{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "*This post was entirely written using the IPython notebook. Its content is BSD-licensed. You can see a static view or download this notebook with the help of nbviewer at [20160830_SegmentingAnImageWithWatershed.ipynb](http://nbviewer.ipython.org/urls/raw.github.com/flothesof/posts/master/20160830_SegmentingAnImageWithWatershed.ipynb).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This week, I've been watching the [Scipy 2016 tutorial for Scikit-image on YouTube](https://www.youtube.com/watch?v=TVALdmVJtAU). This tutorial has prompted me to write a little application of the technique of segmentation using the watershed algorithms. This post is essentially based on the material found on Github [here](https://github.com/scikit-image/skimage-tutorials/blob/master/lessons/4_segmentation.ipynb) and the official documentation for [scikit-image](http://scikit-image.org/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Goal of this post " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of this post is to clearly explain the different steps used to provide a useful segmentation of an image using the watershed algorithm." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To this end, we're going to use an image from wikipedia dealing with one of my current interests: cuneiform tablets.\n", "\n", "![tablet](https://upload.wikimedia.org/wikipedia/commons/thumb/f/f2/Tablet_with_Cuneiform_Inscription_LACMA_M.79.106.2_%284_of_4%29.jpg/800px-Tablet_with_Cuneiform_Inscription_LACMA_M.79.106.2_%284_of_4%29.jpg)\n", "\n", "As one sees in the image above, there might be several steps involved before getting a clean image with signs in it:\n", "\n", "- isolate the tablet from the background\n", "- pick out individual cuneiform characters from the tablet\n", "- threshold these to produce a final image\n", "\n", "Let's get started!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading the image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To work on the image, we first need to retrieve it as an array of pixels. Luckily for us, scikit-image allows you to download an image if you hand an url to the `imread` function:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from skimage import io" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "img = io.imread(\"https://upload.wikimedia.org/wikipedia/commons/thumb/f/f2/Tablet_with_Cuneiform_Inscription_LACMA_M.79.106.2_%284_of_4%29.jpg/800px-Tablet_with_Cuneiform_Inscription_LACMA_M.79.106.2_%284_of_4%29.jpg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the properties of this image:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(531, 800, 3)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a 531 by 800 pixels image with a rgb tuple defining the color of each pixel." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dtype('uint8')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img.dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The colors are defined by integers (values between 0 and 255), which we will convert to floats while working on them." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from skimage import img_as_float\n", "img = img_as_float(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Segmenting the background " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To cut out the background, we're going to apply the watershed algorithm while initializing the seeds for the algorithm with some foreground and some background pixels.\n", "\n", "This works in the following way:\n", "\n", "- create the seeds using a contour filter of the tablet image\n", "- perform the segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating the seeds " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first create a gray image, from which we will compute edges." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from skimage import color\n", "gray = color.rgb2gray(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's display the gray image:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['image.cmap'] = 'gray'\n", "plt.rcParams['image.interpolation'] ='nearest'\n", "plt.style.use('seaborn-muted')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SSCS46667hPddPp9HlmUikYhwaTYYDMJBIpFI4PP5CAaD+Hw+BgcH6e3tpVAo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\ni4tT4R5TU1N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Pjk9/DwghHpmHd+QrQojTQohTQohXhRChV4KGy5SE0TTtbU3TCjVNK9A0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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(gray)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we filter it using an edge filter." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda3\\lib\\site-packages\\skimage\\filters\\__init__.py:28: skimage_deprecation: Call to deprecated function ``canny``. Use ``skimage.feature.canny`` instead.\n", " def canny(*args, **kwargs):\n" ] } ], "source": [ "from skimage import filters\n", "elevation_map = filters.canny(gray)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's display this:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ctHasPmnH2jjIsgUdM6YjMlveA8BZRHQrEf1fIjot8qmUsIOeUD6aDNY1qcgs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\nnoq1wn55bWzfuy/taqmGSLV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MjwL4cwD/ej18KBKe4MAHnoloCyYfeN6xzm0SDlVei9gf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\nSLhQKBQWiP8Pbfg/5W8nIpAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(elevation_map)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The canny filter found some edges inside and outside the tablet. To really make the interior stick out, we average it using a gaussian filter:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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/SJMGKBmA+v1+SpfOwdkplI2NjUoNEE+Yce7ZBxOu1Qcwl7sxWPngiNfPMXx2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "filled_elevation_map = filters.gaussian(elevation_map, sigma=5)\n", "plt.imshow(filled_elevation_map)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now initialize the seeds by thresholding the previous image:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.13830405859398809" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "threshold = filters.threshold_otsu(filled_elevation_map)\n", "threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This allows us to make seeds for the background (1) and the tablet (2):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "seeds = np.zeros_like(gray)\n", "seeds[filled_elevation_map < threshold / 5] = 1\n", "seeds[filled_elevation_map > threshold] = 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This yields three types of pixels:\n", "\n", "- 0: to be assigned by the watershed algorihtm\n", "- 1: background\n", "- 2: foreground" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0GDg2Ij4MXAl8r1VNDmEzq4wOW8JZLj52AfDD9LUeBuZMnPXXiEPYzCqjwxDO\ncvGxti8u5C/mzKwyyjhEzS1hM6uKrW2sO15nWZaLj7V9cSGHsJlVQkQMRYQy3g6vs4ksFx9bBXwW\nQNJpwG8ivSZyI+6OMDPLIDLMthwRP5d0nqRnSa4PvaTVdn0BHzOzArk7wsysQA5hM7MCOYTNzArk\nEDYzK5BD2MysQA5hM7MCOYTNzArkEDYzK9D/B5w2rAvk0O6UAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(seeds)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performing the watershed " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now flood the image:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skimage.morphology import watershed\n", "segmentation = watershed(filled_elevation_map, seeds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does the result look like?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(segmentation)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! We can recognize our tablet!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can extract the tablet itself from the contour:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sb+TY2dogGY1TLmTxhWOMOt288MJpZmYmqFarNOpVAOKpESwkirk8mUyGarlMbnsdn8+H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osjlcq5ZOs2RDI5Gr0Ws9TM4uIi9s5ORg4exGq3cXrkDJ6lZQ4fO8nX7vkmBw4cYGZ6EoVc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\nIkqNmmgsweT4BLl0ju/+4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask = (segmentation == 2).reshape(tuple([*segmentation.shape, 1]))\n", "tablet = mask * img\n", "plt.imshow(tablet)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cleaning the characters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our tablet, we can start working on the characters itself. What assyriologist often do to work with tablets is to first produce a transcription such as this one:\n", "\n", "![transcription](http://members.westnet.com.au/gary-david-thompson/Strassmaier_Drawing_2014-09-28_140428.jpg)\n", "\n", "The transcription can be helpful for reading a tablet when it is not available anymore or quite simply to make a clearer picture of the signs, as tablets are difficult to read.\n", "\n", "To obtain a sort of automated transcription, let's apply a local [histogram equalization](http://scikit-image.org/docs/dev/auto_examples/color_exposure/plot_local_equalize.html#sphx-glr-auto-examples-color-exposure-plot-local-equalize-py) to the tablet, to remove the artifacts from the lighting." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda3\\lib\\site-packages\\skimage\\util\\dtype.py:110: UserWarning: Possible precision loss when converting from float64 to uint8\n", " \"%s to %s\" % (dtypeobj_in, dtypeobj))\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JCQkEBweTl5eHSqUiPj4eBwcHbty4wdy5c1EoFGi1Wq5du0aHDh1QKBRYW1tjamrKp59+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\nC1evXtWXUV+8eJFhw4b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CbB1EG8qFEF/YX4+Dg2jHMCHEJvt5vxRC3D3An4tE+2twxH7b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\nKH6DFwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.morphology import disk\n", "equalized = color.rgb2gray(tablet)\n", "selem = disk(30)\n", "equalized = filters.rank.equalize(equalized, selem=selem)\n", "plt.imshow(equalized)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the resulting histogram:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEACAYAAACznAEdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(equalized.ravel(), bins=256);\n", "plt.ylim(0, 2000);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ideally, we would like to have some points at the bottom of the tablet and some at the surface and do the watershed on them." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "seeds = np.zeros_like(equalized)\n", "seeds[equalized < 10] = 1\n", "seeds[(equalized > 140) & (equalized < 200)] = 2\n", "seeds[(~mask[:, :, 0]).nonzero()] = 3" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KIJUu1EFK16yVO2rEoyu6uELauBK0tH25KqzyYrkN3B2RzIP/+q//2hT3fe97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\nDodjhHASdjgcjhHi/wNbs+7/nCBFKgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(seeds)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "edges = filters.sobel(equalized)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ws = watershed(edges, seeds)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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M68TY0X69d31Zj+/Ux0rGofDPiLHJ5XIeuWxI6cclOKWiUQvhqxnXdbPkYyf9UPgroD35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\nIp8CcCeA+wHcAeD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(ws)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can produce our cleaned image and compare it to the original:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda3\\lib\\site-packages\\skimage\\filters\\__init__.py:28: skimage_deprecation: Call to deprecated function ``canny``. Use ``skimage.feature.canny`` instead.\n", " def canny(*args, **kwargs):\n" ] } ], "source": [ "import scipy.ndimage as ndi\n", "cleaned = np.ones_like(ws)\n", "# signs\n", "cleaned[(ws == 1)] = 0\n", "cleaned = ndi.binary_opening(cleaned)\n", "# border of tablet\n", "cleaned[filters.canny(mask[:, :, 0]) == 1] = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare both images in full size:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0/XrRBWQYBoZpcv78eXRdp1arEUURP/Nf/rf36/QgCP8fooNHeDcQXTqC8I0R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POPfoS3vO2tGIJAoVDC7Xa2qwrzeXbs2EEmnSObzWP3+K/zLL7FK4Gt3zo/mvzryotXgqjq\nv9e680rg5aqGeCHtWS/0s6+UsYMXpr3zL5e/2/teKP9eMvPFrvPl5MXuz/c6zh/kvvyg17nFFs/H\nResU8N1ECl7zXT7zIeBD38d+bfE80Wp1JNOCzWnF5lIoVyvUWw2cvgA1Q+Dsk0+RzJRw+cP4RQ1R\ntNE0DLSmictiY3Z6DtGAkW3D/MrP/QKZYpFCvsLU9BJOpxtPIIBkteJx2AmHAmi1KrNTE6gWicWp\neRS7kye/fRLBF2VbXy9hl8LoYDeCIJDOtzU1ZJubMxfGsckWAl4Pe/eMklxfR6812L93Lx978ikM\nA/pvvZ1UJs388jKTE1fojHZg0etsZjYJxqLY3G62bd+F3WJhINZHwOMmHu+gJ+ynVMzhcrlZX1yk\n3tJIbm5QrpUwTZPHHz3Lrl27mBwbp6VJ2CQXudQ0pVIBXdcJBYJUcpv4OjuxaTo37zvIo48+TNbr\nwbTbCXR0YLfbqReqxKMRBnt7EGWJ1GYB066yc/8+5ianWU000C1gkWQ2NzVUCeSmjl7KU2s0UK0y\niuRDNiHs8dIb9uNxOwkGAzSbGp/+uws06i32x3vpDnQRDisYWEilM1jMBqap43YqaJrG1NQUd9x8\nAza7k4tnzpDZSLK4vMpnP/dF7n3Xu/n83/8Tz164yv5D+7jy7CSCKKNpGtXyOja7gqIoQJXLCzk0\nrUGtXkGWZaxWmUqlwv0WjVAoRKFUxGKBUCiELMuIkzNYBYmQ20t2I8/H/uzjJOdmuPfee1lbT2Bz\nqBTqdbzBIE889U2uTU3hdcPmxhJWyY7T4cAtCHiddiymji/gRZNMVKcDUZCxAIV0HpfbjqpYqVbK\nRMMhquUymtZg5uoVVEVC8LswDY2+3k48DguGIVCpVPC7AqQzGbZt28bCwgLBWAzZ4SBfLmO3ebn1\n5kOsr63y2CMP4VTt3Hnnnfz029+M0xsgEAzxsx/4ecLhMLF4CNUhM6xG0BpNrCIsXj5Df8RHbmWO\nSsHL9LUJ7n3LG7l48SI+r51UOkl2Y5qQ28FT3/yntnDy1UUG+7qwIlLaXKRj7xDLQp233nwIj1ZB\nqen0+D2IsoTNbkeQJYZsVlwuF5ValXK5TGe0g5XVVRYvnUSSZA6NRPF4PMiyjFlvYVMdKDYbdreT\niekJfuo995JOp/EKJvnEAocPH+bhx8Z4z3vewYNfeZA3vP5mpiav0hPx8amPfZhjx45x75vvIRAK\n8+A/PYDNY+fEG17DJz/9KW4+fiO3v6HCe3/qPgxTwOPxEvQrTDz9NE7VyTfPnmH/wSPYW/Cnf/JR\nTj39DKdPPoX2D0/yU297GwPRIH/+5x/l2C3HcKhurl27wp7dQ6TyGUzVieTycO6pyzi8Qf74kw/w\n/g/8KpXF84yMjHDh0hi1QoVHH/4aiqJw/MQJHA4HwVCIcDjK0tXLlDNFfvmXf5FkOs0zE1MUSiV2\n7tzJSE1jz/AAei5HhyxheGUkRaSim2yUGtx1yx1MX5ukt7uL1eTmdZ7Ft3glsPVbZ4uXmxdSRfBK\n0Pv4QVeavBDdlX/m+Y7RqykBBC9PFc0r7Ri/F6+2/f1e/FtaQVts8XLxgly0tnjlIYoigiDQaFQJ\nhUKUy2UkSaLe0PB4PDSbzXZgLooIQouWoVEqVXGodjRNw/Vci1Q4HCa1mabRaLCymsDtdtNs6rjd\nPuLxOB0dHTQbNebn50kmk7QMAafDjd3lYmRklEvzqxQKBSSXDVVVqVarmM99Pz311FMsLCywc/sQ\n24eHyOVyWBUFl+qiUKqwkYID+zvZ3Nwkm88xPDJKKpViYvIqu3btotVqkc1m2wG8xwuAqbfw+724\nHU5Ei4DH5cYwdOZmpp+zPDcpl8v09/dTr9cxTZNWq4XVplCt15EVBatuQ69WqTcbaHmNzq4uBrcN\nM7swi6LasVgsxONxDhw4wJ9/5LMEQip9fX1IUtsNTDcM+vv72blzN7OLi5gm2FWFUl1H00CytSfw\nHTu209QNLoxdwtQFZFnE4/Hg9XpR7W0x6PX1dZrNFpIk4XC0z4nP56T8nKB1qVhAVOxYrVZEUaCz\nI4bD4aBer5PNZunu7mZtbY23ve1tHDhwgD/5fz9MqQaJRIJ0No/XF0CWZVzutnW0xWJiGCai2D5J\nIX8Al8uJpmnYFZnhnjhLS0vccMMxVlZW6O/vJ53aJLm6Qt/oDq5cOI/f7aVWq3H4xmNUmnXSuSyn\nv/EgnmCE7bt2MbRnP/UaGBLs2DHIeqqAz+Ui5vPgczio14rYHTZqRgNdb6I67TSqDXaNbidfSFOv\nVXG73Rh6k3w+iyzLlEoF9u4/yPTsHEvLK7RaGrfuu52G1uTUqVOEQiFarRbzMzNIkszk1SvIskwo\nFMIqOEisrlAsFvmJH383oiiSTCbZs28/oqJy6vTTeL1eXC4Xht6iXCyiuBx4vC5MTcPv9zOycydT\n07MYkhVrocTpk6eQrDI+b5BqtcrS0hKJRIK+vj7WV5aId3SQz+dRbXYQLExPT+P3+7FabVSrVVKp\nFL0D/VhEgXKlgsftwrBYGLt8iVAohMfjY3FxkVw+j92uMjg4SHIzhWmaKFY7WE0sgoDT42ZjM83d\nd9+NgYUrV67w8z//89SqVeLxOPuPHMXr9fLr//kXsStW3G43GC3+4A8/hMfj4ekzZzn78KPc/prb\n6enrJZFI8trX3snE+BiHDh2iWq1y6fIEN970GrA0sdsV0ukUg4ODxOId9PR2sJHKoulNxscvYbPZ\n2Nzc4NsPf5n/8NM/wdmxZ4l1dHDkyDHWVpPUtSaSbOPkqTOcO3+B9ZTJrkOj/MOX/hEzN83EtSlu\nueUWHA4Ld911F4lEAl3XAcjncuSyWR7/2oPcdMutBEN+zo2N43J4Gdq2jatXJiiXy/j9frKbKRTF\nysxMW/OqUCgwPNx2Z4P2/SkIwg920t5iiy1ekbyUFSjfbV0vtlVkKxj80eaV1mK0xYvneidut/jR\nYCvB80OAJEl4fWGq5Qq12iZer5darcj84nLbrapladt7055YHKodl0PF5WhXMESCAaamZ+jq6uKv\nP/kpmloLq9VKLBbj6KE9DA0NkkwmyWdzzMzOk81mGRwe4dq1aWpNHcVqp1jM06hVCPTGWV1JMLcw\njycYpVhtsLCwRKPRoCMcwm63c/b8OYJ+PxvrSQ7s288b7rkRl8vFwUOHWEms0dS079iday2znbAR\nJSymgdfjolYysaDTE49ilWUK+QyyaLKyssL+vbtxuVxMT8/SEY/T1dXFxsYGgiAhWWUWEhs056YJ\nR4PoGZNARwSXy0kuk+HspQv4/V5ki41ITydum41yocDlixcIB62YmPh8AQwEVIcbSZK4cHmMyxMT\njI6OIosgADbFis8ts62/m6DXRSQSYWFhiXq9jihY6e8fwulQGRoaopDPMj09RaPRRJEEag2d/v5e\nRFGkUipzbWoKQXa0hbRbgGGybXgYj8uJ0+lEa8qsrq6iaRq79+7H6XTy6U9/mnS6SF9cJRIKYjEN\nEAw8Ths2mw1d13G52no4bo8LqyRiMVuIoogsi0iiiFNVkEWBarHUtg2v1+iKd2CXLGTTKd7w+rtY\nnF+gr6+PrF7g6rOnefzxJ+iMRzmyY4RiIc8jX3mAn3rbHZy9ME7I7qBzfyeiaaJiQZUkamKDptbE\n47CBYKFeLqDXmkxeOo/b66Cvr49oJMTC7Cw7tw0QjUZZXV1laHgAj9PGQE8n2WyW1GaSkZERFKuE\naej4vU7C4X5sNhudnZ1MTExQzGzQFYtTLeboCIW4dvUKcwtL/Nhb3sra2hrv/4X/htMtcvzWE/T2\n9nL10jPMrq/SceQItXIFvdHA4/Hwhfs/hy8Q4rY77ySZ2uTa+AUGB4bp6+5ibWUVSbBwaN8+Ll24\nyOtfdwdrq8v43C5K5QKK3Ec6naYjGCYUCiGJIpcuXaJSrbUFz4sFqloTVbTS091PIpGgXKrREY8h\nW+3IioIgWclmivT19bGyskIkGMHhdqG1WvhCYcLRDp45c5aR7aMEg0F8Hj8zU9N87P/7O5rNJhuJ\nNfQmfOgPf5snvvkY3zp9DrfbzdzCEm99509gEWVWZ6+RLxR5/LFH+O3f/M/ozSbnz1/gwsVL9A1s\nJ5vL0xHrJRD00O2IcOnSJY4ePczYpXHuu++9jJ2fJO4XuHjhHL/40z+FxWywd2SU7t5BZmbnOHTD\nLXzi05/h8uQs4WichqYgy3UWpudp1DU+9r9+kyvj41ydnOLt73gnyWSSJ554gsG+XjweD36/nzPP\nnObInt2srayinzrJ5WvT3PuT9/Gnf/YX3HTjcd5979t59MGvYGoalUKefft3sLKeIto3wrWpaZxu\nD+l0mkqlAoZ+PafvLbbY4jrwYnUvno+Oykvt7nQ9AvvroRPzcu7Dy63b9GL5QZ/bH3Zr7ldaImwr\nmbPF9WLr0eWrmG99/n+j6zqGYbSdoUpFnA43zUbbPcpub1d8tAwNw2wh/vPEZ7RoNpv4fD7q9TrT\n07NcvXqVZ545y9rqOvV6nVarHfD7fD6cqkqj0WB1dZVaQ6NcrWOxiEiyFdM06R3oR5Kk71SfpNKb\nCIKAKIqsra1RLJeo1WqEQiGKhTz+QBinx48/EMYwBdLZPPGuHlSnmwsXLzE8sp2unl7sDhcOh4NA\nIECxmEe1WREtJj4PxKJBHKodaJHLbFLIZ9G1BuFQgJamEwoF2DY0RL1eJxAI0DfQjyiKKKpCrVmj\nqesgCCh2G5JVpqOrk87ubrr7eunu622LSTtVNjbWqVUrlEpNcrkait2GKIrUmg0q1RpayyRfKBGL\nxQAwDB27VcHhcOD3eohEImjNOsViHrvdjsvlwm634/G4qNVqZDIZoK2lZBgGkmRBUWQkSaJcLtNq\ntWg26zhsdmyKTCgc+I5FuqZpVKttwdjDhw+zublJb28vgiBgV8DhcNBs1DGNFl63i0goiM/nJhIO\nEAz48fvcuOxWVJuVoNeDahWh2cRoNJgYv4wsCjgcdgb6eigViszNTLNn5y7cThdDQwOMbB/m/IVz\nrKwnkFUbuqXtqPalL32JgYEB3A4nz5w8ydvf9CaoN3HaJYxWg0xqneT6Clqtit6oUKsWSa2vYmnp\nGPUKg92ddETD1MtFUolVHHaZro4oHoeNob5eSsU8g73dBL1uto8M09MZp1Is0NkRJRYJE/R50Ws1\nNtdX+caDX2ZlYRa/20FPPMprT9zG8GA/oVCISCiA0+nkq19/iMHBCF6vlwMHDjB+ZYJGrc6O0VHM\nVqtdzVOuYBgmPV3dHD18mGNHj3Lx/AX27t6D1+1h4vI4VlmkuytOpVDE6bCztrrM6adOIloEHHaV\nekPD5w8SCIVxuNxYFTsDg8PohommtVBsKhZEOju7EQQJu8NJV08vLpeH7t5+JMmKKMqEox0Ikky8\nq5torJONVBrJaiMW78QXi7Nzz24kxYrH4+PChQvMzM3y1LkFfvpn3kc6B4iQKZQZuzJJTTNwegPE\nuvtYXksiWxWC4Qi33XaCN959D1qzxfrGBn6/n77+Hjo7YzgdKs1mnWazhkWy0D/Yxy233MLtt9/O\nxWcnueHYTraNDHHsyCECQQ/nzp5hfWWNBx98kEwmxz98+WuceuYiNV0mU6zj8QawWmWMhobP5SSx\nscHn//4rGKaFy5evMD+3iN1uJxwO4/O6Cft93Hbzzfh8Prq7O2k0GuzZtZtiNsddd9zBjceO8sQ3\nv0mj0WBoaIi3vOUtjF2+wvLyMgBXr02xOD+HaZrY7XYkaes5xxZb/KhgsVhelqDrRz2QeymC6pdq\nDE3T/L/+Xolcr8TdK3U8Xipernt8iy1eTWz9sn0VY5omoijSbGrouoEsy2xubhIKhTh79izFchVd\n12k0GsiqB01vIQkikgW2DQ1wy003c+7ZM9hsNsavTlKv1zly7CiJRJJao0EsFkMwDM6fe5bu7m6O\nHLuBL3zhC+zcs490rsC2nTvZTGfxB0McO3IIWTDIpjOUy2WGR0Z56JtPMjk9j4mFQCCA0dKZuTZN\npmkyMzWNarNz5uJlHHY7T5x+huVkEpvTxQNf/TqxWAy7Q8UwDPbt3c+NN97I4vwcPr+XN7zuNSiK\nTLXctvh2OVQa1RJel4tGtYqmN3A4HBjPPZl3ebwUCgV0rUVHJEKxWGRxfh7DMFhbWUa0CIxsH0YQ\nBFaXljn3zBmCQT/2nh6+9PnP0t03REuHG2/Yg8fjQRRFYuEAiwtzVGp1FEXl2A3HaTT+Fz6PHbvD\nTrwjQjjgIRYOMDs7i9fj4tkLY3R199HSNdxOJ5l0mmw2S8gfZDo3i2nCQF8fekvD7fKQylZo1OpY\nBINMagPJquDr6sJmlZFlmcmpayhW+blAtxubzcYHf//3uDKxwN79o2iaRjTWiX10G7phUiwW0Y06\nXr8fwdBBhHophyRYWE9tEomEiEWjlAp59u3djSAIHDx4kGdOnaYzGmIzZXLm1EkK+RxnzzjojncS\nCgVJV7MMDgxw003HcNgcJBMbXB6/gs8XYv/+/bg9KrOz1xiNyPgdLoaG95JJbZJaX6dSLHDPXW/l\n6tWrZJNJ+vp6EFsm7qAXWbBgwaBWLlMrplldaCfDrIpKIb1ONlfA5fUxm0lgGAYd0QjoTTwOFVkS\n0DQ7HocdDJNjRw5w6uTTPPKNryFIMvsPHKRvYIhvnzyN1jL4zOe+iIHAnr03EQw7eO2RnXTHO8ls\nJHG5PKg2B8dvvIkHv/ZVTNPkm48+xs6RbfR29XLt2jXskpV4X4xMJsNAV5yejgiyLPPut9+LKFno\n7NzO1HICl8uFw6awubGB3tSYn1/AF/DjcCrUtTp2VWU1uYnTG0Cwqbi97dY6wzDYufcg+XweR7XJ\nsePHsVhEWq0Wsf5+SpUKO3fvYW5mHsMwmbg2y1//zd9y/2f/jgceeACvE7769W9Q0+Fn3v5Wzpw5\nw7EbbyISieDxBfjAL/x33nj3ET70x/8PPruNqekZQuEOisUyDtUFholW11mYm2Fo2zC/9uv/lRMn\nTrDnwAGqtQZ/9fuWx+IAACAASURBVFcf49kLM9z6moMEPR6O7d/B7u3D/M8P/iZvvvt17Nq2g2y5\nScNi5eTYLAupHIassZGd4+COIVqtFvt2juBQbZwfu8rd97yJgaFBbrzxOF/4/N+xkVhn57vewSPf\n+AY9HVE+8/dfwm634w8G8AU7uHxlgt/5gz9i7+g2/vIv/pxEYpWgz8f89DQ/+e53Ee3up6d/iEbL\n4L777uPM06cpFQs4VDvpbO56TuNbbLHFq4h/Kzj+94LJ70cs+dUSiF9va/JXQoXTv3Rr+pevfbfl\n631uXyn78VLyr++1f88h7Adx3P/evPDDNO5bvDLZSvC8ijFNE1mWaTbrVOt1otHoc+1IAqVShe6e\nHvKlChaLBUPXaGkGqtuBpOvs3LGd+YVZ4vE4TzzxBCurGziddubm5ojGOqlvbKBpGolEApvNRjQa\n5eKFMXp6+zAFEd2A1GYGxe4gkUwiiQLNeoV8IYei2HE6nSTWN9B1vZ2Y8PnaGjhWK6uLS+QLJbK5\nAlZZJhaNUKpUcLiczM3NsXvnDpaWlihkUoyMjPDhj/wF/f393HfffYiiSE9PF1arlZ6uOIlEgmK+\nQK1SpFar0dfXT63Z4NnzF8nniwyPjJLLJchmcjR1jVK1giRJWAUBiyjic7nwe310RWPk83l0S53u\neIxarcbU1CTbd+0hGOogFLI91/rWrrpJri4xPzeD2TIZHh5+rgIHBAsoskisI4rDpqDabeRzWWLx\nbkRRZDOdYtvwAKVSAYdqw+1o696E/AGczraFOYZJo9nWDcqkNukZGEa1WWloOrVKmXw2jely43a7\nmZ+bpdlsIooijUaD3/qt3+K9730fQb+PjY0NLGYLv9eN3W4nKcJ6OolotiiXihi6Ri6bpq+7BwGd\n3aPbOXrkMGPnL7CcTlHI53jm5FPcf/+DbB+OMTq6nXQyidftoaU1WFldYsfoKBcnLpFcWcPrcLG8\nvMqNx29hcXGZd7z7XZw89TRf/erXUJw2RocHcaoOXKKVTDKBz+vG5bZjs8q0tCaiBYqFDC7FjohJ\nPpclHAgQ7IyRz2WQJQFBENB1jVK5TDQSoVJtaxDpuk7Q5yOdy7G0tMSe3TsJhUKUinl8Ph+XLl3i\n1KlT9PX1obda9PT0UNMMot393OL2UKvV+PIDX8XtldmzZw+mYJDL5YhGYsiyTCGfZ209iWy1IVja\ngsjBSJjVlQTFQhmXy4UitZNtFosFXdepFEs0m02OHj3KxJVJbOEIz168yA2HjhDv7mPs4gVcbi9e\nfxCrVcIjWPAHA2RTOQYGBhBFkXw+j6brOJ3udntXRwfRWDe1uo7NJqEjYlhk3J4A88srhEIhBEHg\nM393Px/4D+/nLW99O+OXV4l0e5AEC2+9+wg/9qY30qiW6OvpxuFwoBsmd92xm9e+5gRzM9OMX3iW\nnq44tUqZsYvP4nLYqVXKZLNZ7njdnXz84x/n/e/7WRpak2azSblcZnZ+jqGROH19ffR1d2G1yyyu\nLNPTP8DVa1OUclmiPdtYSmb42Ce+QL0Fbo+do0ODTIyNoVggk07wune9E0fAj2CBa1evEA6HqdVq\nFIsatAycDgenT5+mWtYwMHnfWz/A3OIKtUaTZqPB33z8b2g0GpSLJd533330dHZRrZSId3axsLTM\ntp17mZ2dJRKJYBot/H4/6Uz2ek/lW2yxxfPk+wmMXoqn+i+kBeRHoYrgpW6jeqFj9lJu/6Vo7/lu\niZ/vtrzF98eLSaJsnYMtfhTYSvC8ilEUhc1shlZLxxcIUipVCIQilCo1evv7sVqtWEzwOF2UGjqi\nJKA362iVAsMD/Tz22GMUK1Uy2Tw21U7LtFCtN1lYWMDn87WTO6afUCjCo488RiaXZ25pmVyhRL5Y\nwul0tu2iYzEki8D+PbtoNWpsbiSZmZunobUQJJne3l527xghl0lTKuRIbWZptEwUq4wOrCU3ME2T\nzs5O9uzbh00Scblc9HR1oNis3HXXXVSrVUqFPGar3ZJ2991388W//wcEQUCziETi7aTP/PIaiWQS\nu8PFxmaatfUEKysreLw+Yp1xrFiwyjL5fP47yTFTb3HmiafaYrotg0wmg8fjQXUo7Nmzhwe//gid\nnZ0oStt9qlqtorhURkdHqRbzLC4uUixX8XjaXzaHDx1EMDQshs7G2jJLC/P4vH66O2MYCMSiYXw+\nH9eujCMIAvF4Bx6PD9N4GqfTid6q47d7uTS/RCzaQWYjyS984P18/G8+SSGTxkI/WAxWVxMk1pO4\nbFby+Tzj4+NMT09z2y1HqdXKuFSFrmiQgM/FJz7xCfbv308s6OOZZ07T39eHxWixrbeHWq3GiVtv\nJrGyyMfOnmb//v2sLS1RLpfZv28f97zhZro62slDp1Xi5huOIIoiExMTPPnkt3DbnESDMZxeH91d\nQ+w9dBinP8JD336SK1ev4u2Jcbi7g7nJCVS7nd5IjG1Dg5w/e47RPbvweDyMjo5SLxbJJlN0RcI0\nFRHVGsI0TcYvjxGNRrFarfj9flbX1jl06BBLq6sUCzmOHTvGxsYGsqLQNziIx+NFtso4XR6y+TJ7\n9h3iK1/5CgcOHSYW70R1utEsVnbu3cE3HnkcYyODwx+lUm+ye/duurq6ODjaSzabJV9tEHS4cPlD\neIIRjt0aptls4nQ78Pv9FNJ5BraN0hENs76+/pxgr8HCwhIDw9vw+/1UqnV27NmPt7efm2+/k0q+\nSLNR44bjHqq1Mqurq0xOTXLwyGFMi8Tonv3YbDasih3B5iKZTFLVTATVxdxaktRGmsHhIXbu3IlW\nLCKp7XJkn9tFulBgcnKS17/xHlYSCf7jL/0S337ySY4fv5GxsTHuvut1CLQolHKsLbf45Cc/yTve\n8Q7+6IO/y+zsLPt2jiCYOvGOKHZFptmos7G+hixK3HPPPUxPT2O3yqyuLXL48GGeOHWOw0eOsWfP\nPvYcOEgyleavPvG3/Mx73sVAb4xwvIf9O3cwfe0CyXyGJ88+TddgGM1USKTzLK8tMjgUp5zd4H0/\n++Mk1lb4+jcfb99HB/aSz+dJJJLEYoF2ZeDwMJ/928/ya7/2c5w6P8b9X/wiS4trRDqifOaTf8s7\n3nkvly5d5sTtt+N2e7g8McHk5CT3/fwvUzMktJZJT98AhUyKerVMvCPC4tLy9Z7Kt9hii+fBy6mv\n8a/X/WKTM/9WJcerjetZYfTPSZ7ns+6Xevs/aoH/D8PxvtBj+EElBJ/P/f9CqoleadpCW7zy2Urw\nvIr5Z/cXQRDayZ7NTayS+J3lTCZDuVJC0xpYJYV6U0fXdfbv2s345Uvouk7AH8LhWCVfLCMIwnfc\npprNJrqu4/d6icc7SI2NE+6IcvrZi5SrNTTdxCxX0HSdQDBIZ093u5WkWafRaLC2nmzrW8g23G43\ngiDQarWoV2sYhtF29RLFdj8wJpJFRLLKOBwOFFFAVWwYZhOf34uAhVCoHeAtLCzgdLto6i1OP/0M\nVruKXVUJelyoqordbscXCGIYBoqiMH5lgmazSSTagSiKZDZSWAwTSZLQ6g0mJyewAIGAj8GBQQI+\nP9euXSObzVIqlymW2vbhpmnidHtJJpNEQkFk0UI5n2F1eYnOzk4qlQq5HPiEOqpNwWl3opWytPQW\nnbEoslXC5/GSLuRoNtuuUKlUikgkQkszkK1y2zHK0NuaIBaDYqFAMpmkp6ev3RpmMXGqNhw2O7l0\nhnq9ztDQEK16FUVR8Hg8xGIxPB4PV6+MoygKuUya/t4eDh3Yj8vlIpVOc/TIERIry3TG4wiAy6mi\n2GTC4SB3vOY2Tp48SaVcxKYo1KsVCpk0xw7so7e7i68mEqyvrqGbOiMjw2iaxsK1JaLRGILViuLy\nUChVeOO7381/+tVfZXp2Bk/Ai2EYqC2N/p5t5JMZooEQDreHkZFR+rYNUSgVqZWKCJLI4PAwn/3y\nP7Jv72421tbwB0KYhoVarYYsKfQPDDE8PMzFy5fB0k4Glkolurq6WF1dxRQlSrUGTz19hu07dnHm\n/EUCkTjVWp2FpRUESWZ032FW11M4PH7inV088tjjrKyscOedd3LixAlyG4sE8wX8/gCGYeD1+slk\nMlSrZRw2G1bFSqXRxOZ0Ums2WdtIUSyUsNmtGHoLQRK5MjFJ/9AgHR0xJmdmuHX7bhqtFtliEcFi\nYW5hkXK5CIBNdZLazHDbbbfhDccxmk2yuRyKw8Hw6E5kWSabz1EslJHsTnoGBkmmM+QzeQRZoNao\n02W3oxkmO/fsZdeuXShWK4V0FqtiZ8eOHbjdbrYNDSIIAl6XyurqKj/x4+/G4/N/J6n513/915Sr\nFX7mvveSyWSYm5vj8MH9LMzN8qlPfZp77307fr8fVbERDodxOT1MTc1w+PBhqs0WZ849i6w48AXD\n1JrQ0AU0JIp1Hcw6FtmKaWkgKzLpTAm9CQd2DfDNiTWi0Sh/9IcfpW97L+OXF+nv6WR0ZBuRSISf\ne9/PMj89yfzsDO/5yXfxjW88jCMY4dHHF3nj3bswDHjDXXcTj8Zwu3xomobD5WTtzDn6BoeYvDbF\n1Mws23cpqDYF02jRarVo1KqIwqs3ENtiiy1eGl5sUuPFJHJeaLD2fNy5tvg/bI3X92ZrXL4/vt8E\n7gv5/Ks5WbzF9cNyHXtnt2aX75Nvff5/UynkAYOGVsdhV9lIJQkF/Jw/f56VlRUsosT0zCx13cS0\niPT09XNsZz+lSo10Nsfy+iaJZAqtZQD/Z9Lv7e4iFArxptuOUW9qLK9vcu78RU4/O4ZiU2hoLVqm\ngc/nYWTbNgY7O+jrihHw+ygWi8zOzbOwnqGp6dgUK0Gvi6jHxtS1q5ycXMMwDFotDQCrIuNyqNxy\nwzHcDifRYAAME0SDVqvF1Svj9Pf3k8vlWF5e5sfe9g56evt545t/AlGCQChE0NN2mlJVFVm0EAwG\ncag2ejq7kGWR9fV1VJsd2WKhXC5j0k5ipVObdHZ2EvR7sdls+Hwe6vU6Po+XVD6PgcT5sTHqukms\ns5szZ84RDPpxKRLVShGfS+Xa5AQtrKRLVbZt30FfTxdOm8ze0UH+8UtfotpoEIzEqeomidQGB/ft\nR2s2qZUrLC0scvToUdLpNNl8Ds1oUa3V8Ph9lFOb+Hzt8azVaiwuLRGLxdi+Y5TNzU1sNhs9/X1k\nE2ukUim8Xi8dkTArKysMDfRRLBaJRsKMjY19Rzi7aRjU63W6451YrTKRcBBRFCkWcmSzabR6g97e\nXlYS6/j9fnZv30FvVzdXxi/R0nR27NjBytoyuUK+/X9ijWSqijcQxOH28Ma3vp1nzp/nv/7mbyNI\nIlarRP9Ab7ttKTWP1tB54+vu5tGHHqVnYIDDNxzj9rtfT2pjg6tjF1icnSefTBLp66VSLtLTGSe5\nvoaqKORyOWRZxhcIMz07w/D2UeoNjY21ZbxeL/NLy6iqyqHDR5ldXEZRFBLrG0Q64oiiyI7BXi5c\nHKNvYIgTb3ozCzNzCJKV+++/n7m5OWw2Gx+5/7NQLIJQRy9VaTZ1RFFGsIjU63Uy2TT1ehW/30u+\nkKWwWW63QLY0mvUqoYAfxWZFsdpIpjbRDejtG0DTNBqKioCFermEVm/QFevA6VIZHxvDMAx6nxsn\nxR2gUqmwklhjfX2dr3/tITY2NjAtAm63m5GREXx+P0899RRL84uUyyXK1QpYLAwODvL7H/xdgv4A\nsXCIQi7PqW8/xeFjR6lXy2ysJxAFC9VykcmJKxw5cgSr1UooEmV6dp7BwUECQScPffVrOO0qQZ8f\nDJ1ivoDf76dUKvDwww8zunMHFouF7oHtfO2hx9AlO5/6zD8Q6+kkl8vhslvZXM+hyhANKCysNghF\nwe5w4gvHmV9YolqtYwG6O/yszGfZNRJkx/ZtPPDQKY4d3oNp6NgVmTtO3EYoFCLs95BNp7j/s59h\n966drJcanD59mj/44AdpaToPfvkBVpbXqDaa3PPmHwNJJpFIsP/AQVR/kHK1hi8QolTIEfU5qZXy\nPPLIIywnNvjoV56+PpP4Fi8K0zRfNb94LRaLuRVMvTR8v0+xn287xwtt+3i524peaVoe/1blwYtp\nXXs5q7FezvX/621t3d8vDd/N2e67Xf/XW/vpxfLd9Jq+1zZfzPH+MGot/ajw3Dl/0RfbVgXPqxjD\nMKjValitEvl8HrfbjcViQdNa6LqO2+2mVKlisVgQBAu60bYcHxwc5MmnTiEIAqOjo7RMC+sbKUwD\nDFoIgoDN1rbU9nu9rG2k2o5MzSayVcYiytAyEBHxeHzYVRVZlrFard/5bDgcZj6R/s7rmqYBNvRG\nE0NvgdCerCRZxG5XsNlsKIqCIIDNKmMaBnaXyuTkZFtLxmKhVCrhdrtRVSdWuwoS6EBFayGVKtSa\nOgYWNE0jXywjixaSySQOm4Isy2guJ5Ik0dTqWMy2vXzf0CA9vV2YeguHw0E6nWJ2ZoZoNEqtaVBv\nakxOTnLwhlvI5XLs27cHTdNYX5plI7FKz5EDbXFni5VUoYxpmtis7cqXv/zwhxm/vMnR4wMUi0VU\nb4Cg30u5XKbZaGBobbezcrlMMpnEF/BTKJcwTB2namOjWMIqSiwvLBLv7sLpULEpVmqVKi6Xi5WV\nFeaXFgk4VIaHhymX2+0+2WyWTbcTqyyxsbGB3+tBUcJ84QsP8673vIl4PE6zUadQKLC+nkDTNPr7\neojFoqTTabr7elleXqVeqeJ1uXn6mVPUShVGR0awKzJ79+zhH//pnzh58iT9QwPceMfttAyBeGcX\nyDL/6Td+m5WVBDceO4KiyDTKdTBM+jt7iEQi9Pf3Mzg8jFV1Um9qlEoVpufmicQ7WZhbxBcKo7dM\nBoe2oWsNGk2dWq2GXVWJRCJspLIMDG9j9559LK+sIdGiXq+ze/duenr70RGIRHUWl1e5+bY7ECQR\nr9dPLbvOTbe9BrfXD5KVzu5ePvm3n+bbJ0+hqirbo1Eol8EwGLtwnnQ6i93mJBaLkc0VEEURh2qj\n0tAwi0X0loFmmhTyeTKpdkIsGKRte25CtLOLer1OpdHA7Xbj8Ufa513Xcbk8nH7mDBeePccDD36Z\njo4o97z5xzh27AjFRJpiscjq6iorKytMTs/QaDRoNBqIVisTU1Pous7GRpp6CVQVLCIgwqUrk3zo\nQx/iLW95CwGPj0ohTzKZpNLQmV9KcOHs0/g8LrxuF4rDjer24XQ6sUgKiY1NVtc38HlFpmauYVds\n3HnbCbQG9Pf3k8/n8fkCaFqLRCKB0+lEa7bo7u7m5LPjNJqQzmSp1RpspitYAKMFyHY8IQ0NmWqx\nQVXfoNVqWzgG/H6W57McPbKdjlCAG2+6ldX1DIqi8Ogjl7jnjcfa7lk+H8nkGtOT1/iVX/k1Tp78\nNs18lVhXFwF/kLNnz2KVbdjtdian5/kvv/MRfuPX38vqWoInT3+EP/jj/4k/3IHVaqVWKVGv1wHw\neDzY0pnrNYVvscUWPyBeiqfgr8Qg6XpUq3w/VUw/qGqE6y2iu8X/zfdTufZSrO+l4OU651uJwi1e\narYSPK9inE4n89NT9PX10NXTyeLiIqqq0tCahMNhMpkM5y+OUanWUN0+LAYMDQwiiRacTieKXeXJ\n02dZ39jEIsiYFnCo7SoYn8+Hy9W28i7k8jz02LeIxLsRZ9ruUzbViSiKdPf1MjQ0xHBXjI//5Yd5\n7WtOEAqFAEilUviCETxWK5VyASUexOVyAqBYJUTRgiSL2Gw24p0dOJ0qbtVBS9exihLj4+Pkchki\nkQgWi+U5K/gyikOls6sH3QQEkXK9iSyqyHaZdK6IIst4PB5KhTylUolWUyOfzeD2uMhXCtjtdur1\nOrIsU6lUaD3aIB6PUyqV2L9vD/5omMvXrhKNdDM7N8+Bw0fI5/NIVoVWq8XK0gJoTeIdHSRWVgj4\nvVQMmT3+MLFYJ9lcGtUqcdttt5Fc/yKH9h9gbmkZkbaTldfrJZVKoUgygUCAq1evUq/XOXj4EBcv\nX6JcLqPrOvfccw+5XI5YLIamNZHltg399MwU+UKRjs44LpcLi2mQTqep1+v0dncR9Hux8NwXhdEi\nFg1z/vx5XnfHQeZn5+iKd3JlfAKny8H27duJxWJcvHieqZlr9Pf3M3b5EpVKiYP793H23DM47CoC\nMDU1ybe+9TgjIyMcOXoYr8/HyJ7dVBx+VNVFqVKjb/t2vN4A/QN9+D0+rIKAbJpYZRHDKPDoQ49y\naM9hBEHE7fWxfedemoaF4ydew+LkJJ19ffREO7g6O4OmG3g8PraN7mhXmfh9LK2uEY7ZCYVCrKyu\nkysW2b59O7MLi/T1D/LQw4+2K7wGt3PwGNhdXjY2M/j9fiSfC6vdiSDJNCp1vvzA1/j2qWcY2rad\nY0cOceLECbBaqWQy/I8/+VPm5xcpFatIsoIkWanX66iqDcFiYpgaYGCXHLhcLrRqFVkSKRez1Co6\nil1gaNsOurp7uPc978ElSVy5MkE2m8XUdSYujZFcXaG/v5/f+73fY8fOnUzPTDE7O09L9dJsNnF4\nvGjLKyQ3N1EdDgxBoF6tUqxUabVaOL1uPE6j3b4ny5QrRVwuF8VylU998tN0x2OcP3eGdErjN/77\nXyJZQDRBliEcUPC6XTz6xEnW1taQrArFcpXX3nEnqpBhaX6BgC/IJz71SQ7u3cexwzfQbLQTkidO\nnMDr9SJZZb7+yJOUKnWefOIUqgob2SoCbbFxr8vOjYf3UypkSFWhUW9www3HOX3yKYL+AHUKeFQ3\nJTmLLNlZT6R5+OEnObB/L48++igf++jvE41GsRgtxsfH+dLn7ieVypHNpbn55pt5/OLfo9WbZHJ5\ngsEwu9+5hy/c/wU+8Uu/ikUQOHXuWRS7g9m5JS5eGicWi9Hd04sgCBiGTrFQIBz0c/7i2HWYvbfY\nYotXCv+WEO6rMXh/Ift8vcSRfxAaRVvJnefPS3kc32vcX47z8lJW0zyfKprns57ns73v9dqLec8W\nW/xLthI8r2JqtQrhsB8TndXVBIYBtXq77alSM6g1wO2Lki+tYjElvE4HIW+AZtWk3jBY3UyAakfx\nuDEbGnbJiqi3CKp24iE/vQO9oBuIWBgeGaXWMnGHQjSaOvVaBVmAsMtGh8eG1GjhVr00Gy1ESUEz\nKuzfNczc3ByiU8TjsFGo1HEHY2BZwmgJSIBZ1wnHfXisdhTAabPSbFRwqm5qpRJepxu3QyG9kcJr\nk/F6vRzeOcrK0hwdAS+JVB6LbILeQGuIqDYrLpeDRlNDttrRLRI1U0R0+MiU6zQ0CzaHHVW1EQkH\naTVq9PZ0kUgk6O/pZc/uA8zMzOAPRMC0YJVk6qUSZr2OVitRqUhUchmsViuSKNNCxCLYyW1uIMsy\naVPHZrORKzXZvfMW+rYPs7q5Sa6Yoz/oI9bRTWJ1nUwmQyTgo1TM4XWq7L/5OFcmrqAIEjbBjl1U\nmZtboFQq4Xc78Xh91As5lqanuOXYMcbGxrjzpptYWVlhLZdHVuwEPE7cskELA1Gw0Gq1KFUbpLMm\n0a4+iuUqNxwdopRLYGkWERsmqYVZiuurKKbJUGcXVlHk+NEjfO1LnyPokimpIp1dUb70jw9y62tf\nyy/9zPvx+P1cm1nA0xFDV0IopoOJsRk+8pGPYGjgtNkI+jw4FROrxcAjWyjkUgzv2snxg0fYXF/g\nhgOjLCVS9HVFMRQvlXyLZE7DFxtiaTNJZ28PiqRQLpZQVT/JZBJBUHE6gxQqVaJdAyRSGzTzRRqe\nXm54w3FOnz7JXe/6WSRVJV2q0Gw2CUoqFlGirrUIePy0sLKWSvP5z32CQj5LXzSAx2HHLKTZmJ8m\nHAggS3bsVpX0RhW7s33NNVpgVZ1tFy3JSrOp43S6MFWZuqazuDyOW1VJJXVkq4ChSayev0b1iXEu\nXR5j23A/C0tJ4rEuDh09Rm9/H26vh0gkgi/oY2FhAdECu0e3c/70OTweD8lamZW1RWSXHdlmwyjV\nsEkK/fEQrVYLi2BiWOpYLAaybOCVVYJBH6Yg4nA4yBdK2O0OnN4C9ibUaib1Fni8LlbTJazuCA99\n+zKaAQNdboqFIhvJNZ49cxKPx42wsInX5QbJxUIiy6233sxcMs2OQ8f4zP2fYd++fSxmN8jlS2zb\ns53xiSkUwcAwwC6BVq2hWBp0DcYZ8EOjBcMDPsbPNEkn1+nuj3Ph6iKdAYjFgzzx+CP8+I+/meXN\nIonNDAvzMzhsEqrLw7dOn8H0RNAqLUaO3MZXnzzNyqUJDh3Zjcsm0VBkivU6is+LOxqmXC4Tj0fp\niIYQzCbNjWUKzRI9u0YQiyJTc4uEIh0c2X2Ea6sFePjS9ZzKt9hii5eRl6LF6YchwHo5j+F6it3+\noPlhSe68krheY/ovt/v9iibD82/1/Of3bl1LW7xcbCV4XsWIoogsy9RqNUSp7e7kcrloNBpsbm4i\nSRI+t4eqr4xoVYhEIjhdDiytBslkklKjgVWSEUWRlkVHFAT8XhfBYJDu7m5isRirVydIZdKsrKzQ\nME2y2SySJNHTGSfs9zPY14uq2KjX6zidKouLi/iDbWHaUCiEYRhkUpsYLZ1CNovdbsftcdKsN9Aa\nTXweN+FgkM5YHEmSKJfLBPxums0mqqqSTCaxd0aJxTpwOFScTieXL1+mq7cfi8VCPB5lbjFJyOlF\nfq4CSRIF7IqCJAl4PB4URcHtVCmVSiAKGIbBwb3/P3tvGiXJWZ/5/iIjMiIyIves3Grfet+71epW\naxdCQoAAsdkGPGAzcOdyYIY7Hi/jGd+xPfbYHhubw/hgY48N2EZesM2ONkRLQmpJrV7UW1X1Uvua\nS+W+xX4/pKzhcAEjqYUku35f6lR3xhuRb0a8Ve9T///z7KLVqNNq1KnXKt12E8viS1/6UnfzLEp4\ntsfy8jLtdptEIoFpmjiOQ29v7/OtVZ1Oh3K5zLZt28jl1p6vDmi325w6fYJ6vc7KygrJZIJHHnmE\nliXy4Q/+YAD/4QAAIABJREFULLVqhZkrlwkoCvOzMzzx+GNIfoVtO3dw6sRJQkGNkCrTaTbYtXWU\nVqtFPBHFtDq4ns31N1zHam6NaKKHWF8/lUqFm6+7hslnn6FVr7C2sszY2BiRkI5pu9x22+3ooTAL\nCzN8/WtfY3xklEqpjCRrhCIxZhfmSWczOIKP6bklDh8+TKVSQVU0ms0223d2TXrT4+MUF5fZe9PN\nLF28xCPfeZynnz7D//7sZxElkU1jYyiyn2g4jCL7SUUiXDn3LPv37eoa/0oirUaFRDRK1bApFgro\nGZ1CqcLi0jJGp83S3DSRoJ/t27cTDUcwWwbbd+9jYmKC1dVVbrn9dbQtm1yhyPjWbQwPDjE7O004\nHKbZbNKbSZFJ9VAqlVhdWwXAaLe4dH6RX/qVX6feaKMFw4SDKrcePoDneYRjUZqtFrZpUi6XUbUg\nmd4Ylu3S6ZiIkoxf8aMFNERRxBIlauV1iotVLLNDJh7B57ns3jGMJ0hEYkl6EhEE16KwfJmVxQXG\nt+zk/LkJWpZBJBJjYmKCRqOBJouosh9JcLttdtNlfvN3/ivVapVSqRvh3Wg02Lt5GzI+QopKvV5n\nbn4GPezn8OHDzM/PMz8/T7Vcod5sEI1GqdVqfOhn3sfnP/95PDQAbrjlVlZzeR5/4kks0yAUFKnW\nHPK5GoYJM1cuUa/Dzm19nDk9ydvufgs4DtcfOcIHP/gxtu0YYmFpiUrNIRr9EtffeANTq5fpHeya\nIfuKVSRJolKsEQqCpMg8+th3UDyT7bt2UyyVSSRT9A8HsV0IKvDBD/4sRqvBW+9+M1cuTXFxdomf\n//hHefqRByguzXDTba9n+6YR/vjPvsi+fVtYmrnIlclzfOSjH8R1QJEDnH72USYvz/CPXzvOwcOH\nMQyD2dlZdu7cyTXXXENPrAdZlpmemyUYDCLLMtu2b+HpU2dYXVt+pZbwDTbY4AXwUjwoXq7Xw4ur\nYLnafL+2qdeyiPJq5Qf5xLza+HFd50v1xHohx/+w5+yliiUvtbLsB72Xf65C6NV6/2zw2mdD4HkN\n808LQzf9yukmUnne8yla3bamOo7joAgQ1jUkwYff78e2bfx+P6FolGa7RduwARdN0wiFQgSDGp7n\nUaqUabUNTNvCdFwyyR4KhXVCwSDhUAjR56PVaBILRRFFkWazSSgUwvMJmGYHRVEIhnRwPdYLRTSt\nK7T4EPD5QFFlAgEFBJdQOIhrO3i2Q61Ww+fzoQcUarUajtltO1taWiKdTuO6Lq5jY1kOI8O9KIKF\nIvuJhILPewf5fN05UhU/iixBUMP1iUSCOisrK4gCrCzOEQwGya+uUW3UCephAsEgqqqhBzRsy2R8\nfJx8Po/RaTMwPt41zDUMKuUSgiAQUBVk2Q+AZVlYlothGAQCAUZGRvD7RdbW1ohGowzHs6wsL6Gp\nCqosEYuE2XnXnViWw+PHnqJRKYNrk0kn8YwmoqfS15vh3nu/QDaVptNsoqoqmq6zli+R7uund3CI\nubk5ZmZm6HQ6WJbFjh07cBwHfCJgMX35Ir29vXz9m/fhl1WC4SiSJJPqSVIoFOgfHGJweBjb7Zpn\nR4UOkUiE+eU1ND1EtdXh9tffCVqQUCTG4w88yAPfepiz5y4wOXEFSRIJRyKoAYVUTwJNVQgoftqt\nBn19WcZHxyiXy4wMDuBYbUrVCpqmIcsynifQMUya7Q6uY1FYL9IxVEJLq1T0OrZlYQPBUJjxSISO\nYZLKpFlZKzA6voW1tRXy+Tz9/f3MTk/z7W89yKZNmwjpQUZGh2g0Gjx97CkefewxarUaiq4T74mh\nSiIrKytkkgl27tyO40GhUCC/XuLEydPdOPRgEFlWiUTjmKaJqipdX516jVajTkgLoIaDjPVliEZC\nYIPPL7O2XsaxLXyewWBfL7feciM+Pcn4+Dhbtm7n6aef4fLly0g+kVQqhWOZrOdyhIJB7r57L1u2\nbOHE179Cp9NBlRXCiRDxWIxOvcn6+jodo8V1113H9TcdRFVV7rjjDj7zmc/g9/vxF4vs37+flaVl\nZi5fZNvmcQQxzNDQEOcmJ3EFCOoKPtfCMRxkARIRibvuupPHHj1KMAhTU1OMjw9w8803sbywyLlz\n54jFA0zPzhOLxSisl5EkmdnZeQRBoFqtYhsmPp8PQRDwqxAMh5iZm6XeMfmJ97yT2fkFFldyVKtV\n8Ils3b6TqYkZcqsrBFSFk08+QbFY5o1vfhMPP3gfB7aPkU2nmJ++hGu26c/oaLKIY3a48bprkVWN\nRCJBqVrh6NGjZPqHOLCnl6WlJZLJJNlsllarxe7duwmFY8zMzOABxfV1kpkU0zMzzC/MYhjtV2oJ\n32CDDf6F8Er+NX5j4/jy8/0+21frHH+/a73agt8r9d6/9zn77uv47v97sc/jSxF6vnuO/+n4jQqd\nDV4pNgSe1zC2baMoCpoeoFSuoKoylUqlK/CoftbX1ykWiwiCwNBgP1s2jyP6XJaXlkn1JGlYHbRo\nlNXVVQTBw3VdMqk02XSqG7FdXEcOhiguLGHbNh4ClmnQk4gx3N9PIhKmJxQF26LVahEOhxHbEpcv\nX8TzPLbv2onn2FTX1zHaHXZu287Q0BCnrixjmiaW0cbv99PT00M8HgXXQ/KJVCo1JicncRyHffv2\ngeewns8zPDxMKBTiq1/+MqnePlTZz2j/ALVmh+2jvYiiSDQaRVcDBAJdgateq+Lz+WjWqwSDQTq2\ny/Gnn0TxSxjtFuPDQ8xcvsTg4CAjIyNMz87TbDbx+xWmp6fJZDJomkY8HiedTlOpVGg0Gs8JN92U\nHkVRnqt8qJPNpslm+xFFkWeffZZ9+/Zw5coV3vD6O/j7v/97NFVEwqFayhMLasxNTzFx5iSappGM\nx7nxums5f/ZZ3E6DWiWH2e5w+pkn2Dw6QLvdJhiSCUV0fJLIDbfezLYduwiFI4yNjfHE0QfZs28/\nEg5ms/u+bdumWq0iyQJ+bK45cC1jo6PMz89z662v4/z589y4cxedTod8sUBvby+iJHHlzDEWV1bZ\nvnMvC8vLpHoHKK6XOX/5frRQhJ/50EcR/SJ6KIwcUAkGg4QjESKhIJoqoQf8uLbFeqnIz77nJ1H8\nEsgqbdNElCQkz6PRqlJttrDdErPzC9z/rYcp5NZQJIFOp8N3jp2i2ayjqSqe4xKLxUgmk2hBHdu2\nWcvn+fRn/oxGo4Gqqt2qIcXfbc1KxDDbLYK6htHuVpe18BHviRHrSeMKPhRFRgtpTM9e4Rf/8y8h\n+hWUUJT1UgXBLzOQ7cXsGPj9fhRJJCDrNOt1VEli744t2LaNrKoE/BJYbUIBmbNnz6OoGpZlU7Mb\n7N+3G4wqis8jPdhHoqeH3t5+Nm/byrve9S5OnThJdb3IXXfeQamwhq4GCIXCNI0OBw8eZDGXw17N\n45gWS/PzCI5LSAsQ0yLUmzV+/w8+yUB/H7fffjuRUJC77rqL4toqJ089w+H9u2i3GmwfG8BTejhy\n5AiPffSjeJ6HLvtYXy+xdTiFKIq0mlUk12a4N8u5C9NU6h633jRKu9HE5/Nxx51vYHRsnLnFBWLx\nOKfPPMtjTzzO29/6dlodg89+4YuEQyHW8usEwxH0oI7jeRiOy/bdO1hZr/HkqfMIgkDLdGjniywu\nPsTQQJy+3ixvvftNbBvtZ3FxEVVVya8sEty/lfNnTnLkxlu7xuC2y+7du7kydYFQUGN08xY8T+DS\n5SsoAY1D1x3mQx/ey+zCPENDg6ysrDA2PEIymWRuZZWJK1fIZpJcuXSZvr4si8sr6MEQmUzqlV7K\nN9hggx+Rq7lR/VHMgl9tm+IXalL7ahUhXiu8HBv0q+Ub82LHerWIDi8mTe6f/pD9Usb8UUSc7zfH\nP4po9GqZ2w022BB4XsP4fD58fj+e1xVnumlZ4HndFC3btkn2xPH5fKRSPQSDGo1GrRuZ7VpEo1Em\npi8xPT1NJKATVAPEYt1UHUVRusk9lk21XiMaDXPh4iUGBkfx+XykE3E0VcGHi2kamHa3asXv97O2\ntoYsyzRq1W5Fgd9Po1ZnfGyEeDyOZRu02k10RUFR/IRCISRJ6i6MHqyvr2ObFpqu4pd8LMzOAxCP\nx/H7/UxefgKfrJDqieM5NpvHR0lGA/h8PmRZRpFFOu0WrutSKhbI5/MAjI+Ps7C0wnq+wOBAP7bg\nIxqN0m41MDodGr7Gc/HtDuFwmFBAJRqNdo2YLYNOq0EsFsMy2jTrVbRAgMH+XizLwgsG0AMq2XQG\no92h0+kgiQLNRoMj110HnkcmnSYeDlEsrCEioIQCqJLI4Vtu4uTJkyiij4kL5xkbGSYeixLRfARU\nmYAs09PTQ71e59SZMzz22GP4ZZV7fuK9ZAf6yK/msW2b3Xv3E9f9PPKtBzi4fy+ubbK8vEwsFkNR\nFAqFPL3ZNGanzZZN42iaSibVQySks7a2QjQcwuy0kWQ/ejBM1O8nHI4QaxuYrsjlmRl27rsWRxBp\ndSCsSjRbbTzHRfL78YndH75aIIBfEjE7TYaGhohEIrSbDUzTRvJLuJ4EjosS0DEsm0Itz+kz53j2\n9FkU1Y9rthEEAT2g4SHSMR3a7TauT2RmYZGhoSGq1SqdToeAHiSdTBAOh7FtG8dxGB8fJ5vsodms\nU6+UaPo8TKONqIXRQyEcxyHb30s0qJMKKwiOxaWJC+zYNc7Ilu1cvjJD9fwElVoDRZTQND992SxL\nSwtEwyE0TUP0uXg+l1ppnXWjzVAmQXFtnZ1bN6GFI0xOz3LttdeyOHsFt1Nh25ZNeLEYRidPLBbj\n+MkTrCyu4Dku2WyWZ555hlQ8RjKe4MSJEyi6xkMPPQRAuVxGdMHyGhjNBtlUkna7TSwRJRKJsLS0\nxOc+9zluuuF6KqUiqZ4YOA6l4hqxcIjpS5Pc+qb3oAdUtm3djGVZPPTQdxgYSFKtlhgeGqKQW8Xu\ndEjEItx9922cP3uBXC5HT08PAVXtimY9PTz6xDEuTc/QO9DP1FSJ6elpNm/ZAY5LMBYknU5TrdcQ\nRR+JZIpGvYSkqFyamScUieIJIo1ODlmWMTsWpmly9uxZAoqf3ds2YVkW66Uyb3/nu7FbZfyyyszc\nPC3DZn5xlTvveiO/9Zu/zZvfeDtTF6+wc+dOHM/l4KFDHDlyhGqlzujoKKIoomkaLaPD5//qLzl3\naZpnjj/F7/7Wb3LkhuuYm5klEYviDwTwb6RobbDBvzp+UNXLq3GD9k/XtSHWbPBCDcH/ubahVwMv\nNIXtpT4HL2aMq/HsbTzDG/w42RB4XsPc8hP/N/f/2W9Tb3QjmzVNw3VdAMrrRcZGRhjo6+XUyZOM\nj42QSvVw//330yys0zs+SjSV4sFHHyUeDWM1u60kyWSiGyVudGg06zSaLfySzLbt25EUlZ6eHkzT\nJB4KYVsGlVIZTZbRgwFESSAUDtHqtOkYbU6ePMnYyCipngTlQp7KeonBvn6sTgddVYnHIsQiUTzX\nRpGCSILXrTrKF2g2m4wOD1AudqPWHcfhvvvuQxAEBgcHmV9cZNumUVzBh+SXKeZWSSQSLCx3KwBc\n2+xW1KQz1CtFBgYGmJ+5RK1ts3XTJny4RIMB7nj965g4d54rszM4jsPAwADFYolGo4FgGZw/ewZB\nENizZw+RUJB2u42mKiwvLrB9+3aefOI4sViMWCTI3t27WVtbw+w06bRajA2PENR0Os0W1WqV/Xv2\nYpoGVy6XGBkdRnRdRM9mcfYK2zeP4Qki5589yfDoGD7X5e4338WzJ08RDgUYGR7mr77wBT74M/+G\nSsuk1XF5wz33gKYzf/wUmzdvZqZWY229yuD4NlqWRyFXJJ3tJ7e6ghYMAxBS/MRiMYrFIieeeoJt\n27bhWB22jo8QCoWYmJjAMSDVN4Tf7+fS/CKuJ9AwHFZzBXx6HNNyUDUBx/WQZIVwOIAkSaiqSiQa\nwnEsOo7F2GA/Y4PDBKMxqs0WoXiKWr1C23Ro1JqYnsCTx0/yiT/+HPOrJRRFJOQGCOoKok9BUrui\nnedYJCNRPM8hHdBoPJci1dfXRyqVIh0L0uy0KZWrrK6u0m63mbx0EUmAof5e9uzawfSVS8SHxjhx\n+jyG4+I4Fq1WkxoGq6urWJZBMKTx/ve/n9/7xB+wls91q842b0ZXVHyOQ6NUQk3EqBTrNFsNSqUS\nf/i//gjTaLM8PUW5mCMQUJBUnWa7RX5pAUUUeNu73olnWkxNTKCqAb74xb/lwQe/RblcxXEcdFnG\nL/lo1apUq1WCms5/+oWf5+DBQ1yavsLM9Bz92X5E2wbLoVIuEI9Huf6m6zl06BBPPP4dcD0+/u8/\nwje+/lWuPXiAL//j35GIjFMtrbN5dJix8WEyA1n+47//KJ/73OfwA1vHhnjr3R9henqaX/5PHyef\nz1Ov1zEcmzMnT7F5dITTp06RSCS4eGmaXXv2cP7CJPsPXsOTT53gnnfezlNPn0RRw7zlLW/hnT/5\nXm685XV4nkcy3RWhSuUKTz5zivK6R19Gp1ptEotoDA2PsDg3Tb3e4PHHT7KytEBu+QC2bfPpz3+L\nnhC85x2v44Mf+X849tRxLBde//b38bWvf4Of/vC/o1FZ54lnTvKNhx6mr6+Pv/zL+wmGIwwODhIM\nR6lWu7H2Tz19nH/4h3/A9svUGx1+67d+k/e996eIR8KYHYdCLk+xmH8FV/ENNtjghfJSE29+GC9l\nA/bdQszV3jy/mOva2Ey+fPw4/KBe6PleqBD44/CO+lGMhl+MSPVCeSmC7ve2gcHV8er57sqgDTa4\n2mwIPK9xHMdBEATkgEq5VkVwPUKh0PPeN2dOXwY8Bvv6EAQBSRCIRqPs3bWbmdUlotEohUKBLSNj\nZLNZ9EAAnw9M08RzXFzbIR7vQRAEhgcGuXjxIpFIBMnvA1cgHNAp5vO4bT+mZXWjzBtVPM8jGo5Q\nKpUYGehnaGAQRVEIPVcd5OGgaRp6MEAgEEAQPNrtNmvLKxQKBarVKuvr6+i6TrVSIZFI4Ne0542O\na7UaluMSjkRxBIFGo2ssq6kytVrX30Xxy/hEuoJGLk9fXx+F0gKVSon9e3dTLOSYujDB5OQE0WiM\n5bVVBodSNJtt6s0GTrtJLBYjEAggiiKe51Gv1xFFkUgkQrPZTWpaXFwkFt1CqVTCdV0uXbrEjh07\nEEUfggD5fA7Hcdm+fTu5tWX6+7Ksrq5itup4tsOtN9/CxMQEw6Nj3HjjjQiixJ49e5icOE2lUmFo\nsJf+/l7uesMd6AGVhuniuE1atRrlxSUuXZlBC4YxLZv1YhlsA1VVERWNtulg2C71VgcHH2anw3qh\nQCabJZPJEA6H0XWdpaUlDMOgvL6O67oMRLdQa7VYWslTqdcRJBVJVsitFYglenjHO97B5SvTTF68\nTKPRYGCwn0wmw8ryPAf27KSQW+PANdeSTPRQKFcxHA+jXqdWrtOqlukYbaam51nOlyisl5Ak8Eld\n03ARAUXy4/eJCIKA/dwPRMMwkHwiWkAlHAoSDQcRPAefDzrNBh//+MeRZZlWx0RTZSLhII7RptNq\nctutNxNM9zG78D/JF0u0G02koE6pVCUei+CabVZWVrBtk717d/N3X/06yd4o4XCYRDRCp93Ec1w8\n26EnEWd1bYUPfOADbN+xi2atilEt0tebppBbJRSJsZpfxzRNTh5/kuF0glKxwHVvfjfF9RKSKFKr\nVLsm5ktLOHg4hsXg8CiartKfzjI8PMpX/vx/U23USSQS+ASP5YVFsqkkm8fHOXj4IFpY575vfJPJ\nqQlEAc6fv4kHHngATZYIhUL09fVRzOUol0rYtk2lWGRgdIh0qgfJBz5cvvKlfySZTCL5BB68/wE+\n8fu/z0PffpiQrnHXXXdx9Oij1Go1rjl4mKmpSwiCyLFjT7Fz7z7aRodDR67j0ce/w+jmrZw8eRIf\nHjUDdqbTVKol/H4/1ZqFFoB4T4qtW+MsLS2Ry+VIpVL48Lj+0DVsGR/Bh0d5vUA4CuFokOGxTZyd\nuMjolh3UWgaf/tPPYlkWJ06c4Mh1hxnfvJUvfOEL+CSJ3Xv7mJ2dZWlpiQ9+6EOYpknHNDh06BCl\nUompmRkO7NkJpsEjD3+Ln3j3u2g1mziOjST4XullfIMNNrjKvJxiyz933u8+/6uJjQqCF873+xxf\nbeLO9xMgXsp5rqZB80tpa3qp9+qPcu4f5RzfK8pcjTn+Uc75Ql6/wQbfy4bA8xrnn9pSLNsmGo0i\nCT5kxU+2N0O73abTaaHKEo5t8u1vf4vxsSEKyznOnj1D/+gIjmNx6623okkyQ739z7VmtSnmC/gk\ngXbbIJnooV6uIEkSuqaS6YlRKhbIpFMsLC1SzOXZvm8vuq7j4RIOh6nX6/j9IrVKmal6HUXyE49F\nmLlymUKxQECR6Duwn1g4hOc51Ot1GtXqc/HGfQz1D9BsrmN0Whw6dIi1tTWWllcZGxtneWUJxS92\nW7AKOXQ9hN/vx7IshoaGEEWRyclJZEWi1WqRzWZZWVwkEFDZvnkTmqZhd9p0mi2MThvXcVhdXaVU\nLKIHo12/IRdCeoCenh4AFKU7fiwSArqLrtlp8e8+/G/RdZ12q8pTTz1FOBxmx/atFPJrZLN9rCwv\ns3XrVkRRZOLCeS5fvsjuXTvYMr6JcChAQFaolEts3bqVgB5ECegEg2GuXLnCrbe9HsvsUMqvMHVh\ngla9QbGQQwlECCgqmhrA8WDHnv1MXr7C1MR5jHYLUfBwzA6iKOJzLWRZJpu2u2bSlSbBYJDy7CKm\nadI70I8ollhdWsbv91M3XGzbZvHkBa7MTHPhwgU6hknHstF1HT0YJqCH0ENhfAIkoiEi4Si5XI7c\n6gqHr7uGBx56kPJ6iaeefJpsOsPOnbtZXV7hyuIqrmNhtaoEAirzCxUEBTxBIBBQu6bbfomAKnU3\n3Z6DIEA4qKMGFBQlRiQURldkVFkioKjUqzXW82v84i/+ErbgZzVXYPLSFR564EEmpyYISB6C6zAy\nPEQs2UM82kOxUGJ5aYmdW7fSm0pTKxW45YYbueGmW6iXKtx2080ElN/BaLfoiYWIBYOkov1okkS+\nkCMgK3zsYx9jdXWV2ZU1wkGNeKaXgF/AxaN/YAhJj7I8t8C1e/czefoEtukxNjRIo1wlHND5xZ//\nOURFo1KpUK/XKZWKZDMpemJxfKaD5TgU1nK4PgFNVWk3WrzutlsYyGao16s0mw1OPPsMyUSKoBbg\n3e9+N5/85CfJZlL8zd/8DfFYhP/5u5/gv/zyL1EqlSiW1hkcG8OoVfjmN7/OW+++hWIhz6/+6q9i\nGAaiKHHP297C62+/nZtuuZE33HEHx586xoG9+9i5cyfr1Tof/bn/jiJD24STZ6exXZDF7vcXZxaY\nnLqC40AkIFAsFOiatgfpdMqIQlcUzfT28/AjJ9m/a4hSqcTo8BD3P/gQjnMbt9x8Exen5xBVncVc\ng8npBURF45d//WO8/4Mf5uHHjlGpdMimdIbHy7zlrdeTffQ7IEgcueFGZEnki3/7twiiyObNmzn6\n6GPUG02KxRJbt20iEYsyde40B/bsZu7SJbRgCAOwLOcVW7832GCDl48fJLa8EpumV8tGbWPj+P/n\naiWtXS1R74X6LL3UMX7Y669m9cwrkUB2tcS4741Tfzl5tQnDG7w22RB4XuOIokggEKBeKqEoCoGg\njiRJaJqG2WnTE4+TTid59tlTzMzMsGvHDtymiRQOkcvlusaoa2tsHR0noKqA+7w5r1+UkHx+zI6B\n0e7Qdl0iQZ1qtUp2Uwpd18nlcmiKimVZmJZBtVpFCajPV7xUq1WSsSjNVoelhUX6+/vx+UBVVRTF\njyRJeLaDX+xGpPv9fgKBALFwBM/VOHXqFKIodqt/QqHnEsM8RFFE8lk4PnAsg1wuhyiKjA4Ps7Aw\nRyaTYXV5hVgsRK1WQ5RlQECSROLRKPn8Gq5jU6/XCQQCWKb9fKx7MBik3elGzTtON50snU4/b+bb\n3RB3BabFxUUkSaJe/z+vbTRqNJtNVFXGdUMMDg7S6XQolUrs3r2bTeOjhEIhOo3nKq6CYTwBBgYG\nMG2XVsegp6eHSq3F6vI8ntmi3WjRqNcZGRlhPlfE9vy4tsPywiIXJi7y5JNPUigUqJRL+EUBySeg\nqTKiAMFgkIWVru+J3THoGAaKFsCvyCSuzHWjuF2PoKbTbjTB87iysvK8obQsy0h+BceFYrGEVGvQ\nmZ3FdV1kWcUwO8iyTPS5e6rZbCL6JSwPLs3Ms7haRNOCtCwH02hjNjr4RBHRD64PVFnFsBzi0RjB\noIou+7A7HggefkkiHNFRVZVwSEeRROxOGxs/a4U8y0tLvPktd9Hf18uTJ8+yvJrj2FPHeeTxpxA8\nGB5Idn2iLJdLU1P09A5iWxbDA4MkYlEKuRVS8Qg+AVaXl9l17RFOHT/B4UMHuTg5hdnuIASD+EUR\n17ZpNpvMnzjBgcPXUm826ElnCah+XKNOpbhKOtOLHFCJRCLII2MkohGMchk9oFAtlpianGTHnj2s\nLq/w8KOP45NE5hcXKVfWkQTQdZ3r9xxg9/59KIrC4uoKsViCdrvNk08c44QoUKuViSbiZPoz3PPW\nt/HAA/cxPT3NoUOH8Es+RgYHGejvxTRNRkbHqdXPsLaaA9nP7Owsb3vb25i+NMmePXuwOgaZVIqF\n5WXmZhf49V//dSYnL6DrGnt27QZBRBRFnnj8SSTAdUANgKLJ1BomfgUc4NrDhxAQKa6XWVgqsiub\nRVVlJicnCSgKwWAYTdN44xvfyDe+8hXa7Xa3yjAcYXa+xtPPnGB0fBMzs3MMDQ2RX13m6NGjhPQA\nlYrN0aNHn0v+6657pVKJmek5fv6XfpGf+/h/wDA77Ni2lfe//6fpmDbPPPMMTz99HEVVCUaiHNiz\nh/zaCpmeBJbZYbVcord/kGgsiyytvXIL+AYbbPAvnleLmPJqrCp6MbzUKPuXax5eLeLOq5EfR7LX\na4FexGYoAAAgAElEQVTv957/Nc7DBi8/wit1UwmCsHE3XwX+5hO/RCzebVOqVCrIkoiqqhRya+B6\nzM9Ok01naHeaBAPdiPKIGmFyfo6G1UFP9CDLMjs3bSceDnFlapJgUKfWrNExDVoVE1EUaZttEFxc\nXOLxOJJPxPMcLMPg0sUruAKkMmny+TyNVhM9oOIXJXp7e6mvF/Ecl75sL+Mjo/zyp/6QRE+Mm264\nkVSiB9knUCmVWVlY6PrtGB2i0SiVctcg2OhYrKytsnvPPhqNJqqudduiYjHa7TaJRIJKvY1hGAwP\nD+O6LufOnCYWi+E5LrIiEY/HqVareLaDZVloAZX1QpEPf/jfYhgGX/na11kvlWmZDqFIjPFNm0mG\nZEqlbhR6LpfDdV2azSYjIyPYtt1t30kkGBkZ4Y8+/UluvPFG8vk8fr9CNptF9qvPGdV2k4qmpqYI\nRSMYnRaiD9LxOBOT5xkZHOoKVH4FSZIJ6EFi0QT5SpnBviyJoIxrGqwX15D9KunBEUq1JmM7D/Dg\nw49w7Nw0jz/+OLWawcBACslHt6XN7yeka7iOTaVUxDAMWm2HUChEy+xQbzbxSSLtdptkooeAomB3\nTFRVJRjRAJBlGQAf3vNG2K7rYrSbGIZBX18f9aaBpqmUK+sMDQ1gGAbNZhvTcpD9ASLRHqrVOmem\nJkn39BBSBAq5ZcLhMP5AkJVCGUmWEQUH1e/Dj0VIiSIHVFRVRdUUOp0WtmWQTvZgtdus5/Iooo9A\nIMDbf+IdiJLKaqWJ4cB/+dXfIJZIIiKQjIfRAyo9iSjD2QRnzl/E8sAwLHriUVTXJJuKYrRa3P76\nOzA9P7fc9Sb+66/9Z+YuT6P6JFTJz+0338ov/MLv8MlP/TeS2QxL+TXuee97WK95WEaTucln0VUR\n1Qei6GdlbZ2eSILc4iLZaIjVpUXy7TbfvP8+/tcf/wlzC0v8Xx/7D+ihIGpQR1EUwuEghtmmtVrE\n8Ty27dtL2zJZXFwmogeJqgH27NjOwtIce/bvYe+h/ZRWi/zKr/wKhw4e4J577iHZE+ev/+qvcByH\ndKqHdrtNs97g47/7Kdxymbnpy/z5n3yGD37gp0knUzzwzftIJBJMXLyIpocYHR2nty/J0uIytm2z\nc+deUvsO8Cf//bfpHRzi//2N36RcraNFo0QiMRBNRJ/E4vwS9bqNzwNF8REOhymXK+i6iuM4OHjc\neeedxCIhzpw+ha4FWJyfJZVKYRgG+XyegwcPMjk5Sd/AEMvzM0Rkj3fc81ZOnjnPeqXOyJYdPPDA\nA7z5Da+nL5uhd3Qz4aDGl7/0D6wuLZJN9VApFXnsiUvc87Yb8XwSoihiuR5rM5f46ff+JCHVz/Fj\nT7Bp0ybW8iVivSNMXl7g1/7si6/kMr7BC8TzvNfMzkYQBG/jl/erx2upAuXVeq2v1uv657hagsbV\nat/7QfP3Qse8mv42LyaZ6nuPu9qCw8vtPfRy8OMWz35Qot/VMJS+GuNs8OPnuefwRd+IGxU8r3Fa\nrRaSX6RUqyHLMp2W9XxVimPZbN68GaPdwbEMFhYWuqlR7TaKLKPFwliihON0/XAEQSCfz+O6CQzb\noFav4RoCkWgUw2xTbzbp7e99PhWp07GYnp4moCmowRCe59FsNhF8An6/n0wq3RUDDINUT5JauYIz\n6BCJhohEImiahizLVIoFlpeXEX0+gsEgruzvVsq02qS2bKFcqpJIJHAcB7/fTzwexzAMotEop06d\nQtd16vV613ej08G2bTKZDMFgkHq9Tiio0Wq1UBQFnwyl4jqu4j7XRubnqaeeIp1OE45EaZkO6+Uq\nsizTbre7FUqaRrVaZWBggGg0SigU4vTp09x44420222mp6dpNGpEIhEikQjlcpVyucxA/xCZTIal\npRVkWSYWi1Ft1AmHdEQfNFpN+vv7MQwDgGq13m0PEwpMdS4RjMdYmp+nLxHCaNUJBVWikTi+XJ7Z\n5VVCqQFmZ2d5+umnqdUMwmGlmySmqigBHVybVsegXq3g2DaOC8FwBNHvx+y0cQQfWjBEMttLNp1B\nU1WsVgdVUfAEu1tRJYlIkkSpVMJrt7tmyrJMOBxGlmUcx0FRFBqNBpqmdRPW0mmuTM8SDEXwPDBs\nh2A4QjKZxLFtytUGrgs+n0Qul0OSNSKRCK16GcUv0xOJ4vdUArqKX1Vw6YpyfkmkUCjQLJdRZT+Z\nVBZRElBVlXqjRW8my30PHyWRSGDaNqFYDD0Uwi8KaMEQ9WoNAMHzCAQC3dQ3n8vayipHrjvMpvFx\nkiNbeeS++3jk4W8z0NdPrrDOzq3beOSRR1BVcN3ufXPvvfcSCOoM7z6CLIlYrkM0mmBlcY5YrCuu\nSZJEMpkE02R4eJTpJ49x8MA1BBSVcrlMNBqlt7+P9WqFYrGIaRu4rk1QUbjhppvIDA9x6uwZfAis\nrq5y01vfxpbxMQ4eOsC2nduYmJ7CsizGx8eJRqPsPHCAU8cexxUE5ubmSKe6VXaapmGWyqwtL3Hm\nzBl27t7FuXPnsDZvQVVVxsbG2L1vHx3DwjRtmq0KO3bsQJIkbBuqk5MoisJnP/tZPvKRj/AX9/41\nW3fu4ejRo+zdv4N0Oo3g+bBtl3ql6xkUCHS9tWq1CvF4nEJpnbNnz9JpNUgneyiXy4yMjBAIBJif\nn6fVMpBlmVAoxOSFc9RKFttv3Ey71eTQwWv46jcfoFousWvHdsrrRe6643Yee+ZZBgb76O3tZfPY\nKIrk4+LkBQ4dslhZWeHt73432b5+nnzqOCuXzhOLRlm4col8Ps+WLVvQdZ3Z2VlKpeoruYRvsMEG\nG/xYeaU3ey93HP0P47vb9r77649LlLnaY1wtXm1VJK/0tfw4k8Z+WNLZBhu8WDYEntc4pmlTrdTQ\nNQEBFxMHRVbI5/OkkykuXLjcbXGSZFQ9Ttv0WKzkCIVCDPUPcebMGWKxGLVSgXynQ9sy6dg2fr9K\nIq5SbTVoeR3EgJ+eUIr1Uhmj041g9zyPULhrwCyLKp1Oi2Q8jSh4jI+NcnHiAqlkgp5YlHxulYHe\nXoKhAIpfxjNtNo2OYZomkxMTHLnhRp5+8hiVep2+TIZwJEjTGGS1WCYeDbNl22YuT05QyOdJRjW8\ndoNYXy/DvX24lsXgUJaFhQXm5q88l3jVTXYyTRNF1ahUu2JObmGe3Xv3MDM7x9jmrRSrbSI93fQw\nyzCYvnKRmw8f5OzZZ/GFY4xu2kqlWmJ0dJiR4UHK5TKOYzLQn2FxcR7BJ5HJZLj1zrcSiCRpt1pE\nelQqlQot22ZpeZlkKoVldwUTRxAJp7KEwlGOPnGMC5MXuTC1gB5SkVUFXdcJBHUqlQqBuRVMy0HT\ngkg+gR5dZqjPIdvwqLUMvvjVb3FpNk+laYFfQpBVREXG8bmUq8WuICb48Pv9GIZFIBAkqKvIko+R\n7BDBgIJfcJEkiVqtjOZqFFtlHFPm9W++m7W1PPff/yB+SeHcuQvs2bMbTdfozaYJhQM4psHS8iLb\ndlzDAw88gChK6FoUPIPeZD+CY3H50hRWs44o+Xj9ketJpVL8+ec/h+jz4bM7DPZEmLw4hVH0c/j6\nI8zNzSFJYdrtDk7bxSwXqVXK9GYztMolLKON2WkT15O0muvddp6VIoFolLVSEUVXMZo1EqEwWU0h\npomouorRKmBbKsVikUQmRd9AhvJ6kZG+ARZmpskVS0wvLKIkIhQbq0iyTn61wJ7RIe6583X8yWc+\nxd/+9e8Tz2RIprNMnj9JeX6O29/4dtbX1zly/a0sLi4i6mkeeeoUyUSMpmVRq9XQdR1FVNh+5DDh\ncJiphUW+fewJPvCz76derzPcn2Wov5ezp59BEgQkXSMej7Mwv8JQTxxpbITzExe44bZbSGXSLOdX\n+PbxZ7j9jjt49KsP8Fu//Qn8fj/ffvAozU6TG269jX/zsz/D8WPHCGsBlpYWeOKhhxAEgT/4g0+h\nBnTml3NEozGCoRC2fS+q4iesB5FlCUlRCYeDXDh7jtxanlQywuHDhzl4cDe6DLs2DVMuLHFg+xjp\nUIBHvvF1NE0jqAf49Kd+jT/9409zww2HuP3OO/nIz/8qz16cQcTmdbdcT61WYW5mFtcRMM0O1WoZ\n22qzbesIkxNnSSaT/MYf/h6f/fxfEE4kefDJU8iBEBeX1th24CC7entZz62wsLaC44dLc1e4dt8e\nLpw9w/ve9wE8522cePoE5ycu0aybfO2rD/Dlr3yd1+0dolJa5+++cR+VSoX0pk0M9PWzf2SYzvET\nr/QyvsEGG2zwL5oXarT7vRUlL5YXu1H+QRUVL+TYl8s8+OUe82pX77wSxsJXK0XvB92HV+P+2GCD\nl5MNgec1juu6qKqOT3Bot9vPx6RXKhX0gIaiKIiiSLlYIp1Ok8t1vVjS6TTZbJZjx46RTCZZXV0l\nFouhadrzrTj1eh1J7nrkOEK3Rcc2LQIJhYWFAp7nkepJYlkWlmODzyMY1jGNDh6w98B+isU887Mr\nSKKPQDjI9MIc2WQPiqJgGm0WFhZYXVpkPpnAJ4BpdXBsk7mZaSKxMMVikcHBQXKFIolUGj0cYb1S\nBZ9E2zDZvmMn+WKB8xfPA2DbLplUkunpacKhJEE9gNFpkVtdI51Os3XzOEa7xfjYKPv2H2BkbIQd\nu3YyPT2NKivdyEafD0lWmJi6RDadZGhgkHazxtPHTxCNhDBNk3bHJByOEouHiCYS+FptKpUay8vL\nDA72k8n2Aj70SBNJDZBfWaFaqVOpVLA8iMYTTE5c5PL0Ao7XTS0zbYtoNEpAVliu1Yllkki2i2Xa\n2LisNEvMzUzT35cinelnrW6zuLSMZRh4HuC5aKqMqsr4BGi320RDYTzHIxjofq7RaARZ8hHWFDRV\noV5ZZ3F+gWuvvZa7776bE6fP4rou6+tlTp061U0JW1hm+/ZtJBIJdC2AbduofplCpYznuIyNDHXb\nvlotABzHxrJsEpEggueS6IljtNpMTU3h8/kQXI+20UbrdLjttttIJBLIqsLMzAztRhNBEPD5fNQq\n3bj6vmwG0zTJ5XJs2bKFkKYQDodpNeqMjG2iVq+z59prWWvUOX7qNMFgkGAwSCAQQFEUFMlPqVIk\nKPowDIOzZ5/lp977bvSAxvzkRWSfwKXJKY6fOMHB669jZm4WnygSCuoU1kt89atf4zf+x29juDYn\nT58h3rPCydNnOP7kFD/1H3+ZeCzKM888w9GHv83S0gKu6+La5nPCmsHmTWOoqkqn02HTpk1Ytkuz\nbbBl2w4kH8g+D13XGB4ZoycRw3QdTNPkhhtGqdYbHH/mFCOj42zaugU8j0anTTab5eLUFLVGnYAW\nZHllkWJpnWarwZHDh/jDP/wU73r7W3nmyWMUcnne8b4PcfToUXLFBrLaxidLiAGF+ZUlDMPFc0BR\nQJbAtKHVAskHhgEds4p0+lnC4TATl2dYL1fwKwFCoRCir1tRNzK+icW5WR57/BgBTefAgQMk+wep\n1WrUak3Cusjs7CyKoqBpGpbRprReQFEURgYHUAMKQVXmTW+6i7m5OVqNOrFEkrGhAVyfRKO6zhOP\nPcrNN99MKKgRi8XZlx0gFNS49y8+y/L8PNlEgq3jY1iWxdbN43g+hXvvvRc8l23btjE3N0etVkMQ\nBPbt24co+KjXm3Q6nVdm8d5ggw3+RfMvxfPmxfD94qBf6PEvhZfiZfNyCTAvV5XMD2sVu1piyY8i\nuL0U0eP7Hf9q41/z87zBa48Ngec1zP2f/wPWc2voeoCOUSeTyWAYBroeIhqNs7aySl9fH9PT0yQS\n8a4QY1n09WYBePzxxxkdHaVaraLrOoIgkM1mURSFer3e9dGoVmi329i2TbFYJBqO4LouAVWm0+ng\nuBYdo0Wt0yQS0gGX1dwSHbNJtVIiEYvSO9RPSNcIRyMUCgVU0WMgmyQ3P8PFs8+yebgPo1okGhCp\nWR7l4iqaGsD2YHBklEazxezMNH4BwuEwkiQxMjZOKBwhk8lwfuoiW4YHEQSBYDDMw9/8OqNjYxTX\nVhga6v57Op2iUCggux1M08JouszPXCGghzBtB8/n59zUJUqlErIsM5+r4Fc1Ko02zUuXeefb38b4\nli1cOHsWTdOot1rEognaRoeLV+boG+gHQWRo0xYSyRS5XI4LExNUq1WWlpYIh6P4fD4CqkSh0mB5\nvcb8SgHDAVnx0Wy5qApYRge9J8b2zWOUqhX8ARnLZ+KYNv2DfURDAfqyvVSqdTAazK2to8s+4vE4\nmzaNIAoueA6q4qfq2aRiYQzDIByOoqkBAgEFRVFo1qtkMhk2b97M737gA+QWl7hw4QL3Pfwoi4uL\nWJ7L1q1baRsW/UODbN40jmmaREMaeA6tepVSIcfIyCAzM5fYvXMrp0+fptNp4hddRMHH8tIcobBG\nbypBMZ+nJ52hVquSSMTZuXMnM/Nz2JbJ2OgIgugjHApiWRblcplOvUwmlUIbGqBWKZFMp1ElAVmW\nWV3LUanWOHz4MM12h4OHD5Pqz/K7//WPSPf2oSgyQV3Hc2w8y8ESTNr1FolkhG2bRhkYvY2vfOnL\nLMzNsnvzNs6eOs2dd95Jq93m8JEb+dhv/A/ecORWzp29wuGdYxy6/ibe8/4PcvOtN/Pffv/3+Is/\n/XO2797Prt0HOH/8Se6//34uXLiApmnkcgWC4TCWZWHbDQzDoN48j8/nIxqNMnF57rnWpRpf+Ou/\nod1uMzbUD56DIgrous7pU8fZunUr0ViSnmSKn37/z2C7Ht+87wGuufYgpUqV5dUVdu/bi2JL/OW9\nf82ePXvo+f/Ye8/wSM7zTPeuXN3VOaIbaMTB5DycGQ6zRJE0aSpSyVagvPaxLa1lrX3Wkhz2snfX\nlsO5bGu1km0dB9nelURLlEQFiiLFJM4wDYcznDwDYJAbaACNzt3VocL50TRXl44Cw5BDSrj/4ELo\nqq+qvv6A78H7Pk9PCm+jwcOHHuVXfvWDfOfub3Dwe4fYvHkzX777mzz66KMs16AvqgESuXKBtgii\nV8Srds3NVUUCR6PPq9GsN4hFQ0RCYWZnZzHCMcYmLiCIEn3hOKLmYWlpiWS6l+tveANHjzyNi8js\nfJbBoWHMSq1bQaepeLxeTp85SzIRp1rMEwr6kVybgVSCX/7Ae1mYmyM7P8vixBmMQIife8P1/Mkf\n/y2KAomEwq1vvJWDTxxhZWGWN3/wwziCSCw9iGW12b1rH7/3O7/LL73nHbzp529h966dfP7zn8fn\nD7Fx/QDT04uMbtjIfG4JTfMQiUSoVers2bWDr9z5NVxrLUVrjTVeS7zaN4Lfz2tprC+Fn5Q89EJ5\nuVunXkh1zYsVgH5Q1Hml58LFOt/zrab6Ud97JQS0V8pr5uWISL/UCX9r/HSyJvC8hul0Os9650A2\nm6XVaiHLKrKs4jgOlUqFZDKFLMtomkapVCIUCuL3+1ldXaVWqz1nPhwIBGg0GtTrdRRFodlsYhhG\n1xuk3aa3t5dOq43H48EwDFbzeaanp5EkiUgkQtOqIwguzYaJKIHZqJHuSXYTpsolwsEAC4vzjI+P\nEwkncdpNKoUWsuAQ8OrUqmUcxyERCZJIJLptQ45IJp0iv7LMYH8fLbOBY9sMDw2gKjoT42OUSiU0\nRcGslgkGwgiWRU88RrVS4fWvfz2WbaN5dE7ccy+G34+ha+zetYvcSoGh9aM0m03Wb97CAw8fYmJm\nBlXRyV6YJhwOE4tH2LZ5E6FgAEkU8AdCWK6LrGkoloMriERiCeKKSjyZ4PjJ7kZ+cbnIhekpDj/1\nNJZlASJB0yIWi6EoAoIk0e50aLRaODbIHhVZbhII+JFFEVFwSScTtKwW4UgMSVIQBZdMPEQs7Gdq\nfIKW5RCPxzEM6EumiYQC+A0PomujajLYFnLQRyLe9S4SBRmfz4drd6iUCrRaLfbs3ceeAwdoVav8\n7y/cweNPHiZfKIEgsmHDBpaXV0gkEjgdC3Bomw2C/SnaLZNcLkvLrFNYybM6PU/HcgAHEQdNU2ia\nJoIIPYkYgmthtVskEl3ha+/evc95JR05coTbbruN48ePM7xuhHvuuYdWq4UqCuSXc1SrVTZs2ECz\n2SSXyxEKhfAFQmiKRLvdJpvNctOtt1JeXeH4iWPc0j/wXMKZ4zjYna4AieOyZ/cuTLtDLr9C0O/j\n7W+7jS/97y+wY9s2nnnmGXSPh8v27eOp++5jenqaoaE0V159DW+87R24ksuOPbs5dvgod997P+94\n2zv567/8JPcdfIQ3vOENGIbR9SlybYJ+Pwu5HCBSqdUplivouk6lbuK6LqIoous6hWKJTrvFkaPP\n0G42yM5MkkgkMOsldu7YzZ49exAlGdt1WFrJ0z84RCyepG11SKfTTE5O0hOOs+eyfQiiy8x8lkaj\nwfvf+27Onz3Ht+6+h8G+DBMXpli//wC//qEPcufXH6JWN2m0u39EBAIGkiSiawoeVUOSBKw2hMNh\n2rpOIhFDlgRabZPjJ47RPzCE2WwzMzvFjTfeyKrTpuO4iIJMJpMhk4oy98VFPvrxj/Fzt7wJxG41\nluU43fa6dhvTNNkwMowajxCLBFiYniK3MM/2zevJ5/M0HZXc0iKiA0EPvOPNN1OsFNEkgRtf/zry\n+TyConN+6nHq9TpXX30tqqKwbt06hgYHOXL4CY4eOc173/8OYvEExdIqsUSC5UKRqakiu3btotVq\nUSgUiCeijE1OX7pFfI011ljjNc7FND/+YV/7SWLMC61UeSHjfanixGtlw/5KjvPVZOJ8Mc77cghp\nP+6cr5U5tcalZS1F6zXMN//hLyiv5qlWywSCBvV6nc2bNyMIAufPn0eka7ba29uLoXe/X61WaTsO\nnU6H1dVVgsEguq5TLpcJBoPPVgAZtNvtbty6z8CxbJrNJu12G5/hZXFxsRuxHgiAY3UNa5s1RgYH\nmZ2dJZ/P4/P5MLw68XicplknmUyysLBAtVolHImh6zqi06FUXKVWLmOaJtu2bQMEipUysWiCidlZ\nkskkPck4E2PniAVDNBoNRoaHmc9mWbd+E/l8viu0+Lom0YVSkXq9jscfYGxsjCuuuZbJyUlu/vlb\nyOYWmT15lGq1iivrrN+8DT0Qo29whDu/fjczc1nalk291sDrM5Bw8Hl1zEaNSKBr2JzuSVKtVrHd\nbsLU9MwskUiEjmNjIWE224yNT7JaKhKNJWg2mySTSby6h0QyhmJbBKMxQuEI//aVu6g1GqyurmJ4\nNHZs7bYfxcNBouEglZqJx+tjcXmFdDJBaXme3Pwsu3ZsY9vOPTx4+AT3P3gQj6YTCPrp7+slEjRw\nOm1EAQTXwaH7C6iwWqS3t5fJyUlGRkb47d/+bXzhCH/2p3/Offc/gMfwo3u8LC4tYxgG8XgEn2HQ\nqFVpmSajAwOIuERCfpaXlymV86RSKcbGztERJLy+AIFAAMuyu7HqooAqijjtFiG/l0xvmt1XXsfY\n2BiiKHLHHXewfft23vSmN5HL5ZBlme985zsUi0U0TSMaDFAsFkkmk1QqFWq1Gu973/uIRCL84R/+\nIcVikXg8jsfjoWFW+e2Pf4xvPPAwkViSgw8/ik/Q8Goqrt2i2WywZ99lJIJBvvvIw0STcapmk3q1\nxjV7L2d+dp5MJkOhVGRk6ybmF7KcG5/h8//8DX7p3TfyyMMP8W9fvRNF1/CGw8xnF/ni//oC0XCM\nG99wFePj45Rrdebn5zl1+iySpNCxbYrlCu2ORTAYpFKpIMpqt0ouGQegXCp2TblX87h2h0gojNfQ\nGTt1nF/+5V9mcGSU3Eqe/qFRllaW2bFzN+Pj4wSDQZ48/Dj79u3j5JHjXLZ/H4uLi5wfP8fAwAAL\n2RnmZ2YxqxUqxSKqqvIbH/3PqKrOfd99gP/5mU+j6j4ESSQSCqMoEroqo2sKsihhtdo0zBrJeJxC\nfhlFkrn22qs5e/Y8lVod23XJLiwxMDCAaDmk0n0EownanSZRn06zVuG6a67CbHX45Gf/maVSlXg8\nzti5s1x5xQE69RKHn3yS99x2KwHDQ0/ETzgUZH5uitJqgR1X3oTXo3P2mScY7u/F7/NiNpucm8kR\nTvRy/5PPsG3XPv78//k09UaNuF/H7TTp7wkRiwS58sBeKpUSmzZvRfd6kBSNL3/xSwiiRNtxicVi\nvOdd76BcyuPxGMznlrn1P/7pJVzJ13ihrKVorbHGS+PF+MM834308634eLGizMVMnfr34/2ojfMr\nUX3yYrkYAsMLvb6XI8nspfKj5saLGevFnlsv5Zg/6djPVxC6GGNY45VnLUXrZxhFURBFkVwuRyq9\nk2g0Tq3WQBS71T3Nhklvby+O41CrV54TXmyru6gmk0mAbuuQp+ut0tvby+yzceWG0RV36vU6lUoF\n13Vp1GsEg0FEEVzbpl7v0Gw2UV0QXehLpQkZXprNJoFAgHq5QjwaoT/VCx2bVVEm1deHqkicPXEC\nwe22FKV6EthWm0g0jiBLNJom60YG6O/rY/z8eaJBPz6viuFRkESHgOFlaWGOeq1BJBYlm81imiaI\nEpFYjJnZWfyhcDdlaP0ox46fZOPGjbSSSUbWrSe7XODsuTEG1qtUzp5jOV+gXK2RW1pGkiQ8hhdV\nU5md7Qo4DbOJIAisrKzg8RhEIyEaZpNgJErLsmi2WlTrLZZW8iR7+5A0HVnViSdTtMxuVZSqqoR0\ng0QiSblSpVKpwLP3PhaLoKsaXk0n4PMS8BkEvEHMZhvHNFmen6eyssi+nbvJZueY8U0wlE4zOjzM\narGALMtIgku9UsbqtMmkepBlmWK5jKIoVKpl/FUfAb+PxYUslUqF4ydP8Z37vkuxWGRLbz/tdpt4\nPI6iKMSiURRFot2oUzEbxCJhKqUCC9ks09OT7D+wD8MwqFQqpAcHmZ+fp1ytsby8TH9f9/qz2Tl6\nknFqtQqlss5qsUQkFkeSJHSvQaq3D8txaTSanDp1CkGQqNdNRFGmWq0+N+8qlQqhUIjdO7fzL3rX\n08EAACAASURBVP/yLyhSVyS54oorGB4e5mvfuAtJEAn6A2iaRqNWR1ZcoqEg+eUimqZQNxu85fbb\nKdSrVBo1CtMzXLhwgU2DIzQbDR564AF60mlkr040EScU9LNpU4wjR47QanXIDAyAqvKNu7/N//r8\nF1heWCaT7kNXHXw+H/WGybFjx1BUvZsmJsvkC0X8fn83jUxRECS5K4oCtWqFUMCPrqkQ9CMIAj3J\nOOVymYFMhu/eey/vek8cn8/H+fPnUfWud01vby//9Ll/4OjRo+QWslx95XU8+uij5HI5Onabvr4+\nLMtB1lQK8xV0RcXn8zM3MUnL6jAy0M9IZoBSrY7H4yHo8+FiEw74KRbyWLYDrsWuLZtw7A6G7CCL\nApPnTzOQ7sFsBinXqjhtk3opjyrrCDgIoosqKywtLREN+rn33nsRZZlGtYIiSRw98hTrR9dxYP9e\nnnjkQW5765vZu2cXC9lZotEoraaJ32swPDCIrHlYWMiSSqUIBoP0xKI8fPARDE8IVVXZuWMHhWKB\nZqNOyGcQ8Hvxe8JcfflOjh19mq1bN3P69GmisTCxeJK7v3MPO3buZHF5mfsf+B5/8ifvJZ1KUcjn\nePLJJ4n1pC/lMr7GGms8T9b+e/3SuRTxz5cyNevf+Umb5B8l7rzYKqHXCj+uQurlEgdezpa1F/uc\nXq5rfDn4aZyHa1x81gSe1zCqquL1ervGrZ0Oqqo+G3PuACKyLOO6btcPpN3umpt2WphNm0ajQa1W\n65r6ejx0Oh3i8Thzc3PYtk0gEODChQv09mYoFstIIiiyjK5reDwashhkeTlHb28Kn9cgpqtkMhk6\nnQ6u63ZFH1Xt+r3U65g1EwmJTrPD/PwCyWScZDJJf1+a8bGzACSSKUrVCoKiIiHh0TRmZ2e7cenJ\nGJ2mSblcxu81sJ0OCAqSLDI/P48RjCHqEtV6nebyKvFUP1u2bsWybGRNZezCMZaWV/GKbZKChuQx\n8PhtBEXBbHeYnp5mIbeErCjEYjE0TQVctmzZxqlTJ1hq1gkG/N1EMrOJ5di4CBw+fJje3l4q1SoL\ny6us5Jts0b0MDq/j7OnTiDgM9/eRTiWRXAe/pnD+9Alst1thU6vWicfjaIpKKOgnEQmiCRaia+FT\nDEpLKyxOTbNty2ZCiSTLc3MEdJVYIICt+ckkEsxlZ1FVGdOsE/BoGJqKpsg4jkMsEqJutnBdm/Pn\nz6KKEldeeSUzMzNkswv09fV1J5PrMDI8xNjYGIlognqtRCwcwasKtFSJc6efIR6JUinlue6663jr\nbW9jfmGBVKaf06dPIwkifsPg+ne9i7/9zN+wZdNm/IaPkD9ALBzE8GhUTZNDhw4xOTlJKBRi46bN\npNK9eLwGW3fs4JGHv0dPKk04HGbbxnUsLCxgmia7du1CFuFjH/sYw8PDrBsZpre3l4WFBfIry+ze\nvgW71eLqq67g4KHHabVapPqHKKwWECSJnnQfv/Wnn+DBf/08jz95mPWbNxGJREgkEpw+dYqAx2Cg\nrw9Rkbls1y4aTRNN05A7bbZt2NQVZXQv37zrLv7rn/0Zuu5lbnqeifF5zp8/Tr1uons8+Hw+gsEg\ns7PzRONxehJJVosFdK3bMilL4NVkrGaddr1E223hmjKGz8vIyAhnzpxhx/adhL0ytu3SaTXZvmUz\nanYRQZR54snHmJqa4s1vvJV0MsFH/tNHeODeBzhwYD/r169HViUOHTrE1GSb8XPnCRo+zFoVWZI4\n+eRTFMolwpEo1+69jKmZOVqtFtm5OTweDde1uWr7Dvbv38vM7Bj9mV5q5QqPPfoIyWSCdLIHUZG7\n7YUti/iN13PhwgUWl8us5IucPnOOTCYDTgvB7jA5fgaz0QRHIh5JsuPmG3nwofs5+MB32b55I5MX\nxvn0pz/Nnt27UARYNzyIpuoouoe62ULTDTK9SUqFZR44dJhkzwD+eIqp2Xm+8817+O6h84wOxZAl\nkXQijGB3WMjOc/21VzE7NY3d7rBzx24OPvoYBy6/moOHHuX6N9zIhz78Wzzx2GNcGJ/Ao2ps3riJ\njnPJlvA11lhjjVcVz7eS5UfxfDafl3qD+kI8dH7ca14Nos/LFdf+/c/75WzBe6m8GO+nl+uZfb9Y\ndjHmxqtBGF3jtcuawPMaRhRFarUaqqrSNFtoqg7wXDx4o9HE75eQZRmzXkXXdTodB13XMU0TVe22\njHi9XlzXxTRNJEnC7/dj2zZer5dGo9GNQ/cHkCQJ27bQVZXl3ALBYBDDqxMKB9AFmeV8AehWFlmW\nDaKD16fRtqo0mm0SPWlcQaLa6RAOxTg1M41ltxkeHmZmZoZkOkWP1MeJ0+fRvQZef5Ca2cEWBepm\nm0a1QbttkcsX6e/vx2y2KFVqOGKbSsMkGomheH2Uy2XSmUGmZuaZmpkmFAohCAr5fIHB3jj1jk2j\nZeGIEqVKlZV8Adu2SSbjzyUvqYqEpqjMzEwxNzPL/r27ulUGhhdFUVhZWaFaq5OdrdLbC3NzWRLp\nXlStQavVQpEkNE0hEvDTk4gQ8KiUi3kUT4h2o4qoevAbHtrtNiJutwJCElEkEQFQJJl2y2QxmyUZ\nj9Pf30+znKdcWKa3N8XExAS3vP29nLswiyCJqKoKgCSIKIrMysoKhmEgKfJzJtqVWpVUMkU0GkUU\nRXp6ejBNE1EUiUajyLLcFWLKRfw+Hatj0mqaBAwDn0dhoL+Pnbu2c9VVV3H6/DgPP/I9SuUKttWi\nUCgRiUR47NCjTEw1iEeX2btrO/FYBMmx2L//ADPVDjfc+HPMzs6yf/9+0uk0+ZUVbATGzp0nHI3h\nD4aYn5/HFwgSaJgALC0tcezpp8hkMgz0Z2g1TTqtJkG/r/vcojFUWWQut8Tp06fBtWm1WtQbDW59\n4y3s37+XztIy+6+8kpVKmWAswv3334+qquzYvI1GuUpuPosR8PP4wUNctncvkVCQ8+fO0t+TZnx8\nnGt//haWlpbI5wt4PCadDmgKeA0/kqyiqiqxWAzD8CMpGvF4tw0r0DE4fvz4c8l0HbMHr6rQaTTo\nGxkkEYuQSqUQRZEL4zL1Wpnc5CKGz09maJBYJMzg6CittsWXvvwVtmzaiM/wcNmunWB3GBkZYnDz\nZjq1KpMXLnD61CmazQaaplGplGibTTLpXsKhAOFQgJnZeeI9SSbOncXn8yGJLkHDQBEFGpUiJ44e\nodYskYxGOPjIwxRWVhjK9BGLhrEsCxeRJ048Rbvd5ooD+3nwwcfYtGkLy1+/m2gkhEeRyKQT9CYi\nzMzM0DeynuNnxrjywF7uvec7zFwY5/prrmB8rMPmzZtZXMpx/fWvIxSNYjmwWiziaDKKKHP0xCk8\nHh3ZG6DecaktLVMsV3nXO9/B1NRf8H/90u3Mzk6ze9sm5mcusH5kgNWVJbxeL9u2beOTn/wU377v\nu2zdtp2bbrqJy/bv466vfQOf14tt21TLJQAcSX1lF+411ljjVcmrYcN+qXm5xZ0Xy8Vq6bnYY7xU\nc+a1lub0Sok7l2Ic33/ci9l69v2C0c/6urTGC2dN4HkN0+l0uu00sehzZsjVSg2Ptyvg1Go1HMci\nkUhQcbsx57quMzXbTdfKZrMIgvCc4W2z2aTVauHz+VhaWqJUKiHSFYhsq42u67Sbdax2E13XUWSx\na3KsqdTaHcqVCrFYDMdxsCwbv99PrC+Nxw4SSfcQDAaJ9qZYXC5RKRcZGtlAs1Ehu7RCJNHD8dNn\nSSRTvOUdv0DbdrBckUqlQsBnkF9ZYnLsPJIksTifpaMHWa0U2HfNjciqDqLA6uoqrVaLcrmMNxil\nYna4bP9VtNsWCwsLNDsFTk/O4fV6CQQjFCtliuOzNBoNgiE/AE6njUd2iYcMvEYYHAt7YxtFlujg\nsrq6iqZpzM/OkO7L8Na3XtutUmo0MDsOrVaL7buGWVle4Iq9e4iE/fgVcNoNYoZMvbBCaSlLNNVH\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rN24iFPAzOTXNU08c5vy5s3zo134Ty7J4+9tvYNfuHSBBNpvlvvvu45du/wBDQ0OY9Qa2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\n4/TJU3g8btwuF7lslmuFJE4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RPnPlDCODQxhSE6fU4O8++THyuQwOR8vouflcp9y7P/Av\ncTqdJM+dAqCrI8qXvvi3XDx1kkqpTLNaJp/LMNjfi9fvRVNUFElAFB0IgkSi6sDli73Ou/gOO+zw\nWvCTxJRXsvh6pVKuXolzeiHn8dPuxYvtNnglRaSdcakXx2sRk/1GeA3eKELJq23U/Vp2ru3w88+O\nwHMdI4otg9B6vf78p+KCIJDL5Wg0GuRyOZz+EO1tUQQuUq1WMTSdRrVBIpFEV1Qc4QjhcJjN9TWs\nZhNFkRBFB41Go+WFUqvSFgmhih6wmqQzOSzLYnV1nYWFJa5dnaFWayDLMoZhIAqt2HWARqPR+oT9\nOer1OolEgkqlRi6Xo1arkc/niYUDSJKE2agTiXWi6zqK0jICjkQiqKqKLMs0m01kUaJcLBIIBDDn\nlrGtltm0KAmt2HNZptFoPP/JvNvp4tqVSVZXl1t/JCwLB6AqCrIk0dHejiiKdHV2kk6nuXLlCrIs\ns7K8jAMRu1Fnfm4GBUhsbvLUk08wOjqK4fGwGd9iM7lNoVDCF4gQ31xHjss0alVSqQyaImE1G5TL\nZQRH6zzzuTSGS0dV1VbXjaZCPofudFIqVZiamuI7D3+Lvr4+nA6B3t5earUazabZMh/2eDB0g2az\n2Uo1KhYJB1z09/dz8cpVAqEImUwOl8uF4HCgqioul4vsdgWnS6fL2YXL6aSjvR1d1ckkM/j9Xiav\nXKKrpwtF1PnaVx+mXKoiiiI9g724vR6m5+f40Id/k//0n/4Ev9/P4tICqqygSDLT8wssbSXwBYOk\nNyuEgh4i4QAOmkiKgO0AZJFjhw+ytrZGYmONWrXI2OhRNjY22N5aZ+7aFWq1Gi5NZurqJP19g4RD\nURRFoa+3h9PPnMLtD2FaAt5AGN3p5v/4yL/H6XRw150OVE2nr38ARVFoNpvk83mq1Sq1hkllYwtR\nVhEcGpcnp7j1tlu4ePkSu/fuoae3F7fXRzAcAVtgY32Lvr4+LFtEcEjMzi2QSD/Ib/3ev4Zmk1On\nn+Wee95OYXGBhYUlag6JkcFB2npi9JXyrC6GyGbSmPUGSAI1q0mmmMcwDHLZGggS+UKRYqlMpVzi\nXe96F+Vag2KxSLPZpNFoIKseHLIGgoCkOeno7AJBpFiuEgz7WVxeZXV1lcuTV7jxxpsID/RhZjKY\njRqZbJqbbrqR8dFRlpeW6OvrxW04iadSLb8kSUTXdb71rW8hCQ5uveU4+XyeQ4cPEw4F0TSNUChE\nsVjGsh2Yto3ZaNIWjmDbJo1qjXq1RiQSoVbxINigyQpms8ml8xdYWFggFAqhGjqyLON4bg1OTk6S\nSqUIh8N0dnYyNzuNqrvZSmxwfNdufue3/jm5TIprM3NMX5ulIxpj7+4xFEnkbx74JJqiomoyAOsb\nW0SjUVRJZmZmhl+69z5wufjyZz7L/OwczWYTj8eDrz1Ko17F6zQol8sU8wVUWcQwNNLpLJZDwul0\nvnYb9g477PC68nJEmBdroPpif+fF8HLHvn6WIfSP//unPderOdryakfOX2+8nBGfnxdx4PUWeX5e\n7uMOvzjsCDzXMY1GA8MwGBwcJBrys7S0RLNh4TTcTF2dRpRVVEkE26Szo53t7Usoit7yoCiWyKaz\nrEgrhAJ+hgf7mZub46bjxwgH/Dz11JNks1lyuQJbWx6G+ntwOGyinV0omsFXv/5trs4u8MzFSXr7\nhpAUmXq9Tr1Zp7Ozk7W1NSzLQhElioUCXo8H0SEwNTXFu979bnSni8uXL9PZ3Us8HufwgX10dnZy\n6PBBis0mpVIJRZGQRYlGrYIouLFNC0ltGaMO9PVz+twlYu3deJxGq6hUVSqVCgGfh2/96DFEUeQv\nP/5fWV1Zo3doiK6OGAKtsbZdY6Ooqkp8Y5319XWKxSL5fB4AhygQCbZRr9VojwRpCxxCaDYRHTaN\nWp1ytcJb3nwHvkCIrXSKjY0tvvXYMywvL+P3ezE0HUFUsFUd3auheFoCnOHUaLNAVlqG0LZtY1kW\nouggm82yOL8I2Nx+6x2YponSNLk2NY3okDh6+Cj9vT2sra1hGAalUgldc+M0FLKZOB6Ph67Odixb\npO7UOXz4CI888ghDA31g2QS8rfvcGQtjV00Ey8TvdSGLYFk1RsZG0DUDUdXwuUGnxOrqKltbGzxz\n+hTv+8D7+cLnP8fQ4ACYFgcn9nLuzGn2DA/juuk4S0tLjAwPUSrn6Ii2sbK6hK4oLC1dIxwKtDqW\namV27erHsiza2wKY1SKKo0EpneBffPgD/M1ff5qx3g50GtQcbjbWt5EkiYX5FXw+H5G2CJIis7Wd\nYX07x1995pMsr67gU4VW1HexSK3WGtPzeDytxLZLlygWiuQKRbaSWwyO7uLU6QscPX4r3X29xNrb\nefjhh/H6Nzh48DAN2+bK9DTpDZmPf/IzXJq8yvs/8H4+86lP89//709y6vQ5thJJ/vQ//xdOPnOK\n9WyFas1CAtqjBoM9HYwM9/Pr7/k1Ojq6sG0H83MLxDMphgeHqFXL4JA5ePRGPC4DxecjUKlRqVSw\nbYv2jijeYJALFy6wvLrG1tYWP/jhYyQSCcrVGv5gmHKlimEYfOITn+D2N9/K2qXT+AMBVEOnqz2E\nJttUKlny6Tjp+BqhUIhwRy/5XI56vU5ndweLi/Mcv/EGgu1RBFlC11UCgQDZTJrf/93f5/f/5z+k\nPdZJw2zi9bYMyM2mjWk28BouOmJtXLlyhYjPx7EbbuDcs88C8OEPfZCFhQUiHTHqzQaVSolzF8/R\n39GPqhYZGRnh7NmzDAwMkMvneNO99/IvfuND+AJBkpkcpmly2y23EgqFcLu9uA0dQ/eQyaaIGVEE\nSURVnAiSxsmnnqajowO70eTq0ye5eOYcnZ2dtAUDHDt6Ay5dwW3ozExfpd6o4Ha62E5soWkad911\nF7lihaeePf+67d877LDDa89LGZ14qWLDK1EU/qyUHXhhkcwv5LEv9HGvtvDyRkmber0FhX/IKxmD\n/rPWz096b7yY9fVyz+21eJ4fP+ZrKSS+1A61N9Ja3OH6YUfguY5RFAVLVVE1BbNWRlXV/88G4jIM\n6tUahkvB7/WhqxqmbdO0oVqutDptLJtarUZ/fz+iALqusp1KIisS0Vgbfr+f7u5uOmNtXLt2jc14\nEkXTmV9sRZmXik2WVtYI+dz4DAmfy6BWq1GpVanVaqTTaZxOJ4ZhoGkau0ZGqdfL+IOtKHHTNOnu\n7sa2bXp7exkaGmI+UaRYLCLgoFQq4Qp5kSQJWZaRRQmX0TqeLMvouo4gCDidzudTw/6+g0dRFGTb\nQSDox6VrOCQZj9uJKIp4PS4sy6JYqBLwe5ElAb+vlZjkdrtb3UgOwLIRLJP56WtkUtsMDw8z2D9A\nMp7AcHlIbG4xM3ONuYUlVFVGVnU0Q8fQVVy6gaapz49oeTweHFiYpolt22hy6+2XTCRoNBoM9PaR\nyWQol8vk83lK6RQAgiDQ399PPB6np6eHcqXIgYP7eOihh3A6nRw6cLAlLgVCrK5t4DIMlpaWaAuF\nefOJO/n617+O7nbRFg6hiSrx9Q0Ml06lUqJYzOKQZIb7+llaXmFlbRafz8fE2CBNqwGCg4GBARYW\n5nG7XViNJt29HcxMXSGfznDf3fdQ1XWuXbvGzMw1JnYNMnnhGY4dO0Yhl0ewGoiCQrVaw+tykUqn\nSaVS9Pb0oCgSPT09NGo1wm1RVFkmk0rh93rZLkIgEEIWBdweJ5qmYTpgdX2DPfsPYDhdIKkYmSyd\nsRCSJLGxsUFPMEi12uo+shAwDINsNovP5+PAkdu4evUKfUMGuUIWl9vL2O4JEukcnZ3dVCoVent7\nGRwcxnDUae/q5Z5738nIyAh3ve2fcPuJwzhkiVyxwBMnT9HZ2UnWTiCWS+i6SMOGa3NzFCtlpqb+\nHQf27mNgYAhsBx6Ph1w+xtzsNLVqmUq9xrkzzzIzM4OiKKiqSk93HyO7xvjzj3yEs2fPksnlW+N1\nFi3vG0VFEmCgvw9FUXjoSw9y+onvccONx+jt7WVpbZXp6WnmlxYRBIGL5y4gmDZ9fX0cPH47o6Oj\n+H0e3G43uqEiKjK5dJpcLke5XERSFaZnZ2hv76ReqbYM3FUNRXouoU7VScTXqTSbdEajRIIRxkZG\nKeTyBAIBms0m09PTxGIxJicn2X/wAJlMBtu26e7tQRAESuUCHR0dLWF69x6y8/Oossji/By1pkUq\nleLoocMsLcwzMTbGdjxBoVAkHGqjXm+iiTLFSgUruc3ILgflUomL5y/w9NNPc8vNN1Mul5m+OkUh\nl+PUj84zvmsUt9NFw5JZnF+gmM9Sq1UIBEJoTg+CILweW/cOO+xwnfBCC8DroePkHxa0P6tgfLEi\n2E7xeX3wk16nn/SzF/Pav5zuohfznnmhwtPP41r8ebymHV59dgSe6xjLshAEgWazycxMazShWC4h\nCSLlYolCLs8tt9/JufMXUEW468RtfO0bDwMO3IYTwbJQJKH1JYvs2jXKwtws6fQ2d999N8lknM7u\nAVLJBKquIygKiu5kdWOTi1eukS8UqdUhoBjkS0XaOzoQrSY0/CiqzsbGBrlcDq/XS8Dnx6npNJoC\nbbEwU9dmWN/YxO1ykomXyaa8BAIBnnrqKTyxflyGTja1TTq1ze6RAQxVQRZbG3p/fy+600XA76dR\nr6IqCqZpIjoEAj4PZ8+eRddaRXO5UiEYCFGtlFubpGXicrvYTsQxDAOv20UgECCVSiFJEpubm2iK\nzPTyEi5d4R1v/yXOnnmW48eOcuHCBQ7t20cilWJgoI9iuYjP72VrfYPO9hDtsRjhcAhZEClXiogO\nsMwGgmBj200iQTdTswu4jJYHj9vnx2GZFPJ5JIfAg1/4Iv19fezatYtaucKuAwcpl8sATE1eoq+v\nh/XVZUZHR5i+Osnhg/solUrUqmV8Pg9ej4e8J48sqVRqFWrVMpcvniefTRP2e9hOpukcGOGmY8f4\n5AOf4PDRQzz65GMcO3aMXD6Prjvxub3IyFyZmsSyLPZP7GNtbY1KqUDQ72VhdgarLcRQTw97R4ZJ\nbqxSllzogohXVQlqClJHO9OnT9E3MERfW5RsoUbP6Dgr6SwOp5dDx29DEKBSLtMUFbZSOf7uq9/g\n0E23MTjQ1xL3LAXbtikW86iaTDAYZG5pkd0jI1jNBlubG5w6c4Y7TryZqulAVxQsUcWhGAQ9PkRR\npFgsorm89A660d0+1uNJ2rr6qFQqRHt6W8bIqW3ufPu9PPv0KeqVOrfefgepVIpqrsmuPQdxOByI\nksTM1jSUK+DxUq43qJsWm6kUqihTqNXp6ehGcEA44MLjcmIoCnMz88xcm6VUKLF7927+7CN/SdDn\nJZ/Pc8eJ2/i3//sfU8vlmJudwe12sr6+TjQaZX1lkVtuugHTNGk0GiS205TLZWRZplgsUk5t0JBl\n6jmZ3EaDfDrOv/y9f8XffuaTXJqcQlEUdF2np7OHSqlMV2eMQwf3s/voYd77jndw6623smdigkwm\nxTe/9nX+9nN/g8fjQcCBLMu8993/hEYdUokk+/fvJ5fNYtsWDctCtEEQRNZX1/F4PAwPDPPd736X\niYkJkukU0XYPKysrxGIdpLYznLtwnptvvplKwyTW2UWxUMAfCCGJCmeffpo/+qN/S9/QELbZoFqq\n4jR0cplsy6h8ZZ1ffve7+MLffo5SqYzL5aFcrvEr7/o13vlr76GcLmB0d3P2+z/gbW+9m7Nnz2Pb\nNr/5m7/J1sYGly5dolTMEw4GCEeDlEqllril66ytrVGqNgiHdzx4dtjhF403asH0Snl2/KzjvZxr\nf6XSgK6HVKE38rm9mrzU636h3WE//vOXIvK80A6zF9OJ9Grz08Yi/7H7/Yu6Dnd4+ewIPNcxf5+i\nVSlXiETbqRRLOJ1uJKG1aTSbTdLbCSRRoF4sYBgGuipjNm2q1Qod7W1gmXjdHgyngttwgsOmt7eb\narWM1+tlOxFnfn6eRqOBpupYDoFKtY6FjSDJuN0gycLznjCYdQI+H9VaElmW6ejoIJMr4ff7MU2T\nSqnMUj5NsVjEtm22t7c5ODGK3ayztrbG8OgY4XCYWLSNleUlujs6wbSoVapoLp21lSV6+wfxebxU\niiWapk0sEqFcLuPUNdbW1thOxunu6ERVFQLhMFvxJNl8kXqtgSQ4mBjfxYMPPsjExAT5fJ7VZQnT\nNFFVlXw+TyGXJZfLIURCfO2rX2FzbZ3a+Dg3HD7CwsICtWaD73znO+w/eIhLly+jKApjPZ1g2ZRy\naVxOJ0Gfm5WlBXq6upmaukIhl6OrPYzoaN2r9fV10ok4kUiES+cvoCkq28kMHe3tnH32NIZhINRr\ntLW1oWkK/b19SKKA5lGoVkpoiko6tU0qlWJocBC320001sHKyiqSJKEDUsCHw+HgyKGDrK2uYNs2\n+/Ye4PuPfI+jx24EEYZHRlAMJx6Ph0JhC4cNLsNJMpNkZGSEfDbH+vo6YyPDrG9u4dI1wsEA8dV1\nIqEQhqYjOky8TgNNcLA8t0DI62z5PlkOyoUi7W3d1KsNugdHKRQKzCwu4/V68bjdNB0SPSPjrfjt\naIxyqUChauJ01NjY2MDrdSOLKpVSEVWRKOSzWJKErOocP3aMcqlAONpNrVahYVp4/QHKxQLpbKbl\n39M/QKFQoKOzi1BbL6vr69QadTTDTc0ETXeT2c627rcg4Ha7cTtdZJIJXC4XiiJTq9XYmpvDF/Cj\nVTQ0TUOQZaq1Oo1yE5ci0yhV6B/oI+Bx0mjU8Djd2LUGTk3n/NIaC9OzaLLE1NQsN910BJ/Px+L0\nDLqqEOtoJ5vN0tbWRjgc5v3v+6cEg0FcLhfJZJJ4PI7ZqLGyssLKygqSJPGOd7yDL37xi4iKwT/7\n5x8mEgqSSm6jqzJOt+c57yqZatlBMBgkn8/y/3zyk9SqVWZnZjj59JNUKhVSiSThcJhgMEitVsPt\ndHHwyGHcPhehUAiXU6deq7C6vIIiCdxx2+3IskwsFmNsbAzJLDEyMsbU9AyxWAxNM6g3LUJOD9Oz\nMxw5dJRapc5WPEkmvU1fXx/1epNg0OBTn/oUvX19lEol6g0Th8PGtuCb3/wmhw7uZ9/u3aTiLZPw\ner1JpVKh2WwysWcfOD1UN5LoySSxWIxINIrT6X5+7PHRRx+lr68Pn99HuC3CxMQu/F4fyfgmQGuM\nz6+QrzRf3018hx12+LngtUjN+fFjv5BxrZd6Tj+rKP9pvB6+PTu89rySo00/rYPox5/r1egQeiHX\n8Wqbnv+sa9sRd3Z4OewIPNcxqqpSqpZaoz+2A9uGeq1JA4vuzk6cTicPPfhF7r33PnK5HFa9Qnc0\ngiSr7BofJRwOIwgCAwN9nDx5kkqpyA033EB6O4UitRKazpw5RyKRYHBomGqlxsLKOtVqlZGREQrF\nEqlMDpfHi+HUadoWynMmz5VKhVKpRCaToaenh4DXRz6XQ1Nk5pc3UFQNp9OJIAisr69TLRXQFInT\np0/za3uPks1mCQeCxKKR1uhUwMfs1ctsrm8QiUTYajYZHhrA5fOjyDKarJFKpcgkEzidTur1GsVC\ny1PHbtRoCwawHXDo0CGWlpYIej0UsxmCfj+appHNZhEcEPR6AOjv7iKd3kYQBDo62tF1nYWFBZZW\nV3jTrbexshHn8pWruDxeipVZGhtrxKIRBMGmlEmyOj9NNBImsb5MdmsDj8fF6vws03OrDA0NtYxf\nSwWsupeJ8V2EggEGe7vRVBVNU3DpBg6aVKtFVlbjdHR0UK/X6GnvYmFhgXq9Tj7fEiYunD3DkSNH\neOJHj7EZTxEMhp6LTZfpiEVJbSexzQaHD+7nmXPP4vJ7CbTFMLHZd8TH+//gD/hfPvxbpOIJDozv\noVqpEAoN0hGL8viTj/P2u+9ieXmZ8dFBopE2nnn6JLookUxsEvD6KBQTvO32W6lXy2xurBIM+rFt\nG1VzAQ6KlVa8tugK4lQ9xHqGEEURp2HQrNUx/C1hY3lpEUGQwfAjmGV6Bwco5rP4gwHS6TSWbdPV\n0022WKJYrhIOBKmbTS5OzTAyNMDEgSMoikJ8O0MTESwHvlAb/cNjrK0sU7cTKJqOTY7u3j40t5fL\nV5/hmWee4fFHfkA2kyIdj2NbFmNjY3R0dLBvYoID+/cyeuQwCBIbS8tUK3XyuSKSpqM3K7hUlbff\neYLZ2Wn+9D/8e3yDg1z+wfepFEvUqzVuu+kWTp06xQfvupPHn3yCza0tRoaGiUaj1GoVREmgt7+P\nlaV5bIfF3olx3G43i4uL2GaD/XvGWx5Oqswtxw6j6zq1Wo1fufduzk/NcOrpk7Td18aXvvQlfu8P\nfp9svoiuO0mn0rjdXn74w8c4fWGSbDbL1cnLpOJbgEV/fz+OoB+Hw8H+ffs5ePAgfX19uH0R9u4/\nwMy1q2xsbGA263S2R/k///wj2LZNqVRiY2ML07RRDBdvuuNORreTrK2vs2v3OLHuXsrFEiOj45jP\nGV73jO+lXqvS1dGJQJNsJoVDVrGsGqKkUM5lcLq9mLbFXTcdp7e3h2M3HMHtddPT08Xk5CSiKGLa\nDsLhMHYui2ma5HI55ufnefbMGWRVw+FwsLS0QCQapVYpkk4lCYb8XL58mUwqzUBfD0tLC/j9QdKp\nLJPTC/zSoQG+fmb+ddvHd/h/2XvzMEnO+s7zE5Fx5n1XVmXdXVV9qvpWS0InAiEwCAyDQV5szGG8\n9oxnjcfzGC/2gD3jmVkzeO3x2sa7jBkvyMbG2GCDQUhqHYBaarVaUqu71UfdV2blfWdEZBz7Rzb9\nsDyAbqGG+vzVT3ZmxptxvBXvN36/73eLLV59PN8F7Itd8L6Ufj3fT/h5OX1cvncML+T/tnhleLGt\nTa+ER9KzCZkvVmB6NVXNvNiKuq1raosfxJbAcwUjSf3KE7/fT7lYJhwO41gWggCJRIJKpcLw0BCa\npmB1DbLZLKGgn6Fs9lLlTpCRkRHy+TyPn3iM/fv3Yxkm7XYbURRpNvs+NvVaA13XKRbL2FYPn8+H\nrvf9ftrtNqGgdjnlSpJEZFFE13XW19dxXRdVVftpWp5CLrfR99KRZdpdA0EQSCaTNCWRarlIt+eS\nSCTQFOmyEbHjOFiWRblcxufzceHCBTR/EE3TMNodgsEgrWK/6kb3q4QDCeq1MhMTY/R6Paanp8kV\nCrTbbbqdFqbRoVYtszCf47rrZqlWSn2R7NIfDEmS0FSZQCCA6zggiKytrZHNZrnllteytp7j6P0P\ngSTxcx/4AOVKjbmLFxkaGqbRqCGGI+zZtZuv/NOX2bdvH0tLZWZnw1y4cIHM4CiK7ENXVOaeOYPZ\nbjOQSrO6vIjnuPQsg2bNRUinmZkao1gsMjiQJhIKUiqVyG/ksK0epUKRm4UmG8oAACAASURBVG66\niZWVFUKaTKVSIRwOo/vDlMplEokEuq7zubs+y+GDh4hGo7SbLWRVplKv0zL6iU7v+9C/hnqHcxcv\nsGtmmlJ5EwkPVQtRKRU5tP8AhVweXJtOx6G0uYkiSwykBtBUlZGhLK1GC12V0ZQwrU4Cw/GIxlOo\nqo4sq1jFCogS5VK1L2rYPYx6k+zoOHbXwBMFDKvH8NgElmXw+c9/nvf/9B3k83kEPUCh2qBaaxJL\nJrDxYToQCEcJxeK0212270ywfft2Tp54DEEQiEVCKFKYSDiEbdv4IxGmt++gUu3Sc2z8/iChSATH\ndnj44Yc5fvw48/MXEV0PRZbw+XwcO/YMivIMDx29l2DQTywWQ5Rkrr7xFnZdtR8QAZGgruDziRjd\nJp1uC1WVWXzsUWzHodVqAZBIJbnmumuRcHndzTfyL9+4B0X2IYoQTafZWF6kUCiQjMdotVpEEmlq\ntRouInogRKFYwnMdIpEILiJLS0sEAgFWV9eYmppCDwYxuiZhPci7fuZOfu/3/zMz07vI5wqEPAFB\n9OFaJtvGRuk06gwODiIIQt/XSvRhmiZmp0utXCFz9REEPYKiaTTbLfSAn3KxhSyK5DdzxKJxBEHA\nsnuIPR8rG1XapoU/GCCZGSRfKCHJKl2ziuuCbfWIBqNkp7bTLBcxej2CsQhf//zf4SFiOx627dJz\nHASfiGvZOI7N8sIiFy+eZ2pykkOHDnHs2DH0QL+9qtFuERsZZm5ujnK5TL3dj4d/+JFHGRkdpVGv\ncvbsWVLJGKVCnsnJcdbW1ohHY5TLZWKxGLVaDX8gjGEYuK77o5vEt9hiiy1eQl7uhfcPWlh/5/Ur\nof3qJ5FnE0SutOP2QkWeV/r3PZ/Wtedyff2w16+UY7fFK8OWwHMFY5r9uHEPl4HMEOVymVBIRcAF\n18a2egwOpPmHv/97BrMjuJZJLBxmfHyI8fH+oufv/vavOXHycbZv77dGdTsGiXiShx9+BE3TaFUb\nTI1P0Gm1cXo2PdvEtGwkVSEYUMkOpdA0jUqnb6wcUEOE/CFMs0fPAbNrMDYaxSeKVOp1Go0Giiaj\naRoZf4BWo87KygqyCLquE0+GaNSqBAIBopEQQd2PTxBZX1kht75OOBwknU6TSKVZ3igQSSRZWpjH\nrG0CoCsqqqoQjUZJxKNsbm5iGh3CgQDdVosnH38c0zS55cYbaTabTE9Ps7m5iSAIl/enT5JYXVoC\nVSOTSpPbWOMXf+H9PHHyJOcvzJEdHkWUZQ5fcy1f/do9ROMxhkamWMv1TZEz6SSLKzl27NrP0uoG\nii5QbXTJDE0Qi4ZQRAFFhF0z04SDISqVEmNjY5SL/d8g+1Rcx+TJp44jiiKxWIJUOkHXaLNv7wHu\nuusuRkdHuXhxHlEUGcxkcF2Xi3ML3HTrbWian8cee4zNfI5DBw5SKuS5/rprmZubIz06gtNq8N5/\n++u0KnUePXGGP/mTP+bgoWu4ePYpbrlmHxIOhc0qQ+kUR669hkKhQL64iaZpVMtFXv/6WxHdfny2\nbdtIPpvFxTlQNaZnD2AiU6rUsAQRVVKIjYxidNokwmHCfp1isUU8GsPqtOh0OlSrZebn55mcnKRW\nq/Hmt95BRw2y3Oj7SG2sr1EoFPrHp9mgVm/RMSxW1zf6yU6CgM/nQ5GlfhuP0cavKSiKQrPeQNdk\ngsEgkiCjBoIcOHiQ98ZiLK0s89hjj+N5HjfdeCOOYdCslem2O+zaFSMWCRGPRThy6BDdrsHQ8Ch7\nb72d+/75bvz+IKJPQZYMbr/9NkrlKo5rUGnW8MfDTOzczubaOvl8gaN330OhUODn3/YGOl2Tfbu2\nMz6aRR3M4JbKlKtV1tfXqVbDnDp1isnpfaRSKXzBBD2nTjyeRhRF8usrlOp1XDnAar7EwPA4jUaL\ng4f3UC7XQVIJBqNc95obefjYcTKZIepNA0XRWZqfx7EsQn4/jWqNYqnUF0saDUZGRthYWyfoD1Au\nlrjrnz9LuV5lcmaattHGdV3uuOMOfJJEKjPAhfPnicQSeJ5HJBKk0+kwlh2lWq9RKZXp9VwGs2N0\n6k2KlTyH9x+h3TaxPInE2AR//Lu/w8nHjtNpt1BlBUH2kRnK0mi2aLc7xCIhRkeHabbqfPSjH+F3\nf/d3GRsbpdXtAjpf+tI/8M53vovHnziJqqqsrG1QLJcIRiMcO/4oI6NZPNvh6muOcPjwQc6eeRrb\n7HD11Vfz0ANHAZfZ2X3kixUURdm6Kdpii58gXq6n3i/3PPJCv/+lHteztdRs8eJ5OdufXsx7fxz+\nVn739f9yn7cv9vufi+fQd/hxODZbvLRsCTxXMJ7n4ff3U6t6vR7dbhdZ0HAuefM4Tr/aZigzQCQc\nxDAMskMZJEnknnvuxjAsypUSuqoxMDCAKIqXjF2dy2lUrusSCARoNdr0ej08zyOVShAIh2i1WkTj\nERzHoWV7GIZBR/KRCMSQZZlqq4lpmkQiEYxul267g67rRGJhguEItVqt752jafhwCegqZs/pP133\n+2kqCj6fj0qlQrm4STAY7BtJt1qEIlHGx8fp9mzyhRKdZrNfwaLrJJNJNlZX6PV6CIJArVJlZGwU\nwzAQBQHfJVEkFAySz+Xo9XrYtk2n00EUBARAkWW6joPP58OvBzl+/DjHjx8HREq1Olavh+rXabSa\nyKqG4wr9xaogsLy6ga5rlOolQpEEHhLJ1CATk9NYrQqiKFItV5BlH/V6Fb+mkIhFuHj+GYL+AFpE\nwXFtdsxMUSnXWFlZxq8qOD2HkydOoCkKtXKNdDrN0NAQlcoagiCSTCYxOl3m5uZYWFggEolQrVap\n1WrMzs4yMTHBfH6NcXkCBJHgQJb7/vTTrK3l2DU5SiQSwTI69FyLPbt3k8lksAyToaFBfL6+d9BQ\nJk2jVicYCJLLrbNtYhJhIMHi2gaConB2bp6b3/J2YvUm5VKJWrlCzzCpNxr4LBddlmhUygwk4vSM\nLla3wzcffIAvfelLhCIRrr32Wu68806ePr/Ip/7ys6ysrPSrg1SZfK4v8giyhucBPqmfxGYYtFot\nJElCFCA7Mkqn1SQU0MmkU6RSKXRNZXVpjfd/6Je4+sgR4oNZSpUyzWb90nkfpGdbhAJB4tEI8YEU\nmVSSbWNj7N27l7vuuotao8XufVczd/EiAX+QdtdgamqCZrOOTwFP9MhuG2fhwhymZbK0ts7Q0BDX\n33IToigyHNVodQ0EWQbXAdNkfWONr371q1iWxeL8eUzT5M3hYZod81KbnYQWjmNbJrI/TFIL0G41\nSQ1k6PV6TG3bQbPZptlukRjIsP811/M7H/+PtFodbNulaxq4Xv9arlQqSJKEIAhEIxH27t3LiRMn\nKBQKSJKE67rU63Wue831hAI6X/+Xr+LzgaRKnDpzmkAgwLbpGUKhCNV6E9d1kVSVsKbhCgK24xKL\nJ6jXamys5whqOqlkGkSJYrnK+MwUdr3Bk0+couf2vXIUTaVareIP9FPtgsEgPp9ALpdjtWfysz/7\ns5w5cwZZlnHbbURJQNd1VtdXGB0dJV8sUKlVcfE4c+YMAH6/n3w+z1/8P/83R49O8pu/+e95cHWF\n9fX1S/Oazblz5wjHklSr1R/lFL7FFlu8yvl+Rq0vpUj0SvmAvJJcaeN9Jfl+lTIvh9DwUiegvRxe\nNK/UefKD0uNe6Zj0F8pzGecPm5O2Wrl+MtkSeK5gdF2n1OsRT8RYXVmk2+2iaxna7QaJRIKJ6Rme\neeYZguEQ0WiY0ZFBTp06xbcefZyRkREGBsaoVrv4JJ1tkzMEAgF6PefyQtDzPCLxMIIi0G22EQSB\noYE0guTD6hqsLi2zbds066s5UuEQ9XyRyKhO2xIJx9JUG12S0RD5lQu02/1KgInJCRyfxPDwMBvf\n+iY7du/g3OnTjIyM0GpUGBwdZv7sE5ilDXSfjehUWbxwlmQiwXA6hed5JBIJWvUKiujSbdTZPZEi\nFxCYnJigkMvj4sO0oVo3CEdTNNotHvj2MSYmJshvbpJKpXjyqacYHR1FUVU2cjmGh4fpGgbhcBjX\ndfEHAkT0ILqu4Qfmz58nFgrxuje8gYtzCwSDYU4eO85QMkW33eHgvp0sLa8xPDzMw8ceIxKPkQj3\n26L+1U+/HUUS0TSFjqezMHeRleUl3vj611KvlgnoGoXF82RiQQYGBskVS6TTGYyeTq1dJpOdxHZl\nOp020XAIrA4T48OMZNMIgsNGpcqBQwe5+557SEbDTI9k2Fg4z5F925Fsm143y7f+4W+xnR6jb/lV\nbj6wj3q1y6/9bx/AaVfZNTGAUdlg39Q418zuwa+rrJga2kAGKRpHCYZJRbZh2zbtRhXbLPDMygLR\nYIyW6VHqWHTkMLFIkqtf+0Y82yY4Msnp5VVEv8628TF0WcLnE1lbWWHP3l0YhkGusMm3v32Mv/ni\nl1lbzRGJWyzk/oVvnjjN3NxF2u02qqri+QQ8n4Qa9CPpKgPJ/nkg+YS+ubSWZHl9hUgmiid6WEIP\n2wqRjMVplusooo+wEuRTn7uLxOQ4NBrcdM1hksk4mViEcNDPYDLM8nKF8bERAoEAfr+fbDaL2Wry\n13/1PwkEw4iugyR47JvdQSG/hk+CTGKWXsvEbrVJuwrkykwOj3Hmqcf5xy9+gXa7w1BqENM0+YUP\nfoCFQo6NlUVuHB3jkQe/yXve9yH80SSKKqF6NgI2/+0v/phmo0E8GkG51F6VSCQYHEiDKBCKhLkw\nf5FQJMzth/aTHRnnqtl9BMMhPvizdxIPh9gxOcnKwgKS2cbXa/D2t725nx42NMzP/+IH+eQffIJq\ntcrNr72RpaUFPNvEtevk188xs/d6Mtcf4YlvHSWg+FB8EldNjbFnZgKCOgFFxNFkVD1KfXOOWq1B\nfXWFaCJJpWkgqRrTO2fZLBRIDWawAn7Gwz0WH3uIe4/exx0/dRtf+qcvY/h8bJSKtDoW3WKF6e07\n8AeDPP7UaW649mqSiSgLz5whlc5y57t+jv/z//oUAhrnnz5Fo5jj8DU3IYoCD9WPYbkegqyTSg5Q\nLreQBZWdu65ix8wkf/eZz3Bw7x42VhbZWFlk586dNLsGXaODI4LD1o3PFltcCbxUPjWv1LaeC1fy\n4utHtWB/vrxa2li+exwvp7DwXMWjV3Jf/CAD8OfD8xHFns3H57tff7mOxQ/67mfzqfre88TzvGcd\n56v12tviR8eWwHMFY1wSJACi0SiqqhIMBhE8B8/z6PV6ZLNZYpEQ6+vrmFYPv9/Pjh0pdF2/7D0R\nDocJBAIIgkCxWKRSqWAYxuWn/c6lShZRFLEsC6tlIWt6X5RptYjH4/gVGcdxaDabpJMJRFEmHo+j\naRr1WhXP8wgEAlSrVTq2gyRJhMNhkvG+V0wul2NmapxqpYKuKMiyTKPRvhwTLooiruv2k8EqFYye\nRTgWpdvtIooiY2NjzMzMMJgeIL+Ro1KpMDo6iiB4VCoVotF+olQ2m8V1XWZmZmg0Gphmv1LC7/cT\nDAaJRqMUCgVCoRCeKJDKZGgvLV72Oup2u2zbto1zd9+L7VhomkahWGZtbZ2h4SxLy6uMb5ukWq0j\nSDKIAj5Zomf3eOaJp1Bkl1AkzMS2Sar1Cs1WnYmJMTqdDrYL9WYLn89HPr9BPOVhdg327NxBJBLm\nicce4fTp08xMjhMIBFBkjWarzo6duwkGwhy59jq2TU0hiiK33347iuxjY2mFTGYQNxZnYmKC2IH9\nBAYzfPgD7+HB+x7kjjfeCLZJLBIimx2k1+uxUS2jje4hOzqC6g/SMSwkUUR0ZSQZAkEdvyqQTsSQ\ncJh76hSKpPY9Z3o9hESCEw88wId+5ZdQfCKD8SiD8TiRaJjp6WkOHTqEoihcnF/gxIkTfQ8Y0+n7\n5Sgq3W6XaLQfde70TARB6CdXCR7hcBiz0yWdThON9D128qs5wpEgZrdDDwdPgng0TKfdJp/PU5dU\n/sOnPoamKGAYfObTn8bn82FZ/ePnulCp1wCB7PAotm2zfWaKYrHI4sICp0+f5sabX0s+X4BUimAw\nSCCgIIg+uj0Ln0+k0qxzYPYqVhYWGJkc5z98/GOEkmne8uY7EByYmpikWCz2PXMuzbqiKOK5Dj7B\nQ3A9Wu0WsuDi+TU0RSYZjaHJCmanTVDVadbr+Hw+isUijmnRcus8+OCDTG8vUiwWeeOb38qRI0e4\n796jFAoFOt0WQU0lFgnj13Rmpqa54aabQRBZWljsV8VYFpFwmGS0PweYHZN4PM79T56k3e5itXvE\nwhHy+TzHjx9nKDtGwB8iV6jSaHVo1erkcwXu+OkbqFabOGKHaq2BYRg0m00mtk3S7XZRhpOcOv00\nzWaTkZG+N5ZlWYRCITpGldHRUXbs2IHneVQ3lpmYmMBu1giHo+SLBfyROO12mwtzDQ7v24mqaNQb\nDQrlMuVKBdsTKdVqKLKGZbQJ6RqZTIZwOMzmxtql4+wiyzKpVIqoB7VW93KV3xZbbLHF8+GlEmau\n5IXZlVAB8UqM77ks4l+p/fRKC5ivpHfPKxUr/moUXbfEnS2eL1sCzxWM4ziYpsnySo54NIbrunQ6\nHRzHoVTqR2inEnFESWFiYoJ6vU4imcL2BVhdXcW2bcLhMNFo9HI6TqPRwHVdIpEIqqqykVtFFEU0\nTbucWpNIJHAQMLpdms0me/cdYH15iXAwgGmaWJaFKIromkqzUe8P1rWxjA6hQAIHeOyRYwxnhzh2\n7BhGp03Qr2FfapXSIxFM08TomkiixODgEEF/AMs0Uf1+MpkMrudhuw5DQ1nsnkOltkmz0WDb6Dg+\nn494PE6j0UBVZa655hoKxSLPXDhPPBxB1TQsx0EPBtECARrtNrVmk1a3S1QQGBweZnV1lVbTQPYH\nyBfLTExPE4/HEUSRrmkwMjZMPJ2iWKpy4OAsFxfm8fmDpIaGMHsO+6emWVhYYH6530riIOAPh2g1\ncoimw9jEMGvLCyTjMSzP5uzFc+zZcxV2w0ILyAQlHaNZJeSXKW+uEw/7WVla4KabbkKRfKiKzNT2\nGQqFAnv2H8Y0TbIT4wQCfkJBP8ePH0fXA0xu34mqBhhID5IYGKRSy/Mnn/g4y+dP8bobDuKXod3p\ncMO1b6BndBCwqZZLzBxOIfpVCs0a6xt5PnvX33LyySe4cHYJ04BdU0FkweX611zDG15/K2MjE2ys\nbuB22nzta1/jY//p9zGNNsgKpfwmlbV1rr7uCPPz85w5fRZ/KIjrCUSi0b4AFw8hyzLhcL/yZmZq\ngrm5OcLhMKFAkGazjuRLIrge/nQK13XJ5/OokowWUkmnk1QbFSYmJqg1qkxPT/PMmXNk9qf51V/5\nNyS2jYM/wJuuew0buTVGRkaIhUN4+GibJuVqlbe//e3cfPPN9Ho92tVi3wTYcti+cze5XJ43vvGN\nuMUiq6urGIaF6BMpdhqkE0kS2QyerjB68w3cfddnGRgdpms5rOU3EByBo/ffz3p+k4Aq8fa3vJFu\nt0ux3ECWBHTZh+PYRAMKiigSCkcQRZGI7icRj6NKMrbV4+kzp/tiqiDw7ne+mz//i0/x2ttey9nz\n58ik0oSDYVq1GqbRJZoK8Su//b8TCvqJhkJsrG2gqjqnn3iKp556Cr9PZSA1wK7dO6kUS4yNDnP+\nmbPsmd5Nz/X4vd/7T0yMjtBtt1ElGdPq0e502CwUePyJU5TKdQLhED2jyvbtOzl5+hnq9SbJdIbU\n4BC1ZgNZVcAHkViYv/rjP6JjdOkYXf70z/+MeDzOyMgInifQbpkkozHu/urXyGazHLhqhmfOX2Tn\n+AiOV+PNb3krtXqb2X0HePLUU7QNm6l4gocfe4JHHjvO4NAoy2urRGMxJraNs7G6hGt1abVqKPIQ\nt95yA48ee4SBgQEmJiYwTZNKo8neg1dz90PHfoQz+BZbbPF8+VEuvl6JKPQrjR/HffF8kqaerynu\nS8EPEo9eDZU7L1e11Heuve93/b3YJKqXix92bjyfMb/aRdQtXp1sCTxXMIqi0KZfCSAIArIs91tX\npH4SkCzLl8xb+1Hl5UvpSqLUb23xPI9arYamaX3/ElFEFMV+5YTTr6gAkGW5X71j9i6nZXmi77Lw\nk9tYwzK6JGKDbG5uYhgGmqoQCoXY2NjAc3rEYn0ByrIsFEVDU1Rc16Xb7pBJp2g268iyjM/nY2Nj\ng0AgwPTUVD+pq9Gk2W7hOS7xWIxKtYplWYSjEeKpJMViEdPsVx7kcjnC4TA7d+6kUqmwa9cuzF6P\nTscgkUih+CSy2SynT/cXy12ji+iTqdWbBAJBDLNHo9nGJykMjiTR/AG0YICubVGqlBkNBjCMLsvL\ny9Sbzb6vjtEFYHFxkVA0wtpqnvHxcVqtFrLiw/McJJ/A8vIiQc1FlmBxcZ6RoUE2cn3j6NHRYUql\nIj3bYmigb6qbHIleTiHzHJOR7BCRUPBytVW+sEmtUmV+ZQM8F2wTz3XYzG8gSRKWZRFNZGh3LBIH\nj4Cs8bnf/h3+8Quf59Dh/bh2j163y0A6ycTEBBurywRVhaHhLIVSkUgyTrPV4uSTp7j3gQfIF6oo\nOkRDAj5dw/Vc7vvmtzj5xAne9lNvIxyKsu+wzf33348oiqiyguwTiPr9pGJxqtUquVwOn6xcao/T\nWVhewbRsXM9A9wfx+/0kEnGCIT+O4yD7JDzPQVUUVEnG8/oeTZViiQMHDlAuFzmwdy+jw0M8/PC3\n+iKiprK2sIRtGdxy4y2kR4ehZ7F+dpG19RWy2SztdhtN0/DqNQKBALP7D/KWt72dXC6H67qYdo9M\nJoPR7ZIdHGJsfILV9Q1mDhxGFMXL118mO8TF8xd49x1vpVWrQqWM63nIqkLXMalWq3SbXSqVCqqi\n02rVqVQqvP09P8frr7+JoXQK1R/AwyEdDSKLHiF/CMEDHBfJcSkVcpTLZcYGh1haWWb37FU8dN/9\n7N6+k2uOHGF5eYWhwUHWlhbYWFvDr6noej+57hvf+Aa7tm+nmC9gOx7pdAbbdhkfH2dkZISx4VFW\nF5ZZW1nH7Jg0ax2GQhE8ROr1OgGl/1tTqdQlkbjJ0aNHsZFxPY9ASGJueR3LsqnVGsxs38nMzAyT\nk5OEw0FEH3ztK//Ek6eeIJMZ4uzZs4SjUZZWVjHNfvWMKEiEgyEGU0kO7p2l3awyVy5zaPcOzGCE\nYrGMHowwOjbBE0892ffKkhR27d3LV++9l8SgQzQWR/CJPPnkkwwmo8STcYaHMlSrZVSfe9ljyDS7\nJBIJBgYG6HQ6mKb5o5i6t9hiiyuUH0dB48eVF7Iwfj6feaUX3j+szehHzQ/bFy92P32vb87Lzfcz\nYf7earVnG8dLbZS9JfJs8XzZEniuYF7/nn/LF/7oowwODlItV/oLf8+5LMhomoZhGCiaTqlSxR+O\n0XM82pUKY2Nj5HI5PM8jHo+zuLhIp9O5bKT8HZGoZ9kIiJdNlxVJxrIs2u02kUgEs9OlkMszPDjA\n3MULxONxzpx+mkQiwfjoMKGAjiy4VEpFdF1nYGCAYrWB5BPZNjbKDddew/3338fwUBYcl5A/gNXt\nks/nUep1PM/j8IGDAKysrIAo0mw0GBgYYHV1lWKlzMTEBIFgEMkn0my3kNsCnY6BaZo88NBDdIwu\nQyPDbJua4v77HkCUFLZNb++3I+ULiJICrkut0SIaTzKYHemb3q5vUOt0cASRzXIFSYBCpUyv18On\n+BgbH2Hf/qtot9vICpy7cJGzT55gdHyCbqtEp15jPJvGMWuUiyWmRzMk4wE2NjZIJJIE/X6uPXQ1\nk5OTrK31I6+3bdvGqVOnaDab7J6e5vz588iyim3bvO71tyIKPnqOjaIoTE9vp95s8viFdWy7RyKo\nMDk+zOLifD+yvdnClf3sv+F6Pv3nn+G/ffKPGYurxOOxvnAiCszu3YumqtTbBqYrkV/bJBGLUqvV\nyOVyPPDQMR56+Bjlag1ZEanVXRJxkVhyCM/pkUpuR/NMjj70TRrVBq2uy/3334+k6SiShOITySRT\n7J6eYaGQ4z//1/8DWdF4+umnOXnqDK32Ch4iXaPH1VNTaJrC4sIcrmuTiscIhwK06jV8Ph+l4iYH\n9s7ySx//OLquc+LECer1OitrF7nn6N1s3zaFYLsIQLdjYhsmwYDO33/uLn7qbXdQKRYIB/yYnTaJ\n9ACWZTE2Pkmr1eLaG16LhUy1bRGJRLAdyJcq6P4ApXIFw+rh2B7tep2Tjz+Jrqtouk6+WCAajfL1\nb9yN6Ln80sc+hq5pnD31NK4gUy9UGEik2b5tir//ytdp1dp8+Jc/yF9/6s+YGh9B8QcoVGoMpgc4\n8+QJYtEQfgREUSQUjKDIIrNX7UQQfOi6jqJK2KYFtkNmYIB/9+HfJBINMjgwxHVHriOTTpGMx1A0\nlUIhzzve8Xbuu+8+3vrWtxONRpmfX0RQVKamthMMBumZNu97/wdpNZs4PYtEdpi773uAj370d/ji\n338eq1Gl3W5TLBYZGBggHLd55MTjmLaAi4Co98XgbtvA8zzuPvogPRu2TQxyx1vfzAff/17uv+8b\n+Hw+jh69l7HJbVQrDdLpNJZlY/dcbNOiVatzyy23YF9qI73jne+gtrmO0bNIJJMsr29yy62v49iJ\nE8TTMRaXVrj+Le9k2449nDl3Ds/zmBwfJZlKsH37OLVSgVq9zGuuOcz68iLZbBa/38/G2gqmadKo\n1lha6xus+3y+H+1EvsUWW2yxxUvG86nAeS6fey6f/WHvf6GL8ysx7e27eSl+93eqdp7Le1/otp6L\ncPO9Y/h+/lMvRBz8ftv77u96rh48W2zxvYjP9gZBEFRBEB4VBOEJQRCeFgThY5dejwmC8A1BEM4L\ngnC3IAiR7/rMbwmCcFEQhGcEQbjt5fwBP+m4rouiKIi4qHJ/ERgMBgkGg4RCIURRRJZlIpEI8Xgc\ns9evyvE873Ly0He8c7rdLj6fD0mSsG37sj+NIPQXnJIk9WOFHZdM8wX1UwAAIABJREFUeoB0MkUi\nFsW1e+RyOZLJJIFAgB0zU4wOD+E4DsXNPKZp0u122djYwLZtRFwioQC1Wq3vNRONEQqFyOVy/dht\nqV/JEw5FwRPpOR6yrKJpfkRRQtcDCIIPRfMznB2lVm2gaVq/AgiBzc1NfD4fIyMjHDlyBADLtBEE\nHz6fj3q9zvr6OoVCgXg8js/nu+wRNDs7y/nz52m323hC3xOn3TWQZBlXgFKphCzLmGYXy7JQVZXB\n7BA4FtGQn2sO76PbqOCabWbGR5ndOUU5v8a2sQzj2QH8qkYyEmP/nll2Ts0Qj8TA8fArKu16gwtn\nnyEWCpMdyLC8vAyAbdskUkkc18PsWciqTiAU4dzcPGfPnUcPhlA1nVx+k3yhRCgcw7R65IoVUplh\nCEb47Oe/QA+RnucRjERQA0GQVFxRQvWHaFsupUaLetfGkXVsqwc9h0J+k2qxhNPzsAyXaFginRzA\n6lqEAmFsy8HFY3pmhp27dzM5OYlhGNi2jSLJtOoNDh7YT6NeZ2JigtHRUZ566ikefvQ4586dwzB7\nKIqCacLmZo719XVc2yGVTBKJhJBFgUwmw+jICAf2znLnnXcSHRpCTSXx6xqpZIKrrzlCZmiQ2dlZ\nstks3VYbv6phdg2OHj3K4tI8ZrdDJBSmVmtd9oIKhUKYpkmxWCQYDpPLbRKKRNEDQWRVJxqN4ngC\nkVicwUwWLRAkEAyjBfzUaiZGz0KXFMKhEKILtWIZ2h2O3nMv8VCEkcEhRgaH2DY6TlDz43keu3dv\n4xOf+ATJWIzMQIrR4REGkilGR0dptVo4Vo/de/Zw6PBhXv+G13Hw8CEisSh6QCM7OsKhw4d545t/\nil1X7cHv9/OhX/pFDh8+wjXXXEMgEmHHzAwbGxv4dZWzZ86AKPCNe+/hE3/0h3zj/vt44OGHWVpb\nY/qqPWjBELFUkuKl2PRKrUq3WiGbzVKtVqlXqgxlBrBtm3gsSrXa99IaHh4mEA4h+EQ8n4Qr+pA1\nFQ8BfyhIMhmiUi3xub/6n9RqFZ45c5pKtcTExAS5XA6zZ+F6Ap4rUK1WL/t8Nes1Lpw7SzQW4eTJ\nk1iGSSAQ4Pz583zrW98CYHR0tO/DZPewXY8/+dM/49d/49/xy//6V3jrW++g1WpgdNqUSwXGRoaR\nRd9ln650Ok0qlaLZbGJZFrquo+v65YqsLX6y2brX2WKLK5+Xs5LkufJiRIfvLOZfDVU5z8ZLWaXy\nXH7zlbBPni/PZx9eKefFFq8OnrWCx/M8UxCEWzzP6wiC4AO+LQjC14B3APd6nvcHgiD8JvBbwEcE\nQdgF/AywExgG7hUEYdrbOitfNjY3N5F9PkKhEO12m2azSc/xyG8WKZarRCIR/MEwlmXRczw0XaVc\nLqPrOpIkUalU8DyPgYEBWq0WoijS6/WfpDcajb75qtlFEPqtXYZhoGka1UoFVVE4sH8/tUoRTdNo\nNBrccsN1XLhwgXA4TCYZQ9M0NjY2yOfzmN02xc084WAQq9NmudqPC19fXabb7YLr0bwUed6o1YjH\nYly4cIHh4WHOXjhPJBIhFApx+uxZJiYmWFhY4Krdu1lYnMfv9+NY/QqkRqPGuXPnuP7GG9m37wBt\n0+D8xQuIokgwGESWZa666ipOnDjBjTfeyBNPPIGqqtx33320220sy6LS6bBvdpZQQGNxfo5kIkY8\nEmV0YpzeU0+jqCqr62tkMhlULHqNMlLAz2g6xujICKrkw6jm2TaUIKYJ+FU/9bbIrundVCoVHMtj\n9+7dyLLMYHqUUrnAQDKJJIr4fALtTpeIP4ikaIg+H6LgIIoSja5BvrLBySee5NFHH6XQ9bB7JhFV\n4sRVO/FrKq95zQ3M7N7LuYVFjn3hy1iuRyQRRw3J9CSV+bVNeqbB4lqeSrFEq924dLxbRCIBBtNp\ndN1Py7RpV5poAtguZCJxUsEIIwMZAn6FgKogKhblfJVGo8XVV1+DZdgEQiI9y+DQoQNsrK5Ryef5\n4G/8GpIkcXFhkUcefYx8qc53ZgVZ64uVouCRjIeJBgNUq2UABtMDdJoNXMcmoGl08nnqjSqq7MOv\nyGzfu4NQIIjoCKytbnB+fokdO3bwvg+8n3xhs99SZLZBAMkH+Y0cYxPjpFIpqrUGd9xxBydPnuSG\nm27mrs9+lq985SukIyoiAkFVJxoJUS5XUTWNTs/hoYceQpL7f5jHM0MUNwvE9AAHrt2Os5YjEQjT\na3dJxQa4et8B/pd3vJvP/OVfIksKiUSC2W37EAWBj33841Srdf75X+4hEAhw2223c8NrrmN65y5a\nrRZDQ0M4nku73SaTyTA/P8/1r38tp0+f5s7rria/kQNHoNG2OPrQtwnHE3TNHslkkmajzbXXXctg\nZogPvP+DTOzew8jICJV6A1lSaFtd/Iko1WKBYqOMY5uEAwE+/dn/wcFb3oTneRzcf4CTx+7nfT//\n8zx58gQ7d+xm7+23cfuTT/Pf/+J/EE+lsHAA8CEg+XyosoTgeUSDKq5j89GP/HuyQ/15pesaDCRT\nFMu1fpWgojIwMEgqHkNVFHLrq+iqQrvZ4K23v46/+cxfsmvXLuxmh3e9819R61okk0m+/MXPMzoy\nRDyZplqv87a3vQ2nZzM4Osj/+hsf5vf+zYfQZImR4WGqtTKy2BetTdNkeXmZ/fv3c/bCRUSlh2EY\nW0/FtgC27nW22OLVygutyHku3/VsLTCvpL/Lq23qeC5JVd9difJS7MPnk371UvP9tv1cj+GLuY/4\nQb5Cz7Y/t+5dtvhhPKcWLc/zOpf+qV76jAe8Fbjp0ut/BTwAfAS4A/i853k2sCQIwkXgauDRl27Y\nW3wH1+37S/jwcF2XVquFbdto/r6IUalUCIfDVGv1/mJG9PUNjA0DwzBotVp0Oh22b9+O53moqopp\nmpd9eEKhEJIk0Ww28fv9/SfugN3rV17IskSjUScajZKMxzjfbLC+vk4ul6NUyKPrOslkkmDAz3B2\niGg0SiAQoNlsEgoF0DQFyzDp9Gyi4QiKomDbNo7jYBgG3W6XRqtFt9slHo8TDodRFIWpmWmGh7KX\nU7/y+TxDQ0NEgiGMjoGqayQSCYrlCi4wNjFJxzCpbhZZWVpiaGiIE8ePc+TIERqNBk6vR6FaJZlM\nkkmn8fv9oGl4joPRahKLRvupS7JCpVii3ekgySqZzBCyqqLKMoFAgHQ6ja4HUBQJRRRwLIFMYgBV\n7ldZdR0BfzCCPxztJ4MJCqFYnMX5BUzDRtYClIqbrK+uIYZ0NJ/M5mYJx3Op1hrIsozq99NpG3zz\n2CM0m01Mt1+ZJEoK5VqTklOjff+DnFtcodw2uLi0ikePWDREJBLoJ625HoZh4FdkMpkhms06tm0z\nFejvt6Q/QCKdolLrcO/9DxAKBBEEH35dRVNlwn4dv67iuRau7VAoFNi9oy9W6bqGz+dDEMEniliW\ngeP0WFhYwDR7PPztRygW6/j9Oj3Hptvtocsy4XAYWRJxbJt2u4kkiPj9fkqFIu1Oize8/jb8fj/1\nahlJ9BGPxrAsi+XFFdZW1kklB9jIb+KPRLn1DbeRy+VZXVuhXq8SD4exmwbJZBxJkuj1esydP4fq\nD/Dggw8SjcbJZrNsrK2yZ9dOApqI1TXY3NhgODRMo9lGEETiiRSm2UNRfP3roVgmqOr48BELhfFF\nokyMjNITPPYdOsLrbrmVr//z1/jDP/xzJg5dRaFQ4Ilmgc2NVRLJJPtvvIU3velNhCJRrprdw8zB\nA9Q3NgjH4/QcBw+RSCqFLcKOq3bT7XbZf/AAx779MK5r4zoqR15zPVbPYO9117Nr1y4CAR1VVcnn\nCjiORzAYpt1us7C8wsT4JJIkUa3WKRZXOPPUKWzTAKeHZRiYZpdz584xNTFOo5gjk0qxOH+e6687\ngmFYUK4QiYaIRvvnryYJCPjwiSIiAookoqsKptEkGY/hOSYBXWXn9u0cP/E4uqrheQKO4+G6/fao\ndruN5BNot9skYnFq1TL333sv1193LbOzs1xcWOcP/ut/4SMf+312zkzzBctiMD1ApdSvwPv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LTYzJawXQEt1Ud5s0LIn2Azl8WWVYptEyUcJhLQyaytUm/WwDawWjV+44Pv5E9+7zfx6Drv/cAH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RaLTbOD1ePvvZu7n55iPs3buXixfnnk92qlUqPHXyJEMDA1jMZgYjYbxeL7LRRL1Ro9Fo0NM1\nOmqHzfUK66trmM1mVs8/S6+nI8tmeuhMTU3x87f/DIVCiWhkgFwuj96qE3DZyJWKCHq/5UQ0GLBI\nPeqVIqVskl6vR1fVsJokrA4LBoPIxMQEXr+Phx56CKPJRD6bweP3YrHbGBod4cFHjjO/uIDf72dm\nZoZkZgvJZAC9y0ZqA0OvS6vVwmg0Ymr1UMo1yvkcTVXjNz/y2yxdXOBrn7+TdDbNgdkZNK1DS2li\nEHqsr/WNl3fv3o1kNhPaNQ2CxMd/7w/42jfvIV0sIposdHWRm3/qp6hXmtx2wxG+++QzHDowyz/c\ncSfvv/1nOXv2LFarFYfXTz6XRUXC6vJitVt581VXI0kSrXaDTqOGaDRz+tFHmNh9mIh3lLqiIooC\n3336SeLxOG6nnWq5RDwep9ls0Gy2GBgYoNqo8+STTzAwMIDLHUMURSqFPEajkVgoQLlcJuR10VFV\neqKJ8xfmGZmYxOP1kk6lMMsmVs89y8bGBkcuvwKrbEIwCtSqZcrlLo89foLf+p0/QtdhasqLyWRi\nNB7HJ9v67X/GfnuUQRTYsWcX5XKZZrPJQCjKgZm9nHj6PKLJQr7SwCzbwBOkkMjw0Y9/hmjMTavV\nxdrt4gw6iMUiOCwWTJKA12qj025z110fwxEf5XOf/BS+QBBnqG8oLktgMPSwW4x0u11MspGurlHI\nZvF4XORSRXq6jkU0cvM11/Htb90PbYVOu0k8PtQXNFWN5eVltjbXsdtsxGIxDl26l0cfug9jF1xu\nD/MXFwkO7cRisbC+uowv5Ed2WpmamWb9E2l27JpE74HRZKHVgFajRjDgoVmt0642KaZSaPUanYAH\nvaMyFI7SRWAoGGZzfglXJM7G+Tl0XUXTFb79wH0oqs6fTu/kT//sj1ldWUdVder1Ol6/D4vdRrlU\nZGpikk6ng9Eqo2kd/vnOLyDLMn/00Y9iNsrUqzVu/9Avceutt5IvlijXmqSNJZwOB11VA1FA70Gj\n2a+6qxUzRIIRGpUibqeLbKeNy+2gWi5z+PBhvvq1f6Fe7/tp6bpCq1HDbBT48pfuQjRbOHT4SrIr\ni3gDfkLVMGgdegaoNuo4HHYCrii5bAaTUcTj8WDUVDqKhs1qBMCgqv1/FyXsdjsejwebzcb09DT5\nbI6hgUFCoRDtSoZEKsn46AixwSEe+Nb93HrrrYQSCTqdDhaHm5tvvpXNrQTn5y8iGs0MjY6Ryed5\n4tRpvvHM1qu8Ym+zzTZvBN7oG7Dv3ej+JHjovFTz7BcjBvwwXiuvFZHh5eaF5tRLFVVe6NiXOh9/\nHCbLPwo/7DXeqJ/LbV48wqt9A9u8fPxbtYksy4hGCUVRmJ+fJxAIUKvVyBbymEwmJElicjLEZZdd\nRjKZpFgsoqoqqVSKRqOB0moTCgQpFYo4rVZkSSKR7Mdtq0obVWmT2NwisbWBaOjRrFcxmSQ6Shu7\nzYbf42Zm5w7MkohkAL2j0NU7WC0mdE3BbbcR9HtBU7FZzTTqNTpKm6DPz/hoHI/bid1moVqtAl1y\nuRyb6xt4PB48XhdKs4XFYqFWq1IulXC7XAwODmI2mygU8iitJk6nnVgsgkAPTdPYNbOTcCRIJV9k\nZXmZcDjMe2//WSTZTKVeQzAbsTkdKIpCp60QHxxCkiRisRjDw8NYLBbGx8eh0SI5N8fjT5xE74Eg\nSii6jkGQaCkdogNBHnv8BKre5U1vfwe//F//G1+5++vEBoc4cOkhZKsNj9dHKBIjGI5hlm34Q2Hs\nLjflUpVYLIZo6GExG5HMMgbJyNTuPYzv3MnhK9+Mw+NF7QGSkY6u4XC6CAYD5PM5JEHk4IH9DE6M\nkdhY5/i3HyASiyLQf0dqqwkOO+1WE3M4yP5DB8EAuqZRrfVTjz7xiU9w/vx5VlaW2drapFgssLGx\nwfHjx/nqV79Kuw2xmAObzYbH40FVVVrVCpGAn8FYBH/QR63VJJ3N4PF4sFgsDIQi3HDtdTzzzAKZ\nTIZQKMRNt95CLZun1VGx2Q10VB1F1ejoOsPDI7hsNkySgKEHuq5TqlRotBTUXAG3109H0yiW8gC4\nXQ48Djuteg2TwUC1Uoaujt0qo7QaVKtVLj90GZceOMDK0ipmo5mfuvVWdkxOMTUxSavRJJPsR5nb\nbDaGhgYIh4NMHD3K/PwCglGi2mzRM4g88eRJjEYjhVyWRr2KaBQZHBqiZzDQUjpgEKEnEAoFMPS6\n+LxehG4Pm8WGIAjs27cPAEEQaDQaTE1NUa9WSWeS0KiTz2aIREPYnpv/a2srKEobh81Ot9tFkgRc\nLhd+vxev30cgEEDtKCidNgGvD1mWCQR8lAt5BmMDxCJhpibGyGQymEwS/kCIVrONQTSj6T0MRhON\nZpsuAh6Pt3+M28O11xxja3MdQRCYmBhDEAQkSXregFwQBDRNo1zMMRIfIJ/LPG/ObTKZCMZiuL0u\nRsfHoN1mYWmRSrWKqqpU6/21qGeASq3Ml7/8z9x73z2UCjmSWxvUKiVUTSGbzVIsFqnX6+RyOex2\nOzabjc2tdSqlAiMjI2xubFGt1tlMpNi5a4ZsPofb68Pt9WEwGNB1HYMAJlmmZ4B6q8XFxX511Dbb\nbPP6ZnsT88rzkyIwvNj/+37HvFZa/Hq93vNfryVezP28HHPtjTpfXwrbY7ANbFfwvKHQ6dHp9H0q\nFEUhk8sSDAYplIoYZTN+sx9V0zl16hSTk5NUq1WWlpaQJIF8NocoirQaTdrNFgIGzGYzp554ErWr\ns5XcJB6PYzAYaLebjMTj1CtVSsU8Q9EIqqoSCYdYWrjIZZce4Iv/+I+85a234XU6EAUjrUYNq0kE\nu63vnxMNYzQaqVarjA4NMjk5SblYQhAElJFRVFWleDrP5vIqR37mMM8++ywTwyMUC2UmhkeoNRtE\n/SF0XSe1vslNN9/I5uYmuq6T29ykkMowPDyMKokMRcKUMjkCgcD/y957R0lyl+f+n8rd1TlPznlz\n0kpaaVfSKqEMEsHgywXbgDm+YEwyBsPPNsa+xsb44ottMgaDuBYgkAgSQijH3dXm2dnJsbuncw7V\nXd2/PxpzOD4gFFYSiPn8NefsVNW3a6q/2+/Tz/s+eLdtx+52sefqy0lWCvzZn3+Yg5ddQkMWcdgc\neL1e6kaVNl+A9WyKvoF+SpUqnb0DuLw+8tksx0+dJp7OMLsYxuFzUKtDqZbHpinEkkk8do0f/PAu\njhx6EqNWQaLJ1p07WY3ESJs26oaBaTZwBdtRJYkH7rubgd5e9l64j0wywc7tOyiXyyTyeUzT5P99\n4zZyuRzdne1UKiUG+7oZ6OulIQoksimSkQiJRIJobJ2+gX78fj/FbB6LLPKZf/pHenp6mDx+ku7u\nbl6hyzicLpYOH+KBhx5maGycyHqc//j619izazexWIyHHnqIL33mS7g8OqlMCX/Qh6gopNNZenud\nBIMhJEnA5XDQ0daGsRamXq2QTMWpyyK5XIbzzz+fSrmMz+XmyCOP8rXPfZObrtxNezDIiaOH8Npv\nxqpIxCsFzFoThAYeh47P7cRt1RCaFXTVgmEYFItFajWTp44ex+nxcPDgQe669x7mF1fx+bxYxFb7\nW2vIcRGZJuHlJaxWK3v27OHKqy7nzKnTLM6t8NpXv45arcrC/BKyrJJOZ8nlCoyOjtI3MIQ/GCKT\nzfKhD36A1Ic/xE2vvJbN4xM8+thR+gcG2bztPArlAnt2b0VURESnm29+7nP81cf+lkOHDrG6uorP\n52PLpq0Eb/bRNBt89d+/RKGZx9sR4szcDG2hAIODgxw+/CSbd+4kly9y+SuuhqaJqikk0+FW9LlR\nYWigj2I+z9LCPH19rdlWhVIZzapTrFYQmk0uueQSqjWDyakz7N2zm6mpKb7+tf/gHz7+93idLiRJ\n4u3vew+NRsvJVjZqxJJpnE4nogCGUUMWW4PWe7q76Ay4CXh9aJu3IIgiDoejNbzb7cXpcLFj23YO\nP3WUkD9Ed5ufarFA+0A3oigyvnUne/deQDoRZ/PmzeQSMWKLM3jcTj7/uX8jEVtHFmF6epq95+3G\nKJfQFBW7w8aptgCbN29mZmaawcFB2traMAyD7vZuTNNkPRJF0zTi0SjXX3MNt3/zGxw4cIDfef0b\nwOPhT9/6Vl77mlcjKRqlXIFms8nZs2cZHh6mYVZxe3wsrEapNKChaC/1dr3BBhucA35b2qN+XTlX\nsdM/f75fdY5f9DvP9Dn4+fU+30L46a75UjyTz6Ud69m23f13l80zcRs913M/02N+/tov1n3/7zOM\nnslztbFPbfBisiHwvIyQJIn2zg7qRhVFUZBlmVKlTLVq4HJ7WV5eplY3cTqd1Ot1LBYLuq5jURVi\npTIWi4VcJosoikxPt1qeDMNoFVmdXQwMDKBpGtVqGUWWKeULBH1+erq6EVSZxbl5nG4P4XCYjo4O\nbBYrDt3G5NQ0g/0DFEpFXB6V7u5ugJ/N+anX6+TzedbjMRYWFujqaEWy21Qdd7uLdCKJhEBqPUmx\nWGR5cYnx8QlikSgAYhMK2RyZZIqLLrqI1aVlZBF6OjqJyQpBnx+f042qqqTSKaLxBJKiMj+5yNim\nCTq7ejipWJBUFVFSqNfLVIwaimZFVFQaVROP10egvZ37HnyUdCpLPJHAapWo1WpIikytZiJJEopm\nQ9cVHA4b/mCA7q4OIpEIc3MLeANB1heXWFtZJpfLITZrlPI5lhfmOHLkCHfKIhZNoVmvsXfPeey5\n7nVEojGOHH2KZDLJXZkMulVjZKCX0cF+rrv6Cj75j5+g0+djcmqKrq4uNE3j7h/eRSDgQwDSiSQd\nQR9nJ0+wf99ecpkUsiyjKjKKIvHRj34UwzDw+AKEw6vEYjGCIT9r8+ts27KJY6fOtAZhJxJk8mUs\nFgOv10uhkKNpmhRyebpDIWLpJC6HnUg2Qyjop6M9xCf+9z8RCnipZvPceO0+rrnxFWiqwutfdQ2j\nl10GpkBmchKbLmDTZIRGHbtVwaJI1GsgiSLVSgWH04sgqoQ6OvAHQtg62xgfGSWZSuF22VCrRZpm\njfDqMlu3bkVowqFMmnq9zsX79rFlYhOarJBOVhjfvJVELEalUqFYLKFZdQIhFUFSSKTSnJw8w+bN\nmzl5fIY3/O5NjAyPUq4aON0e6mYTzWqhq78PvDq5tUX+5n3vY2pqis994Yvcfvt3aTTguutuwOt2\ncebkKXq7exgaGGbHjh0kcwkatTqSqvD/br+dt771D7j1W9/i1a95LUvLS/SOjCPKAl6vF0EQSCbS\nlMtlurZu46Mf/Sjvff+fYbM7cbu9SIpCOZ+nlMlw86tv4fHHH2d0fIyxsTFGR0cJdnWxfft2Lrno\nYlRJRtdUCoUCqqqSzhSZmJigWCxSyuXwe33IUsvMOTzYTzGbor29E0nRUC2tuV25UoSevgEcDgfp\ndBqPy40iyUyfOYNZrTDU28nQ0BDRSIxTk6epmAKdnZ2cfOpJhvs7sIVs/ORHd+P3e5FlmfZQG9de\ney193V1849av09nZiVVTOfTE4wT9ftLpNKLQJJVK0Wg0fvaBKby2giiK9PZ1c8UVV9DV1UXNbKAU\nS2zbsRNZ05AVlVQmzdLiIuPj49SNCm63GxDJFUo0mvCDx2df/A16gw022OBlzvMR3P5rn/9FotHT\ntYk9m3OfS36RoPJit+68WHORnkk71Ll43U8n8ryQCXbPlmcrMm6IOxu82GwIPC8jrvwff8zXP/Fn\nFHJZdLud+Po6TqedXC6BRbeTzeeoGXU0XafD7flZwVeplOlob6dUKnHJ5VcQjUZZXlpC13UUQWRk\ndJTz9l2Aw+VkLbrG3/71xxgZGma4vw9Nkuls76Sh67g9AVRZol4uYlFl8sVWu9jmrTuw2mycOTuN\naTaIxCKk02l27diFbnOyurpKW0MgmSnSPzSOoihkMhm2bdtJMBjkiSefxOVysbiwhGKxctllVxAM\nBonFk6RSKew2N8VSjXyuwspymPP2XIDL7mg5kkoGTocPTVExDAPnaAjJonJmeo5Stc7c7CKTJ89g\na4qk15OUs3lcdjvN9RidA8P4/QFcLhdr4RiRWIa2jk4efPQJqtVqS5wCZElAlAUkSUBRZGw2G3a7\n/WdtOF1dXUzNTDM1M427c4S2UIhy1WB66gxBv5fz9x2gp7uDtYU5cpkU9WoZX6gDh8PB97//OR5+\n9DA2XaW7q4OxsRFUwWR2dpZHH1K4755J/viPbuCS/Rfx/bu+z/jEMJVyntPHV1hdWecNr7mJ/q52\nNo8M0aiUeOKxR9m5cyfL0QSyIFDIZQmE2kgkYuRyGVRNJuD10eF2kk7FqRklDh68mfB6nMcPHaZq\n1MlkMvR0dlAqFrDrVlLFIkajSSlfQBFEZifPsDB5ho+8/10cP3qMoZ4+wiurJBemUBSJHxx6gksX\npth78Cq+/93/RBWb0KgyPthPwO3EKtSxev0cO3mSi/bt553vfh+GUcPu8ZFJJaFhsjR/FqOUhrqV\n9lAbCwsLvOaWV5PL5VhYWOBjH/tbRFEkn88yNT2L3x9k03lbqeRzuEIyQ5pCKd9yoHUH/cwtzJPK\nFuno6sJsinzqU39HIhnD4fawuhqmaNS5bO/5eP1+0DU+/dd/STwRJp5YJxD08cl//BTRaJIv3vEd\nyKf54XduQ2o2mJufZvOWbehWOw1dpaur1TZ11atu5jvf/ja9Y+NEMzlKpTK9qsK+A/s5eegBnA43\ny0th+nr6ue8b/8lP7n8QUZCRZZXPfv5L4HSSCUdwB0OsnpnkhhtfRXg9zOzsLIIk8/GP/Q3twSBP\nPvkkmqzQOHGEzu4eKuUioaAH3eZAVjTqVaMl9ioqoYCf3Vs309E7DJKIqhuMT0zgTyZa4qXfz9+8\n/X+xvr6Ow2Ynm85w1ZXX0tPRzsTYIJlMBtXhxusLUKk3uffee3HZdL77rduYnFvj6sv2c+bMGQRJ\nYmJshKsuv4LDhw9z6SWX0dvTTbVaZs+uXczPzrC6tkwg0Hrvra/HyefzFIt5AHbv2cnkqZO8+rW/\nQ6PRYHJqGgSJnv5hVsMxKhWDUFsndt1GrVqmVqtx4tQpevoH2bZjJ/lK4yXdpzfYYINzywtVVP+2\nu4Oeqyjyi4bmPhNXzvNZx0vRCnWu1/FsnC7n4nrP5PgXyo3yy5xAz3a+03N9Rp/L6/5lx/wq984z\nEaaeLmnsuaaMbfDbzYbA8zJDFEWq1Sqm+dOEmmqZQqFAENB1nZJQwWazgSSSyWSQZZm6KGIYBsvL\nyxS2bGHP7t2IgkCpVGJocJjB4SHGz78QSnn+1zvfyfJqmKuvvIpkKo2GyA3X3IDo9fL4Qw+RSiWR\nalXqdRObqqFbnUTjcWrRdRRVo9Yw6ezpwWq3o+qtZCtnqUytKbJlx05SqRRerx+by4tFkcmXK5SM\nGu1OF4OjY9icLpLJJOm5eRLJNB6PB28wxMzCApFYnGsHhtF1nTNnTmPW6wyPb8Zut7O6vISsqPT2\nDiMoEtFinmSlRDSaIJdK0u31k1xfZ2luFpvNitVmpXbfA1x44YX09vQjijKKopIplVlZW0VWRCRF\npVGrUamUEJGRJAlNkdBtFqxWC+3tIWRJwii35gvt3LmTkV37+MEPfsDk5CSLi/MkEgmOHDlCb2cH\nVx88wO7zzicZizA2NkGlWGBudhbd0krK8vv9GNUqvb2d4PegyhKhIPT0dBGJRHA7nBhGha6ONpKK\njGDWufSSA8xMnaWQy1LIZNi5YztutxtBsVAolUgnTer1NXr6+lA0jWw6iWEY9PS0sbS0xLve9S4C\nwQ4qtRMszMcYHO7E6XBTLpdRVZVLL70UXdVahbsgsLa2Ql9XJytLy+zdsZPl2TnCq0v4fT6oV5EV\nK+ft3klbMEAkEvnZbBhRFLHZbGiagq5oZHM5hoeHeeXNt6A6XahGHcwmoijy8PfvRGg2+MB7/4SO\njg4a5QapVIp0Oo3FYqG9RYVD7gAAIABJREFUvZ1QKEQ2m2V0dBybzYbq97MeSREK+FB0nQYmqq5j\ndzkxTROL7iTodGK1WoklkgCoqko8niSyHqdvYIj2zZshWwBFYW5uFlGqY9ZqVGp1dl25k/VYCkoV\ncLo5dPgJFqansVodqOiEwxE6xwbp7e1lcHCQ9UgEp9OJkStSmJwiGAyC28vQ0AhP3H83pWKUrVu3\ncvDgFZw8dZpKqYTPF+B/vunN5PJFrE147PEnmTlxkocefQSPx0OhlGdhYQGaTSKrefwekf0X7GN8\nYoyvfuMrvO1tb8Npt7G0lKa7J02lUkG1WrBoGls3j6PKIsGAl9DYJuaPH8ftDRJP56jWmihCk2ap\nzOzsLIFAgHKxyOWXX87Y2AhtoSDBUIgmEotr63T2DKIgoUoy+XScno52FIuDbDZP0Osl2N7O+OgY\nc3Nz+L0+urZugWaTteVl0qksXq+XyclJRiY6CfoD5LIlrBYbx9dWEcQmfq8Hr9fL6uoqNocdj9dP\nuVwmGo2yuhZhaGiIpYU5PE47RqWJJEBXVw9zM7NscgVIpVIv7Sa9wQYb/NqzUSg9c57OTfKLXDm/\niaLZuWg9Oxfnf6nv3bMZLv3zjqZnK1Q821j5Z/Lvz4dnsvZzGW2/wQbPlw2B52WGpCrIaiuNxh8M\noqgSNoeLeDJBe3s7Z6bO0u31ks/nqdfrNOomqqpi1uuMDY+Qy2ZpNptUS2XGR0a5cP8lVGs1bvvy\nl/n0v/wL3oCXq669lnS+iCjJBAIh3O2dxEpV9uw7wMLcLMVkHIss43E6yGRSePxBmoJEyagiKTJm\nrYFeE9BsTkyzQVf/MKIok81mKddF2rr7yeVyFAtpEokEO/bvR9M0VsNrLCUSyKrCUniNtrYO1hIJ\nJicn8QbbUf0hHjh6jLNnz+L3+sjn83zvvgfo6enhLW95C/W6QaVcJ5MvgKphGALVgkGbt5ORoSGE\ngTFEyUS1WZmaO0t8aY1jp88yOTWHplnxer109/YTCoWwqBrZfAFkAVUUaUoCDrsVt9NOR0c7Tt2K\n1WJBaJjkykVisRjXXHMNc3Mz3HnnnSSTScwGGDUTh91Oudbg45/8Z2wWjf0Xns9aNI7m8bEwM002\n3aCtzYJdtzHY1093m48HfvIjqn471xw8n+h6mBMnjzMzm+DqV9g4e/o0I0MDfOSDH+Bj/99f8ntv\neiP3351m767tNKwagiiQTsb53h3fweWCYFuIdDqJoih0dHQwODhIl1/nyJNPkFhfJxxZ55HHnyRf\nhtXVNey6DU2C0ZFhgn4vvs4eXIEAQY+Ph++9B7fVyiW793L2xDHe8dY/YHllnv6hIX7y3dtxOu3s\n2LMHSbPwzXvu59Cxk5iiBbvdjaRYKVfr1IpFynWD973zXQyOjgMy+Dyk5ud48vFH+YsP/xnDg718\n9CMfxGW3cfCKm3E6nWiaxvYdu1heXua2b36b2dlZ3va2P8TlbRDUrIgOF1XFQt00sflCrCwtICOj\n6VaMBiyHo1x00UV4TZNMZIEGJoura3R0dXPw6msprcfQXV7Si4tkUjEsFhGPy0Vf7yAiCt2dfSDI\nhE+cIJZYR7FKFCt5jCYMDI2wnkyxNP8Qx586Qa1W44K951Mul7nx+htYmJshdWKSTRdczNuVBsVi\nkdnZeUqFEvH1lkvtVddcx94LLiZXrKCoNv7hE/9ELpGku6+XTKGIIEgMDI8QXQtz/kV91IplMrks\nyyurfPC972LHrj38+5e/yuaJdppNE9M0sTsdCJhE1laQaNAZ8oMBvo4+NE0jm8/gCXmJrK0SkhQ8\nPi+X7D/AW978JkRRZHEljt/rZHl5HlVV8Qc7mD47T3tnB36fjx2jPcyePko9n+E1N9yAw+1mfiWK\nPxDEqmjodgelQplEIkEyHqevr49kco377rsPQbFSq9VYW1tDURS2bdtGIhnD7XbT1d3B0WOtZLpA\nWxuNRoORic1cdf31/MUHP8g1r7iKz/3b/+WiC88nEVtn0+btHM8VOHXiNI89dugl3aM32GCDc8cL\nEWf8Ys/z+E3m6e7R07kSftWxv+xaz8Uh8atcKC91Qf5MnCG/ifyylrv/4peJRc8loey/H/d8792z\nEaVeiFa153OujX1rA9gQeF52yHIrWrhUKiFJEqZpUvtp7HAsFkMURSwWCw8++CCYDUKBIDabFU3T\nUCWZdDrN9PQ0FoulVTSrVpLpLP/8qU9zejrBDTcN4fcHMUpFXE43dpsDJAkkFYfLjtcXIp9MIikq\nS8urpDNJRFWhWKowt7yIpMiE/CFKpRIrq2soikZTAFlS6ezspmrUWVhcplqtUmuWUO06Bk2KhTyp\nQp5kIUupYlAxTQq1KpFUCm97O2dnFshms8wsLlGrV0nnC+TzeS45cDGTk5M8fvQo3d3dOG1ONJtO\nvQnZQh63y4PTZkeTFTLpHKpNYXVxAd3pAEEikWzFSV9z/Q2tgjeTx2KxUC4XsdstVGsm5WoN3W7F\narVi0y047Q7sugWHw4bNYuXs1BRmvc7C/CyuriGaTZNwOIvNLuHz+fH5fDSacMH5+1BkkfVYgvn5\ned7+rj9hdHSU1bVDqKpKR0cHoVCIdDqOJsvc8qqbKWRSfO9H93DllVcyNfUZZmZmyOfzDA8OkYjF\nufyyS3j4wYcIBXycPHEMzeNlPR4DxUo0GqWjLUhdaLWsaJpGJpPh5MmT/GRpHquukkgkiMSTzMzM\noEhQq0Emk2G4vweAxfkF2oZG6OrrQ0Wgq6sHM5/DZbdjVoo8cO+P0V02GjQYmxgnGAwyMzdHU1K5\n8/s/pGKYiLqCqGqtdDCz2Upx6whhtdrAbgejCfkCR48eJZVKYdRMkqkEbQE3TruDQ4cOEYlE+KM/\n+iPOnDnDwsICa9Eou847j7JR5Qe33sp1113H6WSVPTt34LRZadZr6HYnS3PTdLQFaTQFLJpONpPn\nwQcf5MDezUiSQjKZxBdqA6sF3RfkJ9+4jeXleYrFIs2mjCxZyWTTXNTTQ8DfDrXWjCtBaLIaXqNZ\nFxnoDpJIplE0Gd1iw+Vwk0gkWFsJYxgGCzOzFIslKqUS1Oqsr8ep1Wq0hdrxun2oqoO1tTB9vQPg\n8uJ0NokuLVEuVwl1tLci6mWFarVMU1A4f9+F5DNZEtEI3b397Nm1i+9971YmJydxuR2MjG7C6fXz\n0MOPIkkS0bUwO8YGcdksYFEBGd3uaLm0LFbyhSKKZiGXL3Ldddfx+//zzRilIoosAwKVioFNd6Dr\nOvGVFfr6hxFlCb/Xh8dtYW1lmbe8+Y1kcyU8Tie6lqJaKROLxWiXFOr1Oqqqoiitn++//z40TWN0\naJjHnzzMwMAAxWIRURToCLWxZcsWBgZ7KZVMLty3j1OTk0TX41itVuLrcQ4ePMiOHTuIRqMYhoHD\npjM/v4DVamVhYYl8Pv9Sbc8bbLDBrznnMsnnN73Q+lXi2S+bQfNMz/1s1/KLrvFMC/BftK4XS0A5\nl9d5ObcNPh+x9vk8i8/0nC82L/X1N/jNZkPgeZkhSyq6biecSqOpCmbJpFgsU67UEEQFu91Jcj1C\nf3dna6hyLkelVsFomlh1O9V6g8T0DPliibsOH2HhL/4WTZEolMrs3tbNRF8fRiaFRZUxjSK1hgOj\nkkcwTSLhBJH4KjMri3jcbgJeDy6LyiMPP0QkEsGiqDSbTQrlAuvr68iKxtLKKppVp1Zv4At1UCxX\nsDmcFItF2t1uBgcHsTt0ysXSz2KTy6UCqVSKwcFBisUiHR1tDPaNk07FaG9zYrOrmI0KhuEiGpmj\nq6uNbdt34/OHcHidfP4Tn+CLX/0q5WqVwdFhVKvMWiaKSJ350yfpDIWInZ2j2yYT8roI+kMExSah\noJ+zTZNsKUdNlqgadTRBwzRquCx2vBYH7a4ANtWKLCsINjvxcolAzwDUGuzYdiHzc6ssTy7htwns\nvng32XyO4bFuRAQG27uIroRppAu84fV/wM4Dr0C+9Tu43Qr9nUF8aoP16ZNk0imuvuxyAoEeKjWJ\ntkA3utXN2/7wj/C6HTiuUNky2Mnp408hNSqMjQ5hqtuYPDuNb3WZu398L69/0+/xdx/6AHff9xCz\n8wus1xLItRoj3V0Ui0Xe/Zcf5DOf+zzjI8OoVivX+oN84z9/gNEA3eVAkGRkWeHSSw9SkRWS+Typ\nVIpoo46/s51IrkAWAYvTTTiZYDkSw+PSObW8wvZdF2CYTZbXEuTSMOizoItNmvkcdreLQkVlcW6R\nI4cO47Q7cLR3sDw7Qzy6wo/uvgu324bN4cTmDNAUAaudgNrLrd/5NtlUGr/Pi1kx6AwF+IsP/CkH\nDhxgZHyUtoYdTZUxqxV0q46OiNjZS3gtSmfHAFbdTrpQZu/Fr6BZLWF3ODj/4g527N/HQz/5ER/+\n8IfZsmmMQibLH7/zAxiVKtV8HkWVGOtyA2UQS9jdbhbXDJJFG36fC8UuY1AiW5WwOZ2sxeME3G6W\nZ46zbWKE+77zBSy6zitvPACWGqNjm0gmkzz66KOcOfM9Xvvq11CZz1NMRzjxwxlS8QR33HEHFw+3\nU87nyeViVBIVbFqr1W1LcDsr1TS///Y38tRTT9Esx9i96wJGJrbw7k9+gUamyKWXHsTvdqA0TLaP\nDqKadQJuLxgCuJxkV5YpZDN0tPmpl4roioZRNrjy+leTrctUJQfVooGjzd9yAGoa1UYDd6gdza4z\nNzdHwTCwBce54c3vYblQYnhsM+lkCrurjbXVZXZu62d1YY5CIU8wGGR0sJ9yucxjx6ao1WqEEzGm\nZ89SyOeIrK5x4w3X4fF4OHn8OKVCgWNPHUYWTERZ5vIbruEbn/ssoVAIWbUwPb/Aez/0EcLhMJKu\nE15coG9khG/++MvIduWl3qY32GCDXxPO5YyRX+VYORfXeLY8H7HpuRTIT3ed5+tGeD6v5RcV/D/v\n4Pllbp6Xqsh+rjOJzsV6X4h2uheyBe3p5iH9prqgnut93xCFNvgvNgSelxnX/8H7uf1f/gpBEJAk\niVgsxurqKqpmoVqrEwqFqFYMBvoHmZmZQVbUVgTxehynyyBbLBGPJ4nG1imXy+g2D26nnXq1jMvl\notFoIEkKDQSy+SKvuHYPq6ur5E0BTVMol8st902tRjKZxGbV6e7uIZvNIjSarTk1skJXewexRIq+\nnh7yxTKBYBuZXB67xULDMJCbTRRZZH5uhkQiweDgIO3tIVLJOG63G4fDQUdHB8ViHtOo4fZ4MesV\nRAkG+vs5cfII9XqdYqlKMlVAlmUcDge3ff7zfPmrXyGXy9MQBVZWVvB5vLhcLjLJGKFQCIfDwUq1\nisvlwOn86YyWnyaOpdNpSqUSgiCgaSqiCZqm0Gg0Wq4nuwOPx4NiaaWYRcMRitkC6ViSf/m/n8Lt\na6e7N0R3Tw+6xYrT6UCVFcSf/r0cNju9F17ARQf2kyuX8HrdWK1WHA4HFosFq6Yw0N/HxJbNTJ6d\n4o477uDIE4cJhLz88Z+8h0bdoF6vtdwaLheLi4tMbO0iXaqzvLqGo83HB//8zwknMxw+dpx4OsnS\n2irNpsBgXz8Dw0MAJONxLr/8ciqVCrt37+bj//xv1Gpw3t7N9PV2U0wlEEUBQRBoNBpks1my2SzL\nS6uEl1ZIJmJcvGc3sijg0C1YVBmHVeHoiRP4gwHuuvvHyLJMpdZKf7Narfh8PlRZItdo4Ha7GR0a\nRtM06oUCdrsdn89HX18fsfU1XC4XhmEQCPgoNDVkQcSiObBbdayqSnDAy/z8PKOjo+zffxEUi1i8\nXlSnA3CycuwphEaTQj5LvVFDs2rUm3WSyTi5ooZfVRgcHkLQJKhWSafTTEyMkclksGkWDh8+zMrS\nMhYJXnXjTSwuLiJJAmomS7CrF9M0cbvd+HxestksotBk1/bdHDp0BIejNQDc5/NRq9XYe8E+TNMk\nGonSJlkQZZl6vU6lUqG7u5vNW7fQaDRIpJJIgsji8iqd3b1ccMEFTJ46QaVSYXl5mWazid1uQ9Vt\nhDpb76uhkTFEUaQp5xgYGIBisZWC5XPjstuQpDq5XI6S3Uomk6GUzdKIR7FZFVTRQS6dpmHWkCQJ\nSZSwWhSq1SKSbEFRRcSGiCAIrYHsioLL5aSQzzM6Okw+nyefz+N2u9GdLkrVCtVaBX/IjyyLzM3P\noGka/mCA0W2bMY0qJ06fwu/xkkqlGBoYZKZ3mtmZaTweD4lEgpA/QCSVwmGz09PTQyQSIZZIkM3m\ncTqd7L/4Er769a/R09NDV1cXToebEydOMDY6gcXjploz+dHhhZd0j95ggw1+PTjXxd/PF5RPF6P8\nq1pyzlWR9ouGv77YBfu5uua5iDT/eZ7JoOLftGL5hVrvS+0a+nVppXuxeD4pdL9pz+wGLxwbAs/L\nEE3TqNVqyJKIpmmEQiEQRARJplQqIeo6piji8vuJRKNkMjlKVYPV6TnWImEEJDx+H15/EJfdiW61\nsGvrZvxeD5G1Jfx+P9lsnp6eHu646x4kSaJiQq1WY35+ltj6Oj2dXbSFAj9rtXj9th1ks2nC4TBm\ntcrc3By7JrYgKgqPPPoo523ewn0P3I/VYkOxaGiah0DQQzKZxGltw+/Sia4skoqtc97evVQqFRo1\ng1qlSjQaxeOXcDh1BruDrM4toqPQ3t1DJJ7isiuvpmtkBASBr33jVnKFPJrVitls4HK5qFbLlEol\notEoPX4fHpeba66+luGJEaIra5TyJY4ePcrwpk0oivKzaHdJUigWS+iajtfrIhDw4PE6EGhSN6pU\n62UEs058bY1auYKrq4exrROsxSO43A6OHT9CIOAjE44wODjIsZVDSILMH37hS1As4nT5eM+7/4TH\nHriHYrGIarG20oNeeRONJjSaImdn53E7ZYRmHWgJI2fPnMIu1zFNBzvOu4D7H3yE2753D7rdgdM6\nzrBRw9XVSY/DwXIuR7CnG6fTSXw9hsVpp9Goc+LECeLJNLLTzVp0HZ/Hza4dMk5do1oqks9luWDv\nK1FlEUNRUBSN48dP8uUvfwWjUiYYCHD6xEnag0F2bt3Elk3jaFqDweEhHnvice7+8T0USkVCQRFJ\nVbA5dGqNGmbVoCE0iIajTJ2dpH9oEFmz4HW5+NPLL6e/v59Gs0k6nUXXNdLpLKIuU64Uqdfkn7UZ\nRlaWaQ+GOHDgIqrlCrlsipLZpE0I8dnP/CsLc9PMz87R3dlJMp0m1N5Of98gfUPDaIrA/Moq9z50\nH+/40J9i5HMsLC3S39+PIgg8dfgwJ06cwONyc+HevQwO9PLtb34Dt9tN5+AoP/rJfVTKRUbHJqjX\nyuQzCXxeN+vhJTaPDbK8FCaeSXHjFfuxaQrUywTb25FVHVQLf/9Xf43H48Fut9PZ2UM4Fsfh85Gv\nVrE53Exs38nS0hJr8SSxYp3rr38lmqbR09uFRdfJpFK4PW7yhfzPhKZGtYBoc7A4PcWHPvJRDl56\nCYceewxRAYtmoau3B6vVyuLaChPjO0kuLqFZFJrVHCKwHokRS8RRVI2yUcPmcpNMJonH0uRyOSYn\nJynlC6zHIhQKBdZWUthsrZY+VYJMBUaHglQrJSSzSTFX5I3/43Vs376V6bl1wrFlDh0+zPDwMNdd\nezWHDx9mbXWFgMfDbL1GX283o8ODeD0uvJ6tiIKAxWpjbGyML3zpi/R19zC3uMDJkyfJpjIkEkk0\nVSfY0cWloXaWzp7le3f9CKvd9VJvzxtssME55tkWNefCAfHLBJvnIxacy+Ls16EYfrYi0Evhnvll\nRfG5Sll6Ln+Hc+mcei4zi57vWp7p9Z6t6Hgu3+fPhRcqseu/fufX4T27wcuHDYHnZYggtRwllUoF\nh8NBqVwhn8/TFEQkRWM1HMUbDCFKCtl8mXK1RnQ9Ti5fxO50o2kapVKJSqVCT0cnpmkSCPiwahb6\n+/tbyUdWnWQmi1EzaSCSzKZJJZKEw2GaZgObnqVSqSCLErVKlVQqhSRJZPMF9u3eRXdXF0eOHGHn\nzp3cVypTKeTp8PupVqukEzEEh4tINUexWKRYLGLTNJx2G067lVy2lQDk9QVoNBr4/X4kVW5FJp86\njSw0kBt16pUq46NjXHjwchAEqNeJJxO4XC5SuTySJBHw+TEMA1Fo0hYMYdctCIKI3eakVq9TKJXp\n6ekjlkggBkLUajUKhcLPNmxNVtA0DdtPByzrVg1FEmiKkEqmkRDobA/htjsY7upjeGKMbDHLyuIC\nIV+AumEwMjTAzOnT/N7v/QHDw8OUlxfJZnO0jWiINLFarXg8npbzwuMhXyzRZbEyvmmCnTt2s3jm\nSTZv2crePbs4cfoUp0+fZrinDUkSCWmdhDq7eOPvv5n77n+YC/ZfysJaGGuhiM3uJNTZxZHjJzhy\ndBqXA44ef4orr7ySf/q7L/Hu9/4u6VIV2Wpn+Z6fIGkW7HY7wUAPFgFKpRKmaVIuV5mamuLhhx8l\nn8+jW6yY9SYra+vk80Xi0XUeeugRbrrmIkZHx5hZXOP4iRPkizXiSegdkFCtFirVKoosgSgwPjZG\n0B9gemqSzQcOYiQT7N+/n1QmTTy+jmmadHV1UK/XqVarLeGtAVWjQjQa5sZrr+F1r3kNd9z+bUJB\nP0a5gmmpQLPGI48+iEWRicXDLC7N0hTg7Pw0jz35OJu3bKWzu4ubDl5HZ08n6FZUscHu3TvxebzM\nTk0xNXkKu2qhLdSG2+Xg2JHDtAUDzM3NMbF9FyeOHSebSmO368RjOVwuF6ZpQr2Oz+vhzOkpdKtG\nT08P5XwWu8VBNJFkQtNYWlrmzPRZrFYriUQCt8tLxaizZcs2hkbGqFYNBEVh2+7dyLLMhQevxu/3\nI4oiitcNioJLkkAQeOSJQzzwwAO4XA6Gu4J4fUFieYOdu3aQTCaxWFVisWVCfg+VSitdr1wuU4ys\nEg0v02w2WF6cxzRrnDp1irVohEqtTjqbB1EkHo9j1GQkScAwDBRJolwuomka4+PdBAIBItE1arUa\nE21+RATKRZWGYSBSw+2xMzDYx+NPPMJlB3+fL3/li3h9LnyBdrraQugWFY/biSqLqLLIQF8/NpuV\nI4cP43a7cbo8lMtlbFYdWZJQRIlioYAoisiSSiqTpVAo0Ns3QCqXZ25hhe/ef/Il3p032GCDF4Jf\n9e31uSqenm6Wy2/Lt+e/La/zl3Guh0c/X57tkOZftc5n6pg51++p53Pf/vs5nquI+1KJLBvizgbn\nmg2B52WKw+GgWCySLxRJpVJ0dHWTTCbxeDwMjY3zyCOPYXc6iKcyLK2uoGpWGqJMR2cXpmnSbDYJ\nBAKEAn50iwWLqlEstQYM9w0O8dTRk4iyjGE2KZQqqLLI4tIKxWIRWZJIpjMUiwo2m425pVVOTZ2l\nPdTWahtaWkaWZTq7ulmPxbjl5lcRiUToaguSSCQoZBPoSpNSOUfI7WTzvvPp6u3lR/fcy+bxER59\n7BAejwddsxBbX6ejo4PV6CqqKNDpduKy6aSiUbLrKa6/7maQZGJL8/znt2+nUjNarVAOG263G1Fs\nORhUSSaez7N/z3mcmTxFeGUVeUbDZXPS0d5NoVTh7ltvpauvF8Mw0DUL1UqVgMeH0ASLJmB3WJHF\nJo16HUVTScbWaWtro1kskV5fJ2dz0NHXRSi8RCoe46pLLmFm6gyLk2e46rLLuP1btzE5Nc3HP/V/\n6OzspF4r06gbWCwW3G43qm6jWK6ysBbFYnNRqVRYXF3j/N3buOLqV/DXf/1XHLjsIDfecgtCtUQ8\nFubjn/wUgqIRSRZYCSf4P//6BU6fSfDBj7yd2793N4efmsTr1enocOFx2PnQBz+AIkr0DeikM1lW\n1uMUKlWcDhvtHV043R6qxTyyCAtzsyi3vIqArPOFL3yJU6cmCfgD6LoNr9eL3+OiaZpYFZFqucQd\nd9xB/+AkHb1DXHzxxdQkjd9/y1t45zveRalUwO10UCrkqVRKlIsSDz14Hzt27mI4FkHr6OLOOx/E\n45OYmJhAFCGdy+NyODHKZWqFGmKjgSiKBHw+0sk4t37tP1BkiZPHjjHY281aOELn4BBvfP3v8JnP\nfhaL3YHmcGAYBtVqFVmTWVpZYnZ+lvt++GO8Xi/b77+barXKO//4HXj7+6kUc/zhW99GMZth25at\n6EKdUiHH5OkT3Pm90xydOsuhY0v0jQ+yMD9P06xi89iplCq86W1v4557fsxATxcWiwVRFHE4HBQK\nOSx2F4Vqg0S2yHoshsfjoWzUyKwu8/ef/CSKZmFhIYuswEUX7WolSXV1kcrkOHPmDLlcriWiygJO\nmx2bzYbb7QTAMAyefCBJsVTmzh8/xMLSGp/+9KeZmZ5kqNNPX0837Z0ddHR0YQoiplHmA+9/D6Zp\nIopgmHVkpSUaqzZbq81SsdDX10251GpNLBbzCIKAQABd1zGMCsV8GpfdRqGYp1kp4HK5Gesdpr+7\nh0QsznB3F//6yX9k13m7uOcHd3Lhnp2k1sP0XXo19919FyGfm2wyRtOs0xbwU8hnSa5HaQ+GqNdr\nxNdjPPbIowwMDHD0yFNUawYDg8Psu+BCjEqFUFsXHm+QWCKNP9RN7+AI3PvUS7wzb7DBBi8m53Lo\n77MpeF+ItqTfNmHlv4t2z8V58lzcOc9XAPj5db/Q7UW/aubRs5nl88vSoJ7pgOoXOkr+2ZzjxRap\nfhHnYk/ZYIPnyobA8zLkFW96N//+v9/b+lb9py1FzWYTq81BpVIhmUzjC/iZnZtnNRwlXygRsLkw\njTqKomG1ijTMOi6Xi7pRweJ24nTZUTWZmZkZOjs78QeD1BtNVsLr1MwGjbpBJpOlWq1i0VQajQaa\nplGpVFpikS9AsVwimU4RXV1h27Yt6LqOx91qmfD43CwvLpDJZ7BaNURZwCZoTIyOcOTwk4TDYUSh\nSTqRZGRoEKfbQ61uIjYbyLKMQB0BiWqpjGizYbXYqNcadPT1QbnM979/J1//+n+gW+1IsgCCgKZp\naKqMzWbDMAzOnj36IHnjAAAgAElEQVTLDVdfjSjKeP1BluOrLM0tcvzocQQURsYneNXuPchyyy1U\nq5l43R4EwON1ols0BATKlQqNRoNCoUAymQSjhmEYeFxuVtcjVKtVhsdGqcQTWFWNi8+/EIuqkctk\n6R8cYNOWLUiKDGadSGSNQqFArlggdeo0QX+ApaUlQqEQk5OTnL/vQs7rd1ItFdmxfSs2m4277roL\nXYJSMU/VqPO7v/MGPvEvX6Cvv5taLsfIkIdv3/YtbnjlTZRLFcqlIptGR/A47PzZe9/PP33zNk6c\nKrFjdxab00EkmfzpcyRQN6pY7HZmzkyiyhKUSkxHV5mbmUVVZXRdJxgMYtdtLQeZzQbNOrVaDZfV\nQjgcpi6o+P1+zr/kchYXF5EVkVqthtWqUS7msFhUrJqFrZs2U6lU0Gx2EEG3w+jIGPliEbvdTs2o\nkysUMepNFFHC4XRSN2qUcmnmZ+cYGh5k++ZN2O125uZmWMvX2bZ5K0ODI6yvx4mn0mzZupma2ZpD\no0gyDpuDZrOJM6S33Fq5HGObxjGNGqnZGQ49/gQ2q47P5SSRSHD6qcfZND6GIqvcfPPNfPYrX8Pp\nFAgEAiwtrzI40MOlF+3F5XTw2EMP4nY46O0bIry6xvHjx2kP+Jibm+H6V97C8soqF15xFdl8CZvD\nSa1hUmuY2OwOGo0mgaCKw+Hg4ceOoChQLrVCr9raPLjdbjyubiRRRNctNBoNdE0jk00jiyJ1ocm2\nbdsw6wa1epX4egSLItPf08PwyCAdHR0IksT01Fn6Rrfg9vrRdZ1MLo3FNJEUmbJRpdEUcNgcGGad\nat1EliUEoUm9VkMUW+2hxVwWi1WjVjfwebx43C5cmsi+Cy8kFo3wioMH+exnP8uD997LBbt3o8gS\n1UKBqw9e0fpA2mxw9swke3btxGKxYNN1DMPAbtUJ+vzMzs4iSRKNusHY2ARut5uhITurq2HsNisL\ny2u4PF5EUabeMKlWazQFEOSN/+422GCDF4dz5eZ4LgLBy7FofDEi1V/ItKsXqgXnhZ678nJ6ll4s\ngfS5zKd6Od3nDX492PjE+zJFkiQ0q45IE93uIFdoDQZWNAunTp2iidAaqlqpgqhi1E1M0yQej+P3\nedi2ZRN+rwddkXE6nUg0qVXKBLweUqkU67EE1ZqJqlpIpwtIzQZul5O2tjYCgQB1o4bL1RKUqtUq\nJiaCLCHIEvmGwQNPPoFp1rDrOn6vl47ONrbt3c2lBy7hP772lVbqlqGQzWYJBYIU8llSyTQjI6OE\nY3FKuSyf+fe7GR20o6kKXX4PlVIZo2Kw/8ClBAMBvD4/TdNEMOo8/OBD+FxOPDbXTx1KLXcCjTrU\na4Taglx66aV8+/bvcuL4cSYmJji7eIbX3HgL3Z2d7Nm9l3Quz1o4TCqZoVIxCAX89Pb0oEoyXZ1O\nmo061WqNWDRKvlik2WxFSFtEgS3btzE4PMhA/xBCzaReKvHAsZPs3HMeP77rhzidTl75qls4dvok\nDZpICBhmnXt+ch/5coW5+WX27bsAt8tFV3sboiSzd+9enHadU/feRiSeIJ6tgGojmUzy5x94H36v\ni4cffgSz3uRVN96E2RTIra7h9nowBYE3vu4NVPNFjjz5JG9+3e9w9w++zwff/R4e/uK/c3zyh3z8\n4/9AOpXD5nDh8IXo7OpifT2Ow+HA7w+Sz+cp5AvICDTMGn5vgIDXQ1d7iKZpIksWmvUaqWgSn9/D\nZfu28a1v3s7Fl1yByxugs72d9/3u/8BmsyE5RFKJOMVCjssvuxRrrUrA72bTlq1EF+dpEwfp7Ghj\n997zuP/BB1hZW8PtdmF36+SicRqygstux6iUuOLgpUhANBomn82wtDCLCAT7tnHm5Fl6+/uwWpz0\n9voplVtDw90OP1aLBYfV8tPWwiayJmNVJI4/+SR3ffe72O12cpk0hXyeTWPjTE1N8YbXvoa7fvgD\nHrrvx4TDqxSrDapGk/e///0cOXKEbDpBeHmZuVKB8bERzk7PcnZmnte/7nVE11Y5c/I4t7zmtai6\njbbRXtDtvONd7+DWW2/F4/ZhsVgwTRNBkmjraEe32hkYGKBSqQDg1mUkSaJarWKUK5TLeXL5BAMD\nA+zesQOfz0ckEmF4aICqUefY4cO4Pd5WJHrZSqNmkIhE2DI2wT33/oSO7j5WIxH8oRCxZApRsyEC\nqWyGYDCEKIpks1maTZNisUjA4eT/Z+9Nw+Q4y3vvX3d1V/W+r7P17PuMRpslWZYl2ZYXvGCQWczq\nQNiSc96cJITlELJxsgBxkjecAwkcIG+CIYFgMJstL3jBsq3F2qXRjGaf6Z7unt737uquOh/a+PBy\nYbBlecHM77r0YTSqp556qvpR33fd//9dKhWQy0WsVjPauszmiXEuzEyxYWiAq666CgBdqUgmlabN\n5eX04ae5cvM2bHYLXq+XBx96iGq1yvKFBcrVCruuu56hwUGsFgvT09PccsstuFwuRFFkfmaWakVm\n27ZNPPSTg4hGE1/831/isi2b2XHZNqp1mdaAF5PZiqrUWJxfRCuIVMsV2ltaXqHdeJ111nkleD5B\n00sd9L3Yqp4XGvi90ETQxbYrv9S8FBUhL7fv0S8b74Vc3wsJ+i/1/H+ZrOsXzevFnP9SJb2eTxXT\nS/k5vxRj/6ZV563z0rOe4HmNoigKiqKg1ema1QTLYRRFoZhIIoq6Z/0pBEFAh/bZrlsajYokiThs\nVowGEZNkoFIsYBAlUBXm52aR6w1SmQIujxdVVRB1WloDLeh1QrNNsU5LTfvM2ysamC1GTFJTkiI4\nnKxlk4jPVBZpUampDaYvzJLJZIgnU2zctAVfOEwuvILFYmFVieIPtmCxJujq6mI1tkYun2Gw20Rn\nqBOv20MqEaVUKjExvpHF5SXOnD/PxMQE49u3U8znELTQqNcwiBKCIFAs5hElHUZJwufzUi6XsVqt\n7H/zm/jg7/4OtXIVjQG0dYXhwRFmpmYoVCpcWF5idXWVrZs3IQoiOp0Ov8+Pw6FHzpQwm0yYjBZ0\nooHh9jYuzE6j02pwezzEkgl0i8sIWj12jw+by8n0hVled8vr0Wg0uAIBJufmMDpcoCrEliKk0mlU\nIFss8OThI2wYHaOnM8TI8BCpeAxVbdDa2orN7sJVkLn3occIhUKEQiHi0Qi7dl6BZDSxFE/x5a98\nleu3X87c4gIrK2FOHDlCfHWVtpZWHnn4YZ48eJBiMsGObds5O3kByWzh5r1X84Uv/jO9g0McOnSE\nlpYW0uk0ktFIIZcjkcpw4uw0PreHrq5OrFY7eg1oRC3z09MYRQGbSaLV5+K+H92LLMt0hTopVmVm\npi+wspThzW/dQXh5GUkUUQ0Sfq+HcmyVE08fQ24oZEsV0OnZvXs3ra2t1Kp1spk8vb29zQ5OBiM6\nnY56vUYqlUKr1WIxGXDYLKhqA5NBxOfz0d7dw/ziEm0d7ej1EmW5hsPlRFVVGuUqBkGPqBGQDGby\nhRSpdIL9t76eH/7oR9RrVQK+Lpw2K9PT083OU6USX/jSVwCFagNqiobh8XEef/IEq6ur3HPPPfR3\nd/Let+3H5bRz//33s7i4yO6rriObzSJJEpdt30aj0WB+fh5LRWXY7uI9H/gQ1VqdRx9+BK1Wi1ar\nBUAnCBQyaXQ6HTaLBaPRiFLNk89mABC0YDOZ8IXacblc1MolykUdTouRqfPnGB4Zw+WwU63WcNps\n9La3UM2sIVerHPjRvfzw/vv507/4axwOBzpJJJ1OYzCaqdZlnE431apMvVrB5XAwPzfD/HwS90Yj\nDbmG1Wwi4HGzfft2/H4/WlXG6/VSKRcJh8OEHC4CgQCRcJhAewfFfIHwyipyrYHPFyBfKiIZTHR1\n9yJXZfbs2YPNZsPlclEoFEinsoyOjmKy2CiUKpSqFUJd3bjdbvr7+9m4cSOPH3wMp9PJ0kqEK/fs\nJRJPUK7K5IoljKKExWx8RfbiddZZ59ePiw1iX82B2nNJcC72+JeaV6Ir0Kv5/v08L1dy5/n+/uXm\npWy9/kqMuc46l5L1BM9rFFXTfKtffabFczabRdCLzS5LU5PoRBM2m41UbpWG2ty0bTYb/X29tAW8\neF02NKqKKGjxBAKkU0nkaoVMKonRaGR8pJ+5+QU0goTdJBJeXGDTpk00GnJTMqXRUCjmcNq8VKpV\nFEVBRaZQzON2ODEYDJTLZSxGE8ViEbWukExkMBoSHLjvf2KzWfGZJFwuFxqNhp88fpDO7l7OnDuP\nLMs47Q4GerrZunUrTz11mCu2bWZxaZmevl5WojE+8N/+gEZdBqOJXCLG2NAgZklEaDTX4PxUAp0o\nYDJITXlZuUg4vMqJM2cwGo1ks3nsDhP5VAZRK2C3OpDrDQY3bcTr9TbnLKm0BgLUZZlkLE0tWyZS\nrqHV6qgpCtt27sTu9dLd0c7Rp54kHYvhm9iBqig8cOCHZNfW2Lv7So4dP8709DT79+/npptv5fQT\nR2lpb+NH9x3gx48dpI6A1erA5w8yM7fA0twFoqsRrr5yB92hEHtGRtFo9Tw9OcdXv/ovlMtljh89\njkkSUW01IuEwuXIdEQ2dXS1YbUbWUmt88UufZ8PGTXzta//JYG8Qi83G2+94F6JWw5HFBN/89vf4\n0r/eQ29vkOXIKkazBa1OT11R2XrZDsxmM5/7wj9Tqcp0tbZCrUZseR5UBaOkx23W4XFYUeUKJk2N\nG6+9nkce+wnnz00iSib+6BN30tvlRpXraBWFbDKBVlWZOT9Ju8uBJOpYi0XpGR4jMNhPrVbjrru+\nQa5YoHegn1ypjMFgQBJF6nWZarlMqL2NQj5HMZNgdHiI8+fO0KjL5HNp5sJZ3vtnf87aubMEAh6S\nmTR6QYtB0oMWypkkiqridDrZOjZCuVwmE4sxMTjI9s2buHDhArlSmfaWVi7fdQVWq5VUCf7HX/w5\nDrPIaljG5s1w5d4rqVRlQm3t1CplPveP/8D77riDj338nwi2wOtuvo3h0XEmTx3HKIksLS3h8vlJ\nJ9a4/74DKI0SY2Pj3PVvd+HzeTHo9OTzWawWE16HnbpcJbG6SFuwhVK5xM6dO+nv6eX48WN4PR4S\n8TXkahmjJJFLZnE4bIRa2oiFIxRLMsl0lqGeTjpaW1idncLjcuD2+mlvD7EWi6OzGnjPO2/nhz+6\nj4NPPkXA6UZtKMhKg/6uDgyixG+/qdka/v4HH+LGG19HS0uAfD6PRgVNvcbY0BBup4tyuUhvRzty\npU6hJjOxdRtnT52mWCwS8PtJl8o4g210u1zUVQVZEHngwQf5xCc+xwMP3MWRo8fYtHkb+XweNHry\nhQr9AyPE19YoyjIWVeU9738f1GWeevJR9u7ZyezsPN//zrfYve9akvEIOoOJ5dl5DHbrK7wrr7PO\nOi8lLzQhcDEds17IcZeSVzqgfKXOf6mSPC+HNOuFmh0/F6+mRMrPXtPzndcLkSe+kCqelzJR86vm\n8FKc+zfNnH2dlxftKz2BdV4adDrds2//JUlCVVXS6TTLy8u0BIJ4PC40qLjdbux2O5K+6UUT9Htx\nOhygKAgalVKpRD6bQy9osdlsOGwWFuZmaMg1ViNhJL0Gg6Qn1NaKz+1CrlSR61XqjRqSJGEymZqV\nQEYJm8WK2WhCr9EiCTpsJjO1ahWT0UhfTz+iIBJZjrBl4xY2jE6QyuQ4Pz1DrlCif3CYm266ieHh\nYcrlMtlsFqvVil6vx+fzMDt1noX5ORRg1949YLdSURSqpSIP/vghjh05yurSCoJWi6oo6AUdjXqd\ncrFAKpHEZrNx9b59FEpFypUaRquN8jP+QSajheWVMAhabDYHbrcbr9dLMBhEVVVcLlezQ1g222xn\nLkosLi7i9vpoaWtjdn4Oq93JxJatjI9vQBAExsbGGBgZpVCtcuL0KawOO8VShbNnJ4lEIuQzeRKp\nDKVKmYaiks8XiMbW0AhaPB4PdruVxbl5Dj7+OIJWx9zcHCPDw0RX48i1BgaDiUwmg1yrUcoXWJyd\n4YnHDpJKJSlWikzNTLFz1+WUa2VaO9wMjY2SyCSYnZujLNd4+tgJ5qIqmTxcd8Pr0Osl8sUi5WoV\nQS+yuLxEJBLhqqv3MbFhDIfditlkwOf1sGFkEJtJwm23YDWKBNx2ktFlUqkULoeTpYUFDh06RG+v\nh7e97W1UyxWSySSiqKevv4dCPk86kaStrYVKsUTA54dSmfn5efr7+6nV6sTXklgtdgStHpPJhMFg\nQJZlJElCp9MxNDSETqdDlmtUKhWMRiMmo45zD/yQr931L4iSgNEkUqkWUOpVatUSpXyaidEhNo0O\n0h5soTMUIrWWwON0MX12EqMo8a53vp2Pfexj3HjjjfT19RFobefTd/4945s28Zm//SiX79pNtd4g\nEokyNzeH2mhw5c7L8XvdiCKEQh1oBC2PPvoo1WoVURSpVcoE/QEURaGhyAwODCPLMiaTCbfTST6f\nbZpJl4okoqv43W42jIyw76o9XH3NtbS3hYitJREEHf0Dg7jdHjq7e7FZHYwMj9EZ6kXQqBglkfnZ\nOTSKysLMHPVyBYvJgNpQOHXiBNHIKk6bnVDQy5Enf8JAbwi92iC8MMPChSnWVhZwGCVOPHWQRw/c\nh1WnwSDqKRXyWM0W1Hodi9mEUm+gQ0Wp1yjm85gMBvRmM4LRSK5SIVkokCkUKckKqmigtasLWaNh\nZmmJoiwzNraBa6+d4MCBA6iqBslgoCPURTKdQi9JqBoN/mCQ3XuuQi+J3P/AQ3z/hz9gYmKCc+fO\n8dd//Sl6e0KEl5fYunkjRkmHpNNSr1Zf2U15nXXWeVn5VdKNXyc0Gs2zf17MGOs8Ny80OfhCDKBf\nbPXUrxrvYsf4ZTKx55rzzyd9LsWzebHz/HXmYiWb65/jdZ4PmlcwK//a+7S+ivjm5/6cQi7D7Ows\nNoeLQ4cOodXpGZ/YhFotkMoVWYnGyFdqoNWRSqVw2q3ccM0e7GYDBj24nQ4OHzmB1WImsrLMytIC\nGhTcbjcWq51sNovLEyAajyFoRTQaDSsrK1x+xU4URaFebwbXslJ/dkPS6XSUMyUMBgOpVKYZxLrd\nmCxmFhcXEQQBi8VCKBTCJGqp1WpMT09TrZUxm82gqFitZhRFYfr8eUKhEGfPnmbr8CCvu/VWZmJr\njGzZSrC3H1EU+ZtP/SVPHzqMWizgsFrxOluoVqs4XVZyuQzlWgmbw84ffuwjnDxxmtnFRTSCDslg\nojcUxKg30BPq4vzZSQ4+9SThRIpCpczs4hKd7Z30h7oo5vKshM+wZWwL/T39JFJZQj3drKYT2JwO\nnHYLLT4vx48eYe/1byUSDVMo5vnBD75Ha2uQQ089gVaFgC/I7PQFPvSB36G9PcSf/N1neOiRh9mw\nYSNWk5lgwEt6Lc7eHVuJLC8y2N1BwOdCiYdJpLLs2HsDT5+dZvPmjUhqnZXFWdx2K5///Od5y9vf\nSSZXYGn5AolUEovLTTyV5J7vPYAgwFvfsh+TQeKdb38Ha+Fltl3/AXw+I6JBz3vf+15iiTXW1tYo\nFAp0dXVx9OgxBvv6OXf2PIKmgaTTs7Awz+jIEMP9PQwO9FLOxCkWMuTiq/T2dDG/msNmdZCvyvha\n2kjmimyY2MQ3/v2uprdLMkZbaxCLWcKmhY1btoFWYGYlyv63v4vHHn+SXLHEX33mswwODZFKpUCr\nwVivAyqXbdqIqNPidFiZPH0CuVZiw8gIvb3dxGOrxNJFirKMJxBkIR7nnh98n33XXMfshSlu3H0V\nydVVOgM+gv4AuWKN3v5+jh07RktbG3VVweV2M7M4T75Q4NDRp+nr72dk5+vo7GhD16gRWVng6JEj\nPHXoCHuv3sePvvstLt+6mXJihfNnT/GGd9zBho1b+Po3vsWObdvZMDzA7NQks7MXaOkI4WjtYjWR\nIR6P8sTBg3hdTgrFPGNDQ3R2tDF56gQ2ixWXw0IxX8Bpt6L3dFAqlZArVbK5NC6HE6vJTDaTQtTp\ncdkdAGSTK6RSGYY3bEbQS9RrFWLhZbRyGafdRr5cRdWKZEt1RGMFBQ2FQgmD0crWrVtZXYrgctp5\n5P776e/tRq8qpNNpDhw5zsaNzedzcHCQxaV5tm29jGPHjuH1ekmnk/R191Ax2Qgvr9Dd3Y1ckTGb\nTOh0OvSiiGg0kM3nyOULCKKegwfupaWlBVXRMDg4SKlUoW/zZv72z/6cUChEX98AS0tLTIXD/PjB\nB3CYJcKLc7z/3bfTEvDjcTloqBrmlyPEE0m0go6g20t4bY0PffZrr+CuvM6lQlXVX5tvuBqNRn0t\nBievRp6r2uNi/V2eK5B6JaRKz+fcl9Kz5eWsWnol1/lipHgvtqro+R5/KdblpV7bS+Gd9Is6X/2m\n75nP5Xn0U55rn/tNX7fXEs/cz4v+rrMu0XqNIukFRJeLldUVRKPA1iu2kUpnWcsmUfIpVI2WTGKV\n179xP8srKxw+nMBmFGhUS4hOG4JOSzpbwKQ2CNjsRCqz/D8f/C984Qv/C6GhUoitMtTdhVGvYWio\nnXRdS6PRoMUhYqZApVzC53SiGETm58PN9uzdnQiCwMkTZwm1tRDW1jCYzbg9NpwuD6JW5YYbbyab\nLyBJEqJBz8mTJxnZOMH46Bjf/949xFbDaDQqelGgq6uDRl1mw/gYmIw8deIEe699HV2d3cilKisX\n5lg4N4lGlkln06goKHqwmsygt1JVZDweP295y1uYPjPD1LlpVEHHsZNPo5MMHH64TiGfxmoxk81m\naWkPkciWeOrocTZu3EBLexv+gJ25QhSH1Us4FicSjxGNRvGfD7Lt8svZs+tKktkS9UaDjrHLCUfn\nOfb008zMzLA4O0N8dRGzpKehyKSSy7hcBi7MHWNic09TumOz0xP0o9SqCIUMG3s6OfnUTxgfH2Pr\nlk1MT59n81W38MADD3BmfpZtO0axjfTy+Y9+hMhKmFCok5HtW/mvf/RR+vp62LulH5ukoVYoYNVJ\nbBgZRVEUDFozdpON88fPkErE2bWpixtvfh0rsVXu+fZd/Of3vst//W+/R09/H7VKFafTTiqZoa2l\nnXq9QLVcZLC3h5uu2Yvf7aAz1Mp3v3OS3bt2kEi2EoutIghgNOmQ6yWMlNAXozQSsxjLa7hcLq65\n+go8Hg/Hjh0jvDBDRyBAOBJHtPqoJfJ85+4f8tihw/QPDCBXVXRl8LpduM0NdDodA6E2UukE/d0h\nOoIuMpkM9UaVs9PnaWtrw1hS2bljE9PT02gTKT506346Ozu5aniY3t5eTp48CYDBZqNCntV4BMkk\nks2lMBgMrCzOUc0XEYHfestb6OjowOjpoF6vc9fX/5OBgT7mL0zx7rfdRnswwMqZDtRinh2X7eTa\nq68nNDBIIpFgsLcHl8vF0mqcnAxml5dSuYannEVeneGR73ybm266CaPZRCqVYffOLWQLeZzbt+Fw\nODhx6iTDExMYDCYkg5HDTx9lcHCQxw8uYe9qR6PR0NbdgcNiZS0Wp1QsorPZqeXy2D12jhw5QqlQ\nxOFw0NLWQTyexGJxoEVDf6uTk2cn6Wxvp81vxGozM3VmCrfbxdJymG27r6RWq7GysoTF7+cv/+qz\nfOe732XXvtdhsVjINrSUdWa6Nu4gnU7j9XXi6O6iEI6yaWxLcx1XVoivpWjr6EBBQzZXpFZr0NvT\nD4Dl2hswm80sR8IcOnoEuVHnU5/5K4rFIj8++DClUgm0GqSahkq1xH/58B+iRcHn8ZBMrWF3B5q+\nSoLEyPgEKysr1PNrSOKvTU5gnXXWucRcjKHry2HQ+nzn8av4ZYH8C5WCvBokaRfLC73Wi7m2l7r6\n5pc9p6/EfH/V2C9WanSpq5t+HXk+reh/E9dlnYtnPcHzGkXVCGg1Cg6Hg0qtil4nUimVUTUQDAZ5\n8McP43C6GRwcZHl5GYvFgqDVUq1W0Wg01Ks16s/46SSSSRLJJMVSiZtvuZVMOkl6LYbF4SS8OEc+\nl8Hb2s3a2hq5XI6g3097SzsaFWq1GhqNgM/nIxgMUsoXGBqbwOv1YnG4mpVAuQLhaIzx8XFUVeXo\n0aM4nU7K1RLRaBSDqOfuu+9meWmRgM9DIpFAK8CWjRvJ53Lk83mUeo1oNEpdrlLOZlgMr5JIplFV\ntdnJS66jKAqi3kBdAUGvw2AwYLVam2awVZm+vj6WVyOMjo4i6HRcOHWWkZER4rEoV111FX2Dw3zk\nT/8HgiDQ19dHLpcmIdKUseXzaLXaZgWJs9lpbHx8nFq1SrlcRKeXQG1gNZqwmszYzBaqlQpWowEd\nGvSCntn5efweLy1eP4bWdpRaDYfFQrVcRNOoI1rMnD1ziv7eTlpbW4kn1gi0BDl3fpqllRVufe8f\nQ73CI/92FwA33HADP/jBDxgbHiHod2MQdVyYmWHX7j0kc1Wia0l6ukIEWto4/ORT7N1zJZ2dnaws\nLfDuO97B/OICjVqNUqlEQ25w5uRpOkM9TE5O0tXejSzLVMs1hEaDq67cxfXX7uOeu7/F1okRlpeW\neOOttzI/P0s2n8ft9bMcOUdQH8RisRCPxwm2tjI/P4/VasXn86EoCktLSwQCAVajC6g6sDrshNcS\nlGtlwtEwXV0dzM7N4HE5aXW5yOfTjPT0YbfbyWXTNOQ6q+EVanKFRCKBx+PG7XaTz+dZW1vj+PHj\nzMzMsHXr1mb3LkEgmUyyuLhINBpl165d+P1+1k4cf8ZwXKLRaHaYc7vdzMzM0N7ejs1i4qGHHmDr\nruuZujDN2dOnGBrop729nYmJCb7+r/8fgWALZ06fYseOHVQbCisrKxw9epS3v/NdmH0BTjz5JJVK\nhUCghUwqyblz51AUhf379yNJEm0d7dhsSU6fPo3BYODBHz/C2NgYnZ2dVKtV1tbWSCaaMr5KpcKm\nTZuwWq1NWaYocuzIUVx2BzqNFpurKS00Gs10d/ei1BtNg2qTiXQ2T6FQQKfT4RI8BINBWtrb0Gg0\nRKNRtHodRm594JQAACAASURBVIuFQrmM0+1lamoKnWgCrcjU9Az9/YOoqkqhWOSyyy4jFo835Yta\nDXVZQRRFBLHZES+ZTiEZDehEfbOCR6/H3hIEWSYVjxONRnnyiUeflbDpBYFAIIBBFFHlOslYnNbW\nVrLZLKMjI4iSjlKphMNmQa9vjvlTA2y724PaUAgGg8Sq2WfNqtdZZ53fTC42yfPrzotpMf5KXv+r\nIbn2auLVltyBddnfi2F97dZ5KVmXaL2G+f6X/4alpSXia2u4vB7OT0+RTKSRqOMLBOnrGyBfrlAu\nl3nqycOIko7hgX4G+vuplopYbRZOHzmMw+Gis7ePiYkJzGYL9957L7suvxxR0pFPJ6hVqtQKFXgm\nYPxpu/Xu7l4ymQx+vx9RbHacKpfLtPT2kkqlmJycZHJ6CqUBgUDTpDUajZJMp6jX65RKBURRJJfN\nUKvVkPQCQ0ND2K0WrGYjkfAKxWKRer1OKNRKKNTFkROnsNgdTE7PIuhFWlrbWVpaIhaLodFomkke\nSUd3ZxeVYgmPy83tb30rn/nMZyiVy9idjqZ3kV5HtdLg5huuxetxs7y8zMLyMt/47r1odSJtHe1s\nHBthZeYMOq0Go2SiUipgsViwWq20tLVx9b5raRseJrKwjM8fpN5QOX3oKcqVZsvozlA7jZrMsaeP\nEllewSSJmM1GPviBD0J7Ozfs3oVe0HHT9dezPLfA6VPHcDkcDA304/a6efcd70SQJNZiebzd3RRX\nlzl54jAPP/wQS/Mz3HDddfznN79JKV9A1IkUCmXu/Ov/znJ4lSPHTmN3eTg9Oc38/CJveP0tiIIO\nt9OKSZL4/L/9C7t27eaLX76PgSE3b337HZw9O4mCSjgcpru7E7/PQzDop55PMdjXTzIRR6nK+Lwe\nouEIXp+bUFcXRqOR2FocVdUwPT2NTtf0e3r6yFEEQUAURbQqeL1eZFlmamqKYMiNTitiMtpQdSa6\nB4eJFUqcnjzH0aNHKecL9LV30KhW2LllnFgshtPpJJtN09/fjyRJaLVaKpUKuVzTrymRyrO0tMTW\nrVvJZDJ4PB4qz/gstba2cujQITZv3owkSZw+fRpJkpq+Uw4Hi4uLdHZ2IkkSpVKp2T3N7+fCYgxJ\nkhjfOMFaMkEym2FuboZz587R1dnJ1VdfzcriEna7nf/89/9geHgYf7CVC7MzhDq6uDAzhSrXcNpt\nOB126rUKtUoRg8GAw9GUVylocLlcVCoVrHYnBw8exGazEQgEWFtLcX5qCrPZzNZtl6HVNivpvva1\nr/HfP/oxHnngIW665RZOT042j7daWVhYwGq1YrVa6ezs5PDhw1hsVqrVKi6Xi/vve4DrrruOaDRK\nsKUFu93OqbNncLlctLa2kkynGB0dZWlxBbvdgbu7my/9/d9x0423YDAZUTVQKFVQFAWNoEUUDdiN\nekxmM6VikdOnT/P4449z7uxZ4vE4sVhzDX9qXu5ssaNFQ61S4ZbX3cQPvnsPDquN199wIw/e/wAb\nx8Zpa2tDFo006jUG+nqJr0UZHxnhxPGn8Qebe4loMGG2WInGYyQicyTzNe74i6+8wrvyOpeCdYnW\nOhfLqyFx8bPz+EVc7NyeS8pxMdd8qVphv9Bz/SwvRor0WqhWerXP7dWSCHw182KTOC/0M7B+H147\nrEu01nlOVEWDyWxGSKWIx+NUSmXisVV62ltp1GRSqRR2R7MNcalUQkWiXq8jyzK1Wg2dTofH52Vk\nZAyr08Wps2fp6emjo7eXXKWKWaMhW65js1hBEZomtyYrgiDQ3TdIvaEgSEYcHg/5YgFFFahr9Hz9\nW3ezurrKk08+yVo8jtfrRRR1WK1Wstksok6Pz+fD5XQgyzJutxunzU61VsbjchJbXSWb1lAulhAl\nkenpaa65ehc+f5C7/uObjIyOUS1XEOQG6VQKnU6HIOjJ5/PodFoURSGVyqDXNqs3jhw9SiQSbiYF\nhKaBWa1exWhyceedd+L3eZmYmCBfKqEqDQC6Qp3ItRr9/f2YDBKRlVVmL0xhMpkQBA2RSATJaOKt\nGzchCjpq1TJ/8Ecf4cjjj/G7H/wQoigyOzsLDYWB3j7KuQI+r5t8JktqbQ2XVkt3Rxvh5RVWFuZJ\nJmJctmUT/b19rISXyWYyNBoNBElCq69AuYTZ7uDQkadJJtPoJQOnzjSDco2ictXevbS1tHLs6RME\n29oYGBqmJtfp7e5h27ZtfOfbd/P229/C9u3byCRTDA33k0qvEfRDW7CFz/3D5xgZGcXfEmRsZJSa\nXMJsFJH0Ws5PnaG3o4VN46M8feQoQwN95DNZQh1dWF0ePvrhP2x2aBsYIBKJMNDfj9lspqevl6WF\nRURRxOVykU2lATCZTMTW4pgMFjweH+lsiXOnTtIwGqlXi0TDi5TzBa6+bDOx1VXkWhm5ViaVlLE8\nY7xts9kwGAxEo1E0Gi3t7R2gjZFKpahWq89W7+h0OhYXFxkbG2Pv3r3Mzc01JXZ+P52dnVy4cAFR\nFLFazeh0WmKr4aYcbGCAU6dOImOkpa+P1fAyDzz0EGObJnjdzTdz+OgRtmy7jFyxhKIVmF1sViap\nqorVakUSjU1jab2B9q5u9IKGXDoJaOjv78fr9fLpT3+aRkPlzW99C4cOHaKlpY1oPIHT6URRFBQF\nGo0GNquVLVu3cn56ikajQb1eZ/8b3shjjz3G4OAgqVgcVREYGhzjE5/4BHv27MEfsFMoFkEjkCkU\nsTpdmK0GRIOJq666ikAwSGdXF7lcDoPZwtDwKBaLBUWjwW8wUWuAw+NhLZbAYIoTWY2h1QlIBhPl\ncplgMEi1WsVic9Bo1Jk5f5oDBw5w5swZFubmyWQy2O12dILA4OAg9XodAQ16rUBsNYrVaqWUy1Ov\n18kkU3gdLsrFEqNDw7z5tjcxPXkeW0eIUKid1cgKickEs7OzCILA4vwCxXIJi81BPbKKKIqgESit\nmyyvs85rnhfib/JyBUMv15v6X1Sh9LM/X8w1X6wR7MUe+2KOu1THr/PL+fnnaH29//+81F3Z1lnn\n+bBewfMa5u5//htKpQL5fLO7008lJh1BP7Nz84yMb2BufpFIJEIynUXSC3R1dtDd3U1keYmO9jZa\ngwFSmSzLq6ucOTtJItMMuorFMul0EofNjs/vwdBQMRqNCIKA3ekiEolQbzSQJCNarZZwOEx7Zxex\nWAxFq6VUKhFqa0OWZTwOKxaLBZvVTKNeo5jLUavVsFnN1Ot1fv/3f5+5uTkeOHBv0+cjm8ZiMj8r\nCQt1dvCmN9yEVi/ygx/eS01ucPjYCUbHJ7hq33Uk0hkeefQnnDp1qmmw7HRitZiaAatcw2Gzk89l\nsVhMFHIZJEmit7eX//ef/5Xf+933UcznWFlZYfOWbXzjnh+xEo6yceMG+ro7KWfiRJbm2XfNDTz8\nyEM47TYURSGdzfBXf/MZ/D3dfPKjH+fM2UlyxRL1eo22thaGBwfZMDbO6NAwDx44gEkycPDRR4jH\nYnz4D/6QQCCAaBf531/8Eq2BILft38/73vvb3HzzzbS0tXLffffx8U/+McePH6d3YAMdoRAP3H+A\nmlziR9//Hmq9SjGf4/U3XU88vMpPHnmE97///bidVlpbW3no0cepyXUWllY4fvw41+27GrlW5UN/\n9qecOXAv//T1r+LzBhganCAQDPG97x5gbGycb3/n23R2dlBXilSrRd72rtspRZd58P6HCLW30xJo\n4bb9b2Z5OcwXv/RlVK0Wu6spBezoaMNkMvHggw/yyCOP8J73vAeLyfysTCsWjRIIBBAEgUI5iR4B\nQaOjWm2QLRYpKwpTczNUyyV6Qp0oxTI9oU7crR4AzBYbZrMZi8WGTi9y3333MTAwxPT0NHqdhKrV\nPHtvzWYzFy5coKWlhbm5ObLZLO3t7bS1tVEsFlFVlVwuh8PhoLe3l6nJs+TzeXbu3Mnp0yeJR2ME\ng0G+/JWvc9111+FpDSIZDWzZsYODhw6zfddODEYzlUqFT33qL7ntttuYO3WGrq4urDYHtUbj2evu\nDoWYm72AqFVR1AYui4l4PI7L48bj8bG4uEg2n2diYhPFYpFSpUy9XqersxujZOLhRx9BFEVUDfT0\n9HD33XczNjaGDi0dLa24XC4iiQIG8/9NPrrdbs6dn2R4eBCzzfpsZVK5XCbodZPN5tHp9RQrFfR6\nPelMjoGhQZaXwjjcHsrlMm1tbWiUBnqTiWwiweHDhzl8+DBLS0ucPn0aVVWpVqv4fD6qjRIWiwWX\nw0G1WqVek5H0IrVaDYNepFKpUC6VKJVK1CoF/H4Pb7v9dtrb23n04UeoVquMDY+wZcsWTAYjx44d\n48mTZwn6vNxw/bXoBA1zFy5gkJrJPaPZxOJyGL8/QDqTIRxZ4uS5aT75pR++wrvyOpeC9QqedZ6L\nX5bEuJRmxRfLc8nEXmzVzvNt9/yLzvWL1uxiK3herKH1i/2sXEwS69VY+fBqrt5Z59LvET+/L1xs\nYnX9OXntsF7Bs85z8sYPfIxvff5T1OtmjAYDPp8HUS/w6EMP0dbewepKGKOxmYCp12r4PAGKxSJ+\nj5dcMoksy1jtNgRJ4vT5aZ44dBjJaMVmsyEIAk6XB1VRUNGSLRdYicdBq0FYXqFQKBAIBJC1WmS5\nQUGWESQR0WTEbLHiUhQsFguiKGLUa/H7PJSKeeRKhUq5iMvloqurC5PJxJFDT1IsNv9OFEUiK8tY\nzRYajQYGg4GGXOeJQ4c5efIkk+enGRoeZfbCLC6Xh8d/8hgjo2M4bHaKxSK93T3Y7BYKhQL5fJ7+\nnm5KxQKLywtcvn0H+WyaRCLBNVddjUYD8/Pz5LMZtm/fzv7b3sj3HnwUUMhms0iShKzVsHnzZhqN\nBtdccw2dHe18/wf30G5tYS22in9sjHNnTnP8+Bw+v5lMuYhOFMjkstTrdY4fP8711+7DKBkYGBhg\nemqSC4vztHa0o9Qb1Ks1ujo7qdfr7N27lxMnTmAwGXE4HExNTTE5OcnI+GWcnzwHQLFQZueVu/nx\ngwcoVarMzszzxje8ngfuP8D58+dRlDper5dz56coV6oYjUasZiPjY6PNjmWPPczi4iL79u1jaXGF\neDzOEwcPE/CH6OvtYWJslFQmSblUwGQ2sDA7x9r8FMMjg9TKNTZs2IBWq6VYLNLZ2YVWr+PxJ59i\nfnGRnp6mufChI08jGc2Ew6v09vZSrcpUKklGRsep1+uMj48zPXmMUq5IuVgik8tiMUiUclk2joyw\nODeH3+3G6tPhcbkx2+0sLy+jFw2kUinGxjZgsVgolSoUy1Va20O0tLRgNBrJZrPPesvodDrq9TpO\npxOXy0WxWCQej5NMJuno7MJotjA0NEQsFsNksWG3259ZQ4WhoSEEQeCKy3fQ1tZCZC2G3enmH//x\nH1G1Gqx2G6LRRGtbB729vcTjcWq1Gh6vn7nFRQAcTidOh4N0Oo2iKGhFkVKuxHI2gyiKeL1+svki\nlVodl8tDZDUK0Ey4pDKMjFqZmZ4lly/i91swWswEWtrYc9U1LC4uMnX2HKXBEl1dXRw7N8vExARW\nqxmH041oMnPlnj1Uq1VUVaVcqWCxWkml06TSWZxOJ1q9Dm8gQKUq09XbR6lYYXBkFICGAoqicO7c\naY4fP86Pf/xjlpaWmmOVy7S0tGAymZqSsXqdWkOHIAjIchW10ZRfWjxeNKqAXqelo6+HY8eOsXHj\nBtLhZTZu3EghnSWpl8jnmx5Bm7ZtRS9JPPn0UcKRMJs2beKJJx7n7NmzeDzNvUGSRCRJIpvO0OIP\noNXrEfV6GgrkCqVXZB9eZ511Xn283MHQz1c8vJhg7pclQ16oz9ClDFSfa6zns9aX8l680CTTqzEo\nfrUYfK/zf3kp28D/sp/XWediWE/wvMbJFUoodZmV5UWW5udYWlzA7XbT09WNZDSxsLSC3W4nnc4y\nNzfHxIYxlpaWWFhYINgSIBpfY2LDRj7y8T+hVASFMg6Hk9aODgrZHFqthlCog/nlFRxWGzqdDqe9\nafTqcDieMeit4Q96CHW24fY6CLiDVGtltKjNhEosSnR5npagF6fdiqYhodc2yCbjzE0nn5VwRFaW\n8fl8TfNct5v2tjZKpRIrKytY7TaKpRq7d++lWCxyxeVNP5I33HwTp89OElmaZ/uWzditzaTSSq1G\nSWng9rgwmY3cdtttJJNJ3G4vQ0NDTfmTAFqtFlmWufmWG1EUhaDfh6pAsCWAqNNhs1io12RK5QKf\n+8evsLIGt904QXt7G6Ojw0AdpS7T1W4FrUBDZ0LVgNFsJBKPYjQY+PSdf0ulUuHC1BIDfe2Mjo6S\nKhV5zzvfwk2vv4U7P/NZGvU6e67cze/8zu+wtLJMZ1cX3/3+9+jo6CC8OI/X66Wzs4OpC+eJx+PU\nVS2Bjk5ml8PML0XJ5BucOH2Wnu4QZx59jA9+8INEIhHuvPMLBINWHnroACajkY3jY+zZcyVf/sY3\nWV5e4cL0HCNDw2zdMMSpo4+jUcpkExEGhwd4+JGfcPXePWj8LTz11FNcvn0n5UqNSDTGE08eYnBk\nmN6+PhB0eHw+Dh05imQ04fJ4qddk5IZKvljm8p27qFarzM3NsW/fPhJra9jtbuxGOzqNHoc5yplz\n5xjq7yNfKbH3ne9i8sxZdHWVQjrP+ZUldu/ezfnz56nJdbKFMsVKg+HxDfT0DaDX6+keG+Pef/8G\njUYDu92Oy+XC7/djNBqZm5tDVVWy2SyLi4u0traSK1YQBAF0EtFEmmq5iNVqxmppet+cO3cOr9dL\nR0cHlVKZzo4QraFOYok1tmzfjtlm5/W3vgmv18Vv/dZvYTMYGN97NWupFCpaenp6EPQ6BI2WbCZF\nqLObmQuTtLa0cmFqmqHREVSdHtEIktFGsLUdvUGiVKpQKBRo7ezDYHFgtLl46/s+xNljx1A1YHJ6\nGBrfRHt3P7v37EOpN7BbrFhDffjcHvR6PdVqGVmWyeezBIIB9G435LNUK00/rs03XM/C0aO4TC6m\nZmaZmpriiYNPkUgkOHnyZFPaJhkwGo3otAputxu9Xs/AYB+FXJ5GvSnv1Cgy5WK5mQitlBEMBuxW\nK6pBpZjNEAuvEAqFsJrN+Dwu3nPHu7jiiit4981v4h3734LRYqa9M8Ty8gp7913DcjTKyTOnCba3\nsuOavXT4Otm1+woqhTyL83NUSiWcDtuzlVepdJZIZBWrw06lrrCwHH6lt+N11lnnZeC5AuPnk/x4\nuU2YL5Vx7s9e88/+/ldVxvyqNXmuc/2yMX8Rr1RFyq9zsPzrMvfXkg/PyyGnfK528K+F9Vvn1cPz\nTvBoNBotcBRYUVX1Fo1G4wT+AwgBC8CbVVXNPvNvPw68B6gDv6eq6v2XeuLrPD/cbjeFXAaTZKD8\nTGVMbDVKbWCIZDrDzMwMuULzDXk2m0XS6alUKs2uWhotmXQWvV7P6moBvQRmsxlVVQn6/CwUi7S3\nt1LMFzCbzZhMpuZbdL2AoigIGqjXqnS0tzYNjutVrCaRajFHvpAln81QLORx2CyosoDP5aRaq1Ap\nFXHbLRTyeWxWKyajkUQigcloxGgwMNDfj9VqZWVlBYC+vj4MFgt7r7qaqfOTlEoljM90yDp6+BAn\nT58CVSG2GsEqdVIoldCggqoQiUSoVquUSgVcDifvuuMOQu3tfOfbd9PV00k4vMzmTRNotU3vnnw+\njyzLmAxGRJ2AyWIllYhTlev4/W70YpJcLovPtwkkkfz0NIm1GB6vH5PFilWuIggCRlFCaTSwWJqV\nSKFQCEGjxWQycfbsWWZnZzl3+hg2swWj0YTBYKBSrbEai1KtVilXKnz4wx+mUqkgChK5XI6+vl7i\niY189s6/xe/1kUimMYt6zk6eJxqHvXtD+PwBbHYHkUgEWZaxWJrmxvFYjDe9aT8HH/sJX/2XrzA4\nsQOtRk94ucoHf3snDrsRq0XEYm6jp6uVe77/QzaMj0ADOrv6aGkNoVFhORzjjz/xN3R2Bujs6aFU\nKlFX62SyqWfm2Ed3dzd2u53ISpgrr7ySarWKKIrseaaiRK7XOXTkad799nfQqNR47OFHEQQdM3Oz\n7Nh1BfG1BC3t7bR7/KyGI+zo7+bMmTN0hLpZSyaxWGxMTp0n2NqO3Kgzv7jAqTOnueurX+X222+n\nVqvhcDgol8uEw2Hm5+fp7+9Ho9Gwf/9+Dhw4QO9IF7VajUw2R29fP8ePPY3BYMJsNqPQ/E9ZVVXy\n+TxWu410Oo3R2jRkPnDffdz+trdxw7696HQ6Brt7CYfDJEw2isUiFosFj9dPNBplbW0Nt7NpBJxK\nZWhracEbbEGQDDhdLhYWlmigwWSzI0kGbHYthXKpmXwSjbR0hAgvLmF1OCnXqkQTSUSdnlJNxqDT\noxV0VOoNbC4ngiQi6PVolAYmg4TZZkZvNkKxwMryMrFYjJMnjjM1N0cwGKS1tZV/+sIXnu0wZjab\n6eoO4XK4n5WxNdQ6giBQr8lkUkl0goBer6derdLR3t7sVGcyotVrWVpaQqfTYTKZGOztw2w2I8sy\nfr8fp9PJhg0bWF1d5QMf/G1UVaVWlzl+/Di37n8jvp4envjSPzM0NESpVnm2inB+YRZVrrGyskJ3\nRwdryQRmo4lMJkPiGb+iYrGIXjJSqtZe4d14nVc7699zfv15vhUsL7SN9qU2Hb6Yjl4vBT+dw0td\nLfJKGPK+1Aa1r8bExnrVz/PjYqSNL5aXulJn/b6v87M8bw8ejUbz+8BmwPbMF59PA0lVVT+j0Wg+\nCjhVVf2YRqMZBu4CtgJtwINA38+L0Nc9eF4e7vmXfyCTWKOcT7EaCTN97iy9/YN09zSlMbOLS02/\nHEVF1An093ZjNVuw2ywsLS0imSzs2bOHP/jIxxFFEYvNQUdHB3q9HrUh0xoMUCrkKCs6RH0zXyio\nClotaBUZk9FAJpVArlaQ9E0j5mpDwWq2oNGqxCKr+LwetKho1AY2ixmN2qBarTK6YRvJZJJGo4Es\nN02h9QaJcDiCxdJsi2wwGBAEgUSxSltLgHqliM/rYWVpkWKxyPDoGGvxBAaLFVE0kE0nqdVqoBOI\nxKKEI1F0op6WljYqlQqD/QN8466v09vVw1opx8rCHK0BPx/4wAcY37CR3//In5AvV9hz5W5KuTTj\nfR1YDBKPHz7KvT+8H7fTyPvf99vU63V2XXkln/zkJ6kDdRW8Ph/h5Si1Wo3Ozk68Xi91pUE6ncZg\nMGB8JoGQy+XI5XJY7Ba0qOjQkIivYTUbQWlgNBppqA1UrYZsNkt6dZXtl1/B8bNncPqC1BWVbD6P\n1Wzm/Jkz3HrLTTTKZaLRKPlUlEwqhdlspKe7i/GxIU6fPo3f70WLyokTJ3jHO97Bo09NEY1GCXht\ntLcFSadWGezvZy2ZJBpdI9TVT12Gxx5/Ck/Qi6BRaW9tY2F2jlq1zDe/eZD/+b8+QjKVwuZqJjYK\nJchkMrzjHe/giccfR6fTodPpMIjSs1UXmUyGWGQVs9uCSS9x8ulj5FJpDCYT+26+iS17dvPYgw+B\novK9b32XXTt3YjRKnJs6z8aNG7E57JyfnqYq17j97W/js3f+PU888QQAd7z5TXR0dNBoNAiHm9Uc\nDocDj8eDTqfDZrMxPz+PVqvl8mtuZm1tDaUhUyzmKedz6HQ6CvkcWhQMBhEUlWQii6IoDA4PIYh6\n7j1wH1qtlu6uHg4fOsSPH3iQf/i7v6dWq2EOttHZ3Us+X6RWq1FXFeRKlXKpwOS5MywvzrFt62Vs\n2XYFCwsLtLa2NtvGt7QiiiKpVAqjyYIsy/wf9s47zI37PvOfATAABr0usIvF9sYt7GVFUTSbbDVL\ncrej2HLk+FLdYufOyZNm5/E5iS++JL5cihOfnXNsuciWixpVTEnsnUtyuY3bK3oHBsDM3B+g+fjx\nWbIKJUryfp6HzwNigN9vZjCYnXnx/b5vqVQiNDBAKZ6gXKmgKApGswkFDYfHSzWfp1KSkQtFLGYJ\nzWIkm80wfXkSu8PK//3q/2FmcorP/+VnaWxp4vv3308ul+O73/o2wc4uirk8+XyWSrmMxWKhUigg\nSRIet5tiLodOpyOXyyE5HVTkMnqdQCqVIhyqJ7oSIVjno1QoUh8I8qZdNxGPRCmXy8iyjMVuQ1VV\nYrEYnV1d6PV6NE1Dsta8h0S9+arw2dHRQaFYJBqN0traSi6X4xvfup9f+7Vf44Ef/JD33/M+Dj37\nDG6nHZ/Dib/Oy9TlSUwmE6LBRCaTRWfQc+zSKE88fYgnzs1fr1PxKteQV8qD51pf51wZc9WD51Xm\n5dzkvprpUdeKl7q9z9fK9HzixS9a9kqkgr1Yrlfy12vhOLme6/NaFLp+yqsp5FzP7V8V9t54vFwP\nHt0LnKQRuA34t595+i7ga1cefw24+8rjO4H7NU2rapo2DYwDW1/qCq7y8tA0DZ/PRyaTQVVVWlpa\nkCSJZDKJxWJhebnm66FDqEWSZzIoinLVMFkURVZWVnDY7Fejm+12O1bJRLDOjw4Vu9WC1+nCYbVh\nlyyY9Dr0mkq1VEKRS9iMRnxOB167gwafn4DXg1zMI+fzWCQjfb1dtLU0YRINeN1O9Hodfp+XRCJx\ntUWqUqlgNBoR1FqktcFgoFQqUa1WUVUVu91BLJFi48bNRFai6PV6TCYTkeUlmprDmEQ98XgUu9WC\nDo1YdAWDoCMQ8GO1WllaWcHhcHDxwjCzs2lEswlJkq6Mbae/vx9ZlkmlUkiSRCaTIRmL09XRcdWI\nNxj08M53vhOdTsf4+CiPPvYwU1NTmEwmLCYjba2t+FxuCpks2WSKXCqNQRPw2J2I6DCbTMRjMUrF\nIiajkWQ6TSQWJ1coUVGqABTlMhabFUVRuO/eD7Jjx3a2bNmEoCncfsut3HDDDezZs4ft22/kE5/8\nFPf95ofZtGkLDz3yKI/uf5qBgXXUBYPkcjkCgQA9PT089tgh5mammZycZN++PSQSMb7/vR9x5PAx\nnn76h7XEIgAAIABJREFUaU6dOoHdKqFpFaySyMb1tZSy+voQGzZs5q63vR1/IITJbOPHjzzBxYsX\nefvbt5FOpxkZGaGtrY3169cTDofZs2cPqqqydXCQvr4+QqEQnd1dfOMb38BiseD1epFsVuoaG/DV\nBwiEGujqXcMf/OF/pXNND8V8nkef+gn//JWvMLUwz9lLw8zMLeB0uBGNZiplhXyxxMDa9UyMTxKP\nx2loDNHTu4YdO2rCST6fp66uDq/Xi6qqpFIpDAYDlUoFAJ/PR65Y5MTpU+QLJQKBmmh27NgxLBYL\nRblCsSiDTo/d7qC1tQ2fz086nSEYDHLixAluGNzGxbPnuOutbyW6tERHSwstbW3kczmmpqY4ceIE\n5XIVk8mEqqoEg0F23rSL3t5eLk9Ns7C0DDo9vroA+XweRQWT2YLD5cLl9WGULBSWlhHNJtAJmO1W\n9CYjJrOZXDqFXK0guV3YnA7kShlBL7CwtIjBVEss+/6DD/LkgZOgBxQFURRZXFxk1+6dV0yuCxhM\nZhRFqYmNNhvVSoVCNksum6Wrs53urg5WlpcwiLU0suZwCFSN7s523vvu93D7bbfQ0tRIpSTjsNmx\nW230dHVTyhewW6ysX7+ehvp6jEYjOp0Or9fL4OAgTR1tmB02WjrauTQ+RrFYZGVlhVKxyKmTJ3n3\n3W+np2/gatVgR0cH0WgUt9vNxMQEDkfNL0kQBKxWK42NjYyNT2AwrHYkr/LcrF7nvHH4VbvRebW3\n96cVrK81XqrI9VqopLpWvBY/lzcyr9XvwiqrvNAr3v8J/CHg/JnnApqmrQBomrYsCELdledDwJGf\ned3CledWuQ7c/Ruf4Jv/6y8xmMwYLQoOp4t8WiZfSHPm7AUqqLR1dnDhwhB2j43Wzg4K+SyqppHL\nFxBMZo4cO4HZYsJoNBL0uTGgUEglmB5eZOO6PsxGkcVEEqvVSqlYYHFxkXJJxuPxkEjG0BQVn8+H\nw2Ghq6uL8xeHcHrcqJUK+ZzG9NQsczMz9A0MMDG7wpat2zh27ATtzU6MRiOlkozZbCaVSgMwPT1N\nS0sLHqcLQRA4+OxB3ve+9zIzP8dPnnoco1nEardT1UEik8KVTqNUqjhNRiaHz9Pe3k4mUkVRFMqF\nPPpyFZtoYNf2QX73Dz6NZgHR66AwmqCzZwM2txuT3Y9BUXBYROo9VsgtUUousTQ7xsGDB1mzYSsd\nbc0oSpUzZ07R3d3J7MwUe24apKU5jCAINDbWs2ndWr7whS9gNGm4HCbWb+jhzKnTrFvXxa5dOxF1\neh599FHOnj1Lky9YM6VVVYImN+vXDlBVytgtVhYW5jn/7FMIskwhGaOrq4u+lgZOD13E4LRTjC7j\nMhq47Za3oAk6mvsGkMfGMLrcFBUFVSlzcegEdmOVT//BfTx99DRVzcQX/u1BpmaT9IesmI0m3v62\nt9LV1koiukhbfQef+9xfct9vfpjOcCP33vff+PQf3UtpaZxmj5lUJsHf/vc/Juh1UikUSCaT3PC+\nd3Ho5AVi6QKjF44wPTOH3eHl4qUFimVQNagL1k4rK6k04cYQm+sDTJw9iyaZ2bh+PY/uf4J9t76N\n5s4Qzx5eoHfAhcfjwdVQz/jyIouFNKFAkMGgl7npKcJeF5VEDNFm508//ikujY6hN5lJzE2wta+D\niclp1KoJl9OJs76e2fk51EoVnUnCZnOQSmUIqCrNLa3E02kcbhd6ycauN9/C8aNHUBSFDRs2YLPZ\nWJqbJZ5Nc/bxS9TX1xNu6eZTn97M/mdO0LF5B2tuuImeteswhcMMPXuAcrnM0tICPT09+Dw2KtUy\ngQY/Hr8Lk0nE4nbT3thFQyKOzmpHLlX43iMPsLQww9Gnn6C7u5vJ6SU6egb4n//73xDy0zgMKg/8\nxzcZGZvAYLawfe8dbNl2I4mVZb7+lX/CbNCxZ99uotOzbN60jR/94PsYMaDKFRr7N1NeXOSb93+H\nNWvWUJJLlMoagmAilythMFhBUygWZfbtehOp6DIN9QF6uzpYXl7m7bfegc/nYyWyQLksc/jIMzXB\nZXkGq9WKGPSRSiXp2zTIzMwMs7E4wZY2mlqa0TSFixcvYjQa6ejoIFvMkVzKMbcYZefOndhtLtpu\neBPkZdZtk4lEItz1vj7S6TTHT51n26btnDpxgdOnjlEs5bjzzjuJZ9PUN9RT5/MwcWkcq9XK6KUR\nZpMyT5yavo5n4lVeB6xe57yBeKm/aL+WzW2v5Xr9MlHjxc7zfJU+r0VerBH1i2mvean79uWkq13v\n4/VazP9ytv9aVxFdi+N/lVWuJ79U4BEE4XZgRdO0s4Ig7Hqel64e3a9RRFHEaKxFEmuaCsDQ0BBL\ny8ts2LqZbCqNx+PBYDAgiiI2m414PI7NZmNiYoLW1lYikQhr1669Wr3icdcEGqfTydjIJaZWYoRC\nP/XaqVUAGQ06ktkimzduoqOjg0uXLtEQCHLs9HHcDicN4TD5XI7hC+epCwaRJAm/38/k5CQWi4XR\nifFaNUUuh6ViIdBQj9VqxeWtGeRGIhEAOnu6r/jJ2EhnM1httlq6lqJgFs01P49yGT0CTU0taJqA\nz+cjGo2iqQJ2ux3BZEQQBIxGHV5PTTgKBoN0dfXQ09PDsWPHiMViZLNZ/D4vmqanLhBgfmkZi8VC\ntVrlQx/6EA8//DA9PT0sLS1gNBqpqBpLS0tEIhEcDgfDQ2N4PB78/joawo1s3LCZVCrF3R/5GCNP\n7MciSbi8PtZv2kxqOUpf3xoOHzpER0cbuVyOXD5D1pAmFovVBJTBQRYjK+RyOS5cuMAzzzzNn/75\nX9DdI3Nx+Dw37NzDj370Qz7w6/fw8EOPMDAwwNGDT7OwlGPd2l7y+SLh5naSySR19U1Uq2XSeUgm\n8+h0eWZmpzh14ihvve3NHDj4DH/6mc+QyWR47IkDdHRa2XPzPqILk4xMTNLS1sHC0goOi4nI8gpn\nTp7gwLMH6d14I4V8lsuXL/NHf/wnXBweZ2BdnnBLN6NjExjNJnbu3MHGDQNEYxGOHHkWJZsjMZX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D83w9jYGO3t7RQKOQ4dOsQ999zDhaEh7n7rnSQSCSy2OopFmabGZqampti0cSOxWITJiXF8\nfg/LS/NMTY1i1Ek47Q5sdgmTQaRULKEX9HR3d1MslphfWEKv13P4+CkeO3Tuep+CV3l9snqd8zrl\nF7XqXIsx30i80tvzaok6zzfni5n7lUoCu17vvVY8nyD2agssLyT57eeX/aJKsuda79fC/n6xvB7X\neZVXnhcl8Gia9jTw9JXHCWDfc7zu88DnX/barXLNsFhqlTl6vZ5yOY/b7WRhYQGPy43FLBEK1TM3\nO4vTYadUKpHPZJEkiUq5RCpZpb2tDa/Xx/LyMrlcjvUbN+ML1DF8foj7fvPDfPtr/0qpVOI//uM/\n8Hq9jI2MIpnMxGIxLBYLNouZcqmA4LDR2trOpYsX2LBhA8VCnqDLxuWJcWRZxuNykc4kSQ8ncTqd\nV3/Fr6+vv5rwZTKZWFmp+c44HA7Wrl0LlTLFXI6F2Tkaw004nc5aS02xVIt6Nptw2Gw0NTfWotfR\n0BsNCILA0tISDQ0NjIyMsP/hh+jv7eHsyRMsJ9LIsszU5GU++nu/zwMPPIDf66Ojs5356cs01AdI\nRKMsLy+zdX0/uUKedLoWmz03N8fOnTsZHb9MT3cvU1NTPPXkgVpbkF6Py24lm45x5x1vIR6JIklG\n3vvO7ciyTDoeYfTiELfeso/i9BQPPfoY+XyeSDyBwWAkXyzR19fH1NQUkqVMKh7F6fZy7tx56hsa\nCTTUU1UV5ucW0JQKs9MztLW1UZFLpBJJ1q9fT6miki+NYVVBNEn09PQy0N/D7W/Zy+TlUbbs2QMV\nhdv33UZHq4NoMoPDJqAzWbDbnWQKFVYWlzEaTKTSWcKCgMPlRtRBuKmZdDbPufPn+cZXv8Vt395L\nOpXg4sQ0jz/+OJ/6r5/m1z7yUSaOn+To0aP8r3/8EgF/Hd2drWzevJnuznZufstbyGSypNNpSgWZ\n7r4+nv3J0/zN5/+Gvr4+3G537biy2SjbNFx2B0ZRJJFIkClW0JmhIojYbXYyiQRG0YjT4SVypSXP\nabGRyWTQ6Y24PR5MJhOXp2cIBAJ46wIYjQYcTicIApLNRnR5mZmZGcbHx0mn0+zfv5+FhQWcbg9b\ntm3lno9+BDIZMJuZv3iRhYUFJqcm8Hg8lEolVFVFKcmU8hk2bdqEplSZn1RxWs343Y5axVkpj9/v\nZ/3AWu6//37efc8H0OkMBPxu5memMBqN5DNZWltaSOYrFEolJIuD5ZUY+3bvxG7S43C48Dc0ky+V\n6OzsJB9b5A//8A/55g9+wA2D25mfnWPfnr10d3bR0tRMOp0mnclw9913s2XbVr73ox+QSCSwWa3E\n43G2bRigo72NVCpFLpPi8vgEa9euxenyMD09zeDgILOzszQ2NhKJRJi8PEW4qRG73c7MzBz19WF2\n3rSL5q4Ojh87RqGYw+PxkMvlUNUqPo+Hy+Pj5HI5xsbGaqLVmo0sLi6TyaTw+XycPn2yFmE/fZlL\nIxfoH+hBUSt0NLUzPjGG22ljORWns60VRVEolWTiiQSFUhG7zcml8Ynrffpd5XXE6nXOKi+E12ML\nzfXmtVKV8nINoX++kueFtl8919y/bI7rwas5/88bmz/fPv15X6LnGue5RKkXYEuy+p1e5Q3BL/Xg\necUmXvXgeVV54J8+Sz6fZ3ZqEqvVzszMDOlkipbmMLGVCB6Ph/Xr1nL48GEKhQIul6smIIggiibe\ncsddbNu+nWg8jdPjprm1hWq1ytzcDMlkkuGTBzHqDXzve9/DoNfT39+Lz+MlHl3BZrGyY8cOFuZm\nMBqNOLu3cuzIIZbnppBMRqqFLHqdQLg+iMViwWQyUSgUCDW3cPDgQW666SYuXbqExWIhm81SLpdZ\nXFwknU7j8/nYsmULk2OX0HQCyVSOSDRGKNzMysoKmlJh3doBjh87hE2y0NLdgslYS0uamJgkEU/T\n2BDm1ImTBOvr6GhrBlXDYjFjsttrfi+5PL/zkY/ymc98hq1bB2luDmPQC0xfvkygzsfIyAjt9XXM\nLy7UTHfjcbz+OiYmJmlqaWFhaZmPf/zjfP7zn8euK9PT00O5XCYYDGIwGPjxjx/G7/fTN9CP0Wgk\nFosxMjLCh37/Exw4cIANGzYwPT2LqqqIokgimaSxsZFsNks8Hqcj4Cefz19tR/J4PDzx1JPY7XYK\nhQKNTU2Ew2HOnTtHU1Mb69Zv5Mmnn6VUrrUZKUqF2265mUq5RF1/F9mREcaHhkGvoyRXWLd+I6eH\nhuno6mF2YZGhoQs89vgTXBiewWoFgwZlwOVzsm3HLi6ePkF8aZF17XXs23kjOgGGh4f5+F/+HVaH\ng6/8+//hzJkz5Ap5bFYJuVBAr4Pf+fBv0tvTzaWLFzl16QL79u3D5XKRSmV44DvfxWZzYLM5uOut\ndyHLNT8ai2QjminidDpJJTOYzWaWlpawuhwYjUYMZhN6UYfRaMTu8KAUi+ivtOoBFAoFqlWVRCLB\n3Nwc3/7ud1heXmZuaoJgMIjJZMLtdpMrlDAajeRyOQYGahHdLS0tWK1Wdu/ejdls5syZM/z7V75M\ntVqllC+gaRqyLOP1uolEIoTctfds3byFUKieI0eOoAPaW1tq0eS53BXPKQvf+vZ3ae3spru7G6Va\nplIq4bJJGCSJUNcAvo41qIrI+UuXWNffQy6+wvj5M+RyOc6cH+Hc0AUymQyiWsbvcfLW97yL2EqE\nmalp0DT8Hi86nY5QuJmbb72F4bExWjva+eBvfAhB0KPIJXRoFNJxNq1by+DmDRSLRbZu3crU1Azh\nppYr7VG1iHlNU5idm6ZQyNHY2ITVYqdarSLLVZwON5pB4+zZs9y080ZOHj9BqVTCbDTQ29vL0sIi\nRqMRi8XMzPQ0odbuK4bMtXXUrngUlUp5HE4b586dQZaLbN18A4lEArPRgKg3MDE+isPhQK8TMVsk\n5pej5AtF/u2rX+P7xy9fv5PvKteca+3B80qy6sHzxuT1KvC8Guv9et03P8+LETleTOXQa2G/vFwp\ntJU3AAAgAElEQVQvmhfje/NK8XxVOL+sDe+VqtZ6tVkVpN64vFwPntVokV8R3vE7f8bXv/hH6HQ6\nkskkqVQKTa2SiMaIxWK0t7UiF4pUSjLlchmdDszmWiy6KIpUyiVGRkYI1IeJxWI0b9hIfn6Gqgbo\nDRw+cpz29nZ27d3L8PkLiKIJRVGwWCw0NjYgF/McevYZWltbCblCKNUyyXgM0eehkM/h87gBlVKp\ngCRJFItFFufn6OpoZ3F+jlQijkk0kE2nqFQq6AVwOew0NtTjctiZnp5kw+Yt+Osa8PoCKJpAsThL\nb08XkUgEp9OJ3SLhdblqHiFTl9Ghoz4Q5OzZ09y080Zu2r6d8UsXyOUztDaHmY9EuGHbJk6dPIPD\nYiaZiDG4bRNLS0uMj0xg0Os59OxBdHoQQnUIGhQKOXQ6HUqlSl9fH2MTk/h9dUQjMcqVKuG2eiST\nSCaVYHpyEpvNhsfjwmazkEmlCYfDOGx2yiWZ2dl53vHeX+Pv//aLuN1ustksa9euxeML0NndyxNP\nPIHbW4fT40PTiUQiEUwmkbHJKax2J16/n8ryMjabg2QyjSxXUDWBQqHI5YkxPF4/YZ/vaiqR2+NB\nWYpiDzayweSgWCzyz//y72zf/RZOnDpDMlvg3NAFDh8+jN1ux2mFchkMFmhpbcRkdXDLvt1MXjjB\n3XfejFvUKJZldr1pD03tnVg7eyjPz/PI409QKpUIN4UoyDJmsxmdpnF5eopKpcLQ2TN4wiECDSFU\nVaW+3s6HPvxfSKeyhNrambw4QrlcpqWlhdn5BSRPgFQuTySRJBwO09LVQ1mpYjDosNot6CwS6ViM\nuekpEomaWfLk5CTpdJp4PE40GuXcuXPk83mq1SqCIBDw+/C4nGRyeXK5XK3yrVTA5/Px5je/Ga/X\ni9/vx2m3og8E+OaXvsTc3BzJWBxRFHG5HCwvL1Mul7HZbFQqFYJBD62traSzGVqNtWqTzq4uRL2O\nlpYWHn2olsCWzWZZ09tNqLGNcrlMLpUkVF+PUikyNTWFO9xJPpFC1ktYLBZmpqb44l9/jmouRW9v\nL8eOn2Js4jIb1m9ifPgcczOTrB0c5Ifff5BiPkc2k6El3MQdd9yB3WFFqVTo6elB1enJ5LI0BEPM\nLC+hUyu0NzWgQ6VYyNPU1MTw8DDpdJZQYxNjlyexWq1E5udQ1SqxWISGhgai8TgWmwNNp0cTFFQB\n+Kmnj6pSqVTYtm0buUyKpYVFFhcXCdYFmJ2Zwu/3U62U0esExkdHcDhcOJ1OQqEQclnCZrfS09VN\nNLbC3Nwc6XSalsYQclXBZBCRC0Ukq4FyRUEuV4gkkqivHy1glVVWeZ3wSrSAvRCuxQ3dahXDL+da\nCBjPNcbPVplcLxHkhfJSW7JeSePul7rfXwi/6sf9Km8cVgWeXyFEUUSn05HJZ0gkYhgNInoNyiWZ\n3Tt2Mjc3R093J5VqFY/HQ9Bfh9MssrSyzPTlSZwuD06Xnd7+7VAqUZIrDF8aZWhoCL3VxZ7b3sqF\nc0NUhBF0opnu7jWcP3eKRGSF0QtD9HS20dbWxnIqTiayQNDjAEXG57JT53GTy2SvRo6bTCbqfD6e\nfPJJ+vv70QsC1XIZkyjSdKV6JRKJUMznmZmaQqfTYbfbuXx5DpfHSzKdJxCop6Ojg727d/GNb3wV\nn9uFoOQoVTTuvPlmjp04jdPtw+O00beml588/iiheh9t4QBzM2PIVYWVbBKDWiKyMM3n/vSP+c//\n/Dr33nsvMxMjoKns3X0TLpcLnVxgYmyceCRCR/ca6kNhsvkCt912G06Ph0Qixfvedw8nfvIwXkGk\ntWPNlQoHmZ27b66lB1VVotEoxYrGW+64G7PZgVJS+fHD+7nrrrvoXrMOfzBMMBTi9OnTDO7YRWNn\nD8nJMfzhNowzM5hMtTalTYM70Ov1GEXD1WqX9u5e0qkCckXhnXfdjdFUq7yQK2VmZ2aobwhhdrh5\n5JEnEKsKgkFPvKxy4563MLkg43NCS1M9ZpuV4Uuz+L06tm7uw+6U6OlfRygU4htf+UfUTJQnf/w4\nf/bHv0tVUfm7L3+NTEHmX9/52/zWRz/FfCSO2+0mlS9hMRtp6Whn7NIwjeFW5ufnaG3vYv/BZzl4\n6BiKovDFL/4dJsGAoaSA1UFdqAmAdD6P3eMjX85RKVeJpyKcvzjE4cNHmV+aJ5FIUCjWEp30eh02\nyU6xWMRkMiFJ0tXoc50OPA4rLpt0tYXO53agqiqaqjAwMMAdb72TxcVFliNRBE0hVB/AVl/PuZ88\nxv79+4lGoyiagNNmRi8ayWbSSJKETqdjZWWF5uZWdt68D5vdSjadYT6eYfONu2hpaiaytEyqoNI5\nsBGP388z3/lPQuEmTCYT6XSaRDyFw2anUinT3NoBBhOJdBaDUyLc1MijD36He9//PpKRRSSTmR8/\n9hh33nkHvf3r+d3f/RD1Ph8r8RTr+gdoa2kmn8shKAp+v5+J6Wn0Lhf5dIqhi8Ps2LmLcydOEQ7V\nhJ3mcD2FTJroyhIepwuDwYAoioxPTuFwunC53SwsLhJuChFL1CrXVFVF1QT0BpFMNo2iGnB7aqbn\nkUiERCLB5PgEmXSSrq4uNq7fwPnz57lp+421Vq3pSZxON6gK2XStQufo4YPYbFYMBgOyXKQkFxBN\nJnQ6yGRSTF6+TG93D4qigMGEhg4MIqOXJ/nBidUWrVVW+VXlWt9EX2/x4+XM/ULX/ZUWkJ6L6135\n88uEgedrD3qxY/10vJd6PL1S4uLztUldb3HnxY79Rhdrrncb3yqvbVYFnl8hRFHEYDBQLpdRVRWf\nz0diOQKqQiwWo1Iu09vbW4t81jREUWRh4hIGgwGr14tFkggEAqAoIBq4cOECH/vEJ7FYTFhNEl5f\nHWaTyI037cSoE5idn2NmZg6vXWJpcYGtGzcgmYy0NzZy6JmnMOpg08b1DJ87R9ZkxG634/cHqCi1\nVqRquUI41EipUESHgNEgUi7JVMsVjAaRYF0AvV5PMp5gcHAQnU5Hf38/TreHA88cxuVyYTQaOXr0\nKMFgkOWFeWyGCibJwtC5M3S0tfCjhx7j1KlLfOz3XXT3dJKKr6BpCsVCFlUFg2jEYjZgMRpYXFmh\nIehjYmyExvoger0em1Xi6JFDbFqzBpfDRl1dHaVSibq6Ok4+8jiCXgS9iNvtJhJLEGhoJJrKoTfb\nyOWK9PT21VKLBD2lRAJPXQOpdJp8WaWSyTJ0cRi73cnTzxxk38230LN5E+mlCN1dayhXFZJLy7ib\n25g8f56m1g4i0RU6u3rJ5TI0NDYwPT2N2+kgm81iEI04XWaMop7psRk0tYrJpEdnEOnoHcDa3MTB\np57li1/6J1w2Ca/Xz+lzZ1laklEB1SBw6vwSHifUN0pYTSZGRi4yNaPylmyOixeHKeegt9WK06Th\ntFtZXEngqavnnW+5nZmxSc5fGMHusGOWrOgMBnKFEpcnJ1EFsNntdHb3EA41Inm8KIrCoUOHeOjH\nD+MPBpiZnqM3kSGRSLK8ssLTTz+NLMtkMjFKpRKJZBa5VMZmc1As5tHr9bQ3h9HrBXx+D6lEkVKp\n1molCAI6XS1E0Gw2ozfoqMhlqtUqAKVCHn8gWGv3kkwsLy3i9bjZe8st5JJJbI2N5BcWOHb0EDPT\nk9TX17MSqX2Xivkygk5PqVikWq0SDDXS2tHOjW++DapVhs8PYTabScbiaAYz+YpGsVjE6vJR1vTc\neuut6AwixZKK3e7EIOioVCrkcjnCUjvVqorP7QWrA7NNxO6wYhB15HMZTEYD99zzPrZuuxGD0Yzb\nbsNiNoDBhMvuIJOKYTGZiawsMzs7CwYDqbkZynoD8/PznDx9CqFaRTPqUdQKw8PDWEwGWsIN+Ou8\nXLw0hmSzU65UicVilMsyPl8tMv6nQmJrayvzc0vkcmmMRiMej4fWzkbOnTuHXq9n3bp1GPUGKuUS\nlUqF0dFRLpwbojkcIhqNIklmHA4bc3MLeD1+crkcAJVKFbPZTLGoYjZZQA/lchmvt4nclbQ8h93F\n+PQ0ksWGTmcgGo1fr9PtKqus8gbi52+mrrfQ82JZvRn8/3mx++TnP/OXKki9GE+Yn53n1eR6GGS/\nWF6qWfJrcVteKq+nc9Aqry6rHjy/YvyPT76fs+eH8LrcjI+Osb6vj0989GPMTc/Q3NxMJLJMa3sb\nCEKtBWJ5joqiIWsQam4j2NyCrTHMyNnz/Omf/Rnnhy9iNBox6kVampuQTEZ+/d1vY3xkhGPPPEHA\n6+GmbZsoF3PYLBLVcglrYydHjhzBZZNob23jge98iw984APMzMxhdzpxe+tIpVJEFpYwm81YrVby\n+Ty7d+/mySefpFqtUl9fz+HDh7HZbDidTtwBB7Pzy3R09LKmr59//bev0tjYiF5QqJZlRkaGMOhU\nBvs6qAs2kExl0YsS80srDPSvY2FxjmCdn+jyDIE6P6JeY2pqhp7efnL5Aq2dPaiaQK5YpL+/n+Hh\nYbxeL5Pj47S1tXH22BE2b92GoglEoglcbi+ZgozT48Hl9TE1M8fy8jIum0RDQwMNDQ1EYnGKxSJG\nc813SLLYcAeDRObma/83mTl48CBbtm3F3tpObGwMs9mCisbc7AL+QF0t+r1cwR8KEZmfRRA0lEqF\nXC5DOpVk/fq1pFIpJJNIOp1memoBt8NG2O8iGp2nIhcwmi246ptwhprZc8vdnL4wR0OwVt0ST2ap\nq/MhyzLBOh9/9kefoqOtjXPHD9Ld1UYqFkWpaoTDYfQ6ePSH36O7sY7+vh4+/1df4B3v/QBnZ1N8\n8I/+nP/yvnt54IHH2LK1C5fLgc1qwmGzkIgsk0rEyaeSWM0SBkHAYLXh8XgQzSaOHD6GIAi0tLVj\ntznI5gsoioLBZESvE3FJMqViGUEnIklW8vkimqagKAqaWotI16FSFqxUq9VaZQ21P/B6vR5QyabT\nVCqVqy1EgqZSLpf57Gc/y+zsLG+9626WIzHsdjvWYD1Dhw9z6NAhlqaG0TSNeDJBWa5S1TTMkpVM\nroCm16MT9GzYvIV3vetdNHQM1Hx5iiWqcpnIyhLJeIJNG9ZRLNZETEEQyC9eRBRFcvkKRbmM2+Yg\nm0kRi0XQRJHG3s3Y/A0YPQE++ycfZ+riOcZHzhPyuZAkiZKiI5nKoumN6DUVpVoGTYegavSv6WHH\n9kG++51vI0kmPvqxT9DV20tOUfnq//06J06fQy2W0KkVsskYb7/9ZqxmM2v7e3E6nSTTOc6cu8gt\nd9zJwsLClUh1FZNZrLVrRSKsrKxQlhU8Hh/NTe0kk2kcHhNjl0bw13lJJZLUeX0U8lmCdQFWFpdY\nWFigs6ONarWK6DChKtDa2kalomC1OEmnM4iiCMCzzz5DZ2cnK/EFANau6cMiScxNTlMsyhSqVVxu\nHz/Y/wRjU1N87eEj1+t0u8orxKoHzyovlGshxLzeEndeb+LT9eDFVOtc67Ffi1wrQeSVbM16sbyU\nRLXV780qrxVWPXhWeVHEs2V83gYMAvT1DbDvlptJlwo8dfwwdzb40VwuTPUh/uOb30av1zOwdiMu\nk5F6u4NcNo3ZbKaciDE8cp7pmUlMOhFJMGEUBTS5SLksc/rESQJeL61NnejR8PlasFmsXJ4cJ9TQ\nTiqTJOwLsLQSJRLNsGlwL1XBRmN7H7lcgXxJwVsXIhmJ4XA4mJ+fx2azMTQ0RCqVIhAI1OKULRZE\nUUQQBDw2P5YWO4JS5siTj1FvF/GZIZrIEKgPsmBz09PTQ6DJyaWLw9ywdiOZWAJLnY9qJkqdWyIU\n8uJwGDHpDQhVldaeAGaXF2/YRiJbYHDnmzh6/BRVqZ75/CQVhx3/uj1I/gAtskCkpGK321HMVeKy\ngt4okcwVUcUsRblES1sr2TIIjjomVtLo9SZySoUWf0NteyQb+YLM5OIyVqsVKkXqQkGmZqexx1cQ\nRRGtmieZTCIKoBWjiBYLBZ2O6blRwuEw6WSKYk4mVy7h8vspVlWMFhtlRcHq9tNkcBOo85HNptGp\nRkStSqVaJYcJpygxMzuH0wpxTUDLZXFbIRGJ0RKUiM1M8ZHf/n16unu55eY3s2fnGspZHWVDlHgm\nRTSW4h33/h5UZCyBOn7vT7xUVI17bu4FncrIicdp8YJUThNy+Mhmc8STUQRUrHod7oAXgwDBgJ+R\nhTgFucTK7Az1DQGmp5fxuO3o9ToURUAUpdp+MJvJ5wWqVY1kJkp9vYFMPkNZrmKz2VAxgGiloiiI\nBoFEPIpNCrA4O0VrcwtzszNs2riFw5OX2Lx1G+hEFpeWCFKgrn0AIdBBOLSGrNFGcMAH0Qnmjz3M\n2IUx5uemsYo2CqUiGmYEk0BJLpHO5pFMZqr5HHU+HzZVxljMUFAFRJ2BRDaJJEnIggG7L0A8V0bU\nG7HZbCiVKtZwc23bjBaEsoLF4SRTrZIlRTFXYqPfzdn/x957Rkl23uedv5vr3sq5qnOOEzGYhMFg\nkAESzKRWImUeWZREyjJXkiWd5fEeHdPapSVq7ZVF25IlryVRJhhBEqRAgCCJQBAYADOY0JNTT+fq\nqu7qyvFWuHc/FAzTNCAC4CAR/fvUqd565733vtPv0///85x+Fn8wzBP3fxXDqTM6OES73caybAxV\npOWQ8Xs9OPSOMfT12/bx2GOP8U8/8mFcLieJxXnW1tY4+tyzmFaL7oERshsZ7GYTv0NkZSXNyMgw\nlqAR6e6n2rSRzDaNZhO/z0U6MUd+fR1R9XTENlnGcDgYHBxg68QWHn/0MRqVAuV8EqemYtUbOBSb\nQmYdVdHIZNO4nB5On7uI3x9A0l2o7gABlwtbd+BwOKi3LUq1Ev6oi3h3N7X1dTbS62zbuQPRBmfd\nQJVFchtJFnJZnJpKo1bBcHnIF1JoTpl8KftGb7mbbLLJJq8rm4fUn51NkazDW1Gsglf3DGxe701+\nntis4Hmb8Ue//SvI2Fy5eAFZEfnIL/0iw0ODPHn4KfLFAtPbdjK/tMy/+eyfYuguHE4DXZJoFIsY\nDo0tO7YRikVZSqV49ugxJGQ8hgdf0MDQdRyKTFckTKNuUinmCAdD3HboJiKhMBsbG4gSeDxuJEkG\nQUAUZYqlCr29vYRjccrl8gvtKLLVolarUS6XqdVqKIpCIBBAFMVOnHihQDQa5cqVK2zZthWHw8Ez\nzzzD1q1bicZjnDp1imA4iqKpzF1dYN+BG/juQ19jZGCQxNUF/E43wwOD5MpFkpk1AuEQtVqNoM+P\niojq9LGSXMVwutCdLvqHRiAUZmNujnK1weXZK4xNTJEvFqCUYWRkBEEQmJvrmM+Wy2XOnz/Po48+\nysbGBh/96EfpHRhmbGyMdrtNPp+n3W4jiiKSJKFpGqVSiWazidvtpt5o4nQ66e7podVsIqsKiCJL\ns7PUajVq1QrNZpMrqykqlQr5fJ4Tx49TKpVYWVzCtm3stvU//QddLzVRVZGueBTDcBDvitLX18el\n2au0sfnB4ycIBDVqtojH0PE7BPq7o0i2RTgWp9IUuG73Hn71d36X+uoKx488Qy41y3IiTd/QEPlc\nma/d+/dY7QZ/8sef4fjJM1Qkjd/6/U9x965t6E6DXbt207Isdu3ew+joKKdnThL0e7lw5jSmWWfL\n9CRPPvUMzz77LHv37uXgwYN84QtfYHBwkPPnz9Pf349pmrjdbnbt2sU3v/E1vF4voiji9QWoVqsM\nDg5imiblcplqtcrk5CS5QpmJsRFKxQJ9XXG8XjenZ04xMDRINl/E5fFi2SLNdhszvUR8ZIq9v/Sb\nIEoUVmYpb6xw5OGvU8hssJqpsJ6r4BBlms0267k8ZquJoKnIsoyqqsSDAbZOTvCed74Dl98PwUFW\nV1dx6g48Hg+CIFDKZZmfm6OYy/Hggw+SXF1lcmqAcDjMkcNP02q16I1109/fTygUYev27cR6upAk\niYnpXcQjLj78S79ILBbj5MmTFItF3nHXnSiKwte//nV+5aO/zPHjxwn5O69JJpbJ53O8733v4Rvf\nup/tu65n1+7rOXNxlv/yN/8VQdKgnKOrK87ObdupVqsMDAxgtZvccccd1OtVSoUCGxsbGIbB2kYB\nj8dDajWJ0+lkaHiQUr5Au92muzvOzMmTVCoVamaVoaEhEokEkXAMQRCej7p3sbq6SiaTYXBwkHK5\nQqSvB03TaDWbbGxsdBLIYnE8Hg/VahW7baFpGg0zz/z8PNsmJ6iUimhSx4fr2KnzyIbO57/+Lb74\ng9Nv4G67yWvFZgXPJi+Xt2MFz887r5fo8LN6Cb3UOK93BPk/xks9H9eyYuaVjv1S6/Xj/kA/+fkr\nuVZv1mSzV8KmAPnzz2YFzyaviEajwbkL53EoMqbZRBRFTp05jSAIHD9+nEi8h6WlpY7njSYjCW2K\n+QIhl5t4NIzP5+HgwYM8cvgpZFXBa3iRkZFlmWAohMftJOD30qibNJomqY00jz75BNOTU0xNTeHz\neF7wOdFUnXqzQV8oiqwo5AsF6nUTVXeg6DoOAZLraZxOJ8FIlEajQSjcEYosQcRstSnX6vT0D3Dx\n6iI+n49QTz/OYITF1Aa6L8TQ5Bba7Tbh3gEs22bn/puYu3SF3qEJKvkioYFhcrOXSebK9IxOIWg1\nqpaF2x/E4/WSr1YYGBiiYjbA5aS0soxlWaymEpw6dYrRiXFq1TLjA8MUShW6+/qoNy4Tjnq47xv3\n89Uvf42hoV50Xeehhx4ikyvw7ne/m3a7zezsLMVikatXr9JutxkcHKRaraKqKtFoFM3lo6uri5tv\nvpmNjQ0WFhao1WrMzMxQKBSoVCpYlsWZy7M0mza6rmBbnSoiQXEg2iCoAooovVDp5NJMJEmgUqmQ\nTq+xnk5x8uRJkGTKtSoODSzLIuBwYygK3WEfvdE4lt1CkGVuvfkW3vP+D1BeSyIpErYiUTUbhKMR\ndN1JvdbiYx/7GJcuXmAlkeT0ubP8wac/A7rBrbffRrPZJFco4jCcvPsX/jdwu1FUDdtqo+lOPC6D\nZ585zEB/H7uu20mxWGTvnt186/5vsvv6XWBbTE9PMzU1xZkzZwgFA3RFwrjdbvbu3cvk5CSPP/44\nfYMDmKZJJpPBsizuvvsuLl1YoK+ni2AwwLNPPclgTw+iZVPJF/G53NSqdVRdZ2hwmJTYwOvzU0yt\nIulOGo0GTzz2OHPnz2M1TNqyC8NwIDQFavWOp5WqqqAonY8lGZfLRa1Wo1QqoSoKDSmDaDWRUBA0\nhcMPP8TXvvYVHnrw+9gtmJ4eRMRmZqZAq9WiWa2j6zpXrlyhVCrx7W8/wchIiNvuuAsLm5YJAZ+f\nubk5DMPgjttuJ5lMEo/HWV5cZHx0lBMnTnDp0iV6bxnuGKfHItjtFrOzs0xOTiIIAg2ziap2nmEb\nG6fbxfjIKKqqcuDAARYWFhibnmZ+YQmHw0GxWKHWbCG1rRfEStu2aTQarK+v4/P5mJ2dxefzsJHJ\n4HK5mBjeQjAYpGY2cXk7CW2laoW5xYWOZ1LDJJPP4fP56Ovt6Tzjosjc3BzRaBTbtkkmk0SjcZxO\nJ9VqFafsQhIkevv7yW+kSSwuYdkCtijgcBikUutv7Ga7ySab/FyyebD6X/lZhYI3m+fL62EU/GIe\nPi8W7/1KBKOfxQ/oteSVXM+flj72k3N+uz2Pm+LOJi+HTYHnbYZhGHg8Lnp6eiiW8nzxy196Ic58\noH+QZ55+msd/+ENGhgfJZDJMDPcSCQTRBAlRFPnXf/wZSpUKX/rW/aSzORRJY//1+/B4OreSJEkU\nSp3KEkFTCfq9SJrCkVMzfOWbXycQCBAMdSPLIh943/tRFIWNQpJiuYTfHwRJpJZaJxaLsZreINI/\nwsLCArOJdarVKonE41y5cgW32/38YbNIo9Fgcss0hmGwdfsOZhNr9A8OUSpXEDwBZF0nu7CAy+XG\nGepmzAjw5MOPcN32Hfzo2VM0sbju0F1kCgUk1UNqJcE3/uFxLl2YIV8sUCwWOXDgAL6An3/5J59F\ny2YJVUr8809+gnq9jixGqLYF2pKDcrXB7jvvwkxvMDW9hXveW6FcLFEo5JienuZdd9/BV77ylU5V\nQ7WK0GoxNtCJAw8E3GTsBrquUdxIkltd5/z583zjG9+gUqkQCIUBUFUVWXUgaQYSMDo6CoCmaZj1\neid2/PmqIEkQabVa2LaNKIo4RQlZERGxOylRtJEkiUrdpN5oUahUKZSK7BgeQ5VF+rr8FAsZVN3B\n8kqSd737vaym1ukdHiC3keTs5fM8cv+3CQRj5IslJCQ8ukLI52Xf/gMcuPl2lEAXWALr2RzJ5BqR\naIxb77wbRA0EleFt12GWK7gDEQDe3TuEX2zx8MMP86533kM+m+Ojv/xPmJmZ4bZbbqXZbOJ1e9ix\nrZPc5VFFnnjiCUSrzX/727/hjjvuYHFxEZfLRVcwiKZpFNNposEA50+doas7zmD/AFcuzdId76G7\np4disUzAG6BcrbE8P0cbKFfreEJB2rU6a9kM1XKJRCKJLAk0rDKWqFCrtrAFQJKwEbAaTQAUWaJp\nmkiCQLvVRFUVkqkVKqUysYM3cOKRh/nUH/zveFxOBnt99HR3KlQKuSyf/uM/RVVVauUKzxx+mka1\nhmnW2Ll9kdRakvnZSzSbTf7qc3+ELUnoqsqWLVs6QlC+gGjZjI+OcfNNh6hXy5RKJcKRHmq1GumN\ndXRdx+lx4w8EOH/pIrquY1sWkWAISdEori5x0003sbKyQnJ9nWeOHsXhdKIbLpxeP8Gok+tHb2bh\n6lVUh0wul8MfCvLUU09x3XU70RwOItEoDbvNxPQUO3fu5MHvPEy7BZpqsLycwOv10mx2BKx8PsvA\nQB/Z7AayDM898zSmaXLs2DH27z9AqVTGoaikMznMps3+/fup1lME3DpdXT089+xzLM4vcPNNN5Iv\nlmk0LRaXkzx6JvV6b6+bbLLJzxmv9vD8sxy6f/L1P85r7XHyasf/WatA3mhB56fxaq7HTzEXkI4A\nACAASURBVFvLF/v+iyVrvZxxruX6Xetr8XLX7o2olHsrCiVvxTlv8vqzKfC8zTAMg2q90+4Ui3ZR\nrVYZ7R8gm+0kEaXTazgNg/xGGgnYOjmBx+XmiR88yvT0VtA03IbB8vIytRqEQqGOmNMWQRBwuQwE\nQSBXLFAp17Btm1ZDweFwEOuKIyKQ2sjQNBv83b33QttCFEUKhQL+UBBVcWAh4PZ6aZomiqJw/Phx\n6vU6TqeTTCbzQhrYf4+8brfbnLlwBq/Hz333fwuXx8uBQ4fYtm0buttFz9gYS8vLLC8vc/zEUUQE\njj/5NI898jgApUqZ3/r93yNfLrGeTDE/N8e5M2eJRwIMDA9TLBYp1WooNZ2Fs2eJx+M899xz3Hvv\nvdx5551s376ddLaK1+NDNZxcnjlNJr1BoVSkv2+AK5cvsWXLFu555ztxOWSCAT+yJOJ2OSmVSrhc\nLgqFAla7hdVuYVtt6rUqwUAcAJfhQNM0QpEYmUwGURQ7CVq5HLIsEwuHOvHQQEPpeKE4HA7a7TbV\nahVBEhAEEVEU8bhcOFSNUiGHw6Hi9Xqomia2KNE7EOaHTz6D2+lC1WQciowoivj9fhKpJMVyGUXX\niYRCVPJ5XA6db3/zfnpDERTNgcsJWDamWeHKlSs88MB3uPHm2/A7w7TzBUDkAx/6IM8cOYZlC2DD\nzFOHcbs9aJqGobuwbRtVlpAbRXbt2cejP/wR99xzD//hL/7z85HzQWKxWOdezeYRFY2r88u4PAEK\npRo33HgzjZbFzl27EQSBVGK1cx+GBVaTq1TNGulMBqezB1GW0HUdRIHkWopILEar1UTTNNyBEKW6\nxdK5c4SiUdZWE5w+dYpgMESpVKRerWO26zQaIm1sVIeGpjoQBGi32zidTnTNgdfrZWFhgY21dbbd\ncjeiqpG5coUHH3yQcDjMyMgQ2Y008a4os5cvs2/fPgZGxilmMrTNNu9973tZXlzi9MwJPvOZz/C5\nf/9n7Ny2nVgswu233IyoOrCszrXv7emh2Wi80K7WrJs4nU4kSWJ9fZ2FhQVGx0Y67XyFAtVaDbPR\npFqtUiwWWVlaZnR8jH379nHs2DEMwyAcizE0NESxVKFYqhCJxsnmChy77+vcd999/MHv/nN6e3t5\n9tln6eruJhgMdubS28tKYgmPx8PxkycwDBf5fJF2u02xUCIaiRGNRllbSz5fuVZ+IaLeoSrs3L4V\nURTZs2cPJ07O4HA4uOWW29jY2OD0mXP4fD5cLi+Z9AbDg/3kMlmuXJ3H7Xbjcnu5unTh9d5aN9lk\nk01elNfq8H0tWs/++xivxaHxWgsPb0ZerJpi8wD+P3i1Bs2vR5XKW/E6bVbvbPJy2fTgeZvx93/2\naY4d7USIt1qt570yurl86QKmaeLSHQQCAXSHRjAYpFBcx6nqXL0yx2/8xicYvuEAmZUVrj9wEM3Q\n2To6xbbprXR7NFJr6+SLZZxuD/Xn22PW1tbo7+uiXCoy2N+LIolcTOQIhQI0aqXnjYM7rWLNZhtR\nkWm0hRei3AVBoFwud2LOUykikQiVSoXG8wdZgHq9Tl/QQNF0XIEghWKZ6/bs54YbD2AB1WqVL37h\n72m32+SKOfIbGYKGG5/LQ7PZ5vY776CpyFy6cpkjR44gIuBUDVRNZHb2Ml1dXSwvL/OJT3yCd7zz\nLjAM/ut/+Bxer5dkMollWXT1TRCLxSjkc2TS61x/3Q6ajTo7t23lyLPPEIlEyKTX8ekKZ8+e5eDB\ng8zNzbG8vMwTTzxBV1cX+Xye8fFx1tfXmZmZodXuRNm3LNB1nXK5cwgORaIkEgn8fj/VahXLsvD5\nfCiKQiaTwePx4Pf7WVxcxOl0YlkWhmHQaDSo15oUiwVq1TKqquJwOCiVSrznAx/kwI0H+ZVf+zhe\nv4+xsRFaTROvIVMrlUhvZPjwL/8Kd37wl6BlAfDg17/Csad/RF0UqNQa1Gomsm3TqhQYGujnPe97\nL9Pbr6Mku2jYMpnZU7RsixMnT3HDjTcTiXcxt7hI/8BQx5PGqUO1CpYFjSr1UgnbtpEkCcuyKJfL\nHQFIVclms0iS1Glpsy0sy6Ldbne8eQwdVZOxWm0SiQSyLBMOB7k6N4vX60XXdebn57Ftm7GxMeLx\nOI888ghTU1NUKhXK5TKRcJRMoUhio2Ms/p5/8mFO/OBh/stffA5NU9jI5lAdBt1D47jdbvK5Aul0\nmnvueTdWq8kjDz/M9MQIkgDryRV6enp476/9C0LRKO+483aWl5eJd4Xp7+nFcGrMzc3xH//j5xic\nnISGQrteZT2Zwuv10mqaVMpFzGqVixcu0BOPgW0TDoe5NLdAJrNBPB5n9soVYrEYltViaX6Bubk5\nbr/jVsrFEsFoF7t37+azn/0soXCYSr3O1q1bmd6yjdXVVdq2xdmzZykUCqwtLzE4OMjU1BR7b7iB\n5557jkAwjKxoROJdtFotstksLo+b5OJVHA4H8XicdDpNMODnySef5IYbbiC7sY6qqp09oHeMS5cu\ngdDxz5EkAZfLSTgcplDMIcsiZ8+eJRKJIFudX7ycLg+WZRHv7iO1vobqcNFut3HoThwOg/Tc2U7q\nWLmIadbxBfxUTZOGLXPrxz71Bu6ym7zWbHrwbPJy+VkrU65FBc9rxbVKenoj2nReqv3ozcArrUb6\neXy+X45Pzk+ruNn0rrq2/Kx72SZvLTY9eDZ5RTgcDkRFpt5s0G638ThdOJ1OWk2LYrGIJor4vB5m\nL1+h3WzRpoahONA0HU3ToVyh0WyjKApeV6dNyqEoFDM5cukNnG43n/7Xf0Quk+Ov/uqvEAWB/EaO\ngYFebj90C4nVZSZ29/KjHz6GQ1HJbqRRFRlFkTCbLcSmjOHyoSmdw3snLlyh1agTi4RQFIm2KuPz\nuF5oOwoFYlBdx2raFDIWiBK33nIQSVZJpVL4/X5Cfh+p1CqtepVgwItPdVLK5di6dTsTY6P8w6M/\nYHVlGVkWaTXaFIo5bLuNx+NDllV8Pl9nUxUEME2SyRSrq6ukUil0XWc5WcDlcqE7NJy6g7nFBeLh\nEEeOPUcml2XLli3UajXchkI+n+epp55i165dtFotbr31VvL5PIcOHSKfz3P27Fl+8zd/k6NHj2JZ\nFqVSiXQ6zUBvN5cuXUKiTdBjkEosdtKY6g2MUIBCPktvNEwqlaKSy+DSdYYHemk2mxw+fBiXy0Uw\nHEdoGyiihdftwXDpOHWNwf5eDN2Bx2XQHYmRKWZxu5xcvHyJcDCIIHQivNuVOpIsY5UrrM4vkkuu\n0/a6icTi1OsN7EaDfKPKrbfcjCSIoGnUyjV0TxBvwI+qqkRSa3j9HlKpFAMDA3hCIVAkAMxKhVOn\nTuF53ojY4/Gge/3QbuMIhDvij6LgcHmxLItKpYIhy8+vU4Gm2aBuVtFVA0G2CEa7qFRKNG0RSREZ\nnxxjcWEZRe9U1+RKJa7MzzG5dQuKJJNbXQbA5XHTsGwiLQhGwizPnCQSCrPr+j0MDQ3xne8+hKyo\nJJIpvNUakUiEUrXGyMgIx587yuDgIKnVJKJg09vdhVM3CIUjZDcyvPNd7+arX/0qPn8Yl8/P8tIC\nvkCYwS3bQVWxSnlM06TVatFqN2hZbZqtFrbYqZIbGhohlVrFMAy6urqoVMpkMhkymQyCIKCqMmar\nyZYtW5iYmKDVatG3ZRurly9j2TYTExM02m1C4SjhcBhbgIWFBU6ePEl/bx+7du1C13UOHTrE00eO\nUC6XMZxuRnt7uXjxQsf/xuPlwQcfZMvEMD09PYiiSDQa5cTxY/T29pLPZEkkEtx8883Ytk29XkcQ\nbVqtzt5hGA5EUaBQKJBYTbB9+3acTjeKouF8vpJHklU2NrIIgkAoEKRaayJJAvlcDlEsIACVSoXB\nwUEWFuZxOBwEwmEG7viVN3CH3WSTTd5MvFFVJK/H+77av+b/5LxezsHxWhjTvlRL0kuN/1rwaq7L\n203cebm8HSq0NtnkrcqmwPM2w+FwEI1Gefrpp4nHuhFEmdm5BfoG+nFtuKBlYrXaKIJFNOjjxNkl\n/J4wlXKdStUEFC5fnsXpdNPb3YdHdyC12zRbJkgCH/7lj7CytEIoEuXXP/4JUqkUa8uLXDh/mu89\n9F3uvvtuDp89j0MWsBsNxgd6MOsVHKqGbjjJ5guYrTZV08Qs5pCdzheqOHTVyXpyBcMwaFtNLMtC\n13USc0niHgl3SOf87Cwf/dWPUa9UEZUWvX19nDtzimRimXKxiCSCWa1QrJm0my1u2L+HfCFLNrtB\nuVIkkUhQr9YYGxol6HXh8nooFovUaw4Cfn9HrAiHwRY5dWrmeR+gEqpuUshukM1tUC2VabUaxGMx\nFEWiXq/zF//pL5menqY3FmHPno5IoKoqfarB4NjUCxUofZKENxRjeHiYtmVz/vx5pqenqVarLMxd\nZe/u66lVSgSDQQa7o8RiMRRFxzRNLl++zJ5dOzh58mSnMqdSYee2LWiahkvXOH78OP/0l38Rh0Pl\niccfx7bbFItlxocGKGc3eOShB9AlkVwmRUNsUy1kOu1eqszHPvlJPL4Ikqpimy2+df/9XDh3jsmx\nUc6tr5FOrVEulxFbbf7z5/4dy/NzlGoVDj/yA/bd/QEaooyqKiwtLeFze/jKl7/MP/utTyL6fVCt\n8s17v8a/+7d/2jH7FaFSt15o2Wk0Gpimia7rtFotqtUqAE6nk3a7jS47kBWRSChMIODD4zI4sH8f\npmkiCh1fKLvVRqZCKpViKbFCtVZncmqaYqXM0PAwZ8+c7rRmud10xaKsJlZYX19n+9ZtFItFLp25\nytbtO/jYx3+Lti3w2NNHSCRX2X3gILt27eKrX/oqhw4dYmhgkG/e9zXWV1fpCvsYHBwgsTiH1+2i\nVMwhChYnjx9jZWmVaDhEqVCmWmmw+/r9FFM5RFHE5VBwqDLeoJdqtZMq18TC6/MSiEW5MHeVrmiM\n+aUEiuFgausWLMtiZHwMr8sNQkesVWWFpZUV4vE4qdnLZLNZ/vAP/5Dk+jqipFCp1ilXamiqjior\n/N7v/Da2bVMuFHC73R1T41CIoaFBLMtm5uRxlpaWXkgpmxjuoysex6Fp1KpV0qk1Qv5Oillb1Th4\n4EYef/Qxent7QRAIh4PYtk2pVKJWs3G73bRabeKxHg4/9SxjY2PMz88ztGsnptlJ0BoZGSGfz7O0\ntEQgEOqYMHfFuXLlCkFDxaHJ5PIb2LRptBvMnjvzRm6vm2yyyZuQn+UQfq0P8NdS0LjWc/tppr8v\n9fMvxSuZ3ytdl58UF15MbHip93851SevJa+1KPJq06Veaowf/9qPj7kp7myyyZuXTYHnbUaz2SQc\nDrO2vo4gyvQN9HPu3Dmu37GTZrOJz+Wk8XwUcq1SwuXyEYt14dK91BstECSWlxPomgOnQ0ewoV6r\n0GrWkR0ahseNrGs4/D6QZTL5HD39fURjYeYvn2d0dJRHnjnC0vwc/fEwgtUiFvDh8/nQdIOA34fH\nH2RuYQld6rSPQcc76PTp04itGn2xXhRFIZ1OY7Vq+J0qyeQKiuakp6eHoaERHE4XDreXq5cucfrM\nORYXltEcCg63gzY2uVwBs1ojHInSQiCZWmdtfYNCqYLH5cLrD9Kql8mnM7SsNrQt+rp70AMB8isr\nNJtNJFHB0F2Ioohtt7EsC7/Hjc/tolKp4HA4aDTqVCoVZE0lk8+xND/PciLJ0NAQg4ODxONxotEo\nsixAq4Wu66gOg2q9wdjUVmpNi4DPC+k1Rscn0DSNS+dOUy6X6Y7HaLVaHLhhH1/84heJRONspLM4\nDTeKQ2PX7r24vT48Hg+PP/Ej+vv7uXj2VCdtzOemUCjgc+nMXr6EhYgkK9x15+3ous7Zy+epVcts\nnxwnEomgqSper5dqqYTh8uAJ+LFlEcVw0Kib+Lx+mmYDr9fBV750Lw9885t86g//EJfhplIqg8NF\ntVrF6/XwnYceomWB6PNAu8XpY89x7xf+DocsEPB5qJaLBHq6EEUR6KR6QcfbRpKkF9q0LMui2WxS\nK9cwTZN0eo3U2gqyAOfPnUawQVOkjkDSNNGEJq22zejoKL/127+L1W7jNtx854EHiEciKALIusbC\n/Dxmo0XTrKMrIsnsBqFgkOeOHOUd7/8QtVqVg7fcRiKxQqyvH68/wGf/7f+DFgzx4Of/G9giU+MT\ntBplJAQsyyKRSFAr50kkEuzZtZ1KIU84HOoYFHvdRMNBmqbZaTv0uqkuL5HNZTuJXA4NSZFZz2XQ\nDJ1oIIJt24xMTLK+sYbT7UQQBJpmg2AwSKvV4MqVK0iSxNatW3AHg9SzuY6ptm1z+PBhdl6/G6/H\nz+rqKrIsE4lECAZ8JJaWaNmd1khFUbh8+TKjo6Mkk0nOnT2LYRhMjI7i9jgpFovMz15l586dZNMb\nlEolZEkk4PdTLpdZXlhEkxU0WUF26BSLHQPqUqmEw+Ggu7sbt9vNk08eJhKJkUgk8fuDVOomqVSK\nwYEhVpNJVldXWU+lCAeDlPIFXLqBQ5HZWF9ldHSU5dVlHA6Vmll/wYtqk0022eTHeTN4V/ykce5L\nCRIvFQt9LXg9D+WvpqXklYgvL/b5y33PfyzJ6lrxYvfc67H+1/I9flLU2aza2WSTtwabAs/bjA99\n4v/gm3/zp3z0ox/l5MlTzJw6Q3p9neAdYXRN5fyp42y/6SADXTF+4SMfAaefo08+zZ99+XM4XUE8\n4S6OPHuMWDiKoeto2LQqFdKNIuMTU/RunQRJp1E1eer4UZYXFilm0gz2djE2NYnoULnz5pu5ac8u\nLswcZ2p8mFw6Sa1SpFDKYyPSOzHJ2VMzhD1OnLJAsVikXCszPtCL2+0mm82STacY7eujWq2SzWaJ\nb9mBJGsIhpeekUnatkwuW6KJzFPPnKBpywz3jnD60gyhQABLVtDdKnowwumZU5w+f4lqo8HA2CRu\np4t8pUafW6dQKBCLRRkbGqFrcopzTx/mb//m86xtpHG5PDSbNm63gaFBPp9HN3QyuTzBgK/jB+N2\nY7ictFs2Ho8Hl+7C5fUzO7/IiVNnUBQFXdcRRZG1tTWg0y4TCoXYc8NBxsfH0X1hDmy/nnRqlVaj\nzq7rd7O4ME8xn6NaLnLk5GkO3nYn586dI1Os0rBEQqEY5y7P8au/9jESiQThrj4ivYOsLFylEvDh\ndroI+jwA+L0ewpEurtu7l2eOHMOhO1HqdW6+5RAPPvAPNJQS6+oaPl8UIyjTxMLXE+PZszPkKxky\n2SKSJNHdFacr5Oddd91GdzjI/OXLxAaG0RwqkmFQk2X+/M//HEXTmJ6eprAwC8DXv3Iv1fwGU6P9\n2K02ejxIsdap2AFoNBqIoohpmh2vHkFAVVWSySSy1EYxFFSfE4emYtttBCxy6XX8AR9Wq4HXG2Bk\naJiIy83E5HRH8ClWyBVKFItFukNxhnp6sNtNEitLRCIR2l4Jt6Zw4fQJqqUKg4EIAwMD/PBHT3Pw\n1luZ3LqD4fEJ2pJAPpPl85//PJViiVImRy6XI+x1I1g2s7OzNMwqbqfOYw/dz549ezh77Bk8moBd\nK3P9lkk8fj/bxycIul3USkVOHXuK++67jzMXLtJoNSlUKrRaLQRBQhAEPLqbWCTK2PAIHq/B1PQk\nXq8XTVHJFfLU61WeePJJenp6aNPmzJkzuFUHp86coVZvsbaxwXJijWeOHuHS+YuoqoJgtbFaFpII\ngtIx1h4Y6OcXPvBBkqkEiwsL3H7LQVZWlgi4HRTyWWaOHeMd7/og81fniEQieN0eVleWWVlcQrBh\ncmqc1UQCRZZx+DyASLVaxeP3EolEqdRMNrJ59u4/gNPpJJFIYFlQLFVotmzOnr+A1Wqzbds2xG3b\nSCZWURSFpllFU0REp06lUqBSKaE6FDSnC2/A+4bsq5tsssmbmxdLJ3o93vOnff/lmPS+3EP1tRAr\nXm71zivh5YzzYqlRr8Yn6PWMCX85LW1vVMXLtbzPX+098XKqql6tCfOPv/5nTXB7o4XfV8Jbaa6b\nvLFsCjxvQwqFAiMjI7jdXp47dgJJFEkkEuzYMs2Rp36Iw+FA0VUI+KlmSqysrOB2uyk9b26cz+c7\n5si2jSB2KhTadotQPAqigFmtcObcRZ47doInf/RDZKtNdzjAmUiYmw4e4Mb9N1IpFwk5VUrFLOVS\niXK5iNcXoNGyqVZKNGo1hscGOmPrGpVKBcWhsrqyhK7ryCKIWJi1Cl63k1qzTTqbZuv1ozRqdSot\nEV8gyMlTp6k3mli2TTqTRdONThqVuYpZMcFwYSNSqdYQNaXjR9S2kcROpUij0aBlNnDFXdBq8YPv\nP8rs7CyhaASX20u73UYQBKrVElevXmV8fJyg34fXHyCXyxEKhVhYXCYYDFIulwn6Q2RyBXw+H4gy\ntm2zkclgGB2T6Ha7jeow8AVCnDh1lqPHTjA+OkxPV5xmrczdd91JLpdjI5NlYnSYpaUlHnnsGWZm\n/o5IJEJPfx+Dg4NIskowFOHy7BzJZBJEGZfHS1fESblc5tChg/hHRznx/Uc4f/48u3bvwRGL8sAD\nDzA8MkKPL0QpV+D2mw+xlFhF1DqtfYKhI6oKutPAcLsQVZl2s0WpUGTXzusIGA5WVlYolwr0D/Ti\njYbRdIMrV6+QXVlgenqaEydOEI/H8YZC4HJx8eJF4vFOYpjb46Jp1jF0DVkWOxUZdhtsG92hIksC\nmUwGVVXBbmPoGhgasihhmjU0VUawbLZv38bUxBjptRRDQ0M0Gw3sYplaucTVuQVuuOlmLiQucdNN\nNzEzM4Mqy6ysJuiOd4HVYn5pCcmykFtNwEbEolZrMD4+xerqKqVaGUmEXL6E1+XG7/eza8cuTh45\nwpaJSc6fnsHtkBBFEUVRKBaLRAWBXDrNjQf2E4/Hcbv8XLx4keHhUTwug7nLl8nn85w5d5q5uTls\nOqbRjYaJw6FTLldptVoUcmU2NjaYmTmNWbOIxY0XjLSduoGqyhSLRfp6ejn89JMcOHAAQ1U5evQo\noXCcYqXCfffdR73ZYNu27dRqFTxOg2q5yMEbDxCMRnG5XFx33U4Ey0YSoZjNMDc3x1pyFUWSaTZM\ndu7YztNPP02j0cDn8+FQVbq7u1FVldWVBLqud+5zOl454XCYarWKaZqsr69TKdcIBALMzMwQDAbJ\n54tYloXTqVEoFBgYGCAejbG6uoIqy4TDYQIBP6dPnUIQBFyKgCRJlEoFFs4tcv2+/W/grrrJJpu8\nXXm5rUEvxqsRLt4M1UjXmlciBLyV/u2vx1zfzOtxLef2UqLNTz4PP6/iziabvBI2BZ63Ib/6e3/M\n5//ff4XT4WDP1kk20n4E26ReyrBr9/UMT08RicXJp7I8+sgjHJs5hqW1UVwil66eJpteYqC/n9z6\nKuHBIVaTKdrNOvumd0ET7v3rv+Rb336Apef/4h6PxEnniiwsrXL83GX+5C/+loDfz9apKfr6e9j1\nrg+jyhIri3M0myaHTxwj2tvNyNgU8/Pz9HhDiAjMXb1CxBsiW8jj9wbIFQo0bQvdZbAlOkjdFtl1\n6100WyL+gA+ENs8efoRqYY1gNAaqzKjsJaprtNwG0zfup2EWcUY8NFt1YiEfUbeTVtPErNbIZkp0\nd8WZm5sll02T+5MUqZVF9u7awuLKIstXl/jQhz5Eq9Vi/sIct++7gXw2w0hPFxcvnUcTBDaupgk4\ndGrryzgUlZNPnGXL1imEcgvRLKO7dJpajexGinfd837Onj3PSNdeQKR7fJhzZ85SKxQ4vryMO+jn\n3//1X7OSXEVVFBxtAbvZYrwnwj23H0JVVQ7cuJ+FhQVsoUFvby/r82dpmSb7dw6jaW3GJqawFRe1\nyCiSFGHgrl+k71CNc888yvKj3+em/Vt5/NHHaG3djrIkoFYaFDey7Dt0O4VkCsPtZy2VZXr/QW69\n+R0snT1NOOjF5VI5ffII6dQan/rUvyRtSoimzEPf+QG/v2UPo5OjXCwkKObzLF6d4/HvfZ9bb70F\nqhVWFubZsmULXd29lMtlHKpOqdbE4wkAUCmXqFaryLZNu27RF+1BBOp6nUajQSGfwRcOM7VzN7FI\nmEKhgN/rRpUlIh43oihiuJ0o8UFqtRo7rt+DadaJRoI88shDFIt5QiEXbbHF8lqCRqNBxBcmsZYm\n0jdOs9XCEYrQbbf47v1/yz3veg8XLl9m287r8QYnqZtV+vpHOXlqhrV0irPnThFyOSiW6nTFokiC\nzejwEGtFE7/PR7NSxarXeOzwU0xOTtOql5Dw8eBD3+VXf/3X+NKX/j/a9TJhtw+/5mZDLFKvN3B7\no1gCGC4d27ZRHAp+Ucc0a/j9fhDaNBoNNE0j7A2yuLDEwMAQQXecf/V/fZq77r6DH/7wccZGhvhn\n772HixfOYxgGwwODzM5eZfv27YQCYYJuL6fOnSW9vEhbEEkkVxkcHqPdtnD6w0yNT3Hq5Awur5cJ\nb5jde/bx1OFniPsDNJGYmJokXzeJ9PUxt3CVpaU5XG4/hfUNHA4HCBY2bZrVHFfXF4jFYoR8IYrZ\nDE8/9RTvf+8HGNw6isNwcv7cDN3d3ayvr9Ny6jQaRbxOBcFuk06l8bic2LZAX98QgXAPmfmlN3Rv\n3WSTTd68vBZVPC92mLwWhsT/GD9rxcI/xkutz+tdhfLTvH/eKgfz13qur/c6/LRqsjcqae6VjvVW\nuX822eTVsinwvE0RRRFRFNF1nWAgxEY6RSwWo1juxER76nU0vROhLUmdSoRkMgnra0iShGma/8Pk\nVtcJ9nYRCodBkTl77gKpVIpoNIpuGETDsRfalVqtFnF/iEKhwMyZ05w5e4qF2Uvs2LGDSNBPu2my\nf98BAoEAT3z/Ifr6+igUSyRXEgR9XmRZpr6Wwuv3kVpZo6unG1XT6B0dQvX4UZxOzHYTp6aSWV1B\nQkBXZKRmm0o1T8inUi5WcDtdxKMxVElheX4Jh6ww2N2LU1NpiyKi2UByKMxdvkCj1GoQAwAAIABJ\nREFU0UDyuHBqKi5DZ8vUJKoqMz0xyQ1793D16lWuXpin2WohSCKBcBjrksjOHTtJJpMsr67i8/mZ\n3rqdWKSbSqWEhc1A/xC6S8fvK7B/X5w7brudSqnK7uv3Yds2X/jal4hHY9TyReIhH8+dPIE/7Geg\nO0o2k2FqaIhqscTqyiJNs04g4KNSqeB0OrGFTqx4LpcjVyzQ3d2NLMsIzRbVWgGPLSDbApJsULbq\njExuo1Urc3rmDEvpIv/iAx9keX6OSmmVrr4+1jJZQm4fQY8HuVQGG7q6ukhfvUKl2DHldcgyfreb\nHzz8EEefO4bmDeLxB6mbTQzTxO/3Mzg4yNDIMBNTk1TzeYx4nNHRUQxdI72+jiRJFItF4t0DFIp5\n0mvrjI+Okd1IMzk+ztnTpxjs7WFoaICL5y8Qi8UolYt0d3dTKpUQJLmTwKRo2Fjk83ncbjcRX5BC\ntky5XEJRZFRVpdVuEI/HCYVC1Go1QMTr9SMIAqIN0WgEWZGoP59oVcpnuOGGG9F1nUajgdPpZDWT\nZnV1FV1TCQf9zF+oYNaqBPu7sRt1dL2TUpbJ5bEErWOi7HJRLZfp6+nB4VBRVRWXy8VHPvIRjjz9\nDD19vawkVjFNE0XWCfoDmM0WktxpQbNEC0mScBgadkNE0R1UmzWcTgOzViax1EnYGhwbZvbKPN/9\nwcO0rU6SVU+8i49//OM0mzXK5TLbt2/nhr37+Pa3/4ELFy7w25/8HXKlMj19/eQLBWYXFvEFA2i6\ng1w2T7PZpFQqUKlU6OnpIRANkM2k8fs8KKJETzxGIpHA43ayurxCLtfx/qnXavT392MYBqfOzDAx\nMYGqytx9992srq6Sy2VJrq5x8MZDDA4MUalUmJ2dZWF5iamtW2g2m4SCfmrVMrViiUIuSywSQVEU\nRFvEbFmUShWOHj36Rm+tm2yyyZuYaynyvJJD5Vsx4vjlHObfrn4sb6Xr+HqxuSavLZvru8krQXij\nbhhBEDbv1DcBX/tPn0YRBZ780RN88IMfJBQJo+s6bbtjaptKrXPlyhUuXb7M2toalgAts0EwEKBR\nq9NqNDEcOuvZDf7+3i8gyTK79+0FQWL7zh0IgoDV6iTnxKMxKpUKbp8fAQiFArSbLarFApqmMXvx\nAtFolLHR4U7Lh2SiaRpWo0V6bQ3Btgj6/ORyOUzTRJAF4vF4J5EqFCXaM0giV8MfjpFaWcata3zu\nj/9vhHYLu2Ehyyq6oeDyeLjp1tvYsm07im5w7733cuzYUYb6ByhsrOEynCQWF2mbWaanp/H4/FhA\nJBJhZGwct8dDIpXC6XRSNztpXoFoL6oi0tPdxdNP/BCbNuMjo0iSRL5YRtMNunp7OX3iKNt27KCQ\ny+Fx+6iUSh3vnEyGr33963i8LlZWVtB1nbG+OBupNeLhKJruoNI06R0aQDcMyqUSVqmGaNmMjE1g\nWRZur4dSuUyr1SKVXmdsYpxCucT8/Dxbt21jfX2DreEgbdWJMbAVVyiOf2iUSjaN02NAvcLKwiKz\ns7M0yylEq81gMEQkGOLwM8c4eNc7qDhc+KJRGtUy3/v2/cydOUW2nGegJ07Y5+HquVME/QFGxyfw\nxftwBmIE+seRdCeXjz3On3z237B1apoLFy7w5S99maZZ4xO//htEIhEq5SKNWh2/34/icpFOreH1\nehkZGmbr1q18/Nd/j/e95xDvuPsustksTqcTl8vF6bNnsCyLvXv3kk6niUajJBIJenp6SKbW8Pk6\nJt7VXJZsNkulUkHXdQYGBjAMA9PsmPqKokg2m0UURQIuA83tpW7J1Bomw4P9uF0633ngfiLRONla\ni+v27OPxRx/B7XRx4MABnjvyLOdPn8LhcLBteoLFq7Md8dPvo9Vq0Ts0RrlcJrOxRnc8TrVaJZ1O\n4/b6cbrcLKwk6e7u5sy503zve98jFuuiVjUpVioIgoCm6ogSOJ0GsqoAFggyxVIBRZEAi1a7wUc+\n8hHOnTvH+Ngkn/zkZ+jvd/J//v6n+Na37ufc2dNIksAHP/Q+5ubmOHjDAfbu3cvn//bz9PX1MTEx\nhax7SSaTNNttxicnaDab2HYbp9NJcnUVWRBpmg3Gx8exabGwsECpXEXWVLLZHH3d3VjtJoJgMzEy\nzPzcVcKhGGfOnKHRaODyeNm3bx8XLl6kVCqhGTpnz55l//79SIrM5PQEtUKJmtnENE2OHHkOn9uF\nbbVIJRPs2XkdAZ+HzOoKqqaTzGTIFsukChU+9kd/+cZuqJu8Lti2/ZY5VQqCYG/+Yv7m41oILm+m\nJKyX2yb2ekZ+X2vx5w08r/wvX/tpc3mxlrJrtR5vhJ/Uj3Ot2uXeSHHwrbYnv5Wq1ja5Njx/zV/1\nQ7JZwfM2R0BCUhU2MlkSq0k8Pi+VchWH06BWqz3vAdLAMAw8Hg+FcgmXy4Vt22iaxo5t2zl29Dne\n/6EPIisK5XIZQZQJhkMvpB35gn4CgQAiHc8Mr9+DpqhUq1WaZgNFUymVSnT39OHQNE6eOEOz2eTm\nm7bT7fVSqGTJFgt0RyOIikylUqHZbKIbGplMBk3TmOobpmaayJoDQRIJRSNo2HTFo1QLJa5eusxA\n3yDXXb8Hl8dNvd7opDqpDtbX1zE0B6JtUSmXUBGQJYHuvj4kSaJerxKKxDAMF4bTha4b9A8MYRgG\nxXIVXddJFysszs+zmkrSOzSALIioDgNPMIio5lhaXOH/Z+9NoyQ5yzvfX2TGlpH7XllZ+95L9S61\npG6EFqQ2ArOaYyMDxsBgM7aHOXfOvZ5jY3s8xuOD7esZY+aObQz4mB0LAy2BrLVbCKRWS72v1bVl\nLZlZue+ZkVvE/ZCyxtcXYwSSGkH+vtSHqhOR54033lPPk//n/6/WdZxuJ4sLC5w5fY7vfOcpkptJ\nfD4ftVoNl1vDaHcYGAgyODiI3KyhSlbe9uY3Mj4+ztOnniWRTiGYHWqlAjfM72EkHGEjmSRXqFKv\nVxFlCc1hZ3JysmdSbBGZmVWJRofx+Pw01jdRJCeSKGKz2dCLRexOJ5gdECUkWWFyZo5aUePxhx7h\nwPZ51mPrFCpVmu0uweEgrU4Xm6wwNjbG+RNPUa03yGQynDl5gqloCJ/bQSQUYD2dQjesjO+/BUSV\nY8cfw+FwkMvlmJ2dBbM3UmR0umQzKabHJlhfX8fodImvxfB4PIyPjfDvPvQrPHX8ODcdnOE1hw9h\ntVrJbKWI7N5JOr1FJBLB6/X2Ur7qdVrtDm6Pl6HhEVLZAs12F5fHx8bSAm63G4ull+QkyzKapgHQ\n7ZgYgoEi23r/dAgG9UoZezCC3eWkUimxvrZCwB9C0zRqRk+RdPuhm5EkiSceeYhjxx/jphtuxIJA\ns6EjSRKiKBIMhqlUKuRyORx2O6Ig4nQ6sSCQIUOn0+HSpUvM797D0MgYqcwWlUoNXY9hU+0EAgEk\nSabVavbURRhUiwXa7SbZchVFkeh220QGw1SKZY4de5x0Os3p06e57bbtTExMsLmxzuK1a3zwgx+g\nWq0yv2OOQjaH1WpFURRuv/12crkCHo+HjWyFXfv299Y5l6bT7aDKCn6/nwvnz2NFYN+evdg0lQvn\nThEIBMhkMkR9HurlEpMTY3zlS1/gyJEjpNNpGo0G5UKRer2OIAh4vV7Onz9PpVrH5/MxEB1k5/we\nCoUCoiiyvrRCpVYjm82zuLjM8vIygYCPt/7sGzl44wEunD5DvVqmWS6DUKFS1zEE2MpkrvNp2qdP\nn1cLL4f65Ie55ktVuP0g934lmzs/DNc7vvxf48U+1x92X32vFLB/2h8/is/TS8nLkdD1cvCDpNT1\n6fOTTF/B0weAv/7ohzl//jzveMfbkWWZRqNBJBIhk8khCAKPPvYYgiCQzmWpFEuEQyHWV2N84H3v\n55mnT/DO976b9Y0NXF4Pv/WR32Z2dhZRkpBlGVmSaOlN4utxhoeHUe0qpmlSLhQplUo47Hb8bj+F\nfB5RFFEkmVKpgmn2mjeqrFCrVAj6fYSCQabGJyjk8owOR9F1HVVVcQ6MY3P5kP0REBXazRqFTIrt\n41HKhQLVUplarY47HCUcGWBpaYlqXader/Lt48dJJtaxiSKD4QD79+5hbmoSw+zS6RoM7t6NHk8S\nT27xxJPfJZ5IkisUKVfrXL66gKqqhIdCDEcGcGgamiwxOz2Dy+Wi1Wrhcnl4+JFHWVxcZnQ8yAfe\n9wE+/vFPUMnVsNtsVEplnE4HiipgsZpYZQOPx8Pu8Um6zRaRUBhFUbi6FsPhceMJ+qlXqogdCLm9\nnLnQU42EQiGm5uYol6uoDielSpliuYqsKrTbvfhon8WK5g+RMVQGxyeoNFtMjA3xzHcfJ7Z0jT27\n5xkaHkVAxBH0k1m4SmJ9DQORVL7M7oO3EByIkM8kWV26ylNPPIJod3Hx1Elko83+uQkGA166poAW\nHkVy+dlz2z08d/EKIamnVnrs4Uc4fMsh5rfN8fBDD+F1udm/by8rC4uk02n27NrN8uYqd911F4Vc\nnkajwWOPPcaRu+4ik8kwOT7BqVOnmJqaQpIkMoU8iqJgESVqtRrDI6PEkyn0VhtVVXG4PJw9e5aZ\niJuJiQkGhob46pf/nq2tLV73uruxa07W1zeoVqsMDg5SKBRwqCZd00pgaBzN7qRaK1Irl1EUiaWV\nZW696w2kcwWkVpFms8m1a9co5EscuvlmVldXaTQajAyPkUqlCIVClEolEEWymQySxUJTr5PPZ/F4\nPHQ6Bl5foJfiNjbB3lsO8bef/CSiKHL16lUuXryIIlnR9V7TKBIOYbfbectb3sLiaozxiVGcTgd/\n//df5vDhw5QrRfRGiwcffIj3vOeXyKRzPPHYccrlMkNDAxx94DRTkxK3334773znO3G5PFy8cIm/\n+qtP8gu/8Avsv+0eYrEVotEo4YC/Z7Lu0CiXi1gEAffzxth6o4EmC1QqFfx+f8+se/9+BKFnhH3f\nffdx5MgRxsZHOfbQMfbs2UO2kMcfDDE6Mo4pgN3pwheJ0qpVOfqNBygUCuitEuFwmG98/X4mJydx\nuVy89S1v4erFc6iKhEOViYTClNJpREkB1YYnNMDgrT93nU/RPq8UfQVPn5eKl3p06l9Te/xbReVL\n7Qv0gyp4fpAkqO/HSxED/q9d4+V6b36YptqLbbC8lAqxf9nsuZ68HM/mR303/mUT7EdJYXuxvFLm\n3z8Oz77PK0tfwdPnJcHj9bN9xzyyLNPtdrn9zjuol8ucPn2WcrmMIAhUq9UX0nrW19epVCrouk42\nm+WLX/wi73jHOzhz9ix+r49yudzz6Ol0MK0SmWyKSNCH0yazkdjA5XDSbjVwqAq1col2XUe0WOm2\nW7RqDeZmZmh3PCSTSex2+/ONkCLRaJR4PE672WLd7GKaJpPjE8RX1wgPCUyOzoCosFbIoGkaZy+c\np9Nq8sUvfpH4ZgLZ5WNiYoLnTp3B7/dz5O67md+7B5tNYmJ8lDccuYtWs4HQbZMvVFmLr/GF+77G\nsSe+TXwzSaMNkmTB7vCgOR0omhNRkiiVSjRrFTwuN8VshsVrV5kYn8Lr9TI1PcfCwgI33ngT+w/u\noNnq8JrDr+W5p58jsbnJzMQUXp+HWj0PFpNCOY3L5QSLFbfHx0YiiWlArdVg+57dJNIZwMrY+BjV\nQoWpqSmy2SzpXBYxFqPb7eI2ughYaDeb6LqORbTi9wfptA0ku5Ogw4/L4yHssoEq8si3/gGjrXPh\n1JOEQiHe9PZfRpFl7E4nM9t3UGu0sHsqxJZXcLu8FPN5Njc3GR4e5ufufS9/+of/Fa9dwSEZSIoN\nu2qj1mwS9njIZ3OEAn6iNgfL1xYJ+L2MjQ6zuLiILMuMDA+RSaWx2zQO7N9LbHkFm03FodlJbMZR\nZRmHpmGaJjabjUajgaL0kpacTicejwdBEIitb1AqlZjftZu1jTgjIyMUi0WsViter5dCIYfD4eDS\nuXNkMhluueUWAGw22wt/o+s6iqIwPT1MsVxnI7VFubrCHbe+hqy8RTadwOwanHjqKUYnpsnFN0km\nkzidbnD3lD6maeL3+1EUBVEUSSR6njj6801TTVEoFfNIFqHX4DFhYWGBfTfeRFOv88XP/C0H9u7j\nT/70Y2zfvp2ZqTESm3Em5mbpdDpMjI+RzWZRZIlCOoUsgKbZGBscQjQNCqlMrwF0zz2EvX52zszx\nncePc9ONN2AVBd7zbjeFQo5du3bx0EMPsW/fAY4dO4bX60VVNZKpBNPT01gsFhqNBo1GA9PoEPD7\n8Xg8PPbww5w5c4YDN+xjamqSer3OyWefQVYkwgMhGo0Gv/mbv4lpmsRiMfbt20dkKIpsU7G37MzN\nzeFyejAFaDZbrF27xunTp3nwwQdpt9v89//xx3zlK1/h3//Gb7C+vs7dd74O//gYerWE1QKWduv5\nBD8R0yIAFh57/Ph1Ozv79Onz6uXl9pH5p6LslVKn/PN47hd7jx9mHV4OU+aXu1D+5z9fbIrZ9Yw6\nv94F/o+r8uX7vWM/CT5Rr/bP3+f60Ffw9Pn/8NDn/juaTWF6coKjR49y9doykiRRKpd7hsoOO2an\nS6lYxGHTmN+xkwvnzjMQCVKt19B1nUqtit1uZ2ZmimKxyNK1RSSriEO19ZpCrRqqqrJ792421tfp\ndrtsm9mGxWLB7/dTq9QJBoOceOYJZFlmfHycarXK5OQ4drudernCuXPn8Dod7Nuzl831DabGdpCp\n1Dl45E1UOm1W1lfpGi0uX3iWVqvFxz/xF1glhblt82xsbGCaJqqqUS1X6LabWIQuGF06zTpgIFqg\na6gMDg4iCAKRgSiVWh2LIGJz2AEBu8NBrdagUqngkFu4nQ7KxRLRSJjV1VU+/OEPs7S0gsvj5+Kl\nSwRCYdKlAvG1GIoo0anV0asVhgaC+P0+rKKAbJO5trTA1NQUg94AGCZ+b4BEIoHkdLDnxgMk0hmS\n8SRj4UEunjnHyLCPgYEBisUSXcMgHo9TqlRxOBwMj/bWLhQK9cbqPEGWN+LsOvRakCQig36QDD70\nprtwahJuu0o+m6NkRNB1nXarBsDBg4e49bV3cODQ66hmMujNGl6fndNnniFb1rFLVlqNKtPRCNVi\njq2tNC1BZGBknJ0HX4MUCPKXv/efOH/+PB98/wdYi60yEh3C6HbptJqEg0HazRaFbI6trQSnzp9l\nx44dhEIhhodHGR8fZ2tri62tLdbXNhmODuF290y3i41qb4+WSmQyGeoNndnZWYrFIs12l3q9zvDw\nMN1qL7bearXi8XhYWlqhVqshyzIuZy/Ou1wu4/V6WVm6ynNnL/Cr//E/IYoyifVVIkE/F8+eIlcs\nML/vRqp6Gxp5NE1DUWw9lQ4WVM1Grdp43mC41+xpdTsIWDHpYjVMQgEfV69cIpNJ4fb4cLvdRIaG\nyRdKXFtexufzcfXqFWSriGF2WF9f584778Tn8xEdHCadTlMslhBNgfBAiFOnTtHp6AiCwA033ECx\nWKRe10kktrh86Qq/+N73cPbsWd7z/vdx35c+j9/vJVcsEAyEyWRyHD/+BHe+7m46HYOb7j5CvVLF\nZrOxtrLMgQMHOPHdp3C7XYyMjFBt1BkaGuyNNlrg4YcfZig6iNVq5fLly6ytrfFbv/0RSqUSy2vr\n7N9/A8VshuD0NMkrV3j6xEkMw+Dxx4/3RhFlmXa7Qz6fJ5FI8L8+/Tf82Z/9GT/z+jcgyzKjI0N0\nmk2yyU0S8Q2cskS5VGB0ZJJao06yWOH8wjU+8pdfvW7nZp9Xlr6Cp89LzUvxDfm/1cB5JYyWr0cx\n+GJTvb6X2uKV4odRJX2va/Tf6ZeWV0pt86Mqqq7Hc+/vt59OflQFT7/B0+f/xxf//CNEIyGeffYZ\n/v6rR/F6vew/cIBqtUp0ZBiLCbHVVRIbm2iqDZuiMjk0gKSIXLhwAYfLxbWlBaKDg0iSxMzEBA7N\nTrlQJBT00+7qlMtldu3aRblYIpVKsXv37p5fR61GLBZjx44dDEZGuHr1KjW9gd3p4I1vfiOiKPLw\ng/+Iqqq0G3X27dnLemwNExlfOMq2Q7dTb3f5+gP3c3XhMk88+i263S7+QAi/P0gylUBRFEaHR0in\ns0xNTNJsNum0dCTRQrVaYiASIrOVxOnwkc/n8Xq9mKbJ1tYWYyPjWCwW2u027XabRKJ3Pdls0u22\naTdb3HLoZm6//XZESeZvPv23rCdSvPktb+WP//RPyNctbJudQLGCYjSQrQa//K6fZ3V1lfGxSR74\n1oMcvvUOZEVFNptYTQErVnLFAqLDztS27QiSRCAQ4O/++jPs3rGTcMhBKpUil8tx6NAhjh79Om+8\n5w2cPn2aYDBIuVzG4XBgGAY104IvHCXfMjj82ttQPDbysUU+/t9+F9lqoVosYJom1bYbWZXIFDNI\nikyr2aVRa1HKNdE0DadHw+Wx4wo4MEyFP/6TPwXDAEGgtrWF3eNh4cpl6vU6qkNjenqaxx/4OjMz\nMzR1nW63S61SBiAc9JPP52k3W4RCoZ5Cq2vgdDppNpuYpsnE+BSNRoNgMMRWJo2qqqwsx3qjhENh\nBEFgYGCAbrfLpUuXaNSqhMNhgBdS38x2h71791KtVikWi1SrVSwWC6ZpYpom3W6XQqFAsVjkzW9/\nB+cvXebywgpjY2NEAh6Ebhu93PN52djKYXd7cdpVvF4vxWIRVVVp6m1kWaZSqb6ggHE4HASDQS5d\nWcCki1uzU6uUSG1tMjYySsfoomkO4oktkskku3bOo6oq5y+eY27bDIIgIKsqnY6BKEtk0gUGB6Ng\nERFaHXS9Ti6fRdNUNE0jn89iGGCxiEQGBslm81RrJebm5iiUC5RKBR479ji33347Tqcbu9ONqtoo\nFsrM796DxS6zshwjn81idLoEfX5OnDiBN+DnjtfdidPj4bOf+yyiKCIbBhMTE1y7eoWdO7YTiUR6\nCqZwhPWNDb795NMYgoDTrnLmzBn27NrNxYvnCT3v27MeWyObzhCNRpmfn2fPnj20ZQ1RFFFVlVSq\nZ3o+MzVBPLaC3qiQS8SxayoLK2tIqkrdtHL0wUd45PzmdTsz+7yy9Bs8fV4OXq2F1I/a1Plhx6xe\nrJHz9TYHhpd+rfr8dHG992+fnx76I1p9XnLe+eGP8ujn/pTBgQgjIyOYpkmpVEIUewbHmqISDofZ\niic4dOgQjVqdN999O1/+8pcJBwOIssSBPXvJZTNYzC5Om4rX5SQb36DbtFOrFXE7HIwPD/HE0hIO\nm4xNtmJ2mnTaOuMjgzhsEnQNxoZHSKS2aHbaFHM9r5VLly4RCASol0tYBQuR8ACCYkNx2ajqDRod\ng4ceeZizzz3L9NgQiixi19w09Q7jI8PYZAWPx4uMBcUqkskkGBwcoNlqEPYH8NjdZIwt0qkE0WiU\ndrtNuVhkJBohlVgjHA6TT6XpdDr4NIVms0m320SVZNwejQO795JNpogMDyNZBe647VZmpqfYWKtj\nddtQFTuFbJKw20og4OOBb36DbDZLLBYjm80yOjKB3ekitXoRo93BNEzCQT+5Wo2zZ05x6x13Ui4V\n2bl9ju2zM6zFV2i228zv3s3i4iJ79+5H13V0XUe0WlBkCYeq4vF4WNzYRMLgzre8GbNcgY5JtVSh\n3QKLKGCRHBgG2C0iCOBxO1E1G5lszwB3OOojHI6QL2XJ5XJkSilUm5evfOFLRCIRrIKIxQLz23dQ\nqdaIDg3icdvRa2Vu2LeffD6PYIJVALfbTTIep+vzIIoihVwen8+DIJj4fD6q1So+n4/NjQTZQp7B\nwShWWcIiiGD2mmwulwvDMDBNk1wuR7vdptNqoqoqxXyWsbGeD46maVRqTeKbyd7ImsWCJElUKhXq\n9Toej4t2u8XAQIjJyXGSW2mwiGzfuet/N4DaTSwWC1vxBMPREbL5Mi1FJpMrYLFYsNmd1PUczU4H\n1a6RTm6hKArFQpl8rhfXXi7mKZVK1ColfB4v1WoVURSpGxU8biedTgcBg1Ixz+6dOzAFA1OATCqJ\ngYXo8AiDg1HsTjfVap2l1RWcLjsOj4davcyAP4ri0KjX62wl0yyvx7BrTgYGBkint/D7/RQKOQ7f\ncoiVlRVmZ7chWCUCgSCrK2usrcZI5JNsJZP4/X4C3gDVSglVkZgcGwcgtbXFV7/2D7zhDT/L3be+\nllwmxc//8i9DrQp2O7VshqefeopjTzyJ6nAxO7edM6efIZ3Ncu7CedxOB3qrxfjoCNOTE6RTKcaG\nh9m9ezcjIyO0NQ/y4CC5q4vsufkQ61cus7q6iizAwMAAYreD1+MikS/icnt4+uwlOkb3Op+affr0\nebXzaizcXo6GxctlQP2v3e/VRL/A/+mm/+z7vFroN3j6fE+KxSIWi4VgMIjVamUwGiWTyZDNZtEU\nlUq5jCiKWCwWvF4vD3z9a5jtFpVCgem5WcrlIjcd2E+73SSTSNKpV5kYHmJ+fp6Tz34XVbRw4fRz\nRAeCKIpEbGmBfD6L0+lEliyYnQaKRcTu8vSSvNptvvvkd7BKIvfccw+p5BZL164SCoVYXl5maH4b\nzUqeYmwJUdXY2tpicnKS+elJGtUaLruLpt7BG7bTarVw2p1IXagWygTdXjp1nUa1RnR6jKA/wOnn\nnsXj0lhfWeTtb3sbLrsdu93OJ/7841RFE0u7gUe14fM5MTsq0egojUaDubkZSrks6/FNHn7sUV7/\n+ntYWF3jYx/7GBYrFIsNZMWO1+vlNYd2YpNNOo0yd995G6LsJBwaplxrcfKZJzi0Z4RSvkAikWR0\nfIzR6AAdi4VHH/4WDs1J1BcmsbGBIFnAYiWdzaE5HGAYLC4u0tQbWAUTWbSwurKEoih85zvfQfMG\naCMyObcd1/g42VSJYrmJpqjIqgcsAkKrisfjolGooetVXC4nmmTid0YolXqmuoalg0WzIEtOHnr0\nEaq1Jj5/iGK+gCKLlPNphG6LsaEAFgxuv+W1dLot/H7/C2NjbndPpSNJEiOKuLsRAAAgAElEQVRj\nw7RaLURZolwuk0wmsdmd3Hz4ENrwCI995StMT82it9p0DJOZuW1cvXqVerOK1WrtKauaOn6vG1WW\nCAaDXLl0ge3bt/fiz90eVNXGysoqo6Mj5DN5ZEXEbreRyaTQdR27fYK1tVVc4TG6BmgODaPTplot\nYrbqoFeZmZ5CUu20Wh1aCHQNE5tmo9M10PUmhUIBv9+PN+An6PPzyMOPMT4+/oInT+n539fKBVRV\nxWq1sm3bNo5/+0nC4TB+t4uC0WY9tsLk5AT1dpNwKEjHtPRGylQL+Y04Bw/eTDK1BVaBRDrFYDRC\npVGn2WyytLzEnt37GRwcwj83x6Of+iQHbrwBm03BZlNI59KMj4/jCwS5//776XYNtm/fjs1mpyU0\n8HucGJ0ujVqVdDqDy+Ekn8swPDHG8vIyf/RHH+MP/vAPOfLa2/jOUyd4/NFHiMVizG2bJTIwSLML\nVlFm4doSz569wFDEx2YizuzsLLt2bsfrcZGOJ2k1dQSzA2aXT/6vT1Cr1XjDuz/ErbfeytLSEoZh\n4PP5KBVyWLptnE4nC7kclXKR0bFxTp0/y5WFqxy7mLzeR2afPn1+Arheo0M/7vyg6/HDRIq/2ngl\nDbP7/PTSP4v6/Cj0Gzx9vic/9+sf5bP/4/ex2RWSG5vQaBDweMmk87RFC2Gfl/GZKTTFgi/gxWmH\nZ59+ioFIiLFQEGvQz8bqCk6ng307Z9BbTQqVIl2xRacJDq8HxSqxZ8cuLp6/QNARROmISJKEBYGI\nM4J3OIiu10leXKdUKuHz+eg0GkhGm06jgmIx2Fxbwutx4rTIZDJZ9EoNm9ODz2FhcCiMFnCgCzqy\n20p+K4Mt0zPBNcwGuY0YW1tbqKrML77n3cRiMRwOK7nUEgd3T7N44TwRu0o2do2NRs9rx6NZsUuw\nY2qWXC5HMOiiXCxgtrPcdvgmVEVheSVGZnOJSiZPemOZz/3137Btxy6MDgwO+ckXk+yaGcMmWnFJ\nIi6nRqfeYGZiDkVzoLlEao1RNpNN2m0Rlz+KIchIQDWXYcStYrfLFMpriKKIU3aidNtomHRrLUxT\nwKa4OHTLTpLJDc5duMxdd7+OpaVr3HrbISySzMSAE7ldgq01psaitIwuVgwU2aTbbdK02qhYFAzR\ngyzLdFptZIeVTDWNaTGp5au02x3cNje1RIyZ6WmeWryA027gUjpIksTEjdvQNJXBSM/PR2+1iUaH\nyGR6BtiFbBGbzYYq2fF4vWQyGZxON5JF49zlSwwMDjE4OIBh6uiJFb793YcZHPaRzffivWVJBaFB\nYjPF8PAwktWCVVUplUrki2XW4luMj49T1rvohhWny0et3iI8METXsOJ0+anpDTS7h9JmhrGxaUTF\nydyOcTZrJQa8fpySldjyMp1ahXK5zNTUFE1MMuUypY6O16ai6zpeb5DFxUXGxiepNctU62U8Li+p\nbJpgwMfqyhL+TXA4HPhsMmarRrfbpVqtMjExQa1cw6M50ESZrVT8BfNoWVZoGRbOnb3ITYdeS7Pd\npliuYrVayOfTjEkFdIsDFIWxkTkcDgfptUWmbrmFpdUl/Af20y1XaLp86HYPrlAInyuINdBL/1K8\nXm5+3Rtpt9tcWdvg0KFDeCwqiwvX2LN7L/VKlbkdGl6vl1qtxrWVZdKpCve+68McOfIaYolNvvbN\nb2B0u9jtNjSPi3hqi3w2TbPZJJtOcfDgQfL5PE7RpKuXOH3qJCMjo7j8AwxNzXLTz/4CFy5d5Xd/\n9beR7Rrn/vEoxx97FI/LRSaxwfY9uzBbdZKbG5TTG1iNJjbJzuePnyadTtNSvNf7uOzTp89PCD8J\npqzfjxfrf/Nii8uf9PX7fvQL8T4vNf091eeHpe/B0+f78o3P/BFbm3GeeOQxJoZHGQwGe2oIC8iq\nwnve90t88+F/pFEp0dGbiJisX1tEU1R8Lif+gBerLNI1DBSHStc0MEwbNpuN8ZFRrly5hF1V8Hg8\n1MslCoUCtx4+xNbWFg3TQNd1ZFmmVqvh93nJZrPYbDaazQYjQ0M888wzBAIBZKefdDbH+Lbt1Ftt\n/u5LX8I0TVKpFJJFYMDnQ5ElnIqGruscOHCAX3zXu/j0Zz7FnXfeyYkTT2Gz2djY2MBisXD48GE2\nlhdZWFjAIkooisLU1BTnzpwmHA5TyGUQBAGXy0WpVGJsOIrNZsPtdvPZz34et8fLa269A5vTQ6XR\n5qabD3Hrbfew4+Ae/G6NQnqL99/7VrxOO/lUAo/bSduwoDc71FtdlpdXObB3DxaLBYwW3W6Xtq4D\nEB6MUCqVcbg9dDodctkUXp+PZDLNxPgUKysxRsbHmJub49gTj+L3+/mDj/4XdL3LH/7eR0CwkCtV\nqbe6vPXee6Fr8l/+6+/3ksDqNVrtJqpmp1gs0m53sVqtBINB2u024VAEj8dDrdbA7XZjs9lIxRa4\n9dZbWVxcZHQ4SqNWZ3pynEqp3CvsHRrdbhfVFURV1Rc8gURRxOfzEYvFUBQFn6/neVQsFnE6XYyN\njZLLZzh74Sx2u43HH3+UsbEx9u07gNfrJR5PYpomVgSGhoaIxWIEg0HS6TTAC+la2WxPGdap9kas\nHA4HVlEkn+8ZJHdNAwCX18PS4gqyLLPj5luolYoUM2lcNo18KsHU+ASCaCW2vsbw+ASlchXaOrV6\nnZre6Bk7V3um1JKksHh5gZmZGcqFIprNRim1id3lJJ7aotVqsWPXbuLxOAB6vUkwEKBUKtHp6C+s\n+c7X3cVvf/CD/PzPv5NytU4wHELXmxTLVfx+P35rlY7sptToYg8Mo9fqVHJxbJKFar3KzT9/L1ux\nDVSxl4KXTm7RaDSYnJxkY2ODgM9PuVymWqmwc+dO3KEQ1UqF+PoGm5ub5NNZ5mZmuO+++3j22Wf5\nm7/9DH/whx/l/KWLOJ1OhgJeFEWhkMvzoQ99iFKpQNDvJ5mMoygKqeQWoVCIpeU17rnnnt4+sGu0\n2l1kzYFhWslVGoQHowwMjYHFwre//gX27p7n5ImnqZZLiILB3MwUjVqN+MYaDocDh8PB7376q1it\nVh44/twrfSz2uc70PXj6vNy8WkZxflg1ycupDvhhErxe6nu/WH+gH5RXw57o8+rn1XL+9Hn5+FE9\neCwv5Yfp85NHqVLF5fbi8wfZSqfYu28fa2tryLJM8PlmT8gfoN1uEwgEsAgi7/3l93PLLYeZmJgg\nMhCla5gomkYuX6RcqrJj3346VpELS4s4/EFCI6MgyzRNk3ylxOnz59A7bSRJwu/3Y5om5XIZRVF6\nke1mF4fWG8PqJfA0uXz5MuPjo4yPjDAYDlEtFBBNk6DbyczoCJV8Fsk0ESWF6NAIO3buZGFhgUQ8\nye985Hc5c+Ycs3PbkRQZA5N4MkEHKw6PH8EqveDFs23HTkRRRFJshCNRtra2MAwDt9fHc6fPUK03\nQLBQqdRweX1cXVzEpjl6Y0VdaJYzTAxHGBsaoF6vk06nsUoKxVKNZDLJQDiETbJw04G9tE2ddqeO\nw6WhqhKBoK+XhmVY6BoWVMWFyx3GHfRTbepoLicXF64QGRliaGyUTCFPud7gM5/7O977gQ/wK7/2\n7+gaAo1ml+HRSULBMIuXrvLNBx6gUixRLhRptVro9QZ2UcLvcOJ32JkciuKza4yEw8zPTjE1PszN\nN+zDbOs4bTKHbj6IYHYJBXxEI4OYZpdOp4NFtOJ0Ookntuh0Tdw+N22jDVZQ7SqiItI22tgcNkyL\nSbFSZDm2jMvb89W5cuUKKysreF1u/B4v4WCQWw8fxmKxEIlEkGWZgD+EXm+wthrD6HRJb6UwuwZ6\nvYFVsFDI5ZHFniqsWcnTqhYQ2nXS8RitWpnBsB+/x8nU5Ch+twuXXSHkd1NKZxG6BmPRYVr1nnpt\nfW0NVZRw2Zw0q3XaDZ1Oq0ujppPP5GnWmzSqDVKJFAPBMOFAkGKuSLdtUClVsaoytUYdWbVhkWQW\nlhaRVBsurw/VaaeLAIIVA4H1zTiTM7NgwJePnuHkqed6I1U+H06nk+FohInJMfL1FplyjZZppW2Y\nJLJZTFHGE44wOjsHjTbVeot0OouqaoyMTxAID2AYMDu7DbfbSzAYxucPUq01+IcvfYU/+th/45Of\n/iR//dd/iS/gZSOxwb3vvpfIUIRPfOLjHDv2XbZvn6NSK/Om17+BffO7EQULDptGMVvg4vlLKJKG\n2bUQCITQNAcOlx+700NdbxPf3MJud1HMl5BFhQOHDjE8twPJ4cJotSkUekbfZrvNYDhAtZjn5FNP\n0W42aba7JDM5Yok03W6v+dinT58+Lwc/yUqUf/KW+0nipXxe32t9ftLW68cNQRB+ot+5Pn1eSfoK\nnj7/Jl/4n3+ADNRKZS6efo6g38fU5DgIAm99x9t46KFv4fcFERFIp5KU0zmqlTI37N1DIpGg3Kj0\nVC5Tk0xPTzJ8+xuh2+XJ+7/OViLJcCREIZ9FaLcYHY7y5BPHsWBw88GbiMViBIJ+uu0OxWKRbDbL\n4EDoBSXIrl07eeDo/YzM7sQwYHk9RjAU4vLly0QGBug0GoiYOG02PA4npidEPp8HweRd73oXN9xw\nF7t2jXDn7bdRLpfZtm0bVxcuU61WUVQHer03SjM5Pkq1XEKRrOTzeTqdDqqqoqoqr3/96/l/PvE/\n2bZtGxZBoFSuMj8/z9DoNLKqcvTBR/EHQ9z31W/w7rcewuv3YRFEisUSdrudjY0NRoaG8Xk91Col\nTKNFp9nCdNmQrCKCYaLIMq2mQbFYxucN02qbuNxBuiYU6htomoNWq4Ui25jfvYdTp04xMTHBAw8+\nQDDox+Px4HY7sTQEdF3vmQhbrVisVnw+H7l8FpfDid1uo5jPU0xs4PF4yBby+Hw+Mtk8M3OzON1e\ndF3HoPfPjyBa0awCqVQKRVFoNJooioKu69x5592cePppwuEwrVYLUxF7iqNcDqfTidfrpVAo4HQ6\nEQSBWq3GwMAAi4uLhHwRstkMVquVCxfPcPDgDTzz9Ammp6e56aabiMXWuXDhEqFQiJHBMLVarTcS\nlM0SDAZxOBxUq1W8Xi+GYbCwsIBfpqd68ftZWF7B6XQSjAxy5coCJgKNVhPjeXn5/IFbqZUrdBo1\nmnodyTBwOBwUyiWCgTALyytYRCs2m0YqleJ1d91FoVxiK5V5QZ3kdnooF4sYnd4o1kZiGVGR8QX8\nKDY7bp/3+T2dQzBBEkVsNhudTm+vezwesqk0VqsVr9fL7OwswYEBVpeWsNvtqKrKmUsXmNt1ALvH\nj+rwIHo8NFNJauUSF65coFBrMTkzw7NPPt5Tg5kmkiTxta99jdHRURrVGrVaDbtNo9VqUalUGJ2I\nUMwXEASBO++4A1Gw0Ol0OHnyJK+943YGIhHuu+8+Pvirv4Jab1EolPjzj3+cmZkZDh++lWKlTKPR\nwO32MjI6is1m4+pqEq/XC0YHq2Bhdm6aRDKFYRhM796LXqlhlRT+6pN/wy++7fVkMykeOfr3vPVn\n34AodNF1HV94iHNXFknmKly+tsyzi4vcf+zZ63089rkO9BU8fV5JXi1eGD8u3/r/uHyOPn1ejfTf\nnz7QT9Hq8wpw76/9Dp/9s99hZHQUi9Gl3dTJFwo0m02wWpmamkKWNCz0Rl0mhscxO202NzYYGhsn\nnkzg9PoYm5hk+ObDgJXFs+eoNVqUK1VSopX42hpvesPPoKkKs7OzXL18GbvdztjYGKurqzT0OuFg\nCKvVSqvVxGazsbm5iaZp+AJ+ut0u6+ubWAWBgMfNkTvvQDDhyvmzjA2PkEnEka2AKNBtNbDZbBx/\n9BGmxpw4bTLddoMb9u7imWeeQVVVdszMkC1WuLq5hmS14HHYsBotthJxvG438Xgcj9PO9NQkqyvL\n3HDgAKVSEZfLjdVqpVop4dBkStUKX/3KF3F6vAhWGZto4LYp5Etlzp07x8GbD3HnXa+n09JZXbqG\ny6GSSabxed3oFhGLKFEqFGnnCkQjQy+MF8U3YvhDEcaHRnj6uRiOgJ3VVJbpmQG+++S3mZycpNGo\nYVdtVIq9BtvBgwcp53LkczlGhqO0Wi06nQ7ry4u02030Qp5gyM/W+gY37ponmUxi7XQxWi2GIwNY\nMckkN2l1uoxNTAAwPj7O6vI1nE4HdrsDl6tLu90lOjxKs90iPBilWu2ZINtlhdV4AovFgsWEQjYH\nQLfVxu/3s3h1AZusoNfqGG7odLokk0k01YYiqSQSCbxeL+fOXWBtbY2JiSkCXh8tvYzeqJHP5zG6\nXTrtJpg2jG6bSrlIu91GtAqIopVytUql1kAURYqlCqJaomsY+MNhpGodWVWoVHp+O52WTrVSxoJJ\ns91iPRFnYGAQvdtGsamAQK2uY3O6kGwaQrVGrdWiWS6jaRqNRqr3jZQJgVCQltAEQHXaUW02StUq\niqbhD4p4XC5cDiculwuLxYLxvFH2YHT4eX8hkU99+pNcvXqVycnJ3nhUZJAra+to3jDuRgPNXmFI\nlfjHf/wWuq7zzW9+k67VimZ34nUomKaJy+kknU5Tq9XY3Nxk57btlEolsukMpVKJbrdLJh6n0+lw\n+PBhwn4fdru9F1Ef8OHSbNBps3JtgS9/9rOorTbz87vZvWtHLyKdNpJFQHY7CYUCeH1u8rkivoAf\nwQRvIMjq4jVSKQdNvU6lUqOSSpIvlhkaGeHO195CvV5HkaxMTYwTmZ7k7LFH6Rgmot1LvdEkXahw\n6vxl7j9x9jqchn369Plp4598ZV6MuuB6FGg/LkXhj8vn6NPn1Ua/udPnpaKv4OnzoviHv/ivDEcH\nWbp2FVG00tBrTExMEAyEOXnyJF6Ph8XLVxmMDuBxuWm1WtT1GqqqcvfPHEGdnKSearC8ssj9X/sa\nRrvF8IAfTZZZX11i1/ZtPPjNo+zZtZuO2cTtdjM2Nkar1SIZ3yQajXLhwgVURUYQBAYHB0mn0wQH\nR3j22WcJh4PYbDYi4SCYBoVUirHhEdZXY3icDgpGl/n5eY4ePUqlUuINr7+Hhx9+mOnJcVZWVpif\nn2djbZ3wQJBGR6BWKeNxOVBFC1arlY31GH6/H5vmoN5s8typMxw4cABJUigXS4RCAUaHhymVSjx+\n/Nu0ux2S6RyR6BAHbryJkL3J4soGO3buJhbPYLO72dzY4vNf+Cx3vvYWdsxNMxoNY9IF1wh2m4JN\nEdHrVc6fO0uz2SA6PIRglYhEoxTLZXLxPKbZZWBgANmmomkapmny3aefQpIkHA4H0WiUal3H2qoz\nPjLK+fPn8Pt8z/vsNPE4XdRqNbxeL+12G4dNo9lskkimcHs9+ENBKtUakqpQbzQolisEAgGq9Tpu\npx1Fs6E3el5BglVE0xzIkoooilQbDcrlMi7ZytDQEJubm9TrdTStdw+73Y7T6eTatWu9cTe3m1y1\nhUkXK5BIbnLHHbeh12skEgn8Hj/dronL5aJarbO5toQgCOzdu5disYgoiuRyuRcUQYXnm5GiBSyS\nSFNv02y3cLm92BxODEzK1TqNpk50cAhJksjksoTDYUrFHDu372B5cYE9t93GmWNPoMg2ri4u4nZ5\n6ZgWVFVlfs9uqrUabp+XrtkBw8ShaYgWKxuxNRKJBIVcCpumsZmII9tUEskU/lCQZ088Q6vVIZvO\nYJom73vfB15QIomiyJF3vJ2LT36HUqnE5z7/d/yHX/8NBEFgfHycTKXC/d/4GpqmceTIEURR5Oz5\ni5w4+SyxWIx8Ps+hm2+h0mxx8uRJvnXiBH/x+7/PnvldjIyM8K0Hvkmz2eTDH/4wx44d49ixY4z5\nHRw6dIh8Po/H48Fu7/kxffWrX+Xee+8lHo/zqU99ittuu423vuluPB4PsfVN4vE4UzOzlCo14skE\ng4NDVKpVHA4nXdGBKFqQJZGVawtEwkE21mK0Wi3GJiYB8PgCFItF9h24ifxWnHPPPIXX46DTamJ3\nujhzdZUOCl/65mNINidHn/jO9TwK+1xH+gqePq8G/nlDqL8H+vTp8/3oN3f6/HP6Cp4+ryhv+43f\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h9W6gq6eXaHQeNEUh31i+u1AocOXOXbR0dDJy5izKaMEbstPa1kGxVGJ8fJylRJpNmzaR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\nWByH1c0n/91nqJQ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IWCLJT549cQleeUJcXFLgEUKsFBezCHM+PmtkviQhLj0p8Agh3tD+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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(16, 10))\n", "ax[0].imshow(tablet)\n", "ax[1].imshow(cleaned)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also apply some zoom on this:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mpmajUhT7gOX5EuYcUbw0OhTHNW2LG3NAVWCogsW7fWuLfX4V3QAopatZghFs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q1Cmhq203buq6jm9953s0LqaJyUl6VlodA0984YsAIJr1jr34Em5cIrrC8PAwZpg2oCgSem1a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q2ocrOl3eUUI5hqpS5KETo9ZHR0VFDF9vZ2QTE1VZFqyLe++U0AQCqdFr1rm8Mu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\nid+PG+1arxUDeaNd93rjRtG5XwneTCd8tdaAl+qLS/XPtey3Nw2Qb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", "zoom = lambda ax: ax.set_xlim(300, 500) and ax.set_ylim(300, 100)\n", "ax[0].imshow(tablet)\n", "zoom(ax[0])\n", "ax[1].imshow(cleaned)\n", "zoom(ax[1])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this blogpost, we've manipulated a couple of standard image segmentation algorithms using scikit-image. We've applied it to a cuneiform tablet inscription available on wikipedia and obtained a simplified representation from it, essentially applying the watershed algorithm to it. \n", "\n", "Further work ideas are numerous here: the final image, although meant to simplifiy the analysis of the original tablet which is difficult due to lighting issues, does reach this goal. So the question is: would it be possible to single out each sign and perform a more accurate automatic transcription? " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }