{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![](../docs/banner.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 5: Introduction to Convolutional Neural Networks\n", "\n", "**By [Tomas Beuzen](https://www.tomasbeuzen.com/) 🚀**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](img/block.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter Outline\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter Learning Objectives\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Describe the terms convolution, kernel/filter, pooling, and flattening\n", "- Explain how convolutional neural networks (CNNs) work\n", "- Calculate the number of parameters in a given CNN architecture\n", "- Create a CNN in `PyTorch`\n", "- Discuss the key differences between CNNs and fully connected NNs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import torch\n", "from torchsummary import summary\n", "import matplotlib.pyplot as plt\n", "from utils.plotting import *\n", "plt.style.use('ggplot')\n", "plt.rcParams.update({'font.size': 16, 'axes.labelweight': 'bold', 'axes.grid': False})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Convolutional Neural Networks (CNNs)\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1. Motivation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Up until now we've been dealing with \"fully connected neural networks\" meaning that every neuron in a given layer is connected to every neuron in the next layer. This has two key implications:\n", "1. It results in a LOT of parameters.\n", "2. The order of our features doesn't matter.\n", "\n", "Consider the simple image and fully connected network below:\n", "\n", "![](img/cnn-1.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Every input node is connected to every node in the next layer - is that really necessary? When you look at this image, how do you know that it's me?\n", "- You notice the structure in the image (there's a face, shoulders, a smile, etc.)\n", "- You notice how different structures are positioned and related (the face is on top of the shoulders, etc.)\n", "- You probably use the shading (colour) to infer things about the image too but we'll talk more about that later.\n", "\n", "The point here is that **the structure of our data (the pixels) is important**. So maybe, we should have each hidden node only look at a small area of the image, like this:\n", "\n", "![](img/cnn-2.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have far fewer parameters now because we're acknowledging that pixels that are far apart are probably not all that related and so don't need to be connected. We're seeing that structure is important here, so then why should I need to flatten my image at all? Let's be crazy and not flatten the image, but instead, make our hidden layer a 2D matrix:\n", "\n", "![](img/cnn-3.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're almost there!\n", "\n", "As it stands, each group of 2 x 2 pixels has 4 unique weights associated with it (one for each pixel), which are being summed up into a single value in the hidden layer. But we don't need the weights to be different for each group, we're looking for **structure**, we don't care if my face is in the top left or the bottom right, we're just looking for a face!\n", "\n", "Let's summarise the weights into a weight \"filter\":\n", "\n", "![](img/cnn-4.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's see how the filter works\n", "- We'll display some arbitrary values for our pixels\n", "- The filter \"convolves\" over each group of pixels, multiplies corresponding elements and sums them up to give the values in the output nodes:\n", "\n", "![](img/cnn-5.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we'll see, we can add as many of these \"filters\" as we like to make more complex models that can identify more useful things:\n", "\n", "![](img/cnn-6.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We just made a **convolutional neural network** (CNN). Instead of fully-connected hidden nodes, we have 2D filters that we \"convolve\" over our input data. This has two key advantages:\n", "1. We have less parameters than a fully connected network.\n", "2. We preserve the useful structure of our data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2. Convolutions and Filters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convolution really just means \"to pass over the data\". What are we \"passing\"? Our filters - which are also called **kernels**. Here's another gif like the one we saw earlier:\n", "\n", "![](img/conv-1.gif)\n", "\n", ">Source: modified after [theano-pymc.readthedocs.io](https://theano-pymc.readthedocs.io/en/latest/tutorial/conv_arithmetic.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So how does this help us extract structure from the data? Well let's see some examples!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = torch.from_numpy(plt.imread(\"img/tom_bw.png\"))\n", "plt.imshow(image, cmap='gray')\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can blur this image by applying a filter with the following weights:\n", "\n", "$$\\begin{bmatrix} 0.0625 & 0.125 & 0.0625 \\\\ 0.125 & 0.25 & 0.125 \\\\ 0.0625 & 0.125 & 0.0625 \\end{bmatrix}$$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kernel = torch.tensor([[[[ 0.0625, 0.1250, 0.0625],\n", " [ 0.1250, 0.2500, 0.1250],\n", " [ 0.0625, 0.1250, 0.0625]]]])\n", "plot_conv(image, kernel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How about this one:\n", "\n", "$$\\begin{bmatrix} -2 & -1 & 0 \\\\ -1 & 1 & 1 \\\\ 0 & 1 & 2 \\end{bmatrix}$$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kernel = torch.tensor([[[[ -2, -1, 0],\n", " [ -1, 1, 1],\n", " [ 0, 1, 2]]]])\n", "plot_conv(image, kernel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One more:\n", "\n", "$$\\begin{bmatrix} -1 & -1 & -1 \\\\ -1 & 8 & -1 \\\\ -1 & -1 & -1 \\end{bmatrix}$$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kernel = torch.tensor([[[[ -1, -1, -1],\n", " [ -1, 8, -1],\n", " [ -1, -1, -1]]]])\n", "plot_conv(image, kernel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Here's a great website](https://setosa.io/ev/image-kernels/) where you can play around with other filters. We usually use **odd numbers for filters** so that they are applied symmetrically around our input data. Did you notice in the gif earlier that the output from applying our kernel was smaller than the input? Take a look again:\n", "\n", "![](img/conv-1.gif)\n", "\n", ">Source: modified after [theano-pymc.readthedocs.io](https://theano-pymc.readthedocs.io/en/latest/tutorial/conv_arithmetic.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, our kernels are only applied where the filter fully fits on top of the input. But we can control this behaviour and the size of our output with:\n", "- `padding`: \"pads\" the outside of the input 0's to allow the kernel to reach the boundary pixels\n", "- `strides`: controls how far the kernel \"steps\" over pixels.\n", "\n", "Below is an example with:\n", "- `padding=1`: we have `1` layer of 0's around our border\n", "- `strides=(2,2)`: our kernel moves 2 data points to the right for each row, then moves 2 data points down to the next row\n", "\n", "![](img/conv-2.gif)\n", "\n", ">Source: modified after [theano-pymc.readthedocs.io](https://theano-pymc.readthedocs.io/en/latest/tutorial/conv_arithmetic.html).\n", "\n", "We'll look more at these below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Cooking up a CNN\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1. Ingredient 1: Convolutional Layers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I showed some example kernels above. In CNNs the actual values in **the kernels are the weights your network will learn during training**: your network will learn what structures are important for prediction.\n", "\n", "In PyTorch, convolutional layers are defined as `torch.nn.Conv2d`, there are 5 important arguments we need to know:\n", "1. `in_channels`: how many features are we passing in. Our features are our colour bands, in greyscale, we have 1 feature, in colour, we have 3 channels.\n", "2. `out_channels`: how many kernels do we want to use. Analogous to the number of hidden nodes in a hidden layer of a fully connected network.\n", "3. `kernel_size`: the size of the kernel. Above we were using 3x3. Common sizes are 3x3, 5x5, 7x7.\n", "4. `stride`: the \"step-size\" of the kernel.\n", "5. `padding`: the number of pixels we should pad to the outside of the image so we can get edge pixels." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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Uyt0HHOeEqFarmJ+fR6VSQbFYRKFQQLFYRC6Xc+Uwj7y2J5lMYjwe3/NuR0dHGA6HSCQSSKfTyOfzKBQKrr/S6bT7Y5v4WfuM9Wr99po+o8+y//g3GAzcuPb7/Ym+b7Vabgw4Dv1+322lYlv03W1+fdtGe7+220fsR1tOu93GU089hT/wB/4A3vve96JWq+Ho6AiJRMLNxXQ6jUQigfF47MZ1NBq5MtjHr776Kv79v//32NractvHhsOhq1vn3Hg8xuHhofsdwD3zKpRaWMeOY2H7hsR2h/qVbdK5NxqN3rRtdm8G/Yk/8ScATL4b+ZR8C9zl7VQq5fiU/az9zedYlvbPeDzG0dHRxJhq//M7+zKZTGI0GgXHU/lLf7dyBsCEHOJ78D7KK/6xbJbBtjHvi85j7RudL7xX57rWb5/jvb62K+/ofAzNT71P+1T/jo6OcHR05D7rWOl48X8ikZh4X1ufbYv2zyw0HA6RSqVQLBbR6XQwGAywsrKCc+fOoVarodfr4eDgAP1+360DHD+udalUCqPRyMmIXq+H0WiETqeDbreLw8NDJJNJdDqde/jft5achOy4zHK/vW7l0y//8i97740EEuwUXYjtZFQmtouXMrsyDwdemdVXri3PJzBCL6+/WyEFTDKiFWScGMVi0QEi/unCTuZTZtN35z0EBFoff/MNlr4r2x+V9962IUog+H7TcqLumTZBoyYt2zgLk/j6hcJneXkZZ8+eRSaTQbfbRbVadQCu1+vh6OjIAdhMJoNUKuWArwqpbreL7e1tx9hR7dd+tv3jm7O+MbWC3QcmdBzj9OnDSnz/KNK+8D3vm+e8n+WrvAnlE7DlTGuXXWDtWPj4l8qNTQZn5w1loq3PAlEqJQoKCLQob1Su+dqmfeNbmH33Ro1JqC+iwJbK6WllxpU7ceaWEuV0KpXCcDhELpdDsVhEMpnEYDDAcDh035vNplPCdJ4NBoMJsEuwlMlkMB6PnQJuswtrvz6Id7HjFwUUZi0vRJFAwmrzOrntxNPJ4dMYfH9kci3D3q+WgqhF0EdkSP73gQxti2oEmUzG/dFKoG2Zhs6j+tBaFexnJZ8Q0HcIARn7jAInbYeCN/3dtsGW+WaTRecqREajEc6ePYvV1VV3HgDBmt5PreDw8NABQLUW0RLTbDadZmRBbkgAK4Xmpi409vkoxvTNi4cZMEyjUD+F5qR+jzsno57R63GFdgg0+MjKOfKcD5T6AL+CBPKBWgX5Rz639YX6w76H791Cz8Utc9oipOtInLqn8YEPhMUh8jwBQLFYxNzcnLPI5vN5rKysuHs6nY6zNhMoqAVoPD62gGUyGWehODw8nLhm32mawhiHLHi2dbxZFCs/s05sXXh8jGAtD5aB7f0KOnzMHiorRFFWCv2uCNcKazItgYM1p/rIZzLUeo6OjhzTaN128vnaa8fCvkPoHt8i6OtL6/o5CWibRvczkS2oSCaTuHjxItbW1lAoFJyVIpfLTQhpPkO3klq9qFHQXEmXho+mCc9p/eRj6jjzOCTsfeP0dgAa0/okiv+iQJrt/zh1KcUdL/vZtonXQ8oEn/EpYXwOgNNy6SJQVy8XEYLnqPkZpSA8yDnlA24h4D2tzjdjgVQQQcpkMqhWq87V22w2sbCwMOGK6vV6ODw8vMftws+j0QjpdNq55ofD4T3AyUc+MDurVYJtuN/+8fGOj2aySPBaaFFSBrBuCntdG2brsfEKvnoUdakPkUTmV2uE1qkLDcvkQJN81hQl+44WeBBAkKG73e4EePH9WeuJWlEshRYY+9n3fRpNAxXfzMVL6xmNRqjVarh48SKWl5edQG232ygUCt55oH5Z63rodDrY2dmJBBJKPqDL/xYgs716nw8gzNKXvJfz9UEDvm8V2T7wuU/53fesr4xZeMBXd2iBsPwYB2jYeIVUKuVM3zY+gb/zO5UaW0c6ncbR0ZGzvKmbjPFC+pxPmeKftb5FackhgOvr+zjAwPe8baf+Pg1MzLrgjkYj5HI5Vw+tl5lMBvl8Hs1mE81mE/V6HfPz80in06hUKsjn8+j1es6VqmCOPDoYDNBqtSbcHhrzZfvCBzatlWVWUBEal1nlzomBhC7YXGy1UAUHipp1YdXrCiSs+dhX3jRLhXa6vrBv8vsYwwdGaDZUDdhaLrStNKmnUqkJNwiZ8+joCL1ez93DicdgVRsnQcHCBdGCCWu98JH2V5yJEuqrENk+1HJCE/wkwEODrljvaDTClStXsLa25kyEvV4Pe3t7yOVymJubmyhDx0jdF8CxVWJjYwMbGxtTLTw6VzlP9HcV+tpPUUyvANb3m5YdJbTfLhQlqKaBiWm/6dy0CkmoL9X9p/PdZzrX+RNqg/Ix5wkBgF6z91lljqTxPnw/n3UidECflbuzWs3i8vQ06+qs4xlHBs5Ctu8TieNg+PF4jFKphOFwiHa7jfX1daRSqYm4uWKx6NykBBS0EqXTabTbbaeksJ8Hg4H7HgWIrPvZ95sldefr+9n1T8c4bj9GuYymWiR8GoG1FrCSqHgIW4YVlNPK5V8outiHtPQeNYtbDVcZiYLFRnbzM8sgaCDKVFeIvkMyeRz4lMlkkMvlgqBAgcq0MbEoPdS3tl9sHXGFc6gNlh4Ug2s7LQOsra3h/PnzDohxTvT7fdy5cwfA8YFk9lRVjgMjsw8PD7G9vY0vfvGL6PV698SKhIRqaD6zDv3u64s4AM/ygB1vKwxI+Xw+WOZbkeIsVFFz1Ccv+Fl5VaP/Q2Ur2Xip0O+Wl5Sv+VmfV8sYA7eta0J3XNiFRkkBhCpDIeBgrSwAHID1ySyfDJ114QlRlAwKAXltd2j+n7QdBA3cOXd0dITt7W3Mzc2hWCy6WLn9/X3cvHkTi4uLyOVyTq5zLSgUCuh2u26+aXwEqd/vx7LSWCXZBxpCv4VAhH1vvUev22firA1TLRIcMIuMfTEB9nf+1z+fMPBZOlhnCHSEXtAu1HYS+gaE91DoKMNzmyQ7lttdNQDTtlOtC6px8P1pvWB5PsBlrR/6vnZh872Pj3z1THveCkNtWxTFBUZRk1w/M2r60qVLKBQKqNfrKBaLyGazrr2Hh4e4c+cO2u2227LLLccEEkdHR+h2u7hz5w6++MUvYn19fWI7r48UKOhY2rnkAxn63Cz9EiVg7QLD93sYgYRPe9L/9rM+pwuK3jfNEsR7otrhC0S2dUSVawEFy1RXRD6fd4sN5YzWT4WGMkItEMCkfKYs4nVtiz6jv5N06yX7juZ9toHPMUaA5freV+sJzXer2PiAi95r5/w0K1JcUgCWyWTciczr6+vY3d1FuVx2uzUymQz29vawu7vrdvSx39lf/X7fWZSbzSYajQb6/b5TbOK2zcfjPnkTZ67H6QMFZnH62VIsi0TI0uC7B7jXv2kBRMilEaqDz1jUbFF7HLL30s+sJk6iyH6/76JtyUxkWm4pJMDSssl8FBoqKFTzCJksfaDL9sVJSBnbB/JsvSGm9vWjj3RsQveHELNljHQ6jWKxiFqthlQqhUajgbm5OcfIOhdarRZ6vZ7b202NIZFIoNPpYH9/H9evX8fNmzfvcUXYtvrGwIJp+z6+z7NQSKCGylX3zcNIysv8HqKT9q+OWVSgIwXzrGSVF/uf92julnQ67TRbbY/Of71GEzl5mLJL7+M80AWBfM13036jz56yiQoUcBxw2G63J3LfaOyFtcAC9+a50b63fR3qwxDFBRN85ziLK2U/5x+3i+dyOWxubmJxcRG1Wg2FQsGBKIIDui+4FiSTSec+BeDyRrCtPsvYtHfU6/adLGiLet9Z10kfRT0/VfLYBd6idN/vPkBgn/eBCV85lql9IMN2fmigQguFWhDIcNRcu90ustnshFWC7fcxkgURBCGahAWYBBL6X/eB6+LOOoFoVBuaUBZxqvbha4eCo1B9oUn9ZlAyeTfpC5F/vV5HJpNBpVKZSNhDIEihrUKv1+thZ2cHW1tbODg4uKftUWY/3yI2i2CIS77y7OLEPlHt9KQA81tJof4J8bnvvqiy44INrS9qvKLGO8pKoWUfHh6i1+u5OZnNZid2hgGT8UH6WWWYlWeqKFh5qHNDraCUNZxH3KI4Ho/dgkplKJFIuOR6bDctfhrXpe9q5+s0fuF9ap2J88y08qJk5mg0cskOU6mUi7W6c+cOtre3kUqlUKlUkM1msbi4iHQ6PZFQim3VRHXD4RDdbtdZlHxJFAH//I+ag28Gj8fp22ljMNW1YZOe8Lq1DtjvukBFadY28nwa8yuy1kUuSotWmmZmU6tEv99Hu91GNptFPp93QEA1eg3SoeWB2w2ZgESzuPEdFDSEAIkOngVoURQKrtLtR2qi1z+fO8nXd3EnXxyyWlWILKJvNptOgygUCvf0DRma751OpzEYDHBwcIC9vb2J5DDT6lZt1dcPoTmuc+V+zI/aBn62c+PtSj4FRv/7QF4InPC/b66E7g+1ic/FBZX6XK/XAwCX/EjjqDKZzMR7qfuD/zmfrGWCckbbxHlLhYjPsw4FMvl83sllZmokeBgOhy7bbb/fd/EBwPEiyoyybP804KfyNqq/o8bTXtdAU70WxX9UTDRb8/LyMnZ3d7G+vo7hcIizZ8+iWCyiWCxidXUV/X7f/VG+E0RQ9tt3DcW9hMAEnwu976xKSpz7o2TxiS0SChJ8C5rep4uSMqr+WYGnDGDrUuTlEyL2HuvTjGJoRcg+IjI9PDxEq9Vy5kJrKle3BhmYOzLUImEBhLafCzeFBPd/9/v9CW1FU2f7Fqo4CwmRsTV1Ro2b7bOo/nzQpIs3d2e0Wi3Mz887Abe3t4fxeIyVlRV3GJkKdNX0stks6vU6tre3sbW1dQ94ZJ2+dvC//mk9ccdAyQeEQ30Qat/DaIUg6bupoI9SCnS++0CEr2x9Nk6beK+v7Kg2+a7bZ1ReMFka5SCtANls1t1LGaFBmMq/AJDL5dzOAZrSmWyN7hPlfQXkh4eHaLfbE24x3sNjAiqVChYWFlAsFl0G2du3b2NjYwN7e3uo1+vY2dlxSZsSicQ9CeB8yont62n9HOpfpZDVdpoVdzweo9lsolQquWMRrly5gtdffx03b95Eo9HAxYsXXWwEM1+WSiWMRiNnvU4kEu7z4eEh8vm8s3ZY4BAXAMelKLBkrWLTyNfWKFkTe9eGbxFn4T5BG7Ja6OSx2p2+QCiGwrpEWIbNRW8/++rwfbftOTo6QqPRcEiT6ZjL5bILtmFnq+kROB5Y1ZT5d3R05KwdRLQKxDRwKpG464/kdqNisegCQbkdqVQqOWFgtzkqo+q4RcWpKLiwFGXC9QmFWShKoPR6PWxubuL8+fMOgA0GA2xvb6PVauHMmTNYXFy85/wCvk+73cZrr72GW7duodPpoFAouHFTVw5JhVKID/Sz7asQAJjWRyGBa8vWhZRntzxMZOUBEFYafPfH6XdfXfrd8oGPb6YBGi0ztGjatlj3AuUC3QjKiwzOti7HVCqFcrnsFBbKH/I/6+DvtIIAcIpJPp/HeHycVj6fzzvATrp165b7ns/nsba2hmeeeQYXL17ElStX0Ov1sLu7i1deeQWvv/66y/iYy+WcdUIXUZLtd+1T3xjqAhhHvsxqAWSq/e3tbQecEonjmImNjQ1sb2/jxRdfdJYJKpa0JI1GI+TzebRaLWe1YawKLRV2XsSxLvhkuO0vtaJHubbjWMx8dQPTrZ6xgy2JjDVpk/3NLkaWYULM7PtNFwD9086yky4kWKZ10rT7WN9gMHD7gjudjjNJah4J/llBQa1hf38fzWYTvV7PtVsPQaMg0MAn1s97qtUqNjY2kMvlsLq6iqWlJRSLRaRSKVSrVac9cCIDmDCL+sY4aox0EumkfZDEdw/FXRAk3bhxA4888gjW1tYmzIfdbhdvvPEGtra2UKvV3F5vPtfv97G7u4s33ngDzWbTmW/V1eND3JzD1sXnAxe8n22PAqiha1ELkL2HoJOJcxhx/nYkC3iVZtHsFDDwu/09akHzPWMpVHaI+E6MVVBLp5IF90zG1u/30e12JxIjUXMeDAZOQ6aLQg8FJEChBYJyazQaoVwuY2lpCY1GA41GAzs7O1hfX8dXv/pVnD9/HpcvX8alS5ewtLSEp59+GplMBjdu3MDe3p7LnVOpVFAulycsHnGA3rT+8pUT4uGocih3mCCs3W7jxo0b7pyepaUllEolLC4uYmNjw1leaJWgIpnP59Fut1Gv19Htdt346NZPtjlqUY8DKOw1Cyai3jduHRa8TwNvU4MtbYEKEOx1DqIFAbaMUNn8HBUPYOvSAEn7jHV9aJ2+MuOSMiEnkyak8qHsVquFg4MDx8zcPdBoNFxchWao05NOCU743vV6HdlsFoeHh7h16xZu3LiBwWCAer2OSqWCS5cuYX5+3rlF5ufncebMGbfN0Qo62/+sx4JA2wfWAhOiuOAjjnnz8PAQL774IkqlEkqlkgNenGv9ft8FSOn8y2az2Nrawv7+vgt0I4BgPRq4qP+Bu24hff8ol8O075Z8fKF1KbHNds6FDqR6K1OIv0Oywn4P9eusPB2nbQ/yGWu941zVDKtRsiqRSDiZwTTOuqOCie+4Q4SWT8ojAo5kMuniHBKJu9tI2S4CcvLaaDTCwcEBvv71r2NnZwc7Ozt46qmnsLi4iIsXL6JSqWBzcxPb29toNBo4ODhw27Hz+fyEi0bfMS44m0azggmtO5PJYDgc4uDgALdv38bKyooD6MViEeVyGbu7uw4c6JZdPe0TuBunpkH6s1oEtG1xwGkc18YsdUbxn6VYmS1D/nO7eCt4sGZlCyj4397newEt25rJKNC1LaGJFAdZ+UgDnbReaoO6l9giOPre9vf30el0sL29jd3dXbRaLcfEvV4PnU7HmTaZJY1HznLB0JwVegR5LpdzZsd2u40XX3zRtTOVSuHq1avOt2mBju+zD1TYcZkVFEyjuPcnEgns7u7ipZdewtWrV1GpVJwgtFYqfk+n02i1Wrhx4wba7faEVctnMuTnEHgKMVhowefc1Oct6g8JitBcVhcYn3/YgITlx5BFCPBrSXEEo/a7lqf1h8blJMLXN46+cnTMyJOUg1HuEQXlnU7HAQatN5VKodPpOPBANyhwDAwIOhmjMRrdPaFS3awMGuRCyqDmfD6Pzc1N3L59G+12G4PBAFevXsXS0hLOnz+PlZUV7O7u4vbt27h27Rr29/edRZU5GUJ9aN99FjkyqzvD9i3XEma8TSQSKJVKKJfLKJfLWF1dRbVadRZlVf40PoUWH91WGlWv7/1DcwaYnGOzWr9sXbNQ1P2xXBv6WSc8EJ3R0j7H7/pf69L/vnK1PJ+fH8CEpcTXAVGCOko4qe+Rz3Fht4GX6k6gX//OnTtotVpoNBrutMlisYh+v49Go3FPelXgONbBpm6ltsBgKs1xsbi4iEKhgK2tLTSbTbf9KJ/PY319HWtra6hUKi74ikzjA4AK7ljvtP6Z5vsPUdQzVugkEsfa1Pr6OtLpNNbW1jA3N+fcGNalBBy7jm7duoXt7e0JV5H+1z5mPfwfNX9sO5XZo4CDzvOQsPEBOG2HBegP2t30zaKQLHjQ5drfQuZdn+/eV25I05wGclg3wS4BrQZVApOBlQBcIDZjtQ4PD53LgoC60+mgXq+796A1IpFIuK2aBAg8Bwi4a3HjdSooAJw7hIGbCwsLKBQKaDQa6HQ6+PrXv46trS3k83k8+eSTuHLliktjf/bsWbz44otYX1/H/v4+ut0u5ubmgv1zkgXO0qx8wD7hONLau76+7twyxWIR8/PzWFpawsLCgrMa93o9tNttNJvNe4AQrT6UtdMAxTQQEVJ4+Czfxb5/6P44YE0t//cNJFQw6+Ju7wv9bu+zLxKqzyfU9U+FNYDIxS4qCCXqGRXSurVK/9QaoaasbreLjY0NvPrqq9ja2kKj0XCmsmw2i6OjI2xsbKBer6Pf7x8PyP/PrMVi0S34dhJpEplWq4VOp+NcH2tra7h8+TLa7TYODg4cev7a176G/f19nDlzBgsLCy44k4BIAYTdlho1phzLEM0iFEICwNZLgfnqq6+i2WzizJkzWFpaQrlcvifBVK/Xw9bWFl5++WUnEClk1SLhm8+hee4DvSGAbMGuBQ5RwMTeY83gOi42vuRhoagF3de/90uh+agWKgsipy1u1s2lvOprt9ZBTV0tnJqhkjKFIIJWCH4fj493enB7Jrc4J5PHR12Px2Pn79csr8lk0gVhjsdjd6BgMnkcIJ7NZt1iyTIok/hsqVRCNpt151Ck02msr6/j+eefx8WLF3H+/HmUSiU89dRTKJfLePXVV3Hnzh3s7+9jeXkZhULB239KcceAfRmHdFHk+6t1t1AooFQqufgTuqK3trbw2muvuRgJ9qfuuOP7sB7fu1mrS+idZ6EQAPHVG+d+n4y7LyDB/6HFXIWZZXifpULLjiozqj0aEwFggvH02WmDYX3hUYNApiJytSZx+9dsNnHz5k184xvfwMbGBgDg7NmzDgRwYu7t7bl8CNx2RF8dI4M1SFItFFwUmeei3W7j2rVrmJubQ7lcxsLCAlKpFOr1Or761a/iueeew+rqKh555BFcuXIFly9fxurq6kT/sg81/bftm7hCfRZ3hU8IWACj9dIUe+vWLdy6dQtzc3MOJHH7HHNG3Lp1y2lfmqFUgcS0xUzrV0Bg79P7rSUjBI61LJ2LIab38Zqt72Egn8D0AbEoUrcRcO9iEhrDOG2YNs9PwhM6D9RNQbM4v2s+CQAOGPCsBgZSMqurggK1nlIxKZfLTvmg9Y6LIOO3SqWSc2EcHR1hd3cXw+EQc3NzzjrR6XRQrVZx7ty5iYDwer2ORqOBdruN/f19Fwt29epVpFIpXLx4EfPz81hfX8frr7+O7e3tCZfJNFLrT4ispdFXBq/zVM7RaOSUumaz6RSMdDrt5AkPAmy1Wtjc3ES73XZbPSkfeX4K+5RjTYtE6J3sHNJ2W1miCkVo3lrl2pY1zdrhqy8OP8TOI6HXrLbA/yGA4ROgPtTuAya2fJ87I6qtqsXZDvO115qLtTzuF+50Osjn8y6hkZogaXZ/9dVXsbGxgWazCeAYRCSTSXS7XRfdu7W15fyGly9fdumf6bekOVHT19I9QrOlnuUxPz/v9jU3Gg2XrCmfz+Pq1avOFLe9ve3OmvjABz6AZ599diL7Iz/rdxXW0xYsa4LTMWA/TiO1htjYFC1Hj2h/5ZVXnCDgvdwem0gkgiDCR3EAhM/tYj/7wKYFIbasEPAmhUycDxuQIMVZsKfJFV+QnX1O56HGk9i+8wlRXtdrVpbEcYGF7qGyoLln1GU6GAwc3xMolMtlZ6GwigZ3NDH3zWh0d1sn+4r5apjvgNaQ4XDo3KNcRGkFqdfrSKVSmJubQ6lUcpr8I4884kz89XodzWYTL7zwAsbjMc6cOYNKpYJSqYRHHnkEqVQKL774olu4uU001KezzO0QiND3ZgwaAFQqFRQKBdfvdBd1Oh3s7OygWq1icXERq6ur7rCu9fV1Z31g22gd0rXJtj1qQbbKQhRZBcP327Rnp12ftdyZXRtaaAhE+P60PFu+rwz97ltU7KKmCx6vW8Dh80Xb+n2kdTH1KbcQsk3NZhODwQC3b9/G+vq6Awy9Xg/nz59HtVrF9vY22u222051dHSETCaDRx55BMvLy8hkMs6nORwOsbi4iGTyOP/B1tYW6vW60y64VYmBVrlcDru7u2g0Gs4Swb6jGZS+PQqRbDaLF154Abu7u3jyySdRrVbvAREWXE1Ds1FI2fYnyTI+hSE1MN2zTWtOOp1GqVRy7UqlUs5U6jPzs36blIf32oWc/y34iVrkVYCo8LDg194fMhtGMW/IJfOwUQjcPwiK6lOtJwoAWAHvu9cH7LSOOIugtSQwrT7zxxAw6JwhSG61Ws6CSSAwHk/GXGiuCXVhMo4rkUg4S+hwOHS7yTSZlW4l3dnZcUGIlUoFi4uLbncHXTSbm5t46aWX0Ol0cPbsWczPz7st6/V6HTdv3kSv13NgggfwRfVXnP70gQnm3CG/U34wBoLygJbnVquFer3uUmFTYVtbW8PCwgL29vYmMoiG2gqEQa7v84OiKKvELPWqGybKOhjbtcH/urjba77n4izUobpDf9bPHNVW4G4GTV/91h3iq1uvUeMdDAZoNptot9vu3TqdDm7evOl8iMAx4q1UKhP+Nm7XGo/HWFxcxMLCAgCgXq+7JFW0frTbbVcHt1Dt7e3h4OAArVYLANxCS3P/zs4OADhBUygU3Cl2DNQiA2ezWVy/fh3b29t49NFHsbq66nJSaDZN2z+6wMYBE3GI40rt6uLFi1haWkK1WkWhUHBm3Gazic3NTWxubjqrEC0TwGSgI7/7FgNrkeC8tuNu2+d7x5Bg8N3jAxdRWotvEYuypjysNKtwtWNzP/VOsy74xicEIOy1kLJk72GZnBd6bgOtDgo8R6PRROp+/sb7NH21Hh5IawXnOuUS20DLCGUK+Y4JsJhRlopNoVDA5uYmlpeX3bbstbU1pNNpvPDCC25nR7/fdzluLl26hH6/j62trYn4DMowH28C8fKzWOI9TDqVTCbdAYB049i8M4PBADs7O9jb20O73cbu7i56vR5KpRKq1So6nY4DGb52WQq5OGaZ57Pye5R1Jg7Z/j8xkGABbJQVsD6NyMckPhARJTB9wMUKYcDvD1XrAduoibR82g/BhNW8Q4yvW6fI0MPh0J3fUCwWkUgknH+SaWgJDFqtlttWNT8/D+AYRLRaLQciyPh6MFUul3OLaLPZRLlcRqFQcAFWNLHRxULtfTgcuqBLggQKDDL55uam21K2srLitmmF+iK0iIbMvyGG0d+pNRSLRZw/fx6PPvooFhYW3P5zahSHh4c4e/Ysbt686YJYqb1x3H1bIaOY3TePlXFUQIfuD5WrwCUEsuK2S5+lpjMLQH8rExcTlTmkuO84q/D0yTFeD4E5OwdC8ypum7Uc8jDfBYDLksgFnbFa5XLZuVZ14VU5pi4TKjjMUaNyhbs/yDsEIa1Wy1k8q9Wqyx67v7/vdoy12213vHYul8Py8jLW1tZcHoavfe1rLu/EpUuXXL6JS5cuIZlMYmtryylFzChpZYqP72zf6f26RozHY7dDbjQaOXcG5QXjNFRupNNprK6uIpfLodPpuD5//fXX8dRTT6FSqTi5quDHAsyoxdf3LiFrbghMhOTJgyAFtUA0WJ/JtRG10NvnfJ/1u3aOL7bBtsG6NqYJdNvBqgH6AJAFE1HvyXIZt3B4eIhOp4NGo+GCJVkGg3i4HZOAYTweo1QqOXBgd24w0cxwOEStVkO5XMZoNMLt27extbWFUqnkrAe9Xg/7+/sA7lpANI8/tfjd3V2XHKZSqbgocFpMbt++7banXrhwYSLYS/vIBybsWEwDEJZYfrFYxCOPPIJ3vetdWFxcvAfF8765uTksLS3h5s2buH79ugto5YIfZ0HxAQY7h6IWkKjP+j3OIuUDuNPAic9997CT9vM0k3CILK/zudB42PJDgjn0nE9B8d3jG1d938Fg4NwLdC1yIRwMBs7FQSDAGAMAbpFk4HUikXAHDlLrputyf38f/X7fpdany7PT6aBYLOLChQt4/fXXXUwEFZB8Po9+v4+VlRUsLS05V0er1XLyjcHhdMXOz8/j2WefxbVr17Czs+OsuIuLiygWi1hbW3Pb03d3d92ONkuhIMSoMSWgoGWVsW20tlIJy2azE2AfmNzN0e120e/3kcvlUKlU3O67fD6PTqfjbRPnkQX70+agXWPsfx+giAIgJyWth/I0FDQKzJBHwlbguy8khH3P+piKQl2Fuy3TBkqRfD58FUhq7rYAxtfOOKZSpsomEKCfj2XQjVEoFJwprNlsot/vuwhp+hspLJj/Pp1Oo16vY25uzqW7brfbLs7iQx/6ECqVCprNJvb29tBoNJDL5ZwfkgFMmt9id3cXr732GhqNBubn57GysoJKpYJ+v++EwcbGBnZ3dzEajXDmzBkkEncTrCiYYL/6hLYd69AcYBmM4ygUCrh06RLe+973YmlpyQVE0XVBgU1TbrVaxZNPPonFxUV87Wtfw+uvv+7ODggJHtuW0KJt54adO75FKiTM2G+67UzLtG2MAidark9QPWxk+1FJedAHtLRvp5GvjpCyYSk0TizXaqLTzNxajh07ujFqtZqTCQT0VDRYV7/fd8K93++j2Wzi8PAQFy5cmPD3073Z6/UwPz/vzoNoNBool8vOCqKJ9c6fP4/XX3/dtYHvxayZlFEELXwHngrKHQwEM2trayiVSmg0Gtje3na7R6h0rays4PDwEM1mE7Va7Z4xVvBsrQ+hdYbtpXWlVquh1Wohl8s5JS5kiQbg3pttvH79OtLpNObm5pwbhiAtaoztd32vafOD76H/rYITBRjux72RSNzdRaJHY/gotmsj9H3as6HF3SeE7V/IX+17IV3ktA4KWv3sa2Pos72fZj6mUiWjtdttLC8vOxNiIpFwQUtMHNXtdtFoNADAbce6c+fORFvIhAye0iNqO50ODg4O8Mwzz+CJJ55wwIRBP8yt0Gq18Oijj7qzFw4ODpDJZDA3N4enn34aOzs7LsPmhQsXsLi46IAWrRtf+tKX8NRTT2F1dXWq6dcXs2L7zPe8CuBEIoEnnngCTz31lHP3nD171gVD6biyL+hKWllZwbvf/W7s7e2h0+ncM3a6CPisX3q/bx6SOI/4f5ogiKsRhFwdvvJ1fvK9GOF/P3EC30pSfo2aZ77n4rxzSAb56vf9HiWI44C+aW3jvCOgpoJCAMFgxHa77eSYpnnngkw5RPdpv993WxsBuK2adLdy6yddG1x0OXd5CBzBDbPxDodDZ6HIZDIufbbuLmNAdLFYRKfTcQtvtVp1Vly7HXVhYQEHBwdOufBZenRRDfGgtR5q0Gkul5vIq2HXGHUPUQ7rTridnR0sLy/fY70OUej3WddRfTff72+We4N1qlvXR1OBBODXzuyCG6djfALc/m7/OFiMc9B4B76kbaMiWGDy9EZfm+JoD/q+xWLRHUzD2AO6I+hnpPBh0GU6nXZpVXlADLcYUSvgjo1sNutOpmy1Wi4amiBlbW3NuT4ODg5Qr9cdc6fTaad1ELTQj6rHE9dqNXS7XVy/ft1pGGxnsVjEcDjEK6+8glarhZWVleAia9GyBh+pAPYJBJbR6/Vw5coVPProo1heXkatVsPKyoo3ipsR13Nzc6hUKs6SMh6P8cQTT+Dzn/88crmcF+joWPpifqK+h+Ynr0fNHZ+l5n4XIJKmbteDkd5OFEfDtxTXtcXyv9XEOcl8EnRr6i4qnXMMmq7Vai4Wi3FRdDloUKWWC9xN3kclRbNcjsfHcUgM7qYbpV6v4+DgwAGPYrHoDuXidnhaQXSbKoAJ6yJjCuxppAQyUZZN5acQiPD1qwZjE7go+LYxFXotlUq5g7sODg6cxUh3CUYt5rOChqj5aEG3VcjilDELsSwCxBC9KZLHJyTtNWuR8Al2u3ipRkjUqsjU54dUwMHnfSai0EKp7SZKBe6aEhuNhjs2lwlO9JlMJoN2u42FhQXHcOr3HI/HzjfJPBGlUgmpVMrFLjD4MpfL4erVqy5AicKGR5VzOxZTbmvw4tLSEpLJpPP3aY79/f19Z06k1aZUKmE4HOLWrVsYj8cu9oOCyQIH7SP2sX4ObUWi+XFtbQ2rq6tYWVlxqb59iF9jP9hHNKMyuEvnT8hSYgED227NnJZxQ2VEUVygPcv92rdqtXrYaRpomCYgfcDNV6YFl6FyfRrl/ZiKffNJFR3OP+604E4JbhUnX/E8De5aUiVBwQa1fo2/oAWTLkMqGXTF9no99Pt9FAoFd0aPauUAXPA4FxfyId0knIt0rdDSwiBzdc3QysFTM+1Cbs33uoBqP/o+a59zK6sCCTsu5CsqqxpzxVwY3C6ryQF9rvjQHHiQNA10PEhAETXvYx3axYJCYIDfQ4FRIe3L1+khrdAHKqylQe8Llem7HgqEssS+YAQvt2qSWbl/mvfSbEerRSaTQa1Wc0xNS0O73XaoF7irEXCHhb7T0tKSK5PR1dwiSc2kXq9jNBo58yZ9lTbHPVE6zZaMCqcJlDs3mFSL2fasL9hn+VF/pjKaCgX2J99Bj0S3CzqJQpSCKZVKuYjyxcVFlMtltFqtezQFnS++OBydu765EPo8jaIWtpCZcpaySdyW/DBTCJjNAsSi+jZUpy46nCd2PqjyYV1mIYpj1lZ+oOZMMzIDGbvdLqrVqhPm2WwW5XIZ/X4fe3t7LgcN28b4ikTibtbbfD7vLI+0GgBwuWvy+TySyePsmTdu3HBJqs6cOeNyRZRKJdy+fRv7+/uun3i65+rqqgNAapUkuOACzL+5ubkJawgzZxJAsW3WsmS17hBfsky2icGV3NZqD0rTsoG7Z49obFYyeRwMrrwW13Vh1ynfPPEB27hyQu+ZlQeiKEqRUooVI2EFua1EyeeD1oZYJtJ7LIDQz5bJ7WLkAwNkPD6rmQ3t+9l6bB/o4DBREg/aos+S/jQNcCQjDwYDl6+eE5mWBGrXRMycvIVCYSKKmYs73RwAXObKCxcuAIALyKJQou+TwoPla0bMRCLhTJ8EMZrylc/aw8k0yFIX69Dc0L7k/UdHRygUClhZWcHy8rITmD4QoZYn/k4wkc/nUavVUCgU3FYy+7w1Rfrm2LS2+/6HKEoIxAURIUFltdiHGUT4BDmvhwAd54Ldnz+tv32gxAc69br+puXr2Pgsc/pcqE6WSZ4bjUZuUedixwBrTbgGHFsB2u02dnZ2JraM0iXIeUFrJuMoKGsUbDBHAnm91+s5yyYthABw5swZlEolFzTOd1lfX8fS0pLT5gmGuCBTDvJdk8kkcrmcAzSJRMIdvkfFiwcO+vqN72rHW8eILt3BYODyW9DqwbZFzS3g7sGJlLMqE6N2EPra62u/Ukh+RoGCkGJiga+C45PIimmyLlZCqtBnXwfycwhQTKtv2h8nj0arWzOWDohqwlELRKi99pnRaOR2ORCY0N9H5qLfkLsmyPBE6LRcUGCwnWQ2TYxCTYBmyXa77TQMnr7HbVylUskJlXK5jMXFRXQ6HbRaLRQKBWcJ0bS7ZJRkMjnhFiCISaVSjtkptHWMdRLbycrxUBOkZYjRaISFhQWcO3fO5fRnOVZbUF8dhSFBUDqdRrVavUeLCQFZO0917uh91vKlps7Q4sH30jlNsouRnW+2PNte1V6VBwhI305kLTlKvjnou09pFqDru2YBiW2jz5oxTZPTcqic9Pt9zM/PTwQ7ct4xroDbGJPJpDsunG0Ajq2HmraZioFaLqhUAHDPE5RVq1UXXKk5FgaDgctfw7TZBA+dTmdi1xr/290R6spgPAXP8Mhms5ibm3OWXusqiVpQ+Z8JpkiUCXTfqJU3tEgzFot16tZayk27C8u2xQdIo+h+lQHfPPXJiyhAYcGNuoajLByx80jwu9I0JBQqT7/zv1oM+EK++rVDrLDWCaLpUH0AQ+sJtc0Kci4CjUYDu7u7zofJ9yagqNVqbtKNRiOX1rrVarljrKmNZzIZLCwsOJ8dNWumua5Wq26rFZmE1ohms+n2ZjOy+8knn3SCg8GfzILJEwIJKMbjsUtIxR0eZCCe6qeR4ePxcSQ34xR8wp39ZBdV373ss2eeeQZnzpyZiIvwjQfLZd9RyAGYOC/A1mPHV10b0xYeO29su0IWOjvXfIBAy/bxjZ3/to/jMPhbmey7k6xioBS6dj/1h8rVsm2f6+8630MWJFueBT/kM57zwIVvOBy6nQ7tdtvtOOC2S+7K4MJGS4YezEXQQMudLuh6xoX2O3dbEICoPGW/cWGmrOGBYpQ/lFcqn9muXC6Hvb09Zy0Fjq2pjUZjAuywbb7+0/5XopwiOGIAOYCJ9P+2TEvWyqpjwnf0zYlp4DFEUZbFN4PX48zVOOAbmCHYclrHRL1giEn1NwsW9Donob6QzVTJ59RKAUwiMd/EsPWHFjEdSJ5sx8RS/L1cLmNpaQnLy8tuVwE1bKaI5alx1PhpcuQRtoxqnp+fnzj6F5j0g3Mic6eHujrIwEx9e3h4iL29PWxsbKDT6UxEbCcSxzESFDZM0gJM7ghQAENQYf3ydjx0DEisk2VfuHABzz77rNvmac2Ndo6pVYSMTPMpy9f6rDsrNK52vvnmhc/y5Ss7pKVoO6eRRumHQBU/P8xujSiyAjmOddGSAgA71qHFyIIG/R7HVTWtbb77yX/k64ODAycTVGbRGmB3N9hzNHx/ACa2PAJwQMK2iXUrEADuxn4ReGiQpvI1/3iNihKtA4VCYeKwLu5k4/EB7A+6aXx9CNzLa6pssF8zmQwKhYKTHZQzvvGyAN3WrRlG1YWjZYXa65vLswIE3/1Rc/mkZNs6TcbMdNaGJZ+Z2vebZWSW6etcnwCnAFaEpNf0eWsO18Afa3pU8KH1hwaZ37PZrDPLMbPZ0tKSyxJ3+fJlLCwsuKQn1BzorwTgJrcyEuumRqGaivYn31v9kWRcfibgYTv5fq1WC51OB+12e0J7Z11coGmyJApPJI4T4uzv77uMk1HC0zKhb3Ink0m84x3vwJkzZ5yAiwISLIfWCLaBGka323X9G2pXFHDV333WKHuPrcPWpfPNpte2z/ja6XNt2N+txe1hpCjhF3Kd+e6JolmFa2h8tK0hYX4SorWAeQ5U4WAwNM95sGZ7W7dVuiyI9cUKWV4lSNAtxRwDxjawTlo+GINBcEuFK5k8DvZme/me5N9MJoNyuey2vW9sbLj72fYQ2XFn+6hoJhKJiS2nNs4r5MYib1nTPoEQd8REtUX7Tfs6zntMoxD4Dd0X4p24bZj2bGwgMU24+9wbcRpoy9eJ7bNMaHm+xcwHTqywtWY8W5dts37miXjLy8toNptutwS3S16+fBmXLl1y1gi6JHSrESeynh/hW8jYl1Z4URBwwlNwjMfjifM/tJ9YLwUTYy0owIbDoTMt7u7uurwYhULB7YZgnAbr1cXMN6Y6F+w7JJPH26muXr3q9sJbYGfnk1o4OIZqcuVWXPZhSLCH5qPP1RG1oITusWVqUKr9HmpHqL0+607UOLzdyIIGn0D1ke8+HxgLuZiszAiBlygzvG2PpVwuh7m5Obe7gmdA7O7uIp/PY3l52VkoADg5ojkSQu3hfXwPy1NR7+77z8WarlBuI9VcOAxGJ3/yTA7uymJg5Wg0QqlUcgHX5XIZGxsbLjnVtLnNNnHhL5VKLv9OuVx2shmAC3DXZ20fEAhxfmg8BC3EdBNr23xzIko2hOQF3yXqfX0WMjsv7brsAxNWLofaPw0knyiPxIMwnZAsULBC0y72vviIkMlZXRjWTx8SLLYNvonA7YpMGsW4gzNnzuDRRx/F0tKSQ9zqo7SI2A6aHWS74Fh/sg98kaH5HK0JBBLZbBaHh4colUoupoBbybjVjBHkjLLe2dlxyW8Y7a31zurbo3/1/PnzOH/+/IRwVIFtyyBpUjLe3+v13HklPiDhE5S2/6LG3F6L8872vX3vYsnOC63PV4Zvzj6MNE2mTHs/nxD08b2tz9eXcRf+qHt8YzKtDPLF4eGhy+vCcy6oybN9KkMULPCdfVZgtVTwHl04tY16TfuLRIWCvxGoZDIZZ1UhcAHgtl1yEWZ+CSowiUQCGxsbuH379kTuClo4phHfg7ER3F5PkKMHkSnZtcK3GDNvTbFYRL1ed7tOotwJ1qpt2zmN4gAKW7eCixAv6HOh9pyEB6YCiZBJ4yRgIi5jKQP4gIReU4axrg293wc++Nk+56tbiUliaOJrtVro9XouaJDmL9Xa1X1CYBFa8PQz0bxlWl9/WeGhAEaZfTQaufgMBlV2Oh2Xx4Jbv5aXl9Htdp120Ol0XDS59THaiRo1PxgYevXqVSwtLd0TsErXlW9e6BgAcPvQO50O9vf3vYInxFzad1GfSRQedFX42hYaTx0jn5XMCgw7jj5wEcry+jBSSHiRon6LC6J8YwH4d3OE5grbYmXIg+h7avgMrqY2z50MusOKC70u1uSdUPt98UzU4lVp8/WLr0yNlVD+ooUkkUi4gEdVFprNJpLJpDuIcHd3F41GA7VaDQCcJYPvH+cQPtbP4FOm8GY/0vprZYu6zFXe8l0YP8ZymOeC7qUQUNW4PF1HQvNKrQeqAPvmZuj5KAWG5dn+iipTy5nGY/cVIxGXokwnWpfPlWGFu7ozLALTxduawaMsGL739FkMeJ3BQwDcEdaPPPIInn766YnYhml1hPoqtMDoe/osLPq+OokVHROVE+zQtVEqlXB0dOROGv3GN77hDrcpl8vu1NL19XVkMhmsra1N9GdcGo/HzqLz+OOPu2BUCxiZW8MS72G/UKNpt9tYX1+fCMaMaoOWpf3nqy/OIuYbC61L6/PVr2Nk+8IHbBUcxvF/ntIxWRCociIqMFfv9QnuaWDVV17oGsEBzf/8rzEOPt7wCf2ohSAKRFut3LZX61dFR8sheFA5xNTetBRUKhVnAe31eiiXy24sNN5rGrFeAi1m7Uwk7h6Lrlq+tRj4QIqCLADodDrOGqQKnl1TppHPuujr65Pw9UkBrW23nUPT5ODMh3aFrsUpRxc1Gwxk77N/RJN6v0VqFkgoulQN1tdpth02ZoJE8+NodDerW61Wwwc/+EHMzc1NdDaRrMZB2MVAyWddIfORtB9YB99BUS3bykVVM84xcjmROEbwxWIR7XYbo9HIxXYw0yXzZWSzWWdu1T73me59E49j0e/3cfbsWTz22GPukDPdBWInsM9SxN/ou+z3+1hfX8drr73m0vGGJr1aiSz5BKsPIPiEb6hPFPiFhGIUk/p4wVdXSDN62GjaO+h7R90bt09Zln0mDkg4iZUkLnClsqKBlZxLGlulz8Q1m/vqnNYelS1qVQX8iqKVuVzgS6US6vW6szbw0C9q+pRJdB9oOvwQsV7dqk6FTrV7lUt2kfaNu8oRAh26TXw7NpSmlR1aV1U5iKJpC/u0Z09yf9RzM+WRIMV9gahF05p3fc/qYqrCP2TeVxeCbyHTyWaf04XZdpwOLBmo2+1if38fpVIJV65cwdmzZyfaRwChDGC1R5/1xLeYkQl1MbL9yu1TNPWzPE52Agd19dj0uMz6Njc3h+XlZdy5c8clpuGirVs0ozQwO95sezqdxuLiItbW1iY0D2phNJey33wmf+Bukp7BYICbN2/iS1/6kjfC3D7rm2/2e8gaFSVwfeX5QJavb6yAUTAZAhJsp47nw0a+vpx1MYwjUEN9HroeB+yFQKN9hvdEAROOs2ZipCzjri/yiFo649ZFCrkfQ+/LZ4C7/GtjK6yMVzcJXQr8jfkc8vk89vf3sbq6CgAuX47uBGEwJ5Nt2QPpfLKd76cpwfks4yRYjsqj0MLN3W7Mx8NYuGKx6BJp2X708bJtZxRxrHW84gALfX5WgBEFcELg2tJUi4RFoqHfbOVRHRoCFr5YBRWq+jKWcbQOK2DtRPO11dY5zbXBw2vm5uawurrqAqGAuxq/xkKwbAsW2L5QW1jGaDS5b9nXh7p42s++d2LZLFNjO3j4F60R3PIK3I1LUP+s9nuoTYzN0FMFx+O7KXPVZKhlhmg8HmNzcxOvv/46dnd3kclk3PbP0HiT7DyKolkWHN89UcAlauHSz6H5Pe0938oUtZBNo9DC6bvHftY6p41N3HZomXHu1fZzQSOQYGInWjSVP31AIiSnAH/qbgXjXPBD/ah++tFo5BQKrdvuBlHZS2sC+yabzWJhYQFbW1vY3d11LlVadrmQahIs8rS+U0j+JZNJF8NFeal9pudnMLGeBsWTaI1gZl9m8aQcjIodYRttHNm0+RRaZ+OQD+hGKSyhdvvKjMMHsXZtxGFUIKzJRT0Tha7tPSpAFUDoPRw8O+l4jxW6IeDgezcyEstNpY7TX3MLKIAJS4R1tfgEgFox9Bqva5pbu/ipaU0Fj7ZTy+S9qllQePF53sdgUvoFaS0gI1Lb8JFOYgUGzJJHsyMZk8IMuOt75XNWc9PyOp0O7ty5g83NzWCAZhRNY9hZ5nIUj4QY3If2Q/ygfcD/vrn9MFIUKLMgiteUQmDNmolDfRulxdt7faQmc3vvNNmmgYSj0ciZ/nO5nHNr9Ho9VCqViSBGLUt5m/xBftBF3PrmKSusTNTvyoOUL0xSpXKBgEeVSwJ7DQgGjpNdLS0todfruTYcHh5iZ2cH5XJ5IucF61Oyc9/2L7d7Km+1Wi3UarUJ8KBWT9/ZQ3QrM3U5T1rV8zqmUVygy+8+4GfHRO8PyRYrY3yyhvwRpexE8abSiWIkHgRNK9eH5iw40E7QxVInOQdAJ6ev83wCi/eSxuO7R98Cx+ia52rowq/JpdSSYhlZy7dAgsCE8RgaIKZmRl+/+kARr1lznE9IMwCzXC5jb2/PCQMyNM8D0GQ41tSo//mZCF9BGQGJgiLr1tAx5TuMx2PU63Vsbm5ib2/Pa/oMaQ0KqGz/+ObANGR/vxRiVl9btP5pi+TDRuTXB1UWEN4+p8LU15+zUFzQECJaBJLJpDP9qztXteppbQBwD6C2c99aEXVB0d98QYWUDz7Lo9ZheVlBRyqVcrkkqERo2mm+t8oIIHorJO/llnXGXQFwlhyeCMp2MLGd5R3K20wmg06n4w4QA+A9GoDvp9etBT0uhWTBLPNS57YP3E57Lm6blGLHSEwzMU9rWJyX8P35XB3WtKtl6ABqXIMibx8z2UVEgYCa7JrNJorFIvr9PqrVKmq1msvjTpQfsj74tImo96eLRLUDHQfd2mknDNtOZO7rV5apAkstFeVyGUdHR+5YctY5Go1cQivdm81n1Y+qabb5n1oB8/MTBGhAqI130PcjiNre3sbm5iaazeYEUNRxDcVYxGUqZcqo+0K/hTQG31wMzQl9n7cDYPCRgs+TCN8Q3Y/bx8q8OAFwQHScgo84n8lLNteMzsVQGyyP+zRTXzutNcM+q8+RD7VNFnhYhcfGWPAzk+OxnG63e09uCrZV67Xva+UMt4LXajV3wBaAe5LpcV6otZflq1LT6/VcfIRaI94MiqP5T3s2tOiH+MqnJIWUmqj2nRj+z8LsFhTYxSykCer9oWf1XkXx9r/+2Tr1N99iz2cODw/RbDYds8zPz7sTJ3Vi+wCJFQy+9/W9m/okrR/PCgEylM/aQCFEgOLTcNQsmkgcmwipITG5Cw8Vo5uD9fE5XlMtQ/943ghzVwyHQxfMCdw9XZWmRJv+mxpKq9XCtWvXsLe3NwGArNCJAsCzaA0PcnHz/RYCeqH5H0coPEwU6i8FkXFcUdP6PfR7nPFVM3PUM8pz0wAFZYbyucoklR8WVOoi7VvkfXMlBAx87WO5+pvvGStnVZlQ2aXvSutksVh0pxuzDMoxYNKiYdut9eg2cO5Ao+xS10qv13N1M1ZCy1RrBGUVg0CpbEWNue97XKUliuJa6uJaT2eVT9MA/kzHiPsQr16zZla7KNoJO21BjfrzmdJ0QlsfmrozbJt87dB87PoM3RuFQsEdshVichUGypTWnUEigrdt0ZgGto0LKvvCLtiKvtWtQOI13dak5uB2u+3AQDKZdJn1tP3avhAK1r90Oo1ms4l6vY6DgwN3CmA+n0ez2XQZ8QjMbJyHCphbt27h5ZdfRr1enxA20xYTpaj56QOUPoF7Eg3a1w6SBRAhephBQxQpGJ92n3Xh2TJCFLJSxCnL+qztXIhqrz5vrYu6QGvbyMM2L40vBkK1a+UFK3d4Te/XNup72IXTAgmWoUBA5Q/5XoEP02hTphQKBdRqNXfwl5bPZ0N9y34cj+9mt11YWEC323VnenQ6HRwcHKBWq03sAikUCu7Yc1V+WO/29rY78ySZTN4Tq2H7JQQm4s5n2/f2HUPP+SxJ9jdfXVFyzMdDUfM7VoyETrwQmAD8Wye1DHvd/q7CwffdPu/Tzrmo2G2eOhlVy7ECyaJrfZ4mx8Fg4NJFW6EUAib6uyJpu3gBdwOwtN/V2sCJxbp1Ied9KgBYtt1iORrdPVhHNQfec3BwgHq9jvF4jFwuBwAT26A04tkm87Gk1op+v4/hcIh8Po9ut+tO/qQwGAwGyGaz96S05bt2Oh38zu/8DnZ3d52fM4pZ1bVlx0bNmhZY6HidlLRcOybWveGbg1HlWi3tYSOfgDspMIsS4qRpfaRj4pNlVmDPAkii2ky5xfq5o4kLq88yYN8pJDtUVrN8q3iEADU/qwzie6vSMR6PnSxQZUetkwqEuH0euHvEd6lUQjKZdMmq9FAv7qAolUoTfaa8r+9C+dZsNpHJZFCtVtFsNtHpdJwyNBwO0Ww2XR4d9jPL2NzcxMHBAQC4DJlRbg3fuEStAb4xtH1Oiuues6AitP6F2mDn0iyyb6ZjxO0EC/0eYmpfmT5kHyo7ikGjgIqWoRq6DrYVHL76yGzD4dDtatCJbN0KgN936fuzWjVJF2D+boOfeF2FhR4SxkXMTi7tG6t5kIm73e5E2zRHhXUV+YSdaj4LCwuo1Wru8CFadbibQy01BCo6LnR7vPHGG3j55Zddjv7QO/l+s999ZuooAaALjWVuH6i0zBsSEhZETJvvPjppLMBbgULzZ5bngbDp3RcbFVVO1G9Rcy5OmRbkqKWwUCi4BUuDMOOYtnVxZ7naF6qA8B0IAPi8xjL43ttXto1/sGNA6wlBBD+3Wi0HGniyab1enzjAL5FIuN0fLMe+Y6/XAwB3gijjLWgtTiaTWFlZQavVcn2g8Sij0ciduDwajbC3t4fd3d0JOUo36yzkU75tn/LztHk5K5iwn0Plzwp6Q3SiQ7umVaQdFxLIPqFhwcg0RGfLUdSr6BmAV/griLBmUovSKYg4mYlSgUkTvrbPZ3Ky1gNlfhslrW4K3qOMqu0koLF+XH0vMqMyubpwlLLZLHK53EReBn1OgyHteNgxG41GqFareOSRR7C4uOh8l6wH8Oe8150iBBG7u7t48cUXnaVkGrGsOII4NOdmQeazUFS5cRh8mpB4mMjyjs/FF3pO510cIBC6bmWGfcaCQp1XPiFvf7OWT8vLAJyrTy2FIRdOFPAi/2hbWB8XUfve+mzovVWGqoy0Fl+Nn1K+Yr6MTCaDVquFTqfjXAyVSgXNZtOVR7dGLpdDv9+fACR8DwVjuVwO5XIZw+EQ7XbbWTCY4KtYLLpYFMpVAikGftLVy7rUQht3MSf5+jAEKn1KR1y+VgX1JCDc115L08qOHSMR9btd/EPXfM9qB4f+bOwD77fCwz6ni7SW5fMjhuImSCoUdA+ytSyQfCDCNzlUGOm9NAda0BECYNa3HjJZ2j7UvBuqQZApgbuL/Hg8dgs/GZRCQeu2C1w6ncajjz6KK1euuJMM0+m0S7zDPejUIuhCInggc9frdbz22mt45ZVX7rFi+UjHOLTQ+L77xt/Oa5IFKHbx8JWjVqwQWeEd+u1hptB7RL1fHHAR9azvu0+Dm1XA20XGB1xDbeeiRtCguRNYJq2Wvngk31yxc4vP6fZKbbfdbm/JykrtH5WvvJdKgAVJicSxhaFYLGJ/fx+9Xg/dbtfJBe6uUIWHWzmZr4J18ahy4FghKRQKKBQKDixoIqvxeOySBhKM0LVLucqcOgr2WG9ceRO6dpJ5+yAUGF8ZFuCE5OI0a65SJJDwmWUtRS3AVoD6hGqUILffdYB9wZQ+E6AKbn0nXWh92o/V1LnQUatvt9uoVCoTrgf6BXULqAUJyoS6P1zvI2KmaS6qf9TlQdK+saBBkSXr0rM3yICJRALVahXFYhF7e3vO/EdTIBmQJkGbC0JdAGfPnsWTTz6Jubk5Vwbr45keZHJuC6XZtV6vo9lsYm9vD+vr63j11VcnNBNLFkjqf/4emmc+0rlm/3xzjf3qs37Ze62bxOfWiGNJYZ0PG4UWxSiBbK+Frp/U0hMCj3YOTdPa9b6ouBvyoC685A+de3axJ9lAPJ885n3qfrDzfho4sv1id1NQPlDWMpbM7u6iIlIqlZBOp93pyYVCwaW2bjQaTklRNwTrY/3kF8qPSqXijg9nH1MhOzo6ckeXMzCUwIxxWcxtQUDB5xTMxYmLUatq6Ddfn2p/2gV+Fuur/XwSmrWcWHkkfNd8HeUTtip0Qx1ogUEIgKjw1gG1YMC2TQW1Lui62NuFwYISCj3mPWB0sI+p7DuoJUHbat0QvFeDfrhgajIt/tkJzYlu300RtYIJonAytDJ9InGc3XJ+ft4lpVLrxXA4dLs9tJ/VDZNMJlGtVvHss8/i3LlzLiZC/aQEDIzFUIDAOl599VW88cYb2N3dRSKRcMIoinyT3zeX+T6h3/i7nZ9Ri50uIFZbs4JB77UgItRu+54PI4hQ8gnPEFhUE66vXy2AtM+Gxm4W8o1h1L3W6srPnB8E78rTCiS4MFqZoguWyjfeq3LJ58Lkd015zzLV1WhJ5Q6fHQwGbiu87sZotVqo1+tuKyVBUqFQQKVScVYJHtdNINHpdJBIJJx80t1xyWTSWSkYlF0sFlEoFFzfqZuYc2kwGKBeryOZvHvwGd0g7Ce6XBOJxD1uXfvu7EPrLrbzxBLHLvSM5Qdbl0/2h0CtLdOSr406h+LKlqkWibhmRrs4RoGK0GJvy7NbniwzheqybQMmk6Wo9q9MZ8sOIX1OSJrm7fv4BIzP8sB79LMusFqGAhE9UtiCNOvLsxqPWg0SiYTLDcGcDrQIAHDHfW9tbTlmLBaLLm02BQBTXSuwG4/HKJfLePTRR/HYY49haWlpQtOy4Il1aw6JXq+Hvb09bG9vo9lsOsERpbXaBcX32QccfOTTLOzCpXVbsmPos6Txuq9uW+fbjVQIq6zhwkcK8b9PkbH/LbhXgG3dpHqf1htl2dJnfNbDKLChsoCWzn6/72QfrzOoW3le5YJas8hLqjD45p8upL420Uqp7zwcDtHpdCaSyHEX1uHhIfb29lAsFl2cR6VSwcrKCur1usvv0Gq10Ov1kEqlMDc357ax063JnRSdTgftdtvFQRwcHGB+fh4LCwvOpdFoNNyWcfYRZYy+C3DXYsK2UnGiRcJm1tWslzp+dhGfJWZC54VvToTkflz+98015atQfVGy64EACU0qNK1AnbC6KFtmtMIgavHXa6Fn7X128ijy86V8ZXujXDTAXWBB5ubCqws8yYILH1DyoT22jeXRNGeDLCks7ATRiGYGa/H5brfrFn4GJmn7UqmUcyloG+fm5rCysuLKZPmJRMIt/mRCK9wqlQquXLmClZUVZ4nwLZBcOOgmyWaz7vjycrmMhYUFHBwcOH+ob2xCJtg4WqOWEwUWlHxlhxYkbXMITNj72B5fWZwDJxFib3XSdwtZ+nzAy4JG5eFpylDIgqH3hOqLKjdKlvkCMLlQVyoVd5/mgyFpxluNr+AzjClS6yXBieZJYFkEKexbVeJSqZRzBRDo837ew50XVAJ6vZ7LNlsqlVy8FXdnkJepmDC4MZ/Po9VqAYBLE86FnspMJpPBuXPnkEwmHaDhOxBI2H7le/K+dDrt5Nbh4aHrSwVPIVeSpSh+nsVSGFIcQ0pHyMWiZJ+Nsprcr7ISG0iEAIVdJLVhUebaKAppY9OEb2iBCTG13meFtroggLuLHTOe6VG/UQLDV6de9+WMAO4GYNn7KVzYJhW8g8HAZY3kH9tJN4FqPBxTon4FRUTw3GddLBYdgFLzq46zujXy+TyWl5dx7tw5t087tDDyNzI7GZhWlGq1OpFOVynEWHbh9Y2DHa8Q+doapZ3yWqjeKOHjA9YWdL1diIJdF0RrBQ31s8oI+5ulabJnGpgIAcQ4wj9KZgGYiIOipqyLonWFss/4DM+OIBF06O4D/k43ABUsuiAYK6DtYlAmLQYcJ/Ln4eGhc2uOx2O3q0Kzzx4dHSGTyaBUKk24LbkrhbFYjIVgkipaJ4rFopM/CwsL2Nvbw/Xr15FKpbC8vIxSqeTqV4Ut1O8EPbavtK+nAfRZ1jGdF3HnoO9Z3+/A9O3m9npoXsZVmKIoEkjQ3Ea/eZQvyKd96YLsAxU+jW6aYAgtEKHnODl0kuhuCJ+wVoHPjkylUi4ymMfIErH7kKsCg6gJZYWAAoNut4vxeDxxvDfbRUuDpoalP7LVaqHZbKLb7bqDanK53AQwoWuCbgwmhqEmwKBRYPJY9Eaj4Q7GAYBisYi5uTlUKhVsbm46K8jS0hLW1tawuLg4cV6Ib4y07ykoS6WSK4spun3uL99csmZgX10+sBcFen1lRjGjNaFbhgyBCftucdr0sIILBa58P134pglgOw4+2RBXEGqZcS0Tvu/TLGC+ZyhDqKAQxKsWzT8NmqRMsgBrPB478z8DCQeDgcu7AhwDBcp3xgWovOIir2CE70f3gMp4awWi4kJXiKbZ5zvTwklgNBgMJoK+gWP5Uq1Wsbe3h263i06ng2azibNnzwKAkxHsyzgLtibmUzkH3A1KtW7NWcgnV0L3xSl/lnb4AIkFyXHA0KzvHgkk+v0+gLuHLNFCYQWABQ6hxdkuBPqC1nrgezYkeG3dvk5RAa0LtoIdJdUC+L5E11tbW+4eDYrS3O1qzeEirghY35uMR4YlQKDvjqle1d3RbrdxeHiIVquFzc1NXL9+HTs7O2i1Ws4EmUgco/9SqeQycZKh2Sc0HXY6neMJ8f/HTLBdythkfLWAlMtlPPbYYzhz5gy++MUv4ubNmxiNRlheXsba2po70EzH2zc+9ju1pV6vh1wud0/eCp//kr5Nvltc83NokfaBFP0LgeoQwI0LJqJAhJbhc+c8TKTWMfIS5/c0igJZIXAZCuj2la11RN0TJaSjgIfOH93FRM0ewAR4oCVBM8rWarUJXibv0sJAC2Kr1cLBwQHa7baTT/xdk75pyn3uIGk0Gk6mJBIJ5HI5ZzVhYKVu1yZYoHLFsyo0JwOBBN9NeYLvygDIhYUFLC8vY2FhwZVTKBScckWZFIdU3lO5oYuFbRqPxxNl+sBplFvBZ3WNM9f4Weeotcbdr8IwDQgrTbPiWprq2lDNl4ujPQPBLvp2YbfmOZIPyYbASIgJbd32v52kel0XdjsBtN0KAhhM1O12J4CEuihoHaDlgiAgmUxOWAAymYxbJC1T8d7hcOjMl5xknU4HGxsb6HQ6uH37Nq5du4Zr167h4OAAiUTCWU5qtRoWFhawtLTkEkxRINFSQbBBJE6tgAGdbBuDH2nW5GI/GAzQbDaxvLyMCxcu4MaNG8hms1hcXMTc3Nw9QnaacNXP9J9y7KI0eDsnfOQDIFFgwrbJ18a4zOirh3PK9y62rb4yLVkw/FYnasQEE9y6p9afEEUJOru4+8y6qrzotWnkAym2/tAzoXuTyaTL8KpbEYHjPuL2x16vh1ar5RZUDXIm3+shWFxwqUDs7u66e5ktkhYG3dZNOUcZSRdpPp93Y8bYh0Qi4U5E5tqQz+dRLpdRKBTQaDTQ7/edVZPyR63EdJ0wDXUicaxYNRoN3LlzB8vLyw44lEolzM/Pu3gK9gXHz1oYLOl8I9jJZDKuDZqkyjfOLIPjFne+8H7fPLWfo8ryuTe0TbZeW4evXb56lXfsNR9FAol8Pu/AA81ZXNx8C6/6uHWBVhBhX0DdDPpS/O8T/Pa+KNDBe9hetUSoILfPWXBBZi+Xy05jZwAh6ejoCOvr69jZ2XEgAjhG5d1u1+V773Q6bn9zuVzG6uoqzp49i3K57OplPRqgOBgM0G630Wg0sLm5id3dXezu7qLdbiOVSqFSqaBYLLogJ36mVkItg/3OoCOCifF47KwZzOsATCbMYV8Mh0NUKhV0u108//zzeP311/GBD3wA1WrVaUu0xLCPfOMSWozp0lET7bS5MA1FE/H7tsKF5pKvnLikczikwfiAia3fLnhWoNxvO79VRPmikfvj8d3EQVz0orQ83ztHKRTW5RECE765E8fCNU2L9LWXwJ2LIhdNavmNRgONRmMiTfNgMECj0cBodJzThonbksnjLdf8Y9ro0WjkFl7rqlU3JxUdtps7J8jzicTd7JRUqtjmg4MD3Lp1C8vLy6hWq26XBK0fw+HQgR2VCdytQrmkmSV7vR5ee+01LC4uYm9vz8WBlUol1ydqsbSuCZLP1UVZqzEiBCNR4xXFz0pRLrppCpH9zVof1Sqplitbt6VZZQTbMw3oTLVIaKdz6x0XQk0UwgEBJn3qarq05mI1N6oVwrpA+ELTNMDQPeqe8JWp20x5Xduq6JTvpcwwGh0fJLW1tYVer+cSqxweHqLdbk/smKjX627HB3DMqM1mE4eHh1hYWHDlttttrK6uolqtOkHK96AvdW9vz4EWLrqDwQCVSsWlnaX5j0JnMBi4o3TL5TJqtZrLpEezJMvi3nI1VR4dHaFUKrmAKIKQc+fOYX5+Hslk0mlCtHxYP64dhxARZNbr9YkzP/T5acia133uuGlkBZEyaxxwEGfhsf/1zwJZCybUimXvfxiIWigAZ+Wk39rKCuVRn0Lio9AcUVlgLR/TwETUvLEgQssLPadWSH7WmAUAzo3J63QJZbNZNJtNF4jMUzVv3brl4qLm5uawtLSEpaUllMtltFotBzy4yNOCwe3syWQSu7u7rs+Zt4WKRr1eR71ex3A4xMrKCiqVCq5du+bkBl2uS0tLqNVq7v0VMNI1QpnGuV2r1VCv110QKsEmT/Ok3NH02ARi7GPd5h+lqNCNwq2gHIMQWTlCCskCq6xG7QQJAQgfALLffdYI370+nokCHCELho+m5pHQ4B4ADn3S5MxK+MeF1lonNI8CG6lbjhRFxtE6LIWe1Tb6fNLW5WKFOa8RlZGhufgSxWtQkWZI43+eaJlKpRwzM6HT0dERGo3GhPmOW6oKhcKEdaRUKqHT6aDX67lkLolEwkU7Ly4uolarOSsEwcP6+joWFhYm0DcFRDabdRnflCltlji2g22bm5tzcSOVSgXD4dABGaLowWDgXCqcU3beRI1pp9NBvV53bhU7pj6GsItsFE1bhGxdoTaHTIyh9oZ+Cy2WFnhrWXE1pLcaKSjTrYkht0EIcE0jnb+a7j0OzXKvPqPPxpFJutgCk7s5uNuKCorGS1QqFfR6PQcmkskkNjc3XYzVnTt30Gq1UCqVXG6HQqHgAjBpaVRlj+4Gxmhxm2ahULgnuVQiceyCZBk8tntjYwMA3Hk9qlTquwOYcLHUajVn1aR8pczieqQ7QnTnmM4hn/vB8hMVw9CBXCcZe988CF0PlR8Cvj6Ky/tx5dxJKVaKbEWMRMI2TsJaHhRIWDBhG29BhE+QhshXnr2mgkldKT5riL6PukO0XAIJTWxCpMzsbsDkrhcyA10iuVzOmRppnuTCXa1WnZuCfki2je4OTYil/sdyuYxyuey2f5Lpv/GNb+CDH/yg23VCVxVwFxxywSdzAnDghv1AbaBQKLh3pb+ULjCCT/3j3JnFDz0ajbC/v49mszlhAZtF81Zh7luAdbzjLkyWZm0PEI6f8LXFuuLUMmHBxcNInBehHSg+YK8LEcsA/Ifz2XJsDIW9/6T9aBcA/rfaoNani18ikZhIt8+4JroGyAOMX6Jmz4W6VCphbm7OxUPQsnBwcIBWq+VkDxd+dbOS7xnnkEgk3I4IKkOULfl8Hs1mE/v7+zg8PHSKBJWOo6MjNJtNpNNpzM/PO9moAZa6HgBwZ24kk0nUajUkk0l3qBfHlhk02Re0oGqfh8CED0SQn2yiPl8slhLbH2cu6PiH3Kn6OTT/ZwUT9wuCtIw4ZcU6tMsKKYIJG7jCBYmTRs3iXJCscORn36Iet/N9bbX3hLRI3wIT0naIzGlipF+R4IITmQKh3++7qOdkMjnhx8xmsyiXy84awUxt2WwWCwsLToNQLZz9RCam62I8Pt7uRZdDsVh08Qv9ft+lgT179iwWFhZw+/ZtbGxsOAHBfuZOCc1ax3S2jKhnZDiBDn2edHuR0bUfNbiKpD5JH43Hx0eYb2xsTFi/ps0D6y4LCYW4i4VlIh8vhJ7zLSLT3iPu85ZHHkaLhL4b5ci097XKiIJB4K47zAcOfHNt2vhp2dNMvXEEt13UKCc1dwqDH7lwc4GnhQA45p9CoYD9/X20222n2K2urmJ1dRWbm5vu9MvhcIiDgwNnyl9eXp7gcyoz7FvuvqALVjPYXrlyxblouR0zmUzi27/921EoFByoYQD31taWi8WgosJATwKlZDKJXq+Hg4MDAHDt5q4K8r+Np2G/0WphrR42RkHnheYs0XwYBLSUq76xjwIR9wvoZwEAUWBYKeSqi2tFjSPDIoGEmpR8JqnR6O5BTpwg/GPyE37moLNhXBT5n3WFXBxxhLEFBvY3DRrxaalWOFsNOpPJYHFx0R0kRRdDKnWc7lV9j3fu3HGIvVwuo9lsYmdnxzE0tYwrV65gdXUVANDpdHBwcIC9vT2sra1hYWEBwGRgzWAwwM7ODkqlkouDyGaz6Pf7uHHjBiqVCi5fvozl5WX0+3289tpryGQy+L7v+z7UajWUSiU88cQTePzxx5FOp1GtVu8JosrlcgDgckYwNe3+/j5yuRyq1Srm5+ddQBXBle5LZ7usH1RdXCEtlFrRzs4Obt265YSTjqcPROhvVnD4frcLRdTcmnbNCoCQb9NHUYxqr1sXhwq8+9VAvtlkx03zjVje84F8XZR1PMnnvjpIUX0VAgyzgE/fd5/Vi/KOyhfdnqPR8W6vSqXieKvb7WJ/fx8AHP8z/olbPIfDIR555BEnOyqVirNK8iCser0+4cq0afVpcSyVStjc3HQyi4rJ8vIy9vb23DsdHBzgpZdewvvf/36Uy2X0ej1ks1mcOXPGBURSHtBlQSA0NzeHfr+PZrPprKhMgEee39/fd3KEMorEuLDBYOAUOt/cUQsz+3w8Hrv4NBtwOW1sQyDDx8tRczDunIxDIfCsskHrjBPvpW2Oal8kkKDfnYOgFXICElUy1wH9eLlcbmIxUcTIMmyGRi6wtG6cVOj7FpooQW2FktZjn2OE8NHREQ4ODpzZnQx0eHiI7e1tx0BHR0d47bXX8J73vAebm5tOWDYaDbzxxht417vehXQ6jV6vhytXrrgTMnu9nnN3cCLQPzgej93JnNVqFQCwt7fnzJaNRgPpdBrvfOc78fTTTzsGolVBBQhjPtgHqjFQq1heXsajjz4KAGg2m9jd3UWxWHTWCcZx7O3t4amnnsK5c+dQqVRcLIW6RnyLLXA32poAq9fr4Y033sDGxsbEzg/f+PnG3mqtvkAnH/iMWjjiLCQ6v+37xmk3SYGufp+1PQ8DqYBXoKm/+3aD2ftIdtz1utU0gXsDaR/ke/nK1Pr4mTKy1+thZ2cHZ8+edS5DtRQQUHAnx9WrV92OsK2tLezu7uL27dt45plnkMvlUK/XcXh46ABFtVp1ZdrFVt0a5NtqtYp8Pu9coa1WC2fOnMGVK1ccwGeA5Xg8xuLi4oTpf3Fx0e0qs9ak8fg4sLRWq7kkeuvr61heXsbi4iKKxaKL70gkEqjVai4mjMCB70UwAcDJM3VhUO4lEnfPROGZSbTA6HhYvtXF1/abWlunAU+dez5+jgrgtm2y30PuPN9/Sz5r8Sw0FUgQqdEnZ/1P1GDtn+YtIIpUTdE2ltdszndfrIT9boXJNCBhB9MuJmou4rvqoJXLZezs7Lh7yIR0AxQKBQcsWq0WLl++jG/7tm/D7u4u/sN/+A/uAJp3v/vduHTpEobDIer1OkqlkvvjQq/WGoILRjPzOndN0NRIFwyDKQkYNI0trUk0n9K3SE2XyaDoKlleXnY7TNrttvOt0myZyWRQq9WwuLjo9mV3u11n0tS+1/HinNKtxYPBALu7u3jllVfcDhOfVmeZI+SCsKDCtxDZe/TZaZrCtAWd7xyVG8FXRhTz60IUpw1vRbLAjt9t/6vJWsfPukqVrNZlScc1zhjHITsGoXgNWx8X40KhgFQqhYODA3Q6Hefe1N1UTDetSguVNS7KPDF3bW3N3cftoAx+Zr+qBZgaP+UZMHnYIIPG79y54/JN6ImhfC8FPswroURFhbETtEww5mx/f99ZRAqFggtKT6VSro+azSYqlYpbY5i5k3LO5xJmfeRF7qbjGPCe0Hj6xs5nDZwGJqLofubiScGwjfkIlRP1LlOBhLobaJYC7uZip9WBkf/8TDBBIKFZHy2Q4ORTrcNnJYgin1Znf+Nna/r0LUx2YVFUu7a25oAEMBm0mUweBwvxmNxms+nMiWfOnMGHPvQhDAYDlEolt7VzMBhgYWEB5XLZafoMaCXDaSIwDjSZguOjDMtAKboP+KwNqKSw0qx2FCSqvTGHBhPNsB3FYhHlctkBSi5uh4eHEztRdNeGxi2wfRQA1LZu3LiBzc1NL1OF5kQIPETNE6vV+p4LoXofgA0JgTimw2nXfNejLBZvdQoJXN/4+P7i8LVvN0gUPUj3UJQvXX9nO7kNk0GQ4/F4woWprke6O6i4cQt4qVRyygdjlfRZKgu6YJIHta95L2OfALhnGaNAuaIywlpagLuWUCWWzxiRcrnsDv2idUHdL+wnvken03FuVQamplIpFxOmCzwtOYwFSSaTE4qVrnMhi4SSnauzyijftTjzzndfnMDPKOJ4xQUTIYoNJMiQuqhyAH1/Gi/BYEu7eKjfhiZ/Ti4rLDjJp2W8A6ItEFbgRi08vu+JRMIt+jSvcfLRlE9LwPz8vEPJ6XQaq6urLmKa78bMdQxe5MLLd6Uw4GcdXNXSCNS4DYx/6g4hQNGdGHRL2LTEPhdELpebMFUSRDCpTTqddszKIK2Dg4MJC4mNgeFcGg6PTz7c29vDxsYGbty4gVardc+4xBkjMoHVVqPKmlZPiOJYI+KQtZLZ+RunDQ9bjIQPiPG65Xveq0BCy+B4KxjW5/X3+9H6ot7D8qZ+5m8W+GgMGkH93t4eDg4O0O/3UalUXMAlFS0AzmJIZYSp9BOJBAqFgpPVlA+U5ZRNqpT4UpLT9aFnYzBpFIO8Gevg21FFPreuJP4nkKACk8/nUa1WnTxg0DYVVD7L9YQ5eijTCDAUTGh9tOjyneh2Zp9aN2QUELhfK2BofTrpnNRYh1lIeeh+3XqRQEKzhWmshH73WSDUncHB5YQG/Ds2CFZCWoediFHkWxRCGpstn9esz0sXvVKp5E6j07bq3m+S+uhGoxGKxeJE2vFGo+FiGxh/YQEXmVXN/9pWBrTqWOgZGbqlTCcs26xHlet48z5qIKlUCgsLCy5KXDPb+UyCR0dHDgyQfGZpujMODg6wsbGB69evY2NjwxvXEBpj33WrWYQsC6E5Zhedb8ZCHUcYzKIBvZVJx8fOEQsEuJj5QAWf9yWXsuMaGlsg/q6LuELX8loIBFM2FYtF1Go17OzsYG9vD3t7e85dwcVeAREBA4PAK5WKCxzkWRW6m45KCcsgiOGCyrbowWG65ZTuVsoXAgHyKRd1WgAoM3SrqvYD28T3Z3bdTqfjLKqLi4tOydDtoolEwmW7pftUreJ8nvJzNBo5gGETKapiG0cxiAIZes83mydD8zLUZrVCWLkzK7CYmiJb/UucOJoQRGMi7GKm20A10Ma+GOuw7g2+YNSAWMBh7/cBBZ+G6mNyK9zIZOl0GpcuXXLWBDXhEakzAIjMpDEIZDRaKqiJkEEJHIC75kS2gZYJRfSslyZExlCo0GO8g/aHZhW0B7JxvNle/p7NZnH27Flsb28jkUi4d9CteypAdesZ/bMKlgC44NPt7W3cunULN2/edHXZsbbj5GMAnxYaAhT2eWsyj6Ol+GgW7Vf5gczt0+KmaUIPG5hQt5xddJWv9b9PwbBgzwZY2vlAXuR11UbjaJtRYG8WdxeJvJbL5XDp0iWXUKrVarmMtLolWwEAF1NV0ihzaTGl3NCU+CRVFtheavUEC7zG5FJsB2WIPqtynOm4VUHR+2jJpSxkDp3bt287AMX36Pf7LuiS/cx8Fb1eb0KZ4o4Pyhl117Ic7U9rjbDjZ8muH775pvNB53gc8s2ZkPKgMv6klgWfe+SBujb0sCguYAzw04Qp3KlhXRtcYDRdNoB7FhzdgjQLiCBNY1QrLEJait4fmhBkjsuXLzs0bJEyF3LmmtdAIPYFM0OSORk8SZeAmtvY5xQC7KPxeOwAAuNQmEaWgoBt0z7WtlIg8TrHmUFI1FQIJtLpNDqdjgsOI9Kn1mQPzOE7tFqtCYbXuTAajVCv1935IWoq9Y2/HRu7mPjGVAWQ/tf7Q3Xp/KJQjrNA2Lrtdx9YsHPPvqet07coPCxkZYJe0yA/zl87ZmqNsEpKlAs0JAd0wYsDWpVCY6zffQCVcoWm9sXFRZw5cwbtdnviHRRMsAzyPK0CWhcX0UQiMRFLxdTS2j7GvnHXA+U6XRlc6NkvjJugkpFIJJzbQN3d+XzepbbXdYRjp6cJs97R6G7K7sFggNu3b6Pb7boAUZK1lhNUcQutHlmuyhvlnVp7Q8pkaJx9VqwowGHnra+sKPeGlW0hC+m0wGLfembbd1KaapFQawTRYyKR8Lo0eE2Bg9Ug+GLKDD63hk4+++d78RAgAMKZyqwJKrS4WC2n1Wrh3LlzOHPmzD0aDpmEAIqWASJfrYNWBQYpUXBocicia5389BESTDCpFZlc/anWpaRlksmsFYTXWacya7fbxWOPPYa5uTlnaVCrlB0HHUOe89Htdt24aPAT+9I3ViFmnJVCICMEIqLqi7PIWyEAhFNAz/oeca69lckHqDQOQHlQeSsKKPIzBWWo7/mZPGmByUkorkC2oAe4m4gqlUpheXnZ8Vu/378nk7C2U5UKJbqV1Qpg30vfXd2vDAan8kFLpwUbHCv2M+tiWy0vU8ZRhhEssB2j0XFuCe4QY4wIY8d4xojKN8oQDSJVpYdrkVoe2Fabn4b9ZPtoGlj38bivrCiy8kPna5S1RPtuWvlKoXX0pBQJJLigadQ/O5+mLt2VwQG2IMKaIoG7HaQLHk1ver9dyKK0TiVrLo26V4WIlm3BD9+l3W4jkTje8cBgIb63b6+09psyPbUF4K55UwGJ9pO2gfu2baQ172ebqJkAcMFcBA28n0xN4vOszzJqsVjExYsXsbOzg36/j4WFBWeC9AUtkREVMNBNon3NfrNaAsfSN4Y+gKqATIGkb8z5PyQcQr9Pm0uz0kmfOakp861Ctm+tRdKCB70WKo//o/pGlRJrCbEUt4+jXGBxxpdxQqPRCJVKBfV6HQDczgyfxqp8ZUGZXlM3gmriLEOBlIJ+3VnBP55kDNxND0ALKy0YGm+l766LuXU7cvFPJpPu/BAALmkeE/2xTAs8qcxp/Jmt3ypkIatV3HXD3qvX4vK0grg45YfuezNkwSxlTgUStEToxFCfvP1Ti4LdzsnntaH2vpC5UhdaBSChgDxbj3ZIyLTpK8NOqmQyOeFOUKbhPSoMOak1+pl1EelboaYCgu1NJBLO9MejtXVRVjeGAgz+poCPIITtthNVTaUM8tSAy6OjI9TrdZczQ0GUjzn53hwLK0DYHwowQmQRf2jcop6PCwTiCBFLcZh+Gp1UI37YSLVyH2gIAQofyNcy4/SfBRMqzH31+EzLoXey7xd1n/7OnQqMl+IWRfKYggHKCAUOamGxgIMyE5iMs+Cz5F3ewyPN2UZaV9PpNHZ2dtxR35q9eDweTyiCvkWI7dLf1BrKNun7VioVBzJ4j74Px4x/dMOofKECpiAj7ji+GRQ1T+zY+eaKj2ZZ+KdZI2a1WExNkZ1IJJzZmQMcAhJRVoiQO8JnvbDgA5jcMmoniCVrXfAhRqsJ2d/td30P7nculUoA7j03giCHi/p4PHZxAT7rgUWkPhcO+5sngnI3hJ4WqAzE8hUAUoPQPtS+5WfVWhRIAHd3YozHY7ctTZncN+mtlsR71PowHA5dGt/QAqGfQ+A0NMZRNE2D1AXvpEQmt5qjvWfWOh5mq4TlX994+1wZFkj4ygXubmH0CWoF8DoH2ZfkYbodeb9v3E4KGLUPaGpnMCDT3tuESRZcTVt0+BzfjfJVrbxUNBRUAXB1s09KpZLbRcHfWAZjvNRdwmd1LAk2bH9rDAPP+FBZy7VHn9H+Y/kkDQodj8cO7HDHGeWw7lgJjY+lWWSBb0GOUn5OMpceZKwDadq6amnq6Z+KxAkiODnUJeGzLKgQsI1Q09Y0KwYXUU52a8oLmRVDC4QKlyitxmo9bCsjqrmrhWUCk6Y29hEZyG7ttIfwkLntwquMkslkUCwWHcMSQLTbbYzHY7crQvvflm/HVy0+FCa0DiiIIGN3u12cPXt2YuuoDQTTPtG62Cf2BMNut4tWq+WCRO1CEqI4C4xdbKdprdNcHbNSCMxG1T1tkdT3iXLhvNVJ39MCbf5uedA+r3ysn+3c0UXYBuKpRq8uRu4eorJktXlfG/S99DcfICIfE7QPBgNUq1WUSiWXmIpWCTXHs590O6NVIHThpUJAhYYWBMog9g0X7oWFBQyHQ3e+TqVSce0naGBZTCKlFgyfIqExDQrk1FqgW005Fuvr61hcXHQyhmX7QIBV0sgTPOCMGwZ4D+dIaAH3gYZZZIBPwYricQso4oAW5f+4ikUci8Ms8iQSSLAiggVrDQgBCKvB+4Swmt9YPicGQQUXTd7DxUfRuKLoOANsBc60RUWf03sbjYY7F0MnohVeOtEZMU3GtgxHQUIhwOhljT0ho1cqlYkASwA4ODhwi3K1WnXJoigMKVj4x90k3FHCa9y2Sg2JQIKZ5EqlEi5cuIB2u429vT2XhY7jyP4N9T2BoQaR8XAgFYwh4Rs1rlFkFyir3SnpnPKBVS5CvnpD1gcfk58EmPi0bPt+DwP5AB5lCHkgBB58ANKnUChA4MKhZnx1FfAzwTz/MyBQz6HxCVm7KwqYTcPkNmxa+3hI1/7+/sTpwlbWWKWL2jjlMgMkyWt0SVKGq4tWU+/z3B4CfO6MaLVaKBQKqNVqqFQqKBQK7rwPVTq0763sV/cqFSLew4MEu90uhsOhO3MEgEuXzTHmOFmZq5aPTCaDXq+Hfr8/odCFrJ92Dp2EQuXFLdMHTuPQLIv/NEuG8uc02TI1IZWansjcqm1bAOFzVQBhbUIBB8sjKi0Wi25B46DrwFPzpubgY1pr4uOzUaTt8mk6qVQK29vbWF1dndiWpnVpWbqw0Cqgwmo0GrnFnMIOAIrFoss8yXsJCABMaCiJRAL9fh+bm5sA4I4l17TWHEMKLCZtoVmR/ayJr9RVks1mMT8/j2KxiE6ng1arhW6369rPyR/aeWH7iEDi5s2buHbtmtseyt99Zm+fdnrSxfh+KaQdT2PmEPjwvaP+t+DmYaeQcKJsCckM3/36WTU+y8fqIghZqag0kV+Bu3kTNP4JmNQcgUlNL2pe2jHkM61WC8vLy8hmsyiXy+6grH6/74Iutb0+SxffzVqOqciockPFgcnlAEzkBSqVSk6h2N3dRblcRqvVmliEmRBqNBo5MKEB3z4NnNYU7Ue2i/FfHAPKPN26quUrWY2fsq3T6bixVT7VvphVjkTdH3KBTXvGlj8LmJjFzTmr0jHNgjE1RoIDzAXQIm4LBnyNtIuCXldNQSd9Pp93WxUtKLHCNJE4zvOuJkkfs/s6Wi0oSj4BxHrT6TRarZY7XIan4wF3fYa2H+hXVFNjv99Hq9VyzyiYOjo6QqfTca4FPd2u0+ngxo0bTkvSlK+qXR0eHqJer08kEWN/sA2j0XGENk2oBBHsK6tNd7td7O7uYnNz07UTANrttruHsRg+MKb9m0wm0Ww28Y1vfMMx+rRx0Ov2+4NcXE+qjWhf2bJC7fOZ8kP16+IW0sIfFtKFxr6z/exzcU2bAz4AEXoOmFyEWJ/uFPPtKPKVT4ozH7XNyeTxjrBer+dO1e12u+5Y8dCiad0IBBG0TABw8R6qgFGu9Pv9CQCvCmOlUkEqlXLZJnO5nHOTNJtNJz+YE4dbxKmIWKsE56+2me2lNbPX67lgTgadEnQQCLD9vjmvVmrdxcF3Zx/drwVvViv4m0EnkXuzvHdccBIJJDhgupiErAzKUPqbWit85esfTeP0l6nbhH8WkesLMwHUrFphCBjpNZ00/L+9vY1isYilpSV3r27zJLE9FERkcsYFEABpcisyajKZRKPRQKfTcYt0o9HA1tYWjo6OXC6PRCKBjY0NLC4uuiRhbI8eaa7WAl7TY3h5TV1ZAJzA2NnZQTKZdNnjaCbudrtIJBIufsPn6lLtjaBkfX0de3t7E2Pjc5HZOWXH60HSScoLaYf2+yxaQ6gt04DJw0ahhT00tj65Y5/VhUutEHZ7tSWdo5Q3au2026W1HRo/puVFgUJtJxdsHnaXSCQmdkSwHMpGdTNbMGS3k9PaQL7lPQCcIqGu08PDQ6cklUold8/8/Dx6vR62tracC5Qyd25uzrlMOp2Oc0NYpc+6I9TqrfkzaIFtt9suqRbXh1Rq8kwN7W+OF4GSZiBWORzF52/G4h+asw+i3Chl2dJJQVRUuVOBhDKjfraMau/3Mfs0gcGFiYjZByR8gU78z3usyUw1kRCA8LXHdy//p9NpHBwc4ODgwEVZ20ho1k3m1pM8yZjdbndC+wGAbreLzc1NZ3Jst9vOlJhOp7GxseFcAdQ0stksut0uVlZWJtrPADFmymPuj0Qi4dpB8MD/BDtKw+HQWUguXrzoYleo9dCCAmAiDbYNnCWj9/t91Ot17OzsuAAoax2KWjBC1+zvcRZb68edVZOcBTCcBEz46nw7kAWYet33fRr/ArhnwbJAQndyhNwb2h4N+lMLgDWhszwrC+0uA9tWrY88cHBwgEKhcM+R13Qf2HfVLfoEOjZQmvzb6XScq5N5ZXgAGHlyc3MTnU4HS0tL7qhuZqpkvEKv10O73XbuUG4JLZfLLuvteDwZUK7WCR0/9i8troVCwR1axuvtdtvFyHH3GtNns49V7jNYXOVZInGvNWTaGqU0K4BXy0dortrrcXjBWqB81x8kcU6fGEgA9y6qsy7EPmBhfYPK2Bpsaf80gEfrUeblwqnMrpMnypUR9U62zlTq+GAcZmCja8XmnlfUTaYj4uZWJG6j7Pf7aDabaDabeOWVV9But7G6ujpxyAwA3L59Gzdv3nRm10wmg3K5jLm5OecS0t00xWIRrVYLzWbTmSfZnxZEqNWCk5OMTk1lcXHRZaUjESi1Wi2nAfjAAeMp2u026vW604Rsf8UBc1Hjpd9nMf/reMfRHHxtsfVFMbsvNmJafT6BEefZtxqFgBgp6nrUb6ptqoxQ7V3LiHJFUeboTgOCfm2/jRGjLNJARrV22PfjuObz+YmMlrVaDb1ezwFunsujz9JNyXKYQTadTrtg63q9jtFohK2tLWSzWSwsLGBhYcHJMQaREpSUSiV0u113WBZ3zdEqwSMRmE6/3+87KwTjK9gXuj2c7dX8NsDdeK9k8jjwkjviKIto3aBVgvXY3WLsBwWOGusVcgv6lFNLoUXejqPvulVUoubvNEDgU2IsKI0inzUiVI5aL6K2ycbatWFdGyHAEJd8KFDL5wKku0J43frFLNrjvSEwQUGg72I7KGqC+N6VjNZqtRyQoWbAQdEdEdxC2Wq1nHYAwGkEr776Kq5du4ZcLodSqYRareZcAYeHh9jY2MCZM2cwPz/v3oGpZNmO4XA4cQbK3Nwc2u22y9VALYPt0hgKWoQoAH37631nYYzHY/duFKTqSqF7xAZ0KhicZQ6FUL7vs+95X1lcPKLAiq9sjrPv3hCACLUrDk9NW4QfBgqBvGlC3b57CAjofwUSvmf1d99YUabwXl2UFGhYhUMPLmTZ1JZ970aTfb/fR7lcRi6Xw/z8PMbjsVMENB8MMAkkuEtD6wXgzr0oFArusCu6YTudjtspwUyaPEHTKnI8pVd3adGdwftHo9E9OSi0zzXoWxcpvjfdFwQWvIeyn+3kgWU6bzSYXdeAkHUwNMd8ZOeFLrp2Tur8ejN4NEpBUn6wAC5EUbLSV5alWDESuvhy4VXXhn3G999XttUKVIgrmNDtj8qQPvdKaOA0SIeLm+ZwsDsN7OKifaFltlqticBDMok1pxEE0KUxGAxQKBRQrVYdgyaTSdRqNVy+fBlPPPGEOwq41+uh0+mg2Wyi3+/j/PnzWFhYcDEVdG8QqWtAJ5mbbg0GLxE4aH+wr3nGCqOzNdCJY8T6NGcFGZaAgUFioUWUVo6oeAg7lqFFPg4jKLoO3R8FIHy/+bRKbasN8IvSaqaBF/0trvbxVqcoAGbvC5ECAS0z9KxaQVXm2PusjNEx1OfU9KuyicA6mUy684h090HIUjUej9Fut50SMB6PUSqVHG/TFUgFhe9NqyDfUQEOF2buBNFFXc/U4NlAjI/Q92ebaYnUuAMdC3UxhxQFu/DxWb4DLa200Kg1x8Y42HEh4LCuZh33OPPKjk0cnpsGjPW6T77MGj81iwzwAW7fu1neiBNTMRVIWGuEFfq+xTcuGlMQoBPW59awwZYA7hHSViir9sxJr21jGWROq01omfYzcLywcgdFvV7H5cuXJ84k0fIBOG0dON4rXavVHIhgmzT3AxmZUdxzc3POBFkqlVCtVp0mMBgMUKvV3LuoZefo6Mj5V2k61CQ2icTd0/uoDTAmQzUR5r1X060VsNaMq0JA+/Ho6MjFftgg2qhJG8WEOnZ2Hk5D41YL1s8ncY2w3DgUArBsO3CvNvF2ABMWRPj6dlp/K0WNsyoCoXH2fbfPa13WQqsByrrg6YFb5Cl9d2tOTiaTLl8DgYQuzrQ4ALhnkVWlyCo9BAmaw0bbqkobYxzUcqLvQaWJsptBmplMxsV3kM+1z9QqTEuwymu6gPkeDBLVgFflVwVkanlOJBIT2+P5e2iOhRTjKJrl3jeb4oIdH6Cb9mwca3HsYEvf4jqLAPChxxCz6p+6NdTMpS/uWzi4LZLxAKH3S6VSLpCIJn7bNtvBivbJLPV6Hd1uF6VSaWIxtaY17tdmu2i+o7+QdQ0GAydEmLUylTpOUpVMJl1iKDIMUTeBhPqD2We0NKipSt9VLQwaJ8EkWZlMxrlTgMnT/fi+alZU14gKSZo+m81mbEHOZ333huacJeuW0+d8AGYaaPFd84EOO+d9FKftJzVNvpUpSvD5+j0k7KP6xvfctHGIAnQ+Fy9w72mX1K7Jj1QYGPCsMUZKlAvcUl2r1e5RUPTkSs0lwzb4rGE8nZf5WzQgkVvIqUhQ9nBnGAEIrSGUe+TtRqPh8tZw+z7lCBUUa3K3fU3wom5UJtuzOzTUKkTicyoH1eUT2i46jWYF7KE6LHB8UHX5QBUQf5un5QsL1OJQrGDL0LWQYPbd7xMKFgSoQPeBCk5M4N40rFomF2aaE4nO7TOKhFk23Q98P2AynXcIXDFpi4/UXUNrgCb70j3cLI/IfjQauWhpbofSLbKK3m1QkTIb31HfW9vO+7i1itn8rFbFiGwdd/b3cDh0FhOfH5jjQG2LZl87r3xzKWR+jqJpjBAFHuKUrZ8tQ2u7rcl9FgaNY1ZkWbOYRd9KZOcSSTWl0DMWYCnAjwJ1UdeshqbzjnwSAjM6T0NuVKaq1h1mWgcX0NFohE6n45SGg4MD9zyDohmnoOWonORn1kX+VBeLLtiaVlqJboZ6vY6zZ8+iXC5PjNWtW7fw5S9/eSKHDvtREwfquPrqoBJFZRC4C4Do2rEWCNalfMCsmOxPXRx1jEMKrW2nvWYBo5IFOHaezQpmpvWb3qcK27Ty4pQTl2K5NvhZF3m9FreBUfXY8ix40MAhYHJbJymZvHvaJVG/ms3VQqD18Y/uD+CuGc+H7kPgh0DCmqPVFaBWB4ILy2jA3ck/Go1chjkrPJlZkulrGchpt3ICwNramttDrv2uWo26gGhVUM2Fwof7yrVP+B58R7aB78V+7/f7aDQazsqiAkfbpX1h+8b+RvL5TUNl+OqzAMt3X+hZfo7SNuw9IWb1lWHnup3LDyOI8PWB7c9pMsUHtOKCCQtcrD+Yz3IR1kVH+TOqPYlEwh3ApfPd5rOw2qrKkF6vh1qthmKx6BI1MbaB7hSWoYHQhUJhIvkUd26p1TGZTDpLQLlcxnh8HNS5v7/v8kJwFwjbd+fOHSwvL6NSqWBubg6Li4vuAENaUXT87PjYd9UxTqfT6Ha7E/kzADjgRUVP4yRUeaLc4TgokAvxapTLw9du33zygQk7tvaZEIWAQ5wFXu+xwcAhpSlKDsWlWBYJZUwfc8cBEFECloBBUbVe10BLLY/32xdm1LG6NKJ8zTrx6fdn1LGP2X2Lzmg0cuY3LXM8Hk8s0PQD0oqgbSMzqNahVgb2AaOuuQuj2+06Lb9er6PZbE7kx+/3+/i9v/f3Ym1tzbk36FLRoC1tH0GE7q7I5XKoVqsudkOzafI9bEyL+kh7vZ7b8qlmRp8A9QHX0LjZ67ZM33OheWzHNbQY+eq19Vl3jr2uZUcJNfus/j2MAELJ9m+UFUJJ+0mFpG8ht3xr6+J9PiHv29Gl4FctpKF20tKnbtNpgFPnDHmRlky6YHUbqI0f446tSqWCdDqNzc1N3LhxAwBw9uxZzM/PuzMoksmky1lDvuZ29EQi4fLdMDh7Y2MDN2/edMcYLCwsOJdrJpOZ2LXG7zYeQgO49TrfkWOprgnez7VC49D0z86h0Jyy82HanFOFKASEfPPMzrm462WozT6Aoc9YssHmvvb7eFCfnWYVnQokLPkqfhBkhbhdkKjlkmyENCcnA3TUX6mamy7a2pG6YJGJNaV0CETx/lQq5Rb2YrHoNHS2kyDALro05XFnBpkWgLOocGHnX7PZdGdcdLtd558sFou4cuUKXnnlFeTzebTbbayvr2NnZ8ftB1dQSOHGsgjcKPD07A0Abiua7v/WtqnPlH9MPtXpdHBwcOAsGXZx9TGjnR++33SMo+II7PP6x/f2zccQ+cojhQSZPmutYpaiBI4PROgcf9goCpzFJbtzIFSeWjptn6nSBNy1YoWEadxFiHNTXRm+Z3yWU/LQeDxGsVh0vATAWV8VRNGCQfcAcMy3q6urePHFF7GxseGul0olNBoNJBIJdyAXQQV3VNGqSXnaaDRcEr3d3V2Mx2MsLy/jwoULbmeILliqINqx4T0qjzg2VoFTWez7bykEGB8UxQUEtj3T5ArL1mf0s7V02DoUJPiUZwsmfOX7aJrCcmIgoZWf5JmowVUBT/Md/9hJ6n/nRDs6OnInZkYxqf63CwEnMX2UrM+iOvtsMpl0bgYGHHHA1E2iFonBYIDNzU189atfxc2bN5FIJFAqlVAulwEACwsLODw8RKVSAQA0m03s7Ozg/PnzePzxx7G5uem0i2KxiEwmg9XVVTz22GMYDAbY2trCq6++im63i/e85z2uX3ThpAChJkBgo4mqmEGTe8bVpMp+ZP9T0LXbbWdK5bZV3W7KviZZ15Fv7kybY2rVUOEVun/WazpHQswesoLY73F4yAdIfPNY/363kPabD0D6runcJx/GFepWKPvGL2S5olDXMqJAolpa+X00Oj6Nk7KBizxjGyw/t1ott818ZWUFy8vLuHLlCm7evInbt2/j8PAQ8/Pz6HQ6rnym27dWSY2LouWiWCw6SygtF7Re6q4UBQUqC9WlyvGgfGdgt42Hs1tdffESapHQMZll0Y9DJwEqs6yXWnYU0LYWTR/55CyfsXWe1EgwNUbCfp82MNOQYtQz+l2vcZLplkW1GmhGRs054WuPD1n5TN1qUeA9ulBRc9fEJ0wTPTc3d8+7WC1yNBqh3W7jK1/5Cv7JP/knWF1dxXd913fhve99Ly5evIh2u421tTU0Gg0sLi66nBXb29u4cuUKFhYW3LkXNB8ymUwul0O9Xsf+/j6GwyGeeeYZzM3NuZ0gGnXN2AqaE/UUUGbuTCQSzlTK+9RHTIsRYyLI5BpfwWeAexdcRc8+UMfr+ntUzIMth3VY0OizJlhrRVS5ccCIZda4wsQnDHUOqUB9uwCJWfrHkl3obYCr9o+6K3Rx0n7VMlSeaFt9n33XQmBEKbRY0urY6XScy5bxCAw+VKUFOObhnZ0dfP3rX8f8/DyuXr2Kd73rXfjwhz+M1157Da+//jq2trZc8DZdJYyXYK4ZZrDV5Fbcck6FbTAYYHl5GaVSyVk9tT3K23wf8iLlJoGDBnyqO5vB4Bwftc7qGPO3KCtFlDYfh3xzlODnQYAVu5DHARGk0Nqr94biVXw0i9s0lkViGoNPMzcp+PAJyFCZPrOj+vT5XxcqTkCLsKKEv96vHc461fym5ZGxVQsej8cuKptko4YVUMzNzeE973kPdnZ2UK1WcfbsWTzyyCMuL8Ti4qJzlczPz2NhYcH5N+fn592C3W63cePGDRQKBXzta19zEd4rKysuzbYvQpz7vyuVigNm6mqh+ZTWFI31oBDTYFj9zn7RfvcJWO1T30I9K5OfRChEAYfQ/bNoO1Ful5BlRr8D9wZYvp1ABBDtnol6P18gWVT55AM+owoDy+N/K0/UBRg1/lZW6PxWQK33k5etq63b7WJnZ8ctuGyz7tTi+yWTx+mtV1ZWcP36dbRaLYzHY1QqFZw7dw5/7I/9Mbz44ovu0K1KpYJCoYD9/f2JNPsbGxsAjuUT48UYn3X+/Hl0Oh0sLy87kMEYCrUas7+sbNU5S4sEcBfgqVta48L434Joq5AQcEQtwtqeaaDQ93wcIBKKxYpavOPUZcvwfbbvFmVpeBBWm6lAwle5Nson3Ejqj9FnfeX46tBoXDVbKTLVhV//fAtW6H18QML68VUT5umatk4OIrV6Cg2d3Bapnz9/Ht/zPd+DL3zhC0ilUu6Uz2KxiNFoNJGKlu0cj8cunWy73cbBwQE2Nzfx+uuvAwDeeOMNpFIpLC4uYnV1FYVCYQIY8T2Hw6Ezf/I7TyVl3nxfn9H0yf8EFvZPs17aBVLHP2qRmJXJ45QT9fusWnGccvmevsXOztMQ4PABBgskHoRG9M0mn9DzvUuUrFAKuTSsfNJYHq2b48UFjm3hZw1qDCkrtm79r20kD7EtBAHkK7Y3k8lMyDy7i03Hn9fX1tbw7LPP4rXXXsPOzg663S7u3LmDhYUFPPPMM+h2u2g2m9jb20OlUnE8TDnBlPrMlss4KZ7ZodbhcrmMer3uFn0qJOxHtpPJtGyAqvYNy6bColYk7X+1QNi+1nHUekJjE/oeomm8FgUs48gXO1/jzv0Q/0TVZ0G1yiulafVHAokQiAj97luwZ22Qrw2cMNzWMx7fPWc+kUhMmNt9QELLigMkdCDsws/kVbREWAHPHQ6MfNbtV2rWo0tiaWkJCwsLGA6H2NnZwSuvvIJqteqYm6f00aLAcyzG4zG2t7exvb2Nzc1N3Llzx8VQlMtlZ82oVqvuPdV3yTa2Wq2JmA1aKDTrpBLNjhS02t8KKFSr8lkZfGSF7TQLgb1u/aP2N2sdmfY5jvVhVu0izjVrAreAQa//biErWC2FrBI6br6xU8DA+aPKhC0jChRPI7bBul34mXlvgEk3YC6Xc2Bf68pms869oTxIubiysoLBYIDd3V289NJLWFlZwe7urouF4KFg4/HY7cRiIizGSTFAmnIhl8thb28PCwsLbrFnDJUGlhNEEEgQXBAI6Tk7Ks992XJ9fRxakH3X7cJ4P3wTNQ+jQEJIfvjcXdMUq9Daan+39fnWbgtq7dyPartS7GBLK8yiNCPfb9MYLQo12gEi8raLhzKTT2hoebxmy1dhrYzPhb9cLk/kSbDIOJFITIAIthW464NlueoKuHr1KvL5PHZ2dvCf/tN/wvz8vDuuu1arIZVKuRTbzWYTALCxsTGR2rtSqbiEVQQR1hVEhj88PESn00Gr1UIikXCBkv1+H4PBAI1Gw5lZVWNSgGWBhC68GtSm0erTtLdZtIRZkL2PgeMKf50nUfX6tGGd/yG076tTy1PwYBe3kNB4O1BonkSBiZOQD4Sw79WCF5Idccg3TuQt4G5Mlk+rpKxQoEO5wjJoDdD6isUiVlZWAAB7e3u4ceMGarUa8vm8C67mgt/v9ycsv7RC2N1YiURiIj8FAJfAj2Xx3WxsA2XfeHz3TBBVVLiY2W37NnA6jiJgyfKuXaMeBO/YcnRxjlIY+NkCTFVUfe2eRrPKzmn9EFV3LCARKkAXXd9nfo/SFPSzD4zoZzWJWcCggtr6GG15Ic2X9xFJa9m0DFALmDY5CDS4u0GZjAKAiD6dTmNpackFPTIfxY0bN1CpVLCzs+OAE3dOlEolFAoFtFottFotpFIp1Ot15PN51Go1LC0tuUhrjd2gT3UwGLiTQNW8SqsHAyfpm2RmO9WULIjw/VlNKSpWQAWzBSeWoU6ijfhAZgh4xiGf4Iiik9TB9odiJR52q8Ss7VcBO8siHqcenyyxz6m5/aTWKAvK1YJny1QliXKJAJ18qTuilF9SqRQqlYqzPm5tbSGZvHtAYCJxd8ulHg8wHo9drhfNfcEcFvPz864eKlEENto3VFo0FTeACeuDvqOV6+oqmRW4TRsDXx8/KEBB8llA45IFE6Hf45YT9TuJwEcpLn/OvP3TggQ1hfgAgUVSyqxRjbSxCVYj9C0GNkjHtlnr12f1MxdamuCGw6E7CY/JnNQUyrbYwCduwwLgjgm3faGBRPl8HktLSxiPx9jZ2XHZOYvFost9n8lkkMvlkEwmnTWBAZHZbBarq6vu6HENICNDM0Jbk03RJ5lMJp21o16vO20ikUigWCw6EEEwErI86fhYt4cdG19AVJSGEYchQ0wXdW1WRrd12Hnu6xeNb5lWZpTQDIGI+xWyDxOFeDnuc3EFq9USVaZoojjdzqyAT+e5Wpd0keU9vlgiH2hSTZ5yQxdodQ1QWalUKm4b997ennN90p1hT/EkMGi326hWqxOZIikbtS+4Y4v8rNZPNZ1TUaH1U60orJP1JBIJp7yoXPWNlWruJyGfchJSeKJ42CevohQfS1qnBREhmWPBz6zAlrLJBuxamgayYgVbWt+hkpperZCzwMKiQL0nqg4LJLQjrPZrA3T0HXykAp4TXtE9JzMXcO142y6NHeA79Xq9iZS02n6r3RQKBSwuLgI4TjXLhZvbStleYPL0PZ62pwFY1CQ0fkTbeHh4OJGmmoJGt5SxbZpqnBYM+mxVSITGzpeIx/ajHRNfOVG/+8haI0L36Gf73cfA9ruP4e3cngYktDxrxQvxkwVubwcgoeZv+z73qzH6lBJbvr1XXRvA3Z1hXMh1pwVwrxbqE9S+crmIsgxfP5DvSHRPMHW2WgbYl+l02m0XrdfrLtHUYDBwZ/j0+/0JtwqVCwZpA3DWELp1NZCaMoiWWpJmtNT3V57XZHfj8dhZVyi3ksmk246q/WpBxEkWUwXsdo0KrRezWAemWVGUzy3Pz/IOen/c9k1rm6+MKJo52NIn1KJAhO8ZX3m+ei1jA/7gFAURdmB8yY98pHuTVYPkAVk2lat+tkKD7SEo6ff77jhcnbQaW6GgYHFxEblcbuLMDDUxAphoFzUPkp6DwWco+HhtMBg4cKLfKQw0TwSBFIFKsVh0bVPNzI6JBXk+5vSBiahJG2fiTwMDJy1XyWcRmHZPnDI1FsLO2SiN+u0CJEgWKIXuiWulCvVdyAqgfzouqmDQ6kfrXZTCoguVat6++y0f8RrrJRhge2jx7Pf7brcYtX+CCSbJa7fbTi4x1b6ekTMe3z2xVNNyUxayfquA0YLabrcn+lXlm1pC8/k8gLvZOXO53MQuPFo2mCxP+yPkJtXfZuH5afMs9Bw/R9VlwX6I7LuE1kr73dbvAxSz8I/K4llkV+ztnyFgoH8hQKHuAFt2lKZFsgs3MNnxCiKUUblwKtoOvdt4PJ44sZJCnIykpkhfXECozQBc6lmibluvaiOpVArlchm5XM5pDhQQBCrJZNL5NrVvNAGUtlG1Ct7HXBGMg2B6bk1hPRwOnXuFAVqlUgmlUgm9Xs+dsGetEr5FNoqR7FjGeSZE00CIBTezlBFajCxv+O45CSmosOX6rBEPK5BQgajvYDXEuJYoW7bvMzAZHBgi2x5qy6qoqFvT1qHXLKimK9ZuweNzvnZQjpKHgbtKRSqVQrPZdDurNEgylUo5ZYZt1YP1uJOD7eE2cAIIts0mldPPBAUqRylvCCLoYtV4D7ptDw8PUSgU3OGC7Cduhd/e3ka73XbZNNlm3/jacbPX9L64gJT3T3PJhii0cM8yr6Nkj8oAjXeIUsx9bTqJ7JpqkbCMaF0Z+psyk/5FmX5CKN7H9FZY6qJjF3fg7pG9GgdgSdG51UaAySNwLRL1XWPbySCj0QiNRsNp82q14KRU8x+v6zYwjU3Q+7SvufDzN3Vl0LpB4u4PPtfpdNBsNp1gUsFYrVZRKpVc7oy5uTmkUikUCgUcHBw4gaDzwgpPCw50ToS0h2/WojhLPVY4hRguBKi0DB8wVysS77Wg09cmtYI9rBQCEXYROIn2GAXuovpMQTqfVzDB38hvrCtqrLRe69qcpt2yDMoSpqbudrvOWlAul9Fqtdz94/HdHRK0XNr4DI150iBOggq1PvAele0kn0bNdYFtUCvOaDRyu+AIPAqFAlKplEsBzh0iV65cQTKZxPXr1915RMy+qS6YUJ9F9euDkjVW0Z1WtsaPKIXWSt+1kMLGuRXHGvEglJ5Yro2Q5cDnG7fXo5jYJzxD99rO0TqsxcIKJJsD3tavpk2NgwDuMrxPm/XFSSilUil3FG6z2Zw42Q6A21Wh5ZDxeJ10eHjoDusicq/Vag7Nc/GnkFMtJJvNotlsTgRRNRoNdDod5PN5F7RJUDMej9Hr9bCwsIClpSXnL11eXsbKysqEj1THQN+DxL7zbQHVMbOgkJ8fFPmYys6b0G+heT+tfL3H5wO1z1gzuy3Dku07G3H9sNEsmmEIaPgo7gKtPGjbYxdMzUBpn7N1+uq3csO+j8/twXsoxzSZHN0XtVptwsWh8o336XxJJpPOOkmFiy5T5q/gO6t7Rc8PohxQ14TyCt0ktOCoW4aWVZ5RVCwWAcDJq3w+j8FggCtXrricOHS/bm9vAwCWl5fdSag+8Kffrfw/CVneDZVj6/TN0TgujThkFXdfO33P+Min2E/jofvKI6F/1lLBiedzaWh5vvL1JUOIyzdIqp356tOFTEnjKtjxUWbv0F9ocZmfn8dgMMDBwYFLRU2kz8hpaxLULag0XRaLRZd7Pp/PuzwRFAg0U2pgFF0kfPdut+tOKR2NjreBqjuDrpTV1VWUSiWXsObMmTN48sknnSBIJI7z7b/00kv4nd/5HdTrdbRaLaytreHcuXOurzTQUPuZfWbNhPbeUEyMDzD6KAqgRiF6LTvERKGFw7eA6NzSZ+znkN/cR+wnGx/0sFBIcwfuXYh5fxwNi999ZU6jaYBEy/dpkyQbYKltZEyBlY1UYHz9wv5gGdlsFpVKBdvb26hWqy4fTLlcxuLiIu7cuTPRb7rIE4goCKAcIFBQLV9lPOUU20rZQ+WCloTxeOzcFVRYqFDxILC5uTlXdyaTwdzcnLPEDodD7O7uYn19HefPn0ehUMAP/MAP4NKlS/jqV7+Ka9euIZ/P4+tf/zoymQwWFhZc3AVlYEguxxnrWWkaCA6tOfwcAhM+sOIDC6Hn7ucdLBCJKjN2HokQeNA/+7s+azWyEIiwz/EF7MT3aZA+cMG6fffZCaYmPF3ofO3wfbd167UzZ87g2rVraDabyOfzKBQK6Pf7LtW2+h7Vb0urAl0LBCEECdpeDfyipYK+VEZmt9ttNJvNicyVHJtms4lUKoUzZ86gUChgbW0NyWQSly9fxpUrV1Aul10Wu+FwiHK5jKWlJbRaLXzyk5/E5cuX8Vu/9Vt4xzvegcuXL7stoxaY6TvqmNo+9C2MPjdTFPkWJPu7JYvso+6dhXRehdpo56SdfyHgY61tDwuFhJ/V+Hwapi68vvLs/XE0rThzK04/+wImQ+0iD2o6aeDeBYblUAmp1WrOSpnP59Fut7G+vo5HH30UCwsL7rwdfUfGFmhcBQGAAiMFploviTJA/6jUcOcFy6tWq25r+XA4xMrKipPLPE10aWkJ+XwezWYTyWQSS0tL6Ha7eOGFF/DKK6/gP/7H/4j9/X285z3vwcLCAl544QW8733vQ6fTwe7uLgA466nmAGL7ffwcWvzjgPlpC7x+t+uHj9TCrc+H5FCU4uSrJw6wjgLi05SUqUDCBnr5AIKCCt89Iea2KEzLDJFvAENanu/Z0L0+NGYjgOMImJDmSlfE/v4+ut2uWxAPDw8nDuJRLUA1TYIDCkS7tXU8nkwbzt+5a4RgotFoOOHD58nkxWIRi4uLmJubQzabRblcxvLyMi5fvoyFhYWJdyP4OHv2LN75znfia1/7Gm7duoV8Po+XX34ZqVQK58+fd7EpVuDrrhA7BiFN3Y5BFENNEwazgJHQIh91b+h+H8KPEgpxtCm+iy5CDwtZEGWFpxXGJN+YRN0TEqQ+4c/fSNPmks9qNu1e1qPuEY1HmFbeeHzssl1bW5vIcDsej7G7u4v5+XmXAl9jq3xbsfWAQZJmDtatmNo3DOikhXI0Gjm3CoFFOp1Gs9nE7u4u8vk8lpeX3Tu2220sLi6iVqtNxE7Q2nLlyhUAwC/90i/hfe97Hz7zmc/gxo0bWF5eRrfbxfb2Nh599FGXXK9er2N5eTm2whDF/1GBr1E0TYNXpU/njW+hjivrQvVrGT4gHUeuxZWRkTDDZynwXVcT3jSrRAhERD0f56V81gH7m+/eUCBlFEOHtEprqdDfhsOhy4zJHA5MST0eT55IqIsv62ff8Xf2F7UB+iF533A4dAzG3R8HBwfY29tDs9l0zN5ut7G/v4/xeIzFxUUsLy8jl8thYWEBi4uLuHr16gTSp9mQ4zM/P493vOMd+EN/6A+h0+mgVquhXq/jxo0b2NzcnNhL7os1CfWh1bBD6NnHtFHlhp6ZRpbpQotW6HucMuy9UaZzJc7Xh821YWmaoIzq0zjPxNHSfBR3IZml/1XzT6VSLrhRU95HLS6cH7lcDtVqFcPh8QF8lC0MZKxUKm7rtpbNNlB+aJu4aNHlqcHolC3aRvIqlRXNQ9PpdNBoNFAoFFCpVNwW016vh8XFRXeNAEcts5VKBVevXsWTTz6JUqmEarWK69ev4ytf+cqEnFhaWkKxWHTW1gdtmZvm5p5GPpkX5dqwFKVQhO6fpb2hun3WuhBFznwfgrEAwsZGWNBghaYVjj7wEMci4QMDUffrM757ogbbbqnkb3ZhDNWfSCRcGmsexsUAx3a7PbEdSy0RGkDJ62ptYPl8ltYIHiveaDRwcHDgopx3dnawt7fngp36/T62t7dRr9fx6KOP4vz58+7I8rW1NVy9ehVnzpxxfcAJz1gM9n2hUMDKygoajQYGgwHK5TK2t7dx7do1HBwcOEGhC54+b/vedy0OAPGBQd+88T07jULaRdT3KAqBZft7VLmWFx42IOF7fx//+5SPWevR/z6Kq536vvvun3YP3zORSNyTx0HdAlFtpIJCFwXzLvR6PXQ6HZdOv1gsIpfLIZ1O37PdlWOg7lXd0q3BkpQzmmdCs2rqdyoyPBSwVquhUCg44JLL5TA3N+cS/VGO6ZbYo6Mj5HI5fMd3fAcATCTW2t3ddX1cq9VcvFij0ZjYpfKg6H7LigsGHtQ9URaYWeRdXFA21RZqEfA0MOH7rgFE2rBQmfwt1Pk2uj3OYj7tmnactpOBRCFh7VvAlDkTiYRbyMlMhUIBnU4H+/v7zi/KA7eI9hmQxN0mzGVBiwCjnQkyGF3NoCtqKDx8q16vY39/34GidruN3d1dNJtNvP/978djjz3mNJmLFy/iySefxJkzZ5zZErgLAnWr22AwwPr6Oj73uc+54Cneu7Ozg5deegnvfOc7nZDkb+xbks8XbPuWz/usCxwz62u0Zmdf2bMAgCjLRxzy8QDb5+OHaaTm5ocNSCiFQJnPijBtTuh1nyJj7/fx7zTyyQH7nNU0rWuAvJ1MTqaK1pTUVrGxwct0UTKVdKfTQTabxcHBgXMZUDkA4FwdWoYqL5pkjos7iaCCz6slWtus+Ww6nQ7m5uZQLpcxGo2cQrW2tuZ2tGkfUlFibpujoyO8613vwje+8Q10u13Mz88jnU7jpZdewtLSEpLJ4/w88/PzAIDbt2+7d582dj5gGsVDIctB3DlzvxTH+hbFL7M87ysrimIlpLJCTdG0BRAhYOB7kZBGYn9TLZUvGEeDCA16iFi+as0sh76/fD4/cRCXT6jxWTJSr9dzjMRtWkdHR+h2u+h2u9jc3ES/38fc3NzEcb7M9UAUT82Feep51C8Zv91uT0RPN5tNNBoN1Ot1tNttpNNpNBoN7O3tue/vfOc78dRTTzmBdOHCBbz//e/H4uLiBIjQvuW7JZNJ3Lx5E7/yK7+Cf/bP/hl+z+/5PS5bJtParq+vI5vN4umnn54I7NTFnn3OMfCBQ53Y06w/oTG1Fo+o53xzJi5j2cXNCiffnKemaMF5VJv0fR72rZ8kVVA0DojjbxUSOz9C8iZKFoVAqJIuIj5woLwfRdpuWvZosePWy06n4+KagLuxU7pwA8c7sJh9kjsWuE28WCzi8PDQbankeT1qOWAfc1s6EzzxAC+CGiox6trk6aBqrWWafbax2+0im81ieXnZuTx4ptD8/LzLr0PAwjiJVCrlQESpVMKNGzeQSCSwsbGBCxcuYG1tDVtbW/jt3/5tvOc978FoNHL5JsbjMW7dugUAqFarE2cO2fFRYGbHiHMwyq1hv8exboYWaN/4+ub4NJoGAKLW42ltj/o9dmZL/e6zGvj+VMvyCVMfo8cRnnFfLkow+O7T8uxCQwbizgab4ErR/Wg0cpkiCT54L3NLMCMbwQKtE6VSaUKAsh0MmgTu5sJXU2O/33cRz0dHR86tweQ0w+EQt27dcpHchUIBZ86cwRNPPIHRaIRut4unn34aTz/9tNuuSsZknSTuUd/d3cVzzz2HL3/5y3jHO97h4j3YdjLxG2+8gXw+j0uXLk2YVzk2URYmBY9We7EUZbHQ71bLO4llwUe+tsZhav3viyOKq/E8bGDC904+QRcaawWJJNv3vjLs77457lNGdOGxMs03P9k2n/zjdx6ixxiJbDaLarXqdlupu0AXGnV3sjxuEScQ4VbMo6MjVKtVJBIJLC4uOrlE14MCGT1LRC0nTH4FTMYvUbHodDo4ODiYCBjPZrOo1Wpot9s4PDxEpVLB0tIS5ubm0Gq1Jg4Yo5KhBwsWi0UsLy/j3//7f49ut4tqteriIObn59HpdPDKK6/g7NmzbifKpUuXnILDOpmbYhYLxKwWvmlyZhrQ0DWGZOepTw74ZGLUPfZaHHdhHBl539s/fZ+nWRqAexnbAhQf6WLt0yjvB1HpYmZNivo8kTbTx7K99OnRksDtVMosLDudTjsNIpFIOIFRr9fR7XZdilh9jozPehjMpOlsKTxarRaazabLHzEYDJwVAoBj0MuXLztA8453vAOPPfaYMxFyUlsNkAFaiUQCX/3qV/H8889je3sblUpl4owP27fXr19HJpPB8vLyRJS4ggm18lgmnGaRCAFA3/OW4iJ9X5lR9fO5aWDCaiJRZBdHK6geNgoJuVkAGOfQScZ31j7ThTuKfEDH1kWZQ4sieY4LOS0BBN+aQVb5Uf9zWzjfWdPe5/N5txtrPB67HRKM09JFjAoJrRgqC0aj0USiKgZ10xVL12upVHLPzc/Po1qtIpvNTigcukhRVu7t7bmg79dffx3FYhE7Ozu4ePEiOp0O6vU6MpkMisUi9vf3kUwmsbCw4M4AOnfuHMbj490r9XrdASkF2qrgxgX+vvHlMzrH1EplF3cdN51D9veQ5cCumyfh+bhyJs410kyHdlmhp4je96dl+ND6NHAS6kDVVEMvaTWCUCdYU5eW79NigLvMwzaSCYn+qQloNDbLJ/pmzAC1dvofCQqAu+mxKWDoh+RCzvvJyLSYEETQ9dFsNl3wValUwsLCAtbW1tw2z3PnzuHbvu3bnP/Ruqn0/ckAGxsb+LVf+zW89tprTpsIodtUKoVut+tMlAsLCy4HRmhsQ+MZl3z323J9dfgoCtiGmDk0d0LXtJ9nfc+HOTbCkvZbXNNyqL9CyknIeqDEumfVSqMWgJDGmEjczUBJ3tYFVuWiz3Kn5WhQczqddlkr9/f3US6XXQBmJpNBJpNx2SIJDGxdml+CdVPxUQUqkUg4EER3Da0k+Xwe5XLZxXXRomkX3GQyiYODA3e0wMHBAW7evIl2u43z5887BU2tuzxfhGNGN87q6iqSyaTL4MtYCrYPiKdph8ZsVoqz4Ns4sWmWhZBMPCnAuJ8yZnZtAJO5JXjPtL9QmSHQ4av3QSwmSlFCIrToKAP4IpgpDLQMnyZCIEHED9yNxWg2mw61c/Lrwq6WER5gQx+kbivlmRpMgsWzMlZWVlxa2aWlJbzrXe9yWopGXQN3JxSFHb9/6Utfwm/8xm8AAFZXV51vlO+nTDEeH2e5293dRSJxvKtkZWXFaU5xzGs6BnbsogIp9R185YS++5hItahQllRfm32aiW27j6zLx2eJ0O9vB4uE9lMcsBAqy/fsNMtEKJhuVpq2+OjvqujoYq1t5thr29T9oDyqRP4aDAZot9uuTCbCI6DgWTyqcClo4GfOecoaBRiqhNGKwiByumv1TCEqWNa60u12sbKygna7jdu3b2NnZwfj8Rhra2u4ffu2i6Hgc7Rw0IVLcMCdZJQ7eqqx9p2CLx0fn8zQ8YoaV/vdpzDFAaizgBh7r8oKnUNxaVZZEuvQLp+VIY41Qa/70F9csGFfUDvJvnRcn3fI3Oi7xgmnk8gu7mxzSBDqezHrJEldGQBcxHK9XnfPaN8ySyUtI2RqnsPRbredHzSZTDqhUa1Wsbq6ilqthlKphIsXL+IDH/gACoWC00iAyaNk2S51+2xtbeGTn/wklpaWMB7fPRSIZLeYEVzl83ns7+87gHPlypUJc6j2t2W0UMAUv1swYcdvFmI/h6wiVnPw1eebE3Zu+Pgpqt1RwuBhBBJx2ztNAPoEftQz96NdzqIFhuaBbbfGUVgfuQUXXMysnNMEb6yTuV/oGqELo9FooFgsolKpuOBuKkRaBvme8kXz1Wg7GavFshj8W6vVUKvVnHWW92p6cF3MO50OMpkM5ufncfPmTdy8eRODwQBzc3PY2dm5J2Ml68rn8+j3+6jX6xiPx1heXgYAVCoVt0tue3vbKX7sc2655XcfDz0I7f6k5AOIVgkP3Rt3PbXPT7snRDPFSOhnneQ2VsKiVT5nXQwhQKJlxaW4gtSHBKchSR9wCS0gCjhCQIJmPk5snnjHIEz1idbrdacV0IyYTqcnrgNwLhUCCwCuLOa1X1hYQLVaxdWrV/HMM8/g6tWrSCQSzk0T6g/dDjYYDPDJT34S165dw8rKChKJxIQrxp6iqmWOx2N3CM+NGzfQbDaxtrbmjk23QV6s02oCvn7VPqeQ0j73kQ/FR2nBoQWEZd2PwLGLny4ymgDItvNhBBAkn6ak13yywmqkStonUcpJXO3Md18U2IsCj3HIN3eBSZ+78pbOdz2oj9do+WQc1Hg8dm5OWjKZEIpEWc7kUgqeCRjUtUoARBBBWcMDBfv9PgqFgnsnq/3rOUG7u7v4zu/8TvzO7/wOOp2O20HyyCOP4Pnnn5845JBtJXHrPAHH0tKSi/Go1WpYWFhw537wrCF+1mMI9ORTHc/QfIhDvrmqVhx1o/nWSCtH9Td73cdPti1KUbtFtOxpcmam7Z+hxV4nmg9wRDG1/teybDn3Q9YcFRoY/R5Cp77nfc/4kOTR0RGKxaJDyfv7+zg8PHQmSC603I7V7/cxGo0c49ugLPWrEmRwQpIp8vm8ExYrKyt4//vfj8cff9xZE3ymc22zmi47nQ4+85nP4Kd+6qfwgQ98wL0ThZhqQpb5LOMMBgPcunULu7u7yOVyKBaLKJfL7gTDUqnkytH5YCPlQ+SzXE0b8ygKzeNp9dt+DWkMvvr0Gbs4+p5/GAFFCECRfHEStl/j9um0dihNc3tGAYrQM/a+0BhGAVZbFkE225zP59Hr9VzgosZj8TlaJ5i0jgmr9MAslS3Kf5yL3GlC4EMFaXV11QWSM2ZBF0o7bslk0iXQunTpEl577TW8/PLLaLfbKBaLeOKJJ/DKK6+gUqk4JYXP2t1tjAE7ODgAcKxIEYTPzc2hWq2iVqthfn7eySDm8+GxAZSdtBqzH0PjNS0GL6T0WLKLeRwKyeyTAJ44lpj7AhKWfOBAF6TQ71HCNEpA3i+IiNOpIWFv77G/KVJThtJFRK/T/MddCyoIdFtkKpVybohE4viUTd1bbg/F4UJOQELhwYO+stksHn30UbznPe/BxYsXUavVJhZ4Xz/wP4VAt9vFiy++iE9+8pN46qmnJvpG79X+UXeIml4ZIEo/qubbqNfr2NraQrlcxvz8vEvxS0FktTKt32pzUcie19SaZhd/H+CMMx9DICLu87/byfa9WqZ0HHyf+X1a+T7yWUBDsmGa5jcLUU74QL0uVL45SfnB39S6QLchiQs/5Qw1c+aK4J9aG3wg3rqqE4kEarWaS6VPqxEBjAatqnzJZDJOpjHV92/91m+hXq87GckkejYexDfmvE5Xh1pR+v0+Dg4OkM/nJw5BJMBgpuFut+tiSmjRIaCI6zZX8skdC461X7WPVIEIUej3kLyKKs/X1rgUO0ZCBa79TReSUJyEDnSoDFteXJoGAkJkLQjT+iD0rD4f0jzYh5qRUn9ngJJ+n5+fRzKZdECi0+k45ExG9xHRdCaTcQdvPfvss7h8+bLLcmcFlX0PHbPRaIRr167hc5/7HNbX17G4uDgRUxEaL7sLBrgboEpQRaJVhZYVHjjEYC1qTXSBRC0oIWGvbeLvdguWb8EKvWOI8UIAOtQm37PTrr3diMI1CiCESAUv//uUmSgKjeM0q9e3krR9/M8+ZBpq5TtNpgfAxSXogssyrSUCmNyqzbq4C4TJn2gpsEqWbTfb2e12kU6nXRwEAQAts41Gw+vWVD61ShHv1/YTUDERIBWtQqGAUqmEQqGAfD7vcmYQZKmll+5nff9Zx2lWCikkSnHLnqUdIZAWopksEhaBhwBA1HVbngUq9rp+D7UpbudYFE2K6iTfbz6rhF632pS+n+aS5x+v2xMxS6WSS3FLf14ul3P568mkWh8BCfdZLy4u4sqVKy5nhAIE7RcKcgUVZPidnR381m/9Fv7rf/2v96S15TuynFAfkTRQS33dKhToM200Gmi1WigWiygWiyiVSiiVSi6mwm6R0/6PMjn6hJu+c+j/m7Wg+/iC7Z7F5PmwAQ7fPPIlYwMmAW4oTkIBhc+6No10/iuwsW1+0ADifsaNbaH8oLWPCzrBd6PRwGg0cnJBtW1uE1dSC4C2T+OYmFGTQY2sUwMXQ3yWSqVcTBddCa+99hqGwyEKhcLEjhNVOPjOFjyynRwzq/Hzd92iz2Rc1WrVgQmVNa1WC+1222XxZFA4E3ex7NC4+Cyg2uZvBs1qOTvp/D7RucPTLAr2Xots9Tf7TEiQ6/1KvgGzFCdo02cum3a//eN1u4jZPuCOC6bd5vMWSNCcpuCAGgDvZ9Ialk0mLhaLWFtbw6VLl7C0tOTawTaG+tAK03Q6jRdeeAGf+cxn8PWvfx3PPPOM21uuzBsS3LYuaj3UXjSqXM2ficTxFi4AzhIDAIVCAQsLCy5wlBqCT7iclHxz0jevQxQ1l+IuGr55fhKt+q1OIbkQsgxNK8enqfL3KDngKz9Onz8oiopVUrKyl/zKxfjg4AA7OzuoVqvo9/uoVquYn5/H3t6eU1qSyaTb+pnNZl3gpdXi2fd8jm2jckMrIV0XmmhO3Rm2/Sy3Xq+7Qwxv376NTqeDnZ0dPPHEE2g0Gm7burVWWWXIKjB6+iivWRmrCQQPDw+xv7+PfD7vYrUqlYo7yoDyp16vu22m7G+1UGgbQp9VQbAujWljHpdOOmdD8iOOXJkpIZVe52/WlaFBOjbFstWe+YxmTbNlRbUj1LZpwsdnRbCfffeHQAuvp9PpCZeFtUzQfAjARQbX63UsLCwAwIQ2pq6LdDqNXC7n+pqBUQQRako8PDzE4uIiLly4gIWFBRfNrG2KGle1oGSzWWxvb+OXfumX8MYbb+Dbvu3bJnaK2P7QeI1Q+UwoQzBlgQu1TT3PROcNz+9YX19HpVLB4uIiFhYW3KFn1qpix2La4q7Cyt4fZx5GMV2o7+OYLu1CacmnPT8sZK1gPrOqJR/Y4HXf5zjCUNvhc7NEkR0Xn6VMv4fKtYukggUL+JVPlpaWUKlU0Ov18OlPfxrf9V3fhY2NDZdy+9y5c9jY2JgwzzM4kZYJuw3bt82Uiy1wHGOxs7ODdruNcrnsUlXrDgT7bgDcWUA8EqDdbuOll17C0dERLl68iO3tbQcGtC/tGKr8oNxKJCbP7bB9OR7fdSMnEgkHJuhObbfb2N/fd5aKWq3m4rXOnDmD/f199848IFF3fGj2TN+a56OQzJqVn32yIVSGL4jZPudTOEM0s2tDEbEPFMyyc4P3+O6NW+4sFMd6EbqPCxq3PvE7BQ7Ninqvmvay2SxeffVVFAoFlMtlLC0t4fLly9je3nbncfBZvpempgXgdmEwBsKa9jOZDB599FEsLS1NRBuTYeziaPvTaiPpdBr/5b/8F9y4ccNtEaUFBbg3X4QyvoIiMokmcVJ/qhVePquOtpPv3uv1cPPmTayvr6NUKmF5edll61RB4stRoZqB1V5s3/j6ahZSXjmJlmv5zkdxrG4PK1l+t4u0T+hZJSQ0jj7AGKc9pGkyJbQI2jJ8wZbkD7okmKWSIL9SqWB/fx9PPPEEarUaKpUKHn30UczNzTnteXNz0y30Kysr2N/fd7s6OO8ZoMngSPIMlRTGE5RKJczNzQEANjY2XHDm9vY2vvjFL+KP/JE/guXlZQyHQ/T7/XvOI+K7DYdD7O7u4sKFC07Tz+fzeP311/HOd77T5c+ZtpCpdULH1e4is/NEXbFW2WVsCA8gq9frLpaiWq2iWq2iXC677aP8I6jQ+DTNauyjEM+e1BJmlaBpFAIvdk6HwLzSiU//1N80C6Lvd3tdJ4Dvfn3JkAbnsyTYe1mPNZkrc9tnozpM77F/3HqlqbJ5byqVwt7eHv7BP/gH+PN//s/j4sWLSCQSqFareM973oPbt29PbKfSdmjQExmbJjUKglQqhXK5jIWFBbTbbXz+85/H7u4uRqMR5ufn8e3f/u0ol8sTi6evX5Xps9ks1tfX8Yu/+Is4PDxErVZzwoVjY10xLEMns/7G7Je6mOuWVmuRYfCpHSsCOBW+/X4f6+vr2N7edttIdSttCABYzZP1T9N2ZyG2/aTP/26nWRQAwD9O1uphn7PXNF5jVoorhEOyjc+oRWB5eRn1eh1vvPEGDg4OXMbGdDqNVquFvb09BzCefvppl3yKWSh7vR7m5uYwGh0f5c1dX8Bdvtf31XTSjB9IpVLY2tpCqVTC008/jWKxiOFwiKefftptbT84OMCtW7fQbDbx5JNPYmlpacIywNiIROLY/Xr9+nXcvHkTvV4PV69exZ07d2KPtVoj2J9U5rLZrHeNULIWUVUouK5xVwmBA3d9ZDIZF7PFXR50VfMZ5gWyuTNIFmSF5HIUTVvkQ9bMKIuRr4xpNLNFQgfNJ2R9lgU+x4Gy1/U5X1lxyffCIRNjFHP7tAifFqJ/o9HIHSBDMxd/Ozo6wm//9m/j1q1baDQaLoMcAOfW4DYnABNbuMbj8QTTA3eZnKAinU7j8PAQn//85/GFL3zBpYSt1+soFov4n/6n/wnPPvusM9n5NAX7XgDwxS9+Edvb2878aS0QIfLdpztVbECdb4zs2FutTYUtaTQ63ht+cHCATqfj8vzTHKv+TJ+GqEJ8FjBh50LUvVEUdb8KAdtPDyuFFnwfcAgt9LNqYSelqHENyYz7qYt8DwDlchnVahVzc3POmnB4eOhO23zjjTcwHo9RKpXcuRa65Xo4HKLVajm/frFYdFvIgXu3aWvAZLlcxnA4dDzVbreRTqexsrKCSqWCWq2G5eVl/OE//IfRbDbdDodWq+XctgoixuPjnRrnzp1DvV53h4oRiGxubk7IP9unKgP4mesIDyik7LXKYRSYUH7yWULpah4MBi7IlDEmqVTKBZxyez7fCcCE9Vjntm+u27kcxxoQmj8npZPUOROQmLYQ+8CEdUkoWRARsmCEhPdJ2uwTUlEAxHdNrRDU0DudDr7whS9gbm4O8/PzmJubQ7lcRiaTwc7ODn77t3/bZVbTYMV0Oo3FxUUAwMHBgdtWaRdb7QvNZX90dIStrS184xvfwIsvvohXX33VlUGrxIsvvohsNotf//Vfx7vf/W489thjmJub854Xwc8bGxv4f//f/3fiWGBLFjD4xptjzGORCXxsndZqxM8WTbPv1YdKogZHf2ev10Ov10Mmk3HHEBNYqManTO4b+1kB7UnoYQYE90NR8RG8No3igAkLQuOWS/LxSJwyQooMfwu1ZTweu90CzAZ7/vx5XL16FbVaDc1mE+PxcabKV199FaVSCZcuXUKpVMJoNMLc3ByKxaLL6zAcDrG/v4+FhQW3DZS7JkjW4klQUK/Xsbm5ib29PRSLRTSbTSSTSVy+fBkXLlzAysoKPvCBD+A3f/M3UavVMBgMXLInq+1zQT5z5gw+85nPoNPpuF0arVbLawXynYVhXbXaz2oVtSCPQd0ENrSI+sCHlkHLBwFCr9dzfcUtpGqhYJItuqejdpCRbIyF797QXHlQioWv3+JQbCDBQn1C1+7Ft3+KGm2kqg6SD0zEeWmL8mwbp72TlmWv87uCBzWJMS10o9HAc889h4sXL2Jubg5nz57F2bNnUalU8PWvfx3Xr193yL7dbk/479PpNJaWlpBMJh2Y4ISiy0P7hYtft9vF66+/ji996Uv47Gc/CwC4dOmS8/FRc/nsZz+LV155BX//7/99/IW/8Bcc2PExIgB0u1187nOfwy//8i/jgx/84D0BkT7iu5A56d6hNYUxFpr0xjcWLCe0JZV+R+tO4bNqqaDAGQwGqNfraLfbmJ+fR61Wc89Z824IIM+y+IQAyf1qClFWNP3/diDL13otZC3y3ef7zfd5mqwIAYFZ3sU+Gxov3nt4eIh6vY6DgwPs7e1NnODLszKef/55d1x2v9/HuXPnHFhfWlpyWSwZTLmzs4O5uTm3eDMJExdWPlssFjEYDPBbv/VbjpcIwuv1On75l38ZTz/9NN7xjndgbm7O8dLCwgKeeuop5HI5F0CZz+fdCcCDwQBnzpzBG2+84c7SWF5extraGl544QW3EOv4M9W1ntdBzZ+BjpQ5eo6RXXfsvKEiRMuBVZj0OsGMxnuxTu7q4JgwnmI4HKLb7TowoRlDKRv1wMdE4tjdzZ0wvvnj4wfffPPNtWnyQevwWUWinp8KJHygwS7UOmAWwen3KL+MBR1RLx6FvqJAhE+riDIr2ft0gbIAihHHS0tL6Pf7ePXVV3Ht2jVks1m0Wi2cOXMGr7766kSiE60jmUxicXERpVIJe3t72N/fRyKRcEfqUqsAjv1/t27dwnPPPYdf/dVfxc7ODt773vc6cEHT5ng8Rr1ex//z//w/uHr1Kp588kk0Gg3cuXMH58+fd+1nLAI19xdffBH/9J/+UwcidGxItFQoQ7XbbQBw/kRqO9xupseHa4wEx9IGqOqBOgoQFJAqAGA/6fhQCNDc2m63sbu768zA3BNOAaqBUgxs5fupP9YytL02C8Vh8Gn3fDOsJm82RYGC0O+hcrQ/dN76+tLOrZOSbWeceWE1aa2frrk7d+4gm83iG9/4hkvQxJTR9XrdBR7v7+9jb28Ply5dwvPPP49MJoNareb4lKd87uzsIJ/Pu+DBhYUFbG9vO828Wq3ijTfecCm0uXthPB7jxo0bzn1y48YNAMAzzzyDT3/60/iDf/AP4vbt29jd3XUndZL/mNuCdT733HMYDocOsFy/ft3FMtGKwrWAcR4aZM7cGEdHRxOuWpZB97FaFtjfOh4aa6XzgEoPFRveqwq1lkF5R5dqNpt1cVqFQmFCtukacnh4iG63i0ajgY2NDWxsbDjAprtBbCA8//vAsC7802TCtDkfZ9cJENMiYTtAG03yWSJ8wMCaYXy/67VpddkFnb9HvQvv8Wk1an2wICr0Nx6PnQmdjMA91cPhELVaDalUCo8//jjK5bKrywYrEvWfPXsW1WoVN27cQKfTmcgjMRqN8OlPfxp/5+/8HZcr4oknnnB9xhwT3DJaKBRw9uxZlxa73W7j4OAA/X7fmUHZ5maziS984Qv4hV/4BXQ6HaysrDjtwE5k3Z5Kxt3f30en03HZKHlwDxdpMoT2NbUMTYDjA5Psa7W2qIagwMLGTaglJ5FIuNNHqRHobhO2iQGsjz76qNtGqwl/LANHachx5uUsZLWFhxVEhBZvjpWS9WVbsnJFn9N7QuT7LQTgQgI8zvPT5A9w96C2VCqFQqHgdkroojIajZzrY29vz1k0U6kU3vOe96BUKmFzcxO3b99Gq9Vy/LewsOCsA0yyVKlUUK1W3XbO119/HY1GAwBw/vx57O3t4datW8hkMqhUKjg4OMDc3JxzYTSbTSwtLeHzn/88vvd7vxeFQsHFZdCdyUDFTCaDV155BYuLi7h58yaq1SoAYGtrC5lMxrlTtL9SqZQ7GySZvJtIq1AooNPpuJ105H0qIPYAQAsY9Bkla+1UOa0gQJXg/6+9L+mRNMuyOmY+mLu5+ewR7hGRU2VVdXVlZkEBDQWoJRCLZoHY8Af4D/wPdkj0rsWmWSBAILVABT1Ud6Uqq8g5o3KIzIw5PMJHMx9scnM3Y+E6L44dv+8z88wGyou4ksnMvuEN991377n3TdwLh8tau91uAn0csuB3uVweGhJZW1vD2toabt26hSdPnqS5I1wJokexj7KLLncKKFweozlnLqfjRvi/0YZUzkitRA5QRMpunGedcZECH6e8EUWdeJQhiBQId2GkQeIR3hMTE2nN9cnJCb773e9ic3MTP/3pT7G5uYnXX38dN2/exPXr19O4PdOfm5tLy0OPjo7Q7/dxeHiIv/qrv8Kf//mf46233koeBIWdJ9kRTJBOTk5wfHycNp+hAiKVy2U0m03cvn0bf/EXf4EPPvgAN2/eRLfbTTxSEODjfeVyGdVqFS+//HKKthA8sCMBSEpCAYMCVAdVymcFjNHciEgWFEBoOnyHs6q105D/p6en2Nvbw/7+/tAGWHpyqxvAyJA5jWvwNeoy6l0H3r8NpMper2mfHQUunBR4apq8p6Qyo7ponDJ/E2I+Xh/3XrUMlUoF165dS3366dOn2NraQqVSwd/5O38Hk5OTePbsGR4/foxGo4HNzU3s7+9jbm4u1a/VaiUjzghEp9PB8vIyut0unj59ipmZmaEhB4beOcxYr9exurqK/f19HB4eYnJyEvPz83j8+DGA59tTn52d4ejoCFtbW3j69GlaKkqwQR763CvmxaEGRkEZoXBjF81HcDlSnufIZUWHs1VX+bCoOic6TK3PUi9yF03y+KWXXsLKygqOj4/TplxsE92A75v09W8rv0XvFwKJyCPX3zlDrpGFyLv00IsPgYzDpCJByUVNLpPeONf4m2PwFDCiUqJPgolS6Xy8786dO/jiiy/QarXw5ptv4m//7b+NN998M82p0LHA6elpnJyc4P79+7hz5w5+/etfp6ELCjI9A24vywmg5CkPreGYKD0FGudWq4X9/X18/vnnePz4Mebm5i60EctPZUcU7qhcT+kjAOE8EgIK9QycCCyie95x+VtlUYGIK+TIO+Q7boipjLjmfX9/Py35un79ejqgiHUv6gf8rddzpAoqd7+o3/02UZHn5YZhlFHQ9C5779tQ5HC5DnHnhI4B5UAnLXK4kAZqbm4OKysr6Ha7ePz4MT799NM0XPH666/jjTfewGuvvYa9vb201JIyz4mDPH9CDwbkvAlGRGno1UPnmD+jkNVqNe1ZwQmdANJw68nJCba3t7G/v5+MbbvdRrfbvWCc3XP2XTM51MvoBN9hGnpukZJ74b6HDTAMIBTQqzPjv3V+mLYz9Y7OrSC122202+00v4Krc6anp7GyspJ2D93d3U3RDZ4eHdXtshQN+RXpsiIae2gj+hQVzDuPK+ooAuHvR15WhCyj8ha9d1mKysL0Op0Ojo6O0kQoCr1u6KITKweD8zG/4+Nj7O7uotfrYWdnBx9++CF+8IMf4MaNG8lL7nQ62N/fx+bmJjY3N7Gzs4Nut5tmcXuoi5vHeDsNBgO0Wi0sLi6m0DzDgdwe9+HDh/jwww/x4MED1Gq1obkGBITe0VQONLrgpGOMOSOps6mjaEREzCsCPfq+t5tHu6IImNafO/612+00x+Xw8BA3b94cOgRtHNnU+6OeKZrYOk704yqT19F/89sn0vnznqaSP59b3pzTJ99Ex6iT4+/rDrWU7aOjo7T0kk4KZYfLwOfn53FycoKtrS289957aQjhxz/+Md566y3cunULq6urePXVV/Hw4UMcHBzg8PAQh4eH6Ha7KJfLyVAxslmv17G0tIRKpYJ2u41Op5PSJZhhZICneJbL5eSwlEqlFAEFgPn5eezt7WF7exvHx8dYW1tLwyvaNrrKRI1xpBOowwgk2E9V7ykY1XRyjorOmci1nzstHIrib21n6gZ1ZHiPE8G5yoPRIq764xkgc3Nz+Prrr9PeIDxDJdf3x9EJWvZvMy+IdKnJlvzv953cw8uBAo9cjPue5u1RjqJyRRSBg+gZ9yz7/fONXba3t9OGKpz0Q0MMIC3R1G3AJyYmsLi4iGq1in6/jy+//BLvv/8+Pv30U2xsbAzt3Fiv11Gv19NOcdeuXUsduVR6Pp7P+Rncm153xCRgcCDX7/fTfIFf/OIXuH37NhqNBm7duoVer3fBi3egx87poEMBBechaOd21D4q8uMKQEOZLitRu0Zpq2wpIGH5fDKsDs/s7Oxgf38fg8EAN27cwMLCwpBx8zKMAtVR+ceh3wYQoTIExIcgRQBB+axgglSkZF1n8L8rVc9vXOAwShd5WuwvnMcwGAwwPT2Nvb09HB4e4uzsDAsLCynSNxgMhpaJDwaDtD321tZWCvvfv38fP/vZz3Dt2jWsr6/j1q1bWF9fT1HCUqmUHJOlpSUMBoPUX7kd9GAwSA4SJwZyaI/14NAKgDTkx3Z8+PAh/vE//sfY3d3F1tYW+v3zXTo5+VzbUPsi+aT/OfGcPNDlktqmOvlSI59cIVdkPKMhRX9Wt+/XskQA1udkUH8BSBO9GRUql8uo1+s4OjpK56Vcu3YNi4uLeOONN3Dnzp20gmdjYyPp21Hypde8LpcBEUU29dL7SHhEwhtbw0b+8UrzWvTsuEpyHGAzzj2nXJn42dnZwWeffYbPP/8c+/v7ac8IziJmJIL84NG1GoarVqvJSK2vr+Ps7AyPHj1KYcVKpYKFhQWsrq6i0Wjg8PAQ+/v7mJ2dTZN1dN6AelWcRcwwH5WQRkk4p+Lu3bv4oz/6I9RqNbz88sspYsH2YYfl6gW2uQ5RKMDy5Z3NZjOFOh3J63JQ7YjMj14S09a6Mg33MoqiE3xOoyoqn+zUeoiY5g0gtfNnn32GbreL119/Pe38qaDE5Unliml+EwBRlP5VIjfilyEHsqM8LAcNue9cXiSOkRfVJReZckBER0AN4tnZWdq0rtvtpj65tLSEer2e6sjlnOXy8x11uTT04OAgTaLkvIednR288847aeIenQ09Ohs4P0tjcXER3W4Xq6uraZiWfZVAm04QQc/09DTa7XYCA/1+H3t7e3jzzTfRbrfxxRdfYHd3F5VKBa+99hru3LmTdp9UGeDeC5xjRZ6zf+qwCs/q4HAMdQ/vq3yok0BSnrv86S6X2vaRLOUM+unp6YUJn8yPoM2Xw3PSJidcDgaDtP/Nq6++imfPnqW5LmtrayNtmoPmaPgm985l7OXIORL8dgAxLrHxqPBdOVN589koOhFNast1fC2jM0QN1TjMUiXP8NXBwQF+/etf4y//8i/x+eefY2pqKm09y61kVbH1+30cHR0lwWd4kHlzmGNpaWkIZMzPz6clTk+fPkWn00nH/w4G57vD6XpjDa0xv16vl06rI/ItlUppTHR5eRnNZhP/9t/+W7z66qsolYZXYygfqHhIqrAVbVMpcgz2+PgYvV4vzRYnT3QzLPJZ207zolJQWfB13W5AchOhNG8qKj2sSBW8lkOVkM77ePToEU5PT/E3/sbfSB6TG5IIIEeA+5uEGL/t+79JFHmDKhPkrSryokjGuJQLd0fRjyhE7e+OimRoBEIBebPZxNOnTwGcyyS3d+fmUbqHCkPcugcB39Ml40yb/b3VaqUyUT+02+20N8Xp6WnagtuHMzmcymEORkI1mkAHgBs2vfXWW3j33XdxcHCQ+hBXWrA9CaaA877FcL+2q+sFLmdtNpuJ34xEEGCx3DlwSbvkeeTAn8+viKJOqo/dyXHZ1fq4oR8MzofAHz16hLfeegvNZhOVSgVLS0vodrtpx+FKpXKhXkVOjMrguHa1iIekkUDCOw0ryw7u41cscKQ4I2WvBtfBQ5G35l5nBBZG1UmfzykFduLt7W18+eWXePfdd/H++++nw7fYuYk+tSx8f25uDoeHh2k5pCs9eglEqaXS+TJQrp++du1a6ii1Wi3tBsf8tCNwYlSz2USpdH4U9/7+ftqESdMvlUr4L//lv+CDDz7Ad7/73SGwwaGSUul8WITLJVdWVi4s42QZaPCpDDinYH19PRvO9egA5Ynl8IiB1lff03S1nenF6NAS06UX5uO0wPMzTtTj5X0qb9aTM9vfeuutC+l4X8h5y0X0TaMWV40ihZ7rz359lIc1Si846fCZUg4gFOkf152MWLLPHB0d4ejoKI2Vs19w2JGbFtHg0vnqdrsJNPD8B+A5yNaVRdyNMeLbxMREmtDpE5m1j3ETqFKplKKZjIKyL3Fvi2aziY2NjaHVYlxlsru7OwRAmBd1ZblcThNBqU88ukDdx7kZ5Cl1kNZB28F1h9a5qI95NEuHcKPopuYdyUnkbOgzWr/Hjx/jpZdeSsNCy8vLODg4wMHBQVr2q2lFeV7G0bhssAC4xByJouiEK3xS9D+654o2AhGqDMZRvFE9HHi4YLgAcqjhiy++wO3bt9P20/Pz8wCeC+Pk5CRqtdrQrF0KWLfbTQe68CwOVSSMZJCHRPoUeg5f6LjmzMzMUB0p1DwPgyCDG6RwmREALC0tYX19HZVKBZ999hn+9b/+1/je9743NNfB+UgFx0iIDqloGVSZNptNnJ6eJvA0SojZHrkJb/o+w7ganaBsaBto2gpatc01Isbrqig4JMQ0dUyW45onJyf4+uuvsb6+juvXrw9F2HIAwq972dyYenpRWr8NYOOySmwUQMjpH393HL0SgQdtG/doVUfS6BAMEKBzFdXx8XEygvTGKWP0bmdmZlIa/X4/zT2iXuDpwIPBIK2goIwzSqCODMsxOTmZHAWmTw+cdSDg4FJNjeABSEO6uj300tISHj16BABpgyXuxcJzKbR83IiJZeAydZZR+a6TPpXPLPcoBzQK8UfRLXU8lCd83mVPwZGWSYGpOl0qL26fOAy9tbWFtbW1xD/uLbK7u4v5+fnkFH5byvFsnGjfWBEJD9u4Bx8VwpWoFyYCDg4iXAFHDfTXQd7xuZnK/fv38cEHH+DBgwfY29tLcxcchWoH7vfPl0MxUsGOxXCd5sV0+KyGPOlNtNvtpESoQFSwNbSpnU09/omJCczMzKTOvbCwgG63i9u3b6chEw2Pavto/aiMer1e2iDFo0wc5zw5OUlAiNdJkdKOgJ5HLFiunPy50SXRo9Owow6hKZDguzpuSpmkbLjMAEhLdHkI2zggIgIAUflz5GW4ipQz4FEbRwotp4eidCOF7cCA8hwZkwhEOJjI1UM3I2K0YHt7Ow1DskxTU1MJtHNOFWf3c04VDSmHTfkM3ymVSmmYlWXqdrvY29tLfYpl4pwCHuTFIRPg+dkbwPByaACYnZ1NIEfH+Lm6qdVqoVqtYnt7G/1+H9evX0e328XW1hZmZmZSe3IfCabLOjPvZrM5NPFbDWy3270wv8SBpUccfHg2NxdC9ZoPy6uHz/p7+jqPJnIWtIyu+1THMbr8+PFjvPLKK4l3a2traQUMo9A5R5v/i4YnIh10Gb0yVkSC31E0YpyhDVWmPkdC7xcZg8tWLKeIizwYjgPyuN4PPvgAX375ZdoZrlKpDBke5Q29V24VzcblPZ1xrBMZgeehdTXMPGqXoTtPj52aAIXKQ4VFvZbp6em0I121WsXe3h4++OADvPzyyxfGntV7p3JiulxrXiqVUpSDxE7ZbrcBYCjc6kKsnYd56j1F/e7teeSI19mxvVMw7ErFxY+CCQcrBGmjxgaZf7lcxuPHj/H666+nnQhz4Np/K6//f6LIGJMiZUav2A16RCpbkZJUihwdveZRC007V2Z1CnRGPzev29rawmAwSKdJTk5OpkmR3EtGh0o5IVKPpa5Wq2kFEZdc0ijXarW0DwHP1WCEVOVdhzDn5+dxdnaWIhnc34D9mFFP3WGS/bNWqyWjPzc3h8nJybSZ23vvvYfvfOc7qf8xokHdwPlcnCTK/VoYxeCpojzAjAADQFoKyTR0zoPqQTpnURsreIz6OvkVbSyldosgTHUVgUWk+/S/R1I12r26uoqtrS0sLi4mWQHOwcTu7m4CU74dgMqkl2EcKrKVTpc6tMsBBK975lFkwZWmPu+Aw8FHkWehZfNnI4SX8yDo/W9tbeHzzz/HL3/5S9y7dw/Ly8tp/oKiTRUQPYdBJwoBSOuASSpoGuZqt9sp7EnPn52XR2CT7wzrKwLnsIbvW0FvnErm2rVrmJqawr179/DLX/4Sr7zySjicwI7jE5ImJyfTBC0AQ+dVlMvlNIzDTWmitvZrNOrkjYILHSpyo+LlBYYP2lE5pDJne3EFipfLgQXLRx64p6Kdrdls4uHDh0mRarkikJwDFqTLRhquMhDRfpmLjDmxPbX/OyiN+Kp5DAZxmFsBapFuiZwqjTwASPMZDg4O0hBGp9PB7OxsMsxc3l2tVtOEZ/Z1bl/PEz8Zyp6enk7Og0YROp1OAiR0anSC8GAwSBMlgXNDXq/Xce3ataRrjo+P0e12sb29jYWFhaEdeungaJRldnYWe3t7aRtugpx2u42f/OQnePz4cZqkqQadOo66hvqTQyjc8fHo6Cg5Y7ozr+4yq86HAwodWqDcqI6gflC7pm1Ix0LPGNJyq87NAUwFtnzOJ3Uzb92ga2LifIfkzc1NAMCrr76KVquFa9euodFooN1up80Ac0B5FOUig3q/iL7R8k+d9OIFySnHyIsoUqoOIvS+h4VyoSwlvq/Cwe92u42nT5/i888/x8cff4w7d+5gdnYW169fT8ZMhzKYjnu1vD47O5vQMREzTwitVCpDu75RaLjCAUDyJrhFNc960NnOXP5Jr4Adulw+P9CGngeBRL/fx/z8PG7cuIFms4mPPvoIX3zxBV577bWhiaI6YdIRPIC0B4ZGUViPfv98yRcP5/IhIF8Sy/u+bNIBXuQpsJzqdfjQBb8ZeqVXw1UaCsQUDLp86wxsjRrxXf6fnZ3FZ599ho2NDayurg7Jucu41i+qtwPeok4+6v5vMuUiTU6qhHOKWtOMHJZR7xXlrWV10rkPAIYAPFdIcYhTl2w2Go2UBvux56MggSseAKQze7gMU5eccxhT+40u2+ZhdKXS80mT1FkzMzNYWVnB6uoqAKDRaOD4+DhNAmUf6fV6ydnhhlgEKYxolMtlbG1tpY2tgOerx4DhPsuh4U6nM3Sfw8KMgHS73aSvdPMq1S9qP9h+uUgD7/s8qWhCuTqTkXOaGw5zR0X/q0NKXeVAiCtUjo+PUa/XMT8/n7bq55HyXGKv88UuK9858mhMRJfa2dJ/a0EiUKCRhSKPIno+l25RKLNIEbETAUhhwmazia2tLdy+fRuffPIJDg4OUCqVsLy8DABDHqvXW4WdSoPoWI3o8fFxWutMRcAIAhUNz+bgShAuBd3e3gZwPkGS+xRwN0zugsbJSTpRi8qH30tLS9jf38c//If/EMvLy/j444/x8ccf4x/8g3+QFA5JjbxGJPQ6OzU9Jxrkw8PDC0uSHCwoYND0VJg11MiOpfzXVRgaRiYg4IQuKjamp8f2+vAS89B5JhrdUIXO6+55Uok+ePAAlUolTcqNZFW/HZRHsqvP59K8amAiUnbeh3N6Q98f5S1FzkwRryJHhO+op6oAgh6trrLgN69R1jjUBgyvPGL6utwZQDoFkpENyin3b9AVHSSVb+oeev/+HI3Z0dFR2ul2YWEBS0tL2NjYSAdzcZ4YDwM8Pj7GYHA+v+Lw8BD9fh9LS0totVqo1+vJsO3v7wN4fpovDb7Wn9HIaFUb54eoswY83+zPHcNxI3nUCzmZi4ZjAQzlSXChxtb7c+RQuzPFe2pXdII9gVOn08Hu7m4CEtw3hCCVcuj5fFsa1c++0aFdUYccx2uKIhG5tHORDX0uinIAF5lHw7O3t4fd3V1sb2+nI1u3t7fTeJvOftW8I+CkwxIMVXK8k9uXclZyq9VK97mcFHg+TLG6uorr16/j+vXrmJ+fR7lcxsHBAdbX1/H6669jZWUlDRPQc37y5Alu376NZ8+e4fT0NO1lT49bhxk4e/pHP/oRjo6O8N577+GTTz7Bj3/84xSqJCACMGS8NXKiPNEZ3lz+1el0sL6+PtQOusxNlcdgMBharuXtWy4PrwfXiBIjCj65lOUkaBgMBkPLwtyLcM/Pw5gagVMgQeXBD9/t9XqoVCq4e/culpaWEsjLyXSkcJSKAHuRgf1tocsO7QAXQYZeVw/xMvm7nvH5D5xnwK2kCSIYmeAwGuWG3jv1RCQHGjEjaACQ3mc4m2WizOt8DI2cad/T4U72dQKIfr+Pg4MDLC4u4uTkBBsbG7h+/TqWlpYwMTGBBw8epJODKfecVHl6eor5+fl0fsT8/DyuXbuGJ0+eJOeK/V6HGJTHCnSc79SnPmyh/0l6X3kRta+/o3nrEAOf91VjPrfB68TfPiTK5/1ZjSKpo1WpVNDr9dBoNFL0SFfocbjs/xQV9ZuxgURktH3cKWfwx0k718H1noeK9bcbAqWjoyPcv38fn3/+OTY3N3F4eJg6s56CyXdZrxx4cS+Wqzymp6fR6/XS/AAFGjqpaXp6GtVqNY3/ra+v4+WXX8b169fTfAp2xJdffjnt8sa8Wq1W8vw/++wzfPbZZ/jkk0/w8ssvJ+TONd804N/97ndx8+ZNfPTRRzg8PMT169eTEWS9NHxFniqvlSfKb5bJJ1/mPDt/Jor48F7UDk6MeESzt33ZGL8VxORC3lR4fF7Boyol7fgAsLOzg52dHayurmJxcfGCV+N9aVT9HDx4X1GZvGp0mRCskgIDppO7p9fHodzwqIMIBamcw8D3GW0k8Of20v1+/8KkbY/SMU2+z1NqeY/DCtyVksZLI51MS4GOzqECzucXcIiEK824SdXu7i4ePXqE3/md38EPfvAD3Lp1C7du3cJgMMDHH38MAGniZLlcTpFQzg/jZm3f+9738Pjx4xQ1oZ6hYdedKEkKAk5PT9Owiw5VViqVNNzi/OO7mo8OWZJX+rxHXZkG9a72PR92YJ2YNusTRXopR9Tl1KMqvwSGBI1sP84R6fV6qNfreOmll1Cr1TA/P5/mSnC/oMtQpFcuC+LHXrVRdC1ncHMd2Quun3HCQrk8VUDoVR4eHuLevXv48MMPsbm5mSY7URkoWnXj4B6Mls95wDXaOnOX3jMPyuI66bm5OczPz2NhYQHXr1/HK6+8gps3b2J5eTkdAc6jfBcWFoaGKjgEAiDNqO73+6jX67h37x5u3ryZOjQV1fb2Nv7Fv/gXKJVKeP/997G3t4e1tbULCjfXIZ3U8HNp2mAwGAISCjQ8jOedJgKpwMXjwvUZ9x40DY2sMH9vX01LtxDXvBVAsPxsCz5LRaIe5MnJSdozf3FxcWxjWfTcb1u0AchHGnNKLAJguWcj71Pz0/ujhjI0MsX8qNR3d3exu7ubDKkaRu7jwomD9GIZBczVTR2QXq+X5kVwqTYBBIcZGo1G2sdB97jh5E2dS0XjPDU1lfQRd+fV/O7fv4+trS28/fbbuH//Pt588038rb/1t/DP//k/x82bN/GLX/wCc3NzWFhYwOHhIVZXV/Hyyy+nCOnNmzfRbDbx6aefplUV9OSpm9WI5sb22f84HMRwP4d4orZk2gpO2CYahdFlpWrUNUqq5aT+9y39FQgoUOMzEUjifZcDj9J6JJXvb25upkg1j3w/ODjAycnJUKQrJ9daBqUcOB9F3+j0T17zDlgUUcg955EFf68oUqHkBurk5AR7e3v4+uuv8d577+HOnTtpRjLH6vheNNO2iBR8eNSBHxVcIta5uTksLi4OgYhXX30VN2/exMrKCubm5oa2waVh5tgmOxzz5ooQAo5/9+/+Xdo6FUDa/2Fvbw9/9+/+XTx79iydD/Haa68NRSQir8iFkWXQ8UAOp1Ahsb7aQXM8jDy/yDi4t6kTPPnNDzs/ecY66Mxqr4/XXQGEnxui93VIQ/PhLPN6vY6NjY2hqEvOC9K0I+Cc4+FvE0VRhshT88hZDoyqTtA0I92RAxM0fqrYl5eX04F9VN6MThA46GojrvFXo6Bl0t8a5eV1HeajASWo3d/fx/T0dFpdNjU1hXq9njzV2dnZtIwSQJofRCDBunHpJ8u5traGTz/9FB999BHu3LmDBw8e4O2338bf//t/H//0n/7TdCrpwcEBHj16hIWFBdy8eROPHz/Gw4cPUalU8JOf/ATvvvvuBdDvQxPaZrxPA84zPNRwkx86QRXAkAPH/+pgsj1cj6rxj2TCHSEHKS6PfFbzU2fDHRPKuQ7DMF/qMy3T5ORkclRmZmbS8eM8lfjatWuhLJNcx6gezYHzoj4CXHL5p/5W5euKnt/e6b0DkVHuJUTRiVyUIipfv9/H48eP8cEHH+Ddd99Fo9HA2traULmUIkFy71kFJOrs3Ft+YWEhGS0eMd5ut/F7v/d76PfPZ1Rfu3YNt27dSpEInquhY/D0YOgBa15cDjQ7O4tqtYrFxUW89NJL+Jt/82/i3//7f5/ABMdVf/CDH+DVV1/FH/7hH6ZzQVhvKiiGNVUB9nq9cMMWlodjtf3++YoQ7ZQRGtZrbENOEPLQYA5M6PUIhNCo6zWVI5c5X3alsp0DmFQA2geYDrf5bbVa2N3dRavVSh6DG8kcUBgHIETPXLWoRU5v6DUFpXpdgaPSqIjGOBEMVeTsk4xyESRubW2lkzmnp6dT9EENSFQnjYxoHVyJq/Fh32w2m1heXk7L/Or1OlqtFtbX11GtVlMEbnl5eWh1GPuXTt7TAwTpZes+BIxWVKvVdDDh0dERfv7zn6PRaOAnP/kJarUayuUy2u021tfXcefOHZTLZaysrODs7Aybm5uYm5sb0inqYOXaXU8L1lUSOk9MzwLRuQoOWiKAoO3MOrsu0TJHQ9lKCgIikKjAgTIVOViRc858ddku09rZ2cHS0lLSOQsLC2g0Gmm/ichR0bzGdVjGobEjEiRFUJHHEBVMIwv6jH4cRHg0QtNUg+PlK5VK+Prrr/Gnf/qn+PrrrzEYDJLxzCnvUePL7lnruDvvnZ6e4ujoKKHV4+NjVCoVfP/738dPfvIT9Ho9bG1t4eWXX8arr76KGzduDC2LYsgPODfUulWs1087Ij2hWq2GV199Fa+//jr+zb/5N9ja2sL29jYmJibwL//lv8T29jb++I//GD/60Y+wsrKSQAMNoq5wUM+PbaOGk+U4ODgA8HzplnYQB1q63lrTUIF3NO9tFEUjtP0Y8qTy5D0dduC7rBfrrSDCPx7J4LPMh+PQ9Bx0J9DNzU0sLy+HwzqaXhEwHrejXzUgoZQDFVEf5z3XP64rcmBr3PkklGGVEa6cajQaSdY1IuV1yumoXF1pbF039no9PH36NM2/KpVKaDQamJmZQb/fH9okTvd20Q+9Wf1WT1NldGJiAmtra3jzzTcxMzODBw8epCGc//W//hc2NjbS9szf+973cOPGDbz99ttpOI9n/LCs7jDqhMuIZxrx1DJ6JMDf9+HpHKlei7xtBXRqkCcnJxPQYToOBt3R9f+epj7DdFge1VVa96mpKTQajXSGSaVSwdzcXDrnhEPimr7WS3+PozeKQAnwDVZtRJNGtLC5QkXXvbO4sDmj+c17PvY0MTGBJ0+e4H/8j/+Bzc3NoSVRGu7k816fqJ4OIpRYfx7q9c/+2T/DxsYGHj9+jLOzM2xsbOB3fud3UtjwjTfewNraGhYWFoZO7tTdH7nMx5cWKh+i+RvsmK+//jr+1b/6V3jnnXfS6aTf+9738Id/+Id46623UKvVkqKgYfcO7XMKWE4ayunp6aHNcTRE6vKgoUBNM3qW5dKO6QCA5VOZYR04F4UTyDwv9XJYFvJb5Yj56GRLLQeVnA5/KN94/fT0FE+ePMGNGzewurqa9gVhfbVeo4BDUQTjqlKk3HJOSA4UjIreuALP9WV9VoEzjTjlpNlsYm9vD51OZ2i83wG/0ijwGHmvCvIJ+nd2drCxsZGGPTljn/MxGIXQ83oIInTDJS9rBNxpzNfX11Gr1bC6upoiE48fP8bt27dx7do13Lx5Ez/84Q/T2RkHBwdYWFhArVbDs2fPUKlU0iZ77Hc61OeRGHVmqHv7/X6af6ZtpEepk3wYwuvkER/VIcqPKE3g+T4YWn61FZpX9J3juepKjWDQ2XLneWpqCq1WC0dHR0k2OYzVbDbTqhqXq1GU61OjwPdYQCLq3E5RhCL3bk4pOqCIGiZ6h43Z6XTw/vvvp6OddUtpUjT2nyMHM1EHJKApl8v44Q9/iNdffx1TU1Not9tYW1vD6uoqlpeXUavV0nCDjs172XS3OPJV6x95xsr3fr+PjY0N/KN/9I/we7/3e8mT+Y//8T/iRz/60VDUQNc962QjXlM+qGLVzbV0Ex4qLaavgMXbjN/aFkVGw2VLOx3rodEIDpVES7N0JzwNFRYZAh/Sco+E47m+idfJyQkePXqU9ibRNJmvgzkvh9/7bQMUSjQy7kQov5Qieckp7yLSPNXY6B4M/X4f29vb6SwMXQKtXmqkB6PyubFTo8SlxJyoyGGGg4MD1Ot1zM3N4fr169jb20OlUkm7QBLUs7/qcIZHFou8936/nyZsz83N4Xd/93dx8+ZN/NVf/RXW19fx5MkT7OzsoNvt4o033sA777yD+fn5xCeCiG63m6ISuf5LKpfP54Dw7B8dquAJopqOrrjLyQdJh40VROi7ES+UVwSi0fMOiDQvBUx8njpeZYHv6HtqK3T/Gw5H7+zsYHZ2NkWHlpaW8Pjx43Tk+6hIgoO4qPzOi4i+0T4SkaIr6jxuIBQkRL8Vfek9V+Ce/ubmJm7fvj3kIUQGwv+PYjafUWL6HCPd2NjAxsYGVlZWcPPmTfR6PaysrGBjYwNLS0tp5rTWSYcRNJSuCknrqkDLlZY3+OrqKlZXV7G3t4ef/vSnKdypHrxHJTQ93nNUOzExkXbgjCYi+jCAkkd3tPMUkXZ4D9fxGoeXfEhDQUo0fBIpfx/v5POat4/bU2bd6+33z/f8+P73v58mo2r5L0u/TSCCytXrFOmSKAwdOSVFgKuId5HjwjlA8/PzOD09TdtGdzodLC4upuWZWmaPNOXyj3SiDmswSnZ6eoq1tTWcnp5iY2MjGeWzs7PUx7ldPcGEr0oj+WTEHJ+U5/3++T44lUoFq6ur+IM/+AM8fPgwLR9fWFhIk7gPDw/xT/7JP8Hx8TEePXo0tASeefhW9WqoyQNd+joYnJ/jwS3ElV/sZ667fVde8lUjHaXS89UbTEPBhg7tavsSMEYgwXVJJIvqkKmc85uTe1VGFBhqu8zOzuLw8BCNRiNFJLgPEXcd5Ty5HEUgIpLfbz20kUP3uahE0f2itB1EqNJ3lOaRC+B8adTdu3fx7NkzVKvVobB01FlGMUbvR8hZG356ehrr6+vpyOwbN25gcnISS0tLWFtbS6f2ARfRLgWKno3n5QpHjT557sqBnaDT6eDJkyf4y7/8S3z/+9+/wAeiXP5mfkyPnc/bivM/GIEgwHCg4OT8HmW8I5mLDA+V0unpaRoz5vVoHLIIWVO2dB6M06iolpexXq/j4OAgTfjV+nunHSfyMAoYX1Vyub6MDsl5UqPScIOg17lPAfdtODw8xPHxMZaWllJUQg1Ezlny8vG/92X2W0Yg2J8mJyexuLg4NAGyVquloRZdLaaOgOblfc2jj5E+1Lpwa+pqtYqXXnoJx8fHuHnzJhYWFvDw4UPcunULS0tLePLkSRqKUF3t/OVwhzpRnU4nrT7QqKmuJtGIYLSN/2AwfNge3yP4Yr4kAhfed/3rQCx3nVFOdwT52yNtuWdcTnQXTdW1jAB3Oh0cHBykYS3Kgeu+InIbn5PNIvprGdpwz0AVfk75awFzH/cicwb29PQU+/v7+PWvfz20N0Ru7E8pByhyncon+NALvnnzZjptj/s7sOM7n7weNFoalciVl4ZQG5rvuGLb39/H+++/j/feew+///u/n9Zie0dRBKwAzZ/jFr29Xi/tj0DBZkf09yLSyIsDGEfIkYF1cKDbERftPaEdWdvdlYumHQEPrStJIyKUX+bR6XSwv7+fgITzVcsSKbEiY/htIxy/ieQeH68VUU5HFQGSSF+pg9Dr9VCtVtPOtLqCYFT+ReXNgRdgeOIww9c88ZH7BnBZJ6MO/FBO1fNmWb4t2KRB5j4Ty8vLaZyep5a+8cYb2NzcTHNKIlCljp2v8NIDuNjvOInZHbFcP4/0TwQsec3nN7huUYrma5FYJ61rpEOj+SHqvOX4Th2hzuZgMEh7ivCYBQVe35S83NFQmFMhkCgqTC5KoJXW8aRIkGkEOBGHH4a03Ki5YaGw8XyDBw8epCN4WXkiN+1Y4yI1khof/udvzsXY2NhIx+1y6SY7iofENV0VjJxHrp1IhY7vO3Ikuv/ss8/wzjvv4Ec/+tHQu3xeTxlUnrJzs2Orcm00Gpifn08ARJF85CG4kdRIkQ4veN0v63XTi+OkLB1P1LZX1M+y5aIhUehU+aMdjgqQy4D5LMPjR0dHQ2OpWq8cMM9R7v5VBxJar8hjGzeN6Nv7vN/3eyrHjEicnZ2lcf8IqLhhiPLzukbPqbHkcMXp6SkWFxeHohHsc/zNMiiNI0dFDpcbYO58ubKygm63i0ajMTQM4IC4CBCyL7KfcR6ERmlz5R8l60XAXH9r5CIC7io3OtTrfXiccnr+Li8KoPU5t4U6sZ27KfP8KJ1oflk7923oUltk5yIOrqh9DI7fznAqeoIONQDRkj0XrnL5fAfHnZ2dtEKhSAmPG43gs5EgU5hoLBhG0/HLUfmyzhwaUL7lvHDnP99R4nvT09P48ssv8fbbb+Odd97Bj3/847Q7nh9vrYCL7UAe6qFl3W43rZPXQ7m0bpFy1g1wdF6BKh2WJ6q7h4wj3nJoo1qtDs0OZ7oEBd7WCgw1KhMBEP4mONbxepaN5yzoBjLdbhdHR0dpiWCkJIooup/jxbf1Ov9fksvRKDAF5OcgOM8iEJHjq8rT1NRUmnDIT7Vaxf7+PiqVypDid3nRckQGLAcq+R77DIHE3t4eqtVqOtKbDogfchUZp1FgIqJc2bgBXa1Ww8HBAfb29jAYDPDSSy/h2bNnAJ7PnaI+0bkars+VOMxAwOaOmOss/tb21b7pZdcoaDQHYhRP9Lkoff+fcxKi/FjP6D6f0SEbtj9t0dnZWZrg79ukj6Jx9BBQPNmy8DAEBQv+nx81QAoI/Dc9Nn4UKPAajY4eeqNL9TQfGojj42Nsbm7i0aNHF0LUGrbSNEhRONuRvTesGnxGO+bn53H9+vU0QUrf1aEZCgMFQZemRqBFO9u4CHNychLNZhO//OUv8eDBg3RMONuLClGjCJqfrjtnfhTSVqs1tHxUFZUjZ20jnzyk9XIAxes02Cwz253va9m0Yylyp3xFwMt/54bCtD1Zb/WYNAyrSt3r7zPMR4HdnBEqMgpXDUho2+SUrgNPB6BK3le0DaKP9yl9n4b8+Pg4AU1G+nKHSrnz4Q6APus6IhcZA56vZuCZG7pc2R01d+g8AuByroA7x0/SxMQEms0mlpaWcHx8jFarhYODAzx48AA3b95MEyK1H6jOU1vAPsx+UalU0G63L+gDXQGW46HWi+lGfVntjabje20437wNozaO5CyKcLB8OXnUs1NU36n+7na7CdCpnuScnvn5+aFD2IoAQI60zOPYnZE55DqhAgGNJmhEgcxRYKHP6LsOMHSIo6gMjUYD29vbaeayM20UE3MCwnvKRN3UhQyenZ1NSzyjcUEHXCq4Sq5cIg9tlJdGg3rv3j288847uHfvHmq1Wpo7QAXkhtbzYDuwXDwGmcs9o9UayqtIwbpBIL8jBRp5Bz68oGUdDIYPHFOZyyFt5ql1cdAXvasdWwEV5YJHO+t4dbVaRb1eT2csjGvwi4C88+cqUhSBUhkqqr+2b/QsyfWVOyaRvqLeobLm3CLuYKmeo5PKUOQdszxqLHXM2yMVpVIplZHb+/uzzpucjHk/Gzf0TePK6Nqrr76Kzc1NtFotrK6u4saNG7h9+3Yy/KrnuF+O8p31oo7RoXButw9gCHCQZ8pjzYvXFQjoELe/S6OscsFyARiKhjjoc72p6eu1SIezvTU/B3sux6pnWFZGiDl0yshPv9/H6upqcv6ic10i8nJ4mfya08g5Em5ctAP7pA4KCRvQJydFIUYHH56HIioXGJ6nsbe3N1TpoiGLqI4scxGjHIUC52E+rufmspuId+SVIl/3JCLDrF6GK4lIkVHpfPjhh3j69OlQKMyXHjKPIoPL2cg89lw3ulG+eBmi37m65hSy5kOQ4ApQZVLBnXZER+QeBtYlsEqqRLyMqlicF9Fqj7m5uTTjnzwcVz5JOQNZBJauAkX8jfSE/6eBYXg6km1+58CXRrV01REjEFzm7AZrHFIg4BO09V4UveChS9QVPLtD51NpVMzzylEkz+4sRVQqldIhYQsLC3j69GnahG9qagqvvfYaPv3007RiSgEL+wQBGsuhQxiDwSCdp8HD0LR8Hp0A8hsGst8y4qpgTvfNcfnw9HV+X9EcEufTqGuRPLoOUbCl13VLc3W0Oa9kcXExTYRfW1tDu91Gs9lMjs04OqfIthRRIZDQjqZRBR12UMZowwHDYz/eEVlgH8ZwIBGNZ5GazSa2t7ext7eXlrzo2mBH+qyTo3KdHOfkiFTrwDFT7v6meWnDsR66dbOSGlgFaD4k4O94eSYnJ7G1tYWf//znmJycxI0bN4aQb6TAtA3dyE9MTODo6OiCN6R8cY/S04+MLSlSGP7bgZPWQb1HVRK8H5GWTT0XnyQalYvv69CW10lDx+Xy8+W1h4eH2N3dTXvjj0tR2+u9q0zalvpfr+cUrir/KELghkKvAbE3rkNoOhxFsKn7HuTkO1c/LYfXV2WdgKFUKqVhAsqZThpXMJRzRkiRR6kGtoholE9OTnBycoKXXnoJd+7cwdnZWQIOBBQ+tKjOJMuvvKZO16WTMzMz6Shy5ZPOW9LoQmSofbgmmlMROTmehj/j9dHnVcbYRl5O1e8us/q82k/qOeoVyoM6zKXS+blHjUYj7fS5vLycnMBOp5MOcsxRpEuKZNupUKORaTokwQ/3QNdQjy8jVC88mgPA53QMTYEEUDwuvLe3h62trXQKmiJelk07S2S41JMd5V2rEAPnnWF+fh6rq6tDR7dyGSCFRXdbdFJlouCM0QUCJDe0UTrlchkffvgh3nvvPSwtLWF5eTl56+VyeWicXoWQ/FZFMDU1hW63m7xohigdaCgIUb4rz4oEUhWjegF6j/XTfMgfXlMvX3nKDXB8B0vNxyNrEW812kbw6REolS89KGkwGODatWt4/PhxmkujIEPr5/n6b+ZTJEtXhYrKG/XHiKhoc2kwnyLPW50hypSuHNPQfO59B88RAI2ARa5fTExMpFVIHE4pcniK9GT0rPfZHFFO2TfpXHQ6nTQEwTM1cnpJwRHwvF2igwId6APP7ZCm746D1s3Jn2GdPX1NYxzwFzl3fMYdIS9/7n/0vDt6uoMwVw2enJykeSvcRfn4+BhHR0dotVrpJOmIRukNH+KJqBBIsDPRwPEsA37U8NNg0pDSmOoEFvfutYM7KNHQHUkFjFs/N5vNZNCiLUFVmSgiZDpFjazgIWL25OQk5ufnsbS0lLxaTtKiYVdPPmoINYKse+T1RJ6ZG9eDgwP8p//0n3Dr1q0EEMgXPaRLQQvbxWdIl0ol7O7upuVlChKpvOk5qALwMUvWR70UJw9Pe0dUIBUZUj4TKUTNV9faq1y495Hb1TMyDpGHokCKCnRychK7u7t48OABJiYmsLq6OtKT1fJH8qn9p2jc/jeZnPdR1EAVv3trkcJWGhdEaOidfTECsizPKCNAcgDh95R02IJzmiYnJ9Fut4ccEx86GEVad5/HpTo14hG93cHgfIdJ6oR6vY6NjQ3Mzc1hd3c3AQ7lA/sddY2udIvmelQqlQSamLcCRa03h0CiSPUoYKnfagNUN6hT5Mbd5VUj315/rwN1rT6rfVkdJa+7yr46MmzTTqeTjpCfmprC3NxcWrrsTvVfN40c2iASp5Hkxj/c6UxnmXLVBMOC7AiuxMkM/zAdZ6p7X0TFW1tbaLVaCcDwO+q4+tsRKe9HYXdVXnyOHkulUsH8/Dyq1WriERUA97/X1Q1OXj71qvk/MiJKaqg//vhj/Nmf/RneeuutoYgD2zHKk2mrsS6Xy2i1Wjg9PUWtVku71EUKn+mXy+fHB9fr9aGlR6oUfMiJNE5EQMuu3iP55ApV2+3k5OTCia2ajssl3895FqqAtHNSmVLB8XmCzGq1ir29PSwvL2NhYWFIkXr+/pvkSlWf/T+lJP5PEfmfCxe7B6tRRpL3a/cmR/FFeazDfCcnJ2n5pzpLmqf3TS+b3negnAMeCqopQ71eD9PT00MgWu+7cSuqp8sUeR/xiHq81WphZmYGKysr+NWvfoWZmRncuHEDnU4Hx8fHqFarYZ2Yl+oxtiE3syJ402iLOgqDwfmcEe7PQoeI99U54ru+n00Rf9yhUNKhDDf2mjZBZ6RbtZ9GTguf9Ymn0dCxO8Ua5eYBbpubm1hfXwfwfMt03y9IKad3FeSojs/RyKENfnxYgzOaeU0NuR6rTDChKEqFKgITbqS0slTezWYTBwcHyStmiEcb0UlD9w5O3FPlNWceBZeGYWFhAbOzsynd2dnZsUCEkiJiRfIaVXByHh0cHOBP//RPcePGjQvKJVLUbAefPTwYDNDr9dBoNDA3N5c91dM7VL/fx/HxcXo2Ah05HisP+DzrHt1nnTTq5UbHf0eKtMiI61CGkoOJnCKK5BlA2jwmGp5ww6RljoZttN/8NpDXV70zlTmV58jjVyMzilThE3Czz3EIiu3FfuleqpbdjZHKcGRoNS0FCdo/qVMJHlSPar2V3CnSsvt9/o8MKc/ZmJiYwP7+Ps7OzvDZZ5/hxz/+MQCkaIk6NMoPjtlru83NzSWbwfaampoa2sxNAUK/3x/S7WdnZ+ksiYjn1O/K38ggaplyThK/+a4CAdV10XwpzVPToyyr3iIPIz2l8qBOFPOjrE5OTqLRaGBnZydFPCnPOcrZSr0f/XYauWqDnUtXVjASwY9eZ2if3xpyVgPu11XpqoA5Q/nheFA0AUp/K8JTr5v5qlAUMdGJ8yO4B/5gMBha5+0KI0pLAYM+Nwp4kIjsec7In//5n184z0H5mUPY6n2fnp4mvi4uLo7FCxLXMUf1LKqXKyFe82eA4bXgOSPKeuZAg8rbKHL5i4CKKwq9r2CN13Q77xzAicrt97S/XEVAETkTvM5+7QYw8ub4Dv+rN+X3ojSA5ysztG10HksEHEZdc0CvYEhBtV6np8k685CoqampC3PNxtUV2ic1ZD/qHeqC9fV1nJ6e4uuvv8bMzAzW19exs7MzNIxLnqkB17w9osPdQbmiwCd9kzd8l561zg9we+JE4MXyRc6G1jdyvJzHOVvjE2GL7AkjGNHKEn8vsn9ql5Wn5XIZs7OzaDabWFlZScv1uadENMk7pzNy9ipHYy3/VIXoYEIjFYqAdM90IN6jQTt6pNxdwWijcrdAfd4rHw1VFNWV7+TCOHrt9PQUS0tL6WTPycnJFImIIhk578EVYa5cubIC54dCvf/+++lUPk6qjIyYel8qmHy+1+uh2WwOLVOMyuCdi22vvFMlGXk8nq4bAZUZNdoqh+rVO889WpBToFEH9jSYfhS+ztWH15THJycn6HQ6aV+OCCTkvITIMOq1qza04aDQecH2UsCVM54R8Izky8kjO5QrKl0H3g78o3RHOSjRfU2fn36/n4blCCQu42RoNEdpHL3IqC9XCXBDOu4j8ezZs9Q2Hr5346YO3MTERBqzB56P72s0JuIXAZXKhK720HxyzmdujgDbPcrfbVZkFxTkRnLoAMMjf25lsQAAXY9JREFUmcq3CJhS57kN1fccdHM4bG5uLkWWZmdnL5Rd08nVexwa66wNV8QaBmRUQoFE1Jg6jl1kPP1d5qXGczAYoNFoDBlJncTinajIo+G7zAu4OPlP68Hv09NTrK+v4/r166jVaumQLgr1uA1RFFpSJevvUNm122189dVX+NnPfoY333xziCd836MjTIP3dF4Lt3leWlq6oNj1HY346G8dL3TUTU+C5OF998zUc1OgQqDKPJ3fzrMIpJI07OyeVAQo3bvT/FRZRvmXSqU0u/r4+Djtix+1M397FCUC4OwjRWOYv6nkdSBFUTSSz5EYBbz4nBt+9QLdWcpFMJXUQIzKO7rvXq22oYb4GbbWfjFuNMKdDueF8sHfo2fb6XTQaDQwGAzSnjI5w+NDBfpNG8BohO8QmtPN7PM+h0y9c9UTDv5H8cr7Gq9F70XOsPdHT9vfYTo5HRHxxMGapqF6i/3o5OQE1Wo1DbXzoDUfZivihzp2o2jkFtn6WxWme4Y63NHtdoe28fTd45ThbgRyjccPkWij0UiGxpmuYSZXUJq/M1+fURDCMTwds5uZmcErr7yCa9euYWZm5sJYfRFPvbxFQKJISCcmJvD48WP84he/wLvvvps2xWK4UY0624uk7UceclnXwsLC0ESeKPzKMkUT0WjwyT9XuDT+GqqNOqXmrbKj+z5ox9CJwW6UXFb0Hnnh3g3v63MKblRuSqXnu2S6klblNj09jWazia2trRQ5iuRT03YQ4X1Qv68SqZPghtzbxZ/1/6Qcr1x/kdw75zMOekk53aS/i3RABOo1f902nx8OdeSinJelyHAqcROsXq+XtsPe29tDuVzG+vo6Hj58eAGA6eRI5zcdFYJC8plD4L5CiqR6Ani+cVg0JyMXaaAMuZwoP10H8bloflrEczX2XvdRgCGXhgIlHR6KHEuXay6EKJXOV8LMzc2h0+mk+YQRn7wsOYCco5FAIldwva8CoxEK3bWyKOykE4ii3850enVaTg83RwrGKYeAo3EwNXCdTgcvv/wybt26hYWFhXCfjHEaYhwPQ/mvCmhqagqHh4f4+c9/jg8++AA//OEP0e12hwwKeev152927qmpKRwdHaVxNJ76SX74kjFe1/ZTvqlcaCdWo8ff3A9eyxd5psDFyb+6Esh5pG1ABeabTmmnzo21uhzl5mhEY9e63I1Kb3JyEgcHB3j69CmOj4+HZrRHSrHIMDqvrxqQAIaH31xudJK38ttlxe+N4lekg/ReuXy+yqzb7YZ9MopuaH30nn88b32OBlK3smf/5MqpqNwRRWA394xfGwzOzzC6du0a9vf303bMm5ubePnll1ObUNczH5ZXDaBu6sX+DiAdsOdRHy+7Hz4VAUH9MC9+R7pZ+cL6ug5WmVAeRvaQz0XXcoAhMt7epvrbbaHyRus4NTWFdrudhk/L5fOzNwCkvZ9GlXkc8OQ01qFdOeYVhX2K0uSz9O5orOgFMwIQ7UFRLpcTkHCvcVSeUScHYq8kR6XS+XrdV155BSsrK0PDGUV5a56jIhF8xldUaBknJibw2WefpbkRHG/nqhofUyNfmZ6CNW48NTk5meZGOKDSDqaggIZAdyjVzqeGIFfXyCh6ftp2PJGR76ix17QUsER85O+imc1RG6nh047N6xqdIt91PHcwGKQDjyLDqHlHxtPvXUUA4eTgzEEF+TcqquB9zKM6Sq7X2H403DR6Cjj53/twJFuR/nRDpe/Mzs6iXC6nsWzKLuddRY5NRNHwm+blwNOjCtwN8ebNm3j06BH29/dRrVbx0ksv4auvvsLc3NyFA+roPHqdOVbPPYhYJh+mcO/fwYEPI6rujoywzu9yPe/6PmfHXFezP0ey6mCU73rbRzaS6UX2wcvi99VhZxtOTk6i1Wqh1WphMDjf/6NWq6HT6YST0COKgHiRnhl/r14hF1QVDKL5aIaxkgMJMs2HKjxCUSqdjzPTk2Xl/BRLImLgolcfoVOtT4RMgedMPzk5wfXr1y8sjxwHbOUoatxcuI4RhLfffhvPnj1Ly0+LFJ2nze+JiQkcHh6iVDrf5EX56Ebdy5ZrU807GqPMCTLr66DMPVRukMM8SQ5YfOw35106jXrHn9FrDtZIPhO83++j0WgMLdcdBSKiDu0K7CpRVF43/N7OHo4mRcr/smXRPQ3osOQMcQQaorJo2+XKpbpvYmIihaIZydIhs6iPO1EP62/VUXpPy6y6dXV1Fc+ePcPZ2RmOjo4wNTWFGzdu4ODgIEVHGEFRp0UNLvcScseDKzBybTXK0dJhFeDiHDfXKX6f13Leuet+ymE0tBQZ+xxo1Wf0/Vz99b+CE17TXViZx2AwSCCYEywrlQoqlQqOj4/T6hqXWS/HZfvQSCDhSoyZ0MD7rF0KmG4Lrfsp6EejDMDwjnFknKbBjsblLEoeonLm5JCgd9BRfODv1dVVzMzMXHiPij4Kp3lakZeREzJt+HK5jLt37+L999/H8fExlpaW0nwIrat2LEfHJK7SqNVqQ7vneZ1z5cyBiaJrRfXSaxFvib75fI7PmqcqnGjoInc9qovyRt+jQlWlo1EJbpLT7z8fB9/f308KdZSXEIEIjXBcNRAxilwhu8wVKWCVnyiqRvLhULYfZer09BSzs7NpvLnIe4v+5/qI10eJq794aqNHEl1OivRWJNNef+8bXAm3uLiIL774Aq1WK0UfDg8PL9TP+cr/THdmZiZ5wqxfriwa6dPyR/NVfDhM6xjpvSLeRPrO+eY2LnpG6x/di54ddd3bWG2n8oxOFu9z08her4fZ2dl0AjHBne9hE9VnXNsIjLlqQyuhxl+jEXqdQxP8aKjXQ1FuDJyZOuTB51qtFrrd7lDIL5ojMU7dtDGA5wKWm1F8dnaG2dnZtE5X86MHn2ukUahPBTU3nMThgrfffhubm5uJf36OBpWiKmRXyqVSCQcHB6m+VCbu9WmIUZG15hddL+ooei+a6e0AVj86PyIyDqM8CeVlUbjOO5GWSevL/ywbPTQu2wOeh1r5u9frYW9vD81mE/Pz8+HQTPQ7KqO371WhSEFRllQ/RFEK9QbdU3OFHyl3Jablw4FR5MG/L8PzyMFRou7QqKCudvM8LwMiivIFzvlOg0+ZrdfrODo6wtLSEgCg0WgMbQLlupz8UmeKz7LPcvfjiBxAXIZyzkBR/9fnVE+6Y8v6aNTdHdZReRWBAyWVfW3nCFCrDtS5idwMkkPA5XIZc3Nz6Tm2xTgAapTMksYa2nADQLCgG5CQiUQ7BBAKJnT2sQpg7jREzYsNNBicL0uKvOJRXkvkYUdCyzJ6ZIGGZ21tDcvLy0MNOS7DVSgjoVPAop2R6U5NTeHevXv44z/+YywuLqY95+nx+gqKyOixvCcnJ9je3saNGzcubGHOetFAFnXuUZ6PdjTWKQIBEdCIVppQ1jR6AjzfHc75wNnhPr5O2dNJmFHY15VUkZfLeujsdA1P09Ps9/toNptoNBpYWFgYqn8ORDjYGMdT+E2mHJgnRRGqSCFH97zfREMUmjZlq8gpceUegcxx6uuGwesDPJd7dUoiD3Fcj7HISLO+jD4sLCzg4cOHmJ6eTss99fgB1Q3OB3rDwHk0gseDq+OpnrO+lzPCuhxXy8v81fB7nRVwRmDD+aP5adurnqf+dsBJOXIwGzmQUR92YEKibAIXtyYol8tDuyjrYZrdbjeBw/n5+TSkFK1GcR44iBgFmkcCiQg8qGJmZQaD5xM9+OGBVfzoEAUbRtdIa2Wc0SzDYHB+dj07mAqPlofX1TPXOnkdVdj4XtTgp6enuHHjBubn54eGbJwUBETXRw1r5AS+2+3iv/7X/5qWQlEJ6xIqf1ev87nT01PU6/V05oOXUflbdN/zyc2p8KiJp6fk+XGilk4s4rCS5xUBKZ35Ta9CeaH80fbRMdWoXKqc+K3yy3Cjyjz7Djf62d7exq1bt0K+RCDC+XrVohBKXjdVjkVUZDhVJhRoels5sPCVQD5JV9PzMHdkFNS58uiJ80CBps4pUCcr1845XuSiGBFNTk6i2Wyi3++nZe737t3DwcEBvvOd7+Dw8BCNRiOt5mJ5yQutq67SAJCGoHmMNYG0gyIvn+t1lX8dxuV9JQ6FaNpFm13lACFBQ65cqlP4rPJDneVojoTrnyii4c4kQRj1sp4yrPzp9/s4OjrC5OQkFhYWsLCwgPn5eRweHuLk5CTpz8voj6J+Vwgk2AlUmIlMVWmyg+YiEQQU7CyKTgk6WCn9RESk5eg08jhy325odJ0z86Dy18alwV5fXx+aHzHKI3Bv1oVHSeuvz3Bt96effoo/+qM/wne+850LCJvgQtNV4RsMBuno3maziVarhevXr18ov+ZbhFL9nhpUrxNDasBzJePKXevhxp314G+tpyombTMHNUybdRwlJ07MW5XBKBAEIG017AfY9ft97O3tDW1f+02BQW4o7DedIofBlTkNQxTNHEUOTlT2vBy6TwHwvL97eXLeeJTvOACAThq32Gc/Ud04DrlRVB2p/cP10WAwSBN/+/0+Hjx4gIWFhbQJlYMF8kaJzkm/308eMpc3R3rXeVBE9MJZp8jwe0RD+z/bi3VRJ0j1mOs0jZTl6uDvufx6NDhyADSi4emy7bzdHLSoLSV4azabODw8xP7+PhYXF1GtVnF4eJjkmvsNeXki3o7SLWNFJCjoLDQRM5GPMqEIROhQgAMJDw+xIrkOr/ddWEdVOodAnaKoQqlUwtra2oUTMV1IFIWybqMmuGi+mjfT2t3dxV/8xV+k8zxU0anQRWVRj7ndbqPdbqNWqw11OBXUSLCVX25A9b+CCmB4zobfb7fbODk5ScrHwYnuPaGykQtjavp+3flQ1EEcNHn91ECpcmMb0CgRAHG4hUaKS20PDw8TkIiMqPI8onG9+N9EYv9xpa/39Tn9re9GdddlepqWp0ve6hHYekBWpE/0PZdXz0vBbdSfNE2GqTmckBv+zFGRLEQyRL3earUSgDo8PMTW1hZ2dnbwve99Lx3UpWPqGunROtI4lUqlBCrOzs6wsLAwZCtYt9xcCQX5Dvwjj11/qwPIew5EXDfpUnIfStV2GwV8RjlewEUQ5Xpe38npJwUVOoGbjiJ1KaNsx8fHaDab6fA18vWyzkvRc4VAwjstOxc/PmFDQy0+zOErONQzVwOY82q1PM5U9UhznZzPRgYhtxlRyLDJSSwtLaUQ4ChSAXJlmPN0FICwsx8fH+PLL7/Ef//v/x1ra2tDY/CRMouoXC6ncTMAaQ+MqN6RQSu67x6+gyats9aPY3a+WZRGIXxjM9bFyxMBUaYFDE94VK8yBz4jxe8Agr81iqL3yRtXUixPqXS+LwlDv9+ExvXsftMoAg7K1xx4IPlqME0jMqpFfPIhMf12OYjKogYnAhQqZ6qrtJx0uHR4wEPpOScoykvJjSef6/f7ODw8xOrqajpLg0BAy6JgyKMCmh/bT0+45TtFOsUBQRFgIEXDDD4kzWu0Pep86ZCjOmNaP+rY3MoZtzsR+I9ArJff38nxidcULJHfesAcjxDnLpc8UFGHdnN5RjRKx4wNd2kcWBj96HCG32OndgDicyWiUHNRJSIjHnVwfTYKuY9Cmt7wlUoF8/PzhSFHbWAKZ1E0wssQdZqtrS289957+PjjjzE/P3/hUDQ3om4geb3ZbKaZvYyqeHQoFz7Wa1FIPxd6dvCmwIDvct08+QwM72TZ7/cvvOP5a16suxrvSLn6f41WeAi4iBwEKqnsn52dpTkf9Ara7fbYHdrz1N9XDVCovCgocL0Q/Vfdou9FfIjk2O9HES1/zqNbmnYObOeABe9rGnpsudbVHYVRslIUuVP9UCqV0pEGS0tLqNfr2Nvbw8TEBK5du4ZGozH0Lvkb9X3OBQKQVgwA5xOdc1szO0Whe683oxzez/2eLoskGNKonw51eFvmIkE5B9Xf198RoIjkVfk6ji7Q97Tu3N0YQBoqI9BQHZmbr/ZNaSwg4R6Bd2ifRFn0iTyICKV55yaNMxasSqloKWaE3Ek6mZEhoH6/j9nZWczPzw8hT1dCyrdc6DVHXudyuYzj42N89NFHeP/99/H3/t7fywoBDacDCvKh1Wrh+PgY5XI5nQqXixapgGqnU/4zksClR9woikZfP/RQ+GEomZ647g+h7aZKgvXziVPeBrymisjlgB6Je4VAvMY8InovEUD1YSIFnmdnZzg5OUG73U6hR49WXAbgFl37TSeVN9cPkW5wEKG/+YzrF81LKYrkab/2CcfaxyPdVAQ8IgDiEQZfgh3NL4jKPm67e6QTOHcslpaW0Gg0sL+/j83NTTx79gzf//73sb+/fwHMsJ0iA16tVoeMOOug0R7t/3xGdb6T6ygtj4MA7b/6jDok2h6qlzxqomXib29/bYscYACeR7tGgcBo7obLSASwFfhQt/DIdd2BlL91a/Oc7OTsW47GsnC5kItXKAIL43SEXJ65Tsiwm4MFFST3LiIlkFsGA2CoE2vnWFpaSkZY04vQpwqhX88ZQjVCg8H5mNenn36K//k//yd+9atfpc7qwk2+ROicZdvZ2RnaBpt1086tYMHnYPCaGnxNQ6MNTMs7lcoJcD6Lm2O0GhZVsOJRFo9YaB1cATAC5ojfFYF7WpqWAyhXWFHI2If3XGEOBoN0uB03plI+ucxEcpQD51eFoogCcLGPqFGNHJlclML1klLEL9VVXJ3ggNz7uUawImdL31G5c3kg2ASGD6eKaByP1WVDZZZz0lqtFtrtNt544w38+te/RrPZTLP7P/vss7Tng/Zj9j8tf6/XGwqjA0ClUkGtVksGzZ0UL6feV9J+raBCDaS3i+p89kXqLaalm+8xauGAw8GTgj/X2ZEjQL4VAVgtu/dp3nd+uD3U36VSKQ1lsC2mp6dxcnKCubm5dO7G8fFxGu5gmcaRqxwVAgk35loB9yTcu3NlQAZE3prmp0ZB32Eap6enaW2yUxTuivIBcEGY9HldzqN1mZycxPz8fNoL30GK1zsKtRYpfPduZ2dn8ejRI/yH//AfcP/+fbz55ptDXj87NQXR53poW+zv76ejzrmpjPIiUrw+a1wNpCpwNZYaxXFgF3nvBB0eTtTOoBO33FNkO/A/0/eOHXmP7h3mjI6DEzVw3tbMK+qU09PTSQHymYmJCTx69AhbW1tpady4HdrrcJVJnQIHZ6OAkhtNpXE895xx9HdUTtxJ0j7pnqSCX9Vlqk85NKwbmrlujOpRpEuUHJTxdOZXX30Vd+7cQafTwf7+PiYmJvDKK6+kVUbqVKijwjLp/IF2u52ASqVSuWDwoiWYkY5XnjJvX/6t2+E7vyNjGzkRqs+icqlDk9PjDjBVzylAUHIQ4jKheTI9lwXKlOpinRzMrc5PTk5wcnKSwBT3QAKAvb29NKckB6xzMuj0jc7aiJip/12pOgPItChE5gBCG4RAotPpFCpczVsFqIgxqkz8nr7PA2tYB6+3K4BxSTsncN7hW60W/vN//s+4f/9+6qBcyun7Y7D8iph5r9vtYjAYpJNKlQ86izcqu3eEqGN4HSL+RTO01UvQNF0J8hqfJ58pQ64sonJF+4lEeZAUBPkzHllg27ONNF/3Qn1uTb/fR6VSwb179zA1NYX19fULq1fGJQdAV4W0L0fGV5/L9eFID+XkwYlpMHwODOunUWXm804RoHdSj3xiYiLNJ3A9GuV/mbqRuDyQcre0tIRPPvkEjUYj7Y2zvb2dnA1OqGc6OqlYHS8O0+lKAJ4+6c4j70f6Iqd/In6r4VQd7Nf4vM+X0jTVCWGb6KTXnD0gaRkj8Jl7T58rIq+7llfLzPsEQqSjoyOsrq6iUqlgeXkZvV4POzs7aLVahRO9xwGtwCUmW45D3tEVDOh//lbk6Gg+59VxD/FxDLZ6wk6O8HPKif8phHNzc2mJ0183aZ0nJibw5MkT/Mmf/AkODw/T+nJFux6W0s6j4KvdbmNmZgaVSiX0dEYpLffSNQ+/7oqdz7inSaJiiiISCh51GKPIYObkhmWKaFyDo8+r0lEQ6fzw9xx0lsvns/V3dnawvb2N4+PjIe9mHLqqAIIU1bPIS4red0+u6H7ufW2/aPa/lzfyUj3N3PMevmZUL7diI6IcMCH5UB2/W61WmnDdbrdRqVTQ6XTS6aOHh4cJQKhu0P5OfUhg7HvEuJPl5Y6uu07mdw4sRvbCbU8EAKKPR8mLHFVPy8vv5fS6j6IcKI70vfNM55IAz6P49Xo9RbNnZ2exsLCAqamptBFZVLfLlHusoY1cR/dKRwUp6ogKJjysk/NuOcs4F37O5aHPFNXHx+M1PUYkcmOX41BRg7j3+uTJE3zxxRc4PT0dChXmjH+E+nlwy8zMTJinD81oOYr45PcIBvhbPS01thEA8qgC24zAgUBOowpF0QeWQSmabJkDmrloRBFpVMXrHUVMOAZOPp2enmJ/fz9tAuRGKVeWIm/3KlORJ5QzQqOUX6SA1ZCoAaE37ZTL5zLt4O9TFrhZXBRqz6WraUXl9eHEXq+Ho6OjtJXy1tYWXnrppaE5B0xT+58CCTVsXE6o4XW+WxSh9euX9dK1rSJAoDpEJ3/6xM/LAHZS1P6RUddyFj0bpanvusMGPAdyOuQ7GAzvLq16+ODgAIeHh0mu5+bmsLq6miJJWuai3zkaCSRGVXTczDziEKHlnGehjcHZ7louLVtkHDzkU+S98JqP0ZbL55vF1Gq1oVBXbmx2FI0S3lKphEajgaWlJVQqlRDFax3UE2DH7/V6KRrBcuryW36isnj7RCF+5ZULvCpmLa9GFji7GBjeRVCNvEYjchvYRMYgQvU5I6BtzZDhuCBCh+MiXqhRoCJjvpxVPRgMMD8/j2aziZ2dnaFJUFFd9fu3gaL20ut6bVzAoL8j4KC/KWvsDwCySxYd8LrcO8hXUKj91fWUAkoth/MjVx6WiRRFyMrl5/vI7Ozs4P79+9jd3UWz2UzzIhj9BJ5vGqVLzTl0oICCfbRarV7gsfYD95T9Ou/pc5ER1fqQx5FD6s4I02J/1Ync2j5FDqc6Mm5D3L55++v7nmcEivR5P6fKSXWnr3Apl8+3Lbh7926ynZOTk1heXkapVEpzW74NjdyQapyOm7vujHEB046UG9rwjtJut9PhMkVlJuUiF54276mi0M7MELQCiUjhFSHNyMj5s+TH2dkZ9vf3h5aeMg0NL0ZgolQqpfPouUacHUef06WUaqR1BYV78qXS8JrxqK5ULkS6/K/fvH52dpaiJbpjaaTwyTcdG2Va7gkpGCCvPezqPFfyw7z0ebaBGwLlH/Pl86qM3TBwJ9hut4t2u416vY5arZYFTjp+rwrr2yqD/9dUBI5yCtlllNdzaXlfJd84v4Whet/5LwdWovy8z+fmH+kz7HMakaCce7SkiCJ51HtTU1OoVCo4ODhAu93GjRs30O12Ua/Xk37IGXF1BObm5tJ+ERqRUHmkfvFhwImJiaEVFFpuIJ5PpSCcZeP7yhefiE0gxHbVIx5Yp6ifMz+1F/5b5Yh1d7vFcuqzWl6POuizyndtj8h2avtwZ0tNv1arYWdnB1tbW1hfX8fs7CwmJiawtLSUhreKhtJGyd7IY8QjdH9ZcqSYuxeRdvx+v49Op5O2VOY1jzQoY6O8gIubq/gWxepFlkrnm8XMzs6m41hHUdQoo97TztRut/H5559jcXExeQaajhoT1ks7Zb1eR7fbTctFlR/RJk0amXCFHRkoXXapQw7RpEb9rwoHON9dMzLaOh/Ey6Tyop4MO5quUddogZJ2bA8la4Qip+w8asE8qDg1DXZqPfOE73ITNyq5weB8me76+npooNSAqRH9Jv3yqpLKE/tAdN+VesQjtiONjRtE9T5zDoBSZCSifuXRKS2LnuaofdxlYRw9FJWP86U6nU7aqEjD/6y79j3mRT6pvj09PcX8/PwQ+GJ9nNdaDr2mbRWBbQAhKOG7kf7nPebjq06Yvr7nuzXrswqSlHKyoXrAHegIeEby4gBE+aKyrw4oV2koEBwMBqhWq6jX65idnUWlUklbAbRaraH5ZzngXCRvI4FEUcWj5/k9yrsY9Ru4yHQKbc7zUuWSMx4uoJHRdMPEhqnVaqhWqxdChhFpOp5/1CA0yKT9/X3cvn07HQ6m41juoWunB843mWk2m5icnEwRFEXXaohziJzXx1FWLAPHeTUN32kuUqy5PCJ5UgDhBmJc4ffhF02D1xUoRAoxkkEHMQpkdLMhLYP+phLjgWpUzlEExUPE3xTk/78k5+GoSEIujUhZK43iC5WvHsTnZRtHn0UGhd6qgxrguffM8D69fQ9hu3H1/C5DTH9qaioBir29vVAvss96BFCPowaQ9puIdp31qIZTkaF1oK7Edi+KZEfAu6gdVe9Hsqnt4OAuMvpeJ09P663kgCoHTh2YkicKCvV7ZmYGnU4HrVYLrVYL1Wo17W7M9vOVMF6uHH2r5Z+kiCmRgLMxvaPlyA0JUWVEqqSLQry5BmQjOJLTcbuZmZkhZRPVQRvBy5HbVjtKb3NzE19++SV++MMfDuXhHhLvscy9Xg+Hh4dpTke///w8CyorT0u9Ly2TbubEfLxObhAJHpQXo8J1Ef90zoRHnSLeRVEWkoIozzPXYdTguyflnRuIIxS+qZnyi3VR3lMJnJ6e4vDwEPPz8yFv9Ld//n+lCFAAsXy50XSwpmm4YRpluKN+mSsvjwxnP+v3+4XbSeeAUhF5vXTrau4rs7u7C2B4n4dcn9DIBHUEhyqYXxEI0vRyjp7LsRvmXB/wexEvcobbHcgojSK7lStzROO0n9fZ31dZ0EgN39U6ka8zMzNpOKrdbqNaraZt2TnP5ZvqkJFAYpyERzG8SGm7Ash1et7Tk9rGrXSRp5KLEOjz7v2RfPywSEDGiWCwnCcnJ7h///7QiYQsT5HhGAwGaRMnbn4UgSovp4Mm3o+AT/Q/MnYU5Nw4f05hKHDIGcsodOnvsz5qyKN5HaOiIjmPSpWqhme1XuoZKNjjNfJHPVa+w2OdvW5RXfX7t5kcfF7WGy+iaJhB/xcZqHHu5xwIRvIYam61WmnDoCj/UWkW0dnZ2dCKN0Y+cl6oDneyT05NTaHVaqUoG5fCd7vdC9HIXDkjhyQHwNRpyhnvXGRLQb8+n2sjBf+RTRoMnkeXaLz1fk6vRjYtAiUu35Euy0UoNC9GiPi+Rr5mZmaSnTg7O0vnZJ2cnCQ5jNokB2pIfy0RCWdGZOiKEJwLcM4w6fbM+t43UaDeIJGRIXEMn8tnnHJG3T38XJQGGDZGx8fH+PWvf42NjY2QF/pfjRzPbWDIUoGQT0IaRVHYX/P28FkUfi/y6vmcgyONPkRRCDW2Ub5eB49EaPlIzhPtfFGnZz5FQ2i6rt4nsXl5fXx3MBhgf38fJycnoTLy90cpyKtIRZGE3DX3hl3BK5+K0ormBkTlcxrFf3+HipxzryYnJ3F0dJSUfI5GASqfgEji0j9uj9zv93F0dDS0SkRlUicsAs837KrX68kADQaDBE4cQDPPqHzcWC7indZL+1g0DOJ93Pu2psE5HNrPIjlgGTXdSH+57lObosCsSIfzvg7VRHpCdUgOhLANdC4H3+XcFTqXBJWUu3a7PRS5vqxt/UZAIjKaOQ/BEV1OIeaAiKOz3JKdccqsqxR4bRxUXy6X0W638ezZM9Tr9aEhFEWKo3gRCa3Wm1vXbm9v48MPP8Tq6uqF9FRQvP6dTgedTgfLy8sXVpY4L1ke/o8mrblAOk+0A+l4ZTTHQIGSd1a2qwq+PhuB08Hg+XkI7nkoCGA+znevp1NOyWjZlQ8KRB3sKqDSrcM1fV1m1+/3U1vq/h/KH20v581VJve2XKFF/So3LFGkCF25a9qRsnfHQ9/hRwGhPuuAk8C+3W6nFTtzc3OYm5tDpVJJZ1bkhmucXznSfslh4Vqtlo4KB4AnT55cME78rauzOFTKuVcKujgBM2qj3PJy9v3IEfHncnWL9Jjn733WgcYo+fD8ve9F5fEyKQ8iW6jAz6NAWh8vezQUo+VVnarLivn8yckJlpeXUa1WcXBwkGQu2sdklG4Zyz1VQ64Fj577plRkMPQTIfVR4SsN/3j60cRJNYZsnH7/fOnp48ePhwxF0bh97npUbyoaRiN++tOfplChPsNlla7IuOXp0tJSmkCjp+aVSs/HM11xMA+fMKU8d3DAuvMEPS4D05Capk1eK8/4nLaZdxRX7uS9r2LRzlgU/fF21/bX8qhxYD2VD8oDbQflu8/bIX98Xb7OLeEY5t7eHjqdzlC5tfwOzH4bgETU7/k716fGSYuUS8Pb0wG0fhxUqPyqHHoEyiNjjFpxFdpgcH4S7vLycjpXwsuZM5ZF9VdQwPMzONGyVqthbm5uaFtuvssJmbolPT3Wcrmc9qZRsOEAgu+p7iFf1AgqwIqAQxS5yIE9LYde0/0k9H3XOcDwLqBeL88jKkvOlvE9nYunskJe6ZCTfnuerpd4je/rlu+9Xi/pFj2RmXLH+VmR/Rynz11q+eeoDMbx7j2tXIeN8uLsag85qcfHa16WSAD4DvN0Idb0ZmZm0O/3cf/+fXQ6nbT5SlG99Pc4QwqDwQCNRgMPHjzAK6+8EipTTszS8na7XRwdHaFaraJaraZ7HgqLUHw0fq91B3Bh7bWHkIHioSECAAqrgjSPOClw8c6uHduVl5Zf6xN5OmoIlK8OTpxPPl7pfOKzGrYtlZ7vIwA89xJUuVJedayaHZ71iTqz8y3n1V0VGhVBGEe/RLKZS4/fLi8ODhnJjN7XNKLyuvL3PsNZ9N1uFxMTE1hcXMTjx49xcnKShj5YlnEpimTQeBweHiYdOjExMTQE6nUnUUd0u10ASGWKVmk4f9wo++/cMGVUF+aV6w+5e1q+XPQqskUOEtWuqA7R97UcmrcDUZcftxejSJ0mrVM0JKvDJvzPqGev10vLjb/NZMtC61ZUoXEyjEBHhNCi96JPv98Px9xU+IvKpcqfBtnLEIWyNHR99+5dNBqNC+nmAFdkcKL6lsvlNKxx7949rK+vDxkSei/aedWr6fV6qNVqQ2WiQnUDqQjXDTX/ewcvMsiK+jVvD116Gt7Bc2AyZ0RJCpqA4Z3xXAnpt7dRVC7WSSMAWlatmysb5YWXxQET70fj1UqX5dP/rxR5g6NIFa/+1/T8Wd4b9VykC7kldrPZTLuZLi0t4eTkZOx5EhE5IGIkbGpqKs294cx9H5Zj2vR2daM3rtSYmpoaqmcu0lgEbCMZzt33SEJRGm7clSc5HVzESy9fpMMcMPJ6UV28jEWyqnyOouf6iXSKH0ZHO8oTQnOrCXPliGikmzxOZ4wY+U2pSGA4QYTC4sMKlynDuN4N82Ao6unTp9jZ2bkQuh8lBJqnG23gvMGbzSYePXqEL774AgsLC0MeuqNW1p9naUxPT6NSqQyFD51PRQLNdJ2nUcSH1zUtNbh67LfOackpFi+XXyPvtP5RWjrnwsse0SgZ8HJ7OYuGOaJyabtoXRwcjuNN59r1KtK4ZR/nmShaWQQA3Njwveh5p1GOVlQv/c+D+DgfplwuY21tDYPBAO12O+m6KO0cubFROZ2bm0O73UapdL7KYnd3F41GIw2FasST/ZcTzXWMXYExDRSN0Sj5jYY1VC8WAYVI3tV45oYucvrCy8ln1RHSd+kouC72e5p+Tn8VyaG+Q75oGhH/1Ck8OztLw1CDweACmGCanU4nRZk8b6dRfa8QSPx1KKZxEGd0zQWDgq3rlaM8ihoIGA5L83/0DDC8vpwd6Pj4GE+ePLkwoa5ImUfGQ40QG/vo6AgPHz7EgwcP0jIdrZcKd6l0Pi+Cyz25v4UKmnYC8k+/c4YvKqd3ZI7N6fpjTZvKx8d6I5Diofnc86SiJaVO3iaO2FnWCFDlAESund0AaVRG28a3dI7kb5yhMC/bVaUo3FtEl61rzqPl/8FgkOa0KLADhtsiArZR3/E253UvDw1zt9vF4eEhms0mbt68mY55ZsSgyNvN1VXn6DACMTs7mz50OjhO7l5suVweOiiQfbtSqeDk5GQIFJM3Oc9W0+U3nyuKHiof9ToBj84ziPoBr0fztrRc+l+dJvJe84n6pbaltnc0LwZ4vgdHLnKpeREERE6I8o7vkdSRU0Ch75ydnaHT6Qzt6qwOYc6uRjRyaMNR0behXBrO0Nx9oneSG0xHhLl8tZH4vnrv/X4/NaA+w90t7927l9ZSR5TzgNxwM6zIvHmUNO9HY70U7nL5fCWJbjDjkyLdSOsnmnzkz+sqAgUNuqpChVVBi6Jj3yzKy+S8KzIUkdfBNKJJRw7gmIaW2UEWl1r5eGM08cmVTwTiHDx4fbRelDse5qXyMoovV5XGVVbjRhGjZzVqptcoo2xvgmRSEahzY+fzEuilevmZJ4/y7vV62N7exrNnzzA3N4fr16+npdxFG1R5+VQ+dFiUBqNer6fIR6VSSSd+ckk79RAn5k1PTw8tCaxUKheGPMk71Vn+8bbxsmk/idrYh2JVB2jfVL3qzmJEEchjubyvuU72KEEuqugT3KkLIucz+p+LsvB/BLL4O3J8fHiVQJLLebWul4l4joxIRAUYRZFBzzFD7xWhd3Zw3VAlMhI5ZBeV0Q2qMt69bHqtCwsLuH37NhqNRjYEOspj4IxZnUjV6XTw9ddfY29vD6+//nrqwDoBRpEkD9o5OTlJm4hEdcp1FvLMow36fo5/ubE655Xe4zWPwijPVBnkvAx6Cq6EmCYQH86leeg8hChiwGdoXFwpuvF3EMprfn6LlkNBqtaDedZqtcIx3UhJFHX0F3ROHvVSMOsRCe/fOQXL+2z3CPhFnmO/38fs7CwApJM3p6amsLy8nFZZ6ModkuYbAcgI1ExPT2Nvby9FVY+OjpIjw3S07AQN2mc55OHAmPwaN1LoxoykbaN9SZcxMr0ix5FpeOTV+42T96do6SrvR9Em1Z1R5NJ1m74XOX4RYHA5HMVz5SXlgqvKWD6uuGPbqL0Zx4kBvmVEImcwvQDeabUTRp0y18hcvqIHw2h+qtA17wi46HNaNjfAakSIyj/55BM8evQoeQsRasxRuVxO29OqUO7s7ODjjz/G/fv3sbi4mMqnho+CMDU1hXq9jna7PTSm6YBMhYjXtd5Mj0a9CHQp70jewfW+5uv7QmikI/KmqCg4NOL8pRekebKj6HG7zncdK/SolPKDHobKicuGggoCPh/K4bdvvuNliiIZbJPIAOUMyVUFEjnQ+H+Dcv3G72lZ+YzrLPdGPR99n+9wi2KuvBoMBlhdXU1DCAQSCkgjb9tlgs9QjqvVatKdnGjJlSJaHvZVbnvNPko9UWS4va9ENiMXoXH9mbMP0SeiKO/o2cjRcnDjfC8CCXxfnY1R4EIdXwdZHtXic9puuQiQl4np0Z6oHWXb546gGEXjhxlwkYGRAeFzkXF1j7nIEPlvDa3nnvVOrB1bz41QpvJdF/AofK3I/P79++ls96JyO+VA0+PHj/H48WMcHh6GYXBNkxOlOMGShi9nFF0JRENCLqw05OqV0EhGAuc8VKKAK+p1YoeJlIMrDkXQowBoVE/dy6FoZrxHKXiN/InASKRcPCoRKRMH7KVSCY1GI1xiF4Vii+p/FWmcunzb+qrhjYylg7TIkPs9l5NcW3lf4NLMVquF1dVVLCwsoFw+n4Cd61e5OlE2+/3+0DBFqVRKW1rTKdMQvC//8w2KfF6Y55uLvjmPvD6j+nDkGEaATttgVARdQQrJQVWREx3p+2hoRnWPl1PtUxEIjcoQ1VGfUTlkGXTSPh1Sdb4oE7l2KqKxN6Ty3+MY/3GQZJEQOVM5JODXlUk5ihRxZLQ0tKPGTd9bXl7GvXv3kqJXBRR1MP+v9S2VzidN3rt3DycnJ0P7U+SGD7gL2fT09IXojFMUtqdnrlGXHGndo41nSB4y9jJ79Cf6nctX0+HvaLx7HHLw4N6d8ytSJgpGPbKieTiY1veV9xE/JycnsbW1NbQle66fRErxqlHkBPzfys/H+Wk8SS7DUdlc+eb6fWQAqT/29vawtbWF+fl5XLt2DdPT0zg8PBzawZXvehnUEBG00zDoMj9GVXVYVZd4AufzraLlpypjOdAflauIVC+RF/5xUKZ9j7qA+t/nXCj/Hehom2q/J0Xve/RQn1PHzYfXXZ/keOF9QPmt0dnBYHBhSecoHiugAJ5veT41NZVOteYEX633ODT2HInomt8vAhz+TgQoikg7RoR8I6+giKLIhealZfJGWlxcxFdffYXd3d20fGYUSPI6qhJptVr48ssv0ev1MD8/nybARDzo9Xqo1+vpUK5xQUBUVw+pRZ6388zDb5qPdu4oKuXvjNP+zFPvR+HcKI0oWqCKQ2cw+4SoHDmI8PxcjsYBOJoff09OTuLg4ADdbjc0HE5XGUQAFyepRTTKoRmXonA525/DUx7R06GsqLyMChaFsL0fUqdNTU2lOQy7u7tpngRloNVqFTooDnD6/X46uImggid8Hh8fo91up3s6TMg+USqV0o6bnH81GAyvbGF+3te9/jqx0svvetKj1Np/9PlIDxX1c+WN6pIoMuugPNpzx/PRevgwu7c9293JdafrbgUN6jQTDHjUdxQYGAzOD+7iniDVajUNt3t0exwaax8JkjJEKxwBDn13nM6eS4NEI+o7W/JeUYjay8u6qKJwwSxCq9VqFXfv3sXTp0/RarXCeriHmKvbxMQE9vb2cPv2bTSbzbS2PPJ+BoPz9eWNRiMdtuJl944XeapFdYuUYNH7UZ7aMccNDxcBO0fzVHjMW4dfok6aizrwf/SsdkqnHGDNpVnUKZX/XmeOYzv/tQ/q92VCkb8p5HIagYlxdIM+M050Rr1ZGgAaSRpX74M5QOd90PuBg2A9JZNGf3p6GicnJ9jZ2UGpVMLa2hpqtRp6vR6Oj4/T85EOVj4xDw7fTU5Opl155+bmcHR0hKOjo6HIbr/fTxGLcrk8NKHdeesAPBqXjyIIOR2jvz2y6x+tp/OU6esSTI8iqe6JQIobcuoWtw1RVMmjkP3+8MoR52FuLoLXQa9rGXwivvLC20Xrrt+6meHExETa4XJcB2go36KbrqBGdc4iQJEDHe5temPwHlcqeAcg5VAeBVSRmpZDG0i9cnolfEcV3eTkJOr1Oh48eJBWb3iZI6OZq/f9+/fxySef4ODgIDWk1pvp8wwGLt3S8Gsu1OntonXWukerV5iOI3JNS38rjyMF44qPZYwUP5+PDK0rbe1UzrvcNtM6AVTvR0Y5Go+M+K3ljfKMAEXED/6mx1oEFMYB6b/p5DIUyUJOlnMU8SqKpPGju4lGytnlNJJJfucAheqJnPE9ODjA/v4+5ufnsb6+jlqthoODg9BLzdW/VHq+460Oi3APCZKfBwMgrYw7PT1FtVod0nvAsD4iqdfuQDCKcOaiTmyHnMMRAbRRkU99N6drWC/NL5qLpwBK66oRCOeXt3MU+S2qI9NwWwVcBMzaLvztjpPboGazmYBjUYRnFBUOsKunH3XunNemiIwMUMOdQ0iar//XzZccfPAZPWCmVCoNIbZc2Ic7t7EMLJ+iY792dnaG73znO2mC5Msvv5yOZ2W+zDPijSPTjz/+GLdu3UogQvNhebvdLhqNBnZ3d3Hz5s00ecqBgIIirSs3n1Gh8jXh7t14lMc7t5bP0bGWRa952qyz8kYBoI9f69wOPRI4Ol5e84y8Ck0nqqf+d4NPUn4W8U/7gfPEQVGUT1F/6/cvbnN81ej/BiAq0lUe5naDRlmM5Fp1BEnbykG4yiepVCql1Vi7u7t46aWXsLKygoWFBRweHqbda6N3NQ0SQXSv10v98+zsLK0SUY95MBiktNWh4ARMB0xehlx9+J27FwEjtw+jQBOJ7VLkSXvaet3bS9OlbvNTPCMQ6TzJ5Zdrw6hOTE/J66r6rSgqq/JHm8DVPEwz0uOj+F8YkfBle6OoCGlGnisLGv3ms/wmUva1zUoedWCZFJ0pudHlbxo3HT9kJ+P/paUlfPXVV7h79y4ODg6G8h0ntMqGbzQaePfdd9MRwrmVLMfHx6jX66hWq0kZOM8irzka+9dIAHDx2Gt6wc4XBUmaX9QB9boqY6bjy5fc0+OzWn6G/Bwc6Cl5XJ3jSzw1YqB1zbWNPhMNm6k35CBKyxu1iQIPlWUvzzdZl3+VKedVuhcVPeM0ajiJaXiEwEPeAIZkyb3FqIwsZ+SlR54205qdncX+/j52dnYwGAxQq9USkOh0OheMWBEPuKU1l5Wenp7i4OBgSIep/E1PT+Ps7CxFfLnBXcS7qJ/T0I4ri0WGNMevInDCcnhZI50fvZtrLzopvrdOBCKKopFal8sCi9xQQxTtUD2v+t5PG+W1wWCQ5h2qrbwsjTVHIvrknh33fWWqG02SNmav10sTG7nTmgsKwQLf8/G8iCKA4WXnc2pUpqensbW1hYcPH6aJTD48kPM+tG6PHz/GO++8k+oUof1ut4vj42N0Oh0sLCwkIKFjaeVyeWjijQqM/lejqoZY77l3G427uRIu6gw5peerQFw2tMza3jqHhPdYd0YXNFTp4M6ViYed9XrkCUS/S6XShVCxKxdt05zXoDz25c7+bOQFX1VS761IT4zSPdpf9T2lCLhFMhjJohoODWN7eF2Nfc54KXETMjoMp6enmJubw+LiIjqdTtpjwtOP6khnoFarpajCzMwMnj17hnq9PjTRkuPjCopPT0/TpG9vl36/H64UG8d5corKH+m/yLjxmSgS5+F9Ph8Zdv2oTpmamhrii+5pE7V1LtqlZY3y1fp49Ed1XrTJHuXOV4h5hCUqi8qlAqSI1+MAi0LN4wrWG/yyyCUyspqPk+alQKIofSBGtE4+duedXecqaDl1ctbExAT29/fx9OnToZ0bvWFZDi/L6ekp7t69m7bbjpQNPYlOp4Pp6WnMzMwMedwKtrTuufoTDHlkx3eJ1CiOyoECKveolZ8RuYIY9dsRNHnuk1E16qAKw9PSOoxLmr5HdLQ+7qH4O5H3kCNVhAxNjyrjKEP1m06RUR/3PW/3UenzP/vB2dlZ2tTNlW8OXGqe2k9cP1LuWC/m6zJAIDo9PY2dnR3U63VUKhW89tprWF9fx97eXnY1lxIBwvHxMSYnJzE7O4uZmRnMz89jeXk56VDm3e12Ua1W0wohGlEeGBZ557lzhlSH8D+fV177REHls95TI637CGk+BEUO8KNyuaF1UMg6sj15fpHXKZIRbUeWx4Go6oRIxn0nzQhs8Lp/k0fRELMPsep7lFvd7VejVkpF/XLkZEs1pm5YtWCRgEfoPgIlRc/zw/XQpGjSjyNQv5bzAqOyR2jZw+Krq6totVq4f/8+ms0mAISoNZdnp9PBp59+ivX19aTInDqdTto3gis1cmP6jpL9P/mmGzL5plMueMpbfceNcqR09V1tDy1X1MkVOCjPeC3qzJ5fBEj8WQcC3lE8shOlURQ+1e+oLk5RH1MgUVTeqw4kHIh9mzQiIOn/1TkAhufqsM3cEHj6RW2QixZp31QvczAYpAmO+/v7ePz4MY6Pj7GwsICbN2+i0Wig3W4nEKNOjRNlZnd3N+mOXq+XJmkDSI7PzMxM0qvcs2RmZgadTudCBEY9Y6+nA+hS6Xk4PQqrq97VZzzqqWl69NkNJt/xfutzG8hDfY46VQENo7yUhQj8O9By/eX5qi5UnRvZw8hR0yhCpBf4XmRLvPzaB8gnnTPo7xWB2JFzJNwTjSrnBXPQ4OloGrmohzK23+8PbaoC5ENaRZX14RBHpNrQfMbXNXOyX7/fR61WQ71exxdffIG9vT2USqUUOXFP0pVbv99HvV7He++9h42NDZRK8bbMR0dHaDabKJVKmJubGxqK4DOu+CI+OJjwax7ZUJ76/2iTJH+/SPgiQxopmuhZ1o8zy92DKco75wlESt7rl6vLZcZhc6QyoXJChe6ThqN5F/p9FSkHfEe9U0QuR7n8eM+HktyIuneqeXhaUT08iqHENl5YWECz2Uxb4FcqFSwsLKDdbicgoR5vFEnkacCtViulu7Ozg2azOTQXZDAYoFKppCXsXAlGkJPro0oKLnJedlG/dn2vRtifpbHTOngIX9vIy+7yEtVFdQGdNgUEet/LqXxlfpHuUhlyh8nLEzkvej/3nubJckXtqavCouMWcry6kGfRTTf0FNoo/BQpYabBb30mBxzcm6dxbrfbaDabQ8u0XKkS1UcM5X2vBxmp8wt4n5u6sBxsWNZ/enoajUYDd+/exaNHj1Ie3W437QHgRpsNenp6inv37uG//bf/NnQEuDZYt9vF06dPMTMzg8XFRUxNTaVtTVk/Crt2WJ7loZvSKC8YxlIwpgDAQ4Mq8PrRk+2U5+OE8YvAhCpa9RrUw+cKHtbHvZkoD+84zEcNCNPQk/AiUBMpQl4nPyOe6vsstw6Xaf15MmQUIdKy5PreVaNxgNBl6+iGXK+RZ7oFNI2TA3+2l743qtzueUag2PvgzMzM0HbZ5XIZKysrmJiYQKvVSnMa1JlwsKs75PLZTqeDZrM5FM2krHH4gXqE87W+Cb/dG44Alubv/cW986L8HUQ46bujnAivgw8/OdDRa7lyRgCzSMYj/RLpSP0dORa5eqn+ob5RvjO9XESjqOxjTbbMGd9vImQRaNC8PG8AabJhq9UaCkFGFeZylqhsVNjKEBcw/a2hR+5Z3+/3hyb11Wo1lEolfP755+mIXnZmNXZev+PjY3zxxRdDBoaCx0lQOzs7ODk5GZobwYmWGpnQsqt3RWOkvHJwoJMz9TkVOB2XVKPGa1REen5FBDR9CEX5ouVj/fx5VZoqh6wH+e5KO+IV+aUelaavIEUVt8pIkQHnM9ESWu1TzgNvH12pFKXvbXfVyY3iOM9EzxVd1/vanxVQejup0vaD5IC8EYg8YW1rpstn2J5HR0doNBo4PT3FxsYG5ufncXR0lIYccpsHnZ2dHxlOXUHdMTU1NbQrMOWe5wURQNGQRJ6wG03t09H1KFqofHWeqJ7R/hHZjSKK8vN7EcBx3ekRkMhZKAL5uYiHykQkp9F7OVLnKpcG08/xTaNaKoukUZF+YMw5EvzoJDdvDPUYIyZ6uuOAEKbDpZ+cReydRxval2zqd1QurQ8FWdPk5D41YCqMRP48WpxDH+pZuvASJHz66af4wQ9+cMFIAsDJyQmePXuG+fl5zMzMDEUQIkOmxlqHaQhKWG4FBLyuz2u6Pn+B1yLearm8rVXZOIqOhiEcZEReAJ/xCV5MMxpXZXtGgMLBgr+X85RU7j1NjWxQMY2SfU2fkRdOsssNoYzqb7/JFBkqV3g5udLfEV+jqKf2S1WeOjYcKWF9LhoKKwKURf1VZU+HJY6OjvD06VPs7OxgeXkZ169fx97eHg4PD3FycoKJiYnkVGi+1JX7+/tpa22epcAIpYInDn/Mzc0lh0nnBBR51REgVoDE8ug8LH9XeaT6LadX3LhHUelcX4j66WAwGMqX99UZVadAnRQHj1Hbal29vb0sDsoisMN6RM+QLwqCIiCraWr0meAyt+tmkd4aa2jDjY0LQBECy1GRcff01LvPMYYUGa1RFCkD7xDewAQdDD9/8cUXePr06VCHUIFiuUul833snzx5go8//hjXrl27YCx7vR4ajQa63S5mZ2fT4Vy5paxRubXd/Bn+13tuKLXekXfi8zmctA01BJlTulEHdyWmn0h5KXhwGRrVKTVffS7yuHLlLpI1du6IV+SPK8+JiQmcnJwMAdko/6sKIopkIhfmjvpqJNtuUCLZ1xUb2gZumKLIZy7qEPUjBZs6PKptrsNfS0tL6HQ62N3dxf7+PmZnZ7GxsYHDw0Nsb2+nwwIjb7rf72N5eRnPnj3D2dkZDg4O8PTp0zSswQgncD6RmwCGG9ypAQIw5MDwP6OcXGWius2HPnUbf2+bnMeu+eacHG8Lj6w6aI/sDfujRxUUnGm00ucPqH1hukwvkkECRZ+Ho/yKdHlUBwcTHrXMATG978B6YuJ8m2wd4tOyF9FYQEI7U06xF6FAfudm70bpKXW73fA0uqiS3uk1vcijU6FxYfd0PUzHNM7OzlCv1/Hw4cO0u6ajUKZRLpdxfHyMBw8e4M6dO+mgFBJDk3t7e5iZmUkgwoXH61aExJUXir5z44bKL78fjRNrZyqiIhDhSjGqj+aXC3eqPPEd9TxJ/B0Zs0gBOEXgyiMpOQDi6XnfUg+h2+3i5OQkK/tR+leJXFleZnhG+5hey+kjbxMCCV325rrDh9Uoe664Fbxq2bSeTNMnS/M6065UKmleQ6PRQK/Xw2uvvYbV1dV09gadKp1w3Ov10Ov1sLCwgMnJyXSiI4eGtR/0ej00m02cnZ1hfn4+eeBRhFCJ9fa5alF/YL0cYER85TVtP77n4I78VEfX2455OwjhdaZRtCcGozPKEwe4qitcp7JOkc3z/h4943sC8dmobVQu/TkFurznwQFG+7kxmcpKbh7GUP5FN6PJlSyYC0gEBLQw/nzEpJxBabfbaaVAkdKMPD5HjZpGhCi9DspEbXxFqjMzM1heXsbXX3+Ndrudyq2NpeXe29vD/fv3cXR0NIScz87O0G63Ua/XUa/Xsbq6mhC95kfhjHimYE1BnLeZ1j/al4L3daWLt5u2vQqadmAVSlfunlfUvg5mtIw6Dhvx2XnC9F3Jk/yaD5F4vTU9vq9tqfM4tCzu8fpwmSpUXQHk7ad0FcFExLcipRU5GsqzIhng+3xHlagrdn1eQ79q0KJhkyjfXARKdaTqI/4nkNje3sbOzg5WVlawsbEB4Hx+FYc3SGdnZyly2+v1UrRgZmYmOSsEKTqPrFwupxMgI95G0Rjd6TFyNrU/qg1xoOBtqM87X74JuQHWvJT3kYPmDoguZXWjHOXr+SupLokoB4wj+Y/0OikHyh3wKCDisQO+V8+oNhgJJKIQXBRiL1Jyft/BB+9H75yenqaDRbwRSe6ZuOehQs10VWhzjUqUxzoxnOjhsOnpaaysrOCTTz7B3t7ekKHXcBa9g4cPH2JzcxM//OEPhyZA9Xo9HB4eYmdnBwsLC0P7RhBQKKhwI+1Gifdo0HS8ksS6UIh0nwqtA9OKvHtVIlpfF2RF7yxTpHw0fb6jMuMhQAAXvHZXYtr23tYM1zL6o7wmqVGJIl7u+ej72mFVUSpFgLpUKg2dMeNlYXsUGbLfZHKlrjzJAQrXF96Wl+GBggOXP89PQUdE7vVpHhHA0edd5s/OztLZPfv7+9je3sbs7CxWV1cxGAzQarXS5lHsq9q/Dw4OkqzxGabN4Q33QJm/6uki41Ekb5E+jiIQnpZHByMdclnS/hm1Ua4OUR/PGfFR+Uf5FYEpveaAyssxTnlyYIcftYNcFegR0FF1HXlol4c4vDI57+4y4e5cJwTOhzUODw/RbreTYfftQrUsABIiZ3mjTTZywMEVB4nLorrdblqu6WNIH330ER49eoTV1dUhg8/0JiYmsLu7iw8//BAfffQRbty4MWTsGo0G9vb20Ol08J3vfCeMFrgQqRJiHgoolE+RAWOdo9UFuRUHmqZ70EXDT3yH45+O+iOD7MpX6+4KWmXD+R51BOVfbqJdkSHxpXu6nDN6JvI0vF6ufCuVCjqdDrrdLmq1Wsjbqwgivg2x3XJOixuq6L5+M9Svnpnnx+f4iaJs3p6eD0mjIAQxwPNoFSdccq7U/v4+yuUy5ufn0e/30Ww202oL3ZGzVDpf+r29vQ0AaVttyjbz4h4sPGKculVJnahIZ+SAsBtEPqv31LCr3PuQpbfXqDLo894WqmdYHur0KJ8c0IscidzzXj9ej4bIixxqDr+5rOn7vkiA9skBXS6ayYj/9PQ0pqenC/cKiqgwIsHCeDh7FDjIDXUUoXn/z7y4z/zJycmQF+YCp96FUhHQ8aU96r1qJIJlIiDRpYGqXGZnZ/H111+n2dJRPTc3N3H37l1sbW0Nef4nJyfY3d3F0dFROk+j33++ARYVgoYRI/QaoXgVLo8m5ZAxIwZROzEd53MRsT0dfLF87KSaD39HHo4qJX7UK6Ms0LCr1+NGgBEZLWM0HKQREeeb9guVC5VRVyoK+HLPMcTd6XSGFLLyT9O6ihTJBq+P8tqKhp08LabBb7bl5ORk4i9wMcqjw1PUA/qcpqd5sHw6e949TDc+jBBw+ebZ2VmKcvJEUOD8uHHuSNnvP19tsbS0lOY9cJj08PAQ5XI5neXBeVy6ikONpEbwIt2ZM+DaBuwDdBoY6eNKkxywV8cJQNYJYH4ROa/ZNu60AMMn/7p90eihTkBUXimIyzkD1EVFkXz+1muqe5iWDjloXlHZ3V5rmXUFCufWMIJFIOE6vUjHFwIJVp6Nm/OMnSF6rYhhEUP90+l00Gq10hCAVipCdERhutwoF/71iSk5Rul1nbnryHR5eRlffvll2pZW3ydY+Oqrr9BsNrGysjK0JLPRaKQdLBcWFoYUpHYsHabhd7Q6wwXd+e4dwttB84+EP+LNZSgSUpercQRZr7HdnTRdB0ARRbIcGYGcguN9likasvGya7upIpqYeH7UbxRad8VwlUgVcM75AIq9NY9KjnJyHCRzkzdOXlR5j2RLAUP0jPY93lcAqmnrPhA0EgwvM69yuYxnz57h/v37WFpaws2bNzE3N4d6vZ6U/dnZGZrNZjqzhzpjbW0t7R8xPT2dJqyXy2VUKhXMzs6i1+sNHQIYzeHR3wpiVQ/6UKXei3RwNEdO83CApcDG88jpIO+DXm6+58tJoyMIFKjrbpfazszTZdnLVyTjXn8dklU58xWMzFfL7O8q4GY6jFKpbLM/RHYjRyOBhE72c0+tiCJ0FRUq95/fzWbzwgZTkYHJdWh/J+roOSKjtYwaSnTFUqvV8OWXX6YDdlQ4yuUyWq0WPv30UxwdHWFtbS0ps3a7nbyOarWKmZmZlFcUCYoAgdc7Z1S8LYoModfdlajmqcIa0aj2G+ce/2sd1UDn8o7ScZDl9VGFWVQ+paK6a5qRzEcKkfJ3enqagET0jA6PXTVyZyCSMd4bR6EpIM3dV37xWZ8UG4HaItnMgSCXschZcnnj8kzO26nX69jb28PExAQWFxcxPT09NNzLCMbp6Sl2dnYAIJ3NQcMwMTGRjhHXXW+pm9So6ioxX/rphjLHD/7PRU5z/NY2dP1TBJRH9csIHBalqUMgAIaMLe9He0EwD+3rER+idyLd7OVQwEP5ZX4RIPPIOtPWKDWAoUh7pVJJaYwqd+JX0U3dRTGHshwJeYEjIFGEyPR3v39+1kS3272AUIH8nAZVruwo+q4+y8bIkXoSFJ7IUJfL56fFPXjwAJubm0OH3gwG51tw7+7u4uOPP8b29jaq1WpSao1GAwcHB5iensbi4mIqr076U48BiFdnkIo6h/M4Ugh8zueiRHyP+JXLM/eMt613ikiYtQ08cqLKm9fUeKgXFVEEMJwc0ET3NHoUGZQiUqNKby/nlXk4+irTuA6K/4/AXtGzKlPaNg4Y2P+LFLY+G+m7nCLWtFR3aSSYJ3HW63UMBudncdRqNfT7fRwfH2MwOB/f5th2u93G7Owsms0mDg4O0O/3UxocCiFQ8A3+KKvKFyUtY053ezTBnTbXwd5ukY5WHa4UOToRRQ5YUZv4u2psc4A/Ap58f9SQnZfRPwR6CiZy/UQBQk4/ef4axQeQJvqO60ABY0Qkok9RZ/eQVQ5ERKT36InV6/XUUKooi8owzgY+fN93NVOD5FEAfjgRSlGqNvb9+/fTzGkt99dff51O9WO63W4Xjx49QqlUQrVaTd4Iy+FhPGDY4J6dnaXtu4uMGoALRkeXJ+a8cFcKmk4urKwdJ7d6Iyqjy4YrFs2LkSEHjPR2ovCnRpj02z2vnAxo/lom99AiJetRI97TdyMlVS6Xh5b1achY25MnPF4lGqVQnVwGvkk+Ls+66ZHmU6Q4i5YA5kBMLl11crSvMBrMSEO9Xken00GtVsPKygpmZmZweHiYVvWwT/AE0VKphGazmYBEu91Gv9+/cAiV7wvjOkSNuV73tohkvghw5XgS6YBRoD4nC1Eb5tpFdZm/RwdO56hpOYuGvHI2r8gWOi8jBxCIN9OLHETX7y6vBJOsX6VSuTBPZlRkYuRkSx03i0CBVkrRUISqfHJi0Rh8uXw+0bJerw9FDSLDpu+wLC6AEVMj5qih8vF0ChnT55JD8gkAXnrpJdy5cwePHj1Cs9lMCqLZbOKXv/wlVlZWsL6+ngzA9vY2Wq0WlpaW0nJPHVIChtdtDwaD9N+Xc+YMdI5PJO1EHrLzsVPdBdDbTo2z5+fgUo13ZKz1dzR2yzJ4h3UARmOhpHISdRIHSgoY+F/l36MbPmclAt9uOFyutTw0FjQG3v78XDUgMYq8zxeBhxwAifgODM9yL9oS2NtCveNRgDu6HgEJyieBImfpU88wmrm3t4epqSlcv34dKysrODw8TEO/nU5naPIlh0D4n5PVq9Vqkm1GPDxEnzM4CspzejPS+1GbRMMj/p73U2+DaMgoakNP28viRMNKYnSIvHTdSADnekH5VOQguT2KgK2XXYc13GlyO8xyR+3mfB0MBmloI9KLOSoEEj65clTjqwDkIhk5QXOjVCqV0Gq1cHh4mDp61Fn1WyuqXjfT07TJGCpmVTBMSz19GnCiNm4lqka+XH6+cuOrr75CvV5PoGRraws/+9nP0O/3MTc3l074u3fvHhYXF9MR4ezgOqyhk11ZfkfAOYFRwY88Dn9f/0dKg/X0vSZyHpqTtpeGUZmW1sM7ZRRqjQCN19M9LAVk/qzWmQolmtDq4At4HglT4MI6aAf3MnnfUuPC9E5PT9FqtYZAhIOJqwYkIoXnNOqeU5EXqhEs5j8xMXFhDlbUX3RoTNvHlW3UJyODzPs6gY+kZ6tMTU1hbm4OT58+xbNnzzAYnA9vrKyspIO9OJSxu7uLweD5keGzs7MYDAY4PDzE2dlZ+u9bIKtB1K34PUqn5wgpf3JgSfVUFHnzvu3RQ9UBCqxcF0QG0tvP3ynSK9qumrYOAThAYL1GpZEDF5qGP+uReL4XDWWqA6Tv6MRevaZEPccJyJeZwD1yaCMy/l6hHBp1YJEDJTllcXR0lA6ViaIMOaOkyt+fdSoKaekz3vnZsc7OzpInwM63t7eHJ0+eYG9vLwnDvXv3cPfu3TQu2Ww2sbOzg7OzMywuLqJSqVyI0Hi+zEN5p9Eibws+rzyJOpW2N3nlHVB/a4gvAmqaFvP2zuMAMPKInPwZN6pUvhpNckCR86a0/Vy2PSKS43VkOIDhGefR/ZwXwm8qAR4jrfKtQ1RXbY5E5JTo92XTyPFfSaNHbFP2Xy+D6ipg+NwVTU9Bp5ff5zJ51E5ljyssmBcAzMzMoFarodvt4tmzZzg5OUGtVkvbZW9vb2Nubi7NZ5uZmcHBwUHaxI9zI0qlEubm5i7sD+CRTZ3P4zpiFGBy46xpuQHNOaNqPF3OqSeiCDbzVZCiupR5634xRXJGe6NlU8fTJ156+0f8iX5HOwVHttLTjpaSajtFfcB3R9ZINpeAchkxhzfcwcryK3sHF8PSuWfGBRoe0YgYoZ326OgoDDu68R+FTnMdIufFRuHuKC0KGxuAZeLyrKdPn6Y9AD799FNMT08nxXV8fIz9/X3UajXMzs5eECTnjc7H8Pq6ofaOnHsn5+G7ZxAphiKlGqF/R9Z6r6hDe3vq/6hTRx3QO2Eko0qRXCovHAS5x5DzcPhOlHb0n3xjPXiAlwIHV7ZXjSJHIuJR1E6RYYuAhT+vGzSVy+Vw8x1NKzJIrsMUTHhfiwxJ1Pd0QzO9z1AzV28AwK1bt7C0tIStra2hc4i4sqNUKqUdLMvlcoqCMh/uYEj5Yhnc+LMOOb0Y9fUi5zDHY20PN5SRPnSKwIjei4Zd9V6UHsuqEVits8+NYN5er0i+FSw5H13HqMxoG0Q8jiI/OT4pf9Ux6/f74Ry0oujEWEDCG2kUFRmGcb2Nfr+fdmbj/3GpCPRoY2inj4woBUU/+ryOx3e73dSZeeQvz9M4OjrCr371K6yvr2NqairNqO50OlheXk77m5dKpaE5CKRc5IXlUKHk76LZ1/ou0/WowygkmjN+48gHKRoqIxUZFufHqBBctEwrytNlwju88iYCsRGpoo5AVvR81PkJJPTod/cgryKQiOiyTkvR+zkFznuuwPU5fc9/q27kdS1TUT8o0oHcN0TlcGJiAjMzM2g0Gtja2kK73cby8jJWVlbSbrg8k4VDGmdnz3ewZLTDAZSWN4psusFyA1f0P2qjoj6tYCICcDmDn+NvkQcdAY1Rz/k+Sl6PnI5U+YpksaicXie1vwroRvHFy5gD2nRQACSbNG45RwIJz/AyHXhc0BC93+v1UK/Xh+67AlYFr4IbbTqU8040XR8X9BUdTJuofmJiApVKBdPT08lbLJVKqNVqePToET7//HPs7OxgZ2cHf/Znf4ZqtZrCkVtbW5idncXc3NxQHorEvb4UJDa4AgcdK3dvgmlRGLRT6rOKQCO+se5aXk+Dnd8334koKqe2j3tE+q3PRF4A/yuIIOrW3S81XOm7xhUBKvc09brPhPc6F1HOEPX7/bQxlUclHDheNYqMTdE1N1I5Y+UUATn3Kr2N3RtjGjnlrelc1lgASAdoaZtOTExgeXkZBwcH2N7extHRESqVStqLZnd3N0UlDg4OAOACiGBdo7LytxrvcYD3qPo62HKgFfUp55MPAY1DanBzoGEcoBFFM6N0ctHGqP0jhzzSJcpDrxspFzWPni1KR/W0ngulNmOUDBeetaHkcxTUa86hy0iAnHIVbDab2NvbS8iIxpuVHFd5RPWIwoqeJuc/ROWlcVJelMvnq0zm5+dTWo1GA59//jkWFhbSRKj9/X00Gg2Uy+V0uudgMBg6LMvTBWJjrM/xP3mtHqoCIq1HqXTxbAwdWmK+CmAY8iqVSoXnU7gS1lBZjiLP0DtdUT09HZdV75gqlz6Ri7zPGehcxEjBXY6nEVBkXpFsMm2dUMmysnxXGUioks0BtOieKuVxdICDVvKUaelzKsN63aOYRWFx/lY5VAOkwFz7ydTUVGpnTga9du0anjx5gqOjIzSbzXRc+Pr6Our1Omq1Gmq1GlqtFnZ3dxMonp2dxczMDDqdDgAkUME+5EMzKpsa+mZZtH4Rzyj/7HMatdV29iidvq86X/u555VrYy7PLeoPGu3J2S86GOpcqqPAZx20jAN8I73GeuYclIjvzheu5uB/r1NOl6mO526nvKf3c1QIJGi4lSgUEUKLAENk8B1lRgU8ODhAo9G4EF3wmcQ5D089h5wR8TAan1GmOTLTjqZ5VyqVtHnW5OQkrl+/jna7jT/5kz/BwsICfv/3fx+tVgtPnjxBr9fD8vIyqtVqel9nTOtMbu18yisVOK2DLkPKbQetaWoevBZ1Fp/trh1M33fjzTxcKXkdNG9XAtoGmq7XJzIKWiZtc3YaKjrns6ftZeGhRwoaGKXiOzmQFvWRSPb0PtPjmLfKpP6+SlQ0hBeBhKhtxnUidOhO+zvP2IhkSvuQK2iP2qlOjPQM31M94vJBYMMNgTiRm3I2Pz+PRqOBhw8fYmNjAwsLC7h58yZ+9atfYWZmBktLS/jud7+LX/ziF5iamkr70nhf0rLwWm7+lRpH5Xcka9pm2iej6/qOv698cWfIHVjVlxHvc3m57orsg7+rNkLfjXSRyqzy1XVQJMPu2KojraS6S/WAUw6YO68px3pEvTpWRdHUQiDBSvsYT67D5O7lyD0R0tnZWdpsxdFgrjMX1SHKE7jYYPo/5+2zfAzdK7KtVqtoNpuo1WqoVCrodrt4+vRpmon96NEjdLtdVKvVoeWe2rk1rOTlj4ROG1rrrAZO81EA5HMHcohZvV1VPhGPI488KmNUJ5UHR/C874bFlZMqbpbH/yvlZIgyEHVq8o7PqQekZVd+u4JRYJbrK5oewUun0xmKlqkSuYpU5OlEwGLUMzkij3TFFfAcfKoHzP+apvYhLYsCCO8jfE9/O1DWtNRR4d4E3W437Uy5traGvb09PHr0CDdv3sTv/u7vpugmcL7VPs/rISAhOAGeO4aRkVOwwGdVbpU/Diqc/+4QeNvljJ32VZfniKfuzOkzOdATARmvu5Y/0gFFAMVlIJIp/13EF62zypx+R/zVPB3MqL1RW8O6KmjRKHQRjZwj4YpZFWWk8Is+ypDoHivX6/XS2mdHWjnFqfMb1JCOek8ZGBkMNZw+zOBpUTl1u12USqUUZRgMztdyNxoNTE9Po1qtDkUCIuVEw6HlVuMTGUTnE78VwWt7ukJTchBRJOSep09S1Xta3uieKyC97zJDxaxG1fMYRXzfeetgKwdutFysu8uteww+DOF8iPoE3+fYN8s4aqLpVaAiBe1K2EHjuI4L+acTDnnd+18kj5G+ierg5dZ0eM/n7XgfpC6iPut0OhgMnm8UdHBwgIcPH+L09DQdALi2toZSqYQnT54AAObn51NaNAyRMVRZV8PpEZYcfyLgxb45qv30WmR4lc9aLs/X04r6Q2TEc8/ngEepVAr1ofLNyW2jpxmVbRS/XPdFw5oOipyXUQQKeK6//Pmo3Eoj50i4N6tU1HkjAOHvRL8Zvj04OBjqrDkBcVKB9HdyjND6+Zihe9ZUPFEaANLs6ImJibTc8+zsDFtbWzg7O8PCwgJmZmaGwmQKUphWFBHxe5EBZbQkCnN5e6mx9Ou856eY5njqxlLbocjLcE/OO5Wnx3rou0X8ivJ1nuUoJ/OjhtS0Tk5F73k+9NL0mWi/iHHq8ptKkUcIXPRwlfReRNGQCT8cktLr7kk75QyEljsCNBEY9PsOJDQvRrp4eicP8To5OcHu7i6ePXuGfv98HgQ3EGo2m5iZmUGlUkmOCPVLxM/I4ER1HfcZ/ta6RUYu4o2XaRwqAmz+XORoFEVJ3YDyGqNamo/rMV5z+dC6+rC7A0mvh8sqy+NyE7Uvr48aogCG53JRv+rwb0QjhzYoiKPARFHHB/KNFlGn00khOwcERUpEDSsbnIpjlMcSNYiWl16gjvdHaczMzOD4+DgZdABp2dbS0hJmZ2eHylMqlTA9PR0KWZEwc0Z2ZJwVNbsS8Wc9X9aD96MOTnCkba9AR9tIecXQqgKoKB+tp4OJSBZY5xz69voyfadoy+6cYsqBI+eHe1dRezlg1rprGQBkjxO/yqTKFsgbkpyydp1Q5JGSd5SZIl66/ovKFgEEvuvfbmCiMmpklEMwXPbLVWLA+WT0r7/+GjMzMxgMBmi320n/zc7OAniuD11nRR6/Xi8y/Grs/H7OaEVgLeIZea19QqMbrI/bkpxdivjtuikyrhraV92T20o8ApGeV8RjBRd+n3XMGX7Vn1H60XXXu15O9gVGJVwPFdFIIKEZjUtFnTyqgApWr9fD0dER6vX60FpWPh8p9pxhV6PiS/t4PfKuyWwtu64j9siFGux+//wo8E6nk7z5Z8+eoVwuY35+PkUj2Cl4ZLjWh4iX5VEPVKMHRSE5D0+NasOcsGqHUqHXMbQooqNpRCBBeR9FnoqMina2qBPqbx0L101lotUjTIuKJMrbh7dYD1WUOXDndYi8wQhQKojiHgO5ibRXlVRXuKzmfhddU9KwuDoMulW0t4Gn7UZRdYHqp5zOVLmJPE6fg8HnuIfE8fExpqenUalUUt5PnjxBrVZLQ8GMXHCVRuQoUFdFgNrrH4FpHfLgPXdC3KjmgJODi6jfK38UoHuZcyBdea95adq6ERgwvF25psN3XF/xO4oEFw0LOMjiczq3ivnRcdTncmBU65nTMapD3fa4wzgOmCgNxoEbL+gFvaAX9IJe0At6QQGNN9bwgl7QC3pBL+gFvaAXFNALIPGCXtALekEv6AW9oG9ML4DEC3pBL+gFvaAX9IK+Mb0AEi/oBb2gF/SCXtAL+sb0Aki8oBf0gl7QC3pBL+gb0wsg8YJe0At6QS/oBb2gb0z/G5CfkN9n2hRkAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1 kernel of (3,3)\n", "conv_layer = torch.nn.Conv2d(1, 1, kernel_size=(5, 5))\n", "plot_convs(image, conv_layer)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2 kernels of (3,3)\n", "conv_layer = torch.nn.Conv2d(1, 2, kernel_size=(3, 3))\n", "plot_convs(image, conv_layer)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3 kernels of (5,5)\n", "conv_layer = torch.nn.Conv2d(1, 3, kernel_size=(5, 5))\n", "plot_convs(image, conv_layer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we use a kernel with no padding, our output image will be smaller as we noted earlier. Let's demonstrate that by using a larger kernel now:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1 kernel of (51,51)\n", "conv_layer = torch.nn.Conv2d(1, 1, kernel_size=(50, 50))\n", "plot_convs(image, conv_layer, axis=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we saw, we can add `padding` to the outside of the image to avoid this:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1 kernel of (51,51) with padding\n", "conv_layer = torch.nn.Conv2d(1, 1, kernel_size=(51, 51), padding=25)\n", "plot_convs(image, conv_layer, axis=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Setting `padding = kernel_size // 2` will always result in an output the same shape as the input. Think about why this is..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we also saw before how `strides` influence the size of the output:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1 kernel of (25,25) with stride of 3\n", "conv_layer = torch.nn.Conv2d(1, 1, kernel_size=(25, 25), stride=3)\n", "plot_convs(image, conv_layer, axis=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With CNN we are no longer flattening our data, so what are our \"features\"?\n", "Our features are called \"channels\" in CNN-lingo -> they are like the colour channels in an image:\n", "- A grayscale image has 1 feature/channel\n", "- A coloured image has 3 features/channel\n", " \n", "![](img/channels-1.png)\n", "\n", "![](img/channels-2.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What's important with CNNs is that the **size of our input data does not impact how many parameters we have in our convolutonal layers**. For example, your kernels don't care how big your image is (i.e., 28 x 28 or 256 x 256), all that matters is:\n", "1. How many features (\"channels\") you have: `in_channels`\n", "2. How many filters you use in each layer: `out_channels`\n", "3. How big the filters are: `kernel_size`\n", "\n", "Let's see some diagrams:\n", "\n", "![](img/cnn-7.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For coloured images (3 channels):\n", "\n", "![](img/cnn-8.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2. Ingredient 2: Flattening" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With our brand new, shiny convolutional layers, we're basically just passing images through the network - cool!\n", "\n", "But we're going to eventually want to do some regression or classification. That means that by the end of our network, we are going to need to `torch.nn.Flatten()` our images:\n", "\n", "![](img/cnn-9.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make that simple CNN above in PyTorch:" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "class CNN(torch.nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.main = torch.nn.Sequential(\n", " torch.nn.Conv2d(in_channels=1, out_channels=3, kernel_size=(3, 3), padding=1),\n", " torch.nn.ReLU(),\n", " torch.nn.Conv2d(in_channels=3, out_channels=2, kernel_size=(3, 3), padding=1),\n", " torch.nn.ReLU(),\n", " torch.nn.Flatten(),\n", " torch.nn.Linear(20000, 1)\n", " )\n", "\n", " def forward(self, x):\n", " out = self.main(x)\n", " return out" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==========================================================================================\n", "Layer (type:depth-idx) Output Shape Param #\n", "==========================================================================================\n", "├─Sequential: 1-1 [-1, 1] --\n", "| └─Conv2d: 2-1 [-1, 3, 100, 100] 30\n", "| └─ReLU: 2-2 [-1, 3, 100, 100] --\n", "| └─Conv2d: 2-3 [-1, 2, 100, 100] 56\n", "| └─ReLU: 2-4 [-1, 2, 100, 100] --\n", "| └─Flatten: 2-5 [-1, 20000] --\n", "| └─Linear: 2-6 [-1, 1] 20,001\n", "==========================================================================================\n", "Total params: 20,087\n", "Trainable params: 20,087\n", "Non-trainable params: 0\n", "Total mult-adds (M): 0.85\n", "==========================================================================================\n", "Input size (MB): 0.04\n", "Forward/backward pass size (MB): 0.38\n", "Params size (MB): 0.08\n", "Estimated Total Size (MB): 0.50\n", "==========================================================================================\n" ] } ], "source": [ "model = CNN()\n", "summary(model, (1, 100, 100));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh man! 20,000 parameters in that last layer, geez. Is there a way we can reduce this somehow? Glad you asked! See you in the next section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3. Ingredient 3: Pooling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pooling is how we can reduce the number of parameters we get out of a `torch.nn.Flatten()`. It's pretty simple, we just aggregate the data, usually using the maximum or average of a window of pixels. Here's an example of max pooling:\n", "\n", "![](img/pool.gif)\n", "\n", "> Source: modified after [www.oreilly.com/](https://www.oreilly.com/radar/visualizing-convolutional-neural-networks/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use \"pooling layers\" to reduce the shape of our image as it's passing through the network. So when we eventually `torch.nn.Flatten()`, we'll have less features in that flattened layer! We can implement pooling with `torch.nn.MaxPool2d()`. Let's try it out and reduce the number of parameters:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "class CNN(torch.nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.main = torch.nn.Sequential(\n", " torch.nn.Conv2d(in_channels=1, out_channels=3, kernel_size=(3, 3), padding=1),\n", " torch.nn.ReLU(),\n", " torch.nn.MaxPool2d((2, 2)),\n", " torch.nn.Conv2d(in_channels=3, out_channels=2, kernel_size=(3, 3), padding=1),\n", " torch.nn.ReLU(),\n", " torch.nn.MaxPool2d((2, 2)),\n", " torch.nn.Flatten(),\n", " torch.nn.Linear(1250, 1)\n", " )\n", "\n", " def forward(self, x):\n", " out = self.main(x)\n", " return out" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==========================================================================================\n", "Layer (type:depth-idx) Output Shape Param #\n", "==========================================================================================\n", "├─Sequential: 1-1 [-1, 1] --\n", "| └─Conv2d: 2-1 [-1, 3, 100, 100] 30\n", "| └─ReLU: 2-2 [-1, 3, 100, 100] --\n", "| └─MaxPool2d: 2-3 [-1, 3, 50, 50] --\n", "| └─Conv2d: 2-4 [-1, 2, 50, 50] 56\n", "| └─ReLU: 2-5 [-1, 2, 50, 50] --\n", "| └─MaxPool2d: 2-6 [-1, 2, 25, 25] --\n", "| └─Flatten: 2-7 [-1, 1250] --\n", "| └─Linear: 2-8 [-1, 1] 1,251\n", "==========================================================================================\n", "Total params: 1,337\n", "Trainable params: 1,337\n", "Non-trainable params: 0\n", "Total mult-adds (M): 0.41\n", "==========================================================================================\n", "Input size (MB): 0.04\n", "Forward/backward pass size (MB): 0.27\n", "Params size (MB): 0.01\n", "Estimated Total Size (MB): 0.31\n", "==========================================================================================\n" ] } ], "source": [ "model = CNN()\n", "summary(model, (1, 100, 100));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We reduced that last layer to 1,251 parameters. Nice job!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. The CNN Recipe Book\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a CNN diagram of a famous architecture called [AlexNet](https://en.wikipedia.org/wiki/AlexNet) (we'll talk more about \"famous architectures\" next Chapter):\n", "\n", "![](img/alexnet.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You actually know what all of the above means now! But, deep learning and CNN architecture remains very much an art. Here is my general recipe book (based on experience, common practice, and popular pre-made architectures - more on those next chapter).\n", "\n", "Typical ingredients (in order):\n", "- Convolution layer(s): `torch.nn.Conv2d`\n", "- Activation function: `torch.nn.ReLU`, `torch.nn.Sigmoid`, `torch.nn.Softplus`, etc.\n", "- (optional) Batch normalization: `torch.nn.BatchNorm2d` (more on that next Chapter)\n", "- (optional) Pooling: `torch.nn.MaxPool2d`\n", "- (optional) Drop out: `torch.nn.Dropout`\n", "- Flatten: `torch.nn.Flatten`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. CNN vs Fully Connected NN\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example of the parameter savings introduced when using CNNs with structured data, let's compare the Bitmoji classifier from last chapter, with an equivalent CNN version.\n", "\n", "We'll replace all linear layers with convolutional layers with 3 kernels of size (3, 3) and will assume an image size of 128 x 128:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def linear_block(input_size, output_size):\n", " return torch.nn.Sequential(\n", " torch.nn.Linear(input_size, output_size),\n", " torch.nn.ReLU()\n", " )\n", "\n", "def conv_block(input_channels, output_channels):\n", " return torch.nn.Sequential(\n", " torch.nn.Conv2d(input_channels, output_channels, (3, 3), padding=1),\n", " torch.nn.ReLU()\n", " )\n", "\n", "class NN(torch.nn.Module):\n", " def __init__(self, input_size):\n", " super().__init__()\n", " self.main = torch.nn.Sequential(\n", " linear_block(input_size, 256),\n", " linear_block(256, 128),\n", " linear_block(128, 64),\n", " linear_block(64, 16),\n", " torch.nn.Linear(16, 1)\n", " )\n", " \n", " def forward(self, x):\n", " out = self.main(x)\n", " return out\n", " \n", "class CNN(torch.nn.Module):\n", " def __init__(self, input_channels):\n", " super().__init__()\n", " self.main = torch.nn.Sequential(\n", " conv_block(input_channels, 3),\n", " conv_block(3, 3),\n", " conv_block(3, 3),\n", " conv_block(3, 3),\n", " conv_block(3, 3),\n", " torch.nn.Flatten(),\n", " torch.nn.Linear(49152, 1)\n", " )\n", " \n", " def forward(self, x):\n", " out = self.main(x)\n", " return out" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==========================================================================================\n", "Layer (type:depth-idx) Output Shape Param #\n", "==========================================================================================\n", "├─Sequential: 1-1 [-1, 1] --\n", "| └─Sequential: 2-1 [-1, 256] --\n", "| | └─Linear: 3-1 [-1, 256] 4,194,560\n", "| | └─ReLU: 3-2 [-1, 256] --\n", "| └─Sequential: 2-2 [-1, 128] --\n", "| | └─Linear: 3-3 [-1, 128] 32,896\n", "| | └─ReLU: 3-4 [-1, 128] --\n", "| └─Sequential: 2-3 [-1, 64] --\n", "| | └─Linear: 3-5 [-1, 64] 8,256\n", "| | └─ReLU: 3-6 [-1, 64] --\n", "| └─Sequential: 2-4 [-1, 16] --\n", "| | └─Linear: 3-7 [-1, 16] 1,040\n", "| | └─ReLU: 3-8 [-1, 16] --\n", "| └─Linear: 2-5 [-1, 1] 17\n", "==========================================================================================\n", "Total params: 4,236,769\n", "Trainable params: 4,236,769\n", "Non-trainable params: 0\n", "Total mult-adds (M): 12.71\n", "==========================================================================================\n", "Input size (MB): 0.06\n", "Forward/backward pass size (MB): 0.00\n", "Params size (MB): 16.16\n", "Estimated Total Size (MB): 16.23\n", "==========================================================================================\n" ] } ], "source": [ "model = NN(input_size=128 * 128)\n", "summary(model, (128 * 128,));" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==========================================================================================\n", "Layer (type:depth-idx) Output Shape Param #\n", "==========================================================================================\n", "├─Sequential: 1-1 [-1, 1] --\n", "| └─Sequential: 2-1 [-1, 3, 128, 128] --\n", "| | └─Conv2d: 3-1 [-1, 3, 128, 128] 30\n", "| | └─ReLU: 3-2 [-1, 3, 128, 128] --\n", "| └─Sequential: 2-2 [-1, 3, 128, 128] --\n", "| | └─Conv2d: 3-3 [-1, 3, 128, 128] 84\n", "| | └─ReLU: 3-4 [-1, 3, 128, 128] --\n", "| └─Sequential: 2-3 [-1, 3, 128, 128] --\n", "| | └─Conv2d: 3-5 [-1, 3, 128, 128] 84\n", "| | └─ReLU: 3-6 [-1, 3, 128, 128] --\n", "| └─Sequential: 2-4 [-1, 3, 128, 128] --\n", "| | └─Conv2d: 3-7 [-1, 3, 128, 128] 84\n", "| | └─ReLU: 3-8 [-1, 3, 128, 128] --\n", "| └─Sequential: 2-5 [-1, 3, 128, 128] --\n", "| | └─Conv2d: 3-9 [-1, 3, 128, 128] 84\n", "| | └─ReLU: 3-10 [-1, 3, 128, 128] --\n", "| └─Flatten: 2-6 [-1, 49152] --\n", "| └─Linear: 2-7 [-1, 1] 49,153\n", "==========================================================================================\n", "Total params: 49,519\n", "Trainable params: 49,519\n", "Non-trainable params: 0\n", "Total mult-adds (M): 5.85\n", "==========================================================================================\n", "Input size (MB): 0.06\n", "Forward/backward pass size (MB): 1.88\n", "Params size (MB): 0.19\n", "Estimated Total Size (MB): 2.13\n", "==========================================================================================\n" ] } ], "source": [ "model = CNN(input_channels=1)\n", "summary(model, (1, 128, 128));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We don't even have any pooling and our CNN still has a \"meager\" 49,519 parameters vs 4,236,769 for the fully-connected network. This is a somewhat arbitray comparison but it proves my point." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:mds572]", "language": "python", "name": "conda-env-mds572-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }