2_lenet.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "v94deWhGs_cJ"
   },
   "source": [
    "# 2 - LeNet\n",
    "\n",
    "In this notebook, we will be implementing a modified version of [LeNet-5](http://yann.lecun.com/exdb/lenet/), a neural network model that uses convolutional neural network (CNN) layers and was designed for [classifying handwritten characters](http://yann.lecun.com/exdb/publis/pdf/lecun-01a.pdf). CNNs are ubiquitous in modern computer vision. Almost every neural network model for computer vision contains many CNN layers, also referred to as convolutional layers, thus they're an important concept to understand. We will explain how they work when we implement the model.\n",
    "\n",
    "The image below shows the architecture of LeNet-5. It consists of two convolutional layers, each followed by a subsampling layer, and then three fully connected linear layers.\n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/lenet5.png?raw=1)\n",
    "\n",
    "Like the previous notebook, we'll implement LeNet, measure its performance on the MNIST dataset, and then have a short look into seeing what the model has learned.\n",
    "\n",
    "Most of this notebook will be similar to the previous one, thus we will skim over code that has been shown before. We can look at the previous notebook for a refresher if needed.\n",
    "\n",
    "### Data Processing\n",
    "\n",
    "As always, we'll import the modules we need..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8tAC9wrThSp7"
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "import torch.utils.data as data\n",
    "\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.datasets as datasets\n",
    "\n",
    "from sklearn import decomposition\n",
    "from sklearn import manifold\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import ConfusionMatrixDisplay\n",
    "from tqdm.notebook import tqdm, trange\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import copy\n",
    "import random\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "eTv77EM9s_cP"
   },
   "source": [
    "...set the random seed for reproducability..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "vwHgdjF_pJNk"
   },
   "outputs": [],
   "source": [
    "SEED = 1234\n",
    "\n",
    "random.seed(SEED)\n",
    "np.random.seed(SEED)\n",
    "torch.manual_seed(SEED)\n",
    "torch.cuda.manual_seed(SEED)\n",
    "torch.backends.cudnn.deterministic = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TxWS1Ei-s_cT"
   },
   "source": [
    "...and calculate the mean and standard deviation across our training set so we can normalize our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 53
    },
    "colab_type": "code",
    "id": "2c_68Dp7pJNs",
    "outputId": "dc992de6-b9da-4f3c-8a32-28093e6609a4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculated mean: 0.13066048920154572\n",
      "Calculated std: 0.30810779333114624\n"
     ]
    }
   ],
   "source": [
    "ROOT = '.data'\n",
    "\n",
    "train_data = datasets.MNIST(root=ROOT,\n",
    "                            train=True,\n",
    "                            download=True)\n",
    "\n",
    "mean = train_data.data.float().mean() / 255\n",
    "std = train_data.data.float().std() / 255\n",
    "\n",
    "print(f'Calculated mean: {mean}')\n",
    "print(f'Calculated std: {std}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Wd92zvZCs_cY"
   },
   "source": [
    "Then, we'll define our train and test transforms..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_Ot1D_KzpJN1"
   },
   "outputs": [],
   "source": [
    "train_transforms = transforms.Compose([\n",
    "                            transforms.RandomRotation(5, fill=(0,)),\n",
    "                            transforms.RandomCrop(28, padding=2),\n",
    "                            transforms.ToTensor(),\n",
    "                            transforms.Normalize(mean=[mean], std=[std])\n",
    "                                      ])\n",
    "\n",
    "test_transforms = transforms.Compose([\n",
    "                           transforms.ToTensor(),\n",
    "                           transforms.Normalize(mean=[mean], std=[std])\n",
    "                                     ])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "hZK70Zv3s_cc"
   },
   "source": [
    "...load our train and test data..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_ftFQ2wxpJN8"
   },
   "outputs": [],
   "source": [
    "train_data = datasets.MNIST(root=ROOT,\n",
    "                            train=True,\n",
    "                            download=True,\n",
    "                            transform=train_transforms)\n",
    "\n",
    "test_data = datasets.MNIST(root=ROOT,\n",
    "                           train=False,\n",
    "                           download=True,\n",
    "                           transform=test_transforms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZfNGWP2ts_cg"
   },
   "source": [
    "...and create a validation set from 10% of our training data.\n",
    "\n",
    "Remember that the validation set should always be taken from the training data, and never the test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Az4PZT4ypJOE"
   },
   "outputs": [],
   "source": [
    "VALID_RATIO = 0.9\n",
    "\n",
    "n_train_examples = int(len(train_data) * VALID_RATIO)\n",
    "n_valid_examples = len(train_data) - n_train_examples\n",
    "\n",
    "train_data, valid_data = data.random_split(train_data,\n",
    "                                           [n_train_examples, n_valid_examples])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "oaDxnyjQwGux"
   },
   "source": [
    "The validation set is using the same transforms as the training set, as it was created from it. As we want our validation set to remain static, to better resemble our test set, we replace these with the test transforms - remembering to `deepcopy` the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "s7pfqopjqFQ6"
   },
   "outputs": [],
   "source": [
    "valid_data = copy.deepcopy(valid_data)\n",
    "valid_data.dataset.transform = test_transforms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "q4wjx9Was_cp"
   },
   "source": [
    "We'll print out the number of examples in the training/validation/test sets to ensure everything has been loaded correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 71
    },
    "colab_type": "code",
    "id": "9i2pa3MjpJOI",
    "outputId": "914c6cf8-1581-43b0-f1bb-f076e3bcddf4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of training examples: 54000\n",
      "Number of validation examples: 6000\n",
      "Number of testing examples: 10000\n"
     ]
    }
   ],
   "source": [
    "print(f'Number of training examples: {len(train_data)}')\n",
    "print(f'Number of validation examples: {len(valid_data)}')\n",
    "print(f'Number of testing examples: {len(test_data)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LaJCBJ4ns_ct"
   },
   "source": [
    "The final part of the data processing stage is to create our dataloaders/iterators.\n",
    "\n",
    "Again, we use a batch size of 64 and only shuffle the training data each epoch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6zC4VuCmpJOL"
   },
   "outputs": [],
   "source": [
    "BATCH_SIZE = 64\n",
    "\n",
    "train_iterator = data.DataLoader(train_data,\n",
    "                                 shuffle=True,\n",
    "                                 batch_size=BATCH_SIZE)\n",
    "\n",
    "valid_iterator = data.DataLoader(valid_data,\n",
    "                                 batch_size=BATCH_SIZE)\n",
    "\n",
    "test_iterator = data.DataLoader(test_data,\n",
    "                                batch_size=BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8Jfoyxzns_cw"
   },
   "source": [
    "### Defining the Model\n",
    "\n",
    "The LeNet architectures, and almost every modern neural network computer vision architecture, makes use of convolutional neural network (CNN) layers. \n",
    "\n",
    "So, what is a CNN layer? Each convolutional layer has a number of *filters*, also commonly referred to as *kernels*. A filter is a (usually) square matrix that slides across the pixels in an image from left-to-right, top-to-bottom. At each \"step\", the filter performs a [convolution](https://en.wikipedia.org/wiki/Convolution) operation on the image. The output of the convolutional layer is the result of these convolutions after the filter's final \"step\". \n",
    "\n",
    "**Note:** in machine learning frameworks there aren't actually \"steps\", the result for every filter location is calculated at the same time, in parallel. This is a lot faster than actually stepping through the image, but thinking about it in terms of steps makes everything easier to visualize.\n",
    "\n",
    "Let's have a look at a single 2x2 filter passing over an image. We'll pretend the image is 10x10 pixels in this example.\n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/filter-mnist.png?raw=1)\n",
    "\n",
    "The filter (red) slides over the pixels of the image, stepping one pixel at a time. The size of the steps is called the *stride*, and we use a stride of one in this implementation, which means the filter moves one pixel at a time horizontally and moves one pixel down once it reaches the end of a row. The result of the convolution operation (green) is a pixel in the filtered image. All of these convolutions produce a new, filtered image.\n",
    "\n",
    "Notice how the image coming out of the CNN layer is smaller than the image coming into the CNN. This is because the 2x2 filter has only nine steps horizontally and vertically. If we wanted to keep the output image the same size as the input image, we could add padding - usually black pixels - around our image. \n",
    "\n",
    "When we have no padding and a step size of one, the size of the output image is: \n",
    "\n",
    "$$\\text{height}_{\\text{out}} = \\text{height}_{\\text{in}} - \\text{filter}_{\\text{height}} + 1$$\n",
    "\n",
    "$$\\text{width}_{\\text{out}} = \\text{width}_{\\text{in}} - \\text{filter}_{\\text{width}} + 1$$\n",
    "\n",
    "How do we calculate the values of the output pixels using the filter? It's simply multiplying and adding! Each of the input image pixels covered by a filter is multiplied by the filter's weight over that pixel. All of these products are then summed together to get the value of the pixel in the output image.\n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/single-filter.png?raw=1)\n",
    "\n",
    "The same weights are used by the filter over the whole image. The weights do not change depending on the filter's location within the image. One nice thing about this is that the filters (and the convolutional layers themselves) are *translation invariant*, that means it doesn't matter where a feature (curve, edge, line) appears in an image, the convolutional layer will find all occurrences of it. \n",
    "\n",
    "The weights for the filters, much like the weights of the linear layers in multilayer perceptrons, are learned via gradient descent and backpropagation.\n",
    "\n",
    "Why are convolutional neural networks structured in this way? Filters applied across an image in this way can be used to detect patterns such as horizontal and vertical lines within an image. These patterns can be thought of as features of the image, which our CNN extracts. These extracted features can then be combined in further layers of the neural network with other extracted features and together create higher level features, e.g. a certain position and orientation of two lines to make a cross, which can indicate the centre of a handwritten 4.\n",
    "\n",
    "CNNs are also inspired by classic computer vision techniques, like [Sobel filters](https://en.wikipedia.org/wiki/Sobel_operator). Let's try manually choosing weights of a 3x3 filter to make Sobel filters and apply them to some MNIST digits to see what type of things our CNN layers can learn.\n",
    "\n",
    "The `plot_filter` function takes in a batch of images and a two-dimensional filter and plots the output of that filter applied to all of the images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8Bu2YTuYVnit"
   },
   "outputs": [],
   "source": [
    "def plot_filter(images, filter):\n",
    "\n",
    "    images = images = torch.cat([i.unsqueeze(0) for i in images],\n",
    "                                dim=0).cpu()\n",
    "    filter = torch.FloatTensor(filter).unsqueeze(0).unsqueeze(0).cpu()\n",
    "\n",
    "    n_images = images.shape[0]\n",
    "\n",
    "    filtered_images = F.conv2d(images, filter)\n",
    "\n",
    "    fig = plt.figure(figsize=(20, 5))\n",
    "\n",
    "    for i in range(n_images):\n",
    "\n",
    "        ax = fig.add_subplot(2, n_images, i+1)\n",
    "        ax.imshow(images[i].squeeze(0), cmap='bone')\n",
    "        ax.set_title('Original')\n",
    "        ax.axis('off')\n",
    "\n",
    "        image = filtered_images[i].squeeze(0)\n",
    "\n",
    "        ax = fig.add_subplot(2, n_images, n_images+i+1)\n",
    "        ax.imshow(image, cmap='bone')\n",
    "        ax.set_title('Filtered')\n",
    "        ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "hJJvLNjHs_c0"
   },
   "source": [
    "We'll then get a batch of images to test our handwritten Sobel filters on. We get the images from the test set, as they're easier to examine without the transforms applied to them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YSzDgDTqVs4j"
   },
   "outputs": [],
   "source": [
    "N_IMAGES = 5\n",
    "\n",
    "images = [image for image, label in [test_data[i] for i in range(N_IMAGES)]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WwdierEys_c5"
   },
   "source": [
    "The first filter is for detecting horizontal lines.\n",
    "\n",
    "We can see on the filtered images that the highest values (the whitest pixels) of the filtered image are where there is a horizontal line that is black on top and white below, e.g. the top of the 7 digit. The lowest values (the blackest pixels) of the filtered image are where there is a horizontal line that goes from white to black, e.g. the bottoms of all the digits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "dEvaRrmuWMA_",
    "outputId": "502d1e6f-d6cf-4ce0-8014-ef6f5871c6c9"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "horizontal_filter = [[-1, -2, -1],\n",
    "                     [ 0,  0,  0],\n",
    "                     [ 1,  2,  1]]\n",
    "\n",
    "plot_filter(images, horizontal_filter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KT8xXCYos_c9"
   },
   "source": [
    "By swapping the first and last rows of the above filter, we get a filter that detects horizontal lines from white on top to black underneath."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "18BI_N1TVtMT",
    "outputId": "4eeecbb9-910e-4c96-eb80-0bc571aacb94"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "horizontal_filter = [[ 1,  2,  1],\n",
    "                     [ 0,  0,  0],\n",
    "                     [-1, -2, -1]]\n",
    "\n",
    "plot_filter(images, horizontal_filter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ClU3jdPOs_dA"
   },
   "source": [
    "We can also design filters that detect vertical lines. \n",
    "\n",
    "Here's one that detects vertical lines that are black on the left and white on the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "NVEj9SySVtYq",
    "outputId": "47db8d38-a01b-46de-cd00-74726fcb3782"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vertical_filter = [[-1, 0, 1],\n",
    "                   [-2, 0, 2],\n",
    "                   [-1, 0, 1]]\n",
    "\n",
    "plot_filter(images, vertical_filter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "e5iibX5gs_dD"
   },
   "source": [
    "To get the opposite filter, one that detects vertical lines that are white on the left and black on the right, we swap the left and right columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "J3VFMXcKVtmT",
    "outputId": "0add8537-c752-43dc-8751-871c1869e18f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vertical_filter = [[1, 0, -1],\n",
    "                   [2, 0, -2],\n",
    "                   [1, 0, -1]]\n",
    "\n",
    "plot_filter(images, vertical_filter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_aPhrVVqs_dH"
   },
   "source": [
    "Finally, we'll design a diagonal detecting filter. This one detects lines pointing towards the top right of the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "cKQuzpToVt0G",
    "outputId": "3a01ca56-d60c-493c-a95a-bcfc79f1ae60"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagonal_filter = [[-2, -1, 0],\n",
    "                   [-1,  0, 1],\n",
    "                   [ 0,  1, 2]]\n",
    "\n",
    "plot_filter(images, diagonal_filter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2Zr8sfjgs_dK"
   },
   "source": [
    "The great thing about convolutional layers is that each layer doesn't just have a single filter. It has as many filters as you want. Each filter has their own set of weights, so (in theory) is learning to extract different features. \n",
    "\n",
    "The image below shows what happens when we use a convolutional layer with five filters. The original image with a single color channel (as it's black and white) has five filters applied to it to get five filtered images. These images are then stacked together to get what we can think of as a single image with five channels.  \n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/multiple-filter-mnist.png?raw=1)\n",
    "\n",
    "What about when you now want to pass this five channel filtered image to another convolutional layer? Now, that convolutional layer won't just have a height and a width, but it will also have a depth equal to the number of channels in the input image.\n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/multiple-channel-mnist.png?raw=1)\n",
    "\n",
    "As you can see, the filter has a height, width and depth of 2x2x5. All the 20 pixel values covered by this filter are multiplied by the filter's weight and then summed. The result of this will have as many channels as there are filters, and a subsequent convolutional layer will have to have filters with a depth equal to that number of channels.\n",
    "\n",
    "Hopefully that's enough on convolutional layers, but if not, then there are [plenty](https://adeshpande3.github.io/A-Beginner%27s-Guide-To-Understanding-Convolutional-Neural-Networks/) of [other](https://cs231n.github.io/convolutional-networks/) resources [about](https://ujjwalkarn.me/2016/08/11/intuitive-explanation-convnets/) them [online](https://www.coursera.org/learn/convolutional-neural-networks).\n",
    "\n",
    "Next, we'll talk about the subsampling layers. These are layers used to reduce the size/resolution of their input and are commonly applied to the output of convolutional layers. The most common two methods of subsampling are *max pooling* and *mean pooling* (also known as *average pooling*), and thus subsampling is often know as *pooling*.\n",
    "\n",
    "Why do we want to reduce the resolution of the image? It speeds up our model, as convolution operations are expensive. If we subsample and half the size of our image before it passes into the next convolutional layer, that's a significant speed-up.\n",
    "\n",
    "Subsampling layers aren't too different to convolutional layers. They have a filter with a size and a stride. However, pooling layers do not have any parameters - weights and biases. They simply perform an operation on the image. Max pooling returns the maximum of the values covered by the filter, and we can think of it as extracting the single most important feature under the filter. Mean/average pooling returns the mean/average of the values covered by the filter and we can think of it as equally weighting all features under the filter.\n",
    "\n",
    "Let's look at a 2x2 pooling operation, with a stride of 2, over an image:\n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/subsample-mnist.png?raw=1)\n",
    "\n",
    "Commonly, and by default in PyTorch, the stride for the height and the width is the height and the width of the filter and each pixel is only seen by the pooling layer once, thus:\n",
    "\n",
    "$$\\text{height}_{\\text{out}} = \\frac{\\text{height}_\\text{in}}{\\text{filter}_{\\text{height}}}$$\n",
    "\n",
    "$$\\text{width}_{\\text{out}} = \\frac{\\text{width}_\\text{in}}{\\text{filter}_{\\text{width}}}$$\n",
    "\n",
    "For max pooling, the value of the output for each filter location is:\n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/single-pool.png?raw=1)\n",
    "\n",
    "Let's create a function that allows us to see the outputs of a pooling layer on a batch of images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rs_AeO8QujQy"
   },
   "outputs": [],
   "source": [
    "def plot_subsample(images, pool_type, pool_size):\n",
    "\n",
    "    images = torch.cat([i.unsqueeze(0) for i in images], dim=0).cpu()\n",
    "\n",
    "    if pool_type.lower() == 'max':\n",
    "        pool = F.max_pool2d\n",
    "    elif pool_type.lower() in ['mean', 'avg']:\n",
    "        pool = F.avg_pool2d\n",
    "    else:\n",
    "        raise ValueError(f'pool_type must be either max or mean, got: {pool_type}')\n",
    "\n",
    "    n_images = images.shape[0]\n",
    "\n",
    "    pooled_images = pool(images, kernel_size=pool_size)\n",
    "\n",
    "    fig = plt.figure(figsize=(20, 5))\n",
    "\n",
    "    for i in range(n_images):\n",
    "\n",
    "        ax = fig.add_subplot(2, n_images, i+1)\n",
    "        ax.imshow(images[i].squeeze(0), cmap='bone')\n",
    "        ax.set_title('Original')\n",
    "        ax.axis('off')\n",
    "\n",
    "        image = pooled_images[i].squeeze(0)\n",
    "\n",
    "        ax = fig.add_subplot(2, n_images, n_images+i+1)\n",
    "        ax.imshow(image, cmap='bone')\n",
    "        ax.set_title('Subsampled')\n",
    "        ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "bqXYRrRnScZb"
   },
   "source": [
    "First, let's see max pooling with a filter size of 2. \n",
    "\n",
    "We can see that the image is heavily downsampled - reduced in size/resolution and in quality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "s2ilP_6QwWen",
    "outputId": "183757ac-1b49-4ceb-b831-06efa16604dd"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_subsample(images, 'max', 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7Y1ENNjGSbkG"
   },
   "source": [
    "If we increase the size of the max pooling filter, the images get smaller and the quality gets worse."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "RjG3dKHOwdGl",
    "outputId": "dcc34450-eb5b-4ce2-f4b0-ce4d65d21b61"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_subsample(images, 'max', 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6mytzlOyTCwH"
   },
   "source": [
    "For average pooling, the same effect happens, however the loss in quality is not as harsh."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "kfHXVvaUwlJm",
    "outputId": "f8ecbca3-92f7-4f45-ca43-f54d09fb4811"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_subsample(images, 'avg', 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0op4E0VPTP66"
   },
   "source": [
    "Again, we can increase the filter size, reducing the resolution of the output image at the cost of image quality - however, the quality drop is not as bad as max pooling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 319
    },
    "colab_type": "code",
    "id": "HhNx8-Ciww1e",
    "outputId": "3708dc21-383d-4170-df6f-4c2225ec3e23"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_subsample(images, 'avg', 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "FhdAN1ps9mip"
   },
   "source": [
    "Similarly to convolutional layers, if the input image has more than one channel, the filter has a depth equal to the number of channels. Thus, if we did a max pool with a 5x5x6 filter (height and width of 5 and depth of 6), the output at each pixel would be the maximum value of all 150 pixels covered by the filter.\n",
    "\n",
    "### Defining the Model\n",
    "\n",
    "Now we've gone through all the concepts, we can implement our model.\n",
    "\n",
    "![](https://github.com/bentrevett/pytorch-image-classification/blob/master/assets/lenet5.png?raw=1)\n",
    "\n",
    "Our actual implementation is going to slightly differ from the actual LeNet architecture, as it was built to handle 32x32 images, whereas the MNIST dataset consists of 28x28 images. We're also not going to use the Gaussian connections at the end, instead we'll just use a standard linear layer.\n",
    "\n",
    "The first layer in our model is a convolutional layer with 6 filters (PyTorch calls them `out_channels`) and a kernel size of 5. This turns our `[1, 28, 28]` image into `[6, 24, 24]`. We then downsample our image with a max pooling layer that has a filter size of 2 to get a `[6, 12, 12]` image. This is then passed through an activation function, ReLU in this case, which is applied elementwise and does not change the of the image. \n",
    "\n",
    "Afterwards, we pass the image to the second convolutional layer with 16 filters that are 5x5x6, a height and width of 5 and a depth of 6 as our previous convolutional layer had 6 filters. This gives us an image size of `[16, 8, 8]` which we then max pool to half the height and width to `[16, 4, 4]` and then pass through another ReLU function.\n",
    "\n",
    "We then flatten our `[16, 4, 4]` image to `[256]` and pass this through three linear layers. Each of the linear layers are followed by another ReLU, except for the last.\n",
    "\n",
    "We return the results from the final linear layer as well as from the flattened result of the second convolutional layer, which we can plot in lower dimensions later.\n",
    "\n",
    "Note that you should always apply your activation function **after** the pooling layer. You will get the exact same results if you apply the activation function before, however this means you will be applying your activation function to a larger number of inputs, increasing the computation required. Using the activation function after the image has been reduced in size means it will be applied to fewer inputs and thus use less computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "EWBrruYJpJOO"
   },
   "outputs": [],
   "source": [
    "class LeNet(nn.Module):\n",
    "    def __init__(self, output_dim):\n",
    "        super().__init__()\n",
    "\n",
    "        self.conv1 = nn.Conv2d(in_channels=1,\n",
    "                               out_channels=6,\n",
    "                               kernel_size=5)\n",
    "\n",
    "        self.conv2 = nn.Conv2d(in_channels=6,\n",
    "                               out_channels=16,\n",
    "                               kernel_size=5)\n",
    "\n",
    "        self.fc_1 = nn.Linear(16 * 4 * 4, 120)\n",
    "        self.fc_2 = nn.Linear(120, 84)\n",
    "        self.fc_3 = nn.Linear(84, output_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "\n",
    "        # x = [batch size, 1, 28, 28]\n",
    "\n",
    "        x = self.conv1(x)\n",
    "\n",
    "        # x = [batch size, 6, 24, 24]\n",
    "\n",
    "        x = F.max_pool2d(x, kernel_size=2)\n",
    "\n",
    "        # x = [batch size, 6, 12, 12]\n",
    "\n",
    "        x = F.relu(x)\n",
    "\n",
    "        x = self.conv2(x)\n",
    "\n",
    "        # x = [batch size, 16, 8, 8]\n",
    "\n",
    "        x = F.max_pool2d(x, kernel_size=2)\n",
    "\n",
    "        # x = [batch size, 16, 4, 4]\n",
    "\n",
    "        x = F.relu(x)\n",
    "\n",
    "        x = x.view(x.shape[0], -1)\n",
    "\n",
    "        # x = [batch size, 16*4*4 = 256]\n",
    "\n",
    "        h = x\n",
    "\n",
    "        x = self.fc_1(x)\n",
    "\n",
    "        # x = [batch size, 120]\n",
    "\n",
    "        x = F.relu(x)\n",
    "\n",
    "        x = self.fc_2(x)\n",
    "\n",
    "        # x = batch size, 84]\n",
    "\n",
    "        x = F.relu(x)\n",
    "\n",
    "        x = self.fc_3(x)\n",
    "\n",
    "        # x = [batch size, output dim]\n",
    "\n",
    "        return x, h"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "U4c1baSb9miu"
   },
   "source": [
    "The rest of the notebook is similar to the previous ones.\n",
    "\n",
    "We'll create an instance of the model..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tUzmim2wpJOR"
   },
   "outputs": [],
   "source": [
    "OUTPUT_DIM = 10\n",
    "\n",
    "model = LeNet(OUTPUT_DIM)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ukTKcsnI9miy"
   },
   "source": [
    "...and calculate the number of parameters. \n",
    "\n",
    "Notice that this model has significantly fewer parameters than the previous model: 44,000 parameters compared to 222,000."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "mLoW5vrgpJOb",
    "outputId": "77ecd39c-bf96-49d0-9731-59057ee56f7a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The model has 44,426 trainable parameters\n"
     ]
    }
   ],
   "source": [
    "def count_parameters(model):\n",
    "    return sum(p.numel() for p in model.parameters() if p.requires_grad)\n",
    "\n",
    "\n",
    "print(f'The model has {count_parameters(model):,} trainable parameters')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YCJKXHaC9mi2"
   },
   "source": [
    "### Training the Model\n",
    "\n",
    "We define our optimizer..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7uWkpEQupJOe"
   },
   "outputs": [],
   "source": [
    "optimizer = optim.Adam(model.parameters())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OKwrT8PR9mi5"
   },
   "source": [
    "...our loss function (which will also apply the softmax activation function)..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "s0NFRpsCpJOj"
   },
   "outputs": [],
   "source": [
    "criterion = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_bnKnJdn9mi_"
   },
   "source": [
    "...define the device (to put our model and data on the GPU, if we have one)..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Hg_ZhopcpJOn"
   },
   "outputs": [],
   "source": [
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "H4fpAe0Z9mjB"
   },
   "source": [
    "...place the model and criterion on the device..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_1FPJhSZpJOq"
   },
   "outputs": [],
   "source": [
    "model = model.to(device)\n",
    "criterion = criterion.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KoTNt8gd9mjF"
   },
   "source": [
    "...define a function to calculate accuracy..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "T2G8Rh9rpJOu"
   },
   "outputs": [],
   "source": [
    "def calculate_accuracy(y_pred, y):\n",
    "    top_pred = y_pred.argmax(1, keepdim=True)\n",
    "    correct = top_pred.eq(y.view_as(top_pred)).sum()\n",
    "    acc = correct.float() / y.shape[0]\n",
    "    return acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZAwADXl09mjJ"
   },
   "source": [
    "...define a function that performs a training epoch..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PTACK051pJOy"
   },
   "outputs": [],
   "source": [
    "def train(model, iterator, optimizer, criterion, device):\n",
    "\n",
    "    epoch_loss = 0\n",
    "    epoch_acc = 0\n",
    "\n",
    "    model.train()\n",
    "\n",
    "    for (x, y) in tqdm(iterator, desc=\"Training\", leave=False):\n",
    "\n",
    "        x = x.to(device)\n",
    "        y = y.to(device)\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        y_pred, _ = model(x)\n",
    "\n",
    "        loss = criterion(y_pred, y)\n",
    "\n",
    "        acc = calculate_accuracy(y_pred, y)\n",
    "\n",
    "        loss.backward()\n",
    "\n",
    "        optimizer.step()\n",
    "\n",
    "        epoch_loss += loss.item()\n",
    "        epoch_acc += acc.item()\n",
    "\n",
    "    return epoch_loss / len(iterator), epoch_acc / len(iterator)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "MeLmYWlm9mjM"
   },
   "source": [
    "...define a function that performs an evaluation epoch..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "0wwwTGOkpJO1"
   },
   "outputs": [],
   "source": [
    "def evaluate(model, iterator, criterion, device):\n",
    "\n",
    "    epoch_loss = 0\n",
    "    epoch_acc = 0\n",
    "\n",
    "    model.eval()\n",
    "\n",
    "    with torch.no_grad():\n",
    "\n",
    "        for (x, y) in tqdm(iterator, desc=\"Evaluating\", leave=False):\n",
    "\n",
    "            x = x.to(device)\n",
    "            y = y.to(device)\n",
    "\n",
    "            y_pred, _ = model(x)\n",
    "\n",
    "            loss = criterion(y_pred, y)\n",
    "\n",
    "            acc = calculate_accuracy(y_pred, y)\n",
    "\n",
    "            epoch_loss += loss.item()\n",
    "            epoch_acc += acc.item()\n",
    "\n",
    "    return epoch_loss / len(iterator), epoch_acc / len(iterator)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0lPCfrdl9mjR"
   },
   "source": [
    "...define a function that tells us how long an epoch takes..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "p2HTEF7EpJO5"
   },
   "outputs": [],
   "source": [
    "def epoch_time(start_time, end_time):\n",
    "    elapsed_time = end_time - start_time\n",
    "    elapsed_mins = int(elapsed_time / 60)\n",
    "    elapsed_secs = int(elapsed_time - (elapsed_mins * 60))\n",
    "    return elapsed_mins, elapsed_secs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JWzuni4c9mja"
   },
   "source": [
    "...and finally we can begin training!\n",
    "\n",
    "Even though we have significantly fewer parameters, the model still takes around the same amount of time per epoch (convolutional layers are computationally expensive) and we train it a bit longer.\n",
    "\n",
    "However, we beat the ~98% validation accuracy achieved by the multilayer perceptron model and achieve 99% validation accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "OfO1pGXppJO7",
    "outputId": "f3097bd2-9be7-4656-fcc6-7b3c5006e445"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 01 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.416 | Train Acc: 86.85%\n",
      "\t Val. Loss: 0.139 |  Val. Acc: 95.64%\n",
      "Epoch: 02 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.146 | Train Acc: 95.45%\n",
      "\t Val. Loss: 0.100 |  Val. Acc: 97.28%\n",
      "Epoch: 03 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.104 | Train Acc: 96.76%\n",
      "\t Val. Loss: 0.067 |  Val. Acc: 97.90%\n",
      "Epoch: 04 | Epoch Time: 0m 9s\n",
      "\tTrain Loss: 0.085 | Train Acc: 97.34%\n",
      "\t Val. Loss: 0.065 |  Val. Acc: 98.13%\n",
      "Epoch: 05 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.072 | Train Acc: 97.76%\n",
      "\t Val. Loss: 0.059 |  Val. Acc: 98.20%\n",
      "Epoch: 06 | Epoch Time: 0m 11s\n",
      "\tTrain Loss: 0.064 | Train Acc: 97.97%\n",
      "\t Val. Loss: 0.050 |  Val. Acc: 98.58%\n",
      "Epoch: 07 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.059 | Train Acc: 98.13%\n",
      "\t Val. Loss: 0.051 |  Val. Acc: 98.60%\n",
      "Epoch: 08 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.055 | Train Acc: 98.21%\n",
      "\t Val. Loss: 0.043 |  Val. Acc: 98.79%\n",
      "Epoch: 09 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.051 | Train Acc: 98.45%\n",
      "\t Val. Loss: 0.043 |  Val. Acc: 98.85%\n",
      "Epoch: 10 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.051 | Train Acc: 98.40%\n",
      "\t Val. Loss: 0.038 |  Val. Acc: 98.83%\n",
      "Epoch: 11 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.046 | Train Acc: 98.57%\n",
      "\t Val. Loss: 0.044 |  Val. Acc: 98.75%\n",
      "Epoch: 12 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.042 | Train Acc: 98.58%\n",
      "\t Val. Loss: 0.047 |  Val. Acc: 98.69%\n",
      "Epoch: 13 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.042 | Train Acc: 98.70%\n",
      "\t Val. Loss: 0.042 |  Val. Acc: 98.75%\n",
      "Epoch: 14 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.040 | Train Acc: 98.71%\n",
      "\t Val. Loss: 0.043 |  Val. Acc: 98.69%\n",
      "Epoch: 15 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.040 | Train Acc: 98.74%\n",
      "\t Val. Loss: 0.040 |  Val. Acc: 98.87%\n",
      "Epoch: 16 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.038 | Train Acc: 98.78%\n",
      "\t Val. Loss: 0.041 |  Val. Acc: 98.86%\n",
      "Epoch: 17 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.034 | Train Acc: 98.96%\n",
      "\t Val. Loss: 0.039 |  Val. Acc: 98.91%\n",
      "Epoch: 18 | Epoch Time: 0m 9s\n",
      "\tTrain Loss: 0.036 | Train Acc: 98.92%\n",
      "\t Val. Loss: 0.037 |  Val. Acc: 99.02%\n",
      "Epoch: 19 | Epoch Time: 0m 10s\n",
      "\tTrain Loss: 0.034 | Train Acc: 98.92%\n",
      "\t Val. Loss: 0.031 |  Val. Acc: 99.29%\n",
      "Epoch: 20 | Epoch Time: 0m 11s\n",
      "\tTrain Loss: 0.033 | Train Acc: 98.95%\n",
      "\t Val. Loss: 0.038 |  Val. Acc: 98.85%\n"
     ]
    }
   ],
   "source": [
    "EPOCHS = 20\n",
    "\n",
    "best_valid_loss = float('inf')\n",
    "\n",
    "for epoch in trange(EPOCHS, desc=\"Epochs\"):\n",
    "\n",
    "    start_time = time.monotonic()\n",
    "\n",
    "    train_loss, train_acc = train(model, train_iterator, optimizer, criterion, device)\n",
    "    valid_loss, valid_acc = evaluate(model, valid_iterator, criterion, device)\n",
    "\n",
    "    if valid_loss < best_valid_loss:\n",
    "        best_valid_loss = valid_loss\n",
    "        torch.save(model.state_dict(), 'tut2-model.pt')\n",
    "\n",
    "    end_time = time.monotonic()\n",
    "\n",
    "    epoch_mins, epoch_secs = epoch_time(start_time, end_time)\n",
    "\n",
    "    print(f'Epoch: {epoch+1:02} | Epoch Time: {epoch_mins}m {epoch_secs}s')\n",
    "    print(f'\\tTrain Loss: {train_loss:.3f} | Train Acc: {train_acc*100:.2f}%')\n",
    "    print(f'\\t Val. Loss: {valid_loss:.3f} |  Val. Acc: {valid_acc*100:.2f}%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5aiKwaMT9mjf"
   },
   "source": [
    "We load the parameters which performed the best on the validation set and then evaluate our performance on the test set.\n",
    "\n",
    "Just like the validation accuracy, we get 99% test accuracy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "MGxMGeUEpJO_",
    "outputId": "d0e69b51-3300-4330-e2e3-ba7f3d73f496"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Loss: 0.025 | Test Acc: 99.17%\n"
     ]
    }
   ],
   "source": [
    "model.load_state_dict(torch.load('tut2-model.pt'))\n",
    "\n",
    "test_loss, test_acc = evaluate(model, test_iterator, criterion, device)\n",
    "\n",
    "print(f'Test Loss: {test_loss:.3f} | Test Acc: {test_acc*100:.2f}%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "B-gBJCx29mjn"
   },
   "source": [
    "### Examining the Model\n",
    "\n",
    "Much like the previous notebook, we'll examine our model by: plotting a confusion matrix, seeing which incorrect examples our model was most confident about, view our model's learned representations in two dimensions with PCA and t-SNE, and view the weights of our model.\n",
    "\n",
    "First, we'll get the model's predictions across the test set..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "w6PJMaehrEC3"
   },
   "outputs": [],
   "source": [
    "def get_predictions(model, iterator, device):\n",
    "\n",
    "    model.eval()\n",
    "\n",
    "    images = []\n",
    "    labels = []\n",
    "    probs = []\n",
    "\n",
    "    with torch.no_grad():\n",
    "\n",
    "        for (x, y) in iterator:\n",
    "\n",
    "            x = x.to(device)\n",
    "\n",
    "            y_pred, _ = model(x)\n",
    "\n",
    "            y_prob = F.softmax(y_pred, dim=-1)\n",
    "\n",
    "            images.append(x.cpu())\n",
    "            labels.append(y.cpu())\n",
    "            probs.append(y_prob.cpu())\n",
    "\n",
    "    images = torch.cat(images, dim=0)\n",
    "    labels = torch.cat(labels, dim=0)\n",
    "    probs = torch.cat(probs, dim=0)\n",
    "\n",
    "    return images, labels, probs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8nzP0-he-4i_"
   },
   "outputs": [],
   "source": [
    "images, labels, probs = get_predictions(model, test_iterator, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7044hS_mEhyS"
   },
   "source": [
    "...and then get the predicted labels from the model's predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "h6HXkgGlrNqR"
   },
   "outputs": [],
   "source": [
    "pred_labels = torch.argmax(probs, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "30NOg_tmEhyW"
   },
   "source": [
    "Next, we'll plot the confusion matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FKM5MvaV_jSa"
   },
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(labels, pred_labels):\n",
    "\n",
    "    fig = plt.figure(figsize=(10, 10))\n",
    "    ax = fig.add_subplot(1, 1, 1)\n",
    "    cm = confusion_matrix(labels, pred_labels)\n",
    "    cm = ConfusionMatrixDisplay(cm, display_labels=range(10))\n",
    "    cm.plot(values_format='d', cmap='Blues', ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "kANfVvIkEhya"
   },
   "source": [
    "The only real problem the model seemed to have is predicting 2s as 7s."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 580
    },
    "colab_type": "code",
    "id": "G-O1gXWuA78l",
    "outputId": "5649d2be-938c-4c6d-f26f-0edda7808ed8"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAIzCAYAAADvbnhMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABSdElEQVR4nO3deXxU5dn/8c+VhH0JkbDviIigghAVoVIQoYILdW1REa19qFWkxbpA1Z/W9qnW1rpU26eote4bYrWWuu+AKEFFNgURkMUQIIR9yeT6/TEDAkI2mDlzcr5vX/Mic+bM3N/cnoSb677POebuiIiIiERFRtABRERERFJJgx8RERGJFA1+REREJFI0+BEREZFI0eBHREREIiUr6AAiIiKSGpkN27mXbElJW76l8BV3PyUljVWSBj8iIiIR4SVbqHX4eSlpa+sn9+WmpKEq0LSXiIiIRIoqPyIiIpFhYKp7qAdEREQkUlT5ERERiQoDzIJOEThVfkRERCRSVPkRERGJEq35UeVHREREokWVHxERkSjRmh9VfkRERCRaVPkRERGJDF3nB1T5ERERkYhR5UdERCRKtOZHlR8RERGJFg1+REREJFI07SUiIhIVhhY8o8qPiIiIRIwqPyIiIpFhWvCMKj8iIiISMar8iIiIRInW/KjyIyIiItGiyo+IiEiUaM2PKj8iIiISLar8iIiIRIZubAqq/IiIiEjEqPIjIiISFYbW/KDKj4iIiESMKj8iIiJRojU/qvyIiIhItKjyIyIiEhk62wtU+REREZGI0eBHREREIkXTXiIiIlGSoVPdVfkRERGRSFHlR0REJCoMLXhGlR8RERGJGFV+REREokS3t1DlR0RERKJFlR8REZHI0EUOQZUfERERiRhVfkRERKJEa35U+REREZFoUeVHREQkSrTmR5UfERERiRZVfkRERKLCTGt+UOVHREREIkaVHxERkSjRmh9VfkRERCRa0qryY7UaeEa9xkHHqJQeHXKDjiAiIiG1ZMliVq9erUU4KZZWg5+Meo2pPfCmoGNUypQnLwk6goiIhFTf4/NS36gWPGvaS0RERKIlrSo/IiIikky6sSmo8iMiIiIRo8qPiIhIlGjNjyo/IiIiEi2q/IiIiESFoTU/qPIjIiIiEaPKj4iISGTobC9Q5UdEREQiRpUfERGRKNHZXqr8iIiISOqZ2T/MbJWZzd5t2yFm9pqZLUj8mZPYbmZ2j5ktNLNZZtZzt/eMTOy/wMxGVqRtDX5ERESixDJS8yjfP4FT9to2DnjD3Q8D3kg8BxgCHJZ4jAL+BvHBEnATcDxwHHDTzgFTWTT4ERERkZRz93eBtXttHgY8nPj6YeCHu21/xOM+ABqZWQvgB8Br7r7W3YuA1/jugOo7tOZHREQkSlK35ifXzGbs9nyCu08o5z3N3H1l4utvgGaJr1sBX++237LEtv1tL5MGPyIiIpIMq909r6pvdnc3Mz+YgXbStJeIiIiki4LEdBaJP1clti8H2uy2X+vEtv1tL1O1qPyMOqUrF53UGTN45M0v+Pt/5/LAmP50atEQgOx6NSnetJ3+41+kTW59pt1xJgtXFAMwY2EhVz84Lcj4e3h96lzG3zGRWGkpI4b1YezFg4OOVKbRtzzGK+/PJjenAdOevj7oOBUStj4GZU6FsB3LYcsLsOybIn5+8yMUrt2AASPP7MtlwwcEHatMYTuOy2Vpf5HDF4GRwG2JP1/YbftoM3uK+OLmYndfaWavAL/fbZHzYGB8eY0kdfBjZqcAdwOZwAPuftvBbqNL60ZcdFJnBt3wb7aXlPLsuMG8OvNrfnrP27v2ueXCY1m/efuu54sLNtB//IsHO8oBi8VKueb2Z3j+3tG0bNaIk0b+kSH9jqJLxxZBR9uv4af15n/O+z6X3fRI0FEqJIx9rMypEbZjOWx5AbKyMvjdL8+ie5c2bNi0lQEX/YH+x3dJ2+MijMdxmJjZk0B/4muDlhE/a+s24BkzuxRYApyX2H0yMBRYCGwGLgFw97Vm9lvgo8R+t7j73ouovyNpwz8zywTuI356WldguJl1PdjtdG7ViPyFhWzZHiNW6kyZ9w2nHdduj31+2LsDk6Z+dbCbPujy5yymY5tc2rfOpWaNLM4a1JPJ78wKOlaZ+vbsRE7DukHHqLAw9rEyp0bYjuWw5QVonptN9y7xGYoG9WrTuX1zVhauCzZUGcJ4HFeIWWoe5XD34e7ewt1ruHtrd3/Q3de4+0B3P8zdT945kEmc5XWFux/q7ke5+4zdPucf7t4p8XioIl2QzNrXccBCd1/k7tuBp4ifqnZQzf+6iN5dmpFTvxZ1amYyqEdrWjWut+v1E7o0o7B4C4u+Wb9rW9sm9Xnr1jN48f8Noffhzfb1sYFYWVhMq2bfXp6gZbMcVhYWB5io+gljHyuzVEdLV6xh1ufL6NWtfdBR9kvHcfWVzGmvfZ1+dvzeO5nZKOIXLMLqNq50I1+sKOaeFz9j4vjBbN5Wwuwla4mVfrs4/Ow+HXlu6qJdzwvWbab7lc9StHEb3Ts05tFfDaTvNc+zYcuOSrctIiKVt3HzNi667gFuvepsGtavE3ScyDHd3iL4s73cfYK757l7ntWqX6XPePztBQy8/t+cfst/WbdpG1+ujFd5MjOMU49rx7+mfTvltb2klKKN2wD49Ks1fFWwnkMTC6OD1qJJNssLinY9X1FQRIsm2QEmqn7C2MfKLNXJjpIYI6+7n3NPyeP0k3oEHadMOo6rr2QOfqp0+llV5DasDUCrxvU47dh2TJwSr/R8/6iWLFhRzIq1m3ft27hBLTISo952TetzaPOGLC7YkIxYldazazu+XFrIkuWr2b6jhEmvzWRIv6ODjlWthLGPlVmqC3fnyt8+Tuf2zbnigoFBxylXdTyOjXjlJxWPdJbMaa+PgMPMrAPxQc+PgfOT0dA/xw7gkPq12REr5dqHPth1ZtdZJ3Rg0m5TXgB9jmjOuHOPYUdJKaUOv3pwGus2bd/Xx6ZcVlYmt197HmePuY9YzLngjN4ccWh6n1Vw6fUPMSV/AWvWbaTbqTcwbtRQRgzrE3Ss/QpjHytzaoTtWA5bXoAPPl3E05M/pGunlpx4/q0A3HjFGQzu2y3gZPsWxuNYKsbck3LxxPiHmw0F7iJ+qvs/3P1/y9o/85D2XnvgTUnLkwxrnrwk6AgiIhJSfY/PIz9/RsrKJKn8e3bzxJ/kH8gVnpMpqdf5cffJxM/NFxEREUkL1eIKzyIiIlIR6b8eJxUCP9tLREREJJVU+REREYkQVX5U+REREZGIUeVHREQkQlT5UeVHREREIkaDHxEREYkUTXuJiIhEiKa9VPkRERGRiFHlR0REJCos8Yg4VX5EREQkUlT5ERERiQjT7S0AVX5EREQkYlT5ERERiRBVflT5ERERkYhR5UdERCRCVPlJs8FPjw65THnykqBjVErOsaODjlApRR/dG3QEERGRQKXV4EdERESSS5UfrfkRERGRiFHlR0REJCp0hWdAlR8RERGJGFV+REREIkRrflT5ERERkYhR5UdERCQidG+vOFV+REREJFI0+BEREZFI0bSXiIhIhGjaS5UfERERiRhVfkRERKJEhR9VfkRERCRaVPkRERGJCtOaH1DlR0RERCJGlR8REZEIUeVHlR8RERGJGFV+REREIkSVn2o++Hl96lzG3zGRWGkpI4b1YezFgwPL8pcbL+AH3zuS1UUb6PPj3wMwbOAxXDdqKIe3b8bAi//EJ/OWAtCzazvuun44ED8j8bb7J/Oft2dRq2YW/5nwS2rVyCIzK5MX3/iY2yZMDupbAmD0LY/xyvuzyc1pwLSnrw80S0Wl03FRUcqcfGHLG8afPQhfP4ctr1RM0qa9zOwfZrbKzGYnq42yxGKlXHP7Mzx79+V88MwNPPdqPvMXrQwiCgBPvvQB54y5b49t875cwUXX3s/Uj7/8zvYBF91Ovwtu45wxf+XO8cPJzMxg2/YShv38Hk684Db6nX8rA0/oSt6R7VP4XXzX8NN6M/GeKwLNUBnpdlxUhDInX9jyQvh+9iB8/Ry2vBWx88amqXiks2Su+fkncEoSP79M+XMW07FNLu1b51KzRhZnDerJ5HdmBRWHqR9/SdH6zXts+2JxAQuXrPrOvlu27SAWKwWgVq0auPuu1zZt2Q5AjaxMamRl7vFaEPr27EROw7qBZqiMdDsuKkKZky9seSF8P3sQvn4OW16puKQNftz9XWBtsj6/PCsLi2nVLGfX85bNclhZWBxUnErr1a0dU5++nilP/pqrbntq12AoI8N49/FxfPHqbbw9fT75c5YEnDRcwnhcKHPyhS1vWIWtn8OWt8IsRY80FvjZXmY2ysxmmNmMwtWFQcdJG/lzltDnR//LwJG3M/biwdSqGV+eVVrq9LvgNrqdegM9u7XjiENbBJxUREQkXAIf/Lj7BHfPc/e8JrlNDtrntmiSzfKCol3PVxQU0aJJ9kH7/FT5YnEBmzZv44hDW+6xff3GLbyX/wUDT+gaULJwCuNxoczJF7a8YRW2fg5b3gpJXOFZa36qqZ5d2/Hl0kKWLF/N9h0lTHptJkP6HR10rApp27IxmZnx/zVtmudwWPvmLF2xhsaN6tOwfh0AateqwYDjurBgcUGQUUMnjMeFMidf2PKGVdj6OWx5peKq7anuWVmZ3H7teZw95j5iMeeCM3oHOkX0wO8upm+vw2jcqD6zX/ott02YTNH6Tfzh6nPJzanP03dexmdfLOecMfdxQveO/OLiwZSUxCgtda7+w9OsLd5Et04t+evNI8jMyCAjw3j+9Zm88n4gJ9Ptcun1DzElfwFr1m2k26k3MG7UUEYM6xNoprKk23FREcqcfGHLC+H72YPw9XPY8krFWbLOFjKzJ4H+QC5QANzk7g+W9Z5evfJ8yvQZScmTLDnHjg46QqUUfXRv0BFERCSh7/F55OfPSNkcUc2mnbzpOX9KSVvL/3ZmvrvnpaSxSkpa5cfdhyfrs0VERESqqtpOe4mIiMh3pfti5FSotgueRURERPZFlR8REZEoUeFHlR8RERGJFlV+REREIkRrflT5ERERkYhR5UdERCQiwnDriVRQ5UdEREQiRZUfERGRCFHlR5UfERERiRhVfkRERCJElR9VfkRERCRiVPkRERGJEhV+VPkRERGRaNHgR0RERCJF014HqOije4OOUCk5p90ZdIRKK3ppbNARRESqDS14VuVHREREIkaVHxERkagwVX5AlR8RERGJGFV+REREIsIAFX5U+REREZGIUeVHREQkMkxrflDlR0RERCJGlR8REZEIUeFHlR8RERGJGFV+REREIkRrflT5ERERkYhR5UdERCQqTGt+QJUfERERiRhVfkRERCLCgIwMlX5U+REREZFI0eBHREREIkXTXiIiIhGiBc+q/IiIiEjEVOvKz+hbHuOV92eTm9OAaU9fH3SccqVb3r/8YhA/OLYjq4s30+eKRwFoVL8W/7juVNo2a8jSgvVcctt/KN60jXP7d+EXZ+dhZmzcsp1f/fUNZn+1GoCfDzuGEYOPApy5i1dzxV2vsm1HLLDvK936uSJenzqX8XdMJFZayohhfRh78eCgI5UrbJnDljeMxzGEr5/DlrcidJHDJFZ+zKyNmb1lZnPNbI6Z/SJZbe3P8NN6M/GeK1LdbJWlW94nX5/LOTc9v8e2secex7uffk3eqH/y7qdfM/bcYwFY8k0xp457lr6jH+WPT03nztEnA9CicT1+dvoxnDT2cfpc8SgZGRmc1e/wlH8vu0u3fi5PLFbKNbc/w7N3X84Hz9zAc6/mM3/RyqBjlSlsmcOWF8J3HEP4+jlsecPIzMYmxgizzexJM6ttZh3MbLqZLTSzp82sZmLfWonnCxOvt69qu8mc9ioBfuXuXYHewBVm1jWJ7X1H356dyGlYN5VNHpB0yzt1znKKNmzdY9uQ4zvy5BtzAXjyjbkM7X0oAB/OX0nxpm0AfDR/JS1zG+x6T1ZmBrVrZpGZYdStlcU3azem6DvYt3Tr5/Lkz1lMxza5tG+dS80aWZw1qCeT35kVdKwyhS1z2PJC+I5jCF8/hy1vhSQucpiKR7lRzFoBY4A8dz8SyAR+DPwBuNPdOwFFwKWJt1wKFCW235nYr0qSNvhx95XuPjPx9QZgHtAqWe1JajRtVJeCok0AFBRtommj7/7yHTH4SF6f8RUAK9ds4i/P5/PZQz9l/qOjWL95G299vDSlmcNuZWExrZrl7HreslkOKwuLA0xUvrBlDlvesApbP4ctb0hlAXXMLAuoC6wETgImJl5/GPhh4uthieckXh9oVZzDS8mC50Rp6hhg+j5eG2VmM8xsRuHqwlTEkYPI93r+vaNac+Hgbtz8z/cByK5Xi6HHd6THpf/giIvup26tGpzXv0vqg4qICEZ8zU8qHkDuzr/fE49Ru2dx9+XAn4ClxAc9xUA+sM7dSxK7LePbwkkr4OvEe0sS+zeuSj8kffBjZvWB54Bfuvv6vV939wnunufueU1ymyQ7jhygVes20yynHgDNcupRuG7zrte6tc/lnjGDuOC3L+6aLuvfoy1LCtazZv0WSmKl/HvaQo47omUg2cOqRZNslhcU7Xq+oqCIFk2yA0xUvrBlDlvesApbP4ctbxpavfPv98Rjwu4vmlkO8WpOB6AlUA84JRXBkjr4MbMaxAc+j7v7pGS2Janx8vRFDB8YX7o1fGBX/jt9EQCtmzTgkV+fzmV3vMyXK9bt2n9Z4QbyDm9BnVrxEwu/370tn3+9NuW5w6xn13Z8ubSQJctXs31HCZNem8mQfkcHHatMYcsctrxhFbZ+DlveiklN1aeCs1EnA1+5e6G77wAmAX2BRolpMIDWwPLE18uBNgCJ17OBNVXphaSd6p6Yh3sQmOfuf05WO2W59PqHmJK/gDXrNtLt1BsYN2ooI4b1CSJKhaRb3geuGULfo9rQuGFtZv/zp9z2+DTunPgRD407lQsHd+PrVRu45LaXALjmx8dzSMPa/OnykwAoiTknjX2C/C++4cUpC3j7rguIlZYy68tCHn75s8C+J0i/fi5PVlYmt197HmePuY9YzLngjN4ccWiLoGOVKWyZw5YXwnccQ/j6OWx5Q2gp0NvM6gJbgIHADOAt4BzgKWAk8EJi/xcTz6clXn/T3fdefVEhVsX3lf/BZt8D3gM+A0oTm3/t7pP3955evfJ8yvQZSckjcTmn3Rl0hEoremls0BFERJKi7/F55OfPSNmFd+q2PNw7j/prStr69Dcn57t7Xln7mNlvgB8RP0P8Y+CnxNf2PAUckth2obtvM7PawKPE1xCvBX7s7ouqki1plR93f5/42ioRERGR73D3m4Cb9tq8CDhuH/tuBc49GO1W6ys8i4iIyJ50hWfd20tEREQiRpUfERGRqKjg1ZerO1V+REREJFI0+BEREZFI0bSXiIhIROy8vUXUqfIjIiIikaLKj4iISISo8KPKj4iIiESMKj8iIiIRojU/qvyIiIhIxKjyIyIiEiEq/KjyIyIiIhGjyo+IiEhUmNb8gCo/IiIiEjGq/IiIiERE/ArPQacIngY/EVP00tigI1Raztn/F3SESit67rKgI4iIyH5o8CMiIhIZpjU/aM2PiIiIRIwqPyIiIhGiwo8qPyIiIhIxGvyIiIhIpGjaS0REJEK04FmVHxEREYkYVX5ERESiwrTgGVT5ERERkYhR5UdERCQi4re3UOlHlR8RERGJFFV+REREIkSVH1V+REREJGJU+REREYkQFX5U+REREZGIUeVHREQkQrTmR5UfERERiRhVfkRERKJCV3gGqvng5/Wpcxl/x0RipaWMGNaHsRcPDjpSucKWefQtj/HK+7PJzWnAtKevDzTLXy7vzw/y2rG6eAt9xj4DQKP6tfjHVYNo27QBS1dt4JI7XqV403YAbvtJXwb1bMuW7SVc/pe3mPXV6l2f1aBODabd/SMmf7iYax94P5DvZ3dhOy62btvBqaPuYtuOEmIlMc4YeAzjf3Zq0LHKFLY+TqefvcpQP0s6SNq0l5nVNrMPzexTM5tjZr9JVlv7EouVcs3tz/Ds3ZfzwTM38Nyr+cxftDKVESotjJmHn9abifdcEXQMAJ58+3PO+e1/9tg29sxjePezZeSNfpJ3P1vG2DOPAWBQz7Yc2iKbXqOf5Jd/e4c7Rp24x/t+Pfw4ps1Nj74P43FRq2YWL/xtDO8/MZ53nxjPG9Pm8tFnXwUda7/C2Mfp9LNXUern4BmGWWoe6SyZa362ASe5e3egB3CKmfVOYnt7yJ+zmI5tcmnfOpeaNbI4a1BPJr8zK1XNV0kYM/ft2YmchnWDjgHA1LkrKdq4bY9tQ45tz5NvfQHAk299wdDjOgAw9Nj2PPVOfPuMBavIrleLZo3i30f3jrk0za7Dm58uS2H6/QvjcWFm1K9bC4AdJTF2lMTS+pdhGPs4nX72Kkr9LOkiaYMfj9uYeFoj8fBktbe3lYXFtGqWs+t5y2Y5rCwsTlXzVRLGzOmuaaM6FKzbDEDBus00bVQHgBaH1GP56o279luxZiMtGtfDDH43sg83PjwtkLz7EtbjIhYr5cTzb6Xz4HH0P74LeUe2DzrSfoW1j8NG/SzpIqlne5lZppl9AqwCXnP36fvYZ5SZzTCzGYWrC5MZRwQvZ/j901O68drMpaxYuyk1gaqxzMwM3ntiPHP+8ztmzlnC3IUrgo4kIsQXPKfikc6SuuDZ3WNADzNrBDxvZke6++y99pkATADo1SvvoFWGWjTJZnlB0a7nKwqKaNEk+2B9fFKEMXO6W7VuC80a1aVg3WaaNapLYfEWAFau3USr3Pq79mvZuD4r12zi2M7NOeGI5lx6Sjfq1c6iRlYmm7bu4DePfWfcnjJhPy6yG9TlxF6deWPaXLp2ahl0nH0Kex+HhfpZ0kVKrvPj7uuAt4BTUtEeQM+u7fhyaSFLlq9m+44SJr02kyH9jk5V81USxszp7uUZixk+oDMAwwd05r8fLQbgvx8t5sffj2/PO6wp6zdvp2DdZkbd/QZHXfY43X/+ODc+8gFPv/NFoAMfCOdxsbpoA8Ub4tONW7Zu560P53NY+2YBp9q/MPZxGKmf00OGWUoe6SxplR8zawLscPd1ZlYHGAT8IVnt7S0rK5Pbrz2Ps8fcRyzmXHBGb444tEWqmq+SMGa+9PqHmJK/gDXrNtLt1BsYN2ooI4b1CSTLA2MH0rdbSxo3qM3sCRdy29MzuHPSxzz0q0FcOPAIvi7cwCV3vAbAqzOXMqhnW2beN5wt20q44r63A8lcEWE8Lr5ZvZ7Lb36UWGkppaXOmSf35JQTjwo61n6FsY/T6WevotTPki7My1sEUdUPNjsaeBjIJF5hesbdbynrPb165fmU6TOSkkfCK+fs/ws6QqUVPXdZ0BFEJAT6Hp9Hfv6MlJVJGrY9wntf91BK2npt9An57p6XksYqKWmVH3efBRyTrM8XERERqYpqfYVnERER+Vb8TKz0Xo+TCrqxqYiIiESKKj8iIiIRkqHCjyo/IiIiEi2q/IiIiESI1vyo8iMiIiIRo8qPiIhIhKjwo8qPiIiIRIwqPyIiIhFhgKHSjyo/IiIiEika/IiIiEikaNpLREQkQnSRQ1V+REREJGJU+REREYkKM13kEFV+REREJGJU+REREYkQFX40+JEQKHrusqAjVFru+f8MOkKlrH7i4qAjiBwU7h50hEoJV9rqQ4MfERGRiDAgQ6UfrfkRERGRaFHlR0REJEJU+FHlR0RERCJGlR8REZEI0XV+VPkRERGRiFHlR0REJCLMtOYHVPkRERGRiFHlR0REJEJ0nR9VfkRERCRiNPgRERGRSNG0l4iISIRo0kuVHxEREYkYVX5EREQiRBc5VOVHREREIkaVHxERkYgwIEOFH1V+REREJFpU+REREYkKM635oZoPfl6fOpfxd0wkVlrKiGF9GHvx4KAjlUuZky+d84465QhGDOiMGTz65gL+/vJcHrjy+xzaIhuA7Ho1Kd60nQG/fhGAX5xxFBf0P4zSUmf8I9N5a9aKIOPvIZ37eW/Lvini5zc/QuHaDRgw8sy+XDZ8QNCxyhTGzBCu4wLgr0+8yaMvTMPM6NqpBffeeCG1a9UIOpYcoKQPfswsE5gBLHf305Ld3k6xWCnX3P4Mz987mpbNGnHSyD8ypN9RdOnYIlURKk2Zky+d83Zp3YgRAzoz+MaX2F5SyjPjBvHqx1/z07+8s2ufWy7IY/3mHQB0bpXNmSd04HvX/ovmOXV57teDOf6q5yl1D+pb2CWd+3lfsrIy+N0vz6J7lzZs2LSVARf9gf7Hd0nbvBDOzGE7LlasWseEp99h2tPXU6d2TS4Z/w8mvZbP+af1DjraAVHhJzVrfn4BzEtBO3vIn7OYjm1yad86l5o1sjhrUE8mvzMr1TEqRZmTL53zdm6VTf7CQrZsjxErdabO+4bTjm23xz7Dendg0rRFAAzp1Zbnp33F9pJSlhZu5KuCDfTslBtE9O9I537el+a52XTv0gaABvVq07l9c1YWrgs2VDnCmDlsxwVASayUrdt2UFISY8vW7TTPzQ46khwESR38mFlr4FTggWS2sy8rC4tp1Sxn1/OWzXJYWVic6hiVoszJl8555329jhO6NCOnfi3q1Mzk5B6tadm43q7XT+jSjMLiLSz6ZgMALQ6py4o1m3a9vmLNJlrk1E157n1J534uz9IVa5j1+TJ6dWsfdJQKC0vmsB0XLZs2YvSFAzn6jP/HEUNvoGH9OpzU+4igYx0wS6z7SfYjne132svM/gLst37u7mMq8Pl3AdcCDcpoZxQwCqBN27YV+EiR6mnBimLu+fdsJo4fxOatJcxespZY6bc/gmf16cCkqV8FmLD627h5Gxdd9wC3XnU2DevXCTpOhYQxc1isW7+Z/74zi4//dTPZDepyybgHeea/H3HekGODjiYHqKw1PzMO5IPN7DRglbvnm1n//e3n7hOACQC9euUdtMUKLZpks7ygaNfzFQVFtGiS3uVKZU6+dM/7+NsLePztBQBc/6Oeuyo7mRnGqce2Y+D1/96178q1m/eoDLVsXI+VRZtTG3g/0r2f92VHSYyR193PuafkcfpJPYKOUyFhyxy24+LtDz+nbcvG5ObE//1+2oDufDhrUagHP7rOT9x+p73c/eHdH8Czez0vT1/gDDNbDDwFnGRmjx2c2OXr2bUdXy4tZMny1WzfUcKk12YypN/RqWq+SpQ5+dI9b27D2gC0alyP045tx3OJSs/3j2zJwhXFrFz77eDm5fyvOfOEDtTMyqBtk/p0bN6QmQtXB5J7b+nez3tzd6787eN0bt+cKy4YGHScCglj5rAdF62b5zBj9mI2b92Ou/PuR1/QuX3zoGPJQVDu2V5mdgLwIFAfaGtm3YGfufvlZb3P3ccD4xOf0R+42t0vPNDAFZWVlcnt157H2WPuIxZzLjijN0ccmp5nFOykzMmX7nkf+uUADqlfix2xUq596APWb94OwJknfHfK6/Pl63jhg8VM+eMPicWc6x76IC3O9IL07+e9ffDpIp6e/CFdO7XkxPNvBeDGK85gcN9uASfbvzBmDttxkXdke84Y2IMBI/5AZmYmRx/empFn9gk61gFLp/U4ZtaI+LrgI4kvtfkJ8DnwNNAeWAyc5+5FFg9+NzAU2Axc7O4zq9Sul/PL0symA+cAL7r7MYlts939yAo38u3gp8xT3Xv1yvMp0w9otk0kLeSe/8+gI1TK6icuDjqCyEFR3t9p6aZv72OZmT8jZaOR3I7d/PTfP5WStv45/Oh8d88rax8zexh4z90fMLOaQF3g18Bad7/NzMYBOe5+nZkNBa4kPvg5Hrjb3Y+vSrYKne3l7l/vtSlWmUbc/e1UXuNHRERE0puZZQP9iM8u4e7b3X0dMAzYubzmYeCHia+HAY943AdAIzOrUumwIoOfr82sD+BmVsPMriaA6/aIiIjIgbMUPYBcM5ux22PUXlE6AIXAQ2b2sZk9YGb1gGbuvjKxzzdAs8TXrYDdizHLEtsqrSJXeL6M+BxbK2AF8ApwRVUaExERkchYXc60VxbQE7jS3aeb2d3AuN13cHc3s4M+l1nu4MfdVwMXHOyGRUREJLXMICN9FjwvA5a5+/TE84nEBz8FZtbC3VcmprVWJV5fDrTZ7f2tE9sqrdxpLzPraGb/NrNCM1tlZi+YWceqNCYiIiIC4O7fEF9ac3hi00BgLvAiMDKxbSTwQuLrF4GLLK43ULzb9FilVGTa6wngPuDMxPMfA08SX2ktIiIiIZI+hR8gfvbW44kzvRYBlxAvzDxjZpcCS4DzEvtOJn6m10Lip7pfUtVGKzL4qevuj+72/DEzu6aqDYqIiIgAuPsnwL7WBX3nyp0ev47BQVlzXNa9vQ5JfPnfxHn2TxG/ANGPiI++REREJGTS6SKHQSmr8pNPfLCzs5d+tttrTuLqzSIiIiJhst/Bj7t3SGUQERERST4Vfiq25gczOxLoCtTeuc3dH0lWKBEREZFkqciNTW8C+hMf/EwGhgDvAxr8iIiIhIhh6XSdn8BU5PYW5xBfdf2Nu18CdAeyk5pKREREJEkqMu21xd1LzazEzBoSv9Jim/LeJCIiImnGtOYHKjb4mWFmjYD7iZ8BthGYlsxQIiIiIslSkXt7XZ748v/M7GWgobvPSm4sERERSQZd56fsixz2LOs1d5+ZnEgi4bf6iYuDjlAph175fNARKu3Lv5xZ/k4SOWH7iz1caauPsio/d5TxmgMnHeQsIiIikmQVOdOpuivrIocDUhlEREREJBU0ABQREZFIqdAVnkVERCT8jPCti0oGVX5EREQkUipyewsDLgA6uvstZtYWaO7uHyY9nYiIiBxUGSr8VKjy81fgBGB44vkG4L6kJRIRERFJooqs+Tne3Xua2ccA7l5kZjWTnEtERESSQJWfilV+dphZJvFr+2BmTYDSpKYSERERSZKKVH7uAZ4HmprZ/xK/y/sNSU0lIiIiB52ZzvaCit3b63EzywcGEj9L7ofuPi/pyURERESSoCJne7UFNgP/3n2buy9NZjARERE5+LTmp2LTXv8hvt7HgNpAB+BzoFsSc4mIiIgkRUWmvY7a/Xnibu+XJy2RiIiIJI2W/FThCs/uPhM4PglZRERERJKuImt+rtrtaQbQE1iRtEQiIiKSFAZkqPRToTU/DXb7uoT4GqDnkhNHREREJLnKHPwkLm7YwN2vTlEeERERSSLd0byMwY+ZZbl7iZn1TWWgg+n1qXMZf8dEYqWljBjWh7EXDw46UrmUOTVisVIGXHQ7LZpm8/SdPw86TrnStY8vGXAo553QHhw+X1nMtY/NJK9jY6774ZFkGGzeFuPax/JZsnoTAEOPacWYIV1wYP7yYsY+PCPQ/LsbfctjvPL+bHJzGjDt6euDjlMh6Xpc7I/6WNJFWQPAnXdt/8TMXjSzEWZ21s5HRT7czBab2Wdm9omZpfS3XCxWyjW3P8Ozd1/OB8/cwHOv5jN/0cpURqg0ZU6d/3vqLTp3aBZ0jApJ1z5ull2bkd8/lB/+8S2G3PoGGWac3qs1t/yoB1c9PIPT//AWL+Z/zRWnHA5A+yb1uGxQZ867812G/P4NfvfcrIC/gz0NP603E++5IugYFZaux0VZ1MeSLipS/aoNrAFOAk4DTk/8WVED3L2Hu+dVIV+V5c9ZTMc2ubRvnUvNGlmcNagnk99Jr1+2e1Pm1FheUMSr78/homF9go5SIencx1kZRu0amWRmGHVqZlFQvBV3p37teFG5Qe0aFBRvBeBHfdrz2HuLWL9lBwBrNm4PLPe+9O3ZiZyGdYOOUWHpfFzsj/o4PcRvcZH8Rzora81P08SZXrP59iKHO3lSUx0EKwuLadUsZ9fzls1yyJ+9OLhAFaDMqfHrPz/Hb8b8kI2btwYdpULStY8LirfywBsLee+WU9i6Pcb781fx/vxVjH/yYx78eR+2bo+xcesOzvnzOwB0aFofgGfG9iPDjHv+O493560K8lsItXQ9LqoT9XH1VVblJxOon3g02O3rnY+KcOBVM8s3s1H72sHMRpnZDDObUbi6sOLJRarg5fc+IzenAT2OaBt0lNBrWKcGJx/dgv43v0KfG/5L3VqZDMtrw08GdOLSv03le//vZZ6bvpRfnxm/TmpmRgbtm9Tn/Lvf45cPf8Tvhx9Dgzo1Av4uRKLFzMhI0SOdlVX5Wenutxzg53/P3ZebWVPgNTOb7+7v7r6Du08AJgD06pV30CpKLZpks7ygaNfzFQVFtGiSfbA+PimUOfmmf7qIl9/7jNemzmHbth1s2LSVUTc+zITfjgw62n6lax/3PbwJX6/ZxNrE9NUrn66gV8dD6NKyIZ8uied9aeYyHvp5fHrxm3Vb+GTxWkpKnWVrNvPVqo20b1KPz5auC+pbCLV0PS6qE/Vx9VVW5eeAh23uvjzx5yrgeeC4A/3MiurZtR1fLi1kyfLVbN9RwqTXZjKk39Gpar5KlDn5bho9jDn/+R2zXryFB39/CSce2zmtBz6Qvn28omgLPdofQu0amQD06dyUhd9soEGdGrRvEi8Of+/wpnxZsAGA12atoPdhTQDIqVeTDk3r8/XqzcGErwbS9bioTqprH2vNT9mVn4EH8sFmVg/IcPcNia8HAwdaSaqwrKxMbr/2PM4ecx+xmHPBGb054tAWqWq+SpRZ9iVd+/jTJUW8/MlyXrxuALGYM2fZOp6auphv1m3hrz89jlKH4s3bGff4TADenbeK73Vpxsu/HkipO7f9azbrNqfPoudLr3+IKfkLWLNuI91OvYFxo4YyIo0XxafrcVEW9bGkC3NPztplM+tIvNoD8UHWE+7+v2W9p1evPJ8yPX2u+yESFYde+Xz5O6WZL/9yZtARRA5Y3+PzyM+fkbI6ScvOR/moeyelpK3f/KBzfqrP9K6oitzeokrcfRHQPVmfLyIiIlIVSRv8iIiISHrRjU3jdIsPERERiRRVfkRERCJEhR9VfkRERCRiVPkRERGJCoMMVX5U+REREZFoUeVHREQkQuzAb+AQeqr8iIiISKRo8CMiIiKRomkvERGRiIhf5DDoFMFT5UdEREQiRZUfERGRCFHlR5UfERERiRhVfkRERCLEdH8LVX5EREQkWlT5ERERiQid7RWnwY+I8OVfzgw6QqU1u+jRoCNUWsEjI4KOICJo8CMiIhIdBlryozU/IiIiEjGq/IiIiERIhko/qvyIiIhItKjyIyIiEhE62ytOlR8RERGJFFV+REREIkRLflT5ERERkYjR4EdEREQiRdNeIiIikWFkoHkvVX5EREQkUlT5ERERiQhDC55BlR8RERGJGFV+REREosJ0kUNQ5UdEREQiRpUfERGRCNGNTVX5ERERkYhR5UdERCQidLZXXLUe/Iy+5TFeeX82uTkNmPb09UHHKVfY8u70+tS5jL9jIrHSUkYM68PYiwcHHalMYeznsPXxsm+K+PnNj1C4dgMGjDyzL5cNHxB0LAD+Z3AXLux/GACPv7OACa/M5+ozj+bC7x/Gmg1bAfj9sx/zxqwV9OvWghvOO4aaWRlsLynllqdm8v68b4KMv4ewHRf62ZN0kdRpLzNrZGYTzWy+mc0zsxOS2d7ehp/Wm4n3XJHKJg9I2PICxGKlXHP7Mzx79+V88MwNPPdqPvMXrQw6VpnC1s9h7OOsrAx+98uz+OCZG3j1oat5YOK7aZG5S6tGXNj/ME65eTIn3fASg3q0pn3TBgD8/ZV5DLzxPwy88T+8MWsFAGs3bmXEnW/R//qXGDNhKvf+rG+Q8fcQxuNCP3vpIcMsJY90luw1P3cDL7t7F6A7MC/J7e2hb89O5DSsm8omD0jY8gLkz1lMxza5tG+dS80aWZw1qCeT35kVdKwyha2fw9jHzXOz6d6lDQAN6tWmc/vmrCxcF2wo4LCWDZn55Wq2bI8RK3Wmzi/g1Lw2+91/9pIiCtZtAWD+8nXUrplJzaz0WCoZxuNCP3uSLpL2U2xm2UA/4EEAd9/u7uuS1Z4EY2VhMa2a5ex63rJZDisLiwNMVP2EvY+XrljDrM+X0atb+6CjMH/5Oo4/vCk59WtSp2YmJ3dvRavG9QD4ycmH89bvTuOun55Adt2a33nvace25bMla9leUprq2PsU9uMiDKprH5ul5pHOkvlPmA5AIfCQmX1sZg+YWb29dzKzUWY2w8xmFK4uTGIcEUm1jZu3cdF1D3DrVWfTsH6doOOwYMV67n1pDk9fczJPXj2Q2UvWEit1Hn7jC46/+l+cdONLFKzbwm/O77XH+w5vlc2N5/Xk6oc+CCi5iBxMyRz8ZAE9gb+5+zHAJmDc3ju5+wR3z3P3vCa5TZIYR5KhRZNslhcU7Xq+oqCIFk2yA0xU/YS1j3eUxBh53f2ce0oep5/UI+g4uzzx7kIG3zSZH/7+VYo3befLb9ZTuH4rpe64w2NvL+CYjrm79m+RU5eHftGf0ROmsGTVxgCT7ymsx0WYVMc+NuJ/8afikc6SmW8ZsMzdpyeeTyQ+GJJqpGfXdny5tJAly1ezfUcJk16byZB+Rwcdq1oJYx+7O1f+9nE6t2/OFRcMDDrOHnIb1AagVeO6DM1ry6RpX9E0+9uq1NBebZm/bB0ADevW4PFfDeB3z8zkowXpVZkO43ERNurj6itpp7q7+zdm9rWZHe7unwMDgbnJam9fLr3+IabkL2DNuo10O/UGxo0ayohhfVIZoVLClhcgKyuT2689j7PH3Ecs5lxwRm+OOLRF0LHKFLZ+DmMff/DpIp6e/CFdO7XkxPNvBeDGK85gcN9uASeDB8f0I6d+LUpipYx/5EPWb97B7392HEe2zcEdvl69kasfiv+b7dKTu9ChWUN+NexofjUs/pfej25/g9WJU+KDFMbjQj97ki7M3ZP34WY9gAeAmsAi4BJ3L9rf/r165fmU6TOSlkdEqo9mFz0adIRKK3hkRNARJM30PT6P/PwZKVse3KHr0X7zI/9JSVsXH9s2393zUtJYJSX1Iofu/gmQlt+4iIiIRFO1vsKziIiI7CnNz0JPiXRfkC0iIiJyUKnyIyIiEhEGaX/riVRQ5UdEREQiRYMfERGRCLEUPSqUxSwzcReIlxLPO5jZdDNbaGZPm1nNxPZaiecLE6+3P5A+0OBHREREgvIL9rzp+R+AO929E1AEXJrYfilQlNh+Z2K/KtPgR0REJELS5camZtYaOJX49QAxMwNOIn5HCICHgR8mvh6WeE7i9YGJ/atEgx8RERFJhtydNy5PPEbt9fpdwLVAaeJ5Y2Cdu5ckni8DWiW+bgV8DZB4vTixf5XobC8REZHIMA6gYFJZq/d3hWczOw1Y5e75ZtY/VYF20uBHREREUq0vcIaZDQVqAw2Bu4FGZpaVqO60BpYn9l8OtAGWmVkWkA2sqWrjmvYSERGJCCP+F38qHmVx9/Hu3trd2wM/Bt509wuAt4BzEruNBF5IfP1i4jmJ19/0A7g5qQY/IiIiki6uA64ys4XE1/Q8mNj+INA4sf0qYNyBNKJpLxERkQhJ4ZqfCnH3t4G3E18vAo7bxz5bgXMPVpuq/IiIiEikaPAjIiIikaJpLxERkQhJr0mvYGjwEzGlpVVeHB+YjAz9qMp3FTwyIugIlZbzw/uCjlApRf+6IugIlXYAJwAFIlxpqw8NfkRERKLC0m/BcxC05kdEREQiRZUfERGRiNh5kcOoUx+IiIhIpKjyIyIiEiFa86PKj4iIiESMKj8iIiIRorqPKj8iIiISMar8iIiIRIiW/KjyIyIiIhGjyo+IiEhExK/zo9KPKj8iIiISKar8iIiIRIjW/KjyIyIiIhGjwY+IiIhEiqa9REREIsMwLXhW5UdERESiRZUfERGRCNGC52o++Hl96lzG3zGRWGkpI4b1YezFg4OOVKat23Zw6qi72LajhFhJjDMGHsP4n50adKxy/f2pt3nkham4OxcN68NlwwcEHalMYTsuRt/yGK+8P5vcnAZMe/r6oONUWNj6OZ3y/mX0Sfwgrx2ri7fQ5xdPAdCofi3+cfUPaNu0AUtXbeCSP75C8aZtHNaqEfdeOZDuhzbhd499wL0vfLLrcwYe05Zbf/o9MjMyePS1udw1aWZA39G30qmfK6L7sJuoX7cWmRkZZGVm8OYj1wYdSQ6CpE17mdnhZvbJbo/1ZvbLZLW3t1islGtuf4Zn776cD565gedezWf+opWpar5KatXM4oW/jeH9J8bz7hPjeWPaXD767KugY5Vp3pcreOSFqbz20NW8+9g4Xpkym0VfFwYda7/CeFwMP603E++5IugYlRK2fk63vE++OY9zbvn3HtvGnt2Td2ctI+/yx3l31jLGnt0TgKKN2xj3wHvc+6+P99g/I8P448/6ce4tL9H7yic4+8TDOLx1Tsq+h31Jt36uqBf/NoZ3Hx9XLQY+Oy9ymIpHOkva4MfdP3f3Hu7eA+gFbAaeT1Z7e8ufs5iObXJp3zqXmjWyOGtQTya/MytVzVeJmVG/bi0AdpTE2FESw9K8PvnF4gJ6dWtH3do1ycrKpO8xh/HS258GHWu/wnhc9O3ZiZyGdYOOUSlh6+d0yzt17kqKNm7bY9uQ4zrw5FvzAXjyrfkMPb4DAKuLt/DxwlXsiJXusX+vw5qyaGUxSwrWs6OklEnvL9j1nqCkWz9LdKVqwfNA4Et3X5Ki9lhZWEyrZt/+K6dlsxxWFhanqvkqi8VKOfH8W+k8eBz9j+9C3pHtg45Upi4dW/DBJ1+ytngTm7du57Wpc1heUBR0rP0K63ERNmHr5zDkbdqoLgVFmwEoKNpM00ZlD4hbHFKf5as37nq+Ys1GWhxSL6kZyxOGft6bAWdfeR8DLrqdfz4/Jeg4B87ia35S8UhnqVrz82PgyX29YGajgFEAbdq2TVGc9JWZmcF7T4yneMNmLrzmfuYuXEHXTi2DjrVfh3dozpiLBnHOlfdRt05NjuzcmswMnUQokmzuHnSESJh8/1haNm1E4doNnDX6Xjq3a0afnp2CjiUHKOl/S5lZTeAM4Nl9ve7uE9w9z93zmuQ2OWjttmiSvUcFYkVBES2aZB+0z0+27AZ1ObFXZ96YNjfoKOW68IwTePORa3np77+kUYM6HNr24P1/PNjCflyERdj6OQx5V63bTLOceLWnWU5dCou3lLn/yrUbaZVbf9fzlo3rs3LtpqRmLE8Y+nlvLZs2AqDJIQ04tX938uembAIjaVT5Sc201xBgprsXpKCtXXp2bceXSwtZsnw123eUMOm1mQzpd3QqI1Ta6qINFG+Il7W3bN3OWx/O57D2zQJOVb7CtRsAWPbNWl56+1PO+UFewIn2L4zHRRiFrZ/DkPflDxczfEAXAIYP6MJ/Pyz7ZIiZC1ZxaIts2jZtQI2sDM763mH898PFKUi6f2Ho591t2rKNDZu27vr6renzOeLQFgGnkoMhFdNew9nPlFcyZWVlcvu153H2mPuIxZwLzuid9gftN6vXc/nNjxIrLaW01Dnz5J6ccuJRQccq18XjHmBt8WZqZGVw+zXnkd0gfRfnhvG4uPT6h5iSv4A16zbS7dQbGDdqKCOG9Qk6VpnC1s/plveBqwbR98hWNG5Ym9kPjOS2pz7kzkn5PHTNKVx48hF8XRg/1R3ia4He/NO5NKhbE3fnstO7c8KVT7Bhyw6uvf89nrvpDDIzjcdfn8f8r9cG9j1B+vVzeQrXbmDENfcDUBIr5Zwf5HHyCV0DTnXgdIVnsGTOG5tZPWAp0NHdy13V1qtXnk+ZPiNpeQRKS8O3TiAjQz+oUj3k/PC+oCNUStG/wnWJBQjfWqi+vY9lZv6MlP2S63xkD7/v2ddT0tbgrk3y3T0tpwKSWvlx901A42S2ISIiIhVjgP49qXt7iYiISMRU69tbiIiIyJ605keVHxEREYkYDX5EREQkUjTtJSIiEiHpfgHCVFDlR0RERCJFlR8REZEI0YJnVX5EREQkYlT5ERERiQhd5DBOlR8RERGJFFV+REREIsO05gdVfkRERCRiVPkRERGJCtN1fkCVHxEREYkYVX5EREQiRIUfVX5EREQkYlT5iZgMXeBBJDBF/7oi6AiV0uTCh4OOUGmFj40MOkKlpPo3cvw6P/p7QJUfERERiRRVfkRERCJEdR9VfkRERCRiNPgRERGRSNG0l4iISJRo3kuVHxEREYkWVX5EREQiRDc2VeVHREREIkaVHxERkQjRNQ5V+REREZGIUeVHREQkQlT4UeVHREREIkaVHxERkShR6UeVHxEREYkWVX5EREQiwtB1fkCVHxEREYkYVX5ERESiwnSdH6jmg5/Xp85l/B0TiZWWMmJYH8ZePDjoSGUafctjvPL+bHJzGjDt6euDjlMhYcu87Jsifn7zIxSu3YABI8/sy2XDBwQdq1w6lpMvbH28ddsOTh11F9t2lBAriXHGwGMY/7NTg44FwKgfHMGF/Q/DzHjsrS/4+yvzAPjpoC78ZFAXYqXOa58s45an8ne9p1Xjekz5wzBun/Qpf508J6joewjr7wspX1IHP2Y2Fvgp4MBnwCXuvjWZbe4Ui5Vyze3P8Py9o2nZrBEnjfwjQ/odRZeOLVLRfJUMP603/3Pe97nspkeCjlJhYcuclZXB7355Ft27tGHDpq0MuOgP9D++S1ofFzqWky+MfVyrZhYv/G0M9evWYkdJjCE//TMn9+nKsUd1CDRXl9aNuLD/Yfzgpv+wvaSUp689mVc/WUbLQ+pxSq829P/1i2wvKSW3Ye093vfbC/J449PlAaXetzD+vqgIFX6SuObHzFoBY4A8dz8SyAR+nKz29pY/ZzEd2+TSvnUuNWtkcdagnkx+Z1aqmq+Svj07kdOwbtAxKiVsmZvnZtO9SxsAGtSrTef2zVlZuC7YUOXQsZx8YexjM6N+3VoA7CiJsaMkhqXBfEbnltnM/HI1W7bHiJU6U+cXcGpeWy45+XDu+fdstpeUArB6/bf/Dh7Sqw1LCjcyf/m6gFLvWxh/X0jFJHvBcxZQx8yygLrAiiS3t8vKwmJaNcvZ9bxlsxxWFhanqnkJgaUr1jDr82X06tY+6Chl0rGcfGHt41islBPPv5XOg8fR//gu5B3ZPuhIzFu2jt6HNyWnfi3q1Mzk5O6taNW4Hoc2b0jvw5vy8s1DeeH6H9CjY2MA6tXK4srTjuRPkz4NOHnZwvL7QiomadNe7r7czP4ELAW2AK+6+6t772dmo4BRAG3atk1WHJE9bNy8jYuue4BbrzqbhvXrBB1HpEoyMzN474nxFG/YzIXX3M/chSvo2qlloJkWrCjmLy/N5tnrBrF5WwmzlxQRK3UyM4yc+rU45ebJHNMxlwdGf5+8qyZxzVk9+PvLc9m0rSTQ3GWpdr8vgi8QBi5pgx8zywGGAR2AdcCzZnahuz+2+37uPgGYANCrV54frPZbNMlmeUHRrucrCopo0ST7YH28hNiOkhgjr7ufc0/J4/STegQdp1w6lpMv7H2c3aAuJ/bqzBvT5gY++AF4/J2FPP7OQgCuP+8YVqzdzGEts3npo6UAfLxoNaUOjRvUolenXE4/rh3/78d5ZNetSak723bEePC1+UF+C7uE7feFVEwyp71OBr5y90J33wFMAvoksb099Ozaji+XFrJk+Wq27yhh0mszGdLv6FQ1L2nK3bnyt4/TuX1zrrhgYNBxKkTHcvKFsY9XF22geMNmALZs3c5bH87nsPbNAk4Vt3Mxc6vG9Tg1rx3PTV3E5BlL+V7X5gB0bN6QmlkZrNmwjdN/+zK9xj5Hr7HP8fdX5nLXi5+lzcAnjL8vymcp+y+dJfNsr6VAbzOrS3zaayAwI4nt7SErK5Pbrz2Ps8fcRyzmXHBGb444NL1X6F96/UNMyV/AmnUb6XbqDYwbNZQRw1I2XqySsGX+4NNFPD35Q7p2asmJ598KwI1XnMHgvt0CTrZ/OpaTL4x9/M3q9Vx+86PESkspLXXOPLknp5x4VNCxAHjoF/3JqV+LHSWlXPfwB6zfvIMn3lnI3aP68O6tZ7AjVsrov78fdMxyhfH3hVSMuR+0mabvfrjZb4AfASXAx8BP3X3b/vbv1SvPp0xP2fhIRETK0OTCh4OOUGmFj40MOkKl9D0+j/z8GSkrk3Q9uqc/8dI7KWnrmHYN8909LyWNVVJSr/Pj7jcBNyWzDREREZHKqNZXeBYREZFvGTrZC3RjUxEREYkYVX5ERESiRKUfVX5EREQkWlT5ERERiZB0vwZPKqjyIyIiIpGiyo+IiEiEmAo/qvyIiIhItKjyIyIiEiEq/KjyIyIiIhGjyo+IiEhU6BLPgCo/IiIiEgAza2Nmb5nZXDObY2a/SGw/xMxeM7MFiT9zEtvNzO4xs4VmNsvMela1bQ1+REREJAglwK/cvSvQG7jCzLoC44A33P0w4I3Ec4AhwGGJxyjgb1VtWIMfERGRCLEU/Vced1/p7jMTX28A5gGtgGHAw4ndHgZ+mPh6GPCIx30ANDKzFlXpAw1+REREJBlyzWzGbo9R+9vRzNoDxwDTgWbuvjLx0jdAs8TXrYCvd3vbssS2StOCZxERkYgwUnqRw9XunlfeTmZWH3gO+KW7r7fdArq7m5kf7GAa/IiIpIj7Qf8dnlSFj40MOkKl5Zx7f9ARKmXbotVBRwiUmdUgPvB53N0nJTYXmFkLd1+ZmNZaldi+HGiz29tbJ7ZVmqa9REREIsRS9Cg3R7zE8yAwz93/vNtLLwI7R94jgRd2235R4qyv3kDxbtNjlaLKj4iIiAShLzAC+MzMPkls+zVwG/CMmV0KLAHOS7w2GRgKLAQ2A5dUtWENfkRERKIkTS5y6O7vs/80A/exvwNXHIy2Ne0lIiIikaLKj4iISIRU5Bo81Z0qPyIiIhIpqvyIiIhESAqv85O2VPkRERGRSFHlR0REJEJU+FHlR0RERCJGlR8REZEoUelHlR8RERGJFg1+REREJFI07SUiIhIR8ZuOat5LlR8RERGJFFV+REREosJ0kUNQ5UdEREQiRpUfERGRCFHhp5oPfl6fOpfxd0wkVlrKiGF9GHvx4KAjlUuZk2/0LY/xyvuzyc1pwLSnrw86ToXFYqUMuOh2WjTN5uk7fx50nHKFLW/YjmOA7sNuon7dWmRmZJCVmcGbj1wbdKRypWs//2xoN0YO7AJmPPL6fP5v8myObHcId4z6HvVr12Dpqg2MuuctNmzZQZsm9Zl+17ksXFEMwIwvVnHV/e8H/B1IZSR18GNmvwD+h/hA8353vyuZ7e0uFivlmtuf4fl7R9OyWSNOGvlHhvQ7ii4dW6QqQqUpc2oMP603/3Pe97nspkeCjlIp//fUW3Tu0IwNm7YGHaVCwpQ3jMfxTi/+bQyNG9UPOkaFpGs/H9Emh5EDuzBw/L/YXlLKxOuH8MrMpdx9WT9ufPQDps79hgsGdObKM47m90/nA7D4m/X0u2ZSoLmrTKWf5K35MbMjiQ98jgO6A6eZWadktbe3/DmL6dgml/atc6lZI4uzBvVk8juzUtV8lShzavTt2YmchnWDjlEpywuKePX9OVw0rE/QUSokbHnDeByHUbr2c+dWjZixsJAt22PESp0pc1dy+nHt6dQym6lzvwHg7VnLOb13h4CTysGSzAXPRwDT3X2zu5cA7wBnJbG9PawsLKZVs5xdz1s2y2FlYXGqmq8SZZb9+fWfn+M3Y35IRkY4/skWtrxhPY4NOPvK+xhw0e388/kpQccpV7r287yvizihS3Ny6teiTs1MBvVsQ6vc+sz/uoihx7YDYNgJHWnVuN6u97Rt2oB3bj+Tl35zGid0aR5U9CqwlP2XzpI57TUb+F8zawxsAYYCM/beycxGAaMA2rRtm8Q4IuH08nufkZvTgB5HtOX9/C+CjlOusOUNs8n3j6Vl00YUrt3AWaPvpXO7ZvTpmbICe7XxxfJ13P3Cp0y6cQibt5Ywe/EaYqWljP7rO9z2kz5cc84x/PejpewoKQWgoGgzR/38SYo2bqN7x1wev2YQJ1w1kQ1bdgT8nUhFJW3w4+7zzOwPwKvAJuATILaP/SYAEwB69crzg9V+iybZLC8o2vV8RUERLZpkH6yPTwplln2Z/ukiXn7vM16bOodt23awYdNWRt34MBN+OzLoaPsUtrwQ3uO4ZdNGADQ5pAGn9u9O/twlaT34Sed+fuzNz3nszc8BuHF4HivWbGLBimLO/t1/ATi0RTaDe7UBYHtJKds3bgPg00Wr+apgPYe2yOaTRauDCV9Jus5Pkq/z4+4Punsvd+8HFAEp+2dgz67t+HJpIUuWr2b7jhImvTaTIf2OTlXzVaLMsi83jR7GnP/8jlkv3sKDv7+EE4/tnNYDibDlhXAex5u2bNu1mHzTlm28NX0+Rxya3gu007mfcxvWBqB1bj1OO74Dz77/5a5tZnD12cfw0KvzAGjcsPauKd12TRvQsUU2i1dtCCa4VEmyz/Zq6u6rzKwt8fU+vZPZ3u6ysjK5/drzOHvMfcRizgVn9E77XwzKnBqXXv8QU/IXsGbdRrqdegPjRg1lREgW5kpyhPE4Lly7gRHX3A9ASayUc36Qx8kndA04VdnSuZ8fuXoQOQ1qUVJSyjUPTGH95u38bGg3fvqDbgC89OFXPP5W/N/vfY5ozvgf5VESK6W01PnVhPdZl6gEpTtDJ3sBmPtBm2n67oebvQc0BnYAV7n7G2Xt36tXnk+Z/p1lQSIi1UIyf98mg4VwfiTn3PuDjlAp297+X0qLFqeso4/u0ctffD01i+M7NKmT7+55KWmskpJa+XH3E5P5+SIiIlJJ4RvTHnS6t5eIiIhEigY/IiIiEinV+t5eIiIisqd0vwBhKqjyIyIiIpGiyo+IiEiEhPAkvoNOlR8RERGJFFV+REREIkSFH1V+REREJGJU+REREYkK05ofUOVHREREIkaVHxERkUhR6UeVHxEREYkUVX5EREQiwtCaH1DlR0RERCJGlR8REZEIUeFHlR8RERGJmLSq/Mycmb+6Tg1bkoSPzgVWJ+FzkylsmcOWF8KXOWx5QZlTIWx5QZl31y4Jn1kmrflJs8GPuzdJxuea2Qx3z0vGZydL2DKHLS+EL3PY8oIyp0LY8oIyS/A07SUiIiKRklaVHxEREUku05LnyFR+JgQdoArCljlseSF8mcOWF5Q5FcKWF5RZAmbuHnQGERERSYHux/TyV975ICVttciumZ+u66SiUvkRERERAbTmR0REJFK04qeaV37M7BQz+9zMFprZuKDzlMfM/mFmq8xsdtBZKsrM2pjZW2Y218zmmNkvgs5UFjOrbWYfmtmniby/CTpTRZlZppl9bGYvBZ2lIsxssZl9ZmafmNmMoPOUx8wamdlEM5tvZvPM7ISgM5XFzA5P9O3Ox3oz+2XQucpjZmMTP3uzzexJM6sddKaymNkvElnnhKF/pWKq7eDHzDKB+4AhQFdguJl1DTZVuf4JnBJ0iEoqAX7l7l2B3sAVad7P24CT3L070AM4xcx6Bxupwn4BzAs6RCUNcPce6Trvv5e7gZfdvQvQnTTva3f/PNG3PYBewGbg+WBTlc3MWgFjgDx3PxLIBH4cbKr9M7Mjgf8BjiN+TJxmZp2CTXVgzFL3SGfVdvBD/GBd6O6L3H078BQwLOBMZXL3d4G1QeeoDHdf6e4zE19vIP4XRqtgU+2fx21MPK2ReKT9qn8zaw2cCjwQdJbqyMyygX7AgwDuvt3d1wUaqnIGAl+6ezKukH+wZQF1zCwLqAusCDhPWY4Aprv7ZncvAd4Bzgo4kxwE1Xnw0wr4erfny0jjv5SrAzNrDxwDTA84SpkS00efAKuA19w9rfMm3AVcC5QGnKMyHHjVzPLNbFTQYcrRASgEHkpMLT5gZvWCDlUJPwaeDDpEedx9OfAnYCmwEih291eDTVWm2cCJZtbYzOoCQ4E2AWc6YJai/9JZdR78SAqZWX3gOeCX7r4+6DxlcfdYYqqgNXBcorSdtszsNGCVu+cHnaWSvufuPYlPPV9hZv2CDlSGLKAn8Dd3PwbYBKT9OkEAM6sJnAE8G3SW8phZDvEKfAegJVDPzC4MNtX+ufs84A/Aq8DLwCdALMhMcnBU58HPcvYcobdObJODzMxqEB/4PO7uk4LOU1GJaY23SP91Vn2BM8xsMfHp25PM7LFgI5Uv8a983H0V8bUoxwWbqEzLgGW7VQEnEh8MhcEQYKa7FwQdpAJOBr5y90J33wFMAvoEnKlM7v6gu/dy935AEfBF0JkOmKXokcaq8+DnI+AwM+uQ+JfRj4EXA85U7ZiZEV8nMc/d/xx0nvKYWRMza5T4ug4wCJgfaKhyuPt4d2/t7u2JH8dvunva/msZwMzqmVmDnV8Dg4lPIaQld/8G+NrMDk9sGgjMDTBSZQwnBFNeCUuB3mZWN/G7YyBpvrDczJom/mxLfL3PE8EmkoOh2l7nx91LzGw08ArxMwr+4e5zAo5VJjN7EugP5JrZMuAmd38w2FTl6guMAD5LrKMB+LW7Tw4uUplaAA8nzgbMAJ5x91CcOh4yzYDn43+/kQU84e4vBxupXFcCjyf+sbQIuCTgPOVKDCwHAT8LOktFuPt0M5sIzCR+pujHpP9tI54zs8bADuCKkC2E36c0L8qkhG5vISIiEhE9evby199NzTkeTRrUSNvbW1Tbyo+IiIh8V7pfgycVqvOaHxEREZHv0OBHREREIkXTXiIiIpGR/hcgTAVVfkRERCRSNPgRCYCZxRJ34p5tZs8mLp1f1c/6p5mdk/j6gbJuLGtm/c2s0heVS9yhPbei2/faZ2NZr+9j/5vN7OrKZhSR8hm6sSlo8CMSlC2JO3IfCWwHLtv9xcRNHyvN3X/q7mVdnK8/aX5FXRGRZNPgRyR47wGdElWZ98zsRWBu4gasfzSzj8xslpn9DOJX1Taze83sczN7HWi684PM7G0zy0t8fYqZzTSzT83sjcSNZy8DxiaqTicmrnj9XKKNj8ysb+K9jc3sVTObY2YPUIHropnZvxI3MZ2z941MzezOxPY3zKxJYtuhZvZy4j3vmVmXg9KbIiLl0IJnkQAlKjxDiN80EeL3kzrS3b9KDCCK3f1YM6sFTDGzV4FjgMOBrsSvpDwX+Mden9sEuB/ol/isQ9x9rZn9H7DR3f+U2O8J4E53fz9x+f5XgCOAm4D33f0WMzsVuLQC385PEm3UAT4ys+fcfQ1QD5jh7mPN7P8lPns08Sv7XubuC8zseOCvwElV6EYRkUrR4EckGHV2ux3Ie8Tvj9YH+NDdv0psHwwcvXM9D5ANHAb0A5509xiwwsze3Mfn9wbe3flZ7r52PzlOBrratxP0Dc2sfqKNsxLv/Y+ZFVXgexpjZmcmvm6TyLoGKAWeTmx/DJiUaKMP8OxubdeqQBsicoDSfT1OKmjwIxKMLe7eY/cNiUHApt03AVe6+yt77Tf0IObIAHq7+9Z9ZKkwM+tPfCB1grtvNrO3gdr72d0T7a7buw9ERFJBa35E0tcrwM/NrAaAmXVO3MjyXeBHiTVBLYAB+3jvB0A/M+uQeO8hie0bgAa77fcq8Rt6ktivR+LLd4HzE9uGADnlZM0GihIDny7EK087ZQA7q1fnE59OWw98ZWbnJtowM+teThsichBYiv5LZxr8iKSvB4iv55lpZrOBvxOv1j4PLEi89ggwbe83unshMIr4FNOnfDvt9G/gzJ0LnoExQF5iQfVcvj3r7DfEB09ziE9/LS0n68tAlpnNA24jPvjaaRNwXOJ7OAm4JbH9AuDSRL45wLAK9ImIyAHTXd1FREQi4pheef7OlA9T0lZ2ncy0vau7Kj8iIiISKVrwLCIiEhFGBS7aFQGq/IiIiEikqPIjIiISJSr9qPIjIiIi0aLBj4iIiESKpr1EREQiJN0vQJgKqvyIiIhIpKjyIyIiEiG6sakqPyIiIhIxqvyIiIhEiAo/qvyIiIhIxKjyIyIiEiUq/ajyIyIiItGiyo+IiEiE6Do/qvyIiIhIQMzsFDP73MwWmtm4VLWryo+IiEhEGOlznR8zywTuAwYBy4CPzOxFd5+b7LZV+REREZEgHAcsdPdF7r4deAoYloqGVfkRERGJiJkz81+pU8NyU9RcbTObsdvzCe4+YbfnrYCvd3u+DDg+FcE0+BEREYkIdz8l6AzpQNNeIiIiEoTlQJvdnrdObEs6DX5EREQkCB8Bh5lZBzOrCfwYeDEVDWvaS0RERFLO3UvMbDTwCpAJ/MPd56SibXP3VLQjIiIikhY07SUiIiKRosGPiIiIRIoGPyIiIhIpGvyIiIhIpGjwIyIiIpGiwY+IiIhEigY/IiIiEin/H6LRnr068CcXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(labels, pred_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "z-sK41pPEhyd"
   },
   "source": [
    "Next, we'll find out which of our examples are correct..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YiocAm39_Trm"
   },
   "outputs": [],
   "source": [
    "corrects = torch.eq(labels, pred_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CX7G_bNZEhyf"
   },
   "source": [
    "...then get all of the incorrect examples and sort them by descending confidence in their prediction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6jGk1rLc_faC"
   },
   "outputs": [],
   "source": [
    "incorrect_examples = []\n",
    "\n",
    "for image, label, prob, correct in zip(images, labels, probs, corrects):\n",
    "    if not correct:\n",
    "        incorrect_examples.append((image, label, prob))\n",
    "\n",
    "incorrect_examples.sort(reverse=True,\n",
    "                        key=lambda x: torch.max(x[2], dim=0).values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "skuRvz1dEhyg"
   },
   "source": [
    "We can then use this to plot the examples the model got wrong and was most confident about."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "F_mELVDsrd_T"
   },
   "outputs": [],
   "source": [
    "def plot_most_incorrect(incorrect, n_images):\n",
    "\n",
    "    rows = int(np.sqrt(n_images))\n",
    "    cols = int(np.sqrt(n_images))\n",
    "\n",
    "    fig = plt.figure(figsize=(20, 10))\n",
    "    for i in range(rows*cols):\n",
    "        ax = fig.add_subplot(rows, cols, i+1)\n",
    "        image, true_label, probs = incorrect[i]\n",
    "        true_prob = probs[true_label]\n",
    "        incorrect_prob, incorrect_label = torch.max(probs, dim=0)\n",
    "        ax.imshow(image.view(28, 28).cpu().numpy(), cmap='bone')\n",
    "        ax.set_title(f'true label: {true_label} ({true_prob:.3f})\\n'\n",
    "                     f'pred label: {incorrect_label} ({incorrect_prob:.3f})')\n",
    "        ax.axis('off')\n",
    "    fig.subplots_adjust(hspace=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "DG5ah9JPEhyj"
   },
   "source": [
    "The mistakes look pretty reasonable. All the digits shown here are a bit off.\n",
    "\n",
    "As mentioned in the previous notebook, the model is always trained to be incredibly confident with its predictions, so it's not unreasonable for it to be incredibly confident when it's wrong."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 606
    },
    "colab_type": "code",
    "id": "uxPqPkYCrgGD",
    "outputId": "9ca6c315-85db-4bd9-88d6-fd618d3a3b67"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N_IMAGES = 25\n",
    "\n",
    "plot_most_incorrect(incorrect_examples, N_IMAGES)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "of9NCgP3Ehyl"
   },
   "source": [
    "Let's move on to plotting the model's representations in lower dimensions, so we can visualize them.\n",
    "\n",
    "First, we'll get the representations from the model..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "plZRbvc1riVT"
   },
   "outputs": [],
   "source": [
    "def get_representations(model, iterator, device):\n",
    "\n",
    "    model.eval()\n",
    "\n",
    "    outputs = []\n",
    "    intermediates = []\n",
    "    labels = []\n",
    "\n",
    "    with torch.no_grad():\n",
    "\n",
    "        for (x, y) in tqdm(iterator):\n",
    "\n",
    "            x = x.to(device)\n",
    "\n",
    "            y_pred, h = model(x)\n",
    "\n",
    "            outputs.append(y_pred.cpu())\n",
    "            intermediates.append(h.cpu())\n",
    "            labels.append(y)\n",
    "\n",
    "    outputs = torch.cat(outputs, dim=0)\n",
    "    intermediates = torch.cat(intermediates, dim=0)\n",
    "    labels = torch.cat(labels, dim=0)\n",
    "\n",
    "    return outputs, intermediates, labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3vPRW_BIrkQT"
   },
   "outputs": [],
   "source": [
    "outputs, intermediates, labels = get_representations(model,\n",
    "                                                     train_iterator,\n",
    "                                                     device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3iTF3Im2Ehyr"
   },
   "source": [
    "...and then calculate PCA on the representations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "liVugilWrl-6"
   },
   "outputs": [],
   "source": [
    "def get_pca(data, n_components=2):\n",
    "    pca = decomposition.PCA()\n",
    "    pca.n_components = n_components\n",
    "    pca_data = pca.fit_transform(data)\n",
    "    return pca_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Fbs1ZNOsrntL"
   },
   "outputs": [],
   "source": [
    "def plot_representations(data, labels, n_images=None):\n",
    "    if n_images is not None:\n",
    "        data = data[:n_images]\n",
    "        labels = labels[:n_images]\n",
    "    fig = plt.figure(figsize=(10, 10))\n",
    "    ax = fig.add_subplot(111)\n",
    "    scatter = ax.scatter(data[:, 0], data[:, 1], c=labels, cmap='tab10')\n",
    "    handles, labels = scatter.legend_elements()\n",
    "    ax.legend(handles=handles, labels=labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mmJFg9RsEhyz"
   },
   "source": [
    "We then plot the PCA representations. \n",
    "\n",
    "Similar to the previous notebooks, even when the classes overlapped in the PCA representations, the confusion matrix showed that they weren't mixed up often at all."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "curNepEzrpxy"
   },
   "outputs": [],
   "source": [
    "output_pca_data = get_pca(outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 593
    },
    "colab_type": "code",
    "id": "IhMb53pQ0sBq",
    "outputId": "22a71524-0fa2-4869-9d74-5588636dedc2"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAI/CAYAAACrl6c+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd5xU1fn48c8tM7O9s7Sl916lqKiIgr3X2Gs0TZMYjZrEkuSr8ZfEEjX2XogdUVCKdEF67wu77C67bO9Tbjm/P2Z3YZiZrQMscN6vly/ZO/eee2YZZp455znPUYQQSJIkSZIkSZGjHusOSJIkSZIknWhkgCVJkiRJkhRhMsCSJEmSJEmKMBlgSZIkSZIkRZgMsCRJkiRJkiJMBliSJEmSJEkRph/rDhwqLS1N9OzZ81h3Q5IkSZIkqUlr1qwpFkJ0CPVYuwqwevbsyerVq491NyRJkiRJkpqkKEp2uMfkFKEkSZIkSVKEyQBLkiRJkiQpwmSAJUmSJEmSFGHtKgdLkiRJkqSTg2EY5Obm4vF4jnVXmhQVFUVGRgYOh6PZ18gAS5IkSZKkoy43N5f4+Hh69uyJoijHujthCSEoKSkhNzeXXr16Nfs6OUUoSZIkSdJR5/F4SE1NbdfBFYCiKKSmprZ4pE0GWJIkSZIkHRPtPbiq15p+ygBLkiRJkiQpwmSAJUmSJEmSFGEywJIkSZIk6aT13XffMWDAAPr27cvTTz8dsXZlgCVJkiRJ0knJsix++ctfMnv2bLZu3crHH3/M1q1bI9K2LNMgSZIkSVK799W6PP7f9zvYX+6mS1I0f5g2gMtGdW1TmytXrqRv37707t0bgOuuu44ZM2YwePDgNvdXjmBJkiRJktSufbUuj4e/2EReuRsB5JW7efiLTXy1Lq9N7ebl5dGtW7eGnzMyMsjLa1ub9SIWYCmKoimKsk5RlG/qfu6lKMpPiqLsVhTlf4qiOCN1L0mSJEmSTh7/7/sduA0r4JjbsPh/3+84Rj1qWiRHsO4Dth3y8z+AZ4UQfYEy4I4I3kuSJEmSpJPE/nJ3i443V9euXcnJyWn4OTc3l65d2zbtWC8iAZaiKBnAhcAbdT8rwNnAZ3WnvAtcFol7SZIkSZJ0cumSFN2i4811yimnsGvXLvbu3YvP52P69OlccsklbWqzXqRGsJ4DHgTsup9TgXIhhFn3cy4QmZBQkiRJkqSTyh+mDSDaoQUci3Zo/GHagDa1q+s6L774ItOmTWPQoEFcc801DBkypE1tNrTd1gYURbkIKBRCrFEU5axWXH83cDdA9+7d29odSZIkSZJOMPWrBSO9ihDgggsu4IILLmhzO4eLRJmG04BLFEW5AIgCEoDngSRFUfS6UawMIGRavhDiNeA1gLFjx4oI9EeSJEmSpBPMZaO6RiSgOlraPEUohHhYCJEhhOgJXAf8IIS4AVgAXFV32i3AjLbeS5Kkk49lGmxbtog5r/6H5Z9/TFVp8bHukiRJUpOOZKHRh4DpiqL8DVgHvHkE7yVJ0gnI53Hz8Z//QEVhAYbHg6Y7WDXjcy7/42N0GzzsWHdPkiQprIgWGhVCLBRCXFT35z1CiHFCiL5CiKuFEN5I3kuSpBPfmm++pDx/P4bHA/hHswyvh1n/+SdCyIwCSZLaL1nJXZKkdmv7ssWYhi/ouKemmrL8yFRbliRJOhJkgCVJUrulOcNsAGELdIfcHEKSpPZLBliSJLVbI845H93lCjimKApJnbuQ0CH9GPVKkiSpaTLAkiSp3Ro2ZSp9xoxHdzrRXS6c0dHEJCVzye8fOdZdkyRJatSRXEUoSZLUJqqqcdF9D1Kck83+nduJS06h54jRqJrW9MWSJEnNcPvtt/PNN9+Qnp7O5s2bI9auHMGSJKndS+vWg+FTptF79CkyuJIkKaJuvfVWvvvuu4i3KwMsSZIkSZLav42fwLND4fEk//83fhKRZs844wxSUlIi0tah5BShJEnHBcPrYcePSyjOyaZDj170n3g6Dqer6QslSTr+bfwEZv4GDLf/54oc/88Aw685dv1qhAywJElq9yqLi/jo0d/hc7sxvB4cUVEsnf4eN/z938SlpB7r7kmSdKTNf/JgcFXPcPuPt9MAS04RSpLU7s1742VqK8oxvP6K7obHQ015GT+88+ox7pkkSUdFRW7LjrcDMsCSJKldE0KQtWFt0NY4wrbZs2bVMeqVJElHVWJGy463AzLAkiSp3VNUpUXHJUk6wUz5CziiA485ov3H2+j6669n4sSJ7Nixg4yMDN588802twkyB0uSpHZOURT6jTuVXT8tw7ashuOqrtN/wunHsGeSJB019XlW85/0TwsmZviDqwjkX3388cdtbiMUGWBJknTUWabJqq8/Y/2cWRgeDz2Hj+KMG28nMb1jyPPPvu3nFGbtobq0BNs0UHWdhLR0Jt9y91HuuSRJx8zwa9ptQnsoMsCSJOmom/Xiv9iz5idMnw+AXSuXs2/LRm579hViEhKDzo9JSOTWf71E9sb1lOblkJrRnR7DRqKoMstBkqT2Sb47SZJ0VJUfKCBz9cHgCkAIG8PrZcPcWWGvU1WNXiPHMObCy+g5YrQMriRJatfkO5QkSUdV8b4sND148NwyfOzfuf0Y9EiSJCny5BShJElHVVLHTgHJ6vVUXSe1a/cmrze8Hrb/uJgDmbtJ6ZrB4DPOJio27kh0VZIkqdVkgCVJ0lGV1r0n6b36cCBzF5ZpNBzXdJ1R513U6LU15WV8+Mhv8VRXY3g96E4Xyz/7iOue/H+kdu12pLsuSZLUbHKKUJKkI8LweFj++XTe+u09vPvAL1k7++uGkasr/vg4/cZPRNN1VE0jrXsPrv7T38OuIqy36IO3qC4va6jobvq8eGpqmPPqC0f8+UiSJLWEHMGSJCnibMti+mMPUpKXi2X4k9mXfPQu2ZvWc/mDf8EVE8OFv3kQyzSwTBNnVHQTLfplrv4Jcfj0ohDk79qB6fOhO52RfiqSJEmtIkewJEmKuMzVP1FWsL8huAL/aNO+TRs4sGd3wzFNdzQ7uAJQNS3kcUVRZFV3SZJaLCcnh8mTJzN48GCGDBnC888/H7G25QiWJEkRU5C5i2XT3yd322bMQ4KrekII9u/cRsfefVvV/uAzz2bDnFlYxsHcLVXzl2/QdEer+y1J0slJ13X+9a9/MXr0aKqqqhgzZgznnnsugwcPbnvbEeifJEkS+bt38MkTj2D6vGHP0TSNuOTUVt/j9GtuIn/nDor3ZSGEjaJqxCWnMPXnv2l1m5IkHR++3fMtz699noKaAjrFduK+0fdxYe8L29Rm586d6dy5MwDx8fEMGjSIvLw8GWBJktQ6lUWFrJ/zLSW5++jSfxDDzz2f6Lj4NrW5+MN3Gg2uAASCTn37t/oejqgorv/r/2P/jm0U7csiqVNnegwdIYuOStIJ7ts93/L4j4/jsfwLXPJr8nn8x8cB2hxk1cvKymLdunWMHz8+Iu3JdyVJOsnk79rBOw/8gjXfzmDP2lWs+GI6b//2HiqLi9rUbuHezCbPsUyTt3/7c3K2bGz1fRRFoevAwYycegE9h4+SwZUknQSeX/t8Q3BVz2N5eH5tZHKmqqurufLKK3nuuedISEiISJvynUmSTjLfv/I8hseDbZkAmD4fnuoqlnz0TpvajUtOafIc2zQxvF5mPvcPbNtC2Db5u3eQu31LQE2slirJyyFrw1pqK8pb3YYkSe1XQU1Bi463hGEYXHnlldxwww1cccUVbW6vnpwilKSTiLe2hrL8vKDjwrbZu35Nm9qecNX1zHn1BUzvwWlCRVEQQgSda/p8bF+yiMUfv4PP7favAlTggl//gd6jT2n2PT3V1Xz5jycozNqDqmtYhsGIcy/grJvvRFHkqkJJOlF0iu1Efk1+yONtIYTgjjvuYNCgQfzud79rU1uHkyNYknQS0XQHhAk8HK6oNrU96LQzmXT9LThjYtCdLnSni5ik0KNaQtjMf/u/1JSVYnjc+Ny1eGtrmfns05Tm5yFsu1n3nPXivyjYswvT58VXW4tlGGya/x2bF8xtdr8t02TNrBm8+8Aveft397Lyq08xmsglkyTp6Lpv9H1EaYHvUVFaFPeNvq9N7S5btoz333+fH374gZEjRzJy5EhmzQq/6XxLyBEsSTqJ6E4nfcaMI3PNSmzTDDg+YuoFbW5/9PmXMOLcC6itKCc6PoGdK5Yy942XAka1AHTdgRViP0LT5+Xt++/B4XIy4twLOP36W0JuDA3gqalm36b1Ac8DwPB6WfPtVww7e2rYfhbs3snGH+bgrammbH8upfkHa3Yt//xjdq9ewXVPPoOqhq67JUnS0VWfyB7pVYSnn356yFH2SJABliSdZKbe/Rs+f+ovlORko6gatmnSe/Q4xl1yZUTa13Sd6rISlv7vfdyVFaR27UZx7j6wbVRdR1FUhp9zHmtnfx2mBYHh9bJ+zrd4aqqZdk/ob6g+d23Y4qKemuqw/Vs7awZLPn4Py/CFnb4szskma8Naeo9q/nSlJElH1oW9L4zYisGjQQZYknSSiYqL44a//5sDezOpLDxAhx69SOrUOWLtb5g7m4XvvdEQwDhcUSSmpTPkrCnEJafSd9xEqktLGgmw/Eyfj21LF3LmjXcQFRcX9Hh8Shqu2DhMX2nAcUXV6DVqbMg23VWVLP7onYBCpaEYHg9527fKAEuSpFaTAZYknaQ69upDx159Itqmz13Lwvdex/QdrOJueD1UlhThiomjx/BRLP/sY3K2bCQmMZma8rKA7XQOp+kOKosLGwIsyzTJ3rgOT3UVGYOGMu3nv+Hrfz+FZRoI20ZzOHBGx3Dq1T8L2V7u1s1ouqPJAEt3uohPSWvFb0CSJMlPBliSJEXM/p3bUTUdCAyaTK+XrUsXsHT6e/7pu0Om5hI7dsHnrsFdVRlwHPxlHZI6+lcJFe/L4pO/PuofGbMFtm0x4twLuf5v/2TtrBmUF+TTbchwRp13ETEJiSH754iKAprOt1A1lQGnndGyJy9JknQIGWBJkhQxzuiYsAmjNaWlQcEVQMWB/VzywKPM/s+/MLwHCwnqLhejpl7Y0OYX/3gCd2VFwLWb5n9HtyHDOO/e+5vVv25DhtcFgIdT0HQNRdOITUziovseanNle0mSTm4ywJIkKWI69+1PVFwchsfDoSNFusuFz+MOCq7qbZr/Pdc+/jQL33uDgsydRMUlcMrFVzDq/IsBf5V4T3Vw4rrh9bBh7iz6jm3e1haarnPlI0/y+f/9xV9oVYBlWUy6/mb6jJ2AsC2SOnWRNbQkSWozGWBJkhQxiqpy5SNP8tnf/oSvthYUBcs0mHjVz9i6aF7QCFS9ktx9dOzdl2sffxrwTwcW7cviQOYuOvbph+H1hA16DI8b8BcMzFq/hm1LF6KoKkPOnEK3IcODruvUpx/3vPo+OZs34PO4yRg8LOyUoiRJUmvJAEuSpIhK7dqNu196m7wdW/HU1NB1wCCi4xOIjk9gziuh9w1L7twVANMwmPHPv5G7dROKqoEQpGR04/I//IVQuVO608XA085CCMF3/32OXSuWNUwz7vxpGcOnnMfkW+4Kuk7TdXqOHBO5Jy1JknQYWcldkqSIU1SVjEFD6Tt2PNHx/o1Th551Dh169g46V3c6mXDFtQAs/+wjcrdswvT5MDxuDK+Houy9LHjvNYafG1wI1RkTw9DJ55K/awc7VywNyOEyvV42zptNSW7OEXqWkiQd7zweD+PGjWPEiBEMGTKExx57LGJtywBLkqSjQlEUbvj7vxg2ZRqa7kDVNOJS0rjg1w+QMWgo4M/FMg8r22CbJrtWLmfddzOD2vS5a8nftZ2961YHlIaoJ2xB1oa27bEoSdKJy+Vy8cMPP7BhwwbWr1/Pd999x4oVKyLStpwilCSp2Uyfj+xN67FMg+5DRoQsANoYTXcw9e5fM+X2ezA8XlyxsSiKgs9dy47lS/G6a0NeZ5smeoi9Ek2vj61LFpDSuSuapmEdtm2Ooql1pRkkSTreVcycSeGzz2Hm56N37kz6b+8n8eKL29SmoijE1b2PGYaBYRgRW+QiAyxJkpolZ+smvnrmr9TnQtmmxdl33MOwyeH3/AtH0x1ocQ4AinOy+d/jD2EZRtC+gocKXZBU4K6qZF9pSVBwVfcw/cad2uL+SZLUvlTMnEn+n/+C8PjTAMz9+8n/818A2hxkWZbFmDFj2L17N7/85S8ZP755q5KbIqcIJUlqkuHx8OU/nsTnrsXnduNzuzENHz+89QoleW3Lcfr2+WfwVFdjHLYh9OGEbQcd0xwOstavIWvD2oDjutOFwxXFJb97uCEHTJKk41fhs881BFf1hMdD4bPPtbltTdNYv349ubm5rFy5ks2bN7e5TZABliRJzZC5diWhBs0ty2Lroh9a3W5NeRll+fubda7mcPpHvnQHiqKgO104o2P8294cVl8rOiGBe1//IGBPQiFEyCBNkqT2z8zPb9Hx1khKSmLy5Ml89913EWlPThFKktQkw+NBiODgRFgWPndNq9p0V1WSvWl9yHZDEbbFjU89R/bGdfi8HvqMHsdHf/p9yHOriovQHU4ALNNgycfvsnHudxheL+k9ezHljl/Qpf/AVvVbkqSjT+/cGXN/8JcxvXPbNqovKirC4XCQlJSE2+1m7ty5PPTQQ21qs6FvEWlFkqQTWkrXDIwQq/Qcrij6nDKxxe0t/+xjfvrqE0DBtqxmXSNsm9ztWxl78RUNx6Li4qmtKA861xUTg6L6B+hnv/QsmatXNKwyLMzaw/THH+LqP/2NboOHtbjvkiQdfem/vT8gBwtAiYoi/bf3t6nd/Px8brnlFizLwrZtrrnmGi666KI29tZPThFKktSovO1b+fzvf0E5bJJQd7roMXwUPYaNbFF7e9atYuXXn2EZRpjE9dCEECz96B1Mw2g4Nvaiy9BdrqB+jTr/EgCqS0vYvWp5UAkHYVl89rc/UZS9t0V9lyTp2Ei8+GI6//VJ9C5dQFHQu3Sh81+fbHOC+/Dhw1m3bh0bN25k8+bN/OUvf4lQj+UIliRJjaivkH5oAc96XQcO5pLfPdywpHnf5o0s/uAtSnL3EZuSwsSrfsaQM84Oum7trJmYTSS0h+0PUF6wn7RuPQAYe9EVVJaUsGnebFRdx7Zshpx1DhOvuh6A8gP5aA6HP0/rMLZlMe+Nl7n+r/+vVX2RJOnoSrz44jYHVEeTDLAkSQqrtqKcquKikI8VZe9tmIbL3bqZL//xeMNIUcWBAua98RI+t5tR0y4MuM5TXdnq/timQUxiUsPPG+bNZsuCuai6A9s0SOvRi1Ov/hmqqgH+LXhCBVf19u/ajm1bDedLkiRFipwilCQpLN3pQoTYAxDAccjU3JKP3w2ahjO9Xn785H1sOzDHqu+4UxsS0ENprMhfjxGjGzZm3rd5A4s+eAvD68HwuLFMkwOZu3j7d/dSvC8LgNikZAaedmbY9jRdR1Hk26AkSZEn31kkSQpQkpfD7Jef5b0//Iof3n6Fzn0HoGqBg92608XIaQcTQYtz94Vsy/B4WP/9LDYvnEdtZQUAo6ZdRFxqGqruCDpfd7kYNGlyUF4VQGJ6Jy78zR8afl797Vchpxo9VZV8+OjvyNuxDYCpd/+aziFWDGoOB4NOPytiVZslSZIOJQMsSZIaFOzeyYcP38+2JQso2pfFtqULKdizi4QOHXC4onBGR6M5nPQZO57RdYnkAInpHUO2Z5kmSz5+hx/efoXXfnEbWxbPxxUTw01PP0/3IYEr+ByuKM68+Q7O+8VvmXT9LTijY9Cd/tpXQ848h9uefQVnVHTD+ZWFB8I+D9Pn44e3XwFA1TSu+fP/0WvUWHSns65dF537DWTyrXeHb8MwqCotxjLDTzFKkiSFI3OwJElq8MM7rwZUVBe2jeXz4YiK5uo/P0BlcSHpvfqQ3KlLwHWnX3sTM599GtMXPKJ06CjT3NdeovvQEexetYLc7VsCzhNCUF1cgqIojD7/Ekacez7VpaXEJCQG7CdYWVTIzOeepnR/bqPPpTBrD0KIuqKkTq744+OU5OZQkptNcpcMOnTvGfI6IQTLP/uI1TO/RAgbRdUYd+lVjL/8GjnaJUlSs8kRLEmSGhRk7gp5vCh7L5369mfAxElBwRVA79GnMO2e+4hLSUVRVTSHsyEBPpBg+7JF/PTlJ0HTe6bPy9rZXyPqqrJruoPE9I4BwZVtW0x/7CEOZO5usiq7w+kKCohSM7rRf8LpYYMrgNXffMmqmV9geD2YPh+Gx81PX33C+u+/bfR+kiRJh5IjWJIkNXDFxOCprg467oyKbnL0ZuBpZzDg1EmYho81387gx08/DDrHMgyWfvxe2OKipteDZZrojuD8LIBN87+npry0WdXfFVXl/T/eh7uygh7DRzHxqp+RkNah4XHD56W2vIzY5NSA+62a8Vlw8Of18tOXnzDqvMgUIJQk6cQnR7AkSWow6ryL0Z2HF+50MvKwUgvhKIqCw+mi79jxaFro0geNVW5PTO8UNrjK2bKRH95+rdmV333uWgr3ZlJVUsyWRT/w/kO/obqsFGHbLP7gLV6+43refeBXvHzn9Sz/Yrp/r0IhcFeFLiNRW1nerPtKknT8sSyLUaNGRayKO8gAS5KkQ0y44joGnnYmmsOBMyYGzeFgwMRJnHr1DS1qJ61bD0adf4k/WGtm3pLmcNBvwmms+fYr9u/c3jBVWG/u6y9hW2aL+lFP2BaGx83qmV+y/Iv/se77b/3Tf14PhsfDyq8+ZcPcWSiKQnLnriHbSO3arVX3liSp/Xv++ecZNGhQRNuUU4SSJDVQNY1p9/yGST+7hfKCfJI6dgoo7NkSZ/zsVvqMGc/mH+aAorB18fywo0+KomIZBqu//tyfw6U76DpwCJc9+Gc0XcfncVNxoKANz8y/ojFnywbKCwuCkvFNr5eVX33KyKkXMvmWu/j6308FnKM7nZx1811tur8kSW2z86cCls/IpLrUS1yKi4mX9qH/+E5tbjc3N5dvv/2WRx99lH//+98R6KmfDLAkSQoSk5DYUNCzNQyvhzmvvcjO5UsajimqCmECrPqcKiEEwrKwLYvcbZtZP+dbxlxwKZruQNFUsBufHtQcDjTdgenzhgjmFBI6dKQwzP6DtRX+Ol29Ro3lij8+xrJPPqB0fx6pXbtx2rU3kjFoaMD5xTnZ1FaU07F3X1wxsY32S5Kkttn5UwELPtyO6fO/V1SXelnw4XaANgdZ999/P8888wxVVVVt7uehZIAlSVKALYt/4KfPp1NdXkZ6z16ceeMddO43oNnXe6qreef391JTXhb4gG2jqGqTq//qmT4vm+Z/Xxdg6QyeNJltSxZihtsgWlE486bbGTzpbL7+9/+Rt20LlnlwSlF3Ojnlkispyt5LRWHwaFiHHj0b/txtyHCue+KZkLepLivli6cfpyw/D1XVsEyTU6/+GeMuvapZz0uSpJZbPiOzIbiqZ/psls/IbFOA9c0335Cens6YMWNYuHBhG3sZSOZgSZLUYPW3XzHvjZcoK9iP4XGTt30rnzz5SNjyDQD7d27joz/9nuduuJxX772Fr599Kji4AqirSdWxd19iEpPQwiSzH8o+JBibfOvd9Bg+stHVjEs+eo9X77mFEVPOp+fIMWi6A93lIjo+gfN+cT9d+g9k3GVXh7w2Kj6BlTM+o7KosNE+ffXMkxTvy8L0evG5a7EMH8s//5i961Y3+XwkSWqd6tLQG8SHO95cy5Yt4+uvv6Znz55cd911/PDDD9x4441tarOeHMGSJAnw5ygt//SjkPWplk5/j6se/WvQNTt/WsY3z/6jYYqvurSE6tKSsPdQNZ2L7v8jSR078fKdP8PdyEbMKApJnTrz3oO/wTIN+owdR7chwykrKKA0L6fupEMS4YXA8LgBmP3ys9z933cA8FZXk5Ce3rChc9aGNSiKEpREn7V+Dfs2b+DHTz/inDvvZehZ5wZ1qbwgn5LcfUGjcKbXy5pZM+g1amz45yNJUqvFpbhCBlNxKcHbarXEU089xVNPPQXAwoUL+ec//8kHH3zQpjbryQBLkiQAasrLwiahF4XIWyrL38/MZ58GEXoz6FBUTSM+NQ2AhA4dw5ZEAEAI9q5bA3XB28Ggyk9RNTRd908ZHtYHRYFdP/3I8CnTiI6LD3hs36YNQcFVPbtuSvH7/z7PgnffoPvQ4Zxxw20NxVU91VWoYcpP1FaUh38ukiS1ycRL+wTkYAHoTpWJl/Y5hr1qnJwilCQJgOiEhLCPJaYH5jjYlsWnf320RcEVwNiLL0fT9YY/N6mRgqLCtvz7BIbog23ZGB5PyOuam5Duq60hc9UKPnz4t1SVFgOQ1r1nyKesORz0GTu+We0errq0hNL9uc3OTZOkk1H/8Z2YfMPAhhGruBQXk28YGJFVhPXOOussvvnmm4i1J0ewJEkC/FvLjDj3fDbMnX1YiQIXp179s4Bztyye3xB0NJeqafz05aeYPoNJ19/MgImTmP/myyErxzeXpuv+/RLNw+pjKdBr1JiQ14w6/2KWffJB0FRoKEII/xY+387gzJvuQHc6mXzr3fzw1iuYPh8g0JxOYuITGX3BpS3qe3VpCTOffZoDe3ejqhqOqCjOu/d+Oc0oSWH0H98pogHVkSYDLEmSGpxx421oDgfrvpuJZRhEJyRy1k130nPEaADK8vNY8O7r7F2/psWjV7ZlgWWx5psv2bbkB6rLSnFGx7Spv4qm0WXAYPJ3bsfwHhyxErbNwvfeZNDpZ9J79DhcMQfvM/qCSyjNy2HrkgUoqtpkoGWZJvt3bmv4edjkc0npksHa2TOoLimh1+hTGDn1AqJi45rdbyEEn/7tT5Tl5/kDRAwMr4ev//0UN/3jeVK6ZLTgtyBJUnskAyxJkhqoqsak62/htGtuxPB6cEbHNKzaq60o58NHf4+3tqbFwdWhLNOgqsQ/+uWtaf3oFfi35bnij4+zYc63LHz/zYZpNtuy2LtuFVkb16LpOhf+5kH61k3hqarG1J//hlOvuZGSnH3sWrWcLQvmYtkWIkQOmqKqpBxWxb3rgEF0HdD6qs8Fu3dSVVIUNC1omSbrvvuGKbff0+q2JUlqH2SAJUlSEFXzT1ltWTiPTQvmgPCXMTC8njYFV5EUn5rGGTfchs9dS/amDQg7uF/CsjAti2+f/wd3v/wO0fEH88ziklOIS06hx/CRjD7/Evas+Yn1c2ZRWVQYsJm05nAw5sLLItr36rISFCU4BVbYVpNlIiRJOj7IAEuSJCzTpLainOj4BHSnEyEEX//r/8jetP7gFJqitJvgyhEVRU1FGXNffxHLNNB0BwElGw4jgF0rf6TXqLFsnPc9Zfm5ZAwcyuAzz8YZFU18SirOmBiqy0oCgivd6eTSB/5EWrceEe1/x979/An6h9GdLroPGxHRe0mSdGzIAEuSTnJrZ81g2acfYpv+6bER555P33ET2bdpQ2B+UguCK0XT/NNfRyAgUxQV2zSxTRNfXXJ7fd/DEZZFSV4uC997A9uysAyDzNUrWTL9XXRnFLUVZWH6quCurIj4c0hI68DQyVPZsmhew+9Y03ViEhMZNjm4/pYkSccfGWBJ0kls65IFLJn+XkAgtWHubA7s3Y3ZWBHQeo2MajmcroDE8+Zc0xxC2FimHXSsMbZts3vV8oDSDabPCz7w1daGvc70edm+bDGDTj+r1f0NZ8rt99C5b3/Wzv4aX20t/cafyimXXtXmxH9JktoHGWBJ0klsxRfTQ1Zuz9+5Hc2hY3obGRlSFHTdEXJvQGFZ2GqIMnuKQnR8whEZFWqMqulUl7SsrEQ9h6ttlaLDURSFIWdOYciZU45I+5IkHVttDrAURYkCFgOuuvY+E0I8pihKL2A6kAqsAW4SQoTZpVWSpGOhprQ05HHLstAIv+cfgDM6utESB1aoETAhjnpwBWCHyHdqDofLxbAp01p1reH1kLdjG7rDQZcBgxq26pEkqX3p2bMn8fHxaJqGruusXh2ZfUUjMYLlBc4WQlQriuIAliqKMhv4HfCsEGK6oiivAHcA/43A/SRJipD0Xr3J3bYl5GNNTbs1NrV2vNN0Bygw6vxL6TFsZMNxIQQFmTvxVFXRud9AouJC177asXwJ3//3eRRVBSHQXS4uf+gxOvXpd5SegSRJLbFgwQLS0tIi2mabAyzh39SrvpiNo+4/AZwN1Jd/fhd4HBlgSVK7csYNt/PJk48EVG73lw8QYfclbC80h5OouDhqysMlqLdObHIqp179M3qOGEVCWnrD8YrCAj77+5+pKS9DUVQs0+TUq3/GuEuvCri+rGA/3738bF2ldz+fx81nf/8T97zyPrrTGbG+StLJZFtdzmhVSTHxqWlMuu5mBk2afKy7FVZE9iJUFEVTFGU9UAjMBTKBciFE/f4VuUDXSNxLkqTI6dxvANc+/jQ9ho8iJjGJTn37g0LYzZDbE8vw4amqbHtwVVdIVVFVhk6eyq3/fInhU6YFBFdCCL546nEqDhRgeDz43LVYho/ln39M9sb1Ac1tXjA3eOse/NXl966LzNSDJJ1sti1ZwJzXXqSquAiEoKq4iDmvvci2JQva3LaiKEydOpUxY8bw2muvRaC3fhFJchdCWMBIRVGSgC+Bgc29VlGUu4G7Abp37x6J7kiS1AKd+vTjqkf/CvgDiedvvBzrONl42Lba3k9VVRl70eWcft3N/im9EIr3ZVFVUhwUeJpeL+u+m0mP4SMbjh3Ymxly42bT58PTpsr1knTyWjL9vYCRdvAvyFky/b02j2ItXbqUrl27UlhYyLnnnsvAgQM544wz2tQmRGgEq54QohxYAEwEkhRFqQ/gMoC8MNe8JoQYK4QY26FDh0h2R5KkFlIUhX7jT0PVjo8Fxk3liTWHbVlsW7YobHAF4K2pCfu4u6oy4Oey/blh79NtyPDWd1SSTmJVYVYBhzveEl27+ifY0tPTufzyy1m5cmWb24QIBFiKonSoG7lCUZRo4FxgG/5Aqz454RZgRlvvJUnSkXf2bT8nuVNnHFFRaA4Hitb46rfGApP2QnO60Bzhc5+qiosanRbt2Kcvth2ck6Y7nfQbPzHgWG1FeehGFIXYpKTmdFeSpMPEp4ZOQA93vLlqamqoqqpq+POcOXMYOnRom9qsF4l3xs7AAkVRNgKrgLlCiG+Ah4DfKYqyG3+phjcjcC9Jko6w6PgEbnrmBab+/DeMOPfCkBsgH8oZE3uUetZ6wjTp2KsPrjB9jU9Na9jU+lCmYbB79U/sXLGMU6+8Ht3pasjZ0p0uEtLSGX7O+QHXJHRID2oHICo2zn+9JEktNum6m4P+/ehOF5Ouu7lN7R44cIDTTz+dESNGMG7cOC688ELOO++8NrXZ0L+2NiCE2AiMCnF8DzCure1LknTkCdtmzayvWTt7BrUVFQjbQlEU7GbkYnmrq45CD9vGti0O7N3N6AsuZd3smQG5HLrTxWnX3hR0zYE9u/ns73/GtkyE8K+qHDDxDISwqSkvo8+YcQybPBVHVFTAdadfdzOz/vOvwHu4XEy88rqQQZwkSU2rz7OK9CrC3r17s2HDhkh0McjxkWghSdIRNe+t/7J10Q9BSaQnEssw2DBnFqddeyNrvp1BdWkxcSmpnHbtjUHV1G3b4ounH8dzWPC486elXPrAn+g5POg7ZYN+405l2j0Giz96h6riImISEplw1fWMnHrhEXleknSyGDRpcrsuy3A4GWBJ0kmupryMLQvnha68foLxedxsX7aIn//3HURdVfnifdksfO8NCnbvJDWjO2MuupzairKQwabp9TL/zZe57d+voDaSmzbwtDMZeNqZ2LYlK7hL0klKBliSdJIryc1BdziPSIClKMoxqamlKGroFYZCULQviw3zvmP3quXs27wB+5CaVft3bWfr0gWcds2NEGaroIoDBSx8/w3OvvXnYe9fU17GD++8RubqFYBCv3ETmHzrz4lJSGzjM5Mk6XjR/pf/SJJ0RCWmp2NGOrhSFDTdgXYMqpYrqsqF9z+IEmbkyDZN5r3xElnr1wQEV+DPRTO9XlZ+9WnYSvZCCDbN/x4jzHSqZRp89KcH2LXyRyzDwDJ87FyxjI//9EC7r44vSVLkyABLkk5yiemd6D5kGJrD0arr/VvrHKTpDnoMHQFwTAKKmIQkBkw4nVMuuTJ8Pa8mRtXcVZU4o6MbPcdbHbpo6O5VP+GuqgxYfWlbFjUV5WSujUx9HUmS2j8ZYEmSxMW/fZgBp7aucrEQNonpHXHFxtJr1FjOueuX5O3chmUaQSNER0NNeSll+/NIzeiGf1vU1vHW1pKY3inkY5rDSUxiUsjHSnL3YXjcQcdNn5fS3JxW90eSpOOLzMGSpJOYEIJ9mzdQsHsnPYaOoKa0hOxN61vcjjMmljv/4y91983zz2B6fU1ccWQtfP9Nf35VG0bQLMOH4fMEHdddLib97JawSe4pXTNwREUHBVm600VKl4xW90eSpOOLDLAk6SRl+nx8+rc/UZS9B9PnQ3c6URQFzeEISHhXdR1h2yH316tXvC+r4c+e6mraMnIUCTnbNkek5ERtRUXAz6qmMe3nv2HgaWeGvabvKRNZ/MHbmD4foq76u6JpRMcn0HtM80oDemtrWffdTHat/BFXTCyjzr+YvmMnyDpaknQckVOEknSScFdXsXXxD2xeOI/ainJWzfyCwr27MTwehG1jeDz43G5QFFRNQ1FV1LrAINyKunqqplFZXMiiD96isqSoodr5sWK4ayPT0GG5WpruwPB6cVdXkbNlI6X7g7dY1R0OLvj1H4g5ZFucTn368bO//RNNb/o7reHx8OEjv2XFF/+jcG8mOVs2Mus//2Tp9Pfb/HQkSQpWXl7OVVddxcCBAxk0aBDLly+PSLtyBEuSTgI7li/lu5f/7d83UMA828IRFY3pC57Ksw45JoCastIm27dMkzd/czcAtnX0866OFsPrYd133zD/rf+iORzYpkl6r75c9uCfiY6LB6AsP48v//EYhufgCFpR9l52LF/C6PMvafIeWxbNp6qkGMs4+Pdger2s+fZLRp9/MbFJyZF/YpJ0Ervvvvs477zz+Oyzz/D5fNTWRuYLmhzBkqQTXG1FOd+9/G9Mnw/D48HwerAMA09VZeRuIgS2ZZ7QwRWAomqU5O3DMgx8tbWYPh8Fu3cy64V/Npyz/PPpGF5vQB0u0+tl6fT3m1UOY8+6VSGnNzXdwf5d2yPzRCTpOFSzrpD8p1eS+8cl5D+9kpp1hW1us6KigsWLF3PHHXcA4HQ6SYrQpuwywJKkE9yulctDTtkpiuIf0ZKaTdhW0MpI2zLJ2bKR2kp/vlbe9i1h8tUEFYUFTd4jLiUt5N+LEILYMCsXJelEV7OukPIvdmGV+798WOVeyr/Y1eYga+/evXTo0IHbbruNUaNGceedd1JTUxOJLssAS5JOdJZphPzAF/hrRh2+WbHUcqqm4q31vyknpHUIeY5tWWFLO4C/vMOedavoP+E0ND2wJpmiqMQmJdG538CI9VmSjieV32chjMD3MWHYVH6f1aZ2TdNk7dq13Hvvvaxbt47Y2FiefvrpNrVZT+ZgSdIJrvfocSz+8O2g47rTyWV/+BPu6iryd+1gz9qVFO/LwjoGtauOd7rTRWJ6RwDGX34tBZl/D5jm0xwO+o07tSFP61Cemmq+/MeTFO7NRNM1TMOgc7+BFO7NBAS2ZZPUqTOX/eHPchWhdNKqH7lq7vHmysjIICMjg/HjxwNw1VVXyQBLkqTmSerYibEXX8GqGZ835EhpTifDzp5Kp779Aeg1cgxjL7qMmc8+Tc7Wzf4gK9RefodRVLXR8g0ni9Ovv7lhU+eeI0Yz5Y57WPjem9imgW3b9J9wOufe/auQ18555QUOZO7EMk3Murz2gsydnHr1DXQbNBRnTIysnyWd9LQkV8hgSktytandTp060a1bN3bs2MGAAQOYP38+gwcPblOb9WSAJUknuKrSYjYvmIuqqdiWv6SCw+Vi7EVXBJznjI7hykeeJH/XDj5/6jG8NaG3gqmnu1x06T+IvO1bjshG0cea5nSS3qM3+U0klmsOB92GDA84NvSscxk86WyqSoqIikvAFRMT8lrD4yFz7cqgvC7T62XD3FmccvEVIa+TpJNNwrSelH+xK2CaUHGoJEzr2ea2//Of/3DDDTfg8/no3bs3b78dPOLfGjLAkqQT3Pw3X6G2orxhpMm2LLw1Nfzw1n+57MG/AP4yAos/fJu8HVsxvN4m9+oDUFWNhA7p5G3bckT7fyyMvuBSBp52Jrt+WsaBvbsb3fInOi6BpBBb6qiaFnarnXqGzxu2wpgvQkvFJelEEDsqHfDnYlnlXrQkFwnTejYcb4uRI0eyevXqNrdzOBlgSdIJbu/61UHTeMK22bt+DUIISvNy+fgvf8DwBG8L0xjbtqgpK8UyT7zRqy0L57Huu5l1BVc1FNVG1XSEbSEAYVmomo6qa5z/q9+1ejVmdHwCcSlpQasLFVWl58gxEXgmknTiiB2VHpGA6miRAZYkneAUJfSHv6irXbX8849atHegomlomsZ5v/gt+Tt3kLVh7QmXh1W/ItA65HmpDpVz77kPb20NOVs3kdSxI8OnnN+Q3N5clUWF7PxpGd7aGlyxcQydfC4rvvwftmkhbAvN4cARFc3p190U0eckSdLRJQMsSTrBDZhwGtt/XBJcBFQIvvzHk5Tl5wUUxQyn66AhpHTtjm34MA2DvG2b6T50JOvnfhtQ/f1EZXg9fP/q88Qnp3L93/5JTEJi2HNty2LV15+zfs4sDI+bniPHcMYNt7J33RoWvPs6tmU2BKWqrqPrDnqNHYOvtoauA4cyctqFjbYvSVL7JwMsSWoByzQoztlHVGxsk/k1x1pZfh4rZ3zGgb2ZKJoGhwVYQgj279hKakYPKosaL9bncEVx7WNPM/vFf7F71QoMrwdFUdn0w1wGTzqLPWtWU1Pe9JY6xzvL56OyuJD5b73Cxfc/FPa8WS/+i8zVPzWUati5fAnZG9Zi+LxBCwJs08RnmuRs3sg9r32A7nCEalKSpOOMDLAkqZl2LF/C3NdeRNg2tm2RmtGdSx/4E/Gpace6a0EKs/Yw/bEHMX2+RqfvbMumc9/+FOdkh9yepV6Hnr3J2bKpIbgCEMLG9HnZvHA+KV0yTooAC/yjU5mrliOECFmXqqKwgN2rVgTsJSiEwOt2N7pnthCCfZvW03v0KUei25IkHWWykrskNUNh1h6+e/k5vLU1+DxuTJ+Pwqw9fPb3PyOaseLuaFv43usYHk+TuVGqrpMxZBjn/+p3xCanhNxSR3e6OO2aG9m18seG4OpQwrIoycmOWN+PB+H+zg2Ph40/fB/q1+hPkLesxloN+fttCdu2KN2fR015WZvakSSp7eQIliQ1w7rvZgZN7Qjbpqq4iAN7dtOpT79j1LPQ8rZvbfokRcHhctFnzDg03V9p3F1Zwbrvv2HtrK8xPG7i09KZfMtddB86nFUzvzjyHT9OuOLiyd22mfSefdiyaB55O7ahKJC5eiWKomCGyklTVWgk4LVMM6ieVktkrlnJnFeex/B6sG2bzn0HcNH9DxGblNzqNiVJaj0ZYElSM1SVFIdMBFdUldqK8qPWDyEEOVs2sm/LRmISEhl46hlB+9tlrlmJHXakREHTdVAgtWs3Lrr/oYZ97xRFISYxidOuuZFTr74B2zID9sQrzcs5Qs/q+OOuKOeTJx5GUVVUTQ+YDgyrkZFORVU548bbwya2F+dkU5yTTXLnrnTs1Sfk498894+Aad68ndv4/P/+wk3/eEFusSNJx4AMsCSpGXqOGE3e9i1BIxOWabRp9EoIwbrZM1k183M8VVV06tuPs26+i469+wada1sWX/7jCfK2b8XwetAdTpZ+/C6XPfgY3YceHPlYNeOzsPcbdvZUJlx5LaqqEZeSGvY8RVGCNhw+moHk8ULYNpbdeHClKArJXTIo3Z8b9pzUrt0Yfd7FQcdNn48Z//wbudu2+Cvx2zbpPXpz5SNP4Iw+WB1+3eyZQfXIhGVRXpBPYdaekEGZJEmwY8cOrr322oaf9+zZw5NPPsn999/f5rZlDpYkNcPwKdOISUxGO2SFl8MVxZgLLw8aQWqJJR+9w5Lp71JdWoJp+MjdtoXpjz9EcYicpi2L5pO3fUtDno5p+DC8XmY+9zS2fXDEqrqsJOS9FFVl5LSLSEhLbwiuLNNg96oVbJg7m+J9WZQX5JO9aX3IHB5FlaMgLaWoKuOvuJZb//UyaiPFSNO69wx5fNknH5CzdTOmz4vP7cb0ejmwZzfz33ol4LyKwoKQ+XaKqlJdGvr1IEkSDBgwgPXr17N+/XrWrFlDTEwMl19+eUTaliNYktQMzugYbnr6edbM+ordK5fjiotjzPmX0nfcxFa36XPXsm72TMzDppcsn8GKL6Zz0X2BZQC2LJrv38bmMJZhcCBzN537DQCg25DhVBbPD/rAdURFkZpxcNPgkrwc/vf4H7F8PizLxDJNFEXBERWFZRgMnTyVKbf9vKFKeWxSCuUF+1v9fE9GwrbJ3bqZsvw8+o47lZ0rloacKty9agUluTmkZnQLOL7phzlB04+WabD9x8Wcd+/9lOTlUFNWRpcBg8nbsTXiI6yS1J5s3LiR+fPnU1FRQWJiIlOmTGH48NbnLR5u/vz59OnThx49ekSkPRlgSVIzRcXFcdo1N3LaNTdGpL2KwgOougaH7TQjhM2BPZlB5zc2gnToVi0Tr7yeXT/9iM/jQdSNbOlOF2feeEfDtJ8Qghn//Bvuykrg4Ae+EKJhD7wti+aR2jWDUXVTVxOuuJbvXn62Vc/1ZJa7fQsfPvI7rnnsKYqy91C2Py/oHMswWPHFx1z4mwcPOx56+lFYFh888ltK83JRNQ3TMNAdOqquN+ybqLtcDJ9ynkxyl04IGzduZObMmRh1i40qKiqYOXMmQMSCrOnTp3P99ddHpC2QU4SSdMzEp3bACrmJsEJq125BR4edPQ2HKyrouDMqKiDHJqFDOjc/8x+GTj6XpE5d6DZkOJc+8CjDp0xrOKe8YD+VRUUcGlwdzvR6WTNrRsPPg884mx7DRzbruUmHEALD52XjvO+4+P4/ojucIU6xyd+9K+h4j2EjQyaoO6KiKN6XVTd1WIttGliWRc/ho0js2In0Xn04985fctbNdx6RpyRJR9v8+fMbgqt6hmEwf/78iLTv8/n4+uuvufrqqyPSHsgRLEk6ZqLi4hh0+mS2L1sUsPpLdzqZcMW1QecPOu1M9qxZWbdK0L/CT1FVLn3gT0GbDSd0SGfq3b8KeV93dRXf/fe5Zq1889bUNPxZURSm/vw+/vfYQ1QWN175XQokLIv9O7fRd+wErMO3LKqT3Llz0LGzbrmbvB3bML1eTMOH5nCgajqmYQStFLV8PjzV1dz5whtH5DlI0rFUUVHRouMtNXv2bEaPHk3Hji3bW7QxMsCSpGPonDt/QVRcHBvmzML0eUns2Jkpt99Dp779g85VVJWL7n+Igsxd5GzdRExCIv3GTQxYTdYcX/3jSQoyg0dLQukxbGTDn4UQfP73P1NVUtyi+51oFEUFhRZvcF1bXs7MZ58KWaRUd7oYf3lwUJ3UsRO3P/cqG+d9R0HmTjr06E23QUP58v/9tWEq8FDuqsoW9UmSjheJiYkhg6nExMjs2fnxxx9HdHoQZIAlSceUpuuceePtnPGzW7FME90ZPH10uE59+rU6cbl0fy6FWXuCN34OI6VuqlIIwfy3Xmm01MBJQVH89dBaWLxfUVS87pqgYrUA8alpnH3bPWQMHAL4N5Xev3M7DlcUnfv2Jzo+gfGXX9NwvmkYIWuyqbpO79HjWtYxSTpOTJkyJSAHC8DhcDBlypQ2t11TU8PcuXN59dVX29zWoWSAJUntgKKqzQqu2qq6tMSfWN+MupgAa2fPYMIV17J18Q9sWjDnyHbueNDKbZGEsLGM4KBIczi47olnSOiQDsC2JQuY+/pLKKqKEAJXTAxX/PFxOvToRXVZKeUHClg7a0bw6JmiEB2fwLjLrmpV/ySpvatPZD8SqwhjY2MpKYl8ORMZYEnSSSSte8+QoyjhGB4P1WWlrPzqU+wWXCc1n23b7N+5jYI9u1n0/psBU3+Gx80nTz5Cj2Ej2b16BYqqYoYo1aHW5eKFqwQvSSeC4cOHR7Qsw5EmAyxJOonEJCQy+ryLWT/n25A1tQ5nWxZzXn2B6gq5efCRYJsm/3viYdwV5UGV2Ov53LXsWrU8ZM5VPUVVyd+1nc4hcvckSTo2ZJkGSTrJTLrhNs6561ek9egFzdijbv/ObSR37noUenbyEUJQXVIUNrgCf5DbWHAFoKgajqjgEh6SJB07cgRLkk4gpmGwbvbXbF44D4ChZ53DqPMvQT9kix9FURg8aTKDJ01m7usvsXHe7EbbNDweTG8zk7aOV4rS6vyq9sD0etjx4xJ6DBtJQlr6se6OJEnIESxJOmEIIfjsb3/ix08/pDQvh9K8HH789EM+//ufQ5YGAEjtmoGqN/09qzRvX6S727600+BKd7mIbmZe1b7NG/jwkd9heDxHuFeSJDWHDLAk6QSxb/MGCrMyA/ajM30+DuzdTc6WjSGv6Ttuor+uk9Tu6C4Xl/7uES79/aPoLtfBYrL107qHTe8K28bweNj+4+Kj3FNJkkKR76ySdILI37k9ZOK64fWyf+f2kNckpKVz9q13yyDrKFMUhaSOnekzZny4Ezj/l7+j58gxdB04mBv+/m/6jTsVVdMOBlYhRt0Mr4finKwj13FJkppNvqtK0gkiNiUFh9MVdNzhdBGXnBL2umFTptFn7IQj2TXpMLf++xWm3PELcrZuCn2CEHQbMqLhx7RuPYhLSfUHV41UkHe4okjr3jPCvZUkqTVkgCVJJ4gBE073j3AcRtU1+k88PeQ1tm3x1f/7K1nrVx/p7kl1Tr/uZnav/JGv//U3fO7asOdtXvA9AOUF+cx74yU2zJ3V5GpCw+elLH9/mE3EJUkK5dlnn2XIkCEMHTqU66+/Hk+E8hhlgCVJJwhndAzXPPYUSZ26oDud6E4nyZ27cs1fnsIZFR3ymp0rlpGzeSNmMzZ+liJj96rlLPv0oybrkO1auZwDe3bz3kO/ZuMPc5pXIFYI1s2eyeyX/hWh3krSiS0vL48XXniB1atXs3nzZizLYvr06RFpW5ZpkKQTSHrP3tz+3KtUFB5AUSChQ0eURmpdbVuyAMMrV50dTQWZuw4mrDfCMgy+/vf/tXhVoOnzsnvVCiqLC2XJBumEkl8wgz2Z/8TjzSfK1ZnefR6gc6dL29yuaZq43W4cDge1tbV06dIlAr2VAZZ0gvLtr6b8mz34sitRXRpxp3YhfnJ3FK3pwprHm9rKCjbMnU3+ru2kZnRn1LSLSOrYqVnXqrqj6ZOkiAvaS/AwiqJQlL23yfMak79rpwywpBNGfsEMtm9/FNt2A+Dx7mf79kcB2hRkde3alQceeIDu3bsTHR3N1KlTmTp1akT6LKcIpROOWeqh6NWN+PZUgCWwa02qFuVS9sXOY921iKsoPMDbv72Hn778hL3rVrN21te888AvyN+9o1nXDzv7XByu4MR46dgSQrQpuLIMgzmvvkDp/twI9kqSjp09mf9sCK7q2babPZn/bFO7ZWVlzJgxg71797J//35qamr44IMP2tRmPRlgSSecqkW5CMMKOCYMm9oNRVhVJ1au0eIP3sJbU41Vl0NlWyaGx8OcV/8TdG5FYQF71q6idH9ew7FeI8cy+Mxz0HQHiqqh6Q50p7NZW+hI7ZvP42bOKy8c625IUkR4vPktOt5c8+bNo1evXnTo0AGHw8EVV1zBjz/+2KY268kpQumE48urghBf/hVdxSyqRYt3Hv1OHSFZG9eFrNJenJPN1iU/4K2poVPfAaz6+nP2rF2FpuvYlknXgUO49IFH0RwOaspL/TvF2BZCURA2dO7Tv9mjYFI7JQT7d23HNIyArZKOBE91NZsXziF/9y7SuvVg+JRpxCYlH9F7SieXKFdnPN79IY+3Rffu3VmxYgW1tbVER0czf/58xo4d26Y268kASzrhODrFYuRVw2FxhzBt9NTQq+mOVw6XK/RSfyGY98Z//RsFWxbgn3KqH+nat2k93//3efqMGUf2hrWYdSvUbMu/vF8GV+2P6nDQZ/Qp7F23BtPX+ArEeoqiNLrIIRIqiwr54OH7MbxeTJ+XzNUrWD3zC6578hk6yJpcUoT07vNAQA4WgKpG07vPA21qd/z48Vx11VWMHj0aXdcZNWoUd999d1u76+9fRFqRpHYk/swMFP2wl7auEj0oBS3xxMo3Gn7uBf4pvRAMjxvL8PlHpg7L5xFCsGP5EtbPndVkuQDpGFNUHC4XvUeO4YJfP0C3IcOatX+kqmn0Hj0OrRnntsXC99/AU13VEPRZhoHPXcvc1148oveVTi6dO13KwIF/J8rVBVCIcnVh4MC/R2QV4RNPPMH27dvZvHkz77//Pq4I5aXKESzphOPoEEPancMo/2o3Rn4NikMldlwnEs/vday7FnHjL7ua4n1ZDdN/lmlgm2bYzZ0PV3ZIPpbUDikK8SkpnHnznfQffxrCtuk5fDT5u3bgqa4Ke43udBEVF0e/8adieDw4oqKOWBf3rl8T8vVWsHvnUZmelE4enTtdGpGA6miRAZZ0QnL1SKDjfaMRtgCFIz5Ncqxous4lv3uYsoL9FOdkI2yb7156ttm1rdxVlUe4h1KbCEFVSTHz3/wvfcaM59sXniFrw1rMMKOOqqrR/7Qz2P3TMny1Ncx/87/Me/0lLvj1A/Q95chsh6Q7nCH7o6gqajPqfUnSiUq++qUTmqIe+RyU9iC5Uxf6nTKRfqdMxBkdc6y7I0WYt7aGdbO/Jmt96OBK1TQ0h4OJV/+M3T/9iOnz4XO78blrMbwevn3hGarLSgOuEUJgmUazRzvDGTZ5KpojcJpa1XX6Tzg15NZNknSykCNYknQcqa2sYOF7b7B75XJQoP+E0znzpjuIjosH/KMG3QYPZfuPiwMvVFRAQBs/TKVjwzZN8nftIGjlRp1Offpz4X0PsnfdagjxfUIIwY4fFzPmwssQQrBh7myWf/ohtVWVxCYmcdp1NzNs8rmt6tup19xAYfYe8rZv9VeoF4KUjG5MueMXrWpPkk4UMsCSpOOEZRp89OjvqSopqlsZCNuWLiR/1w5u+eeLqKpGWcF+dq9aEXStput0GzyUrA1rG72H5nCgKCq2ZWLbtgzI2hFXbGzI+mSaw0Fa954s/+wjDmTuDrlnoWWaeGv9q003zvuORR+82TASVlNexg9vv4Km6wyeNLnF/dKdTq569K8UZe+leF8WSZ270KlP/5Ni5FiSGiMDLEk6TuxetYLayoqG4Ar8IxtVJcVkrV9L79GnkLVhbcgxDsswSO6SQfbG9QgRvkL4gIlnMOHKa3G4olj0wZtsX7roCDwTqTU2L5gb8rgQgi2L5/sDqzABse500mvUGAB+/PTDoGlG0+vlx08+aFWAVa9Dj1506HHiLSSRpNaSOViSFAHCtqkuLWnxxrwtUbQvC8PjDjpu+nwU7csCwBkVrs6XwDSNJpf3mz4PyZ26EJuUTHRsQht7LB1JiqoRl5IGQmD5fGGDK4criv7jT6Nz3wEI26a2ojzkeVUlxUewt5J08pEjWJLURtuXLWbBO6/ic7sRCAaeegZT7vwFDmdka26ldMnAERUVFMQ5nE5SunQFoPfocVjGsyGv37FsUaP726maTkrXbrirq9i6+Ac2LZgTuc5LEac7nZx23U388NYr2FZw4J3QoSOd+/Zn0KTJ9B59CuDP0YtPTQsZTCWmN2+DcEmSmkcGWJLUBjlbN/H9K88HVNbe/uMSTMPgovsebHP7hsfDog/fYuuiH7BMw5+DoygNoxWKqhEVH0/v0eMAqDiQj+50YvqC91z01dbiionF8PmnFg+nahqZa35i5YzPQj4utS+Gx83e9WtCbhupqCr9TpnAWbfcFfTYpOtvYc5rLwa8ZnWnkzNuuO1IdleS2q3nn3+e119/HSEEd911F/fff39E2pUBliS1wU9ffhK0bYll+Ni9ajm1lRXEJCS2qf0vnn6c/N07DiYuKwqqqmLbNoqi0HvUGM6561cN1bpVXUdRws/8mz4fnfv2pyBzF7blr/CuqCoJHdJxV1VRnJ3V5mX70tGTuWoFihoi8V13MCTMqsBBkyajORwsnf4elUVFJHbsxBk33EqfMeOPdHclqd3ZvHkzr7/+OitXrsTpdHLeeedx0UUX0bdv3za3LQMsSWqDisKCkMc1TaemvKxNAVZh1h4K9uwKXBUmBKqmMfGqnzH+sqv9y+IP0aFHL6LjE8IWGlVUhfN/+XvAn3OT0KEjqqayY8VSln70TrODK0VVG51uDH+hjaLbCKO+PpJcaYaiMuj0M0jq2IXln33Uokstw0eP4aMoyNzZ8PdhmRZn3XJno/sA9p9wOv0nnN6WXkvSUfd5QSlP7cknz2vQ1eXg4d6dubJTSpva3LZtG+PHjycmxl8/8Mwzz+SLL77gwQfbPgMhAyxJaoMu/QdRUXggKNiwhU1Sx7bltJTk5YQcjTJ9Pgqz9gQFV+CvWH/pH/7ER3/6fcjl+oqq8cHD9+OtqUYISOnaFU13UJyzD2FbQeeHoqgav3jjI755/h9kb1zX7FIOepRBdDcP1XtikYHVIYTNtiWLANGqwFXVNO559QNyNm+gOHcfrphYOvXpd2T6KknHyOcFpTywIwe37X+/yfUaPLAjB6BNQdbQoUN59NFHKSkpITo6mlmzZjF27NiI9FkGWJLUSsKwGHfOlexZuRKvt6Zh9Ed3uZh4xXU4XG3b/y2lS0bIkgqaw0l6rz5hr0vv2Zs7X3yL9x/8DZ6aKmzTRNV1bNPE8Lg5NOwqzcttcb+EsCkvyOOqR56kLD+PL55+gvKC/Y1fA6w4ZRIjf1yFbjUvkDu5+F87rRkVHDBxEsKy+GnGpxzI3N0QpHXs048r//j4Ed2HUJKOlqf25DcEV/XctuCpPfltCrAGDRrEQw89xNSpU4mNjWXkyJFoEdqBQAZYktRCQggq52RTvTQPFLi0268ocGSzKncWMUnJjLvsagaddmab79OxVx869upLQebOgBws3elg+JRpjV4bl5TMnS++wfZli8jZsonCvZmU5O5rc58AEILpf3mIwWecDQhqDtuCJTSFnUmDGKaukwFWBGlOJ6bPy0d/+QMlufsQh/xuC3bvYNEHb3LOnb8MuKa2soKC3TuJSUyiY+++siCodFzI8waPyDd2vCXuuOMO7rjjDgAeeeQRMjIy2twmgNKeElrHjh0rVq9efay7IUmNqlqcS+XcbIRxcLRBcajEn9OdhDO7UbQvix8/+ZADe3eT3LkLE6+8noxBQ1t1L5/HzaL33mTrkgVYpkG3wcOYcse9pHRp2RvAy3fdgLuyokXXaA5HyGnG1rBRKE1KIbmyDK01uVtSEFXTUXUNBSVszp3D5eI3733e8POPn37IyhmfoekOhG0Tn5rGlY/+lYS0Dker25LUYNu2bQwaNKhZ5479cQu5IYKpDJeD1acOaVM/CgsLSU9PZ9++fUydOpUVK1aQlJTUrP4qirJGCBFyTlGOYElSC1Utyg0IrgCEYVO9OJfaDA//e+KP/jIJQlBVXMT+Hdu54DcP0O+UiS2+lzMqmnPv/hXn3v0rhBCtHm2IjotvcYDVqiT2MFQEaeUlCPyTYXLMpO2iExKaHD00DwmQd6/+iVUzv8AyjIbAuaxgP1/9v79y8z9eOKJ9laS2erh354AcLIBoVeHh3p3b3PaVV15JSUkJDoeDl156KWRw1RoywJKkFrJrQ4/q2DUmS95/K3gbEp+XBe+8Rt+xE9o0HdOaa4v2ZbH8s49xV1e1OIHaPgIjTeGeQbigy1Q19GYm358sVF1n3GXX8NMX0xs/UVHoPnR4w49rZ30d9NoUtk3Z/lzK8vNI7tz1SHRXkiKiPs8q0qsIAZYsWdLmNkKRAZYktZDeMQazoDbk8QPrd4e8pqasFHdVFau+/pRN8+dgeD10HTSUKbf9nNSM7oA/t8u2rIaaVm2Vv2sHn/z1ESyfr1W1rRRNQxylgqM2Ctphuyj6dAcrRp/JGSvnHZU+HC+SO3Vh3KVXsfLL/4XcdxL8CyF0p5Ozb7u34ZinujLkuaqm4a2pOQI9laTIurJTSkQCqqNF7kUotXtGQQ21G4rw7a8+1l0BIOmiPiiOwH86ikMl6aLeYeteqbrO9688z7rZM/HW1mBbFjmbN/LRnx6gqriIn778hJfuuI7nbric1391B7tWLW9zPxe8+zqm19vqwqEx8UdvL8JFE6ZhaDqGpmOjYOgOtvcZxuphp1EbFXPU+nE8KN2fi2UYdB82MqhUh6KqJHbsxIQrr+P2515t2EIJoN+4iWgOR4gWFdLkJs2SFHEywJLaLWFYFL2xicKX1lP2xU6K/ruBwlc2YHuP7ZRRVN8k0u4ahqtvEmqCE1ffJNLuHEZUv2TGXXYVuitwD0Ld6aL/+NPYs3YlVsCIkMA0fHzzwjOs+PJ/daMIgsqiA8x64Z9kbVzXpn4e2Bt6NK253FWhRzyOBJ8zitd/9nuWjJ/Kj6eczfRL7uD7yVegIvA6ZZmBQwnbZtfKZUz7+W+IT03DERWNpus4oqJI69aDqx79Gw6Xi8Ufvs2672birfWPto6+4FLiU9LQ6/bIVBQV3eninDt/gR4y8JIkqS3kFKHUbpXPzsKbVQHmwREYX04VFd9kknxl/2PYM3B1T6DDncOCjg87exo1FeWs+uozUBRsy2LwmWdTW14WsiCnbZrk79oRlBtl+rz8+MkH9Bw+qvV9jIltcWL74X07Ws5a8R1b+o9gzfBTA447DB9JlWVHrR/Hi10/LWfY5Knc8fzr7Fm3muwNa8lcs5Ki7L28+Zs7G/LtdixfwvLPp3Pj/z1LQod0bnrmBTb9MIfM1T8hEHTpN5D0nr2P9dORTmJtWbxzNLVmJqDNI1iKonRTFGWBoihbFUXZoijKfXXHUxRFmasoyq66/ye39V7SyaV2zYGA4AoAS1Czrqjd7penKAoTr7iOe9/4kBufeo57X/uAc+/8JXk7trW4rbKC/Gafa3g8ZG1YS+72Ldh1SeHH09J7l89DckUpmulfQKDYFrrhY9qiL1HCZhqdvLxu/6iUqmkkd+7C5kXzqCopani8PmA3vV481VX88PYrgH9VavehIyjK3kvhnt2snfU1Hzx8P7Nffjaiq0YlqTmioqIoKSlpt+/n9YQQlJSUENXCor2RGMEygd8LIdYqihIPrFEUZS5wKzBfCPG0oih/BP4IPBSB+0knCWGGecM3bYTPQnG13wFYh9MVkP/S2Dc0zeEIWt0FkNq1W7PutW3JAua8/iKqqgEC3eniij8+TkVRYdP9dLkYcOqZbF44t9lb3hwJCnD9jNdZP3Q82V37kFhZxphNP5JeeuCY9ak9K83JxlNTTVRsHGu+/arRemXCtsna4J9uFkLw1TNP4qmuCjhn14ql9Bw2kkGTJh/RfkvSoTIyMsjNzaWoqKjpk4+xqKioFhcgbfMnlBAiH8iv+3OVoijbgK7ApcBZdae9CyxEBlhSC7j6JOHdGXp6qHxGJinXDDjKPWq9ARMnsWHuLOzDqpinZHRH1TSKs/cGXdOcZfMleTnMee0//rpbdXxuN9MfexBndNPJ4ZZpsm3pwmMaXNWL9nmYuHYRE9cuOtZdafd8Xi/rvvuGqNhYtiyc3+Tok6r7t/4ozsnGXRmcW2d4vWyY950MsKSjyuFw0KvXibvAIqJJ7oqi9ARGAT8BHeuCL4ACoGMk7yUdf4QtcO8opXJeNjWrC5pMVk+6pE/Ywkm1G4uwvUcvR6itTr3mBpI6dsYRFQ34tziJiovnwl//gdIwW9jsXbeq0TYt02Thu28EBFf1TJ8Pd1UVaiN7aukuF6quYxnB10vtm20abJw3mwXvvYFtNf7vQNMdDDrdHzhZhgFhRlMjVbVfkiS/iM2xKIoSB3wO3C+EqDx0SkQIIRRFCfkVWVGUu4G7Abp37x6p7kjtjO2zKHptI2ZhLcJnozhVyr/dS/o9w3F0jA15jSMtGjXWgV0d/MavKAp2rYnajqcJ69VWlPPjpx/ira3FERVFp779GDDhdAadfhaKoobNPzBCTBvWMw0fb973c6pLwg+tC9vCER2DbVuYPh+KoqKoClFxCcQlJzNy2kXMebV5FbxVTef062/G8HpY+dWn8sO4HaguLWnyHEVVScnoxpk33Q74NwLXdJ3D//Z0p4tBk86KfCcl6SQWkU8nRVEc+IOrD4UQX9QdPqAoSmchRL6iKJ2BkAkhQojXgNfAvxdhJPojtT9VC3MwCmoaktaFzwZsDvxnHVEDU0g4sxvObvFB17l6JeLeXMzhec6KrqIluILOb2987lre/+P91FaUNUwP+mpriUlIYsS5FwCQmtGd4n1ZAdcpikqPuhWEtmWxZ+0q8ndvJyGtIwNPO4O5r73YaHDVcH+Pm6v//HcK9+wmIb0jfcaMQ9P9S/KFECx87w18tU0XmRxz4aWMvfAyXr7rBhlcHUeEEFSXliDqthdRNY0L73uQGf/8G8KysUzDX96he0+Gn3P+Me6tJJ1Y2hxgKf6hqjeBbUKIfx/y0NfALcDTdf+f0dZ7Scev2nWFwSsCAUyBZ3MJ3h1lpFw/kOjBqQEPJ0ztgWdnGcJnNQRZikMl8aLeKFr7X9q7eeE8PNVVAblXps9L5uoVDduTTP35r/n0r49imSa2aaI5nDhcLs688XZ8HjfTH3uI8oL9GB4PusvFko/eCbu57+F0p5PuQ4bTfcjwoMcURWH4lPNYPfPzEFcepGoaUXHxeGtr8bndLfsFSMeWEBheD1sWzWP0+ZcA0HP4KG5/9lW2LJpPTVkJPYaPpvfoUxqdTpYkqeUiMYJ1GnATsElRlPV1xx7BH1h9oijKHUA2cE0E7iWdoIRhU/bVbqIGpQSsuHN0iCH916OonJ+NL6sKLdlFwuRuRPU7Pqp+5G7djOkLnupTVY2CPbtJ7tyVzn0HcOs/X2bd999QkruPzv0GMuLc84lJSGTp9PcozctpGDUyvV5Mwk8dHkpzOBh8euNJyxOuuIY1336FaGy/P0Wh96ixOGOiUVQF5NaAxxXT66Ugc1fAsfjUNCZcce0x6pEknRwisYpwKeH3cJ3S1vbbO2HZeLaXYZZ5cHaJw9krod0VTRNCULOygKrFudi1Jq6eCSSe3wtH+tHbgiRmdEeqFuWEHsWqY9ca2NUGWrwz4LgjLZrUawce6S4eEclduqDp+mEV3EEgSEhLb/g5oUM6Z954e9D125YubPGUnKKqKKpKpz79OPPmOxo91xUTy4hzzmPzwnkhA0Hwl5xI696TXatWyOnB45DudJLWrcdRvWfu1s2smTWD2ooyeo8ex8hpF+KKCZ1rKUknqvafIdyOmeVeiv67AdtjIkwbRVNwdI4l7Y5hqM72M9xe8V0W1cvyGoIbz7ZSPDvL6PjrkTg6xbWoLavSR/WK/fjyqnFmxBM3oXNQQBRKwlkZeHeWYRyoqcu/Ck1xtZ/fW3MJW2CVeVCidLTYwC1HRpx7AetmfxMQYCmaRkJaOl36Nx00Kkrohb6qpiEEIUeehG2jahrRCYk4XE0Xxpt8693oUVGs/jr0VKHXXcve9Wv49oVnmmxLOjY0h4P4lDRUXaf8QP4hVfgVNN3B0MnnHrW+rPv+WxZ/+FZDbbfCvXvY9MP33PSPF2SQJZ1U5F6EbVD6yQ6sKi/Ca4ElED4bX141VT+EXnZ/LNgek+qluSErohe9vqkh+bU5jAM1FPxrNVWLc/HuKKNqUQ4F/1qNUVjb5LWKQ6PDvSNIvWkwUUNS4PD8KV0hemhaRAJTIQTurSUUvenfx7BqSS6278jMa9VuKiL/7ys48Nxa8v/vJ4rf3oztPhhMJaSlc8UjT5DYsROaw4Gq63QbPIyr//x3FEWhKHsviz98mwXvvk7e9q1BKwqHnHUOmuOwAFZRSOvek6v//Dc69e3v31vusFFTyzDI3rCWgt07sW2LvO1bydmyETPECJSqaUxsbLpICL7+19+xQpSDkNqHYWdP4/bnX+O6J5+h7ykTUDUdRVHp3H8A1z35TNhNyCPN8HhY/MFbAYVzTcNHdVkZ677/9qj0QZLaCzmC1Uq218SXXQmHD8aYgpo1hSSe1z6Kp5lFblBVsIJHjexaE++uMqIGpDSrrbKvdvuDyYbGBcK0KP86M+S+fIdTVIWofsm4+iZR+X02VUvzUDQFYdlE9U8m+Yp+zX5eAGa5ByFAT3IFTMtWfJdFzY/7EYb/OfsKaqhZU0jHX45EcUTuO4Uvp4qyT3Y23AfAs7uc4ve3kn73waTyjIFDuOP516kpL0N3OomK9Y8arpzxOcs/+xDLNBFCsHH+dww5Ywrn3PkLf+FIReGUi69g36b1HNizG8s00BxOdKeTi+57kOTOXbnh7//mx08/ZPlnHwf/fkyTLYvm8+UzT9bVuvL/ji78zR/oNmQYiqo1bPJbUXgg5FRmQ1syuGrXyvLzUBQFTdc542e3cd69v0XV1IYVo0fLgb27QybLW4aPzNUrmHC5TMWVTh4ywGotQVDpgAYtGBU60rQkV8jgCgDhDxKaE2AJIfBlBVeABvDuadmGwoqikHheT+LPysAscqMlOltUcsEoqKH4/a1YpZ6GvwNHtzhSrh2I6tQCpkP9F9hYJW5q1xcSe0qnFvW1MVVLcoO387EEvn1VmCVu9NTohsOKohCXfPD3XFlcyI+ffhCQ02R6vWxeOJfsTespL8jH4XIx4tzzufLRJynYtZP8zJ3Ep6bR95SJDYERQHRCIrrTFZRDpek6mxfOCyok+uUzT6IoCoqi0GvUWKb+/DfEp3YIW4BSav/279zO9688z7alC1FUFU3TOeOG2xh+znlHtR/R8QkNe2EeLjbx+FiYIkmRIgOsVlKjdBydYzHyqgMf0BSih6cdm06FoMU7cXSOC+4ngENFS2xeYKMoCoquBozWNDzWxKiQEAJvZjm1awtBQMyodFz9klCj9JC1rxpje00O/Hc9eAP7YeRUU/jSehIv7IWiqQgz8E1eGDbu7aURDbDMQwK8QxV6s1n98nwszWTAxEkMmnRW0EjC3nWrQ+ZXWYZBecF+/3Pyelg/51tqysu44NcPkDF4aMh+DDz1DJZ89E7wA7bwr/o7nBAIIRBA5uqVvLr+FnqNGkuPYSPZs24NCLnp7/HG8LjZvmzRwdWmeFnw3uvEJifTZ8z4o9aP1IzuJHfqQnFOdsD2PbrLxegLLj1q/ZCk9kDmYLVByjX9UaL1hgBDcWroyS4Szz24Yscs8+DbXx1+4+KjIO32IcE5T/iLdUYP79DsdmJGp4MenDsVM7bxXZDKv86k5L2t1K4tpHZdISUfbKX8y93Nvu+h3BuLwQo9QijcJpXzsv3BgxDYhwYKCmgJTSfjt0RUn6Sg3+vmsmUszvmUzM0rydqwlvlvv8InTz4aMPXmrq5i18rlYVftHcr0+di+fAnfv/oCWxbNxzjsmvKCfOa98XJdlXYVzeHAERVNbFIyw6de0IwcO4FtmmSuWsGetatlcHUcO3wa1/R6WfT+W+xZu6qhbpptW03uW9hWlz/0GKkZ3dFdLpwxMehOJ5Ouu5nuQ4NrsUnSiUwJt03HsTB27FixevXqY92NFrE9JrXrizCL3Ti7xRE9JA1FV7GqfJS8vxXf/pqGgphJl/UldlR6Ey0eGUZhLSUfbsMsdoMCemo0qdcPxNGp+at6bJ9FyXtb/blnqgK2wNkrkbSbBqE4Qiene7MrKHp9U1CSveJQ6fDz4TgzWjaCVTl/H5Vzs8M+LhD4LA/f5r6OYbtJdHRgTNpU0uO7k/6rkWG35WkNq8rHgWfXYHtMsMFtVvNN7ivYInD0zBEVxbR77mPAxEkYXg/v/uFXVBUXN7mH3OEcUVFExcZxw/89S2xSMpXFRbz3h1/hc7sRdYGR5nAwYOIkzrv3fkr35/LBw/fL/KmTnDM6Bts0SezUmdLcfSiqRv8JpzLl9l8QFdeyVcQtUbwvC3d1FR179WnWxuOSdDxSFGWNEGJsqMfkFGEbqVE6cRM6Bx0vfmszxoEasEHUfY6Wf7ELR1p0i6bFhGUjLNHm1XWO9Bg6/XYMVqUPEK3aZkZ1anS4cxjGgRqMQjeOjjFha2kJy6b860xqVhUELwQAhGnj2VHW4gDL2S3eP4oWpp6WgoKqaHSN6UNW9WYqjCIWFXzClRf9JaLBFfinX9PvG03VvGw8u8opqclEcziCViwaHg+7Vy5nwMRJbFu6iJry8tDBlaJAI194DI8Hw+PhlZ/fRFKnLiR37oLh9TYEV+CfYtyxfCkTrrgOgAGnnsnO5UuaXfn9eCMIX4RP8vO5/at8S3L8X0yEZbLzpx8pztnH+MuvoaasjC79B9Kpb/+I1vBL694zYm1J0vFIBlhHgFFQ4x8pOiywEKZN1dI8Uq9vuv6R7fOvzqtdXwi2QE+LIfmKvrh6tm25dSSmyRwdY5sMVipm7/XnXIWbjVBbV/PK1TfJn/uWEyKnrL5/qpNUVxeyqjcDYCsWm7f/QLdzRrX4fk3RE10kX9kfAM86FeX54KXoiqoSnZAAQO7WTZghgh3N4WDsRVewdvYMDE/TwVB5wX7KD+SHDMhsy+Sd3/8CzeEABL3HjGPH8iWNBm/Hq5MxuIpJSsZXW4Oqaa3eusg2TYr3ZfHdf59D2DaappExaCiX/uHPaLr8WJCkSJA5WEeAVeXzT6EdToBV0bxtTko+3OYPrkwBNpiFtRS/uRmjqOmaU8easAQ1PxWETIhvYENMKxYDKKpC+t3DiZ/SLeyr17QNqo2yg/2xbYoO20z5SOg+bGTIZfGa7mDYFP9qrqROnUOeo2o63YcO59rHnqbrwMEoajOCzzABk7BtbMvE8Lj9o2erlqMfXktLOj4pCrf+82Xuff1DBp5+VptXflo+H7ZpYni95GzdzPo5slaVJEWKDLCOAGfXOESoRGxdJWpA00uVzRI33syKoGkwYdpUL8mLVDcDWFU+jKLaFhUeDUcYVtPtqApWTctykOopDo3Ec3vS8ffB095CCGxs9taNXoF/BKljn5bV2GoNTde56k9/IzYpGWdUNM7oGHSniyl33EOHuumSYWdPC6oTpKgqMQmJdBs8jI69+3LdE8/wu49n1BWMbHvhVcswmpVQHzlHcqTsxBuFaxEhUDWN3G2b2bJwXtggO9wOAI0xfV42zf++rT2UJKmOHAs+AtQYB/FnZVC9KPfgKI6moMXqxE3oEnS+XWsgBA3brJilHhRdacjdaiDAOBDZESyr2kfJR9vxZVeiaAqKQyX5iv5ED0kNeb53XyVVi3IwSzy4eicSf2Y39MNKPSguDS3OgVXRSHK1quDLrsTZOfRUoxACI78Gu9rA0TUuaAua+ry0xIt7UzFzT8Nxt1XFssKv8NkHp050p5Nxl1zZ1K8iItJ79ubu/77D/p3bMT0eugwcjDPqYD2s+NQ0rnzkSWa/9C9qysoQQtCxTz8uuu9BFDXwQ/Hcu37F9MceorqsFMPTuqmgo+9IZ0WdjJOCgb58+nFqKsrC7gupOZ30GDaSnM0bW5x7Zx/hFYbSiUWYJjUrfsIqKyVm9GgcXbse6y61KzLAOkISz+mBs3McVUtzsWtMogelEHdGBmr0wV+5Weqh9H878OVWAeDoGEPKNQNwdIwJXdZBU3B2b1lSeFOK39mCsb/an4xft91P6fTtdLh3BM4ugSuMajcVBVQuNwvd1K4rouOvR6GnHNzzTlEUEi/uQ9n/doSdJlRUJWw+mFXpo/itzZilblAVhGkTPymDhKk9UBSFqmV5VM7NRpgCRYWYcR2pXXUABERpcXSN6UuNUYFhe0lL7MbUh39LcufW/8P37a+mcm42xv5qtNRoEs/pjqt3UtjzVVUjY+CQsI93HTiYO154g6qSInSnK+w2JjGJSdz675fJ3rieH95+taE+1pGmqCrOqGi8tTWtuTri/QmvfvTm5Aq68nZso7GRvIlXXs+4S68ie8Natiyej7AFPUeOIXPNT2StX4Oq6yBEUP6W5nAy6PSzjmznpROGd89e9t1yC3Ztrb+2nmmSdN21dHz44YguljieyQDrCIoekhowEmS7TcwSt7+6uoDCVzZgV/ka3iuN/TUUvrKBzn8cR8yIDtRuLIb6AEXxlzaIOz1y3xCMghrMA7Uhk/Grl+0n5er+B4/ZgvKvMgMDJlsgPCYVc7NIvTYwcT9maBpajE7F91n4sqsCb6CA4gw/XVr8/hb/CsxDPkOql+Xh6BKH8FlUfpfV0A8BuNcVocY5sKsNVFQGJ53K4KRT/aNxV/YjplfrS2P4cqoofG0jwrBQULAqfBS9tZmU6wcSM6T1BWUVRSEhrel+qapGr5Fjmr3MXdE0VEUJu+VNUzSHg/jUDlSXFrfq+qPrZH0TDx9cRcXFM+7Sq1AUhZ4jx9Bz5JiGx4aedU7Dnwt27+TTvz2KbVmYPh+OqChSumQw9qLLjmTHpROEEIKce+/FLC4OmKYu//QzYsaMJWHa1GPYu/ZDBlhHge2zKPt8F+4txf7K2qpCzMgO/n39Dn+vtAS16wtJvrI/eocYqn/cj/CYuHonkXhhr6DpuLawKsMn45ulgVMLVoUXEWrDZIE/XywEV+8k0u8diTergpKPtiPcJgjQUqNIvWkwihacJ1K7pTjkCkHhs6lelodV5QsaFROGjRACLTkKu9oAxV8mIuaUTkSPaH4h1VBKZuwEw0Y59MPcFJR+uYPowalH7ZtaatcMCveGKc6qKDhcUSgKTPrZrZTl72ftrBktvofmcDDhiutY9skHJ+SKwxOPwqFvILrLxcSrrm/Wa7JT3/7c+Z832bZ0IZXFRWQMHELv0adEJOdPOvF5d+3CLCwMep8QbjdlH38kA6w6MsA6Cso+3Yl7W4l/c+S6N8SaVQdCfogJw8Ys8aCoCglndSPhrG5HrF+OLrGIUPsU6gpR/ZICDqnRetjE9cPzow7n6plI54fHYRa7UTQ1YDrxULbHpOx/O8K2Y5Z6sGtD551gCqxqH/GndsHRNR5n9/iIBKO+vCo0gj907CoTYdgobaxP1lx9T5nItqULQz6mOxxc+/jTpGZ0R1DLNy/+qUVtK4pCxqChnH7dzXz+1F9kcHUc0RwOLNMkOi6eCVddz6hpFzX72uj4BEaff8kR7J10ohJuN4qqhhxLtWva/0r3o0UGWEeYVWM0BFeBD4iQMxyKU4t4nlU4WpyTuFO7ULM8/+CokKqgRjuCi6cqCnp6NGZBbcCom+JQiT8zo8l7KYqCo0Pj01zuzSWNPm5XNlGR3Oef2ky7fWjERvo8Zg2xWkJwX4SJx1NDjDP4sSOhMHtP2MeEEKiqimEeYNXqy/A5dNBSwGp8JVlqtx6ce9cvSenajei4eD7/v8fwNaMGl9ReCBRF5Ya//5uOvfvKvBfpqIkaNAjU4PcXJSqKhAsuOAY9ap9kgHWE2TVGXaQfYnqtfh+7+uBLU9CSnEQPDr2C71DCsHFvLcGq8uHsHo+zW3zIN1i71qBqSR7urSWoMTrxp3UlasjBqa3E83vVJePnYbtNogYmkzC5O2rMwVEpq9LHgRfXYddN8R3a/7gzMto8DXdoX0OWt2gBYdhULc7F1attBVnrZfo2MNg1Hl09mJBv2ga7qtbR1XlaRO7RHI3tH2dbFrFJyezc+SCGUUFyX8hflYRlKTSWp1S6P5cVX/yPEeecT21lBdmb1snRq+OMoiqU5O6jUxvKkJQV7GfR+2+SvWk9DlcUI849nwlXXBuyXpskAShOJ12efoq83z+AME0wTZToaJw9e5J83bXHunvthgywjjA9OfR0GApED0tDT46ids0BhA0xIzqQcE73kLlJhzIO1FD06kaEKRCWjaIqOHsnknZzYF6T7TE58J91/sKndUFcaW41cZO6kji1p78bikLMqHRiwuyR6N1XScn7W7Grgqfm9LTogI2t28rVJwlFVdocZFnl/ppPwhZ495Rj1xg4eySiJ7V8VCvljN5sn7eSgfHj6goQKOyt3kRV91ocUWH+bo+A/hNOZ/U3X2GbwX8PQgjWz/kWT9oSwEZzQr/Lsshd3Inq/fVlMIIDLWFZZK1fQ87mjSiaesQ3AZaOjMT0xjdbb0xNeRkfPvI7fLU1CCEwvV5Wz/yCkpx9XPL7R4LOL8jcxaYf5uBz19Jv/Kn+Wm3NKYp7nLCqqyn/4ktqV66sCxauw5khSw+EEj9lCr2/+pKyTz7BLCwk7owziD/vPFSnLGpcTwZYzSBsQfWSXKoW52HXGugdY0i6qA9RfZOavFZxqCRM6xGw8s2/ik4j8Zwe6KnRDcFOc5V8sA279uAqMWEJvJkVVK/IJ/60g28G1SsL/Enfh0xP1o/wxJ3WtcncKU9mOSXvbAlbasE8UIsvtxJnRuPTZFaVD19eNVqCM6j0w6EUl4aeFu2v9dXagqeagqtfEkaxm+LXNmJ7/SOHwrKJm9CFxAt7BYz0CSHAEih66KD2lEuvYuaep5i58RViHIl47Bri0lK4+pf/B4B3bwXl3+zBOFCDFuckfnI3Ysd1ivh0TcdefTjl4stZOeOz4EBICFbN/IKe5yQQl1FMyfZE8lemY3o1VIdN+shyyrf1xFNdFbJtyzSgdYsO26XSxDTyOnUn1l1Nz5zdqOLEDBwVVSUhLZ2ujZQEacqGubMxfV7/v4M6ps/HnnWrKS/IJ6nTwVSBtbNmsOTjd7EMAyEEmat/osuAQVzx8OMnRJBllpSw94orsSoqEB4POByUffgh3V9/jZixIffyPW4YeXmUfjwdX9ZeYsaMJemqK9Him5eKYlVVUf7Z59SuXYurdy+Sr7sOR2f/68LZsycdH3zwSHb9uCYDrGaonJNN9bK8g/WfCmopeXcLaXcNw9W96Ryc+NO6oidHUbkgB7vSh7N3QkNw1VJmqQezJETRSdOm5qeCgADLu6M0ZHCk6Cq+3CqiB6Q0eq/yb/Y0vt0NUPjSBtLuGEpU3+CSC0IIyr7cTe2qgoapRSVGp+OvR6InBz73ygX7qJyfA7YdehW6o26D58biLk3xb759eleKX9vkH7k75Pyalfm4eiYQPTQNYQsq52b7V2n6LLSUKJIv7UtU/8Dnoek6l/3hz5Tk5lCYlUliekc69xuIoih491VS/Nbmht+RVe6l4ps92G7ziCxOOP26m0nv2Ydvnn8GYQdOOZteL6Vbe+Bz+8hd1glh+gNG29YoXJeGbYYOro5/BwubChRmT76cHX2GoQgbRQgcho/rv36T5IrG8/uOR537DeTSBx5tUzCfv2t7yIKlmq5TnJPdEGDVVlaw+KN3sYyDeZCG18P+HdvIXPUT/caf2uo+NEbYNsI0j8qoSNGLL2KWlEB9iRPDQBgG+//4MH3mzjluc9xq165j3x13+KfyDIOapcsofesten3xOXqHxtM7jAOF7L3ySuzqaoTHQ7XTSen7H9Dj7beIHjHiKD2D45fcKqcJts8KCK7qCcOmcm52s9uJHpxKx1+OpPPD40i9dmCrgisAs9wbdgNluybwjVJLdIVMwREei6qFOf5aU43dq6AZhSaFf0TNOFBD8ftbyfvLj+z/2woq52VT/VMBtSsLAoIcUWtS8MxqvFkV1Kw+QNEbGyl6bSOV8/aBafuf26FBVF3NrOTL+5F0ZT/QVRSniuJQQVeIndgZZ88E9LQoYsd3ouN9oxG1pn/Px8OCMeGzqV6eD0D5zEyql+Y1lMqwSjyUvL8Vb3ZlyKeZmtGNQaefRZf+gxreaCvnZId8XVT9kBO6UGwExCQl4XCFnuqsyrfIX9mhIbiqZ5uizXvWtV8Hn9eWASPZ2Xsopu7AcLjwOaOojY7jy2k/O4b9OwIUhbTuPbnuiX+ELVLbXGnde6Jqwd+zbcsKGL3K2bIJTQ8epTK8HnasWNqmPoRi+3wU/O3v7Bg9hh0jR5F54UXUrloV8fscqnr+DweDq0OYRUX+kgSHHisrw71+vT8ga8eEEOx/+GGE2w11gbTweDDLyij6z3+avL7oueewysr8I3oAPh+itpb9jz56JLt9wpAjWE2wq3xh84QjvW1Nc9i14VfSKdGBb4Bxp3WldmNR8ApGwLe3kgP/WUeHO4aFTQhXY/3FO5sibEHhyxv8dbIECJ9F1aLcgGmHwAug6NWN/iT/EH07/Fxh2rg3F5N28xCiB6bg2Vbqr9o+KAUtPvibrVnuCV3fC7C9JrbX9JfJMEMEzfP30eH2oU0+Z/AXag3dZ3/JCD2pZTlahVl7mP/mf8nftR3dFcXwc6Zx+nW3oDsc2Jbl31Oxd19EiCkv3enE8HiBMN/025y83v6rpq8bPA7jsE2thapSkZhMWUIKyZWlx6hnkdWhe09OueRKTJ8Xh6tteYCjpl3EhrmzsK2DgYWmO+jUtz9p3Q7mVzqiQgf1iqLgimleEdyW2P/QH6le8APC48+n9GVmsu/un9Pzf9OJ6t+/iatbR4kO86XXtlHr8i2FZVHwxBNUfDUDxelE+HwkXHABnf/6JIqj/S0KsEpKMPPzgx8wTarm/0DnJ59s9PrqhQvACl6g5cveh1VejpaUFKGenphkgNUEs8IbdprM0bF1byzGgRrMEg+OzrHhk+DD0JOiQA8dmLj6JDX8WQjh35ZHCSxGGMAUlH21m06/HRPy4fgzM0KO0gSx6up7HTpS1dQ1gqaDq3o2eLaXIWyBFuck9pROjZ7u7BIXOg7QVWKGd8Cq8PmT6UOcYhY1P2jW06LxhQlAtdiWTWlUFB5g+mMPYtR9UzQ8btbPmUX+rp14qiop3Z+HIyqK0edfwtm33cP8N/9blwtjo7tcJHboSFVpMb7aIxH0C1AF0SluPKUxCLt9BllmmFVvmmJhhhilOa4oCn3GjGffpvWUH8jnu5efxbYsHFHRjJx6AadefQO604kQgn2bN1C4N5OEDh3pM3Y8eiMf/Akd0rn2saeZ+9qLFGbvQVU1Bpx2BlNuvyfgvB7DRqKEyLPSHE6GnT0tok/VKCykev58hC/wy6TweCh54w26PvNMRO9XL/mGn1H072cPjtYA6DrRY8eiJfq/hBa/+ioVX89E+HwN/av87jv0Dmmk//73R6RfbaFERYX9cqWGCygPvz4UIVBkMnuTjvN3nSPLu6+Skre3hI1PfLnVlHy8ncSpzcunsj2mf++/vGrQFIQpiB6aSso1A/wV3pvB0TUOR4cY/+jJof3SFeJP70rt5mIqZu3FKvWEDcQOZRbWIkw7ZJJ33Oldsd0mVYtzG2/HbiI3KhJE8++h6CpRQ1Nxrw4c1lccCrH19b1Cveko4OgcPgn/cAnn9ghaBKA4VGJP7eKfwmyBNd9+hWUETk9YPh/7d2xt+NnwuFnz7VcMOescrv/r/2P9999QU15G79HjGHzm2fz05Ses/OrTCK8GFDjjfKCCHmOT2rGK0u1J2IcWqFVsEI2XhDgaBu7eyPLEVKzDAi0XXtLKio5RryIjLjmF7I3rMH3egOOGx82aWTM4sGc3lz34Zz558hGKsvdiGQaKquGKjubGp58jMT38l5KOvfty49PPYfp8qLoWMmFd0x1c+fATfP7UY/7XlxBYlsnp193UphIRoRi5eSguV1CAhRDULPsxovc6VMoNN+DZtImqOXOhbr9GR5cudP1/BwO6svfeDwzA8Ad+ZR993C4DLC0ujpiJE6j5cXnA9KcSFUXyDTc0eX3ytddR/MorQUFn3KRJqHUjl759+6hduxY9rQOxEyegyN0AGihhp3GOgbFjx4rVq1cf6240KHxtI749obeBaaD4V791/O2YJotblny0DfeWEn+R0frLHSrxU7q3KCnaqvZR+vF2vFmV/sAsSvPvG2hD6Yfbmh49OrT7DpUuT5yKoiqYFV6ql+Thza7EkR5D/Bld0TvEsP/vKxA1IZaZaYq/RESPBLy7y5t9z9aKHtWB5Ev7okY1/r3ALPdQ8HTofI2UGwcRMzSNiu+z/DlYhwVHoTa5bkztlmIqvtmDVe5FcWnEn96V+LO7Nztgrjf9sYfI276lWedqDif3vvY+rpjYgOOG18uLt1+L3cp9CEM7dGrQXxy395gR7Fmzyf8BFGfQ/aw8CtakUVMQW3f6sQi0BHoXi/cvuJciLR2vEo0ufGjY3LTlFZKXFh2jfkWOquth/241p5OMgUPI3rgu6LG4lFR+/t93I9IHyzTI3rQew+Oh25Dhbc4BC8UsK2PXGWc25AwFUFV6f/sNrl69In7fer7sbDxbt6J36kT0yJEBye3bhg4LmacFMHDrFpQQxTePNbO0lH233Y4vJ8c/o2GaxE05m67PPIOiN/5eKgyDvN/9nurFixuCTmf37nR/+y20pCTy//IXKr+eCZqGoiiocXH0eO9dnD0iV76nvVMUZY0QIuQyUzmC1Qgjv3lJ3sKwqVqUQ/IlfcOfZthBwVX98Zrl+QEBlqgbrQn3Ia3FOelw13C8OVVUfLMH375KSt7diuJQWxRcAbgGpaCoCkZRLYUvrfdfbwmM3CrcG4tIOL9X2NErPS2KDncNp+j1TS26Z6M0UByavxbWYc/FvbEYq9hDh1+MaHRFT/WPIXIO6lTOyyZmaBoJU3ugxjmoXpSLVWvg7BJH4kW9WxRcAcQMSSNmSJo/qV1TWr3SqGOvPuTv2hGQCxOOpmtUFRfh6h4YYJXk7kN3OPBFKsBSxGEBkwIC9tYFVwCxHd3EdPDQ75IcfNU6+39KpzwzHkRbPmgOrgxsQWdJTq3gSfshVmvj2SyGk0Yxk4wFFK5JxKT95ce0VGOBs21ZIYMrgOrSEor27aVD97YHJZruoPeoU9rcTmP05GRc/frh3bo1+EFNo2bx4iMaYDl79AgbIEQPHYp7/fqg465BAyMSXJXP+Jri55/HKCjAkZFB+u9/3+Z9/fSUFHp99SWejRsx9u8navDgZgdAisNBxn9ewLtnL97t23BkZBA1bBiKolDx9ddUfvMtwltXdxCwa2vJ+cUv6fPtN23q84lCBliNUON0LHczPqwsQe2GImrXFiJMQVT/JJIu6hOw556wwpQfwJ94Df5k8dLp23FvKvYHWFEaSZf2IXZUcCFB221S8vbmg9XVLYEIkYzYFO+OMqwag4rZewM3n64LHCsX7Au7Ik6Lc4KiYBaHKBvRWjZ0eXQCpZ9s92+dc+jvzBIYB2owcqtxdgtfw8V2h0/MFx7/71pRFOJP6xpQ1qItwtXRaq7RF1zKpgVzmxVg2ZZFQofgwrAOlws7AtODDlcUtm1hW0bImVQhBFHxCXiqKjFrNepHt5xxJt3PzKcmPwajVqmbNmyNQ/MGm99G0aYULFPhlNErODVmKZ5yJ/uXd8R0H//BVVOa+refs2VzRAKsoyV+6lS827f7y7YcQtH18MnoR0HHRx8l+5abEV6fP/lbVVFcTjr9+S9tbrv88y8o+OtfG6bjjH372P/QQ6AqJJx7bpvaVhSF6BEjWl1awdW7F67ega+f0o8+9q9OPJQQGHl5+LKycPbs2crenjja33hmOyFsgfA0P2ARtab/fNPGs62UwhfXBWxMrEbp6KmhEwbray8VvbYB98bihs8W4bEo+99OarcWB11Ts+aAf7SpjTO8whLUrjmAN7MiZFuiyggadQNAg5hR6RFf/e/oGufPX1KU0M9NUTCaCOgaS4KPGpLWxh62XEHmLha+/wYL33uD/N2hN7NOTO/IdU/8g/jUxvunajqjzrsYZ3TwAouUrt2IT2nb81NVjZjEJK7/6z8bDZA8Vf66WtX5MZgereFzUNUF/S/PIqFHFY2/OJt44SqtG8Uq3Z7M1g/7seH1Qez4tA9VuXF192o/qRCtlZDeET1MiY7GKIpCfErT22+1J0kXXxQ6iVoI4tsYbLRF9LCh9PrscxIuvBBn3z4kXHQhvT79lJjRo4LOFUJQOWcO2bfcwt6rrqL4zTexG1mEUvTccyHzu4r+/e+IP49wvLt3U/7lV9SsWNFkLmdQcFVPVbHlnqaAHMEKy5dd6R/RCSXUwjwR+Gdh2NSsPkD8GQc3Qk6+sh9Fb2wOKg9g+yzMSi++rNDFICtmZBIzOPCD0yioafF0YEimjVnmQY3SscI931As0FKjUGMcODrHYuRWt70vCiRd3Aer0ocS5widpG+LJldvuron4OydGJw/F6VFdGuf5lg6/T3WfDsDs65A44a5sxl13kWcccNtQeem9+zN5Nt+zrfPPxOy+CNAWrceTPrZrQHHyvLz2Lp4AT53LX3Hjmf1t18d9ubYyErSw9i2RXlhAa8/908cKOihrlMUdIcD0+cDFDJndqfntFyiknwIW0HRBNhtS3pXNYHd4plOgaIKhHXIfRUbPcqm25l5ZM/PwDaOzwRcVdO48uEnKM3LZfZL/8bnPvhBXT8tHTafVlGJTW68qHB74+jalU5PPkHBn/+Cote9Cm2brv/+F3pycFHjtnJv287+3/8OX1Y2qCrxZ0+my1NPocYGTsNbFRUUPfss1QsX1qVyCKyq0O/bB/7xD8r/90lDIOLdvZvKGV/T89NPUA8LlIVpYhaFXojhy82LwDNsnDBNf67VokUN+VRaaio93n8PR8fQWzElnH8+xVlZDVOE9VSXC1e/yC58OF7JACsMq9IXtjijGu/0F/VUFBTdvxowVE0lX27gPzxn9wSUKA1RHXiud3c5ZV/tDt+XEPsAOrrGwYaioDwlNCX0iFM4uoKze4K/0vzcZpRkOETJO1uJHt4BxRWhDy1VoWpBDp7dZf49FQ8PrnTFv7F1M/Kk0u8eTtWyPKqX5GGbFtGD00i6oFeTCfKRVJKXw5pvv6oLRPxMn5d1381k8KTJpHXvGXRNn9HjiE1KprKoMOgxzeFgwMTTA/K8Ni+ax/w3Xsa2LOwQ00SqptGhZ28sn4/i3BxoxrYxCuA6kMvWPsPps28H0b7Ab6OxSUkY7oPHfNVOdn7eG2eCF9Vh4yl1NSMHqz7oC/FvTBE4Yk28FS1/XfmDKwGKIG1IGZ3GFIMqKNqYUldeojUjY8eebVm89+CvUTWtoZRHvaYWKgnb4tO/Psp5v7ifARMnHcluRlTSJZcQf9ZZ1CxbBqpG3OmnBQU8keDNzibriisOriy2barmzGXP1m1BFdz33XkXnu3bGxLwfZl72HfHnfSZ+TWOrgfTDYz8fMo/+jhgJaTwePHl5FD57SySrrg8oA+KrqOlpWEVB89WOLp0ieTTDan0gw+oXrw4MJ/K4yHvgQfo+f77Ia9JuelGKmfNwpebi6itBV1H0XW6PPMPuZKwjpwiDMPZLd6fN3UYxaGScHY3Uq8fgJbobJgWDMWqMbCNgx96Rn4Nwhvia7kp8G4NXwRRcakUv72ZvCeWU/Cv1dSsKSBmZAdUlxb4WaErODrH+oOs5jIF5d9m4ugeT/So9Ba9IoTXonZVAb7Mioh9Znl2lYIpDo4e1g2EKFEacRO6kHZr8/ddiz+tK53/OI6uf5qIs1s8Bf9aQ+4jS8h/eiXVaw9EpsON2LNmZWA5gzqWZZG5ZmXIa1RN48annycqPngLJt3hYOjZBxNePTXVzH/jZUyfL2RwBf4P5gOZuyjO3XcwuGrGvK4qBAP3bmHOGZceclSAbtNn7AR8nuDpAV+VA09ZFCFHzFSBoh/+uzi8H/6pvPiMajqNDQ4wm1b/YoH0ESV0HleEqgt2f9WTA2s7ICw1xD2PH5ZhBAVXzWX6vMx9/UWsiK4wPfK0hAQSzj+fhGlTj0hwBZD/pz+HLNti5OZSu2JFw8+erVvx7t4dtLpRGAalH30UcKx27VoIUX9MuN1UL14Ush8dfvProLpTSlQUHX57f8jzhWVR8+OPlH/+OZ6dOxuOmWVl/m1xWqDs4+lB05NYFp4NGzHLykJeo8bG0vOzT+n82F9IuPhiUm+/nd7fzCRu0vETxB9pcgQrDD0liphR6bjXFx0c1dEV1AQnWoKL0o+3Nzna48usYP+ff4QolYQzuuHsmdD84pqHED4bzw7/i9x0m5R/lUl8uZf0X42kfOYePDtKQVFwdY8nfnI33NtKqVlZEDy6Fa79apOSt7eQdvcw/9Y2rRGJFJdQI28CtGQXnR8aF/ISs8KDZ0sptsfE2SMBV6/EoNWXJf/bjnvdweF3q9xL+Sc7qfw+i9SfDcLVo+n9JFtDczj8K4sOi31URUVrZHl0dFw8tz/3KvNef4ndq1YghE2nPv2ZevevApbF52zeiNrcb4qHfoA0szRLfXHOQ8d8VEWwZcHcwxuv+79SNzUY+Fj66CI6jS5FUQTuUhc7P+9FuECn++RcSralkD0/I7DdZo48VcUmkNOlF1mVNVygzqZqVyy+KmczEu5DJvw1eb/mUB0WMelubJ9GbVF9AHr02ZZNaV4OHXocP8nuR4Mn1GrFOjUrVxE7cSIAvpxcFFUNfqUYBr7MPQGH9NTU0BPzqhp2yi35mmtAVSl6/gWsoiK05GTS7vsNieedF3SuUVBA9o03+YOfurpkzm7d8OXng8+H4nCQetdduPr3p+SN1zELC4kZN460X/wSZ0bwwp6g4KqeogRNAQY8HaeTxEsvJfHSS8OeczKTAVYjki/vh6tHQsOGwNFDOxB/RleK3tzcsvwnj03lnGy0jtEtDkTUBCd25WEVjQ2bqoW5xE3KIPW6gRS/twVfVqW/8Ol7W9HToomb0JnqH/c3e7pQWDal/wudgH00NFZiwq49+G3MqvDi2VOB4tJwbyzCvaEo4HeqxOqkXNmPqEGpKIqCL686ILgKaLfCR9F/N/j3N1QhengHki7s7a+AHwH9xp/K4g/fCTquKAr9J57e6LXRcfFc/Ns/+qf+bDtkNW5Vr1/B13ahwhfdNDhv4ReHHFGwDRUwiEn34IwzqC2Owlfp9LcQ5qVWtD4NV7xJ6sAKqnIaz5/btyAjRE+gOUHW4nHnsnr4qai2hQLMVq7gtrKXiDKbUW6lod22bAkkiEn3oDktag5EYxsaKQPLyDj1gH96UhEUb0smf0V6K9tvhKKgoITcRqmebZm4IjgKZFVUULtqFWpMDDHjxjVZU6m98WVlUfbxxyG3gqnn6n8wlyhq0EDsELmRistF9OjRAcdiTjnFv9qx5rDXnm0TM3582PtF9euH8HlR4+IQPh+FTz2NXVNL2h23B5yX9/vfY+zfH7DK0rtrV8Ofhc9H0Ysv+n+oG82qyP+aqrnz6PXll0FBVvy0qZR9PD1odE7v2BE9TEAoNe34+hdxlCmqQuzYTsSODVyV1pLtVA5lHWhhOQOFoOCqgapglXqoWVeId29lwDSlcaAWNdYBGsGbJ4djCqzCCJZbaC5VQU+PJv7MDCrmZGOXBX9bcvX0jzBVzMmianHdt0jLDhk8ihqTkve34eyeQIc7h1K7vhlTTaaNAGrXFeLLqaLjfaNbXCg0lPiUNKb9/Nd8/+p/UDX/3Ktt2Uy56xckpAWXWQhF1bSwo1Tdh41s9mhUU2xVRTvkzdrQdExNJ8rnCQoFYjq66XPhvrpabVCRFUf2/K6EC4yErZC7tBOqbpO/urHgoqnfefjH93brx9phE7B0B1ZdzSufcPLemHu4a9O//IsSm611f/fRaZ6DvxdNULgpmfShZaiOg6sYEzKqKdA6BCbiR8DgSZOprawga/2a0CcoCuk9ezf7ddeU0g8/ovCQQpWK00m3118nemjzp/CPpeply8j95a/8U2lhptOU6GgSph6ckv//7J11nBz1/cbf35lZv91zTU7jCUmIoMHdoXhLaYG2UGq/lpa6C1JqVKihpVCkaIDgEpwkENe7JOfu6yPf3x9zt3d7u3sRgpV7Xq/A7eh3ZmdnnvnI80TWrUu7rPB6yT3/vORpqop79ixCy19OWb7rH//Af8wxKdNlPE7D5Vdg9Scbznf96U/4Fi9KSCwYvb1E1qxNkbBIwdixmiZWOEzX3/5G2S9/kTSr8EtfIvj8Cxjd3chIxO7g1DTKrr9ur7X9JjBBsPYKap4HI5PR777EOA8FaVqoASfhlammxZiS2La+93Ro7xoC0ARZh00iuqGHgSfr0fJdxAfjNnGSgAJCVXBNz6X1hhWY3XYYW47NuY2FhHjzIAPPNe4ZATElZm+M2LZe3DP2TdfVrMOPpmr/RWx/ewVSSmoWHrBP1K/D/X1seuUlqhceQO2K122fOCmxTBNPIEBkYACXz0c0OLhb1jmmUBn0ZxMI9mEqKhunzmfellVpqIYg0ulGdYyc10BlkOzqQfp3ZE61SlPQ8kYRWO9N2efq2QegO8ZIGAiFmNNNW0kZpa0t78l+RyAxdYXN99Xgzo1RsriT4nk9KVzNkx/HPznEQH0W6YicoqoZ6+kyQSgK8WiExg1r0ZyuFDsd1eEkt7SMM775g/Qjtyyat24iMjhA2bSZ+HLG79KLrN9Axw03IGOxkfRRKETj5z/PtJeXfyhNj0dDWhat3/t+5rQYoObmUnnPfxLF2mYwROsPfphKahQFxelk62GHoxUUUPDFL5JzwfkIIQivSO9KEl27DiseRxkjQxF68820BE5Go/Tef3+CYFnhcEZSuEuYJuG3Uus/1ZwcapY+Sv9jjxFesQJnRQU5552XMZ05gd3DBMHaC2SfVLXHljR7jPE66xWBZ78C9K5IQqT0IwcBikcj+EJTYpLZPyZ6ZYHEon/pdvYYhmTwzRbc03L2aDVpWOjt4T0mWFbMRBoWildLeePz+APMOfLYPdreeGjcsJaHrv8ZliUx9TgOl5tAYRHzTziFmgUHkF00clN856nHeenOmxNjskwLKa0U0uU0dRyDvXTkFdNUVk1uX2o30zAUR/KFqTokpQd1jEuwQKCH3rsHb3wsuUrs1SL/oAHEUnM3i9z3/m093u/EPk6NYJuXmpMa8RZE6a0LoIc0vEVRAuVByo9sofbRSmJ9Y3XxxG41IIyGoqp4c3LZsXpVkrSHoqqUTJnBgWeeg7+gkMLK6rSRiL62Vu7/5Q+IDA4ihMA0dA44/RyWXPDpjPvs++/9qT6B2MXeoTfeJOtwO/2td3TQ869/EVn1Ns7qKvIuuQT39Ol7dHzvBfTmZsyBgbTzhNdL5R2345k7N2l6+K03R+QiRsOyMNrthhmjrY32669H7+gg75MXoricmOm0olQlRfV9YNky2n99A9bYlOIQolu2Jv6O79g5pBO4d9FrNScn6bMZDGL29eMoLSH3vPPIPe+89CtOYI8xQbD2Ap6ZeeSeP92uWdqLovWMEIAqcBR5UbNdRDf3pCVZzuoAZn+MrpvXZa6x2n3pow8GFlgDmRXXRy+314iYRNd27+FKco9kJ6ywTs/9W4lutZsQ1FwXeedOx1W17z3awNapWvqH69FHFZ7qsSj9ne0oikqgsIhgTzcOtweX18uCE09lyqIDqVv1JpZhsPrpJxjs7sRME9USQHFPO8U9Ix2WY6uehGqRP9M+1mifk441eUS63bhzMxfCJmNXxepj5+9ecfvMunW0FJdjOJKjAoahIZZGkOZ73TaedJaQhqDp5RL0iGZf64aKopm4cuNMOaUhg7q8zGyHoyhMmj6TBSedwcqlD9C+ow4hFKYddAitWzdjjiE8lmnSvn0rFfP2x+FMTz6llDx0/c8Y7OpMknpY9fjDlE6bQc3C9JY4Zv9AxvSUFbL18OJNTew4+xysSAR0nciaNQw8sYzym/6C79BD0x/j+wTF6804fhmJ0HDZ56i69x5cNTWJ6ebgoH0su4CMROi+6Sa6//53u+vR4Uiua3I48B93bFK9Ws+d/6bjd7/LLNwJxDZvZvDZZ/EfdxzWQL9thr2rjlJFsf+NuaaimzbRc8cd5Jx3Hi0//BHBZ5+1I3FuN8U//AHZp522y+OcwO5hgmDtJbxzC4lu69v7rrsxKLxiHq7qbPtGZ0n0trDdOZjmLUXNdhFZ3QnWOOTKKSD2YWZYH1JY0P/YdrQ8N+5p46dKpJR03rLe9qwc+i7Mrihdt66n+OuLkqyS9hU6dmxP0tUahhGL8fayR3nzoXsJD/SDlFTtv5iTvvR1AgWFLDjxNNY8s4xgb3dGEdN0iLi8dh3WUPG0ryRMyQGdhNrd1D1WiWXaljiRzt091sxkSdFMHFk68ZADLIEQYBmZlk++tudseZv1MxbQmV+C7nAhTBPVMjnxxYdxjJtyk2SVhfEVR9AjKn11gX0mRhrrHyZ7Q9FDQyXa42L7ssmYsd3fh6JpBAqKOPPqH+HJ8jPjkMMw4nGEYnej/uVzn0y7nsS+LkYTLCkl0TVrMLq6COfnMtjdlaKjpceivPPk0owEK3DC8QRfesnWPhq9P8PAe6Dd7dv5u99jBYMjRMaykNEorT/6MVOefeYDrevR8vNxz59H5O13UgvcpcQKBmn72c+ovOMOAKxYjM7f/m7cYvgUmCbWwIAdaXK5EqlGZ2UlpT/96cjudJ3OG28cl1wBoOt0/vFP+I87Ds+ixWn17ITTiVZSgtnbi7OigvwvXkHvPfcSfvXVlG11/O73DC5/mcjKlYlopBmN0vrDH6EVFeE7MH3X9gT2DBMEay8RbwkS3ldaSprAUeFn8NVmBp9vwAoZth5VhuhN5J2OXbuQTJCrvYbULXru20rp9w4ct9hdbwnZDQ9jiK40JcHXW8g5tSbDmnsPO7WQ/rvtaWlKIuQ7Vq/k4V//nAt/9mv78zsrMMZpuU4HKezOtOGERqjFR/vqPPq2B7CM0WmOkfPkzosQ7XeBuTv1VvZ4c2oGyJ06gGkoDNRnoTpM8uf0suOZyegDrsSyqsfEjCkIRQ41Lgr8ZSF8xRF+KH/Eis6DeTN4CJ5IiPmbVpHfl76DFEAokppTGvAWRlA0iWUKJh3cwbbHKol27StynHz9SFMh3LFnnXwur49LfvsXVG0k6qWNqt+p2G8+2958LaWD0J+XjztrxLNTb2uj4ZJL0Ts6EIqCFYsxPT/AhqLslNRkNJjZmcF//PF4/nMPkXXrbGIgBMLlouCrX0XLs1ProddeSxslMjo7MXt7E8u9l5DDXoFpyNzk3/2O+ksvI16bRuBZSsJvrcAyTRRVZfCZZzHHOR/jD0LimT+fnLM/gbOyEs/++yeNx+jsRO6G/yhgdw0CjuIi8i69lJ47/pUgZsLtxjV1KlV335VkMRTfsdPW8hpDDqWU6adHo3T/858oTicDTz4FikL2aafinj17rw7/444JgrWXGHi6ft+lBy1J7/1biW7oHqnrGi81NsGd3h12Q+1eRg2MniiOghFjWaM7Qnh1J1bMxDMzDzOUQe3flBid701HZlFlNS6vL0VwUihqygPWMgzat9fR3dxI/qRysvIL7A7M3TaElviiQZJIghS0rxyvE01SfVIjza+WEGzOwjIFimoNkbH0ZNVbEqL8yFbqHqsk2uvEMlQQkp7aHHKn9dEXduDMjjF5SSu1j1WBpSS9wIc7vFQc3YLDY3GM8TxFTzSNIX/pkTezB29RJFGwryp2t1/uOSGu7/o6x7+8lNKOXdmUvPfK8A63O4lcjcXhn7qE+nWr0WNRLMOwI1sOB8df/tWkh3nTV75KvLERTDNxC5nU0UOPU6M1d8QdQXM6x5UREZpGxa23MPDkUww+9SSK30/OeefhXTDix6cEAph9fWnWlijvsVlzZMMG2n72c6Lr1iGcTrLPPpvi73wbZZSIp1ZYSM3SR9myYGH6VJuUtH7/B5Rddy3xHTtSonWA/dtX1V0WnMc2bCDnX3eknafm5mbORIzBaPuZoq9/He/ChfTe/R/MYJDAKaeQc87Z6f0b092jpESoalqT8MiatdRfepl9XoSg9+67yf/CFyj88pfGHZ+0LHruvJOeO/6FNTiI96CDKP7WNz/Wps8TSu67CbM/RrwliBzq2Is37wPvvWFYJAuaTuA9g63EX2EbSo8DKSWKc2SZ0NvttP/+bQaebyC4vImu29cTfrsjcT0kwaHYorLvAYSicOa3fojT40VzuuybpxC2DESadLKiqQwO2e7sf/wp4z6o0+xtD6fb2HzPNAYa/DgDcYrmdTNpSTvZNQOk10oQhDu8tK/OI9LrsskVgBRIQ6GvNpvC+V3kzBmk7omqNEKmYMYUNtw5nS0PVjLY7EU4xj40JCipD5K+umyMSOo7Zg79iAKFe0+/jNAkf4ZxDw9/PCPp1EJIoVp4CvZM5mXq4kPGnZ9TXMIlv/kLi045k7IZs5hz5LF8+prfUzl3/8Qy8aZmWydpzANVsyTV3QOJomvN5SK7qIT5x5887j6FppF92qlM/tOfKLvmmiRyBZB3yWdtHajR6zidZB173HtKsOJNzdRf/Bmia9eClMhYjP4HH6Tpa/+XegxCkHPOOWkV1wEGn36ayOrVqPl5KQrrYBfE533+czjKy8cdk7Qs+h99lIEnn0oxe1Y8HnLOPXeXzQ3C5aLga19LmpZ1xBGU/+2vVP37TvI+9ckUf0Ow07npbGuEoiDT7VNRsEIhOzImZSK12/XnP9N01TeJ19dnHGPbz39O5x9uxGhpwRocJPj88+w473z0tn1TRvNRhNiVj9X7icWLF8uVK9O3tn5QsMI63XdtJlY/gBiyoMk+vYbwW23EG9KbfE7gPYYqwKHY8hTDkg67AfecfALHVuAsyyK8oYv+x3Zg9qZ5e1XAOdlP0Zf2B8CKGrT88s0UOQzhVHBMykJvCo6QYwUUr4OSqxaheN+7rrn6dat58Lqf2i39UmbsKlIdDr7w51vx5eRixOM8d+tf2fDSc/ZQFRWXz5eo2UqPTBGaXU9X3ToFs3opWdxNrN/J1gerkiJZQrOQhp3ydOXGiPWmPsQUh8mGExdS8Vwt3khoF9Ru9DGMWlKxCJQHGaj3jxmzxFcaZtoZDUlbieHke/yWHj2P43qWcVLPUpqWZ/aDE2qaDkXFQtEs+2uxBJahoKgWnsIo1Sc0UftoFdHe9MXnY/HFv92J710aHEe3bGHnJz+VNhKjVlSw89zTCfX2ULPwAGYfeUzGwvjdhbQs2n/5K/r++1+E04nUdTwLFjD5z39Gzdp7sVOzvx8rGkMrKkyb+mu/9lp67ro7JaokXC5qHn0ER2kpekcnWn4eiseDFYmw/cyz0BsaUraFEGiTJ9tdgrqe/BvRNJzl5dQ8thShqliGwdbFB6SPhglhk82h32j5n/+UVOgvDYMthxyKzGAaDYDDgdA0cj/9aYq+8fWULsTRkFISWbWK4MuvoGZnY4aC9Nx8y8j4haDo21djhcJ0/fWvI/VfigKaZp+7dFHuoeNI12VpdHdTe/Qxqd2lDgd5F11E8Xe/k/nYPuIQQqySUi5ON28iRbgLdN250SZSpkQO/Wb7H6kjcFyl7S04EXV6/2FKir46DxmzMPui9NyzJTPJ0kBxaeRdODOpaN07pwDvnAIs3aLvkVrCqztsAi1B9TvJu2hWYtnotj6EKhLf/zBk3ELNduGZlU/w9RZk3MI5IxtrrkYw3EvAu+eijkZvlOArzcSbgjhKffgPn4SWn/rG/9KdtyR3nKUhSJrLxZwjj7PJla5zz0++TXdz40iKUFWZd+xJLDzlDG76/Kf2eKypGCFX3iJbjNSIKER7XbhyYkw7q56WN4oIdXjQ3Ca50/ppX1UIgMNjEEtjeRaXTpp7JzElvnE3EnHpCV/lUa00vVqcZr4g1ObF0kWS9EQ06ubEpQ+Q39uJVBWarRIUh5mx+L3y2BaivU7a3y60I1pSEKgMUrKoE81tEmz2Dck0RPCVRkBC3sw+Wl7ftcZQoKj4XZMrANeUKQiHI+VnIpxOck47lRMu/8pebVdKmZboCEWh5Mc/ouBLVxKrrcVRVoazomKv9gFgdHXRfPW3iaxcaROfoiLKrr8O76JFSctFN21OLwbqdND9z5sZWLbMvv4ti5zzzqP4u9+h4PIv0PbLX6WSIyEwWpphrJ+ow0H2aadR/J1vJ6JDiqZRfsstNFxyyUjXoKraEUMpk4ht45VfIvczF+MsL8c1cyat3/0eMoM8QwK6jtR1eu+8E6GpFP1fakQOhjTNvvENgstfHhEMVRSKf/gDrGAIBASOPz5hTO0sn0z3P2/G6OrCe+ABaEVF9Nz57/QEa+g42n7xC6rvuy9pVmxbrd3ZOJZg6TqR1e+Mf2z/w/jYRLCidX30L9uB0RFGzXEROL4K79yCcdcxeqK0/W5VWjNn98w8HJV+gi812YbPE3hfUfjl+bjK7TRc809fR0bT1EFogvzPzMY9NXeXyuxGT5R44yBqwImzKpD00Ihs7Kbn3i0jBtSj4F1UTN55trbP9ndW8ORffo+hx7FMi4KKSs646vsECgrT7rOnpZmBrg6KKqvxZuegt4Xo+Osam7Rb0hZa1RQKL5+Hc/JIsbJpGPzh059IH3USAm8gG5fPx8KTz6RnwaHc1d6Ld/WbVD91PzKeqcg9XURKojpNzHgmS57MUazp5+ywyVSb1y5IB8oOacfp1+nelIunIEK41cNAYwCwqDquhYYXy8bUTkkGsnJ46cDjOe35/45DsNKPHSBQEaTm5CbW3T4NM5bmfVJI5nxmK4pLouNAixtsfbyKeOdY0VKbOKVD2aEtFM3txzIEsQEnDo+B5jHtDIsOapqymO4t2TS+mDkqNozcsnKcbjczlxzBgpNOH9fDclcYfO45mr/5LaSug2ki3G60wkKqH/gvamDPUtrht9+h7Re/ILZ5M4rPR+6nL6LwK1/ZZ3Y50jTtMTqdSCnZfvoZxHfuTCJPwuNhymNLE2QBoP03v6Hnjn+lWL6gqraO1agmD+F2k/upT1FwxeVsO+ooZGT3jLS14mKmvfRi2nl6Rwd9991PeNVKYlu3YXaPIxMzHC3aQyg+H9PfejMhwTBa2HXgySdp+d73U7oSFZ+Paa+9iuJyIS0Lo60NxedDzU6Wk4k3NrL9tNPH9R9ECGZu3IAQAiklweefp/u224msWpV6T1IUss86k7Jrrtnj4/yo4GMfwYrW9dF1+4aE+bHREaH3vi3ImJFigzMaZjCO0FIjFwDR2l5idX2giA+/5tT/IMLrOnFO9iOEQM1xYrSlv1G5qlLNn9NBy3NnlFVwTc1J+/0Kh4JvkR2F6GlpYunvrktS0e7YUcd9P/8+x/zo9+R4neT57CdtNBTk4Rt+QXvdNhRNw9R15h57IvvFD0kmcZYdJet9uJbirywgFg6x6ZWXWP/iMxlTeh5/gCv/8W8Afl7bzO0bGyjdvoGTX3hwHHIF6QiK5jWYcmoDjS+VEu5I9RBUHBbu3CjhDq8d4TFUkAJnQKf51WJCHR67IH3okJpfK6H8sBb6twfo3+HHPznIzAtqcfgMgq0eApWD9O3wo6j2sUlNYelJ55Pdkya0Ne7Y7WmaR6fqBLtIPXfqAN2bcpCjleSFxFcSRlEtVsqD8b3dh7nWQqaLVI1jFt3yWikD9QGqT2jGkzdyjqUFIk0mx9QF/Tv8qTPSoLelEYD27dt488F7ufj6PxIoTI2MWpZJ/drVDHZ3UTptBoUVVSnL+I89lur776Pn7rsxWlrxHbaEnLPPtvWa9gDRrVtpuOyyRMTHCgbpuf0OjK7uFAuWPYUZDNH2y18w+MQypGHg3m8OuZ/8pN1BN4aMSMOg9557KPrmNxPT8j79afruudeO7g79RoTLBaqaKisRjdL7n/9Q9I2vM/mPf6Tpa/9nR2B2IcdgjZPKcxQVIVwuIu+s3rVO1V6qsVuxGO3XXEvfgw8io1GE14vUdRS3GyUQSCv5YIVC1J18CoGTT2Zg6VJbaNU08R5yMJN+/euE+KizvJzAGafTf/9/M+5f8XoTL6Dt111H3333Z5SZEC4X+ZdeulfH+b+AjwXB6l+2I0GuhiF1i/4nd+JdVJxRk8VR7MvcbWZI5ASr+sAQWt5CdH0PeedNJ3B0Bb3/3ZqcrtUE3vmFKM691zSSlsTojqC4NPIvnkX3vzaCsKeDwHdoGa4a+w1w9VOPY45pt5aWRVdnF5ddfz8trhKWTM3nDxcu4IWb/kDbti2YhgFDIfX1LzyDGtCZmrV/yjj0piDt2+u4/xffx4jHMY30Olaa08WCk04HoD4S49bmLmavfoXD33oWZ4Z1MkJA5bFNdhegywTFSrW5kTDpkA7qnijHspQhEiKRhiTc6UlZXhqCnm05AGSVhag+oZm+7X4aXy5NyC5obpOC/Xrw5MZQSiw6HKX4BkOYiopmZXrwpYlgKRZZk0MJslayuJPe2gBmbKj+S5WoLpPKo1tQHbBAX8mGt6ch5N5cL4Jgs4+dz0xiyqk2IbIMQV+dn1i/k6IF3SiqRChgxgWhdi8DDVm72GYqoqEgj//xBj75ixuSpg90dnDPT75DNBS0O0klVM1fyOnf+G7Cx1JaFisff5hVjz1ENBikuGYqRx9y0C7J1XCGY/Q9svvv/0hJBclolIFHH6Xom1ehvYuUZuPllxNdvz6x/ejadbRt2YpMV3Ok68R27Eya5Cgpoeqe/9B+zTWEVqxE8XjIvfACeu+6O+3dWhoGVjiM77DDcFRWEh9lmJwWQiS0vtLB6Omh689/Hj8C9C4hVJXe//4XhvYxnF604vFxyZ/R0kLPLbckTQu99jqNV3yRqnvvAWyV+4Glj2Xet9tNzoUXAHZDQd9/7kmr6o8QOMrLKf35z5K6Hz9u+FgQLKMjfdeOFTaQcSujcrfiUgkcX8nAM/UTtVYfQpg9UTr/sdYueLckKAKh2TIEnjkF5J411TaFFmKPzZsjW3rovX8rMmYipbSL3r+6gHjDIFI3cU/LRRsl4TDY3Zm25dmSoMYGiWtFvFLbxZW3vcqBq1fa5GoUjFiMrf0r0xIs4VB4/E83EAuPX6dROW8BB51l21y80htEM/S9I1dga0xZAlcgzuRD29nyQE2ytqGQOAM67vwYroCO6rJnhtq8CNXWmJIpp2PELqdkYRexfieNy0uRppJ4+Fm6QufqfAoXdNH9aj4HzHyFtbMOSN/xNGos9v6UxGfVIcmuHMTU7fW6NuQMiXsKhGZSfngbOVMGEwRMU0wUIZHjRKoSJyZDxCzY6iXS7cQV0Al1eGh6tQRLVwm2+cif0YvitOiry6Zvu39URGzPZB5aa7cQDQZxZ40QtKV/uI5gT3eSTMfONW/zzlOPseiUMwF46Z9/ofGJxxDSwvS4aNm6iXt//j0u+tXvKCivTNmP3txM689+TujVVxGqiv+kEyn5wQ9Qs7OJbd2StkZHOJ3Ed+5Eb2hAOJ24Zs7cI0HR6ObNRDdtSiVvlpWa8sN+2KcjO66pU6m49dakaZE1awi/md6DT/h8hN9+G72+Pn30ariBxOFAcbko+va3Mx5DeOXKlFTkPoWi2CneTFIre1ryYxhENm0itm0brmnT6H/ssbT3MQA0jaxjjk7Uf4VXrkBmMKJHCMpvvQXX5Ml7Np7/MXwsCJaa7UqrSyScyi7b9f1HTEYr8jL4UiPWoA6qwGjfszbrCbyHkEB8VAef30HhlfORIZ3Om9cTbxhIeDfmnjUVxbPrS17vCNPz72SvyXjDAN13bSL/4ln0P76D/id22CnCA0sIHFdJ5dwF7FzzTqrRLhbtLjuNqJuSzQ1dHJDhgWqocZssjonEOeZmM/Box7hjdrjdHPyJ8xMRC7+mkt/fjUyXo9olJK6cGFklEYQCmsui5qRGGl4ow4jY2/eVhqk8tgVFkUw5vT7xIJUSml8voq82jVWQYuEtjBDrc+HKjdO+qgCZIrsgMOMq3Rtz0IMOlqx8ntzeTl458FgOf+tZVNNMPntCUnF0C4oKHavz0SMa/klBivbvom9HgP4GQdPyEqxRdWSa2yKnZoRcASiqJFA5SH991viG1OMIAEtT0PhyKVZcTeoQDLV6CbWmpliHj3dPYEeiHuKwCy62t93XS2f9jhQNNCMeY80zy1h0ypm0/fnPFPzlr+QJu5Qs5HKwsqaUuFB486F7OfVryYTBDIbYcf4FmL29dpu+aTKw7EmimzZT88jDuGbNIla3PeUhb8ViNFx+BcKykFKiZmdTftNfcM+aRSYYvb0En38eqRsghuQDxi6k62hFRRh9fYmIL0KgeL3knP2J3TpvRd+6mvqLL7aJzzAJcblwTZ3K1kWL00dhhqCVleEoLMQzfz55l16CoyRzWYnq373U77vCrkiUqtr1Wbvr2KDrhN56C9e0abYXYrrUpaZRcOUXKfzylxOThMORiKKlw+ATT+C6/PLdG8P/KD4WBCtwfKUdjRj14BIOBf+Rk5MiG9KwiLcEUVwqWtFIntkzMw/PTFt5uPPmdRME68MKC6xBnVhtH30P1440H5iSyPou4o2DKB7NFhAt8ZJ9UjWuytTi3uBrLXbka8y2jZ4IHX9ajYybdoRHtxh8pQW9I8yc849l1eMPM9jTlbCi0YXGpqwZBLWRaIPuzMLh8xPr70navFAUqhcfgCc/n8iGLlAFUjfRcw2ci7zw6Pg3VUVRKayqTnw+Pj/AjzxZqBnTaukgEZpEc5vUnNRkR6IERHudNL1Sgh5VEQIUp0nJwm40t30eNFeyFtTkJW04sww61uQPyTAAioXqtBDCPq/RHpft05cmYiRUiR502eNBMKduHXPq1lKyqJO2dwrAUogrKg7LtGu+fAbeoig5NXZ6xC4uV+jelEN2ZRBPfpRIl5vsqiCax6SvLouBRi9YCp7CKA6PQajDQ97MHkLtHsygQJESSxEIyyI7HMOjG7TkBSiY3U3X+nwyRbHC7ZmI1L7Dqscf5qCzzsPhcmPqesYokanHGXzxRXr/eTOqlAzzSX80zqIdbbw2fTLt2+tS1ht4/DFbr2k0gdJ1jOZmwm+9RcHllzP4zLNJdTfC5UIaBnJwMHElGOEwOz/zWYr+7/8QmkrW0cfgKB6pH+t/8klav/tdEEqisy8deRAuF1nHHkP/fx8YucqkxAqFiKxZQ9aSJbs8Z565+1F191103PhHohs34iyfjLQkkbffHjfaJNxu8i66iPzLdl1HJE0T95w54HbBrroC9xa7IRKsuFwU/+iHdP3jn+g7dux6m1LS8esbiDc2EjjhBHru/HdKTZVQVQInnzKyiq7T9ac/Zx6PZWU0rt4bSMui7/77EyKmviOPpPCrX026nj6M+FgQLO+8Qqy4ycCTO7HCBsJpkyv/USMCceG1nfQ+MJR/tyRqjouCz85JSgMBOEp9xLb3vTsT4gm8Z5CGSXhVe6oAqCkxe6IM0434jgG6bl5HwaX7JeqohmH0RtN/v4ZECiu54N2wiG7tI3vQ4qJrf8/KpQ+x9c1X6Y4LlqvT2ehJrj+IW5Kjv/AVnv3j9ZiGjrQsVIcDh9vDkgs/TaCgiLWPLmP9I08RMvsJNw3Aaok3kM1gT3eaB5BAczo54Yv/lyQi6lEVbjt0f+54cQqTd24lTVwgBbkzesmbNkhWWTihe2iZULu0cihyJZCAGVHYvqyc6edux+HVUYc4lBFTkIaCcJioTouKo5rpXJePGVXxlYUIlIeof9bu+GpbWUje9D4GG7JSVNelKUgnqdCxIYfhk//UUWdhaE4Oefsloi+4mHxYB6UV7ShYRDpdNC0vRR900rU+D4REUSF3ej/+sjClB3Sy87kygs2+Ia9DgaJZQ+KmMLehA0WAPxLDH7PJsikEAx4XsQEnmbsW3x9/PSEUBjo7yJ9cgb+gEF9OLv0dybZdquZgxiGH2x11YwiEgk2yPHGD/Mmp0gnRLVvTFi1L0yRWV4fv4IOpvP022q65huj6Dah+P66ZMwmvWpVqvTI4SMf114Oq0n7tdRR///vkXnA+Rm8vrd/5bnpy43RAfCj6oigIt5vYlq12amz0tmMx2n7yU6Y++0za8yRNk8FnnmXg8cfA4ST33HOo+PvfANt2pu7kU8ZP5Q3tO/sTZwG2VERoxQqEquI76CC6mxpY/8c/MNDeSjjgp3x7AwW9g6g5OSiBgK2YP0aiIQFNs//tqhB+T6GqOCZPJvuss3CWl1P/uc+PG2UahozF6LvnXgInnoT/uOMYfHaEQIuhOjZXzcgL3OBzz6N3ZI6qC4+HrKOO2qOhD+t3Rdauw1FSTNaxxybEU9t+/gv6H3kkMab+hx8m+MIL1Dy29F3V/L3X+FgQLICsxSX4FhUjYybCqSZFrvT2UEqEy+iK0PnPdZR854CkZbMOLSP0ZisyPsGwPpSQoLcGd8vGSOoWfU9sp/grySrU7qk5xLb1ppIsSfrwvJQY7WE8+xVw2IUXc9iFF9M5GOM/f1iOFtExhqww3EJw2SQXvXVbqJi3P7FQEGlalM+Zx8KTT8ebnUNfWyvP3/dPTD05ZRHq78fty8I0DEw9jhAKTo+HGYcczv4nnUb+pFQ16YXZPqq/9T3+c+2PiTSnEVIcguJwojgjlB/WjjLmjjDYmJUgIUmHbEHj8mKmntqEHtLY+XwZ4TYPCHD4dHwlETpW55M7rQ9PfhQzptK9JTtR4xRq84Jqovl09EHHSHefyCwca0adQxRPcsLLj/HAKRdz57kj9h1CmjjNOJc//hvco1O1UmAZUP/sJPb7zDYUTVJ1bAvr75wKQ0XtCY0rKdkyKZ9jNtYnHXFXlpuQy4lscKaci/cCiqaRVzaZroadKfMs08CbYz9UhBCc8tVv8d9f/QjLNDF1HYfLTVZePgd94nya73sk7fYtAR4UDj77gpR57hkzEB5PKslSVVxTpgLgmT+f6nvvTcxq+8UvbG+7NJC6nkhXtV9zDb4lSwi/8XrmujpFRc3xYUWj+JYsofi732H76WekXVRvaiKyaTOeWTOT9yklTV/9GqHXX08cx+CTT6Lm5pJ38cW4ZsywJSDGIx+WhdXXx7ZDDk2ZFXZouAyTQgGF2JftxtI8Yn4Pk7q7QVHwHXYY2WeeQXjV2/Q/9NAIYXE6UXw+zHTE693CNIk1NhJZvRrPokVoubkYu6mkLmMxBp58krJfX8/gs8/SffMtSF0n+4wzyPvsZ5KWjW7cmJ44Ajgc+E88Ec/+++/2sK14nMbPf4HIUIODcLlQfvkrKu/6N4rXR/+DDyancQ0DKxik7557KLjyyt3ez/uNjw3BAvtmJNyphxx8vTW1iF3aMg3dd28iVtuHNCwcxT6ES0Et8GC0vEch4Am8O0iwgrvf/pwu3euc7N+zCKUpiTUN4tlvRFet0O/isa8s4Ya/vMXrwTA5CM4JtxF66VFWYGFJE83pJH+KD/8Mwebtz1NQcCQtqzRkmrSeQDLriKMprZlGsK+X0qnTmTRzTiI9ZOg6va3NeAPZ+IYevm8/uZTl/74tY9fhMCw9TqByEJGmXlUPa2nqpEBaClt9c6gyW6hdWmFHdobIU3zARXzAlqTIKgvjLwsjgfzZfehhjdpHKlE0i3if2456SQCJ4jSx4gqgoLpM8mb04SmIMtjoo3dbNoIRoufSY5zzxJ3c9NnvYgxF7qRQMdBwZqinkZYg3OXGVxS1a5a9JrH4mPuBEBiKQo/PTX7Iji4YimB1ZQlyF40Sw7xwX9CvqQccwv4nnMKD1/40qa5PczqZduCheEaZOJdNn8Vlf/gH6198hr7mJvJ1iwp/HtaOnWQdc4ztpTfmnAihcMyPfkZxzVSkaRJcvpz4jp24pk0lcMrJdP7pT5ix2EgKyOHAWVGO96D0HXS+JUvoe+jhzA/dIUgpGXz6aRSvJ3ONkGFQ/ve/4Zk/H72lJb0I6Ci0/eIXFHzh86g5OQkz5dBrrxF6441kkmhZmN3ddN10E1pREda7iB65DQNljEvS7NYe3phSSllfEGFZhJYvJ/TqqwTOOIOiq66i//HHsQYH8Z9wPAPLnrRr3N4LRCLUX/RpJv/tr7Ycw+5CCISqEq+tpfWHP0LqOjIWo/OPNxJ8/jnKb76ZyNtv0/Gb3xLdvDm9e4Smkf+5z1H4f1/bowaHnttuI7JmTYLwSsPADIdp/sZV5F16Cen0OmUsRujNtyYI1ocd8aYMra2mJLqxJ2HGqe9L/8EJfCigBFJVICMbxxEHzIDQm21kn1CVFO3M64jyrbgDiR8pJY92PIkpRx4qalY/XXURnr2+B81tUnbQX8mfaiEcRWAm35xMw2Dt08vY4n2J07/5fSbPnJOYt+bZZSz/962YlsQwDeLVM9j/5NPZdtftKZGwdHBmx6g4qjWtHZonP5KWYMU1J+tK9id/ezfe0ECaWipbsqF/ZxbZlSMvI06fQeUxLex8tgyH18AZsNA8BsULunH6dSJdbro25FJ+RKstpeCQhNrT65OBpLphK9tq7HOhmXGm123InA4dchQCsFSFQbcfJ+nOjySujbDNLv/u1VXpXo039zuSOZveJnewN0MS0WLykl586nHUvr4h7fejOpwUVVZTPnsuJ33p6zx/29+JhcOAZNZhR3PMZV9MWScrN4+pRZPY+evf443p9Og6vX/5C74lS1Dy8rB6e+2HlxAIl4vyn/yYnIUHYPT0sPOTn8Lo6kLGYiguF1pJCRW33kLnjX8kuHy5XX9zyskUf/e7GR+aWUceiXvWLKIbNoyv/2RZSMPAe8ABGfWmhEMj3tSEc8pUdpx/PuYudNCib79Ny9XfBstCzcuj/J//oOeuuzKSPRmPY3R12ePduHGv9KhkOvFDKSkcDBPXVFzGcP2nycBDDzHw8MMUfftq8i+9FL25mb5770vZ5j6FZdH01a/tmfCrZWH29tBwxRex+vsTk2U4QmTtOtp++SsGHn008/erKGj5+RR+6co9IlcAfQ8+lBpNlJJ4XR2tP/1ZejKuqjirUjtgP0yYIFiAHC+dtJtO5xP4CEITBI5JrkGRukVsZ3+GFTJDxk1k1ECM8h+Mbu9PpJIH9C4MGSequOhz5JCrdyMGXIkicCOi0fhKPkLtoGheL61v5aXswzR0wgP9PHjtT7j8L7fjzspi59p3ePGOmxNRDgGodZtZeXM93nhsl9EUoVpMPa0+rSCmlNjyC1IkVRhJwGHEOf7lpQgkBmoG13hBz+ZcvEURhBBobpNAeRBXXpRpZzageQyEkAhthPj4J4XJKrUfjMNjkqP8C0fDIQ08egi3DGOgMb1/I0e+9sSoUSavozotPAVRTF3QU5tDj8inQOlI0dcyFYXscAxTgKJI4hqY6i7PJK5YnPNr7uUe7yc54sXUuiCBpHB+NwX7deHxvMnJB/yQp2/6M/FIhNHxL82hMffYEwGYccjhTD9oCeGBfpxeb1qPwHB/H0t/fx0tG9chJuWhSMl+TZ2U9ocIvfoqxd/7LmZPL8Hly9GKi8n/7GcS6Zu2n/4Mvbk5QTIswyDe0EDPbbdT/pc/7+KYRx2bqlJx2630/uceuv/xd8zunvQLKgp9999P5+9+l3ljlsQ9axb9jy3FCoV3q7DbCtovv1Ykwo4zz8osNTAEGY0Sq6vDe9BBhF99dZfbHwslnbE64IkZaEaafUtJx/W/pvMPN4KUuxzfPkEsllK3tiv0P/Rw2ukyGmXgkUcyp1Q1DffcuRR/5zsZzbPHRYZmHGmaGQmwcDrIu/jiPd/X+4iPJcEyg/Zbo5plRy/UXBdG20TK7+OGwAlVCSV2sNMXnbeuQ9+L9K9wKCnpZzXgBM02pRbCwYu5B7LWPxvVMvhs890jHXbD+zcUWlfkMvvcIJ2rXUOkSZJVFiarLIQR1eirDWBZFq8/8B+mHXAIbz18f4o0hGaZKOEQ7pwo0lIS6bq0kNC2soiKo1pTj0mA5kqXrhw6PiRrZyxkVu1aFDNTFEDYRsmKtDsQNZM5F9eiOfW0pA5S1c9LD+yk7KBO9JBG29sF9O+wOz8V0+Ss+nupX/8GnnCELdVz+Osl38cdCfH1567BarPruYQqQUD1SU3oYY2tD1YRjzspMVqxGEvF7DDXG1PLKB0IUrRfD30lFqzOcPJGrSmEJMsc5CjzeXShoMmxxEDQua6Awrl9wHb6/b/hc3+8nRduv5mtb7yGtCxKpk3nhMu/ijcw0nghFAVfTi5S1xl8/nn0llY88+binjsXIQQPXvdTOnZut2uaVIEJrKkowlvbTHYkwsDSx6i8818UfPGK5NFLyeDzz6c+wHSdgSefpPDr/0dsWy3O8sk4K3cdKVCcTsIrVtiedykzFduwWEr0xsbMG1FVfIcfjqumhp477sioEJ4RUo4ruZC0aChkk6sMRunjIRPdLusLMp5U7XspQJoWqmof2z6wxMt4XlUVR0kJ0dWrqb/wQhAC/0knUXbtNSjuTNHnZAROP52eW25Nf34yjL30mmtxTZmyu8P/QPCxIlh6e4iee7agDwmPOkp95F84k6yDSonV9oI+Ea36WEAB17RcAkcki+DF6wfsNHAm9X5AyXZihfSkInrhUPAfVZ4iZuqdX8jAUzuRwNMOD+v9szEVDSkETiv9jVYPOfD4Cll82ieofft1/DNfJqssjKJJpCHIKg2x89nJrHn6Cda/8DR6NP12NIdJ+RFtePKjDLZ4aX61BD2YSrSkpdBbG6D8yNbEcybc4Sba48YZiCOUzNGDPn8uzx5+Oq54jJrGrTiGar1MRQEJaoJgCLCGOhAtQbjDTVapnWaQo9J2o2GZoAw9qTSPaZM9j6283uLT7e5AKYhs91CE3c00f9NK1sw5kJ7cItynWUzqaiDU6kV1m2RXDaI6JB3rcqg4shXLFPRszmGgIQsLgXCAv3QQI6IR6fQQdTrYUZiDelA/ZttuqrurFt7cKBWD9dSJivTF+hK6NuRSdmAnwWAtfaHnOfVr3+bkr5gMdnfTWb8DPRZNMVGONzVR/6mLsEIhpGGAouBdtAjP98YYeA+fPwQ7C7KZ39iZtqYPQG9vzxgdkLEYdcefYBeC6zrexYuZ/Kc/ongzp0v1tjZCLy9HxlIfxM4pUwicdBJdf951VEw4HPQvfQxnTU36Yvt9jX3kxytgXHL1gUDX98k5FG4XINKnB00Tvalp5LOUDC5bRmNvL5W337Zb2y/4/OcJvvgi8brtIyRLCITPh0ynTu9w4D/qyHG3KXXd9qBM5wLwPuFjQ7CsqEHH39YiIyM3FL05SMff1lDy7QPwLSqx2/ul/QYtJWg5Loye6LgP3Am8/whhAQIvDBU+7yZUW+ld9TsTBs2jEW8MInfxXVv9cVAFSpYDK6ijeDX8R5WTdfiklGXVLCcFl+1H912buGdwEH2oRc9CIax6yTJTa0RcgThbn4rRX/8Q2TXdZJWFUR32mIy4Sv3zk0AKTENPFK+nFQiQttzB5nunYMTUIemD9FIC0hR2U4ch2P54BZFul61AlVA2l0NrJa9bV2V3bi09/nwWrX2N/TeuQDN0tlXPwlA1Dlz7WuoJlILaR6so2K+HsoM67a1qabSPhsieEdaI9TtwZes4fAaKQzLp0A4K5/bgzDLQwxrt7+TTvTEX1TQ46vUneeKYc9nqmklNbi3egmQCmj+zP3E+/ZNDdG/OoeW1EjAklUc30/pWMZHOEWkWb2EUJCiaHOqmHDVGdSh9aimAxIqrxPoddG/IQc2otC2IdNpv9VLG6Op8ltKSc3jxlr+x5tknUUwTKcDndHPez64nZ6ot89F81VUYXV1J6bLwypX03X9/Qlw2CYog4nSAy0XOJ9KLcbZc9c200xNDjccTUYvwihW0/eKXlF2b2bRXb25GOF1pCZbidGL29e6azJgmg8uWEXzpJYTTiXA67AfubqQJJ5Aedu0dGbtzdwkhcNZMIbZlS8b56b7X8MqVxHbswFVdnWalZCheL0Xf/jaNXxglTCqlTejGmGILpxP/8cejeDxptmQ7ArT++CdE169HaBqB006l5Ac/2GPPzX2Bjw3BCq/tTBWPlHbtTHRTN7lnTSXr0DJitX0Ij4Zndh5I6Hu0jvCazgmS9SGBROJCMGR6snsraQL/MRWoPgdavhtneQArZmAMxFG9GkJTMAfjxHb27d7brCnRCr0Ufm8/UASb2wbZvq6NacVZTC9OVnJ2VWVT+r2DCP70KYgPRRKE4NXcQzim+yUco5zEhWrhLY7RvTkAxMiZ2o3qkMRx8DqH0VWXQzVb0hZxS1WiqhZWXEVoFkX7d7LjqfIUjalUSLzFtmJ76xuFhLvcCcsZOfRfzWNg6ipyLMGwLFtVQVFZuf/hrNz/cAAU02DJyufH2aege2MusX4X/slB8mf1JUjPqGFR/0IZ/Tv8CFUiTUFO9YBdjK+CK2CfN2eWQdnBHSgOi841BVQ11fL5//ye7rPLEFkkGS5LSdJ+VIekYFYfXevziAcdtqhqjwtPQYR40IFVphFXXHiKI/hKwgTbvIm0rlAtPAUxwp3DKRCbpNY+WomhOzJemWJIzR6GOIPMYvMrL7L2mSewhMAaEhUb0GM8+O2vcek9jxDrbSW2eXMKyZDRKOoLL2EWpjHitizygmGC+blkn3lmyny9vYPo+vWZv6Kx+4rHGXj8cUp//jNbwTsNnDU16Q3FNQ33/Hm2J52i7BZZkuEwMhLBOWUKjrnzCL3yyi7XScDh2H0V848D3iU5FS4XvsOWoDc0JGrdkpDpnikE8d0kWIAtXDr2e9N1+/t0OlFcTmRcx3vggZT+/Gdpt6G3t1N/0acTIqcyHmfgsceJNzZRdee/dmsc+xIfG4Jl9sZGLFVGQRoWZp/9xuUo8uIoGrlZSVPimV+IszLAwHMNWAO7l9ufwHsHgdjzi9aC0ButKE4V4VbRm0bdJFSBY1IWekNmk9R00FuChA2LS299i7VN/aiKwERyQFUe//zMYtyOkaiCUAQHVufzwpaOBDXa6p+OqWgc1v8WuTJIoCiHUH8PPZtHiZ5KiOLip1xDB8UcEH2FGnNz0jhUp8nkI1rJrgqCgFjQiRW2ffF2zRVtD7+yQ9qxTOjdmjPi5zcyeoyYRnbVwJAo6PBxWUxvWM+Lh5yUslVFSmbUjfPwxk5NBlu8xAY0pKFQOL8boYykC1tXFtK/w2/7FA7x0r4dARxZRiLylTgHDknJwm461+WjWhbueIQZr6xFHgfBdi++oigIiepMQ0wl+MuD6EENPaIx5bQGpCkQqmRzcAb9G7wUzY5SfVIj3Zty6d6cAxJyp/XhCujsfGa0/pjAiGhYkKHo31bKL5jTN3QKBUX5Z/PMzbdhjs2TCkG/Knj9xhOJT22hyBJpXyicus7MQ49kw0vPJh2UkJJun4eeGdM4IA0hskIhuz4nHTJEJGQ8jt7airMiVZwUQMvNJeecc2y5huGUlBAoLhf5l30OLTeHjht+M64hcfIOJfGdO/EsXIiSm4u1O7IGqopWUoLR1LTPUn8fe0gJ8XhKGnp31nPV1OzWopG1a4msXp12nlAUqv57P1Z/P47SUhyTUrMFw+i9626ssV6W8TjR9euIbtmKe0Zq5uK9xMeGYDkn+xFOJUUgVGgKjsmpzvZ6R5jOf6xF6patCj4RwfpAIYdsU/YKlsQaiKeXtjLlHpMrANXv5Ce3r2J1fa/d6D9EAt7a3s2vn9zMj08fkVGw4iZfrynizdouopaFKUER0JwzlWO/eiFHTC8E4MaLzx7ZENC9OYe1JQfQppaiCxc7y6eyaN3rOI2RG0jNKY14CiKJeiVPIIb0w0BjVhqylAopoeHZSeTN6ktJgY0cAFQc3UqwyUfP1mxMIH9qP2ZM4fjlj/DMEWcihh5mUgiOfHMZuQMZushGQSiSQHmI1pWFBCqDePJHoh9dG3JTxi9Nha6NuSkEa3hb3rwIpqES63MSbrbrznprA0hLoXhhJ8ULulKEVIelGwKVg3YKUpMwlLKc6d+MmGPPF0Dhfr0UzLEFaGMDTmofTV/4rWRQeveVhik/vA3Na2CZ0PJWIQvn5hHqS20wAFu8MlbfibXIwMjXcLSPiSA6nWSfeipHX/IFNr78wkitlRCYqkqv38uc6TPTbBmclRUoXi/m2NocTbPNijO04rf98ldU/OPvic96dzcbb72D0KqViMoq5nz+UhwVlfTccTvWwCCeRYso/s63cU62H4pF376ath//ZPfJj2HQf98eSBqYJsZ4RfQT2HMoCv4TTmTgmWcxIpHd++6EwHfYEpxVVbtcNLplC/WfvSSzbIeq4qqsRDjHadYZQmzLlvTG4KpGfOfOCYL1XsE9Mw8t34PeGR4pUNYEWpGH2PY+gi8345iURdbBpShZDrpu34AVnAgzTyAVwqHgXlDIo8+sT1FRipmS+1Y2JQhWvDVE5z/Wkm9Z3CZ93EWMjU5Jca7BGSVRZjoHsbWgoWr/RdSteCMhqtdXG+D1ww5H1+zW/KbSKuonT6GyqRanoePOi+LOiybI1WjkTO2nc20euukYVWyeciSAJB500rYik6eXRHEZYAniQQeqyyQrP0ZgUhjhsDiy8wVq7tnGtspZSEVhav0mJi9qpd2dj2boo1rW04mVCvJn9SFUSaTHiSs3xnA9aqbUpqVnEIRQJFPPqkdaYMY1Gl4sTZArgN6t2RQv6GZsIYpQwFcWJLsilHIe051XIUAqULu0HCOaLgKUnqQqDouakxpQnfbzKTagEe7IYmPd58kusAg35SDHFOMqUuIoi9FW56drrpvZPf0ogKIDbjeOSZPIv+IKhMuNoqqYY4rZVZdJboUL0wyjqslpRKGqlF3zK5r+7+t2MbBpgstl27uMk14LvfYaVjyO4nQSampi0yfOwRGJkGvoGGvXULfsCbzXXceMF15Iu75nv/0QDsdud/pN4IOHY9IkIuvXY3amvtikhaKQ+6lPUfTtq3dr8a6/3JRZW8vtJu9zn9stcgXgnjfPFpgd040odd1OUb/PEOkUUj8oLF68WK5cufI9274VMxh8oZHwO50gwDUzj8jqDjtCZUjQ7CLo3PNm0Hvv5gk7nAmkQDgVAsdXEu+KsPjNrWnrRh2KYNs1pyClpO2GlZg9yTcPw9JZN/AydYPvIBSV6Qcv4aQvfYPB7i7u+v43iEcjGLEYmtPF3SdfTH1p1cj+LYsZ29ez3+ZVzHGtp+bwBjRX6nWqBYvZuCzARu90JrU24Egjo2AoKppl4CsJkzOln+ZXSxkmCEKRlB7UTv6sPhRVEht00PxqMYONfoRqIRQJQto1SYrEVxwhu3oQb02Uuz2X8JI8ltKOBjRL54KBfyOW60OCpUPbVy18pWGmnmpHG4ZvQ8OZsq0PVRLuSFNb5DTZ79PbUEbVUo1dF+wuxE3/mYIeGrkxZ1cNUHF0CyBQHBbSFHRvDtC1MQ//pDBlB3XYEaxdQEowYlD7aBX6oHMobWoNHVsagiUksy6oxZU98h1IC5AqqsNBPBin9rYa4oqKpdgdNoqUzOtqZ9vsAJE+N5ah4jANJvUM4tVNBrMDdBbkcMbVP0TRHDxwzY/Qhx5SQrEoP6KVnCmDgIrmdFBZeQXVVV9JEYCM1dXRc9dd6E3NOKur6Lvv/vE7zlSVGStXoHg8PP/lr1H0/HMpBL7f4yNH2HIJzspKir71TfxHHz107iQ7zvpE5oLpjwGEy/X+yzW8Cyj5+XZadzdJcdaxx+6RhlrtcccndyGOQt7nLqPoW9/abeFSo6eHupNPscc7lNIULhe+Qw+h/K9/3e0x7QmEEKuklIvTzfvg+hc/ACgujeyTqin93oGUfvdAjI4wMmqORLQMiYyaDDxXn753fAIfezgqA/gPnwwRg7moaSyJ4aBiW6fJ6IpgDabelDTFQaVnNqZhYMRjbHvzNba9+SqBgkIu+8M/OOJTlzL7yGNZcsGn+daC2SzetJKFa18jp68LqShsrtmP55echt6poqhpOvBMB4GWQ1jiuoxQVhEvHXwChqImkUFdUYm53IAg3Omhty4bh88mAKrLoOrEBvJn9aI6JEIBd7ZO9fHNePKjSFPB0hWsuIa0FKShEmr3Eo84afeU8QpHIRWFlpIqGsqmccuMrzD1rJ34SsIgJIpmkT+zj+oTRm6qQiT/5CYf1o6iWQmBeFMI4pqDxw8+h40vTSPa57DlfayR9YchJUR7nWRXDzA6YtW/M8D6O6cS6XEiTZtE5s/qZ8bZOzF1Qe3SCuqfK2XrQ5W0vFUwXu0uDjfMPG8ncy/dytQzduAtzayd5sjS0bzJ0SWhgFQttlmTCHoDzLhwOzVKFwWDIcp7BjjEGab/JJVwnydR96arGjsLc9lYVkCjz0k0Euah639OLNJHoLKPgjk9eAoiTDq0nZwpgyiaRNEMLCtCff3faW19MGVsrilTKP3xj6n4x9/xzp8P47W0C4Fn/vxE91bWW2+mjY4GIiFbRd0wiNfV0fyNqxh88cWhTQgqbr8Nx+TJKet9XPBRIleAXfu2m00Dwu3Ge9BBe7R9Z4Y6LeFyUfDFL+6RKryWl0f1ffeSdcQRCJcLNSebvIsvZtKNN+7RmPYVPjYpwnSI70iv2G20hBDuD52iyQQ+BDBa7QepZ3Y+V2/s5IvGIDoQB5yAC/jpmUP1V5bMqEg4up5Mj0VZ9/wzTD/4MFxeLwtOOg2A2hVv0PTLb3PUUIvyMa89wZaaOby45FTOfupurEgWA43Z5FQEQR2KjlgCS1d59fWtGLHt1PS6ePqwb7J69gEsWP8Ws7etQTMNttbMZnrdenyRUKJ7rvyIVixdJXfaAGJIGDRpzKpk8hGt1D1WMWKOPARpKHS8nU9vbR6HVT7LmwuOIOKx26IHycYodFOwXw81pzQiLYFQ5LjRIm9hFPNcD+vXzKagq4P2glJW7H84A1nZ9GfnceG9t+Lwxph10XbGWgTa4xb0bMkdmmCBVBCqhX9SGG/hSFrVXlVSflg7G/49lXCHBxBEutxYusKkQzsyvmuJoYCVtzBG0dw+drb6SREf1YalTFOhIMmmn6/Kv/P5jX9g7jEbmFTTgObwkpf7fd78/b9SxGjHwpUdYWf3FUw6NIIQll2pqMoUsVbLilDf8DfKys4BIL5zJ2Z/P66ZM1FcdgraNWtWZtsYTUPNyqL0l79MTIq4PfgHU73uUqrPolE6f/tb/EcdZW8qN5cpzzxN33//S+9ddxFvabW1jj5E2ZQJjEG670ZR7H/D14ymoWZnk3N2elmQTCj80pWE33orKU0o3G6yzzoL1e8fZ830cFZWUv639yZataf4WBMs4Ugteh+enn1SFX0P130Ao5rAvsK7KozPAC3Pbsv3zC1gxusB7m4WPGxE2YbFTKFy0SGV5G0boP2RHQivZiu5j7nGDEtnZzC5y26sGGQsHOaxP1yHZRhJRzBz+wbOq64g77TTyS2bTOX8+dS9fiNtg/dhqVGslslsfkUhFpWAjieqc9ILD/Lk0WezdvZi1s45AIngsBXPMclqoeLMFnxFQ7IBJiha5uCtUGziM+fTtWxfVk6obUxdj4S8/h4C699gZt06bjv/q8RcHvwDffSuziLU4KbpFQVfcQQzrlBxdDPOLDPj/h7P/gSbjtwvZXpLcTkDWVk0HrI/U5Rm3KRGBBSHlSCBQkiyJg+SVRKhcF53WgV5U6r4y0P01WYPfR8KXevzcPp1iuaN372maHaxvuo2MKMqimbZ6VNL4C2IEOt3ZDzGHvKwFI3/LPgcuffeQN/2bCYv1lh2y38x4rt6yZOUH70dKeMoQ5lQgbTZvgDGNA/G413o7e00Xnkl8bo6W6ZGSowzT8P7iTOZVDwJR3k58R07UguOTRMrFqPn9tsouuoq1Jwc2s8+l8Bt/8Q9KnWUXmkN4jvrE7VbYEeyvAsX0vvvf0+Qqw8zNC3zd2NZOMrLbWkOS+I/7lgKvvxl1KzUprHx4Nl/fyb/6U+0/eIX6E1NCLebvIsuInDGGXTceCMyGsN/3LF4Fi7cY4/DDxofqxqsseh9pJbQinYwRj0ANYFvcQnZp1TT8vPXkxS7J/DRgDUUMbADDPv2B1lw2X64p9uREWlYhFd3EnyjBaMzgowNd3ExErTQhF2eowrQLXQrTl+8gxfb7sEa0h9wuNxMPveLrBdlxBWJuzKAY9s7aPf8I+0Y3FkBvnzL3YnPodZuHv3BL2kLbcciXSeOJJzlof/0EoLdPorfaCQn3MfsT9WiuswknajdvX8ZUZX1/5pGqsmzDV3VeGPhUeyomsqnHv4nmmEMLTt8YgRZk4NMObkxhfAMO3t8Q95El1Y8dtM441EWdr3BO6UHciNX4ieYsn7PlmwaXyoDQBlStc+dOpDxOCPSzYpNiwm80oXDZ9DqncTbMw4mmOVnSfkrHC2ez2AMbcOMK9QurSDS7SH3sH7e8h5KJN/HCb4nyZfdCN1CcVhJhfMxXPyZb7BOn8fBb7/IgatfQUHi9HqJZzAqHoZqWgQ8YSouakSkqf9VusHKHz1FkJ93JP4fdRCvrUt6aEqgqSiXsq5+VFUdPx2kqjjLJ1OzdCkh4N6vXMXiV18irmlohoHTNNL69CVWLyyk/J//wFVZSe0xx2D29U+Qqw87dqFdJjweir71LfIu+tS4m5GmSXjFCozubrwLF+IoLUVvbib0+usoWX6yjjrSVm93OOi7737ar7sWaZhgmgi3m8DJJ1H6q1996EjWeDVYH+sIVs4p1RidEeL1A3bfvCVxVgbIPqUaxamStaSM4EvNH/QwJ7AXeC/IFdiSC4l9aAqOYi9Gexipj7oBjX5eDDVPBI4px4qa9NPJ8v/chNBU0E0cLjcrq0/hryt0QlnNxBfmQ1snc9q6OJn00YBYKJlQPHHz72iL7EghV0KzmHRwO3kz+m0/PgmGprI5VkP2lEGEZiWRmz25bwlFkjU5iDugo3kMgq0+gs3exIgdpkFV41ZmNK9H041RRzJiGR1s8hLpdeHOiSWIhxzhXxymvEibnMQA2WxiNlKoidP7TuFBxISHLllIFsGk8yQEePLtdIOvOEzezD48+SOF2wYaDpJTYYqwuHf6Z/jdlC+xQjuYu9Qr0KWGVFS2y+k8y0n8mB8gUfARRB2b9lMksT4XUsJLvUdjzPbyKf41El1T7XoxQ6rowg4t3cenWG0t5DMP30Ruf1dCQHZX5Kqqo48ZbT3ESyV9Mn0CUokxSpZERVVdVFjn0VH/nRRCI4DJHb32OdyV1pFpEt9ZT+2xx1Hw1a/ymZtu5OmXXmXT3ffiiYQ4etUb46/e2cnOc8+j5Ec/xIrFJ8jVRwG7uCZkJEL7NdfgXbQI98wZaZeJ19dT/5nPYgWD9vVqGLimTSO2dautx6YoCCEo/+c/cFZW0n7ttUm1ajISYWDZk2SfcQa+gw/ehwf33uJjTbCEQ6Xw83PR20PoHWFbaLR4RE4/+8Rq4vWDxHem1hmkhVNBeDVk30QL8gcJ5T0gVsPovX8rnpl5CG1Icfu5hmRylQ6qRC1RCcyqIIdqPn/IzWx+dTmRYD/Rsjnc9HQHEd0iPj/PTikCtVXp9YsAfLm5ib/7O9po2boJy0qtnak+vinhYwiAAIfXZPo5O4l0OVPV0/cEQlJ9QhNCCoQmKTR6CLd7qFtWAZYtHFXubIDGTEkjAIXaRyqZdGg7uVPtuq9wlxtPXhRFg3O5jyhu28uRk3lAXoiFijsWYdBnp/Im05h2656CGKUHtFMwt9duBBi10HPiOI7jGZQhQmohWMUiLtL+RVTz8B8+Q1y4EutIodIhS/gev2MhK/kstwyln21EpYv6bUOq+QKiDjcXck9K6lIo0BfL4feu79BMObpwMq1+A9mDvWgZNICS1hcCaVk05/nRLIuprT2IMEjXmAXj4HlLxXHZoUQiDQQC86mu+ipydeuei0VmgNHRQfs11xDfsYNTv301x1VNpv2GG9gtm3TDoP+xx997j8EJvH8wTXZecD7lf/0rvkMPTZolpaTxyi9hdHQkEeqxTgISaPzilRR/9ztpRXBlNMrAsicnCNZHDY5iX4JYGX1Rgq+2oLeGcE72k3vudLrv3IjRPv5bJQCWnCBXHwPEGwZx1dgP+GHj8PFgGTFWb7uUUtepVFd/DV9OLotOte1Lfvv0FuJGG9LvsNOIQ4i5vWyaMpdZdeuSozOKwhGfvizxebCrC0XTUlqonYE4WWVhhCLpr89CD2p4i6J4C6O4/Douv542VTZ6mgS7ik2mFrwr2vA0+4apOmzLnfwZvXRvykOoFlMW17O91S6Id2bFyZk6gKJZDDT4CXfYtWwx6aRtfQFNLxcjLYVJh7bjLRiSGwA8RHmIc3iUs7GEfbsa9OcmbtQx3DjGpAiHB184rydVWBSooAETFW2IYAkkh/A6Apts/Yqr+YH8DX0iL7GOIRwEZD+X8s9RMTiI4+Df8jOcYC1lymc6EZqFJlW82NdFfFCj5c0iBpuyUBwWBXN6yJ7XS4syCZeMMLV+I059/HuGYlnMau5icm8QRUp6fW42leYT01Sm39JBz1cMpAI4QURBaxMUxZZQtf9tiW0Ely+n/brrMxex7wVkJELvXXdRcPkXQFNR8/J2vdIQrOCei/tO4MMNGYvT/O3vMO3l5UlpvNBrrxHfuXO3opUyFmPgqafTLysEwpnepunDigmCNQrx5qCt3j6k3B7b2U/wjRYKvzSfgecbia7ehdDaRL3WhxZ7XPCuifTfpyURjpG8mqPUh9kbzdQohsQk7ukg6qujvuGf+HxTKS4+NTHfpSkoIr0T6+PHnU+/P4cD172Oahq4fFkcefHnmLXkyMQyBRVVmHrqQ9OVHSPa72DHsgrMuGJ37gnwlYSpPqkxkZKzhlTlAUwpUIUkhpMe8tlBDU9xCmeKB5jLWrQh30R7W6kdkqpDkjezn77t2ZQe3Mbgjiy7W9Bhkjezj4K5PaiapHBeDx07C7hFu5zDXnserdsc2dSYgJeOxlI+QVy4SYFl8Zw4npN4HNeY+ig5LEuVBrPYmExaR/2tIPEzyKf4Fzfx9aT1/AymrKdIyanGUoqntye0uWazHgUwIipbHqzGjNrOmWZMpW1lIRf03I480knnMzk4GuKpBw22nIWiornc7L+ultxQFHXooZMbinLg9hZemT6ZGVtVin4sCB9kYuWAc5uCe7MTz21fYs0zT+D0+igOx+i4+juZxRyHz1nmU5YZmsqO885Db2reo3Sf0dU9kR78KEIZ8rPKEHE1u7oIvvwy/iOOsD/39dH89a/vth+ijEYJvfpqejV2p5PsM87c66F/EJggWKPQ+9C2kUJlsHWxTJP+x3bgqg4w/u1pAh82yCHSMo4EZGZkIMvSsNBKR9LIgWMriG3tTUkTWkIHYRH3tdC84EYQdqt8bd0NFBQch6raeZ3T5pXxp+drEYOG3WyhJRdFvX3oyXziM5dxfr4fzeVKKfB0Z2Wx8JQzeOfJpRjDNQtCooc1mpaXoodVW3oc+wEabPXSsSaPwv16kRbUBqcxKb/Frs9qFARKB/mV82fsoCYRMfqt/D7zeIeLxB2UWU2YOmhj01LD48mNMefTW9n2cDXRPmfC7qbtnUKCLT6mnNaA6pDkTh3gkKXL8Qf7kr6X3rpsCvbrTXxZfeSSXrxT4I6FWeucT4XYyX6sQ8FCHao8sixQM9zddnUdqFgsILnZxiWjnMiylGUdwqDJWUE91RzM60Prg4FC+4bcIeX5kT1KU6Fve4A8Vw/OJjdSJs+3ByjR3CYzz2mlhm8Qe/O6BLkaHr8iJRXdA4RdTnKCMfzP2QcrgU3leTT+9lcIVUEoKjIS4QBFkkt6SKA14KVoMIIq5R79TmQojB7ajej+GOy2KvgEPlRQPB4KvvxlOm64ISNBbvrKV6m4+Z/4DjyQ3v8+gBXfQ0eUUeRKOJ02qZOS/CuuwDM3tav4w4x9QrCEELcCpwEdUsr9hqblAfcCVcBO4Hwp5fj9zh8gpCnRm9OnGmJ1vcS2973vY5rAu4NAIJGoQ//fJ1AFoTdbCb/TgdEeRs12knXEZKJbetBbQiheDedBHraGfoChdaN7O5JWj0abeOPN41i8+CFczgKqCnz85PTZ/GzpRlzr+xjcPw8JqJqCSxEcmZfFhWUFqONUoB924WfAvZP1z76OHoGsSSHyZ/ZS93hVSpefNBU61+QT63PTt8PP1slzuP6Yn3DcK49xpOc5jAoXDVQlyJV9IgVrWUhY+viZ8n1EGtPkxOlxSPp2ZBEbcCR7CZqCvo5sWttLKCtpQ4ka5LV3pTzMwx0ewh0uvMUxhIBs+jN+c4XdbXwv7+do7mRyKy0YbMgiuypkK87vBUxU3DKMQGLg4CSWspDUDmcJ+BikiE7iOHBiPxw0LCJt3rR+kEKVxHrcGbwiJZ6CKFXHNqP5DPo3/h33sFD8KKgS/NE4njEPry6/h8ZsH6ZpjNhaClhZXcqxG3ZmVJYuGQjv+UvIBD52cO+/P7mfvBAzFKT7LzelXygep/GKLzLl8ceIrlsL4wmratq4aWvH5EnkfeazZB1xOI6ysnc5+vcf+yqCdTvwZ+Bfo6Z9F3hOSnmdEOK7Q5+/s4/2t++hYNfApIlcCFWxNWP21UN6Au8bhtOC+6yj0JT0P7EjYf5tdEUJLm8i+5Rqsr5ShpQSKx7HeKMV3exLswFJLNZBbe11zJn9GwA+dVAlx88u4YUtHehIQrlOuqM6x5blcECOl57eV9HjPeTkLMbtLmNDMMKGYIQqt5MDsn3srP8zZt5/mXHuSNFw3w5fykM5cQhxjd5tdg1ZTcMWnPEYs1lL2eJOmsVkVEzSvXOGsSN3o2UdILWOK9zuSREiBcCSLOs4lctKbrHJRZqvRNEs3HnxxDadxDmBJ3hanpKUJtSMOEtWvkBbQT6lB3TZqUgVLENgGQotb5bQWxuh+sTmtGMcD1KChxCXi78AMJNNBEgvSgwwldoEsRoNd26MYIs3leRaAqFm+HIkHPFSM+Zai57/k4RyW/GQqsNgCpvcuczk7TTmBTDVVBplCej1uckPpcbhJ4jVBHYXkZUraf7W1ZT9+nq6//q3jKk/aZr03v9fXNNnEHzxpczq9YqCe//97YL3NERLyfKTe+EF+/IQ3lfsE4IlpVwuhKgaM/lM4Kihv+8AXuRDTLCEEPgWFhN6uz2ZZGkKzqoA8R272Uk4gf9tSBLkKjFJt+h7aidmSCf4SjMyZlLj+x2tU25hoPjV1E1Ig87Op5OmFfpdnLNwMtct28Sdj9QjgLsUOHPKkxxf+QJSSuJS8mfX71ivF9udkgLK3Q6+Gf4PXiu5I2tgZyAxYM1jYukKmtcgp8bu1tM8OrlTB1GdFr/t/zJypi29UEYzGjrgSdqeJuMsJrkFX4j0WQKn38DUFFQj+eZrqiodvhLqmMZkbz0hXxZZA8lR40DVQIou1gXcjZsoT8gzCOOjmDYujPwLd1cvfYN+Qu1eCmb24cqJE2z10rU+DyOigQQzDoONWWRXB9OaN8uh/1gmIAVChToxhV+LH2KhomLxOf7KgbyBiZ3+G72uiZqWXAEU7tdDz+YcLGOUsrti4c2PYitOjKl6kpKccBRVFyhdCrk3C3q+bBCfZuHcqqAYo8YMFA6mduFZGZikAKyxkvcTmMAeQsZihF55BSsYIvfCC+i97/70Eah4HL2hgeLvfZee227LTLDicdScbBSvF2sg+Rkr3G4Cp532HhzF+4f3sgarWErZOvR3G5CqGPghQ/ZpNRg90YQuljQl7hm55JxeQ9tvVqWuMKSdNYGPLqSUDOjdrO1ZzozsxRS6y/dOyC5qMvhsw8jnoELphi9gKoOECtemLC7SyIn/7ukt/PuNeqKj6rnu33wkbqWNQ8tW8iCfZHU0G13Y/X0AdeEYf5eX8g2uT9qWHtbIrhlg0iEdaG4zkSqTciQCNXyYWbkRzCGpKhWLy/kLf5ZXYaBhCRWnjJJNP6fxaJrjGPm7e0uAthVF6CENZUjudXi2hcDQHOyomkKfmUNDvJxlR5/KeU/8C8U00SwTXVUpnNdra3aNgoLkEzzAWTyAhYKKhfRC9Cwn7tw47W/n0/RaSZKtjKJZFMzpItzjIdThxlMYxRUwUu1/sANMYXz0r/TywMEXs1IclJQi/Zv8KiW0MolGGimjmDZ6yWM1iziS5xPdiGPhytapOaWBxpdKiQ/a3U+BqiAVR7QSD2kMNvmGxixAWigW7NfUZY/LEjgbIOdfKj1XGAQeUfG+piB0iKkq7jHuABLA5WJSMEpPXjbGGHNviSAvOFFFOoF9g1jtNoq/9z2M/gEGH388Zb7wePAdcjBaQQGVd99F81XfJF5bm3ZbMhql7NfX0/z1byANAwwD4fXimjKF3PPPe68P5T3F+1LkLqWUQoi0TEQIcTlwOUBFRcX7MZyMUJxDulgdYYyuCI5iL1q+/Safe9YUeh+uYyhXCELgmZtPZH037EoHaQIfWggh8GoBhICG0GbyXWWoYh/9LAworv8MTe4/ktU1F6noDBavwPSEKC5O7oYxLcltr+0kMuZailsunthyDoeWruJFcSy6SK4u1yW8IxeijxHPzJneR25VMNHZljjeDENVRzliLGIlv+A7PM1JdMki5rKao3gOzzhtHt2bs2l6dYTkDPdFmoqCFIKu3GKWHnc+McWL97VeZi1ax/qS+dxywdeYv2kFk/obcFbpOAq2ZLbqgUQRu1DAk2d3DhYv7MYyBJ3r8+3jE5Ki/bspnNfH9ifKCXd6CLd78Z5lEsHLFGoTop7Sgr7tAXprA4RUH90teViTk79/E5V2iqmgnhLaqGUad3IZXsIcwQsp49SlHefSMMkqjTDrwu0YMQVFHfFfdFgmmsdEDypICYoEl2HiHtURKkyBe6OCME0GzrX/SQl1D5VQvSpMee/g0PigP5DFrJ/8hGmHHU7fX/9A4+pVGJZpS2wAcxs7kgrlJzCBvYWMxWj60pcp+dlPKbj8cgaffDKlq1AaBlnHHQeAe/p0qv97P1sPXWKbgI+C8HjIPu00/EcdRc1jS+m7/78YnR1kHXYY/uOPRzg+WrIMY7HPrHKGUoSPjSpy3wIcJaVsFUKUAi9KKdPLvA7h/bbK2VMY/TEi67rAkrhn56PluWn/3SqMrgnBvI86tg28TWu4jkOKzsChZGiR2xuoYEkdIYcK7YWkf+HTzDrrR2jaiGdXT9MAB/z55bSxEA9w3+SVnDn7OMLClzJfweSf8uIkYUvLtKNLKTY02B1ujkwFWnuI4SjV+junYoRTb4Z9WTncffYVhLx+XDLK8cYTfFK7KzG/mzyWm0fx4uAxnBJ/lOPyn06nMZh2v9ZQG4OJhoWCw4hjRDQ0r2mLiwLRPgfd23K4u/xSNpTsz9VcwxxsgUNpQd2ycsJtXlskFImuOVkxbwmvHnhcYl+Xyb9xOC8mpQJNFG7iK5zDfymSbWjCooc8buZK1jEfC4VZbOAS+Q8m0ZxCGnc+W0bfDj9YI1+QsCSl/UH2bxhpjJCapP0XOlb20GcJza8WMbAmhyM2NaBKyUBxIdNvuZmCKdOGjsvinauvYsc7K9EMi8l9g3jj+07/ap8gU355Ah8ZCJcLR1UV8S1b0s4PnHYak35zQ+Jz/7JltH7v+0lRKvesWVTedqvdLfgRxXhWOeNbtb87PAp8dujvzwKPvIf7el+gZbvwHzYJ/xGTcRR4EIqg8Mr5OCbtmbnlBD5cMC2DqBGkLbIDw4qzT/05TVAsB0JqKNKBYjnJXX0GIjZC4qRuErl1A7kZ4kvTUMluOZyF1moUmfqgrFE6U1TDFTWVXAGJkv+HODupZUNmsFzZ1ZkQgGkJjHD6qF92qI98Txez5Hqu5EYuHEWuAPLp4SzlQX7v/wrH5T6Nsht3pGFSpyJRAAcGEkFQ8+P0GwlyBXaarnbxHDaVzEcXLjopxBy67Q00ZBFu8wyRK/toHIbOgWteIStoF7X7ZX8KubKXtPik/Ddt3YVggC41fsK1rGU+llBBCDYxh5+a17JzXRk92wJYun32pYT+MeQKQCqCtuxkAm36wQqMfLYMsHSVuKrSMXcG+Vd/i4MefiRBrsAWoy3LK2J2SzfTO3o/fOQKJsjVhx2KgpKdjXPqVLRJk9IuIi0rI7kCGFiWLGuSffLJVD/0IHmXXEL22Z+g7Nprqbzj9iRyFV65kobPfZ7a446j6RvfIJYhrfhRwT4hWEKI/wCvAzOEEE1CiM8B1wHHCyG2AccNff5IQhoW4TWdDDzfQGRjN3KoyFkaFjJiTNwsPuKQSHYE1yORvNR2P7o1TlvxPoBQILq5J/E5sqEbDMlXcTFWTtMFfAkXUuh8dvAFAgzglHaqziUEflXhhml5KMrYNdWMl6WOg9Us5jUOGxmTSE0f7u5VbSoamjf9Q9zlj3Et3+KH/IQDeCsthRTCJoSqY9fdfnYELpXMuYnhS6PoLgQ8J04kNtSB+AynJNbv35mFZaSGyywhqGyuA6CMRkxSl1EAXTj5S/63uMLxL+4XFxLGm/BLHN65ITVe7zqCpuUlbHmgGjM2QubSH98ozSxV0v8pY8yigt7tWXhjcTYZEf6z7AHu+PS51N7yz6Tt6C0THqoT2EtoGlp+PtX338eUx5aS/9nPIlxpovq7cgVII0bqqq6m+FvfpOyaawiceAJCG/kt9953H/WXXEro1VfRm5oZfOppdpx/AdFNm97tEX1g2FddhJ/MMOvYfbH9DwrSlEQ2dtH7UK2t7q5bCIeKmu3Eu6CIwZeaQEpkfKIG66MIKSWmNNg28Da5rmL0SIywMYAidiNH9W4x6qFp9MWQhsmxOMlC4VaitCCZisLluJmFiiUt/O46fm1+jVfESQyWXMGMLD8XleVT6HTQof2erdt+TjzeiRAOCgtPpK3t4bR2OAqSBqpYxhks4ZW0wxsmMmNNkdMvKyg5oJPmV5MLzYVqUXpgJ5YJoR4PW9yzafFXcBKPZey82xUGCOBATzuuFAPmIcRHyRzsFDX8XX6Fz/E3W89LyBQZBc0yKHB0USYbmc87uNPUnkmgiA72523eEIexzDodmYYd6g4nvdn5WIZKPChoX5tHycIu/JODDDRkMfpCsIRA9wbYMGUGhy6Yizy9grbQ7zBHRaB2PDmJgu4Y3X4P1lC4r9fn5rFlD/HJhYsoXrAQAMUfYAIT2CsYBkZnJ/WfvYSpzz+He//90wYRhNuNa/ZsoqvSNIANwYpGUdxpXBjGoOvWW+n89Q3JEy0LGQ7T8ZvfUHHLLXt6FB8KTCi5Z0CsYYDu2zdgRY0kPSEZNzG6Igw8W59RZ2gCHw0IIVDRmJl9II0spFMa5FlRRDoDu93A7trxSAvcM0Z825zlfoSmIOMWB6FxEMkpZ5M4fYF3CIWjBHf6qWlay9FX/gc91EfzO1msWKURC0LlvO+y+KglOJ1+Nq7+IzufK6Xy6FZQxvoLwlzW0EBlxjFaUjAg/eQrI9rA5tDRGag4MRJ0xkGc/Jm2dlXbikL0kIbTr1N6YAfSEqz/1wyi0oVixSnO3wEnSEgtJUNKiAcVnFlWxkiWgzh7qtp0IK/TJksTDQJviiWslAfy7ZYfpg3TCUvy+fJ/JArhg/jwEkoK9w8X3F/KP1ghD8aStmejHMPNHXqcgu42+/hMhVB9Oe5ZR1EzP4e3utaCHsOpx4k7nESdHu4554scX13BubPt76bYuJCn7vgmLZu3MNjso6QzRHuON0GuhmEqgjfu+CdnLvgrAFp+/h6dowlMYCyM1lZqjzoas7cXORyNGqqdEx4PgVNOofCbV1F76JKM2xC7kfOPbdtG541/zDg/sia1C/ujggmClQZW3KTrlvXJtjmjMdIlP4GPOoQtQlqAxiQBP1FUbiLITfgo2MMMukAghYnu7kbVfaiGb/TMITNnQe4501B9IwXhrppsHKVZxJuDtl0OJOrATKlTO7CadTuWY70zBc2rM+OcHTQ12SksyxBoNYKdj1ayfdVbvPSvmznxyv9j+b9fIdKfzcZOHxUXtid89GwD5Rhf5vc8xcmZj8WE2DsKcvEIORuOEClI3uJAuingMF7CTwiA/Bn95M8YEeQMtrmpXVoJljKicN6ps/2JcmacuyOJREkJsQEHDm+qlMJoeIlSy1SmYNdmSHZd53AcT/IKR9Inc4kJD6phjyXe40yQKENR2TxtHtuqZuINh8jVolSxAwAP4czdl5hMookGtQpnNIwOWEMePYpp4I/1M7NjHXIozWj5Sjns9OsQQjDljCD/d/9DeLvaaMstomnaXHLcbn4y1VastkIhYmvWceisz3LnS79DmjGKB4J0ZntT3+2EoKt7xH7GUVoKDkdaT7fR6winM6FRZAixx1Y5E/jfhtHenjxBUfAfeyy5n7wQ78EHI4TAf9ZZDD78cOrKikJsx07cM6aPu4/+xx4b9zpV83ffRPzDhgmClQbRTT0TBOpjguGIkxfBPDQOQuMFDH5BhBvThVnGQX/Ja3TMvAupGKCY+Dr2p3DdZ7EMBZfDR9bBZQQOn4SanVzPIISg8PNzGXypkdCqDoxYjM3tb7Gx+1UMmWxiXHZwB5pnhPgrmkRKSfmRLWx9sAbLNHjypj+gqBZIgaqY+GQwhbRo6JzIE0nTpDX8f0H7O/nEep1pHYAVy6RgQxuDG128NuNgjpn7Ao4xyuSWIdjxZLktIZ60E0F8wEm0x4Unf1Stm4TBZi8FszIrpg9jCrWJIUkE1lCxezpIIEiAw83nKTQ6eb3xUDz9g7w991AaS6sob9mBpWrcfdYX6MkpQHe4EJbJZuZzCf/kSF7ImHoEcKDjJIYjHuO4l5fSNLmKzTXzEZrkQF7jAse/CVw4SH+9j9rllTw7dREb1m/nj7Mrqchycv2RHTQ234u0IlhZB3HwtO/hbWul5+WX6fjNbxCqhrQsTvD5eGdmJapsSysmKixJjsPFtqOPweztxVlVtevaUKcT/0kn0bbsSaSAjVVTmV+7GWcGI98JTAApUXNy8B1ySGKSu6qSwXTLCkHwhed3SbCkMU4ds8NB/uWX7/14P2BMEKw0sCLGvu0km8BHAh4Ex+PgOQzWYBJC4lPEkHv8+NdDOHcL7XNuR6o2ITLjCuvXttFffxPCUnGrPg52ncWC02rSri8cCoHjKgkcV8mqxx9hw90vY0oDkCgOayhqqpJTFUoVyxTgyY+hOEwsXUVaJlKxAIWyQztQ0kjQqUhUdPShXjyJoG9tFlZcoW9HgFifi8L5XentbBTwiwHy+7oQKy3qGiqZdvoOO0A3hO7NOZgxlXQbkNhm1KMJlrTAmxfD0hVUZ2rufTTPG71FZRwDKwmE8XKj/CZHbHwG59sDHKUvQz1e8rZjCc8efjoXPfR31k9fQHdOIYbDrtWSikocldvl5zmQ1/AQI4QXDQMXI4TXHFL7+oH8CW9GD8a3vYvZdWu5qO82ShZ1oTqk3aUA5NQEWVi9iUZlE0tbZ+K/40+cdFwd0r0dxbJrvPyPvULzI2egSCfE4oljAJDhMPNiUXyXX0Hr/XfR5vdijbLEUZCUr1qHEbMjAbHNmzOclVGIxRh45BE8Q+d08ZYNKed6AhNIgmURb2xMmqR4fQiXK0WtXagqwrlryZvAiSfSe9fdyGhqrWPeZy4m5+yz392YP0C8lzINH1m4puZkjmBpAjXHhXCk91KbwEcXFjJJ7MBAIjSF7NNqQBtTCF2ehVRGTKRD+WtR9JFizh1PT6K/wYe0wMIkbA7w0qa76di+fZfjyPOWcWjBWZw6+QoOLzqPiiPbmLMwl09UfwWHlT6qJqUdeUp8tsCRpeMvDY+bcmtiMgMEAEH7qkLa3ykk1mffFG2ClAozLhhssuvEpKkQ73QQavEm/WT66vxk7JSzBN7C5JupooGnMIZlyCR7s9HvOZl+kmLUfLs43y6PbKWU7/BbWkQ5T804nZ7zJuG4VCW/cgApFHpyi7jlwq/z2uJjEuRqNFRM6rDfvv/EVTzBacRxEMJLFBdNVPAUp+IUOoe6XyG3cgCJoGhuj02uRo9RgKpYnMJSzlPvprZiMrqyCWuIXLlXCwIPKShREuRq7DFawSDNf72JeQ3tVHb3o5oWSIk/EuOAulb8sb1rHBhLXCduaxPIBOFy4Tv4oKRp/hNPzLCwIHBShnmj4Jk3j5zzz0N4PPbbm6KA00nR1d+i+Oqr985Z40OCiQhWGjgKPGQdVEJoRdtIh6BqE6vsk6rwzC7A6AzT/0w9sdo+ZNycSCn+j2DpUISiAoVsFJQsp+1POcYSyWgL4yz3Ea+3pQHydpxG/vYz6S97hcZJ9xBq89qGxqNgSZOVTzzE8Vd8Hk0LpL1xxBoGcD4fp8RdjSIUfFo27siZ5HQfhmK5yG46it6qZUh15GFqmbbf3vD+fKVhJh/ahjM7nrDIyYQKGhPq6J7CCKHWEQIXavWmLG/qgki3e6gDbmj/hmIbPE9y4CSOwEJ1ZeoAkeRN70dzp6ahbI/EoaWG2JIRV3C4rSQSle52q0dU+uoCCEUSqB5E85gU0s7v+Qrd5FPo7ERxyoTCfCnNNMhKwl5/xnMjUfAQJoKbjcxlnVjAk/IMqqmjjxwaRRV5sotTWYrqkOTP72VdbB7zXZmjR25inGw+QfPbs1CzBbLc/n6ynlRR4uM/SFRLkhOKogCzWnuY2doDmmafj121zO8mPrqPsgm8J1CUEUNnTUPx+8m9INl82VFcROmvfknrD35IQiXYNCn56U9wlJXt1m5Kvv99sk87jcGnnwGHg+zTTsU1Zcq+PJIPBBMEKwOyT6vBNS3XJlmGhW9BEZ65hQhV2Ma7zYMYXRGEpqD4HJg9Ez5fH3WYQAiJF/jRkNmxORBD9kRTHzy6hd4cSkxXTXv57JYlDBpdCLUWOYZDSCQNW5fx8iv/xOHIYdrUH1BScvrI/kM6vQ9sQ+oWpqeX9ikPEspfj2r4EKjktBxJ/vbTiWZvJ5K7FaTAkiaxQYWGl0oByCoLUXNSY4pFTiaoo8qlJx3SQe2jlVimwJMfxVccQVowrFqhh1Xa38mne2NekrRBKJDFQE6cfHbyB67GT5Dz5tzFYLMvSbZBAsIjKD6iO4UomXGFULsH1WniLYrajlSWQBtD1NIRAFMXbLqnxiaYQtL8WjEVx7SQW2NXhhTTkbSeAL7Br/kt3yFb9tNLPs2iPHmj0iKLQWqoI4KHi7iN6XILrUziMc6kccjbXpcO4iENZ5ZBLMvDxunzObL9ZQJlqXVvw1AMyYLt21BXqfRfBJEDLdS+3aM2YzsZsSySQn67iYk04AR2C6N0Xtzz51P+h9+j5uSkLJZ92mn4liwh+NJLICHrqCPRcnOTlgm99ho9d9+NNTCI/8QTyTnn7CQJB8+8eXjmzUs7jOiWLXTffDOxuu14F+xP/mWX4cgggPphwj6zytkX+LBb5Qyj/5l6gsubkMO+ccOvxRP4SCOE5C10FqCRw2hisHvyC8OIuzp5eNvNKREsoVgU7tdD2SF2t5eiuJk396/k5R5O78O19Ly1g3CsH7dX0Hz4z7G0CChD3nuGi5zGoynadiEA0awGItmNZM2ZxcO33Ipl2Gxu+tnb8RbunlDq8L1TYvvtLecoHpLncFXk11Q46xFC2mrwQyKkZlxh411TMeP2xN5AHo8efyHduYWoqkUOvZzBf7mLS/gzl9O30k/76vxEFE11WEw5rQF3bjwRoUKBzo05tL5WPLKc02LKqfZy444fsOKCrQ9VEetL1toRqsWci7clCFo6QmEhiOJGxaKRCm7gBwSFHdFyyhg/4XuUU4+KLU2hYWIiMHBwI1ezzprH3G2rOPHlR/CWRqifP5W2bcUs6n+TmWfaqeB0JEvEoORqB8IQWE5J+/U6OXeoqN2C/vNM9GqJiILvRQX/MhUsgQQ6Aj5ac3xolkV5zyA54b0TxB0+9cNdpenmTdSOTGAshMdN2bXX7Vbabyw6//o3uv/xD2TEtpUTbjfO6iqq7rkHJZ2I6SiEXnuNxi99GRmP2y8TmobidlN13724atLXtL6fGM8qZ4Jg7SGsqEHLL99MtNNP4H8HcSQGdkfhu4GphnlOXkPv9qxRkR6J6rKYed52HL6RdI4em84vl3+F2R3PMTVYhyZUhNDJn9ND2SFtSQ9oYTqYsvz3qLqdnosq8JXD/FwlG9h07+04Av1MO7M+ySomE4Z/9qO3H8PJIFnk0pvSOSelTWai/U7qn5tENOLmb5+8mrA7CzlK68YtwxzMq3gIcy73oIZNQm1eVJdJVmkYodjbiupObo98np2xGi5YehtK0u9J4vAazP50bYLcZULza0V0rstj7FKKw2TyYW3kTR9ITLMQCVmGsTBQ2ch+XC9+jCrjnMUD5NDHAbxBFsGUMXTLfH4Yuo6LH/gb3mgYoVjsLJ/Cg8ddzDc2/5K5MzehamnuEXHIekohsMxOHlhuSe/nDIxCiRUAOZonxsDztkL2nRqrqkroyfJgqvYJVC3J1PZeqjv70hKlsUhHMIdlGYaxqzTsBCbgmj6dmkf3zPXO6Omh9uhjUovgPR5KfvgDcs45J+O6Ukrqjj8BvakpeYYQZB11FOV/vWmPxvJe4IPyIvyfhNEVQajv4vajCoRDIfuU6pTC6Ql8cJBIWrD27MGS4dcTjRnozVVJ5Cq7eoDpZ+9IIlfCcBNomM31cZNLfXMpc09GyjiWJenalE3X+uQQO5ZGLMvu4Amr8HSJxmoPPJjVzX6f2cK0Mxp2WXOV2HeaA3URJ5+etLIE0hTUvzCJHU9WYMYUoufnYHq0JHIFdiSsjGbKaeQePk2Ht4TsmkGyykbIlaULruv+EW9kHc6cje+AOZaICExdoac1hxUcMLb8LXlcEiyh0FxcTlNJBdawAaMEOUah3S7mTw8Nk1lsIEsO4MDgGJ6lcCi1mO6ayJG9fOGR3+ONhpEIGoprCDn9KJaJOdOTnlxZ4Fkh7KhUYpKCdIDpAznWK9sFkcUWHWXuEXIFIASmqrCtJJeYpu7WNZtumZjLzfrqqSnzJ+5KE8iU3zY6OtJOHw+Rt99GOFKN4GUkwuCzz427rjU4iN7WljpDSsIf8mAMTNRg7THUgAuZ8kCwoRV7MHqidkv/8CIOBc+cfNwz89AbB1F8DrwLi9By3ES39RLb1ve+jX0CmSEQrMPEAZSioOzOY2bMZTAcDXarXk4s/iymNFjd8xw7w+upOKotSX5AGC4q3/gpaiQfzeEARy6l7grW977CloEVSEOhY00+hXNHlNR11WSTqxA9T+XhcgfPFmss2foM51T/DTR2yyg56ZjTpa/GWT7a48KI2LeM7XXVmPNTuwx14aLDKOJUdSlH8kJiehyNvp3ZhOtd7GyrZOe50zA0B95oiEycMBjP4ia+wcXyVo7h2cSYpa1AgQA6ZpVx0+KrMBV7LIplccbT91DVXkugYsSbMIaTFziOs3gg43GaqFRTy1k8QDZ9BOinh3yy0nkcSokaNRnw5XDPGZcR8vgBie5w8ShnsT+rUqOAgO81NZFulqokdBDEp0mIQxrLQzCgfkYWZk/qlyskdPq9VPSmVSFKwtApS0FRb+8EofqYQSsuxujpySjumXXCCURWrMDs7U2Z5547d4/3p2Znp9e5UpQUxwGzrw+jpxfn5EkIpxPF7UYo6ePOauDDbwc1QbD2EGrAiXtGnm3WO0YbScly4c73EN3aO9J1ZlrEtveTe9ZUvHMLMTrDYIHRHSG2Y9eiihN4fxBFEkTSjMWkUU+63ba/kZKIGcSpuNEUBwjQcLAo/wQiZojWFb2UHtiRaN/PaToSRzQXZVTYQlOc7Jd7ONuDa9GtGMYomQRdamxRpnPt/OrEtPyedi7Jv429sU60ZR1sk+XdXV6PqGgeA81jULi9BTlHwJgXU0c8hvelfjqKcykaRQ4dwmBz8RzathdAji1WCg62Vc+monk7TiP5Zm9ZCr8t+R66cHGneRlZq3ooq2zFLHTSrpXxLMdTRjMv5x1NTHiS1n3w5E/zg7rvY3gcCCQGDrYxg1c5nCB+ZrCJhaxEI7kLwUmc7/KrxGeBxE8fMZxJ+leWIejb7kcaCo+ediH9WblIdeRE7pRTeJFjOXaIFI7aINKQWE6JVCVdV0r0KgtFAK6keuKRfTkE/ZHk4xv1reAwzXeV0msuLKK4r3sv157ARxHm4CCOsjL0+vqUecLppPDKLxI54nDaf/HLkbSeEAi3m6KrvrHH+/MsWoSSlYUVDicRLeF0kvNJu6bUikRo+d73CT7/vN0ZqygUXXUVuZ/6JIHTTmPg8ceTUozC4ybvkkv2eCzvNyYI1l4g74IZtF77JjKSfIOO1/fbr4qjcxoWWGGdvse3E93QjTSkHQHbhXDlBN5fuBF8kuRiyz0pbu+JtZLjKkIVyT8pTXEyO/sQXli/EyOqUHVAFMUTJdC6BMVKLe60pEmeq5T2yA48BVEswy5CWiMW8Dfx1aRlj2p6Gs+c2Lg6V0nHM+oBHg9qaC4LqYz4/qV7wA9Plw7JpPM7yfP0IS3BNOpZ3ncCTTlVCQ0p1dDJHuxl6o5NtO4swpllkFNtR1cEcIRnORwDnRTyBOcBsGnafBavf42ivtahjkOJ0CQFi3o5xf0Ed3IZwiHRFsGPHb8hLkaKlLbIOWnfbA1N41czruVgXiWXHrYykx1U42eQpziVNziM6WzBSwgnOiYCEw0Vk7HdKi4MnuZEjpLPo8RNFFUy2OSj6eVSgt4s2gtKk8gVgCGcPCNPTiFYutDo+YqBe70kVgxGFSijwndjz73UoX9HFkYkVaNr+JwWDUbSzhsLBTCFwFRVDFVDSMlPP/9/nPLaC7tcdwL/W9AKChAZDJi9hxzM4DPP0n3bbXZEXgiEx4PvoAMp/PrXcc+Yscf7E4pCxW230fiFL2D09toRKdOk+Ac/wDNnDoBNrl543i5kj8eRQPsNN+CYVEbJj3+E2d9P6JVXbGuneJycc88j96JPvZvT8L5ggmDtBWTEGOkgHA1Dpn+VNCThFe1pZkzgw4o9IVddWDxnBjlLFpKuPM+nDYWyW49n4LkjsCT4nAolDgtFjOk0FApRMwIIwm0eNt0zBVNXuPvMS4jlJetSlXsb97h7dZhEqU6L2kcrKD2ok6ySEKYl2OqcxToW4CXMobxMAV2J9VQJ+f7hdJK908++8zeW+45lzewDsBSVWdvWcODqV1AtC8Vt4cpO3+VWQCdzWMtquQhT1Rg8M5+5W9cR3O5FdVkUzuklqyxMIU/ziDwLH2HechyKMSZcZgotg8WGwBAOGmQVLqL4GWAWG+imgE9yJ1kM8h8+TREdzGY9HRSxigM4mudYwNspW3udw/mvuJArX/oNzo4Yesgeh+51IjI0CUVJfYBpmEg/RA6x7x3pUnbmUCF+TLqJrHHR8E7pyEwpUa2hOkEJB+xoTSpS3xVUKRGGgZCSlxYcyNfuu53yjjT1LRP4n4VwOhE+L/FN6bXaQq+8Svi115Gj0ocyGkUtKLT9LfcSrppqpjz7DNH1G7BCQTzz5tnCooDZ30/w+SFyNQoyEqHr7/+g6sgjKf/Ln9Hb2tBbWnBWV6dIQHxYMUGw9gJWdBxRv4nA1EcWcqiLUIOM5GpYuX14/v1Onb/GIzi9hZyepojGkiaySGPRwuvY/EoHLbq9fqdhUqgJDvSJhOCoJS0iVpB+o5XhJvrhh/n5Lz7Ak5/+Bs0x+9qLSwutdCaW9Q6qunsdrULYfMTUBfFBB+68GB1rcnDmxvm792usEQuJ4UTD5EHO40p5IweJNzNGyPy5QRa/8zqL172eMq/ymBZc2akyC8MyAEt4kTXsD1JhtraRktndMDs5VWWgMZuNnMO9/JlvYO1BLvRceTensBQACxWQqJgomGhYHMTrbGcKN/E1vsZvOYRXyWRzfC738Bu+zwOzPs2Zjf9BFQaKlGQF+3HFoykq4erR1wABAABJREFU8Io02J+3E9IO9rGoKSnJdLm9GG4e6P4Uix6pY/HGt/G7OtlRnEPI5aSis5+8cBTNkuQHw+xGs2gKFEAxTY5bmfqdTeB/HzIez0iuADBN5FgvSsui//776X/gARxlZUjDQPH5yL3oInIvvACxm8WfQgjc+82h59Zbaf76NzD7+nBWV5N32aWgaRBPvV8YowrcHSUlOEpKdmtfHxZMyDTsAYyuCD0PbCVeP5ii7A2ACorbgRXaO8uKCXywkEhasSjJUOQukQwi6caiGo2NmHxNCRMduhbOxcEVuPEwQpgkErmgkCdf6cA0kq8ZFTjIp1LoUBIRs77yF2ia9DDbn8kn2utACI28sgpO/eq3yC+vZH0wQlfcYP+AlywZ5qUXD0RoOkZMoDokUoKhOHAIPWP8bfgnbxkCRf1/9s47TG7qauO/qzJte7fX694LuBsMGGxKaCZ0AiGYToAQCC1AElo+egs1EAKEEHrvmG5sbGzce6/rur1NVbnfH5qdndmZXa/BBgPzPk/CWiPpXmk00qtz3vMeyWwxhifE5UlaJrcM8U/Ow0PqSJTh11j6Sh+kkUhHVY/J4N+tadcuYjNduJU7CeHmfP7FOKYkmJ4CWCjYEnRh8ySXMI3x2GLn74SFcgd3cSXeuHmn0imFcNNEJrnUorUau/X6cxjFf7kQrSrM2AVTyK+vYkOnPswceQhBb2bchpIcWcdt792IHCTJ6lKLhonwWAlEVQLY0CqASdDy0vnPCu6QiSqlozhQBDN7d6GoMUC/7TVpUXoaewWE10v2UUdSeuedHd6m8uGHqf7PszE/LHA8sRAiYRkAikL2ccfR5e67dteU9wjas2lIR7DagR2x8M/cRmBBJUIVGBV+ZLiNaIHAuWH6NIRtJ+mz0kiEjeQbTNwIRqJ2OB23JyEQFCNoRJIBaHFzkjgPO4HgWyx6ovEBEcJxRPt1DCqQnCd1ekWjWapQ2TDH0d61hgVsN2yKdMU5fl3QbeTZFPYYxj6jA4QCQUKhDWTl9iKnUw5CCPbJik8TZjN6zEt8/Nwf2TwzG8VlkVUaIGLqrB/Zh8OKpiRHTWjR+jQL7r9hXBK5AlCwWMFghqVImwGIDEnV8V3QPg6S0xhXjdbcnLodZNDEddzKNrqwkOGM5WvUOCG5BBQZFYADE3mbmRxIOP6WFS8aizP2uoL7EsgVpM7cewijE0lZ7dcaI5nDEBajFZqoh1s8xp/4hgOTGJKGwY3/eYhBC6pQJkeJtkuh/kgIHt3yXQgcHypFQkh4EEhCePE+k4Ev2FIKrwCKLRm4tYrlpYX02V6TstgwjTR+aMhgkIYPP6Lw0ktxde260/XtcDiJXIGTgtS7d8esqGj5TFFQfD6K/nDpnpj6D4Y0wWoD0rKp/NcijIoApNJbNcPR5cbuylZl0FmmirSQvR1YgAFcRwAXcD8+hu8Fl2MEyEJQjk0xCi6cr1MgUIEs4CSclFA4ljBswVRMDkSlJxpq9OGv2qmTTwLQ48Iaiq6SObyMDK2IufNOJxBYj2UFqKj2sG7d/YwY/jzZ2U4riVBoK5FIFZHGTLZ9W4y0IlhBhbq1OQD0FKtRf2Uhd2LUCaC09ptI+Cz1i4KFIIiPtwpOp+7MfHptWMHoBdPI9jewtXMXhqhr2x0zj3ryqKcX6xjDLL7gCPbjGzJpQifCdjrxgTgeH40cymfkU8uN3MRz8jzW0hcPQfKpYpvsgrQVem5cSV5OLQvzR+GSkQ6V1dmAgYZKYsQ5lbu5gIRI3hF8xFzGEIkrjBDSpiBYw7CFK1DMuO81IlBCIqmIQBOSEC5e4Uw2yh5sDXbhvfm/TznXfH+IMeu2RpOdLSSwresqjTR+EGgaoSVLOkSwrOpq2nrzsv1+yh56kKp/PYm5fTveUaMouuwPHdrv3owf/4m2lyK4pNqxVGiPXEGSF1JsmSITSZauoGbpWDXfrb3Fzw06ggPRUHFIzRUE+IxMXHvY+7a1hqo1vAgEgkIEf6CJ8eh0QnAQrpjDe/OP5lDVzVRhE2jl6n+Q0Im3f+ysCxamGEsAZS5nPb0sk/zf9Edxq6xb/xR+/xps27lWbNvpc7l4yeWMHvUOS5b+kfr6OQihs3V2JpaVj+o2ye3ViKLbNJZn0m2/7R2uLjyEL5kvRxEWycLsgSxNuc0sxvIi51An8gFY12MA63oMAGCodPRHehvkLB4KEjdhjuRDGslkA93px2rK6c6XHAFC8KU8kqN5j2N4j5v5W2zbsHSx9bMi6tdlO+1+8jSO6/MGUppYQwWq1v4LTgQ3cxnFgUxPWN6avKQ6jVk0OD/9WL8hJ8kbkl7+e9RpnPHJu3jjysrDXUXqCk0UIrhZrQzEqwTanKudKan+ewjfdAX3+x6+HDaWI2ZNS7iBpx3Y09hlKAIlKxu7sfE79bRESrSSjumi1MLC5Jx4FO4+vck8+GAyDz541+ewFyPt5N4GQqtrkZHv0Q7Hhoz9OqPmuNEKveQc2YPsI3vufLtfEBRavBVt4A12v3atdYypI6nIKmx+h5+NSJ4kwj2EOY0mtkTZtMDpDTc6w80YRac5uaYAbsDdagxNCMZmquiAtMMgIyBNCE7BVurxjSym5LLh6EVO+m/79ndi5CoekUgli5dcQl3dbGw7jGU1YVsmmaUNDD5zDaVjd9B5TAX9TlqfUmDeFvZhAYfwOS4ZRpdhPDKIW4a4knvQSV3QMY0J1IpEk0Cv9HO8fJ1zeLLdqFgqKEhyaKQfq5FABBeqZZLdWEvYcvMmv+EjjiOIBwOdRrJ4QZ7Nlm2lgEMs1FqTxtk+ahbkEK51YUWc78GyFCLSRQAvAbwE8RBBZzLH8gnHppzPzq6SIirZlwUtISkhQAjqM3J45fCJXH71zVhx4l9ts0LETnazFki2UAaAqenM7zeIUCvRvEQSGGMhPeAfb1N7W4D+B87G6r3zRthppNEuvD4KL/49wpXaCqRdqCp65054hw/r0OqKy0XBeefFqgebITweii6/fNfH/wkgHcFqA2q2a+dpPlVEO84mr6Nk6OT9ujf8undsWeUzS/bATH+asJEsw4qpbpzKPQfbsFiPTW8UilG+sz7LQhIGvK0sF9rbn0DwEEFqkLH4SwinT+G9BHmQjOh6oDWY3IrOC8BrRAgg6YXCy4Q5A3cC0cpVYahezoyaWYCKbZajCsjrdyJ5J/ZNnENUyG0jsFHRoiRHSpu6unkQR0RzejRSPKwaRY+/BmVq94KENRIjNGfzDEfwMYsYipcgo5mFj7YjKsfwLivkYEw0hjKPMso5kg/w4cf9fYmyhMI5W/njojti9PjboQfx+qjTeYtT8RLEjw8FyWBzdmwzEf1/aQpWvd2TnO6NZJb6qbXyeGzItdSp+ezLAnz4WcYQaihgKHOThu/I1aZj8gce5vfyP5gi8eEUcbkoLy7ls1EHcuS307CFoGFFMYHj61ExY5qvCDrldGctfUFKDF3nuj/ewA3PPsb4ebNQ4r5EzzyFwAE2GdNUPEsUpCeAf5yNWSTJmJlWZaXx3SBMk+CChcTEju1A69wJOxB0DD8tC++wYZTef1+sCrojKPzDpajZWVQ9+W+s2lrcfXpTcv31+EaM+D6HsdciTbDaQMboTjRN24JsTbA0BVQQqoJvWBFaoZeGjzYk+GIJXSHr0OTccSTt3A44rukGkrsJxZbpwMBoPCsXhWcIsg6bI9C5Dk/HWtdEIZH8izBvECECFCC4AjeHsPO3NIlkBmZScssG5mFhIWPpPwEsweK/hGPqnOXYLCdCJoJjoglPC6hDMqX2KzTTETCrQqNf9igyehQgtMRAcl7Rr/nnxnqmcBgmOt2NGq4sX0lfdRn1pbOo3mhQvyEbzWdSvG9Nh1OB8Ui1SSlbKGVL3Llw0GwxEL/NYBYzno85mo/IohEXIZQ2jQ52DRUL8wkv0tBMg8X9RzBr+MEEfJlkNdXRlJlDL1ZzIF/RNbKJjLF1VK0qYG7WGFb23hc9EmbY8tl03baB+vXZ1K930odKTws7WzBPjG4ZSEqWMJSXOJPTeWGX524jKGEHW0j+rYfdbu46+2JeOOrX+EIBVvZwSHQpm/kD/6Az2/mag3mRsxOEWaamcd/vLqLLjm303+w4bQsEgQMtCh7VURtBWI6FR/abguAoG6lJhJmOX6Wx65DhMJFNm1JXxUchPB6yjjySLnffhZQSc+tWhNeLlp+/y+MJIcifNIn8SZO+z7R/MkgTrDag5XkoOGsQNS+vcEiWLVFzXBRMGoxe3FLJJaXzUGn4dBN2xELoCtmHdSPzgNKkfQpdSW1Q+guCjeQ1wrxIhOYOam6gHyr7RgmWDhyHzr2E+RyD3iicRrLredtjQDU2zbUqFUj+Toh7URiB1q6JaLOYPRUcsXsLJJJ+aNyBlz8TTCBlDxLmU0z6orANm0WYjMvsR6XoyyZfN4px0cVdgHAnj3Zz9SBm4MMQzjFvcBVyXfcC/jdrED3XTkSMuQVXVg3lUzth+HV6HLYlaR9tka5q8smmIWXqL05OhI3CXEbzpjiVYnZgoXEe/6KAmuh5glN5BTfhlM2hdwZHqO0kW1tP9duK/Zg/fj92FHaiITMPW3NuU1IX3Mjf6M1qVGk7F84AyOnvZ5kcwVptAEibtT0HMmb+VA6YNwUARbO5dOs/eC/7ZA6UU+nORsrpxtucwgbRm0/lMXSlnIOYCjjEaQ196cZGPISxEJjo+PGRT13CQeiinVSsolDeqYvzd/QL2UpX/soD7ZwYm6xAE303J7YxUcKg+JvJVXRZROD7VsEslOjb0wQrje8GNS8XpTYXq1VTZeHxoBUXkfe735F/5pnOMiHQu3T5Mab5k0SaYLUDT788Ov91f4ztfoSuoBV5k8KhQggyD+hCxv6lyLCFcKuINsKtGft3pnHalp0L55uhKfhGFBOYsz21mP4nCAXBRFzMxmQ5NtkIJqLzW9wx0qMh6BqlOSHgdSK7RLAU4M94GY3B/xFCAmHgacKMaOeSd3yu4FA0JmMmUBANGIeWEEkTCLzAvmgcg857rVJjS7FY2ky7hODzXKdRqgVUAzfaQepCAS6M22ZLKMI3/myMVqaahgLP93BxVsZt2N56fBkG/U/eQKRJTRmOknE5wOaPv2U/3ud4/sotSeuHpU6gwYtLhHmV3zIl8whM1Tnn5fREkSbvchLn8lRsn15C3yti1dzCNT5duZ6e1B5WjEs16M8qVjKIOhzX5iP4iF6sdTyr4gbWhcVE3uEreThVohhDdzFzxCHsu2IO2ZF6PPlhevfdyFXcGxurmB3sywLuk39hmdiHl+TvCOJlDN+wgJH8l/MZwHLGMIMIbqZxCA3k8iCXxIZWsNludSLm+Jmye/YunCEpycDP3c/cliSOda9WUIwU3mwqKI27Et1tOXVpUXwaAGZVdbTCLxEyEqHw9xeTe/JJP8Ksfh5IE6ydQKgCV5fMna+nCIQ39emUpk1gcSWh1bVgdpAp6QparpvcY3uSObYzFQ/P/9m4xOeh8DBtn1MnMqRyXJS0+Hdx/wKn3Ug1NmNQmRUlOdVxIvXmcZr//gaD+whRHT3JreM7NnB2GyTPi0giWC5gFBoaMAeTACSlHUPAA1+t5cyDe+JzOdfOhmAYlwKt6yssRbC8qJawUg5qNF0nwJVltfkMj19sovIUl+IXmSyTQxjEklgDYwuFxWIoD+Zc1xJParVTW2hMkIm99TrycJZtcA/R6u/mS7sH6+mhrgcgjAsFyYfyOF4TZ3IwU9oU3YNgKPP5nCMBUG2LmlElDPGsIKd7Y6x4qYUcSdxEOJunuI6HqCOfFzmbFzmbfZnHH3iQrmyinG68xVGsF31A2lzPAxzLO4zhGx6zr2DM7Km4jAjzh+xPdV7xrhGqVtAwuL/6MrqvDdP67Ko7BFKRCLvV/m1Q/R0fs/V5TyONyOrVqVtO2Tbbbr2VzEMORiss/OEn9jNAmmDtYVh+g4p/LsCqCXWYILl6ZOPdt4iMUSUoLhVX50wKzh5M9X+X/mxIVnsQCDKBy/Hgw9EvfRcUozI/SiLOwsW5KQiSRLICi78RTPIr9wFX46EvKquw+JAIl5NsyAkk7HkUKrfjixE4FbiLIJ+lIAeqIli5vZHh3ZwozbpNdfgtJeHpJ2wLXzhMD9ciUBJpWpvkqtXyzbIMK8oy3uJUcqiljM1YqEzlEP7HBcg2SqgBVGnQjY1tft4MCVjR6GMdeWwXxQyWy1rSj83zaz3fFPvyRL+7o/iAVXJguwovG0E47ltQNJuyAdvIFY2xeaXaugubUaSFLVQiuOkvl3Epj6ATQUFSSCVDWBSLdG2mO/+Wl/IMF2FoHnIHVXPhK/dzcOgLbj3iXiyp75xkSYlumnTbsZUGXyaVefmomFxn3E7PJ0KIFMXdasghWAm7ERKRbhqRxvdFexUxikLjF1+Qd9ppP9x8fkZIE6w9jIbJ67FqO06utBIfxRcPTVruHZBPp+vH0PhlOaEVNdgBExn5ebvFexGciwf/Tk5eKk2ViqAXChGclN8k3LhardO8zfNRMXxrGMBwVIpR6YbCIegpx5LImOt7BnAnvmi7nJb1rsfLUprY1upYDMumMNMhBvctLefRiiqkFt1O2oydO4XRC6ejWSa6y6BqTA6FA3e9WCJD+OnBWrrKcs7gf05lYgQCtR5W5w1AuJJNUwE0aVDMDprwYaOipNJu4TQ3FkgayOJ5zqWCEspFT9wyyMniRY7hQ+C7RU08hDmcyUzhME7neVxtVCnOpUXAbgqNfePcxyK4cado+RPCgx1HaM7imYT1miNdk3iG6/kH4ETzFCkZJz/n24yxePPDVB5choqFJdovpBDSYuLMz7nk1RexpUCzLLZ2LcRzyDbyp9roW9qpcLWFYzsSDfkJmY5BpRGHqFXILvtZaRpYVkqi9T0CsmmQJli7HXbAILyuHuFWcffKIbCkuuP6KQGF5wxu82Mtx03eCX2w/Abb7py1eya8lyMDyPwOdm0mklXRpNyZuGP9AVtDIlmPlZJcuHC0UsU4ujANR6SfHH0RlETnOA495b4U4Ffo/DeOyqnCpEfWJvBXUZt5Oo/sqCastex97NwpjFkwjU2urswpGo5fzaDLiq2cxPv0G7i+g2fCQaGs4lruxC3CCGDH/Hy2zy1CKJKNE3tglySL7Y+QH/AbXgSIWkWkvpAFoGKxhH34L+dSJVoKPMLCy2Hys++djvLhZwYHMZy5DGBZzLoCHM+sB/kzQZGRMKsw7th6n3EEh/Fpght7GBefcHTCU6StKF0ZmxJa8+hEGM1sDhFf0u+kDXwo9sUi2ecKAClRsFEw+fXaD/nDy6+ixDH6nuu3wXpw6Fzql4nmCJxARAtrvpvuKo2fMaRsPxqVCqpK/qSzaPjwo4TGyjHYkqxDD20ZwjBo+uorjG3b8e4zBM/Qobtk0/BLQ5pg7UY0Tt9C/UfrEarzsBWq6NgFLwBVkHdqP7S8FjdtsyZEw5ebCK+rR812kXlgFzz98vB/uw1S9Lb7OaIjD5JU69jA/6JkJq+NfVhILsNPeRsPNQPo2orctTWbxij58JHavVcDfAhUYaIrJpZU6ZWznkuHPsPqNSZKyEK3hxGO8hxh24xeOJ2lvoHMzBuDqTgP7zVqb/6x8Q88KGaRW7iMQMEyQO70TVOIllYv0gZXtoG0FKQFJRVb2F5Yiq223A5GyNmczgttNnpuDRcGQ1hMIIW2zp0yPug8+A00dMx2v+UwLmZyAEG8LGMQA1iGFe1RJVH4DxeyWAxP2EYnQiXFZLAeCcxgHCA4go+jthMm0xjP65yesF0TmeTQkDQHPxkJRMxCpYgKSpXNCKAXa9AwsFrfUqVEsS1uMG5lkHsZeZ+riEjretSdI1E79d23ba/FThq/TBT96U8UX3klW665hsZPozpLVUUoCiU3/i2mv4ps3szG356J7fcjTRMUBe/w4XR74vHvZlT6C0CaYO0mRDY30jB5A5gSaTqREwmgCeeJm+rlXwVPv3zUPA+Z+3VCL2l5Aw+urKH6f8sco1MJVnWImvXJN/40kiGRfIxBFoIj0FiFRREi6cHUhGQpdkp65QZOwUVmq20i0f17iH/YSt6Opq2+xSJVe9IQMB2DOw78P/xmBlmuJvI9dc58Jcjt/8JUHgcgT1ZzhPEBimUyK290jFwBSKFgoPHOpgn8ZcuhRDK2smn03aB23LldKI5BaUYnP/7tGYxeNJ1lA4cTlkqslcXxvNEmuWorImKjkkUTAbJbxpLth2/v5zoUbK7lrphlQzwJCOGmlnyO4gOO5n0KqG7VwNriPJ5kvhxFk2gZ10SniArCuFhDP8byNa9zOm9xGkVUUEUhAZGJLsPYspnVCj7k15zIawnHHsLNRxwX+7cqTUrZQjc2YiEwUBnAMrqznnWyT6LxqBDYqsad3Mx9kcspqK1JSZDiI1TJn+1axKo9CFpuRWmSlQaWRWjxYnwjR1L20EOEVqyg+qmnsRoayDrqSHKPPz626parrsKsqkpIQQbnzaP62WcpvOiiH2P2ez3SBGs3wf/tdmRbFYJtLNbyvBSenZgSlJak+sXlhJZV/yIE7XsCBtATQScEszGpwmYMGnrcg8pG8iKRlF9NCYIz0fl11JhUIvkKk5cIsxmbAahch5eMqIB9NRbPR6M0m7F5nQgn48KNY0sRQLIRi7/jI//rewhnl1PZ/yWCUYIFYBuV9M3wUO9fzk3ciKKbzPQNT54cDslajIVqZeFu6krB+mOo7vM2AJUUsZR9MQIQ3qEipGR48WJKM1t53CjQ+5hyGjZnsOFTyXnfPMy/D/oTpnTIXC61bZ5f5yEtYjYLzbBQqKIIIS1k1GZCCoVKWUQxlUn7CeFmiRgB0uYO/sZZ/BcdgxryqSUPFybzGM1cRnELf6OsjVijjcII5jCVaCpDSgx0ruQxcqhjG6Ucxfv0ZC0b6E05XRHI6HquhMjUBxxPFg0cwWRsVFQspjCBTzkStwxio9Kb1VzOfXFnw8E18nZuE//HJtkzuQpTUZm86FTUwk/pv6Uct5moZWuP7OwuctUMKZSdEt80fjnYdMGF9Hz9NRSfj/LfX4zd1IQdDBKcM4eaZ/5DjxdfQBoG4RUrk/RdMhSi7rXX0wSrDaQJ1m6CHTRTE6J2UnlmbQjLb6BmtEQommZsIbyqNk2uWmFX3uKbsLmeIA043HY+NtcR4F58qDF7SzgXNyuxmBMXEckAbsXLkLifxr8J8yqRmO/8LCxOpomuCCqRlLSa1xOEmYXJ0ejoQBGCoWjR+St4G3pRNucaNu5/K5GsrQCoagb/HZTJR7OfxE0QRUCv4Ruxy1PrzzpFE5GK7SJn60FU9nmH1ziDjzgOpdyPWBkACYq0eG/dkRzV/TNO6Ds5tr0QIHRJVpmf/P51rAwOwkSLEYPlchAH8DVqG28HFhoSK/Z5CDcvMgkLjSwaCElP9CwLpjGek3jNGZdodykU7ud6AErYjocIy9iHlzkLUyRqmRRpMocxlFGe8gpQsFAxkzwh/GThJwuAj3DexF0yyAjmMJhFjGI2CxnOy/J3+IWznhQKL3E2b8rTKKSKagqxETzG+dRQSAZ+8uLIp4KNijO0VaFQVrOBxtIsanOLEicpBCtLe7O6Uw/uWXMPoqkJl9WW5cSehZomV2nEQYbDVD3xBFZNLWZlZYxE2YEAkY0bqXjgAQovSRWXj25v/jjX8U8B6WbPuwneIYUI166fztbaGf+s7XuV23tbotsfcvzILs7hLQwCJAYOT4y2rWkmaSoCD4I/t7JdCONopZpRh83LceSqZV6wCadfYWGrn5EKzMfiDkJ8gBFHrlpgaQEMX0XLv60gK+b8iu6siu2t66Ad7JO1FFUmVs15gElxlgQSwTucyGQmYoRVWBlwDl46aTvDdrGwagh2iqozVZcUDKhjbbeBxMdR3uQ3hPFEtU7JsHH0SmF0NlPGQ1zDFHEE0FxR6JCw43mNk6PkykSlnmwWMpybuZMN9OZv8kbu5Gou4RGUlCUEzrlWk1zE4iGcCsLmKqq21pIWt/IX/sgDHMlkCqhmHF9yC39BlYkPibDwskV0xUTjON7CR4gyNieQq+a0nhlSWPVmD9a/35XR30zj7Nce4/jJL6BYcXOWkqKqLewoKOSCv97NBwdOwBIi5ZWd6jf3Y/8O0/gZw7YJLlqMf+bM5ApEw6Dhw4/QS4rRy8qSNhUuFzkTUzdMTyNNsHYbvEMKcZVltZCsxCr9ZAhwdc1C8SW+rbeZZvwRMAujTVvH3Q0biYlMepA0E5OGFJ+1hflxTaSbMbyVC3szihDRGEfzeHABfq4nQAjJKuy2asMAGIzKZbiZhIvcaMzGTYsvVlvmpJqRQ/bWcXGRSgtbhpNm+Pv9nmNU54WAxAVkA9fgYVQ0wmYpEeo6f8O7nEREuFErQ6S68GwpsGXqn7s/M5MNZX0SllWITvyFe/maQ9hBCSsYmPC5G4McGnBjUEQF4/jCSTsJgSHcRIQbS2i8zansoARwauR0DAaylEEs5grupQ8rcRMhgwCjmIWSImImUVlL77h/OylKE5UILp7jPBpEXspjczZwTnI+1eRRnWBWqmORRw0jiGsaLW2QElWanMUzHBd6kw2fldK4xZtQs9J8lsu/6kywxo00FVyGgW6Z9CxfzZgFU1vGl5LRC6fRe+NKGn0Z1GXnYKlq0jcV7m1Tc4lJxfUR6o83sTJl80QxCr47yZKkg+JptA1j8+a2C7Kiy0vvvQclMxPhcQqxhM+H3rUrBb///Q81zZ8c0inC3QShCgrP34fgkioCiytRPBp20CS0PLVNg5Kpk/+b/knLvfsU0jRjqyNu/xFhI7mTEIegcUU0IvF9tSBtpfm2YXMhTfRC5S58NHd6XI3F20SoRTIEJapr2vkcuqGwCCvhtDciyWojOhIfnWqOFX2LyQOEOA1Xm7ETBbgIN33QKEPlDFw8TZiD3W4eCgfYiE1hCnE9gECheMXpuJu6UDHw+egy52tX41Z3qQZDipYxv2IIRbaXx/HhVix29HmJ+i5TkWo4qoc6PmmMeGxr6oRha2itjEpNVDZm9GAIi1jAcMK0FFpUik48yWUAdJabuZcr4ubfAjcRStmKFz+BBLpK1Mh0PKfyCio2vmiHyDN4Pmk/BdRwIi/zqjwrMRIlBLPlWJawD4NZTBMZfMZRhPGwlt4UUMM+cj7L7MFYaopqpui+asnnec7lEh5N+NhDiF6sYbEchoVKf5axjCE8zrn47ADb5hdSty6bbuO3JQXIbFPQsCkLWjms65bJsGWzmTlyAgiBahp0rQ1y/fPP8sTJFqd+9gGuVqkV/34W9adbjj+IALOzTfAAm4K7NcL7SpQg6NXqd7JdSAva02gXVht3OV0n+yinO4J38GB6f/oJ9e+9h1G+Gd+I4WQddli6grAdpAnWboRQBb6hRfiGOvoLszrIjtW1yPi+J4rA1T2boguGxOwcmiENG1ePbJSFlciQ6WyniHY7ne8pVCO5Hx/d4+I+bRGkDVh0QUHfyW28LYL2ImEagS1RPQvAR0S4jxAGDj+dCbyOwYtk4EkReI2f22m4+BgjoQbuZcJcgifBDyuE5AuMlLaVEeAzDK7GTRkK67ETiJYArsXNPtGfkCeacvwTXgjD/WTwN1cIf0S2ed4U6SZny8HU9PwQ0+M0Ua4UJSjYFFGJITU2NHRjRs3+RGw3W5Ccip/fjvyE+hwPxco+DGcuqrSYxNM8KS/DKvagrahLHkuRbIh0p7fm+GfpGFRRyP3cwA46RSNHAl2GMIQnafvtlHIfN3A6/6WMrUmfl1HOOTzFP7kyYbmNQoTkG3CqK6EJHz6ClLKZrXRN+vxtTmYIi1nICD7gOCbxLCfxGhYKEoFpafzd/j+26cnbgmMQOlMeyCSeIYNAwmcjmEMetfRlJYVUcgHPk0EAKaBg3zqqV+UhlBSpOyt1mg9AM1uuLFvVmD9oBPuveIFb//1g0vFLVdJwmpXYEkAHW4WmI22y39QQlhPDjWg6brcL/B1vIpX2wkpjl6EouLp0ofjqq2OLtLw8CiZN2mNDmrW11PznPzRNnYZWXETBueeSMXbsHhtvTyNNsPYgtAIvRRcPpe69dUQ2NaC4VTL2LyX7sG6OR1YcgsuqqXllJQBSOtYM7n55uHtk4xtejFUfpu6DdRibm36QWH8+ggJEyrRaPCwkczEpiNIr7TvcxpdhRRsgS7ZFoz73E0ogSBGgEsmHGJzURtrNRqLgmH7egZe/EYzGSxxdVhkKx0d9wF04PQLvT1JXOVCA0WhIBPfj468EWRVtAqPgkKvD22lAnYfg6oiLPihtEssqbNYQIadqIErZdEK4eZ8T+JrxHBl6h2lzRhEOuxLMC0L7ZfNMzulYUS8nL0FuFn9lLF/zHieyzdUFY2Au+vI6VGmhYCOE5KCe33Kv7yZ0whzADE7gFe7iJirohB3XWFqTyXRzjJzB73iWRrLIJJDyaDRsRjOLXFlDnciPLXcTYWRc+i0VasllKhOoIZ+BLOVWrucV+Ts+E0fH1tGJcCzvALA/MxjFt6hYCek+W4W/Nt3MX7mX+uz8lHosDZNa8hIIlgDK2EwZmwEI4I2lDIUA6VPZMaErfes34slLTD4rbhuRA7JV0aUlBOu6tUSopRCEXJ42rwWzRKZmQApE+krUcPNMwWUaGIpoN3XdGmlylcYuw7bx7r8/am7uDzKcWVvL+l8fj1VXF61aXEHg29kUX3sN+Wee+YPMYXcjTbD2MFylmRT/ft921zHrw9S8tCJJ3B7Z2EDBmQNQ3BoyYmFWBBM747YFleTOwruIZHVIaijAeHTU6KOjmeQ0y5U7kla8ES8fYXA6LjwIlmKS7CvuHPYKrJQRIRE9MREkrxCmHJvz0Pk3RtS7Ch4mzH+J0A+Fg9G4vw2fp0zgMTLojIKOQzYfx8cmbN4hTAMwIUVUJh4q0LsdchVE8iAhZts2keUnMz5QRG7fEIbQOYr3mDJ/PyJBFSGhOUYiBZhBBSvXEeabuIhIN//kcm7mRi7nPpba+7Ag4yz6dcsjv6KCSJcPGVa8iOcyLiCMm7DwMkOOY3++ppb8BHIFJInaB8gl7Mt8ruMfyGi93u1cTZcUUSyJoCsbqJO5IBTcMshoZtGPFW2ep2UM5j7+go2j3fpaTqAL5fyZ/+NbOZYGkQvA73k01vpGw2rlheVAUSDb18Blr9zNG/v/jpW9BiOVxOOTKCktI5oRQWcWYzmLZ2LLPCKMXmbz9fwDOXTfKaBKFAUMVAxcTB5/IhPe/xDFstBsC0PViLjcTN3viNg+3JEIR8ya1ua4wi+wNUGqeJja2GpdQIt03PcsjTQAhNuNVBSEEMhwuO20YBzq33yT3F//Gt+I1JYxuxM1//lPjFw1Q4ZCVNx3P7knnYTiTd0Hdm9GmmDtBQgsqHCiVq0hJcEl1WSMLKH27bXIcAdZ0w/YolAgyCc1keqoZqsHKhdHH+xOo+dUUmc4AZ3LSU5fxY+nI5mEm03Y5CLQUOiLyjosXsVgGzYbsekenZsO9ENhOXZszEtw0xUloXehiaQOm3PwxGoCWxM9E8l6bPIReIG12GQh6B51jGqOBppIGpBMw3S+Kqmxpq4XV8nHOURMoTaQzRT/CIRMJAdCglIewOrcopOyhcpa2Zc6slkmh9DjhQ1cVuxHExpQQG2wlArf56ylb8xE1ECjkazUgvJWhGsUs3iO84nEpQ3fkycylHmMYG6CS7uGyfG8zgQ+Y7Bcioeg058PgYEebaDcAhvBo1xJOG7fIeGlXHbnM45iKPOZxgQyZEM0YrXzAhCJgulWOWDOF6zt1h9DEw7zAlwyxPG8gatVCUQ5XbmFOzDQKWUzv+NZ8qiLfR7GxWalK3O7jaLsrY0U71OFu9SmKduHKTRGFM3hzdPOpPuydRTUVrClU3cWDxxJ2O11xPKWyVHfTCHk8XD/GefhC4U4/Nvp9N2yMTaGGXCzXOlHX1YmROUIQ+Znya8bAkBVO/SQTKcHf9kQbjeoCqV33U3G/vuhZGRQfvHFBObOQwYC7W8ciVD/1ps/CMFqmjotgVw1Q6gq4VWr8A5N7tG7tyNNsPYC2AEzpV+WtKXjrwVENtT/0NPqMFKTq/bRmpzE/90fhRwEobi6wRwEf8ST1LA51Vy2YfMWES7Ew/G4cCEYjMrRuLiKAKuxuJIQ2cDTZJKFYAc2rxPmM0wOi24TDw3BvmgJRKn5OGwccfwiTG6OS0sqOFx3CAqX46VXlF4swuJ2gjEeLLC5bN+n8CnOlpVmQRsUE0SKBt8O2VOYGhjPReYH2NIC4fy0M7cchqEFyO9XQyM5gGNBEJIezBRJJlWaZNBAb9aync4sZliShmoa45nNWAQ2f+Z2+rEy+hCX9Gcl8QW0TvWayuP8kf2ZzkCW4SOAjslmuhJKQZgjws038iC6Rfv/ncBrCb0H20OjmsXbw09n4JrF7D93CrOHjyPk8aFKg7N4mgl8kbRNJcWEhFNaUU5P7pd/4W/cRG/WYAMmGlM5FNVjEmnSyJtuISb5ETUGW6aXULS9nDPUp1nRfx8+OPw0TE2PVQ4OYiGnPf8JUwcdyLShoznngzfIbWygyZfBvH6DGLFqGRJ45fBjeU05miu5h96swURDlSa+z3Q8ixMfOmFNx2UaCMuK5jDb7l+Yxi8bIiuLrMMPxz91KluvvRakJOOggyi95x4C386m4eOPEYpC48cfpyQ3APYPFC3ViooIr0iOdkvDQC0o+EHmsLuRJlh7ATz98vB/szVRDA8IIfD0zXX+1lVkiofrzw0mkqcJ0xglVyqOXmr/DiYta7G5gCZuxIuXllSnjqNZuRYPk3DEwQHgdoI8SgaZqFyHjz/uxAyitSbNqRGUfEiEB9pIOS7H5gL8ZOIQrtbvjN2yN+PWWrYtzdyGlcJSQQLS0yqaIW26UI5P+hm35QsCZiOqUKlyCW4b7GZmoYbkDIYEtrPNFyESbePyP87nYPk505gQi07pMkIe1dzGtbiJoGDxN+6NRb5aDlohFPUPu0/ewGOcj46VMr3l6PJM9mMGj3ANKhbj+YzDmYyKldL3ChwR/hKGMIFPOIYP2/CLclKaGjYGGhYqj4srWNl7H1b3HkxnuZmwcIO0sIROT7kBGyUhEhbCzWQmJuw3govXOJ1ruJON9ODf/IEgPsbJLxh28GpkEYQNjTXvdMc2HHc1aQr6r1hCXkM17x3zGwazmN/yHDlrQpQ37ItuRLj0zefxRB9WOf4mBm5Yg9/twdA03jvoMI7+fCpyUzFT+/Rn3qhBrPAOZEC/9dz56T0otoXbNAm43TT4siipraIyM5uiprbbZ6WjVmnIYJDGDz5AxpGkpmnT2Hz5FfT433NkH/krAPy/OY1Nk85OIuvC5yX76KP5IVBw3rkE5sxBBoMtCzUNz6BBuFJ4cP0UkCZYewHcvXJw984lvLYuRrKES8E7rAihKhiVAXyjivF/u32vbPKcShNl4ZCl5p597UWs4vE2EV4lEqMqFs6D9ELcO41eAbwVNQUdhpaSkvVEwYtjDhpBsgyLj4mwGZt8FA5AYwc2A1ETqiLNKBVIqQ2T0D2gcjw6a102YU2yTrRUHTbf2hpTbAugiERirQrb0We3+qoFoDVGUGWQkPDiliFUTC7lYdzC4ICMr9molLG+80qu7juG7R6BpTjHsMjbCbdp4JY2tiIIkUXdhvGc1rSJWT3yaHC5GOudzDG8RwYtN7ghLGSL7Jrkrt4MG5WVDGYIi9o4Omfe+/MNPbmMf3Mpn4ujyJO1HMvb5FPDdtkpgcS5ZAiJoD/Lyaeam7iDA5jKoXweLVFw0osh3LzFaXRlI9UUMYXDqBLFzudSZRtlzvNCUUFK7uMvXMPtlLIFK9oG51XOYKlopZEUgsVyGBfxLGHhQ5dhMmnkNPUV5Od5GBc2UDU7D2m1MruzBCVbt3Jv3eV4cp1vveAFncdOOIJL32ghV83wRiKENR1POMTTd1yP24jgiUQILXBx4ttf8serb2Z5jz5MuvUBjpzxFSU1lSzp3Z9JH7yBpSjYWvr2ncZOYJrI1sUehkFo8WIiGzbg6tEDgIzRo+n0f//H9r//3Uk72zbC4yHzkPFkHnzwDzLVjLFjKb7mairuux+hqkjDwDNoEGWPPbrzjfdSpH+hewGEEPhGlGBs92NZERSvhm9kMcHFVWyf57h9iwwNV5dMjC1+0IRDxKLVhgBKjgtpS2Rj6jDvnkJzvKc1gdIQqMhYK+V6JFk4j6MgTkua1iTLRvIc4aQ4kA18gsFZ7YjGwaloXBA1GfUjEywZ4vE6mbiie9qMzS0E2IDEDfwTmIBGPm7yUMjA6SUYRBICSlvN25aSVSGbzYakHxoDDFipm6z22R0OIWxsKMOyW6ibKTVMO/VPUwmbnGv+k3Vab0rYwQF8jS8aE9NcFpld/Fw+pCe1tJArAKkIetVVcuIUaNAz8IVtXBaYSiGLs32s6+7ieN5O0icdy3tM41AaZFZyJMvZM5EO1LMJoBPbuZbb+au8j3yqcGFyJXdzG3/HkDpWlBL3ZzmjmMF7nMoCRmIIN2tlX9YwgLN4mmwaWchw/se57BClbQwosIWW8O868vgb91EqN5NNPRvoRUi0IZwVgrD0kCXrGWIv5KzlL9PrwyaqQ8VIpYFglQdpJ58PoUgqawsozd2BHdDwBzKZOWQYNz/1UMphXKaBALL8TTF9mseI4DIiXPPCU1TnZvPaxGP5dPyBDNmyjHNfepMu1ZVYQEFD3U7PexpppEohC03D2L4jRrAA8k45Gd+IEdS/8w52wE/WYYfh228/RDvdEXY38s88k9yTTiK8ahVqfj6urqktV34qSBOsvQBNM7dR/8G6WBWh3WTQ9NWWhHVkvUGk3iDvt/2xGwzqJ68nXpZi+01cZZkYEdtxg/+BjEqbyYYk2e8p3mIzB7iRANOjVgcnoXNJLL7lYDpGnLS4BREc3dJcTEZEjSBSEa16JPOjcaM3iXAW7gSS1Ty/nLhlPVF4kAxOpilG7D7G5GNMDkajNyrl2HyJQTcU/k1G1LxBIKWkzpIsjljUqJIcW+CTgu6GSpllsVlrX5QtgFygs7cK01aIWDog0RWTfE8t1aFk3UGBUc1oeyZjmZGw3JAuNvjH4HJtoVIpSn5rlZJzfA/RZF1Nbly16gdj3PQpe5cLlU/Qk/zvIYd67uAq/sUfWCyHJ1kfWGgMZGm7xxkPDYMjeZ8lDGU/ZlLGZh7hIhYwkjpy6c9yurIJE40ainlHnBo9WQrfMI5v5f6UsJ0CqqiMOsTvKraKMrZS1rZzdRQl7GAIC5mpHMhVg0czfOAcDqv9nGp60aNwNWYogDc/QrjRhX+bFxBIWzA7a39UYI6+HxOHT0OxbbYUdaLH9i1JY9heUMISpZVRqQIMXr+ayr9E+GveN0gXiFJwHy2wX9SQYRVbKLTZST6Nny90HdrQSyVBVZ3fbCtTW2lEcPfvBzgaK/+MGchAAN/++1N85Z9284R3DYrX+5MUtKdCmmD9yJCWpH7y+g73H6x9cSV6WWYygTJtIpubKPr9PoSWVtM0cxsy1HHN1jYs8qMKI51dd23f2foKgl/j5isClKFwJm4eJMRabAwkERzrAktXMHtkYBd5IGyjbWxCrwrTB5XuqLxBmFNS+E9JJNWxeBm8QIRuKExAR4OEPoTxUKMVf/uhMSPKWJvP2peYfBnHYtdgcwV+HiIDHdhm2NwlQyzMtmLOGAMjKkcENfpGlJ0SrHyctGH34sWETC93zLqa4SWLydSb8GpB4uu/JE7qcGC3NfxL/IEL+BeaNFGFTQg3QauIseW/JU9t4D4aaYoK2ptRRjkF7s2Isnk0bhmOtFwEXILxXR9nmEisBmyNPOq4hjs5m1cdUiIEqjRQsTmPJ/C24SWWCho2pWzlec5lIm/TiW24iTCaWQnr6ZicwBt8KX9Fg2g5FhcG5/Ik2dRzE3cTlu42ImsdQFQgrmJikRjtAvDiZyqHYkR1a7OUsSwrGML+TGOfkYsoHVER42iGX2ftB13RCmw+KDyR24PX0a1xK/P6HoCpavzrpN9y878fwmO0nGdLFzScZKA2QPZ7KW7FisQsxhEhmpD/pIa+QSAioGKjWmly9UuEd+hQQsuXIf07qQD0esnYbwyhBQuxGhtjFafC6yXv9NPR8vIILlzIpgsvcnoQSok0TYqu/BMF55yz5w/kF4A0wfqRYTWGdznaZGxuSrlcaAIsSeZBXfDP3oHsoF/DBizOx08RCv8ho0Nap++C4uh+z8HN3QT5FispHRgZVoDMcYEqEMLALnBjCDiuUiMfQeeY41YLJJJ6JP8Xpx2ygDsIMQ2DW/C1K5FXcHoSpkJzNWPzPBdhcztBrsHLy0qERaqFJVpI2QqXhVeCK0Vj5XgI4BRcfIzJlqZSDKnSYGTx2abxSes2Xx2KsFhW358+1lZuVO7icOUT8qihoWkYv1nrom70DTS4GjlFHsazXJBAPNwEsRF0Gv0sihakfsMBGAW1DGdOTNcUG08mBqqkBE3YPMjFPMUlFMkKPAQJ4+F1zuBNTmM8X3A076JjEi8fa30WIuisZACW0LlV3s6RfBhtphykNUw0BrCUbzkgtsxAZRrjaSKLgSxhASNbJtx64h2CpIxNnMeTPM85rKEvqpTkUMM2ymLkChwn+JD0kkctHi0UNd+IHqcaocsxFdySfTdh6WGmZyynrX8LxVb5QjmQmfuM4JaL/sRFb71El4rtNOV7EMfXEBouESHIei9ZxxgcZtNcwOmbpqCvEyhmWrr+S0dwzhwnMqUoyc2ZNc2JVmkaakYGnW+7DQyDykcewf/1dNScHPLOOZvck05CRiJsuugi7IbEQonKBx/CN3Ik3n32+QGP6ueJNMH6kaH49NQeWDtDChG0NGy0Ih8Nn2+M2Tt0BG8SwcTRI7XtMvX9YCCZHY0GFSGYlaIhswTUrX7MPBfaohrUHSFnqRBcSIS78DIdgwNjTlQOPsLgQUJJ1XmdgRvw7vQiF8DiVmS0APgnGRRFlTFTMbmHIAHgM0y+ohFbBavV884UsNBt4YtL+biBLKCq1bFuweZMXNxRNZCT+75DvqeWHYEi4nuwx3sYmbZOdTCPnMX1bBlSyn9d54OmcG3NEqqH3I5UnTN6OB/TaOfwtnJSLDLTlY14ZQihQqdRL1A8/BUM240ptCSCFc9V4jlLEVVcxT00kMUD3MA2SmME5G15CosYyt+4GRtBEC+r6c9AlsaiYzaCMB4+42g0aZBNPZM5lnyqOJRPUVPUCgbieiMiJRY60zkYS+jJhKotcpXQobnVOkKhUWbTjY3UkYdAcCgfMY/RKSsXw8LDFtk1KeKnqJCZH6CBHCQK9hd5ZL/nYdoF4xFSIoVg1pDhzBri+Am5ZJjHORcPYaQLZCtzYAE0HdKywDdLSZOrNFoQF43q9ux/qHrkUfwzZrSkAk0Tq66Oijvvosv991F6xx1Ju2iaORNSREFlJELda6+nCdZuwHeMraexu6C4VDJGluxyTbXQUnx1tqTpm62EltbsUv/C+FjXxu+g6Wjf2MD5PIDkxehDaVFKBybnFChNJsq2IGpFCGFLhA3Ccow5LycQ2655zAYk96UgVyrwZ7xkJCjBkhFEMgOTda2OuxEojpqNuhCMQ+POWBtqx/eqNblqRgSoU1vOiQ0pm1R/EnWslyjcPftPjCmZh1cL4VLDNLPn1lvZqKyv647aZMS6Qj/arRfXqPcwlUNihOwk5VWesc6h7zcredw4mwv5VwK3UFQTl+bHJZNTg4alsKy6H2FLT+IjbsIsZhg7KEmI7kSEm/X0YRX9qSeHB7iO+7iBV/gtDWQhJWyiOzdxOwfyFU9wDndxFf/iHCooSboiHG8xF8sYkrBcCgWvP0C3LWvJ8rfhDSclHhlEkRZIm+6spYDK1ARMSrJoYAM9ieDGRuFzjqSKkpRXjUuG6UyylqoZKhbuSISDFnyLK2yxrnM3pBL3W5WSTNmAisnVPMoN3Me00Hi2PWJQ9xsDqUsQjp6x6CGd3GdUPHMF4oetXUnjJwKhqshwBP/MmcnRLNOk8bPP2tzWDgRT6xBtG6spdZYkjV1DOoK1FyDzwC6OBUNHoUDhRftS+a9FYMb9qCQ0fbUZJWNXupTBfqjMxSQE/JsQt+HbJQ1WqpTd4qixQQGCuZhMwaAqShqmYKZU/EjAztFRy/2IFGlTE3gfEx9hLo7G2tZioUPS/nKjxqCpjqPZHHQDNm8S4b0U7Z5tIASxx74bx6y0KwrlOyOhIvHPA9D4KoVRZgR4Npp8DJg+3lvv+M14bSi2BfWqJJziaxBSRc10YUUJQ1D4COLjWXkRlZRwMq8CoNuC4qx1LNSG48JkKAvwtNZLRSS2S6CIlvNtSY3nlp3O3Qf/PeXhbaWUcIrqOwuFdfShJ+v4E/fxV+5lO6Vk4McSKmvpS19Wcwov44lLDp/CKyxkGCOZg4KNjUID2dzNTS2tfKREsUyO+fJN+m5YjqmqaJbF6h4D+PDQU7DVlluZRoR8KtkqujnzlV3x0cQwOZcJfIaKwQwO4RsOQKLQh1W8xSnszww+FsdiSR2EQEqBKk2s5mpEaaNg4SWIiZrQrscGtlCGYaiMWrGIoWucvqLdt21mR14BKApD5EIu4HFycRoXzmZ/nuJi/uO6kI2yO1d9/iIY8PnoA3lr/FH4vV7GzZ/Faa99gOYPpLRDSeOXDWnbhNeuSRKxdwS+/cYgU2wnvF6yjzxyd0zvF480wdoLYAdNhFvtmChdQMFZg5xKOiXZ2lEaNvYuil+PxsWrRKhEcj6e791a4yUiPEU4gfTE+0etxKYIQVWK2JfZNQPX4ro29x0BXiXCr3FRikIxSgp6BP1QsSBlpKwWyQX4qWgn8laIILPVMgNJCYLyNrdKhgRq29HClbeagyahsynYpEsOEQ4xa30L7IzCVpeaRCrDwsN78gSO5V08hPhcO4CZQ37FXMZH56JwBfcylAWxbZSoEF8Cti3Y5u/Es8vOoCpUSE0ol3xPXdKcC6nCJcNERGKxgYZJAdW4MFCxOJmXGcW3mGj8ndvYTim3cn0CuQKnIfRQFnAp/+YsnmUk3zKLseygBFWaCCQDWUzenB302bAczTLRLOes9NmwgnHffspXY6NmiFJioyIqdS6Z8hzzBwxmzqB9aVJzULDoyRoKqGEgyziAqdzP9UzhMK7n/1hKtHIpSlwjwo0mIwjpnKMMmgjg411OZBSzyaEWFemYnNoq2z/N5/INt6PaNku6FDJoazVnf/AGC/sOoti1nau4G3fcsY9iFhk0cY9+I2vLByEaBI+dOokPD5xAyO28QGwtLOaLUQfy1O3X47FCaZKVRguEQPH52HF7cvoPAE0j64gjUn8GaHl5FF99NRUPPOAYkdo2wufDN3w4WYcftocm/ctCmmDtBdA7+VIL3VVB5tjOqDluwhsa0It9ZI7rgurTCa2pbZMF7aoXlhfBv8lkOgadUZLcylOO0epGPw+Tt4hQi81i7CRKYUHMqNMEKtty/d7gxyrxIJoMRBs8UQFmY3I8LrqgMBCVxVgJcaUq7JTtmE0kUzHaJFcCRzN1NZ6kB5kLwfroKJ2jBKwPGjMwaCNZBRBtJOOgNXmVgHQrWAVuFFPSfZvBDs3CFHA2bpZhUYckiKN3VoHrhY+/GBK/lvw92bbgtiXXUuLZwZx+E7CEllAh96C8lke5wDETFbBW7cO37E8utXgtP0vW9KW8oQxdiTB5/QROG/Aummj5NiUwjq94ndNB6jEhvZAWbsKMYA7gVLkNZy4aJpM51onuCDd5sjblOWru1vi4+FN0f443+3X8nVI2k0c9s5fti24l0k3dMhm6bE4LwQL6b9jAvQ/dzuXX3EJ5SanTugZYIEdyE324n8vwECaXWrpQzja6MIcxnMZLjJXTeIvTmCkOBMCMS4M2kY2QFqOZRQgXWdFv8pPAkXR+ax3uJic6KBXBlvwsIprKyA1ruf2J+9h6oYrmTfxdujAYwDKK5A4ymwJUZBXy/rjDiOgtYxq6i+qcXD7efxwnTG073ZPGLwciI8N5wfZ6U1owNEPv3JmSv9zQ7r7yJ52Fd8QI6t54HbuxiaxfHUHWYYch1FSWymnsKtIEay+A4tbIOrQbjV9sarFrUASKRyPrkK6oWS6yxiVu4+qWnVpnpQpn+S7q5rMQHJWSkiTDjmq2mv2gXiDMfwjvtFhfQopEWSK0LQGkwEnRtNFIRQEy4j65Ay+/pSmB5GzApgoZq1xshgG81irmpQOHorESm64oTMLNwFae7SaSyRhEkPwDL19iMhmDcgxaYkDQTJ90CT0jiuPs3iplKBWcKklDYvTMxOqdDVIiJKweAu4vtgGwCotnyeBLTBZg0hWFibhQNZsdbtANyZANYTrXmezIVVncw0NE0dlaU0J51x6YUk8i4SVsjzUTFkAf1lDCDq7jHzTqOZw8/GUmmTcjTYVcdz3rRU8yaaKAaiK4cBEiAz9/4yb+yZ+okCVIoBsbuYx/JPQMNNDJopHpHIwRjXa9wankU82+LKIbG2Pr+smINhMCpOQK7mcIC3FjxKr1dCNCqrcKlxEBKdGMCKMXTue8jz9mZY/ebCssxtBbYpi2UAlKLzMYxxL2iQrZFSyh87E8ljxqGMdULuIxMmUDn4m4FiFSMnzlUi5+4wWyA41MHzqKfxz9K/IzKymbtZZO/sSqE1tRqMz2EdRVBq1dRdftfsyeyT9KS2ocunYa4e2ZrOjWC800EwgWQNjtYfagoWmClQZkZND51ltR83LRy8pYd+RRqdfTNLr+6wm0/Pyd7tI7ZDDeIYN380TTgDTB2muQPaErerGXxqmbsZoMPP3yyJ7QDTUrNelRXCq5J/Sh7u01iR5au0iudiUdGC8s90bF4/XYPN0qHfh9ISQ7NYE8ADUWRctE8AZZ3EuQj6MPeAO4mCZej8YZIkAdkrsIJgn5x6LxF7wprRxsJP8kxJcY7AAexksNkk8wko65mRJ6bZjU6Ga1biWJ5wGEDWaxGxG0sHpnRcXqTro3AogiD6IixNMizAFoHInORFxYSGblq1w33OUQUAEbOunstybEPhsjHLI0xDMH+AhFbKSqpvxiz+YptDiCKYAsGvkdz/Ii5/A2JyM0G68WpBPbGcIi5jKKO7mFK7nbacAM9GAD9/AnaslDYJNDfcJwNoIKOvESk9hGi9v6JxyLgsUbnMGBfMX5/IsILv7HOTE6PZhF7MNiPEQSLmVfcZDADh+tsbXY6VM2WC7icP+H9N6yhbcP+RVmirfwsPDytTyY9fSOkb7mM/EyZ/EGZzCC2UziaT6Xv0I2a8CEYHmPPtw76SIevu9Wfj31Cw5aMJdzb7qXYbXfoKa4Xi1FZdbAIQQyctlv/RTMMiMpZ+0zA5z57HvojZI1XXskG8QCqmVSUlOVtDyNPQ+Rn4+srd3p/Wh3IvPQQ/HPnYusTxEXDwapf/ttSu+9h6Yvvkht1QBg2+idO+/5yabRLtIEay+Cd3Ah3sGFHV7fN7wYsyZE4+ebWhbuwn3AAhqxyULstJWyjaQRyRIs9o/r87e4DZF5R6Dh+EzVIzGj/87AaaVj4giH9ejfzZJqBbgbX4zggWMW2lw1OJ1Gmutf/EA4Gm07Dz9b2zg5PgQGyX0Gm1vvvBqLUsGbhGlCpIjWtejhDg3pZElBjq2kLNOVCsgMDbvEm7KyTfbJQqkKsU1KzsbP6bgYjsYyt+SO4ZnY0QpSU4PaTIWnDs3iovdqyQsrHD3bz1saqBUhrK4ZEJdGVKVBP1YmzckR4n/NMObyANfzBmdgI1CwcRPmYL6gO+tZTy/KZHmCID6PlpSfBAJ40TF5i1OYzEQiuBL8uKRQsFCwgOnyYIrZzlL2ZTktb9BuwsxhFFvpwvG8FbNEKDtou9Ng2VJACiyhYKkan407DoRgmWsoTQfncPAbN9N1xzY0y8JoRWjcMsR2SmMNrltOgkNyDVzMl6NwE6A1Qw15PGwqKeXNCUdy5sfvkuNv5I7pNxMsDlBblQOtvM8UafP6Ycex7/o1HPq5SmQ/Ixq9jK4QAd90hawa5/gGr1tNfkMd23QXdhw51EyL47/6lDR+eOj5+eRedCEVD/wDIrvzNbKN8bp2dXrw9e9HZN16LL8f4psf2zb+mTMpv+j3FP7+IoTbndgcOQr3gAHUvf6GUyV7+GHopW20lEpjjyJNsH6ikFJS89IKgkurv9v2wFQMlmMxCVfK3oDNMJBsweZGglRi8xFZsc880GEfbxU4GI2hqJShsC8azc0+XiTM/4jQEJ3bAARdUBmPzkhUFmHhQjAcFa2NuZrAcDSmRaNYZ0Q7DmYi2BeVSsyUgvi5UXPMePiR3EuQLzATYlBTsOnVau0s4DRcHIhOLRK/lCzVLOa5DWe81mFCIbA6+RBhC5Tk41Aybfp2r2bVhnwqgUcIA2GM0kzs1qsLgakInu0luHCNTa8mATkg6iIoO4IOiVMd+uciTHJZRHQ3wGSOYy19Y5V7NgpBND7mOAA2ye6METPxEIodjgQqKeIdTsZNCBOd+YygnvyW6rs2EBEePpAn0CSyEzyt5jOShYzAQqWAag5kGh7C+ArD9Dq1nPKFXVhf3YOKgs7MHjqOuhynpZAhXGymK7NP6MeoN5dQXFPNluKSmAZLsS3cIhSld+3Ny80MOT5lgjricvP56AM58+N38UQi9Fu1kR1nCupXZWEbCs1ftGLbdKlp5LwP3+K5Y05EfqhTdLdFw/Em4f4SJQC+L1Qyp7WQTwE88OBt3HjRVWwo7YpqW7gMg+uee4JuO7Zi47xgfN8ilDQ6jsiaNT8YuQIwyssxylvKaJS8POxQKDGCZpqE16xB69QZ4XIlEywhiKxZTcV99wFQcf/9FF97Dfm/+90PcQhpxCFNsH6iCK+tJ7Ry1/yu4hFB0g+F/dDwIaJNZpIrlJZjcjtBNsQ9mKuRFEbX+xqzQ37xHhzjzjIUfLFkWstYZ+LGj4zpo1YimYjGwaioKBzUKu6SqppKAqE4/6jjcMW6HV6DlwYCzEgx20okbxDht3EteB4jlESumjEMja5IvsIkC3iWTHIRMa+riE+yAouNzZEe59Q6An+PQmRoPng11LUNmDkuaOVpZqJgRJqAPBIepR4V1BQxMQUMt8osT4gJQUd3JQDfsgr6hsvJ6RlGx2AcXyW4j7fGlxzekjaTEqUmjKg3kD4Vu9jLDqWUW+XtXMvtFFCDBL7gcF5kEiGRQbasoTsbAFAxEtvPtIG+rGS97E2daNGKSKHGvqVn5O8J4mMcUwCYlj2et8ad1maTZgMXi8f1ZOjq5Tz40M08fOp5TBu2H5aiMJiFnM+TvMAkZsuCdl3fTZQ2P3dF+8BJFexCiTvLpO8JG9j6TQn+7T5ULHptqqdXZX20VhaW9+jNwA1ryX86jAQW9RlAv03rEK18yIpra3j87r+xI7+QkMdDt21bYunHDZ26YGoafTdvpCNIE7HdhB+IXKWCXZu6KESoKlZ1Fd2eeZryiy9BBgJOg3PTBNNERhJfJSvuvY/MQw75yTdP/qkhTbB+oggtr0ZGdtEUNE6HuwmLbqgxUtBW5eAbRNjY6qH8b8L8CQ8e4P2UMaFE+ID78dEXJUaKWpMjL4KzcMcIlgQeIMRyNG4gUXdjRdVgrS9eC8m86KNZkmju6UFwDxncToDPWkWyBFCHzWeEyUMhF4W5bZArgEwEl+PhacIokECuAFxCcB5u3iLiNICJnvciRWXDISVgSdR1jajbQ9glIexCT8w0FNNG+baWDU1daf14VKrDWKW+JEIGIOrCbNJsVroMvFoA09YZVLCS33d7Fnfc0cZehEXywzdGiEwb1+wqhN90CLwiQK0nsl8R5b4ePCsv5A/yIRaK4bzAOYTxcKp8gSEs4jH+RAN5mB24tQhpcQBTKaCaz0gt1lWQ7Md0x0sLlSP4mKXsyyKGp2yNoxOhk76Nut9bqDV1XFLxD85vkMzbPoz++SvJLAlyAf9iHX2pl7mYqRzhoyPHTlirvkGeSBhbCFBt/Ac715uaL9l4bD9msz+525ro9MLniEpHQzNyZWIz7LsmXcysIcN46W9XtHHM0LmV5kpCymbRbSFNrn4iUFXyzvwtwcVLCM2f3+HNZCSCe+BA9OJi+k75kuCiRchwhOCSxVQ9/EiyfY9t0/jJpxScf97unX8a7SJNsPYy2BELoSmIFKmjeAi36jz4OhrB0hR8QwoIlzdiVYfohJLSXbx1ZChAsqzrAwwkcAGupF6CsfnRwuceI4PeceSqLeS2+tzGcTv/HRZd4xRSBvABEY7HxRZsvsUkA8HrhBPiU5OJcAIutLj9XouXCgLMJdF64GUMNBwtmQbtRuWOQUdDcBFutmKnPI8m0B+VBc17ErBdWqjL61CCFmqVc+b0BbXYhW7sEg+YEm1dI8KUyBTqLaUyhNJkYGfpLZEs00apCKE0muSpYQ47/G6GRHIp9FZT4E1++w3aXjxKMKU2bDTfMEUehlgbSLTJsCTSkuiLa4nsV8RKBuA3s1E1g7PEMzSSzTi+5M88QgBvi+ZqJ70BBZLurOdTjm5zHQUbHQst+j+Ay7mfS+WT2OiYUmsZQ9pk0shw5jnTzgcr30n0DctewOq3euDONuhx+BbuUa5gBuOYI8ewmKHYUk3sDdS8z6TWOoIVPXrz4tHHcVifd5HFYIR1/q7ezlatC2HhgU42sy7fjwveeZlTvpycsPnaLt34asT+hN1u7jnr91z33BOotoVuWVhCpBTLO+eqfcQTqjS5+umg4PzzKb7qSjacffYubZdz4onoxcWAE83yDR8OQGjZstSt12wbO+D/3vNNY9eQJlh7CcLr6ql9ezVmZRBUhYyRxeRO7IXQU/uR+EaU0Dh1yy6kCCU5R/dk2z2zAScKkxKKQLhaTE8PRGN6ijTgRxjMwaAnSspKOXAI0n6olHbQW2tT3H6OQmcSLnJRaMQmhNNu50sMXiPCZiSPRQmVjI7VGg8SpgSFUWh4EYSjYvrGFGkymxahfntWEmNRKYsjeznR9Grr41MhmkRLhF6e2NRHAGp1GLW6LaraDMfGwfVtBVJRkR4Vq7MPETBRtwZwKQYnj3yC3MwqcqnChqhQXWKFfQSq+mJqFgsZSu+8byhzrUv6Rk7lZRYxnIatVpIHmQCoj+AyAlysPUyOXs1wWYmKxEZQQz42IkHQHiMszX+3go8m/soDTrQr1XpS0olt5FLX6kzASObSl5U8z7nY0e+jM1v5K7egprgaFAF5fRrYPqeIqcsOZN2QgfSWa7hIPMbfuJdaUdDmPFsj7HLz9MTTGWp9Tvc3Ld5XJ1J+bDcnGgagKITdbv59whkcNXMqmcGW73xe/8HY0ZenKaPGsrpbD46a8RU5TQ3opsVRs6budPxUEG38ncZeDFUl73dnApD3m98QnPVthzfNOOTglMuzDj+MyoceSr7zWBZVT/4bY/sOOt9yM0LftW4faXw3pAnWXgBjh5+q/yxpsVswbfxzd2A1GRSeNSjlNnqhl7wT+1D71hqEKpARq+XVtfWvSwGt0EvVs0tjhqYpo0kC9GIfGaM7UT95A5sNg4cJpYzmdAKqgTPReZyw05sPor31WghPX1TcKbZvjRCSR6PxsEm4OAs33ugcM6PxlmsIsgIrJqrviDLiLwQ5FZ0uKHyEweoUJqg7Q3M0ricK58UdjcRpdXM+HuIVQSaSjdgJhLG9nXc84iBACoQlEX4TZU2907pFD3NG/9fpn7/WmZeESlHEYoay70qVmsW/RigWJhrFloraN4gcuh4hJGvrevDV5gMImF5GlSzkzpKruIa/E0rR9lvD5GZ5LaVsd+YbnbSCJJc6hrCQOYxNMW+JIi3sONG7Ik2ayEkmNHFRLzdh/sCDKedxAY/TQA4vcVaMYPVjJRk0pj5zCmhuC2kpRJZpfLbP0Uwhgo2SMK8OQwgWfnooa6wgT53428R+g1Holsni3v0Zu2R+swyPbH9TQnXjluLOPH3C6eiRCOe/++quzyONvQO6DsauGTwrPh9aoVM1nn3UUVQ+9hjG2nUd2rbx44/JPvTQpOWubt0ovOwyqh59FGkYiRYOhkHDBx+gZmdRct11uzTXNL4b0gRrL0Dj1M1Is9XD2JSEVtZi1oXRclNTlIyRJXgHFxBeU4dUBIpbxagKYGxoJLC40mkIbUmUHBdmVSixb2EcAkgqsOmc7aXTWYPApbJ+yibONfwkFwA72Bb975OEuRg3y7FYhU0ldswmAWALNmGcC00i+QCD/xKmGklvFM7FTQaCpwgzHws3JJArcPRhNpIT0LllF+mRBF5tRyemsXPz0+aH43psLiPA3/BwADrTMHgZAz/wRzzY0f2txeKGNs+c4/M1JKKyXbOpVFObqXYMAiHgjrG3kWO7UVecikeNEHDVMqNzD5Y0jKNkCeg2SNshv+6ccjILNiCQTN4wgXfWHItha0gUllYNIGvzRDJLwkQ2607aLDaSTbfszXTRt6eUyWtYjGV6aoIlFCfQKmWsitGJdrV/5P1ZRjGpe3S+zUksYBQuwthSYAkXMzmQ03kenYZkfZkB9Rud6lfVdq6heJf274L95i3ismv/npJcAdhCoJkmYVVjbVl3Xjv0KK556SkePv2cpHUVaXP47Onfaz5p/Ij4Dr0Ai/98LSJ67UjTRPVldEDR6sCqSS1+Byi88AKyDjuU9b85HdmY+MIhQyFqX3qZ4muuSbu1/wBIE6y9AMaOQEr/KqEJrJpQmwQLQPFoeIe0eGd5eufCfpAzsRfG1ibULBf1H63Hqko2U7CRPE6YN4mgCoHlD/Kb1xdzYXmEV+1QhyJEfuA5IviQVJFs2TANkz8icQOvEeHpOMf35dj8uRURKUVJGfdREAzcA5frrtwWbSAM3EuIPyK5Nxpxew+DjzHog0oddpt+W83QgC6mwqFBneeywtSqHUnzpiYjwlb5bN4FzGjqTX1038dLnctWeZisVaBaLdV5vuLllB30KEIxaDIyeHvNRAy7JVUQsd1UNbgxSnPRfY2IkAmWwK2G0BWTC4Y83+ZMnKIDM6FHoZBWi1FnlFB1iE5Go1iLGM63jGUM36ATQeD0GXyIq1nAqIQUpCItbBRu5g7u5Crc0eo8IRxyFdjho2FTJoaqsbzPvinH6zCkZOSyhcwdMMQRu7exTtDt4Z+n/A6/x0djZib3PHwnxkQ/f3b/Hw/6ryOiuLAUFc0yuemphyloqOv4HNL4aUNVyYpGoJq+ns6Wa69ts2KwNYTHQ+aECe2u4+7Vq03SJw0DGQ4jfMmmvWnsXqQJ1l4AV9csjK1NSUIiadpoxanL0XcGNUNH7ZsHgLE9kHKdF4jwFhGHJkgJpuTV9ZV4cLOkg/YL4DRPrmnjMwW4Ej9X4uHZDrTTqcJO2aDZRrK5Iym3HwANwO2t5P0RYFkHz5giob/hONF3MxVq1Z1tl9iGJx4WgsmNvTGaixCBt4WBKSHbLqIwNidJp5H/Q9Ec4rGytg+qMDFanW1hgVoZInxACT0qlzOsfjadfBWMKZmHW2ubckdwUU0+B/EV8+Qo/GRiRCNEHhmkB+tokllspmvHyYwQ/Is/8qk8mqHMA2w+5wgamvVS0XUAbKkgsaighCA+PCKCEVQIVHipW5dN7eocIqqbuuw8Zg87KGmcdklWq8+8oSB/ffafvH/QoSmd15ESTzjEqOWL2FpYwrDVyzjj83fotmMLOy636csqHgtdSNVb/ZF+lUGr16JZu5q4TmNvgvD5kP6Oi8gVnw81Nxf/3HmU/+EPEN6ZBjM6jtuNXlpK7okn7HRd7z77EPg2Wdeld+7s9DFMY48jTbD2AmSNKyMwrwIZjrvJ6gq+4cWomd8vjQGgFXux6pN/wC8TSSI8oejyCWgsatVAuS20F3+ZgMYh6HRG6bAhaar9RYD/tlmz+BNB9MB+FdQxBfwvM0KTkupok5xJaWHf8cttpACjVU1gGCeq1qd7JkfUWbgs0Lw16Jktpf9eLfW3IQHpUkARNBQXc3zxR7haJS6coJGT7AsLNyoWb3Eq74mTWlaIEo9fyfc5jRdZzDBqyCeHel6U51ATT5LikYKwrBN9WEef9kmQcKxUAV6UZ3MBj+P2RvAVhWioySJzQIA3So9nSa8R2GqK21475MoVCSMVBUVKCupqufGZR8hrauTg+d/y/NEnJvl9aZbJ7z58k7cnHEVVbj7+LB/DI3Pp/voW1EawCoB8m8LzlqNvEjRtgczPVPTtqVONaez9kKna1bQD4fGw4957qX3uf6lb3bSGoqB360buySeTd8YZKB0gSMXX/ZmNvzsLGQ47YwiBcLvpdNONiF2J2AJ2MEjFPx6k/u23kZEImePGUXLD9WmH+J0gTbD2Amj5HoovHUrdB+uJbKhHuDUyDyola1zZbtl/9uHdqVxdl7S8oQ1q1IjkNHQ+xugwKWoLa7G5NurYvrNE2GgU7iAjZnsgo1V/dUj+QYhFuyxP38PYmTo9FU+SMNln0MMwaVBk8vaSNh72Ap93LYFwZ5A6oKBmLMdV8BXBTReCTEwjS8VgRWeLoRtViusMeox7mPhvYEDeajTFTPajUARWWQYANaKQOXIMY5ne2ogeKZ1kny7D3CVuYg39UaSJjkEYNyAYJBfxKz7iBv5BI1nYUSLYjQ3UyPz2I1mpyFRHHgpS8g0HEsTLwXzBO75T2DS8uzO22HUC44qEeeGmK5FCYKkqJTVVsXPRfcc2zpz8Ni8edUKs76FqWey3eD7/O/YUwm7nO9mRW8xDB1yKZwUMe24Bnw4dz/zuQyj0VjCh7CM6ddqGe4lETy03S+OngBTtatqDVV1N7YsvdYxcAdg2Wm4uhRde0OExvIMH0/O1V6n85z8JLVmCu1dvCi+5GO/Qobs0V4BNF15EaLHjtQXQ+PnnBObNo/fkj1Czsnay9S8XIqVnxo+EUaNGyTlz5vzY0/jZwQ6abP37N0kM5xyaWJMiRtUbhf+SyUJMbiPItrgNmx9Ru/K+9ht0fo+Hq/CzoJ0tJ6BxA158CJqQ/J0Ay7Gp3Sk1+/EgZNxpjX/+x085FYlKtbxd2GT1vQ2pBpFGLkININQw0taIVB5GpCZRk+FRQwQmlGLiYWLlbE4qeBBdS4wAbmwo44G5lxK0vTGrBLNfDlb3TMCp9Muijkf4PRKVenIw0CihImHqERv+WVPCxlAQCxehjIPQcw7jPOVZPuI4VjIo1n4HHFLmIUgj2ag42ikpWglud1UXFQdFGthobW6vSoORzKYT29lEdxYyDClUiqq3033zWkJuD6t6Dibi9iAsi7f/fBHZgdRpdoCV3Xpy6Z//D4CcxgZMTaMxM/mh06liO1JRqMvKJuz2oJommrT428f3c9AHi7/Tsabxy4Gan0+/GT98IURw8RI2TpqU1JJHeDwUXXUVBZPO+sHntDdBCDFXSjkq1WfpCNbPGMYOP00ztmHWBFOGj67AwzUEiNASbHEBVwgPSChAoa7VhhqQh6A6ulzFIVutndEFkAnsi8pB6JjAQBQWt2OTMBWTM7FxA38kQH3UsX1vRqmpcIpfZ6bbZI7HQpVgiigBbYsfCKJ5tlT6nRSLJQyzG9mEhSEkwtUihhWKiZazkEjN+NiGLiXMcb0/Iqzk8g6nYJZsJ5V1avfszfzxkKe4tfbvYIHM09B0iS6D2AgsVDqxjVu5nXX0RcFGxSaHOi7lIfqxEnA8pirD9UipoGCS2fQpBZGplBVrrBIDEsgVgCHc2NKJKLmlnxDepO+5uZnSLkNa7ZKrfFnNLdyADz8uIkRwUSGL+XrKWPqtWY6QNraictj0D3jj6LPY3LkHV1/+Vx69/xZchpFyRvkNdbHmzLW5eYl94+KwvbAY3bIwoh5ElqahGDbT88dyAItTmr/uTnwnXp/G7kezke0uphXRVCruf4DcU07G1b37nplbCoRXr065XIZChJYs+cHm8VNEOun/M0VgSRUVjy7A/+02winSg+A0Rn6MDA4QGp1dGhMGFPPy2aM5aEQpuJVYn73f4YpJoSM4ovaXyODsqOaldWlxsw9WGOiCyvBov8PDcLWb5LOAS/FzLQHqdiO5SnZ02j3QJYwOa7hQODjs4pIGDycEdPobys6fYu2RrxTL1opMZGv3zyik7UJgA5JMvZEzB77CUT2+5Hje4gIex48PM0XpQAgXXyhHYhe40YoVxjKHvwTu4bQdU9m3biP7yemsoR9r6Y9EwRI6EeGmUpRwNzdSSy7gWKt54+4kNhKX9OOKawrdGs26pYDIcmxapYVLBnHLELqM0JuVKDLxalGk1SZ5iVur3U8v5DFyqcVLCBWbLXTlqfDFfHLQCfzntD+yrO9QdDOCy4hwwscvotg2a7r15PTbHmFF916YrSwZQrqLN8cfmbBMtDFH1bZj5Aqg38Z1vH79pVz26nPsTtrTEVVfGj8SFAXhaeeO5HaTceihKUXoVkUl1f/5D+uOP4HGzz7bg5NMhKtH95QvLMLtxt2v3w82j58i0gTrZwhpSWrfWO0Yl+7keTTApfP4oQOYccuveOq3I+hdESawqAoiNjkodEHhHNzcE2elqeM0fP4Ss13ZeRh4hwhWdBL9UNmZ80oESO209N3gAcbviUCthOEhld5my0/ILaHUVNmoduTNtI3oVRuH3ihUMkMFIBO3cwnJsfm19MjeDAgMS6M0c3OMhxzA15RSTgPZTgPjOOiYFFDFUfJDTqv4nHHv9Mf+4CKGbmmkIGc1s8VYVFNHs0i6wVoofIVTZm5KqDETP+/mssmkgU5sdUy4Eo4zMf0nhYKOwQT5OSfyMhfxKNdwF//gUibKNx1tlwwziEVtn6BmxLe5aQVNGgxmSczpfT09uZ1bWOftj6m7qM/J54uDJvLtsHEAKLZNl20bEFJSl53DNVf8laW9+hHSXTR5vJiKwox9RvDq4RMTD09RELaNYtvsv3geZ334JkdP/5LSqh2xdRTb5s7H7iE74CcjHGq3CffugGj13zS+B7Q27idtLY9CZGaCorSIzlt/7vPR+9136PrYo3S66Sb0rl0dA9P469k0kaEQW6+/AfkDNaH2Dh/uRMzi3d+FQLhd5J580g8yh58q0gTrZwhjhx+snT/khVul6JzBZB/RHWnaVDw6n4ZPNkIrYuZBMASNwVF6ZACdO3jpRGiJcEVov8ffnkAImLdLblcdhIBlbouNmo2FxEayRbV5KitEYFf9+6LESpNt/yB9Eo5edQEZkWx0041mulBtlZE+k6MKd3DtqEfo5NvBKf3eo0tmTUt7PglHyY94gsuYzyjsaPVfYySTeduH0qdiGaeG3qT7t4OY10+l64T70YZ9wmfiKAzhZsyqEKlIjSHcVFBCWGq8Wud1jEPj0GgJFOASHsFLCJcMt0woBSLCw1IxhPF8yX58QxZNFFLFSbzGJTyMgcZS9mUfFnGMfJfhcnZShKvjJ9vB65xOhMQqXUN38c2I8ZiKigRcpsGhs6fjCYcIeH386eqbufiG27nnrN9TnZXN3edcEksPNkMzDUZsmc8zf7+WG59+hHPee42rXvg3T95+A302OU7dg9avxm20XxXbDt9uF2kStQehKBT/5QaEO/G6EV5vrO1NW5B+v+NN1ZpcqSreUaMoe+hBtKIihBDknngCfT79BO8++6T+zUhJcMnS5OV7AEIIuv/3WbJ/9SuHZCkK3hEj6PHSS2h5eT/IHH6qSGuwfoZQPFrHVOiKQO+aRXhjA4GFFZg1oVgrnaRVgQEorMZiHBoFKByDzr8JtxvF8gGn0kQESdmeuPW3JyaPomIPDCl9Ko0Bi9czIi1Ndr/L4cXlbizAI53Inx23L03CASGNnEgRZ867hS05qwi6axjYeQ19u08DQFcjXDnyMXJcjehxvlpCgIrFwUzhQa5FwaLfhgVUrSqhhwmmFDytCn4d8VDQ+3OW+Ap4XPwfFioltSZ9txrM7J+crnDJEB5C3MkN1ISeQKHFA0hFUmU6BKsTW7mFG1jACCbLidSRh0xVzSclCjYuIgm9BN1EGMW3dGMjF/MoxexAw8REo4EcbpF30CByO3SqTaGzXA5mIEtRsdlIz9SVhQKaMrLxhgL03rKNC95/jU7VFbxyxHGYuouNncvQjAgFjQ38+qtPeX/cYYTcTtpHsSzcZpg/znuSbhX1iOhFoUiJaho8eedf+d/RJ7Cw3+CdaszSRGkvhBDkHHssCoLKhx/GampCyfCRf+aZmA2NKIWF2FVVKbdD1yFV1Mm2Cc6fT/llf0RISfbEiXS65WYUl6tNOwYpJYqnI03Idg/U7Gy63H8fpbYNlpXuZdhBpAnWzxBavgetxOeYl6ZyiNedh0r2r7qz/a7ZSNNu6WXYBkygAokXOA4dG8lEdN4lwqZ2NvRDTE21cnemQTpArPYUBDilc0py9uu77cyBFM55HhRRWO5qKQYYE1QZFnF+qgoKXRv6oLqb6HXAS7FtFQEFnro2hziAaUzmWLbXFZG7pCsnBvSEaOJ7GREucU3mGvFIzCA0O2BT2GDRZ1uENZ1dmFpLWCwiPHzMRBCgltxMr5o7qA/XIoAhXovj8wSPi8uZxVgEkEEjDeSmJlcAQjBOTsGdon+AicYZ/I9StkTLJZz0po7B+TzBP7g+7iS2X334by7lFm7AQ4gStlNLsh+XFAouI8yHE06iPqeY0w4Yn7h/YH2X7vg9Xi5943m67tjGa4cfQ6MvkxErl3Ba+EXKvm4hV/HfA8BZH72NOxJB3VWRcxo/PiyLDSedTKe/30rfGdOxA0GM7dvZePrp2KFQsnu6EI5r+5FH0vTFF6nvgFKCZYHliCkaPvgAbJvSu+4k9/TfEJg3L6mCT8vNxT1w4J46yjYhFAXaaA2VRjL2uE2DEOIo4CGcgrOnpJR3tbVu2qZh98GsC1P11GKshggIkJaNd0ghWrEP1afjGZDHjn/MSzQ3bQsCgi6FieG6WLSquXpwb6/y21PYFdHwrlRvqRIOCeqUmYLnsh2yodtwQYObTBQkNjm9plE85B00T+rGxq1hIZjLaAqoYc7c8QxaOwa91WzC2IiDH2NHp868wDkYwkVeIMRfVr5Ldrdv+dI1ji/UQ4nYPhq8CraauH2mbORWeTVhvNhC5zVOZyn7YIq4t+ydkJ8z5H85kg9jJKoZoWiDbU+KWKmFwtm87Ng82Aaeps8w3X0w3X2B1u16HOgyzBhmomAxnUMSqhwVy6SwpoKw7iLgy3ZE6fFzjjuG0csW8vd/PYBi2bgsE0NV0WyTut9aZL+roja2fayWEDxwxvn88bXnUE0T/Xsz9TR+SAiPhx6vvIKnfz/KL7mUpilTklJ5akEBRVdeSdaE8Ribt7DhjDM6XDkoXC76fj0NJSuLHXfcQd2rrzkCeUVBuFx0+++zeNIC870C7dk07FGCJYRQgVXAEcBmYDZwhpRyWar10wRr90JKSaS8EbsxgqtrNmp2i24gsKCC2jdXIyM7/8HrXTO5S4vw1voUoe8oOtI0+ZeKNglWHEvLtQTFlsCvSA4K6mRLwb+zHULR3Bz6yKAOSLofeheevHIUtY1eY63GCuPmZu6kiiJO/XQ9XWs7oaQgWPagyQwe8j4LGc7DXMPN/IUe1iY01SF6tuGiYfNInuVC5vTMSoxGSYmIKrFUTAxcu+xjVSgruJs/JRApA41NdKeL3IxHpCBYUuEc8RK2NNCMbeRW3I5Eoab0PqSaA9KilK1sFV0T5gq0694+snwe88qGIZUUgro4klVcU8VR30yhoLYWIeC4r78g3NPG6CHJ+EpB2KnHsITgwTPOZ2nP3tz2xP10qq5KC2J/SlAUco7/NaV33snKUaOxm5qS19E0+s38BmPLVjb+9rfYwWDHCZbPR8/XX8fdqycAkc2bCcyeg5qbQ+ZBB6VTdHsR2iNYe/o3PQZYI6VcJ6WMAC8Dx+/hMdOIQgiBu1s23sGFCeQKwA6YHUpveQblU/KH4fiKfW1WAI5C+emRK9nqfz/QmF1MhT6Ggi8aOFRsmOjXOafRzVEBF6c2uSmzFNbH6aikgArVRiCcVG2GwfsNk9hYORY7xQPckiqGVLFQ2Eop93ED5aI7Fgoel0giV+AQslJvNS4MhjKfXxmf0sMsj5ErAEWPkNPjGy4pu4y+rECXYRRpxgiHFCq2UDGEu+PkKu4Fr0oUcxc3UWGXYEoVQ2ossYfyhHkFWbVgt0q52RJWmXl46t8hu+pRcnfcgpARhLTwNH3tzBnJ/rQyZ2yn0rAZmV1r20xnCikpra0EoCK/kLfGH0XA62XcgtkATvubCRa2q+1LSwpBbriWjLx6thyQ+/2y3N/RkDWN7wHbpmn6DOrffRclMzPlKkJRUFwudtx1F7bfv0u+V0II9LIusX+7ysrIPfEEsiZMSJOrnxD2tAarC1Ae9+/NwH57eMw0OgB375wOraf4dNZX+aMPUZKeGFnAr3CxlBC71ixiNyI+ZNMqfJOH4DRcDEdlCzYvE2GrZRNSohWNP9CzKdcSnNnkxidbfMJW6BZdTIUcmUh6JJIc2fJwFxJKonYQUgi2fX4LvYMSK7cUJswFpYUESQlhM5NLtSdQsQiLFpFsBBehvlsxK4rQZKu0mbApKF0AgInOr+pnoRUmR4yEAJcW5CZ5I2tEX6Yxga8Yj0lcKtD2g3CDaOP2Ep8qbNVoeTX9+au8H59sJKD4OK5iKjNWn4OiGcwckU/ELWJnypTwZmUTGdbbiXPEQLGqnamgcjgf85Y8rW39Vwpk0YiKiZXCP0yVNkcuncU3vYewIa8TT952HYX1tWhRsigsKLxb55ueAsWCsatSm/l/MfwAtmaU8kofGKI/gNf4bmX3nn33QYbDhFes/E7bk5UFjR1LN//koOtgtHbq2z2wKirYdsutjmWBx40MtfxehNtF9rETES4Xwfnzd23HikLRFZejuL5/H9o0flz86FFpIcRFQog5Qog5lZWVP/Z0fjHQSzLwDS8CtW2GIVwK8zIERz80lVfmbI4VGMZv0RWV/VDwIn7Yiyk6F0U6ejBVgssGVxwBLEbwPzL4DS6GoHE4Oo/LDEYoGlaz3fx3RJtvJikiYkLCqX4XXgkCh0xpCAYbKnlSSYooCQTdTQVdtox1SEiLGngK8gISVUKktjs7FpyGbepYhhfLcGOGclg47xqEpSeQKwA3Yco6TyOn82JklJTZ2KBEKB7yNpq3AQCPDKJWF2NbqY9SCGdifVnNWL6OGj+0ILfiHjwNk8GO62QpLacioL0eg1GCEtC8VGnFBJRM3i2ewPzsAbgMyf6zaxLOVKUJ9XbyVWcLD4ZnYPSYgyxn0C6RKwWb/ZlOKZsTdTVSgpSMW7UAt2Wy/7qlnPXh65TU1cTIFTjfn/ALXpyg8sp4tU1rkkZPNgDVGXlEdP27BVIVhYLzz0fv3uO7bB2dyM+TXInMTHImTtz5ijtDO6JuGQggAwHU/HyEy4WSlYVwu8k44EA63fg3Z/O2evWlijwKQdGVfyJ/0qTvP+80fnTs6QjWFiBO/EBZdFkMUsongSfB0WDt4fmkEYe8k/oSXl2HVZfaaEEdkM9l09cQMhND2y7gQFS+xmILFpcRpOmHlrtHo2kS8NkwNKKxyG3RqLTM4zzcZEbJDICKQBVwtfTw9feYsQAuw8UnmCxr5YehAAcHNaZ4zRiBK7YEGXZyak7shOHpNhTbgr4RBZXUqb36dYfQuGkM3sI1GJaHSGVv8lDo2t2gvEjH0Fq2KaSSAdYqlAOX0rR1Xxo3j0RRw+T0nI63YAOA45NladSvHU9+76k7PRf9WY4PP/XSSQtqkQ2oxhYyI+vQzK0EsydiK5no4ZUoZiWh7GPa3lmKB05IcfOf0hMZW78If6uy9C4u6Oe2WBlWMaLpQ4mOpRUT8Q4HKQnj5Z9cudPjiEFKsqmjOxv4KzfzZx7Eb2ZjKwpZoQAHr1pIWb3zIugxIpzw1cepv0Uh6b9N0rkyam7WKjtk6DoHLZxNeXFn7nnkzjbb8DjH1M67gG2z7aabsevqOn6MvwRoGvnnnI2ak4v46CNk6Hu0rdc08s85h8bJkzE2bUr+XErMHRX0+WoKxvr16F26oJeWxj7OP3sSVY8+ljAH4XaTe8rJZIwdS+Wjj2Fu34574ACKr7rK8b5K42eBPU2wZgN9hRA9cYjV6cBv9/CYaXQQQgik3QbN0ARzu3g4fKnGkWiEkfyXMIuxCeOQg8txcz9h6n+sWkLhPHyaVJjuTVSBCQn7CS1GruKRiaAYwY7vOG8J/JMIx6AlEqzo7noaKht0mw2685mrVYxHIlngMpnjtjgoqNHfVJPIU50iMRQISUmNBrKdLIdtevFv3wdDcVz2BXD6tCbm93Izv5ebkEtQnyEpitSyedFvKO79JZmlC8nqsjDpuKYwgdHqTKStsXn6pZQd9ChCMduU+ShIRjGbz3HaxSjmDpqpo9c/Da9/WmzdsHcEIdohWCkghUK1nktAcfNEz5MYwedocTGhcwsjTGvS+KipGD9ewr79CWQdk5CetDpym4uLrJ3F04Tw4MbgWN4jvKAbdRnZzO/Wl88GjaRLXRVj1i+nuLYKl2GQiv4oErqXWCjbBUoK6Y1iS1yGwRUv/wfvThy5dxZoTZOrFDBNap56Gt/o0Qhd/34ES0oIh+nzycesGD4iyTIBcF4u8vPRCwuTPio491yMzZupf/MthNuNDIfJnDCB4uuuQ3G5yDr88O8+tzT2auxRgiWlNIUQlwEf42RynpFS/jD2s2l0CJ4+uQTmVySltWpNC+9HG7gONyLaenc/NN7H4B5CuHAc3j3w42mv2oEGROzU1ugK4O8IuWondBAB3m4t7Y/KiWZ5TAZE1BjB2qLafOaNMNDQ6GkqfOE1WOSyMAVM8Rl0a1RxSYmOwEZiAp94DE5u0pnttmgSO+/LGFFJeJCrEkatDTN8bZiZ/d2s2reKC1wP88Gw42iYdy7FyjYmjvwftlAQSFQsnuccPhdHsZARnDvmeXZMu5gNn11Pj8PvRqgOwzNDWdRv3A8rnElWl/l4CzbSSHaMnFh6N0TKpJhGb1eYbXIL2yntsDDba4XYv24Blw34Kx8WjOO/fJ7wuSpgfJbJsIwAf1AfcRbuYmW0ZpkM2byWJZ17cvDC2XxYdiofdDqRRrKpFCUU962iJjMXU3Vul+sKSynPL+GkpR+k1CUCSBeMHGLgzhQwRwOjVfRSSmYNGsrlL/8n5ZxMBe44TeHsLyy6Vew82vmLQrNubyeQoRCB2bNRc3Kwv08a1DAIrXT0bdlHHUX9e+8l+l1pGpnjxzseUammq6p0vuUWii6/nMiGDehdytBLir/7fNL4yWCPG41KKT8EPtzT46Tx3ZB9RHeCy2sco1FLYgMRJF9icCKu2I29+b8T0XmbMMfiYglWClvIvQflQZt8n4I37mEekZJZwiRFUfVugRSwXrcotVputhJY5rZZ7YrQzVBYr9sxp/YmBZ7OCjE0rDHIUKhUJdO8Jo1C8r5m47UF1arEFKBL2UoMD4biROvm9nITUSUHrXCc5Zv/pwIHrGnkaGMueaPq+K36POFRbhRpMdk+lo1qTzQsFjGMRuEUPsyT+zNhlY8ug9+lqXIAm7++lM6j/kewthvbZl2AtBWQGrWrDye762wGjl7KAkYQER4svTMRzz64gksQcVdHhmJwQcZ8ygnyOr9lneyD3cx+2yFbQdXD/T3PAylRMVFStCiwUQgKb0sUqiPkTUoUaaNIyYgNK9ln6zowba548WmkqnL6bY8Q8ngQtk11Zh5WXDscqSgYwIz+wzhrwMt4l8sEU1GpS5rG2zRUCzrXg5UHItpOoJmPvX/QodRnZhFyu/GFk1P0ATcs6SG48SyNO6YYlM1NPqZd8Vf72UBRnJ5/HezDJy0Lq7bm+40pBMb27TR8+CHF11xNcMECjIodyFAYxeNBzc2l88037XQ3Wn4+Wn7+95tLGj8p7HGj0V1B2gfrx4HVEKZx6hbqVlYzo6qJ/8kQ1/4/e+cdJ9dV3u/nnFum7cz2LmnVe7FVbblI7h1jg+nBDoSWQAokPxIgAZLQSwjBoYdeDbaxwca9y7Itq/euXa229+m3nN8fd3Z2Z2d2tSoumHn0Ae/O3HvuuXdm537nfd/zfQkwt4Axg0KxH5d5aGzD5sPEJ2yV87IxKtqkK7ggqbM0pROIwFXSII2XPtuNw8eIv2QCC7wVgysdjccNmzE9kJGZxZhOgbtiwIXEqOJ7oSDieiIs4gpuiplEXIGW2cQVAldCzBR0lOvMarfQXJBGDDPYRzpWhbK9Fi5CSyO0FKVNz1K9+B6kkSKpTH4k/oonxWU58wgmXT78u37vGHgiDqEwnfxIitCSVJ//Qz7V8B76VCWulKBsSvp+Ryj6KLobZ0EoyZKyqXxf/xjpzGpDnTQSm0GR76Q+LKYcYWR/9w4m+JL7IRrEieymT3MRP+FdpPBnHegny4zO41y2bzO66+ICS7dvZ9HuPcRNH7e/6Vbuu+ASavp76CuJYOn5qwlDqRj/m3g39V9TaP0iq3is6Yqev7FxJFR91o/RrtCVIq1raLaDhrfpjtnzCMXjzGg7jhz1OZzU4a61grsu0NBQXHbc4a9+kntsF9i5cAFLdu/58xBYUiJ0HXP2bFJ79kw6SilME+W6+Q7rp4EIBgiuXMmU228n9vTTpA4exDdjBiXr1hWtE/6MmcgHq9gqpwhaxEfZ9TN5tinAZ3+znWjKxUahUAVSE4KIlKRcxQwEc5DsHBNVaEQwF8njmVTRSy7hM5lAw4WwEpyX1Flg6VgovqVSfJsUM5F04tL6Es9GKqgO7KVElGGkavP8wcZ1wlGQyAR0tMz5WAIGpNfoeUAq/i+c4tq4wXzLq9nSFGgOhBOKSNJCCpu6VT8lMu15lKshhEPvvivp3vU6lGOiHJP+Q5eQ6JlN02Wfwy/SvE7dyZPqUq/XDqDbiqs2x7Ovusz8b2+DwaLj6bz2L8rxkzi2gn+RP+RX0Q+wtzGAYQtWHr2aVQcvQZNpai7/Kv+of5pkzqrGANo4hWUCxSo2sJF1mQdGjvkr6x18UP8qmrDZKxbxfd5PWvjHf0HGMRXVbYsZPe3oGW8iR0qCcS/ZHUynqO3xCtkDdpqeQqkfpQik0txTcj03fuIuAgcFerfAmqKwmjLHTINqtNDavMbR91x2DQ+tWEvCMFmxeztvf/Beqgb6AHClImkIdBueWiy4+3zvmA6Co2ZulfxQKMRDV16B5fNROjTEtJbjr12R5fcTvuQSAosWEr7qKlr/4cOnlgLWNC/qdSoCa3ifMfYOKp4gvulF4hs2EL7kEsKXXDL5MYv8WVIUWEWyLKiPYDneB/kdpPk3Cjca/YxM0uzaTEfSPeqDXwDvwOAqDN5F/OUrfRee6eRMW3J93EcKxSHdZlAoBjVvFlvGXSx/NlFIXxttM39IX99qRMdNhaZK2IWYHBPFErk/ro8bPBSykMCtQz6e99nsnmLy7PQwD/sl0zttLt6VoDzmenFGBTXLfkNk6gtIzYJMzVTFvIewEmUMHF7vzdA1SA02kOiaS7BmP1V2P9MPRznaFCAUc7huZ4p5Hbk3I8OFih4bNU43azteBnsu4OquNFdvHpO6UbCv80rc0sL7asoaiVSN7MJmVuVvrBQvGiv5T/Xv3CDu4g/cOLG4Gj4GFo4aaXkjHYeSVJJZXSeyxxNKMeX4ccCTMjc9/gDVfb38/JobaezrpLWsJidNqLkOpmNxj3oTN++4j9SyFOl5Y1qluKANel9R/nDexXzr+jfj6N5HbkttA3+84BJ+/KmPUN3fS3cE/ud1ktZyQTQ4cq2kUswYs3Dt+LRp2JlxNl5wAbFt25i7/wCa42DrGob9crzXX3qEaWI0NtL4hc8jMp5QwTWrvXqoU/G2siwvrTiByBJ+PyIQQCspofztb0OWlNDxmc/mFbSreJyhRx+lZN260zqnIn9evOI+WEVePUyvCnHFwloChuQhbLbgZOJYIzeOtlo/O12bXhSbcWgftf+l6CxE54lT8XU/W07qAvYYLt8MJ7i9NMnvQhYPB19+f3mj4bcIobAj2wtGqzTghpjJHEtDFDp3BSWuYJElWZiSXBfTKVES/7Qw0WXltFUaDIY0djSZfPfKCP3BYQNSm7KZTyH1XIEj9TSV8x/I/t4aOcAdC7/OvyZb+fQJP091VPPWPd287flNTNt6hJkd+TcuC0WLXfiG5ghFqzWTRNfsAicDSIeoX2IVMOx00AkQx6cyN7FstEmSLiTuhUAJyUFtHv8l/pn9YhLNboXAEblte3x2mtVHdtEdipCWGkP+IIs3b8ewbRTeh2I4EeeK55/i61/6FLU93UzvbkNzHTTHIZBKck7zAfoCJbx/73fRpqbyyr4cBSTAPCCwNI3vv+1NLNdeYInagqZsEIKk6ePz73w/ADX9gpIkpMboRcOC617IfSdpjo0YFcXZsWwZv73ljfzmjW/g8MxZJ78mr3YE6HV1VNx2K9N/9cusuAKouPVWZKDwF79CqEx7Gi0SyYti5uC6BJcvZ/ZDD1J5221o4ci4/ldDDz/C4H338WoqrzlTlGW9ps7n1UIxglUkh6+9+Ry+89RhfrrxGP+WsnhXfQk3uwY+Uyd88RR2JxP47ujBLtAk+klsNmKTZPKa6eq4wW7DonnYX+BMEJ5lwxkxoenQJHZ2ggDo0uZfHZNPy7Tn1yW8yMj6hE6Dq1ETl6iAyz5T5VwsDXhd3ERHcE3CROCtKJveZbPy7j4GgpInlgTZM9XE0uGZBX6uezGO1CyELCwoNZ+3gqotfIj7538bOxPd6nMk96terlr/MdYlZ7CifQnxQAWJ1nPQlJE5I08Fbi3ppC9RzdUJ74VSgKPBrikmf1wRYkaHxS0bYsicF16hBDQ0PInJWlIFavoSBFnKFrarczwhNEyhm6FyOdUXR3MUJfEEjvUrfLEN2MY0Bqv/ngcXrQYEQinCQ4PcfOddeS+97roEUwnmHTzAgxes48L9mwml0hyPVNJnBPnXFz5P06pdOKPtuRTgQHxQ0PKQToMSNN8Q5Kv632BnPm4ddL6gPsERMZs902fjCm8e//Bbl59cKnlsGaR1mNmu+KsHXOr6c89panML25cuzTtXAUw9cSLv8ZcUIbyUWsAPQ2enslEEg0z77nfwzZmT95xeVsbUb3+LY+96NxSySyiEUjiDg56r+zjF8SqdJvbUUzj9/WhlZZSsu9izsSmwrdPTw4mPf4LKo8eo/usPnMKZvfqIv/ACbZ/+d9KHDnneXG95M7Uf/nCOqC1y+hQFVpEcdE3y1+tn89frZxd8/lInQkXIJJFOMNZCy8r871SYbWt0ay7NJ0nh+YCyM/CuGk3IBb8S9ElPAIweUVNn1kJHaElM1+CqvgswEjofsCVHDa+mbbqtEcyk2R4JWBwyVd5xlPKK24HsikHNhYY+7/pUD7m87tkogUOwdZ6fo9XeB6Gy/ViJcsxQT954yZ4ZADw/9Q9ZcTWMJRTPtk2lcceHs/V22qiopUCAsLgpZdNaspVD9mIS9WG6IwYHG0zay72PkP2NJr+8SPD6jTE0VyEA3YzSeME3+Jp2KyUMYittVOG6g2Z34ggfW7RVk7RtGGeF4Gh3eKWQrsJwPdPU12+MMrNjkF8u20zULxms+UeUHImAKCEYLC3j8+98P5/83n+TNBM8tVAQ9wnOPeyyoMVi2YE9/PSam1hZ8jQzNiZ4709+SGksSvtn0ri+MXMRoPXC9P80qAxArMlFv7wXA4U56q/jo/wnn4h+hSu3v8Adb7oF6bo0HTvGXzy2hTc9ZeOzwBznTyKQTLJm43M8d96abCRLCcGq554n+BK1hRkXpQidfz6xp546+baTREgNc/p0AOIvvkj3d75L+tgxZChE+vBhUAqhFErTwDmFdOgEjuwAaBrOwABaWRnS72fqd79Dy/s/gBuP59djJRL0fOc7VLzzL9DG6UX4aie5bz/N731fNg2qkkn6f/krnO4eGr/8pVd4dq8NigKryCmha5I7P3ABN//vM7T0TfwNcnhB3EQtTreaFnMtjU2+iT8oP4SPyzD4DEmePt3W0pni8SZLcknCQArBQ36LvT4HlFcbJSQMnpa4yuT7tF7oX841HTexzVaYCOZauZGbNC67TKfgSkIX2G3YrE+NfIMcu5mpYH2nYpfVjx3QcdDQEHRsfiuN538boVmeVZArUK5B5/ZbAIiZ/TnjCCVZ1Xwt55y4jJFXyzuiGBXPMZRJTWwaNbGpKOCLq8JY+piblRAcqjf56o0GdX0OroSO0jKmi/dzVIxJWymXmeknuTL9bVYELf6B/yOqTpLCUQqUDaLAaq1sbZXi2k1Rgmlv5tM7LEwHHKGzuP1CnlgYRY2jnI80TOHFWRbfvUbDFWBr8MeVGuceghl9dUhsrla/Z7B+Grtmz2PVrs24ZYWn6lSAzwYZg2NvA7/I/1KgK5vbjt5BNF0LQuBqGkemN7FlbgkDiSc4f4/LnFaoHSis9aceP07t7zpor6sDAXVt7Z7pqXamIdxT52yKKwyDun/7V4RhMPjAg5z46EfHNQkVfj9KiJMXsAuBb+5cnJ4e7AkMR4drvoYJnnsuc59+ikPXXofV0pK/va6TPniQwDnnTOrUXm30fOc7qDEWISqZZOihh7C7u9ELmKYWOTWKNVhFTpnqsI9bVk7FkBMrkWrgogJpodFs8DskhBdVmog0EEbyaQLMR5zeNwMBroD9psuGgI1fCa5OGNRbgssSOtHTFVcqM7iSxA99jJ6Om3gHCdxxom2pTNQs5MLilMaCtJbTQ3G0tcN4FqNBBY1pcGIW+w1PnMbaltH8+EeItS0hPVTDYMsqjj70CVL90wBo6l2UM8bFh97E0rZ1eN0Q81eL5v7mdVGUSJwJXnclBW2VOh3lOkhZQFx5wu068wUuKrFwZJgUgXHFlalSlKk+xIQy3WNGR5oFxy3mnbCYe8LKRoA0ZVAbnY6rRWAcK4ee0gjfuVaQNgS27kXKUqZgyyzBHRdPYwE7qdR6CYd7aJk9g6FAGDFORkzry5yqgMEKl0KXS7oOfpK55y01ytMVvPPxMBftHl9cZa+NZTGtpYVpzS0ZR3lOLaLzcuA/+SKE0QgpiVxzDcp1af+P/5jQgV0lkwXFlVZZiQh6qXoRCCAjERq/9EUav/wlRCDgpQrHHtfvp+4TH0fouZ8swjDwzZtb8P2pLAu9tvaUzu/VROrAAXDz/66EaWBlFnwUOTOKAqvIafHGFVPQJ2gUDdANPHGS1J8r4K5QmphkwsKtRzPpld+R4kDG7fx0sQXsMB0cFBpwacLgsYDNOIvkPCaVmRRMswwuiuusTOkc0G1aNYfeURbrNoqQEqxKarx30M9lCYMr4gYfGPAzw/KSgrMs78/yOZ9Fjxz/wG+M+jBd2GuMXONk7yyOP/23HL7/M7Q99x7SQ/XZ5+Z2rUF3vJuLzwoyp3slujr1WovpnRZivBZLJyNjBPoj3ouLpIVp6AUSy4ZK8V71Db7NrfwXH+B291YCTOzG3RfW0QroMAebvkAbRmofqAI1OEqhW0dJG2PzfZAyIWrs5QALOODMIRotxzEN3vvxz7OtZQ2uNeYjNAXhe7wvFY4GGzBIFZiTLmz6B+rzHtccFyvgNQc+m9YLCuiqrCwoU4VpolVXn8WjjeIUW9QoyyK5ezd2d/fpua+bJiWXX45/4ULM2bMpe+MbmPXIw/hmzSK4ahWzHvgj1R/8GyI33EDooosw58ym5JL1TPvedym94YaCQ1a+690IX+57QxgGwZUrMerzX8M/FfyLFxeMeKq0hdHU9ArM6LVHUWAVOS0aygL87ztWEPHrBb+hw8SpQR+wPPP2E8P/N8EdpQ1FKw63kz4rhgsukBZenZNPFS5mHZ6WAZyPRtghT2hJBauTEqHg5pjJTTGTNWmddUmdmbbORp/ND8Mpvh9O8LA/xc9LUtwdSDHN1vh9MM1vStJs83ly8XUxk1mWZKoj2G/YPOu3edpvYReYnRdPgsUpHX+eMix8NtWJKVx24J2Ek5VEkpW44xTFn4xrXozjd2xM5aUXhOuccnuaFD6OMp1NrCq4wvB9fIPzeRoTCxOLUpkgKcomHLM3rHG8SsMd8w5xJWyr34yR2oeR2gvuSFpEui7SdcCJF0wfesFJDQuDLWIl7W1zQSn6Q2G+Mv8f+JH+lwyoMK4S9KsyfuS+m0N9C1BASofNVohjaZkVWa6CtAvPn6jHSRW4uQlJ6eDAyS7fKbN7wXy2nbMMd8wN1dU0/MuWUXrD9Wf9mKeNpqGFw6f8ngIgnWbgjjtIbNpE+uBB+n/zWzo/+9ns00ZNDVXvex+NX/oi0777HWbdey/Vf/u39P361xx581vo/OpXsbu7c4YMLj+X+s98Bq2sDBEIIEyT0MUX0/jfXzvDE31lqXrve/KFo99P6U03oZeXv0Kzem1RdHIvckZYjsuO1gF++uxR7t5yYkJRpTFS9HcjJqXAd1V60l/VmxAcO0vuWmEX3jfoxwGe99l5zaKHKQV+RAlfV0kWDUh+VmLRq40Up0sFsyyBieTyuIE55mSSQnF7JDlyXQTMSguOGZkonPCc58Ou4O1DZtY5/Q/BNCd071yvjhkstrSC/eh2GDYVricQn/PbDEjFVEuyJqUTUeN/f3JwxkkNklmurbBkGoTCcP1526UjvRy76hleEOdxlJl5XlYnw1ApvsTfMUiEf+PzjC5gD6sBvs77corCAT7Id+gr5Pw+Cl/K5m8eOEAwXoUrNXrCkj+sDHG8SuAfeohQ3y+Jlb+FZMllIAy05G4ccyYIjYrWD6GpeM54rvAxWPV3KP98zj++lZrWzewpP0hSDFE9UMnmpf+AZVbmOM8Hkgl+9S9/Q3eZ4ns3zeBw6QGWBG2WBR0SLmyM6UR7/Vx5/Cosw8gWX0vbpqazk3VP5tY0jX7Hn25U67lVq5jS2kogHqckGkW6LgLoqK9j1te/zhP33svyH/8ka7z6SiFLS5n77AaElJz4539h8P778+qEThURCND04x8RWLIk77mhxx6j9R8+jEqnvXSZaaIFg8y468686JRyHKzWVrRIBK2s7Izm9GohuXs3HZ/7PIlt25CRCBXvfCeV734X4hWo5ftTpejkXuQlw9Aky6eVs3xaOa87p5H/fewQzx8t3PvLAX5FiHIkPgQPkibXo3oMY9bNnxVxlRnisriBi1cPtdm0x7VnmK4kPxUpHhU2h0KC/lHiCrwU5wFD8aaYlieuwFsRWO9IWvWRszxiqGwvQvBSlkNSsc1nYyFYntaJjXp+i89mvqXlxXnSKEIuDErFH4NWVrD1SYc9psOtUR+l2QPlzk0bpzZOKYVjHcOO3Y+ovpyepX+ke7CSJQffmhFZCiEtps39HUvFBp5h/cnF1ehVfoBQDo20Uk0XMhttGnkByunDRs8TWDfza36s3oUl8lN5wxhuiljpPv7nmtkgdCx95LjJ8NVYwctxdMObkzuE45vjFc4LQe+Ub1Da8R/o1gmEcjyvqtA6LP9iNNfB7n+cp+p3oDJF60O+OJHOf6Wv/rM4+sg3foXgyeVruHrjkyzunsHxkuNsj6XYmnC9dRBK47pDU5l+4gg9VVX0l5ej2TazDh1m8c6deedkaxrPXHoJFwRDlA8N4aaSJDZvyTPBnIjVL7yQfQdYmkZXTTUbzzuPtN/PU3fc4V2fCy5gzcaNaI6DlhFgLytSMvV738s2Ta771CdxBgeJPvroGQ2rUimiTz2VJ7CU69L+b5/MrfNKp3Ech67/+R8aRkW+AISmYU6bdkZzebXhX7iQpp/8+JWexmuWosAqctZYP6+GFU3lLPnUg+NuYyKwgQQu52OgGKdGI2NXMGFd1OngaQTCLmwxbZ7z216LmmHTzzHH24nLduWiKzimjyPwxMTp0AJeonnYAg4bLraCKkewIqXxpN/GltChK1p1l0ZbYmQm6KLQgemOxu2hZE5hvCu8RQHP+GyuTUxcYzU6gi2EQAiBlAHAonb6AZbO3EHXjpvoFQ4orwuiEW4lNe0ov1Jvo13UjTewN6ZKINJtCN9UjEzlXJgh/p4v4ihB78A8KqVLT+nIR1EHdWgFEsEXq4fZxUI2ivFdtDXXpbmsBkvX8wuThfDEVeZnZDh3G2EwUPspzNjTaCpB2rcYR69Bcx1WHbiPg5Htue8PoRAqQWDw98Qq/gLdsdEdB0vTGCzx6qhCKY0rjl/BofBhugIdBO0QswdnY0RKOWokuPHe36NNEDVSwHOXXsLSt7yFJWvXIoQgvmkTze9577j7FGL0tA3Hobqrm9LBQbpGFaG3NTbwu5tez6yDB1m6fQfGWejfNymkREYizPr9vTkr15yBQRLbtnkRvpNF1iawbBC6jhYK5T1ud3TgFKrzchxiTz9zSqdQpEghigKryFlBOYrErm7Su3swKOyHJYF/J87WjByZgmQxkh3KzY8evZRfnwX8JDIyQ5FJ8/VJRc9wJ+UMCk/kjW3aPJYdpkOjLfOiWLaAtjGV1wVlWkZQvi3mQ+HVfS2wdH4VStGtK+4MpVmT1Fma1jCVwJc5Tr90C9o9KAHNhgvjBDmUUllBNfKYZ+QpjHKqlpxL5YI7GWxZQf/hi0CNfFTs9c/h1+K/cVE4QsuLUAHe78pGSx2hvOvzuHot6yqnMs1M0qBaKHN7wPUhN1xP09wkPRE/CO8YKeHnHnUzN3AX/kwrcVeBraA10QujbIdMK004FWfIHyStGQz5g/xx8ZrCJz0ZhCRdcrH3s5vm0j0v0tTXzdM1DxXeHAdfYjtrdz3P9J52FJAwTWa3t5AIBDhWXc/Tc5fRGX4jhmOzqPUw5e078KeinPfsxhxH9vFYt/8AU8NhhBDYfX20f+5zpxS9KoTmONSdaMMFXF2nr7wcfzKJL5Wis6am8LwyCxROKnZOAb2hHq20FKv1BEduuYXyt76N4IrlpI8eZeiRR3EGBk5+PN1bsTruCkopCV9zTf7DodC4Y2ulpad6KkWK5FEUWEXOGOW4dH13B9aJKCrt8kF8/Bf5dRMS2DKqBPloRmgVTBOqcYTI2UZ5YibkCo4aY4w/1cSRqdHsMxxmGpJ5lpb1/lLA3aF0fhQuE0UbfSwJnJc00Ec9GFCKN8RMvh1J4QjYELDZELDRFLx/0E9QCfxqfAOD8ASrAUSBZedCSKQ5wPTLP4/wD2HoKcINOwhWf4pjj3wMO1HhndN5Jbk+WEKMI7J0bP9cXFmCsDt4vNdAoaFZAyBKaYquJlKXZn/FvaDekHM97uYNdFLD69SdlNLLwbSfu1Ir6FHe2QqluODAdua3H8OVElfBczMXsqdhxsh8JkC4CYykl46z/ItzzEeHPbfmNv+UmT0RdKWjUMwdmEtaS9MabMUaZdhanoCmnja0zDHDqSTH5s6idUoj95xzEbau47PSnNNygJldrQz5gyzYvZsXzz2XCzdsoCSeW/eVM0/AOXaMo29+C9Pvvouur3yV1L79E57bRNGc7CkKwaxDB5lz8KBnzpqZuyslCoiGQoRjMbRR4wi/n8CKFcQ3bMhcowmu8ajXQFRVoXp788SMLC/HjSew2zvAdXEHB+n6r/8CKRGmOSkRKfx+tLIy7Pb2ws/7fDR+5csYNTV5z2mRCKELLyT69NM5Du8iEKD8tltPeuwiRU5GUWAVOWPiW7uy4grgDfjQgdtJMfrWUTDhILzoRF567uUoAFFQ4sK1MYPfhq2CkaCTzmP4HiPg/pDFJsdmmiVJSthvOFgFFvgJPEHljDrnJSnJDCe3Lkog8CuodQQdo9KTGhAXKiuwZqclLYZLPLMSU1dwZdxggXXqhaq15/4aI9CH0LwbqzRSCC1N3YqfcPzpv6MromEVsucYzyRUuSjhRxJFWsdHLqdKcSy0kVRVkljZuzATmzET23G1MpIl6wDJ1lgPO9MNRMv/H8qsQPn07E17yfEDzOtoRlcuJ0rKuX/xed61cV2vKXNmPsKJ4o8+ipncg6NXI9NHsH1LCcb+iMquYnUZrPwA6eBKUIqm7hMsPr6DA2UOm6YtYMmJZta3r0cogStclvYsZUPtBroD3WiuxuLemehjxIal6zRPbcKREt2xecPmxwmmEtntdi316oE2r1zB2mc2oDlOju52hciKHu96Kdo/8a8k9uxBnCx1N1E0Z3gTpfBZBTykMiJIRqOk6usJtrWB66LX11P7L/9M+7990hNwJ3GMl6Eg9Z/9LCUXXogMBrF7e2n9p38i/uzGrNBy43FvnqOFl1LgOCcXV34/QilKX/c6kvv2FRRYwu9nyu3foOSCC8YdpuHzn+P4Bz9IYvsOhGGg0mnK3/IWym6+eeLjFykyCYoCq8gZE9/WlRVXw9yIj0vR+QQJXjxZHGj4zvJyI7zehb8Oj3OzKBBpGnebzHZdUtHlH+fmpsCv4M1Rk1JXcHcwTbPppeUWWIX/FBVkolpeSK/KFTTakrJRVfI3JExUAoaE4rGAxeK0zgxbZlvtnArhxq1ZcZU9RakI1e0GXAxH5hToZ7dxFVO6bUxH0VJlkDbE8M4kA0sJRh9j7IsssPAltqB1fQXNakGqFAoIDt1HrWnwhtJ+7ov8LZtFDWq4kF4AShH1BTFcB0tq3L/4PCw9v9BeOv2UtX0CoeJIZeG5SmiY1nEEds7VifT8L/36l1ndfJzFrYd5bO45DATPRSVS+BwLPZMi1ZQnWs/vPJ/7p9zPwr6F1CfyvZAknohRUjL/+GGCqWSuCMsIwLaGBh6/ZD0Ld+0m0t+Pq2kk/T6UkNR2deWMmTh4EFepCa17hd+Pb/Zsknv35phwZo+ciSyd7J2huW5WXAE4/f10fPZzXs3SpMxMhdc5IWP4qVdUEDznnNzi/NNZHWgYhM5bQ90nP4leXo4MhWj79KdJbt+eF1ETmkZw1aoJh9MiEZp+/GPSx45htbXjmze3aFFQ5KxRFFhFzhjpK/yRL5FYk73Jv+xLliZ3bF8mTWiJTNF9oX2Gf1bQaEPrsBZQMNfSmGNJEgJ2mDZTbEG1K4mjmGZs43zZzR/ti9lraNQ6+TVcAD4X/nLQR2VG2SjIEU8is76vVAlujJvZx06Lk6wqKI+5lEdtuko1EF4EqKbf5m1PDGHanu+8puCP5wbYNsNHY18vnSW34CT3oNtt+YcD9PQxRKZqzzu6w4BlM8vnslWchzt2laIQHKusZ8gX4HBVwzg1bYpg/2+RbhSRSUoPj11oe+Eq3nzfv7P8cJxN51/PugPbcaTEcOyCZoG6q3Nd83Xo43yE2kLSVlpBRbSX8w7vRlfjf8noqapi06qVLN6xk/q2NlRKECyQNozW1aJ1dhGMxXJPFVBSoqqrObF8Oc655zB9716vHiwQwJWS440NdFdV4Zgmc/bto6GtcEotez0gJ7KkEgnsU6j7Uuk0oTWrR363bXp/+KPTrh2TJSUo28Y3by6NX/pS1iah92c/Z+Cuu/PTlT4fdZ/9DHKSTYvNpibMorlmkbNMUWAVOWNCa+qJ7+lB2GM+5HSJUV/CMgXbjg+8MpM7FcZGq5RXpH5uSiMmFH4lsIVihzn+zfJE5i9KKHhT1KQuI5ocFEvSGl3SRSAIAqsTlUwTktJUkPtCFl3Spdr1tnczTXIsXG6Mmzm1WRMH1M5MqQ62rCTStBE5KoqlXElvx1xSWpLu0HHKOp+mt+Qv0UUYZWu84/EhgqncqMg1m+MsPrEFkx4E8IdZU7HpyGt5I3AoZPMqgGNpifIVPh9HSn6++gqkUjiFmvgKgZnclhVXJ8elur+TdPkKIqk0Qujozvivs8z8G2b0W8f7WbG/soEbtj+HNoG4AvAlk1z5wIOY6TRSKQLJJApoq61lz8IF1LV3MOvQIbQ3v5kXX3yR8x99DOk4SEaOq1wX1d3NgVSS7iNHcGbNJBBPsGH1KpwxrWG6Kyu58e7fob9EbXWE30/NP/1jjleUG4vhpgu46J8MKQmcey5V738fRl0dvjlzRsZMpej8ylfy2+kIQeTyyym96qrTPIMiRc4ORYFV5IwYTFq855E9LHOTvAUTG9ClwOfXmfHuJXzJhBv+5+nJDTZOOi7gwiUJgzmZmqK9hsMTAYvk2e5DkMnE6XhRmEsSOpt9Dpv8DobymizHJlY3OVJBQjYipSHQgHrXm3RcwG6mEU3PJITg5pi3LtArkFfIjMgKvczNFjq330Kg6hB6oA+pWbiOiZMK8d9OM4Or/yW7XfmJv+cNdXOw991AIDUtT9hprqKuL0K0tBOAdccqeWSKQSZPB4ArTJQIobl9efPwUqOwlK1sVctRIr+5tBJj5JPKpHozES8lAkD+2IWQCpYdEbywbjpCnHrt2tiApotgel8XwXQSJRSuV94/aq4jiwLm7N+PYVk5NVcCqOrupKv8XHqqFrFr8SIaHYeOmhoeuOoqLnn0UQLJZPa4EpCOw4pNL/LHa69h0znnUJJI5IkrAOnz0VlbS/2JE2NE4fAG49giCOHVX42tAcvUvBlTpxI87zwqbnkj/oULc48ZDqOVlOD0Te71AE+oCZ+Phs/8J+b06XnPp48eRYgC8lwpkrt3T/o4RYq8VBQFVpEz4v/9Zjubm/t4zlX8ljTL0UgLySXrZ7Hx0X08vr+TpDWJtXjjiCup4O1RHxFXoGU2WGhpNDqSH4RTZ98nC68X4HVxExfFcd2lU1dYgtyC9ZPUZingeb/NlFjuzdoB2qTNb0os3j3ko0QJJIWbV59ODdX4s5ncWG46xJEHPk2obie+0lbSg3UMtS1mVcV2Nk29n4GAVxckgC1dh7g1/BAd+ttRdiBnHIFEuCM395ATISxvpFd7ESN9FCUDJEKXY5uNhHu/h1S59Th+oag2DdqoK9jCJv8UXXzRpwj3/Yi0byHRyveQCF9JqP/nyFH9BxUajlaKdGOI7DFN1m93aegbX1gN38QdIb2Im1JIRgsib44uXoRSVy5zOvbzQvULtJa04uJSnipnRfcKSq1StIxIcXSdms6ugl5YlgZHtcdpMK7BdE3ajh7lkuOtmDt24E8m6S8rI+n3U9Hbiy8THYoMDiIdB1fTiIVChVf66Tr1n/0MkTvvJLltG24kwlAggL5rN0Y8jl5R4dVaja2RMk1Kr7uOgXvuyRi1usiKCsKXX07smWew29tJ79/vuaKPQUhJ9Uc+Qsd//ueEDZwB0DT8ixcRueYaym66aVzLBL2iAjVOsf2fchPmIq8digKryGkTS9k8uqcTy/E+xHtQPIQNDmx7/ABJy52cuIJx7/+zLUlwlLgCr+i7xIUZtuSwcYqePCfRGgKvbY0E7ghZtOkTjJ/NzxQYU0Cn9BJ9nVJho6hzPd/yDQGHekfiy4irk09ZnWHq7xT3VZJY21JibUuze8/uWc6MnqX8dumX6Qu2U5KsoKx7JZ1dF+E6+ZVjLjZpfw8AzaFmdpfvIWbH0B2dgap/wAouy2zokArtxR97MrOqT2Bic2t1ksfEVfRSPf4KxZxTlLh6JQIXM7Wbso5P01v3RYzUQfyxZ0CojBxSxCNvQulhfNFnCSfivPPBZq580atJ8icSxEtKcoZ2UXSEK2ktryZlmByuqmf50Z0EYk8RtiJUpCro9neztWIrUTOKrnRmDcymM9BBv9mfdX7v8/XxeMPjXHP0MlbtPMD2pUtBCIbCJVT29OSuGgRMRxKUTRwOH2b+wHx8iQRlzz1H2jR58KqriIZLkJlVk/P27mXO/gMcmDsHN5MyFUKgaRr2mIiTUorZy5djnuetvOz92c9wv/yVbH2U090Npun5RHkDoWyb6g99iL5f/CInguX29jLwq19lf0+8+CJH33kr03/2MwJLFmcftzo6GXrwgRHxpWnodXVe378xQk74fNR+9KMEly+f8CXXq6sJnreG+LMbc4SWCPip/Ku/mnDfIkVeDooCq8hpE0+PX8MxkLBPq1frWKodSaEyVT3z3CkLLJhQZEmgQ3O5PZIkKcap+VYZ766xhe+jmGpJro8bOEC16yX/VGZ8nwtyMqIhw3jiSqFwM2OeiQCbjIATCDR03rDjH5FqpC9iQkuws+FhlratR3cNBBJLphjwd+L6OzlScpjtldtxZMb2AYvS7q8wWPnXpIOrQWpEK24jEb4aI7UHV5Zg+5ewX/yM5zmf9ARtcXJwU5jJHZm5ugg3jpnazlDFreDG8Se3Za6/Q6TvW4SsCi47MJeFO15geocXI0vpsGjHZjaevxaRqbFycXGEyxPzzqU/5Lmza46NltrFjoqdzO+fT2WqkqpkFevb17OzfCdHI0c5ULofJVRWXGUmBq5Dj9pKyZDKur7vnzePac0tyFE1UY6U9FaUUyWW0qxvBsBMpdBcl6cvvIDB0ghKjjQa2jd3LgfmzsUdNgMFXNdl5syZHDt2DNu20TL95d74xjdiZoq/lW3T9d9fzy8+T6cxly2l+n3vR6XTBJafy5EbXoc9ZmVjwT/ydJrmd72L2Y8+ghYOo2ybY297K1bG72p4PzceRy8v90RWRrQJ08Q/dy6Bc8+d1Mve+NWv0vrhjxDfuBGRSYfW/NM/UnLh+NYMRYq8XBQFVpHTpqrEpDrso7U/98NZCtCkyEa2zoReTWFBnsiygV556tGrRhtaC7zrNTXittCiq5MGfYatCoYFmKFGUoiljuANMTPb1ibnOMB1CZM/BNMTLrc/GQ6Kbunys3AavwsfGMpvyDxZBCIjsnIfLbSdpvSc4+yrfp4tjQ/RWrqfhR1rMZ0Ahyq3crhiC+d3ns+uil1ZcTUyjiLSczvJ+CYSZW/A0WtxjDocY6Ttzs/UbVTSWXjCwzf1YZHqWkh3AH/0iZFjqDSa1Q7BVViBxfiSm3OCjTGjl3sXPMcf5hs4wqUsWcqlh+YijApAkJZpUlqKHl8Pu6r9xHx+DNuLkly6dxMlSZt57jxmDc3KFrtrrsay3mVYmkVrqLWg8rY1hZNuo6ZLyxbnD5SVseGCtax8YRNmOo1Qiva6Op47bw0CQdNQE8JxmL93H7FgkP6yMtSYwn7XMHALmL329PRw2223cfDgQXw+H4vmzcN+8CGOffZzyGCA8NVX4xZqFwMkt27LCpWhxx7DGbN6cSLcoSHaPvlJpnz1q0SfeAKnfyDX3sF1UckkFe9/H6m9+xh6+GGErlP6+hup/tCHChrhFkIrKWHad76N3d2N3dOLOWP6pFcOFinyUlMUWEVOGyEEX3jDUt7z402kHRfHVZi6JGhqrJ5ewSN7OjhTjbXfcFgndHQ1UpPkoEgKxaHTiF516ORoB6Hg/KTOuWkdU0GL5vJo0KJXm8ilOv8hF2iwBG26Yk1Sn1A86cCytM5W02Z5Wj/lWiuF4gXT5pmAzQxbcn3MzKa/JhZZ44fuRKY029tm/NmPHb8n1IqtWZwoPYilpVjRcjUrjl/FrO5zaC3bhSUL18gIwJ94Dn9yC0qYDFW82zP6zKBjc751F38w3oUjRvrloVzCiTjLm/fz7KwlpDWbwNDDBIf+gFQjtT1KmDjmNLAH8cU35c5aDW+jcDIRpn7/AHct3MSqrlXUJXxsqdpCW7ANhcJn+1i751eUOk3UDvYhlcuAbjArNSvrj5Wdt9JZ0LfAE1gFMNOK2W3KK2p33eyayraGBu593Q0E4glsQ8fKigRFebochCDh95E2TaRShZ3lCoiSwcFBSktLWbdunRdJeuetJPfsyUasYs9uHN+R3bJwolG0khLs7m7UKbbIGXroYVQ6TfpYc8EVhCqRwOnqouFzn4XPfbbACPm46TSpAwfQy8owGhuzj+tVVTl9DIsUeTVQFFhFzogL51Rxzwcv4PtPH+FQV5Q1Myq5de10bNdlc3Mf0aRN0j793mWOgF+UpLksYTDD9r61H9FdHgymCxpeTojw+tmN1hnXxnXmWHo22tTkSN4x5OP/IkmihRbwTZBevCFuElQix1Kh8DQE5a7gNyGbZWn9tNYJLk3r7PTZ3DBOpCwfl6rFd9Gz53qUM17a7dRnUhlrRHcMqqPTuHbv+9FcHYmkJFVOw+AcukLtnCg9WHBfAaDSCJUm0vNNhrSPIcx6HCVZ3PdxNsU78IXriEeux8i82D47zfU7nqU0GWN2Vys/WX0BocG7IaeQXcfVq7GM6VR0/CvS6S1w4PzJKKHYXL2ZslQZvb7ebHovpafYF36Y9W3r0VQZCjgSPsLSvqUFzytoe+aaQil0G6yM6apwwWfDZdsUsVAoLwqFECRCwTHTEujoKAm7lixh1t2/K9wnsFCrogzD6cChhx8huXdvTjrwZAXnqcNHSB/Yj9V64tR7ELouyrLwzZ2LNAzcMQXpIhjEt2DBpIfrv/NOOj7jCTFl2/gXLWLK/3wdvbLy1OZVpMjLRFFgFTlj5tSG+fwb8m82j3x4PT969gi3P3aI1BmIrAGpuLMkndOW5rQZsxIw7EoMBEd0h2d9NoOaos4WzE9rbBrPkX3skAqqHEF4VMHWsNVCIVwUvcJrcN0rXWrdiZOFY2ukvJuu4qJE/hL8CWZJvGsOofptRI+vZHwxNfkVhwDzulazecqDXHD0Zgx3JDUjkUglueDIzdxxzhfRHZNp/QvRHYPjZfuIm4O5A7lpwp3f5OLe9xIs/SkPyw4cBKHBu1jUeoQytZagZVE32Jszu1mdh+lUw55QAiV8pILnEyu9mfKeH6Pbfae00lQpRa+/F1fkvl8d4XAgcoAV3Z4z+PGS4ywYWIBW4LXrN6P40oqrX3BBCB49B9I6LG6WXLannpJkCwm/ky1GLziPzL/mUDOudGmKNiF0nVi4hKVbtrJ55QpPoGWc2fV0GqVpOPrIR7oE5s6di2maxONxDvziFwUNTCfi2DvekW29o6xJ2wYD4Js9GxkKEVp7Psa0aaQPHRopRhcClU4z9Ohj+BcswDdz5oRjxTdvpv3f/yNHECa2b6fl/R9gxh2/PqVzKlLk5aIosIq8JFiOyxf+uJffbj6O655GnnC0mBKjfj7LHDAcBqTioaCFnRk/akzQjmTsHDL+WNfHDVzIrnaUeOai2pgdFAobeCpgU2ELWnSXmrTMS71ZKPZn5lbryLzWNyaCKY4sOM/CReuCeOdCjFA36DGwwxOc4ORFls8JcvOODxNOVRR8viLRQH3/bK7Z957sY1JpbJp6P1sbHxk5qgDcDp4PfYWUsHPOIGRZzBxozzsnoRxKBx6gOzLs1K4QKokv8SKh6E4MZ5CUnv/eUwqU8JEIX47yraIkZdPYvYkhsYGoHkUoUXBV6JAxhCUFraU11McbGDAGMFNmjuGoJSXPzL+WQeMiaoe+xuVbenh7pjRM4fDYJbOAFnTbRrcsLxU4JvLUa/bSGmqlNdhKzIyhuRqHIoe45MQlPP+et9LW1obmKnQlULhIV7H2mQ0cnzaNozOmozmeeKurquLGG28kGo3yrW99i9mDA8wZ2+NwAhQgRjdBZvx3hsich0qlwDAQhkH9f/y795yUNP30J3R+9b8YuPtuVDzuvQi2zdD99xN97DGm/+yn+CeIZvX+4Ife2KOxbVIHDpA6fATfzBmTOqciRV5OigKryEvCZ+/bw51bjp9R5OrlwFDwWGBEXIFXuD7WlN57goI33llpQambG404IR26NJeZliexhABNCdp0lycCFl2aQlMw1fIiUiEJDYYnoXbaNt8NpTzvLcAASl3B24Z8+EZNwK/Gr7hysNHG/nkrHStay0it1Xh7n1xcubj8cd53SRhRZvWcw7K2Swtup1Bcs/99mG5u4fGK41dzInKAznBzzmFTRhxbr0VzOhlW2e3BdmYPzs6rdwKbDv/xsQdEc4aY019PS0nhomwB9NV+AqU34moGiYCiLzKL1YcXUDvwew6VHsrbR7qS6mQ1pusyo6+D6ZybGcszO7U1nZ6SUp6bsZCO0kqEW80Xb/sUwdjfsXa/9zdgGQaOEKR0jebp00fE1aiifQeHp+qfwpYjVgiOdIjqUQ6ED9Dc30yT05Q1LRVIlAYvrlrJlX98gPl7dtNfXkFlSYjld96JkJIHH3yQRCLBoRkzmLX/QM5qRQB8Pkinc2qxVMbAs1A6cuw7R/h8VLznr5CaTnzbVnyzZ1PxtrdhNDRkt9FKSqj7108Qe/JJrNFRNNdFxeN0fPGLNP3gBwVfLwCro6NgrZjQdZyebigKrCKvQooCq8hZx3JcfvF88+Q9sAox/HX5pUSAqUSOuMo5/mRQXmrqUZ/FupSBBqRR3BFOkxbgrXcsjAPsMhVrlWRBYCQ+9TUsEoysULSAPql4xm9xaXJEqGiZ1X+jI1a2sDhYuZnSZDX10UJpF8H4ReyTi1w5wmZD0900V3hu2V0lzaT0BKtarmF0TM0WFlJpaG5+KkxzdRZ0rPUE1ujDCtCcbryPJi+d1OPr4UTwBPXxegxloFA4wuFI+AhRMzrmFATXNV8HAgzXYE/5npxVjEIJpGjEMaaCzMxVCGxN5/mZS3nnhuOktBQtJS0oOVwN7zV5njM4J3udxaio1dZpc9k8bR6OphFOxJjVeZyY6ae7JMx3XreYtV/eTtLQ+N/Xl7FpxjN8d7UgYvVyTk831clcn69+X3/Ba+5Kl7ZQGxe2X5jrCJ8hEQziGAbhWJxgIklbYyPf+exnWdDbS6qnF72+jqFIhOdXrWLN8897wkmAFiml6fvfo+8nP2XwD38AXfec0EMhtP7+fDEGpEwT/+jIlmlS8fa3n7RJsorHsdry+1ECJLZtn3Df0EUXktq7N8/EVFnWKdVxFSnyclIUWEXOOvGUgzPJtODwraXg1qeWrTotngnYk9dx48yjwhWEHYmOV191wCjcULjQeO1+l/lItMxNNoZiH27e/o6APabDpWPbrmVElptxRHKFy+zuczlSsQNLpjDcSfpITXSCo0jJOPcuup3uklGRIwFbGh/GbwVZ2r7ei6qgaI0cIJwqI5yuQBsTfZJIZvcsZ1vDo0zpn0fMHOBI1fBN1kEJMxOxcEG4vFD9AvWJeqZGp6JQHAsfo9Ofa+OggJAdpMffS12ijtmDs+n199IR6MheK7/tJ1r1VyPiavTZK0V3uJwVPSuoTFVysPQgaZmmNlHLwv6F+B1/3j4AA4EQjpSs27eFOZ0tuJm2PgnD5JFp1aR1na/cUoKw+7n5aZv+EsEzCwd4pvYZLjlxCaXWiFO54XoCshCGa2CownV3Xj2Xt1/aNNk3Zw7dlkVbOIzh87Ni0yZ2LVrEnIMHcAUYrsJVnuhJHThAw+c/R/Xf/S3Jffswp0zh1w88wLm3/2/ecRxNIx4MZgWW3tjItG9986TiCrxIlzAMVAHRNrpvYSEq3vEOBu74DU5fX7aOSwQCVP3NX6ONMYYtUuTVQlFgFTnrRAI65UGTzqHUhNsJYGZ1CF0K9nVEJ9z2pcIZrfBO4nAwbC46lphwsTRoVlDvaMy3NIJRwWNBi56J7B6Ai5VxxgLSi6p4dVxmpuh6et8SpJJj6rFOT62OHuNI5Q76AwX8qYTi2em/oy1ymKv3/xUCQXV8CjtqnmRFa+Gmu4br4y3bPk7MGOCX53wmOz0BCDeBrgxWdp7Pc7XPooRLW7CNtmDhCEhmCizuW0RdohaJIC0c1nSuIWpE6fP14bf96K7OE5UUXHWnhMBvpZFIZkZnMnNUBNDBwcXNqbcapqG/B2U1E7ceYVu5w5T4FGoSNeiOw/pjAX7z+qt4/VP3MbNd4bcgpSve/jj855thb9le1nStyY4VtsIELT9DZiznpdJcjVmDs7LiKy85rBSdNbVMa27miXXrGCyNZM/P8pk8v2Y16x99lPL+AfTMakAJkE7T+m+fJHDJJfjq6zHq6wGY093NtlWrWLppE8J1vabamkbztGlM7+pC+EzCV15Jwxe+gJigWD/n9dF1ym55I/13/CanWF0EAlS++10T7quXlzPj7rvo/cEPiD7+BFplJRW33Up4/fpJHbtIkVeCl7eTbJE/C4QQfOp1CwkYE7+9FNDal+DNq6ZOMNjZnduExxm2cBiLgtVJDaPQ8wK2+hQRV9LoaPjw2vpMdyRvH/JR6oicccZiCXI8jUIIFqIhxmyrKViYnrw/la4MJNqYx0/vYo4eI2BNEC0Qni/WMD47yJCvlwNVm8aNylgiza7ap3GEw9ip2tJiU9Vz+KwCxpEFhtOUht/1I5FE9SiP1z9OZ6CTEquExlgjMT3G0/VP44veh+6OMT91XSKJGBXxwqabMT3G9vLCaSw39RCD7vc5Gj7E0fBRnq15lheqXkDgUp4KEejczuw2RcDK+H/ZEEjDh+92GDQGcsaadeAQn/5RlEjSRHd1dEdHupLZA7NpSDQUWLyQQUoOzplNa2MD0ZJ8CwhX09i0ejXJQCBvV8d1+cNXvoIaVeO0fPlyBtas5pHrr2PPwoXsXTCfp6+4nIp3v4spn/oUM++5h8YvfWnS4mqY2n/6JyJXX40wTWRJCcLno/wd76D8bW876b56RQU1H/kIM++9h6Yf/qAoroq86ilGsIq8JFy7pIHyoI+vP3qAY90x2gaS42kXvvl4flHxy85JfEVf8GfSfgXubwEFSywtx/9q2EphVUrn4aCFrryaq5zDKHhSWHxA5abxPk6ADxAjoRRJvD/SMkdwQXLytgxn1rtwfKYMzEd3TGyZLriisjI2Yv6Y1OIcqtrK0cod7Kt9jiVt65jZe052bg4Oe2ueZW/NRlwtv1ZNczWW9yzHcA2erX0Wd7Rzf4FjG65BVdIzm3SEQ8JI8EzdM3njBlN7WX14N8/NXIhUCiUE4WSca3duHPe8h8whegI9uH25Uay4Fmdf6e4cWwdHOJwInaA72k1VspolRz3/q7GEE5I1RxuybQr0VIpoSYgNl97E5W2CHl8PKT1NZbISv1s4PTly/oqeyko2rF1b+L0sBIORCI9cfhnX3/v7nObSum0T2bCBlpYWpk2bBnjeWe95z3vYunUr+/btIxQK8brVq2kcZe55OgjTpOHzn6Pmo/8Pu70dY+rUYoqvyGuWosAq8pJx/qxKzp/lmQC+98ebeGRvB86oe6QGzDQMOuKF3b5fViYoBhtPWA1T4Ups8v+YNATTLcksSzLb0jiq2RwwMy7cGfuJThT/LZL8HX5PJAANCH5JiP9NpOgRipqMTcNLJZpOBU1pXLXv3fxu8X8XeE5n5fFrAIjLJHcv+TpCgK2laY8coTvUSlvHES48djMArrTZWf80CcOzRlBjw3ZAqVXKnrI9eb5UkMkoKpBKoiud89vPz16jsBVGqvzoinQlU6JTWDBwmPkdzRyqkCh3gLk9PsazfLWFzeHwYfrNfu5tupd5/fOYNzAPgaAj2FHwdXGEw4ngCaqT1ZRGc1cz9pWVcaxpGq6Q1KUbiGcElmMYdNbVgfBGrEpXwxgD9HHfA0KghlOe49kwSImt65xoaGDq8ZEaOgHUtrXT/fvfM+2v/5pYLMbzzz/PkSNHqKys5IorrqC2trbwmKeJXl4+qbqtIkX+lCmmCIu8LPzH6xdTE/YT0KUnJBSUOIJ1HYJ39JpU2yAniCIVwtQk1SVnue/YaawoHJBuwW8qCoWu4PK4wdN+iz4NLksYvCVqckFCJ5jRDPdg8RaifFMkCcgNRPRf0pXuZH5a57yUwUx7bKpvZPyXG4XiWPnOgtfEsP34rTIsCceqtpEwBnBHreCztTR76p6h199GQo/y0NwfMRDoREnXO5dRpyNdSVWyiogVyU8fZhB4Ky1dXGxh81TDU+yP7Pf2R7Kya6VnBJoZV3M1gnaQ2YOzAdCdNEZyN/tLHiBmDDHcuEaN+dfmb6Mz2JlJW9rsLdvLoD6IQqG5hV8bgciakO5ZuICk4b1Ddi5ayCOXX8a+efM4MG8u8dBI9CZrHFrgmsdkjBOBE6RFfsuZgowjsmxNYyhcgj0mtac7DsGnn2FgYIDbb7+dp59+mubmZrZu3cr3vvc9Dhw4AHgNpFu3bOXgBz7AvlWrOXDJpfR8//sFC9eLFPlzpyiwirws1IR9XDi7isUxwflJnWviJu8e8hF2BSYwJAsXkOegwJQZI89MBGgw+cpHv6ISDhkOVgHBc0J32OCzqHIkb436WJLWmOporE7p/OWQn0jmpLtQPEIvVebnieg/J+ru4WS3rJcyojVWvA2LjbRMsas2P+0GkDSi3LX4q8RNl+Olu7G1fDHgCJs/LPgWP175CZrLd408IQBR6i0mcCUzB2dyfuf5AEyNTUUWsHoY3g3p2RjY0mZ3+W5aQi0A1CXquLDtQupj9VQlqljSu4TLTlyWXYnnCpeDpQdxpMPj9Y9jCSuniHz4X2OikalDI3WCjnTYVPs0APWxuoJCVyrJtJiXbjs+dSpb5jTSUx5mz4IFntv6sJiaRFNjgcCnfISsELrSz0xYS8mB2bPpLtC3z6/rPP744yQSCZyMYFJKYVkW99xzD8ePH+d/P/tZum+9lfRjj+MODWG3tdH1P9+g7eOfOP05FSnyGqUosIq8LNyz7QR/2NHG2oTBhSmDeZaWdTkXpyAVrEz3aFdB2nZJFXQEHYfxisDOAn8IWuw0PZE1bLKggLSAY7riqriBmSmAB9AR+BVcmPAiG0GV4j3OVp4ZvJV7+/6V1vQCOKnEOnMK3awdbIbMXtIyiS3SGd8pm2Olu3i26W7KkjVcse823rjtn7jgyM2EUmXejgIUFiUpl1C6DEWYofK/oLvxG/Q0fI1Y5EYUOjF/f146UCrFe+JhHK2CqmQVC/sXoikvAjQlNoWQHZrUa+VIx0sp4tISbKEyXcnarrXMGZiD7uoIJXBxGTAGeKruKWJGDOEKKlIVtIRbPCf3Me9GieSc7nPQ3ZE45YCRQiAwMDm/83w0V/OK0l2vKH1pz1IiVgQAV0h+fUU1v75i1oTtcSZCUxqldikys1o0+7oVilSNThWOfT7ze2XvmP6Mfj9lN97IwYMHc4rdh0kkEvz4xz+mdssWNNvOuUIqmWTw/vvG9bgqUuTPlWINVpGXhZ9tbCaedrCFgVngnrAwrbHV5+BMpLRGmV7LTP+/Hk2NyJDx3Agy+5Q7ENW8lXtCnaK2Gh5zdAufUT87Ah4OWmwzLN4W82Pg9SJcaOnMswpX90gEM2yNoJvg/TEXzbmYbfgKHGAYB5M4s33PsDt1FSfNXU6CwuktyW+XfIW0nkAqjUUdF7L22OtpHJpDZ6SZC3bfnG3qXB6vY27XKn6z9MsM+XtIG14j4bldF/D4ihtw9HIQBgqIR27A8s2jrPOLBaf+/fJ6sA7SGegkakSJpCNomZWQ57Wfx8NTH55U9CapJXGEw+6y3UyJT0EgqE/U82Tdk2yt3IqmNGoTtVQkK3BwvAJ2fw/d/m52lO9g9uBslvQtyRnTwOC6Y9dxsPQgByMH8Y1qmF2bqOX65uvpCHTgCIfaRC2+Uf5jmmuzuLsW22ejrLMTd8wZpVCj52GH+FFO8cJ1KRkaoqyvD922c7b1z5tH6etuwP+d7zA0lL+S0s0UxVd3decUyGeHMExS+/dnbR6KFClSjGAVeZlI2p4M2m7aBVNpFyYNqhyBoTzxU+g+KkeJnKy4yqQKwduvtlDGMLNNAMENMZOlSY1qR2Qfz2G8YwMNtqBulAI0C9hKXZE0MUfF5DQEBuP/ofkUfCpxHNMpwcZP7qRGK0bvppYmxJ5U4bY0ZwuBYHbPcpR0cTSL3bXP0BY+hOH6WNFyJYY70n9PQ8d0Aqw+dh0AtkzTXLabltp6hKgAMWrlo/Rh+eZi+WbkHdMVAju9G+kOogQ8Wf8khyKHSMokKZmiM9iJK2uy24/nqIGCoB1kU/UmLm27NPs6CAQXtV/Eqq5VXH38as7tPpcF/QuImTFc6eJIB1e6uNLlUOQQXf6uvGuiozN3YC5XHb+KFd0rcp7XlU5jvJFpsWk54srbF0qcEkqt0tNK6xbuLTk8+CTGy6QilaYxpbWVNS9sGimIB8+5fdcuDl55FXP27ivYHicSieC6LoORCG6hOjHbxpgyZbKnVKTInwXFCFaRl4XXLWtgf8cQG5RNtSOZZktcvFqq0ogPPWHzF1Efx3SXTs1ls2kTlSPtYoQCv4KmtKRbU/QOi6thhCfApjqSTj3fCR2gS1PMsjVm2Rqd0uXJgMWctEaH5rDL52JLC+9PYjjF4v0WUHBjzEe9IzmoO/w+lMYCIi70ilG1YwoanHwpJTKq0EblWDkovGbQ3dYc1En/FD0zUW+/s1zYPwpLpnCkzXnHbmDZifW0hQ+ztfER9le/QP3QrIJtWgSCpv5F2d8fn/ULSvTF2Hrh0n/bmI6RPpI7husiZAKREZK2tNlRuYMdlTtG7aqPGsUkHrmB0ODdiDGp1AFjgIvaL2LQHGRf2T5ieoyqZBVzB+ZSn6jPipW2QCtS5UdjHOFwLHTMa2MzBolEKklFunBz60KMFnkFKRSBGoONjT7ee2S8fcc8Hh4YYOHuPQUjUNg2dlsbtmmiVq8GLVeAWYkEQgj2z5vLjCNHclvoGAb+JUvwzZo14TkUKfLnRlFgFXlZeMd5Tfxu6wkOdUW5U6SpVZIaV/KBG+ZzzYXTePH+o2x+6BjTk4ImW7IorfGE32Kf6a3tmmFJLk8Y+JXg98E0AwUc0h0B3Zoa1cUul9CoKvoyV/C6mBdtci2NWbbD3SUO7uiboADdhb8a9GVrp2bakogr6JeKhPRWQ6Yy2yK84xaSPxYZJ/iM9JOjolyTE1eFmMiZ/dRc29MyyaOzf0pzuddfMJyqYP2htzG3ZyUz+5axs/YpFDZDvn401yA0qr0LgO6alMVraepbyK66Z2iJPIhw34iSuVdDoDK9BsfMVggqHIt+KTO2GIVSl3b21CQ2JYO/A5VvUFqZqKTT38GL1ZuzKxCjRpSWUAuXnLiEiB1B4nAxG9kmXNJj44sCAna+IeeYGcMYsfxSLDpQKLqMLsqcMpR7ZsdwNA39JKv9Ds+aBdrY6yFIxOO4mkY0HOaJdetY9cILlESjICWll19O/X/8+2nPq0iR1ypFgVXkZcFvaNz512v54852njrQRW3Ezy0rpqD3WTz7u0P4/DpzVtay77kOHMslpATXJnxcm8gdJ4UinI1z5KIpqLc16mzY5LdzmjjrCtYmvbe7g0KDrGiSCLb5HFyl5WmSlIAT0mVapsBZInj7kI+n/BZ7TIeFaY24VDTrLgEl6JcuVa5XijyMhaJLugxIxRaf1z5HR7AkpXN+Ss+Jap0aE4mrU+No+Q6ay3dnbRUGAl38YcE3edO2jxJJVVEdm8rPz/1P0loSW9qUJ+q4cv9fEklVZmYieMu2j6FwsbQ0u7UNxEtf70WdMr35UA7CGcJI7sw5dq1t85mubv66tjY3dZVzSqMEjQAvZVq4mXhPoIcB30BOk2clVHaV4Xld57GUvVycaONrFPB3UoqydNlJRJMY89uwWD4NEXSS6FW1NRJJOxMhVzByNQZ3rLjKMDpt2F1Tzf3XXYuRTiP9fs676CKmFM1CixTJoyiwirxsGJrkhmUN3LCsAaUUD/3fbo5s68JOu0hN4DonFwYCoMJk5pDFYTVKRClPRC13DfyWwhWKF30OLp555/kJnUWWTjojPswxN6mYUIW9nRTIMTdAH4L1SYNzUzpJoWhw801ALbziex3oky6lruDukjQJ4UVrUngisF13uSV2Kg2ZRzBFDFsZuHkxs1O7ASsUA/7uHM8qAFc47Kx7inOPX8H2hse5ds8HKE1W40ibvdUbuHfB7bx168eRaETNPkrSZQgkFx95E9MGp/Go+hq9te8iaVahBBipfYR7vo1Qilk957KkbR2mE2Cl/gztlQ9goEgXmrtS+JQiLUQ2ZXyyU61MVVKVrCKpJWkpaSGdsYxIS++/szlChbL4VHcvn6yqwEVgCTCUpCZRU3Al3WQ421GsszleaGgIR8oJhVbT0WMMlJZ6VhKjKdTmyTTBdXn6iSdYMn8+VcUC9yJFcigKrCKvCMd29HBkuyeugEmJKxeFCGj8/fwG9j/dRirp0K45PBKwCOsafzmnjqayINsfP866pMlsy+bnJRYBBxCwX3c4pjvUOJIllpYTZZptaXRpdt4qRldAjTNc++SJpoRQ7DYdNvls3j3oK3gT/EVJioDyivavi5vsMG3SghyBYAs4rrt0SpeacXyexrsSK4J3sir8SwB2xq/i2aG/wKFQO5WTpwoVisOV2/KPIh36Ax0cL93LFfv/EsP1hJx0TeZ3rSVgh2ku20Pj4BwemvNDpgzMZ/Xxa1EoSpwg1x6dhzr2NAndQHehZqAMLf7PpGUKnxNAV954R7kBLXERetUXQY5J7ipFvW3z+qEY3ywvO+mVkUpyYfuFlKXKMJSBLWwW9S3iheoXWNS3iJAdQqG4k2vYxgJmxFr4Vqqdx0OC5+U8auMNVKSqs6sVR0eMxoseKRQJLYHpmujq1fuR2lNVRdLvx5dMorte6n04YqhlBOWsQ4donjaNgbJSbMNAOg5CKTTHxjEKn5tyHF74whe55mv/9XKdSpEifxK8ej8Nirym2f98O3bq5CkL8DIouqnhDxlUTS1h3xMnsC3XW9nnaPxl2uAtH11NaXWQEwf62P30CVK2zX1Br2ZnQIcn9JFl6XWWy1Irt1j73LTOTsNBAnGpSArvj+OShJ4T7RJ4wuio7hKXcNBwWWzli6NFGduJN0RNdOCErnJSltnxFHRpYwXWxKLIFAnOCd2FJryI09Lgfcz2b+DHXd/FRUfgsMD/MPuS63E4eXQsqccYDHTlPa45BrVDMylNVaO5uR8VhmsyvXcpz067m2en381AoIuukhaWtV6C4xvC9fd5BfEKwpZ387ZDJ3ir+TPu6v0so9dVupgIu5TZnefzYuOTOcfxK8XHe/r4p5qqPOsNqaTnvj7q0k0fnE55qjwrdIb/u6ZzDQKRXf3oonGAmRxgOobtIAcUC0ddq9Gi6mTYwmZnxU5OBE+wuHcxs4ZmvST1WGeK5fPxwNVXMfvAQerb2ogHg+yfO4fG1hPM3b8fJQTCdVm8fTvRSIT+qipKq6vZr0miBZpEDyOUwj56hNThw/hmznwZz6hIkVc3RYFV5BVByPFvQEITKEchNYHUBFVTw/S0RknGLY5u787zTnRsly0PNrP+7fOpaYqgFPRLRVTmp/2GI0pj8Sn4q6gvW9XTLr1y9CmZdifD0QsNKHcFN8VMHg9YGKM0YtTspyfYSiRVyfJELUvTemZNoqDSEWiKfJ8vAaUFLexHG26Nmr+IcX3Zf+DX4iNDCAjKfi6NfJ2HBz/M1WVfIOmW0GotYcBpKDBu7phBO8yMnmUcrdiOrXkRJKEkhutjUccFCDUiTEbjSJuucDMDGXGmhMt9C77Fuf0LCbn5N2RXSI4xBUMksFQodyx8XNY5iz31j2fWXIKN4P39A+z2mdhjX0gB4XSYpqEmdlbszDaCbg43MyU+JW8F4LBBZ94gaFhojFe3JnLEtSgYxXKFS2uwFVe67CzfyYyhGQVXW74asEyTPYsWsmfRwuxjvVVV7F60kGA8TiIQwDY8a41AIMDb/vEf8T38MJs2bcKyxu+aMLWzi9TBg0WBVaTIKIoCq8grwoK19RzeOpIiHEb3SRZd1EhPS5SKxhDH9/TReWwQdwLHduVCV7NnjqibGuveOpff/nxPwW2vjhmUq3zv+BHfKo9GVyv4/DAGXl9BDc8Z/IlZv+Bg1WY0V8cRDpcdeCcz+pZk91ua1nneb+OM0jdSeeKqsZDqGocVwTuo9+3Le1wImB3YQFjroN7cj61M5gae5mhyJQ8N/AMuw35Uhce+9OA72F7/OLvqniKtJWnqW8Tqluvx2yFcXFwc5BjRoLk6/aMjXwI6IsdIRqcTSheOeBgyjiog1gQ2U0QHjzW38njAT0pKViaSNDgOn6iqwBolyAN2gLUdaymxSlAopkens6VyCy3hFmxps6F2A9c2X5ttiTM5Jhdxag+0U5UcaTNjSYsNtRtwpYt0JZXpSg6FDzF3aO4pHPuVx9F1hiKR3Mcch97eXq688koaGhrYuHEjvSdOkHAcNMfxhLAQrH7uOfzxeFFcFSkyhqLAKvKK0DivnMUXN7LjiVZQIwvNrn3fUqYu9DyGWvb0sueZtgnFFXj7Vk0NZ3+fd149764L8qvbn8mxczAUzBmncfKpMhzNAthR9ziHKrfgSBtHeqnI8mRNznFCSvCWqI8/BtJ0Z+Y005JclTBPaT7dzhxsV0OX+cvtBS515gGEACPTFLjJ9yKrS37Fxug7AK8XoFIuOmPtEwRL29ZxTlu+ialEZnsRDs/VkimS5U9ya7SdnT6TjX5/pp5HcbTkGKV9pXn1SC6CpdoL7Jdd9DlTGJ3bc4SDW/4wR3WdI0aA+0oCbAhYHDIkzYY+ypUcLmy/kBKrJCeqtrxnOUPmEP2+fhSK1lAr06PTc87vbOB3/NzbdC8VqQoc4dBv9oOA2ngtazrXnJVjvFqwLAu/348QgiVLlrBkyRKsjk5233QTraURhFLUn2jDLyCwfDm+2bNf6SkXKfKqoiiwirwiCCG44I1zWHhhA827ezH9GjPPqcYXNOg4MsjG3x2i/fBAXoSrEJqhce4V03Ieq51eyhtsPz8VCVwBNhCYXMnXKbOz/qlsam2YIbOX8kRd7pwcyTujvqwn1unYMxxMnscFJWFCoj+/Owoq7zFDplkUfICN0Xd4qwV9XZQl860JPAEyfqH9iEBxCcgB1gTvYb5xD4E+l6QQHDAN/qquhpSUnAi2MSU2hap0OZoykNhIFK/nQUxhc03Z57iz93PEVQRbpnGlw+Mzf8F3KtOAtxJNIThmarlXSEEkHSFoB/NSllJJZg/OZlP1JhQKa2yx/GlQKB0YSUcosUro8fdkH/M5Ps7rPO9VXeB+Oiil+PWvf41hGJxzzjksXrwYt6yU1If/gapvf5uS460Iw6D0ppup/ej/e6WnW6TIq47X1idCkT85yutClNeN1OO0Hx7gd1/bMilhBVDTFObit8yjrDaY99wUzeD9g4ptps2gVMyxNBzIq45xUXg+oRMJHpcRAZJbx5TWktmfg+kIPjvAtoZHqR+anV155+3l3bDPzIdd4+6+z/C2qg+N4wY23tw9ypO1jJcOG6/GaOxWN5T/O5X60ezVCCnF/FSavxwY5FvlZZQl64j0L2R7w2NcOyiY6cRYwS4qGMBROlK49IWb2V16iEPl++gLdqDEqHNRnlg8Ff0pkTnmoLWJAv5WYxiOyh0JH+Fo+CgA04emM2Noxjg1W941ClkhhswhglaQqdGpXsrwLDUNf7XR0tKS/e/OnTvp6elhYGAA+4ILvAo2TeO666+nfoIi+CJF/lwpCqwiryo2/Pbg5MSVhCXrGrn4zfPG3WT6sip2b2xji8/h8oRBk6OxzbBYaOloeKahNgob715uTiAuZpvP0G7NJaYq8pzXpwzMpzVygCsP3EbNUBOucHCFw+HyrcztWZUd82ylqQacBp4YfB8XRb6HUhKFQAqXqFNOmd6Rs61ScHfvf4w6vjjpyriR5xViTKQoKPsp11sZu0bBD7wuGuN7kWpWtVxD48BcaqMz6DC7qAvdhyRIVOgcSp7Hg75ZxIL9tJUdpDfYNnkhJbwWOprKLyC3sWkLtIGCpmgTESu3nsjFpT3QTre/m4AToDHaSFJLsqNyB32+vqwp6Q5jB23BNi7ouGDUNRthwBygM9BJ0AqS1tIcjRwFAVWp167IAi9dePDgQYQQOBk3eAXYjsP999/P4sWLMYxTqXkrUuS1T1FgFXlV0X08OrkNXeg9EWewO8GGOw/SsqcP06+xeH0j517RhJ12qGgI0exTJKVis89mqi3RhOCXJSnOTelUuIIW3eVFn01ACd6ZGMK0IziYjL3rx9wyqo3DRNNVec+tab6etJagPF6Hhg6Z4uo5PStfsuX6uxNXcjS1iibfJhSSo8lVlGhd3FTxCYRMYaCwlU5nejY99vScfcUokTVesT+MRPYmi6Yklxx8O1MH5gNgOn7KEo084V/Dd6s1XOkwt3spZTINuCzsW4grXE6ETuQONMFB43qc3aW7mTc4L5uSc4RDUkt6YsebOI5wEJnFDI5weKruKQbNQWxpI13JrvJdBNNBor4oSowoI0c6dPu76fH1eKJpFArF5srNuLgktARKKmxsDkQO0Gf2cVHHRadwtf70cMcxKLUsix/96EdceeWVTJs2reA2RYr8OVIUWEVeVQRLTQY6EyfdTuqCysYQv/7sC6QTNkpBOmGz6fdHaT80SNuhfhxb0aMcHAOOGi7P+W1WJzWe8Cv+GLSypp9SgakU6wK/ZUvsDcTc/Ca/bfbizE/5d/9IqrJgaq2QtcHZJOGGiTtlVOpHaTR3cji1ki+n/5pzg39kSULSac1mc+zmgnE5gcDBRkMfV2wVmn/cLaffbqBCb0aOEia2Mmjpv4lZsXNzjrFh+l3sq3kOW0vjs30sG5yFcr3C/rAdZlXXKvam97KvPH9lZEEE7K3YS7+/n9kDszFdkxPBExwsPYgtbVCQ0lL8ftrvqUxWsqpzFcfCx+g3+7NWDsP/TRiJgtE8R3giq5DAWtO5hqATRKE4ETrB1sqtpLU0Pf4e+o1+yqyyyZ3HawilFMePH+cnP/kJN910EwsXLjz5Ti8xrusihECcpA1RkSIvJUWBVeRVxarrpvP4z/blpAmzreyGHxKgG16ayE67Ob5YtuVydPtIM+EazUtyOcBGv83clOTtQz4eCloc073WzrMsyVUJ2C2vIepWjVuhdDqceu+4yTVplqQASUv6HLrtGVwY/j/Whn/IHb2f41D/hRwete147uPDtgujI1qT4cH+j3Bz5ceQysYQSSzlp8+ewtbYzTnb9fnb2VuzESezAGDOwBx0V8+Zj650Fgws4FDkkCeQmNTp0x5spz3YXvC5zmAntrTpCHSgKY39pfuzomo0ToGVmACa0vA5+QatEknICWXn3xBroCxVxrM1z3Juz7mUjmmA/aeIEILGxkZaW1tPuV2QZVncd999zJ8/Hylf2i8X49Ha2srvf/972traMAyD5cuXc8UVV6CPbf1TpMjLQPFdV+RVxbw19SRjNs/fewTXdkHA4nWNGD6NXU+eIJ20mTK/ggveMJvHf74Px564XqvRkdQ4gnZN4Qjo0F2WWDq3xHx5xe29ThNp1IS1WKeCysiWwiONfma0qehkjyuz3lYxt4pHBv6W11V8knXh7/PAQKEVXbkzmSg1eDL6nKn8qOu7zPZvoER202nNpjl9DqNXISoULWV7c/arSdYUNOAUSrCobxFp6dU0JbTE6epZAGxtxLX/ocaHSGmpgtupcQrpBYIpsSkFtx99nTQ0/I6fS05cgtey+08/WjIcjdI0LVtrdSokk0lisRjhcPjkG59lenp6+OEPf5g1RLUsixdffJHBwUHe/OY3v+zzKVKkKLCKvOpYdulUlqxrJDFk4Qvp2WjV6utzjQwr6kOcONA3EtkqgEBwS9THs36LXX6XAxHBkh7vRigL3BA1TrUY3ZNRHdKm1jVy9s23M81FYiFQSGFjqVNbhTViHOphY7I1diNXln0VBgrJumF/dAo8d+rYys/eRL5nFmR6NgqbmD6YUyQf1+OUpcsKpiKnRqdyvOQ4DbEGjoWPgfJSdV6kTXnrIE+W7hl72gLiRrzwc+MoX9MxWdu+FkMZuLjsL93P4fBh5g7MZfZQvs/TcMH9a0FcjeZ0xBV4qbnf/OY39Pf3U19fz/r166mrqzv5jmPGOHr0KP39/TQ0NEx6/w0bNmDbds5jtm1z4MAB+vv7KSsrO6V5FClyphQFVpFXJVKThMom7qO39NIp7NlwIiedqOkChMCxRh4zEFzi+PnIBdNYcfV07vmfLZzYP1BwzMl7U3nNXGr1QzSYu9BIsSn+1nG31kliiBgJVY4X6RG4SOb6n6A5tRyLfJuJU0My4DTktRHKZ2IrioDoI6EqTrLdxChcnpj5S46W70S6EqQAodhfup/aRG2OX5SLS1qm+ePUP3q/CxehBJXJSipSFRyO7OW/u7p4PBDgrkgJ1liRNfp8C00585hwhde7ULjjRq5CVojLWi/DUAaWsNhYs5FufzeudOn192JFrYLu8C91rd2fEq7rcuzYMQAGBgY4dOgQt912G42NjZPaf3BwkB/84AfEYrFsinLGjBm8+c1vRtMmbj/U0dFRMK2paRq9vb1FgVXkZaf4yVDkT5aymiCv+9tzKK8LIqVA6oKGueUFP2RDpSaxgRTf/fCTnDg4gJBeQERqAs08VTGhCIoeyrV2bEyUgi3xmyl011Yo+nFpj2zgmqqPscj/ABILcJG47E9eOglRdHIENrXGPo6lVxWcx8lRNBo7eUPlvyCxx91m5H/jPQd3Lf4ah6u2Ymkp0nrC84pQ0Ovv5cXKF0nLNJawcHDo8HfwUONDONLBkQ5KKFzp0h3o5nDkMJYm2GOafKSvny90dpF3sU7B4kFzNXRXH9dOwXAMkiLJpqpN/L7p93QGOrO1W63BVixpec2ls2d8dlLJr2Usy+Khhx6a9PZ33nkn/f39pNNpLMvCsiwOHz7Mhg0bTrpvQ0NDwdov27apqqoqsEeRIi8txQhWkT9p6meX8bZPnUcqYaPrkj98c3vB1jqx/hT7nuvIRrayTk+O8irgT5G4KiPueB/avfa0gv31wEsdhQF38BLeH1rCj0v/notLv4etPGH2g64fUWMcoMVayakJo9E5LhddpJkXeJwH+idy1J7YQLTTnk1E6yKsdTPg1I85Wq6Y8BzEJN53NEVA9HFjxb/xU+tt9IRO4Ep79NBZjoeP01rSSsgKkZYp0nphx3UlFFamOP4b5aVEpeCqWLzgtjnZz3FQKNJ6eviXLOF0mNp4LUooWoOtPDL1ERQKV+TmnV3p8ljDY1zQfkG2mL0oribHiRMnTr4RkEgkaGlpyfuCZNs2L774IhddNLENxvnnn8/WrVtJp9PZx3RdZ8GCBUTG9FksUuTloBjBKvKawBfQ0QxJ59HBgs87tspJG545I99NPOPR8f+UNAQGgvWxSn46+CHSKogpkyAEVcYRuuy5NOpbyVUJE0WLYFhVSCzKtBPU6Xv5Xe+/E3fL8RTjRPsWxlEGQsClpf+DThKBlZlJ/jgKHQ2L/tpfsj7yP9xW8x4qjVZk1Z0nFztCETWjpLX0xBtmtxf8oKyUtzTWj7/RRFqnQG0WCub0z0FzNQ6VHuJw5DDl6XJc4RZccQgQskOU2CWZ2jqRGXqCJuSvZefRUyAUCp18Iyau+xpbW1WI8vJy3vWudzF9+nSklAQCAdauXcvrX//6yU61SJGzSjGCVeQ1hRnQScVP/mF8+oy3LvDk9gomEiexip8kv8nNFR8joneQcCIkVSkWAdaVfINNsTcRVxUMx4xgYndsF51+p5F+Z3jVm0251sYVZV/lvr6PEnXHa42TP18F9Nv1NJh7eEvVP7A9dg29zjSOpxdT6KNCCpsL2M2jDc0s6vdEieb6kKQm18TnFDyKhCswXGPSogwYt6bfb/tZ3rWc52ufxxZ29vm2YNuEw80YnJHnIj9ReyEXt+CqydcqQgg0TcsRQ4ZhcOGFF05q/5KSEsrLy+nu7s55XEo5aW+turo6brvttknPuUiRl5JiBKvIa4Z00iYxNM4N+KxlcwTgMMXczoLAw1Tpox2nTh6x0NBIqyCPDPwte+OXMOh6UZlOez5PRD9ITNWgMFCYnExcjcwnd+XiteWfoUR2M8Xczvj5s/wL0mDswBQxAEr1di4q/QE3lP8784P3o5F/XZXSWakO8LA2kxdir2dH7BoujcXPftxGeVGvtJae/OuovPSfULk7CCVYf2I9/b5+r55qbGRrgvHMjEHqZJHIP6solq7rzJ8/H13XMU0TwzC46KKLWL58+aTHuOmmmzBNM1vQbhgGkUiE9evXv0SzLlLkpaMYwSrymuHwlq6CUREhBaXVfvo7Tu4QfzKCso+bKj5OUPYhUHRb07mn79PY2fY6XmTIQaGNezOWdNkz6Bp639iZnvH8QLEp+kZaUucSVxXM9z/EodQFXs0XOuBmYi4y53jLg79hZckd6CJXSEmhOCf4AEcS63CVQGVEny6SrAr9Cr9Mc83eD/KCE0HiwBBclTzEAwv+D6k8gWFraaTyWuWgVN5rJJXCnSiadRqXxXRMhsyh0S8JAHXxOkzXe268VGCeRZmApsEmQnYIW9g5qyC96Y1nTTv+xF+rBfI33ngjN9xwA9FolEgkcsr9CRsbG/nQhz7Eli1b6OnpoampicWLF2OaZ9YivUiRV4KiwCrymiE2kMKx8us4lKsY6DpzcQVwWel/E9Y60DJF0E8NvQcbg5E7sndHD8tuhtxK5LhuWLkCZ2Im5+7ubamzP3kJCkmF3szFpd9jlfMbXoy9gbb0AiJaO8tC9/BA/z+RVkEUOkHZx6rwr9BFbmrVVZInBt/LvsQluEgUEp041fphlpf8jibfJjqsmThOBQBO5uNkytA8Lj3wdkrS5UR9/XQFWtje+ASowqnb8+MJNgQDqDNpa5K5REKJbA/C4UumuZpnvSAtwlYYTWlUJCs4ETyR7+Y+SlgN2zqYtsmS/iU8MOUB1naspSxdhq70rEg6HbF0uvu9mjFNk/3797No0SJ8voktViYiHA5z8cUXn8WZFSnyylAUWEVeM9TPKkUzJHZqTGRCMKEZKYDQwDA00snxC20NkaDR3JUVV5bro9ueTn6mXWCpELdW/Q0PD76HjvSSbOQnZ1KTZrwaKhcK1PiozGNz/E+hYRPRO7mk9JvZ59Oujxn+F2hPz0EXNhdHvoWGnXVAGJYNm2OvZ39iXab5tYdNgFK9nSb/JtLK5JH+DxaYrWR631IkgopEHZqrs1U+XLjmSileCPi9RFqB6NakEV6dlq50LGmR0kfc2/2un8taLyOlpTAdE4mkKdrE3rK9OMLJi1YNj1eRrKDP10d1qpr2QDtKKJ6sf5I1HWuoT9Rn/a9OVySpzL/Xio9WLBbj7rvvJh6Ps2rVqld6OkWKvOK8Nv6yixTBs2yom1GKboy8rTVDIuX4N0ApBdXTSrj6PUtYvG5iM8Sx/lBSOIhxyrl10pTq7dxY/gXqjf2e0SgxZpgbmR94lFItt6C6Sj/Eusg3ubL0S8zxPznmWIVrqHwillnpV7jORxfJgs8JQCfF3MBTvLnqI9QahxCeP6vnDSYULjrbY9dj48/be1/yEpJKoIC3VX2Yd1S9jybfc6O2EGhoCCSG66dxcA5VsakF54gQpKUcEVZKIZRCVyrf8+okKJmxdhjzcsf1OEooSuwSTOWJRUMZXHbiMqZGp6K7OqYzJgWlwO/4qUxWYgkLS1qeHBKKiBU5a6Ko3+g/K+O8WrAsi0ceeeS0neCLFHktUYxgFXnNIITg+g8uY+cTrezZcAKlYP759XQfH+LA8x0F79dL1jey9o1zkFIw0JlAagLXKWykmVJh+uxGKvVjCAGasJnhe44jqTV5rWtCWg+W68OQKV5f8Qna0nOoMlqyY0mh2JtYxxODH2Bh4EEuinwfiY0UiibfiywO3s+9vf/GitCveSH2trzxvfmE0Eljj/Nn3GXNwkXPGJuOvk4ux9NLuaniEzhKYzyBllIlBR9XSEw0tEy9VqneyWUVX+B29Tr87bfmRXQM10dT7yK6S1oKDTd6Ypiuyz/39uFzFR+vrix0cIQSKFHAjX2cTKoSiq0VW1neszynfirgBFjVvYrmRDPbKrfl7CsQTIlOoTpZTY+vB9MxswXrtjw7q1SH/bZea6lC27aJxWKn5T3lui5PP/00GzduJJlM0tjYyNVXXz1pJ/giRV5NFAVWkdcUmi5ZdtlUll02EjEZ7E5wbEcPVsrJiifNEKx76zwWrG3Ibmel7HHEFYAN6Dwy8LfcVPEJpHLQZZoLwj+gz5lCr93E6Dt0tz2TBwY+zPLgnRxMrWVJ8I/oIoUUI+PP9T/JgF3H2vBPcjJjpkxRZ+znXTW3YkgLV5hsid40Kpo0PIaGTWDUYyOD6CRpMHZjuT6UEGjCwuvqp7E9dhVXlX2ZoDZAn91IROuAMZE4V0lCsochN78PXLnWgjamXiugFNdoj/OQfCuGm19/U56oGee65pIWgjXxBL8vKSDuMqddYpV4BexjmUCjtIRbSGpJ1nauzRFZCkVzSTOWtHJ05vSB6TQkGhAI6pP1PFf9HE1DTTSHmzkUPsQ5vefkFbufKhJJRbriNSWuwPuiEwjk99ZMp9Ns3LiRHTt2oOs6K1asYPny5Tnu6/fddx/btm3LNmxuaWnhhz/8Ie9973uprq5+2c6hSJGzQVFgFXnNE6kK8OZPrGbLg8do3d9PuNLP8iubaJhTlt0mlbDZ/GDzBKMY6MTptmfw0+7bme9/lDK9jXZrPgN2PaNd1Wv1/Uw3n+fF+Bs5llpJudbK+SU/zxFX4AmpNSW/KHg0KVxkptZrVejXRGQHm2M3k3DLcJReoHehV1yvkwIE0/0vsCD4KArYGbuSab4txI1eUppgScm92XhY3IkQ1jrzju9F6FLkh4VcFgYeZMPgX2DKOHP9TxLRuwCoV0O4wgZyBZYlU+yreSH/JMepuXr91EYvQTr2ucyvQ74C4moSdAW6OFZyjFlDs7KP7S3bS4+/J+cUpZIImb844Uj4CEEnSFugjapgFdNi07LbnK5Ieq3UXw1jGAYrV67MWz3oOA7/93//R3d3d9Yn64EHHuDIkSPccsstAMTjcbZs2ZKXXrRtm6eeeoqbb7755TmJIkXOEkWBVeQVx7Fd9j/fwcEXOzD9OosubmTKvPKzeoxwhZ+L3zJv3OfbDw+gaQKnQOcWgZspRXYplS1IHLbFb8Bl7NJxzz29255BlX6I11f8G7/p/SKaSGdMQ/ORwj5pXbcQMD/4BPMCTyAE3Nv7CZrTK/LHwmZ1yc+Z5ttKZSYd6SpBldHMb3u/RJ2xixUVXyWFV3xpCQibx3hm8J1cEPkxSkkUnrh7cvDdrCn5JZtit2RaAXmTDIp+nou9A1uZSBw2RW/hstKvMyewgQOmwSPzvs11ez6AjsJCw0awt2YDLWV7Cp/YWJElBJZSGErlN3Y+C5SkS3JScocih/JWErrC5WjJUc7pOSe73ZyBObQF24gbcVBQlfLaJJ1JgftrLXIFnhgqlBrcu3cvPT09OSaklmWxb98+Ojo6qK2t5fDhwwVrt5RStLVNbAJbpMirkaLAKvKK4jguv/uvLXS1DGGnvYjN0R3dLL+qiVXXzXjZ5uEL6uPUVLvZzFGaEtLuSNsPiY1CZFfteWEQDQeNvcnLWRX+DRKHHns649U5ndJawszGV5d9kf/r+j9slduCxC8HOCd0b45ekUJRYxzgrVUfIigHvBom4c3Gp8B2fDT5tvLz7q8zzdyMQuNYcjkz/c8zy7+R2YGNdFnTGXJqiTulPBO9DUv56A2ewJJpqmNTeXTgQ9T6t/CN8gjd5hFWTXk/W6zz2Oiv4EjZAQYCXadwlt6JWnBmqwoLjgulVmmOsLFF4XqqsbVRFekKVnSvYEvlFipSFfgc3xlFn16LNg3giaEHHngg26g5Ho8zZ84cDh8+nE37jaW5uZna2lp27do17rjF9GCRP0XOSGAJIW4BPgUsAFYrpTaNeu5fgHfjNUb7W6XUA2dyrCKvLaJ9KY7v7aWrZYiulkHs9IgAsdMuL95/jIUXNhAqPX0/nVOhamoJjuPi1SKNvnGOtUIYuSFeGvka2+Kvp8ueydgFuQLF4dR5lGhdDDoNDDj1VMujk5qLUp5VwtiUYnZs4TLL9xz7kpcO74HAZV34WwW3N6SFrgZyA0WZ/5bofQhxkDdW/D+OpVaRVkGWVd5Lhd6a3bbaOEq1cZQH+j9Mt2+I++d/mZg5mHFJF1x66GY+GbyAneY+5llpVliD/P20XQxqr542MZF0hOpENVLlvk5VySo6A515Src0XZonoKbGptIYaySpJfNa5pwOrzVxNZpHH300+/O2bdsK1mSB1wYnHA4D0NHRMe54ixcvPrsTLFLkZeBMI1g7gZuBb49+UAixEHgLsAhoAB4WQsxVShXX7hZh0/1H2fSHIwhN4lguys0XElIXnDjQz5yVtQXH6GmNEh9KU9MUwRc480Ds4S1dXnGuHMBWfgQujtIJyAGibuEC7aSKMN33At32jLz4lIPG9th1JB0vXTLk1FBtHM0bw0EDV6IJCyHAVjpRp4rd8StYE/45EqdgEMcvo6N+U8wwn6Pe3Jv1sBrLRIGgkDbgrbgMPIqjZNbnKx+bexd+g5g5kCNIHp59B41DU3j90BAf7e3HBR5sOcEOn8lXKsrZ6xuVSh1V0mU6EolNUsufnFSgMU6acLKRrcyKw4vaL6IyVZl5SOVEjpb1LuOxhsdwcFBCIZRAKsnynsLtXSQyG90qMjls22ZoqHDdnK7rzJkzB4Cqqip6e3vzttE0jenTp7+UUyxS5CXhjO5MSqk94K0aGcONwC+VUingiBDiILAaePZMjlfkT5/2wwO8eP9RHFuBPbHeLiScYv0p7v3GNgY640gpcBzFquums+Lq6Wc0r6PbunEsl2Whe6j37cVWfuqMffyh71/GFViHkmtZW/JjtsRuxh5j+KnQsw2YBRa745cw3fc8oy25lPIiXff2/zNLgg8SkAMcTp7H7sSVWMpPrz2Nq8q+hDG2fQ0uNcZ+JBYuOiA5kl7D8e6lvLnyw9mi81Mha0MlXNo1jbvCIW4ailE/qiYmVfkQac3Oi/a4wuFCdvAvvf1Z/aQrxepkih+1dfDWhjoOm17Rs88OYjg+glaEc1svJ+Y7wdPT788dUykWpdMMaJJmmRtFMl3FuwYGuCYW5/OV5Tw7TmQEQFMaVxy/gqATzIsWDQutkBXi8uOXc7D0IH2+PiLpCHMG5hC2w+OOu6tsF1NjU6lJ1mRXEr4W030vNUIILr/88mzfwYsuuogjR47kpBJ1XWfRokUEg2MXdRQp8urnpVrC0giMNr05nnmsyJ85eza0YVsnsVXHs1tonJ9f6P6H/91O74kodtolnXRwLJdN9x3l2M6eM5pXIGwiJOxKXEO1fpRpvq2YMsGi4INopAru02Yt4ri1lIWBB9FJInDwMuK5K+8URubmm/vnllIlbI7eTI81iz/2f5S7ej/HtviNOEriE1GOpxfRbs3DGmV74Ikylx3x63DRssdRmSbS9/X9C8Menafo0wl47aXLXIeokNw4pZ7No1qeaL5jyAI1S0q69OjDq+lGkIBPKd7bPwCA7hhcsf823rHlU9y888NEUlVsnPpowUK0+ak0qUwRvMycSMB1mWlZ/OXAEDMtm//u6GZpsvBrAzB7cHZBcQXg4HAofMgTWU6IZb3LWN+2nuU9yycUVwAru1dSk6jBxSWmxYhpMVqCLQzpp7e68U+V97///TkWC6eKruu47shnwdSpU3njG99IaWkpUkp0Xefcc8/lhhtuOBvTLVLkZeekESwhxMNAvhkOfFwp9bsznYAQ4r3AewGmTZt2psMVeZlQSmElHXSfNqFT+ljstDNevTe6IRGawDA1rv/QMjQt98O7vzNOX1ssr+2NnXbZ9kgzTYsLGFNOkgUX1rPryVaGnBp+3fNlrij9ClVGM3X6HpTQxpmz4LnoOwjKPmqMfVQax0g6pRxJrR7lT+VRbRzNcX2PO6X8querpNwQDj6GfahMYiwL/Z4VJb8h6lSzLXYtEosa4zC6SCOE51HVYc0j//uRpM+ZQlt6DlJAlX4YicPYl8dVEluZJN1wwWhXQMGl8QQ/KYvwsepK7j9+AgGsSKVQwmasIgq4LhcnkgWvqwYsSVnUDDWxpvkGaqLTeHba7zhQvYmEHkUVSkcKwR2RkmxYzc04u/+/nj5eH41lP7R8SvH+vgH+um5UhHHU1KYOTR03qqQBcSOOVqDV0MnI7qNAupIHpjxAUk8iHcl1LddhKOPPIpr105/+NEcgnQ5jDUTnzZvH3LlzSaVSGIaRjW4VKfKnyEkFllLq8tMYtxUY3RtjSuaxQuN/B/gOwMqVK4uFDX8C7H++nWd+e5DkkIVmSJZeOoXVN8yclNCavaKGw9u6sVO56UFNl1x62wJCER91s0oLjpWK2QhNQIHFSIlo4RVKk8FKOTz+033Zm3O/08gdvV8lVOKQTOm4JwkFxd1ywlonF0d+wKBdw+HUeXnbRN0KHAz0zOQ3Rd9I0g2Pcmj3xJImbVaW3IEULqV6OxdGfgAIpHCzESmBQuCgCgSgdZGi35nCgeQ6JCmuLf8CKqNIB5w6BIpjqXPZHLuZEtnDTZWfQBNjbAqA/oy47dYkbZpGg+NQ5zi8dXCIX0dKSGQiF37XpcmyuToaK3htXMCNLuHm4x9G4fLbJV+lN3ACVxs5Zl2sjkX9iwjYAbp93Wys3Zhn3YBS7DdNdGI5Yz8YCgxflDwmKkTXgNp47RkLIaEE04ems7dsL0oqHmt4jCtbrzyjMf9UiEajJ99oFEIIVOZNrOs6TU1N1NfXF9zO7x/boqlIkT89XiqbhnuAnwshvopX5D4HeP4lOlaRl5FjO3t47Kd7s5YKbsph2yMtuI5i7c2zT7r/9CVVTJ1fTsveXuyUi5CgaZILbpnNnBWFC9qHqZwSKhhJ0nTBjKVVp3U+AM//4QjdLVGvLmwUsej4bWSGEcJFJ8W6iLfOI6J3Um0cot2az+gI05HkKtZHRtaCHE2tKtD+BizXT9SpIKJ3A2RWEqrMsYaPqZjt38DB5Pk5Xlwaaeb5H6NUa+PGik/ljNuSWsp9/f+MrUYiazG3iqhTRUTryNEzSSH4ecRLk7lCkBCCKFACfKSvn3NTKX4VLiEqJdfE4rxxKJqdxVhbUguN5+OeQeTx0n30Bk/gjvKdEkoQNaKErBCGMvC5PnSl59kn2EKwxZ+7ovT2slLuKwkVbJkTcAIM+DspiYUotMEUmulSpZyM4WL28SNhGiHLs8tQQpHQEyRkgqBbrBnSdR2lFKFQiFtuuYUdO3awe/dudF1n+fLlrF279pWeYpEiLylnatNwE/A/QDXwByHEVqXUVUqpXUKIXwO78XqM/E1xBeFrg+d/fyQrroax0y47Hj/OmhtmohkT12QIKbjmfUto3tPL4S1dmH6N+efXU9lYuO/daHRDY+0bZvHUrw6MtLQRoPs0FlzQMPHOE7BvYzuOfXqpjmWrdJa2/ANhNeICf23557m399/otacihQMI1pT8AikclPLiTz4ZY6jAIaeY2whr3Sc97sWRbyOxMGSSIaea46kl1JoHWVlyB1qBEN+h5GpsNdbyQnBf/z9zc8XHQKRIC4WB4ptlpbwQ8COVotGyeG9tNZ/v6WVVMgUKLosnuCyeKDgvF0/OCCAN/KCkih2ql5T2CANmF+6YaJkSirge53D4MPMG5xG0g7iFGmgrxRFDZ9n0qTTYNnNTaR4NBfNWEwolqI/Xs6prVcZGIh8NGxHcwXHfdMpSZROmCV1cXOFiqHwxPPx8n9kHAmYOzGRJ3xJvun/mRe9SSi688EIWLFhAVVUVBw4coKKigltuuYVp06YVWhhVpMhrjjNdRXgXcNc4z30G+MyZjF/k1cdgd+Ebq1KQjFuT8q0SUtC0qJKmRadWM6Vcxb6N7dk0g/cgpOM2v/j0c1z/wWU57W8mPe64/QfHRyPJhdW/ZXHvkyD6/n979x0fR3UufPx3Zma7erckd8sV94oxzWDAoTgQQ8hLcQhJuAkEQuoNkNsSbnJvGmkXQsJNAiEQOjgQmmPgxmCMjW1s3ItcZPVets6c949ZyVppV82SJUvn649AOzs7c2Yl7T57znOeA+ggTQKWj7LQZFZnfpt6M5uQTCZdP45AErbcfNi0iuOGg4AI0bG/RyPI8rRfd1uBQEpwiCDLU38dLXSqIRHo9gIzcQukn5/yO6Z51vNOw21URIratjeaOWxs/AyVkfHsK3yeNzLLadEFXssi2zT5VXklb3s9ZJlmzDETVUrQ2l2RC1jTXMHXc//EBx5vwr5AS7Mo8ZXYAZbpJdefS7mnHEuLDbSC0WHJ4w4Hxw0jbgOkkJR5ygjqQXwRHxITDYGGFX2uLHyed3k4K0SLOMSExgkkRZISBkMamr24dIKASUOj0ltJtj+bmbUzO61zOFKDLMuyqKmpwe1284tf/AK/349pmmiaxqhRo7jppps6LaejKMPN8FoISxlwWYXxe5p0Q8OTNLAvmMd211Bd0jnJXUo7j+qVBz/qU0/UxHnZaHFqMSUm+WTGvzJVexGaKsCye4yCJPFoxW/QMAGLdKOcXMcBnFoAXYQISTczUp7nlZxSqs0xSCLYQZaFTogxzu24Rdcz0SLSoMVKtt+6hT2EqAszJrhq//9WQkCu8yCrMv6FFP3ksiMSjZLQbMrDZ/GJqgJ+V1bFd6tq+FV5JS8dL2VsxOT6hibGhyPx0qI66fgseqTk3ppqLM1Caol/Nk7r5FDnospF5HRcHDreBSWgSY0GRwMALUaATVmb+dvotbydv5a/jn2R3+dW0qTb9azWj1rfZU0rgei2YvuYpjEU1RV1Wvx5pAZXYPdgeb1enn/+eRoaGgiFQpimSTgc5sSJE7zzzjuD3URFGXAqwFJ6ZfGqCRjO2F8bw6mx6MrxaPrA/jqVHW4gHEw80mxZkhP763pxvHpe++1OKo40YDi0Hq9bk+fYTYZxFEO0G4qTJkJGGOveRqFrZ6eZe5qQePU63nFkMuvQF3BZXgQOiJZvEES4LP2HCeMGSwosKdAw8WqNnRLThehZ7U1dhJnrex6HaMEgQJp+glrTnr2b7/yYiZEgVzS3sDAQbHtxSNTN3dNRnvyIyY31DdEH0Sky0y2dSQ2x+XunEppIIfFFfLToLazLX8fRpGM0GhYVLpOA1u6JEhDRI+xP3h8TZPW2iOjk+skkRbof4h5JLMvi/fffp7i4OLbHGbvw6LZt2wanYYpyGqkAS+mVvPGpXHXXXEZNTMXh0knN8XDBDVOYvXx09w8+RUlprk7BXXsCTuZmdWPf+2W8+LOtHPiwgsqjTYQCictHdJTr2B+3HpRTBMg2DmAmyNcRQGbtEpxW5/Ah37kb0Gg2UzE7zH6LSIODgSWY0kAT8pSW59OFyQTXJia6NuDW6pjgeo/L077PQt8TNEaysOLkLZ3qi4QA7qitx2nJttttJGT6M8kKZGEKk6AWZHvGNkp9ZX06l2ZppAfTSQmnsDdtLxGtc2HUmNMLyZGUIxz1HMXEjLYv/gMSBV4aGkmRpBFR3T0tLa3H+3YMrNpLVN4hEAjw8ccfs2PHDvz++OkIinKmUIs9K702amIq13xz/mk/76T5OWx49gDES4LG7sHKn5zW7XFM0+LtJ/d1StbvSGgCd5KBy2tQV3byxb7BzMWSDugQZIUtF/XmKJ6t/k+Wp/yaXNeBTscMW6nR6uuxcoz91IYL+GvtfVyW/iMyjaNY6OgizH7/UkY59uDQEpei6M26yF69nsVJT7JM+wO6CGGICIWuj7CkjomBFq8ORpzzIWJjl46rOHZUEIlwzGEQ86wJqPBVsNa7FoflIKgFe9Z9Fe+CJeQ35zOneg4Ale5KZIL1HNuzhEVBoIBN2ZtYVLkobtJ7az5Vk9GE3/CTGkzFKZ1t20fKcOCpFBZtpes606dP77R99+7dPPfcc20J8JZlceWVVzJ79uxTPqeiDAYVYClDWigQYdc/TlC8oxpvioNzP13E5leKqa/0t/U4abpAaIKL1kzD4ey+MGFdWUvc9Q87kpZk0rwc9m+uiNl+JLiAkPRiyCBatFCmJQUmDvYHziUs3Txfez+r0v+FPOfemDhgjGsbO1pWxpRXAIutLVdTbY6hRabzbM1/k2EcJUmroioynrB0c2PWbV0GUZ1ijW4CriSjJmYfQ4SxCBOwUnHo9d0+N+2Dq9ZUfZPEAZYhJc1CMDkYYlf7tQmjLGER1NtVZe/uAuLdJ6DWXUu5t5zsQDYOy9G5bkQHmqVR2FyIJjWyAlkcSzrG2Kax0euSbf9vMppodjRjCpMyTxklOSVMaDw5a3CkqKur69PjdF3HNE2cTidJSUksX7485v7m5maeffZZIpHYDy1r165l7Nixveo5U5ShQgVYypAVCkR4+j8/oKk2aC+vI+Dw9iqWXVtE4bR0yg81UHGkAZfHYMqSUaRkJV6Xrj2X19GjoUSHSyd7TAo73o6tkWth8Gz1D7go7RcUuPdgmZLK8ATW1d9JOFpnysTBX2vv49bcNTEV3Asd2+n8jq9h4qA0NAMZ/ZOsiYyhBjs3yiGaqTML8Op7um2zlBCRLsrCU8h17MWpJV5KpmOMogm7d6snRJzvGzSNNMvq1P8TBLa5XPxXZTWHnAZ7XBkJ+iBtqRGT+r7k80m7uOi+1H18kP1B/MCq9ccu7NwvT8TDlLopaGi4LBfHko4xumk05a5yskPZ6FJnb+pepjRMITmSjIbGKP8oxjaPZWvGVtKCaYxpGTkrUPSlcruu61xwwQU0NzdTUFDAtGnTMIzYt57du3fHLd0gpWTnzp0sW7asz21WlMGiAixlyNr5dgmNtUHM1rULpV1z6x9P7+dzPzqXyYvymLwo3ipOXUtKd5E7PoUTB+oS5l1pusCb4qRoQQ7vPX8Af2PssFmTlc07rp9w9e2TeeLf3sUf7lhYUiCFBu40ZKCmLZgJ4UvQKo2wdGMQIEJsFWtLOkjVe5aTJBHs8l/EseAcpnq8TPJs7NHj+sMJXSMsBFmm2RZkRYBXfV42eDxc09CIx5K4paSli96pZGnRJDXM3k3sJC2Uxnml59nn1SK8n/M+1e7YNSqFFEyqn0TICJEdyKawuRBd6oRFmDJPGbWOWl4rfA1NagT0APMr5zOlfkrMsKEhDbID2aw4sWJE5F2dCsMwWLBgAeeee26X+4XD4bjBm2mahEKhOI9QlKFPJbkrQ9ah7ZUng6t2NE1QebThlI592RfP6nJpn+nL8ln9zwswnDqLr4ozc9KhcfYnJ+JMTSMs41ftTtYrwZtBdWRM2+LLBoFoGYd4+1fh02vQOfmGYogAs7xr8el1Pb62Gd43WJH2Mya4T9/iCRI4Kxwh3TTbbhfrOndkZ7HL6eSemhqWhEJc0dzCmvoGfGbi2aDHDYPCSBhhgcN0xAbBiRKnBTQ66/A7aql2V1PtqmZU8ygMM/YzpNQkLuliTvUcxjaNRZc6ERGh0dHIcd9xgkYQv8NPs7MZUzMJ6aG4ZRpayzf0Zi3DkRiMFRYWctFFF3W7X1FRUdweLIfDwZQpUwaiaYoy4FQPljJkJaqrZVkSl/fUam55kp3RF/T4xZyWXVuEbthvrDPOLUDTBZvWHqa5LkhKloezr5nI+NnZAExfnMaud8tjKqUbBFjgexotOZv3am9lassjTPK8h6FFmO59nV0tl8T0VNn7P8U492Y+armcg4GzcYlmZvleZoIrcS+UPetPcvK/dj5VTAmJ00AAlbrGz9LTeNvrwSklqxub+GllFQ5oyzgTwJfqGritroFDDoP7sjLtnKx2b64CjZTGeVzVOBEhBWE9zLb0bZQkx13OtI2J5K1R7xCOOVbnN+2d6TupclcxoWEChmVw3Hec4uRipNbhd0FAhbeCCU0Tur3+nhQVHSmJ8O0dP36c559/nuuuu67L/bKysli8eDGbNm0iHLZ/dx0OB7Nmzeq0ILSinClUgKUMWbMuHM3xPbUxs/2EgORMNxn5iYbaei53fErculnpud624KrVtKX5TFsafzmepf9vDta+n7C78iyEkGiYLEp6gqKUrXD2w1yy+iL0n3y5LYZYmvwopnSwx39RdCkdWOh7kileu/jiwqSnWZj0dI+uQSApC0/GbyYxzr2tLen+dGsUglUFo2jUtLZg6fepKex0uXiwvDJmX4G92HJROML/llXwqYI8zgqGGB2JsNfppKF5EeOaJ7QV7tRNnQXVC4joEcq95QBoUmK17/GQdngZ7tArGbfXSECZt4wyb/fDruXu8h5d/0gMnjpyOBxtwVGrSCTCvn37aGhoICUlpcvHr1ixgilTpvDRRx9hWRYzZ85k3LhxA9hiRRlYKsBShqzR0zJYePl4Nv31MLoukBJ8aS6uuH12v6xltuzaIp7/yYdEwhbSsutL6Q6N8z9zckgiEjb54OVidm84gRmRjJuVydJrJsUsCaTrGud/ew1L//gZ/FUV+ByN6JYflt4F067EFfYjxclhP12YXJD6MEuTH8VvpZKkV6PHqavVE0LAKOe+hCNnp8vXcrJigiuwl7bZ7Haxz+Fgcjh+j5ohJc+WlCEBt5QEhaBBbuQPjCXY7uXJkAYza6e2BVhZpkmTphEUAlc0p0sOwPp2UkhMTAwMJBILy14+pwcBVXcLRQ8nSUlJpKSkcOLEiU736bpOTU1NtwEWwJgxYxgzZuRMGlCGNxVgKUPavEvHMuPcfMqLG/AkOckandRvC8Vmj0nmunsWsuXVYiqONJKR72P+ZWPJKkxu2+flX39E6cH6tlyw/R+Uc3xPLTf8+xKc7nZ/Pkk5OG5fh6N8FzSVw6jZ4M2w79OdSHREh9wrpxbAqQX65VoGc+3cGk3jfY87YSP2uhIHWC7AIeXJqvFS4qSWC3mXV7kwZt/8kIdPNDbxSnIS57X4ObfFz2GnAyHhFxlpCTLbotqXa+imdEP7x4xpGoMRfZkUiF7lXI2EwArsnqtly5ZRVVVFWVlZp2T1SCRCZmZmp21+vx+v14uu9/w5VZQziQqwlCHP5XUwZnrvFobuqbRcLxet6Vz0EKDyaCNlh+pjEu2lBSF/hL0by5h5QWHnB+VOt7/a03TKtIXkmZtihvBae516srizhW4nyWtdhhGDwi8Eo8Nhjjo717eKCEFhOHHvnKTzTBsHFjPZExNgSSyStEq+Ul3De14Pryb5+GptHR4puTM3u+vgCnq39k7055LfnM+cmjnd7DpyF3QGO7gaM2YMCxcupL6+nu3bt3cKsCzLYuPGjUydOpX8/HzWr1/P+++/j5QSwzC44IILWLJkySBdgaIMHBVgKUoCVceb4m6PhCzKDzcw84KeH2uruYapAYtx7g+jb8kWR4JzqQkXMi/pRbQEFcctKewFnTEJSxc14Tx8ejWufur56g/5psnTJWU8mZJMsdPBOq+XBl0DKfFaFnOC8afZdzWqWa0JtqZtpdRXimEZjG8Yz5tJxTxr5DMhFGaLx82No/KoMHQCva0u3kU85DAdpAfTmVE7g4xQRsx9ERGhxFdCi9FCejAdwzLwG357tmK7l9KRFHSlpKQwd+5cdF0nIyODqVOnsmPHjph9pJRs2LCBTZs24fF4aGlpaSsoGolEWLduHR6PR1VsV4YdFWApSgKp2Z64w5G6QyN9VPzSDPFUn2jiWM0oGq3rebfpZnxaPbWRUURwM8PzRsLgSkpi7nNoQZKoojQ0jbHubb2+noEiAA+wpqGRgBB8p7qWu3OyeM/j5oGKyoShRqIRu2pNcH1hFk3a4balbj7K/AgENGBQFR1SKnY6EP2cfDa6aTRT66bisU4WrZVIGh2NvDXqLSxhYQoTTWpIIRFSMEfMYUyznTcU1sI0681khgamx3Woqa6u5sUXX6SmpobzzjuPI3wfcUUAAD26SURBVEeOJNw3HA53SoJv3f7222+rAEsZdlSApSgJjJqUSnKmm7rylpjK77ouYmcUSgk1h+zxw8xJncb8GqsC6LpGdXgMF6Q8SHFwAYXOGqZ51zHauS3h+U1pYHRIfndqQXId+/vl+vpT68xAXzTg+WlFFRvdLhYG4vdehYF/eD20CMGlzS1tmU0tQvD71BQaNaB94NnuKTXbPb/9ndt/OOUwxSnFjGoexcKqhejRhbffyXuHsBZua4clLJB2Xa0Psz9kW+Y2HNJeSzHHn8PYprFIISloKojp3RqOWgOkxYsXd6rQ3lONjY393CpFGXzD+y9fUU6BEIJPfm0u6x/bw5Gd1UgJWYVJLL95Gt4UO98odPQj5BM3YgTKEUIgkjIR1/0RChe0HSezMAkzIgGdY8HZrEz7L7qocdpGokPs0siYUm8r7TCUeaRkuT/+MOZhh8EtebkENDvt/wcZ6Xyprh6flPzd62G919PzrP1+zu6XQiKRlPhKCGthlpUvI6gFCemhzkOL7W5bmkUQe1miCk8FNe4aAAqb4uTpDQMhEcLSLNymXcvNNE0ee+wxLMtC07ReL6mTm5s7EM1UlEGlAixF6YInycknvjQLM2xhWRKH6+SMp7qSKtyPrMRFE201SxuOI/+4CnH3jrZZhMkZbooW5nBgSwVHQwswpQtNJF4jsJUQZqc1jzUsOM1FRPsiUdgjgbtysqnRtbayCgENHojOAgz3Np+qJ9p3c/U0HhN2oPRW3lssqViCQPSsEnt0vDPSx7IbZwILi1JPKS1GC0WNRehSRyA4fvw4QJezfFvvk+2Gdg3DYMWKFQPbaEUZBGqpHEXpAd2hxQRXAAf+9AiajHTqRDEjYdj5rH0jUA+NZVx441QWXzUBT0Y6W0I3Y4rY9QbjnjPae2VJQchyY0oDSwr0M6AHK5FjhkGpoXeqWRXQtIEJrsAOqlq/evm4GncNh5MP444k+HlJwIr+v/WrnRPeE1gdlraW7f6ZmFS4K6h0V3bab6jS0MgIZlDUWIQhjU4J/VJKdF1nwoQJOJ1OHA571QWHw0FSUhJXX301+fn5eDwexo4dy5o1axg7duxgXIqiDCjVg6UofWBZklBFCXpS594kQwah+iA8dg0U/x8g0FLymfPJB5lz8VJgKey9GJ64nq6yiFpjECklTWYGmjBJM3pWWfx06Gk5qfZCohfz6zp23w0GAQdSD9hrIibaRYi2ZHxd6qQEUqh11YKA7ZnbyQhm4Dbd6OhtMwxbe8O2ZG2h1FdqH0cKzi4/m+xgdsJzDYUZihERwWN52irtx2OaJsFgkLvvvptt27ZRWVlJQUEBM2fOxOl0MmvWrNPYYkUZHKoHS1H6QABlkWlYcd5kQtINe1+Gw2+DGQIzCLWH4fcr4aU77V6t6gP0NEVbE5BqlBOxOteZGkx9eZufEA7jsxJct5S4LAuPZfX77MBTEdbCtDhb4t4nOBlcAZiaSb2znvEN4wEIGkHeLHgTv+6PCY5E9N+86nkIKYhoEcJ6mA15Gwhp8ScGtGrt/er4/elgYtKit3QZXLXy+Xx4PB7OPvtsrrrqKubPn48zTq00RRmuVIClKH0gNIF3+jJOhGcQtk4umxOWTvzO8dBUBVbHPBwJWx+D310MR9/v1flM6eBA4JyYc4E9fNhx21DVWlT0vyur8FgWjg6J0Fc2NvGziiqubWjCNRR6r1p10QwZp8SGJjXSQmltQ4b5zfl4TW/cnieJJM+fF7OtxJt4UevW3q8mrYkIkQHp0fJ6E5cgMTHZmLORRqPrWX+ty+P89Kc/5dlnn6W6uhqAsrIydu/eTU1NTb+2WVGGIjVEqCh9dP4NU3jhx99jdMuLTHW+gYbFUdelTL9kAbzx9fgPkhY0lEBe74ZIJDpbW64mxahksucdLKkDgqD0sbbmu8zxvcR077pTv6hT0NWQYRB43edhRUuAOYEgLx4vZW2Sj7/5PBxw2QHiLQ1NFIXDvOn19r546CARUnQOsgT4Ij6QML5pPLOrZ6N18VlWyJPPmiWsbnOxNDSSreQBGy5saYnfWwfgwMHy0uVYWJiYnZYOMgwD0zSRUlJVVQXAzp072bt3LxkZGVRXV6NpGqZpMmXKFK655hq1VI4ybKkAS1H6yJPk5Pp/OYfj+6ZTVn4XGflJzJ6Uiqg9DK91MdMv1AxOH3Y40vXwjiXBlC7eavgnLJysb7iDLc2fIs+xlxYrg5LQDCQ6/2j8HJM972AM4gzDjm/1EnsZHQFscbuYEQxzV04WGz1uBHB+i59fl1VyU0EeFYaBR9qBxbRQCIdlDVzSe191jCCtzkOESLsavCfiASG7Xb9QQ6PMW9Z22xf2Mb5pfLvDJQ6iBiMXSyDahgdNTPyaH7flRhMaycnJNDQ0ALGzBKWUhEIhysvLY7bv3buXd999l3PPPZdAIMC+fftoaGhA0zTS09MpKirqc10tRRkK1G+vMqw11QY4+GElpmkxflYW6Xm+fj2+0ASjp2Ywemq7ZVUyJsC0q2DXC3YOVkeGB7KnwrQrYPfaLo/fEMljXf0dlEVmnNxmjqLBHNVp35rIGHIcB/t6Kf2uTgh+np7KRx43MwNB3vJ6qdM1rOjQ3zteD3vzc1nR3MLjqSm84fVyQ0MjVzQ180B6GuGhNEwIsaXno7eFFG23NamRHE5mYeXCaOV5QYOjIe6hWnOntmVss2tsAbqlM79qfkxvV1+CKImk2lVNlbsKl+WioLkA5wDk7+nobRXvhRBtwVXCdnXIq4tEImzatImcnByefvppLMtqq5+l6zpOp5Obb76ZUaM6/64ryplABVjKsLX7vVLe/vNeQCIt2LT2MHMvGcPiKycM/MmvfsgeBnzzX0F2KKugGzD7ephwPhx4E8L+hIfx6bXUWwUIzGjh0fgsqeMWQ6sadoqUHHU42O90khMx8WuiLbgCeyHoWl2nSrcDit+lpXBxSwuZpsUvKyr4fF5u3woX9GV6Y2+0C7TM6OLbQto9O9Nqp7EtcxtVniqElJjCJCIinZLCW3Opcv25BIwAQgrGNo0lM3hqS+xYWGzM2UiFpwJTmOhS56OMj1hWtuyUj92VjsFTT4VCIZ5++um2tQlbmaaJ3+/nz3/+M3fffTfaUOvNVJQeUL+1yrDU0hDi7T/vxQxbmGGJZUrMsMW2N45SefQ0BCKaDud8Be7cCoULQXeC7oKsKfDZl+0ipLkz4IoHujyMQwuyOuNbFDh3IDDbvtoTRMhyFJNiVAzgBfWeBiwJ2NXcP3Y58cd5kwwJwTa3XWOqQdf5VMEofpyeRrmmMzkY6v1swoEOrtprdx4pJCE9xMa8jVR5qkBKpBDUumo5kHwAE5OQCBEREYQhqHXW0mw0k+vPZVHFIs6uOJuCloJTHvY7mnTUDq40E4QdAEa0CBtzNg7YbEMhRJ8CLCEEmZmZXRYmDQaDlJaWnkrzFGXQqB4sZVgq3lGFiPPxIRK22L+5nOwxyaenIelj4fNvQnO1PaswucOSIMl58R/XTopRyaqMf8eS9gVta76STU2fQRcRLKmTbhxnZdoPB6L1p0yXIKSkTtfj5lVpUlLeLs/Gr2k8nZrM06l9/PkM9ohi67Bma9Ag4OPMjzmYepDUUCphPcy3z/42//LBvxDUgm01smZXz8Zr9nwB8USKk4vbetXai2gR6py1pIcy4jzq1PU2yDIMA6fTydSpU6moSPzBQAjRqXdLUc4UKsBShqc4VbVj7jvdfAmGZ5J6nl+iCXvAbF7Si5zlfZ3KyAQ8Wj0ZxvH+aCERoMzQSY6YpHDqsYoAbmpo5IGMNADCQsQUDxVSkmRZ1PRg+Mdrmny3upbzW/w4kGxxufinvJyhlaMlJfMDQba4XZ3aFTACBIwALt1FakYqmlMDk7Y1Cw3LYG713JihxL7MEkzcSyXRBuAXXwhBVlYWdXV1hMM9m2AxadIkCgsLmTJlCpqm8fbbb3e5f0FBQX80VVFOOzVEqAxL42ZlEe8DteHQKFo4SAvLVh2Av34N/nAF/P1+aKqAnCmQ1H0vVsdrcWp+Cpwf91twBfanrYKISSr91xHkAJa0W/S5MBzBZVl4LYu5gSDPl5RySVNzl8eYHQjyj6MlXN7cQrK0xwCfTDlNPZC9IIDb6upZEIhdZ1K3dFJCKbh1N19f8HUagg2Erdhg5GjyUT7K+IigFsTCIky4T0vnjGsch251ztVLtiKkhtJ6fbzuSCmZNm0at9xyC6NHj+52f4/Hw/z589m8eTOPPPIIDz/8cJdlGs4//3w1k1A5Y6nfXGVY8qY4Oe/TRbzzl/1IKZGWRNM1Zl80+vQND7ZX/A94/FqIhEBG4Pgm+OB38MW34HN/g98uB3/taU0hiudUzh2v7RL4RHMzGz1uvlVTy6cam/FGo8UI9gvQXTV1bHK7qIvzRmpIyf+UldN+oZofZqTxnsc9dHqvotfzhbp6ZgVDFEYibG53tyY1lpcu55LrLsGV6uL2dbcTsSKdnqzDyYc5nHwYQxpIKbmw9EKSw8ld1tDqaGzTWE74TlDprmxLchfATyvK2EQtFWR1bDyn+hv3zjvv4PP5uOWWW7j//vsxzfhrZRqGwdSpU3nuuediersS7e90OsnL6/7Dh6IMVSrAUoat6csKKJyWwcEPK7FMi/GzssnI798yDT0iJbz0FQi3K+AYCYIZhnX/AasfgW8egrf/C7HhZ/Z9HQyVWKIriZpoIcg0La5raKJ9zXkD++09zzR55kQZ1+WPosaI7c1Y7A9gtOu9CwNrk5IIaUPnCTGk5IcV1Vzq9+MXgn2O6FVKe23CuVVz0S2dTS9v4rVRrxEwA/Ej0ei2iIiQEcjAG/b2KrgSQqBJjaXlS6lyV9llGkwXs5qTmGX9hRzW8RjXEEFDoqNhomMSpusSDq2LNUcikYR5Vq+++iozZ85sK7MQz9SpUwkEAj0eSpRSUlhY2KN9FWUoUgGWMqylZHqYu2LM4DbCXwv1cYbypGWXaQDQNDjnLtjye2gaOgs6n6qAELyc5GNqKERICHsJnHYEcNRhcF3+KCKCTgs8uywrJnMoLARmothqkOpmGUBRJEwA2OHwYvrPIpMqvGEvRQ1FpIfSAWhsbGRmcCal+aWdA6wOt/2GH6MXL88+n4/m5ubooQTZgWyyA/ai0c1IQjgZwwm+yOO8y3wqyGIU5bgIsYFFcY+paRqzZs1i0qRJhEIh9u7dy969e+PuK6Vk+/btFBYWcuzYsdhLE4IJEyawevVqHnroobiPF0K0VXgXQmAYBitXrlRrFypnNBVgKcpAM9yJ73On2MOGr98LHz4GkUDifc8gEju4Wpvk4wO3i0nhcNwXGxPY4XQS7tgjFQ3ENrvd7HE5CWoaswJBkqRkdDhCsdPR+WCDQEiJIeHmUbkIoAUHK49OxaiL/9LqCXvIDGZS7a7u8rgu09WrJPeulreRCJ7nUq5nLRnUs4o3CWHQjJeHuSHh4yzLorS0lMsuuwy3201aWlrCAAvgyJEjXHnllTzyyCOYpkkkEmmbLXjllVcCMG7cOCoqKjr1dOm6zooVKzh06BA+n48FCxaQn5/fo2tXlKFKBViKMtCcXph6Oex5Obayu8MDi/8JXroDdr04aMFVotypvvQFhbFfVFoEfDE3h4889nDZAaeTAw4HU0KhmAGpkBA8mpbS+UDRGYcNusato3JxS0kE+GpNHfdW13B7bjah9uUQWh9zOkk7eGnSRLsny+Ld3HdZWrEUQxp48XMpbzGdAwDsluMpDmZS3UXMDZAWSOtV3aruSiQcZBy/ETczT24jnXoOMYbtTCfUzfBgRUUFL774Ip/+9KcZP348BQUFlJTEX4za7XaTk5PDV77yFT788EPKy8spKChg7ty5eDx2xfelS5eybds2gsFgW5sdDgeLFy9u+1KU4UL0tQLvQFiwYIHcvHlz9zsqypkm0ABPXA8nPgTNYedZzboOln8XHpgJZue8q9OpP5LrJfBAajKfaAkwORzm69lZvON1E4yWYUg1TX5YUc3iQAADu/fqmzmZ/J/Hw5xgiJCA7S7XyWrv8Yb8pF3P3hwKSWntlszpuH18w3jm1JzFnTxOOg3o0RmBJhqVhpNPji6kWYbiPj4tIilomMyU+pm9KtPQuvyOiP7rT9OmTeNTn/oUwWCQH//4x50COsMwuP7665k0aVK3x6qtrWX9+vUcOnQIr9fL0qVLmT17dpcFRxVlqBJCbJFSLoh3n+rBUpTTwZ0Ct7wClfug7ijkTIPUAjixFQzXoAdY/fXWdm1jM1eNzueypmZuqasjw0zimeQkpBDUaxpfGpVDWiTCfdW1LG7x47Ikbx8twYq2ISgEX87LZpercy0pu6Ed69gPokRPmoAjyUcYp+8iqbK5LbgC0LHI1XS+HBrLw7KCRmcDumUR1gRC2knq8yrOZl4wwHGHs8cJ4fZp7bUPS5NKmVA3AaeM7Z3qS12tVvv27ePtt99myZIlpKenU1NT03afpmlMmTKFiRMn9uhY6enpXHPNNX1qh6KcSVSApSinU/Zk+6tVxoT4C0KfgQSQblnc1NDINY3N5Jgm36it56aGJn6elsIbyUkA1BkG38jJYkVzCz+srI4ZpEqSkofLKrigsICIfuaW6ZNI5vo9OKnqfGeomeamzdSnp3JpczMt4bHsdUNSKIVJDZNIjiRznDCjs1M4dKLrXK32TExOeE+wP2M/FhbTaqe1rXkIfVs4uu3YpskHH3zAkSNHqKuri7lPCMH8+fNVD5SidHDmvoIpynDgToVFXwBHh2VSHD5wxclNGuJ8wJdr6xkdieCREreUjI5E+H51Lb729Y6EYHIoHPctX5dwTuAMSfZPkGEhhcRgGpqzc1mQZiE45DRAwDx/mFF153Bu2fnMrZlLcsSu0RbGQVlldZdFNtsXIrWwiGgRDqYeJGyFaTaaYwKr9oFWXwUCAU6cONEpQd00Td59991TOraiDEcqwFKUwbbie3Dxv0FqoR1oTbgQbn0NbnqOuAsqDmGtA53tW60BbilZ2XxypluyaXFxcwvx5gJqQGYX9ZSGjG7ilQcy9lCjCdqvpBcBmjSNdT47oC52OLESvAxHLCgqKmqrQ9VRi95Cg9FAQA9wNOko6wrWEdSDeHQPYxrHdKqhdapBlsvlSlh1vbHxNCygrihnGDVEqCiDTQhYfJv91d6r94DQ7XpZZ4hExRM04Kb6RrJMk8uaWygMRxK++GhINrm7mWY3GNon3XcXpwgI6ZJrclK4tyrCBS1+BPCO18P3M9PtdRmBl5PdXF9bQ3WHCusCiwmjC1m9ejUvrX+JrR9sRQRjk9d9po/3st+jwlvRtsCzAweFopCcQE5/XXWbYDAYt0dN1/UeJbcrykijAixFGapqDoLV8yTnoaCr/rYJkQhfrmvoMhMoCDyVnMRxx9B6aRJSMs8fZIu3Q+DXTdpRta7ztdzsk4tJdshTatA13s3ayvSqC5BoWOhoRHAKySVXrWZD6Qb+s+w/CeWH8IV8zKidwaiWUWhoCARnV55NuaecQ7mHCIVCjG0cy9jGsW29Ve0DMlOYNDga2gqf9kVycjJNTU2dlrrZt28fFRUVHD16tK1A6fLly3G5XF0cTVGGtzNr/EFRRpJx54LhGexWxO2s6etMvq7iEYn9ie+ypmYu7GYB6AEVp3SNFII6Q8NptbuvNzndHWt2tbMzuYGXC9dxMPkQVa4ySD3OHV/5Cunp6Xxvw/cIRUJYWDQ7msn158YETQJBnj+Pc46cwwUnLmB843gEAgurc1K7hGpXNcLd92T05uZmrr/+epKTY9fzrKysZP/+/QSDQfx+P5s3b+aPf/xjt/W5FGU4G1ofExVFOWneTfDer6A5Mug9WUHAhR1YhYSgVNeZEIl086jeeybZx0NpqVTpOk7LIqQNnc+A1bpOkrSoQe9VcGVYBkvKl+A3/BxMOUidqw4NLSZJvdnRzIdZH+ExPDx31XP4AzqP/fYhzj5xNgBlnjJOeE9EF2/ufPLWQEYi2Z+yn/GN49Fk7HOno5MaSsUKxwm+esjn85Gbm9tl5Xiwe7WqqqooLi5m/PjxfTqXopzphs6rl6IosdypcNv/wfw1kDzKToLXTv8SMQIoNwxe93p4LimJ23KzKRyA4OrPyUn8OCOdKsMAIYZUcCWkZHowRE0XbRJS2N1w7TptNEtjTtUccgO5jGkaw/ml5zO2eSyXjruUG6fdSLorHYFAExrjU8fz8IqHCZQHePDBByk/UY4W/TfJn8z/q3ExiWK0LvoPK92VFCcXx10kOiIihLUw0upbr5Ku65x33nnU1tYmTHZvzzRNysrK+nQuRRkOVA+WogxlSdlw+U/sL4B9r8Hfvg21h09rM8ICvp5rLx6cYfZ+gLC7SvEW8GB6KoGhElTFJLTb1ePDXS0mLUGTGkX1RVS5q6hz1uGwHBQ0F5DfYq+pp6GhSY1ZVbP46+G/4na4WV20mjvn3UlTuAmv4aW2opZH/vxITCmE89jIuWzClBogMNF5lE9RTnanZpR4S2h0NHLcd5yC5gIMab/EW1hERITMQOYp1cOaPn064XCYUKj72m26rpOZmdnncynKmU4FWIpyJpl8qf0VbITnvwR71g74KUPAOq+XRf4Ad9TWMS4Upvv+C1ui1WQ6CghB01AJrjoGUUIQkZIPfN74+0ejR1OY7Evdhy/iQwpJUA9yOOUwB1MPkt+cz+SGyWQEMxBSkBJKoV7U85e9f2Ff7T62VGxBSkmWzGKhXIgLOzl8PEdZxgc4MHFEe64kcCPP81M+j4z2VAkhkFLi1Jy4TBcNRgMpRgpe025zqbeUOqOOmXW9W36nPU3T2Lt3L7NmzcLpdHYZZAkh8Hq9anahMqINkVc0RVF6xZUM1/8Jxi4b0NNI7NILN9c38GBZBXODIdKjPTod92tlYedsSeCIrlPVg8DJJSVJiWpfDYVE6a6qlLe7y9IsGh2NmJqJpVmYmokUkhJfCe/kvcPO9J1oaIQ1O6cubIX5oOwDIlYEU5qUy3J2pe9qq1c1nx04iHQ6nZMQoylt2yalRAjBEu8SLim5hGn100gPp6NL+ye1J20Pk/2T0XscGncmpSQYtCuddUxyj2mfEEyaNIlbb70VbagEzYoyCNRvv6KcqSIhKN02oKcQ0S834OxmXxNoFIL/TUlmxeh8DhsGf0hL4X/SU/HH2b81XelDp4N/z0zn+oZG3B2CLJdlMS8wuOs09lq8WEyAqZnsT9lPibeEFoedJC6RMcnuCDjmO0ZE2EGVi2Dcw0kEDmInPkgpaSlpwWk524YGDWngsBzcKG5kXOq4hE3uqmJ8K8uyCIVChEIhFixY0KkAqhCC/Px87r33Xm644YYugzBFGQlUgKUoZ6qj79J/yzT3nQVsczmZM34MS8eN5ueZ6dTpOj/ITOfe6lqqNI31Xg8mJ4MqC6jSNH6Snsqa/DyeT0nmN+lpJ3OwpCTJNPlxRTVL/GfIsjk9IIVka+bWLvcJG2F2pu8E4GOmEIqTyaFhcYz8TtvNOPlxGhq1J2pZvHhxp6BI0zTGjh2L1+vttrfJsizefvttfvrTnzJu3DgmTpyIw+HAMAycTicpKSlce+21PQrWFGUkUH8JinKmsiJDIb6iVtO4Jzs2mVkKwQceNzrwi8rqmGZawL9npvNcShc9HMLOFJoUCvGT9NTYpHOIHTYcSosMd5N0JoVEc2gk6UlEZMTuFbJic5lcwkWWyELXdXaLmZzvOYLWXIxhBbEQRNB5hQsJdduneJKu68ybN4/S0lK2bduGrutYlkVmZibXXXcdUkr+9re/8fHHH3d5nNa8q2eeeYY77riD8vJySkpKSElJYeLEiWpIUFHaUQGWopypxiwdEsvorCocRX2cafsOaadgW8TGGwL4t+parmto4q8+H4+nJSPjBElNmsaVo/PtDKQ4iedDUjfNcukuvrvku2R6MlmUt4jb193O1oqtBE17GFQXOinuFB749ANoEQ2/38/27WdTt/ExJlq7acHDh8yMO4OwrQnRhPdWuq4za9YshBBcccUVnHfeeZSWlpKSkkJeXh4i+lz2pup6fX09tbW15OXlkZeX1+PHKcpIogIsRTlTOb1w9W/gqZsHNdC6pLmFF5N8bXWrpgZDTA8GGRO284g0Yss0tP5/ejjM9Lo6Aho8n5KM2SFokkLQ/9W2Bo9Tc/K9c77HyvEr27b96qJf8Zvtv+G5/c8RskJcUHgBd8+/m2RXMrsO7uK5555DSolpTmAbE2KOp2NioSHbRXUOh4OkpCSampraAq1Ro0ZxySWXtO2TkpJCSkpKp/aVlpZ22paIGKoBrqIMISrAUpQz2bQrYdX/wEtf6Vm1d18OuFKg5kC/NeGe6lq+UVOHHwhqGumWBUjc3awq07rtOzV1fOhxc8IwCHSxpMyZbFzKOP70iT+R6kqN2e7SXdw5707unHdnzPZwOMwLL7xAJE5B13zKuII3yaMKE43tTOdVLsAUDpxOJ1/60peoqKigqqqKnJwc8vM752rFk5eXR1lZWY+Wt0lOTiY9ve9rGirKSKACLEU5082+Hkq3wpY/2rc1A8It0XygDj1bgXpIyQeh9VuvlwEYUuIFpGn2Oi3MCbxQUsYzST7+KzOd4DAMsNJd6Z2Cq64cPXo0bi9ROnWs4Rlc0RmEGiaz2UUKjbw79m5WrVqF0+mksLCQwsLCXrXxnHPOYefOnTELOQshcDqdWJZFOBzG4XCgaRrXXnst4XCYuro6kpOT8XgGf81MRRlqVIClKGc6IWDlf8PCL8Kh9XYPVeECeHQV1B+L3dcMQvnH9pI7Zv+XP0gUGnVXyV0Aq5qa+UlmOmdYUYYeOVDXux5DXdfj9iQt4UOMDkvlODApMsqYfNV5cAq9SllZWaxZs4aXX36Z0tJSnE4nCxYsYPny5RQXF7Nr1y4qKytxu9289dZbHDhwAF3XMU2T2bNnc/nll/doCR1FGSlUgKUow0XWJPvr+GZ47R7w18bfT2j9snh0d0FTzCkTbA8Be5wOJoUjeKXku1U1/FtWBiEhsIToPHswpgHt7rNkuySv09QD1ouZjEnOpF4devTo0RiG0alaeiPJHCWfsRyPqbEjdCdUH4KM2Dyt3iosLOS2227DsqyYGYG1tbXs2LGDSCQSE/i1loXYsWMHLpeLSy+99JTOryjDiQqwFGU42f8GPHUThAPE1ldvpw89V/GCqd4EWB0f1ywEDin5S0oyv05LwSclT5wo5/LmFiaEwzyRkky5rlOla+xzOuMHMO23ne7gqsO5nNECqYkWqC5vLqeqpYosb1aPDq3rOp/5zGf405/+1DY8B7BRzGeTnE0yTXyWp0nGLliKGYLsKadwMVBRUcG7775LVVUVeXl5+P1+Dh06hKZptLS0dJmbFQ6H2bx5MytWrFClGhQlSvQkofF0WbBggdy8efNgN0NRzkxSws9nQ92Rfj1sOPqlAy7srK4w9qezvgwIfT07kxOGwRGHg0bdfjPWpeTCFj8/q6iK2bdM1/hEYT7hof6m3fo62kWA59JdfGP+N1hVtAqP0bOcpVAoxIsvvsju3btjFoDWMBnPMW7ieTDcMPVyWP2/fW7+oUOHeOKJJzr1UPWGpmn88z//M05nz+tzKcqZTgixRUq5IN59Q/xVS1GUHgs1Q0NJ4vudSfYahpoj8T5x6MArPi+/SUvlfbeL/Q4DzXD3KbiygDd9Xna6XW3BFYApBO943DEp+WFgt9NJ+ExJeu+mnUEzyI82/4jr/3o9LeGWHh3S6XRy7NixmOAKwELnMKMJevJg6V12uY4+klKydu1awuFwn4MrsMs/dKwUrygjmQqwFGW4MNygJ3iD8+XAjc/CretA62Fo5EmHzElowOrmFu6sq2dxIMiUcASH6NtLhwC+WV1LbpzyAzpwQteJYAdXb3s93J2buKDmmShkhShpKuHJvU/2+DHxSjWAnXdlfmUrLL8n8c+9BwKBAPX19X1+PNhrGX7iE59Q9bEUpR0VYCnKcKEbMG8NdBx+cnjh/G/DmCWQMwWW3G4nuncnOQ/O/Xr8+3rYAwMn1x9szdm6vrGJ50pKKWxXDkCPrj2Ya5pcWJjPonGj+VpOlj1fbqi/aXeViB9H0AzyRvEbPd5/2rRpcfOaMjIy8Hq9PT5OIg6H45QCI7fbzZo1a5g8efIpt0VRhhMVYCnKcLLiezDjajBc9nCg4YbFt8HCW0/uc9Y13Q8TOryw+Evwft+HntoTnMxDNwCfJflaTR26lCAlFlBpGFyXn8fkUIgIdiX3IR9c9VGys4t1GDtYvnw5ycnJbcNvuq7jdDq5+uqr+6UthmEwY8aMXpdY0HWdKVOmcNddd5GcnExJSUmnWY+KMpKpWYSKMpwYTrj6Qbj0fjsfK32cHWi1V7nHHlLqajZhuAXWfvWUhp66ogPn+ANoUmJqWtt8x0NOBwEhSLMswkLgF8LOyxqqgZaUJJkWTbrW4zZ6DA83TLuhx6fw+XzcfvvtfPTRRxw7dozMzEzmzZtHUlLvSj905YorrqClpYXi4mJ0XScSieB0OvH7/XH31zSNb33rW5imyZNPPklJSUnbAtIXXXQRS5Ys6be2KcqZSgVYijIceTPsr3gyJ/WwirvVbyUd4qnTtE6zAy0hOOEweP7YCY47HRwzDB5PTaZK1/EPxR4tIbCEfb2yi6FCt+5G13TCVpibpt3E+aPP79VpWot+LlgQd7LSKXM6ndx4443U1tZSV1dHdnY2Pp+P73//+221rtpzu924XC7++Mc/tiXht+aKrVu3jszMTIqKigakrYpyplBDhIoy0uTPgbyZoA/AdHqHj1cz8njT62GPw8EHLic7nI5O1dkl8EyyL+4hBHagdZ4/wA2NTfz1eCmrGpswhlBJmTZSMi0YwtFNHpYlLRbmLmTl2JW4DTfrj67v8UzC00nXdcrKyti8eTMlJSXMnz8fw4j9HG4YBosXL6ahoSHuDMdwOMy77757OputKEOS6sFSlJHoxmfhb9+GHU/bVd0NN4TjDwf1SriZC2pb+F5mOmuT7SEsj2Xxk4oqFvkDGNgB1EFD50/JSXETxC0gp12viQZ4pCQy1GphScnEUJhsy0pYYLRVyArx9vG3kdHBUEMYGJrB98/5PpeO73v185AZ4pEdj/Dc/ucIWSEuGnMRd8y9gwx3gt7LLuzZs4dnnnkGKSWmabJhwwamTp1KUVER+/fvbxs6POuss1i2bBkVFRUJi4o2Njb2+ZoUZbhQAZaijESuZPjk/8CqX9tBzto7YdufQXYeDkpMEK9avEdKvllTx8tJPiwh8GsaX87LYVYgwOOlFQAURUymRiy2Gp1fgoSmsyspnblNtbiivVazAkHclkVgqARZUnJTfQPfrK3njynJvOX1dNs22e65isgIETPCvRvu5azssyhIKuhTM77y96+wpXwLwehQ7gsHXmBDyQZe+OQLPS5mCnZB02effTamJEQ4HGbPnj1ce+21XHbZZdTW1pKZmUlysp3Tl5UVvyq9pmlMmjSpT9ejKMPJEHm1UhRlUAgBmgbL7gZHgjdkzQEizmcxdyokWPrFIyVTgyG+XFvHT8orWVNXz4rm2CGxJi3+kJrH8JD8/56mae6NVOo6VZrGcYdBcIjlXz2emsJLPi/Tg0E7Eb8PQ5iWtHjl0Ct9Ov/u6t18WP5hW3AFELbC1AZrefXwq706VnFxcdzeqHA4zPbt20lNTWXcuHFtwRVAc3MzixYtiikuqmkabrebc845pw9XpCjDi+rBUhQFMifavVnP3waRwMnt7jS4+N9gy++h6gCEm+2ASzfg6odg/f3QUtXpcLqE35dVoEuJCzi/xU/HjK9zAyGK3R7CVmwhTSklk3Jm4rrqV3xaVLK3di9mr3rWToPo7Mb7cnq2tmAiYStMY6hvw2m7qnfFrV/lj/j5sOJDri7qnzIOHc/h9/t56qmnOHbsWNvMwaysrLaeq6VLl/brDEdFOVOpAEtRFAg2wUt3xgZXAJZp19WacwPsehEOvAHJ+TD/ZsiYAJEgvPCl2MKjhhvDcOMI1LVtcnU8n8PLmjGXsTa4h/pgPSHLrp/k1t18Y8E3kFLyhde/wKH6Q4g+LSl9ZvAYHs4rPK9Pj81Pyo/73Lh0F+NSxnXaHg6Hee+999i2bRtSSmbPns3SpUtxOp2MHz8+7jI5DoeD2bNnx2x75plnOHr0KKZptg0p1tfXs3r1aqZMObUFpxVlOFEBlqIosPslkHGWZJEm7HzWLlQ661r7q70Zn4TGUvj79+0hMisCU69E7Hoh/nk0B0xZCXNvJKPoEp4N1vHYrsfYcGIDOd4cbp5+MwvzFvKjD37E1vKtBK3el4k4nQxhYEkLi67LXrh1NxErQqTdc9waXM3Pnd+ncy8etZgsTxYlTSUxPXyGZvDJSZ+M2VdKyWOPPcaJEyfagqJ//OMf7Nu3j89//vM4HA6uvfZannrqKaSUWJaFpmnMnj07Jp+qsbGR4uLiTqUbwuEwGzZsUAGWorRzSgGWEOJHwJVACDgI3CKlrIve9x3gVsAE7pRSvnZqTVUUZcA0ldu9UR2FW+z7urLkS7Dgc1B/HHxZdhCVKMBKyoZPP9Z2M92dzp3z7uTOeXe2bbOkxVN7nzotwZWG1m1w1JVIvKA0ju8v+z4RM8Kuml0cbzyOQ3Nw+YTLOX/0+X1epkYTGn+47A/c84972FK+BYBxqeO4/5z7yfRkxuxbXFxMWVlZTBJ7JBKhqqqKgwcPUlRURFFREXfffTe7du0iGAwyceJE8vLyYo7T0tKCrutxa2M1NTX16ToUZbg61R6sN4DvSCkjQoj/Ar4DfFsIMR24HpgB5ANvCiEmSznUEikURQFg9BK7LlaHfCicPnsNw+4YLjuPq9Wki+HAm3YJiLZ93DD/c90e6rsbvkvADHS736nS0GJm9g0Up+ZESsnlEy/n8omX9+uxs73Z/PaS39IcbiZshklzp8Xdr6SkhHC7tR9bhUIhjh8/3lYU1Ov1dlnMNDMzM25AqGkaEydOjPMIRRm5TmkWoZTydSnbPsJtBAqj368CnpRSBqWUh4EDwKJTOZeiKANozBIYc7a9BmErwwOj5sD4C3p/vFW/huwpdoDmTLKDq0kXwbKvdvmwQ3WHeK349HR2y+i/02HxqMUDenyfw5cwuAJi1jJsz+FwkJKS0uPzGIbBZZddFnfm4LnnnturNivKcNefOVifA/4S/b4AO+BqdTy6TVGUoUgI+H9/gS1/gA8ftfOp5twACz9nl3HoLV8mtZ9dy94dj5Pmr2filKtx5M3o9mGbyzcnTGo3NIPFeYvZWLqxX2YVDnRwJRC4dBd3zbuLdHf6gJ6rO9OmTePVVzuXbtB1nbPOOqtXx5o7dy7p6els2LCB+vp6Jk6cyNKlS2NKOCiK0oMASwjxJpAX5657pZQvRve5F4gAj/e2AUKILwJfBBgzZkxvH64oSn/RHbDoC/bXKXrs48d44MMHcEQXi9ZP/I2HLn6Imdkzu3xcpjsTXdPtzM12NDRunnYzt866lWtevIaaQA1hq/OQF9iJ5w7Ngd+MX5m+NYAbyABLR+eaomtYPWU10zOnd7u/JS0Eos/5WN1xOp187nOf4+mnn6ampgaAtLQ0Vq9ejcvVaY5nt8aNG8e4ceP6uZWKMryIeFNze3UAIT4L3AZcJKVsiW77DoCU8gfR268B/yalfK+rYy1YsEBu3rz5lNqjKMrg2lm1k1tevaVTHlWqM5X1161vC7riCZkhLnr6IuqCdTHb3bqbtVevJc+XR22glt/t+B3rj63HkhZlzWVtPVqGMLht1m08/NHDhGX8AOx0uOWsW/ja/K91u9+2im3c//797K3Zi9twc93k67hr3l1dPkenqqGhASklqampA3YORRkphBBbpJRxExdPKQdLCHEZ8C3gqtbgKuol4HohhEsIMR4oAjadyrkURTkzPLPvGUJmqNP2iIzwftn7XT7WqTv5/aW/pzCpEI/hwWt4SXOl8fPlPyfPZ3ekp7vT+ebCb/LAhQ9Q7a+OHS4UsO7YulOaGXiqDM1g5biV3e53qP4QX3zji+yp2YNE4o/4eXLvk9y34b4BbV9KSooKrhTlNDjVHKxfYdcQfCPatb1RSvlPUsqPhRBPAbuwhw5vVzMIFWVkaAo3JQxwWsItcbe3Nyl9Eq9c8woH6w4SskJMSZ9iDxu2s7lsM19e9+VOvWQRK8Kemj19b3w/8Bk+8nx5PLbrMQ7WHWR65nSumHAFLZEWnt33LIfqDzEnew7bK7d3CkSDZpA3j75JZUsl2d7sQboCRVH6wykFWFLKhCt6SinvB+4/leMrinLmuWTsJbxz/B38kdgcqIgVYVFezyYTCyHIT8rndzt+x91v3Y0udD456ZN8dsZnOVJ/hM+//vlBXT7n4jEXs/7Y+rhtuHfxvVzx/BWEzBABM8Arh1/hl1t/ScgMYUqToBlk/dH1hK1w3Mc7NSfHGo+pAEtRznCqkruiKP1q+ZjlzNk3h22V2/BH/GhCw6k5+eq8r3ZZSqC9iBVhzd/WcKjhUFsvz8MfPcz/Hf8/GkON/RpcGcLoccFQsJPklxUsY2HeQv77g//GkhYSiUtz8dCKh/jl1l/SGGpsS6L3R/ydgk2/6U84WzJkhhiTcnLCT0lTCT/64Ee8e+JdXLqLa4qu4fY5t+PUO67uqCjKUKICLEVR+pWhGTx48YP8/djfeb34dZKdyXxq8qeYkTmDsuYyfrn1l2wo2UCSM4kbp93IdVOuQxOx6aDvHH+Ho41HY4bQgmaQbZXbujy3LvS2gKcnHJqDFWNW8MbRNxLOSuxIInn040fRhBYT6AWtIL/e9mu2Vmzt0fnj7ePW3Vw2/jKyPPYi0vXBeq7/6/U0hBqwpIU/4ufx3Y+zr3YfD178YI/aqyjK4FABlqIo/U7XdFaMXcGKsSvattUEarhu7XU0hBowpUl1oJqfbP4JB+oOcN+S2MTu7ZXbaYl0n6/V0YLcBZQ3l1PcWBz3fqfmjFlYelzqOD4z7TO8dqR3xU2PNBzB7FhLAruOV28qxCc5kpicPpmPqj5CIAiZIV488CIflH3AfYvvY1/tPvwRP5Y8mdMWNINsLtvMwbqDTExT1dMVZag6pVmEiqIoPfXE7idoDjfH9PoEzADP73+eypbKmH0Lkgpwab2vz5TlyeLJK5+kwBe/rnGuL5cLR1/IgtwFfH3B13ls5WM8secJeluuJl5w1b4Nhtazz65jU8by64t+TYozhbAVxsLufStpKuGOdXfw5tE3CZqd12TUNZ19tft61WZFUU4v1YOlKMppsbl8c1vvUXtO3cne2r0xSd0rx6/kB5t+0OtzeBwefA4fWoLq82VNZTy68tG2ITiAow1H+7Wsw7zceeyv209pUymWtLCkRdgKd+rVEgiW5C3h2f3PUhOo6XQcE5NDdYdiet1aWdKKydPqjbAV5tXDr/LGkTdIcaZw7ZRrmZ09u0/HUhQlMRVgKYpyWoxLGcfWiq2dEtQjVoR8X37MthNNJ9B62cHu1t2smrgK0zJpDDXG3ceUJqYVe/4FeQvYW7s3YQ5Wbyu/f3nOlxmXMo7N5ZspbihmbMpY7vr7XTSFm2L2c+kurpx0JTe/cnPCYzVHmvE5fDEBlkNzUJRWxIzM7pce6ihshfn8a59nd81u/BE70f614te4c+6d3DTjpl4fT1GUxNQQoaIop8WN02/EocVWKHdoDqZlTmNC2oSY7ZvKNiUMaNoHXrrQcWpOXLqLm6ffTH5SPle+cCX1wfq4j5VIXHrs0OOaGWvwtl/kugO34caluxLO+os51vQ1jE8djxCChXkLuXbytSzKW8RDKx4izZWGz+EjyZGEx/DwvXO+x/bK7TRHmhMez2f4+MOlf2Bm1kw0oeHQHFwy9hIeWvFQt22J57Xi19qCK7Cfj4AZ4Odbf05doK5Px1QUJT7Vg6UoymkxMW0iv1j+C/713X+l2l+NRLKsYBnfX/b9TvumulJxaI5OvUpOzcmivEVMzpjMvJx51ARqCJgBlhUsY3TyaL7w+hc40XQiYXDmMTwcbjjMXPfctm1ZniyevuJp7vj7HXHzmqSU/PaS3/KD93/ArppdCa9vddFqvrHwG3Hvm509m/XXrefD8g8JWSHm5czD6/Dyhde/0GXJic/P/DxTM6fy58v/TMgMoQu9U9HV3njzyJudSkaAPfNzS/kWLhp7UZ+PrShKLBVgKYpy2pydfzavfeo1qvxVeB1efA5f3P0uGnMR/7nxPztt14TGf5zzH3GLcDaFmthSvqXLgMWUJqN8ozptH5U0iocufoirXriK5nBzW4Dm1JzMy53HnJw53LfkPta8uibuUKJH9zAvd17C84IdxCwaFVto1Wsk7jlbOW4lt868te12f9S9SnGmoKHFzTnzOeP/LBRF6Rs1RKgoymklhCDbm50wuALwOXw8tOIh0t3p+Bw+fA4fyc5kHrjwgYQVziNW18VCnbqTs0ed3bamYUfZ3mz+9Ik/sTBvIbrQ8RpeVk9ezc8v/DkAM7Nncs+iezoNFWpoJDuTY0pS9NR1U67DY3g6t8WTzQ/P+yHRJcj6zbWTr40bqLl0Fwty465XqyhKH4neTk8eSAsWLJCbN28e7GYoijJEmJbJjqodmNJkVvasTjlcHV3z0jXsr93fabsmNK6ccCX3Lrk3bkDTGyeaTnDfhvvYWr4VS1qcP/p87ll8T8LArTs/3/JzHt31KIZmIITAoTn43SW/Y0rGlFNqZyKP736cn235WVspCZfu4jcrfsPUjKkDcj5FGc6EEFuklHE/nagAS1GUYWNPzR5uefUWwlaYoBnErbtJd6fz2MrHyPXl9uu5Wl87+6OXqay5jA/KPiDVlcrZ+Wd3G0ieqvpgPZvLN5PkSGJ+7vwe1+1SFCWWCrAURRkxagI1vHjgRY40HGF29mxWjl+J23APdrMURRmGugqw1McWRVGGlQx3BrecdctgN0NRlBFOJbkriqIoiqL0MxVgKYqiKIqi9DMVYCmKoiiKovQzFWApiqIoiqL0MxVgKYqiKIqi9DMVYCmKoiiKovQzFWApiqIoiqL0MxVgKYqiKIqi9DMVYCmKoiiKovQzFWApiqIoiqL0MxVgKYqiKIqi9DMVYCmKoiiKovQzFWApiqIoiqL0MxVgKYqiKIqi9DMVYCmKoiiKovQzFWApiqIoiqL0MxVgKYqiKIqi9DMVYCmKoiiKovQzFWApiqIoiqL0MxVgKYqiKIqi9DMhpRzsNrQRQlQCRwa7HQMoC6ga7EYMInX9I/v6QT0H6vrV9avrH17GSimz490xpAKs4U4IsVlKuWCw2zFY1PWP7OsH9Ryo61fXr65/5Fy/GiJUFEVRFEXpZyrAUhRFURRF6WcqwDq9Hh7sBgwydf3KSH8O1PWPbOr6RxCVg6UoiqIoitLPVA+WoiiKoihKP1MB1mkghPieEOIjIcQ2IcTrQoj86HYhhPiFEOJA9P55g93WgSCE+JEQYk/0Gp8XQqS1u+870evfK4S4dBCbOWCEENcKIT4WQlhCiAUd7hv21w8ghLgseo0HhBD/PNjtGWhCiP8VQlQIIXa225YhhHhDCLE/+v/0wWzjQBJCjBZCrBdC7Ir+7t8V3T4ingMhhFsIsUkIsT16/f8e3T5eCPF+9O/gL0II52C3dSAJIXQhxFYhxF+jt0fU9asA6/T4kZRylpRyDvBX4F+i21cCRdGvLwIPDk7zBtwbwFlSylnAPuA7AEKI6cD1wAzgMuB/hBD6oLVy4OwErgHeab9xpFx/9Jp+jf37Ph34TPTah7M/YP9M2/tnYJ2UsghYF709XEWAr0sppwNLgNujP/OR8hwEgeVSytnAHOAyIcQS4L+An0kpJwG1wK2D18TT4i5gd7vbI+r6VYB1GkgpG9rd9AGtiW+rgEelbSOQJoQYddobOMCklK9LKSPRmxuBwuj3q4AnpZRBKeVh4ACwaDDaOJCklLullHvj3DUirh/7mg5IKQ9JKUPAk9jXPmxJKd8BajpsXgX8Mfr9H4FPns42nU5SylIp5YfR7xux32QLGCHPQfQ1vSl60xH9ksBy4Jno9mF7/QBCiELgcuB30duCEXT9oAKs00YIcb8Q4hhwAyd7sAqAY+12Ox7dNpx9Dvhb9PuReP3tjZTrHynX2Z1cKWVp9PsyIHcwG3O6CCHGAXOB9xlBz0F0eGwbUIHdi38QqGv3YXO4/x08AHwLsKK3MxlZ168CrP4ihHhTCLEzztcqACnlvVLK0cDjwB2D29r+1931R/e5F3vo4PHBa+nA6Mn1K0oraU/fHvZTuIUQScCzwFc79OQP++dASmlG00IKsXtxpw5ui04fIcQVQIWUcstgt2UwGYPdgOFCSnlxD3d9HHgF+FegBBjd7r7C6LYzTnfXL4T4LHAFcJE8WRtkxFx/AsPm+rsxUq6zO+VCiFFSytJoKkDFYDdoIAkhHNjB1eNSyueim0fUcwAgpawTQqwHzsZOAzGivTjD+e/gHOAqIcQnADeQAvyckXP9gOrBOi2EEEXtbq4C9kS/fwm4OTqbcAlQ3677fNgQQlyG3VV8lZSypd1dLwHXCyFcQojx2Mn+mwajjYNkpFz/B0BRdAaREzux/6VBbtNgeAlYE/1+DfDiILZlQEXzbR4Bdkspf9rurhHxHAghsltnSwshPMAK7Dy09cDq6G7D9vqllN+RUhZKKcdh/73/XUp5AyPk+lupQqOngRDiWWAK9lj0EeCfpJQl0RehX2HPNmoBbpFSbh68lg4MIcQBwAVURzdtlFL+U/S+e7HzsiLYwwh/i3+UM5cQ4mrgl0A2UAdsk1JeGr1v2F8/QPST7AOADvyvlPL+wW3RwBJCPAFcAGQB5dg91i8ATwFjsF8HrpNSdkyEHxaEEMuA/wN2cDIH5x7sPKxh/xwIIWZhJ3Hr2B0ZT0kp/0MIMQF7kkcGsBW4UUoZHLyWDjwhxAXAN6SUV4y061cBlqIoiqIoSj9TQ4SKoiiKoij9TAVYiqIoiqIo/UwFWIqiKIqiKP1MBViKoiiKoij9TAVYiqIoiqIo/UwFWIqiKIqiKP1MBViKoiiKoij9TAVYiqIoiqIo/ez/A31akJ/MemQ9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_representations(output_pca_data, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Xs85utmmEhy5"
   },
   "source": [
    "Plotting the PCA representations of the intermediate values, just after the second set of convolutional and subsampling layers.\n",
    "\n",
    "We can see that a lot of the classes are overlapped in one giant cluster. Intuitively, this makes sense, as the model has only extracted the features of the image so far and not yet passed them to the linear layers that will weight these features to make an actual prediction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "colab_type": "code",
    "id": "mIgRq-turrsL",
    "outputId": "e83f4748-654c-440e-b424-73076af4cddc"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "intermediate_pca_data = get_pca(intermediates)\n",
    "plot_representations(intermediate_pca_data, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1v4aNRm7Ehy9"
   },
   "source": [
    "We repeat the process for t-SNE. Again, we only use a subset of the data, as t-SNE takes a considerable amount of time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qkgOhleVrtbi"
   },
   "outputs": [],
   "source": [
    "def get_tsne(data, n_components=2, n_images=None):\n",
    "    if n_images is not None:\n",
    "        data = data[:n_images]\n",
    "    tsne = manifold.TSNE(n_components=n_components, random_state=0)\n",
    "    tsne_data = tsne.fit_transform(data)\n",
    "    return tsne_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WvbLe9XjEhzB"
   },
   "source": [
    "First, the output representations. t-SNE does a good job on separating out the classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "colab_type": "code",
    "id": "2OABeIBWrvdq",
    "outputId": "40607175-83c5-47c0-b1bd-cfbc38efbcf7"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N_IMAGES = 5_000\n",
    "\n",
    "output_tsne_data = get_tsne(outputs, n_images=N_IMAGES)\n",
    "plot_representations(output_tsne_data, labels, n_images=N_IMAGES)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "XAIw5HutEhzE"
   },
   "source": [
    "Again, the intermediate representations are more clustered, which adds more evidence to the theory that this is just a representation of the extracted features before the linear layers have had a chance to weight up evidence on the presence or absence of certain extracted features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "colab_type": "code",
    "id": "NMddFrKCryQq",
    "outputId": "c115d1ca-0704-43ba-f180-0078b1ebc4c1"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "intermediate_tsne_data = get_tsne(intermediates, n_images=N_IMAGES)\n",
    "plot_representations(intermediate_tsne_data, labels, n_images=N_IMAGES)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "az3culo9EhzG"
   },
   "source": [
    "As before, we can try generating a perfect handwritten digit by repeatedly generating a batch of noise and storing the noise that gave us the highest probability of being the digit we want. \n",
    "\n",
    "Surely as we now have convolutional layers that look for edges and curves we should get something more sensible, right?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YTtKu3lar0WC"
   },
   "outputs": [],
   "source": [
    "def imagine_digit(model, digit, device, n_iterations=50_000):\n",
    "\n",
    "    model.eval()\n",
    "\n",
    "    best_prob = 0\n",
    "    best_image = None\n",
    "\n",
    "    with torch.no_grad():\n",
    "\n",
    "        for _ in trange(n_iterations):\n",
    "\n",
    "            x = torch.randn(32, 1, 28, 28).to(device)\n",
    "\n",
    "            y_pred, _ = model(x)\n",
    "\n",
    "            preds = F.softmax(y_pred, dim=-1)\n",
    "\n",
    "            _best_prob, index = torch.max(preds[:, digit], dim=0)\n",
    "\n",
    "            if _best_prob > best_prob:\n",
    "                best_prob = _best_prob\n",
    "                best_image = x[index]\n",
    "\n",
    "    return best_image, best_prob"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "4esRVxPnEhzI"
   },
   "source": [
    "As we can see below, no. We get random noise with a >99% confidence that it's a three. \n",
    "\n",
    "Again, our model has been trained to be confident in its predictions and thus will be even for random noise. This is a flaw of neural networks and is a reason why [adversarial examples](https://openai.com/blog/adversarial-example-research/) work so well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hKnATNUGr2X7"
   },
   "outputs": [],
   "source": [
    "DIGIT = 3\n",
    "\n",
    "best_image, best_prob = imagine_digit(model, DIGIT, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "TDWvDzjSr33C",
    "outputId": "a3e63788-a0e6-4c42-a630-3c81e9cd3e20"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best image probability: 98.97%\n"
     ]
    }
   ],
   "source": [
    "print(f'Best image probability: {best_prob.item()*100:.2f}%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 248
    },
    "colab_type": "code",
    "id": "2pPI5uwlr5a6",
    "outputId": "8d731409-3fc1-4ad7-e3e6-270da56f7765"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(best_image.squeeze(0).cpu().numpy(), cmap='bone')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "iTQoGMYcEhzM"
   },
   "source": [
    "Remember how we defined the Sobel filters early on in this tutorial? Well, as convolutional layers learn their own values for their filters, we can do the same thing and see how our filters process images.\n",
    "\n",
    "Let's define a function that takes a batch of images and multiple filters, which it then uses on the images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7Sr-zmlK3caf"
   },
   "outputs": [],
   "source": [
    "def plot_filtered_images(images, filters):\n",
    "\n",
    "    images = torch.cat([i.unsqueeze(0) for i in images], dim=0).cpu()\n",
    "    filters = filters.cpu()\n",
    "\n",
    "    n_images = images.shape[0]\n",
    "    n_filters = filters.shape[0]\n",
    "\n",
    "    filtered_images = F.conv2d(images, filters)\n",
    "\n",
    "    fig = plt.figure(figsize=(20, 10))\n",
    "\n",
    "    for i in range(n_images):\n",
    "\n",
    "        ax = fig.add_subplot(n_images, n_filters+1, i+1+(i*n_filters))\n",
    "        ax.imshow(images[i].squeeze(0), cmap='bone')\n",
    "        ax.set_title('Original')\n",
    "        ax.axis('off')\n",
    "\n",
    "        for j in range(n_filters):\n",
    "            image = filtered_images[i][j]\n",
    "            ax = fig.add_subplot(n_images, n_filters+1, i+1+(i*n_filters)+j+1)\n",
    "            ax.imshow(image.numpy(), cmap='bone')\n",
    "            ax.set_title(f'Filter {j+1}')\n",
    "            ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Qt1GNJwpEhzO"
   },
   "source": [
    "Some of our filters look for areas of black pixels, which has the effect of inverting our images. Some apply a blur effect, which is similar to [Gaussian blur](https://en.wikipedia.org/wiki/Gaussian_blur) effects used in image processing to reduce noise in the image. Some detect edges, like our Sobel filters we created earlier.\n",
    "\n",
    "There is no guarantee each filter will learn a unique filtering effect. They are initialized randomly, and some filters may learn very similar weights. Therefore, it does not necessarily mean that using more filters will give a better performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 591
    },
    "colab_type": "code",
    "id": "RVXCMIB25Ev5",
    "outputId": "de38c9f5-dc23-4b63-af18-41521038130e"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 35 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N_IMAGES = 5\n",
    "\n",
    "images = [image for image, label in [test_data[i] for i in range(N_IMAGES)]]\n",
    "filters = model.conv1.weight.data\n",
    "\n",
    "plot_filtered_images(images, filters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YnxTRkXZEhzP"
   },
   "source": [
    "Let's see what our best imagined digit looks like after passing through our filters. \n",
    "\n",
    "We get some nice looking patterns, but that's about it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 183
    },
    "colab_type": "code",
    "id": "r35fr_6CAU8n",
    "outputId": "f016bd0c-a9e4-48a5-a0bf-f7fec7270dd6"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_filtered_images([best_image], filters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0shHzr3m8rVk"
   },
   "source": [
    "Finally, we'll plot the actual filters themselves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "JnS-au4575Dy"
   },
   "outputs": [],
   "source": [
    "def plot_filters(filters):\n",
    "\n",
    "    filters = filters.cpu()\n",
    "\n",
    "    n_filters = filters.shape[0]\n",
    "\n",
    "    fig = plt.figure(figsize=(20, 10))\n",
    "\n",
    "    for i in range(n_filters):\n",
    "\n",
    "        ax = fig.add_subplot(1, n_filters, i+1)\n",
    "        ax.imshow(filters[i].squeeze(0), cmap='bone')\n",
    "        ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qenJ-h-O9D0q"
   },
   "source": [
    "There are some patterns visible, but it's difficult to interpret what these filters have actually learned."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 190
    },
    "colab_type": "code",
    "id": "ftmsLy5F8BQy",
    "outputId": "0623b09c-f4f5-4b46-d4e9-e8eac9492ee8"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_filters(filters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PSzgfmJkEhzR"
   },
   "source": [
    "### Conclusions\n",
    "\n",
    "In this notebook we have shown: \n",
    "- loading Torchvision datasets\n",
    "- loading transforms to augment and normalize our data\n",
    "- what a convolutional layer is doing\n",
    "- what a subsampling layer is doing\n",
    "- defining a CNN (LeNet)\n",
    "- training a model to achieve >98% accuracy\n",
    "- viewing our model's mistakes\n",
    "- visualizing our data in lower dimensions with PCA and t-SNE\n",
    "- generating fake digits\n",
    "- viewing the learned weights of our model\n",
    "\n",
    "In the next notebook we'll implement another CNN, AlexNet, and finally move on to color images by using the CIFAR10 dataset."
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "machine_shape": "hm",
   "name": "2 - LeNet.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}