZ4GW3Hqvr5nre4fq4nzJMsY2am3v8xGvZeRETLzp4Y1O+/GDTEgIY2b7/3\nk6OZtQAAAAAAAABACtJ7AAAAAAAAAAAAGHt4UQoAAAAAAAAAAABjDy9KAQAAAAAAAAAAYOzhRSkA\nAAAAAAAAAACMPbwoBQAAAAAAAAAAgLGHF6UAAAAAAAAAAAAw9vCiFAAAAAAAAAAAAMYeXpQCAAAA\nAAAAAADA2MOLUgAAAAAAAAAAABh7eFEKAAAAAAAAAAAAY8+8NHNiUF3RREPZiIiJQf072omJ+rKD\n21TvxKCtf4OJ+fVlY2F12UULZ6rLTt91pbrstWsXq8u+de5IddmIiJhYXF100+YV1WXnb3tvddnJ\nhrmeN2+yumxExJnFy6vLXr1worrs4gU3qssuXVY/bteu3FVdNiIipuvX0UTD2LXsv5mZlv3X9vef\nQdPert9/Edfr2xBt8QUAAAAAAAAA5h5+UQoAAAAAAAAAAABjDy9KAQAAAAAAAAAAYOzhRSkAAAAA\nAAAAAACMPbwoBQAAAAAAAAAAgLGHF6UAAAAAAAAAAAAw9vCiFAAAAAAAAAAAAMYeXpQCAAAAAAAA\nAADA2MOLUgAAAAAAAAAAABh7eFEKAAAAAAAAAAAAYw8vSgEAAAAAAAAAAGDs4UUpAAAAAAAAAAAA\njD3zsswF8xreo060vXOdmGkoP6gvO2hox0RL2YY2tLZjEDMN7agvO3/+XdVlFy0eVJcdTNSXjYiY\nnJhfXXbpknRJlszUj0U0jNv0jRv19UbE9atXq8tOvbqnuuy6HY9Wl1257aHqsvOXNP59ZGJZQ+Hp\n6pKDlrJNS6717z/1lc/M1M91xGRDC/ibFQAAAAAAAMBPGr6dAwAAAAAAAAAAwNjDi1IAAAAAAAAA\nAAAYe3hRCgAAAAAAAAAAAGMPL0oBAAAAAAAAAABg7OFFKQAAAAAAAAAAAIw9vCgFAAAAAAAAAACA\nsYcXpQAAAAAAAAAAADD28KIUAAAAAAAAAAAAxh5elAIAAAAAAAAAAMDYw4tSAAAAAAAAAAAAGHvm\nZZkzM4PqiiaivmxExKCleEPhQVPZ+vfEE5Nt75QHg8n6sg1jN4jphjY0DPJtGuNW2uavpeworalj\nw33vqS67auN91WXnL1xQXXZyon59zjSszYiI6Zmm4vXtaIgvLXu1vR31HZxuGIwbN65Xl52YbJsT\nAAAAAAAAAJh7+EUpAAAAAAAAAAAAjD28KAUAAAAAAAAAAICxhxelAAAAAAAAAAAAMPbwohQAAAAA\nAAAAAADGHl6UAgAAAAAAAAAAwNjDi1IAAAAAAAAAAAAYe3hRCgAAAAAAAAAAAGPPvJ90AwAAYO45\nfPjwn0TEL9+8/ou/+Iuqz01PTxfXJ06cKK737dvXpT/72c8WeW+99VaXfvHFF4u8pUuXdumNGzem\n91Tmzes/plasWNGlz58/X+RduXKlN2/BggVd+q677ur9nDM5OdmbNyqDwaC4XrRoUZf+7d/+7TU1\ndfz6r//6nojYdPP67//+73vLTkz8+O+jfu+LFy926ePHjxd5n/vc57r0zMxMkadz7XUuX76893MZ\nOu8rV64s8i5fvlxcX79+vfceurZ8rr0eRevxOvXa125tH+1zr+zevftDNZ/7oz/6o1M300uWLBmp\nXboGIiI+8IEPdOkDBw4Uea+//npxrXvX93FGtnd0zZw5c6bI0/3oa2vhwoVdWvd0RBmLvL8Zfg8l\n2zt+D823dfbfv/jFL/5OTVt+7dd+rZvr7du399bvbTl79myXfu6554q8hx9+uEv7Wt29e3eXfuON\nN4o87V+2xxzdx75e5s+f36W9D1evXu3Sur8jIhYvXlxc61z7eaHtztqZ9SnbS9kYXr58uSp+f+lL\nX/rLiPj0zevHHnusy8vW1YULF4q8Z599tkvr2EZELFu2rEufPn26yDt69GhxPTU11aXPnTtX5Plc\n9LVt/fr1RZ7GcI9bOr467xHl+Poe1/tl8+d52gefW83zvmpZj4szMzNVc/3iiy9OhXz3vnbtWpfn\ne0Db7XFR9/jnP//5Ik/37ve///0ib+3atV16y5YtuVr3qQAAIABJREFURV42t7qvfE3qGZ/F7xs3\nbhR5eiZoLL9V2drzOCOL7Rl2Jv7rZz7zmc/3FC2YmZnp4vdv/MZvFHnZmXTkyJEu/Z3vfKfI++Vf\n7h7p4+Mf/3iR99WvfrVL+3P7Jz7xiS69efPmIs/3gO4zn5dNm7rHzHc8P+3fv79L+zrQsroGI8rv\nBh5vlJZzPDurszo1fv/Zn/1Z1Z7+wz/8w9+NiP928zo7Zxx93ve4qM/xq1atKvLe9773dem33367\nyDt06FCX1vgSUY6F7zHd/5cuXSry9LuWtjmi3Mcev3Xe16wph1P3bbbfnWz/tzyr33333V36t37r\nt3rnmhelAAB3JksjYvVPuhHwn8LKYK5/mlkxvEgH8/zTzZLhRTqY6/HgrmCux4XVwXfvn2aWDy/S\nwZ4eD5YEc33HgvQeAAAAAAAAAAAAxp70r1qPPPHp92X5ABCxaTvbBAAAAAAAAADgpx1+/g8AcAfi\nvo7f/e53u3Tmr6c+lRERBw8eLK7VZ8Y9X9Rbac+ePUWeeux527SezE/IvXG03epTF1F6eJ06darI\nU782/5z6mXr/1NPL/bxaPHUy/yT3Bqzhwx/+cHGtnmHu2afX7j+lfkJf+9rXiryPfvSjXfq9731v\nkfe3f/u3XfrVV18t8tQX1H2I3D9JUY+9Bx54oDfP63XPKfVaWrduXe/93ENTx8b9WrVOXwfaFu9v\ni3dVHz/zMz/Tpf/6r/+6t5zfS/eAz5H6jn3oQ6VV6re+9a3iWj28Pv3pTxd56j3mfdc5c69BjSme\np/HHvbjU/2716lL5lsU0zXOfR51398Lsq+NW17qvX3vttd56Mn73d3+3S2cxxPf4yZMne/N27NjR\npT/5yU8WeeqJ9jd/8ze99/O9ovPg7dTxfOihh4o89Sz1z2lc9vnzuKXrwuO5nhm+J7RPfrZkXpVZ\nnnv81uAek4888kiX9rHWa98PGvfdh/Spp57q0r4efY/r2vVx0ZideU5u3bq1yNN1517ROi/eJ22L\nx4a+e0eUa8bz1EfPPfW0f34+6VxnXooZf/Inf1Jc+/OVouPr+0Njk3uw63n1zDPPFHnqf/v0008X\neZkPaTb2WlY97CPKWOT7T30P3Z/RPRJ17P3817n2mK339D5pf32NaJ6fEZ/5zGeiBvUJzbwi/Rnw\nnnvu6dLe17/7u7/r0uqxGFF6jf/rv/5rkadx0e/n17ru3IdU45vv42y96j0OHz5c5GXnsX5XcG/T\njMyTva9dERGPPvpo9T1u4vHT15LHSUWfW/w5V5/T3PNVx2XDhg1FnsYDnz9d194ujYU+R3oO6Pen\niHLv+h7XZwPP03Pc593Xve6f7H8LZD7P2T7LQHoPAAAAAAAAAAAAYw8vSgEAAAAAAAAAAGDsQXoP\nAHAH4vKPjEymkskcVVoUUUowvB6V/mQy9axtLt1QCYZLU7RtLtVQCYbnqWzNpUVa1tuikpZM/uF4\n3ijy7Exe723RdeF5On8qh44ox9dlMW6l0Ecm+crGzCVCLv3RNeoSPpUTZdYNmZWCSlojyj3g61w/\n53Pbsu77yGRkWf06Rl6Hyj9Vvhfxzr6rvYbLZDOZk+JrXK9d4qnt9jnSe3ifdJ0vXbq0yNN6fE3o\nevG2ZH1ytD2jzrv2IYs33neNW+vXry/yVOLmZ4TKAD2m6B7MrFsc7XtmtZHZVHjffR2o9DaTS/s8\naB+z2ODjlJ1JLWukr3699rzMLmDz5s1d2qWMisdPX+d6nVlKZHmZLN/PD83zdZfVqWT2DL5esvHN\n5rbWIijD+zDqeaGSVrfr0fnz/qllQPas0fJcktkj+Fz35Q27X7YONK9F4p7J8vUec2GZ4/3L7II0\nzy1ldC1PTU0VefrM5vfTZ9dh55HeP5OR6xqMKO0+/LuB3j+bo+x5ytuin3MLjQz9XBYbank3z3n+\nDKWo1ZfvcY3vamsWkT97ZPFGx8XHQfdAdl75/OnnWp611JYjohynTHrfMva1MZxflAIAAAAAAAAA\nAMDYw4tSAAAAAAAAAAAAGHt4UQoAAAAAAAAAAABjDx6lAAB3IJnnY+bN4p5SixcvLq7Vw/PkyZNF\nnnqkeT3qUZrd3z1m1EPIvWm0rHuyXbp0qUu7N07miaR+hu7vp16c7olaO75e9nb4WGY+pBk6Ft53\nxX3kRvUozfIybypdZ/H/tXcuvXYc57muM4njxKJMXUiKEiXKuliW7dhWFCRADGSQCzJOfkp+UyaZ\nBMjcycAGEhuCjUiRrehCUaJEUqKoqw0HzuSM0njrEde7u/ts+ZzD9TyjbtTq7ur6vvqq1sJ+3z3m\nmNFT99NPP12O6c2XXln028rr6ImW49Q8tRp7fc9ynLZ432bM6Ad1+/bt5Th9xsb4fGxznOgL2J7f\naB6FWX/oQ5ZjyHqTcWE/M18Y9+ZpmZw0b7NvzVux0eZxvh/bMr707L1169ZyzPFMPzzOo6ynzPnm\niZZ941jnmkDyHehpx77l+HIdaD6IzYuv+a42f8E9NH/d1sY+Z6y5bue4sI0evq2+tfdttSljT1/A\njDX7ll51vO7jjz8+2K/cK7CmJM2jtPn07fUo3VJTmk9mjgX3YQ899NByzLqY6xrnf5srrd/N6zfb\nmsc816SsN2N0//t8D+ZP8zrP+7T1+DQ8SnmP5oWbfoysfelDyvjl/qbV7y3vw7jnnMt9wxhzTp49\ne3Zqy7lEb9Vcn9nv7CvbMtbNL5m0XN6zVm/Z67CfOWacq7kec+3MOPC6Vu/W9rXtpzhGuY7z/zrk\n2sJ3zznNPOe+JftD/9v2Ti0P1q7d/kWpiIiIiIiIiIiIHD3+UCoiIiIiIiIiIiJHj9J7EZG7kL3S\nE0J5Qkp4KIVP2QWlVJ988smq5zeJGWXBDzzwwHJMqUZKwCgDShkLJV45bk3Syn6ulUSzvUl210Kp\nTZNONjlv3of3zFizz2fOnLnj/e/0jLX9zHhS/s3zjC+lf9k3kpLFJsuj7Cnb+L7JXnnmWpgrTY6d\n5xyjJovl3MnYU9K+Nq8Z65xXrBspP+P7poyUtSFliYzthQsX7vi5MWaJVxvfk+b4b1N63+wfGOuM\nL2tf1m9KWPOzbY5zXLJvlE5mrJl3WX+yzo/x+XdKefb169entpT+0S4lY8161+rwFvn0GvjsJr1v\ncsG8jjUr5byU2vO8WWE0a4qWrznPWJMz7yjdbO+U85/3zM+ypmS/KTE99Dmy13KhyetbzaQ0NWsv\nxyXjyffLeczrcs1t0nveM8eX9TTnPOtgvgMtM/jZPM81YYz1sWbdanW5SfbXknOgSe+ZS/k+uW8e\nY44R51jGhfU777mlRvGzmT+0fMhYcx7nfZh3Wc8pq877cL1qNSXrVtvbkT31+ySbimazkGSNHmPO\n1yZ3b3sDsvZ7YdZWtjXrFs5NrutJ5itjy3nM+neob432fafhX5SKiIiIiIiIiIjI0eMPpSIiIiIi\nIiIiInL0+EOpiIiIiIiIiIiIHD16lIqI3IXQp2atNw39XprnFP12vvKVryzH9JhJrxr61qQXT/M9\nozdd+hfRwyd9c+hv8/HHHx98XnpANQ8b+gnRtydpHoIn+RutofnY7fW445i99957B9tyzOhf1t4n\nc5L9Ss+pBx98cGpr/kXMkTzndQk9mZItnk/Np6/FfS1tHud8bF6RnLfpd0VvMfrB5pzY4lG61u+P\ntSHPs76wLef0GLPnFecq/YyT9E9r3pGkeY81n65Ge17zo201Mz3vOI+zhtG3Mv09m/8tyXHh/Mvr\nOEbnz59fjhl3kvnL2LY1onkNN9/V5h23Bz67eZS2fuX45piM0T2COWbZ3vyvGbNWhzOfOB/vv//+\nO36O92G+pm829ynplcexyHdqNbr5Sra52WDMWm1oNTPfgf1Mz176Auf8ZxzyPrxnq29ZN9o84lzJ\nNZd+98y7vJa5lXlBr8N8f+Z93rPVsL1zvNXotXsBrsdXr15djtuehfMoPbw5j5pPL/ud84rjkp6l\n9Jxte5O2XjW/7cxfzv9D92dfToNWJ8bo+9z8LN8h98CMQ+69GIdWm9bu0Vgbcg3O+sLn03824Tjl\nHG/ezWN8fq+ZrN1btnW24V+UioiIiIiIiIiIyNHjD6UiIiIiIiIiIiJy9Ci9FxE5Appkr0F5QkoZ\nKGlLmVOTYFP6k/dk31LWRRlZyoIp+UgZC2Ur2UY5SLadPXt2aktZ1xbJ3m9bet/k33ne5GaUOaX0\ntkm3GPd8RpPTsS3loIx7s26gjJQSoiRza60lAfvDvjSZXrOYWEubK+2eTfqWMjnGlhK+jBPHNt+9\nSak4PzIObT7ynjnnm/yNkraUCDYbB94zY91sOcaY836v1G+tNIzzOHOEcyclrox1yjxpJdLeodWR\nQ/cfY4wHHnhgOU5p6BhzXPgOrR5wHmeO8J2aHUV738ytk/JgDVusU1r9zprNfjVJJMczr2052NYW\nzqtmTZNtXD+adDplwGkNw3tSjt3i3uSgydqcJ61OtXrOd8/xbe/X9mFbpPdJ22txPWx7pnw+79nW\nbdaKvC9rfYtTxprrdo7TXun92rrfbHKaFJ12MwnnW3sfPiPbm6Q9LTPGGOPatWvLMWtKi0OuSbRZ\nSck19yJtfhz63J3Ok3afQ3A82x64jUOzOSA5PzjnOPbJ2prG73bNjqXNvzxnv5rVD604Mg9aPLdY\naKyt4f5FqYiIiIiIiIiIiBw9/lAqIiIiIiIiIiIiR48/lIqIiIiIiIiIiMjRo0epiMhdSPPQbD41\nbKPfTvr70RsrPWjoUZb3pR9V8yFL/5177713aktvJT4v/Zt4XT6veeE0b9H2fid537T2PX6Ge31I\nGev0E6KfYI5T8+yiD1HzuEp4z08//XQ5Zp41PyO2pQ/SJ598MrWlRyN9njIOzAPOiT3s9a1Mtszj\npPke3rx5c2rju2be8x1yPJt3Y4s1fbmyr8zl7Atj257f5njmC8ewefi1ervX426vt1n2Ld+Vn+Xc\nzLFgfWu0tSVzIteOMcY4f/78csx6k7WdvsPsW/rasf5k7aAXX36Wfq1ZD+jTmeO71/esXbPWo7SN\nNd/19u3by/GDDz44tXE8m3dj8zpu/olf+9rXlmPmXebouXPnDvaNtSjrBmljkbFt8Wu+tXu8DMfo\nY7bFv7R5FOb+qtVB7sNyLNreh/fMftNj8q233lqOGb+MEfdhfKfm29n8b9tcXetrubd+N1qe5bvT\nK/LixYvL8ZkzZ6a2vA/H79Dnxvj8OGQ762nmDJ+fceC6k/Oa/rM3bty44z3GmOc/87V547e5s2VP\nfBq05+XYc+407/jmC7x2DeLncgzpP5tjz71WsmXft/bded72XmvH+k7nB69b9SkRERERERERERGR\nuxh/KBUREREREREREZGjR+m9iMhdyFpZ0UlQ5pBSRkoiU3bB56fsokkwmtSvScybVIuynJT3vv/+\n+1NbfpZysJR8UY7Z5B9NKnIaUp8t0vvWlvGjPKrlU44FpTdNItjkUZlnH3744dRGyVfGhfdJSQ/l\nSxlfykGz300u2WSzjb3S+7WysZZXzN0cP96fn22y3Iwv5bw5Lk3SzhzJvnE+5jMYv7xPm8fteWSv\n3Pa3Lb3P8eW4tDmesGZmHmyZx60vKadr60WT840x14O9liGk5Wu2cX7socnrW/1mDcl3pWQ35wqf\nx3fI81ZHmjSdMtmU/j/00EMH2x5++OGpLePZ1lX2s8nI8z5NDs5xyXvusVi4E2utDDjn0naA+7A8\n5zvkfZpkt9U6vnvKrJkTGT/mZM5r1gae59jTnqXNwbVWFVskw2tpz273zH7RCifnDi008nm8f45R\n22MTjkvOVebII488shyn5cIYY5w9e3Y55rrz0UcfHWzL65ivzQYo4djnWJzWPE5azW4w53Nctth1\n7bVuadZieR1jlPnK9TetsHhd7vHb+n+n80P9buvV3rj4F6UiIiIiIiIiIiJy9PhDqYiIiIiIiIiI\niBw9/lAqIiIiIiIiIiIiR48epSIiR0bzcWFb+k+NMXv4PfDAA1Nb+hk137wtz0/S04bPo09PeuM0\nT0Z643z5y18++Ly1HoVbfI/aOO1lr0dpjhO9W7Nf9K1Kn7ct3mbNgy39jOhRev/99x98xscffzyd\nZx5kbMeY+83nr/Ul2+sFvNfvci85P9IbcozZ047+gbdu3Tp4H47ZWt9VvnvOM3qEpkcZ53HG70tf\n+tLUlh5+n3zyydSW91nrbzdGf78vOp5bakrmHWOdY0F/xvQlax7MrW8t57mW5Lym72D2m+sM+53P\nb566zJG1nox7PeD2kvfc4quWvqCsgxcvXrzj/cf4fD1vz09arFkbMp701MzY09s0n8/4NU/0PG/x\na3O6jf3e+d58AbeQdZJzJ9e85kfZ+sK2NscyLhyz7AvHLD0Zud/Yux63d2p50K7b61G6d8+bY5jr\n3xizZyn9fFuMkr3+j2PMe6+rV69ObelV2bx/ucZ/9atfXY65586+NU9k8kX7kDa2zOnsG/enzY+6\nzePTqE30Gs19Q3qnjtF95LONsW0ewfx/Ao21vqttnjX8i1IRERERERERERE5evyhVERERERERERE\nRI4epfciInchW6TvrY2ynJRnNilDk62d9IxDUI6Vci1KN5r0KNu+8pWvTG0p2eXzst//J1LbL1oK\ntDYOfIccF747JZFJ3meLZHdt3jUZ1xizrJNS8QsXLqzqC/vdYt3kfGv5InKg9avZHORYp1RyjM/b\nHhy6J5+5V9JKeXbOx5TojTHXojNnzkxtzIMkbR32xoHvt6XeraVJQ9de1yRtTa6cYztGtytgPiU5\nDqzz2RfGK+tNysbH+Lx0O2PRZOWsI4f6uYUt0vg992htjEOTlOc48Lp23qwMmky+QelmxpNWEZkj\nvH/KOtv8OK1a2+KyltOw1hmj78OaNUTmRZPls24k7d25fmQ95z2zbrDe0C4lP8u8o2R5bV9bfd27\nrq+l9SvHieP59ttvL8dcK9u8Xbs2j9H3CjkfKf1/9dVXl2PKrPM+fKesy7QaWGuB0CxQtszVL8JC\nZ6/VWFuv1loSrM1/XtfstWiB0iysMkdpuZDvzj197tFOIu+zxSpmbS32L0pFRERERERERETk6PGH\nUhERERERERERETl6/KFUREREREREREREjh49SkVE7kKaV8sWPz161eT5r3/966ktr22ej81Th2Qb\n/cvSm4o+Vb/5zW+WY3r9pP8NvQ3Tk3GLt9Bp+Jed9MxDND9W0vqZnkX0AUzPsOYVdZL/XZK5xHtm\nzOhtRB+r9MN65513prb00Uq/0jFmr7PmcbWFtfE7Dd+8loPNo4zPTh8pekxx/rdakdc2PyjO94w1\nveoyRrdv357a7rvvvuWYsX3ttdcOvkPzPWvefMkX7TM8RvecXFtv7rnnnoPXMUaZM82/mLTr8nkc\n26y9Wa/HmN/3448/ntroWZrrQvPtbHOi5esW37M9edF88dp4si1jTR+5Fj/2OedgWyO4ruZ4si37\nc//99x+85y9/+cupLe9D37p8Xnu/vV7KW2rYWrb45K31XaVXZduHtfunTyDj13wr87PMyfwsfQiz\nb1nLxxjj6tWr03mry1nDm0d6m5sneU7/n7Il7jmGzdeRXr/NVz3HZcu7MtZZi7m23Hvvvcvx9evX\np7YrV64sx88999zUlv8ngLmccd/7nWZL2xftUdrygGtg7sGZ15nzzaN4y/+qSOgDnHWZHrOZo8yX\n/N7AXM6+sTZwLNayZT1eW8P9i1IRERERERERERE5evyhVERERERERERERI4epfciIkfAWhnXSdL7\n/CwlkWulv1tkaynvp9Q/5Vq8Z0pTKK9tEiVK//bAvnBMU6rWZDNradKikz6bZF9oSXDjxo3lmPKa\nNp75roxDk+V+9atfPdhP2gKkdOvmzZtT2xtvvLEc851SXtQsJlr+bJG/57jtlRYlzLMc+5ZXlOXm\nvEobgzuR8WQu5Tixb3sldPm8a9euHbwn8yVjnXYaY8xx2SK5bpK2vXPuiyCfx3HJMVu7JozRc6vN\n4zznvM18YVuLEedV5izl2Yeex37zfVu+NjnzHkn2aeVZ1kHKI9t4smbnOdua3D0l+7TQyJpz6dKl\nqS1ll8yfbGu2HM0OpuX5FquGPKc0/YtgrY0LLYlyLJr0lnLXXJ/aeDInMmbM/xwzSsVTZs18zVxm\n38ja+rqlDjeLi7XsvS7HkPMh5wBrXc4Hxjbfp9kqjDHHrFmicK91/vz55Thl+GOM8cILLxxsy1hz\nrU65NvctbU1qcyffie+31nqnsUXqn+PJmOWauCWXmgVSs5vJ6/hdK+PAuZr9/PTTT6e2fCfuRTLP\nmo0bz9s7tTWe0v+1sfYvSkVEREREREREROTo8YdSEREREREREREROXr8oVRERERERERERESOHj1K\nRUSOnPR8ad6C/Ownn3wyteW19JTKti1+O+ljdc8990xt6XGT/kxjzN447Gd67LAv+Vk+jx5Ch/rS\n/L3G6B5Jp+Fx1zyRWlvGlj5Ea2O21gOVn6V/0Llz55bj9KK90zMeeOCBg/384IMPlmN6ajU/2own\nveqap2/zuExvML7vWlr81sJnp9cwx6R5fW2Zx/lZPr/Vhqw/9E99+eWXl+Mnn3xyasucef/996e2\njCeft9drlPUua8Be3+O98zjfjzUsfd6a11erQy3nOZ7pP0cf0oT+Zc1LjXU4c4RtuX4wRpmH7X05\nvvkM5mQ+by8tts2/9Mtf/vJyzLFe6xE8Rs+D5gvYnp/x5fy///77l2P6J6YPY8ufk9bcpM3/tf6z\ne70M986r9lnWl8zz5pe+xZs2r6NXbO5h6Fuf84FequlL2Or+GHNeMEfaWp334XXNKz7nyEm+3YdY\nu5drcWY9a57vLe7JSbmb92GtyDZ6zub8pw9xelemb/wYs7cp98PN8z3b2vcNjm+OG+v1Wl/gxt59\nGT1ncw/T8rrt47f0JWPE3MrYMn9yjefzbt++fbAtn8G5ST/a9t0rawfvk/3O4zE+/73i4P1XfUpE\nRERERERERETkLsYfSkVEREREREREROToUXovInIErJVxnUTKHCiTSSlFk8I1eRvlJymhoVQipVtN\n5kzpfZNqpTyMEpNs43XNvoCfzbGhHC1lLF80TbLLfqyVfLe4N3nbmTNnpraU0+fxne6TpIxrjC4Z\nStkV2yjTOUSTRPOe2bZXjt2e3cgxY79S1sQ5TSlT5jafn/dlzuc5xzavyznN5917771TW0rq33zz\nzaktx5e5le9EOW/Kgpssn2PIvM86lpK202KthQZlzk12mdfxfbJtix1DSq5b3Jv0jvHjO2XOMp7Z\nxr7xmUmTfOZ7UCJ4GtL7Rot79oXy6Car3iJbPXTPMea4nD17dmpLKxc+L+PLOZ7x5HUZB75v9qVJ\nrvkOeR/GPe19aGmxlzavWlvGiDUzx6nFtq1PfF6OE8cl7W0oU8++ca+TNbJJvMcY48EHH1yOOecy\n1i3v+YwcC1o35ftTYr6Wtj63OZZtHOvM3SZHbn3h/pTnTcKf8WT+pLURa/TDDz+8HDNG77333nLM\n+tksEFptyvWL49TGd69sfi1tv8h+NouQvc/L+/C71ocffnjwuqzfW6wicq4yJ3KPxv0Gz9d+/2A8\nm1XMo48+evA+0z1WfUpERERERERERETkLsYfSkVEREREREREROTo8YdSEREREREREREROXr0KBUR\nuQuhByI9n5L0bqFHIX2B0juGXkPpHUNPnfQFYlv62rDf6U9Jj5v0vGJb813MvtALJ+9Jn84cwy3+\nUHxG3od+O1vu+z/QRyr7zbFODx8+Oz3f6PWX/lP0CEvfqtb/5gdHb7r0uGOeNX9IjvWFCxeW4/vv\nv39qe/nll5djjmHzqswxZN/ynP3kM/aQfeHcbM9KDzZ6U+Wcu379+tT20EMPTec5l+jT17yj0luN\nY5bwnXKuMA75fOZd5ivncfpmkuZpl3WSz+N5jtNej9L0Vua4NM+5rGFvv/321JZ50Hz52Jbzqnkp\nsjawjiTtHTLuvCdrReYBxzrvy3WgeepmG/O1ve8Wv+//gbmTcW9zijG6cePGckw/yKzRly5dqs9v\n62PzOs6x4BzLecXr8j0Yh6zZfN98p/SwZD/TX4/PZ1/ynLHMcWp53eD75VhzDrR1LfvGek5P9kM0\nv+Lmf8u+ZBy4z8zPcv5lTjC26Xs6xrwOcd1pXsPNrzWfybZ8//TQ3ELGpXl2M89ynJi7zz777HLM\nNYG16BAtB9kf7sdzXDhmOT9Yh3N+Pvnkk1Nb5k/WsDHmuDN/cnzbmsR8bX6fzMM1MEatNvDZbc+d\n79v2jox7WzNabHM8z507N7XlO7ZcbvugtiflPdsa3+LHPMj7st5xHTyEf1EqIiIiIiIiIiIiR48/\nlIqIiIiIiIiIiMjRo/ReROQu5JVXXpnOU47VpAuUt/D8zJkzy3HKo8eYJR9N3sPnp+SDbSnBoMQs\npT9NuknJRcpKrl27NrWlTCdl/2PM0piUC43RJZdNDsL3bXLqQ1Bq9+ijj97xWWN0uWn286OPPpra\n7rvvvoPXZdyb9J6SoJREUx6deUZpXZO7U/KVecD7nD9/fjlmjNZKK7dYG2SONnlUIyWtnJuHnjXG\nHHfKmlKCRZkaadLbJq9NKwPGL+dSk4Ozb5mTvC7HhhKzixcvLsfM5SbnSyg7bLLZ27dvH7xPI60h\n3n///akt86fl2a1bt6a2rC8ffvjh1JZ95vu1scjnc960+ZD5wrmZ70BZNevy1atXl2PKIPOzW6T3\nbY3MvnGcmq3EIbL/Y8zy01YnWGszR956662pjRYaSZNLn1QPkqwrTQ7KWGdutTWCctDsG+OVecDn\nNYugbGPO5zhxvVoLLYKaJVLLsxxf7sNSztvsX9iW797WWO598rzZHDFfs5+/+tWvpjaOfdZwyvKb\nJUrmCGt0kzNnXrD2riXncVoAjTGPNedY1miKaCWPAAAgAElEQVTm2eOPP74cs7bneDZZfIs7+8NY\nt5xs+8Bca1ij2x6/7U0yZxjLjB9re8I84/xcA+tLm3N8hxwX2qVkzjRbBb5fq9m5T+K+KPvNGLX1\nMJ9H64S8jvU71yjmGd93i9z+UBvHhe94CP+iVERERERERERERI4efygVERERERERERGRo8cfSkVE\nREREREREROTo0aNUROQu5ObNm9N5ej7S76X5uND/Kn1dLl++PLXt9ZFJPyM+79DnCPvdvL/S94me\nWunb03zWttDGm7R3PAQ9u9qzm49k+kO9++67U1t6f9IPKj2amncjfc8yDvfcc8/UlmPP53H88r70\neE3/JnoSpVclfaaaV2w+n31p3pFJ+oltIX05v/nNbx78HOOQec53S++o9EAbo/tfMlczZvT6ynPm\nXfpTsd/5WXp4Zd/o5ZY5wRh9/PHHyzHrTfMobbHlZ3Oc6J+6lvQ2ffPNNw9+js/OWNMfNd99iw9p\nvgPjl/OKeZ1xaOsDxzPrMN+heR3Sr635SrZ5fOhzpNXCtfzwhz+cznM8m68r+5Xzg+t/zvHmyznG\nHGu2ZeybrzTjkOdcB/I92vxn3PP59LhML+c2V1tsSfaFc2At9Id++umnl2P2M8+5F8l3Zw3LZ7AO\nN6/4fAbXyhx7+glmG8ezeUVmjLiHodchfYmTnHNt/8T3bWOR78H3Xcvrr79+8P7Nszfjx5zIceK6\n0ubY2jV2jNnzvvkX008084de1Tme9MbO+k4v5dwXct+y15syY9G83Nfy05/+dDpP73s+r/3PANbT\nHHvOx+a72tpyH8/8yZxhvclzjnvuSeknnjnCXMr1qtUpsqVmZ+xbbWr4F6UiIiIiIiIiIiJy9PhD\nqYiIiIiIiIiIiBw9Su9FRO5CKDd55plnlmNKDpo8gXKJlEhQZpmSz/aMJtmhxCSfTzlGypIooU8J\nFuVY+XzKOrMvlIM3+XmTijRZV5M2r4WSZI5vks9r/bp169bU9t577y3HlKJlzJq8jXKwHF/Kz7Kf\nlBIxt7Odn82+UQ6WOUPpz1oJfZMBNSnlXulmSmpTTsv7t9hyTmdsKQ1tUka25TtxPDO+lHzlfRjb\nJndNqRrb8n0pI8s85DtkvnIu5piulW3d6Rlreemll5bjjz766GBf2vtRzpfXUa6cY897tuflMxj3\nRj6vyaP5POZISjL5/Bz7JovfK/Vra9Jarl69Op2nlJE1M+sZ3zXnblosjNFjxFxuEt4cQ8qhcz/A\n63J+brHz4LqepD0D9yKnEWv2M8dlb/1+/vnnp/N8h73S0LzHGPPYc83Ld2gWNpxzucdo9YzxynO2\npcS72aqMMceXbXnfZrnU1sS2b2n3XAtl47mHYj3Lc7blvozz+LHHHluOs4aMMcZrr712sC+MS7Zz\nL5n5w3U8x4wxSrl92k2MMdc05la2MUfa/Mi+NFsc7hf31G/WnrQg4TO2fE9IGTstCXKcWn62+cga\nmbWC75S5xvzJd8o5PcZcU/i9IfcfacMxxjZboKTtI/bG2r8oFRERERERERERkaPHH0pFRERERERE\nRETk6PGHUhERERERERERETl69CgVEbkLoddg8/NpXk0k/Wno75keSfTGSj8j+hBlX+l71Px90seG\nXk7pxUM/sea3k+9Av1T6BCbN0/I0fOwa9FLNuDRfHvrIZeybtyHjl7Gm11DGk75neR19nTIn6ZfE\nHMn48p0yZvRdbT62+b5bPErzvLVt8bhMMq+ZnzkHmHOtLedAeomN8fncan6w2TeOWcYovX75WXpT\nNa/ajBnH+v7771+O6bOWOcq+rPUvZL1pObLHd3iMMS5durQcs4blWHBepfcY+5m1j/UsPcR4z4sX\nL97x/mPM48L5l23NN5Jeaox18vbbb0/nmQccp6wxzVeyzVXGr/lY7pnXrJnf+ta3lmP6EOZ5izvf\nNfOAXnF897Nnzy7HrLVZDzInxpjHiX3L/rDWNv/irNn0RE0f1gsXLkxtLX/W7oW2+E+vhf3K2HMO\n5POb12D6Vo8xx495sHafwpqZMaO3cbbxusw71obMZbY9/vjj03nuAVjTmDOH4HVr5yqvW0teRx/i\nHDPGoXmUvvPOO8sx18q//Mu/XI7pX57rIde869evT+dZM9uYNa9Y1rSsG3xe7v+5/8hxap7hJNta\n/eYc3zOv6RHM/SprYZLzk3utXP85H65cubIc8ztM7v/Zlvt6zpts49hmP9mWc545me/QvFTbHBhj\nfS1e61u7Bf+iVERERERERERERI4efygVERERERERERGRo8cfSkVEREREREREROTo0aNUROQuJL02\nx5g9X+gVk23Nd3CM2V+Ino+XL18++Iz0U6R/UXrq0McufcnobZYeO+x3nqdn1xiztxnv+dBDDx1s\naz6PzRtni3/hHh+d7PMYs59Q84qj/116KzF+6QtIb9qnnnpqOX766aentvRv4hilxx09UQ/1eYzu\nUUbfpXzmJ598MrXRFy1pXm6HPkeaz9Jej7t8P3pMZlvzxeUY5Zx+5ZVXprb0Sxxj9jpjbcjxPX/+\n/NSWtYIeiRlfjlm+B/Mg34Pjmef0S844NN8sssWzsHmkreXBBx9cjpmrec62nMfsV87jrINjjPGL\nX/xiOWZupY9c8xNlXzJGrO35WcYhP9u8VMeYaxzzJ2O/xT80Y821pcVzz7z+gz/4g4PnbcyY1wnH\n6M0331yO6RHIvM5ncO18+OGHl2PGLOcnxyzHnn3LfG1+gu+///7UlmPNcWr1e+163PwLmwdq47PP\nPpvOM7fpJ5j7D7blfTguub/iGp81hW1ZD+hDmnOe8Wt+mzmG9GDMedt8cseYx5v1J2PWnt98ENt6\nudejNH1zGfd8HudRtjU/dvqevvjii8vxc889N7V997vfXY7pA8rzjEvbA9OLM/d6zK30RaWnZ/rT\ncx/Yvpus9YPndc0Ddg/c6/C87QXW5u599903teX85LqWucbvWhlPXte8jds45Xx85JFHprZ8fssz\nxm+LL3i7Ltm75/YvSkVEREREREREROTo8YdSEREREREREREROXqU3ouI3IWkxGqMWfrSpJOUQPzX\nf/3XdJ6yK0oZ3nnnnYPXPfHEEwevSyl3yrHZH8rP8j6UkeQ7USKUkiX2JaX+lD01+UeeN4numvat\nPPnkk9N5yqMpO2rywZTb8N1TEpUyzjFmiRklOl//+teXY0rvchwomUmJEPtCMieb5JNywpRrMn/y\nvEkwWyx5z9OQ3udYU3KZEr7WZ87NvA/lvN///ven85QFU7p96dKl5Zhy6Ywv52PmTJOfUdbd8jVl\nXWn7Mcb6cdoyT5t0bK/0/g//8A+X43fffXdqy9yiTK7JVFNCf+XKlakt6yvHOuNJaWHK6zjHWr3J\nNspPU47J8WvSW0p2c2xazd4i52syxD3zmvYWjz/++HLcxoxy8+wncz7natovjDHGzZs3p/Osvblu\njzHHl3mXtYNtma9tHrNmZk4y7u15a+Pe5n+TyW6xcUhefvnl6Tz3THxezolmSUIpfM5VSm/znO+e\n6wAl1zkfGYcW2+wn8zXtWDieba/Avq2VL/N985lbLHTW0uT7LX9yznMeZ32jlPmDDz5YjlmHM0e4\nxucejdfm94Yx5nWWuZVzjjFKuw9aReU48X35HodocW8ybrJnraatAvdX+TzmQfabNazF7MaNG8vx\ntWvXpracg7Sbyr7mXmCMbmGT78B5nHWqzX/GMvP8JAuytXsxjuFe26zEvygVERERERERERGRo8cf\nSkVEREREREREROTo8YdSEREREREREREROXr0KBURuQuhB1J6CzU/PcLPpgdNetqMMcbv/u7vLsfP\nPvvs1Ja+aPQ9Ss+i9AgdY/a/oV9bPp8ehdlPemqlVw59etKLs/ksNv9Jwra9/kmHoGdQjlPz3mzv\nQK+fRx55ZDmmN2V6ltK/9Ny5c8sxfZYyRvStTG8l5gvJvEsvtTFmHy/myMMPP1zv+z80j7s2hi2W\nzOW15HXNu7XNcfpBJukbN8bn45lxotdY+qfS/zJjRE+99DPL+cfnsd/pX0hPtOwb/bYyt9rcbG2k\n+V218W7kfKH3V5vjCWtDji/HLD0KOWY5r1gzM7cyzvws3yHrMteS7CfnCutBrhm8D+vYIdoc5/Ob\nt9oej1KOWcasPbvVnvSpHmPOJa5r9CjN+3I+Zi6zfqavJHM+49C88Riv7Cv7kuPE65hrSYvR2vm/\nt34370iSudW8DdmWNZz+k+l/23zIW163dad5hLOfeR/uDXLfMMZcm9qeacteq3mPtn6vJXOw1Rfm\naj6PczxrJudYrnkch1deeWU5/vM///Opjc/I53OuZhzS63+MOX84V9PPNP8nwRhzztBj+pe//OVy\nzPdt+9XTiN9a2K8tHrrNEznvw/85ketxjtEY8/pIH9usmZxz+R70Wc19GN8hP8v9RsaB45J537yi\nyRaP2bZX16NUREREREREREREZCX+UCoiIiIiIiIiIiJHj9J7EZEjYK28np/jeUrH2JaSr+9+97sH\nn0FZVcoEKRVJOQjl2SmleO+996a28+fPL8eUpqTUj7KcbGtSjSaFI00GfRrS+ybnOemzSb4vJXQp\n+XrjjTemtpQBUUb21ltvLceU7F26dGk5plQr4/DZZ59NbSn/GmOW/lAOmvnz8ssvH3w++93mS47h\n3rg3uXQj77FFgtTeJ8c6LTLG+LxMN+W1KX3nM5555pmpLe0amD/5DEr/M0aUg6Vslf3+4z/+4+WY\neZc5QdlcxoWxXWurwGv3Su/bfGz9bDmZtZexzblKWV4+v8nBm1ULJeYpxeM9s29cL5h3Kbuk9D6f\nv8UupUkiW/3eQxvPLW35PjlPx+g5//u///vTeUo3OR/TgoU5kvFlHHKucsxyfc77jzHG66+/vhxz\n/W+SfUpA99Bk3Hvrd3sGn5d7jNbG+Z57NOZBnlNWnfJe7qcyJyihzfO0NRljllyzDme+0P7hscce\nm84zvu35WyS87XN5n731uz177zqe+6Qc2zHm+n358uWp7dFHH12Or127NrVdv3794PNz/eUzf/az\nn01tuU/j/vg73/nOwetSis9av7YOcwzbmtTYI9NnnLfs6bONeZ3fhZ588smpLb/fsM95H9rUZPza\n2sJam3t8Wm+l9Q2fl/fkPMoafdK4r40hxz7rNNvW2qf4F6UiIiIiIiIiIiJy9PhDqYiIiIiIiIiI\niBw9/lAqIiIiIiIiIiIiR48epSIidyH0Y6H/zSFO8oJJzzd6BqbPFD0D04foT/7kTw72lR5X6ZVD\nv6300aJvZXrx0L8sx4LvsNYDrvmXneSLle30OjsNz7tG8zbMNnq8pQ8RPUNv3LixHLP/eR/6z6Zn\nGf3u7rvvvuWYfkn0Vsyxpx8tvU8PwfdNP6XmOXUafrB72eK91XIuvf5YJz744IPpPD1geZ+8lvHM\nOFy8ePFgP999993pPOtB+nKNMb9T89SlX2LzZE6vrOZRfNLYZ/se3zM+f4sPafM2TR9Czqv0/uR1\n6XFHb7z0LOO7nj179o7PHmOOEd8n/RPZz/Rg5LWMddZ+vlPzuGuxXnvdWnhN9pk5mO/Q8jPHfYw5\nZullOMbn3yGvZazTT7z5ZjIO2W/W6LwPY5vrDmtTvj+flznTvA3X+kjynHuKtbS1ZIsHY/NLzfWR\na3XG88KFC1Nbrscc63xfzvHc23G9yHWVHqUZI/oXZ20gzaOUNK/K5hme52v3zmTt/wVgv/LZ7FeO\nGXM+99/0XE/P15deemlqe/HFFw8+g/M/92X0g08/Ye7H0zOV63h6lnNeNY/pZK2n/Bh9/7bnfwSQ\nLfdotSjrJOdHxoH74fxexO83GU/2kzFL0seaNSWfx7zL+t2+a20Zs73jS9buwf2LUhERERERERER\nETl6/KFUREREREREREREjh6l9yIidyGUGaasY4vchPdJCUhKLseY5copAxpjlnlRDp2SnSaFY1+a\nNDVlK0899dTUllIRSsXyHSjHPg1ZDmG/90jvOS553iS7TbpJed25c+eWY1ogZJ8puU4JLa+7cuXK\ncvzjH/94anv++eeXY0q1KYWjXcMhUlo8xiwhSinTGLP0b4s9wlp59m9bet8+S2lzQin8008/vRxT\ngpXnvC7nUsq4x5jHk3WDMUtSpvfII49MbSnzTLnwGD3PW1uTijUJdtaULTQJfZvHTbqZY/HQQw9N\nbSmhZYyeeOKJ5ZjzOGP7zjvvTG05j1K+N8YsA6TsLz/LOFC6mXJt1rvs2xYrlUOfG6NLovfMa8pN\nW/1usc3PMkYpk2WMOJ4pn/zTP/3TqS1rLyW8WUe4dmYMOWZnzpxZjjlXso3SzdyLcJzWWuiQtTlx\nWtL7HJcmvd8iy88Y0e4m6yRlsrkXYo5kbCnZz+c16f2lS5cOPu8kMtZbpPc5vm1v2WwkTqN+t1za\nYv/w61//ejmmvca1a9eWY44J50DCdfyVV15Zjrn3avvA3HN/73vfO3hPWm/kOS0XKDk/bbi27Nl/\nn9Y+jG0Za8Yz18ef//znU1vWSdoj5HUc21xH+d0ubXNYN5qFTlv/11qZnUSzIdlrjZX4F6UiIiIi\nIiIiIiJy9PhDqYiIiIiIiIiIiBw9/lAqIiIiIiIiIiIiR48epSIidyHNt27LdSS9jugf2Px9nnzy\nyeX4xo0bU9trr7128Lr00aMXZfqXsd/p78O29PBh26effrocf+lLX5ra8rP0Nmo0/53mWbaWFust\nvlzZF94z/bC+9rWvTW0ZF16XnmiZA2PMufSjH/1oakv/JF5HH9T0tWTf0keLY5GejF//+tentvS4\npG/WXn/RvG6vx93eHGzkWNOrNX2rxpjnTvpWse2HP/zh1JZedX/xF38xtWXMXnjhhanto48+Wo6f\neeaZqS19tOipl3WDHsUJx/A0vGPHmOfWXo+7zJHT8ijN+fDtb397art+/fpyTG+69LHkeL7xxhvL\nMWt0+s+xnuY8zvk2xuyJyPlOr8rMUXpj5rg1/7It3nStfq/1PUu21O92/7yOY501NOveGJ/38P3m\nN7+5HP/RH/3R1Jbew6wNua7znrmusp6mZ3n61hI+L+Ecy3E6LY/SPN8T5zE+ny/Z772+fLwuPQQ5\nH3Puplf7GGO8+OKLyzH3aOkvSE/rrN+swxl3+iXm/pG+lex35jPft9XXtXuhNs9Oo35vocU26yTn\nytWrV5fjl19+eWrLeUtv0+9///vT+T/8wz/c8XiMOYaXL1+e2n7wgx8sx7du3Zra0p82vVR5Tk/d\n9MOlj3WuA1v2uaf9vwY4p5tfOWmxznr39ttvT22596FnaPMTbfP4gQceWI4Zv9wnMX9yHtOHNOcA\nr8taQb9bsrbetvV4y1qa+BelIiIiIiIiIiIicvT4Q6mIiIiIiIiIiIgcPUrvRUSOjCa5pkytSRko\n3cg2yo5S1vnBBx9MbSltouQqJWDf+973praU3lNGkRIlymv/+7//+46fG2N+X8o4852a3OYkqU/7\n7B459RYZYJPXt/ukPDvl9Gz7xje+MbU98cQTyzHlNSl3p6wq5aEp3xtjlnGNMcuS+E4pT+N1mZOU\ng6WEiOPSpFtrY8F5toct/Wg5l3nNGH322WfTeUrjcv6NMUv/mMdpr5FS2zFmmffTTz89tf3kJz9Z\njjlXU8pFWW7KSpk/Kcun5DNrA8ewybNb3LfIupMmoW/Pbn1JKd7jjz8+tWXMKKFLyS5l+fk8Sm/T\nOoH5ku+U0lA+P2X/vG6MWYLJmt3sLk5Des88/21K71lD8pzXZc6ntH6Mz9ttPPvsswef8dhjjy3H\nnHPZ75SG8p6/+MUvprYcT0r28z1ybo4xSz5Z25vlQqPlQfZzb/0+SaZ7qG1Lrc+5w5qZkuz//M//\nnNrefPPN5Zh5nXs9zrHMCVo+ZB1uVi20caL0NyXY995779TW9np77RLys3stbk5D4t3WcUrvc479\n27/929SW8eP48fyv//qvl+N//Md/nNr+5V/+ZTn+m7/5m6kt5+5//Md/TG25D8x8GWNex19//fWp\nLfeWnHNrbYhOax1fS/vOtCUn8nsRvzOlTJ7Pe/XVV5fjZp3E9T/nP+t3WpkxX3LuMkb5PO618rqT\n5lizGkra+O62zNp1lYiIiIiIiIiIiMhdhD+UioiIiIiIiIiIyNHjD6UiIiIiIiIiIiJy9OhRKiJy\nF9J8MZtHz0keWulBk75nY8weMOllOMbsVUePq9/7vd9bjumNkx5X9ChLDx96C6WnDv2v8nnsS77/\nb37zm6ktPe7YttePaov/5SF4Td6zeS6xrXkipvcYfUhzzHJsx+jeQ+l1+md/9mdT249//OPlOH1q\nx/i8R2LGkJ6a2ZY+Z2PMOUkfy/TG2jKGre00PMvWstb7bow51vSR4/xIz6mf//znB9s41umVRW+8\nF154YTmm12DO8Zs3b05tX/va15bjjNcYs/9s+qOOMca5c+eW4xa/vR6wW+6zluZV2Twu2Zb1O8dv\njHk+ch7nfdI/eIzZe/S5556b2q5cubIcsw7nPKZvZa4D7Cc9NfOz9Lh+9NFHl2OubVmbTsvH8jQ8\n7lr81nqU0o8112p6G7Yc4fvkPEvfwTHm+d/8hHP+jTH77/Gd0luR3tj5WV7Xxilp+5u2h9obZ471\nFm/ztdflWvbv//7vU1vWU67NmddcD7P20r84a0WbY7knG2NeW9peZIy5dvAZed7m5hZP9rX75UbL\nl7VxbznAfVHOI86/9LRkjcx5O8Y8B/72b/92avvRj360HP/0pz+d2jIvsu6PMX8f4PeGXDNyLzDG\n7HvO/4mwl8yDLZ7BazmtfV/OVXr2Zr/pQ5oe8O1/N9AXPO9Jr+j8vsP5n56l9CHN6zIHx5jHhd/t\nOFfX/n+ILfvxtTXcvygVERERERERERGRo8cfSkVEREREREREROToUXovInIXQulCyhWaVPsk+Vd+\nNuXYY8zyCUowmpQ5JSZ5PMYs16AcLD/LfqbUJ2W4Y8zSP0p233///YNt7NshTpJ47JVyHYLSwox9\n68sW6X1yzz33TOc59hyjlN5QetvG4amnnlqOmWfsd/aHMrKUa1Fy+uSTTx68Z74HZaw5Nlvk2U0C\nupa9UvG1Uj9K7fnZtMJIidcYcxw4ZimXZm1I6TTloPm+lHw//vjjy3HKv8eYcy0tFsaYc6TNj2Yb\ncZKMM3O73aeRY9iet0V6n+eU1+c8a/I21sW8jrUh5fWUTmZfKOfLPGPdYN7le/AZrd7l+G6xTlg7\n9mthXWhxb7W9Sebzns1uhrTcZV2+fPnyHfs5xpwzzJFcn7nG/87v/M5yTFuQfD7fKc/bXmgLORZ7\npfdN7k7anm1tG++fY8G+0E4oyTlHWXdKeCmvT5k363euCdw3cM+W+dv2YW0eb4n7aUjv11oCNJqM\nu+11WKM59gnnY1pccD6mbD73yuwPcynzLqXaY8yxpS1H0vJz775oT70+6f5b+rJ2/9hynnU478m5\nmmsp92EJZfI5TtzbpUw/7R/GmOd/W3c4P7Luj7HfviDv2+ZSi5l/USoiIiIiIiIiIiJHjz+UioiI\niIiIiIiIyNHjD6UiIiIiIiIiIiJy9OhRKiJyF0LvnbUeL3u9YMaYvWvoOZN+WPTNSehflNf96le/\nmtqa3076GdG3Lv226OWU92l+QqflS3QafqVbfOzW+pc2T8QtXpvpW0uPqXx3ehKlVxWfd/bs2en8\n/Pnzy/Hbb789tb3xxhsHr8s8oAfU2nHaC32e9rDFV3HtvD6pbuQ5/ctyPvL90geNfpTpa0ePu5z/\n9GTLvPjWt741teU8/uyzz6a2vA/7mc9b6x84Rs+JvR6la71G2Zbj0uYxPcMSxj3nB+OQ78d6+vDD\nD6/qS3rfjTHXA15Hb9WE8cx+833X+tFyLNpn99SG5oF8WnHP8zYOY3Rft6zn7Hf62jXvv/SmHGNe\nnzlXv/GNbyzHzK3mQ7rWi7v51rU5vncN2Os1umUPkW3NK7J543LPlPek53Oesy9ZK9KLeox5jb9w\n4cLUduXKlek8867VptPyf8+x2XvPvEeLX5srW/agWZeaRzjX2OZDzvzJtZt7puYZ/LOf/Ww5pp94\nQh/5zJ/MAT5jy/9kSNocOC1O47sX373lT85d+pdmjjB+a3OSPqTvvPPOcszvaM23Pvt5kndzW5Pa\n/9hobXnP9p3GvygVERERERERERGRo8cfSkVEREREREREROToUXovInIXcuvWrek8ZSpb5Al75b1N\n1tkkbbxurRSGcoyU8FBynZIPSsxSOkI5SL7fFukdx6nJ31577bXV9/0fXnrppen8mWeeWXVdkys2\n6Sb7nPFs15EtEv6E9gwXL15cjm/fvj215TygrCvPWz+3yKzzPk0+RKnhWlJKdf369amtyfJa21qJ\n5xjrLSaanJfzqt3z5s2by/Err7wytaUE+9KlS1NbSgZZC/daaBy6x52uy9xmvq7l7//+75dj5nWT\nAbd3WDvnWm1on21SZpI5wVy+evXqcpzWGmN8vr6lLPE0bDF4ny3zhWvNGpjX//RP/7SqX3stV06i\nfbY9f61EmZYdr7766nLM8fznf/7n5Zhje1oy60M0OeiLL7646560HfjJT36yHO+V17d9ytr5d9J1\nLefbnEu7BMq4b9y4sRyn3HuMz8t7myVSsmUdT/gOzYZgLd/5zneW47/7u79bfd3aubrF7iXveZIU\nvFkGNB555JHl+MMPP5za/vVf/3U5vnz58tT24IMPLse05ToNiwuOZ0rOef9vf/vbm5/1/PPPT+fc\n2+393pC06/baAO1d47mPTsuV3K/xnrTMyTi0etP6QrbM8R/84AfL8V/91V8dft7BFhERERERERER\nEZEjwR9KRURERERERERE5OhRei8icnfy1hjjp/+3OyG/FV4aY7x34qfk/1Xe3PBZ5/T/37xz8kcW\njPVx8Pow1sfCT4ffvf9/5tWTP7LgnAZlLy0AAABwSURBVD4Org9jfdfyv7b4T4iIiIiIiIiIiIjc\njSi9FxERERERERERkaPHH0pFRERERERERETk6PGHUhERERERERERETl6/KFUREREREREREREjh5/\nKBUREREREREREZGjxx9KRURERERERERE5Oj53zhlVvhK4FBpAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLYAAAKdCAYAAAA+3eBaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbm6GPc8P9csAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABScAAAKdCAYAAADROtxNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nchIAAAAAqOL/AIxsBa/2nm75AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABMcAAAKdCAYAAAAnVg78AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for layer_out,name in zip(intermediate_outputs,intermediate_layer_names):\n", " plt.figure(figsize=(20,10))\n", " plt.suptitle(\"Original Input and \" + name + \" Filters Output - randomly defined, no training\", size=30)\n", "\n", " plt.subplot2grid((4,layer_out.shape[1]/4+3), (0, 0), colspan=3, rowspan=4)\n", " plt.imshow(numpy.rollaxis(input_image, 0,3), interpolation='none')\n", " plt.gca().axis('off')\n", " plt.xticks([],[]) # avoids white spaces\n", " plt.yticks([],[]) # avoids white spaces\n", " plt.title(\"Original Input\")\n", " index = numpy.arange(layer_out.shape[1]).reshape(4,layer_out.shape[1]/4)\n", " for ri in range(4):\n", " for ci in range(layer_out.shape[1]/4):\n", " plt.subplot2grid((4,layer_out.shape[1]/4+3), (ri, 3+ci))\n", " plt.imshow(layer_out.reshape(layer_out.shape[1],layer_out.shape[2],layer_out.shape[3])[index[ri,ci]],\n", " interpolation='none', cmap='gray')\n", " plt.gca().axis('off')\n", " plt.xticks([],[]) # avoids white spaces\n", " plt.yticks([],[]) # avoids white spaces\n", " plt.tight_layout(pad=5, h_pad=0, w_pad=1, rect=None)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Now, let's have a look at the weights:" ] }, { "cell_type": "code", "execution_count": 181, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "layer_name = 'ConvLayer1'\n", "weights_random_conv1 = numpy.copy(model.get_layer(layer_name).get_weights()[0]) # weights\n", "bias_random_conv1 = numpy.copy(model.get_layer(layer_name).get_weights()[1]) # bias\n", "\n", "layer_name = 'ConvLayer2'\n", "weights_random_conv2 = numpy.copy(model.get_layer(layer_name).get_weights()[0]) # weights\n", "bias_random_conv2 = numpy.copy(model.get_layer(layer_name).get_weights()[1]) # bias" ] }, { "cell_type": "code", "execution_count": 182, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "((32, 3, 3, 3), (32,), (8, 32, 3, 3), (8,))" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weights_random_conv1.shape, bias_random_conv1.shape, weights_random_conv2.shape, bias_random_conv2.shape" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 4) Compile the model, learn and test against the 25% we saved as testing set" ] }, { "cell_type": "code", "execution_count": 183, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1h 14min 35s, sys: 1min 7s, total: 1h 15min 43s\n", "Wall time: 1h 15min 40s\n" ] } ], "source": [ "%%time\n", "# learning rate=0.01\n", "sgd = SGD(lr=0.01)\n", "model.compile(loss=\"binary_crossentropy\", \n", " optimizer=sgd, \n", " metrics=[\"accuracy\"])\n", "model.fit(trainData, trainLabels, nb_epoch=1000, batch_size=128, verbose=0)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# model.save('my_convnet_SDG.h5')\n", "model = load_model('my_convnet_SDG.h5') # The model was saved!" ] }, { "cell_type": "code", "execution_count": 185, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Test score:', 0.15456351254940032)\n", "('Test accuracy:', 0.97056000011444088)\n" ] } ], "source": [ "score = model.evaluate(testData, testLabels, batch_size=128, verbose=0)\n", "print('Test score:', score[0])\n", "print('Test accuracy:', score[1])" ] }, { "cell_type": "code", "execution_count": 186, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# https://keras.io/getting-started/faq/#how-can-i-obtain-the-output-of-an-intermediate-layer\n", "\n", "intermediate_layer_names = ['ConvLayer1','ConvLayer1Activation','PoolingLayer1',\n", " 'ConvLayer2','ConvLayer2Activation','PoolingLayer2']\n", "\n", "intermediate_objects = []\n", "\n", "for layer_name in intermediate_layer_names:\n", " intermediate_objects.append(Model(input=model.input, output=model.get_layer(layer_name).output))\n", " \n", "idx = 1\n", "input_image = testData[idx]\n", "# The method \"predict\" would like to receive a list of images, \n", "# therefore we reshape our image to look like a list of images ;)\n", "\n", "intermediate_outputs = []\n", "for layer_object in intermediate_objects:\n", " intermediate_outputs.append(layer_object.predict(input_image.reshape(1,\n", " input_image.shape[0],\n", " input_image.shape[1],\n", " input_image.shape[2])))" ] }, { "cell_type": "code", "execution_count": 187, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACp9/8BoTeAX5RgGTYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAAKdCAYAAAA3NkAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XecZFWZ//Hv02F68vQkZkgTCIIJRcWAqOBiQN1VTBgx\nseu6Lj9dM7qroLvruq5rjqugiJjATBBEWF1FRUmCOEgYGGaYGZiceqa76vn9cW7Rd2rq1j3Vfbp7\n7vB5v1796uqup5576sZzzz33XHN3AQAAAAAAAHu7rokuAAAAAAAAABCDhiwAAAAAAABUAg1ZAAAA\nAAAAqAQasgAAAAAAAFAJNGQBAAAAAACgEmjIAgAAAAAAQCXQkIVRM7PFZlbPfs4eh+l9IDe9p471\n9FIxs3Ny5V400eXBvme8t0UAw8zsw7nt7/Et3u/LvX/xRJQRwPh5MGzzZvas3Hd810SXB2PHzFZn\ny/lPE10WQJJ6JroASMPMHiHpxZJOlLRY0jxJOyStlfQHSZdIusDdB8awGD6GufeG6aUyqnKb2Qck\nfSD780x3/+Doi1Q9ZvZ8SY/O/vy4u2+eyPLsZZJvG2Z2mKSTJf2VpMMkzZfUJ2mjpOWSfifpR5Ku\ncPeqbpsjYmaLJd2Z/bnc3Q+ZyPLsC8zsYEknSXqqpEdJWiRpsqRNkpZJ+rmkL7v7ikTTO0fSazr4\nyCZ3n13wXtn6X/i+mb1I0iOyPz/q7ts7KNM+z8ymKNR1TpL0GEn7SZoi6X5Jd0m6XNJ33X1cT7TM\n7FBJr8r+vNzdfz2e00/FzB4r6XnZn+M+H2OZ2RskHSRpyN3/baLLE+HBcEzc576jmXVL+ufsz9vc\n/RsTWZ69gGsfXM6oLhqyKs7MFkr6b0mnSDLtvoOZJGmWpIdIermkfzez97j7+WNQFG/6PdbYmfL9\nX6Bw4umSzpFEQ9YYMLP9Jf2nwj6k0Ys3v+7Nz34eL+kfJd1lZv/8IK3wPdi3ySTM7AeS/lrhmCbt\nPl/nSnpy9vOubF37WMLJxy7DepvPj2Y9eLHC8dwlfV4SDVkZM3utpH+VdED2r/x8PiD7OVbS+83s\nG5Le7u73jVPxDlO4wOQKFxEr2ZAl6XEa/h63SNorG7IknSbpCZIGJO3tDVnjXT9GOj0avnB8qaQH\nY70G2GvRkFVhZvZwhZ5WBykcIHdKukzhSvW9kqZKOkLSCxUqWQdJOs/Mjnb3d6Yqh7vfJak7Vb6I\n6Z0l6azxmh7wYGVmx0j6vsIJokuqSfqFpCsl3SNpq0Ij1hEKPSQOU+gReq6Z/dLd756IcqPyHp79\ndknXKKxvtyo0Vh8k6UUKDVl9kj5qZpPc/cMJp/9pheNoO4PN/3D3MySdkbAckGRmJulTkt6c/csl\n3Sbpewq987ZL2l/S0yU9S1KvQu+oJ5vZSe5+67gXGpDk7js1jvVjjBkaIYG9EA1ZFWVm+0n6mUK3\nepd0taTXuvttLcLPMLN/lPRfChW8t5nZxop0xwYwAbJbCS+TNFNhH3OVpDe7+58LPvJWMztR4er4\n48alkNhX7ZD0GUmfcfe/tHj/k2b2FkkfV1g3zzSz7xYc/0biWnf/UaJcGL1/V2jEckm7JP2Tu3+h\nRdwnzewhks6VdIykpZIuM7NHu/vGcSstAAAYcwz2Xl3nSlqQvf61pGe0q8S7+2ckvSL3rw+Y2RPH\nsHwAKsrMuiRdoNCIJYWeD89s04glSXL3n0l6osKtiEW3XgFlnuLubyloxJIkufsnJV2ocPthj6RX\njlfhMH7M7ARJ71JoxKpLemFBI5YkKet99QyFsUEl6WBJXx7rcmr4NlgA+w62a2AvRkNWBZnZcZKe\nmf25XdIr3X1H2efc/XuSvqSwY+6WdGZB/quyp1LUsr+7zOy1ZnaZmd1jZoNmdkcuPvpJaWa2n5n9\np5ndbGZbzWydmf3WzN6WDeIqM1ue5bqjIEfbpxa2Ko+ZzTWzM83sRjPbnP38wcze05humzJPNrMX\nmNlnzOw3Zna/me0ys41mdpOZfc7MjmqXY7w1L8Psf6dky/BeMxvI5vPZZnZEJ7nMrNvM3mRmvzSz\ntWa23cyWmdknzOygklxtl21MrJl91czqGh6Y2SQ1YvM/I3pqn5nNM7M3mNnXzeyPZrYpW973mdnV\nZvZBM1sQkadRjp9nf08xs3eY2TVmtj5b/28ys383s/7Isj3CzL6czZsdZrbKzH5qZi8byXdt4xRJ\njXX6Hkmvd/dam/gHeHCGu99TFGNmzzCzc83sdjPblm2Pt5jZ583sMe3yp9q+s/frZrbTzIoG7c7H\nz8nWg7qZXVMWPxJmdkS2jvwwN28GsuV8Sbbd9RV8tsvMVmTlW2NmpT2uzezo3LwsHDvRzA42s3+1\nsK9em82ze7P9yd+bWW/JdJq3hX4zO8PMfpdtV7ttr+6+qazsme/mXj8y8jNjxkqeWljy2W9l+7VT\nGv+StNr23K99rk2O55jZ18zsL2a2JdvH/MXMvmJmTyiZ/htz03hp9r8nWDhG3Jati3t8LzN7nJl9\nMduXbc62kTUWjvEXZct5aSfzosmHNHwy+Ql3v6TsA+6+ReHWwp3ZZ082s6NbfOfo5VUUa9kT2yQ1\nnkhnkv6jxXLbUZbPzJ5vZj+2UM/aYWZ3WzgOte3hambfzOXabySxjeWvMC5b43t8q8X3mNAxsyzU\nweoK42NJ0uQWZdzt6XnW4smBFvbn/2xmv7dQp9tj27JwrDndzC6wUMfZku37VpvZFRbqrdNLylv6\n1MJWy8TMnptbFway39+0kuNjU95HWqiX3WChrj1g4Rjx/cY2HpnneDP7jpmtzK2XF5jZX8XmiJxO\nq23iOAv7xruy8q82sx+Y2dM7yLsky32NheNN4/h1qZmdZi2OlY3lpuExCk3SswvWtUZZv579vcvM\nZhSU5Yzc59abWcuGMjP7bBZTs/Dgk1Yxvdl2e0m2bAay7/dbMzsrYl8won1+GTPryc2LuoU66tRO\ncgDR3J2fiv1I+rbClcmapE91+Nn9FbrmNz5/ZIuYK3Pvz5b0y9zfjZ87cvGLc++f3WbaJ0ha1yJX\nLfvf9Qrjn9zZPI2mPB/I5Xhqi/d3K4+kxyqcjDdPt579XCupv02578zFNpc7n+dfS+b9Obkci0ax\n/PPf//0FMfll2KcwzlHRfN8h6VltppfP1S/p/9rk2iTppJJ5WbhsY2Kz+dg871stl8J1sc00l0oa\napOzMc0tkk4uydXI8fMs781t1sE7y9YJSW9SODErmvcXSDpcEdtixHz4TS7P/xtpnhZ5pyk82bBo\nuTX+9wlJVpAjyfYt6a25z7wxouxvysWf3qZMpet2Qf5Xl6zPjff+ohb77SzHmbnPvzhimp/PxR9f\nEHOGwj6iaHnVFcYpOjxyWzha0t0t8o1kez0pl+eiUa6b+f3zqSPM8eFcjse3eL8v9/7FTe99s8V8\nbbUefK5F3gUKY9e1267qkj4rqaug7G/MffalCseZoRa5Ht/0fWsF08xP9/wRzs9H53LskDSnw89/\nJVe2czpdXjGxCmNyxSy3bW3yPUGh11jRshuS9O42Zftm7rP7lXyPlrHZ8o/5HjePZjsb7Y/CMBrN\nx4tWP+8q2u4UHkyyssXnP5f7zDNL5kPjvVXt1p3maUcsk/1L1oVBSa8omUc9Cvv2onnUKPsvJc0r\nyfVfbeZDXdJHs22g8f672uXrZBtTGAu33bwv3CZyOT+g9vWmukLdbGmb5dZuPXhgfyDpDbm45xaU\n59Kmzz62IO6m7P3bCt5/mEJdoN2y2STplDbzZiT7/Huz//2pIOcUhbGbG3nPl9QzkfsMfvbtH8bI\nqqb8VZCvd/JBd7/XzK5QOPBI0omS2t0udJ7CoLrXSfqWpOUKtxt11APJzB4m6ccKOznP8p2ncAK6\nQOEq9JMVGul6lK477yJJFyk0yH1dYZyfrQoHgTcrPAHrUQonzq8tyDFZoQHu8qzcKxUqEwcqPP77\npQpjj51hZmvd/VOJyp7K2ZKerzBo8rcVTiLnKdyKc6zC0y3PM7Mj3H19RK5jFQ6y5yo87nyhwhPt\nniBphqQLzew4d7+2IEcny7ZV7CcVGubeotA46goH5LVNcSMZaHxSNs3bFE66b5J0n0Lv1UUK28vT\nFRpkvpl9z9+X5JylsA4eIekHChWZ9ZIOUWgcWZT9nCvp+FYJsqtln9XwE9EukfRDSRslHalQgTpZ\nCbYbM5ul3ce4SvKUHgu3K16qsJ27QtnPVmho6pF0nKRTFZbB/1PY7v6+JO1otu9vKlTCuxR6b3yx\nZFqvyn7XFPaFqU1VqPz9XuEEY5mkDQr728UK+8iHSDpU0sUWxv1pflLn/0h6n8J3+luFxs2WLPRU\ne7nCsrjD3a9qEfNxhe3Ms7J8S2E/skXhhOsFCtvg4ZL+NytT83aYN09hvT1Q0k8UTirvz/4eyWC6\nj8i9vmsEn9+bfFRhnXyHwrbgkl6nsJ3k3Zn/w8zmS/qtwrbgCtvT9yXdkf39yCzPQoX9jUn6h5Ky\nvEahkXC9QgPf9VmuoxWWvczsFEnvzv6/VeGE5ZrsM5MVbuk7RmGfOVKNnueu0AhQdnxqdq7Cd9co\ny9HOtQr73qM1/LS/ryvcjp1Xa5Pj3Qrb0mqFxrc/Spou6TlZ7i6Fp07f5+5nJy39sEuyaT1bYb/r\nkj6mcOEqb8sYTT/WOyXNUbh9/SEKdbGXaM9j380Fn1+ocBxekP3+qUL97iCFi7wNjbrqjQrHlT9n\ncVMVtrWTFRpaF0r6iZk9yt3vHd1XkxQajl6elf8bkm5XOAa8ROGW2S5J/2NmV7v7nc0fznr4/EBh\n3XGFOva3su8xIGlJlv/RCsfin5rZk9x9V4tc/yLpbRq+rfd8hXrRToX1/Q3Z+4ck+N7N3pKVc7nC\ndvwnhf3KcxWe7CpJ/2Zmv3D3q1slMLPPK9QNXWHZfUvhluMtCg+weaGkp0p6qKSrLDwIq7GP2aWw\nTfYq9PxtnLd8sMWklmW/r8z97wSFukm+PD0K81xNcX9oipuvUIfxppyN95cq1BH6s5hlkr6msM+f\no7BuPkOhPv4NMxv0cEdOO6X7/DJmNkfhOz8h++xn3f3/xXwWGLGJbknjp7MfhZPWRgv8dkndI8jx\nfuVay1u8f6V2b+X/r5J8pT2ytHuvrpa9yJrKVVeaHll1hQPY41rELVHYadcVDloLC6b3TBVcxc7e\nP1jhIFtXOOmYVhA3ET2yGnFnFcR9Lxfzjshc57Za7yT9Ry7m+oJcd7Zbtp3EppqfTTlnS3pSSczx\nCgf2mqQr2sTl18EdatFTTaHScXsuttV6Okuhka6mcLXsdS1ipilUtvPLaUQ9shROZBo5lqWYr1ne\nd+fy3ixpQYuYRyk0bDTintMiJtn2rd2vHC5pU/alubg9ev4oTY+sh0paXBLz9tx0/qUg5oca7sVR\nmE/hBL/wKrpC43fj/UslzS7I83e5uJY9b5qW1y6FcY5Guz51a3i/W3gFvIN8E9ojKxcT3bumaR0e\nlPR3BTEzJF2Ry/u0FjH5q/N1hZO2wt4aChd26gonx0e3ieuT9JgRzs8f5MrU8vhU8vkp2XxpeZwo\nW14dLtuOeqU05Ws0YLfqOfri7DvUFOoXrfabo+6RVbAevHQky208fhR6ZtUlbY+Ibe5dMyDpeSWf\nWaKCnq+5mFM13GvlsxHTLtvmG3GfV4seyZK+kItpWS/X7sfZL0maVBD3n7m4PeqRCucaO7P3t6lF\nj12Fixm3NpU9VY+susKxrK9F3HtycRcU5DolF/MjSTML4k7Pxe1RZ4pZfk3xd2Wxf2jx3rG5XI07\nG1rVJ16Si3tli/evzL3/NbXo8aRwXG6sm+vUojerOtznZ59p2SNLu58HFdZP+OEn9Q9jZFVPYwwi\nl3SnR45b02RZ7vWBbeJc0u/d/R0jmMYDzOyxGu6FcbPClZY9J+b+QUn/q7SDK7rCbUB79Jpx9+UK\nvVykcFLU8n5/d7/M3euFE3BfoXClWwonDM8fTYETc4XGlg8UvP/O3OtnFcTkLZd0Wqv1zt3fo1C5\nNEmPNLNndFjWCefuG7zg6l4u5iqFK9Um6Xgza7cNSWEZfMhbjO3i4erfv+f+1WoZvE6hJ4skfdXd\nz2mRZ5uklyk0sHlJecrkv0+Sp8BZGEPprdmfQ5Je4u5rmuPc/QaFylXDe0pSj3b7zvdobTdY+KsL\nPpOMu9/i7m17Fbn7xxRuIbOmMuU1BsI2hSvmRRrvDUn6aov3z8p+r1C4jXZDQZm+pDBPTNKLS7YH\nl/RJL786HOOdCidbknSju1/ULrhDXy0YC+WBn4TTGjEze5LCPsMlfThbFnvwMGbUyxROSCXpn9ql\nVVgnTnH3+9vEHZZN9zp3v64oyN13enHv3DL5MReXFUYVT3uHQo+UhrJ99UQwhQaDl3qLJyu6+wUK\nT/A0hfrF341v8fY5Lumj7v6TtkHuy7384SbnKvTWMaV52IRLukHh6cCtjuNnaLjX2B51hWwcosaD\nEf7P3f/OW/S0ysr+Lkm/y8p+upl1N4W8VaE3kiR9wFv02PXQA+0VGu4pnoopNJi80t13tnj/o5LW\nZHFF9cwzszLdrnCbfXPvZUmSu39aw8vwFVlvqNG4Ksv1KNtz7NMTst93K/S8lKTjst7qreKkph5Z\nZnaMpKcpfLe/KNTHh5oLkR0Lzs7K0q/2vdtj9/mtP2z2UIWGuSMVGrHe5O4f6jQPMBI0ZFXPnNzr\nkT5OOv+5uSWxhQPLdiDfsPOZggN0wyez36kOivcpXO0q8vPc64eNYjq/yb1uO6juBCi81dHdb1c4\nUTWVf39XWH4tK0aZj+denxxdwur5de51u4EwTdnV2jYxZevgC3Kv/7soibuvVrhdd7QNwfl9QqpH\n1h+rcCuHS7rE3QsHDHb3CxUa0EzSk81sXlGsRr99f1/htiip/YlI44mvWxV6iUykxrp3aNaVv9ml\nCleFTdLrWg0mm1U8j1VYHj/yptsBLTy84qjs/c97+cNEzst+F14Q0PB6+ZmSXKUsPMmucYvHoHZv\n/EzBS372ioYsDTdm1jR87GzJ3e+TdJnCcjihxcnTA6EKFz9uLZn29izXojEcyHe86zsTwSX92N3v\naBPzcQ3Xifbl4+pYM2W3PCXM2dgfz8j2q6P1uaILp9nFhBsUvkerh/Q8T6FXudSmrpDTGDZgjsJY\nk3mNevsODT8AoFWZfq/hxptUXGFMu60t3wwXUn+R/Tm9eTD0bHDyxvz5bEmdVRo+fvVq90akkbiq\nUQyFBqe8xlAYV+bipivcgp13fPb7Nndf1fTeC3OvP+7ug23K8pGCzzWL3efvwcyeqHDHzcEKDfKn\nFF1QAcYCY2Q9OHVywPllgunlx9u5sjAquCrB9PJ+X9JwtjL3uvDJZdlVmlMVbjN8WBZbVHlv++S+\nCfCbkvdXKhyESp/cpt0bBlq5Ive6+eBcGdmYbq9R6El4uMLtfZMKwtstb5d0q7d/ClvZOtioYK5t\n1wCUuULDvQP3JvnGvssi4i9X6PEhhYbhot42o9q+3X2HmX1foUHgCDN7rLs3j1dxjMJYLC7pQncf\niCj/iFl4EtTLFLafRQq9MJqvljccqHD75APc3c3sfyT9q8I4IM9VGI8qL9+r48st8j4l97rPzMp6\nmeZ7uhSdzLmklWW9zsqY2ZGSvqNQf3FJZ7j770aTs4VPq3xftzdoLKd1Clf2y+Ibdb7pCvv8omUR\nc9y/XGFZL5T0CzP7iMKtN9vaf2zcpTzBHitXtHvT3e82s9sV9omPMLO+gp4qaM8Vbv1eHfuBrNfj\nqxSOYUsVxqsqOnc6SNItoyxjTH3tGEndZjazqadRfr89P2K/vTD3+qEKPbSUNQw1LjxdE7FNX6HR\nNwA1i5kPDbMVLsg25OfD1Ij5sCT3erSNkflznBMUbo9s9Ep/Uvb/n7v7nWZ2t8J++ASFcQ5l4YnY\nRyrM+6ta5M/XpS5vVxB3v83M7lRYb48ys0ltGvU6Ptczs2crjMM5ReFugBe4e9k5HpAUDVnVkz9p\nae62GmtW7vW6ktiVJe/HOCD3ut1VR7n7RjPbqN3LOBpl3WTzlcHJrQKyQW2/kCuTN/1+IDT7PbOT\nAo61iK7CjXnQF5Gu7a1m7r4hW3792n25V0Z2QvZ2hR6r+WU80uXddv67+67cCehu62A28Pq0bNox\nt/mluBUwv08Y6T6m2f651zFX/fIx+xdGJdi+FW6La/RseZWaBl7V8CDv0vCV2+TMbKbCLQ6NWyVG\ns+59RWEsvR5JpynXkGVmkzT8nVa4+09bfH5J7vWZJUVvLle7BvFRHU+yQW4vU+hZ4wpXpGN6HnTq\nWnf/0RjkTW2JwnxYoNC7sBOzVdyQFbOcPqRwe9NDFB568m1JQ2Z2naRfKZzQXTbKBpf1Gl4Xx6O+\nM1Fi9+2HKTRq76fdT9z3Wma2WGFg8SI3u3uSW9gjRe2DzKxP4ZbrU7J/pagLxOj0mJZvyFqSe91p\nr5j8fjtfdxuvekez0Rzbl+Re/1uH0425oFvI3Zeb2V0KF6GennvriRp+gMBV2f+uVLhg+nSFMWal\n3R/406pRqFEfqpf04my4VaEhq7HfuKcgrtNj8yKFsce6FZbVs9vdYg6MFRqyqqexEzJJS8ysewTj\nZD0k97rtzivRVb9p2e+hyLJuU7oT6FHdAmJmT1Xoft3okn6tpJ8p3He/SbsfTBu3HBX1ntgXbI+I\naSy/6WNcluTM7H0KY++4wpgBP1O4deBuhe/V6Mb9CIUeL1L58h7NOpifh7HzfrTyXdkPTZBPCr2K\nGmLKmL+lYEZhVJpbvK5Q+M4HSHqZmb29cWtHNm5I40RmlbuPZS+dCxVuy3OFq5s/Vnhy0L0Ky77x\nXV+eK1PLdc/d15jZjyS9SNJzzGx/H36i1gs13BDUqjeWtPvJf6e3efe2ea/sFsVCWS+Bnyv0emjc\n8jiq8RurLLs1sNHI3ekychX3MJUilpO7r8tu4TlD0uslzVdYHx+n0GPkrZI2mdl/K4zftcc4LhHu\nUWgkk3avt0TJnsyZ7zGb4sLcWOh0316lY+uz1ebWNIVxEP9znMoixe+Dvqywn3WFweEvUhiQf5XC\nsmjUZRtPeZTS1P1Gc0wbzX47vz+YiHpHs71hPozUVQoNVA83s3nZxeRGj7U73L1xHtdoyDrWzHqy\nfeQJTXmaNepDMctFiq9LdXpsttxPn9LMN6BjNGRVjLv/2czWK9zTPlnh0ah7DHRc4km5179KVbY2\nGge5nsiGt0blfG9wpoZ75vytFzz6egzHCNnbTFV5paXRcNlyfIMOjOsYfmY2WaFS3WhION7dry+I\nHclJ2Ujk52HMOjatPKRU42lQXZION7O57j7angz5xzfHlDFfkR7Tx71nt+KdL+kdClcsn6HwSHYp\n3Eq8n8I6MZa9sZ6i4UasGySd6MOPAW+OPS4y7RcUGrK6FR4Y0HiowGnZ77rCk/paya93x7t7ilvM\nR8zMDlBoxFqsMI++4u7/OJFlmmjuXjezAYWTiGXuPpoxHkdahi2S3ptdAHi0wq3Yxyn0MJir0EPl\nLIXGqJGM7fRrSX+TvX5Su8ACxyis/67QEH33CHI0jOXxqNN9+2iOrRMxNu7eUp+LYmYPURgz0RWe\nnnx8rvGhOfawVv+fIPn1YmE2Lt5o84xXvSOlfPmf6O7XjPP0r1JooJJCD6sLtPv4WA2N11MUemz9\nn4Z7ZC0ruAW2UR+KPecYq7rUXQp1iq8q7Od/ambPdveyW0KBpBjsvZry4ykUPbmqJTNbKOnE3L9+\nlqRE7eV7eBzSLjB7ykeq3lijkt3TfpyGn97YshErs3h8SjXh2lbazGy2wvJz7b7cGxo92GKu3szR\n+FaAn6ThCtkXixqxMuOyvLOxtbYpXPWKqTCPulKdPTkr3zj+qqLYDtybe314RHw+ptV6lFq+kepV\nBa+/obGT3ye/t6gRKxO17rn7FRoeNP/10gO35jUq1Be7e1EPlfz/F8VMb6xkx6yfK/QOdEnnuTtP\nbgtWKizfCb2N24Pr3P0z7v4yhVsdX6LhE6e/MbOnF2co1BgDxhR6FnZ6289rcq9bjc2X71Fddkxq\n99CJ0epk316TtLbpvb3le+zB3b/o7t1tfsazN1as/AMr/q2oESuzN9X9Uu2388fccal3JDbRx6/d\nxsnKblN9YvN7Hp54fmcubqGGx+O8qiB3oy7VlR3PyzTqUq32GyNlkuTu50l6bZZ7pqRLszHlgHFD\nQ1Y1NZ5C13gq1cHtgpv8i4YHyb3M3Tt+pPUI5E+KywaEPH4My9GpuRrutXh7Seyzx7gse4uyk5F8\nBbDVVbDGE6TmtXjc8wPM7BEqv8qX73qeYkDfBbnXZct7j0dfj6HG9rNfxFORip4Y16n8E9D+ycza\ndUmPkR+Mu+hx2Xn5mNQDee/B3W+U9EeF9egFZjbVzKYpPLnJJd3o7jeNYRHy617huBdZ4/rxHeRt\njJOy1MxOVOiN1dhW/qfN5/439/qZHUwvqeyJlVdouHL/LYWK876sk/1aYznN2JtOILKGre9p+MmS\nUrgo1GmexnhbUuh5dkbsZ83scIXbcBs+3SIs/0TDssbAsqcRj+Z41Pa4mtXxGg25N7UY8iHqe5hZ\nj4Zv1SyS+rg6VhrlHIsydlIXmLD9YwtJ9ttZA8sahXl7THYsbCdVvSOVlMevjreHrOfn8uzPExSe\nENwYg7Z53Ksrs7wnaPfzo6JB06PrUmZ2qELngUYdpuzpjbEeuMDcojHrkr3pWIR9Hw1ZFeTuv9Lw\nrS/TJJ2XjQXRVvbkjsa9/DV1NojvaPww9/rNrR4Hn/PW7PfeUIHK34NeOFaQmU1XKHelus+PgEn6\nh+xkushbc6+/1+L9xlP3erX7k2WavSU3zSL57uMpurbHLu/HKDzmeryWd34Q57cVBWVPu2ncDjFa\n39Zww87Bks7JToJKmVmXmX3YzPJj0/xa0uos33OzJ88Vff6FClcRXdIvIx5WkMrXs99TFW6DeqGG\nu++fO8bTjlr3JP2DwlhEsc7RcG+NN2m4EeheSRcXfSh7pPrNCsvrlOwpnuMq631zhcJTpFxhDLFX\nlzylcl8iYg3YAAAgAElEQVTQyX7ta7nXZ41BWUZree71SIeyeL/C8jdJbzWz0osI2Yn3eQrDL7ik\n7xX0sM0/BbawMSl7kmjZNjDS45Ep9Fhr17vinzR8LLywxftR30Ohh1rZg3RSH1fHSqOck9pdFBuh\n2LrAKZKOSDzt0fiRQqOmSTrdzOaOIlej3jFFw+cNe8jqQ8dr76r//lrDvZFfNZrbP919UMNjo3ay\nPTQaqI6Q9Irsf61uF2w0WD1R0nNy/7+qIG9++39Lybr/7tzrC9qWdhTc/RsK+5Yh0ZiFcUZDVnW9\nRsMnhk+RdHnRztqCNyucnDYGLT/T3X87HgXNHmf/f9m0HyHpU60as8zsTElP1V5yQMwea/wXhXI/\nrtUjfLMK8wXafUDZfdkhkr7c6uBpZv+ucOVJkm5w91a3rV6ae/2h7AlqzXlOk/QGla8Hd+Zel11l\njpHvOXiamS1pDsiu8l+o4UEux8PXFJ4K0+iBeWqLck1T6K0yI0W5ssHOX6zwRCRTaNS5rKxHmJk9\nQ+Gx2e9S7viSVQY/nv3ZI+m7WTf65s8fpTC2U8N/NMeMofM1fPX11Rq+rbAu6ZtjPO1878X3F2wX\nfy3pw+pg/5iNbdZYX09WeOKRSzq7MaB9G43eL5MkXWxmj2sXbGYPM7PPxZatJNdMhdvKHqlQ3h9K\nenlEmfcF0fu1bOyyixSW71+Z2dfa9Z4wsx4ze7GZ/e1oCmhmvWb22ZIG6cYTMxtuGMm0sse5fyT7\ns0fSD8zsjUUXxMzsCIUG0GOyf90tqehW1P9TaBAxSa82s4cX5DtHY3c8agy8/51Wt06a2YsknZ79\nuUWte1L+NFe+t2RjyjXneZKkj2n8j6tjJV/OoxPnzu+P392qR3I2VuEXtJfUV6UH6qyNp/QtUBi3\naEm7z5jZsVndrdmnFBpwTNJZZva0Fp89QMPHxr3h4rOkB+ovjePXFIVb3to9OVNm9kgza9VrUwrr\nmikM3h7bIH9V7vVrtOf4WA2N//Vp+CEutxSNb5ZdZGo0kh2pUB/fo0xm9gaFerQUGjc7fYplR9z9\nfIULZfnGrGPbfghIgMHeK8rd12a3ilys0GPiWEk3mdmlCju5exV6ExyhcBLauE/aJX3M3VsduMbS\nGxUqB1MlvVnhKR3nKTyVaIGklyl8h18rjDlwoNI8kWy0Pq1wQDdJF5rZNxQqv1sUGuVeJ2mhQo+N\nxsFqX+UKT2Z8taSjzexrCicJCxRu4WhcgRnQ8AG02Q80/BjxJ0u6xsy+ojAmw0KFk+0TJP0ii2l3\nu0djrDiT9FEz20/SMoUDqSSt7OR2MHdfZWbfU9heZku6wcy+KOlGhUaZJ2ffvU/Dy3vMufumXEN0\nl6SvmtlLFK6+blLYxk9TaEz9flb+FNP9i5k9M8u5UOGq6x/N7H8Vxiy6R2H8rvkKFaqTNDxWRqvt\n4GOS/lphPj5c0s1mdrbCk0B7sv+/RmH+uqQvufulLfKMiWz5X6lwm0TjVgmX9POCQVeL9JvZhyJj\nr3D3qxTm8UqF/d4TJP0p2y7uUBhz7rkKvQC3KfR0fFEH5fmiwhXhRq8Wl/SVsg+5+0/M7CyFHjGL\nJP3WzC5TGFfxnizPXIVlebxCj5UhhV5jo3Wpwkl0Y6y98yU9r31nXm1398vbBVREfgzMT5jZgQr7\nzMZ+7W53vyUX82qF2++OzF4/18y+I+kPCicwjSf3PUbhVpRZkj4zyjJ2KfTwe5OZ/VHhpO1mSesV\nBhc+VOGY0BgT8ybt3jO7U+9T6A3xjwqNPp+X9LZsf71MoQfN/grHjmdnMa6w/Zzk7htaJXX37Wb2\neYUn1U6R9Kvs7+sUenM19vmDCg2GzysqoLuvNrNbFHoQPjs7Kb5Sww9HqRVc3JHCcfFkhX3ilxXm\n5TSFfWpjW3dJb3P3Pca5cfe7zOwChXHJFkj6g5l9VtKfFU4q/0rSSxVuF7tO0h6NEjnXStqgcAx8\ng5ltUridaSB7f2t2V8BEu0LDDZTnmtknFeojjXrjMndfPsLcVyn0SH6kwm3Nf87qArcqLJdnKFzo\nqSk05LyidZrx5+4fM7PHKjSKPEbSMjP7gaRfKlz87lU4Zh+lsF4sVtg+39uU58/ZceyDCvX2n5nZ\nNxXm+06FxsPTFI5Pyeodqbj7hWb2EYWLaodI+n12fvRzDY+hNVehHn+8wv5zq4YbjfMat7f3S/pR\ndh6wTsP1nF9nD77IyzdaNYZz2aMhK6t3/EWh7tRdFNfk9Qrbab9CnenxZnauwv5ujqQXaHj4i7qk\n00rG3UzC3c83M1e4+DpT4QLYSe5+9VhPGw9i7s5PhX8UKi3nK1Ryawo7reafWvZzt6RXROS8svG5\nyDIszk3n7DZxT1PY+bcqZ03hUfMHSlqR/X1dQZ4P5D7z1JGWJzZWodGi1qbcFyqcfDf+9/OCPOfk\nPrNoFMs8//3fP9plWBabf1/h4PTLNvNio6Rnl0zvMQo9jIpy/EqhgnFn9r872uT6Rptl03bZF+Sb\nk62HRTkHFa70PS1iGbRdHzqNVejev7PNfPu2wglk1LrfwTw5QOE2ncGCaTfvZ5ZJeklBrqkKJ7Tt\ntqchSZ8YzTY7ktgs/tQW5XllxOcWt/guMT/vz+V4Qsl2cb/CSXrb/V9B+W7OfebSDpf/6xVObGOW\n/e2j3Raa4jv5KdxPRE4zv38+dYQ5PpzL8fgW7/fl3r+4TZ4L22wjn2sRP1PSd9t8pnn7eneLHG/M\nxby05HtOyk2rrN7xO0kHjmbZ5Kb7GoVG1LLpDimcTM2LyDlF4US1KOf9Cg9jaLtss1zPV/F+cnub\ndeUJCg3ORdv+oKR3lnyPeQoXXVp9j5rCbZ6PVmh4afxvv4Jcp7eZH39KsSwTrAs9Ck/YLSrnuzrd\n7pryH6Hhumir/FsVGmvbbjcx045ZJp3GKgwdsqPNdpLfRi9qk+ejbeZBTaHX9LNyf7+rXflLvlvp\nNtZprEK9aVPkfLi5IMdiFR+b60XTV7gAkZ9Gy/2RQs++fNwLI+bVQxUaVtstm00qqItlOaL3+bnP\n3KuS/YBCx4RdWdxmScem2u754af5h1sLK87d17j7KyQ9StKHFA7sKxVOeDcq7Oi+rVABPNxD98+o\n1Oqsd5E3/W5V1v9VuOrxXwpXCrcrnCBdI+ntCo/JXanQmCCFq7sjLV9peWJj3f1UhStuV2bl3alQ\nwfmxws7/RR4GX3XFlStFr63Y7xU7rahYD13Xj1foVfcrhYP7gMIB+1OSHu4lvWjc/VqFK52fVrh1\nc4fCsv61Qm+Op3q4JSqmXK9S6BlwlaT7FCr8McuhqGzrFcYqOEPhyvW27Oc2hV4sx7r7h3Nla5uu\ng3KUxrr7FxQaAb+q0Ci9U+EK6+UKt12donAC18m6X14w91Xu/iqFitMZCk//ulOhV+JOhav8v1FY\nnn/l7ke4+3cLcm139+crNMicr3BytUPhpGCZQvf3Y9z9ra0+n0/V9DtV7IUKy7uxLLZp9zHKyqbT\n6c/wh8Ot3o9S6C1zm4b34X9UOFl4dG7b6nT9zvcE6egWAw9Pa12ssI/+qcLxZSD7uVdhYN2PKiz7\novFkOt0mRzIvU+1XR5snxbHpJQqNCb9Q2Me23a+5+2Z3f4nC7XSfVmiMX6ewP9iisG1dqDCG4SHu\n/pHmHJFlb0xvl0JP8L9VaDC6TmEfPqRwXL8jm94p7v54L346Zkfc/WsKPRdeK+k7CvWbjQrbykqF\nY8gHJR3l7q/xiPH13H2HwoDQp0v6rcLJ33aFefYxhe2usf2U7aN/qDA8wrcV9pE7FLd+uru/UaEn\nxUUKvRAb3+l8hbrRR0u+x/0KDWL/rHAb51aFZf9HhfHTjvbhccLKvsenFXqf/Uih4XAg8nuMG3cf\nUuiB9z6F5bZBw8e/VmXs6Ljo4UFIj5b0nwr11R0KJ+W3KNwmf7S7N26rS7HNJ62vufuZChe2ztJw\nb6xdCuv23Qr78rMUGmGe2ybPOxXm8/cU9vc7FdaJCyU9w93fkytTCqnnwxcUjl/vUqgr5Y9fKxXq\n9R+RdIK773FrcZbjLoUeaJ9RuCi0RaGRxrPfRa7MlfGmNvujfFxduw9WX/S9blHoBf0mhTpZY/mu\nVzin+pCkw4rqYvlU6nzZle0/vqXQk3VIoQcjtxlizJj7XnFMAiQ98LS6GxV2kp9y93+a4CI96GW3\nWz1NobKdelBVAGMoG0touULDw1pJB2UngQAmiJl9WGEwZpf0JHcf86ezAgCwL6FHFvY2+fvTr5yw\nUgDAvuF5Co1YrnB7JY1YAAAAqDQasjBuzOy4oicNZe+/WeFWBSl0Xf7JuBQMAPZBZtYl6V+yP4e0\n+xMhAQAAgEriqYUYT1+V1GdmlyiMqXGfwhNUDlV4Yk/jEcou6e/9wfGodQBIJrs9+0CFsQZfK+lx\nCvvUc9z97gksGgAAAJAEDVkYT67wBLTTCt5zhQE1T3P3S8azYACwj3i7wsM9Glxh4On3tA4HAAAA\nqoWGLIynV0p6kcJT4Q6UNFfSVIWnzdyq8ESRL7j7fRNWQhTZa55WBKCUKzxS+25Jl0j6oLtvnNgi\nAWjCcRUAgBHiqYUAAAAAAACoBAZ7BwAAAAAAQCXQkAUAAAAAAIBKoCELAAAAAAAAlUBDFgAAAAAA\nACqBhiwAAAAAAABUAg1ZAAAAAAAAqAQasgCMGzM7w8y+lDo2IlfdzA5JkQsAAAAAMHHM3Se6DAAq\nyMxeK+ltkg6VtEnSDySd4e6bJrJcrZhZTdLh7n5Hi/eulPR1dz97jMvwGkmnuftTxnI6AAAAALAv\no0cWgI6Z2dslfVjS2yXNlPRESYslXW5mPQWf6R6/Eu45+QmcdoNJ4soBAAAAAIwCDVkAOmJmMySd\nKekf3f1yd6+5+92SXqrQmPWqLO4DZvZdM/u6mW2U9Jrsf1/P5TrVzJab2X1m9s9mdqeZPT33+a9n\nrxdntweeamZ3mdlaM3tvLs8xZvZrM9tgZivN7NNFDWol3+1pZrbCzN5mZmuyXK/NvX+OmX3ezC4z\ns81mdqWZLWoqY1cu/koze72ZHSnp85KeZGZbzGx9p2UDAAAAANCQBaBzx0rqk/T9/D/dfZukSyQ9\nI/fvv5H0HXfvl3R+I1SSzOxhkj4r6eWS9pc0S9IBTdNq7sH0ZEmHSzpR0vvN7Ijs/zVJb5U0R9KT\nJD1d0j+M7OtpoaQZWVlOk/RZM5uVe/8Vks6SNFfSDZK+0aa84Z/uf5b095KudvcZ7j5nhGUDAAAA\ngAc1GrIAdGqepPvdvd7ivXuz9xuudvcfS5K7DzTFvkjSj9z9ancfkvT+kum6pDPdfZe736jQiPSo\nLPe17v47D+6W9CVJT+v4mwW7JH0o62l2iaStko7IvX+Ru//K3QclvU+hl9WBI5wWAAAAAKADHd96\nA+BB735J88ysq0Vj1v7Z+w0r2uQ5IP++u+8ws3Ul016Te71d0nRJMrPDJf23pMdJmqKwb/tDSa4i\n65q+1wPTyeTLvC27TfAASWtHOD0AAAAAQCR6ZAHo1NWSdkp6Yf6fZjZN0kmSfpb7d7vBze+VdFDu\n81MUbtcbic9LukXSodltjO/T2A3wfnDjhZlNV7idcaWkbdm/p+ZiF+ZeM9A7AAAAAIwSDVkAOuLu\nmyV9UNKnzexZZtZjZkskfUfS3ZLOi0x1gaS/NrMnmlmvwrhT7bRrmJohabO7b88GVn9TZBlG4jlm\ndqyZTZL0IUm/cfdV7n6/QoPWq8ysy8xeL+nQ3OfWSDoo+64AAAAAgBGgIQtAx9z9o5LeK+m/JG1S\n6KV1l6QTs7GjYnL8SdLpkr4taVWWZ61Cb6+WH2nz9zskvdLMNkv6oqRvlXw29r1W75+v8NTGdZKO\nlvTK3Ht/K+ldCrdXPlTSr3Lv/VzSzZJWmxm3IQIAAADACJg7d7sAmHjZrYkbJR3m7ndNdHlaMbNz\nJK1w97KB6QEAAAAAY4AeWQAmjJk9z8ymZI1YH5N0497aiAUAAAAAmHg0ZAGYSM9XuK3wHoXxpF42\nscUpRRdWAAAAAJhA3FoIAAAAAACASuhp9+a/XHXrHyQ9JsWEurvSdf7qbvfssg71JixXV1d3slx3\nLvt9slzXfvXsJHle8YIXJskjSfstmJss1yUX/zhZrlv+vCxZroSrqYZqReOfd25wsJYslyX8lpP6\npiTLdcRDj06Wa+rUqYkypbtoMLBjc7Jc3VtWp8vVv3+yXEPtD08dqdfryXKlvPhTq6fbFr2erlxD\nQ0PpctXS5BoaTFemWj1dLindMrzkJxemPGwAI/K6171unaQ5ZXF/+ctfSnM99rGPLY1Zv359VLke\n9rCHlcYsWxZXh4vZx3V3x9XpY+J6e+MeVrx2bflzYAYGBpLESNKWLVtKYzZu3BiVa+nSpaUxl19+\nOfu4fdQnPvGJqP1GTB3qoosuKo2JXcdXrlxZGnPcccdF5Zo8eXJpTMx2IMXVS2OmFytmHxS7n+rp\nKa+f12pxdaOYffHpp59euN/g1kIAAAAAAABUAg1ZAAAAAAAAqAQasgAAAAAAAFAJNGQBAAAAAACg\nEmjIAgAAAAAAQCXQkAUAAAAAAIBKoCELAAAAAAAAlUBDFgAAAAAAACqhZ6ILAAAAAGDiTZs2LSru\njW98Y2nM+eefXxqzcePGqOlt2rQpKi7GrFmzksRI0q5du0pjli1bFpVrYGCgNGbmzJmlMUuWLIma\n3h133FEas2PHjqhcN910U1Qc9k0nnXRSVNxDHvKQ0pjVq1eXxsTupy6++OLSmLlz50blWr9+fWnM\n7Nmzo3LV6/XSmOnTp0flitlGzSwqV4yYfWNs2Tdv3jyqstAjCwAAAAAAAJVAQxYAAAAAAAAqgYYs\nAAAAAAAAVAINWQAAAAAAAKgEGrIAAAAAAABQCTRkAQAAAAAAoBJoyAIAAAAAAEAl0JAFAAAAAACA\nSqAhCwAAAAAAAJXQ0+7N7i5LNyHzZLkSFkvWla4tr8vS5eqfuzBZrslzZiXJs33HtiR5JGny5AOS\n5Zo+Y2ayXAlXLUkp1/l065ZZPVmulOWS0pXL64PJclnalSKJlMuwb/KkZLm6JiXcn3q67cdrQ8ly\n1b07Wa7BWrr5VU+4TtTqKVf6NLm6Epap7ulyecL1AdgbbN++PSru2muvLY2ZMmVKacyRRx4ZNb0/\n/elPpTG7du2KynXQQQeVxkydOjUqV39/f2nM5MmTo3KtX7++NGbu3LnJprd58+bSmK1bt0blmjNn\nTlQc9k1r1qyJiovZRpcvX14aU6/H1XlWrVpVGhO7z7vvvvtKYzZu3BiVyyJOLmbOjDu/HRoqr+N2\nd5fXVXbs2BE1vZj9S+zyiZ33ReiRBQAAAAAAgEqgIQsAAAAAAACVQEMWAAAAAAAAKoGGLAAAAAAA\nAFQCDVkAAAAAAACoBBqyAAAAAAAAUAk0ZAEAAAAAAKASaMgCAAAAAABAJfRMdAEAAAAATLzu7u6o\nuKlTp5bGzJo1qzRmy5Ytyaa3ffv2qFwbNmwojTn++OOjcq1Zs6Y0ZnBwMCrXlClTSmMGBgZKY2Ln\nw9DQUGmMmUXlio3DvqmrK13fmJh9Qq1Wi8oVsz+L2bdI0rRp00pjZs6cGZVr586dpTEzZsyIyhW7\nfynj7lFxvb29yXKNFj2yAAAAAAAAUAk0ZAEAAAAAAKASaMgCAAAAAABAJdCQBQAAAAAAgEqgIQsA\nAAAAAACVQEMWAAAAAAAAKoGGLAAAAAAAAFQCDVkAAAAAAACoBBqyAAAAAAAAUAk97d7s7rJkE+pO\nl0pd5slydXela8vrsnRfsn/2vGS55h5ySJI8m7duS5JHknontV31OtLf358slyVchilZwm0x5Xqa\ndH55PVmqen0oWa6uRPPerJYkjyRN6U33/eb1DSTLtWDOfcly9dR3JMs1sH5jslxDMw9IluvPm9Lt\n5wcHk6VSd0+6/XOqTdG60h33vTvdvqZWS5cL2BvEHte3bSuvE+7YUb4fP/jgg6OmNzBQfqzasmVL\nVK5NmzaVxsTOh8WLF5fG3HLLLVG53Mv3czHzfTDygBAzv3oijwexcXhwi1lPYraD2O1z0qRJScok\nSTNnziyNmTJlSlSumG1v69atUblqtfLzi66I9o7YeVqvl9d7uru7o3KNFj2yAAAAAAAAUAk0ZAEA\nAAAAAKASaMgCAAAAAABAJdCQBQAAAAAAgEqgIQsAAAAAAACVQEMWAAAAAAAAKoGGLAAAAAAAAFQC\nDVkAAAAAAACohJ6JLgAAAACAiWdmyeJWrFhRGrN06dKo6fX29pbG1Ov1qFzTp08vjVm3bl1Urpkz\nZ5bGHHbYYVG5br/99tKYLVu2lMZs2rQpanox+vv7o+I2bNiQbJrYd8XsN2q1WpIYSdq1a1dpTFdX\nXL+evr6+0pht27ZF5RoYGCiNWbVqVVSumHkRU/Zp06ZFTc/dS2OGhoaicsXGFaFHFgAAAAAAACqB\nhiwAAAAAAABUAg1ZAAAAAAAAqAQasgAAAAAAAFAJNGQBAAAAAACgEmjIAgAAAAAAQCXQkAUAAAAA\nAIBKoCELAAAAAAAAldDT9s2UzVyWLlm3ebJcvQnLZV2WLtfkyclyTd9vYZI8m1fdmySPJLmnW4Zz\n5vQny9XdlW59qKf7iuqyerJclnCdV7pVXnVP9x2HBrclyzV/Wppt8eBp9yXJI0nTencmyzUjYa5J\n3d3Jcq2+N9386ps2KVmurYNbk+Xq7d4vWa5aLd123eO1ZLk80b6r3tO2utKhdDtn913JcgEAACBO\nypohAAAAgH1cX19faczcuXNLY9atWxc1vW3byi9Q9ffHXdicPXt2acytt94alSvG9OnTo+Lq9fKG\n/6GhodKYRYsWRU1vzZo1ScoExIrpyBCzjqfsEFGrxV2827mz/MLvrl1xF7cmTSq/wBr7HWPmV0y5\nYvJIcfMrdr+xffv2qLgi3FoIAAAAAACASqAhCwAAAAAAAJVAQxYAAAAAAAAqgYYsAAAAAAAAVAIN\nWQAAAAAAAKgEGrIAAAAAAABQCTRkAQAAAAAAoBJoyAIAAAAAAEAl9Ex0AQAAAABMvFWrVkXFLV++\nvDRmzZo1pTFbt26Nmt7cuXNLYw499NCoXP39/aUx9Xo9Ktf06dNLY+65556oXDFxt912W2nMrFmz\noqa3bt260pgFCxZE5dq0aVNUHPZNQ0NDUXFdXeV9aGLW356euCaMFStWlMZs2LAhKtfmzZtLY3p7\ne6NyxZR/27ZtUbliyh8z32u1WtT0pk6dWhpjZlG5YuOK0CMLAAAAAAAAlUBDFgAAAAAAACqBhiwA\nAAAAAABUAg1ZAAAAAAAAqAQasgAAAAAAAFAJNGQBAAAAAACgEmjIAgAAAAAAQCXQkAUAAAAAAIBK\n6Gn3Zld327c70m3JUrUvdIe6ujxhsnSpVEuXamDThiR5bPOmJHkkaWhoKFmuGTNmJsvV09ObLNdg\nwu+Ycq03S1mudHq7022LiybdnSzXwUPLk+SZOTQ1SR5Jmr//Ycly1evdyXJ1d6Vbt2bP35Us1/aN\n25Ll6uqdlSzXpPXptutdg+m2n3rC43V3dz1NIkv3/bqV7gu60m0/wN5gwYIFUXFbtmwpjenqKq8Y\nT58+PWp6vb3l9bOHP/zhUblWrVpVGrNz586oXAMDA6UxW7dujcp14IEHlsYMDg4mm960adNKY+bP\nnx+Va82aNVFx2DfFntetXbu2NCZmm+rujjv2rl69OkmZpLhtr16Pq/Ns3ry5NMYsrq4Ssy9etGhR\naczMmXHn04sXLy6NmTJlSlSuFStWRMUVoUcWAAAAAAAAKoGGLAAAAAAAAFQCDVkAAAAAAACoBBqy\nAAAAAAAAUAk0ZAEAAAAAAKASaMgCAAAAAABAJdCQBQAAAAAAgEqgIQsAAAAAAACVQEMWAAAAAAAA\nKqFnogsAAAAAYOItX748Ku7ee+8tjdm5c2dpzKmnnho1vXvuuac0ZtWqVVG5BgYGSmMGBwejcq1Y\nsaI0pru7OyrXjh07SmP6+/tLYzZu3Bg1vZhydXXF9XmYNGlSVBz2TXfddVdUXMy6ef/995fG1Ov1\nqOlt27YtKi7GtGnTSmNit4OY7WrevHlRuWL2G/vvv39pjJlFTa+vr680plarReWKnWYRemQBAAAA\nAACgEmjIAgAAAAAAQCXQkAUAAAAAAIBKoCELAAAAAAAAlUBDFgAAAAAAACqBhiwAAAAAAABUAg1Z\nAAAAAAAAqAQasgAAAAAAAFAJPe3e7LbudBPqsmS5uqyeLJdZunJZwu/Yne4rSpamvXLbtq1J8kjS\nUK2WLNfkyVOS5erpnZQsVy3lMlS6+eXJMknydNn6p6T7jg+bn25bnNrbmyRP39R062lXT7pc3d2T\nk+WqDaZb6adMT1eudZv+nCzXpJkLk+WyDW0PwR3p6Um3/aTcS1ii62WW6DgWcqWr2wD7mtmzZ0fF\nDQwMlMbMnDmzNGbatGlR0zvssMNKYzZs2BCVa8uWLaUxseVat25dslzbt28vjZk1a1ZUrhj1evkx\nOyZGSns+heqpRZ7XHXzwwaUxJ554YmnMqlWroqa3dWv5uWvsOn7ooYeWxsRuB9OnTy+N6eqKq/fM\nmzevNCamXLH7Fo8494udpzG52qFHFgAAAAAAACqBhiwAAAAAAABUAg1ZAAAAAAAAqAQasgAAAAAA\nAFAJNGQBAAAAAACgEmjIAgAAAAAAQCXQkAUAAAAAAIBKoCELAAAAAAAAlUBDFgAAAAAAACqhZ6IL\nAAAAAGDibdu2LSpu//33L41Zt25daUytVoua3stf/vLSmIMOOigq14UXXlgac/3110flOvLII0tj\nYr9jTNzq1atLY4aGhqKmV6/XS2PcPSpXbBz2TfPmzYuKmzVrVmnM4sWLS2NuueWWqOnF7INitoNY\ng4ODUXEx8ytmW5ekyZMnl8bElOuAAw6Iml5XV3k/qJiYFOiRBQAAAAAAgEqgIQsAAAAAAACVQEMW\nALEmCLoAACAASURBVAAAAAAAKoGGLAAAAAAAAFQCDVkAAAAAAACoBBqyAAAAAAAAUAk0ZAEAAAAA\nAKASaMgCAAAAAABAJfS0fdcs2YSsK2EuS9j+1pUulyWcX929vclyzT7gwCR5Vtz0pyR5JGlwsJYs\nV3dP+9W4E5OnTE2Wa+euoWS55PVkqUzp1tOUqTZu3Zks17bBdMuxf3ZfmkRd6cpkXQuT5Zratz1Z\nLvWl264HBhLNd0k7e+Ymy7Vue7rlOGlyuuOPW7r9zcCOdPubLutOk6fuSfJIkmrpvl+9ni4XsDfY\nvHlzVNzQUPk+pyeifnbxxRdHTW/p0qWlMbHb4wEHHFAa88xnPjMq1+23314as27duqhcO3eW14PW\nrl1bGtPXF3f8jFmGsec2tVq64z+qJ3b5x6xzCxYsSDa9hQvL68sxZZKkDRs2lMbEbJ+StGbNmtKY\ngYGBqFwx2+iRRx5ZGrN9e9z5wNy56erUMceIduiRBQAAAAAAgEqgIQsAAAAAAACVQEMWAAAAAAAA\nKoGGLAAAAAAAAFQCDVkAAAAAAACoBBqyAAAAAAAAUAk0ZAEAAAAAAKASaMgCAAAAAABAJdCQBQAA\nAAAAgEromegCAAAAAJh4ZhYV5+6lMfV6vTTmj3/8Y9T0XvrSl5bGnHzyyVG5DjvssNKY/fbbLyrX\nli1bSmPuu+++qFw9PeWnZZMmTSqNiVk2ktTd3Z0kRpJqtVpUHPZNXV1xfWNi1vH+/v7SmGOOOSZq\neo961KNKYwYHB6NyrV27tjRm3rx5UbluvPHG0piFCxdG5err6yuNWbJkSWlM7L6/t7e3NCbl+tB2\nOqP6NAAAAAAAADBOaMgCAAAAAABAJdCQBQAAAAAAgEqgIQsAAAAAAACVQEMWAAAAAAAAKoGGLAAA\nAAAAAFQCDVkAAAAAAACoBBqyAAAAAAAAUAk97d7sTjihLkuXy7rStb+ZpSxYulwpyzW5b0qSPIO7\ndiXJI0lDg/VkuXq6082rST2TkuWq1waT5XL3ZLlSSlmsgaF0y/G+Wn+yXAf09CXJM7BzZ5I8ktTT\nVUuXqzfd/nTylHRHjSEfSJZr8uSpyXLdsTHdelobSrcf9Hq6XN3dKY/+qaSb7+7p5lWtJ10uYG8Q\nu/0vXry4NOaee+4pjTn88MOjprdhw4bSmPnz50flmjx5cmnMBRdcEJXrqKOOKo2J/Y4333xzacz6\n9etLY+bMmRM1vVqtvC7R29sblSvp+RQqZ2hoKCquK+IcftKk8nOxpzzlKVHT6+lp29QhSVqwYEFU\nruuvv740ZsqUuHPurVu3lsbElitmni5durQ0Jma/KMUtn9j9Ruz8KkKPLAAAAAAAAFQCDVkAAAAA\nAACoBBqyAAAAAAAAUAk0ZAEAAAAAAKASaMgCAAAAAABAJdCQBQAAAAAAgEqgIQsAAAAAAACVQEMW\nAAAAAAAAKoGGLAAAAAAAAFRCz0QXAAAAAMDEO/TQQ6Pi5s+fXxozefLk0pju7u6o6ZlZkulJ0uDg\nYGnM8ccfH5Vr165dpTGx5Vq6dGlpzIwZM5JNz91LY3bs2JEsF/Zd/f39UXFTpkwpjRkaGiqN6evr\ni5peT095U8f27dujci1atKg0JmY/JUlHHXVUacycOXOicsXsz6ZPn14aM2nSpKjpxYjZT0nSggUL\nRjUdemQBAAAAAACgEmjIAgAAAAAAQCXQkAUAAAAAAIBKoCELAAAAAAAAlUBDFgAAAAAAACqBhiwA\nAAAAAABUAg1ZAAAAAAAAqAQasgAAAAAAAFAJPe3etITNXJYwmVmyVLKUyRIaGtqZLNfKP92YJI8P\nDiXJI0m9Pd0JcyVLpe50xdpruXuyXPVaLVkuV7pt8Y93bUqWa+GsA5LkmTVpIEkeSdo5tC5ZrumT\nlybLZQk3IOtamSzXrqF067ylSyUpXbKuhMfr7qQ7wlTfMd3xx+rpZla3PQgOGnhQeehDH7pV0qSy\nuPXr15fmmjFjRmnM1q1bo8q1a9eu0pijjz46Kldvb29pzLRp06JyxZxHzJ8/PypXzL53w4YNpTE7\nd8adQ8TE7dixIyrXU5/61Kg47Ju2hg25dL9xww03lObasmVLacx73/veqHJdeOGFpTGvfOUro3Jd\nffXVpTGx51jz5s2Liotx0EEHlcZ0RVQSh4bi6lkx+40VK1ZE5RrtOWnCJgAAAAAAFTY9+wGAWOw3\nMO64tRAAAAAAAACVQEMWAAAAAAAAKoGGLAAAAAAAAFQCDVkAAAAAAACoBBqyAAAAAAAAUAk0ZAEA\nAAAAAKASaMgCAAAAAABAJfRMdAEAAAAATLyVK1dGxd18882lMV1d5dfLr7vuuqjp9fb2lsb09/dH\n5Zo7d25pzKGHHhqVa2hoqDTmrrvuisp19913l8bs2LGjNGb69OlR04uZX5s2bYrKNWfOnKg47Jvq\n9XpU3OTJk0tjrr/++tKYX/3qV1HT27hxY2lMzHYnxW3ra9asicq1evXq0pharRaV6/bbby+NWbBg\nQWnM7Nmzo6YXs9/YtWtXVK7YuCL0yAIAAAAAAEAl0JAFAAAAAACASqAhCwAAAAAAAJVAQxYAAAAA\nAAAqgYYsAAAAAAAAVAINWQAAAAAAAKgEGrIAAAAAAABQCTRkAQAAAAAAoBJoyAIAAAAAAEAl9LR7\n07rStXNZl6XLlS6VEqaSJcxWr9WS5dqxdUuaRJ4mjSR1Wbp1q7s7WSp1d7fdJDpiSlcw11CyXPV6\nPVmuWsJcPQkXZM36kuW66bZ7kuR56Lx02/SM/jXJck2fvjRZLtOMZLl6NCtZrkHbmCyXku670u1U\n3dOVK+U+wpIdsFPWIdLl6kpYTwL2BkuWLImKmzdvXmnMqlWrSmP6+uKO12vXri2NmT59elSumH3A\n5s2bo3ItX768NGbdunXJch100EGlMYccckjU9CZPnhwVN965UD2x2/HQUPn5zIoVK0pjNmzYEDW9\ne+4pr8OvXLkyKteuXbtKY+68886oXNdcc01pzIwZcXXqmP1GzH798MMPj5reIx7xiNKYbdu2ReWK\nmaftUAMDAAAAAABAJdCQBQAAAAAAgEqgIQsAAAAAAACVQEMWAAD/v317ibHrOu8Fv/Z51Kn3iyyS\nIkVKlEg9oih6xJYfsSUhjvsm7iABAge4MDxLMrlD9yxAkEHGDWTUGTkBMsgg8CA2HKc7gR13C0mc\nxL6JXqFo60FRfBeLZLHeVefRgwAX6AZY6xO84OLi/f2m9dd/7bPP3uvs8/EIAACogkEWAAAAAFUw\nyAIAAACgCgZZAAAAAFTBIAsAAACAKnQO+gAAAICDNxqNQrnhcJjNdDr5rxnj4+Oh9dbW1op1ra+v\nZzPLy8uhritXrmQz8/Pzoa6lpaVs5qGHHspmer1eaL2mabKZyPucUvy64cEUuZZSil0nN27cyGYu\nX74cWu/u3bvZTGRvSSmlubm5bObQoUOhrkuXLmUz165dC3VF1ozsQYcPHw6t1263s5nBYBDq2tvb\nC+XuxS+yAAAAAKiCQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAqGGQBAAAAUAWDLAAAAACq\nYJAFAAAAQBUMsgAAAACoQme/P7ZSU2yhplxV0a5WwbJ2wblgp9Mu1tWd6BXp2Rr2i/SklNIojYp1\npabceW+1ugW7Ct4/Ba+tVqtc12g0LNbVFHwfu+1y98/ceJmu0WCvSE9KKW1trBbrKnkrdkbl3sNh\na7pYV78p19WU/AAq+BlbVrmLYlSqquC1VfLf8JpUbg+EB838/Hw28+GHH4a6NjY2spnx8fFQ13CY\nv2+np2OfG5E19/Zin/+R41paWspmut3Ys2w0B6VE7oXIdTk5ORlab3l5OZvZ2dkJdW1tbRXr+s3f\n/M1sZnU19qx//vz5bCaybxw5ciS0XmTPGwwGoa7d3d1Q7l78IgsAAACAKhhkAQAAAFAFgywAAAAA\nqmCQBQAAAEAVDLIAAAAAqIJBFgAAAABVMMgCAAAAoAoGWQAAAABUoXPQBwAAABy80WhUrGt9fT2b\nuXbtWqhrc3MzmxkbGwt1TU1NZTNLS0uhrnPnzmUz7733XqgrclyR19jr9ULrRbrGx8dDXd1uN5Tj\nwRTdNzqd/Oih3W4XyaSU0szMTDazsbER6ur3+9nMjRs3Ql2Re/35558PdR05ciSbabXyv11qmia0\nXsT09HQoNzs7+1Ot4xdZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqmCQBQAAAEAVDLIAAAAA\nqIJBFgAAAABVMMgCAAAAoAoGWQAAAABUobPfH5um+Vkdx8G5T19jpzNWrGtyYbFIz90iLf+p3x8U\n65qY6BbrGuuVO+9j3V6xrp29zWJdnc6+t/3HMhqNinU1rXJd7e3VYl2Hjh8u0jPcK/f61m/vFOva\n2Sp3Z8/OHi3WdXu93B6x0Z8s1lXUaFiwqtz1VfC2LqboIRUsG96PJwt+CsNhuX1pczP/7NLrxZ6V\nJifL7eNzc3PZzPj4eKjr2rVr2czdu7HP2dnZ2Wym280/8y4uxp77Z2ZmspmNjY1QV8nrhgfX2Fj+\ne1Zk37h48WJovXa7nc3s7e2FuiJrrq7Gvn9cuXKlyHoppfTcc89lM2fPns1mlpaWQutF9s/IXpZS\nSv1+P5S7F7/IAgAAAKAKBlkAAAAAVMEgCwAAAIAqGGQBAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAA\nAACogkEWAAAAAFXoHPQBAAAAB++xxx4L5Q4dOpTN9Pv9bOYf/uEfQuv9+Z//eTYzMTER6up08l9/\n3n///VDXtWvXspnx8fFQ1+7ubjZz9erVbKbb7YbWu3XrVjZz7ty5UNfCwkIox4Pp5s2bodxPfvKT\nbObdd9/NZr73ve+F1tvc3MxmPvGJT4S67ty5k81E9oOUUlpbW8tmjhw5Eup67bXXQrmcyDGlFDuu\n8+fPh7quX7+ezXz605++59/8IgsAAACAKhhkAQAAAFAFgywAAAAAqmCQBQAAAEAVDLIAAAAAqIJB\nFgAAAABVMMgCAAAAoAoGWQAAAABUwSALAAAAgCp09vtj0zTFFipYVfS4WmUPrFhVu9n3rflYZg4f\nKdJzrdMt0pNSSqNhsarUtArOY0flqlLBS2s0KndgJe+fbrfcNdFtdot1nZrdK9Z16NBckZ72+ENF\nelJKabS1VazrwvvvFesa/9TZYl3bm+Wu08Gg4I1d8F4seV+PSm6qBTfCYaHDGo3K7fP9QblzVfTa\ngvvAK6+8EsotLCxkM1euXMlmvvvd74bW29zczGZmZmZCXTdu3MhmPvjgg1DX3Fz+GSGSSSmly5cv\nZzN3797NZs6dOxdab3Z2Npu5ePFiqOvxxx8P5Xgwvfzyy6Hcq6++WiQzPT0dWu9rX/taNtPr9UJd\nx48fz2b+7d/+LdS1srKSzTz55JOhrh/+8IfZzNLSUjazuxv7HhbJRfaylFJ64403Qrl78YssAAAA\nAKpgkAUAAABAFQyyAAAAAKiCQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAqGGQBAAAAUIXO\nQR8AAABw8F577bVQ7sMPP8xmLl26lM185zvfCa336KOPZjOdTuxrzQcffJDNbG1thbomJyezmbt3\n74a6pqens5lDhw5lM4PBILTeY489ls1MTU2FuhYXF0M5Hkzvv/9+KPfUU09lMw899FA202rFfouz\nu7ubzXz9618PdZ09ezabie5BCwsL2czm5maoa3V1NZuJvD9Hjx4NrTccDrOZ6P65t7cXyt2LX2QB\nAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACA\nKhhkAQAAAFCFzr5/bZpiCxWsKtvVKvkaC3alcl2TszNFepp2ublnu9Mu1jUajop19fu7xbqGw36x\nrqLXVsGuVsFR+MNz+29HH8fpo2PFunqt9SI9s0eeKtKTUkrtgvfi9tpKsa69wVqxrsH2arGuzmiz\nWNdoNF6wq+R9Xe7+aTeDYl2dXpnjGp/oFulJKaXUKvOZmFJKG2vlrnm4H3zjG98I5a5evZrNLC8v\nZzODQWy/OXr0aDbzxhtvhLreeeedbObw4cOhrsXFxWxma2sr1DU9PZ3NbG7mP8/a7dgzdivwEBfJ\nfJwcD6a7d++Gct/5zneyme3t7Wwmsh+klNIf/MEfZDN/9Ed/FOp68803s5lnn3021PXMM89kM5cu\nXQp1Pf3009nM1NRUNjM+Hnu+nZyczGY6nXLPpPux6wAAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAA\nAKiCQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAqdA76AAAAgIN3/PjxYrnhcJjN/PjHPw6t\nd/bs2Wzm5s2boa5bt25lM+vr66GuiYmJIpmUUtra2spm+v1+NvP444+H1ou8P4PBINQ1Go1COR5M\nGxsboVzTNNlM5Jq7cOFCaL0vf/nL2czv/u7vhrreeuutbOadd94Jdd24cSObWVhYCHWdPn06m7l9\n+3ax9Uq9hymltLOzE8rdi19kAQAAAFAFgywAAAAAqmCQBQAAAEAVDLIAAAAAqIJBFgAAAABVMMgC\nAAAAoAoGWQAAAABUwSALAAAAgCp09vtj04wKLtWUaypXlZqCZSW7ShqbmCjS09r3avl42u1y52o0\n6hfrGo52i3U19+uYuOBt3R6WO1+Pz48V65ooV5U6nTKvsdcpeOLHZotVTXUni3V1JhaLdY12PyjW\n1RmsF+sa7OwU62q3BsW6Jibaxbp6Y+X258lemQ+OqYlhkZ6UUtrr7xXr2p3cKtYF94PFxYL7+Cj/\nuffCCy+Euh599NFs5pvf/Gao65133slmHnnkkVDX8vJyKBexsbGRzUTen1Yr9gAaeX+Gw9jeG+ni\nwRX9Djw5mX/m3N3NP3f/zd/8TWi9L3zhC0UyKaV09OjRbOYrX/lKqOtb3/pWNrO0tBTqiuReeuml\nbGZ9Pfas3O/nv3dH943Nzc1Q7l7u16/aAAAAAPD/YZAFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIA\nAACgCgZZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqtA56AMAAADq0Wrl/y18bm4um9nZ2Qmt\n9+///u/ZzF/91V+FuiLHtbS0FOr66KOPspnt7e1Q13A4zGZmZ2ezmX6/H1ov8h5GNU1TrIv6lHz/\nH3744WzmF3/xF0Ndt2/fzmYuXboU6vrTP/3TbOYP//APQ12f//zns5k7d+6Euq5du5bNPPPMM9nM\n5ORkaL3Inh29HqJ71b34RRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAqGGQBAAAAUAWDLAAA\nAACqYJAFAAAAQBUMsgAAAACoQmf/P48KLtWUa2oKdhVrSqk9Kne+muGgWNdUp1ekp2nKzT2Hw2Gx\nrtHo/jyuktfpaFTuuAaDfrGuh8bLdR2dmy7W1e2WO1/dsUL3z6jcPZ227xSrmj1+qljXkeMPF+u6\n9f6PinWdOTlWrOvs9GSxrt5Y5iP4Y+h0y+2DnZLH1W6XKSr4+dovuAcO+uPFuuB+sLe3F8qNAvfk\nwsJCNnPlypXQeufOnctmXnjhhVDX8ePHs5nBIPaZfedO/vP4iSeeCHWtra1lM51Ofn/e3NwMrXfo\n0KFsZmtrK9R18uTJUI4HU7fbDeUi+8bhw4ezma9+9auh9d5+++1sZmZmJtT1xS9+MZu5fPlyqOvS\npUvZzKc//elQV2SfjewtkZ6UYntjvx97znrjjTdCuXvxiywAAAAAqmCQBQAAAEAVDLIAAAAAqIJB\nFgAAAABVMMgCAAAAoAoGWQAAAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKrQOegDAAAADt6xY8dC\nuV6vl81MTU1lM9PT06H1fu7nfi6bGY1Goa6NjY1s5sqVK6Gus2fPZjNzc3Ohrs3NzWzmzJkz2czs\n7GxovcnJyWzm5ZdfDnU9/PDDoRwPpqNHj4Zy7733XjbTNE02s7a2FlrvxIkT2Ux034h0vfvuu6Gu\nN998M5uJ7o2f+tSnspnr169nM9vb26H12u12NnP48OFQ12OPPRbK3YtfZAEAAABQBYMsAAAAAKpg\nkAUAAABAFQyyAAAAAKiCQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAqdPb7495HPy630nBQ\nrKo1GBXrSsNhuaqd7WJdW9cvFuu69f75Ij3D9bUiPSmlNBiUO+8ptYs1bW2Vew/7e3vFugaDcl1j\nzW6xrjOL5c79xHi5rqZV7vrqjO27TYa1Cx7T3VuXi3VNHV4o1rVw9HixrqVHnirWtbP5TrGu8YW5\nYl2jptw1P0oF99Rhwc/YUvtzU6YmpZSGo3LPI2nUK9cF94Hvfe97/1dKaSaXe+qp/B797W9/O5tZ\nWVkJHddv/dZvZTNf+MIXQl1vvfVWNjMMfj+Ynp7OZrrdbqgrktvY2MhmdnZ2QuuNRvm9/l/+5V9C\nXb/yK7+SzXz2s58NdVGfp59+OrRvvPrqq9muyDV3/nzsu+0bb7yRzbz88suhrjNnzmQzzz//fKjr\n9OnToVxEZN94/PHHs5l2O/a8Nhjkn6Gee+65UFev99M9Q5X5hgYAANTuv6SUFg/6IICq2Df4mfO/\nFgIAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAAAKiCQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAA\nAIAqdA76AAAAgIP32GOPhXK3b9/OZjY3N7OZ999/P7TeD37wg2ym04l9rVlYWMhmZmZmQl3j4+PZ\nzEMPPRTqWlxcLJK5ceNGaL1bt25lM03ThLqi554HU/T9X11dzWYi92fk2k0ppampqWzm/Pnzoa5T\np05lMxMTE6Guw4cPZzPdbjfUtbe3l820WvnfLk1PT4fW297ezmZ2d3dDXe12O5S7F7/IAgAAAKAK\nBlkAAAAAVMEgCwAAAIAqGGQBAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAAAACogkEWAAAAAFXo7PfH\n83/2v5dbqBkW62o1xapSu90u1tVqys0FW6NBsa7d7c0iPa3+bpGelFIaDsu9vm53sljX3u5esa5+\nv1+ua69c1/HpYlVpdqJcV7tdbo9od8ttEqX2iO7YeJGelFLqTpTrOnzybLGuzli3WNdouFasqzNZ\nbo9otcud+9Ts+xH8sYxGo3JdBT+vi/17WVPu9bULdg2H5fZmuB9cuHAhlOt28/v99HT+geOFF14I\nrbe8vJzNDAaxZ8vd3fzzbCSTUkpPP/10NnP69OlQ182bN7OZf/qnf8pmer1eaL1WK78/R59lSz7z\nUp8f/vCHodzq6mo2MzGR/3Jx/vz50HqRPeju3buhrvX19Wxmbm4u1HX16tVsJnJ/ppTSZOAZN3J/\nRve827dvZzOR15dSSpubP92Mwi+yAAAAAKiCQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAq\nGGQBAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAAAACoQuegDwAAADh4w+EwlNvd3c1mmqbJZl544YXQ\nepcvX85m2u12qGtsbCybmZubC3Vdv349m3n99ddDXTdu3Ajlck6cOBHKjY+PZzOR9/Dj5Hgw7e3t\nhXLLy8vZzMMPP5zNRPaDlFI6fPhwNnPkyJFQ1/r6ejbz1ltvhbp6vV420+/3Q12RPXs0GmUz0fOw\nvb1d5JhSSmkwGIRy9+IXWQAAAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAA\nAKiCQRYAAAAAVTDIAgAAAKAKnf3+2F9fLbdSa1isqttuF+satsvN8tqdcsfV6XWLdc1N7fs2h03f\n3SnSk1JK/b1+sa52q9x7ODExUazr7uqdYl1jrVGxrhPz5V7j1Phesa7eeLlrfnxyrFhXK5U5900z\nKNKTUkq72+X25o1bHxXrWr/1ULGu1eXzxboWTz1erKtpj5frKvhvSaNhuc/YUVOuKxW6f0ajgsfU\nNAWryny+woPozp38c1C/H3seXFxczGY6ndj9uLu7m83s7cWeb27evJnNLC8vh7oilpaWspkmuMdF\nz1dEdE0eTMPgM8hgkH8WXllZyWauX78eWm9sLP994NixY6Gu0Sj/PLOxsRHq+uij/LN3r9cLdUX2\nhG43/x0rsl/fb/wiCwAAAIAqGGQBAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAAAACogkEWAAAAAFUw\nyAIAAACgCgZZAAAAAFTBIAsAAACAKnQO+gAAAICDNxqNQrnhcJjN3Lp1K5u5ePFiaL3Tp09nM+12\nO9S1sLCQzWxsbIS6mqbJZk6cOBHqunr1ajYTeY39fj+03mAwyGZWV1dDXTs7O6EcD6bIfpBSSpOT\nk9nMzMxMNnPjxo3QepF7r9frhbqmp6ezmfn5+VBX5Hytr6+Hura2trKZyH7W6cTGQpHzdffu3VDX\n3t5eKHcvfpEFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACAKhhkAQAA\nAFAFgywAAAAAqtDZ748L8/v++WOZnZ0s1jU9N1Wsa2xirFjX9OxMsa6Z+eliXRNT3SI96//nj4r0\npJTS2tp6sa5jxw4X65qcnCjWtTA7XqxrulvuOj12pFhVmhprinV1xsrN1dvdMtd8Sin1+3tFevZ2\nNov0pJTSqL9WrCsNyh3X6s0rxbpSGhVranfLff6k1C7YVe41Nq1y92JT8t+4mjKvcTgcFOlJKaWm\nKff6Rq1hsS6oydRU/lm8G/gs3tuLfcZ2OvnvJAsLC6GuyLHPzMSe6Z977rls5q233gp1XbmS/wyd\nmMg/p66srITWu3PnTjbzzjvvhLr6/X4ox4NpMIh9RjdN/lkl0rWzsxNab3l5uVjX3NxcNrOxt7GR\nuQAAHRFJREFUsRHqevTRR7OZ9957L9QVzeUcPXo0lDtyJP9FMrqvR/ag/fhFFgAAAABVMMgCAAAA\noAoGWQAAAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAAAKhC56APAAAAOHjd\nbjeUe/zxx7OZz33uc9nMwsJCaL3Nzc1sZmJiItQ1OzubzRw/fjzUNT8/n8289tproa6lpaVs5rHH\nHstmIucqpZROnTqVzVy5ciXU9eKLL4ZyPJhef/31UO7ixYvZzJNPPpnNXL16NbRexC/90i+FcoPB\nIJvZ2NgIdUX2oMnJyVBXJHfy5Mls5syZM6H15ubmspmf/OQnoa4333wzlLsXv8gCAAAAoAoGWQAA\nAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAAAKiCQRYAAAAAVTDIAgAAAKAK\nnf3++L/8118tttD4+Hixrk5n38P+WIYFZ3klX2NTcMS4s71RpGei+9+L9KSU0q1LPy7Wtbp0uFjX\n2FivWNcnXniyWNfR8b1iXenWT4pVTU5OFutqtZpiXWlUrmo4HBbp6e+sFelJKaWJqeliXZMLJ4p1\n3fqw3H3dm5gt1tW0xop1pYKXaRoVvFBLHtd9qNXulysreNof9PPO/3wWFxdDuTfeeCOb+fDDD7OZ\nlZWV0Hqf+MQnspmrV6+Gulqt/EP2I488Eup66623spnoc8QXvvCFbOaTn/xkNvP666+H1ltYWMhm\nIucqpZS2trZCOR5M58+fD+V+8pP8d5ClpaVs5tSpU6H1ZmZmspkbN26Eui5fvpzNdLvdUNf169ez\nmcgem1JKt2/fzmampqZCXRG9Xv678p07d0JdP+2+4RdZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywA\nAAAAqmCQBQAAAEAVDLIAAAAAqIJBFgAAAABVMMgCAAAAoAqdgz4AAADg4N25cyeU+53f+Z1s5pvf\n/GY2c/r06dB6J0+ezGbOnTsX6nrppZeyme3t7VDX22+/nc2Mj4+HupaWlrKZH/7wh9nM+vp6aL3I\nsb/++uuhrgsXLoRyPJi+9KUvhXI3b97MZk6cOJHNvPbaa6H1XnnllWzmxo0boa633norm3nxxRdD\nXf1+P5v56KOPQl0bGxvZzGg0ymZmZmZC662srGQz//zP/xzq+vGPfxzK3YtfZAEAAABQBYMsAAAA\nAKpgkAUAAABAFQyyAAAAAKiCQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAqGGQBAAAAUIXO\nfn+cmj9SbKGmVW5m1mq1i3W1Cx5XaspVDVsFy9qDIjWHZyeK9KSUUnv7rWJdd9+8VqyrtXq7WNex\n554t1pWuvl6sarq3U65raqFY13Z/u1jXbrmqNDU9U6Rn1BoW6UkppfHJpWJdt258WKxr4/aNYl0z\nR8qc95RSGhXcT5uCG31T8uOnKXhco2JVaVSobNTs+7jyMcvKfCamlFLj3wN5wPzGb/xGKPfqq69m\nM3/yJ3+Szbz//vuh9Y4dO5bN/PZv/3ao69ln889nf/Znfxbq+uCDD7KZxx9/PNS1tbVVJDM2NhZa\nbzjMP5fs7u4W6+LBNRjEPldfeumlbKbb7WYzL7/8cmi9EydOZDNnz54NdfV6vWwmeu/t7OS/iz3y\nyCOhrsi9FzmnU1NTofUiovtGNHcvnsAAAAAAqIJBFgAAAABVMMgCAAAAoAoGWQAAAABUwSALAAAA\ngCoYZAEAAABQBYMsAAAAAKpgkAUAAABAFToHfQAAAMDBe/vtt0O55eXlbOaNN97IZvr9fmi9p556\nKpu5du1aqOuv//qvs5nt7e1Q15NPPpnNjI+Ph7ree++9Il137twJrRexs7MTyg2Hw2JrUp/ovnHp\n0qVs5sUXX8xmbty4EVrv+9//fjbzmc98JtT1la98JZs5duxYqOv8+fPZzPz8fKgrcu/Nzs5mMxMT\nE6H1Wq3876Ci+0F0f7nnsfxU/zUAAAAA/IwYZAEAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAAAKiC\nQRYAAAAAVTDIAgAAAKAKBlkAAAAAVMEgCwAAAIAqdPb9a9MtuFRTrGk4bBfrarfLzfJGTbnjGo2K\nVaVWZ/+3OWprbKlIT0op/fDf3ynW9Uu/MCjWNd+9W6zr3L/+W7GuJ5e2i3UtPny0WNf01KFiXXfu\nljv3o06/WFe7U2YfbLfK7Q9pYqpY1dr69WJd/a3VYl2tbrlrq9suswemlFIq+T4Oy1U1TbnP2KYp\n+blY6sOs3D4/LPj5mob+PZAHy+pqbB+fn5/PZk6ePJnNvP7666H1XnvttWzmnXdiz5Z//Md/nM18\n/etfD3X1er1s5ubNm6Gul156KZs5cuRINnPnzp3QeuPj49nM9nbs+XM4LPiBRnV2d3dDuZWVlWzm\n8OHD2cxnP/vZ0HqRa3x9fT3U9a1vfSubeeKJJ0JdkX1jY2Mj1LW2thbK5bRa5Z5n+v3Y97Do/nIv\nnsAAAAAAqIJBFgAAAABVMMgCAAAAoAoGWQAAAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKpgkAUA\nAABAFToHfQAAAMDBGw6Hodze3l4289xzz2Uz7777bmi9L37xi9nM7//+74e6vvGNb2Qz3/72t0Nd\nn//857OZ+fn5UNeNGzeymbW1tWzmiSeeCK0X6dre3g51DQaDUI4HU7/fD+VarfxvaCJ7y5e//OXQ\nepOTk9lM9Bp/5plnspm/+Iu/CHW12+1sZnFxMdS1tbWVzVy4cCGbeeyxx0LrzczMZDOR9zCllHZ3\nd0O5e/GLLAAAAACqYJAFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACA\nKhhkAQAAAFAFgywAAAAAqtDZ74+DpltsoVZTbmbWNE2xrlFqF+tqSr7GVO41tjqjIj2npmeK9KSU\n0v+9U+7aOn+z3HFdWt73lvhYeq21Yl0/d3ysWNdumcvhP7taE8W6jpx4tFhXe6rc+bp948dFekbt\nctdWd/p4sa5m93axrq3ry8W62u1esa5Ot9x12mqV2+dHqV+sazgoVlX08yeV+rwu+LnfGhV8hih4\nquB+cOfOnVDuzJkz2czCwkI287WvfS203quvvprNvP3226Guv//7v89mvvSlL4W6HnrooWzm2rVr\noa7Lly9nM5/5zGeymcEg9oEwGuUfCCOZlFI6efJkKMeD6ejRo6Hc3t5eNjM2ln+G39nZCa339NNP\nZzNLS0uhrsh+9olPfCLU9dFHH2Uzhw8fDnU9+eST2czaWv476dTUVGi9Xi//fN7pxL7zRLr24xdZ\nAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqmCQBQAAAEAVDLIAAAAAqIJBFgAAAABVMMgCAAAA\noAqdgz4AAADg4D366KOh3KVLl7KZ6enpbGZnZye03ne/+91sZjgchrqeffbZbGZvby/U9eabb2Yz\nrVbsdwO/93u/l83cvXs3m7lw4UJovchx/fzP/3yo69q1a6EcD6bLly+HcpH76saNG9nMrVu3QutF\nXL16NZTrdPJjk0gmpZQ+9alPZTM/+MEPQl3tdjubmZ2dzWZWV1dD60Vyx44dC3UdP348lLsXv8gC\nAAAAoAoGWQAAAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAAAKiCQRYAAAAA\nVegc9AEAAAD3hf8jpTR50AcBVMW+wc/cvoOsVqtdbKF2qynWVfCwUqdd7kdpJX/e1m7KtTVNmXN/\n5ImTRXpSSqn3/beKde3094p1jdoTxboWDh0q1tUe3y7WtbW2UqxrOOoW62pas8W6xsbLnftbd8pc\nX73WjSI9KaV0+aM7xbrOfuJzxboGw0G5rkG5+7rbHSvWlQruzSX/LWnYGhbrKvdpXa5tVPATdlTw\nFTYFn23gfvDEE0/8t5TSYi63tbWV7frbv/3bbGZzczN0XNeuXctmXnnllVDXk08+mc3Mzc2Fus6e\nPZvNDIex/bnVyu9z8/Pz2czLL78cWi/y/eBzn4s9I7z//vuR2P8WKqM6v/zLvxzaNy5evJjt+v73\nv5/N/Oqv/mrksNLzzz+fzYxGo1DXuXPnspnx8fFQ19raWjZz6tSpUFe7nR+MTEzkv992u7HvdNvb\n+e+kjz76aKjrk5/8ZCR2z33D/1oIAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFTB\nIAsAAACAKhhkAQAAAFAFgywAAAAAqtA56AMAAAAO3vvvvx/KnTlzJpuZmZnJZtrtdmi90WiUzSws\nLIS61tbWspnhcBjqmpiYyGYeeeSRUNfNmzezmfX19WymaZrQepHzFT0PkfeaB1erFfttzMrKSjbz\n0UcfZTM7Ozuh9XZ3d7OZEydOhLoix7W8vBzqWlxczGbGxsZCXZG98ejRo9lMdP88d+5cNrO3txfq\niu4v9+IXWQAAAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAAAKiCQRYAAAAA\nVTDIAgAAAKAKnf3+2O22iy3UFGtKqV1w/NYqeWAltQq+yKZM1+yhI0V6Ukppdn6yWNfuzm6xrsWF\n+WJdv/6/frFY16Hxu8W6PvjBXxXrWltbLtbVTJ0u1tVNY8W6dpsym8REs1ekJ6WUFh4qd64G/VGx\nrjQqdy+W1HTLXQ9lP83KaY8GxbqaYcFrotDpGhX8d7dhKvdsAw+a2dnZUG5mZiabuX79ejaztbUV\nWu/q1avZzOc+97lQ187OTjbT6/VCXXfv5p/Poq/x1q1bRTL9fj+03tTUVDbTCn4fiZxTHlwbGxuh\n3O5u/jlxeTn/3eLKlSuh9c6ePZvNRPaWlFJaX1/PZra3t0NdkXuv2+2Gui5duhTKlTIa5Z8RI+9z\nSrFzuh+/yAIAAACgCgZZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqmCQBQAAAEAVDLIAAAAA\nqIJBFgAAAABVMMgCAAAAoAqdgz4AAADg4I1Go1CuaZpsZmtrK5u5detWaL3l5eVsZnx8PNS1vb2d\nzbTb7VBXJHfz5s1Q1+rqajYzHA6zmVYr9juFSC7yPqcUOy4eXNF9Y3d3N5u5ffv2T3s4/8Pe3l42\ns7GxEeqKXOP9fj/UtbKyks3Mzc2FugaDQZHM2tpaaL3Iex29Hn7afcMvsgAAAACogkEWAAAAAFUw\nyAIAAACgCgZZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqmCQBQAAAEAVOvv9sWnKzblaqSnW\nVbJqMCpXVvJ8NSVnjIVe4/j4eJGelFI6++hSsa7LVzeKdb386qvFul587ueLdTWtYbGuUatbrOtH\nf/edYl2Dla1iXS88u1isayI9UqRn46P/KNKTUkoPPX62WFdv9lCxrrs3jxXr2li9W6xrNBgV62p3\n9v3YPDgFP39SU+58lfu8LrcHtlLB11e0Cw7eaBS7pjuBvXAwGGQz0WfLmZmZUC6iafIb0/r6eqhr\nd3c3mzlz5kyoK3IuJiYmsplerxdar9vNPw/2+/1QV/S64cFU8v0fGxvLZqL7xqFD+WfclZWVUFdE\nu90O5TY3N7OZyHmI5nZ2drKZ7e3t0HqR93o4jD2zRfeXe/GLLAAAAACqYJAFAAAAQBUMsgAAAACo\ngkEWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqtA56AMAAAAO3mg0\nCuWGw2E2MxgMspl+vx9ab2NjI5tpmibUVWq9aO7atWuhrsi5mJ+fz2amp6dD67Xb7WxmZ2cn1LW3\ntxfKQc7u7m420+12Q12HDh3KZm7evBnqitwLkWNPKaXJyclsptWK/d5ofHw8m5mZmclmrl69Glov\nsk9F943o5829+EUWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqmCQ\nBQAAAEAVDLIAAAAAqEJnvz8ORgXnXE1TrKo1KtdVUtNql+tqSnaVOV8TE+NFelJK6Vf/y0vFukaj\nxWJdhw+dKNbVDPaKdU0tlHuNz3zy1WJdTatXrOud/+evi3WNpX6xrtbiySI9qxdfL9KTUkqpv1ms\nqtc7VaxrcvGxYl13L79ZrGtvs9z5as2WuxdL7c2ljdKoWFfTlOlq0rBIz3+WDcp1lTwuuA8Mh7Fr\nOpKbnZ3NZm7evBla7+rVq9nM3l7suWtnZyebGRsbC3V1Ovt+lUoppTQaxfbBixcvZjPj4/ln8XY7\n9h0ich42g5+ft27dCuV4MEX3jci1GbnmVldXQ+uVvD8j+0uvF/te9NBDD2Uz0Xsqch9HMmtra6H1\n7t69m83cvn071PXwww+HcvfiF1kAAAAAVMEgCwAAAIAqGGQBAAAAUAWDLAAAAACqYJAFAAAAQBUM\nsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFShc9AHAAAAHLx2ux3KTUxMZDNPPfVUNrO3txda\n7+23385mVldXQ11bW1vZzPz8fKgrch5ardjvBiLHFXl/er1eaL2ZmZlspmmaUFfk2HlwXb16NZSL\n3MfvvvtuNvOP//iPofWeffbZbCZyH6SUUqeTH5vMzc2FuiKuX78eykX2l/Hx8Wzm2LFjofUie8Jw\nOAx1RY5rP36RBQAAAEAVDLIAAAAAqIJBFgAAAABVMMgCAAAAoAoGWQAAAABUwSALAAAAgCoYZAEA\nAABQBYMsAAAAAKrQ2e+PrVa5OVerKdnVFOsqWJVarXa5roLnq2mVeZFNq1ukJ6WUFo8cK9a1tTkq\n1rV+53KxrtnFpWJdTWffW/VjabfLdY0mDhXrOvOLnynW1RoOi3X1po8U6ZmcPV6kJ6WU9ra2i3X1\nR+Xu67njT5brWihz3lNKqdWeK9Y1Ghb8/OmWO/ejUblrPjWDcl2pzPkq+blf6JBSSikVPOtwX9jY\n2AjlFhcXs5lHHnkkm5mbi+3P7777bjZz5cqVUNdgkN/jDh8+HOpqt/PP/jMzM6GuiYmJbKbX62Uz\ne3t7ofUiXZHXl1JKU1NToRwPpoWFhVDu5ZdfzmY6ge88zz33XGi9iO3t2DP19PR0NjM+Ph7qWllZ\nyWb6/X6oa2trK5u5cOFCNrO0FPveGtlf1tbWQl13794N5e7FL7IAAAAAqIJBFgAAAABVMMgCAAAA\noAoGWQAAAABUwSALAAAAgCoYZAEAAABQBYMsAAAAAKpgkAUAAABAFQyyAAAAAKhC56APAAAAOHi7\nu7uh3K1bt7KZdrudzdy+fTu03pkzZ7KZRx99NNR17ty5bGZ6ejrUNTc3l81MTk6Guh5++OFsZn5+\nPptZW1sLrRc596PRKNS1ubkZyvFgapomlHvppZeymcj1++yzz4bWi3RtbW2Fup577rlsZnl5OdR1\n586dbGZjYyPUFdlnL1++nM2Mj4+H1oucr+g5XV1dDeXuxS+yAAAAAKiCQRYAAAAAVTDIAgAAAKAK\nBlkAAAAAVMEgCwAAAIAqGGQBAAAAUAWDLAAAAACqYJAFAAAAQBU6+/6x1RRbqFWyqyk3f2u1ynU1\n9+lxtZoy575pdYv0pJRSk3rFusZ7o2Jdw5mdYl17exvFutZXLxXrSq2JYlUPHZ8r1tU9+WKxrnbB\n+6fTaRfpuT0xW6QnpZR2124U65oYGxTrmpoudz3s7cwU60rDcvd1q9D1kFLZfX40KvcZW/LfuJpC\nnz8pldvnU+oXa2pSyfMOB+/pp58O5SL718xMfh9fX18PrffMM89kMy+99FKoa3FxMZvpdPb9ivQ/\nzM7mP9tHo9j+dfz48Wxmfn4+m9nZiX3mRY5rOByGunZ3d0M5Hkzj4+OhXOR+GQzyz6XvvfdeaL3H\nHnssm4nenysrK9lMrxf7fhtZc2Ii9n0t8px1+PDhbOb27duh9SLHHnkPP07uXvwiCwAAAIAqGGQB\nAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACA\nKnQO+gAAAICDd/v27VDuxIkT2czY2Fg2c+fOndB6keP6y7/8y1BX0zTZzC/8wi+EulZWVrKZra2t\nUNf4+Hg2EzlfMzMzofVGo1GRTEopbW9vh3L8z+3KlSvZTKuV/53N1atXQ+u99NJL2czGxkaoK3Kv\nnzp1KtQ1NzeXzUT3jUjX6dOns5l//dd/Da03GAyymd3d3VDX3t5eKHcvfpEFAAAAQBUMsgAAAACo\ngkEWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACAKhhkAQAAAFAFgywAAAAAqtDZ749jnYJzrla5\nrtao4HE15bqakq+xZFeh11jy9TVpVKyr1ZTr6nZninWNTzTFuppWua52q1usa2py3y3k4xmVex9T\nwWtiOBgU6env7hbpSSml6z95q1jX0qM/X6xr/uTTxbq6kyU/f6bLdaVhsaamZFe5LSKV/TeuMgc2\nGpW7f1JqF2tq/HsgD5hB8DMv8py6uLiYzRw5ciS03ocffpjNLC8vh7quXLmSzUxNTYW6Tp48mc30\n+/1Q17Vr17KZycnJIpmUUup08s9wTfDDZTgs93lGfaLX+NbWVjbTbuc/oy9evBha78KFC9lMr9cL\ndU1P558lo/fB2NhYNnPo0KFQV2QPjexnMzOx78CRfXY3+J1nZ2cnlLsXT2AAAAAAVMEgCwAAAIAq\nGGQBAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCp2DPgAAAODgNU1T\nLHf48OFs5qtf/WpovUOHDmUzf/d3fxfqWllZyWbW19dDXVeuXMlmnnzyyVDXww8/nM1MTk5mM9H3\nsKThcPgzX5P7R/T9H41G2czs7Gw2c+PGjdB6V69ezWYi+1RKKb3++uvZzKc+9alQ1/b2djYTOQ8p\npbSzs5PNXLhwIZuJvof9fj+b2d3dDXVFc/fiF1kAAAAAVMEgCwAAAIAqGGQBAAAAUAWDLAAAAACq\nYJAFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFShs98fR6Om2EKtVK6rKVdVtKwp\n2lVuxthql+lqmnaRnpRSakpeD2lYrqvkxXWfXlsllb3m79M9opCjjz9frGvh2OPFurq9sWJd7Va5\nfWtUcL8ZjopVFVXyM7bkZ0ZJo1GZkz8s+CYOBv1iXa12uesU7gfRz+JOZ9+vECmllHq9XjZz6tSp\n0Hrz8/PZzK/92q+FujY3N7OZfj+2T3z729/OZsbHx0NdZ8+eLdK1tbUVWi/yXkfe55RSunnzZijH\ng+mjjz4K5SLX5nCY/14XyaSU0n/8x39kM7Ozs6Gu8+fPZzPXr18PdUXuq9OnT4e6pqens5l33303\n1BVx+/btbOZHP/pRqKv9Uz5D3Z9PvgAAAADw/2OQBQAAAEAVDLIAAAAAqIJBFgAAAABVMMgCAAAA\noAoGWQAAAABUwSALAAAAgCoYZAEAAABQhc5BHwAAAHDwlpaWQrmFhYVsZmNjI5u5dOlSaL2rV69m\nM8PhMNQ1MzOTzfR6vVDXK6+8ks1MTk6GugaDQTYTOa5+vx9abzQaZTNN04S6vvzlL4dyPJieeuqp\nUC5yH0eu8ci9klJsT4jcByml9Pzzzxfrihx/ZJ9KKaVjx45lMzdv3sxmovd65Lh+/dd/PdQ1Pz8f\nyt2LX2QBAAAAUAWDLAAAAACqYJAFAAAAQBUMsgAAAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFTB\nIAsAAACAKnQyf3/nZ3IUAADAQXs9pTR30AcBVMW+wc9cMxqNDvoYAAAAACDL/1oIAAAAQBUMsgAA\nAACogkEWAAAAAFUwyAIAAACgCgZZAAAAAFTBIAsAAACAKvy/tJRgpgDVSekAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAAKdCAYAAAA3NkAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAAKdCAYAAAA3NkAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nylIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for layer_out,name in zip(intermediate_outputs,intermediate_layer_names):\n", " plt.figure(figsize=(20,10))\n", " plt.suptitle(\"Original Input and \" + name + \" Filters Output - trained network\", size=30)\n", "\n", " plt.subplot2grid((4,layer_out.shape[1]/4+3), (0, 0), colspan=3, rowspan=4)\n", " plt.imshow(numpy.rollaxis(input_image, 0,3), interpolation='none')\n", " plt.gca().axis('off')\n", " plt.xticks([],[]) # avoids white spaces\n", " plt.yticks([],[]) # avoids white spaces\n", " plt.title(\"Original Input\")\n", " index = numpy.arange(layer_out.shape[1]).reshape(4,layer_out.shape[1]/4)\n", " for ri in range(4):\n", " for ci in range(layer_out.shape[1]/4):\n", " plt.subplot2grid((4,layer_out.shape[1]/4+3), (ri, 3+ci))\n", " plt.imshow(layer_out.reshape(layer_out.shape[1],layer_out.shape[2],layer_out.shape[3])[index[ri,ci]],\n", " interpolation='none', cmap='gray')\n", " plt.gca().axis('off')\n", " plt.xticks([],[]) # avoids white spaces\n", " plt.yticks([],[]) # avoids white spaces\n", " plt.tight_layout(pad=5, h_pad=0, w_pad=1, rect=None)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 189, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# https://keras.io/getting-started/faq/#how-can-i-obtain-the-output-of-an-intermediate-layer\n", "\n", "intermediate_layer_names = ['ConvLayer1','ConvLayer1Activation','PoolingLayer1',\n", " 'ConvLayer2','ConvLayer2Activation','PoolingLayer2']\n", "\n", "intermediate_objects = []\n", "\n", "for layer_name in intermediate_layer_names:\n", " intermediate_objects.append(Model(input=model.input, output=model.get_layer(layer_name).output))\n", " \n", "idx = 2\n", "input_image = testData[idx]\n", "# The method \"predict\" would like to receive a list of images, \n", "# therefore we reshape our image to look like a list of images ;)\n", "\n", "intermediate_outputs = []\n", "for layer_object in intermediate_objects:\n", " intermediate_outputs.append(layer_object.predict(input_image.reshape(1,\n", " input_image.shape[0],\n", " input_image.shape[1],\n", " input_image.shape[2])))" ] }, { "cell_type": "code", "execution_count": 190, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nD6UhhBBCCCGEEEIIIYSl5/8Ds5kcsPFF7hMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABUoAAAKICAYAAACmOMClAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAUHg2SgEAAACAwrNRCgAAAAAU3v8FlICRqnUyULwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAAKdCAYAAAA3NkAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACgCgZZAAAAAFTBIAsAAACAKvy/Jnd0SNRRoxMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAAKdCAYAAAA3NkAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noMgCAAAAoAiKLAAAAACK8H8BvbXv2YjW4nMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAAKdCAYAAAA3NkAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for layer_out,name in zip(intermediate_outputs,intermediate_layer_names):\n", " plt.figure(figsize=(20,10))\n", " plt.suptitle(\"Original Input and \" + name + \" Filters Output - trained network\", size=30)\n", "\n", " plt.subplot2grid((4,layer_out.shape[1]/4+3), (0, 0), colspan=3, rowspan=4)\n", " plt.imshow(numpy.rollaxis(input_image, 0,3), interpolation='none')\n", " plt.gca().axis('off')\n", " plt.xticks([],[]) # avoids white spaces\n", " plt.yticks([],[]) # avoids white spaces\n", " plt.title(\"Original Input\")\n", " index = numpy.arange(layer_out.shape[1]).reshape(4,layer_out.shape[1]/4)\n", " for ri in range(4):\n", " for ci in range(layer_out.shape[1]/4):\n", " plt.subplot2grid((4,layer_out.shape[1]/4+3), (ri, 3+ci))\n", " plt.imshow(layer_out.reshape(layer_out.shape[1],layer_out.shape[2],layer_out.shape[3])[index[ri,ci]],\n", " interpolation='none', cmap='gray')\n", " plt.gca().axis('off')\n", " plt.xticks([],[]) # avoids white spaces\n", " plt.yticks([],[]) # avoids white spaces\n", " plt.tight_layout(pad=5, h_pad=0, w_pad=1, rect=None)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Testing the weights to check what Keras is doing" ] }, { "cell_type": "code", "execution_count": 191, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "layer_name = 'ConvLayer1'\n", "weights_conv1 = numpy.copy(model.get_layer(layer_name).get_weights()[0]) # weights\n", "bias_conv1 = numpy.copy(model.get_layer(layer_name).get_weights()[1]) # bias\n", "\n", "layer_name = 'ConvLayer2'\n", "weights_conv2 = numpy.copy(model.get_layer(layer_name).get_weights()[0]) # weights\n", "bias_conv2 = numpy.copy(model.get_layer(layer_name).get_weights()[1]) # bias" ] }, { "cell_type": "code", "execution_count": 229, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOYAAAAUBAMAAABrHlyaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nFb6zjRlVzuf41jn8d+tLX6LbYlH53+QPxIitH7K54sIAAAAASUVORK5CYII=\n", "text/plain": [ "((8, 32, 3, 3), (8,))" ] }, "execution_count": 229, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weights_conv2.shape,bias_conv2.shape" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Convolution" ] }, { "cell_type": "code", "execution_count": 192, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "idx = 1\n", "input_image = testData[idx]\n", "\n", "result = []\n", "\n", "for i in range(3):\n", " result.append(convolve2d(input_image[i],\n", " weights_conv1[0][i],\n", " mode='same',\n", " boundary='fill'))\n", "result = numpy.array(result)" ] }, { "cell_type": "code", "execution_count": 230, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAHsAAAAUBAMAAABfS1/DAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nAElFTkSuQmCC\n", "text/plain": [ "(3, 32, 32)" ] }, "execution_count": 230, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.shape" ] }, { "cell_type": "code", "execution_count": 193, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "final_img_weights = result.sum(axis=0)+bias_conv1[0]\n", "final_img_convlayer = ConvLayer1_out_output.reshape(32,32,32)[0]" ] }, { "cell_type": "code", "execution_count": 231, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAN0AAAAUBAMAAAD7DSVVAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nAAAASUVORK5CYII=\n", "text/plain": [ "((32, 32), (32, 32))" ] }, "execution_count": 231, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final_img_weights.shape, final_img_convlayer.shape" ] }, { "cell_type": "code", "execution_count": 195, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(0.66245410693421325, -1.9792279362021121, -0.10236336, -0.67213947)" ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final_img_weights.max(),final_img_weights.min(),final_img_convlayer.max(),final_img_convlayer.min()" ] }, { "cell_type": "code", "execution_count": 196, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAEpCAYAAACOdxaJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#\n", "# The figures below show Keras is really doing a convolution and not a cross-correlation\n", "#\n", "plt.figure(figsize=(10,10))\n", "plt.subplot(121)\n", "plt.imshow(final_img_weights,interpolation='none',cmap='gray')\n", "plt.title(\"First Layer Output using its weights\")\n", "\n", "plt.subplot(122)\n", "plt.imshow(final_img_convlayer,interpolation='none',cmap='gray')\n", "plt.title(\"First Layer Output using predict\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Cross-Correlation" ] }, { "cell_type": "code", "execution_count": 197, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# http://stackoverflow.com/questions/20077378/python-scipy-convolve2d-seems-incorrect\n", "from scipy.ndimage import correlate\n", "from scipy.signal import correlate2d" ] }, { "cell_type": "code", "execution_count": 198, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(array([[ 1.44997299e-01, 9.15070414e-05, -9.17081535e-02],\n", " [ -4.39581573e-01, -2.04413056e-01, -1.77449137e-01],\n", " [ -8.15098509e-02, -2.30662182e-01, -3.47554535e-02]], dtype=float32),\n", " array([[ -9.17081535e-02, 9.15070414e-05, 1.44997299e-01],\n", " [ -1.77449137e-01, -2.04413056e-01, -4.39581573e-01],\n", " [ -3.47554535e-02, -2.30662182e-01, -8.15098509e-02]], dtype=float32))" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weights_conv1[0][0], numpy.fliplr(weights_conv1[0][0])" ] }, { "cell_type": "code", "execution_count": 199, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "idx = 1\n", "input_image = testData[idx]\n", "\n", "result = []\n", "\n", "for i in range(3):\n", " result.append(correlate2d(input_image[i],\n", " weights_conv1[0][i], mode='same'))\n", "result = numpy.array(result)" ] }, { "cell_type": "code", "execution_count": 200, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "final_img_weights = result.sum(axis=0)+bias_conv1[0]\n", "final_img_convlayer = ConvLayer1_out_output.reshape(32,32,32)[0]" ] }, { "cell_type": "code", "execution_count": 201, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(0.57107687212193536, -1.4179187430726254, -0.10236336, -0.67213947)" ] }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final_img_weights.max(),final_img_weights.min(),final_img_convlayer.max(),final_img_convlayer.min()" ] }, { "cell_type": "code", "execution_count": 202, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAEpCAYAAACOdxaJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XucXWV97/HvLyGZmcxkcr+RBBITjApiqBgUyCkCivZU\nsFq1tbWCPVY91nqO55wq9kKrp6I9lpbTqod6QcQbSIvA6yWNyEW5XzSBYCSSQO6ZyW0mk0lCLvCc\nP9aaYc8w+/mtmWffJvm8X6+8MrN/e6397HX57WffvmMhBAEAACBuTL0HAAAAMBowaQIAACiASRMA\nAEABTJoAAAAKYNIEAABQAJMmAACAAo6ZSZOZzTezHjOzeo8F1WFmXzGzv6jCehvq2DGzy83sXwte\n9wozu77aY0JjabRjFpVXrX5XC2b2rJmdn/9cuJ+NBqNu0mRmG8zsQN4w9uX/zw4hbA4htIcRBE+Z\n2fvN7F7nOneb2QdGPvLqMLNJ+cm13cx6zexxM7t0GMv/ppltruB4Krq+UiGEj4QQ/q4K6x1w7NR7\nX4cQrgwh/MlwFilXKG1eGH3odwPR70afov3MzK41s8/UYkwpTqj3AEYgSPrPIYS7h7OQmVmkwZgi\nDzyNwMzGhhCeH3TZOEl3SuqQdJakrZIulHSdmU0OIfxTkVWrsve94bclMIrQ7168jH5XB0Pti+Na\nCGFU/ZP0rKTzh7j8ZEkvSBqT/363pP8t6T5J+yW9TNKlktZL6sn//31Jr5B0UNIRSfsk7Slzu3dL\n+kCZ2o2StkvqknSPpFfll5+p7AQfU3Ldd0pa2feihqRPSVonaaek70uaPOj+fEDSRkn3DHG7f5yv\nv3nQ5e/O70tb/vsLkl5WUr9W0mckTZB0QNLR/Po9kmZLukLSD/Lx9Eh6TNLpJcsPa33etpT0fkn3\nlvz+j5I6JXVLWlWyPa+V9Jn859+UtFnSJ/LrbpV0ack6pkq6TdJeSQ9L+mzpbZQ7dvJj5mh+P3ok\n/d/YmAat5zxJT5T8/hNJD5f8fq+ki/Of50i6SdIOZcfix0qud4Wk60t+/yNJG/Jj5C9Vcg7k171B\n0nX5eFdL+o289i1Jzys7/nsk/U9JTZK+LWmXsuP1YUkz6n1e82/of6Lfld4u/a6y/e6D+Xq2SvpE\nSb1ve1yfj+kDsX2XL/M+vdijPq2X9qjSfnaupPvz42ejsv72QUmHJT2Xb8db6n3ulfs36t6ecwye\n8f+hpP8iaaKyB4mrJV0UQmiXdLakVSGEpyR9WNKDIYSJIYSpI7jdH0laJGmmpF9I+o4khRAey2/3\nTSXX/QNlD3CS9HFJF0taLulEZQfRlwet+z8pa3QXDXG7F0q6PYTw3KDL/01Ss6Q35L8P+UwohHBA\n0lslbcvve3sIoSMvX6zswXiKpO9J+qGZjU1Yn6fvrbE3KzupFocQJkt6j6TdZZaZrWzfnqhsP3/J\nzCbltS8ra2QzlT14vL/cuEtvP4Twl8omN3+aj//PhjGmByUtMrOp+bY6VdJcM2s1s2ZJr5X0s/xz\nKLdJWqls8nSBpI+bWelx0rc9XiXpS8oe8OZImpTf31Jvk/TdvHZbfn2FEP5I0iZJv53fly/m22Gi\npLnKGu2HlT2IYvSh32Xod8Pvd1L2JG+Rsm39qUFv418s6cZ8TN9RZN/lPerLyvb1iZKmKesvQ93f\nk5QdP1dLmi5pqbLj8qv57fx9vh0vccZeN6N10vRDM9uT//v3yPW+GUJ4KoTwgrJnA89LerWZNYcQ\nOkMIv6rEYEII3wwhHAghHFH2DOQ1ZjYxL39L2SxcZjZV2QH63bz2J5L+IoSwvWTZ3zWzvv0SJF0R\nQjgYQjg0xE1PV/aMb/B4nlfWvKbnF43kw6I/DyHcnK/rKmVN6fUJ6yvqiLLG8Kr8LYa1IYTOMtc9\nLOmzIYTnQwi3S+qVtCTffu+Q9NchhEP5fr6uzDoqNqZ8Hz2mrPGfKekJZc/8z1G27X4dQuiWtEzS\n9BDC3+Vj3yDpa5J+b4jbfqekW0MID4YQjkr66yGuc18IYUXInsZdL+n0QfXS/XVEWVN7ecisDCH0\nFtwOqA/6XYZ+V9l+9zchhOdCCE8qe1Xr90tqD4YQbpP6+1ps371T0m0hhPvz2l+p/ITtvZLuCCHc\nmN+PrhDCEwXG2jBG66TpkhDC1PzfOyLX6/+AXv6s4D2SPiJpu5ndZmZLUgdiZmPM7PNmts7MupW9\nLBn04gn8bUm/bWYTlL2M/LMQwo68drKkm/saoqQ1yk6iWSU3sSVy87uUvfoweExj89vfmXDXSrdd\nyMcx+BWOigvZZzf+RdmrJR1m9v/MrK3M1XfnDxB9DkhqkzRD0lgN3HYj/rDmMMf0M0lvVDZxuif/\nd56yl9d/ml/nJGWvQPU9EHZJulzZs8TBTtTAfXFQL30mWvrs9oCk5pIHosG+JWmFpO+b2Zb82B1b\n5rpoDPS7DP2ucv2u7z722aiB93fw8rF9N7hHHVD5V8vmK3ureNQarZOmojP/AbPdEMIdIYQ3K3uZ\nc62kfx3qesP0XmVvj5yfv5S5IB+f5be5TdnbNu9Q9vJ56dfDN0l6a0lDnBJCaA0hlD6bio3tJ5Le\namYtgy7/XWXvDT+U/35A2fvvfWYXWP/8vh/yt5PmKXvve6TrK7U/srxCCP8SQjhT2dtbSyT9rwLr\nLLVT2TPteSWXzS9z3aG85D4MY0w/VTZJWp7//DNlE6b/pBcnTZslPTNov08KIbxtiPVtL70f+b6e\nNtL7kj+7+2wI4VRlb9m8TdlnCtC46HcZ+t3QRtLvbNB1TpK0rXRYg64f23fbNXD7TVD5HrVZ0uIy\ntZTjsmZG66SpnLLNxcxmmtnb8h16RNlLm33fCOiUNC//dkbMODNrKvl3grKXVg9J6jKzVklX6qU7\n/3pJfy7pNEk3l1x+jaTP5e/zysxmmNnFRe5PyXq3SPqBmZ1sZieY2UXK3i++ouRtl5WS3ps/S3yL\nsgfxPp2SpplZ+6B1v9bM3p4/i/vvyprSwwnrK7VK0jvMrMXMFiv7gKfybXCmmS3Lt+3B/HaH9c2N\n/NnYv0v6m/w2XiF/YlC6rTuVfZB2JGN6QFnjWybpkRDCGmXP0s5SNoGSpEck9ZjZn5tZs5mNNbNT\nzezMIdZ3k6S3mdnr8+Pzb537Mfi+dAy6L+eZ2Wn5K1G9ys4FvhkzOtHv6Hcj7XeS9Ff59U+VdJmy\nD3eXE9t3Nyl7dfHs/Jj6jMrvy+9IusDMfjfve1PN7DV5bUDfbVSjcdLkfpi3zPXGSPofyp497FL2\nzP+/5rW7JP1S2cujO1Tel5U96+j79w1l7x1vytf7pLIHzcFuVvbA+e/52yt9rpZ0i6Qfm9nefNll\nkfswQAjhsLIPR25WdoLvlfRFSZeHEK4quep/U/Yhvi5l71vfXLKOtco++PhM/tJr37OgW5S9vN+l\n7AN+vxNe/NrpSNZX6h+VNfIOZe+lf7uk1i7pq5L2KHvpf1d+n4oo3V4fkzRZ2bOg65R9rmKoz0kM\ntezVkt5lZrvN7J+GM6b8pemfS3oy/wySlD3z3hBC2JVf5wVlz9aX5uvbka//JY03n3R9TNmHVLcp\n28c7hnFfPq+sOe4xs08oe5Z7U76eXyr7Zs+3X7oKNAj6XV+RfveSTVLy83D7nZS98r1O0h3KPoB9\nZ+S6Zfdd3qM+qmw7bFP21tyQb7OGEDZL+i1l3+Tdo2xC2vcZzK9LOtX8z+7VlWVv36LazGydpD8J\nIdxV77F4zOwKSYtC9u2rY4KZfV7SrBDCZfUeS4r82X23sm/bbKz3eICh0O/qK9bvzOxkSc9IGjfo\nM1IoYDS+0jTqmNk7Jb0wGhrIscLMlpjZq/Oflyl7Sbxhn73EmNlv5y+jt0r6B2VZUEyY0JDod7U3\ngn7Hn98ZodGYCD6qmNndkl6p7EORqJ2Jkr5nZnOUvZ31f/q+QjsKXaIXP1D7mIaOJgDqjn5XN8Pt\nd7zFNEK8PQcAAFBA0ttzZvYWM3vKzH5tZp+s1KAAoBboYQCGY8SvNOVfWf61sj8BsU3So5J+L2Qx\n/aXX46Us4DgUQmjoz00U6WH0L+D4VK5/pXymaZmkp/s+kGpm31f22YunBl/xC1/4Qv/Pd9xxh970\nphf/NNFVV101+OoDvPBC/MP9Xn3fvn3R+uHDh8vW3vOe90SXbWsrF9ya+cEPfhCtT50a/7NPl1wy\n8M/vPPTQQ3r961/f//vcuYP/vM9AZvHHrPHjx0fr48bFY1xOOGHg4XPrrbfq4otfjF3ZunXr4EUG\nWL8+Hgy7f//+aD1m0qRJA35fuXKlzjjjjP7fvScLhw7Fv607dmw8RNvb9mPGDHyRd9WqVVq6dGnh\n9Xv1wfsmtf7ggw/qDW94Q//vsfPqvPPO0/ve977o+htEoR72qU99qv/ne++9V8uXL+//fcWKFdEb\neP75eOSOV588eXK0XtoPJOmBBx7Q2Wef3f+712MOHDgQrXvnwSmnnBKtv/a1rx3w+zXXXKMPfehD\n/b/PmfOSgO9+qeeA99jQ0THwz8R95Stf0Uc+8pH+37dt2zZ4kQE6O8v9tZNi2ttj0U4v7VE33HDD\ngMek2GPXUMsPNrgHDRbrYYNrN954o9797nf3/57af7zHHu+xa/D6r732Wl122YtfJFyypHw4vplp\n1qxZZespb8/N1cCo9S166R/pA4BGRQ8DMCwpk6ahpqG8lA1gtKCHARiWlLfntij7ezV95mng367p\nd8cdd/T/3NzcnHCTx7d58+b5V6qj2Eue9TZ79lBBvY2j0cfnHXvbt2/X9u3ZnxDbs2dPLYZUCYV6\n2L333tv/c1NTU/VHlWD+/OH8icXaG/x2XSM588yh/opR4zj11FPrPYSyGnlskgZ89GEo999/vx54\nIAu39z5akTJpelTS4jxddLuy7JjfH+qKpZ9hwsgxaRq52GcnGkGjT5q8B+M5c+b0b+PzzjtPN998\nc/T6DaJQDyv9DFOja/RJUyNPTF73utfVewhRp512Wr2HUFajT5pKP886lHPOOUfnnHOOpGzS9MUv\nlv9LNiOeNIUQnjezP5X0Y2Vv8309hPCrka4PAGqJHgZguJISwUMI/6HsL7oDwKhDDwMwHDX5Myof\n/vCHy9Ze+cpXVvW2va+tP/7442VrM2fOjC7rveTnvV21adOmaN17yfPEE0+M1r2v3HpfOfW+Fjr4\na/2DvepVr4rWve3X09MTrT/33HNla9770t7XdY8ePRqtT5gwIVr3tp33dWnvK7fevkv5OnGReuzr\n1ieddFLZ2mi0cOHCsrWWlpbost5x5NWPHDkSrXtfi/d6gPcZLS9yYPfu3dG613+9yIUY7xj1pEau\npPL2rddjvLq3771IglgchXdcpP6lkeFGtgxXymMHf7AXAACgACZNAAAABTBpAgAAKIBJEwAAQAFM\nmgAAAApg0gQAAFAAkyYAAIACapLTFMts8PIcvMwEL4vCy8OJZV3s3bs3uuzBgwej9dbW1mjdy+mo\ndhaGt7xX97a9J5aVIUn79u2L1ru7u8vWvBym3t7eaN077trb26P1KVOmROteBoy3/tR9V81jJ3Xd\njSaWJeTlDKVm5XjniPd3/tra2qJ1L0/M440vlvUjxbdfau9PzfrxMrimT58erXs9yONlXHmPH96x\n5fWg2O17x42XP5aaM+et39v3KccdrzQBAAAUwKQJAACgACZNAAAABTBpAgAAKIBJEwAAQAFMmgAA\nAApg0gQAAFBATXKaYlKzflJznpqbm0d8215WxcSJE0e8bik9pyl123i8jBYvp8TLYdq9e3e0vnHj\nxrI1L7/GG7t3XMycOTNa9/J7vIyX1H1X7Qyv2P071nKaYvfH28/1ro8fPz5a945zrwd59ZScJi+r\nx3vs8PpzahZaT09PtO71r+3bt0frXV1d0frkyZOjdS8n0MvwiuU4eb09NSPLWz51/bFjh5wmAACA\nCmDSBAAAUACTJgAAgAKYNAEAABTApAkAAKAAJk0AAAAFMGkCAAAooOFzmqqdNRTLovAyTiZNmhSt\nezkeXpbEkSNHovVq5+F4+8bLWdqxY0e03tHRkbT+/fv3j6gmSUePHk267QkTJkTre/fuTVrey2Cp\ndo5TSk5TavZao4ndV+848uqpvJyllpaWaN3LMvKOIy+vx8tDi/W4sWPHRpf1jjOvv3q8HrBt27ak\nemqWnPf44C3v9chYD/KOC++48s6L1Bwmb9vEzmlymgAAACqASRMAAEABTJoAAAAKYNIEAABQAJMm\nAACAApg0AQAAFJAUOWBmGyTtlfSCpCMhhGWVGBQA1AI9DMBwpOY0vSDpvBBCV+xKKVlKqXkyXpZH\nLK9h9+7d0WUPHjwYrXs5T01NTdG6l2Xh3bfUDKvYtpH8jBYvh2ndunXRurd9YhlbXoaWN3YvY8vL\nkGltbY3WPd6293JKvDo5Tf3cHha7P6nnaOq28rJ4vOPcO85S83ZSsoa8/unx7vvOnTuT6qnb3tv3\nBw4ciNZTc/q8x69Yllys90rSoUOHRjSmWolte7e3Jt62VWAdAFAv9DAAhaU2iyBphZk9amYfrMSA\nAKCG6GEACkt9e+7sEEKHmc2QdIeZ/SqEcF8lBgYANUAPA1BY0qQphNCR/7/TzG6WtEzSSxrOlVde\n2f/zueeeq+XLl6fcLIAGs27dOq1fv16S9Pjjj9d5NMUV6WG33357/8+LFy/WKaecUtMxAqiuRx55\nRI888oikAn9Xb6Q3YmYTJI0JIfSaWaukN0v626Gue/nll4/0ZgCMAosXL9bixYslSa95zWt0/fXX\n13lEvqI97K1vfWvNxwagdpYtW6Zly7Ivzo4ZM0Zf+tKXyl435ZWmWZJuNrOQr+c7IYQfJ6wPAGqJ\nHgZgWEY8aQohPCtpaQXHAgA1Qw8DMFypHwRPlpollJpVEctk2LdvX3RZr56a05SapeNlCXnb3lu/\nN/6pU6cmLe9tv1jWhpeR4mlubo7WvbF7OVHt7e3Rekq+WBHe+lOOvdRzcjRJzWFKPcd7e3ujde88\n8DJpvDye1ByoWN0bm8frb7GMKMnfd97yqVlr3vq9jKz9+/dH614Pim0/b9t4Y/Mem1J52za2b7xz\njnwSAACAApg0AQAAFMCkCQAAoAAmTQAAAAUwaQIAACiASRMAAEABTJoAAAAKqHtOk6eeOU4zZsyI\n1ltaWqJ1L6fDu2+p9RNOiO9eN4/CybrwsjomT54crXtZRp7W1tayNS8/5sCBA9G6lyMyYcKEaN3L\nmGpra4vWvX3rHVvevkkVW/+xltOUkkmVWvek5oV55+iOHTuidS+PxzsOY8d5au/3zmGvv3m3P336\n9Gjd6zE9PT3Rupez5G17L2PLG7/3+JEi9bHR27fV7I+80gQAAFAAkyYAAIACmDQBAAAUwKQJAACg\nACZNAAAABTBpAgAAKIBJEwAAQAF1z2mqdo5JyvJejsXMmTOj9a1bt0brR44cida9rInUupd1kZpz\n4nn5y18erXsZMbGsjYkTJ0aX3bdv34jXLfkZJqk5IqkZMh5v+dR9eyyJ7atq9y9vP0yZMiVab29v\nT1q/lwXkHccpPc7bdt455p2jU6dOjdYPHjwYrXv3bfbs2dH67t27o/V68/ZtNXnHZWoOEzlNAAAA\nVcakCQAAoAAmTQAAAAUwaQIAACiASRMAAEABTJoAAAAKqEnkQOyro9WOFPC+Wrh///6yNe9rjc89\n91y0nvq1bu++eeNL/Tp06tfava/sevtm8uTJI17e+zqwV/ciCVK3fcpXXqX0SILUfXs8iW2r1HMs\n9RxM/Wp1arREPb/67UmN9fAiCbw4Bq//TZo0KanuRbJ4j0+HDx+O1mP3z9t2XhyEJ3Ve4B1XKXMS\nXmkCAAAogEkTAABAAUyaAAAACmDSBAAAUACTJgAAgAKYNAEAABTgTprM7Otm1mlmT5RcNsXMfmxm\na81shZnFvxsJAHVCDwNQKUVymq6V9M+SvlVy2ack/SSE8Pdm9klJl+eX1VxqDkosy6O7uzu6rJeD\nccIJ8c2bmmWRkkUh+VlF3vq9++dleezcuTNaj2VoSdK0adPK1saNGxdd1tv2bW1t0fr48eOj9dSc\npNQcptT8HU/s9hswA6pqPSz1HEzNYvOygLwe5WUNpfLGH8sK8nKEvP6Teg6m5jB5/bW5uTlab2lp\nSVq/Nz5P7Nisdn9rZO7IQwj3SeoadPElkq7Lf75O0tsrPC4AqAh6GIBKGel0b2YIoVOSQggdkmZU\nbkgAUHX0MADDNnpfIwMAAKihkf7tuU4zmxVC6DSz2ZKifwTnyiuv7P/53HPP1fLly0d4swAa0fr1\n67V+/XpJ0hNPPOFcuyEU7mErVqzo/3nRokVavHhxLcYHoEYee+wxPfbYY5L8z2MVnTRZ/q/PrZIu\nlfQFSe+XdEts4csvv7zgzQAYjRYtWqRFixZJkpYuXapvf/vbdR7RS4y4h1100UVVHRiA+jrzzDN1\n5plnSso+pH7NNdeUvW6RyIHvSnpA0svNbJOZXSbp85LeZGZrJV2Y/w4ADYceBqBS3FeaQgjvLVO6\nsMJjAYCKo4cBqJSRfqZp1PDen4zl+ezduze67IEDB6L11BwRL8PFyxHxlk+9fS9HxVvey7jZs2dP\ntB7bd7NmzYou6+1b775NmhTPQmxqaorWU7OMUnOcUuuxnKvRnMEylNhxmprDlJrz5GXxeD3q0KFD\n0bonJYdJStu23rbzeFlrXsZVV9fgFIuBvJw/b9t4Jk6cGK1XMwuu2v0l9bHJk3Lfjq3uBgAAUCVM\nmgAAAApg0gQAAFAAkyYAAIACmDQBAAAUwKQJAACgACZNAAAABdQ9pyk15yQ1ryGW9eOt28vxaGlp\nGdGY+ng5T17OSGoWhpeD0tPTE617OSVeRsy+fftGXG9ra4su6+UseRkssZyiIvXUnCZPasaXl78T\n23dHjhyJLjvaxLZltfuXdw56PcjLcfKWT+2v3nmQkulV7Yyr3bt3R+vbt2+P1r2cOe8c88bvZcF5\njz/Nzc3RejWlHlcp/UmK55d5xySvNAEAABTApAkAAKAAJk0AAAAFMGkCAAAogEkTAABAAUyaAAAA\nCmDSBAAAUEDdc5rqLZbT5GWMeDkhXpaEp9GzgLwcpc7Ozmjd237Tpk0b8fqfffbZ6LKx/S75GVkp\n+TJSej7P4cOHo3UvhymWUyJJvb290fq2bdvK1hYsWBBd9niSup9T87a8zCzvOPJu3+tB1TyPUnPm\ndu3aFa1754C3bb2cOi/nzsvQ8u6/t2+8HhjLcfIyAr3b9o6r1OPWu/3YtnWzxaJVAAAASGLSBAAA\nUAiTJgAAgAKYNAEAABTApAkAAKAAJk0AAAAFMGkCAAAo4JjPaUrJGUnNAfFUe3nvvnv3z8uAOXjw\nYLS+f//+aL2pqSlab2lpidbnzp1btuZtm1jOkCS1trYm1VPzbQ4dOhStexku3vJeDoq37zs6OsrW\nvPyZ44l3HHi8c7TaeV+e1Lyy2P3z7ruXM+T1p71790brXg5dtc9x7zzytn0sZ0ny+2vs2PG2jdef\nvH3jLe9te+/YmDRpUtmamy0WrQIAAEASkyYAAIBCmDQBAAAUwKQJAACgACZNAAAABTBpAgAAKMCd\nNJnZ182s08yeKLnsCjPbYma/yP+9pbrDBICRoYcBqJQiOU3XSvpnSd8adPlVIYSritxILE9i/Pjx\n0WW9PAav/vzzz0frU6dOHfGyXs6Fl6ORmqPk1T1ehktvb2+03t3dHa17OSSp+27atGlla95x9cwz\nz0TrXV1d0bo3di+HxKt7992Temx5y2/evLls7YwzzoguWwdJPWzKlClla7GssCK8/eAdx7NmzYrW\nX/GKV0TrXpbQrl27onVv/N76Y/fPy3Hz8nS8HCavnpoV5OUkpeZMHThwIFr3spRScgJT+1e1Mwa9\nx9558+aVrXn7xX2lKYRwn6ShHkHSHrEBoAboYQAqJeUzTR81s1Vm9jUzKx+vCQCNiR4GYFhGOmn6\nsqRFIYSlkjokFXqbDgAaBD0MwLCN6G/PhRB2lvz6VUm3xa7/uc99rv/n5cuXa/ny5SO5WQANav/+\n/f1/a/Cuu+6q82h8w+lht956a//PS5Ys0ZIlS6o4MgC19vTTT2vdunWS/M9DFZ00mUre/zez2SGE\nvr/Y+Q5JT8YW/vSnP13wZgCMRq2trf1/xPj888/XPffcU98BvdSIe9jFF19c5aEBqKdTTjlFp5xy\niqTsg+A/+tGPyl7XnTSZ2XclnSdpmpltknSFpDea2VJJL0jaIOlDyaMGgCqghwGoFHfSFEJ47xAX\nX1uFsQBAxdHDAFTKiD7TNFxtbW1la4sWLYoum5p1lJIX4eVgTJ48OVrv7Owc8W1L6RkuXkZK32dQ\nyunp6UlaPjVjy8tJifEyUrz6nj17onUvoyr1uPWyQryMmmqfN7Hb9257tDnrrLPK1rztlJql5mUV\n9b0lWo6XJbdly5Zo3TsPvB7jHaex++f1N6//eDlMR44cida9/uwtn3qOeTl5W7dujda9x6fY47IU\nH//hw4ejy3o9IPW88HjrP3r06IiXPba6GwAAQJUwaQIAACiASRMAAEABTJoAAAAKYNIEAABQAJMm\nAACAApg0AQAAFFCTnKZY3s6MGTOiy8byFCQ/K8PLWtq5c+eIalJ6Fo7Hyyny1u/ljHg5TF7dyxnx\n9o2X4XLo0KFo3RtfjLftFi5cGK17OUrevvMyaLzxeVkiqXXv2I7l8xxrOU2nnXZa2ZqXpeP1L6/u\nnQPeOZia5eb1EG/5lOPY2zb79u2L1r3e723b1LrX/7ysIy+Da+7cudG6t/08sfF5983rAdXuEV5/\nix3X3jF/bHU3AACAKmHSBAAAUACTJgAAgAKYNAEAABTApAkAAKAAJk0AAAAFMGkCAAAooCY5TQ88\n8EDZ2tq1a6PLelkYqTknsSyPPXv2RJc966yzonUvRyM1p8jLKfEyUrz7193dHa2nbFvJv/9ePZZj\n4uV/zZ49O1r38me8fBxv23j3LZW371NzVI6nnKaurq6yNS+nyTsHDh48GK3v378/afmmpqZo3cui\nS836SckQo6qBAAAU/klEQVTZi213Sdq1a1e07uW4edvWG7uXBTRhwoRoffr06dG612O8HuUdG14e\nUSynyesvqRmCqbweFNu23nY9trobAABAlTBpAgAAKIBJEwAAQAFMmgAAAApg0gQAAFAAkyYAAIAC\nmDQBAAAUUJOcpk2bNpWtPfLII9FlvRyUWM6HJD333HPRekpO07hx46J1Lwto6tSp0bp3372Mld27\nd0frXoaMl2OSmiPi8bZvbN9v2bIluqyXE+LVvQwXN+vDyRFJzUHx9k2q2O17YxttYllyt99+e3RZ\n7xxKPQe9LJ4FCxZE616eWUtLS7Tu5Y15x2FHR0fZ2t69e6PLev3Ru23vscPj9SfvPEjNgfLqsRw7\nKa2HpPYnT2rWm9d/Y/3d6/280gQAAFAAkyYAAIACmDQBAAAUwKQJAACgACZNAAAABTBpAgAAKMCd\nNJnZPDO7y8zWmNlqM/uz/PIpZvZjM1trZivMbFL1hwsAxdG/AFRSkZymo5I+EUJYZWZtkn5uZj+W\ndJmkn4QQ/t7MPinpckmfGmoFXV1dZVe+atWq6I17eQteVoZXj2VdTJgwIbqslwHl1efOnRutezlL\n27Zti9Y3btwYrXvbxuPlhHgZLl4ehrf+np6esjUvA8UbW1NTU7R++PDhaN07bqudZZSac3IMSe5f\nDz74YNmVx2pSep6Wmxnj7Oc5c+ZE6+3t7dH6xIkTo3Xv/nnjj+WpeRlWzc3N0bp3jnpj93qEV+/u\n7o7WvYyttra2aN3rMV7Gl/f45PXQmNT+5p0X3mNDSkaWd065nTWE0BFCWJX/3CvpV5LmSbpE0nX5\n1a6T9HZvXQBQS/QvAJU0rKejZrZA0lJJD0maFULolLLGJCkeLQsAdUT/ApCq8KQpf2n7Jkkfz5+x\nHVt/KwHAMYv+BaASCv3tOTM7QVnDuT6EcEt+caeZzQohdJrZbEk7yi2/YsWK/p8XLVqkxYsXJwwZ\nQKPp6enRvn37JEk/+clP6jyagehfAGKeffZZPfvss5L8z4oV/YO935C0JoRwdcllt0q6VNIXJL1f\n0i1DLCdJuuiiiwreDIDRqL29vf9DxRdeeKHuvPPOOo9oAPoXgLIWLlyohQsXSpLGjx8f7V/upMnM\nzpH0B5JWm9lKZS9rf1pZs7nRzD4gaZOkd6UPHQAqh/4FoJLcSVMI4X5J5V6vurCywwGAyqF/Aaik\nom/PJYl9BuD000+PLuu9v1hNHR0d0XrfZzjKieVTSX4Ox/Tp06N1b9t4WRfe+L2cKC/Pwsu5SskB\nkaQjR46UrbW2tkaX9bZ9bN2SnxPi1evNy89JqVc7g6rWYnk8qdsxNafJq+/atSta97LezjjjjGh9\n2rRp0fqGDRui9VjWkpeD5N03L+cp1aFDh6J1LwfJ61FeD0k9trwcp1h/9m7bk7q899jnPbbEto23\n3UjAAwAAKIBJEwAAQAFMmgAAAApg0gQAAFAAkyYAAIACmDQBAAAUwKQJAACggJrkNMXyKCZOnBhd\n1ssC8jJhUnJQmpqaossePnw46ba9nA8vZ2TGjPgfZvfWv2fPnqTlvfvv5VRNmTIlWp80aVK0HstB\n8W7by5DyjjsvZyQ158m7/VT1vv1jRb1zmLz+5+XVeFlIXg/w7t/s2bOj9cmTJ5etbdy4MbqslzPn\n5RAdPHgwWvf6m3cOedve6xGe1KwjL0fKq9dTahYcOU0AAABVxqQJAACgACZNAAAABTBpAgAAKIBJ\nEwAAQAFMmgAAAAqoSeRA7OvL1f5qc8r6x48fH617X1nt7u6O1k8++eRofezYsdG695VQb3yxKAhJ\namlpida9r/Vv2LAhWve27/Tp06P1WCTBr3/96+iyPT090Xrsq9BFeF+J9b4u7H2d2at7Ur+yG/s6\ndepXoUcTbzum1lMjB7yv3ad+7bytrS1aT400iGlubo7WvUgCr39555h3373+6m1brz/u2rUrWvd4\nkQixyAXvuPQeu1J5Y/duPxb34MaxRKsAAACQxKQJAACgECZNAAAABTBpAgAAKIBJEwAAQAFMmgAA\nAApg0gQAAFBATXKaUqTmmKQYN25ctO7lZOzZsydaX7RoUbTuZU2sWbMmqR7LOZL8HKm5c+dG616O\nirfvpk6dGq1PmzatbM3LqPJyPryMFK+ekj8jpeeQeFLPq1g9NQOq0cTuj7efnn/++Wjd287e8l7d\n60Fellwsz0by97W3/o0bN5atbd26NbrshAkTonWvf/T29kbrsZwiyc+xmzVrVrS+adOmaN3L2Ert\nAd79i/VQL//QOy9Sc+ZSc+xi952cJgAAgApg0gQAAFAAkyYAAIACmDQBAAAUwKQJAACgACZNAAAA\nBbiTJjObZ2Z3mdkaM1ttZh/LL7/CzLaY2S/yf2+p/nABoDj6F4BKKpLTdFTSJ0IIq8ysTdLPzeyO\nvHZVCOGqlAF4OSOpUvIcvBwOL4eoq6srWveyLLycjljGiSQ99thj0frkyZOj9dmzZ0frXk7T5s2b\no/Xt27dH6+3t7dH6zp07y9Y6Ojqiy06ZMiVa93JIvAwvL0OlnvljUoEsEuf+jyLJ/St2nno5Rt5+\n9I4Drz96y3tZPClZPZLf4375y19G6/fcc0/ZmnffvJy76dOnR+tef9m7d2+0vnv37mjd23Zef/dy\npLzHD2/7nXBC/OE/JZ8sVWqOU0r/dbebd+MhhA5JHfnPvWb2K0l9j5Zp9wwAqoj+BaCShvV00swW\nSFoq6eH8oo+a2Soz+5qZxeOlAaCO6F8AUhWeNOUvbd8k6eMhhF5JX5a0KISwVNkzuaS36QCgWuhf\nACqh0N+eM7MTlDWc60MIt0hSCKH0AyVflXRbueW/+c1v9v+8dOlSLV26dCRjBdCgent7+z+jcddd\nd9V5NAOl9q8VK1b0/7xo0SItXry4SiMFUA+bN2/Wli1bJPmf9Sr6B3u/IWlNCOHqvgvMbHb+eQFJ\neoekJ8stfOmllxa8GQCjUVtbm9ra2iRJ559/vu6+++46j2iApP510UUXVXl4AOpp/vz5mj9/viSp\nqalJ999/f9nrupMmMztH0h9IWm1mKyUFSZ+W9F4zWyrpBUkbJH0oeeQAUEH0LwCVVOTbc/dLGur7\ne/9R+eEAQOXQvwBUUtG355LEMhNS82xS8xxivCyevrcjytmzZ0+0/vOf/zxa9zJgvByQWbNmRevr\n16+P1u+8885o/X3ve1+07m2fbdu2ReuTJsW/0BRbv5dx4tVPOumkaN3LuDp06FC07uXjeDlJ3nnh\n8ZZPXf+xJLYt6p2nlZr35WUReVlwTz/9dLS+evXqaL3vcyRD8fqfdw6/+tWvjtbHjx+ftH6v7p3j\nzz33XLS+a9euaH3ixInRelNTU7Tu9efOzs6ytdSMqNScuNTH/Vj+mZeNdswk2AEAAFQTkyYAAIAC\nmDQBAAAUwKQJAACgACZNAAAABTBpAgAAKIBJEwAAQAE1yWmKZSpUO4/Gk7J+L2Nq586d0fr27duj\n9Tlz5iTV29vbo3UvB6WjoyNa/8UvfhGtz507N1qfMGFCtO5lgcycObNszctAieXDSNKOHTui9Rkz\nZkTrXgaMl5+Tmv/jLZ+a74NMan9KPQ68TBlvfOvWrUuqe3+nKyWPx8u527dvX7Tu9ZdY/5D8/u2d\n497jQ2oOldcfvcdWb/vGjq1q9wdv/ak5TbFt5+03XmkCAAAogEkTAABAAUyaAAAACmDSBAAAUACT\nJgAAgAKYNAEAABTApAkAAKCAmuQ0xbJCvByR1Ho1eTkgs2bNita9PAgvC6itrS1aP3ToULR++umn\nR+teTklnZ2e07mUlefe/q6srWo/lnEyePDm6rHff1q9fH617GTETJ06M1lPyayohNWcl5Zw+ltQ7\nZyl1/d452tTUFK17x6nXg2LnsJcz19LSEq17WWy7du2K1j1eTpOXYeWN3+uPzzzzTLTu7TtvfDHV\nzmlK7SHetkvpX7zSBAAAUACTJgAAgAKYNAEAABTApAkAAKAAJk0AAAAFMGkCAAAogEkTAABAAXXP\naapmXkyRegovo8TL8Th69Gi07uUg7d+/P1qfMmVKUv3w4cPR+p49e5LqXkaMJ5aT5WVYeWM7cOBA\ntD5u3Lhovd45Jl7dy4nyck6OJ7GsIy8HyatXO+ep2rfvnSdej4wdZ16OkJcB1d3dHa1757DXv6dO\nnRqte/fdy6Hy+vPmzZujdS9LzusRsQytVKmPy6k5duQ0AQAAVBmTJgAAgAKYNAEAABTApAkAAKAA\nJk0AAAAFMGkCAAAowJ00mVmTmT1sZivNbLWZXZFfvsDMHjKztWb2PTOrSXwBAAwHPQxApbhNIoRw\nyMzeGEI4YGZjJd1vZv8h6ROS/iGE8AMz+4qkP5Z0zXAHkJpn4+U1eHk0KXkRXo6INzZveS/HyctI\n8XKQvG3j7RsvC8nj5ax4+6arq6tsbd68edFlvQwUj7dtvIwrLyMm9bj1lvek5OukZqhUWmoPi2Ud\npeYcpeYw1fv2vXpKf/WWTb1vXg6Rd9+8c9zrz7t3747Wd+7cGa1728fL8atmVltqjpx3297YU+re\nsoW6Wwihb+83KZtoBUlvlPRv+eXXSfqdIusCgFqjhwGohEKTJjMbY2YrJXVIukPSekndIYS+qfwW\nSSdWZ4gAkIYeBqASir7S9EII4QxJ8yQtk/TKoa5WyYEBQKXQwwBUwrA++BhC6DGzn0p6vaTJZjYm\nf6Y2T9K2cstde+21/T8vXbpUZ5xxxgiHC6AR9fb2qre3V5J055131nk05Y2kh5Xen4ULF+plL3tZ\nTcYKoDa2bt2qbduy09/7rLE7aTKz6ZKOhBD2mlmLpAslfV7S3ZLeJekGSe+XdEu5dVx22WVFxw5g\nFGpra+v/YsAFF1ygu+++u84jelFqD7vgggtqNVQAdTB37lzNnTtXktTU1KSHH3647HWLvNI0R9J1\nZjZG2dt5N4QQfmRmv5L0fTP7rKSVkr6ePHIAqDx6GICKKBI5sFrSbwxx+bOSzqrGoACgUuhhACrF\nUnI0Ct2AWYjl6Tz66KPVvv2qrTs1iyJValZFKi8Hxbv/3d3d0fqWLVui9VhOyoIFC6LLzpw5M1r3\nxt5oWUTDlZqPFts3S5Ys0dlnn60QQnUPwBows/DDH/6wbH379u3R5VO3c2pWUbWX91SzR1Z727p5\nPYk5fO3t7dG6N76enp5o3cuZqqdq58h53vnOd5atmZnmz59ftn+N7s4PAABQI0yaAAAACmDSBAAA\nUEDNJ0333XdfrW9yWB5//PF6D6GsRh6b1NjjW7NmTb2HELVq1ap6DyGqkfdtLa1evbreQ4h6+umn\n6z2EqHXr1tV7CGWtX7++3kOIeuqpp+o9hLIaeb9KlR0fk6ZBGvnB4Yknnqj3EKIaeXyNPmlq5ONO\navzx1cqTTz5Z7yFENfqkqZEnJs8880y9hxC1du3aeg+hrEber9IonzQBAACMRsP6MyojNXbs2P6f\nzWzA7xMnTqzqbQ/3q43jx48vPKZaRw4MHlujRQ4MZ9tJ/vhikQKSdPTo0bK1KVOmDPi9paVlwGXe\nOGsdOTDcbZdquF/XHjy+adOmlb1ua2vriMfViCZNmtT/c3Nz84Dfjxw5El222l/ZH7wfW1tbNWPG\njMLLV7uHDV6+tbV1QNxHyvqrMbZZs2b1/57aX73IAe88GTy+lpaWAeddc3NzdPlaRg4M3q+eWkcO\nDB7fuHHjyl7X3e+1yGmq6g0AaEjHSk5TvccAoPbK9a+qT5oAAACOBXymCQAAoAAmTQAAAAXUbNJk\nZm8xs6fM7Ndm9sla3W5RZrbBzB43s5Vm9kgDjOfrZtZpZk+UXDbFzH5sZmvNbIWZTYqtow7ju8LM\ntpjZL/J/b6nT2OaZ2V1mtsbMVpvZn+WX1337DTG2j+WXN8q2azKzh/PzYLWZXZFfvsDMHsq33ffM\nrCZfImkk9LBhjYX+NfKxNWz/KjO+46uHhRCq/k/Z5GydpJMljZO0StIranHbwxjjM5Km1HscJeM5\nV9JSSU+UXPYFSX+e//xJSZ9vsPFdIekTDbDtZktamv/cJmmtpFc0wvaLjK0htl0+rgn5/2MlPSTp\nLEk3SHpXfvlXJH2o3uOs8Tahhw1vLPSvkY+tYfuXM76G2H75uKrWw2r1StMySU+HEDaGEI5I+r6k\nS2p020WZGujtyhDCfZK6Bl18iaTr8p+vk/T2mg6qRJnxSdl2rKsQQkcIYVX+c6+kX0mapwbYfmXG\nNjcv133bSVII4UD+Y5OyWJIg6Y2S/i2//DpJv1OHodUTPWwY6F8j18j9KzK+46aH1eoEmytpc8nv\nW/TiRm4UQdIKM3vUzD5Y78GUMTOE0CllB66kGc716+GjZrbKzL5Wz5ff+5jZAmXPKB+SNKuRtl/J\n2B7OL2qIbWdmY8xspaQOSXdIWi+pO4TQFwq0RdKJ9RpfndDD0tG/hqmR+5d0fPawWk2ahpp9NlrW\nwdkhhDMl/ZayHX9uvQc0Cn1Z0qIQwlJlB+tV9RyMmbVJuknSx/NnRA1zzA0xtobZdiGEF0IIZyh7\ndrtM0iuHulptR1V39LBjX8Ocg1Jj9y/p+O1htZo0bZF0Usnv8yRtq9FtF5LP3BVC2CnpZmUbutF0\nmtksSTKz2ZJ21Hk8A4QQdob8DWNJX5X0unqNJf+Q302Srg8h3JJf3BDbb6ixNdK26xNC6JH0U0mv\nlzTZzPr6RcOdvzVAD0vXEOdfOY10DjZy/yo3vkbafn2q0cNqNWl6VNJiMzvZzMZL+j1Jt9botl1m\nNiGfNcvMWiW9WVIj/GVO08BnuLdKujT/+f2Sbhm8QI0NGF9+Ivd5h+q7Db8haU0I4eqSyxpl+71k\nbI2y7cxset/L6mbWIulCSWsk3S3pXfnVGuHYqzV62PDRv0aukfuXdBz3sJolgudfP7xa2UTt6yGE\nz9fkhgsws4XKnpkFZR8a+069x2dm35V0nqRpkjqVfTPhh5J+IGm+pE3KvgnQ3UDje6Oy97dfkLRB\n2bcTOuswtnMk/UzSamX7NEj6tKRHJN2oOm6/yNjeq8bYdq9W9iHJMfm/G0IIf5efI9+XNEXSSkl/\nmH8g+rhBDxvWeOhfIx9bw/YvZ3zHRQ/jz6gAAAAU0BBfTwUAAGh0TJoAAAAKYNIEAABQAJMmAACA\nApg0AQAAFMCkCQAAoAAmTQAAAAUwaQIAACjg/wMUjo1Z3ZagLwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plt.subplot(121)\n", "plt.imshow(final_img_weights,interpolation='none',cmap='gray')\n", "plt.title(\"First Layer Output using its weights\")\n", "\n", "plt.subplot(122)\n", "plt.imshow(final_img_convlayer,interpolation='none',cmap='gray')\n", "plt.title(\"First Layer Output using predict\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## However, a cross-correlation is \"almost\" the same thing as convolution. If you flip your kernel, you can go from one to another:" ] }, { "cell_type": "code", "execution_count": 203, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "idx = 1\n", "input_image = testData[idx]\n", "\n", "result = []\n", "\n", "for i in range(3):\n", " result.append(correlate2d(input_image[i],\n", " numpy.fliplr(numpy.flipud(weights_conv1[0][i])), mode='same'))\n", "result = numpy.array(result)" ] }, { "cell_type": "code", "execution_count": 204, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "final_img_weights = result.sum(axis=0)+bias_conv1[0]\n", "final_img_convlayer = ConvLayer1_out_output.reshape(32,32,32)[0]" ] }, { "cell_type": "code", "execution_count": 205, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(0.66245410693421325, -1.9792279362021121, -0.10236336, -0.67213947)" ] }, "execution_count": 205, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final_img_weights.max(),final_img_weights.min(),final_img_convlayer.max(),final_img_convlayer.min()" ] }, { "cell_type": "code", "execution_count": 206, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAEpCAYAAACOdxaJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plt.subplot(121)\n", "plt.imshow(final_img_weights,interpolation='none',cmap='gray')\n", "plt.title(\"First Layer Output using its weights\")\n", "\n", "plt.subplot(122)\n", "plt.imshow(final_img_convlayer,interpolation='none',cmap='gray')\n", "plt.title(\"First Layer Output using predict\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Testing using the test1 directory\n", "### Images the neural network has never seen before\n", "But first we need to load and prepare the images" ] }, { "cell_type": "code", "execution_count": 207, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Returns the current working directory\n", "# (where the Python interpreter was called)\n", "path = os.getcwd()\n", "\n", "# The path separator used by the OS:\n", "sep = os.path.sep\n", "\n", "# This is the directory where the training images are located\n", "dirname = \"test1\"\n", "\n", "# Generates a list of all images (actualy the filenames) from the training set,\n", "# but it will also include the full path\n", "imagePaths = [path+sep+dirname+sep+filename \n", " for filename in os.listdir(path+sep+dirname)]" ] }, { "cell_type": "code", "execution_count": 208, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 122 ms, sys: 76.5 ms, total: 199 ms\n", "Wall time: 20.1 s\n" ] } ], "source": [ "%%time\n", "ans = Pool(number_of_parallel_processes).map(import_training_set,[(i,img,new_image_size) \n", " for i,img in enumerate(imagePaths)])" ] }, { "cell_type": "code", "execution_count": 209, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "testing_set = dict(ans)\n", "del ans # this is just to help saving memory..." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Selects a random image" ] }, { "cell_type": "code", "execution_count": 210, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "idx = numpy.random.randint(0,len(testing_set))\n", "X = testing_set[idx][-1].reshape(1,testing_set[idx][-1].shape[0],\n", " testing_set[idx][-1].shape[1],\n", " testing_set[idx][-1].shape[2])/255.0 # /255.0=>normalisation!" ] }, { "cell_type": "code", "execution_count": 211, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cat! [0.409717589617,0.590282440186]\n" ] } ], "source": [ "# [1.,0.]=>Dog\n", "# [0.,1.]=>Cat\n", "pred = model.predict(X)\n", "if pred[0,0]>pred[0,1]:\n", " print(\"Dog! [{},{}]\".format(pred[0,0],pred[0,1]))\n", "else:\n", " print(\"Cat! [{},{}]\".format(pred[0,0],pred[0,1]))" ] }, { "cell_type": "code", "execution_count": 212, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(1, 3, 32, 32)" ] }, "execution_count": 212, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape" ] }, { "cell_type": "code", "execution_count": 213, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAD9CAYAAACcAsr/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6kY2Z5pPAr4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = numpy.rollaxis(X.reshape((3,32,32)),0,3)\n", "plt.imshow(img,interpolation='none')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 227, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAALICAYAAACdCSOUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyYUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "for i in range(36):\n", " # Randomly selects one image from our test set (same used for error calculation)\n", " idx = numpy.random.randint(0,len(testing_set))\n", " X = testing_set[idx][-1].reshape(1,testing_set[idx][-1].shape[0],\n", " testing_set[idx][-1].shape[1],\n", " testing_set[idx][-1].shape[2])/255.0 # /255.0=>normalisation!\n", "\n", " # [1.,0.]=>Dog\n", " # [0.,1.]=>Cat\n", " pred = model.predict(X)\n", " if pred[0,0]>pred[0,1]:\n", " title = \"Dog! [{:.3f},{:.3f}]\".format(pred[0,0],pred[0,1])\n", " else:\n", " title = \"Cat! [{:.3f},{:.3f}]\".format(pred[0,0],pred[0,1])\n", "\n", " # Visualization\n", " # But remember, the network 'eats' images reshaped as 1D vectors\n", " img = numpy.rollaxis(X.reshape((3,32,32)),0,3)\n", " plt.subplot2grid((6,6),(i/6,i%6))\n", " plt.imshow(img,interpolation='none')\n", " plt.title(title, fontdict={'fontsize': 8})\n", " plt.axis('off')\n", " plt.xticks([],[]) # avoids white spaces\n", " plt.yticks([],[]) # avoids white spaces\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Loading an image from a URL" ] }, { "cell_type": "code", "execution_count": 215, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def get_img_from_url(url):\n", " # http://stackoverflow.com/a/7391991\n", " file = cStringIO.StringIO(urllib.urlopen(url).read())\n", " return scipy.misc.imread(file)" ] }, { "cell_type": "code", "execution_count": 216, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "dog_url = \"https://cdn.pixabay.com/photo/2016/02/19/15/46/dog-1210559_960_720.jpg\"\n", "cat_url = \"https://cdn.pixabay.com/photo/2014/03/29/09/17/cat-300572_960_720.jpg\"" ] }, { "cell_type": "code", "execution_count": 217, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dog! [0.999988794327,1.11491754069e-05]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAD9CAYAAACcAsr/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4AsRIQp8ISJEgS9EhCjwhYiQ/wdx9aG9f+QLJgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = get_img_from_url(dog_url)\n", "\n", "X = numpy.rollaxis(scipy.misc.imresize(image,(32,32)),2,0)/255.0 # /255.0=>normalisation!\n", "\n", "# [1.,0.]=>Dog\n", "# [0.,1.]=>Cat\n", "pred = model.predict(X.reshape((1,X.shape[0],X.shape[1],X.shape[2])))\n", "if pred[0,0]>pred[0,1]:\n", " print(\"Dog! [{},{}]\".format(pred[0,0],pred[0,1]))\n", "else:\n", " print(\"Cat! [{},{}]\".format(pred[0,0],pred[0,1]))\n", " \n", "img = numpy.rollaxis(X.reshape((3,32,32)),0,3)\n", "plt.imshow(img,interpolation='none')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 218, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cat! [0.461482644081,0.538517355919]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAD9CAYAAACcAsr/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = get_img_from_url(cat_url)\n", "\n", "X = numpy.rollaxis(scipy.misc.imresize(image,(32,32)),2,0)/255.0 # /255.0=>normalisation!\n", "\n", "# [1.,0.]=>Dog\n", "# [0.,1.]=>Cat\n", "pred = model.predict(X.reshape((1,X.shape[0],X.shape[1],X.shape[2])))\n", "if pred[0,0]>pred[0,1]:\n", " print(\"Dog! [{},{}]\".format(pred[0,0],pred[0,1]))\n", "else:\n", " print(\"Cat! [{},{}]\".format(pred[0,0],pred[0,1]))\n", " \n", "img = numpy.rollaxis(X.reshape((3,32,32)),0,3)\n", "plt.imshow(img,interpolation='none')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 221, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Using sympy to print nice LaTeX based matrices:\n", "# http://docs.sympy.org/dev/tutorial/printing.html\n", "import sympy #Matrix, init_printing\n", "# init_printing(use_latex=True)\n", "sympy.init_printing(use_latex='png') # Makes easier to add to a post without using MathML" ] }, { "cell_type": "code", "execution_count": 222, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAAAUBAMAAAC9ntHWAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\noJOSqg4U9EJfIZ+/XIOAGOx7Yv/pH9hfhKP8+EKR7oYAAAAASUVORK5CYII=\n", "text/plain": [ "((32, 3, 3, 3), (32, 3, 3, 3))" ] }, "execution_count": 222, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weights_conv1.shape, weights_random_conv1.shape" ] }, { "cell_type": "code", "execution_count": 223, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAAAUBAMAAACZh14WAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nP9z+AZvzqLinXuFDAAAAAElFTkSuQmCC\n", "text/plain": [ "((3, 3, 3), (3, 3, 3))" ] }, "execution_count": 223, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weights_conv1[0].shape, weights_random_conv1[0].shape" ] }, { "cell_type": "code", "execution_count": 225, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAACAAAAABNBAMAAADAoJnWAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n", "text/plain": [ "⎛⎡ 0.144997298717499 9.15070413611829e-5 -0.0917081534862518⎤, ⎡-0.01791139\n", "⎜⎢ ⎥ ⎢ \n", "⎜⎢-0.439581573009491 -0.204413056373596 -0.177449136972427 ⎥ ⎢-0.37740039\n", "⎜⎢ ⎥ ⎢ \n", "⎝⎣-0.0815098509192467 -0.230662181973457 -0.0347554534673691⎦ ⎣-0.26439791\n", "\n", "87833261 0.260283857584 0.0610507428646088⎤, ⎡0.405527353286743 0.515\n", " ⎥ ⎢ \n", "8254395 -0.349847733974457 0.0501958914101124⎥ ⎢-0.195531189441681 -0.022\n", " ⎥ ⎢ \n", "9178009 -0.248323634266853 -0.015377894975245⎦ ⎣0.0414591580629349 -0.200\n", "\n", "55335521698 0.227147251367569⎤⎞\n", " ⎥⎟\n", "3758239299059 0.235258132219315⎥⎟\n", " ⎥⎟\n", "252056121826 0.30951115489006 ⎦⎠" ] }, "execution_count": 225, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sympy.Matrix(weights_conv1[0][0]),sympy.Matrix(weights_conv1[0][1]),sympy.Matrix(weights_conv1[0][2])" ] }, { "cell_type": "code", "execution_count": 226, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAACAQAAABMBAMAAAACF+oJAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n", "text/plain": [ "⎛⎡0.0715344101190567 -0.110727369785309 0.0519973188638687⎤, ⎡-0.072831220\n", "⎜⎢ ⎥ ⎢ \n", "⎜⎢-0.120169930160046 0.050304688513279 -0.128438398241997⎥ ⎢0.0071864034\n", "⎜⎢ ⎥ ⎢ \n", "⎝⎣-0.0292342603206635 0.00614819396287203 -0.076977051794529⎦ ⎣-0.125981032\n", "\n", "9248543 0.113172598183155 0.111811742186546 ⎤, ⎡ 0.130692794919014 0.04\n", " ⎥ ⎢ \n", "9805355 -0.0824469402432442 0.0531471632421017 ⎥ ⎢-0.0131979752331972 -0.0\n", " ⎥ ⎢ \n", "848358 0.0602525845170021 -0.0109626734629273⎦ ⎣-0.0435340218245983 -0.1\n", "\n", "25583347678185 0.0315956473350525⎤⎞\n", " ⎥⎟\n", "188707020133734 0.026139885187149 ⎥⎟\n", " ⎥⎟\n", "12700209021568 0.136227279901505 ⎦⎠" ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sympy.Matrix(weights_random_conv1[0][0]),sympy.Matrix(weights_random_conv1[0][1]),sympy.Matrix(weights_random_conv1[0][2])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }